From 34ef967513e7e29d7ece92aa0ac89f97c43a8bde Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Thu, 11 Apr 2024 11:12:57 -0700 Subject: [PATCH 01/50] Add Python 3.11 to CI matrix. PiperOrigin-RevId: 623882200 --- .github/workflows/ci.yml | 2 +- lit_nlp/examples/models/tfx_model_test.py | 3 ++- pyproject.toml | 9 +++++---- requirements_examples.txt | 8 ++++---- 4 files changed, 12 insertions(+), 10 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 3046befe..236359e5 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -33,7 +33,7 @@ jobs: strategy: matrix: node-version: [18] - python-version: ["3.10"] + python-version: ["3.10", "3.11"] defaults: run: shell: bash -l {0} diff --git a/lit_nlp/examples/models/tfx_model_test.py b/lit_nlp/examples/models/tfx_model_test.py index 4b44b2d4..e7b977c9 100644 --- a/lit_nlp/examples/models/tfx_model_test.py +++ b/lit_nlp/examples/models/tfx_model_test.py @@ -12,7 +12,8 @@ def setUp(self): super(TfxModelTest, self).setUp() self._path = tempfile.mkdtemp() input_layer = tf.keras.layers.Input( - shape=(1), dtype=tf.string, name='example') + shape=(1,), dtype=tf.string, name='example' + ) parsed_input = tf.io.parse_example( tf.reshape(input_layer, [-1]), {'input_0': tf.io.FixedLenFeature([1], dtype=tf.float32)}) diff --git a/pyproject.toml b/pyproject.toml index fb3dea3f..5bed29b2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -79,10 +79,11 @@ keywords = [ [project.optional-dependencies] # LINT.IfChange examples = [ - "gunicorn==20.1.0", - "tensorflow==2.10.0", - "tensorflow-datasets==4.8.0", - "tensorflow-text==2.10.0", + "gunicorn>=20.1.0", + "sentencepiece==0.1.99", + "tensorflow>=2.10.0,<2.16.0", + "tensorflow-datasets>=4.9.0", + "tensorflow-text>=2.10.0,<2.16.0", "torch>=2.0.0", "transformers>=4.27.1", ] diff --git a/requirements_examples.txt b/requirements_examples.txt index 7778c6d7..3015bfcb 100644 --- a/requirements_examples.txt +++ b/requirements_examples.txt @@ -13,11 +13,11 @@ # limitations under the License. # ============================================================================== # LINT.IfChange -gunicorn==20.1.0 +gunicorn>=20.1.0 sentencepiece==0.1.99 -tensorflow==2.10.0 -tensorflow-datasets==4.8.0 -tensorflow-text==2.10.0 +tensorflow>=2.10.0,<2.16.0 +tensorflow-datasets>=4.9.0 +tensorflow-text>=2.10.0,<2.16.0 torch>=2.0.0 transformers>=4.27.1 # LINT.ThenChange(./pyproject.toml) From 63c21a163407a9b2387a86375473ede1313c4b1e Mon Sep 17 00:00:00 2001 From: Ian Tenney Date: Mon, 15 Apr 2024 15:47:51 -0700 Subject: [PATCH 02/50] Add link to sequence salience paper PiperOrigin-RevId: 625108188 --- website/sphinx_src/components.md | 22 ++++++++++++++++++---- website/src/tutorials/sequence-salience.md | 10 ++++++---- 2 files changed, 24 insertions(+), 8 deletions(-) diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index 7cf577f6..f2366d7c 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -460,11 +460,27 @@ The UI supports multiple options for analysis, including: For a walkthrough of how to use sequence salience to debug LLMs, check out the Responsible Generative AI Toolkit at -https://ai.google.dev/responsible/model_behavior. +https://ai.google.dev/responsible/model_behavior and for more on design of the +system see our paper at https://arxiv.org/abs/2404.07498. + +If you find this useful in your work, please cite Sequence Salience as: + +``` +@article{tenney2024interactive, + title={Interactive Prompt Debugging with Sequence Salience}, + author={Tenney, Ian and Mullins, Ryan and Du, Bin and Pandya, Shree and Kahng, Minsuk and Dixon, Lucas}, + journal={arXiv preprint arXiv:2404.07498}, + year={2024} +} +``` **Code:** -* LIT-for-Gemma Colab: [`lit_gemma.ipynb`](https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb) +Currently, this works out-of-the-box with Gemma, Llama 2, Mistral, and GPT-2, +using either KerasNLP or Transformers. + +* LIT-for-Gemma Colab: + [`lit_gemma.ipynb`](https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb) * Demo binary: [`lm_salience_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_salience_demo.py) * KerasNLP model wrappers: @@ -472,8 +488,6 @@ https://ai.google.dev/responsible/model_behavior. * Transformers model wrappers: [`pretrained_lms.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py) -Currently, this works out-of-the-box -with Gemma models (using Keras) as well as with GPT-2. ## Salience Clustering diff --git a/website/src/tutorials/sequence-salience.md b/website/src/tutorials/sequence-salience.md index 51fca21e..bb045c1e 100644 --- a/website/src/tutorials/sequence-salience.md +++ b/website/src/tutorials/sequence-salience.md @@ -55,10 +55,11 @@ LIT supports additional LLMs, including [Llama 2][llama] and [Mistral][mistral], via the HuggingFace Transformers and KerasNLP libraries. This tutorial was adapted from and expands upon LIT's contributions to the -[Responsible Generative AI Tookit][rai_toolkit] and the related paper and -[video][seqsal_video] submitted to the ACL 2024 Systems Demonstration track. -This is an active and ongoing research area for the LIT team, so expect changes -and further expansions to this tutorial over time. +[Responsible Generative AI Tookit][rai_toolkit] and the related +[paper][seqsal_paper] and [video][seqsal_video] submitted to the ACL 2024 +System Demonstrations track. This is an active and ongoing research area for +the LIT team, so expect changes and further expansions to this tutorial over +time. ## Case Study 1: Debugging Few-Shot Prompts @@ -486,6 +487,7 @@ helpful guides that can help you develop better prompts, including: [salience_research_1]: https://dl.acm.org/doi/full/10.1145/3639372 [salience_research_2]: https://arxiv.org/abs/2402.01761 [seqsal_docs]: ../../documentation/components.html#sequence-salience +[seqsal_paper]: https://arxiv.org/abs/2404.07498 [seqsal_video]: https://youtu.be/EZgUlnWdh0w [synapis]: https://scholarspace.manoa.hawaii.edu/items/65312e48-5954-4a5f-a1e8-e5119e6abc0a [toolformer]: https://arxiv.org/abs/2302.04761 From 9afdf96867af6ecbb5cd825eec09c9fa4c7c7802 Mon Sep 17 00:00:00 2001 From: Ian Tenney Date: Wed, 17 Apr 2024 01:51:23 +0000 Subject: [PATCH 03/50] Update website with paper links --- docs/documentation/_sources/components.md.txt | 22 +++++++++++++++---- docs/documentation/components.html | 19 ++++++++++++---- docs/documentation/searchindex.js | 2 +- docs/tutorials/sequence-salience/index.html | 9 ++++---- 4 files changed, 39 insertions(+), 13 deletions(-) diff --git a/docs/documentation/_sources/components.md.txt b/docs/documentation/_sources/components.md.txt index 7cf577f6..f2366d7c 100644 --- a/docs/documentation/_sources/components.md.txt +++ b/docs/documentation/_sources/components.md.txt @@ -460,11 +460,27 @@ The UI supports multiple options for analysis, including: For a walkthrough of how to use sequence salience to debug LLMs, check out the Responsible Generative AI Toolkit at -https://ai.google.dev/responsible/model_behavior. +https://ai.google.dev/responsible/model_behavior and for more on design of the +system see our paper at https://arxiv.org/abs/2404.07498. + +If you find this useful in your work, please cite Sequence Salience as: + +``` +@article{tenney2024interactive, + title={Interactive Prompt Debugging with Sequence Salience}, + author={Tenney, Ian and Mullins, Ryan and Du, Bin and Pandya, Shree and Kahng, Minsuk and Dixon, Lucas}, + journal={arXiv preprint arXiv:2404.07498}, + year={2024} +} +``` **Code:** -* LIT-for-Gemma Colab: [`lit_gemma.ipynb`](https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb) +Currently, this works out-of-the-box with Gemma, Llama 2, Mistral, and GPT-2, +using either KerasNLP or Transformers. + +* LIT-for-Gemma Colab: + [`lit_gemma.ipynb`](https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb) * Demo binary: [`lm_salience_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_salience_demo.py) * KerasNLP model wrappers: @@ -472,8 +488,6 @@ https://ai.google.dev/responsible/model_behavior. * Transformers model wrappers: [`pretrained_lms.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py) -Currently, this works out-of-the-box -with Gemma models (using Keras) as well as with GPT-2. ## Salience Clustering diff --git a/docs/documentation/components.html b/docs/documentation/components.html index 48454b7e..bfbf62a6 100644 --- a/docs/documentation/components.html +++ b/docs/documentation/components.html @@ -637,10 +637,23 @@

Sequence Saliencehttps://ai.google.dev/responsible/model_behavior.

+https://ai.google.dev/responsible/model_behavior and for more on design of the +system see our paper at https://arxiv.org/abs/2404.07498.

+

If you find this useful in your work, please cite Sequence Salience as:

+
@article{tenney2024interactive,
+  title={Interactive Prompt Debugging with Sequence Salience},
+  author={Tenney, Ian and Mullins, Ryan and Du, Bin and Pandya, Shree and Kahng, Minsuk and Dixon, Lucas},
+  journal={arXiv preprint arXiv:2404.07498},
+  year={2024}
+}
+
+

Code:

+

Currently, this works out-of-the-box with Gemma, Llama 2, Mistral, and GPT-2, +using either KerasNLP or Transformers.

-

Currently, this works out-of-the-box -with Gemma models (using Keras) as well as with GPT-2.

Salience Clustering#

diff --git a/docs/documentation/searchindex.js b/docs/documentation/searchindex.js index a50bc241..75ece15f 100644 --- a/docs/documentation/searchindex.js +++ b/docs/documentation/searchindex.js @@ -1 +1 @@ -Search.setIndex({"docnames": ["api", "components", "demos", "docker", "faq", "frontend_development", "getting_started", "glossary", "includes/highlight_demos", "index", "ui_guide"], "filenames": ["api.md", "components.md", "demos.md", "docker.md", "faq.md", "frontend_development.md", "getting_started.md", "glossary.md", "includes/highlight_demos.md", "index.md", "ui_guide.md"], "titles": ["LIT Python API", "Components and Features", "Demos", "Running LIT in a Docker container", "Frequently Asked Questions", "Frontend Developer Guide", "Getting Started with LIT", "Glossary", "<no title>", "Learning Interpretability Tool (LIT)", "UI Guide"], "terms": {"i": [0, 1, 3, 5, 6, 7, 10], "modular": 0, "compris": [0, 10], "collect": [0, 4, 5, 10], "backend": [0, 4, 5, 7, 10], "written": [0, 4], "frontend": [0, 4, 7, 9], "modul": [0, 1, 2, 3, 4, 7, 9], "typescript": [0, 5], "most": [0, 1, 4, 5, 6, 7, 10], "user": [0, 1, 3, 4, 5, 6, 9], "develop": [0, 1, 4, 9, 10], "against": [0, 1, 2, 4, 10], "which": [0, 1, 2, 3, 4, 5, 6, 7, 10], "document": [0, 1, 4, 5, 6], "below": [0, 1, 2, 3, 5, 10], "allow": [0, 1, 4, 5, 10], "extend": [0, 5], "counterfactu": [0, 2, 6, 7, 9, 10], "The": [0, 1, 2, 3, 4, 5, 6, 7, 9, 10], "ar": [0, 1, 3, 4, 5, 6, 7, 10], "provid": [0, 1, 3, 4, 5, 6, 7, 10], "librari": [0, 1, 5], "can": [0, 1, 3, 4, 5, 6, 10], "through": [0, 1, 4, 10], "own": [0, 1, 9], "demo": [0, 1, 3, 4, 5, 7, 9], "binari": [0, 2, 6, 7, 10], "via": [0, 1, 4], "colab": [0, 1, 4], "also": [0, 1, 3, 4, 5, 6, 10], "regular": [0, 4, 7], "class": [0, 1, 4, 5, 6, 7, 10], "without": [0, 1, 4, 5, 10], "start": [0, 1, 3, 4, 5, 9], "see": [0, 1, 2, 4, 5, 6, 7, 10], "detail": [0, 1, 3, 4, 5, 6, 9], "serv": [0, 1, 3, 4, 5, 6, 7], "each": [0, 1, 2, 3, 5, 6, 10], "implement": [0, 1, 3, 4, 5, 6, 7], "minim": [0, 1, 3, 7, 10], "reli": [0, 5], "spec": [0, 1, 5], "detect": 0, "field": [0, 1, 4, 10], "verifi": [0, 1, 3, 10], "stateless": 0, "cach": [0, 4, 5, 6], "layer": [0, 1, 2, 4, 10], "predict": [0, 4, 5, 7, 9, 10], "thi": [0, 1, 2, 3, 4, 5, 6, 7, 10], "simplifi": [0, 5], "interact": [0, 1, 2, 4, 5, 7, 9, 10], "larg": [0, 1], "like": [0, 1, 4, 5, 7, 10], "bert": [0, 1, 4, 10], "t5": [0, 1, 4, 10], "state": [0, 4, 7, 10], "singl": [0, 1, 2, 4, 5, 6, 7, 10], "page": [0, 1, 5, 6, 9, 10], "app": [0, 3, 4, 5, 10], "built": [0, 2, 3, 5, 6, 7, 10], "1": [0, 1, 4, 5, 6, 10], "mobx": [0, 5], "manag": [0, 1, 4, 5], "It": [0, 1, 5, 10], "consist": [0, 1, 5, 7, 10], "core": [0, 5], "framework": [0, 4, 5, 6, 7, 9], "set": [0, 1, 2, 3, 4, 5, 6, 7], "share": [0, 4, 5], "servic": [0, 5, 7], "persist": [0, 1, 10], "independ": 0, "render": [0, 1, 5, 6, 7], "visual": [0, 1, 2, 4, 5, 7, 9, 10], "support": [0, 2, 4, 5, 6, 9, 10], "For": [0, 1, 2, 4, 5, 6, 10], "guid": [0, 1, 4, 6, 7, 9], "To": [0, 1, 6, 10], "run": [0, 1, 4, 5, 7, 9, 10], "your": [0, 1, 4, 5, 9, 10], "you": [0, 1, 3, 4, 5, 6, 9, 10], "creat": [0, 1, 3, 4, 5, 7, 10], "py": [0, 1, 2, 3, 4, 5, 6, 7], "script": [0, 3, 4, 6], "pass": [0, 1, 3, 4, 5, 6, 10], "def": [0, 1, 3], "main": [0, 1, 3, 5, 9], "_": 0, "mulitinlidata": 0, "mnli_match": 0, "multinlidata": 0, "path": [0, 1, 3, 4, 5, 6], "dev_match": 0, "tsv": [0, 6], "mnli_mismatch": 0, "dev_mismatch": 0, "nlimodel": 0, "model_foo": 0, "foo": [0, 5, 6], "file": [0, 3, 4, 5, 6], "model_bar": 0, "bar": [0, 1, 6, 7], "lit_demo": [0, 6], "lit_nlp": [0, 3, 5, 6], "dev_serv": [0, 3, 5, 6], "port": [0, 3, 5, 6], "4321": [0, 6], "__name__": 0, "__main__": 0, "conceptu": [0, 5], "just": [0, 4, 5, 6, 10], "list": [0, 1, 3, 4, 6, 10], "function": [0, 1, 2, 3, 10], "take": [0, 1, 4, 5, 6, 10], "return": [0, 1, 3, 5, 10], "metadata": [0, 1, 5], "describ": [0, 1, 3, 5, 6, 10], "themselv": 0, "other": [0, 1, 2, 4, 5, 6, 7, 10], "pre": [0, 1, 2, 4, 5, 6, 10], "out": [0, 1, 2, 5, 6, 9, 10], "http": [0, 1, 2, 3, 5, 6, 7, 9], "github": [0, 1, 2, 3, 4, 6, 9], "com": 0, "pair": [0, 1, 2, 3, 6, 9], "code": [0, 1, 2, 3, 4, 5, 6, 9], "tree": 0, "ensur": [0, 1, 3, 5], "match": [0, 4], "valu": [0, 1, 3, 4, 5, 10], "veri": [0, 1, 2, 5], "help": [0, 1, 3, 4, 10], "dure": [0, 5], "new": [0, 1, 4, 5, 10], "wrapper": [0, 1, 2, 4, 7], "correct": [0, 10], "behavior": [0, 1, 5], "At": [0, 10], "startup": 0, "flag": [0, 2, 3, 4, 5, 6, 10], "enabl": [0, 1, 6, 10], "There": [0, 1, 4, 7, 10], "three": [0, 2, 4, 5, 10], "mode": [0, 1, 2, 5, 10], "first": [0, 4, 5, 10], "sampl": [0, 1, 4], "5": [0, 1, 2, 5, 10], "all": [0, 1, 3, 4, 5, 7, 10], "from": [0, 1, 2, 3, 5, 6, 7, 10], "addition": [0, 1, 10], "call": [0, 1, 3, 5, 10], "directli": [0, 1, 4, 5, 6, 10], "associ": [0, 2, 5, 9, 10], "inform": [0, 4, 5, 10], "follow": [0, 3, 5, 10], "": [0, 1, 2, 3, 4, 5, 10], "should": [0, 1, 3, 4, 5, 6], "flat": 0, "dict": [0, 1], "self": [0, 1, 5], "_exampl": 0, "oper": [0, 4], "load": [0, 2, 5, 6, 10], "includ": [0, 1, 2, 3, 4, 5, 7, 10], "therefor": [0, 3], "care": 0, "size": [0, 1, 2], "fit": [0, 4], "memori": [0, 1, 4], "displai": [0, 1, 5, 10], "browser": [0, 4, 5], "note": [0, 1, 3, 5, 6, 10], "faq": [0, 1, 9], "limit": [0, 4], "subclass": [0, 5], "usual": [0, 1, 7], "few": [0, 1, 4, 5, 6, 7], "line": [0, 1, 3, 6, 10], "complet": [0, 1, 3, 10], "multinli": [0, 2], "loader": [0, 1], "nli_label": 0, "entail": 0, "neutral": 0, "contradict": 0, "__init__": [0, 1], "str": [0, 1, 3], "read": [0, 4, 5], "eval": [0, 2], "distribut": [0, 1], "glue": [0, 1, 3], "benchmark": 0, "df": 0, "panda": 0, "read_csv": 0, "sep": 0, "t": [0, 1, 3, 4, 5, 7, 10], "store": [0, 4, 5, 10], "conform": 0, "premis": [0, 2], "row": [0, 1, 10], "sentence1": 0, "hypothesi": [0, 1, 2], "sentence2": 0, "label": [0, 2, 10], "gold_label": 0, "genr": 0, "iterrow": 0, "lit_typ": [0, 1], "textseg": [0, 1], "categorylabel": [0, 1], "vocab": [0, 1], "we": [0, 1, 3, 4, 5, 6, 7, 10], "addit": [0, 1, 3, 4, 5, 6, 10], "don": [0, 1, 4, 5], "have": [0, 1, 3, 5, 10], "four": 0, "string": [0, 1, 4, 5], "semant": [0, 1], "tell": 0, "bit": [0, 5], "about": [0, 1, 5, 10], "how": [0, 1, 3, 5, 6, 10], "them": [0, 1, 4, 5, 10], "treat": [0, 1, 4], "natur": [0, 2, 9], "languag": [0, 1, 7, 9, 10], "text": [0, 1, 2, 4], "categor": [0, 1, 2, 4, 10], "featur": [0, 2, 4, 5, 6, 7, 9, 10], "fix": [0, 1], "known": [0, 7, 10], "possibl": [0, 1, 5], "unknown": 0, "open": [0, 1, 9], "tensorflow": [0, 2], "simpli": [0, 1, 3], "wrap": [0, 1, 4], "freeli": 0, "add": [0, 1, 3, 4, 5, 10], "abov": [0, 1, 3, 4, 5, 6, 10], "mai": [0, 1, 4, 5, 6, 7, 10], "awar": 0, "recogn": [0, 1], "slice": [0, 1, 2, 4, 7, 9], "bin": 0, "etc": [0, 3, 4], "thei": [0, 1, 4, 5, 10], "similar": [0, 3, 10], "tf": [0, 1], "scope": 0, "aim": [0, 5], "quick": [0, 1, 2, 10], "iter": 0, "step": [0, 3, 5], "end": [0, 3, 10], "same": [0, 1, 5], "datapoint": [0, 1, 4, 7, 9], "n": 0, "seed": 0, "42": 0, "random": [0, 1, 10], "remap": 0, "field_map": 0, "renam": 0, "both": [0, 1, 5], "latter": 0, "shortcut": 0, "one": [0, 1, 3, 4, 5, 6, 7, 10], "anoth": [0, 1, 5, 7, 10], "expect": [0, 4], "2": [0, 1, 5], "produc": [0, 1, 3, 10], "method": [0, 1, 2, 3, 4, 5, 6, 7, 9, 10], "input_spec": [0, 1], "necessari": [0, 3, 5], "output_spec": [0, 1], "ani": [0, 1, 3, 4, 5, 10], "sequenc": [0, 3, 9], "satisfi": 0, "yield": 0, "parallel": 0, "might": [0, 1, 3, 10], "look": [0, 1, 3, 4, 10], "someth": [0, 1, 5, 7], "infer": [0, 1, 2, 4, 5, 6, 10], "model_path": 0, "kw": 0, "so": [0, 1, 3, 4, 10], "re": [0, 4, 5, 7], "readi": 0, "_model": 0, "_load_my_model": 0, "pred": 0, "stream": 0, "convert_dict_input": 0, "d": [0, 3, 10], "preprocess": 0, "predict_exampl": 0, "parent": [0, 1, 5], "keyword": 0, "where": [0, 1, 2, 3, 5, 6, 10], "gold": [0, 1, 2], "when": [0, 1, 4, 5, 7, 10], "comput": [0, 1, 4, 5, 9], "proba": [0, 1], "multiclasspr": [0, 1, 10], "unlik": [0, 1], "incomplet": 0, "ll": [0, 1, 4, 5], "need": [0, 1, 3, 4, 5, 6, 7], "accordingli": [0, 1], "post": [0, 1, 2], "process": [0, 1, 2, 5, 9], "token": [0, 2, 4, 9, 10], "mani": [0, 1, 3, 4, 5, 6, 7, 10], "deep": 0, "learn": [0, 1, 7, 10], "batch": 0, "thu": [0, 5], "batchedmodel": 0, "simpl": [0, 1, 5, 6, 10], "must": [0, 1, 5, 10], "predict_minibatch": 0, "convert": [0, 1], "jsondict": 0, "object": [0, 4], "appropri": [0, 1, 4], "represent": [0, 1, 2], "typic": [0, 1], "map": [0, 1, 2, 3, 5], "align": [0, 1], "tensor": 0, "befor": [0, 3, 4, 6, 10], "want": [0, 1, 3, 4, 5, 6, 9, 10], "overrid": [0, 3, 5], "max_minibatch_s": 0, "determin": [0, 1, 5, 10], "If": [0, 1, 4, 5, 6, 9, 10], "remot": [0, 7], "consid": 0, "batchedremotemodel": 0, "base": [0, 2, 3, 5, 9, 10], "request": [0, 4, 5], "thread": 0, "pool": 0, "defin": [0, 1, 3, 5, 10], "black": [0, 1], "box": [0, 1, 10], "intern": [0, 1, 5], "richer": 0, "view": [0, 1, 4, 10], "correspond": [0, 1], "hidden": [0, 5], "activ": [0, 1, 10], "gradient": [0, 2, 10], "word": [0, 1, 2, 10], "embed": [0, 2, 4, 9], "attent": [0, 2, 9], "sever": [0, 1, 3, 4], "two": [0, 1, 2, 3, 5, 10], "differ": [0, 1, 2, 4, 5, 10], "vector": [0, 1], "easili": [0, 1, 3, 4, 6, 10], "output_emb": 0, "cl": 0, "top": [0, 1, 5], "mean_word_emb": 0, "mean": [0, 1, 10], "than": [0, 1, 4, 5, 10], "segment": [0, 2], "premise_token": 0, "hypothesis_token": 0, "here": [0, 3, 5], "refer": [0, 1, 2, 3, 5, 7, 10], "premise_grad": 0, "tokengradi": [0, 1], "hypothesis_grad": 0, "similarli": [0, 1, 10], "full": [0, 1, 4, 5, 7, 10], "baz": 0, "spam": 0, "egg": 0, "attention_layer0": 0, "attentionhead": [0, 1], "attention_layer1": 0, "attention_layer2": 0, "sinc": [0, 1, 4, 5], "dictionari": [0, 5], "dataclass": 0, "popul": 0, "loop": 0, "would": [0, 1], "entri": [0, 5, 10], "becaus": [0, 1, 3, 5], "often": [0, 1, 7], "tightli": 0, "coupl": [0, 4], "intermedi": 0, "level": [0, 1, 2, 9, 10], "expos": 0, "automat": [0, 1, 5, 10], "projector": [0, 2, 4, 9], "salienc": [0, 2, 6, 7, 9], "multi": [0, 2, 4, 10], "head": [0, 1, 10], "wai": [0, 1, 2, 4, 5, 10], "By": [0, 1, 10], "default": [0, 1, 4, 5, 6, 9, 10], "requir": [0, 1, 3, 5, 10], "howev": [0, 4, 5], "fals": [0, 1, 10], "wish": 0, "accept": [0, 1], "And": [0, 3, 5], "logic": [0, 1, 5], "bypass": 0, "input_token": [0, 1], "ex": 0, "get": [0, 1, 3, 5, 7, 9, 10], "rest": [0, 1], "though": [0, 1, 5, 6, 10], "omit": 0, "entir": [0, 1, 2, 10], "aid": 0, "umap": [0, 1, 2, 7, 10], "plug": [0, 1], "ins": 0, "some": [0, 1, 2, 5, 6, 10], "3": [0, 1, 5, 10], "local": [0, 1, 4], "gradientnorm": 0, "score": [0, 9, 10], "integr": [0, 2, 9], "tokenembed": [0, 1], "well": [0, 1, 2, 4, 5, 6, 10], "target": [0, 2, 10], "pin": [0, 1, 4, 10], "involv": [0, 1, 3, 4, 6], "lit_model": 0, "lit_dataset": 0, "model_output": 0, "none": [0, 1, 5, 10], "config": 0, "runtim": [0, 1, 4], "threshold": [0, 2, 10], "classif": [0, 4, 9, 10], "unconstrain": 0, "up": [0, 1, 4, 5, 10], "correctli": [0, 10], "particular": [0, 1, 5, 10], "while": [0, 1, 3, 4, 5, 10], "aggreg": [0, 9], "summari": 0, "respons": [0, 1, 2, 5], "what": [0, 1, 3, 5, 10], "A": [0, 1, 3, 5, 7, 10], "over": [0, 1, 7, 10], "relev": 0, "find_field": 0, "find": [0, 1, 2, 3, 10], "grad_field": 0, "util": [0, 10], "find_spec_kei": 0, "f": 0, "tokens_field": 0, "pytyp": 0, "disabl": [0, 5], "attribut": [0, 5, 9], "error": [0, 2, 6, 7, 10], "assert": 0, "isinst": 0, "given": [0, 1, 5, 10], "log": [0, 1, 3, 10], "info": [0, 3], "found": [0, 3, 5, 7, 9, 10], "len": 0, "0": [0, 1, 2, 5, 6, 10], "pylint": 0, "g": [0, 1, 3, 4, 7, 10], "explicit": [0, 4, 5], "length": [0, 1, 4, 10], "test": [0, 1, 2, 5], "do": [0, 1, 4, 5], "work": [0, 1, 2, 4, 5], "dtype": [0, 1], "tokensali": 0, "ha": [0, 1, 4, 5, 10], "overhead": 0, "benefit": 0, "flexibl": [0, 1], "specifi": [0, 1, 2, 4, 5], "complex": [0, 1, 5], "depend": [0, 2, 3, 4, 5, 10], "between": [0, 1, 2, 5, 10], "multipl": [0, 2, 3, 5, 10], "simplemetr": 0, "unpack": 0, "is_compat": 0, "name": [0, 1, 2, 3, 4, 5, 7, 10], "regressionmetr": 0, "standard": [0, 1, 4, 10], "regress": [0, 9, 10], "field_spec": 0, "littyp": 0, "bool": 0, "true": [0, 2, 3, 5, 10], "regressionscor": [0, 1], "float": [0, 1], "label_spec": 0, "scalar": [0, 4], "pred_spec": 0, "del": 0, "mse": 0, "sklearn_metr": 0, "mean_squared_error": 0, "pearsonr": 0, "scipy_stat": 0, "spearmanr": 0, "kei": [0, 1], "compar": [0, 1, 2, 4, 9], "These": [0, 1, 3, 4, 5, 10], "onli": [0, 1, 3, 4, 5, 10], "techniqu": [0, 1, 2], "back": [0, 1, 5, 7, 10], "translat": [0, 1, 2, 4, 5, 10], "feedback": [0, 5, 10], "adversari": [0, 1, 2], "attack": [0, 1], "generate_al": 0, "arg": [0, 3, 5], "current": [0, 1, 4, 5, 10], "belong": [0, 1, 10], "conveni": [0, 4, 5, 10], "As": [0, 1, 10], "argument": [0, 3], "substitut": [0, 1], "replac": [0, 1, 10], "foreign": 0, "sourc": [0, 1, 3, 6, 9, 10], "order": [0, 1, 4, 5, 10], "paraphras": [0, 1, 10], "googl": [0, 1, 2], "cloud": [0, 2], "perform": [0, 1, 5, 10], "those": [0, 1, 3, 4, 10], "project": [0, 1, 5, 7, 10], "doc": [0, 3, 5, 10], "setup": [0, 10], "Then": [0, 1, 3, 6], "download": [0, 10], "applic": [0, 1, 7, 9, 10], "credenti": 0, "google_application_credenti": 0, "environ": [0, 3, 4], "variabl": [0, 3, 5], "point": [0, 1, 4, 5, 10], "With": [0, 5, 10], "make": [0, 1, 4, 5, 10], "backtranl": 0, "constructor": [0, 4, 5, 6], "time": [0, 4, 10], "number": [0, 1, 2, 4, 5, 10], "lime": [0, 2, 10], "pivot": 0, "dsl": 0, "auto": 0, "form": 0, "config_spec": 0, "sparsemultilabel": [0, 1], "bg": 0, "de": 0, "el": 0, "en": [0, 2], "e": [0, 1, 3, 4, 7, 10], "fr": 0, "hi": [0, 2, 10], "ru": 0, "sw": 0, "th": 0, "tr": 0, "ur": 0, "vi": 0, "zh": 0, "give": [0, 1, 6, 10], "its": [0, 1, 5, 10], "interpreter_control": 0, "slider": [0, 1, 10], "numer": [0, 1, 2, 4, 10], "min_val": 0, "max_val": 0, "boolean": [0, 5], "booleanlittyp": 0, "checkbox": [0, 1, 10], "dropdown": [0, 10], "seri": 0, "comma": [0, 10], "separ": [0, 1, 3, 4, 5, 10], "pars": [0, 1, 3, 5], "suppli": 0, "singlefieldmatch": 0, "act": [0, 1], "multifieldmatch": 0, "except": [0, 7], "select": [0, 2, 4, 5, 9], "control": [0, 1, 4, 5, 7, 10], "choos": [0, 1], "perturb": [0, 1, 2], "hotflip": [0, 1, 2, 10], "around": [0, 5], "web": [0, 4, 5, 7, 10], "record": 0, "serial": 0, "json": 0, "commun": [0, 1], "client": [0, 7, 9, 10], "introduc": [0, 5, 10], "understand": [0, 1, 2, 10], "shape": [0, 1], "being": [0, 1, 5, 10], "specif": [0, 1, 2, 5, 7, 10], "properti": [0, 5], "whose": 0, "annot": [0, 1], "hierarch": 0, "inherit": [0, 7], "canon": 0, "kind": 0, "v": [0, 10], "meta": 0, "context": 0, "implic": 0, "per": [0, 1, 2, 5, 10], "everi": [0, 1, 5, 10], "init_spec": 0, "instanc": [0, 2, 5, 7, 9], "empti": [0, 3], "noth": 0, "show": [0, 1, 2, 5, 10], "section": [0, 1, 10], "global": [0, 1, 5, 7], "subset": [0, 1, 2, 10], "paramet": [0, 3, 10], "alwai": [0, 1, 3, 7], "meta_spec": 0, "essenti": 0, "ideal": [0, 1], "wherea": 0, "slight": 0, "variat": 0, "tradit": 0, "metricresult": 0, "higher": [0, 1], "lower": [0, 5, 10], "closer": 0, "zero": 0, "better": [0, 1, 10], "encapsul": 0, "impli": 0, "index": [0, 5, 10], "element": [0, 1, 4, 7], "contain": [0, 1, 4, 5, 7, 10], "po": 0, "sequencetag": [0, 1], "item": 0, "indic": [0, 1, 10], "transit": [0, 1], "zip": 0, "strict": 0, "10": [0, 1, 5], "pseudo": 0, "ground": [0, 1, 10], "truth": [0, 1, 10], "repres": [0, 1], "appear": [0, 1, 10], "assum": [0, 3, 10], "pattern": [0, 1, 5], "manipul": [0, 5, 10], "could": [0, 1, 7, 10], "former": [0, 7, 10], "swap": 0, "mask": [0, 1, 2], "feed": [0, 1, 7], "fill": [0, 10], "plai": [0, 6, 9], "critic": 0, "role": 0, "reliabl": 0, "interoper": 0, "robust": [0, 1, 10], "univers": 0, "is_compatible_with_dataset": 0, "wordreplac": 0, "doe": [0, 1, 3, 4, 10], "curv": 0, "gradientdotinput": [0, 1], "shoulddisplaymodul": 0, "suffici": [0, 1], "caus": [0, 5, 10], "jitter": [0, 2, 10], "disappear": 0, "reorder": [0, 5], "resiz": [0, 4, 7], "switch": [0, 1, 2, 10], "heterogen": 0, "findspeckei": 0, "identifi": 0, "interest": [0, 1, 10], "respect": [0, 1, 10], "import": [0, 1, 2, 5, 10], "build": [0, 1, 5, 9], "litmetadata": 0, "litapp": [0, 5], "raw": [0, 1], "jupyt": [0, 6], "repl": 0, "encourag": [0, 1], "explicitli": [0, 1, 5, 10], "avoid": [0, 5], "chase": 0, "red": [0, 10], "her": 0, "mnli": 0, "buffet": 0, "la": 0, "cart": 0, "travel": 0, "task": [0, 1, 2, 5, 6, 10], "notic": 0, "967": 0, "024": 0, "009": 0, "classificationresult": 0, "human": [0, 1], "readabl": 0, "classification_result": 0, "predicted_class": 0, "integ": 0, "predefin": [0, 1], "rang": [0, 1, 2, 10], "overridden": 0, "seen": 0, "summar": [0, 2, 10], "tabl": [0, 1, 4, 5], "bracket": 0, "syntax": 0, "num_token": [0, 1], "numpi": [0, 1], "arrai": [0, 1], "insid": [0, 3, 10], "descript": [0, 3, 5], "untoken": 0, "generatedtext": [0, 1], "seq2seq": 0, "url": [0, 1, 4, 5, 9], "generatedurl": 0, "may": 0, "real": 0, "inappropri": 0, "searchqueri": 0, "search": [0, 1, 10], "queri": [0, 1, 2, 4, 5], "opaqu": 0, "ignor": 0, "referencetext": [0, 1], "mt": 0, "tupl": [0, 1], "generatedtextcandid": [0, 1], "candid": [0, 1, 2, 10], "beam": [0, 1, 2], "tokentopkpr": 0, "32768": 0, "32767": 0, "int": 0, "imagebyt": [0, 1], "imag": [0, 4, 9], "base64": [0, 1], "encod": [0, 1, 4, 10], "jpegbyt": 0, "pngbyte": 0, "referencescor": [0, 1], "vocabulari": 0, "multiclass": [0, 2], "probabl": [0, 1, 2, 4, 10], "num_label": 0, "non": [0, 1, 2, 4, 10], "exclus": [0, 1], "sparsemultilabelpr": [0, 1], "spars": 0, "tag": [0, 1, 3, 5, 10], "spanlabel": [0, 1], "span": [0, 10], "j": [0, 1, 5], "edgelabel": [0, 1], "edg": [0, 2], "structur": [0, 5, 9, 10], "corefer": 0, "srl": [0, 1], "arxiv": 0, "org": [0, 9], "ab": 0, "1905": 0, "06316": 0, "multisegmentannot": [0, 1], "byte": [0, 1], "annotationclust": 0, "emb_dim": [0, 1], "imagegradi": [0, 1], "pixel": [0, 9], "image_height": [0, 1], "image_width": [0, 1], "color_channel": [0, 1], "group": [0, 1, 5, 7, 10], "num_head": [0, 1], "plain": [0, 1, 2], "further": 0, "stringlittyp": 0, "urllittyp": 0, "collis": 0, "protect": 0, "page_titl": 0, "titl": [0, 5, 9], "canonical_url": [0, 10], "shortlink": 0, "copi": [0, 4, 5, 10], "link": [0, 6, 10], "default_layout": 0, "demo_mod": [0, 3, 4], "kiosk": 0, "save": [0, 1, 4, 5, 10], "untrust": 0, "inline_doc": 0, "markdown": 0, "panel": [0, 5, 7, 10], "onboard_start_doc": 0, "onboard": 0, "splash": 0, "screen": [0, 5, 10], "onboard_end_doc": 0, "last": [0, 2, 3], "server_flag": [0, 5], "litcanonicallayout": [0, 5], "lm_layout": 0, "upper": [0, 5, 10], "embeddingsmodul": 0, "datatablemodul": [0, 5], "datapointeditormodul": [0, 5], "languagemodelpredictionmodul": 0, "confusionmatrixmodul": 0, "generatormodul": 0, "lm": 0, "get_flag": 0, "lm_demo": [0, 2, 3, 5], "achiev": [0, 2], "major": [0, 10], "content": [0, 4, 10], "area": [0, 10], "left": [0, 1, 2, 5, 10], "right": [0, 1, 2, 5, 10], "shown": [0, 1, 3, 10], "initi": [0, 1, 10], "set_default": [0, 3, 5], "my_layout_nam": 0, "fly": 0, "param": [0, 4, 5], "preced": 0, "comprehens": 0, "remov": [0, 1, 5, 10], "chang": [0, 1, 3, 5, 10], "experiment": [0, 1, 4, 5, 10], "desir": [0, 2, 5, 10], "altern": [0, 1], "connect": [0, 1, 4], "after": [0, 1, 5, 10], "instal": [0, 3, 9], "pip": [0, 6], "litwidget": [0, 6], "height": [0, 5, 10], "cell": [0, 1, 4, 6, 10], "widget": [0, 4, 7], "tab": [0, 1, 4, 5, 10], "open_in_new_tab": 0, "certain": 0, "stop": 0, "shut": 0, "down": [0, 1, 10], "free": 0, "resourc": 0, "plan": 0, "doesn": [0, 7, 10], "still": [0, 1], "standalon": [0, 4], "handi": [0, 1], "reload": [0, 1, 5], "click": [0, 1, 2, 5, 10], "sst2data": 0, "print": 0, "sentenc": [0, 1, 2, 10], "glue_model": [0, 4], "sst2model": 0, "cls_emb": 0, "Or": 0, "lime_explain": 0, "lit_components_exampl": [0, 6], "ipynb": [0, 1, 6], "happi": 0, "coincid": 0, "tool": [0, 1, 5, 7, 10], "relat": [0, 1, 10], "solv": 0, "case": [0, 1, 2, 3, 4, 5, 6, 10], "question": [0, 1], "qa": 0, "trivial": 0, "practic": [0, 1, 5], "endpoint": [0, 1, 5, 7], "lit": [1, 2, 5, 7, 10], "agnost": 1, "compat": [1, 5, 10], "python": [1, 3, 4, 5, 6, 7, 9, 10], "In": [1, 4, 5, 6, 10], "ve": 1, "tf2": [1, 2], "jax": 1, "pytorch": 1, "us": [1, 2, 3, 5, 7, 9, 10], "custom": [1, 2, 4, 7, 9, 10], "c": [1, 10], "clif": 1, "rpc": 1, "aren": [1, 10], "constraint": [1, 2], "beyond": 1, "impos": 1, "platform": 1, "coexist": 1, "underli": [1, 4], "hardwar": 1, "gpu": [1, 4, 6], "scale": [1, 9], "dataset": [1, 2, 5, 6, 7, 9, 10], "kera": [1, 2, 4], "easi": [1, 5, 10], "access": [1, 4, 5, 6, 9, 10], "interpret": [1, 2, 6, 7, 10], "great": [1, 10], "place": [1, 5, 10], "small": [1, 5, 6], "experi": 1, "academ": 1, "more": [1, 3, 4, 5, 6, 7, 10], "due": 1, "graph": [1, 10], "session": 1, "cannot": 1, "invoc": 1, "weight": [1, 5], "export": [1, 5, 10], "savedmodel": [1, 2], "an": [1, 3, 4, 5, 7, 9, 10], "eager": 1, "lead": [1, 5, 10], "much": [1, 5, 10], "simpler": 1, "servomat": 1, "usag": [1, 4, 9], "remain": 1, "server": [1, 3, 4, 5, 6, 7, 9, 10], "stub": [1, 5], "handl": [1, 2, 4, 5, 7, 10], "format": [1, 2, 4, 5, 10], "convers": 1, "purpos": 1, "interfac": [1, 5], "remote_model": [1, 4], "best": [1, 2, 5], "isn": [1, 10], "situat": 1, "staticpredict": 1, "lookup": [1, 10], "quickli": [1, 10], "brows": 1, "retain": 1, "rich": 1, "almost": 1, "tfrecord": [1, 6], "capacitor": 1, "sstabl": 1, "even": 1, "sql": 1, "api": [1, 3, 4, 5, 6, 7, 9, 10], "our": [1, 3, 4, 5, 6, 9, 10], "tfd": 1, "ui": [1, 5, 6, 7, 9], "workflow": [1, 9], "extens": [1, 5, 9], "system": [1, 3, 5, 7, 9, 10], "modal": [1, 4], "common": [1, 2, 5], "nlp": [1, 3, 6, 9], "domain": 1, "ad": [1, 4, 5, 9, 10], "explor": [1, 2, 5, 7, 10], "side": [1, 2, 10], "avail": [1, 4, 5, 6, 10], "matric": 1, "basic": [1, 9], "sentiment": 1, "simple_tf2_demo": 1, "evalu": [1, 2, 4, 10], "neg": [1, 10], "design": [1, 4, 9], "null_idx": 1, "commonli": [1, 7, 10], "precis": [1, 10], "recal": 1, "f1": 1, "auc": 1, "aucpr": 1, "comment": [1, 3], "toxic": [1, 10], "posit": [1, 2, 10], "margin": [1, 2, 10], "bia": 1, "space": [1, 2, 10], "bucket": [1, 10], "facet": [1, 5, 7, 10], "scatterplot": 1, "st": 1, "b": [1, 10], "textual": 1, "glue_demo": [1, 2, 3, 6], "image_demo": [1, 2, 3], "quit": 1, "matur": [1, 5], "highlight": [1, 2, 10], "diff": [1, 2], "decod": [1, 2, 10], "emit": 1, "varieti": [1, 2, 4, 6], "part": [1, 2, 7, 10], "speech": 1, "entiti": 1, "ner": 1, "mix": 1, "privileg": 1, "otherwis": [1, 5], "kernel": 1, "shap": 1, "valid": [1, 3], "check": [1, 2, 6, 9, 10], "mark": 1, "option": [1, 3, 5], "least": 1, "multilabel": 1, "penguin": [1, 4], "stat": 1, "penguin_demo": [1, 2], "That": 1, "awai": [1, 2], "move": [1, 5], "individu": [1, 2, 4, 5, 10], "color": [1, 5, 10], "break": 1, "exist": [1, 4, 9, 10], "open_imag": 1, "classifi": [1, 2, 10], "comparison": [1, 5, 7, 10], "onc": [1, 10], "io": [1, 2, 3, 6, 7, 9], "html": [1, 2, 5, 7], "navig": [1, 6, 10], "explan": [1, 10], "proport": 1, "l2": [1, 2], "propto": 1, "nabla_": 1, "x_i": 1, "hat": 1, "y": [1, 10], "_2": 1, "result": [1, 2, 5, 6, 10], "choic": 1, "argmax": 1, "product": [1, 4], "cdot": 1, "grad": [1, 2], "direct": [1, 3], "influenc": [1, 10], "suggest": [1, 4, 10], "stronger": 1, "wa": [1, 5, 10], "grad_for": 1, "normal": [1, 5, 10], "contribut": 1, "along": [1, 4, 7, 10], "sundararajan": 1, "et": [1, 2], "al": [1, 2], "2017": 1, "algorithm": 1, "instrument": 1, "modifi": [1, 5, 10], "plu": 1, "grad_target_field_kei": 1, "convent": [1, 5], "interpol": 1, "token_emb": 1, "input_text": 1, "token_grad": 1, "concret": 1, "contact": 1, "team": [1, 2], "assist": 1, "drop": [1, 10], "train": [1, 2, 10], "linear": 1, "reconstruct": 1, "origin": [1, 5, 10], "trade": 1, "off": [1, 5, 10], "slow": [1, 4], "noisi": 1, "longer": [1, 10], "ablat": 1, "compens": 1, "increas": 1, "explain": [1, 3, 10], "movi": [1, 10], "terribl": [1, 10], "ask": [1, 10], "receiv": 1, "okai": 1, "present": 1, "long": [1, 3, 4, 10], "deriv": [1, 5], "impact": 1, "prompt": [1, 2], "causal": 1, "granular": [1, 2], "sub": [1, 10], "paragraph": [1, 2], "refin": 1, "densiti": 1, "shot": 1, "eaxmpl": 1, "chain": 1, "thought": [1, 5], "walkthrough": [1, 2], "debug": [1, 2, 7], "llm": [1, 2], "ai": [1, 2], "toolkit": [1, 2, 5], "dev": [1, 2, 7], "model_behavior": [1, 2], "gemma": 1, "lit_gemma": 1, "lm_salience_demo": [1, 2], "kerasnlp": [1, 2], "instrumented_keras_lm": 1, "pretrained_lm": 1, "gpt": 1, "ebert": 1, "2022": 1, "k": 1, "bag": 1, "appli": 1, "button": [1, 5, 10], "6": [1, 5], "paper": [1, 9], "seek": 1, "column": [1, 10], "pleas": [1, 5, 9], "tutori": [1, 2], "analyz": [1, 10], "actual": [1, 5, 10], "been": [1, 3, 5, 10], "grad_target": 1, "channel": 1, "2d": [1, 10], "abl": [1, 4], "mobilenet": [1, 4], "blur": 1, "xrai": 1, "imagesali": 1, "layer_0": 1, "align_in": 1, "align_out": 1, "layer_1": 1, "layer_2": 1, "target_token": 1, "version": 1, "latent": [1, 2], "pca": [1, 2, 7, 10], "pan": [1, 10], "zoom": 1, "rotat": [1, 10], "shift": [1, 5, 10], "colormap": 1, "menu": [1, 2, 4, 10], "bleu": [1, 10], "whole": [1, 4], "try": 1, "power": [1, 5], "header": [1, 7, 10], "intersect": 1, "drag": [1, 10], "decis": 1, "boundari": 1, "respond": [1, 4, 5], "either": [1, 5, 10], "calcul": [1, 10], "optim": 1, "cost": 1, "ratio": 1, "rel": 1, "penalti": 1, "equal": 1, "costli": 1, "term": [1, 7, 10], "twice": 1, "overal": [1, 5, 10], "fair": [1, 2], "One": [1, 5], "demograph": [1, 2], "pariti": [1, 2], "attempt": 1, "percentag": 1, "accuraci": [1, 10], "opportun": 1, "among": 1, "effect": [1, 5], "minimum": 1, "maximum": [1, 10], "chart": 1, "averag": 1, "chosen": [1, 5], "done": [1, 5, 10], "across": [1, 5, 10], "inspir": 1, "prior": [1, 10], "toolbar": [1, 5, 9], "megaplot": [1, 4], "100k": [1, 4], "mous": 1, "scroll": 1, "reset": [1, 10], "futur": [1, 10], "releas": 1, "contrast": 1, "high": [1, 9, 10], "concept": 1, "gender": 1, "race": [1, 5], "akin": 1, "cav": 1, "intuit": 1, "measur": [1, 10], "sensit": [1, 10], "mention": [1, 2], "rather": [1, 5], "begin": 1, "low": 1, "15": [1, 4, 9], "selector": 1, "actor": 1, "actress": 1, "next": [1, 10], "final": [1, 5], "newli": [1, 4, 10], "split": 1, "second": [1, 5, 10], "9": [1, 5], "blue": [1, 10], "baselin": 1, "technic": 1, "null": [1, 5, 10], "pitfal": 1, "potenti": 1, "meaningless": 1, "randomli": [1, 10], "meaning": 1, "guard": 1, "whether": [1, 5], "possibli": 1, "remaind": 1, "reject": 1, "insignific": 1, "p": [1, 3], "greater": [1, 5], "05": 1, "happen": 1, "warn": 1, "100": [1, 10], "uniqu": 1, "accommod": 1, "cross": [1, 4], "approach": [1, 5], "too": 1, "min": 1, "upcom": 1, "pictur": 1, "insight": 1, "answer": [1, 10], "my": 1, "behav": 1, "under": [1, 3, 6, 10], "delet": [1, 10], "systemat": 1, "editor": 1, "enter": [1, 4], "duplic": [1, 5, 7, 10], "keep": [1, 4, 10], "track": [1, 10], "relationship": 1, "cycl": [1, 10], "scrambl": [1, 10], "regex": [1, 10], "hand": [1, 7, 10], "shelf": 1, "scrambler": [1, 10], "ebrahimi": 1, "tri": 1, "special": 1, "get_embedding_t": 1, "flip": 1, "maintain": [2, 7], "host": [2, 3, 4, 7, 9], "launcher": 2, "type": [2, 5, 6, 9, 10], "publicli": 2, "visibl": [2, 5], "exampl": [2, 3, 5, 7, 9, 10], "analysi": [2, 9], "sst": 2, "input": [2, 4, 5, 9, 10], "huggingfac": 2, "widest": 2, "output": [2, 4, 5, 6, 9], "metric": [2, 6, 7], "plot": [2, 10], "confid": 2, "ones": 2, "cluster": [2, 9, 10], "gener": [2, 4, 6, 7, 9], "tip": [2, 9], "studi": 2, "public": [2, 3], "websit": 2, "xnli_demo": 2, "14": 2, "jp": 2, "fine": 2, "tune": 2, "whitespac": 2, "delimit": 2, "wordpiec": 2, "stsb_dev": 2, "unrel": 2, "wide": 2, "scatter": [2, 10], "filter": [2, 10], "2b": 2, "7b": 2, "dot": 2, "depth": 2, "t5_demo": [2, 3], "hypothes": 2, "veer": 2, "roug": [2, 10], "machin": [2, 3, 4, 7], "cnndm": 2, "wmt": [2, 4], "corpora": 2, "coref_demo": [2, 3], "ontonot": [2, 10], "winogend": [2, 10], "schema": 2, "ruding": 2, "2018": 2, "profess": 2, "stratifi": 2, "quantifi": 2, "pronoun": [2, 10], "bureau": 2, "labor": 2, "statist": 2, "partial": 2, "setter": 2, "imagenet": 2, "deploi": 3, "onto": 3, "face": 3, "container": 3, "prefer": [3, 5], "engin": [3, 5], "dockerfil": 3, "directori": [3, 5, 6], "front": 3, "gunicorn": 3, "invok": [3, 5], "get_wsgi_app": 3, "wsgi": [3, 4, 7], "gunicorn_config": 3, "shell": 3, "command": [3, 6], "rememb": 3, "trail": 3, "know": [3, 10], "now": 3, "rm": 3, "5432": [3, 5], "launch": [3, 10], "demo_nam": 3, "demo_port": 3, "children": 3, "nest": 3, "coref": 3, "is_ev": 3, "is_eval_demo": 3, "Be": 3, "sure": [3, 4, 5], "2345": 3, "bring": 3, "togeth": [3, 10], "combin": 3, "background": [3, 10], "execut": 3, "meet": 3, "locat": 3, "litservertyp": 3, "server_typ": 3, "extern": [3, 4], "unus": 3, "sy": 3, "argv": 3, "known_onli": 3, "rebuild": 3, "your_server_script_path_her": 3, "consum": 3, "absl": 3, "stricli": 3, "recommend": [3, 4, 5, 6], "consol": 3, "suppos": 3, "come": 3, "soon": 3, "submit": 4, "bug": 4, "issu": [4, 5], "modern": 4, "ml": 4, "good": [4, 10], "tabular": [4, 9], "palmer": 4, "unicod": 4, "english": 4, "latin": [4, 5], "modif": 4, "xnli": 4, "lingual": 4, "nli": 4, "multilingu": 4, "comfort": 4, "10k": 4, "speed": 4, "caveat": [4, 5], "lot": 4, "larger": [4, 5], "warm_start": [4, 5, 6], "nativ": 4, "resolut": 4, "smaller": [4, 6], "anywai": 4, "256x256": 4, "thing": [4, 5, 7], "webgl": 4, "scattergl": 4, "dive": [4, 10], "older": [4, 10], "thousand": 4, "preload": 4, "wait": [4, 5, 10], "visit": 4, "bewar": 4, "node": [4, 5], "favorit": 4, "lightweight": 4, "alreadi": [4, 10], "ephemer": 4, "window": [4, 7], "manual": [4, 5, 10], "data_dir": [4, 5], "disk": [4, 5], "abil": 4, "edit": [4, 10], "write": [4, 6], "anyon": 4, "address": [4, 10], "restrict": 4, "configur": [4, 5, 6, 9, 10], "thin": [4, 7], "middlewar": 4, "docker": [4, 9], "data_": 4, "fieldnam": 4, "total": 4, "within": [4, 10], "data0": 4, "data1": 4, "data2": 4, "data0_": 4, "csv": [4, 10], "push": 4, "writabl": 4, "notebook": [4, 9], "ui_stat": 4, "primari": [4, 10], "bulk": 4, "pipelin": [4, 7], "littl": 4, "difficult": 4, "refactor": 4, "primarili": 4, "offici": 4, "facilit": 4, "reus": 4, "fact": 4, "exactli": 4, "quickstart_sst_demo": 4, "gotcha": 5, "central": 5, "piec": [5, 10], "tech": 5, "compon": [5, 7, 9, 10], "observ": 5, "orient": 5, "templat": 5, "declar": 5, "isol": 5, "center": 5, "data": [5, 6, 9], "scalabl": 5, "highli": 5, "fairli": 5, "digest": 5, "heavier": 5, "angular": 5, "roughli": [5, 7], "divid": [5, 10], "itself": 5, "coordin": 5, "footer": 5, "lai": 5, "variou": 5, "go": 5, "later": 5, "bundl": 5, "attach": 5, "dom": 5, "kick": 5, "singleton": [5, 7], "arraign": 5, "minimalist": [5, 10], "bottom": [5, 10], "analyt": [5, 10], "put": [5, 10], "exploratori": [5, 10], "inspect": [5, 10], "v1": [5, 10], "appreci": [5, 10], "custom_layout": 5, "updat": [5, 10], "factor": 5, "model": [5, 7, 9], "modules_servic": 5, "fetch": 5, "static": 5, "helper": [5, 7], "outlin": [5, 10], "dummi": 5, "pig": 5, "customel": 5, "demotextmodul": 5, "selectionserviceindex": 5, "shouldreact": 5, "duplicateformodelcomparison": 5, "4": 5, "privat": 5, "readonli": 5, "colorservic": 5, "getservic": 5, "piglatin": 5, "firstupd": 5, "reactimmedi": 5, "selectionservic": [5, 7], "primaryselectedinputdata": 5, "7": [5, 10], "gettransl": 5, "async": 5, "indexedinput": 5, "const": 5, "promis": 5, "apiservic": 5, "getpiglatin": 5, "8": 5, "await": 5, "loadlatest": 5, "renderimpl": 5, "getdatapointcolor": 5, "div": 5, "stylemap": 5, "checkmodul": 5, "modelspec": 5, "modelsmap": 5, "datasetspec": 5, "11": 5, "12": 5, "htmlelementtagnamemap": 5, "illustr": 5, "definit": 5, "css": 5, "shared_styl": 5, "super": 5, "inject": 5, "easier": 5, "mock": 5, "appstat": 5, "u": [5, 10], "decor": 5, "unit": 5, "reactiv": 5, "mobxlitel": 5, "trigger": 5, "excel": 5, "asynchron": 5, "leverag": 5, "machineri": 5, "lifecycl": 5, "reaction": 5, "whatev": [5, 10], "immedi": 5, "whenev": 5, "react": 5, "won": 5, "condit": 5, "rapidli": 5, "supersed": 5, "recent": 5, "rerend": 5, "seem": 5, "pure": 5, "worth": 5, "sometim": [5, 7], "inadequ": 5, "advanc": 5, "suit": 5, "anim": 5, "imper": 5, "draw": 5, "canva": 5, "fortun": 5, "bridg": 5, "queryselector": 5, "shadow": 5, "root": 5, "mess": 5, "reconcili": 5, "shadowroot": 5, "drawcanva": 5, "faceting_control": 5, "construct": 5, "programmat": 5, "member": 5, "oppos": [5, 10], "destroi": 5, "recreat": 5, "brought": 5, "lose": 5, "previous": [5, 10], "held": 5, "snippet": 5, "examplemodul": 5, "facetingcontrol": 5, "createel": 5, "facetschang": 5, "event": 5, "customev": 5, "contextnam": 5, "addeventlisten": 5, "eventlisten": 5, "clang": 5, "instead": [5, 10], "id": [5, 10], "dosometh": 5, "litel": 5, "reactiveel": 5, "annotated_text_modul": 5, "annotated_text_vi": 5, "On": [5, 10], "regist": 5, "properli": 5, "clean": 5, "leav": 5, "yarn": 5, "termin": 5, "cd": 5, "watch": 5, "m": [5, 6], "example_nam": 5, "localhost": [5, 6], "ctrl": 5, "cmd": 5, "r": 5, "hard": 5, "refresh": 5, "pick": 5, "hot": 5, "subsequ": 5, "conjunct": 5, "stale": 5, "effort": 5, "potato": [5, 7], "theme": 5, "custom_modul": 5, "env": 5, "asset": 5, "client_root": 5, "potato_demo": 5, "parent_dir": 5, "o": 5, "join": 5, "pathlib": 5, "__file__": 5, "absolut": 5, "enum": 5, "litmodulenam": 5, "potato_layout": 5, "classificationmodul": 5, "spud": 5, "tastic": 5, "jump": [6, 9], "short": 6, "video": [6, 10], "rout": 6, "foo_data": 6, "foodataset": 6, "bar_data": 6, "bardataset": 6, "my_model": 6, "mymodel": 6, "wealth": 6, "overview": [6, 9], "lit_sentiment_classifi": 6, "403": 6, "cooki": 6, "site": [6, 9], "outsid": [6, 9], "blaze": 6, "quickstart": 6, "alsologtostderr": 6, "cpu": 6, "overload": 7, "codebas": 7, "folder": 7, "fledg": 7, "job": 7, "fulli": 7, "capit": 7, "accompani": 7, "emoji": 7, "pronounc": 7, "ell": 7, "ey": 7, "tee": 7, "formerli": 7, "polym": 7, "coincident": 7, "cours": 7, "neural": 7, "network": 7, "composit": 7, "strictli": 7, "speak": 7, "litmodul": [7, 9], "noun": 7, "verb": 7, "notabl": 7, "layout": [7, 9], "maxim": 7, "gui": 7, "welcom": 9, "cite": 9, "demonstr": 9, "misc": 9, "tenney2020languag": 9, "author": 9, "ian": 9, "tennei": 9, "jame": 9, "wexler": 9, "jasmijn": 9, "bast": 9, "tolga": 9, "bolukbasi": 9, "andi": 9, "coenen": 9, "sebastian": 9, "gehrmann": 9, "ellen": 9, "jiang": 9, "mahima": 9, "pushkarna": 9, "carei": 9, "radebaugh": 9, "emili": 9, "reif": 9, "ann": 9, "yuan": 9, "booktitl": 9, "proceed": 9, "2020": 9, "confer": 9, "empir": 9, "year": 9, "publish": 9, "linguist": 9, "107": 9, "118": 9, "www": 9, "aclweb": 9, "anthologi": 9, "emnlp": 9, "stand": 9, "alon": 9, "multimod": 9, "journei": 9, "tcav": 9, "architectur": 9, "style": 9, "glossari": 9, "privaci": 9, "secur": 9, "tour": 10, "live": 10, "draggabl": 10, "alloc": 10, "vertic": 10, "horizont": 10, "adopt": 10, "organiz": 10, "scheme": 10, "reflect": 10, "focu": 10, "arrow": 10, "darker": 10, "dialog": 10, "declutt": 10, "someon": 10, "els": 10, "clear": 10, "deselect": 10, "legend": 10, "unpin": 10, "indetermin": 10, "progress": 10, "pend": 10, "fail": 10, "failur": 10, "until": 10, "x": 10, "icon": 10, "messag": 10, "star": 10, "screenshot": 10, "toggl": 10, "dimens": 10, "hover": 10, "lasso": 10, "unselect": 10, "consecut": 10, "light": 10, "sort": 10, "were": 10, "prefix": 10, "hide": 10, "exce": 10, "truncat": 10, "ellipsi": 10, "entireti": 10, "collaps": 10, "film": 10, "again": 10, "unstar": 10, "neighbor": 10, "immut": 10, "simplic": 10, "blank": 10, "creation": 10, "altogeth": 10, "highest": 10, "opposit": 10, "hello": 10, "bad": 10, "exact": 10, "broken": 10, "made": 10, "versu": 10, "ax": 10, "agreement": 10, "disagr": 10, "clickabl": 10, "disagre": 10, "laid": 10, "axi": 10, "methodologi": 10, "capabl": 10, "wise": 10, "autorun": 10, "uncheck": 10, "valuabl": 10, "expens": 10, "attend": 10, "opac": 10, "magnitud": 10, "negat": 10, "stanford": 10, "treebank": 10, "56": 10, "surprisingli": 10, "But": 10, "truli": 10, "review": 10, "ultim": 10, "depress": 10, "era": 10, "gangster": 10, "strongli": 10, "worst": 10, "elicit": 10, "mildli": 10, "incorrect": 10, "occup": 10, "technician": 10, "particip": 10, "male": 10, "domin": 10, "25": 10, "femal": 10, "bl": 10, "agre": 10, "stereotyp": 10, "resolv": 10, "83": 10, "37": 10, "cnn": 10, "dm": 10, "middl": 10, "erron": 10, "constitu": 10, "alastair": 10, "cook": 10, "captain": 10, "dig": 10, "deeper": 10, "28": 10, "arriv": 10, "searcher": 10, "fast": 10, "approxim": 10, "nearest": 10, "corpu": 10, "retriev": 10, "34": 10, "16": 10, "occurr": 10, "strong": 10, "toward": 10, "phrase": 10}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"lit": [0, 3, 4, 6, 9], "python": 0, "api": 0, "design": 0, "overview": [0, 5], "ad": 0, "model": [0, 1, 2, 4, 6, 10], "data": [0, 1, 2, 4, 10], "valid": 0, "dataset": [0, 4], "transform": [0, 1], "more": 0, "output": [0, 1, 10], "option": [0, 10], "input": [0, 1], "interpret": [0, 9], "compon": [0, 1, 4, 6], "metric": [0, 1, 10], "gener": [0, 1, 10], "backtransl": 0, "configur": 0, "ui": [0, 4, 10], "type": [0, 1, 4], "system": 0, "convent": 0, "compat": 0, "check": 0, "an": [0, 6], "In": 0, "depth": 0, "exampl": [0, 1, 4, 6], "avail": 0, "server": 0, "custom": [0, 3, 5, 6], "layout": [0, 5, 10], "access": 0, "notebook": [0, 6], "us": [0, 4, 6], "outsid": [0, 4], "featur": 1, "framework": 1, "support": 1, "huggingfac": 1, "tf1": 1, "x": 1, "estim": 1, "remot": 1, "host": [1, 6], "static": 1, "predict": [1, 2], "load": [1, 4], "classif": [1, 2], "regress": [1, 2], "score": [1, 2], "multi": 1, "label": 1, "seq2seq": [1, 2], "span": 1, "structur": [1, 2], "multipl": 1, "segment": 1, "tabular": [1, 2], "imag": [1, 2, 3], "token": 1, "base": 1, "salienc": [1, 10], "gradient": 1, "norm": 1, "dot": 1, "integr": [1, 3, 4], "lime": 1, "target": 1, "select": [1, 10], "sequenc": [1, 2], "cluster": 1, "attribut": 1, "pixel": 1, "attent": [1, 10], "embed": [1, 10], "projector": [1, 10], "aggreg": 1, "analysi": [1, 10], "confus": [1, 10], "matrix": [1, 10], "scalar": [1, 10], "plot": 1, "binari": 1, "threshold": 1, "partial": 1, "depend": 1, "dive": 1, "tcav": 1, "statist": 1, "signific": 1, "sort": 1, "cosin": 1, "similar": [1, 2], "counterfactu": 1, "manual": 1, "edit": 1, "demo": [2, 6], "do": [2, 6], "NOT": [2, 6], "remov": [2, 6], "section": 2, "header": 2, "sentiment": [2, 10], "nli": 2, "glue": 2, "multilingu": 2, "xnli": 2, "textual": 2, "st": 2, "b": 2, "stsb": 2, "gemma": 2, "t5": 2, "languag": [2, 4], "lm": 2, "bert": 2, "gpt": 2, "2": 2, "gender": [2, 10], "bia": [2, 10], "corefer": [2, 10], "coref": 2, "multimod": 2, "penguin": 2, "mobilenet": 2, "run": [3, 6], "docker": 3, "contain": 3, "basic": 3, "usag": 3, "instanc": 3, "default": 3, "build": 3, "your": [3, 6], "own": 3, "frequent": 4, "ask": 4, "question": 4, "scale": 4, "size": 4, "larg": 4, "privaci": 4, "secur": 4, "i": 4, "have": 4, "proprietari": 4, "my": 4, "team": 4, "workflow": 4, "send": 4, "from": 4, "anoth": 4, "tool": [4, 9], "download": 4, "export": 4, "train": 4, "frontend": 5, "develop": 5, "guid": [5, 10], "high": 5, "level": 5, "applic": 5, "architectur": 5, "bootstrap": 5, "initi": 5, "modul": [5, 10], "litmodul": 5, "setup": 5, "function": 5, "escap": 5, "hatch": 5, "state": 5, "child": 5, "element": 5, "style": 5, "tip": 5, "open": 5, "sourc": 5, "client": 5, "get": 6, "start": 6, "instal": 6, "colab": 6, "stand": 6, "alon": 6, "standalon": 6, "exist": 6, "glossari": 7, "learn": 9, "research": 9, "datapoint": 10, "toolbar": 10, "top": 10, "bar": 10, "global": 10, "set": 10, "url": 10, "share": 10, "main": 10, "statu": 10, "compar": 10, "slice": 10, "detail": 10, "tabl": 10, "editor": 10, "map": 10, "user": 10, "journei": 10, "debug": 10, "text": 10}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"LIT Python API": [[0, "lit-python-api"]], "Design Overview": [[0, "design-overview"]], "Adding Models and Data": [[0, "adding-models-and-data"]], "Validating Models and Data": [[0, "validating-models-and-data"]], "Datasets": [[0, "datasets"]], "Transformations": [[0, "transformations"]], "Models": [[0, "models"]], "Adding more outputs": [[0, "adding-more-outputs"]], "Optional inputs": [[0, "optional-inputs"]], "Interpretation Components": [[0, "interpretation-components"]], "Metrics": [[0, "metrics"], [1, "metrics"]], "Generators": [[0, "generators"], [1, "generators"]], "Backtranslator Generator": [[0, "backtranslator-generator"]], "Configuration UI": [[0, "configuration-ui"]], "Type System": [[0, "type-system"]], "Conventions": [[0, "conventions"]], "Compatibility Checks": [[0, "compatibility-checks"]], "An In-Depth Example": [[0, "an-in-depth-example"]], "Available types": [[0, "available-types"]], "Server Configuration": [[0, "server-configuration"]], "Customizing the Layout": [[0, "customizing-the-layout"]], "Accessing the LIT UI in Notebooks": [[0, "accessing-the-lit-ui-in-notebooks"]], "Using LIT components outside of LIT": [[0, "using-lit-components-outside-of-lit"]], "Components and Features": [[1, "components-and-features"]], "Framework and Model Support": [[1, "framework-and-model-support"]], "HuggingFace Transformers": [[1, "huggingface-transformers"]], "TF1.x Estimator": [[1, "tf1-x-estimator"]], "Remote or hosted models": [[1, "remote-or-hosted-models"]], "Static predictions": [[1, "static-predictions"]], "Data loading": [[1, "data-loading"]], "Input and Output Types": [[1, "input-and-output-types"]], "Classification": [[1, "classification"]], "Regression / Scoring": [[1, "regression-scoring"]], "Multi-label classification": [[1, "multi-label-classification"]], "Seq2Seq / Generation": [[1, "seq2seq-generation"]], "Span Labeling and Structured Prediction": [[1, "span-labeling-and-structured-prediction"]], "Multiple input segments": [[1, "multiple-input-segments"]], "Tabular data": [[1, "tabular-data"]], "Images": [[1, "images"]], "Token-based Salience": [[1, "token-based-salience"]], "Gradient Norm": [[1, "gradient-norm"]], "Gradient-dot-Input": [[1, "gradient-dot-input"]], "Integrated Gradients": [[1, "integrated-gradients"]], "LIME": [[1, "lime"]], "Target Selection on Classification Output": [[1, "target-selection-on-classification-output"]], "Sequence Salience": [[1, "sequence-salience"]], "Salience Clustering": [[1, "salience-clustering"]], "Tabular Feature Attribution": [[1, "tabular-feature-attribution"]], "Pixel-based Salience": [[1, "pixel-based-salience"]], "Attention": [[1, "attention"], [10, "attention"]], "Embedding Projector": [[1, "embedding-projector"], [10, "embedding-projector"]], "Aggregate Analysis": [[1, "aggregate-analysis"]], "Confusion Matrix": [[1, "confusion-matrix"], [10, "confusion-matrix"]], "Scalar Plots": [[1, "scalar-plots"]], "Binary Classification Thresholds": [[1, "binary-classification-thresholds"]], "Partial Dependence Plots": [[1, "partial-dependence-plots"]], "Dive": [[1, "dive"]], "TCAV": [[1, "tcav"]], "Example": [[1, "example"]], "Statistical Significance": [[1, "statistical-significance"]], "Sorting by Cosine Similarity": [[1, "sorting-by-cosine-similarity"]], "Counterfactual Analysis": [[1, "counterfactual-analysis"]], "Manual Editing": [[1, "manual-editing"]], "Demos": [[2, "demos"]], "Classification ": [[2, "classification"]], "Sentiment and NLI ": [[2, "sentiment-and-nli"]], "Multilingual (XNLI) ": [[2, "multilingual-xnli"]], "Regression / Scoring ": [[2, "regression-scoring"]], "Textual Similarity (STS-B) ": [[2, "textual-similarity-sts-b"]], "Sequence-to-Sequence ": [[2, "sequence-to-sequence"]], "Gemma ": [[2, "gemma"]], "T5 ": [[2, "t5"]], "Language Modeling ": [[2, "language-modeling"]], "BERT and GPT-2 ": [[2, "bert-and-gpt-2"]], "Structured Prediction ": [[2, "structured-prediction"]], "Gender Bias in Coreference ": [[2, "gender-bias-in-coreference"]], "Multimodal ": [[2, "multimodal"]], "Tabular Data: Penguin Classification ": [[2, "tabular-data-penguin-classification"]], "Image Classification with MobileNet ": [[2, "image-classification-with-mobilenet"]], "Running LIT in a Docker container": [[3, "running-lit-in-a-docker-container"]], "Basic Usage": [[3, "basic-usage"]], "Integrating Custom LIT Instances with the Default Docker Image": [[3, "integrating-custom-lit-instances-with-the-default-docker-image"]], "Building Your Own Image": [[3, "building-your-own-image"]], "Frequently Asked Questions": [[4, "frequently-asked-questions"]], "Model and Data Types": [[4, "model-and-data-types"]], "Languages": [[4, "languages"]], "Scale": [[4, "scale"]], "Dataset Size": [[4, "dataset-size"]], "Large Models": [[4, "large-models"]], "Privacy and Security": [[4, "privacy-and-security"]], "I have proprietary data. Is LIT secure for my team to use?": [[4, "i-have-proprietary-data-is-lit-secure-for-my-team-to-use"]], "Workflow and Integrations": [[4, "workflow-and-integrations"]], "Sending examples from another tool": [[4, "sending-examples-from-another-tool"]], "Downloading or exporting data": [[4, "downloading-or-exporting-data"]], "Loading data from the UI": [[4, "loading-data-from-the-ui"]], "Using components outside the LIT UI": [[4, "using-components-outside-the-lit-ui"]], "Training models with LIT": [[4, "training-models-with-lit"]], "Frontend Developer Guide": [[5, "frontend-developer-guide"]], "High Level Overview": [[5, "high-level-overview"]], "Application Architecture": [[5, "application-architecture"]], "Bootstrapping": [[5, "bootstrapping"]], "Layout": [[5, "layout"]], "Initialization": [[5, "initialization"]], "Modules (LitModule)": [[5, "modules-litmodule"]], "Setup": [[5, "setup"]], "Functionality": [[5, "functionality"]], "Escape Hatches": [[5, "escape-hatches"]], "Stateful Child Elements": [[5, "stateful-child-elements"]], "Style Guide": [[5, "style-guide"]], "Development Tips (open-source)": [[5, "development-tips-open-source"]], "Custom Client / Modules": [[5, "custom-client-modules"]], "Getting Started with LIT": [[6, "getting-started-with-lit"]], "Installation": [[6, "installation"]], "Hosted demos": [[6, "hosted-demos"]], "LIT with your model ": [[6, "lit-with-your-model"]], "Using LIT in notebooks ": [[6, "using-lit-in-notebooks"]], "Stand-alone components ": [[6, "stand-alone-components"]], "Run an existing example ": [[6, "run-an-existing-example"]], "Glossary": [[7, "glossary"]], "Learning Interpretability Tool (LIT)": [[9, "learning-interpretability-tool-lit"]], "Research": [[9, "research"]], "UI Guide": [[10, "ui-guide"]], "General Layout": [[10, "general-layout"]], "Layout Options": [[10, "layout-options"]], "Datapoint Selections": [[10, "datapoint-selections"]], "Toolbars": [[10, "toolbars"]], "Top Bar": [[10, "top-bar"]], "Global Settings": [[10, "global-settings"]], "URL Sharing": [[10, "url-sharing"]], "Main Toolbar": [[10, "main-toolbar"]], "Status Bar": [[10, "status-bar"]], "Comparing Models": [[10, "comparing-models"]], "Comparing Datapoints": [[10, "comparing-datapoints"]], "Slices": [[10, "slices"]], "Module Details": [[10, "module-details"]], "Data Table": [[10, "data-table"]], "Datapoint Editor": [[10, "datapoint-editor"]], "Datapoint Generator": [[10, "datapoint-generator"]], "Metrics Table": [[10, "metrics-table"]], "Scalars": [[10, "scalars"]], "Model Output": [[10, "model-output"]], "Salience Maps": [[10, "salience-maps"]], "User Journeys": [[10, "user-journeys"]], "Sentiment Analysis": [[10, "sentiment-analysis"]], "Gender Bias in Coreference": [[10, "gender-bias-in-coreference"]], "Debugging Text Generation": [[10, "debugging-text-generation"]]}, "indexentries": {}}) \ No newline at end of file +Search.setIndex({"docnames": ["api", "components", "demos", "docker", "faq", "frontend_development", "getting_started", "glossary", "includes/highlight_demos", "index", "ui_guide"], "filenames": ["api.md", "components.md", "demos.md", "docker.md", "faq.md", "frontend_development.md", "getting_started.md", "glossary.md", "includes/highlight_demos.md", "index.md", "ui_guide.md"], "titles": ["LIT Python API", "Components and Features", "Demos", "Running LIT in a Docker container", "Frequently Asked Questions", "Frontend Developer Guide", "Getting Started with LIT", "Glossary", "<no title>", "Learning Interpretability Tool (LIT)", "UI Guide"], "terms": {"i": [0, 1, 3, 5, 6, 7, 10], "modular": 0, "compris": [0, 10], "collect": [0, 4, 5, 10], "backend": [0, 4, 5, 7, 10], "written": [0, 4], "frontend": [0, 4, 7, 9], "modul": [0, 1, 2, 3, 4, 7, 9], "typescript": [0, 5], "most": [0, 1, 4, 5, 6, 7, 10], "user": [0, 1, 3, 4, 5, 6, 9], "develop": [0, 1, 4, 9, 10], "against": [0, 1, 2, 4, 10], "which": [0, 1, 2, 3, 4, 5, 6, 7, 10], "document": [0, 1, 4, 5, 6], "below": [0, 1, 2, 3, 5, 10], "allow": [0, 1, 4, 5, 10], "extend": [0, 5], "counterfactu": [0, 2, 6, 7, 9, 10], "The": [0, 1, 2, 3, 4, 5, 6, 7, 9, 10], "ar": [0, 1, 3, 4, 5, 6, 7, 10], "provid": [0, 1, 3, 4, 5, 6, 7, 10], "librari": [0, 1, 5], "can": [0, 1, 3, 4, 5, 6, 10], "through": [0, 1, 4, 10], "own": [0, 1, 9], "demo": [0, 1, 3, 4, 5, 7, 9], "binari": [0, 2, 6, 7, 10], "via": [0, 1, 4], "colab": [0, 1, 4], "also": [0, 1, 3, 4, 5, 6, 10], "regular": [0, 4, 7], "class": [0, 1, 4, 5, 6, 7, 10], "without": [0, 1, 4, 5, 10], "start": [0, 1, 3, 4, 5, 9], "see": [0, 1, 2, 4, 5, 6, 7, 10], "detail": [0, 1, 3, 4, 5, 6, 9], "serv": [0, 1, 3, 4, 5, 6, 7], "each": [0, 1, 2, 3, 5, 6, 10], "implement": [0, 1, 3, 4, 5, 6, 7], "minim": [0, 1, 3, 7, 10], "reli": [0, 5], "spec": [0, 1, 5], "detect": 0, "field": [0, 1, 4, 10], "verifi": [0, 1, 3, 10], "stateless": 0, "cach": [0, 4, 5, 6], "layer": [0, 1, 2, 4, 10], "predict": [0, 4, 5, 7, 9, 10], "thi": [0, 1, 2, 3, 4, 5, 6, 7, 10], "simplifi": [0, 5], "interact": [0, 1, 2, 4, 5, 7, 9, 10], "larg": [0, 1], "like": [0, 1, 4, 5, 7, 10], "bert": [0, 1, 4, 10], "t5": [0, 1, 4, 10], "state": [0, 4, 7, 10], "singl": [0, 1, 2, 4, 5, 6, 7, 10], "page": [0, 1, 5, 6, 9, 10], "app": [0, 3, 4, 5, 10], "built": [0, 2, 3, 5, 6, 7, 10], "1": [0, 1, 4, 5, 6, 10], "mobx": [0, 5], "manag": [0, 1, 4, 5], "It": [0, 1, 5, 10], "consist": [0, 1, 5, 7, 10], "core": [0, 5], "framework": [0, 4, 5, 6, 7, 9], "set": [0, 1, 2, 3, 4, 5, 6, 7], "share": [0, 4, 5], "servic": [0, 5, 7], "persist": [0, 1, 10], "independ": 0, "render": [0, 1, 5, 6, 7], "visual": [0, 1, 2, 4, 5, 7, 9, 10], "support": [0, 2, 4, 5, 6, 9, 10], "For": [0, 1, 2, 4, 5, 6, 10], "guid": [0, 1, 4, 6, 7, 9], "To": [0, 1, 6, 10], "run": [0, 1, 4, 5, 7, 9, 10], "your": [0, 1, 4, 5, 9, 10], "you": [0, 1, 3, 4, 5, 6, 9, 10], "creat": [0, 1, 3, 4, 5, 7, 10], "py": [0, 1, 2, 3, 4, 5, 6, 7], "script": [0, 3, 4, 6], "pass": [0, 1, 3, 4, 5, 6, 10], "def": [0, 1, 3], "main": [0, 1, 3, 5, 9], "_": 0, "mulitinlidata": 0, "mnli_match": 0, "multinlidata": 0, "path": [0, 1, 3, 4, 5, 6], "dev_match": 0, "tsv": [0, 6], "mnli_mismatch": 0, "dev_mismatch": 0, "nlimodel": 0, "model_foo": 0, "foo": [0, 5, 6], "file": [0, 3, 4, 5, 6], "model_bar": 0, "bar": [0, 1, 6, 7], "lit_demo": [0, 6], "lit_nlp": [0, 3, 5, 6], "dev_serv": [0, 3, 5, 6], "port": [0, 3, 5, 6], "4321": [0, 6], "__name__": 0, "__main__": 0, "conceptu": [0, 5], "just": [0, 4, 5, 6, 10], "list": [0, 1, 3, 4, 6, 10], "function": [0, 1, 2, 3, 10], "take": [0, 1, 4, 5, 6, 10], "return": [0, 1, 3, 5, 10], "metadata": [0, 1, 5], "describ": [0, 1, 3, 5, 6, 10], "themselv": 0, "other": [0, 1, 2, 4, 5, 6, 7, 10], "pre": [0, 1, 2, 4, 5, 6, 10], "out": [0, 1, 2, 5, 6, 9, 10], "http": [0, 1, 2, 3, 5, 6, 7, 9], "github": [0, 1, 2, 3, 4, 6, 9], "com": 0, "pair": [0, 1, 2, 3, 6, 9], "code": [0, 1, 2, 3, 4, 5, 6, 9], "tree": 0, "ensur": [0, 1, 3, 5], "match": [0, 4], "valu": [0, 1, 3, 4, 5, 10], "veri": [0, 1, 2, 5], "help": [0, 1, 3, 4, 10], "dure": [0, 5], "new": [0, 1, 4, 5, 10], "wrapper": [0, 1, 2, 4, 7], "correct": [0, 10], "behavior": [0, 1, 5], "At": [0, 10], "startup": 0, "flag": [0, 2, 3, 4, 5, 6, 10], "enabl": [0, 1, 6, 10], "There": [0, 1, 4, 7, 10], "three": [0, 2, 4, 5, 10], "mode": [0, 1, 2, 5, 10], "first": [0, 4, 5, 10], "sampl": [0, 1, 4], "5": [0, 1, 2, 5, 10], "all": [0, 1, 3, 4, 5, 7, 10], "from": [0, 1, 2, 3, 5, 6, 7, 10], "addition": [0, 1, 10], "call": [0, 1, 3, 5, 10], "directli": [0, 1, 4, 5, 6, 10], "associ": [0, 2, 5, 9, 10], "inform": [0, 4, 5, 10], "follow": [0, 3, 5, 10], "": [0, 1, 2, 3, 4, 5, 10], "should": [0, 1, 3, 4, 5, 6], "flat": 0, "dict": [0, 1], "self": [0, 1, 5], "_exampl": 0, "oper": [0, 4], "load": [0, 2, 5, 6, 10], "includ": [0, 1, 2, 3, 4, 5, 7, 10], "therefor": [0, 3], "care": 0, "size": [0, 1, 2], "fit": [0, 4], "memori": [0, 1, 4], "displai": [0, 1, 5, 10], "browser": [0, 4, 5], "note": [0, 1, 3, 5, 6, 10], "faq": [0, 1, 9], "limit": [0, 4], "subclass": [0, 5], "usual": [0, 1, 7], "few": [0, 1, 4, 5, 6, 7], "line": [0, 1, 3, 6, 10], "complet": [0, 1, 3, 10], "multinli": [0, 2], "loader": [0, 1], "nli_label": 0, "entail": 0, "neutral": 0, "contradict": 0, "__init__": [0, 1], "str": [0, 1, 3], "read": [0, 4, 5], "eval": [0, 2], "distribut": [0, 1], "glue": [0, 1, 3], "benchmark": 0, "df": 0, "panda": 0, "read_csv": 0, "sep": 0, "t": [0, 1, 3, 4, 5, 7, 10], "store": [0, 4, 5, 10], "conform": 0, "premis": [0, 2], "row": [0, 1, 10], "sentence1": 0, "hypothesi": [0, 1, 2], "sentence2": 0, "label": [0, 2, 10], "gold_label": 0, "genr": 0, "iterrow": 0, "lit_typ": [0, 1], "textseg": [0, 1], "categorylabel": [0, 1], "vocab": [0, 1], "we": [0, 1, 3, 4, 5, 6, 7, 10], "addit": [0, 1, 3, 4, 5, 6, 10], "don": [0, 1, 4, 5], "have": [0, 1, 3, 5, 10], "four": 0, "string": [0, 1, 4, 5], "semant": [0, 1], "tell": 0, "bit": [0, 5], "about": [0, 1, 5, 10], "how": [0, 1, 3, 5, 6, 10], "them": [0, 1, 4, 5, 10], "treat": [0, 1, 4], "natur": [0, 2, 9], "languag": [0, 1, 7, 9, 10], "text": [0, 1, 2, 4], "categor": [0, 1, 2, 4, 10], "featur": [0, 2, 4, 5, 6, 7, 9, 10], "fix": [0, 1], "known": [0, 7, 10], "possibl": [0, 1, 5], "unknown": 0, "open": [0, 1, 9], "tensorflow": [0, 2], "simpli": [0, 1, 3], "wrap": [0, 1, 4], "freeli": 0, "add": [0, 1, 3, 4, 5, 10], "abov": [0, 1, 3, 4, 5, 6, 10], "mai": [0, 1, 4, 5, 6, 7, 10], "awar": 0, "recogn": [0, 1], "slice": [0, 1, 2, 4, 7, 9], "bin": [0, 1], "etc": [0, 3, 4], "thei": [0, 1, 4, 5, 10], "similar": [0, 3, 10], "tf": [0, 1], "scope": 0, "aim": [0, 5], "quick": [0, 1, 2, 10], "iter": 0, "step": [0, 3, 5], "end": [0, 3, 10], "same": [0, 1, 5], "datapoint": [0, 1, 4, 7, 9], "n": 0, "seed": 0, "42": 0, "random": [0, 1, 10], "remap": 0, "field_map": 0, "renam": 0, "both": [0, 1, 5], "latter": 0, "shortcut": 0, "one": [0, 1, 3, 4, 5, 6, 7, 10], "anoth": [0, 1, 5, 7, 10], "expect": [0, 4], "2": [0, 1, 5], "produc": [0, 1, 3, 10], "method": [0, 1, 2, 3, 4, 5, 6, 7, 9, 10], "input_spec": [0, 1], "necessari": [0, 3, 5], "output_spec": [0, 1], "ani": [0, 1, 3, 4, 5, 10], "sequenc": [0, 3, 9], "satisfi": 0, "yield": 0, "parallel": 0, "might": [0, 1, 3, 10], "look": [0, 1, 3, 4, 10], "someth": [0, 1, 5, 7], "infer": [0, 1, 2, 4, 5, 6, 10], "model_path": 0, "kw": 0, "so": [0, 1, 3, 4, 10], "re": [0, 4, 5, 7], "readi": 0, "_model": 0, "_load_my_model": 0, "pred": 0, "stream": 0, "convert_dict_input": 0, "d": [0, 3, 10], "preprocess": 0, "predict_exampl": 0, "parent": [0, 1, 5], "keyword": 0, "where": [0, 1, 2, 3, 5, 6, 10], "gold": [0, 1, 2], "when": [0, 1, 4, 5, 7, 10], "comput": [0, 1, 4, 5, 9], "proba": [0, 1], "multiclasspr": [0, 1, 10], "unlik": [0, 1], "incomplet": 0, "ll": [0, 1, 4, 5], "need": [0, 1, 3, 4, 5, 6, 7], "accordingli": [0, 1], "post": [0, 1, 2], "process": [0, 1, 2, 5, 9], "token": [0, 2, 4, 9, 10], "mani": [0, 1, 3, 4, 5, 6, 7, 10], "deep": 0, "learn": [0, 1, 7, 10], "batch": 0, "thu": [0, 5], "batchedmodel": 0, "simpl": [0, 1, 5, 6, 10], "must": [0, 1, 5, 10], "predict_minibatch": 0, "convert": [0, 1], "jsondict": 0, "object": [0, 4], "appropri": [0, 1, 4], "represent": [0, 1, 2], "typic": [0, 1], "map": [0, 1, 2, 3, 5], "align": [0, 1], "tensor": 0, "befor": [0, 3, 4, 6, 10], "want": [0, 1, 3, 4, 5, 6, 9, 10], "overrid": [0, 3, 5], "max_minibatch_s": 0, "determin": [0, 1, 5, 10], "If": [0, 1, 4, 5, 6, 9, 10], "remot": [0, 7], "consid": 0, "batchedremotemodel": 0, "base": [0, 2, 3, 5, 9, 10], "request": [0, 4, 5], "thread": 0, "pool": 0, "defin": [0, 1, 3, 5, 10], "black": [0, 1], "box": [0, 1, 10], "intern": [0, 1, 5], "richer": 0, "view": [0, 1, 4, 10], "correspond": [0, 1], "hidden": [0, 5], "activ": [0, 1, 10], "gradient": [0, 2, 10], "word": [0, 1, 2, 10], "embed": [0, 2, 4, 9], "attent": [0, 2, 9], "sever": [0, 1, 3, 4], "two": [0, 1, 2, 3, 5, 10], "differ": [0, 1, 2, 4, 5, 10], "vector": [0, 1], "easili": [0, 1, 3, 4, 6, 10], "output_emb": 0, "cl": 0, "top": [0, 1, 5], "mean_word_emb": 0, "mean": [0, 1, 10], "than": [0, 1, 4, 5, 10], "segment": [0, 2], "premise_token": 0, "hypothesis_token": 0, "here": [0, 3, 5], "refer": [0, 1, 2, 3, 5, 7, 10], "premise_grad": 0, "tokengradi": [0, 1], "hypothesis_grad": 0, "similarli": [0, 1, 10], "full": [0, 1, 4, 5, 7, 10], "baz": 0, "spam": 0, "egg": 0, "attention_layer0": 0, "attentionhead": [0, 1], "attention_layer1": 0, "attention_layer2": 0, "sinc": [0, 1, 4, 5], "dictionari": [0, 5], "dataclass": 0, "popul": 0, "loop": 0, "would": [0, 1], "entri": [0, 5, 10], "becaus": [0, 1, 3, 5], "often": [0, 1, 7], "tightli": 0, "coupl": [0, 4], "intermedi": 0, "level": [0, 1, 2, 9, 10], "expos": 0, "automat": [0, 1, 5, 10], "projector": [0, 2, 4, 9], "salienc": [0, 2, 6, 7, 9], "multi": [0, 2, 4, 10], "head": [0, 1, 10], "wai": [0, 1, 2, 4, 5, 10], "By": [0, 1, 10], "default": [0, 1, 4, 5, 6, 9, 10], "requir": [0, 1, 3, 5, 10], "howev": [0, 4, 5], "fals": [0, 1, 10], "wish": 0, "accept": [0, 1], "And": [0, 3, 5], "logic": [0, 1, 5], "bypass": 0, "input_token": [0, 1], "ex": 0, "get": [0, 1, 3, 5, 7, 9, 10], "rest": [0, 1], "though": [0, 1, 5, 6, 10], "omit": 0, "entir": [0, 1, 2, 10], "aid": 0, "umap": [0, 1, 2, 7, 10], "plug": [0, 1], "ins": 0, "some": [0, 1, 2, 5, 6, 10], "3": [0, 1, 5, 10], "local": [0, 1, 4], "gradientnorm": 0, "score": [0, 9, 10], "integr": [0, 2, 9], "tokenembed": [0, 1], "well": [0, 1, 2, 4, 5, 6, 10], "target": [0, 2, 10], "pin": [0, 1, 4, 10], "involv": [0, 1, 3, 4, 6], "lit_model": 0, "lit_dataset": 0, "model_output": 0, "none": [0, 1, 5, 10], "config": 0, "runtim": [0, 1, 4], "threshold": [0, 2, 10], "classif": [0, 4, 9, 10], "unconstrain": 0, "up": [0, 1, 4, 5, 10], "correctli": [0, 10], "particular": [0, 1, 5, 10], "while": [0, 1, 3, 4, 5, 10], "aggreg": [0, 9], "summari": 0, "respons": [0, 1, 2, 5], "what": [0, 1, 3, 5, 10], "A": [0, 1, 3, 5, 7, 10], "over": [0, 1, 7, 10], "relev": 0, "find_field": 0, "find": [0, 1, 2, 3, 10], "grad_field": 0, "util": [0, 10], "find_spec_kei": 0, "f": 0, "tokens_field": 0, "pytyp": 0, "disabl": [0, 5], "attribut": [0, 5, 9], "error": [0, 2, 6, 7, 10], "assert": 0, "isinst": 0, "given": [0, 1, 5, 10], "log": [0, 1, 3, 10], "info": [0, 3], "found": [0, 3, 5, 7, 9, 10], "len": 0, "0": [0, 1, 2, 5, 6, 10], "pylint": 0, "g": [0, 1, 3, 4, 7, 10], "explicit": [0, 4, 5], "length": [0, 1, 4, 10], "test": [0, 1, 2, 5], "do": [0, 1, 4, 5], "work": [0, 1, 2, 4, 5], "dtype": [0, 1], "tokensali": 0, "ha": [0, 1, 4, 5, 10], "overhead": 0, "benefit": 0, "flexibl": [0, 1], "specifi": [0, 1, 2, 4, 5], "complex": [0, 1, 5], "depend": [0, 2, 3, 4, 5, 10], "between": [0, 1, 2, 5, 10], "multipl": [0, 2, 3, 5, 10], "simplemetr": 0, "unpack": 0, "is_compat": 0, "name": [0, 1, 2, 3, 4, 5, 7, 10], "regressionmetr": 0, "standard": [0, 1, 4, 10], "regress": [0, 9, 10], "field_spec": 0, "littyp": 0, "bool": 0, "true": [0, 2, 3, 5, 10], "regressionscor": [0, 1], "float": [0, 1], "label_spec": 0, "scalar": [0, 4], "pred_spec": 0, "del": 0, "mse": 0, "sklearn_metr": 0, "mean_squared_error": 0, "pearsonr": 0, "scipy_stat": 0, "spearmanr": 0, "kei": [0, 1], "compar": [0, 1, 2, 4, 9], "These": [0, 1, 3, 4, 5, 10], "onli": [0, 1, 3, 4, 5, 10], "techniqu": [0, 1, 2], "back": [0, 1, 5, 7, 10], "translat": [0, 1, 2, 4, 5, 10], "feedback": [0, 5, 10], "adversari": [0, 1, 2], "attack": [0, 1], "generate_al": 0, "arg": [0, 3, 5], "current": [0, 1, 4, 5, 10], "belong": [0, 1, 10], "conveni": [0, 4, 5, 10], "As": [0, 1, 10], "argument": [0, 3], "substitut": [0, 1], "replac": [0, 1, 10], "foreign": 0, "sourc": [0, 1, 3, 6, 9, 10], "order": [0, 1, 4, 5, 10], "paraphras": [0, 1, 10], "googl": [0, 1, 2], "cloud": [0, 2], "perform": [0, 1, 5, 10], "those": [0, 1, 3, 4, 10], "project": [0, 1, 5, 7, 10], "doc": [0, 3, 5, 10], "setup": [0, 10], "Then": [0, 1, 3, 6], "download": [0, 10], "applic": [0, 1, 7, 9, 10], "credenti": 0, "google_application_credenti": 0, "environ": [0, 3, 4], "variabl": [0, 3, 5], "point": [0, 1, 4, 5, 10], "With": [0, 5, 10], "make": [0, 1, 4, 5, 10], "backtranl": 0, "constructor": [0, 4, 5, 6], "time": [0, 4, 10], "number": [0, 1, 2, 4, 5, 10], "lime": [0, 2, 10], "pivot": 0, "dsl": 0, "auto": 0, "form": 0, "config_spec": 0, "sparsemultilabel": [0, 1], "bg": 0, "de": 0, "el": 0, "en": [0, 2], "e": [0, 1, 3, 4, 7, 10], "fr": 0, "hi": [0, 2, 10], "ru": 0, "sw": 0, "th": 0, "tr": 0, "ur": 0, "vi": 0, "zh": 0, "give": [0, 1, 6, 10], "its": [0, 1, 5, 10], "interpreter_control": 0, "slider": [0, 1, 10], "numer": [0, 1, 2, 4, 10], "min_val": 0, "max_val": 0, "boolean": [0, 5], "booleanlittyp": 0, "checkbox": [0, 1, 10], "dropdown": [0, 10], "seri": 0, "comma": [0, 10], "separ": [0, 1, 3, 4, 5, 10], "pars": [0, 1, 3, 5], "suppli": 0, "singlefieldmatch": 0, "act": [0, 1], "multifieldmatch": 0, "except": [0, 7], "select": [0, 2, 4, 5, 9], "control": [0, 1, 4, 5, 7, 10], "choos": [0, 1], "perturb": [0, 1, 2], "hotflip": [0, 1, 2, 10], "around": [0, 5], "web": [0, 4, 5, 7, 10], "record": 0, "serial": 0, "json": 0, "commun": [0, 1], "client": [0, 7, 9, 10], "introduc": [0, 5, 10], "understand": [0, 1, 2, 10], "shape": [0, 1], "being": [0, 1, 5, 10], "specif": [0, 1, 2, 5, 7, 10], "properti": [0, 5], "whose": 0, "annot": [0, 1], "hierarch": 0, "inherit": [0, 7], "canon": 0, "kind": 0, "v": [0, 10], "meta": 0, "context": 0, "implic": 0, "per": [0, 1, 2, 5, 10], "everi": [0, 1, 5, 10], "init_spec": 0, "instanc": [0, 2, 5, 7, 9], "empti": [0, 3], "noth": 0, "show": [0, 1, 2, 5, 10], "section": [0, 1, 10], "global": [0, 1, 5, 7], "subset": [0, 1, 2, 10], "paramet": [0, 3, 10], "alwai": [0, 1, 3, 7], "meta_spec": 0, "essenti": 0, "ideal": [0, 1], "wherea": 0, "slight": 0, "variat": 0, "tradit": 0, "metricresult": 0, "higher": [0, 1], "lower": [0, 5, 10], "closer": 0, "zero": 0, "better": [0, 1, 10], "encapsul": 0, "impli": 0, "index": [0, 5, 10], "element": [0, 1, 4, 7], "contain": [0, 1, 4, 5, 7, 10], "po": 0, "sequencetag": [0, 1], "item": 0, "indic": [0, 1, 10], "transit": [0, 1], "zip": 0, "strict": 0, "10": [0, 1, 5], "pseudo": 0, "ground": [0, 1, 10], "truth": [0, 1, 10], "repres": [0, 1], "appear": [0, 1, 10], "assum": [0, 3, 10], "pattern": [0, 1, 5], "manipul": [0, 5, 10], "could": [0, 1, 7, 10], "former": [0, 7, 10], "swap": 0, "mask": [0, 1, 2], "feed": [0, 1, 7], "fill": [0, 10], "plai": [0, 6, 9], "critic": 0, "role": 0, "reliabl": 0, "interoper": 0, "robust": [0, 1, 10], "univers": 0, "is_compatible_with_dataset": 0, "wordreplac": 0, "doe": [0, 1, 3, 4, 10], "curv": 0, "gradientdotinput": [0, 1], "shoulddisplaymodul": 0, "suffici": [0, 1], "caus": [0, 5, 10], "jitter": [0, 2, 10], "disappear": 0, "reorder": [0, 5], "resiz": [0, 4, 7], "switch": [0, 1, 2, 10], "heterogen": 0, "findspeckei": 0, "identifi": 0, "interest": [0, 1, 10], "respect": [0, 1, 10], "import": [0, 1, 2, 5, 10], "build": [0, 1, 5, 9], "litmetadata": 0, "litapp": [0, 5], "raw": [0, 1], "jupyt": [0, 6], "repl": 0, "encourag": [0, 1], "explicitli": [0, 1, 5, 10], "avoid": [0, 5], "chase": 0, "red": [0, 10], "her": 0, "mnli": 0, "buffet": 0, "la": 0, "cart": 0, "travel": 0, "task": [0, 1, 2, 5, 6, 10], "notic": 0, "967": 0, "024": 0, "009": 0, "classificationresult": 0, "human": [0, 1], "readabl": 0, "classification_result": 0, "predicted_class": 0, "integ": 0, "predefin": [0, 1], "rang": [0, 1, 2, 10], "overridden": 0, "seen": 0, "summar": [0, 2, 10], "tabl": [0, 1, 4, 5], "bracket": 0, "syntax": 0, "num_token": [0, 1], "numpi": [0, 1], "arrai": [0, 1], "insid": [0, 3, 10], "descript": [0, 3, 5], "untoken": 0, "generatedtext": [0, 1], "seq2seq": 0, "url": [0, 1, 4, 5, 9], "generatedurl": 0, "may": 0, "real": 0, "inappropri": 0, "searchqueri": 0, "search": [0, 1, 10], "queri": [0, 1, 2, 4, 5], "opaqu": 0, "ignor": 0, "referencetext": [0, 1], "mt": 0, "tupl": [0, 1], "generatedtextcandid": [0, 1], "candid": [0, 1, 2, 10], "beam": [0, 1, 2], "tokentopkpr": 0, "32768": 0, "32767": 0, "int": 0, "imagebyt": [0, 1], "imag": [0, 4, 9], "base64": [0, 1], "encod": [0, 1, 4, 10], "jpegbyt": 0, "pngbyte": 0, "referencescor": [0, 1], "vocabulari": 0, "multiclass": [0, 2], "probabl": [0, 1, 2, 4, 10], "num_label": 0, "non": [0, 1, 2, 4, 10], "exclus": [0, 1], "sparsemultilabelpr": [0, 1], "spars": 0, "tag": [0, 1, 3, 5, 10], "spanlabel": [0, 1], "span": [0, 10], "j": [0, 1, 5], "edgelabel": [0, 1], "edg": [0, 2], "structur": [0, 5, 9, 10], "corefer": 0, "srl": [0, 1], "arxiv": [0, 1], "org": [0, 1, 9], "ab": [0, 1], "1905": 0, "06316": 0, "multisegmentannot": [0, 1], "byte": [0, 1], "annotationclust": 0, "emb_dim": [0, 1], "imagegradi": [0, 1], "pixel": [0, 9], "image_height": [0, 1], "image_width": [0, 1], "color_channel": [0, 1], "group": [0, 1, 5, 7, 10], "num_head": [0, 1], "plain": [0, 1, 2], "further": 0, "stringlittyp": 0, "urllittyp": 0, "collis": 0, "protect": 0, "page_titl": 0, "titl": [0, 1, 5, 9], "canonical_url": [0, 10], "shortlink": 0, "copi": [0, 4, 5, 10], "link": [0, 6, 10], "default_layout": 0, "demo_mod": [0, 3, 4], "kiosk": 0, "save": [0, 1, 4, 5, 10], "untrust": 0, "inline_doc": 0, "markdown": 0, "panel": [0, 5, 7, 10], "onboard_start_doc": 0, "onboard": 0, "splash": 0, "screen": [0, 5, 10], "onboard_end_doc": 0, "last": [0, 2, 3], "server_flag": [0, 5], "litcanonicallayout": [0, 5], "lm_layout": 0, "upper": [0, 5, 10], "embeddingsmodul": 0, "datatablemodul": [0, 5], "datapointeditormodul": [0, 5], "languagemodelpredictionmodul": 0, "confusionmatrixmodul": 0, "generatormodul": 0, "lm": 0, "get_flag": 0, "lm_demo": [0, 2, 3, 5], "achiev": [0, 2], "major": [0, 10], "content": [0, 4, 10], "area": [0, 10], "left": [0, 1, 2, 5, 10], "right": [0, 1, 2, 5, 10], "shown": [0, 1, 3, 10], "initi": [0, 1, 10], "set_default": [0, 3, 5], "my_layout_nam": 0, "fly": 0, "param": [0, 4, 5], "preced": 0, "comprehens": 0, "remov": [0, 1, 5, 10], "chang": [0, 1, 3, 5, 10], "experiment": [0, 1, 4, 5, 10], "desir": [0, 2, 5, 10], "altern": [0, 1], "connect": [0, 1, 4], "after": [0, 1, 5, 10], "instal": [0, 3, 9], "pip": [0, 6], "litwidget": [0, 6], "height": [0, 5, 10], "cell": [0, 1, 4, 6, 10], "widget": [0, 4, 7], "tab": [0, 1, 4, 5, 10], "open_in_new_tab": 0, "certain": 0, "stop": 0, "shut": 0, "down": [0, 1, 10], "free": 0, "resourc": 0, "plan": 0, "doesn": [0, 7, 10], "still": [0, 1], "standalon": [0, 4], "handi": [0, 1], "reload": [0, 1, 5], "click": [0, 1, 2, 5, 10], "sst2data": 0, "print": 0, "sentenc": [0, 1, 2, 10], "glue_model": [0, 4], "sst2model": 0, "cls_emb": 0, "Or": 0, "lime_explain": 0, "lit_components_exampl": [0, 6], "ipynb": [0, 1, 6], "happi": 0, "coincid": 0, "tool": [0, 1, 5, 7, 10], "relat": [0, 1, 10], "solv": 0, "case": [0, 1, 2, 3, 4, 5, 6, 10], "question": [0, 1], "qa": 0, "trivial": 0, "practic": [0, 1, 5], "endpoint": [0, 1, 5, 7], "lit": [1, 2, 5, 7, 10], "agnost": 1, "compat": [1, 5, 10], "python": [1, 3, 4, 5, 6, 7, 9, 10], "In": [1, 4, 5, 6, 10], "ve": 1, "tf2": [1, 2], "jax": 1, "pytorch": 1, "us": [1, 2, 3, 5, 7, 9, 10], "custom": [1, 2, 4, 7, 9, 10], "c": [1, 10], "clif": 1, "rpc": 1, "aren": [1, 10], "constraint": [1, 2], "beyond": 1, "impos": 1, "platform": 1, "coexist": 1, "underli": [1, 4], "hardwar": 1, "gpu": [1, 4, 6], "scale": [1, 9], "dataset": [1, 2, 5, 6, 7, 9, 10], "kera": [1, 2, 4], "easi": [1, 5, 10], "access": [1, 4, 5, 6, 9, 10], "interpret": [1, 2, 6, 7, 10], "great": [1, 10], "place": [1, 5, 10], "small": [1, 5, 6], "experi": 1, "academ": 1, "more": [1, 3, 4, 5, 6, 7, 10], "due": 1, "graph": [1, 10], "session": 1, "cannot": 1, "invoc": 1, "weight": [1, 5], "export": [1, 5, 10], "savedmodel": [1, 2], "an": [1, 3, 4, 5, 7, 9, 10], "eager": 1, "lead": [1, 5, 10], "much": [1, 5, 10], "simpler": 1, "servomat": 1, "usag": [1, 4, 9], "remain": 1, "server": [1, 3, 4, 5, 6, 7, 9, 10], "stub": [1, 5], "handl": [1, 2, 4, 5, 7, 10], "format": [1, 2, 4, 5, 10], "convers": 1, "purpos": 1, "interfac": [1, 5], "remote_model": [1, 4], "best": [1, 2, 5], "isn": [1, 10], "situat": 1, "staticpredict": 1, "lookup": [1, 10], "quickli": [1, 10], "brows": 1, "retain": 1, "rich": 1, "almost": 1, "tfrecord": [1, 6], "capacitor": 1, "sstabl": 1, "even": 1, "sql": 1, "api": [1, 3, 4, 5, 6, 7, 9, 10], "our": [1, 3, 4, 5, 6, 9, 10], "tfd": 1, "ui": [1, 5, 6, 7, 9], "workflow": [1, 9], "extens": [1, 5, 9], "system": [1, 3, 5, 7, 9, 10], "modal": [1, 4], "common": [1, 2, 5], "nlp": [1, 3, 6, 9], "domain": 1, "ad": [1, 4, 5, 9, 10], "explor": [1, 2, 5, 7, 10], "side": [1, 2, 10], "avail": [1, 4, 5, 6, 10], "matric": 1, "basic": [1, 9], "sentiment": 1, "simple_tf2_demo": 1, "evalu": [1, 2, 4, 10], "neg": [1, 10], "design": [1, 4, 9], "null_idx": 1, "commonli": [1, 7, 10], "precis": [1, 10], "recal": 1, "f1": 1, "auc": 1, "aucpr": 1, "comment": [1, 3], "toxic": [1, 10], "posit": [1, 2, 10], "margin": [1, 2, 10], "bia": 1, "space": [1, 2, 10], "bucket": [1, 10], "facet": [1, 5, 7, 10], "scatterplot": 1, "st": 1, "b": [1, 10], "textual": 1, "glue_demo": [1, 2, 3, 6], "image_demo": [1, 2, 3], "quit": 1, "matur": [1, 5], "highlight": [1, 2, 10], "diff": [1, 2], "decod": [1, 2, 10], "emit": 1, "varieti": [1, 2, 4, 6], "part": [1, 2, 7, 10], "speech": 1, "entiti": 1, "ner": 1, "mix": 1, "privileg": 1, "otherwis": [1, 5], "kernel": 1, "shap": 1, "valid": [1, 3], "check": [1, 2, 6, 9, 10], "mark": 1, "option": [1, 3, 5], "least": 1, "multilabel": 1, "penguin": [1, 4], "stat": 1, "penguin_demo": [1, 2], "That": 1, "awai": [1, 2], "move": [1, 5], "individu": [1, 2, 4, 5, 10], "color": [1, 5, 10], "break": 1, "exist": [1, 4, 9, 10], "open_imag": 1, "classifi": [1, 2, 10], "comparison": [1, 5, 7, 10], "onc": [1, 10], "io": [1, 2, 3, 6, 7, 9], "html": [1, 2, 5, 7], "navig": [1, 6, 10], "explan": [1, 10], "proport": 1, "l2": [1, 2], "propto": 1, "nabla_": 1, "x_i": 1, "hat": 1, "y": [1, 10], "_2": 1, "result": [1, 2, 5, 6, 10], "choic": 1, "argmax": 1, "product": [1, 4], "cdot": 1, "grad": [1, 2], "direct": [1, 3], "influenc": [1, 10], "suggest": [1, 4, 10], "stronger": 1, "wa": [1, 5, 10], "grad_for": 1, "normal": [1, 5, 10], "contribut": 1, "along": [1, 4, 7, 10], "sundararajan": 1, "et": [1, 2], "al": [1, 2], "2017": 1, "algorithm": 1, "instrument": 1, "modifi": [1, 5, 10], "plu": 1, "grad_target_field_kei": 1, "convent": [1, 5], "interpol": 1, "token_emb": 1, "input_text": 1, "token_grad": 1, "concret": 1, "contact": 1, "team": [1, 2], "assist": 1, "drop": [1, 10], "train": [1, 2, 10], "linear": 1, "reconstruct": 1, "origin": [1, 5, 10], "trade": 1, "off": [1, 5, 10], "slow": [1, 4], "noisi": 1, "longer": [1, 10], "ablat": 1, "compens": 1, "increas": 1, "explain": [1, 3, 10], "movi": [1, 10], "terribl": [1, 10], "ask": [1, 10], "receiv": 1, "okai": 1, "present": 1, "long": [1, 3, 4, 10], "deriv": [1, 5], "impact": 1, "prompt": [1, 2], "causal": 1, "granular": [1, 2], "sub": [1, 10], "paragraph": [1, 2], "refin": 1, "densiti": 1, "shot": 1, "eaxmpl": 1, "chain": 1, "thought": [1, 5], "walkthrough": [1, 2], "debug": [1, 2, 7], "llm": [1, 2], "ai": [1, 2], "toolkit": [1, 2, 5], "dev": [1, 2, 7], "model_behavior": [1, 2], "paper": [1, 9], "2404": 1, "07498": 1, "pleas": [1, 5, 9], "cite": [1, 9], "articl": 1, "tenney2024interact": 1, "author": [1, 9], "tennei": [1, 9], "ian": [1, 9], "mullin": 1, "ryan": 1, "du": 1, "pandya": 1, "shree": 1, "kahng": 1, "minsuk": 1, "dixon": 1, "luca": 1, "journal": 1, "preprint": 1, "year": [1, 9], "2024": 1, "gemma": 1, "llama": 1, "mistral": 1, "gpt": 1, "either": [1, 5, 10], "kerasnlp": [1, 2], "lit_gemma": 1, "lm_salience_demo": [1, 2], "instrumented_keras_lm": 1, "pretrained_lm": 1, "ebert": 1, "2022": 1, "k": 1, "bag": 1, "appli": 1, "button": [1, 5, 10], "6": [1, 5], "seek": 1, "column": [1, 10], "tutori": [1, 2], "analyz": [1, 10], "actual": [1, 5, 10], "been": [1, 3, 5, 10], "grad_target": 1, "channel": 1, "2d": [1, 10], "abl": [1, 4], "mobilenet": [1, 4], "blur": 1, "xrai": 1, "imagesali": 1, "layer_0": 1, "align_in": 1, "align_out": 1, "layer_1": 1, "layer_2": 1, "target_token": 1, "version": 1, "latent": [1, 2], "pca": [1, 2, 7, 10], "pan": [1, 10], "zoom": 1, "rotat": [1, 10], "shift": [1, 5, 10], "colormap": 1, "menu": [1, 2, 4, 10], "bleu": [1, 10], "whole": [1, 4], "try": 1, "power": [1, 5], "header": [1, 7, 10], "intersect": 1, "drag": [1, 10], "decis": 1, "boundari": 1, "respond": [1, 4, 5], "calcul": [1, 10], "optim": 1, "cost": 1, "ratio": 1, "rel": 1, "penalti": 1, "equal": 1, "costli": 1, "term": [1, 7, 10], "twice": 1, "overal": [1, 5, 10], "fair": [1, 2], "One": [1, 5], "demograph": [1, 2], "pariti": [1, 2], "attempt": 1, "percentag": 1, "accuraci": [1, 10], "opportun": 1, "among": 1, "effect": [1, 5], "minimum": 1, "maximum": [1, 10], "chart": 1, "averag": 1, "chosen": [1, 5], "done": [1, 5, 10], "across": [1, 5, 10], "inspir": 1, "prior": [1, 10], "toolbar": [1, 5, 9], "megaplot": [1, 4], "100k": [1, 4], "mous": 1, "scroll": 1, "reset": [1, 10], "futur": [1, 10], "releas": 1, "contrast": 1, "high": [1, 9, 10], "concept": 1, "gender": 1, "race": [1, 5], "akin": 1, "cav": 1, "intuit": 1, "measur": [1, 10], "sensit": [1, 10], "mention": [1, 2], "rather": [1, 5], "begin": 1, "low": 1, "15": [1, 4, 9], "selector": 1, "actor": 1, "actress": 1, "next": [1, 10], "final": [1, 5], "newli": [1, 4, 10], "split": 1, "second": [1, 5, 10], "9": [1, 5], "blue": [1, 10], "baselin": 1, "technic": 1, "null": [1, 5, 10], "pitfal": 1, "potenti": 1, "meaningless": 1, "randomli": [1, 10], "meaning": 1, "guard": 1, "whether": [1, 5], "possibli": 1, "remaind": 1, "reject": 1, "insignific": 1, "p": [1, 3], "greater": [1, 5], "05": 1, "happen": 1, "warn": 1, "100": [1, 10], "uniqu": 1, "accommod": 1, "cross": [1, 4], "approach": [1, 5], "too": 1, "min": 1, "upcom": 1, "pictur": 1, "insight": 1, "answer": [1, 10], "my": 1, "behav": 1, "under": [1, 3, 6, 10], "delet": [1, 10], "systemat": 1, "editor": 1, "enter": [1, 4], "duplic": [1, 5, 7, 10], "keep": [1, 4, 10], "track": [1, 10], "relationship": 1, "cycl": [1, 10], "scrambl": [1, 10], "regex": [1, 10], "hand": [1, 7, 10], "shelf": 1, "scrambler": [1, 10], "ebrahimi": 1, "tri": 1, "special": 1, "get_embedding_t": 1, "flip": 1, "maintain": [2, 7], "host": [2, 3, 4, 7, 9], "launcher": 2, "type": [2, 5, 6, 9, 10], "publicli": 2, "visibl": [2, 5], "exampl": [2, 3, 5, 7, 9, 10], "analysi": [2, 9], "sst": 2, "input": [2, 4, 5, 9, 10], "huggingfac": 2, "widest": 2, "output": [2, 4, 5, 6, 9], "metric": [2, 6, 7], "plot": [2, 10], "confid": 2, "ones": 2, "cluster": [2, 9, 10], "gener": [2, 4, 6, 7, 9], "tip": [2, 9], "studi": 2, "public": [2, 3], "websit": 2, "xnli_demo": 2, "14": 2, "jp": 2, "fine": 2, "tune": 2, "whitespac": 2, "delimit": 2, "wordpiec": 2, "stsb_dev": 2, "unrel": 2, "wide": 2, "scatter": [2, 10], "filter": [2, 10], "2b": 2, "7b": 2, "dot": 2, "depth": 2, "t5_demo": [2, 3], "hypothes": 2, "veer": 2, "roug": [2, 10], "machin": [2, 3, 4, 7], "cnndm": 2, "wmt": [2, 4], "corpora": 2, "coref_demo": [2, 3], "ontonot": [2, 10], "winogend": [2, 10], "schema": 2, "ruding": 2, "2018": 2, "profess": 2, "stratifi": 2, "quantifi": 2, "pronoun": [2, 10], "bureau": 2, "labor": 2, "statist": 2, "partial": 2, "setter": 2, "imagenet": 2, "deploi": 3, "onto": 3, "face": 3, "container": 3, "prefer": [3, 5], "engin": [3, 5], "dockerfil": 3, "directori": [3, 5, 6], "front": 3, "gunicorn": 3, "invok": [3, 5], "get_wsgi_app": 3, "wsgi": [3, 4, 7], "gunicorn_config": 3, "shell": 3, "command": [3, 6], "rememb": 3, "trail": 3, "know": [3, 10], "now": 3, "rm": 3, "5432": [3, 5], "launch": [3, 10], "demo_nam": 3, "demo_port": 3, "children": 3, "nest": 3, "coref": 3, "is_ev": 3, "is_eval_demo": 3, "Be": 3, "sure": [3, 4, 5], "2345": 3, "bring": 3, "togeth": [3, 10], "combin": 3, "background": [3, 10], "execut": 3, "meet": 3, "locat": 3, "litservertyp": 3, "server_typ": 3, "extern": [3, 4], "unus": 3, "sy": 3, "argv": 3, "known_onli": 3, "rebuild": 3, "your_server_script_path_her": 3, "consum": 3, "absl": 3, "stricli": 3, "recommend": [3, 4, 5, 6], "consol": 3, "suppos": 3, "come": 3, "soon": 3, "submit": 4, "bug": 4, "issu": [4, 5], "modern": 4, "ml": 4, "good": [4, 10], "tabular": [4, 9], "palmer": 4, "unicod": 4, "english": 4, "latin": [4, 5], "modif": 4, "xnli": 4, "lingual": 4, "nli": 4, "multilingu": 4, "comfort": 4, "10k": 4, "speed": 4, "caveat": [4, 5], "lot": 4, "larger": [4, 5], "warm_start": [4, 5, 6], "nativ": 4, "resolut": 4, "smaller": [4, 6], "anywai": 4, "256x256": 4, "thing": [4, 5, 7], "webgl": 4, "scattergl": 4, "dive": [4, 10], "older": [4, 10], "thousand": 4, "preload": 4, "wait": [4, 5, 10], "visit": 4, "bewar": 4, "node": [4, 5], "favorit": 4, "lightweight": 4, "alreadi": [4, 10], "ephemer": 4, "window": [4, 7], "manual": [4, 5, 10], "data_dir": [4, 5], "disk": [4, 5], "abil": 4, "edit": [4, 10], "write": [4, 6], "anyon": 4, "address": [4, 10], "restrict": 4, "configur": [4, 5, 6, 9, 10], "thin": [4, 7], "middlewar": 4, "docker": [4, 9], "data_": 4, "fieldnam": 4, "total": 4, "within": [4, 10], "data0": 4, "data1": 4, "data2": 4, "data0_": 4, "csv": [4, 10], "push": 4, "writabl": 4, "notebook": [4, 9], "ui_stat": 4, "primari": [4, 10], "bulk": 4, "pipelin": [4, 7], "littl": 4, "difficult": 4, "refactor": 4, "primarili": 4, "offici": 4, "facilit": 4, "reus": 4, "fact": 4, "exactli": 4, "quickstart_sst_demo": 4, "gotcha": 5, "central": 5, "piec": [5, 10], "tech": 5, "compon": [5, 7, 9, 10], "observ": 5, "orient": 5, "templat": 5, "declar": 5, "isol": 5, "center": 5, "data": [5, 6, 9], "scalabl": 5, "highli": 5, "fairli": 5, "digest": 5, "heavier": 5, "angular": 5, "roughli": [5, 7], "divid": [5, 10], "itself": 5, "coordin": 5, "footer": 5, "lai": 5, "variou": 5, "go": 5, "later": 5, "bundl": 5, "attach": 5, "dom": 5, "kick": 5, "singleton": [5, 7], "arraign": 5, "minimalist": [5, 10], "bottom": [5, 10], "analyt": [5, 10], "put": [5, 10], "exploratori": [5, 10], "inspect": [5, 10], "v1": [5, 10], "appreci": [5, 10], "custom_layout": 5, "updat": [5, 10], "factor": 5, "model": [5, 7, 9], "modules_servic": 5, "fetch": 5, "static": 5, "helper": [5, 7], "outlin": [5, 10], "dummi": 5, "pig": 5, "customel": 5, "demotextmodul": 5, "selectionserviceindex": 5, "shouldreact": 5, "duplicateformodelcomparison": 5, "4": 5, "privat": 5, "readonli": 5, "colorservic": 5, "getservic": 5, "piglatin": 5, "firstupd": 5, "reactimmedi": 5, "selectionservic": [5, 7], "primaryselectedinputdata": 5, "7": [5, 10], "gettransl": 5, "async": 5, "indexedinput": 5, "const": 5, "promis": 5, "apiservic": 5, "getpiglatin": 5, "8": 5, "await": 5, "loadlatest": 5, "renderimpl": 5, "getdatapointcolor": 5, "div": 5, "stylemap": 5, "checkmodul": 5, "modelspec": 5, "modelsmap": 5, "datasetspec": 5, "11": 5, "12": 5, "htmlelementtagnamemap": 5, "illustr": 5, "definit": 5, "css": 5, "shared_styl": 5, "super": 5, "inject": 5, "easier": 5, "mock": 5, "appstat": 5, "u": [5, 10], "decor": 5, "unit": 5, "reactiv": 5, "mobxlitel": 5, "trigger": 5, "excel": 5, "asynchron": 5, "leverag": 5, "machineri": 5, "lifecycl": 5, "reaction": 5, "whatev": [5, 10], "immedi": 5, "whenev": 5, "react": 5, "won": 5, "condit": 5, "rapidli": 5, "supersed": 5, "recent": 5, "rerend": 5, "seem": 5, "pure": 5, "worth": 5, "sometim": [5, 7], "inadequ": 5, "advanc": 5, "suit": 5, "anim": 5, "imper": 5, "draw": 5, "canva": 5, "fortun": 5, "bridg": 5, "queryselector": 5, "shadow": 5, "root": 5, "mess": 5, "reconcili": 5, "shadowroot": 5, "drawcanva": 5, "faceting_control": 5, "construct": 5, "programmat": 5, "member": 5, "oppos": [5, 10], "destroi": 5, "recreat": 5, "brought": 5, "lose": 5, "previous": [5, 10], "held": 5, "snippet": 5, "examplemodul": 5, "facetingcontrol": 5, "createel": 5, "facetschang": 5, "event": 5, "customev": 5, "contextnam": 5, "addeventlisten": 5, "eventlisten": 5, "clang": 5, "instead": [5, 10], "id": [5, 10], "dosometh": 5, "litel": 5, "reactiveel": 5, "annotated_text_modul": 5, "annotated_text_vi": 5, "On": [5, 10], "regist": 5, "properli": 5, "clean": 5, "leav": 5, "yarn": 5, "termin": 5, "cd": 5, "watch": 5, "m": [5, 6], "example_nam": 5, "localhost": [5, 6], "ctrl": 5, "cmd": 5, "r": 5, "hard": 5, "refresh": 5, "pick": 5, "hot": 5, "subsequ": 5, "conjunct": 5, "stale": 5, "effort": 5, "potato": [5, 7], "theme": 5, "custom_modul": 5, "env": 5, "asset": 5, "client_root": 5, "potato_demo": 5, "parent_dir": 5, "o": 5, "join": 5, "pathlib": 5, "__file__": 5, "absolut": 5, "enum": 5, "litmodulenam": 5, "potato_layout": 5, "classificationmodul": 5, "spud": 5, "tastic": 5, "jump": [6, 9], "short": 6, "video": [6, 10], "rout": 6, "foo_data": 6, "foodataset": 6, "bar_data": 6, "bardataset": 6, "my_model": 6, "mymodel": 6, "wealth": 6, "overview": [6, 9], "lit_sentiment_classifi": 6, "403": 6, "cooki": 6, "site": [6, 9], "outsid": [6, 9], "blaze": 6, "quickstart": 6, "alsologtostderr": 6, "cpu": 6, "overload": 7, "codebas": 7, "folder": 7, "fledg": 7, "job": 7, "fulli": 7, "capit": 7, "accompani": 7, "emoji": 7, "pronounc": 7, "ell": 7, "ey": 7, "tee": 7, "formerli": 7, "polym": 7, "coincident": 7, "cours": 7, "neural": 7, "network": 7, "composit": 7, "strictli": 7, "speak": 7, "litmodul": [7, 9], "noun": 7, "verb": 7, "notabl": 7, "layout": [7, 9], "maxim": 7, "gui": 7, "welcom": 9, "demonstr": 9, "misc": 9, "tenney2020languag": 9, "jame": 9, "wexler": 9, "jasmijn": 9, "bast": 9, "tolga": 9, "bolukbasi": 9, "andi": 9, "coenen": 9, "sebastian": 9, "gehrmann": 9, "ellen": 9, "jiang": 9, "mahima": 9, "pushkarna": 9, "carei": 9, "radebaugh": 9, "emili": 9, "reif": 9, "ann": 9, "yuan": 9, "booktitl": 9, "proceed": 9, "2020": 9, "confer": 9, "empir": 9, "publish": 9, "linguist": 9, "107": 9, "118": 9, "www": 9, "aclweb": 9, "anthologi": 9, "emnlp": 9, "stand": 9, "alon": 9, "multimod": 9, "journei": 9, "tcav": 9, "architectur": 9, "style": 9, "glossari": 9, "privaci": 9, "secur": 9, "tour": 10, "live": 10, "draggabl": 10, "alloc": 10, "vertic": 10, "horizont": 10, "adopt": 10, "organiz": 10, "scheme": 10, "reflect": 10, "focu": 10, "arrow": 10, "darker": 10, "dialog": 10, "declutt": 10, "someon": 10, "els": 10, "clear": 10, "deselect": 10, "legend": 10, "unpin": 10, "indetermin": 10, "progress": 10, "pend": 10, "fail": 10, "failur": 10, "until": 10, "x": 10, "icon": 10, "messag": 10, "star": 10, "screenshot": 10, "toggl": 10, "dimens": 10, "hover": 10, "lasso": 10, "unselect": 10, "consecut": 10, "light": 10, "sort": 10, "were": 10, "prefix": 10, "hide": 10, "exce": 10, "truncat": 10, "ellipsi": 10, "entireti": 10, "collaps": 10, "film": 10, "again": 10, "unstar": 10, "neighbor": 10, "immut": 10, "simplic": 10, "blank": 10, "creation": 10, "altogeth": 10, "highest": 10, "opposit": 10, "hello": 10, "bad": 10, "exact": 10, "broken": 10, "made": 10, "versu": 10, "ax": 10, "agreement": 10, "disagr": 10, "clickabl": 10, "disagre": 10, "laid": 10, "axi": 10, "methodologi": 10, "capabl": 10, "wise": 10, "autorun": 10, "uncheck": 10, "valuabl": 10, "expens": 10, "attend": 10, "opac": 10, "magnitud": 10, "negat": 10, "stanford": 10, "treebank": 10, "56": 10, "surprisingli": 10, "But": 10, "truli": 10, "review": 10, "ultim": 10, "depress": 10, "era": 10, "gangster": 10, "strongli": 10, "worst": 10, "elicit": 10, "mildli": 10, "incorrect": 10, "occup": 10, "technician": 10, "particip": 10, "male": 10, "domin": 10, "25": 10, "femal": 10, "bl": 10, "agre": 10, "stereotyp": 10, "resolv": 10, "83": 10, "37": 10, "cnn": 10, "dm": 10, "middl": 10, "erron": 10, "constitu": 10, "alastair": 10, "cook": 10, "captain": 10, "dig": 10, "deeper": 10, "28": 10, "arriv": 10, "searcher": 10, "fast": 10, "approxim": 10, "nearest": 10, "corpu": 10, "retriev": 10, "34": 10, "16": 10, "occurr": 10, "strong": 10, "toward": 10, "phrase": 10}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"lit": [0, 3, 4, 6, 9], "python": 0, "api": 0, "design": 0, "overview": [0, 5], "ad": 0, "model": [0, 1, 2, 4, 6, 10], "data": [0, 1, 2, 4, 10], "valid": 0, "dataset": [0, 4], "transform": [0, 1], "more": 0, "output": [0, 1, 10], "option": [0, 10], "input": [0, 1], "interpret": [0, 9], "compon": [0, 1, 4, 6], "metric": [0, 1, 10], "gener": [0, 1, 10], "backtransl": 0, "configur": 0, "ui": [0, 4, 10], "type": [0, 1, 4], "system": 0, "convent": 0, "compat": 0, "check": 0, "an": [0, 6], "In": 0, "depth": 0, "exampl": [0, 1, 4, 6], "avail": 0, "server": 0, "custom": [0, 3, 5, 6], "layout": [0, 5, 10], "access": 0, "notebook": [0, 6], "us": [0, 4, 6], "outsid": [0, 4], "featur": 1, "framework": 1, "support": 1, "huggingfac": 1, "tf1": 1, "x": 1, "estim": 1, "remot": 1, "host": [1, 6], "static": 1, "predict": [1, 2], "load": [1, 4], "classif": [1, 2], "regress": [1, 2], "score": [1, 2], "multi": 1, "label": 1, "seq2seq": [1, 2], "span": 1, "structur": [1, 2], "multipl": 1, "segment": 1, "tabular": [1, 2], "imag": [1, 2, 3], "token": 1, "base": 1, "salienc": [1, 10], "gradient": 1, "norm": 1, "dot": 1, "integr": [1, 3, 4], "lime": 1, "target": 1, "select": [1, 10], "sequenc": [1, 2], "cluster": 1, "attribut": 1, "pixel": 1, "attent": [1, 10], "embed": [1, 10], "projector": [1, 10], "aggreg": 1, "analysi": [1, 10], "confus": [1, 10], "matrix": [1, 10], "scalar": [1, 10], "plot": 1, "binari": 1, "threshold": 1, "partial": 1, "depend": 1, "dive": 1, "tcav": 1, "statist": 1, "signific": 1, "sort": 1, "cosin": 1, "similar": [1, 2], "counterfactu": 1, "manual": 1, "edit": 1, "demo": [2, 6], "do": [2, 6], "NOT": [2, 6], "remov": [2, 6], "section": 2, "header": 2, "sentiment": [2, 10], "nli": 2, "glue": 2, "multilingu": 2, "xnli": 2, "textual": 2, "st": 2, "b": 2, "stsb": 2, "gemma": 2, "t5": 2, "languag": [2, 4], "lm": 2, "bert": 2, "gpt": 2, "2": 2, "gender": [2, 10], "bia": [2, 10], "corefer": [2, 10], "coref": 2, "multimod": 2, "penguin": 2, "mobilenet": 2, "run": [3, 6], "docker": 3, "contain": 3, "basic": 3, "usag": 3, "instanc": 3, "default": 3, "build": 3, "your": [3, 6], "own": 3, "frequent": 4, "ask": 4, "question": 4, "scale": 4, "size": 4, "larg": 4, "privaci": 4, "secur": 4, "i": 4, "have": 4, "proprietari": 4, "my": 4, "team": 4, "workflow": 4, "send": 4, "from": 4, "anoth": 4, "tool": [4, 9], "download": 4, "export": 4, "train": 4, "frontend": 5, "develop": 5, "guid": [5, 10], "high": 5, "level": 5, "applic": 5, "architectur": 5, "bootstrap": 5, "initi": 5, "modul": [5, 10], "litmodul": 5, "setup": 5, "function": 5, "escap": 5, "hatch": 5, "state": 5, "child": 5, "element": 5, "style": 5, "tip": 5, "open": 5, "sourc": 5, "client": 5, "get": 6, "start": 6, "instal": 6, "colab": 6, "stand": 6, "alon": 6, "standalon": 6, "exist": 6, "glossari": 7, "learn": 9, "research": 9, "datapoint": 10, "toolbar": 10, "top": 10, "bar": 10, "global": 10, "set": 10, "url": 10, "share": 10, "main": 10, "statu": 10, "compar": 10, "slice": 10, "detail": 10, "tabl": 10, "editor": 10, "map": 10, "user": 10, "journei": 10, "debug": 10, "text": 10}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"LIT Python API": [[0, "lit-python-api"]], "Design Overview": [[0, "design-overview"]], "Adding Models and Data": [[0, "adding-models-and-data"]], "Validating Models and Data": [[0, "validating-models-and-data"]], "Datasets": [[0, "datasets"]], "Transformations": [[0, "transformations"]], "Models": [[0, "models"]], "Adding more outputs": [[0, "adding-more-outputs"]], "Optional inputs": [[0, "optional-inputs"]], "Interpretation Components": [[0, "interpretation-components"]], "Metrics": [[0, "metrics"], [1, "metrics"]], "Generators": [[0, "generators"], [1, "generators"]], "Backtranslator Generator": [[0, "backtranslator-generator"]], "Configuration UI": [[0, "configuration-ui"]], "Type System": [[0, "type-system"]], "Conventions": [[0, "conventions"]], "Compatibility Checks": [[0, "compatibility-checks"]], "An In-Depth Example": [[0, "an-in-depth-example"]], "Available types": [[0, "available-types"]], "Server Configuration": [[0, "server-configuration"]], "Customizing the Layout": [[0, "customizing-the-layout"]], "Accessing the LIT UI in Notebooks": [[0, "accessing-the-lit-ui-in-notebooks"]], "Using LIT components outside of LIT": [[0, "using-lit-components-outside-of-lit"]], "Components and Features": [[1, "components-and-features"]], "Framework and Model Support": [[1, "framework-and-model-support"]], "HuggingFace Transformers": [[1, "huggingface-transformers"]], "TF1.x Estimator": [[1, "tf1-x-estimator"]], "Remote or hosted models": [[1, "remote-or-hosted-models"]], "Static predictions": [[1, "static-predictions"]], "Data loading": [[1, "data-loading"]], "Input and Output Types": [[1, "input-and-output-types"]], "Classification": [[1, "classification"]], "Regression / Scoring": [[1, "regression-scoring"]], "Multi-label classification": [[1, "multi-label-classification"]], "Seq2Seq / Generation": [[1, "seq2seq-generation"]], "Span Labeling and Structured Prediction": [[1, "span-labeling-and-structured-prediction"]], "Multiple input segments": [[1, "multiple-input-segments"]], "Tabular data": [[1, "tabular-data"]], "Images": [[1, "images"]], "Token-based Salience": [[1, "token-based-salience"]], "Gradient Norm": [[1, "gradient-norm"]], "Gradient-dot-Input": [[1, "gradient-dot-input"]], "Integrated Gradients": [[1, "integrated-gradients"]], "LIME": [[1, "lime"]], "Target Selection on Classification Output": [[1, "target-selection-on-classification-output"]], "Sequence Salience": [[1, "sequence-salience"]], "Salience Clustering": [[1, "salience-clustering"]], "Tabular Feature Attribution": [[1, "tabular-feature-attribution"]], "Pixel-based Salience": [[1, "pixel-based-salience"]], "Attention": [[1, "attention"], [10, "attention"]], "Embedding Projector": [[1, "embedding-projector"], [10, "embedding-projector"]], "Aggregate Analysis": [[1, "aggregate-analysis"]], "Confusion Matrix": [[1, "confusion-matrix"], [10, "confusion-matrix"]], "Scalar Plots": [[1, "scalar-plots"]], "Binary Classification Thresholds": [[1, "binary-classification-thresholds"]], "Partial Dependence Plots": [[1, "partial-dependence-plots"]], "Dive": [[1, "dive"]], "TCAV": [[1, "tcav"]], "Example": [[1, "example"]], "Statistical Significance": [[1, "statistical-significance"]], "Sorting by Cosine Similarity": [[1, "sorting-by-cosine-similarity"]], "Counterfactual Analysis": [[1, "counterfactual-analysis"]], "Manual Editing": [[1, "manual-editing"]], "Demos": [[2, "demos"]], "Classification ": [[2, "classification"]], "Sentiment and NLI ": [[2, "sentiment-and-nli"]], "Multilingual (XNLI) ": [[2, "multilingual-xnli"]], "Regression / Scoring ": [[2, "regression-scoring"]], "Textual Similarity (STS-B) ": [[2, "textual-similarity-sts-b"]], "Sequence-to-Sequence ": [[2, "sequence-to-sequence"]], "Gemma ": [[2, "gemma"]], "T5 ": [[2, "t5"]], "Language Modeling ": [[2, "language-modeling"]], "BERT and GPT-2 ": [[2, "bert-and-gpt-2"]], "Structured Prediction ": [[2, "structured-prediction"]], "Gender Bias in Coreference ": [[2, "gender-bias-in-coreference"]], "Multimodal ": [[2, "multimodal"]], "Tabular Data: Penguin Classification ": [[2, "tabular-data-penguin-classification"]], "Image Classification with MobileNet ": [[2, "image-classification-with-mobilenet"]], "Running LIT in a Docker container": [[3, "running-lit-in-a-docker-container"]], "Basic Usage": [[3, "basic-usage"]], "Integrating Custom LIT Instances with the Default Docker Image": [[3, "integrating-custom-lit-instances-with-the-default-docker-image"]], "Building Your Own Image": [[3, "building-your-own-image"]], "Frequently Asked Questions": [[4, "frequently-asked-questions"]], "Model and Data Types": [[4, "model-and-data-types"]], "Languages": [[4, "languages"]], "Scale": [[4, "scale"]], "Dataset Size": [[4, "dataset-size"]], "Large Models": [[4, "large-models"]], "Privacy and Security": [[4, "privacy-and-security"]], "I have proprietary data. Is LIT secure for my team to use?": [[4, "i-have-proprietary-data-is-lit-secure-for-my-team-to-use"]], "Workflow and Integrations": [[4, "workflow-and-integrations"]], "Sending examples from another tool": [[4, "sending-examples-from-another-tool"]], "Downloading or exporting data": [[4, "downloading-or-exporting-data"]], "Loading data from the UI": [[4, "loading-data-from-the-ui"]], "Using components outside the LIT UI": [[4, "using-components-outside-the-lit-ui"]], "Training models with LIT": [[4, "training-models-with-lit"]], "Frontend Developer Guide": [[5, "frontend-developer-guide"]], "High Level Overview": [[5, "high-level-overview"]], "Application Architecture": [[5, "application-architecture"]], "Bootstrapping": [[5, "bootstrapping"]], "Layout": [[5, "layout"]], "Initialization": [[5, "initialization"]], "Modules (LitModule)": [[5, "modules-litmodule"]], "Setup": [[5, "setup"]], "Functionality": [[5, "functionality"]], "Escape Hatches": [[5, "escape-hatches"]], "Stateful Child Elements": [[5, "stateful-child-elements"]], "Style Guide": [[5, "style-guide"]], "Development Tips (open-source)": [[5, "development-tips-open-source"]], "Custom Client / Modules": [[5, "custom-client-modules"]], "Getting Started with LIT": [[6, "getting-started-with-lit"]], "Installation": [[6, "installation"]], "Hosted demos": [[6, "hosted-demos"]], "LIT with your model ": [[6, "lit-with-your-model"]], "Using LIT in notebooks ": [[6, "using-lit-in-notebooks"]], "Stand-alone components ": [[6, "stand-alone-components"]], "Run an existing example ": [[6, "run-an-existing-example"]], "Glossary": [[7, "glossary"]], "Learning Interpretability Tool (LIT)": [[9, "learning-interpretability-tool-lit"]], "Research": [[9, "research"]], "UI Guide": [[10, "ui-guide"]], "General Layout": [[10, "general-layout"]], "Layout Options": [[10, "layout-options"]], "Datapoint Selections": [[10, "datapoint-selections"]], "Toolbars": [[10, "toolbars"]], "Top Bar": [[10, "top-bar"]], "Global Settings": [[10, "global-settings"]], "URL Sharing": [[10, "url-sharing"]], "Main Toolbar": [[10, "main-toolbar"]], "Status Bar": [[10, "status-bar"]], "Comparing Models": [[10, "comparing-models"]], "Comparing Datapoints": [[10, "comparing-datapoints"]], "Slices": [[10, "slices"]], "Module Details": [[10, "module-details"]], "Data Table": [[10, "data-table"]], "Datapoint Editor": [[10, "datapoint-editor"]], "Datapoint Generator": [[10, "datapoint-generator"]], "Metrics Table": [[10, "metrics-table"]], "Scalars": [[10, "scalars"]], "Model Output": [[10, "model-output"]], "Salience Maps": [[10, "salience-maps"]], "User Journeys": [[10, "user-journeys"]], "Sentiment Analysis": [[10, "sentiment-analysis"]], "Gender Bias in Coreference": [[10, "gender-bias-in-coreference"]], "Debugging Text Generation": [[10, "debugging-text-generation"]]}, "indexentries": {}}) \ No newline at end of file diff --git a/docs/tutorials/sequence-salience/index.html b/docs/tutorials/sequence-salience/index.html index 5c0c6cfc..9e76d614 100644 --- a/docs/tutorials/sequence-salience/index.html +++ b/docs/tutorials/sequence-salience/index.html @@ -112,10 +112,11 @@

Prompt Engineering with Sequence Salience

LIT supports additional LLMs, including Llama 2 and Mistral, via the HuggingFace Transformers and KerasNLP libraries.

This tutorial was adapted from and expands upon LIT's contributions to the -Responsible Generative AI Tookit and the related paper and -video submitted to the ACL 2024 Systems Demonstration track. -This is an active and ongoing research area for the LIT team, so expect changes -and further expansions to this tutorial over time.

+Responsible Generative AI Tookit and the related +paper and video submitted to the ACL 2024 +System Demonstrations track. This is an active and ongoing research area for +the LIT team, so expect changes and further expansions to this tutorial over +time.

Case Study 1: Debugging Few-Shot Prompts

Few-shot prompting was introduced with GPT-2: an ML developer provides examples of how to perform a task in a prompt, affixes user-provided content at From fbd88746263fec0f72f2f01bcc382e88e902ab50 Mon Sep 17 00:00:00 2001 From: Ramesh Sampath Date: Fri, 19 Apr 2024 04:39:34 -0700 Subject: [PATCH 04/50] Update keras import to fix build error. `from keras import ops` or `import keras` are valid, but `import keras.ops` is no longer valid since ops is not a module in keras namespace, but points to the public API. PiperOrigin-RevId: 626326912 --- lit_nlp/examples/models/instrumented_keras_lms.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/lit_nlp/examples/models/instrumented_keras_lms.py b/lit_nlp/examples/models/instrumented_keras_lms.py index 44236311..f9b4cbcd 100644 --- a/lit_nlp/examples/models/instrumented_keras_lms.py +++ b/lit_nlp/examples/models/instrumented_keras_lms.py @@ -6,8 +6,7 @@ from typing import Sequence from absl import logging -import keras.backend -import keras.ops +import keras from lit_nlp.api import model as lit_model from lit_nlp.api import types as lit_types from lit_nlp.lib import utils as lit_utils From 483082dcb0beb39795c0fc093fe93036bb6a274c Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Fri, 26 Apr 2024 13:12:40 -0700 Subject: [PATCH 05/50] LIT: Refactor DataService reactions. PiperOrigin-RevId: 628490534 --- lit_nlp/client/services/data_service.ts | 90 ++++++++++++++----------- 1 file changed, 50 insertions(+), 40 deletions(-) diff --git a/lit_nlp/client/services/data_service.ts b/lit_nlp/client/services/data_service.ts index 114fae3d..354702bf 100644 --- a/lit_nlp/client/services/data_service.ts +++ b/lit_nlp/client/services/data_service.ts @@ -95,40 +95,39 @@ export class DataService extends LitService { this.columnData.clear(); }); - // Run classification interpreter when the inputs or margins change. - const getClassificationInputs = () => - [this.appState.currentInputData, this.appState.currentModels, - this.classificationService.allMarginSettings]; - reaction(getClassificationInputs, () => { - if (this.appState.currentInputData == null || - this.appState.currentInputData.length === 0 || - this.appState.currentModels.length === 0 || - !this.settingsService.isValidCurrentDataAndModels) { - return; - } - for (const model of this.appState.currentModels) { - this.runClassification(model, this.appState.currentInputData); - } - }, {fireImmediately: true}); - - // Run other prediction interpreters when necessary. - const getPredictionInputs = - () => [this.appState.currentInputData, this.appState.currentModels]; - reaction(getPredictionInputs, () => { - if (this.appState.currentInputData == null || - this.appState.currentInputData.length === 0 || - this.appState.currentModels.length === 0 || - !this.settingsService.isDatasetValidForModels( - this.appState.currentDataset, this.appState.currentModels)) { - return; - } - for (const model of this.appState.currentModels) { - this.runGeneratedTextPreds(model, this.appState.currentInputData); - this.runRegression(model, this.appState.currentInputData); - this.runScalarPreds(model, this.appState.currentInputData); - this.runMultiLabelPreds(model, this.appState.currentInputData); - } - }, {fireImmediately: true}); + // Fetch predicitons when the current dataset or model changes. + reaction( + () => [ + this.appState.currentInputData, this.appState.currentModels + ] as const, + ([currentInputData, currentModels]) => { + if (!currentInputData?.length || + !currentModels.length || + !this.settingsService.isValidCurrentDataAndModels) { + return; + } + for (const model of currentModels) { + this.runClassification(model, currentInputData); + this.runGeneratedTextPreds(model, currentInputData); + this.runMultiLabelPreds(model, currentInputData); + this.runRegression(model, currentInputData); + this.runScalarPreds(model, currentInputData); + } + }, + {fireImmediately: true} + ); + + // Additonally, run the classification interpreter when the margins change. + reaction( + () => this.classificationService.allMarginSettings, + () => { + if (!this.settingsService.isValidCurrentDataAndModels) {return;} + for (const model of this.appState.currentModels) { + this.runClassification(model, this.appState.currentInputData); + } + }, + {fireImmediately: true} + ); this.appState.addNewDatapointsCallback(async (newDatapoints) => this.setValuesForNewDatapoints(newDatapoints)); @@ -403,9 +402,14 @@ export class DataService extends LitService { */ @action addColumn( - columnVals: ColumnData, key: string, name: string, dataType: LitType, - source: Source, getValueFn: ValueFn = () => null, - colorRange?: ColorRange) { + columnVals: ColumnData, + key: string, + name: string, + dataType: LitType, + source: Source, + getValueFn: ValueFn = () => null, + colorRange?: ColorRange + ) { if (!this.columnHeaders.has(name)) { this.columnHeaders.set( name, {dataType, source, name, key, getValueFn, colorRange}); @@ -426,9 +430,15 @@ export class DataService extends LitService { */ @action addColumnFromList( - values: ValueType[], data: IndexedInput[], key: string, name: string, - dataType: LitType, source: Source, getValueFn: ValueFn = () => null, - colorRange?: ColorRange) { + values: ValueType[], + data: IndexedInput[], + key: string, + name: string, + dataType: LitType, + source: Source, + getValueFn: ValueFn = () => null, + colorRange?: ColorRange + ) { if (values.length !== data.length) { throw new Error(`Attempted to add data column ${ name} with incorrect number of values.`); From a5265a4feeb701b878986f79665d5fdf9ddc244c Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Fri, 26 Apr 2024 13:27:39 -0700 Subject: [PATCH 06/50] LIT: Add warm_start option to LitWidget PiperOrigin-RevId: 628494490 --- lit_nlp/notebook.py | 24 ++++++++++++++---------- 1 file changed, 14 insertions(+), 10 deletions(-) diff --git a/lit_nlp/notebook.py b/lit_nlp/notebook.py index e3996529..aae2eb9a 100644 --- a/lit_nlp/notebook.py +++ b/lit_nlp/notebook.py @@ -95,13 +95,16 @@ def _encode(v): class LitWidget(object): """Class for using LIT inside notebooks.""" - def __init__(self, - *args, - height=1000, - render=False, - proxy_url=None, - layouts: Optional[layout.LitComponentLayouts] = None, - **kw): + def __init__( + self, + *args, + height=1000, + render=False, + proxy_url=None, + layouts: Optional[layout.LitComponentLayouts] = None, + warm_start: bool = False, + **kw, + ): """Start LIT server and optionally render the UI immediately. Args: @@ -111,15 +114,16 @@ def __init__(self, to False. proxy_url: Optional proxy URL, if using in a notebook with a server proxy. Defaults to None. - layouts: Optional custom UI layouts. TODO(lit-dev): support simple module - lists here as well. + layouts: Optional custom UI layouts. + warm_start: If true, run predictions for every model on every compatible + dataset before returning a renderable widget. **kw: Keyword arguments for the LitApp. """ app_flags = dict(server_config.get_flags()) app_flags['server_type'] = 'notebook' app_flags['host'] = 'localhost' app_flags['port'] = None - app_flags['warm_start'] = 1 + app_flags['warm_start'] = 1 if warm_start else 0 app_flags['warm_start_progress_indicator'] = progress_indicator app_flags['sync_state'] = True From 4fb3bde897c68fdeb3bd829f6e5a88223bc131a4 Mon Sep 17 00:00:00 2001 From: Ian Tenney Date: Tue, 30 Apr 2024 17:09:01 -0700 Subject: [PATCH 07/50] Pretty-printing of Model objects PiperOrigin-RevId: 629571604 --- lit_nlp/api/model.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/lit_nlp/api/model.py b/lit_nlp/api/model.py index ce034a20..49a68649 100644 --- a/lit_nlp/api/model.py +++ b/lit_nlp/api/model.py @@ -89,6 +89,18 @@ def description(self) -> str: """ return inspect.getdoc(self) or '' + def __str__(self) -> str: + classname = self.__class__.__module__ + '.' + self.__class__.__qualname__ + indented_description = ' ' + self.description().replace('\n', '\n ') + return f'{classname}(...):\n{indented_description}' + + def _repr_pretty_(self, p, cycle): + """Pretty-printing for IPython environments, both notebooks and repl.""" + if not cycle: + p.text(str(self)) + else: + p.text('...') + @classmethod def init_spec(cls) -> Optional[Spec]: """Attempts to infer a Spec describing a Model's constructor parameters. From 675ca2de21b68dc62e4909c80a2cd57d8ee8b601 Mon Sep 17 00:00:00 2001 From: Bin Du Date: Fri, 10 May 2024 14:56:23 -0700 Subject: [PATCH 08/50] Add the helper function in Keras setup to clean up special tokens in GTP2 and SentencePiece tokenizer. PiperOrigin-RevId: 632611251 --- .../examples/models/instrumented_keras_lms.py | 33 +++++++++++++++---- 1 file changed, 26 insertions(+), 7 deletions(-) diff --git a/lit_nlp/examples/models/instrumented_keras_lms.py b/lit_nlp/examples/models/instrumented_keras_lms.py index f9b4cbcd..b3bdb41c 100644 --- a/lit_nlp/examples/models/instrumented_keras_lms.py +++ b/lit_nlp/examples/models/instrumented_keras_lms.py @@ -10,7 +10,6 @@ from lit_nlp.api import model as lit_model from lit_nlp.api import types as lit_types from lit_nlp.lib import utils as lit_utils -import numpy as np # pylint: disable=g-import-not-at-top @@ -87,10 +86,6 @@ def __init__( self.max_length = max_length self.dynamic_sequence_length = dynamic_sequence_length - self.ids_to_tokens = np.vectorize( - self.model.preprocessor.tokenizer.id_to_token - ) - # map ids: [batch_size, num_tokens] # to embs: [batch_size, num_tokens, emb_dim] self.embedder = self.model.backbone.token_embedding @@ -141,6 +136,30 @@ def encode_inputs(self, texts: Sequence[str]): # Actually trim the input tensors. return {k: v[:, :longest_sequence] for k, v in encoded_inputs.items()} + def clean_subword_token(self, tok: str) -> str: + """Clean up special subword token from the tokenizers if necessary. + + Args: + tok: the token to clean up. + Returns: + The replaced token if the provided token matches the special subword token + below; otherwise, the original token is returned. + """ + # For GPT2 tokenizer. + tok = tok.replace("Ċ", "\n") # newlines + tok = tok.replace("Ġ", "▁") # start of word -> magic underscore + # For SentencePiece Tokenizer. + tok = tok.replace("<0x0A>", "\n") # newlines + return tok + + def ids_to_clean_tokens(self, ids: Sequence[int]) -> Sequence[str]: + return [ + self.clean_subword_token( + self.model.preprocessor.tokenizer.id_to_token(id) + ) + for id in ids + ] + @classmethod def from_loaded(cls, existing: "_KerasBaseModel", *args, **kw): """Share weights and underlying Keras model with another instance.""" @@ -419,7 +438,7 @@ def _postprocess(self, preds): """Post-process single-example preds. Operates on numpy arrays.""" mask = preds.pop("padding_mask").astype(bool) ids = preds.pop("input_ids")[mask] - preds[FieldNames.TOKENS] = self.ids_to_tokens(ids) + preds[FieldNames.TOKENS] = self.ids_to_clean_tokens(ids) for key in lit_utils.find_spec_keys( self.output_spec(), lit_types.TokenScores ): @@ -479,7 +498,7 @@ def _postprocess(self, preds): # rather than acting as a boolean mask. mask = preds.pop("padding_mask").astype(bool) ids = preds.pop("token_ids")[mask] - preds[FieldNames.TOKENS] = self.ids_to_tokens(ids) + preds[FieldNames.TOKENS] = self.ids_to_clean_tokens(ids) return preds def predict_minibatch(self, inputs): From b16059fbd0320d411298009c0226489e1f548a69 Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Wed, 22 May 2024 13:35:37 -0700 Subject: [PATCH 09/50] Rename lm_salience_module to sequence_salience_module PiperOrigin-RevId: 636277468 --- lit_nlp/api/layout.py | 22 +++++++------- ...odule.css => sequence_salience_module.css} | 0 ..._module.ts => sequence_salience_module.ts} | 30 +++++++++---------- lit_nlp/examples/lm_salience_demo.py | 21 ++++++++----- requirements_core.txt | 2 +- 5 files changed, 41 insertions(+), 34 deletions(-) rename lit_nlp/client/modules/{lm_salience_module.css => sequence_salience_module.css} (100%) rename lit_nlp/client/modules/{lm_salience_module.ts => sequence_salience_module.ts} (97%) diff --git a/lit_nlp/api/layout.py b/lit_nlp/api/layout.py index 55e41e6d..be67215e 100644 --- a/lit_nlp/api/layout.py +++ b/lit_nlp/api/layout.py @@ -29,19 +29,15 @@ class LitModuleName(dtypes.EnumSerializableAsValues, enum.Enum): Entries should map the TypeScript class name to the HTML element name, as declared in HTMLElementTagNameMap in the .ts file defining each LitModule. """ - AnnotatedTextModule = 'annotated-text-module' + # keep-sorted start AnnotatedTextGoldModule = 'annotated-text-gold-module' + AnnotatedTextModule = 'annotated-text-module' AttentionModule = 'attention-module' ClassificationModule = 'classification-module' ConfusionMatrixModule = 'confusion-matrix-module' CurvesModule = 'curves-module' DataTableModule = 'data-table-module' - SimpleDataTableModule = 'simple-data-table-module' DatapointEditorModule = 'datapoint-editor-module' - # Non-replicating version of Datapoint Editor - SingleDatapointEditorModule = 'single-datapoint-editor-module' - # Simplified, non-replicating version of Datapoint Editor - SimpleDatapointEditorModule = 'simple-datapoint-editor-module' DiveModule = 'dive-module' DocumentationModule = 'documentation-module' EmbeddingsModule = 'embeddings-module' @@ -50,7 +46,7 @@ class LitModuleName(dtypes.EnumSerializableAsValues, enum.Enum): GeneratedTextModule = 'generated-text-module' GeneratorModule = 'generator-module' LanguageModelPredictionModule = 'lm-prediction-module' - LMSalienceModule = 'lm-salience-module' + LegacySequenceSalienceModule = 'legacy-sequence-salience-module' MetricsModule = 'metrics-module' MultilabelModule = 'multilabel-module' PdpModule = 'pdp-module' @@ -58,14 +54,20 @@ class LitModuleName(dtypes.EnumSerializableAsValues, enum.Enum): SalienceClusteringModule = 'salience-clustering-module' SalienceMapModule = 'salience-map-module' ScalarModule = 'scalar-module' - LegacySequenceSalienceModule = 'legacy-sequence-salience-module' + SequenceSalienceModule = 'sequence-salience-module' + SimpleDataTableModule = 'simple-data-table-module' + # Simplified, non-replicating version of Datapoint Editor + SimpleDatapointEditorModule = 'simple-datapoint-editor-module' + # Non-replicating version of Datapoint Editor + SingleDatapointEditorModule = 'single-datapoint-editor-module' SpanGraphGoldModule = 'span-graph-gold-module' - SpanGraphModule = 'span-graph-module' SpanGraphGoldModuleVertical = 'span-graph-gold-module-vertical' + SpanGraphModule = 'span-graph-module' SpanGraphModuleVertical = 'span-graph-module-vertical' TCAVModule = 'tcav-module' - TrainingDataAttributionModule = 'tda-module' ThresholderModule = 'thresholder-module' + TrainingDataAttributionModule = 'tda-module' + # keep-sorted end def __call__(self, **kw): return ModuleConfig(self.value, **kw) diff --git a/lit_nlp/client/modules/lm_salience_module.css b/lit_nlp/client/modules/sequence_salience_module.css similarity index 100% rename from lit_nlp/client/modules/lm_salience_module.css rename to lit_nlp/client/modules/sequence_salience_module.css diff --git a/lit_nlp/client/modules/lm_salience_module.ts b/lit_nlp/client/modules/sequence_salience_module.ts similarity index 97% rename from lit_nlp/client/modules/lm_salience_module.ts rename to lit_nlp/client/modules/sequence_salience_module.ts index 40f9a8e6..68f38450 100644 --- a/lit_nlp/client/modules/lm_salience_module.ts +++ b/lit_nlp/client/modules/sequence_salience_module.ts @@ -1,5 +1,5 @@ /** - * @fileoverview Custom viz module for causal LM salience. + * @fileoverview Custom viz module for sequence salience with causal LMs. */ import '@material/mwc-icon'; @@ -26,7 +26,7 @@ import {cleanSpmText, groupTokensByRegexPrefix, groupTokensByRegexSeparator} fro import {type IndexedInput, type Preds, SCROLL_SYNC_CSS_CLASS, type Spec} from '../lib/types'; import {cumSumArray, filterToKeys, findSpecKeys, groupAlike, makeModifiedInput, sumArray} from '../lib/utils'; -import {styles} from './lm_salience_module.css'; +import {styles} from './sequence_salience_module.css'; /** * Max of absolute value @@ -133,10 +133,10 @@ export class SingleExampleSingleModelModule extends LitModule { } /** - * Custom styled version of for rendering LM salience tokens. + * Custom styles for to render sequence salience tokens. */ -@customElement('lm-salience-chips') -class LMSalienceChips extends TextChips { +@customElement('sequence-salience-chips') +class SequenceSalienceChips extends TextChips { @property({type: Boolean}) underline = false; override holderClass() { @@ -205,8 +205,8 @@ const CMAP_DEFAULT_RANGE = 0.4; const DEFAULT_CUSTOM_SEGMENTATION_REGEX = '\\n+'; /** LIT module for model output. */ -@customElement('lm-salience-module') -export class LMSalienceModule extends SingleExampleSingleModelModule { +@customElement('sequence-salience-module') +export class SequenceSalienceModule extends SingleExampleSingleModelModule { static override title = 'Sequence Salience'; static override numCols = 6; // 60% of screen width if DataTable on left static override duplicateAsRow = true; @@ -215,9 +215,9 @@ export class LMSalienceModule extends SingleExampleSingleModelModule { model: string, selectionServiceIndex: number, shouldReact: number, - ) => html` html` - `; + `; static override get styles() { return [sharedStyles, styles]; @@ -561,7 +561,7 @@ export class LMSalienceModule extends SingleExampleSingleModelModule { }); // If selected example OR selected target string change. - // NOTE: you may see a console warning: "Element lm-salience-module + // NOTE: you may see a console warning: "Element sequence-salience-module // scheduled an update (generally because a property was set) after an // update completed, causing a new update to be scheduled." // This is okay here: this.modifiedData will be updated after @@ -994,12 +994,12 @@ export class LMSalienceModule extends SingleExampleSingleModelModule { // prettier-ignore return html`

- - +
`; } @@ -1081,7 +1081,7 @@ export class LMSalienceModule extends SingleExampleSingleModelModule { declare global { interface HTMLElementTagNameMap { - 'lm-salience-chips': LMSalienceChips; - 'lm-salience-module': LMSalienceModule; + 'sequence-salience-chips': SequenceSalienceChips; + 'sequence-salience-module': SequenceSalienceModule; } -} \ No newline at end of file +} diff --git a/lit_nlp/examples/lm_salience_demo.py b/lit_nlp/examples/lm_salience_demo.py index 510d90e7..37a68d1f 100644 --- a/lit_nlp/examples/lm_salience_demo.py +++ b/lit_nlp/examples/lm_salience_demo.py @@ -54,7 +54,10 @@ from lit_nlp import server_flags from lit_nlp.api import layout from lit_nlp.examples.datasets import lm as lm_data -from lit_nlp.lib import file_cache + +# TODO(b/333698148): file_cache doesn't work well with certain HF and KerasNLP +# preset names. Disabling until resolved. +# from lit_nlp.lib import file_cache # NOTE: additional flags defined in server_flags.py @@ -132,7 +135,7 @@ "Editor": [modules.SingleDatapointEditorModule], }, upper={ # if 'lower' not specified, this fills the right side - "Salience": [modules.LMSalienceModule], + "Salience": [modules.SequenceSalienceModule], }, layoutSettings=layout.LayoutSettings(leftWidth=40), description="Left/right layout for language model salience.", @@ -143,7 +146,7 @@ "Editor": [modules.SimpleDatapointEditorModule], }, lower={ - "Salience": [modules.LMSalienceModule], + "Salience": [modules.SequenceSalienceModule], }, layoutSettings=layout.LayoutSettings( hideToolbar=True, @@ -162,7 +165,7 @@ "Datapoint Generators": [modules.GeneratorModule], }, lower={ - "Salience": [modules.LMSalienceModule], + "Salience": [modules.SequenceSalienceModule], "Metrics": [modules.MetricsModule], }, layoutSettings=layout.LayoutSettings( @@ -279,10 +282,12 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: model_name, path = model_string.split(":", 1) logging.info("Loading model '%s' from '%s'", model_name, path) - path = file_cache.cached_path( - path, - extract_compressed_file=path.endswith(".tar.gz"), - ) + # TODO(b/333698148): file_cache doesn't work well with certain HF and + # KerasNLP preset names. Disabling until resolved. + # path = file_cache.cached_path( + # path, + # extract_compressed_file=path.endswith(".tar.gz"), + # ) if _DL_FRAMEWORK.value == "kerasnlp": # pylint: disable=g-import-not-at-top diff --git a/requirements_core.txt b/requirements_core.txt index 2ceb6ed4..bacdd68a 100644 --- a/requirements_core.txt +++ b/requirements_core.txt @@ -21,7 +21,7 @@ filelock>=3.12.3 google-cloud-translate>=3.11.1 ipython>=7.34.0 Levenshtein>=0.21.1 -matplotlib>=3.7.1 +matplotlib>=3.6.0,<3.9.0 ml-collections>=0.1.1 numpy>=1.24.1 pandas>=2.0.3 From b3c120b22138fb03a712f11778197cf4966d0c3a Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Fri, 24 May 2024 13:28:10 -0700 Subject: [PATCH 10/50] LIT: Relax min Python version to 3.9 PiperOrigin-RevId: 637017601 --- .github/workflows/ci.yml | 2 +- lit_nlp/api/dataset_test.py | 1 - lit_nlp/components/ablation_flip.py | 2 +- lit_nlp/components/backtranslator.py | 2 +- lit_nlp/components/classification_results_test.py | 5 ----- lit_nlp/components/shap_explainer.py | 5 ++--- lit_nlp/components/tcav.py | 2 +- lit_nlp/lib/caching.py | 2 +- lit_nlp/lib/utils.py | 2 +- lit_nlp/lib/utils_test.py | 2 +- pyproject.toml | 4 ++-- requirements_core.txt | 2 +- 12 files changed, 12 insertions(+), 19 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 236359e5..270b0666 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -33,7 +33,7 @@ jobs: strategy: matrix: node-version: [18] - python-version: ["3.10", "3.11"] + python-version: ["3.9", "3.10", "3.11"] defaults: run: shell: bash -l {0} diff --git a/lit_nlp/api/dataset_test.py b/lit_nlp/api/dataset_test.py index 7463e28e..ab77f323 100644 --- a/lit_nlp/api/dataset_test.py +++ b/lit_nlp/api/dataset_test.py @@ -179,7 +179,6 @@ def test_init_from_examples_without_ids(self): examples=examples ) - # TODO(b/266681945): Enabled zip(..., strict=true) once updated to Py3.10 for indexed_example, example, original in zip( dataset.indexed_examples, dataset.examples, examples ): diff --git a/lit_nlp/components/ablation_flip.py b/lit_nlp/components/ablation_flip.py index f6d41e11..b83be51b 100644 --- a/lit_nlp/components/ablation_flip.py +++ b/lit_nlp/components/ablation_flip.py @@ -209,7 +209,7 @@ def _generate_leave_one_out_ablation_score( self._create_cf(example, input_spec, [(field, idx)]) for idx in idxs ]) - for idx, cf_output in zip(idxs, cf_outputs, strict=True): + for idx, cf_output in zip(idxs, cf_outputs): loo_score = cf_utils.prediction_difference( cf_output, orig_output, output_spec, pred_key ) diff --git a/lit_nlp/components/backtranslator.py b/lit_nlp/components/backtranslator.py index 4da15647..96d8d97c 100644 --- a/lit_nlp/components/backtranslator.py +++ b/lit_nlp/components/backtranslator.py @@ -94,7 +94,7 @@ def generate_all(self, # Generate by substituting in each field. # TODO(lit-team): substitute on a combination of fields? for field_name, candidates in candidates_by_field.items(): - for i, (inp, cands) in enumerate(zip(inputs, candidates, strict=True)): + for i, (inp, cands) in enumerate(zip(inputs, candidates)): for cand in cands: all_outputs[i].append(utils.make_modified_input( inp, {field_name: cand}, 'Backtranslator' diff --git a/lit_nlp/components/classification_results_test.py b/lit_nlp/components/classification_results_test.py index 64514115..27cdd985 100644 --- a/lit_nlp/components/classification_results_test.py +++ b/lit_nlp/components/classification_results_test.py @@ -53,7 +53,6 @@ def test_no_label(self): {'probas': dtypes.ClassificationResult([0.2, 0.8], '1', None)}, ] self.assertListEqual(['probas'], list(results[0].keys())) - # TODO(b/266681945): Add strict=True to ensure equal lengths for result, expected in zip(results, expected_results): np.testing.assert_array_equal( expected['probas'].scores, result['probas'].scores @@ -77,7 +76,6 @@ def test_no_margins(self): {'probas': dtypes.ClassificationResult([0.2, 0.8], '1', False)}, ] self.assertListEqual(['probas'], list(results[0].keys())) - # TODO(b/266681945): Add strict=True to ensure equal lengths for result, expected in zip(results, expected_results): np.testing.assert_array_equal( expected['probas'].scores, result['probas'].scores @@ -105,7 +103,6 @@ def test_single_margin(self): {'probas': dtypes.ClassificationResult([0.2, 0.8], '0', True)}, ] self.assertListEqual(['probas'], list(results[0].keys())) - # TODO(b/266681945): Add strict=True to ensure equal lengths for result, expected in zip(results, expected_results): np.testing.assert_array_equal( expected['probas'].scores, result['probas'].scores @@ -145,7 +142,6 @@ def test_faceted_margins_text(self): {'probas': dtypes.ClassificationResult([0.2, 0.8], '1', False)}, ] self.assertListEqual(['probas'], list(results[0].keys())) - # TODO(b/266681945): Add strict=True to ensure equal lengths for result, expected in zip(results, expected_results): np.testing.assert_array_equal( expected['probas'].scores, result['probas'].scores @@ -188,7 +184,6 @@ def test_faceted_margins_num(self): {'probas': dtypes.ClassificationResult([0.2, 0.8], '1', False)}, ] self.assertListEqual(['probas'], list(results[0].keys())) - # TODO(b/266681945): Add strict=True to ensure equal lengths for result, expected in zip(results, expected_results): np.testing.assert_array_equal( expected['probas'].scores, result['probas'].scores diff --git a/lit_nlp/components/shap_explainer.py b/lit_nlp/components/shap_explainer.py index 4df68535..f4434fe4 100644 --- a/lit_nlp/components/shap_explainer.py +++ b/lit_nlp/components/shap_explainer.py @@ -163,8 +163,7 @@ def run( def prediction_fn(examples): dict_examples: list[JsonDict] = [ - dict(zip(input_feats, feature_values, strict=True)) - for feature_values in examples + dict(zip(input_feats, feature_values)) for feature_values in examples ] preds: list[Union[int, float]] = [] @@ -189,7 +188,7 @@ def prediction_fn(examples): explainer = shap.KernelExplainer(prediction_fn, background) shap_values_by_example = explainer.shap_values(inputs_to_use) salience = [ - dict(zip(input_feats, example_shap_values, strict=True)) + dict(zip(input_feats, example_shap_values)) for example_shap_values in shap_values_by_example ] return [{'saliency': dtypes.FeatureSalience(s)} for s in salience] diff --git a/lit_nlp/components/tcav.py b/lit_nlp/components/tcav.py index 32b7a189..dacab22b 100644 --- a/lit_nlp/components/tcav.py +++ b/lit_nlp/components/tcav.py @@ -142,7 +142,7 @@ def get_predictions( t for t in target_fields if getattr(output_spec[t], 'parent') ] modified_inputs = [] - for ex, preds in zip(inputs, predictions, strict=True): + for ex, preds in zip(inputs, predictions): overrides = {} for field in valid_target_fields: label_idx = np.argmax(preds[field]) diff --git a/lit_nlp/lib/caching.py b/lit_nlp/lib/caching.py index ab42885f..169dfd6d 100644 --- a/lit_nlp/lib/caching.py +++ b/lit_nlp/lib/caching.py @@ -269,7 +269,7 @@ def fit_transform(self, inputs: Iterable[JsonDict]): ) outputs = list(wrapped.fit_transform(inputs_as_list)) with self._cache.lock: - for cache_key, output in zip(cache_keys, outputs, strict=True): + for cache_key, output in zip(cache_keys, outputs): self._cache.put(output, cache_key) return outputs diff --git a/lit_nlp/lib/utils.py b/lit_nlp/lib/utils.py index 4351465d..6f5ff7b1 100644 --- a/lit_nlp/lib/utils.py +++ b/lit_nlp/lib/utils.py @@ -203,7 +203,7 @@ def pad1d( min_len: int, pad_val: T, pad_left: bool = False, - max_len: int | None = None, + max_len: Optional[int] = None, ) -> list[T]: """Pad a list to the target length.""" if pad_left: diff --git a/lit_nlp/lib/utils_test.py b/lit_nlp/lib/utils_test.py index 5646181f..52b3011d 100644 --- a/lit_nlp/lib/utils_test.py +++ b/lit_nlp/lib/utils_test.py @@ -293,7 +293,7 @@ def test_pad1d( pad_val: T, expected: list[T], pad_left: bool = False, - max_len: int | None = None, + max_len: Optional[int] = None, ): self.assertEqual( utils.pad1d( diff --git a/pyproject.toml b/pyproject.toml index 5bed29b2..b93fe7c5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -11,13 +11,13 @@ authors = [ description = "🔥LIT: The Learning Interpretability Tool" readme = "README.md" license = { file = "LICENSE" } -requires-python = ">=3.10" +requires-python = ">=3.9" # LINT.IfChange dependencies = [ "absl-py>=1.4.0", "annoy>=1.17.3", "attrs>=22.1.0", - "etils[epath]>=1.7.0", + "etils[epath]>=1.5.0", "filelock>=3.12.3", "google-cloud-translate>=3.11.1", "ipython>=7.34.0", diff --git a/requirements_core.txt b/requirements_core.txt index bacdd68a..8863d139 100644 --- a/requirements_core.txt +++ b/requirements_core.txt @@ -16,7 +16,7 @@ absl-py>=1.4.0 annoy>=1.17.3 attrs>=22.1.0 -etils[epath]>=1.7.0 +etils[epath]>=1.5.0 filelock>=3.12.3 google-cloud-translate>=3.11.1 ipython>=7.34.0 From 5188c8c835328efcc9dff5a0a4cf4cd79fabe099 Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Wed, 29 May 2024 11:21:19 -0700 Subject: [PATCH 11/50] Relaxing SHAP version. PiperOrigin-RevId: 638351905 --- pyproject.toml | 2 +- requirements_core.txt | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index b93fe7c5..97e19939 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,7 +34,7 @@ dependencies = [ "saliency>=0.1.3", "scikit-learn>=1.0.2", "scipy>=1.10.1", - "shap==0.42.0", + "shap>=0.42.0,<0.46.0", "six>=1.16.0", "termcolor>=2.3.0", "tqdm>=4.64.0", diff --git a/requirements_core.txt b/requirements_core.txt index 8863d139..c1bb2434 100644 --- a/requirements_core.txt +++ b/requirements_core.txt @@ -33,7 +33,7 @@ sacrebleu>=2.3.1 saliency>=0.1.3 scikit-learn>=1.0.2 scipy>=1.10.1 -shap==0.42.0 +shap>=0.42.0,<0.46.0 six>=1.16.0 termcolor>=2.3.0 tqdm>=4.64.0 From 15eccb1197366c925a5beff310fb5d7d369bde0c Mon Sep 17 00:00:00 2001 From: Ian Tenney Date: Thu, 30 May 2024 09:43:37 -0700 Subject: [PATCH 12/50] Simplify file_cache logic and re-enable for sequence salience demo. PiperOrigin-RevId: 638684231 --- lit_nlp/examples/lm_salience_demo.py | 19 +++++++++---------- lit_nlp/lib/file_cache.py | 1 + 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/lit_nlp/examples/lm_salience_demo.py b/lit_nlp/examples/lm_salience_demo.py index 37a68d1f..fb555bec 100644 --- a/lit_nlp/examples/lm_salience_demo.py +++ b/lit_nlp/examples/lm_salience_demo.py @@ -54,10 +54,7 @@ from lit_nlp import server_flags from lit_nlp.api import layout from lit_nlp.examples.datasets import lm as lm_data - -# TODO(b/333698148): file_cache doesn't work well with certain HF and KerasNLP -# preset names. Disabling until resolved. -# from lit_nlp.lib import file_cache +from lit_nlp.lib import file_cache # NOTE: additional flags defined in server_flags.py @@ -282,12 +279,14 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: model_name, path = model_string.split(":", 1) logging.info("Loading model '%s' from '%s'", model_name, path) - # TODO(b/333698148): file_cache doesn't work well with certain HF and - # KerasNLP preset names. Disabling until resolved. - # path = file_cache.cached_path( - # path, - # extract_compressed_file=path.endswith(".tar.gz"), - # ) + # Limit scope of caching to archive files and remote paths, as some preset + # names like "google/gemma-1.1-7b-it" look like file paths but should not + # be handled as such. + if path.endswith(".tar.gz") or file_cache.is_remote(path): + path = file_cache.cached_path( + path, + extract_compressed_file=path.endswith(".tar.gz"), + ) if _DL_FRAMEWORK.value == "kerasnlp": # pylint: disable=g-import-not-at-top diff --git a/lit_nlp/lib/file_cache.py b/lit_nlp/lib/file_cache.py index a8417ce0..88ab3934 100644 --- a/lit_nlp/lib/file_cache.py +++ b/lit_nlp/lib/file_cache.py @@ -217,6 +217,7 @@ def filename_fom_url(url: str, etag: Optional[str] = None) -> str: def is_remote(url_of_filepath: str) -> bool: + """Check if a path represents a remote URL or non-local file.""" parsed = urllib_parse.urlparse(url_of_filepath) return parsed.scheme in ('http', 'https') From f4c099082f0e89986aad162cc3cd0ac9bc2214c7 Mon Sep 17 00:00:00 2001 From: Googler Date: Mon, 3 Jun 2024 12:29:54 -0700 Subject: [PATCH 13/50] No public description PiperOrigin-RevId: 639874888 --- lit_nlp/examples/blank_slate_demo.py | 4 ++-- .../examples/{datasets/penguin_data.py => penguin/data.py} | 0 lit_nlp/examples/{penguin_demo.py => penguin/demo.py} | 6 +++--- .../examples/{models/penguin_model.py => penguin/model.py} | 2 +- .../penguin_model_int_test.py => penguin/model_int_test.py} | 2 +- website/sphinx_src/components.md | 2 +- website/sphinx_src/demos.md | 2 +- 7 files changed, 9 insertions(+), 9 deletions(-) rename lit_nlp/examples/{datasets/penguin_data.py => penguin/data.py} (100%) rename lit_nlp/examples/{penguin_demo.py => penguin/demo.py} (93%) rename lit_nlp/examples/{models/penguin_model.py => penguin/model.py} (97%) rename lit_nlp/examples/{models/penguin_model_int_test.py => penguin/model_int_test.py} (93%) diff --git a/lit_nlp/examples/blank_slate_demo.py b/lit_nlp/examples/blank_slate_demo.py index b64db1c0..9d235dcb 100644 --- a/lit_nlp/examples/blank_slate_demo.py +++ b/lit_nlp/examples/blank_slate_demo.py @@ -35,13 +35,13 @@ from lit_nlp.examples.datasets import imagenette from lit_nlp.examples.datasets import lm from lit_nlp.examples.datasets import mt -from lit_nlp.examples.datasets import penguin_data from lit_nlp.examples.datasets import summarization from lit_nlp.examples.models import glue_models from lit_nlp.examples.models import mobilenet -from lit_nlp.examples.models import penguin_model from lit_nlp.examples.models import pretrained_lms from lit_nlp.examples.models import t5 +from lit_nlp.examples.penguin import data as penguin_data +from lit_nlp.examples.penguin import model as penguin_model # NOTE: additional flags defined in server_flags.py diff --git a/lit_nlp/examples/datasets/penguin_data.py b/lit_nlp/examples/penguin/data.py similarity index 100% rename from lit_nlp/examples/datasets/penguin_data.py rename to lit_nlp/examples/penguin/data.py diff --git a/lit_nlp/examples/penguin_demo.py b/lit_nlp/examples/penguin/demo.py similarity index 93% rename from lit_nlp/examples/penguin_demo.py rename to lit_nlp/examples/penguin/demo.py index 79cc077c..c48fd538 100644 --- a/lit_nlp/examples/penguin_demo.py +++ b/lit_nlp/examples/penguin/demo.py @@ -1,7 +1,7 @@ """🐧 LIT demo for tabular data using penguin classification. To run: - python -m lit_nlp.examples.penguin_demo --port=5432 + blaze run -c opt --config=cuda examples/penguin:demo -- --port=5432 Then navigate to localhost:5432 to access the demo UI. """ @@ -17,8 +17,8 @@ from lit_nlp import server_flags from lit_nlp.api import layout from lit_nlp.components import minimal_targeted_counterfactuals -from lit_nlp.examples.datasets import penguin_data -from lit_nlp.examples.models import penguin_model +from lit_nlp.examples.penguin import data as penguin_data +from lit_nlp.examples.penguin import model as penguin_model MODEL_PATH = 'https://storage.googleapis.com/what-if-tool-resources/lit-models/penguin.h5' # pylint: disable=line-too-long diff --git a/lit_nlp/examples/models/penguin_model.py b/lit_nlp/examples/penguin/model.py similarity index 97% rename from lit_nlp/examples/models/penguin_model.py rename to lit_nlp/examples/penguin/model.py index 783edc5f..6aec9c11 100644 --- a/lit_nlp/examples/models/penguin_model.py +++ b/lit_nlp/examples/penguin/model.py @@ -2,7 +2,7 @@ from lit_nlp.api import model as lit_model from lit_nlp.api import types as lit_types -from lit_nlp.examples.datasets import penguin_data +from lit_nlp.examples.penguin import data as penguin_data from lit_nlp.lib import file_cache import numpy as np import tensorflow as tf diff --git a/lit_nlp/examples/models/penguin_model_int_test.py b/lit_nlp/examples/penguin/model_int_test.py similarity index 93% rename from lit_nlp/examples/models/penguin_model_int_test.py rename to lit_nlp/examples/penguin/model_int_test.py index 7ebe86d7..c9dca404 100644 --- a/lit_nlp/examples/models/penguin_model_int_test.py +++ b/lit_nlp/examples/penguin/model_int_test.py @@ -1,7 +1,7 @@ """Integration tests for penguin_model.""" from absl.testing import absltest -from lit_nlp.examples.models import penguin_model +from lit_nlp.examples.penguin import model as penguin_model class PenguinModelIntTest(absltest.TestCase): diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index f2366d7c..19c4dde0 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -233,7 +233,7 @@ these cases, LIT validates model compatibility by checking that: (`SparseMultilabel`) field. For a demo using a penguin stats dataset/binary classification task, see -[examples/penguin_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py). +[examples/penguin/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py). ### Images diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index 306d3139..dfc77b50 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -159,7 +159,7 @@ https://pair-code.github.io/lit/tutorials/coref ### Tabular Data: Penguin Classification **Hosted instance:** https://pair-code.github.io/lit/demos/penguins.html \ -**Code:** [examples/penguin_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py) +**Code:** [examples/penguin/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py) * Binary classification on [penguin dataset](https://www.tensorflow.org/datasets/catalog/penguins). From 6aa2eb64eddb8ca154401bfd6a039762bc374d6d Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Tue, 4 Jun 2024 10:05:10 -0700 Subject: [PATCH 14/50] Remove the image demo, models, dataset, and other related documentation from the LIT examples. PiperOrigin-RevId: 640191591 --- lit_nlp/examples/blank_slate_demo.py | 15 - lit_nlp/examples/datasets/imagenette.py | 34 - lit_nlp/examples/datasets/open_images.py | 32 - lit_nlp/examples/image_demo.py | 100 - lit_nlp/examples/models/imagenet_labels.py | 2019 -------------------- lit_nlp/examples/models/mobilenet.py | 78 - lit_nlp/examples/models/mobilenet_test.py | 100 - website/sphinx_src/components.md | 11 +- website/sphinx_src/demos.md | 10 - website/sphinx_src/faq.md | 8 +- 10 files changed, 6 insertions(+), 2401 deletions(-) delete mode 100644 lit_nlp/examples/datasets/imagenette.py delete mode 100644 lit_nlp/examples/datasets/open_images.py delete mode 100644 lit_nlp/examples/image_demo.py delete mode 100644 lit_nlp/examples/models/imagenet_labels.py delete mode 100644 lit_nlp/examples/models/mobilenet.py delete mode 100644 lit_nlp/examples/models/mobilenet_test.py diff --git a/lit_nlp/examples/blank_slate_demo.py b/lit_nlp/examples/blank_slate_demo.py index 9d235dcb..6fbefd40 100644 --- a/lit_nlp/examples/blank_slate_demo.py +++ b/lit_nlp/examples/blank_slate_demo.py @@ -12,7 +12,6 @@ left-to-right language model, with the Stanford Sentiment Treebank dataset, the IMDB reviews dataset, Billion Word Benchmark (lm1b) dataset and the option to load sentences from a flat text file. -- MobileNet model, with the Imagenette TFDS dataset. To run: python -m lit_nlp.examples.blank_slate_demo --port=5432 @@ -32,12 +31,10 @@ from lit_nlp import server_flags from lit_nlp.examples.datasets import classification from lit_nlp.examples.datasets import glue -from lit_nlp.examples.datasets import imagenette from lit_nlp.examples.datasets import lm from lit_nlp.examples.datasets import mt from lit_nlp.examples.datasets import summarization from lit_nlp.examples.models import glue_models -from lit_nlp.examples.models import mobilenet from lit_nlp.examples.models import pretrained_lms from lit_nlp.examples.models import t5 from lit_nlp.examples.penguin import data as penguin_data @@ -111,12 +108,6 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: pretrained_lms.GPT2LanguageModel.init_spec(), ) - # image model loaders. - model_loaders["image"] = ( - mobilenet.MobileNet, - mobilenet.MobileNet.init_spec(), - ) - datasets = {} dataset_loaders: lit_app.DatasetLoadersMap = {} @@ -156,12 +147,6 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: lm.BillionWordBenchmark.init_spec(), ) - # image demo dataset loaders. - dataset_loaders["image"] = ( - imagenette.ImagenetteDataset, - imagenette.ImagenetteDataset.init_spec(), - ) - # Start the LIT server. See server_flags.py for server options. lit_demo = dev_server.Server( models, diff --git a/lit_nlp/examples/datasets/imagenette.py b/lit_nlp/examples/datasets/imagenette.py deleted file mode 100644 index 7630709f..00000000 --- a/lit_nlp/examples/datasets/imagenette.py +++ /dev/null @@ -1,34 +0,0 @@ -"""Imagenette dataset from tfds.""" - -from lit_nlp.api import dataset -from lit_nlp.api import types as lit_types -from lit_nlp.lib import image_utils -from PIL import Image as PILImage -import tensorflow_datasets as tfds - - -class ImagenetteDataset(dataset.Dataset): - """Imagenette TFDS dataset. - - See https://www.tensorflow.org/datasets/catalog/imagenette for details. - Images are at low quality and by default load 100 examples from the validation - set though this can be changed through the `split` parameter, as per TFDS - documentation. - """ - - def __init__(self, split: str = 'validation[:100]'): - tfds_examples = tfds.as_numpy( - tfds.load('imagenette/160px', split=split, download=True, - try_gcs=True)) - def convert_input(inp): - pil_image = PILImage.fromarray(inp['image']) - image_str = image_utils.convert_pil_to_image_str(pil_image) - return {'image': image_str} - self._examples = [convert_input(inp) for inp in tfds_examples] - - def spec(self) -> lit_types.Spec: - return { - 'image': lit_types.ImageBytes(), - } - - diff --git a/lit_nlp/examples/datasets/open_images.py b/lit_nlp/examples/datasets/open_images.py deleted file mode 100644 index 71e0779a..00000000 --- a/lit_nlp/examples/datasets/open_images.py +++ /dev/null @@ -1,32 +0,0 @@ -"""Open Images dataset from tfds.""" - -from lit_nlp.api import dataset -from lit_nlp.api import types as lit_types -from lit_nlp.lib import image_utils -from PIL import Image as PILImage -import tensorflow_datasets as tfds - - -class OpenImagesDataset(dataset.Dataset): - """OpenImages TFDS dataset. - - See https://www.tensorflow.org/datasets/catalog/open_images_v4 for details. - Images are at 72 JPEG quality and by default load 100 examples from the test - set though this can be changed through the `split` parameter, as per TFDS - documentation. - """ - - def __init__(self, split: str = 'test[:100]'): - tfds_examples = tfds.as_numpy( - tfds.load('open_images_v4/200k', split=split, download=True, - try_gcs=True)) - def convert_input(inp): - pil_image = PILImage.fromarray(inp['image']) - image_str = image_utils.convert_pil_to_image_str(pil_image) - return {'image': image_str} - self._examples = [convert_input(inp) for inp in tfds_examples] - - def spec(self) -> lit_types.Spec: - return { - 'image': lit_types.ImageBytes(), - } diff --git a/lit_nlp/examples/image_demo.py b/lit_nlp/examples/image_demo.py deleted file mode 100644 index 5d9d25a4..00000000 --- a/lit_nlp/examples/image_demo.py +++ /dev/null @@ -1,100 +0,0 @@ -"""LIT demo for image model. - -To run: - python -m lit_nlp.examples.image_demo --port=5432 - -Then navigate to localhost:5432 to access the demo UI. -""" - -from collections.abc import Sequence -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import layout -from lit_nlp.components import classification_results -from lit_nlp.components import image_gradient_maps -from lit_nlp.examples.datasets import imagenette -from lit_nlp.examples.models import mobilenet - - -FLAGS = flags.FLAGS - -FLAGS.set_default('development_demo', True) -FLAGS.set_default('warm_start', 1) -FLAGS.set_default('page_title', 'LIT Image Demo') - -_MAX_EXAMPLES = flags.DEFINE_integer( - 'max_examples', - None, - ( - 'Maximum number of examples to load into LIT. ' - 'Set --max_examples=200 for a quick start.' - ), -) - - -def get_wsgi_app(): - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default('server_type', 'external') - FLAGS.set_default('demo_mode', True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info('image_demo:get_wsgi_app() called with unused args: %s', - unused) - return main([]) - -# Custom frontend layout; see api/layout.py -modules = layout.LitModuleName -DEMO_LAYOUT = layout.LitCanonicalLayout( - upper={ - 'Main': [modules.DataTableModule, modules.DatapointEditorModule], - }, - lower={ - 'Predictions': [modules.ClassificationModule, modules.ScalarModule], - 'Explanations': [ - modules.ClassificationModule, - modules.SalienceMapModule, - ], - }, - description='Basic layout for image demo', -) - -CUSTOM_LAYOUTS = layout.DEFAULT_LAYOUTS | {'default': DEMO_LAYOUT} - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError('Too many command-line arguments.') - - datasets = {'imagenette': imagenette.ImagenetteDataset()} - # Truncate datasets if --max_examples is set. - if _MAX_EXAMPLES.value is not None: - for name in datasets: - logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) - datasets[name] = datasets[name].slice[: _MAX_EXAMPLES.value] - logging.info(' truncated to %d examples', len(datasets[name])) - - models = {'mobilenet': mobilenet.MobileNet()} - interpreters = { - 'classification': classification_results.ClassificationInterpreter(), - } | image_gradient_maps.all_interpreters() - - lit_demo = dev_server.Server( - models, - datasets, - interpreters=interpreters, - generators={}, - layouts={'default': DEMO_LAYOUT}, - **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == '__main__': - app.run(main) diff --git a/lit_nlp/examples/models/imagenet_labels.py b/lit_nlp/examples/models/imagenet_labels.py deleted file mode 100644 index 14db6708..00000000 --- a/lit_nlp/examples/models/imagenet_labels.py +++ /dev/null @@ -1,2019 +0,0 @@ -"""Imagenet labels.""" -# pylint: disable=line-too-long -IMAGENET_2012_LABELS = { - 0: - 'tench, Tinca tinca', - 1: - 'goldfish, Carassius auratus', - 2: - 'great white shark, white shark, man-eater, man-eating shark, ' - 'Carcharodon carcharias', - 3: - 'tiger shark, Galeocerdo cuvieri', - 4: - 'hammerhead, hammerhead shark', - 5: - 'electric ray, crampfish, numbfish, torpedo', - 6: - 'stingray', - 7: - 'cock', - 8: - 'hen', - 9: - 'ostrich, Struthio camelus', - 10: - 'brambling, Fringilla montifringilla', - 11: - 'goldfinch, Carduelis carduelis', - 12: - 'house finch, linnet, Carpodacus mexicanus', - 13: - 'junco, snowbird', - 14: - 'indigo bunting, indigo finch, indigo bird, Passerina cyanea', - 15: - 'robin, American robin, Turdus migratorius', - 16: - 'bulbul', - 17: - 'jay', - 18: - 'magpie', - 19: - 'chickadee', - 20: - 'water ouzel, dipper', - 21: - 'kite', - 22: - 'bald eagle, American eagle, Haliaeetus leucocephalus', - 23: - 'vulture', - 24: - 'great grey owl, great gray owl, Strix nebulosa', - 25: - 'European fire salamander, Salamandra salamandra', - 26: - 'common newt, Triturus vulgaris', - 27: - 'eft', - 28: - 'spotted salamander, Ambystoma maculatum', - 29: - 'axolotl, mud puppy, Ambystoma mexicanum', - 30: - 'bullfrog, Rana catesbeiana', - 31: - 'tree frog, tree-frog', - 32: - 'tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui', - 33: - 'loggerhead, loggerhead turtle, Caretta caretta', - 34: - 'leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea', - 35: - 'mud turtle', - 36: - 'terrapin', - 37: - 'box turtle, box tortoise', - 38: - 'banded gecko', - 39: - 'common iguana, iguana, Iguana iguana', - 40: - 'American chameleon, anole, Anolis carolinensis', - 41: - 'whiptail, whiptail lizard', - 42: - 'agama', - 43: - 'frilled lizard, Chlamydosaurus kingi', - 44: - 'alligator lizard', - 45: - 'Gila monster, Heloderma suspectum', - 46: - 'green lizard, Lacerta viridis', - 47: - 'African chameleon, Chamaeleo chamaeleon', - 48: - 'Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus ' - 'komodoensis', - 49: - 'African crocodile, Nile crocodile, Crocodylus niloticus', - 50: - 'American alligator, Alligator mississipiensis', - 51: - 'triceratops', - 52: - 'thunder snake, worm snake, Carphophis amoenus', - 53: - 'ringneck snake, ring-necked snake, ring snake', - 54: - 'hognose snake, puff adder, sand viper', - 55: - 'green snake, grass snake', - 56: - 'king snake, kingsnake', - 57: - 'garter snake, grass snake', - 58: - 'water snake', - 59: - 'vine snake', - 60: - 'night snake, Hypsiglena torquata', - 61: - 'boa constrictor, Constrictor constrictor', - 62: - 'rock python, rock snake, Python sebae', - 63: - 'Indian cobra, Naja naja', - 64: - 'green mamba', - 65: - 'sea snake', - 66: - 'horned viper, cerastes, sand viper, horned asp, Cerastes cornutus', - 67: - 'diamondback, diamondback rattlesnake, Crotalus adamanteus', - 68: - 'sidewinder, horned rattlesnake, Crotalus cerastes', - 69: - 'trilobite', - 70: - 'harvestman, daddy longlegs, Phalangium opilio', - 71: - 'scorpion', - 72: - 'black and gold garden spider, Argiope aurantia', - 73: - 'barn spider, Araneus cavaticus', - 74: - 'garden spider, Aranea diademata', - 75: - 'black widow, Latrodectus mactans', - 76: - 'tarantula', - 77: - 'wolf spider, hunting spider', - 78: - 'tick', - 79: - 'centipede', - 80: - 'black grouse', - 81: - 'ptarmigan', - 82: - 'ruffed grouse, partridge, Bonasa umbellus', - 83: - 'prairie chicken, prairie grouse, prairie fowl', - 84: - 'peacock', - 85: - 'quail', - 86: - 'partridge', - 87: - 'African grey, African gray, Psittacus erithacus', - 88: - 'macaw', - 89: - 'sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita', - 90: - 'lorikeet', - 91: - 'coucal', - 92: - 'bee eater', - 93: - 'hornbill', - 94: - 'hummingbird', - 95: - 'jacamar', - 96: - 'toucan', - 97: - 'drake', - 98: - 'red-breasted merganser, Mergus serrator', # NOTYPO - 99: - 'goose', - 100: - 'black swan, Cygnus atratus', - 101: - 'tusker', - 102: - 'echidna, spiny anteater, anteater', - 103: - 'platypus, duckbill, duckbilled platypus, duck-billed platypus, ' - 'Ornithorhynchus anatinus', - 104: - 'wallaby, brush kangaroo', - 105: - 'koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus', - 106: - 'wombat', - 107: - 'jellyfish', - 108: - 'sea anemone, anemone', - 109: - 'brain coral', - 110: - 'flatworm, platyhelminth', - 111: - 'nematode, nematode worm, roundworm', - 112: - 'conch', - 113: - 'snail', - 114: - 'slug', - 115: - 'sea slug, nudibranch', - 116: - 'chiton, coat-of-mail shell, sea cradle, polyplacophore', - 117: - 'chambered nautilus, pearly nautilus, nautilus', - 118: - 'Dungeness crab, Cancer magister', - 119: - 'rock crab, Cancer irroratus', - 120: - 'fiddler crab', - 121: - 'king crab, Alaska crab, Alaskan king crab, Alaska king crab, ' - 'Paralithodes camtschatica', - 122: - 'American lobster, Northern lobster, Maine lobster, Homarus americanus', - 123: - 'spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish', - 124: - 'crayfish, crawfish, crawdad, crawdaddy', - 125: - 'hermit crab', - 126: - 'isopod', - 127: - 'white stork, Ciconia ciconia', - 128: - 'black stork, Ciconia nigra', - 129: - 'spoonbill', - 130: - 'flamingo', - 131: - 'little blue heron, Egretta caerulea', - 132: - 'American egret, great white heron, Egretta albus', - 133: - 'bittern', - 134: - 'crane', - 135: - 'limpkin, Aramus pictus', - 136: - 'European gallinule, Porphyrio porphyrio', - 137: - 'American coot, marsh hen, mud hen, water hen, Fulica americana', - 138: - 'bustard', - 139: - 'ruddy turnstone, Arenaria interpres', - 140: - 'red-backed sandpiper, dunlin, Erolia alpina', - 141: - 'redshank, Tringa totanus', - 142: - 'dowitcher', - 143: - 'oystercatcher, oyster catcher', - 144: - 'pelican', - 145: - 'king penguin, Aptenodytes patagonica', - 146: - 'albatross, mollymawk', - 147: - 'grey whale, gray whale, devilfish, Eschrichtius gibbosus, ' - 'Eschrichtius robustus', - 148: - 'killer whale, killer, orca, grampus, sea wolf, Orcinus orca', - 149: - 'dugong, Dugong dugon', - 150: - 'sea lion', - 151: - 'Chihuahua', - 152: - 'Japanese spaniel', - 153: - 'Maltese dog, Maltese terrier, Maltese', - 154: - 'Pekinese, Pekingese, Peke', - 155: - 'Shih-Tzu', - 156: - 'Blenheim spaniel', - 157: - 'papillon', - 158: - 'toy terrier', - 159: - 'Rhodesian ridgeback', - 160: - 'Afghan hound, Afghan', - 161: - 'basset, basset hound', - 162: - 'beagle', - 163: - 'bloodhound, sleuthhound', - 164: - 'bluetick', - 165: - 'black-and-tan coonhound', - 166: - 'Walker hound, Walker foxhound', - 167: - 'English foxhound', - 168: - 'redbone', - 169: - 'borzoi, Russian wolfhound', - 170: - 'Irish wolfhound', - 171: - 'Italian greyhound', - 172: - 'whippet', - 173: - 'Ibizan hound, Ibizan Podenco', - 174: - 'Norwegian elkhound, elkhound', - 175: - 'otterhound, otter hound', - 176: - 'Saluki, gazelle hound', - 177: - 'Scottish deerhound, deerhound', - 178: - 'Weimaraner', - 179: - 'Staffordshire bullterrier, Staffordshire bull terrier', - 180: - 'American Staffordshire terrier, Staffordshire terrier, American pit ' - 'bull terrier, pit bull terrier', - 181: - 'Bedlington terrier', - 182: - 'Border terrier', - 183: - 'Kerry blue terrier', - 184: - 'Irish terrier', - 185: - 'Norfolk terrier', - 186: - 'Norwich terrier', - 187: - 'Yorkshire terrier', - 188: - 'wire-haired fox terrier', - 189: - 'Lakeland terrier', - 190: - 'Sealyham terrier, Sealyham', - 191: - 'Airedale, Airedale terrier', - 192: - 'cairn, cairn terrier', - 193: - 'Australian terrier', - 194: - 'Dandie Dinmont, Dandie Dinmont terrier', - 195: - 'Boston bull, Boston terrier', - 196: - 'miniature schnauzer', - 197: - 'giant schnauzer', - 198: - 'standard schnauzer', - 199: - 'Scotch terrier, Scottish terrier, Scottie', - 200: - 'Tibetan terrier, chrysanthemum dog', - 201: - 'silky terrier, Sydney silky', - 202: - 'soft-coated wheaten terrier', - 203: - 'West Highland white terrier', - 204: - 'Lhasa, Lhasa apso', - 205: - 'flat-coated retriever', - 206: - 'curly-coated retriever', - 207: - 'golden retriever', - 208: - 'Labrador retriever', - 209: - 'Chesapeake Bay retriever', - 210: - 'German short-haired pointer', - 211: - 'vizsla, Hungarian pointer', - 212: - 'English setter', - 213: - 'Irish setter, red setter', - 214: - 'Gordon setter', - 215: - 'Brittany spaniel', - 216: - 'clumber, clumber spaniel', - 217: - 'English springer, English springer spaniel', - 218: - 'Welsh springer spaniel', - 219: - 'cocker spaniel, English cocker spaniel, cocker', - 220: - 'Sussex spaniel', - 221: - 'Irish water spaniel', - 222: - 'kuvasz', - 223: - 'schipperke', - 224: - 'groenendael', - 225: - 'malinois', - 226: - 'briard', - 227: - 'kelpie', - 228: - 'komondor', - 229: - 'Old English sheepdog, bobtail', - 230: - 'Shetland sheepdog, Shetland sheep dog, Shetland', - 231: - 'collie', - 232: - 'Border collie', - 233: - 'Bouvier des Flandres, Bouviers des Flandres', - 234: - 'Rottweiler', - 235: - 'German shepherd, German shepherd dog, German police dog, alsatian', - 236: - 'Doberman, Doberman pinscher', - 237: - 'miniature pinscher', - 238: - 'Greater Swiss Mountain dog', - 239: - 'Bernese mountain dog', - 240: - 'Appenzeller', - 241: - 'EntleBucher', - 242: - 'boxer', - 243: - 'bull mastiff', - 244: - 'Tibetan mastiff', - 245: - 'French bulldog', - 246: - 'Great Dane', - 247: - 'Saint Bernard, St Bernard', - 248: - 'Eskimo dog, husky', - 249: - 'malamute, malemute, Alaskan malamute', - 250: - 'Siberian husky', - 251: - 'dalmatian, coach dog, carriage dog', - 252: - 'affenpinscher, monkey pinscher, monkey dog', - 253: - 'basenji', - 254: - 'pug, pug-dog', - 255: - 'Leonberg', - 256: - 'Newfoundland, Newfoundland dog', - 257: - 'Great Pyrenees', - 258: - 'Samoyed, Samoyede', - 259: - 'Pomeranian', - 260: - 'chow, chow chow', - 261: - 'keeshond', - 262: - 'Brabancon griffon', - 263: - 'Pembroke, Pembroke Welsh corgi', - 264: - 'Cardigan, Cardigan Welsh corgi', - 265: - 'toy poodle', - 266: - 'miniature poodle', - 267: - 'standard poodle', - 268: - 'Mexican hairless', - 269: - 'timber wolf, grey wolf, gray wolf, Canis lupus', - 270: - 'white wolf, Arctic wolf, Canis lupus tundrarum', - 271: - 'red wolf, maned wolf, Canis rufus, Canis niger', - 272: - 'coyote, prairie wolf, brush wolf, Canis latrans', - 273: - 'dingo, warrigal, warragal, Canis dingo', - 274: - 'dhole, Cuon alpinus', - 275: - 'African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus', - 276: - 'hyena, hyaena', - 277: - 'red fox, Vulpes vulpes', - 278: - 'kit fox, Vulpes macrotis', - 279: - 'Arctic fox, white fox, Alopex lagopus', - 280: - 'grey fox, gray fox, Urocyon cinereoargenteus', - 281: - 'tabby, tabby cat', - 282: - 'tiger cat', - 283: - 'Persian cat', - 284: - 'Siamese cat, Siamese', - 285: - 'Egyptian cat', - 286: - 'cougar, puma, catamount, mountain lion, painter, panther, Felis concolor', - 287: - 'lynx, catamount', - 288: - 'leopard, Panthera pardus', - 289: - 'snow leopard, ounce, Panthera uncia', - 290: - 'jaguar, panther, Panthera onca, Felis onca', - 291: - 'lion, king of beasts, Panthera leo', - 292: - 'tiger, Panthera tigris', - 293: - 'cheetah, chetah, Acinonyx jubatus', - 294: - 'brown bear, bruin, Ursus arctos', - 295: - 'American black bear, black bear, Ursus americanus, Euarctos americanus', - 296: - 'ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus', - 297: - 'sloth bear, Melursus ursinus, Ursus ursinus', - 298: - 'mongoose', - 299: - 'meerkat, mierkat', - 300: - 'tiger beetle', - 301: - 'ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle', - 302: - 'ground beetle, carabid beetle', - 303: - 'long-horned beetle, longicorn, longicorn beetle', - 304: - 'leaf beetle, chrysomelid', - 305: - 'dung beetle', - 306: - 'rhinoceros beetle', - 307: - 'weevil', - 308: - 'fly', - 309: - 'bee', - 310: - 'ant, emmet, pismire', - 311: - 'grasshopper, hopper', - 312: - 'cricket', - 313: - 'walking stick, walkingstick, stick insect', - 314: - 'cockroach, roach', - 315: - 'mantis, mantid', - 316: - 'cicada, cicala', - 317: - 'leafhopper', - 318: - 'lacewing, lacewing fly', - 319: - "dragonfly, darning needle, devil's darning needle, sewing needle, " - 'snake feeder, snake doctor, mosquito hawk, skeeter hawk', - 320: - 'damselfly', - 321: - 'admiral', - 322: - 'ringlet, ringlet butterfly', - 323: - 'monarch, monarch butterfly, milkweed butterfly, Danaus plexippus', - 324: - 'cabbage butterfly', - 325: - 'sulphur butterfly, sulfur butterfly', - 326: - 'lycaenid, lycaenid butterfly', - 327: - 'starfish, sea star', - 328: - 'sea urchin', - 329: - 'sea cucumber, holothurian', - 330: - 'wood rabbit, cottontail, cottontail rabbit', - 331: - 'hare', - 332: - 'Angora, Angora rabbit', - 333: - 'hamster', - 334: - 'porcupine, hedgehog', - 335: - 'fox squirrel, eastern fox squirrel, Sciurus niger', - 336: - 'marmot', - 337: - 'beaver', - 338: - 'guinea pig, Cavia cobaya', - 339: - 'sorrel', - 340: - 'zebra', - 341: - 'hog, pig, grunter, squealer, Sus scrofa', - 342: - 'wild boar, boar, Sus scrofa', - 343: - 'warthog', - 344: - 'hippopotamus, hippo, river horse, Hippopotamus amphibius', - 345: - 'ox', - 346: - 'water buffalo, water ox, Asiatic buffalo, Bubalus bubalis', - 347: - 'bison', - 348: - 'ram, tup', - 349: - 'bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky ' - 'Mountain sheep, Ovis canadensis', - 350: - 'ibex, Capra ibex', - 351: - 'hartebeest', - 352: - 'impala, Aepyceros melampus', - 353: - 'gazelle', - 354: - 'Arabian camel, dromedary, Camelus dromedarius', - 355: - 'llama', - 356: - 'weasel', - 357: - 'mink', - 358: - 'polecat, fitch, foulmart, foumart, Mustela putorius', - 359: - 'black-footed ferret, ferret, Mustela nigripes', - 360: - 'otter', - 361: - 'skunk, polecat, wood pussy', - 362: - 'badger', - 363: - 'armadillo', - 364: - 'three-toed sloth, ai, Bradypus tridactylus', - 365: - 'orangutan, orang, orangutang, Pongo pygmaeus', - 366: - 'gorilla, Gorilla gorilla', - 367: - 'chimpanzee, chimp, Pan troglodytes', - 368: - 'gibbon, Hylobates lar', - 369: - 'siamang, Hylobates syndactylus, Symphalangus syndactylus', - 370: - 'guenon, guenon monkey', - 371: - 'patas, hussar monkey, Erythrocebus patas', - 372: - 'baboon', - 373: - 'macaque', - 374: - 'langur', - 375: - 'colobus, colobus monkey', - 376: - 'proboscis monkey, Nasalis larvatus', - 377: - 'marmoset', - 378: - 'capuchin, ringtail, Cebus capucinus', - 379: - 'howler monkey, howler', - 380: - 'titi, titi monkey', - 381: - 'spider monkey, Ateles geoffroyi', - 382: - 'squirrel monkey, Saimiri sciureus', - 383: - 'Madagascar cat, ring-tailed lemur, Lemur catta', - 384: - 'indri, indris, Indri indri, Indri brevicaudatus', - 385: - 'Indian elephant, Elephas maximus', - 386: - 'African elephant, Loxodonta africana', - 387: - 'lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens', - 388: - 'giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca', - 389: - 'barracouta, snoek', - 390: - 'eel', - 391: - 'coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch', - 392: - 'rock beauty, Holocanthus tricolor', - 393: - 'anemone fish', - 394: - 'sturgeon', - 395: - 'gar, garfish, garpike, billfish, Lepisosteus osseus', - 396: - 'lionfish', - 397: - 'puffer, pufferfish, blowfish, globefish', - 398: - 'abacus', - 399: - 'abaya', - 400: - "academic gown, academic robe, judge's robe", - 401: - 'accordion, piano accordion, squeeze box', - 402: - 'acoustic guitar', - 403: - 'aircraft carrier, carrier, flattop, attack aircraft carrier', - 404: - 'airliner', - 405: - 'airship, dirigible', - 406: - 'altar', - 407: - 'ambulance', - 408: - 'amphibian, amphibious vehicle', - 409: - 'analog clock', - 410: - 'apiary, bee house', - 411: - 'apron', - 412: - 'ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, ' - 'dustbin, trash barrel, trash bin', - 413: - 'assault rifle, assault gun', - 414: - 'backpack, back pack, knapsack, packsack, rucksack, haversack', - 415: - 'bakery, bakeshop, bakehouse', - 416: - 'balance beam, beam', - 417: - 'balloon', - 418: - 'ballpoint, ballpoint pen, ballpen, Biro', - 419: - 'Band Aid', - 420: - 'banjo', - 421: - 'bannister, banister, balustrade, balusters, handrail', - 422: - 'barbell', - 423: - 'barber chair', - 424: - 'barbershop', - 425: - 'barn', - 426: - 'barometer', - 427: - 'barrel, cask', - 428: - 'barrow, garden cart, lawn cart, wheelbarrow', - 429: - 'baseball', - 430: - 'basketball', - 431: - 'bassinet', - 432: - 'bassoon', - 433: - 'bathing cap, swimming cap', - 434: - 'bath towel', - 435: - 'bathtub, bathing tub, bath, tub', - 436: - 'beach wagon, station wagon, wagon, estate car, beach waggon, station ' - 'waggon, waggon', - 437: - 'beacon, lighthouse, beacon light, pharos', - 438: - 'beaker', - 439: - 'bearskin, busby, shako', - 440: - 'beer bottle', - 441: - 'beer glass', - 442: - 'bell cote, bell cot', - 443: - 'bib', - 444: - 'bicycle-built-for-two, tandem bicycle, tandem', - 445: - 'bikini, two-piece', - 446: - 'binder, ring-binder', - 447: - 'binoculars, field glasses, opera glasses', - 448: - 'birdhouse', - 449: - 'boathouse', - 450: - 'bobsled, bobsleigh, bob', - 451: - 'bolo tie, bolo, bola tie, bola', - 452: - 'bonnet, poke bonnet', - 453: - 'bookcase', - 454: - 'bookshop, bookstore, bookstall', - 455: - 'bottlecap', - 456: - 'bow', - 457: - 'bow tie, bow-tie, bowtie', - 458: - 'brass, memorial tablet, plaque', - 459: - 'brassiere, bra, bandeau', - 460: - 'breakwater, groin, groyne, mole, bulwark, seawall, jetty', - 461: - 'breastplate, aegis, egis', - 462: - 'broom', - 463: - 'bucket, pail', - 464: - 'buckle', - 465: - 'bulletproof vest', - 466: - 'bullet train, bullet', - 467: - 'butcher shop, meat market', - 468: - 'cab, hack, taxi, taxicab', - 469: - 'caldron, cauldron', - 470: - 'candle, taper, wax light', - 471: - 'cannon', - 472: - 'canoe', - 473: - 'can opener, tin opener', - 474: - 'cardigan', - 475: - 'car mirror', - 476: - 'carousel, carrousel, merry-go-round, roundabout, whirligig', - 477: - "carpenter's kit, tool kit", - 478: - 'carton', - 479: - 'car wheel', - 480: - 'cash machine, cash dispenser, automated teller machine, automatic ' - 'teller machine, automated teller, automatic teller, ATM', - 481: - 'cassette', - 482: - 'cassette player', - 483: - 'castle', - 484: - 'catamaran', - 485: - 'CD player', - 486: - 'cello, violoncello', - 487: - 'cellular telephone, cellular phone, cellphone, cell, mobile phone', - 488: - 'chain', - 489: - 'chainlink fence', - 490: - 'chain mail, ring mail, mail, chain armor, chain armour, ring armor, ' - 'ring armour', - 491: - 'chain saw, chainsaw', - 492: - 'chest', - 493: - 'chiffonier, commode', - 494: - 'chime, bell, gong', - 495: - 'china cabinet, china closet', - 496: - 'Christmas stocking', - 497: - 'church, church building', - 498: - 'cinema, movie theater, movie theatre, movie house, picture palace', - 499: - 'cleaver, meat cleaver, chopper', - 500: - 'cliff dwelling', - 501: - 'cloak', - 502: - 'clog, geta, patten, sabot', - 503: - 'cocktail shaker', - 504: - 'coffee mug', - 505: - 'coffeepot', - 506: - 'coil, spiral, volute, whorl, helix', - 507: - 'combination lock', - 508: - 'computer keyboard, keypad', - 509: - 'confectionery, confectionary, candy store', - 510: - 'container ship, containership, container vessel', - 511: - 'convertible', - 512: - 'corkscrew, bottle screw', - 513: - 'cornet, horn, trumpet, trump', - 514: - 'cowboy boot', - 515: - 'cowboy hat, ten-gallon hat', - 516: - 'cradle', - 517: - 'crane', - 518: - 'crash helmet', - 519: - 'crate', - 520: - 'crib, cot', - 521: - 'Crock Pot', - 522: - 'croquet ball', - 523: - 'crutch', - 524: - 'cuirass', - 525: - 'dam, dike, dyke', - 526: - 'desk', - 527: - 'desktop computer', - 528: - 'dial telephone, dial phone', - 529: - 'diaper, nappy, napkin', - 530: - 'digital clock', - 531: - 'digital watch', - 532: - 'dining table, board', - 533: - 'dishrag, dishcloth', - 534: - 'dishwasher, dish washer, dishwashing machine', - 535: - 'disk brake, disc brake', - 536: - 'dock, dockage, docking facility', - 537: - 'dogsled, dog sled, dog sleigh', - 538: - 'dome', - 539: - 'doormat, welcome mat', - 540: - 'drilling platform, offshore rig', - 541: - 'drum, membranophone, tympan', - 542: - 'drumstick', - 543: - 'dumbbell', - 544: - 'Dutch oven', - 545: - 'electric fan, blower', - 546: - 'electric guitar', - 547: - 'electric locomotive', - 548: - 'entertainment center', - 549: - 'envelope', - 550: - 'espresso maker', - 551: - 'face powder', - 552: - 'feather boa, boa', - 553: - 'file, file cabinet, filing cabinet', - 554: - 'fireboat', - 555: - 'fire engine, fire truck', - 556: - 'fire screen, fireguard', - 557: - 'flagpole, flagstaff', - 558: - 'flute, transverse flute', - 559: - 'folding chair', - 560: - 'football helmet', - 561: - 'forklift', - 562: - 'fountain', - 563: - 'fountain pen', - 564: - 'four-poster', - 565: - 'freight car', - 566: - 'French horn, horn', - 567: - 'frying pan, frypan, skillet', - 568: - 'fur coat', - 569: - 'garbage truck, dustcart', - 570: - 'gasmask, respirator, gas helmet', - 571: - 'gas pump, gasoline pump, petrol pump, island dispenser', - 572: - 'goblet', - 573: - 'go-kart', - 574: - 'golf ball', - 575: - 'golfcart, golf cart', - 576: - 'gondola', - 577: - 'gong, tam-tam', - 578: - 'gown', - 579: - 'grand piano, grand', - 580: - 'greenhouse, nursery, glasshouse', - 581: - 'grille, radiator grille', - 582: - 'grocery store, grocery, food market, market', - 583: - 'guillotine', - 584: - 'hair slide', - 585: - 'hair spray', - 586: - 'half track', - 587: - 'hammer', - 588: - 'hamper', - 589: - 'hand blower, blow dryer, blow drier, hair dryer, hair drier', - 590: - 'hand-held computer, hand-held microcomputer', - 591: - 'handkerchief, hankie, hanky, hankey', - 592: - 'hard disc, hard disk, fixed disk', - 593: - 'harmonica, mouth organ, harp, mouth harp', - 594: - 'harp', - 595: - 'harvester, reaper', - 596: - 'hatchet', - 597: - 'holster', - 598: - 'home theater, home theatre', - 599: - 'honeycomb', - 600: - 'hook, claw', - 601: - 'hoopskirt, crinoline', - 602: - 'horizontal bar, high bar', - 603: - 'horse cart, horse-cart', - 604: - 'hourglass', - 605: - 'iPod', - 606: - 'iron, smoothing iron', - 607: - "jack-o'-lantern", - 608: - 'jean, blue jean, denim', - 609: - 'jeep, landrover', - 610: - 'jersey, T-shirt, tee shirt', - 611: - 'jigsaw puzzle', - 612: - 'jinrikisha, ricksha, rickshaw', - 613: - 'joystick', - 614: - 'kimono', - 615: - 'knee pad', - 616: - 'knot', - 617: - 'lab coat, laboratory coat', - 618: - 'ladle', - 619: - 'lampshade, lamp shade', - 620: - 'laptop, laptop computer', - 621: - 'lawn mower, mower', - 622: - 'lens cap, lens cover', - 623: - 'letter opener, paper knife, paperknife', - 624: - 'library', - 625: - 'lifeboat', - 626: - 'lighter, light, igniter, ignitor', - 627: - 'limousine, limo', - 628: - 'liner, ocean liner', - 629: - 'lipstick, lip rouge', - 630: - 'Loafer', - 631: - 'lotion', - 632: - 'loudspeaker, speaker, speaker unit, loudspeaker system, speaker system', - 633: - "loupe, jeweler's loupe", - 634: - 'lumbermill, sawmill', - 635: - 'magnetic compass', - 636: - 'mailbag, postbag', - 637: - 'mailbox, letter box', - 638: - 'maillot', - 639: - 'maillot, tank suit', - 640: - 'manhole cover', - 641: - 'maraca', - 642: - 'marimba, xylophone', - 643: - 'mask', - 644: - 'matchstick', - 645: - 'maypole', - 646: - 'maze, labyrinth', - 647: - 'measuring cup', - 648: - 'medicine chest, medicine cabinet', - 649: - 'megalith, megalithic structure', - 650: - 'microphone, mike', - 651: - 'microwave, microwave oven', - 652: - 'military uniform', - 653: - 'milk can', - 654: - 'minibus', - 655: - 'miniskirt, mini', - 656: - 'minivan', - 657: - 'missile', - 658: - 'mitten', - 659: - 'mixing bowl', - 660: - 'mobile home, manufactured home', - 661: - 'Model T', - 662: - 'modem', - 663: - 'monastery', - 664: - 'monitor', - 665: - 'moped', - 666: - 'mortar', - 667: - 'mortarboard', - 668: - 'mosque', - 669: - 'mosquito net', - 670: - 'motor scooter, scooter', - 671: - 'mountain bike, all-terrain bike, off-roader', - 672: - 'mountain tent', - 673: - 'mouse, computer mouse', - 674: - 'mousetrap', - 675: - 'moving van', - 676: - 'muzzle', - 677: - 'nail', - 678: - 'neck brace', - 679: - 'necklace', - 680: - 'nipple', - 681: - 'notebook, notebook computer', - 682: - 'obelisk', - 683: - 'oboe, hautboy, hautbois', - 684: - 'ocarina, sweet potato', - 685: - 'odometer, hodometer, mileometer, milometer', - 686: - 'oil filter', - 687: - 'organ, pipe organ', - 688: - 'oscilloscope, scope, cathode-ray oscilloscope, CRO', - 689: - 'overskirt', - 690: - 'oxcart', - 691: - 'oxygen mask', - 692: - 'packet', - 693: - 'paddle, boat paddle', - 694: - 'paddlewheel, paddle wheel', - 695: - 'padlock', - 696: - 'paintbrush', - 697: - "pajama, pyjama, pj's, jammies", - 698: - 'palace', - 699: - 'panpipe, pandean pipe, syrinx', - 700: - 'paper towel', - 701: - 'parachute, chute', - 702: - 'parallel bars, bars', - 703: - 'park bench', - 704: - 'parking meter', - 705: - 'passenger car, coach, carriage', - 706: - 'patio, terrace', - 707: - 'pay-phone, pay-station', - 708: - 'pedestal, plinth, footstall', - 709: - 'pencil box, pencil case', - 710: - 'pencil sharpener', - 711: - 'perfume, essence', - 712: - 'Petri dish', - 713: - 'photocopier', - 714: - 'pick, plectrum, plectron', - 715: - 'pickelhaube', - 716: - 'picket fence, paling', - 717: - 'pickup, pickup truck', - 718: - 'pier', - 719: - 'piggy bank, penny bank', - 720: - 'pill bottle', - 721: - 'pillow', - 722: - 'ping-pong ball', - 723: - 'pinwheel', - 724: - 'pirate, pirate ship', - 725: - 'pitcher, ewer', - 726: - "plane, carpenter's plane, woodworking plane", - 727: - 'planetarium', - 728: - 'plastic bag', - 729: - 'plate rack', - 730: - 'plow, plough', - 731: - "plunger, plumber's helper", - 732: - 'Polaroid camera, Polaroid Land camera', - 733: - 'pole', - 734: - 'police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria', - 735: - 'poncho', - 736: - 'pool table, billiard table, snooker table', - 737: - 'pop bottle, soda bottle', - 738: - 'pot, flowerpot', - 739: - "potter's wheel", - 740: - 'power drill', - 741: - 'prayer rug, prayer mat', - 742: - 'printer', - 743: - 'prison, prison house', - 744: - 'projectile, missile', - 745: - 'projector', - 746: - 'puck, hockey puck', - 747: - 'punching bag, punch bag, punching ball, punchball', - 748: - 'purse', - 749: - 'quill, quill pen', - 750: - 'quilt, comforter, comfort, puff', - 751: - 'racer, race car, racing car', - 752: - 'racket, racquet', - 753: - 'radiator', - 754: - 'radio, wireless', - 755: - 'radio telescope, radio reflector', - 756: - 'rain barrel', - 757: - 'recreational vehicle, RV, R.V.', - 758: - 'reel', - 759: - 'reflex camera', - 760: - 'refrigerator, icebox', - 761: - 'remote control, remote', - 762: - 'restaurant, eating house, eating place, eatery', - 763: - 'revolver, six-gun, six-shooter', - 764: - 'rifle', - 765: - 'rocking chair, rocker', - 766: - 'rotisserie', - 767: - 'rubber eraser, rubber, pencil eraser', - 768: - 'rugby ball', - 769: - 'rule, ruler', - 770: - 'running shoe', - 771: - 'safe', - 772: - 'safety pin', - 773: - 'saltshaker, salt shaker', - 774: - 'sandal', - 775: - 'sarong', - 776: - 'sax, saxophone', - 777: - 'scabbard', - 778: - 'scale, weighing machine', - 779: - 'school bus', - 780: - 'schooner', - 781: - 'scoreboard', - 782: - 'screen, CRT screen', - 783: - 'screw', - 784: - 'screwdriver', - 785: - 'seat belt, seatbelt', - 786: - 'sewing machine', - 787: - 'shield, buckler', - 788: - 'shoe shop, shoe-shop, shoe store', - 789: - 'shoji', - 790: - 'shopping basket', - 791: - 'shopping cart', - 792: - 'shovel', - 793: - 'shower cap', - 794: - 'shower curtain', - 795: - 'ski', - 796: - 'ski mask', - 797: - 'sleeping bag', - 798: - 'slide rule, slipstick', - 799: - 'sliding door', - 800: - 'slot, one-armed bandit', - 801: - 'snorkel', - 802: - 'snowmobile', - 803: - 'snowplow, snowplough', - 804: - 'soap dispenser', - 805: - 'soccer ball', - 806: - 'sock', - 807: - 'solar dish, solar collector, solar furnace', - 808: - 'sombrero', - 809: - 'soup bowl', - 810: - 'space bar', - 811: - 'space heater', - 812: - 'space shuttle', - 813: - 'spatula', - 814: - 'speedboat', - 815: - "spider web, spider's web", - 816: - 'spindle', - 817: - 'sports car, sport car', - 818: - 'spotlight, spot', - 819: - 'stage', - 820: - 'steam locomotive', - 821: - 'steel arch bridge', - 822: - 'steel drum', - 823: - 'stethoscope', - 824: - 'stole', - 825: - 'stone wall', - 826: - 'stopwatch, stop watch', - 827: - 'stove', - 828: - 'strainer', - 829: - 'streetcar, tram, tramcar, trolley, trolley car', - 830: - 'stretcher', - 831: - 'studio couch, day bed', - 832: - 'stupa, tope', - 833: - 'submarine, pigboat, sub, U-boat', - 834: - 'suit, suit of clothes', - 835: - 'sundial', - 836: - 'sunglass', - 837: - 'sunglasses, dark glasses, shades', - 838: - 'sunscreen, sunblock, sun blocker', - 839: - 'suspension bridge', - 840: - 'swab, swob, mop', - 841: - 'sweatshirt', - 842: - 'swimming trunks, bathing trunks', - 843: - 'swing', - 844: - 'switch, electric switch, electrical switch', - 845: - 'syringe', - 846: - 'table lamp', - 847: - 'tank, army tank, armored combat vehicle, armoured combat vehicle', - 848: - 'tape player', - 849: - 'teapot', - 850: - 'teddy, teddy bear', - 851: - 'television, television system', - 852: - 'tennis ball', - 853: - 'thatch, thatched roof', - 854: - 'theater curtain, theatre curtain', - 855: - 'thimble', - 856: - 'thresher, thrasher, threshing machine', - 857: - 'throne', - 858: - 'tile roof', - 859: - 'toaster', - 860: - 'tobacco shop, tobacconist shop, tobacconist', - 861: - 'toilet seat', - 862: - 'torch', - 863: - 'totem pole', - 864: - 'tow truck, tow car, wrecker', - 865: - 'toyshop', - 866: - 'tractor', - 867: - 'trailer truck, tractor trailer, trucking rig, rig, articulated lorry,' - ' semi', - 868: - 'tray', - 869: - 'trench coat', - 870: - 'tricycle, trike, velocipede', - 871: - 'trimaran', - 872: - 'tripod', - 873: - 'triumphal arch', - 874: - 'trolleybus, trolley coach, trackless trolley', - 875: - 'trombone', - 876: - 'tub, vat', - 877: - 'turnstile', - 878: - 'typewriter keyboard', - 879: - 'umbrella', - 880: - 'unicycle, monocycle', - 881: - 'upright, upright piano', - 882: - 'vacuum, vacuum cleaner', - 883: - 'vase', - 884: - 'vault', - 885: - 'velvet', - 886: - 'vending machine', - 887: - 'vestment', - 888: - 'viaduct', - 889: - 'violin, fiddle', - 890: - 'volleyball', - 891: - 'waffle iron', - 892: - 'wall clock', - 893: - 'wallet, billfold, notecase, pocketbook', - 894: - 'wardrobe, closet, press', - 895: - 'warplane, military plane', - 896: - 'washbasin, handbasin, washbowl, lavabo, wash-hand basin', - 897: - 'washer, automatic washer, washing machine', - 898: - 'water bottle', - 899: - 'water jug', - 900: - 'water tower', - 901: - 'whiskey jug', - 902: - 'whistle', - 903: - 'wig', - 904: - 'window screen', - 905: - 'window shade', - 906: - 'Windsor tie', - 907: - 'wine bottle', - 908: - 'wing', - 909: - 'wok', - 910: - 'wooden spoon', - 911: - 'wool, woolen, woollen', - 912: - 'worm fence, snake fence, snake-rail fence, Virginia fence', - 913: - 'wreck', - 914: - 'yawl', - 915: - 'yurt', - 916: - 'web site, website, internet site, site', - 917: - 'comic book', - 918: - 'crossword puzzle, crossword', - 919: - 'street sign', - 920: - 'traffic light, traffic signal, stoplight', - 921: - 'book jacket, dust cover, dust jacket, dust wrapper', - 922: - 'menu', - 923: - 'plate', - 924: - 'guacamole', - 925: - 'consomme', - 926: - 'hot pot, hotpot', - 927: - 'trifle', - 928: - 'ice cream, icecream', - 929: - 'ice lolly, lolly, lollipop, popsicle', - 930: - 'French loaf', - 931: - 'bagel, beigel', - 932: - 'pretzel', - 933: - 'cheeseburger', - 934: - 'hotdog, hot dog, red hot', - 935: - 'mashed potato', - 936: - 'head cabbage', - 937: - 'broccoli', - 938: - 'cauliflower', - 939: - 'zucchini, courgette', - 940: - 'spaghetti squash', - 941: - 'acorn squash', - 942: - 'butternut squash', - 943: - 'cucumber, cuke', - 944: - 'artichoke, globe artichoke', - 945: - 'bell pepper', - 946: - 'cardoon', - 947: - 'mushroom', - 948: - 'Granny Smith', - 949: - 'strawberry', - 950: - 'orange', - 951: - 'lemon', - 952: - 'fig', - 953: - 'pineapple, ananas', - 954: - 'banana', - 955: - 'jackfruit, jak, jack', - 956: - 'custard apple', - 957: - 'pomegranate', - 958: - 'hay', - 959: - 'carbonara', - 960: - 'chocolate sauce, chocolate syrup', - 961: - 'dough', - 962: - 'meat loaf, meatloaf', - 963: - 'pizza, pizza pie', - 964: - 'potpie', - 965: - 'burrito', - 966: - 'red wine', - 967: - 'espresso', - 968: - 'cup', - 969: - 'eggnog', - 970: - 'alp', - 971: - 'bubble', - 972: - 'cliff, drop, drop-off', - 973: - 'coral reef', - 974: - 'geyser', - 975: - 'lakeside, lakeshore', - 976: - 'promontory, headland, head, foreland', - 977: - 'sandbar, sand bar', - 978: - 'seashore, coast, seacoast, sea-coast', - 979: - 'valley, vale', - 980: - 'volcano', - 981: - 'ballplayer, baseball player', - 982: - 'groom, bridegroom', - 983: - 'scuba diver', - 984: - 'rapeseed', - 985: - 'daisy', - 986: - "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, " - 'Cypripedium parviflorum', - 987: - 'corn', - 988: - 'acorn', - 989: - 'hip, rose hip, rosehip', - 990: - 'buckeye, horse chestnut, conker', - 991: - 'coral fungus', - 992: - 'agaric', - 993: - 'gyromitra', - 994: - 'stinkhorn, carrion fungus', - 995: - 'earthstar', - 996: - 'hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola ' - 'frondosa', - 997: - 'bolete', - 998: - 'ear, spike, capitulum', - 999: - 'toilet tissue, toilet paper, bathroom tissue' -} diff --git a/lit_nlp/examples/models/mobilenet.py b/lit_nlp/examples/models/mobilenet.py deleted file mode 100644 index a9fc7105..00000000 --- a/lit_nlp/examples/models/mobilenet.py +++ /dev/null @@ -1,78 +0,0 @@ -"""MobileNet model trained on ImageNet dataset.""" - -from lit_nlp.api import model -from lit_nlp.api import types as lit_types -from lit_nlp.examples.models import imagenet_labels -from lit_nlp.lib import image_utils -import numpy as np -import tensorflow as tf - -# Internal shape of the model input (h, w, c). -IMAGE_SHAPE = (224, 224, 3) - - -class MobileNet(model.BatchedModel): - """MobileNet model trained on ImageNet dataset.""" - - def __init__(self, name='mobilenet_v2') -> None: - # Initialize imagenet labels. - self.labels = [''] * len(imagenet_labels.IMAGENET_2012_LABELS) - self.label_to_idx = {} - for i, l in imagenet_labels.IMAGENET_2012_LABELS.items(): - l = l.split(',', 1)[0] - self.labels[i] = l - self.label_to_idx[l] = i - - if name == 'mobilenet_v2': - self.model = tf.keras.applications.mobilenet_v2.MobileNetV2() - elif name == 'mobilenet': - self.model = tf.keras.applications.mobilenet.MobileNet() - - def predict_minibatch( - self, input_batch: list[lit_types.JsonDict] - ) -> list[lit_types.JsonDict]: - output = [] - for example in input_batch: - # Convert input to the model acceptable format. - img_data = example['image'] - if isinstance(img_data, str): - img_data = image_utils.convert_image_str_to_array(img_data, IMAGE_SHAPE) - # Get predictions. - x = img_data[np.newaxis, ...] - x = tf.convert_to_tensor(x) - preds = self.model(x).numpy()[0] - # Determine the gradient target. - if (grad_target := example.get('label')) is None: - grad_target_idx = np.argmax(preds) - else: - grad_target_idx = self.label_to_idx[grad_target] - # Calculate gradients. - with tf.GradientTape() as tape: - tape.watch(x) - y = self.model(x)[0, grad_target_idx] - grads = tape.gradient(y, x).numpy()[0] - # Add results to the output. - output.append({ - 'preds': preds, - 'grads': grads, - }) - - return output - - def input_spec(self): - return { - 'image': lit_types.ImageBytes(), - # If `grad_target` is not specified then the label with the highest - # predicted score is used as the gradient target. - 'label': lit_types.CategoryLabel(vocab=self.labels, required=False), - } - - def output_spec(self): - return { - 'preds': lit_types.MulticlassPreds( - vocab=self.labels, autosort=True, parent='label' - ), - 'grads': lit_types.ImageGradients( - align='image', grad_target_field_key='label' - ), - } diff --git a/lit_nlp/examples/models/mobilenet_test.py b/lit_nlp/examples/models/mobilenet_test.py deleted file mode 100644 index 6df157cc..00000000 --- a/lit_nlp/examples/models/mobilenet_test.py +++ /dev/null @@ -1,100 +0,0 @@ -from absl.testing import absltest -from absl.testing import parameterized -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import types -from lit_nlp.examples.models import mobilenet -from lit_nlp.lib import image_utils -import numpy as np -from PIL import Image as PILImage - - -class MobileNetTest(parameterized.TestCase): - - @parameterized.named_parameters( - dict( - testcase_name='compatible_spec_model_v2', - model_name='mobilenet_v2', - dataset_spec={'image': types.ImageBytes()}, - expected=True, - ), - dict( - testcase_name='empty_spec_model_v2', - model_name='mobilenet_v2', - dataset_spec={}, - expected=False, - ), - dict( - testcase_name='no_images_spec_model_v2', - model_name='mobilenet_v2', - dataset_spec={'text': types.TextSegment()}, - expected=False, - ), - dict( - testcase_name='wrong_keys_spec_model_v2', - model_name='mobilenet_v2', - dataset_spec={'wrong_image_key': types.ImageBytes()}, - expected=False, - ), - dict( - testcase_name='compatible_spec_model_v1', - model_name='mobilenet', - dataset_spec={'image': types.ImageBytes()}, - expected=True, - ), - dict( - testcase_name='empty_spec_model_v1', - model_name='mobilenet', - dataset_spec={}, - expected=False, - ), - dict( - testcase_name='no_images_spec_model_v1', - model_name='mobilenet', - dataset_spec={'text': types.TextSegment()}, - expected=False, - ), - dict( - testcase_name='wrong_keys_spec_model_v1', - model_name='mobilenet', - dataset_spec={'wrong_image_key': types.ImageBytes()}, - expected=False, - ), - ) - def test_compatibility( - self, model_name: str, dataset_spec: types.Spec, expected: bool - ): - dataset = lit_dataset.Dataset(spec=dataset_spec) - model = mobilenet.MobileNet(model_name) - self.assertEqual(model.is_compatible_with_dataset(dataset), expected) - - @parameterized.named_parameters( - dict( - testcase_name='model_v1', - model_name='mobilenet', - ), - dict( - testcase_name='model_v2', - model_name='mobilenet_v2', - ), - ) - def test_model(self, model_name: str): - # Create an input with base64 encoded image. - input_1 = { - 'image': np.zeros(shape=(mobilenet.IMAGE_SHAPE), dtype=np.float32) - } - # Create an input with image data in Numpy array. - pil_image = PILImage.new(mode='RGB', size=(300, 200)) - input_2 = {'image': image_utils.convert_pil_to_image_str(pil_image)} - model = mobilenet.MobileNet(model_name) - model_out = model.predict([input_1, input_2]) - model_out = list(model_out) - # Check first output. - self.assertIn('preds', model_out[0]) - self.assertIn('grads', model_out[0]) - # Check second output. - self.assertIn('preds', model_out[1]) - self.assertIn('grads', model_out[1]) - - -if __name__ == '__main__': - absltest.main() diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index 19c4dde0..3af3a0eb 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -147,8 +147,6 @@ LIT supports multi-label tasks, when a model can label a single example with more than one label. Multi-label classification is implemented with the `SparseMultilabelPreds` and `SparseMultilabel` types. -* For a basic example on an image labeling task, see - [examples/image_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py). * Models should define a `SparseMultilabelPreds` field in their output spec with the`vocab=` attribute as the set of class labels, and for each example should return a list of class score tuples. Each tuple contains two @@ -246,11 +244,8 @@ NOTE: We may transition images away from encoded strings, moving to individual pixel color values. We will ensure we don't break existing checked-in code with such a change. -* See [examples/datasets/open_images.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/datasets/open_images.py) for a - dataset containing images, including converting images to base64 encoded - strings. -* For a demo of an image classifier, see - [examples/image_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py). +* See [examples/dalle/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/dalle/demo.py) for a demo on + image generation and how LIT handles image bytes. ## Token-based Salience @@ -488,8 +483,6 @@ using either KerasNLP or Transformers. * Transformers model wrappers: [`pretrained_lms.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py) - - ## Salience Clustering LIT includes a basic implementation of the salience clustering method from diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index dfc77b50..c919790d 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -169,13 +169,3 @@ https://pair-code.github.io/lit/tutorials/coref * Use binary classifier threshold setters to find best thresholds for slices of examples to achieve specific fairness constraints, such as demographic parity. - -### Image Classification with MobileNet - -**Hosted instance:** https://pair-code.github.io/lit/demos/images.html \ -**Code:** [examples/image_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py) - -* Classification on ImageNet labels using a MobileNet model. -* Showing using of LIT on image data. -* Explore results of multiple gradient-based image saliency techniques in the - Salience Maps module. diff --git a/website/sphinx_src/faq.md b/website/sphinx_src/faq.md index de6a5b57..9ff5b3d5 100644 --- a/website/sphinx_src/faq.md +++ b/website/sphinx_src/faq.md @@ -17,8 +17,8 @@ works with any modern ML framework. For more information, see In addition to text, LIT has good support for different modalities, including images and tabular data. For examples, see: -* [Image demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py) - - image classification, using a Mobilenet model. +* [DALL·E demo](google3/third_party/py/lit_nlp/examples/dalle/) - image + generation, using DALL·E Mini model. * [Tabular demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py) - multi-class classification on tabular (numeric and categorical string) data, using the @@ -99,8 +99,8 @@ manually entered in the web UI) are stored in server memory, and if `--data_dir` is specified, may be cached to disk. LIT has the ability to create or edit datapoints in the UI and then save them to -disk. If you do not want the tool to be able to write edited datapoints to -disk, then pass the `--demo_mode` runtime flag to the LIT server. +disk. If you do not want the tool to be able to write edited datapoints to disk, +then pass the `--demo_mode` runtime flag to the LIT server. ### I have proprietary data. Is LIT secure for my team to use? From c2fb41b4945edb91fac973cf0ddbca48c6257511 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Wed, 5 Jun 2024 07:42:32 -0700 Subject: [PATCH 15/50] Remove the toxicity demos from the LIT examples. PiperOrigin-RevId: 640521996 --- lit_nlp/examples/datasets/classification.py | 32 --------- lit_nlp/examples/models/glue_models.py | 22 ------ lit_nlp/examples/tools/glue_trainer.py | 5 -- lit_nlp/examples/toxicity_demo.py | 75 --------------------- website/sphinx_src/components.md | 4 +- 5 files changed, 1 insertion(+), 137 deletions(-) delete mode 100644 lit_nlp/examples/toxicity_demo.py diff --git a/lit_nlp/examples/datasets/classification.py b/lit_nlp/examples/datasets/classification.py index 92a7e916..0a022f1c 100644 --- a/lit_nlp/examples/datasets/classification.py +++ b/lit_nlp/examples/datasets/classification.py @@ -187,35 +187,3 @@ def spec(self) -> lit_types.Spec: "label": lit_types.CategoryLabel(vocab=self.LABELS), } - -class ToxicityData(lit_dataset.Dataset): - """Jigsaw toxicity dataset; see https://www.tensorflow.org/datasets/catalog/wikipedia_toxicity_subtypes.""" - - LABELS = ["non-toxic", "toxic"] - - def __init__(self, split="test", max_seq_len=500): - """Dataset constructor, loads the data into memory.""" - raw_examples = load_tfds("wikipedia_toxicity_subtypes", split=split) - self._examples = [] # populate this with data records - for record in raw_examples: - self._examples.append({ - "sentence": record["text"].decode("utf-8"), - "label": self.LABELS[int(record["toxicity"])], - "identity_attack": bool(int(record["identity_attack"])), - "insult": bool(int(record["insult"])), - "obscene": bool(int(record["obscene"])), - "severe_toxicity": bool(int(record["severe_toxicity"])), - "threat": bool(int(record["threat"])) - }) - - def spec(self) -> lit_types.Spec: - """Dataset spec, which should match the model"s input_spec().""" - return { - "sentence": lit_types.TextSegment(), - "label": lit_types.CategoryLabel(vocab=self.LABELS), - "identity_attack": lit_types.Boolean(), - "insult": lit_types.Boolean(), - "obscene": lit_types.Boolean(), - "severe_toxicity": lit_types.Boolean(), - "threat": lit_types.Boolean() - } diff --git a/lit_nlp/examples/models/glue_models.py b/lit_nlp/examples/models/glue_models.py index 466f3172..a70cb1f0 100644 --- a/lit_nlp/examples/models/glue_models.py +++ b/lit_nlp/examples/models/glue_models.py @@ -648,25 +648,3 @@ def input_spec(self): ret = super().input_spec() ret[self.config.label_name] = lit_types.Scalar(min_val=0, max_val=5) return ret - - -class ToxicityModel(GlueModel): - """Classification model on Jigsaw Toxicity Dataset.""" - - def __init__(self, *args, **kw): - super().__init__( - *args, - text_a_name="sentence", - text_b_name=None, - labels=["non-toxic", "toxic"], - null_label_idx=0, - **kw) - - def output_spec(self) -> Spec: - ret = super().output_spec() - ret["probas"] = lit_types.MulticlassPreds( - parent=self.config.label_name, - vocab=self.config.labels, - null_idx=self.config.null_label_idx, - threshold=0.3) - return ret diff --git a/lit_nlp/examples/tools/glue_trainer.py b/lit_nlp/examples/tools/glue_trainer.py index 034668e8..e217f8fb 100644 --- a/lit_nlp/examples/tools/glue_trainer.py +++ b/lit_nlp/examples/tools/glue_trainer.py @@ -25,7 +25,6 @@ from absl import flags from absl import logging -from lit_nlp.examples.datasets import classification from lit_nlp.examples.datasets import glue from lit_nlp.examples.models import glue_models from lit_nlp.lib import serialize @@ -130,10 +129,6 @@ def main(argv: Sequence[str]) -> None: train_data = glue.STSBData("train") val_data = glue.STSBData("validation") model = glue_models.STSBModel(_ENCODER_NAME.value) - elif _TASK.value == "toxicity": - train_data = classification.ToxicityData("train") - val_data = classification.ToxicityData("test") - model = glue_models.ToxicityModel(_ENCODER_NAME.value) else: raise ValueError(f"Unrecognized task name: '{_TASK.value:s}'") diff --git a/lit_nlp/examples/toxicity_demo.py b/lit_nlp/examples/toxicity_demo.py deleted file mode 100644 index f14a4c4e..00000000 --- a/lit_nlp/examples/toxicity_demo.py +++ /dev/null @@ -1,75 +0,0 @@ -r"""LIT Demo for a Toxicity model. - -To run locally: - python -m lit_nlp.examples.toxicity_demo --port=5432 - -Once you see the ASCII-art LIT logo, navigate to localhost:5432 to access the -demo UI. -""" - -from collections.abc import Sequence -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.examples.datasets import classification -from lit_nlp.examples.models import glue_models - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_MODEL_PATH = flags.DEFINE_string( - "model_path", - "https://storage.googleapis.com/what-if-tool-resources/lit-models/toxicity.tar.gz", - "Path to saved model (from transformers library).", -) -_MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", 1000, "Maximum number of examples to load into LIT. ") - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info( - "toxicity_demo:get_wsgi_app() called with unused args: %s", unused - ) - return main([]) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - model_path = _MODEL_PATH.value - logging.info("Working directory: %s", model_path) - - # Load our trained model. - models = {"toxicity": glue_models.ToxicityModel(model_path)} - datasets = {"toxicity_test": classification.ToxicityData("test")} - - # Truncate datasets if --max_examples is set. - for name in datasets: - logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) - datasets[name] = datasets[name].slice[:_MAX_EXAMPLES.value] - logging.info(" truncated to %d examples", len(datasets[name])) - - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server(models, datasets, **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index 3af3a0eb..c9a959c0 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -116,9 +116,7 @@ implemented with the `MulticlassPreds` and `CategoryLabel` types. * A negative class can be designated using the `null_idx` attribute of `MulticlassPreds` (most commonly, `null_idx=0`), and metrics such as precision, recall, F1 will be computed for the remaining classes. AUC and - AUCPR will be computed for binary classification tasks. For an example, see - the - [comment toxicity model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py?l=518&rcl=386779180). + AUCPR will be computed for binary classification tasks. * If `null_idx` is set and there is only one other class, the other class (often, class `1`) is treated as a positive class, and the LIT UI can be used to change the classification threshold. If `null_idx` is set and there From dd196e941058a1d4246b3df3a3c37595f9791b18 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Wed, 5 Jun 2024 11:49:27 -0700 Subject: [PATCH 16/50] Remove the xnli demos from the LIT examples. PiperOrigin-RevId: 640597959 --- lit_nlp/examples/datasets/classification.py | 130 -------------------- lit_nlp/examples/xnli_demo.py | 103 ---------------- website/sphinx_src/demos.md | 13 -- website/sphinx_src/faq.md | 3 - 4 files changed, 249 deletions(-) delete mode 100644 lit_nlp/examples/xnli_demo.py diff --git a/lit_nlp/examples/datasets/classification.py b/lit_nlp/examples/datasets/classification.py index 0a022f1c..0d1e1df3 100644 --- a/lit_nlp/examples/datasets/classification.py +++ b/lit_nlp/examples/datasets/classification.py @@ -1,10 +1,8 @@ """Text classification datasets, including single- and two-sentence tasks.""" from typing import Optional -from absl import logging from lit_nlp.api import dataset as lit_dataset from lit_nlp.api import types as lit_types -import pandas as pd import tensorflow_datasets as tfds @@ -17,134 +15,6 @@ def load_tfds(*args, **kw): tfds.as_numpy(tfds.load(*args, download=True, try_gcs=True, **kw))) -class MNLIDataFromTSV(lit_dataset.Dataset): - """MultiNLI dataset, from TSV. - - Compared to the TFDS version, this includes: - - label2 field for binary labels, with same schema as HANS - - genre labels, for stratified analysis - - The downside is that you need to download the data from - https://gluebenchmark.com/tasks, and provide a path to the .tsv file. - """ - - LABELS3 = ["entailment", "neutral", "contradiction"] - LABELS2 = ["non-entailment", "entailment"] - - def binarize_label(self, label): - return "entailment" if label == "entailment" else "non-entailment" - - def __init__(self, path: str): - self._examples = self.load_datapoints(path) - - def load_datapoints(self, path: str): - with open(path) as fd: - df = pd.read_csv(fd, sep="\t") - # pylint: disable=g-complex-comprehension - return [{ - "premise": row["sentence1"], - "hypothesis": row["sentence2"], - "label": row["gold_label"], - "label2": self.binarize_label(row["gold_label"]), - "genre": row["genre"], - } for _, row in df.iterrows()] - # pylint: enable=g-complex-comprehension - - def load(self, path: str): - datapoints = self.load_datapoints(path) - return lit_dataset.Dataset(base=self, examples=datapoints) - - def save(self, examples: list[lit_types.IndexedInput], path: str): - example_data = [ex["data"] for ex in examples] - df = pd.DataFrame(example_data).rename(columns={ - "premise": "sentence1", - "hypothesis": "sentence2", - "label": "gold_label", - }) - with open(path, "w") as fd: - df.to_csv(fd, sep="\t") - - def spec(self) -> lit_types.Spec: - """Should match MnliModel's input_spec().""" - return { - "premise": lit_types.TextSegment(), - "hypothesis": lit_types.TextSegment(), - # 'label' for 3-way NLI labels, 'label2' for binarized. - "label": lit_types.CategoryLabel(vocab=self.LABELS3), - "label2": lit_types.CategoryLabel(vocab=self.LABELS2), - "genre": lit_types.CategoryLabel(), - } - - -class XNLIData(lit_dataset.Dataset): - """Cross-lingual NLI; see https://cims.nyu.edu/~sbowman/xnli/.""" - - LABELS = ["entailment", "neutral", "contradiction"] - - def _process_example(self, ex, languages: list[str]): - # Hypothesis is stored as parallel arrays, so make a map. - hyp_map = { - lang.decode("utf-8"): hyp.decode("utf-8") for lang, hyp in zip( - ex["hypothesis"]["language"], ex["hypothesis"]["translation"]) - } - for lang in languages: - if lang not in hyp_map: - logging.warning("Missing hypothesis (lang=%s) for premise '%s'", lang, - ex["premise"]["lang"].decode("utf-8")) - continue - yield { - "premise": ex["premise"][lang].decode("utf-8"), - "hypothesis": hyp_map[lang], - "label": self.LABELS[ex["label"]], - "language": lang, - } - - def __init__(self, split: str, languages=("en", "es", "hi", "zh")): - self._examples = [] - for ex in load_tfds("xnli", split=split): - # Each TFDS example contains all the translations; we unpack to individual - # (premise, hypothesis) pairs that are compatible with a standard NLI - # model. - self._examples.extend(self._process_example(ex, languages)) - - def spec(self): - return { - "premise": lit_types.TextSegment(), - "hypothesis": lit_types.TextSegment(), - "label": lit_types.CategoryLabel(vocab=self.LABELS), - "language": lit_types.CategoryLabel(), - } - - -class HansNLIData(lit_dataset.Dataset): - """HANS NLI challenge set (https://arxiv.org/abs/1902.01007); 30k examples.""" - - LABELS = ["non-entailment", "entailment"] - - def __init__(self, path: str): - with open(path) as fd: - df = pd.read_csv(fd, sep="\t", header=0) - # pylint: disable=g-complex-comprehension - self._examples = [{ - "premise": row["sentence1"], - "hypothesis": row["sentence2"], - "label2": row["gold_label"], - "heuristic": row["heuristic"], - "template": row["template"], - } for _, row in df.iterrows()] - # pylint: enable=g-complex-comprehension - - def spec(self) -> lit_types.Spec: - return { - "premise": lit_types.TextSegment(), - "hypothesis": lit_types.TextSegment(), - # 'label2' for 2-way NLI labels - "label2": lit_types.CategoryLabel(vocab=self.LABELS), - "heuristic": lit_types.CategoryLabel(), - "template": lit_types.CategoryLabel(), - } - - class IMDBData(lit_dataset.Dataset): """IMDB reviews dataset; see http://ai.stanford.edu/~amaas/data/sentiment/.""" diff --git a/lit_nlp/examples/xnli_demo.py b/lit_nlp/examples/xnli_demo.py deleted file mode 100644 index 4f209e39..00000000 --- a/lit_nlp/examples/xnli_demo.py +++ /dev/null @@ -1,103 +0,0 @@ -r"""Example demo for multilingual NLI on the XNLI eval set. - -To run locally with our trained model: - python -m lit_nlp.examples.xnli_demo --port=5432 - -Then navigate to localhost:5432 to access the demo UI. - -To train a model for this task, use tools/glue_trainer.py or your favorite -trainer script to fine-tune a multilingual encoder, such as -bert-base-multilingual-cased, on the mnli task. - -Note: the LIT UI can handle around 10k examples comfortably, depending on your -hardware. The monolingual (english) eval sets for MNLI are about 9.8k each, -while each language for XNLI is about 2.5k examples, so we recommend using the ---languages flag to load only the languages you're interested in. -""" - -from collections.abc import Sequence -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.examples.datasets import classification -from lit_nlp.examples.datasets import glue -from lit_nlp.examples.models import glue_models -from lit_nlp.lib import file_cache - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_LANGUAGES = flags.DEFINE_list( - "languages", ["en", "es", "hi", "zh"], - "Languages to load from XNLI. Available languages: " - "ar,bg,de,el,en,es,fr,hi,ru,sw,th,tr,ur,zh,vi" -) - -_MODEL_PATH = flags.DEFINE_string( - "model_path", - "https://storage.googleapis.com/what-if-tool-resources/lit-models/mbert_mnli.tar.gz", - ( - "Path to fine-tuned model files. Expects model to be in standard " - "transformers format, e.g. as saved by model.save_pretrained() and " - "tokenizer.save_pretrained()." - ), -) - -_MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", None, "Maximum number of examples to load into LIT. " - "Note: MNLI eval set is 10k examples, so will take a while to run and may " - "be slow on older machines. Set --max_examples=200 for a quick start.") - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("xnli_demo:get_wsgi_app() called with unused args: %s", unused) - return main([]) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - model_path = _MODEL_PATH.value - if model_path.endswith(".tar.gz"): - model_path = file_cache.cached_path( - model_path, extract_compressed_file=True) - - models = {"nli": glue_models.MNLIModel(model_path, inference_batch_size=16)} - datasets = { - "xnli": classification.XNLIData("validation", _LANGUAGES.value), - "mnli_dev": glue.MNLIData("validation_matched"), - "mnli_dev_mm": glue.MNLIData("validation_mismatched"), - } - - # Truncate datasets if --max_examples is set. - for name in datasets: - logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) - datasets[name] = datasets[name].slice[:_MAX_EXAMPLES.value] - logging.info(" truncated to %d examples", len(datasets[name])) - - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server(models, datasets, **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index c919790d..336d2b43 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -43,19 +43,6 @@ https://pair-code.github.io/lit/demos/. Tip: check out a case study for this demo on the public LIT website: https://pair-code.github.io/lit/tutorials/sentiment -### Multilingual (XNLI) - -**Code:** [examples/xnli_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/xnli_demo.py) - -* [XNLI](https://cims.nyu.edu/~sbowman/xnli/) dataset translates a subset of - MultiNLI into 14 different languages. -* Specify `--languages=en,jp,hi,...` flag to select which languages to load. -* NLI as a three-way classification task with two-segment input (premise, - hypothesis). -* Fine-tuned multilingual BERT model. -* Salience methods work with non-whitespace-delimited text, by using the - model's wordpiece tokenization. - -------------------------------------------------------------------------------- ## Regression / Scoring diff --git a/website/sphinx_src/faq.md b/website/sphinx_src/faq.md index 9ff5b3d5..fc70e29c 100644 --- a/website/sphinx_src/faq.md +++ b/website/sphinx_src/faq.md @@ -34,9 +34,6 @@ All strings in LIT are unicode and most components use model-provided tokenization if available, so in most cases non-English languages and non-Latin scripts should work without any modifications. For examples, see: -* [XNLI demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/xnli_demo.py) - - cross-lingual NLI, with up to 15 languages supported via a multilingual BERT - model. * [T5 demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/t5_demo.py) - includes WMT data for machine translation From 72fd772fa02c7445f27fb517e667987ea8ab34d7 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Thu, 6 Jun 2024 07:53:55 -0700 Subject: [PATCH 17/50] Remove the is_eval_demo from the LIT examples. PiperOrigin-RevId: 640897240 --- lit_nlp/examples/is_eval/datasets.py | 44 ------ lit_nlp/examples/is_eval/is_eval_demo.py | 157 -------------------- lit_nlp/examples/is_eval/is_eval_trainer.py | 138 ----------------- lit_nlp/examples/is_eval/models.py | 48 ------ 4 files changed, 387 deletions(-) delete mode 100644 lit_nlp/examples/is_eval/datasets.py delete mode 100644 lit_nlp/examples/is_eval/is_eval_demo.py delete mode 100644 lit_nlp/examples/is_eval/is_eval_trainer.py delete mode 100644 lit_nlp/examples/is_eval/models.py diff --git a/lit_nlp/examples/is_eval/datasets.py b/lit_nlp/examples/is_eval/datasets.py deleted file mode 100644 index 25c3d7ed..00000000 --- a/lit_nlp/examples/is_eval/datasets.py +++ /dev/null @@ -1,44 +0,0 @@ -"""Text classification dataset for binary, single input data.""" -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import types as lit_types -import pandas as pd - - -class SingleInputClassificationFromTSV(lit_dataset.Dataset): - """TSV data loader for files having a single input text and a label. - - Files must be in TSV format with 2 columns in this order: - 1. Input text. - 2. Numeric label. - - Exported examples have 2 output keys: "sentence" and "label". - """ - - LABELS = ["0", "1"] - - def __init__(self, path: str, name: str = ""): - """Initializes a dataset for the Input Salience Eval demo. - - Args: - path: The path from which examples will be loaded. - name: Optionally, the name of the dataset. Used by ISEvalModel to - determine if the model is intended to be compatible with this dataset. - """ - self._examples = self.load_datapoints(path) - self.name = name - - def load_datapoints(self, path: str): - with open(path) as fd: - df = pd.read_csv(fd, sep="\t", header=None, names=["sentence", "label"]) - # pylint: disable=g-complex-comprehension - return [{ - "sentence": row["sentence"], - "label": self.LABELS[row["label"]], - } for _, row in df.iterrows()] - # pylint: enable=g-complex-comprehension - - def spec(self) -> lit_types.Spec: - return { - "sentence": lit_types.TextSegment(), - "label": lit_types.CategoryLabel(vocab=self.LABELS), - } diff --git a/lit_nlp/examples/is_eval/is_eval_demo.py b/lit_nlp/examples/is_eval/is_eval_demo.py deleted file mode 100644 index 0621adef..00000000 --- a/lit_nlp/examples/is_eval/is_eval_demo.py +++ /dev/null @@ -1,157 +0,0 @@ -r"""Example demo loading a handful of IS eval models. - -To run: - blaze run -c opt --config=cuda examples/is_eval:is_eval_demo -- \ - --port=5432 -""" -import sys - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import layout -from lit_nlp.examples.is_eval import datasets -from lit_nlp.examples.is_eval import models as is_eval_models -from lit_nlp.lib import file_cache - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) -FLAGS.set_default("page_title", "Input Salience Evaluation Demo") - -_DOC_STRING = ( - "# Input Salience Evaluation Demo\nThis demo accompanies our " - "[paper](https://arxiv.org/abs/2211.05485) and " - "[blogpost](https://ai.googleblog.com/2022/12/will-you-find-these-shortcuts.html)" - " \"Will you find these shortcuts?\". We manually inserted one out of " - "three artificial data artifacts (shortcuts) into two datasets (SST2, " - "Toxicity). In the \"Explanations\" tab you can observe how different " - "input salience methods put different weights on the nonsense tokens " - "*zeroa*, *onea*, *synt*.") - -_MODELS = flags.DEFINE_list( - "models", - [ - "sst2_single_token:https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_single_token_bert.tar.gz", - "sst2_token_in_context:https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_token_in_context_bert.tar.gz", - "sst2_ordered_pair:https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_simple_order_bert.tar.gz", - "toxicity_single_token:https://storage.googleapis.com/what-if-tool-resources/lit-models/toxicity_single_token_bert.tar.gz", - "toxicity_token_in_context:https://storage.googleapis.com/what-if-tool-resources/lit-models/toxicity_token_in_context_bert.tar.gz", - "toxicity_ordered_pair:https://storage.googleapis.com/what-if-tool-resources/lit-models/toxicity_simple_order_bert.tar.gz", - ], - "List of models to load, as :. " - "Path should be the output of saving a transformer model, e.g. " - "model.save_pretrained(path) and tokenizer.save_pretrained(path). Remote " - ".tar.gz files will be downloaded and cached locally.", -) - -_MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", None, "Maximum number of examples to load into LIT. Set " - "--max_examples=200 for a quick start.") - -DATASETS = { - "sst2_single_token_dev_100_syn": "https://storage.googleapis.com/what-if-tool-resources/lit-data/sst2_single_token-dev.100syn.tsv", - "sst2_token_in_context_dev_100_syn": "https://storage.googleapis.com/what-if-tool-resources/lit-data/sst2_token_in_context-dev.100syn.tsv", - "sst2_ordered_pair_dev_100_syn": "https://storage.googleapis.com/what-if-tool-resources/lit-data/sst2_simple_order-dev.100syn.tsv", - "toxicity_single_token_dev_100_syn": "https://storage.googleapis.com/what-if-tool-resources/lit-data/toxicity_single_token-dev.100syn.tsv", - "toxicity_token_in_context_dev_100_syn": "https://storage.googleapis.com/what-if-tool-resources/lit-data/toxicity_token_in_context-dev.100syn.tsv", - "toxicity_ordered_pair_dev_100_syn": "https://storage.googleapis.com/what-if-tool-resources/lit-data/toxicity_simple_order-dev.100syn.tsv", -} - -modules = layout.LitModuleName -IS_EVAL_LAYOUT = layout.LitCanonicalLayout( - upper={ - "Main": [ - modules.DocumentationModule, - modules.EmbeddingsModule, - modules.DataTableModule, - modules.DatapointEditorModule, - ] - }, - lower={ - "Predictions": [ - modules.ClassificationModule, - modules.SalienceMapModule, - modules.ScalarModule, - ], - "Salience Clustering": [modules.SalienceClusteringModule], - "Metrics": [ - modules.MetricsModule, - modules.ConfusionMatrixModule, - modules.CurvesModule, - modules.ThresholderModule, - ], - "Counterfactuals": [ - modules.GeneratorModule, - ], - }, - description="Custom layout for evaluating input salience methods.") -CUSTOM_LAYOUTS = layout.DEFAULT_LAYOUTS | {"is_eval": IS_EVAL_LAYOUT} -# You can change this back via URL param, e.g. localhost:5432/?layout=default -FLAGS.set_default("default_layout", "is_eval") - - -def get_wsgi_app(): - """Return WSGI app for container-hosted demos.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - FLAGS.set_default("warm_start", 1.0) - FLAGS.set_default("max_examples", 1000) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("is_eval_demo:get_wsgi_app() called with unused args: %s", - unused) - return main([]) - - -def main(_): - models = {} - loaded_datasets = {} - - for model_string in _MODELS.value: - # Only split on the first two ':', because path may be a URL - # containing 'https://' - name, path = model_string.split(":", 1) - logging.info("Loading model '%s' from '%s'", name, path) - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - if path.endswith(".tar.gz"): - path = file_cache.cached_path( - path, extract_compressed_file=True) - # Load the model from disk. - models[name] = is_eval_models.ISEvalModel( - name, path, output_attention=False) - - logging.info("Loading data for SST-2 task.") - for data_key, url in DATASETS.items(): - path = file_cache.cached_path(url) - loaded_datasets[data_key] = datasets.SingleInputClassificationFromTSV( - path, data_key) - - # Truncate datasets if --max_examples is set. - for name in loaded_datasets: - logging.info("Dataset: '%s' with %d examples", name, - len(loaded_datasets[name])) - loaded_datasets[name] = loaded_datasets[name].shuffle().slice[:_MAX_EXAMPLES - .value] - logging.info(" truncated to %d examples", len(loaded_datasets[name])) - - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server( - models, - loaded_datasets, - layouts=CUSTOM_LAYOUTS, - onboard_end_doc=_DOC_STRING, - **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/is_eval/is_eval_trainer.py b/lit_nlp/examples/is_eval/is_eval_trainer.py deleted file mode 100644 index a7a53da5..00000000 --- a/lit_nlp/examples/is_eval/is_eval_trainer.py +++ /dev/null @@ -1,138 +0,0 @@ -r"""Lightweight trainer script to fine-tune a model for IS eval. - -Usage: - python -m lit_nlp.examples.tools.is_eval_trainer \ - --encoder_name=bert-base-uncased \ - --train_path=/path/to/saved/model \ - --train_data_path=/path/to/train/data \ - --dev_data_path=/path/to/dev/data \ - -This will finetune a BERT model to reproduce findings of the paper ""Will You -Find These Shortcuts?" A Protocol for Evaluating the Faithfulness of Input -Salience Methods for Text Classification" [https://arxiv.org/abs/2111.07367]. - -Please ensure that the model's vocabulary file includes all special shortcut -tokens. When using the provided datasets of the LIT demo these are: -"ZEROA", "ZEROB", "ONEA", "ONEB", "onea", "oneb", "zeroa", "zerob", "synt". - -This will train a BERT-base model [https://arxiv.org/abs/1810.04805] -which give validation accuracy in the low 90s on SST-2. - -Note: you don't have to use this trainer to use LIT; the classifier -implementation is just a wrapper around HuggingFace Transformers, using -AutoTokenizer, AutoConfig, and TFAutoModelForSequenceClassification, and can -load anything compatible with those classes. -""" - -from collections.abc import Sequence -import os - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp.examples.is_eval import datasets -from lit_nlp.examples.models import glue_models -from lit_nlp.lib import serialize -import tensorflow as tf - -_ENCODER_NAME = flags.DEFINE_string( - "encoder_name", "bert-base-uncased", - "Model name or path to pretrained (base) encoder.") -_TRAIN_DATA_PATH = flags.DEFINE_string("train_data_path", None, "") -_DEV_DATA_PATH = flags.DEFINE_string("dev_data_path", None, "") -_TRAIN_PATH = flags.DEFINE_string("train_path", "/tmp/hf_demo", - "Path to save fine-tuned model.") - -_NUM_EPOCHS = flags.DEFINE_integer( - "num_epochs", 3, "Number of epochs to train for.", lower_bound=1) -_SAVE_INTERMEDIATES = flags.DEFINE_bool( - "save_intermediates", False, - "If true, save intermediate weights after each epoch.") - - -def history_to_dict(keras_history): - return { - "epochs": keras_history.epoch, - "history": keras_history.history, - "params": keras_history.params, - "optimizer_params": keras_history.model.optimizer.get_config(), - } - - -class EpochSaverCallback(tf.keras.callbacks.Callback): - """Save model at the beginning of training and after every epoch. - - Similar to tf.keras.callbacks.ModelCheckpoint, but this allows us to specify - a custom save fn to call, such as the HuggingFace model.save() which writes - .h5 files and config information. - """ - - def __init__(self, save_path_base: str, save_fn=None): - super().__init__() - self.save_path_base = save_path_base - self.save_fn = save_fn or self.model.save - - def on_train_begin(self, logs=None): - self.on_epoch_end(-1, logs=logs) # write epoch-0 - - def on_epoch_end(self, epoch, logs=None): - # Save path 1-indexed = # of completed epochs. - save_path = os.path.join(self.save_path_base, f"epoch-{epoch+1}") - self.save_fn(save_path) - - -def train_and_save(model, - train_data, - val_data, - train_path, - save_intermediates=False, - **train_kw): - """Run training and save model.""" - # Set up logging for TensorBoard. To view, run: - # tensorboard --log_dir=/tensorboard - keras_callbacks = [ - tf.keras.callbacks.TensorBoard( - log_dir=os.path.join(train_path, "tensorboard")) - ] - if save_intermediates: - keras_callbacks.append(EpochSaverCallback(train_path, save_fn=model.save)) - history = model.train( - train_data.examples, - validation_inputs=val_data.examples, - keras_callbacks=keras_callbacks, - **train_kw) - - # Save training history too, since this is human-readable and more concise - # than the TensorBoard log files. - with open(os.path.join(train_path, "train.history.json"), "w") as fd: - # Use LIT's custom JSON encoder to handle dicts containing NumPy data. - fd.write(serialize.to_json(history_to_dict(history), simple=True, indent=2)) - - model.save(train_path) - logging.info("Saved model files: \n %s", - "\n ".join(os.listdir(train_path))) - - -def main(argv: Sequence[str]) -> None: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - model = glue_models.SST2Model(_ENCODER_NAME.value) - train_data = datasets.SingleInputClassificationFromTSV(_TRAIN_DATA_PATH.value) - dev_data = datasets.SingleInputClassificationFromTSV(_DEV_DATA_PATH.value) - - train_and_save( - model, - train_data, - dev_data, - _TRAIN_PATH.value, - save_intermediates=_SAVE_INTERMEDIATES.value, - num_epochs=_NUM_EPOCHS.value, - learning_rate=1e-5, - batch_size=16, - ) - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/is_eval/models.py b/lit_nlp/examples/is_eval/models.py deleted file mode 100644 index d6765df7..00000000 --- a/lit_nlp/examples/is_eval/models.py +++ /dev/null @@ -1,48 +0,0 @@ -"""Custom GLUE Model and ModelSpec for the Input Salience Evaluation demo.""" -from typing import cast -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.examples.is_eval import datasets as is_eval_datasets -from lit_nlp.examples.models import glue_models - - -class ISEvalModel(glue_models.SST2Model): - """Custom GLUE model for the Input Salience Evaluation demo.""" - - def __init__(self, model_name: str, *args, **kw): - """Initializes a custom SST-2 model for the Input Salience Eval demo. - - Args: - model_name: The model's name. Used to determine dataset compatibility. - *args: Additional positional args to pass to the SST2Model base class. - **kw: Additional keyword args to pass to the SST2Model base class. - """ - super().__init__(*args, **kw) - self._model_name = model_name - - def is_compatible_with_dataset(self, dataset: lit_dataset.Dataset) -> bool: - """Returns true if the model is compatible with the dataset. - - The Input Salience Eval demo is somewhat unique in that each model and - dataset have compatible specs but the intention is to pair them for - specific tasks. - - This class determines compatibility by: - - 1. Ensuring that the value of `model_name` is contained in the `default` - value of the `dataset_name` field in the provided `dataset_spec`. - 2. Calling super().is_compatible_with_dataset() to check compatibility - using the base ModelSpec check. - - Args: - dataset: The dataset for which compatibility will be determined. - """ - if not isinstance(dataset, - is_eval_datasets.SingleInputClassificationFromTSV): - return False - - eval_dataset = cast(is_eval_datasets.SingleInputClassificationFromTSV, - dataset) - if self.model_name in eval_dataset.name: - return super().is_compatible_with_dataset(dataset) - else: - return False From 71d88fb86eb88ffb80d665cf7571b21d7ae06bd2 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Thu, 6 Jun 2024 11:23:01 -0700 Subject: [PATCH 18/50] Remove the coref demo from the LIT examples. PiperOrigin-RevId: 640962672 --- docs/assets/images/lit-coref-compare.png | Bin 80342 -> 0 bytes docs/assets/images/lit-coref-data.png | Bin 65860 -> 0 bytes docs/assets/images/lit-coref-metric-top.png | Bin 39022 -> 0 bytes docs/assets/images/lit-coref-metrics.png | Bin 124661 -> 0 bytes docs/assets/images/lit-coref-pred.png | Bin 44707 -> 0 bytes docs/assets/images/lit-coref-select.png | Bin 103595 -> 0 bytes lit_nlp/examples/coref/__init__.py | 13 - lit_nlp/examples/coref/coref_demo.py | 226 --------------- lit_nlp/examples/coref/datasets/__init__.py | 13 - lit_nlp/examples/coref/datasets/ontonotes.py | 41 --- lit_nlp/examples/coref/datasets/winogender.py | 200 ------------- lit_nlp/examples/coref/edge_predictor.py | 273 ------------------ lit_nlp/examples/coref/encoders.py | 96 ------ lit_nlp/examples/coref/model.py | 138 --------- lit_nlp/examples/coref/retokenize.py | 40 --- website/sphinx_src/api.md | 2 +- website/sphinx_src/demos.md | 18 -- website/sphinx_src/docker.md | 1 - website/sphinx_src/faq.md | 5 +- .../src/assets/images/lit-coref-compare.png | Bin 80342 -> 0 bytes website/src/assets/images/lit-coref-data.png | Bin 65860 -> 0 bytes .../assets/images/lit-coref-metric-top.png | Bin 39022 -> 0 bytes .../src/assets/images/lit-coref-metrics.png | Bin 124661 -> 0 bytes website/src/assets/images/lit-coref-pred.png | Bin 44707 -> 0 bytes .../src/assets/images/lit-coref-select.png | Bin 103595 -> 0 bytes website/src/tutorials.md | 3 - website/src/tutorials/coref.md | 64 ---- website/src/tutorials/sequence-salience.md | 4 +- 28 files changed, 3 insertions(+), 1134 deletions(-) delete mode 100644 docs/assets/images/lit-coref-compare.png delete mode 100644 docs/assets/images/lit-coref-data.png delete mode 100644 docs/assets/images/lit-coref-metric-top.png delete mode 100644 docs/assets/images/lit-coref-metrics.png delete mode 100644 docs/assets/images/lit-coref-pred.png delete mode 100644 docs/assets/images/lit-coref-select.png delete mode 100644 lit_nlp/examples/coref/__init__.py delete mode 100644 lit_nlp/examples/coref/coref_demo.py delete mode 100644 lit_nlp/examples/coref/datasets/__init__.py delete mode 100644 lit_nlp/examples/coref/datasets/ontonotes.py delete mode 100644 lit_nlp/examples/coref/datasets/winogender.py delete mode 100644 lit_nlp/examples/coref/edge_predictor.py delete mode 100644 lit_nlp/examples/coref/encoders.py delete mode 100644 lit_nlp/examples/coref/model.py delete mode 100644 lit_nlp/examples/coref/retokenize.py delete mode 100644 website/src/assets/images/lit-coref-compare.png delete mode 100644 website/src/assets/images/lit-coref-data.png delete mode 100644 website/src/assets/images/lit-coref-metric-top.png delete mode 100644 website/src/assets/images/lit-coref-metrics.png delete mode 100644 website/src/assets/images/lit-coref-pred.png delete mode 100644 website/src/assets/images/lit-coref-select.png delete mode 100644 website/src/tutorials/coref.md diff --git a/docs/assets/images/lit-coref-compare.png b/docs/assets/images/lit-coref-compare.png deleted file mode 100644 index eaa0c7e743b1e4fcc13b17d5cf56d0da7171b4f3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 80342 zcmd?Qby$>J_XdoFD5-= zhvPZ#?>+DN{`~&?=DOy|oolaWueI-W?{GC0d0Z?qEEE(JT!mLM8Yn2}Dkvyu^$+d? zPfqp6+)z+(B&?*R)fA+qY1EwTKUmqCqoBMBPtd{C)$DtcVG#F8(()d9Uho3?7WyZG zm)JCr2mCJyXyTuuN%h3Avo^X_|AA{rtiJQd%;TOex|yrMj}bMTPj>oKiAG$FFBW_j z=P&jpEN-0F=bPO3P_o=o=n2-c;3%tD$34}w_f8!9SX{;kvv6Kjd7%-6r81ey$;+eY zhR(GoxeMH*v#Xp{s=JxJHIBR=o7szj5*{iTozy!Ra{e5}gF)xn5au7uYl8)Ak$F$G zvlv3}y=;9I@nW@6BVv5jqx~nNcp`@53lv3GiWosOlu5TAcA6P?Za7`OjB7=ZD z&uTY;cEW2%%QBat=k^U>3xk!avA+3s)&5}q$VYoav(&dkE64IBZUnta%(`RHtTXK% zN<+o8O)(|FRA*a9i)W4+G0&L7P#x;~*aiEDr2#EW?|leE5$J4gbJV|gdfdeC|O^IXl-uj&J*{1b^Z z?5QCV9>P$UbI%pJ(Dkkr%=>*CF=8v&gujS{sbwziRUcIg%El9xSM@4i2+?XR5SdQ5 z1`77*igHtPzG@QB;Ovi$N$L$J`QX@-T_{2TU?Pp9DlXC8q{3F+SZ2|Lm_kr7@f`pdtT^n<1Ho z-6e(Bn)E~NVHkuVu=msB>uwQDZO$kGOl_;%_KmQaeH=ob$5?VatDh_Q-z(tI-6xO^ z@01~bOMTV@Ieg%O2%99eSjvz-J_o6KyxgP_rJJX5A=rEUgecrU!ijw|__8zNZ5}ci zd!E3$dHG%=zE)U&BVGmmj-$?ISooFHFzAyx%df-_AvfUD#SaJF<7zXXDf^f`(PuMl zk;kvz7`$mPA-1aU{~0SfRlDr-HPqYhboi3?N^~al);64@3(tgOhIEI{jiMCOWrt|$ zk2+JPJP!|7vBdHUTKno6kDBb5CF+~dj51!ZXAEBqB*u8v_u_hM%%1n1^5elr*gQPP zTdy1G54LP+r%i}pv!k=5C|fslw?2^Y&%5LwRkqzhozy7jX=D@>qNnNDA{ZU_@Xs%) zkwbbfmZq|CIzn>ahBrzMEstT}^JAD;N-e;Q`h&D8^w{zKo&)tUrW6g1On}EH9LCPg z7t6vVL00dcB;zYelIr43{ek=L#ms%T0LT(e5oT{EsRPy9`@2i`8!>fM@jdQcc8VO3 zNhILC_)iw zQk-;@KPdCCw`7gzGu3e3NY$xHPY_T>^QbYB#eB~t9K~^A)&KY;S83GMlDHYOTzWVw zX_VZO=@ON)1EnBp>m6gV*!K=yU82Omd^1y9Jne`Cvp2dNQx7ta`N{~lyTyOWq=k+< zdN&42AEKv4s`hLwDIMURbGG8yf3I9N^pLoTmSlMPXy<_uI==}8ZP4>*wU^9HJ2Vuu zX+irM_{)@^Uro^JKNeeRNq+s4Zs-{&E$G=EeFmf3qn2>AX9Nnd@8yqZWj_n%`Di?} z60^eJBHCgt4m*)j(CgFf(__(PkyR+t%G0W-HQ34{JRWmO=(%LA| zE}AMfdgEIxr~OsUtVCIZO^Z!OB+pH@Ts6H6R6L}yQ8cVxsU}h4r{pUcRIr@)IRA5L zwTxNAciCu*lxNCHgEYz+AF9{+2fwDkc%weZnTByaI$NGd&5I8*Lv%)6MSSY6Q^w{Me=_g&@T zm)l3KO0H*H3nR!p`DyI2fhmJ*oys#w>gk5b*wM^_c7@wCzr|POpBLzx=#}KDC_JZ8 z_^S9m@+DhU4Q5Tg>lpd*{F~bQ#)X42lg!UCpWD?FN3Cxw5{p#rYYZvJ3WO zvg4K~@3BK=3wrb;pG2M|Y9}frVsmVBWa@3{SC?azTbJz_XqF?(3iWmLj2md@p4-;g z@z2#lbLv6$U+RhLb#~N5+(iOlaxF3H!Ri^g!MP=Juo|6ei#d{+=^1ySO+gt!BB2S9 zRth_DVe^xSQI6bpp=P0VL6CdvM&1_Dy4LE%=E>ab)R*nI%RaCWIKd9jbbjYrLTNhN zqAPgYP9O!U+Yka$1{uS|=6m+)_8?U2RK-*YR1Ht{qb$D@e8*4?wD@D=?eIzlHDn%g z1i|w{uG#IU??RwgvrkL8ueqVUE?3Ey4nFmlE|+7zn!XL^ZkJ!q9j{BSsV-74j<4O% zCCulZe@*sI=0c-D`*u$rb>VBP?pM7+wCave9b+B!G=o{eS-4X8LCQfd0&N1Xq~~9L z2u;Id2o4RacmV0)fA2gyxpVV8wrbX7aG7=4ahbe}T6RY6BRyGfj#>Bj3NmkrF*=Q> zdej&>GwP)|R5Av#s?p+4q@%)Pia&Z1Y!ivF)icCA5fB2o&$pcaac+KiMo>oh?4feF zbvPkGDd8d$24neaIE8@M{ElN17y-uU!)3{f{}xZlg0>R$y^?hCMW@}%zTi~Caz>R* z568Hhyfg(S#!}_=*W&Stuap&G>6amdJ;lFp@~X#K$1j`M_w@I$GbHT!DwFoRjr;sl z_P}jCNWDOX~^@VnL-71NKPJq3XY-gBN_&A>O zbTVh!f^fIn_g|!{*g@F-so}$`L$)dAJT^CF6|+BQ4K`?;$JTiV`BDu;8!U`|v>G0> z9Dm)oHColJt=ZfS%)^N83GF$KXz_n|kzXKFC-c_HCi|>wF!De)P}VNe@JXfdb$Psw zSMks4veumeg1tDUc41`m-gIaFmJ&3vi3?hr*7&yZdL65sxJBE#jQ#B_#CoTsdGcg3 zzjU$UOY6F6lg-6?U3^_!UHUfN6knNuak~#P3HJ**NDEzSr>em*Y&Dxq};+YLwX3NcfyD!Yh+ke-jzf!1)HfHCU!5Em!YUvxMT56&DC17cEc2X zdkfMpZxB+x7txy#>Nb4(J%*c-sq)fL%$eh0?qYjqJIP*VVYBgz!|`eP!v8Od?8rV+d7N{e!8XqFsZYdrE`OZQ9Imi;Sm6Un=9^-SSp811oCUyz>{s0{k1;JnFk! zH;?PUOKU=uj|HfY_8+Q|BrOZOXoJ()@gD$6Pbnp9WY_M40O;d{9;{xnmL)9 zgPbkxU7A<8W`G9|9bV}qL`L(c_y&b2?dwWxJP7gbW zyK+!OJ%oWvJ98Hk8V@^Lkh8Fd7~P*Kgn{e3$6RzYeHP;`4H>z=vIBQwbe1kI4#Heq?(XiK?k_m)oh-Pxg@lB-p7U_=@NfVr zIGjB}E+!rvAZPmDh5TKPjJdO!la+&ul|6{&u3QsSdsi1RI=Z`x{`33YPIC{d|Eme) z{8zVt4szYS;o|0e&h?+Nfvlo;PleU2Jj`wNWUTA}nE`c(3-LV{{WJZ)-uz#U|CLks z|8jD3Kj-=HtpD}uf3v=EHg}S?w*%^Q5&ysO`YZE)zx*qsDA!%r|4S6V<^1PUK+xh? zqFnzOG;yqT!8Jt+SU)x*Z1m&L^nXr$4y^mjb3d0+;vh< zLC$S^(a`>Zg8G2wABPZ<&2f7@`w=!$K~ip8hh;~gare+4{r4fj6suLxF@j4l0BkxX zkuUeJ_gJXtDy&OYSpSpn9(n|a9JMf4q9P(CWEY<~-!ilyT4<<@9OS z>dj4TOY=NIBv*!=+}!mJy2@NDYM(gj1HrSsmi^{fi5tO7hJf2g9un`_I=s0J{D)%x zR7XkX=UkUD9;ZzkEec>Gr*<-DtHzQ?!^FHoSFPCd^3;BtF=Fel8om)I5#`JeGCvCd ze<*T#jsD28xMRV4fA{9Jp}lDlx#tc_cb&4@Y7!zvWjr_;S8cKP-8KM~*G)N1zjco0 zSbzLi`*|LX#FAo>y-pMC%Y;}45Mrk=Tjue4j41BS>{BP`4TIYk1g0Q@CON}Oa}xBS z_|B>J^;UDN(_mjs{F&$w4*ayA$=uyy=Sx91`^#a}Zb6v%ZrhdZZT34pTS~@G*qn{; z1R^>)JxM%nE;e9bRq?H_O+8Nx8vT%$Zw6}?m?~S36ya_Wi6sG|?>hdNKzP2@9eM|! zC{m**mJXWG%M+01opH}Lj zQdAyG_s;hHZ=n|6(}wQ5Zl~@uCYbKqqxLt!ggbM^rkPaM!NPu!uPuXRv|AOxFTN?-HYg7ZWrl%mwe7lBlh4n}d1?Gut}8!Xe~2sW-qmh;a~soD0aX<_wgH*o#dzk; zYWm`|Xv4J7Q9&p>K-(W`L@cBe1J>?#1w%iQk96Zz>2G|m1i!9*s^Nh(ND zzJ$TS^s00@_iQF7lG8fU=}dP>5|`tO!e@ni(LrFr!>s#=6YRM1{bB`qy&;ilkM{_% zIcm{ACQD*SgxP4TmqCp$aqUnj%9ieXI=h!_7SreK<{dA9$|Uxyw9z>il}WfSKgkG= zCw~6UU)-?!g!I{OOEkh7K&V2oTcDD1-D|eXC#clge}TGiahnz0IO8Y*dCXR{XMv zn(m!pKJn|ugDz~P{(R%zS|hVwYVV!uIM?0Nmxhg#N-wugq4t2vx7f81XYXAnVv}hJ zt34I;+{_M}r;B7Kuow5ebU90EzwW_ztX?31+BKxN?AAkn*&UtcrFFVa8*bnUE}>B0 zn?A-Bn6EO?lQ`%=gRLbQ@5KsupW6Dztai5FBKKRIhlF~qiqgE=CU~M)J)_u-RFj`~ zMnC25%G93@Ib7*&33;N=99dSonue~D(mVg7BiyUZ^2ZGFY;pfZ*=>Wiu1Uzcc?LcG zpN9U?gB|Y<+QS2iL6Yq6mM_L42^lXunOtmfp-sPzB2yhxnq&3sW69TiSEBhHM0Oj4 z#@)-^R6Oxge(>R>@zRZqZmzs3y-Gw^;k8;RNcH0x9gxDLT;*(9jk`F?4?QR;t$+uy z(aXo2+{1u;=6Ec~9e(P=PQqKHmGaynr!RfX3oLs0jqnCy-bsj|J7r)GQ4AZjHDm|^ z1pZ^AbkzBJfbbR}xMLSQPdU_9+T8aStV$IV&1YA>ec#t1>#j7CRD>ZBMuw}k_D|1Ch>1Y7f$7Z#TanTT$bhFhg6^vXZovlLp%rB%Yo+NHkXVWDxz^${DWe}GHg zzp}A6(}QO(Jr{CvdnJXrvpseBD`l`KrGWA)WgsJ~Pc9l|w75|nmg0St`JY10EhlGP z!F@Me*61gKveFpMIZ@~B1Dq{o>nmc22~9)wpqbm*8?Rb(FQ4@<7T1UCL+Mc0lTrCA zS9ScPid$fMF&uTsssQF)4smy)+C%6KT&MjAO6flDNPO(n&r*24>j%uy`5*y{p|lF) z>t7^>qmRNWiVoL@bLAmzOM%$UIYy5du4JRV{9CKo=N9^%fqK3}&v;`k(p?iJ_K0=f zjuQLM?niu|b(fWvG>sh1mG9jc1N&dEP#a$Dwb<*Nm`g0k4d>E6Gb{#yh8JBd*c{cK%?%1H zQrO>KE#8V7QSqJsT3aSuOl=k``eo; z^oJV^DT{?{WX;ojHdAG*d&I`K7sLKB$BsMIy#*lhsdoO4UiVyNrI~*rb1vRD=d_Tz zhU}Mn?=|&8zkKa~3bQKO2CVCAu`rG_emnhX1*UW@C&;LU!A2x%KEpjdr>$VbrDaE?KUys*?Iaky7UNK}zA-E8ZM3s^eJ%_wLMcO`Z*J zn2OFsOODdUSatmHCZ1T^yw!f;>Q&BIo&LroLdi2S^jFWuh^LlHg3f7z2GQohT5PDy z_kEEy^~&7rI6s}qYN1UZ6R+bzftC~hkpB13P2^+ThB6O3tp(dF%ed`>PolqF(=01g z?_KYANl3Btk#1#?*ciKwQ8TLXLI1`&Q!3*W3g7mdK2@dq+1sq{W=0h+7VxjPrvq#& zt(%@4EX||R(+Y)YRQrX^BQ_kv25^-N)`aZQ-clFN@~`I~dz4ZL1j9k@r2YXDBz|EGYD>m5U-nx1JB(7wpY#R3tmCg8y;~t_c&7&MKb!7H~T*2 z#X-};0zK25V9SOdzI2C5T))l$#<|Tg{bvJ2`;Q!bhpw2?UTHj`XG7!TsuGkH5t(5K zYS_Ba!orYMEY?$2S@1?8Ob*H_`6-b|t0pUy^2J3FN(3spmBK)G)(0nJh&IYtKlq8@ zXV*H>>s2O+FZ(C3hiSUvE_Uiw!W`}Oucd097Zu_J??+lsTie|RQD0~M5{l3412fr- zPvmu^tTFAX-+P3dZ3gTEO>4sR6ce@o<#=X6hCoUXllX^oPbFA#$Zv0n_Z1D!2N$oU zXV(%f6vj_Q6`*nwN7s9yi|(>wuD_PLKg-`{DM@^45S}D|U|E}c%LsdB#u8#oX08BWl5SwS}k+S=DXoD9?$ zlOTnuK}JVDfT!x-3@JXkygnZ8-RA9EPc#5+QTbmVdVB%pUx!$JSg$tg{SHR8&L6rR zQ{uYlb8Nqyth`(aHXr5J&fuHU?S?rGaOh90h@S2*F1iz*VPfBme#=$g$7ooI5xJ!0 zOtEwa7C7MzAIYlr0Jp!n{i;6*UtCw?2@KZ~=Bm`IV2%1snSb`#f`s*ZLA|1RvW-mk zQvRKx-H($HaUmC}UX3J=L53{oChHd76S7~q6P)+GjQ1KA{ltgWm%g=UA|p35nVFaP z=PYwQOwF6%FLF&--4{Fy{r%_a)r0013r_2%jgGG@i{v&deeHhf;4X)g<@rrJyo$#S zsxp&<=v`mz)Gbgq`yTy@K^3G=vKpg0-@L&<@MuRCcSb-=|jtITDoRV z%cj9)zUL#c1+dc@m+Vx|Y&vHuGE06f-C*mS5t6PaBpa5UmZ}W(O31u0{jA zFuJmZyK_YZPPeBU7NjR?k-&0qnelbnQ~T5&3MPRCmq>EKcakn_tNq91b5-ezo~<|E zQ|Bq&7bue~#+CVCv(x6^BC*;fKka`Yfal*+>s(|J85+*KHQF3)AnvlK$Wq=L9`pD{xNHyFM=J!6 zCOG8`2YuFeO1WEkRtF%GS!QXxM!}+R-9BT5NqQQr^KXTtmGkf~k3faSnP8S31U(ln zW>p>)s{V%s_1q>U*stz9PI&zS75U_fOgj${T#qNgMXMr8RNfdWm1?45BFiAWgeRS? zR-TQ%Z)9kLixDy6*72NG-E`Z%?5^q!_iCSM^O|^``hJY-Xqlf3WXf{!MN1Eu&x8zi zsS(2S?Ndff+6|X!2}0%{J+UMILes&+ppoea7F$)E0nJ(uaa~0h6 zgA>J?N~b!*q0eRAA4SHNn=uSjZhsK;k-wOz>x>&JTwpi30egh!yvcb4X69FI#M#*(s4@C}A>TCgA+DVAbi39H6SRjg9YX&+)7uRu0 zX7>C%4w-lskJSU&n$9VBM|dcmu2~1p$y3-aE$FEhT#+hfaypGOk?2v)<@h|E)y7Eu zsA2rC-CAFFRHo5%r`CK?1j+pZm)Cq{IaCi4`EH-`TOZr1aXRD(DgSJEd-FyOgSR$) zJ-PbgIZh5!0N6n#tTrn=ogS|DctaEME_(AlnqFplZC;a9S=t(E__E(+>|p(LE6JLM z?(Nz-%h*+aOg>7;nwV(8g>}oO+vs7*fphky!hKvjX$;k_v(j}m4UIo0hd2ZVU&JRG z`6Cf=OG-}#A6Cj^QRJ-|_u>S-BQrHCE({=CW4P?;#?v_}x-c#CDZ$3xe6~okRxxP; zWB!ql=rZ^aP2R*ocG^Ou9e4aSm2|)lhvb<0hHc%ayqp5DL%FfyWJzqEwh+89g~Za- zTBL61Z@kJKL!XrW;qWBv+ReQk3TmgP(kFxkHtn2!_KK+#QYCs`?PPe?LcTo<>4i=a z2+~@PnXQAUv+@H72lCq_O9SGsyGppqF9RuEqwAGddcA=4v0VNHxFekG)v0;we3GX~ z1LM|frEKY1t3 z^Mqx?)c2Bsb5uHZ` zeV~E-svBd!i?xZtmzl>yB3!PiRcA7S0nWM-SRgIM_UkpS6;XpvJUBmQYMgo>RFax3 zy}w1C#m1H{NF->?IDZdB6T?ljyh&G7ARN~>)Vt|A3xP9p6bpRWEtIs%&+Ch}gWfG@ z?MpI5>dW3%!D2|;rt4y7nU~CaM{*ZZ*SzdztK(wfAr`%_P8k(J12(^LCoB@%Oh5}k}l(lja7E16`)gOENgA(VaDIVu;tySr!(LV1;N)$DN0>< zdedez4{GE-9HEHy<;Ivt%OT_Ja03n~E|+FWF1@Jud=wO-UsfSFmNwbkqPPXo4J!{h%8LSUqcRVcA%oe#hy?g6WDX7(tfNrmU>k6HAdvXQiwy5UUy z1`O0oai%|G~?YN<+=GRzfD`xxLe);qry~queaMf5P@0hY@XloPzo%}om%C& z9ze(jUbj}GUu=7C?ctZ_bIW<*k!OaQQjsv^s3a+ zh{Nh*EM@y!G(OL$DkD95nWvi4*B56yHN!tv!u{_uKUc@^;xJN%ktY?dtND zmE1A_-_&c|(An1TNWD8a=i#>jDx(I`dSBbN@*485sK0IZ{Rc#}4m@VxOBp(&b&S6F z*S>UT$@IIVX6Vg$?x^98|K`kZ4V4L98D3!9k9UXI>FaQqx-W;2d^hGnV7n!k1-y%n zaY)aYJ~E#_E#`ADJtin>2+DVu_i^tn6X0=(OO#)$)6eC;o-{Jvnd~TDQ$5yWmUYkn zxNW`qSnl(W28S4EPl3luNk~WJQTNEz94aP#?NFKgMm` zG-fXToo}d~Ru`qGq$A=$x=sBL;&rXJ-50NIHx&fsKcV&}#Cc)QUUYRRc!)*pWoV9D z=w>=2G0T9NNrAzeP03|CPjE41`&Dt`nXI6X()6`{h4LJ*xXw7-cwk@c_np+@+&tk% z{m~Df?vC)?T!lcsT1DqXU6g_P>D+Z;1tmA%iXK)w|HR+epIW8lV*n#w3iYilo@TYX zn*F*FkFG-HeH~sqm{P;e;V`Bk1y%)7`^fV8>_psOh-q}}E!8eo#!s_MYaGPRY2ngR zv{r*AjjpC!raTrLZHki)WcP>ngFGLiF~L9B4}c-2wu{!W2y~TZuzY&^Z$WMp2|S3O zZ%@nB3zo(LB&U!_%Lb@i`23Eq_LkVYwl%62a>3Db-JR>p$yR-=AQUTU97XGrFpjIX;5^g@BOKf)kT+CBU#P#~j)hr=*+$3SZaS$3Den0CIWgIJr{rRzq5JeroS0A^)B$Ch1pI z5f#BQCY&_O3S4J3Jyr(8mM(+GHqeawDz@j!bDooIy>LlStxEEI{RI-T6q3`OBHoLN zbuyvd+VSQtJ6=rX#&!tP_z@}Iwz@cnL(cFYj2U8U@tR|9#|Yv?E?f#x96 zhrd5+?FYfpH!A5XGTjzkPW(KL*(MUp)qLzlZ&+~9ExVv#6(PtoF0XPoy_SM1AFqY+ z2>>1)P#s5O>X-C@s$kIa;?RDXXv8Bo?lW*MX{qOXG}eZG_kjhfKD0ecIhl+nyYm0e9mN zS{=og4bsQ*USU>U_V-B9or24E5@WmtD@fgg%EbZ>z+9~r!}f`hqEbrLbj)LwA9Ld! z0Jn<9nTJJ};*@8c@0&*Xe&mR3rp{fJiB8d9M3poy`-+=(i;rc@y`Qh!iAD)Ff=?XSK@F6RBs+ zQogxeC_2ugWWqt$rP`^61u?SP>x!c?S?&K}`Q`gYSil3Z_RX9~pJ6m)e`Tmtqmi*L z*naFlsfdgmo}MEY%g1PgMVkEybS(3TBUE}g+nKkaj zM>MLLsYH+O`)r6XY}ffFyHp%pU-DfXxe}dq}oTT~OtigCu^Yna+IM%x5`MRL!%&;t+=!ujnpd;E;L&A|Jxbo@J(NG7f+`Dh+ zVH)%P@->x}n5p#z&dD=}9MNFN>iewWstT(VHEpqhuB=@6Mjun=1juoWPkNv{h8JBy zjE1OnQk2?c_yv>^Cv8)5*@t&-{h%BF%so{@HEI>{YNN(eveup+@JS0%M_3yw$i0R` zx^-QUIEzVjZCpe?>LauL<=buR3Z9o+g-Gv%Rj?{&Q(KXH0*07YeUtNsTQQSrWBbAt zYda{q%!sC*)2G%fSPZSs=vH-8zXBx&m9u#d>emM~Wy><#cESBmBgqpS0}^32_5`&&kg3PBVaZ5Ou%;L zdAoRuYNssj&_z8iiHzC4Auk2u1g8iF)5z7Dq|^&j36psVp`Wv(YkHzOSa1 zWRxpm?<0Lovi&3w4BEdrDU?WH*O|?glWi?y^4wW$Z;vEn+BI zfHzSB)deT{qB+?ZppHN8F|g%i)9$q_A}b=vNErseTsa*&t;$4#j^wsgQcmCtBl&yG zBz$zpqoVCL1D8?R4QRnwpd0tcz^9;g;$XIzZyyOP*s6r5kQX3L^97ev}D8h_1c>h`Umoh@w`g-`xC|clrpU_v%<%U`J zab*eOMe*=e^LEAdStROXPV4jD-lCILpy%%DOGEYqh#1Gw@(?Bd%KRJoXtK51N)4hi zhwd8kos0OKj+{s@@WsYyYz3b>{k&14Zxm`o@pM&DVbX0{B8*%AF$UPsWrLCg z)&`ReAan=j+$38nj8|#mW|JC3&mGjOI2LwNY$^^jjX6Gg2{r-iXJI3qz3?VEsTa3K z;UFeMkmjx5NS*hOPqc^pfELzD^WyxpYr9zIgjYY_&pefx{#AsTW?-2eqNptoAxG9R zV!cmb$2XSgeAXV_UkM;JZ!3);X%*3%?uJx8~W$AZ0|{2K}dAp-8%!X_-}^d zP)!Wx`qre*k%v(_MrmHjS#8+wY}P~FQdPC99|?A zatOX_hm1ejFxAs-^BdqK_uZ$`kE?v#9o94`0Ihxh1#-UaYX*xXyqQ*+I(kUR*fec) z`|LyYjn{Vbha_ZAxTcTW<%z*5*p|g1M}oXNcT+7l&QEHhGJEvP`qemB_9a4~T%<1D z_*itN@`oEv>J{xZvF4pG9GyKKoZyyr;Mf3jJMJc^hk``fjoNJs83xNAxz*vvX8ZOJ zLbA-ZbOzoJ6H&6g29`rY#quxf@)pF@(P~zc_N&<8u35&F0}Qw%qduI=;-_!%E?rM! zMD{*T+knFKH3X~k*x|~%rjJeq6}F>ujXQ>gx63XTu0E7yvzl-P=7IgP@x4(j+a3He z?hu|Y&%ojhYjB-j4g0Dhsm%HE_neUcp?&XEP`#}z#uYhIRrP$fSuyh-LjQShtr45B zk;k?P;)kLV+}CX5>&k4d*GT@PjRytdj|blS09vF~`5bXlBRtV6YNg;@n1?tR9UwF;p}L3Rj9ayB2uobS@^Z)VC2uR7uZ%FIV*$9-V4gt{rP9 z3=h30QEuFsAUWbnPFjf`W6YEGaaqV{9peNZ1m zQd9%WnG94O_gSGaK`z$;XsIJ$jlbN=b0U9E7Pe-1vNng<8t*Ny{!RuuSnA~4Esc)P zEEdF#xxUT(-0Yix#^Llf_8#{UQZacS$xaRkE7eSK7-A0wy<`3FO2S$B;Ggtr|DPCsbQ<}MrDAV({WC5+d-`V9v>T`4E( z_){F_jSVny$yO`BHiM?)Tnr;og>G)~*3_q&44rKhoDzypV?$9c7NU73Em*#^A$RS2 zA=^3GQhQb1cuJtIzc7jvMnK6)sSw}yE!txQ&Z8=2a|s#I#nud9D>6M7h{@^ZYJYN) zBwMImy<5vptLC-vg$%#QUKQj@|3rsH>|m)IiP|ob9N<+#P!q~g}Z!ZbZ{xnfePDkHwTvQ${gY{4S{+!MV zYJ^<0c+X(Qi(U(9i5Ikssgg$3}e^h4re2=DvpS?fJET zz}MMQST9Mim*I6OJW@+P;!il;RmkY}eV7(Z2E^k6>Ip}#rQxLcyiTjH+&9wQ>kUcg zSh~?w`lqJ=9?njV!P6_;2>=%;(e*Q%`prljLBEHMw>gqdC8$oy1mT@c_gfd@Bm-3> ziF34HOE%oLc@GP0C|GJL9ej)FrAH;8ap<}Npwl^{CHMBL^jlYn6sBj__yH{=XF5x7Kvx(N%d(cJz(kj^k3*YMcoC zz>T1a6C&{`kwZ(0uyR(S}L!i?_Hb zZas2j9)Iu^ms~^OWE!y|9Ol@wMk27n>q@EVoH6e*Kn+8#P(|Td3v~cwp)LOTcSwDH z^HkJ3lBC0$rVB9nWEtIqalf+a#2|UEs|E3}jr|Q$f-zJC9cv>&lhD<#@l<{xmMWh! z(|Jo=OhPLQlrxw2+Hdcj$?z`DlvWOvC4+~{nj=KuAG_1`928$>#R1$%Md32(e^CDB zWR?Ojsh!L!T1)bq2AyN0^}c>+60jI_gGW0_@y0W~F0J69!%Cr`LOzlidFHb0*$kB8 zLXt@L55B1#Q`S-+5Wd(g81|^Epk+f4X>~i_$J^Ymhke+tCtW8Py5%uFfA0QMeKGgU zRxH8j!0urh(KW8*;XgQ}0V*U_9eq_M(y+7KEQS3AhzR6Id}RQ@110;|m;FBs(Icj; zj=qs>ww8Tr-(Z8NEQK3Z<_#e_hqz-bI`7}s{y(HxF+#yDi^3MO*ziEcNRFwmXw~kt z7!T5jYUWsYe-lpr%AiIO;J)x>oYc&Id!o_JSX&%i8M}Rmo z5pjh`5wZX!Weoc5B0!WM)Bk52f!hET!dDN|TGs~zO=mu-u(7R4{X<9p%wSF6;rQ!) zyJ4mu^4e@w}{JtH!xfbYW%-x&nH%guVTaRQ`Au!Bd ztUqr4tpL@i#HdV_S1)6q@;91ctNuGLN`N9NmrB|%owKcmGXEVu=b?E{u~ekK85+}c ztaq2P9|G4uPX9*leKrPcdg`jxpviwxpWlM~U%i#gT1Mq~nD*M+IR?5PxHyr1F(}a< zA>vlZvAqyW`L8yk1js$81s14L`mtclOz%F(?Q$6LaT^?Kps90!Lpl~5p;-1i4)$L{ z4fudv%kE%`F}sphI-hFaZpNiajepy&46C=POl+=5CsD}|odp;;W_RAr9r?Gog_+v_ zy1M0JJr(I^e0w4T)fWDX~vgl27a^2jVwYMZ0`^`>=!$bd9d;S1EPwwz1q6+}0Z|_eM@O@k- zfX3+#v$%c^FLu7;DIsGdZaf-BUSd!BMp=ub`5g7B+)Ht?0-#$E1Tl47O8fv=q?KMD z--Z4Gv`S^oZ2)l;$<;OkIi0iFV>7;pfI4*JI;ZRKg#A-@NA!Uifa3&I*wF_st=vo0 zHGNo_OT`RkRCYREA3UyXn0HcY7?mS$I$QK#{F9Lh@B|K|2r*RWxE~8z_3G0P|3h^o zZO|X2)qbDN%uh#U!lZQhw7uBwA0FeCRFrf#v%(yEDL1Bz-6H_BmR6KOWc?Z=0Gy`t zX!f7xfrn_bvEz;#v*(3?uU($*ZUfY=?HhoFblH37L4rbvwLcb5&H#K)l6fEud&hRz z&^B~^(=cNi*|XivWN2u(2e3q)2$@t)dUeec-jv{h0iIgS6+r%54#G+iFk4H|ahpVC zBIC^Q6-N}S3aw3h`RE$y3u!TNI2-|PMdQ~Y;Q@;c02y<+s#f=txX&IL$0RVZ{9dj*gb#O zfg+*W2k=QXYLMjit;=_`-9j4aWO3w{>Q$3+h8Mi}VqMS^K;Gx=8er>TZNXQ}9S$A$ zFa_5P`uYnu1~XQkaX1iU+;*VhpWH9Z@G8N_>r?5Zh03{B0Rg@ipv>xTDgyxX!@FTh z-=_GftNp%v#7z@GGnofsp2CYh?9!n)hlrx%V1@5@v^eBN*BVyfV1^iUFii+7r1J7< z#&3Y`Z%gsOBOvj<3gfWPIHl9!e#w}9_dncJD$6##~QdwqOU=M}(Qlw&vfLPnwU(;ZQ1&nlaW zlf=j)8~=}@<+kgifh!|=vW1)rN%jzMciT}v+n!GQWdc4Y^8>R^%-!4!ivG$#F)}Q| zM6Sq=KFHa^HsI{|85^Y=7r$Nl)^9zu4>`+7nM<+c z1!7Yjc>@seP6sBytI)-pdjAUl3C+zpn@U6_G0pgC2|j`!i>b@pX(l=9Z-4G@IouLk z0&u&S#8A_Pk^BBQmsZa{CG6(3%-7AO`#z_ED?pU5dR%e;=&?M-E-=7GhuK$z zws^gsp`dCeE)OJ8#L{46y|$}8KNv&O z+h1sG!e^bB)D(*uI_7tnJ^xO}tji@r!NWbQ*fuI5d;yImN< z$`d6El!Bu$=bycyqI!?4>L#_F?N z@+ALfd(Q)m6e_`s=hjs>+Xn9e{D1{ubc7w}pKJFa}_614snQ z?l&j-k|3rU8V5SBG~SCj?gcX5n4x9n7!Y z@U|ZkCRS=Jt$voLIz09W?ycD%qto2l6PN_aivmF5VrqA2S8{5C(9acZ1G_a~_W_zn zoqy|kip@2p7yG%!{wcp|RG=`KO8jdwvOG__ozov5%Ce%Oz|y4??9Zp_dI$FC(X%tgvFc&P?-A$k=vz}ZF8zTHUZ$f&^>6r(b3Pa zMyfIdUYw&~o1h}NjDD*RVTxzPQ0bzT^IKWU z?vyHRh;f$|fLd!~rdX^3i|hl!uhxRfW88WceY+f4`J#DWwmh)ntZMWTf;?u*C}l>H zR$G82JC=5Tke0Vqh4W`fjLeLTy5t$i*f-GiVD&n zU6RuE0h_Q6PD`7LDR0teg$d6@jWLGRnFYrt03iXlh6S%u@9V=}O*E!DTYmtw78y*+ z(dv6GMLiir3Uw%azJK~wOl9I2SQ&;NeEg@WeTNFf8(;e$bDUjI=HOobD2qOrIl1CbshLo`EU)|acOn9O=(Tmf7(GZRfF;InnH{zVA@VR*gh zw^@>bc<~O0ucwX9znF|8webUY<4cITI+xm@G8K#d#UA?GYr^6fIRS#TutkaUyp~^k zVQ{q5_e}ipF195)aD;dp?U+dc_oBhKEL8Z^}y?mF}MNb6YjWqO!qz za+*}w9e4l}C}C9=dPV^>A5`7*1l#?P@SC-U!60GIu@;+g-w@2l#QcZN(zm^x+>96U zl&%v#`4ef3%?!1$Jwe{7(-bbo*Zi0fiH`*zntS}-=Jg-R(g5zutuJ-3wClu*%&~)| zA8tOd9b!bFWGJu^w19Kj zZp(Tf_(ey_l0|*FZv;7VSuhkxH+yN>ka|2qiCF-||07RxFD+#0Bmf;K2X_=R6_&n};SnBcmPqc*rvf4E)lu0k;QbpQ_i z-sNnG1fEE_sN+JJ+xEht8MeT3DMCn3u|BSYw|4x}-D2O6d23&;j})kE$>H9=7x$MR zg6ewHQ&1#@((fgZm5Z{68I6JE~;QKBColetx+-sA5}dUjWMAW;xqam;c!%>BpR3WRE;K8N_fL#{eD5Foj- z{Sj_oKs5u7Zj7(-wSWITB$yEv)28E}qQ^fBP0in@5vWV5?i%`l_iv96GGvUJsIM-< zuh?&B@RsrBiw$#+c=YJiM^ODA{&Kqx>)tQN;2-|>+&vJA8(0Q<{uy>IfOYfdqw@dx zDK`)eMh(5bZ1|5a`s@87%0Y1X<)aVoAFm5D0I}*^$-`EPKVH|A2R40W`zj;apI@g5 zl+!JjYAfKky8c?tE0A+)tHN&m;}@9!FJCE(TBOagx$V#8F@nA@C>`*AghG(~>C9AKNge4~}Be^7+XhAA~)G zjv{@r@y`u%fi@`r^45QXGO$apKv38gl1%a+-x#D_C!v$54s2!kV+p3L;3TfQ!$bbq zRW}N7lYWmzXjue;s;r?|LGGj3jZ?@ zkV^m0;(=S_e|OUVjKW{e!2jos!iVS|fOo-Rwk6z!gjLy2iL20m4C0_5*R@hxR2%-Q z`RP|;07{08N�av}6aQv&xvmC3^Kezc;aXe5*bCu?~1Ec(t2x{_wDuaDgW#I5_LJ zn6wyn<7g==Hy$K(T|h5>MIT%|*Ho1EKM@ls-&_X)K)-4@R3!im8{ry@t86VIz)JGUt{aI&QE!ZImctLCc@G{T)?1xRL;GkU!z@BxiL%bGcBcDJ5<>~RB^GlwJtT+5- z!5*Nc`c&VxbmZZi!#&X2FFX#?i7LW?oDDK1(FP+93{TczZdj(JO3TTq%9$5gGI2ZA61%8zvx2zb)W(aW%KnM;_ZQ6@)#rr4w0T}QbC!5lr zfxwglY63y)>$S?;2@-&op~fYI9MssAny~*Xc-WV_LFqY5EqxqHFZPi7ltEBaf=Cd; zmviQoH6(c*EnmwDY|El}5rs+vk+~d$oYtD5<N#;eb72jC@uS|S%xl%&93t%#qnOt;=J&?25JzL@AZzKKLkWGFAAS)IiW40Bpyo6AWH%hF?bC*J8U=QRd1q7rg@MTA!i39| zGssU?5Tu#EZBKX8=K4vaQ|0~?`X9Tp7`2 zp1XVD7D^064YS^12x$C3acTS(4mYXo7O-0}RbiSkDxD&;xcdl(AKknaU~k4DunXu0 ziUu{8Yc3Zm629_N`pRrJNS-OJsX}oS}CF7=9QoDZxQn$#qzzr0#`H==gh;6o;TY z`gv~3Kc>!(y}yg0vR%Va`LCg3kAX>}vYj69?@NkadE`>~LDs&(9}B9BdiB{Iz(;EU zolpK4DAS!@ozQM!4ap@Jc?C=h4ZrE_(aRk?KvvhF0u*^Zn;o&nCi>s&{`o)OTR#^M z>X3(H2a4-!pQoNE@syk1d5)}Nd)YJY~n(c{~kRZ z2avori}y(jUZ4u*kqVe1DoIo%>~C=0IT`(IYdFPh_UWsTqxb2m;i=G1I|JV0bQ_$I zSdE~)>xBs(S5TS$ZpZjFAWc*)2J|gifxlnRt6bk2GXxjI`kSefOz-3qc}XMp{dGx0 zqkuXE_28lZ-aw?%sh54D!KO6fQ46%bwrLly;iv^Tx16G zOz$(xB&gS%ZbNq!!C|3^#oGmC(H{r1Nzbk;8Xon=kAwSl2GrX?)*RVbM4flt>*U~Y zLDCKEej+Ltq@4_%Bye`6=_?BhSpVIU07x5T9;C~K2HPS5b&>X?r1?QD6TB&pS-=G2 z5O3gafh+F3a`!W+(zWCRswB<#$&8BFR*8VRW8E?3I1wt!YVgJYMddNr2l^w1w^4Xk zX12XeWHtrvo(O#=eP;fV7M&4z4v z;7+c9Gfg6%nd_|5l^Rbvo=6+{GQCj9xTwP1UWz7C`Pv1)84umVQ1JJZvSv>VJu*KW1X~uU_n?~(!KQDn05pAG(~me zxV8YV9`z+0;8P{((bdumK92Fu^Jy3^G?@j|Jc4=vCZbZC)mvB`T6!-z=5sMA{l~Zy zO|iHzl^qw%SudO<;t_VE;irKisbILg0rW6t@~+PS^UF~l=2n+7Oo~j zAa5b=nK5)+sm+N$8ZIbs`(BE?Li5og^wzFO;r!$0aY}<8OVv1Nu@S?ks%^7Q|5OeuZ7%bu z74w(UsKx`$t0)_$^j*Ll&L4iPwOs!7U4+D&L0vSi@-T4kM&$b3s66`Q^N?Sde5c<5 z!yrdf%R&6S8x6Rkm~+q$)U5c8lPcFyYrEf7y)rUkNK4LDxQM}=R)$&p&gVwo5zeAg zp_^*Mp?c0|N~xIAoQM3sMD4dxI3!XvQLMeadhJz1U@R&tBpk3~oTY7>lto2^8)j;; zx4s7IxwTo6056=R`96ld1@*DSJ3K_;#n@euHhZF0V6Jym>lWk{XnFzu3thz>^UL}# ziGcY5Q!79jgSZT!0jg=uY9hP}2bP~uS&>!AV$BQ$QhJy^|IgWw06!Vc>2vR^4AJ$s;iiCq-pfzx-RIM}UQFYfk#~ zBn!rGL`;6YDqXHDaS^Nq#-6(RTwkeS-rYvBAG3e2hV6*>*m zn!irh`@Q;c1n$}m(molKt> zr~Ko-O_{d=%KHHdO$EutJ6r_~rbXO&xbRhtQBQgbtX;q zBP0W05-sq-c<4NAm$uB8+B>b`Ao9!5r*1-5%o+KGRC-_2y2ibCJr9T_n0#QI=uX^< z_;~$p<>V!|QXJ2(8CVZ=x#Tu;*nY;aqJ+C%2%P&14SyeJm@s+H4fIaM>NTGC4uGq~ z*9LH_F0;~BlBqC`z>x71Gu4;auc5k;Vdksoz1h-Hn!`E2BSxX3VdWt0p-qJkUWXcU z;{umjKFNAipOZTr$mIl~>ZWOX42M@I%bE?4pA09oX#HPzl`jl@)~8+rU77J@_r4TK zrDa&|B1DGTS_u=WiZBjv%jf=G&2l3LRj0+#%eLGU1qQ6{xFp*cf4#yJLQJ%}I79c8 z1oYo77;Fvf&g0JyI`AoOTbg!{Wgs|{W-fOlQRnk4k%W!-Y^kol#W5U+<4!^Zno}@r zI9K1Scas(a4vxzQR*B<}LW`dZIVCBjsfCvY&qe zf9{9Qq&7 zecwxvyg7_+b;tZg^D_k~R+S}YbXCt7&CEG}(QXo;tdcz@Q>DbIk=^$PWFHd2Qe{!w z=v~pHbb9=WD@ z*FB!}!ypGIuorh3X-8XkKfQnb?XNxo5MP60aK?mX#7R6^LFx;kZr;qJEtQ}4Hj5`B zao>Mh!TEaWx!>d43Bi)fopqO@0;EW!_#W1F+g`#3-!wtU=-P`X@Z{XN^bG?~?~NSL z`F4v);GE6bJQ2q4dW*2azLfS?pgSrLMDw_xOf*-@hxbsBu@H(kRD)n!6=IM3v&2C6 z&TmCL1@cquO{e}0#`w*;fj1omR|Q-vzVw({oBri+cc0e0Unfusc5AeBrPY-^RU9_V zeSKHY`-#$5JMq6Ti%u$xRh?IF=UV3JyHvW!?ESu2My0`8Jo-t>a~O@Pm6wdwQC{2w z=7b*wgOY3cFor|pM5*#q{O)9dbwkUhSmxSA0(#o~QpNzuW=@@x#=LSdZb?<0kgnzP z6J~@2;Z=cSuN;=Y;k2`IO{1`4+$@kqL0>*tno*zu=dc>j$T(x$>ix2640twON1pR2 z+&lN1F~vo%yEZtO0rS(MzhzqilI;&dIQQdBXA#u27$&J@U~Nn&80;~SJTj~~Q#NJ^ z+dV*`@UB~8s0>>k-lbP+>HeYk6*uF`w%lf8^ftlympK&xVaCrJhx6!cy{r@z5-a}_ zgNK4%M1tv|eZ`T;z`MaHC~$;5%ZS6%rsJxlj!`pxNp9fjQpv8t2SLNw&b}n)c4@7_ z?o{y>6JR?35)8&Ju)r-n@wwcbx}~1|=0;sK zc1IQXZr$sH2If%%Wk&x6ST{nwkG-9Ya4Zc$ylXQk~zzcw5yX5g|_ zcjH_xd|;oT8&Nl5R`?FgaCo=FBHc^UT1QTl4_xayjJd)u%!X0f_A2NYq9vsp_yw4z z-_8aNA?H>%JOoW}5y;!xV@uXoC;6#ai z`CN?UJK~`91+5 zR`0r?md{DwY2}4jWg;T;D45y;uLY?gK+0HH9#Nd=qmYzvHX%{`Y0|r7hpDH;16+&fA1hiq z4bJ5t;yT!S(T{{h(L97+ZYopH-how^qUbX>yihQcQVD9VW_Dlc5UjFyu8;g>t#^TR z>)3WuSrTTID7oSVJs<(XY3Ez;=rvhv>I(&d^=n_tbv8&alz(0hx03|&ctnWL54#v@ zy|Jto)x|??<6RW0sR`5{0l6}4R>Drdj5N#J_>QjxHtwWexGgE^(Xd*+(j2HF$QwjU z_3MPqtH2>Ozj0`!$M!cY{&@O&1ffv~5KqPBu;GYB_nwM&-2A=)_o(4<_ICXeYh6v$ z&fnb%{g7#Y!dYtN3p+5=d!PPU0jFCO1J#-}b=5y=VnQ~5;Ej}b#voR|4gu0x-&rO< zdT@Z~(YZ4{4KI8n$!4 zl7EjOC+iJ~ZV8O>WG1(-XDkC_DG}9Ii1@YvGiKhx`z^o+;Sh@(<}aOHoV;2|3V8rf z=-kZ%8SQtO*b!X?YBGLV7s%j5L|M{|RX5Cq^N5_MOU(OBH?L^R3w_9myPlIR8{6>v zCcO+kN!`#YMa_|F$a<(gaa%1c0Oo;1C}5Ft^pRY`A|)!~_boE*4gUDYqxw&{7?^RU z&$~VlwHCr0p34_eNQZqg7|sa*9L4p0tbX^ZuM%C^$36MkHwYFe3Sn`!v9I3R`!-~{ zTJx1+nWN;$ou`z(O;ge|9yulXLNRhs1eP;87-y z*0c=U%+Oq>qa!N%=q(tY)#(U#&=^ynX;F?(-uC@? zFVe{Eb!14C^`UNnUq<){=3!-)?jK9l=L2TRBg^Vtz8?O{^|7Ko9+vX+h9b}=2efoq zFmZdUXY9%%namzxD~z#i;ohkpS@U5oUb5xdWU7EafGxW}PzaZkiRnYS+zmhT< z0*_m@jg-h&485UQ5O7RQkDB(Gp2A=8H!bQp=Ne)E@*W6VKLXXL8dUb(dUtKp(}G7e zK;tfYJEnjAU3bP9smHTTNKZEO=Fu{yHnG2y@!Tisl8(fRn|n*%iiUbfqPi*5W~0Aq zxT(^DndL>sPT)6xbOv)wHeV(6&Qd=RgS@du2Fvb%5Ot+ir zB2zEs?^UZVIX|EVF$JUsKCp8Wi5*38+K^>4q9_o9t-ef3;>(Y!N6=p9bT9+Bih`9H zs}Y>ZGk-;2-IC+1Q-@R|C z`~S)=M_htlDJ$UFylEuJiFlYepechgtM4! zw`|GjQ+@oigGfN$hw-ta-q?JWMKv7QWTmx8mA~A9U>0C?w04u+ED*fyCk=^i&Jif+ z{3MLeUsFBJgVXMbQSll1(1ykC!!c8fdB*6aaMX?{B^XbngeXipRaql~MSsgsldtla@a7 zTF2Viq_BGtvD3i{&U+>zY6XhzxgW$UYdFsD|22U5%b0k~_2}@9*NFAqz5aw5iWWHw z2U_&kY=rQw(WOsI)T$f>y-VBnRo~DX6duIltlX%qnErBZEcu`q{qT;KdJyar^&L-( zymaDWQr{4a*F>=SJY6cy$1hbs~>opME|Wzb8ppZMf!|Ze1y?t z*)w3wer!8J>~p%U0cYWx-cr}5&|;{6-dVpixmde~dcZubzW*Va$`c|?^oBs&g0j5# zI|5lRKc)-Sd@JfW(RaR^g@Sgm42?jdAiZ7Q_}6`VeroePi;{TB-A3*Du~C=NSBRIE z1$_)II@`O9H&f@O>k{t+qTEYxh*Lg{lNsaJwY3L@9?83LV|p(86pyHt%X8KF17Z58 zl32;zvpGDEh5jC3V;%|Kja-UiUSPsnpvUNHySTptxm2n+%3b$FGGvlkb;ycy+74j2 zsQ{JbK8`H-?`WY2ij$r3oTd*~p%t#w38TnfErwMOT>zgvT2og)*zUSH1+`4^GN&5c zLi~a+w5kFz4?IZnT+#8i&#don+dyrAG>u|f?^7}x!fu^Xf=ll5QBKND+^5#IRd|Sb0miG(o3kNxg7YvXlBBSWPa-@8f8;p1OK}}?%vF65{hu7W$wIMEid8Oe{ z0b%~RYYt{uI$Zxz^nh`KWeO+68b#*1~c`)V0<8%Afj~RIc6f1B_Fo`C~12FO+ntmK&bLLDx8M79i8h&kSR$$bd zp|IXeW9tN(TXEvVhCXWYeg=J46=1MNCpV~}v8=lK!q~9qkfV&6Pm^0hX~0;Nby0>^ z0ZWYg1QMGt5AE-TL_>j4EANEo_SYYIx)yA|z(|p$!Di=H6}o_np=wujLQ4qMY$iNO z=lc>=dz`=*|E6mHCOIdERHSg$3rxs)0;rEZ$8SrnP<#jdl(sd~DrIlo^JyKwT!U9@ z_eN1a1nrzpN3&hEYrRg#F9*>Q*MdT7($$C{OT;}*{drKkNL19b1Y$OH5%lm3H2zAy zf_w%!Fw+*Od)K=pW^Dk`+d=Efy=$hegrE|?QEt(f+0?NsQ~NFZZEwg9C~sGSedWC2 zq^TKCuwXtM!Ga+USa?J{M5ktBH4T;lkSNx*yy82=ZEXVz`z+P+av_w+Cjc7bD(;cS zbMh$JEt5gWv;*{_hz@~r_I?8nZ_G(=E@7f9-2e8`GA55e z5l{)cyIZSvy#bJ!uglcN3PTk7oUsf_h6fE4V5AA+8_Vx_586;jPe@w5x8F>aQ5bsm zFlcYTqIK?9gCiVcpy@bez&{aQuP=m90>4PH2ps ziAoq|^j-(XXF3Qg(8YH4$%Vcyj&y*=7Uk@t4>2yg6bvhl9s4mBQw39-x{M5Wh73EQ zBD+)?dJ`FnnQTN^L4iMpOk|c8qg(tvBdoZnyAGWNj5tv{ryIiV%^S%>*Im|=UU@7| z?mG{7TzAQQkI46cr`+g69xqFZ*Hd#sZM3IW*Gb=|KLNdDY^$|(h$2AS1X>O&`}5&4 zM*WxqvO=`>jYKHSa+AlC`+&TKUWJZov-E)bMnrlHE-Vm9Y%FqXNk4^Po@PDb5kDjjZW$jbf4P&4=d)Gw`0Bb!GELN#AUeBQo zY61Q{@rW6p+-Dq|^XU3&5M~ImZ)WSo5TSZ8d7&b-i`_Q3Z1-9(hLKo|0MwQIhpbo% zB0`j3KfXjvj0gq108!_ae$z!N^wUsVPv%#n4|*iFzg$Ox;XewYPc%Ufc-hg)$7m%jB@D~#0*|dW zHbk*SUzCy-Cq}yAoQ%<3EP;DM1w`r3m9uq(U_W5^Z7+NSHe2}1(ZVuPX( z_N!qB5HvLn+JcYyHxAa7YIFj|0zz=QwLVSy)zQdCk{(+kcKOr~MaJEM(UkX;ClL4s zpt;pT3xE$F7&zVed$B;Ej&4D6#CP0D6!_NUScQ^%+9;>)exjW-4cw?e6mSDamleFk zBX=?jTJtW%v-<)e3Xz~&UfIT&NP+7|Fo*az*LD@FIc%3!fGT)V0LHd#&PrJ(79+dE ziP*ZYjMQZvN^&zrXGh>k+zaZP=_+KVA`dN1YCCy)O8#3uz<+!zpc6qeo)U$ubi*Ct ziI_%o1Ohbjf9He7lek2}6<=LBTJsU*qO>c}z_0oCupA9vgt2<}Ex}WEtE%tK*5Zp! z{D}}C@&ocB3K-S(5D9Qj-VY=iY^mTdDVsDx^C&B$g$Zi-rj_HCl2nMLNn+|3|87Fpvy4x2cLVB zT;BAJQu)BXJTVTYq!4yr*0zgs<1Zn#H$o^_*$)G2etjIkR2BHe+c-L3cK&-kkAXnk zy;Dp^?-C|*08o&A$d`sE4~jaJYjN3VZ+032%pxC{b;IYfKE5*uDSn)R`|^%(iUcS= zBLRX29!lfcmC}OCw&@7qtU*BU$2=JJbpxaAZ#x+`Vgl9Kc_6~UNh3xDcP*yPTsGon z75$~lKM#!(9TM|Y`c+zp8^btUa_@F#mXXJ#6cwDSGKkjUc0mslz#tkxlh4)$%a~7$ zIrQ#kdLe~J2+?{-IA2&|JEpsNwt&Y7<)mtS=-^K#FXI8H7xL&S-H2GTM2Yl*2@ z?X7|EKoSFaj6Q6@OmRk(PuHIOPc_!~sm5)MV)7E%=~#i$(B+E+U@1k1T3{a7EW>x6 zrS(y>B{lSee=wJSuoIbQTP+RPMQI8pnfl?fx$QWq{6im76`+HDE8w|kzE(1XPh(SN zOszqJ%U0#(gUe>ovm}H5m<8x8uw}VTd3FChlfXpq7lNdW*#-OPd-3 zqg`sYlZ=Dto|soog){Ic?)VkW5c)nry%US)$CqgIs1V?A*?bxm+e85j5ZGVg#HG_u{p?oh|1?MpM@Rv|%0zfvB=*=P)qKtI15GU^G!wg$ulK{rp3 zn*iihvuX}t%irz5?eo41vhLQpWbcI?;CVGiD?XQx?X)gE%&*>S|DLPM#5WG@dA3j@ zX(S#*1|qUiwH<{T%KgI~fhX(_Aj0hByd!+$AfZq3TWfud*&wUV;@T;?=npP6ZY(!I z+JLKTU2?CE;+{w?;>)8O+pjiXsCY7!$L|v8Vy2@R>tcCNqcLCt(CdS^{jebhFj378 zaIt0n5E?O!E&x7SX6?(wY0FIj5{tFU#XTD~aD{NWTjnc^zL!Ad#u5;E7%1djRvFII zhNH{H!ZggJV*{hpicoOm7(nB(g_=p^iu0g0n>Oqi&`e{!PjpaBxasZX;9Wi+hXWRA zy`uRa>#71-SJ*KC!{Pup*A~YOT!C$IHB~rxPlAU5Sg`>NxEoyOW@<}+UJ%RdIgWn^ zBTn!ESWVuY&W+#ig??izO-NlNiLV+~bWr5UPU9Nq*ad~1*=`<9T=~z^& zgwptOI)n%+SdCBoheh$h#Ek-)?3a;W_D}Wx?Rrt)0r#aGML03rKQ8Fsmo?vQAWOJW zH8cOZ+J0?`xd1Sl)cO*N|9;@PS5n6aY#IOUqhQ^C7^L5~P-+i2S_`M|?Dl{A1-~E5 zi0XHR5z)rD%xUuv^YQDkguZel;23(E(i{Kf1O0M_{{Q*HWZktO%DsvyEA_nY3^S*o z0sHLu?Weaaj3a!-vO}N!SM>>y5V4mHF{oBIF`~jF6G8pj@I=m14)f zh5keO0^J9|L8~Jo=i_6Fz$AU}RlBb8Mr0@(-)rDNvj}ReOCE#@jk348_KM$>4@8$W8f>ycF20p&}^=3GJ!O^ctSEnM<%nGZRzw-^9f_MiRe1Yj>`Tcvt{@Z!1Pzhr!d7QT z45ZJrym0Gdr;S1a$%%c4kkr#>ZSv=7!fkSSHfTGIWuReNKE| zodN%hh4P&QG3Upw0H7STW1bY3q}Cn8B@uwUcv@ovw?TL4OBpiPI_gL6*uD zn!t*KqbS#bNW#}vBFN%4yWV)sTaoAL2}_6eI?c5>PzuY{T|f~W9DCf`O7;;xCt0Bg zbd?=7g*)^EZ=K;6w-njc&(+YJ3uwF|X{eYy%k**&JId35um@BXFQf3JHBHeJHf4lk zgeL4vm-|o)(cC0SKb+ekfnaFsgAp-T(ccQ4H1xUgldp9e zH_r`RX0g{2OqsT^cZq&$_7z|!IMj&xMX#c$gg+!!t!|gOE+Bk2P+H?I+MOjCp_nad zraQWngI5D^+2n4?|F#!YaQ7TERo6#d$#iy!S>jAP&*9}Qx z_G~N;LFO?TOL^Bu1r0p5I6373?Z+S9QJ1W$kgVkO{xV4Le$*L;@QlCuw1^|lqvwQor^7fSM|3=L)-?tYRo10&w%Q;<&{b01+TV@^HBEJ zLH_<6^dG(u@LQ^8b&c1*MfmTJp2s;gM)$A$>qEbm`+w_$scl7GT{Dpr0bFpzr4UfR z0rr1W)Cus+C|hkCiFcQIs%#XJ4Ku645#eM$r5e}pEPtw-#PXN-bZ;^*G-r;Zs#!J zJQRS#TU9{n12s~3g1MDomcbqDn+Np-4Zy=o@ZZn1eacA-9Hn;+$x8&aATThFlqFZV z26b2&11C<&dw<&$%n?U=OdT7PeQ%~gYX^zH&$$9e6^ML+LOiT*U{oF+jdihF6g4Fr zV!ldN-}`Fobsb6$wSBroYX{q+-zQb=l#ap^wR5t}z|sRl5{&)ugl=zXEl65pXQ*|k zXp}9yGf6OgYH)*ft2)~$5z5TKT!M}PW0rPDP?#D!+cIssYH+(BW(@N*9vkw-;zBrb zBdl^==|^*g6L2FLELlG6Oo1pay0Pl)$MJjP60sruOu0!(UqDKBdH#jNV=8!6e9dXH zsN+Ljot!Tp6=4%d&Dc)X07uZ!mSNVr60w_D3?gA3y!U1z%c6-@msn`FmX;>jNy=vyY4=sBg|F?X%2RpH#0QyCNWA;UF~7r1Pa2bbPx31a2&bxtI3x*$9y`0`2I}J0I4F$I)W*yN@@lqFl|k%zc16yJtxVS2SjgF zP_I!7PsLJNyW0Sr*F07yW`sByNJ3Zz=0D~UmVIS|_u`IO6G+DrejP7p4K$w#+I(<9ClvO3OPVEiBTWWmo7!eqaa+$Kiyj-Kl zvL(Yj^G%vE#j*tcODp#Fn&lry+5~Sp(>iy^J{;?j`w0pB{qRR4LLA?~!&$FUl@z-^ zRSArCVBtzir@bl3jhYTK%EDvI4S=_RcDvS zKa2lO?;j_<^_um>FQ(zLpXo?qgjX=i$n2}x`&7Uz=3(H243K+{2*QJ%=(l4MSla@H z_|8t%TqMJqmh&&;Wzn30d9^3GOB?*Vg#0K))J1tYF9$wrC4eTYZ^O{Y(8_yDI%I2T zy%*ei@6g=KSa;NRl}4lV6P!FXpiP#34Gj~!74E205vxLu5~Swr)y>LuGXl$5BxX&T zKvDn@c82fLdd6%(kJkzdBHB1DlR$Y zLLF9;vA2ZRjFQCURbC891H=E6jn65N1XC0ClL)*zbHtfnrCvtJxDy$6@4hz6;jFCv+mn%9kY$skUH~De=-x<|S1C80ssw0R z+&0bD*tuNc3c7+r)&QGr#Bfr2LG$bFX(MWD0c-e~M?@!K{U6Odt8FWZEw(O)*-KG!`etic-xEy2w-Te100P5gKGl8Q?&DkJus2WCKG zOK|zcS<(&A)TN*=r~kmfRbEwYiR)2$TD!ms-mo3*?L|O{IN-0z8yG!UI%|vz5!q0l3H_89gX9&4kzviFOU*;)S+L%d&FRo*#Rk=!d?`MC=0D216b) zdEjXy!QnGIv2ug4OL0M;9(B=+gP}X4qgjLGDdlP|y89-9AX2>HmQ&IPe{DO*z`qT; za#zjE4rdw8672j!_-yu0zyMr?eRB!_F4M)dm6N(9w9FefBl@x!_-bP9yGb@{+$7PR z@yvYOhudP^Zg#Ja9A5*e#V=W4yvI;K!^)LPsdjgz7QnO^nYoeZ*hwYbLhm+PN?(Mv zmD+kdX05yKEK(({jbGH0FzecPN7&5mPF@NaclyD*I7mCJgTLe83CMqB7(<<+7OL0i zS{B=CyW%blDxKb?qeP7a?YoQHJLLjubnt9fm(BIJ)mv+nllwqBs?&XI#-4N+-7V=f zMy{{}XGQ`&u-y(dppo+`SHFGoP~ib6e2fpi-R+tYjydA`SjBta*8h1xkR=~ifi&V` z0BZ-JE*7$;zB%~h2Q=q(c3V}Xz>YyYop7;g4w84TO8+HClq{(* zyHbsPG2bCz0AxG55=Mr_fL*yUY+v>Szo|*Qi&!!BFr4m_){))!H{!&F1>atKlh03Z z+$;+}B5{;WC@JOs!for{Wx-zY5#QV5^T{DIuIGZ*3yarQ1p=dm%94SFts>t5jVAeA z*(^w`yg4$NAC)LAJ+`sUr7Sk0*lDDr?7nc7O54ez|$gwX1}I zvBTFr@$8FBSyd3z2O}vrRT!4+8j!JV1Zh$p^P$r>^q-?$%rl^^smllKesr(uZzl;h zWPdxZryH%>tv9kOsABLsKw6K`W#oMJFThQaaC4A9+yUK|&Gd9GGITRfTDI20Yq(n~ zjlDM4AC^N_X*bAK?5XJ+aTl8v24stz-CG{*aS`{~xOW)MH?}WL^yuZ_RvSF%I%Hmb z$5qRywCUw~b|RkHrTuy<%xsFzit&Op$$OS3VGduYpH3)=o4d^%>D*r|;BzKLA)@3# zl{OPGMtKp4qbQ{;^^ACJBFSY^6h55h=qrbcClnOQdnlXvD)n+>yxd9Qvu6dVS|gHY z0p9PEo;-d@ph!rKc5-+TXSKoglI)AVmyVul6Cjt|5^5yns#P$gXOJG;eDQG8;<@u+ z+1vTzR1ynHH$-E+<*xz4wVtSbmmQ_uPG zDFvP+*MZ0fJ(~huwB*CO$#1J(o3I4VT0R3ZGow{XuW2k&Z};$w2dN)$D@^Uy7lOql z|GHgu0u{044146;A8+Z4q#9=$<6Sl${Fr8N5M)jFoMasPF54R}0@H8uSk)idyR1a7 zL+`y6opQiF<^@c~NVk#wFcF>9I_~JMmTrS{$4R{^#;c7`GXfdesycZgT*(+aPcf4O$4xM$(P znlrCE$6{z-^!qMnaly=Qm42RwE;OFsC)a?JI=d4N%1j-6?^+DTq;MEN)-cgc?8tLT zK$VEV@Vag)IAbcGKy2-t-7L!6E<0(sj+QRjqD#GE|RhYw zX4XRKYu*N^e?^=`K6FZW#o>*F>FL?9lWcTTeO^>sH<0pwhFJD-s9*kq!?0`;cHmxz z8$s@b&*eo6YUXvNSME0zad)>8tlwn}zZN8h?w9h8qKc>XWJ@StYyX1uz({yXaBK^% z?_pS+a1A5={S_ijH3Sx0Tx}i2$h}M7LD3;5x8;k(!$tucH)c4WduYc5!Sxm=iu;}4 zZ@6k^&>wY@uZ&ga?y?L^T};d2lH|*FUBqKkeRhqkgEq5G%D9y8+jFPm&P`As8#_5v zW4l*Oz!elhp21-K{0^3Jxv5*L7&+v00e|6vQ92>+9@nhrd)%$j1flJU6WmWUf3fDvaQI=z`co1n7KH9P+^WoDrZno z3A~#=k4?YBt!tN>dKy}FZZhrB<^fmrfHPUsl-tT_nww5!EB@A*GdkTsf?uzVG0aV9 zu@8$GkH+Q;!$R%ow#ZQ@rf@Ol)Rer4d8?NFzM_>u`bI3qocKc3O`C7q4J~>PIvF@W z(-I5@U-R}llD@|!S~D!_a!Is)7(y?Fa|3XZ^=BKTb@i#cgeH@6DDq{UTJ!lCZ_Gq&{gn<`jR zkKWJ?8Wr%@9k*Y+u-D>t3@Rg?pQE;!b{~vOucHR}3hYKPOreCmBkL&&k=B!7>SM7S zR}rc(t(G_6AATN+pHiMZ8D4?Mb{e%iPJ}U*BX|S<#=&%PUfP$kr2I7QM~BaeWGBCZ zNxPv88;Z*GhmSVj$Tt|xv5PyctewuLrzkoB5|hjyRrn3gqI=)lR@u$NAxklrPw|w8 zoX3#!c)dW4be_yntNV@i108&Ep2eJf;e5KeqhMF}9#IiVF;H@$ya8PZZNzbP_-4cC zta3^PewUlpkvPh6+ewKDQkPdpnDAoG9{UpEY2zD?aDSEfLW9s;bEhZBm^eY2_XT*0 zeZswX5RB+Dso@c~G5@qM-*7Wr?>k*wm0U_KyiO}ZlU$XRD_4v1i=M&3rXL-z(d|0J zI6qKs-lGf8)_T}vJyfm{39h7o3ue)ae4gW5bBGR;g&?xyo~yKM-iOOU$SWKAlo?i8 zX^Hh`xw5S3j-6VN-*+h%r86AyS(crAFcXD%_ z=A|;cP3-GaU}Bz;+fwZp$C}_o7fX@0>+T26fR?!7@Q z3Et%TXe{$`!2ac%RSPTZfWukl%;#DY%{}2ernP*d35Kn=%C1iRKDgZtmTehH!DJB! zaRP6%F^4>F%qf*2V@cL7*RK}MqPXRWHeOw2xn^{M@|euHt#UYM>5Ieml=nblY+zAD z{|C@Ozs+v?S5@s}mtRidofYO;iMQ?w=2y4%iAvBw#q7T>?KVrT%inVC>x*fhNbnLr zBe)nc%y6IhGoRg;qE5%*C+p%pg^zea(X@24N2I0K*HXLvy6)Pi8Ux+eMqG!$d3$}L zEj`=!f>%i!A3Nv!Cg;AR{AFIc@wfZpN^^oo?3ORZ^T#8fc-j|vZc(gPZ9Yx@UP7jb zAEHfJZ4Ve$*t{v*t(TWTqAd2E%FDB_ib=vw35NH{A(T%gt>l9h|9LF=k2IT!Ew~pY zJn;Kew)AT8*xZ~=BZ}SzyXyrY(UYV(#c7Qb>O9824(-8r2_0U}md(fMZe`!@J-l}I zgVPom?fkANK}D1o(-wX;ChD@ss(0xZP!Bi0a*cF#IcPVEDK8A=Pt1fGFA&Ik%F0tc zkYUZd{tCBohmDi1Uv>jBuWdJHy&Wm57cTXcb0txZyc#H-5eq+Qq&Q{5-*_325-;bE z!JJW|Fo>1Eb!y~h*m5_?tId7=`9hl=-@Ju9rEk={yG4hwsmarz_p1kLxL&VK?u&gB z%YWgwH$a>3>;m#Z@4kDaGteAwhVw8k<*73puGo_Wk~jqyI*Z0vCe7+MhpBpT z6MrOmGS_LH;}?P-5b%Pz26a*N{)5ZuBV>Y!o75=P)bMO`hTwMTPLn~m*g%pTeS{hD z^~AbOT!cCizMoLy+&tJEhh*`j#Q_=~W_npvgwp4{_I#-gVk62;+Q=rjU({NDSaO~XGPcJB3*?+__^aoll!bkez0D+`k9MPF$ZHpu(kc0 zoA@{Ls{?Q5Z{W4tsqal7B@m2VM*-ho&{ZQdti-j7YZjJi6Dg8jf_fT*Z=`Tys&6n> zKhqH3t&A+rUYL{=CvpD1A8(qS*1g1y?-El6eIs`fSOoPgCo=|mZ0}GFFTBOP)>q}2 zUv|L15o`9o%6X;Wmhqg^F?W^;@=b5xVqKda{dFN!r`KMH;5%%!lti*N4ncft1W+;=CMktggc} zErX^GRKp?g z5@p}q-CVe)s#uEc+r-@wF9P~3p)G5-dywHw>f6K2w-rc&J7!uRjGRubgdH-|dQ!<%23fo;y}()%^`;i+L3gRHSdSFCmi)52&XbcnHaXF?D%$8? zJI&U;M1^R6%=M$|P)HJgt81o+=&2sQ5O%<9mt{V(Yt_S#KQZR1O9aJWlWH^HR*HQy zl?fPX;KE-)l!$aSUVxw{yS?}h<@0yAqmk(T^D;&PSRqwN^rq&}Y{R=b*$*HE?_?X~ zdqQ)QbIA+&k;(YbNoc?h)$D6b|L`+^*{#>_?;gP4aPZ#Hv&ne_YDI4SNh=}?<21Uo zZobnJ534>&z0a4+*%TbGdsdXED|A;a{G(9ffmj&t$Er+}6?B4o!e`^!;cdLUx+k8V zI4xlk8+3FyPxN@4so{idEd$FFNP#WU4zszBA*=C7e|cDg`OIgN&l0#Vk?4WM(UuW6 z?}^8S)^M{EYsPL|a@pL*y;%((IM-%Fp<9k`)Ma&T=J)$j{vY<<`=9Im{R8J^WF#_+ zjLMcsLb6q&>`hh_GD22XUP42*B%_d$l}+}_E-TqY_TGDauV+Q)9G^end;5OhKb&(M z^?E%YkLTlhT#xH3_v5~NE_W(eZqcN`W3cO2rjC*1vnpDzT-#bQR!qB zkf|2m+`Q^HY4pW?VzMXtFiT{EZXfMXgj9%u?*+cB^Dkq)$=q;9uXL5gE~|Qz$*Y%K z(YJ*(GVB!}YlC4Vj^QW4WsM)n9j&dXL{J~@?MdOT9z7!0fMlUjUA zjDc82s!t&U6Mvg-LVvGZ(|D~-#VrUa2np`I9!wQgs7tE}&l9>+{FX*}=uD)+xyV*d zn#2#)J=V*F5!CliWagZ%qNYR?Hy0k;g-+F<5cRpwHx;Y9*83iSN+h@(8&Q;OBYput z@O^!c1Ar~@16GBJzyNJm(^aF3A0NunS(isq)NCe0Mo;9D&MM*bo#WvoN8Y~6>@mWq!`Ogbi7_c6Ye*-wroxXgL z1zWLiDRu&lIGM;FrynWG)A1Y-O)B4RDbs06Od0{Us zb&zoG2#T!S>gT0r3U@P3jP$+@F4M!z*jljrAvUk>vREy7?&Q{@J+t^IE&-ajdbHBP z^2}M6>0$4xt>1=-g%`gIio$8h*|cTkG8yZ`cBTs<1bt`E)^lUsCX&qHG~ay}#~x~N z{MlCjk)&Oodwtt0fyXH6?uUt#)m;iXZ~x#+;Q(=kk>Qa`*;cRS+RMUrJ1*=@%sjpw zvCAHEY*$3}*NYF3QahA6!Cvdjl&p*qK-e2sbNO+9E^Qmzs*lC6Z z&Xg46lgrv~^G2#D9-82ZH2Us(mhc|=9lxEZ;c?|FIT}}_f`+fKR7i)q{N$}{NUCZ4 z%Ksy>O}JGr>y73SdeS)qbnfG?3uf(QewSuDx_Il;2g2GF5+=6w-x{_ZB6krVU9!&< zNKWOqt91$;;AXYjHp=NadZqIguXi4MmklAIl&!7ik*)`!&FD8@1y?UEYJ{2G>s(*1 z`=S?WeI~W&>L*>P`Hi?r9Tm6qbMX<&x^=~u+&B}H71h3AO?8avUV%_fRoO0iWsDU? z=2Pm)9Vzx8Hzttey#lWxE#sL))B88(FPyzT?yq|Em|${X#W}MY{*RfWUn-aDP;S~- zUQ1#LypMUU2A&p!*JH?OUyCGNv4<&TrS5Xrz5cH~xafbow3EEcuPWp|-=<$cn@ zOy@`GEo0gp3H^WeHO3cQqoID%EI($+Do6yWR7hu-x3&Dc5kxw$zu-*bF1-YpFHQN3lxwR0tzcP z&(2kNleL=7h{Zheuvs{AX|i8)b1NU;;Dc zS&;@us%}~WJH8Qt+4PnC54u_^Zq`v_RaPEZFI^oz$(A0%K7(g|#Dc-U?Od@CPr@_% zfJw9C75GLRhjWh&*E+=yOF_vSJwh5r;!V~+nwQ9|(tJ(wl{;y91&j4AMBh&BC|?Q+ z-X)UcVU_p1t#W zX?OWh+t2Ew!@f3Gs~^9(p_@Rz6F@&FQB=;pT}<{_Pl9ts=+4}Is48T=!%4j^_jk+#s*Pkm0RoNLai?O&8mF2qp4&3@?1x-0)3 za{)~5AFnFTvz~u`r;J)+N5|vD!bcO~rAzeDec~bpfo3<@7RQGbZ&9*v)PmO}G42#B z{kR<73?6I?MZRPKI`n&-&!Ybnf^^)&QTtZ=Gvbbr-zI*M~S|12Yf#9o=&?^ z;EpfP=gg=sv$cVZXHKNwuKU!b@^}Yl%=$gNSBgvc`RDfHY~g%`38Ve(Zt;()MH44< z?;#-bi%*eTw21&3AFS@8Sj<<_G-ea)%WuEZw#43kB1ik!aMUdvpFBHR?!EA%(}F8P zjNe<(4V!=|kF}m(9Mj*7LKik!E<7O{qT;A^#yT|G++c8H;bXAU(aAHKj`p4{w?+jP zsM%H1m&X0J{an2yoVKVqT{L~6T$c+u88w0%e(K2km{8eCH>qM3*)|Ot^3NkTUkE>1x^#eXADu@nG6Ga3%iu?(8 zPIul_Eq~4uAlN%zjdlCkD$1vL0p)ql>*zpqPnv$*!a@P^rBhPuP;`iwRA zZ+F?ypOsHoQGQhT!_w`(>yT-s$l=$_LJl)GA70wli975w_U_8C`fHJw%!w7!U<86x zl;ghNA7q(@5mcX6F1Ec{pc%PsBF>hS}lS8%=fD@_CKl9cVvdS~%MZ6?6 z)`ja?suj1|!}+P_+DXd|0PA~%@JyN*Q>QtR&XI?J6$wsLyJ=lH=jTv(x^TuWwf=Cy z_hXDZ+NcXzQjCNwWtuPj zeajymymE_|Q}T8SiaL3EJVVQ=DYZ;unt0Z{fUWjZH-pV~ZgB(i`jukET<9KKuN!>A z6n(Z+-}*&DH7C{$6ALz41$qW91S(9JlVq5b8BrrzLu|#V#h;(@I3;x^Ci|>>>7|t_ z{^D~9j~yRI%uIa5idy(FoA1AY(YdhEULq2R?k%qGZS#>^Po3BSNOwe*KOQm9UBE1> z;zW5qa`IhqKtR~gGjz8+H3F}$n7)eE2Gi92?4#A>yXudV@5%BX=EPD7YHfR*-o(?x zJjz+29!nOZBYx=+ZOVtFSk8O0&IBn5UeY0)r)5lJbDB85zX*SJh)vT3K7&br}F6SnvXo&{Je6fb8AH+LA*eM+W9w-fMh3mkua zOG)N0EDJ6VM#trFUsbft+%f>|OniazvbnbD>SXcvde)FJ0K{FZ6d=JiI@pc&@o8W& zcxYy7IW1)X#<3{}wdTA>dADUHU8}Q`{soxTKLt2Lqf?>z3upd9bFmnk$SZ(KIUQfNhhV`T{Lwv59)gX{0-wwar-EAZQDOSNqK00M4rQ1$%y zPKMj>!QIdYl<$rHa`m=<%!vd$TwkE9{QK;KM(3`KA6?&>BLRl~f{U?-@~PWz4B=r~ zfbn^MtO?QoJF8=ssE*2U1U1Ej*7<>ZjuZD%!3iit)}G}|nKqL&<5)_AxR01$SLXmt-&^s_zq?jL;Oum63Hf+t*!A%Ah`?-Tyfg{6fD5Jo~Z9QMBx{R@ZVCO`mm zUP>x-|HRGh|9tl(pe8vrC_elPEdA%a`|xATqaVBg4VbO38vXZa zd&oQZ&08^8Yem*8!{YxZ@cI9X6E3BZ+o8w6*xhy2o*>=RbD8Qr)N|s>cJ+J=tG-xl z2m|UV1H&oyC)C*I$k}3_FkB%QCwUQzdHGq$u>fY)D~Z^Q?zktTQRVa!gu>)UNfe$j zwvgVHAi{RsX>>3O{qZ%keRU?Ucl*oai=Mu|nW--zlh(c6J2iDvzR@YKaXJ1~qfio6 z?v_o(HplKhDc|45*4t!`V}Yi{b&^!tttAat`s2(CFqW@CxAR_a^6$p|yU>N4Sj)Xf z!}j+NWe{rAr2-6$zhC+1Ck0t(@Vsz*jI!^#ZiNe>V!-<1G6-j(5;ht+b(ofpOs5J|Hv;;fEIw_EayyJY`AG#my6N_315 z=R}fV`?pNpnQyIMj9+tJ?@eGiU}6jk$_z|a3(xfo)`zdQ-V7u@V7M6QSOTG?8Wp{4 z_{I@ES${GV%M}aTiGx~gz6c4ym#6OzTB|2w`yFE{`}|V-mPQRm*%C%}{eb@v!$-Dq zT5|%=fid$Ud+Z!b=sqvT-UHF3(8$ha@K*T`FU#KV!JtiUz*aJpJ9BWPP8V>071Vk zwDUVaJCoBlZID;Z?R~SmWn9w7Up!C555PIQK2m<$~Hp z0n+O<1Ndl@(@E+&BOnoM*C@JMs15kMUefDl6z%c~-K?O8qW~bD-z}i4b;fnpSx+}f zJnuh)eU5=9d(=E$i^xaxI!&e^BIMRTpo=`b4}{N)#{u%nUD5{)D*YpX9D2X_As71j z$$F61uKbRgz|*~e<__D?Jbm8(;>fX8=)(L28M&U6j5>DTf}a~38$F0-M6SA-rpP`u$M40ec?|FTY>sm3Avpwy&JQAwTp7@gl?NOK z-w}2USzu&Z6=^;M4U%4)pIJnjgSzyw$2uGY^T&EYiwwIbReszW{a!_DY+7 zt*e+DI9uEF6enRT8+fbvfQM*s1-OrGK1B^P4g=l8Eo+3ry+HBp)lPrv*UVNe+!TcW zp&?&-A~t|x$-iI-9dZk~GGmm!zy{s;BXK_6-}Q^@S_Qpa$LN<=gZHGH1?WIp{gXCe zX%JEP02fOZ+s#T)yPg2->CrdUKslkX%J)h$^G@DFASRIOZVqFnU$2q6SyWn!kTJAB zfD6m4O5aII?~YrahwdX{T2Y` zzczPvV={GCbhrPIsKz;w8=2j08t1#HvgAL!?s8~VTN037d$qrPe=QopX@w7^(s*ZB ztzx@*5Z!Rmk;^72AUo2uJ;Wkv4U*pl5xk~KVbgjSbZZ<+Hg!Zv61V%e78_ToMhRYb z#Ffcjkdr=fO~IdNxuJ<6hR+rHJLe1|dVmH1t4ctzbO7M^cJ~VBy>%-6Yv&))Z`zpG-H3N;WF*Jge|S_|Z!O$yGlT`o*Yz5@>uVBnU8})#*qoB)Ihj0I{^hksns8 zK%0j}kN<^UkuEvOwMpSvuU5k0wLyOeL^x>mCN$Z&xPB*-6c!1oMtUJRCB+wtil zq&T$p zU8XF%c{|@yxTx=6#(V+*>`qr82$^yO6^J4LAV<dw-t^KZM#fd`TBdmj z)~2AJMGoFs*38=cVAM?t0i@AwdrQE|ChGWedq}M&k4?X&V{&pyZvm+K;JvpkIa#vr z98ZLT+|DP2uS7d3{+T7e5wp(+E!mzj7M(=U*`EGeNvLDg{zlNMHgBjlcFJXAY1|U1Y!Hcb z>BK`}!O>uhehT zoP1sup0Bxm`x5WNi(Q|WFxNG30*&^hO;-J7M#X*!VZPP~Mn>PGZ~OgF@-i{S;qj&Z zvUP)i`F`;x8yZwL`(;iD;OF9|K-=)y=c2b3@#^nEv&{^ks6G)Ju|>agZ}oq;Wmxdx zjT_L5xHMfg^z&5Vv}&2ksaWH6N=`?ewnoHjwo(Mc<@*`i28920f(GcJ%RzbgtS*Is zBF3=xkB!i87^!^Q&~`kZYiC}(J|dDv68c?$nZWjQE$+E2&gH|$`7I-f*-t<_!~D;k zB3$hWa}#!^jTp=Ue3?C5^5#_bs8dneYBx zd4Om=a#QHGn*0(kvdo5{;VAOEJ%IGtj}%iQT3*WQNXiDSsw)!rGJg$XIg`0V#s3U(Chb2E}qBAC*E- z+}VBu5?nH*0tlLYto6EtwBg5A8H2R8t8i3(Wuc4Y8%pW6YB4{sn6Y(RLVZWyf#CDo4A$Fu(9f`}XtXd?D`#k7a)Scr>I74F{W~?WcwG_GHymNnX!#4J)1cgTPXDN|?)s-e zzs1E1?jKR-6H{Bn57CBb>Fvg>H{!|}ZGk3Ii~sBbypL{CkB&3pg2%U7EVE^FVjkYn zV3~Ob_VvBs>Z3Nb$@I74x9m3kNzr7DrF*oIe+UpyLQqin?YVXT(DU;RbB{{zniKh^ zA7xoSp-4>H`#$!ZP>6(oXcpa3f@D^!=yW-We#XQ0iMqt1o1KkY7$58}5!^9R(C(#+ zownt%vH{un4XIORn+B0o+M(QZJ|kYyvL8~N9wAz9_ST{)WjYrE66uJO$q&gv55|vm z%=?3A-R<)2-Gm!XvHq`h-;$$bspr%mHCL6f`QpE=7C*$50x|c*e5|;e4^ z;tiS zXbL7AEZce?r`WOky*Y1hXZZ!?BoWRdY1y~Ja#<;l>D@X^dnhdQq|0z+IULDGI=k%B( zh;HXRju?{1EpZjDl#;fH!%(?qe};0M-AhW5zrdoKL#n$iN5x@t=;W|`|78Nkf8`pY zkD=Zjj@%lP614$ErX-Uxpy;G*3chDs@VrPsjoT1B?;=*{1geXR}(&7pXdapPe+e{5ssP|yX>z5z0enG z3HfA^XhYH9U^<+lQWRlFXYptqQ1SQ=v57+9W!4h$zS9CadA{x_ezkwtWEjWaYpaY% z@vT`rrxO;;6HbU_DEyCVP)(Fr3~+O|wokJ|q4F2ZGQcRcoo8AViGUL4ZDWX>5c(cbsuhhDU_ zr7yN_UVZSv!S~AuK;Sp$-A#KN;=0k~am|n<){a+GlBdK`Z9UH{_tjDx&D8sTsf^gI zDPa_$o+2}@b^h17V4zWmZjab$C7gf%9;|Z=Zd}0)pMro9|3A4VazrfwlRA+7KfecV zR%7J8QuX5IzuYZi>d_c*sU~Q8qJsG^!$*!1!P9U(J^yj&*?}Yw4kFm%el?EZzawC1 zIt~}tC~GG51H)!@hhd|5PpSSp>WAYC-2ihPf6kHjp9>NU8xw|29(^bYSf;P_p=tIpHnYYO17MPJLgEj}Cs%sCn$bdJ(X|#I0myybes9fdi(eDIK)O zqyP6Aj%M#jKIAlI0iJC=O;$e)DNc@AKC0TaJPN zjKIrGiG80mcYh3;i1fTnkjsHlM_VDL*&e5YxA)|I)5#zOy3ZGk>-%4_XNY10h{b%A zP9Qm8F-E|S$;ctS@E>mg_E!!gV7nQtbn<}F{-&r88hW%pkv+5U`X$N2{7z!;$@_mJ z;03&%WX9S<2S)wB1%fU8zXgI~!T)v;2I_x12u`H`xi}Qw|IVQQok72j)&G|S3BbAs z+!nt|1j1W$6_%jXI0LknvD(m65%I;V@<0sDKn#HjwfVb?_eVYnuXI#Ixh&LDm`xQf zHUK-vrcR|$-@!QL9K} zYx;28jE)`*c`_kvbN@`quG=cYMsHBzod--7l}LL2Lw+CBt|pKi zx2PVl!uG&LZuGru#K_F2!6Un^5kORCQkvf=yc!7$ve^UVAH$(K_L{5n{ttV&Xt>q@ zx>tat8rZBdDk-(s{2e+B4#7W<*T;d=C;Cq3&n?G;Rrht$8eXdfC{7fB#QG0YhVKF? z0Ir&8RhG9y2qLxuAEshdHoC23wz9Ocrk!)!a?FM9Rbq`*BuDuz?6eFS^9?Hi{}&S5 zdg5$uY?Q|-GZ-NPz6ix557!NINOu;y@LhXbrvGh%v~7LiWyutjGwS9-|Bp*inAjcA zUSdTE#T|eesg;o$@{Qdf+sq#N0P=@DAmKUj@zc*|&(`N7kYv6ktaoad1r`ehec>WA zwp^dfqHON^NJIftVHhpWiOLU#^?-shD8SzV%>*k`D+w(sLUXox?*+_&z%BU+0xP>rJbMIAXs10o^qZg(#k{I?z?I)G&XO$ z;M|bN2Ri27yGbdOefa`bvD%OL`Wy{cE4kd7$JN3~;?`l6rt0G;r2I~dyFsO>0O2~B z0iGX!guF3Wmz~|GE@=tsH=7TEZq6FX^lcRa#;FYvIhQ9s&hy!IOp<=#+t!{6;@_!M zlGXeXflq;Kn6B}BC6xn|JN@b3e70eO@{wc65g<=@fCTZzI6SM}v{aR;x8Xj*$B&TI z?zpba0)5DQ?)=zxxY@^X%TEKi{7{Zr_a7{+1t#igk@Z@6Z`JKdq?!t;?|bC7&0$Ok zpepD#(A!O`K^qJG<>njTr3N!RZGj4Pb9!Q%&Us34aV0A4$iK5_$h9EgA^HZ2g>NlJ z%)5&HX)x{|75F>=RBbQe(wO%%%Z3ldBNEKHP?g&>-F#!2smLH%BpG6E^%+;Lwf;6B zzcQ0HOnYPB_CIX_3cOyZ*G|VzKg{fmKzd5Ke2q>PULy{AUsM7_e6o6=yg zzDHD_fZ>T^orU^HFYr}dT!lTJ2Yd|tnnn$g7b#|gi8ojfIc_MmZLVul-Lyh)LS}qC z-lE?K@;kNP?oH*#I6NB>1~%q|?j}w#>M7N6V5^a_ywu{1Vo_rF?;TP>1erHDk*hpc zpS-?F<`mjG7~irmb7li-SF~G7Q0` zwZIHFOh3qxhg38X!hWKYUDoov(MeTj6G9=ADb!ijC!@?|wE&!|`H-dSFit|7H9|(` zZp5__4w5Wz94xc=k&NUw{(Ax_up{pVsgnm);{&7cb}gAbb>L0#09x z+Z(p;!iEYI!d(kdma`V!X!hT#UWS5H&B~MJPwZgZxnJ{VctIKV@|k^?{O3_(CvkZ2 zBN1BnnNiW*yhGHN?2|7+E#i>AX@C0_O3lx!*N%fGZ~@e*w|Rh_4M^%lMXGiyl6Fw4-pSJdZ+-LZ~X5j3#6u4KNkgPjoZrtP6Gm~?4IzK${IM_^S6 zBdO#l)EVGP$|#AdK7t6q58U~`Ehex7oL`XC8oQ$ne5e39idOrMiMkbD0v2epj$a2Q zC`i<9B4ytMmM1|d8X!#$LqGxpx{d=l@w%+A<#ZQ1X&rh7Y@Ow=!BDcM5czWlfGKQ# zR}rx=gcIOC5E_R+?3t5hi3$P9O?tB%{fs7y|4pTdMvk5P3@uD=3;I0>6A9Q^ zZ9v%~uhC`XJVm__Y&Ez3b`Wh>{gQi+d~XGAH0Z!}otyO{eOO0v87nJ!#GMEpHXs|#sGSAuXhSa?k) zp+$6(cP>dsz1{_!_3GgJ509@!{_@*^1?X z3Ck%cJmQFu|NF3{=4Ts&w*1bvuJiP8mh8R^)xLF->oF{rN;4=EljDeaA3n~bUl^Qr zBfA|Uh;=*U#fsX?I7V7!4{N_lwYU)__+3=+0lW`8*vsl1ooPo7q;<$Oq75Oj7@>IK zKq$ld6hfIGUf%Bq#oR}rw!wR^iu%91o-s5CW!~d+`l3^Qhm=a90;m1FM?QnaK3Fn+qL&VbP$phmX=hO zJup=h1mm}OC;1<`CVvuAOpw1+3i5s*eqgFih&tcMSB-;W?lOp&J0p?og#)2(^aFT3 zUnA0S53EB7qCX-{9e(#<7IzU|PdL9J(ScF_|8arD25>;1CA`%dz!0@dcI`SZZ&Z`L zz3RJ=ne|bpq{}9Ip@px)-i))ohA;EWbvyj-WYv#na$nun4Jom?ci7_iN@rSQ=ew4X z&c;`NWqMePVJUy+p1W|F;V2%a?;Q2n6V?9ov*m?G0}jl^OYgXt$~-`5uZo^!77>Vv zr%(t3UMZd*a$~1#0XDXpd3X5T?X2XwxD3_n1`#1Y^7PRqi<=s4oAMo0FH&3P1}e6b zcD@yIi@vJG-d}k!10>h_o-F|nwM*87qx_o6$WUH4)b-jL72_5NP+t_<}R`fXu0uk8{wc{)yY zE~^i&Qbj5f!r4dm75Bs#=)n#bn&m=BF}b3BWOUrwzUK!J7LjMUeEQCm9B*fb8NX`( zdL$UqGR0zARxH?;!}Ba|JdBqy=-tr116oRdHYBotG^`F#TXE!#^+!U*r=)FuecE>>j)nvf7e9wl}?^lubPaB&U)(j8u6a@twCH7^K&B)v3Fv4VI4k^O%aTA z)zLPxeaMUS#UEQE^}Aqd=E-99&b3PD@48kYhk|8g5MC<<9@RM~Uoxt5>3D!pU?9Y# zy;q)IJwjzU+H4&2_}O-(=|4V&+~h|-E5WClDy6&Dn4SwOy!68%5o0)w&N?UGGIBfX zV#a>aLFOd9Lh`RSm@Y9z>p$J`n#U#=Xm;MtukT=rQex2qh^Yz#w(Qgb_WhK9Sd1%p z-DO`56tZr9Kxo@}NP5ZO6Oq*7i!sXCUo*$m6su<3{x;7phplky=-)7G9BjTtC(K7I zQS1{&bCT>$cMYQVV4dyQt&2uoS*9XSZq-v(iKj1y{q-gv5G?C>*(K~m0?%%%DO698 z;RX0(v@TUz?o5Y!>d0g5BhE!fLiS(ySPpDrOP|c59)b?SBdX=PwnI5exfX@bI$WaS<1Rk}shSxzQt#6V#vT zNT;wPs4leXNm>iw-?OQGK(CD}<|bkCSvuY|4rGh7Cb|occnP*_GG3e8i?VJb`1%!L z_YHMCPY{I9eu_!{>!m7O#`IvhVy-%|SB%nx4OuG@C`52Fz`j}RUa$l&=L<-yHyv{s;+D0EXxez{-jGHc3OVM1b z)plj&+Vhr8e(;Lymo)fSQ7h`LR@P!%!9DyO6!4V8I4!vTMB*KYKfYZWmnt-$w@@#xDyH9*EY1^5czX^ME^u0 z4LNP4U_q3@VX}f_;$%r>yf7C9JqB#~DZ{P{{?_sn-RXOW!H_cSIFW8&rCbIQxs{5< zp4Vi*Z=zaMc-3mC<`kNYy*OtHv6VhcdYPB$?s9YS;O^;@YTtUFuVT6cs~9EL6YSqF zJ#LT5{`^+}BgTfrNwKf$wQJ|Dvld;iDZuH&x}oMN~h20sC~8U#K$o?X|gq+EXV#k?IB$=ku0X=U#6z z$Nl4V^3TG?o*Xhy`-X}vbkGXhf=w1KhUYn!J}N_C&l+&lgZ6uy8IzR~XR4K1te=-m zSMiSBX|KV1cnh|M5$5|r*jN_4A34I{hw3=x(#{>MEVI8BX)MIu@6yB-QV(YPODCT+ zoAh6<_loxUD)sFvuEEd27!Q`1$1*IB*b*NRwSG7ulqg^+yXOP`=(1+Bn(1IVTT3*> zouwiKTMb4DRPL>thkvYrV-0QaQ3sD2;gn$1EhAP5s058Wtb*7uUrZ ziV{D@+|(SBrQ0`AelR^-

MA8w`Wd#kD6#I8eK+3T`5t7 z_HK0Xs(RZ#&T*dkp1KzXTsczbt;74JIi4l&)qo$diS-+CFL&B&qXawSX&kjZlVQfQ zc%J=eU5aD)gVvv`!$=g^PDP?l*av9S^ebT07T?R+v7Yl}aLDvHvzL(E|C)Lfwyf5B z!zp|RWG4T^dM zLsAmO)`pb`jjV~?z7x%3LM=w76uL)CpPucb!0SIHQj|CR{^7g^YYMh}mY3Dxmkyse z*=U+oiN>{_kqiIhii@Z?T7`jBc+#x=P8<`^Kj1&wb$OztUZh_C+r|}Rc+IqqAFgX zO^!w}#5|Vcwru4)@|t@_`Vh^ttC;VHRu%3zlR!eLR!F5v+;(dDbiRvddS|$e7=FK!%EoE zJChwTgd0uQPkkB9c15cd4O-tBQ|xfl4#4`e3Px~EV{}%w`J%xfa&lC?_Bp!t2pUDu zp)HOVW}Av09L&x+Q57Q1aivENj^L26y)@<{POzUeZTIPRiZq>4n(-YSeo0C=2P6o_ zVs+RK^HP_r(l6*$upJgo9`F} zrXNL73+ZgAWLbcfwu;FcCt+Ot*uu%`y%v%s$CktciqA5q z^s8$XUf88KaMBljU-Ml$kyX8U)hTgFjfjot&s@nh;XMUv=Ze{7mfWQLprwL?iQPrg zWNm;TFH=uim(emhjb=C7x7ZMPcwJ5t`g;cN&o-W5?4=ab%ma`nhd057%AtBB!fX=c z(JGnw^R>9?^zD~1qYA_q=&t+@m7<4WmNLayOShKSzo%1ad-0rXaz?GR`8gRHFX@ig zYo6-9L;9qfQ)H+5%}Zrptv`W9sXh{NPEqP_Vqs4`wd>*v!cxW7J8h>d3f0rQ4Q%a8P2A6KP^6B4U>jK>G8M!!BV{I1dZ#|`sNIaz=RqAIK zb0yF5BUb1)|G|FgW4vuS55r!5V^=c&6YAEag8`l3*A0C3G5F5RZ7wArB`WNUqiIyF zHwBChyOQ!ca@3AjOluIlW^L}SIX_4LXQYQc;B(?)#=$R814f#?nJ@67RW|01pfdum%^zWP2m@49>x_Fq_)$t-f)U6ohUB*^{oeOsq zrhJVNM|}ku-s3+$9$z_hv}rQ#@+Fk&Z@(1%7y^MM1;dbRR{MUbDlXPZU9qC0j_U4o zxU*Uz4`eXOhz=)VXdPovqgxVWThtZr{q0JQoq*>(8f;MeaWpy?zW^|28ko*Enp`{* z)Z&G{<-B})H%0#`>h6Sftk^SM>HY1P3s1AX9zGpM(A3TN!s``Yh!R7w#)w*!(hRQj zJB!BCC}w=Zy*P{;56l`DGfH+xzH}$!3l6C>4hpY>@U|cR6tOh}XHV?gb(tl>`CohF z*AsLg*lfWu;tPcEg0a^t4=+Tql#W>Cp=C4Mpe}b>gMA4eniNNlH%08Pw)~hkym3p` zOkX%S89$9kAjhT`6&_XX5+9q3GQX;LH<{^JQ;a3Zx4CUMVZBTEqOp%AGZBZKPH2+c zQjAd+v_e#ii9SVOWzKplDMy`Un#@4I17zX~#=pgH9v-)AdCg(A7tjyFyr^?;)gHzv z=X$bnTa%?^LrMYzy?{R!tFe34ms+*BPI=H9C(D1#St4~~N1?^pvfVT+0B6sOBi3xu zpMG}|B_tbfcd6}i^flDL%8Bn!wYi?PW<({`&sWnoP76j2G8zA|$7_f{v`2Yz1Kc^7 zs(8kdFXWwWnnYnMIv064#k=I>O0!ZF$$7wb`mI; zcfN#`vEp|BNr~>I6jvoKEOQJ%WocWPWQj0l2a*QSE~q75HoXXk*s7IKTHI&Tp4<=q z+=0ZvD52D3p~ZkLL9JsAb|kkO;(dg6V)wh2`XC+2%><^;#(0N6ie*+~ys%%H>a>Km zlHz_)l`BDNKX=t6s6I1dw_s0URKU^bxqmeNh5}~9t$*%)mw8K})RXXiGH>l6bOU~e zPkVB1d8JibY-QanaHC!KuyQdbPqIk(b3zp%&7AF8jK;&`tyjpXZd~j>%4(T_BM7qc z5}#TNR3u;I=1zPVZ9$0nz1s}IQU1OGL~Ftte|?s|g@I0f#3B@Ki*fEe$(SiR*&j3U z%p=zo+u+s915<9f&{C2Q66GtG^H}%pJmm7QhVxyv3U@=kb2V($39){yzIxO|yHxjc zPQ-EHhAxUT)f+46pIsb6-hNGB`t1!L0SM73ZHO?ZH~DP%Cw=w~KXE%5rhqFLF9`dU zrg<#X`KIpYt4bBgW$gy+=bMsYC5er|OUy|(g^d+I=!sEdcT_s5jzr;L)ABG5_t z47=lvP|CFOn~jie^USaLITn0-m)l_^0sJ~=Mn<+G_2E~`=X$RqC=4H9J1Iv;_2UaS zIAzK@=c%mJ3S!GS<-KF2LE)LX({Ju^0U%pv9np)QU75^l$#rV}jHBFmfeA+<`Zih( z^#NO6d*tl$v*-7fCPv~Hep{L?5>vH*sLzbK^N6JC)CWH0p4 z-B+|E*vrhXBOuV!l{#5dnj({*9&G%wGU7)~w4wts*vr1X*VH^oinrMb_2tJn4)p%@-}(>)aYio=oP5bpPIc(I>zi)-^XgQmem9C3};b zNGmwa06YJzK9_k#75-~neBEw}v`t8n+F#Jzqbz6v{}GqK&83VM0IY`KtA(KBC}A!V zdMp+FvsTWw9!d!y9pI~f!b4C3;(D{L~A2o%JkKK&r1JXgCXtZ0DofBZbZI+rtE(#AFMx4 zyT$y_{$Ktb1wq>qWF{FMWUr$4#)Kk;{n^BtOt9@z&{}(0wCu!o75db@TCuUPu=pqtLyb5nk07Z2K&nk2Jp)&uv#W`tedY;FmLqM$c{skeTCr*zLE=J-ADr)^v=3 zezT*xhuSQ80H7o19N;NyDZHctikcJx_@-}t`4T@BjRCB{9#Cg5cQuOSj({L}n#n>U zAxCd4SqswnPN`{hbXU#reI($`YB|MxL)eBYI8YDBk#z_ynih_omua1hQ&TD(28EjI zl%4lVwh@HY%R=LSl*Z9z;NDx%lnSL1SS;-CmSdYzxbktXnnE$#0R#q8-ZX58F0V9s zT|ZU|;FNn7>{bf^AnAr){s+Yx1Y28R>Zz=;3+kz%0V_av6;H>;XWE1E)r;nZcq+Hz z$fdRMxgSt$?uRya>RmOe>-i?9PAaINV^7fB&GvT+igKRGa|^tSsajC%@r8hu&H8W} z&p-Nom!84ta3t%qq7>~gg1x!F1DLu=k%d5iM(t*dBq-P4vYC|Och=;k5m?{+u{(1% zZ-`XSewkG9-qDB#(OnnOG4rro*f#~htHo2eoQj~gh(*?--|X~^ii`qeX>jQNa=zkh zgcXOvX)4Xyx*H4ulD|gRJSlx?Li&AN^mN%F`kQ9f4oF=dgqM1`-fB}L7@6?;#glv2 zF*qlCkr#GFVzHc057pl{HR3M?hUltSRnT`2}@4V2_oe3@TL3)?v+b)6+GUJ>%a&agi z?oc1nxXo|g!5z=y!8RTiz&B?5_3%2$-%W{rj)WYC6Q^3v`n{KbGb49tItx>~-mpKe z%g~R8D3Y~5w$um3&39A)a?wOF+Ju~q6%>k z@jS~_=zXnhuMp|eI8RL!2~vVMGoZq@`e2O8R9HvqY3Wnr{t^@+`EUnG__aZ1Q+H#g zZQAOxrhBfF+Lm4vYIr`xjzxe}=s{v!7vWeJ=*ZtWHwu?Ag>(D4SFvAFwk?Keu|Pfm z4kPL6la~5ci`!iX2=%P;^%d%r`!DN^Our3j*S;t00Dy;0y(g+K0T~0%JMx=*`bi6D zn3F@3Goe_-z1m|5kkNEW`SYvKF>-Q(Hk>7(SFVHCbO0TOjp{hFDi)D>{9J%8k_brK zhV37dNHzz>LTiHWY|VSO^#kLzSlMy5OA`%lz(cpeISL53=tcw!Sx=kakB9{k9g-7S zPLN-J%{=ieH4CJk1%ypUp<{m)phu3lI~-|Zihe{fPsuTk2+Q$uEyWSONd@6;%V1eP z{CkHAy9TQfl%blAohph2Dd`7yy`+(kcvS^U7Tu$>|@(lzo6) z>V@6v2FyrSul7=+cnsVo$P>lh*jq0ZuNE~TeaXwYZ-<1f7P3=azk=JntNZZ|ebR1}X7; ztRn)Y@+APHIedi15Gh;!iC^>;er+?+>7O+#RWVUTB-Xdx4w0kXy3-wb#0u)~y&A5svrHytR&z&;sq~EkMMa z?hU$r_V}HDLV(2Dk<@{^V6i}p1|5xgns~;$LR>jp>r4P+<{_$-3D+~x!Ie~cJ&2fF z?FP0SDFL$#1L8Z1-rwc3QsNSI-T9vC_T6>l{2Nmv#nAmKBSc}!U_!5KcDOS2wkOnQ zz^^RcE7zd2KhI~i5JT)*vkkl)Y4i@}TJj}L%G@E;$3s?ti@^rbN>O^9rRO(^Bezd3 zF=|kK75^2f0MuGS#gV=4Wbyr4e_R{cgO&vrtDyJg|EQr_LOyHUeW8}+&D84$Bgfy| zcl`Xm_X}_y^tL7_Zzofz-)y$X{K~g7=qJk$9vhC5$zOCD!<~q-@L)*AbHo`&fkfs& zN;mw-?(}vHOIY|C`Vm28;ZDM+%FGdzxG1V6SO`MSVb+MCckp(p8*|`My4fsBVc{Y#(xK4L&@p3 zyu=S@SjoG+p66OMWZ&n)InFfujoG%b1XuB}|3<6uF2c6bLYZ@pSX%hPL4MK?Ss)7&v!3% zyQZN}y*A?pg90zyLx~oCQCPr+8BO5DeL{!XV}5s~LxE$rHkd_S$U~SjTFY#E?bCVK zXIegs$NzC2(f$fYenPSakx@-KWsF0!M405}OC()}CG2q@VQ0)#(gV&7RR=)AvAkhx zigmwU6c_Dv_LhWFnj{sIOxMaGkva5S;J5y4cEiY41Y~Ni)Od9G_BW6fnBap}+e`KG zNyY5W9Ut$ohs9YW=<+3u`a1OoKsi>dts3`Yr?oP59*+E^k+u0J;K=ELt&}?DqC`w4 ztSD8T7l1U%=7OX3&Lt`$6)=7B)a&nUA|D|~lI+OezMLD=Dnr1_+ONQsO)Zd~Tie=Q z)#p4r{R=#n4wUkhQC8*n6lj0PlXfw?weoI1u};k!JMA_}66fKQF@I{Z6Sa7ir5)Z9 zYDkBAKvlEQ!Qi6??T{yEK0=K849F4+R0?ESEIPT72JrpT03<-vk?onr^nS(P&<4Tw zZLT4NJh^esOOJ_YM(#b(gm{v=%jtxGCY-)K0LcZ_g*#{cz~Pj%(y??saq|5@hlCo+ z3|BBomNgXRkK?!@sj%EL8%$bQUnf=~A(^&0Z0GEc+o(GGYL2xf|9CnE3Wua-qJx2e zMgS2s?t!CMMV-~hu)>$WZ|o!Z?PnHWFSOs>5r{R6#J!K$5r@dVAzwd!1f{5_vQ7(B z6~4(;Jb%(YNUqoxVXdk*sXcfhTR^gkvz*t~4_>MmA|tjzP!=Ld$pU(wyWRsS_8K_o?Fn1z%l|1+ltuu+0mDdV>O^Lspo zCWMEJ_AQg)fnnDaz_1H*8HNvX=lLP`t7DwU4-UHzxw04Gu!;V61izOEH%mEQ?kfXT zhFHH28ty=ao8AdMkbSMO_-2>Vzm;;y0WO#JUkj-Cd2NPjbk9)U-osG=TIREUmf%JE zsSY*u+rrqmcw-WG0oX;){pR>O8G>#-?HE*IKY8cry0gQ_sUI3D#>qtIK&?(CH z*sH1EOJITk03zJmbsVB1gdSuxUSTN(X0m(drPR2RN`bsOs1G0V=G#w0^e~rs75#$) z5Kx+zwC>Ss#r&5QN5sZq3k};&DTf20L2sHt#g=XJZUjKZBZQrEQr|bw*h5!Gtoo~s z-yS=_42EmL_l78PtlXsagQCSq&BSerG^(zt>+3%V1^9+ah%RYjIn$`W!g>cpH7cZH ztjdjq-QTWaz6Ca@+~5M52YY$z2r%<5?4hAtSur(vZ1euOsoqtxkQ4GyQ+dVp{C;g91-Z@|F7VQe> zuw`~vd84?CrH?!7gk|#5Aq1qi1iqcSz4yDG=kK@H_v7=AS%;jnb7s$;J$vSwYYP4< z(%~gkqM!ecwdjhav3^`=K}h0!ZQUhl@z)hJ7$Gy*tJyCkh0!giSbADm{aG{ZRRT1w z=t*mn61_|Im-~;oQ&poUyB0=2RNSGDB#IFOhZEgMYjUSh@WGoH7wm)4iwt5;|Ih$dWUb(<6>Yexu+iiw{E`d|o*2e!QUf|d zkk+v1Fw@}P`?&U??SFFPk>K57ZJ+)@?)+`sE-Vl*w(D^p$o{m0|6B)PiZp^fdJ*mZ zpY~`U=+|4cuj)Vc?jJ8-m=Fw8DO~thXyz~dC?nXT<2xz;VI^34?*YY6_{0uyV*fnn z&rhuc{?SRnTL4k?k5BvOCodSm9z{Ml{3rhTx0!pqPOwMS7c>6DB3^KOk-SU{0g!P* znvepb5E!i;aRM%$Jv9X882q5{`Mp&bJBEA`kg(W*e$IR3 zTor4D>wq36vqri7DxqGg;&(kc9s*c9vL?V$LOI&P_Iiu|9!^uFhKNA!b_}9is~kM9 z8s9I7@Ye8KWG}dT@-Gc?$R!|;R@MQD$Y#^nt6e6k`g+0{YeK2we=F zXS_(uf$P{q*f-aK&#-%lC(xk~in(-LV>}iK{D%}bc-f2&2)-(T$$P;=5JIQ~aIQT| zS_+OD4H?#;jG^VFAbJJ&h|?7rNW_V8Tnvf*jZ+Sn&FL$`GU=NEgx zQTJA^saL3-P#-cm2!JmQ4B zFgmyd_?qm8JESn}?zG_`5ae0;t@ZI7sBntJc@%Fue-Zqye{|9wH)R;P4@wbS3zPQ1 zSGnqy#%4-eG5AJ;6F$*4gD_&j(E_Hj+RzkPLK>cv* zTC|Rh>|WN%Gz)*U)#-Qri}AQURE_+qDDa;LgRVejO;<)cZPo)Av!p3`ZA{P`KWb&w zkDsz0?)2|#P{Mya;l2&B*|y##f zrq@H$3yX7iPhLGg-bz<*vFQ%)Xrt8>+|`*-XQiddSroP71W^R}*lh_fAVpIFh~3;# z<~hTIllBpV^Ij3|#TpzxLQn4ubbHL3LN~Ix^J_VwkYxqKT-#wLW+=?{8h0*LCuICy zfI#|gl)^85zU0f+or6Z9-GPNkBmY z?}!Er_BtOuDvaa#-fn7gq>szB_>;vtPdmCvz$VN@6-;}pH$gDAnfXVx?Q4m_hfi88 z7%}7W=EpkPi6CFH27;K&{o)pH^sl3-?)!v6y4+>>3pXZ8-Xr2$HHVKTY}w7lq7K3F z$M%hrPPE0@@MpXhY)LSr=Sqdj?r_2P5#@>&at~SwP=j=WD2sEl1dyq>tMP2p&cz0P z1>1!T^U~-(yiY6YW&axbMF;)r?6vv7rVSSFtj=n&Z!2@SNA*&4h9PZyuYU9(~ zw!Ey3QlCkQSROWCGy~|dOEj%|Gt#6_^mxoaWd44dIii5vilCTU|4O~`hxq|Cqb^NH z!kXqMAocK2F{7O!;Zha@M|QsV>FbW~5o0`npl?H=>j~rx_`Cg6AxH1t(@}9xdX?1| zW=nw4b#y->374W!<-Ar>Jay97qtbFo_L!&wL|cxlH$!bzV_RkP9%Ut{?nr=xVvt`{Y`I+2LXl>B3@W9p(unJx8T?qdNGr7S}-r0fECYKQCtQ&L$Q0{ zY`5~mSW5Z%qrO$7J79Xfvn#O_Yy2`SD&pn<1gb{=UdgkkoCk$X^^meo(^;CU8G`Rg zWi7()A0$9MuxIW@e!RGq3vjc-kzcAXl6 zlIAoNWQF?Bog-kjf{gu2rcPU}nWYO_vdoAfd$uZQ4}$+MSkS_5E!Wcd49RD)XZs`K zxbrEkUS!e7YKJWL1c+Zryts$k>MPH~4uemo)qBNx>>Uh%473f$(~J1IT&;CFb;mD@ zw{IOC){S+fFFS#+A-|b38W&Ry${p!{Lb#u#8gBurV+|*RU}6Z_c)Ilva&J@@Gg+=b zb^s9P+O(}|K*h76hOemDzT`R?fhuI2aqW`_`Ua3)^DEnYa|azP-5iw~hIMy5R@Ok( z+cna<{A>@br(=>{&Z{GkFV3r|rX0O#*OOY>Nk%tn-8|4PWgux^Na~!R*UKR zVs7Ac_Cxdzc?}T$e3&h+hS*y5=gM#g0tz7WjSn!H^-UE3se z{iBM$aD;u~aaI^6Ctjz;bqj=h3#oyAG%}Ss_V(p{GKYu@2Zjv*PE@{`$LSI08DsgB zOS^PPJiCNe-Er5Fk`JJf$;tL2jCnPb^k=CADsz{9+GQ4GS{XpdXcjh0Q}SDcetWcbBUs} zAM@pRh2N`;ztz@n87eYX)fHr%*cD{hXX~xbteJooALA9VE_ACdAeqw`m+gXHt2W@6 zNoJ9q?0CHR{FtlYSp9Am7nf6Kj8klyMzQQK{=RmklG3d6G{G{p=sJB4-=|cCxVb6g-@^U1j+y{8*T(7kxsVJRf2`ZU}9CSEYCaehME9o^WfIU%m}?@HE?ogP(v%!Q`jT1#@%j&)(5+k$BXe6id4y)9SO*1 zoUk#6B$v}sVX~&?AsfH0)9X-rY)-r#ZZ}x`8MazrNTK>HVK4xT*#+ksil_T|T3YHR zU$&a{*)qb+Wsg7LqonmUK-#D2+s*yj6Sp+eIh_KF&-Z>FEIg#FenT(t>lW%6F{C7a zkM`hMV&-@3&T7HeDg5Y{v~v%AbaI#=t5w(cOoa$Jb0hxKOq-^?MlDY&dkYhZ5Ms-5 zG!y6z8^|;zPcqUz6T=AZfc39aeyE*0uxl0^P=YX@a<}+H@EjIllfr2r%SJ9ggWiiepcEy4J1MCDY|(nLa==E=x*S+4db`1bN7XPzZhm?@d4%Xs{1vrjlUWg#NWqiYN0gaq z9x;3f8^)3*!0~9p4HQjwJTOkvit6lcW&XXB{-BBoe^V^2FQrRY%0cigY=_k0*n0=} z+w>)ArfVF_%>s`7`{DzB7TW!?h*l|sGq;)+RX;SJx2b=7Glo4oZ{*-rBhzG* zC$4O(FE3)RQA}JY$LS-J=f|vR^LzT;$hyIHgZ;ztqZQiaqLhMH^=~(^R9af8)+61P z3*K{tmTB!7TdQ+?ocDNMb8F9&Z)%&}9AVS^rKX1)_%z;Ffsf5$ zkdG=D8Yf+Ie#`(ZOe#LY8-@qib3f3@dzKnU5kE-g)@aN!8vI5+VBR37P9i5fbzarB z=6y`wUsF47T<&dc?n(YNMBwo&Tc3Pu8c*jHf%Eje!H5_Bl>_<{V*2UJn$QxATFbVD ztinx1i?%7yPY-#di|J^WR`XeL-06AU-hdX`7& z`iq|vP?wme%~O{bIXOwBbQz$&q(n(=uf=3nsnx-mbDgdx7p}}?dv)({PyVEjd4zlr zpA!)pkJ-CRm|bNxdG2rw*+=h8B|W?r!Xl zY5G-*9M9EnjO|L?cKw;Ay3xSK($bW4I81gyyA>e5Utw+($Nte-rm1K2H5K$;S^lsg zg;`)(eO#?tUrBV|2GXnUg}bR4N_wJZHFmVEZ-{51m{&_pQT8C}=dY$>aBbmI2gYO| z6>J@F_h^eMuE@M9Yo6*it#ij;`{uvq7#FWtv>+=gt%DCn&0~UFYyy3Z;9B^%nF6Ze zFQ>X`!o2okT(H6Rg{FbT1)GJ%(}JHAuA>dgu^em8t7o;bBAVOQR7&{!%%2h?uWt2b z;jc6fOL+wrofVN1-?RkB=!xUU6S>2|cdbU4(yr-J5X^an!OAz3`sy>l(vR{=DLRXl zx}kHZvoa|Dop&tQ$s-`Zq-9`WuR$nb)ts1kSP<8Gee0L>ObYe#3+xHj_h?)LADgV- zNtWq1ZzTFV3!Cx72}`9SEbvR@MGFaI#ZB2zWXzy2%EmVWYwhjPLyvZL<>E$f{+DY)b>|MOQ&L zuw3FVEfw4f#zTW^17SP6zur!)8)7|~XkQ%n?y z{cc<&9|~M={Bh2CSm6Qk&5p|(jHb14N3HB6@hwifZ?!*9p3&Rim7Hmu9=6;caU0k? zF>Q$~d_sEc91XXWDu$2XfTysVoE*=bsA{NYjwat7veYMn5JWD_F`B;3 zLO)6_Zk`7S$R%pW5W!6~48BYQ{Ic)-TeC+kNAvLd;m030pU= zS;$k9vVo0Pc+k> zqC6Yc0&ClSdiku%A)>pxds0q9C5L|2>WHDu4lY~L2W#pxY*`-3eGyX@*WpM(V#uoO zn~CIU$19+!K>u>n^;7h8+0SuhQ=_6>+owDC$!;HfyLRQ#qbH}{pFjUHxJ)uY$##iZ^_SF-{)i4h&hTYsT zP0yp&G=0U_1C=Do3fgU*Qp}LZb$3f-og2rMw6do$ma(p+530-T(r(2|iwcztF9aRL zN85cmtO3Z=D>%os%^Ze$v-b?-G^9Q0+(^(3LT2RE_(HMeNLX$ah~=o1Z?)ExWw0+l zg|=<1r#L;UMtk@T-H$&LRqn<#c75Xxa|WwYK(>vw);BxlwnG#NETGnp7N!{PVAdr0 z@_}LLlEHc)dRN$j)eQ!1^Se`pu$-$E+o(A`QTkn`@xj~PKx5uj-7i9vM8ft-g@Rj* z^ch@R=p!rN7sQrCJg@oP%(lsXy;g(X;vD0Ghe~I%!nRs7+0C>r1qRU>^_019aD6mg zKjaUUNu6p!d3?G8N&6_clRuwWe=$2_@F8Ppke>b}Zp~M6u3`Z$5*5DG@Y@$9pv{6b zJtM5}n2jE(mTgp7QFGhy6-bqpp|vTBH})72id}ZT61pc;6a6fHuS@I=+hYhp!@nPH?=-4AnmSp~{ zLU+BhjaA2TJo;JqVqqFrWzFEP?pM#RZ!FKnZ;0hwfxO(jG=kB|&_#@1vS(xN@P^V~ zTG)EH8njTbS#229Vd@kj`5Ad|>M6JJLB}HDZSK0xhLCyHqn4~hTRi-Cc=?M33I+p! z4bCtQJot28cgn&Y2K{WqaB6(ZV%T45p>+dNZ%A^L(Pb=$Q;r74%iqIp=SIR+X-Cwq zd$A`tV6Rb^+`p`zb;JFt-*B~k>t~CpA7-Hj{D~0G+P9*V1iNy}uAa5{ z&Uyd(5PJJ|{DM$-g;jj9)3=$WSXv96SJBQ!qs1!HxgiN^v%bzAzbd~5Fz#Q6WrqGN zQDG_!mmlPpak(Qnyu6k71vOZ<#jm>+nlE)fYHV@;?eke*9tX{e>I8-s_i6!&&Yq%f z1vzM2sF`#`IU}NR3c)DlR4}|)!##7ykUnp9zbMxRxDL{3Rpm1DT;XYwZu^&;q zpKj~wU${Pd=VyXW_;Te1h)xY-V;b&6r@|V`8c*U7cF?oe?Arcl1ER1!UtMe(Sbwp| z@ha4VC`J<6cB6ARNEvf&=vhO&oigGyH$2#J9g{vOeQpkPz|nP&cg<71y5eeh&ODmNwSEyUw%Pc^Z;O_SAutiu-b!JKTI=mpbd}5Gm zmPEpV-F@VCQ&~X%x^Hw-h!i@E7qWu|7 z$xdRn^Dm_M!)Gk4^Cq@}F+i}D`sdJgTvV2&3&&-&q8n}jik~{(Cn1kA#F0DBHdgDb z@eBUq1FX@y-5Q0-1v@WsC3_Rn(yiv*jAT{S*X9N%%x)*RiX2XUtS2fMTNIY>KGxp# z2YO?Lhv#qNPHu4WE=T)D0F3fpdbZw|)ubk!_VTsiaZ9AL)4bnW((=_0j|~W7&Y*b8 zi;6a$7NZEs?nSM4jbyQWB%dnfrix(m(I5Zp+e{I9ys98CXFVycxwE$<$+DicDVhZk zLe&hX!whd?l@CJ^4o1anL<^i2I`y5v?jWtjf0hhLEFT>3dM`k9I~l6{mw!vRQ)j(0cey})czOLepkJ07rAyx z-A&d_MthTKceobRe9UP2RV1SDZVWyX6W1Htwa(`k!6cAhQW!TdD%?{q+p)J@F{5Ky zcGR`BqT-t6()dwGMoM&~r7`LK??8C%i-OXiag&BUmYt^Y-av8C` zgIi1}B5B9Di=n?5@bKS#cJp#f<%}f-hag`Wtxg*k`E92!%9Ao>4CYIv;dY-!hG)j2 zp$%X3ghDv$FH#IgcTgzxCyJa0>%eykOpn;8#S+bO-j@|(wW2uezQM8oGxu3;=bWIYOzLy@ zbVYwwSea6Le$VBnb4(=*T@>M>BV`(AhglsAEK(w_r}~hn^y|{Q+qF~hYcAH?w4LJU zjd)a{`=a%HJ$}oH+MhR?c&BwR?{m(RhB>IPTt3y;i4ta@mL%fD|y{-NtJQVvj z!E@(X_ipMUqfjZgEmr=Wc6%2pRs^_o~vU2}I z6fUev-!|m3pR8G!#2g|fqlB@<6ZshmmR&&>n%Rs;4 zy1y}ece0S76rgh|G^~6It)qhTXXFN@Iq4PaqhI(=OqkW9%lyJu&ScuyoE;q2W)#9Y zR7mG!9Pb_3SPHMAb*dQ~`|=-#z07DMk8XIVpb>`nsi-PKqWKPmL`1f5*Wk94G>adx zc{)2BDyIm=9I8QQ6Y_@{RXPt~PGDI|5SHaxT0d(OM|-vi(?!RnXG>p0aVG!=$zb_B z?@1!6@Oyq5ZG58W@Z}3K{>|{VE2Lqnbe9#=d8ln{7G@Nt*cUWxC(og4G8(-4Xg*%wFscORky^b@|hB{Ckec zM}kccMuhv{b#2ag7;C7$c^m#r|EWYjG51;!QKf+Q($Wm~Lsq23$-#U<>1E0)`<(@) z!|u(HZ7}^I3_;66Td)(Mb-GPZNyluodMkcr44By*xNeiO%LnI&yl0mV5maWyx1?=f z;hI0bc6l9QW<>Gzi1Q3*uM+|?VvU;i5Nyo76-T_IlZ{HqG?GhXReO{N)V%DKSX(>U>Cp#PY(h1_NA+K z%4b$n5tZpB-R?*8pYLx0Ce!i~{+e2}sH8X4DCxaWNKt2~0MdsTqpzkRlVV6cs1keh zF^%o%7a?GcFY8nIl=h~lxo0^QUU;2l=Phv{e^^)1Z5j5P-acK@CeN0gZolO7Z&VOE z=bqwATgpTR%Xu-}e5o9CHc`(Bt&iq3;w;NS!-~(1+T|b>J~PsjnY1{L<3y~|^Qr-g zLZwU(li);}Tx{C*$*z8GU5GM-VNmulk;etyo3kXks&6b!@4e=-he_QQd_M9mRf!h4 zV4Pqkc`kdXwX^4A9q&eo@XZYZe%(s*(Dml1)9YmYbDH6uVj4`^RjJuq`s82Yo1ro< zGi_o{9YTNn<__zdr}KQoz^BU{JqzTS8}J@FG|lElKQaoHTHn49cL72BXg!Of!Z0Gd z46?~qfAQ6mJyu+5J$-JBowsK|H+{+I!_6!ygpZ8)(!RbQHO_G1S#^yQ>}g)ut9jSS zn<8u*(v8-KNqHmpggyPY4Qc9MGMpQIhdo!$vyfKkn|9Vhi%OoOYQi_=GwoiNs${oV(_V~OU%DCgn6 zYjUPLH)l;Wrcleya>6l_(Y66sA}Utngd`f_bUBfXhphDmC0WBlx8)c=7M48Fx(dr= z5gHNtIKNg#!j_*{n?VL~ZF1&K;}2s>Zgq?ve%NX$%Jc2}A|1Xi-COtayoBfX`#lu% zR)=bNDs=rnnKwg?ufgVocu{4E^tlh&3cH2Emgib^v1MOB?_BER;6up~MQy#Om7zI` z?qH>cjO({3on07mK9b zpNkA+(!m%;pi53-ZUrF+T#T+Ut`x!VRj$E)`v{@zG6cFG@e!@6hBK_+G@Imh`Ly z=VAW{V`B8Lkkb^%`uuaGIwM@A=Fz(8AeE~nW1D)~nK`sL zT&bbQb7L#bIWahApw&FEDCF6XK2*nIhQxb+vB_baH&n4DokDDy)0B9{M!x6$LB!sO zfhRte!cR=e;M>Uud>ZT%W7V4dY5%&*gIHm~_CTJyJzF#bV4I#*Y>DeQO_wVk)(Yg? zJy5UDlN!B*e67>162m$PUCL;68kC-Fu`Mr9Mp2&Klbg4%V&m)R!wJMx;fM;RT~B)iM{K8-9L#4VH_; zVF2fG1NZ46cff3hr>FoU_nfEk52G1$Yykymia2ODATQ`7y99M~JpiHDJ2iX!BIAUfZt9k;x6q~pkMAdrVvIgL%a zy9Bb)`@cc0AJ^L{NR=^FCl8rggJ$g|(D`-E?i9bjv3-y+DS~Wo7`=S6xqZrnH5}M* zJ8%!Df2c>prTt&u!zn>~+uAw&@d=bnu;H#a1%X_a=X!4gAzznA8@wN0C8**iD_DXD z2sS4wV=khAcKX}doN!TfvVekDe1=pDv>JK(6t?@qVb>b(owA<3!)Q;8j!?ER6&vZs zyq=-2AYgq&7LLU*>%9W`9QZWr<56PQ4nPqryy$g|>^L5O%7L%KnIEFd#l!kz+m(c~ zOmr1mLqd0rkFtfid4*NwcC$H4Ln(dBp?vSTkV7qMSkY(lHzs#viLRFNkJcCo;;_YKhnHbSvf0biJiFvWZreM|0P%NUE@bzf@hC96^I0>abtqu$lG zse6la|M{vPYJafQuJg?c)DTw`=1(-saaZwS>mBZ0^`xX0vMELs{Ul&PoTcD5`pmk& z&eE9@Mt%g|+br1yh~N)N|Met-(9d3c{CHMcH^J-OG^~8^&xL=DLIW%MZZJo`1d9A0LzLzES-1 zBmZ@`*Lk3K=jpiR{+B5Jy4#Q1`oCSi$OmSfuhvED-_rYgz`OBpi2wfl?*WsaJf2NC z+uZTr{syLt{(nj3Z&CkWpRT_o@&BiYpoIT_iU>;h|M)60Otb5E>He?FXr}*i>Cp_a zigq5sAMt#<*Wr1BFu!Um`QI#0?NzVKuoF`6w;hz!y%k<(z(3iiFzH-LL+}3sUYR!` diff --git a/docs/assets/images/lit-coref-data.png b/docs/assets/images/lit-coref-data.png deleted file mode 100644 index cbfe7ccbc2b3a8e69f889d0e4265710376ef419f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 65860 zcmafb1yo$i(lzex?(Xh`ySoIp5E9(oJ-Cyg!QI^D#rWZD_^|4=w)}7=Wbx{_yWH%03X<*eg&b`s z`w(Os?y9ev6!hADh}LNeJsUx~$^#rN^eeTAq?8nhcF1C9iYqrLnRVrYT>b09o8f1u zn5+Rvknj+msFZ=R;CmJjH%cvvacDo9ow0(Q&v`hS*_0umqHWR(LCTFGcJSE@J+bNV)eu(Qlv^G5W-PN)wVXL7)0NTQFO)dQNOEtOD-bw z;rdR?u%el0gb`lWZ1rGrnZmK_#EEg4$dqyTIEI-%^u&TR3u?wPAw_G< zr|j+`j$tpw(;7+9op(Qv-YdKNRJ~`C!V*e{pB=|$Ll1Gfci$ol+3neah8o(725iBj zZ({Hfi$8!?Usm%-B%+sB4JbVDlB%v^n9Q{W@bqa5uo5##Hw$Jm4aY>M41{C9x9|D3 zbFn@m0%7DYEDVjNJ>7*73khNEedB$uxQdRzBaFZXLOf5Onu97+Lqyuv?=N~zE$$V| zEx;r^I|2*M0%xb`v^-Yq6dwc6D!~*}4s{+7M5l+lfcg zCxQ8pH>+^Q9wcMNdE8?%7lKk~r(=v+zj_nuJU2IIKyrBnscm(QTTM>%I`L~rW*J9< zdo*Wsd$i%U_rvqSlr4vm0_qqFJR959fqWDB`GFPboH54A!sG%j$iXYwn^${y+zEb| z;*qOOH!;Y4IvxRmz-#uPlL59QDGuLaPN zez;X3SN2e+cEnfEA|wdn{%)}dRNedR8+_P-mPS~q$g;w?+DNm0h(_%5P%i%M>m)_c z1KqfGM0!vs>rhS5T1v=nppV`B=eQy$XrdAy!iY>FwMksU*n5P%;z%gK!X@J4)G5GG z$4uMCz5rexeaZu_;sGMfc~T zPa-(cy$i$2m78?_fY}0FE;f;!GKv3z`Vow<3#1_Oz=$dp(BGx4jgcIXZ)#$Nq#2Q9 zs-ev|3zK!lS%!YpE4V419x`q3*%Tml0g?V$sc&yx?i}%+sSU}tzj8z0P3SdBm=Xu& z7{&mC%b0*PkR?i4l!p44gn%?X@JtnXgD_6|C+Ry>zS*Ve1e3T+?JXM zRy|q;i)KR2ps>yGA;2N!QVLT6Qx`LN7y>hVST!kwu2AE&s4YjeI9c8IBOGT|OX52P zfSkAVOSY_VrTSipX3=c1frfXnq-L$MX^Da=y*j-Xf1Zm(xl%@%P4T$uUeSa~ zrLs_okDRw~V8KQnYJOa4wYX_xzeJS97YYTrF%pH$_tm>xW3^vaI3nLmnoc&=LDrqr zIo1&|eoIcm(xsOxmH$+!`Bk&Cp`fAE<=d^(3ET<#Vg_GobUuaWq$E}h#lgmjF5xCERa8_}Kai&^Ujb+amb^RD*`L1l%w0d4!b;^UTD|HQ$f6BQt|BYIW-jGL7OmNPEZiqn$)!Rn*=7o&G(Efd%NxP6hv z$u9VI%1xi&c#^*J9n$w+5SrvrdN>c8Q9Kl872{-bH@s zN9%`F3b63o)0^1JByL}BzidbHc-gT&%Q$IYdRo9KWqoE{8gP0_eYEpxcyxN4@>cV1 zymxs_ySINXc_w=J`f&B^dM{+Y$Woi?naT`K0RA0R3T(BuO}kd75WKo8wri@Zfn+Q@ zC>v1(IZz>xJ>XNoli0H8`;c@b%AkGKd6?mRPQ)H?*I>eCQ=2c3+5sB+cC`AckiA9D-7l*l{9bxd(H&8}nar4@^ zF1OzM-J4(Bp_QRiz$%1)3`a*RMPH+aq$-y`B;fW~KDJLuxJiHtp`mvee z^xY|ZrjRXXWy)Ev;gIi_(}WJT7o8BL{*uU5`OeYHQ9)3-Dv@(KdX7(yvrorG#~BNO zyfVB`4oMDbjxlhY!3#aRw32ECN(U$l;j-cxYV8FTX^YHA*k^-cmsGo)+n>6LA2h@3 zx3Oik{B1=fxGDRr0*)C)fe_5zd*cRT+iWC&Rx&g z=W~ew3G2`LSe1s)<%wDz#iP|_ZO0>Mr}1)~d@n7hbKUs|a!bk0%u99YO?pkwyKtSD zt(qUp81xp}KOUE~%v{gpm#$T$we6ZTe|p%hPpprx&p0BRVg38{dX$>DltL(a1?TsqRq;L+NlMY9pqVXAQvKbHp}st;BWz zjArS=xzNsHuVP+*Y=&rNrWMhJxm4s61!ub_)v@Ioep6%4Y=_H{V1~E(Q@791>mIZ! z^0EMqPt^g+mhy@5=iVf#4^py6u`RgHFE?p78HhuOgi^iHT$~=Uql|n0z)-?=bx)9r`xZ@wT!fm za+{>?TAEjwiS_`mQ)e^Ov*-)6)~v9kCr{ zPam)9FLdu4p8}f$1IeOO$)7O0j3lO~LEYNXK|Zp9aJUKPMy6!FnL);7>6pVjQ!@yW z4@dBW)Stfr3Xoq{mcfkPT-=@m9zUXkgcX3HoWUw%r)=;!X(nXQ=Lf?~fa;QU7VH%G z`>JhQj1zCZHbbgvXq`JgF;mTXnX9Gxk^mzLO>=FT_X-Libig(Y2xzD!2n4VN3Vh=M z-yk61@gX44z)v*bTRa==@2gO7+2DV-K^A{?6j2kCkpX_HnL3!8+caw#px4(Oj|*jM9kK~oP>*sg^7hs5RQa|M8Lu9J)f$$@Y3F2VYeVvD zUSktmXD0v|*{>V@{`ns{&D|{jxs#3KU&{h6kongYW>zK^=HGJzhYI}qmQUHz&D=^y z+|nAjJ-~Yiva#|A{HOo_b>*Ks{?|zDe@3!$a&Z0k(Eqyhe-71fG|0DvRQcR&S8ar=Ls=mN zyVUGhxJRX0AWxgdZgIO;X9w$ey3EV#e3)pecQ9R;QfE2MN7SpB$1fIw5KpH;H^3ql zO%OLfFw94ilXx9>-4Lgn9W4$fb3^C0 z1cbpT{`HkZYQ%|_$f))%vq*)JW72J$H$M{MzE9Qjy!P{gZO=kXtMwD-HxN{>+XaiM zJQ;Le@5j0_gZ6hJi1<`9rCKTZaw)R?k+>@rIWdHMPSS@nrPQ9c$8kU*9}#T9+Fl=z zrs^!!+84e_!25R_-ySb`@JmEsP~oKfyI2$`v@r8g5Vj4L`Rz+Voc1`hKN^(=$Iozd zjBf7^r-jx>?yYJ3MsnoS*bWTC(I~eUEV7dDI6n^J+qRK*K3{(BV2Olr+#65A=eChv zX>q1>Jze&Ao6MEE`2c1$nk8fyfk{s_Q=*aZmD~1^=q(hPIGIkPL^_SloI7D5~uo$3V4S{l}y-y=K+R?V;St&z|=2OO3WiRY$Ys2?Io)^215= z)IdQT;D){beQB(zUEe5u4_bY{dCVALkPSzl;qJl#ecz6c~jKIzxzha2f2*(AE5*Ow>A z5hneX{i|eVLndB_?JC1@d(XZIOoK{XW&;85aX(OSv%AxkMVRXMV|W>YrW{q09yf;? z*5cZoKJAK1XRGa$h8v-o+Nz6W*(Lz_TGl=#r%VVvLi!@lLXU4J`En-?o*uOegewdV~Tr-3dw_85lCW( z7z7(Fm%_xDN^*aHvE@MocKtoHXGLaxs?dI`e~|@bOC$sV_d2g{|K+Um-f_(3WKm}F zn}l=XPy%%daO;oakg%EbU|iCeJMKke2vXV1BP@gvP=WH@S~&*)!4n@tkS$6ZbsD(Y zhFXe)dcF1HfM|(s4aCe{p&6Nh>=HM*oP5c2!|_WuyV@Ol=Z}0Rk_t~^y;!%17}t2N zXn*ghz^)X)OWY3$vn#=3fT{p&sZ8)2!y?;RS z?bX?Wy$J)Oc@(-|2e+IpOUv}b0bHJS(Q=H-jCO;B25(k`WzwwMfTqsP!hl(_umUZt=qf(rU}+AY z^Wk8&NZ@w;oB{fEf2eSdL8SozFagq#<-UtctJhRTWbJ1yZx9(C3iPbSQh36+LKfo$ z07H=IUT>9L$tZym<5+T4|%_)`c)0>2QHI8>P(JUD8#TUdq5Y_bAJ>*SeAlJ zJjG-v%a`@dzR&UWT1?^ibGEI))bD&N+@Ef(dF|Hyi27nVELA6(73p2iR%g&z$N?8y z1FmpAe{!qoUBE{yT;k;_MH?dI?NR#&b_|>pF=-_zbD9rxw}`ef@YO)Zvdq{uq z6eRxA3SDQsaAY_7EcXBI%z;;P$b`j2imEOs{xEA8(J#D0^f1`^Z-5J^3V&r(Ab?Y! zcSHLF&JafiJ)@!Hn^cYqlyTmT;pna1Pykz(Tucxgz7pBLTciKJ2+3)tcj&i)jPpN9=?4Kug>ocB z37XZ1{)YwmL41P*Z6S)lS{VHLC;j~Rr5~qdH>^MD2mY6SK3i=o{7FCizx2arBk=i8 z`honV9|^8Ysy{4;#OarQ2)Q#Q{!2e7-4L%&XF}aEqF|^Je&!6{2H6b$%V_`nX{e$uHn6RLC+)PJzPjVkMJ7m$W?^rx8!7a0#QYQ*{^z-=zR4d6ArBJ=a*eee}xAAgNh(CD$hU|P0H_j znh5leL*0SUJC{2ndk_}c1 zWS)1YGdqapNC9lYhO2Gv`P$Vc@l5)B$<>1i-tw@2nSvXPFst|Lrn$@)ifRg3oU9uW z<*``UF&9#la@TiwB^ETKX+7@U1ahQ;meuA9HWs2{SsFXxS@F7tzK#VO4MkG zXhNZ4Nq@a~6A8E=)3V5jf2^V>286Bxh-Kq|Sbqp8{?3mav5L68!8kEGtqKN>67@K@ zi_L2Lec8{@B3(GJSd8x|d|z%-2ml^GG39@u$d5B6m*3HqerT`DMnL}s3)VN#o7^5s zzH2#meGf+yc>X*POK;F=FK1Kw=svtHqkop_z7at^MR-kZ=-omT(3;Z&c_rEM)il5h zy$c2~qGV&7pO`gry;5oxnEDhD5B!HzLMD3{z4*Cm2NQ^jya=$WmNSx6|PcUdc!rmr9 z;v_Jvf##?I9vPCK2=afKFDPmk_u`s|p)e|YRVc`PKrOSe!95v9bM#X}Wi`20yja2R zR6TyphZUrU-Mge3ha&?GWwDTphQgC`+RLp?&Q&Bwp?@66J%!)u;F{M}l>8SCnWqVE zYOkl0M%5fq$XZ<56y*Yok>r!O{FCKo$9PgPs1x+nFEAW*=ejLUmPL^eR7_3ui*4?; z(IZ*?2;+fY$w$5Ij^|mMJ#I?E>3WiZh;6PvmesU>5E!EXGI+j;K7_N-Y!KLwec?3k z34-l5;WS6cg*k^W?;@NnQ20vbj0=C#ej)IeYY3Bpa5-CH-gVs{WYwTa4_9lc*irHtc{3niay`AE{*c;hwbB8Mn4ff$nGExf&X-({ zRUCPie_q(kx9Ptcv0at`dN-Rj$?L1Om>;uw(qCMH&LC#ePdNbvle_fw}X!#_4EQK{k;F zRrw{+Z zEkO(b?CMr}us!xdXp%oL#2s?dW?mQQ4DD(p#z zc*Tngkg)Rw->cAX)l@1#tnCTz{-R_GBc--a_hzlpuF>!2T zu?NYyMOKZ`cB*2HnqOE{J> z^B~cZy$DU1S{} zY(@B5GNbPGAZj6t|FPI3D|1LVcdR2S*SBHq>;ogWzt7|WM2*=vg$7-6(xC>O^sYQ^ zJ=yDEHF|f|vMQXhZ7!lRGuO>GBkJO)){=3j=~8B8=&6 z5`(5RU9#u0Pek-c%d~;eMZGoPPNke!z)8FntX#9XZ9FCb^3qb#e>)g(VsxxvvkZd= zX%rpEDv4#-;?>7$h;sUUXqwN>|JhwVG%xSt<#CW|y#wS>B5Qkif34GqMWKW7CCtt7 zQG-)!Qs<|St1#*KacIUNU=%Id9mi}3fpa?xB{6b+Xpq+)Hv{lT*2e?(wl&UgDxB$C z4ID+!T{T)17Fd?=YSXP2eC4xlD+Acw76oYMT4H`4o>vPzb<-@Evy-LX7c%QnMhQLt zv>I**9LPI9^4{)AA^{hxcLCqAHcu7SQ*t3-V7|qrchs_pr?b6F`9cUKbJej0kxN1H z6rDA@=W{=!qE#`1$_gMqiQ z7mx_bBw;c6MG8(8DltnlFH`V_>+(b<3ddM}H_Vkp^jF273lj1joK_NI)Ngf}IkLHM zI$PC`r;s5lRx3;fMqWqfw?gW6uE+DnYlMd4Z!u-!tkeulh&lb+B(|X2epT5@6{R*=HibdU zv+Y7Nf01HnU>NpXD2YIYC4@~v@^ihaX5~tD3XVO9{}X~zl}b+#pN5UQu~Gv!6HKUp-%+;4r`aP)o-S#S(|xCaM_jiB$cm_F z0>mi*xuNUvVyQmThCuI1`d0FU;ttpz>4csB^Q_H$S*}Ctp5q?#{&l56qYCpRE&VqN zQA9{%nd|XhY6|m9ieW~TexpgRAKyASim}X8o;+3^(rT?T5G>c^-yE>Lshd}k&W;rFv02T)`#i;Wd*&w_gS4Y@B*->-iZ5XCKXxXi)(fov2D|AMGc#Y}Y z`58>lSH9(=!$3W5kO-OEGSYNfZZ;dwc{$gw-+kKKaWQu0J8~3A^uGvVxe!_F=Si01$|o;Qd2E5sWu zk_*p3T)UsS)EkPN5>3btbrc*uxZGpR6bNKV2dT5XzMVl0LfkR z^Y!kEi{r(5IUu!1MlKoo1JGQmQHr%GXctqIN`A6Id8>l&-~XBDc7w5q`gVU(tUsEt z6p>lz?YWkVr8_FYeq+1**@#0D$S~)t7psB=c5M$OaC+i^#&Wa37$?F*Jb;Nb`y18u zuulk}o5XkGvcLbZH8GmT?yOTAEqV{c$90~?B7sl`UV$PxzHhI5g3pXPHRAY#*$kl< z;1vlZ9pk+(8@Qs)Z(A`!5a#Ho1wVR;Bq8*ef3QKB12U;`rdi_6evvqACFuFD%KhhJ z%`nXV@QmMa--U;$ zQn*^mu8_5nxKpJnV1-WJZL)n1V6S%i@0vxGiFCFYQ-vyxu3;g_mElTMAXmTZ3VPCG zQxR>u-dgE6yY~tq_;U<#<*FINBuU zP$d0abyA%+LAQy<2Ee`8tyP+^evZ%03ibCcG7 z#dpsSSMV55Ku9~Q70L?gvq!q`9%b;LOf#OruVpuS-4!~8Ne+_D5ORrgVMJ!AzBx%! zWYFG{d5$&glm51ypmfMn?hC6CXtXz;@$O);M1y{11fLw!D6xxoLhz|fGxA#@7e*Zp zs!r&%{dXi6rGALY7@vxP*I06oPzOVf=B zVfYqEDevE``8+8U?oQG%tLqAkA`6y?rprXG(u7U(-{tOH$TPF zn}kN`S$&?}R`x{}0`ArNS>8cfDNC}dxK`*jbC?qP?;x9lZj_-VvxPLFSeVh9&OUAN z{T-b7@q=EY33(hh?RjR3ICn^=k)@p)fj5d4tL0DGgrXIp#wt@}@i@Q3MVmT&giEX~ zRLn}U(qXgga}>~E4$)K2!Oyj4)@#e-x6VFA2uG*>U<1)^{4f&Fn|r)k zt8}L+Z83hV!$2CKxd8=zv-GoAwWOg}K_-bUSkq&z*-;B0G&+lic8^I2i~MZ;UT+Atty)>0)(^e5h-C`Gct6iW~{O|I5Vca4;|O4uw($ zi4wofT{@HXN9$$34KQ<5hkfZO6vwVKx89b>x{!c6+W13*7aYP^VcONGW#x_@aTA$u z5Eo{9{-#sX&75o|R1$*Tf<+dc3&dZ{H-j!H?E^?sz}{QiML<$sm@d#4$0?R%haw01TFS*zU{s@}97TWalQQ^S?Mua^#&{q22j( zBiMtv{u34OfT}-#;j%9AJuiOih9>@%&J(>hk`#@sL2r-x5!eDGKQga#F2k;(3E}a2 z;LI5l>(0Gb%XHWQsvv-l$w6VBtuOuP{_lWzEZRjVkZ68iCAv-+6?qFZ&;4rGBV34J zz^Caw>n0Y`0G)b~QNYJJmi|HG6ZdEkn~N^}DAsRoWVK~Dl=KLY8;n$^=h56{7sePc ziO+*a#=RjjBgu^Q4ogIp_0L9TP#!!x>XKmO>wLyN5bdyAn8Rbhd|91tX^h~bbOaV- z$p{3-q8*_*_VxCFGzPUlJ+1s`lv`9b!pRE$&*^c#VgfwQ0{MHsiSNObddS9k;HQY@ z1i5f+;kvlJyhh;U{t2lLC<()<=+LL+fAgs@G9>w`Rk;I#7^C~z3G7m_PdV_|%tu{& zGewF=0=n_?Dzo$kY4bI28n(Il>Ul?AsNy$33wvDK|%d?{)#U1JQ+LSqQ# zUN2RMIZl*khI5n7>eK5mN11XjEzLq5P|eKd;<9fD(xy`N zGtC9eNn1Q#3M}}^v~CFiw3V~P3}=A1M5}p6X}&0RK|?j_6t0ON0v}t2P*yCj#&cpz z%~F9V2u&WnzZt_&c@V*+Np^fVZyKq|B|Jdeq$xg}Dz`rxdV6_PcFG_y30wD->^Sff zDGofB&2rJo3&|<>nwOf^B`aGOlX8vdB*Gl~y>~8^w$D*{W1Z?M4yMsy)ws7GkC7e= z(1H&9K2ehI-$bDzv$$w`A8$433hcjt-$_VDPR&|ek)zbdX zA>D%(`l5&PIeT;<9m0+?sEySotqZThwGDQ+RTyYNp4Y>nMnTfmCVkg@dVCu^7;nt& z*YTMnAi3&-&*x&@MHo$kHSo8#E00}<ra$NTCcY0tnp_;tF13W!y}B%tDN)9nsRFoy#~h@WNu0tJJh(gMCs}eijf)?iQI2Kf zt4{Q83%bGRoV90?gvsLdR6H%Y6&+7sAe<1>$2@_R?>VLznh68NfzD1JPv%UpQ6u2@ z5p69RO1|k{{-C%gcnP+`dtiRX$Xs^dyyb9kX>P68 z9E}QbcZHomY3d~5z{zVbE=RJ{Q~sPbRBntR`<1HbWxYHKljsiPC#9f(i9?v_NM^69 zj>0~_`>A2gc^0FG_i99x2mX`&^4CQAbluCHK?-u;dod-VNEvUbw>D*)l@4-+Qb@!* z--0RA%cl~B%cnzYzR~%#&y;E{>K_dPV>=pUF$YPpnGF*t@m+>498H(ol@^& zlr3M^QrNez`{;)`RUBmeCSiPT(*vv5cM9pIq)~SDj3EBzgSfzyS1YxvMOzj912AP3 zn~+6q-^>3vq_P7Ae>))deXb@Da8vdGrU?Uk@A$vpn-7?k?!O=gQ{TFO%>qdhX%ZBj zxB!+sczEO;L5bZQ@+she`Vp-wE6jeV2}({AN!X}HWdV9-*tZN8bikE)j+z$=qJVT9^L-2j~l{^pe#5kM;yS$ZM!M} zIH*%whC!Z_u+s=~N0yAj+kp*nQ^8`j0Ey(blL(%K?7xYn&bFqEy^58h5la1zmq6M} zh#g7z;RlpzzY&9oUg|QgmC=t{#dlW2pdPcvWc%l6@?BP&NDAqwD*d7fNSR`P=N|l8 zKIomC5!-NWP{9m;{3(^KC*-r4Xmn{JkJ4tbCK3f7;*a>X;c)c~<}+S-N#-Y+Oo3)1 z-e%V~(i2gberS0Ucz<~O!6bSu06E(Y(uiTSRa!kN$fWt*x1SS5R8JC~Ah~!fDwjFr z1J~b2>;Mo$MY}q}8F0C&tfVZ<4Fgk0lyiNxMblt zGKsoR*rT8zI~0-NI1!OUra2sSpNk!hgc4s<*Fat$HpB>Dw{rFw)oDH$P+m`kR^IJp zdMe&k^z+);L+r3nRn@~|^q#XK2eVcn65plr;7UT#hye)*t(7eTpY=GKJj{rXrA@)T z5F>V<162@N-jN92cZG@)-$9z+wVrj*XYjkav=cp#=cah3FzHhOOS%GJzmjTly~npi zWbTGR((8Q&i^5*+)%~FyC`tflg5w@5*_6^l0I4MO;uJQbgPX7VYQHy;bvC3X&w$v+ zw~U2bY}nbs#Jn?-GS|vd%=O)p%<4Fl6{epok$oFovKYtT7)+7{2hONVDXHsRU6x3{!2GzIdd4?|4tendQcQ70I7PB!CiKE>(>25~7OXxR+cjH~! zDy0PR5fUosx@0`2VeqgX|0m3t*zk@rp7psf4?8LQuC^bAG>W0?y~x*I-E_Wn^83Ke zr;CAzPq(c}OZoK?2kxAmV5iJl(Ij*6HtzlurF3an+)Q@7iPWx&Rtpw;ue}GbgC|Zl1sdcmI=;}b zI~1ANYj7~>1m*vrApb#O5J0KQ5SP#Pivs!~bJ361=CliLCiGKaTm>dk)9w(y)r5r+ z|6Y{QG1~ipk-&pYzr|^YwS6ABk2MlnvaK&r1=$XIYa1O?-i|O*&yN){VzUZnd96zy zJvBRS=X)Qc4~{|l)Paj)_COa{ggXZb80I#&9&B)ZT<8%wGAk}iBsR;g(KR%JvZSc4 z0XQ#mE{vUbAse1Ft|NVEK_nrsgSb*^WDOQpw;nN#spWJ*RGm2k!`*=6U&%TWI#eF# z-8M7ny_H~7?K4Pn7nLlhlG3g*s$2e{WoI*)w*Tw<&;VzeP>(sYU9EbNO^($$Ngw zZs|73BF-fm>`383^-v6z`0kYk{K#GLXf+a1(YUt-8J$e+Hv{)g5Olhh?+3pKIXMtY zHFfBEDJMUXul9&co-+DSQ#LlbdEu&eL6Q^5CNto^7ZdRZgM<+C6q`Qxz>x&ohQ>=& ze10CHw|&@{Xr5&edcDteG5-lnrSLlK$DSs|pdx9)TDv1|3p8flC`Ps=u{PF3c#3{u zGat^AV(!8L+Y`5C<~Qe!{&6 zRpW&t86Z4`o?K-!ic+a-FkgAp-!~+Ug5i5#(wA|$Fb7yX>pjVAUkL?7S6PKJ$5rJ8 z?ZyAjd4s@;dx9yqZ9?zxQtbeM2~Hp<^aYto+Ca2T%z2sCRrnG@=a@hG&p-run{F4zUMnV*fS}{|z zI3k~lQwASaZGhr`rT~imT^+2zIFvFHa-r5@?ndE$I|$j6Tg29l#*Q_O*=rz|9X=9? zO0m(=onaS+Wd~HQsbDyPI_B2VbE`kf2%VQ7RVGWY-9;zJ9ag(P9mbycuaI1T56ty+ zRV@UpDgR>O?qQOWEyD02VuNVBRuBm~xrTD9}@8!&%S-)0=LBb7wqqG61 zno~c*0Z$Fd)U>_Rv=i+-9dr!fdc6W`V4!eW0gLXRT=Wy6aq+|CDNQsO!6$+9HD z90jj>V#C@-fTaw~Vj|n^8U>O6R4Yi6l%TUj=pCVvBc2C#(HLK1QF&QSdkq!q zde<<@H!|OAJW=}lsQ$8c#9u`-QC=o={}e5fETa2?VVfl1;)mFS06(^tsXz@OK7FbWC@0fh|U*#_<>3%A^s+RbD>}+V%S>_CA7Dx$_f5SoG zpmSy5pmSyWE0h0iuK&Aw8l@TLd$it=@yFku@Bh~zq5_ud5K&nh{Hd;o3>VmuOeche z_Ye0zXMz3R*JrcbddE^Z^y&9G`|l0>@3uG^7=a3k3|qj^pK6+u5b6WO=!o zt@MI0X7nGE>3~2Y05HV>rbQLgd9gcC*|~s~crfI4SF_d+M)%mN+r`*sUGqbzE`*Zu zU?eQA7jO&BZz#s%U|{&J$H_uk6&Gn}yJ85B&9;nS$Iy~TkyLWJFXG9!tw4{5W*fL{?T#7keNRN}1z8iaT@&7}g|%oRIXf3K zAf2e{5R2N@zMSAwns+ty7U?*A^XHXdzKH5@d6BI0o)r)i82t3CSS(49>>}dB*Ip}+ zck&SavU<34+mw6M&?vy+)jksytF>+ou@NUF>19n$u*v0aI?ldyYq3ZWb1Ii;*t_ae zdB6KEZL8@9h_IvD`-1OJteqSg32FxdO$UJ`G*bt-VmME(L{BCWID)(F7VWm%s6Mx* z#>P>56R#cOUb7Y`mMjwq&MU7(9F~0#tCzDu;T3Z9{Dmzc8)0|x^+cQMp~8Ap0&ZWN z`S~077J}*vMg)#{c2C-^#(UBB7MG@^;cxM)`)#KVZpUJVCYnMIyk82FGBytKKCz5e zU*CFd@JFi5Dh3?Qug%R{Y}Pk6rf-HRK8<=Wtra#&Rq@!JhqY;UCT|aa(J|?Z*twd` z$aF1Ch;>~j%J^<825KXyR3B2~^Tg!+)_2I2!0m}R`y@N-Df7YuvL=_(zKw^r(2!gV1Zv zW}ePaA%nDD*ZJoi9Fvi*e6s(aWw^(iA#Dkda-GfyC$Ju?3U}Mm5 zu26Di^z5jcBWsGE8tp3etZsz*skHSTi;O6dSeFWSB%&V+A=?-*NsD5wt>2YW;4 zC%<-m$92464>|LlMj{?;vF5))+;TsBIdB`&ZO=(8S<@@w@>FX$17yc2yzID&tmG`p z*~+-zv`YmqEOA#@XXRXuMe^1-+(5lpi&av~Zd0!(ze&H8MCm%Gxs|=jc|5$>`g+(5 z>!y92HjTZ;dB~?;P7!)0b5ib$$h~{Q?56W zV-SJ*^&X06rcwC}kKel>dhSF}d7$s%?D|Q3ZUk<|Low+AHuJhK2(x#6=Je(I4tY(u z2?tVlFnQ%k;33jt^^gx?O`}TEpk8Hd6PxcQQHfeU>4g9GL&XP_J3@AucP>YzTcYV< z_-p%Q^;vV|?~P&nw672@xZFxh$Il!}kvSLMRCawpMmJYmnuLabYdW&uym1iJ>u z4+rJx`w1ppS(O6Un%ttR*?J_ve^J18l5A@M4Jd`u&zhi;ZJ#|$Q#hFS4SF?(?!e`I z*H)foDe!6S1@AhO#Xb1Bmz^+SJ4<0H&*1AF#7?8tmgeQnM5l)hu{)%}{qE+{=e;q3 z&-cl*zPXN7Ev&17Ft(ck@XX|jz(Y4$9(_`PeSVw4ebFC8dEZvH2Bee&lu<*#wxdxgj;Q)C5HO+UoP#HK{PSetR0U z0Xe~bI12fRD{i9jC1_t@^TgZQ*4AAy43vI#wcd^~qJetbJ&BuU&c;EZdZ2Z@j&VI; zO=h`cOmQQ3O0W|VQjxp}w;K==a-nClvQwFRuaz%~DbdMK zE{u;lvc;JR<%S>0I-`hl&QOW1v~93`xfKgaR&CZMG7IsIa276xuMl?vb4<7Ai`l1? z5OWX8Qg3bEzId^J%Mx^5S+>o0*{PX~$Fz-rINtFZOD3Fh?t-y=F)`J7xT3IJE$VPO z28e6fATV;IuM+ae&X!h9OWh_o6|2D|DhiE0==Tx$WFazu2I->{#zUVS6l-vt=_<^KK{kO35(Q|%a6^GoDfle`=r+i0u*McZ3N#TC5UzQKZ9aEB1w-7N%n zcL;95-Q6t^+%>qnTY#XAHUxKRq_M{3_J5yo_dR!vJ;r&t_pKj#)WceFu=bW{SvZ<)k4!pysq(+POM@^NxBC7r=h{IdR63z%{cwv zo>;PN0Y>U;R1%})Grt>Afx@#N7Fppet8dUO{mK0Ah#%Q}Mkq(qEWL|dF-N?#G3{NE zrr$Re%3^U z&?ezdXBZF*>un61?@Y8p<@m%5+LTG4RzEey3|1-y?Hb^4`>7@a8>FCyHbEq?hW(L}8)_ru0=y{iRiy>gk z7k+dV8m}Y%=8(fPe`H4SMJ*IQ5WR9P2IVuT&4bFHuZoG5S(K!hLpCjq3 zVG+hpb_xH$$zs_e*U5Ltn&(O6q+hLZYCOm&p{QS#-Mpd?S{yu1={3;pwbE+jeI9lU zBzhx&)!3{j>Sc?un}_IjOv}88H0G;|`f8mf)2){EPXFq6JSk{@94%*`Jlm9lYO&T$ z6o2WEEdN5YRhO%#h0xU7p)wmZ%TYfVF@R)V>PvVFw=`IJE?JD5ZMzXM`>H*v)0emG z7QIZlvJ#V zWo}ECc$RTC`CTc#ZvOi%{b~Piie7p(@_Ef}YC+#b4CLjw?LviIa4F%_pCq=U)MN~R zWZ(fJVcyV02J>fuW{Z@we=S>A@&7jqfOB%oPIHcz$80;@wM6x)vDnvwJ711|rmAYj zoTMELJoRAA&=9F(vsretX{gtl_(Z+2R_?hJE8m%;(5-Ky+8kRdpZ3+*R#T-PCr4DvsM{=9eYQ5? z0$K~?*gh=(*zCK>hadf!MsO-tx%Nq=$}_;+vctFsG#Gvk^fI&2E4k;u?RGHs)|SVe zqQg_b`=yg3T(W^}u(8vzZ z_dG+oYX*n8nN9A#%h`8d2n+K=J%8r}o5We4+FWet_m_s%X^|6Zg!pD(zJ}#bAYK^I%JISu51H*bBc4SiC-KXL2q^sW=6C@+W+1c1kwrY>G~owp86EXfEv?_#I`>*>9v8lddMO0XL=WwngI_vb zzn$QF44Eym3{X8$ryM~&TvB+!Q`-_n610AzrX>U3Q%aiz2{rZmbJ}Jv`d8K#mdH}@ z6fe4WT+?kHQG_JjTb7in_=Lfl+)aa~|e-_`W^`=$qBrREY4R~wwWLe{ISg&3LrQZaSRnH!XI ze{mS;Zr*7y@1SdHE3!<=!itu5;8tr(q&kL>`s4< zwq6Q-Ojm3~mcnqff1n`$`39S%mGnMxj}Frj6z`~CBHGZZRnJYmrzMFRXtbp%TEDZ2 z3Q(|Gf~%H}nCINy;8SAnPxni0!lgjHod|uuy-!6=s0)*sOtPyGiGVNW3Q;^+7|)(w z6K;Np63inyg@ zuoY*mY0F2$mpV1GT$nW2*H`H*Z>8aSw`aTYQT`s-^VxbO-29GD|0=JCPC%Eo7_AfZ z=UntfK#Vr>U!k;%aCK_`@zT@aSb?3SU|-VDC45Q$!XK9jn@xWG+-f3ZRP1lVdD1io z*`rF(18oIniOzForI;=C-~g5+RwNqB&mnmUIOBapSktiMMuL}@``aT|03rwb?!8gGSd4v> zNHXdOo~!$m+8s`GL!baKHP@`a>PeAfVEZ0D>=xpIbQPP$V9b@sK ztU#g6qAp%Ht%Z$VxymnnnMS3N1ht%>2}1WE8tFyTePG)2jT|U1@NKXmgI*2x(P!$r zNc|A|0qqgq!3ByVRWC#GYrNpZ$7Uc;uHz8&TdhYm0Ng`_5!ET0Mo+s=K#-*+6>x-@>Pb zwvEl!x2Az;p%xSQ3hZiamuKD#Cbd7r-12o|$J!*y<537*ZLRQG8_$f|Ku+S!0Olr#Gvcz>q&46K4h#_e2_kA5*s7)U%Dg6#7V!zQ|VMyI(fv|OcaUZ z!1H4!flTLVChOiVdvXh1t?rl?0u%MLse+f?u_&$~&(x?jeBe_OYxGG-g~R~M`_4xg z^va^Wa@!2<4x$4!% z?LW`uZ9_Nz!u4m?wAVA0k^Ir$nipaYa=bT1#^2NFSHoExx(xFggn{(vuo$R!dwfkg zdX-WBO9fFP=Ym*o40QQYKUBan^`us9q7-ao5)7wH;|V z2D3KJF>1RZhee%_Fa;_pcXnpB!bw@FB(k@<{eEmVElOFt5jpC@SUw$ohHx;SBn0@gOIDkcqbic(P6aIWz0!|tT^8Llv&A0`bgglFc zaSDoGtS9I>kVE$~bdg21k`KQ50ZUQ2^Sf<;&2;IN(bj5PYM4zXZwiBvlmE0h5)f5K z9goGX&Lr+*DDqvXiQAm2(Zdnq*bI|Wr_ zWwZwCHmXW$G~ejPZcnPvXsIEp8tlQAjaAo0i60l(pjQSs4QA?XFnL?)e4F5M+T6-7 zNq7_Wehk6y6-iyljHJ+Gf+IW%W0}~?n*QYDzy(=pfA)%BhpSKUCTS)+TCd$5BMmmZ z6LUxJL-9Le*IWdOp5MV3q4eaPh#1h+dGjcs`_$tl%PYfr>@|&VDY{%_f=~y%J$68x~D&AIKHw>nUt0FIbPG;>JMnBNZE~<#m-(0M8 zZvVT!OW-oCg`hPjP5xDYPOGa6vU1waNQLARuAn8zumre&&xLxgR#Bwvu>MJ7TH+=( zI|&);v)&Yup3O8WJ#@5NramSU)qNa|+VZ;v*_CX9Mbhl~Z#zavb$`OihZxB#wb<7? z?PU6Fb#EXJNhq!q)@D8?8K?0W^wg%Qu<_Q=(WFh{(3kpp`AdGJmtv#!8C}phU@vN+T9S@f zb%!8GCNU@Cqe}rl=hLgnP(sr4R<|i_{e_S>u|TxC{mMFFtXZR$KMm*f>bN7(xC}bk zcGzED6X%sh_V7sB=KG?t={4p11{JuV~Bi{0g)GbJ3Kr%CPvb?S}mKp zY&1@ST7)C{J2@negO#=CAT5!S_{|i9B|iGRiZ+!@?3~W1jRU5`B_ueePpE4A+aM}< z*lVq)=7$GGZEtFa0~mF$z;pNEzsR$2yZHGfb-6>CZDLi3D;Xg+TfVSt`BGr@+Xm3wXDVezv+I{Q;NdmbuWt|wQ z1waR$aw+u5t|53$ED2B8>otqjYI=YGTM@uXPLlmK5y8o&tA=fv^ej(cNn9XixfWSq z!vETLxm<8DVjjM?%5Q4tV^L<}0HfEQSHoi}723UOO+%F#oQW(mI_@`Oc8MOOJUqdE zL7WdsX;B1=rtyXA&riHL4Qd`l3KCD?(N{UUp=VlF!>-TAH2b&nUk?k55NY^m_+jGf zRCyVBgawO^K18y6!!|5T4BL0T^|r}d>CU7~KNR)H zY>HMV#2fra;g^_%6E5`ZaQh?S`bPe8(Tl!dxA%-awmWXkZRtP6dZe`3X=RM>_rD+T& zuZ;s16_Bd2wtB8hiM9@!a~$(GqNWWxLR}6teyW`Lmf3+1mMXvhm1m->yXO}@E?67O zf+MzRO)nPGg^n`$JYXnP#rj%l&%a@y3&L^)G;0L>J$YI|BuFCcwaqvpUQ9092#vo0 z3KG>BG;Jze@2ya&OM6TOKio{qbY#B7m+ZlyZFt`mzSrE%8(bUq(zU|C{Gg=AESlpP zAfxOnKZZBYXy~CkbCHU22-<4(#>B5$;{L-@VvZ_kPjb~xzI)e`-BG;CX<>^xCN$t| zHe7gF(cz<5UT*-;`wP|xr^HCvna!A2;c zqt>)T8FnuDgD-~PbK;(lJn_H{Znl%5y9Ke)#kkJf+Sb}(-^N5L+ej>*d98M;t}jfM zz3GYORulQX2L-T!!-FjTvKh5+)Pd>Hwk-!hIREZr=)e#}RybX-uUil~75fBTaDOHUX58NQC8{~meqSfRtBR9G0+OS8TsZrM?G z8l_CK)*S`BSj?w`v4m42+h@2## z1>RQm>*=8Mip;1}paqkZO2w0EE`Q_FdIVyb|9COyZ4fv*3qaje#v@oB1zx?J+(7aW z!3`X@Q2alrCd6T}B`7_=eVgF_Z{fiIAQ$*AdSUU${}5KBMLE*`4`X6c{RiiRRTH23 zzv*56CjjFAA0viz$R5sx$&^UjWy$})UdaC-^9XUK`40nUhnSlBzpWtu!{7eb`{aZ_ z_NAY&z{8RM-;^=`t!Vh)e(b0~WgwT<6NLYVCrUX1)of7ye>`F|iKY5P_LlzdT1XI8wrwD=#MrS}T_?ycH&0~@hcz1Jy_Mep%mtjY8BW2fhNm&Ht~ z8uUgQ&#}EZaG3UApIZi$xj_F13Qn{sog%3w;0OMQpmV?|Alfe zDF^Ki!^K+tyH2}?{#U*#mB9#b!CBMMpY&cNC;I8;=NNV0|LuE4{9>Oz zRk!$penc$CPuk-Osd7JF(L=#wq=!1fQLy*;H2Qx@DWuCsxLQh*-n5yYbzC)Bp7Q$C zSRgw|bi7kxt#o;GGr!t*F4o?Z?oXs??2e#<+?+4gef~9j6+q!ToAsK8ovvExtOl%5 z_g)&*C@v561s<$FqH zX$(@cuJAiOF|W5CX5%Ks>!ZoN*x4=Ty5vhrSZYZW-uIb7PojG=Ss#b zzcg`W(SZ7(zCht;cf;$6f8gKr+rI9O#u3z% zU|qXSww=S0VXdN&@Hxz#V^qIkk;P+Bh%jbxTH$KU)PNy5^6$|dPMcjU&}$v+REn}- zwBIseiLR9>VRvn|e&Sxy_N)et>a4~+rCW$sT2GW?Nd-S!PkE7UX`uSXH8w;{3g8L* zvv#d9HPmF0vf^U)Z1gtWY4}7N+%LwcHLiT{0_!!_bznX zC|*6c2i7j1uZeFm{YY3n@%z_TPI-T}0R;<+R8tgoR`FT><4jUm<1_FRpuXHV<@=E; z34)1$;)V>FOgPtdIy9@*_5NdxfpSkUgw5877W&`S0tUF`AXRA&GA~;_Uf_Hv(?(~2 zMm38sC?u7|KyYPpoB<M-rFRb~8HKlAFMqj%X0>;_>D65X^Z9zHFE)Em3D=-9 zStuxqDRFE{S?FdG9X;HKcybEJn<|vH1%jNtB4UiMww{KPiFscZT1=)Z`QE>X^HxR< zgv)Ko9x0!PMYybHaz7eud>D8>-LKT(^t&@866^>H-)Pq$9&$6G1S7SdMnWf!`*HMC z-gEV$e{uE~#h(MGG|&pc151wN1sejK8xnzuXCFdZ*+P924Z_wd;NY{bx6XV`b`Y?? zBNgzuPR;Zzk~29`PwMPDtuyQcwf36rZgcJ;uT1Jer&6DKtl+)1dEaGxddsq$U*0frOP)BXi+O}k5 z0u~`vlhriy@n85}t$K3s=@HI(9mAG##!v*RT;#39!HDq9VzZ~MWzWO&=m{u2N6qlS~P zER8cMV}98=4$)_`a}DvjfKi4h?c%9(?i*H%PKbroT=i%l=Ol;<_F3k9L zZdky-78Bk=}Qs<&dGoW z)U9Ct`h17R@d*y-MUOWvgX_W{AsI48iDAwn#jiW@J!=H>K9Qi*C^R+Q%VI1s&$Z2t zW;~C{x`ErU%U$nE@yt62*uiSjS0kW%ueZGMuuI4<*jYO8I&7B1oaJ?p3K29UI9V<) z9}Q0CufV;3Xvq2ELb&mXd|hp{5PqY{r@H({jm^!IJ9j=6;lysGG4gL2_(Y=)Z?$_z_UD=-{blT^1ui@EFb}>% z{)@Ysk|TKEh-Z1!-4K44Z=Djxnfx{2titARbte5qXtY^ZCnV zVpP+rA%$r?fA5})Lywya_&8?&wvP8G>fUwr7F^~ZaSi&{QSR6I5KEB;5RlJW`=+It zuU*ol8o1hflmF89J-I~{Z=QIm>hHbS)GUho!h>rpPGmcmHQ-SsbdUk#jD#;R1&Zwa zy4wF5nW~BBQSMX@Sr=@zM+ua!V<^!XQ#LA{(NF;y0eBp~i19LlKbM6A@{{}b00ypfjf)0PY3%11K4jLl(u*PD~;9Wv)BjbxNm3nlJ1J24PIAOl|0@Aa9&9rm5p;vFQXEa zcOek&J$~EF)uH|~D>?IKe0lfsZwn6igtj|^DdKjeEL*iIe&@xQhx1M+ru(n?o}E3Tp5hhPxYx7(fQM|pL(z2;+!J!CyM z2cfQmCiwY!5K62vY9H1X=KhesM<qdth4e4;_b&Zz*bQg)NhrzSh*iP)mrF zwNF*urh7+9`#*J}5k1AkzgR?r7Sjw0+TE5N9q2oJZhn&rxGI9zg0>4URO4t$8?MoU ztx0yPUrxneZsG=d9)o24%M4z>5utI!2842cntAX^*O7$T%rO^z=lr(rcs2FDr?T<( zV%QpYX*2*uZo8Gb3|ohu1WSJN4MIdm*!;V4Hyj$4AIbhnoIU$PBrF;p3Y%oec}il= zL-5_%0)T6G`|&7SwwA8yw82^7y0VFLrv%yOD&qI`;xEipBKq&OTQ=oMgRaOF)6|hc zH6*&jqC^Le{36Cxr2}AY(TR$EOfpgVd-rdc^VbtgSd1T}M^zs5(K*)Z`Iu7Kn4DT1 z%l1wdyb7T_BUz|b0{e`RSJ3OVKvP{rz;ya6+`dNH{zeUM16BuvZSAhi@DMQudUtX` z;#Db!Q~vsVrMZxiz#x5y0_b5xfuI!zKB1@0sTG5F%CnmI4ifX^ExFx?ylj8-RQ(je z=R3uZ$whB%Z2M368x2X?@4*R9d*kAU{eL4QCgEY6e{U&+tK(R~9*YygnopxDxiv=m zRHVLXp5Ujt^1--()L9%PwhO3&#_Q}sE)PpsvP6`qCc$O%nw1-X{yFHT_AW(8h1_Uv zw5_#f8!nWpH^BE50O@RuL_Kv2<0c%G4Hd&@Ud#czgQ^NVgl~da4VlHJ9`s0_E)%^w zM-&n%1T+H?t5HyJQIVp^c`Fx6dFP^Z1vz9WZ@>Lmt1BT7wG9HQokWHbNz3%qZ=K#I z;xhka`?hWswf2no__A8f7N@pyN5cQ@esMqub~_t9^i-mly0vUtimQd*3$EDFpN(0}SM}k}&J9+XhIMBJLY(sCLXw;}YmeDXZsD1lz#Yiq>TDyr-X6dN_d!fjUyGUj2I^XIrRl-8rAnJ*1 zDt(dga!VtxZkF|=L4dT$m&i9C^SFD>AV?pns72w}Iq7EkF`5Q+D?98aqQGM|H>>nZ zu=UA`TLV2^H_?N;9gNzSk(I_Is==mEX83in+Q6Xi`2sO7DY`q4^R38>>5qZHH?r&f zm|tB~@q#ObFaholnQw@Fdd*gl#qPnIVazVOdjv-hRN(?H>zR~qReK-N_z8U?{lhcw zVK*NMrL6KboWL;l0i(kA$39*X9{j=FT6wLYYT>BxLn6;AYxt+PWrCnTL8_bng1$9} z34(IaqpJJsNIr9USDY=Fs=lWc;rz;3h#gk>0FA@@dDO?AB& zTH2?RP->i4c(e@=BT#_YX|*=aR8A+I`r4Cproq_fkb)x@D;JJ2QhAnc5-`Yr(kNt9 zC#UJP>^92OCw*v(U zia2mxRU3YXliE6pfDMX9C13%f2=!o6Rd5v>;gD}qe+In~IjtZSI%LzEekS7b%)LE_ zYQ8?W#p1Cx?2sQDm4P`Sgg6)n&XDZZu3A;ileM!Z-)TXSArfg=qzR*QeIAQbpuOp{P*Zw7 z#_B<8dm0{-jxF1l<6MUflf#$a>qy4SK7DRSjsVkk@1N~yjOjP-RkEq->|u!uU#KmMo3omVM0&Tv^s{&2tlNPp3UOoElIpJ=Nklub4d;yybFn|l z!kKj0`yF#djQZX?hdKZ~l05D4xj=U_F7N$%cIeAy)QbYp4|qL$U#%1;bS&tU-0EHSkr7NVuZ@;-p7hE43yxAFtuJ zMB#B5ES5-y>f_%kMjp85d*J;C0^*0vHH2P7c2d-%U1DUM2>;;TD=9;Ix&Xf*dJ(a+ zI+NMc)EtJtQ~%r+*+-Y=A2+;iT{_J5TJ{G6PQ+hOc|tCCH_Ml!^i7ea{t%c;gC>d$ zHX{x?1xj#xl`Th5c1%V1fcB#AhUNfOD?-A_45pF*=i<*drRqI9o#K19rwke%MD6); z9>T-NmSI%gU@vg-rhtS<^4ZQ*8;%=kSZJYA&hl5`(__34)8qsao>bE?L|IWSX)yoHA7kOn1Lg$M@*ERlEOJ7t{ z*+04KxS*+mw=Bj}CM`zl)2pU-$Wa)FPvQ%#P8!~N_7><1-cj7JQvT;D`GfoVmkt8{2c+=B0AahmJ}dvz0`THp+5}yYmmDd>JRZD${tjJ zaXSR`92GH=5|o7rt!BbAEMP4k7cCL$mEKLttsTklY56Z@WExR_T1UVQ-z zIwp4(Fac`h6y+73#GAZl+yM54c)6qRx8_Ntufse@C@KQ37CJ-6cTTM|HI}z4R)<@T z7frE7mBH)4P%Bbba(-B4$dqloo4yGyle#X)h4!UBDZD95#b>6g5LF7wirSfHwg_t_ zVp+1_-Os=}$Z7b+QhPMQ1y8k(hK~!QoA0JTt8LMO|Upf1yuEqgR{iP)JR>4}|k!M$jE7 zB$^@d7ER=_hGuWrNFpWKA##;8rt^;1zUA!fuk*n=qgLR}Vhc*eey{(W;hq13=2D=X zBj|Rz&53@5`=--CShXh-m20Y*-RU{+kwEp^jf`wCH#rARikmfj>OT^$)mr!h70i@E z)73&_veqnRo{KN+f5n@v2~)}*_)oUz#aU6UyC8N8NNMw3$x3!+DE}}fMy5Ztt{Z>ZM+suZaFkok4>Ld#T zK0{geEW?Z<$9XPzL^cx5ly3;$JZQH4H5xrhPjZJ}=gGY#kMC_(GrrY&XAM08=9%J* z_d10Ay9JHenYc4v=(YI{(v*Ii&F|8xS>MpIq4_cjZF)0d9#lHJ~|mTolSMvbm%k5&4A!MlAG z7;N<0!{p~^4x0&Q>@wcvZHefk$r*Il`|6I2SQt~*2dsansDfNt`Y_rRB$h)pDN^#* zxH6xxr1jUtGM{HXYj0lMCWesvp639CulBSSYQ_(yO^68zt_Si=@jHo#s|QQEOlbIK zSawefW9??=9^X$7b2jwTkNZAKU-s*DX(F>RMY|gY#+$BwotdKJ1%=_G*@!yvZ?&5Q zt!*_FNN3gm%eUY09F9akmcfSw9$k414vpBoGzSd2x?QDMx+l>cT*f%53zExF-NKpP zbc2MY^${2|r^0$JnuE!JwvA~+ci1!MpUyFdidWB?kO^CV%zbNx>2QS=X!Q_w%SPSF zqK&_*keps|AUXWp&=CHcf*DIm9=hH7bWKHph)JgIfawOuax9@6bjW3ui}~EyzoPHb z;m6nE2!>h6NT zS?T_XdtKVrc!X%PEK>itB>8{pNW*p{u>Xw(Gs_4VM+#VDW#fk>#o^=Nk2s=f1b3(b`+wCuM9<2T^J~7F zB}UYxTlkR^(#c2~QcPJEXsvP+CQ)?`VWtY{D3juzAb*&;lE@x}q5X`6hNI*Na3^$E z^~r23Lq_9zsewPCGsFymw(+WX`@;{*etQcu0O2JDdY}7cPe!@%2%i-U0v}D%p7{_dl!7=m#tq{qY@i3U#9}35CjU1`}qOwk& z*WNS1+dWH6)0$g+u8V9{hFC4xepAPn^n6G|*h)TMFGD|;ra{5q#iO_zUS{hs5|rn_ zF#^U+`G`1zdCclK-Al|I^N{f*m&MouRw4ZQ)oXErO7F(v#bO_v&^zY^S~eeEEg%3+ zV6)4^fFtj8F;KZzJBgrw#UDdap8b9U=~w&74;1|f1VQZ`wCkYZsHJ#(<1mi8R-uMj z<>B9Vn5dnt3O36J6KM+?n(U;M?u+}2K!{ra_tDoU^29NpM!3<>%(~ns==;iqKw29o zXPVAr9>@7|K;a$J{0>B|T~0(a$Bm4PmX&OyVd;YY{8IK8El=;woxzVQ!H5l;J8g$< zt;z3}==p>`y}RItViWnH!x#2yU^s6@n$J3jYADA;sh>^837$Q0n3?=Fzh0p8KIcLQ zx{jB(&zXFW-|BXv;KD{7iQz?SZ};@WW&VzOI(~M+;M269nw5sZzSTrs-Wj*1Kg&wq zNg#lf`I^}2>7j2zsby1KLN@ftZQ+pRN8^I7<;Qc^tA2$F+rO;_80SD~=rp5O&f*Rl zG}B&WD#5jydIq}Pu(&1cXs-m-{A}VLAy*dtuHDK_e zJ(gjwO_$ps`B`Ut&EbnGGI zna0~8jZsS;a^bI?8MS5(cuBjSUIUja*XoY!J8iGkZ*!O6*pFzR!`LY= zwt|A~!r3hvOu1ip!>}zry`+8>zwBqFs90O+(dMJ)GNe4xH^;LbiiHgyG{U^KGVILi zL^MfBR-zY!7x2V+|EsL9iz-FQ>FgD|XX?aPMBmf~tD;`GQH%Ua&5bReh5|Ky5E;gb z(?>-l+%+F_`^>u__=X!);4&yPE%*g(d7K9QH0iKtrp~n9n?ewJ8_k_6L>ie1=tI6ysp+76~90eMQ(6mfMP3buyxs=!)C=KypePelSGM` z71ug^;^ukz_M+riYv{WJ-eN!nssvsBtJ7$okMQBw8D2SKtphpJY&edz9+mgHEI2Zn6zf(VE{iGcHWL`FD2-8~iM{>&rVhtlO~UD|my0 z(F0yI2i3Fb#pt6iSngpBNx#Shrj7C|)r=6@4NzA{sPBvMVag#0>Jhuhgdt)#U4)Q+ zVS~A_ZHa9`u5888Lf`EpF}}dydU|%xdZTvZ&c0hb;7O-JR^DdJ%(H_*d-1*4OZc1F zy>)g|WQ_;q0E2Buz`v=Bh=Go!bP7RX!e;vWl`UHOQ*&?r=(E;jWrakwqz`uoAxs7O z0O0MHwy0(Q6`e78RaVfYw$PL3_Wh67K-Kehi^xj-16xaM)v(&x9WyqQO}f;P4x*1o zfQIT-OD64xwV65NBv%W7vH`CXq$|o7X(Ep+O3{H!4>yzYWBuL7d({>Nz!j0 zw%bfR1N9s6cOJ!mxU&uSsHLs7xS?l~$b@HOIKJU9`B+piCWtq&V*+{ndVYV5im{@cj{Tc&`gb072^kTS3O8h8Iuyu98E zy*=OrW;2`th0vfxI!WshZVxHPV3p%%3XO`yta}80$+gi)-f(IqS8A%fgZqf$Lr@0u zjqvaxkuK!`-C;ℜbcAx|7;u8dLR`s_z}S!XDWl(MZ2?Sx+P5Y?Q35NAY!qkHX!3 z)$KR^l@b_&OI*dJzA{AH>18*OEWnFT!g!{CjdXTem$B&f~eb-Bn~?lf3=yNDkPdJ9ti} zDER{=qEBKWvk}L8ZyJ1Z*6H?RH&6MIsTXHgefY*2Ib&2dtA^#8^7`}5`op}?_;Fz>Kk<03N z)Fl=7ndWr(aRzBxJ}O9t5GL z=gfx6lYK_|<878#@+j1|ay0u~XCQKm!JtD68>cHtbS@8#o4R za3#CJ4puNiieXDqSI08!>^<^*!xpg~>T8o1P;X}fB zFpv^C-a}hq9_$U;&sE(Tzvfz5c}`bUQZg|}Y}<6fMLtu-Q#mIjJe>cnds~b6*CO>97B3k2>!G}0?B--So!Skh{9rNjpVaua$8|**jS|t zsNv8JZ8lHHqm&{lsT9x!(Uf3+1a{}0dO6n^*K#J1KB5LJ9&ok#tRsSZOSsK;ZlH;) zYkRSBp%122oX)eDi`6P(5VSt*f_g}eSP4$xnOMUF=TIq+JA3QEtsy3Df)mYq^wTbd=%}K>&1QvP8}9o%=VIZRo_i=IC-Kc4qr%&Rom=C!uFx zd6-~EPzV(k;IKOi@xJp0zv1x*16$C^Uu4B|O4FeC5|yRH809StTj`pOaEuA7w`9bC z^X?7!G3-sxFr|b$3jTpl$HcNgN%pXBCM!vN%0abSsFtt^N{K~kTz)gcG*_dd)U)}R z5EhEu3|dkQ@J>|Q9U<3BD+y*0hm3U3be?465IIdIp;De;!eIjw&n*rcpJS=v5P#Yj zx{S?X!v6F`pfhVugeVWM%bjE1;Yjo%khej7B~1uFT=i zMNoN}dbx73hu#IW*Lo*{sIebjZcnUsJIl(3#d?B{`+WBdWIBMRIMd&2Ipe7}g|`ok zGkyOnRR~L9PdZyM$j|QmH_6U_@csv|CWf=1AFBPzzLdPQ%#NqVK$=mxCR}Wrwg=Lu zHNaWjqMIPq;WTs&T6NC8aIxV1y!R4p(;>MSLPtd+xv;Ay5jq?CfM^3|3vJ? zULV7z(8I zuUysChK*>4U}@NQuq?1{y010;#@4CdXh5J%=mh6Yq431{z`!f3umi1vn z%e~R*2}b3pIhoU3-1}+XGQevkTo;t>AG}rsjS$&wBlwr5R~{97*jdl%Cw1m-YBkHC z2oKKjsr&Q1Dt_D>brhCO%v+)0T#d{`G37Cb&r#o8SML4*y<=xQBpa3bnJCuQ`Dy7O zW>SV7(zr#38!t{+4_XSyZ<$mO`k~)DpUZpo_CYz^;~Ej{S)3&Hn)~tQH)OT>qYf^B z>GEl=!ZaY?P3dN_0QM~9 z+mKRM(BY)>Ub}O!N(6J(9{ze)_yr-f;nE`?GpvDa#|h_6)lYh$3z)FJ>r)hH#3PD! z2UM4u+Uy~PwL+#`sc5nmOJRtFR{xPM%_ItJN5+1TX1dB2FHV+ zzmL2wo-Ev(`0dp`lkhsUO(TJoTq!(8zSxrfncwMc=-H{oA&A1ZGl6Gk8r8nP!t?KxVTNJ&`&=+MaveNZ4Gw@_N;7@3->_i8 zOvCi=7LU#1M= zEXOMApGJv7#80ypp3F8P6YLyAJ85n9ezV;7zj^*NAM$ilAN#*(d&{Ugx~y9mcPF?* zkl^l42*Dw^1-BeDxI2VEAOv@JclY4#?(S{}yOrm@_jdOfPv7qE$M@^}*`sQos=Zh3 zHRoJ&bv%*(8~{9MYiE8v$RCE0A4*SKg^+TwHf;$|_6$EObx z#`EDKf^L4uzsMH4N)3zY+Pxjnr-5GwHrWq0r1)otW4rZT856v!KFRA*<{<32QCs;%1 z1Nap1_Icfg=wuy(hFnAbVhq`l$o7ooslT}mNK6n9Nd!>AaU6l6vRD|?{*M=c4PD-) zx8~LS<->w`5kr{PHeA{IxdUZ0U!jWTGI|c0LBw+8o}a>-33h=VBBE3HMUmcMc4<;C zDqntdjn8aBB@RUizgPyO0G{;6zAB@bU{laP{+(HG#K1Qzw@@r z+rct&{Sn(@7_RFGqET6Q@%k#>&J2?c6UbQxw;k=iZ|M*ap!`Lb#YACX?e}zKrD6Z~ z-TvpMfB)mhiXe!!8?pR<=l1u*{^v@5yaB!lNSnj?asEh9{=VeofA0AI_%X!95EIjs z+m85;BY~@6m}7jzFqff+#rZ$a2?p@ztFXVqP2zK?`<`$7=p4g;lZ_dnB4zi|1>0n| zK?zVFvTNV3w`vHgEr#N(V*r%IJ%39litu$*&x1}DXv9ZvI{5L21||0Yz2v_*G4`KU`)WLU=-azKyd4jap`~==Tx`Sm((#&Hzc12AcX{+T8%r$@=)2!4Tk+U$=K@(@5s=(;F;i96 zmd(fR94A&6Dbj1yaZ)R!%ro@&$|qZnG~Il@J7zvzZj`v^-aTud0UZD|#PnG*WS}jf zT8-^1By~95=avKwEI?A7hf}PMy%<7tvRXaIu-1eEnk~!6rd9lON9wh|nJa6f9O&i@ z=(iVZ+&~GBUnTyr;Qslgx+)=j%UBnqAdx>WGJZ=l5f~b60bu!QjIgkJ zxygWqeA%-QpXYV~{Tk37#!5f5#LV}Z%2l=c1D8w^XXxIoUqHxybEgQPs8$iYOHmk2Z5Q3r9Dlf*J^<98 zayL2^c5J3zg2-HMjcll3n{USLdvDCi?>J0`MHNNV#9Fc5ym_yG`xqzuTq5w}#feex zhJtS1XC0$d_aS}Gwkt4{^C+E9wRCVQhDyqr@McJ}y{g)A0STO?p%1PYGUs$quZRuS zXOSWQ=S};MXGs1F6Jt&y3dO=i(&gdO)H&?uAT|lU$Gy)>-VLTQ&;pH96?;O>@t8m7a2Bd~oNhpFdIoj_O>*NCsl`a+vFJ}3 zG+HimC^vn8rlvHkmMVF2nYI%`5%7UqYGz$I-kj51u#@vurUH8H-U0L)MfiDg28;Xb zu9Vx@fq-AtTSPNC3Pn2=zsnU9F)^U^XLk&>;DP2)_K;BzDX*pAh$nqX_?dw)bhilI zKA{lU!eDJS9D0wgKD6+L@6wm-5@lo-@TXVthglsV8Dr6FI)3Q=CgJ0w#~j$$CsLiJ zHTAs=bX3oCWuJKTMenr6Hme|xN&*#0xeZT%bkQZM&hd9G9KvzdB^ynNd z5C*2_k>k!gd*4YE-7Iq)&i+XP_g35|2cq-oRPw?PNe=^S(R%|f7!Bz30lm;oa}FFY zj`j=U-^V?4Qb^m;jQ~acPc`HfiO)2V_%~rjlldQ`QvMu8(@M2c*HzqJ{3SVEm3(gC zbjhwwQTzSYymRq;9d?;A+F#Q?@Yt+o^-bpG#+7p#!x;(^vRZsY60y3cTO77QU2MBZ z`o0$_Ld%dxRU@v`HkneST9(t*`Y^i`6U4R$@4nRNYIC4-Gkq4Gso!DmiL;lkSacF^kU6X!RSU7 zq<5Aw97ck;T`u%sln{~Ey|+0O93IQ(EV1Lyd*d5ahYQ$lU#FT=1tx0_sx6q~iKY)$ zA`A4A=L*Fist)-D4}9NQXrvu*yk-Ja_SAXi8bfD?Gp?Lxw>qJ|<7;@8`B2g1)N7tX zy7bfod(| zWzvO7yzW2K;@C{;tEhTSm}>AC_qU(5krjQ-Y8PVekULw<#v>7OPl1&}+~0}+oRb9P zBvICh3?k1l#$Ku{K~G_2;K1!pl;@Wa!=mTSCQ-kq>D?Rk7;bCAx{L;yH5B}9OMtb| zYnv+!z}koXR1P%7l@@trhnpzoc1a~jZ$t2soGsB3I>CA#HBa}>fk9QU#yvHGLnrvq z>h3vuCR|qXZT0Y;d9FS9+Ou@Msc=ft<2|8#a!U^99Oj+}nYXxYtw+H62 zNDFTtk$ZUh{_qalwnKTRqv<@vcE!tsBm7zTcEzV?!nSeWHnMwE)1fpqHfkgsMo|fP zbk&Q1&{c44T#fak0@%8X>>34`419AUjl-axF=6a|#rlYWA5N6>dJ%F)Pjh9vMaypd zLUK4&+&syg&f}B$-C=P0;Cjuc_yF3B{_gmNpqak$15kyfJa&%0V>ty@a|cu?oe-yD zDh~JKXE92dSj}GddHS}?>M$qHzo%}hndwE2xUE$0D5iOV3Z_AowN;_}1w-uy3q%e- zA~)`=z=}-IM)pq3i`Vmt^ywMkW4X9$t1(1LF!`DfA^sXzKQ-hI5m$ohavUQr8Q?1M0JS;}FyR>6LOBLDNn zGJMAuxW&4q8g2w}e?TQZk*_DL?z^96gA(N6FFtIL zTwF$Kvp-KFOt+v*n&2@KUFFwm>(q`uyGZfp<+kDsN$Bln=QXp9@zBQ zfS&HjRh7Zse?Tco$b@Wi1YS6=rO5dxBoYDdlr32)0GQC|g0RT($D)-X4o*y^Q#Lr@ zjfF=cYj~JQW`gdPiS-8xpMFcclCD{&bqxK`bQ<6lT4TtdxYpcQ*JUMhCUnfilK1oD<*+m(muVj?n%g)mgt-a!uMSmmfq7<0ZcfQCh7Zv%`W<@}+lgBxiJVKvfoV+89 zu%TY2TiWGUh<21YT_~X!op=zl%YL?fDVhKYBA$MfZ_#3A6s)sa$y@%Nut717nDaT| zENRc?Pw;kq1>YESl9WVX(R?f@AtAIUD;p>*+uy6a_-4!DIFCRb{+{GI{&L6bSDNvi zP{lBKKVVca;_VGW2Zj{?X*~J59}yeF#?l!I=JIHIyKm_cca=M9l0Qc!#Od?bP+RwM_S?*ro(|%HZus7e?$($!qa<2Wc~}}T}Q#x zn@GJa7;!U;V;%^&HwfB!K)0pABrXQfZ~g6Oj88>J=T8nYeWil2i5o9t$9&&0k?Tc( zG=NQRvM(Y%0}$G{pLTn}!myLGE*BGpzioIsaW@l6_8L*mK+8IM-R#}6iRj(}J6 zCQLt=v}G4i6U9UhXd60C!^CTKmG3UMM|jzlU4iC6(u#tW2QW?uFl%e$i%#?o z?}y%~-AL~t$MLyo(&Zqo!M6)}+!g8=q=5#pC+iHwHdrV~8!Dl?MJNN^5e*3!fejUu z%n{g~*PT4C4M8-=kI880{os^>rC=m+%i`gZf2x0ND1WI}<8ep&Whm~G-!CnelvO9t zklo|%G?`k7l0q#}gE$y;sfvpvJX-c^(e;;o5kne85C?}iY2cr$Y~$*G>ZS@JR9j@tJpGL%U;R|XNl4Polyu&Apd>KLBn>8T{z!+-S# zRMazoWx#U^prS`M0t$a~0}l;On=uc;j?Rs$xiY2^RFxV^+poc4J@Fa_jsFHWFoJ-h zr27U*CT0$qv@&lDar*AstR4eHG@2|tI+^0sz|qwUCR*ej$MxgwL1&pia}_8vlrxYg zmbiB@3Q;^Em!EOcmphM!)ik2gHw$RI3yxcpy02sT)PPaz!x4kIdp86LL)_CgML~YA zACEq*6X1iNw@eI+5u`7+G8iBqzoEUQ;XDPSzvvzy!(r5by-3v6(&N=|)=7$DCji+# z{g^mWDBV2YKX@AIT;1b0RX?*~AILz(>ey)z6bt7^yl*pk8ai=aDWsv#bao%{`JL+`nonc@c3#akefn8RLVoK7PcYIjX; z;Xm$;r7;Za94gAWi^U8|+DOy_Mn6Qr_%>K4&+ ziFFcu$!oX~#jP=FE=~|UB1QKdcp#1lnqAp1KlJ0fOrVQv1`Fdn^qK9qS&S^+3~oX` z-fJGrR~o0?nt0L7{XOy{D)*jT^;v*smpNhw(T1o4A=t-+l?nGUxO%<P3Q?M&{oF^LzPKPUD;HQ>x`6#kEYlg`Nrl<)3+GUHgnJ6{WPy~ga)`fcZ-75{fYS}oK3w$%EpZRQEk!bKeYXrP>a5SHh zU*P0jq0IrvWjeAifx^7W0|^zKN9jWIXSJB6&6eD>sX+TZg$KVrF9dl0mKk+ex4YB`&Tl-TbEoZ>S8bHw z#P%B`H=Ad7h8a?kvso3yU+Z6G;!RImU{&j^-p$6a7@5hY8r%M4alcXX?~)_nnB?Fp zDtxrD#)VAV6%u|)6w;Uhq@aB6s)nmA3quXpl*c2iVL`U@OAx9tr3gy(m9_!W{Ox|z z$oY;di&Z)cgj@yrB|`2#54D4YZEDRxU3yjF)iwJ(2hVr>6YCTrMSzN~7-#}Ec=HGR zBzc5t$lxE?Qd;6J50WN@VnNU*YEx1a3cw-b{uy!;P8#3c@|Ne{WB?W)$VoxN59%)A zyK=of+nv54WZuz8nMe4cM8GypCk0sa{hrhx(jL3IhHF$3F+a>jtF>Hk>dJ{>K>RRcIIvS+ zF4?%Q6}dr7a5=ti`+9Tz9krU+er40$VQ*9q%6LkqqC)y7d0Q1-mGD*l=Y<)alei*> zd^AHCSnEZnjNM_S(oyE9@iS3YGwOV9WDTW&5EPZqJNLMBEWX(i$r_rxY*?&NVgGr&hfDeoI>vtmO3HCv&W}S`B^+ElmPH;px%{Q+h`=MZAEce=ABz7uG(k9;i5A6MW3t$wAw4&N%K^vg3D@W^W}8p`rAH zsMVKF50S7;VZNxrIuPdD_{owswj)D17h^)K`s*43G>@A4QzrG}$~xH$&CHmP$`qkm zcncZ~ax?ppc;ZctWpru zdLCOwLc?!7TXpcryO|76`L;tqVc1zP%o0Y|0M@rvel$&JFG0xX5FJcY{UX|bxmAIw zn(aPAhlxdAjmSF^0FSObN7~wQX`^Aj42CL?mtgjV52P#A=Ds2(hxhFcItZ%as1R4oXC8C-`&zl}YL%L`<`cNM{QemYsw{a2v@^Sk+5(u5AXq3HA@+&~+H0%Sxe8mMOH zGm2wLXpOIxQGYPXdGbcj1@=m|$6w}umk9as{>kSz&->!DkpCVR{@0_@ru)ak{|9UK zkHHure+V?`5>qD<%cWItMtYQzO(+C)qO=oj!npZ)XIJ0yaD=WaB<2iVMzuC)8CMN{P;0oE*&KRcn{ z0Uk__@oNhJS8@WVlrdJ{3O0N0e0LkVeY!naay(gdS~8Dk(O0*e7y2y#6qHqZH{W8S>$>--blR!; z_Dm@|7?tiOJ8}{@q)zpxduMQ;@VjSqJp;IZ&mF%K016-c0o1i3ju-ZUrp_wg-wX&D z+JC(})dK@qbB)`Tx>Nffv^jW6CYc-cWT82-jqH+2ua)rq1zD)nA7FE~yjFDsNcBYn zLeTPotyO3a@J!heCripLt`|=VI+Fhmi29dRkwx-{482vvNb>tcEjvD%+8m?Sd4WwE z%hdr;lB&Ldztt4bCa?ggJ4nOZ6uCq|B?FWE;S%VD)co2G=9aFGCv%6Us~^p$0UT7u zpu(p6!x)Db`^%m59}3L9Swi4&sTn?1$RQ5cQ-!2|@|B(bs8l%gL&cM|FS4@nr5VtS z_z;~l6FtaymIklo`&*H#`A$bXlYjUC^ZPx;#k7vEl>cc}08Db}pQWa~ai`D%1KO3q zx4YhF({42*>BL&^9ntwN*6y@~CKJm}jSS1~+8XnX31joGlC&6dF{rWXCMS?eot4%* zm$DRkQUsWinlyr^T-n&S2y{Rz(vP-vAbA3In7*~wBjM}M`4Nu0$6C&oj`~_?fJc;s zWE9|Nh17)mUcluf?>MFJcYLGKx$GE;UeMuOj>!H{|| zGUZA~2Xk95$h=ktzf_N@=FfoU7&1GfvZV^&hZ=c9(eK*bLUqO&SVNZT^zJhY$C+Y(6M)vEq!`eTH#q1Lc>1`0gvNS;BF2ZO@ zK_2=2NahBPFBtMqTZ%;*^%09#>s#pjSG@zFj;y8|=agr$=Tj9F*Pr(yYV5aYz#fYz zV-9?ne^1x{^DMs!{dvd1UJMP8P~9&VjEOPD6bQ)7x(yk+SU|KN!A!2s`e zC7gK+4S`MehshjFOppbFiG=(I+u>_MOAB& z2>FqrC~~BLh}D~q)?&}5i^F9LRL-2k^}jwoA!}Eg33Y7<@&=hd>L( zV^dWp;xhr=UlGFMp@QC7^mPp&I-cyncX=0^d65l|>33S?(1 z&H1<7tU>VLMB@KKjgkcqiTUO|`suHt{~UsWT~37o(C}=V93N@^d13q;L<+`l|Ihbv zBA_{k{y#?$a)jRqe_k7vaDa*U-&0lpdY^Bke})S+$QJz<&(>cwTojng|BqA0BFBTC zEBS$$7$x^#1RY>VM}VX#BN8d&>aV2#>e**w00)zBF!3*f|K?z_-bqRB?++hVpF{Is zJ$pKsX;RpYfr+$KsRQs$a$Px%d{RQ%aQe)xmaENblbcR!9G!jFc?B!2`zGSX`c^aUN zVYgm{Ft$VUepu#f>T2)1+I2#E(@8r-^DO2uTavqNIXOO*?oHS^-=Z(lVod}v-amfj z%IrLgmi^T2eod~&dxS?ff(CAK@Km-}D>NB&Ket`vly z)9WzOl!D{ZKng9o*Gh?Hc()Mc2^>nlv4^t?_;^82`7guEsPps1ouTPsF)#NjIW3u3 zX1xS_^T_+q+0i7)pkh_TtKoy*ZQHg?FCuQG)hg3e|Nduq-;Nh~BFoNw{es=2a+NsR zv^WYSJPQ?No`9haYV2oemeDJ1%qG=B*8MWxV5z=hV1dqqMmS&aVd4^LZ7LeZ9 z1@-^&rtFshb^!t&)Jt7^0(&~51_jjvbv_p*%oM&rs)cL5g5y!IQ@U5y)Z_cT~^Gnm5gln47r zvw!z4pLT^}*LXd!ry+|R3{0j1F&N^?q3*H;&6Ba^s-G%zwQX+XCFDGH(qXA~vJe{H zVy-AQhS5|;<`-qqO{H$10gNMA>N^*k@8+JiCIm;RBg3!aD-~td6{q7zd}W<>^{;ejDH6N14xSaFgYMx7xG1zkeR7 z(6T6Hy+@oz-z5K%9C_B9BXeqnv--_cP<4-&JL&Kdbc~BDX6qRjyj;i?Uxeq z>|=4LQp#L;lS&dL@L^*%4W)L?Tmcr|-$gAK$f7OKK{;SbpYDh6QX*0k1aq|vBulM2 zYhQ&{8wlTPXpx&px!A1cT=hjP2vIV$;Uzve9D$vdD!y_&A?(*x*)8*mduXxk*eZH7 z_O0<(+4sR*q;GV0r5k#40DGaU5D>UrCAPJ1cz!U!hQLOt$y^egxCj}ST5csd<{u>_ zJwb-j;Hff-xcw%rEJp)+j2v+L@o^Q4R`x?KNJNp>=z@2%^=?0me{8A>Ll#=!p5^sO z5!_;iii`U!p#q1J!K|o}C7Z9vAf_2Gnri77AF1YXfurb}o~p*Q4gK?A z9Biw;g{Y6`1GQfJ*B-7#?8n>5JXqvbZ=c&EDg0^~!7D~n7NwtgKCi7HV(`W=nRkXE ziNGb)wLanFg88*xGS7a5MDoPh?``7@uRs+oU!f!R{r(&i}fKV-fg{gV(zo~JS%^TQ}Gy=j7j;>h~V$*t7@r; zg4$hu!8wkD^N5pcoqC%zoqJ~eN=oWoAZV4S$^<>@TXxDVgVIvye&`v;4?{$qG)}q*j>2fFg7W( zYy0&0cy>KA#PaTQP6Y9=X-PKg-b$Mz0jkd)3HZk6bt=-*sQmMHvE#;0T7zxlR;WoQ zaMMT=VcZHGG7LU>3@Ru#yVQ>1#TUjvHWBB2Q3t7r>)+eB=-^ag7VfOI1ea>#2c$!-c2Xunp4qFi za%^)P7=7Ch8&@8TUad|?+$&9PA!ua0l3EThAe>D>t;@GDbZjv2h+6zajBH_DC9YY$ zA)Qhs=UvF0@kA!7n%vV{aAgP0Jla#()UwJXHh?+0LSl&`PBlu>Q{?Z+v&MWya*Dtu z=w@?++q>V>rdx6WvduT_`2TX$K8E`#(B#mMi_qcY4=noYzHlj^g?| zNSuy&6(?QFbfw2?EstjEmfQ3i7E$Mn5%^1-b{1xBU7-m^)dD$vns?|Sx?>6ZHJ z_{*8MNEn5Xg2F!GIoun)f#zdO|CDV*txq6qqE`y7f&%nC#aNSmmk~6fB)?ZGO@y;o z%OJ~Lqo(WIox67ShKk%OTlaf4N_+pFKL@g62(yV3UD0i2@JWy8`5oKroF@6+!>;EEuhf>g^Hx~I74sc*0X!+51+nnA z@{zOBD?i858>PGMZ}7%-C&ZK3V#|CJ_nXbU8%8|!5WPiSmv?Qyag7Q!lV=xM=4(Zo zy*og{-4|U=+G97FIOZoRLThtl+~J(5yUuJEvc@aH5AoQUOh!z`C$A+Nr4D#kd~LN; z+T$p+dm9oECxiU$b8L-iEfU^&r`3@NKR}f;|X} z5xI!lcB2tCn5@P-$cP83LYw*edMZuaAVrJcK5K7L5U~!XArD5n0)_5gmHOtMm?7Jr zV0kl)rQi*Nsb9x>P%TqT&G@PJ;c{qEoomox^*AC7XwR>_b?_*0HfCo)2^sH(_1BC1 z{sV05>kzVCUg!8V@RYChLBW_sth7pnKDb@5D=HO9K|6S1 zTeM*aOKo&rza&&1&H!FMA++B=y1|DX7}~av48Od_B%*V&IKe~7KiID{O%^^ss%gt> zxtp+aD0K>#D18=M>chnxpY9ZeI~k}PE*KBMrlI^H@}eo*C735qW5MjmC9Kx2q(IO%{EHhUoKl9nL5I1^!T~|m* zQ-u(P($ST*m95+Ffy+-oHnopZtyr0ZG`y1>e`qIg`>LxjT4qRu!zDsq9HQGvU)fajgQjG8W8)d1hbnG^S z>eKWE(jNg&IP{-}R$Fm6(4%=YBc23acyQFpHmUb(%iECj&XW-P-8vB7OSKGZPmCAUVO(w5ux50QC414&DS25n6-U;t5`)x z|KaXU-6>(2+;gczru9(VB%Mtdv?c`T&t{A!I`4h;ZB-O?!P-R8tIc?#hf!Q_EFj_L zxDRLe>%cYhB`w|iU$C1`7^SswfnJ^j(XDqMBEB_i&Dq3+>S6k)98&E59Pbk9w2@?k z_XxpL7Vo@@((U=~vAfbyJ>u*4#ru%EUi2}gcZ;=6Xpsaa4+AB@u^r-}c|jo+4Cx@8 zy(H8tIlLmqV&ATvX-MTnn#OI#Glo#}su3!6C9=+Tdo}iEH6dDX=AOD}=t`YoVMOoR zeaxE4;)hgOcZly)(r>(5B{Qu~^#of~H1(h2hYDNSPFCIE#l{=MGAzj^G{p%+z~d_b65g*^$E0M1Q0DU!|hy+JpoSKfk{omViSZ; znBs;$x_#A6ChLwzyVi@^(86Rj(#GpTLd+v%13{x$9@G*0EcdC>*@bIvv68p*_ zP;l0H{yYLbVD2ZQEFX}wddDc^dp{eMEw@@wVCuMwoqY{PLx2B zX3cSE@ZB9^&38PtvvB;vH2r2zX-li(kV}@XKM~N{ZQ_xU#kup_e&4QF0&$a9^S7Gh zsSxyqSsd)}ziiUjSX+Bggp|erJ*`r%%rXr(gPC81b@-hdYKN!0>Z^V`Bx;aDNR&x=3o_pEczroV?jq-Wf zMg$w(5+AZ&ONpl=g0P!kaK!yH!thjmmi$JV70LKNssM9;k4Vv(yoRp+%z_`&QT}PG zw+Q8dL0GaHdVg!mY*6m3+RfrtJV@w5?*T;pNLNh;p`e-zM_Ki`T_~|h)|GFRRU^p@%LE3j8P#b9n zim!kRaDMX!g*D$#e{NtcxDGYH4h@4`vpN|$5khPV>pSE=GAo{6ZXe7GT7xZCNy@lO zhd=gJV3pHR(L?kB)L{BUIKf`G_h~RwO<5lEQ5E#Hx~qcpnR(x{dFOGL>-GVanA}O9DgRg{z_sb}dmEg8cw7okrV`9LKZfxM z5u;oolJLS9`Fe1 z{e%`RfpXj_!EQMYn$&J|wwez&=;1yXZ_>V=H=r9{gBZ_$Yr~a&DKX)3S*Wv0MB1&x zt?8wj+mPt6l;1>tBw>hS=p>54UJ1TgzYx}4~8 zOV9`yl)uLclD!-KPJ51Siv@Nl@sg<`FMQ+C?3;@ecusz74ABWO8;Buyveuxim8h|9 zk3JjSmpFhD#CtqoffcB_L)2oh`n|^C_+a+D8{Lw|1Fo}aB!ZPjjJME7DF&-b3c?1G zV`uQdErHRL-pOV!jsTZNGhZB0&=BiP=z4k6uM6%ralZSAX&5<=Lj?JW*e4LCU#syn&;jyRk74z2FU{ zGo~WmNm)#aY9pwuekzHL6oX4e^4u;Aa+sn2(iI+o1U-^j+PU_APlTd*;A6++z&+w7 z!vR*#+I|jFb?7uITKZc_8S0C`TL%1tafQ;!mPG9i368lh-0<=gj%M@I_>LA!>Zvi4 zlwaNRpslr95~xpVr^QK6sR&&j0&67#s4MtUBAgN{BVpn9hoib>9v#n`ZVm}w#}kdF zR4v}&?Tmz!dVDm9D$jL5)WU$x6TUl;o%aP_s3Kp$|i$GyE+r-HtTb13Zx_20RQ|&K(VE#qE zk_0pdvR_e&$ry6m%%4+APRO8iuXD%0265BWG^E)~zGrLT!p8C%-EzC4XS&AX0u_a> zsaQ3_o?L#a1-%=Bntta4c3nres&)3~T4TE)#22f81943uZBAShOydVv=^!FASoxzQ ziMZEb-HY#oo-IXEX75Ho7V5r-7n^4cr+fMa$Y>Vri@Bh-{ISY~IcsO4e5S|i=V<~C zj6iR4uFusop))_;EIZJ#!!X&EhV-~tQG>`fW|=EluouyBxjG7PBYS#4(@Hi3O5T7c zrMZFwh2Rv-F6*w?Se<3|?z@VL-;{&&biPBJ2oFEe8xr3ybuX_UZ;ZQ@Ea^(+8X*IaujDKaI|<=uDfhz+pVe}{sG(!`mXcD6 z6o4w6J9uf{d>7TaH4k&+TBeIBREfv&P%j8++ugQEpK<#P(F>*PuKmZLao)Tt(z^pC z%+>G!T3-Gn3Fj!~yv{J+EjZCkj=yjD%kRfCH*fc{8%PF&j!&46PX@Z3f+$F8>R*$Z z8%kkI?faeXF)NbS9s{1~al_Rtru#u?8{EQ&#QZn)U_Nf-5H)H>J^4$QmaF<#uC0iZ zJ-ZWF(_F4$gkW>HXn$tdv*tXegX`)Vilm)97FSk}u*$AIdUbCYF-xo~G;7P^wOC^S zaO%1NQ1r=5kyq8(SA&#pS%~`&v(L}7W2xD@ReWwQP;Df=^{AeTD%iMK9aYcUe$Q6+ z3vu8o5f6k=u{pPNk-+*ghU;c!r{CZ=SEXwncU5}D2BSZO=B{nWl4_M>V>QWGz~)m% z?|p_?L87?FU15+hRB|9zR9}&c5_4EZ*WaB6?@|rr@1!T+gE`lYCryq&6_)P2W(ar~tEJlR|hsfa4LSGF5%0Jy(yDWk>KHr70w zfuN!6@4jDms5hr)eGS0HqftoeVC^20>El~2e|=P43C`PX#O^~(icjjOnGWosaW=S< zw0ra&s5w~U*YSHgrWMeH9`PizF*hJ3vth><>rX$0A^#>uTJr&N6JA1_?ia>4@#WON zb~P!TudkMd-21HRm4pZ0+E<7jvuZy1efTOo#^2Br1YWWvm4;X}=yojF%3r@6^|_qk z_P+~-fMC~WD;2di&gPqt zyB|I3vt?ni~d-5MFJSfOeOELu=Yw+6Yf6RXQF1mRxM>i%sO#2=;fOD zG3;t3#Lq`fE%yNF243VcGA$H02upun;vQOqW`3yuZS`1}XSdDDQE|H-heICLPYGX> zPp-WJ^)GYbkA}P<$2!=nM%IWFPd6TPmH?})FmF6woHh^q^He@?i;HPb`~6rp)TcmvD4RYb^q}x zPbQC>QP`7JbBjeM;`)#@jars;SQOC(3Vk6gfiXbXpdNcX_$rEI>^6B(;+K|tw+Gq zL0BW(y^SABH%?!t62#T#f7K=u$%URGCVaYZvqwHj{f5!YZJ{YzjFwd0kJk%pg>VwK z9*piGt;+fYcjTf#Ciwe?Eu^hRD9@}I5u;|_0hg%=-_Fh+9+VIg1lYNO(QC-$D_;D@ z1tY`02A~~{VOnl2eQtG)`V>fqd#qOK-~>u-0DeO9aa-=W!We*r?~)h==QE zEU2Nu%$b0Q`M)h2H4P-z(HMFfmV*sr;axssBuOk`*Q7rx3jm+04lH<+dfb{YsZ&W( zD4Qd@94MaV3c;Wmy^QVIH6xPd6ap_hjdyQ&q3kYDG}u(!%0I{-xcShRkldDh-lC@K z;MzS0>l~fi;r(zzxYhN)VbiVtfa@ccPtgY-2@#WQa8YeFncf2Qu)c7%27;=r8YYY!1$TpMm+ zFJGx`$wySe2?6ewgJDR+uV^+4gjS&$wt-s+vSPmwP$S!lQhX;fgwh6r}Og+xHdlKEwR zcLm?h`{GFrS6EQ|m1#+VHX=<;BxQ><4bhFtR{<(u%5jzLe>L`%QE@fP+At8@g9IlK z+#$G2kPswzaDs*48Qcb!pn>4-!6CQ~5{BRs7~GwKf#4dx$^GtK=e2vzoz*{f?^&yN z_wMT2Rn<>DO-WI2Ms@#rCW-i}l zL%YP)vLBCPu@RS=hxB5(1>>$vyVBr25$dVLRU%|NduTQVoJ6CVV$!1B19@kd!eP#O zU^$r}WT#(ZXP;b>niP%utcE~=W!MvhY8HmexfWLX?)<%ZKFgUaV}mU_)1z@B6N+^- z)>qP<=IeHsi|u+h*E>nq^cT_r<=FPxL8^rz2p&$M#n<>g&n*1=Oc1Km1lw`z+ar|qtcpt(>~#E7if7c-sAw(b=Jj4^R3>XE zg0v-ogV=&u%LB5-+e@vF1^0VrgL6pf%ny11gM;GFPb2-j>legM{pohRsR9Im}FA{>NejgP}2k2s-&YmW>`>izyoHD9^|2 zuYU1-LJ={yiD70kHvApFi}LJq?g zGz?p@PE07lgZc(aBETqbOX(|@ z8_#CUbBYa+f>DjE{OpqqU-m#ORu82XK0q2ApuyZy9sfgkL^X2pa` zQb^sj+iPF+ydScu?30N9z{B_j@c4wI8pflW*MZC&&G_5o-1RD7G8m@_H&Wz6bi@Mh zYfwY%5EPqq6E*#-AqcxkXI7XDM=7t15Q!h3D`MC^%uAxeohL5D$(@BhC?}{v;zGTS zs7I>LhbW)~`Ld9}8%u%;L;KyV2JiU*;BNr_je|i*mhGW`ZwaE zw>CXM}0opqrlHx;kANySD`f_G+@8C|= z!iPuChiPA~s^{)v0Dt!Aw7Q?8Z4F!sTaD0ExOto%+s-$^^cO!hLV$`U8EEvxuV4!& z5Yde}9QY6!Whq(tb2~Ni4?3}y6{$w&W2RK0NUOm$vv{%mRaKY)gtjDVVa^n57MVqVk;l9fX6dU z0SrFYh(NtagI3zU%~^h5r~E3Sdr_ptshT-8misJhguGuT)UQx30Zm5P0@~Tll)usH zp_Ljag8EqYKqpt3|McV6IkLOTm~9W~S(~oNiYxleSjDXH&zL(b57Vb)yEE~8a&Kq9 zj-_}$Bc=nmpL2>gb6bFep2({rxEQfssgm8DV7u+$hEG9K5hUdKhhgX#s!+bYldJba zqDGzzBUL)(vzZ_=Znb?_1tPgkHArDCcgA$XdtUJx%RkMJC117s8PPde294~3^ey5b ziZ9nUu;&SWuyx~l0S=8beh{x-8qa)Onh1}3-fN-Yv@4zsc`4)=Q0k@#f{3wyusx+~ z^Vf>T*v+}N5lcpKF~_((c(%^OSckOPvUj_k&hEBf7O*{F78_WTN5T{wNZ|YuKG|;p zz&r`Hp|e%c)o*i(3Y|{C+|VK7DGb-NhbN8Dx9Y(42C zEtnl=0aynT0sc=MIrF0PF`@LSHma7m@62LckR(0b+G<88G9hHtIp@1)SqQ#GlJFe2 zk@V$W|Cpbr{Y_$QL#0M{hxOYnV=bYNp4fo{JO!@z(T62z96ZsF5_5OfNA%6`1GVJm zYup^sVTrTy1jNrR^#HSl$EGxT-O@-5NH8k=&?%?>7HlaGBW!Q_Pl*xqW>712)2$#0 z4!Bub5?D60M)`KarscfpIL4IlmS#4d*-3D05xP)yG}lK$c|_hUhm3WL(}mu_)EpDY zw;uge?lV2fJpHyC^!ziPX?mr_gnMlyuad==IMGZh3o?K+W&x^;vyJTpK{$Z2LZ7nk zZFJHgw6c63Z-02f-r-)zXDT2UQ@i;C$(FxD|IF{uAbNEl*l}K7LebcM1ZZ+Nc$Nlr z8jmTLd0C5#%;VoPLSj^rUU&_b^J`%%X1xG`L1xevZ$dgu64eB_>RaeY`JHL2d!G)a?^oUW3-d6Z)acyxcPr!DK0FSgU_A#- zN6DyY;8j@|=!NTB$B?g#!73OQx$f9bmpE2|Xf>s!A3fJ77xj97lA(+F9-ibMb#q{7 z>UZcvFSnjFVCcJqLs?V7)cSSPY%J1hT}bVt=ly4CjxoK%wcztUU*`Bz7F(f3?lbEj zeSB{F<3NY`d293p$9g$+pEZxFT6UhtWD8{1Ov^fwU2^lzzX=)*mzuWw;!c{^zT8kz z=4>fpM{{vZj&!149?nbk&}Uwh#5%7rHc2j%Wv{9J@WnU41D(SZjs0_!N+(M^sO)+& z$li6Hz1J|s+{_QMMG?Z4IfzA*wFLsKD`&<}o(u)?T%nu`2&P@FcC-{IO!OZNDl`!` z%n=(xg+B=#9>3ioehBV#;>5p87dt0(zkhGJGc$iQ+lN0y>dOo?vHTzYz8ZP3%?@Pf zFe5yzpk<2sDD%pNB+cdelaW2%iS0C7S==`h&T)+T+t|R-f!;H0G-*dSK)0FK^SIk- zNBgY+@6d*iZds2JM{ck?Fl6vvJ`ZR;eC{E$hB%&wx9J#PakOGq?ieL#-BkX&0eHeu z(f?So!Mu+Kw0%gZEXD#x^5{gK%Bq@iCu$1<>;R42w@R4x3keU}U9zU~q( zKOxU}vOtK6t~Pei)8FUw3+Ki?D{^67xQu-EJp*Gn-uPYEug@bmP9BbWq@axkpBXM( zgjDqG`Iyl`gr2LO`-v!U0(2LX%HN(S0_SPAYCZlv zC$s(Qol0z4+^_{9e16B)DQfDRmHzM1Lr3x!AnB5$-KpZNmj~K<1k06b`WwLg#NLH4 z6y=5VlqW!H=_U6bd@C12Y)I-?$wKnlx3sU31H%S>PpDWLW%+)GCdMQL(bp-AbBC5{46 z{~3Ue!3~)01yBx1BDm~43nHMGX7rg%TGsCTn;m%`_0}(m$bM%aAaKB|nl+vy>4QnC z0o4l1&dtsXEpHj8Yk!_oGh)6h{3F!++w0!|a7C$hV#EInUK|OK*Jh1H^T!tccPKN# z&Tq7J=Iy4Y+5ZJ?O-GD?(TBW!YV&_-T{=^aP9~GRmRSE^-R_C$LNHF)?tPP*x{Z;# z4$&-DrGz(EaGOYa#8w?2{cQKDjH5rKpu{_RQ)Ciaqx_k(agLgEhaH*2DZ*3i?@(q1QI#_X!)JPV&vkFRHK~X z1iYiENL^vy9BOtwjiWH`)NYG2uUD0JOz&PB9}U;P9lU-4*J|Q0kw@&^70D|ncv{(w z%?pHhZ%4tGTjaV%?;K1!qaD#6O&qHov4pi%3-{dK?T#9|{ybwHH0{jPBi@OlEvZ!b zRb-dK?X%QmLN(X9^qY>6<+5d?e>eQXX<{0itfIQbq@e1^7(6NvEl&K;`7HTFzw;d! zTY2f=x0mpV<|^a8S@;q!olxGJ)XP(rc^;>#9Y`MnehfW_W!r(&)u@GY2R&|~l|0n} zgl^||UacONj;S^iej67tl*3=Xl9|zgzh7o8G!=+tH16eydIoIAP`qer#>xGDliV2D zvRLo$v$-=_s>S6bEcG?Ho6GW5mAbV*caB(jYUQ?spa0Ibswn6nwKMu>f2!upV!%hG z4q%i}v6MT=2Zs123x2W2?qiE{!>e9Ur#9NJ+YIyCkq zs%LUdG$Do0SUb?p;=R7RhSDUkq$Sl_#`aG~B}AM+ooOVB7N zr{i+&w(U~n;r5N)VZ*ZbCgJtFvv(O=K6kGlZ6NTfNpWY!Up*IvPn*2q;saWR5%u0@ zugP!Ew1RB7N;R{4UKGB)M=QS8VpjVuy!3|WiyM2Ipl8k9$q)6wCW*5{wYhpr+jcNH zcgHjKV%3xkM<Adyr4o@y z9)Xw+-m82{e?#2rsT+Fs6JCD3%l?b*z}--HoyN46IB_`5aQ+k5d$N#VtnCEzhCSJ|Df{6{jo2M>TvAE;75WhG!y9H z+6BHwTq=;b_wyjy!Mr%Q`$2o_LhXu6y~Bby_^7B%H&GI}O`)EwvFeQkkr%f%+RE|qmOB!x(9{la zM}KH1^OnJ>U$z7^;*fc}_uf9VdN1;*6-fHBXh%Od5gkwIcz3uJI@!Ub{;8zol>o?C zdp1^kD^_g8X$I2wz`JrU>8ySLXr6iwo7US}6*3)?b83HjzYSuUA>nv3yUEFEFo;s! zPV@^l3kI{Awiz1&?Vmhmu-op3z%p{yJz|&JG}0zDTNPB5JxCrHu~EmOo=F4#Qj}i? z@M0wpJFQbbxc7ReUG!iBgqUk8?5B#NwC$E_Z?chyM*AMiX!+M0a6nIr7EpRm&;b7IDOz3EcSSNUpitHQKTtW_z>A>Z1hSH7|EqT|#if z^eP(<3$INd-VajGb{aEXz}Uk*4*47ecc~auea_;`CreUl_uItS)M;#gl&7>b`tB3I z5wM9Rj7Y=j?-wW0@VoovnW$B-$=IKCRkC{13&O|b@ZhDLn-=n%$*ca3OTzXf(Bt6y zr?2+wAdHE0ZPRp+d|*^!6!h9^bOCgm!It02 zV{ew`TW27_&@B;R+&{ziIJ!tPIIPoxCrMnA%S}Qg6YM6%N3v5 z0?gPxesyoPt5J$bi#T2Kf1+Y*+;-sw5pB_UIVfO#l;|}kPfTH2m3tbsh)1EtjHA6a_p>&w9&fa zOq;6C`CO`_RmG{%RrgAkuQtO$^+3EuZv`~7&26^))KiFw$&c3~Hqt{w7t|C_P=Ivw zb9x@0g)jMxGKC}gXRF29qovS*mFG6z{w5Vlt*(5=ATjk;T-3}*UTS|`5{MO|{3>AE zP8mm-cck}(25>()ZKt#{dkrZ6Hh_XAufN&05aMk85z9A2{H_Mapj|##Iyw1GZBwMV-3`$<+mx@=^UOT=<=ilmzrH1eG zU8I31iiWh_pU-cMfCg;%ZN6V{>ypFPJRW|2A!ajH$j%Zl6n*cb(jUj)lNX@?;EO$2 zvippxVRoit2PM)eL;Xx@^)u_@(!uNQ9#es?fn{^sV(6oKOajtrm|Hxj&1VjBFRJ`YwxC)QaYkKjCSe(g)@7^R{4Oe|+uP*V#xt!e-e<6l zqAKPE$MI8|v&?L*?)S2f7t;?Wb{>sMWnT`@eP#agUbB+d=ajt#dY5ej767O?gFPyi z`Zk;32cBBDgfOc{1Be`X8ZWRI6_*T)vRx~C@)FPJ7mod$Y~>9YbB0qRKja!0(?(b= z_gQK#mTH}$+EUCK_5OKE{1O`abPNH}%|kvM!&7Y~DoPzeDl#%Hy443{W2;nhj@m|QvGxZ#RbDtl%||Cg^Uq8hj<9q=(|lLtFb@?fcbPCrrz z4pq%R*%pAV)F^ng!CgGaWgi#bFEnO+t)vAR(Rg}&A#}7Eb~SmI$opd&GDzLCX*4ew za@KOP#ScB2)d}eOEU4o&J-J8=?I*yoP?W13Ok(uNlYKt|GMqJV{V`bt7+i7l4UwA`u^fLlo&nOp$lOQSQJrK`paitl23r}o+5%n@Kfl;-s z4WU&L;qsu3z4)W;=KI@cpxX7Xz$I^f8bjKRGvI==;w9W#T!&)Ce14(Ls?J5Oe(T4U zW~U<}h?c2s?u}=W#{f|LB0Q|aZ&Za zNc6~~bjJi3*I>K@_j$JCHnXP|!~~(0GQ!=`9mx_nO9*?%Y%ASc|dNm?o$nXuOW!EFqY zyHh2`#^Yad-0nQb_m!=FgWhNjzQW9tYzyv0 zKJo!hEZ*;zrXkvWTy2k>zz&~_{2k*CB#tRVrH9W&-Jd%y*h|LlK5)A-Zp!xn|8Ce@ zs;%OeI`SR8GuWkZC+un^40NdrM_tn(*yPgIuhK*ozcceG+Hi4UEByX;9jVLPJFnHy zOR@6UR1@~=46j>azo*QTeQ_v+2(TiXst<>@3bJ=A>US&7lu=)F=d6B=$B4(3k*9+fU?NAL1yt+8*V>a_WFKZ>Nj%cItyKd{E-EgB1BNSl( z`JPbqIS&gEkEC1{JE$(ptTHMHQ)tpOtIW zd=$2e$zdQ4?_EOUxcUL}ITUic2eM)wxwWqxt9>tWA)>oed|0YQZHFV1xoS*8eJw1% zZ87*K|{s@P!yM{;2tG)^Q?~ihqiIcaIT|@BU=Ic?h7)r*oxv>`* zHvmRt2pYSIuVN-v^Il6{y9eFkw_z(!f|RvqyucjJnQLQF0`J}iO?#HcP@PTTek2p@ zX~mWXNp&T?L(!iG>c@$(7YE|A7eU#VxjWBuT6cP=*5`te7SOsI4@Kj)_MyBopTKvX zrF8IbB~QsrSc0<{Fvej?Tr(8dZ__^8jU08lXSZkX!3J+s_Pm#NETk#eFmFG{PAs&^xUhz_=vx& z@tK$!uj8Yw(YeA2?#O~JkvY?ca2i$>oWBPZy(E9Qa+Z6(9m#B&3n36LZNsx?s|qB_ zD3diWL&NoNG)K8U*@$CQfKjNZxwUAjqmYfgM*fvKW0FXzBkUiC#%*$U1j;~4h)^AO zn=MZ`f>1gD2^H3}h<7_3y^0eW1jWP6KTqt*zP^BT0@}U}7j5XK_y_L|h(! zx?y=xPSP?Nm~*`H?(!CG_lUC{a~PpLYe$zT@l;z?yg!|*D+1LOpCqx3(QEF`m49io zs$qhZ`6PE!x`9>r2LQQoSJcmH z<(OCjeujFb>6I%uP3 zCXX`w*Wl7`vzJ|(E(@!A6xVd)=;0UES!9zoVD^RC-Is7we^M+|G6H##NB$QSA&&`O zwcLwrh@ui>h*C9gh1)aZ|iRTt2$t(r$mfNqY)^fs#io^QQ)($_7uE%*}ido?4!mT z8`7#2soypar_-U*wu8Qc??NR^nz(i-dhxPU%*m@Q^0*ONV|zSV{ktDSY6u&8<)>Va zijJn+2(J%PQE)!i!&`%f*qqY9pqy+zoeyOK9V=J4g&~u-pPH5vh=lacsfuSrAypzQ z-)(g?d0uM-bH!v zU2d)CH1>WqEqAs1qL&On(Pj=KEH+BU@04g;tSn63yqoPx#q7jxMr8tNhTmBX1$L6Z zPrCV`Jpe58C^X zUHAvqJ+aTz8k*+lQ$XPMpuqL1k2~#PsyDUh4I8G$Ku7GFEZ$&)SgVIR5o2IW$uH|} z)x|vHm6thh>U#Yyz45r~V|$Y1m?PcJ8)jnlJL z`r{UeO_w7wZ27y}+$B38=IxGR@a>U0-&)4eh}Y8>gsT)PuYV-%i((7Ci1;*7-_OAM z!9HRdIC6eHZDqJbJO^@5|EvA3M0ZG(n@@K*DxvsKfsa3G{vI=k5$Ydr{KIv8*zeCm z7;}ys^WR<6Kiy%&YDW8uFY(tZ9qwa9*KpM(!~av)w22E(1dhAM^N7SgShCSFhAaMq zz4Nc`I@hA|8QH&ps*s~1QhJ%v#xj-3v#hxP?%n*cN55PFi?5GM7}RHRL6ZK9b*oM` zV}k>ZM_INCRvQUgwTHAeR`|}d463Hf% zVTa!6l!!c%k!E+TlKlC?FFUcvYKW=sQ=Qnq#{0J@FXAt~AS4fBBg}ot%aFc@-F}+H z{|;(R@-Qhd;Xg5R2iU*)St_l3yqkJyIlj)A@c)A|(E5-ibS*Tz&rJAI_EjVtItJFb zluWbc0j_4Z?t9}+)#6ef*+y9+brsn{W1FYJf0MUAyN}HUbmWzR9T`GHdx^|NE=`UJ z_vv<<$)ucHGg>9l`MLk?ly64+OVwDkAv_Bu-H|j0@3Y%a7-Y+cYr9uaQHu1B9YbkFt@aAB~3=5`x)Bd7g zoQQ+O`kt3bfpH= zU2hh0RnB#yJ49SK?RXLR^#jDU;Q71iokuE3e7uP>jZE!}g!hM|<;{I}kH4zGMES znHwp?AI9-_(?e+u6(PN8YG#O_`&f3jz$a7L@%3*knB#a!sQ%B>)c>6ZvJFPEATEsY z+GhFp+Cr)8_wHG?eyZ}nYYj1YM1v%cY%Q`yUjEHd|MMV@pGm(6WG1yv`13;e>oSp^ zr;~mmGoNY`oA4i2usA~DuSSOchZ%SlFNjenR>JCllT`5U1qSh=ogZIG$rN!7I7;if QAt8RsFVy6#WX*#9A4C|#*#H0l diff --git a/docs/assets/images/lit-coref-metric-top.png b/docs/assets/images/lit-coref-metric-top.png deleted file mode 100644 index 1c799e919742fb4e2d5638191301c0bf4f687618..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 39022 zcmeFYcQ{;c*EWnqiXJr~Y7iw#L}!#BB6{yFBI@XjE(jtLgos4%y|)?0=pqOrIx~7N zL$uMo+wZyW=T7eU{(JxVj^mwU_ROBW_tn<5u63>RTx-JBROAWqsPV9{um}~N%4%R? zT}1=uTQ{x&pU^c2AK%dva=?q_$)d~Ld;JyL zLQl>@MAmJcG?q~8$MsL&KAMMVyd9YLZ2ZnD@d?-Y5!N$~yOF|Iu!cOo4dBD>sL52* zKbL1zWw0ZmTVmQP|RLvyQ5!|%yBvFM$E0VSH@c_+Tma$oL>405(_WD8C& zPf}M7rdWjJ`Q}?mb>ftqt&7}xc^#pZxvv$=@!I@as=l$k5nw!HnC@I>e8T=E=Ev1q zkZn_sMRO81?HgLJq$Z~~gbYNKi?UDH4yxRwd1;=*9{*Sg^7RmJt0Uo=UBYc=x377V z+s5IW?!NMzQnT4~`i-T3b_3nB3bN05rz2l{YaY{Ua(#cN8uS^b+$)gbA?b7NH?-Ro zb1f8t7I=^JKgb9^S1985cYR}V*bU=wi#<^=q9=k)SzzvRQIbdf7wl^6heAxsPPUWgW_g zB8(c7%Rs*-nuXA8!aTxEj8SI9XI-1^m|w7K7;YF zAp^|^!W5|_{1$1V`uJ~8ZiXRPf;ysaowSNw*WrFAbX~{hym2XPbd!LL?-t$@zWEO& zf-e*Zn68n^gg4957|~K92R~o-RBT($v*q(Wyo3V{?yB@)&aHA z544?ZURTFb?N4`}Y8z@p%_(e30=`Fy4_D3jR)+fc@An-s9*d8Lp4*3WwGf$ejow*j z^0-@g-EEzG_*M1u`&piz?x0V_C5(>c6`mF8k<;{Np(#cDv0jk^k%&msdB4Mxm7k9M zX3DpENbvdic2<;N_qJB-8Ar^?QDgmMcd%B@n9h9>;U6|=-l(iW9GdB|4w9(v-WA_Z z#uvkF!X`dAqCf4`e>6RuPS6yRX%r5V>Ye$CkL}MgIGvbt{oSiOWuZIH*U(P%JJ+Qd z2xJ32qX}4>mmkfDQU%+XQGO+?&3ByWjIM1=UxQuO zRVDVsK57=*x+6_O`dH5T4c+s1dJG(3Y-NlNltXeb1-HN*(z%ldPY>jl-$GIv`tt!?^euMKZCwD>FJSw3d**4Zcn81HqJs@k8Aiw>W)AW z*;=c_tZY)~fU^%QNaokoqzKjarD?@2!UOJlBFC?#Gsd2hXYZw0Zj-FvFu5vdewQ(r z_r2OOlezzrswa5cNWS zn^EqAaF(yeO&gF6@e270M}F9@w1R%8UZ+009=n`Eo>rDtNtNMB)=%y1+-Iqst1s{? zs6^g=zt_jWbIa$i*S<@2+XGLgCU>N+}t+WT6O>XdAK znkKpRriVc;@!Rqg$`pnapSrG6gm-DgC3ECzqx0(1HS#}c1=!*Vq}F{jPzEXbJv~i( zrs=L`S-7pWRG^bLoNuD-m;XekQq7`3S%XuHQ&%j@L#|jgxyT{ES7Rx!PrX!4vcO-_ zPbxTPChJ!Ahr)7M3+Pw5_f`qa%8ES<$|*0)7X^DN6Hxr`UOutthgIQLZB)5d(Q##b zila2-R4i1oE7eKVX{^bqDfGzLciX_*ARA8>{T!K1WO!fR>PxS5a-wMJliQJIk<(Fn z;u#)oL$@~F8>Z`)Vx;ItphHppsX2`b=SlukPm4cH z-mAT*C{K6SYXnQ6OyG^cXPdH~v>~&mAK!S})Ly_Qw~EYDKSX|LRR7d(n;H8A@s;1g z)FSYg?VRSNJW~C&dP?T&%z`JV3f*$6ajMag zQHaR0u&gk-$e>vLU9g0xluFOV}I*~#w9=aaDt? zUM(5*&85&Ikce#rk@x8Wcr$qeF>yS0yYS)3!-)>J(va(*UQa|@fc~f-L&!!rNp0w9#gwn*p z%E6C6G~Eh1ySsT^(_PDWZtHgzADwODEOu8=o!-8nvXFBZ3xkUi^T+ecdVD|5kLOYclQ zY6d^*#914p$F&<1Gy z6iG*c()i6*)6RedbZi6PseY*H*MfJGN{!#Qze`{%mPv1MaPr%^4j-@QttXEKiztX3 zyTrL@x<=s%gp9Q;vOm$xQC%S!3x6h?tcl1e`7+K!M78-%W}9_UVBW5o{!k~pdY(!_ zH_%a9t~tyme1J%KZ6o1t9&i`IsRKMO$ijGli6g{m&k2GhmC{BE;<(a5Tf*HY17V#P>;5xQN z4~)hTw(A9TL%T!Sg;OP8>KC8a+8r)df2@wFPF`ag7AO)jZS*~jC;UR=pmkMiy^uf8 z$mr1jp5xq*@>!y-5RC)(#EDIWS@%XUqv2Y?gTgN8EhvS(PX)-?r`z$}Q~_jplWpRc zd#;n!Qpu=s&k)_v5S-A1r%>9CSpea~x^6Q?1B0dyH+ZZ`B>Pz&H~V*epYe09VHS!_t{n8_2kSo{L_~F|6TD+s|T^W^nW)=B=afmN&CzDUe9OpPS{dHqtza{E$4jHJL>k+03^_Lk{cK=ppq z+NKwazrcZaCk;YKY^tsSO#Oz=^MD(JTEb-0?@Fv6eLEQ4W?vZ?=o@H=ZYVmo-KqX% zcmO>Pt_==miu`=$-CAwEMPam>y=JWqm-Y{{_RslnyXAV!!#d(?srfm80YDUQE%g*$Dl21g0OvQbu3}ST;R0vaz#)N6^S|d$ zu-UM#{Bs=#3oFb9>*~LrQ31X$UeUmDQRaWXuf&96T?c-V0*7ZB&cC0&icY)o?{lmz z;2xH=ri_9D@U3a#Vrl8%YVGJ2_EZ@PT)64h|xXX)|q8hSK{#6|K1!A&xb8`~q;ekLP+>l4yjxJU_ z4@E>oczF4E`1rVhC%9a_9Nf%3xg1>Y{ZA$Tu1D6=)xyQb$<4;mf#ITF^XHE4ZXhP6 zi-!L9^*{Zz^tAa;OAfC88Wu1>o{Kv?54m}H{@QR{=pw;ED76@1#lKeUarP1LpCrjjXB`@C|6$KQB+Sn$6+*!vjQ$GHCeA#N$Pc^b+75d$4zgY2Ec10_GDe;0KmE2`w z-hAgieQ&9AQ(e|3O<&<7zkQ22$@1#%hp155xW)fVw z1L{+AP}X`EgoSg1;niOsmXFQ02fv_2yKW)l!ZE=SQdrnmN&fqz=_U#Cm-K&M{pZOv z0z49AT(eM!;^WIozM78g`>V}=`eCW|YPy7=f!&Do(tcfq_+I;~9~UjK1>;Ewdv_s9bsh5l#Xt65|tJ(ODuO^K7Z@~b!Z=eqd zE|KdE2DNLrH_%gag^sW2w4!SkH)qeY9K6~xjhRFz#jgQm%S<5&Edh*`?6!jdd zu-u=IRjpgwK-N|c6&pgURC>HF={+A;^xg55=WBywJ$0u2LmWCqFqIO7={ffP%C|m^ zl;c;QxYmPqdc#qsF?HpHFU!l@nvJV%hwM9JSi&`<=p`rjk*E-76P@iO`&@L5x zVkmom*@V~55*)nZy+)Cz6+|UMj3&44Nfhd<8GRnX#G}~y+|+Mx2&ZE~6b9dF!7ny# z^he*tr{b>Sf+8!L4*9$uIv|CGKI&p}oiwEBaQ{}XQ9ax)7wcRMGXdJ=R@FisB11w5 zXvD2WI{4aHc?Vr0AkoF|ElQv=27Hhk~EF( zvlcOrn|*D?vf`W@U1C)0f|i7|Jn(;D+JLOGmS>e)0%ki7Tr>9ai`Jap-| zT;HRdS_#pkTFuFnh~=@$T*T@AgrLv9J*0@TMtJtkz4aJH?uQ`(4c6uF5*-`HLQD}p znEk|!caM6@R)-4VBVl)4-q7q9P~qLGt^mifDz7KG_Lk?S`j69j&EGmcn2SP{Lnplp zQEmguf)KP3e60kItRbQm9sM9rw~`VjNy%ffzAE{vjV#Bfzj~RDM$q0mS=8NSLpNW8 zrD!(Au0fozafky>@3;G5LZ{K+Z^E(hG)dJnAcUh5`|nx(_Lw1&!Pf8QM%#y;(`<|H z?mjEM*?uDU=)rC@utKWIRK@#~cOu2mWoxC468k53Ie;MM_Km$)vbm=RGAKEmn^C|W z2YFiej}xh@9np+3>szhF5IDs;pwFB`=??IgmVnbWQ}p5fgyW`8%}{k=7%GCNK`#w0 zM`iqiSn{OI?|1{s{c1pkelg^_EgBw7B>JrZm<1=-z@-T=G?|cIqQ0rCc3XJnH5pz} ziD8!a?C?Uv1dIVRu+a;r%A{Im)t?fe9O%Yn0$O^Y9k#!H z3@PrbZ)uRX#upxo?Fjlh<))bG$FV&yBun;C9-QkPN)>j_@F@o8CVLp93m)&S#g9%k z1_VGQ6NI?SxmKOy^T>L9;z#KS!OHfk{-lJ4%6Bn8WQZw7X+zAz{nSfgIL9XuY|Dyw z2WnlH1o~%5{B;B6jT6y|=POAKvWQvIiOkyNVcD6iDedWp2CrIaM@o$00{uTspqsTz zDT;&dDc9JX>H{8n?=A~)>Xz*Cc**{4{9Tx~zGX(0iokb5(2}4iPW7-H0qE(DY51I5 zy@{O|OC!#d@|W@_=Wzoz8B!c`8H~vWucT!xhvrn|c18|yDHr=vH$z_^g$@O)v|4CW zav98rzRp>7&h=V7A<fLhtYaCfo+>_5VG&F4A4P3W!(M5yp@LL(DggL zl^t|G-)Rj7opc)YLL4EzNg_IxFO|=K9__AJs84@c-iRMB z%6AjZKd57#L7Df4Ge1bICwECVZ76ya3`Gf+cz1zkk^;^caHGTMyz^{Q>g(Lsj(WtI z{$8#kWKXFsRN$S+TIe<@(ndvi@0I3e1@BY%b{D7ePF23|{+LzG`Pngi3D923kWu#$ zW7L_FzqP;EUegXs>~x9O&SH+pl13b0k~i<3CKs%H%xup!TKi*w+<8@2DHJ$LtaqpC} zkrSqyr;&WQma?Q|b*&v_D_k79dZaL<#NB{b~DrBZLuD zcd&h)3q~X4kc7YNhHYHuRvt_&F{&c6Kn?+2m{1yyH6Ctm*uY1hMEiy!7?3kJelP5(F~`c+RT{#KE+GAS3Q zk(FJ|^~n?jum!G!2mj`AeIBi85Laku#P1c$m5omUtZUupdR&O;FYN1g&F;xZx{ain z=SjRWC^HKLBld>F?IQ5eRXcf^krjYmp=dFHgHt3zm|%)NT^0I*MnH8Pe0@AiP5)w##Sxt+q}{1kIPwFO}UZ1QrP9d%MWS+OcE zt_P=wOR4+gcBNk^+tr@N8=W1@5f7*t8K*w0!G7riuYdCQ@@-)#=$w2H?);feqhy^6 z5vp&zVo<{y1fPB+=`<}RwpLUb#P!lD)vt!|Hg8%}4WMF=#X=w)2Ewzg#F7vAwX~Y! zy|)o3+udlG|LM^f(Eeu1T1WMWi5)YKtJX(FFZH0%&Re0dT?FD?=)@y%H3xj4L@947< zxCEwZ2SYkZ-;5I5^rXVT_@CKOz(V8-OKWV0IFRJ4h1*{J{Zm1elyLLQ`S*plL2C%N~GKn4Np!lR`i60{v;a}b)i1YNwtZ8764 zDl)H(O`W|j&acZBp9LlurA2{Q#3V=8lcgA)bs|#!fxJTpPzdSNl z72hkd11!mU5SjCa4Yz2>J8BpBgacgPrLPetI%coQBN`GikfZ!)@1W2GQMXaIRx%88 zo~v3iLU>oR-#uAObX016M0k~E3hOef% zr&_9_{&ukdYJd`;6!g>7F9AeSSb@IyB*+EB&-=G7<3GMV2I|GaH6xK?zz6Dm@FVXs8NHHf0BDD8E~Vp3 z`6t!At?dKcvj@``ZKpW3M0q>iz%Kq%sG=H*>!0#mf0zt`x7N=x_nDZ9zRg z=W>nGNJA#%z0i-hy>tQ@qAdbDHLYNjH_GeeqS%)Qb7P4(p3mceFcZT?`kHU8mb7RRrD|Okik^qy)ePwv zjuTCclyMbmqegGQO#kSsSu$W>ig%!|@TJnM10CLZm(Zn>0D&gqO^~q3;Fv}wn&JB!FPG%)_X>dF)DwDf9C6B^47MBdic%oac<$34 z{}fDwpXBj%NW!Y2qop$S=9f~vKhRJhplo(90q*i%LK0M@z=+;j3y0%lj~e&%QogVk;Y8sTr%ey?WR_>=I>$9={HGX%Co zE7-N|HN{D7XFmiBmWEc8_*tXP5(+YxHc7Gb%>}Nhc zd_a-e`IA$-;A5XA^Z2m1YQkK89v^s||9CD+vdCqjOQ%q$ID=?v8q@ull>?xY5EtG& zF1i+0g3AGJ;u)5cs_@>UHY|6sG#Kg;L=6gZHHM$o+Ey0>lxkInL;2WC^)!>+#<;5Y zWtB=diz50gzu-(i|3h-XVgUx@u<|pz=6O3F#BjpCQdz}uGv3tSc>`SDPN|dqEH0^r zRR#2cxZukVV#-^;*|U@YrJE_;a3zivJjv)x6$v>)yS_=^qXj( zrDTZ5OtSoE3BNiny|N|`q_g~lO>XkZ;`<|K>QGI|eGj&(WWvK+-!MxWQ@5y0 zJk#L^r?r$;_KJ=&`TVUUkDey#t>9}HjEOs2_VZFSEyljnHo zpK+q@tK_TFPn>ks9%wt|rVmiyj-p%kc&Q#1*LiB{ zFV;%=;H;-W3)y1u1XC{Y(Kmow5}@S804zvGUW(XHa9wHl9`h#cmWOMu?pv264y;0T@)n_tXNUfd58H zj#em`RuQx6Nm%ekZj`kW;d;+f*qhIJ$8El1R;et)g-n2rdm<&XypY+fHACYib?(;v z!oR%zyni0{p6&0=Zx-(pO^l|&xlMVvK~t&S^V1ISjhae@SXPRo);AqYupQDr=!K?G zAXXB;XneW>okH@w6P4Xr60rV}_5ApCh@5d^Z?1(~N?iZ!O==BJ$znDmEp-rXk&6~BeNj$fuBd2KZ?5Y~!>(RJ$aHT} zRx_$p(ZBMJWG|G9Q@4s1it6HUDEBI#Y*`2>suJ0u8gI$-f1fuprJ|17Za*k0j+78` z4bXof$))#Vs8G8mIdk$==U#>kX@s{mccZhWm3|Mk;Y7fh*B5w=vJjVJV%r1%%n%v> zGxzcy*W!cl>xLf(E%V zwe#-IqxBB@0Jk0MRWZ;ICaeK}&(X9!K-F#nGUd1AeXX#>`#P1j*3$82Bjh|lt*;pX zN_CrO8LQ=gdZk-9vAMlYs@-zZa=U9U{JW0ogyn7{SEx#gYsNV!pMrLF@zdYxD55+j zz^EO7X?RW`%If8A3?AWebC!;e)OLbd_cM*8oTqQ8>{YRa@^~LNoNOy%03)|r13;WZ zW3+ms)REVG3{~h4Y|)X|H_4FY&c~?8Ec&AmqY(^1hf|JbzEZ?jvL1EvGzFBZwDD{l z*RC!X1>q4NiKo2Qe>@ZLW&gg`Z8ZRde>6v`N}kU9t7AY++NvYDqBCVLr&8`#Pluxw zrA_tRzy(xL5(Q7Ak`ycI==s@tn#WOa?S8A%@{!On&eldJY2D?YztVDs7hwB2j4e=YB`K<=n<~kz>AyR0Kd9M*?6N-vHD!{{4grn?WY3zN4Z7ExTY$|65tx#F*9pW`>~(bi0)eN ztq$!Z;)xU8;cKgdY^EHT?1}NzEi*y5va9jxBzdBK_cY4@mo0G!G;j>;I1~ZP>=m@XS--Q~bfA zwFfuF4tK(TB*id~3Y8Z=P}Gf5B^MU-RkzBe-XGmtG8}qFVZYn9;?a-F4~En9ii}6v zR61rH$?zbou1wxd@ubDfhfMIWS8s90_F3M3Me8;HVgDBw{N+452b9(^L^@M-0>J#9WaKNLyX? z(M4>xYy$*x+dk25$Fi6#zD?GVMYLq3{2wkB;J5c!Ng)QwQ`ns})OoYglp5``sh?8_ zF8Lr2!3BjWw6?m4!9f}&xz?A7{5G@1uI4C!DM=JA^%v3N5e2f_sD@nou6wU0FZx8h z#@2O#Wr?mTEGi09rPie&prS@L z!0_o*+iGLP>m?8)2KKTWw(#}&LQ*QH-g_>5R$c5FU&W(@EFrW23^Zl(f zjB%`dwZqE}y82RqJVd6SfL9JkVBX?*H?cZ38$Zg%YKb0I)097yxe+cT=`u0CKG4K1 zRvv7~|9rm>f4#vf?6db^KJ!Sj=<$8ArPQeLiiH3eW2q2CVwifQ*pfP@(9X-R?K95a zV6el=rd^{ZH^MPZ`SV%u8uo!Nc|*SS?e(065h85eO+;)-KoeM(r+KY+)mqu36#QtZ zH_Cg)&yptqRwFc?0w1ah6f$0p?8ZbXNyHxsxen`F)dskNeDFQg5;` z@$qvgyJ<-K(p5tkRUJ|F_Ln-tt* zW4)rA+ckjXj)X6aU2PZiacHeXGgqaA_Vfp)0f-9j**@I>+)an;cb#70pF7n5dg3!1 zejoX-P^jiFT~&{`gTUWm9!)X;Np3mTKBft=mSEcn<9s@RSBcltGLz=tNY^^8BBQH) z|G`{Gl2vLx*pNKT7iOG!q(btc1{ zr_re~^w8E+eW9?l!DWMed4Q)aT^g3x0mML;LwgDkytg%P=Qs7mYspw5KG*&82gG@cd3^dmMCuLK+bT=Ll6lMMXavdi`iFNB1=9_v`niY=J>@0wAJ4XnZ?tR z!K2{lseL~;? zUm_yp9dNGeCC9&HoNIVoXI@s9qr2I_q^=9v7zE-_6V+2xsBSMvv9XBGMCe{^LsPw* z9G6P^kImtZvpxY#RApqv+&FqE(Id)uGl1h3oBtpt^m*TmZrTR|)A?i9FL#l~KyJZ4 zz+O+>yq`2(qIGVvcRJ^T$iYMJ$`jFdaY_w9l(u;%fUxfUDi1_$Dc^}0Vn^FV~clPu%?2nHt=1n{$V2WtMMOCtEZsx=y%CAZ$saN;1 z%Qy(yeU0~S{{ro|q!*th;gO#jIom3N3#{S(`UDsr!Z?C3uq z`W-C{Vj}xNY~q@o{IFQKzqGCb9p$><6Umn79~cP&=t}%c+@ekvf|Gp|WTULjNw|Em zQPY~55;wEqemYJd48tPckkz+C3+w}?tj)%yRFgHiQ%AxjU)pLWdL<_#t%sO@)d{P% zOqb-%@kk!>46kfmAq(R&Y-rJu1C0wtPs+g6uv(w{5Z!`q5AiDPE#8P|5y6#j z7)jbcB;i^gq8L_JeTe&%Bf(V#BuegmD91Y6a?ezfV6Mf9gJ5@1Q+6h1D#w(6D6_ZE zeaYuAq;U2Kd?ubxw})SvDyf1g@^DXexk1=+^yM0aPsdT7g1#$cBioyf=*}?D!Wq@d zmS;#j-m2C~*$gk+pa&}Iu_WkdOMODI5Wo=O@Tlfg|BXejh>0a=@|_;Tk-aP;9fRg% z@4jq~WFkp6!P|pOWcNB$tLc~IWqxMH=>;77ZT#3^>_4@6S{Rxf+KifWB!EivXOMHy zi+d((N9d$;seBy8&3G{8T1D+~#h7k$xpI zNW$6VI;~su8g_1q@7Xac0Xme3*7iERuTy%#QSkc)vDVt-ukUG=8dTlND51jZWvzHa z1NHg9MwG#@4V#PPbR(eo1KVTsNI5OB@c9nT-opE}+nt3&Ptk+O!Rp1db+N+mbsX%n;?+P-fn0%YW-xXJY#zF$Q@98)>+T%b9IOv(p9{Sk zfF_rA0H9hE7g9&hrQy8z#j4Iwb6UcC*V<<}Jq(#aF@C!@0J7bA|H33LM;h0fc1}(pGxeS&k01IkHw;}-XUw60vRarg|F)$0 z`j;62Dj?m%J{aya^UleHBfz*b%3zCWT|F101=@Bq^(Kf2J+l=qe?0CR?|Yrud89Oi zOh=YczOF)_+{pIV>x$b*8|Rx`e83-pS{8?YrM=XFE_&2x$30Vb$}IcEC3M}y#R-CH z-TTi4@NyD-%{!iSP7prY&xz+av#+?-4_OfsF`Up5BK zFo*hoAeeg7JF&Apfd74O39~Tw5WxO!&B<-Up#;v*oT29eBgs06+6us&Ou21q zT`PIKE3-2WI$j^2`Nl$szQ}`!H>&XXaLcb_rO|Bx*r!yBOcK$;`@fTMOg99Ae>aaOo3BuM=`ye>4=Rm!eEl}=k z+Dl;tjKu|FHb0r62=&Y-xHu1>4}@|q_qkxmzu7)q7-PZ_d z!H)0mu6eLbse1aBq%Hv)HjpWRSoRSyl9C54o;)iycY**BL?G9ycmtHb$;|bUOt)&b zQ0F6ftRma*XeAdNZSR9*R}%-a+l*)kg5M9k{Dbp&!2t;F@q;8g6+}6?Z8pb@k^Kx4 z-q=-$Xc+x?f`c<&&)7UwxAo5~g+Oz&8Kjr3OrXJNt8#jR_gFsLsHW5>h1=OC9{&Eq zfM1C!d%d%1)9785|AHDB(i$kEJ2Dy&usrGeG}lQR;n*@{e(E$`rc$u9t<`rI6;&cu zn`f1sI-wR3YJFfYq1bRG24=@&2jD1Dq;k^3j^dMo9Z^l(=B!t;i20{ z<`oUO8Ijsib@QUD)tMrM+9%JM&~hpM|7>IHdm^yJyFIv&Rb{*27{I4=2BBMg2z1DaDA&bPTX|#D073@^Y`vOhAv!&$kmg1@XzBfcP0A3@U#WIWECc&wr2$QZ zjoJ&j4h`S-N8L9#vKyRx?s$$gjcoi_^wCfBqdw?Cmjifq6u`B}vPpA4hc}^dRHI;B z&_R;lLAxyU{JjsH!hk<>^W4wu)RbnG1LQo1Tcex2EAt4yCIwY^F&$*cd@C0q-wteD zI_|Q9!M@PdD=o1p_R?QXj649p{g&$@74MYduYliu{w!q+p2TYIgP^N-O3{ zs(r9nva0*3lV*qo-j$&SZ(rq936Qh0KQ(yi5(viC&6z)?6QhNGPli#6}%Wno&RxOdb2LpY4=@L=NsjlnTG@tyho{ zM|jtPEi*Ieyn`j~TBiCxYTwXwgb$qm>;jEM^^@gJ$U%so);CQ!KnwgeuS9MT|m#+3251AW}KbC z5{fGJ>?;W0aV_83dkqH`)58|lddYLIH@?`eAO5;Y7tfIhxg+eA@#@Q+9Y6G{VH*?C3BIn zVy7#4gxTB-?OXMck#X6C%@JJ?R}-Z+c)PSJe}<$rfd4sU#~f~Ygt#8zs;6tJvxvxc z3&IAx_>o$mCSU8@5VTvXRBMX0bE{Hy*X(Gy1zC?E5Jbsjc!r&9UsPs+Ko7WI$>ydm-<7&TN^Ormrc`u77W&n>Q(Ww^#{Z`XYq#_3#fs z&h;cmy{DXI6aOfP9*uG6o_9S2f;bcTxhbnEUc3GB6P%^wr<3GDFwIQNR6wKq+Ax>1 zVrO%5Lt|fL=(kl-jW{4z9$uzAb*}+nKs0F*3{_p%vpK&9#;b(+{Z7kISNS|dF8yQZ58J$zmx*9XG~d)(F_4-Bq%WW19PctEMQ|CtAEwW9QkIU{L@Yu% zNi=!t0W!DCkz+TH?s-D2GRshzilmjHi(~cU_t~RqjJ4Db9I?DjvEe!&wL~9<(^F+NpMvKFQ-)5+PQoPZ2873rL8JT%M+o6m?CenAreoXpdw5iYN1^v{46e+ z8mZ1BF{ByQU6vQwn~kaDf5wWfP*Rc$1S_r!fvqv_Ag;^_pQTD?kIl+pFaWwq_iTqp z$4gdrg^tn3wc*-ULnY(H5uptdBA%~7^gUcu!;Y|S6_54i2q znW77s;C3=2GJUaKI|z9f^w3X!cWtDvSMvOXsZetZC$hUL5P&MmKxRm_FEBg zt3)@Iy@mmi*efkb$yrwk*$3EH`L` z1RugwtG`?@YIX;{E&M*V-`-U9R69<71DMQG1m6k1Pr%?oRfor0@5qfttK_PVc?+xE z;jt4rMf=Ip2<3F+?bV8Qk)@36?)9+4MuUwFXgLQ3CwcB$u_uUm|2K=@IZge^AZX>c zzZ|6*XOO0p@(k7@@S#c=JZ zXB$c)O!Ez7rmM}O&ThnPW*qC9fdaARE@U+$4O@ulCh5(3|=1L0b+y_lay z7T(|G)rqeWVzTbbNVwU!8s8*|F5>j+O;mZ+XDLeihd+yjQ%i9XAdX)T6J8Xp*VM~x z$Gx%Pa@?F&?am`5Re_$mQj%7NmD=6HYX7IH+h$R-1(JOnUU}RaRl@~h(1Q?<(*_=i z_%+ON$I$O-JWWRc41xM1OpP|4F!Szas-l?Kz=rhE&~^zyCKU&P>o^H`+Np|MqZxfH z|CK?-a1lB@+{<>qT0wbWKX}`al54fXbN~UYdk%f5jNDZhma-R}8W(v1+HWbZ*!I`k zlq6)+{^2NL1(E}mu$zs(YpSC>@Yv>0+?g{fM7Sy!8d}A>`-vpcVR zMbZe-H-BpEjd^{5iSBFSkCLjviJ;^u=V_!~Di~PfHk4akc-Dle(e&xrx3M?WDNHEL zvAO;S8sLBSom$+>r#(buBj7fHS8oUyj$w+MIzu3$e0gCu;=|mp0#-tjTB9%WMO<<<7@lv~THfJXubT z)*M~tmz@v2ru_ZPL@G=fp(q!N-Mh?DudhCR^~YO7IFMEhvkX#_nc)seWk;J7ux_13 z8oNwSr)%}Rx*p(sll)t%>RT%K;w<_qR0W4w>W_E+JFF16mPd;h?1SR;E|1mxkC{xD z)j^xX(>*cCgQ>4#i4y}#)ud0|yw6C%u<%U+~ zo1?LAUiy~B2VAdy7gn#k|6TUqy;7HZ)ncrbtU^a{c@5E0RU~OnR9sdu9nyacuw+!Al z)nE~muHE!5wt2!zrhhMYsW#H5*6`N5 zTaxEzoGU+b1SHACUq}i!FT)sadXhfnn?ZL*p3ZMJo)6O$8_k&5uOx;Q(W`E zw=kb?>b6(GviY%BIhDY&ziiDH>KdhGi&QVQlEu{gEPJw0He9>5bh<5dD(FpnMXV-z zQT6p#hNAZ_GkFYKvv!6HUxsKNOML1_h&?N33Xv)4d&^AHbJc(Jv~rh52sAHaZ?yK% ztNyu&F+IKGFnBU!O3XM>=!O@qKZTpfJ0GL?qP`wJ z{0m@=|iY$&b%Z&v6N&5y|W!A5L79C2rV{KquNL(EB|MwS_N z?Mj^;juZIU6VAU*x)WGFE`#a**bKs1?7&<4M=v+%gg&Nyi_prG^WPor#?CKSYxhaPmW5aUoHf zvpVdqOU2T}rwwoi$m`AY*rl$BQpdO&LR-a%`-Rtyxj%mKCtQYo%66inV(h*Df7pA= zs3_mIdsq-8rBhnE1r(5$loF+pZjjEQK|;D)I;5pz=0N8SsMm6?Ipa9@vG+cX69F$o715OprT@4?7&P4F5a5L!+?B!kYK$5f@w){I z--nB20^jVUa%`o599?Y`HqWhwn!mOk7T1=KG^Ep|t=TpNpK|Ppv4lC~5v$PX((E-Z zVGz^7{M9OW$4|$D9_Gf(T!47szoJdVsU)l0-%?C~*fJ%_MWqMJBCg_B1~ns4 z{A3J!mORmVY9-cRCxQ-gz+LmgqyGMp-k`x@giAra+`ed_g>EnHK0pk2NL%Ri{i-u~v(VYHmgN1MBu zUw)jJJ>_hFV9+4upl)%WAwN*uFG@@8X=*&N^j(zBiC6Ih(^WABC zY*$#kndH#8md5p=Md{&gKV3)voTc%t#1BnRuZ=6T`HBUc_vHgDL8qH1)}nL!mtRrT zZ;}^y7v^D?Va2Yh36&uC4Qz#qZ-w~A~w&hDYjD9wc648 zyy!y=E5-&!{pE^ndA zmdzV0`gPOf_byy<3H^3aovqQASb@s@#~y;TIYhfwve zk{wcEhz=u4V2R@st{S32vLm1T{hy-13^N4?HYA+>l24IEkPvEN7|~|oNiIWA(L1eA zt5uUOZKJ(#uGk;|ixHRUFvb&c%<|=EA-p0RAi7GBGy5J~&zvJtso;$z+wrtLPHBFNWJq28t$ao|h&6K8r_+gXoBoxN$z9<0;{(-ooPuXuaXg;9me(dPEww77%aZjU zPk3Csr?j|iYR^gD%Zfa@2Ge_U74LY8=NR7T8J1z*`-{Y;nZF6WaF1WJ`Qutaq zqBSOb+IKqdIGTuTI^OnN`C*U*KK~)(YmXco8VypY(N=}#zFyF|#YIA`TW*t%>#nc3 zsm{Ft$uhMN+M33KH*y*IzEwG%b`wN31wQ!@a9X?94b}=Ut(b{K%FSozHzWlkjO(^Z z7qIJvW+5OC(n5sQWE}NkM^mFNwGs<5>b^v$Rj3S_BmEGQm~tS!?^cx{ANM)@DKI!O z;>;76&F``GXtJL6eHQ0Nx4Wq>mW2?;qxSpnMmq(QEKSiwk9lTZT6?^g2f=+ z79DPk!37uMtFB1DlJ()dza6AF$hg zCbA6lAS|X|^jvf}vN#4J=^!0Q+lU7W&hDKn(Lz_h&w_7bG&u=8Nx}8wul{IQW6b!h zn+=>2>sOV!M@e*Cne}sAAM76qZyT?nSP?T`VI&>Ny$?X*!1>6sI+h_c_>#Qqd~aS! zer6;!T?_W2HWe3kJ5UxZ@lUvV3xq54`3>B^8m0*S{T>O8dAGyert&D{ctOq2$nRps zQCHTT3o*KMD|P)HP+PvL+s++mztq}3`Ljqcbtudr4c2ZqQ1-hr+9PN@auD8wu{J{} z9MC`&oN2#W&HOL44Gkt;=8&`++{5R+%2st7pwu|d5e?#%7vA^X9F~8~!Q?`YY%?As zNEJw=IK-uI_wnR+c!mu$n@cQ5Wp260gv!(2-}XewFaK zmK;KxIFk4`Mrx(?+%6P%1-x?K(O>TD=uzbBP0JvfQRmr3&Il(a|9$Y=y~O6USr0#Q z{WwkZXo>CW&0`z>?ehHzo_UpmHsSX1X2a4noAs)#A08}84+l2VG&*5T+ZaU^QN^Ax zUDGFv=5jc{d7Z46Oqs{9FN?!THeF^k9yNDDM-2Np<)dKBqOR%@m6=O3O0on|;ex%f zD9cOttu`#~a75i}zBSxvtGs2|e8t7ZT}t*cjHlk|Zo{&b-3d3f##q!KXCmrwQnnu} z00+F4$VW~{da>A*;Z2jo>Qacg3zch@={&6%pR*jB?J_Tnaz@O7@bz~@u_J|vV4wwx zci2w-poP*@A-BCX`64ckd@;?bxKNA02{>Ia^!xjinDAjjr}yPqCKEmLQ7cwpC+gUdVqU)(0nCX1PoGg)6A`F|u2{@WpH1e>m2GNP&=tw^QEg|{wAf_6=M!3rsFe2cSV{r=XuKi`GE?IT2PUwmnyAc3~+O;GdV zfgZ@Rz7Nm=FhVbdM{kUoudV6ub|>J&Ejf``eHw94^MKI!pSIacPxAf+1+5UZQq51* zrlYUzTHvuGDm2;FhUl}rWq&Ev248WG#^|BBrmE458QdIkNV0JjLz% z7f1l&{9`1nBfIQzWNb5S9_XbhmqTS7_M14H^Gl(l)S>@PpCA<)ruB%UJOfrd0PiQl zJ9nOWlMrZ%xqiOS+^=Yq!*D;-C@1tvkg{AZDnD0E@+s)(!kqCN-BX`l`e@d)jI$bS z>s1t$8R-=1^Qkco^euTy(XO2{fN|7;D2UojQk+CpXxb%)mM!o=Y7mKWT`yfFb6nHWV&Gp&V-%QnH zeGkiO3eoZg2H_tTnG+f#b=J=s4g|Y)oqWKyRgQdPhGtUdZw7+|nTGrfqrEdzWzMkENJyX&5dM`#gUDG;Mp)MPpCJHvBxyk9UaXpJ8T~MN&c}cie z=fH8t&bqyK5dFRrqUSRoe6Pf```lC|A_fo_BG;RF6h1Xq z#Waf5b`d zN|zhkC&3cW2LhdejhFYiP}lDIYS`}LTbr`&Zr|5wEAQ2o=n)^sk542{tXzlfx)?Y> zel}*%$>h%&m(6jL8l|$~JAwDXGXDeFI*4G6VJ<3- zNbSnZoCoSC^0%lY7@bDP?xwAY6Ntnb;MCj^GGQ@F7Ht*-wMA(K)gR(jzkBo+Z!#}Y zB~3$IaYPS|;8_#fWb=6$nZnk4URqaB0pT|1(_>97zgb%k`6eb-SpuiS`E5G#RV>)R zfRJ_ahLBH>efw`mVeh5$I)ldH1;lSmgI^AfKkhyOGg6u{ADZ?$qbND$FCB))jKAD$ z`$+CTALGLmw$Xgnv^B=UH@l+}UzaDJv@e70!=TQK?-r;Ydi$pn@!r^0*E-D#Ika&2H!sP;1*h)<>vQ26vn~cw zBKh)Gg>9r&WFI-lvX~n5^cBWWzf!H$(4Bjm)c4c;gThz<6lNSK=$y{VYrPGm$wWK= zZ*-v`1NVV+EtaGjZ^E?gF!>GWa+tK(`xf!;XKYHhP*4?%tjQwhr0JPu!JfC>;~T}c z0q0eXt@9%Y<6lnJak5_a25wbJy@vQ9+ctc}3iVHMV_40|%zo&Q->#S0-_3gS%-^b* z8N1j#FqG?n7e`E|2`&;@mB|{z*boH?-u$7IR$)A4>~%AtcRCkf%C(npxa`H*Ub3xJ zFwBX~`hu^A4)r@zrDIL6qJo6ZgIVhjL)8Peg`H&5ieKZr9LWds)jI;0RGP`1LzrA2 zRzrgjZ4h4t36JW%;OOdQnVN{l>Bc^JJaEE`vWJgal^W6KeT1zyjF%pAU>tF1LUTGy zUwQwvU-)kb`svQriIaEAG%rUDMJu6@O*=e$d;p}o z%|ke7U3E>O7Ap;^c?MBIK14QdhAX{>zPL_AZEyTJ&1Xe5(p;Px z?S6#?Cy~TIDfl{DvF{WSS8*zV5NZ{q#>?4`IILvzYZIGaG!iH9-wgakHIEq^6j@!nZd2GDN3Ihp!=QrgEo#8O4w?M-v<+leOezl^+Z~v7V$A%Y8%RZSR?&?y+lcMV}IS8ZOvfpx~rm$guNV$V*pY zbdZmE_@v6Kr{Ere+cF`+zO~S>tXryvIR&F-2x>w%jfH3ZDw)0Ma;FMv!3St0Ad)jD z_$~HT1qmLMFYa;^jS;|nqxf$(hwPU{i%xg$clZdS+%I%w?i$Rc~A=gMI3#LRWQlfS4iT3X4m`&2GREHuph6XG;VbMA3X?*S_sK{u6)Usuimko zeQdzc(u?WbTWYoquPgG#pX#sCnSb2mU; z0mFwY1{{RoAVKh;@aOhOd^iS2h*QEl9{--a9vS|SX9Un*RE8K}ESoDRvu?+ULZSC7 z(u*j=GuR^2=2VoRX-XDGUfZmXw)?+k~m zB}-1vvcJ8%MM5Te_{Z#W(nW=xOPt(K(+SR>B4rI514+{gVQ`$80BpW*M?%dw*p+ME zzf|KwS?S~pB2Is!5568dOHr&roWW7jXMHW$Ih{>XzIqG|;6pBxv0GwY7>T zKJ9Z-^U=_^2(K20uhBrR3>51x_Vs4=8@!#sRGNAh?<0{g5t_fG0Y`n6N3Zg}y?Os=UGa5q0Q?)spfQl4u+q4a zl$Oj>^sevzrjyG1B=XZv&?ZjPx0WzLyZ(Rx?cH~#rF+viz^~!OCKoAThcdA1z(UOQ z&~6S)kH4?nkGBz^irP0yp2&d>IPqt}hsp}`wH-y+|>SCgz*Sy~**!GkPN z1Uy8I*M9Wqcp51OEUtd`+SxU_rd0~5KNahu`O7Gmd~DkawMr>=CXw7Fhc<5a-uAQf z5TRWJV)z0(AEG$KTJ){D3s z8ALq1_Z@k5UxzBn1SJ(GFK|W-Wrxnc4EXVm1%s^`fTJ&W?3ZM6Y?CjZ*l+4zcmVsY z2e6Wm`qQfDfUXS1fOX<{F=cd6z14Ogg6=Q%UnoWt-yDJYc8l)C|KZk@YYULXM4pxL zs9zib2Ij^ibKc=zL0Rs0KMZNm7TigOA+ zd1k`dF^)o?_p}Wft0ExA#G*HO4`P>st`%*?*8(dSf^lGuI^^f_CHG$^* z=4hgXz&m&4ao$7u_6-7idJ10C%)1Nt@`3?+c~3|U3OjNyXRN`#PaeTGe2pDS4?o!t z=y1?M?fr2Uj5sVBPp+mEk}EpM0i8EWTHR4k2|xqY@7Xoi{B)V8U=w^MI(0jwD6mUM zT4aUttk-Vjs6?5e0@8vk>e7!%@s{A~6YY*DI#RcyyqQJ3hVW_^)s=H}dX?Bst!3__ z3D>-c`d8?DEk7mk|EzwS$gqU-N)JV=)@=JDnnVG;D5j(K$^i$AeEY)KVz425Ab?rFB5zMYic<#P0{n&xkR=A2pj%WxOy?Jpf3<&e$_7X3v@B2* z1(#*bCPjx{hl@NDnmAaSwOjN&u1xqnDXtN8yIrFq^8%cc8;MlGtC>K^s;tRdn$OMT zvtQF4?QF9oCcqbon_G$5!=UN9di6QtS@21P?;O3_PnW(TaB}xsK|_h_zw}6?_6{Qr zYEhx?KdzRCr`sU+lx)F1*lu|T9=E-kXBQDT4|6$n9YrG<4Fd8X#3b>;D%zHd3+LxQ z*~Aj%lH(aJAkT-gPFdw;1=&CUQQ+r)X2;K-A*2Iq-got^@-q>2l7S}&4<`|66I|f2 zv|rf%$W<38s!j^0W7`>xG)&U!|2i*|2=;*kSa)ILPkwzVzguH`YN z%xBZ3{|0;CCEVYYhz!-A))R2y*|C(v*Ny8IJL9)^4#nqqcH8bLH8n*s(2!^W6ppU~ z?&dw@eC;+5`V6boAR1v5E#iD%ss4^(9mu9*d0!e;4;#Hl2W5BQp&{V`F^;RbCXS|7 zB8Zzl!Ba+Hdgb;LK=E?^&;!176Cz;6n)V-BKj&S z3e^#hkZ-pMVpq9gqQRH3%%Gw+-b`F3oC{d-w1RfzDhQyWFM|JCC2C%6!hzlLK{G68 z&YJ`RK`r~nWF<`ZYpw?F*K%`tyP!)noB;4PLOg~{(k`8jA-_Z0aJU=#)Klw7p^SKUv2Rou7+S!8Qksu_~mH%1G6c!>T@?Xm}M5o*tzvwQ>`DjJV}3D zE_<Q=viS0Xb9wmdNNA?mW9(+yW8|DIGGCt70qT3`(^iEI4_SW7s^T1pbOXj zzCbk7xk9ipS_O9^g1)L)C+qTzT9N3l!i>n<=k3;)!k158S{l#bqICl}u%+!yN5VxE z%gfs1%LGRm3RoC1QtZJEiZPpa%SZsi<#820x5b*Zj22&|LyfDYx)RHxZ*(fbo4~Kp zFS;=aBmOcC75P=51PIhkrIsCgs#aVIe5CJF?5rNQ@lwR`!d(ktuB;CD?61&pbz^`I zH6Lc(7fZOx|HeD)l;VLlr_bI3J-r*~NbrC!-3ugjo-%Whrnc<87CX#G9yXnpuRw00 zJNC0Xk#wmqmcaNmcbKIGl-d>@M%IFHfM@+g!yMSyr$2cl zUWWqUU5gLo4|QF4X={$ga_;?cn9eI0B&e^N9y@|${RfGZU7m@R1H?rHvd!t6(mucQ zAmw&1f4H6rYgEqv?8779{BBIYaja^Mny%t=7im8le_f zcrl_Nj=^8b9Km1h*TpF~JWO-k(p1FH1IB$_6M0{Ke+>}6%4p=m4$4nrXQPwZ>}<85 zw?{rDF+2?^F0P}|$#=hx3Pue6*=$_U1A+ikxz@}MbTfGh<4+1GCL&JkWeHt)d!{g} z6#5qSv9kOCZuU`x>tpC-;V-dFsDJcsUoQL9MW?XCQKtkVE*F6Bb2x}fGrg^MqPvCP ziXe;s$;sw*xl@m{aGY5qO-7+I8bq@2wo3SmPu zLCr-%zlE6o_g@r3i5Ozl@Nm)KvbFgX^M(?ecn;_sV#R{Hbm`LRVYL7D$Na}vij~j; zHmB(fN6I(m)qZl!Cx)n|67qI+y^WbL5|1ujf-vIxdd|e?Rn*O&Z;+~!uG!MR& z{%=qG|NqDTW0C#898(qZ?Uft}Zp%|=@5~al->>0IDhy>#uIF=H?jCn0tx+tAtb_NP zFbpeiofIU@?>%kmqaN?+5b(fmNI?A`jqlwgChY0T?5Ji~e4|Ooth~XJMSstjC4AeANx?PL z?*FcEY7w++4o)Q)tJXwW;<0P1lk&N9D7smiF~3CtPU*wSW? zYp;~SDuH;~n1B^)*0lc`jXq{>mgRE&d{=+tjI(X3*?IltEQ$@3!MQ!&xG~FTsg&$s zZbsNtZje4%CyqRAllLRFH4w+Tqz4F}JRWZl&M+}AaGvbhlMG7sC3bUH)nz`08D|iy ze4G6wNtuaa@YRAYdekotf zla$|#?~34oL@jq)o{Gz*NIY&Ofy#1F_hx5{*}mdeW7SzUk2(e8>Fc-U9ny~5L-YYC zmx&6g-0vX@BLJTmW@Z#lLjc1&!`p1KMhx}-ZL|mxeH1THNGs->tUXatE<;oAmXJDR!-`16?iBx>-rG6Z8$&78@xlt$M7*5<$97yl<1ttdU? z$k%PUh|?eIv5{RYH0NX1yAya!Y}^tPOB3);vMPZqHP|Oln6B68oa~p!i?lv?R=6E$ zbrk@!3;kzylPkkx<$D#Wt18s2W4m;rP^|y}5CNx0e*Ulvux})vf2SYLOypaF=3<*3 z6s^X|G&1Cz@9~J?Xus+$ea>$+CUkwAr*wWNQ1|WQrVQ1e^{bkbO^uD~X)EKc>2l^o zR^fw@fbiLl&hB&m|4@#GO<-kLA;r^;KZD@}${xMny&VO= zo7lt6e!9V?e1#LY{)rzECz4= zWt!!S;N+AyZYej3WOk}Ay)>R#wKt_xUL)ZY?yM_`5Vl|ofUG$u6PR1QTi2R=D#hK4 z;U*cH;yTSyx);qmd#|N7w$f~4E?CUsm?sMr?AO#*e(L25IL<}s9$)-cEZuV4XXk^& zXPo@Dvy1;VtnuQls=a>KJvzf9_z1sSjfkr5IPt9c$QRX3-%y6qXXir(8ye)@=G6)Q z-#pMr@)+aZOx$^LesUs9NAqH~Kk7o0DG#&5Hia3NIZ2kM*QQhHW};%+MYY~bcCQb; zv!4l^a~Ic^inx@9qo_c8*KQ)KUOy4Tf0_>IE{QCspzwtzji!Yyb7^>N&|GWv_6Igo zp!ZCLDn-w%-$@|S#c-pRc{&7?sXczNE)}3l^iv~8#~aRhdBjmKcwp18^jcS-4pfp7 z&ER8$ETkj=IxODrMkZdP0Lqh|7N0%hPTKt8fO}0LiWkWTK|*!+f~#KYcV~yI=czTD z@k$MX@n)a0*pl^KQ_lqFK8hzv-I6a^?xf|e(DE(OyK>!Q^Sr$I{O&@uNV!bUoaf2&sNR*SJ5jOu8i|9c(>6N#2@Bb_C&k{%~Kpu9xEeOvGpktZ5cu)+T%o zn7>4C)2)5(Up9a3xEf{ISA~~z>EFEx=+b>g`4EEg-M)N!cG*ili9;LL*~;bH<2E{8 ziG482bh3AcIN|z3#ZdspCbc3#(SBe zTKZdu7fwO~Xkh(x9~nz+>l6WLFi-no4lc}I5nF|H0I0DvAIBn*xfBoi;Hp)3gX}Kr zeHB_7$O^p&I~AfM3B9u@V}e(8SC^Y-J$TGgPt3n$hd(qaKCXL4)0WPGPvXzNEpk|; zgkV+UE(z3HQBV`C&CgXUqOeQrIgL(pSL)lD!>vKS=DF|uw=v7?X?Akw`mNO_^9W#2 z$*VLZ4h{q%^JA~R8Z;{ORR*%G)4{^5UB5NWJ|Z}dN`>O>n1`C4H_C|EZK2k1ebX34 z!!k>TK<(r|3js)*RurF6zWfcjFAN9AqZt+x^R?th=8n8-IVa{B7bfSn&ZnlKK^IwB zlQ_Z_^qHbE%;D740#|OR>S^fFr<=CU1Y5c()gDgJXCDfieD<{|+iFk{FJvsXM_K*t z)p+Zy5P~gwqv>tw%f6C5A?tSh{dD0Sr}vNZQ=khzS`P|==BmQaH|o*r*ssp+QLz5l zDqTgA5Mrx>^_k0(hc)zl*@2khDnNd?P@B+vbi?VCz|LfpHu{rkpL+Ag`C}t4jouHN z_p5F8)?7$19`-c8Sj6iytMGQMnr%yb&jakX71E2uE{c#!xB|8x~RPTA`Mx;iLd?g2kp*>7%E}MqVix-92RQL?2fI)(Mil0)kVzrZoTE7zJeTuwij8#vTLYmbvUWtau|LX5jc1tKd@>Gk^%i zIh~G#O{ZEvt7)&%SRDF43g;a$PIWgAgJY-!oHcK-NDizEr7ubrxXE9pDNPf1yX^A` zoOKbxZeEhCX+mDBtEB$@m4G}?cp6)c<@ITis;_C$N54^u4a)hhM3|$Y#MA3&>Hc)6 zG%X`q&lYfYF0I#JZHcIxP<0C~5t#V)5NoQq!WMpuboADuSvxq7XJ(mze@3~GmCA$w zJ!doUdV09IWUZ}8;auyfT1^{^L*KwD0(M##?tGBV7@+!P4Npvv0?sWLZl;*fthVcR zI1wnTq9(dZ);coxhlN)UmNMt|=0yjJLPCFHot`4LmGB5p60JplHc#KbL1V{arV|{y zD*s-m->yBHF=d;>zD8=9Q}g>5HC9ukEi7aFv1&6<3p>isTsPEnoz15E^`P26NvYA7 zj|7DH@0jJ{&_J*kBCZd=GXd?-Xl9)jhc7}qh=uDI?%7k4XHNRUTWB#f6Mgg2QNMak`7EiSJ)7}7 zvzs?Xjfg-Q1jxn}Zjwj7$FbFvy4f^@swd;pn72xwYl51kU+(W`*YGMj-`P{;fY<2^ zf7(o+Oax$my!UY7(kd8DVbAg*GXDFh8sKpg5TEI=8tr}5)XUbar?Xx^ybmNrmhjJ> zq$VGAPM~KVcx;F?J~?x*i6r}JSi~wR)(Lt zs>t=A^?qjcTy~w08;fv}3DH~lA@eK|dx?MWBb@LtDa|giguyBi_8J~+<&z_f9PuF>e|uP@C}`;K&LL=NI{pBwj-owVHt&aHdv#kKMw>FV zEGA_cpN_uHxZI9#a1b+e-dSZE45;z1s}-NWCg@=z5d8FWH+|Jq&~^mX6IVFuDvAL{ zVU(TPgXbz0G6&YjVYHj@6Y)r@n(1h^+NzbUf+?zUJ0x}C!X~J%4;yMc(vtOlc3$uN zVk{Ch_qkUSaM{iAUEt8K4?$*i6{3RnjxAiZU)N;Jqc!#)8XVnwz+;Sh%cu8w%5M$K ztDWYn%A_MG83jSGzey2W@(h8#l@j08=+=;%!td1@Di$b7ApH^1!B-&zz*dhrMeU${ zG44X3+0)6*G3B2x84w&bHGM+!jB43t9|Ikf6K5j)l!l>ZJh=x#N-+c2nzP5XCF#Y4 zbK~M0*-uJT%jxQ@)Mux=wPu#|-mH#YT2v*=mYo3Rlgi10fVHSE##lQ+b^D3SP7(Vt zRewM5Mic!u_8)9&Pf6W;bB;%SU^$Qy+OYv!V}#m#?i`F2dyY&*@ZPb<E_7Zk&NuuMZp7b} z0U+bb7c%ubdHqql=1(F)@wOj-lCMu!h7Get#kl66;ZMN3ut6zv8o{yXxjUWqf-sXx zx4FNkOrn4zFh|TS0!T{H%BW~2QmU@xd?P1jsJDN<|ZB=V>sTCe+gfAALWeGEVi%kh$6a!~^0vMSXH%su?zw zTFy6|{&}~Exw9^cXw=oQwr4EDWjbDaec&rF_L91oqHsQj^qxKeNP)JdCCfe-tj8b{ zRZM1WQFg}!Mb7JS_jyV@sy^vFo)NP-A_=q~(n*2?$X1jSuewm3efH~v1gENa6d}VM z!u4JEo6eUO@;uDy&z|A(KJ@~Cc<|=H$!8Q-#~9KD`Xz8-*2%+q!c77*nLvF-pCgBA zH4gXy^fv%IA^FEe*13*QRiGd^yW5nKR6QUO;F2pNfdf^u0M!0{!JCky@uS;!h3Ww& zE2wdDh1(}39z>=%+X!+Be9oTwExuvHj2wda&G0T=rdrM5C-?_Jq$0Ylgkt~dSVK%T zQ}je0*A?%BLx9+i|8`6FdSj-WW0nyKT2BJb{_XRIWba1w$KqjU%73TZXeZ+Ak7 z!$Mb$`3?kKELcHMAMG+z(BY+PVjVl1J0B?-<8kGhY&$p5}QZ_mq zVgQ$`Y0jPR2~LE*3l263#RFMjOhhD`s~RmSjY-hA0U}vCV*j&YqMm`_q<5uqcQGI8 zTkfO03ah1Z0ppv31f%;t1X4>T*yayGcIfkPJz@c_JDQHi_ZT-c1pIXKQ|~Fm?1Oul ztY+GZ5PD_6JZrCr-l}`}B;X<FklMq)p9-jJwqgqs#O6)k=}Iy1gm2thjJ`^)yxa(uh}X{&YA6ZuC}j zSASWba@&Hi6ztNmz&Fw(!EQC^bZmjFHca$6!wWf+l@ywb)4z3j5)}JNKS`p3T!&mI zE8zlig8Xj5uD^fvWPmKf-^b%lW?*)gbt{1bHW3kn^GNtKYZNL0@yWoMe>~ccJ*F4_ zRcgW=DNE)=ZpjE`Cc47jd`;eH(N%%vPFm|aeJ{{%p{&0(P*8Zii>hb-M!a#Ni+(A@ z4ODW_fYbT~510onz*iE}B+t~fm}{Pdu5kY4U@Y5R%QN*n&lWo|1a-Eo3bDHujBcdV z)r(KBnG)OssJfoyT^?`_px-|4>TovNP8wjN9HlAuBzLjFXqsV96GW33@g%!lP&Xay zYo?-VU%{%fnzcRLdy&ki62t6P;8-ffWm{>c_dh=*8i_*$0rHjfq}tGuOyhgn6p&_7 zRB@(|n9rDIwl+X>jSN6h6we_<@H->FpDqsnQoe8`I)t=OFmkXCOiWVDf`4}&eTLWz zy58*s{_b?-E5bpY)zL-DYnnT>7JF1~5V#tJGvoKms+;1P6nesMziu%?=ZQY+bzaBF$z4ZGZ=aj z?jNY}swVUUCf|u+Y#AWI5C@^xPVHCA(!V7SSBYfzfG~5awh<+@sSQ?4@#G zVw0l2QNn6^+~H&9n){L#sCBy=;r=fAHZ0?MI;N8Bcn6i*lL}n`b!xQdiDIVC;sUSKQ!7K zvk1WA)!9*C81+z^iVddnn3xxYD5G%D+cWYY-v;))*?F4>rc%Xel_{}~HhTy$49GY5 zj_A)xxszfn5Ev8Njne;343f&CD7^*D)f^vW&we2L!QbsITX8s0nEuY@E+K){)9%?b zL5ZB(U$2sTGbp0-=IW%>n&6aG<(553kOFQt+F#xU3S6Adx28+kOZWoid95m(t#>75 zU+?`h38H`rk5u=n^f%BhSP{wOvWjwizgW&VPdX!kTh$V$LU&Hdcl*|+&ze!|MFEX{ zi;d#8tyfMI*U*_-PWYSuJXW z;*t_I21jCoY_`(fJ>K&Gw`70Xsm8(iQ&@))S0H&pnaJa&{+MKauzoK;w zxV76y&{N$U08+5@C0|tR0si2zKeH^8n=Q!UhmBSfhtm;ElN*2(yAsLQ zu%nRrB8(ks_zKai8yyvySl5Y=|Kw(E7L9wo(;LMIK>!=)(o7+PDa1x{_0#%V7T}-U zsSAq|rHo?=p+DZq!v^k4Ruix#DA&i&Cq2VmM}zw@*Ru+=>D1axi<{aG7a1GpjKvtz z0%{q2Zx2V%{>XGJT}%HlP2aP-@#u3WxXF;5)HK!w582_QaxpCdgQ^Dx7rB~n&WsXfpfqxD=bk*K!ricMltQie7<-PmU zpY^R&A)qtE^bN-<)*5j&!CLEgL_-oHgCKOG1n*n;{sq~vN^{OL_*XCYx5%lg@`)|- zTB-Lr#to^aZ$!yg$B3GaGrPUfx$?%Um`wkF`j2{Qr{&F4%_5Orw~N@-Uwc1u z*2oN^4hRRE+F(%EaD=c{wi(M(AVIq_mcMxR%03miT4FO2*4fXJY@V%KjegU> zmhZ2Iac0?C=}o1+GjH4D_l@|%F4^^Uu5^yVyW$$Cep5o*Ou3)w-UT+Qtjsf;RIHL3 zlvPTq;XfO>uj5yc`_>KR)9~p5An&!Wn z?}*dlgxNlq2nQrRB%$rY=&rdq!8RtzPD?qc1WA!WFE0bv1zr=|O^Sp}#7v)-nXaD1 z{mI8(livQ!e5Ozqz~U%rYxSb$j6pLe+09R2Uv-P$BwB*Y7If1eB-$UH6{F>}Z6*KO zQ(%M*H{o%~b7(F;!vXd6`0uZ@X?mW*VpkIVZBjK1-1Z+Md}|?UIIJDj6}CQ#dODAB z_~9s%hNc>|JJSmugHa%)@Z5)hAGu*fT-0WjF=9nXcpksIN=*K&{i;IxhNNq|u*2Mc z(Zkw|UFO1|m`ZtU+5^jetX!8#ttk6ygNub-D2J_~N>tR_OXmlKz5Lp5e@5P`rVw-L zRV#=<9;7;21JLbfOSKD=sx`wFNurK~&3Si-J_2kHcd;>0MCFDust=xXz(qmuGI2kT z4gMv4F*j~9d3_eXX@S}$?lM?yj{M!?Pvcu;_%!=a*Y7Xg9#uw;*;r7ESd#7@r|!3G zlTB()-pgxCO%FF~f171A7T@^&(kVhNZw}c-|KmBj;PPoiwnnI0p}`8Gtev^ujW@J` zwqCoB(9-~Gz1g$$(SjUa`CK|7U_2fD)eI+*%ic}*XPhQOwW&oVy74sDH-ug(-Dl&P zvpJNRUo?m~=-g0fw-T9i$ZLv+fdV_RQ{1`QYnKmD9fAr;Z9Pw;%tgJkmIC1`zoBE@ z$3Z`>C$TzHt6Hc-5MdnKOVxV0zHYsMuoA}?z_!2#iQax==S!-v`FH%_MOEor;=z8L zgncV!H0vb1?)D3K@o)lDdws@Vd3>9*q}@B?z~S-8H20%ggSSlQK{ z88RB+=Czq`QdDoRXUqVIt^r8q=b zltOftQxf_1IsORxT>k%OZ+Z5qy$N4r-1hU+v%;j3o2P-xBi#5_{??l8 zOwnAN#s2i^XJspYTkh*EzWe?2z1m&tay_1g z-=8<{Lh8qL4)s6g+%o&c@Zz?bduPN$Jz#B9 zj2&Xs#84NrHNF5XM*DS6v%dpWW(TP@W(d9udV2CP`huqlp#=rcJ6nYzr+X>&0%z_$ ztdsA=qZzjYxGt@`Ti`ilC5#ITZ~>WM;jA5#A#Q?`9~FSM%58|43a%&=o(eg9nw)&R z&-<21=2PG$T`374r&O=nkq%c6VJHIKAg-hlhU*M6g~lf;KyxiKi=)wWBDexdKqo0S zC7Gf+9BIj-haYe~$)w3<+i|T+bYL284pF}ISKhm-bnOMvzvaMV6&XBT{an^LB{Ts5 DpHTH! diff --git a/docs/assets/images/lit-coref-metrics.png b/docs/assets/images/lit-coref-metrics.png deleted file mode 100644 index 2be62bccdc97b58f1d056141e793275c70c009b8..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 124661 zcmdqIWmFu&);5X^!97@T4-nklgG-PA!68_1AKZckg1bWq1b24^2@b&qhv06(?RL&N z?>XmtzvQm_`_7tK-P2vwRkdsHUC(}Yb-1ds3_8jS6c`v7bU9fmH5eGs0SpY>Aks77 zN`TR50t^hAsFkFos+^=Gg{qUixs{C>42*1eq86gI`T%~GZd{C*B`hfa<1%O$6oVsy zO3{YIBY{JaKnO418}*8@(XGlKT_5kwfj<izTN*XaX3ieW2FiJF6(#I1#{mYHAGkSavX!3jIHBqECa+~=V6;Q# zJCfabVX15@<`n84=bj8Bo<(Q(Bfx}*@O@719|^u@g8|cO(TpPczuX)t*o??0e49fX z0xQuf`-yX-QSH;@2DoFGP9zDzkrPIqktB)_9%kC@`y^^3k*Z`Jxrq#=3I#~)Ge(uY z-O+Qho+2z=Nn-3CHJ{h>m;yw8lZwPM8x9;HRo*PsdCy;d$K7-=zt7&iUZLfc;n;xS zyiHVev@CTQWwURnDg3BVh0^2GUHkoI7&ql3#p=KTm+Cm>8ScqdVl3_gQx*xt)_3*7UXOY1d%|M+QCE&mf zak=(brwZBXUPpX3upK45j*9#9xd6G;4Q$m}6`ynhZdql&(hWbQ+VXRg+15b5UTqDb2Y?Rj=8?og)@8!^_p5aJ_cS#ZJkze(; zog#rRLZ^u=R3&%^ybIlbEXc-!?!FaIG0brI)7^BQa; zrbg&sBStyqfuq(=X!xD@m|ct+!_Or1;K%sO74s9wq$)I)bl{~2XfE64;apZzSF^zw z&#K&SI9h0?cFnsc#LM?`?3VIQ2paNa6VBX?VayCAI-qhRDM55Ocs}D_XF{J32D=I; zm6cQ4S5zhq=ypK|&&QnTaZh&8WDlZ)0F z{6#OkQEYVW2P&*D?bK>|0b-;-QDw-vXQ3kfPMVLpD{VlX zt%{~8UZ*NKg+uz8LzV7DRNoie2{aeRcVYNn6ee6P@tP6KB*$`+Cx|WSZ{bKgVG1I5 zjp$N@`#QC?pC<)=H8rupc>5{QR8yOI1}XcTyA*dHBJxuzBV^Lit1(dW6qFI6(!0H? zaDsl#(u!fBx3zG>uZl-KI+=Ks+AS}31Au=gIdnt=b)F!dM(E44j6Z(K!;*Y|9O7tfhK zVbW&BNvEpl$P|6e__A2o`sVFh9?eUQs5kg8$J7l9TMcglos!RF@Raa$@sb8Xc;SO; ziJ6Rrnn&MSbJdEHH2glGaA!9syi*cZ@R5DUkym$BH7hyO*e-tiZKlXT)2Hb5+Zt8V zVkI>u4JIwYd^hPbmCRDRqEWT&Z)0yNR7Hz@6@0{k3fA(mzs8nSNtrhENq@FTqft^A zp-{>)uiD}nsYzSniZp+1I?-5*P-dSa;A+s z$G@}nsJ?GpJ}EWMj*W`#c#|~o;YWLH05I#9Z@2=y+#d3FBcyaoR~YKU|}@4E>6 zh^wTxNpeZ3%=^sQI=k-4gZYv&h>P+s@iBJRde~k24S3 z7VhQu+6dfB2~TG+evgrd~VV7vGcJq~Dz1yI+f%&9l{{c%`ty zlfd`D%D^qxv})Jr6v9_^#&rJZtfv^s`Iv()jv1sB#2IKEcqh3iVIGo!LHjWzv>d6e zm*>6n-1NaCTXf}|@yHtEn&TRAH@P(Qbr|)F{ybAiU-=6!(H~T5ggWF1dC)f{d1O+$ z(kh=t@FgR|ql&^jaQ2@IGS$;Y;q&s_xi7X{`(K-#Ug4DD(jY5^e+b9LDZyQ#N1!WH z+#})jTs&}0j=zXU7(i#pPv}V?Wq@A~>Z>4H;q0=N82FfuTSljx4R(xs%+HXcrz=s~ zQWQy$msOHq%DfH6?JfF=mR~i=ICge4OYL=)ycSZ6s#Bjhb?I^yT<3T4xrLQ=0 zS+QgIY*++Vp;G*Wk%`ONdFJlm+d<}B5WgJ%ol~Ndx^pxNcko>I7Q<`x0+n5?xo~-@ zO!c;c^3-`&41(kDl4o>V+#A+ioy4Fv;yqKrMp6{!Y475W>Z))mIWYgeLsm* zP=iqY(!<9#Ms3o}IIJH_%jbsYbhjy-e{6A$aHs1EHCPyYZ`D6%IIr1$GT6|rt=>5d z%t!d#8`69Jsl^ZZ=4*jeos^!Fb?#O7NW_VBptNm-K7NJaeOZE*XVGv~Y3sod&QY8~ zhrmPg(QMb(U4@0DCf0@8j7Gi2`z@3Xyq32gN?+;CwS71!Zl3-%{k3GJJhgSpq{;eb zt1h7~t}b(*YKFU%*RaF;AsIcD*iHkaaZtkbO;7K}m)d@PTIn(U123^1%fh`?gwfDp z8Kv%i@vD--2J8kr8?S0%N3S9K$dzLEo#U4ar>=z#7Te`e{gG+1>FE}9H`WqyYZ~r0 zFS-M(72?K*+?jT_eUVHbv%4%&Fr zMJDly1s0*)>U9-E} z;@tiS`-ts!_n1B(x%ZpLN;nYtEaw@XSie0WA)u;^V^0Q>W-EN-~5rbvZGJ^ zi6L%dmwi#}r1TZH`ohl4C-XP^2m8tPQp-DysSf9tWylQz_UCq@E%DCV(@TLZ*~cR- zDvgG>Vh`dsl0l)Ge$e}>ipjQfDJ>(d{V$C&SItdJtYq85k3ZD!Ki=lw7oAS-S&WWF zT|K+17bSmc-45RA-ENN)<$f&nwt6@_F?{r^yNupH_Mr9UzV;j-ZsQePX>PZD5k>~S zX1QA0zWPf3OXT48`!)28VRv$JY_dJ3z4Y$GdEKe*b;DgyQ&139R0{PSUZ;`taMjC_FrRpfyEC}#Z->?`Z|M}R2pr)yH;(W(SH|uStp5jLV zL=>OQwB^i|lwcTvb0ioL>JaQyv= z0e-*h{PPGO7XpI_{KEl$;2gOBDGfTvf&ZU#xIy3^jJUd_oE&geH+3>Ivvanzcli}k z?F3vvc97L^hJnGS{r!WLQ=>TnoC)c#LRb`Bo4 z|E~I9xBhokO=mMFNqbwMO&5{>%-6pv|M$&*RTN_VJ@o$)#XsfzkE?*7MNouT|2=6U zC``92zvrFAN=iioI09Ps`vVI^wlFXMdHj8TH`uDlybc2+1|ugWt^tNU$V6^M-z4tO zmYBnlXJAx#8AoFs_DU{{3MJ8p-a1U}Q$mce4hkOaoF=1nb)vi#r2@@dgH+PFpWpFe z=9AafDF1er^H|f7tKZnR^YL)&LhE@Zzw_w*mdDCAPBuqwEDUnYU%oV`aLKBb3i#Ur znG~=%fB7o;2a>Xa{&p8f_BH4wl=e$}SNY#siGe{7G=QfOgZuM0CK3tg!)y8=eagS~ z0mZHLnXEtP&tD26>>Q)yNabfO5`Sqz4DR^>82zvP6XT!~>tZ3wL~{%NOB4RU7*AjP zML;+d0q>>!1NAushz?NxDr?osb?(23Kn!jm3z%Z#SGKGc`jh^-R{;qsFeXdmYt);Ib2UF|?$qNL)C&^)R0(#FsPGTAhEu5v zRkCN6l(R+JgsxYEj7huqrc2Cb%k`U;)3~hi?UtJ3cx>k@=Vgn#=~c248diLDuNtHy z@Z&`N9`on9uO$C0>VYhO?EQM%h4MSk$(;wm>isai}ZHM z#_oHjE^OEWd%_S}Ug=bSKV9$7)PKBQk5+4RFt!kc4yJNi(6}EhR@<+L6hg;DpI!x{ z;5pUDPYzmFw9yHB{uv*HAxzV2k6$)&zI+e{?W7gPvABVv*5 zpi|7CGAz>}c33eRN=TYvPWRZNFDSPN!lrqxRJlK0l8i>gK_jlO-RO`zRjfHwVN;9H zQlwruSgcv{OXPJVAtezmyIZqb??DIEdw;jmAT+LU5Hc#=E8jCTqfkY;)R*nIkN=b{cY|)CRxP2k7 zQ-6+tKR0J0MZq88%J*KkG9siC|L{^GGf4{7Ev3Qkd~3v0^lHVgc6;*_n^2IZA7dId}!X1!MFHC%PtHuS9;})7+Qs-9iPL+CUv{k)7N7U zx85R~f#4dOg?c5nkC(fJ*-5?+x4YE=AVE+Kp@?^*_t^k_wbzxMK0YkdhnZ3aQUMpN zFyB5b(0bE$)@0u7_gHGBYA&lEQq>k?&bBW>L$ReAN zI!NgnMYwt8D(mDS2!f}%?U(gla9QSDUHpt-9poGnT5mE$Qp00X%W6psLayc zamTS%gY7~+hutFI&1SM;?Ma9t_0Ks3_6B{xz&2+M{p#W$W-6MtUg%Vr1RK)moqRLw zXg93Y>yZCo+UXDb?xRbgbNZk4iHa60941k%M}RGS<2tY^(#@;uGPo5`sp(=(TqJ9L zr;Tv~vlHKiD$`Jl=bGTEE_n3I5#ANciY5`C+a22mqpOQqLu*#f%%aC!eegNue97VG zkb7?H8QI+*UtPyhkt_%WP+3JxPh2FQj0hR6r6j1KsZQn|S4-}wLI~I-rc>YEh$9Gs zYQL#{{Uk!B-r;sQKW}Xhj4NuEMR7WY|6$JsL7Lh0AP8eI2hJYSaY3MOHp2)ZAY2Fs%%htU7c-Ql*BKnl?`ltqaxm$J z?8DpF8c#xfUZ@*5C^x5Bj}}VF#cwuf1aP}Fc^$XS7KWVcwO%cIjTMyyI$S665)<>- zoB;5r&&Ema&nwg$%9FnIcpsH|%P&urWZx4wDd>Ig5b`>>Ph% zy5-* zdLPCS@DU81s9_l#hgh-{2WFnVn9Rey6!rXNN!p9Izv6S1x#-wWs*Q*H9d_R!kd)=w zusT7xF$SMh0yln?Q7B~{7B)7xdk7BMErk`(hu-nol8W~E63fU!?Z+S97va zs1c^e*~Y}p+CAjn^`wy#=!91Fd%3O*r+`;6MixS_*jT0jx(FynRMe7mFk9^m5Wp$b zq8yG!9Ba|FZ<}UHxB9cM$HERU3MB1q4vTqRr>21*_-hz{n<8+@ZNWBh6$9&ZO2~eG zVU#2w*~tB5Ra{hsTku_R(RN)=<=iJcCIKBeN+{s^6sPW8JhK77lQhKAGCb$U$J8H1 z8b4QK5s|i{{1lLA`+-GJI3KFKF7RjgCM8c1VqLw#NM&R0IH(8+cE=7`eq0XBA zYSB5G>%)}nmFHrkqo-^sKZvzUS!tF&*}$`ifhrco80f)tnXcB>XlBXX2QLhP%xEKN zgw&YLp=5=Xb|15c+l%Jlmg9Eaw`K3}#H~yJ0%1>)!N_g|@!Ab8b53*B7rZ{J2zH~a ziA+nl)Q>)(RwQL7RJ>DqV7&>8779H6U*mH1ecOv1Mb5?6HV8ZSm^2UaDhG+BfQsP8hFZ% zd5ha2BP0af`B=g}ThLuugGQVAy~x>jYR{;406z@2dYps0SSUuD4p;o1@X(s1pNwKr zl8@Y)l>Tgmc3tIG>#sRnu4U)yZCl{!4cl9Pe6h9|h@lLMPf~lk*gxBBRwLyq4EV@B zMMcm*5E!nC&|1SWeYUq+fnw^lH<;cx-11 zFe@azDrj!K*-HP>>}uVH-i110<-GAdw{0Pf*S>rbmkF91%i4Y|QLIsvw*V16K#Vm& zeg2YynAa`=0OkX=R+Aa`094jHYP&M1qTZvb@wz%vt1(yVY6TO%6>{EEBog&)EuU?2 zw(xkkn9byA{EM!IQyQVZJ91O2w#ekizq@`3C1U(ASENo)BigXS;(YLiZs&7l|TS6i*)NPo$=k}VH~TWNLzSr*~z2xLU%Cg zSFH+zYL9bs_oS>AyYU?H`Sa0CexF+xW<^g@a;Z+acsi>wF?V6R_&=}y`5+tdAv<`8 zDX00cB|UUDV#N3TN0@UGT!+$T%a&wv8u@dSeD$;S?o1y41F;>rA=pZRm} z1j`GnJMOei>*6)o(^%As^G<|eC|ID~C{Nd9@AW>R`bQ&zvLG|TKl^MkxJSv?)SKd6 zENV`<`)?{yN5W|T938FZQDN~OIP2y`G4NxCqq}+|OkvFpCLWy%J^nL7ltOXC7Bl_J zDhY(XVR*18ZdFu6ZgPL62jGC{pUS_F@o#;l!D0eRm`Eob{u#jm6DtM+2mooA&zgT8 z1<*9bTcAYmr&kNKe`Ljs^1CSB}2oKP>_TLE; z6KSAC>Gx{=KNA|ir_LYXJdkp#{?3{7d;&^n$C|bLed=I=>Hq(ag6N&?&ycnw?ft*V zBt{JFx0b+a@cad}0kVq4S&f0p4pfo-b^dyO%brloEdKA3WdI}_8)qu~_xbxRdv^ap zy1$#A+HcdN?f3k9EAYQf4<=FR@1~dk+w|n4F8*$M&wiU83}ZUYUrkRI84y_l$^Kut z(Em?D1q_RUe}?+6tq}e;PWW#&aep^GTEMW>oJwW>YT)d@jq{o69L-;+PD&myto#k_ zXi!{O=Y(m$*|Fi>=J(hyXJbX`KhJOCEXNj=KF~M-E3|CLuU%T}87A88I{uBpS6cb6 z(S*$Z_jESq0MgS}yT0WRv1ucXL`x2!7(ryJT)!PO*ddGWwBcaEPt|wjA#_>k z(nja2_C$BpJnbL6r32uxy@aoW-K%z1t_(Q*3rxWMr}0h00T} zwtm6mmxKI=aWTT~(*Ngl#CQVgqR_UTC6lFyOn5AS7BrH5T=0Hg!HtO<``UIvSy(8^ zz^!Pv^j!OYsXhx0U=jpzB3DXqWT2Vym6!BSH!?f=+pwW>1RwoRtA|o3gA!PD?gM`X z2>$PdB4Fw_iTpueL1^Z=xY68T1qk;^t5`J&mQJmQsO4HPd>?z37A|YGIsgCG;+`bH zoS|oC`!rZQ0biNk?h7O`C84&kF#TRrPMRbCw5FUQ_vlp$`aQO02)N2uMi%IM?tYCk zkRI=edksf`3yVTcFge!>jtZXL>~&`GpeYLNocJQMImlF@D2$jPB_m%h2TE)C*E$rS zp-fQ_NGc_8|1G>;+hUZcN8ldotEEMlg9kfS4x1BuMsLJ1Az0tQdpkkK#Su3}z_r-r z0Q%-PPe#OP-r9)CgB*>~VP)UEOE*$)F_v|Yp7!yeiRoX;Dr*ZeVT5K1d8j?UiQn%3 z!SPLQJbo|q<(6YNiE=K$?%AFlcRa}hVZlZSu^p1;ecl)%DqDcQ*I`{8vo24Esq#y$ z4tavpzF@4^quEyjyPOt*YD&pGW%)|ZMH#~G2BR6m#I*;TyFZFTQ^vCsb3U_i>R>lw z&6-uib&ke}p-{2eK-qSe+ggrJfnX_LDjX-PP1OA;<553egH>d#_&BO|uZ4zo!O-u4 zmfv}6DilWC1&A;hZXBTQ|6_0g?-cf~Ki}x-v$ekP{+3*0Mx7)@yk2FOP2i~t&_0FcUx_{slSQLwlHdxy*EiB<#$i&vtW1FT)d zHv8+Y(QIvsE)0nL2|U>|%3o1}M<*32@(nB>*{Ut;a1NHySfJcRjtxT7Cn7}b=eVhl zr^(`Dqo`#GMp`UFUCR8G@&j9sm`Po3YM1rtW*S%hL3ncY9xM0Nk{G0Sx*QgbdV}BA zWs%(|%ZCy=gMDZMHl$!y8VJjgjZ1-OjKlG#RL9Y0VqWFn;ZgF|vUaUy?4sY(!_h`% z10XpSkCQIMIyS;@PIVuq->-EC$0>W5(bL0sq}#XaM3IY@w@m*lPJ3vE{)uQCIAJRcda^+e~3 zw_4@RF^}T(T6SkEP#yJeUH{QOC9;@UUcNCne`#uv7 z0Zhog%YZ^9B!QJsx(Zs~NqrzCer$A&kWy*3s5HRs^i=dXXUX;PG!ZbcbmU=wERWA^2 zp2lh+FV?f=iE3ZvZ(Lslz6f#eUIwqDTP-!$8T#@O zXZzk3ExNDxG^4a0u(dwV`qjrq`t0?~P717$7b8Y{w7ob~re*Ky?%g(Np}Czo;z7UI zOiE2XF|SD4WDEb}zQulH8;=->?k-@*lG|W(4{lAi_i$t;l|mk8VX1{<3Y9^Xp$%0j zHbmz~v@~D@UvFw7_+<@%$yz?{FW-evqC;Vw|Mh|3LdgiR;$HRQ&}VL+kM0-d5WsUO zq9z#}BH|uMT%g}c5*=(uqI~ivzh6y`L9Tv-+0Dq87lo~HXzEb$1>-X4!Pt=Mi zaP?XBg8klZf2QoV<>!p9J^J-Yv=`6O8@9zS4x&9Vt$@SUMCD1r<-(DCazB9P3fHV& zMCK-5A0eCZjbRx@k?`kvq$A(7?alf0-*kIGs#a-E3{me2h&9UjdL9`eB8Ri`p>xyDR;8+VzKX$65rEo-I7Zl)FzQR~KUo2om}f`zxj8LfWUw z^u!WNfvmiPJ30!#yxo;U-UZ~$75Q=xWDD+w#D+TSOSm)x9`E8_1-#P_@smK8=tgC2 zU0qC86hnDt3jBcJXD*@gSj&x4Jfbz4(k?%?*+TxixA6h zUF4fplOB!dplx>3K3RYSf7nY!5Ay@k@eU!TX}^GcjMn+b)orszJGR;hZ~8QjL`KaY z{Yb~$3lwo_Fz6{v7_*2`L?+Sfm7R5JZJw_28x4`Q6~3SE8v^!GXLSHt+H9%W)mNHr zBosL?*x8oq`+V@~rn#>n7m(8&8*^Ljgza#~3_zjEXTR_Jrd^fiePg!RT5#NUl|>;2 zFXG(j=2*V!u|-=Mco9P>>7ssp@FH4p@-kR^-XNq=1R#maTCim+CFw>F<7gFrRsC#` zQG0mXh~?d=@^6fm4+LnVLA<`TKl_Vesu5bgZ?;eC-H9A<<0Z3w^m{GKSn9)OIuCn_1~7J93GpFya$ z1tvoM`LI9_*Lfe2RV<2|+lu1CB~E`t=!Yv}KO|Rh49feX$6S(+0!Tq!Xm|3T$bYUO zQFq-ED;w|yl7gznW}gUaZweUmY>K)aA(?^rwH%4&d!S6DS;*1%)A+Mr&{ViLuVT8= z58DXlty#HS&|25AD6iJJR~80*_rqibbKTFu2G09_^K^#>9zzwSZL!CQcpz{H8@Cd)CwlCl2-KY;>F`N8ZZ zBuKO;HOxjGgh1azAsOCFMpaT0mP5hkc!sC+Th&DM5%v48iqi5F`P$hBur z4FK7Rgx&~(eMIL)U0anE04>Y5d0x2ivvz^t)Pb~&>m!g#E<;eV>HI?A?BfGe5*XVj zZ;csleg8f58}gf;p>Di`lT7ux51KknPG7a01<buVk+_wI_f5u5N1i=(Nc;40SFw#Xaj4)4scG`w)FT6l?Sh5tN6Y5^Dh6YP8VF2Ow zA}nFvn>+u>Z8_elV$^G~7fzow-qMYw?JaUZ;MR3(ggMc>-Kj9;JR6E-+4^G1U3}Ndg#WGPr7pSFS*;4`7Q&6xk&K8{f^1rrv(Tw>d*8|aA8HsA2rKy#j^Fxj%t+RrG3DeHm#B84pTs&H{C2*oE1m}uEA zKCEx}+#NRfjuerX`rc^*cZ3yh62RN)n4uyGyguFa>=!Ys`KF@vMQdWpWP5qS3klG| z^Ch3EA?UvRz4JVz%E)hrcQn*zQC`fYn1NNK5F=`U$5~OHqAvd8G|g1Hg>P&%+NTK7 zsZe+`b5#p-dtgc(0`Z16;J~?vPQ%B?7fR_AW-W@OVPM0fY*R_?G+>Xl}g-7S{B4<7w7w#*&eq+}&kB!r_ zjyns=%OCj_*6RfKf>bi^%c%?Q>L04c+~4Y33qCF$@BfG(1T9^&;|a?$2CF+ zd(MK^sSE*VGR`+|d7~2s*rBWSXwftiqd;J_33(vC(;~A{&N|C?o|k+| z+}YY-h?X4DMP|75)hSRUqF3>F!+%kkM|b9aHhxu@0|~U;=*P_Gp_r70WxZR zM0+8&*-9BAlR?A*s$c_$b}hzQ#6CObsYQpJXoH1wFx_s^c^6lQ+wxg(0(d`pHvVuu z8N1x8IbYi)uuO?j*C~4$pwtk`yLRGKMFi~;42;w)OqEA;?$9D~1*eWNwX^)VK6P->BKanC%aj3(brn7V{7hN0t6Il83&S_rD09 zk)31(b?IVENFN@<(fT5_7IqRoi+1JQ3^+8l2+`k@czS^66@&&5nOF_3dZ8L@ZN2Nf ziXbYsL4@gK(*+03J@Y*g3F_h;N8@GzlG&X3xIS)PvU9D6=N4YjH9-W3sx2$9y*vE| zjl--Kyg!p9UvtQn+GBbZ|vbKli&2TJN%01l5ODK4E;s z*fO1n2Q9WUD;p8v#34YGkZiDZG-5RJM~5~lwZRgaOeOI@m>I`KZ)pQt%EREdmMn;1q*?h7O+fJ3Xr>etIsW&3Gs!>5l%+&08bE<$~iiq!KCyIciq_uC&Z5E&&d@}LT|LOa2E%n-a?fifT?V@MVfeqdU%n4R-o%QT#W~u(GTbdv`iGYKtaVWIu@6N-m;bxzq&H6}y1n*v;@VM}pBX)-Tn|5b; z2hd+Q4jh=_#CeGpDK(G8^&B-V-V zQw`F5x(U_6LPCT;jl1*LLIs6(B43)d-cm?Wy&xOTPkjKr`)NElj2UYBx`j{Kp^^xC z0l_=ygbLXZv5(rZjyDT$lagJx!l{YX_CV0k$S_};qJEU^KV3COP@oo|5-xf*(;YVJ z`092~P&hhWD@)ExZ$x4CCU!4QBapOp6HaIH#ilTVI4D~CeBJ(RI{2d9)uwHpun+14 zy&g1e^Hs4LEZA3Kkxsdw7Tl+dIQhf%R$*1LJiR(K>5Wkd4}|ld`bY}J`#4t;U?*{@ zPGPicYr@v=kw!ScKAP3-$HjF6lh&-oE;2U5#MBn_EA`=Mgi~0P_7+kINf+8U#xVF+ z+yx>j(jx#i68<$VDX@Y>kA?Di_OqNMEGVke+m8*GS>0ayX>~W0fVCdU4Al(_^>bm0 zCUaK_5P41a+c0*TVwj*o3D<@f)Rc;1ONBdmhHd`u5bFl$3(``=%KD~sf}$n2hG4{msT`FHZgkfZ}7yr zl{LZ?hn~@*kBzuFpu14%d94=xt7c}Cw1>tauG~A`$OKIPvxPiKwF|>+gxebR z;{RaqOn&>+crr31%4PA!z;XB>8ALLq&)b?bfuv-1ith!`9?s5cJKInE!!C{8__@iW za9_e3_+X7sE!xkUB4oWJ9JCIJc#(^V`3?;3iB=avqw6`L@DF{yzG*QV@ErkmtTmR$ zV-3Zv{>0o1JM9vV`4lU9tqhsF#r7n$@Y!gEE#ZgYTyCs4w#URRinX)x@`P1)=+RYv z%6H@~nb8+RiH*pZ_4!x_-RJ@Vk0bXspB2+OgbbuKH;5z?v=<=d4JaC?bAGT~Jc=G& z&rzE+oF50AaVnV`hQ-B#_-+UX{G?yq`MRJ*8SU*|E(;ao;npo+}TtA$55!Xh<%tjDl5du9P>$vKdg|@EeorLNJ0Za=3GZk)+eE>4kea3Va+`ido(Dq zF0{SG1F>$$ZZMP@iV!hwJ-_~6`P}Z`30yssr^HZg#4&UvVK&|S@UKP|5r*|f7GoYzITSxrZw?PUjvobEV^B$Wg)k@$($?|{aL9g)BT^g9`zU`WaRa&w zjuG=SLQWlH05q4h5)KY%*&I0n`M6lA4Y>*A;7sf4K@&e**UHyRRE;&s(pLX8r zL7a;q71ak*H1tYS0ZrzeAe*Q+=tI@F@-j+?oJwrVvQwN2Y|s zV^Hf^BJHppCJkFlsW;l@mYUV5-k#w!u>7YQ{OYx~!Xye!_WX7%=FPf39~?^eDpyi{ zZTCY&8Wwa!)pbeL-;a>aF7M>$SIQm%&JII=#;k!Y_h5^H#IW2p16KSpDqm+cs-GLXnhGx6Nzc3G-`;r-9v1PUCuz0W?wio!YhjW4U@Yfp># zoquJYc_R(JZp(C|3M(cLQP#m_);CT5(XcOn%NKFQgnCts@v~U8p#i6gpswb4u=wDdWUbZ>7?!2t37>kU! z47aSJ3$)6i%^MA|MroR~<9lQBB;q<>G@ElQyAr$Z*T3L;r?v9K49ju4p1mfC&lS6i zJNI()szczS9g1b3p?vV=M!|mX_QEq-c8A5MP!se{D$mFK9&xmNsXu%@V#&{!C~WWucRWQK7pW)Aukzt*JH|K5HiOqJQad7oxzj1 zic<`R-h@3C^(bWTk`q$gmb24BKOXS5FQB=faGA@5Yr>__C2?mo{GUA8^6bm3tBTL{L7Dz6pFqPt&6nOk_z zsSFVHkaL9&mUYh(Gx$8-$;_AOw>OqtK5chO_Q^Q^AbKVgA;MH}5K0;mR6#^Q> z&#`>z8KxU}VqJT!%C238`l3?u?stZV)$0zRWZXiW8Dsgr^%s!x6P@#PdyRWP9`G#f zhowbQ=Cjcn31GW-VRjfsZWrleu4Kz!PiK|L8%<`p8l{k+!O9Q29!!(pkBSiyigfT{ z5K^trPbRH4Bp{y|Bi2s@-$egsvk{IYg-H=BES`E^C@F^ZP!e;LmL?mkAlQR&jGZ=# zUyACqQqpWea@e{<{@Up>)Ta?W%dSAweD^X7l5QLyYQ|xjt`@Jsfx6>>yKgi1xj_7C4kDio!TTD^NjSI9k@EX zC+59#wpdB`UBIjGeT8G0ZkxNge4tgs6vP8{otEn~yA-WF zRvLR5FvNDVl9Rdb6h3TUW&t_pyZf_gRqYO*%G@5N!eM~5_*h6JIH6|(7}Vx z1W2xeDn;N`E|)7>CQC=Jpn4VwnpAQI9@NrQBEmvl%s5?i{vzQy~#N6+v4J>PYCd94kb zz1NzVXP%jP?t2E-@w~O-iCy{%?BfzM4VXxB40>qjfVsqn;`MzjY0}*GOmK44=h`T zoNfc_0bah80y?c2i%th|9hVYd0~GPsZaaR+ed*yLKSPgUhJEGPnqI|+O|)o%Io(e| zG~nqJ0JzgvNwQ3$LCvkN(*?4{Jf$e!@S0=X_pYDq?dSsvP|rHn@6XXlPusBE!J~4z zIXa_oWBH=o>oalcJoFKbGxAgYn!?r-?gzzIo=f+cbhZ~34V7LdABH+w?gqE|7HaTE zrh3p@cB4WVVS=!ZobDh2pngTZ)s1_x_P4RTE-pF;e%^y*I6J(zCY#ChRW9R;?e31U z9gNx8F&`vC`F5M{+##qQ;8a`u<5MrrjQFL)pC1WsP@wgl^Dl#WzQR8xC9U*0-J%2s zUKX(r-g2l7bLH0D1w3wX(8`OEZ}&K)z`F zz-@RS?$zb9OV2nC3qs-Hj*hha&#RDe-b&kZdnLbkmm&1HBFtF)x;mfDfi&0%z&7v` zI({(J6R1SAV|6iII@Y{} z2EOUo$K$di&A>w^<$tcn0Q&hT92<(gwB(2CIIyBM%HzGd%=M__oTnM(u*s6Dkcu>o z7~2r91!1`?gx~a1RSwaX*Pb@(s z@Ji$WD$vuOe=E9kFY014Wq4k3dm(gdiFE+_wLQpXHr!jV&m1$;&y!$1yza=dl@CLF2pRCe zQ+jLk0)Q9dKX3{?B4~-s@)lN2M8qI{E3kC{{Gh&91_AV{`Vlhxmi`yRs9}NQk6f}| z0D-A$#I(jQ9?@;n2=!d4gfgHuP3%jc2>v&A1p-m#k8T)>ZD_X=k*M6mT3;5nWl}Me z6jcy$It43$qi63Wy1mEt;r7MWq1gtITamTSDl-WXc*&Ghj7-8nn?y_`5}=_cQXR%& z)KW~YG<0Yg!GkI>E%XQP7UYqtFsvy>nAqH)py?R#r2t*CoaEPH%o?cyZ|u3n4cpMD z3d;aaqs1uN+}Vg0H~E+FR_i{Rw}d~rq9W_d=%ZEIih(gRI!rqQ` zW!@s1mb>Pu5UNm@(PkUyxY_NlWWn2@&!C}VpMJ$D`6jR&5`2Tm*+SgXdeu1|Xwiut zakvJAvi>QDdoK>FW-UxpJ;qrsYp1Agg{}*IV{dgcX@{na$Rx0j{b6mUk2@$G3O5mttjosT#3%(5 zR_>m_It(TAh2zIElmxAA33QBP8HacrNCZOh8i&GGKrqle=?JpJ>6zOK!Eyy%W=aMB z0HX4I>hoE5ts244%gE+nGiq`+uzf0}!|dbXHh>rwOcZWO2imUP8?n2-5~qb%mq6)4 zVV$#niI@5b!*;=RSS>hS+%~kbWY48EEV$_aHE^ZA`_xRk)}K@e{{^B{UYC0pilisq ztf|jqj(zH46A2xSj>cUh%Be#>q>V%TazA=}Utja^iDu|@Lz^AL@f-|UGC=mJsi;%> z4O$L);A{9@9EcPDK##-t*+{mGHT_Dft5n%-&M?i^ki9U-=oJC_Hw>V%q1XJO$>lLjlj_pYLXTE)qlv8#o=iOI zMz<$TZr2_}A^E(pZG441wG4}3M<0x|Y~CUuE2Hfu3x|o?@#)aNYkNIN6XYi9kFR*J z(~T0IbrpWH6)M|t-i?MEjHJdOGTzaj8c0yAd;9}sO6(bwlJdH&Ujis3J}r!ARF?z8 zdARe|_d9?N;n`2L2A6X6U;VgJ{>dG8Ay|R%+j)pQK%p1oen1?UpV}EyyHk8LNt@Z#3QU$J&6Bh#dWdHK4m494GC6atw_73c#*ep zWtl-P^eL?85c@7toZezX*$k8RFW9(@;sYppC5&SOtAi8o@i1NErIICjo)!tp+%s5l z-}Ye2HWLS`)@@F{l&Aa61~N8DJT{dz=o|2z7*cPxs9=;|4j_aqBO)33yB`^?U#8Z7 z>lS`9;2vCuzB2fM@6q7F%mq#2-zb8gFoS`8kyW&?XGo*wb2fs9|}rP=VabXYImpL zre9rFYUu&ATm!u_6FMUewpN38X7a1HH+ziU4WEhW9OZ;?&TgqF?QbrSX8?{tZ=V0n z1KgjAkCE*0KM5Vr0IBT&QZpP@W$@FlwvHC`*^4E1ght(5+RA0)xJ~zlwA#(N^zAp? zM{bw&GrWJozV+6DpLYl4|9(;x<;)r|W0rtQe*mk<&l|rlAjETyp$k6#Wk>bW`hgJ5J z=%hvq5yH2O_jxi)C&dksX8zZ-e?bTTD-{5qPd}Yq%{8>D$N}FxSNR%^R4C&*bfs)+ ztrl4OL!BZx3>&C91L0Jyogvsh{mr+Cr|eoJlKo@;HLh|rKlJ9PW+kBb4U6#rI3yx$`F zC9D5lJmUtwMOHES`gdgimm&T2xD@cLeC}t3Y%)Ust{Y$YC|{AF=N2b=fSO^g_x%6$ zro|pumLD*Ve;q{ruS<;IQ(Ea0af4%g3_6+zIWJ5>Ie^>JZ%TgsULHVD4;n!ct$^hSj)xJ^u&!_yQ zYziDe0qIB_Y5yv*D4-2k!?VCa-G5gzJ)mYWOe3LxmDn@N2Q?!l{l+f;T_Uw^NFP0| zf|zeD19ZG+OgN3lzm%c_jA_RxAW$pac2_sQJQ3k@Tg!`K&;yWL*MXXtIoTAzcdCx` z8fpGflTqk?wrpt8GvsU&q_bs~-dd#FM>i^o4R7n5EGA{@tIbI?bW7T4EO|c#KqBNO z8svLBDQ}xTu(KdMv?TLa!fTNGlTaf)k>Ig+CcUo%NM3kKl)vqJhAW4AzI`H`tJGhl zzP(+kK*;qiBCUBpp1k)lLW4{m%@Y6r_KH7hAc_O%k)eC*()6|?C+*q()4I2t;MG;q zu48K2Z;iv6G7a6Q*(RCwhesWXfZ4K^t?8!v>mCUS?~wjU)FPZTkpyk5vk(d3KM6K# zFhHkc_SsAMlWHko;g#;MOITxhY~IK^Ze}|yLZcUa?r5&j$m0Cn?P8b{xw@>@_oMH> zO_DY|6AwCZ=y0Br3p$DKVG4kEo!b*bLVKritLxF59mT5qhHj2!`tnuUouH!>ly_@f zljrUtbl%NN={2X{Wh0V%YmhFlntXQ5|Axz~kD#=#IRLWu)%x{m-BT@kToYhPOVTAl{-jif zPpxU!XfiX9&zr^Qn+vbc7%9!$!4(Mp$z^cvwvnG6dGrigyM=sf&o1Z`TuRn1)vkCKEs}@w z_9wXG&4iN+z2ELa9eICVjoFj%g=&c9tGLD8)EKMcK3h8Z(ld&i^rA$RxK67Q??J|~ zOm(&1#8t+Yv(k4r`_Y^$3p4e_pbE(jL>Zv?v|negXzTcIHr8+ zX}mty=oDtQkID4WOKD6~x{g(zhkI@<$E%v`xHkX)f*@PZR^MCMplt9~uVz~By{cNT z;>|^5p8NVz&^>4Me(nf+hrcFfBSL_n#J0gZz~r!ef)b&jr1?^hZ1+Y1=)e`=6)=1PT#Zzc_)(-DsV z?6y@5Atgizs3?*ZIi}&TMrt}H9V|+h8}0JehZVCB$;X?9C7&&(oR^(=(b&@4WpmPG zWgaOsO1gK8wu%dD_}n(J&aE6uXPIs1czA^pdFvF(f}6ruz00J*bp=0*;JPbfrbq*2 zw92$mzRmMOHl1$*pi2q)`|`-@F6K+Dun;5=u4>y8goao4QSQONHi+LBkx|Ig{weXA zQ zwn_AQo8UFP-aPIzceh)l{!Ug4TG;qX6yB>`*FuaDoW1$j@Oyb_dP2sf~g^n4IAT%^w>YRIaMlH?a}~V{Koou(?EtSwj>VG zqqXLtl5ZI%`djJgGJ#XG9o%~pm(}K{)>M$rSrAYJ3~*hvIp-c9th7?qA3is&32}xm z&zs7DD0y4`gz-Bk2D&0a-0zkzR@ZJSV4#TQs$RQ+n1H-c)IZu z3YINm#8rsX^KQ7r=S!arnld<~dhawF6>F8Po`!$w5$(af-nF-Tv$ZqbB#k&KVl?wZ za#I#6-QyGBpCXKI`^W9}85bOI+RrZplECvUlRNk9`FeR6Zt$H=JKH6+n12E7E;1P& zgt~7ta%Zv76C!>k4{U8+pl}gnpmUxY*(ZC=;(HD0Ny!m3_!!^8OQ*!Mm<|jL?NZ0# zo^yjLu#=A*!!Y1_&d}Wq&-{2o@917o6@A27w_MQHlPjPRpteA!1A>y3Lao0cD}HZm z%WxPnEdC3XGoe}crSCo;`1ew;Rr_CJD}WLV&L;~m`Ny`~I;0;}L-BT0?C;E&ZZ__? zVmVN&y$8Rl-rq3}C418D=N8SKl6da@tWJn1X?vu;UWRDZ8Om(6<#6c(Z1{J>{#L(D z_HXfQZ={GN=FZN~QWUxtR>>zD@&_|W0BcgFEAr58+l8G?FW|F!)|V$_pIGGaWC1=& z<8zPl@R2Qm&+NKU$aPwp z7Q%LpzCEq5FkYEu5dV3IC*qGLN8y)+wR7ca$q>xCUF~xFxc`Sqfip!gxvgq0mGHSPv>E^TL zY*h;xBe6_r1q!*Kx7eih{4?WRujOD@BxXMtY`>i)F0+$H@cz)P7K$5ve54nGC0kXN zTB$sX+2@`=^_pOa5n%>^gA2^pDqM;=%|}ASv*-D4F|#M6&(aDn7&rVE!WVqxvZabn z@8)=ID4J#k$V%9Jb{6Q2W2Z<8Lp}t7w+G!%f!<+e!*f&O2-`n@Visn;%x!)XSRq+y zOm`Q@K;Aj{NGs>UMoB`qiTZT^TiL3E^kC1)hWbo#%+uo>{9NqwZ7duP$s3dtol`pe(AnCcI4{ zl-bCqrQpJTuJWtx{i<*09duk(Urc5@$K(yf^}q6Leu3m=3{0Wq^d#-?P9T4OJ23tN z;4d8K$c69BsEk)MrTNTJa;N^xI+n*}$`IJmo7~=5l1^ieEq(;qR3y2cI?mlb1$t)5 zmVJ)cGQdG1Io$gezots_Z6-*jDp(6;uG%4WsOJ6P1i4ZiQ^_}L%}<8dOP@a34USki z(xS$Kp7cn@pE7km{rA4Ses2{i;`~X`=Fe`vy6T&d5>OgnogD3M=)WDAW_VL8R%Z|2 zFe>+o_-iNkbicA|l$?ni&?+JxL=^}0aVys^)GG<#F(CCLQmOgL!i&<$JAll4n<@D% z3Or#y(`z|h$N`K^XMmo&S7IxHiVjqadynCK_H(2XaZY)Q(hJ5kkT<-X4}$Q`=d2cOBsLm^w+Uu;$( z>&+ibu$>iKQ>wl0Urf|@QKQQNeiLhgjOp*`)iXA@17DeFTE$oV2+9H3`ZkgMYz+#g zABk`@k|JDvl%5J+X*0$!vo5^hK`UTIdH7QiIVudRHrw4AVVRC_FEJ`)>Cy^F=I5a6 zN;_H`GO&!D2eNg}JPI{k-`e?Y*K^<){lPykKX&UPL>XVaMv0dxX`@yw`yvk-=>mdD zcrwTC(4hh}~kqk8hcdiRjF-bgP`?Y1x}r;U0P zXs!7BL#qv{&1d2{FNKw}+WO{@qtCxb#rX;j&wsZ`i*!-k>e+@NdAIEM*b&iJWHzG3 zHX8A>Yune<+#$S=k&lO~Qv>wlfjr7cjTkD(=qon8{T-5&E*&iGXVCb&*=5Ry;g_`N$6xsVU1=1ox%-bhf z?O}OOT!frCHi}ew+JaHsSKD3J%AGcoD@B+Hros*vx|eN3Mp|VJflSWdVds3M`A%$i z)Mf6edfeYsfbZ9NV_OPQ^tu~*(d(nOC()K}5Kr$}r~rqFdExP0`N+OOPif(QTQc9= z9vZ(U$i>73{zW;F{hXg?dd zgN|GH8Dm^I>`u&3@1ZwepOFd_Mm#l20ll%#3&IRGY9K;O;+8k9yZcN6WM#7|>hPFG zK0qopmZMnUZaRR$J3m?QzX1! z0Ezqe2V#|$2usws@3aw#7Hsr7r;HcB;V>sO{nfQaCm9~=xWTac^Ox%h-kc|mr}{p{ z(v7mU9W+u8P)lZIxDdK!ydCz!gHYEVkYi}w`TyF^0DY=xG1SmOPR&3tc%tHGfatJ1 zf>~Ffq}D=(vvXr_PYnydL%z7z%Zsg&BKa%6P{s6HJ8AIq*JZ3faLelr^3^UC?|BHP zQTHZBDG`7xcU_F0XXN9RGww6h;gc~C+|j-Rq>H4U$-~A58NI54(L9tE}$N6 zwVrPuRI*Vcn>p{hN}C%b)8utd)|+xnuI{$EN^rG! zD{mr@0S-~0^Dg%g_Xe$h9i4%_Brj(C@hbW7>|elNKa= zIF<{NO0lqJ93neC{8gBMR@s$!uPp(JW4ovKohI;W#M!~+O!nS=UWB3fUL9yaXdz9| zvzW(jA&1(C!?Q6RXJNgKTG}MOKF5GpCthtwHZowBA$i~F++DJvtTvbS1hnL(LwC=Y zEv!kv8Fe1CeQMUF+ig9!BwU+%SSLcX@r}=6r*=Mp$!z2*Cq?Gkaw~VzB&&tEwST?< zZlNFbd*EUT7I5t0eGj?n*xw?Vsn}ewM+1o`$zvf!_yYSE-Xh^)#=MtinOoS)(ojes zGT`1gXfe3jiWLqs%1u{k7rYc6hsaVkp$aQ7aa$Mp%!?)XuE25v;drm8KG}I(D(aXm z8&E@8t79#4N_Y!eC|spH1oBsqAw-d%R=|2DuefsWI7;d03BMn?6Oyxl=TUD0{LT`?S=K0V`AMd{Tc)~uKU6JU za0kc=Bf41Ot2{en8VCzbh3R~%(Dz~c5U8?TklIB|Dk6;LW3nz1!2cX`UfpXG_i)t^ z(|qIp?j#Gq^#$K8WQ*nh$oX8+se^^Rm{KH6tn|Z&iG@grem99HvY@}`RO@miDYVYmF}eKeki$%R+jBugxy45YNbb|p1{lbySvMa-Iqt7h)nr(Cu)SJ zf?;?YeRzj^lc{$L^byq#r2qr*WsYgZ+q-3a1+LY=SZhy(CuP&Nx2bgVpa@XP`mvn= zA>#v*I3^b>SSScJjb%V_Gu15AUw5tWbu_TpIpH|4cQA4;`b%2Aw@a5UW9!>qC=m(c z;y=w!!(!=f;*!57IKN{^^X1n0h+ z>i6kHu_jtAwn}(F-xbNIVu`B`a2u2mFPyxx&H=4gQInw||l9Znq}yaLs~{d`D>5 zBU`FLKmD2=tL}*(u9y`&5a=_!lQs-J0SQi?kK4B#znecW@XEM`fl6lMqbOkd?<0XF zd~a{DcPc_4J?mU_oyT%vStWX2@Sfx9UHmBXNK;C}aHZ*bZt*Xs@2tx+@;`CIJo~$%RTap*(lOH={*?Tdo8)iIDKi-=w3kthquGpSxWsc zUgEXGESkrw8Rp&ddA-47xm8Uiz6)|J-G(YU2jx?Yde?S}Yqlt{WVx+~@v9C=r?EPF z6C^y|E6~y)n*2)J6*`{*={h447^~Z(Yo1sB8pmey!6ESp^7F0nDNKZe)pC#boKdS^ zt;=@`p7PK0H$FGyl6pF(XQBnP?66+tm!NlcOIh*e)_tGL%l4ei{mbXZv0SbX7UJ}0 z%_Sd4w`2QaBEyxR$7mldWFa($a6yr%JUjRW?t(>}x>2HllH~aJIb$ffPoH34=Ik^! z`cxFOp_(I!Kl$cXxqJ8ee^okXvSw_IuBYGeTPf~D2q3LM$;C{mlgCY=MR>zR_woHa z0Cv!PvBAV?_Jjyw$ikP25_#D(UUe}^N~Wtyt!zBSVe6!&Pwhyakn_$aH*6oT1&X?_ zJmBiVyr2Kc6Kb3#GKH@fT_+#6ZCsSwm<`GwmfhPf{-j^MJFfQh0~U>cxg<`B?+`+nbZu;jMxSUi+=sb6U^5xSi`hQe$lHKORSWRx0Vy@?@MW=w8!& zWQ@;*&B==CJdT9{Xl}#8G-(rqujlifbNm0#$KWUJP zAw4dtIQjyn$YJCM2p2(64{IWi)bM&BB&08*dP4l^CkXF&g3l07FpHf}tq9!=fFVf0 zuRk|TK^rwa)Xu!wfV4l7>k2A5Q6xq8a}x=AS^AwI>L%^BgSexBW1KHCwsu#8L6tpi zsG2;%_9fNA4zFJ9$Ib88>P01;{!bZCK&TyYDnmQ~wd-xwS;sn^nzTG6jSE4*vdUIl zPYOg=ry;G0YjQYrFW`L|U%P8fTv+yTbeMuOs~RCJ*qo`@&W&d7?5>>#&JRCmY@@T<{ZNe)(z&TybV7e8=)M)x3|WOeEzYRvD}47Z_3K6( z_Vtxs2ry8gb8z7TDCKa9JYDAw!lwt8gJTAh5|DX>5`VjQn0#gyybV+xtvIkY_1Jva z7hr?RJ50mLn6vk56-(y)7rwy?W}{__S+S1Zm<_{*=FMf|n9W%aQ-GDe$h3SPbt&A- z|KtrVnLQ|a?*6q!$l9$Y+^xD{={ezjGJjE%QrNQf@V1qY>#_+ZyxH|NbalNTdzb6o zVkkkKZ+vX2%=K5M<1}%Kv8AWxt@F@QTkww5e+))1VYv$#bqY^UW6l)40H|O_uka%W z(gM-xERVOAa=&3?_hEzQp*D3&odd)4d(%EFAov)i0fLVqB>P8Fjg)qSAFw;(2HiUB z(C|Rh@ZMSNAgV}%bFFx@N;*UVag71b?~YME1Io|eb(1KXudGc~Q5b`r1U!9k-FFjn ze_&RUzpw`SupbIcGY%E>S>;g^ZT+uST0gkU1l=Ux#M${lsT2k9-(2%Z&vr+2-V|I0 z8k{|f1_zTJ?IKdUDYZ5X*-Y~a1PnY%tiw|o643Donfz8GOs&_^4dek?5>2(2J?vSi zCg%CkFaquv?1(`kD0^R?CWsd#9N7lUw3o3=I|FB5?o-^8CObX^-Ik5MJCI?ZV7bL7 z@Y3bvxG75`_K6GkrOPp!13(^2*S!S)q|y0erSYWcP^td)r8vT3ZG(5R zTL``+K{p(iKk3!!D6zQWJJw7Y7*Sfeamx(taW;~ihRmC&iSQUb z?R;*}Dvx(X{lgN~|FH>*$X2|~TSgTyaPT+Ec6xB_I)R9NE2O_6Lg3UMxf})GPQ472 z1QEbOx^4=tcDUz)(rv5)&CEax%}BQgpD~~Wku@t-tPI*;9=^X5oQ7S){po>DUZ_;{6pt5<&^gPfk_bGf$Vf_dMl) zUGBi5VG?kJQ^yb1@R+tBlD!|k?U>s|FgwqyI(o$}9=d}_I|u5CsUiQkEC|Pj#YW6= zDM*+O7u`BJ*0cE8Mn_ zHeZ;3Ox;2ZeL3EnDrc25m7(KVLaEjI0bm|0;5*T+wJjs7KB{V|!IFslXkex-vQ2t} ztqLaLxv%PD_59&~cbZKy^uq@SyG2ijNHKH9~kc zWp>I4=jS(~uu`R>%i)9_9-Ev2MFnbB~f++~aF#vEtq{GQ1?Q z!8Jlm@)ZvE7=DGTKwMX(dV<3W96_Kb&}~ajLW_{~KL!77N8@>}F^g)M1@iUS7hIcGE^MBa=ttdak0m~q>rhTYiveC674 z@>_Gc%;h7S+#A2o7Nx6;pK~+2hzj`Nzl*3KXCYuit%6sFM{q*TylqTyZ~UJK7&X8J4|9>4K(=|gr_Gu%U)xFH+_HI<5Y2kX3ge@`chMop^j>s`|%_pGKlJpw2h^}FSv?(2GwB5dm(j2@A17v3o} z+8YX{(F&?VM~ba}`WkF8lU~w4H;cRL&F8`wJc#(veC-;mhR+VP;!~ zr!@;zM4=>$c*}3vE-o_+pkXR*)oqq&c)OwM%Lo^`TpGw5*46tgz!0ZxF4Fb)e<{GT zPLLf{p;-mVrEPLz{C(Oey#Frmvbi0cwx@SVW2_m9FUB^-th@Zi;=^a6)qL``gDXRJ zx$rU{DJv;_ec!|i(@kM7J!ZG#)MR^p>XqgPeyF`rc*A1>r(zhc`lt2vk0Q`^6BbF6 z4X~?2T7ad#XsdVD$PG^U5T{p3|B|@t0VIS+kCi>uFj&x#VHxneP7?Kk*fPPk5iYN6Q5?@= zwB9}^b$YR&%j;8b?3IpEch(brcGYoI7sc%;HRJO$4{bP%x%!1UIaIz>`(iYA%)8Y* zWg@ALePv+OsshynS7^A#X8h9ITfjlm&U^QCp~Y2KXRa$NM=heE*^X zA%^=G4-4W8j2#?tb<#HO)Dn~adg3){OD0miafa=x4lSW@O=T&U#Dy%JALaqwbb3sk zyik;F2VEz9q`xlevw7gW5#uo&GVSyXRh$Ll4eWHgl(qlDL4F0or|C#*rWa~)f;O!# zHy`7>88uFn6q*=y*wgqFN?VFP7dJ>Ku8NlTccakiT|^$JmN}fk_a+FX=<)h2>%UzN z$&Gx@;J+pUBUPShH22bI70c;IUu?_z9wVDM zZX>tQe-6z)HPS_VM<1p@S12|D^qwAj@@!<>(8qr zXUKiC=*Vqh9|5cfNSxj?jSHU@8#Ruy31l0&EL0Y4lWq+cY2Z^j>_kFbyfki*c3JH# z?2pwZHhxF;#V+8QBp^U$d&x)Mb|6ug?HYVX5sm3<-NrgyzZHEHAx<&v{piU7O)0`P zc)dUXq)9i(Zx&TwYK| zaftJ`J?FTP<`id{Vti`VA!-ph}&Os5tKn zIV}kuO?8DHr5{a=+bKA`6`4mQS0Jb1t1xkf3EW;EFbQj@Srpec5t0VKd?oAQQLxJVBV)7ogbIpFB9{?y|Q^HJh5mKKji z_N<-fmSNJNq2<~A?Xa+Fj+7wOl{C&pJ|~Q`Aw^jt<$Y|yWth)x_M5Gl!>p@RlTT^h zbNPiy8vHG*9SzlSv+7Kn#thSZNI)M^6zS4(>oW(NeEa*RCN^-yt=+^YsNBo>_;rWD*IB{QPO83R8j00Ds4llSpHJCCx-&P2Coad zObsD7`gZfoVfCo?db6d2Df4WB(-EIOp*@lYu{rG-?>Ga)=BB#j#|ohsmnQ{wyVhj= zZnBBI-lg*nYOqZyKwsiicx~id1Bg^3hh2z4)|{rlZ@JTzIXa5c+EZwMc1gWGc#OuN zW&F}=-PYtVh~euY=1zF(3kJpdrw+^tO)1#tcVNcyZJQdLqiHXVr3`J$I|~Qk=plYZZ6Iv z!(S_)L+vcthdnC^y~BwZg~Pf(3=t#R-Cg|vx?5;#+BwS?&jIetH~v<;5gKYf1si0{ z-lAC+i~r3P6$)gy#W2FM6zp(*Ph9A2t{Os3S}%B${Q))8*FLy0DL6yy9Wpjejhv@@ zD=$yw~LF_hx3?MuVAa;V2Tzvyhq#} z9OC3RL89=pQ0ta^1Of`7F(;N2T4Y{_&MEjx-&X_{lwP>p9jSZBu@)jL_;ceHYGbUU zg;y$;OB;Gr*)l)1k_P$lUSATD!MXIz&D}z`3#%h{s)wA&AED%W8|QXm0CSF)nn(K` zq|4g(#7`F&l5wD&z!Hdc20_!5H`n1_3jl6gUNA8DXG=lHntmfKBzxq+O*=Y2XdlA>e7{-qCU+99dss-7^HqD_}9MsZ|s_D{M~biDJPTE z>4pfGmd0y^j^8Og^Hi2<;n2h@)LPdHGXgz6C7Q@*C}}!yLVfHf;Pdf)N)7Z)sk3BL zf&j}-<6&6XOY4@z7p%oCnsnyWZxbNhm*;yn>N_rWwfbz!h?Qf5G$Kgmof0&;P=ofcJi>ywXCIPDcGOsX<#2G8n}Wur?UWHPn)xp7+fA zp5rOOkM+UJ<8M!=^vORMy_P~kGWg7uItU%Q&qgfAxM7HVa55C@h)HzQW_M-LxogWS z#!*~gjRnmET8+orboxDj{p+v41DhiSUY&1sZgS0LR74UzD>KUv%&BJn)o+|43hCLK zHr6PLa@Job<^R0EV0?fsOGd5#1DF2$rO3nd9~4*#y#I%N@$gv~iSWxxrq`)nvuR#; z0(Dh$A7U6^B((&#CS0SF$42+ji0+ZhWQ(NgaCnY+Fg^12z>IkUt*sN$>rLhesIi9A zl)u-xl`fW#?X#-0=LLF&;d)tb5!>4LiGYjq?q#OYTB_}}AJvf1*fvRyWy`Lvb&0*0 zLl&RPUL-Bnm89U&%gJOjv=Z=a`dUe5rF)1=f|rY3Z^a zODjW&7YmvR)sPu}8SS(fTR|sNCWdh8F#IX{?b$Wc$x-8BK=$ilN~IAdcn|Sb-YokX z^5hS~M5Hfp{Hl4F6KV2QbH<@OKH+HsEa&Pa1)7+Z#|!TQ23WnX0N%t9I>p{U=qdlj zh|B1}FWz5pS)}gVr@8@Ji$^InVpD`{Pa4>rcnPCpfvH+L}Z0C!1sZ+v0S?F|u|oxl@!` z&K4T_7%AX=zYZYrdj7iN4%}3-Tfio}{djnL{T31~7dAD^r(tV+?G*FGWPd_ULeujq zn_6o{zzV7yz4MxLdsPg`_)~HF;-UoV9FYny$8wZX40aJCu1K$bo;AM74LY%&kzq>` z4r@S*RG#$8)Z}GOWT-1Q<7&9rga8x1g?(%PINg=v5JT&327jy(s-nAM5di+S3Uso2 z)x6;QvixUef`%cTQVOPmnk1v+Iq6aO=VlA#!<+3NH2G(i#JlJv28+a17eS4;-AeI< z$MFU)7sI#M(3e~z^mu&mN_41gVkXGOUeIi)7rfGAgNT)a%REd7f#i*K_(t~InSR|- z&Aje9f(^sZR6Hw`+;zDn>I&&|UiCFI7=Xuv02A{1?-u^+8VeCNSO$83C9jF6VN?Ax zC@jtUwCMTHxbl9))`Xs=&|$EiUd;+({#&*>4#IZzIjPbw;xF!{c#ac+3u6g zEU8tOS-XXW8r)c#??y@;lJ+4PxM`C;&kMA*`ML9RLFWlX&=JXRE zXCTOf-!L<88yG^KXJ`|KQn14v1BrGYFVz+8WP2<j*snE?V8E~@}(VXFskc3gujhuYbVu7=< zg;qm-#qg5Y3xtM1OW|2J^^h;PTaC0WDzj%5`otx?^z3!lcuunDkk6_|L5%QSC>2+03Gx^-JIKOe4 z*v7tcjr)pA&hz?`kOH8h!1^2U{E30(_l?d#*@kqytgcZjvs^m6Wv*N?)n-=Kt^xt1 z0O=}|@l#r9}rq)$2?b6ui_W-=lAXi43y)6ox@)M86);RI$vCW zbrB&v+#6cd(68LGH$J!XGy58i^piss@#ZdIOU7#1SG-?3mZoyt#bOve9APilc0>5> z&M~n~hJK)*9?iYHU0=E08|~kSAoX(DTHZU7sJlKb_SgmY&)V^9txq`8%6>{ZN)lf? zAvas!q$M>uZ+_&Vtpnc>Xxoy1(jc!X7oWa5@bxa4qcC3J%D^JRMhE#LKwoNo!GZrr zJSi0gyU89Ep}?V{t{Re6*sGJtAMa86CYM}#txXbxL@;TqJhQ_q?QY6n$EHV{^<~v8 zecz6l*O#k*Uc?5}hhiRz+rW2Hm7HOa~_VY4+(^6I8VeM--2~+kw`@+(VsD)SJ|9 zLqZMWM|OFg1)MhuV+yY_UQg^URC*Tc_}n@V@vy=x0o1PL!UUjh^oz{(>w=;kxwS-R zBFKhhyK?&LcDTV46afW>g@aX%G)U8{V}{MSoDdz?g_cQIdCj6&AQ8D1c>G<$40XFG zckr_U#tB*Bgi5HpX;R5>Et1Q<R^F94PszO=!> z-w5r$w?>Q^_;3>8{KECcC`od!jhCZl1p>6XdL?WRTYt@*nzo{pf>(-wS^9w1fgiR7 z-t``{o`hcBS(ZrYaa{HO44q)CPu;1o^*fi2uf-YVDA+oE;`!NWv*#XB+sS1 zr>_cnfPRmfao|0A+LXr;6LXq_iS#w|uSD3+$pj@$S#@&aUA>#9jc1D))>_Pkhnn2h zi7dX`WfgZngep6NuAdnXxxyc;8@F&*A7GPw}uDiiNoU!2%z3N2wYjO`f1bvBb0kuK# zF}Z#{j_`bO#r#);Q(YV%hU} zW=gK0^C%~au>{2%)F@!_QM4Vh|H;|HV#y4_8@#S@I^`Gr5;kYc@NB(*k+|HKus4xu zR;i7(ZVA>}_}>H~@xbGJ86Ob)Zv!=D_5k4kC0F0wf1_9iKhPGbwj4@1e_QQ;Lb+cr zdsBehU-L#Rz5Vs0e_UWb&^RS@(KLeoEEgGyx(CMZ{60+ezcDN+GJpglG_Sv{?;m>j z_41i3aHCPzq^)Ovv{B%F5;(BZrPnq+sRfwoT>pA6fSM@%G9+!sij;r}uY`JDJc<8y z*FTV6_%Eo(QWd)tV*HB=V341w!7%_b{?0UP`mZzd$%1Wj<);1(db1`h-Y?i$?PEx5Zwa0~7(!QI^*7VZl1}pzZJUZ^ zcd{VPY%sKkcL8(~?i-L%98@}Ni|Pu9=mXr@x9<ZiV0WpIr_2Ihn z?gCSP#pgyJe4Pf_g_e`bVIvkr;=g^jn;r)^_|4BZ0HpR8BD|Xmz|$r2?u71q(c(Lo zfyC-=6!PfUq|u0znQfVVU!;JG!{N~iEuY!FEU$8-x;sNeAK;2|<;W>|eYC)TXnoa! zlwU605$>ZAipxx80WV7FcoClgI0v#s^SX0V*<1Dt2ffY4*K)h6QGeVm+8Ry~wUEV! z{3Eydau4_JBSi^smD;L_W+m}{4sSn|l|8>0ZR;+CB>nL=`e?p#Ur#!no80%un*?-9 znR{ANz!`p`NmQu;=%~Sc&Yy|PY?t$3eO=P)P!-K-Z?Zr3ixqqT3(rTI%wK=J`#FR! zGIvn%*4#C1p(f`%CW7nkbY!vITHa`R7SfM>u^tZ6ZE6moay!4Y6>0pZ%X4cBnf(E- z+fL9Z(rX8RQL%j{OV;Ze?*}cF=Hv0WNHOb+F>L-6p}@g#_{^ZuNcJVUW+G)EmY)1e z%Ewwq+kXxiB0+e+YzB1VFM6zEL?rO-jmPcYz7;dugjXAFdynLtGBYJA22-aUF4#W& zZLfR{Mpss^Tmbv^T#0Q;a@T9Kb8zcprBlD0xp_cZgklMiy_So>E{mtjx|)&2VwFC@GrEHrz#0}%jw!|&E6X}$7A&oURPqF`^$;uebbRV$K5tc!ZP*TS-?4| z*y!udaEz#QDkqg>!Y`D1VIk_9G2e-D0iG7T1HN}hALjh;(}VlYJIDKTUrw#$zfUc1 zGI1h2_arie;4l(zMzr>+`if1;eU@gq6LRMqH;$IjLKnb^etgg$5i|N&gVRMSrt5O< z7mv%~qXkWRi^SI9q-W%cBVYz25l~yoBivwY*-WM7{us8hTJ%|-%6W7dh&jcG&=CAC zJP3H@R5~ocwZ6}MAEnuXndZH2m?Tdu9;^Ue;Iv7QV#2H?bTNHOq+od=fr5y8s zk@MY*-AfAP9e+I&Gcjnc&=1-kyl6PS&UfD-M9|Ay#)jGZ-?DdqMD?3Ljmj3Cc6%6# zRtpn^-iW*yO5(d@f>18kekGnkpT=9(#s|?NbC>vHP`ad0o|z*Fw4b}u38)1OE|q0G zhhla``lCpjW+%r3(v)ZsT2Wu$udLpPvl*nP@AfR+d%UTR0Rz(GepH3R03KT%=ghUZ z_m8<7mk7LR2X9+R!F%hI;bO}Js3K&KFDz<4O(=-|nl5V4M`8H`n;cl^9gD!K(! zh`EqK*lt7J5r48jsOCkwqKf46e1opxMrfs_)o7=pT5DV;<8ImSnj^mX!)1Q)=G(~{ z;a}e+z1|-VYeW`Q$v(o59v%i4W^Sp?c`5wQ5ycsi-&km?{ z?awR0)ArZ@<;^kD%DZy^?b_p};zL)f$V#{Lh7-gJB1W?{hQFy}wQ9Q9?MB2QgJ+c=f!$X`Y|;?&wX{^N#IkdJD7R zQa9EJndwYH-fr5-QiG%;Gst;AFRz|Yd*%2V*E?LlOX)!3%ruP|JZKSK!*}+%2Xlc8 zen>ulG*Zjsad?xU^NEtcQz~V;lhU6HUjg#0WZqWKEyC*LTbbgwBHpWC}3J2$M`s2e@#5x zzd4z}WB`4RE%ltEGFaPqf`pivJYC!`{JRs>jw>)bCMx3jTN=yB&2n6~gUgqT$I27i zS^5rl;3w>9l*ht-RVW^hB104S+uZk?-_0#f9c`!&c*OSmQ<}k;G(`z#lw%&z9PQN& zz|J2`b6ld3Oz`~f(4R6%$u+1hMgU!VGFRw6l~n_;7$IzzwvSrh~R1W+9q2Qj}xTIE1VBI{Q zG9#^jac|*llQKtbl$W=S5@DQUON)WxBUsNhyaS)I~5kQn6`82bc7Vb#4E!9&f!t);fl?Rq8E2b7Z{yio|fs>6kS(-W_O zYn8<2+^qh!>cHb}TgiO=t*J7L_7?BRY9mhw^7h6Z*1QU z@OzY}8L~tazUw_wm*dkbc6A0q&t?fl&svca*pl(tJWO4v*x_RdKSo>M;tzu)pAMu_ zC`xg>7pbkdzl*S?w5$M~3U11B)9A=HQr{lZNK&y5I4CD=c;3(Nj=)omYy#!y8FjnO zAsVXn-ycle4GuCypT9~ca}NhSP3C>G?acx>hcKFs=gi5uMh($j0xJ6x9=TGJ_u|EQ zJeG^s#TfZRJR2BCfMXqXc2DS}{SQ`+(tOjRL+AYD6`QZTDp!T1TS?=zsfgL#V(wt% znVVMxsa*kY#ugcQW*)xU9gg=R^lRpxqo21w8UQx$wCANbNf~Y0QF=Nit3n^TLnXBD zI^YIgdqkc>1QgWY`WlQ_(!{rRARX~WTLFoi z@$n}5{%EW)Wd#nk+`8-D1)I3k{7|+f%JVOIfC%BG8HSbA+hWK1@wryLgaftK?Mu3G zE%&?MyJ?C|FkH%-akS2L!DtB@A(DH&u#*9yGFm-_>RyPz>RZ})PjZ^I>aOyIQWN|; zAv}WavVk}@sakMYL8biEy(Ji%eRRe}_4WHk6_0!4;_z!DJka6>E{S<(GQuMpm>izL z3_jlA-agS-5AF%Fx2LRb?2*v*>&IV@Wb%%VDb{6~ZO{qa7En;OZ}?&;UJ18!JHjC- zW|gr9JCJ6xL!TP0K0Pi#z^I(i*p~(9x$3d{?ccUc+o@V2oX|K~3M4a`qk;EVh^*Cw zQGjdSLocCcf#Z{OW0(k5mt||(DN^We1J}F<5$g0jem_SW+QUM%*|C(oBjJf=FaJB* zhG9EpZsbr?D#w-EUjgdnUA}K1{n8W*oLdk9cefbL!eTtTqCR$t2EtaSzD=Eoj{qsF zs@`>8Rbx_A=oMG7M+WXiM+S|P{xIo)#w`1McpYBPRPIR#QtRUQN+*@f{DsX8+_C~l z>JD2{p|@cQ^;a{BrqG0$ou;+$nQqtjs93-WTf0XV{c|#Rpu6GUhhoKxV6{XuQ_L5a7A-uB&#Q>#$%s zL0`1p$R&DqMyI*vZ(PeK9qm+k)WoF^`ZX^xp62mNP0acJH)Vz{POG)Gb(i^veWT&m za}B0-$r|V&B`n!bOnnjW%=r2(Y+DkvVuK@M+4HxJm`S~`IRfW`w?Hk-YKkASgfuR*M;2RbZ+4ilOELEK_Uv z?+bz-bPYB;m&pca(Yfcv=cYHi8J+_I@5ixKU!jHiCx7&q9xrPqz>5eY#yn#D{7(Ke z$Zrh|#AQF7q8;{8=ja16DkPWLdiN9RM`Ca5rCTOa9%yu1BsC`1aL#q8HyEN~D?p#f&4zA2+{jn{Et#*FrzOI|evTl&sM-uCfrxwEG`eT5DAYAuB~+;96Gc zm}@N-$Io&D2;aK4a(iH**bq?VzgGA5LKEweT1jyVd=!nKHmX_vnKs?oHpIeOtXK7# z(^@=2K`+S%|AVk*Co3}pzXQl>wDUYV2pTOJ;-ue?V&uX<*$W^reU-1B&9vn47i&;& z&4ntpl9>v2keE@;2$^}^v71(&;x{Mxm^R|*O6GTcN58{Ii1oz5$AhR!t`1vh-%ruv zadnI`_;l*T`&dJJ9Nk)XTngkIJQq{T%$DROgh?VRi)mvZ`JpT(%thx8!Z3Uj%NBhT zMXOS|x2+8p&l~2j-HOziHI(0jyrWb>^&0JE17-VH>wdP3`jwUqKJ^yFV%MoOd(ep) z37^-kiHj>t>m;|D+g)QuAbaO+wLFRy>3zkz5}@<(>a+{lgfy1sfTR3ilJ$IBNsH^t z(PC56JKC@9Ds}Esyq9Z_oD(*@?}>ElCVUO4+s-IzeHOQqHB&57_` zKYgX84Ac$?PDTu1oaKr0)pB(4Jd-n8NXK>;BAXNW^0V|RQ@!^44o9%@fR~rIHk8;~ z1urjP2TuI_F%L^arcBxp!_a|rk-{{JjWCH?We{>F7Yf*<7|Ug&vsq8j#l>0A`vZd?Jn zh}}ERi!}#Chdh>GJ=xVtgX2j)>bg~r6qe2icZ#gz+w`?wL_Un#Rjim@!nj`LhIl%8 zRZUOOx0Vn9yL#74sMlF=jg8S)a|BmbqI2ocD?q(Kk5LbAj^Maio<|9ppeMZ2v=c~ zzGe!ml_~okB3e}nNK-CsP_*f0OvATjzM1U0b3_^nZujC(3uXrcqd8w7X41>=g)3nm z_*HoBH%Ba|xcbW1Ud`Qq;x~X>AWHxtDfjt&-eux})#$S0{^K>F7I3E=Fy6hX zF)O+MFn34tZUtl|6^g2;McVqw6<|dHX=&`~b=WhzR!vy3c7QPfys3Gf2AFylaF*+Z zBn4}E)bREYV@NtkmzZdZNS4c_0@~?mts^b#{jDE z;&SAtMchDbBbib^!i9xV-fY}MnQ}y6?pJ}i|0P`hi0-)&2P`UkUp1uqT`S7VWopF_ z3~>a-Sb7*?APl%;8^+9qQc*$;=)8_}ZhHxBR_~8CbJ_-966Vje0y-q2+xUZJ`1-X{ zt`Kf1#nIc%@Rs2AG8P4`h{Apl?l+u_%&IUIgsbT9$3~btGDC`*@g6k~AKN5!*`ozQ zLq1PGzTts5E;-d;ecFZEel=*O{GGJnaS%)mr8>d?eyb1OJv$b+#%jnz;-gR6WFVO^^HUdaZ=b>h z7de=O*#HH8wZ!WN>lZbL3Rba%cr43%JmVu4TIQ$0>8cj1z4c1gqdoD#h3zz9IITac z0HHoiLI0?WmDw9;pBpQvcI{%ZiG$#m0i24bEIZhpl0+ySBObLqpZ|CT8Ne$rhFRo0 zqtyIOF_#s7`nKL-8I$vq|Kd7(2{{lj&;aehZIUkleXkGD`CRbn9mg0tCF880y^}tz z{YW4Wv;~q$HV=#T^70rVMFP@fVAY>zsJ2w zmmye?vssoA`X%8gr8mb-$FaW&X(v5=^QG_(r4s(!1RyqRj(ya2p1{lxPLx;M0n2K| z>j~C-r?M`XZt6M`jw{^kE`vpNNjLAdYDj4p;jmE2YOy~%c+khRdwwQTzhQB!)M~X+ zY0_kR5??m|cyfL1xbKsE<#4_wp7x#|KNGGV9g>uoA1xYn1x4e*ukuJ_AdV)1ZD*Wj zhEVOf0!mO-Wupaa+y`G3u4Cju?EW>U4qOQqi%Fus+>9*HQzi<~a7_7ENM>~dfa;9e zk&7KXCCr2E2=@-N-Y3mU8+mvHEXwE)6G+Os8IVZSbtiM!LgtoZ9~Kx$L>%A>0>2#V zgG&NKw2i>}!tLm{#uYK3jB$)3D;bZLCtTq2C`xz+|H(V-Mg6vyrrdvYV0_QQ93i{Q zl>Ni?k$3{G;puC+?W=X_zpjmxD1qASfa2QgZQpxMz2|q{^kd6X!mQlA@AlGQ!=}Rr zl(B~Q)JSKUtJ_n1)rM#f?b>5!O@6Se&nn3S1ydA%4q77bCS7lh{D%`G^hDHAs69c8^|v!KW8sXf zGahxlj)?Yx=kFKW9d2}e3Ko9hp}<@}RWi9xJ?8!F5zG`m$M`C861bZYhfxlyVez=>O>)u=b#NfghSC#wGqo75wnt4JXxf6@YbGUQIot=JjmR*u=~ zcNCmTGE7;AcR5o^C6laLhK6GpAX;)c98c^D8{SyY{U9W=?9I18;;MiY#(ORny=RT9R zvv~Nt&eQ$bagToF0}_H=Ob9x(e_iY8b8(Aa){Nk=XY|o{Mj`~W+ze~3txnVvVVeYp z_Gc%_a3Wj39^cOqlKT>Ilq(7utj$Y3dd=n>%`w%a<$H7sJ_481R}tnN*D((@^P6Pq z;x^Es-*9nYz1tso_beDoJ~!PQ6^DH(XBdNcU%Pz>b(0{AbcE~ju0>cSywl}fp={Uv z!Bgw19-opJfQR}WdeoAJvzKVe3>1E-a8P}m#{ne}EE2e7mVET6@m>jokTj2@_k-Sy zugDg4;x;->HOYkyAIcotixRRY>TPlLOyGUY_QiZJPmj_3IUxPICuLz6YJg3UFkUE$ zM6=u%n~OwHpn%_Hx4mr~B-eqhBlyw*k6!3>FSG(q_4_?8hDWdY_EFaOY(RE|#M&dtM2PhPu$L5Hq zh(rvKY?L*4nsp%698Fqg9zD8e{9?pw*?1a=B=&9Xv3h5kDn{a)WKqge%vXDbFU%;M zEuKbEqp#3w3Eo!1W+QQNp&tpdVJdRl+LIOVOVVg^NYUl~nUY2KMXlPJ;4;wZ&8j2J z>#a!)pRdo3)UwF^*M+`dGzQGP)@=fpujy`;(fY&D-yDvXsJ@3ZtcE3(6?)Nelkg9Q zvG2s2sZ{k?J(-kEngt!J`TV>$v22v;^TxO0VsU{6S;osydvgjbcqtour3?-7GkM?>{yuzN1v`YP1jYn4=@$^uKV$Tet zE>6yKOi45rHi%$BsQSl0a4jOsV(rI#{7(+Mh?He;2y@+)pVg2O#E8z}pHLUA z=J3Nd_?j?sUqZ%**H0hO-Kp$&qBMae6S^zY$dsqluzfpPUIJS9(&)Q{SQ4}0R8;>N z{#*NCC!o5e2bm)86%JD;F0`dI|M*>px<09b6W53t(C`AQ0+-p$??`r_sLT&>B3q4; zN;%VOM6hE7v+&gN`P*GERvxEW#WHDuKj5`WiV7|^7{-~-5veJXW&?|MnN@$$S?{8c zbVcr6ARX9~>e|mm#r`sXO-b_QN@>KDNkV&q9k+El{znCqSLAG_hep1wmmX-JDUa5* zF=)OAsK@xDXSLXC=p~=DGPdoZC?S`dgS^M>L~d`O6!DT+)}!1VTfUB;&li*d?0z={ z2TGZAIroF85y^-;m!F<9rIMm_+VwY%dsD+_wz~w}pI7X)JjhvAQge~3@&y_O5%ONH zJjb?HJo_l+a9421N4Q;I!kTigFI8@MwGPWM{7=37p7;zsf6qjCKGrDJw3z^SI2VHO zYj5piqeX*v3rsHEDDNM+LPTSlTk2f&ztYsi75s3t;nGp%C}~(X8CL3ay;^(q$h}gw zZum;Es=}S&?BQU#C1fcl)Uz{6kYrA0fI9CN$-D>e(d(4cR^U<=Phdjd#xTAd8eZCa zzoX~%=uv?0!Z|V@8Gz`rrKHM8J$6iKZC+w?eVF5LdMP1!xomXeqjxrv*1b0Od(TyHLe?fp;^)~Ks|c%6*$SXYf``D0AH z`2u1|pj(h``A!D-*v;J}(DJh-)rJBTudUHYdbZn{#r2*%DU`Y|cfKL@*62;yBI+)G z4MYL~3RKkECX%A4gOA?nPU%k#m)i?s{8^9aHnzp9HJb_I^5=E|bGiVG4(e*j{Jk}c zikj2GvQ|ZpO2eLb@}Aay^q!*CM9-7m7iPe(U%n=VoQnk(S<`gstA*^zxD;8WGCZ^` zU&{ABCr5nd@{E9}Amf`nLUtM@gp<9#0YhBgDx<-?ypEZK4HHG6m}htP;RfSi-s0M$ zSxe6aglM0Bam$;`jRIattK+{*TGeLb$bgSmxXInsgAbAZfkNviT#hKf14$2wpDA?E zdz2bXA1CzaWH5YC*w~|pB8AVOek-Zcy&Z93$7ctdS#GHKimuXV6l2l2{)CU>G$9ze z%5v4iKCKe`CgZp?*l0Qdm5(+l4nCAHh#x)A6i=2!N0AjWl2p{8w=9^0AR9(B9Pho< zNl%NB$i$F`X9h}fL@_+;E$To#ooVQK3x322!tt!6#K)mxNRwNZ(a#=IvyYn*RSRyP zB;$uPJ&9V5l8$;!%dGX5|8iC+07;UXydLJf)pVfagfCQ2yV}R-tK#-+ z>PWv$Z6*(O{FHAkF+yVO@(WNLymQ<^(m({3#U1`1fD>@>2#OkTT(z|Gv4D~DRNm`~ zphN!~HsRlRA)~F;DQEt@xh)Yibab#bCgeNXe>??rA4tm&a1?7A zJJ&b<2c21eaf9GiSNZcY{1@a4{Q@(2WBPyl2WAQs005{zt4sf(&mt8Nh#C)8TG|eG zh!1q{FZW|i8fnT@6UXQ=;h;(s0a-7nnLMo4eb|HNI9@w||0E35_~|9bL2 zkm?^l(3k)~Ea-Nl;^3co`>!A35x~UeIDVNY`TOtx$0Om-AOAZY|M6b_|C$bOeY!b( zPB&!{(XiQsGLfsI^D$rK?n5~OE)Vq|5rGp13Z-%?)UlqQG`G*z`pCvC+fnWSDr_5w zP{h0LuSlw*XHBjEN=$4ZmWs47yaey>9pmK*37G0d0ftTD$<@X=S|ek=WtQ+*xeno0t?-$0-}etJrKI_z4DV%`uVu8aWsz>x zfw(UDmvH4N@Ab5G_2+kJ()i$1{@?g zQ!V5?R$9$YvYM7Fs+PX~_*~ZnPW6A=MFoWen@!lUUs(q&5dGEVYTJ{cuN#mztpq+d zyK~-;U@<`9;5<|ZR-D);NL7x^_@A^`PyL&i{8r*y??M2-Dt+kfYk&LCrVsk@G6LH|Wm#YZ-T-&kw`jW(b;53O z?t%xyRi<1Y1>GsVwsdzf@$(zkE_XyM1Eu4Nb5kl0INz<=CJv9+M)-tA{+`!(Atx$^ zAr|ouBgkDqk~>W{SDjS$9psaaP;(V305Wbhqu>idBo|Eig1BOl39y2d#1Qv zl5tSak^DaB%1`T}=PRAR@0)8f+(n8MJUR=zeupIF7@c_de1a9z6Gcu4#b)6I3%%ek z$AJ6PLOv$7{o~c_3wgK&=r`w0%-dntSN1VWR$XtI4&2VSs5opc3-m`)Rcv+#u*a5w z2HsC&y$_E!t8(RkU{o5RHZA5}2%EgyddJOj;+E9PUng=UX}s?Ni%KMX&XRn>9od(L zoBB5nud|SWSwXWS{dIAMPFcOJvQTZj-GgfjXBV+X(9_~{G-utPOdhiJEw8lIhZPXV ze&=%IqDZYH6LL@+O^K-iy|3*bK`wKvH3Tg`J&DFf3V_&_X$KteeyMKFo8zitxHw|a zaUeE`Q^RrD{yx?7$yxgPXt~%kQ~Os0C*xnAKtM<-&&bX5blIOEpSE14EaD_BIoS8L#De}gzwYh<;(#TD+yzq1MR0OlB$2ouTw6`IrTfPzvweX6lNHb_s8n{c*7gObH) zc-)}vQV_rJQu%l02>PM`G3wEb+b`-O5+#72nUh}8s+9701hGe4tmJgpT!U04d){E{ zuY)D^ukuZ|I{gu)3E&|ZrV2q-QLZ;n^Z@dth5*&Z)vNt#^3`GM<}iyE!OFZUNcOAYpsLHjH#6Nf84(wSWlyFP<_4|94W%m=Df_s^GSd;Cd2Lxf1N zTN(9T8AbP^6FNIskYD%>jlEWMie+p6$`P&Q?X_zX%ZCngEbwp|K{gct662OPd%IJ%Fcjjp#Tws)5vnSxkHD>>L3`(Z77tsYf?y69&z~1 z^XknG*K~=2+G9)0T*^5Ho*P6~xi6}l6ZzYm#UAJ=+!noigcn$6YfA_0N zV@_m|N_#_7ur}vat3+7m&nFe<8*CFiT6<>M>0l4@q%(+7UXKM-%GQCgl(U%YERbQ#&b{W9c6R|I z$L#qs4)G2AkZ0sxCt1smdD@s-Ke^MPH)PhPXOs7h$X49BYE99z`S;*T7agV+iDv|= z5$#_GX$Qcwq5OUz57ck4-JL*I)pAbxXz}4Dfo`(`*Vfnd3VY2iklR61jq2tU;7dJt zA~bH-aT&iWhe{`k=9$v0KsPm<3?;}YdLGa0Ii=z&~UkQh6+K zc|6Yg<9pqH?{K5u(TM2`3sse3sEGg;8x9pO$1@;ZB=J>2&Snz+yH^xqWH>~ywSqD|l)m!aRg?M4``sa+7qiEhHX50P3bs?$p2&gXlm4dOBR z#*<=4rjtbtKqF)XS{sRyyvS2eMuQxgHt+lH@*l-oCk72dVLpQV8jt%%;ZUB5TXJ)B7byiQzYPo(J6X3DGuO3ni*Qzs{FS=-)wgDPom2bCj*w&V4+~o3N zidY@CokwpCrYIp1aFSUTfN?=Wf;`&(!LlYffX&|_7{#1`SKn*pheKjvQR@MA#z}0` z=4)$|)rP?VK`RiZ7AJ*@ z-n1Ub(C)j}-m-n~v$CgiFbT;vj_Ku!7j@z=nJ9_t>cn?K#KUb{Az2{lM8hA=XvC*uPJ}`K&uEV~O2tsrGJ}6n|?QM&KDFy_F0P77w z5<=wdgyQ8bIeXkB64+Vxd9G^~j(|J)Y&l?&jaeMRy!PjAX4YG#apgNJnC!Bul~% z=0l*Z&CI6Y^N|6*=qA2dRF%zh87~h|3WXMYhgL-Pnc}Kso&_3Dun9YkyMtmTvTWHk zX5k1w6l-|Sz2%>30?_w5RO@K(&(79QxdQu4AI-ZLOl zzG{PB<9$7G%{oQ9EAx_{ibws6>lEF{+^&B{mA#f*E_;XN z+lN`Ac>tt$oNs4U_#j!#eo%uVZA0fnzsR!7i$F7U4dyu~*okYsN-?f0{)zCCMwyQ)<9 z!q7Eg1;E+RRTPYR5R*pF`Lu+Lr{UH5`!*`g`h}VVJi3AUvfka1_eBZxw;c{@Tl;AT zqvP4V(2vw)w;S#vEvdvwY`cKm{X-*VIMeYI8Nn|Jh+P<=4A02c0{AP@j@mmv9nq-Q zM_wu*c`WZg{+7hIwPU&eAyyuiEUb2@W5OR|n4X=O_h!*j*;nbHNVY1Vd*%9Ea&%Dd zJt5P4nv9muGV}IV3~#1L0?#Aa_gOSMl1zDTkL0qQ#Ik=NkIN%`m@~#hc!HA`*7;(L zM!U^uqAnN~-uZD_t@Coa6${%zU<9&!elHsng(8H+n+VXeYy~b}+PA@zXw5huYgM^{Pl3-w(SG3LB}L3ATW+sH zfa`JVAg?e3813jtb_5H~d0zVk<#G0o;ZI?N(Y@{afUFhtiB-gOo$Q=yJNvgVVV6Vb zh;A&~m|sCY>y#(iTv(kB1O%6jxUhhN<;yoWX@q?stoT-!^QKiKq-C0gca>^tT&p(@ zpzHkEep7^ZU!^0M4=bzMkfSW}0KEtsR^A5{F9WHQ>nVv_=i$$O?dU68UW)EQAy-z*dz#o;50~YQd{8IUu}yf! zR{>I&%kj_JI7j{R`KkQsqycXgXY7*jpY2h$Q6Lce)9tg_Z}0SQF>eoVZmEKs#EHHG zs-2HWFO)bD8T2)1wG1lbC*xxDqQ>pvu$t-HP6BnC-JnqyA7BtLz7^$FzhS@~hZd(N z;A`=d)^P#2(6+Z~{KnHi3vtMs7u^#_sVee>{Gb>G1Hxs^5S}F0xO@ScDYml>8Ogux zX$M!O?pU(dD2;B`DuvJ1AVe|4XBHL?)=9a+}ym; zhrD8Jr8DwY9}V?3`GTCba2gmc+g|@;^hx9|nW&?3^4|wFN6pnqy-(5Cc(6TsxP_cv zI>*iXHUg*#kd01m{VWLY&~lH2a@#G`nW;5Dkz4az55({vXsU}j_h7I6<;sPe|AciG z!iIxlC@cEK0ewSO)_753XDBJvobUM|oAfpQQI8Ug*J;7;W4q4PT;8YF}=mT3oNpy!O$n=KGAW#Il+k_*KUT%4n`W zf2wW|uSEgMqk=S`za|Got;}nOigEEd_fzBZL58+M_}>|Qql+Hnly&(@Zs6q`X6y5h zEz9Z0IAU~P@)t0UeCRB9Xt%eVK%DLi^{~c&ZU4B-S!e2qq0V@li7{+H`zD?G$F~ z5_GYx)bog0L6}y*ab0wV3tDr zA#dXj`nmErDWP^8N!_TOgl~#!1BPo6vcJ}cg~%+cn;@a#Y4V+y7qn#oyzbRBdu=1&xUl^ni#=f>@WQtvcHdBx@d3r({e$ca;W3<%qRR#2ziA82$A*J zT!E6peXNdH$Jy(i~bA&+m4v&1Rl0Qz3ueyKcHUjk_YqfXHVS52NHCLmTz7fHxM;ePuVj@R8d-f5* z0l0;L0&iBJ^FfP_eVJLLshlu0bMy4v+BMe`i1w+H{;g+z;__SIuyFxOqH=*L7OF(v z_Ls^^@hZi}Re$aGd%HROiMBMvIJA&jM1MjqB%|4cM$zEh{f*y}CPbBS^QC+(!>L$& z)|Hd=iwqSUDCVL>j5#mdjXRU4Ia@CPPzb)bb{7Oya-#)uc{^WV9$>qEI~dF3<_zpKTmJXf=?Or${^*+#ru zNF%hX*XGrdx~t+hI+z^g#gsy11oFn^!+v4C%zo`kz=cw9G>OHtZziK|KY&vh2i|3` z4^Wtcd5<6t`NWF(G)OH+-IX%1J;c{~%k}%4wwoIrU+Q8IFvy(A{qC44e8`)p()z0eq}by7qnKvA3aATcP4Mm3RzWSS_Pk!NYNK zE8{&&$7_d0kGpR_!mz?jOk`g_nkcv6bGRtne0BgWl-{fZt!dr^$wzz+A`nn}S#yaV z>4Woe>UE)s4|~UJ!kOE3F;s@RtZ@{ZhHI>I!;s>q-nj?Lp_(+?#YY#n*r zxETGN$ZYCZ0ms1-~&m z5^l^tqiyA81>K;z-oX$$TxZr4J4Jk3+@PD|ZSRlCSIBV5(fhn>?PE&wUA~SUKUZvB zkjdeN8o}mgZ7l*x9kxD57&dcAS_+;9zk2*>L_gf36VSqmP zuKdsd@A^HJoU)4@NdIJFP%<_~`BU&`W{;lBff_za>C{+p`TW6=w5FrsXmVRa=UT-t ztmbF0B0z>PKbIe1LiD$brU{V0D>Jj2C~LV~@0V2xZh6h=P~w4s)xPDMOOqO~2FlJj9|XO?4ruFBLJUov(|f4Mr`}KpHL_zqZ$j>_&Fm>crGMl2Pr< zMuAKRcOIUyVyPT3+@^p*Uvy*}D_JK@-JU7dCjp=(% zm@T=1qG=6(r;DChUv`_;adFwK>8h1O%juCNkapQ*pE;^}r0BwjF;sSve9>>2k?^<+ z;0hxMcnsP0iC*tTys#`YZmrTcvOw3gC{M?>IgY-;PJkDiVR(n~4wFuELwP@?WRHQ> zbU`^p70XW~7>8phXbC5S7viVnXey7W$6WP%woI6<_5sM&B#$463oCF)b&9BAp#d=D zh2A>tvweDiFu>)SqET*^eKa6C=!r~ z#MK*J5%y8OaF_4hJd=Pl+!HS3DHWgTwR-O|j>)SQ2w$n;6gKPhnDqh;G3X{Mg(0P+ zJqUa`kG7G*Jvol4J|m!qftx{C1-`t_3%`NLRGTXo8mh^b$pV2`FhrgC`TD3L!1u=H z6FWK4D|k(yHovTNeC(B^>+nfv8+E(f$yiobH1ju!j%uvBi1(hoO*e3AD}iILgEKNkkQTc}?SK54fT)=R`OJ+NT$6Klj3}gL{FC5&`GKMY351{Z@u&!QZD5b=S`5T$ z`qNi$pUwU*isgq4@&#h)ZtFB<$-i^5K(^l-1x1Y7M*|4t;Q#(tZ+Hqo=JjDfD*h*{ z`tkr(;N%n>jLH26(eML$9X6d>85I8eKv2bi4=S|gJH?>CF$p4A;8b9Ww1WCOPy9kt z$dP;P6#==LUn!1~QJt?~oFs~9=l+Fb^pOK2uqk_M`tKw7Llph%S&?smdzIu5%(O56 z*AACJGBr>g7%$1qLb>6;5AWZ9_eTQb*LND9*Z=!3|8ET9e~0mJGvocgv+@6aHu_Zo z|IFL+&~TixGU>2`Z`)aLgn_ehoDL85ZwOIy2MYj|M&ZM=RrA1RM;0lg?KR$fqkYN? zqI`dKjQVG1A1^IPpmor+GvE@i&TdJBEvTVMw5y-~oZi0VxHAYac0fN%4N5@6zB{4m z#);&IMAz1$@b}`b)vUe5+pm$(xyU z1uFU9YWlc9=(~1L+QQ*p`Hd4(oX8mk7_zgvQ7!X1yqVGoO2#i08sPLG7^^x8_`){; zCz&t^D9>Bx+k-YQlmK97opX*JK?4;9c4s?%xI<*N>~O7g2TObFAjpm2apZ_ab)G-i zj=o3_ZUlq)FU^)Z-T8nnCgKh!^E5zi&90RtjjKAwY`*gT^DCj^G%m+|4_aQ!rYpt5 z3w64-USc72Ph?2ykMUA3G{kQkSF$vX^}Q{NmGhWXUU!j+d>P8zW4fddIy%*xA!V)c z#n0+-&CVBnbVWk#!jRU)YbONBJiGXJmsO+oQT9M0bwGxfAYnsq>#e;rlXN6M?nvsL zkjGN<=M2#GqD34YMV)MM|oqQZPM{ttI=*_OwWwSi*6odCf#xH~+! zy9U>wA-KB+3BlbVI0SdM;2zv9xVzhF_Q<|fv&2qs%5p-eSgnQW-LO7 zmC&assxoYrByNL}Pv?1`S^gxmm9S@mikH_LdfJ^}$Bz0ps*yF5PNXEndRwN?(-kKUpR>PCi|csK6Xe59$TSxi#66zP zXp9Yq=YgFLaB?HrJVVb{H&5I7OgLu()hzpp&{T0FpUuO7pT0D@>^=xYcF9G8E?F2p z8)yIiND~?zLNTJXH_ehKBL!r&jxcz~2ns?yE{nVi#1*jnmJzW69Jda{vziHR-4DLq zKley#2&&cb;2~gH^)0{6SHARbBd& z;ZXkUj?Xp`^N{Ba2;RAK1r)O1VCx9*qrLy3?HiAT0q*0knY9jaP1Y)W#)q3GZ4d zRha<)ix2vnFImY{^k_;<&arcNg;I1v%*?nw!ttb}#H}t-D^LiAA-LM89tzoCTYI1? zKYk$n22Ukk`Tpg_bH|Ru?B-}?xjFI1^@MrnqS57Gcr+v3ew(uZD!&9M8Fmu%HNJd) zuo#Y7&sq9-v`{Hy?p8T=KhfhGettN@ z%e?|+K&pmACPk=!@bccC-x+?CDYq?0r1I|FYiIAnU*?(8`+e&t_RCkO3!=h0Q8y*k zS{IZ@gB~|Q)E!SY);Iz&*9kU-K%z#dc=oiNYBLNfe%>49T)mSpO|`0{R&R4Um`P

@#SvJXPCyK>EdoDGnGj5(y96Ab7~3y zp=;vJipOfQ07unxVvKBJ3raK9Z2j31mOuy$SS zUBVHVbB(#?z(nrB{b{rj()9^qQ+2-np>^zi`DBGc6T1aJ6Os3Aw0VPw$RhXQny0(i zNhqPw!^?9D`*!shze5|N^QSqc*o*nA0|DnfDuwENxskfXphco1Kli6;b^TO?d!0?f zhuEhZ2LfyuyCZhsL{Fy?AMD*1+lDc)9!?!AuN=#{(;`e*EB)K$6H^*RErLW@N8LpC zk#BFG@ST3>wKgU1E9&r{Besg=J$WsP^WSY^i14ir)CsJxN=x1CT`2pk&x4B9=C93$ zN1d<2Zu*5a-N=u=GAo>$(s>TuPx|6=n(J7HWiLk`_q0Ec&^46Eu5lGVoeZM|6YQ@f zo@nbzTFh;|IlQ&jeCVa~C3vK4cbbVS5_-DdhEc1Fx>x*Kepy?*s(p0dZ90;Ya&$07 z?bzI|Ho~na?L%@zh^1KHA3E^ZcObyrd^GcO>W3dXDCnVPlxqNUB&d(Sv&{iMrbI;#&pL^wW<-uLc04>PM&418{R15)QLyC8?* zM?bT}l^=Oa+x6^UA?q3R3=`-*ewsIAJ?X7Ryk}Wa%8UU6?E~x#?mY5L5#4VZQ<*)= z?iN=Qnmw?FQ!y{G)pajCE_NqOjvp&XAWP;gLQy5g5pmg!13-zUP1w@AD7-LrU@$aQ z{5M2gY+%b2;Y1tT2%36mtWLwzSznNOI~)bd9TJQwYK3q18$E;TSWNT5y_MVe!zO@fGP)%88n zAyqEjhSA2XeN0Q>$!^Bo^gNc4Mq&Kq>n9^XO~e>nBSF9Y<%v<3OsDBj>Wb+$$wW05 z(=TZg^&W^$eba3}4Ou3W8yQ|#rk`4TcCpvKsBdRHZ8^EXe$=hES@V46T+a)bDi|!TW$5M6TnFsl|>VYYZIrY?R&ehx~f=4 zp!6KOknu^L_c_t8qGYnHiuf+OxSW1gK1JijvDM?sF;@M!{TYQbIhgRdS{`?S2;|-X zX(CMd)QPpxu~2&;`ywQ=d@;s-AbVhNMPGec*(b7P{t0}azje%oW<3ib6}f80PU>NI zqHkDrR%Zvf*^y`VdeLPLZq(hyvwJneTM1Yo=xsE72M_oOTv&F6RAd1wQ>w zz<5hTpU#4eG8k+p_tDV}&f4w?iIbau?@_DP(wt#;x)uK`#m(CxvNIKtW+107CYjYm zsL|}Wd2A)$Vh0)gJCE@k6-@pR>lH_l&&17#Jg?*q#e75XW?nBNl8y*5qyU=DXet8x zQ@?Gt1A)p6UHmZgy|T9Jd;8}gjjuvUi)JUS*;0>oNNa-BPk}WabH8qW>WyydW0l&` zl2EYs3`YH&Q8vaIARFRPz&msk(x+_B0iQa~tut*)e-t%g@Gm1Fo6Iz)$qz@@3A#oW z+oBmY*R(WvX`9h>rIm-t9mzYzocXb3-C0{=A44AHB0luFoX^MdxaC2w@q=SKHu)t; zH3hQ&VEmqTLzkoj*(8QxdDP{kuDLY!i{)}y%uHM=r1im*2M^V`F?T{&)^<;|-NrsF2XegoIQJ!)YAc&d&si{5C$QiRvp3 zsc$N}a45fP;Es2qk_7v4gec1K-hPJ^NgQXw<#zY{-h z3I*wKHd$7zlYHO#X zoXDA!EHZJ*I*b*ss5evES{>w=6?i7#pk|)kqR+OzHXwu3im9Kc;V=vL!&QiEm~s;MT(e2J@?>Lnd;)B*PVT}?KnHQ;CQu%`VP~tV{^rG=(k|k zhglNz!5;u+EunqX-5s+8$jLK%p007Dj99lkW7&VVCdpx3-Z&4> zx{CFj@D#GTz5Ebs+7K4C!lD4#x*c!@irT=I!k^2PxlrF678VygH>HQZ6<@=^$8Wb7 zF(N6`<+amMEHgZ4APY<nO`F?#PoktLGUyU@@kLvr zXQt*c5c_4H^y^vrJJu+v>|-gH1S;iSDh-ItTiSEj$x&A4CLIN4A@ zbcN&HoAR&s;W+^0TmEHEBs~IKUXGTe+rn=5fQr>>>qM;(g=vl0*Ed-HCLub(dEv;9 zZ-|3(#Uzk+gObd&e6S`K6DCB+**xn_=dTRHxYQL(4lC&4ZdEnP$({1 z?xBCHq^}8uY2lBdz%@Ex7t{7|huzf3atspJTy?R_9Wlq&t?U@uvy(mF`2ht(^MgM$ zfm%)Ms-&dVek(QW#w4wS<|}u7K4qqRFU_vbp8UGM={$x4^m*e_umWg%Q&T6~_y~pk zM7chdpu&iF!-Rd=h?2g3sfmlr>3IGqT_21ajlfeADMutA=_^E;P{DJ4I{O>m(W4u zcBHwHQ1G?McSu~>O*kjs8#+9@bK81GpCtTmMeith4Y%_ScnrcK(P{CEwX~7ulqCAX zarW*()bAG%F2CG<2)Ms$?11}rxKp~}Ea#Q0J0@E>(a~(*MygXqddAxyTA^2MIM);(v{}9oCo7ub&VSApYh;j|LeG+uGwp4U zWDr8gZsIHu`Eu=d!@R?lK&8c(HORT#7Fc1~FwE|5yI(j^8!~TdZdK`XNTV=dE7eO* zR7EcTh`pt}g@1ra=^K_mGwu;r17CXmF?f3iIOH;-yrwv1&YNUt0Mzp%7ET)G4+MVK2uu;o31;nJfKlUO^4VE12rmX@a18#}1oTA8`OzIbQ?HW8Hkn9c1KXqH|-D;+noccTgQC%H`P#YAg<}d-7m#v3!Z?emw7YZ=^GR zwr+SDZ61kPJaN4FT~Mgk>TWGio<@Fx&;HRd`M$k02(m}^7kDWQG7ceC_$LZxq9hIz zL+(;5a8h1_g2t_zVp4aM+jSy#idUQN_Z}?8AKR=Ut6$tnH)hXsFG} za{*3N+3mTU#fCsah$dov7WJTt?Z?vEDJs#POPIj(0ryg6Fc3T$5wcSk+6;+noVB*S znL!;T?dF0TrD;T~dyqQw`^binNd90f^aV*JX^6w)Dk?fZW@3syB-}XcO=b(v$+F)< ztoicJ6pDlu4u^%80^p-bbd-0Fk`RZv6|fbbbiRk*j4#x3oNq(Bm~RdGK$+(EfH}u7 zYO{rWg$+4{a|Pmv`i+J0vfEiy29!UkW_N9oc}~q3JRb->9=U$O{!T$P=^LOoAWTtQ zunAkbAo7U()VSZzWo{6fd$UMCi49ezIF2={c8FSlUo)7BTWqSA4#Yi~XWLW%NM;Zw`7rt0@|mE>7EmQerhH z&q-`NM>}zMFZ-dFyn|u?27#4p_)??9Vy;4{amQY`7wWn;h_z4HWz{2d5=&YOHu~YQ z?%wWu+%swE@=iPnXE2@0VIq|pU^z+yuQA(y)`aospA;WZAI@akW!zz+7S%o-D9Av* zgTx>*1ak)?Q>3<6UH~=2+_vM6f#aNjEyZMa|Ag8`Q^_AgWRp`eB-wvTLE(qZ?qbpJ z^l?G}QDVioRlytvka=sTb1R}u2(y@qa^dueE1?+wG^xhs2gO6kQTRl^A~o!DVs;2`pfjTzw$V4sX%p)Iefup z)yomRJ`-wgPj%Ej#8CdLn*JyI{F)@gm|K<9Xh<#!QvisfCsATxldcRcd+$rT@Yzek zhZ;k0kZk4Y_W5Lxh0niuku0g> zBHPv6@cSX=lu{ye2eH_hkba6vQYjFOv1Gk}RU(wO3*>4G_Ug)UX>9(fxm2cx8 zkBZv2&mzuGsjPkz;$nQ}GEg7p9A13g(w>3@rEQ0y2~VsHHQf7>J1|PkY*BV1tJthvaL}NdCEojR=TJz=pZ-4@IzNVK z*L$}nv+tl=vriVtRxLO>LB2TA>7hSD(1^)PdzjsTy{K<+N16CXWDmTVaW~!Q4UZtw z8j8axe!f#+bwBjcy)>|+C=-WTquT6Z7;P%?cgR@K&;2T;>v8cQx_NHZI2r8p;<51(XtjVl}*f_?#XYodFtsif7U=U%prWGWwjoySpW3s zHuZ<%1p4%3o#hj+vH5a=D#v8Ep8N1G-`*UGFG!Y`)Chh0gzwk^j{ITC`+-Ld@AxGR z!?R2b95gEAixA1%GzBf;M)K})sO;T=?1kXY3&fXn7M4?a6h<4*f2x1|a zzp|plqP-JVZ}8`o@e9A+muz5t^;cVZ2=OdfPOhl4|PrKM`d)FcO0i!SP{QPkQ7_bgno zR+6dR+gnNt-F$2mfc8FXjca2@s&GJ=yA00!l~`gM)Qkjv;^+&OZRDUw@yt`YT7LIx zd`Vi|xS9Or7PM(l|8u_Z4GM;mXT%%TA?-yG^xHfGV{f#GoC1XEf<+I$4$QYb9GWC7 z*(F}!dCos_3$0}-Z|2sxI0v5kuxCJOQtY~{I%GCFouT)Ia%CRt7?2Qk;7@dJ7-uN= zZ>kAK32QYl7`*`2Rp6_j)NGcXJlDBY?OBkNfI}JCq14R0Tzx55aF_CFCIGz?ASURS zEIY7DcotmM-}eUQ%eC=%h7zNLpcqa{h|;m++dON2(uw9#;mvFbvq(_5{bNX|&QKtE zhkUtrH+O||a_?gxg&AQ*=(=K0+C*U^vPO0$hu!&yi+eoUq4_+S9PtOk$GNKe?8&F~ zd~JV8h1dC`%!!zzb~})lfOMW3pv>?bTy`EFFBJi&ab&{OOg1~`_UN5L<=SPD zxs`#`Mvu9hj2{LxUplg;cMJOsuT^ZL*!s4`r4hGC5qfK1{O7jw%u-%3z;(@gFatk4uTyfPWIOy-W2B@eiv)9hf(I4V zc?5d__LW$-|HaPUM~|EOC_OLDTf6#IWIh)N2>c#ySQm}ax#%6_EXCS=+ef$gSUvif zzNp`@yWfF1nxxbcIPeTQUAGJDD_^Z0w`*sM_SiiT0zJ>%6BP z%$~=T)^KGKG@7D+2fEUPk!{R;N$$V|QGaWyk@glis5CIEc5QR3Rv*6fV<5Cj`|}sb zcH<54NG7>dj%edi@S_@>>X9K@J-Z#p6|JopxZjQkHEP*mlF-HK?Pg^)-n~3?nEY_> ziBi(sI^;D}*R{dQhOqUvGB7A}%~M@UKNh5;#=0Jt?8z?*!y~%(e*aeVhRqv@O*zPn z50WTMS-b=*R;Nl9Pgl__J%>$h#T0ua(lre8-gs*Mfa$OBL$3;Z?QhGlxcA|_rO6+T08c&%W7*pj&Y!Yf@&lrZbjFoTUu#ot;IAv zJUkfhlz2}9tOSq@#9FFVi^#pOy=}PfngB=dmOo9x=Qrt_PWU0&SneGsO=03@@oI?g z+uK;*S7SPSvVX>#zVPKYC_m1d_%F>$>YF}eFNIFHgrL4IfTlrZs8+q*;zc(074opq zXW9MQ`H3y!v`C_fk%Aza0`4AC>Vr!SD4Oy6va{94!qjm`F!0EEs&&9~qoIUs2zV}E zuqU?h=|m`~eQ04Z*3-SuoS6?KWKiYD7mZi*9sCrIfG$OfCP>eUSj;^nQUIcayP&koS{+Zs=dc$8xOyUF(|_CuoV`V zKrF4K&F00*o7P;TcsHJoZ4Eel|6vb=&{&0p;0~eECyvSSgdPJ>5o*xY0bhBf6NX@| z%qS3Qt}l%rd9gFb>Q@xnv7Ue7NSe1D)#|QL0^o$@$8FG{%w_e;i&FW*?_vuG^wyYr z$o|A6^gPa*PM2BMBIDI9E?GH{HBUZ6B`A6$W=h*1OerI>>4q@Ebl9D zXZ%I;`5Yd`yI;cWcW`9tUqb)q0{p6Y=X~qU%47}Sx~odDGkrac%tpe!2;Z-0eeuY2 zgB5SHcv`Xuy&`?5{VBWEq|;vzGj?B+w1*JPk3fP8a-qW^rZq0+AB1#HuJhN;@A8&>(3QrgI&?q~D0XfS%w>d%VpZ3xly zH@8O#TfWeTRB*Ui1@k~VH`*(6POZ!-QzDx_B#U7CUMqCu8IU#c>w1P%Grv6ax{H&7PeecJ;FJBDX-IPB}6;1cC{Gz`b>Z=O&JC z(C5}lGe{2S(8yOx3xNgT@uHCz;YC^FUDkGqhuNKj%@+EI#sP_dA$L2?Cn;tbUi`nx zC1$JoORZ^(Rde6jCfuVVGnHP#!`X{hZ9)Ogo)vjP)V!?-=8p|Be`2P)Mr>XA9N zT>_6gSjfv!**4T0!S`#)+Vxyb4|_D(Lm`!t<|#S%C9nyO?ckmXDey(JvspS@swQa2 zDkpgyPGaYT8s0l_7l5CuG~{#}tT8|@If?h;Ia(Kif&M)7mzfzL7hmOdH9c$j?n?8` z0qmO)2xlI2J1wEb^re}!rR(lBj?zX-N~KCMZRm+unZ}G7%uu>;a|aCWoqFvENTm*jBJxYATf-%{9ilh& zo3D|lROmU(A0qA$*l!M*;)O#oG4jcU*N&_^=|WDE<1!g+l=afgP>FzC{kyU^eF6Vc zeWbnwV^}Z~%E)z^evIj+GDo2u%9f26*Wo2Gjsjan|x;e zl5Hj!nX&kNa`{QQ^gs;7#UmyZgJC;5c4B3oZ|Y^*6}jJ49k${NoQ8M!J9Z8ye$oWg z6ubTx4Ij*yjpoeR`Mctoy~nm4LDfycjQbK@@iTeW0=c^J_JcsZNUk^4+j=o`^1nCv zSim;P2pF(p3Zraz(3j1rs8BX{b#qQ3tInrb(fjpZJ`TIP|68 zK&9X;4gG+PF8nn&DUYBzLd0Q@SkGkuD9-BFhG=G+)st*t9qZTbp0i=~H| zvm3MEki8TxE~2JTNz17ux(PKZRWqUeQcgzoBU}C{iO%^ zVGZbvK+pI0rKlq9cS4yHYpgMeWH*?-?f@K4r%yH17K) zdtvA}_n!7c@UIW8>%FPV%U~2qM4yG3TJL6hZ5q{8ea!o)xb%1HO@1U`-P!aPLqjI?bTz|MQ+!3;3kfaPlhy%(f#^sy9F38qBUlAx2t0v zfqG1K>;}VTj0~fTnl=ypP3CNE?ELg-4xbzH2W;fcqOq!^ktL_|fJ&107;ZM_={8=8 z=-px%4v3qc+o*Qk4K173&G>C(xK2wF&Am4_YEAzPgB3Zr)r6r(nZyN>KKKy%aqutgE`M-eOyx)o2b^R zFdcz`zOddWOc!Q`(s%;GP|&L;Ehyi0amVEg%k?#XRa8!+f;Z5KE=4vT2O(whkYocn z9F+vdS-g+6-!=e6)*V8#ifDk{iMrFhXpNWA(H&1=Ll8Mc>u&8Zm4$@IG3Wl^$9flj zj}*?&=w3p(mW}rH+vEPtN_E>~3AgbiMe>5Y*g2J!X$18~vvXzekv!E1`jPw#8rdBK1f2S~fR z*s)k~`ktRg+SBJVG;n~wxw6sMM7__C1Hz*35u>y;S`m?R<4rsnk_zM3$ghXyV5bdmK6(zVF+9&%eYT z7zsg_< z#_R3Bt{;#vyawt7Z83~FJH9&|Y9m0~c|P6(;0im@?Om_^4TEfJKV|O(ZvSN74RyqB<8LDpFn2cPed!jjsu}*NZ0&v+uv9px{>2db+)2WIzJL zzrpUg7%n))|G%ry6WO(+?A+}*a~Bxd|MwNu@Am=&2KMsu9Tg7jUrgMG=`cx{?ASpl zR1uR{`|L}EGJTyEZfO?CG072t_xe{G=x-*o* z?BZ;_xV_w}pJ8@0Y8)fGou1(7U>~#B0{`>xiQWHokBSDxqEr$3^`b-iKj8TOf=l`5 z6JH=*JpvozZ|UWK|1Ch}iV7s4qdBr@VE!$C_dip;zZ>*f{3nXuKU47kdPw>eNECNsbr1*41wf81)X#gWYm7XKu*QIfrAefr-Lq!k? zFmO9;UxxgX8|J^>FF5g<>dph&4l{sgf36dvkk6n<=c$ROi7!9Zo}4UDkO7J$o~(C* zI-r15U3%s(LDCO(3jJ5Jsz_-`+ERZSmM|%hUQaG78PH=xy;^HtdfS!my#hXRNSgw#&tsYxRgk#Ag#lutQxlgt?3d7)ZFL zpWTjll9}wjRa;|;BN35`g<>%mKVFHfh13zSFT!sz#sY8!19ulYCZ3PRn)T1v={fqD z8OoKyZUT)s|G=vM+b4fb^hbq%tw&NcOmP%3m`XZ3UkqB^`n}X>GF7y!c?+3zO!cX7o3tyV$tSLDc?^l>Ww46DUDgdj^& z$4|53)(tDO1q-i)Ln?{K?j8U!r^$XUoI7{x6UbpZ>=p7`9k1`JkzDcG`?-&++Vxhk zog(79pB*h%gPsp3_5*AM{$9)Qk9(X~a%e<1t(=SR6mo9T-jC+tZ|Rjq#lzpl!2aAG z(KZG+5qR2Wj@a|eVnQ1r@4CWZa>gTBhM1_*p`ZyPRf zf8O1!`XH2C8zigeN`4&36v#B=F_UZi zmEX(!n78l>-Zk_OYk$6%0k#XRg7ZPqjq?$^x=b@i>19b?`Z%Y(B_-{W zk6pia^y4B0?uIGDTUpo`#1XtGj&IL4stm>r@2;DtDWqRa$1(sOJul(166JZ|&2+lg zdAtuxp<0`4c3juUM?g5=oYj*eooVq5LEo8x$7NEp|0(8Rqk;8- zD#Wa5jIldy=8Mnesu-%%6-=SAkcA7|iV;csv=V3s*l9jY%G z*Bjw_n+3C#(Nudx#kc;mV~z{JgxugiyM`}$Hh3}%28f9J!QxS{eDz2iwudL`T~Inp zN`&4tcLKzGSdOq2-FQ5PHFc<$G}w0Ggw|9}2TNPkKp0#<)@AjfgL2fOXBhop1xvu~ zM~P;&n&L@gb$&CaL;Al;i2g3ah@oEVkbJwzqZK+3r&~6z7dOu+!o6t1vPyx9!CxYV zA4!62ZCU{=>vWghEqreK{x{e<#FX)Y8ht)=-3FMmyU{_)sz}^?Io&n!`lT_mtFAHy zeeDJLvT;C`{ejbMTvq@>MTLkU0dc?<0OmAP`XUA}5zqn%+f$28PJ86)x|(8)Mujw@ z{HzvM8{#NKrGpbFBKiXNw<>NIM=p*$8?h+age7x|M6hwNsy}o{th8!>4K+?Fsyd z$K|-{WtBIp(~H-JIKY{Zw(2O8NS}CzkU74%SZ7Vmx$2lR@WY2vHjPxET(=<6<7Ss4 zQD0Arkx{==d3#v9FtHV?>j>m5eYlq8?lEmqo&Z#pA8cXkxr_1No*K0-Rk=-yikM>a zS8MRU7$&c*v|5;%!CF*EQ7TGIVXim*n3XO-wz{giyII~pFUbm9*V>A zR#!X%r<`^^OBc@yb6a)8z@H!}+AtdyN@J`OVgy;g{9asph-4J228%|(E)&2|o}uWA zj0X((xzYT@ji87qdH}oB@A1y$aW0z2y1ycN!AAF=f;r^e;Ae0fq@mNJ7f_&!LKDgv zVBo(TGrJO1zv8A)5KhE7n9L+B@pw`0RZwPse`#LnHBx(Ynp@ZMrM+oSg_45D+n7Be z41gUW@_v+}P>_2Ezu2Ve;O9j2_qw=$OCv$oSCEyy&?2%ZU#mOJ{vWhS24+MHGggb6 zv-+I{og((nkKEk0Yu{O!0|1CPL|js!awVn(06rthcjkUhV0N%Na8AEGRo^UD z0e$S%0zGlZZ*Qq5>=xqLH0UY3^@|6FK=oelIbT#3>bB?t{-oum?YiEq`{ygP>4Utk zqcY-r&oA9_RN0EfIz=BgJV89V+drp-D z0EE-Rk4Ywcw1nRb>Wy~f`9w-QdevO~>I}?8OR7wUBoBStj&m~(KrTl!&j$e6i|B$0 z48~ztUYZ1RhSJ5(@CW}5`4F5qCd>L60`}>Wx=8nY_P+hGpT|I%#YC-#P5Mn8ZoPD< zsT|+XNAf=zfdDS;+r!7|^#n)Z4#FP`jYgm%_apWUb`**^0)9`8`^!itQ_CJ>6xCwA zoS?Yvc>H+>s)Hu_^L2^L-KtpHIjei4YDAUl22z7v`k+B*cubl&Y(!=;Sc*9uB_wkM zOuDZ`?clLiVYtkqmf)2$N75A*F>Ia47&ezgNlbQud||UTZyNmmD9g|Q10^JiiL@1M zuEi}B5rvXkmbk+wFIN{Ko!S|kE~t>?KGO|x`9hZG&x z^+5ifS84s5QeoPz&H!7${71>1TWQ1%=U%tAO?xp#`W(&O#g>by3A>0oNr_wp(GK^( z7lk*^nsBeoO@*{Sfm0NK09N>A6YuUR&gx3ij`UYl~*7QhsE*j_v_z8{`< zm#Bn%keX-7gFK1*vq6iF20(Aa!jVmofg9a9UC41#4V9^71Ow}~n$n^p7a_^BGeF>l zm*JJ;9l$-`E9?y?OjvN4o)}6Z!D8(pUDB%#VzanU(&KnxG8a4XhP;BpaDK{{%cNc{ zeHNm$P<+vA)PI@>$545<>Y2p*b6CqlyG!-Q2c`RKX;fM{y=ML`Mq0|JhwB&s6D4`% z-esC|bs%v_T@tWU$jwI6c&umA+^WutRo&-@l+TuL_@ff_z2t0eDCdNdbk6Tnd5}Z} zRO%wu1pefq_(i?$DL4!aF&;la0-2nwc!3A!L1P>eiwngGH*mRFH$EIMDBn-Wm~8aQ z0Z0#-0{~$+J|eqKF~bOvP4+BF$<;AP5hYYiG<<(L*E+qKTzjUZ>UVMZ))NZ<1Z$O{ zHURIImwhe~Y`fX7v^ULIqb_L*6Zx6eOf9>p&PY+iKY25a^ytg;U4@84Q<#cv4PxP*E&UITvB^V#``v1%A_{Wc^{J`E`XElm| zCAU4CW8Rx+tuNC|UvL@BiR6tdOu&oZnzc0n5Ar>d+(E8j(XKev?5i5FELYxwH=jSW zvqB5z(pZzr;2O1@X)o+LY(y|VYP#Zw&>4t%znKMtcZ*nA%X++AuMp~7u~{v${xdMQ zw{#jR!TQ*C_t!^2xtADC2Ok04H&=jzIKIoqWJkXZ&(5h&i!sL~W?HHU9yhcd8? zk1_@gF=$+tRF#1Cx=9q8>l8k5JY1h(muEEyl-_9q&SpM9FeH}_0l=~TL1?Tcg1rH? ze`+9UMN4Ww#nEiCYz$xp{b)A|m;>Us)&sdgX$i{ysb@qxi~uJBNfBx-V2b1iP3gsa zI)?|9wuX5E^g_|BfV#0Wc}jRMgXQ6nZIZiM?NYv?kmdj8z0C?QznZHvG^{58e3L*b z4TU&ejvoYeqS6%>nn-nQ6lj)c!PtjHkVP>wx9!qUlAbX1hh7RoJOiTbVk}5|0tb8% zMjKETTY%EYuO^dhpVoaDDra$i6!ijwoMO_Jb?*G*K%>|IB@)vc-bfnP5msP^5ajri z$Li-?bc{CAma(KRM1^=50k5n!rlEgmgAk;OOEBG^tXCE;U{T;aLP;#Hr*qjUk3``X zm^lWbaDA1S2dF7I5Y3%iUJG)=@LBc75D}ssH!HZPH7W#Cjxs@ipbYQ}do8vX=Pg$9 zmi35Vtxf6_xe6=2nQqo5^jv!e@T}Z}+b!?llR15&SA<@-xMARVQ9Wyd>>p-QNf>xl zT-xp@&~Vph|3FuEBWhFO))M@uqP&^AzV5eO5@FHD%RDk6zk5_HIO!7qpw6Vd=`dhj}LsH(vB7MtGN?u_}jDfFK=qCCJCjP?%F_@k(N zZKUuuxbZ`t6D8pfeS9^JiC+UMp_i=P_kZx#|7uP2705)%smZP4kBbR-7%dNcuG~zL znaKau$PYkhhyIux`SSiheXxHs3w(8a1t@qztn~h0jVOr$jeJPACZzk5C{nKns|B)O1VkO$LIU2+y#10%7e{UhP>YJ%-o?u7X{tM(%#Ym z06kG9qT{C-)(}wM_FntilEu+hb`Wzo2KYMu=v+R}E%LEI#r=145viz&t-vaU{MWdd z-%ASEBFhVaR{bnR?Dg>ucx-k;U&X2tvKHX`DH-(++2DE4qJ#oo zc7YCX5D9DvV!zDUvREMPzCRFKkBS-cUi!>X3^E_3jyZ1#p-#YBLDpa+U%(i!VnR3r zP$#SIHk6AD15uS(;NYTsQ-S_klL8#}H6#^6S0wyTo<%_6ys9{IBtp~ViO;Rlisu2r ze5FHT8lQ(+mGJ=SE8A03?TIopDd*jY4?y+gcDAK%+!YiK(S;r${02d~(cWZhT!Ju$ z*Nx#iH4#seSQ!9o@)A#Ic@8Rh*;1dcG%66R7)oT!jBBfjn`*Dmh-2_FuPSywpQ64q z++(?Wejs`^lk6|&m>ci%@p7Gtv4n<@-=9PZlt%C9xl(`9boLKrXp#)-=~+;suKKHV z{hN+tw4UT=HhUkfi)ws+Pf`2rVG`ByR*DHU*BKQ3<2Id2<orZjWkP}e)fu8_JR!t6pVu4xRATK{mWVX!tuj!^PtXkp z1#44nDtnbE)+fMjlmNgEer`9XiEEd=zuKcdR)Rs@6^~3_I~>v#1OmZ%>XBuZ#m$|z zeA%#vOSRg)eF|7h0?)#+z2TdqTJ;Z$_)LUP5kSyGd&T>Pj~;3vWV}rjG^r0ud9ovo zsMGMNvOW8;cPx{2@}w@;`ui*CMbWH$(_kWQ_!3}z)@EnYs>>(ym9d5-jFdo9^DhB=2`K`DPoYn-4 zQRTwTDMr(iHm~!6f=tSVaUe!n^PZKX1NXbmJWI&Ll3I>?RVf_?<{&KkSMfI{tr;+%livz(M9-NecA22xmct679?axK>W|Nt zskg82+)Jj|!>FQ3;wRh%7F~>qe%a{&1lm(darp)iaC{e9$E%Z_toSseovRvZYRcZ@ts+|SCFR@M9jq@j20(CfF9Q&ymu(Cc z+6}&&JV1s)A&lYkxcL#AB=PMn!`m1Uc| z)#t|b8SeG7dJeTU7L(G99?Rv&O?G@%aDwkdd>Oe~!0eD+XjZ8tA_-NHgs0_kFEY_GXH~?!loD7wBxmM zUeJn8yFs1PB8St)oa6`C6J8aLmB0!%5h}fG*KC)!$DqxJ^*(l%jlFpu z-ARf_>8sE6yBj@sa^)l+I!A50?0)O4FJ-Yh-u^Vk-Iq>KSYbOksT&zpMjmF)6OxfxESS3NJm*fzrjHJi$^11fuDJd zkvDaudVfqHvexh#C2{iy~6uV7VtQCIAq2G0fq1cww|6V2bB` zbadP@XPrq_{wRr2k{-YYdu-IpbB{6y^JGWCH2CR7U-P_)PQOiAyP@-*psju_2mgsz zM*#rs(7{lsIV!YU^V(n^(0$x2sxlqXN;mDTk-GN^jt3%_(Ro7&2e$xBW%0-It;?!A zn4#;oCk#&`)gt@A%ia6j`EGsmukRr0;;Cq+fpD9dvchexNao}x@i~6aU1I92fI7vW zO;_#x4RCO=9x0da)DVPFk9q}3xZNP*Ey7%6Q~-;T%14g+Y65*~6qe$bs3hY0v_IaePILQ}}q$1KC%qoFHO3Lza39|!1l*dXphipdKH*tc?r81O!mp_ZMv-CD7P9{wBe?V_m zyJIpgsZT2+Z$v`qN7*h1*&}(~j#GaAG%(bZ2JYoSEws&2jqrpp{^kVbVry1DKsTkSFZ;ib8}$y2qWYZgx>_`c zLX9odG!Q4XU|v3)d=}%@8>0ltkuwI<%;8vbB^>L54oD{R!Oc9Enwwyw`-o`zBcO9XGVWD}3n+2+Tr5_drkBiZ#Cqx6fDUuYXc;Hpg^`~+O{gu zDH_uf+!z>?OEbKkvvvtUY;fK#jfr*?P`~1>&duwiQr@Mm(F4DgZk1IRD+}!~Tv7GI zv*%^A)MbS=wfkUx({fX|>Af$1=EFUbSVfma{>%~2-bPt&*+AR=f+NhLvh_loYXKjN zyJd^@1OV0++d4mu*&RO@Q)OT~{o>|I%Udr00F{E=Cvp7}Vr8>w%wl za3pT=!#M?#xSau;1QoCop5oiB)6r2kUNBK<3!mkDrpKhhqe%S;((HuaB4C~Rb|P}S zj^86xoHp+D;(7i*?7d}Bm2JN_EC>S9A<{^TGzdtybSojX00HUlZjtV85D=tGx&-O& z1`&ZpcfZHFF7Nxj_uki@c|Je$%=lr=II~#idBned!PVLEL21Dz6Sa-b_uV18NY_JW zz~2esRoZLPILCozxZlxS{*F~_j@ha2Q`crb=zR|lHaF$2_indVR&%3Xzy~EE0rw1# z=IvDBS!ySUkfi~!g;1@k=S3R-noa+N_Uk$Ovl-LtE8dH>SfXJBaRL z2%w(1wMX|nSnWCLkS+Uda6k!64B)pP^;BORZLkQxB^^hiECjo(-1}Or)_pi> zuu@@{Fa5(pY=wXD<*kNqfD3IT5!;(cA77uy2y(x~1AXVKCSJ?W_CanPMB9F-%p*pD z;|gPh6GHX_#*25SZd||~Ak7vzfO2N_!(dG?SNqQkTS0OX+u@UKJ|*v)u7NV(x8?kR zP?l8V_V|R3g_wyYgXz@j6 z_LD7UOo-X(^s2n)e2c(`Y{hB5@MUma-ShZsQyH&?ljNf)^F?JvH2AN;qJ(s0FjYsb+UBR2UJKAf3C}o;FZO!WUvw=ee&5Tc5NE>0vRfuApSddY8 z)W--w`Bp6Dz7w_FJaTD>Q{{B7c%#MbT*`?P>Uw*nSM$oK6x*5Vsqq%8qNES&$bs*p zZ4WiI&MK!qNpkOPWY=Hj_-BD-UC4lhF*XgSo3?)Ey4B&f-hs+8F>fh^e?IZ`>*tgf z<>blDc#86hig& z>JRlh&{p2cv0bO0iO|pV(FZnb+_Kx~+gRrllRR4X zhFQq0zVnm{!AqKas+!!{eu%-zj}JHB9Y*qNf^)%q;k|?NhtZEst5;vaqfDJ}B<7NvsfsW3uqkYAloYum@;z0eSL9va1vihyt%%{g4&1!ulY2NTnh zjGfb(z;!VDd~UzV0^aWu;s^7Y4$FYm_l_#ju&ib8dTHlMUWS;R$1>SQnWn~b4Znsa*YxCm%F^q1z05W)%zux&1aIMHuKVMCfk|UNrzSu%+)QT;q2|N8*k zjj6IUbo%P3H9u0__gK%M2c_H9O*efwbYCvl`v^}h?|E~bT0IUq(OBFO9K>zyu$zLK zA&)Iy@?#y0WxVnV!27P`P>A40HfA5!}`n$)92N7eCcXSFjp zzW|4)JkmfSwC~5N?Z?lM0{XmLA+4mqacQ*M>W3waD?grW_A|}QPCwwaHh%T!h)O^= z>$CE2t{qOj&V_J^pEbd(q7LTA;S3$kSkU`uOEmz#uy1W^DRgqf87ns?(Vg zZ<+lOm~WqAX+yEd#mLNWq;fntDA#eNhK?y`PR)gIJ59xC3z%?+2xS$nyYS1J_G~Zc z*vV%KYX@)53b*xr86$_XJ92$G>R^B%Xfk}Aeop9hyIR*)v83}&+ z13i7?H*MYW-i4!_C|-f&)?*spKP5ZzYGa{>L9(Cb&8KY6`U8JcV10oE3o?~*YPZs^ z@c7h*q5OWzKU(=sF}0`qwm+VMfoH7yue-JOf9zN{ZPfH~SP8c-soYiCxoO!Qx#5>m?qYUIJ*4t^=RDD6 z@Ff86DU?+luhSdq(@O(WX3m9#pTrSWS%+fHK%A2-YzJSlh_{%=(p?~%7?aluJyu{vTlxiv~?5uk&o?J#!U2d-`lj?XKiW?9X z(>L14caiD#MbMv6HlkeqPSkKLKo}g8nV!hZ5oxwnf9x!I z-Fg0LCUyXon|G}cqxMbGhY#R)IKh5g6vD7_L*Aa$>mCw3gTcT!@f7aPh;@+PZ?Pf^ zQV=cvQ%K9=h>pE2#kG6f-r?2~`xV%6w<8F zO}xqUG=9Fk=0%Ok$L+=3)U(cj3$VF}hY2$L&f`d7c!vxxGTZu1oBd?rcB`7#`h1IA z76++sQ28z>IR!tnmLMl&??D&|A%vXIX+>T-6|A~-(}KJq&~w>cr&ZeW?~ODo12)n} z_1bdded0aaXZ(}|>XaI_!R56drrubo=Gs6X2(>2RVUU}I3GsUPY>%_NrYrWg7I4jK z_jH@BKk->s`}pjl&<$W_YRrkL%lS-zu7?^f^~U67%$x#y50tE<5Ot%q5Vnz!o?(5x zK8dsqdu<{08#9cYk3HIv8<8&+Cvlw0cLEOz#pdB6zWC7d8?O!(&wVWM=g*pRqlDc^ z-H-m*59Z)?ai1mg_uk6mwqwM<#LR(B|4ZzU_b^}sI1YT1-VGz0{ARp9 z-da&C=ZKehh@U`MzY1j8vW%Dbzi?YFTm*9ryd-HKiVM}#z|ns#^-_>RH&ejM)*J5#39Q;=pN7s}rY?RB(OEA;xfJ^s;T3kxhe10v zeuRLN$j8caIRY&eNcafu$b>I`1VoA1hGrd8}Xf zB4}*QzhQnk$`h@-S1@R_8(rpL-E56D4~w(_biVR~#_xA92QIMuvyk)=D0p`BAUzh- ziT&W)3xNSWwjrII1Eaitm!IZ70O;)uV1(X1zEMw9^)$eh6H3N+3PScCCx)%~-!pQB z-`xJF0oE6F%o^oB-S2^bs}*i{#2Ar+-BC&HN+(IqQUIf z;Ood6K8q2-3sOF3nSrcq-oCslMUtS`?I_uN7r0PpS=t`I?oRiY;R1VOO*YpJeeFJM zR*tcY>$OmUWCaog)^oH90pS# zh7CIQemxkpl_=^jBC=gRi+869b$%I|8vD0xz zUit#4)0j@I9a*G_WBpsN%d7O7tdP$T4TAh;6@(fc_Oh7b7A}F&sgop*-tT8e2#*h1 z{V^&PH^cmNp1r4UVB!hao}cA^@wP$~Q9zD)`1{kHSKp(eG1ZkB zY8TfVKMZ_qwiZA2HD!moy(>X@!$xZk8>Ebh6MwBCGD2ez6eA5}D6z!>R4Eq>EOA$J z=bxBnXyX69boQMH>p=n1HRT-XWN~oCslsr>iuI(BkAm>MuDS?~Ua@mQatd0s3mi!k zXVR>PeO`i%z-SVCzcRnSWg_By@TcYHJ%YK3Mib}W*i8f6e3MVzRS)2poky7c$f*oT zQGF2>4zh9Aw81=s_^#Kgp9e=6q55-N zB#qu?*Ba2##?}l0t`WuxvEWEG4g;%Sj1^o;%#vtubxDEI90VeU!Olybdb*%-hC7*c z*KF5%g^CXyHIWJp`OQj^P8#M|6T(4d8uQmWvcco3ozT8f#>G1QoiekVGMk~&iVa?j zSQGr^w4YH|^_HSJZTED{BAmUVo&L%!i;epjihD^F;hxzM0+=$SDVL)LypX6{HD{nD zuOJ<7bcPU(SfTQ*Q(t zNpNKV8Qt*uENUiCcRkzTLq!#2I%?6k3X#u4zcY~wVV>t(1oFYKo@@5RQx5;!s&I(z zPYs0^xe!w4OlQzk$eN-c;HH)V>5pa^1ws;rX9wA3CV~eFtb+r+k~f1D353hJs7(oJ ze-_srY~{g~{_}#&DP-+6;H@Np63+A^+rHLm*KKjBv&-?rJQYDP)kR*@c3&TW?O5-u zswgUEuF3Jor8%jT8`egKz;4jzz<=+x%cTPnsmG6CNCZTY%;bumU>nI?r3@n8EUZ?q zdr2S(Zz|Dt_u-Qu_iN>qX@vP<`Zb8K%5FmHpmA%f73wYkCjqnp*_pKUoHy;*f`4zX zd0z)h$px!OOmY~G?b%O!4aKimqkg0q4b4Zr2&>E^dAMf*Ph!`5`o8z^n*G6N4-T6D zdS`J!H#4gz)ReZqEh=z#=`aM$*RW*LpQ8o)c;g|sci^~NQ%Od~qPJR4V4{O7k5Kd@ zOCvx9YqL1DZ0dQ;CU4P$uzA+|VR**0ulAN>&X2UTH(t;4YwTo0?&skE+>h0*OS7>> zp!oisrvPAH$2JpzmzPiFEDmGCM@{9P;k5%hi`M7@li^9uMlJMnkDr;V8Pd(&Vp}5y zChesZjSo#wooeUd2TIK_kGWiIn>$&E;EmsPySKsC7B)Lka6KS@C?ta{ZG=~{zIUtu z5;DzoJyt6zLrnbxx6=8}RC2d+-?q#regY)61J5~?m9o9*9*?11L?Yn%{^V!z`~R~g zX?e42gllA4-PvIis+sofweY&7skh>d-v?Bzx5GlHSZDF!yB=$O5KF_}KUAJV<9sQW zUQTKyIf5zNhQ(NY-#m9KZApj7XWVRf*M9&DAA+|~)OJ=Y1n=FHWo|1KwJbwNqUvL| zM(PfjR)_j4u}7G3vNG{whrcpCGqZO6xX>P=h!eqi=Oh;u2vkt6g=w)>k+%L;ucx!Q zumC%jX$zj3K0xAoSvMGIUyL<` zjcWWV+&TTtAsu%0OG5MPmV@M?pPsxXcu))Nq6Rcy^Qp8;H*($ZYV>VdavtNRB`d9& zS%r@kwt%8A_d<;B&Hb~C)%;J{_{g2X7%@2C@6&y!G&ZsZcoc;;_+LihSK%4diXwPC z3EC<}nb}w6$Z$$Cnd?ZsrF7mD^KuVs*$tT8TX0K$YM5zr6!}0B`pdirIE&`rHa}}o z$^SG~r|uVsKSf9x4E#;?e;l(qG8qpi3>G~@Sb?jsb>o7FpY1G)y-+JzS^q$MxT+1i z9F&bg$+y=w>$kYKxScB_=O-1RFa@jmc5pW4dful_!WzhBi4teoV!`>6`(DrA?e|dbU+J3Jxc(+(8Uo5`wlo_DiTaFNO)$||=a_*@zA0=(sAK)Gn zGbh;Y3tku;|5 zSxfl(X4CnG_;mRtrG(saGKmk1Uji#-8hTCmfPW(na?|w^(h=}k<9X}LHQp>s$H`+N zDDdrfC5!s2c~)hEn~Tw*W3s7&@i+G_V2Tc}7qQsj;G|8RwK(0lFWf^!90+-}Z5U1# z-8y{BRJA#f2*z!vfG8)^k-z+4^IjtkHI3*3ME8Q`UBz34`@sr4xBl304uBY2p2xOB`s;Q8! zP)SDg0pXpR3pffSKQdmggTVE1o?M8@$mc5-D@v`j@8}-O0?x9v(AnyH+%RtLY0T1x z^Bv4qzmYc|^>o5btCwnjJK+h6vFhR_2_Uqx#Q0I$A{LB;FREE(6uZSs)x68a~vCX}E0V#D(!paq-o#~*W{m^cqb~)*P+JWksE|hw5BkvBp zWP+PJDNnE+2Z5!T+F8+4ViH%NMDSL9Kwwo|rOdWbY`)oiQ(O(3D^U1P%=_8%^Tn?X zbhw6Ox7VGN+dY|HF_?l^U59Y4nKVw9u<1x&%j(t62?Epi&?l^9A8k=n3~`NE9yhv0#;)Hlg>70}v4WE=8jCRxXtTZ| zW_Mz&)5_TiwoxtJ+CH}Z`+kiZj5>r>R@vwnhqGvhLGCd~#0zE1J7AnV)>4*G6e)r1 zQYN3m+MVnGZ)^O6A>nY8EOwxM>_cEmz|hBMSS2QMsd?AwQau2zCH~;n^1NKx`?M1< zU&>M--fu+G<}veb_t;%;ZX2$ly}hBHGr39SRy#r(in~~cexwf|^;BstL~I?XGX1|I z&22lEg1QxN@`?mI(wY}_olu=F47lB(E(N$21)TjZAG*#2O(`zN{I`DSINlJ3i_gWSATFWwG2Wl5MqJO{Xc=t%Zql=zG$6d12ok3_v705SkliYJ-tRtR&NQV9Rk$id_N~Hq)-OwH~D}%L*>t$?U|8-~P zXM*FwmcZ;;6ifYA4-B1l2C)H_`U0++61_%+0dj1s&m(Jh8e>AZSv^-L&)fJw7ddfO zmyrj(MO|#TF@4YfbqAJPuM5vjJZxQ+Yt!Eh4cLgogWB+S7pRvTf~+g=`@mstkHWzv z&NlPI9OrwlX3x@x&P1gq+J9%u`yx#AmQp`u&9ol5cA`jIW+LF0K{uv4sF!zqX>aQnE^Yc(SXKQKRv*AowHhE{qR)}D zQBhdfe7Ns)<5%Kq0mHcJRx>{GMCoTS$N@R?E1j~zPG3P^cVhXj-2ar%s#TtqEtGUg zrDY+p>FzUW{D*IrI|*iX-Nd-x>FBJN;VOon)8bhW<515jzYx#+2rfH-`Zd52#$wrA3#(fz$w4C!HSlho;$I3}|0yKxgl45Ap#;gF-4NkQA98%~bM1`b*?S z)_hJl_(wyX0E&R1KnIGQF@1|`5~CthZtCb#z?+MIYb3FYi?X#qyIn6xtC+rbF)T&| zjKTapdv~l~O_9t*Jm6T2Af5YQi%#kmAdTD2Yuu_KsiRaN#ASVmy{E*Yk!0|iRO9H| zL)wD20|>y$)^_?80EjS&kRmNvE5Qro(Jl{caS}v6rH^UADV)>%&GZwks|~wM6QUp@ zM^)p^SJQh@apoim*5y88Hd-u={g@8uvx4MJX;nG;S209)$i*gxD4|FCf_k#eCE?cW zRf^slv!pissp=&+GFtg59v9!ETwh`xpg9NUu~yy|7-;Y_e%-}_rmxTp6_~VJZKxMd z9GhgkUOB}cEJx`c%;Wp)q1FD$YjD_HKJHE;_(s`?9&HqERez%l8^6cN2a(DHC0oI1 z6RESf___I}u{<%|QMAG4rrlp1F^R%y>v~HmG5)mL0RVo-Y2KIT(QPfy3O0|-t5wW^ zPN|}<-ifn$51ULNdWAsH?*Iwwvbv}Oy;KCksax6AY9)zf4X^Dcj3(|A$yeu1eUtn6^5Hi8*VdC4fX2xpZ|tLQ1yYPfQTMDF<*pK(Ru z^ZeO`@cP|MB!48A+mCU&T6%;#Xy>5$wH((*0EcEqZ)_S2fDohVYjd0fS1l_r5K%mv z|M*L=dW(mv7&E+>z9PWVGp@<-P7!4rzczgE^fei0wuCSIrPyG%!#$j@YJtL5wgcj0 zyr`SY<3R0)4j6|y1G(Z5meEc<5rWbR$&dix$2*CM|Iy6Jhouz2WF7}Oug@Lhph8df zj6O~RTXQV_k2d^!M~hn(5!VRQJA^bu`0D9e$ceu2V}|v6!0g3=it=x~w(pUh);4ZA zVq>G(B1I&pmw2Wja^nYr4jwj=;zy_;^Y@Pr-K7UxSHSI!PM!N{lwRHP2*k0RZ>5_O zt0mTHZ!UlPbI?0_^3T}|d_}!Kb_kSuNVg3!y+ZNnZ^ zc}NKqgg$5ETiEH-!Jp=M#vVx$gTK#i_yBHg`dIKcSCd<^lB!Liq70cCRtGON&VOlvr*1} zEPLO6^(;?Se&l=BV+r#N8n8bDjLk2kWbeoc_L1aXU^D)9f8V3P^HuPX$c#U>dLfve zi!DmZe3o_g(~%+L?}vf7eNTkjWXokSPZj!k-5lG-?d}(z0x0hlMU-;J(`B!^cUqId zGGzEy2ZsIsMxsXv0yMEK`DREBHE=dF0GM9C%$u+=I83iRIT3j3C~bHTUFyVV$Fctc zOXnd11hc6~@-+-@?E4-IAb3g0_*U8p*$~0sf`=1iaiRG)2{sQ2eBoH9rU8uho09_Y zz$*orqz5ZuNqztt>iZz`X%o(0fL=8*)0BT{0l;w2V-LY!*;-|+hyV~~W%&oVI3+rD zx*Tm5<*Ra^aF|wDwbl}tv`$wI@HrKjv6xIUdZgi3aaWEhJ&Xsy&;I-IqRs$%IA6ei zFZzFhQu`p>;ABBIpQ3aB`xpQB55jW*2%UH~@J;f6fu6(R9LW0krR%+1`1d>gA0JE= zK_7pPW0UNEgGx)av4H3G8vQR;cK>?gfB&RB0oZ#VPICwA^lzm1fBn!39`{nB6a9Zf zeN+GYg|LMq|EF3&_!&WZBahcj{Z9ZZ19*cOCnm@^@&o zOi{5&BfBYcA?zPL1Cay4##egICf`88YBu0<2}*H0+r0&L;|bQ@1g2EQMZi>H2#zEf zwN2DjkujSpp_qM}VqV%J!>n?*HzwvIb++*--tKO}m0q_g2~buoQr^yk^0lWRuB@%) z)^G#R6=S#+$wJ75-mx3?#Th%UMf`QB{_C!PmJ6e@jShXlBOk7{oJSPn!se|ur{dP$ z-%;J|3W*&nl67ttP%lkmcN{}#PFuQ5=dpi1=LpRy4ma$o`26+&2U@=Wb-uQDg@Vd~ zlegAd%-hM-QM8`?e{4rzG#KAKi2v)Tt5WP|ej1^>>erv}=_zwxqe&y^AOB)ve}D0u zRBz`jWvse4H)Jd?_@fjaw2kRCy2KK|a^o>;O92!?0+~`J?DYTle^}8lPQXu7{rnD^ za`$1fEg_rop(%hHH#_n-Q@|z=bvuJyI%kMrHwF&WRHOA;^iYlS`HK-pk?tuKqN@-DsTxmx|xl;ILQ7G*zyDc+Aq*lj-p* zwp*8w=xJ`CAg=Sxg{@}!hYA=V95>&)%4C>%cV3V}U9AWTzBz&US|!7CPlCxV=s+Ij6V` z8-0jH+Rf#rZKjJmqMCR4T~+7ZEz*0RJ|tA(vM3&V7eQkU zos{jJ7P4D>X#HzU?zjfWy`$M1(68ui-1l6;-K;S%4so;&&E$Uz0PhTi=L?$Si>cof z{>L5!yAlf?+{YBc1~EVAAVFqJw%3+NF0tK$Pr65@0LAq;MMXK5SUuoNs9X>6o!9}i z{!f6Qii+(MEm;@BHz@yPej+7S^d%@QL)l=iuS^Xj-%a`B>&vRDv@#JSv!}csefk}U z8Z#7G7+4)g8-olxQ}>h{CWG;@bc)-SplcFSTw0Qo$oA$5WoB|st!-}bhMLhlea>$#0*o&l$sb*1#i69g3;%#XZ*VlKyH?++PiwWoW{$O7mJZiM85`r)%64Q9> zztochH!6vD&jJd$Y&!@9a+z`Vmc9l(>A7KWGMHhdt!X>_s(b6-bf_lk88wv&IS0M@ zzH4%?0BUyEwO0ier0xGq{{7c2|LHwEKrhFa3S9ku;ilP|+;9&X8es&SL)HxdYukSl zIQ)CpQmZa5)w*Hy{bVaHtwJ=Qj*Ry=yF0{!zJFd~VwncL{V%48eqF!SGg3Yprvs(t z=It7F+0BUE(<4-tW=e98iwa$<*(TE*iYnAhO~y>`3OVcjrJ5>^0M3~_+(N4DPc}M} z=J~3@wQjRF*H)+J?3P#KZl|U1oPQXGlaKbRW~R^=x894eh@Es*%(Mg5vGUF+9SwL& zH0ZJxGlTjNv)@0{04ZRJ5Ii+)hy^?`*9|jOPuO%k6wokgA0L0QWo^gklwwmxfG^pE z_!}zkoMNFYP>evEWv_Q+nFW=f4BLA63&JPl} zj`i;o*ivn^H;>;>J^{pMOv{~G%cGq#;`jHy5A6j{=>BZ+r^(zja2Mg_MEhNH=%bXLQ!>33-|$43mZ4in+r+GTW~+5o}aDh`Lm zTa}U){$|28(0R#S?|PoYV0CNUB+s*enU_8YYVf-hMisXNY=KAL(Wf=pp!KT{&)uJN zzWN{W2bP#V06_xLr&E5*|3Of^feU>{+nwhG>p*436HJNn`3n1j42mfM!{SC^t#S@Z zwb@D|YA0bmXO-d8^hPK1d&dl70m|J2I3Ph=x;uCIJSyAfxA14=+cpL1pllw`Iy=GRHCzP@Xu)Mf}TyTt$c3-Y0)kv5GXc zu~|>>#f-p+@<|_RP!c7esDu>;RR=!C?}}XZ>E!~NJe0LQ8aqxjGn~>Xkl+yRD@?hh z`VO-0ojUk`PEw;_GF0MH1kp>#7E4VML1^Up#fw0P{9D!3?jNqZuS=o+!y;#AolHAu zF9|?OanzE%a$zl@sOXt2sY!1<8QGZc)bVusZ9)UY1-1=?8n5WP>4@&G=K!{C9U8*s zfm8H^>d{pd=p1RI^-3J1)QegFFRXMQ*xGesrJL~t z;w$W)zbu+_XMAt-ERx53o%{Ydp$&l*Qvm_kThTrhHw}Ov7H6c+Ff0c4?QAS3WDHTR z1=5k}O_nGk7Ss>M1rBe3%8Tr7quG|x09I(S0k&0{rdSH6ryM}2B~|A*xB9yIp)`7p ze;$t8SG&)OPpAN^%5pX;sx<6n;1^;SOp zQBEekmgK=dGB$;!z`6tmgoIG03xgY|(s{qdr&9%-5v<&2G8Ecre02++&X)9^Tltl? z>$H~_vBN(PqNy-~QtI9&{)*%t-NBl2J0~p+{!W?m`qWINZb&DF$y`nIaB}(xbSt(9 zH7mZtWVe(rbH!fS{VY8By{L%ls!;|~ouWS-@T^i;bb}Bu`!Qh|EDp$_Vwdg2lIDLH zrR;NK$*g@W?)j)2BU-1?nW{+JO`3i;w)A}nPNioL#^ta1$q1Gf7%W_%kq%%^^qUD3 z%tf2sxBI{qLUV@`+W+FqNl#y56#HR5yJkzy@NHVxTXxCgnlx7Y{!BT+>0TAz89C|n$tj8hBh9C$ zv3Iv_vcO{4f$YZp{1$Tq$gRBExx;Tl;F~|foC+yddH-Ll!9Uj`awa(22gz)b2sp2t zph*r}OIp(<0Qe1KLCU=85AQoNudjR{*5;IFkED^zq;XMVIBQ(14p=VL7H9RfAH_%* z4`>xhOt^ORCiKr15G$P)-N@le!3gkZ#2?)wXl9NO4BrbR_%x1Yvu##IRo17>;AOd; zUjel(5ZtFKwmY3byZ8zeh#Se@hj;W#H;2;2;xG!`fzI6I$YQtMsKnFc51UUrjh-^P zscBB7JFG<&=*-i-O!d4z51m$8$eg-i1jXjK>rKdK1z+ude9C{-;89D+19}%>j5@X2 z9m%AV%WR^+rPsXfy^5HEEPeanMdWefQbbSGn~(2cL@F^e7U`F+f$3AauUlX=tz-~x z>MOnaV`xH~c}CgC_GcT__Y0KT{bIPS$;cV_`5q#G;SQ!OHVu5xwmOEG&v}u4_jg&m z^NNnD{u-Fhj}orA#WA1ultRDJKZPZ@dvJsQU8B{9)9LjLhVrHDWfkzViC#+HF}j{|f$uYNk0K2)mrYmgm#9y6QCErr( z{hby}^T;G9P>R=1BMpyH>V16A0KFt+l_S(>ckVQX$(@Uk_Z98N zV`FLXY6w%>fbiw%A?O>?i;iZ%ncqoxUt?$x)GvDRVz%JPgi#1BP8Vi;X-CT?ldDbW1m&Jg) zxNUPJQ}d?D186JqmX3C!=L7L2k6Ov=$AU`Pqc~<#r9WP`Grt*=OH@Y5d#y#ATe)Tn zXe=lsybe+=8dv!qp930ldm^^ho;3}ouyI006$g`Oz=&YZIt8YO>gDP7Y2J<;e(^UO zZkp#e)E_CF#V6aN@s^I<1f`PHz7q`@un}m}=~<&lk@7i;7K zI|2^nJsv!PE|063-*-zeC6@(^eh&*O?{}E_`#^3JkNM3H6Zh(}89yD6KqGcV z^Qan|o=A22nEF}fL7s+T)tNZJc>TS<2V6X;u|Q-Tv?~C1&V0C%#&L(vqd1r1gN66wRClYtP>)c5Adsy>s$4qc3U)w zKXhbD8c)V#(>(J}0F>~t6TPRr#CzAG(I5Gcr_lu|@sz$%D4;SCWqvM$JLjik_jOZL zM5>(`Pev{_`meR5I$o=Y7FI!S0<7R8ki);y?Eml7evRd>?-&PLUHhQFebs|DwE+|S z{H&P%8~X77l-G|fHMrxt5FlM?b<3hpI6z$|7>r4tu-AOWlf&c8ck|G^vxa$ME?nPnBH{Y5FnFYREV~6hd;an;hum z336kTcb13zjegEonUq22>+~MuF=jD3J~nIB*mKx(469jgHi;w=^3uL;d9INqEHz|; zNy=MtoGq9ylkf%;Z}}SY{9)-1hsjW1?4sNDqOSYkQL$TeIFtj0YQowO@U>gFva}Me&c8X zv4jhomCYwH_dS2(VX&o?A$$bNGz|#{@#etwIr#|sGK@#K{?hc}ZIE4Avghr=I#KfB ziG_~#A4dMgM1RZj?c)3olA+6k7r3@A-Xwfy1-x_;)S0|=TNHT#kf(i@?2G_QID+3^ zb(Tfc7hv94Zl)D*#1EK-pl5xRtnuZIbnA3o5vun%H{7-0%W0$x9Uuy0FOkx3aZ`^GcR)LEq|6!9bvL|j14hT6-TxOIKlU8Z@qf@|dNKbY@PaL{j*f`zuEY0rd)p0dAJ|2nm%_+x8}A~ zW|813O+Px_pS;{vVE>zozX${y$(Echeqd)lep!DnsCj(+ZnoYwb}tOj_~FQ($WAz# zdb~-3ADK1J59)h+Q=t6FTOG_sfvw=qCM zr+1S;d034prB|L?cb{3MEZDv*Ik8z?q`qf>W34k%P`T4UcdGZ%$?k@I$w#@qON|Do zY;x;?rp~XGq`RXEx2L7xUd-HlNFwL#TA3U7rsD%O(zve(X=hD2>ZS+bBVPnQj|pKq z)Lm@ndeEWyiM`>^T6Xp7H^z@T$mp8*UC;r==RdssMa}vQIOLgg3feeLAP;cV^J`F0 zQVnnpTr2Ib#mR##@82voI-LBOWc!A;=lmZW{q6KsKE}s);VYZSa4j7#)Sj0m9fV z2-Vc$%PumTPKVr$RcD3;=%}7jraZXv*xQ+I+J{GRx*(Ws(4q6RAowz^u9Lb4(dv^= z#o6Zv#!2DRmR^nMYeVzRCVHN&*_eE0U0CPFrLn?YSm18|_D4h_ zT8UxOx>>^c7u1E{1`IJ%3$cw0*g%VZ(SEo!kGDHBg*wD*k#2CW#4ce*yk3Q~!>S2! zF8W&H|=g*h(Xr>z6pq>@yh5s}Bu5Zt!lE4rM}Ly=vHBtV$jJ z1@wXYRwz0>c@G3pCO%D1b81kbe+)l%&s>?gej!5Y#pd_e$v+-a(1O7(j_(^NqjBM3 zY9P`vfwN}qJ;`Hxt?Yv(prk`w9&qsV;0dAE0@Noto}wJ_u@jQx{Mqi6X86hJ{?`JJ zYHEDw>j<&}6E(Z#(9f!PAM|Em+6^-0r8}{V3+_yB+V}i1g%V)e#QVjqI8YmaTcqE7 zNRD)HhysW1U3XyC*Yhon*VIGF{7LLx>jft%0hEuVoq6HdC}J=Zf)tuK)82XVR6Ta; z7S()9nJVaU$&S2mOLiaABi@5MzgxNU#Gu2iNFPt~M_&X=Q}xA=E;Z)o{nGi$Zu!yb z&_gO?<`QhDsb<_%_C=1e=+&dH@}%|uG?KvL6)4s=^%;!c6NY~ zNg_045`emwtm}#NVrNL~DtB{cw38I8dk~}K5|HEU)^-Ca%ziMUsVkig6wuD6*2}?T zOFXM7H948rs@cklgbh`s)+Nc+c!%*Vzw1`MNAdOT0~%mSA0_Ozk87`_9vX5Wc&sp} z)R$YlrMiSca}s3}zrCE4G|Kw~L2Cc{nP?vM_~Pxd2g81`0%n{N?m>C6qolmR&GUW< z&7c05f(eR(*V@+IPY*)w(OAR-8gpGED;XPrZa1}iE%fMkt_Hrx|8wVfg(va1y9RHj zT?-2AYl}%yO_`!H3j&!(1zBfkf>!Mqr>;(is0|8O%n)fmeN7jop(LL93a+iG{Mhx8 zD8KaX_+R%2@X)#3I;z*8VQ==WY)K$S$8lh)?EY=2>MtVOPy|-lU{_xFk}V>^5#jXV zzCQKu3YWjv6-glf>sj@A&PW+ zYz5V9e>HO<-ws`O0Uc_kw50V1m}vI`xnAz4gjsbW2o~dC0(FM~4p^#_+R@-n78icM z>AI!%S;x>pnngj0_cKaEjkDsu%HN($OKT7OQ|*Cp^^N2Ey%3-Vog_g5-)6;X`2HWLC4G{#ME zK@^VYsq^$#s*S$*=uB_j0+W^wcT9>Jlk_n@>24u#hhwigXm<+eef|XWdoGClhA9v< zj)f);;DFR!_1ZVJTj z`Y(R<`Wxo1z`P}YtHa0pIMt2AU(N@{SQ7aJYZr1}tL!OXuMYv`6OvFmhZ$DQ1k-8# zyl{cTr>|;(XmXu5G%{zkHWp3hoNfIbAo%a2{EOh<*0jGcU3)FX=7vcA9sA3h7Ew*J zx+(HcHqC2>>4#$K`xy(1rx z(cCY?nULL}GeY=`ODAFS83F8fcH4%EcD^Byrq_0mfahoC+wZ68XcAPl%R58S(gpdN zuJ3>`CWCBRA*@U91t%A9y%Acb@A8Zi@|pCbIkIlTlcb!d=$Hsi)pQZ$xrn%FO+z~F zyriSpoom(B=;;TU-Um9>VA61s0+?SMCOOd&LxtG-Q3Mf4?k}PrUO!i>E({|f3;wX{ zkBsSn@NUKw&Gcv(-?(|eP+tH}vhrL}M75Z7_+ zU0tz)cx-?ILWz$Ot!V!*d0cest|-T2pLQ%Vj)DG`DeL--sxC7h?2G+8oFrZ+h4QX| z=V2x)PKlY+jkqWks2wEm#wzSNcx&Z@7+3{{NSKq#SdDzn7G;V0uAh>7v6@Io<~g$4 z8{iD2WPoCuByj%B{Vvsf?0q-OBG>fs&_G;js2Sg44CPv|h6x&DFKChdKyOSEgBW^I z-hMcbg?~?BsbGxFwXtc!pwU#GN+m-0s=N$(D|RLZ9%|JEdH6oSVn<`+sW!bO#p$O@M=0 zZuK00AJ=6>TfyVqNl0 zNKkIn5ma{EYUv`89W3^u6MKsyZ8vZ~c+WiY1vX;{{Ra@!&czI%NYQ<2P*_OH`b~UT z@YWHpBsxRI@XQh$p4eiw3x9e5ujvQ3)k8A6Tv)qm%T zNMe!-;)0yZMW0;AOO)<=0Oo5SF4xH0%L0e3DcQ0HiSE)xcRm)Ui$b5bX((7n&)A>g zso<(ZL{Sh7Y4>T!46c`&`!sib5KL-nlPsJWfkn!j_m8x+eQ1()=|(4JyoLa%@wGwx zESH~vg}vR4#LP$G7{B z4Q*OoEduOlaS>9PxR1NR_bu zM5?@MaovV&&7&IC;3MTKUY8Z_&SN%NdBzv@vko>Y)0B zLgTmfp;TET@_c(7v-mndgOx(yz`_sNFY!y=@|03f&g;dxU#$$sODU1kr#RjLc*;{h zpO2o!4hT}!7VdTwa`$=j1o^lw1>!&-Amlifb$LaMendyv$<5rTor{oADz6(h#rcQ? zPv|JP9*9;_#zxldvda4e2mSSP@8Zq24n@Inmgd1bI!w8ks{X`jJwsE)^8oSPZmU{U zD&nR9W`H>>(YOqiOF0TKTv&giI$83x-{dp0(}yfLBTVYupjIC1mi1bbrKtIKKFfYg zcL6zf^aiMFxu_p!Oe2Vq7J5cank;H1h3;>6r|Q+xUp@y`z9Xd(z=MF*s1J=Q4KZ{J zORAg$T^tGD-$rA7ccDfWViyX4VdN31rqq7vv&@1NFP{<9@MdDYjUeUwQZ?dv-x=AE z0x%Hi%8UVRE|c+zJ14u7UvyTQR;L*_v~SCp$% z&JnP7J&ymB71Gw$UYum!j&C(6i?XaBX^VaZd&(iNmELygox01X9sf> zB$&K=W$?Xm1{crZ*o2i*-gL@sn(&Qa*I||HGgPplBwvZb&8!n3*oRllU+T%H!l8LB z*D5&uf84!gSd?wo_pNlNfQXcINQ!i)gp_o*NY~H}(%p?9B?v=zm*gnj9RfplzsH>C zeV+HVJ&)J>?fvq8VLLV%nVI9*W9@6L|L3#<*DoeJ2j zd$E$UrKuKh$+Lu`phef^M-l86=-z<-=uVj&Mdlt3@PeFY zpK_?oMsKtd{vI4`(a*U+Ehd&|RLPu4rT2CF^I1@ELmzH?Q=UiTr*LAr@vc#vRSR|6 z*tl)ZgKZR-fLM+?GXXcFGIYrMXY-z~k}pzSDita!0|b-7-E6r&9!U*^&{zg0cNy&! z1`& ztdB^6Es(Q5m^8Wb9Q7DY;f{OwlratsWZx_H!g3w7U#l?egbu=4Ix_b?j<2{=FHvcX zUvNBCxS=&AoSXV;t`An!c~b;rO+VZ*SFgVq^>X}{6I^9kvJWyvir*47A$L_3{#oR0 zhmp8HX|)(h2ptx|Xt!a`U?<(LH5WE*CF{Ca83%<$ZMp?fJxle}R>yXZp*&b{J31<+5vxts8wO z3-FwH>GJo7B*eJptk@FW%$7NAIC zP-f&Wi!*DjI7r0g^xXqb+fYx3TnE@orpHF=pmixB;gAc z=tNsfp#UKvHX9~#*lICn>GJO&XlvHW66{~7Xf|SYC7qv2Mr>*jaAVP^blUn2o`rMU z(1U+A?1nSd$k}uTAWlSW1Yv!OG6Rk)r%G&^SGr~h_ZQ9NnIXP&c*>~E z{X7~Dqex6(5W7Pq&_hE-AUtI4|AX+`!t0kn`@wr^|LaO%MIVZna$RC^Eorxxl|l#6 zqVUcIXeMqgz1*)&CIi^x{Zuc%bS#VqxGZ$@k`e3mV;COs$DwHdBC7ygZ|3|OObnQB zRFKa<^VjPg(Z2m6&CQ_8GeWcAyre`I+xtz6{8B53&Tv2op{o&V-@=MIK(EGI#%a;w zvmwzw*K^qxG}@U}XxPRJ$@?TG-=tsbw1z4;j>z|~8k%2}YM@ZBeC{Of;iW!gKi+-gM7t0kIx2aHY5beXd+zlJeyaT|7;SYxc@w&Z=Xdoc_xvP z>Vwp<%P^i5{HC)m-W4mvqGduf8h&9cxJ6Xh%s>lTTtsQi2uzn8T8<|Oxr`JjOA6bgHRwA>g&;U|XGJ;5=v_7ddEh;c;V2E~QT_C$^93EwsLR#&!QWU`e2Fr; z#`*i=eZbhjO_eOHP_C z%^&`5=u~{4vC$ycI|h45O}KX{`=~*{%$QwoHEx2()87zhldeqYPjirE6a5*A)hXfK zYV<(m|ClNwl?4eM@PQth@JS?wDef+*an{vW6adeu{N8Yt5vf!{+G-M==5nTQvF>Ag zf30CiRsg_X!HR{W$pYi6r{?YgiRy%&um0%~8e7`TDAY5vcET-intM?mcln0fPigSY zJ4xY=m6f1DG#84iaN7H{&qhrOTHK5i2W*)$F?Shrebc zi2bqtqbvUYlSPoZ@w~#+0{PTBqB|w*VJKdF| zUhqAT1Z^&bSq@NqnoydJZ@RLOs-(gT+*K=Tj6rH|DEKTqb3kQImF9`P=Dz!+5=HX1-q!x6U48)R=h@Q1vx?t36W`*cX3}%161WhAIT&4br@w6EbD?PLqk&W}Y@IzO6}tP18>osDvPJ zO?SkL^-mv>FQjI0BjJ@+;DR68HQJXKG^qCJg6Ay8-}{)`!I}TGjd*e(_^>e!sU_jw zqB`X<{@6HlXf?&i^i$d6?aj3UxrdS>#LFWZAFUrN*>0*n$BdYOZs?9s_#K5hESAdX ziF6|qA?niXVgc8E1|dvqdRmjqd0J;#Dm}J2j`CW}3ztOM&$;e?JO3tftmmyBx+b@P z4g!4^pGO;omXZQ^f~F3`Do=>edtDCGXF&}444Ojb3lja_!%J_6=@lX|P=Za=-sS+3 zjSRK(ZF2&seR4SGly2)PXUPV`%r(Ve4J%HA`EcfUUr1>}oyYkhhxNwu)&)XTd#qGb zOidp5F3o-OFHGNjaUe%Zy}dCU)MkE7S3|!o?>Nzf>cSd~K`U~m-hPQFoXT`1hqBx??CNWPf@ zS5_>C+B>^@vPq#d*`u;mu;IR&Z-AxFj5A(^f)}xzpy5T{%vz|{A-Buxwbw-9-mll1 ziJuug8$)@VWExZrDq5M{|E1{g(U z1A)eZTOp znV$jH>b>EF1pFe+B}0(M=#B+nQyumCCU#3G!x(C2ju(R?I&=yGv$cU8MrAz#7J4bQf^u5NL={y(bs{5tqio#)@ zZoK?vSU~f4hYE5pnQr=~zfja9a&kVWpwHSfY11=pA#zCtlIbPx~q%S@DY3-aMTsqdE_yBmm=76Pv};A5E7LZ_?vB zDRwB{8)atN2;AC*Uh6-&HZAl3V6J|hQT~bs#zp5vr&XHwYxmdn+q3uhPC3yZz!4WO zxc1rD>5dogPoAAp1PBQ7k92i{0=qbxCB|W+0l{y3J&2|7?w zBMz8By!UnUMcnJJw>nLw(C0!&?cw+TIBLOf`s~8)E)|#Y))hBL@BBsm%?BlemKO6o z%a~b~o0RU)F(3i%5wBbP&zLxKoOxd(3@w_IXB>o}NEwmV1WA%I?LGPzuLNx}ZkqJ4 zm5rv$7f*U3(~Qd^hLI?A7hLVAgvVX0U*;{AR*WRY5c)u!;CtqsQ=hFPMXtFRRvv_) z6AsRwE<3H6=dwK0GtKMj_!aFLSbzNvK3-W8ogc?dlOyH{k^v3~H+Jk93K|a6dxgjSs8UxYO~F)n-F5`;DAwoyOkQ00VNMKRbLkee&;HL)k# z%99sBR`8dMaMR=s59!d4YZqroZVIzKIyI zLBQmD+(?uR@K+9+i{hfM*K5g`m2xuKhbkq+NHar{nAGBvUy~g-BB!6T)2A08DfU%O zmO1s?V45W~DZWZ=zSVvc_)3=?EYnNEQUC4?>Nv)l$PTl1jP6)2#!=pogC-A zDF&16@Ri8r2?uyP$6$r+MfFwl`M$350KAl&%Y7U3{>37jFV+B8_s7Q=qJv)AgUs7Y zoS4(JZG9yNA>R{s{d_?b{v*Gt02Yml(fRS!(MH1ElF;xxt>Zg zuDv79JwSBNf3}&-d@rk0Iq&%yhh%@gZp>TAvyBvjw8{pj)g&<&@}?d4odL{r#RuY9 zO)HaNl0;?)>TMTkRf`}$ z^>r?qikAyr>ECbD>WZV6C4N6kNLrXsgg~5ep<~seU+RLfeiFKH@)s{u z$rfj5{K{+lW(7W9MaxL{(A4TlikMl%&U%Va^;)+$_8F@_^9;m()>nSzXtkRUUG;da z7v6mQ?9(d*Ox+*BNh|&t5)Ft4FXj_vG(WUHrB}{tAbbUNIj%FDuiJ;aw9WK%n~_$b zP(K8+cJ|^TASD#iFKFfXnHADWA2p@4LPZ)d)Ro8&nqYlFS)s2a(L9$Z0&N0^I8vUB z7L8=QmD4x74vf}4Sg>R%`J(M_f+_mE|Ap^1c zUrzX8TOLrvb_w+#pBTq9<)o-z`noR6DYXx5YDEA{En+zh-N%f2Yh@z@iQb>gBvaLI z7h0nWv5DUsm>uce!_dNTo{(jv1IW{9_`WCVo`EkJKZLFC~$7k_otV_d`O-R-dtrvVsOV&6l15v5R{f;Y&Dh1 zRNsiIPl5_jQQgFc>HCs%WYuIsBh~Qfc=~?9{0~+2xI50t_|R92qEmE$NDKfT_`>N2 z=-t()zXnwGKf)1O5Sq&x$ieDw-_>_n3NxSKKKKRyBjuv70wjJZT+#SC?_mAavoM;0 zwYOWN6E%(oLREwzk%rRj^M9KD{heWkbc=D0fq%Cj#{rxHA_jKY+lD3s|MBC1gW$if z9fq~fb6TF(|1Ad=fH?~Gbfv+%b77i$B#}+pf58D`FjF;W=|RlDZR{ju4JYkN5k;ra zi=q7lYM>86xW7Wh(G{*F$6-+({-#6bt%rt;@{(;t5Kx9mH1 z6p%|4a4OkG|ML+3)35ulYh##RfY3wtk1CzNUNM#iyJJX$Bmd2lFII#Zc$;3an7uwO z|B3Dp8rO1N$K8^mJ{SIKk990E0eYZA8nWBmdGQA^v&aHW_{kj-fcZ`luGB~8^*Y`A zxaj?PnW$YNq=hr!=t2$5wx=mhqV{k)b+$=9@G5{9tA8VW$O@@qxZsap-3W$7Af#0v zltoZ4zf+Tn$;i#{+TO1pSd2P2vU~u})`QiMcKVFBHp%P#F;?g;fH8izX!0(h zS}!&!#3NB#QDVXA0I8xe&G1s6chi^&nt1LS{8CTKyf! zC{qLZI>0GCmVKReaL~YK(&}tyQv92G$xB0<(LZQCp5mc|0FTC=zVdxCC7ajA^J|;) zLzQAfQDR;%@Wwzwf6@M;$5}F=n-9oBQ;QWO#|Y;=Z_G_LwS@H^A1@qrEsQ;6te4QLggmljpewdYI6$j)PB zxl~ui%uEk60>=d(&+fh`4mS5@%V+6fq}9EUg4WRpQni#btR>vo2lbeEf4joJ`P#t)K@ zwKhJRsWE-#%H5>;Vxn1VS~QZMm1xxW;ab|T7I~;;tU&G^z(5e(;}v#xT=R3p1X}i+ z9SHfCmiB}!o^)1Ajg|+^A1T=v#pn$6v{=Y0(Vy_3g3#+opw0K z0Lq@5;7PUtvHy^;{EL9Vp#&BTTsV{SE9#?(ve_!ro#`fr1lq`B+yZOLfl|P`>rKL* zmEIn+_H9338n0Ef^=#8*T1ePJqtj4e)L{Z&ZN+7pU7Lt?hTt|YsW@b~n+~C&5St4t zRg@raW!xz{$z_jwrquFFnNtzgoG~W4zS|Cg*41&5kPDQRA@IiX3uKtz?I?HH{Q~j& zqWN%y`96)?PTz8Ri@mW}$|dJ|YltYKEfFA_N=9UwlU=lW&#QA-4&n>FqZ@YgdX=mP z7@wb)osJ4>Af4@*ux`Ei!&rvX`^Ib&V9yUwc+9*M?3-DQ}&&jEM?_GXcwB7#= zM;IE-YW`ZGjZNsMzd50*n6!kth^VC{js}7Uy5^XFD;b8Ra5x9m;hfE}Y;mI3OF z!kk{<$XM8N`4A#>+R~QFTzO!&PWwK2b4UYaPSC3F&84x=-#h8wBk@Hx{kv$67EoOq|EaSg1_wZ%b-~_7a zt|K2Lr4MeN72}O3`_#&BwQ?Cu_qUfM^vMBKs&m(#L~$4#;Y%(iP8WVMGv3vRuyrchi$4S+mMQ_dqwjRA9eH~oXNfz z(h|a>j?V=)`6D!I=zEI`U44A|?MKgXewNK1 zF;G_e!(xv^2n=Z>BjW-$TCne<58&mTVw;z8o?&?ltnxp8uI9r}-5UQgPP-p=@^H^k zf4u=%=y807qz>>D|JY0S6ATFh5m}$HV`s(i?t3 z%kw925H$`G>`RImCtcBk|0lb;_ybsBtxDM{2!SHQid47+Exm!KfMS#jAiSUH@CiPl64bNnzAY6~W0pEQ-5U?{xhmu;A zE8O-Dl*4L)>fg0r^SkcH17x2cVfg)Kz@hlPF^Ud&kDEg4t<4e;yc12a z6kdSf6sVkRO6y2#Z<(e_4Om~BeAjzy_;xzC=X73HTHYcCun|&}0v7FQ^dAZ(;z| zavlo3CYs+acE#RVZ|tTfocJ^U3ZMVaxqy=je5MZT2I>eLu$~&f%SR?4u{BY>`30dF z5Ddvy^gO)pQ>XSU);d+$RMD0Ih$uy6ds9Qw=t5KT(Q05FV8tgct7^#WI43Nx>I62* zBt(`%`Y#ClRNubX0-o_lxL}IezN0S##^|9gb{_&3yMLjAWLn}<6O$XdK(=p0YvN?NUu{JEmz{?wP;M0^D>cHO}SYyo{~YOos(Ohyxiw zDfUeP5_IVeJWnOF@B0&t%}Z_j2fL?%PuqZ(%X>yPTltM#4NKj%!K~HXLB<$4vbzzu z@bFqQodiTIjr96q{AX|ve~i6RWPuT=fNvn_r(0aM-Sy3PK2>eF~|}L%#Z7wvlD|*dMblKa7Q8s+4_X zr(-I0&L>#c$rExfvS-^_n zL-r&x;M=YFL({plqBHDs#a$|bQGV{L7)ORbZEJqyz#8Bq!$ZY{$Chj`t?OM-1^u+s zhz>j_~v!2_QlorKN5~dj|+m@;70AvIi#SC8= z?YN(G@90v&^M6@59o&+;)c#%27H+0s4-Oj%*}$c>`fh{i`f#mQ;0k$DIaX#>U*uR2 z9zWAu1PcVsD<5<(MqE!e*J#G-T;yP4qHJ!Ht?{a}QZtXaA(i9SOX0-nB{x-8Z0Z@& z)J*K>E1Q$6>ni@a0m=aqE1x5b(SxpRImX3$_D9&wNc*YmgsjH<+UvcOGXPwVWK8l0>3{pjE@6=`X%diO^XU8o;0kx>jQ zKi%Ph*C7QMyL6jFNvBrUKv&24kjz}nTqEyEXfjm&=c4`ZwFJy)ePg&m>LnhJ z{feLSL2|B+di&DI$qM}Cb**Dm)!mCc<_;zB%ku?9b#td|_oYf}&LOLb1|{t`o)S7e zMq~gOA)4HVa8I#jwM5Iww0F?J3!wp~6!pG*bK+20tFh2#5<<9dIAD>YQXnh4zxN51 zd2zuElHJPTd_~{?4SNV^YFUnX$@>a`e#V2G1byy!%y$Cnri+#J8V}ya0p<>Av!iqi zX4?X{EmdW5E?Y)fbv9(<)_`=CLBG5KmYeQV%*>lcrB3G~*+BTyyb}=t&IE9Is{v(F zh8LWW0ip;(IqF$u_*rW!YPNMUpw2%Z4oHCo=9j~|wu9_S7+nrtgL4<34HO`| zC^b4(nKA=l1Yj@H)FF7)*_-?H9r1180^c9*m#Gu%D0uyJ)Uw(2x6-%4SUwpGXGsj6 zP-*wmjRDK&95%j>*W2VUyTMTm^f>346;YKuiDUU&??0a`rD1<=U3p~nwnnd4Z;zWz z(!#oRz3#IkWYKlg{uOckZ3H1J;9nqI>YEFj;bdxDNt+FN;Db6&tZt3|o7nnyX8(QB!w=lAW1pZIp+DRS*cR{q z5(a{d=37|M`fsmrgJtoSVsPgF7)JrOBsL#NgbgW&WbprqL;<@)IES$0(k-s>?H^%( zz&|=ZgFVpyaN0H~!%^efif%4Gvyy@O+g^X=DzYB>7SEL5spCJx>LBWZ(YLEDn!hgx08eTN?`Q zi8hwPeTU66s-s~i)*s;n?K0Ud?$l<6?Pv3B^%B72{f?T+;~;jp%utjW|NSz79~cKX zj|ejNF^bsI9A zdhJYI%HyIVa1)woP#b=lg%6CvReVDOS}*mocW^uJ3~OJAd!5V@RRQ^7;G-+kXjtJNc_1B_4rV3kxV zjS=0C{BOSk%%7*zn{arc+;GGWLgLJxfb7Q<=rT10RCNJ|jZWL@-e=Vt2h9huFSuCF zI>FEkyUi%><&!j`-63&oAqpac58Xv`g(DdN(MUhVWp8@Oz?XC)UF_JncjH@Wc`Sd@ zL7QB;tjAg-YCK3mj_OSKlJp@we$#eR%&;n9^)8 zlP2jy2#~#ZMDzE)y%+*AZRM`@bBNn=VR*gXp!-H5{dh&8dtHc?*JJBg?!#-LA*Wp; zwhT7QPam3>+ia{FPr}oczYitJP!!?+2yK&pZ!vgJ=P!bA0iC7F@jWi^`WDo5kBs&E z)AK}#o3UfA+Sy%+;&7~8`>l{+7Go0AyBvMN9-BsNf7_lPm7{iz+)tGAEG}7~rOlm3 zp1OEHLQmacV(?53`6J?DU8nP;u|hRDi(_Q+*ReqEp!=F^6hWV5x~(l)mB8d_Br04I z9OB7P?1n!vZLumi-;n6{!jSqYa3|)Q?R;VRw3Sy`0!G%!8!l(Rl`ZGLRNL|+{dz86 z9V_yl5_r5m@nH$$%(jcz7Hl0P=M3Z76Xj=uO)jwDe(TvA(MzY>Xws8ox}57tEg%b7 zXW9p+3ICzYKHDG**oGD5B!w9>Md4O)VK>69eOQ}1)(PdV%{;2*E3@Skqm`p8aL%5E z_iU)@n*XNTST(0@dyrvgWyNoOYRg5g&I{TB&b>MtMr0DLd;sxJqE&UXv?7I2&m5GT1RMMp9&r@XdrKEbkW zyMs*5f)gQe3dJWt_%HkE)3@@sKEo&sDqlmh>jdf9^P_kB^_`Vnc%6U8wg6rA(79Hf zY4P@Y17lXftRUf>bDGWgab9Q)_S3>xNkH z{$q8BOVQ_#z=Av$BO(O|4=P+1@K8;$;r_~t6(JoKX1X3Uo@^H?L|a+0p*OePBk`7( z1>RgHIgRqpTT9geMar;yq}@aJ)2$@Sgns^^l~3sGaIlQ<<}uePu?37g;%~6WhK5pDiIj&uG=GA2 zl5?lOyU)^$m5B2LeP^(yMz5L`ll#_V_`!Lp#@dXN%Vl3Vu|w+qHM`*-Mk+0C?A1Jr zLgSL)KpoP%Q{|(rr$=CTC4TnD7AFWS;=JbaxI7S?yKJyu?NVv_FaU;g>=p26iZzRcGSelgs|<4;WPS^NH7jI{s!D z{NgmH!q~+Tw)dZ-ROGLda$L+Uy@fu{4+wf)flm~cDT+$!jSD85+!D-)Zgmg2DI{Y* zB496~nn>?{+PbTs?tC*fUuV+{ovBm}PoXboc9H$vpn2eNaCmgT45YXL>WET*8@+Oi zo2DqsC3LoQTHJFmg{jEv*1JMj7n`RdhD?w)#&!RT??sgyYh2y;arw~Jat+t{tNV5; zKa+a3EJe==!DrY=3n|bLb#U_PO^4taz+~}g1?*`**B$^63dCf!qHnjJX;o%l4gKM= zh2cvTp7nTl&zre+wvza2e&#DQ%(2&h#a4|v+Tyg$vUn`18*WeTx2kKkRqu1R?C8EW zP~?oCE_9cxYp|!C1Dc)o%(Wt6l6DkmsS9&=^Lfd0l)^__P*BWAt5q4qG?R9VeSv%V zqV@3;Ta7D3s6@9h4=9F6=TPw|+Up0lYM{E58<8%E1G$*8LzmwjhP!|x?Df7oR@-~9_BXeeNl?AEh_?dG;cT#Y!Gj;2v;u@hg-+ne5sPL zjc+;zpE?M^J8;@`G(2gq*J&hKyH=Gwe;i?FbAhe{J5_B;^K|c9sL4jH&~DH!-50EI z&zxh@b>uswb%#RsLEA@z9DYSYR{d|U7gh*EEI5o4*LkB(834J5(^}R7VkBX*c23IU>9v{Ri7B&BEK33JtNxSyz zn)8=5<>yL1m%o{*j>s1*BWEcYjkjT`V_2pK;<1IEIL8YSs_1>jiJfCF?X|HQ0@v5m zIdVF?Z7{)(0zDsP*3+g-OT9jODLBuxgTRMi2LM40Uxn?b2GqT6It8`13Ca{2TA z=h*iLcxKF3v;v(?KTdKq0Jx6Tx%*aw0dlNllEj9iasiAAbbb)mf+WUYe%bLkYv7guw+X;t!+Fe^7>@K@-NcbOW`W&dw$N?3`>&TVtc2brd|MC`7vdRKWx{V3t78>y7mdPxHrxID zGQ2dA<^_1=h8F#oFoiaV|84(VPXh_RPdvpA@*tqRy=R+YT{vj2k87fPdsGsb^3o~W zyOT8-8}(Tg*vTy`&r=Z{|5KEj6ETHJxIm6&kxV-s-v;MG0{n6o5LpP$>~ikX%KFzaW3e z{P}7ZQ3$QvdjVc);hu50`qsGB1EdOx{Fb_(czxJH=cM*XidfkNltiJ-==C|K>TI_d zOr^U-`V^SBJBIXJ*-bEp zFY%@q&X4bZ#8Cy@3Y2@cl#vuOo9xGzF&h{S1Df6N%XIC>QgC;i}WQn#K)tpNLaOE~O9rhvu>KX}wZprwai;at`Z61G?dI zlfqVnW+DR*HOxq1cC|a9FHo^nuHb+y%DC$s(Dv(@ie}cg&c!)iyO!5LuU@Bm!oxf7 zuU+ojH_mvi>R|YBDx|(thlI1Jj#8E_%Aek1G37!Lj|(+gNZ+^->SUm*qTa_I%}7>X z+XkP_V0bO=87_M=iIO_7i~U{6DpS^6i|F8#^}B+iKXyi2()27#aPd^?v4Jtf-VFB` zq2d;=yyjSIm_IkL(EGb4y**k8%V`>?O}%KLjj-ar4d253TOVyv&upYG9o} z7_tLJPuk3uuGxrmgZ%(G{Q8~u?d-1>-SR$RW_LtPgT-= zA7`m@&W&ztA^=S9Q%JPFKX;XI5S+S7_HpSObA)ZvG15Q=U4;jHy;%PcJA5|QzV;A7 z%Jjs1r?8HUeD$bOvdZpj65RouXA`3<>x9ss+1mzgT6XANh|KR+k`aT?!*&#Tr)c%~ zU7g1sRKVj69QWj8etJ!GJjMuKki&+3^?}lbY~O3MB*LO$-ZelDoQ!qq{7iFv(bJX6 zMWD1)lOO|;wp{85r(N}tj+>0-|qeherWdXFK~+xRhA~J!q4*gz40v5XbGZ z6}!d-&IjXipl(nW5Ei>31a%yhcN3RfJqdW z)PBb}ZZYgQ%5bae+)i&fbw=5EcQUkr;o`%3;}~Z05M}kLY*#l=VTWeMC?iGy&{a5e zx`&695N8_E(M6Ge&tdflnQWJ-;IhV_eo}_4FwCXtFwwO2iC3+0BV7p{AmV9UQnhSdgM$hQ!v380eHK2PoAN z3gw;3LjW0R{=uH>F4hEqEdQ$tOYWIz^4qGRo2-XeO+8wdN?$>u2#OgPN_H?9Lq2C<>nkjYBwxuHV5Oi&0cVw(oB*hiY~> zNg*|`QsmjA7=ZvQpUcjde$n5a(EzUFuxSpc*im2*q9L3Ik?DOfSe3tDoJv2k4$Mu# zrCCJe7x=;UyL!lz+>5%RRcJcx{5KWj^K;B;{^dn%1A&cWu(T+eUZ@p4KzWcMj*Lb| zBb!_AkDLey^L_%h{=FjVleUA?{Bf3h*{E{&=W>CbE_>9|@`22-Q30fUsi4jiSalAY z#&Lz)zT-0{anP*LfnlUkQJm?Z@U3yQ;cw4tpU>vMk2UK+v-Y)d*)%TX?F=THSX}>z=>l0+KBQsF7_r&=N^AP?z&yXy67IDq_(ccpL75`60X2rNPjNZMd zge+9dDNL}V3^uUPe~d??MrR*m!I=WH(m&S}Pm~JV1mOM7U2X4eV8UfU3BS@QY<(m` zUhQ-1_NChYy|g+5XnurubrN)|D_Mr!b7!CO5s`mB3CkAMUJ*P5NR@N-?Aftd#mPRM z__d~v^9BL&d*1Tg<}sE~ma}FV-PyZ6xAp8d@3fji-(;N<8j?cdmbPeI01Y{wX)ppZa(|p zN54Gg?&K<4;HJv%#oedB_7c?P1Op0qsCQpPDaqc%Tj3$dO9=|yPAn7cOe-E=g--8| zme6j2NOUr*<6q9y#y*h7ctVy0s{q2M z#q?qOAz7B-R2r^n*FpVS?@Rrk?gY=>S8q5GO&)>DHQ$S;XSqE~f?koR@{4Cz@~)ku zOehrba%aDjis#X-zLpGHEE7_KI|$!fJB)lq=<`rbO#AXW_4$)JhCI{>OAEA4lIR1y zarwOwzAIf=?H3wH0|GiBlaj_Y^=i!`%;)fa>SK>zka(RY2NHs8Wz$XSHZ^GGxo6-h(`nvh89*6v|N?*jx3AV=(J_Nfgr7Cxyd1>mu zvdt2NXo)Ix?Bl3o&~wvA>~4*u7Xm%^?Fhd}gs-t#Wt+~S`Ry=sPb6$v{+xd`pLI$r zG(lt^!s7T!I+|05S5hCy(m(J8uK$ED>?m#9)p-8^0^*Mv4K&G~g}4>gMk5b;LH+(m zp~hlihI1gJ-fB1qMl;1IYkb#gaAKG=^4_t&_sz~HP$(k)7(9gbEa^z){9^vaF41AJ zbu(*}#uT1pA{Vc0%{_HB#Fj{^Rrz6v9RaXz{|CKr8Gwnp{`9PRVQMjr(tc)t@~-+A;V zJpKeBGzO<4ql@y}MwYnhPO__)Yv{QLV>LyaJ%eI=xq7IPMClRe{QrisK+HP+3kBp~ zh5!hMhg-?yt%uAqegV$JxyT#E(*Pnj}bSF#J!L0`WFy7qj8Zh}2jsH4ZedycJ2C z`cYExKI8gskGFyEGCEi+m4U9pEd_iQqbapec*2P=t07r`oe;R>)K%P!m{eiz9SlvV#EX_--tQ6pZ* zwrzk8KFUU6w?3dB1BO@FeoBvJG3$V7A;dcg5u1H83*zU1e|P$`CZ@TB{P%bpH`3t6 zZmlh#$v3C?y!_9v$;T{381e`cjBIFlcx@0nDaEJKV}3HGIf;9$X!ki=ogoLB%k)& zvTRFH_?fY~Hdlhbp$5Wp&n$lOL#n4wtjzzwJozd(>%XED0&*{bR=e~N8?$iY-&B~g z*W41=%pUTEa^o847Ymms2ZI+Yje%P69lj1iR1D-T;Yt*9QEJI$MIFH`BJAqZngT{p zdIsH@W%zfjs*vX`&SLJrJCVP4&Hf}E-;~d*DNXCUikt;lxxvdw9 z1HYNHDa-8V=IGl>7hAbr?LP-eEr^n~dvUS~FUXrp8%3&Jvy3A;xPMKZ^hYm$mFrzEF zG?SAJb-YNJB)Hlj`3;cqX_UJUR^`wJbBg}>MaZw`Su?HefdYyni?I)ab5cZ~a=_kp zGX-V2fdTr81k{s4?n5`?rD71N;eh*}*a?E1iEe=VPPf+Q8Na^>3`^2KfHtnDiefRg zLV>iV;h$??qlq2l8oW9De%+)PEP;$IA9usCatzm{zR;KTmH`C8C=A%;V zJtf@XI}5Nk0!Z;l6aXZRxlyy_ygl@|gw&+cQ!K9zC*UUzy`1%6Ebd8vlglTsF6PR& zs_*;B{U3L|`p{oel_R1hAZlOm&}quh^P9Wm3N>aaQvOU8nxc9(9YDGkK{Vjb4^0TrW8)*P$FS3JsHC_EOUZcYGwYnY zNC@iF!*PL*lD6fyoa~Y?4jsb@l7<0EpN4Ph`(8W0YO7<8&@Uqao20${&rS|@%a!8E zuW!}OJiQ_8tz4Zk`>7gr&816jp}x zsxt0nZE6qcarr%;|Gbo{=WEMV-Y&=CzN_=gJh~zU$1*149hkJcSk9+=lYr0$oF1t2O`|eL)E}b`oNa?@Csyfh z10lSKBr4JnJgwr%FCPJT7f*T+Li*-|MBdRsg9vDgZ>DVKso5=a&3BU;3DE(-)x|t^ z#Y%%mJ{eFdaTgf~(yB|hrDLx2<%^a1nWv@=5^I?yjgJSl&FrsTNu&#T2b!fV$5 zl;ivu^%rrP>Epv~>L8!4c)xETc!8h&HL*n03&vSRqDNEVzVBQBO$BJT858^xV++Te zzKRtLlQ_BL|3k_6?ERh)3h?F2y9mDaUY|8p%pZi;$(1dllJM%%pfO(CKzZ;&_AfpSz)T=s1hYK?u{Z{e{%j!4`ir2aQ#z;1zrKsN_nMY)k4Ube zP|u6`YZ{^3q*|K^i^I%Qqnwr4-S_@K%_ zopO8g6_WgtlY=4AJNEx?poEi7mj4AMw3vwm|GBf?EEkhJ{3;V^-=>fk; zGkPF{tdCvAZquAD;rZQ&zph~5{&MMc{oAsb+4q&mIbnmX-v-}Ze*24G1%MK^OgpjO zIsQNGomW^>O}qD%q9BTN0i}ub_COS*HV*|87W%=E-f-CsRdqf3nY7 zr?{-o`N>$DZP~Y;(KBau4Dv8DpxE6HcVx=Utmzgj*pSwzzp`~B+&!AkoHN$&k|l!x z2;SLpoM5^Qtl`lPIESG~IuY~|?(k(1myDSk&k!vod~1K+rm}Ayqs5_BpVhJ;IY)9igkjU`+ zJAA_Vs*g#{IwY@@b4UH?zKkV_@Jo3iZo`C8W|WW!5+bQlN!l3A&c0?2gx>^H<(}@t z*0v`hWyP54`QaDQY}WMB2jouCc7YF|bzdkSnEKSPb z&s$k;^&%Tue8{W^?3Oxs@IURL-j?@ez0Wo-X|*=0b;%Fqz8BJ0kl z9QbRq?ClSON1YeD65>9giu!R!Z>+3dc}aKw>=FwiBDBiIv%oyZ>o6tfX;kLMe)0`J zPyQwMnD^W0Ey#$B{2qkI({A!Wx$UFPS#Lq??(Pgp@eC~`CtU4erP=E_tVSeVXPzZU zqKooh{*ELFwz0V@(WaU6O;o9s4^vL~-mH%^if_2+?<+B`Q%H0pi zts7E)bn&;{#VlTD=p?9m4YQ64;)@!f<-|;xa%HZ+w|DBFYulS9)?`N-25yQ2VgmUo zYCge8jt1SaQYcrx(Nj4isyWy`eYTP%{*_!~198c=mcDH@@io0Kh_a!wEoVz{3q&<- zoYpCl?=|HXsm)4)1IvjMgekOf~7bC6E1JTrMx9veJ{QTa{<+; ziQ&ON1ch^Z4@pEYMjx!(JhqA8-62SbH0)J1V zozc=Cr>F^K>x!@P6P!RmtfWCE@}%{a^f7@a@8E|)*lq;g9H_~$1QUBnl8gbl5|KN2 zqv9@P*k#d18ac+XQ58q4NST0how+J0So=$ljVW~9Q$?~}`lvtRtv3v$yYpQNZ~Z#1 zI3EEIz2~iv%Uc2tUbDm|{^#72+{gbFtFV^W>pXdVAG^Ak$aBBg{^OIq*1QL(ch^_Q z{nD79#_C)v_8gSGQS%$BptF|bO0ChXe%2VXqwpxz{jE9b-W^l7gI134_MpWzKbI#2 zxzBX)yy`KREuT?iM0_JhGIyCJtSc?IsW(M^yMub{yi6oc2ldVmxvuAnNa9dd6*ZF$ zJ)whPzYjaNzAcgN;AMEnD_~RLo)7$6W>o;dUzr6I8 z@w^NW|4J%-lEMm0x|0?cwHUg;xMYSK*Jka-vXDX+Zg@$BfoviI$@h4iYR$BKTlptO z;W^yboD8>63ct_4VI>&>|15^$WEEtgsxnA3qQ6A~SINLTXX|I&4?$*N$gb!^h^XL; zBZdN%6bXgtmt#Ka<#EcA)MgxC{8nUmxZ`9=Pu`ku!sP41M$)ru5g6Kh6vhCPF+S#< z!*JpWz~7zWqGo1(o#@W(@5tzZ0&XfdM{**GQDpJ?Lr;Hgn2blp-uCsH`y?n)W<`*6 zLlT|ySW$U(v9^ho+TeDM$kzRptlH7s2CEU-p(#+#OpO0=E;agUnFKMA8Vhc~JcYWL z#_RXSb$6eB{vaVFRp%I}z;D&auD_-R-)_MtS_I-QVOyBmCF|Rf!RK)0L?wu)DOfMa z-=XBeNX~>*g3W4CvUulee zyCit;!!Ez=#`O=SgpQyNB;8i^=CmC`xcCbGibvp9K}FS>s7r0BsK_T12Yk(QW_QPZRw2TROq6L*qOxb z`DUbcUFkyF_edCE)_QpUP@CoGKOfS(j z*T<;_fWV|ZQ1oYIrb&v7Hy$D?H0p@d70BA^1f*DACaOJWHam{8wuXtWNhSbC+LZTz zh`K&se>d@{ttqK0V`PqxuxY|^T{9w2lAqCAP5YdzgH*MFwq(=XC~tAvEpDdr4vCpZ zseq~=`je_~u3}`~p_kE+$mwerkM>?1(x`Hqe!CUeqLwAn#U&>jD)TaS{~ z9uh43USen0w^9ux&Qbi(`;18(heb?aBBUG|1$&%!lj;c*yF00In^{ERzBiUa_)wWG zd{yYry56_My>X2BXKEZ%lv5>Sbz&yanO-TwJg`=`4@Y#WF;Z@1L0>!s`3Cr%==iU< zeQ3wCoG7-<>URBtpUOXG#r2-DI4IEe!u#VjKU0Bbn4yL5qPzx8p%9IXDC4{CT18CR z2iBbnj~$n&W~WdLUE6@RVDwBX8;!H|6SkmCtMn7LaGYm?-hrJubs4L0OIoAwH4BO8M|Je9M;5S#r;1cFBpmkU^1$h z0ywKwZ5rqwWIm#~QH8Cs9h;EytU|BNcuP57g(UCJ&&$#Fdnh)a&1Yo-r~C4`B|k=W zrHX37!zF=kZwb9q}TRut_2+(c0#h!FyK z1xd4k8krWzrj5hqTQwnlw-gex2k0>9uU&ys&X}vCZIl{NoZcuMKr+g>+UPkpF^}TN*L`ooJ z&^plo51p&;59lX)y4solouK|22{}-R^M9W2{M%1NHh@#k;k#=U_WPRrCn*7vh_ia= zp5!g~)jk6WKxY19v7_McME8+W%8;1dKZ5H-564fP`5xqOZxE}#@%tkFZqZ-u3Lb-k z!C?}=+b+7WM!M}3FZ9MKsfuHVT&zsuttXnEpJnkrI?(o#tinCvY)SZ_AJ7$LC^`_= zm^Y)@wG(_l`|-Y@de&aR=}OOqcG8YiQRl`*U6NOg!0nVX<3sV&o;|mb+{9&nqBBhj z4*q38KyX|sneTrQNx!nrxb9opIcJG_Bp>f5S8QN5`Jma{;?DZ~IF2>I5~??N2&cOp z%-uDV+8_~r(HDn?8t5rpqc(QPyFi>Qi$?E%Bvaf zjH6R&6_b6s<6+SAQzIb82+xPYUYQ)%8Rdl1Np|d7vA(#d5D)9)wrtpdo$~!K?(oqf zU!(9^aJ_pcsE_=lyDGSJBf$Vm>*qgnj1jE3Y zX%KDBE7Rwt^uN|Ke_z&xz-^xSGj{yxY3=c#X^p#Dl3~tf&DrlZQ0ehqNjXYgzy|6? zGF+g;*CG1?z3XU=U{+!9`dFl@nMfJ|&~MoLh3zSV)=|K;)!F{&c^Qr(GU|leYAza_ zN0k`2g+?|WWReP2z{Q$D({mQdw~H1yyxAYZ>Bz68P>T!l(6j+`M=Zcp4Lg#|_jUzr zrh6Ze!dIIFiX4{J0lWQPpIh(6)K@n%bY(#Tq)_*EM7y?WDo5MP7nRe11B$=zyA{i) zrD|M+b?m?G7Yfy84gW1{UHv6&)md4V;;nyr{Dmh4>lTF8DwaC!93zf`wnmZGGfc*D z6PEWXF0unpZZT%Cui;~d*k4mwI;QWu9^Fv>8-tuYu*di}!o?*B#cr4*xwZEytR}Mw zAA8*5(2?IT^X#JPS=f6xA`&uuRHACqo6HROCcvV074S|r4CnW=RaeoTUsCu;CQSNV zRX==$ZGI;_UAQb8hHIi0z`g_YiN*i}w`KN_9X$*>5%%yVxMhN;W4^2{9W_t0Cpc zj<0)8uAQ)WUTZnPf5o_3_l#iItyi+wqxlT<59#<9BW+GoIk7**^)Jr6{jwdvUE-Eu zCJI1zuRmO2FIT;jN$W;im`Ad!JUq@C_ALP&o5P@M09jHY+ooP$>%#N5XSoE+&*HEs zhS6S9M924F9ZoN! zFn`GL1y6)?q!D6fPzE&)-*QsE8XuaBAAv0zV9NaJgKdD9!%ZYNU+GWhJ|L?8vXbAO zw`UI)#~Xlt<0b-%5xfH#2=RKC4)vtnA27FZrN0jB2ThhG|GLdr^jn922qc1CfebuD zgFN(>D@y{<6usRvoo}G4)^T~Es`!PXh%aQXP8g|E7C~BPz3D*#TfcO!vb(x>J?G7Z#Y~Q2f3*ASAL*Mr=MBXI$Gytm5xh%)gHl^gAxkBkR+dAMd&sKTsv&QM2npyHa*cF z`NwX170*KJlPcY~Vow(@*20y&$qLjA9pEZK#gtHX(3=g{X;jBjMR~Yxa-eIl8~uI} zSma|$3^d}O$>%O)x2X@vwegUsIQl-?rrz~h!j@_Rfj9mO%4x*TV? zZQ}s)jMmp!b65(Cr(AFaeTaU|IsfhP0L+#*Wt(ZV!y0QG(JZd*HdC0ul!YRSa@o86R4X|;s_Wyq}8qT8rtTfj%$UL*0r^J2Zla;psx?o&#%!M z!X(N_QALims%~ki)GcqK_l#N_rKmu4ga9Spms)eg^*+b{_B(#P^n<8v6c;a<;N$#S zK~Fi{x3*Nf8_6*Y@ix?7ghomZ7Yyc0-0*z)%4=^~B1OBwBOo;8rgmQ$eyuGzYZs9B zf8F(sR_*p)5|48*dJbxqc6W4|>1r_{RIUh(!#bYd#Z~nJ?y1*dPq{kVKR?gW=!j+; zIe+ws?A`(hcDc$|&|_&-1p@+;p!P$|xBFe86V!g`+H8#S^Aj*JkB> z{8AandI8febaCW{mccvj+J|myGN6T2hkde%xGP(M9 zJT%v7N&QK%hN&Q~qsLdFYA_HF3`_)H0&sJJ=Vq!$wM%fh<&-*v(^=|C+%4xmG)qd` zD%J4#c6f2ILTGxZ3ycLMtV_T+G2;8x6j@;U{Y1m-pBejHs?@iJL*xA|I_W8OS@7K~ zM#b0Al$KTy!M2oUACAy2(}ZRen5oLXCbgv(=*50H`r#QS1j`TA0jrY4d;5D2A@g4} zo3oYn#;1{ura&TxJDS|+!Tdmt2kT$ewpJ(jrpWi6GF_Z0Dsn6sD)KI);8EB3I1G#> zq*b3YM{$@MQo74Y)@#J3r6D3(=`>ef0ZxBf_EATvF1ZBJmMef3 zbZ4V7z!K#vL|8o=d-Qpj$ob)YtJ(@*UB|`6Xh4-D43WHvHgsidvie>eRqC|L@KE>F zjmODj6p|-K{;N>r$AKegQFxdgdjP3Y*tJ_cpuG%WAmScyHx8wn@WB91$_K3DUYyJY z9P(HBjfUWCj{?9nrRKH}w`_AL4a`(DGgWU!S+?E0|A3T%t6FHOCjnS)Ml|}<>tl1K z@H^*-@wE;5(+v03k=@$SqioU}OI>e9no!#kJM#MOo`ql|*FOR5XdE?(kZQjCo6#Hc z9}B|@NdxhSuiRuzt!4Qd|Eb8iOl+so)2l!?iyQTVo#-zLZaHyh-?*_?rfJUH6WtrY zG8#+OL*Gwj3lvgy!Siw{ZF}UFE@s15v`aQFF`NdOr&7Ba@h}fvi&e_XZ=cy29UBrhK@bLMQ6{GJ$LDZkKobI{BNgjyS=&y=R1_PrC0& zBEg!#=V=vVK4~IgHh~Fh8<~RBkkmdwi8;V;*uAt9<|)DxBA4V<^K_TcRcA6=1$#=> zLusoCb+>Ph$!LDs72@{44xQEeZeLOQTGd_QtH#9 zXLL4AR2E;1j~JJTx7YL>E{;49Fza@y$MuX$;fdBO{$;2Cx5ryxfYEc9tkQf%<^l|E zc)Y2_s+UF05-BtaUvbkYof-}Tv1nK`K;DM`sg(NrBgRVA6Ry|TD{#3iynO7(*XTrI z^8~Vq2Wa$2af#>dO^dnO(Y{cgn1R4_FT$>5!CGXl(FwXl#~|zAwQNWBE-3fY=zOaxcs&WSmcp;(->)8Jwka(vkM*qpy%o5{3)F?@y+U%-jL{%NBoD{l8V|5aL@*iXW z&rPVKnQ*$nQ>RWbp5OdNd-+;EE;|Dr0STiNBg<^DQcnT*X`G)geNO#;(pc-$vgXOO z3w`MSzYG0Y9f!DfXtI;+-`^*wBf5#1z7!qt=YRZu^3Os3xm^FfAN|w2{<%;78CL#` ftN(WgNZckv23#A)Yv~|%oKm>0daF>z(C_~N^HK>I diff --git a/docs/assets/images/lit-coref-pred.png b/docs/assets/images/lit-coref-pred.png deleted file mode 100644 index 1d95a94a1ba00dba4efc35b4af71303fa0f78065..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 44707 zcmeFZcUV(P7d}dF0qH?Rs?vK`dKHk~0|=o?2bEq!5l}%us?tHE_bx4f0s_(@bgSZv7qRKQXzT%&+(|R>L?+O3PB$0smlpp0G+wI7E=qRJ^Uxq<-lp3U0=VuWyt)J8hEDe9k8_lBFX4tmXG$l2C*aHmpL0n18|-TJFnLkwwPxg>>P`V`Tcu z@f@SD0^j^661{kpr#3~deLT*!mATKA%ke(@wN-s#c_B!DLHDg|o&EvqyO;rtkK%SM zy%w!0sMIg0y;549yda>v0bZ1Qz;ayWD$PS>UMDlK66EVH_PL&j`^OSyJF7#@i`>s_ zzL{<-=3wns=(iVE{vVoY9#)XP#XBE+=UXE~tIhc}LOtj$TDeys9WRNw?hESOil1%d zLKb-Z25)4A%$14+{9RsHoU}!we3a0O=DHE7JD#|>NYG0$6~k((z_#6r{Cce6aapJ8$$fgQ zSu*pn#-Mxc5HVg_F2#=$XKe@m0yJ9bj{lv$<|W0I@=`<)KqFBj+; zjnCA&%>P}4BG}dx{Fd;c6eZ*aB7ne@e;ms_u<09J9(HFdag|I2|ZCy zTSd1irHM#n z`>#@@xfrOwP-lZy0RzDbri=jur@nEFtKFg}K8Gy;t!Tx)4qTPWql;5$W0|i63$) zp~Fvo>Vjl@y zbli8GnT2CYqkX=lv)&?Oe?`cc79;;o-9RD#L(2Q<+(u13Jt5sgok&eEOTV^BZX@(0 z=vm^f0=X)=5qUy42Kmcwt@u>7T;0vQ#!RjJ1Ra0#z+`9d>=uY4+7>(F%rZ-aC)Rpf2thZ{!B3fAxXq*Iec(jVN6G>!Zg1rf_~|2#^( z<)*NDy0+`4>~^#=J8+(@Fa{dxK^SG~mmW#cj@6Dv4W{S7l`d2K=M;ps7Q^0%{SsWA{_L zqkm=6l}S9TIdWEIOPH4jSMbeS2SHo@69+r1BvV7n`u_bu%JvAe1gDzGqOPL3>2cqp z6OO%GdktVqP^f%PyJ0vu{3t;$K`8;mxyG4puwqzVj8|+|v}vSWd|s4msBZwRrJv++ zsBjdTteVQIajJP&Ltdl5t|96n8aVTyAyV_XX4?Db?+YHxROpvmPg0DJjeFc*z9)B& z?EZ*o<84O?5v%=IgPiZ-_v`O3-gEM3T*_V{Thy5!S>B(VK)hRf^xbzRWR+x{Z|p=~4gB zG}@-=rro9+-scOBTd5mOQ)d%53we>eQ=P77Z%?22)||SY4*6;O)gHT_zB_)3EI`tn zB%kadJ&q-Px$qq$Gu;bIh1b#VV_}g}tZOpC-m0#A0?4ux7`7j-zHp{~6p-N;${h>L}Co zJejnZNiE&;Y0O1-iV`zZq3WWFMBGC~)rT{wry->6`9JWp%ZJ&9Pd{>O8g7EpB%K9I z6SqD=yI@J1vCVwv2BGR51rf6<@UOdHB~X>iq_^4F1?*iAXX|@8QytjH(#jvtijpkNRz`DOonpF@%rpZ!Hq$;8(Qqa`|*p+$jS!DJ(` zT5FRpjmCSddzDL!MuFwOnNCk{(bV}Ft}SE+M|D&05m zeYUOhJwI?bYuL}4ug_Ij)v4aYeR^W8m$%n(sjc7m9k<56WQP}UD!CXymYu}Pfp)df9-vp!cqOl z8E%>-@rxmCjjPHG1t+|($NRneTntcFURA%tSiIA{lm@C%|&N+d(}He z$F*m{AA^G#BH!LQBX2R4A09^aY$8Rm<3kbflz1PJn0{%A`6k`K3J1x|A$h0!l_*N} z_N90Z;l<1}n(3vxCo<^NjuhoZ4jR!Gt_DTocM(^;*i`lpAvpc0Mhx(rg`7Z`_Pli; z?T?F(m|D8}+b(C^Ok=)Q+HYZWz>eaT6-4Q=swxT_@EHdM1N9aPCh!RrcuAmA{r>y_ zl?4U;uj^IXk1=Mr<>~n3svQ(DPZ8jwqm`=}ou{LNlZ%L_IKy9ehyb6jE^{-`{dJ40y*L9z zRfA5}`I!}+5El;@4}%0A9UYz6Gt0*!T5=D5RR_L_GuXJgJ`v&O_VDoF^5ExkerCZa7j+~W?#WUL{uC~rjbXV<~nLE3=iZd`= zJ?Qt}-~F`mwEfSMoLqhl3m72xRS7pQ7Z3OEwt=c*S64+eY(1?U4CHJb0hs~MkPzhO z6Z`A_f0X>^iT_m-@}HW#JVN*WyXt=x{aIDl#p;=?vm@|KSBd}3*RRU|UHGe_828oC z|4S5q%lWUXfS@Jt#JGP?ngrg)(}+S~9&g*qsp|mmfR%`Ydk{)SW|# zf+B^YBqy!oiMl=mnzqtD@7xho;ZkLYQGWa&c>dIz@gR5CgEcGMMDxv;jZ!kaH_Lnk zs+(lpcjJ^b*>DY1T0#MNY`(HF3QJJa2pEXbd z14-#jd7tRYg#M$ofB?+1|83){N&FNP)bPMU629mED8t|w$Nonvrr$7dAo!2sqv`*r zt5-dzGi{alqnE%}bY`g*^KS*u@#+6jh6+0T-vM8>a`PT48W>%l(Guq$WjK&B!awB@ z(9(iSRCcqDjb8S@#q-y*q*{Xf{tzkf6-zB3puI&Gmr~{*WoY1a^nbL%^8^ip1FPiW z7a}yAw=JaVV#H}an;*B4OOkWVKga`diA|v?MD9Yb{*s^6K3bIIg{No9D4zDc^o;^8 zT!?FXhYSuK4-HzwRfxY+uRi@iZ9u!<(F}$E#a?5PHs*0u27U zV5yg?=UBrm`HZuM*PKp_^HHg4ESkE?OALxmE=Ya#xuVs>0_w=(^lW7=)Z*tW)F+$^l5624J06&lXne9!m- z=p9IOv(92{&0PAIzS)EZV6uZb>cly>_ieR5wPI8Am~nEJ)So78=bpg0+MyN)qiu`H zj)wP|60Jb`_g-`68aO(o+4@!oDLnGeT?p%tygxQ2Nes*sw^kBBsTAVDC?Iv z%U&C9Z?%V>O-8OE56b|)3FLuj@)kH(o{dZ&0VVTB{Gv=QAQ#}l$@wPdhUXsw) zoo`k<8-riOWBJke?GL&(B^tXMjC-#YpVhxEfAkJ5gT1&)tLCMVbCY0EHNtRW$;^AN zjiQ++FRfXB)LpjkNekV8*uxqx@Z?E2p$)aUlDj^*=s=qk$*Cq}+FD z!~@F01Vd(V0}6KAPMLXYNPmpm?u zU#l3~`IRJ7shk^m9bY-AK64|6?RGKOE@*n>3mE$aJJ+w|)Yz8$X=s~O<7w3I4=H~V znsOjDB7TrMR}p?tKz_2ZX-g(7#s=t0|8iMZu7FW*+!2U{kwl+`Bmb z8C-9f|3M*jQ{===<@3_X-cpz#0&-`jDiY+f)JG7@te*CwD56IQ7ZO43B8d*R%giiM z8Z+^6Ofox%9}FcnyRP%~ClUX>9MFjbN)zbe3}I6zsNW(kN^?csv3)&i?Yc}dG)rgZ zKh!kuOehvzl2zaqI`=?-%Sb%izT{(0yo12`6fh{zm}|fIQB@36)ry$2_i(ZyU>FWl zzJ)~<4@EdX^4Ok9bP&!RcL?)E-8Ch)0A#bo?Y|Rl@GcfCP@OR6wUkp>*C>aThE6Ch@L(SruL!{JUZvUx2(NH4%+2aK6rY*q(A3v*;mHd!)Vujnp66Y)Gxq&eS{zI#Y z#nN*KV~-hP>39=E$lcbcr<8M2QI$sKFBu=qi(j_O)s&T8Oz8Smjjqb)Pc@8owL90Z zGlX-*kT(^%NejugQq8r=)L6}kkK9@U-0PG2&^u9Le7?w^wA_#>82nY&H~7bkEzt#N zaYDD)g{U=-n<3=*WUX;*OUcV~b}voe`moKbDstX*_&_4Z&vn8oQPs%NwkQC8aZp-) zcEY-Kx>g0Vmpm-?#sg_>f9O7#k5xyAfXO)0{68%09f&4@!EEUfA`9?23&@B#RziG3 zU%8DzblxFM|>- zc)Fs^uBEnYSt0y|e`){j{U6mFF`7$f*-GB-wJU%Ne3mLdL`F`o`f>#CU8^@PoACSwA=aD&RnR#QXCa~FrT#o|ZPl~$Yv^TkK?vZdb3 zaWTvRRqj)cwKWUXO_sia37fO})m$t_9;slkq0kCLTs-@VXj(BB7#*H|d2s~q-`$$y zcvM&B2CP2SF}x-f6-?^kHY-j(yZbL{5R_43yNYW8=r?Ybmv#*wR)e@3d5q3In)g!I z&*o*=&t~D8G@~MHlpah|&4*F*GNo<@qx!jLZ_}Y$d+@G#naU66B3{pA4t_k=i-uB&Y4cR+A9mAgk`eLM{eeUqlvN2k3*EK=!8EP^otespx z+kLT!Z*}u5{bE1YAuUVTj^6$Fdsr>C^Zpd#aOCup^LraF>QdK~k@8QGZWVf|jOfBS z;WmCrdWbd#+{vo_hQm&=jXPbY9mUy&I%d>v!)**(NfB>`yw9fQW`}CxBp3L-ekdAl zW}UObp*qxsx=*O#uIp;`zE)EM?mBAm`iHu#xIEbl>h-f$XQ{h+{fM^Wf{^yB4kuic zYP>6Qs)F5}Ic1A_-JRT3D!r>7!@>GqvShq_J>Gmv1 zy(_h{CR|}E6gG<62uI=Uj!mEQ@K_Oya^J}yeQK<8y0P4}mGmC;5xI|CnqMLI3Ry6wyGfgGLXU&UN?=n7)T-)2MX}nZTd(wuxBJU_McW4k8s3whSRB9r*pGj!tl_cz( zmLAu1bdWB_C6qi@V_S+h!payNlhF6x%gxLrj_hl>X;3l$WkE{_*Vpiv=A+in$codV zmh|{s7E}5)HLv55TnRz*y%`J+4qA~K7R5(#&@;8xd|!QLIMh`{kNp$v*?1>gZ6VFee;|3~Bbu z)o*CoV{W~8uEo4l&!3}@`7q9#0BhN)EC}Q;S|6U@+x{BYV~yaWA&o2QV^(l*L4f>)Ipi$Xuwq$e5Y0}{y&<~V)NmHsGuiCEKd3;Z?M*R< zctZ%uI|xx7E<7Z}Yb<#s9%IHHj)lUKQKRK1 z)!gF(=d)E%o6Es_%7;xRqd|=6RgJy;Nq(Ym8i_l9@19yraU%}V#BxkSvP&CRR|RY` zpRM|p=FhFM_o%C*f{Jx0PTYx|n4fx&Div@A2zZ+7R*)*p;kEWdT}g^iLbz<=_w6Wz z5(pg|*d{PD)t+(MQeQabsg>;+OS-l$bA#Pt*0fWlg?+l-*DP>X%@>J&^B<6(868da zluU<@*CJ2#xOTNFU6kwZlx!7A0IqC+IQRn_i`DQ(H53&zqkB+{9!DW4Tsz+*^aaZb z737A#(_BBC0yip_e$cC1YRCEWs`;i&c!nO&K&jEp{asetGOb!H<&(MW?q`6{o|xa) zO+Ob}t*I!hAKfbAm=LSE@MWhrwwx6387=?91*tZ1JKLq`u;YBJWK4_{vUKdcnY^^w zu;pZA;<4+uiymfYe6qV%x6<&EC0)WabK}H`s~aXkC{i=Iquo;|`uc-E1_v40&e>~3 z@m$@zRo!BJj)fzTDz}JUA=Qgw*|W$X4~dnxn?}&(y7gFuZO_^P5YHaQ4$s9n=UeO< zo-?bbb|vV~EXLNK+fq)LJZZ%|=~}S{&FXCAhJbb%e;FHoQHu>4xEzxm3*7Xe!}|ur zhH6#0D4ZX*>%jcddz4xPCcVCA)iXi>Av5-!I`ziII*zqDfOD_;ls;Z%i`|@Fm{(#Cc&ahh>CP9}i zwj9Ld6_H`Z>32X88|`NY0I`d?--X+EI`-xTbZlfD@W{G zWV~4I8FP1}ihK(|pzQgh@Cu9S(&Q{KK3j0)eF@W_!M8*trVfimGvcRA$WiuZqy^yA zoxWu?4k={S8kNr`M9vGhBK7rz{rzXJ4dNRJ5F%00&AIw@<(9UJB2qEqxAW>`ZWVc? zQ}Z7WgzOJRk^({yn(@G(m)kz81@)+9IZoX|ma)9{XlaXj|9#IQhfRG#K5P-b)qGaL zcLtJ!NkhPOa;cW36_A^)Rgd^M4yJvmU0RVv)2pV>Z zF_A5G&HhDGiO@dyWw(BF%)&%aumq9$+=&&^2ljOvHN5F?lHI7(utA5BcE2oq*909b zKl9m_W<XWl2S)j=G8p# z_B@K$e`KuB52s@+B^#e@toU)Gg662R^ZH%=jpWnM+rx~f7nar-qYM*`i&pxIQv=Q% zmlZ6Thu(YX3R5z=v6e5aJ{nlvg!j&=w#ZNz75JPD&%mmsqM;M=avWIls3551DN`|pKn|r0^7B&#oEQo3*mfT^zIm19i85FQASK`2dEZGIfub{ zqA{8MeF8b#HMS{k^7RTYhm;$b$LkFu2k#N2Lh#qt-=ci*CUqDk1Ktxtj(@%>hW8ax zH+U03T)j`bG!>}hj-QmStcu^gYfbm2tGyyu}7Z%So<-lwmAYD&mF|z zaHTf_6b=g_u|Mf}t3Mzl=_3Ur414(NTH|DUI@E-sJ#`2ofv9qrawq0n1|$(ac$z@z zN>#RP5jEm<_dSdxx`SL}mm)_Ot|X}^l^PJj#o`Fn{Z_!?RsiE%3dXYXXt_M@lzco@ z84yxRTm5V~Zp8TWu7kAxoQRCai72C}#A!eXb(F)58??Bn34^2CU%&ZwbI+@4wfsux z@p-A!JArh}4&<)LtouWM4IA1rjV9aep$f4)(eC2fS;Km7NxHJvxjG{Jq`z<|I=sMw z0L<1`FALk!fc@vtY`(!+7jt?_>dn>2Vs&?OC+0K%q}j3ixHVR*SR6%jA2&CRcF(gK zHe#py1LQSn;>Xk|>@T>g)jHhFG?&zWlCxYv3kJrvpOI=x!TysauLgVKe1 z0?0Dtv4qPFc zd^0|&l?GW^bn*sF_blKfp~)SPNGzknS-tW!>q+=lR?g+QgIQ+dvFO-I?moms^c+h7 zT8j$ew3qPSa6OuaO07LDdB~jdM5g9OQ|ZIz@L<3wco{@6#a|)jlv`vL^tLnECd#3E zlcWx-7#zOgsUoPEzBI^PzJiC7FkfRZCI@o2z>N8a<+$V zYC(?ojd{jjT2A2B!tSO4eJUY9KqnDvP{Gs2oVAja4xjBVY>w^+rCW?qlX|J)g0S-U zq}vtQv>9nHqG{`fxYJ>l8PG&p6!pzuk}?e%KT4+VD;J%dzqaXRFcj-n1z)a>hiQcn zLY8@JZwjY17l?3Tr6Zs#*gO$omv;)P)}@F{_fRR2V! zH3eq^B9R-~d{NSTx?1G4FULf39Y%ynNtp7gwBn6wH2XFo4B=z?3F&}p8D_$e>0B41 z)8gr_nrqzNyHUs5m8PP++#)AME+h_9`xK(`=oPHo7nWn#9J|J>Bd~%kGuaSrAa`mg`y>kb;Ug1fCYuSDP2-m;sGijS^<%I-L++@GfT_k`8 ze#x1jsxB)xjg9w;Mgs?%0)d4FO54|cLsx8L3Z;vk_ug`O>fWc%i{EqH(<3Vz5JCQY za4^MjIYNm?n82jjEC_TA<9ydh7nCmZ4Tb_z z^(67^SO(sy*Wax5+FwNnA5FWcPYG-&%PXO0PKqF<5}U9%s?;z&_LQUz=L#Nn5&=XK z&{j?fw*;NpnpRogB|I}hIsqAwC=xm)^y;4VBmyo^~DgnCFQ zF6_lav45*D7b*U4TpYCkf8rDpqzjEtVnZ~6(Ey}=|w%UEhrs0x? zNfG*^VYe)Z+iq^GZ*|8&d#Lf}QE^{&)f6V`bHC{m|>b33*;$UsVtY?pEKZZ%lHVjTFi;?yV1bi$(x%=$-dS7P>&h6 z{8F0AVEi;;CiXH2j@eMdbIt2(u0H%?|cVXuumyM=8r+vv3-;rW?Zp^6$hlJq5rfNjbmN*tlpLk@2| z^oxf^L39hTlNX_m)Xj`3Ict}=)IH?)G&5v7{fxLSJ&iH79FigfuajsuX;6XiGZ3#S zN*t1DxVtcXW}^LSVD+w~X*$P)WOH61IL@SBob2fPwqz}5sl%r#PDks>BI?&l8g`Q%8+eLORe_~b zqq!*34XJT-C*8qt)LF`7rMEmUJ`}M;YgPbOlvgTNb?~W?@X;;H%riOnCR1c-;L&e+ zNU^CGR)3HCA>J&w+D1#F%Axr~A|lg@BmFcLp`@pV$v(npQ#<3%F6N%+CU+rYvPQd6 zZg|N&9~GZq-BjQfb{JBTU83S&W(hB<=UEwFY}j5HbLqRkM3$hwrfGbPxMQeyGJ27> z;;jpk{q6pv0^k`(z%H6_uu23LT=c!iW1Bu*v3qX|m48Dw_*nv@q-kz%soUFFgt(q< zj9yAgzyTv8#h33jQ%)eIJ+ta*oGvAIMJ~iAkjZvXa^c zUAZVn?)KzbA)MjqN}bZw_OXE}!H00$;hYbh2Gq4{cd5r>P#&Jb!glk14i|Kl*Q>=8 zs#N<9jovM)nY7E#_g6mIpFL_8zRPJcR2s|0Vg_W?di&d~e?^inAm6Hn;kQcQW=`si z$EzzY-iH1h6q`EDuZ2(3w=XWIns`7>97c6*n!Xcb0qra`Jw-s`S}H$)D-L>4ppR+1 z%+BcXNp{FQ+tr_Gp9=^cm;H)Am4{}xL&u#OHip{n8fy-nSFqrS-~RA{?C+enfOf{P zycab&8rUuFfiNKueS7f=qv1rvw$NT|hgC5~3nfO#6Zr$FUpp5RMivvUjtBT zF(-q31@h-V*|&k^g}*5|H6oa_?!9=;A+T}r8~wrTwW>Qw5SAdZpmyClD#j_NR7=)e zRuLiKt6pdX1js*+e~|DiAVmqJrvPXW^W-W!!1g6j1PxrKnC4G%m3w*Vx`~3W_GcJb6)2|Aphf6zVTU=moeigAv|2 zaeu0X93!AF1*;5|e-;SH0vgP}`cCW5r~f~73k}?xXZ`Ty@1FkMaVZ@@!?Fsv_`?4z z;0LHX{|@ATr}y6(`9Es>zpC}8P5*1`|9Y+8o*#z}SQY-Yk$-LE_hRz@_jTk_XRKFv z?)G9|D%E0tI&F^1I})J@%h)nte<-K>&Jz3!QTWYjH6yn1ZTSI^OmCcR!C}V$g>6JH z*JqL)swInC4j-gXQ6R8`^?ITawMJqK7<6&pSh|GD$m zr{zMoy<}L1^G9XSkn;7l2oQDy{p~=D0u3$HaT} zlt%Uc8JN-yKm!d?!VtK6lQp!#ilb4u3q?6yg2jp@<>2;X_ zZ3fn<lU;ifd6NAnA+rZ z)G(L2*pICs@a3_lfx|mso6d(^R*a+R@RR|7PAGt${p(<0ASvS8TtJaw^ASDI)LE!3E(6TbpfQ07+pcFj-cPSNQ1!IRz+QX-@j-SG?SACx#mQ(tl_j&mmeoDu~uq14Y_G zb3PWUQzsmQvD*KNKA+S)XIEI!&qsu(eFf<%Hg3S3~5&(18 zqXsD6QBVQD(h@p6Ll$EIW%>@gJc11$UC_GePS}?=4V8|x$#8OV5SQ`bnp^`1*AC$( zM__kA2<;mEoJcE$EX4)hqsHwJZv0ZOUi&t{z^Rzj(^7hO_lMPM{rZ^hI!8*JE^qHd z!Nks2gFsw3TfR%8!$%UPI~&e0QJQ*yG`|kom z$Q1t^J${;$Rg3x0*TQ`r0Ryr3iWuc{&5;MCFaq|HI&+caj;euiu+@s_+=&`E`-+90 z=*GPQq+IUkB?16m#VFXn^eJ02Kq9ps#(`LpHU0u*u7@UNnt{QF4rVVZlbL)beZMC6 z*+|zp@?`JRE&HN3eX9*G$vAx$;`Kv?8^05*+!bg2jP+xktPE23#0&z^`@{7NPG^i} zcN3m;F(z6LjFLFD@oWW|Xt3}3KLQcN<(IQ|#~6x@$BOtSzE(pG zSD^8_%h9wyv|=Ynw+ztB4QgJl`(T=0d69K~)bNNP;eQAy?n*#_P4&|#1Mac*u{wUf zb`XH$g#riK9|=2 z^g#ntzkG}OTR6YKD_r6{e8_FD`8VIoKHX5}7qUkbZ3DXJEypC7v3SKRuW1=~sO)Xi z)i;jstGqt2;0HULu(po6cfdYip^&Sdp5`Vx2%)&OCzG$%Vh;54Mk3VTOXRY)`Ji~a z#G{EFV8SbKN+dwcUlOAdpn<(uuW4St?U&~!UW4vrbl!^3xi+)uckFeY+USoiOOZFnegH`WLOh3}%03a>T4G5JW&kSEoBF`$gBwWHoxQ88OKK?l1Kf*Lr(E zmJqYL{vKermA1mOo)#LyB+71R;G`n}`E#jTujme)opxt!LmQDyXNx@Da;4k5zXZ@lS(sF{@HSN#v9IbpT8s zF6Uh@&$in0*lVf*_@W-!QKqT977yM6$h~l(8Reg&BYGkmsn#kj=) z0Il@os=R;t$QMcgW~EXs{}1PB^8$d{YpykkAN zgiaH5&(qZLtw6fa{N2A#1_CZ!|`xcDJ zxb8Cb@B|26t1*0~WLqQZ10xuPe4Xq44NXVPA2VIsLIyKnf#N&mJZJ})>p_arcs|gY zD$F}LYH_$b;%Mg-Hyw$B5fta8=!oBm3s0biN$?TQzCjCDfXGa1HA?%Bt{Eerxuv2q z5e%YbnT$Lo$DCp7Ld}) z$|P4W568sOA#2#?1X6g#QWJEk7+f8Q)aq;Atm#!wYyFhoQ*U$~9{AXfQLY$-n?$yn;8Oe0>sQS$}17C)Ia+#e-1?s}W;5O~nQBgz=BwaXL@ zup|{aiR3g$V1*vJc8z#aXN;P|Xqg)Z(Q%ZN=C>dxhIN`>(cAzTFecS}+wOO`ahPl) z1v0I8S9@k2MKpP7&_Yy8JKZRW*L5X69^1d-_Tyq zLl|I|{wx)dfnb(;cBR5sfhBx=VJK+S7_TDjF*rpsc(3^oS-|0HV&nKX-v@D!duL%7 zGjFQoGTQEX0!n5^ME8Ujzgm&<*NkOc$?hHgoC2rD2&P;s9@c0?ywBvxV6*JP=|8TtBvw>JQ{F>n_(2&`J**!{O7 zYI$-s^P8uRaw}v-1K*M)o+=F5Z_}V+Br$1_eO{;=uWAa|{d?z41P7WsUMm}9{4%GM z4N`pXfsF@r@O~hYHzq^=#*3(5Q^_*`xL&M!?=O$yr7q-Bxaf2Zf#YR?Ie1Ts9PE0v zo&Fx{4Bj{#Re2@Kq(+Yo|!)9+8{Cjmvu8PiHT22DlOesp`X}9~YBc?9Kv|^9vZ6z{iKR?$WB3k8OFu6xZ5AQmi*xi| z{Q7PsyB^pi=_k0)xQ%5vvJswEnkr5p&rc;JiI}Cs{ktk?uI)x1P;qW=4pAnw6H;re z@!O=2^#B#SB-SvMQsShITdyRf(ZQsAg$4$@D(b&Q@=v;*(7i-_NVxsbg0kh?crwY} zbt)b|8t58o0e%I^5OZLjZ3SZxIa4b;;J89siVP|r>L+h?nDMiDX3zyOUd}cbdRGU$ zXtFbLr9Y1>VGPC3ZHx zvx^Gyll)T5Qh%^9GSrqF;ZD`OKsB@fps*8p?RX1;>L!>5&DN-rP5`Al?Y;pj+G~L7 zwQ)Fd!#J<7A&el#HZZ~rQ_HLP>*H_6^|o%Uv9h6V&Y6$?Zs9Yq!ZAd8-ss(`zj)7&|4hN!))^sXRG$Y|lsjw#j(5A}ISABCDm{rs2htuO)XMUoT-1fj|XbDXaKYOy4!U zj^gF@_S*o{BZ#ZMSU$iFGgH2O`4AuU=u598jjlcKRE6MTXJv-H;ybeIU_=TIxQ>10 zn1d1Ub}Js|=l8pI!@PH{#5E&{45?`zvmRQ;Y@7kKbclS!_UZSixd>4KZ;ymud$qv9 zE5lEva5<6=c--zMWl4@BAlG7uar}cXFK29dqp4b_yqX0iyG34??n{)lH0VC?^F`NU zk^#g7$*btoLWOxmlFn!`U1gCRGu8%V7*$vJ+FF-#6G6Et-G@m|_l9$sf#K}Usnb1Yl@#Ekve+!COmm#LU z4JOCZXn7;TQ&Gsmf{w$$U~0u$RrO(GuU~lK`JA|VO!9Oxv-)OJdZS6di;IhTjLWQ& zS`1Vz=IJNRrDdXi%cNs+U-bXumMZ8t`c9W3My5R z27{r#rPdBQ8ak_~`YX&U)LLY&+ni4Nmd>)*-r`5#;51#A=1rA~1JPm*5+?6oo*{z) zXoFmu@0|mx4`w8Sd_oNw)Ix_xRAh6Z<@|rK_om@c|L^;7NJ3EwA+#%NNyuK2l%27! zA^RX>-^)@7NeD5P82fI98Cz7cFJm7=_GOHH8|(d=Pkp}M-|x8Z$M=K(@qd;hW8UxA zaxLd|UgyPHt_K_HhLRdRzEh{gDy+xz-2anir^b^{YERF?x9Z_Mrxuw4K5ysCAFYl* zRthxxar0YbgXQ`w7CN1qHffPMEE$2F*Z#&9X5h=Hs#gd%B?|Z!)L(F&+(-$8-tAH< zUama-{h7!%_JqL3ZEZZ)grtGKC#}q16d?5}`91A~3s@*{=vRgh3~Y8l@ZU*4cg?du zUtg*$U9ta7{EpgO=qJuR@KyLpc2VY+EQ4fb433MtcKA#mS5|plV zSx|2EQ=}Mz1uv3wccf>h=3gx1x3SVV_Tk#!Tm0b`u;VeI+!AMtDd-J!VOM^MpWHwM zzG7LZWWM%d4ijKd>wV*GfFNz>odt}7a?qdSd4UP+yhX!k-QDR+6#?-A*B_7~a=_EDSp9ec=L6pyAI5$5!UYN+ zj+31Q7e4>ss$0;e2v@lw0P`vE(lv61(zAV;R#WB5E>ppuD zoc80FsMh*q&0<0F$M5{^4-u;VCON#d`u!kLiX!}h!SE;MAP4eQDew zs^~X{#=NDUyz{sC#^7hjJm z1zY419!L3S+0`+?vkW)yxrUY(&UH>d%{gd;^gNf^?ZpS0V0))L3 z|61wCV9_`(`3v3vr}8sX4%ok-2j}z-S2&^FR*FpuDWwO8(6ud^Q<|%{{`Igha3<29 z$vyUnq|)rCJbvawpn*Y4r%I|z||K52ueAoNU$-3%j9!1?D*zczxt7<>L(oSlfQJo|~w-$$LJ-*KZ z-+9vRz509|#o>6;;eD3l{JTzUT37zwLPKy1ZRoe>Hi!aT5SAdSe%^ZtER-2Mzu}MW zu)BVi^eAklw|W0lDq&{uwUJ*%B_|8l5q1R8%|mo479^=EA$WF+KaNfbh(ui)|s zT~8AqtpdS5i1#%M_+cRL>5K7>`{Peg1Bo6#>X<4!EGKCGeCwGfXD^vWziLQjJ)Uc4 z^$k+NsyzQFb>Mhz<-K6T2i}f3y76Ot9S84lR`UT(Oh&c+;rL;nfDH88yZ@%+bN1k} z`PF#l-7-QwpfAjZlwJHxM`>}r%aM;BO3jvcec(N50r}xxz<#v&-Q)a;CCb03|2%UI z8S>SQ>%A~rhBbUt$!z(a^XjhqEAZ5s-4Ex+n+N?)I?>IKQ!DlVy`caUQ)vHP zBY{yh)OY54QY7fI7E%8sNELc|T<1e{DRcL|F`3kyoGk` zPZE&Jt>97(=1X2j)oH!1wL&}NEO79^rI0%UQT*JPl_c+VzTuWv zR6QEw*6Alj9;W{KXKUUl^nF$asB&BSrK^9g&;~iuPBAcQ|K)&5rAECHvA7>ifBf;Y zRO5e^P=GX=TzFa!RQ;}w+`tk0F(H>{|K2_IB(izP-m`zKj|v6L5g=gw^tD`^oJkjO zmZiNXJa$xO_rrafUF#w!KyJF^E%*1eZUWPoo_}H9A}C)6EOrCktNPz3zv9^&3NF1a z+i(4}u@oNV!NFg7nJXkvf$e_JpA7T%AlV7{kUSu}x5;mB>>?~oDa~^RSvqL;`t(Rz z7}v1t^rglOAu}qLXGqT^!=ngp&VvNue-GQ77dR`@btjvU#}50?fYX7St{*vjfscZt z9PC1g0bLvG-`jL%P7VC(L6wm`Uo5b31(zzK$v&AUm3&aXx`c=PSLjVz2)xQH>-Zq6 z*)%o^oyJCp@_YOX*u(d4>tobp=KJ+5BJL!J-TiMhV9u2Mw=oX4*#0#v|CZyW$;)ER z%E|V(|MuUfkxLB#D8R;YX{P1hmH+n>CpUmVPP4+7d zS9iFRIoOwf7S&X7h1T^Imn$E4)Xbi*7<58gtbEHs4B7*eeWP~#gywHh-*EwSi_aYF>@R^%R&A1m zn;ntiS-hZIz%Ca4kwm7VLqW3Lyj`6_R+3t_7V}!OM1k7fOxCLGLeLjb^ey~XT!upN6h0f2Q5(5GU?TpFcyN+Ve21~K&d)&@3CaVmRp0HhA ze%H>!2?x|-A)n&Z)fDsd@(HB0qn0n*@2Iz{tOXBkW|ns!1cmi6qQ&pFPuQzDcjEWf zqw5$|oMTL@5J{ztK^nKM8-9(ky^`am%Qvd(F$M&kB~V^`xq!ldf6IjD7+pEBoj6ea zlYuMt5Re9%@Xn2=mjM3+*4WtCEaeU)jl>z71K+2B67Tn9m!E8Gb%pHtfj@X;NzH8{ zt?@!0b^Fso_z1DlIWn6f4o1W6TZ{wxb%vp<|AU(oBm!R8miK;RO4WulYN7<=swplu ze;rem;~M!(1&fbrT$*3@ub+2IPcX&>{;1KYpRh>CAcP?)!tFt0s^2Y&@L7aJ`3%3< zWDR1r<2Co$Io2Rh#m60xwPpl50B3}-1yqJcMDY8b4YWL!R;_WFs_8cM6F{ymTynkb zt`=gPW`>%-H+K@Si5zL;c2+l(>Kp9302uc7)O{d#0;uuq5UYIrXIPFlT7^z=iglIYQJ)cni5y5uNXXirQ3_l`LN zt6fe}Dl3FuTkm$|hQ6hVNGe4e9t5r@heN3}#P%0spyM74PoSNjtBIql#LKHu%tzRQ zi|EWp_^!5yk@q!fu2A19p9aVJhp5tge`i?uGiv;bYbP2}w;l9rGRMQGqo6qcL^`xPU115x6572?deUA0KwpPko4N)J6wsqS5l(dsR5Sy}LL(TswImRsd+qve?&fN+EwBZyGAKX>;~@<^;!y*yG1Y$x&yWr>oVlO8 zW@qCf0u^pHc>IlPfC0M#oYlLV((oISW@n|3ulvwc#nN*tWr=oCgv%Zc3!wK&VjyaI z(ogHXt9wbv%momxDgp8D$}K4h`q6VA^H2RZK0Y}GT>7tR+k-oNW+hWu>mxm;wJRU) zM?iGzpYP&o=R*4jZ6J@EPFJPP6Xc7wFW9wvwxGHl%vVPa#43Nt-j_+S$B0FIwTyUh za^s7fPW=Qz_8c~t)@P@$FX8|!}`Tp1Xm1d*!&Pw4gX^;W{>HdBwBw-uQoO7A3E)LHa{~tC;Q74 z0J3g?C=i0R9*Q)4*zztKfcAeO139pwPxEQ6QnGMBi7Y10sT?NzzOKt@tIcKCe+rw8 zhl^N+ZC5oH4G#o3k{oFD%J)kbT7%n>9@wM#&o_7PT%I1-f8hP>O`Y_Oln%qFR_-9v zvvV#%x6SU@_w#R86#2DFueaq|kDfYx`nnVCd}g4+@N=b&lLjaREX62$(udj8_! zz$EH{Wzxw|3Aj+~xim_G4lNhHYho93vD@hXP&4w;u$C#Hh|lbfe@($i0XXJX!Sp0+Fo=sRqIiSdc{m< z&~>@1lhV9?qC;{S2JWt*(UelmjVeGl90EiWx7BSEK(IUG?YJO0x*Az2rEqw*_-491 z`@bu8EQs7RcJt#p&~eFHbT&KprR%1*{V(7euNST7^O>Eky>1DjmP$n3UeMR`-amf? ztDv6M@<{W=RWU~$-67?sOf%w_;zn1gfT_zJxNA4q#%OF(8T(^pqA7!gXZe{y0$N4^<)Ky09`Uw+17)n*UC6Tt&7$Ft6Ea-_Sx6rt>EPua5E1+hv=mJ% ze}uE{Jy>#u?-`BjfOP1b=)cGih+m$PL5(0QDi(JUX};$Rgecgv0KfUqH2j~65Oo3B zhNSPWU04u{us2EjEz*weu6w%sME~tJg|O?kIygd7HWja0-khHY8;t~bli ztV2Hd$&CW=kb@6v0b3D9=C4i09GKAR4esL(6}kO-lYy3Nb1I|X+#_h?X)$H+2f(ev zj*I)i{j@b) z#a&nK1D*}OC-d24X4!0t4_dc+f;lAaJVp3JTyAn-B;50qE4cV5gNFEH7? zd&BIG6MPE!!S=`#Smp__sS^2u`-gKWhn-R4Vp10o90nFlVixeSmrdh}$9I)337EP3 zx*S#+A!@MMGVV{S=R3`3ssyF?0^+yR$e|ZW55uDa6)xX6_us>R99%`p57kBH_0QM% z#)w&qFlXTwxfA?4g>O<4?hF(dZJ;0w-AS6jCIFjsO%S~1GC0Q15y|c^F+`-HrUNC* zKOx8uu7ATJCXWAc0M7gZ1efURF~Yv%UdwKc&scueood$;lDQK#dMfEFxZCmtg1x)X zMbL-?#Za^E#ea(|`K@SPJCi}%v&lp}RTk3-TdU@)3)8YKWa=#QH5)1-pT;pw+5 zEX3d)&i~kU z;-@d}G&UC(!86&cGPL@7m7q;5C*HmJl;%vj+%GL_V)V%99b!A&4cO3vWZ#~mS<9Q^ z6OuI%@=n*&9+`C=2ShrjDzaXtO9^V!+kP7eR$xNRfRw;e5DnLxFvp5M9Vpyy%a-I< zUaQSktXK6iQxd4HW=PiQ;CCywM}074?cb2n4uQ)dpP&4vQg-PKxMU~g)@lW7XO3@= z_{o~aTH3ryI@}VfqUD%Rb8YNiA>b$MYd^i0nZCE|5rgt`T9dBeK_^cP5$a;APiQlu zz7((WX~hf&h5LJcH9Y)fyqfBQ?T6*nO!DO!=*wdbcM0M6k4YWRKF0fKHLa{WN!;HH zS!Mh@8>(X{L`vDwvZy=@w+to&d8Iq+ty)wQY>R8oJkU6mUdjm!> zZHfg?dK14sQLImYbI$g!8v*v^A+X(PPdc`l>6ctPjrP0a&QIP@@o3~rafSZK-7A~q z&X^U?_pc{GN6ISe^C&OU!O977NAo(Uxp$ov*EoPbG-Olh9OF&r z4$~Q{Zy#J9iGv-smX4V$#T{-5AKg1Ns#=MTTV?juJ9r(B{JLtY!(S;@y7T#nz3#e# z*Av2xnneNPYcboa!l#0`&XTF?BW%`RxZ_GwaaeVtu{$!!SxhUanB~gF)N+hm(S}Ti3QnY6fz| zYQhZy+dMmSpf>FgU9U#@&O`9;p=90Q*M_yTcn0AsX5GRs2=PkYhL5uzJ8`5vN`+JR z?#dOMSwjQXWuqgo6<$gcV-mn>8)~h+NdHYvs~U(#qC~)T9Ea9y>PXti2VigyY5{Zk z8Y=Srg`rb}fVztJ-y>RwcKwg;(0Y1cvP_C^jv!{W`Kt~^P%p<#N1S2y!4egZFBtf^ zia8DhbeuXDeD@?3iuP3ud}tnqgFuxlBK{{ zcTvo0v&|)be_0(^^!&R>|)#MGirX5T^6x>FTuNwQEz;C zmsg19g$}KZxN5ZKWoy|71NQkCv373>3L+l?`76#KZKB(g&!WT}&TGVXzyE^&ca1(2TV~vNCk&=S8LuU_P)RB`-50JvfbIQy9 zo3{b9;4Od&f?xex)&4KZ(&iobk1T%LwV?lGdH-Sy|Mw&Rf34Va%g(j1 zQ=Q6|b=x(3=|9bLyoL6r-W|WFn3f3ng~xOkLBB>s8*74HWc^5$EB+FV!1?^oF6#i~ zm3#H2ZGQ#w?M&@o5{DcUK$@obfj+{0@%`TDV>Hd2CHJ7$C|M#5uSK+eAcv%<>^!!A zG+|D&jC2i7$O2gKVgWxp#`D*OKgaE#W0PKCJzv0Dc^&01#+A)C$t3EnU{6_lSzXlvP_cdzh-7QMiySa*IwaORw8gdsi(AUG%Nj5OE^QqfRy;le_f;i zuowp7COf4dF|6V}q@?jPKAG(n($C{2)s#;EEA+jD)2P%eH~RiBp0B6%FGjS68q1y_ z-Di<8>n^Vk?2Om>l672@9d$0|@}CHj{Ti^G7Us_CF%*rzBaiRz%Gak~t$iHvoq6N2 zK;%!WP!{oyp;=uKVt@EvM6HS@yke?DW(4<`ybBziNbM-AO1R{7RMaj0se*&`}ir!&j8+1SO*<`oUWXR8n-FJ9`T+VbEVLBiCkj4W{=v0^xIo!Gy0k0N zw>b8r@rlhq@Q1kco=}&H&*^s1pNYP9?!r`Hh~u}e@>$)T*s^8;IbSZ)UpjRV1iYzc z|8ef(-xP0eiJw}~t1r?`l*1NExEp0taCFn~pV%BaPKB(L6kNI_+mzniS+qjmdxGC{ zB};ewZz=W#$eK^ag%<`3)ofx`UyFJ9D+D$U6dvDql}{CucgcpV=<rQBOV=a*)czmZ-(oJC%X?fC&PM_YS8aCv}^N* zqqa2D2zmqFX(@A=R*y~2&M5{pP=teS$8KYP(zG!f00gQ!{kO`XYg5fj>+qv$FuY-M zV%`s^#JGcu#y}U#wGquKWU`nA+F@=>fj&VfRz*yuc3_Cy7gpKnJ9Bplv^%;PAjzW; zGRuxY9|#k7{=A$P0V{}E)STbgb9t_7>Q~_dhL>DqRiOw6!%2!Vo^t`+^d&GV-~!K4 zSila=Hu-_)vcD1@rsf{lu~^-AW_rSru%CD`ZD=dfS$XS3d#H6sP}Ct4Z8G8RHgws$-A7!3k41OPVr!`Yi_ZOrkZzA2Hm&mT(AW zYVanzCo}E+5b}@C*VQ0|X(YQrXbb=>LY`A|!%Al6vxR1>a{ZN9tKJhV`ZqE}*C`U6 z&(7Z9tkl(zy_X}UpJx!Wm8|b|Dr~^z99u`sa$_TesJPCbH@LKxWx9oe4pdy3o)7U( z&o`|5%1xXk`MacF%n(u+H(LdhQ`~ky=aJfhBp3tok?Bct>Wj?q#5KkuqbgxRNYR&1 z!8CURz(fVbfE?KEu-kBpp@xTE2jxeVn%98@0VbIt8Xn9N36ukiL${D(vm*F`59Z1y+ z1Qr%iq2zuwcXkWolzirNrM-@PsnAA@^xIR2rtRmHZFZ`8sdM2VnUKONK3WRvh9JhsW% z6U7rfzOiGXOg^!rBa5QgdG~m+gVH)TOd<2FC>3lkSZ9uTKo2(vdVGREJug-Gd7U`u zS{j?3uSyf@BU|)a!4q@+N#tg2y=l$}Rl>)tqqe)9FliDme=IE~M$pGBeY#-tAyfga z%23V)qN;IfdX{o!|9mRIJ?1blOF0rACb$esHJZ1)?vDteXAPCj^cQ-0C0XLRh`QUW z1-m{syt^&Ia99NHyVg7o+NYdsWtrJ^ejGmVQuot*!43I7)K5Degn4gO;8+)-YYI%L$dj~X0 z#}~E^yWRLKXG$w_!z_(6(!hA`^1H3^6r4kuN*az1cFbpgwTZC^Ko8myfvoTMb8hJ~9$LM-P@fnozA@BP~xHjvXD0 zt;im&%QEIwyh}#SaMUng-Ap)ROJh7>8gQ_J8Qm;oVIs}xyqjyTdl4zL@wg~Qxdmb9 zbKbf8?o|<|B-YsF?Yg4_`m2dD?E@Us(n$|m`Mo)D#mdC;*rqw!xmDFsWzqQqa!<3e z?DDs$mOUQOP-rgwiT_J2*GSImH|44{EHX#l{%_GoB=`}Vf2Yr=R*SIXFgoOinxv8L z!3yY)6m;x0CoYyp+8dWncZ;T5eU0hOFPsaCV-UBpm`(Ft0^OME+(f9a9bXoTD#4Xw_{-q|AGhWikE$Ow=xz*YrV>P}*TjvqUy6VHsj!*QRwy z5bG3hP#vjmkOyxqW=S+)NUKMirblk_>Ul}Kw@#-otijM1v1>D7kc#CEEcWmbO1_rp z=wv_ixV+ZxzFk5&K_o)WZ$YbZn004*rs)W@p^F*;HsNMuhUk|Q!*I!wJlZ8JM095p*3w|wNIO< z)+a_NsRl758x4xs9*lwMT#GgW2f6hL;-afjaa1+vRG>PlAo3lhLZe4e#zc?pi0i>4=lY)j(}sDMe;2I_mw7F;zKLx#XL2 zTl+yqVA{@3hQ*lz@F0eislwCx@_R76Q+HUT!F;^ZV3gRBF;?ats1T>Lu`n?*T`-T6 znxYPOI3&hS7k@d#FeLg}0~?md;mdVkEk-DjCUyAqhpVpDV8Mtrh%901uD73a>&sQ! zMm1^sUmjNRZ@HI&WmH}}r#cp(Tcyo|a6_g9G)ay|O9~_h&he`3bP36F?|FgZcxJmG zSAYBAxBjrN*apY(1s(Z&uY(-NI6o(mV662&a$tLVg3@ky)YR6 z3yd=x;d^@|)0RD^2eMwwSIQ0HYLt5-?iZ^|p*}W5yryhlx3_UvhI4#g-d|BVT{4d; z;E`C}P9e$=B@&Tbp?j~F{g!>I2nlfouht(Low9T>)c1H+%aPfe8XX!?t0HmV809BJq*}7_6XbUD%;SpRA2M9@RC0e zo#1e}_W+B1t?tLFbJ5?|FZYV({RXM8oFYSXL#mH>7-i57VT9w?MB4Lye=@zNP{vc6 zm@>mB+uo>Zdhl*#xX`%%ioo2}*JP;#m*62)Q_@K)eTe?B)ZQWaa5e8T6;ApmYthr- z=D!Zk=pU?U7C$B^?j#ld3N^-9U3u*+L3c9;@SEUt-g~2sqY4xd6!iCqr%=}&^U&`Qd|yU80v77kjfbq#U4VM% zm$O*xE@HFm#FhPOSggQePtUEIg}!nLUjC#7_hg4)UBQY%JIrYebemCsGfgO?@aK%1 zRWdOM0}nguRr++e?{SoX6w(O4euO#F4t(NPn}2ZI&n{tysYP`GQN5-MNrA>&m~iFg zF82uw8<|!_aD&SG>ehurchYox)UP;7S~Q(geAG|uOEt*{nrKx@7Q33W9glGE{-oQ# z)8kH=KclZm*OazEq?K~Px*p`wYp!Z8&w$E0EbVUe+X ztNi&KRi(1NTA{^ZqM};^Yrje&k}}Gc!XQ8y*ZhyYO8m!OLDXOi+=8?D%T`-7xqHN| zG&hyKLUJ#=c$VgeUUx`AkwiT0fa3HcLI#(SQ`Cb`y3}_X1)Y*RTMz;s(JWTuQlv<^ zL^%tfO#G%7_Dl3xDaSj}V?H73A>FFIOTFb(r;}(1bZERMS*`c$eM<&jXywojy$&@_yA?J`=>A9Vt@Ms?vIG5q9Z!)4)qcwSE|1SbG?QnS;za&~t{n^)h?g zr&iloFU%Ho0syn{dN@QMsVp)bj#tWiZ=2kI+2`1;A|PUcyq>dUkD{r1$~3x$g(d{^ zh?{pkT0iLlRiI)KE!%qM8jT9JA&FE#=iH@{DdVDM?G9ZcKq|i9z~49y>xja?P>gWO z>q1XsZG28*uC!h|Wn=3{@06p-nJu;Bb?ft4ck}v(G*7k;UGLpdv4^Dk?!ESrZC`=l z%=yB3w-}LJnpK|yh>v_@prCBwYvsq{f^>W3p`FLlr&OzzI@0eVakeyh!Ctmd24XtA z8mogtsaOGxWtJZkHb9<(|M(asHmLgGg5+rqXB~-zP*&~+ zruf@tY3Qq`UXH@BDgx`P>%GmX#NOe?C7x*qOu1G5ZsYJmWuqW>`!gqGnK9-d+aPmS zYGEBrdO>D1O_v36-49L1zbHjwc#&@<`tQY(!+iE-U1UmEb?(XltQ4KTN5$zn?3Wga zA+Fb#kIrvFO?CVh?%%5guJW{yu+hur>jJZSblPEih8S5L|FwQnxi6PJ!$!=yZ`yjd% zpA>mQY?CRUyVI~CQ<@ELctb;sd3rxd6<~!+T5Ade6_^O2&IgN@(uKg&_lx@v%}?DZ z*aH(AKYi6O;5e_ddxfWGoLN8FH`5KR&^D_GM@DLSgNX(1tTPI>urCDyS zWD`%E8S`FPu}tq<4TSMoYeSx2%g;=AH5V2a3+@|4Ie5%x#@}d_!`bVo|A38MqkuYRzZ7e*Js6@HFQhnJYVXUBYOl^`- zJK7Q`ckrIUu>kw&`FBG3N)ZDeT<0xLI7rMOz z^FodbcMLb(>T)7*8A98eI<8h<$k5>th1=q^#ZPCV1gthO{~QsJ8=(6u(x*$T;*@wc zO(2IYt~%BP<-P*_Jt}GYwj%nc@msgO`dZz+w>}r-ZuXsUZivIwzHdqD%#(2o&mn@d zaT|_)674=}j!=}POr`_zQ*_1U9CeA4n;cq|RJz9+kFxSU=o@>!)OhilPV9*a-(s)G z$m}CH`W3uyKDSiOK8XoOV><11a~Zg_U7Tiv?~CMYdqu0J0p?Sa%&rXAvv% zmy2FWf`L>qBzx;GD1O+($@SbYN|K5+^w+}{pRKjeV!o2?H zVgEci5;D)bYFK#XfcWL!X+xeVYK{iJ&MkTMgWAI~-Ht{n1MbbREXMwlK+-z)J#X+B7X}>UyfT3& zj#aTTPO^4Uw=BO@FxW^SWlkHW3_9NUQuh-AVrY#fG?Eul;AWuX<&Yp*z>~YSO;X+C zN6QxPZILUkYDwBsZ8DP$NdJ60zrNbh0VTVd&wWGtaaG6IX6`yLr`(ebz1sCw4)Axz zgR%tPxM%xYGmEB`w{OGfLn&!&1I(wtu)vDf%MXBA5G`C%*!1c}xPP)Gbrt8o*1;*? zCfF5p#=kmGmi?NLHKh$9wc#$?hy7mXkoh*C^UI4=3~pr1+PeF~)`IHjOI`gwgNAsl zNw*_w@rvrM_IX1ZZMrKt6%7ik#^;ZQ@)XCvX+q*ex&JW=6<1M`AHfV<0Y~BH+xNP+ zTOn|Ny!xwZtMvK=ZXseV-tvTo8Xf>1ZkGInP~LtEjDzH9ybSG^vr;CP%tS)R> z_bJIFF9_86&)s#nLBx{Oe1tPEy(7Lm!S7JEouB8JSSVdpjQTZ?0zO57@Tk4Wc%Van z5+`xF`jtI`d$f-0M4E$v@q+kNZ$;;B z-s695U_CFc(P}EN>RV&kNh{Lk?nUrT@Ex}8iIU@?j9}CowDG?H3_qO%b$6j`-n==x zS>=N)YJP|H5%+au9qvsoXW@*$73MbFi{=XQWv--|xuHt-kP(k@bYO^TzuQrY^sVxr z$hu|<`lQb47=!x@^(|R->m8Czqt(fgj+-&=YL3Fu*$5?y@REFvT)ikFIsxUdo?@OB zLsvsNBy z23)}u=V6Q5>VxbWzo8kFae!XkkVJjTcY_#Uf`ONYk6oEAv0Vc?N}KYKLzyvKxWX3A zxZ?mZuI>O&)6~+dz%)vkAz46D_TAV z%=+4-O_&yJR5Uq#YN3ITYRfJZu88Tp4Oaox_N-C#aIeyUpjny?(%rjXqDWRsFSn)C zcxX{of>jwu?r~D56NPOC#(D!4AgvlV^o=2#HERZ2Uz< zLyeQiTcRS|gzEeeOGUABH-p%cE)vi>KDwl5*M%28y*9S)osJk}QRPS$L4)xGJTc*v zEKo3X{8??@Y|_|%R(RpdpN-mwbH9tGxATQK9LqI6x&!q*kM1D9FB?D}5k{77D}DTo zlWXQKon9rmZT=o{mr%5vju>gGQ=maY0j{Ld1H>m)Ro8V{?+JKx$97DK;nsr~ee1~* zhO4P_ac5YQEpN!0`fc_JqNAh_xrn|-y&`u>L@>O&D16B{s!owPhg_BUIQDJ}6gJ>4 z8Xs<|a!JFm3QkXL*fs$OQW4G|{L#FdplrPH{)1;#0T}THo%sG%&@OA1Jf8fgZ90>p z2M{*nna?X#zVW%6DfuMYhKJ*bo%3^LcGc3GPwq8u3`Q&GzPrk^%U(hcbH%p@M7e(v zl&E}PHzN@9no(v@p+I8-*1b;qk=UcwB!T(@_kg#v7?4XIa?K+{3tcKak%ygr&}>>)g(nPtVH~wDadW%2ACh z+$jI5h2NOuJ{lx~;p_s9IDwcsIs^`=u*JBDa63NIH|}j{AeOcYHg|SIu8NsA1n*$* zq7X*;0>zIoq&1l^+Fb^jcre_b5#~P(kMS>f)>4O_i~9hgNxLKUav5dePgrb+eg+t_ zlP^j93PC_iey}uO!YHT5G5^Co^vA-|eMa#>!*ND?yQt(RJ9K|%RdsU$Ob|Ygz{)(^ zyMy~DyAbs=s7rp#Go531KWn<3F)z0kMM%#on2fs_IBv4r6E8vZ$Wlp~Nv9e4ap*s) zQGZ2Whtn~bLbQ5)(k#Q()zgfw#`E;6#O_K_&8AcmliY(c^q=yx8-R>3Msr`c*x7uj050n_z;cV;F-GochCt1w~K3NJ6HLgI4nic%3FA^Dp>P1@~Hkzw0BxUd*dFWd#Qq(0}@jcawQ zxKECn*qEoik95bY|L}G&)C+dP7B6|Bf(K#dbt!lYxLUfzQ-aoD1!j#K%6RyoZXCAn zA^oUvAZ#3BgfUvTl z<5WH`gNQcRNwb*o;M8pNrZipkb*rw!RAYo&SG;~F=bG^-7>U$vjYkCsceWK5d9~r9 zhQ)3%yOda!A0QciNeIrlCuLh0uUqkIa{X_+DLpq>w7lD9H}qN5Pc~mU`4g&kSck`3 zCZTTnduLO?ur4LGp&@T&NF*qw=DPfct#48I#Y<}}PxV~BQu8;wZc^pVp0iWdZ1$UA zg8ypmafU%0^kU0i$sD>VnafDtpX*T$*Z%d?nwY`&jQtbLOVW+Ac&DWr&-a44Qse%n zHTOn5YjLrYle&H>y83lyE`Qk!85V~12fZCF{arIG{acxFdc$@zhlZad=mb!O&uE2P zd4$-&5Mx=z3~2UqX(SD;#TaW$kRNwg!9H(#07=wYK##mqWt%|5R_E5#wPU-_ds-sr-%2su@`r3EEZUJ1!?v%`5)O+ z-R|xqU4tjaNvAQc=N%vgV*L2@!3L=!mI6bhLr+pEdhKcWgr_6%`7w_Sk>&n|G?tvK zFpNrXMPZJwLW>0!X0QyIh9i~ti$QjeiEul|FQmmYT~OqXi*eDhj#2<(nz!!w=2Lr1 zfJh`&K_yXG+Re0rVae^tG(j+5d=X+V%Srsa*cV$ZCNTH)A+xf0axwq7QV2Z05IX$y z7lIz#m_P;3V-|4srPge<1iPl`Ry(-lN3az|=r+1HbI17X{Nc(N+RoyWjPI)zc3LzP zuvm2VeTUY(9+;d3rkbkY_U|mJo^n;El;YN}IBUI|PvZL_-MhRaDY=FJ#By)_bUtVn zTwDAWwIsb|tjB6uz~LPlJQle@0!=b4YF7@+d3y9)uc0@26GGQ4UYol=A7AH#ow3D8 zfQT-iN`X<`k*#buTwK@XH`Mfg@}|0cjY-dmwBd^4U%BwomW41~jTGLvj83&-Yvw)G z8kI(?}PO>d_-s@Q{mI_7`rZuH?09eDP6g91^vQ1Tka6VZ9j`ORXxE?3;C5u)w z?yvJroA9lN?^|9()q&oGv`bI}#3TdeRD(rT^}!q{&vZ|uPgduvvL?dDZxJgR-IJP! zm(chd3kCz)hvX0sP#(3X;T3Hn)pLjSPz!@leF|k2EnHAPA1=gAlZTLpyoX7CLCpio zNE_oJ$M<|H9U6RRl0633y2&xNG-q+wgEB{*f{0th@A8a%8x+*UxiSVM_E;m$u%*H? zVuvw@A1q+y4UaS7Ymeg3SZ+v9tyaonbE;~#-|YrOcb+tnqRu2@8Y9dc#;a}`-FFao zW_my-_?Z=hTKSZv+6PN3#$y1-L%xKtZDyVE$$XTxb!+x16W4idtND19endZ{?&3y5 zf3JxoC#G$hS>_W&@{!N6JX^f)db>bbg<#_2LDHt?WXqm)cjJ%)!fP#MC*odNLJ<}kEXg7if4c2Cknk;0?0qLcmm z@A#SSac)l%v>5F+3oyPZ%sZubiaPF^T&&U4OUf-edceBPySq8{HL zWuRkjoVwe%WdG?gPn@~#SAV)D+PZ(X-{P~-Ud_8*8HW>vVnRba^AyE#|iX zv%gb_jUutu75wFU4>D<;ZaJd3D+JEm^EXIN!v*d$JNCuX9UChA<*xgKoM~shWWJ@w zycs+L38~A9>0`!o%Xenk4avZy;O_P*r=^lTC*C$YG)m-PH~W^HDmsRaU-!8qCA>@~Ril_t!CXF`2oqS|2A|H3X z?Bjb{!4SL|Cq~b>>&EvM>_=i~T!KN&JlmadA_NxP?NOBxiApy+M(bI3f%mR@cQv zwB-9mN_SwF(MPi6!a*P1oqU=Mnh%V8zcZM6oQ=Dr-0b1RcTf*Jl*z5YUZF(`BCQcp zXUt+AkZ|x|F!3oa+@LgPIzpxqE$;2P|y$FWiji9-|3npxZnA~f`v6W9YOH{2-&S^2n z7n%hpt0qEhhstdaBue^JN8HUbKj^sZY;4I{@B_rZ2?#JNUR?Pa3wiLRxD|9hISxlk zeL>bWjECW@Ew!!KW+aI|{q`#jd#~J_buBpuB5zCG?)6=Fmyj_Xr;SCGzzw$dw?X*@ zEo_MxM`ThNjX{`!gM5sE&b^SNn^-uFS1Z@$9%WE(=ofHXI5-ktNpl}y3Km} zAt-IwX5WV!HMkkgyREE)uCd#$ItuY`4Tv@d=KipkOf`kVwGzJr2-nQgP62V|f~$pB z>{4n8ndk>zOEBsFN;*y6ONmHjt3uT1AiBvUqeS*)ixELUlAf6aTLwd=*bByrY`m@Uj5 z_n+q7Umth$%jy|zW(Qv^IQ(+&$0&E;Y1?l>7famn%>FxV=B~45x6iBv9_+pI<>`MC zvMIYXUOZOwnekweL-e1#51THZ@RpA~+k1L-QTE+=rrBXnKYPsnpK+D9E^h9+<8`tf zd~$bz>rWq7Wxu+zvToB-yT#3icl-TAxq`+eWL zRm*0C|J!u#?Xv6d%GdI*iUw_$x!!nrnQyka*Xj3lcXfj8xB4VZ+1K;6=#2KXZ+~x< zXV2dTyeH(yZMV2zYwmC9bv-|);MTOo!kp$&zt?LRJY3WeI;U6T!i9@vGI!M;Eeg** z{`(ei0Ov~Xj)!eiWvf$vipa{%JpdjSI=PtJ%CGXv>us-MW%c*HaMeF$yUbfHV3E6C zl=zj*c&o}!Pn?o}@0oh@-L9KzZq>1`m)Nu}xTW&y%Koz{-v4#t*Rlt$o>dWjt}^K@-UFO!0?t?Geaw}QL7&sMcMk|Za>UFer0oxA;KlX97vKXx_hJ9u6;XmVL{txjB<{q+V O00K`}KbLh*2~7Za`nh5N diff --git a/docs/assets/images/lit-coref-select.png b/docs/assets/images/lit-coref-select.png deleted file mode 100644 index 4e71fa1dae4fbe7ca48c4abe79ebd3c3771cc44d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 103595 zcmb4r1ymhN(=8exxH}wNf=h6BcMBdMSa5d>8r%u)?(Xgu+}+*X-pTh}```Q5&3dev zMKjZ0-PKjQ_7E&DD+d1_=RF7r2)u;2up$V^J17tk(2vmXfKNo~1ZhA(;P_01gybcJ zgaGokR$olN8i9a_2gj*FsVfa)q-jP+@|%D{7t9z+!uX6B{V8MfrkM?d!su z?)P^Q>HUx(!2#@H3H_t~_Y5G;WNM^iP~Ma~qj@{ubFfr1$O1qGTf{?{w;L2grna5i zN62~OA#IpJB&qSj*}*|(90#Ug8?fbtY6(A!5y=4{_`?t?tt?N`2zm;UG=*@HdlWrH z7ZEwJy{4pbXSc1H0xI3T6w4eh;;Kro+K!45d!p^&lh9+%^KqD%8aHFLO!m zb%KOSv?HN%zKLL!E*zsv&%k>V=a=eZVN_Fi>vMnXFAM&2~Kp@{H={$R{6 zHeFde7wf|U5PClR{7@+BQyplLkPsFgHy-D*tEh17{BTSlg!3N~Gm#~#2#8wxd<4%a zgxw?Axas(3hoK-N-#ABx%5MSMvzh?hDEKt~6xc2SgqDN>QJBD1GT;74A+|L8-yS*PC}6T6dXJ}?%PyYF31j0#QR6WmoW|I_1R3g4*zVe;0FG&jY(KgPqOLt zwp5N{!VOb0+c$%)Z`GIK_5H0&anlMPy|Ixf(Sl`sskK@n7jDhqX48}!6MO7 z%B0}P#3+UsRUlMCs>HaFrQ)o%ARHkn0(8Xq1Nb?x2O>Ho>GE(Y0=4o&(MTCK=MKl^vDx=`a0Cr(c*n`4L*NG zPz{MQP*JCyg-*X>EkQl%=G_!d37E2RYw#7ifJpf+*Sohabq;?|*MeZxSH7X`%=a3` zPlknb46Ot4Q6G=Uk0DH6kdopUfJc<#cczHAfgdG4P4o$wXT3R5dW3k4l#a-f^pqrx z+!3ic7@QPEBEnGYl1L&M21PQ8ACy0+apgFQl**-+SQd^c z?iGwHl*{uKc}jWk`{ixqAm>IER|*@{_lblV{~(o-8U@IteW~32I9mN}^ZB~37hUN#UVrlbo)nwK7y1cq#$E;iXllLd6i>aK6;kgK!6k^6nV*;tk zoav%i;dcHwJXF= zm}SR^w)U|Y=o>CvDt#%*|D>j&TTise@U_a~<6_NHR-I*CQXP7o+Oa&B6PM45Xmhy2H-)t9Z`nnn zD^+Th#*3KqbMsCd`|QH(XdKgAEqE5ZoJQ9n6SUdw98Da%?3PX~dpQSayUN?s``3#L zvq?u<8}2LqhbYHPbGe;6amA@0)*NDvEZBZ5sn`2k%2?{I@GSS9)}FQ!>=G0b#1YhE zeF`<{L+OK*^ELL~(;DAOBWzu6y=+Brec7=%OFd~_dRo9LW_)H`>bHMNe6)72d$fO? z^icAszju60y0>{QdM0>Cez2e0gi?3nDR z1B_;T%YYX^^po*p_BHo?5?U7g5|DyG_AMZ=47#=VqoLix%<(HjM8$&s=mzzM%?554 zp~$>w5D89ymO*!48IBv@B(Wlv1|ekDyh3pnfv~2CTo^BgP-t*?VUP>T5gONrIq_ud!vgxloC`@7@1(RU{sW1)HMo7@>1zTJT}+mW1EDSn;6JJc&eP(o>+V; z@GZZ-a_lwcP7A@oZ^@{o8vLmt~YSS(CfoSZAO``-3+5p=PqI7@o7WzlA()wIhIgbd7BDAeZFM6*HeJJQsLz~jb3Ecr^)Pzs^c;NM zgHl9X=Em}@I6&HxKhgi*9VccYCV3RugzfNhlXQ~`KM0R6)*b$l)s>BaW7qoYo=waa zIz^2f4VMImhP&;#@sQ$7ooUE) z*nWCfZEn|Ko5I(sr=2F%`dO0p<`>VL(bm$_kp8#;$MM^~a7KKJ@<(kRJKFQbhoj@8 z1S{dy{e~p#tJ_kTdQPh=OTOk9yS}p3pn=M5d-dom){s%$Pt}oO!cD6Vl%dA*0eYjG&(> zX!uBmLbyO`&)<0R5MNi8!Svo7ou7Rl%}_yt^1zVJVB|3qHaP87V^Tll`a_R{Y7)2S z?d17*DQz2%5pKRVLMp1Lo!dRplh3&uDJ6OVfF6aak-Eee85t02U>X_(G|&_T0+<2? z-Z;P;1Oz-f00iiNfS>?x;S8`p-@b#&0RJ-$`tesr0VN>`3E*!f16v~_OFI)Q`(^7m zN?=uUrpoH}>N3)t238hy`i54Yjp&>$tbY{&;dbT(CM}HY^#RTnUoGu8oq34=lYN4^GAuC%Wz(+a;ItF6i_W%HZ+t%<4r=qavAH{)x@erHX+go$e z(>pmi(K#{GS=k!XGjecn&@(X6GcnNubI{tkSla75(^}e*{I`-n>k&4xGq5$awl}r1 z1pKO3|Fe~YJr6PQuZI5m`ENgsoK633$22oVSfKZt~|fU+~_aVlgB zdM{=_;>yZOD)9<5u|D!UU&{BC(UODdv5J!X0>Ur?px}@YkRp^ck-VpzG0T`fvvLj(Vj5L#iq5%HwLIlNu;-+j6{7u6?0^WT-9RtRzWH6B+ z|8_Y88(tUaMF00zQJ}eeyj~x~Ue#-aD?$%Z=F&Q}n;l(H(wK}S2U9qzdBk%p()qk} zWYc+1u)H3x56CPQYr^|0P!Gl;iTrXTMd8vBw`|bj)b{VbQ0TxExQTvDZeg@rDzLT5Bw(7OPLr zB!i;B{okWU6N`lG6QUg~R2jv@(`pV4#!$S3DV6E8QeW+jCmhX{KY1X40Xw{6XA$$R zI)%kF+FZ+MI6kh?ZqF5ds?pB)V5T@>Zj1YO>p`DLj}-ME()gTrbj zel%OUvzP8Qi|Mzax7y-jd$lW5s99gOJ(j9@#^-pPNWkhH1__HHUirB<=Tohj?a?gl zO7+`76p3Q4Bs!H+UT9AU`toiRyUpiL#AqHjN1jWN1BT6$AG_@F#cJj8D#fZ2Y1}T? z4mR|%wtHjv_>M1+H<$AU5fY8IJERI(!mlvz(w<-L))X6UjXGaTG^!<=9Z$9k^V24W-g>`dO4VDg z*rS~+)h9eZTpb}p#Zjw7gF_)e$7?s)PwbVdR|?v059qh2Y~2pUeQ4ET)@gBmOcC&V zH<-rbRALcD-0@zGz*c-~BE%t}vd#U$@L)1Gnnr`kT)r&kUw0k^ zyH74cpU(gbTuaF=*16a-{2rQG5C>EWm_DKFqfnjYN|Dqf^ZUD{l`;*mH&2^Ohn>pRND~t|+cW@xRZW~RuScE7;I|K<#i}sYTw+nJ4 zZ-b!VGXrFpcR&PS8wQQ+*LmOcRMCqIc0sRTOO#O=GDU{qHf(Cdc4=oN|evV8sSfJH12 zKY;)^?CYNH{hhP&d%Mv(izUg4ED?uT;I>Tg0f#z7hR3AWfpbh6=X=wNKuY9vC^F^? zMU;xCx%g`5|F0{;8{!y(c!@!;UB}SkiN_YC?O7khJ2?Xem3-gj9RnE16^vH9r?wmc z9HnfP(J)47O`tj8{#GveW2qzKHf@U%-mBKsh@0M6pa7_^3qmLsN&if-n$gqkNt*6h z3Wvj@H2d#1TZiPj0`@z{<7Kk@2NbVvj^3@g0Z__2x9fc(nI9|@G0@rlJmgeqA1!`_ zUjcVB)0dG%q>Ht7FWs|b9=E!WG&EWb@+hR@8F!tjawa|L=3Vzci&Q?y)g=H~s06SKqp>x*k++MX4AzBryzo5j+{hph;{?PRMqWNGTq!N6kG(!(SY z;G8nfb%f({K}b4`FzcaD8F&rFQu!i7X;c|bkiasqbuLsJ8=bFr`UZa&B55lNZm@1e zCJ{AJ6H9!{5DG+aEdw`*WSBEwsLF-IW)dcs`9Yd5n;H#NBqn|W?Vc~vNWYz8q4l2N zn1~*R^+r9?a`tdM?@c_u2IL~8{BZaCjlj!3Tq|hT6`>5_a<%fbG&Yc>aqg>7G&(Ky z2GQ`FLZa0lJ?3+ivwFvCgg zC&1$X%)c3%N-tt>cQhG{P+B6IbRv+!Y<)6UD*A&OT`=z41f6~a@q8WMT#MaaI3BmN ze1xj_4;Isks}tP2)0L?hN)n!nt^Rt#-H-of0{|_Afq5HUXtaw}(yTD>+oRU6%m`Rc zg5q-TjPOjB@@ngII8N7^-zvT>u&-m0I7R=fUIW%9YzoGJz&^%-l&dt_6ZN~?-@b!{ zfp2v6$NcU{dqmE#0X*(tD@p&x`q?1n-{NmLzcBobRTJb1VS*Rr>C%Vx@2WbIzu}jC zM(56*^czi-MF_OdvUJlJdw;Vtk?6o!5Wc|@%8~z@wTA-m*%t#^a{CF!(u}_m;s3`p z1~ogqZR{tQOybNZx$W@Jq%Dno&ljgzZp^%`Y#EoI5JlLPC}l)B$Q5M@K1Xjn!?BH z?M3Z8JCffJSr7X=O;u>ZKNo$y$AOLbz0f`3_?n9O zl4KlqhH-`xF~XJ8j2wS=VO_cd3vA?awbhMNZ@EEWW=g&C^MOUReYn4yLh*e62?y?e{NFcRSMu)m3L5L{utO zSnv>_It0#7e{>OP1}5V$cnx@38_ktzS9!g8asUq@twviB3Lcls?Pz9WS>U?}G#Yhz zCZi$Jf^9_~+!?!%hdJZ1mDR@ML$jrtK*!6YsU>qnKtAt$IGL>+?SrZ`P?hyFVK`Jp zP!avH4-i2qv+1>(h$Ui3-6==)1q?vEji4Nn29vQn+QAMhab(8@YW}oI#IRzCxDRw_oWkFFh`$G!-{|Ia zrMb%e!B(U4vp*iM`#kF<9*3>?&QM&gWE?dLy$<(BXl>IA05n#2$7b*M9iUkfYtSFw z=sWm>wOG0IlS-QNCJYX=mc#|%kA2DQ3YJi&6?0#NkjSp!E9P|p(zqFxT)z`ul%6l0 zHhmMGgjwdCwJhLuh2H0*XX(E#Szz7SqHr3J2v~z)m;}#;`iJj{gbu@R>ISsVlK8yZ zo-g_dJ;{*!z@LHc3a!J@Y+Njr(j@;nW@883H>Q9IFj!1FG%To!6Dd9JL`H)EIs-Z0 zha6)xpYki`ls{J|;1Z@IPCmrYJ`+DFhmjcAoIA`_7iMOG!}6NDNRb~l6hl9VHjGH= z$Tb`50NWVy20d*6$)C!}ITj)#rxkd}JYNpee=@~gH1AHde!8_->Be;+@Y06UuMx-+ z4kiVf17-#G6=qf@F&*a$DIh~whg}SCG@oiHl?!_t*`bVTTyG9DaRfS;FsP^D{#4_c z#NJjl?Kf@mA|o9HVC%4BZQoorzROQ@o?5jL&s1hBPSWePQ+=O1i!JxkBrC2vQSzU9 zo36!XRPj`=ntemXivDwu-Vk3QejeQ)mAA(OSEISt{q8y2nmY+PwK7Apf-MZBYu(p{ z*Xo*7psUJcIFRAdqKWDg0O1LA!C+(bJ9;41gf;8FPS`w5d3U;4>wjy63n%2G1Fm;w z1(C%|pyjp*!sK|Yu2E|im%k-yPstbcj?9;&OrttaI)$B4y(BMGzXrrpAHAVzvBkwM zmd-%Gl`T!|4^`+RtT)~U{@F7yfmBE~jmu~>qNF9E&(ZOZA;X=qv6GFSko(?NTH!c2IA1&8*IV*0LM_7e$ zh5nVJMysQNy6nwU3iN?s?cKfULd{*l`1kmc1er^t!F4RltyPjq+jEG)1dq1P0j>{;jV^yOgTBzoGHou? z*^(sbA1qX#VhQaCqgvtQu!R<7Q#r}h%5~u5rDGWz(z@`#Uva{HMb7oW_sTTuW#xk4 zF;z3;2IvejWe~gnIM?|BC>?irSGIjX9sDLQ#$$b6K`NV~J`_iXZ7Oc9O=)wrJw$Xc zl?yZDAWOXkvWVMgYY0E%GC_2nNz%W)o=KAS%x-s^(xKV=&j8E%&8gDR)o_eP_wj zVtd%Ke0aLeYB0KX$!L5+sZ+Mm>5Z__d2|Ic-j!hIm9H}pe_1U|n?zj$5IS);=RLgZ}u^1~12cz{mTjK~JIGs*Y2u}25`CD$UKh>v(C)-u_ymXmt zqai$H$oEe|4;2kMZP&-Jry6heUjjYOv?&H#65=7OQ*2WQ6fM;DQqB59WMWx;!D_^V zer`APq@S}OAKLt6(&lLcB|Mr|1Spf`ur$~bpn zyHdFwM4{*-`63R##VX5qr^*+pmI0EO^4KPv<1HVKmFc7jGSfV|<1OniowP^6ee4MR zg@bHBU})p%o25@L^0?J*Yzo!0ymiW7o%LJ8Uf54%>hRg~0?d}9j6d+ztfLPmiQvr9 zP-r6J&E>yjd&4F1>JHT&Q`9bck&fSB(KcHIfTO;JiWKMSkIRkZedV*)8fsgRqtk(B zqE?gXkZMR{vn)y1~Vru#}6w~7OZ zTO$An8IR2MpF7=7vK}zF{!lh$mM^Nur2)?yLC=|y2~Xjm50p)X#ei6vm;3YFM{&M} z*zAuer+@#pA-d{*CG)WPo!)*2{Yj6sK)bmvMH-K|NdTd+ z?dG$#slc}9OQ~N#Bn&wa!HEL8`L1=kUM~)v<8;aB(Fg53mR>qf&BSOD9!WH^kA{JSjXvmzT4etG^qrNL@H-3 z%h!4N!1}jL#b&!b*{4$mD?(2D0dt|zbn%ncu@{d1bcX$~cz^(y+)vw`A($aZEn0!) zq45BCT>G>!rB7ZPI9B)w-i+oU+(- zDsQHB`*5zje0(aZfDen7p{etEwnQTvQ9lQK`F49SMl69olt821vz24?$c1u`5*+A9 zPaiaTzBJJtHDJb80x>Ida0T_D`3Sz(f~oKt3`%+aZ~}OaPuO?u#^VHXoZZb}Ti$F& z-h4JD@9E4{Us`2p=LXh}KDwY)CZ;&;96CHg zVKUDe1i739&{nzctPPEhxIQS+W)|?~iBi+(-qg391DC$xN?&Ow3TW?n6}s188IOPi zC!TOi124pejSPu(aLx6&O4XMY(bk>;Fleo%b#9V|*GHM9kvtkDOPi9pbG-WqwUR4Q z!=Xr7TyqpM=>nylc+6Wvw=G}m0q_RMPpyuAI=uE73NEa zy;G0HRHQNHkXg+TY0X>2+pI@!zgc zI9yJnY4BFG`<$$ZsuRlM_}ESm90_m3%DtYXR-di2`uRb+LFy{g|HAjr_hAf2f2ioe zIX~h$&)|%}ooMs6=99NJ3g0**gF?G=zh&i0)% z=1WzI;~i_Ooz8St))RsF6F+jOb;0-N+a;^ZX(c)T2K}D9`>lv0f(MVs>xr^3Ywc`3 z&&^;8d&CnUd?Vf;j_-H#QOwYCgMm!|2#D+lZ#bbi?IOH)tP%A=)NT@m`QAM=n3%D2|EXCN#SDyZ9=1<8^^Av#}rN zaTh)Bp{$Vj9P-+fl%I>Ubj~CmXJGZel-E?!PZTSzH!I@hIhH4W4~Gr zTUp)-vN{xdvUma{-@&6rvey>u)mrLPqo6#2#ujZNU%6f^321!KzZ=GTsd<&no;IGRUCaF zf_Antkwz7fGh+S6@wuP+M=F%$FXYdZns$_1guNT5x~Ko2ZVlh~Dh<>C-l!-cX7}JIb`1YqDxZzGF18v5As)Aoww z3>>OhA%hde`zESa!0=gX18b+WmLeKvt4zy~#FphByCWeO;cZ3^g+varM&r!`K2v zv8M1|UGEQ1KX)HzE5J+DUa0Pk3;=;1c-!0mwvgGVSfx%r5i<{f|56-zDIVi!1o z2<(p9Ns{oV&hnLeO3(Rsa?g?Dj=}i2PkxVM$=o%8j7ve?-zs;j>uvSNgg6FcJ`7}s zFY)9{C4a(Y(JSHC_=d;(gQX|Ml6*DjlPJs<|00@%!*zJwYlo|b;!r|$U!k}E!XYgjRSX8FJ z2;7=Stp6ao+_j+&4Ae@?pWOCheJtS_LGGX>Xvks=K$SC$N6%LGw*h4J_TW!k1hDaj z-gDjEX;d{?+NzBw4DH~T%S#zz(1XyTkWDFI)2|S0)M#^Wbkw-%gd!CG z6<8W>WhWZ-Aihy_@+q|YSPh~ z8ESCt&1Un#fF0_q9+owV5&~FZD2L5D@1IDePb7pQbuOptu25m<7z>9TL?cF%^FauL zyFl1#%~-P0E|T}#n~bK@&<2Uv4PvUXWE^GIxK9^$J3f~aUrUCW&^<{~+?(sQC7#|#?_Gaka!VEO(^9dNY{aZt(#1vRcxQB1(gK2gL3biZ86Y-(gQxr|vD^-zh> zMA#Y-U#wjs!D43+sIWOWq@^!mTknH>eVB;%BkB-GHllP^M)_g8q53+)DE;l3awn7g zRY7OQv6NfGH=yOKLhHpa+DLB1stQI!esfstuEU36a|ddP*-%r%eA_nz!@G%$8@!~+ zMC~*qZX=i`$E|o{E+(~G0xq)hxk8$=*8AA6%WmqNVT!z3N)!pI7>4vcohppucczl$eUeH zo?#OM;lO)|lw^M;EDD~%THRxJt3i`{e+PU{STra3^`ShkrkkUt7+9k9D;=_$ za}SGP7i!>(7FJM3M?W68HOaRYM!JL!97~55nB8)IKlJx**KL7%q`v~(*PP3&8|<+! z*XX~`hj3a+=uR9GHhcWREEuNF%LkLk4p{WsRUXm^>&^;gFvYU^h2F9?4{VMLRD z!Ejfyb9NsLej!SC;d`C2P6j0v{ruIupyhbW z(ijoa>+|%MJEVM%>M$NpO>iq}jbt`g9C!J@d>&VJmG;zZ z)$r7;)(*sGGY>YDOpqK^LYhoaEd=A(o{T%Hvfr}guz9U=zd4e$NE)%E>@GD{2BJWhQo=lAY~Cct_Nf*c7yj@ z!YzG}(e=)H*Bu_+_1wGi-b~BX1*AgqQEcz^jxH+7gkZjIB1qveyb9OwFCe7foweSj zeQe>MK&)3ny1sNmZ8!%tXy_D3>jFRsMI^0b^K>v!fDTc(ZVAcn?vAIIQ-nK);BIWh zLt6$hM0D;?Wb@%>1aT|gs3U~w#&VZJcLM|)%UH>x)u@~3a2uY z%77sfKqvhZ?jysd1_i;#9T1*VrRx$OMfEM>QAh?qaD zK_MVn4@u+;(%D@;F@Q3XKLBC*$UaDej=s?)dwQpDB4Mg34vh2WOwMqT zIv~E1AzIkQBrDVRWYeGLdSHRSkwRK$#vSfa-k76s>aTOmA&O&9NZUWI9lLR&8$}w7 zvaj@`cmn(;&S%|gt8Gf3L9WwS`^N`9UBnlWBuV$Qk%L^DQQOIf7}HDX1Z3NTMfm*T z05jd6Bm|eSh^x*zmdj1Fa!v$vGLN3*M(_8ccI8ywV@JCE#T(0_@c~krOzLUR4-oxH z;lQxIgu>`$Qr3JgwA155dr2$@dA;30#eZGTT&7i~G)W`9?h8D-#nf>YxXbF}u-1j} zXCTk4g^lez$3`S$EQ3$KNqoi%fTZO2df35SsmAkMiL%T=A2Ka&@b4xaw07~EfMrky z@ZQ%1q7dFeLf!#^mJg|1PL8bv&jZH z1p0C({m);6rVMB25y6q*gei>&C_+UU!3-eabQusjO#CkWkzu~H!I&?OaHv0Wj^kk1 ze7*)-CILEY?|mj9E}k^|kT6c;){9__Oy(=}UG4pO!sh#)F_FozI(^tj>1!@TMX_Nm zaIn(;j25gD`8>PW9h^OmL7}1=5P!C(^PY4)d6fC2pRO_r148wwAwzYne62wQ7lwhz zI?C7OrgBr{{XQq^F0*>;7e4~XND@s94>+$ch8>SGVgl&h6B4MdB#AgiV=z(y-}|N*#6`T-&1uj#KR(K4La&mBFYRKD z%AfKRb>y$e)?aORplxvv;xWamilR+zw!oYOU2ONJL+rP4;rJ4vIXs#&9JR=eSbS{O z%UO^7h++5IdD1=NVBJ<`PSRit2Fvu17i!(gUwc(|$g0TVt3-J!yn<;S?Bb>iJ~396 zAK>uq;`2wh$Q-)KjY4`OL-v`hV=U03BVg;L_IJ>_JBP0{IEcx~KI@L*BB5W>bHlmN z{b?UUg6#{0h16cao>~2n_Yxpm9rX`ww@I?bq|-v8j5tA;#Otrk_{I|RImzx=%4*~1 z*8b(raQH#5C*^m228K;qf>2BEVoVCcd_CVIy>DP}l=29HV(W|V$`U&u;6G5%SzdI{ zZ^p{j+X=eC(PV^*WfRr-J_jUcoPRvF_ShyOzxMA0dxsZ#={+$hu0CvTGS+PZs%_ez=V|SwO=z-v_(**3uMfPYF4o+6TyBRSCN9pg4&IdZ>$64d#8z3T#^UfOhK}H7P zPOQb>&vr%gSvJJN>f)X$%NtgdDHg~xTki7#gM1Gia1xMPc|!>YK7hzVoO=Hdqqch4 zoo-jE?|Hugb&>~!P#taW&-GWH2uQF?P-ZW2eq1fP{^Vl3RP9?HqCSN&1@d`f2y#Kd zq2b=?Blq|zAc%`80|Qu%Y-#@h2fb@aLSG7|3_Ho;4q;>iK=JPC)>3eP>|`^*eIw`D zfH~@eyJ*_+e`&JRN`V6xxDYFOzf6_xv6B75`^RJi1)T(up(0a##{0`N2PPPOL1Ihq z1@yy%9pr!^PN2^WKh>(Q1C50>5(L_FBqhHgI_}^ls(v5xffL{BTd43J1jV&TvZ* z-fI+kar;BaQU5`H4=M2YJ8EJ|<Cl575K0 zQ}5!B1d=MX*Sz3>hWjStMA*S!2Zif|X4me!4-%*k`J-k&moY8GS!qs+Su}<)SbiPeYgf3fGDE zE-@PfwF}5|QVYSPFQb^v)d&2Pl-@s^)9I_TTB8H9Hz#+FfWWrx>$3|!)o!{sGU!f; zUZ?Nk4hp%|7i?G_yEK76T8olcPh&#RYOoiHCYLB7-whi_AV!A9y&b8BQYk z01uAb5u@<8lS}}rtQrP}Ndon=8dp;Dxug%2((=MD8EXVrPZTzhU^6N~un%tqrXp12 z4$tuM4{j5H9h5S+e5HZP>2&#K$w==Ut6@hN9tJX;$i}oR z_ow9k!+!4k#jQz!s{czv0TTqEpxM`KQU){(OA!E=7GXFFy`gB0s?gqZxV@9VxfUQW z-+ln;U74bNsQ)ZY{KH#eUDUoMGy(z+G@en&SL)A&{-4ksG%->#;Gg;b*EHBK;+Rj| zT8rlYDEv>p&VSQLI8f@)|7#V0KLm6@_q4jad3vufS^bmJ^QYJFcTR5zuo(U%d4=nB<`Tr+*Imzv(O@&^p?eaTc+y4qyn&XsASY zXELt%wf`EheI7iu(~8IkbK}DO9}*U^Z%3yA#df9fkHNv}JrZKhKHv^LhlXBm@(^|Ut?*AVk|iV^?PDv;(<{C&IVvP7%Rb(E2a@3l@i(1yFfvF%ca@WJ&K%qq}e z*%R2`9rHP(>70YAxBUzGwey)Hw(YLm;Y?n7Bsr{`87HQv2)=HIBR53CxH>|(ge9lb zfDZ&|(qIZn{3b&WJVwhc&KFh7txojRYbaBqV5E9P751a=k{FLLlg<^aOs^!thmp&o zfi$%FBTd~G7CBYRd6d^6Y@q^}5#8GaxKxHwyVcE^!-e#_X5*!$q3i)>H;#*VjMG13 z(fh&x7K?*@dtFA>(w`@(>^9VStH7^a%RSR&Bi%WwhqDg0NL?mL!{=IDj_Oi4?Zz&! z9Md?w6v|c`Hg24yxzS@v`3? z`%7^mpmy{eSS%e!6iO|>h1?_?KCSu@HFS3P`kM7ruq~-?x}Wpfon}2(StkKS#f7D7 zu3i=cR6OgYDO(F2%}`QSpVJ7<6SAkZj9Ee%}%;yg?llAU_PQC;{o+& zd}-fd6UrfkK6{+XrZyuTC%)hY8e8o=(kfOS8z`0u>kHt2L-BxS-)U#P!KCMk5Oknc zn!RJ#eDY~pQ&#n`pvs&Zdu7)vg0Gyo*=@5-qv?+znt3Tek%FR3JdP%h5&3C6{CESbZw%ahz^O~m- z5p1)1=BsqWOEm-dQdc#|!)~8@JgshQ-If_0mNW@)+Ex!m2R@vC^gSOSA!(~aMzBe4 zVcbiycw)8)@4qG+D%ZDaS97;39kE${)S5r)Tiq0VzWvzLh!MW9)ycRG8?JwF9ZD4X z!WH4+LmUv{a;9;H>+&uAMcr9_>!G@x9y$F6TNr2L%22z$9ZKetOVR>RUj_8B6i1Q^7$FDqkXCoUiLOAnaFIm2Dt=##H1dKz!*SSEd6L`yD`?VCKV zz#p*h7(6oGYO0vIQ|;jcIO12+=-mSue=JH^<3By&JW03Q-o`88F`A|~T0K3X-9ckO zA>zjYzk!L?(qNV9~G)|3Gq;R;PmK*x0->3jj*w>hw?lro_ zsdv{&!g+eOM_-kOlRekzw9;pBxl@y**eoLEQN9jV*Bh(pFIbBsb*Gx;%c;!-BMLmgn zk65F!4nK`Hdjj(J>jt_5J}@SCJmxBhka>Dw6IjVy{9q;Ja?>hCwy?xjCeyBec{9>jWi~4MVj*-!E;&uH9{(o( zawxN8pX6Nf`oZ;KrQFNea!51DZ01Plfb|eou7SSoO~dS?Rerrf9)VX`m$B~5wgRh7P5DoaaYC(VB+M7^)o7+n0HyP5IDFYk6w6w7Dad@nWY^kE+k z^L4rFBU-@d-R&+;dau5uiMUH0)t};(SccvKx{@2#(}shTa98l`iVd0%AX_~4WLkVG zAkx)TxIoW%+>0X<no*$OPw1&yPf5(4Bs0I zTDm$`CA^&Z!g`UsL!smaoyYv+rQh}i{^ObEH}l2D@)|Vk=czYen;j z*XmBLm76Q5aLcB5^-dI_w9aV?#&qh{QSKjK#Dw>dt7ty>md$p3z~(^+e(>I5D8K6SjjKi;&PAkL zz9&5}vKG@ABRY6zz!xnQzv?G%=A@c5aZ);GSc?-Z-#B8x^r>;OvmzX^xi$u-=qJgQ zt0%YY9hQ5grA)q5|A0p`<{N3QGU8x-IZL!IMdz26jfkfW4~pQ=OYo8vzG@db8&$n_{!=0@h#%n+VvgE${?xI;#;1;dQeDF#E!ffR7WeC1Fg~M}}(N>-*ADH{$|{zr$F;0Xxm;P*k@ivH^2<1ml1*R1lkKnuR|3lkb2E`S1Z@#z$ zceg+S1c%@bL4&)y6WnQNg1ZHGcXx;2?$QKzYuugbck0g6zhIV*P1O7r{(v(J@v!!=7%gOK5kpu zVopD^xt*>mB93>C7JLcyeu&C^trEI_8EayHTGhVZeKf8=1|9!l_hNtg(WG8!GOb8= z?vsQAeqys**Cfy9NKjoznuyKfqXr)UsX2s@ZCY{*RFc@gGy;YLr4+3sMyF9yMwp8h zBuNk=686ifweOsZTraMRWvw-?uCUvGb#0!@AJ=5-+QvRI63v4JVyq|D&kxr{3ktQ~ zJD<}|3bRvy6n@oGBO*j=di0kO<%gF49t_87voB5#&pHe#+^hM^u1(WzNb;G|cvTUO z3sDhjI4f&bw-?7!lCj2k5U-XbhuQp2mN#x;HdgAxxZ~iMMQ4&9ouwT_vwdp#z7y4T zrx=&r>X%*N(;_#L(LXd?%I)1XSR*SN*O|DK3pMjXjnTnQ&hD3J}+n4{p;9qVsmY7+JhMN+axh2t5u6S z7yRnezpDxQO^i?GY?Eh?6g&50j`kVnP->q|}2Zf~b;gDa6nG0ZVV&U?MpaHywrC(VFI*RP( zL;mpk>fHH!Pk=}~M{9m+dYxBZ9I@=j?pK(Hus80HWGY|e^tcwOX`n%t&)7Eb7W;Ew z%=5g@qrR(9Aas`0n@Q8URj4N}k_7sw7^+Uwn5`#g>5M+@ref^d-Jz;TQx@ZBwYwMW zjit#OcojDnDrU*HH~so{SE0ESa%#A6qo&E}dZJO03r1Ym>G@`#Y(1BdDc)d1zQprYv4wcH!z?v`jkJRJEt{leSE| ztrM3ePP0XDh0C^*pSf2;@=Vs;Z2FJ(b610YG~r16mxfBEggNa&dST!HCk*5WxR#TA z38OHaV(2H$4t*V~Vc`o%V$uHLY%xmnufaUIXW=OC%*O1m-TvpiTT_WUBrAagrDSz= zvLUXs$*%xG5u$ zJiWbgjc?vLj*6aVwMyL)4pY;cVvufH^%TZjy6uwV64vcTIr4K|uW z;=zH?BmkLg)CW?$gGi!tmfVgcPl$pjycU9Ay|O3oGLtt}Diw_L9O_$&NQBkJQ>a{5 zw93b@yVn=hL(!=fHhqM4MbF!k>DGHQqI0emM3o%ac7B4kZqEnWdMbEwl)V>9$`j}B ziZss`G;>Gw2*x!D2k#Tma18xBvb&ewIi^8>3@vwoiKoUQ)C zAjoRjea?9d1*StCP?(DfdAR=sFk|zMNA&~0db?E++h>nj;54|p(4IjR@r#KCO4>e5_Pe-jDnu?rY;4&7*vOCq^&7-sa<-7P~%kGl>(&5s`G|40&Hpp@Q2C3a}A zomRedRuxDw5l>0x?hQ<*>}hrlPy*1&;@AGwkJzpY#Rb|7xUeNnMQVyoc^S_QyrO<4 zNf&5bik@*ow)f$`qaa^!QKsj3Zt@eC(&>zIo~nm`-SM%jU_PuqKi6-$CMuCqmmHmN>JvDEGDTp>B|Gu0i;>lD95 zV6OdluVJ?%YACiG4)OnGTDikOZG25eT#)xUCeGZ*GJ1aqVY&up;43`p zZ-QcI;f@quI=C1K|CBl~uCQbz*&fTr5@6s5w>Y@eip=`#=4mjZa{tl2Gm`pZUUNNa zg9^7a>cC$7vjPzF%1gb6$?ZcK>T}f;BCOi>WL3qu`Lu{gr}U-juMySzfeB}#X5XNQau5-ws|F$*5Zos(0LQUi2NFvvQu(LKQK~+> z*1M0pPc!9Po*R<1$igq8;0lV*c2ph*7OXyy&DeU?TgFe0IU3;^Zt_6(Sfnsu?4Ky4 zh|Fhs;Sx^Mkc-)lU76J_*2Zw7n(o8#x@JWjxNq}==bQ%HCs*)xU&~Aj<5ZOTePzCI z)-O^xbzt~SVGOX6ELue$CiW3@X##w1!@06|Uy!s-*}6lM(Yj}KA4uaQ%cZE{5d2!l zN(+Z+QQfJXm(WeY^(BPzlM}i;H`-BM4!#s$ zdu4wS*Eybfl_*m_XR}^3jXPB<;C`mt|E#zD7mYB{MzKtp0+a4D)eWs*KA;&Kjp%m? zAPWn~ZgafIU#FzgMB*S|jNj-VF5lSp`jVic_4hI45C)8SD-@#4+_wPx#u{sBAL(uIkrQ1OhH}DzXUfyH>By$ahwKzAmdWI zT*)RML~j4`n@p!|uxt0z!3`0CAUpc=v|xF`XMytNFO}^f5o21WZlhLF;bEI+zFocS zb5q&LBCGBI(DOJ9HFyR{pC?(YGkCVDSN#LacE+mfz4oUap*?K!!OGa(P%Dw}ad^mf zkK;zZuprx_=BHEYaw&nYqP>@8<~CX^UsrxRL%(COdGun82};=&pTM~Qvk?xRRsr{{f{56=$Q57#@W4xKKu^dx2@1?lj=YF;?uNW%Dx}_nldKEV% z$K~iX7cX*5E&3`n9Q2E|)wqvY?(_an%y(_hG;(hp(b*)~C)RGikL;Rxh?_89(BFH^ z9NPQFWJl8{Md*2l#Jc2lZ77mNkr-4}1hAP_2eRjl_*1B>MW6@}iW+r!{g=UwL4ar_ zfR@3k-;p6YZ6?PU`%tZ$R-T{ucU+@p{``BcXC@c_W1&%LttpZ)E@2pnitOZgqRw4) z@TpP+_AMXz>l1F5uQ>e*<PF5zj3J@zVRm!~?d>s3ydz!8yS*JnO%r1$MiGyR0u?~P$pt$*5 z>`i3}V2Pkgi;0ffvFm!@qoHwJ)fGm%Vh)y@i*?UIS+GYa?K(@NREM9%>vLUIYZ8v` z3}Hj~>{i~SxXVqTPzK}K!rqK0IR`yK>`@x<0ytBe&OV4@dv1lO@l9Qi;bV5np8;1@ zlj9;B+LX5Jeg^rC%zCNFu=c57q6x+v8FbFlg{xiI?NNH~s5xSuJ7>D}(2 zZN_isU*I{8u)wZlU%9Pky$Mm;&8o@SXCmsruVroM(XCxI@~I;F&o9+(yMc$ka}!?e zQ<@v%SA$R!)L>w3DILPs;Q-@be5E8>4LeD?p$vfw4g zS1#*zhEHambWO|KY^Z5YLsS$R9{|l5rkaBff#xSG)57KKUTp>@@2FL>rL11Gkp}Cy+(@MM(TR0v)i}_tigJYIq8M zI=RIm6WO-PGSyd4QXi5sVm&TAIh8rrf+te%BC9EYk3huONJ0nm6M9aHMG6~*w33Ba zS0WJ!yWLVYOOoZlIfr^fK*KutYTBI2k=E1 zo_N_f6T(C{=|ixCKM?j-T>5n%qrubl>LW;Bww5M>yx3xDOH`QHky=XRV%{s_x#eFW zN9(Rw>NP$@N04rw?W?YM9mP5%Ar9cQ-a+O(*+t{5O2OkL%uLyi6 zmF(P9UMaWiH0j5GCaTGMttjY*6YXp&*Ie+jmE;3e7|7hy1)?8B{N55|v$itiBz8$$ z@Z`1nLHiYUqM(~&$Tzs9a}I0Zukb{8aD0vaVqq;#@ki-6*Vikqb2L_M4=GM6I?rw2 zNBauRyEWK6QD{Z^jg_O3iu$qI-KrS7YST9Zk}jz0F_6bbCdGV;w=P|Zm8igI@m1z%461H)^E7x z2w;Bd9Gn69^aDBdX}^%%JWZV{Zlm8ryMS_4fourr|~ zmFaX7iJvoPT%h_jOa`5^D<^SAnsFzt|+$Gx;RnU4J3RORD{SH_qn57$(? zEHC|Y<3uR2L~2$U#%eEa$%b!&kV6y7k#XMQYkhWK!&8jkNnpCKH{Un7%3K*#>1<^d z085WzL%c_ILeCWr=4X{Pdm-sG@I|J;U z0Dj-~y|J2h{jKaz_N=Go1LRZPXBC;t{lkf8GY5Hh-MuS0G9Q(P%b-~Wx$(7qt96m$gF=m^k)2 zN!nk5ozqG{F)%irzy++!*-`s#N%gj?!*-c?tKhW49aRa~lwytBB(YfEz_U396^w6Y z)v`3|xc=wPAf93fEs4FH17RS?L8uS@nj>Zkfz^KZU*LNKSUuMmfTX)tk+b3vxS!{toJ1fRzIUI43WExKvfMRHdb zxr<|1KOHDsm>9E8beDF!&-;nFlt8^m!W~<>r!~efyNC>Ep6RhB>AVhY=Q((m#>S{wEeJH|3DS_nfnBY^DztK^WNE;*&zY> z(nfb^tEASZ<+c~a@&yy0Lq}cHrl#i!ru}q7k2%tDFH(Ux19^KvT?y7|vBEugPJP7< zO)@EwS!ag6^nHWh_Xdk6F6Sz5EbEGy^V2yIrw-yxZLjYJikl6bDU!YMEN82m9_lpU zv(}EuR>-PLz(a1$A&m5ERcNbV%`BN+W;Voi7kSRzd;4GUGXr`spd^YHIGe;TYfLKS zWd0rH535CB?jnoeIb)6Q60SD0whW;sSL!r|)nPH|SO3vkK=?G7ZJrWOuPlsdivpyH zM^cnZC&crIObcC`FO2|>W$EYA$H`cmq9bH=iU=Iq=Jd$RxI`9hwUD=(z|<$+d>tKA zXYa@A=+?F95 z;C0n=nv@M1oCy10?*8vT^S?v4<3-H<>;HelB8d#(Kww8ZY3!2!SCt1u-ZS@~H}(JV z6L%z!7ucNs=Xd!a@|V|b9%JcYoB=sNcu<9MX`lP%{)4w^^St`AH=4!Jx6>$fd(&xX z4qiI@BjCkuy?Jl&R&sb)o)~Vrixk(qDoR4(p;iBhbY)D>r@8$|;e^f{D$1-O> z@oe2LZQ;*{51HWWeHy2ofxHNdrwH|H2)ISMJds|1`i48xmS&rW$8PB1`h_C0&?MNI z%0#=vJ`nZUv2>wElXigZB_`&=eO|Wo^k4l7h7&(296pma{thqOv_f?zZ{a*(y@2%L zQh>YT;WX(D5nXnPF-^bhiDZiN4-${(-3q7mW?cjBH#H@d5(T`^Lp3G743R0!37_`I zLU<1BhFh<2%)rfO*IJ|48v%|V)ReV$tLWPIho8!H4`oJ^7)k~r2^LDWUY}6vJvM=( z5T2!BS*!P5I-_p4*i^P4ErctW1aSXy2d`c4+O{{HGK`nkv#m$HEefGgv0`05JVk!H zOJiL(gUboJ7>LQDS`C9RKIS$R98$nHy&`Q+H^ttx2Y2{EFCVZl#&1JU32F-oc_q?G z-^}>=EA3SLR`(#j;uMH|MfPhEb=^;`8oSuTp5<=Wr}|1YzTAZ}75IwPEDg6&PTQs9 z_F5UxdWVPkON@TK%^h*og>=<5mHTOE3@?7gJ(ySBa3Vijzk`(5TMnECaY%iJAkyk6 z4%~6SULIa2VRIXF8f68>xuISuXI(RcyL1Nd$aW%rm7Wq}!c5ywIr!jR1EYbW;D6D16dleuxlLNxI zU_LIuY`0-^jLG+_gX`BCP3WRHGOzn-kVdPSXRcY9Mp6A*w~Ho(ZHnDI!elx5c#e2C zJ4Lftq0xMbwtn&-u+#ZEApPgj6mD9NQC=dGF5fcBC_Op^RhR{C#9$dUrtte5O)LP` ztXaq?XZMw-ugToI&*F#BKbcCzO%4HX&z!wKGqCI6l9^vrr9970+}_wGQ>g-<>4s-t z%GJvXzYSrH`wo^b>hON(G<-Ggj)zPW+eN9@+UJoJ2Gy0j=l2ko=z(!jHRtZPcd6rr z?&tvzN#RsW zrNRP@44yc;w33|9=g0N_B=wgFf;*x+y*sow>m^e4w$W1DlN2)u?9l8;3byeITtq-J zUOH>KH$O|QmqaeavV%?8_1vscrY0KN3V|g=k>9kPs>}Kj@(CTSs{Z*Re{y#Ui-1`Tm?LLw(@By3tSaJRS@qE;*I21*+K(}g`^hdbNhvx`(F^wIvYQ2n$ z?-%~WcI`g5S0+o~s;1L@m0qZrq7b@kcuUE82ezJTbt*8DUA-gWqVEDZsI-}QX;-YE zdB)7Jo%|~Sd)wQDpU`<+FVNE$@pY#;Yt;W>dou`qcM6)*7Zv8I^`r1bA5-juyD}fB zjTJEeG$fKZEmuBKBo{B%(hJex(z6Ocs0Z3JUdY}RLR}l6Y1$Qi)t)q}U=)HssK%Xs-3~1~e-8Pv$)t06DWB7Ir3mkDx~S@1$v~0KdEcFvpt3m8SkIZU z>o$EDIBckuw;fp;pAx+t^O)1fGMJOI6xD3wV_bK-w2)ude3K$dI)50>IXH@$j3yB} zj!)NkgB*3cZ`!-<&ifGuM(dXP9=nmI zTSt5LFb^2xzv|64@Klz-j{0UIJsZTZl54r2*D5TzWp-F2zI<*ih!VYOa~tPU{Kw_B zmF!{cWp7g9{2J?>eQI8GJkD|y+ttRLtS}v|+FC2by<`gkE7VvCh_l8Fs&-+>O(T+a zcpm>bA2hnxo^Gn9MlZ2kAVvV&L$q>d+EN(Ex9|5!_ye#`J7La&ovcn;n;fE+;cKl< zszfq7UK=F#)53jXl@~lXwD+q|+hiEIJbgihYWyDOfDI~%jRBggu7Q?W<;w?vyV zPoMS|8=MRuEUxf`zh$~4!L-DeLrxbY4f9?b&n~lHn;q-Et0v75FP4vZY)&u8y3B7m zN8k)KHylpA2&(kbqo0xp8`ozFc&V&(&FjdPkG0LW%zN8st#HB%Q-hN7Dojh5RSwH& z@2Uxix#J9cpKT@3i9<2h8Uz*NhL6y0=OUxke41SMyM8`ow*!?Wd~*s4TDzz_1ye@+ zqP{yna|QUnX-j!_QpYRax6hbP2mz6Q}bwFoF=1Y76Kh(Bx2~Rb&a7?&mjs0$tx33PzqQ{)S z@AJ(~7|dWw?^xPiueR&49KZk`yq|8uw6wENMO*bAE$=gYT)Q&Y4GTLj5XxlI)h!X^ zbz?}do&=f>`BJU(d7$ExQg6)~&mu+nv7#!OaQSOD_$`q|y%CweJv|~jUv7yWKlPmV zMoAD#ufO$;uQM>SS%s;2Za|je=-c z2m$&J1eFZ-MMNi`%d)Bq!qp&$y8I>XljKJh<_E+|?b-4OuW_xQV4$XwtWZ=7=}i-! zytg6!3vfBLGzPA`4=CG{(?(?2z#J7bRzv4c_V+0!@uVph+ zfEfafB#HKy=eMy4mO1GR*2`nRRD(wkbap&EOZSYlji9oA4txrA4xKHwP-0w)p$(&= z;FFTSzu02Eo31Y^zU-qOIqwejdMWYymDM!j@s-LKcwpfbmE<6BIc&CFirPCOS<^n~ za+aIjct_LbaSOUjJI_bkdc8h4ro`~0SEW#z>R-37Wv%J*(b}D#ipr zk4Tkvv8{l@q6ms;WLuu^2a>+*O9?{|?Dx--7(2IMxB_VAid_h4WKI&}`{_#OI{Px_ zik*!#X!s-$&ENK`Ud>`g4LD^jwQg5%A~(*f%4;4I&sHrlgbtf(`Q|6Ti4eLGGTr%RjUw=)|y>$^5r0OX@ zfPd!x29)0?s5HrbA;aBFM?G2hxa*b1rt>RTt1gU!j}+*tJ9YYeAsIzn;Jt#2k>UhZ z?Q_W#6hLm>ivFcZBK%iR_58g<56c{0Cwoz#x06vR&$UUOHMzNrWRqtv0T<>L`xes+<0|wX7ik=-m`0>pkw@A+TiG}#8hV~tN^;5?!EPKcmV45X z#bv^QwfYfA_?$0MnGe8E(XC$XQ?7IfS!rd;IE@Spw+ zchZp3h?35u$#yZ$ZnYWgz_&Kh8$Am_TP_|M9HLG9r~zehkxR_H(6IvC?|MHg zjA^Jt(3XHL+sV-RNg&xPjann%IwhbTsQ&~ZMg_LriYNwNRf7XCc+Fu$|mJPhzwCXz{|i${I2$|ZLWn#Da-V^N@n z@FMQLCxX)6&oJ6c2)%y+d1`Yq`2h+u(zPgwv6m&mwp64cnoI`Rdm0GFc~OuyN?=H@ z$oF=s8!>g>`cK|Ue{B%_oiSvEZAF1uYR--FXcemGr# zN=h_T#GWpnmX+JZj*>mLz3ivH?N_U6*NJ(mO-J9QLlV&pha8dQ;Pw8PRZe2NNt)#6Ds<}{zTu+fNV zKf?6*B~>6zPWhux$%eoE4vQ3kl(5)W25od8Zp&VObN*tYsr>W7Eil-4Yo&=~t^i

-4!VVDogM^T9m@?LL!YJR=QoIOJ!a-99k^6ReY9S_1>kqSq*T zc|uC?i&Q)s)?M%RCAnoojskeejIv*G{mLWzZ0++>3*zga;`pK;*cQv-FhOxHs^t7l zIlmPtm%{H9tIuF)!p{9^eTmuSpZup02NtW6JWxFK*5Xv>0Z+}FMANsVU~TSwP=*W%B5bWCu85zVEb9zkqpMXtZ2L-iMnnhl^4un@WG9@ z-5g%hLqGsCvk@`}gR7g_`K_aP_n$6O&Ou2?{VP* z*O+Bq7fApH?*Q10)_?kmEx|Y|*lktmz)<9g5xW=aTGqj` z6f}zzCPTsj%7UX%kdc|8={j4&ccxUpAtz+56A83LW5KVps@80YNxd*B2p)X;mW;Fl zC%jF>Ubx$X`dI>-o|{9;hzW|~g>^nyLjVqL#&dAX8RbQyKOcvgWT|H{Uo+5d%mt7br3$jNCuE&VG1*I{T_cGm*)wyYugZ zNvl@6F))ulTAb_$O^V_)2L}D-ttFW3i3sDq+mA(V%po68!={R(yady%+U=oi*EarSJ})w-U(TP<=OI*I1=|YPw^@`;?RG&1J(;J`KS3YwP)Y zn&C3XOo6slj+d`Y*+Xy--%%xn;NqsD z4!Xy%j`MKWCt#!-9Tchw%mdHHJonQ-Xtr2dDq;l~$st_(;~AQ80J`A=Cf&jdV>_cD z{xFg$?;(X7lOA*eU0U?RDT$UdG!pIz%u{9j+wR*Pj%wRR$Agq&dE)Vw;3nis`|?^Y z+Qy@ZOXE~G&jgePZ>7>FXgf3wwAA556D+9izlA~MDE%2$Hd7iGw0lXeuI@w zLQhA&&C;ig>1&5x6M@$&5lIz0xa+oOJ1qoJ31LEEgwQqa2b{xRXDqcI62h5~&AUYC z^!{a4VolHa_e_~DUOn~##5|zF;w}4^DCt$Gr5i%q=pwYnD5qj5+)xn%H}`RptFDtM zR;5^chOSe zC9;`Y_4Zb*);~S`j3s{LLSndv>oyFb=q`Wf_Q%%)=*fhGBirUn6vF2s$&fomF)QDG z^?5>#Yq@L~N*wTtvcbHtYN7n5Km@s6CjS1uRAa~zLE=vQKf(u;1CePvm8tsPLXAJR zTu%3!1XbUeT#w^i8rv=l7FVwcfqnkxBCB)7LI?f5tJ%D$aac9H4DVljXa%gi<*^dk ziNS9I4(sjm)h|FnN+n#zp}ICsY_Q00w>l;W%9Z9`)O-Sng^G;#E>iR}X&^Q(?bg@^ zgIx}d6OEQdYltxo0t0=0#qBhXxBef%y z)5Ehn@;SGL+gY=TVDhLy+jF!&dMocYb-v~glRtrR7>E@A8UyvYj5-I3zvS&Lf?8^a z(7y_Huo$BbY%AOoS{zcGKbrOgg6|)i66zfO{&graz^q=e97=sGUU1~^xhAxX>@8z?zUrj5`$Jz$I7Z+Zcz1Y z9iXTikbJprcY#V8^{bEiNznH>iZxw#%{8#oox#D=={G51g3-|n7XB~O<%tF?6sJrW zqQnm~BrqX$Eds}ym6MT6R_x>v3;s1YWhS3Nz1%Ff+=yLd#%iRZCd2W@wkCLj)1SF5CeqpY#2up=*iFX>P8DqIqbskc9l{ zdcTM^$1{paSE?>@qI#}nb(5khw-==#SFoHqX1Or+hX<3`?5Rr zn4b_sqC&$V%a3vYiGwGdZp7Z`$h-#2sY_mUP))i3Athb(CTc zSA=)U(S5=%f~%70WWU{obg;Go`HYq^#1CHX0(9}~Zk8kg5~+4<=mhDhB${;rs0XOx zR+dK3;zVd_?_*XBE)x`<27wP6kj8L-JW6W+;0CED=@E_^oNewE^lVf8zM4j|xkTs; z{at_AJ@~bi1a`W9P@X$tI7AR|ANByR1?q#WnT`eevyEr)jgt^kVw4KmUKIFQYHab) zTPa~Z&>U@H?G&Z^(Oh1!L)E7C7iqlUkiVDef;{vPiE6||RuOJ{?jOR_!XY*IBNv&|8SoTJ(n|UB!*zLX;w}m zyEYlhSd2TNBTK{D;;5I~%mn8IV>^1)M7Zu|?$!iL8g;E}u66lEo-v{_=`RY7l@m$d zBT{srPLl}%HBw*)CeluA8XFL&3t#SQm9*dXHNEAOpos>>c?WP8V+_T^)*jB~jbCe? z^sr`2AR)W!d8Vc(I=X?LLx+TrJF;OP)9S3`7 zL&!UucPvE7`)Q?@5KgpUExOuvMGODOAtQ*z{z^=cL96yRQj+66)OWL4=3Xs-cR9L% zB|=7$t;01L2s<8wmmq_y*6XIHGE3FqI^=~<*uR@2ClPo7Vp0CM19QWbLorZfen4@{ zg^LpAP_hP*1PXZN!(07KW+JF^=J!oq?bErg;x>rCLblu9*W9cxIBJ507XHOCScyTk z?1FtD^|*R=4jzpl>cnHV6vdK$f;%m;&&bMhAZ;Q4@c&e%$OL2Fb#>JOl(s4pfpx7!J0<|?sgWXRucw@Vj1blKU2(4`H&`bOt+190*NBMG2WfRw21l>L`^QD zO+%|OSACt=~ zq~|wd`q~M;4RwlSCZdZB2eHp3f5`(3u@b3_9YHbzdA>3=oVnhlTJy zZBulA#AI$BC86W?OxN#ltR0tb9+(i%eWKqk(IvCO{cQET~ba z?5u^yvGI|~#()_D%UVnSJ9ZqS-FMHXoOtsYRH3O!Q({zqy3!RY^wP;4O(M*u;Oyln zf+)}qIk$;G1m_v&W18nUdz(J*< z?Ij@fF$l=>AI#7sE>SsnZhqc@k<;BK=l0wjx0#5mI@+co0U7*UXi1 zz-hE&P^+ZVS#rFAO2LgZ@ge?f(3-kx%~!KsLmpbTy=7)4#i-Yqy5U_?0fGOO$8J8l zz}u=#9K54TQlY!|Ekn{%ulVETM0TUY2as!XisfBudZ=~0_C?O|U54lpgYA5fI;ZqU!4!oAcYEZzbEFhelvrFk^incdlxlm)er%Ox~N7kLjr2UDF8ZF3s zyH<|2mkjEJ=LEF5S9@jnNNL0P$h!Hvv(}|J;m>)NX^>%0P=*leV=f+iR5!&d&fV@{ z^(J?0VRiBJ7Ao?sX{z<^U$a(V!>AU%2o{VOeIq<3IzY`?>Mw?FtI`jOfM%RTn-JXz zoXTyZb$AqcEB^gxtaoD}r|MZqUR?W0__|O-hA_OqPvUP~86MRg{)9Wxlg{P>D71Ax zY&AN>8s&j9rkH{Xj6+T~rEHaymWG&7&ra)$LTt50jD*`E?E%s%W;TD%k0v+`v(z+2 zYPYnX!K=a|l;uUmH*(ax1((qdNmj;Jx90y6iHF{`^W9K2(Q6ttNLZQ90wG(&YB3aG z^i>tfhihB%uO~X9jTa%3TTz%5!5-*F;&YF`LU>|MN#A$|ga_@vQ-B0P|2|0eSh7et9{qQ)r zcp#-HUg%I1_6}t0x48GdmqE?h3PBy>>4fbjLj>Mr!TFc%N+|eXO&9KVhA3*FLT#cF zGmeU~Ki(!}?dg0(qWZfsZwd;vDy9o0$(!23KM7087)c_^JiD-Te?z47_T}G8s|Dil zW3BE>5l#3W0dcY|@9bJ+Ya2dl6Y?pPo- zM_82x$=W!2I+F?cLNR+WrfLYr+D(U`8+uj`m#iZdPbYBCr3Lc&kGYz(}C-GOi6e3@+YjlK!q@T$p}I1K)T zUkFM5NR)X?_zDY|y8(9e_%@`qFWk?UeZi3uw!~h4Ibnmsk&pYQnzF7y=au5JU5Ffy zlxv0 zC-5*D5zU^?Uvq1{z^x*=^Wd3j2KcSEgXnZvD(X=kH(Dv#X0iO*zZnC5hY~td`4hZ) z=8Hw?HwMx`%1*~W);XT%OYd1%cN>t3A}8qPCYKOC;P<7d0Y;$X)K;uGFqwnWNCGSc zJYL(l#!sVoz7j%$p{N|Bl#B4Zm{@U^B}b~&FvYbk@(wDF8lFguG{M2%?5pjFq9gws zu(Opt`8O~-jYQ}N?Fpp8#R1o>pSC#5$#UH;)x5;|B^tJvz1y~UP@gR5OuwbRbsLO7 zEdbjrtxIo><+#%gn9eRmBnL9uT+NwR!*4f8=Fe#SaxOLw4PG@k_4wS@jroS~2EL-r z4kvz{XPwR`<#VMg?b#xuWj0{p-;BmMFtFZjYhc`77{-w5@iv}tCLvgV7IxUk_w3)& zyshnj9ePyq49N;t92ix75A%MEA1;VX+0?_?tglUuycM_DdQSZOE}G*z%U?bYSkHfC z-O2rtX_wH%TS)ro9*@cKqafS+U@%u`ClqH+a)Zzib&!Dn2I&03SLb^Fv%|-Jx121S z5Hxk&S_FY_=n=FH&Rg~(c^XG@O=}SM#+#nckS~MEZBtz~Zf*Iiksk%*CK`R}+voyV zhZNsT+ZP7G{F3coA8Z l-_-CqYvhxr7*?DwWlEPZvh`ykj9BK_vTADigS&)DHXYQ5`zx$?NqU# z0K2PJyr<-zzw{E=+#pDUiuQ>~tB+39*AnnUFO}&|$^5w{=4>jSdv-)1tv-&Tex}0& zFVk9?1LWRCk1x3w2Dv}HZC+?(T5S2AK8-0`@@`OM1@w+S>|BK>m5DYlyvooz5@&sT z&?paD$v7t{XWGB+Z3)w0ct@1koMlucw{>wKc0WuEU2e5?SiNwGG|LjbrmNPbOX0ZX z=73OG@z^kS6Lr}JAg3gdTDUZPFvF*2^6jx~Hp zPG-}>=3V{u>Vv**@qU|Y5>>|2!{&iHvw3Fg53TpGJ0-&(>pZv!6TP&MPv9J72462X zVb4`WW!V=LgoR83yna+J#Fc?g{gWEH8YjGyw$}>wtFA?R%v;ms`(DrSUY7=W0bn|3 z0QsXUgMChJS=Zv`CTw7xQ&eKq(8%NQD8JAG?~L5Imzht->oimPa+75kO@Do@fUSiX zBnb4Qi!n3BRpQ16hFWq}_>IF(L)0qs>77$nYuej^D-& z_8lD_U#g=dEH?I#{d9L4sBa@8_dyB#vLCJ2e3OwFnr4;GUwW>k2L@)9Xc&z^7?OLN zMf8QSPV$K=!-c!wBs;BEF)Y^)dMAX}9UA`|3xJ-ex96$TZq2P|w@ne2F5o(MjUFPx zpF9VS_Rohs89JcWHM2?5fBDy}bpAjT1)-xh&^B`x;LTY3w~GQh=TCgGm^kUH=-U!R zc;wJw!-OAz&njXLbx08+aTH*?;T0s_pLQ2bq|@gbOI0-D{J_VQ(3POD0_s9KTadM+ zLm(}V)2(bifJ=z{`SbtJ$21QF8cKoUHm>>Ye{eNc07sZV0_^k(%{;NmGv2$Afb9(>BV}Kr!bc`&Pb?i5QzU=RE`txH3WL3tCjvyw8z~0jrcd6lYZbiU( z2- zIQ_LGNF^w8k|61xuC+5lyq*@54=NX(nB8~dK4$m+8vKzjRkFRUIQ@i7pc7B{vaR&g zwx3*KU~#%RYvDI7TiKRc@LR#=bjTm`mrncT96yJ_G!~{{-+P5d>-V=TU}t^C&=k`O zLY(GugqF_T=_-wpN_$H^9f(p~R2k%0B(HIp5Ipx>o$gLFx*MzC-?AG0L3EFztHN(l z7xK(lHVaKMP-q}3aKvH5`7=QduQLI$_lx}c<2l&G{KBTybBS zUif9;I~b$RonprR)4$nwY0E!5GW$)h^Cd4Y?;u|hNXjCvf`N?3l~FX2@_}}`+6dGf zTk<8~*`E0gl#4xbd%CfhSI3|yneUC?AnRBM^_#*+ad7kbzVHwUdG|6NI+;6wN=^m+^X}X-6!!>CC z`Qxw6CIB(mzvV-VNT+1n$!1U3;;!gfC%yjOCbQ2IU~#PZdY>-HCC1)d0N)K}3aOL5 z&hoeAlG`b#Dk!x3oXnJ25MCAZ{wno&wTCPq4mK?};Q&IR9YBgR0(V1?yZb>QY7!Ux z0Ax2CN5icJ6_Gh&4g`uJyU&$P+jhng6f$^Z=DC{q6f!%1vbw-g4&r=^ z*)ki$ABz%8-3WxZxTsl`JF5{49C;d z*jW_^Sj{f?&*FV&+dwr5g|QkZ8Vb08tRYcCb#ftgp`^I*eauua0MUP|der zFE8)%jM{L*&M#`%R`Pk(WAcwZG%N=<(0qX@fD}~*@!XB(cQV(Ni@M?-MF^XT_ zh-Qc7(CKxw?fp2fw4i5G<9TZGm@1#(TaK3*sN=n6^3618Y8y^pdOZ$#ALdnVevy-W|+Z^<|i+t)0ikp>h1^>F?>YxPM$F>m575GP$4ajcaBN z5#+NlL1ErM3jApiFPUYLcY3U$s!q+fY?6vgBNlRFYtxLxG zRq?OAnY0j8An&&!_3s?1*KBt|D}Eb|-6<2P?69kzBV*35F7og~am8|(lI@<}j|Xs> z{e5(bkSVy+iRbgyFnpb5kuAZe1x(doPHs>;A=5o5;hvvv*OC>A@|v28qa5dIW}1`m zQ9~@n0kY%qyJ;;9)la3az?-Yc3543m?FrB6ipRRodSBMv( zd=yfazzu3x)jW4r&&}pyc-)u!b+V(b3a5sb*00^eNp$iP0;{RM1ngPV4(+0fg4g6O zCl{nTUx5`X12iNo5UWS*rYq+hPIG#*m5Pe!FlELDy#v0^eyF(CI8{EEtre>f@D^tNa@6R7GKHPflm5gtxFP|?jMd`G`A#FH9M#*@C1}z+? zsgiXKYfxXlXS1YAzH^0Mj`W?e=cU@)oS927K4=AQz(A%|(9&@Dom5c(J-9htcf-nLY1*#HHB95U@GC~arJfBJY<|rohWF3Lt zcO?qsy^#evV=q=HKG&!B(z;J8@TRVzL2&NUAdo-ZX4!2r-3};q z?x=~m2tD0kvs|LxOurokFFjGIlk$=Q)b&{`wUtD>_z+VMB4tkK_!`GKxEU|(_a;l_ zQOP=<>SozC;O_m>>tHzuvHrVsKD4YGTu2?v2WuTq?gj#y2@$S_<&4wX9@#+m8UrOq z&wKb5W9U zW>=tAvG;bjnQVbZD{h?G?voJl~KgC1;6f_J)izH)X4pY0C?vJf^1AcIJ9Dx*Z;sR_2MWzvJp(kg=t34!#%SWTE$8#RwxC znZCr|ym{G0Vn6QC`AMhcOUC2^-?OA9*eM=Y8}-b%DF+T?4%sP@-gAYBh@VIVpXKUU zz$S8jELKk7kV~6)G7$-#t$m0I$?5y#w&V#I{6F_FrG-t)b-kh_T1gYIp`fS zkG>S?D@ROd-Yw^z2_tD6S*rSK0mc55+m0}1*>r8bc!h02GH*|S+ucnP98le8*!K~e zO`_F3joXe4l+d2}E!I8!QG;nrH1Do4tO{}$`i&C+>Av%GN`gP zNa25DDPbyg&mLR#gYO$^{BvIrQJf?2SfU0yvMYJ#Xl z`#yhw4_gn!?tQ4v#&K%s1eMcit&&Dnqe75E+xnp@T@BWp-kxqvDqF~+B_fkChVPe3 znWv;kI%oprqv%1G@L*C&7e=RZ z!Rj)8{Y81Ye|I8@hU9(aQE6VvbN3sV2rX{whsGC7-XsPQy;1$4yQnzZE7f;{msz{J ziPvC@($e8t9()sKEd-3n1On8)2aQ=}?>UBl$-7-vphhXiA$RY~Vo9yq3Xm zy%7%HBu9I$2fOJ*V}W=X>#-E5rJ?m=vC4s>HJrB>DJ|@v5GNZw)YjBAD*!ah_z92A zIOh=&8$tY3!Biio>4fcR{q_DE%+m?46Ql-*%{1UDtp9me0s(%e%CQhZwZNWiE~-ql zbp8_w7Cg1bA)Cp(7qb9jnQ2IiBFO{`}!+X0;iEjH6R5Io@ZYc;+{|jV4 zq)XdP|kSo&LX(mtIwbF0hjbN8UBanDkE`(6&BJGo84d zS^+ywzH+zuZGEb%LYb3DWi!Pn4V@DRCAhMrrxxIR+giRkT-Jk%H4oZUX{N8tAz0u< zWvJ5iezVAus(}vHm8KAmkwrV|lt_ucI8`5jvnrNL9aeMBZhE_Y^~|~c&2#^}z=;0y zYw7YqDYI9VNImrC2_#@QSe%D{UjUIljT70`FG1MPcd6B^k}}{i2NXg%?ESQ#p6B_; zyX!ys>Ie}PiX7XJIQ+|$7uS;oswl7JWN%s1l%S|PYq{ARk_R}ytMGvxv_bAx=MVk5 z&(F)@S_FH)p!-6Oqg4uJVY5W_!9q8D=Q^AzSgdRM9v-B4a0@0IU``GCVLAAPpD363 zz$ZF0*b~05u6+`7way>`E5d|ZDzK-A`UuimtB&`9eS)31=ZBa5#27uF3KQz*b4+T4 z>kmvm__|Im8D)*<3o?bD6OjbMtPtP~MD%O8>rMByitP^||HslTzJ!+^Nu@ zO~7ZIUqg{q6FGY~x6I+S__SR$z+L6BO2;A^)QgZ6mWhCraE>(6eA%9B5giz*sVSxU%??cff_oVxEQFqsR|%*zUp7m1Wz)N ziHHMlk8AA>Lfv_I-08HSH!d`o1N%lmg*#FR8Ny$0qVtW1r*3Oz(U+WcuBUvS!Hjw2 zRINJh?Z@-Uo6}=f0xeI!Jg4n8_70MNZqr4wyoUNBemI&8Q^dYq#XU)kbE9j#)Jl6Z!Nz{bRv{; zZMzOD@W&m`6i*ED%x@JD?9^*%Jn-4BxT6;Y<(^BK9~&)Xs^m+~JK}2u=HY%QaEr$rcVM$x&DA&$GY2jtC$;<8&OAs#bi85yl^RL3rMUBS$gT zJ3vEdySuu+QmbTsjzG+Zi-V*8rRQUB&$eRfJ;0Q*L9k57WGBfZ=ZNrAe4v5E*a#!<=-;~*cyP_NX%PHq7-2KPoopD5<^Q3E9 zAInFBsp`zvQygYBxx5@kJREhac?qrC9LA?;JZhVlBxbilxJ;Js`rcrfF%j5c!}2Nb zxr97skf(i>6Ml@Ma19eSuasOx@GC@^mH z2Md>&JKpi0)-n)*IZM=VHKLO(ZWI|*5TX;!aAn3T({zJjct&e|JaFK6{i+EhuxVj= zpu;BI1QG0e#h%uCV^C$*)b^ zKSw(nyO4scqF2kRg(FZ&xPpUtbK7Hjn7SB-2zunew}l1Sk7DJ*)Yxf6bCWFI9GL;g- z>K9`Og~(xJ$5Z(gUp(_sazM1S!^|j0E>49QGD5z$;4@g7orA>zk-xzZ0(xS*f=TY5 zDf#R-NPUDKXpRPu*jOw!=Sk9@9wen9&1C!!5vhUejfum3FR-Oi2p{Mpiau)dcOn1I zO95p*-S_a3mX8QAf3##6fT9t7XFiW`>n!c-ZUKHjCK;?2#0TKO5MB+tB-z-iDoy%|c zD<(jOM`AOQ!#Y)NLFy-0wGt6(ey@eJ&#`JcMX*6rqgrQ!B*wqyDSJAYG72!1OM3|` z-kq)!Hj~!UYcj9SfLCHSCA>VYmB!shd+Pe2p74R1;Rt$kVgNt|&9)!8RB!n$QDv2H z3e?b8sxGzGw>hF&ur;3vflo{*4P zPLsAzU#EmvBn@9~@+6TfbNi$5J)y&H+xS|6J%r&7Xiju{k}LE2r5}LRVBs-OE>Sn! zg#D)lW7@@H3=EJ4LLxvFmA_7Fsz5@l@n6m=J*jF-vas;8<`>!l!Mn{NgCLl=H^iV+ zlT#Z)AHUavA$7@*-g*ml-3R$$;Sfs0`c_BpQD_rK8T7w`5;7&%+eEvh>w17|*Y4h- zyi0hJJ<02Z0=$=WrU$OQvkId3DR3)1Ole%rNiawcNxI&T zx1G5|4WTVQKKD9qRd+UiybKs}aBYsosIgBLTQ7v1jr`sx~-HR0&hTA=TU-+=s7_gCT1O_y)2P>UR;+z@TfBPEB z>zNO#Z9rCu@~5yOF*>qnm)7K1UKcSMGhk7QAv{k!o@VydE-U@yTRz>1KO_03j{?D7 z$CwV%^eQ`kl4m}Urly2Q5pdh&5iFv%%G)$&pRNP-URt(!p&&Aey*}j${Hf4(g{2V8 z>+U{gpkZR$wu+^acviLF3~;Y`ss~Hi)0iBwSzM|9(rU!E>Q%3fq?+eB-p;&l3Ae8T z)%vmmB_`x($jcFn>@ZBJp5RlKUblP*qv{%KK&f@#h!*CWQc; zFP9!K zwP9=S;NcQ8%Lsf0glg+?@B;<4cZgVw2~J&W)weXbOA|G$v*&aF=!k>vH0-}|kqDxs zL{=jqYA$kQA?<)j@FM<~qh%z@*$)+#oz&x77j{uB-dyG{d&3{fG>15X{_@2Si44a-N_iH|3u+qdoIWG zGp%;O0AoS;sNDRh#^v0KxVyud1PZURY`^%}^+ryI(MmlZbl5pWqk-?+kX%4CS#&4T zdJhsH2+AYZ$vd_P)2}XCUDq!iwX^sYu2<{$br4S;wV!P*kBBVZ9)X{1&3Hxui2rCXV z{L6OKVx8dOd1TBl#Gscx!gazVUE9-vw)2-hvJu@tA+wd8jQ}K`5#6Pyz{*t1~wg>xj3jSJOjB?y88th;T zYgd=F6DCrQ(zkPJToGK{dr21ktrpfwbZk1ZRcUC*K}Z+)GaBJ7o=dwkdPzLti9bRUT9`d*bF*$KV$##3s%-tn5% zhgkfoZ(XyD3PrDXd#X5=#??U@2#&=?vES@*jqO=G;w5V0X2tGnBsw|5%H0VW7=L%) zh?rKXGIQ@znk@9?uN=HIKitntrcxKpFKMpPlyjJZE1E_0(G(jE)kRY zcbjcQCt;{t;>h(Ws!UJ$x)<5(F_ZBvZc-eA#lIiVm&fBrR+^~&A;uDtxO!{`4UOq0SLq(UyC{dG0se^>SbI70ta=N4e+k3Rl&hV36p z`{yPf2`9P!_s#yzw*uBbWutE4hc`%A^Of^>0oli!TIMMb&bMc%-k|@^=(E_I?95+E z=by`u8-`LKInli!+AY>3_J1dmqEXC@i$nSE;?wP);*+WzV8Z}Ihth0KMpa@=@~<=P z|M<~>NDS}~D3mj1f_`rT5)u;7j`uB<%IzO-&u)25#^OT8FZoB3D+{6txY4(kgR6R^ zzAwaRS59Q`iVwtO+avRPKUD2(Vt;c3Wu=a>DbIuB8;?hx{#Hx<-=h83Z=^%$(gR3G z02G%vvus!PlebH=1Ue^E&$B}sD5$1`63u!x!54k6=JSV#_}P}q;!4+>y!k7i=H?AFK)KxM=H z@ff!P=fmlc%tp$B_kWXe{bz+JfPFcgbV(Pd`qaQ`D@->E5ue<7$17j^g~OSrT(dqc>tOari_59l^W9nglu^Ho{WRMwGZZhs(T)UFHOdlS^_zR=_GfF(Z;`M>Q(BtitFYC|`8mQ^r9P+-dq zHpL#-I2asnidlS&a*uv$WqB*jj@6_&B1(sBwS}UgNQV#1kS3!ktZ1$yjNHngajz0k z#1w}T45pyjEB6YDkuicXLJ&R_Nbw7Of=2jM{5~XgK2xjcQq=x@SKXRNTa5;&c1)!F zLHC84&-DejT(>qU!U=@F{3i6ZLX|bv`~Ts|Nt1dq$Rpxi5gZN+la)HWAI%T1{0{8q zdV!#Rg|tTfA8-f_w#$;7ma2#ZQ6SnImg`jkiC4D+v_!fud}y_DhbqCsld~4=<~u+2 z=%nrlRhy&@gv3ebW>lY_m%f)?v`X9pXZs58>AF-V{kvJA_8->gAHkGJ8w#Ll3m z06tJqXEKq+NDGnHrR>U@KyNmlv%j|oijJ*KVu!w%8*HVnU++(hXh1h~b_O3-{s$&| zMfN9*QrQ%_+N|XL586v;A!NRT1w(=k(;QRU77ly zEjZ@Sf{C5Rl>e_o{f{uD)&4BF?7|8Jq5L1{&NM|V>tXFI;Xky1l#{f|pbz26>xh!h za^zj`6YuqoOr0Ug)Nr{2dm$?Ws5Zus#$(-StGxBNicx++Y$*L zP(R*rZxI<&STjHVuE5+c=aj{sQ55u2YBwF*4(27f@i=xd!1~bi;%FATMgtbmS8LjT zNKBE6hvmX{-U6za>QtDIRHK+$bN#Cnd(41AxABLw_%r9DUigoiEpp_^ z((#c{0lf=|Oz&POyMu}8)Nca4PK<=M>op@CcKawx9UhnxnZoC-jf!VJpoZjv4w!Yb zz88;#$oVi(u!3yt7dszkh0UBN)`rdHe0PGk)MkoYuFa#z(nm}S>IfPj1PNCr%)LDY zsI>CBl6AUlaavQD!03fCoF>>RqvH1k9Ktk;Y4AD1dG20vDuzT*?0qyHQ~=C~u5DZ# zeEu#Ddp9C9s3Bk1>bLhg_Ue>>B0KqRBi3S-%(Tl@`>Fp?R)aU3HuF=Ld%$aId0FsX zh#;Z6N|Ai)7+DH?5<8IToGSTq$Is;eL9c^22x;LYHAZcb{fW#ES!-wI?+DB@C*h-Z zl1xFhE7f!br}RBfU8U5R>IpUitA{NRl43PTW}17D`QnovTT>SdFa##cPZ z@zoKGheSZwRpj-Aa3Vxr4o^EWnjG7TngU+bZbcNc8~y1er0k@a@pJFBQLc8&)G~qL z-%v8oYesg2J|0=}c|CCunT2YJSu9mj9IEKbskI*+xzo73z3}q6-7#!(tE3G?rCxDb zhW0YAxNq)}^g$$TzIGIZa<5_}sU4NX(;W0x=T{763p#~PQm+h#pAT&h9F87-u~oj+ zfItKA?K682ti$0c`GMG1-$rf%JO)`+4FXo(rceL$GC>PWAmIMdH zZ*0r-#hZ-DI#`m2f+537SXZ!r%s?Zb#qQ3rEa`qOW{l1LM^*FLWo_Kk@vDSVw-+MWG8O;<> zJ$jm%@WK$s+FeO}c?uf!-M3%eCNgJ;5 zU1#t%s-)5>(;%z3ZXHM+g|ip6h?91eSgJPWR@TEeVg)puo?J(a5fQtm)Nhj~tzM*`queG4F={TKROKXs3|YE6a6j)*N=L&YD#!Ga@msCZz-QYSpLq-Gckm&Kd=L$ zoG^C>7q|L+I%GG7YvT@irb;+q*~=Dki7SeE`}z=bTL~21@*fh;TUQ@d8W-27G0ks| zrwKQdYo*Cbx)|#5E3&e)z@rS-Z1gTk$XCg1F<#=hv-Ti7-leeaioOHU(K`$$vD2is ztX|Kus}>lSh~O2!Jt2PGY{zoXE7fpteXA4RqGc6RKB^)AMM?n1xCen?vF>_Ky)NW6 zPT2PToLK>^Eob(_zV4*8WyUS7EK}1_xsru-@>_RXH_ej6y7on!9KAHssD9+LT-Z`G zbMQX@%CiB1O1)g@^qzO5&YjaNF!`m$yd*<*)?K)zWYs6Y?b*#IEJDwNYSmu7wX@da zOEFXh>!YzrNeyE-S3oRO9z|In9R+xste96e}`j3YmGd zzUEdkP|tt?=~h>*BS0!%x=?5Hg%4(`V1_Y_~B*8?(us{tX)E~3J+$9|~Mja&col*Ph!lm`g}3Y^SnQ-B+3rW=7C zI*xISL$yWR2JF3nsdhJRcIJRXJg|-MI(r${ZfSQ)JS@1{2Fm2l3+Kr5BVq>qRp9+g z^L4=0^RCO;3U3;_1vzKiBla&h9Vd;t8_(Adniu;VmUAu06Seb`H|xG8MUN+)p(Bj# z*BK~vHr@5A_Og%@{jU##r|a#Jwq6@#AA8j3Y@Lcj(4{C}w{js0+%2-zUUbdCFeqL2Jtj-*OR6 zIMHIE7Ac+ME$a7O*H?Ed66AZf|LG$6`FYNSUcE?bS@=MM;ij*QVF86RjCY>NHPF{f zls`*%02RDWqOv`Q5jP!;;%ZiA~emut3hyKi+K+ClaweK6jd56^933czH`o+px zGHid?w|>2N&!gAXY70!Or*UN3WFD(4+4qhUWitBL^AL68_L%0w<(QVKgL9Z^oftuM zEFx?uWOpKKxU@wyB-%n-sJ-_`saSh3r)5Lat5$RY5CHR~pCK#6uEu15V51 z;TR!zsA)A=9v?kW|DCzTnzA)=^C4T=3Lyj0B?K19RYSy!5%=U4|mbz&O0L(b9!>+?dE9{))T z+rLB~COY%P5o(&!9Lpbn-If2hE!Iez#m>AgD zj3n-W6alF>eraL9TPo3f^hkMW0lT(mT^Y#t*S8teI-_gTW+_0V*YXS~yg7JQ6fVNp z9j;CtP0L|f0ddDN{?abak}hXydVM+tTWWGF?4|eJ{ossQjEV^&q`}ptfW1RZsFogz za~`0GL12H_@6a3GI-q5?uTmcR!H-jK{jL*A9oH!ZNbfnS@?pEbiS8JwA@w z5Fon5uBuU2QD5nDQCPjN$kxza9C5q0fiODgK8^ZK0suTlEh|2cdsZv+=lhpAT#RYF zL2rcYn$#pw=<}-%#mBv&4h9Fw?FBL9#9VjH%;CqjgFA7p((iXL#e1BuejA^zihfX)>Z^CXOrS|#NyQc`PCeT2Z}rytBFCs z1lmbEnDN1>rPv;9-S*Ra9GJ-IB}bPDrDgBRNIia`-wAD^|^l01W;$LVHl&3gM>KyKT`B2FC4X#K!D zM+)%Rp@`mcb2MQ27d~Q%-1?Q~gfz9qjWDw{tHSF;-+r6v z8Mzg2XV4{9TI{4+5ZXm0Ja7azi(gOoZO?6py3Zzhj~l4p5v);mjVeK zn3#1WrA6I9+z8 z%X`9w8~$28o?hVwhffLc59(}#*=E%IHWhMI%e5E93LMfmLii57%}(OWuqTsvJojN9 z8V)jOm&2-D_+pyATNM=Q@v@I`4_SfyNRrI)+rDm2EAcr)B<4dITd@2MgW*6@e1>z3IIusd)z9;LWg=N|@i;#Znx`IB1gY+%ZVMq0iw#AUEdw z?!;VE&=FwXFFfW0mo5dgOOEx0)H|@X>64@^d5X?7%TH>YvOyJMh#@||$}*R*)@Tj2 z=aMS7B9H-ghB{AQ7z7}PzP>qQlZvG8Wzl38wPw3VC{&Y9{0)_i1zJwH?)ho%_P7@c zW9a~NcxeR(%?!L8B}0cq=Cl8>81)XM-Z5f0wOc-fKbsh_V6^gUimucb5S1+>ns0Uq z`+ft;sB+v5oI}WnvDmxq(;Rjs>zRz?5(esxg+>>kP*pSqnqH72VU6RW8X(FEMb@(L zThP@!qT~OZOk&gQvF8OBl?_RAf#_q>E`vf;Fx-z90n-yF4ZIifR)d$b=%Iph$*EV)p2%iR7i!b`31CIv+iWp@L>L9Lp%}GT0m02c z1(p<(nfnkM8Ms?g?c;9FGjH}_nbuX+b*91Wm-yrT0Ysu8Y-%kJ8Et)l?qHekZ>9n8 z&jQapvB9F^_FV;TOuVm47gPzBI1^I?USSatV#9LnLD7`0=EH3dwx**l)R?Ie{`%wU z{q87g)7;0QVaiTo<2m!qQRYF!b?oCWbvUC^70tuagjt^dfF1(sQs8pzY~H~Pm?7^W6&$r%%XI6M z@*Yp2GY=1ZUjFWDe8;x>$gSzet;EEAuk*vVIoHHkLF4C1xK!fTqjq+7TN~Ufm-D_f z^?E(|kaM2fVJ~RKAB!du4c?;U3qPvHYULY;60n@+OqwT9bP>W-=BoAdci+^n&mYeQ zfoa2tqC-~h%~qfQ5D3Kk-p7l=(=gQ3>95F+^fA`aNWUfT z^VigZnoEC}A!?MKfPVVAkJY*Te}D`Z1QutbLLk2By{5rjxi5#_2IvD>FfEAoov5Bi z+VU(p=Li`^8du(hhutjd3V!!?F_(Sdb2*GigkwK+tKr}RA|+6x)EPTS)A4~7RPgkU zQd^%y$J|7vvV|*hTVn@kIL)c{g3|*CyU4q2NVQt6tC6NB6C{ZnBtkP|F!eCi-dhNI z*YQyp0_VDtT&A!;ls=+Sm`C);V^D?w9=b>}RJKTC0ZsXp#?sl!P$qjhDwTH0lfK(u zO$mM!fI^)tG~e8Fe}C{NtQT-2xj;qno56$ zd*7W<-Yu`&TTaJ zE1zWjNV_;qINWG`N#Ug+o6}f+J)zW|ssjfMZEl<0J1EUT#0#=^p#3Ysa}R0w_C3i8 zMnFaLp=lsck>y)%K!h(L3S%a_R$bS|_F9oZvi8R?;_cMY`FT=-OrpLeuzn#a;FVDY z3{@$SzN~V!h zljm9%`Ai)U)V&0?pX?7GRE-;Ur85-4VJeSr=_{fY^c8ZCwGaSR)sXDsGN!r0Z8Zpk znVUPeQ^V9$Ur6YgBIFawV->bQC_UHa`*+AfIXZLW?qQs|kb7RxXteGz68}VkGqUVy z_VXS5i|7d2?2mHivxAGDO^f0rJ$y*8d3-~E2T?1^y}y*|wDBQ9xtnCF7(W*ELf+&S zPQ&nwZloskGAZk-x~rpGd1L}vz5+kU@(bA$(79`+Aew@!4{;HJq5$y)V~)X7CnN`! zgWW>eTDEPDa0D`0M5PH$;r%yqlb zi_BYu3$0pmVfH#rpWt8M0(emZOWM)c*+c-}0s~QK?-1h`rj|4%J|{#pi|bPDGGCDH z8O|p$I*L%)8oYgjWXLtJfFqC<@7(oPy@8n(aC#1j#7ZG5GV&st4pf$2^b2zIpn110L_K+8D{{_g)1 zN4t8}dE#~4JQ$h?F6=vAAPX84Sw(ymOYpjA?ZU{Y7%m#NzORutifL%Tbal-B>?bn~ zQoaPdXEZLn?9`$cNjTV2E+Yf|?qStm3`x3^7`EP8r97H;)Ve%CmI>&yTfj9*a0oL> zETqviA8muI)M zP03J0YR&<&Gx?^+`gyTEJm35CHOBS1yF^I8-H%!Mk$5OXV&u`EWeLG3=I z(F!XfOd90ZCj&$$H)gTrj@Mk2ye^J|?K5&h%e6fw<;hN%!6N&8oNJVRg=c|}H=7epbt+bjZenR5Qpzb?{(GbGV`#A(i(%@5Yt2|{)}m<|ltaRkx&$8)~!(^VZ z4~FOaMJ{mML~X;N2?qeVey0!XO7ixj3Cg7dwlw@X%cJWNaIS+km_nCt{+dpD@-70J zc0H%bg@VQTb-Q2*gAqSy$lp#S9g=OgHbOj2q!a?qh`*D9kwggpt z(d%LuAv<5H58Yfj!E*h11Bl+{Z2?sADm4E^28ICZKss`4EEaK& zx9n986cB7mduY+PD0YM3rEX)D-YtQjk}e^`i6k!UW(VAUzO`nprgrk^o_Jp8&jvai zD_{^BuyZ$gq<)dI=`kw-j`%&bddVgV70yaS~QoIVNN-ogxbx2OzlEf6Vm zulX^g5C{ABf<9Gn&J?sf0^D;B89`s5$tdC^3ZjI4HS7pV$|Ik}c?D4d&E7MA&uF^^ zWNU-1$yl!A3vQA_t2gx1-s0%p12I%D)zwF>h+w*W9e07}IlP&Zu+D~7iDQ95skHPa+MCt*Z})-8oq z<8*7tBHP-MC9ORe@+1#Mx6LteR@zWbt=)Ot_bW5 z!hx=bDh?8O7A^SM2Yasf%Ij`x7|97RsI~KpO_ma%)Z2Z^`e-B9W!G`1kTJqUkUlvG zR

ZO7HCYY_JHInr?^*s`mHpMC((@=;nv6VJ)q>igf3mXAsSD@Msd34|-Chqyj!q-6fo{~9$Qa8g3j#hXD5;V7Zf7w@f)FvA-<_X$3+$ZDJuDz|Z2Ykl+#^3VT3?nC(PhHAVYT zlR}Y`wtfVV1&u?TMDpy))5y%(dl`(u{z%L9Cdb=tzeG$N41#;0L3pjd(Emu|vV*aK z2gw6QOqp{wGFzvy{9zBnQ8BnVwKTK@Vv*lESx-y}P)6d?+>B;-Mkc+~yb}7`Td!=L zPDke81={@*0Dj2`4}f$M2H8t2Zg_?g`9Y1&Xe=BK*1^a`=xpw#B?MkG9_r%_Zn4KZ zX~G%U(@anT22L#A^%eJ__rW2h@2VpEm{mzED#p8QuPQYVGTvs^yC5@u5ho|JZNd+m zas^^2vY8(IIon!n+HUO+z5Jfzu?T|MJGGhUIPQxU81vs012N19>ylaJ*m@C+e4Qe( zFJ93l)((5Bh@RV$4g!+?tU^ZUrO0*H`64LF|A%5AB*8G3@6#*E!V>hX(@F7Bt%3b- ziEqz;oNUaJ>Djf-#xf)aWYqQbE5G?b%G!E-`FqL0<_Pa4BP58$p!?kX*tvPTw*F^q zP)+V}F(x;J{?__bLuUE%*y^8y;z2V3hHT#CkAu)_vI#V(Y{*Zdvfp0Q7TGZ0A&@;o zR#ghaA;HyygtkCl?L}io-Ch;mP8MvEK4}$h#lLCaDZd`Aby!}*f$!tV(pMwxD7Fk9RO0C`bun`Nn1q1WOQ*V@^YI1=vE#X$4G}qz;U7u4~kx2WHuFcvb_)7-2d|>0)vWRt=)AVq(Sx= zoXKHJf8srw*?G^m3bL}-o=Qbp7g6l{TAkCM z1CUUN-PjBgv97CFg4t)$pR@>Lx(>el<`TdxVeaiNw>oCJU;{&q&F%Fm%e%g=O;$~LEE9e33mhSvlb|^t*)Ex2tL7TaBYr;@2C-M-Anj=X zY}(T8A?BV{EcK5_2(aNWs0!V=8CjHDt^HvI{+`qOn-rk`bZ9_^LowC+)S&$zYa!CT z>BUSJ&fU-(?gdeLjmN+{=)Z&jBi-l~Qr2O2UU2=v)+(xOr(;YP@j7cdR38bj!WN1>2}*?H2G?c zu-(+w(Sz0?g0cXGck$;y-l#$lrbjxn5yb*ky9hFVUt8F<$Wg@AXbfIw+akm9kO!l= z;`CN#`O0}C_DQd^72~0 z+o1`0z<}dP25*5Rd#ZYa@$|1+w*vXYHWlzMDb$@2G4^BGYV4hU>qWXG2^HHP zsUcG=;;Z-M<+IG$LKaKJ81jvF0-l0LD&`i;1h1tJ(+F(ylqltbX^!q-A9lvusOI4)3c6|GU(z~6g z@2Zb_`Po_5(|A>owr-CJZ#n$ujlh`d6`@QGf^dpNu3Na{3))GrNW4*zT<6k-fg+A6 zE(|UzAyUMcHMb*7O5%lGTocPDSXfTa_L)AXIU-;RQjMNAk~AMwMiT)5{c`*O6PZ+v z=}neU5PJ`DJvCUTWp3FnulUfaO1^N#rC8&Xs`)XvsLo$99en zM!_KC;c(qX-+(l_y#lnrJj2xqw%LDci33Ct`ax@XRwFb<;P7N&NH@v&BTzJU>~U05 z{CvvTjnaBHo6OpV+?#-{2w&SduGNQX`y-kzIBrznC6M5TfnPl(+sn68&}791Y}obW zy!A5tjm6VAN4Q&yleJ%~qdB@v`>1NW$vngEw&p;Foh!c!Mi+4)llldA&`2OC+vN~X z2ZWjAUPsZJNOgo6mKE=|CBvViPl6QXRzL`;lH)mJa1D3$APzEX(rQW<~-bn#gYJG2B_s5vq zJB0p0R<~ojJvjY!$E3+(r^@PY=LDJDZiN^`jA78Clp@z4^+45;%+$X)`Wu8MhXn4~ zpV7K{rlR5fz8Qg4Lqoa-dvJDx^>o#B#6W(6X_NN{Pat=nw%R*!Mdy~(QQxt^z{ReP zkmddI$fHfTc8MfQ{fO-U2@4U*C=L@KyS8nKfDKYw15bcW>ySN2Vnu3Q+it*l$&{#M z{NCA3RvHwBQ?vvbyORW`iO~J_RfkY}rvvNli{>s_1Ii$%G_@{28#ehrbOc{Fes18_ zT9f6&JDq;$Gf)QWgSkCMUgci0naB(=uKDOsLv)^nAfG+R(164Qlh#szohFeD!Fk}v zsjd(ZUGo0vRQVNlabc^Kzb0dwbl5s&GUPi!>Cs4L!WzqmSb3+KJsbGj-2k29ny)6V z+H?Ugg*w=c4)e%z5mtvyyGaz!MNT?8oRt>-DX zJs&^D>Ut*G>j!V2qhdkfOB6!&(03MOeF2wGFfodrFZN&D29vl7bsVxki7@#pdQ|A3 z9yH>7Z<+}b>H5VV2mz0Um{T`#g?+k$T-A zjvmy(aHh`g@$;a)UAO&;NfB~im+)15+PRMD)EYIO>8qKbelwTf78mo5U8K34|3!9< zF^20RIT#VWS+<#9mrOD@Bh5t|VVO&t<4%BWg;J?QF&$Q(KJl7=}Ei@3`5&ZX;2C+N|RLgTfQBE8{ z3*f&_s7^@&XB|~pFL4Y;8$a4dFw|0757`x7=*w( zOLqGw@S8E*Ncj90ZTRmw-G0hJzM9AdrIRiWm<^L!RkLAFH|X^&FF!8|CiUF2kcqfr zijOJ83{R67^BHx$hS^JY#iJye0d{YT?0n56!~(7{2R|}*G$IhL==oV|A+RUYB;Q&) zjQAzjMibVu&eFUeBmt&tvJE8Am5X#5GW>cT-1gZsjEa_8wGORQ=MxjOh1w)Mf3kmC zZ^-Oh&E9Z9^dK{ z5F1S>p+cFPsvYFJOpQR_9QRcl2~TEnu5#MK(KMDoJ}-wXL0ZA{#6_x-8`AaojwyrzrWmW zLpz?zLM{K^_nZ`~y6|-FcX)*=!(YXh;bI@29Jd;;v#~24J#`#Uc`ojE3Tn9F8Vvop zFef}=X5p1oQlj-nnzJyZP%b;mlA|q&1*C;XMFW+V4|886I2eJUlDR_7^=8 z>WB9$eHwefH4cMJq}GOPC*qMfDycTrh{v*tac$k+M;uVZ%rr9H>a<$?bwdC@gYfawqBd<17<816$=`5M`Y@vd%daLP}Cvib`ESuNc=yZ&yWG z8LCycRRIbbUJ}$jEk>-RwN)$d<7s{Ug^8D!^@Xn$;jE^!*UXLLVy*cm(*rn`;dIfg z&^np%BrZ!BSt28>aRs~Iwi5|i@4 zM#GsfJwCOe<{?m3v(zSHVULozAFa!%(_F)MHLw~d%OAY!!FbM%eof#Eba+!(JQL{U zR%?$cz45-A_NvnvY?m_ks&U(1tg^|KeQBJ%;cfx~pZFD|hdxM9Ak%n>7Hs&NP+i8d zCbP&Z?+`Q=Uss*Zcnn8>y=>cR9X=d;-Bti5l#>rxPPRe?+Iu^i@(-TKXYS^8ugxbp z$Mgm%-;JWGNfJbIY10xHBi0htD!(y8PT2#wY?|l?_fbOM zKQNF2FW+14kG^Wum?gU@QI1Ab8%3b=c~oZ16ujBQN%8agydBWSzc+ddj)1OMU^3Wh z(p@JQX-1iVb@^^R^R8N=Sk@r<5F5PRoF@dnT$w+- zgtv;RkixykM>ZQ`FJC-Ivb*8N`w<4k`)y8@fLi|$13MxinzheX&;jSV7s#VXzSkj6>g?K^ zq&8hWWbCA>;8~~NFH_+>o%k3q$3ugFRP4}X{{e{B5Gc_-2z!tAe_qX)n_aGIJ*@*T4m=kHESfzZSis)wfu~Ij)ohx22q*55kVzZV5 zj-O>wDH-jl`Lk`5szu=R-T!JJND*P?Apr1IX@Smhl{`A#<(2btbn=VN^X&5sK@BKS5jO>E@gm&0_h!2NKtSG`ePXhTC&Jpy0}?2p9VHX7D3E zMDIBFjy8E1*`~BVGqb=j@-$-^0doto^O0>X%V}?d$f$F1B&giz-ZQzT61v{3iU&f@ zK2(iFtLB?%Eo1RUDirmWpzC`!pM&BQtgS{Z#RRPwNiat#g;M_a$-+0REDh9G)k+Pe zRJqtv7u(A*gkV3iO>b&7mGZpF6wfS+o@G~ipsp8k1(O%_b+;3^6WaIBH@{_K>sA0s z?JcF;baHnUC(YJ;`KOzpVF8`2JlHr9VGLY-EbkeY=v#FRI{87((xH#L!;xp;9FIjCX zT&TEyh&Wd4{Gnyx@c~JJ6!B%hvcfcJ{R5<2Xhg8SrmH%ZO_CM>7FIY*DL3pj=@Oq# z;wrH~r}24})7qY-a%6rof^6%eD4Sg-2G-EBchn~bAL$x|ydByyroARlWYOQKT!PU{J`Dq-HYv&c?RLB1ifGvtNHwT$q}in)UC14 z=^B-EDpE<~;Vc3bCbbGDnXC@A2AAsf=CP8HCcF`nYAQS=`Md%T zECcWuO*<~Y+(*W;#j8u&s?-`;64sRr=rD;urjq%(R11tmh9q155PM4@k}Agsbe>RwV?Zj#?$*b=U#kr%dl)FLYGwc=l%$? zxk_Fi16!wB{U?t!1uA!$>U}q-$rvAtGjKoMZP#*?+#AYPfo8O)*n+Wl?D@g zzZ7e)BFT1PW^kw!zu%vQvee)(s_8~T5k+(h{?siowA;b{r&|;py(tjNoUrNpWn;OH zQG!h5NUz(`41gJkkN9_UeNW+~v7e)(K2s@lwBh5A3}ZdrASAeJEmp9* z8D0DNu9Gx=OqkF$d?+5?hc>b2a2c8m}|%ryGCi2EEl8(t5VTHhhbwx z5H8i3CN4uWzKMIZRl0MjXad*BE}7PwEDNbQD-j@~0gZ#5%ef!ys`+4*MV6T@rWhm9 zF-*LicCj;wWhuC4sm=*7Gv&IT9j_7*_L7%$LAewkiK5EG-igev`Xm=Pm?E4fLkNMn zLa#Ovmg;%rq@QEw!*TEnZ8EXxzj{<^E4EsMclAmq&{76TC(St}GTlLv)1V%}#-=kBCHOrzDvV_Un#j4Q4-ey!Pqa28--W~YmYbrFGy4E1~!nt;~ zGC>Wq)rnhTH%4(OWwyc=+r^9XHOJEk@+Ie2T*li)UFjlx{m^p6@&_PHKyjZ#g@=mU zApi+<6H0hF9^lPw^jZ{6w7n*&F}|OS=7Hr{%x!HuG9;rO?z;Zg>I zuhwv!aI<|(mY8;cMa(&Vyxl92q-O#dDb#{i0!ttF3`!7?aur(|EH|N6aCbNm$jg zw20OCt;Xc1Qu$^%x1&Vs1WKB`u-AsiAgHSO%wEfRZ7;>?6UZt5@d;Z*B8SS)UjWeI zd6L?>X&ZKxE{nx+tg>wht(&W=08_~QZLJGq@zZtfPEmQ|%X;U8{iwz4Z-oBV&5|%% z8CiH??StMEhcJ5)18L_0`A`w2YPy6TRM#hR&+x=IkDtq;H&*;|2-vjPE4CsyWHPAN z&cSt5%H>UTs&?lR#;XH&JS+M3UqS+B4qC6JY9nGv)Xb^EvjyL$B5H<|{`kWGFu~AO zDGZ~g6~igl>X^gz)R%XVy4P-wME82T-uHKwU#rl5Z0v%o({j@(G)V5j>h!?7xcU`4 zfsc}RVnu@#G^e&;!8_v6k7cSX+BO;M`@F|zChrklm&tSE!T@T|t5RvH+uuyRv)>0Y zj(dMwaI=K*swk+3>ig0>Z=;3Qloy6UcB(_>nxkj2A7evx0WbF>B}$azEIpaa-iu!6 zK~lwjN+0FgMT2rg+&#GG`fLqv7-9gE34GQuxstHNF$wwzf2*nc1NkGSbhR&?DFp-r znWytNB#KJn_TyQXAgX1BLO>6NX!>JHfQ9W=U!>|ovCgf=Di0~L(w8o zS_VO?8Hq<3=TOjn%Vh;*Udh-?OzgZeu8+BLu1-M=EKmER^$AGt3EzMwecmc0Glw zDg&yk^g3*d3QT$pO%RM`tVaIa4+jqSP4Wj3{|qh+>LPwvsi@D7#g@ymWfUW63wBhx zIUA;vu9Us6YAU6l!(Gs)L@aNGGrQPd*=-}-fy4-_r)#vE((N{&aF@b*Ze5Pw=wK8q z0Jw3MXx{&+QGi6rVD*BKgsN+H5~nc zin#x?x(7e?9S(Ulli)<(wu0BVMJ533ZKv4VYp)wem&0JZZAl0mMMS6Bs*=4`sVItr zPMl!VS|ZE(S^E|}Vos`veDMA4A!703Pvibb{30JErav=}F&I^f z-qChdtj+9`MK~o7J)37#l3#qe68Ip{vs|DOJzCD4hq(fm9>?QC6MuMNgYPaT@}b<( zkpy4Q0?N~8>H`{InT>OrS7s88f>YpOg@aD!*+K0YHA=It;of}Vskhw-qKv1w9xpQl zTy|VDhMD6am^&RZo8Ie7yLcFxRqfe34a#Dgmn-4T?MuyN*PzOyLR0oIJ zhy4h#$6@+pt<|af>~kFpU#nEAXwv(0Z42B|f7w8cj8s|S$;v8)PAaKP-|!K*($Y_e z(BGEaRrYZ^9M9r)Yj@D`Q6lwD>gND!BHU3+5y83bqmMY0Mjrxi=jRdWXy|WAb&RS; z;#ePy?GJ(IQV!zhW))H8!+?YC9@$SDE$V}982aH%O1kL7?YBGv9jl+4A5y;K)rd43 z%ndz~b*8wK=>v2j5d|^kx`Me*w!bah*d%Q&#@Ucl`ybAUcK$kW`M ztbiOL<3D}xnAq?jNCgVVXm3N{GtlyoR+%>8#mu^g&aor@;Bp?}WYT#D9FHE9_+i4x z1ZD)B%?J>|n73XC5TB;V6TWGFgUUyp%9^6w5-_@jSg4vg_r4p-LUBqXJtICz)MDa9 zK3MSEdh(YS#rzjOhXgVdm*W=t`d6y%)wM+pvAgqpj195=AiJsGnZe*Rwo=LsmMSV8 z53Hl|8=BO)VH=ir_(LQCu)|G$of05cLBZ2GAefJ%Y_5`?mHoE6W1Y8fygjqf`?SG- z80WCm5S2JPkziIGrI51Xl0?5+#2nepD=8d)C87{_cQWSgY0-kHB9u3c}5T%U644a<>ung2{|J-~046_FRRnAg3* zoi1v;b$hVMm+$fN6{juuc86c%KK$+YVf)3DXaEiud@WAA7u-M~P@}Y|U(YX3R0bW^ zA2-B!0#xCy!Skzbf*p*wk^eenIXYz#gxWDXG**M(pm&wsYp$Lw3IM_-~9E0y?gORjf}23}|LQBFfrf>t_ix z>#?aQa6aymnH~G-wx4+PG{pPMLFMBEh>y!(y0wW_7Z|h*4}KSK8q0*dy;QmetJ@6T9iCy`j%R#DC+&~i^y-8-y|UpO_Lr9Z?3&R z8&jGk{7--!HjA+LXUy?lt&=Dsq=?ln>5Xiy9Odc;6x<9xHuY0Z%U+0!lK%u~NRXDG zO4Q#@m8AHc#7hk;%5!f~XLD<*wi_1lD9AiQQmxzYnNp&=a%b`VlwkoOleXM$uT2Vw z*$+K@W|)H)>Jt~cJsRTXp94kwlg+>Q8_7>+IN?JP`9LiGhJoY6AcWLyvMn-Xpkh1} zaE;#OV*EYf985-`q#D$w#pL)|2^)B`n^m9&joGFUuon?^=36A#X7Xmdg_DghYScQR zGuD2e<^leRUORjh%$LRcN(#XGWLC|xkq`DdL9lo)0W{Hm60H%8^YA$s6Lh@SGbtBC zZ(OocFS((QAmN+Bt?<7HdU0*NsFWjDJ`SDIfqU7f^gh=y+rGCcDyA*E)Ag7Ke{eHg zTz9%24qq?G!~cW7IYTCP4RSYdf5oFFF@M5tHw4Bn^4A^ra@$!`D2T(($L0tuWUao1 zzhJ7Z0!ZTL7Mbx4M?wu|npdUcbj0Bwb+VB*U25?onT6YvGv*IrBe*9(WCn-!O;4Q` zXP^0qZsm|OBkcaF}ssCh| zNS`o@Q~2A=%2QKF$8X9z=1CwwgU`}f%D0ID$$0r2}WxRZgS)x=FznWz8gya_=h!-7Wa3qde1)Eq$NSr*M-gml+pfK4+{3;_Yn>(Q<`|=G^cxLCdV9%# zW&X)4{qKG%JgLyG5X9D%{QvghQJ|1nA_@>`@-IN2zmIqPpipxhNWm}TR&w*7-${*N z@8vA}4c-13K>ho7;&A=yB+L2eWFg=P1>KcdGPvV?30QAl4`Z#p7T&^1n^We;@c?r$GOo{0AAtgwgf}Zpz6L^D^Mo z8YgLTa>V~-d^OlVMG&wFC5>lVNrA{)#1_j}4AjbPfg0JIE;VDgykhU%E>bmzBh)`u zHYvW+Dzm-(v|0a5(s`M&ocz^;!@^0R@%Q<`u`d~X$cw#Gm~}}-&z)I zduUWFcg8!Oc~b#l0VOiT0%NYPRq9NexG=V-&nbK>H!i~|-0?DRHU-qwVt6um%-Sa$ zcGS^#o+8&+9W%J-OmSe2ds}1{^T)Psm;K3KZC0FFd{!`PGe2Vg&18a3`F;gWM^c~Y z`+CjK$P9iDRs4D@#=o%YlRJWuRHdT*qiqoow(CL-7_T3A@mU=}ilem?(71cp{2j;z zQ{y!YL#_Hd0w3ZcmOKPG&E~O6xj)QNrEtWQ$c-+QpSCU<;eS~TFbFne?L7BCAoU5! zWU>He#HG)3)+=LlS$y8w-tUhh+@4#$d(`S(fkZVHH3vgv=RAT`O5%|*0>E~1khDu8 z0q+_`^UXe|q++3zNxamG^YPwUGnLUdb8?*jn(Kcyd%jSLe1G%rRY*aYhpBPb75O10 zvTmbwD&bnI+V5y08$?Ku&!}|aebVWulRuEFNGt#%!5WWIp|nlu5WCeEff)SX#BQH- z-?_bb5`zD?VWNHqJ@2GEIQAqIsIr+n^)k3TeYjBA6DbtE?mpy{QACO5%Z@|bNF;S0 zs~pP>-tDQLxZ8n$Y=BWjESKSvY}!*YnM$M;#^bTG3D=vfW)RZh&7ZJkUSzb=-BTiPuRT(vn5uuS*>f-(T!_rZOL0(oYc(#|dlvVA`p@^jIix2A{i*qteQ2swi5V!&buMo_scdIznbA3M z#*>LJ=sN6j(*Jh<0VUT8G~JKpnhWG(60~7l@60BWRM0Zi4gv;CFev{5=i_*Oq^Y}t zvZh5&XoT@HJcmL}{?o9y6+&cxzv=wbYl&1S8dEt&s|A~#z&^?Cd(d^qYjN>dOs?0W zB2!$s(0jq6at**Rss8^JlMH^S{5=7olCS(|`X6g25Ls zfgXZ_KLit_U;k-L|NX=9Vbx*({cSBl8iWSgii6hebs7HWZS-&7sDP-`l9~G7?Y95% zXJ8OmR?3`e!?BRmTc$VY|H6s<`{%1m(suxy5{V)H-;Y}8(_c2|Q`2zU_y5HR*`rIG zYF}yT);gADa5;=P0YFlK1YJp?X-5Nuxzz zqf*Nq_eKo8&v_yse^G030-2W+>2#==YfW_j|9YaKtMmF~$q;Z25zgmoaSkW(0s^@o zDFxf?vI(a1DLfmRD#m{Qxn z5gyuNe-muJ@TT$`1}fVwF)ifMn!bP4``E-#1V-^1o;%sO9!9Nx72jx!>vVN^V5p?@ z?RsVI9JHitIL8F#B{te`qP`6Blbypz4cb_#N^j(eLY4%jGcd(}UvhiBG&r7bh)k$- z$TXger&NtH>Uh_+4PWGczbJ1Xuja-{Icea23M|ECr@$zB%HS9 z(}~$~LL-^ZV5z*B%kN=)TACQws_z=?ITst`6OkOy`ctwJ0{ROmDd^}5)P35Su2eip zv-&FD;fb?n`Hs({d~dt{d2xMC>N=SUjc4%ve6`-2KBm0cQMv{3T^3m@i7~nU=3wB& z2l;&62$2AC(^aR^c1~i(Yy@+J*BpHE{i{;ZkY6V6ei$f0{DW;W$B5y<>&oV|IKU^G zgi>@Q8Ra{sZA+I-Q#_OesV-EHjgREM7lkfP>JaRc7kLkEq*+n6=bO(5WszJ~Xsz5W zZ`LX!onN3Q&Qe?^pS$wqxOVZJ%Jl^Fixda3B=66mYrNSzohIj_nTZSmdIII_TIJ2toWUOE5~b|u6@H&HTw#(Fwbe?k zpEgURWv1f^W6L#?1LYd)t<711@KATtj}4bISNmhxda^`B5ts8$*J z$Px1AZMs6oU+PHcii!yS`3^h`77hPWFEH4C`}KlWGk-JtC_eK|TwdU?PPanuv9Vlv z-Gt+$6`r-hJYVV z`KRmCR-n{dRA#}s&pU=Bho6PocpCkxY6XjhY8e^Wh||lTl8u_6SErK%LdCCA-}a+{ z9t4vER<_po!18x~C$XrDO-5IRQ03n!_;f1x>!Vtzsf%-zph6@1HV@jFD})X}F9;Juo89(>pw zJ!kABG(3-=vlb({0tzY^Y_A;henUv6v;D z&}*ihT`BOG&Dqs_6O1Wkv;Lx{qeVY4JMrie`uaSwA^UadMu~+W>d%PUGH@* zd3^KgbUky4<|h@+C5IkEY8RXLyIjH_<EZYpcG(N^4o>gYaqgVS-R=ilXWZVJ0c~h>&=B{)KkV~((tXU8F($f1Eo^PZ;{&vp%`hy1w{aQ!A%J99Z zy2f?qOUXi;Xr9l@7NJqcvs7ogwDdjgb>GYCW)gez`^9=q{}JkClt*?)tLAc>Ve{+j z2yHNbL-+B1uLqEM^DSsJf&I*}^k&qj<3spz15wz0$jWH2AK#64CqFs@9q8>6+~bh2 zCqh~reZQ(!?ua$}J14v6<-^D4f@IfUE}M_KJ==Q)7j+c#{anaQ3%H~aa~Qq?1gg>3>aWWrDCZ+9B=nV1Y(vcYX{ z4Rxv^e!+lsA_b6wqr+CYriNVhySQvN4|zK0SsZP+s2hqQw^LGtrsQmCH)*D(fs&}R z0lZ|J5dU<}mX|0N>1ABtJWi%ZEi6gI5Cn#D@PZs4+RED%WM-s);k;3FP{TMO2U}f4 z2nyf5fv__|c_^I4Rz1qd>%7x}C8g81QV!eCC4@=VR1*62*Uvcv0?N9KKul-tJaU2z z-8e3k31B^Nnz6$kM?>Fa5FyUX{{qBof2+yT+|P!;l7JBhokDs! zl{On=uB|*(L}8&ambnit0%p2{$VAtBMzc^?{T=bo{ufxb5Q`|Px-ZrnuaS~lXkLGW z^-DgaR^byIb@SEH19(rC?(41Yf^2>_JTWk@s7|$qtF=zMBLcwzIu&K~PBigHmu$EVaigd|rZu|1wo>aUXGmzi3&za z4`}2@x6@#uW{pmDMP@wXiwV>0rPB@cRS&7gE=~;c2J6-i_@iT4Gv&O`N^Pvff{uHy z{EIG|0JinRJI`vj_p&#z6Je^h)Zc=?PbXe%M*VJDPIJ#gVo|b|vw$(Vh>8>b`{6G; zgZ-!L5D`CK=3cxc#Qjawsx$zdTl4R2&wjW-)-*;jg;ju;YiIMz+|(OVEz)j=H}I$A zmF#XS5>U_Ezai8vwJFQs0)S)Y-L&Yv=|ADD9Yx}o18B`Li&*r?rUw@j;b;a5v|4&k zd#`Vzari9)!fk+*`I{=|5111OgTFXR<$3n)oe^lt)QGM}HP`2 zaUsB}9ADmWSB|Pt)!J{l`l#}^?Qw6BT!86zsZ@x%gHBpKaASlVV}Xrcwq1;+s}rQ; z^Ci}2i+V5kuu~z(NAs);k^$GL6`S+2Z|n<$UN@1)fSxDaMoNTLF8l8yZ5ckm)oN15;kZyfxA7Sho%uNOUu?_iLHb|ld?K3w7;i}#v zf(+WEEuW4PlT8+%?@WpIU1*r(OR_3dX3w;WL=v`Q140(z--J$!M&MtBN()EQkSF=g zbi2@Ywg++a=C);g(nGY*?}_#(Lb?r`XpFaAAWMAA#4TRtlxmbFKPrP~{M3&5kluFI zLiQhk9nuf=OscdA7NC}@rHjWB@yJrS9PU4GRd;1zgBE=kbrBM)9Rq>~XfYTW-)?!( z@}IjZGY4KUlNNbfIth*7=zH`%@25l#2sbV8&WocfXw^n0`E`+)t(+&@XKJh#)fpFD zr@>(n?*h6E53vP1BshJ>mST#8xa)7%-=0s!{6bLhsJegOe=Hlr0v}%HN^zctT(SdC z(aK)Qf(t->3O?6zNuNnFuFxK2l?RJ8MK_zUj77O!*7 zeyv+i`S$$-_Ui%YUbR?g;k2O3-24!tnJ+8K^%F~n#n-jH{Oq|Z&FChuB!3Uga$BiW zCSoB~X9B!=CCgW!(9P3_hjZ6-ztstMnynr9^k5xnQzBGtPE zYq`NDo_x3S=P!+RtlP#JuLEU=tj`Xv=yfX5Xj(9x0vq?umzPV$A{Zp|FU~6UC%LC> zQwU6Hy`jwNZbWMP-?jbCWb-{PVoQJ6vPoX~EB-O2=JsYfQ7>P#-PARGeJ-nV0DGwP zi6&O8{8`b3v)VM`k0$2iLtuh=3l|b-R$ipYOiJEnZSW3p+V97N(uCv0wt0ZUPlr&? z|1jT-w2{I^UAh@PVHJ&x5R?!`Y~gq5gezGs!Y^{hA1#|^?cFhTNZGe64plEb_Tf8? z@%RW1+ord4Sf;0y&Fz^IF^yv$QSRJ{K%Xw~!`({jRX&rH6nBJQg5Lr4&Cv1vKeYf_ zz{!?#gi0KgtQ?9&@U}IA9QPK;<}2n{VK;aiY@XUDQ{oGzK3#?+5 z$to80Ryf9YG`4^?)_!jwv=>6l&9?g<)Pj|I3>wLs9BLA(OH;K#xP5lHtCyTn_NGTR zKQeh5a~u&cNp7nEU;bFYqyuy%_mv-;PB_ z>|?tX@fohIs_Equ)i#qqHVj{#2wVnnDZ7fx~gDP1Fpbr!f1bf(tq2wt|qw%qJTU~$=&qrIt3UB_&egjJQ45+ zX!QY(v(}VgaBbKG{Rw+w)?h^DNcM~+`B+Cdsb~~6tJX{nOkwhgvC%lJx#1{ zkEB-l+fl(@mws0RjZfY2dzr_qGR*`VUeWM6zFzWwGWfh@bYESH6==o@pUdF0{k^<& zk4$&=_#Z}vj-Q`!u9JiP)ww;ef8q)Ef1?VGdhSZ+$>}7V`D6x-BGl={G5!ejNLL3H z1DpwX2A(O2F4y@%o?lD>3rKttyjC01USp7}U-catAxzfJOWS-*_NZou4$Kcv640N) zpB55IOfeGDa0|f;*Ev7j6f5TpI2e%#7>E*k3pxbxgQ9NK>By~N4Ewj$sd`vUe-Xh> zMKeZ;)1BA`z>L;fM);wbCgKA~m3;6>Yi~tPe%W=hzC@D<81vPR%f2V;L;UJ*5BEOe zm`Bm3BH2jgSZ_mxS#J%jOJ7gtbX&lpj0m5%%{c7qJwj925q6IvV8l9InCGZox+Ov4 zbzwP&AmMof6*vl#W(>;BaYW!87rora4|cp$OvHTC9g8Iq@JFlcUti#)*Rc$K{nq?g z8k|An;q?OpVps#_!LfLa`cmA~cl zno~C`&W7TG5+NC-zIn;oA7LtlF%vM8%;YYn%XoZsCUnHydsL6UO zJnmcccdtHA0~Do0pY*sx(ZGvWBj=Y41fOFJVjcHQ7K0-xfN{@;n!xcj)f@qt?q|#6f_O|b^d8~K2^kp7D z)fpQ8L>z4oBc$gGK#MrS&3OP{&Ges^xxDX{_|ZnG4Ve9L@CN^|AjJh_<*<=@L^4DG z+6s1uj5D6_FYm;P@7=*;uq%sd^tLo1R{%QmgKj+i4mmIAzxm~MYzh2)Ix=!|IAUV` zY;iwCH5i}c9$J%E<#)AXn`~CJ=~9qz4u=qGb`EK2K3HqHVa^U!)^{fxWtVvB;$3&> zvhz&w0EoJ~*xJKU6Wo#s{~0}%!+3g>lXh;)A?98;``BR6`G9!H9Y4de^GT%H`XlEo zq-(e&Mc~1}S8NEwbM$O#y3*Ef*Y9QBWcl`(LSw2ihnJ*MTsG&!ivN}%udP{}({c_x zkh0+crP<9(F6720TAq|$a~)HWiLC0;`=x6eZ8LvDo*XyPzI}q^0JEyb&_~;4h}Orf zW7q%>IU=-xNwN2%2|9`>h6O*VpLziticG6~&U}6Z7rZ zzRWZk4cB8e9HJ#_6qNxZ`}mYVMa;wC)Np3HOuKh2zz(*{ixstb%rcOH!AM1NRKi@< zkN>vOc+a+7UHvu~VVWSF$R8Ao9dahrx#9|v zd0yn9nIM9(?+hFyyxh$9WaIs~%=(k(ul138vhBh+T3a^0AsoTSs!Bi)_2ljDfE2)i zQM0huO`Nu3yVs@tavj@A){^6A3J*;rq67*Xd?Qi+L;|T)DbBSV82??KPoLATRsxb~ z6Aq6OPOSLoJnM{7;yok?`TUtIzEDsETWdDVWsSHZJe}A6N|H&*d^*spquI(b8MO;1(4mo_1D( zo3i4TU8D1-ZMtssGgIOpN3iuo-Db0UW7%^0M*%5^^-&BC9tWhi!Dt~4&;~cwDe=Xb z!>2v~60|u6=1KGwx$%Z`#QcM2y2_QNYWN`EvU{u3rNak?KrhuC)Bz89C6&G{9Vl|@ z?dd}fWKu$WL=P(19k;ym?R9bSB(Tu5NJwxuSIl*kqNZ zx&YMKXEDlaZf_XY!HccyE5kh-MqHP!

Y8(i9Wt@fBO)&ifwX?(_MbDpUJCoP<3` zfK*&5s{qeZ)-hRdVo*mo$=F3Wd-5*Nq%Dnog>~Z3k9l^cF zq!a)Sz)?LJ}({>amvUOt+6i_4#dy?_#`tZ~FTAg&Zy$etRy zx{|CI({YtGv?T#A~y zHZ-CHhnBu-6XxVQJ;e@YsH+IgNo=D=u`h3&5AmMWz5ofi8B35<`#|Bd=!0z^IKalN zHV^6->BvXf_ZTgKt1thU=&C^n-x(C%r`NCXjMmw_z_KG$u7&#-ScXMEUPL`42Svpd z6pJ5Zghm_a44IBA-S}VcKDb8A$m0YsN)~dJA4$=l>=#bKRC~MKUHeRQbm-J7t<)xw%cOtk8!1FfX=wRldtv_6 z|H+0|d!S*h)8iP|#UYne^2|`CXhP%N_DGlW#&FTaFb7pa@q$(3(*!gn55o-S zoZ?Bk`JjtJs=7tXzwi+lPYA^3J%1|V-qeAdWR<<5+FX#@iGJQEg4e5RLi1H5TgC1a zHm}%1EA)PQ;kM7ky}GDOFMJlnwV#WMGm5=e&#h?Bp+LunMrBX!r+FtORMs#<_ktVR zZL~I?3nFy&Ept?NJPWKHd| zud+AbwE{-8I}HTuRAqw1fa1sxW+Z2KMN$c$nocsui~F*G}WDMIc>)~*;Yknd>^Hsx)go)F)cTc zy%71LVD+c9+pl9xeddd%(5oT3KB4FCP^%Wr4;G1{k4Ru?1bW@vGiZ>v4teQ^YbG|m zoBDTKqw%#mcRfp=soDpnuPnHZFF4i-IUnF5lPbrj={3 zh`kH{5q)c4n?1&C?6(um`2@9KaCjp_})yd|Kul48eSAk_e!bm{HtmDG*vGut{QSg+CJxFCd+l zsm{OOUzz&Fq~m|=mOn0~jH>v;@z@hxi-&+Auwtkd>_H@8s>~#S$5P><8;tIgLHKpP zEPp`ur_W9)PluoL(E&Vs`|lXd3S<3M^iI?weI`5v>+}QRDgW<=sc6W1C6Gh}w#$zG zPWG!SMQ~`c^OhFDjn}{mO|Ln)_Hn2_I}C!8t`|6IQ51`?pS3rW2DTrx!G9Oz7OCBSH=k#VLd{x*MCxGzVz|vi6o3%XfDtcTE)eOxCuLW z+H{H+9vkA8=rV~(twA4s=*e`M@*$lWpTE#{bM-HE95`9F% zp=p`bM?Hq$h?OyvI#`X-xcW9r+eth>mPy#h6X>@3Y4lgA6s_ed)>vVv@*sR$mewPT z59%v5GvtDmfxv6qxvPJ2f?N+nMJGnlTpv!2H@+()_9(HzX`zdd8><`MHIFhAD#Vye zv)M!R)NoUEbk?Wg_|6bMh2_S(;5Bjj!?!RU)vb-uBLO|Ij6tInEA!2A3YZl#K1!nC>&q669oaQlfIBj{l9EJcyfgb6 zZXO7OxBxxCPfb?;ME!P?(oI`yHh}o>V>G0`=aTiDNvinxcNRCd3!I?@?6$Z`@Wf#V z?9d3cR9-u^E+#d%&Lc3N&1O-l4!21w%8$#im%pe$jSGMa0~KmidQBXNPhBDrSwbI2 zFgQ}Ujp8=mU+IYv$bIqS09~pM^9Yv4pyp-54uFUlL$=Q$0zi`E3XaO7#rqnp!mU~J%7{s=q=TJ?U(%$39W;aEK z_4r;z@wfD&r*K}=Gv4(=4Pyq6cL~84^y{nGc(U#WxPW=fPzyYvtW`vDi>0kF6Y*u< zW~qAHe5i|`{ns#V_>(Z972=-2+qpnE3 zw_5}>x2HDyav9&Tl()jrm>tlC-OqfJXMVONz+0zhm_QbJm>*pe#SR`wEN8Uv#)Uh5 zLawtj&!I0sJ6grgD1*nMra0?Rt>2Bkau32lJNGU}LYG_ocu9@k&lPaFU5c``2J2UR z$(1kxYeX*WU(k?QOeh(8;#JM!W4P-A-t#{BUNRYtRf*oRn9El4B8-7WQ>$#xya~b?fV zQ7G;yJyFwN_kpv&VF>?9N_1ha9Mfj0g@+CT~j z2vmR~*Ec*U*6oBY0E)J`y&6F`s&3YXo-6WvH^dJ1nTuzyTBrx>4YI)1aHUx8Re!12 zpSB><#X1T}ughu$86wEExg<;q$SEnq{tx@VernU8OLhgGV*`>{-#^aVuf^_A)UTDPpj)f zee-H~`LLhy=;03L4~)ULtI-}sW{-5x`4QzB=l+&phdy`8jZry8vF*6FWFZWaY8gq* zVSfVi=u<9VmLK=3d)wU11(MQNksLD?LZUaAQ}Ol0LC|U?>1o?|B=UFhq_(LO!G%*`s=oe|ta1m5a22$WLBt@RoEfK*T?`(_9Po+<0Hh@{SsY^4Y%@=2;q)48HRY<_HXx|-BTvC{bcH#`p!NmC0J2` zs$T+yND$?vbpQu5d9A=&6o2*D=wMX{LjYbnx9fGNtraa9Q^xAoxvkk4 z@T@4|T@oEs8XdEcv(8`Ib|dkQ@ahZik5<%;65l~%iP>x2H~&}w+}Q^yLl_Myb&*|! zOTkmlVOhi)rM{fyb?i#zxp{#<{&b z$6Ujb=Qo{o`s$potz7Ddq9?+?g@L$Mb>#NLro!MnPLZjk7FqlCh_CKe_VZRAl+gL$ zu=d5CCoo1R!#+UQ!61%N1^NTX8MXqAVT!~q@;H?QbEi8mh*~sTSKPP!rLKKC7oS(V z{6TaF4~AFp4b`oa9<4Py4-b1g37Hrwk$$#`ahjzLZ!q+biNx-WqZ2~vdmh1VpD z9+&*TrO_x<#g=QI)=-P&l2f{Q92>$Bx+OwXZ(9*dAcS5obFq>S9#5anzCQVN!H8!% zl6OKYIgrkQOk*zsFJaG9<=rNP#u`j>@7o`%3mklC3osf;tX8*e*(ZE=9`{{IBDC%s z9inDv`bRb@yO4`ed9OWynYQ!93#er@t05n);cHbC#Xt5yV2~HHFjFqSUq5C6CZ($_ zDA!uHWkdpu&(mLS`NCI{X&^!a`tnstG=XVz6|+3tneNSEz=9Ti8rpdB_@8(t{2D}0 z?MG(cZ>mu|nRUK~do*jUfg4@C=xF*i7g6TCyMZ{y`|!p8n^aJ@$RZbC=)?ZrXmOW6 zcW`q$RMz#0=)-Ek3x?RjduAS#?h9yQ^GO_Qz1cZ zH%4p2iSvsiujl10eau=oxp2nZj6d1R>2pUd^y=!C9%9&e(NWJ)4$-be!sK(`s>j*V+RidG)bL@TMYddYvc5V zwR6usv;>7!8lX>-CZBzbOn1Tut*;x`h|@T(lO`QSFmt&XR0t*?Sg#RxT!(pwkx-7Z zg)r+9Fa~Fjg(M#pNGc5+-ywd(k`Bj^46y8ajE*-K>F8~ae&VO;wBxCE;g8OA#iJ-+ z0dM?TS_&L`ihVAJ%S@A+@O{kAKtg~HoAuQRmta|+*bRp%52W~>)=r;&s~!P_t@ees z$v!^pkNvAQ`R8!l?A2hZv{(+((;-N7`XwG`!J{bqi-8bzZYQZBhpVo)hDV;FRmKYE zF_(;-T|0l;kat}&3}qYv9OfsLj zt6n_JWUG(c0@TTSNYnNOi-XY36Hzm(X3j%>A$1eu1Aei39;Ae%`&`VE2AZFHTl2`` zMHlu!iMQ5o{#JrDWKO#@U7Y=lI=$dX*j+b5CG-qhs~!rAwcxP`Gid;v4jC)52g#EDT{c*~oM;nvXN)cIAvtb6Jesv5xqOr#Yu{E6 z-1SP_@I&^-_0p>_&=XxQ;M@~B7=_oX^$gYnwdeJe{D9MaT^`1-5${Ijpu6%W`7Kbrn-U8j9rZ~M{S73*?z zsCX6>QUL7aX9juqQ^2j_JO0Ik`<^P0myQMBcC9rSN zPXFIc8GD$ugF)8~My0yA?au!JOqN#u zz?fZ$9iIT27X!cF*NHgnZ^;V|_P|!=5{LFw(2YtS|LT)J80YmW@nT>4X`Kcn|AX@S zAO0S7F;H2Br#b=Cse&0{5)qpxKRKIgUuskryG=Ipn?1f6d@P}yK3rC>@ z3w>{M3KICZ)D&<9oQ8mNI+x*jSS9?21swe{CQT9Ri(w!18~dejdl? zmA%6KKyR1ttMVxDma{3OPdltrT&`xd_{%il>OlEHSqi;O>Lk5Rw9=`5@!Uu{JZJH z1Oq_;#{}cHz?(qKhwU=j>H-Oqp=wOm$sv#YF||5hd2b}x$z*RTZ;dr!!4H0e?C}^o zrOZA=Wj~UBLG0^_aT=XB5MO<4h^NM0>hqw-S49evzeXR$=vi0 zeHA-HCIIxrx1^V+vD=rT5r0tQ;!f=vvtn^irxs%on&i^UUD(wEj4&6E2f9Ue1XyNW z>jLMEaUw%UeE`bbwh!c|x8Q&Ez2nIyIi^)qNiXm@_ffp{Hkq^Okk+j+@VhZ}#5hV3 zWM0NS%S;ErwCH5kn7M55gI?T#VULGGgSms%+3hz(`lrjKGM2;*z}kn_Q3nwB>2u&J z=x(KS?di@X3jvus2|&`*ThsOKy1>u>6m?`N>(XtGwcke-qE^ zH9ctmTu8lEyxMMlRiF)5;lA(t(@TU)@1GpAlRh-Fr>x&s7iIaf3DaGpIAKU|=3aWo zTr&?ZAn^cV1E2BY8ZhJcVCQ?@!RB$}z&aAnwL?X5v#R-pfx*mXK3T2e;c;&ua^>F* zBTP&X{<-?P>#P$^XXh|iU+4k)opn(Uxlb#!4FQjdJy&;j&EYfezxOmWT8CpRxJbsO z=7EDg&*TY4-_F_=LTR+REDHq;n&Wx*`ETWj@K1+%&Oy^xvN8KJ;&1v>wde|HujvHb z$u+-iuDcp-hARnzcl&(KxVEqoQO(5GFHkwZ%JyQA`cY0E@;a_7l6un?d!CjR;jDK( zF?m%h*gb4L0LAyh+2Ho{%eJtnZ(pX1>-d2Q_%?UsH4Zp=M($N+wM`bgtB*g@%A$LV_Gw7-SQEEpN+QK zzjr^uU=H6=MEJtED7@bKjuB`-X?BCQ@eC9$)hn_q5Uw5k(qC@U!j)s9@2Vq_SDwJ- zi{1;9`S`7?NG%CmCF=4=#e1i)cC=>r7>DtbD4h&fP^&=r;WT9I%uZ^)BIY)_e4 z14JLR8^;SXTng@gYmVj|071P`SaR8QlN=VWHL;KK+5*p!yG&}oS~ExgWt92n+U+>} zk64wdz6NaB=lX?(RLuaw4;Mm2Qw_vb&XpLWpO%p4X$>sUs0XIP=-95E5SAb+$YwNttXA2BoJFu$lhOSu)?CMB%M-SkX`|J?oSD z6+RGS`nt#}iE#T1n4irdI24y2?RFe~)f-HTM_WX8;aFWf7*1lHTE5&875lJH*dQoN z{uY{At)b`rEF`&H&W0_pM$Qy`rpc2tKD>R8Mozh2M&|T*F6S&O2?EKarp$%sd^I zZ4-Uo9wQyaYSc3uP7=>MTTvu=dd#jBM$;nA!=I9 zX=zO6nOx~|+LS)%Jpwtd+eA_Fc(37QXylw0zUl>a_0xdvu5HBXQ zr*;HSZQf@@Jwy<8jcAhjN(H7e_>VnL=Ain+S<`4|sr*PGu1|MFY;}sH4QNC1gd9^h zAqU(TqyDmQuUtB_5$hFhXk+O40Tbo4Ar7=XX0^47;<+fAX!rbck!egO;kDK9gG{0R z!4Sw>zTS;iRqIbSVneuK|4|Qn|0hGh{b8EsSIGe@PaXhw$7?UXdaa%~w5XE5O$KS% zwL>Ta03)zzPAd*cVe;+$-pFV*3ZXm~)vecpO#WVGz4y&Vg-VzYeJRDid;Nl9#K5+~ zm|)&J87?s8ggq}$>Z{~j4vAcdRInSzKm>zLl?a}bSwBwm{I&VIp7M${KI;5LR*uec z#h*dKzE*M;ZG|21op^pIDe+#XFz297|KaSn!nOZAK(F~_=C_S>T(sN^%Q>bNlZ&T&U5Nl?Sob*cv-Rgap9}vW99A-7>7aR;HOs)qVe%>5{O~pTw z!DtBBgQaJw2}Un4X`7MKnC!0BY8{i7JW>ca^Ah3*+AT)S>9p!ozvp&!>m~@2EF7wh zZHfpp-Gy!{f#z2zpKvs#8*x9#F$Q?jJLuP~(pJ$|3~{B7P}NjhpN*E5DC_s%-4{IJ zpju=rPMx!qz zFyUgJ*dCsp*{`@9GPv?NwCdTb<#u(2R?IAj#=(o@qkZ|^IN?lyP=fNLixKC&T`&(K zPm5=P|NNy!mCAks5~g??g&Y28;tF3mWs+Khn4zX9Zftkgx?e}Ysy+(otvOs0>J4ly z`-H=}%L{Y5zBak^GXB$*)o-a$K08xB`^$&MHshD-EKZ%PO3`<2(0*dq5u_SLMkegC z6~=3XyLuf8H;OA7HEe$5$QkH_cUC*e1IgM?jYFN!BaV$UBEnkQPm(N^GqqcL+=t)S z%X%C-s5n>F7+JW&89svj>64^4r*9xVhvDMzZ^8i&RIZ-!?GMO0H7p9AupeUc8q9+U ztU4biQ}O~b;K-OnSAu@bPg^6`D5QH64oTrcVp?t1d~d<3&ij)zZQKrQ z*<Q-T}T9LYD@BU{)N9zzmeRS z{0@2hBRIoo^56R3MrXH!HF`R)@y0>{Lzckg{mnDMLc0kV04kg52=;QSM%u-jBq0SC z6WF+nG_MsXq4cQZ#BhA-zF`ot4Lu@6Xb!nvEZlh?%!|C9@#JosKE~_vXl~*m(MwfD zz(}Sfa<<+w%}9|NgA>}dShBJOVNG@5|8Zn#|L|3>$S6SDMyv21Udv7&m(!Una*LCD zoi^p^R-JhPrCv*%*obXvR5S;KEz9c(%RGfa6E>2nK6!qEVXz%mtvCVMV?r><#sD@H zO=F0fjnPYn%-JqXoFxaB$Yz=my3_ukFf=;<@N z;?nLgUv;m$lKS|1tD3^u(j&_tay~dnbwT({S$y)%Os8#A*cQg_T{xdK}jr}hI%kw_jx3?MI`j6u!f_?bXROUo?Zf;^G!+J#(KJ~YX`Kc;Kf_BL`6QmVca zg20f+cRf5=cZIatEyVWX8oT8=N;G45Dm}1qb^I9v{#yAm+Wlj8 zN$ryhcxoWpJH!Q$Ox*}a9sTbNR8);~Yn%8!K#qtyC^xfWM>Ia>irCzPZ zPr$SC+e3@G8StEvY0W_kz+r&k{+j}a2qsl`tyucOAQ>eTw)>7+Yk<-YEk(5uwcf|? zE}>09+wNfV(Ox$=MuYGd@!g*04*=1L_h;+AbsN#!S zsqgWoJ($v`{VLYQfngorz;(8atmI9WEsp56l7ED$}~gP z@Yn#Xf?c#Dnw$m5kG5&yadXFA`SDDj&D*bXu~JNeHM*u{T{x?Su)8z5Jv+mnDwLYz zhxums!jB;>n2RLLP>RBmWZ?UtL?f9)FN3xaN4%O_o_In2z@Hml4BWPc#;ZlAn~#IO z4<$E#TQD+3e%4&X<6%>*2No=aEXX)YWJMFI{lgpU6u;BR-GW$G~^f9B>M_+Qc3SPKGk_Y}M#iiHBM={3C)(GdygWDiHqjkVvy|YsBig80J9xO!parF)^Rq;_du`O*e3N(cj5<) zIF*d=IMHgMIze;ii^H_ag)Ne60!}xP0$0OjgDikK#f*?!;n9-e7f`k%uO&Zt^PRCv zr$YGyEm|9Z(hfcHz|1KqNz=nl;F2uzzRIMH%Z?+bL$Z&I1FblC@G*ic2M@bx9^HuR zD4;3Va5uOiAL$fy5b`_`<0u))pU^a0WQN2}?z%A9#WHeu^g$=n{l3fR9OD^>R(U1| zQgRj6TiEdAN#v0;I0(-!GxA+90eD?J*QX+G& zj~!UGoLg{|{-atBRw255MYaG01*1#DD}MZ&gp#0Q1+w1}F8kr6ZIl%T@@yYSC6O{( z4wwcoQ*o5eyy&6|6GfykJbcZ`0#zWf;3C>tI0eQpDWn8uC8LoGqc+tED~5QhVd_R^ z`S&^C`M4!%OeM?V@cv}0Edonu5w|g2g--f-+0BQy3AtBD&ON#u{X}!dIa{}_Rs?dp zS^_f8dlY()S0l_km&BBxuOgF@^~A}y@;tq?o>(OobD2qf#^in-y5&6i%2){=thbGN z?cZ3j*Mw^3Hr!&Q$beMA5U*+}LD&!e1c^#TZEk(d5XCr+s^X;(z11?-V=&s~&0N^+ z8e`?bM*x32`$6<2l)tL&Ol%8fXSe8xHy|y1)M*6is0WP##<-5+N4n-gn&a`JA*bQj z_4h>D#xmdiCn$DWCJ0>vShe5z)u06JjFC{J7i`}B)SPggFdK8)PD^K(SJBPm-uHM= zr+M-N7tTt%F5AKjewx-GA+H+wvhblwUTC_dBK9^@H9da~zcH~kl+tteerbEcj4eet zLV6wv+ZhDcN++!V>`!vC)u82bg4VxC4*z!{*}S5-P>VaNH(#UP$^pkrtsAq+F(as~ ziXm*70YrrAutDDpL7$G@)(h-dc#1Eh7>HeUry4zp@znH%^?%Vs#w>W{tbhR`IiSxg z4^KpP!1pJhK&#EtD%yfB7FX1huaXvcH>y+$28&~)NG>^O7fn)*YM6ZzAXj9f1>FZ) z++!CnRj;Tu{DL97B+@ENUWw}j6YL&Xj72Vhfgt0(g!wV;NaCIgV%cf&s8fQ*+D0?^9ReZ;y-H6g=$))^KYD%b9D3cmr64f0ZW) ze_3fn6V%p3i zLcV~NEI4hVWA9veFhbVP5vaiHw=H4$V$7sF;$kp%yxaP(8|hz${6CYznL=czo9br~ za3T-q`SYa?vua1UD=DkWjKvtO#oLRf#$+Y~IDjMGiSeqtb0-3A<-|8&5*$lX7EcOV z4LF%1Pf1u%Ai6%!WY=%&6>0|dtV;jQ?%-cPv*R>4$j)&(Nh-J20d#gXdR!AR@oGQB zzt=n|j8@gPTpu>}V3*1W_Hq8P9Mf)Iw%PaiX3l}6yuj6IF{?j?;u%+m8LdvQE15r1 zhh@HA;N@nze#dU>Pq*DL*xP^TJ$*i)tTi3Y>eObwAL;21w(tMAcDwxUG6lzq4`0UE z_W`@Y;Pf050Cg{~2Q53(-#p*`#K5h;0_K{B}5t zr(bjVcN^<=cERZjshQ#d>LCNJ*>+k$RH}W*|1~5@BpIB_1isWLB{sSi$nV;??bsxP zog1x3!G2>H*$0#uT-n!TDk_gcF;>}hCO>bPY_6(enQY0K(ocBH3kTJ0lm?gED&?+L zqC(&t8N|~Dq<@rI#A}^vnbOfja>+%~HWP3SS2D?A0V$o1;y#3N3Ihq=D)ls) zq1bR(g>|3O^70qO`z+yJbffhk?dBipO$0w_DUEXYQ@{L&yf>NPcT%Xjy(>zW;e@7V z2h&G~Z_TNdpFe%$u%-n|ZmDSv7BUaZjaZGQtw?xZs`!%XaAGmF*d3~K1ia_QK2ClA zg!fPrPWAH>km^?^bH2Q}Bpb(E5`u$57Gr|nOC#f-9KvTa5li9!5OSAH`bV1E5)2VF z1Q-6z?SsIQFd-BKHQb;t)BwHu9pmSHB3{$U{SVGpi>#9`{)CmB4ouhTbzNdW%0Duz zq1f&rpQ5NX3Slazhy7Be*V#&w{2%7Om(VEnooVre@&&sX>gf^%*rAl-iqAgM#nOfYN`UsiaJ zeleff0waLf^j_cQfDR_~QW^P5ka~X}zWE3W<9#d1gTPH}G+5F_BEY<&)8@WK-ZTah z)^1$(%CK>6_PZiv!@$7RLdj5Yzbl!^dG292?+G?OO|g)8r~D@nb5|;F*NgepX28D| zpT8{a|9n#>M&uuuQu>eR{+a%do8Xx2_rM96N4d;xSpu6k;WEY1C3cHg<@bXMWPh+81bqHh9t0L^fIoQG#L|C?)idiK&v%N%rVgl*NRi5D)vpZ9u2Hvkp)P z%A#Jz!)YfWa24xqmfdBa7V>Xfj4cocRo+=v`^*s({-eF!-yZbWH~V2A>4_qd<~SAp ztCn-97)o0rM8P%641fRme?2uVq*G8JBHT8lTb$~D(=IPk99oSBJz~>l?*Bc@|GcWY z4+;C9EP(%CUp3u7ebrh-^mf#s|Jt%o>F-}{qX$W7W^A+g$7%mJ<5GgIrhr^=KOtY^ zbtHyZDE}`$0XyhE@XuElr?VvZuMR(s1Rq{au}F~i-&{6yQgrZT@TG;35BYBncO=G; zb|&7L`OC=3AjoUoUtqI@{7Q>ktWqRXh5UYMeR{dXqB-b~N=c>hsMbQ7#h*&GVz=xI zmrvyaC*`+UnUuN2<~2Xp#noF(N?OepM=A3>*8Tke&^6&H&&IGdlZJqvZ%^mK%e7AI zRa%YO8RQizCDFfktMwb=xf~us+)vlB4&O%77=DBgNOvZ?h1J&A0oUDM%0Ew=#!@L|F!|h{q21nE zxYxi?ZYr;8X<~2Gw=#Toi`lI{sdDGNXjhP)$IQIl3IZhBY`|s~xI+P=S*)<%BZu8` zdl-}6PYH0to)VO7u331JvQOzuqQfaPXmnPU3)MwbT_4K&q~hV-ySL2Cj3^|pd~L9B z=yYjim5BKLb8w&ABhT8n6V5#fAFoj)h{3HI$+Y1^mtVI>eW|rGV+Ru4&z9u@G$-KB zV)=$a-ghew2?L89<;OuHu0t(KGvRgDtF2vh;^DuJPxe2oNZQz8A7%M&biVxX8v?h3 zyt7S8CRl5sfWd}iR>FY3gJ-7SVtVMjyhIcx3?_2PS7Fd;(Mp3Eh3X_2z+tfoLV9}^hkxo7ew(q&WXCu{y99BO zo|4`*B)%AS*v*q{62G7L*u_+sLZc`XkeE6P$LF}otlesj5@cX(`4pe~<7rZuig3=~|bt*xMGKg51Nx zkYdhzy)?d0LHU#UT_RP>ol=?^6}fRVM#6GAjImqGjjzCMe(xHMn$MqnT9kwDPWj1@ z)4y-YeUZf(nH7H1FJ`w;kYaW`u5{Yz0*XGlf77jNzvZ%SPG>eKjlpA{HXEe)b~8K1 zt5$D%2~V7?11NlSd73{Z<{Msr5h}E>7Q#u^IC{7S9x}4mtRCbCyruDN?U$Zcqd^KY zKYx7B=d+)KT)I?mz9-6C*IubsNTe7$i3vNp_;ujZ7etrWG`##6_e54JZU#^EjlK}y z3d{k&9kk#14rCm4 z8gDn7*}$L>tEukJpkb$}cSQ%}NC{OqBWX!B{#l$6T(yp5>fh#ql-SHhq(9rYeYiMj z7kwdldqLx{xf5`*zIbGCrBQsXRQo1!?0NO}kZw}09@CtY|Iz!^d2WI2Q0mR?Vv0OV zz>DDaZ0R&>k6#7S_~E14BYao6;`L&74&I`2iJ;Hj%nz&C3hm#rsREzbCMU&jf%t)Z z{d|zhxkUrskR07M;eibX@Qp8eqYtsewzgxZa#{;VKeK`U<`X`tVTXp8d*CoIT4#%R zBDL?9Nj5l*;e?;yd5%AW=Z@iUPma%2;#QDe(gbIK>w;uq^{`aKHX0!QV+{6ti@YL2 zk6Hl(G!GWluKo58I!(dr0nKh?BUL)h7^%76G%6_174mt-&pS7i=Y^K)&Gz(~*iG%1 zc8btGXR?Le2L&j-36V-Idp!-L7iHr8NM|X#$qtcy_lQ-44iMZY{HFJm2`{&zUb!%% z$ZnzhP+wv-Frw}&9O30P`U!7%dTc0q{^>GAdYe$&i#N)U;dbPv7L5!=16-i&V1K zQAKgZC-RjVrNG+TADD94E;15J3|yH}6u+#tx}@^RU@pLLt|niKtw^)V>$Zq}9qv#P zQHk=1gu85ObvvFB43>IlE-F0w}s5tBojv*4<@>!K~A9fJ1B#?2Z%o~SmY-5GH_)MSsZyRlZsL9YL zEjgV8;`Uc_EhDg-V5$jclLLt$E3~wiTQgy{x$ksLLh) z)#d6#tj)=#`SxBhl7i0=SiIB*)Fd^}nOw&j`ujSmMVejK&y+XEi%vTgu9-8dTud=s zpK6~A9I{4`S1q(!UZKxBAv@)>JH#9I$I9@$FcD#&?$4>=XIB|pR(mB3ymk-j5;8X5Xh&k zN=dyiRxFdVIoG7IYj=R7eYCBw!cJMkh-PDQk!CnLR_?|zjwt5TsI!_`oj6)6X7LuW z7WOV2Exb=oSW;?0Ir!1fXsr5yj)J2vZfZj`5BIRotY*|MDrmZ^`?%eJQ!F!=oF@&- zUfw5|nmdaH1QF{=3v{N}!k`!-a?YBd96$QiqM7iQefP@>X;##%I!A1FR~9@@7sKM& zDpWX|koz<9jC`_uC;6VEOqW>pL$_*Xxt01M?pX!-4a6#!A2H8p`zij5HscBBImgIY zH98%&3%k@4U7w>+P3QH04K>-VRJ__Sf6Bel=6)DB9b@l>^QR7&sOz>-NI0*CG4eS1 zY7l@#o6fUyAZ*A|BA1l>)773?0EH!(m6S-}MAdrbn-}!?A_Q94NAV1HF_r>X6AG5Y zAv(2siMqsjrar0IV!bx^X}I&|7&6A-K+n01y1CuB$7)0QT^=&P!N@I(R6Kt%%I%ve z?d{Q80xTH!i`H%3Yx@vji?h`ohJjh8o5epMi zcsxg5CbMiYAuM!QYwOAd7g-_WzNpOc-OGMrVZJ2d3Ukilwn3#M8Rm(^lmwGzlbYfC ztoL5d)2lp_al^>bO!)(k49Ho;d>$w#jO98&eD88=vnV)fDIp^(Ojy~ehFj~|zTcI@ zg8oVs1RU1%lZi^b`_6Bjq(~G$6}y6hAS$$`d!hMf0ANA!e9fc4l0!`O2S+wWZ-Im5 zF3{let|#|OtJGD-dTx^wq0A-y>}E3rZK_nhOUkiNypro&m3MxzzZ!{=PsnKS%scNO z*f6*lA|hcR^b{?o6(S!Qq4+XSpta)Tb!o7mJ5-J_D5XpxdI}1ujXI97_H&RArQEaa z?gzaW&u-Wr4y|zO14|4+FGZAM50jA*yEG?X(e9q3rYHpOe4TyF7K=EY1n2Dj6Z*BB3v<$TS1vIgy)AfcUgnww3(J%=38zz$OT8RM*mz$p`kLQ zE;tka#7|*k@iZ-YCfrGI%bA_U%cPB&Ab1Ba_~4n*1Vc@$Z`bUx0b%=XAJBX}8`O07 zzPV8*rBqrcVsPMk@;4HTA*(1HI{~C@#xJk3kL)8pZym`TUC$3`c+kH3FW(IEu)eNL z^+1`n0|c=B4wni(zk@p4BKTeLKB1BJn7T-?Q~z+CLM&*+&-VNg(Bmk{+&@LhMDUPrE3Bj84( zwIz?>t5*Vdwa#oL($*p~yU+GzdFK&%zCBC8jD8`LF==0H)YC`Uz0jA}IU}?#56GME z_gXUMqExLYbP4!vI2)@FAicwb>r76Jelu60_bF7ZXHYI`m-^+h7xy~Se$7XDLw^m5 z8q6_>L6j2NOty|E*>AD-*u~?1e?xJb2z`I`Eh0mlGnoNz}6 zbzYWxjDE~Q*s~@sgZd&{r@&7k>xQDl&RjKk*8vo9o_z_K+)7Bd(_Nd!u4EtY^=G(=-eC<08H?DS?IPS|&nHYh;}5hx~?` zcOf{}%~^`VI7;rJSNc}^3`Q@|11O656z*JipD6N;~}_&wg-n(V+`ZzOFgraIHwkqSyU1 zBW4ctSPz+m?nT6@`ZZo?W?GN|JU_u)K$`d6!Fz&n7f)wXEDqY*V<>2d!Q+}vN^P4A z$KA~+IgouWB^paY5X7p?6lS*ugKrE^a+&o0&HKrzf+z6SIuG!iAauBqeb&wp!NSdY z7^G+Idhd4iozbK<}xx5-cg`mWt$xeZO`!TA4a?5v}r ze7k;6Gf0PYBcY&xba$wvC`b+6-OUg~mkQ|6pa>}4;Lu19T|*2h-Q95R-}}7htoN+* zJZqi#k3VJ>>%On++WXqy&v)-M36my`bjj3u;TMIv&ohpej?vo{2X1pZ4=?YdnC!5L zsn7gah(wTk`<+)c>bni8>RevE`2u-Hd2%=e;(;R?uHdc$xNPuc<65al4>9x=Ug+Q< z3#O&~CY7?<>>z2K$<`NZ3FGNv6w+;~REN7lokqTE?8j^9yFztp+s=`KcJFzgx!QGU zPPNtE2Dot)(L;*+dea-&FHPwy(Tuz_R*W~cR5%WB5`r3s6QZC$cLwQ#c6Jo?wNbw2 z6NMWpDPJQ#k~d_9bFm(8ouFF!us(PKZP+w9?SlpiFclo|Q* z67FZ}jsXm)O=}XDOXPS8gJ#L~Xb-AFW`;d3H$?chphjlXo)@j&2VVJ!Oy1;!HYdhqnLcmQ4~>{1(xhajKI!V4IkHF`M-cp8 zBf?=5=7YCoPvk2M^dG%=Tj((NOU~m&N+kYD`jWcDn(vKd0ZSN|14rbTVN>d(; zG-q5@0(<1+`Z>To5-DFl&~0b-l{2!I_7X#>o*P1+j`;p~unvH1jVakdTm=1%p?e-_ zY1og1IeQGSF&2pZ?jy3ahl1O?`9H{*-YCH#+kHKotNX@9eE5-^w|uW=?L6ly=H`bI zd09|%UdVDnR!x!d+b7Z~d3sVOw5v^1R1uHzT~Z_z$;_Fh{TomH zO0SlOfvQQWKf0AtiCm8VEh*O1nvjTH;`gPj7hu2h*g5XuWw|#GO~^;N!?DA)mynV;=*f5^rV%Ke51w+9lmlk$h{a2ocKX_o>rQ-$zVa+-{w9 z%cH^lb2sr$mNmesS>rU0&#{1_*7hVG7s<@Nr~u*Y-3QLNRH6Y=hbNiEy7{UsJI_b& z0>994Rj`FbJc{gViriTJKu5(3hE73GUI*LY2u}SGzM6#04lj8?Sl3Rj@+I%1yRpFQ`6`ZJM+ngn0Hr{%8cs2p7PCl>@i z^r*e0kJgEhz#-rnS-J|ZKQbFL`elhX(-Id!$+6K|tvJGg#M8_aC4J!hVobuiW?eww zjo;QSUAHCA&4_{F7@@Fnj5VhOzuAW?CfCW`P46y2^N11#p1pt8ck|q^9(&&GJ7Qqa z*I@9-G?X|XjjuHXTlEXiC*o=>0f_8k_MePceez{AeEXN<*3wO#T6tmEe{|`vL`8>9 zi&Kd%(NCT|wZMIyeyZCiLmAh$`-3W*eCugVMg^PM=r{J2;d}i?cOhQIM@Q%gb|uw! z->((wJeKZ{*DCh5B)s=2aE9p+NZYxBh=$H7`u=hv0r`(ZdSHKWe$AU;L)yz0`_%q0 z8bQuHxkrQVRH4-;?HcS2o!ylDBsGkAX4#T{FZqvvF7L&9<&+}y@hLKp;7S)RWJcpI}%S?0G0;$&=QncF|%tGMA}_m%1ksvgZ9(RT2o z*VS1-+Z5+r(aI4%++mJ4>1wm@xV&i1Ovi3;FO-r_STTgRMu+4pKLt2^Hk`R%k-PRd z0MB4!vw&Y)S456^;~%p=BImS~OnLU+XpD$lcx0%o!{9yA44Va$h)MZ=p<(%Lb!MDL}ia*=o)Zh&U2a;K7qwndkvvx&9Tp|NLdD!Ti-|E5Se%G zb|^xMS01IaH4cu-Z$T8Y1g_3bRN1y^y@iSrHlo>a0z+Tffell5v@_FicDfWQ#KdN8 zP_sg7B;8M%7F^Hqy?NTN(dT$Oy8P@aKHbg^@J5fXFFue6Wc@4Kk!XQ>GTAdsUG<&u zzAyJ*7wYya<*o2mk+|KfU;B(_OQeuI4eKzha3x*)dnVp3@zG-poGsw6xwvWODS?2utwvYtF>`z)>4k*MNkV{fn7?W7Op1^LO#Py| zX`L@6dxPQP<*Ju(#yA$s1I$NuTyLvec}e<(&u-@Z{te!@%k3|QVxBODDW`_tWfga3 z<*$-OXh&L`bR)*%)RzduD&~ecPH~Ym4nsEsJxy$&)I9oF6vk4|V>2)n4?A=G-dsKT zWz7FMC(tBfMhfX(!ecY9g+3G#G2EwdDN?_AvQB5DfX7*IyYu8<#{*@Fev*6`l+Mt+ zy{UNtj;j`HdP0XKF&uEQpM0~NlbFIC%tzC+GNoFANi;Rs;#!SUeMNv>y+<`<8c)3r zqArd^s99vNmqEZRDmP=(zn@wdxX)M5V?EN$vY9~8$r72ZNc8AQGI5BbJAch;w>&; zI*yC9#DsYkyqGn+M77TCGhDk*h?vh3+|95NPv@pT1jq}%kavQEWb~{4vQF@yF*@Nv z&ugNDf|w<%=g3w%^0e~)4wohZJCUsN9)uyf^e8?EG`}n0vt-*3iYKV7dO9 zvd2T6L zQ9COv2Km#xmmcHdYi%)>7h1vPRGG0#J?e|n5Yx;1!O2qw>&)5>@$TV4&$G@cSh{Ct zr%U1=Oi!pLu=)0gZ`aj=&q&OWUV}tB2j#3GM|6e@l{i4SZoPhg2sgb8(F1Mr^69!P zR)*6=5iguNiB5=@oRF8(dfhF~Sy`7GH&0QivIqhlIxAP*QP+e`0)=%?==aE?bY1QJ86jPHQ$Khz4q)mr}0^W3VbhQLfKpDzouh5#D;~TX|*X6-k`Ev4q?j z4D4vLPL){s*zsXV^qrXSVHcHLH38( zB_Sc7kA8P?!00fCkB?NCNaJv#h?yvN@R7#&ar}8ua-I9yN4UFWc&)grw`2k>Znn&n zF~DnG#e57QD`-M78%sC8C}$4EIomwXbKqP}1=%7(!G2dt{K=L#0%|+P2$%?gCon#J zRE~{V7!(e;ui-@omqVCHUMPb#AH*>Xr47PfaG8D$UPUt)k9LG;H;SbHj3$S(%TkXF zE;&b~W~5zL5Yohl&^Y#;T^0#sV2k%zL%ZMf5a|eR{>eMC2hC1=9HQj*u3Z&&ZZB&i zlxI>+$b!nD!)WExLftF+aAabg8IJJp|(y)%6#4OXB2baELKS}M-r_8oSia++!51Y#P9;b?*neiL{Jteol&s+pHi$<%+ zj({M;H8DLxVq!>JPda~Lx0l~HgdY?()l4V#uC_`o`h{V^$^0#L0B-wZB9D$4G}BFs zKwM0uOT55r7c$L;h(0nGPvU@JZ?RQo^8-P$OD+ojV7ZssG{#}tGNhU7(xJ(v*Logt z>$1pb-9d8I?#uwQ52GnSGS`@Z?oGSfK;6?X1+XQK9K-a(ZHJv)gc*xWJ?<>&#v02=;JO2ey+^@G29As12^Qe;c=8jnka4bGcrs{@~5u5{fhH zRpp8L2hJuO>p5xUfmTT;sUIv8VkD>+YIV>CbX?`!gw-B(SJrfRk z!xkBDt}d<{Sb;aCHL?+22$Gi}j(Ecbh1`xtxd(sO`{$~xTP^P$16}OQUb{R9X6E5B z8+VyKO&iM#*M7_dnp5Lr4!WPD9`zN9+N2?bNF+Sf`N6@bm|MzKSL7S8pWipGNE^`< zdej04!RR9NA)!j`y28d2%__X-7jOon`29Dj&z^qPaU7KJ-Q+vlk%1Kq!yZ3Hc#7sm z5f?+d@dd?!=_#CVhg2DZz_J7A)O%MRImpGR=C_gx0yODwkh8cRtkynI28ud^QvK>k ziKQQ5D1xto9WrCMgqFL~Ay0UNL@n^c(2yn(mfp7)1MR9(s&m?rkNCAep!`(4#I;XaDP6?R=-4E*6kYj=`AOvAdiHR{Eh4K65SG5*T>63AEeCPNpdCbfRS? z6G70JrwPhQ(9^Cf%ld5{v(Fe%+0P}U;Pv1m8>0yQ=o<)1V*wc|`p%cf``etgI)m$u zp0+*xHRH&VhA8 z!L1*Fd-t;Y>ZfE~c%D(2nw{N-vsDD1prHQ})hcT@c0N^5c^;~Xjh#+lOtzPbXuy*U zfzF(i9GuAte;2$YAjG%a>5F;XF+`&g=A!1PQk*Qa&3S5!L4q1tMYC~3ULS>6hl=+Je4^e9`Wu- z>^gun^h+LPu!(Khj_yHF{XON3zpti!%s@P*>XtR?@o}d2j|p?imAy3fcc~l$zmE~; zx^&Z+lDsr?Mhmlp!fMPm=7%&4<(n@Y!h=teq3MgzkNZUv0_A5BeVo_I2(f)DMl3{N z$jIWC^;(vxY~dM);G5iBYuY)TWQ^y23QB+r>wMN*3{d;bFO-v3`=1c9@4WKro7g!1~2S#&zVpBv1ea+W4 zBI`z1(DU^>@TpPrYzciv)-@sZlLFVQd#xyDOV>#4;`Im1`v_y~rE;hFQ#hiF@vo>$ zJ%#0Qr8yZizV4?9jI!ec{>db0F=2kYHA5z7BLQt2+Z!u4Da6#YeK_t9RD!SP%BV<& zPvB-M!zCJHH5WbTuR-H$D{cF3fon*st9cxRLE_o+!iOiSUkh{m!-OV>$D>Kvezb@1 zhjiQSDj3J9`3b3#f89%zYxJuw5R4zckn4G|f=%x1@w)K}XZqLsXJfseOy1H-2a@8p z)!JVPGtG*mT%Xc$E$la)5Y>t4YKdbxDs0J^g1qjE3LDy|mMxMdNUX)dzNa)RA{6!h zwGPKm9$?6^4wX%`MaOxqmYyU$%yqg*qMLYe&+TVpKFC!W&rPj1lRtY2`wTRPzux_1 zJ-CF)LGI3|gq+5r7wl%@g>F=|0=fy}W@sIgk;2+$d}UfKC7F*NuBg60(ctr%2N`CN zc5m`8R*Wn=r17*1bJOzTpwn+ZdLEuuy&g?LV#71vg>UELK8%kr&0W1*Dds9ibmhK1YBUM5_Z5c0=T3J9PX zh*Zou?~dU*z(W;pP_Fuq*ItouXanR$p1vcP@MxmcIBxLM6a1fpvsRY-ZfDziEX;rY zkjl#i#8sNSB(KUaoWThHF`%nj=YP6O#}Xj*+l$gE5QhHL;7P-hV1Wf60xsluDXtDX z{GNhOcGBB9skFmn(W0l{Jb6key?IA297pjbSnV)x1~V)K)9|l@^j*HBMGrMmQ$%Er zes3qb9RzMiE+$B2y(udyI1O?~Rgh~QUG|hF9on0WlypvQ;Yo6=Fs**r(S43-@t$i{ zJeO~82oJxzM#S%}ROW_~spGfBP&^#i3rY9C+h)^^9%~dgG6UyJp{{-x}a27{$95=sM~A5%eW8I zySy&@0hzp~X48z{pr4;R=>7ti#-foqIxi~@&hR27y28#dy>FE1z_s=Xw(4v|FzXOL zehw$3SiQjcY?fd2!LT<&H*#eX=Wd`_pNIQpc}Q7}X_o?G2yods} z{uL%xOKP&(rSF06L)QJ-43GxoKu=C`sjq)9b=tg+-R`dmn;E-n@+8rxI6WC`{hb-Ih50}ZXCBo zcjARw|4*Gl)*7n7)jwT378~{Ld@7>Bd*j1{+=R{tcgIT`>y%&ahGxpEB10zl!HAg! zvWdIQ#*^|17v$eZ{X;G#ct0FbFNX|XgpmrkqB1RR%NE<(^~8Pl+}1WnEl4}u&ja#O z9?y#MVzEIx2}ZdG4QgUWly6--dTgmSO$d~zBu;{iOtSXo%LyCLiYv2%ZT#muRK&zL zl$`HRjTNz)DwMJ|jA==wqGa-C+*jvb^_MMcDL37uZX)f7n->)&NV&fTq_#(M9IdQP3RP*Gl9sLQV)eq6-@z= zuL~GZWR(c5m9*XaO{nL8#;}AJGnc+NE+C=!18hpPaNbOm?GS?OuQu^tEvCCx`H?}4 zKH;~3@>ajH)|Pwh@eC1^vcic0t8W;r3@fF}YCL*`d#`mrx@O{nYPpHsr#~bemNmzr zGd@ZigJ#?xzG15|&q|pWzn$8$c90N9nXl5+Wnb}fMSQL|4Q&AWgD?HiqXu60m6Ft} zWDW#Y+&F`CUiZfB)D=O(Q(kg{VCNy%%;Cz=Y5~OMLALWZDu7`NC{BY4{N}k*s=R`6J>GXlLO2Xd%TsY|$QGWX zk-Gx|cq+<+gV6a7Tv6p-=SC?y0!TrHIACGB^8|tI2nKY(W;lESm z-QM8LEjN6ob?QtGn)%x;cr?h@EKWQL#q12dUJ_DquY211dzG?o5soAn;LWBR94w|s zU8}V=1x!8;Bu@=)bGVInrb~Q1AAA+(0^B`F?7T8^{?tp(t8T^EOL>&>nwpy*r`QQb z`G`&zf!}*KU@*b_I$Nn4ORt)5SAyPcW3Mks`7v%P@efw(HQ+4=y}Rjwe&kfQaK+Nv zFe~70`RJkX*ktU-7D%DZVS&sMwfSe5oBpzMUWDUzNAV+{DBFb1|Ad&!*fAiED2|Q( zHpln!`F%QtI=TxhhQBRips+yo>i^r@?;w;CvPG zJdlwKR<7h|X#j8k0EdG8wEwJ**sg!!n^m2EVZ{ynq{uo8;-9Wd-8_ba|6kzlQY;!2 z(~MK`xA@MR|M{=}XGXYz6dHqt$wuETe z&vg7c|MRD##V{PEU2=hzp08!qGX%e#ZjEI|leW3uLe17B10FEU=k8>lv`i5Y?t7EJ5{`lH)o1q2{ zD`fPi(=I&=BUIVhKtsGlfnP?wDNAioy@FbJ%-989DGG*Q|9ft6Y-;j={GITn^n+dN zqxl}CW{{#Y>dC}!b1N3tfYV;>t$;VFJQ{tU*^@6I`zRID-vMWRp-INh=et+QS{h#; zZj$crZzRulQAt__)3M&W^XwSW9TE7iC=BbJzFvO9Ie}dEe){zRCMMhvT$Yd}+0 z+wGdI8pwmm=g(a{w=`#G4YI!gg7A&$LN|7o)x7p#d3B;m!y$2&n1}eU_GpMrz~Q4m zTfD#b#<_2I&ZJrDnMC4sOAHh|HeQevB1@>8-IOkj4y?+Q@eT z_uP9id&zXMtH9*Fw|u6be?jFNxHD5I6LdFN@A;{xnBK>-@W0_sshbPcP{mcHFD3d# z@{KQ#*EFlwM;hE#?fO%;LLV?845x&Toi^tVIJ8cDW=C^bI`Phk-u-xs{TmQ^HcxmJ z$PZr_G$|h1qxLb=rP&-sB3=G$7lHn*`@zTp@DI2qpr1ctG)M;4WL z`pL-#?+CyiVJx)QgxEzcLKfv8_^Ppog_T6IJvN3&sl_5cD%X38uL|7rf}1w`Dx&JR z?w#aCotNi=cLQwycG5>Mu}DJW9#(ra6+3ViJNEweMH}R_5gZUMGafj0NJun;hyMYz z%@lCPF#Qh5AK>~9-k1*Y;++b}Jlh=BY^|NhEHFrS2$-UN_pBp`%T48SNnGY~(rsxu zlC#2{+pyf*#s+WM?4F%^B)%PENhsw)Iu1b+()h^?g{zchfchLOaMUtS1c6*2dfJ zn=u|D@F@=ot$}E6H?`|`3Lts5o4NPz${e>s9>i-M#<~+SHkaBJLVdttyOlgCy=mN> zD8CJce@N}yorM2r5ZFw^bb|(lE330x!`MTl{@w@4e6itE?XJ*e-`t1q=T9977Eb)s z!AtgN<5aL6&I#z+`)_ng&}y3?UCJiA$zkdnp^*I{ZR%6wx7qEkG4_%po(JPDrp(#q zO8DfvYLHH~ETuTe4^jmgvutJ7Swu(lLX+Wgrv}rAvCsO)%R@|@Ay# zDQ3^F&qS_Q21Zwik(n2!{ulcfcnlK$@z|I>uq)39=Vl?iTF3i3zU?D^wb!!Y6wV{j zr8@90wqY%cEdnTSLu-3fRob7UJK|)Joq%7@z(1aVzfZ?E$IZh34F6LWQL7Gah7Wiw zqK8BMu9Q2c@i>%cYwh}Gt5#t#lm&UQ?lj2q!b?=O4X=>hY-R-i!`o}mt)f?}IG&5m z7ttAa0{=paR1fxMsz%@NN)PxoE>=6|zfOBA%_O|yVNh$I8u&H2)<`=$O~5Ah?Yy`6 z%1ZDOrvkfyPR|hNi{tJ{oH$WYjHr>n1Y>8ngtXaE&#%7l!vhgAg(RJDh=O^PZ{`Nv6L@V zXMCw-)j;xArx3n9Oo3O_3SpyvmOL}7ACzL%RRsZ1s{@>e?%0w_o8_T98&ND{H>NQH+ zSmH?dQeM1gCDApv{;ep)$X7djG6V%c?zbM+^W_H3Uvi(vdUn(d9~j<$JpB6HQ zAEIDvy&0~*uLK0S{5q!vJR3{v+#^R?46FnTSeVh(I9cuTlM1>P>!Q~>ew_;E8s8_c9qJa zfI};783IyT3OS&yBFVE!dV%=clDdvCCRvt{ECIt4gEJ))vi%A;&aBY?FgPZzp73^H zJpp?uv{>9A2WF%t1cL&C=HF8{CUa;KLYZFAqYu0JS`d-d?uhm?tYJuMF_Lqtf1&VC z-Fr;=#jh4u!eP`-q|I}tYHcDG`?YEI{UAp1mCOT~`#&qW9$3i{J3rn~{YY#X-So0{ z%m&n>&h4LiciiuoTR~1=cnHa1B{nQvMUGo<-D@Gtu80d$>5k=k<{D0t?H9Iy82r?) zD&Lb6pN7EiEC_to5xCI=F0Naf{3@}ksX7e!qR86YhK%7#va`j*XlC(Lh=*Jk;oMg; zj+d&Ww|~v^Dw5sT`uoD>zYk3x6ST|b+=p8liS-lQHSBrq9i z52yb7JT&wY8nRCx{e4U|UGOQpMrQN_xz6V&dU4A!fQ!J^%6tP2f&KoMRw5X3#%{(F za@6?HhTh+izLz25QozXsQKWY5Rj$hKW94W1My3h4OKdOprT#HbrO~)&zZGEHtV5(J z$sPiA#&45}n8_zc&LM!6OFOmyFU#RLD&R3v=>GbAnma9tgI^ z@xN0eXrXCOb(Ha_2pB=~!7$OZDL#w4>;U&TEu8dHVYzThgFHGUfT>B|^$_sbp72`8 z$$yf^ep2#n8P_!ZKx^o-HDXl|H=v`GB%_8e_)XQ9Q`RX-FEUs43=Tr6YgaEf|E&oB zZ+7@Pa=~7hYoHE|q+_dr==ItlVI?lNH)w9R;l@nN@WgQa+g47duNOse19~N7%TXpX zVKEz1`%g%AIG^p|?2&g=0qm^S@!!5bP1Bgf^O^u2Qea@TQ9<|Q1Ds#`UklRVy>M5U zaMS~U6nflz(DeH7VNLJh^%pLU*1I|*sITeicg;6B(pe0SOD&=oG~asy**a>0(%MM# z#os)yovG@>By~wQ2?5;xbYkW|F|V5sV=oM9pO?4H=gY8|h*TYVE;M1AzXa?t{VBbb z@PV{?JaS0>o3FfXQbm11+OUwB^W?M}6Ofl_7~Wl`I@itfW%;c}kB!Q!ye!ADZ}Z5WZv;IcgU~QKhqbcj&F+~GL8&A}L_Jt+T)(iopKNLh4`PL)3o1`nDc?KQ zTd^1pkRy!pucjBjJQ^~U-)MeVP#t~z;@!tVPAAjlcD!eQE*iyT-h6#dz6XIBhxVmv z?Iv)p+*1F;8(kl~R+QLt4Oc%fYIHv~rf#Por>YGEZIhZkHuKwg=)|a zuaLbINol~$UOgh5eYAND`Klzl{=SZXuw(Kw>rr-My^mQSw6mJXZ z*x|jNd{RAFVOSgH)x}Q6Gq)Uch-jM^Lwzccpw9sw5?%y{MGO5|Er{G_cU}nv_xh&6 z6#NHcOvaK^LqRx=@_p4##B}|1iIYC*Y*6Ewc>98M7sB&a;c%|nN2dQPuZwKk7GeVY zA^^DqfnsME*6-yS^Mv3ySx3qsR^_PC%;-U3y8rO|JdSq|0q?-J-4x%%ZenOVi5B&* zo`POx=1Zq7cgnv~RzU2%4>J%%ym1&0i$-h_2m-!tK^mXlq)rmZ0`KZi5YJ?FG?_J7Q%dY*UOs>6$wTPu;6k72OU(7cL$9n@}7^ zMXt%U*L|7ruQy&}VQcW+_;OMPgjv~%V*@qq(X?BjSyeK9)aiYr_q~;J+z`aH{%xe- z@cCggWxf-)=Q|On1y*=B*l)}4X#hyQG5|BEc;@ae0iitFL}*v*i%$=4mJ#Q?jgZoZ zYwmfO#~%fr95U4Gqd+z>vTg2ZgXCRMqFb+z*z?t0yTsJjMXe+&Gw_SdWjZ-Qwe2*1 zVvhcb>Y0S@LIF_hmmp;%>c(|%?$x8y#x+Wqi0`mBI=@ z9iq5~M0ahLB3{PxQj{dlZ4v0!c?ZbSETOqpOLPLzKhIhqIFufnL>z02KK#z@_c5A(k;xqk> zAJpA^u>cHr-=qq;f*?%2-nvo#${S4OA+;|1@$M(t@pHl2QRggxY+ZhQFt|{c3A>gO z;5F_J@6)kSg+Q;vg5iNPW5;QRcYY22LSmUzQG=_kM|6Z;yhFpGrfAS>^mZ6iGUGb@ z89)Nuf4@miz1c{0By$1u?6vu{pOPF)%$M#~uirp+r>KCaqwC$@#_MhO99;Ddm}`}d zhK8N~N>T3Jm|ccixmBrPFApE*8*`fJL6$YY@YWy-He0Wy7637_3u;XuA`EQSiG zmZ(?ZaV2guc{+N+&HR!3z1ayw4B}66+W+9zIGQb>b4X@V*h@y2zaOZ7Y87iaQMf2; zKY1P$whkc`zA!6d6}XmN>sOY3M{%%I*%t{g^@VwzGT(tlV_4$n_ReBnYb*~!$0r%eLV>M98D&Kck%HFh$6 zazBK1&wT(bz)WJ@;-|+nqvQPswbX-=vD;7+ye_cM2QMp_)V$ZRl9amU2@K zQNjXPWX@RXy0*&UTXxi6f4u%eQmx|4^a)nnjU_-a@-C=wFrexN{lFEc{e9IzdCPNy zd=jbl*@uyD%8hMAK7jHSk+!ZUVt;q=>i0#n07j#={QX3h;+T50(|2Rl=i!UjtY0Z`+fWR+2+hw;xHzqAHKK*Lp*45z1X3;M~5f4BOW>c=S><{OT@pu2;Z5W#CPZgNKP!`Ex@5j&mRNu;f(D7;I9c8rFI=O?5UDTf#+(}l z^+=0S9m!U^&zN><;R}Z6!G1pxgs$2S?s~L*oVSF73gjJA31mk@48$ub-yd0+8gDJmnXpQYZ z4qdDV!ivP}+-3Z|c`ZELc3SvVUa&{$-PNR<%{z|j)w_OP= zCO%~UhMckpj0#|1WAU}_`S0sNnmW1zb}7PTsU`4U+6?{O5HfJSlL6>UziE`AI;|4l zUHEl6;1HJ$4qj()4-P_SRmnC>?9H?a^+D>3xQ$WJj+EQTf+(17H1glS`hV-u{}ib! z{;QDRrA9bRq<-){0u5%B_mYuRj#l{1YWHmv9nsG-_c(h=)#Sn4sDy{|o*+(IV0MC3 z!e$^I0fk6AnlwiEtaTX@oh8e=sV*aknDDJkdkFAgoDphGD&m=!ot{|U!t|@g=E&*ha;~Nh9%VX3 z{xpP#9y0%Lu_!z??%ZR4ei4gYqI)7vZ>4GWbM<|wocO1~@StvZsQtTgTBLFKx$eW+ z*XFRKsT-|rr3zn{^SU)`N!NBUUeV-#1VD5bZ>gREtsPBfw3bjlC+dTjoi8#RSg2)< zUisFyIZIS=pdyR$w diff --git a/lit_nlp/examples/coref/__init__.py b/lit_nlp/examples/coref/__init__.py deleted file mode 100644 index c6334245..00000000 --- a/lit_nlp/examples/coref/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright 2020 Google LLC -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. diff --git a/lit_nlp/examples/coref/coref_demo.py b/lit_nlp/examples/coref/coref_demo.py deleted file mode 100644 index d960909c..00000000 --- a/lit_nlp/examples/coref/coref_demo.py +++ /dev/null @@ -1,226 +0,0 @@ -r"""Coreference demo, trainer and LIT server. - -To run LIT locally with a pre-trained model: - blaze run -c opt --config=cuda examples/coref:coref_demo -- --port=5432 - -This demo shows a simple gold-mention coreference model, highlighting how LIT -can support intersectional analysis for fairness evaluation. It also -demonstrates a multi-headed model, with both a structured prediction head -and a two-class classifier to predict the binary answer on Winogender examples. - -Our model is a probing-style classifier over a frozen BERT encoder, similar to -Tenney et al. 2019 (https://arxiv.org/abs/1905.06316). This model takes gold -mention pairs as input and predicts binary labels - 1 if coreferent, else 0. -This is not the best coference model one could build, but it's a good one if -we're interested in probing the kinds of biases encoded in a language model -such as BERT. Plus, because we can pre-compute the BERT activations, we can -train our model very quickly. - -For evaluation, we use the Winogender dataset of Rudinger et al. 2018 -(https://arxiv.org/abs/1804.09301), which consists of 720 template-generated -sentences, each with a pronoun and two candidate mentions: an occupation term, -and an neutral participant such as 'customer'. Each instance is annotated with -pf_bls, the fraction of that occupation identifying as female, per the U.S. -Bureau of Labor Statistics. - -For more details on the analysis, see the case study in Section 3 of -the LIT paper (https://arxiv.org/abs/2008.05122). - -To train the model, you'll need the OntoNotes 5.0 dataset in the edge probing -JSON format. See -https://github.com/nyu-mll/jiant-v1-legacy/tree/master/probing/data#ontonotes -for instructions. Then run: - blaze run -c opt --config=cuda examples/coref:coref_demo -- \ - --encoder_name=bert-base-uncased --do_train \ - --ontonotes_edgeprobe_path=/path/to/ontonotes/coref/ \ - --model_path=/path/to/save/model \ - --do_serve --port=5432 - -With bert-base-uncased on a single Titan Xp GPU, it takes about 10-12 minutes -to train this model, including the time to extract representations, and should -get around 85% F1 on the OntoNotes development set. Exact numbers on Winogender -will vary, but the qualitative behavior on slices by gender and answer should -match Figure 3 of the paper. -""" - -from collections.abc import Sequence -import os -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import dtypes as lit_dtypes -from lit_nlp.api import layout -from lit_nlp.api import types as lit_types -from lit_nlp.examples.coref import edge_predictor -from lit_nlp.examples.coref import encoders -from lit_nlp.examples.coref import model -from lit_nlp.examples.coref.datasets import ontonotes -from lit_nlp.examples.coref.datasets import winogender -from lit_nlp.lib import file_cache -from lit_nlp.lib import utils - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_DO_TRAIN = flags.DEFINE_bool( - "do_train", - False, - "If true, train a new model and save to FLAGS.model_path." -) -_DO_SERVE = flags.DEFINE_bool( - "do_serve", - True, - "If true, start a LIT server with the model at FLAGS.model_path." -) - -_MODEL_PATH = flags.DEFINE_string( - "model_path", - "https://storage.googleapis.com/what-if-tool-resources/lit-models/coref_base.tar.gz", - "Path to save or load trained model." -) - -## -# Training-only flags; these are ignored if only serving a pre-trained model. -_ENCODER_NAME = flags.DEFINE_string( - "encoder_name", - "bert-base-uncased", - "Name of BERT variant to use for fine-tuning. See " - "https://huggingface.co/models." -) - -_ONTONOTES_EDGEPROBE_PATH = flags.DEFINE_string( - "ontonotes_edgeprobe_path", None, - "Path to OntoNotes coreference data in edge probing JSON format. " - "This is needed for training, and optional for running LIT.") - -# Custom frontend layout; see client/lib/types.ts -modules = layout.LitModuleName -WINOGENDER_LAYOUT = layout.LitCanonicalLayout( - upper={ - "Main": [modules.DataTableModule, modules.DatapointEditorModule], - }, - lower={ - "Predictions": [ - modules.SpanGraphGoldModule, - modules.SpanGraphModule, - modules.ClassificationModule, - ], - "Performance": [ - modules.MetricsModule, - modules.ScalarModule, - modules.ConfusionMatrixModule, - ], - }, - description="Custom layout for the Winogender coreference demo.", -) -CUSTOM_LAYOUTS = layout.DEFAULT_LAYOUTS | {"winogender": WINOGENDER_LAYOUT} - -FLAGS.set_default("default_layout", "winogender") - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Return WSGI app for container-hosted demos.""" - # Set defaults for container-hosted demo. - FLAGS.set_default("server_type", "external") - FLAGS.set_default("do_train", False) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("coref_demo:get_wsgi_app() called with unused args: %s", - unused) - return main([]) - - -def symmetrize_edges(dataset: lit_dataset.Dataset) -> lit_dataset.Dataset: - """Symmetrize edges by adding copies with span1 and span2 interchanged.""" - - def _swap(edge): - return lit_dtypes.EdgeLabel(edge.span2, edge.span1, edge.label) - - edge_fields = utils.find_spec_keys(dataset.spec(), lit_types.EdgeLabels) - examples = [] - for ex in dataset.examples: - new_ex = dict(ex) - for field in edge_fields: - new_ex[field] = ex[field] + [_swap(edge) for edge in ex[field]] - examples.append(new_ex) - return lit_dataset.Dataset(dataset.spec(), examples) - - -def train(save_path: str): - """Train a coreference model using encoder features over OntoNotes.""" - # Load OntoNotes data for training. - ontonotes_train = ontonotes.OntonotesCorefDataset( - os.path.join(FLAGS.ontonotes_edgeprobe_path, "train.json")) - ontonotes_dev = ontonotes.OntonotesCorefDataset( - os.path.join(FLAGS.ontonotes_edgeprobe_path, "development.json")) - - # Assemble our model. - encoder = encoders.BertEncoderWithOffsets(FLAGS.encoder_name) - input_dim = encoder.model.config.hidden_size - classifier = edge_predictor.SingleEdgePredictor( - input_dim=input_dim, hidden_dim=min(input_dim, 256)) - full_model = model.FrozenEncoderCoref(encoder, classifier) - - # Train our model. - train_dataset = symmetrize_edges(ontonotes_train) - full_model.train( - train_dataset.examples, - ontonotes_dev.examples, - batch_size=128, - num_epochs=15) - # Save classifier and encoder - full_model.save(save_path) - - -def run_server(load_path: str): - """Run a LIT server with the trained coreference model.""" - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - if load_path.endswith(".tar.gz"): - load_path = file_cache.cached_path( - load_path, extract_compressed_file=True) - # Load model from disk. - full_model = model.FrozenEncoderCoref.from_saved( - load_path, - encoder_cls=encoders.BertEncoderWithOffsets, - classifier_cls=edge_predictor.SingleEdgePredictor) - - # Set up the LIT server. - models = {"model": full_model} - datasets = {"winogender": winogender.WinogenderDataset()} - if _ONTONOTES_EDGEPROBE_PATH.value: - datasets["ontonotes_dev"] = ontonotes.OntonotesCorefDataset( - os.path.join(FLAGS.ontonotes_edgeprobe_path, "development.json")) - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server( - models, datasets, layouts=CUSTOM_LAYOUTS, **server_flags.get_flags()) - return lit_demo.serve() - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - assert _MODEL_PATH.value, "Must specify --model_path to run." - - if _DO_TRAIN.value: - train(_MODEL_PATH.value) - - if _DO_SERVE.value: - return run_server(_MODEL_PATH.value) - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/coref/datasets/__init__.py b/lit_nlp/examples/coref/datasets/__init__.py deleted file mode 100644 index c6334245..00000000 --- a/lit_nlp/examples/coref/datasets/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright 2020 Google LLC -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. diff --git a/lit_nlp/examples/coref/datasets/ontonotes.py b/lit_nlp/examples/coref/datasets/ontonotes.py deleted file mode 100644 index 7ec48cd8..00000000 --- a/lit_nlp/examples/coref/datasets/ontonotes.py +++ /dev/null @@ -1,41 +0,0 @@ -"""Loader for OntoNotes coreference data.""" -import json - -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import dtypes as lit_dtypes -from lit_nlp.api import types as lit_types - -EdgeLabel = lit_dtypes.EdgeLabel - - -class OntonotesCorefDataset(lit_dataset.Dataset): - """OntoNotes coreference data, from edge probing format. - - To get the edge probing data, see instructions at - https://github.com/nyu-mll/jiant-v1-legacy/tree/master/probing/data#ontonotes - """ - - def convert_ep_record(self, record): - """Convert edge probing record to LIT inputs.""" - edges = [ - EdgeLabel(span1=t['span1'], span2=t['span2'], label=int(t['label'])) - for t in record['targets'] - ] - return { - 'text': record['text'], - 'tokens': record['text'].split(), - 'coref': edges, - } - - def __init__(self, edgeprobe_json_path: str): - with open(edgeprobe_json_path) as fd: - ep_records = [json.loads(line) for line in fd] - - self._examples = [self.convert_ep_record(r) for r in ep_records] - - def spec(self): - return { - 'text': lit_types.TextSegment(), - 'tokens': lit_types.Tokens(parent='text'), - 'coref': lit_types.EdgeLabels(align='tokens'), - } diff --git a/lit_nlp/examples/coref/datasets/winogender.py b/lit_nlp/examples/coref/datasets/winogender.py deleted file mode 100644 index 9080144b..00000000 --- a/lit_nlp/examples/coref/datasets/winogender.py +++ /dev/null @@ -1,200 +0,0 @@ -"""Coreference version of the Winogender dataset. - -Each instance has two edges, one between the pronoun and the occupation and one -between the pronoun and the participant. The pronoun is always span1. - -There are 120 templates in the Winogender set, 60 coreferent with the -occupation, and 60 coreferent with the participant. Each is instantiated -six times: with and without "someone" substituting for the participant, -and with {male, female, neutral} pronouns, for a total of 720 examples. - -Winogender repo: https://github.com/rudinger/winogender-schemas -Paper: Gender Bias in Coreference Resolution (Rudinger et al. 2018), -https://arxiv.org/pdf/1804.09301.pdf -""" -import enum -import os -from typing import Optional - -from absl import logging -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import dtypes as lit_dtypes -from lit_nlp.api import types as lit_types -from lit_nlp.lib import file_cache -import pandas as pd - -EdgeLabel = lit_dtypes.EdgeLabel - -DATA_ROOT = "https://raw.githubusercontent.com/rudinger/winogender-schemas/master/data/" # pylint: disable=line-too-long - - -def cache_data(url): - """Download data or return local cache path.""" - logging.info("Winogender: retrieving data file %s", url) - return file_cache.cached_path(url) - - -## From gap-coreference/constants.py -class Gender(enum.Enum): - UNKNOWN = 0 - MASCULINE = 1 - FEMININE = 2 - - -NOM = "$NOM_PRONOUN" -POSS = "$POSS_PRONOUN" -ACC = "$ACC_PRONOUN" - -PRONOUN_MAP = { - Gender.FEMININE: { - NOM: "she", - POSS: "her", - ACC: "her" - }, - Gender.MASCULINE: { - NOM: "he", - POSS: "his", - ACC: "him" - }, - Gender.UNKNOWN: { - NOM: "they", - POSS: "their", - ACC: "them" - }, -} - -ANSWER_VOCAB = ["occupation", "participant"] - -PRONOUNS_BY_GENDER = {k: "/".join(PRONOUN_MAP[k].values()) for k in PRONOUN_MAP} - - -# Based on winogender-schemas/scripts/instantiate.py, but adapted to LIT format. -def generate_instance(occupation, - participant, - answer, - sentence, - gender=Gender.UNKNOWN, - someone=False): - """Generate a Winogender example from a template row.""" - toks = sentence.split(" ") - part_index = toks.index("$PARTICIPANT") - if not someone: - # we are using the instantiated participant, - # e.g. "client", "patient", "customer",... - toks[part_index] = participant - else: # we are using the bleached NP "someone" for the other participant - # first, remove the token that precedes $PARTICIPANT, i.e. "the" - toks = toks[:part_index - 1] + toks[part_index:] - # recompute participant index (it should be part_index - 1) - part_index = toks.index("$PARTICIPANT") - toks[part_index] = "Someone" if part_index == 0 else "someone" - - # Make sure we do this /after/ substituting "someone", - # since that may change indices. - occ_index = toks.index("$OCCUPATION") - # This should always pass on the regular Winogender dataset. - assert " " not in occupation, "Occupation must be single-token." - toks[occ_index] = occupation - - pronoun_idx = None - gendered_toks = [] - for i, t in enumerate(toks): - sub = PRONOUN_MAP[gender].get(t, t) - if sub != t: - pronoun_idx = i - gendered_toks.append(sub) - - # NOM, POSS, ACC - pronoun_type = toks[pronoun_idx][1:].replace("_PRONOUN", "") - - # Process text for fluency - text = " ".join(gendered_toks) - text = text.replace("they was", "they were") - text = text.replace("They was", "They were") - - record = {"text": text, "tokens": text.split()} - t0 = EdgeLabel( - span1=(occ_index, occ_index + 1), - span2=(pronoun_idx, pronoun_idx + 1), - label=int(1 if answer == 0 else 0)) - t1 = EdgeLabel( - span1=(part_index, part_index + 1), - span2=(pronoun_idx, pronoun_idx + 1), - label=int(1 if answer == 1 else 0)) - record["coref"] = [t0, t1] - record.update({ - "occupation": occupation, - "participant": participant, - "answer": ANSWER_VOCAB[answer], - "someone": str(someone), - "pronouns": PRONOUNS_BY_GENDER[gender], - "pronoun_type": pronoun_type, - "gender": gender.name, - }) - return record - - -class WinogenderDataset(lit_dataset.Dataset): - """Coreference on Winogender schemas (Rudinger et al. 2018).""" - - # These should match the args to generate_instance() - TSV_COLUMN_NAMES = ["occupation", "participant", "answer", "sentence"] - - def __init__(self, - templates_path: Optional[str] = None, - occupation_stats_path: Optional[str] = None): - templates_path_to_cache = templates_path or os.path.join( - DATA_ROOT, "templates.tsv" - ) - cached_templates_path = cache_data(templates_path_to_cache) - - occupation_stats_path_to_cache = occupation_stats_path or os.path.join( - DATA_ROOT, "occupations-stats.tsv" - ) - cached_occupation_stats_path = cache_data(occupation_stats_path_to_cache) - - # Load templates and make a DataFrame. - with open(cached_templates_path) as fd: - self.templates_df = pd.read_csv( - fd, sep="\t", header=0, names=self.TSV_COLUMN_NAMES) - - # Load occpuation stats. - with open(cached_occupation_stats_path) as fd: - self.occupation_df = pd.read_csv(fd, sep="\t").set_index("occupation") - - # Make examples for each {someone} x {gender} x {template} - self._examples = [] - for _, row in self.templates_df.iterrows(): - for someone in {False, True}: - for gender in Gender: - r = generate_instance(someone=someone, gender=gender, **row) - r["pf_bls"] = ( - self.occupation_df.bls_pct_female[r["occupation"]] / 100.0) - self._examples.append(r) - - def spec(self): - return { - "text": - lit_types.TextSegment(), - "tokens": - lit_types.Tokens(parent="text"), - "coref": - lit_types.EdgeLabels(align="tokens"), - # Metadata fields for filtering and analysis. - "occupation": - lit_types.CategoryLabel(), - "participant": - lit_types.CategoryLabel(), - "answer": - lit_types.CategoryLabel(vocab=ANSWER_VOCAB), - "someone": - lit_types.CategoryLabel(vocab=["True", "False"]), - "pronouns": - lit_types.CategoryLabel(vocab=list(PRONOUNS_BY_GENDER.values())), - "pronoun_type": - lit_types.CategoryLabel(vocab=["NOM", "POSS", "ACC"]), - "gender": - lit_types.CategoryLabel(vocab=[g.name for g in Gender]), - "pf_bls": - lit_types.Scalar(), - } diff --git a/lit_nlp/examples/coref/edge_predictor.py b/lit_nlp/examples/coref/edge_predictor.py deleted file mode 100644 index 0bc4e823..00000000 --- a/lit_nlp/examples/coref/edge_predictor.py +++ /dev/null @@ -1,273 +0,0 @@ -"""LIT model implementation for single-edge classifier.""" -import os -from collections.abc import Iterable -from typing import Optional - -from absl import logging -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import dtypes as lit_dtypes -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -from lit_nlp.lib import utils -import numpy as np -import tensorflow as tf - -EdgeLabel = lit_dtypes.EdgeLabel -JsonDict = lit_types.JsonDict -Spec = lit_types.Spec - - -def _extract_span( - span: tuple[int, int], embs: np.ndarray, offsets: np.ndarray -) -> np.ndarray: - start = offsets[span[0]] - end = offsets[span[1]] - # [span_length, emb_dim] - range_embs = embs[start:end] - # [emb_dim] - pooled_embs = np.mean(range_embs, axis=0) - return pooled_embs - - -def _make_probe_inputs( - edges: list[EdgeLabel], embs: np.ndarray, offsets: np.ndarray, src_idx: int -): - for j, edge in enumerate(edges): - span1_embs = _extract_span(edge.span1, embs, offsets) - span2_embs = _extract_span(edge.span2, embs, offsets) - yield { - 'span1_embs': span1_embs, - 'span2_embs': span2_embs, - 'label': edge.label, - 'src_idx': src_idx, - 'edge_idx': j - } - - -def _estimate_memory_needs( - inputs: list[JsonDict], edge_field: str, output_example: JsonDict -): - """Estimate how much memory is needed to store all activations. - - We store all activations in memory to simplify the implementation, but this - can grow to be quite large (many GB up to 100s of GB) for large encoders - and large numbers of targets (such as OntoNotes tasks). - - This will log the estimated memory required, based on the dimension of - activations and the number of total edges. - - Args: - inputs: all inputs - edge_field: name of edges field in input (such as 'coref') - output_example: a single example from an EdgeFeaturesDataset, used to get - embedding size - """ - # Count total edges - total_edges = sum([len(ex[edge_field]) for ex in inputs]) - # Get embedding size from first output example - span1_dim = output_example['span1_embs'].size - span2_dim = output_example['span2_embs'].size - # pylint: disable=logging-format-interpolation - logging.warning( - 'Found %d total edges with embedding dimensions %d + %d = %d.', - total_edges, - span1_dim, - span2_dim, - (span1_dim + span2_dim), - ) - bytes_per_edge = ( - output_example['span1_embs'].nbytes + output_example['span2_embs'].nbytes) - total_mbytes = total_edges * bytes_per_edge / 1e6 - if total_mbytes < 1e3: - logging.warning('Estimated memory requirement: %.3G MB', total_mbytes) - else: - logging.warning( - 'Estimated memory requirement: %.3G GB', (total_mbytes / 1e3) - ) - # pylint: enable=logging-format-interpolation - # TODO(lit-dev): add factor to account for pointers/overhead and text fields. - # TODO(lit-dev): check system memory and confirm before proceeding - - -class EdgeFeaturesDataset(lit_dataset.Dataset): - """Input examples to a SingleEdgePredictor.""" - - def __init__(self, examples): - self._examples = examples - - @classmethod - def build( - cls, - inputs: list[JsonDict], - encoder: lit_model.BatchedModel, - edge_field: str, - embs_field: str, - offset_field: str, - progress=lambda x: x, - verbose=False, - ): - """Run encoder and extract span representations for coreference. - - 'encoder' should be a model returning one TokenEmbeddings field, - from which span features will be extracted, as well as a TokenOffsets field - which maps input tokens to output tokens. - - The returned dataset will contain one example for each label in the inputs' - EdgeLabels field. - - Args: - inputs: input Dataset - encoder: encoder model, compatible with inputs - edge_field: name of edge field in data - embs_field: name of embeddings field in model output - offset_field: name of offset field in model output - progress: optional pass-through progress indicator - verbose: if true, print estimated memory usage - - Returns: - EdgeFeaturesDataset with extracted span representations - """ - examples = [] - encoder_outputs = progress(encoder.predict(inputs)) - for i, output in enumerate(encoder_outputs): - exs = _make_probe_inputs( - inputs[i][edge_field], - output[embs_field], - output[offset_field], - src_idx=i) - examples.extend(exs) - if verbose and i == 10: - _estimate_memory_needs(inputs, edge_field, examples[0]) - - return cls(examples) - - def spec(self): - return { - 'span1_embs': lit_types.Embeddings(), - 'span2_embs': lit_types.Embeddings(), - 'label': lit_types.Scalar(), - 'src_idx': lit_types.Scalar(), - 'edge_idx': lit_types.Scalar(), - } - - -class SingleEdgePredictor(lit_model.BatchedModel): - """Coref model for a single edge. Compatible with EdgeFeaturesDataset.""" - - def build_model(self, input_dim: int, hidden_dim: int = 256): - """Construct a Keras model using the Functional API.""" - span1_input = tf.keras.Input(shape=[input_dim]) - span2_input = tf.keras.Input(shape=[input_dim]) - concat_input = tf.keras.layers.Concatenate(axis=-1)( - [span1_input, span2_input]) - h_repr = tf.keras.layers.Dense(hidden_dim, activation='relu')(concat_input) - probas = tf.keras.layers.Dense(1, activation='sigmoid')(h_repr) - return tf.keras.Model( - inputs={ - 'span1_embs': span1_input, - 'span2_embs': span2_input - }, - outputs=[probas], - name='coref_model') - - def __init__(self, model_path: Optional[str] = None, **model_kw): - if model_path: - # Load from SavedModel - self.model = tf.keras.models.load_model(model_path) - else: - # Construct from params - self.model = self.build_model(**model_kw) - - def _make_feature_columns(self, inputs: Iterable[JsonDict]): - """Extract features from input records and return as dict of columns.""" - return { - 'span1_embs': - tf.constant([ex['span1_embs'] for ex in inputs], dtype=tf.float32), - 'span2_embs': - tf.constant([ex['span2_embs'] for ex in inputs], dtype=tf.float32), - } - - def _make_dataset(self, inputs: Iterable[JsonDict]) -> tf.data.Dataset: - """Make a tf.data.Dataset from inputs in LIT format.""" - # Convert to feature columns for tf.data APIs - features = self._make_feature_columns(inputs) - labels = tf.constant([ex['label'] for ex in inputs], dtype=tf.float32) - return tf.data.Dataset.from_tensor_slices((features, labels)) - - def train( - self, - train_inputs: list[JsonDict], - validation_inputs: list[JsonDict], - learning_rate=2e-5, - batch_size=32, - num_epochs=50, - keras_callbacks=None, - ): - """Train an edge classifier.""" - train_dataset = self._make_dataset(train_inputs).shuffle( - len(train_inputs)).batch(batch_size).repeat(-1) - # Use larger batch for validation since inference is about 1/2 memory usage - # of backprop. - eval_batch_size = 2 * batch_size - validation_dataset = self._make_dataset(validation_inputs).batch( - eval_batch_size) - - # Prepare model for training. - opt = tf.keras.optimizers.Adam(learning_rate=learning_rate, epsilon=1e-08) - # TODO(lit-dev): get Keras to train on logits but eval on probas. - loss = tf.keras.losses.BinaryCrossentropy() - metrics = [ - tf.keras.metrics.BinaryAccuracy(name='accuracy'), - tf.keras.metrics.Precision(name='precision'), - tf.keras.metrics.Recall(name='recall'), - ] - self.model.compile(optimizer=opt, loss=loss, metrics=[metrics]) - - steps_per_epoch = len(train_inputs) // batch_size - validation_steps = len(validation_inputs) // eval_batch_size - history = self.model.fit( - train_dataset, - epochs=num_epochs, - steps_per_epoch=steps_per_epoch, - validation_data=validation_dataset, - validation_steps=validation_steps, - callbacks=keras_callbacks, - verbose=2) - return history - - def save(self, path: str): - """Save model weights. - - To re-load, pass the path to the constructor instead of the name of a - base model. - - Args: - path: directory to save to. Will write several files here. - """ - if not os.path.isdir(path): - os.mkdir(path) - self.model.save(path) - - ## - # LIT API methods - def max_minibatch_size(self): - return 128 - - def predict_minibatch(self, inputs): - features = self._make_feature_columns(inputs) - probas = self.model(features) # [batch_size, 1] - preds = {'proba': tf.squeeze(probas, axis=-1).numpy()} - return list(utils.unbatch_preds(preds)) - - def input_spec(self): - return { - 'span1_embs': lit_types.Embeddings(), - 'span2_embs': lit_types.Embeddings(), - 'label': lit_types.Scalar(required=False), # in range [0,1] - } - - def output_spec(self): - return { - 'proba': - lit_types.RegressionScore(parent='label') # in range [0,1] - } diff --git a/lit_nlp/examples/coref/encoders.py b/lit_nlp/examples/coref/encoders.py deleted file mode 100644 index f674311b..00000000 --- a/lit_nlp/examples/coref/encoders.py +++ /dev/null @@ -1,96 +0,0 @@ -"""Encoder implementation for frozen-encoder coref.""" -import os - -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -from lit_nlp.examples.coref import retokenize -from lit_nlp.examples.models import model_utils -from lit_nlp.lib import utils -import numpy as np -import tensorflow as tf -import transformers - - -class BertEncoderWithOffsets(lit_model.BatchedModel): - """BERT encoder for pre-tokenized text.""" - - @property - def max_seq_length(self): - return self.model.config.max_position_embeddings - - def __init__(self, model_name_or_path: str): - self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path) - self.model = model_utils.load_pretrained( - transformers.TFBertForMaskedLM, - model_name_or_path, - output_hidden_states=True, - output_attentions=False) - - def _postprocess(self, output: dict[str, np.ndarray]): - """Postprocess, modifying output dict in-place.""" - # Slice to remove padding, omitting initial [CLS] and final [SEP] - slicer = slice(1, output.pop('ntok') - 1) - output['wpm_tokens'] = self.tokenizer.convert_ids_to_tokens( - output.pop('input_ids')[slicer]) - # [num_tokens, emb_dim] - output['top_layer_embs'] = output['top_layer_embs'][slicer] - return output - - def save(self, path: str): - if not os.path.isdir(path): - os.mkdir(path) - self.tokenizer.save_pretrained(path) # configs and vocab files - self.model.save_pretrained(path) # as HDF5 weights file + config - - ## - # LIT API implementations. - def max_minibatch_size(self): - # Rough heuristic for how much we can handle on one GPU with 12G of memory. - return 64 if self.model.config.num_hidden_layers <= 12 else 32 - - def predict_minibatch(self, inputs): - """Predict on a single minibatch of examples.""" - tokens_and_offsets = [ - retokenize.subtokenize(ex['tokens'], self.tokenizer.tokenize) - for ex in inputs - ] - tokenized_texts, offsets = zip(*tokens_and_offsets) - # Process to ids, add special tokens, and compute segment ids and masks. - encoded_input = self.tokenizer.batch_encode_plus( - list(tokenized_texts), - is_split_into_words=True, - return_tensors='tf', - add_special_tokens=True, - max_length=self.max_seq_length, - padding='longest', - truncation='longest_first') - - out: transformers.modeling_tf_outputs.TFMaskedLMOutput = \ - self.model(encoded_input) - batched_outputs = { - 'input_ids': encoded_input['input_ids'].numpy(), - 'ntok': tf.reduce_sum(encoded_input['attention_mask'], axis=1).numpy(), - 'top_layer_embs': - out.hidden_states[-1].numpy(), # last layer, all tokens - } - # List of dicts, one per example. - unbatched_outputs = list(utils.unbatch_preds(batched_outputs)) - # Postprocess to remove padding and add offsets. - ret = [self._postprocess(ubo) for ubo in unbatched_outputs] - for preds, offset_indices in zip(ret, offsets): - preds['offsets'] = offset_indices - return ret - - def input_spec(self): - return {'tokens': lit_types.Tokens()} - - def output_spec(self): - return { - 'top_layer_embs': - lit_types.TokenEmbeddings(), - 'wpm_tokens': - lit_types.Tokens(), - 'offsets': - lit_types.SubwordOffsets(align_in='tokens', align_out='wpm_tokens') - } diff --git a/lit_nlp/examples/coref/model.py b/lit_nlp/examples/coref/model.py deleted file mode 100644 index 6ea1dde1..00000000 --- a/lit_nlp/examples/coref/model.py +++ /dev/null @@ -1,138 +0,0 @@ -"""LIT model implementation for frozen-encoder coreference.""" -import os - -from absl import logging -from lit_nlp.api import dtypes as lit_dtypes -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -from lit_nlp.examples.coref import edge_predictor -from lit_nlp.examples.coref import encoders -from lit_nlp.examples.coref.datasets import winogender -from lit_nlp.lib import utils -import numpy as np -import tqdm - -EdgeLabel = lit_dtypes.EdgeLabel -JsonDict = lit_types.JsonDict - - -class FrozenEncoderCoref(lit_model.BatchedModel): - """Frozen-encoder coreference model.""" - - @classmethod - def from_saved(cls, path: str, encoder_cls, classifier_cls): - """Reload from the output of .save().""" - encoder_path = os.path.join(path, 'encoder') - encoder = encoder_cls(encoder_path) - classifier_path = os.path.join(path, 'classifier') - classifier = classifier_cls(classifier_path) - return cls(encoder, classifier) - - def __init__(self, encoder: encoders.BertEncoderWithOffsets, - classifier: edge_predictor.SingleEdgePredictor): - self.encoder = encoder - self.classifier = classifier - - embs_field = utils.find_spec_keys(self.encoder.output_spec(), - lit_types.TokenEmbeddings)[0] - offset_field = utils.find_spec_keys(self.encoder.output_spec(), - lit_types.SubwordOffsets)[0] - self.extractor_kw = dict( - edge_field='coref', embs_field=embs_field, offset_field=offset_field) - - def _make_edges(self, inputs: list[JsonDict], show_progress=False): - if show_progress: - progress = lambda x: tqdm.tqdm(x, total=len(inputs)) - else: - progress = lambda x: x - return edge_predictor.EdgeFeaturesDataset.build( - inputs, - self.encoder, - progress=progress, - verbose=show_progress, - **self.extractor_kw) - - def train( - self, - train_inputs: list[JsonDict], - validation_inputs: list[JsonDict], - **train_kw - ): - # Extract encoder features. - logging.info('Train: extracting span representations...') - train_edges = self._make_edges(train_inputs, show_progress=True) - logging.info('Train: %d edge targets from %d inputs.', len(train_edges), - len(train_inputs)) - logging.info('Validation: extracting span representations...') - validation_edges = self._make_edges(validation_inputs, show_progress=True) - logging.info('Validation: %d edge targets from %d inputs.', - len(validation_edges), len(validation_inputs)) - - # Train classifier layer. - history = self.classifier.train(train_edges.examples, - validation_edges.examples, **train_kw) - return history - - def save(self, path: str): - if not os.path.isdir(path): - os.mkdir(path) - self.classifier.save(os.path.join(path, 'classifier')) - self.encoder.save(os.path.join(path, 'encoder')) - - ## - # LIT API implementations - def max_minibatch_size(self): - return self.encoder.max_minibatch_size() - - def predict_minibatch(self, inputs: list[JsonDict]): - edges = self._make_edges(inputs, show_progress=False) - edge_preds = list(self.classifier.predict(edges.examples)) - # Re-pack outputs to align with inputs. - preds = [{'coref': [], 'tokens': ex['tokens']} for ex in inputs] - for edge, ep in zip(edges.examples, edge_preds): - orig_input = inputs[edge['src_idx']] - orig_edge = orig_input['coref'][edge['edge_idx']] - new_edge = EdgeLabel( - span1=orig_edge.span1, span2=orig_edge.span2, label=ep['proba']) - preds[edge['src_idx']]['coref'].append(new_edge) - for ex, p in zip(inputs, preds): - # Choose an answer if there are only two target edges. - if len(p['coref']) == 2 and 'answer' in ex: - probas = np.array([ep.label for ep in p['coref']]) - # Renormalize as a binary choice. - p['pred_answer'] = probas / np.sum(probas) - # Otherwise, it's ok for this field to be missing; - # metrics will safely ignore. - return preds - - def input_spec(self): - return { - 'text': - lit_types.TextSegment(), - 'tokens': - lit_types.Tokens(parent='text'), - 'coref': - lit_types.EdgeLabels(align='tokens'), - # Index of predicted (single) edge for Winogender - 'answer': - lit_types.CategoryLabel( - vocab=winogender.ANSWER_VOCAB, required=False), - # TODO(b/172975096): allow plotting of scalars from input data, - # so we don't need to add this to the predictions. - 'pf_bls': - lit_types.Scalar(required=False), - } - - def output_spec(self): - # TODO(lit-dev): also return the embeddings for each span on datasets - # with a fixed number of targets; for Winogender this would be - # {occupation, other participant, pronoun} - return { - 'tokens': - lit_types.Tokens(parent='text'), - 'coref': - lit_types.EdgeLabels(align='tokens'), - 'pred_answer': - lit_types.MulticlassPreds( - required=False, vocab=winogender.ANSWER_VOCAB, parent='answer'), - } diff --git a/lit_nlp/examples/coref/retokenize.py b/lit_nlp/examples/coref/retokenize.py deleted file mode 100644 index 54673a10..00000000 --- a/lit_nlp/examples/coref/retokenize.py +++ /dev/null @@ -1,40 +0,0 @@ -"""Helpers to apply a subword tokenizer while retaining original token boundaries.""" - -from collections.abc import Callable, Sequence -import itertools - -import numpy as np - - -# tokenizer: str -> list(str) -TokenizerFn = Callable[[str], Sequence[str]] - - -def flatten(lists): - """Flatten a list-of-lists.""" - return list(itertools.chain.from_iterable(lists)) - - -def subtokenize(tokens: Sequence[str], subtokenizer_fn: TokenizerFn): - """Apply a sub-word tokenizer and return start indices for the original token boundaries. - - The offsets returned by this can be used directly to project token indices to - the new tokenization. For example: - span = [i, j] # end-exclusive, - pieces, offsets = subtokenize(tokens, my_tokenizer_fn) - wpm_span = offsets[span] # re-map to subword indices - - Args: - tokens: list of strings - subtokenizer_fn: function that maps string -> list of strings - - Returns: - pieces: (np.ndarray of string) subword strings - offsets: (np.ndarray) indices into pieces corresponding to the start of each - original token. len(offsets) = len(pieces) + 1, and offsets[-1] == - len(pieces). - """ - # Subwords for each token, as list-of-lists - splits = [subtokenizer_fn(token) for token in tokens] - lengths = np.array([0] + [len(split) for split in splits]) - return flatten(splits), np.cumsum(lengths) diff --git a/website/sphinx_src/api.md b/website/sphinx_src/api.md index a174bf39..e734be39 100644 --- a/website/sphinx_src/api.md +++ b/website/sphinx_src/api.md @@ -859,7 +859,7 @@ naming collisions with protected TypeScript keywords.* Some properties of the LIT frontend can be configured from Python as **arguments to `dev_server.Server()`**. These include: -* `page_title`: set a custom page title, such as "Coreference Demo". +* `page_title`: set a custom page title. * `canonical_url`: set a "canonical" URL (such as a shortlink) that will be used as the base when copying links from the LIT UI. * `default_layout`: set the default UI layout, by name. See `layout.ts` and diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index 336d2b43..56aabbc6 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -121,24 +121,6 @@ https://pair-code.github.io/lit/tutorials/generation ## Structured Prediction -### Gender Bias in Coreference - -**Hosted instance:** https://pair-code.github.io/lit/demos/coref.html \ -**Code:** [examples/coref/coref_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/coref/coref_demo.py) - -* Gold-mention coreference model, trained on - [OntoNotes](https://catalog.ldc.upenn.edu/LDC2013T19). -* Evaluate on the Winogender schemas - ([Rudinger et al. 2018](https://arxiv.org/abs/1804.09301)) which test for - gendered associations with profession names. -* Visualizations of coreference edges, as well as binary classification - between two candidate referents. -* Stratified metrics for quantifying model bias as a function of pronoun - gender or Bureau of Labor Statistics profession data. - -Tip: check out a case study for this demo on the public LIT website: -https://pair-code.github.io/lit/tutorials/coref - -------------------------------------------------------------------------------- ## Multimodal diff --git a/website/sphinx_src/docker.md b/website/sphinx_src/docker.md index c9cad085..dae9c90b 100644 --- a/website/sphinx_src/docker.md +++ b/website/sphinx_src/docker.md @@ -54,7 +54,6 @@ below. # lit_nlp/examples directory, such as # # * direct children -- glue_demo, lm_demo, image_demo, t5_demo, etc. -# * And nested children -- coref.coref_demo, is_eval.is_eval_demo, etc. docker run --rm -p 5432:5432 -e DEMO_NAME=lm_demo lit-nlp # Use the DEMO_PORT environment variable as to change the port that LIT uses in diff --git a/website/sphinx_src/faq.md b/website/sphinx_src/faq.md index fc70e29c..395dd90d 100644 --- a/website/sphinx_src/faq.md +++ b/website/sphinx_src/faq.md @@ -32,10 +32,7 @@ For more details, see All strings in LIT are unicode and most components use model-provided tokenization if available, so in most cases non-English languages and non-Latin -scripts should work without any modifications. For examples, see: - -* [T5 demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/t5_demo.py) - - includes WMT data for machine translation +scripts should work without any modifications. ## Scale diff --git a/website/src/assets/images/lit-coref-compare.png b/website/src/assets/images/lit-coref-compare.png deleted file mode 100644 index eaa0c7e743b1e4fcc13b17d5cf56d0da7171b4f3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 80342 zcmd?Qby$>J_XdoFD5-= zhvPZ#?>+DN{`~&?=DOy|oolaWueI-W?{GC0d0Z?qEEE(JT!mLM8Yn2}Dkvyu^$+d? zPfqp6+)z+(B&?*R)fA+qY1EwTKUmqCqoBMBPtd{C)$DtcVG#F8(()d9Uho3?7WyZG zm)JCr2mCJyXyTuuN%h3Avo^X_|AA{rtiJQd%;TOex|yrMj}bMTPj>oKiAG$FFBW_j z=P&jpEN-0F=bPO3P_o=o=n2-c;3%tD$34}w_f8!9SX{;kvv6Kjd7%-6r81ey$;+eY zhR(GoxeMH*v#Xp{s=JxJHIBR=o7szj5*{iTozy!Ra{e5}gF)xn5au7uYl8)Ak$F$G zvlv3}y=;9I@nW@6BVv5jqx~nNcp`@53lv3GiWosOlu5TAcA6P?Za7`OjB7=ZD z&uTY;cEW2%%QBat=k^U>3xk!avA+3s)&5}q$VYoav(&dkE64IBZUnta%(`RHtTXK% zN<+o8O)(|FRA*a9i)W4+G0&L7P#x;~*aiEDr2#EW?|leE5$J4gbJV|gdfdeC|O^IXl-uj&J*{1b^Z z?5QCV9>P$UbI%pJ(Dkkr%=>*CF=8v&gujS{sbwziRUcIg%El9xSM@4i2+?XR5SdQ5 z1`77*igHtPzG@QB;Ovi$N$L$J`QX@-T_{2TU?Pp9DlXC8q{3F+SZ2|Lm_kr7@f`pdtT^n<1Ho z-6e(Bn)E~NVHkuVu=msB>uwQDZO$kGOl_;%_KmQaeH=ob$5?VatDh_Q-z(tI-6xO^ z@01~bOMTV@Ieg%O2%99eSjvz-J_o6KyxgP_rJJX5A=rEUgecrU!ijw|__8zNZ5}ci zd!E3$dHG%=zE)U&BVGmmj-$?ISooFHFzAyx%df-_AvfUD#SaJF<7zXXDf^f`(PuMl zk;kvz7`$mPA-1aU{~0SfRlDr-HPqYhboi3?N^~al);64@3(tgOhIEI{jiMCOWrt|$ zk2+JPJP!|7vBdHUTKno6kDBb5CF+~dj51!ZXAEBqB*u8v_u_hM%%1n1^5elr*gQPP zTdy1G54LP+r%i}pv!k=5C|fslw?2^Y&%5LwRkqzhozy7jX=D@>qNnNDA{ZU_@Xs%) zkwbbfmZq|CIzn>ahBrzMEstT}^JAD;N-e;Q`h&D8^w{zKo&)tUrW6g1On}EH9LCPg z7t6vVL00dcB;zYelIr43{ek=L#ms%T0LT(e5oT{EsRPy9`@2i`8!>fM@jdQcc8VO3 zNhILC_)iw zQk-;@KPdCCw`7gzGu3e3NY$xHPY_T>^QbYB#eB~t9K~^A)&KY;S83GMlDHYOTzWVw zX_VZO=@ON)1EnBp>m6gV*!K=yU82Omd^1y9Jne`Cvp2dNQx7ta`N{~lyTyOWq=k+< zdN&42AEKv4s`hLwDIMURbGG8yf3I9N^pLoTmSlMPXy<_uI==}8ZP4>*wU^9HJ2Vuu zX+irM_{)@^Uro^JKNeeRNq+s4Zs-{&E$G=EeFmf3qn2>AX9Nnd@8yqZWj_n%`Di?} z60^eJBHCgt4m*)j(CgFf(__(PkyR+t%G0W-HQ34{JRWmO=(%LA| zE}AMfdgEIxr~OsUtVCIZO^Z!OB+pH@Ts6H6R6L}yQ8cVxsU}h4r{pUcRIr@)IRA5L zwTxNAciCu*lxNCHgEYz+AF9{+2fwDkc%weZnTByaI$NGd&5I8*Lv%)6MSSY6Q^w{Me=_g&@T zm)l3KO0H*H3nR!p`DyI2fhmJ*oys#w>gk5b*wM^_c7@wCzr|POpBLzx=#}KDC_JZ8 z_^S9m@+DhU4Q5Tg>lpd*{F~bQ#)X42lg!UCpWD?FN3Cxw5{p#rYYZvJ3WO zvg4K~@3BK=3wrb;pG2M|Y9}frVsmVBWa@3{SC?azTbJz_XqF?(3iWmLj2md@p4-;g z@z2#lbLv6$U+RhLb#~N5+(iOlaxF3H!Ri^g!MP=Juo|6ei#d{+=^1ySO+gt!BB2S9 zRth_DVe^xSQI6bpp=P0VL6CdvM&1_Dy4LE%=E>ab)R*nI%RaCWIKd9jbbjYrLTNhN zqAPgYP9O!U+Yka$1{uS|=6m+)_8?U2RK-*YR1Ht{qb$D@e8*4?wD@D=?eIzlHDn%g z1i|w{uG#IU??RwgvrkL8ueqVUE?3Ey4nFmlE|+7zn!XL^ZkJ!q9j{BSsV-74j<4O% zCCulZe@*sI=0c-D`*u$rb>VBP?pM7+wCave9b+B!G=o{eS-4X8LCQfd0&N1Xq~~9L z2u;Id2o4RacmV0)fA2gyxpVV8wrbX7aG7=4ahbe}T6RY6BRyGfj#>Bj3NmkrF*=Q> zdej&>GwP)|R5Av#s?p+4q@%)Pia&Z1Y!ivF)icCA5fB2o&$pcaac+KiMo>oh?4feF zbvPkGDd8d$24neaIE8@M{ElN17y-uU!)3{f{}xZlg0>R$y^?hCMW@}%zTi~Caz>R* z568Hhyfg(S#!}_=*W&Stuap&G>6amdJ;lFp@~X#K$1j`M_w@I$GbHT!DwFoRjr;sl z_P}jCNWDOX~^@VnL-71NKPJq3XY-gBN_&A>O zbTVh!f^fIn_g|!{*g@F-so}$`L$)dAJT^CF6|+BQ4K`?;$JTiV`BDu;8!U`|v>G0> z9Dm)oHColJt=ZfS%)^N83GF$KXz_n|kzXKFC-c_HCi|>wF!De)P}VNe@JXfdb$Psw zSMks4veumeg1tDUc41`m-gIaFmJ&3vi3?hr*7&yZdL65sxJBE#jQ#B_#CoTsdGcg3 zzjU$UOY6F6lg-6?U3^_!UHUfN6knNuak~#P3HJ**NDEzSr>em*Y&Dxq};+YLwX3NcfyD!Yh+ke-jzf!1)HfHCU!5Em!YUvxMT56&DC17cEc2X zdkfMpZxB+x7txy#>Nb4(J%*c-sq)fL%$eh0?qYjqJIP*VVYBgz!|`eP!v8Od?8rV+d7N{e!8XqFsZYdrE`OZQ9Imi;Sm6Un=9^-SSp811oCUyz>{s0{k1;JnFk! zH;?PUOKU=uj|HfY_8+Q|BrOZOXoJ()@gD$6Pbnp9WY_M40O;d{9;{xnmL)9 zgPbkxU7A<8W`G9|9bV}qL`L(c_y&b2?dwWxJP7gbW zyK+!OJ%oWvJ98Hk8V@^Lkh8Fd7~P*Kgn{e3$6RzYeHP;`4H>z=vIBQwbe1kI4#Heq?(XiK?k_m)oh-Pxg@lB-p7U_=@NfVr zIGjB}E+!rvAZPmDh5TKPjJdO!la+&ul|6{&u3QsSdsi1RI=Z`x{`33YPIC{d|Eme) z{8zVt4szYS;o|0e&h?+Nfvlo;PleU2Jj`wNWUTA}nE`c(3-LV{{WJZ)-uz#U|CLks z|8jD3Kj-=HtpD}uf3v=EHg}S?w*%^Q5&ysO`YZE)zx*qsDA!%r|4S6V<^1PUK+xh? zqFnzOG;yqT!8Jt+SU)x*Z1m&L^nXr$4y^mjb3d0+;vh< zLC$S^(a`>Zg8G2wABPZ<&2f7@`w=!$K~ip8hh;~gare+4{r4fj6suLxF@j4l0BkxX zkuUeJ_gJXtDy&OYSpSpn9(n|a9JMf4q9P(CWEY<~-!ilyT4<<@9OS z>dj4TOY=NIBv*!=+}!mJy2@NDYM(gj1HrSsmi^{fi5tO7hJf2g9un`_I=s0J{D)%x zR7XkX=UkUD9;ZzkEec>Gr*<-DtHzQ?!^FHoSFPCd^3;BtF=Fel8om)I5#`JeGCvCd ze<*T#jsD28xMRV4fA{9Jp}lDlx#tc_cb&4@Y7!zvWjr_;S8cKP-8KM~*G)N1zjco0 zSbzLi`*|LX#FAo>y-pMC%Y;}45Mrk=Tjue4j41BS>{BP`4TIYk1g0Q@CON}Oa}xBS z_|B>J^;UDN(_mjs{F&$w4*ayA$=uyy=Sx91`^#a}Zb6v%ZrhdZZT34pTS~@G*qn{; z1R^>)JxM%nE;e9bRq?H_O+8Nx8vT%$Zw6}?m?~S36ya_Wi6sG|?>hdNKzP2@9eM|! zC{m**mJXWG%M+01opH}Lj zQdAyG_s;hHZ=n|6(}wQ5Zl~@uCYbKqqxLt!ggbM^rkPaM!NPu!uPuXRv|AOxFTN?-HYg7ZWrl%mwe7lBlh4n}d1?Gut}8!Xe~2sW-qmh;a~soD0aX<_wgH*o#dzk; zYWm`|Xv4J7Q9&p>K-(W`L@cBe1J>?#1w%iQk96Zz>2G|m1i!9*s^Nh(ND zzJ$TS^s00@_iQF7lG8fU=}dP>5|`tO!e@ni(LrFr!>s#=6YRM1{bB`qy&;ilkM{_% zIcm{ACQD*SgxP4TmqCp$aqUnj%9ieXI=h!_7SreK<{dA9$|Uxyw9z>il}WfSKgkG= zCw~6UU)-?!g!I{OOEkh7K&V2oTcDD1-D|eXC#clge}TGiahnz0IO8Y*dCXR{XMv zn(m!pKJn|ugDz~P{(R%zS|hVwYVV!uIM?0Nmxhg#N-wugq4t2vx7f81XYXAnVv}hJ zt34I;+{_M}r;B7Kuow5ebU90EzwW_ztX?31+BKxN?AAkn*&UtcrFFVa8*bnUE}>B0 zn?A-Bn6EO?lQ`%=gRLbQ@5KsupW6Dztai5FBKKRIhlF~qiqgE=CU~M)J)_u-RFj`~ zMnC25%G93@Ib7*&33;N=99dSonue~D(mVg7BiyUZ^2ZGFY;pfZ*=>Wiu1Uzcc?LcG zpN9U?gB|Y<+QS2iL6Yq6mM_L42^lXunOtmfp-sPzB2yhxnq&3sW69TiSEBhHM0Oj4 z#@)-^R6Oxge(>R>@zRZqZmzs3y-Gw^;k8;RNcH0x9gxDLT;*(9jk`F?4?QR;t$+uy z(aXo2+{1u;=6Ec~9e(P=PQqKHmGaynr!RfX3oLs0jqnCy-bsj|J7r)GQ4AZjHDm|^ z1pZ^AbkzBJfbbR}xMLSQPdU_9+T8aStV$IV&1YA>ec#t1>#j7CRD>ZBMuw}k_D|1Ch>1Y7f$7Z#TanTT$bhFhg6^vXZovlLp%rB%Yo+NHkXVWDxz^${DWe}GHg zzp}A6(}QO(Jr{CvdnJXrvpseBD`l`KrGWA)WgsJ~Pc9l|w75|nmg0St`JY10EhlGP z!F@Me*61gKveFpMIZ@~B1Dq{o>nmc22~9)wpqbm*8?Rb(FQ4@<7T1UCL+Mc0lTrCA zS9ScPid$fMF&uTsssQF)4smy)+C%6KT&MjAO6flDNPO(n&r*24>j%uy`5*y{p|lF) z>t7^>qmRNWiVoL@bLAmzOM%$UIYy5du4JRV{9CKo=N9^%fqK3}&v;`k(p?iJ_K0=f zjuQLM?niu|b(fWvG>sh1mG9jc1N&dEP#a$Dwb<*Nm`g0k4d>E6Gb{#yh8JBd*c{cK%?%1H zQrO>KE#8V7QSqJsT3aSuOl=k``eo; z^oJV^DT{?{WX;ojHdAG*d&I`K7sLKB$BsMIy#*lhsdoO4UiVyNrI~*rb1vRD=d_Tz zhU}Mn?=|&8zkKa~3bQKO2CVCAu`rG_emnhX1*UW@C&;LU!A2x%KEpjdr>$VbrDaE?KUys*?Iaky7UNK}zA-E8ZM3s^eJ%_wLMcO`Z*J zn2OFsOODdUSatmHCZ1T^yw!f;>Q&BIo&LroLdi2S^jFWuh^LlHg3f7z2GQohT5PDy z_kEEy^~&7rI6s}qYN1UZ6R+bzftC~hkpB13P2^+ThB6O3tp(dF%ed`>PolqF(=01g z?_KYANl3Btk#1#?*ciKwQ8TLXLI1`&Q!3*W3g7mdK2@dq+1sq{W=0h+7VxjPrvq#& zt(%@4EX||R(+Y)YRQrX^BQ_kv25^-N)`aZQ-clFN@~`I~dz4ZL1j9k@r2YXDBz|EGYD>m5U-nx1JB(7wpY#R3tmCg8y;~t_c&7&MKb!7H~T*2 z#X-};0zK25V9SOdzI2C5T))l$#<|Tg{bvJ2`;Q!bhpw2?UTHj`XG7!TsuGkH5t(5K zYS_Ba!orYMEY?$2S@1?8Ob*H_`6-b|t0pUy^2J3FN(3spmBK)G)(0nJh&IYtKlq8@ zXV*H>>s2O+FZ(C3hiSUvE_Uiw!W`}Oucd097Zu_J??+lsTie|RQD0~M5{l3412fr- zPvmu^tTFAX-+P3dZ3gTEO>4sR6ce@o<#=X6hCoUXllX^oPbFA#$Zv0n_Z1D!2N$oU zXV(%f6vj_Q6`*nwN7s9yi|(>wuD_PLKg-`{DM@^45S}D|U|E}c%LsdB#u8#oX08BWl5SwS}k+S=DXoD9?$ zlOTnuK}JVDfT!x-3@JXkygnZ8-RA9EPc#5+QTbmVdVB%pUx!$JSg$tg{SHR8&L6rR zQ{uYlb8Nqyth`(aHXr5J&fuHU?S?rGaOh90h@S2*F1iz*VPfBme#=$g$7ooI5xJ!0 zOtEwa7C7MzAIYlr0Jp!n{i;6*UtCw?2@KZ~=Bm`IV2%1snSb`#f`s*ZLA|1RvW-mk zQvRKx-H($HaUmC}UX3J=L53{oChHd76S7~q6P)+GjQ1KA{ltgWm%g=UA|p35nVFaP z=PYwQOwF6%FLF&--4{Fy{r%_a)r0013r_2%jgGG@i{v&deeHhf;4X)g<@rrJyo$#S zsxp&<=v`mz)Gbgq`yTy@K^3G=vKpg0-@L&<@MuRCcSb-=|jtITDoRV z%cj9)zUL#c1+dc@m+Vx|Y&vHuGE06f-C*mS5t6PaBpa5UmZ}W(O31u0{jA zFuJmZyK_YZPPeBU7NjR?k-&0qnelbnQ~T5&3MPRCmq>EKcakn_tNq91b5-ezo~<|E zQ|Bq&7bue~#+CVCv(x6^BC*;fKka`Yfal*+>s(|J85+*KHQF3)AnvlK$Wq=L9`pD{xNHyFM=J!6 zCOG8`2YuFeO1WEkRtF%GS!QXxM!}+R-9BT5NqQQr^KXTtmGkf~k3faSnP8S31U(ln zW>p>)s{V%s_1q>U*stz9PI&zS75U_fOgj${T#qNgMXMr8RNfdWm1?45BFiAWgeRS? zR-TQ%Z)9kLixDy6*72NG-E`Z%?5^q!_iCSM^O|^``hJY-Xqlf3WXf{!MN1Eu&x8zi zsS(2S?Ndff+6|X!2}0%{J+UMILes&+ppoea7F$)E0nJ(uaa~0h6 zgA>J?N~b!*q0eRAA4SHNn=uSjZhsK;k-wOz>x>&JTwpi30egh!yvcb4X69FI#M#*(s4@C}A>TCgA+DVAbi39H6SRjg9YX&+)7uRu0 zX7>C%4w-lskJSU&n$9VBM|dcmu2~1p$y3-aE$FEhT#+hfaypGOk?2v)<@h|E)y7Eu zsA2rC-CAFFRHo5%r`CK?1j+pZm)Cq{IaCi4`EH-`TOZr1aXRD(DgSJEd-FyOgSR$) zJ-PbgIZh5!0N6n#tTrn=ogS|DctaEME_(AlnqFplZC;a9S=t(E__E(+>|p(LE6JLM z?(Nz-%h*+aOg>7;nwV(8g>}oO+vs7*fphky!hKvjX$;k_v(j}m4UIo0hd2ZVU&JRG z`6Cf=OG-}#A6Cj^QRJ-|_u>S-BQrHCE({=CW4P?;#?v_}x-c#CDZ$3xe6~okRxxP; zWB!ql=rZ^aP2R*ocG^Ou9e4aSm2|)lhvb<0hHc%ayqp5DL%FfyWJzqEwh+89g~Za- zTBL61Z@kJKL!XrW;qWBv+ReQk3TmgP(kFxkHtn2!_KK+#QYCs`?PPe?LcTo<>4i=a z2+~@PnXQAUv+@H72lCq_O9SGsyGppqF9RuEqwAGddcA=4v0VNHxFekG)v0;we3GX~ z1LM|frEKY1t3 z^Mqx?)c2Bsb5uHZ` zeV~E-svBd!i?xZtmzl>yB3!PiRcA7S0nWM-SRgIM_UkpS6;XpvJUBmQYMgo>RFax3 zy}w1C#m1H{NF->?IDZdB6T?ljyh&G7ARN~>)Vt|A3xP9p6bpRWEtIs%&+Ch}gWfG@ z?MpI5>dW3%!D2|;rt4y7nU~CaM{*ZZ*SzdztK(wfAr`%_P8k(J12(^LCoB@%Oh5}k}l(lja7E16`)gOENgA(VaDIVu;tySr!(LV1;N)$DN0>< zdedez4{GE-9HEHy<;Ivt%OT_Ja03n~E|+FWF1@Jud=wO-UsfSFmNwbkqPPXo4J!{h%8LSUqcRVcA%oe#hy?g6WDX7(tfNrmU>k6HAdvXQiwy5UUy z1`O0oai%|G~?YN<+=GRzfD`xxLe);qry~queaMf5P@0hY@XloPzo%}om%C& z9ze(jUbj}GUu=7C?ctZ_bIW<*k!OaQQjsv^s3a+ zh{Nh*EM@y!G(OL$DkD95nWvi4*B56yHN!tv!u{_uKUc@^;xJN%ktY?dtND zmE1A_-_&c|(An1TNWD8a=i#>jDx(I`dSBbN@*485sK0IZ{Rc#}4m@VxOBp(&b&S6F z*S>UT$@IIVX6Vg$?x^98|K`kZ4V4L98D3!9k9UXI>FaQqx-W;2d^hGnV7n!k1-y%n zaY)aYJ~E#_E#`ADJtin>2+DVu_i^tn6X0=(OO#)$)6eC;o-{Jvnd~TDQ$5yWmUYkn zxNW`qSnl(W28S4EPl3luNk~WJQTNEz94aP#?NFKgMm` zG-fXToo}d~Ru`qGq$A=$x=sBL;&rXJ-50NIHx&fsKcV&}#Cc)QUUYRRc!)*pWoV9D z=w>=2G0T9NNrAzeP03|CPjE41`&Dt`nXI6X()6`{h4LJ*xXw7-cwk@c_np+@+&tk% z{m~Df?vC)?T!lcsT1DqXU6g_P>D+Z;1tmA%iXK)w|HR+epIW8lV*n#w3iYilo@TYX zn*F*FkFG-HeH~sqm{P;e;V`Bk1y%)7`^fV8>_psOh-q}}E!8eo#!s_MYaGPRY2ngR zv{r*AjjpC!raTrLZHki)WcP>ngFGLiF~L9B4}c-2wu{!W2y~TZuzY&^Z$WMp2|S3O zZ%@nB3zo(LB&U!_%Lb@i`23Eq_LkVYwl%62a>3Db-JR>p$yR-=AQUTU97XGrFpjIX;5^g@BOKf)kT+CBU#P#~j)hr=*+$3SZaS$3Den0CIWgIJr{rRzq5JeroS0A^)B$Ch1pI z5f#BQCY&_O3S4J3Jyr(8mM(+GHqeawDz@j!bDooIy>LlStxEEI{RI-T6q3`OBHoLN zbuyvd+VSQtJ6=rX#&!tP_z@}Iwz@cnL(cFYj2U8U@tR|9#|Yv?E?f#x96 zhrd5+?FYfpH!A5XGTjzkPW(KL*(MUp)qLzlZ&+~9ExVv#6(PtoF0XPoy_SM1AFqY+ z2>>1)P#s5O>X-C@s$kIa;?RDXXv8Bo?lW*MX{qOXG}eZG_kjhfKD0ecIhl+nyYm0e9mN zS{=og4bsQ*USU>U_V-B9or24E5@WmtD@fgg%EbZ>z+9~r!}f`hqEbrLbj)LwA9Ld! z0Jn<9nTJJ};*@8c@0&*Xe&mR3rp{fJiB8d9M3poy`-+=(i;rc@y`Qh!iAD)Ff=?XSK@F6RBs+ zQogxeC_2ugWWqt$rP`^61u?SP>x!c?S?&K}`Q`gYSil3Z_RX9~pJ6m)e`Tmtqmi*L z*naFlsfdgmo}MEY%g1PgMVkEybS(3TBUE}g+nKkaj zM>MLLsYH+O`)r6XY}ffFyHp%pU-DfXxe}dq}oTT~OtigCu^Yna+IM%x5`MRL!%&;t+=!ujnpd;E;L&A|Jxbo@J(NG7f+`Dh+ zVH)%P@->x}n5p#z&dD=}9MNFN>iewWstT(VHEpqhuB=@6Mjun=1juoWPkNv{h8JBy zjE1OnQk2?c_yv>^Cv8)5*@t&-{h%BF%so{@HEI>{YNN(eveup+@JS0%M_3yw$i0R` zx^-QUIEzVjZCpe?>LauL<=buR3Z9o+g-Gv%Rj?{&Q(KXH0*07YeUtNsTQQSrWBbAt zYda{q%!sC*)2G%fSPZSs=vH-8zXBx&m9u#d>emM~Wy><#cESBmBgqpS0}^32_5`&&kg3PBVaZ5Ou%;L zdAoRuYNssj&_z8iiHzC4Auk2u1g8iF)5z7Dq|^&j36psVp`Wv(YkHzOSa1 zWRxpm?<0Lovi&3w4BEdrDU?WH*O|?glWi?y^4wW$Z;vEn+BI zfHzSB)deT{qB+?ZppHN8F|g%i)9$q_A}b=vNErseTsa*&t;$4#j^wsgQcmCtBl&yG zBz$zpqoVCL1D8?R4QRnwpd0tcz^9;g;$XIzZyyOP*s6r5kQX3L^97ev}D8h_1c>h`Umoh@w`g-`xC|clrpU_v%<%U`J zab*eOMe*=e^LEAdStROXPV4jD-lCILpy%%DOGEYqh#1Gw@(?Bd%KRJoXtK51N)4hi zhwd8kos0OKj+{s@@WsYyYz3b>{k&14Zxm`o@pM&DVbX0{B8*%AF$UPsWrLCg z)&`ReAan=j+$38nj8|#mW|JC3&mGjOI2LwNY$^^jjX6Gg2{r-iXJI3qz3?VEsTa3K z;UFeMkmjx5NS*hOPqc^pfELzD^WyxpYr9zIgjYY_&pefx{#AsTW?-2eqNptoAxG9R zV!cmb$2XSgeAXV_UkM;JZ!3);X%*3%?uJx8~W$AZ0|{2K}dAp-8%!X_-}^d zP)!Wx`qre*k%v(_MrmHjS#8+wY}P~FQdPC99|?A zatOX_hm1ejFxAs-^BdqK_uZ$`kE?v#9o94`0Ihxh1#-UaYX*xXyqQ*+I(kUR*fec) z`|LyYjn{Vbha_ZAxTcTW<%z*5*p|g1M}oXNcT+7l&QEHhGJEvP`qemB_9a4~T%<1D z_*itN@`oEv>J{xZvF4pG9GyKKoZyyr;Mf3jJMJc^hk``fjoNJs83xNAxz*vvX8ZOJ zLbA-ZbOzoJ6H&6g29`rY#quxf@)pF@(P~zc_N&<8u35&F0}Qw%qduI=;-_!%E?rM! zMD{*T+knFKH3X~k*x|~%rjJeq6}F>ujXQ>gx63XTu0E7yvzl-P=7IgP@x4(j+a3He z?hu|Y&%ojhYjB-j4g0Dhsm%HE_neUcp?&XEP`#}z#uYhIRrP$fSuyh-LjQShtr45B zk;k?P;)kLV+}CX5>&k4d*GT@PjRytdj|blS09vF~`5bXlBRtV6YNg;@n1?tR9UwF;p}L3Rj9ayB2uobS@^Z)VC2uR7uZ%FIV*$9-V4gt{rP9 z3=h30QEuFsAUWbnPFjf`W6YEGaaqV{9peNZ1m zQd9%WnG94O_gSGaK`z$;XsIJ$jlbN=b0U9E7Pe-1vNng<8t*Ny{!RuuSnA~4Esc)P zEEdF#xxUT(-0Yix#^Llf_8#{UQZacS$xaRkE7eSK7-A0wy<`3FO2S$B;Ggtr|DPCsbQ<}MrDAV({WC5+d-`V9v>T`4E( z_){F_jSVny$yO`BHiM?)Tnr;og>G)~*3_q&44rKhoDzypV?$9c7NU73Em*#^A$RS2 zA=^3GQhQb1cuJtIzc7jvMnK6)sSw}yE!txQ&Z8=2a|s#I#nud9D>6M7h{@^ZYJYN) zBwMImy<5vptLC-vg$%#QUKQj@|3rsH>|m)IiP|ob9N<+#P!q~g}Z!ZbZ{xnfePDkHwTvQ${gY{4S{+!MV zYJ^<0c+X(Qi(U(9i5Ikssgg$3}e^h4re2=DvpS?fJET zz}MMQST9Mim*I6OJW@+P;!il;RmkY}eV7(Z2E^k6>Ip}#rQxLcyiTjH+&9wQ>kUcg zSh~?w`lqJ=9?njV!P6_;2>=%;(e*Q%`prljLBEHMw>gqdC8$oy1mT@c_gfd@Bm-3> ziF34HOE%oLc@GP0C|GJL9ej)FrAH;8ap<}Npwl^{CHMBL^jlYn6sBj__yH{=XF5x7Kvx(N%d(cJz(kj^k3*YMcoC zz>T1a6C&{`kwZ(0uyR(S}L!i?_Hb zZas2j9)Iu^ms~^OWE!y|9Ol@wMk27n>q@EVoH6e*Kn+8#P(|Td3v~cwp)LOTcSwDH z^HkJ3lBC0$rVB9nWEtIqalf+a#2|UEs|E3}jr|Q$f-zJC9cv>&lhD<#@l<{xmMWh! z(|Jo=OhPLQlrxw2+Hdcj$?z`DlvWOvC4+~{nj=KuAG_1`928$>#R1$%Md32(e^CDB zWR?Ojsh!L!T1)bq2AyN0^}c>+60jI_gGW0_@y0W~F0J69!%Cr`LOzlidFHb0*$kB8 zLXt@L55B1#Q`S-+5Wd(g81|^Epk+f4X>~i_$J^Ymhke+tCtW8Py5%uFfA0QMeKGgU zRxH8j!0urh(KW8*;XgQ}0V*U_9eq_M(y+7KEQS3AhzR6Id}RQ@110;|m;FBs(Icj; zj=qs>ww8Tr-(Z8NEQK3Z<_#e_hqz-bI`7}s{y(HxF+#yDi^3MO*ziEcNRFwmXw~kt z7!T5jYUWsYe-lpr%AiIO;J)x>oYc&Id!o_JSX&%i8M}Rmo z5pjh`5wZX!Weoc5B0!WM)Bk52f!hET!dDN|TGs~zO=mu-u(7R4{X<9p%wSF6;rQ!) zyJ4mu^4e@w}{JtH!xfbYW%-x&nH%guVTaRQ`Au!Bd ztUqr4tpL@i#HdV_S1)6q@;91ctNuGLN`N9NmrB|%owKcmGXEVu=b?E{u~ekK85+}c ztaq2P9|G4uPX9*leKrPcdg`jxpviwxpWlM~U%i#gT1Mq~nD*M+IR?5PxHyr1F(}a< zA>vlZvAqyW`L8yk1js$81s14L`mtclOz%F(?Q$6LaT^?Kps90!Lpl~5p;-1i4)$L{ z4fudv%kE%`F}sphI-hFaZpNiajepy&46C=POl+=5CsD}|odp;;W_RAr9r?Gog_+v_ zy1M0JJr(I^e0w4T)fWDX~vgl27a^2jVwYMZ0`^`>=!$bd9d;S1EPwwz1q6+}0Z|_eM@O@k- zfX3+#v$%c^FLu7;DIsGdZaf-BUSd!BMp=ub`5g7B+)Ht?0-#$E1Tl47O8fv=q?KMD z--Z4Gv`S^oZ2)l;$<;OkIi0iFV>7;pfI4*JI;ZRKg#A-@NA!Uifa3&I*wF_st=vo0 zHGNo_OT`RkRCYREA3UyXn0HcY7?mS$I$QK#{F9Lh@B|K|2r*RWxE~8z_3G0P|3h^o zZO|X2)qbDN%uh#U!lZQhw7uBwA0FeCRFrf#v%(yEDL1Bz-6H_BmR6KOWc?Z=0Gy`t zX!f7xfrn_bvEz;#v*(3?uU($*ZUfY=?HhoFblH37L4rbvwLcb5&H#K)l6fEud&hRz z&^B~^(=cNi*|XivWN2u(2e3q)2$@t)dUeec-jv{h0iIgS6+r%54#G+iFk4H|ahpVC zBIC^Q6-N}S3aw3h`RE$y3u!TNI2-|PMdQ~Y;Q@;c02y<+s#f=txX&IL$0RVZ{9dj*gb#O zfg+*W2k=QXYLMjit;=_`-9j4aWO3w{>Q$3+h8Mi}VqMS^K;Gx=8er>TZNXQ}9S$A$ zFa_5P`uYnu1~XQkaX1iU+;*VhpWH9Z@G8N_>r?5Zh03{B0Rg@ipv>xTDgyxX!@FTh z-=_GftNp%v#7z@GGnofsp2CYh?9!n)hlrx%V1@5@v^eBN*BVyfV1^iUFii+7r1J7< z#&3Y`Z%gsOBOvj<3gfWPIHl9!e#w}9_dncJD$6##~QdwqOU=M}(Qlw&vfLPnwU(;ZQ1&nlaW zlf=j)8~=}@<+kgifh!|=vW1)rN%jzMciT}v+n!GQWdc4Y^8>R^%-!4!ivG$#F)}Q| zM6Sq=KFHa^HsI{|85^Y=7r$Nl)^9zu4>`+7nM<+c z1!7Yjc>@seP6sBytI)-pdjAUl3C+zpn@U6_G0pgC2|j`!i>b@pX(l=9Z-4G@IouLk z0&u&S#8A_Pk^BBQmsZa{CG6(3%-7AO`#z_ED?pU5dR%e;=&?M-E-=7GhuK$z zws^gsp`dCeE)OJ8#L{46y|$}8KNv&O z+h1sG!e^bB)D(*uI_7tnJ^xO}tji@r!NWbQ*fuI5d;yImN< z$`d6El!Bu$=bycyqI!?4>L#_F?N z@+ALfd(Q)m6e_`s=hjs>+Xn9e{D1{ubc7w}pKJFa}_614snQ z?l&j-k|3rU8V5SBG~SCj?gcX5n4x9n7!Y z@U|ZkCRS=Jt$voLIz09W?ycD%qto2l6PN_aivmF5VrqA2S8{5C(9acZ1G_a~_W_zn zoqy|kip@2p7yG%!{wcp|RG=`KO8jdwvOG__ozov5%Ce%Oz|y4??9Zp_dI$FC(X%tgvFc&P?-A$k=vz}ZF8zTHUZ$f&^>6r(b3Pa zMyfIdUYw&~o1h}NjDD*RVTxzPQ0bzT^IKWU z?vyHRh;f$|fLd!~rdX^3i|hl!uhxRfW88WceY+f4`J#DWwmh)ntZMWTf;?u*C}l>H zR$G82JC=5Tke0Vqh4W`fjLeLTy5t$i*f-GiVD&n zU6RuE0h_Q6PD`7LDR0teg$d6@jWLGRnFYrt03iXlh6S%u@9V=}O*E!DTYmtw78y*+ z(dv6GMLiir3Uw%azJK~wOl9I2SQ&;NeEg@WeTNFf8(;e$bDUjI=HOobD2qOrIl1CbshLo`EU)|acOn9O=(Tmf7(GZRfF;InnH{zVA@VR*gh zw^@>bc<~O0ucwX9znF|8webUY<4cITI+xm@G8K#d#UA?GYr^6fIRS#TutkaUyp~^k zVQ{q5_e}ipF195)aD;dp?U+dc_oBhKEL8Z^}y?mF}MNb6YjWqO!qz za+*}w9e4l}C}C9=dPV^>A5`7*1l#?P@SC-U!60GIu@;+g-w@2l#QcZN(zm^x+>96U zl&%v#`4ef3%?!1$Jwe{7(-bbo*Zi0fiH`*zntS}-=Jg-R(g5zutuJ-3wClu*%&~)| zA8tOd9b!bFWGJu^w19Kj zZp(Tf_(ey_l0|*FZv;7VSuhkxH+yN>ka|2qiCF-||07RxFD+#0Bmf;K2X_=R6_&n};SnBcmPqc*rvf4E)lu0k;QbpQ_i z-sNnG1fEE_sN+JJ+xEht8MeT3DMCn3u|BSYw|4x}-D2O6d23&;j})kE$>H9=7x$MR zg6ewHQ&1#@((fgZm5Z{68I6JE~;QKBColetx+-sA5}dUjWMAW;xqam;c!%>BpR3WRE;K8N_fL#{eD5Foj- z{Sj_oKs5u7Zj7(-wSWITB$yEv)28E}qQ^fBP0in@5vWV5?i%`l_iv96GGvUJsIM-< zuh?&B@RsrBiw$#+c=YJiM^ODA{&Kqx>)tQN;2-|>+&vJA8(0Q<{uy>IfOYfdqw@dx zDK`)eMh(5bZ1|5a`s@87%0Y1X<)aVoAFm5D0I}*^$-`EPKVH|A2R40W`zj;apI@g5 zl+!JjYAfKky8c?tE0A+)tHN&m;}@9!FJCE(TBOagx$V#8F@nA@C>`*AghG(~>C9AKNge4~}Be^7+XhAA~)G zjv{@r@y`u%fi@`r^45QXGO$apKv38gl1%a+-x#D_C!v$54s2!kV+p3L;3TfQ!$bbq zRW}N7lYWmzXjue;s;r?|LGGj3jZ?@ zkV^m0;(=S_e|OUVjKW{e!2jos!iVS|fOo-Rwk6z!gjLy2iL20m4C0_5*R@hxR2%-Q z`RP|;07{08N�av}6aQv&xvmC3^Kezc;aXe5*bCu?~1Ec(t2x{_wDuaDgW#I5_LJ zn6wyn<7g==Hy$K(T|h5>MIT%|*Ho1EKM@ls-&_X)K)-4@R3!im8{ry@t86VIz)JGUt{aI&QE!ZImctLCc@G{T)?1xRL;GkU!z@BxiL%bGcBcDJ5<>~RB^GlwJtT+5- z!5*Nc`c&VxbmZZi!#&X2FFX#?i7LW?oDDK1(FP+93{TczZdj(JO3TTq%9$5gGI2ZA61%8zvx2zb)W(aW%KnM;_ZQ6@)#rr4w0T}QbC!5lr zfxwglY63y)>$S?;2@-&op~fYI9MssAny~*Xc-WV_LFqY5EqxqHFZPi7ltEBaf=Cd; zmviQoH6(c*EnmwDY|El}5rs+vk+~d$oYtD5<N#;eb72jC@uS|S%xl%&93t%#qnOt;=J&?25JzL@AZzKKLkWGFAAS)IiW40Bpyo6AWH%hF?bC*J8U=QRd1q7rg@MTA!i39| zGssU?5Tu#EZBKX8=K4vaQ|0~?`X9Tp7`2 zp1XVD7D^064YS^12x$C3acTS(4mYXo7O-0}RbiSkDxD&;xcdl(AKknaU~k4DunXu0 ziUu{8Yc3Zm629_N`pRrJNS-OJsX}oS}CF7=9QoDZxQn$#qzzr0#`H==gh;6o;TY z`gv~3Kc>!(y}yg0vR%Va`LCg3kAX>}vYj69?@NkadE`>~LDs&(9}B9BdiB{Iz(;EU zolpK4DAS!@ozQM!4ap@Jc?C=h4ZrE_(aRk?KvvhF0u*^Zn;o&nCi>s&{`o)OTR#^M z>X3(H2a4-!pQoNE@syk1d5)}Nd)YJY~n(c{~kRZ z2avori}y(jUZ4u*kqVe1DoIo%>~C=0IT`(IYdFPh_UWsTqxb2m;i=G1I|JV0bQ_$I zSdE~)>xBs(S5TS$ZpZjFAWc*)2J|gifxlnRt6bk2GXxjI`kSefOz-3qc}XMp{dGx0 zqkuXE_28lZ-aw?%sh54D!KO6fQ46%bwrLly;iv^Tx16G zOz$(xB&gS%ZbNq!!C|3^#oGmC(H{r1Nzbk;8Xon=kAwSl2GrX?)*RVbM4flt>*U~Y zLDCKEej+Ltq@4_%Bye`6=_?BhSpVIU07x5T9;C~K2HPS5b&>X?r1?QD6TB&pS-=G2 z5O3gafh+F3a`!W+(zWCRswB<#$&8BFR*8VRW8E?3I1wt!YVgJYMddNr2l^w1w^4Xk zX12XeWHtrvo(O#=eP;fV7M&4z4v z;7+c9Gfg6%nd_|5l^Rbvo=6+{GQCj9xTwP1UWz7C`Pv1)84umVQ1JJZvSv>VJu*KW1X~uU_n?~(!KQDn05pAG(~me zxV8YV9`z+0;8P{((bdumK92Fu^Jy3^G?@j|Jc4=vCZbZC)mvB`T6!-z=5sMA{l~Zy zO|iHzl^qw%SudO<;t_VE;irKisbILg0rW6t@~+PS^UF~l=2n+7Oo~j zAa5b=nK5)+sm+N$8ZIbs`(BE?Li5og^wzFO;r!$0aY}<8OVv1Nu@S?ks%^7Q|5OeuZ7%bu z74w(UsKx`$t0)_$^j*Ll&L4iPwOs!7U4+D&L0vSi@-T4kM&$b3s66`Q^N?Sde5c<5 z!yrdf%R&6S8x6Rkm~+q$)U5c8lPcFyYrEf7y)rUkNK4LDxQM}=R)$&p&gVwo5zeAg zp_^*Mp?c0|N~xIAoQM3sMD4dxI3!XvQLMeadhJz1U@R&tBpk3~oTY7>lto2^8)j;; zx4s7IxwTo6056=R`96ld1@*DSJ3K_;#n@euHhZF0V6Jym>lWk{XnFzu3thz>^UL}# ziGcY5Q!79jgSZT!0jg=uY9hP}2bP~uS&>!AV$BQ$QhJy^|IgWw06!Vc>2vR^4AJ$s;iiCq-pfzx-RIM}UQFYfk#~ zBn!rGL`;6YDqXHDaS^Nq#-6(RTwkeS-rYvBAG3e2hV6*>*m zn!irh`@Q;c1n$}m(molKt> zr~Ko-O_{d=%KHHdO$EutJ6r_~rbXO&xbRhtQBQgbtX;q zBP0W05-sq-c<4NAm$uB8+B>b`Ao9!5r*1-5%o+KGRC-_2y2ibCJr9T_n0#QI=uX^< z_;~$p<>V!|QXJ2(8CVZ=x#Tu;*nY;aqJ+C%2%P&14SyeJm@s+H4fIaM>NTGC4uGq~ z*9LH_F0;~BlBqC`z>x71Gu4;auc5k;Vdksoz1h-Hn!`E2BSxX3VdWt0p-qJkUWXcU z;{umjKFNAipOZTr$mIl~>ZWOX42M@I%bE?4pA09oX#HPzl`jl@)~8+rU77J@_r4TK zrDa&|B1DGTS_u=WiZBjv%jf=G&2l3LRj0+#%eLGU1qQ6{xFp*cf4#yJLQJ%}I79c8 z1oYo77;Fvf&g0JyI`AoOTbg!{Wgs|{W-fOlQRnk4k%W!-Y^kol#W5U+<4!^Zno}@r zI9K1Scas(a4vxzQR*B<}LW`dZIVCBjsfCvY&qe zf9{9Qq&7 zecwxvyg7_+b;tZg^D_k~R+S}YbXCt7&CEG}(QXo;tdcz@Q>DbIk=^$PWFHd2Qe{!w z=v~pHbb9=WD@ z*FB!}!ypGIuorh3X-8XkKfQnb?XNxo5MP60aK?mX#7R6^LFx;kZr;qJEtQ}4Hj5`B zao>Mh!TEaWx!>d43Bi)fopqO@0;EW!_#W1F+g`#3-!wtU=-P`X@Z{XN^bG?~?~NSL z`F4v);GE6bJQ2q4dW*2azLfS?pgSrLMDw_xOf*-@hxbsBu@H(kRD)n!6=IM3v&2C6 z&TmCL1@cquO{e}0#`w*;fj1omR|Q-vzVw({oBri+cc0e0Unfusc5AeBrPY-^RU9_V zeSKHY`-#$5JMq6Ti%u$xRh?IF=UV3JyHvW!?ESu2My0`8Jo-t>a~O@Pm6wdwQC{2w z=7b*wgOY3cFor|pM5*#q{O)9dbwkUhSmxSA0(#o~QpNzuW=@@x#=LSdZb?<0kgnzP z6J~@2;Z=cSuN;=Y;k2`IO{1`4+$@kqL0>*tno*zu=dc>j$T(x$>ix2640twON1pR2 z+&lN1F~vo%yEZtO0rS(MzhzqilI;&dIQQdBXA#u27$&J@U~Nn&80;~SJTj~~Q#NJ^ z+dV*`@UB~8s0>>k-lbP+>HeYk6*uF`w%lf8^ftlympK&xVaCrJhx6!cy{r@z5-a}_ zgNK4%M1tv|eZ`T;z`MaHC~$;5%ZS6%rsJxlj!`pxNp9fjQpv8t2SLNw&b}n)c4@7_ z?o{y>6JR?35)8&Ju)r-n@wwcbx}~1|=0;sK zc1IQXZr$sH2If%%Wk&x6ST{nwkG-9Ya4Zc$ylXQk~zzcw5yX5g|_ zcjH_xd|;oT8&Nl5R`?FgaCo=FBHc^UT1QTl4_xayjJd)u%!X0f_A2NYq9vsp_yw4z z-_8aNA?H>%JOoW}5y;!xV@uXoC;6#ai z`CN?UJK~`91+5 zR`0r?md{DwY2}4jWg;T;D45y;uLY?gK+0HH9#Nd=qmYzvHX%{`Y0|r7hpDH;16+&fA1hiq z4bJ5t;yT!S(T{{h(L97+ZYopH-how^qUbX>yihQcQVD9VW_Dlc5UjFyu8;g>t#^TR z>)3WuSrTTID7oSVJs<(XY3Ez;=rvhv>I(&d^=n_tbv8&alz(0hx03|&ctnWL54#v@ zy|Jto)x|??<6RW0sR`5{0l6}4R>Drdj5N#J_>QjxHtwWexGgE^(Xd*+(j2HF$QwjU z_3MPqtH2>Ozj0`!$M!cY{&@O&1ffv~5KqPBu;GYB_nwM&-2A=)_o(4<_ICXeYh6v$ z&fnb%{g7#Y!dYtN3p+5=d!PPU0jFCO1J#-}b=5y=VnQ~5;Ej}b#voR|4gu0x-&rO< zdT@Z~(YZ4{4KI8n$!4 zl7EjOC+iJ~ZV8O>WG1(-XDkC_DG}9Ii1@YvGiKhx`z^o+;Sh@(<}aOHoV;2|3V8rf z=-kZ%8SQtO*b!X?YBGLV7s%j5L|M{|RX5Cq^N5_MOU(OBH?L^R3w_9myPlIR8{6>v zCcO+kN!`#YMa_|F$a<(gaa%1c0Oo;1C}5Ft^pRY`A|)!~_boE*4gUDYqxw&{7?^RU z&$~VlwHCr0p34_eNQZqg7|sa*9L4p0tbX^ZuM%C^$36MkHwYFe3Sn`!v9I3R`!-~{ zTJx1+nWN;$ou`z(O;ge|9yulXLNRhs1eP;87-y z*0c=U%+Oq>qa!N%=q(tY)#(U#&=^ynX;F?(-uC@? zFVe{Eb!14C^`UNnUq<){=3!-)?jK9l=L2TRBg^Vtz8?O{^|7Ko9+vX+h9b}=2efoq zFmZdUXY9%%namzxD~z#i;ohkpS@U5oUb5xdWU7EafGxW}PzaZkiRnYS+zmhT< z0*_m@jg-h&485UQ5O7RQkDB(Gp2A=8H!bQp=Ne)E@*W6VKLXXL8dUb(dUtKp(}G7e zK;tfYJEnjAU3bP9smHTTNKZEO=Fu{yHnG2y@!Tisl8(fRn|n*%iiUbfqPi*5W~0Aq zxT(^DndL>sPT)6xbOv)wHeV(6&Qd=RgS@du2Fvb%5Ot+ir zB2zEs?^UZVIX|EVF$JUsKCp8Wi5*38+K^>4q9_o9t-ef3;>(Y!N6=p9bT9+Bih`9H zs}Y>ZGk-;2-IC+1Q-@R|C z`~S)=M_htlDJ$UFylEuJiFlYepechgtM4! zw`|GjQ+@oigGfN$hw-ta-q?JWMKv7QWTmx8mA~A9U>0C?w04u+ED*fyCk=^i&Jif+ z{3MLeUsFBJgVXMbQSll1(1ykC!!c8fdB*6aaMX?{B^XbngeXipRaql~MSsgsldtla@a7 zTF2Viq_BGtvD3i{&U+>zY6XhzxgW$UYdFsD|22U5%b0k~_2}@9*NFAqz5aw5iWWHw z2U_&kY=rQw(WOsI)T$f>y-VBnRo~DX6duIltlX%qnErBZEcu`q{qT;KdJyar^&L-( zymaDWQr{4a*F>=SJY6cy$1hbs~>opME|Wzb8ppZMf!|Ze1y?t z*)w3wer!8J>~p%U0cYWx-cr}5&|;{6-dVpixmde~dcZubzW*Va$`c|?^oBs&g0j5# zI|5lRKc)-Sd@JfW(RaR^g@Sgm42?jdAiZ7Q_}6`VeroePi;{TB-A3*Du~C=NSBRIE z1$_)II@`O9H&f@O>k{t+qTEYxh*Lg{lNsaJwY3L@9?83LV|p(86pyHt%X8KF17Z58 zl32;zvpGDEh5jC3V;%|Kja-UiUSPsnpvUNHySTptxm2n+%3b$FGGvlkb;ycy+74j2 zsQ{JbK8`H-?`WY2ij$r3oTd*~p%t#w38TnfErwMOT>zgvT2og)*zUSH1+`4^GN&5c zLi~a+w5kFz4?IZnT+#8i&#don+dyrAG>u|f?^7}x!fu^Xf=ll5QBKND+^5#IRd|Sb0miG(o3kNxg7YvXlBBSWPa-@8f8;p1OK}}?%vF65{hu7W$wIMEid8Oe{ z0b%~RYYt{uI$Zxz^nh`KWeO+68b#*1~c`)V0<8%Afj~RIc6f1B_Fo`C~12FO+ntmK&bLLDx8M79i8h&kSR$$bd zp|IXeW9tN(TXEvVhCXWYeg=J46=1MNCpV~}v8=lK!q~9qkfV&6Pm^0hX~0;Nby0>^ z0ZWYg1QMGt5AE-TL_>j4EANEo_SYYIx)yA|z(|p$!Di=H6}o_np=wujLQ4qMY$iNO z=lc>=dz`=*|E6mHCOIdERHSg$3rxs)0;rEZ$8SrnP<#jdl(sd~DrIlo^JyKwT!U9@ z_eN1a1nrzpN3&hEYrRg#F9*>Q*MdT7($$C{OT;}*{drKkNL19b1Y$OH5%lm3H2zAy zf_w%!Fw+*Od)K=pW^Dk`+d=Efy=$hegrE|?QEt(f+0?NsQ~NFZZEwg9C~sGSedWC2 zq^TKCuwXtM!Ga+USa?J{M5ktBH4T;lkSNx*yy82=ZEXVz`z+P+av_w+Cjc7bD(;cS zbMh$JEt5gWv;*{_hz@~r_I?8nZ_G(=E@7f9-2e8`GA55e z5l{)cyIZSvy#bJ!uglcN3PTk7oUsf_h6fE4V5AA+8_Vx_586;jPe@w5x8F>aQ5bsm zFlcYTqIK?9gCiVcpy@bez&{aQuP=m90>4PH2ps ziAoq|^j-(XXF3Qg(8YH4$%Vcyj&y*=7Uk@t4>2yg6bvhl9s4mBQw39-x{M5Wh73EQ zBD+)?dJ`FnnQTN^L4iMpOk|c8qg(tvBdoZnyAGWNj5tv{ryIiV%^S%>*Im|=UU@7| z?mG{7TzAQQkI46cr`+g69xqFZ*Hd#sZM3IW*Gb=|KLNdDY^$|(h$2AS1X>O&`}5&4 zM*WxqvO=`>jYKHSa+AlC`+&TKUWJZov-E)bMnrlHE-Vm9Y%FqXNk4^Po@PDb5kDjjZW$jbf4P&4=d)Gw`0Bb!GELN#AUeBQo zY61Q{@rW6p+-Dq|^XU3&5M~ImZ)WSo5TSZ8d7&b-i`_Q3Z1-9(hLKo|0MwQIhpbo% zB0`j3KfXjvj0gq108!_ae$z!N^wUsVPv%#n4|*iFzg$Ox;XewYPc%Ufc-hg)$7m%jB@D~#0*|dW zHbk*SUzCy-Cq}yAoQ%<3EP;DM1w`r3m9uq(U_W5^Z7+NSHe2}1(ZVuPX( z_N!qB5HvLn+JcYyHxAa7YIFj|0zz=QwLVSy)zQdCk{(+kcKOr~MaJEM(UkX;ClL4s zpt;pT3xE$F7&zVed$B;Ej&4D6#CP0D6!_NUScQ^%+9;>)exjW-4cw?e6mSDamleFk zBX=?jTJtW%v-<)e3Xz~&UfIT&NP+7|Fo*az*LD@FIc%3!fGT)V0LHd#&PrJ(79+dE ziP*ZYjMQZvN^&zrXGh>k+zaZP=_+KVA`dN1YCCy)O8#3uz<+!zpc6qeo)U$ubi*Ct ziI_%o1Ohbjf9He7lek2}6<=LBTJsU*qO>c}z_0oCupA9vgt2<}Ex}WEtE%tK*5Zp! z{D}}C@&ocB3K-S(5D9Qj-VY=iY^mTdDVsDx^C&B$g$Zi-rj_HCl2nMLNn+|3|87Fpvy4x2cLVB zT;BAJQu)BXJTVTYq!4yr*0zgs<1Zn#H$o^_*$)G2etjIkR2BHe+c-L3cK&-kkAXnk zy;Dp^?-C|*08o&A$d`sE4~jaJYjN3VZ+032%pxC{b;IYfKE5*uDSn)R`|^%(iUcS= zBLRX29!lfcmC}OCw&@7qtU*BU$2=JJbpxaAZ#x+`Vgl9Kc_6~UNh3xDcP*yPTsGon z75$~lKM#!(9TM|Y`c+zp8^btUa_@F#mXXJ#6cwDSGKkjUc0mslz#tkxlh4)$%a~7$ zIrQ#kdLe~J2+?{-IA2&|JEpsNwt&Y7<)mtS=-^K#FXI8H7xL&S-H2GTM2Yl*2@ z?X7|EKoSFaj6Q6@OmRk(PuHIOPc_!~sm5)MV)7E%=~#i$(B+E+U@1k1T3{a7EW>x6 zrS(y>B{lSee=wJSuoIbQTP+RPMQI8pnfl?fx$QWq{6im76`+HDE8w|kzE(1XPh(SN zOszqJ%U0#(gUe>ovm}H5m<8x8uw}VTd3FChlfXpq7lNdW*#-OPd-3 zqg`sYlZ=Dto|soog){Ic?)VkW5c)nry%US)$CqgIs1V?A*?bxm+e85j5ZGVg#HG_u{p?oh|1?MpM@Rv|%0zfvB=*=P)qKtI15GU^G!wg$ulK{rp3 zn*iihvuX}t%irz5?eo41vhLQpWbcI?;CVGiD?XQx?X)gE%&*>S|DLPM#5WG@dA3j@ zX(S#*1|qUiwH<{T%KgI~fhX(_Aj0hByd!+$AfZq3TWfud*&wUV;@T;?=npP6ZY(!I z+JLKTU2?CE;+{w?;>)8O+pjiXsCY7!$L|v8Vy2@R>tcCNqcLCt(CdS^{jebhFj378 zaIt0n5E?O!E&x7SX6?(wY0FIj5{tFU#XTD~aD{NWTjnc^zL!Ad#u5;E7%1djRvFII zhNH{H!ZggJV*{hpicoOm7(nB(g_=p^iu0g0n>Oqi&`e{!PjpaBxasZX;9Wi+hXWRA zy`uRa>#71-SJ*KC!{Pup*A~YOT!C$IHB~rxPlAU5Sg`>NxEoyOW@<}+UJ%RdIgWn^ zBTn!ESWVuY&W+#ig??izO-NlNiLV+~bWr5UPU9Nq*ad~1*=`<9T=~z^& zgwptOI)n%+SdCBoheh$h#Ek-)?3a;W_D}Wx?Rrt)0r#aGML03rKQ8Fsmo?vQAWOJW zH8cOZ+J0?`xd1Sl)cO*N|9;@PS5n6aY#IOUqhQ^C7^L5~P-+i2S_`M|?Dl{A1-~E5 zi0XHR5z)rD%xUuv^YQDkguZel;23(E(i{Kf1O0M_{{Q*HWZktO%DsvyEA_nY3^S*o z0sHLu?Weaaj3a!-vO}N!SM>>y5V4mHF{oBIF`~jF6G8pj@I=m14)f zh5keO0^J9|L8~Jo=i_6Fz$AU}RlBb8Mr0@(-)rDNvj}ReOCE#@jk348_KM$>4@8$W8f>ycF20p&}^=3GJ!O^ctSEnM<%nGZRzw-^9f_MiRe1Yj>`Tcvt{@Z!1Pzhr!d7QT z45ZJrym0Gdr;S1a$%%c4kkr#>ZSv=7!fkSSHfTGIWuReNKE| zodN%hh4P&QG3Upw0H7STW1bY3q}Cn8B@uwUcv@ovw?TL4OBpiPI_gL6*uD zn!t*KqbS#bNW#}vBFN%4yWV)sTaoAL2}_6eI?c5>PzuY{T|f~W9DCf`O7;;xCt0Bg zbd?=7g*)^EZ=K;6w-njc&(+YJ3uwF|X{eYy%k**&JId35um@BXFQf3JHBHeJHf4lk zgeL4vm-|o)(cC0SKb+ekfnaFsgAp-T(ccQ4H1xUgldp9e zH_r`RX0g{2OqsT^cZq&$_7z|!IMj&xMX#c$gg+!!t!|gOE+Bk2P+H?I+MOjCp_nad zraQWngI5D^+2n4?|F#!YaQ7TERo6#d$#iy!S>jAP&*9}Qx z_G~N;LFO?TOL^Bu1r0p5I6373?Z+S9QJ1W$kgVkO{xV4Le$*L;@QlCuw1^|lqvwQor^7fSM|3=L)-?tYRo10&w%Q;<&{b01+TV@^HBEJ zLH_<6^dG(u@LQ^8b&c1*MfmTJp2s;gM)$A$>qEbm`+w_$scl7GT{Dpr0bFpzr4UfR z0rr1W)Cus+C|hkCiFcQIs%#XJ4Ku645#eM$r5e}pEPtw-#PXN-bZ;^*G-r;Zs#!J zJQRS#TU9{n12s~3g1MDomcbqDn+Np-4Zy=o@ZZn1eacA-9Hn;+$x8&aATThFlqFZV z26b2&11C<&dw<&$%n?U=OdT7PeQ%~gYX^zH&$$9e6^ML+LOiT*U{oF+jdihF6g4Fr zV!ldN-}`Fobsb6$wSBroYX{q+-zQb=l#ap^wR5t}z|sRl5{&)ugl=zXEl65pXQ*|k zXp}9yGf6OgYH)*ft2)~$5z5TKT!M}PW0rPDP?#D!+cIssYH+(BW(@N*9vkw-;zBrb zBdl^==|^*g6L2FLELlG6Oo1pay0Pl)$MJjP60sruOu0!(UqDKBdH#jNV=8!6e9dXH zsN+Ljot!Tp6=4%d&Dc)X07uZ!mSNVr60w_D3?gA3y!U1z%c6-@msn`FmX;>jNy=vyY4=sBg|F?X%2RpH#0QyCNWA;UF~7r1Pa2bbPx31a2&bxtI3x*$9y`0`2I}J0I4F$I)W*yN@@lqFl|k%zc16yJtxVS2SjgF zP_I!7PsLJNyW0Sr*F07yW`sByNJ3Zz=0D~UmVIS|_u`IO6G+DrejP7p4K$w#+I(<9ClvO3OPVEiBTWWmo7!eqaa+$Kiyj-Kl zvL(Yj^G%vE#j*tcODp#Fn&lry+5~Sp(>iy^J{;?j`w0pB{qRR4LLA?~!&$FUl@z-^ zRSArCVBtzir@bl3jhYTK%EDvI4S=_RcDvS zKa2lO?;j_<^_um>FQ(zLpXo?qgjX=i$n2}x`&7Uz=3(H243K+{2*QJ%=(l4MSla@H z_|8t%TqMJqmh&&;Wzn30d9^3GOB?*Vg#0K))J1tYF9$wrC4eTYZ^O{Y(8_yDI%I2T zy%*ei@6g=KSa;NRl}4lV6P!FXpiP#34Gj~!74E205vxLu5~Swr)y>LuGXl$5BxX&T zKvDn@c82fLdd6%(kJkzdBHB1DlR$Y zLLF9;vA2ZRjFQCURbC891H=E6jn65N1XC0ClL)*zbHtfnrCvtJxDy$6@4hz6;jFCv+mn%9kY$skUH~De=-x<|S1C80ssw0R z+&0bD*tuNc3c7+r)&QGr#Bfr2LG$bFX(MWD0c-e~M?@!K{U6Odt8FWZEw(O)*-KG!`etic-xEy2w-Te100P5gKGl8Q?&DkJus2WCKG zOK|zcS<(&A)TN*=r~kmfRbEwYiR)2$TD!ms-mo3*?L|O{IN-0z8yG!UI%|vz5!q0l3H_89gX9&4kzviFOU*;)S+L%d&FRo*#Rk=!d?`MC=0D216b) zdEjXy!QnGIv2ug4OL0M;9(B=+gP}X4qgjLGDdlP|y89-9AX2>HmQ&IPe{DO*z`qT; za#zjE4rdw8672j!_-yu0zyMr?eRB!_F4M)dm6N(9w9FefBl@x!_-bP9yGb@{+$7PR z@yvYOhudP^Zg#Ja9A5*e#V=W4yvI;K!^)LPsdjgz7QnO^nYoeZ*hwYbLhm+PN?(Mv zmD+kdX05yKEK(({jbGH0FzecPN7&5mPF@NaclyD*I7mCJgTLe83CMqB7(<<+7OL0i zS{B=CyW%blDxKb?qeP7a?YoQHJLLjubnt9fm(BIJ)mv+nllwqBs?&XI#-4N+-7V=f zMy{{}XGQ`&u-y(dppo+`SHFGoP~ib6e2fpi-R+tYjydA`SjBta*8h1xkR=~ifi&V` z0BZ-JE*7$;zB%~h2Q=q(c3V}Xz>YyYop7;g4w84TO8+HClq{(* zyHbsPG2bCz0AxG55=Mr_fL*yUY+v>Szo|*Qi&!!BFr4m_){))!H{!&F1>atKlh03Z z+$;+}B5{;WC@JOs!for{Wx-zY5#QV5^T{DIuIGZ*3yarQ1p=dm%94SFts>t5jVAeA z*(^w`yg4$NAC)LAJ+`sUr7Sk0*lDDr?7nc7O54ez|$gwX1}I zvBTFr@$8FBSyd3z2O}vrRT!4+8j!JV1Zh$p^P$r>^q-?$%rl^^smllKesr(uZzl;h zWPdxZryH%>tv9kOsABLsKw6K`W#oMJFThQaaC4A9+yUK|&Gd9GGITRfTDI20Yq(n~ zjlDM4AC^N_X*bAK?5XJ+aTl8v24stz-CG{*aS`{~xOW)MH?}WL^yuZ_RvSF%I%Hmb z$5qRywCUw~b|RkHrTuy<%xsFzit&Op$$OS3VGduYpH3)=o4d^%>D*r|;BzKLA)@3# zl{OPGMtKp4qbQ{;^^ACJBFSY^6h55h=qrbcClnOQdnlXvD)n+>yxd9Qvu6dVS|gHY z0p9PEo;-d@ph!rKc5-+TXSKoglI)AVmyVul6Cjt|5^5yns#P$gXOJG;eDQG8;<@u+ z+1vTzR1ynHH$-E+<*xz4wVtSbmmQ_uPG zDFvP+*MZ0fJ(~huwB*CO$#1J(o3I4VT0R3ZGow{XuW2k&Z};$w2dN)$D@^Uy7lOql z|GHgu0u{044146;A8+Z4q#9=$<6Sl${Fr8N5M)jFoMasPF54R}0@H8uSk)idyR1a7 zL+`y6opQiF<^@c~NVk#wFcF>9I_~JMmTrS{$4R{^#;c7`GXfdesycZgT*(+aPcf4O$4xM$(P znlrCE$6{z-^!qMnaly=Qm42RwE;OFsC)a?JI=d4N%1j-6?^+DTq;MEN)-cgc?8tLT zK$VEV@Vag)IAbcGKy2-t-7L!6E<0(sj+QRjqD#GE|RhYw zX4XRKYu*N^e?^=`K6FZW#o>*F>FL?9lWcTTeO^>sH<0pwhFJD-s9*kq!?0`;cHmxz z8$s@b&*eo6YUXvNSME0zad)>8tlwn}zZN8h?w9h8qKc>XWJ@StYyX1uz({yXaBK^% z?_pS+a1A5={S_ijH3Sx0Tx}i2$h}M7LD3;5x8;k(!$tucH)c4WduYc5!Sxm=iu;}4 zZ@6k^&>wY@uZ&ga?y?L^T};d2lH|*FUBqKkeRhqkgEq5G%D9y8+jFPm&P`As8#_5v zW4l*Oz!elhp21-K{0^3Jxv5*L7&+v00e|6vQ92>+9@nhrd)%$j1flJU6WmWUf3fDvaQI=z`co1n7KH9P+^WoDrZno z3A~#=k4?YBt!tN>dKy}FZZhrB<^fmrfHPUsl-tT_nww5!EB@A*GdkTsf?uzVG0aV9 zu@8$GkH+Q;!$R%ow#ZQ@rf@Ol)Rer4d8?NFzM_>u`bI3qocKc3O`C7q4J~>PIvF@W z(-I5@U-R}llD@|!S~D!_a!Is)7(y?Fa|3XZ^=BKTb@i#cgeH@6DDq{UTJ!lCZ_Gq&{gn<`jR zkKWJ?8Wr%@9k*Y+u-D>t3@Rg?pQE;!b{~vOucHR}3hYKPOreCmBkL&&k=B!7>SM7S zR}rc(t(G_6AATN+pHiMZ8D4?Mb{e%iPJ}U*BX|S<#=&%PUfP$kr2I7QM~BaeWGBCZ zNxPv88;Z*GhmSVj$Tt|xv5PyctewuLrzkoB5|hjyRrn3gqI=)lR@u$NAxklrPw|w8 zoX3#!c)dW4be_yntNV@i108&Ep2eJf;e5KeqhMF}9#IiVF;H@$ya8PZZNzbP_-4cC zta3^PewUlpkvPh6+ewKDQkPdpnDAoG9{UpEY2zD?aDSEfLW9s;bEhZBm^eY2_XT*0 zeZswX5RB+Dso@c~G5@qM-*7Wr?>k*wm0U_KyiO}ZlU$XRD_4v1i=M&3rXL-z(d|0J zI6qKs-lGf8)_T}vJyfm{39h7o3ue)ae4gW5bBGR;g&?xyo~yKM-iOOU$SWKAlo?i8 zX^Hh`xw5S3j-6VN-*+h%r86AyS(crAFcXD%_ z=A|;cP3-GaU}Bz;+fwZp$C}_o7fX@0>+T26fR?!7@Q z3Et%TXe{$`!2ac%RSPTZfWukl%;#DY%{}2ernP*d35Kn=%C1iRKDgZtmTehH!DJB! zaRP6%F^4>F%qf*2V@cL7*RK}MqPXRWHeOw2xn^{M@|euHt#UYM>5Ieml=nblY+zAD z{|C@Ozs+v?S5@s}mtRidofYO;iMQ?w=2y4%iAvBw#q7T>?KVrT%inVC>x*fhNbnLr zBe)nc%y6IhGoRg;qE5%*C+p%pg^zea(X@24N2I0K*HXLvy6)Pi8Ux+eMqG!$d3$}L zEj`=!f>%i!A3Nv!Cg;AR{AFIc@wfZpN^^oo?3ORZ^T#8fc-j|vZc(gPZ9Yx@UP7jb zAEHfJZ4Ve$*t{v*t(TWTqAd2E%FDB_ib=vw35NH{A(T%gt>l9h|9LF=k2IT!Ew~pY zJn;Kew)AT8*xZ~=BZ}SzyXyrY(UYV(#c7Qb>O9824(-8r2_0U}md(fMZe`!@J-l}I zgVPom?fkANK}D1o(-wX;ChD@ss(0xZP!Bi0a*cF#IcPVEDK8A=Pt1fGFA&Ik%F0tc zkYUZd{tCBohmDi1Uv>jBuWdJHy&Wm57cTXcb0txZyc#H-5eq+Qq&Q{5-*_325-;bE z!JJW|Fo>1Eb!y~h*m5_?tId7=`9hl=-@Ju9rEk={yG4hwsmarz_p1kLxL&VK?u&gB z%YWgwH$a>3>;m#Z@4kDaGteAwhVw8k<*73puGo_Wk~jqyI*Z0vCe7+MhpBpT z6MrOmGS_LH;}?P-5b%Pz26a*N{)5ZuBV>Y!o75=P)bMO`hTwMTPLn~m*g%pTeS{hD z^~AbOT!cCizMoLy+&tJEhh*`j#Q_=~W_npvgwp4{_I#-gVk62;+Q=rjU({NDSaO~XGPcJB3*?+__^aoll!bkez0D+`k9MPF$ZHpu(kc0 zoA@{Ls{?Q5Z{W4tsqal7B@m2VM*-ho&{ZQdti-j7YZjJi6Dg8jf_fT*Z=`Tys&6n> zKhqH3t&A+rUYL{=CvpD1A8(qS*1g1y?-El6eIs`fSOoPgCo=|mZ0}GFFTBOP)>q}2 zUv|L15o`9o%6X;Wmhqg^F?W^;@=b5xVqKda{dFN!r`KMH;5%%!lti*N4ncft1W+;=CMktggc} zErX^GRKp?g z5@p}q-CVe)s#uEc+r-@wF9P~3p)G5-dywHw>f6K2w-rc&J7!uRjGRubgdH-|dQ!<%23fo;y}()%^`;i+L3gRHSdSFCmi)52&XbcnHaXF?D%$8? zJI&U;M1^R6%=M$|P)HJgt81o+=&2sQ5O%<9mt{V(Yt_S#KQZR1O9aJWlWH^HR*HQy zl?fPX;KE-)l!$aSUVxw{yS?}h<@0yAqmk(T^D;&PSRqwN^rq&}Y{R=b*$*HE?_?X~ zdqQ)QbIA+&k;(YbNoc?h)$D6b|L`+^*{#>_?;gP4aPZ#Hv&ne_YDI4SNh=}?<21Uo zZobnJ534>&z0a4+*%TbGdsdXED|A;a{G(9ffmj&t$Er+}6?B4o!e`^!;cdLUx+k8V zI4xlk8+3FyPxN@4so{idEd$FFNP#WU4zszBA*=C7e|cDg`OIgN&l0#Vk?4WM(UuW6 z?}^8S)^M{EYsPL|a@pL*y;%((IM-%Fp<9k`)Ma&T=J)$j{vY<<`=9Im{R8J^WF#_+ zjLMcsLb6q&>`hh_GD22XUP42*B%_d$l}+}_E-TqY_TGDauV+Q)9G^end;5OhKb&(M z^?E%YkLTlhT#xH3_v5~NE_W(eZqcN`W3cO2rjC*1vnpDzT-#bQR!qB zkf|2m+`Q^HY4pW?VzMXtFiT{EZXfMXgj9%u?*+cB^Dkq)$=q;9uXL5gE~|Qz$*Y%K z(YJ*(GVB!}YlC4Vj^QW4WsM)n9j&dXL{J~@?MdOT9z7!0fMlUjUA zjDc82s!t&U6Mvg-LVvGZ(|D~-#VrUa2np`I9!wQgs7tE}&l9>+{FX*}=uD)+xyV*d zn#2#)J=V*F5!CliWagZ%qNYR?Hy0k;g-+F<5cRpwHx;Y9*83iSN+h@(8&Q;OBYput z@O^!c1Ar~@16GBJzyNJm(^aF3A0NunS(isq)NCe0Mo;9D&MM*bo#WvoN8Y~6>@mWq!`Ogbi7_c6Ye*-wroxXgL z1zWLiDRu&lIGM;FrynWG)A1Y-O)B4RDbs06Od0{Us zb&zoG2#T!S>gT0r3U@P3jP$+@F4M!z*jljrAvUk>vREy7?&Q{@J+t^IE&-ajdbHBP z^2}M6>0$4xt>1=-g%`gIio$8h*|cTkG8yZ`cBTs<1bt`E)^lUsCX&qHG~ay}#~x~N z{MlCjk)&Oodwtt0fyXH6?uUt#)m;iXZ~x#+;Q(=kk>Qa`*;cRS+RMUrJ1*=@%sjpw zvCAHEY*$3}*NYF3QahA6!Cvdjl&p*qK-e2sbNO+9E^Qmzs*lC6Z z&Xg46lgrv~^G2#D9-82ZH2Us(mhc|=9lxEZ;c?|FIT}}_f`+fKR7i)q{N$}{NUCZ4 z%Ksy>O}JGr>y73SdeS)qbnfG?3uf(QewSuDx_Il;2g2GF5+=6w-x{_ZB6krVU9!&< zNKWOqt91$;;AXYjHp=NadZqIguXi4MmklAIl&!7ik*)`!&FD8@1y?UEYJ{2G>s(*1 z`=S?WeI~W&>L*>P`Hi?r9Tm6qbMX<&x^=~u+&B}H71h3AO?8avUV%_fRoO0iWsDU? z=2Pm)9Vzx8Hzttey#lWxE#sL))B88(FPyzT?yq|Em|${X#W}MY{*RfWUn-aDP;S~- zUQ1#LypMUU2A&p!*JH?OUyCGNv4<&TrS5Xrz5cH~xafbow3EEcuPWp|-=<$cn@ zOy@`GEo0gp3H^WeHO3cQqoID%EI($+Do6yWR7hu-x3&Dc5kxw$zu-*bF1-YpFHQN3lxwR0tzcP z&(2kNleL=7h{Zheuvs{AX|i8)b1NU;;Dc zS&;@us%}~WJH8Qt+4PnC54u_^Zq`v_RaPEZFI^oz$(A0%K7(g|#Dc-U?Od@CPr@_% zfJw9C75GLRhjWh&*E+=yOF_vSJwh5r;!V~+nwQ9|(tJ(wl{;y91&j4AMBh&BC|?Q+ z-X)UcVU_p1t#W zX?OWh+t2Ew!@f3Gs~^9(p_@Rz6F@&FQB=;pT}<{_Pl9ts=+4}Is48T=!%4j^_jk+#s*Pkm0RoNLai?O&8mF2qp4&3@?1x-0)3 za{)~5AFnFTvz~u`r;J)+N5|vD!bcO~rAzeDec~bpfo3<@7RQGbZ&9*v)PmO}G42#B z{kR<73?6I?MZRPKI`n&-&!Ybnf^^)&QTtZ=Gvbbr-zI*M~S|12Yf#9o=&?^ z;EpfP=gg=sv$cVZXHKNwuKU!b@^}Yl%=$gNSBgvc`RDfHY~g%`38Ve(Zt;()MH44< z?;#-bi%*eTw21&3AFS@8Sj<<_G-ea)%WuEZw#43kB1ik!aMUdvpFBHR?!EA%(}F8P zjNe<(4V!=|kF}m(9Mj*7LKik!E<7O{qT;A^#yT|G++c8H;bXAU(aAHKj`p4{w?+jP zsM%H1m&X0J{an2yoVKVqT{L~6T$c+u88w0%e(K2km{8eCH>qM3*)|Ot^3NkTUkE>1x^#eXADu@nG6Ga3%iu?(8 zPIul_Eq~4uAlN%zjdlCkD$1vL0p)ql>*zpqPnv$*!a@P^rBhPuP;`iwRA zZ+F?ypOsHoQGQhT!_w`(>yT-s$l=$_LJl)GA70wli975w_U_8C`fHJw%!w7!U<86x zl;ghNA7q(@5mcX6F1Ec{pc%PsBF>hS}lS8%=fD@_CKl9cVvdS~%MZ6?6 z)`ja?suj1|!}+P_+DXd|0PA~%@JyN*Q>QtR&XI?J6$wsLyJ=lH=jTv(x^TuWwf=Cy z_hXDZ+NcXzQjCNwWtuPj zeajymymE_|Q}T8SiaL3EJVVQ=DYZ;unt0Z{fUWjZH-pV~ZgB(i`jukET<9KKuN!>A z6n(Z+-}*&DH7C{$6ALz41$qW91S(9JlVq5b8BrrzLu|#V#h;(@I3;x^Ci|>>>7|t_ z{^D~9j~yRI%uIa5idy(FoA1AY(YdhEULq2R?k%qGZS#>^Po3BSNOwe*KOQm9UBE1> z;zW5qa`IhqKtR~gGjz8+H3F}$n7)eE2Gi92?4#A>yXudV@5%BX=EPD7YHfR*-o(?x zJjz+29!nOZBYx=+ZOVtFSk8O0&IBn5UeY0)r)5lJbDB85zX*SJh)vT3K7&br}F6SnvXo&{Je6fb8AH+LA*eM+W9w-fMh3mkua zOG)N0EDJ6VM#trFUsbft+%f>|OniazvbnbD>SXcvde)FJ0K{FZ6d=JiI@pc&@o8W& zcxYy7IW1)X#<3{}wdTA>dADUHU8}Q`{soxTKLt2Lqf?>z3upd9bFmnk$SZ(KIUQfNhhV`T{Lwv59)gX{0-wwar-EAZQDOSNqK00M4rQ1$%y zPKMj>!QIdYl<$rHa`m=<%!vd$TwkE9{QK;KM(3`KA6?&>BLRl~f{U?-@~PWz4B=r~ zfbn^MtO?QoJF8=ssE*2U1U1Ej*7<>ZjuZD%!3iit)}G}|nKqL&<5)_AxR01$SLXmt-&^s_zq?jL;Oum63Hf+t*!A%Ah`?-Tyfg{6fD5Jo~Z9QMBx{R@ZVCO`mm zUP>x-|HRGh|9tl(pe8vrC_elPEdA%a`|xATqaVBg4VbO38vXZa zd&oQZ&08^8Yem*8!{YxZ@cI9X6E3BZ+o8w6*xhy2o*>=RbD8Qr)N|s>cJ+J=tG-xl z2m|UV1H&oyC)C*I$k}3_FkB%QCwUQzdHGq$u>fY)D~Z^Q?zktTQRVa!gu>)UNfe$j zwvgVHAi{RsX>>3O{qZ%keRU?Ucl*oai=Mu|nW--zlh(c6J2iDvzR@YKaXJ1~qfio6 z?v_o(HplKhDc|45*4t!`V}Yi{b&^!tttAat`s2(CFqW@CxAR_a^6$p|yU>N4Sj)Xf z!}j+NWe{rAr2-6$zhC+1Ck0t(@Vsz*jI!^#ZiNe>V!-<1G6-j(5;ht+b(ofpOs5J|Hv;;fEIw_EayyJY`AG#my6N_315 z=R}fV`?pNpnQyIMj9+tJ?@eGiU}6jk$_z|a3(xfo)`zdQ-V7u@V7M6QSOTG?8Wp{4 z_{I@ES${GV%M}aTiGx~gz6c4ym#6OzTB|2w`yFE{`}|V-mPQRm*%C%}{eb@v!$-Dq zT5|%=fid$Ud+Z!b=sqvT-UHF3(8$ha@K*T`FU#KV!JtiUz*aJpJ9BWPP8V>071Vk zwDUVaJCoBlZID;Z?R~SmWn9w7Up!C555PIQK2m<$~Hp z0n+O<1Ndl@(@E+&BOnoM*C@JMs15kMUefDl6z%c~-K?O8qW~bD-z}i4b;fnpSx+}f zJnuh)eU5=9d(=E$i^xaxI!&e^BIMRTpo=`b4}{N)#{u%nUD5{)D*YpX9D2X_As71j z$$F61uKbRgz|*~e<__D?Jbm8(;>fX8=)(L28M&U6j5>DTf}a~38$F0-M6SA-rpP`u$M40ec?|FTY>sm3Avpwy&JQAwTp7@gl?NOK z-w}2USzu&Z6=^;M4U%4)pIJnjgSzyw$2uGY^T&EYiwwIbReszW{a!_DY+7 zt*e+DI9uEF6enRT8+fbvfQM*s1-OrGK1B^P4g=l8Eo+3ry+HBp)lPrv*UVNe+!TcW zp&?&-A~t|x$-iI-9dZk~GGmm!zy{s;BXK_6-}Q^@S_Qpa$LN<=gZHGH1?WIp{gXCe zX%JEP02fOZ+s#T)yPg2->CrdUKslkX%J)h$^G@DFASRIOZVqFnU$2q6SyWn!kTJAB zfD6m4O5aII?~YrahwdX{T2Y` zzczPvV={GCbhrPIsKz;w8=2j08t1#HvgAL!?s8~VTN037d$qrPe=QopX@w7^(s*ZB ztzx@*5Z!Rmk;^72AUo2uJ;Wkv4U*pl5xk~KVbgjSbZZ<+Hg!Zv61V%e78_ToMhRYb z#Ffcjkdr=fO~IdNxuJ<6hR+rHJLe1|dVmH1t4ctzbO7M^cJ~VBy>%-6Yv&))Z`zpG-H3N;WF*Jge|S_|Z!O$yGlT`o*Yz5@>uVBnU8})#*qoB)Ihj0I{^hksns8 zK%0j}kN<^UkuEvOwMpSvuU5k0wLyOeL^x>mCN$Z&xPB*-6c!1oMtUJRCB+wtil zq&T$p zU8XF%c{|@yxTx=6#(V+*>`qr82$^yO6^J4LAV<dw-t^KZM#fd`TBdmj z)~2AJMGoFs*38=cVAM?t0i@AwdrQE|ChGWedq}M&k4?X&V{&pyZvm+K;JvpkIa#vr z98ZLT+|DP2uS7d3{+T7e5wp(+E!mzj7M(=U*`EGeNvLDg{zlNMHgBjlcFJXAY1|U1Y!Hcb z>BK`}!O>uhehT zoP1sup0Bxm`x5WNi(Q|WFxNG30*&^hO;-J7M#X*!VZPP~Mn>PGZ~OgF@-i{S;qj&Z zvUP)i`F`;x8yZwL`(;iD;OF9|K-=)y=c2b3@#^nEv&{^ks6G)Ju|>agZ}oq;Wmxdx zjT_L5xHMfg^z&5Vv}&2ksaWH6N=`?ewnoHjwo(Mc<@*`i28920f(GcJ%RzbgtS*Is zBF3=xkB!i87^!^Q&~`kZYiC}(J|dDv68c?$nZWjQE$+E2&gH|$`7I-f*-t<_!~D;k zB3$hWa}#!^jTp=Ue3?C5^5#_bs8dneYBx zd4Om=a#QHGn*0(kvdo5{;VAOEJ%IGtj}%iQT3*WQNXiDSsw)!rGJg$XIg`0V#s3U(Chb2E}qBAC*E- z+}VBu5?nH*0tlLYto6EtwBg5A8H2R8t8i3(Wuc4Y8%pW6YB4{sn6Y(RLVZWyf#CDo4A$Fu(9f`}XtXd?D`#k7a)Scr>I74F{W~?WcwG_GHymNnX!#4J)1cgTPXDN|?)s-e zzs1E1?jKR-6H{Bn57CBb>Fvg>H{!|}ZGk3Ii~sBbypL{CkB&3pg2%U7EVE^FVjkYn zV3~Ob_VvBs>Z3Nb$@I74x9m3kNzr7DrF*oIe+UpyLQqin?YVXT(DU;RbB{{zniKh^ zA7xoSp-4>H`#$!ZP>6(oXcpa3f@D^!=yW-We#XQ0iMqt1o1KkY7$58}5!^9R(C(#+ zownt%vH{un4XIORn+B0o+M(QZJ|kYyvL8~N9wAz9_ST{)WjYrE66uJO$q&gv55|vm z%=?3A-R<)2-Gm!XvHq`h-;$$bspr%mHCL6f`QpE=7C*$50x|c*e5|;e4^ z;tiS zXbL7AEZce?r`WOky*Y1hXZZ!?BoWRdY1y~Ja#<;l>D@X^dnhdQq|0z+IULDGI=k%B( zh;HXRju?{1EpZjDl#;fH!%(?qe};0M-AhW5zrdoKL#n$iN5x@t=;W|`|78Nkf8`pY zkD=Zjj@%lP614$ErX-Uxpy;G*3chDs@VrPsjoT1B?;=*{1geXR}(&7pXdapPe+e{5ssP|yX>z5z0enG z3HfA^XhYH9U^<+lQWRlFXYptqQ1SQ=v57+9W!4h$zS9CadA{x_ezkwtWEjWaYpaY% z@vT`rrxO;;6HbU_DEyCVP)(Fr3~+O|wokJ|q4F2ZGQcRcoo8AViGUL4ZDWX>5c(cbsuhhDU_ zr7yN_UVZSv!S~AuK;Sp$-A#KN;=0k~am|n<){a+GlBdK`Z9UH{_tjDx&D8sTsf^gI zDPa_$o+2}@b^h17V4zWmZjab$C7gf%9;|Z=Zd}0)pMro9|3A4VazrfwlRA+7KfecV zR%7J8QuX5IzuYZi>d_c*sU~Q8qJsG^!$*!1!P9U(J^yj&*?}Yw4kFm%el?EZzawC1 zIt~}tC~GG51H)!@hhd|5PpSSp>WAYC-2ihPf6kHjp9>NU8xw|29(^bYSf;P_p=tIpHnYYO17MPJLgEj}Cs%sCn$bdJ(X|#I0myybes9fdi(eDIK)O zqyP6Aj%M#jKIAlI0iJC=O;$e)DNc@AKC0TaJPN zjKIrGiG80mcYh3;i1fTnkjsHlM_VDL*&e5YxA)|I)5#zOy3ZGk>-%4_XNY10h{b%A zP9Qm8F-E|S$;ctS@E>mg_E!!gV7nQtbn<}F{-&r88hW%pkv+5U`X$N2{7z!;$@_mJ z;03&%WX9S<2S)wB1%fU8zXgI~!T)v;2I_x12u`H`xi}Qw|IVQQok72j)&G|S3BbAs z+!nt|1j1W$6_%jXI0LknvD(m65%I;V@<0sDKn#HjwfVb?_eVYnuXI#Ixh&LDm`xQf zHUK-vrcR|$-@!QL9K} zYx;28jE)`*c`_kvbN@`quG=cYMsHBzod--7l}LL2Lw+CBt|pKi zx2PVl!uG&LZuGru#K_F2!6Un^5kORCQkvf=yc!7$ve^UVAH$(K_L{5n{ttV&Xt>q@ zx>tat8rZBdDk-(s{2e+B4#7W<*T;d=C;Cq3&n?G;Rrht$8eXdfC{7fB#QG0YhVKF? z0Ir&8RhG9y2qLxuAEshdHoC23wz9Ocrk!)!a?FM9Rbq`*BuDuz?6eFS^9?Hi{}&S5 zdg5$uY?Q|-GZ-NPz6ix557!NINOu;y@LhXbrvGh%v~7LiWyutjGwS9-|Bp*inAjcA zUSdTE#T|eesg;o$@{Qdf+sq#N0P=@DAmKUj@zc*|&(`N7kYv6ktaoad1r`ehec>WA zwp^dfqHON^NJIftVHhpWiOLU#^?-shD8SzV%>*k`D+w(sLUXox?*+_&z%BU+0xP>rJbMIAXs10o^qZg(#k{I?z?I)G&XO$ z;M|bN2Ri27yGbdOefa`bvD%OL`Wy{cE4kd7$JN3~;?`l6rt0G;r2I~dyFsO>0O2~B z0iGX!guF3Wmz~|GE@=tsH=7TEZq6FX^lcRa#;FYvIhQ9s&hy!IOp<=#+t!{6;@_!M zlGXeXflq;Kn6B}BC6xn|JN@b3e70eO@{wc65g<=@fCTZzI6SM}v{aR;x8Xj*$B&TI z?zpba0)5DQ?)=zxxY@^X%TEKi{7{Zr_a7{+1t#igk@Z@6Z`JKdq?!t;?|bC7&0$Ok zpepD#(A!O`K^qJG<>njTr3N!RZGj4Pb9!Q%&Us34aV0A4$iK5_$h9EgA^HZ2g>NlJ z%)5&HX)x{|75F>=RBbQe(wO%%%Z3ldBNEKHP?g&>-F#!2smLH%BpG6E^%+;Lwf;6B zzcQ0HOnYPB_CIX_3cOyZ*G|VzKg{fmKzd5Ke2q>PULy{AUsM7_e6o6=yg zzDHD_fZ>T^orU^HFYr}dT!lTJ2Yd|tnnn$g7b#|gi8ojfIc_MmZLVul-Lyh)LS}qC z-lE?K@;kNP?oH*#I6NB>1~%q|?j}w#>M7N6V5^a_ywu{1Vo_rF?;TP>1erHDk*hpc zpS-?F<`mjG7~irmb7li-SF~G7Q0` zwZIHFOh3qxhg38X!hWKYUDoov(MeTj6G9=ADb!ijC!@?|wE&!|`H-dSFit|7H9|(` zZp5__4w5Wz94xc=k&NUw{(Ax_up{pVsgnm);{&7cb}gAbb>L0#09x z+Z(p;!iEYI!d(kdma`V!X!hT#UWS5H&B~MJPwZgZxnJ{VctIKV@|k^?{O3_(CvkZ2 zBN1BnnNiW*yhGHN?2|7+E#i>AX@C0_O3lx!*N%fGZ~@e*w|Rh_4M^%lMXGiyl6Fw4-pSJdZ+-LZ~X5j3#6u4KNkgPjoZrtP6Gm~?4IzK${IM_^S6 zBdO#l)EVGP$|#AdK7t6q58U~`Ehex7oL`XC8oQ$ne5e39idOrMiMkbD0v2epj$a2Q zC`i<9B4ytMmM1|d8X!#$LqGxpx{d=l@w%+A<#ZQ1X&rh7Y@Ow=!BDcM5czWlfGKQ# zR}rx=gcIOC5E_R+?3t5hi3$P9O?tB%{fs7y|4pTdMvk5P3@uD=3;I0>6A9Q^ zZ9v%~uhC`XJVm__Y&Ez3b`Wh>{gQi+d~XGAH0Z!}otyO{eOO0v87nJ!#GMEpHXs|#sGSAuXhSa?k) zp+$6(cP>dsz1{_!_3GgJ509@!{_@*^1?X z3Ck%cJmQFu|NF3{=4Ts&w*1bvuJiP8mh8R^)xLF->oF{rN;4=EljDeaA3n~bUl^Qr zBfA|Uh;=*U#fsX?I7V7!4{N_lwYU)__+3=+0lW`8*vsl1ooPo7q;<$Oq75Oj7@>IK zKq$ld6hfIGUf%Bq#oR}rw!wR^iu%91o-s5CW!~d+`l3^Qhm=a90;m1FM?QnaK3Fn+qL&VbP$phmX=hO zJup=h1mm}OC;1<`CVvuAOpw1+3i5s*eqgFih&tcMSB-;W?lOp&J0p?og#)2(^aFT3 zUnA0S53EB7qCX-{9e(#<7IzU|PdL9J(ScF_|8arD25>;1CA`%dz!0@dcI`SZZ&Z`L zz3RJ=ne|bpq{}9Ip@px)-i))ohA;EWbvyj-WYv#na$nun4Jom?ci7_iN@rSQ=ew4X z&c;`NWqMePVJUy+p1W|F;V2%a?;Q2n6V?9ov*m?G0}jl^OYgXt$~-`5uZo^!77>Vv zr%(t3UMZd*a$~1#0XDXpd3X5T?X2XwxD3_n1`#1Y^7PRqi<=s4oAMo0FH&3P1}e6b zcD@yIi@vJG-d}k!10>h_o-F|nwM*87qx_o6$WUH4)b-jL72_5NP+t_<}R`fXu0uk8{wc{)yY zE~^i&Qbj5f!r4dm75Bs#=)n#bn&m=BF}b3BWOUrwzUK!J7LjMUeEQCm9B*fb8NX`( zdL$UqGR0zARxH?;!}Ba|JdBqy=-tr116oRdHYBotG^`F#TXE!#^+!U*r=)FuecE>>j)nvf7e9wl}?^lubPaB&U)(j8u6a@twCH7^K&B)v3Fv4VI4k^O%aTA z)zLPxeaMUS#UEQE^}Aqd=E-99&b3PD@48kYhk|8g5MC<<9@RM~Uoxt5>3D!pU?9Y# zy;q)IJwjzU+H4&2_}O-(=|4V&+~h|-E5WClDy6&Dn4SwOy!68%5o0)w&N?UGGIBfX zV#a>aLFOd9Lh`RSm@Y9z>p$J`n#U#=Xm;MtukT=rQex2qh^Yz#w(Qgb_WhK9Sd1%p z-DO`56tZr9Kxo@}NP5ZO6Oq*7i!sXCUo*$m6su<3{x;7phplky=-)7G9BjTtC(K7I zQS1{&bCT>$cMYQVV4dyQt&2uoS*9XSZq-v(iKj1y{q-gv5G?C>*(K~m0?%%%DO698 z;RX0(v@TUz?o5Y!>d0g5BhE!fLiS(ySPpDrOP|c59)b?SBdX=PwnI5exfX@bI$WaS<1Rk}shSxzQt#6V#vT zNT;wPs4leXNm>iw-?OQGK(CD}<|bkCSvuY|4rGh7Cb|occnP*_GG3e8i?VJb`1%!L z_YHMCPY{I9eu_!{>!m7O#`IvhVy-%|SB%nx4OuG@C`52Fz`j}RUa$l&=L<-yHyv{s;+D0EXxez{-jGHc3OVM1b z)plj&+Vhr8e(;Lymo)fSQ7h`LR@P!%!9DyO6!4V8I4!vTMB*KYKfYZWmnt-$w@@#xDyH9*EY1^5czX^ME^u0 z4LNP4U_q3@VX}f_;$%r>yf7C9JqB#~DZ{P{{?_sn-RXOW!H_cSIFW8&rCbIQxs{5< zp4Vi*Z=zaMc-3mC<`kNYy*OtHv6VhcdYPB$?s9YS;O^;@YTtUFuVT6cs~9EL6YSqF zJ#LT5{`^+}BgTfrNwKf$wQJ|Dvld;iDZuH&x}oMN~h20sC~8U#K$o?X|gq+EXV#k?IB$=ku0X=U#6z z$Nl4V^3TG?o*Xhy`-X}vbkGXhf=w1KhUYn!J}N_C&l+&lgZ6uy8IzR~XR4K1te=-m zSMiSBX|KV1cnh|M5$5|r*jN_4A34I{hw3=x(#{>MEVI8BX)MIu@6yB-QV(YPODCT+ zoAh6<_loxUD)sFvuEEd27!Q`1$1*IB*b*NRwSG7ulqg^+yXOP`=(1+Bn(1IVTT3*> zouwiKTMb4DRPL>thkvYrV-0QaQ3sD2;gn$1EhAP5s058Wtb*7uUrZ ziV{D@+|(SBrQ0`AelR^-

MA8w`Wd#kD6#I8eK+3T`5t7 z_HK0Xs(RZ#&T*dkp1KzXTsczbt;74JIi4l&)qo$diS-+CFL&B&qXawSX&kjZlVQfQ zc%J=eU5aD)gVvv`!$=g^PDP?l*av9S^ebT07T?R+v7Yl}aLDvHvzL(E|C)Lfwyf5B z!zp|RWG4T^dM zLsAmO)`pb`jjV~?z7x%3LM=w76uL)CpPucb!0SIHQj|CR{^7g^YYMh}mY3Dxmkyse z*=U+oiN>{_kqiIhii@Z?T7`jBc+#x=P8<`^Kj1&wb$OztUZh_C+r|}Rc+IqqAFgX zO^!w}#5|Vcwru4)@|t@_`Vh^ttC;VHRu%3zlR!eLR!F5v+;(dDbiRvddS|$e7=FK!%EoE zJChwTgd0uQPkkB9c15cd4O-tBQ|xfl4#4`e3Px~EV{}%w`J%xfa&lC?_Bp!t2pUDu zp)HOVW}Av09L&x+Q57Q1aivENj^L26y)@<{POzUeZTIPRiZq>4n(-YSeo0C=2P6o_ zVs+RK^HP_r(l6*$upJgo9`F} zrXNL73+ZgAWLbcfwu;FcCt+Ot*uu%`y%v%s$CktciqA5q z^s8$XUf88KaMBljU-Ml$kyX8U)hTgFjfjot&s@nh;XMUv=Ze{7mfWQLprwL?iQPrg zWNm;TFH=uim(emhjb=C7x7ZMPcwJ5t`g;cN&o-W5?4=ab%ma`nhd057%AtBB!fX=c z(JGnw^R>9?^zD~1qYA_q=&t+@m7<4WmNLayOShKSzo%1ad-0rXaz?GR`8gRHFX@ig zYo6-9L;9qfQ)H+5%}Zrptv`W9sXh{NPEqP_Vqs4`wd>*v!cxW7J8h>d3f0rQ4Q%a8P2A6KP^6B4U>jK>G8M!!BV{I1dZ#|`sNIaz=RqAIK zb0yF5BUb1)|G|FgW4vuS55r!5V^=c&6YAEag8`l3*A0C3G5F5RZ7wArB`WNUqiIyF zHwBChyOQ!ca@3AjOluIlW^L}SIX_4LXQYQc;B(?)#=$R814f#?nJ@67RW|01pfdum%^zWP2m@49>x_Fq_)$t-f)U6ohUB*^{oeOsq zrhJVNM|}ku-s3+$9$z_hv}rQ#@+Fk&Z@(1%7y^MM1;dbRR{MUbDlXPZU9qC0j_U4o zxU*Uz4`eXOhz=)VXdPovqgxVWThtZr{q0JQoq*>(8f;MeaWpy?zW^|28ko*Enp`{* z)Z&G{<-B})H%0#`>h6Sftk^SM>HY1P3s1AX9zGpM(A3TN!s``Yh!R7w#)w*!(hRQj zJB!BCC}w=Zy*P{;56l`DGfH+xzH}$!3l6C>4hpY>@U|cR6tOh}XHV?gb(tl>`CohF z*AsLg*lfWu;tPcEg0a^t4=+Tql#W>Cp=C4Mpe}b>gMA4eniNNlH%08Pw)~hkym3p` zOkX%S89$9kAjhT`6&_XX5+9q3GQX;LH<{^JQ;a3Zx4CUMVZBTEqOp%AGZBZKPH2+c zQjAd+v_e#ii9SVOWzKplDMy`Un#@4I17zX~#=pgH9v-)AdCg(A7tjyFyr^?;)gHzv z=X$bnTa%?^LrMYzy?{R!tFe34ms+*BPI=H9C(D1#St4~~N1?^pvfVT+0B6sOBi3xu zpMG}|B_tbfcd6}i^flDL%8Bn!wYi?PW<({`&sWnoP76j2G8zA|$7_f{v`2Yz1Kc^7 zs(8kdFXWwWnnYnMIv064#k=I>O0!ZF$$7wb`mI; zcfN#`vEp|BNr~>I6jvoKEOQJ%WocWPWQj0l2a*QSE~q75HoXXk*s7IKTHI&Tp4<=q z+=0ZvD52D3p~ZkLL9JsAb|kkO;(dg6V)wh2`XC+2%><^;#(0N6ie*+~ys%%H>a>Km zlHz_)l`BDNKX=t6s6I1dw_s0URKU^bxqmeNh5}~9t$*%)mw8K})RXXiGH>l6bOU~e zPkVB1d8JibY-QanaHC!KuyQdbPqIk(b3zp%&7AF8jK;&`tyjpXZd~j>%4(T_BM7qc z5}#TNR3u;I=1zPVZ9$0nz1s}IQU1OGL~Ftte|?s|g@I0f#3B@Ki*fEe$(SiR*&j3U z%p=zo+u+s915<9f&{C2Q66GtG^H}%pJmm7QhVxyv3U@=kb2V($39){yzIxO|yHxjc zPQ-EHhAxUT)f+46pIsb6-hNGB`t1!L0SM73ZHO?ZH~DP%Cw=w~KXE%5rhqFLF9`dU zrg<#X`KIpYt4bBgW$gy+=bMsYC5er|OUy|(g^d+I=!sEdcT_s5jzr;L)ABG5_t z47=lvP|CFOn~jie^USaLITn0-m)l_^0sJ~=Mn<+G_2E~`=X$RqC=4H9J1Iv;_2UaS zIAzK@=c%mJ3S!GS<-KF2LE)LX({Ju^0U%pv9np)QU75^l$#rV}jHBFmfeA+<`Zih( z^#NO6d*tl$v*-7fCPv~Hep{L?5>vH*sLzbK^N6JC)CWH0p4 z-B+|E*vrhXBOuV!l{#5dnj({*9&G%wGU7)~w4wts*vr1X*VH^oinrMb_2tJn4)p%@-}(>)aYio=oP5bpPIc(I>zi)-^XgQmem9C3};b zNGmwa06YJzK9_k#75-~neBEw}v`t8n+F#Jzqbz6v{}GqK&83VM0IY`KtA(KBC}A!V zdMp+FvsTWw9!d!y9pI~f!b4C3;(D{L~A2o%JkKK&r1JXgCXtZ0DofBZbZI+rtE(#AFMx4 zyT$y_{$Ktb1wq>qWF{FMWUr$4#)Kk;{n^BtOt9@z&{}(0wCu!o75db@TCuUPu=pqtLyb5nk07Z2K&nk2Jp)&uv#W`tedY;FmLqM$c{skeTCr*zLE=J-ADr)^v=3 zezT*xhuSQ80H7o19N;NyDZHctikcJx_@-}t`4T@BjRCB{9#Cg5cQuOSj({L}n#n>U zAxCd4SqswnPN`{hbXU#reI($`YB|MxL)eBYI8YDBk#z_ynih_omua1hQ&TD(28EjI zl%4lVwh@HY%R=LSl*Z9z;NDx%lnSL1SS;-CmSdYzxbktXnnE$#0R#q8-ZX58F0V9s zT|ZU|;FNn7>{bf^AnAr){s+Yx1Y28R>Zz=;3+kz%0V_av6;H>;XWE1E)r;nZcq+Hz z$fdRMxgSt$?uRya>RmOe>-i?9PAaINV^7fB&GvT+igKRGa|^tSsajC%@r8hu&H8W} z&p-Nom!84ta3t%qq7>~gg1x!F1DLu=k%d5iM(t*dBq-P4vYC|Och=;k5m?{+u{(1% zZ-`XSewkG9-qDB#(OnnOG4rro*f#~htHo2eoQj~gh(*?--|X~^ii`qeX>jQNa=zkh zgcXOvX)4Xyx*H4ulD|gRJSlx?Li&AN^mN%F`kQ9f4oF=dgqM1`-fB}L7@6?;#glv2 zF*qlCkr#GFVzHc057pl{HR3M?hUltSRnT`2}@4V2_oe3@TL3)?v+b)6+GUJ>%a&agi z?oc1nxXo|g!5z=y!8RTiz&B?5_3%2$-%W{rj)WYC6Q^3v`n{KbGb49tItx>~-mpKe z%g~R8D3Y~5w$um3&39A)a?wOF+Ju~q6%>k z@jS~_=zXnhuMp|eI8RL!2~vVMGoZq@`e2O8R9HvqY3Wnr{t^@+`EUnG__aZ1Q+H#g zZQAOxrhBfF+Lm4vYIr`xjzxe}=s{v!7vWeJ=*ZtWHwu?Ag>(D4SFvAFwk?Keu|Pfm z4kPL6la~5ci`!iX2=%P;^%d%r`!DN^Our3j*S;t00Dy;0y(g+K0T~0%JMx=*`bi6D zn3F@3Goe_-z1m|5kkNEW`SYvKF>-Q(Hk>7(SFVHCbO0TOjp{hFDi)D>{9J%8k_brK zhV37dNHzz>LTiHWY|VSO^#kLzSlMy5OA`%lz(cpeISL53=tcw!Sx=kakB9{k9g-7S zPLN-J%{=ieH4CJk1%ypUp<{m)phu3lI~-|Zihe{fPsuTk2+Q$uEyWSONd@6;%V1eP z{CkHAy9TQfl%blAohph2Dd`7yy`+(kcvS^U7Tu$>|@(lzo6) z>V@6v2FyrSul7=+cnsVo$P>lh*jq0ZuNE~TeaXwYZ-<1f7P3=azk=JntNZZ|ebR1}X7; ztRn)Y@+APHIedi15Gh;!iC^>;er+?+>7O+#RWVUTB-Xdx4w0kXy3-wb#0u)~y&A5svrHytR&z&;sq~EkMMa z?hU$r_V}HDLV(2Dk<@{^V6i}p1|5xgns~;$LR>jp>r4P+<{_$-3D+~x!Ie~cJ&2fF z?FP0SDFL$#1L8Z1-rwc3QsNSI-T9vC_T6>l{2Nmv#nAmKBSc}!U_!5KcDOS2wkOnQ zz^^RcE7zd2KhI~i5JT)*vkkl)Y4i@}TJj}L%G@E;$3s?ti@^rbN>O^9rRO(^Bezd3 zF=|kK75^2f0MuGS#gV=4Wbyr4e_R{cgO&vrtDyJg|EQr_LOyHUeW8}+&D84$Bgfy| zcl`Xm_X}_y^tL7_Zzofz-)y$X{K~g7=qJk$9vhC5$zOCD!<~q-@L)*AbHo`&fkfs& zN;mw-?(}vHOIY|C`Vm28;ZDM+%FGdzxG1V6SO`MSVb+MCckp(p8*|`My4fsBVc{Y#(xK4L&@p3 zyu=S@SjoG+p66OMWZ&n)InFfujoG%b1XuB}|3<6uF2c6bLYZ@pSX%hPL4MK?Ss)7&v!3% zyQZN}y*A?pg90zyLx~oCQCPr+8BO5DeL{!XV}5s~LxE$rHkd_S$U~SjTFY#E?bCVK zXIegs$NzC2(f$fYenPSakx@-KWsF0!M405}OC()}CG2q@VQ0)#(gV&7RR=)AvAkhx zigmwU6c_Dv_LhWFnj{sIOxMaGkva5S;J5y4cEiY41Y~Ni)Od9G_BW6fnBap}+e`KG zNyY5W9Ut$ohs9YW=<+3u`a1OoKsi>dts3`Yr?oP59*+E^k+u0J;K=ELt&}?DqC`w4 ztSD8T7l1U%=7OX3&Lt`$6)=7B)a&nUA|D|~lI+OezMLD=Dnr1_+ONQsO)Zd~Tie=Q z)#p4r{R=#n4wUkhQC8*n6lj0PlXfw?weoI1u};k!JMA_}66fKQF@I{Z6Sa7ir5)Z9 zYDkBAKvlEQ!Qi6??T{yEK0=K849F4+R0?ESEIPT72JrpT03<-vk?onr^nS(P&<4Tw zZLT4NJh^esOOJ_YM(#b(gm{v=%jtxGCY-)K0LcZ_g*#{cz~Pj%(y??saq|5@hlCo+ z3|BBomNgXRkK?!@sj%EL8%$bQUnf=~A(^&0Z0GEc+o(GGYL2xf|9CnE3Wua-qJx2e zMgS2s?t!CMMV-~hu)>$WZ|o!Z?PnHWFSOs>5r{R6#J!K$5r@dVAzwd!1f{5_vQ7(B z6~4(;Jb%(YNUqoxVXdk*sXcfhTR^gkvz*t~4_>MmA|tjzP!=Ld$pU(wyWRsS_8K_o?Fn1z%l|1+ltuu+0mDdV>O^Lspo zCWMEJ_AQg)fnnDaz_1H*8HNvX=lLP`t7DwU4-UHzxw04Gu!;V61izOEH%mEQ?kfXT zhFHH28ty=ao8AdMkbSMO_-2>Vzm;;y0WO#JUkj-Cd2NPjbk9)U-osG=TIREUmf%JE zsSY*u+rrqmcw-WG0oX;){pR>O8G>#-?HE*IKY8cry0gQ_sUI3D#>qtIK&?(CH z*sH1EOJITk03zJmbsVB1gdSuxUSTN(X0m(drPR2RN`bsOs1G0V=G#w0^e~rs75#$) z5Kx+zwC>Ss#r&5QN5sZq3k};&DTf20L2sHt#g=XJZUjKZBZQrEQr|bw*h5!Gtoo~s z-yS=_42EmL_l78PtlXsagQCSq&BSerG^(zt>+3%V1^9+ah%RYjIn$`W!g>cpH7cZH ztjdjq-QTWaz6Ca@+~5M52YY$z2r%<5?4hAtSur(vZ1euOsoqtxkQ4GyQ+dVp{C;g91-Z@|F7VQe> zuw`~vd84?CrH?!7gk|#5Aq1qi1iqcSz4yDG=kK@H_v7=AS%;jnb7s$;J$vSwYYP4< z(%~gkqM!ecwdjhav3^`=K}h0!ZQUhl@z)hJ7$Gy*tJyCkh0!giSbADm{aG{ZRRT1w z=t*mn61_|Im-~;oQ&poUyB0=2RNSGDB#IFOhZEgMYjUSh@WGoH7wm)4iwt5;|Ih$dWUb(<6>Yexu+iiw{E`d|o*2e!QUf|d zkk+v1Fw@}P`?&U??SFFPk>K57ZJ+)@?)+`sE-Vl*w(D^p$o{m0|6B)PiZp^fdJ*mZ zpY~`U=+|4cuj)Vc?jJ8-m=Fw8DO~thXyz~dC?nXT<2xz;VI^34?*YY6_{0uyV*fnn z&rhuc{?SRnTL4k?k5BvOCodSm9z{Ml{3rhTx0!pqPOwMS7c>6DB3^KOk-SU{0g!P* znvepb5E!i;aRM%$Jv9X882q5{`Mp&bJBEA`kg(W*e$IR3 zTor4D>wq36vqri7DxqGg;&(kc9s*c9vL?V$LOI&P_Iiu|9!^uFhKNA!b_}9is~kM9 z8s9I7@Ye8KWG}dT@-Gc?$R!|;R@MQD$Y#^nt6e6k`g+0{YeK2we=F zXS_(uf$P{q*f-aK&#-%lC(xk~in(-LV>}iK{D%}bc-f2&2)-(T$$P;=5JIQ~aIQT| zS_+OD4H?#;jG^VFAbJJ&h|?7rNW_V8Tnvf*jZ+Sn&FL$`GU=NEgx zQTJA^saL3-P#-cm2!JmQ4B zFgmyd_?qm8JESn}?zG_`5ae0;t@ZI7sBntJc@%Fue-Zqye{|9wH)R;P4@wbS3zPQ1 zSGnqy#%4-eG5AJ;6F$*4gD_&j(E_Hj+RzkPLK>cv* zTC|Rh>|WN%Gz)*U)#-Qri}AQURE_+qDDa;LgRVejO;<)cZPo)Av!p3`ZA{P`KWb&w zkDsz0?)2|#P{Mya;l2&B*|y##f zrq@H$3yX7iPhLGg-bz<*vFQ%)Xrt8>+|`*-XQiddSroP71W^R}*lh_fAVpIFh~3;# z<~hTIllBpV^Ij3|#TpzxLQn4ubbHL3LN~Ix^J_VwkYxqKT-#wLW+=?{8h0*LCuICy zfI#|gl)^85zU0f+or6Z9-GPNkBmY z?}!Er_BtOuDvaa#-fn7gq>szB_>;vtPdmCvz$VN@6-;}pH$gDAnfXVx?Q4m_hfi88 z7%}7W=EpkPi6CFH27;K&{o)pH^sl3-?)!v6y4+>>3pXZ8-Xr2$HHVKTY}w7lq7K3F z$M%hrPPE0@@MpXhY)LSr=Sqdj?r_2P5#@>&at~SwP=j=WD2sEl1dyq>tMP2p&cz0P z1>1!T^U~-(yiY6YW&axbMF;)r?6vv7rVSSFtj=n&Z!2@SNA*&4h9PZyuYU9(~ zw!Ey3QlCkQSROWCGy~|dOEj%|Gt#6_^mxoaWd44dIii5vilCTU|4O~`hxq|Cqb^NH z!kXqMAocK2F{7O!;Zha@M|QsV>FbW~5o0`npl?H=>j~rx_`Cg6AxH1t(@}9xdX?1| zW=nw4b#y->374W!<-Ar>Jay97qtbFo_L!&wL|cxlH$!bzV_RkP9%Ut{?nr=xVvt`{Y`I+2LXl>B3@W9p(unJx8T?qdNGr7S}-r0fECYKQCtQ&L$Q0{ zY`5~mSW5Z%qrO$7J79Xfvn#O_Yy2`SD&pn<1gb{=UdgkkoCk$X^^meo(^;CU8G`Rg zWi7()A0$9MuxIW@e!RGq3vjc-kzcAXl6 zlIAoNWQF?Bog-kjf{gu2rcPU}nWYO_vdoAfd$uZQ4}$+MSkS_5E!Wcd49RD)XZs`K zxbrEkUS!e7YKJWL1c+Zryts$k>MPH~4uemo)qBNx>>Uh%473f$(~J1IT&;CFb;mD@ zw{IOC){S+fFFS#+A-|b38W&Ry${p!{Lb#u#8gBurV+|*RU}6Z_c)Ilva&J@@Gg+=b zb^s9P+O(}|K*h76hOemDzT`R?fhuI2aqW`_`Ua3)^DEnYa|azP-5iw~hIMy5R@Ok( z+cna<{A>@br(=>{&Z{GkFV3r|rX0O#*OOY>Nk%tn-8|4PWgux^Na~!R*UKR zVs7Ac_Cxdzc?}T$e3&h+hS*y5=gM#g0tz7WjSn!H^-UE3se z{iBM$aD;u~aaI^6Ctjz;bqj=h3#oyAG%}Ss_V(p{GKYu@2Zjv*PE@{`$LSI08DsgB zOS^PPJiCNe-Er5Fk`JJf$;tL2jCnPb^k=CADsz{9+GQ4GS{XpdXcjh0Q}SDcetWcbBUs} zAM@pRh2N`;ztz@n87eYX)fHr%*cD{hXX~xbteJooALA9VE_ACdAeqw`m+gXHt2W@6 zNoJ9q?0CHR{FtlYSp9Am7nf6Kj8klyMzQQK{=RmklG3d6G{G{p=sJB4-=|cCxVb6g-@^U1j+y{8*T(7kxsVJRf2`ZU}9CSEYCaehME9o^WfIU%m}?@HE?ogP(v%!Q`jT1#@%j&)(5+k$BXe6id4y)9SO*1 zoUk#6B$v}sVX~&?AsfH0)9X-rY)-r#ZZ}x`8MazrNTK>HVK4xT*#+ksil_T|T3YHR zU$&a{*)qb+Wsg7LqonmUK-#D2+s*yj6Sp+eIh_KF&-Z>FEIg#FenT(t>lW%6F{C7a zkM`hMV&-@3&T7HeDg5Y{v~v%AbaI#=t5w(cOoa$Jb0hxKOq-^?MlDY&dkYhZ5Ms-5 zG!y6z8^|;zPcqUz6T=AZfc39aeyE*0uxl0^P=YX@a<}+H@EjIllfr2r%SJ9ggWiiepcEy4J1MCDY|(nLa==E=x*S+4db`1bN7XPzZhm?@d4%Xs{1vrjlUWg#NWqiYN0gaq z9x;3f8^)3*!0~9p4HQjwJTOkvit6lcW&XXB{-BBoe^V^2FQrRY%0cigY=_k0*n0=} z+w>)ArfVF_%>s`7`{DzB7TW!?h*l|sGq;)+RX;SJx2b=7Glo4oZ{*-rBhzG* zC$4O(FE3)RQA}JY$LS-J=f|vR^LzT;$hyIHgZ;ztqZQiaqLhMH^=~(^R9af8)+61P z3*K{tmTB!7TdQ+?ocDNMb8F9&Z)%&}9AVS^rKX1)_%z;Ffsf5$ zkdG=D8Yf+Ie#`(ZOe#LY8-@qib3f3@dzKnU5kE-g)@aN!8vI5+VBR37P9i5fbzarB z=6y`wUsF47T<&dc?n(YNMBwo&Tc3Pu8c*jHf%Eje!H5_Bl>_<{V*2UJn$QxATFbVD ztinx1i?%7yPY-#di|J^WR`XeL-06AU-hdX`7& z`iq|vP?wme%~O{bIXOwBbQz$&q(n(=uf=3nsnx-mbDgdx7p}}?dv)({PyVEjd4zlr zpA!)pkJ-CRm|bNxdG2rw*+=h8B|W?r!Xl zY5G-*9M9EnjO|L?cKw;Ay3xSK($bW4I81gyyA>e5Utw+($Nte-rm1K2H5K$;S^lsg zg;`)(eO#?tUrBV|2GXnUg}bR4N_wJZHFmVEZ-{51m{&_pQT8C}=dY$>aBbmI2gYO| z6>J@F_h^eMuE@M9Yo6*it#ij;`{uvq7#FWtv>+=gt%DCn&0~UFYyy3Z;9B^%nF6Ze zFQ>X`!o2okT(H6Rg{FbT1)GJ%(}JHAuA>dgu^em8t7o;bBAVOQR7&{!%%2h?uWt2b z;jc6fOL+wrofVN1-?RkB=!xUU6S>2|cdbU4(yr-J5X^an!OAz3`sy>l(vR{=DLRXl zx}kHZvoa|Dop&tQ$s-`Zq-9`WuR$nb)ts1kSP<8Gee0L>ObYe#3+xHj_h?)LADgV- zNtWq1ZzTFV3!Cx72}`9SEbvR@MGFaI#ZB2zWXzy2%EmVWYwhjPLyvZL<>E$f{+DY)b>|MOQ&L zuw3FVEfw4f#zTW^17SP6zur!)8)7|~XkQ%n?y z{cc<&9|~M={Bh2CSm6Qk&5p|(jHb14N3HB6@hwifZ?!*9p3&Rim7Hmu9=6;caU0k? zF>Q$~d_sEc91XXWDu$2XfTysVoE*=bsA{NYjwat7veYMn5JWD_F`B;3 zLO)6_Zk`7S$R%pW5W!6~48BYQ{Ic)-TeC+kNAvLd;m030pU= zS;$k9vVo0Pc+k> zqC6Yc0&ClSdiku%A)>pxds0q9C5L|2>WHDu4lY~L2W#pxY*`-3eGyX@*WpM(V#uoO zn~CIU$19+!K>u>n^;7h8+0SuhQ=_6>+owDC$!;HfyLRQ#qbH}{pFjUHxJ)uY$##iZ^_SF-{)i4h&hTYsT zP0yp&G=0U_1C=Do3fgU*Qp}LZb$3f-og2rMw6do$ma(p+530-T(r(2|iwcztF9aRL zN85cmtO3Z=D>%os%^Ze$v-b?-G^9Q0+(^(3LT2RE_(HMeNLX$ah~=o1Z?)ExWw0+l zg|=<1r#L;UMtk@T-H$&LRqn<#c75Xxa|WwYK(>vw);BxlwnG#NETGnp7N!{PVAdr0 z@_}LLlEHc)dRN$j)eQ!1^Se`pu$-$E+o(A`QTkn`@xj~PKx5uj-7i9vM8ft-g@Rj* z^ch@R=p!rN7sQrCJg@oP%(lsXy;g(X;vD0Ghe~I%!nRs7+0C>r1qRU>^_019aD6mg zKjaUUNu6p!d3?G8N&6_clRuwWe=$2_@F8Ppke>b}Zp~M6u3`Z$5*5DG@Y@$9pv{6b zJtM5}n2jE(mTgp7QFGhy6-bqpp|vTBH})72id}ZT61pc;6a6fHuS@I=+hYhp!@nPH?=-4AnmSp~{ zLU+BhjaA2TJo;JqVqqFrWzFEP?pM#RZ!FKnZ;0hwfxO(jG=kB|&_#@1vS(xN@P^V~ zTG)EH8njTbS#229Vd@kj`5Ad|>M6JJLB}HDZSK0xhLCyHqn4~hTRi-Cc=?M33I+p! z4bCtQJot28cgn&Y2K{WqaB6(ZV%T45p>+dNZ%A^L(Pb=$Q;r74%iqIp=SIR+X-Cwq zd$A`tV6Rb^+`p`zb;JFt-*B~k>t~CpA7-Hj{D~0G+P9*V1iNy}uAa5{ z&Uyd(5PJJ|{DM$-g;jj9)3=$WSXv96SJBQ!qs1!HxgiN^v%bzAzbd~5Fz#Q6WrqGN zQDG_!mmlPpak(Qnyu6k71vOZ<#jm>+nlE)fYHV@;?eke*9tX{e>I8-s_i6!&&Yq%f z1vzM2sF`#`IU}NR3c)DlR4}|)!##7ykUnp9zbMxRxDL{3Rpm1DT;XYwZu^&;q zpKj~wU${Pd=VyXW_;Te1h)xY-V;b&6r@|V`8c*U7cF?oe?Arcl1ER1!UtMe(Sbwp| z@ha4VC`J<6cB6ARNEvf&=vhO&oigGyH$2#J9g{vOeQpkPz|nP&cg<71y5eeh&ODmNwSEyUw%Pc^Z;O_SAutiu-b!JKTI=mpbd}5Gm zmPEpV-F@VCQ&~X%x^Hw-h!i@E7qWu|7 z$xdRn^Dm_M!)Gk4^Cq@}F+i}D`sdJgTvV2&3&&-&q8n}jik~{(Cn1kA#F0DBHdgDb z@eBUq1FX@y-5Q0-1v@WsC3_Rn(yiv*jAT{S*X9N%%x)*RiX2XUtS2fMTNIY>KGxp# z2YO?Lhv#qNPHu4WE=T)D0F3fpdbZw|)ubk!_VTsiaZ9AL)4bnW((=_0j|~W7&Y*b8 zi;6a$7NZEs?nSM4jbyQWB%dnfrix(m(I5Zp+e{I9ys98CXFVycxwE$<$+DicDVhZk zLe&hX!whd?l@CJ^4o1anL<^i2I`y5v?jWtjf0hhLEFT>3dM`k9I~l6{mw!vRQ)j(0cey})czOLepkJ07rAyx z-A&d_MthTKceobRe9UP2RV1SDZVWyX6W1Htwa(`k!6cAhQW!TdD%?{q+p)J@F{5Ky zcGR`BqT-t6()dwGMoM&~r7`LK??8C%i-OXiag&BUmYt^Y-av8C` zgIi1}B5B9Di=n?5@bKS#cJp#f<%}f-hag`Wtxg*k`E92!%9Ao>4CYIv;dY-!hG)j2 zp$%X3ghDv$FH#IgcTgzxCyJa0>%eykOpn;8#S+bO-j@|(wW2uezQM8oGxu3;=bWIYOzLy@ zbVYwwSea6Le$VBnb4(=*T@>M>BV`(AhglsAEK(w_r}~hn^y|{Q+qF~hYcAH?w4LJU zjd)a{`=a%HJ$}oH+MhR?c&BwR?{m(RhB>IPTt3y;i4ta@mL%fD|y{-NtJQVvj z!E@(X_ipMUqfjZgEmr=Wc6%2pRs^_o~vU2}I z6fUev-!|m3pR8G!#2g|fqlB@<6ZshmmR&&>n%Rs;4 zy1y}ece0S76rgh|G^~6It)qhTXXFN@Iq4PaqhI(=OqkW9%lyJu&ScuyoE;q2W)#9Y zR7mG!9Pb_3SPHMAb*dQ~`|=-#z07DMk8XIVpb>`nsi-PKqWKPmL`1f5*Wk94G>adx zc{)2BDyIm=9I8QQ6Y_@{RXPt~PGDI|5SHaxT0d(OM|-vi(?!RnXG>p0aVG!=$zb_B z?@1!6@Oyq5ZG58W@Z}3K{>|{VE2Lqnbe9#=d8ln{7G@Nt*cUWxC(og4G8(-4Xg*%wFscORky^b@|hB{Ckec zM}kccMuhv{b#2ag7;C7$c^m#r|EWYjG51;!QKf+Q($Wm~Lsq23$-#U<>1E0)`<(@) z!|u(HZ7}^I3_;66Td)(Mb-GPZNyluodMkcr44By*xNeiO%LnI&yl0mV5maWyx1?=f z;hI0bc6l9QW<>Gzi1Q3*uM+|?VvU;i5Nyo76-T_IlZ{HqG?GhXReO{N)V%DKSX(>U>Cp#PY(h1_NA+K z%4b$n5tZpB-R?*8pYLx0Ce!i~{+e2}sH8X4DCxaWNKt2~0MdsTqpzkRlVV6cs1keh zF^%o%7a?GcFY8nIl=h~lxo0^QUU;2l=Phv{e^^)1Z5j5P-acK@CeN0gZolO7Z&VOE z=bqwATgpTR%Xu-}e5o9CHc`(Bt&iq3;w;NS!-~(1+T|b>J~PsjnY1{L<3y~|^Qr-g zLZwU(li);}Tx{C*$*z8GU5GM-VNmulk;etyo3kXks&6b!@4e=-he_QQd_M9mRf!h4 zV4Pqkc`kdXwX^4A9q&eo@XZYZe%(s*(Dml1)9YmYbDH6uVj4`^RjJuq`s82Yo1ro< zGi_o{9YTNn<__zdr}KQoz^BU{JqzTS8}J@FG|lElKQaoHTHn49cL72BXg!Of!Z0Gd z46?~qfAQ6mJyu+5J$-JBowsK|H+{+I!_6!ygpZ8)(!RbQHO_G1S#^yQ>}g)ut9jSS zn<8u*(v8-KNqHmpggyPY4Qc9MGMpQIhdo!$vyfKkn|9Vhi%OoOYQi_=GwoiNs${oV(_V~OU%DCgn6 zYjUPLH)l;Wrcleya>6l_(Y66sA}Utngd`f_bUBfXhphDmC0WBlx8)c=7M48Fx(dr= z5gHNtIKNg#!j_*{n?VL~ZF1&K;}2s>Zgq?ve%NX$%Jc2}A|1Xi-COtayoBfX`#lu% zR)=bNDs=rnnKwg?ufgVocu{4E^tlh&3cH2Emgib^v1MOB?_BER;6up~MQy#Om7zI` z?qH>cjO({3on07mK9b zpNkA+(!m%;pi53-ZUrF+T#T+Ut`x!VRj$E)`v{@zG6cFG@e!@6hBK_+G@Imh`Ly z=VAW{V`B8Lkkb^%`uuaGIwM@A=Fz(8AeE~nW1D)~nK`sL zT&bbQb7L#bIWahApw&FEDCF6XK2*nIhQxb+vB_baH&n4DokDDy)0B9{M!x6$LB!sO zfhRte!cR=e;M>Uud>ZT%W7V4dY5%&*gIHm~_CTJyJzF#bV4I#*Y>DeQO_wVk)(Yg? zJy5UDlN!B*e67>162m$PUCL;68kC-Fu`Mr9Mp2&Klbg4%V&m)R!wJMx;fM;RT~B)iM{K8-9L#4VH_; zVF2fG1NZ46cff3hr>FoU_nfEk52G1$Yykymia2ODATQ`7y99M~JpiHDJ2iX!BIAUfZt9k;x6q~pkMAdrVvIgL%a zy9Bb)`@cc0AJ^L{NR=^FCl8rggJ$g|(D`-E?i9bjv3-y+DS~Wo7`=S6xqZrnH5}M* zJ8%!Df2c>prTt&u!zn>~+uAw&@d=bnu;H#a1%X_a=X!4gAzznA8@wN0C8**iD_DXD z2sS4wV=khAcKX}doN!TfvVekDe1=pDv>JK(6t?@qVb>b(owA<3!)Q;8j!?ER6&vZs zyq=-2AYgq&7LLU*>%9W`9QZWr<56PQ4nPqryy$g|>^L5O%7L%KnIEFd#l!kz+m(c~ zOmr1mLqd0rkFtfid4*NwcC$H4Ln(dBp?vSTkV7qMSkY(lHzs#viLRFNkJcCo;;_YKhnHbSvf0biJiFvWZreM|0P%NUE@bzf@hC96^I0>abtqu$lG zse6la|M{vPYJafQuJg?c)DTw`=1(-saaZwS>mBZ0^`xX0vMELs{Ul&PoTcD5`pmk& z&eE9@Mt%g|+br1yh~N)N|Met-(9d3c{CHMcH^J-OG^~8^&xL=DLIW%MZZJo`1d9A0LzLzES-1 zBmZ@`*Lk3K=jpiR{+B5Jy4#Q1`oCSi$OmSfuhvED-_rYgz`OBpi2wfl?*WsaJf2NC z+uZTr{syLt{(nj3Z&CkWpRT_o@&BiYpoIT_iU>;h|M)60Otb5E>He?FXr}*i>Cp_a zigq5sAMt#<*Wr1BFu!Um`QI#0?NzVKuoF`6w;hz!y%k<(z(3iiFzH-LL+}3sUYR!` diff --git a/website/src/assets/images/lit-coref-data.png b/website/src/assets/images/lit-coref-data.png deleted file mode 100644 index cbfe7ccbc2b3a8e69f889d0e4265710376ef419f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 65860 zcmafb1yo$i(lzex?(Xh`ySoIp5E9(oJ-Cyg!QI^D#rWZD_^|4=w)}7=Wbx{_yWH%03X<*eg&b`s z`w(Os?y9ev6!hADh}LNeJsUx~$^#rN^eeTAq?8nhcF1C9iYqrLnRVrYT>b09o8f1u zn5+Rvknj+msFZ=R;CmJjH%cvvacDo9ow0(Q&v`hS*_0umqHWR(LCTFGcJSE@J+bNV)eu(Qlv^G5W-PN)wVXL7)0NTQFO)dQNOEtOD-bw z;rdR?u%el0gb`lWZ1rGrnZmK_#EEg4$dqyTIEI-%^u&TR3u?wPAw_G< zr|j+`j$tpw(;7+9op(Qv-YdKNRJ~`C!V*e{pB=|$Ll1Gfci$ol+3neah8o(725iBj zZ({Hfi$8!?Usm%-B%+sB4JbVDlB%v^n9Q{W@bqa5uo5##Hw$Jm4aY>M41{C9x9|D3 zbFn@m0%7DYEDVjNJ>7*73khNEedB$uxQdRzBaFZXLOf5Onu97+Lqyuv?=N~zE$$V| zEx;r^I|2*M0%xb`v^-Yq6dwc6D!~*}4s{+7M5l+lfcg zCxQ8pH>+^Q9wcMNdE8?%7lKk~r(=v+zj_nuJU2IIKyrBnscm(QTTM>%I`L~rW*J9< zdo*Wsd$i%U_rvqSlr4vm0_qqFJR959fqWDB`GFPboH54A!sG%j$iXYwn^${y+zEb| z;*qOOH!;Y4IvxRmz-#uPlL59QDGuLaPN zez;X3SN2e+cEnfEA|wdn{%)}dRNedR8+_P-mPS~q$g;w?+DNm0h(_%5P%i%M>m)_c z1KqfGM0!vs>rhS5T1v=nppV`B=eQy$XrdAy!iY>FwMksU*n5P%;z%gK!X@J4)G5GG z$4uMCz5rexeaZu_;sGMfc~T zPa-(cy$i$2m78?_fY}0FE;f;!GKv3z`Vow<3#1_Oz=$dp(BGx4jgcIXZ)#$Nq#2Q9 zs-ev|3zK!lS%!YpE4V419x`q3*%Tml0g?V$sc&yx?i}%+sSU}tzj8z0P3SdBm=Xu& z7{&mC%b0*PkR?i4l!p44gn%?X@JtnXgD_6|C+Ry>zS*Ve1e3T+?JXM zRy|q;i)KR2ps>yGA;2N!QVLT6Qx`LN7y>hVST!kwu2AE&s4YjeI9c8IBOGT|OX52P zfSkAVOSY_VrTSipX3=c1frfXnq-L$MX^Da=y*j-Xf1Zm(xl%@%P4T$uUeSa~ zrLs_okDRw~V8KQnYJOa4wYX_xzeJS97YYTrF%pH$_tm>xW3^vaI3nLmnoc&=LDrqr zIo1&|eoIcm(xsOxmH$+!`Bk&Cp`fAE<=d^(3ET<#Vg_GobUuaWq$E}h#lgmjF5xCERa8_}Kai&^Ujb+amb^RD*`L1l%w0d4!b;^UTD|HQ$f6BQt|BYIW-jGL7OmNPEZiqn$)!Rn*=7o&G(Efd%NxP6hv z$u9VI%1xi&c#^*J9n$w+5SrvrdN>c8Q9Kl872{-bH@s zN9%`F3b63o)0^1JByL}BzidbHc-gT&%Q$IYdRo9KWqoE{8gP0_eYEpxcyxN4@>cV1 zymxs_ySINXc_w=J`f&B^dM{+Y$Woi?naT`K0RA0R3T(BuO}kd75WKo8wri@Zfn+Q@ zC>v1(IZz>xJ>XNoli0H8`;c@b%AkGKd6?mRPQ)H?*I>eCQ=2c3+5sB+cC`AckiA9D-7l*l{9bxd(H&8}nar4@^ zF1OzM-J4(Bp_QRiz$%1)3`a*RMPH+aq$-y`B;fW~KDJLuxJiHtp`mvee z^xY|ZrjRXXWy)Ev;gIi_(}WJT7o8BL{*uU5`OeYHQ9)3-Dv@(KdX7(yvrorG#~BNO zyfVB`4oMDbjxlhY!3#aRw32ECN(U$l;j-cxYV8FTX^YHA*k^-cmsGo)+n>6LA2h@3 zx3Oik{B1=fxGDRr0*)C)fe_5zd*cRT+iWC&Rx&g z=W~ew3G2`LSe1s)<%wDz#iP|_ZO0>Mr}1)~d@n7hbKUs|a!bk0%u99YO?pkwyKtSD zt(qUp81xp}KOUE~%v{gpm#$T$we6ZTe|p%hPpprx&p0BRVg38{dX$>DltL(a1?TsqRq;L+NlMY9pqVXAQvKbHp}st;BWz zjArS=xzNsHuVP+*Y=&rNrWMhJxm4s61!ub_)v@Ioep6%4Y=_H{V1~E(Q@791>mIZ! z^0EMqPt^g+mhy@5=iVf#4^py6u`RgHFE?p78HhuOgi^iHT$~=Uql|n0z)-?=bx)9r`xZ@wT!fm za+{>?TAEjwiS_`mQ)e^Ov*-)6)~v9kCr{ zPam)9FLdu4p8}f$1IeOO$)7O0j3lO~LEYNXK|Zp9aJUKPMy6!FnL);7>6pVjQ!@yW z4@dBW)Stfr3Xoq{mcfkPT-=@m9zUXkgcX3HoWUw%r)=;!X(nXQ=Lf?~fa;QU7VH%G z`>JhQj1zCZHbbgvXq`JgF;mTXnX9Gxk^mzLO>=FT_X-Libig(Y2xzD!2n4VN3Vh=M z-yk61@gX44z)v*bTRa==@2gO7+2DV-K^A{?6j2kCkpX_HnL3!8+caw#px4(Oj|*jM9kK~oP>*sg^7hs5RQa|M8Lu9J)f$$@Y3F2VYeVvD zUSktmXD0v|*{>V@{`ns{&D|{jxs#3KU&{h6kongYW>zK^=HGJzhYI}qmQUHz&D=^y z+|nAjJ-~Yiva#|A{HOo_b>*Ks{?|zDe@3!$a&Z0k(Eqyhe-71fG|0DvRQcR&S8ar=Ls=mN zyVUGhxJRX0AWxgdZgIO;X9w$ey3EV#e3)pecQ9R;QfE2MN7SpB$1fIw5KpH;H^3ql zO%OLfFw94ilXx9>-4Lgn9W4$fb3^C0 z1cbpT{`HkZYQ%|_$f))%vq*)JW72J$H$M{MzE9Qjy!P{gZO=kXtMwD-HxN{>+XaiM zJQ;Le@5j0_gZ6hJi1<`9rCKTZaw)R?k+>@rIWdHMPSS@nrPQ9c$8kU*9}#T9+Fl=z zrs^!!+84e_!25R_-ySb`@JmEsP~oKfyI2$`v@r8g5Vj4L`Rz+Voc1`hKN^(=$Iozd zjBf7^r-jx>?yYJ3MsnoS*bWTC(I~eUEV7dDI6n^J+qRK*K3{(BV2Olr+#65A=eChv zX>q1>Jze&Ao6MEE`2c1$nk8fyfk{s_Q=*aZmD~1^=q(hPIGIkPL^_SloI7D5~uo$3V4S{l}y-y=K+R?V;St&z|=2OO3WiRY$Ys2?Io)^215= z)IdQT;D){beQB(zUEe5u4_bY{dCVALkPSzl;qJl#ecz6c~jKIzxzha2f2*(AE5*Ow>A z5hneX{i|eVLndB_?JC1@d(XZIOoK{XW&;85aX(OSv%AxkMVRXMV|W>YrW{q09yf;? z*5cZoKJAK1XRGa$h8v-o+Nz6W*(Lz_TGl=#r%VVvLi!@lLXU4J`En-?o*uOegewdV~Tr-3dw_85lCW( z7z7(Fm%_xDN^*aHvE@MocKtoHXGLaxs?dI`e~|@bOC$sV_d2g{|K+Um-f_(3WKm}F zn}l=XPy%%daO;oakg%EbU|iCeJMKke2vXV1BP@gvP=WH@S~&*)!4n@tkS$6ZbsD(Y zhFXe)dcF1HfM|(s4aCe{p&6Nh>=HM*oP5c2!|_WuyV@Ol=Z}0Rk_t~^y;!%17}t2N zXn*ghz^)X)OWY3$vn#=3fT{p&sZ8)2!y?;RS z?bX?Wy$J)Oc@(-|2e+IpOUv}b0bHJS(Q=H-jCO;B25(k`WzwwMfTqsP!hl(_umUZt=qf(rU}+AY z^Wk8&NZ@w;oB{fEf2eSdL8SozFagq#<-UtctJhRTWbJ1yZx9(C3iPbSQh36+LKfo$ z07H=IUT>9L$tZym<5+T4|%_)`c)0>2QHI8>P(JUD8#TUdq5Y_bAJ>*SeAlJ zJjG-v%a`@dzR&UWT1?^ibGEI))bD&N+@Ef(dF|Hyi27nVELA6(73p2iR%g&z$N?8y z1FmpAe{!qoUBE{yT;k;_MH?dI?NR#&b_|>pF=-_zbD9rxw}`ef@YO)Zvdq{uq z6eRxA3SDQsaAY_7EcXBI%z;;P$b`j2imEOs{xEA8(J#D0^f1`^Z-5J^3V&r(Ab?Y! zcSHLF&JafiJ)@!Hn^cYqlyTmT;pna1Pykz(Tucxgz7pBLTciKJ2+3)tcj&i)jPpN9=?4Kug>ocB z37XZ1{)YwmL41P*Z6S)lS{VHLC;j~Rr5~qdH>^MD2mY6SK3i=o{7FCizx2arBk=i8 z`honV9|^8Ysy{4;#OarQ2)Q#Q{!2e7-4L%&XF}aEqF|^Je&!6{2H6b$%V_`nX{e$uHn6RLC+)PJzPjVkMJ7m$W?^rx8!7a0#QYQ*{^z-=zR4d6ArBJ=a*eee}xAAgNh(CD$hU|P0H_j znh5leL*0SUJC{2ndk_}c1 zWS)1YGdqapNC9lYhO2Gv`P$Vc@l5)B$<>1i-tw@2nSvXPFst|Lrn$@)ifRg3oU9uW z<*``UF&9#la@TiwB^ETKX+7@U1ahQ;meuA9HWs2{SsFXxS@F7tzK#VO4MkG zXhNZ4Nq@a~6A8E=)3V5jf2^V>286Bxh-Kq|Sbqp8{?3mav5L68!8kEGtqKN>67@K@ zi_L2Lec8{@B3(GJSd8x|d|z%-2ml^GG39@u$d5B6m*3HqerT`DMnL}s3)VN#o7^5s zzH2#meGf+yc>X*POK;F=FK1Kw=svtHqkop_z7at^MR-kZ=-omT(3;Z&c_rEM)il5h zy$c2~qGV&7pO`gry;5oxnEDhD5B!HzLMD3{z4*Cm2NQ^jya=$WmNSx6|PcUdc!rmr9 z;v_Jvf##?I9vPCK2=afKFDPmk_u`s|p)e|YRVc`PKrOSe!95v9bM#X}Wi`20yja2R zR6TyphZUrU-Mge3ha&?GWwDTphQgC`+RLp?&Q&Bwp?@66J%!)u;F{M}l>8SCnWqVE zYOkl0M%5fq$XZ<56y*Yok>r!O{FCKo$9PgPs1x+nFEAW*=ejLUmPL^eR7_3ui*4?; z(IZ*?2;+fY$w$5Ij^|mMJ#I?E>3WiZh;6PvmesU>5E!EXGI+j;K7_N-Y!KLwec?3k z34-l5;WS6cg*k^W?;@NnQ20vbj0=C#ej)IeYY3Bpa5-CH-gVs{WYwTa4_9lc*irHtc{3niay`AE{*c;hwbB8Mn4ff$nGExf&X-({ zRUCPie_q(kx9Ptcv0at`dN-Rj$?L1Om>;uw(qCMH&LC#ePdNbvle_fw}X!#_4EQK{k;F zRrw{+Z zEkO(b?CMr}us!xdXp%oL#2s?dW?mQQ4DD(p#z zc*Tngkg)Rw->cAX)l@1#tnCTz{-R_GBc--a_hzlpuF>!2T zu?NYyMOKZ`cB*2HnqOE{J> z^B~cZy$DU1S{} zY(@B5GNbPGAZj6t|FPI3D|1LVcdR2S*SBHq>;ogWzt7|WM2*=vg$7-6(xC>O^sYQ^ zJ=yDEHF|f|vMQXhZ7!lRGuO>GBkJO)){=3j=~8B8=&6 z5`(5RU9#u0Pek-c%d~;eMZGoPPNke!z)8FntX#9XZ9FCb^3qb#e>)g(VsxxvvkZd= zX%rpEDv4#-;?>7$h;sUUXqwN>|JhwVG%xSt<#CW|y#wS>B5Qkif34GqMWKW7CCtt7 zQG-)!Qs<|St1#*KacIUNU=%Id9mi}3fpa?xB{6b+Xpq+)Hv{lT*2e?(wl&UgDxB$C z4ID+!T{T)17Fd?=YSXP2eC4xlD+Acw76oYMT4H`4o>vPzb<-@Evy-LX7c%QnMhQLt zv>I**9LPI9^4{)AA^{hxcLCqAHcu7SQ*t3-V7|qrchs_pr?b6F`9cUKbJej0kxN1H z6rDA@=W{=!qE#`1$_gMqiQ z7mx_bBw;c6MG8(8DltnlFH`V_>+(b<3ddM}H_Vkp^jF273lj1joK_NI)Ngf}IkLHM zI$PC`r;s5lRx3;fMqWqfw?gW6uE+DnYlMd4Z!u-!tkeulh&lb+B(|X2epT5@6{R*=HibdU zv+Y7Nf01HnU>NpXD2YIYC4@~v@^ihaX5~tD3XVO9{}X~zl}b+#pN5UQu~Gv!6HKUp-%+;4r`aP)o-S#S(|xCaM_jiB$cm_F z0>mi*xuNUvVyQmThCuI1`d0FU;ttpz>4csB^Q_H$S*}Ctp5q?#{&l56qYCpRE&VqN zQA9{%nd|XhY6|m9ieW~TexpgRAKyASim}X8o;+3^(rT?T5G>c^-yE>Lshd}k&W;rFv02T)`#i;Wd*&w_gS4Y@B*->-iZ5XCKXxXi)(fov2D|AMGc#Y}Y z`58>lSH9(=!$3W5kO-OEGSYNfZZ;dwc{$gw-+kKKaWQu0J8~3A^uGvVxe!_F=Si01$|o;Qd2E5sWu zk_*p3T)UsS)EkPN5>3btbrc*uxZGpR6bNKV2dT5XzMVl0LfkR z^Y!kEi{r(5IUu!1MlKoo1JGQmQHr%GXctqIN`A6Id8>l&-~XBDc7w5q`gVU(tUsEt z6p>lz?YWkVr8_FYeq+1**@#0D$S~)t7psB=c5M$OaC+i^#&Wa37$?F*Jb;Nb`y18u zuulk}o5XkGvcLbZH8GmT?yOTAEqV{c$90~?B7sl`UV$PxzHhI5g3pXPHRAY#*$kl< z;1vlZ9pk+(8@Qs)Z(A`!5a#Ho1wVR;Bq8*ef3QKB12U;`rdi_6evvqACFuFD%KhhJ z%`nXV@QmMa--U;$ zQn*^mu8_5nxKpJnV1-WJZL)n1V6S%i@0vxGiFCFYQ-vyxu3;g_mElTMAXmTZ3VPCG zQxR>u-dgE6yY~tq_;U<#<*FINBuU zP$d0abyA%+LAQy<2Ee`8tyP+^evZ%03ibCcG7 z#dpsSSMV55Ku9~Q70L?gvq!q`9%b;LOf#OruVpuS-4!~8Ne+_D5ORrgVMJ!AzBx%! zWYFG{d5$&glm51ypmfMn?hC6CXtXz;@$O);M1y{11fLw!D6xxoLhz|fGxA#@7e*Zp zs!r&%{dXi6rGALY7@vxP*I06oPzOVf=B zVfYqEDevE``8+8U?oQG%tLqAkA`6y?rprXG(u7U(-{tOH$TPF zn}kN`S$&?}R`x{}0`ArNS>8cfDNC}dxK`*jbC?qP?;x9lZj_-VvxPLFSeVh9&OUAN z{T-b7@q=EY33(hh?RjR3ICn^=k)@p)fj5d4tL0DGgrXIp#wt@}@i@Q3MVmT&giEX~ zRLn}U(qXgga}>~E4$)K2!Oyj4)@#e-x6VFA2uG*>U<1)^{4f&Fn|r)k zt8}L+Z83hV!$2CKxd8=zv-GoAwWOg}K_-bUSkq&z*-;B0G&+lic8^I2i~MZ;UT+Atty)>0)(^e5h-C`Gct6iW~{O|I5Vca4;|O4uw($ zi4wofT{@HXN9$$34KQ<5hkfZO6vwVKx89b>x{!c6+W13*7aYP^VcONGW#x_@aTA$u z5Eo{9{-#sX&75o|R1$*Tf<+dc3&dZ{H-j!H?E^?sz}{QiML<$sm@d#4$0?R%haw01TFS*zU{s@}97TWalQQ^S?Mua^#&{q22j( zBiMtv{u34OfT}-#;j%9AJuiOih9>@%&J(>hk`#@sL2r-x5!eDGKQga#F2k;(3E}a2 z;LI5l>(0Gb%XHWQsvv-l$w6VBtuOuP{_lWzEZRjVkZ68iCAv-+6?qFZ&;4rGBV34J zz^Caw>n0Y`0G)b~QNYJJmi|HG6ZdEkn~N^}DAsRoWVK~Dl=KLY8;n$^=h56{7sePc ziO+*a#=RjjBgu^Q4ogIp_0L9TP#!!x>XKmO>wLyN5bdyAn8Rbhd|91tX^h~bbOaV- z$p{3-q8*_*_VxCFGzPUlJ+1s`lv`9b!pRE$&*^c#VgfwQ0{MHsiSNObddS9k;HQY@ z1i5f+;kvlJyhh;U{t2lLC<()<=+LL+fAgs@G9>w`Rk;I#7^C~z3G7m_PdV_|%tu{& zGewF=0=n_?Dzo$kY4bI28n(Il>Ul?AsNy$33wvDK|%d?{)#U1JQ+LSqQ# zUN2RMIZl*khI5n7>eK5mN11XjEzLq5P|eKd;<9fD(xy`N zGtC9eNn1Q#3M}}^v~CFiw3V~P3}=A1M5}p6X}&0RK|?j_6t0ON0v}t2P*yCj#&cpz z%~F9V2u&WnzZt_&c@V*+Np^fVZyKq|B|Jdeq$xg}Dz`rxdV6_PcFG_y30wD->^Sff zDGofB&2rJo3&|<>nwOf^B`aGOlX8vdB*Gl~y>~8^w$D*{W1Z?M4yMsy)ws7GkC7e= z(1H&9K2ehI-$bDzv$$w`A8$433hcjt-$_VDPR&|ek)zbdX zA>D%(`l5&PIeT;<9m0+?sEySotqZThwGDQ+RTyYNp4Y>nMnTfmCVkg@dVCu^7;nt& z*YTMnAi3&-&*x&@MHo$kHSo8#E00}<ra$NTCcY0tnp_;tF13W!y}B%tDN)9nsRFoy#~h@WNu0tJJh(gMCs}eijf)?iQI2Kf zt4{Q83%bGRoV90?gvsLdR6H%Y6&+7sAe<1>$2@_R?>VLznh68NfzD1JPv%UpQ6u2@ z5p69RO1|k{{-C%gcnP+`dtiRX$Xs^dyyb9kX>P68 z9E}QbcZHomY3d~5z{zVbE=RJ{Q~sPbRBntR`<1HbWxYHKljsiPC#9f(i9?v_NM^69 zj>0~_`>A2gc^0FG_i99x2mX`&^4CQAbluCHK?-u;dod-VNEvUbw>D*)l@4-+Qb@!* z--0RA%cl~B%cnzYzR~%#&y;E{>K_dPV>=pUF$YPpnGF*t@m+>498H(ol@^& zlr3M^QrNez`{;)`RUBmeCSiPT(*vv5cM9pIq)~SDj3EBzgSfzyS1YxvMOzj912AP3 zn~+6q-^>3vq_P7Ae>))deXb@Da8vdGrU?Uk@A$vpn-7?k?!O=gQ{TFO%>qdhX%ZBj zxB!+sczEO;L5bZQ@+she`Vp-wE6jeV2}({AN!X}HWdV9-*tZN8bikE)j+z$=qJVT9^L-2j~l{^pe#5kM;yS$ZM!M} zIH*%whC!Z_u+s=~N0yAj+kp*nQ^8`j0Ey(blL(%K?7xYn&bFqEy^58h5la1zmq6M} zh#g7z;RlpzzY&9oUg|QgmC=t{#dlW2pdPcvWc%l6@?BP&NDAqwD*d7fNSR`P=N|l8 zKIomC5!-NWP{9m;{3(^KC*-r4Xmn{JkJ4tbCK3f7;*a>X;c)c~<}+S-N#-Y+Oo3)1 z-e%V~(i2gberS0Ucz<~O!6bSu06E(Y(uiTSRa!kN$fWt*x1SS5R8JC~Ah~!fDwjFr z1J~b2>;Mo$MY}q}8F0C&tfVZ<4Fgk0lyiNxMblt zGKsoR*rT8zI~0-NI1!OUra2sSpNk!hgc4s<*Fat$HpB>Dw{rFw)oDH$P+m`kR^IJp zdMe&k^z+);L+r3nRn@~|^q#XK2eVcn65plr;7UT#hye)*t(7eTpY=GKJj{rXrA@)T z5F>V<162@N-jN92cZG@)-$9z+wVrj*XYjkav=cp#=cah3FzHhOOS%GJzmjTly~npi zWbTGR((8Q&i^5*+)%~FyC`tflg5w@5*_6^l0I4MO;uJQbgPX7VYQHy;bvC3X&w$v+ zw~U2bY}nbs#Jn?-GS|vd%=O)p%<4Fl6{epok$oFovKYtT7)+7{2hONVDXHsRU6x3{!2GzIdd4?|4tendQcQ70I7PB!CiKE>(>25~7OXxR+cjH~! zDy0PR5fUosx@0`2VeqgX|0m3t*zk@rp7psf4?8LQuC^bAG>W0?y~x*I-E_Wn^83Ke zr;CAzPq(c}OZoK?2kxAmV5iJl(Ij*6HtzlurF3an+)Q@7iPWx&Rtpw;ue}GbgC|Zl1sdcmI=;}b zI~1ANYj7~>1m*vrApb#O5J0KQ5SP#Pivs!~bJ361=CliLCiGKaTm>dk)9w(y)r5r+ z|6Y{QG1~ipk-&pYzr|^YwS6ABk2MlnvaK&r1=$XIYa1O?-i|O*&yN){VzUZnd96zy zJvBRS=X)Qc4~{|l)Paj)_COa{ggXZb80I#&9&B)ZT<8%wGAk}iBsR;g(KR%JvZSc4 z0XQ#mE{vUbAse1Ft|NVEK_nrsgSb*^WDOQpw;nN#spWJ*RGm2k!`*=6U&%TWI#eF# z-8M7ny_H~7?K4Pn7nLlhlG3g*s$2e{WoI*)w*Tw<&;VzeP>(sYU9EbNO^($$Ngw zZs|73BF-fm>`383^-v6z`0kYk{K#GLXf+a1(YUt-8J$e+Hv{)g5Olhh?+3pKIXMtY zHFfBEDJMUXul9&co-+DSQ#LlbdEu&eL6Q^5CNto^7ZdRZgM<+C6q`Qxz>x&ohQ>=& ze10CHw|&@{Xr5&edcDteG5-lnrSLlK$DSs|pdx9)TDv1|3p8flC`Ps=u{PF3c#3{u zGat^AV(!8L+Y`5C<~Qe!{&6 zRpW&t86Z4`o?K-!ic+a-FkgAp-!~+Ug5i5#(wA|$Fb7yX>pjVAUkL?7S6PKJ$5rJ8 z?ZyAjd4s@;dx9yqZ9?zxQtbeM2~Hp<^aYto+Ca2T%z2sCRrnG@=a@hG&p-run{F4zUMnV*fS}{|z zI3k~lQwASaZGhr`rT~imT^+2zIFvFHa-r5@?ndE$I|$j6Tg29l#*Q_O*=rz|9X=9? zO0m(=onaS+Wd~HQsbDyPI_B2VbE`kf2%VQ7RVGWY-9;zJ9ag(P9mbycuaI1T56ty+ zRV@UpDgR>O?qQOWEyD02VuNVBRuBm~xrTD9}@8!&%S-)0=LBb7wqqG61 zno~c*0Z$Fd)U>_Rv=i+-9dr!fdc6W`V4!eW0gLXRT=Wy6aq+|CDNQsO!6$+9HD z90jj>V#C@-fTaw~Vj|n^8U>O6R4Yi6l%TUj=pCVvBc2C#(HLK1QF&QSdkq!q zde<<@H!|OAJW=}lsQ$8c#9u`-QC=o={}e5fETa2?VVfl1;)mFS06(^tsXz@OK7FbWC@0fh|U*#_<>3%A^s+RbD>}+V%S>_CA7Dx$_f5SoG zpmSy5pmSyWE0h0iuK&Aw8l@TLd$it=@yFku@Bh~zq5_ud5K&nh{Hd;o3>VmuOeche z_Ye0zXMz3R*JrcbddE^Z^y&9G`|l0>@3uG^7=a3k3|qj^pK6+u5b6WO=!o zt@MI0X7nGE>3~2Y05HV>rbQLgd9gcC*|~s~crfI4SF_d+M)%mN+r`*sUGqbzE`*Zu zU?eQA7jO&BZz#s%U|{&J$H_uk6&Gn}yJ85B&9;nS$Iy~TkyLWJFXG9!tw4{5W*fL{?T#7keNRN}1z8iaT@&7}g|%oRIXf3K zAf2e{5R2N@zMSAwns+ty7U?*A^XHXdzKH5@d6BI0o)r)i82t3CSS(49>>}dB*Ip}+ zck&SavU<34+mw6M&?vy+)jksytF>+ou@NUF>19n$u*v0aI?ldyYq3ZWb1Ii;*t_ae zdB6KEZL8@9h_IvD`-1OJteqSg32FxdO$UJ`G*bt-VmME(L{BCWID)(F7VWm%s6Mx* z#>P>56R#cOUb7Y`mMjwq&MU7(9F~0#tCzDu;T3Z9{Dmzc8)0|x^+cQMp~8Ap0&ZWN z`S~077J}*vMg)#{c2C-^#(UBB7MG@^;cxM)`)#KVZpUJVCYnMIyk82FGBytKKCz5e zU*CFd@JFi5Dh3?Qug%R{Y}Pk6rf-HRK8<=Wtra#&Rq@!JhqY;UCT|aa(J|?Z*twd` z$aF1Ch;>~j%J^<825KXyR3B2~^Tg!+)_2I2!0m}R`y@N-Df7YuvL=_(zKw^r(2!gV1Zv zW}ePaA%nDD*ZJoi9Fvi*e6s(aWw^(iA#Dkda-GfyC$Ju?3U}Mm5 zu26Di^z5jcBWsGE8tp3etZsz*skHSTi;O6dSeFWSB%&V+A=?-*NsD5wt>2YW;4 zC%<-m$92464>|LlMj{?;vF5))+;TsBIdB`&ZO=(8S<@@w@>FX$17yc2yzID&tmG`p z*~+-zv`YmqEOA#@XXRXuMe^1-+(5lpi&av~Zd0!(ze&H8MCm%Gxs|=jc|5$>`g+(5 z>!y92HjTZ;dB~?;P7!)0b5ib$$h~{Q?56W zV-SJ*^&X06rcwC}kKel>dhSF}d7$s%?D|Q3ZUk<|Low+AHuJhK2(x#6=Je(I4tY(u z2?tVlFnQ%k;33jt^^gx?O`}TEpk8Hd6PxcQQHfeU>4g9GL&XP_J3@AucP>YzTcYV< z_-p%Q^;vV|?~P&nw672@xZFxh$Il!}kvSLMRCawpMmJYmnuLabYdW&uym1iJ>u z4+rJx`w1ppS(O6Un%ttR*?J_ve^J18l5A@M4Jd`u&zhi;ZJ#|$Q#hFS4SF?(?!e`I z*H)foDe!6S1@AhO#Xb1Bmz^+SJ4<0H&*1AF#7?8tmgeQnM5l)hu{)%}{qE+{=e;q3 z&-cl*zPXN7Ev&17Ft(ck@XX|jz(Y4$9(_`PeSVw4ebFC8dEZvH2Bee&lu<*#wxdxgj;Q)C5HO+UoP#HK{PSetR0U z0Xe~bI12fRD{i9jC1_t@^TgZQ*4AAy43vI#wcd^~qJetbJ&BuU&c;EZdZ2Z@j&VI; zO=h`cOmQQ3O0W|VQjxp}w;K==a-nClvQwFRuaz%~DbdMK zE{u;lvc;JR<%S>0I-`hl&QOW1v~93`xfKgaR&CZMG7IsIa276xuMl?vb4<7Ai`l1? z5OWX8Qg3bEzId^J%Mx^5S+>o0*{PX~$Fz-rINtFZOD3Fh?t-y=F)`J7xT3IJE$VPO z28e6fATV;IuM+ae&X!h9OWh_o6|2D|DhiE0==Tx$WFazu2I->{#zUVS6l-vt=_<^KK{kO35(Q|%a6^GoDfle`=r+i0u*McZ3N#TC5UzQKZ9aEB1w-7N%n zcL;95-Q6t^+%>qnTY#XAHUxKRq_M{3_J5yo_dR!vJ;r&t_pKj#)WceFu=bW{SvZ<)k4!pysq(+POM@^NxBC7r=h{IdR63z%{cwv zo>;PN0Y>U;R1%})Grt>Afx@#N7Fppet8dUO{mK0Ah#%Q}Mkq(qEWL|dF-N?#G3{NE zrr$Re%3^U z&?ezdXBZF*>un61?@Y8p<@m%5+LTG4RzEey3|1-y?Hb^4`>7@a8>FCyHbEq?hW(L}8)_ru0=y{iRiy>gk z7k+dV8m}Y%=8(fPe`H4SMJ*IQ5WR9P2IVuT&4bFHuZoG5S(K!hLpCjq3 zVG+hpb_xH$$zs_e*U5Ltn&(O6q+hLZYCOm&p{QS#-Mpd?S{yu1={3;pwbE+jeI9lU zBzhx&)!3{j>Sc?un}_IjOv}88H0G;|`f8mf)2){EPXFq6JSk{@94%*`Jlm9lYO&T$ z6o2WEEdN5YRhO%#h0xU7p)wmZ%TYfVF@R)V>PvVFw=`IJE?JD5ZMzXM`>H*v)0emG z7QIZlvJ#V zWo}ECc$RTC`CTc#ZvOi%{b~Piie7p(@_Ef}YC+#b4CLjw?LviIa4F%_pCq=U)MN~R zWZ(fJVcyV02J>fuW{Z@we=S>A@&7jqfOB%oPIHcz$80;@wM6x)vDnvwJ711|rmAYj zoTMELJoRAA&=9F(vsretX{gtl_(Z+2R_?hJE8m%;(5-Ky+8kRdpZ3+*R#T-PCr4DvsM{=9eYQ5? z0$K~?*gh=(*zCK>hadf!MsO-tx%Nq=$}_;+vctFsG#Gvk^fI&2E4k;u?RGHs)|SVe zqQg_b`=yg3T(W^}u(8vzZ z_dG+oYX*n8nN9A#%h`8d2n+K=J%8r}o5We4+FWet_m_s%X^|6Zg!pD(zJ}#bAYK^I%JISu51H*bBc4SiC-KXL2q^sW=6C@+W+1c1kwrY>G~owp86EXfEv?_#I`>*>9v8lddMO0XL=WwngI_vb zzn$QF44Eym3{X8$ryM~&TvB+!Q`-_n610AzrX>U3Q%aiz2{rZmbJ}Jv`d8K#mdH}@ z6fe4WT+?kHQG_JjTb7in_=Lfl+)aa~|e-_`W^`=$qBrREY4R~wwWLe{ISg&3LrQZaSRnH!XI ze{mS;Zr*7y@1SdHE3!<=!itu5;8tr(q&kL>`s4< zwq6Q-Ojm3~mcnqff1n`$`39S%mGnMxj}Frj6z`~CBHGZZRnJYmrzMFRXtbp%TEDZ2 z3Q(|Gf~%H}nCINy;8SAnPxni0!lgjHod|uuy-!6=s0)*sOtPyGiGVNW3Q;^+7|)(w z6K;Np63inyg@ zuoY*mY0F2$mpV1GT$nW2*H`H*Z>8aSw`aTYQT`s-^VxbO-29GD|0=JCPC%Eo7_AfZ z=UntfK#Vr>U!k;%aCK_`@zT@aSb?3SU|-VDC45Q$!XK9jn@xWG+-f3ZRP1lVdD1io z*`rF(18oIniOzForI;=C-~g5+RwNqB&mnmUIOBapSktiMMuL}@``aT|03rwb?!8gGSd4v> zNHXdOo~!$m+8s`GL!baKHP@`a>PeAfVEZ0D>=xpIbQPP$V9b@sK ztU#g6qAp%Ht%Z$VxymnnnMS3N1ht%>2}1WE8tFyTePG)2jT|U1@NKXmgI*2x(P!$r zNc|A|0qqgq!3ByVRWC#GYrNpZ$7Uc;uHz8&TdhYm0Ng`_5!ET0Mo+s=K#-*+6>x-@>Pb zwvEl!x2Az;p%xSQ3hZiamuKD#Cbd7r-12o|$J!*y<537*ZLRQG8_$f|Ku+S!0Olr#Gvcz>q&46K4h#_e2_kA5*s7)U%Dg6#7V!zQ|VMyI(fv|OcaUZ z!1H4!flTLVChOiVdvXh1t?rl?0u%MLse+f?u_&$~&(x?jeBe_OYxGG-g~R~M`_4xg z^va^Wa@!2<4x$4!% z?LW`uZ9_Nz!u4m?wAVA0k^Ir$nipaYa=bT1#^2NFSHoExx(xFggn{(vuo$R!dwfkg zdX-WBO9fFP=Ym*o40QQYKUBan^`us9q7-ao5)7wH;|V z2D3KJF>1RZhee%_Fa;_pcXnpB!bw@FB(k@<{eEmVElOFt5jpC@SUw$ohHx;SBn0@gOIDkcqbic(P6aIWz0!|tT^8Llv&A0`bgglFc zaSDoGtS9I>kVE$~bdg21k`KQ50ZUQ2^Sf<;&2;IN(bj5PYM4zXZwiBvlmE0h5)f5K z9goGX&Lr+*DDqvXiQAm2(Zdnq*bI|Wr_ zWwZwCHmXW$G~ejPZcnPvXsIEp8tlQAjaAo0i60l(pjQSs4QA?XFnL?)e4F5M+T6-7 zNq7_Wehk6y6-iyljHJ+Gf+IW%W0}~?n*QYDzy(=pfA)%BhpSKUCTS)+TCd$5BMmmZ z6LUxJL-9Le*IWdOp5MV3q4eaPh#1h+dGjcs`_$tl%PYfr>@|&VDY{%_f=~y%J$68x~D&AIKHw>nUt0FIbPG;>JMnBNZE~<#m-(0M8 zZvVT!OW-oCg`hPjP5xDYPOGa6vU1waNQLARuAn8zumre&&xLxgR#Bwvu>MJ7TH+=( zI|&);v)&Yup3O8WJ#@5NramSU)qNa|+VZ;v*_CX9Mbhl~Z#zavb$`OihZxB#wb<7? z?PU6Fb#EXJNhq!q)@D8?8K?0W^wg%Qu<_Q=(WFh{(3kpp`AdGJmtv#!8C}phU@vN+T9S@f zb%!8GCNU@Cqe}rl=hLgnP(sr4R<|i_{e_S>u|TxC{mMFFtXZR$KMm*f>bN7(xC}bk zcGzED6X%sh_V7sB=KG?t={4p11{JuV~Bi{0g)GbJ3Kr%CPvb?S}mKp zY&1@ST7)C{J2@negO#=CAT5!S_{|i9B|iGRiZ+!@?3~W1jRU5`B_ueePpE4A+aM}< z*lVq)=7$GGZEtFa0~mF$z;pNEzsR$2yZHGfb-6>CZDLi3D;Xg+TfVSt`BGr@+Xm3wXDVezv+I{Q;NdmbuWt|wQ z1waR$aw+u5t|53$ED2B8>otqjYI=YGTM@uXPLlmK5y8o&tA=fv^ej(cNn9XixfWSq z!vETLxm<8DVjjM?%5Q4tV^L<}0HfEQSHoi}723UOO+%F#oQW(mI_@`Oc8MOOJUqdE zL7WdsX;B1=rtyXA&riHL4Qd`l3KCD?(N{UUp=VlF!>-TAH2b&nUk?k55NY^m_+jGf zRCyVBgawO^K18y6!!|5T4BL0T^|r}d>CU7~KNR)H zY>HMV#2fra;g^_%6E5`ZaQh?S`bPe8(Tl!dxA%-awmWXkZRtP6dZe`3X=RM>_rD+T& zuZ;s16_Bd2wtB8hiM9@!a~$(GqNWWxLR}6teyW`Lmf3+1mMXvhm1m->yXO}@E?67O zf+MzRO)nPGg^n`$JYXnP#rj%l&%a@y3&L^)G;0L>J$YI|BuFCcwaqvpUQ9092#vo0 z3KG>BG;Jze@2ya&OM6TOKio{qbY#B7m+ZlyZFt`mzSrE%8(bUq(zU|C{Gg=AESlpP zAfxOnKZZBYXy~CkbCHU22-<4(#>B5$;{L-@VvZ_kPjb~xzI)e`-BG;CX<>^xCN$t| zHe7gF(cz<5UT*-;`wP|xr^HCvna!A2;c zqt>)T8FnuDgD-~PbK;(lJn_H{Znl%5y9Ke)#kkJf+Sb}(-^N5L+ej>*d98M;t}jfM zz3GYORulQX2L-T!!-FjTvKh5+)Pd>Hwk-!hIREZr=)e#}RybX-uUil~75fBTaDOHUX58NQC8{~meqSfRtBR9G0+OS8TsZrM?G z8l_CK)*S`BSj?w`v4m42+h@2## z1>RQm>*=8Mip;1}paqkZO2w0EE`Q_FdIVyb|9COyZ4fv*3qaje#v@oB1zx?J+(7aW z!3`X@Q2alrCd6T}B`7_=eVgF_Z{fiIAQ$*AdSUU${}5KBMLE*`4`X6c{RiiRRTH23 zzv*56CjjFAA0viz$R5sx$&^UjWy$})UdaC-^9XUK`40nUhnSlBzpWtu!{7eb`{aZ_ z_NAY&z{8RM-;^=`t!Vh)e(b0~WgwT<6NLYVCrUX1)of7ye>`F|iKY5P_LlzdT1XI8wrwD=#MrS}T_?ycH&0~@hcz1Jy_Mep%mtjY8BW2fhNm&Ht~ z8uUgQ&#}EZaG3UApIZi$xj_F13Qn{sog%3w;0OMQpmV?|Alfe zDF^Ki!^K+tyH2}?{#U*#mB9#b!CBMMpY&cNC;I8;=NNV0|LuE4{9>Oz zRk!$penc$CPuk-Osd7JF(L=#wq=!1fQLy*;H2Qx@DWuCsxLQh*-n5yYbzC)Bp7Q$C zSRgw|bi7kxt#o;GGr!t*F4o?Z?oXs??2e#<+?+4gef~9j6+q!ToAsK8ovvExtOl%5 z_g)&*C@v561s<$FqH zX$(@cuJAiOF|W5CX5%Ks>!ZoN*x4=Ty5vhrSZYZW-uIb7PojG=Ss#b zzcg`W(SZ7(zCht;cf;$6f8gKr+rI9O#u3z% zU|qXSww=S0VXdN&@Hxz#V^qIkk;P+Bh%jbxTH$KU)PNy5^6$|dPMcjU&}$v+REn}- zwBIseiLR9>VRvn|e&Sxy_N)et>a4~+rCW$sT2GW?Nd-S!PkE7UX`uSXH8w;{3g8L* zvv#d9HPmF0vf^U)Z1gtWY4}7N+%LwcHLiT{0_!!_bznX zC|*6c2i7j1uZeFm{YY3n@%z_TPI-T}0R;<+R8tgoR`FT><4jUm<1_FRpuXHV<@=E; z34)1$;)V>FOgPtdIy9@*_5NdxfpSkUgw5877W&`S0tUF`AXRA&GA~;_Uf_Hv(?(~2 zMm38sC?u7|KyYPpoB<M-rFRb~8HKlAFMqj%X0>;_>D65X^Z9zHFE)Em3D=-9 zStuxqDRFE{S?FdG9X;HKcybEJn<|vH1%jNtB4UiMww{KPiFscZT1=)Z`QE>X^HxR< zgv)Ko9x0!PMYybHaz7eud>D8>-LKT(^t&@866^>H-)Pq$9&$6G1S7SdMnWf!`*HMC z-gEV$e{uE~#h(MGG|&pc151wN1sejK8xnzuXCFdZ*+P924Z_wd;NY{bx6XV`b`Y?? zBNgzuPR;Zzk~29`PwMPDtuyQcwf36rZgcJ;uT1Jer&6DKtl+)1dEaGxddsq$U*0frOP)BXi+O}k5 z0u~`vlhriy@n85}t$K3s=@HI(9mAG##!v*RT;#39!HDq9VzZ~MWzWO&=m{u2N6qlS~P zER8cMV}98=4$)_`a}DvjfKi4h?c%9(?i*H%PKbroT=i%l=Ol;<_F3k9L zZdky-78Bk=}Qs<&dGoW z)U9Ct`h17R@d*y-MUOWvgX_W{AsI48iDAwn#jiW@J!=H>K9Qi*C^R+Q%VI1s&$Z2t zW;~C{x`ErU%U$nE@yt62*uiSjS0kW%ueZGMuuI4<*jYO8I&7B1oaJ?p3K29UI9V<) z9}Q0CufV;3Xvq2ELb&mXd|hp{5PqY{r@H({jm^!IJ9j=6;lysGG4gL2_(Y=)Z?$_z_UD=-{blT^1ui@EFb}>% z{)@Ysk|TKEh-Z1!-4K44Z=Djxnfx{2titARbte5qXtY^ZCnV zVpP+rA%$r?fA5})Lywya_&8?&wvP8G>fUwr7F^~ZaSi&{QSR6I5KEB;5RlJW`=+It zuU*ol8o1hflmF89J-I~{Z=QIm>hHbS)GUho!h>rpPGmcmHQ-SsbdUk#jD#;R1&Zwa zy4wF5nW~BBQSMX@Sr=@zM+ua!V<^!XQ#LA{(NF;y0eBp~i19LlKbM6A@{{}b00ypfjf)0PY3%11K4jLl(u*PD~;9Wv)BjbxNm3nlJ1J24PIAOl|0@Aa9&9rm5p;vFQXEa zcOek&J$~EF)uH|~D>?IKe0lfsZwn6igtj|^DdKjeEL*iIe&@xQhx1M+ru(n?o}E3Tp5hhPxYx7(fQM|pL(z2;+!J!CyM z2cfQmCiwY!5K62vY9H1X=KhesM<qdth4e4;_b&Zz*bQg)NhrzSh*iP)mrF zwNF*urh7+9`#*J}5k1AkzgR?r7Sjw0+TE5N9q2oJZhn&rxGI9zg0>4URO4t$8?MoU ztx0yPUrxneZsG=d9)o24%M4z>5utI!2842cntAX^*O7$T%rO^z=lr(rcs2FDr?T<( zV%QpYX*2*uZo8Gb3|ohu1WSJN4MIdm*!;V4Hyj$4AIbhnoIU$PBrF;p3Y%oec}il= zL-5_%0)T6G`|&7SwwA8yw82^7y0VFLrv%yOD&qI`;xEipBKq&OTQ=oMgRaOF)6|hc zH6*&jqC^Le{36Cxr2}AY(TR$EOfpgVd-rdc^VbtgSd1T}M^zs5(K*)Z`Iu7Kn4DT1 z%l1wdyb7T_BUz|b0{e`RSJ3OVKvP{rz;ya6+`dNH{zeUM16BuvZSAhi@DMQudUtX` z;#Db!Q~vsVrMZxiz#x5y0_b5xfuI!zKB1@0sTG5F%CnmI4ifX^ExFx?ylj8-RQ(je z=R3uZ$whB%Z2M368x2X?@4*R9d*kAU{eL4QCgEY6e{U&+tK(R~9*YygnopxDxiv=m zRHVLXp5Ujt^1--()L9%PwhO3&#_Q}sE)PpsvP6`qCc$O%nw1-X{yFHT_AW(8h1_Uv zw5_#f8!nWpH^BE50O@RuL_Kv2<0c%G4Hd&@Ud#czgQ^NVgl~da4VlHJ9`s0_E)%^w zM-&n%1T+H?t5HyJQIVp^c`Fx6dFP^Z1vz9WZ@>Lmt1BT7wG9HQokWHbNz3%qZ=K#I z;xhka`?hWswf2no__A8f7N@pyN5cQ@esMqub~_t9^i-mly0vUtimQd*3$EDFpN(0}SM}k}&J9+XhIMBJLY(sCLXw;}YmeDXZsD1lz#Yiq>TDyr-X6dN_d!fjUyGUj2I^XIrRl-8rAnJ*1 zDt(dga!VtxZkF|=L4dT$m&i9C^SFD>AV?pns72w}Iq7EkF`5Q+D?98aqQGM|H>>nZ zu=UA`TLV2^H_?N;9gNzSk(I_Is==mEX83in+Q6Xi`2sO7DY`q4^R38>>5qZHH?r&f zm|tB~@q#ObFaholnQw@Fdd*gl#qPnIVazVOdjv-hRN(?H>zR~qReK-N_z8U?{lhcw zVK*NMrL6KboWL;l0i(kA$39*X9{j=FT6wLYYT>BxLn6;AYxt+PWrCnTL8_bng1$9} z34(IaqpJJsNIr9USDY=Fs=lWc;rz;3h#gk>0FA@@dDO?AB& zTH2?RP->i4c(e@=BT#_YX|*=aR8A+I`r4Cproq_fkb)x@D;JJ2QhAnc5-`Yr(kNt9 zC#UJP>^92OCw*v(U zia2mxRU3YXliE6pfDMX9C13%f2=!o6Rd5v>;gD}qe+In~IjtZSI%LzEekS7b%)LE_ zYQ8?W#p1Cx?2sQDm4P`Sgg6)n&XDZZu3A;ileM!Z-)TXSArfg=qzR*QeIAQbpuOp{P*Zw7 z#_B<8dm0{-jxF1l<6MUflf#$a>qy4SK7DRSjsVkk@1N~yjOjP-RkEq->|u!uU#KmMo3omVM0&Tv^s{&2tlNPp3UOoElIpJ=Nklub4d;yybFn|l z!kKj0`yF#djQZX?hdKZ~l05D4xj=U_F7N$%cIeAy)QbYp4|qL$U#%1;bS&tU-0EHSkr7NVuZ@;-p7hE43yxAFtuJ zMB#B5ES5-y>f_%kMjp85d*J;C0^*0vHH2P7c2d-%U1DUM2>;;TD=9;Ix&Xf*dJ(a+ zI+NMc)EtJtQ~%r+*+-Y=A2+;iT{_J5TJ{G6PQ+hOc|tCCH_Ml!^i7ea{t%c;gC>d$ zHX{x?1xj#xl`Th5c1%V1fcB#AhUNfOD?-A_45pF*=i<*drRqI9o#K19rwke%MD6); z9>T-NmSI%gU@vg-rhtS<^4ZQ*8;%=kSZJYA&hl5`(__34)8qsao>bE?L|IWSX)yoHA7kOn1Lg$M@*ERlEOJ7t{ z*+04KxS*+mw=Bj}CM`zl)2pU-$Wa)FPvQ%#P8!~N_7><1-cj7JQvT;D`GfoVmkt8{2c+=B0AahmJ}dvz0`THp+5}yYmmDd>JRZD${tjJ zaXSR`92GH=5|o7rt!BbAEMP4k7cCL$mEKLttsTklY56Z@WExR_T1UVQ-z zIwp4(Fac`h6y+73#GAZl+yM54c)6qRx8_Ntufse@C@KQ37CJ-6cTTM|HI}z4R)<@T z7frE7mBH)4P%Bbba(-B4$dqloo4yGyle#X)h4!UBDZD95#b>6g5LF7wirSfHwg_t_ zVp+1_-Os=}$Z7b+QhPMQ1y8k(hK~!QoA0JTt8LMO|Upf1yuEqgR{iP)JR>4}|k!M$jE7 zB$^@d7ER=_hGuWrNFpWKA##;8rt^;1zUA!fuk*n=qgLR}Vhc*eey{(W;hq13=2D=X zBj|Rz&53@5`=--CShXh-m20Y*-RU{+kwEp^jf`wCH#rARikmfj>OT^$)mr!h70i@E z)73&_veqnRo{KN+f5n@v2~)}*_)oUz#aU6UyC8N8NNMw3$x3!+DE}}fMy5Ztt{Z>ZM+suZaFkok4>Ld#T zK0{geEW?Z<$9XPzL^cx5ly3;$JZQH4H5xrhPjZJ}=gGY#kMC_(GrrY&XAM08=9%J* z_d10Ay9JHenYc4v=(YI{(v*Ii&F|8xS>MpIq4_cjZF)0d9#lHJ~|mTolSMvbm%k5&4A!MlAG z7;N<0!{p~^4x0&Q>@wcvZHefk$r*Il`|6I2SQt~*2dsansDfNt`Y_rRB$h)pDN^#* zxH6xxr1jUtGM{HXYj0lMCWesvp639CulBSSYQ_(yO^68zt_Si=@jHo#s|QQEOlbIK zSawefW9??=9^X$7b2jwTkNZAKU-s*DX(F>RMY|gY#+$BwotdKJ1%=_G*@!yvZ?&5Q zt!*_FNN3gm%eUY09F9akmcfSw9$k414vpBoGzSd2x?QDMx+l>cT*f%53zExF-NKpP zbc2MY^${2|r^0$JnuE!JwvA~+ci1!MpUyFdidWB?kO^CV%zbNx>2QS=X!Q_w%SPSF zqK&_*keps|AUXWp&=CHcf*DIm9=hH7bWKHph)JgIfawOuax9@6bjW3ui}~EyzoPHb z;m6nE2!>h6NT zS?T_XdtKVrc!X%PEK>itB>8{pNW*p{u>Xw(Gs_4VM+#VDW#fk>#o^=Nk2s=f1b3(b`+wCuM9<2T^J~7F zB}UYxTlkR^(#c2~QcPJEXsvP+CQ)?`VWtY{D3juzAb*&;lE@x}q5X`6hNI*Na3^$E z^~r23Lq_9zsewPCGsFymw(+WX`@;{*etQcu0O2JDdY}7cPe!@%2%i-U0v}D%p7{_dl!7=m#tq{qY@i3U#9}35CjU1`}qOwk& z*WNS1+dWH6)0$g+u8V9{hFC4xepAPn^n6G|*h)TMFGD|;ra{5q#iO_zUS{hs5|rn_ zF#^U+`G`1zdCclK-Al|I^N{f*m&MouRw4ZQ)oXErO7F(v#bO_v&^zY^S~eeEEg%3+ zV6)4^fFtj8F;KZzJBgrw#UDdap8b9U=~w&74;1|f1VQZ`wCkYZsHJ#(<1mi8R-uMj z<>B9Vn5dnt3O36J6KM+?n(U;M?u+}2K!{ra_tDoU^29NpM!3<>%(~ns==;iqKw29o zXPVAr9>@7|K;a$J{0>B|T~0(a$Bm4PmX&OyVd;YY{8IK8El=;woxzVQ!H5l;J8g$< zt;z3}==p>`y}RItViWnH!x#2yU^s6@n$J3jYADA;sh>^837$Q0n3?=Fzh0p8KIcLQ zx{jB(&zXFW-|BXv;KD{7iQz?SZ};@WW&VzOI(~M+;M269nw5sZzSTrs-Wj*1Kg&wq zNg#lf`I^}2>7j2zsby1KLN@ftZQ+pRN8^I7<;Qc^tA2$F+rO;_80SD~=rp5O&f*Rl zG}B&WD#5jydIq}Pu(&1cXs-m-{A}VLAy*dtuHDK_e zJ(gjwO_$ps`B`Ut&EbnGGI zna0~8jZsS;a^bI?8MS5(cuBjSUIUja*XoY!J8iGkZ*!O6*pFzR!`LY= zwt|A~!r3hvOu1ip!>}zry`+8>zwBqFs90O+(dMJ)GNe4xH^;LbiiHgyG{U^KGVILi zL^MfBR-zY!7x2V+|EsL9iz-FQ>FgD|XX?aPMBmf~tD;`GQH%Ua&5bReh5|Ky5E;gb z(?>-l+%+F_`^>u__=X!);4&yPE%*g(d7K9QH0iKtrp~n9n?ewJ8_k_6L>ie1=tI6ysp+76~90eMQ(6mfMP3buyxs=!)C=KypePelSGM` z71ug^;^ukz_M+riYv{WJ-eN!nssvsBtJ7$okMQBw8D2SKtphpJY&edz9+mgHEI2Zn6zf(VE{iGcHWL`FD2-8~iM{>&rVhtlO~UD|my0 z(F0yI2i3Fb#pt6iSngpBNx#Shrj7C|)r=6@4NzA{sPBvMVag#0>Jhuhgdt)#U4)Q+ zVS~A_ZHa9`u5888Lf`EpF}}dydU|%xdZTvZ&c0hb;7O-JR^DdJ%(H_*d-1*4OZc1F zy>)g|WQ_;q0E2Buz`v=Bh=Go!bP7RX!e;vWl`UHOQ*&?r=(E;jWrakwqz`uoAxs7O z0O0MHwy0(Q6`e78RaVfYw$PL3_Wh67K-Kehi^xj-16xaM)v(&x9WyqQO}f;P4x*1o zfQIT-OD64xwV65NBv%W7vH`CXq$|o7X(Ep+O3{H!4>yzYWBuL7d({>Nz!j0 zw%bfR1N9s6cOJ!mxU&uSsHLs7xS?l~$b@HOIKJU9`B+piCWtq&V*+{ndVYV5im{@cj{Tc&`gb072^kTS3O8h8Iuyu98E zy*=OrW;2`th0vfxI!WshZVxHPV3p%%3XO`yta}80$+gi)-f(IqS8A%fgZqf$Lr@0u zjqvaxkuK!`-C;ℜbcAx|7;u8dLR`s_z}S!XDWl(MZ2?Sx+P5Y?Q35NAY!qkHX!3 z)$KR^l@b_&OI*dJzA{AH>18*OEWnFT!g!{CjdXTem$B&f~eb-Bn~?lf3=yNDkPdJ9ti} zDER{=qEBKWvk}L8ZyJ1Z*6H?RH&6MIsTXHgefY*2Ib&2dtA^#8^7`}5`op}?_;Fz>Kk<03N z)Fl=7ndWr(aRzBxJ}O9t5GL z=gfx6lYK_|<878#@+j1|ay0u~XCQKm!JtD68>cHtbS@8#o4R za3#CJ4puNiieXDqSI08!>^<^*!xpg~>T8o1P;X}fB zFpv^C-a}hq9_$U;&sE(Tzvfz5c}`bUQZg|}Y}<6fMLtu-Q#mIjJe>cnds~b6*CO>97B3k2>!G}0?B--So!Skh{9rNjpVaua$8|**jS|t zsNv8JZ8lHHqm&{lsT9x!(Uf3+1a{}0dO6n^*K#J1KB5LJ9&ok#tRsSZOSsK;ZlH;) zYkRSBp%122oX)eDi`6P(5VSt*f_g}eSP4$xnOMUF=TIq+JA3QEtsy3Df)mYq^wTbd=%}K>&1QvP8}9o%=VIZRo_i=IC-Kc4qr%&Rom=C!uFx zd6-~EPzV(k;IKOi@xJp0zv1x*16$C^Uu4B|O4FeC5|yRH809StTj`pOaEuA7w`9bC z^X?7!G3-sxFr|b$3jTpl$HcNgN%pXBCM!vN%0abSsFtt^N{K~kTz)gcG*_dd)U)}R z5EhEu3|dkQ@J>|Q9U<3BD+y*0hm3U3be?465IIdIp;De;!eIjw&n*rcpJS=v5P#Yj zx{S?X!v6F`pfhVugeVWM%bjE1;Yjo%khej7B~1uFT=i zMNoN}dbx73hu#IW*Lo*{sIebjZcnUsJIl(3#d?B{`+WBdWIBMRIMd&2Ipe7}g|`ok zGkyOnRR~L9PdZyM$j|QmH_6U_@csv|CWf=1AFBPzzLdPQ%#NqVK$=mxCR}Wrwg=Lu zHNaWjqMIPq;WTs&T6NC8aIxV1y!R4p(;>MSLPtd+xv;Ay5jq?CfM^3|3vJ? zULV7z(8I zuUysChK*>4U}@NQuq?1{y010;#@4CdXh5J%=mh6Yq431{z`!f3umi1vn z%e~R*2}b3pIhoU3-1}+XGQevkTo;t>AG}rsjS$&wBlwr5R~{97*jdl%Cw1m-YBkHC z2oKKjsr&Q1Dt_D>brhCO%v+)0T#d{`G37Cb&r#o8SML4*y<=xQBpa3bnJCuQ`Dy7O zW>SV7(zr#38!t{+4_XSyZ<$mO`k~)DpUZpo_CYz^;~Ej{S)3&Hn)~tQH)OT>qYf^B z>GEl=!ZaY?P3dN_0QM~9 z+mKRM(BY)>Ub}O!N(6J(9{ze)_yr-f;nE`?GpvDa#|h_6)lYh$3z)FJ>r)hH#3PD! z2UM4u+Uy~PwL+#`sc5nmOJRtFR{xPM%_ItJN5+1TX1dB2FHV+ zzmL2wo-Ev(`0dp`lkhsUO(TJoTq!(8zSxrfncwMc=-H{oA&A1ZGl6Gk8r8nP!t?KxVTNJ&`&=+MaveNZ4Gw@_N;7@3->_i8 zOvCi=7LU#1M= zEXOMApGJv7#80ypp3F8P6YLyAJ85n9ezV;7zj^*NAM$ilAN#*(d&{Ugx~y9mcPF?* zkl^l42*Dw^1-BeDxI2VEAOv@JclY4#?(S{}yOrm@_jdOfPv7qE$M@^}*`sQos=Zh3 zHRoJ&bv%*(8~{9MYiE8v$RCE0A4*SKg^+TwHf;$|_6$EObx z#`EDKf^L4uzsMH4N)3zY+Pxjnr-5GwHrWq0r1)otW4rZT856v!KFRA*<{<32QCs;%1 z1Nap1_Icfg=wuy(hFnAbVhq`l$o7ooslT}mNK6n9Nd!>AaU6l6vRD|?{*M=c4PD-) zx8~LS<->w`5kr{PHeA{IxdUZ0U!jWTGI|c0LBw+8o}a>-33h=VBBE3HMUmcMc4<;C zDqntdjn8aBB@RUizgPyO0G{;6zAB@bU{laP{+(HG#K1Qzw@@r z+rct&{Sn(@7_RFGqET6Q@%k#>&J2?c6UbQxw;k=iZ|M*ap!`Lb#YACX?e}zKrD6Z~ z-TvpMfB)mhiXe!!8?pR<=l1u*{^v@5yaB!lNSnj?asEh9{=VeofA0AI_%X!95EIjs z+m85;BY~@6m}7jzFqff+#rZ$a2?p@ztFXVqP2zK?`<`$7=p4g;lZ_dnB4zi|1>0n| zK?zVFvTNV3w`vHgEr#N(V*r%IJ%39litu$*&x1}DXv9ZvI{5L21||0Yz2v_*G4`KU`)WLU=-azKyd4jap`~==Tx`Sm((#&Hzc12AcX{+T8%r$@=)2!4Tk+U$=K@(@5s=(;F;i96 zmd(fR94A&6Dbj1yaZ)R!%ro@&$|qZnG~Il@J7zvzZj`v^-aTud0UZD|#PnG*WS}jf zT8-^1By~95=avKwEI?A7hf}PMy%<7tvRXaIu-1eEnk~!6rd9lON9wh|nJa6f9O&i@ z=(iVZ+&~GBUnTyr;Qslgx+)=j%UBnqAdx>WGJZ=l5f~b60bu!QjIgkJ zxygWqeA%-QpXYV~{Tk37#!5f5#LV}Z%2l=c1D8w^XXxIoUqHxybEgQPs8$iYOHmk2Z5Q3r9Dlf*J^<98 zayL2^c5J3zg2-HMjcll3n{USLdvDCi?>J0`MHNNV#9Fc5ym_yG`xqzuTq5w}#feex zhJtS1XC0$d_aS}Gwkt4{^C+E9wRCVQhDyqr@McJ}y{g)A0STO?p%1PYGUs$quZRuS zXOSWQ=S};MXGs1F6Jt&y3dO=i(&gdO)H&?uAT|lU$Gy)>-VLTQ&;pH96?;O>@t8m7a2Bd~oNhpFdIoj_O>*NCsl`a+vFJ}3 zG+HimC^vn8rlvHkmMVF2nYI%`5%7UqYGz$I-kj51u#@vurUH8H-U0L)MfiDg28;Xb zu9Vx@fq-AtTSPNC3Pn2=zsnU9F)^U^XLk&>;DP2)_K;BzDX*pAh$nqX_?dw)bhilI zKA{lU!eDJS9D0wgKD6+L@6wm-5@lo-@TXVthglsV8Dr6FI)3Q=CgJ0w#~j$$CsLiJ zHTAs=bX3oCWuJKTMenr6Hme|xN&*#0xeZT%bkQZM&hd9G9KvzdB^ynNd z5C*2_k>k!gd*4YE-7Iq)&i+XP_g35|2cq-oRPw?PNe=^S(R%|f7!Bz30lm;oa}FFY zj`j=U-^V?4Qb^m;jQ~acPc`HfiO)2V_%~rjlldQ`QvMu8(@M2c*HzqJ{3SVEm3(gC zbjhwwQTzSYymRq;9d?;A+F#Q?@Yt+o^-bpG#+7p#!x;(^vRZsY60y3cTO77QU2MBZ z`o0$_Ld%dxRU@v`HkneST9(t*`Y^i`6U4R$@4nRNYIC4-Gkq4Gso!DmiL;lkSacF^kU6X!RSU7 zq<5Aw97ck;T`u%sln{~Ey|+0O93IQ(EV1Lyd*d5ahYQ$lU#FT=1tx0_sx6q~iKY)$ zA`A4A=L*Fist)-D4}9NQXrvu*yk-Ja_SAXi8bfD?Gp?Lxw>qJ|<7;@8`B2g1)N7tX zy7bfod(| zWzvO7yzW2K;@C{;tEhTSm}>AC_qU(5krjQ-Y8PVekULw<#v>7OPl1&}+~0}+oRb9P zBvICh3?k1l#$Ku{K~G_2;K1!pl;@Wa!=mTSCQ-kq>D?Rk7;bCAx{L;yH5B}9OMtb| zYnv+!z}koXR1P%7l@@trhnpzoc1a~jZ$t2soGsB3I>CA#HBa}>fk9QU#yvHGLnrvq z>h3vuCR|qXZT0Y;d9FS9+Ou@Msc=ft<2|8#a!U^99Oj+}nYXxYtw+H62 zNDFTtk$ZUh{_qalwnKTRqv<@vcE!tsBm7zTcEzV?!nSeWHnMwE)1fpqHfkgsMo|fP zbk&Q1&{c44T#fak0@%8X>>34`419AUjl-axF=6a|#rlYWA5N6>dJ%F)Pjh9vMaypd zLUK4&+&syg&f}B$-C=P0;Cjuc_yF3B{_gmNpqak$15kyfJa&%0V>ty@a|cu?oe-yD zDh~JKXE92dSj}GddHS}?>M$qHzo%}hndwE2xUE$0D5iOV3Z_AowN;_}1w-uy3q%e- zA~)`=z=}-IM)pq3i`Vmt^ywMkW4X9$t1(1LF!`DfA^sXzKQ-hI5m$ohavUQr8Q?1M0JS;}FyR>6LOBLDNn zGJMAuxW&4q8g2w}e?TQZk*_DL?z^96gA(N6FFtIL zTwF$Kvp-KFOt+v*n&2@KUFFwm>(q`uyGZfp<+kDsN$Bln=QXp9@zBQ zfS&HjRh7Zse?Tco$b@Wi1YS6=rO5dxBoYDdlr32)0GQC|g0RT($D)-X4o*y^Q#Lr@ zjfF=cYj~JQW`gdPiS-8xpMFcclCD{&bqxK`bQ<6lT4TtdxYpcQ*JUMhCUnfilK1oD<*+m(muVj?n%g)mgt-a!uMSmmfq7<0ZcfQCh7Zv%`W<@}+lgBxiJVKvfoV+89 zu%TY2TiWGUh<21YT_~X!op=zl%YL?fDVhKYBA$MfZ_#3A6s)sa$y@%Nut717nDaT| zENRc?Pw;kq1>YESl9WVX(R?f@AtAIUD;p>*+uy6a_-4!DIFCRb{+{GI{&L6bSDNvi zP{lBKKVVca;_VGW2Zj{?X*~J59}yeF#?l!I=JIHIyKm_cca=M9l0Qc!#Od?bP+RwM_S?*ro(|%HZus7e?$($!qa<2Wc~}}T}Q#x zn@GJa7;!U;V;%^&HwfB!K)0pABrXQfZ~g6Oj88>J=T8nYeWil2i5o9t$9&&0k?Tc( zG=NQRvM(Y%0}$G{pLTn}!myLGE*BGpzioIsaW@l6_8L*mK+8IM-R#}6iRj(}J6 zCQLt=v}G4i6U9UhXd60C!^CTKmG3UMM|jzlU4iC6(u#tW2QW?uFl%e$i%#?o z?}y%~-AL~t$MLyo(&Zqo!M6)}+!g8=q=5#pC+iHwHdrV~8!Dl?MJNN^5e*3!fejUu z%n{g~*PT4C4M8-=kI880{os^>rC=m+%i`gZf2x0ND1WI}<8ep&Whm~G-!CnelvO9t zklo|%G?`k7l0q#}gE$y;sfvpvJX-c^(e;;o5kne85C?}iY2cr$Y~$*G>ZS@JR9j@tJpGL%U;R|XNl4Polyu&Apd>KLBn>8T{z!+-S# zRMazoWx#U^prS`M0t$a~0}l;On=uc;j?Rs$xiY2^RFxV^+poc4J@Fa_jsFHWFoJ-h zr27U*CT0$qv@&lDar*AstR4eHG@2|tI+^0sz|qwUCR*ej$MxgwL1&pia}_8vlrxYg zmbiB@3Q;^Em!EOcmphM!)ik2gHw$RI3yxcpy02sT)PPaz!x4kIdp86LL)_CgML~YA zACEq*6X1iNw@eI+5u`7+G8iBqzoEUQ;XDPSzvvzy!(r5by-3v6(&N=|)=7$DCji+# z{g^mWDBV2YKX@AIT;1b0RX?*~AILz(>ey)z6bt7^yl*pk8ai=aDWsv#bao%{`JL+`nonc@c3#akefn8RLVoK7PcYIjX; z;Xm$;r7;Za94gAWi^U8|+DOy_Mn6Qr_%>K4&+ ziFFcu$!oX~#jP=FE=~|UB1QKdcp#1lnqAp1KlJ0fOrVQv1`Fdn^qK9qS&S^+3~oX` z-fJGrR~o0?nt0L7{XOy{D)*jT^;v*smpNhw(T1o4A=t-+l?nGUxO%<P3Q?M&{oF^LzPKPUD;HQ>x`6#kEYlg`Nrl<)3+GUHgnJ6{WPy~ga)`fcZ-75{fYS}oK3w$%EpZRQEk!bKeYXrP>a5SHh zU*P0jq0IrvWjeAifx^7W0|^zKN9jWIXSJB6&6eD>sX+TZg$KVrF9dl0mKk+ex4YB`&Tl-TbEoZ>S8bHw z#P%B`H=Ad7h8a?kvso3yU+Z6G;!RImU{&j^-p$6a7@5hY8r%M4alcXX?~)_nnB?Fp zDtxrD#)VAV6%u|)6w;Uhq@aB6s)nmA3quXpl*c2iVL`U@OAx9tr3gy(m9_!W{Ox|z z$oY;di&Z)cgj@yrB|`2#54D4YZEDRxU3yjF)iwJ(2hVr>6YCTrMSzN~7-#}Ec=HGR zBzc5t$lxE?Qd;6J50WN@VnNU*YEx1a3cw-b{uy!;P8#3c@|Ne{WB?W)$VoxN59%)A zyK=of+nv54WZuz8nMe4cM8GypCk0sa{hrhx(jL3IhHF$3F+a>jtF>Hk>dJ{>K>RRcIIvS+ zF4?%Q6}dr7a5=ti`+9Tz9krU+er40$VQ*9q%6LkqqC)y7d0Q1-mGD*l=Y<)alei*> zd^AHCSnEZnjNM_S(oyE9@iS3YGwOV9WDTW&5EPZqJNLMBEWX(i$r_rxY*?&NVgGr&hfDeoI>vtmO3HCv&W}S`B^+ElmPH;px%{Q+h`=MZAEce=ABz7uG(k9;i5A6MW3t$wAw4&N%K^vg3D@W^W}8p`rAH zsMVKF50S7;VZNxrIuPdD_{owswj)D17h^)K`s*43G>@A4QzrG}$~xH$&CHmP$`qkm zcncZ~ax?ppc;ZctWpru zdLCOwLc?!7TXpcryO|76`L;tqVc1zP%o0Y|0M@rvel$&JFG0xX5FJcY{UX|bxmAIw zn(aPAhlxdAjmSF^0FSObN7~wQX`^Aj42CL?mtgjV52P#A=Ds2(hxhFcItZ%as1R4oXC8C-`&zl}YL%L`<`cNM{QemYsw{a2v@^Sk+5(u5AXq3HA@+&~+H0%Sxe8mMOH zGm2wLXpOIxQGYPXdGbcj1@=m|$6w}umk9as{>kSz&->!DkpCVR{@0_@ru)ak{|9UK zkHHure+V?`5>qD<%cWItMtYQzO(+C)qO=oj!npZ)XIJ0yaD=WaB<2iVMzuC)8CMN{P;0oE*&KRcn{ z0Uk__@oNhJS8@WVlrdJ{3O0N0e0LkVeY!naay(gdS~8Dk(O0*e7y2y#6qHqZH{W8S>$>--blR!; z_Dm@|7?tiOJ8}{@q)zpxduMQ;@VjSqJp;IZ&mF%K016-c0o1i3ju-ZUrp_wg-wX&D z+JC(})dK@qbB)`Tx>Nffv^jW6CYc-cWT82-jqH+2ua)rq1zD)nA7FE~yjFDsNcBYn zLeTPotyO3a@J!heCripLt`|=VI+Fhmi29dRkwx-{482vvNb>tcEjvD%+8m?Sd4WwE z%hdr;lB&Ldztt4bCa?ggJ4nOZ6uCq|B?FWE;S%VD)co2G=9aFGCv%6Us~^p$0UT7u zpu(p6!x)Db`^%m59}3L9Swi4&sTn?1$RQ5cQ-!2|@|B(bs8l%gL&cM|FS4@nr5VtS z_z;~l6FtaymIklo`&*H#`A$bXlYjUC^ZPx;#k7vEl>cc}08Db}pQWa~ai`D%1KO3q zx4YhF({42*>BL&^9ntwN*6y@~CKJm}jSS1~+8XnX31joGlC&6dF{rWXCMS?eot4%* zm$DRkQUsWinlyr^T-n&S2y{Rz(vP-vAbA3In7*~wBjM}M`4Nu0$6C&oj`~_?fJc;s zWE9|Nh17)mUcluf?>MFJcYLGKx$GE;UeMuOj>!H{|| zGUZA~2Xk95$h=ktzf_N@=FfoU7&1GfvZV^&hZ=c9(eK*bLUqO&SVNZT^zJhY$C+Y(6M)vEq!`eTH#q1Lc>1`0gvNS;BF2ZO@ zK_2=2NahBPFBtMqTZ%;*^%09#>s#pjSG@zFj;y8|=agr$=Tj9F*Pr(yYV5aYz#fYz zV-9?ne^1x{^DMs!{dvd1UJMP8P~9&VjEOPD6bQ)7x(yk+SU|KN!A!2s`e zC7gK+4S`MehshjFOppbFiG=(I+u>_MOAB& z2>FqrC~~BLh}D~q)?&}5i^F9LRL-2k^}jwoA!}Eg33Y7<@&=hd>L( zV^dWp;xhr=UlGFMp@QC7^mPp&I-cyncX=0^d65l|>33S?(1 z&H1<7tU>VLMB@KKjgkcqiTUO|`suHt{~UsWT~37o(C}=V93N@^d13q;L<+`l|Ihbv zBA_{k{y#?$a)jRqe_k7vaDa*U-&0lpdY^Bke})S+$QJz<&(>cwTojng|BqA0BFBTC zEBS$$7$x^#1RY>VM}VX#BN8d&>aV2#>e**w00)zBF!3*f|K?z_-bqRB?++hVpF{Is zJ$pKsX;RpYfr+$KsRQs$a$Px%d{RQ%aQe)xmaENblbcR!9G!jFc?B!2`zGSX`c^aUN zVYgm{Ft$VUepu#f>T2)1+I2#E(@8r-^DO2uTavqNIXOO*?oHS^-=Z(lVod}v-amfj z%IrLgmi^T2eod~&dxS?ff(CAK@Km-}D>NB&Ket`vly z)9WzOl!D{ZKng9o*Gh?Hc()Mc2^>nlv4^t?_;^82`7guEsPps1ouTPsF)#NjIW3u3 zX1xS_^T_+q+0i7)pkh_TtKoy*ZQHg?FCuQG)hg3e|Nduq-;Nh~BFoNw{es=2a+NsR zv^WYSJPQ?No`9haYV2oemeDJ1%qG=B*8MWxV5z=hV1dqqMmS&aVd4^LZ7LeZ9 z1@-^&rtFshb^!t&)Jt7^0(&~51_jjvbv_p*%oM&rs)cL5g5y!IQ@U5y)Z_cT~^Gnm5gln47r zvw!z4pLT^}*LXd!ry+|R3{0j1F&N^?q3*H;&6Ba^s-G%zwQX+XCFDGH(qXA~vJe{H zVy-AQhS5|;<`-qqO{H$10gNMA>N^*k@8+JiCIm;RBg3!aD-~td6{q7zd}W<>^{;ejDH6N14xSaFgYMx7xG1zkeR7 z(6T6Hy+@oz-z5K%9C_B9BXeqnv--_cP<4-&JL&Kdbc~BDX6qRjyj;i?Uxeq z>|=4LQp#L;lS&dL@L^*%4W)L?Tmcr|-$gAK$f7OKK{;SbpYDh6QX*0k1aq|vBulM2 zYhQ&{8wlTPXpx&px!A1cT=hjP2vIV$;Uzve9D$vdD!y_&A?(*x*)8*mduXxk*eZH7 z_O0<(+4sR*q;GV0r5k#40DGaU5D>UrCAPJ1cz!U!hQLOt$y^egxCj}ST5csd<{u>_ zJwb-j;Hff-xcw%rEJp)+j2v+L@o^Q4R`x?KNJNp>=z@2%^=?0me{8A>Ll#=!p5^sO z5!_;iii`U!p#q1J!K|o}C7Z9vAf_2Gnri77AF1YXfurb}o~p*Q4gK?A z9Biw;g{Y6`1GQfJ*B-7#?8n>5JXqvbZ=c&EDg0^~!7D~n7NwtgKCi7HV(`W=nRkXE ziNGb)wLanFg88*xGS7a5MDoPh?``7@uRs+oU!f!R{r(&i}fKV-fg{gV(zo~JS%^TQ}Gy=j7j;>h~V$*t7@r; zg4$hu!8wkD^N5pcoqC%zoqJ~eN=oWoAZV4S$^<>@TXxDVgVIvye&`v;4?{$qG)}q*j>2fFg7W( zYy0&0cy>KA#PaTQP6Y9=X-PKg-b$Mz0jkd)3HZk6bt=-*sQmMHvE#;0T7zxlR;WoQ zaMMT=VcZHGG7LU>3@Ru#yVQ>1#TUjvHWBB2Q3t7r>)+eB=-^ag7VfOI1ea>#2c$!-c2Xunp4qFi za%^)P7=7Ch8&@8TUad|?+$&9PA!ua0l3EThAe>D>t;@GDbZjv2h+6zajBH_DC9YY$ zA)Qhs=UvF0@kA!7n%vV{aAgP0Jla#()UwJXHh?+0LSl&`PBlu>Q{?Z+v&MWya*Dtu z=w@?++q>V>rdx6WvduT_`2TX$K8E`#(B#mMi_qcY4=noYzHlj^g?| zNSuy&6(?QFbfw2?EstjEmfQ3i7E$Mn5%^1-b{1xBU7-m^)dD$vns?|Sx?>6ZHJ z_{*8MNEn5Xg2F!GIoun)f#zdO|CDV*txq6qqE`y7f&%nC#aNSmmk~6fB)?ZGO@y;o z%OJ~Lqo(WIox67ShKk%OTlaf4N_+pFKL@g62(yV3UD0i2@JWy8`5oKroF@6+!>;EEuhf>g^Hx~I74sc*0X!+51+nnA z@{zOBD?i858>PGMZ}7%-C&ZK3V#|CJ_nXbU8%8|!5WPiSmv?Qyag7Q!lV=xM=4(Zo zy*og{-4|U=+G97FIOZoRLThtl+~J(5yUuJEvc@aH5AoQUOh!z`C$A+Nr4D#kd~LN; z+T$p+dm9oECxiU$b8L-iEfU^&r`3@NKR}f;|X} z5xI!lcB2tCn5@P-$cP83LYw*edMZuaAVrJcK5K7L5U~!XArD5n0)_5gmHOtMm?7Jr zV0kl)rQi*Nsb9x>P%TqT&G@PJ;c{qEoomox^*AC7XwR>_b?_*0HfCo)2^sH(_1BC1 z{sV05>kzVCUg!8V@RYChLBW_sth7pnKDb@5D=HO9K|6S1 zTeM*aOKo&rza&&1&H!FMA++B=y1|DX7}~av48Od_B%*V&IKe~7KiID{O%^^ss%gt> zxtp+aD0K>#D18=M>chnxpY9ZeI~k}PE*KBMrlI^H@}eo*C735qW5MjmC9Kx2q(IO%{EHhUoKl9nL5I1^!T~|m* zQ-u(P($ST*m95+Ffy+-oHnopZtyr0ZG`y1>e`qIg`>LxjT4qRu!zDsq9HQGvU)fajgQjG8W8)d1hbnG^S z>eKWE(jNg&IP{-}R$Fm6(4%=YBc23acyQFpHmUb(%iECj&XW-P-8vB7OSKGZPmCAUVO(w5ux50QC414&DS25n6-U;t5`)x z|KaXU-6>(2+;gczru9(VB%Mtdv?c`T&t{A!I`4h;ZB-O?!P-R8tIc?#hf!Q_EFj_L zxDRLe>%cYhB`w|iU$C1`7^SswfnJ^j(XDqMBEB_i&Dq3+>S6k)98&E59Pbk9w2@?k z_XxpL7Vo@@((U=~vAfbyJ>u*4#ru%EUi2}gcZ;=6Xpsaa4+AB@u^r-}c|jo+4Cx@8 zy(H8tIlLmqV&ATvX-MTnn#OI#Glo#}su3!6C9=+Tdo}iEH6dDX=AOD}=t`YoVMOoR zeaxE4;)hgOcZly)(r>(5B{Qu~^#of~H1(h2hYDNSPFCIE#l{=MGAzj^G{p%+z~d_b65g*^$E0M1Q0DU!|hy+JpoSKfk{omViSZ; znBs;$x_#A6ChLwzyVi@^(86Rj(#GpTLd+v%13{x$9@G*0EcdC>*@bIvv68p*_ zP;l0H{yYLbVD2ZQEFX}wddDc^dp{eMEw@@wVCuMwoqY{PLx2B zX3cSE@ZB9^&38PtvvB;vH2r2zX-li(kV}@XKM~N{ZQ_xU#kup_e&4QF0&$a9^S7Gh zsSxyqSsd)}ziiUjSX+Bggp|erJ*`r%%rXr(gPC81b@-hdYKN!0>Z^V`Bx;aDNR&x=3o_pEczroV?jq-Wf zMg$w(5+AZ&ONpl=g0P!kaK!yH!thjmmi$JV70LKNssM9;k4Vv(yoRp+%z_`&QT}PG zw+Q8dL0GaHdVg!mY*6m3+RfrtJV@w5?*T;pNLNh;p`e-zM_Ki`T_~|h)|GFRRU^p@%LE3j8P#b9n zim!kRaDMX!g*D$#e{NtcxDGYH4h@4`vpN|$5khPV>pSE=GAo{6ZXe7GT7xZCNy@lO zhd=gJV3pHR(L?kB)L{BUIKf`G_h~RwO<5lEQ5E#Hx~qcpnR(x{dFOGL>-GVanA}O9DgRg{z_sb}dmEg8cw7okrV`9LKZfxM z5u;oolJLS9`Fe1 z{e%`RfpXj_!EQMYn$&J|wwez&=;1yXZ_>V=H=r9{gBZ_$Yr~a&DKX)3S*Wv0MB1&x zt?8wj+mPt6l;1>tBw>hS=p>54UJ1TgzYx}4~8 zOV9`yl)uLclD!-KPJ51Siv@Nl@sg<`FMQ+C?3;@ecusz74ABWO8;Buyveuxim8h|9 zk3JjSmpFhD#CtqoffcB_L)2oh`n|^C_+a+D8{Lw|1Fo}aB!ZPjjJME7DF&-b3c?1G zV`uQdErHRL-pOV!jsTZNGhZB0&=BiP=z4k6uM6%ralZSAX&5<=Lj?JW*e4LCU#syn&;jyRk74z2FU{ zGo~WmNm)#aY9pwuekzHL6oX4e^4u;Aa+sn2(iI+o1U-^j+PU_APlTd*;A6++z&+w7 z!vR*#+I|jFb?7uITKZc_8S0C`TL%1tafQ;!mPG9i368lh-0<=gj%M@I_>LA!>Zvi4 zlwaNRpslr95~xpVr^QK6sR&&j0&67#s4MtUBAgN{BVpn9hoib>9v#n`ZVm}w#}kdF zR4v}&?Tmz!dVDm9D$jL5)WU$x6TUl;o%aP_s3Kp$|i$GyE+r-HtTb13Zx_20RQ|&K(VE#qE zk_0pdvR_e&$ry6m%%4+APRO8iuXD%0265BWG^E)~zGrLT!p8C%-EzC4XS&AX0u_a> zsaQ3_o?L#a1-%=Bntta4c3nres&)3~T4TE)#22f81943uZBAShOydVv=^!FASoxzQ ziMZEb-HY#oo-IXEX75Ho7V5r-7n^4cr+fMa$Y>Vri@Bh-{ISY~IcsO4e5S|i=V<~C zj6iR4uFusop))_;EIZJ#!!X&EhV-~tQG>`fW|=EluouyBxjG7PBYS#4(@Hi3O5T7c zrMZFwh2Rv-F6*w?Se<3|?z@VL-;{&&biPBJ2oFEe8xr3ybuX_UZ;ZQ@Ea^(+8X*IaujDKaI|<=uDfhz+pVe}{sG(!`mXcD6 z6o4w6J9uf{d>7TaH4k&+TBeIBREfv&P%j8++ugQEpK<#P(F>*PuKmZLao)Tt(z^pC z%+>G!T3-Gn3Fj!~yv{J+EjZCkj=yjD%kRfCH*fc{8%PF&j!&46PX@Z3f+$F8>R*$Z z8%kkI?faeXF)NbS9s{1~al_Rtru#u?8{EQ&#QZn)U_Nf-5H)H>J^4$QmaF<#uC0iZ zJ-ZWF(_F4$gkW>HXn$tdv*tXegX`)Vilm)97FSk}u*$AIdUbCYF-xo~G;7P^wOC^S zaO%1NQ1r=5kyq8(SA&#pS%~`&v(L}7W2xD@ReWwQP;Df=^{AeTD%iMK9aYcUe$Q6+ z3vu8o5f6k=u{pPNk-+*ghU;c!r{CZ=SEXwncU5}D2BSZO=B{nWl4_M>V>QWGz~)m% z?|p_?L87?FU15+hRB|9zR9}&c5_4EZ*WaB6?@|rr@1!T+gE`lYCryq&6_)P2W(ar~tEJlR|hsfa4LSGF5%0Jy(yDWk>KHr70w zfuN!6@4jDms5hr)eGS0HqftoeVC^20>El~2e|=P43C`PX#O^~(icjjOnGWosaW=S< zw0ra&s5w~U*YSHgrWMeH9`PizF*hJ3vth><>rX$0A^#>uTJr&N6JA1_?ia>4@#WON zb~P!TudkMd-21HRm4pZ0+E<7jvuZy1efTOo#^2Br1YWWvm4;X}=yojF%3r@6^|_qk z_P+~-fMC~WD;2di&gPqt zyB|I3vt?ni~d-5MFJSfOeOELu=Yw+6Yf6RXQF1mRxM>i%sO#2=;fOD zG3;t3#Lq`fE%yNF243VcGA$H02upun;vQOqW`3yuZS`1}XSdDDQE|H-heICLPYGX> zPp-WJ^)GYbkA}P<$2!=nM%IWFPd6TPmH?})FmF6woHh^q^He@?i;HPb`~6rp)TcmvD4RYb^q}x zPbQC>QP`7JbBjeM;`)#@jars;SQOC(3Vk6gfiXbXpdNcX_$rEI>^6B(;+K|tw+Gq zL0BW(y^SABH%?!t62#T#f7K=u$%URGCVaYZvqwHj{f5!YZJ{YzjFwd0kJk%pg>VwK z9*piGt;+fYcjTf#Ciwe?Eu^hRD9@}I5u;|_0hg%=-_Fh+9+VIg1lYNO(QC-$D_;D@ z1tY`02A~~{VOnl2eQtG)`V>fqd#qOK-~>u-0DeO9aa-=W!We*r?~)h==QE zEU2Nu%$b0Q`M)h2H4P-z(HMFfmV*sr;axssBuOk`*Q7rx3jm+04lH<+dfb{YsZ&W( zD4Qd@94MaV3c;Wmy^QVIH6xPd6ap_hjdyQ&q3kYDG}u(!%0I{-xcShRkldDh-lC@K z;MzS0>l~fi;r(zzxYhN)VbiVtfa@ccPtgY-2@#WQa8YeFncf2Qu)c7%27;=r8YYY!1$TpMm+ zFJGx`$wySe2?6ewgJDR+uV^+4gjS&$wt-s+vSPmwP$S!lQhX;fgwh6r}Og+xHdlKEwR zcLm?h`{GFrS6EQ|m1#+VHX=<;BxQ><4bhFtR{<(u%5jzLe>L`%QE@fP+At8@g9IlK z+#$G2kPswzaDs*48Qcb!pn>4-!6CQ~5{BRs7~GwKf#4dx$^GtK=e2vzoz*{f?^&yN z_wMT2Rn<>DO-WI2Ms@#rCW-i}l zL%YP)vLBCPu@RS=hxB5(1>>$vyVBr25$dVLRU%|NduTQVoJ6CVV$!1B19@kd!eP#O zU^$r}WT#(ZXP;b>niP%utcE~=W!MvhY8HmexfWLX?)<%ZKFgUaV}mU_)1z@B6N+^- z)>qP<=IeHsi|u+h*E>nq^cT_r<=FPxL8^rz2p&$M#n<>g&n*1=Oc1Km1lw`z+ar|qtcpt(>~#E7if7c-sAw(b=Jj4^R3>XE zg0v-ogV=&u%LB5-+e@vF1^0VrgL6pf%ny11gM;GFPb2-j>legM{pohRsR9Im}FA{>NejgP}2k2s-&YmW>`>izyoHD9^|2 zuYU1-LJ={yiD70kHvApFi}LJq?g zGz?p@PE07lgZc(aBETqbOX(|@ z8_#CUbBYa+f>DjE{OpqqU-m#ORu82XK0q2ApuyZy9sfgkL^X2pa` zQb^sj+iPF+ydScu?30N9z{B_j@c4wI8pflW*MZC&&G_5o-1RD7G8m@_H&Wz6bi@Mh zYfwY%5EPqq6E*#-AqcxkXI7XDM=7t15Q!h3D`MC^%uAxeohL5D$(@BhC?}{v;zGTS zs7I>LhbW)~`Ld9}8%u%;L;KyV2JiU*;BNr_je|i*mhGW`ZwaE zw>CXM}0opqrlHx;kANySD`f_G+@8C|= z!iPuChiPA~s^{)v0Dt!Aw7Q?8Z4F!sTaD0ExOto%+s-$^^cO!hLV$`U8EEvxuV4!& z5Yde}9QY6!Whq(tb2~Ni4?3}y6{$w&W2RK0NUOm$vv{%mRaKY)gtjDVVa^n57MVqVk;l9fX6dU z0SrFYh(NtagI3zU%~^h5r~E3Sdr_ptshT-8misJhguGuT)UQx30Zm5P0@~Tll)usH zp_Ljag8EqYKqpt3|McV6IkLOTm~9W~S(~oNiYxleSjDXH&zL(b57Vb)yEE~8a&Kq9 zj-_}$Bc=nmpL2>gb6bFep2({rxEQfssgm8DV7u+$hEG9K5hUdKhhgX#s!+bYldJba zqDGzzBUL)(vzZ_=Znb?_1tPgkHArDCcgA$XdtUJx%RkMJC117s8PPde294~3^ey5b ziZ9nUu;&SWuyx~l0S=8beh{x-8qa)Onh1}3-fN-Yv@4zsc`4)=Q0k@#f{3wyusx+~ z^Vf>T*v+}N5lcpKF~_((c(%^OSckOPvUj_k&hEBf7O*{F78_WTN5T{wNZ|YuKG|;p zz&r`Hp|e%c)o*i(3Y|{C+|VK7DGb-NhbN8Dx9Y(42C zEtnl=0aynT0sc=MIrF0PF`@LSHma7m@62LckR(0b+G<88G9hHtIp@1)SqQ#GlJFe2 zk@V$W|Cpbr{Y_$QL#0M{hxOYnV=bYNp4fo{JO!@z(T62z96ZsF5_5OfNA%6`1GVJm zYup^sVTrTy1jNrR^#HSl$EGxT-O@-5NH8k=&?%?>7HlaGBW!Q_Pl*xqW>712)2$#0 z4!Bub5?D60M)`KarscfpIL4IlmS#4d*-3D05xP)yG}lK$c|_hUhm3WL(}mu_)EpDY zw;uge?lV2fJpHyC^!ziPX?mr_gnMlyuad==IMGZh3o?K+W&x^;vyJTpK{$Z2LZ7nk zZFJHgw6c63Z-02f-r-)zXDT2UQ@i;C$(FxD|IF{uAbNEl*l}K7LebcM1ZZ+Nc$Nlr z8jmTLd0C5#%;VoPLSj^rUU&_b^J`%%X1xG`L1xevZ$dgu64eB_>RaeY`JHL2d!G)a?^oUW3-d6Z)acyxcPr!DK0FSgU_A#- zN6DyY;8j@|=!NTB$B?g#!73OQx$f9bmpE2|Xf>s!A3fJ77xj97lA(+F9-ibMb#q{7 z>UZcvFSnjFVCcJqLs?V7)cSSPY%J1hT}bVt=ly4CjxoK%wcztUU*`Bz7F(f3?lbEj zeSB{F<3NY`d293p$9g$+pEZxFT6UhtWD8{1Ov^fwU2^lzzX=)*mzuWw;!c{^zT8kz z=4>fpM{{vZj&!149?nbk&}Uwh#5%7rHc2j%Wv{9J@WnU41D(SZjs0_!N+(M^sO)+& z$li6Hz1J|s+{_QMMG?Z4IfzA*wFLsKD`&<}o(u)?T%nu`2&P@FcC-{IO!OZNDl`!` z%n=(xg+B=#9>3ioehBV#;>5p87dt0(zkhGJGc$iQ+lN0y>dOo?vHTzYz8ZP3%?@Pf zFe5yzpk<2sDD%pNB+cdelaW2%iS0C7S==`h&T)+T+t|R-f!;H0G-*dSK)0FK^SIk- zNBgY+@6d*iZds2JM{ck?Fl6vvJ`ZR;eC{E$hB%&wx9J#PakOGq?ieL#-BkX&0eHeu z(f?So!Mu+Kw0%gZEXD#x^5{gK%Bq@iCu$1<>;R42w@R4x3keU}U9zU~q( zKOxU}vOtK6t~Pei)8FUw3+Ki?D{^67xQu-EJp*Gn-uPYEug@bmP9BbWq@axkpBXM( zgjDqG`Iyl`gr2LO`-v!U0(2LX%HN(S0_SPAYCZlv zC$s(Qol0z4+^_{9e16B)DQfDRmHzM1Lr3x!AnB5$-KpZNmj~K<1k06b`WwLg#NLH4 z6y=5VlqW!H=_U6bd@C12Y)I-?$wKnlx3sU31H%S>PpDWLW%+)GCdMQL(bp-AbBC5{46 z{~3Ue!3~)01yBx1BDm~43nHMGX7rg%TGsCTn;m%`_0}(m$bM%aAaKB|nl+vy>4QnC z0o4l1&dtsXEpHj8Yk!_oGh)6h{3F!++w0!|a7C$hV#EInUK|OK*Jh1H^T!tccPKN# z&Tq7J=Iy4Y+5ZJ?O-GD?(TBW!YV&_-T{=^aP9~GRmRSE^-R_C$LNHF)?tPP*x{Z;# z4$&-DrGz(EaGOYa#8w?2{cQKDjH5rKpu{_RQ)Ciaqx_k(agLgEhaH*2DZ*3i?@(q1QI#_X!)JPV&vkFRHK~X z1iYiENL^vy9BOtwjiWH`)NYG2uUD0JOz&PB9}U;P9lU-4*J|Q0kw@&^70D|ncv{(w z%?pHhZ%4tGTjaV%?;K1!qaD#6O&qHov4pi%3-{dK?T#9|{ybwHH0{jPBi@OlEvZ!b zRb-dK?X%QmLN(X9^qY>6<+5d?e>eQXX<{0itfIQbq@e1^7(6NvEl&K;`7HTFzw;d! zTY2f=x0mpV<|^a8S@;q!olxGJ)XP(rc^;>#9Y`MnehfW_W!r(&)u@GY2R&|~l|0n} zgl^||UacONj;S^iej67tl*3=Xl9|zgzh7o8G!=+tH16eydIoIAP`qer#>xGDliV2D zvRLo$v$-=_s>S6bEcG?Ho6GW5mAbV*caB(jYUQ?spa0Ibswn6nwKMu>f2!upV!%hG z4q%i}v6MT=2Zs123x2W2?qiE{!>e9Ur#9NJ+YIyCkq zs%LUdG$Do0SUb?p;=R7RhSDUkq$Sl_#`aG~B}AM+ooOVB7N zr{i+&w(U~n;r5N)VZ*ZbCgJtFvv(O=K6kGlZ6NTfNpWY!Up*IvPn*2q;saWR5%u0@ zugP!Ew1RB7N;R{4UKGB)M=QS8VpjVuy!3|WiyM2Ipl8k9$q)6wCW*5{wYhpr+jcNH zcgHjKV%3xkM<Adyr4o@y z9)Xw+-m82{e?#2rsT+Fs6JCD3%l?b*z}--HoyN46IB_`5aQ+k5d$N#VtnCEzhCSJ|Df{6{jo2M>TvAE;75WhG!y9H z+6BHwTq=;b_wyjy!Mr%Q`$2o_LhXu6y~Bby_^7B%H&GI}O`)EwvFeQkkr%f%+RE|qmOB!x(9{la zM}KH1^OnJ>U$z7^;*fc}_uf9VdN1;*6-fHBXh%Od5gkwIcz3uJI@!Ub{;8zol>o?C zdp1^kD^_g8X$I2wz`JrU>8ySLXr6iwo7US}6*3)?b83HjzYSuUA>nv3yUEFEFo;s! zPV@^l3kI{Awiz1&?Vmhmu-op3z%p{yJz|&JG}0zDTNPB5JxCrHu~EmOo=F4#Qj}i? z@M0wpJFQbbxc7ReUG!iBgqUk8?5B#NwC$E_Z?chyM*AMiX!+M0a6nIr7EpRm&;b7IDOz3EcSSNUpitHQKTtW_z>A>Z1hSH7|EqT|#if z^eP(<3$INd-VajGb{aEXz}Uk*4*47ecc~auea_;`CreUl_uItS)M;#gl&7>b`tB3I z5wM9Rj7Y=j?-wW0@VoovnW$B-$=IKCRkC{13&O|b@ZhDLn-=n%$*ca3OTzXf(Bt6y zr?2+wAdHE0ZPRp+d|*^!6!h9^bOCgm!It02 zV{ew`TW27_&@B;R+&{ziIJ!tPIIPoxCrMnA%S}Qg6YM6%N3v5 z0?gPxesyoPt5J$bi#T2Kf1+Y*+;-sw5pB_UIVfO#l;|}kPfTH2m3tbsh)1EtjHA6a_p>&w9&fa zOq;6C`CO`_RmG{%RrgAkuQtO$^+3EuZv`~7&26^))KiFw$&c3~Hqt{w7t|C_P=Ivw zb9x@0g)jMxGKC}gXRF29qovS*mFG6z{w5Vlt*(5=ATjk;T-3}*UTS|`5{MO|{3>AE zP8mm-cck}(25>()ZKt#{dkrZ6Hh_XAufN&05aMk85z9A2{H_Mapj|##Iyw1GZBwMV-3`$<+mx@=^UOT=<=ilmzrH1eG zU8I31iiWh_pU-cMfCg;%ZN6V{>ypFPJRW|2A!ajH$j%Zl6n*cb(jUj)lNX@?;EO$2 zvippxVRoit2PM)eL;Xx@^)u_@(!uNQ9#es?fn{^sV(6oKOajtrm|Hxj&1VjBFRJ`YwxC)QaYkKjCSe(g)@7^R{4Oe|+uP*V#xt!e-e<6l zqAKPE$MI8|v&?L*?)S2f7t;?Wb{>sMWnT`@eP#agUbB+d=ajt#dY5ej767O?gFPyi z`Zk;32cBBDgfOc{1Be`X8ZWRI6_*T)vRx~C@)FPJ7mod$Y~>9YbB0qRKja!0(?(b= z_gQK#mTH}$+EUCK_5OKE{1O`abPNH}%|kvM!&7Y~DoPzeDl#%Hy443{W2;nhj@m|QvGxZ#RbDtl%||Cg^Uq8hj<9q=(|lLtFb@?fcbPCrrz z4pq%R*%pAV)F^ng!CgGaWgi#bFEnO+t)vAR(Rg}&A#}7Eb~SmI$opd&GDzLCX*4ew za@KOP#ScB2)d}eOEU4o&J-J8=?I*yoP?W13Ok(uNlYKt|GMqJV{V`bt7+i7l4UwA`u^fLlo&nOp$lOQSQJrK`paitl23r}o+5%n@Kfl;-s z4WU&L;qsu3z4)W;=KI@cpxX7Xz$I^f8bjKRGvI==;w9W#T!&)Ce14(Ls?J5Oe(T4U zW~U<}h?c2s?u}=W#{f|LB0Q|aZ&Za zNc6~~bjJi3*I>K@_j$JCHnXP|!~~(0GQ!=`9mx_nO9*?%Y%ASc|dNm?o$nXuOW!EFqY zyHh2`#^Yad-0nQb_m!=FgWhNjzQW9tYzyv0 zKJo!hEZ*;zrXkvWTy2k>zz&~_{2k*CB#tRVrH9W&-Jd%y*h|LlK5)A-Zp!xn|8Ce@ zs;%OeI`SR8GuWkZC+un^40NdrM_tn(*yPgIuhK*ozcceG+Hi4UEByX;9jVLPJFnHy zOR@6UR1@~=46j>azo*QTeQ_v+2(TiXst<>@3bJ=A>US&7lu=)F=d6B=$B4(3k*9+fU?NAL1yt+8*V>a_WFKZ>Nj%cItyKd{E-EgB1BNSl( z`JPbqIS&gEkEC1{JE$(ptTHMHQ)tpOtIW zd=$2e$zdQ4?_EOUxcUL}ITUic2eM)wxwWqxt9>tWA)>oed|0YQZHFV1xoS*8eJw1% zZ87*K|{s@P!yM{;2tG)^Q?~ihqiIcaIT|@BU=Ic?h7)r*oxv>`* zHvmRt2pYSIuVN-v^Il6{y9eFkw_z(!f|RvqyucjJnQLQF0`J}iO?#HcP@PTTek2p@ zX~mWXNp&T?L(!iG>c@$(7YE|A7eU#VxjWBuT6cP=*5`te7SOsI4@Kj)_MyBopTKvX zrF8IbB~QsrSc0<{Fvej?Tr(8dZ__^8jU08lXSZkX!3J+s_Pm#NETk#eFmFG{PAs&^xUhz_=vx& z@tK$!uj8Yw(YeA2?#O~JkvY?ca2i$>oWBPZy(E9Qa+Z6(9m#B&3n36LZNsx?s|qB_ zD3diWL&NoNG)K8U*@$CQfKjNZxwUAjqmYfgM*fvKW0FXzBkUiC#%*$U1j;~4h)^AO zn=MZ`f>1gD2^H3}h<7_3y^0eW1jWP6KTqt*zP^BT0@}U}7j5XK_y_L|h(! zx?y=xPSP?Nm~*`H?(!CG_lUC{a~PpLYe$zT@l;z?yg!|*D+1LOpCqx3(QEF`m49io zs$qhZ`6PE!x`9>r2LQQoSJcmH z<(OCjeujFb>6I%uP3 zCXX`w*Wl7`vzJ|(E(@!A6xVd)=;0UES!9zoVD^RC-Is7we^M+|G6H##NB$QSA&&`O zwcLwrh@ui>h*C9gh1)aZ|iRTt2$t(r$mfNqY)^fs#io^QQ)($_7uE%*}ido?4!mT z8`7#2soypar_-U*wu8Qc??NR^nz(i-dhxPU%*m@Q^0*ONV|zSV{ktDSY6u&8<)>Va zijJn+2(J%PQE)!i!&`%f*qqY9pqy+zoeyOK9V=J4g&~u-pPH5vh=lacsfuSrAypzQ z-)(g?d0uM-bH!v zU2d)CH1>WqEqAs1qL&On(Pj=KEH+BU@04g;tSn63yqoPx#q7jxMr8tNhTmBX1$L6Z zPrCV`Jpe58C^X zUHAvqJ+aTz8k*+lQ$XPMpuqL1k2~#PsyDUh4I8G$Ku7GFEZ$&)SgVIR5o2IW$uH|} z)x|vHm6thh>U#Yyz45r~V|$Y1m?PcJ8)jnlJL z`r{UeO_w7wZ27y}+$B38=IxGR@a>U0-&)4eh}Y8>gsT)PuYV-%i((7Ci1;*7-_OAM z!9HRdIC6eHZDqJbJO^@5|EvA3M0ZG(n@@K*DxvsKfsa3G{vI=k5$Ydr{KIv8*zeCm z7;}ys^WR<6Kiy%&YDW8uFY(tZ9qwa9*KpM(!~av)w22E(1dhAM^N7SgShCSFhAaMq zz4Nc`I@hA|8QH&ps*s~1QhJ%v#xj-3v#hxP?%n*cN55PFi?5GM7}RHRL6ZK9b*oM` zV}k>ZM_INCRvQUgwTHAeR`|}d463Hf% zVTa!6l!!c%k!E+TlKlC?FFUcvYKW=sQ=Qnq#{0J@FXAt~AS4fBBg}ot%aFc@-F}+H z{|;(R@-Qhd;Xg5R2iU*)St_l3yqkJyIlj)A@c)A|(E5-ibS*Tz&rJAI_EjVtItJFb zluWbc0j_4Z?t9}+)#6ef*+y9+brsn{W1FYJf0MUAyN}HUbmWzR9T`GHdx^|NE=`UJ z_vv<<$)ucHGg>9l`MLk?ly64+OVwDkAv_Bu-H|j0@3Y%a7-Y+cYr9uaQHu1B9YbkFt@aAB~3=5`x)Bd7g zoQQ+O`kt3bfpH= zU2hh0RnB#yJ49SK?RXLR^#jDU;Q71iokuE3e7uP>jZE!}g!hM|<;{I}kH4zGMES znHwp?AI9-_(?e+u6(PN8YG#O_`&f3jz$a7L@%3*knB#a!sQ%B>)c>6ZvJFPEATEsY z+GhFp+Cr)8_wHG?eyZ}nYYj1YM1v%cY%Q`yUjEHd|MMV@pGm(6WG1yv`13;e>oSp^ zr;~mmGoNY`oA4i2usA~DuSSOchZ%SlFNjenR>JCllT`5U1qSh=ogZIG$rN!7I7;if QAt8RsFVy6#WX*#9A4C|#*#H0l diff --git a/website/src/assets/images/lit-coref-metric-top.png b/website/src/assets/images/lit-coref-metric-top.png deleted file mode 100644 index 1c799e919742fb4e2d5638191301c0bf4f687618..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 39022 zcmeFYcQ{;c*EWnqiXJr~Y7iw#L}!#BB6{yFBI@XjE(jtLgos4%y|)?0=pqOrIx~7N zL$uMo+wZyW=T7eU{(JxVj^mwU_ROBW_tn<5u63>RTx-JBROAWqsPV9{um}~N%4%R? zT}1=uTQ{x&pU^c2AK%dva=?q_$)d~Ld;JyL zLQl>@MAmJcG?q~8$MsL&KAMMVyd9YLZ2ZnD@d?-Y5!N$~yOF|Iu!cOo4dBD>sL52* zKbL1zWw0ZmTVmQP|RLvyQ5!|%yBvFM$E0VSH@c_+Tma$oL>405(_WD8C& zPf}M7rdWjJ`Q}?mb>ftqt&7}xc^#pZxvv$=@!I@as=l$k5nw!HnC@I>e8T=E=Ev1q zkZn_sMRO81?HgLJq$Z~~gbYNKi?UDH4yxRwd1;=*9{*Sg^7RmJt0Uo=UBYc=x377V z+s5IW?!NMzQnT4~`i-T3b_3nB3bN05rz2l{YaY{Ua(#cN8uS^b+$)gbA?b7NH?-Ro zb1f8t7I=^JKgb9^S1985cYR}V*bU=wi#<^=q9=k)SzzvRQIbdf7wl^6heAxsPPUWgW_g zB8(c7%Rs*-nuXA8!aTxEj8SI9XI-1^m|w7K7;YF zAp^|^!W5|_{1$1V`uJ~8ZiXRPf;ysaowSNw*WrFAbX~{hym2XPbd!LL?-t$@zWEO& zf-e*Zn68n^gg4957|~K92R~o-RBT($v*q(Wyo3V{?yB@)&aHA z544?ZURTFb?N4`}Y8z@p%_(e30=`Fy4_D3jR)+fc@An-s9*d8Lp4*3WwGf$ejow*j z^0-@g-EEzG_*M1u`&piz?x0V_C5(>c6`mF8k<;{Np(#cDv0jk^k%&msdB4Mxm7k9M zX3DpENbvdic2<;N_qJB-8Ar^?QDgmMcd%B@n9h9>;U6|=-l(iW9GdB|4w9(v-WA_Z z#uvkF!X`dAqCf4`e>6RuPS6yRX%r5V>Ye$CkL}MgIGvbt{oSiOWuZIH*U(P%JJ+Qd z2xJ32qX}4>mmkfDQU%+XQGO+?&3ByWjIM1=UxQuO zRVDVsK57=*x+6_O`dH5T4c+s1dJG(3Y-NlNltXeb1-HN*(z%ldPY>jl-$GIv`tt!?^euMKZCwD>FJSw3d**4Zcn81HqJs@k8Aiw>W)AW z*;=c_tZY)~fU^%QNaokoqzKjarD?@2!UOJlBFC?#Gsd2hXYZw0Zj-FvFu5vdewQ(r z_r2OOlezzrswa5cNWS zn^EqAaF(yeO&gF6@e270M}F9@w1R%8UZ+009=n`Eo>rDtNtNMB)=%y1+-Iqst1s{? zs6^g=zt_jWbIa$i*S<@2+XGLgCU>N+}t+WT6O>XdAK znkKpRriVc;@!Rqg$`pnapSrG6gm-DgC3ECzqx0(1HS#}c1=!*Vq}F{jPzEXbJv~i( zrs=L`S-7pWRG^bLoNuD-m;XekQq7`3S%XuHQ&%j@L#|jgxyT{ES7Rx!PrX!4vcO-_ zPbxTPChJ!Ahr)7M3+Pw5_f`qa%8ES<$|*0)7X^DN6Hxr`UOutthgIQLZB)5d(Q##b zila2-R4i1oE7eKVX{^bqDfGzLciX_*ARA8>{T!K1WO!fR>PxS5a-wMJliQJIk<(Fn z;u#)oL$@~F8>Z`)Vx;ItphHppsX2`b=SlukPm4cH z-mAT*C{K6SYXnQ6OyG^cXPdH~v>~&mAK!S})Ly_Qw~EYDKSX|LRR7d(n;H8A@s;1g z)FSYg?VRSNJW~C&dP?T&%z`JV3f*$6ajMag zQHaR0u&gk-$e>vLU9g0xluFOV}I*~#w9=aaDt? zUM(5*&85&Ikce#rk@x8Wcr$qeF>yS0yYS)3!-)>J(va(*UQa|@fc~f-L&!!rNp0w9#gwn*p z%E6C6G~Eh1ySsT^(_PDWZtHgzADwODEOu8=o!-8nvXFBZ3xkUi^T+ecdVD|5kLOYclQ zY6d^*#914p$F&<1Gy z6iG*c()i6*)6RedbZi6PseY*H*MfJGN{!#Qze`{%mPv1MaPr%^4j-@QttXEKiztX3 zyTrL@x<=s%gp9Q;vOm$xQC%S!3x6h?tcl1e`7+K!M78-%W}9_UVBW5o{!k~pdY(!_ zH_%a9t~tyme1J%KZ6o1t9&i`IsRKMO$ijGli6g{m&k2GhmC{BE;<(a5Tf*HY17V#P>;5xQN z4~)hTw(A9TL%T!Sg;OP8>KC8a+8r)df2@wFPF`ag7AO)jZS*~jC;UR=pmkMiy^uf8 z$mr1jp5xq*@>!y-5RC)(#EDIWS@%XUqv2Y?gTgN8EhvS(PX)-?r`z$}Q~_jplWpRc zd#;n!Qpu=s&k)_v5S-A1r%>9CSpea~x^6Q?1B0dyH+ZZ`B>Pz&H~V*epYe09VHS!_t{n8_2kSo{L_~F|6TD+s|T^W^nW)=B=afmN&CzDUe9OpPS{dHqtza{E$4jHJL>k+03^_Lk{cK=ppq z+NKwazrcZaCk;YKY^tsSO#Oz=^MD(JTEb-0?@Fv6eLEQ4W?vZ?=o@H=ZYVmo-KqX% zcmO>Pt_==miu`=$-CAwEMPam>y=JWqm-Y{{_RslnyXAV!!#d(?srfm80YDUQE%g*$Dl21g0OvQbu3}ST;R0vaz#)N6^S|d$ zu-UM#{Bs=#3oFb9>*~LrQ31X$UeUmDQRaWXuf&96T?c-V0*7ZB&cC0&icY)o?{lmz z;2xH=ri_9D@U3a#Vrl8%YVGJ2_EZ@PT)64h|xXX)|q8hSK{#6|K1!A&xb8`~q;ekLP+>l4yjxJU_ z4@E>oczF4E`1rVhC%9a_9Nf%3xg1>Y{ZA$Tu1D6=)xyQb$<4;mf#ITF^XHE4ZXhP6 zi-!L9^*{Zz^tAa;OAfC88Wu1>o{Kv?54m}H{@QR{=pw;ED76@1#lKeUarP1LpCrjjXB`@C|6$KQB+Sn$6+*!vjQ$GHCeA#N$Pc^b+75d$4zgY2Ec10_GDe;0KmE2`w z-hAgieQ&9AQ(e|3O<&<7zkQ22$@1#%hp155xW)fVw z1L{+AP}X`EgoSg1;niOsmXFQ02fv_2yKW)l!ZE=SQdrnmN&fqz=_U#Cm-K&M{pZOv z0z49AT(eM!;^WIozM78g`>V}=`eCW|YPy7=f!&Do(tcfq_+I;~9~UjK1>;Ewdv_s9bsh5l#Xt65|tJ(ODuO^K7Z@~b!Z=eqd zE|KdE2DNLrH_%gag^sW2w4!SkH)qeY9K6~xjhRFz#jgQm%S<5&Edh*`?6!jdd zu-u=IRjpgwK-N|c6&pgURC>HF={+A;^xg55=WBywJ$0u2LmWCqFqIO7={ffP%C|m^ zl;c;QxYmPqdc#qsF?HpHFU!l@nvJV%hwM9JSi&`<=p`rjk*E-76P@iO`&@L5x zVkmom*@V~55*)nZy+)Cz6+|UMj3&44Nfhd<8GRnX#G}~y+|+Mx2&ZE~6b9dF!7ny# z^he*tr{b>Sf+8!L4*9$uIv|CGKI&p}oiwEBaQ{}XQ9ax)7wcRMGXdJ=R@FisB11w5 zXvD2WI{4aHc?Vr0AkoF|ElQv=27Hhk~EF( zvlcOrn|*D?vf`W@U1C)0f|i7|Jn(;D+JLOGmS>e)0%ki7Tr>9ai`Jap-| zT;HRdS_#pkTFuFnh~=@$T*T@AgrLv9J*0@TMtJtkz4aJH?uQ`(4c6uF5*-`HLQD}p znEk|!caM6@R)-4VBVl)4-q7q9P~qLGt^mifDz7KG_Lk?S`j69j&EGmcn2SP{Lnplp zQEmguf)KP3e60kItRbQm9sM9rw~`VjNy%ffzAE{vjV#Bfzj~RDM$q0mS=8NSLpNW8 zrD!(Au0fozafky>@3;G5LZ{K+Z^E(hG)dJnAcUh5`|nx(_Lw1&!Pf8QM%#y;(`<|H z?mjEM*?uDU=)rC@utKWIRK@#~cOu2mWoxC468k53Ie;MM_Km$)vbm=RGAKEmn^C|W z2YFiej}xh@9np+3>szhF5IDs;pwFB`=??IgmVnbWQ}p5fgyW`8%}{k=7%GCNK`#w0 zM`iqiSn{OI?|1{s{c1pkelg^_EgBw7B>JrZm<1=-z@-T=G?|cIqQ0rCc3XJnH5pz} ziD8!a?C?Uv1dIVRu+a;r%A{Im)t?fe9O%Yn0$O^Y9k#!H z3@PrbZ)uRX#upxo?Fjlh<))bG$FV&yBun;C9-QkPN)>j_@F@o8CVLp93m)&S#g9%k z1_VGQ6NI?SxmKOy^T>L9;z#KS!OHfk{-lJ4%6Bn8WQZw7X+zAz{nSfgIL9XuY|Dyw z2WnlH1o~%5{B;B6jT6y|=POAKvWQvIiOkyNVcD6iDedWp2CrIaM@o$00{uTspqsTz zDT;&dDc9JX>H{8n?=A~)>Xz*Cc**{4{9Tx~zGX(0iokb5(2}4iPW7-H0qE(DY51I5 zy@{O|OC!#d@|W@_=Wzoz8B!c`8H~vWucT!xhvrn|c18|yDHr=vH$z_^g$@O)v|4CW zav98rzRp>7&h=V7A<fLhtYaCfo+>_5VG&F4A4P3W!(M5yp@LL(DggL zl^t|G-)Rj7opc)YLL4EzNg_IxFO|=K9__AJs84@c-iRMB z%6AjZKd57#L7Df4Ge1bICwECVZ76ya3`Gf+cz1zkk^;^caHGTMyz^{Q>g(Lsj(WtI z{$8#kWKXFsRN$S+TIe<@(ndvi@0I3e1@BY%b{D7ePF23|{+LzG`Pngi3D923kWu#$ zW7L_FzqP;EUegXs>~x9O&SH+pl13b0k~i<3CKs%H%xup!TKi*w+<8@2DHJ$LtaqpC} zkrSqyr;&WQma?Q|b*&v_D_k79dZaL<#NB{b~DrBZLuD zcd&h)3q~X4kc7YNhHYHuRvt_&F{&c6Kn?+2m{1yyH6Ctm*uY1hMEiy!7?3kJelP5(F~`c+RT{#KE+GAS3Q zk(FJ|^~n?jum!G!2mj`AeIBi85Laku#P1c$m5omUtZUupdR&O;FYN1g&F;xZx{ain z=SjRWC^HKLBld>F?IQ5eRXcf^krjYmp=dFHgHt3zm|%)NT^0I*MnH8Pe0@AiP5)w##Sxt+q}{1kIPwFO}UZ1QrP9d%MWS+OcE zt_P=wOR4+gcBNk^+tr@N8=W1@5f7*t8K*w0!G7riuYdCQ@@-)#=$w2H?);feqhy^6 z5vp&zVo<{y1fPB+=`<}RwpLUb#P!lD)vt!|Hg8%}4WMF=#X=w)2Ewzg#F7vAwX~Y! zy|)o3+udlG|LM^f(Eeu1T1WMWi5)YKtJX(FFZH0%&Re0dT?FD?=)@y%H3xj4L@947< zxCEwZ2SYkZ-;5I5^rXVT_@CKOz(V8-OKWV0IFRJ4h1*{J{Zm1elyLLQ`S*plL2C%N~GKn4Np!lR`i60{v;a}b)i1YNwtZ8764 zDl)H(O`W|j&acZBp9LlurA2{Q#3V=8lcgA)bs|#!fxJTpPzdSNl z72hkd11!mU5SjCa4Yz2>J8BpBgacgPrLPetI%coQBN`GikfZ!)@1W2GQMXaIRx%88 zo~v3iLU>oR-#uAObX016M0k~E3hOef% zr&_9_{&ukdYJd`;6!g>7F9AeSSb@IyB*+EB&-=G7<3GMV2I|GaH6xK?zz6Dm@FVXs8NHHf0BDD8E~Vp3 z`6t!At?dKcvj@``ZKpW3M0q>iz%Kq%sG=H*>!0#mf0zt`x7N=x_nDZ9zRg z=W>nGNJA#%z0i-hy>tQ@qAdbDHLYNjH_GeeqS%)Qb7P4(p3mceFcZT?`kHU8mb7RRrD|Okik^qy)ePwv zjuTCclyMbmqegGQO#kSsSu$W>ig%!|@TJnM10CLZm(Zn>0D&gqO^~q3;Fv}wn&JB!FPG%)_X>dF)DwDf9C6B^47MBdic%oac<$34 z{}fDwpXBj%NW!Y2qop$S=9f~vKhRJhplo(90q*i%LK0M@z=+;j3y0%lj~e&%QogVk;Y8sTr%ey?WR_>=I>$9={HGX%Co zE7-N|HN{D7XFmiBmWEc8_*tXP5(+YxHc7Gb%>}Nhc zd_a-e`IA$-;A5XA^Z2m1YQkK89v^s||9CD+vdCqjOQ%q$ID=?v8q@ull>?xY5EtG& zF1i+0g3AGJ;u)5cs_@>UHY|6sG#Kg;L=6gZHHM$o+Ey0>lxkInL;2WC^)!>+#<;5Y zWtB=diz50gzu-(i|3h-XVgUx@u<|pz=6O3F#BjpCQdz}uGv3tSc>`SDPN|dqEH0^r zRR#2cxZukVV#-^;*|U@YrJE_;a3zivJjv)x6$v>)yS_=^qXj( zrDTZ5OtSoE3BNiny|N|`q_g~lO>XkZ;`<|K>QGI|eGj&(WWvK+-!MxWQ@5y0 zJk#L^r?r$;_KJ=&`TVUUkDey#t>9}HjEOs2_VZFSEyljnHo zpK+q@tK_TFPn>ks9%wt|rVmiyj-p%kc&Q#1*LiB{ zFV;%=;H;-W3)y1u1XC{Y(Kmow5}@S804zvGUW(XHa9wHl9`h#cmWOMu?pv264y;0T@)n_tXNUfd58H zj#em`RuQx6Nm%ekZj`kW;d;+f*qhIJ$8El1R;et)g-n2rdm<&XypY+fHACYib?(;v z!oR%zyni0{p6&0=Zx-(pO^l|&xlMVvK~t&S^V1ISjhae@SXPRo);AqYupQDr=!K?G zAXXB;XneW>okH@w6P4Xr60rV}_5ApCh@5d^Z?1(~N?iZ!O==BJ$znDmEp-rXk&6~BeNj$fuBd2KZ?5Y~!>(RJ$aHT} zRx_$p(ZBMJWG|G9Q@4s1it6HUDEBI#Y*`2>suJ0u8gI$-f1fuprJ|17Za*k0j+78` z4bXof$))#Vs8G8mIdk$==U#>kX@s{mccZhWm3|Mk;Y7fh*B5w=vJjVJV%r1%%n%v> zGxzcy*W!cl>xLf(E%V zwe#-IqxBB@0Jk0MRWZ;ICaeK}&(X9!K-F#nGUd1AeXX#>`#P1j*3$82Bjh|lt*;pX zN_CrO8LQ=gdZk-9vAMlYs@-zZa=U9U{JW0ogyn7{SEx#gYsNV!pMrLF@zdYxD55+j zz^EO7X?RW`%If8A3?AWebC!;e)OLbd_cM*8oTqQ8>{YRa@^~LNoNOy%03)|r13;WZ zW3+ms)REVG3{~h4Y|)X|H_4FY&c~?8Ec&AmqY(^1hf|JbzEZ?jvL1EvGzFBZwDD{l z*RC!X1>q4NiKo2Qe>@ZLW&gg`Z8ZRde>6v`N}kU9t7AY++NvYDqBCVLr&8`#Pluxw zrA_tRzy(xL5(Q7Ak`ycI==s@tn#WOa?S8A%@{!On&eldJY2D?YztVDs7hwB2j4e=YB`K<=n<~kz>AyR0Kd9M*?6N-vHD!{{4grn?WY3zN4Z7ExTY$|65tx#F*9pW`>~(bi0)eN ztq$!Z;)xU8;cKgdY^EHT?1}NzEi*y5va9jxBzdBK_cY4@mo0G!G;j>;I1~ZP>=m@XS--Q~bfA zwFfuF4tK(TB*id~3Y8Z=P}Gf5B^MU-RkzBe-XGmtG8}qFVZYn9;?a-F4~En9ii}6v zR61rH$?zbou1wxd@ubDfhfMIWS8s90_F3M3Me8;HVgDBw{N+452b9(^L^@M-0>J#9WaKNLyX? z(M4>xYy$*x+dk25$Fi6#zD?GVMYLq3{2wkB;J5c!Ng)QwQ`ns})OoYglp5``sh?8_ zF8Lr2!3BjWw6?m4!9f}&xz?A7{5G@1uI4C!DM=JA^%v3N5e2f_sD@nou6wU0FZx8h z#@2O#Wr?mTEGi09rPie&prS@L z!0_o*+iGLP>m?8)2KKTWw(#}&LQ*QH-g_>5R$c5FU&W(@EFrW23^Zl(f zjB%`dwZqE}y82RqJVd6SfL9JkVBX?*H?cZ38$Zg%YKb0I)097yxe+cT=`u0CKG4K1 zRvv7~|9rm>f4#vf?6db^KJ!Sj=<$8ArPQeLiiH3eW2q2CVwifQ*pfP@(9X-R?K95a zV6el=rd^{ZH^MPZ`SV%u8uo!Nc|*SS?e(065h85eO+;)-KoeM(r+KY+)mqu36#QtZ zH_Cg)&yptqRwFc?0w1ah6f$0p?8ZbXNyHxsxen`F)dskNeDFQg5;` z@$qvgyJ<-K(p5tkRUJ|F_Ln-tt* zW4)rA+ckjXj)X6aU2PZiacHeXGgqaA_Vfp)0f-9j**@I>+)an;cb#70pF7n5dg3!1 zejoX-P^jiFT~&{`gTUWm9!)X;Np3mTKBft=mSEcn<9s@RSBcltGLz=tNY^^8BBQH) z|G`{Gl2vLx*pNKT7iOG!q(btc1{ zr_re~^w8E+eW9?l!DWMed4Q)aT^g3x0mML;LwgDkytg%P=Qs7mYspw5KG*&82gG@cd3^dmMCuLK+bT=Ll6lMMXavdi`iFNB1=9_v`niY=J>@0wAJ4XnZ?tR z!K2{lseL~;? zUm_yp9dNGeCC9&HoNIVoXI@s9qr2I_q^=9v7zE-_6V+2xsBSMvv9XBGMCe{^LsPw* z9G6P^kImtZvpxY#RApqv+&FqE(Id)uGl1h3oBtpt^m*TmZrTR|)A?i9FL#l~KyJZ4 zz+O+>yq`2(qIGVvcRJ^T$iYMJ$`jFdaY_w9l(u;%fUxfUDi1_$Dc^}0Vn^FV~clPu%?2nHt=1n{$V2WtMMOCtEZsx=y%CAZ$saN;1 z%Qy(yeU0~S{{ro|q!*th;gO#jIom3N3#{S(`UDsr!Z?C3uq z`W-C{Vj}xNY~q@o{IFQKzqGCb9p$><6Umn79~cP&=t}%c+@ekvf|Gp|WTULjNw|Em zQPY~55;wEqemYJd48tPckkz+C3+w}?tj)%yRFgHiQ%AxjU)pLWdL<_#t%sO@)d{P% zOqb-%@kk!>46kfmAq(R&Y-rJu1C0wtPs+g6uv(w{5Z!`q5AiDPE#8P|5y6#j z7)jbcB;i^gq8L_JeTe&%Bf(V#BuegmD91Y6a?ezfV6Mf9gJ5@1Q+6h1D#w(6D6_ZE zeaYuAq;U2Kd?ubxw})SvDyf1g@^DXexk1=+^yM0aPsdT7g1#$cBioyf=*}?D!Wq@d zmS;#j-m2C~*$gk+pa&}Iu_WkdOMODI5Wo=O@Tlfg|BXejh>0a=@|_;Tk-aP;9fRg% z@4jq~WFkp6!P|pOWcNB$tLc~IWqxMH=>;77ZT#3^>_4@6S{Rxf+KifWB!EivXOMHy zi+d((N9d$;seBy8&3G{8T1D+~#h7k$xpI zNW$6VI;~su8g_1q@7Xac0Xme3*7iERuTy%#QSkc)vDVt-ukUG=8dTlND51jZWvzHa z1NHg9MwG#@4V#PPbR(eo1KVTsNI5OB@c9nT-opE}+nt3&Ptk+O!Rp1db+N+mbsX%n;?+P-fn0%YW-xXJY#zF$Q@98)>+T%b9IOv(p9{Sk zfF_rA0H9hE7g9&hrQy8z#j4Iwb6UcC*V<<}Jq(#aF@C!@0J7bA|H33LM;h0fc1}(pGxeS&k01IkHw;}-XUw60vRarg|F)$0 z`j;62Dj?m%J{aya^UleHBfz*b%3zCWT|F101=@Bq^(Kf2J+l=qe?0CR?|Yrud89Oi zOh=YczOF)_+{pIV>x$b*8|Rx`e83-pS{8?YrM=XFE_&2x$30Vb$}IcEC3M}y#R-CH z-TTi4@NyD-%{!iSP7prY&xz+av#+?-4_OfsF`Up5BK zFo*hoAeeg7JF&Apfd74O39~Tw5WxO!&B<-Up#;v*oT29eBgs06+6us&Ou21q zT`PIKE3-2WI$j^2`Nl$szQ}`!H>&XXaLcb_rO|Bx*r!yBOcK$;`@fTMOg99Ae>aaOo3BuM=`ye>4=Rm!eEl}=k z+Dl;tjKu|FHb0r62=&Y-xHu1>4}@|q_qkxmzu7)q7-PZ_d z!H)0mu6eLbse1aBq%Hv)HjpWRSoRSyl9C54o;)iycY**BL?G9ycmtHb$;|bUOt)&b zQ0F6ftRma*XeAdNZSR9*R}%-a+l*)kg5M9k{Dbp&!2t;F@q;8g6+}6?Z8pb@k^Kx4 z-q=-$Xc+x?f`c<&&)7UwxAo5~g+Oz&8Kjr3OrXJNt8#jR_gFsLsHW5>h1=OC9{&Eq zfM1C!d%d%1)9785|AHDB(i$kEJ2Dy&usrGeG}lQR;n*@{e(E$`rc$u9t<`rI6;&cu zn`f1sI-wR3YJFfYq1bRG24=@&2jD1Dq;k^3j^dMo9Z^l(=B!t;i20{ z<`oUO8Ijsib@QUD)tMrM+9%JM&~hpM|7>IHdm^yJyFIv&Rb{*27{I4=2BBMg2z1DaDA&bPTX|#D073@^Y`vOhAv!&$kmg1@XzBfcP0A3@U#WIWECc&wr2$QZ zjoJ&j4h`S-N8L9#vKyRx?s$$gjcoi_^wCfBqdw?Cmjifq6u`B}vPpA4hc}^dRHI;B z&_R;lLAxyU{JjsH!hk<>^W4wu)RbnG1LQo1Tcex2EAt4yCIwY^F&$*cd@C0q-wteD zI_|Q9!M@PdD=o1p_R?QXj649p{g&$@74MYduYliu{w!q+p2TYIgP^N-O3{ zs(r9nva0*3lV*qo-j$&SZ(rq936Qh0KQ(yi5(viC&6z)?6QhNGPli#6}%Wno&RxOdb2LpY4=@L=NsjlnTG@tyho{ zM|jtPEi*Ieyn`j~TBiCxYTwXwgb$qm>;jEM^^@gJ$U%so);CQ!KnwgeuS9MT|m#+3251AW}KbC z5{fGJ>?;W0aV_83dkqH`)58|lddYLIH@?`eAO5;Y7tfIhxg+eA@#@Q+9Y6G{VH*?C3BIn zVy7#4gxTB-?OXMck#X6C%@JJ?R}-Z+c)PSJe}<$rfd4sU#~f~Ygt#8zs;6tJvxvxc z3&IAx_>o$mCSU8@5VTvXRBMX0bE{Hy*X(Gy1zC?E5Jbsjc!r&9UsPs+Ko7WI$>ydm-<7&TN^Ormrc`u77W&n>Q(Ww^#{Z`XYq#_3#fs z&h;cmy{DXI6aOfP9*uG6o_9S2f;bcTxhbnEUc3GB6P%^wr<3GDFwIQNR6wKq+Ax>1 zVrO%5Lt|fL=(kl-jW{4z9$uzAb*}+nKs0F*3{_p%vpK&9#;b(+{Z7kISNS|dF8yQZ58J$zmx*9XG~d)(F_4-Bq%WW19PctEMQ|CtAEwW9QkIU{L@Yu% zNi=!t0W!DCkz+TH?s-D2GRshzilmjHi(~cU_t~RqjJ4Db9I?DjvEe!&wL~9<(^F+NpMvKFQ-)5+PQoPZ2873rL8JT%M+o6m?CenAreoXpdw5iYN1^v{46e+ z8mZ1BF{ByQU6vQwn~kaDf5wWfP*Rc$1S_r!fvqv_Ag;^_pQTD?kIl+pFaWwq_iTqp z$4gdrg^tn3wc*-ULnY(H5uptdBA%~7^gUcu!;Y|S6_54i2q znW77s;C3=2GJUaKI|z9f^w3X!cWtDvSMvOXsZetZC$hUL5P&MmKxRm_FEBg zt3)@Iy@mmi*efkb$yrwk*$3EH`L` z1RugwtG`?@YIX;{E&M*V-`-U9R69<71DMQG1m6k1Pr%?oRfor0@5qfttK_PVc?+xE z;jt4rMf=Ip2<3F+?bV8Qk)@36?)9+4MuUwFXgLQ3CwcB$u_uUm|2K=@IZge^AZX>c zzZ|6*XOO0p@(k7@@S#c=JZ zXB$c)O!Ez7rmM}O&ThnPW*qC9fdaARE@U+$4O@ulCh5(3|=1L0b+y_lay z7T(|G)rqeWVzTbbNVwU!8s8*|F5>j+O;mZ+XDLeihd+yjQ%i9XAdX)T6J8Xp*VM~x z$Gx%Pa@?F&?am`5Re_$mQj%7NmD=6HYX7IH+h$R-1(JOnUU}RaRl@~h(1Q?<(*_=i z_%+ON$I$O-JWWRc41xM1OpP|4F!Szas-l?Kz=rhE&~^zyCKU&P>o^H`+Np|MqZxfH z|CK?-a1lB@+{<>qT0wbWKX}`al54fXbN~UYdk%f5jNDZhma-R}8W(v1+HWbZ*!I`k zlq6)+{^2NL1(E}mu$zs(YpSC>@Yv>0+?g{fM7Sy!8d}A>`-vpcVR zMbZe-H-BpEjd^{5iSBFSkCLjviJ;^u=V_!~Di~PfHk4akc-Dle(e&xrx3M?WDNHEL zvAO;S8sLBSom$+>r#(buBj7fHS8oUyj$w+MIzu3$e0gCu;=|mp0#-tjTB9%WMO<<<7@lv~THfJXubT z)*M~tmz@v2ru_ZPL@G=fp(q!N-Mh?DudhCR^~YO7IFMEhvkX#_nc)seWk;J7ux_13 z8oNwSr)%}Rx*p(sll)t%>RT%K;w<_qR0W4w>W_E+JFF16mPd;h?1SR;E|1mxkC{xD z)j^xX(>*cCgQ>4#i4y}#)ud0|yw6C%u<%U+~ zo1?LAUiy~B2VAdy7gn#k|6TUqy;7HZ)ncrbtU^a{c@5E0RU~OnR9sdu9nyacuw+!Al z)nE~muHE!5wt2!zrhhMYsW#H5*6`N5 zTaxEzoGU+b1SHACUq}i!FT)sadXhfnn?ZL*p3ZMJo)6O$8_k&5uOx;Q(W`E zw=kb?>b6(GviY%BIhDY&ziiDH>KdhGi&QVQlEu{gEPJw0He9>5bh<5dD(FpnMXV-z zQT6p#hNAZ_GkFYKvv!6HUxsKNOML1_h&?N33Xv)4d&^AHbJc(Jv~rh52sAHaZ?yK% ztNyu&F+IKGFnBU!O3XM>=!O@qKZTpfJ0GL?qP`wJ z{0m@=|iY$&b%Z&v6N&5y|W!A5L79C2rV{KquNL(EB|MwS_N z?Mj^;juZIU6VAU*x)WGFE`#a**bKs1?7&<4M=v+%gg&Nyi_prG^WPor#?CKSYxhaPmW5aUoHf zvpVdqOU2T}rwwoi$m`AY*rl$BQpdO&LR-a%`-Rtyxj%mKCtQYo%66inV(h*Df7pA= zs3_mIdsq-8rBhnE1r(5$loF+pZjjEQK|;D)I;5pz=0N8SsMm6?Ipa9@vG+cX69F$o715OprT@4?7&P4F5a5L!+?B!kYK$5f@w){I z--nB20^jVUa%`o599?Y`HqWhwn!mOk7T1=KG^Ep|t=TpNpK|Ppv4lC~5v$PX((E-Z zVGz^7{M9OW$4|$D9_Gf(T!47szoJdVsU)l0-%?C~*fJ%_MWqMJBCg_B1~ns4 z{A3J!mORmVY9-cRCxQ-gz+LmgqyGMp-k`x@giAra+`ed_g>EnHK0pk2NL%Ri{i-u~v(VYHmgN1MBu zUw)jJJ>_hFV9+4upl)%WAwN*uFG@@8X=*&N^j(zBiC6Ih(^WABC zY*$#kndH#8md5p=Md{&gKV3)voTc%t#1BnRuZ=6T`HBUc_vHgDL8qH1)}nL!mtRrT zZ;}^y7v^D?Va2Yh36&uC4Qz#qZ-w~A~w&hDYjD9wc648 zyy!y=E5-&!{pE^ndA zmdzV0`gPOf_byy<3H^3aovqQASb@s@#~y;TIYhfwve zk{wcEhz=u4V2R@st{S32vLm1T{hy-13^N4?HYA+>l24IEkPvEN7|~|oNiIWA(L1eA zt5uUOZKJ(#uGk;|ixHRUFvb&c%<|=EA-p0RAi7GBGy5J~&zvJtso;$z+wrtLPHBFNWJq28t$ao|h&6K8r_+gXoBoxN$z9<0;{(-ooPuXuaXg;9me(dPEww77%aZjU zPk3Csr?j|iYR^gD%Zfa@2Ge_U74LY8=NR7T8J1z*`-{Y;nZF6WaF1WJ`Qutaq zqBSOb+IKqdIGTuTI^OnN`C*U*KK~)(YmXco8VypY(N=}#zFyF|#YIA`TW*t%>#nc3 zsm{Ft$uhMN+M33KH*y*IzEwG%b`wN31wQ!@a9X?94b}=Ut(b{K%FSozHzWlkjO(^Z z7qIJvW+5OC(n5sQWE}NkM^mFNwGs<5>b^v$Rj3S_BmEGQm~tS!?^cx{ANM)@DKI!O z;>;76&F``GXtJL6eHQ0Nx4Wq>mW2?;qxSpnMmq(QEKSiwk9lTZT6?^g2f=+ z79DPk!37uMtFB1DlJ()dza6AF$hg zCbA6lAS|X|^jvf}vN#4J=^!0Q+lU7W&hDKn(Lz_h&w_7bG&u=8Nx}8wul{IQW6b!h zn+=>2>sOV!M@e*Cne}sAAM76qZyT?nSP?T`VI&>Ny$?X*!1>6sI+h_c_>#Qqd~aS! zer6;!T?_W2HWe3kJ5UxZ@lUvV3xq54`3>B^8m0*S{T>O8dAGyert&D{ctOq2$nRps zQCHTT3o*KMD|P)HP+PvL+s++mztq}3`Ljqcbtudr4c2ZqQ1-hr+9PN@auD8wu{J{} z9MC`&oN2#W&HOL44Gkt;=8&`++{5R+%2st7pwu|d5e?#%7vA^X9F~8~!Q?`YY%?As zNEJw=IK-uI_wnR+c!mu$n@cQ5Wp260gv!(2-}XewFaK zmK;KxIFk4`Mrx(?+%6P%1-x?K(O>TD=uzbBP0JvfQRmr3&Il(a|9$Y=y~O6USr0#Q z{WwkZXo>CW&0`z>?ehHzo_UpmHsSX1X2a4noAs)#A08}84+l2VG&*5T+ZaU^QN^Ax zUDGFv=5jc{d7Z46Oqs{9FN?!THeF^k9yNDDM-2Np<)dKBqOR%@m6=O3O0on|;ex%f zD9cOttu`#~a75i}zBSxvtGs2|e8t7ZT}t*cjHlk|Zo{&b-3d3f##q!KXCmrwQnnu} z00+F4$VW~{da>A*;Z2jo>Qacg3zch@={&6%pR*jB?J_Tnaz@O7@bz~@u_J|vV4wwx zci2w-poP*@A-BCX`64ckd@;?bxKNA02{>Ia^!xjinDAjjr}yPqCKEmLQ7cwpC+gUdVqU)(0nCX1PoGg)6A`F|u2{@WpH1e>m2GNP&=tw^QEg|{wAf_6=M!3rsFe2cSV{r=XuKi`GE?IT2PUwmnyAc3~+O;GdV zfgZ@Rz7Nm=FhVbdM{kUoudV6ub|>J&Ejf``eHw94^MKI!pSIacPxAf+1+5UZQq51* zrlYUzTHvuGDm2;FhUl}rWq&Ev248WG#^|BBrmE458QdIkNV0JjLz% z7f1l&{9`1nBfIQzWNb5S9_XbhmqTS7_M14H^Gl(l)S>@PpCA<)ruB%UJOfrd0PiQl zJ9nOWlMrZ%xqiOS+^=Yq!*D;-C@1tvkg{AZDnD0E@+s)(!kqCN-BX`l`e@d)jI$bS z>s1t$8R-=1^Qkco^euTy(XO2{fN|7;D2UojQk+CpXxb%)mM!o=Y7mKWT`yfFb6nHWV&Gp&V-%QnH zeGkiO3eoZg2H_tTnG+f#b=J=s4g|Y)oqWKyRgQdPhGtUdZw7+|nTGrfqrEdzWzMkENJyX&5dM`#gUDG;Mp)MPpCJHvBxyk9UaXpJ8T~MN&c}cie z=fH8t&bqyK5dFRrqUSRoe6Pf```lC|A_fo_BG;RF6h1Xq z#Waf5b`d zN|zhkC&3cW2LhdejhFYiP}lDIYS`}LTbr`&Zr|5wEAQ2o=n)^sk542{tXzlfx)?Y> zel}*%$>h%&m(6jL8l|$~JAwDXGXDeFI*4G6VJ<3- zNbSnZoCoSC^0%lY7@bDP?xwAY6Ntnb;MCj^GGQ@F7Ht*-wMA(K)gR(jzkBo+Z!#}Y zB~3$IaYPS|;8_#fWb=6$nZnk4URqaB0pT|1(_>97zgb%k`6eb-SpuiS`E5G#RV>)R zfRJ_ahLBH>efw`mVeh5$I)ldH1;lSmgI^AfKkhyOGg6u{ADZ?$qbND$FCB))jKAD$ z`$+CTALGLmw$Xgnv^B=UH@l+}UzaDJv@e70!=TQK?-r;Ydi$pn@!r^0*E-D#Ika&2H!sP;1*h)<>vQ26vn~cw zBKh)Gg>9r&WFI-lvX~n5^cBWWzf!H$(4Bjm)c4c;gThz<6lNSK=$y{VYrPGm$wWK= zZ*-v`1NVV+EtaGjZ^E?gF!>GWa+tK(`xf!;XKYHhP*4?%tjQwhr0JPu!JfC>;~T}c z0q0eXt@9%Y<6lnJak5_a25wbJy@vQ9+ctc}3iVHMV_40|%zo&Q->#S0-_3gS%-^b* z8N1j#FqG?n7e`E|2`&;@mB|{z*boH?-u$7IR$)A4>~%AtcRCkf%C(npxa`H*Ub3xJ zFwBX~`hu^A4)r@zrDIL6qJo6ZgIVhjL)8Peg`H&5ieKZr9LWds)jI;0RGP`1LzrA2 zRzrgjZ4h4t36JW%;OOdQnVN{l>Bc^JJaEE`vWJgal^W6KeT1zyjF%pAU>tF1LUTGy zUwQwvU-)kb`svQriIaEAG%rUDMJu6@O*=e$d;p}o z%|ke7U3E>O7Ap;^c?MBIK14QdhAX{>zPL_AZEyTJ&1Xe5(p;Px z?S6#?Cy~TIDfl{DvF{WSS8*zV5NZ{q#>?4`IILvzYZIGaG!iH9-wgakHIEq^6j@!nZd2GDN3Ihp!=QrgEo#8O4w?M-v<+leOezl^+Z~v7V$A%Y8%RZSR?&?y+lcMV}IS8ZOvfpx~rm$guNV$V*pY zbdZmE_@v6Kr{Ere+cF`+zO~S>tXryvIR&F-2x>w%jfH3ZDw)0Ma;FMv!3St0Ad)jD z_$~HT1qmLMFYa;^jS;|nqxf$(hwPU{i%xg$clZdS+%I%w?i$Rc~A=gMI3#LRWQlfS4iT3X4m`&2GREHuph6XG;VbMA3X?*S_sK{u6)Usuimko zeQdzc(u?WbTWYoquPgG#pX#sCnSb2mU; z0mFwY1{{RoAVKh;@aOhOd^iS2h*QEl9{--a9vS|SX9Un*RE8K}ESoDRvu?+ULZSC7 z(u*j=GuR^2=2VoRX-XDGUfZmXw)?+k~m zB}-1vvcJ8%MM5Te_{Z#W(nW=xOPt(K(+SR>B4rI514+{gVQ`$80BpW*M?%dw*p+ME zzf|KwS?S~pB2Is!5568dOHr&roWW7jXMHW$Ih{>XzIqG|;6pBxv0GwY7>T zKJ9Z-^U=_^2(K20uhBrR3>51x_Vs4=8@!#sRGNAh?<0{g5t_fG0Y`n6N3Zg}y?Os=UGa5q0Q?)spfQl4u+q4a zl$Oj>^sevzrjyG1B=XZv&?ZjPx0WzLyZ(Rx?cH~#rF+viz^~!OCKoAThcdA1z(UOQ z&~6S)kH4?nkGBz^irP0yp2&d>IPqt}hsp}`wH-y+|>SCgz*Sy~**!GkPN z1Uy8I*M9Wqcp51OEUtd`+SxU_rd0~5KNahu`O7Gmd~DkawMr>=CXw7Fhc<5a-uAQf z5TRWJV)z0(AEG$KTJ){D3s z8ALq1_Z@k5UxzBn1SJ(GFK|W-Wrxnc4EXVm1%s^`fTJ&W?3ZM6Y?CjZ*l+4zcmVsY z2e6Wm`qQfDfUXS1fOX<{F=cd6z14Ogg6=Q%UnoWt-yDJYc8l)C|KZk@YYULXM4pxL zs9zib2Ij^ibKc=zL0Rs0KMZNm7TigOA+ zd1k`dF^)o?_p}Wft0ExA#G*HO4`P>st`%*?*8(dSf^lGuI^^f_CHG$^* z=4hgXz&m&4ao$7u_6-7idJ10C%)1Nt@`3?+c~3|U3OjNyXRN`#PaeTGe2pDS4?o!t z=y1?M?fr2Uj5sVBPp+mEk}EpM0i8EWTHR4k2|xqY@7Xoi{B)V8U=w^MI(0jwD6mUM zT4aUttk-Vjs6?5e0@8vk>e7!%@s{A~6YY*DI#RcyyqQJ3hVW_^)s=H}dX?Bst!3__ z3D>-c`d8?DEk7mk|EzwS$gqU-N)JV=)@=JDnnVG;D5j(K$^i$AeEY)KVz425Ab?rFB5zMYic<#P0{n&xkR=A2pj%WxOy?Jpf3<&e$_7X3v@B2* z1(#*bCPjx{hl@NDnmAaSwOjN&u1xqnDXtN8yIrFq^8%cc8;MlGtC>K^s;tRdn$OMT zvtQF4?QF9oCcqbon_G$5!=UN9di6QtS@21P?;O3_PnW(TaB}xsK|_h_zw}6?_6{Qr zYEhx?KdzRCr`sU+lx)F1*lu|T9=E-kXBQDT4|6$n9YrG<4Fd8X#3b>;D%zHd3+LxQ z*~Aj%lH(aJAkT-gPFdw;1=&CUQQ+r)X2;K-A*2Iq-got^@-q>2l7S}&4<`|66I|f2 zv|rf%$W<38s!j^0W7`>xG)&U!|2i*|2=;*kSa)ILPkwzVzguH`YN z%xBZ3{|0;CCEVYYhz!-A))R2y*|C(v*Ny8IJL9)^4#nqqcH8bLH8n*s(2!^W6ppU~ z?&dw@eC;+5`V6boAR1v5E#iD%ss4^(9mu9*d0!e;4;#Hl2W5BQp&{V`F^;RbCXS|7 zB8Zzl!Ba+Hdgb;LK=E?^&;!176Cz;6n)V-BKj&S z3e^#hkZ-pMVpq9gqQRH3%%Gw+-b`F3oC{d-w1RfzDhQyWFM|JCC2C%6!hzlLK{G68 z&YJ`RK`r~nWF<`ZYpw?F*K%`tyP!)noB;4PLOg~{(k`8jA-_Z0aJU=#)Klw7p^SKUv2Rou7+S!8Qksu_~mH%1G6c!>T@?Xm}M5o*tzvwQ>`DjJV}3D zE_<Q=viS0Xb9wmdNNA?mW9(+yW8|DIGGCt70qT3`(^iEI4_SW7s^T1pbOXj zzCbk7xk9ipS_O9^g1)L)C+qTzT9N3l!i>n<=k3;)!k158S{l#bqICl}u%+!yN5VxE z%gfs1%LGRm3RoC1QtZJEiZPpa%SZsi<#820x5b*Zj22&|LyfDYx)RHxZ*(fbo4~Kp zFS;=aBmOcC75P=51PIhkrIsCgs#aVIe5CJF?5rNQ@lwR`!d(ktuB;CD?61&pbz^`I zH6Lc(7fZOx|HeD)l;VLlr_bI3J-r*~NbrC!-3ugjo-%Whrnc<87CX#G9yXnpuRw00 zJNC0Xk#wmqmcaNmcbKIGl-d>@M%IFHfM@+g!yMSyr$2cl zUWWqUU5gLo4|QF4X={$ga_;?cn9eI0B&e^N9y@|${RfGZU7m@R1H?rHvd!t6(mucQ zAmw&1f4H6rYgEqv?8779{BBIYaja^Mny%t=7im8le_f zcrl_Nj=^8b9Km1h*TpF~JWO-k(p1FH1IB$_6M0{Ke+>}6%4p=m4$4nrXQPwZ>}<85 zw?{rDF+2?^F0P}|$#=hx3Pue6*=$_U1A+ikxz@}MbTfGh<4+1GCL&JkWeHt)d!{g} z6#5qSv9kOCZuU`x>tpC-;V-dFsDJcsUoQL9MW?XCQKtkVE*F6Bb2x}fGrg^MqPvCP ziXe;s$;sw*xl@m{aGY5qO-7+I8bq@2wo3SmPu zLCr-%zlE6o_g@r3i5Ozl@Nm)KvbFgX^M(?ecn;_sV#R{Hbm`LRVYL7D$Na}vij~j; zHmB(fN6I(m)qZl!Cx)n|67qI+y^WbL5|1ujf-vIxdd|e?Rn*O&Z;+~!uG!MR& z{%=qG|NqDTW0C#898(qZ?Uft}Zp%|=@5~al->>0IDhy>#uIF=H?jCn0tx+tAtb_NP zFbpeiofIU@?>%kmqaN?+5b(fmNI?A`jqlwgChY0T?5Ji~e4|Ooth~XJMSstjC4AeANx?PL z?*FcEY7w++4o)Q)tJXwW;<0P1lk&N9D7smiF~3CtPU*wSW? zYp;~SDuH;~n1B^)*0lc`jXq{>mgRE&d{=+tjI(X3*?IltEQ$@3!MQ!&xG~FTsg&$s zZbsNtZje4%CyqRAllLRFH4w+Tqz4F}JRWZl&M+}AaGvbhlMG7sC3bUH)nz`08D|iy ze4G6wNtuaa@YRAYdekotf zla$|#?~34oL@jq)o{Gz*NIY&Ofy#1F_hx5{*}mdeW7SzUk2(e8>Fc-U9ny~5L-YYC zmx&6g-0vX@BLJTmW@Z#lLjc1&!`p1KMhx}-ZL|mxeH1THNGs->tUXatE<;oAmXJDR!-`16?iBx>-rG6Z8$&78@xlt$M7*5<$97yl<1ttdU? z$k%PUh|?eIv5{RYH0NX1yAya!Y}^tPOB3);vMPZqHP|Oln6B68oa~p!i?lv?R=6E$ zbrk@!3;kzylPkkx<$D#Wt18s2W4m;rP^|y}5CNx0e*Ulvux})vf2SYLOypaF=3<*3 z6s^X|G&1Cz@9~J?Xus+$ea>$+CUkwAr*wWNQ1|WQrVQ1e^{bkbO^uD~X)EKc>2l^o zR^fw@fbiLl&hB&m|4@#GO<-kLA;r^;KZD@}${xMny&VO= zo7lt6e!9V?e1#LY{)rzECz4= zWt!!S;N+AyZYej3WOk}Ay)>R#wKt_xUL)ZY?yM_`5Vl|ofUG$u6PR1QTi2R=D#hK4 z;U*cH;yTSyx);qmd#|N7w$f~4E?CUsm?sMr?AO#*e(L25IL<}s9$)-cEZuV4XXk^& zXPo@Dvy1;VtnuQls=a>KJvzf9_z1sSjfkr5IPt9c$QRX3-%y6qXXir(8ye)@=G6)Q z-#pMr@)+aZOx$^LesUs9NAqH~Kk7o0DG#&5Hia3NIZ2kM*QQhHW};%+MYY~bcCQb; zv!4l^a~Ic^inx@9qo_c8*KQ)KUOy4Tf0_>IE{QCspzwtzji!Yyb7^>N&|GWv_6Igo zp!ZCLDn-w%-$@|S#c-pRc{&7?sXczNE)}3l^iv~8#~aRhdBjmKcwp18^jcS-4pfp7 z&ER8$ETkj=IxODrMkZdP0Lqh|7N0%hPTKt8fO}0LiWkWTK|*!+f~#KYcV~yI=czTD z@k$MX@n)a0*pl^KQ_lqFK8hzv-I6a^?xf|e(DE(OyK>!Q^Sr$I{O&@uNV!bUoaf2&sNR*SJ5jOu8i|9c(>6N#2@Bb_C&k{%~Kpu9xEeOvGpktZ5cu)+T%o zn7>4C)2)5(Up9a3xEf{ISA~~z>EFEx=+b>g`4EEg-M)N!cG*ili9;LL*~;bH<2E{8 ziG482bh3AcIN|z3#ZdspCbc3#(SBe zTKZdu7fwO~Xkh(x9~nz+>l6WLFi-no4lc}I5nF|H0I0DvAIBn*xfBoi;Hp)3gX}Kr zeHB_7$O^p&I~AfM3B9u@V}e(8SC^Y-J$TGgPt3n$hd(qaKCXL4)0WPGPvXzNEpk|; zgkV+UE(z3HQBV`C&CgXUqOeQrIgL(pSL)lD!>vKS=DF|uw=v7?X?Akw`mNO_^9W#2 z$*VLZ4h{q%^JA~R8Z;{ORR*%G)4{^5UB5NWJ|Z}dN`>O>n1`C4H_C|EZK2k1ebX34 z!!k>TK<(r|3js)*RurF6zWfcjFAN9AqZt+x^R?th=8n8-IVa{B7bfSn&ZnlKK^IwB zlQ_Z_^qHbE%;D740#|OR>S^fFr<=CU1Y5c()gDgJXCDfieD<{|+iFk{FJvsXM_K*t z)p+Zy5P~gwqv>tw%f6C5A?tSh{dD0Sr}vNZQ=khzS`P|==BmQaH|o*r*ssp+QLz5l zDqTgA5Mrx>^_k0(hc)zl*@2khDnNd?P@B+vbi?VCz|LfpHu{rkpL+Ag`C}t4jouHN z_p5F8)?7$19`-c8Sj6iytMGQMnr%yb&jakX71E2uE{c#!xB|8x~RPTA`Mx;iLd?g2kp*>7%E}MqVix-92RQL?2fI)(Mil0)kVzrZoTE7zJeTuwij8#vTLYmbvUWtau|LX5jc1tKd@>Gk^%i zIh~G#O{ZEvt7)&%SRDF43g;a$PIWgAgJY-!oHcK-NDizEr7ubrxXE9pDNPf1yX^A` zoOKbxZeEhCX+mDBtEB$@m4G}?cp6)c<@ITis;_C$N54^u4a)hhM3|$Y#MA3&>Hc)6 zG%X`q&lYfYF0I#JZHcIxP<0C~5t#V)5NoQq!WMpuboADuSvxq7XJ(mze@3~GmCA$w zJ!doUdV09IWUZ}8;auyfT1^{^L*KwD0(M##?tGBV7@+!P4Npvv0?sWLZl;*fthVcR zI1wnTq9(dZ);coxhlN)UmNMt|=0yjJLPCFHot`4LmGB5p60JplHc#KbL1V{arV|{y zD*s-m->yBHF=d;>zD8=9Q}g>5HC9ukEi7aFv1&6<3p>isTsPEnoz15E^`P26NvYA7 zj|7DH@0jJ{&_J*kBCZd=GXd?-Xl9)jhc7}qh=uDI?%7k4XHNRUTWB#f6Mgg2QNMak`7EiSJ)7}7 zvzs?Xjfg-Q1jxn}Zjwj7$FbFvy4f^@swd;pn72xwYl51kU+(W`*YGMj-`P{;fY<2^ zf7(o+Oax$my!UY7(kd8DVbAg*GXDFh8sKpg5TEI=8tr}5)XUbar?Xx^ybmNrmhjJ> zq$VGAPM~KVcx;F?J~?x*i6r}JSi~wR)(Lt zs>t=A^?qjcTy~w08;fv}3DH~lA@eK|dx?MWBb@LtDa|giguyBi_8J~+<&z_f9PuF>e|uP@C}`;K&LL=NI{pBwj-owVHt&aHdv#kKMw>FV zEGA_cpN_uHxZI9#a1b+e-dSZE45;z1s}-NWCg@=z5d8FWH+|Jq&~^mX6IVFuDvAL{ zVU(TPgXbz0G6&YjVYHj@6Y)r@n(1h^+NzbUf+?zUJ0x}C!X~J%4;yMc(vtOlc3$uN zVk{Ch_qkUSaM{iAUEt8K4?$*i6{3RnjxAiZU)N;Jqc!#)8XVnwz+;Sh%cu8w%5M$K ztDWYn%A_MG83jSGzey2W@(h8#l@j08=+=;%!td1@Di$b7ApH^1!B-&zz*dhrMeU${ zG44X3+0)6*G3B2x84w&bHGM+!jB43t9|Ikf6K5j)l!l>ZJh=x#N-+c2nzP5XCF#Y4 zbK~M0*-uJT%jxQ@)Mux=wPu#|-mH#YT2v*=mYo3Rlgi10fVHSE##lQ+b^D3SP7(Vt zRewM5Mic!u_8)9&Pf6W;bB;%SU^$Qy+OYv!V}#m#?i`F2dyY&*@ZPb<E_7Zk&NuuMZp7b} z0U+bb7c%ubdHqql=1(F)@wOj-lCMu!h7Get#kl66;ZMN3ut6zv8o{yXxjUWqf-sXx zx4FNkOrn4zFh|TS0!T{H%BW~2QmU@xd?P1jsJDN<|ZB=V>sTCe+gfAALWeGEVi%kh$6a!~^0vMSXH%su?zw zTFy6|{&}~Exw9^cXw=oQwr4EDWjbDaec&rF_L91oqHsQj^qxKeNP)JdCCfe-tj8b{ zRZM1WQFg}!Mb7JS_jyV@sy^vFo)NP-A_=q~(n*2?$X1jSuewm3efH~v1gENa6d}VM z!u4JEo6eUO@;uDy&z|A(KJ@~Cc<|=H$!8Q-#~9KD`Xz8-*2%+q!c77*nLvF-pCgBA zH4gXy^fv%IA^FEe*13*QRiGd^yW5nKR6QUO;F2pNfdf^u0M!0{!JCky@uS;!h3Ww& zE2wdDh1(}39z>=%+X!+Be9oTwExuvHj2wda&G0T=rdrM5C-?_Jq$0Ylgkt~dSVK%T zQ}je0*A?%BLx9+i|8`6FdSj-WW0nyKT2BJb{_XRIWba1w$KqjU%73TZXeZ+Ak7 z!$Mb$`3?kKELcHMAMG+z(BY+PVjVl1J0B?-<8kGhY&$p5}QZ_mq zVgQ$`Y0jPR2~LE*3l263#RFMjOhhD`s~RmSjY-hA0U}vCV*j&YqMm`_q<5uqcQGI8 zTkfO03ah1Z0ppv31f%;t1X4>T*yayGcIfkPJz@c_JDQHi_ZT-c1pIXKQ|~Fm?1Oul ztY+GZ5PD_6JZrCr-l}`}B;X<FklMq)p9-jJwqgqs#O6)k=}Iy1gm2thjJ`^)yxa(uh}X{&YA6ZuC}j zSASWba@&Hi6ztNmz&Fw(!EQC^bZmjFHca$6!wWf+l@ywb)4z3j5)}JNKS`p3T!&mI zE8zlig8Xj5uD^fvWPmKf-^b%lW?*)gbt{1bHW3kn^GNtKYZNL0@yWoMe>~ccJ*F4_ zRcgW=DNE)=ZpjE`Cc47jd`;eH(N%%vPFm|aeJ{{%p{&0(P*8Zii>hb-M!a#Ni+(A@ z4ODW_fYbT~510onz*iE}B+t~fm}{Pdu5kY4U@Y5R%QN*n&lWo|1a-Eo3bDHujBcdV z)r(KBnG)OssJfoyT^?`_px-|4>TovNP8wjN9HlAuBzLjFXqsV96GW33@g%!lP&Xay zYo?-VU%{%fnzcRLdy&ki62t6P;8-ffWm{>c_dh=*8i_*$0rHjfq}tGuOyhgn6p&_7 zRB@(|n9rDIwl+X>jSN6h6we_<@H->FpDqsnQoe8`I)t=OFmkXCOiWVDf`4}&eTLWz zy58*s{_b?-E5bpY)zL-DYnnT>7JF1~5V#tJGvoKms+;1P6nesMziu%?=ZQY+bzaBF$z4ZGZ=aj z?jNY}swVUUCf|u+Y#AWI5C@^xPVHCA(!V7SSBYfzfG~5awh<+@sSQ?4@#G zVw0l2QNn6^+~H&9n){L#sCBy=;r=fAHZ0?MI;N8Bcn6i*lL}n`b!xQdiDIVC;sUSKQ!7K zvk1WA)!9*C81+z^iVddnn3xxYD5G%D+cWYY-v;))*?F4>rc%Xel_{}~HhTy$49GY5 zj_A)xxszfn5Ev8Njne;343f&CD7^*D)f^vW&we2L!QbsITX8s0nEuY@E+K){)9%?b zL5ZB(U$2sTGbp0-=IW%>n&6aG<(553kOFQt+F#xU3S6Adx28+kOZWoid95m(t#>75 zU+?`h38H`rk5u=n^f%BhSP{wOvWjwizgW&VPdX!kTh$V$LU&Hdcl*|+&ze!|MFEX{ zi;d#8tyfMI*U*_-PWYSuJXW z;*t_I21jCoY_`(fJ>K&Gw`70Xsm8(iQ&@))S0H&pnaJa&{+MKauzoK;w zxV76y&{N$U08+5@C0|tR0si2zKeH^8n=Q!UhmBSfhtm;ElN*2(yAsLQ zu%nRrB8(ks_zKai8yyvySl5Y=|Kw(E7L9wo(;LMIK>!=)(o7+PDa1x{_0#%V7T}-U zsSAq|rHo?=p+DZq!v^k4Ruix#DA&i&Cq2VmM}zw@*Ru+=>D1axi<{aG7a1GpjKvtz z0%{q2Zx2V%{>XGJT}%HlP2aP-@#u3WxXF;5)HK!w582_QaxpCdgQ^Dx7rB~n&WsXfpfqxD=bk*K!ricMltQie7<-PmU zpY^R&A)qtE^bN-<)*5j&!CLEgL_-oHgCKOG1n*n;{sq~vN^{OL_*XCYx5%lg@`)|- zTB-Lr#to^aZ$!yg$B3GaGrPUfx$?%Um`wkF`j2{Qr{&F4%_5Orw~N@-Uwc1u z*2oN^4hRRE+F(%EaD=c{wi(M(AVIq_mcMxR%03miT4FO2*4fXJY@V%KjegU> zmhZ2Iac0?C=}o1+GjH4D_l@|%F4^^Uu5^yVyW$$Cep5o*Ou3)w-UT+Qtjsf;RIHL3 zlvPTq;XfO>uj5yc`_>KR)9~p5An&!Wn z?}*dlgxNlq2nQrRB%$rY=&rdq!8RtzPD?qc1WA!WFE0bv1zr=|O^Sp}#7v)-nXaD1 z{mI8(livQ!e5Ozqz~U%rYxSb$j6pLe+09R2Uv-P$BwB*Y7If1eB-$UH6{F>}Z6*KO zQ(%M*H{o%~b7(F;!vXd6`0uZ@X?mW*VpkIVZBjK1-1Z+Md}|?UIIJDj6}CQ#dODAB z_~9s%hNc>|JJSmugHa%)@Z5)hAGu*fT-0WjF=9nXcpksIN=*K&{i;IxhNNq|u*2Mc z(Zkw|UFO1|m`ZtU+5^jetX!8#ttk6ygNub-D2J_~N>tR_OXmlKz5Lp5e@5P`rVw-L zRV#=<9;7;21JLbfOSKD=sx`wFNurK~&3Si-J_2kHcd;>0MCFDust=xXz(qmuGI2kT z4gMv4F*j~9d3_eXX@S}$?lM?yj{M!?Pvcu;_%!=a*Y7Xg9#uw;*;r7ESd#7@r|!3G zlTB()-pgxCO%FF~f171A7T@^&(kVhNZw}c-|KmBj;PPoiwnnI0p}`8Gtev^ujW@J` zwqCoB(9-~Gz1g$$(SjUa`CK|7U_2fD)eI+*%ic}*XPhQOwW&oVy74sDH-ug(-Dl&P zvpJNRUo?m~=-g0fw-T9i$ZLv+fdV_RQ{1`QYnKmD9fAr;Z9Pw;%tgJkmIC1`zoBE@ z$3Z`>C$TzHt6Hc-5MdnKOVxV0zHYsMuoA}?z_!2#iQax==S!-v`FH%_MOEor;=z8L zgncV!H0vb1?)D3K@o)lDdws@Vd3>9*q}@B?z~S-8H20%ggSSlQK{ z88RB+=Czq`QdDoRXUqVIt^r8q=b zltOftQxf_1IsORxT>k%OZ+Z5qy$N4r-1hU+v%;j3o2P-xBi#5_{??l8 zOwnAN#s2i^XJspYTkh*EzWe?2z1m&tay_1g z-=8<{Lh8qL4)s6g+%o&c@Zz?bduPN$Jz#B9 zj2&Xs#84NrHNF5XM*DS6v%dpWW(TP@W(d9udV2CP`huqlp#=rcJ6nYzr+X>&0%z_$ ztdsA=qZzjYxGt@`Ti`ilC5#ITZ~>WM;jA5#A#Q?`9~FSM%58|43a%&=o(eg9nw)&R z&-<21=2PG$T`374r&O=nkq%c6VJHIKAg-hlhU*M6g~lf;KyxiKi=)wWBDexdKqo0S zC7Gf+9BIj-haYe~$)w3<+i|T+bYL284pF}ISKhm-bnOMvzvaMV6&XBT{an^LB{Ts5 DpHTH! diff --git a/website/src/assets/images/lit-coref-metrics.png b/website/src/assets/images/lit-coref-metrics.png deleted file mode 100644 index 2be62bccdc97b58f1d056141e793275c70c009b8..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 124661 zcmdqIWmFu&);5X^!97@T4-nklgG-PA!68_1AKZckg1bWq1b24^2@b&qhv06(?RL&N z?>XmtzvQm_`_7tK-P2vwRkdsHUC(}Yb-1ds3_8jS6c`v7bU9fmH5eGs0SpY>Aks77 zN`TR50t^hAsFkFos+^=Gg{qUixs{C>42*1eq86gI`T%~GZd{C*B`hfa<1%O$6oVsy zO3{YIBY{JaKnO418}*8@(XGlKT_5kwfj<izTN*XaX3ieW2FiJF6(#I1#{mYHAGkSavX!3jIHBqECa+~=V6;Q# zJCfabVX15@<`n84=bj8Bo<(Q(Bfx}*@O@719|^u@g8|cO(TpPczuX)t*o??0e49fX z0xQuf`-yX-QSH;@2DoFGP9zDzkrPIqktB)_9%kC@`y^^3k*Z`Jxrq#=3I#~)Ge(uY z-O+Qho+2z=Nn-3CHJ{h>m;yw8lZwPM8x9;HRo*PsdCy;d$K7-=zt7&iUZLfc;n;xS zyiHVev@CTQWwURnDg3BVh0^2GUHkoI7&ql3#p=KTm+Cm>8ScqdVl3_gQx*xt)_3*7UXOY1d%|M+QCE&mf zak=(brwZBXUPpX3upK45j*9#9xd6G;4Q$m}6`ynhZdql&(hWbQ+VXRg+15b5UTqDb2Y?Rj=8?og)@8!^_p5aJ_cS#ZJkze(; zog#rRLZ^u=R3&%^ybIlbEXc-!?!FaIG0brI)7^BQa; zrbg&sBStyqfuq(=X!xD@m|ct+!_Or1;K%sO74s9wq$)I)bl{~2XfE64;apZzSF^zw z&#K&SI9h0?cFnsc#LM?`?3VIQ2paNa6VBX?VayCAI-qhRDM55Ocs}D_XF{J32D=I; zm6cQ4S5zhq=ypK|&&QnTaZh&8WDlZ)0F z{6#OkQEYVW2P&*D?bK>|0b-;-QDw-vXQ3kfPMVLpD{VlX zt%{~8UZ*NKg+uz8LzV7DRNoie2{aeRcVYNn6ee6P@tP6KB*$`+Cx|WSZ{bKgVG1I5 zjp$N@`#QC?pC<)=H8rupc>5{QR8yOI1}XcTyA*dHBJxuzBV^Lit1(dW6qFI6(!0H? zaDsl#(u!fBx3zG>uZl-KI+=Ks+AS}31Au=gIdnt=b)F!dM(E44j6Z(K!;*Y|9O7tfhK zVbW&BNvEpl$P|6e__A2o`sVFh9?eUQs5kg8$J7l9TMcglos!RF@Raa$@sb8Xc;SO; ziJ6Rrnn&MSbJdEHH2glGaA!9syi*cZ@R5DUkym$BH7hyO*e-tiZKlXT)2Hb5+Zt8V zVkI>u4JIwYd^hPbmCRDRqEWT&Z)0yNR7Hz@6@0{k3fA(mzs8nSNtrhENq@FTqft^A zp-{>)uiD}nsYzSniZp+1I?-5*P-dSa;A+s z$G@}nsJ?GpJ}EWMj*W`#c#|~o;YWLH05I#9Z@2=y+#d3FBcyaoR~YKU|}@4E>6 zh^wTxNpeZ3%=^sQI=k-4gZYv&h>P+s@iBJRde~k24S3 z7VhQu+6dfB2~TG+evgrd~VV7vGcJq~Dz1yI+f%&9l{{c%`ty zlfd`D%D^qxv})Jr6v9_^#&rJZtfv^s`Iv()jv1sB#2IKEcqh3iVIGo!LHjWzv>d6e zm*>6n-1NaCTXf}|@yHtEn&TRAH@P(Qbr|)F{ybAiU-=6!(H~T5ggWF1dC)f{d1O+$ z(kh=t@FgR|ql&^jaQ2@IGS$;Y;q&s_xi7X{`(K-#Ug4DD(jY5^e+b9LDZyQ#N1!WH z+#})jTs&}0j=zXU7(i#pPv}V?Wq@A~>Z>4H;q0=N82FfuTSljx4R(xs%+HXcrz=s~ zQWQy$msOHq%DfH6?JfF=mR~i=ICge4OYL=)ycSZ6s#Bjhb?I^yT<3T4xrLQ=0 zS+QgIY*++Vp;G*Wk%`ONdFJlm+d<}B5WgJ%ol~Ndx^pxNcko>I7Q<`x0+n5?xo~-@ zO!c;c^3-`&41(kDl4o>V+#A+ioy4Fv;yqKrMp6{!Y475W>Z))mIWYgeLsm* zP=iqY(!<9#Ms3o}IIJH_%jbsYbhjy-e{6A$aHs1EHCPyYZ`D6%IIr1$GT6|rt=>5d z%t!d#8`69Jsl^ZZ=4*jeos^!Fb?#O7NW_VBptNm-K7NJaeOZE*XVGv~Y3sod&QY8~ zhrmPg(QMb(U4@0DCf0@8j7Gi2`z@3Xyq32gN?+;CwS71!Zl3-%{k3GJJhgSpq{;eb zt1h7~t}b(*YKFU%*RaF;AsIcD*iHkaaZtkbO;7K}m)d@PTIn(U123^1%fh`?gwfDp z8Kv%i@vD--2J8kr8?S0%N3S9K$dzLEo#U4ar>=z#7Te`e{gG+1>FE}9H`WqyYZ~r0 zFS-M(72?K*+?jT_eUVHbv%4%&Fr zMJDly1s0*)>U9-E} z;@tiS`-ts!_n1B(x%ZpLN;nYtEaw@XSie0WA)u;^V^0Q>W-EN-~5rbvZGJ^ zi6L%dmwi#}r1TZH`ohl4C-XP^2m8tPQp-DysSf9tWylQz_UCq@E%DCV(@TLZ*~cR- zDvgG>Vh`dsl0l)Ge$e}>ipjQfDJ>(d{V$C&SItdJtYq85k3ZD!Ki=lw7oAS-S&WWF zT|K+17bSmc-45RA-ENN)<$f&nwt6@_F?{r^yNupH_Mr9UzV;j-ZsQePX>PZD5k>~S zX1QA0zWPf3OXT48`!)28VRv$JY_dJ3z4Y$GdEKe*b;DgyQ&139R0{PSUZ;`taMjC_FrRpfyEC}#Z->?`Z|M}R2pr)yH;(W(SH|uStp5jLV zL=>OQwB^i|lwcTvb0ioL>JaQyv= z0e-*h{PPGO7XpI_{KEl$;2gOBDGfTvf&ZU#xIy3^jJUd_oE&geH+3>Ivvanzcli}k z?F3vvc97L^hJnGS{r!WLQ=>TnoC)c#LRb`Bo4 z|E~I9xBhokO=mMFNqbwMO&5{>%-6pv|M$&*RTN_VJ@o$)#XsfzkE?*7MNouT|2=6U zC``92zvrFAN=iioI09Ps`vVI^wlFXMdHj8TH`uDlybc2+1|ugWt^tNU$V6^M-z4tO zmYBnlXJAx#8AoFs_DU{{3MJ8p-a1U}Q$mce4hkOaoF=1nb)vi#r2@@dgH+PFpWpFe z=9AafDF1er^H|f7tKZnR^YL)&LhE@Zzw_w*mdDCAPBuqwEDUnYU%oV`aLKBb3i#Ur znG~=%fB7o;2a>Xa{&p8f_BH4wl=e$}SNY#siGe{7G=QfOgZuM0CK3tg!)y8=eagS~ z0mZHLnXEtP&tD26>>Q)yNabfO5`Sqz4DR^>82zvP6XT!~>tZ3wL~{%NOB4RU7*AjP zML;+d0q>>!1NAushz?NxDr?osb?(23Kn!jm3z%Z#SGKGc`jh^-R{;qsFeXdmYt);Ib2UF|?$qNL)C&^)R0(#FsPGTAhEu5v zRkCN6l(R+JgsxYEj7huqrc2Cb%k`U;)3~hi?UtJ3cx>k@=Vgn#=~c248diLDuNtHy z@Z&`N9`on9uO$C0>VYhO?EQM%h4MSk$(;wm>isai}ZHM z#_oHjE^OEWd%_S}Ug=bSKV9$7)PKBQk5+4RFt!kc4yJNi(6}EhR@<+L6hg;DpI!x{ z;5pUDPYzmFw9yHB{uv*HAxzV2k6$)&zI+e{?W7gPvABVv*5 zpi|7CGAz>}c33eRN=TYvPWRZNFDSPN!lrqxRJlK0l8i>gK_jlO-RO`zRjfHwVN;9H zQlwruSgcv{OXPJVAtezmyIZqb??DIEdw;jmAT+LU5Hc#=E8jCTqfkY;)R*nIkN=b{cY|)CRxP2k7 zQ-6+tKR0J0MZq88%J*KkG9siC|L{^GGf4{7Ev3Qkd~3v0^lHVgc6;*_n^2IZA7dId}!X1!MFHC%PtHuS9;})7+Qs-9iPL+CUv{k)7N7U zx85R~f#4dOg?c5nkC(fJ*-5?+x4YE=AVE+Kp@?^*_t^k_wbzxMK0YkdhnZ3aQUMpN zFyB5b(0bE$)@0u7_gHGBYA&lEQq>k?&bBW>L$ReAN zI!NgnMYwt8D(mDS2!f}%?U(gla9QSDUHpt-9poGnT5mE$Qp00X%W6psLayc zamTS%gY7~+hutFI&1SM;?Ma9t_0Ks3_6B{xz&2+M{p#W$W-6MtUg%Vr1RK)moqRLw zXg93Y>yZCo+UXDb?xRbgbNZk4iHa60941k%M}RGS<2tY^(#@;uGPo5`sp(=(TqJ9L zr;Tv~vlHKiD$`Jl=bGTEE_n3I5#ANciY5`C+a22mqpOQqLu*#f%%aC!eegNue97VG zkb7?H8QI+*UtPyhkt_%WP+3JxPh2FQj0hR6r6j1KsZQn|S4-}wLI~I-rc>YEh$9Gs zYQL#{{Uk!B-r;sQKW}Xhj4NuEMR7WY|6$JsL7Lh0AP8eI2hJYSaY3MOHp2)ZAY2Fs%%htU7c-Ql*BKnl?`ltqaxm$J z?8DpF8c#xfUZ@*5C^x5Bj}}VF#cwuf1aP}Fc^$XS7KWVcwO%cIjTMyyI$S665)<>- zoB;5r&&Ema&nwg$%9FnIcpsH|%P&urWZx4wDd>Ig5b`>>Ph% zy5-* zdLPCS@DU81s9_l#hgh-{2WFnVn9Rey6!rXNN!p9Izv6S1x#-wWs*Q*H9d_R!kd)=w zusT7xF$SMh0yln?Q7B~{7B)7xdk7BMErk`(hu-nol8W~E63fU!?Z+S97va zs1c^e*~Y}p+CAjn^`wy#=!91Fd%3O*r+`;6MixS_*jT0jx(FynRMe7mFk9^m5Wp$b zq8yG!9Ba|FZ<}UHxB9cM$HERU3MB1q4vTqRr>21*_-hz{n<8+@ZNWBh6$9&ZO2~eG zVU#2w*~tB5Ra{hsTku_R(RN)=<=iJcCIKBeN+{s^6sPW8JhK77lQhKAGCb$U$J8H1 z8b4QK5s|i{{1lLA`+-GJI3KFKF7RjgCM8c1VqLw#NM&R0IH(8+cE=7`eq0XBA zYSB5G>%)}nmFHrkqo-^sKZvzUS!tF&*}$`ifhrco80f)tnXcB>XlBXX2QLhP%xEKN zgw&YLp=5=Xb|15c+l%Jlmg9Eaw`K3}#H~yJ0%1>)!N_g|@!Ab8b53*B7rZ{J2zH~a ziA+nl)Q>)(RwQL7RJ>DqV7&>8779H6U*mH1ecOv1Mb5?6HV8ZSm^2UaDhG+BfQsP8hFZ% zd5ha2BP0af`B=g}ThLuugGQVAy~x>jYR{;406z@2dYps0SSUuD4p;o1@X(s1pNwKr zl8@Y)l>Tgmc3tIG>#sRnu4U)yZCl{!4cl9Pe6h9|h@lLMPf~lk*gxBBRwLyq4EV@B zMMcm*5E!nC&|1SWeYUq+fnw^lH<;cx-11 zFe@azDrj!K*-HP>>}uVH-i110<-GAdw{0Pf*S>rbmkF91%i4Y|QLIsvw*V16K#Vm& zeg2YynAa`=0OkX=R+Aa`094jHYP&M1qTZvb@wz%vt1(yVY6TO%6>{EEBog&)EuU?2 zw(xkkn9byA{EM!IQyQVZJ91O2w#ekizq@`3C1U(ASENo)BigXS;(YLiZs&7l|TS6i*)NPo$=k}VH~TWNLzSr*~z2xLU%Cg zSFH+zYL9bs_oS>AyYU?H`Sa0CexF+xW<^g@a;Z+acsi>wF?V6R_&=}y`5+tdAv<`8 zDX00cB|UUDV#N3TN0@UGT!+$T%a&wv8u@dSeD$;S?o1y41F;>rA=pZRm} z1j`GnJMOei>*6)o(^%As^G<|eC|ID~C{Nd9@AW>R`bQ&zvLG|TKl^MkxJSv?)SKd6 zENV`<`)?{yN5W|T938FZQDN~OIP2y`G4NxCqq}+|OkvFpCLWy%J^nL7ltOXC7Bl_J zDhY(XVR*18ZdFu6ZgPL62jGC{pUS_F@o#;l!D0eRm`Eob{u#jm6DtM+2mooA&zgT8 z1<*9bTcAYmr&kNKe`Ljs^1CSB}2oKP>_TLE; z6KSAC>Gx{=KNA|ir_LYXJdkp#{?3{7d;&^n$C|bLed=I=>Hq(ag6N&?&ycnw?ft*V zBt{JFx0b+a@cad}0kVq4S&f0p4pfo-b^dyO%brloEdKA3WdI}_8)qu~_xbxRdv^ap zy1$#A+HcdN?f3k9EAYQf4<=FR@1~dk+w|n4F8*$M&wiU83}ZUYUrkRI84y_l$^Kut z(Em?D1q_RUe}?+6tq}e;PWW#&aep^GTEMW>oJwW>YT)d@jq{o69L-;+PD&myto#k_ zXi!{O=Y(m$*|Fi>=J(hyXJbX`KhJOCEXNj=KF~M-E3|CLuU%T}87A88I{uBpS6cb6 z(S*$Z_jESq0MgS}yT0WRv1ucXL`x2!7(ryJT)!PO*ddGWwBcaEPt|wjA#_>k z(nja2_C$BpJnbL6r32uxy@aoW-K%z1t_(Q*3rxWMr}0h00T} zwtm6mmxKI=aWTT~(*Ngl#CQVgqR_UTC6lFyOn5AS7BrH5T=0Hg!HtO<``UIvSy(8^ zz^!Pv^j!OYsXhx0U=jpzB3DXqWT2Vym6!BSH!?f=+pwW>1RwoRtA|o3gA!PD?gM`X z2>$PdB4Fw_iTpueL1^Z=xY68T1qk;^t5`J&mQJmQsO4HPd>?z37A|YGIsgCG;+`bH zoS|oC`!rZQ0biNk?h7O`C84&kF#TRrPMRbCw5FUQ_vlp$`aQO02)N2uMi%IM?tYCk zkRI=edksf`3yVTcFge!>jtZXL>~&`GpeYLNocJQMImlF@D2$jPB_m%h2TE)C*E$rS zp-fQ_NGc_8|1G>;+hUZcN8ldotEEMlg9kfS4x1BuMsLJ1Az0tQdpkkK#Su3}z_r-r z0Q%-PPe#OP-r9)CgB*>~VP)UEOE*$)F_v|Yp7!yeiRoX;Dr*ZeVT5K1d8j?UiQn%3 z!SPLQJbo|q<(6YNiE=K$?%AFlcRa}hVZlZSu^p1;ecl)%DqDcQ*I`{8vo24Esq#y$ z4tavpzF@4^quEyjyPOt*YD&pGW%)|ZMH#~G2BR6m#I*;TyFZFTQ^vCsb3U_i>R>lw z&6-uib&ke}p-{2eK-qSe+ggrJfnX_LDjX-PP1OA;<553egH>d#_&BO|uZ4zo!O-u4 zmfv}6DilWC1&A;hZXBTQ|6_0g?-cf~Ki}x-v$ekP{+3*0Mx7)@yk2FOP2i~t&_0FcUx_{slSQLwlHdxy*EiB<#$i&vtW1FT)d zHv8+Y(QIvsE)0nL2|U>|%3o1}M<*32@(nB>*{Ut;a1NHySfJcRjtxT7Cn7}b=eVhl zr^(`Dqo`#GMp`UFUCR8G@&j9sm`Po3YM1rtW*S%hL3ncY9xM0Nk{G0Sx*QgbdV}BA zWs%(|%ZCy=gMDZMHl$!y8VJjgjZ1-OjKlG#RL9Y0VqWFn;ZgF|vUaUy?4sY(!_h`% z10XpSkCQIMIyS;@PIVuq->-EC$0>W5(bL0sq}#XaM3IY@w@m*lPJ3vE{)uQCIAJRcda^+e~3 zw_4@RF^}T(T6SkEP#yJeUH{QOC9;@UUcNCne`#uv7 z0Zhog%YZ^9B!QJsx(Zs~NqrzCer$A&kWy*3s5HRs^i=dXXUX;PG!ZbcbmU=wERWA^2 zp2lh+FV?f=iE3ZvZ(Lslz6f#eUIwqDTP-!$8T#@O zXZzk3ExNDxG^4a0u(dwV`qjrq`t0?~P717$7b8Y{w7ob~re*Ky?%g(Np}Czo;z7UI zOiE2XF|SD4WDEb}zQulH8;=->?k-@*lG|W(4{lAi_i$t;l|mk8VX1{<3Y9^Xp$%0j zHbmz~v@~D@UvFw7_+<@%$yz?{FW-evqC;Vw|Mh|3LdgiR;$HRQ&}VL+kM0-d5WsUO zq9z#}BH|uMT%g}c5*=(uqI~ivzh6y`L9Tv-+0Dq87lo~HXzEb$1>-X4!Pt=Mi zaP?XBg8klZf2QoV<>!p9J^J-Yv=`6O8@9zS4x&9Vt$@SUMCD1r<-(DCazB9P3fHV& zMCK-5A0eCZjbRx@k?`kvq$A(7?alf0-*kIGs#a-E3{me2h&9UjdL9`eB8Ri`p>xyDR;8+VzKX$65rEo-I7Zl)FzQR~KUo2om}f`zxj8LfWUw z^u!WNfvmiPJ30!#yxo;U-UZ~$75Q=xWDD+w#D+TSOSm)x9`E8_1-#P_@smK8=tgC2 zU0qC86hnDt3jBcJXD*@gSj&x4Jfbz4(k?%?*+TxixA6h zUF4fplOB!dplx>3K3RYSf7nY!5Ay@k@eU!TX}^GcjMn+b)orszJGR;hZ~8QjL`KaY z{Yb~$3lwo_Fz6{v7_*2`L?+Sfm7R5JZJw_28x4`Q6~3SE8v^!GXLSHt+H9%W)mNHr zBosL?*x8oq`+V@~rn#>n7m(8&8*^Ljgza#~3_zjEXTR_Jrd^fiePg!RT5#NUl|>;2 zFXG(j=2*V!u|-=Mco9P>>7ssp@FH4p@-kR^-XNq=1R#maTCim+CFw>F<7gFrRsC#` zQG0mXh~?d=@^6fm4+LnVLA<`TKl_Vesu5bgZ?;eC-H9A<<0Z3w^m{GKSn9)OIuCn_1~7J93GpFya$ z1tvoM`LI9_*Lfe2RV<2|+lu1CB~E`t=!Yv}KO|Rh49feX$6S(+0!Tq!Xm|3T$bYUO zQFq-ED;w|yl7gznW}gUaZweUmY>K)aA(?^rwH%4&d!S6DS;*1%)A+Mr&{ViLuVT8= z58DXlty#HS&|25AD6iJJR~80*_rqibbKTFu2G09_^K^#>9zzwSZL!CQcpz{H8@Cd)CwlCl2-KY;>F`N8ZZ zBuKO;HOxjGgh1azAsOCFMpaT0mP5hkc!sC+Th&DM5%v48iqi5F`P$hBur z4FK7Rgx&~(eMIL)U0anE04>Y5d0x2ivvz^t)Pb~&>m!g#E<;eV>HI?A?BfGe5*XVj zZ;csleg8f58}gf;p>Di`lT7ux51KknPG7a01<buVk+_wI_f5u5N1i=(Nc;40SFw#Xaj4)4scG`w)FT6l?Sh5tN6Y5^Dh6YP8VF2Ow zA}nFvn>+u>Z8_elV$^G~7fzow-qMYw?JaUZ;MR3(ggMc>-Kj9;JR6E-+4^G1U3}Ndg#WGPr7pSFS*;4`7Q&6xk&K8{f^1rrv(Tw>d*8|aA8HsA2rKy#j^Fxj%t+RrG3DeHm#B84pTs&H{C2*oE1m}uEA zKCEx}+#NRfjuerX`rc^*cZ3yh62RN)n4uyGyguFa>=!Ys`KF@vMQdWpWP5qS3klG| z^Ch3EA?UvRz4JVz%E)hrcQn*zQC`fYn1NNK5F=`U$5~OHqAvd8G|g1Hg>P&%+NTK7 zsZe+`b5#p-dtgc(0`Z16;J~?vPQ%B?7fR_AW-W@OVPM0fY*R_?G+>Xl}g-7S{B4<7w7w#*&eq+}&kB!r_ zjyns=%OCj_*6RfKf>bi^%c%?Q>L04c+~4Y33qCF$@BfG(1T9^&;|a?$2CF+ zd(MK^sSE*VGR`+|d7~2s*rBWSXwftiqd;J_33(vC(;~A{&N|C?o|k+| z+}YY-h?X4DMP|75)hSRUqF3>F!+%kkM|b9aHhxu@0|~U;=*P_Gp_r70WxZR zM0+8&*-9BAlR?A*s$c_$b}hzQ#6CObsYQpJXoH1wFx_s^c^6lQ+wxg(0(d`pHvVuu z8N1x8IbYi)uuO?j*C~4$pwtk`yLRGKMFi~;42;w)OqEA;?$9D~1*eWNwX^)VK6P->BKanC%aj3(brn7V{7hN0t6Il83&S_rD09 zk)31(b?IVENFN@<(fT5_7IqRoi+1JQ3^+8l2+`k@czS^66@&&5nOF_3dZ8L@ZN2Nf ziXbYsL4@gK(*+03J@Y*g3F_h;N8@GzlG&X3xIS)PvU9D6=N4YjH9-W3sx2$9y*vE| zjl--Kyg!p9UvtQn+GBbZ|vbKli&2TJN%01l5ODK4E;s z*fO1n2Q9WUD;p8v#34YGkZiDZG-5RJM~5~lwZRgaOeOI@m>I`KZ)pQt%EREdmMn;1q*?h7O+fJ3Xr>etIsW&3Gs!>5l%+&08bE<$~iiq!KCyIciq_uC&Z5E&&d@}LT|LOa2E%n-a?fifT?V@MVfeqdU%n4R-o%QT#W~u(GTbdv`iGYKtaVWIu@6N-m;bxzq&H6}y1n*v;@VM}pBX)-Tn|5b; z2hd+Q4jh=_#CeGpDK(G8^&B-V-V zQw`F5x(U_6LPCT;jl1*LLIs6(B43)d-cm?Wy&xOTPkjKr`)NElj2UYBx`j{Kp^^xC z0l_=ygbLXZv5(rZjyDT$lagJx!l{YX_CV0k$S_};qJEU^KV3COP@oo|5-xf*(;YVJ z`092~P&hhWD@)ExZ$x4CCU!4QBapOp6HaIH#ilTVI4D~CeBJ(RI{2d9)uwHpun+14 zy&g1e^Hs4LEZA3Kkxsdw7Tl+dIQhf%R$*1LJiR(K>5Wkd4}|ld`bY}J`#4t;U?*{@ zPGPicYr@v=kw!ScKAP3-$HjF6lh&-oE;2U5#MBn_EA`=Mgi~0P_7+kINf+8U#xVF+ z+yx>j(jx#i68<$VDX@Y>kA?Di_OqNMEGVke+m8*GS>0ayX>~W0fVCdU4Al(_^>bm0 zCUaK_5P41a+c0*TVwj*o3D<@f)Rc;1ONBdmhHd`u5bFl$3(``=%KD~sf}$n2hG4{msT`FHZgkfZ}7yr zl{LZ?hn~@*kBzuFpu14%d94=xt7c}Cw1>tauG~A`$OKIPvxPiKwF|>+gxebR z;{RaqOn&>+crr31%4PA!z;XB>8ALLq&)b?bfuv-1ith!`9?s5cJKInE!!C{8__@iW za9_e3_+X7sE!xkUB4oWJ9JCIJc#(^V`3?;3iB=avqw6`L@DF{yzG*QV@ErkmtTmR$ zV-3Zv{>0o1JM9vV`4lU9tqhsF#r7n$@Y!gEE#ZgYTyCs4w#URRinX)x@`P1)=+RYv z%6H@~nb8+RiH*pZ_4!x_-RJ@Vk0bXspB2+OgbbuKH;5z?v=<=d4JaC?bAGT~Jc=G& z&rzE+oF50AaVnV`hQ-B#_-+UX{G?yq`MRJ*8SU*|E(;ao;npo+}TtA$55!Xh<%tjDl5du9P>$vKdg|@EeorLNJ0Za=3GZk)+eE>4kea3Va+`ido(Dq zF0{SG1F>$$ZZMP@iV!hwJ-_~6`P}Z`30yssr^HZg#4&UvVK&|S@UKP|5r*|f7GoYzITSxrZw?PUjvobEV^B$Wg)k@$($?|{aL9g)BT^g9`zU`WaRa&w zjuG=SLQWlH05q4h5)KY%*&I0n`M6lA4Y>*A;7sf4K@&e**UHyRRE;&s(pLX8r zL7a;q71ak*H1tYS0ZrzeAe*Q+=tI@F@-j+?oJwrVvQwN2Y|s zV^Hf^BJHppCJkFlsW;l@mYUV5-k#w!u>7YQ{OYx~!Xye!_WX7%=FPf39~?^eDpyi{ zZTCY&8Wwa!)pbeL-;a>aF7M>$SIQm%&JII=#;k!Y_h5^H#IW2p16KSpDqm+cs-GLXnhGx6Nzc3G-`;r-9v1PUCuz0W?wio!YhjW4U@Yfp># zoquJYc_R(JZp(C|3M(cLQP#m_);CT5(XcOn%NKFQgnCts@v~U8p#i6gpswb4u=wDdWUbZ>7?!2t37>kU! z47aSJ3$)6i%^MA|MroR~<9lQBB;q<>G@ElQyAr$Z*T3L;r?v9K49ju4p1mfC&lS6i zJNI()szczS9g1b3p?vV=M!|mX_QEq-c8A5MP!se{D$mFK9&xmNsXu%@V#&{!C~WWucRWQK7pW)Aukzt*JH|K5HiOqJQad7oxzj1 zic<`R-h@3C^(bWTk`q$gmb24BKOXS5FQB=faGA@5Yr>__C2?mo{GUA8^6bm3tBTL{L7Dz6pFqPt&6nOk_z zsSFVHkaL9&mUYh(Gx$8-$;_AOw>OqtK5chO_Q^Q^AbKVgA;MH}5K0;mR6#^Q> z&#`>z8KxU}VqJT!%C238`l3?u?stZV)$0zRWZXiW8Dsgr^%s!x6P@#PdyRWP9`G#f zhowbQ=Cjcn31GW-VRjfsZWrleu4Kz!PiK|L8%<`p8l{k+!O9Q29!!(pkBSiyigfT{ z5K^trPbRH4Bp{y|Bi2s@-$egsvk{IYg-H=BES`E^C@F^ZP!e;LmL?mkAlQR&jGZ=# zUyACqQqpWea@e{<{@Up>)Ta?W%dSAweD^X7l5QLyYQ|xjt`@Jsfx6>>yKgi1xj_7C4kDio!TTD^NjSI9k@EX zC+59#wpdB`UBIjGeT8G0ZkxNge4tgs6vP8{otEn~yA-WF zRvLR5FvNDVl9Rdb6h3TUW&t_pyZf_gRqYO*%G@5N!eM~5_*h6JIH6|(7}Vx z1W2xeDn;N`E|)7>CQC=Jpn4VwnpAQI9@NrQBEmvl%s5?i{vzQy~#N6+v4J>PYCd94kb zz1NzVXP%jP?t2E-@w~O-iCy{%?BfzM4VXxB40>qjfVsqn;`MzjY0}*GOmK44=h`T zoNfc_0bah80y?c2i%th|9hVYd0~GPsZaaR+ed*yLKSPgUhJEGPnqI|+O|)o%Io(e| zG~nqJ0JzgvNwQ3$LCvkN(*?4{Jf$e!@S0=X_pYDq?dSsvP|rHn@6XXlPusBE!J~4z zIXa_oWBH=o>oalcJoFKbGxAgYn!?r-?gzzIo=f+cbhZ~34V7LdABH+w?gqE|7HaTE zrh3p@cB4WVVS=!ZobDh2pngTZ)s1_x_P4RTE-pF;e%^y*I6J(zCY#ChRW9R;?e31U z9gNx8F&`vC`F5M{+##qQ;8a`u<5MrrjQFL)pC1WsP@wgl^Dl#WzQR8xC9U*0-J%2s zUKX(r-g2l7bLH0D1w3wX(8`OEZ}&K)z`F zz-@RS?$zb9OV2nC3qs-Hj*hha&#RDe-b&kZdnLbkmm&1HBFtF)x;mfDfi&0%z&7v` zI({(J6R1SAV|6iII@Y{} z2EOUo$K$di&A>w^<$tcn0Q&hT92<(gwB(2CIIyBM%HzGd%=M__oTnM(u*s6Dkcu>o z7~2r91!1`?gx~a1RSwaX*Pb@(s z@Ji$WD$vuOe=E9kFY014Wq4k3dm(gdiFE+_wLQpXHr!jV&m1$;&y!$1yza=dl@CLF2pRCe zQ+jLk0)Q9dKX3{?B4~-s@)lN2M8qI{E3kC{{Gh&91_AV{`Vlhxmi`yRs9}NQk6f}| z0D-A$#I(jQ9?@;n2=!d4gfgHuP3%jc2>v&A1p-m#k8T)>ZD_X=k*M6mT3;5nWl}Me z6jcy$It43$qi63Wy1mEt;r7MWq1gtITamTSDl-WXc*&Ghj7-8nn?y_`5}=_cQXR%& z)KW~YG<0Yg!GkI>E%XQP7UYqtFsvy>nAqH)py?R#r2t*CoaEPH%o?cyZ|u3n4cpMD z3d;aaqs1uN+}Vg0H~E+FR_i{Rw}d~rq9W_d=%ZEIih(gRI!rqQ` zW!@s1mb>Pu5UNm@(PkUyxY_NlWWn2@&!C}VpMJ$D`6jR&5`2Tm*+SgXdeu1|Xwiut zakvJAvi>QDdoK>FW-UxpJ;qrsYp1Agg{}*IV{dgcX@{na$Rx0j{b6mUk2@$G3O5mttjosT#3%(5 zR_>m_It(TAh2zIElmxAA33QBP8HacrNCZOh8i&GGKrqle=?JpJ>6zOK!Eyy%W=aMB z0HX4I>hoE5ts244%gE+nGiq`+uzf0}!|dbXHh>rwOcZWO2imUP8?n2-5~qb%mq6)4 zVV$#niI@5b!*;=RSS>hS+%~kbWY48EEV$_aHE^ZA`_xRk)}K@e{{^B{UYC0pilisq ztf|jqj(zH46A2xSj>cUh%Be#>q>V%TazA=}Utja^iDu|@Lz^AL@f-|UGC=mJsi;%> z4O$L);A{9@9EcPDK##-t*+{mGHT_Dft5n%-&M?i^ki9U-=oJC_Hw>V%q1XJO$>lLjlj_pYLXTE)qlv8#o=iOI zMz<$TZr2_}A^E(pZG441wG4}3M<0x|Y~CUuE2Hfu3x|o?@#)aNYkNIN6XYi9kFR*J z(~T0IbrpWH6)M|t-i?MEjHJdOGTzaj8c0yAd;9}sO6(bwlJdH&Ujis3J}r!ARF?z8 zdARe|_d9?N;n`2L2A6X6U;VgJ{>dG8Ay|R%+j)pQK%p1oen1?UpV}EyyHk8LNt@Z#3QU$J&6Bh#dWdHK4m494GC6atw_73c#*ep zWtl-P^eL?85c@7toZezX*$k8RFW9(@;sYppC5&SOtAi8o@i1NErIICjo)!tp+%s5l z-}Ye2HWLS`)@@F{l&Aa61~N8DJT{dz=o|2z7*cPxs9=;|4j_aqBO)33yB`^?U#8Z7 z>lS`9;2vCuzB2fM@6q7F%mq#2-zb8gFoS`8kyW&?XGo*wb2fs9|}rP=VabXYImpL zre9rFYUu&ATm!u_6FMUewpN38X7a1HH+ziU4WEhW9OZ;?&TgqF?QbrSX8?{tZ=V0n z1KgjAkCE*0KM5Vr0IBT&QZpP@W$@FlwvHC`*^4E1ght(5+RA0)xJ~zlwA#(N^zAp? zM{bw&GrWJozV+6DpLYl4|9(;x<;)r|W0rtQe*mk<&l|rlAjETyp$k6#Wk>bW`hgJ5J z=%hvq5yH2O_jxi)C&dksX8zZ-e?bTTD-{5qPd}Yq%{8>D$N}FxSNR%^R4C&*bfs)+ ztrl4OL!BZx3>&C91L0Jyogvsh{mr+Cr|eoJlKo@;HLh|rKlJ9PW+kBb4U6#rI3yx$`F zC9D5lJmUtwMOHES`gdgimm&T2xD@cLeC}t3Y%)Ust{Y$YC|{AF=N2b=fSO^g_x%6$ zro|pumLD*Ve;q{ruS<;IQ(Ea0af4%g3_6+zIWJ5>Ie^>JZ%TgsULHVD4;n!ct$^hSj)xJ^u&!_yQ zYziDe0qIB_Y5yv*D4-2k!?VCa-G5gzJ)mYWOe3LxmDn@N2Q?!l{l+f;T_Uw^NFP0| zf|zeD19ZG+OgN3lzm%c_jA_RxAW$pac2_sQJQ3k@Tg!`K&;yWL*MXXtIoTAzcdCx` z8fpGflTqk?wrpt8GvsU&q_bs~-dd#FM>i^o4R7n5EGA{@tIbI?bW7T4EO|c#KqBNO z8svLBDQ}xTu(KdMv?TLa!fTNGlTaf)k>Ig+CcUo%NM3kKl)vqJhAW4AzI`H`tJGhl zzP(+kK*;qiBCUBpp1k)lLW4{m%@Y6r_KH7hAc_O%k)eC*()6|?C+*q()4I2t;MG;q zu48K2Z;iv6G7a6Q*(RCwhesWXfZ4K^t?8!v>mCUS?~wjU)FPZTkpyk5vk(d3KM6K# zFhHkc_SsAMlWHko;g#;MOITxhY~IK^Ze}|yLZcUa?r5&j$m0Cn?P8b{xw@>@_oMH> zO_DY|6AwCZ=y0Br3p$DKVG4kEo!b*bLVKritLxF59mT5qhHj2!`tnuUouH!>ly_@f zljrUtbl%NN={2X{Wh0V%YmhFlntXQ5|Axz~kD#=#IRLWu)%x{m-BT@kToYhPOVTAl{-jif zPpxU!XfiX9&zr^Qn+vbc7%9!$!4(Mp$z^cvwvnG6dGrigyM=sf&o1Z`TuRn1)vkCKEs}@w z_9wXG&4iN+z2ELa9eICVjoFj%g=&c9tGLD8)EKMcK3h8Z(ld&i^rA$RxK67Q??J|~ zOm(&1#8t+Yv(k4r`_Y^$3p4e_pbE(jL>Zv?v|negXzTcIHr8+ zX}mty=oDtQkID4WOKD6~x{g(zhkI@<$E%v`xHkX)f*@PZR^MCMplt9~uVz~By{cNT z;>|^5p8NVz&^>4Me(nf+hrcFfBSL_n#J0gZz~r!ef)b&jr1?^hZ1+Y1=)e`=6)=1PT#Zzc_)(-DsV z?6y@5Atgizs3?*ZIi}&TMrt}H9V|+h8}0JehZVCB$;X?9C7&&(oR^(=(b&@4WpmPG zWgaOsO1gK8wu%dD_}n(J&aE6uXPIs1czA^pdFvF(f}6ruz00J*bp=0*;JPbfrbq*2 zw92$mzRmMOHl1$*pi2q)`|`-@F6K+Dun;5=u4>y8goao4QSQONHi+LBkx|Ig{weXA zQ zwn_AQo8UFP-aPIzceh)l{!Ug4TG;qX6yB>`*FuaDoW1$j@Oyb_dP2sf~g^n4IAT%^w>YRIaMlH?a}~V{Koou(?EtSwj>VG zqqXLtl5ZI%`djJgGJ#XG9o%~pm(}K{)>M$rSrAYJ3~*hvIp-c9th7?qA3is&32}xm z&zs7DD0y4`gz-Bk2D&0a-0zkzR@ZJSV4#TQs$RQ+n1H-c)IZu z3YINm#8rsX^KQ7r=S!arnld<~dhawF6>F8Po`!$w5$(af-nF-Tv$ZqbB#k&KVl?wZ za#I#6-QyGBpCXKI`^W9}85bOI+RrZplECvUlRNk9`FeR6Zt$H=JKH6+n12E7E;1P& zgt~7ta%Zv76C!>k4{U8+pl}gnpmUxY*(ZC=;(HD0Ny!m3_!!^8OQ*!Mm<|jL?NZ0# zo^yjLu#=A*!!Y1_&d}Wq&-{2o@917o6@A27w_MQHlPjPRpteA!1A>y3Lao0cD}HZm z%WxPnEdC3XGoe}crSCo;`1ew;Rr_CJD}WLV&L;~m`Ny`~I;0;}L-BT0?C;E&ZZ__? zVmVN&y$8Rl-rq3}C418D=N8SKl6da@tWJn1X?vu;UWRDZ8Om(6<#6c(Z1{J>{#L(D z_HXfQZ={GN=FZN~QWUxtR>>zD@&_|W0BcgFEAr58+l8G?FW|F!)|V$_pIGGaWC1=& z<8zPl@R2Qm&+NKU$aPwp z7Q%LpzCEq5FkYEu5dV3IC*qGLN8y)+wR7ca$q>xCUF~xFxc`Sqfip!gxvgq0mGHSPv>E^TL zY*h;xBe6_r1q!*Kx7eih{4?WRujOD@BxXMtY`>i)F0+$H@cz)P7K$5ve54nGC0kXN zTB$sX+2@`=^_pOa5n%>^gA2^pDqM;=%|}ASv*-D4F|#M6&(aDn7&rVE!WVqxvZabn z@8)=ID4J#k$V%9Jb{6Q2W2Z<8Lp}t7w+G!%f!<+e!*f&O2-`n@Visn;%x!)XSRq+y zOm`Q@K;Aj{NGs>UMoB`qiTZT^TiL3E^kC1)hWbo#%+uo>{9NqwZ7duP$s3dtol`pe(AnCcI4{ zl-bCqrQpJTuJWtx{i<*09duk(Urc5@$K(yf^}q6Leu3m=3{0Wq^d#-?P9T4OJ23tN z;4d8K$c69BsEk)MrTNTJa;N^xI+n*}$`IJmo7~=5l1^ieEq(;qR3y2cI?mlb1$t)5 zmVJ)cGQdG1Io$gezots_Z6-*jDp(6;uG%4WsOJ6P1i4ZiQ^_}L%}<8dOP@a34USki z(xS$Kp7cn@pE7km{rA4Ses2{i;`~X`=Fe`vy6T&d5>OgnogD3M=)WDAW_VL8R%Z|2 zFe>+o_-iNkbicA|l$?ni&?+JxL=^}0aVys^)GG<#F(CCLQmOgL!i&<$JAll4n<@D% z3Or#y(`z|h$N`K^XMmo&S7IxHiVjqadynCK_H(2XaZY)Q(hJ5kkT<-X4}$Q`=d2cOBsLm^w+Uu;$( z>&+ibu$>iKQ>wl0Urf|@QKQQNeiLhgjOp*`)iXA@17DeFTE$oV2+9H3`ZkgMYz+#g zABk`@k|JDvl%5J+X*0$!vo5^hK`UTIdH7QiIVudRHrw4AVVRC_FEJ`)>Cy^F=I5a6 zN;_H`GO&!D2eNg}JPI{k-`e?Y*K^<){lPykKX&UPL>XVaMv0dxX`@yw`yvk-=>mdD zcrwTC(4hh}~kqk8hcdiRjF-bgP`?Y1x}r;U0P zXs!7BL#qv{&1d2{FNKw}+WO{@qtCxb#rX;j&wsZ`i*!-k>e+@NdAIEM*b&iJWHzG3 zHX8A>Yune<+#$S=k&lO~Qv>wlfjr7cjTkD(=qon8{T-5&E*&iGXVCb&*=5Ry;g_`N$6xsVU1=1ox%-bhf z?O}OOT!frCHi}ew+JaHsSKD3J%AGcoD@B+Hros*vx|eN3Mp|VJflSWdVds3M`A%$i z)Mf6edfeYsfbZ9NV_OPQ^tu~*(d(nOC()K}5Kr$}r~rqFdExP0`N+OOPif(QTQc9= z9vZ(U$i>73{zW;F{hXg?dd zgN|GH8Dm^I>`u&3@1ZwepOFd_Mm#l20ll%#3&IRGY9K;O;+8k9yZcN6WM#7|>hPFG zK0qopmZMnUZaRR$J3m?QzX1! z0Ezqe2V#|$2usws@3aw#7Hsr7r;HcB;V>sO{nfQaCm9~=xWTac^Ox%h-kc|mr}{p{ z(v7mU9W+u8P)lZIxDdK!ydCz!gHYEVkYi}w`TyF^0DY=xG1SmOPR&3tc%tHGfatJ1 zf>~Ffq}D=(vvXr_PYnydL%z7z%Zsg&BKa%6P{s6HJ8AIq*JZ3faLelr^3^UC?|BHP zQTHZBDG`7xcU_F0XXN9RGww6h;gc~C+|j-Rq>H4U$-~A58NI54(L9tE}$N6 zwVrPuRI*Vcn>p{hN}C%b)8utd)|+xnuI{$EN^rG! zD{mr@0S-~0^Dg%g_Xe$h9i4%_Brj(C@hbW7>|elNKa= zIF<{NO0lqJ93neC{8gBMR@s$!uPp(JW4ovKohI;W#M!~+O!nS=UWB3fUL9yaXdz9| zvzW(jA&1(C!?Q6RXJNgKTG}MOKF5GpCthtwHZowBA$i~F++DJvtTvbS1hnL(LwC=Y zEv!kv8Fe1CeQMUF+ig9!BwU+%SSLcX@r}=6r*=Mp$!z2*Cq?Gkaw~VzB&&tEwST?< zZlNFbd*EUT7I5t0eGj?n*xw?Vsn}ewM+1o`$zvf!_yYSE-Xh^)#=MtinOoS)(ojes zGT`1gXfe3jiWLqs%1u{k7rYc6hsaVkp$aQ7aa$Mp%!?)XuE25v;drm8KG}I(D(aXm z8&E@8t79#4N_Y!eC|spH1oBsqAw-d%R=|2DuefsWI7;d03BMn?6Oyxl=TUD0{LT`?S=K0V`AMd{Tc)~uKU6JU za0kc=Bf41Ot2{en8VCzbh3R~%(Dz~c5U8?TklIB|Dk6;LW3nz1!2cX`UfpXG_i)t^ z(|qIp?j#Gq^#$K8WQ*nh$oX8+se^^Rm{KH6tn|Z&iG@grem99HvY@}`RO@miDYVYmF}eKeki$%R+jBugxy45YNbb|p1{lbySvMa-Iqt7h)nr(Cu)SJ zf?;?YeRzj^lc{$L^byq#r2qr*WsYgZ+q-3a1+LY=SZhy(CuP&Nx2bgVpa@XP`mvn= zA>#v*I3^b>SSScJjb%V_Gu15AUw5tWbu_TpIpH|4cQA4;`b%2Aw@a5UW9!>qC=m(c z;y=w!!(!=f;*!57IKN{^^X1n0h+ z>i6kHu_jtAwn}(F-xbNIVu`B`a2u2mFPyxx&H=4gQInw||l9Znq}yaLs~{d`D>5 zBU`FLKmD2=tL}*(u9y`&5a=_!lQs-J0SQi?kK4B#znecW@XEM`fl6lMqbOkd?<0XF zd~a{DcPc_4J?mU_oyT%vStWX2@Sfx9UHmBXNK;C}aHZ*bZt*Xs@2tx+@;`CIJo~$%RTap*(lOH={*?Tdo8)iIDKi-=w3kthquGpSxWsc zUgEXGESkrw8Rp&ddA-47xm8Uiz6)|J-G(YU2jx?Yde?S}Yqlt{WVx+~@v9C=r?EPF z6C^y|E6~y)n*2)J6*`{*={h447^~Z(Yo1sB8pmey!6ESp^7F0nDNKZe)pC#boKdS^ zt;=@`p7PK0H$FGyl6pF(XQBnP?66+tm!NlcOIh*e)_tGL%l4ei{mbXZv0SbX7UJ}0 z%_Sd4w`2QaBEyxR$7mldWFa($a6yr%JUjRW?t(>}x>2HllH~aJIb$ffPoH34=Ik^! z`cxFOp_(I!Kl$cXxqJ8ee^okXvSw_IuBYGeTPf~D2q3LM$;C{mlgCY=MR>zR_woHa z0Cv!PvBAV?_Jjyw$ikP25_#D(UUe}^N~Wtyt!zBSVe6!&Pwhyakn_$aH*6oT1&X?_ zJmBiVyr2Kc6Kb3#GKH@fT_+#6ZCsSwm<`GwmfhPf{-j^MJFfQh0~U>cxg<`B?+`+nbZu;jMxSUi+=sb6U^5xSi`hQe$lHKORSWRx0Vy@?@MW=w8!& zWQ@;*&B==CJdT9{Xl}#8G-(rqujlifbNm0#$KWUJP zAw4dtIQjyn$YJCM2p2(64{IWi)bM&BB&08*dP4l^CkXF&g3l07FpHf}tq9!=fFVf0 zuRk|TK^rwa)Xu!wfV4l7>k2A5Q6xq8a}x=AS^AwI>L%^BgSexBW1KHCwsu#8L6tpi zsG2;%_9fNA4zFJ9$Ib88>P01;{!bZCK&TyYDnmQ~wd-xwS;sn^nzTG6jSE4*vdUIl zPYOg=ry;G0YjQYrFW`L|U%P8fTv+yTbeMuOs~RCJ*qo`@&W&d7?5>>#&JRCmY@@T<{ZNe)(z&TybV7e8=)M)x3|WOeEzYRvD}47Z_3K6( z_Vtxs2ry8gb8z7TDCKa9JYDAw!lwt8gJTAh5|DX>5`VjQn0#gyybV+xtvIkY_1Jva z7hr?RJ50mLn6vk56-(y)7rwy?W}{__S+S1Zm<_{*=FMf|n9W%aQ-GDe$h3SPbt&A- z|KtrVnLQ|a?*6q!$l9$Y+^xD{={ezjGJjE%QrNQf@V1qY>#_+ZyxH|NbalNTdzb6o zVkkkKZ+vX2%=K5M<1}%Kv8AWxt@F@QTkww5e+))1VYv$#bqY^UW6l)40H|O_uka%W z(gM-xERVOAa=&3?_hEzQp*D3&odd)4d(%EFAov)i0fLVqB>P8Fjg)qSAFw;(2HiUB z(C|Rh@ZMSNAgV}%bFFx@N;*UVag71b?~YME1Io|eb(1KXudGc~Q5b`r1U!9k-FFjn ze_&RUzpw`SupbIcGY%E>S>;g^ZT+uST0gkU1l=Ux#M${lsT2k9-(2%Z&vr+2-V|I0 z8k{|f1_zTJ?IKdUDYZ5X*-Y~a1PnY%tiw|o643Donfz8GOs&_^4dek?5>2(2J?vSi zCg%CkFaquv?1(`kD0^R?CWsd#9N7lUw3o3=I|FB5?o-^8CObX^-Ik5MJCI?ZV7bL7 z@Y3bvxG75`_K6GkrOPp!13(^2*S!S)q|y0erSYWcP^td)r8vT3ZG(5R zTL``+K{p(iKk3!!D6zQWJJw7Y7*Sfeamx(taW;~ihRmC&iSQUb z?R;*}Dvx(X{lgN~|FH>*$X2|~TSgTyaPT+Ec6xB_I)R9NE2O_6Lg3UMxf})GPQ472 z1QEbOx^4=tcDUz)(rv5)&CEax%}BQgpD~~Wku@t-tPI*;9=^X5oQ7S){po>DUZ_;{6pt5<&^gPfk_bGf$Vf_dMl) zUGBi5VG?kJQ^yb1@R+tBlD!|k?U>s|FgwqyI(o$}9=d}_I|u5CsUiQkEC|Pj#YW6= zDM*+O7u`BJ*0cE8Mn_ zHeZ;3Ox;2ZeL3EnDrc25m7(KVLaEjI0bm|0;5*T+wJjs7KB{V|!IFslXkex-vQ2t} ztqLaLxv%PD_59&~cbZKy^uq@SyG2ijNHKH9~kc zWp>I4=jS(~uu`R>%i)9_9-Ev2MFnbB~f++~aF#vEtq{GQ1?Q z!8Jlm@)ZvE7=DGTKwMX(dV<3W96_Kb&}~ajLW_{~KL!77N8@>}F^g)M1@iUS7hIcGE^MBa=ttdak0m~q>rhTYiveC674 z@>_Gc%;h7S+#A2o7Nx6;pK~+2hzj`Nzl*3KXCYuit%6sFM{q*TylqTyZ~UJK7&X8J4|9>4K(=|gr_Gu%U)xFH+_HI<5Y2kX3ge@`chMop^j>s`|%_pGKlJpw2h^}FSv?(2GwB5dm(j2@A17v3o} z+8YX{(F&?VM~ba}`WkF8lU~w4H;cRL&F8`wJc#(veC-;mhR+VP;!~ zr!@;zM4=>$c*}3vE-o_+pkXR*)oqq&c)OwM%Lo^`TpGw5*46tgz!0ZxF4Fb)e<{GT zPLLf{p;-mVrEPLz{C(Oey#Frmvbi0cwx@SVW2_m9FUB^-th@Zi;=^a6)qL``gDXRJ zx$rU{DJv;_ec!|i(@kM7J!ZG#)MR^p>XqgPeyF`rc*A1>r(zhc`lt2vk0Q`^6BbF6 z4X~?2T7ad#XsdVD$PG^U5T{p3|B|@t0VIS+kCi>uFj&x#VHxneP7?Kk*fPPk5iYN6Q5?@= zwB9}^b$YR&%j;8b?3IpEch(brcGYoI7sc%;HRJO$4{bP%x%!1UIaIz>`(iYA%)8Y* zWg@ALePv+OsshynS7^A#X8h9ITfjlm&U^QCp~Y2KXRa$NM=heE*^X zA%^=G4-4W8j2#?tb<#HO)Dn~adg3){OD0miafa=x4lSW@O=T&U#Dy%JALaqwbb3sk zyik;F2VEz9q`xlevw7gW5#uo&GVSyXRh$Ll4eWHgl(qlDL4F0or|C#*rWa~)f;O!# zHy`7>88uFn6q*=y*wgqFN?VFP7dJ>Ku8NlTccakiT|^$JmN}fk_a+FX=<)h2>%UzN z$&Gx@;J+pUBUPShH22bI70c;IUu?_z9wVDM zZX>tQe-6z)HPS_VM<1p@S12|D^qwAj@@!<>(8qr zXUKiC=*Vqh9|5cfNSxj?jSHU@8#Ruy31l0&EL0Y4lWq+cY2Z^j>_kFbyfki*c3JH# z?2pwZHhxF;#V+8QBp^U$d&x)Mb|6ug?HYVX5sm3<-NrgyzZHEHAx<&v{piU7O)0`P zc)dUXq)9i(Zx&TwYK| zaftJ`J?FTP<`id{Vti`VA!-ph}&Os5tKn zIV}kuO?8DHr5{a=+bKA`6`4mQS0Jb1t1xkf3EW;EFbQj@Srpec5t0VKd?oAQQLxJVBV)7ogbIpFB9{?y|Q^HJh5mKKji z_N<-fmSNJNq2<~A?Xa+Fj+7wOl{C&pJ|~Q`Aw^jt<$Y|yWth)x_M5Gl!>p@RlTT^h zbNPiy8vHG*9SzlSv+7Kn#thSZNI)M^6zS4(>oW(NeEa*RCN^-yt=+^YsNBo>_;rWD*IB{QPO83R8j00Ds4llSpHJCCx-&P2Coad zObsD7`gZfoVfCo?db6d2Df4WB(-EIOp*@lYu{rG-?>Ga)=BB#j#|ohsmnQ{wyVhj= zZnBBI-lg*nYOqZyKwsiicx~id1Bg^3hh2z4)|{rlZ@JTzIXa5c+EZwMc1gWGc#OuN zW&F}=-PYtVh~euY=1zF(3kJpdrw+^tO)1#tcVNcyZJQdLqiHXVr3`J$I|~Qk=plYZZ6Iv z!(S_)L+vcthdnC^y~BwZg~Pf(3=t#R-Cg|vx?5;#+BwS?&jIetH~v<;5gKYf1si0{ z-lAC+i~r3P6$)gy#W2FM6zp(*Ph9A2t{Os3S}%B${Q))8*FLy0DL6yy9Wpjejhv@@ zD=$yw~LF_hx3?MuVAa;V2Tzvyhq#} z9OC3RL89=pQ0ta^1Of`7F(;N2T4Y{_&MEjx-&X_{lwP>p9jSZBu@)jL_;ceHYGbUU zg;y$;OB;Gr*)l)1k_P$lUSATD!MXIz&D}z`3#%h{s)wA&AED%W8|QXm0CSF)nn(K` zq|4g(#7`F&l5wD&z!Hdc20_!5H`n1_3jl6gUNA8DXG=lHntmfKBzxq+O*=Y2XdlA>e7{-qCU+99dss-7^HqD_}9MsZ|s_D{M~biDJPTE z>4pfGmd0y^j^8Og^Hi2<;n2h@)LPdHGXgz6C7Q@*C}}!yLVfHf;Pdf)N)7Z)sk3BL zf&j}-<6&6XOY4@z7p%oCnsnyWZxbNhm*;yn>N_rWwfbz!h?Qf5G$Kgmof0&;P=ofcJi>ywXCIPDcGOsX<#2G8n}Wur?UWHPn)xp7+fA zp5rOOkM+UJ<8M!=^vORMy_P~kGWg7uItU%Q&qgfAxM7HVa55C@h)HzQW_M-LxogWS z#!*~gjRnmET8+orboxDj{p+v41DhiSUY&1sZgS0LR74UzD>KUv%&BJn)o+|43hCLK zHr6PLa@Job<^R0EV0?fsOGd5#1DF2$rO3nd9~4*#y#I%N@$gv~iSWxxrq`)nvuR#; z0(Dh$A7U6^B((&#CS0SF$42+ji0+ZhWQ(NgaCnY+Fg^12z>IkUt*sN$>rLhesIi9A zl)u-xl`fW#?X#-0=LLF&;d)tb5!>4LiGYjq?q#OYTB_}}AJvf1*fvRyWy`Lvb&0*0 zLl&RPUL-Bnm89U&%gJOjv=Z=a`dUe5rF)1=f|rY3Z^a zODjW&7YmvR)sPu}8SS(fTR|sNCWdh8F#IX{?b$Wc$x-8BK=$ilN~IAdcn|Sb-YokX z^5hS~M5Hfp{Hl4F6KV2QbH<@OKH+HsEa&Pa1)7+Z#|!TQ23WnX0N%t9I>p{U=qdlj zh|B1}FWz5pS)}gVr@8@Ji$^InVpD`{Pa4>rcnPCpfvH+L}Z0C!1sZ+v0S?F|u|oxl@!` z&K4T_7%AX=zYZYrdj7iN4%}3-Tfio}{djnL{T31~7dAD^r(tV+?G*FGWPd_ULeujq zn_6o{zzV7yz4MxLdsPg`_)~HF;-UoV9FYny$8wZX40aJCu1K$bo;AM74LY%&kzq>` z4r@S*RG#$8)Z}GOWT-1Q<7&9rga8x1g?(%PINg=v5JT&327jy(s-nAM5di+S3Uso2 z)x6;QvixUef`%cTQVOPmnk1v+Iq6aO=VlA#!<+3NH2G(i#JlJv28+a17eS4;-AeI< z$MFU)7sI#M(3e~z^mu&mN_41gVkXGOUeIi)7rfGAgNT)a%REd7f#i*K_(t~InSR|- z&Aje9f(^sZR6Hw`+;zDn>I&&|UiCFI7=Xuv02A{1?-u^+8VeCNSO$83C9jF6VN?Ax zC@jtUwCMTHxbl9))`Xs=&|$EiUd;+({#&*>4#IZzIjPbw;xF!{c#ac+3u6g zEU8tOS-XXW8r)c#??y@;lJ+4PxM`C;&kMA*`ML9RLFWlX&=JXRE zXCTOf-!L<88yG^KXJ`|KQn14v1BrGYFVz+8WP2<j*snE?V8E~@}(VXFskc3gujhuYbVu7=< zg;qm-#qg5Y3xtM1OW|2J^^h;PTaC0WDzj%5`otx?^z3!lcuunDkk6_|L5%QSC>2+03Gx^-JIKOe4 z*v7tcjr)pA&hz?`kOH8h!1^2U{E30(_l?d#*@kqytgcZjvs^m6Wv*N?)n-=Kt^xt1 z0O=}|@l#r9}rq)$2?b6ui_W-=lAXi43y)6ox@)M86);RI$vCW zbrB&v+#6cd(68LGH$J!XGy58i^piss@#ZdIOU7#1SG-?3mZoyt#bOve9APilc0>5> z&M~n~hJK)*9?iYHU0=E08|~kSAoX(DTHZU7sJlKb_SgmY&)V^9txq`8%6>{ZN)lf? zAvas!q$M>uZ+_&Vtpnc>Xxoy1(jc!X7oWa5@bxa4qcC3J%D^JRMhE#LKwoNo!GZrr zJSi0gyU89Ep}?V{t{Re6*sGJtAMa86CYM}#txXbxL@;TqJhQ_q?QY6n$EHV{^<~v8 zecz6l*O#k*Uc?5}hhiRz+rW2Hm7HOa~_VY4+(^6I8VeM--2~+kw`@+(VsD)SJ|9 zLqZMWM|OFg1)MhuV+yY_UQg^URC*Tc_}n@V@vy=x0o1PL!UUjh^oz{(>w=;kxwS-R zBFKhhyK?&LcDTV46afW>g@aX%G)U8{V}{MSoDdz?g_cQIdCj6&AQ8D1c>G<$40XFG zckr_U#tB*Bgi5HpX;R5>Et1Q<R^F94PszO=!> z-w5r$w?>Q^_;3>8{KECcC`od!jhCZl1p>6XdL?WRTYt@*nzo{pf>(-wS^9w1fgiR7 z-t``{o`hcBS(ZrYaa{HO44q)CPu;1o^*fi2uf-YVDA+oE;`!NWv*#XB+sS1 zr>_cnfPRmfao|0A+LXr;6LXq_iS#w|uSD3+$pj@$S#@&aUA>#9jc1D))>_Pkhnn2h zi7dX`WfgZngep6NuAdnXxxyc;8@F&*A7GPw}uDiiNoU!2%z3N2wYjO`f1bvBb0kuK# zF}Z#{j_`bO#r#);Q(YV%hU} zW=gK0^C%~au>{2%)F@!_QM4Vh|H;|HV#y4_8@#S@I^`Gr5;kYc@NB(*k+|HKus4xu zR;i7(ZVA>}_}>H~@xbGJ86Ob)Zv!=D_5k4kC0F0wf1_9iKhPGbwj4@1e_QQ;Lb+cr zdsBehU-L#Rz5Vs0e_UWb&^RS@(KLeoEEgGyx(CMZ{60+ezcDN+GJpglG_Sv{?;m>j z_41i3aHCPzq^)Ovv{B%F5;(BZrPnq+sRfwoT>pA6fSM@%G9+!sij;r}uY`JDJc<8y z*FTV6_%Eo(QWd)tV*HB=V341w!7%_b{?0UP`mZzd$%1Wj<);1(db1`h-Y?i$?PEx5Zwa0~7(!QI^*7VZl1}pzZJUZ^ zcd{VPY%sKkcL8(~?i-L%98@}Ni|Pu9=mXr@x9<ZiV0WpIr_2Ihn z?gCSP#pgyJe4Pf_g_e`bVIvkr;=g^jn;r)^_|4BZ0HpR8BD|Xmz|$r2?u71q(c(Lo zfyC-=6!PfUq|u0znQfVVU!;JG!{N~iEuY!FEU$8-x;sNeAK;2|<;W>|eYC)TXnoa! zlwU605$>ZAipxx80WV7FcoClgI0v#s^SX0V*<1Dt2ffY4*K)h6QGeVm+8Ry~wUEV! z{3Eydau4_JBSi^smD;L_W+m}{4sSn|l|8>0ZR;+CB>nL=`e?p#Ur#!no80%un*?-9 znR{ANz!`p`NmQu;=%~Sc&Yy|PY?t$3eO=P)P!-K-Z?Zr3ixqqT3(rTI%wK=J`#FR! zGIvn%*4#C1p(f`%CW7nkbY!vITHa`R7SfM>u^tZ6ZE6moay!4Y6>0pZ%X4cBnf(E- z+fL9Z(rX8RQL%j{OV;Ze?*}cF=Hv0WNHOb+F>L-6p}@g#_{^ZuNcJVUW+G)EmY)1e z%Ewwq+kXxiB0+e+YzB1VFM6zEL?rO-jmPcYz7;dugjXAFdynLtGBYJA22-aUF4#W& zZLfR{Mpss^Tmbv^T#0Q;a@T9Kb8zcprBlD0xp_cZgklMiy_So>E{mtjx|)&2VwFC@GrEHrz#0}%jw!|&E6X}$7A&oURPqF`^$;uebbRV$K5tc!ZP*TS-?4| z*y!udaEz#QDkqg>!Y`D1VIk_9G2e-D0iG7T1HN}hALjh;(}VlYJIDKTUrw#$zfUc1 zGI1h2_arie;4l(zMzr>+`if1;eU@gq6LRMqH;$IjLKnb^etgg$5i|N&gVRMSrt5O< z7mv%~qXkWRi^SI9q-W%cBVYz25l~yoBivwY*-WM7{us8hTJ%|-%6W7dh&jcG&=CAC zJP3H@R5~ocwZ6}MAEnuXndZH2m?Tdu9;^Ue;Iv7QV#2H?bTNHOq+od=fr5y8s zk@MY*-AfAP9e+I&Gcjnc&=1-kyl6PS&UfD-M9|Ay#)jGZ-?DdqMD?3Ljmj3Cc6%6# zRtpn^-iW*yO5(d@f>18kekGnkpT=9(#s|?NbC>vHP`ad0o|z*Fw4b}u38)1OE|q0G zhhla``lCpjW+%r3(v)ZsT2Wu$udLpPvl*nP@AfR+d%UTR0Rz(GepH3R03KT%=ghUZ z_m8<7mk7LR2X9+R!F%hI;bO}Js3K&KFDz<4O(=-|nl5V4M`8H`n;cl^9gD!K(! zh`EqK*lt7J5r48jsOCkwqKf46e1opxMrfs_)o7=pT5DV;<8ImSnj^mX!)1Q)=G(~{ z;a}e+z1|-VYeW`Q$v(o59v%i4W^Sp?c`5wQ5ycsi-&km?{ z?awR0)ArZ@<;^kD%DZy^?b_p};zL)f$V#{Lh7-gJB1W?{hQFy}wQ9Q9?MB2QgJ+c=f!$X`Y|;?&wX{^N#IkdJD7R zQa9EJndwYH-fr5-QiG%;Gst;AFRz|Yd*%2V*E?LlOX)!3%ruP|JZKSK!*}+%2Xlc8 zen>ulG*Zjsad?xU^NEtcQz~V;lhU6HUjg#0WZqWKEyC*LTbbgwBHpWC}3J2$M`s2e@#5x zzd4z}WB`4RE%ltEGFaPqf`pivJYC!`{JRs>jw>)bCMx3jTN=yB&2n6~gUgqT$I27i zS^5rl;3w>9l*ht-RVW^hB104S+uZk?-_0#f9c`!&c*OSmQ<}k;G(`z#lw%&z9PQN& zz|J2`b6ld3Oz`~f(4R6%$u+1hMgU!VGFRw6l~n_;7$IzzwvSrh~R1W+9q2Qj}xTIE1VBI{Q zG9#^jac|*llQKtbl$W=S5@DQUON)WxBUsNhyaS)I~5kQn6`82bc7Vb#4E!9&f!t);fl?Rq8E2b7Z{yio|fs>6kS(-W_O zYn8<2+^qh!>cHb}TgiO=t*J7L_7?BRY9mhw^7h6Z*1QU z@OzY}8L~tazUw_wm*dkbc6A0q&t?fl&svca*pl(tJWO4v*x_RdKSo>M;tzu)pAMu_ zC`xg>7pbkdzl*S?w5$M~3U11B)9A=HQr{lZNK&y5I4CD=c;3(Nj=)omYy#!y8FjnO zAsVXn-ycle4GuCypT9~ca}NhSP3C>G?acx>hcKFs=gi5uMh($j0xJ6x9=TGJ_u|EQ zJeG^s#TfZRJR2BCfMXqXc2DS}{SQ`+(tOjRL+AYD6`QZTDp!T1TS?=zsfgL#V(wt% znVVMxsa*kY#ugcQW*)xU9gg=R^lRpxqo21w8UQx$wCANbNf~Y0QF=Nit3n^TLnXBD zI^YIgdqkc>1QgWY`WlQ_(!{rRARX~WTLFoi z@$n}5{%EW)Wd#nk+`8-D1)I3k{7|+f%JVOIfC%BG8HSbA+hWK1@wryLgaftK?Mu3G zE%&?MyJ?C|FkH%-akS2L!DtB@A(DH&u#*9yGFm-_>RyPz>RZ})PjZ^I>aOyIQWN|; zAv}WavVk}@sakMYL8biEy(Ji%eRRe}_4WHk6_0!4;_z!DJka6>E{S<(GQuMpm>izL z3_jlA-agS-5AF%Fx2LRb?2*v*>&IV@Wb%%VDb{6~ZO{qa7En;OZ}?&;UJ18!JHjC- zW|gr9JCJ6xL!TP0K0Pi#z^I(i*p~(9x$3d{?ccUc+o@V2oX|K~3M4a`qk;EVh^*Cw zQGjdSLocCcf#Z{OW0(k5mt||(DN^We1J}F<5$g0jem_SW+QUM%*|C(oBjJf=FaJB* zhG9EpZsbr?D#w-EUjgdnUA}K1{n8W*oLdk9cefbL!eTtTqCR$t2EtaSzD=Eoj{qsF zs@`>8Rbx_A=oMG7M+WXiM+S|P{xIo)#w`1McpYBPRPIR#QtRUQN+*@f{DsX8+_C~l z>JD2{p|@cQ^;a{BrqG0$ou;+$nQqtjs93-WTf0XV{c|#Rpu6GUhhoKxV6{XuQ_L5a7A-uB&#Q>#$%s zL0`1p$R&DqMyI*vZ(PeK9qm+k)WoF^`ZX^xp62mNP0acJH)Vz{POG)Gb(i^veWT&m za}B0-$r|V&B`n!bOnnjW%=r2(Y+DkvVuK@M+4HxJm`S~`IRfW`w?Hk-YKkASgfuR*M;2RbZ+4ilOELEK_Uv z?+bz-bPYB;m&pca(Yfcv=cYHi8J+_I@5ixKU!jHiCx7&q9xrPqz>5eY#yn#D{7(Ke z$Zrh|#AQF7q8;{8=ja16DkPWLdiN9RM`Ca5rCTOa9%yu1BsC`1aL#q8HyEN~D?p#f&4zA2+{jn{Et#*FrzOI|evTl&sM-uCfrxwEG`eT5DAYAuB~+;96Gc zm}@N-$Io&D2;aK4a(iH**bq?VzgGA5LKEweT1jyVd=!nKHmX_vnKs?oHpIeOtXK7# z(^@=2K`+S%|AVk*Co3}pzXQl>wDUYV2pTOJ;-ue?V&uX<*$W^reU-1B&9vn47i&;& z&4ntpl9>v2keE@;2$^}^v71(&;x{Mxm^R|*O6GTcN58{Ii1oz5$AhR!t`1vh-%ruv zadnI`_;l*T`&dJJ9Nk)XTngkIJQq{T%$DROgh?VRi)mvZ`JpT(%thx8!Z3Uj%NBhT zMXOS|x2+8p&l~2j-HOziHI(0jyrWb>^&0JE17-VH>wdP3`jwUqKJ^yFV%MoOd(ep) z37^-kiHj>t>m;|D+g)QuAbaO+wLFRy>3zkz5}@<(>a+{lgfy1sfTR3ilJ$IBNsH^t z(PC56JKC@9Ds}Esyq9Z_oD(*@?}>ElCVUO4+s-IzeHOQqHB&57_` zKYgX84Ac$?PDTu1oaKr0)pB(4Jd-n8NXK>;BAXNW^0V|RQ@!^44o9%@fR~rIHk8;~ z1urjP2TuI_F%L^arcBxp!_a|rk-{{JjWCH?We{>F7Yf*<7|Ug&vsq8j#l>0A`vZd?Jn zh}}ERi!}#Chdh>GJ=xVtgX2j)>bg~r6qe2icZ#gz+w`?wL_Un#Rjim@!nj`LhIl%8 zRZUOOx0Vn9yL#74sMlF=jg8S)a|BmbqI2ocD?q(Kk5LbAj^Maio<|9ppeMZ2v=c~ zzGe!ml_~okB3e}nNK-CsP_*f0OvATjzM1U0b3_^nZujC(3uXrcqd8w7X41>=g)3nm z_*HoBH%Ba|xcbW1Ud`Qq;x~X>AWHxtDfjt&-eux})#$S0{^K>F7I3E=Fy6hX zF)O+MFn34tZUtl|6^g2;McVqw6<|dHX=&`~b=WhzR!vy3c7QPfys3Gf2AFylaF*+Z zBn4}E)bREYV@NtkmzZdZNS4c_0@~?mts^b#{jDE z;&SAtMchDbBbib^!i9xV-fY}MnQ}y6?pJ}i|0P`hi0-)&2P`UkUp1uqT`S7VWopF_ z3~>a-Sb7*?APl%;8^+9qQc*$;=)8_}ZhHxBR_~8CbJ_-966Vje0y-q2+xUZJ`1-X{ zt`Kf1#nIc%@Rs2AG8P4`h{Apl?l+u_%&IUIgsbT9$3~btGDC`*@g6k~AKN5!*`ozQ zLq1PGzTts5E;-d;ecFZEel=*O{GGJnaS%)mr8>d?eyb1OJv$b+#%jnz;-gR6WFVO^^HUdaZ=b>h z7de=O*#HH8wZ!WN>lZbL3Rba%cr43%JmVu4TIQ$0>8cj1z4c1gqdoD#h3zz9IITac z0HHoiLI0?WmDw9;pBpQvcI{%ZiG$#m0i24bEIZhpl0+ySBObLqpZ|CT8Ne$rhFRo0 zqtyIOF_#s7`nKL-8I$vq|Kd7(2{{lj&;aehZIUkleXkGD`CRbn9mg0tCF880y^}tz z{YW4Wv;~q$HV=#T^70rVMFP@fVAY>zsJ2w zmmye?vssoA`X%8gr8mb-$FaW&X(v5=^QG_(r4s(!1RyqRj(ya2p1{lxPLx;M0n2K| z>j~C-r?M`XZt6M`jw{^kE`vpNNjLAdYDj4p;jmE2YOy~%c+khRdwwQTzhQB!)M~X+ zY0_kR5??m|cyfL1xbKsE<#4_wp7x#|KNGGV9g>uoA1xYn1x4e*ukuJ_AdV)1ZD*Wj zhEVOf0!mO-Wupaa+y`G3u4Cju?EW>U4qOQqi%Fus+>9*HQzi<~a7_7ENM>~dfa;9e zk&7KXCCr2E2=@-N-Y3mU8+mvHEXwE)6G+Os8IVZSbtiM!LgtoZ9~Kx$L>%A>0>2#V zgG&NKw2i>}!tLm{#uYK3jB$)3D;bZLCtTq2C`xz+|H(V-Mg6vyrrdvYV0_QQ93i{Q zl>Ni?k$3{G;puC+?W=X_zpjmxD1qASfa2QgZQpxMz2|q{^kd6X!mQlA@AlGQ!=}Rr zl(B~Q)JSKUtJ_n1)rM#f?b>5!O@6Se&nn3S1ydA%4q77bCS7lh{D%`G^hDHAs69c8^|v!KW8sXf zGahxlj)?Yx=kFKW9d2}e3Ko9hp}<@}RWi9xJ?8!F5zG`m$M`C861bZYhfxlyVez=>O>)u=b#NfghSC#wGqo75wnt4JXxf6@YbGUQIot=JjmR*u=~ zcNCmTGE7;AcR5o^C6laLhK6GpAX;)c98c^D8{SyY{U9W=?9I18;;MiY#(ORny=RT9R zvv~Nt&eQ$bagToF0}_H=Ob9x(e_iY8b8(Aa){Nk=XY|o{Mj`~W+ze~3txnVvVVeYp z_Gc%_a3Wj39^cOqlKT>Ilq(7utj$Y3dd=n>%`w%a<$H7sJ_481R}tnN*D((@^P6Pq z;x^Es-*9nYz1tso_beDoJ~!PQ6^DH(XBdNcU%Pz>b(0{AbcE~ju0>cSywl}fp={Uv z!Bgw19-opJfQR}WdeoAJvzKVe3>1E-a8P}m#{ne}EE2e7mVET6@m>jokTj2@_k-Sy zugDg4;x;->HOYkyAIcotixRRY>TPlLOyGUY_QiZJPmj_3IUxPICuLz6YJg3UFkUE$ zM6=u%n~OwHpn%_Hx4mr~B-eqhBlyw*k6!3>FSG(q_4_?8hDWdY_EFaOY(RE|#M&dtM2PhPu$L5Hq zh(rvKY?L*4nsp%698Fqg9zD8e{9?pw*?1a=B=&9Xv3h5kDn{a)WKqge%vXDbFU%;M zEuKbEqp#3w3Eo!1W+QQNp&tpdVJdRl+LIOVOVVg^NYUl~nUY2KMXlPJ;4;wZ&8j2J z>#a!)pRdo3)UwF^*M+`dGzQGP)@=fpujy`;(fY&D-yDvXsJ@3ZtcE3(6?)Nelkg9Q zvG2s2sZ{k?J(-kEngt!J`TV>$v22v;^TxO0VsU{6S;osydvgjbcqtour3?-7GkM?>{yuzN1v`YP1jYn4=@$^uKV$Tet zE>6yKOi45rHi%$BsQSl0a4jOsV(rI#{7(+Mh?He;2y@+)pVg2O#E8z}pHLUA z=J3Nd_?j?sUqZ%**H0hO-Kp$&qBMae6S^zY$dsqluzfpPUIJS9(&)Q{SQ4}0R8;>N z{#*NCC!o5e2bm)86%JD;F0`dI|M*>px<09b6W53t(C`AQ0+-p$??`r_sLT&>B3q4; zN;%VOM6hE7v+&gN`P*GERvxEW#WHDuKj5`WiV7|^7{-~-5veJXW&?|MnN@$$S?{8c zbVcr6ARX9~>e|mm#r`sXO-b_QN@>KDNkV&q9k+El{znCqSLAG_hep1wmmX-JDUa5* zF=)OAsK@xDXSLXC=p~=DGPdoZC?S`dgS^M>L~d`O6!DT+)}!1VTfUB;&li*d?0z={ z2TGZAIroF85y^-;m!F<9rIMm_+VwY%dsD+_wz~w}pI7X)JjhvAQge~3@&y_O5%ONH zJjb?HJo_l+a9421N4Q;I!kTigFI8@MwGPWM{7=37p7;zsf6qjCKGrDJw3z^SI2VHO zYj5piqeX*v3rsHEDDNM+LPTSlTk2f&ztYsi75s3t;nGp%C}~(X8CL3ay;^(q$h}gw zZum;Es=}S&?BQU#C1fcl)Uz{6kYrA0fI9CN$-D>e(d(4cR^U<=Phdjd#xTAd8eZCa zzoX~%=uv?0!Z|V@8Gz`rrKHM8J$6iKZC+w?eVF5LdMP1!xomXeqjxrv*1b0Od(TyHLe?fp;^)~Ks|c%6*$SXYf``D0AH z`2u1|pj(h``A!D-*v;J}(DJh-)rJBTudUHYdbZn{#r2*%DU`Y|cfKL@*62;yBI+)G z4MYL~3RKkECX%A4gOA?nPU%k#m)i?s{8^9aHnzp9HJb_I^5=E|bGiVG4(e*j{Jk}c zikj2GvQ|ZpO2eLb@}Aay^q!*CM9-7m7iPe(U%n=VoQnk(S<`gstA*^zxD;8WGCZ^` zU&{ABCr5nd@{E9}Amf`nLUtM@gp<9#0YhBgDx<-?ypEZK4HHG6m}htP;RfSi-s0M$ zSxe6aglM0Bam$;`jRIattK+{*TGeLb$bgSmxXInsgAbAZfkNviT#hKf14$2wpDA?E zdz2bXA1CzaWH5YC*w~|pB8AVOek-Zcy&Z93$7ctdS#GHKimuXV6l2l2{)CU>G$9ze z%5v4iKCKe`CgZp?*l0Qdm5(+l4nCAHh#x)A6i=2!N0AjWl2p{8w=9^0AR9(B9Pho< zNl%NB$i$F`X9h}fL@_+;E$To#ooVQK3x322!tt!6#K)mxNRwNZ(a#=IvyYn*RSRyP zB;$uPJ&9V5l8$;!%dGX5|8iC+07;UXydLJf)pVfagfCQ2yV}R-tK#-+ z>PWv$Z6*(O{FHAkF+yVO@(WNLymQ<^(m({3#U1`1fD>@>2#OkTT(z|Gv4D~DRNm`~ zphN!~HsRlRA)~F;DQEt@xh)Yibab#bCgeNXe>??rA4tm&a1?7A zJJ&b<2c21eaf9GiSNZcY{1@a4{Q@(2WBPyl2WAQs005{zt4sf(&mt8Nh#C)8TG|eG zh!1q{FZW|i8fnT@6UXQ=;h;(s0a-7nnLMo4eb|HNI9@w||0E35_~|9bL2 zkm?^l(3k)~Ea-Nl;^3co`>!A35x~UeIDVNY`TOtx$0Om-AOAZY|M6b_|C$bOeY!b( zPB&!{(XiQsGLfsI^D$rK?n5~OE)Vq|5rGp13Z-%?)UlqQG`G*z`pCvC+fnWSDr_5w zP{h0LuSlw*XHBjEN=$4ZmWs47yaey>9pmK*37G0d0ftTD$<@X=S|ek=WtQ+*xeno0t?-$0-}etJrKI_z4DV%`uVu8aWsz>x zfw(UDmvH4N@Ab5G_2+kJ()i$1{@?g zQ!V5?R$9$YvYM7Fs+PX~_*~ZnPW6A=MFoWen@!lUUs(q&5dGEVYTJ{cuN#mztpq+d zyK~-;U@<`9;5<|ZR-D);NL7x^_@A^`PyL&i{8r*y??M2-Dt+kfYk&LCrVsk@G6LH|Wm#YZ-T-&kw`jW(b;53O z?t%xyRi<1Y1>GsVwsdzf@$(zkE_XyM1Eu4Nb5kl0INz<=CJv9+M)-tA{+`!(Atx$^ zAr|ouBgkDqk~>W{SDjS$9psaaP;(V305Wbhqu>idBo|Eig1BOl39y2d#1Qv zl5tSak^DaB%1`T}=PRAR@0)8f+(n8MJUR=zeupIF7@c_de1a9z6Gcu4#b)6I3%%ek z$AJ6PLOv$7{o~c_3wgK&=r`w0%-dntSN1VWR$XtI4&2VSs5opc3-m`)Rcv+#u*a5w z2HsC&y$_E!t8(RkU{o5RHZA5}2%EgyddJOj;+E9PUng=UX}s?Ni%KMX&XRn>9od(L zoBB5nud|SWSwXWS{dIAMPFcOJvQTZj-GgfjXBV+X(9_~{G-utPOdhiJEw8lIhZPXV ze&=%IqDZYH6LL@+O^K-iy|3*bK`wKvH3Tg`J&DFf3V_&_X$KteeyMKFo8zitxHw|a zaUeE`Q^RrD{yx?7$yxgPXt~%kQ~Os0C*xnAKtM<-&&bX5blIOEpSE14EaD_BIoS8L#De}gzwYh<;(#TD+yzq1MR0OlB$2ouTw6`IrTfPzvweX6lNHb_s8n{c*7gObH) zc-)}vQV_rJQu%l02>PM`G3wEb+b`-O5+#72nUh}8s+9701hGe4tmJgpT!U04d){E{ zuY)D^ukuZ|I{gu)3E&|ZrV2q-QLZ;n^Z@dth5*&Z)vNt#^3`GM<}iyE!OFZUNcOAYpsLHjH#6Nf84(wSWlyFP<_4|94W%m=Df_s^GSd;Cd2Lxf1N zTN(9T8AbP^6FNIskYD%>jlEWMie+p6$`P&Q?X_zX%ZCngEbwp|K{gct662OPd%IJ%Fcjjp#Tws)5vnSxkHD>>L3`(Z77tsYf?y69&z~1 z^XknG*K~=2+G9)0T*^5Ho*P6~xi6}l6ZzYm#UAJ=+!noigcn$6YfA_0N zV@_m|N_#_7ur}vat3+7m&nFe<8*CFiT6<>M>0l4@q%(+7UXKM-%GQCgl(U%YERbQ#&b{W9c6R|I z$L#qs4)G2AkZ0sxCt1smdD@s-Ke^MPH)PhPXOs7h$X49BYE99z`S;*T7agV+iDv|= z5$#_GX$Qcwq5OUz57ck4-JL*I)pAbxXz}4Dfo`(`*Vfnd3VY2iklR61jq2tU;7dJt zA~bH-aT&iWhe{`k=9$v0KsPm<3?;}YdLGa0Ii=z&~UkQh6+K zc|6Yg<9pqH?{K5u(TM2`3sse3sEGg;8x9pO$1@;ZB=J>2&Snz+yH^xqWH>~ywSqD|l)m!aRg?M4``sa+7qiEhHX50P3bs?$p2&gXlm4dOBR z#*<=4rjtbtKqF)XS{sRyyvS2eMuQxgHt+lH@*l-oCk72dVLpQV8jt%%;ZUB5TXJ)B7byiQzYPo(J6X3DGuO3ni*Qzs{FS=-)wgDPom2bCj*w&V4+~o3N zidY@CokwpCrYIp1aFSUTfN?=Wf;`&(!LlYffX&|_7{#1`SKn*pheKjvQR@MA#z}0` z=4)$|)rP?VK`RiZ7AJ*@ z-n1Ub(C)j}-m-n~v$CgiFbT;vj_Ku!7j@z=nJ9_t>cn?K#KUb{Az2{lM8hA=XvC*uPJ}`K&uEV~O2tsrGJ}6n|?QM&KDFy_F0P77w z5<=wdgyQ8bIeXkB64+Vxd9G^~j(|J)Y&l?&jaeMRy!PjAX4YG#apgNJnC!Bul~% z=0l*Z&CI6Y^N|6*=qA2dRF%zh87~h|3WXMYhgL-Pnc}Kso&_3Dun9YkyMtmTvTWHk zX5k1w6l-|Sz2%>30?_w5RO@K(&(79QxdQu4AI-ZLOl zzG{PB<9$7G%{oQ9EAx_{ibws6>lEF{+^&B{mA#f*E_;XN z+lN`Ac>tt$oNs4U_#j!#eo%uVZA0fnzsR!7i$F7U4dyu~*okYsN-?f0{)zCCMwyQ)<9 z!q7Eg1;E+RRTPYR5R*pF`Lu+Lr{UH5`!*`g`h}VVJi3AUvfka1_eBZxw;c{@Tl;AT zqvP4V(2vw)w;S#vEvdvwY`cKm{X-*VIMeYI8Nn|Jh+P<=4A02c0{AP@j@mmv9nq-Q zM_wu*c`WZg{+7hIwPU&eAyyuiEUb2@W5OR|n4X=O_h!*j*;nbHNVY1Vd*%9Ea&%Dd zJt5P4nv9muGV}IV3~#1L0?#Aa_gOSMl1zDTkL0qQ#Ik=NkIN%`m@~#hc!HA`*7;(L zM!U^uqAnN~-uZD_t@Coa6${%zU<9&!elHsng(8H+n+VXeYy~b}+PA@zXw5huYgM^{Pl3-w(SG3LB}L3ATW+sH zfa`JVAg?e3813jtb_5H~d0zVk<#G0o;ZI?N(Y@{afUFhtiB-gOo$Q=yJNvgVVV6Vb zh;A&~m|sCY>y#(iTv(kB1O%6jxUhhN<;yoWX@q?stoT-!^QKiKq-C0gca>^tT&p(@ zpzHkEep7^ZU!^0M4=bzMkfSW}0KEtsR^A5{F9WHQ>nVv_=i$$O?dU68UW)EQAy-z*dz#o;50~YQd{8IUu}yf! zR{>I&%kj_JI7j{R`KkQsqycXgXY7*jpY2h$Q6Lce)9tg_Z}0SQF>eoVZmEKs#EHHG zs-2HWFO)bD8T2)1wG1lbC*xxDqQ>pvu$t-HP6BnC-JnqyA7BtLz7^$FzhS@~hZd(N z;A`=d)^P#2(6+Z~{KnHi3vtMs7u^#_sVee>{Gb>G1Hxs^5S}F0xO@ScDYml>8Ogux zX$M!O?pU(dD2;B`DuvJ1AVe|4XBHL?)=9a+}ym; zhrD8Jr8DwY9}V?3`GTCba2gmc+g|@;^hx9|nW&?3^4|wFN6pnqy-(5Cc(6TsxP_cv zI>*iXHUg*#kd01m{VWLY&~lH2a@#G`nW;5Dkz4az55({vXsU}j_h7I6<;sPe|AciG z!iIxlC@cEK0ewSO)_753XDBJvobUM|oAfpQQI8Ug*J;7;W4q4PT;8YF}=mT3oNpy!O$n=KGAW#Il+k_*KUT%4n`W zf2wW|uSEgMqk=S`za|Got;}nOigEEd_fzBZL58+M_}>|Qql+Hnly&(@Zs6q`X6y5h zEz9Z0IAU~P@)t0UeCRB9Xt%eVK%DLi^{~c&ZU4B-S!e2qq0V@li7{+H`zD?G$F~ z5_GYx)bog0L6}y*ab0wV3tDr zA#dXj`nmErDWP^8N!_TOgl~#!1BPo6vcJ}cg~%+cn;@a#Y4V+y7qn#oyzbRBdu=1&xUl^ni#=f>@WQtvcHdBx@d3r({e$ca;W3<%qRR#2ziA82$A*J zT!E6peXNdH$Jy(i~bA&+m4v&1Rl0Qz3ueyKcHUjk_YqfXHVS52NHCLmTz7fHxM;ePuVj@R8d-f5* z0l0;L0&iBJ^FfP_eVJLLshlu0bMy4v+BMe`i1w+H{;g+z;__SIuyFxOqH=*L7OF(v z_Ls^^@hZi}Re$aGd%HROiMBMvIJA&jM1MjqB%|4cM$zEh{f*y}CPbBS^QC+(!>L$& z)|Hd=iwqSUDCVL>j5#mdjXRU4Ia@CPPzb)bb{7Oya-#)uc{^WV9$>qEI~dF3<_zpKTmJXf=?Or${^*+#ru zNF%hX*XGrdx~t+hI+z^g#gsy11oFn^!+v4C%zo`kz=cw9G>OHtZziK|KY&vh2i|3` z4^Wtcd5<6t`NWF(G)OH+-IX%1J;c{~%k}%4wwoIrU+Q8IFvy(A{qC44e8`)p()z0eq}by7qnKvA3aATcP4Mm3RzWSS_Pk!NYNK zE8{&&$7_d0kGpR_!mz?jOk`g_nkcv6bGRtne0BgWl-{fZt!dr^$wzz+A`nn}S#yaV z>4Woe>UE)s4|~UJ!kOE3F;s@RtZ@{ZhHI>I!;s>q-nj?Lp_(+?#YY#n*r zxETGN$ZYCZ0ms1-~&m z5^l^tqiyA81>K;z-oX$$TxZr4J4Jk3+@PD|ZSRlCSIBV5(fhn>?PE&wUA~SUKUZvB zkjdeN8o}mgZ7l*x9kxD57&dcAS_+;9zk2*>L_gf36VSqmP zuKdsd@A^HJoU)4@NdIJFP%<_~`BU&`W{;lBff_za>C{+p`TW6=w5FrsXmVRa=UT-t ztmbF0B0z>PKbIe1LiD$brU{V0D>Jj2C~LV~@0V2xZh6h=P~w4s)xPDMOOqO~2FlJj9|XO?4ruFBLJUov(|f4Mr`}KpHL_zqZ$j>_&Fm>crGMl2Pr< zMuAKRcOIUyVyPT3+@^p*Uvy*}D_JK@-JU7dCjp=(% zm@T=1qG=6(r;DChUv`_;adFwK>8h1O%juCNkapQ*pE;^}r0BwjF;sSve9>>2k?^<+ z;0hxMcnsP0iC*tTys#`YZmrTcvOw3gC{M?>IgY-;PJkDiVR(n~4wFuELwP@?WRHQ> zbU`^p70XW~7>8phXbC5S7viVnXey7W$6WP%woI6<_5sM&B#$463oCF)b&9BAp#d=D zh2A>tvweDiFu>)SqET*^eKa6C=!r~ z#MK*J5%y8OaF_4hJd=Pl+!HS3DHWgTwR-O|j>)SQ2w$n;6gKPhnDqh;G3X{Mg(0P+ zJqUa`kG7G*Jvol4J|m!qftx{C1-`t_3%`NLRGTXo8mh^b$pV2`FhrgC`TD3L!1u=H z6FWK4D|k(yHovTNeC(B^>+nfv8+E(f$yiobH1ju!j%uvBi1(hoO*e3AD}iILgEKNkkQTc}?SK54fT)=R`OJ+NT$6Klj3}gL{FC5&`GKMY351{Z@u&!QZD5b=S`5T$ z`qNi$pUwU*isgq4@&#h)ZtFB<$-i^5K(^l-1x1Y7M*|4t;Q#(tZ+Hqo=JjDfD*h*{ z`tkr(;N%n>jLH26(eML$9X6d>85I8eKv2bi4=S|gJH?>CF$p4A;8b9Ww1WCOPy9kt z$dP;P6#==LUn!1~QJt?~oFs~9=l+Fb^pOK2uqk_M`tKw7Llph%S&?smdzIu5%(O56 z*AACJGBr>g7%$1qLb>6;5AWZ9_eTQb*LND9*Z=!3|8ET9e~0mJGvocgv+@6aHu_Zo z|IFL+&~TixGU>2`Z`)aLgn_ehoDL85ZwOIy2MYj|M&ZM=RrA1RM;0lg?KR$fqkYN? zqI`dKjQVG1A1^IPpmor+GvE@i&TdJBEvTVMw5y-~oZi0VxHAYac0fN%4N5@6zB{4m z#);&IMAz1$@b}`b)vUe5+pm$(xyU z1uFU9YWlc9=(~1L+QQ*p`Hd4(oX8mk7_zgvQ7!X1yqVGoO2#i08sPLG7^^x8_`){; zCz&t^D9>Bx+k-YQlmK97opX*JK?4;9c4s?%xI<*N>~O7g2TObFAjpm2apZ_ab)G-i zj=o3_ZUlq)FU^)Z-T8nnCgKh!^E5zi&90RtjjKAwY`*gT^DCj^G%m+|4_aQ!rYpt5 z3w64-USc72Ph?2ykMUA3G{kQkSF$vX^}Q{NmGhWXUU!j+d>P8zW4fddIy%*xA!V)c z#n0+-&CVBnbVWk#!jRU)YbONBJiGXJmsO+oQT9M0bwGxfAYnsq>#e;rlXN6M?nvsL zkjGN<=M2#GqD34YMV)MM|oqQZPM{ttI=*_OwWwSi*6odCf#xH~+! zy9U>wA-KB+3BlbVI0SdM;2zv9xVzhF_Q<|fv&2qs%5p-eSgnQW-LO7 zmC&assxoYrByNL}Pv?1`S^gxmm9S@mikH_LdfJ^}$Bz0ps*yF5PNXEndRwN?(-kKUpR>PCi|csK6Xe59$TSxi#66zP zXp9Yq=YgFLaB?HrJVVb{H&5I7OgLu()hzpp&{T0FpUuO7pT0D@>^=xYcF9G8E?F2p z8)yIiND~?zLNTJXH_ehKBL!r&jxcz~2ns?yE{nVi#1*jnmJzW69Jda{vziHR-4DLq zKley#2&&cb;2~gH^)0{6SHARbBd& z;ZXkUj?Xp`^N{Ba2;RAK1r)O1VCx9*qrLy3?HiAT0q*0knY9jaP1Y)W#)q3GZ4d zRha<)ix2vnFImY{^k_;<&arcNg;I1v%*?nw!ttb}#H}t-D^LiAA-LM89tzoCTYI1? zKYk$n22Ukk`Tpg_bH|Ru?B-}?xjFI1^@MrnqS57Gcr+v3ew(uZD!&9M8Fmu%HNJd) zuo#Y7&sq9-v`{Hy?p8T=KhfhGettN@ z%e?|+K&pmACPk=!@bccC-x+?CDYq?0r1I|FYiIAnU*?(8`+e&t_RCkO3!=h0Q8y*k zS{IZ@gB~|Q)E!SY);Iz&*9kU-K%z#dc=oiNYBLNfe%>49T)mSpO|`0{R&R4Um`P

@#SvJXPCyK>EdoDGnGj5(y96Ab7~3y zp=;vJipOfQ07unxVvKBJ3raK9Z2j31mOuy$SS zUBVHVbB(#?z(nrB{b{rj()9^qQ+2-np>^zi`DBGc6T1aJ6Os3Aw0VPw$RhXQny0(i zNhqPw!^?9D`*!shze5|N^QSqc*o*nA0|DnfDuwENxskfXphco1Kli6;b^TO?d!0?f zhuEhZ2LfyuyCZhsL{Fy?AMD*1+lDc)9!?!AuN=#{(;`e*EB)K$6H^*RErLW@N8LpC zk#BFG@ST3>wKgU1E9&r{Besg=J$WsP^WSY^i14ir)CsJxN=x1CT`2pk&x4B9=C93$ zN1d<2Zu*5a-N=u=GAo>$(s>TuPx|6=n(J7HWiLk`_q0Ec&^46Eu5lGVoeZM|6YQ@f zo@nbzTFh;|IlQ&jeCVa~C3vK4cbbVS5_-DdhEc1Fx>x*Kepy?*s(p0dZ90;Ya&$07 z?bzI|Ho~na?L%@zh^1KHA3E^ZcObyrd^GcO>W3dXDCnVPlxqNUB&d(Sv&{iMrbI;#&pL^wW<-uLc04>PM&418{R15)QLyC8?* zM?bT}l^=Oa+x6^UA?q3R3=`-*ewsIAJ?X7Ryk}Wa%8UU6?E~x#?mY5L5#4VZQ<*)= z?iN=Qnmw?FQ!y{G)pajCE_NqOjvp&XAWP;gLQy5g5pmg!13-zUP1w@AD7-LrU@$aQ z{5M2gY+%b2;Y1tT2%36mtWLwzSznNOI~)bd9TJQwYK3q18$E;TSWNT5y_MVe!zO@fGP)%88n zAyqEjhSA2XeN0Q>$!^Bo^gNc4Mq&Kq>n9^XO~e>nBSF9Y<%v<3OsDBj>Wb+$$wW05 z(=TZg^&W^$eba3}4Ou3W8yQ|#rk`4TcCpvKsBdRHZ8^EXe$=hES@V46T+a)bDi|!TW$5M6TnFsl|>VYYZIrY?R&ehx~f=4 zp!6KOknu^L_c_t8qGYnHiuf+OxSW1gK1JijvDM?sF;@M!{TYQbIhgRdS{`?S2;|-X zX(CMd)QPpxu~2&;`ywQ=d@;s-AbVhNMPGec*(b7P{t0}azje%oW<3ib6}f80PU>NI zqHkDrR%Zvf*^y`VdeLPLZq(hyvwJneTM1Yo=xsE72M_oOTv&F6RAd1wQ>w zz<5hTpU#4eG8k+p_tDV}&f4w?iIbau?@_DP(wt#;x)uK`#m(CxvNIKtW+107CYjYm zsL|}Wd2A)$Vh0)gJCE@k6-@pR>lH_l&&17#Jg?*q#e75XW?nBNl8y*5qyU=DXet8x zQ@?Gt1A)p6UHmZgy|T9Jd;8}gjjuvUi)JUS*;0>oNNa-BPk}WabH8qW>WyydW0l&` zl2EYs3`YH&Q8vaIARFRPz&msk(x+_B0iQa~tut*)e-t%g@Gm1Fo6Iz)$qz@@3A#oW z+oBmY*R(WvX`9h>rIm-t9mzYzocXb3-C0{=A44AHB0luFoX^MdxaC2w@q=SKHu)t; zH3hQ&VEmqTLzkoj*(8QxdDP{kuDLY!i{)}y%uHM=r1im*2M^V`F?T{&)^<;|-NrsF2XegoIQJ!)YAc&d&si{5C$QiRvp3 zsc$N}a45fP;Es2qk_7v4gec1K-hPJ^NgQXw<#zY{-h z3I*wKHd$7zlYHO#X zoXDA!EHZJ*I*b*ss5evES{>w=6?i7#pk|)kqR+OzHXwu3im9Kc;V=vL!&QiEm~s;MT(e2J@?>Lnd;)B*PVT}?KnHQ;CQu%`VP~tV{^rG=(k|k zhglNz!5;u+EunqX-5s+8$jLK%p007Dj99lkW7&VVCdpx3-Z&4> zx{CFj@D#GTz5Ebs+7K4C!lD4#x*c!@irT=I!k^2PxlrF678VygH>HQZ6<@=^$8Wb7 zF(N6`<+amMEHgZ4APY<nO`F?#PoktLGUyU@@kLvr zXQt*c5c_4H^y^vrJJu+v>|-gH1S;iSDh-ItTiSEj$x&A4CLIN4A@ zbcN&HoAR&s;W+^0TmEHEBs~IKUXGTe+rn=5fQr>>>qM;(g=vl0*Ed-HCLub(dEv;9 zZ-|3(#Uzk+gObd&e6S`K6DCB+**xn_=dTRHxYQL(4lC&4ZdEnP$({1 z?xBCHq^}8uY2lBdz%@Ex7t{7|huzf3atspJTy?R_9Wlq&t?U@uvy(mF`2ht(^MgM$ zfm%)Ms-&dVek(QW#w4wS<|}u7K4qqRFU_vbp8UGM={$x4^m*e_umWg%Q&T6~_y~pk zM7chdpu&iF!-Rd=h?2g3sfmlr>3IGqT_21ajlfeADMutA=_^E;P{DJ4I{O>m(W4u zcBHwHQ1G?McSu~>O*kjs8#+9@bK81GpCtTmMeith4Y%_ScnrcK(P{CEwX~7ulqCAX zarW*()bAG%F2CG<2)Ms$?11}rxKp~}Ea#Q0J0@E>(a~(*MygXqddAxyTA^2MIM);(v{}9oCo7ub&VSApYh;j|LeG+uGwp4U zWDr8gZsIHu`Eu=d!@R?lK&8c(HORT#7Fc1~FwE|5yI(j^8!~TdZdK`XNTV=dE7eO* zR7EcTh`pt}g@1ra=^K_mGwu;r17CXmF?f3iIOH;-yrwv1&YNUt0Mzp%7ET)G4+MVK2uu;o31;nJfKlUO^4VE12rmX@a18#}1oTA8`OzIbQ?HW8Hkn9c1KXqH|-D;+noccTgQC%H`P#YAg<}d-7m#v3!Z?emw7YZ=^GR zwr+SDZ61kPJaN4FT~Mgk>TWGio<@Fx&;HRd`M$k02(m}^7kDWQG7ceC_$LZxq9hIz zL+(;5a8h1_g2t_zVp4aM+jSy#idUQN_Z}?8AKR=Ut6$tnH)hXsFG} za{*3N+3mTU#fCsah$dov7WJTt?Z?vEDJs#POPIj(0ryg6Fc3T$5wcSk+6;+noVB*S znL!;T?dF0TrD;T~dyqQw`^binNd90f^aV*JX^6w)Dk?fZW@3syB-}XcO=b(v$+F)< ztoicJ6pDlu4u^%80^p-bbd-0Fk`RZv6|fbbbiRk*j4#x3oNq(Bm~RdGK$+(EfH}u7 zYO{rWg$+4{a|Pmv`i+J0vfEiy29!UkW_N9oc}~q3JRb->9=U$O{!T$P=^LOoAWTtQ zunAkbAo7U()VSZzWo{6fd$UMCi49ezIF2={c8FSlUo)7BTWqSA4#Yi~XWLW%NM;Zw`7rt0@|mE>7EmQerhH z&q-`NM>}zMFZ-dFyn|u?27#4p_)??9Vy;4{amQY`7wWn;h_z4HWz{2d5=&YOHu~YQ z?%wWu+%swE@=iPnXE2@0VIq|pU^z+yuQA(y)`aospA;WZAI@akW!zz+7S%o-D9Av* zgTx>*1ak)?Q>3<6UH~=2+_vM6f#aNjEyZMa|Ag8`Q^_AgWRp`eB-wvTLE(qZ?qbpJ z^l?G}QDVioRlytvka=sTb1R}u2(y@qa^dueE1?+wG^xhs2gO6kQTRl^A~o!DVs;2`pfjTzw$V4sX%p)Iefup z)yomRJ`-wgPj%Ej#8CdLn*JyI{F)@gm|K<9Xh<#!QvisfCsATxldcRcd+$rT@Yzek zhZ;k0kZk4Y_W5Lxh0niuku0g> zBHPv6@cSX=lu{ye2eH_hkba6vQYjFOv1Gk}RU(wO3*>4G_Ug)UX>9(fxm2cx8 zkBZv2&mzuGsjPkz;$nQ}GEg7p9A13g(w>3@rEQ0y2~VsHHQf7>J1|PkY*BV1tJthvaL}NdCEojR=TJz=pZ-4@IzNVK z*L$}nv+tl=vriVtRxLO>LB2TA>7hSD(1^)PdzjsTy{K<+N16CXWDmTVaW~!Q4UZtw z8j8axe!f#+bwBjcy)>|+C=-WTquT6Z7;P%?cgR@K&;2T;>v8cQx_NHZI2r8p;<51(XtjVl}*f_?#XYodFtsif7U=U%prWGWwjoySpW3s zHuZ<%1p4%3o#hj+vH5a=D#v8Ep8N1G-`*UGFG!Y`)Chh0gzwk^j{ITC`+-Ld@AxGR z!?R2b95gEAixA1%GzBf;M)K})sO;T=?1kXY3&fXn7M4?a6h<4*f2x1|a zzp|plqP-JVZ}8`o@e9A+muz5t^;cVZ2=OdfPOhl4|PrKM`d)FcO0i!SP{QPkQ7_bgno zR+6dR+gnNt-F$2mfc8FXjca2@s&GJ=yA00!l~`gM)Qkjv;^+&OZRDUw@yt`YT7LIx zd`Vi|xS9Or7PM(l|8u_Z4GM;mXT%%TA?-yG^xHfGV{f#GoC1XEf<+I$4$QYb9GWC7 z*(F}!dCos_3$0}-Z|2sxI0v5kuxCJOQtY~{I%GCFouT)Ia%CRt7?2Qk;7@dJ7-uN= zZ>kAK32QYl7`*`2Rp6_j)NGcXJlDBY?OBkNfI}JCq14R0Tzx55aF_CFCIGz?ASURS zEIY7DcotmM-}eUQ%eC=%h7zNLpcqa{h|;m++dON2(uw9#;mvFbvq(_5{bNX|&QKtE zhkUtrH+O||a_?gxg&AQ*=(=K0+C*U^vPO0$hu!&yi+eoUq4_+S9PtOk$GNKe?8&F~ zd~JV8h1dC`%!!zzb~})lfOMW3pv>?bTy`EFFBJi&ab&{OOg1~`_UN5L<=SPD zxs`#`Mvu9hj2{LxUplg;cMJOsuT^ZL*!s4`r4hGC5qfK1{O7jw%u-%3z;(@gFatk4uTyfPWIOy-W2B@eiv)9hf(I4V zc?5d__LW$-|HaPUM~|EOC_OLDTf6#IWIh)N2>c#ySQm}ax#%6_EXCS=+ef$gSUvif zzNp`@yWfF1nxxbcIPeTQUAGJDD_^Z0w`*sM_SiiT0zJ>%6BP z%$~=T)^KGKG@7D+2fEUPk!{R;N$$V|QGaWyk@glis5CIEc5QR3Rv*6fV<5Cj`|}sb zcH<54NG7>dj%edi@S_@>>X9K@J-Z#p6|JopxZjQkHEP*mlF-HK?Pg^)-n~3?nEY_> ziBi(sI^;D}*R{dQhOqUvGB7A}%~M@UKNh5;#=0Jt?8z?*!y~%(e*aeVhRqv@O*zPn z50WTMS-b=*R;Nl9Pgl__J%>$h#T0ua(lre8-gs*Mfa$OBL$3;Z?QhGlxcA|_rO6+T08c&%W7*pj&Y!Yf@&lrZbjFoTUu#ot;IAv zJUkfhlz2}9tOSq@#9FFVi^#pOy=}PfngB=dmOo9x=Qrt_PWU0&SneGsO=03@@oI?g z+uK;*S7SPSvVX>#zVPKYC_m1d_%F>$>YF}eFNIFHgrL4IfTlrZs8+q*;zc(074opq zXW9MQ`H3y!v`C_fk%Aza0`4AC>Vr!SD4Oy6va{94!qjm`F!0EEs&&9~qoIUs2zV}E zuqU?h=|m`~eQ04Z*3-SuoS6?KWKiYD7mZi*9sCrIfG$OfCP>eUSj;^nQUIcayP&koS{+Zs=dc$8xOyUF(|_CuoV`V zKrF4K&F00*o7P;TcsHJoZ4Eel|6vb=&{&0p;0~eECyvSSgdPJ>5o*xY0bhBf6NX@| z%qS3Qt}l%rd9gFb>Q@xnv7Ue7NSe1D)#|QL0^o$@$8FG{%w_e;i&FW*?_vuG^wyYr z$o|A6^gPa*PM2BMBIDI9E?GH{HBUZ6B`A6$W=h*1OerI>>4q@Ebl9D zXZ%I;`5Yd`yI;cWcW`9tUqb)q0{p6Y=X~qU%47}Sx~odDGkrac%tpe!2;Z-0eeuY2 zgB5SHcv`Xuy&`?5{VBWEq|;vzGj?B+w1*JPk3fP8a-qW^rZq0+AB1#HuJhN;@A8&>(3QrgI&?q~D0XfS%w>d%VpZ3xly zH@8O#TfWeTRB*Ui1@k~VH`*(6POZ!-QzDx_B#U7CUMqCu8IU#c>w1P%Grv6ax{H&7PeecJ;FJBDX-IPB}6;1cC{Gz`b>Z=O&JC z(C5}lGe{2S(8yOx3xNgT@uHCz;YC^FUDkGqhuNKj%@+EI#sP_dA$L2?Cn;tbUi`nx zC1$JoORZ^(Rde6jCfuVVGnHP#!`X{hZ9)Ogo)vjP)V!?-=8p|Be`2P)Mr>XA9N zT>_6gSjfv!**4T0!S`#)+Vxyb4|_D(Lm`!t<|#S%C9nyO?ckmXDey(JvspS@swQa2 zDkpgyPGaYT8s0l_7l5CuG~{#}tT8|@If?h;Ia(Kif&M)7mzfzL7hmOdH9c$j?n?8` z0qmO)2xlI2J1wEb^re}!rR(lBj?zX-N~KCMZRm+unZ}G7%uu>;a|aCWoqFvENTm*jBJxYATf-%{9ilh& zo3D|lROmU(A0qA$*l!M*;)O#oG4jcU*N&_^=|WDE<1!g+l=afgP>FzC{kyU^eF6Vc zeWbnwV^}Z~%E)z^evIj+GDo2u%9f26*Wo2Gjsjan|x;e zl5Hj!nX&kNa`{QQ^gs;7#UmyZgJC;5c4B3oZ|Y^*6}jJ49k${NoQ8M!J9Z8ye$oWg z6ubTx4Ij*yjpoeR`Mctoy~nm4LDfycjQbK@@iTeW0=c^J_JcsZNUk^4+j=o`^1nCv zSim;P2pF(p3Zraz(3j1rs8BX{b#qQ3tInrb(fjpZJ`TIP|68 zK&9X;4gG+PF8nn&DUYBzLd0Q@SkGkuD9-BFhG=G+)st*t9qZTbp0i=~H| zvm3MEki8TxE~2JTNz17ux(PKZRWqUeQcgzoBU}C{iO%^ zVGZbvK+pI0rKlq9cS4yHYpgMeWH*?-?f@K4r%yH17K) zdtvA}_n!7c@UIW8>%FPV%U~2qM4yG3TJL6hZ5q{8ea!o)xb%1HO@1U`-P!aPLqjI?bTz|MQ+!3;3kfaPlhy%(f#^sy9F38qBUlAx2t0v zfqG1K>;}VTj0~fTnl=ypP3CNE?ELg-4xbzH2W;fcqOq!^ktL_|fJ&107;ZM_={8=8 z=-px%4v3qc+o*Qk4K173&G>C(xK2wF&Am4_YEAzPgB3Zr)r6r(nZyN>KKKy%aqutgE`M-eOyx)o2b^R zFdcz`zOddWOc!Q`(s%;GP|&L;Ehyi0amVEg%k?#XRa8!+f;Z5KE=4vT2O(whkYocn z9F+vdS-g+6-!=e6)*V8#ifDk{iMrFhXpNWA(H&1=Ll8Mc>u&8Zm4$@IG3Wl^$9flj zj}*?&=w3p(mW}rH+vEPtN_E>~3AgbiMe>5Y*g2J!X$18~vvXzekv!E1`jPw#8rdBK1f2S~fR z*s)k~`ktRg+SBJVG;n~wxw6sMM7__C1Hz*35u>y;S`m?R<4rsnk_zM3$ghXyV5bdmK6(zVF+9&%eYT z7zsg_< z#_R3Bt{;#vyawt7Z83~FJH9&|Y9m0~c|P6(;0im@?Om_^4TEfJKV|O(ZvSN74RyqB<8LDpFn2cPed!jjsu}*NZ0&v+uv9px{>2db+)2WIzJL zzrpUg7%n))|G%ry6WO(+?A+}*a~Bxd|MwNu@Am=&2KMsu9Tg7jUrgMG=`cx{?ASpl zR1uR{`|L}EGJTyEZfO?CG072t_xe{G=x-*o* z?BZ;_xV_w}pJ8@0Y8)fGou1(7U>~#B0{`>xiQWHokBSDxqEr$3^`b-iKj8TOf=l`5 z6JH=*JpvozZ|UWK|1Ch}iV7s4qdBr@VE!$C_dip;zZ>*f{3nXuKU47kdPw>eNECNsbr1*41wf81)X#gWYm7XKu*QIfrAefr-Lq!k? zFmO9;UxxgX8|J^>FF5g<>dph&4l{sgf36dvkk6n<=c$ROi7!9Zo}4UDkO7J$o~(C* zI-r15U3%s(LDCO(3jJ5Jsz_-`+ERZSmM|%hUQaG78PH=xy;^HtdfS!my#hXRNSgw#&tsYxRgk#Ag#lutQxlgt?3d7)ZFL zpWTjll9}wjRa;|;BN35`g<>%mKVFHfh13zSFT!sz#sY8!19ulYCZ3PRn)T1v={fqD z8OoKyZUT)s|G=vM+b4fb^hbq%tw&NcOmP%3m`XZ3UkqB^`n}X>GF7y!c?+3zO!cX7o3tyV$tSLDc?^l>Ww46DUDgdj^& z$4|53)(tDO1q-i)Ln?{K?j8U!r^$XUoI7{x6UbpZ>=p7`9k1`JkzDcG`?-&++Vxhk zog(79pB*h%gPsp3_5*AM{$9)Qk9(X~a%e<1t(=SR6mo9T-jC+tZ|Rjq#lzpl!2aAG z(KZG+5qR2Wj@a|eVnQ1r@4CWZa>gTBhM1_*p`ZyPRf zf8O1!`XH2C8zigeN`4&36v#B=F_UZi zmEX(!n78l>-Zk_OYk$6%0k#XRg7ZPqjq?$^x=b@i>19b?`Z%Y(B_-{W zk6pia^y4B0?uIGDTUpo`#1XtGj&IL4stm>r@2;DtDWqRa$1(sOJul(166JZ|&2+lg zdAtuxp<0`4c3juUM?g5=oYj*eooVq5LEo8x$7NEp|0(8Rqk;8- zD#Wa5jIldy=8Mnesu-%%6-=SAkcA7|iV;csv=V3s*l9jY%G z*Bjw_n+3C#(Nudx#kc;mV~z{JgxugiyM`}$Hh3}%28f9J!QxS{eDz2iwudL`T~Inp zN`&4tcLKzGSdOq2-FQ5PHFc<$G}w0Ggw|9}2TNPkKp0#<)@AjfgL2fOXBhop1xvu~ zM~P;&n&L@gb$&CaL;Al;i2g3ah@oEVkbJwzqZK+3r&~6z7dOu+!o6t1vPyx9!CxYV zA4!62ZCU{=>vWghEqreK{x{e<#FX)Y8ht)=-3FMmyU{_)sz}^?Io&n!`lT_mtFAHy zeeDJLvT;C`{ejbMTvq@>MTLkU0dc?<0OmAP`XUA}5zqn%+f$28PJ86)x|(8)Mujw@ z{HzvM8{#NKrGpbFBKiXNw<>NIM=p*$8?h+age7x|M6hwNsy}o{th8!>4K+?Fsyd z$K|-{WtBIp(~H-JIKY{Zw(2O8NS}CzkU74%SZ7Vmx$2lR@WY2vHjPxET(=<6<7Ss4 zQD0Arkx{==d3#v9FtHV?>j>m5eYlq8?lEmqo&Z#pA8cXkxr_1No*K0-Rk=-yikM>a zS8MRU7$&c*v|5;%!CF*EQ7TGIVXim*n3XO-wz{giyII~pFUbm9*V>A zR#!X%r<`^^OBc@yb6a)8z@H!}+AtdyN@J`OVgy;g{9asph-4J228%|(E)&2|o}uWA zj0X((xzYT@ji87qdH}oB@A1y$aW0z2y1ycN!AAF=f;r^e;Ae0fq@mNJ7f_&!LKDgv zVBo(TGrJO1zv8A)5KhE7n9L+B@pw`0RZwPse`#LnHBx(Ynp@ZMrM+oSg_45D+n7Be z41gUW@_v+}P>_2Ezu2Ve;O9j2_qw=$OCv$oSCEyy&?2%ZU#mOJ{vWhS24+MHGggb6 zv-+I{og((nkKEk0Yu{O!0|1CPL|js!awVn(06rthcjkUhV0N%Na8AEGRo^UD z0e$S%0zGlZZ*Qq5>=xqLH0UY3^@|6FK=oelIbT#3>bB?t{-oum?YiEq`{ygP>4Utk zqcY-r&oA9_RN0EfIz=BgJV89V+drp-D z0EE-Rk4Ywcw1nRb>Wy~f`9w-QdevO~>I}?8OR7wUBoBStj&m~(KrTl!&j$e6i|B$0 z48~ztUYZ1RhSJ5(@CW}5`4F5qCd>L60`}>Wx=8nY_P+hGpT|I%#YC-#P5Mn8ZoPD< zsT|+XNAf=zfdDS;+r!7|^#n)Z4#FP`jYgm%_apWUb`**^0)9`8`^!itQ_CJ>6xCwA zoS?Yvc>H+>s)Hu_^L2^L-KtpHIjei4YDAUl22z7v`k+B*cubl&Y(!=;Sc*9uB_wkM zOuDZ`?clLiVYtkqmf)2$N75A*F>Ia47&ezgNlbQud||UTZyNmmD9g|Q10^JiiL@1M zuEi}B5rvXkmbk+wFIN{Ko!S|kE~t>?KGO|x`9hZG&x z^+5ifS84s5QeoPz&H!7${71>1TWQ1%=U%tAO?xp#`W(&O#g>by3A>0oNr_wp(GK^( z7lk*^nsBeoO@*{Sfm0NK09N>A6YuUR&gx3ij`UYl~*7QhsE*j_v_z8{`< zm#Bn%keX-7gFK1*vq6iF20(Aa!jVmofg9a9UC41#4V9^71Ow}~n$n^p7a_^BGeF>l zm*JJ;9l$-`E9?y?OjvN4o)}6Z!D8(pUDB%#VzanU(&KnxG8a4XhP;BpaDK{{%cNc{ zeHNm$P<+vA)PI@>$545<>Y2p*b6CqlyG!-Q2c`RKX;fM{y=ML`Mq0|JhwB&s6D4`% z-esC|bs%v_T@tWU$jwI6c&umA+^WutRo&-@l+TuL_@ff_z2t0eDCdNdbk6Tnd5}Z} zRO%wu1pefq_(i?$DL4!aF&;la0-2nwc!3A!L1P>eiwngGH*mRFH$EIMDBn-Wm~8aQ z0Z0#-0{~$+J|eqKF~bOvP4+BF$<;AP5hYYiG<<(L*E+qKTzjUZ>UVMZ))NZ<1Z$O{ zHURIImwhe~Y`fX7v^ULIqb_L*6Zx6eOf9>p&PY+iKY25a^ytg;U4@84Q<#cv4PxP*E&UITvB^V#``v1%A_{Wc^{J`E`XElm| zCAU4CW8Rx+tuNC|UvL@BiR6tdOu&oZnzc0n5Ar>d+(E8j(XKev?5i5FELYxwH=jSW zvqB5z(pZzr;2O1@X)o+LY(y|VYP#Zw&>4t%znKMtcZ*nA%X++AuMp~7u~{v${xdMQ zw{#jR!TQ*C_t!^2xtADC2Ok04H&=jzIKIoqWJkXZ&(5h&i!sL~W?HHU9yhcd8? zk1_@gF=$+tRF#1Cx=9q8>l8k5JY1h(muEEyl-_9q&SpM9FeH}_0l=~TL1?Tcg1rH? ze`+9UMN4Ww#nEiCYz$xp{b)A|m;>Us)&sdgX$i{ysb@qxi~uJBNfBx-V2b1iP3gsa zI)?|9wuX5E^g_|BfV#0Wc}jRMgXQ6nZIZiM?NYv?kmdj8z0C?QznZHvG^{58e3L*b z4TU&ejvoYeqS6%>nn-nQ6lj)c!PtjHkVP>wx9!qUlAbX1hh7RoJOiTbVk}5|0tb8% zMjKETTY%EYuO^dhpVoaDDra$i6!ijwoMO_Jb?*G*K%>|IB@)vc-bfnP5msP^5ajri z$Li-?bc{CAma(KRM1^=50k5n!rlEgmgAk;OOEBG^tXCE;U{T;aLP;#Hr*qjUk3``X zm^lWbaDA1S2dF7I5Y3%iUJG)=@LBc75D}ssH!HZPH7W#Cjxs@ipbYQ}do8vX=Pg$9 zmi35Vtxf6_xe6=2nQqo5^jv!e@T}Z}+b!?llR15&SA<@-xMARVQ9Wyd>>p-QNf>xl zT-xp@&~Vph|3FuEBWhFO))M@uqP&^AzV5eO5@FHD%RDk6zk5_HIO!7qpw6Vd=`dhj}LsH(vB7MtGN?u_}jDfFK=qCCJCjP?%F_@k(N zZKUuuxbZ`t6D8pfeS9^JiC+UMp_i=P_kZx#|7uP2705)%smZP4kBbR-7%dNcuG~zL znaKau$PYkhhyIux`SSiheXxHs3w(8a1t@qztn~h0jVOr$jeJPACZzk5C{nKns|B)O1VkO$LIU2+y#10%7e{UhP>YJ%-o?u7X{tM(%#Ym z06kG9qT{C-)(}wM_FntilEu+hb`Wzo2KYMu=v+R}E%LEI#r=145viz&t-vaU{MWdd z-%ASEBFhVaR{bnR?Dg>ucx-k;U&X2tvKHX`DH-(++2DE4qJ#oo zc7YCX5D9DvV!zDUvREMPzCRFKkBS-cUi!>X3^E_3jyZ1#p-#YBLDpa+U%(i!VnR3r zP$#SIHk6AD15uS(;NYTsQ-S_klL8#}H6#^6S0wyTo<%_6ys9{IBtp~ViO;Rlisu2r ze5FHT8lQ(+mGJ=SE8A03?TIopDd*jY4?y+gcDAK%+!YiK(S;r${02d~(cWZhT!Ju$ z*Nx#iH4#seSQ!9o@)A#Ic@8Rh*;1dcG%66R7)oT!jBBfjn`*Dmh-2_FuPSywpQ64q z++(?Wejs`^lk6|&m>ci%@p7Gtv4n<@-=9PZlt%C9xl(`9boLKrXp#)-=~+;suKKHV z{hN+tw4UT=HhUkfi)ws+Pf`2rVG`ByR*DHU*BKQ3<2Id2<orZjWkP}e)fu8_JR!t6pVu4xRATK{mWVX!tuj!^PtXkp z1#44nDtnbE)+fMjlmNgEer`9XiEEd=zuKcdR)Rs@6^~3_I~>v#1OmZ%>XBuZ#m$|z zeA%#vOSRg)eF|7h0?)#+z2TdqTJ;Z$_)LUP5kSyGd&T>Pj~;3vWV}rjG^r0ud9ovo zsMGMNvOW8;cPx{2@}w@;`ui*CMbWH$(_kWQ_!3}z)@EnYs>>(ym9d5-jFdo9^DhB=2`K`DPoYn-4 zQRTwTDMr(iHm~!6f=tSVaUe!n^PZKX1NXbmJWI&Ll3I>?RVf_?<{&KkSMfI{tr;+%livz(M9-NecA22xmct679?axK>W|Nt zskg82+)Jj|!>FQ3;wRh%7F~>qe%a{&1lm(darp)iaC{e9$E%Z_toSseovRvZYRcZ@ts+|SCFR@M9jq@j20(CfF9Q&ymu(Cc z+6}&&JV1s)A&lYkxcL#AB=PMn!`m1Uc| z)#t|b8SeG7dJeTU7L(G99?Rv&O?G@%aDwkdd>Oe~!0eD+XjZ8tA_-NHgs0_kFEY_GXH~?!loD7wBxmM zUeJn8yFs1PB8St)oa6`C6J8aLmB0!%5h}fG*KC)!$DqxJ^*(l%jlFpu z-ARf_>8sE6yBj@sa^)l+I!A50?0)O4FJ-Yh-u^Vk-Iq>KSYbOksT&zpMjmF)6OxfxESS3NJm*fzrjHJi$^11fuDJd zkvDaudVfqHvexh#C2{iy~6uV7VtQCIAq2G0fq1cww|6V2bB` zbadP@XPrq_{wRr2k{-YYdu-IpbB{6y^JGWCH2CR7U-P_)PQOiAyP@-*psju_2mgsz zM*#rs(7{lsIV!YU^V(n^(0$x2sxlqXN;mDTk-GN^jt3%_(Ro7&2e$xBW%0-It;?!A zn4#;oCk#&`)gt@A%ia6j`EGsmukRr0;;Cq+fpD9dvchexNao}x@i~6aU1I92fI7vW zO;_#x4RCO=9x0da)DVPFk9q}3xZNP*Ey7%6Q~-;T%14g+Y65*~6qe$bs3hY0v_IaePILQ}}q$1KC%qoFHO3Lza39|!1l*dXphipdKH*tc?r81O!mp_ZMv-CD7P9{wBe?V_m zyJIpgsZT2+Z$v`qN7*h1*&}(~j#GaAG%(bZ2JYoSEws&2jqrpp{^kVbVry1DKsTkSFZ;ib8}$y2qWYZgx>_`c zLX9odG!Q4XU|v3)d=}%@8>0ltkuwI<%;8vbB^>L54oD{R!Oc9Enwwyw`-o`zBcO9XGVWD}3n+2+Tr5_drkBiZ#Cqx6fDUuYXc;Hpg^`~+O{gu zDH_uf+!z>?OEbKkvvvtUY;fK#jfr*?P`~1>&duwiQr@Mm(F4DgZk1IRD+}!~Tv7GI zv*%^A)MbS=wfkUx({fX|>Af$1=EFUbSVfma{>%~2-bPt&*+AR=f+NhLvh_loYXKjN zyJd^@1OV0++d4mu*&RO@Q)OT~{o>|I%Udr00F{E=Cvp7}Vr8>w%wl za3pT=!#M?#xSau;1QoCop5oiB)6r2kUNBK<3!mkDrpKhhqe%S;((HuaB4C~Rb|P}S zj^86xoHp+D;(7i*?7d}Bm2JN_EC>S9A<{^TGzdtybSojX00HUlZjtV85D=tGx&-O& z1`&ZpcfZHFF7Nxj_uki@c|Je$%=lr=II~#idBned!PVLEL21Dz6Sa-b_uV18NY_JW zz~2esRoZLPILCozxZlxS{*F~_j@ha2Q`crb=zR|lHaF$2_indVR&%3Xzy~EE0rw1# z=IvDBS!ySUkfi~!g;1@k=S3R-noa+N_Uk$Ovl-LtE8dH>SfXJBaRL z2%w(1wMX|nSnWCLkS+Uda6k!64B)pP^;BORZLkQxB^^hiECjo(-1}Or)_pi> zuu@@{Fa5(pY=wXD<*kNqfD3IT5!;(cA77uy2y(x~1AXVKCSJ?W_CanPMB9F-%p*pD z;|gPh6GHX_#*25SZd||~Ak7vzfO2N_!(dG?SNqQkTS0OX+u@UKJ|*v)u7NV(x8?kR zP?l8V_V|R3g_wyYgXz@j6 z_LD7UOo-X(^s2n)e2c(`Y{hB5@MUma-ShZsQyH&?ljNf)^F?JvH2AN;qJ(s0FjYsb+UBR2UJKAf3C}o;FZO!WUvw=ee&5Tc5NE>0vRfuApSddY8 z)W--w`Bp6Dz7w_FJaTD>Q{{B7c%#MbT*`?P>Uw*nSM$oK6x*5Vsqq%8qNES&$bs*p zZ4WiI&MK!qNpkOPWY=Hj_-BD-UC4lhF*XgSo3?)Ey4B&f-hs+8F>fh^e?IZ`>*tgf z<>blDc#86hig& z>JRlh&{p2cv0bO0iO|pV(FZnb+_Kx~+gRrllRR4X zhFQq0zVnm{!AqKas+!!{eu%-zj}JHB9Y*qNf^)%q;k|?NhtZEst5;vaqfDJ}B<7NvsfsW3uqkYAloYum@;z0eSL9va1vihyt%%{g4&1!ulY2NTnh zjGfb(z;!VDd~UzV0^aWu;s^7Y4$FYm_l_#ju&ib8dTHlMUWS;R$1>SQnWn~b4Znsa*YxCm%F^q1z05W)%zux&1aIMHuKVMCfk|UNrzSu%+)QT;q2|N8*k zjj6IUbo%P3H9u0__gK%M2c_H9O*efwbYCvl`v^}h?|E~bT0IUq(OBFO9K>zyu$zLK zA&)Iy@?#y0WxVnV!27P`P>A40HfA5!}`n$)92N7eCcXSFjp zzW|4)JkmfSwC~5N?Z?lM0{XmLA+4mqacQ*M>W3waD?grW_A|}QPCwwaHh%T!h)O^= z>$CE2t{qOj&V_J^pEbd(q7LTA;S3$kSkU`uOEmz#uy1W^DRgqf87ns?(Vg zZ<+lOm~WqAX+yEd#mLNWq;fntDA#eNhK?y`PR)gIJ59xC3z%?+2xS$nyYS1J_G~Zc z*vV%KYX@)53b*xr86$_XJ92$G>R^B%Xfk}Aeop9hyIR*)v83}&+ z13i7?H*MYW-i4!_C|-f&)?*spKP5ZzYGa{>L9(Cb&8KY6`U8JcV10oE3o?~*YPZs^ z@c7h*q5OWzKU(=sF}0`qwm+VMfoH7yue-JOf9zN{ZPfH~SP8c-soYiCxoO!Qx#5>m?qYUIJ*4t^=RDD6 z@Ff86DU?+luhSdq(@O(WX3m9#pTrSWS%+fHK%A2-YzJSlh_{%=(p?~%7?aluJyu{vTlxiv~?5uk&o?J#!U2d-`lj?XKiW?9X z(>L14caiD#MbMv6HlkeqPSkKLKo}g8nV!hZ5oxwnf9x!I z-Fg0LCUyXon|G}cqxMbGhY#R)IKh5g6vD7_L*Aa$>mCw3gTcT!@f7aPh;@+PZ?Pf^ zQV=cvQ%K9=h>pE2#kG6f-r?2~`xV%6w<8F zO}xqUG=9Fk=0%Ok$L+=3)U(cj3$VF}hY2$L&f`d7c!vxxGTZu1oBd?rcB`7#`h1IA z76++sQ28z>IR!tnmLMl&??D&|A%vXIX+>T-6|A~-(}KJq&~w>cr&ZeW?~ODo12)n} z_1bdded0aaXZ(}|>XaI_!R56drrubo=Gs6X2(>2RVUU}I3GsUPY>%_NrYrWg7I4jK z_jH@BKk->s`}pjl&<$W_YRrkL%lS-zu7?^f^~U67%$x#y50tE<5Ot%q5Vnz!o?(5x zK8dsqdu<{08#9cYk3HIv8<8&+Cvlw0cLEOz#pdB6zWC7d8?O!(&wVWM=g*pRqlDc^ z-H-m*59Z)?ai1mg_uk6mwqwM<#LR(B|4ZzU_b^}sI1YT1-VGz0{ARp9 z-da&C=ZKehh@U`MzY1j8vW%Dbzi?YFTm*9ryd-HKiVM}#z|ns#^-_>RH&ejM)*J5#39Q;=pN7s}rY?RB(OEA;xfJ^s;T3kxhe10v zeuRLN$j8caIRY&eNcafu$b>I`1VoA1hGrd8}Xf zB4}*QzhQnk$`h@-S1@R_8(rpL-E56D4~w(_biVR~#_xA92QIMuvyk)=D0p`BAUzh- ziT&W)3xNSWwjrII1Eaitm!IZ70O;)uV1(X1zEMw9^)$eh6H3N+3PScCCx)%~-!pQB z-`xJF0oE6F%o^oB-S2^bs}*i{#2Ar+-BC&HN+(IqQUIf z;Ood6K8q2-3sOF3nSrcq-oCslMUtS`?I_uN7r0PpS=t`I?oRiY;R1VOO*YpJeeFJM zR*tcY>$OmUWCaog)^oH90pS# zh7CIQemxkpl_=^jBC=gRi+869b$%I|8vD0xz zUit#4)0j@I9a*G_WBpsN%d7O7tdP$T4TAh;6@(fc_Oh7b7A}F&sgop*-tT8e2#*h1 z{V^&PH^cmNp1r4UVB!hao}cA^@wP$~Q9zD)`1{kHSKp(eG1ZkB zY8TfVKMZ_qwiZA2HD!moy(>X@!$xZk8>Ebh6MwBCGD2ez6eA5}D6z!>R4Eq>EOA$J z=bxBnXyX69boQMH>p=n1HRT-XWN~oCslsr>iuI(BkAm>MuDS?~Ua@mQatd0s3mi!k zXVR>PeO`i%z-SVCzcRnSWg_By@TcYHJ%YK3Mib}W*i8f6e3MVzRS)2poky7c$f*oT zQGF2>4zh9Aw81=s_^#Kgp9e=6q55-N zB#qu?*Ba2##?}l0t`WuxvEWEG4g;%Sj1^o;%#vtubxDEI90VeU!Olybdb*%-hC7*c z*KF5%g^CXyHIWJp`OQj^P8#M|6T(4d8uQmWvcco3ozT8f#>G1QoiekVGMk~&iVa?j zSQGr^w4YH|^_HSJZTED{BAmUVo&L%!i;epjihD^F;hxzM0+=$SDVL)LypX6{HD{nD zuOJ<7bcPU(SfTQ*Q(t zNpNKV8Qt*uENUiCcRkzTLq!#2I%?6k3X#u4zcY~wVV>t(1oFYKo@@5RQx5;!s&I(z zPYs0^xe!w4OlQzk$eN-c;HH)V>5pa^1ws;rX9wA3CV~eFtb+r+k~f1D353hJs7(oJ ze-_srY~{g~{_}#&DP-+6;H@Np63+A^+rHLm*KKjBv&-?rJQYDP)kR*@c3&TW?O5-u zswgUEuF3Jor8%jT8`egKz;4jzz<=+x%cTPnsmG6CNCZTY%;bumU>nI?r3@n8EUZ?q zdr2S(Zz|Dt_u-Qu_iN>qX@vP<`Zb8K%5FmHpmA%f73wYkCjqnp*_pKUoHy;*f`4zX zd0z)h$px!OOmY~G?b%O!4aKimqkg0q4b4Zr2&>E^dAMf*Ph!`5`o8z^n*G6N4-T6D zdS`J!H#4gz)ReZqEh=z#=`aM$*RW*LpQ8o)c;g|sci^~NQ%Od~qPJR4V4{O7k5Kd@ zOCvx9YqL1DZ0dQ;CU4P$uzA+|VR**0ulAN>&X2UTH(t;4YwTo0?&skE+>h0*OS7>> zp!oisrvPAH$2JpzmzPiFEDmGCM@{9P;k5%hi`M7@li^9uMlJMnkDr;V8Pd(&Vp}5y zChesZjSo#wooeUd2TIK_kGWiIn>$&E;EmsPySKsC7B)Lka6KS@C?ta{ZG=~{zIUtu z5;DzoJyt6zLrnbxx6=8}RC2d+-?q#regY)61J5~?m9o9*9*?11L?Yn%{^V!z`~R~g zX?e42gllA4-PvIis+sofweY&7skh>d-v?Bzx5GlHSZDF!yB=$O5KF_}KUAJV<9sQW zUQTKyIf5zNhQ(NY-#m9KZApj7XWVRf*M9&DAA+|~)OJ=Y1n=FHWo|1KwJbwNqUvL| zM(PfjR)_j4u}7G3vNG{whrcpCGqZO6xX>P=h!eqi=Oh;u2vkt6g=w)>k+%L;ucx!Q zumC%jX$zj3K0xAoSvMGIUyL<` zjcWWV+&TTtAsu%0OG5MPmV@M?pPsxXcu))Nq6Rcy^Qp8;H*($ZYV>VdavtNRB`d9& zS%r@kwt%8A_d<;B&Hb~C)%;J{_{g2X7%@2C@6&y!G&ZsZcoc;;_+LihSK%4diXwPC z3EC<}nb}w6$Z$$Cnd?ZsrF7mD^KuVs*$tT8TX0K$YM5zr6!}0B`pdirIE&`rHa}}o z$^SG~r|uVsKSf9x4E#;?e;l(qG8qpi3>G~@Sb?jsb>o7FpY1G)y-+JzS^q$MxT+1i z9F&bg$+y=w>$kYKxScB_=O-1RFa@jmc5pW4dful_!WzhBi4teoV!`>6`(DrA?e|dbU+J3Jxc(+(8Uo5`wlo_DiTaFNO)$||=a_*@zA0=(sAK)Gn zGbh;Y3tku;|5 zSxfl(X4CnG_;mRtrG(saGKmk1Uji#-8hTCmfPW(na?|w^(h=}k<9X}LHQp>s$H`+N zDDdrfC5!s2c~)hEn~Tw*W3s7&@i+G_V2Tc}7qQsj;G|8RwK(0lFWf^!90+-}Z5U1# z-8y{BRJA#f2*z!vfG8)^k-z+4^IjtkHI3*3ME8Q`UBz34`@sr4xBl304uBY2p2xOB`s;Q8! zP)SDg0pXpR3pffSKQdmggTVE1o?M8@$mc5-D@v`j@8}-O0?x9v(AnyH+%RtLY0T1x z^Bv4qzmYc|^>o5btCwnjJK+h6vFhR_2_Uqx#Q0I$A{LB;FREE(6uZSs)x68a~vCX}E0V#D(!paq-o#~*W{m^cqb~)*P+JWksE|hw5BkvBp zWP+PJDNnE+2Z5!T+F8+4ViH%NMDSL9Kwwo|rOdWbY`)oiQ(O(3D^U1P%=_8%^Tn?X zbhw6Ox7VGN+dY|HF_?l^U59Y4nKVw9u<1x&%j(t62?Epi&?l^9A8k=n3~`NE9yhv0#;)Hlg>70}v4WE=8jCRxXtTZ| zW_Mz&)5_TiwoxtJ+CH}Z`+kiZj5>r>R@vwnhqGvhLGCd~#0zE1J7AnV)>4*G6e)r1 zQYN3m+MVnGZ)^O6A>nY8EOwxM>_cEmz|hBMSS2QMsd?AwQau2zCH~;n^1NKx`?M1< zU&>M--fu+G<}veb_t;%;ZX2$ly}hBHGr39SRy#r(in~~cexwf|^;BstL~I?XGX1|I z&22lEg1QxN@`?mI(wY}_olu=F47lB(E(N$21)TjZAG*#2O(`zN{I`DSINlJ3i_gWSATFWwG2Wl5MqJO{Xc=t%Zql=zG$6d12ok3_v705SkliYJ-tRtR&NQV9Rk$id_N~Hq)-OwH~D}%L*>t$?U|8-~P zXM*FwmcZ;;6ifYA4-B1l2C)H_`U0++61_%+0dj1s&m(Jh8e>AZSv^-L&)fJw7ddfO zmyrj(MO|#TF@4YfbqAJPuM5vjJZxQ+Yt!Eh4cLgogWB+S7pRvTf~+g=`@mstkHWzv z&NlPI9OrwlX3x@x&P1gq+J9%u`yx#AmQp`u&9ol5cA`jIW+LF0K{uv4sF!zqX>aQnE^Yc(SXKQKRv*AowHhE{qR)}D zQBhdfe7Ns)<5%Kq0mHcJRx>{GMCoTS$N@R?E1j~zPG3P^cVhXj-2ar%s#TtqEtGUg zrDY+p>FzUW{D*IrI|*iX-Nd-x>FBJN;VOon)8bhW<515jzYx#+2rfH-`Zd52#$wrA3#(fz$w4C!HSlho;$I3}|0yKxgl45Ap#;gF-4NkQA98%~bM1`b*?S z)_hJl_(wyX0E&R1KnIGQF@1|`5~CthZtCb#z?+MIYb3FYi?X#qyIn6xtC+rbF)T&| zjKTapdv~l~O_9t*Jm6T2Af5YQi%#kmAdTD2Yuu_KsiRaN#ASVmy{E*Yk!0|iRO9H| zL)wD20|>y$)^_?80EjS&kRmNvE5Qro(Jl{caS}v6rH^UADV)>%&GZwks|~wM6QUp@ zM^)p^SJQh@apoim*5y88Hd-u={g@8uvx4MJX;nG;S209)$i*gxD4|FCf_k#eCE?cW zRf^slv!pissp=&+GFtg59v9!ETwh`xpg9NUu~yy|7-;Y_e%-}_rmxTp6_~VJZKxMd z9GhgkUOB}cEJx`c%;Wp)q1FD$YjD_HKJHE;_(s`?9&HqERez%l8^6cN2a(DHC0oI1 z6RESf___I}u{<%|QMAG4rrlp1F^R%y>v~HmG5)mL0RVo-Y2KIT(QPfy3O0|-t5wW^ zPN|}<-ifn$51ULNdWAsH?*Iwwvbv}Oy;KCksax6AY9)zf4X^Dcj3(|A$yeu1eUtn6^5Hi8*VdC4fX2xpZ|tLQ1yYPfQTMDF<*pK(Ru z^ZeO`@cP|MB!48A+mCU&T6%;#Xy>5$wH((*0EcEqZ)_S2fDohVYjd0fS1l_r5K%mv z|M*L=dW(mv7&E+>z9PWVGp@<-P7!4rzczgE^fei0wuCSIrPyG%!#$j@YJtL5wgcj0 zyr`SY<3R0)4j6|y1G(Z5meEc<5rWbR$&dix$2*CM|Iy6Jhouz2WF7}Oug@Lhph8df zj6O~RTXQV_k2d^!M~hn(5!VRQJA^bu`0D9e$ceu2V}|v6!0g3=it=x~w(pUh);4ZA zVq>G(B1I&pmw2Wja^nYr4jwj=;zy_;^Y@Pr-K7UxSHSI!PM!N{lwRHP2*k0RZ>5_O zt0mTHZ!UlPbI?0_^3T}|d_}!Kb_kSuNVg3!y+ZNnZ^ zc}NKqgg$5ETiEH-!Jp=M#vVx$gTK#i_yBHg`dIKcSCd<^lB!Liq70cCRtGON&VOlvr*1} zEPLO6^(;?Se&l=BV+r#N8n8bDjLk2kWbeoc_L1aXU^D)9f8V3P^HuPX$c#U>dLfve zi!DmZe3o_g(~%+L?}vf7eNTkjWXokSPZj!k-5lG-?d}(z0x0hlMU-;J(`B!^cUqId zGGzEy2ZsIsMxsXv0yMEK`DREBHE=dF0GM9C%$u+=I83iRIT3j3C~bHTUFyVV$Fctc zOXnd11hc6~@-+-@?E4-IAb3g0_*U8p*$~0sf`=1iaiRG)2{sQ2eBoH9rU8uho09_Y zz$*orqz5ZuNqztt>iZz`X%o(0fL=8*)0BT{0l;w2V-LY!*;-|+hyV~~W%&oVI3+rD zx*Tm5<*Ra^aF|wDwbl}tv`$wI@HrKjv6xIUdZgi3aaWEhJ&Xsy&;I-IqRs$%IA6ei zFZzFhQu`p>;ABBIpQ3aB`xpQB55jW*2%UH~@J;f6fu6(R9LW0krR%+1`1d>gA0JE= zK_7pPW0UNEgGx)av4H3G8vQR;cK>?gfB&RB0oZ#VPICwA^lzm1fBn!39`{nB6a9Zf zeN+GYg|LMq|EF3&_!&WZBahcj{Z9ZZ19*cOCnm@^@&o zOi{5&BfBYcA?zPL1Cay4##egICf`88YBu0<2}*H0+r0&L;|bQ@1g2EQMZi>H2#zEf zwN2DjkujSpp_qM}VqV%J!>n?*HzwvIb++*--tKO}m0q_g2~buoQr^yk^0lWRuB@%) z)^G#R6=S#+$wJ75-mx3?#Th%UMf`QB{_C!PmJ6e@jShXlBOk7{oJSPn!se|ur{dP$ z-%;J|3W*&nl67ttP%lkmcN{}#PFuQ5=dpi1=LpRy4ma$o`26+&2U@=Wb-uQDg@Vd~ zlegAd%-hM-QM8`?e{4rzG#KAKi2v)Tt5WP|ej1^>>erv}=_zwxqe&y^AOB)ve}D0u zRBz`jWvse4H)Jd?_@fjaw2kRCy2KK|a^o>;O92!?0+~`J?DYTle^}8lPQXu7{rnD^ za`$1fEg_rop(%hHH#_n-Q@|z=bvuJyI%kMrHwF&WRHOA;^iYlS`HK-pk?tuKqN@-DsTxmx|xl;ILQ7G*zyDc+Aq*lj-p* zwp*8w=xJ`CAg=Sxg{@}!hYA=V95>&)%4C>%cV3V}U9AWTzBz&US|!7CPlCxV=s+Ij6V` z8-0jH+Rf#rZKjJmqMCR4T~+7ZEz*0RJ|tA(vM3&V7eQkU zos{jJ7P4D>X#HzU?zjfWy`$M1(68ui-1l6;-K;S%4so;&&E$Uz0PhTi=L?$Si>cof z{>L5!yAlf?+{YBc1~EVAAVFqJw%3+NF0tK$Pr65@0LAq;MMXK5SUuoNs9X>6o!9}i z{!f6Qii+(MEm;@BHz@yPej+7S^d%@QL)l=iuS^Xj-%a`B>&vRDv@#JSv!}csefk}U z8Z#7G7+4)g8-olxQ}>h{CWG;@bc)-SplcFSTw0Qo$oA$5WoB|st!-}bhMLhlea>$#0*o&l$sb*1#i69g3;%#XZ*VlKyH?++PiwWoW{$O7mJZiM85`r)%64Q9> zztochH!6vD&jJd$Y&!@9a+z`Vmc9l(>A7KWGMHhdt!X>_s(b6-bf_lk88wv&IS0M@ zzH4%?0BUyEwO0ier0xGq{{7c2|LHwEKrhFa3S9ku;ilP|+;9&X8es&SL)HxdYukSl zIQ)CpQmZa5)w*Hy{bVaHtwJ=Qj*Ry=yF0{!zJFd~VwncL{V%48eqF!SGg3Yprvs(t z=It7F+0BUE(<4-tW=e98iwa$<*(TE*iYnAhO~y>`3OVcjrJ5>^0M3~_+(N4DPc}M} z=J~3@wQjRF*H)+J?3P#KZl|U1oPQXGlaKbRW~R^=x894eh@Es*%(Mg5vGUF+9SwL& zH0ZJxGlTjNv)@0{04ZRJ5Ii+)hy^?`*9|jOPuO%k6wokgA0L0QWo^gklwwmxfG^pE z_!}zkoMNFYP>evEWv_Q+nFW=f4BLA63&JPl} zj`i;o*ivn^H;>;>J^{pMOv{~G%cGq#;`jHy5A6j{=>BZ+r^(zja2Mg_MEhNH=%bXLQ!>33-|$43mZ4in+r+GTW~+5o}aDh`Lm zTa}U){$|28(0R#S?|PoYV0CNUB+s*enU_8YYVf-hMisXNY=KAL(Wf=pp!KT{&)uJN zzWN{W2bP#V06_xLr&E5*|3Of^feU>{+nwhG>p*436HJNn`3n1j42mfM!{SC^t#S@Z zwb@D|YA0bmXO-d8^hPK1d&dl70m|J2I3Ph=x;uCIJSyAfxA14=+cpL1pllw`Iy=GRHCzP@Xu)Mf}TyTt$c3-Y0)kv5GXc zu~|>>#f-p+@<|_RP!c7esDu>;RR=!C?}}XZ>E!~NJe0LQ8aqxjGn~>Xkl+yRD@?hh z`VO-0ojUk`PEw;_GF0MH1kp>#7E4VML1^Up#fw0P{9D!3?jNqZuS=o+!y;#AolHAu zF9|?OanzE%a$zl@sOXt2sY!1<8QGZc)bVusZ9)UY1-1=?8n5WP>4@&G=K!{C9U8*s zfm8H^>d{pd=p1RI^-3J1)QegFFRXMQ*xGesrJL~t z;w$W)zbu+_XMAt-ERx53o%{Ydp$&l*Qvm_kThTrhHw}Ov7H6c+Ff0c4?QAS3WDHTR z1=5k}O_nGk7Ss>M1rBe3%8Tr7quG|x09I(S0k&0{rdSH6ryM}2B~|A*xB9yIp)`7p ze;$t8SG&)OPpAN^%5pX;sx<6n;1^;SOp zQBEekmgK=dGB$;!z`6tmgoIG03xgY|(s{qdr&9%-5v<&2G8Ecre02++&X)9^Tltl? z>$H~_vBN(PqNy-~QtI9&{)*%t-NBl2J0~p+{!W?m`qWINZb&DF$y`nIaB}(xbSt(9 zH7mZtWVe(rbH!fS{VY8By{L%ls!;|~ouWS-@T^i;bb}Bu`!Qh|EDp$_Vwdg2lIDLH zrR;NK$*g@W?)j)2BU-1?nW{+JO`3i;w)A}nPNioL#^ta1$q1Gf7%W_%kq%%^^qUD3 z%tf2sxBI{qLUV@`+W+FqNl#y56#HR5yJkzy@NHVxTXxCgnlx7Y{!BT+>0TAz89C|n$tj8hBh9C$ zv3Iv_vcO{4f$YZp{1$Tq$gRBExx;Tl;F~|foC+yddH-Ll!9Uj`awa(22gz)b2sp2t zph*r}OIp(<0Qe1KLCU=85AQoNudjR{*5;IFkED^zq;XMVIBQ(14p=VL7H9RfAH_%* z4`>xhOt^ORCiKr15G$P)-N@le!3gkZ#2?)wXl9NO4BrbR_%x1Yvu##IRo17>;AOd; zUjel(5ZtFKwmY3byZ8zeh#Se@hj;W#H;2;2;xG!`fzI6I$YQtMsKnFc51UUrjh-^P zscBB7JFG<&=*-i-O!d4z51m$8$eg-i1jXjK>rKdK1z+ude9C{-;89D+19}%>j5@X2 z9m%AV%WR^+rPsXfy^5HEEPeanMdWefQbbSGn~(2cL@F^e7U`F+f$3AauUlX=tz-~x z>MOnaV`xH~c}CgC_GcT__Y0KT{bIPS$;cV_`5q#G;SQ!OHVu5xwmOEG&v}u4_jg&m z^NNnD{u-Fhj}orA#WA1ultRDJKZPZ@dvJsQU8B{9)9LjLhVrHDWfkzViC#+HF}j{|f$uYNk0K2)mrYmgm#9y6QCErr( z{hby}^T;G9P>R=1BMpyH>V16A0KFt+l_S(>ckVQX$(@Uk_Z98N zV`FLXY6w%>fbiw%A?O>?i;iZ%ncqoxUt?$x)GvDRVz%JPgi#1BP8Vi;X-CT?ldDbW1m&Jg) zxNUPJQ}d?D186JqmX3C!=L7L2k6Ov=$AU`Pqc~<#r9WP`Grt*=OH@Y5d#y#ATe)Tn zXe=lsybe+=8dv!qp930ldm^^ho;3}ouyI006$g`Oz=&YZIt8YO>gDP7Y2J<;e(^UO zZkp#e)E_CF#V6aN@s^I<1f`PHz7q`@un}m}=~<&lk@7i;7K zI|2^nJsv!PE|063-*-zeC6@(^eh&*O?{}E_`#^3JkNM3H6Zh(}89yD6KqGcV z^Qan|o=A22nEF}fL7s+T)tNZJc>TS<2V6X;u|Q-Tv?~C1&V0C%#&L(vqd1r1gN66wRClYtP>)c5Adsy>s$4qc3U)w zKXhbD8c)V#(>(J}0F>~t6TPRr#CzAG(I5Gcr_lu|@sz$%D4;SCWqvM$JLjik_jOZL zM5>(`Pev{_`meR5I$o=Y7FI!S0<7R8ki);y?Eml7evRd>?-&PLUHhQFebs|DwE+|S z{H&P%8~X77l-G|fHMrxt5FlM?b<3hpI6z$|7>r4tu-AOWlf&c8ck|G^vxa$ME?nPnBH{Y5FnFYREV~6hd;an;hum z336kTcb13zjegEonUq22>+~MuF=jD3J~nIB*mKx(469jgHi;w=^3uL;d9INqEHz|; zNy=MtoGq9ylkf%;Z}}SY{9)-1hsjW1?4sNDqOSYkQL$TeIFtj0YQowO@U>gFva}Me&c8X zv4jhomCYwH_dS2(VX&o?A$$bNGz|#{@#etwIr#|sGK@#K{?hc}ZIE4Avghr=I#KfB ziG_~#A4dMgM1RZj?c)3olA+6k7r3@A-Xwfy1-x_;)S0|=TNHT#kf(i@?2G_QID+3^ zb(Tfc7hv94Zl)D*#1EK-pl5xRtnuZIbnA3o5vun%H{7-0%W0$x9Uuy0FOkx3aZ`^GcR)LEq|6!9bvL|j14hT6-TxOIKlU8Z@qf@|dNKbY@PaL{j*f`zuEY0rd)p0dAJ|2nm%_+x8}A~ zW|813O+Px_pS;{vVE>zozX${y$(Echeqd)lep!DnsCj(+ZnoYwb}tOj_~FQ($WAz# zdb~-3ADK1J59)h+Q=t6FTOG_sfvw=qCM zr+1S;d034prB|L?cb{3MEZDv*Ik8z?q`qf>W34k%P`T4UcdGZ%$?k@I$w#@qON|Do zY;x;?rp~XGq`RXEx2L7xUd-HlNFwL#TA3U7rsD%O(zve(X=hD2>ZS+bBVPnQj|pKq z)Lm@ndeEWyiM`>^T6Xp7H^z@T$mp8*UC;r==RdssMa}vQIOLgg3feeLAP;cV^J`F0 zQVnnpTr2Ib#mR##@82voI-LBOWc!A;=lmZW{q6KsKE}s);VYZSa4j7#)Sj0m9fV z2-Vc$%PumTPKVr$RcD3;=%}7jraZXv*xQ+I+J{GRx*(Ws(4q6RAowz^u9Lb4(dv^= z#o6Zv#!2DRmR^nMYeVzRCVHN&*_eE0U0CPFrLn?YSm18|_D4h_ zT8UxOx>>^c7u1E{1`IJ%3$cw0*g%VZ(SEo!kGDHBg*wD*k#2CW#4ce*yk3Q~!>S2! zF8W&H|=g*h(Xr>z6pq>@yh5s}Bu5Zt!lE4rM}Ly=vHBtV$jJ z1@wXYRwz0>c@G3pCO%D1b81kbe+)l%&s>?gej!5Y#pd_e$v+-a(1O7(j_(^NqjBM3 zY9P`vfwN}qJ;`Hxt?Yv(prk`w9&qsV;0dAE0@Noto}wJ_u@jQx{Mqi6X86hJ{?`JJ zYHEDw>j<&}6E(Z#(9f!PAM|Em+6^-0r8}{V3+_yB+V}i1g%V)e#QVjqI8YmaTcqE7 zNRD)HhysW1U3XyC*Yhon*VIGF{7LLx>jft%0hEuVoq6HdC}J=Zf)tuK)82XVR6Ta; z7S()9nJVaU$&S2mOLiaABi@5MzgxNU#Gu2iNFPt~M_&X=Q}xA=E;Z)o{nGi$Zu!yb z&_gO?<`QhDsb<_%_C=1e=+&dH@}%|uG?KvL6)4s=^%;!c6NY~ zNg_045`emwtm}#NVrNL~DtB{cw38I8dk~}K5|HEU)^-Ca%ziMUsVkig6wuD6*2}?T zOFXM7H948rs@cklgbh`s)+Nc+c!%*Vzw1`MNAdOT0~%mSA0_Ozk87`_9vX5Wc&sp} z)R$YlrMiSca}s3}zrCE4G|Kw~L2Cc{nP?vM_~Pxd2g81`0%n{N?m>C6qolmR&GUW< z&7c05f(eR(*V@+IPY*)w(OAR-8gpGED;XPrZa1}iE%fMkt_Hrx|8wVfg(va1y9RHj zT?-2AYl}%yO_`!H3j&!(1zBfkf>!Mqr>;(is0|8O%n)fmeN7jop(LL93a+iG{Mhx8 zD8KaX_+R%2@X)#3I;z*8VQ==WY)K$S$8lh)?EY=2>MtVOPy|-lU{_xFk}V>^5#jXV zzCQKu3YWjv6-glf>sj@A&PW+ zYz5V9e>HO<-ws`O0Uc_kw50V1m}vI`xnAz4gjsbW2o~dC0(FM~4p^#_+R@-n78icM z>AI!%S;x>pnngj0_cKaEjkDsu%HN($OKT7OQ|*Cp^^N2Ey%3-Vog_g5-)6;X`2HWLC4G{#ME zK@^VYsq^$#s*S$*=uB_j0+W^wcT9>Jlk_n@>24u#hhwigXm<+eef|XWdoGClhA9v< zj)f);;DFR!_1ZVJTj z`Y(R<`Wxo1z`P}YtHa0pIMt2AU(N@{SQ7aJYZr1}tL!OXuMYv`6OvFmhZ$DQ1k-8# zyl{cTr>|;(XmXu5G%{zkHWp3hoNfIbAo%a2{EOh<*0jGcU3)FX=7vcA9sA3h7Ew*J zx+(HcHqC2>>4#$K`xy(1rx z(cCY?nULL}GeY=`ODAFS83F8fcH4%EcD^Byrq_0mfahoC+wZ68XcAPl%R58S(gpdN zuJ3>`CWCBRA*@U91t%A9y%Acb@A8Zi@|pCbIkIlTlcb!d=$Hsi)pQZ$xrn%FO+z~F zyriSpoom(B=;;TU-Um9>VA61s0+?SMCOOd&LxtG-Q3Mf4?k}PrUO!i>E({|f3;wX{ zkBsSn@NUKw&Gcv(-?(|eP+tH}vhrL}M75Z7_+ zU0tz)cx-?ILWz$Ot!V!*d0cest|-T2pLQ%Vj)DG`DeL--sxC7h?2G+8oFrZ+h4QX| z=V2x)PKlY+jkqWks2wEm#wzSNcx&Z@7+3{{NSKq#SdDzn7G;V0uAh>7v6@Io<~g$4 z8{iD2WPoCuByj%B{Vvsf?0q-OBG>fs&_G;js2Sg44CPv|h6x&DFKChdKyOSEgBW^I z-hMcbg?~?BsbGxFwXtc!pwU#GN+m-0s=N$(D|RLZ9%|JEdH6oSVn<`+sW!bO#p$O@M=0 zZuK00AJ=6>TfyVqNl0 zNKkIn5ma{EYUv`89W3^u6MKsyZ8vZ~c+WiY1vX;{{Ra@!&czI%NYQ<2P*_OH`b~UT z@YWHpBsxRI@XQh$p4eiw3x9e5ujvQ3)k8A6Tv)qm%T zNMe!-;)0yZMW0;AOO)<=0Oo5SF4xH0%L0e3DcQ0HiSE)xcRm)Ui$b5bX((7n&)A>g zso<(ZL{Sh7Y4>T!46c`&`!sib5KL-nlPsJWfkn!j_m8x+eQ1()=|(4JyoLa%@wGwx zESH~vg}vR4#LP$G7{B z4Q*OoEduOlaS>9PxR1NR_bu zM5?@MaovV&&7&IC;3MTKUY8Z_&SN%NdBzv@vko>Y)0B zLgTmfp;TET@_c(7v-mndgOx(yz`_sNFY!y=@|03f&g;dxU#$$sODU1kr#RjLc*;{h zpO2o!4hT}!7VdTwa`$=j1o^lw1>!&-Amlifb$LaMendyv$<5rTor{oADz6(h#rcQ? zPv|JP9*9;_#zxldvda4e2mSSP@8Zq24n@Inmgd1bI!w8ks{X`jJwsE)^8oSPZmU{U zD&nR9W`H>>(YOqiOF0TKTv&giI$83x-{dp0(}yfLBTVYupjIC1mi1bbrKtIKKFfYg zcL6zf^aiMFxu_p!Oe2Vq7J5cank;H1h3;>6r|Q+xUp@y`z9Xd(z=MF*s1J=Q4KZ{J zORAg$T^tGD-$rA7ccDfWViyX4VdN31rqq7vv&@1NFP{<9@MdDYjUeUwQZ?dv-x=AE z0x%Hi%8UVRE|c+zJ14u7UvyTQR;L*_v~SCp$% z&JnP7J&ymB71Gw$UYum!j&C(6i?XaBX^VaZd&(iNmELygox01X9sf> zB$&K=W$?Xm1{crZ*o2i*-gL@sn(&Qa*I||HGgPplBwvZb&8!n3*oRllU+T%H!l8LB z*D5&uf84!gSd?wo_pNlNfQXcINQ!i)gp_o*NY~H}(%p?9B?v=zm*gnj9RfplzsH>C zeV+HVJ&)J>?fvq8VLLV%nVI9*W9@6L|L3#<*DoeJ2j zd$E$UrKuKh$+Lu`phef^M-l86=-z<-=uVj&Mdlt3@PeFY zpK_?oMsKtd{vI4`(a*U+Ehd&|RLPu4rT2CF^I1@ELmzH?Q=UiTr*LAr@vc#vRSR|6 z*tl)ZgKZR-fLM+?GXXcFGIYrMXY-z~k}pzSDita!0|b-7-E6r&9!U*^&{zg0cNy&! z1`& ztdB^6Es(Q5m^8Wb9Q7DY;f{OwlratsWZx_H!g3w7U#l?egbu=4Ix_b?j<2{=FHvcX zUvNBCxS=&AoSXV;t`An!c~b;rO+VZ*SFgVq^>X}{6I^9kvJWyvir*47A$L_3{#oR0 zhmp8HX|)(h2ptx|Xt!a`U?<(LH5WE*CF{Ca83%<$ZMp?fJxle}R>yXZp*&b{J31<+5vxts8wO z3-FwH>GJo7B*eJptk@FW%$7NAIC zP-f&Wi!*DjI7r0g^xXqb+fYx3TnE@orpHF=pmixB;gAc z=tNsfp#UKvHX9~#*lICn>GJO&XlvHW66{~7Xf|SYC7qv2Mr>*jaAVP^blUn2o`rMU z(1U+A?1nSd$k}uTAWlSW1Yv!OG6Rk)r%G&^SGr~h_ZQ9NnIXP&c*>~E z{X7~Dqex6(5W7Pq&_hE-AUtI4|AX+`!t0kn`@wr^|LaO%MIVZna$RC^Eorxxl|l#6 zqVUcIXeMqgz1*)&CIi^x{Zuc%bS#VqxGZ$@k`e3mV;COs$DwHdBC7ygZ|3|OObnQB zRFKa<^VjPg(Z2m6&CQ_8GeWcAyre`I+xtz6{8B53&Tv2op{o&V-@=MIK(EGI#%a;w zvmwzw*K^qxG}@U}XxPRJ$@?TG-=tsbw1z4;j>z|~8k%2}YM@ZBeC{Of;iW!gKi+-gM7t0kIx2aHY5beXd+zlJeyaT|7;SYxc@w&Z=Xdoc_xvP z>Vwp<%P^i5{HC)m-W4mvqGduf8h&9cxJ6Xh%s>lTTtsQi2uzn8T8<|Oxr`JjOA6bgHRwA>g&;U|XGJ;5=v_7ddEh;c;V2E~QT_C$^93EwsLR#&!QWU`e2Fr; z#`*i=eZbhjO_eOHP_C z%^&`5=u~{4vC$ycI|h45O}KX{`=~*{%$QwoHEx2()87zhldeqYPjirE6a5*A)hXfK zYV<(m|ClNwl?4eM@PQth@JS?wDef+*an{vW6adeu{N8Yt5vf!{+G-M==5nTQvF>Ag zf30CiRsg_X!HR{W$pYi6r{?YgiRy%&um0%~8e7`TDAY5vcET-intM?mcln0fPigSY zJ4xY=m6f1DG#84iaN7H{&qhrOTHK5i2W*)$F?Shrebc zi2bqtqbvUYlSPoZ@w~#+0{PTBqB|w*VJKdF| zUhqAT1Z^&bSq@NqnoydJZ@RLOs-(gT+*K=Tj6rH|DEKTqb3kQImF9`P=Dz!+5=HX1-q!x6U48)R=h@Q1vx?t36W`*cX3}%161WhAIT&4br@w6EbD?PLqk&W}Y@IzO6}tP18>osDvPJ zO?SkL^-mv>FQjI0BjJ@+;DR68HQJXKG^qCJg6Ay8-}{)`!I}TGjd*e(_^>e!sU_jw zqB`X<{@6HlXf?&i^i$d6?aj3UxrdS>#LFWZAFUrN*>0*n$BdYOZs?9s_#K5hESAdX ziF6|qA?niXVgc8E1|dvqdRmjqd0J;#Dm}J2j`CW}3ztOM&$;e?JO3tftmmyBx+b@P z4g!4^pGO;omXZQ^f~F3`Do=>edtDCGXF&}444Ojb3lja_!%J_6=@lX|P=Za=-sS+3 zjSRK(ZF2&seR4SGly2)PXUPV`%r(Ve4J%HA`EcfUUr1>}oyYkhhxNwu)&)XTd#qGb zOidp5F3o-OFHGNjaUe%Zy}dCU)MkE7S3|!o?>Nzf>cSd~K`U~m-hPQFoXT`1hqBx??CNWPf@ zS5_>C+B>^@vPq#d*`u;mu;IR&Z-AxFj5A(^f)}xzpy5T{%vz|{A-Buxwbw-9-mll1 ziJuug8$)@VWExZrDq5M{|E1{g(U z1A)eZTOp znV$jH>b>EF1pFe+B}0(M=#B+nQyumCCU#3G!x(C2ju(R?I&=yGv$cU8MrAz#7J4bQf^u5NL={y(bs{5tqio#)@ zZoK?vSU~f4hYE5pnQr=~zfja9a&kVWpwHSfY11=pA#zCtlIbPx~q%S@DY3-aMTsqdE_yBmm=76Pv};A5E7LZ_?vB zDRwB{8)atN2;AC*Uh6-&HZAl3V6J|hQT~bs#zp5vr&XHwYxmdn+q3uhPC3yZz!4WO zxc1rD>5dogPoAAp1PBQ7k92i{0=qbxCB|W+0l{y3J&2|7?w zBMz8By!UnUMcnJJw>nLw(C0!&?cw+TIBLOf`s~8)E)|#Y))hBL@BBsm%?BlemKO6o z%a~b~o0RU)F(3i%5wBbP&zLxKoOxd(3@w_IXB>o}NEwmV1WA%I?LGPzuLNx}ZkqJ4 zm5rv$7f*U3(~Qd^hLI?A7hLVAgvVX0U*;{AR*WRY5c)u!;CtqsQ=hFPMXtFRRvv_) z6AsRwE<3H6=dwK0GtKMj_!aFLSbzNvK3-W8ogc?dlOyH{k^v3~H+Jk93K|a6dxgjSs8UxYO~F)n-F5`;DAwoyOkQ00VNMKRbLkee&;HL)k# z%99sBR`8dMaMR=s59!d4YZqroZVIzKIyI zLBQmD+(?uR@K+9+i{hfM*K5g`m2xuKhbkq+NHar{nAGBvUy~g-BB!6T)2A08DfU%O zmO1s?V45W~DZWZ=zSVvc_)3=?EYnNEQUC4?>Nv)l$PTl1jP6)2#!=pogC-A zDF&16@Ri8r2?uyP$6$r+MfFwl`M$350KAl&%Y7U3{>37jFV+B8_s7Q=qJv)AgUs7Y zoS4(JZG9yNA>R{s{d_?b{v*Gt02Yml(fRS!(MH1ElF;xxt>Zg zuDv79JwSBNf3}&-d@rk0Iq&%yhh%@gZp>TAvyBvjw8{pj)g&<&@}?d4odL{r#RuY9 zO)HaNl0;?)>TMTkRf`}$ z^>r?qikAyr>ECbD>WZV6C4N6kNLrXsgg~5ep<~seU+RLfeiFKH@)s{u z$rfj5{K{+lW(7W9MaxL{(A4TlikMl%&U%Va^;)+$_8F@_^9;m()>nSzXtkRUUG;da z7v6mQ?9(d*Ox+*BNh|&t5)Ft4FXj_vG(WUHrB}{tAbbUNIj%FDuiJ;aw9WK%n~_$b zP(K8+cJ|^TASD#iFKFfXnHADWA2p@4LPZ)d)Ro8&nqYlFS)s2a(L9$Z0&N0^I8vUB z7L8=QmD4x74vf}4Sg>R%`J(M_f+_mE|Ap^1c zUrzX8TOLrvb_w+#pBTq9<)o-z`noR6DYXx5YDEA{En+zh-N%f2Yh@z@iQb>gBvaLI z7h0nWv5DUsm>uce!_dNTo{(jv1IW{9_`WCVo`EkJKZLFC~$7k_otV_d`O-R-dtrvVsOV&6l15v5R{f;Y&Dh1 zRNsiIPl5_jQQgFc>HCs%WYuIsBh~Qfc=~?9{0~+2xI50t_|R92qEmE$NDKfT_`>N2 z=-t()zXnwGKf)1O5Sq&x$ieDw-_>_n3NxSKKKKRyBjuv70wjJZT+#SC?_mAavoM;0 zwYOWN6E%(oLREwzk%rRj^M9KD{heWkbc=D0fq%Cj#{rxHA_jKY+lD3s|MBC1gW$if z9fq~fb6TF(|1Ad=fH?~Gbfv+%b77i$B#}+pf58D`FjF;W=|RlDZR{ju4JYkN5k;ra zi=q7lYM>86xW7Wh(G{*F$6-+({-#6bt%rt;@{(;t5Kx9mH1 z6p%|4a4OkG|ML+3)35ulYh##RfY3wtk1CzNUNM#iyJJX$Bmd2lFII#Zc$;3an7uwO z|B3Dp8rO1N$K8^mJ{SIKk990E0eYZA8nWBmdGQA^v&aHW_{kj-fcZ`luGB~8^*Y`A zxaj?PnW$YNq=hr!=t2$5wx=mhqV{k)b+$=9@G5{9tA8VW$O@@qxZsap-3W$7Af#0v zltoZ4zf+Tn$;i#{+TO1pSd2P2vU~u})`QiMcKVFBHp%P#F;?g;fH8izX!0(h zS}!&!#3NB#QDVXA0I8xe&G1s6chi^&nt1LS{8CTKyf! zC{qLZI>0GCmVKReaL~YK(&}tyQv92G$xB0<(LZQCp5mc|0FTC=zVdxCC7ajA^J|;) zLzQAfQDR;%@Wwzwf6@M;$5}F=n-9oBQ;QWO#|Y;=Z_G_LwS@H^A1@qrEsQ;6te4QLggmljpewdYI6$j)PB zxl~ui%uEk60>=d(&+fh`4mS5@%V+6fq}9EUg4WRpQni#btR>vo2lbeEf4joJ`P#t)K@ zwKhJRsWE-#%H5>;Vxn1VS~QZMm1xxW;ab|T7I~;;tU&G^z(5e(;}v#xT=R3p1X}i+ z9SHfCmiB}!o^)1Ajg|+^A1T=v#pn$6v{=Y0(Vy_3g3#+opw0K z0Lq@5;7PUtvHy^;{EL9Vp#&BTTsV{SE9#?(ve_!ro#`fr1lq`B+yZOLfl|P`>rKL* zmEIn+_H9338n0Ef^=#8*T1ePJqtj4e)L{Z&ZN+7pU7Lt?hTt|YsW@b~n+~C&5St4t zRg@raW!xz{$z_jwrquFFnNtzgoG~W4zS|Cg*41&5kPDQRA@IiX3uKtz?I?HH{Q~j& zqWN%y`96)?PTz8Ri@mW}$|dJ|YltYKEfFA_N=9UwlU=lW&#QA-4&n>FqZ@YgdX=mP z7@wb)osJ4>Af4@*ux`Ei!&rvX`^Ib&V9yUwc+9*M?3-DQ}&&jEM?_GXcwB7#= zM;IE-YW`ZGjZNsMzd50*n6!kth^VC{js}7Uy5^XFD;b8Ra5x9m;hfE}Y;mI3OF z!kk{<$XM8N`4A#>+R~QFTzO!&PWwK2b4UYaPSC3F&84x=-#h8wBk@Hx{kv$67EoOq|EaSg1_wZ%b-~_7a zt|K2Lr4MeN72}O3`_#&BwQ?Cu_qUfM^vMBKs&m(#L~$4#;Y%(iP8WVMGv3vRuyrchi$4S+mMQ_dqwjRA9eH~oXNfz z(h|a>j?V=)`6D!I=zEI`U44A|?MKgXewNK1 zF;G_e!(xv^2n=Z>BjW-$TCne<58&mTVw;z8o?&?ltnxp8uI9r}-5UQgPP-p=@^H^k zf4u=%=y807qz>>D|JY0S6ATFh5m}$HV`s(i?t3 z%kw925H$`G>`RImCtcBk|0lb;_ybsBtxDM{2!SHQid47+Exm!KfMS#jAiSUH@CiPl64bNnzAY6~W0pEQ-5U?{xhmu;A zE8O-Dl*4L)>fg0r^SkcH17x2cVfg)Kz@hlPF^Ud&kDEg4t<4e;yc12a z6kdSf6sVkRO6y2#Z<(e_4Om~BeAjzy_;xzC=X73HTHYcCun|&}0v7FQ^dAZ(;z| zavlo3CYs+acE#RVZ|tTfocJ^U3ZMVaxqy=je5MZT2I>eLu$~&f%SR?4u{BY>`30dF z5Ddvy^gO)pQ>XSU);d+$RMD0Ih$uy6ds9Qw=t5KT(Q05FV8tgct7^#WI43Nx>I62* zBt(`%`Y#ClRNubX0-o_lxL}IezN0S##^|9gb{_&3yMLjAWLn}<6O$XdK(=p0YvN?NUu{JEmz{?wP;M0^D>cHO}SYyo{~YOos(Ohyxiw zDfUeP5_IVeJWnOF@B0&t%}Z_j2fL?%PuqZ(%X>yPTltM#4NKj%!K~HXLB<$4vbzzu z@bFqQodiTIjr96q{AX|ve~i6RWPuT=fNvn_r(0aM-Sy3PK2>eF~|}L%#Z7wvlD|*dMblKa7Q8s+4_X zr(-I0&L>#c$rExfvS-^_n zL-r&x;M=YFL({plqBHDs#a$|bQGV{L7)ORbZEJqyz#8Bq!$ZY{$Chj`t?OM-1^u+s zhz>j_~v!2_QlorKN5~dj|+m@;70AvIi#SC8= z?YN(G@90v&^M6@59o&+;)c#%27H+0s4-Oj%*}$c>`fh{i`f#mQ;0k$DIaX#>U*uR2 z9zWAu1PcVsD<5<(MqE!e*J#G-T;yP4qHJ!Ht?{a}QZtXaA(i9SOX0-nB{x-8Z0Z@& z)J*K>E1Q$6>ni@a0m=aqE1x5b(SxpRImX3$_D9&wNc*YmgsjH<+UvcOGXPwVWK8l0>3{pjE@6=`X%diO^XU8o;0kx>jQ zKi%Ph*C7QMyL6jFNvBrUKv&24kjz}nTqEyEXfjm&=c4`ZwFJy)ePg&m>LnhJ z{feLSL2|B+di&DI$qM}Cb**Dm)!mCc<_;zB%ku?9b#td|_oYf}&LOLb1|{t`o)S7e zMq~gOA)4HVa8I#jwM5Iww0F?J3!wp~6!pG*bK+20tFh2#5<<9dIAD>YQXnh4zxN51 zd2zuElHJPTd_~{?4SNV^YFUnX$@>a`e#V2G1byy!%y$Cnri+#J8V}ya0p<>Av!iqi zX4?X{EmdW5E?Y)fbv9(<)_`=CLBG5KmYeQV%*>lcrB3G~*+BTyyb}=t&IE9Is{v(F zh8LWW0ip;(IqF$u_*rW!YPNMUpw2%Z4oHCo=9j~|wu9_S7+nrtgL4<34HO`| zC^b4(nKA=l1Yj@H)FF7)*_-?H9r1180^c9*m#Gu%D0uyJ)Uw(2x6-%4SUwpGXGsj6 zP-*wmjRDK&95%j>*W2VUyTMTm^f>346;YKuiDUU&??0a`rD1<=U3p~nwnnd4Z;zWz z(!#oRz3#IkWYKlg{uOckZ3H1J;9nqI>YEFj;bdxDNt+FN;Db6&tZt3|o7nnyX8(QB!w=lAW1pZIp+DRS*cR{q z5(a{d=37|M`fsmrgJtoSVsPgF7)JrOBsL#NgbgW&WbprqL;<@)IES$0(k-s>?H^%( zz&|=ZgFVpyaN0H~!%^efif%4Gvyy@O+g^X=DzYB>7SEL5spCJx>LBWZ(YLEDn!hgx08eTN?`Q zi8hwPeTU66s-s~i)*s;n?K0Ud?$l<6?Pv3B^%B72{f?T+;~;jp%utjW|NSz79~cKX zj|ejNF^bsI9A zdhJYI%HyIVa1)woP#b=lg%6CvReVDOS}*mocW^uJ3~OJAd!5V@RRQ^7;G-+kXjtJNc_1B_4rV3kxV zjS=0C{BOSk%%7*zn{arc+;GGWLgLJxfb7Q<=rT10RCNJ|jZWL@-e=Vt2h9huFSuCF zI>FEkyUi%><&!j`-63&oAqpac58Xv`g(DdN(MUhVWp8@Oz?XC)UF_JncjH@Wc`Sd@ zL7QB;tjAg-YCK3mj_OSKlJp@we$#eR%&;n9^)8 zlP2jy2#~#ZMDzE)y%+*AZRM`@bBNn=VR*gXp!-H5{dh&8dtHc?*JJBg?!#-LA*Wp; zwhT7QPam3>+ia{FPr}oczYitJP!!?+2yK&pZ!vgJ=P!bA0iC7F@jWi^`WDo5kBs&E z)AK}#o3UfA+Sy%+;&7~8`>l{+7Go0AyBvMN9-BsNf7_lPm7{iz+)tGAEG}7~rOlm3 zp1OEHLQmacV(?53`6J?DU8nP;u|hRDi(_Q+*ReqEp!=F^6hWV5x~(l)mB8d_Br04I z9OB7P?1n!vZLumi-;n6{!jSqYa3|)Q?R;VRw3Sy`0!G%!8!l(Rl`ZGLRNL|+{dz86 z9V_yl5_r5m@nH$$%(jcz7Hl0P=M3Z76Xj=uO)jwDe(TvA(MzY>Xws8ox}57tEg%b7 zXW9p+3ICzYKHDG**oGD5B!w9>Md4O)VK>69eOQ}1)(PdV%{;2*E3@Skqm`p8aL%5E z_iU)@n*XNTST(0@dyrvgWyNoOYRg5g&I{TB&b>MtMr0DLd;sxJqE&UXv?7I2&m5GT1RMMp9&r@XdrKEbkW zyMs*5f)gQe3dJWt_%HkE)3@@sKEo&sDqlmh>jdf9^P_kB^_`Vnc%6U8wg6rA(79Hf zY4P@Y17lXftRUf>bDGWgab9Q)_S3>xNkH z{$q8BOVQ_#z=Av$BO(O|4=P+1@K8;$;r_~t6(JoKX1X3Uo@^H?L|a+0p*OePBk`7( z1>RgHIgRqpTT9geMar;yq}@aJ)2$@Sgns^^l~3sGaIlQ<<}uePu?37g;%~6WhK5pDiIj&uG=GA2 zl5?lOyU)^$m5B2LeP^(yMz5L`ll#_V_`!Lp#@dXN%Vl3Vu|w+qHM`*-Mk+0C?A1Jr zLgSL)KpoP%Q{|(rr$=CTC4TnD7AFWS;=JbaxI7S?yKJyu?NVv_FaU;g>=p26iZzRcGSelgs|<4;WPS^NH7jI{s!D z{NgmH!q~+Tw)dZ-ROGLda$L+Uy@fu{4+wf)flm~cDT+$!jSD85+!D-)Zgmg2DI{Y* zB496~nn>?{+PbTs?tC*fUuV+{ovBm}PoXboc9H$vpn2eNaCmgT45YXL>WET*8@+Oi zo2DqsC3LoQTHJFmg{jEv*1JMj7n`RdhD?w)#&!RT??sgyYh2y;arw~Jat+t{tNV5; zKa+a3EJe==!DrY=3n|bLb#U_PO^4taz+~}g1?*`**B$^63dCf!qHnjJX;o%l4gKM= zh2cvTp7nTl&zre+wvza2e&#DQ%(2&h#a4|v+Tyg$vUn`18*WeTx2kKkRqu1R?C8EW zP~?oCE_9cxYp|!C1Dc)o%(Wt6l6DkmsS9&=^Lfd0l)^__P*BWAt5q4qG?R9VeSv%V zqV@3;Ta7D3s6@9h4=9F6=TPw|+Up0lYM{E58<8%E1G$*8LzmwjhP!|x?Df7oR@-~9_BXeeNl?AEh_?dG;cT#Y!Gj;2v;u@hg-+ne5sPL zjc+;zpE?M^J8;@`G(2gq*J&hKyH=Gwe;i?FbAhe{J5_B;^K|c9sL4jH&~DH!-50EI z&zxh@b>uswb%#RsLEA@z9DYSYR{d|U7gh*EEI5o4*LkB(834J5(^}R7VkBX*c23IU>9v{Ri7B&BEK33JtNxSyz zn)8=5<>yL1m%o{*j>s1*BWEcYjkjT`V_2pK;<1IEIL8YSs_1>jiJfCF?X|HQ0@v5m zIdVF?Z7{)(0zDsP*3+g-OT9jODLBuxgTRMi2LM40Uxn?b2GqT6It8`13Ca{2TA z=h*iLcxKF3v;v(?KTdKq0Jx6Tx%*aw0dlNllEj9iasiAAbbb)mf+WUYe%bLkYv7guw+X;t!+Fe^7>@K@-NcbOW`W&dw$N?3`>&TVtc2brd|MC`7vdRKWx{V3t78>y7mdPxHrxID zGQ2dA<^_1=h8F#oFoiaV|84(VPXh_RPdvpA@*tqRy=R+YT{vj2k87fPdsGsb^3o~W zyOT8-8}(Tg*vTy`&r=Z{|5KEj6ETHJxIm6&kxV-s-v;MG0{n6o5LpP$>~ikX%KFzaW3e z{P}7ZQ3$QvdjVc);hu50`qsGB1EdOx{Fb_(czxJH=cM*XidfkNltiJ-==C|K>TI_d zOr^U-`V^SBJBIXJ*-bEp zFY%@q&X4bZ#8Cy@3Y2@cl#vuOo9xGzF&h{S1Df6N%XIC>QgC;i}WQn#K)tpNLaOE~O9rhvu>KX}wZprwai;at`Z61G?dI zlfqVnW+DR*HOxq1cC|a9FHo^nuHb+y%DC$s(Dv(@ie}cg&c!)iyO!5LuU@Bm!oxf7 zuU+ojH_mvi>R|YBDx|(thlI1Jj#8E_%Aek1G37!Lj|(+gNZ+^->SUm*qTa_I%}7>X z+XkP_V0bO=87_M=iIO_7i~U{6DpS^6i|F8#^}B+iKXyi2()27#aPd^?v4Jtf-VFB` zq2d;=yyjSIm_IkL(EGb4y**k8%V`>?O}%KLjj-ar4d253TOVyv&upYG9o} z7_tLJPuk3uuGxrmgZ%(G{Q8~u?d-1>-SR$RW_LtPgT-= zA7`m@&W&ztA^=S9Q%JPFKX;XI5S+S7_HpSObA)ZvG15Q=U4;jHy;%PcJA5|QzV;A7 z%Jjs1r?8HUeD$bOvdZpj65RouXA`3<>x9ss+1mzgT6XANh|KR+k`aT?!*&#Tr)c%~ zU7g1sRKVj69QWj8etJ!GJjMuKki&+3^?}lbY~O3MB*LO$-ZelDoQ!qq{7iFv(bJX6 zMWD1)lOO|;wp{85r(N}tj+>0-|qeherWdXFK~+xRhA~J!q4*gz40v5XbGZ z6}!d-&IjXipl(nW5Ei>31a%yhcN3RfJqdW z)PBb}ZZYgQ%5bae+)i&fbw=5EcQUkr;o`%3;}~Z05M}kLY*#l=VTWeMC?iGy&{a5e zx`&695N8_E(M6Ge&tdflnQWJ-;IhV_eo}_4FwCXtFwwO2iC3+0BV7p{AmV9UQnhSdgM$hQ!v380eHK2PoAN z3gw;3LjW0R{=uH>F4hEqEdQ$tOYWIz^4qGRo2-XeO+8wdN?$>u2#OgPN_H?9Lq2C<>nkjYBwxuHV5Oi&0cVw(oB*hiY~> zNg*|`QsmjA7=ZvQpUcjde$n5a(EzUFuxSpc*im2*q9L3Ik?DOfSe3tDoJv2k4$Mu# zrCCJe7x=;UyL!lz+>5%RRcJcx{5KWj^K;B;{^dn%1A&cWu(T+eUZ@p4KzWcMj*Lb| zBb!_AkDLey^L_%h{=FjVleUA?{Bf3h*{E{&=W>CbE_>9|@`22-Q30fUsi4jiSalAY z#&Lz)zT-0{anP*LfnlUkQJm?Z@U3yQ;cw4tpU>vMk2UK+v-Y)d*)%TX?F=THSX}>z=>l0+KBQsF7_r&=N^AP?z&yXy67IDq_(ccpL75`60X2rNPjNZMd zge+9dDNL}V3^uUPe~d??MrR*m!I=WH(m&S}Pm~JV1mOM7U2X4eV8UfU3BS@QY<(m` zUhQ-1_NChYy|g+5XnurubrN)|D_Mr!b7!CO5s`mB3CkAMUJ*P5NR@N-?Aftd#mPRM z__d~v^9BL&d*1Tg<}sE~ma}FV-PyZ6xAp8d@3fji-(;N<8j?cdmbPeI01Y{wX)ppZa(|p zN54Gg?&K<4;HJv%#oedB_7c?P1Op0qsCQpPDaqc%Tj3$dO9=|yPAn7cOe-E=g--8| zme6j2NOUr*<6q9y#y*h7ctVy0s{q2M z#q?qOAz7B-R2r^n*FpVS?@Rrk?gY=>S8q5GO&)>DHQ$S;XSqE~f?koR@{4Cz@~)ku zOehrba%aDjis#X-zLpGHEE7_KI|$!fJB)lq=<`rbO#AXW_4$)JhCI{>OAEA4lIR1y zarwOwzAIf=?H3wH0|GiBlaj_Y^=i!`%;)fa>SK>zka(RY2NHs8Wz$XSHZ^GGxo6-h(`nvh89*6v|N?*jx3AV=(J_Nfgr7Cxyd1>mu zvdt2NXo)Ix?Bl3o&~wvA>~4*u7Xm%^?Fhd}gs-t#Wt+~S`Ry=sPb6$v{+xd`pLI$r zG(lt^!s7T!I+|05S5hCy(m(J8uK$ED>?m#9)p-8^0^*Mv4K&G~g}4>gMk5b;LH+(m zp~hlihI1gJ-fB1qMl;1IYkb#gaAKG=^4_t&_sz~HP$(k)7(9gbEa^z){9^vaF41AJ zbu(*}#uT1pA{Vc0%{_HB#Fj{^Rrz6v9RaXz{|CKr8Gwnp{`9PRVQMjr(tc)t@~-+A;V zJpKeBGzO<4ql@y}MwYnhPO__)Yv{QLV>LyaJ%eI=xq7IPMClRe{QrisK+HP+3kBp~ zh5!hMhg-?yt%uAqegV$JxyT#E(*Pnj}bSF#J!L0`WFy7qj8Zh}2jsH4ZedycJ2C z`cYExKI8gskGFyEGCEi+m4U9pEd_iQqbapec*2P=t07r`oe;R>)K%P!m{eiz9SlvV#EX_--tQ6pZ* zwrzk8KFUU6w?3dB1BO@FeoBvJG3$V7A;dcg5u1H83*zU1e|P$`CZ@TB{P%bpH`3t6 zZmlh#$v3C?y!_9v$;T{381e`cjBIFlcx@0nDaEJKV}3HGIf;9$X!ki=ogoLB%k)& zvTRFH_?fY~Hdlhbp$5Wp&n$lOL#n4wtjzzwJozd(>%XED0&*{bR=e~N8?$iY-&B~g z*W41=%pUTEa^o847Ymms2ZI+Yje%P69lj1iR1D-T;Yt*9QEJI$MIFH`BJAqZngT{p zdIsH@W%zfjs*vX`&SLJrJCVP4&Hf}E-;~d*DNXCUikt;lxxvdw9 z1HYNHDa-8V=IGl>7hAbr?LP-eEr^n~dvUS~FUXrp8%3&Jvy3A;xPMKZ^hYm$mFrzEF zG?SAJb-YNJB)Hlj`3;cqX_UJUR^`wJbBg}>MaZw`Su?HefdYyni?I)ab5cZ~a=_kp zGX-V2fdTr81k{s4?n5`?rD71N;eh*}*a?E1iEe=VPPf+Q8Na^>3`^2KfHtnDiefRg zLV>iV;h$??qlq2l8oW9De%+)PEP;$IA9usCatzm{zR;KTmH`C8C=A%;V zJtf@XI}5Nk0!Z;l6aXZRxlyy_ygl@|gw&+cQ!K9zC*UUzy`1%6Ebd8vlglTsF6PR& zs_*;B{U3L|`p{oel_R1hAZlOm&}quh^P9Wm3N>aaQvOU8nxc9(9YDGkK{Vjb4^0TrW8)*P$FS3JsHC_EOUZcYGwYnY zNC@iF!*PL*lD6fyoa~Y?4jsb@l7<0EpN4Ph`(8W0YO7<8&@Uqao20${&rS|@%a!8E zuW!}OJiQ_8tz4Zk`>7gr&816jp}x zsxt0nZE6qcarr%;|Gbo{=WEMV-Y&=CzN_=gJh~zU$1*149hkJcSk9+=lYr0$oF1t2O`|eL)E}b`oNa?@Csyfh z10lSKBr4JnJgwr%FCPJT7f*T+Li*-|MBdRsg9vDgZ>DVKso5=a&3BU;3DE(-)x|t^ z#Y%%mJ{eFdaTgf~(yB|hrDLx2<%^a1nWv@=5^I?yjgJSl&FrsTNu&#T2b!fV$5 zl;ivu^%rrP>Epv~>L8!4c)xETc!8h&HL*n03&vSRqDNEVzVBQBO$BJT858^xV++Te zzKRtLlQ_BL|3k_6?ERh)3h?F2y9mDaUY|8p%pZi;$(1dllJM%%pfO(CKzZ;&_AfpSz)T=s1hYK?u{Z{e{%j!4`ir2aQ#z;1zrKsN_nMY)k4Ube zP|u6`YZ{^3q*|K^i^I%Qqnwr4-S_@K%_ zopO8g6_WgtlY=4AJNEx?poEi7mj4AMw3vwm|GBf?EEkhJ{3;V^-=>fk; zGkPF{tdCvAZquAD;rZQ&zph~5{&MMc{oAsb+4q&mIbnmX-v-}Ze*24G1%MK^OgpjO zIsQNGomW^>O}qD%q9BTN0i}ub_COS*HV*|87W%=E-f-CsRdqf3nY7 zr?{-o`N>$DZP~Y;(KBau4Dv8DpxE6HcVx=Utmzgj*pSwzzp`~B+&!AkoHN$&k|l!x z2;SLpoM5^Qtl`lPIESG~IuY~|?(k(1myDSk&k!vod~1K+rm}Ayqs5_BpVhJ;IY)9igkjU`+ zJAA_Vs*g#{IwY@@b4UH?zKkV_@Jo3iZo`C8W|WW!5+bQlN!l3A&c0?2gx>^H<(}@t z*0v`hWyP54`QaDQY}WMB2jouCc7YF|bzdkSnEKSPb z&s$k;^&%Tue8{W^?3Oxs@IURL-j?@ez0Wo-X|*=0b;%Fqz8BJ0kl z9QbRq?ClSON1YeD65>9giu!R!Z>+3dc}aKw>=FwiBDBiIv%oyZ>o6tfX;kLMe)0`J zPyQwMnD^W0Ey#$B{2qkI({A!Wx$UFPS#Lq??(Pgp@eC~`CtU4erP=E_tVSeVXPzZU zqKooh{*ELFwz0V@(WaU6O;o9s4^vL~-mH%^if_2+?<+B`Q%H0pi zts7E)bn&;{#VlTD=p?9m4YQ64;)@!f<-|;xa%HZ+w|DBFYulS9)?`N-25yQ2VgmUo zYCge8jt1SaQYcrx(Nj4isyWy`eYTP%{*_!~198c=mcDH@@io0Kh_a!wEoVz{3q&<- zoYpCl?=|HXsm)4)1IvjMgekOf~7bC6E1JTrMx9veJ{QTa{<+; ziQ&ON1ch^Z4@pEYMjx!(JhqA8-62SbH0)J1V zozc=Cr>F^K>x!@P6P!RmtfWCE@}%{a^f7@a@8E|)*lq;g9H_~$1QUBnl8gbl5|KN2 zqv9@P*k#d18ac+XQ58q4NST0how+J0So=$ljVW~9Q$?~}`lvtRtv3v$yYpQNZ~Z#1 zI3EEIz2~iv%Uc2tUbDm|{^#72+{gbFtFV^W>pXdVAG^Ak$aBBg{^OIq*1QL(ch^_Q z{nD79#_C)v_8gSGQS%$BptF|bO0ChXe%2VXqwpxz{jE9b-W^l7gI134_MpWzKbI#2 zxzBX)yy`KREuT?iM0_JhGIyCJtSc?IsW(M^yMub{yi6oc2ldVmxvuAnNa9dd6*ZF$ zJ)whPzYjaNzAcgN;AMEnD_~RLo)7$6W>o;dUzr6I8 z@w^NW|4J%-lEMm0x|0?cwHUg;xMYSK*Jka-vXDX+Zg@$BfoviI$@h4iYR$BKTlptO z;W^yboD8>63ct_4VI>&>|15^$WEEtgsxnA3qQ6A~SINLTXX|I&4?$*N$gb!^h^XL; zBZdN%6bXgtmt#Ka<#EcA)MgxC{8nUmxZ`9=Pu`ku!sP41M$)ru5g6Kh6vhCPF+S#< z!*JpWz~7zWqGo1(o#@W(@5tzZ0&XfdM{**GQDpJ?Lr;Hgn2blp-uCsH`y?n)W<`*6 zLlT|ySW$U(v9^ho+TeDM$kzRptlH7s2CEU-p(#+#OpO0=E;agUnFKMA8Vhc~JcYWL z#_RXSb$6eB{vaVFRp%I}z;D&auD_-R-)_MtS_I-QVOyBmCF|Rf!RK)0L?wu)DOfMa z-=XBeNX~>*g3W4CvUulee zyCit;!!Ez=#`O=SgpQyNB;8i^=CmC`xcCbGibvp9K}FS>s7r0BsK_T12Yk(QW_QPZRw2TROq6L*qOxb z`DUbcUFkyF_edCE)_QpUP@CoGKOfS(j z*T<;_fWV|ZQ1oYIrb&v7Hy$D?H0p@d70BA^1f*DACaOJWHam{8wuXtWNhSbC+LZTz zh`K&se>d@{ttqK0V`PqxuxY|^T{9w2lAqCAP5YdzgH*MFwq(=XC~tAvEpDdr4vCpZ zseq~=`je_~u3}`~p_kE+$mwerkM>?1(x`Hqe!CUeqLwAn#U&>jD)TaS{~ z9uh43USen0w^9ux&Qbi(`;18(heb?aBBUG|1$&%!lj;c*yF00In^{ERzBiUa_)wWG zd{yYry56_My>X2BXKEZ%lv5>Sbz&yanO-TwJg`=`4@Y#WF;Z@1L0>!s`3Cr%==iU< zeQ3wCoG7-<>URBtpUOXG#r2-DI4IEe!u#VjKU0Bbn4yL5qPzx8p%9IXDC4{CT18CR z2iBbnj~$n&W~WdLUE6@RVDwBX8;!H|6SkmCtMn7LaGYm?-hrJubs4L0OIoAwH4BO8M|Je9M;5S#r;1cFBpmkU^1$h z0ywKwZ5rqwWIm#~QH8Cs9h;EytU|BNcuP57g(UCJ&&$#Fdnh)a&1Yo-r~C4`B|k=W zrHX37!zF=kZwb9q}TRut_2+(c0#h!FyK z1xd4k8krWzrj5hqTQwnlw-gex2k0>9uU&ys&X}vCZIl{NoZcuMKr+g>+UPkpF^}TN*L`ooJ z&^plo51p&;59lX)y4solouK|22{}-R^M9W2{M%1NHh@#k;k#=U_WPRrCn*7vh_ia= zp5!g~)jk6WKxY19v7_McME8+W%8;1dKZ5H-564fP`5xqOZxE}#@%tkFZqZ-u3Lb-k z!C?}=+b+7WM!M}3FZ9MKsfuHVT&zsuttXnEpJnkrI?(o#tinCvY)SZ_AJ7$LC^`_= zm^Y)@wG(_l`|-Y@de&aR=}OOqcG8YiQRl`*U6NOg!0nVX<3sV&o;|mb+{9&nqBBhj z4*q38KyX|sneTrQNx!nrxb9opIcJG_Bp>f5S8QN5`Jma{;?DZ~IF2>I5~??N2&cOp z%-uDV+8_~r(HDn?8t5rpqc(QPyFi>Qi$?E%Bvaf zjH6R&6_b6s<6+SAQzIb82+xPYUYQ)%8Rdl1Np|d7vA(#d5D)9)wrtpdo$~!K?(oqf zU!(9^aJ_pcsE_=lyDGSJBf$Vm>*qgnj1jE3Y zX%KDBE7Rwt^uN|Ke_z&xz-^xSGj{yxY3=c#X^p#Dl3~tf&DrlZQ0ehqNjXYgzy|6? zGF+g;*CG1?z3XU=U{+!9`dFl@nMfJ|&~MoLh3zSV)=|K;)!F{&c^Qr(GU|leYAza_ zN0k`2g+?|WWReP2z{Q$D({mQdw~H1yyxAYZ>Bz68P>T!l(6j+`M=Zcp4Lg#|_jUzr zrh6Ze!dIIFiX4{J0lWQPpIh(6)K@n%bY(#Tq)_*EM7y?WDo5MP7nRe11B$=zyA{i) zrD|M+b?m?G7Yfy84gW1{UHv6&)md4V;;nyr{Dmh4>lTF8DwaC!93zf`wnmZGGfc*D z6PEWXF0unpZZT%Cui;~d*k4mwI;QWu9^Fv>8-tuYu*di}!o?*B#cr4*xwZEytR}Mw zAA8*5(2?IT^X#JPS=f6xA`&uuRHACqo6HROCcvV074S|r4CnW=RaeoTUsCu;CQSNV zRX==$ZGI;_UAQb8hHIi0z`g_YiN*i}w`KN_9X$*>5%%yVxMhN;W4^2{9W_t0Cpc zj<0)8uAQ)WUTZnPf5o_3_l#iItyi+wqxlT<59#<9BW+GoIk7**^)Jr6{jwdvUE-Eu zCJI1zuRmO2FIT;jN$W;im`Ad!JUq@C_ALP&o5P@M09jHY+ooP$>%#N5XSoE+&*HEs zhS6S9M924F9ZoN! zFn`GL1y6)?q!D6fPzE&)-*QsE8XuaBAAv0zV9NaJgKdD9!%ZYNU+GWhJ|L?8vXbAO zw`UI)#~Xlt<0b-%5xfH#2=RKC4)vtnA27FZrN0jB2ThhG|GLdr^jn922qc1CfebuD zgFN(>D@y{<6usRvoo}G4)^T~Es`!PXh%aQXP8g|E7C~BPz3D*#TfcO!vb(x>J?G7Z#Y~Q2f3*ASAL*Mr=MBXI$Gytm5xh%)gHl^gAxkBkR+dAMd&sKTsv&QM2npyHa*cF z`NwX170*KJlPcY~Vow(@*20y&$qLjA9pEZK#gtHX(3=g{X;jBjMR~Yxa-eIl8~uI} zSma|$3^d}O$>%O)x2X@vwegUsIQl-?rrz~h!j@_Rfj9mO%4x*TV? zZQ}s)jMmp!b65(Cr(AFaeTaU|IsfhP0L+#*Wt(ZV!y0QG(JZd*HdC0ul!YRSa@o86R4X|;s_Wyq}8qT8rtTfj%$UL*0r^J2Zla;psx?o&#%!M z!X(N_QALims%~ki)GcqK_l#N_rKmu4ga9Spms)eg^*+b{_B(#P^n<8v6c;a<;N$#S zK~Fi{x3*Nf8_6*Y@ix?7ghomZ7Yyc0-0*z)%4=^~B1OBwBOo;8rgmQ$eyuGzYZs9B zf8F(sR_*p)5|48*dJbxqc6W4|>1r_{RIUh(!#bYd#Z~nJ?y1*dPq{kVKR?gW=!j+; zIe+ws?A`(hcDc$|&|_&-1p@+;p!P$|xBFe86V!g`+H8#S^Aj*JkB> z{8AandI8febaCW{mccvj+J|myGN6T2hkde%xGP(M9 zJT%v7N&QK%hN&Q~qsLdFYA_HF3`_)H0&sJJ=Vq!$wM%fh<&-*v(^=|C+%4xmG)qd` zD%J4#c6f2ILTGxZ3ycLMtV_T+G2;8x6j@;U{Y1m-pBejHs?@iJL*xA|I_W8OS@7K~ zM#b0Al$KTy!M2oUACAy2(}ZRen5oLXCbgv(=*50H`r#QS1j`TA0jrY4d;5D2A@g4} zo3oYn#;1{ura&TxJDS|+!Tdmt2kT$ewpJ(jrpWi6GF_Z0Dsn6sD)KI);8EB3I1G#> zq*b3YM{$@MQo74Y)@#J3r6D3(=`>ef0ZxBf_EATvF1ZBJmMef3 zbZ4V7z!K#vL|8o=d-Qpj$ob)YtJ(@*UB|`6Xh4-D43WHvHgsidvie>eRqC|L@KE>F zjmODj6p|-K{;N>r$AKegQFxdgdjP3Y*tJ_cpuG%WAmScyHx8wn@WB91$_K3DUYyJY z9P(HBjfUWCj{?9nrRKH}w`_AL4a`(DGgWU!S+?E0|A3T%t6FHOCjnS)Ml|}<>tl1K z@H^*-@wE;5(+v03k=@$SqioU}OI>e9no!#kJM#MOo`ql|*FOR5XdE?(kZQjCo6#Hc z9}B|@NdxhSuiRuzt!4Qd|Eb8iOl+so)2l!?iyQTVo#-zLZaHyh-?*_?rfJUH6WtrY zG8#+OL*Gwj3lvgy!Siw{ZF}UFE@s15v`aQFF`NdOr&7Ba@h}fvi&e_XZ=cy29UBrhK@bLMQ6{GJ$LDZkKobI{BNgjyS=&y=R1_PrC0& zBEg!#=V=vVK4~IgHh~Fh8<~RBkkmdwi8;V;*uAt9<|)DxBA4V<^K_TcRcA6=1$#=> zLusoCb+>Ph$!LDs72@{44xQEeZeLOQTGd_QtH#9 zXLL4AR2E;1j~JJTx7YL>E{;49Fza@y$MuX$;fdBO{$;2Cx5ryxfYEc9tkQf%<^l|E zc)Y2_s+UF05-BtaUvbkYof-}Tv1nK`K;DM`sg(NrBgRVA6Ry|TD{#3iynO7(*XTrI z^8~Vq2Wa$2af#>dO^dnO(Y{cgn1R4_FT$>5!CGXl(FwXl#~|zAwQNWBE-3fY=zOaxcs&WSmcp;(->)8Jwka(vkM*qpy%o5{3)F?@y+U%-jL{%NBoD{l8V|5aL@*iXW z&rPVKnQ*$nQ>RWbp5OdNd-+;EE;|Dr0STiNBg<^DQcnT*X`G)geNO#;(pc-$vgXOO z3w`MSzYG0Y9f!DfXtI;+-`^*wBf5#1z7!qt=YRZu^3Os3xm^FfAN|w2{<%;78CL#` ftN(WgNZckv23#A)Yv~|%oKm>0daF>z(C_~N^HK>I diff --git a/website/src/assets/images/lit-coref-pred.png b/website/src/assets/images/lit-coref-pred.png deleted file mode 100644 index 1d95a94a1ba00dba4efc35b4af71303fa0f78065..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 44707 zcmeFZcUV(P7d}dF0qH?Rs?vK`dKHk~0|=o?2bEq!5l}%us?tHE_bx4f0s_(@bgSZv7qRKQXzT%&+(|R>L?+O3PB$0smlpp0G+wI7E=qRJ^Uxq<-lp3U0=VuWyt)J8hEDe9k8_lBFX4tmXG$l2C*aHmpL0n18|-TJFnLkwwPxg>>P`V`Tcu z@f@SD0^j^661{kpr#3~deLT*!mATKA%ke(@wN-s#c_B!DLHDg|o&EvqyO;rtkK%SM zy%w!0sMIg0y;549yda>v0bZ1Qz;ayWD$PS>UMDlK66EVH_PL&j`^OSyJF7#@i`>s_ zzL{<-=3wns=(iVE{vVoY9#)XP#XBE+=UXE~tIhc}LOtj$TDeys9WRNw?hESOil1%d zLKb-Z25)4A%$14+{9RsHoU}!we3a0O=DHE7JD#|>NYG0$6~k((z_#6r{Cce6aapJ8$$fgQ zSu*pn#-Mxc5HVg_F2#=$XKe@m0yJ9bj{lv$<|W0I@=`<)KqFBj+; zjnCA&%>P}4BG}dx{Fd;c6eZ*aB7ne@e;ms_u<09J9(HFdag|I2|ZCy zTSd1irHM#n z`>#@@xfrOwP-lZy0RzDbri=jur@nEFtKFg}K8Gy;t!Tx)4qTPWql;5$W0|i63$) zp~Fvo>Vjl@y zbli8GnT2CYqkX=lv)&?Oe?`cc79;;o-9RD#L(2Q<+(u13Jt5sgok&eEOTV^BZX@(0 z=vm^f0=X)=5qUy42Kmcwt@u>7T;0vQ#!RjJ1Ra0#z+`9d>=uY4+7>(F%rZ-aC)Rpf2thZ{!B3fAxXq*Iec(jVN6G>!Zg1rf_~|2#^( z<)*NDy0+`4>~^#=J8+(@Fa{dxK^SG~mmW#cj@6Dv4W{S7l`d2K=M;ps7Q^0%{SsWA{_L zqkm=6l}S9TIdWEIOPH4jSMbeS2SHo@69+r1BvV7n`u_bu%JvAe1gDzGqOPL3>2cqp z6OO%GdktVqP^f%PyJ0vu{3t;$K`8;mxyG4puwqzVj8|+|v}vSWd|s4msBZwRrJv++ zsBjdTteVQIajJP&Ltdl5t|96n8aVTyAyV_XX4?Db?+YHxROpvmPg0DJjeFc*z9)B& z?EZ*o<84O?5v%=IgPiZ-_v`O3-gEM3T*_V{Thy5!S>B(VK)hRf^xbzRWR+x{Z|p=~4gB zG}@-=rro9+-scOBTd5mOQ)d%53we>eQ=P77Z%?22)||SY4*6;O)gHT_zB_)3EI`tn zB%kadJ&q-Px$qq$Gu;bIh1b#VV_}g}tZOpC-m0#A0?4ux7`7j-zHp{~6p-N;${h>L}Co zJejnZNiE&;Y0O1-iV`zZq3WWFMBGC~)rT{wry->6`9JWp%ZJ&9Pd{>O8g7EpB%K9I z6SqD=yI@J1vCVwv2BGR51rf6<@UOdHB~X>iq_^4F1?*iAXX|@8QytjH(#jvtijpkNRz`DOonpF@%rpZ!Hq$;8(Qqa`|*p+$jS!DJ(` zT5FRpjmCSddzDL!MuFwOnNCk{(bV}Ft}SE+M|D&05m zeYUOhJwI?bYuL}4ug_Ij)v4aYeR^W8m$%n(sjc7m9k<56WQP}UD!CXymYu}Pfp)df9-vp!cqOl z8E%>-@rxmCjjPHG1t+|($NRneTntcFURA%tSiIA{lm@C%|&N+d(}He z$F*m{AA^G#BH!LQBX2R4A09^aY$8Rm<3kbflz1PJn0{%A`6k`K3J1x|A$h0!l_*N} z_N90Z;l<1}n(3vxCo<^NjuhoZ4jR!Gt_DTocM(^;*i`lpAvpc0Mhx(rg`7Z`_Pli; z?T?F(m|D8}+b(C^Ok=)Q+HYZWz>eaT6-4Q=swxT_@EHdM1N9aPCh!RrcuAmA{r>y_ zl?4U;uj^IXk1=Mr<>~n3svQ(DPZ8jwqm`=}ou{LNlZ%L_IKy9ehyb6jE^{-`{dJ40y*L9z zRfA5}`I!}+5El;@4}%0A9UYz6Gt0*!T5=D5RR_L_GuXJgJ`v&O_VDoF^5ExkerCZa7j+~W?#WUL{uC~rjbXV<~nLE3=iZd`= zJ?Qt}-~F`mwEfSMoLqhl3m72xRS7pQ7Z3OEwt=c*S64+eY(1?U4CHJb0hs~MkPzhO z6Z`A_f0X>^iT_m-@}HW#JVN*WyXt=x{aIDl#p;=?vm@|KSBd}3*RRU|UHGe_828oC z|4S5q%lWUXfS@Jt#JGP?ngrg)(}+S~9&g*qsp|mmfR%`Ydk{)SW|# zf+B^YBqy!oiMl=mnzqtD@7xho;ZkLYQGWa&c>dIz@gR5CgEcGMMDxv;jZ!kaH_Lnk zs+(lpcjJ^b*>DY1T0#MNY`(HF3QJJa2pEXbd z14-#jd7tRYg#M$ofB?+1|83){N&FNP)bPMU629mED8t|w$Nonvrr$7dAo!2sqv`*r zt5-dzGi{alqnE%}bY`g*^KS*u@#+6jh6+0T-vM8>a`PT48W>%l(Guq$WjK&B!awB@ z(9(iSRCcqDjb8S@#q-y*q*{Xf{tzkf6-zB3puI&Gmr~{*WoY1a^nbL%^8^ip1FPiW z7a}yAw=JaVV#H}an;*B4OOkWVKga`diA|v?MD9Yb{*s^6K3bIIg{No9D4zDc^o;^8 zT!?FXhYSuK4-HzwRfxY+uRi@iZ9u!<(F}$E#a?5PHs*0u27U zV5yg?=UBrm`HZuM*PKp_^HHg4ESkE?OALxmE=Ya#xuVs>0_w=(^lW7=)Z*tW)F+$^l5624J06&lXne9!m- z=p9IOv(92{&0PAIzS)EZV6uZb>cly>_ieR5wPI8Am~nEJ)So78=bpg0+MyN)qiu`H zj)wP|60Jb`_g-`68aO(o+4@!oDLnGeT?p%tygxQ2Nes*sw^kBBsTAVDC?Iv z%U&C9Z?%V>O-8OE56b|)3FLuj@)kH(o{dZ&0VVTB{Gv=QAQ#}l$@wPdhUXsw) zoo`k<8-riOWBJke?GL&(B^tXMjC-#YpVhxEfAkJ5gT1&)tLCMVbCY0EHNtRW$;^AN zjiQ++FRfXB)LpjkNekV8*uxqx@Z?E2p$)aUlDj^*=s=qk$*Cq}+FD z!~@F01Vd(V0}6KAPMLXYNPmpm?u zU#l3~`IRJ7shk^m9bY-AK64|6?RGKOE@*n>3mE$aJJ+w|)Yz8$X=s~O<7w3I4=H~V znsOjDB7TrMR}p?tKz_2ZX-g(7#s=t0|8iMZu7FW*+!2U{kwl+`Bmb z8C-9f|3M*jQ{===<@3_X-cpz#0&-`jDiY+f)JG7@te*CwD56IQ7ZO43B8d*R%giiM z8Z+^6Ofox%9}FcnyRP%~ClUX>9MFjbN)zbe3}I6zsNW(kN^?csv3)&i?Yc}dG)rgZ zKh!kuOehvzl2zaqI`=?-%Sb%izT{(0yo12`6fh{zm}|fIQB@36)ry$2_i(ZyU>FWl zzJ)~<4@EdX^4Ok9bP&!RcL?)E-8Ch)0A#bo?Y|Rl@GcfCP@OR6wUkp>*C>aThE6Ch@L(SruL!{JUZvUx2(NH4%+2aK6rY*q(A3v*;mHd!)Vujnp66Y)Gxq&eS{zI#Y z#nN*KV~-hP>39=E$lcbcr<8M2QI$sKFBu=qi(j_O)s&T8Oz8Smjjqb)Pc@8owL90Z zGlX-*kT(^%NejugQq8r=)L6}kkK9@U-0PG2&^u9Le7?w^wA_#>82nY&H~7bkEzt#N zaYDD)g{U=-n<3=*WUX;*OUcV~b}voe`moKbDstX*_&_4Z&vn8oQPs%NwkQC8aZp-) zcEY-Kx>g0Vmpm-?#sg_>f9O7#k5xyAfXO)0{68%09f&4@!EEUfA`9?23&@B#RziG3 zU%8DzblxFM|>- zc)Fs^uBEnYSt0y|e`){j{U6mFF`7$f*-GB-wJU%Ne3mLdL`F`o`f>#CU8^@PoACSwA=aD&RnR#QXCa~FrT#o|ZPl~$Yv^TkK?vZdb3 zaWTvRRqj)cwKWUXO_sia37fO})m$t_9;slkq0kCLTs-@VXj(BB7#*H|d2s~q-`$$y zcvM&B2CP2SF}x-f6-?^kHY-j(yZbL{5R_43yNYW8=r?Ybmv#*wR)e@3d5q3In)g!I z&*o*=&t~D8G@~MHlpah|&4*F*GNo<@qx!jLZ_}Y$d+@G#naU66B3{pA4t_k=i-uB&Y4cR+A9mAgk`eLM{eeUqlvN2k3*EK=!8EP^otespx z+kLT!Z*}u5{bE1YAuUVTj^6$Fdsr>C^Zpd#aOCup^LraF>QdK~k@8QGZWVf|jOfBS z;WmCrdWbd#+{vo_hQm&=jXPbY9mUy&I%d>v!)**(NfB>`yw9fQW`}CxBp3L-ekdAl zW}UObp*qxsx=*O#uIp;`zE)EM?mBAm`iHu#xIEbl>h-f$XQ{h+{fM^Wf{^yB4kuic zYP>6Qs)F5}Ic1A_-JRT3D!r>7!@>GqvShq_J>Gmv1 zy(_h{CR|}E6gG<62uI=Uj!mEQ@K_Oya^J}yeQK<8y0P4}mGmC;5xI|CnqMLI3Ry6wyGfgGLXU&UN?=n7)T-)2MX}nZTd(wuxBJU_McW4k8s3whSRB9r*pGj!tl_cz( zmLAu1bdWB_C6qi@V_S+h!payNlhF6x%gxLrj_hl>X;3l$WkE{_*Vpiv=A+in$codV zmh|{s7E}5)HLv55TnRz*y%`J+4qA~K7R5(#&@;8xd|!QLIMh`{kNp$v*?1>gZ6VFee;|3~Bbu z)o*CoV{W~8uEo4l&!3}@`7q9#0BhN)EC}Q;S|6U@+x{BYV~yaWA&o2QV^(l*L4f>)Ipi$Xuwq$e5Y0}{y&<~V)NmHsGuiCEKd3;Z?M*R< zctZ%uI|xx7E<7Z}Yb<#s9%IHHj)lUKQKRK1 z)!gF(=d)E%o6Es_%7;xRqd|=6RgJy;Nq(Ym8i_l9@19yraU%}V#BxkSvP&CRR|RY` zpRM|p=FhFM_o%C*f{Jx0PTYx|n4fx&Div@A2zZ+7R*)*p;kEWdT}g^iLbz<=_w6Wz z5(pg|*d{PD)t+(MQeQabsg>;+OS-l$bA#Pt*0fWlg?+l-*DP>X%@>J&^B<6(868da zluU<@*CJ2#xOTNFU6kwZlx!7A0IqC+IQRn_i`DQ(H53&zqkB+{9!DW4Tsz+*^aaZb z737A#(_BBC0yip_e$cC1YRCEWs`;i&c!nO&K&jEp{asetGOb!H<&(MW?q`6{o|xa) zO+Ob}t*I!hAKfbAm=LSE@MWhrwwx6387=?91*tZ1JKLq`u;YBJWK4_{vUKdcnY^^w zu;pZA;<4+uiymfYe6qV%x6<&EC0)WabK}H`s~aXkC{i=Iquo;|`uc-E1_v40&e>~3 z@m$@zRo!BJj)fzTDz}JUA=Qgw*|W$X4~dnxn?}&(y7gFuZO_^P5YHaQ4$s9n=UeO< zo-?bbb|vV~EXLNK+fq)LJZZ%|=~}S{&FXCAhJbb%e;FHoQHu>4xEzxm3*7Xe!}|ur zhH6#0D4ZX*>%jcddz4xPCcVCA)iXi>Av5-!I`ziII*zqDfOD_;ls;Z%i`|@Fm{(#Cc&ahh>CP9}i zwj9Ld6_H`Z>32X88|`NY0I`d?--X+EI`-xTbZlfD@W{G zWV~4I8FP1}ihK(|pzQgh@Cu9S(&Q{KK3j0)eF@W_!M8*trVfimGvcRA$WiuZqy^yA zoxWu?4k={S8kNr`M9vGhBK7rz{rzXJ4dNRJ5F%00&AIw@<(9UJB2qEqxAW>`ZWVc? zQ}Z7WgzOJRk^({yn(@G(m)kz81@)+9IZoX|ma)9{XlaXj|9#IQhfRG#K5P-b)qGaL zcLtJ!NkhPOa;cW36_A^)Rgd^M4yJvmU0RVv)2pV>Z zF_A5G&HhDGiO@dyWw(BF%)&%aumq9$+=&&^2ljOvHN5F?lHI7(utA5BcE2oq*909b zKl9m_W<XWl2S)j=G8p# z_B@K$e`KuB52s@+B^#e@toU)Gg662R^ZH%=jpWnM+rx~f7nar-qYM*`i&pxIQv=Q% zmlZ6Thu(YX3R5z=v6e5aJ{nlvg!j&=w#ZNz75JPD&%mmsqM;M=avWIls3551DN`|pKn|r0^7B&#oEQo3*mfT^zIm19i85FQASK`2dEZGIfub{ zqA{8MeF8b#HMS{k^7RTYhm;$b$LkFu2k#N2Lh#qt-=ci*CUqDk1Ktxtj(@%>hW8ax zH+U03T)j`bG!>}hj-QmStcu^gYfbm2tGyyu}7Z%So<-lwmAYD&mF|z zaHTf_6b=g_u|Mf}t3Mzl=_3Ur414(NTH|DUI@E-sJ#`2ofv9qrawq0n1|$(ac$z@z zN>#RP5jEm<_dSdxx`SL}mm)_Ot|X}^l^PJj#o`Fn{Z_!?RsiE%3dXYXXt_M@lzco@ z84yxRTm5V~Zp8TWu7kAxoQRCai72C}#A!eXb(F)58??Bn34^2CU%&ZwbI+@4wfsux z@p-A!JArh}4&<)LtouWM4IA1rjV9aep$f4)(eC2fS;Km7NxHJvxjG{Jq`z<|I=sMw z0L<1`FALk!fc@vtY`(!+7jt?_>dn>2Vs&?OC+0K%q}j3ixHVR*SR6%jA2&CRcF(gK zHe#py1LQSn;>Xk|>@T>g)jHhFG?&zWlCxYv3kJrvpOI=x!TysauLgVKe1 z0?0Dtv4qPFc zd^0|&l?GW^bn*sF_blKfp~)SPNGzknS-tW!>q+=lR?g+QgIQ+dvFO-I?moms^c+h7 zT8j$ew3qPSa6OuaO07LDdB~jdM5g9OQ|ZIz@L<3wco{@6#a|)jlv`vL^tLnECd#3E zlcWx-7#zOgsUoPEzBI^PzJiC7FkfRZCI@o2z>N8a<+$V zYC(?ojd{jjT2A2B!tSO4eJUY9KqnDvP{Gs2oVAja4xjBVY>w^+rCW?qlX|J)g0S-U zq}vtQv>9nHqG{`fxYJ>l8PG&p6!pzuk}?e%KT4+VD;J%dzqaXRFcj-n1z)a>hiQcn zLY8@JZwjY17l?3Tr6Zs#*gO$omv;)P)}@F{_fRR2V! zH3eq^B9R-~d{NSTx?1G4FULf39Y%ynNtp7gwBn6wH2XFo4B=z?3F&}p8D_$e>0B41 z)8gr_nrqzNyHUs5m8PP++#)AME+h_9`xK(`=oPHo7nWn#9J|J>Bd~%kGuaSrAa`mg`y>kb;Ug1fCYuSDP2-m;sGijS^<%I-L++@GfT_k`8 ze#x1jsxB)xjg9w;Mgs?%0)d4FO54|cLsx8L3Z;vk_ug`O>fWc%i{EqH(<3Vz5JCQY za4^MjIYNm?n82jjEC_TA<9ydh7nCmZ4Tb_z z^(67^SO(sy*Wax5+FwNnA5FWcPYG-&%PXO0PKqF<5}U9%s?;z&_LQUz=L#Nn5&=XK z&{j?fw*;NpnpRogB|I}hIsqAwC=xm)^y;4VBmyo^~DgnCFQ zF6_lav45*D7b*U4TpYCkf8rDpqzjEtVnZ~6(Ey}=|w%UEhrs0x? zNfG*^VYe)Z+iq^GZ*|8&d#Lf}QE^{&)f6V`bHC{m|>b33*;$UsVtY?pEKZZ%lHVjTFi;?yV1bi$(x%=$-dS7P>&h6 z{8F0AVEi;;CiXH2j@eMdbIt2(u0H%?|cVXuumyM=8r+vv3-;rW?Zp^6$hlJq5rfNjbmN*tlpLk@2| z^oxf^L39hTlNX_m)Xj`3Ict}=)IH?)G&5v7{fxLSJ&iH79FigfuajsuX;6XiGZ3#S zN*t1DxVtcXW}^LSVD+w~X*$P)WOH61IL@SBob2fPwqz}5sl%r#PDks>BI?&l8g`Q%8+eLORe_~b zqq!*34XJT-C*8qt)LF`7rMEmUJ`}M;YgPbOlvgTNb?~W?@X;;H%riOnCR1c-;L&e+ zNU^CGR)3HCA>J&w+D1#F%Axr~A|lg@BmFcLp`@pV$v(npQ#<3%F6N%+CU+rYvPQd6 zZg|N&9~GZq-BjQfb{JBTU83S&W(hB<=UEwFY}j5HbLqRkM3$hwrfGbPxMQeyGJ27> z;;jpk{q6pv0^k`(z%H6_uu23LT=c!iW1Bu*v3qX|m48Dw_*nv@q-kz%soUFFgt(q< zj9yAgzyTv8#h33jQ%)eIJ+ta*oGvAIMJ~iAkjZvXa^c zUAZVn?)KzbA)MjqN}bZw_OXE}!H00$;hYbh2Gq4{cd5r>P#&Jb!glk14i|Kl*Q>=8 zs#N<9jovM)nY7E#_g6mIpFL_8zRPJcR2s|0Vg_W?di&d~e?^inAm6Hn;kQcQW=`si z$EzzY-iH1h6q`EDuZ2(3w=XWIns`7>97c6*n!Xcb0qra`Jw-s`S}H$)D-L>4ppR+1 z%+BcXNp{FQ+tr_Gp9=^cm;H)Am4{}xL&u#OHip{n8fy-nSFqrS-~RA{?C+enfOf{P zycab&8rUuFfiNKueS7f=qv1rvw$NT|hgC5~3nfO#6Zr$FUpp5RMivvUjtBT zF(-q31@h-V*|&k^g}*5|H6oa_?!9=;A+T}r8~wrTwW>Qw5SAdZpmyClD#j_NR7=)e zRuLiKt6pdX1js*+e~|DiAVmqJrvPXW^W-W!!1g6j1PxrKnC4G%m3w*Vx`~3W_GcJb6)2|Aphf6zVTU=moeigAv|2 zaeu0X93!AF1*;5|e-;SH0vgP}`cCW5r~f~73k}?xXZ`Ty@1FkMaVZ@@!?Fsv_`?4z z;0LHX{|@ATr}y6(`9Es>zpC}8P5*1`|9Y+8o*#z}SQY-Yk$-LE_hRz@_jTk_XRKFv z?)G9|D%E0tI&F^1I})J@%h)nte<-K>&Jz3!QTWYjH6yn1ZTSI^OmCcR!C}V$g>6JH z*JqL)swInC4j-gXQ6R8`^?ITawMJqK7<6&pSh|GD$m zr{zMoy<}L1^G9XSkn;7l2oQDy{p~=D0u3$HaT} zlt%Uc8JN-yKm!d?!VtK6lQp!#ilb4u3q?6yg2jp@<>2;X_ zZ3fn<lU;ifd6NAnA+rZ z)G(L2*pICs@a3_lfx|mso6d(^R*a+R@RR|7PAGt${p(<0ASvS8TtJaw^ASDI)LE!3E(6TbpfQ07+pcFj-cPSNQ1!IRz+QX-@j-SG?SACx#mQ(tl_j&mmeoDu~uq14Y_G zb3PWUQzsmQvD*KNKA+S)XIEI!&qsu(eFf<%Hg3S3~5&(18 zqXsD6QBVQD(h@p6Ll$EIW%>@gJc11$UC_GePS}?=4V8|x$#8OV5SQ`bnp^`1*AC$( zM__kA2<;mEoJcE$EX4)hqsHwJZv0ZOUi&t{z^Rzj(^7hO_lMPM{rZ^hI!8*JE^qHd z!Nks2gFsw3TfR%8!$%UPI~&e0QJQ*yG`|kom z$Q1t^J${;$Rg3x0*TQ`r0Ryr3iWuc{&5;MCFaq|HI&+caj;euiu+@s_+=&`E`-+90 z=*GPQq+IUkB?16m#VFXn^eJ02Kq9ps#(`LpHU0u*u7@UNnt{QF4rVVZlbL)beZMC6 z*+|zp@?`JRE&HN3eX9*G$vAx$;`Kv?8^05*+!bg2jP+xktPE23#0&z^`@{7NPG^i} zcN3m;F(z6LjFLFD@oWW|Xt3}3KLQcN<(IQ|#~6x@$BOtSzE(pG zSD^8_%h9wyv|=Ynw+ztB4QgJl`(T=0d69K~)bNNP;eQAy?n*#_P4&|#1Mac*u{wUf zb`XH$g#riK9|=2 z^g#ntzkG}OTR6YKD_r6{e8_FD`8VIoKHX5}7qUkbZ3DXJEypC7v3SKRuW1=~sO)Xi z)i;jstGqt2;0HULu(po6cfdYip^&Sdp5`Vx2%)&OCzG$%Vh;54Mk3VTOXRY)`Ji~a z#G{EFV8SbKN+dwcUlOAdpn<(uuW4St?U&~!UW4vrbl!^3xi+)uckFeY+USoiOOZFnegH`WLOh3}%03a>T4G5JW&kSEoBF`$gBwWHoxQ88OKK?l1Kf*Lr(E zmJqYL{vKermA1mOo)#LyB+71R;G`n}`E#jTujme)opxt!LmQDyXNx@Da;4k5zXZ@lS(sF{@HSN#v9IbpT8s zF6Uh@&$in0*lVf*_@W-!QKqT977yM6$h~l(8Reg&BYGkmsn#kj=) z0Il@os=R;t$QMcgW~EXs{}1PB^8$d{YpykkAN zgiaH5&(qZLtw6fa{N2A#1_CZ!|`xcDJ zxb8Cb@B|26t1*0~WLqQZ10xuPe4Xq44NXVPA2VIsLIyKnf#N&mJZJ})>p_arcs|gY zD$F}LYH_$b;%Mg-Hyw$B5fta8=!oBm3s0biN$?TQzCjCDfXGa1HA?%Bt{Eerxuv2q z5e%YbnT$Lo$DCp7Ld}) z$|P4W568sOA#2#?1X6g#QWJEk7+f8Q)aq;Atm#!wYyFhoQ*U$~9{AXfQLY$-n?$yn;8Oe0>sQS$}17C)Ia+#e-1?s}W;5O~nQBgz=BwaXL@ zup|{aiR3g$V1*vJc8z#aXN;P|Xqg)Z(Q%ZN=C>dxhIN`>(cAzTFecS}+wOO`ahPl) z1v0I8S9@k2MKpP7&_Yy8JKZRW*L5X69^1d-_Tyq zLl|I|{wx)dfnb(;cBR5sfhBx=VJK+S7_TDjF*rpsc(3^oS-|0HV&nKX-v@D!duL%7 zGjFQoGTQEX0!n5^ME8Ujzgm&<*NkOc$?hHgoC2rD2&P;s9@c0?ywBvxV6*JP=|8TtBvw>JQ{F>n_(2&`J**!{O7 zYI$-s^P8uRaw}v-1K*M)o+=F5Z_}V+Br$1_eO{;=uWAa|{d?z41P7WsUMm}9{4%GM z4N`pXfsF@r@O~hYHzq^=#*3(5Q^_*`xL&M!?=O$yr7q-Bxaf2Zf#YR?Ie1Ts9PE0v zo&Fx{4Bj{#Re2@Kq(+Yo|!)9+8{Cjmvu8PiHT22DlOesp`X}9~YBc?9Kv|^9vZ6z{iKR?$WB3k8OFu6xZ5AQmi*xi| z{Q7PsyB^pi=_k0)xQ%5vvJswEnkr5p&rc;JiI}Cs{ktk?uI)x1P;qW=4pAnw6H;re z@!O=2^#B#SB-SvMQsShITdyRf(ZQsAg$4$@D(b&Q@=v;*(7i-_NVxsbg0kh?crwY} zbt)b|8t58o0e%I^5OZLjZ3SZxIa4b;;J89siVP|r>L+h?nDMiDX3zyOUd}cbdRGU$ zXtFbLr9Y1>VGPC3ZHx zvx^Gyll)T5Qh%^9GSrqF;ZD`OKsB@fps*8p?RX1;>L!>5&DN-rP5`Al?Y;pj+G~L7 zwQ)Fd!#J<7A&el#HZZ~rQ_HLP>*H_6^|o%Uv9h6V&Y6$?Zs9Yq!ZAd8-ss(`zj)7&|4hN!))^sXRG$Y|lsjw#j(5A}ISABCDm{rs2htuO)XMUoT-1fj|XbDXaKYOy4!U zj^gF@_S*o{BZ#ZMSU$iFGgH2O`4AuU=u598jjlcKRE6MTXJv-H;ybeIU_=TIxQ>10 zn1d1Ub}Js|=l8pI!@PH{#5E&{45?`zvmRQ;Y@7kKbclS!_UZSixd>4KZ;ymud$qv9 zE5lEva5<6=c--zMWl4@BAlG7uar}cXFK29dqp4b_yqX0iyG34??n{)lH0VC?^F`NU zk^#g7$*btoLWOxmlFn!`U1gCRGu8%V7*$vJ+FF-#6G6Et-G@m|_l9$sf#K}Usnb1Yl@#Ekve+!COmm#LU z4JOCZXn7;TQ&Gsmf{w$$U~0u$RrO(GuU~lK`JA|VO!9Oxv-)OJdZS6di;IhTjLWQ& zS`1Vz=IJNRrDdXi%cNs+U-bXumMZ8t`c9W3My5R z27{r#rPdBQ8ak_~`YX&U)LLY&+ni4Nmd>)*-r`5#;51#A=1rA~1JPm*5+?6oo*{z) zXoFmu@0|mx4`w8Sd_oNw)Ix_xRAh6Z<@|rK_om@c|L^;7NJ3EwA+#%NNyuK2l%27! zA^RX>-^)@7NeD5P82fI98Cz7cFJm7=_GOHH8|(d=Pkp}M-|x8Z$M=K(@qd;hW8UxA zaxLd|UgyPHt_K_HhLRdRzEh{gDy+xz-2anir^b^{YERF?x9Z_Mrxuw4K5ysCAFYl* zRthxxar0YbgXQ`w7CN1qHffPMEE$2F*Z#&9X5h=Hs#gd%B?|Z!)L(F&+(-$8-tAH< zUama-{h7!%_JqL3ZEZZ)grtGKC#}q16d?5}`91A~3s@*{=vRgh3~Y8l@ZU*4cg?du zUtg*$U9ta7{EpgO=qJuR@KyLpc2VY+EQ4fb433MtcKA#mS5|plV zSx|2EQ=}Mz1uv3wccf>h=3gx1x3SVV_Tk#!Tm0b`u;VeI+!AMtDd-J!VOM^MpWHwM zzG7LZWWM%d4ijKd>wV*GfFNz>odt}7a?qdSd4UP+yhX!k-QDR+6#?-A*B_7~a=_EDSp9ec=L6pyAI5$5!UYN+ zj+31Q7e4>ss$0;e2v@lw0P`vE(lv61(zAV;R#WB5E>ppuD zoc80FsMh*q&0<0F$M5{^4-u;VCON#d`u!kLiX!}h!SE;MAP4eQDew zs^~X{#=NDUyz{sC#^7hjJm z1zY419!L3S+0`+?vkW)yxrUY(&UH>d%{gd;^gNf^?ZpS0V0))L3 z|61wCV9_`(`3v3vr}8sX4%ok-2j}z-S2&^FR*FpuDWwO8(6ud^Q<|%{{`Igha3<29 z$vyUnq|)rCJbvawpn*Y4r%I|z||K52ueAoNU$-3%j9!1?D*zczxt7<>L(oSlfQJo|~w-$$LJ-*KZ z-+9vRz509|#o>6;;eD3l{JTzUT37zwLPKy1ZRoe>Hi!aT5SAdSe%^ZtER-2Mzu}MW zu)BVi^eAklw|W0lDq&{uwUJ*%B_|8l5q1R8%|mo479^=EA$WF+KaNfbh(ui)|s zT~8AqtpdS5i1#%M_+cRL>5K7>`{Peg1Bo6#>X<4!EGKCGeCwGfXD^vWziLQjJ)Uc4 z^$k+NsyzQFb>Mhz<-K6T2i}f3y76Ot9S84lR`UT(Oh&c+;rL;nfDH88yZ@%+bN1k} z`PF#l-7-QwpfAjZlwJHxM`>}r%aM;BO3jvcec(N50r}xxz<#v&-Q)a;CCb03|2%UI z8S>SQ>%A~rhBbUt$!z(a^XjhqEAZ5s-4Ex+n+N?)I?>IKQ!DlVy`caUQ)vHP zBY{yh)OY54QY7fI7E%8sNELc|T<1e{DRcL|F`3kyoGk` zPZE&Jt>97(=1X2j)oH!1wL&}NEO79^rI0%UQT*JPl_c+VzTuWv zR6QEw*6Alj9;W{KXKUUl^nF$asB&BSrK^9g&;~iuPBAcQ|K)&5rAECHvA7>ifBf;Y zRO5e^P=GX=TzFa!RQ;}w+`tk0F(H>{|K2_IB(izP-m`zKj|v6L5g=gw^tD`^oJkjO zmZiNXJa$xO_rrafUF#w!KyJF^E%*1eZUWPoo_}H9A}C)6EOrCktNPz3zv9^&3NF1a z+i(4}u@oNV!NFg7nJXkvf$e_JpA7T%AlV7{kUSu}x5;mB>>?~oDa~^RSvqL;`t(Rz z7}v1t^rglOAu}qLXGqT^!=ngp&VvNue-GQ77dR`@btjvU#}50?fYX7St{*vjfscZt z9PC1g0bLvG-`jL%P7VC(L6wm`Uo5b31(zzK$v&AUm3&aXx`c=PSLjVz2)xQH>-Zq6 z*)%o^oyJCp@_YOX*u(d4>tobp=KJ+5BJL!J-TiMhV9u2Mw=oX4*#0#v|CZyW$;)ER z%E|V(|MuUfkxLB#D8R;YX{P1hmH+n>CpUmVPP4+7d zS9iFRIoOwf7S&X7h1T^Imn$E4)Xbi*7<58gtbEHs4B7*eeWP~#gywHh-*EwSi_aYF>@R^%R&A1m zn;ntiS-hZIz%Ca4kwm7VLqW3Lyj`6_R+3t_7V}!OM1k7fOxCLGLeLjb^ey~XT!upN6h0f2Q5(5GU?TpFcyN+Ve21~K&d)&@3CaVmRp0HhA ze%H>!2?x|-A)n&Z)fDsd@(HB0qn0n*@2Iz{tOXBkW|ns!1cmi6qQ&pFPuQzDcjEWf zqw5$|oMTL@5J{ztK^nKM8-9(ky^`am%Qvd(F$M&kB~V^`xq!ldf6IjD7+pEBoj6ea zlYuMt5Re9%@Xn2=mjM3+*4WtCEaeU)jl>z71K+2B67Tn9m!E8Gb%pHtfj@X;NzH8{ zt?@!0b^Fso_z1DlIWn6f4o1W6TZ{wxb%vp<|AU(oBm!R8miK;RO4WulYN7<=swplu ze;rem;~M!(1&fbrT$*3@ub+2IPcX&>{;1KYpRh>CAcP?)!tFt0s^2Y&@L7aJ`3%3< zWDR1r<2Co$Io2Rh#m60xwPpl50B3}-1yqJcMDY8b4YWL!R;_WFs_8cM6F{ymTynkb zt`=gPW`>%-H+K@Si5zL;c2+l(>Kp9302uc7)O{d#0;uuq5UYIrXIPFlT7^z=iglIYQJ)cni5y5uNXXirQ3_l`LN zt6fe}Dl3FuTkm$|hQ6hVNGe4e9t5r@heN3}#P%0spyM74PoSNjtBIql#LKHu%tzRQ zi|EWp_^!5yk@q!fu2A19p9aVJhp5tge`i?uGiv;bYbP2}w;l9rGRMQGqo6qcL^`xPU115x6572?deUA0KwpPko4N)J6wsqS5l(dsR5Sy}LL(TswImRsd+qve?&fN+EwBZyGAKX>;~@<^;!y*yG1Y$x&yWr>oVlO8 zW@qCf0u^pHc>IlPfC0M#oYlLV((oISW@n|3ulvwc#nN*tWr=oCgv%Zc3!wK&VjyaI z(ogHXt9wbv%momxDgp8D$}K4h`q6VA^H2RZK0Y}GT>7tR+k-oNW+hWu>mxm;wJRU) zM?iGzpYP&o=R*4jZ6J@EPFJPP6Xc7wFW9wvwxGHl%vVPa#43Nt-j_+S$B0FIwTyUh za^s7fPW=Qz_8c~t)@P@$FX8|!}`Tp1Xm1d*!&Pw4gX^;W{>HdBwBw-uQoO7A3E)LHa{~tC;Q74 z0J3g?C=i0R9*Q)4*zztKfcAeO139pwPxEQ6QnGMBi7Y10sT?NzzOKt@tIcKCe+rw8 zhl^N+ZC5oH4G#o3k{oFD%J)kbT7%n>9@wM#&o_7PT%I1-f8hP>O`Y_Oln%qFR_-9v zvvV#%x6SU@_w#R86#2DFueaq|kDfYx`nnVCd}g4+@N=b&lLjaREX62$(udj8_! zz$EH{Wzxw|3Aj+~xim_G4lNhHYho93vD@hXP&4w;u$C#Hh|lbfe@($i0XXJX!Sp0+Fo=sRqIiSdc{m< z&~>@1lhV9?qC;{S2JWt*(UelmjVeGl90EiWx7BSEK(IUG?YJO0x*Az2rEqw*_-491 z`@bu8EQs7RcJt#p&~eFHbT&KprR%1*{V(7euNST7^O>Eky>1DjmP$n3UeMR`-amf? ztDv6M@<{W=RWU~$-67?sOf%w_;zn1gfT_zJxNA4q#%OF(8T(^pqA7!gXZe{y0$N4^<)Ky09`Uw+17)n*UC6Tt&7$Ft6Ea-_Sx6rt>EPua5E1+hv=mJ% ze}uE{Jy>#u?-`BjfOP1b=)cGih+m$PL5(0QDi(JUX};$Rgecgv0KfUqH2j~65Oo3B zhNSPWU04u{us2EjEz*weu6w%sME~tJg|O?kIygd7HWja0-khHY8;t~bli ztV2Hd$&CW=kb@6v0b3D9=C4i09GKAR4esL(6}kO-lYy3Nb1I|X+#_h?X)$H+2f(ev zj*I)i{j@b) z#a&nK1D*}OC-d24X4!0t4_dc+f;lAaJVp3JTyAn-B;50qE4cV5gNFEH7? zd&BIG6MPE!!S=`#Smp__sS^2u`-gKWhn-R4Vp10o90nFlVixeSmrdh}$9I)337EP3 zx*S#+A!@MMGVV{S=R3`3ssyF?0^+yR$e|ZW55uDa6)xX6_us>R99%`p57kBH_0QM% z#)w&qFlXTwxfA?4g>O<4?hF(dZJ;0w-AS6jCIFjsO%S~1GC0Q15y|c^F+`-HrUNC* zKOx8uu7ATJCXWAc0M7gZ1efURF~Yv%UdwKc&scueood$;lDQK#dMfEFxZCmtg1x)X zMbL-?#Za^E#ea(|`K@SPJCi}%v&lp}RTk3-TdU@)3)8YKWa=#QH5)1-pT;pw+5 zEX3d)&i~kU z;-@d}G&UC(!86&cGPL@7m7q;5C*HmJl;%vj+%GL_V)V%99b!A&4cO3vWZ#~mS<9Q^ z6OuI%@=n*&9+`C=2ShrjDzaXtO9^V!+kP7eR$xNRfRw;e5DnLxFvp5M9Vpyy%a-I< zUaQSktXK6iQxd4HW=PiQ;CCywM}074?cb2n4uQ)dpP&4vQg-PKxMU~g)@lW7XO3@= z_{o~aTH3ryI@}VfqUD%Rb8YNiA>b$MYd^i0nZCE|5rgt`T9dBeK_^cP5$a;APiQlu zz7((WX~hf&h5LJcH9Y)fyqfBQ?T6*nO!DO!=*wdbcM0M6k4YWRKF0fKHLa{WN!;HH zS!Mh@8>(X{L`vDwvZy=@w+to&d8Iq+ty)wQY>R8oJkU6mUdjm!> zZHfg?dK14sQLImYbI$g!8v*v^A+X(PPdc`l>6ctPjrP0a&QIP@@o3~rafSZK-7A~q z&X^U?_pc{GN6ISe^C&OU!O977NAo(Uxp$ov*EoPbG-Olh9OF&r z4$~Q{Zy#J9iGv-smX4V$#T{-5AKg1Ns#=MTTV?juJ9r(B{JLtY!(S;@y7T#nz3#e# z*Av2xnneNPYcboa!l#0`&XTF?BW%`RxZ_GwaaeVtu{$!!SxhUanB~gF)N+hm(S}Ti3QnY6fz| zYQhZy+dMmSpf>FgU9U#@&O`9;p=90Q*M_yTcn0AsX5GRs2=PkYhL5uzJ8`5vN`+JR z?#dOMSwjQXWuqgo6<$gcV-mn>8)~h+NdHYvs~U(#qC~)T9Ea9y>PXti2VigyY5{Zk z8Y=Srg`rb}fVztJ-y>RwcKwg;(0Y1cvP_C^jv!{W`Kt~^P%p<#N1S2y!4egZFBtf^ zia8DhbeuXDeD@?3iuP3ud}tnqgFuxlBK{{ zcTvo0v&|)be_0(^^!&R>|)#MGirX5T^6x>FTuNwQEz;C zmsg19g$}KZxN5ZKWoy|71NQkCv373>3L+l?`76#KZKB(g&!WT}&TGVXzyE^&ca1(2TV~vNCk&=S8LuU_P)RB`-50JvfbIQy9 zo3{b9;4Od&f?xex)&4KZ(&iobk1T%LwV?lGdH-Sy|Mw&Rf34Va%g(j1 zQ=Q6|b=x(3=|9bLyoL6r-W|WFn3f3ng~xOkLBB>s8*74HWc^5$EB+FV!1?^oF6#i~ zm3#H2ZGQ#w?M&@o5{DcUK$@obfj+{0@%`TDV>Hd2CHJ7$C|M#5uSK+eAcv%<>^!!A zG+|D&jC2i7$O2gKVgWxp#`D*OKgaE#W0PKCJzv0Dc^&01#+A)C$t3EnU{6_lSzXlvP_cdzh-7QMiySa*IwaORw8gdsi(AUG%Nj5OE^QqfRy;le_f;i zuowp7COf4dF|6V}q@?jPKAG(n($C{2)s#;EEA+jD)2P%eH~RiBp0B6%FGjS68q1y_ z-Di<8>n^Vk?2Om>l672@9d$0|@}CHj{Ti^G7Us_CF%*rzBaiRz%Gak~t$iHvoq6N2 zK;%!WP!{oyp;=uKVt@EvM6HS@yke?DW(4<`ybBziNbM-AO1R{7RMaj0se*&`}ir!&j8+1SO*<`oUWXR8n-FJ9`T+VbEVLBiCkj4W{=v0^xIo!Gy0k0N zw>b8r@rlhq@Q1kco=}&H&*^s1pNYP9?!r`Hh~u}e@>$)T*s^8;IbSZ)UpjRV1iYzc z|8ef(-xP0eiJw}~t1r?`l*1NExEp0taCFn~pV%BaPKB(L6kNI_+mzniS+qjmdxGC{ zB};ewZz=W#$eK^ag%<`3)ofx`UyFJ9D+D$U6dvDql}{CucgcpV=<rQBOV=a*)czmZ-(oJC%X?fC&PM_YS8aCv}^N* zqqa2D2zmqFX(@A=R*y~2&M5{pP=teS$8KYP(zG!f00gQ!{kO`XYg5fj>+qv$FuY-M zV%`s^#JGcu#y}U#wGquKWU`nA+F@=>fj&VfRz*yuc3_Cy7gpKnJ9Bplv^%;PAjzW; zGRuxY9|#k7{=A$P0V{}E)STbgb9t_7>Q~_dhL>DqRiOw6!%2!Vo^t`+^d&GV-~!K4 zSila=Hu-_)vcD1@rsf{lu~^-AW_rSru%CD`ZD=dfS$XS3d#H6sP}Ct4Z8G8RHgws$-A7!3k41OPVr!`Yi_ZOrkZzA2Hm&mT(AW zYVanzCo}E+5b}@C*VQ0|X(YQrXbb=>LY`A|!%Al6vxR1>a{ZN9tKJhV`ZqE}*C`U6 z&(7Z9tkl(zy_X}UpJx!Wm8|b|Dr~^z99u`sa$_TesJPCbH@LKxWx9oe4pdy3o)7U( z&o`|5%1xXk`MacF%n(u+H(LdhQ`~ky=aJfhBp3tok?Bct>Wj?q#5KkuqbgxRNYR&1 z!8CURz(fVbfE?KEu-kBpp@xTE2jxeVn%98@0VbIt8Xn9N36ukiL${D(vm*F`59Z1y+ z1Qr%iq2zuwcXkWolzirNrM-@PsnAA@^xIR2rtRmHZFZ`8sdM2VnUKONK3WRvh9JhsW% z6U7rfzOiGXOg^!rBa5QgdG~m+gVH)TOd<2FC>3lkSZ9uTKo2(vdVGREJug-Gd7U`u zS{j?3uSyf@BU|)a!4q@+N#tg2y=l$}Rl>)tqqe)9FliDme=IE~M$pGBeY#-tAyfga z%23V)qN;IfdX{o!|9mRIJ?1blOF0rACb$esHJZ1)?vDteXAPCj^cQ-0C0XLRh`QUW z1-m{syt^&Ia99NHyVg7o+NYdsWtrJ^ejGmVQuot*!43I7)K5Degn4gO;8+)-YYI%L$dj~X0 z#}~E^yWRLKXG$w_!z_(6(!hA`^1H3^6r4kuN*az1cFbpgwTZC^Ko8myfvoTMb8hJ~9$LM-P@fnozA@BP~xHjvXD0 zt;im&%QEIwyh}#SaMUng-Ap)ROJh7>8gQ_J8Qm;oVIs}xyqjyTdl4zL@wg~Qxdmb9 zbKbf8?o|<|B-YsF?Yg4_`m2dD?E@Us(n$|m`Mo)D#mdC;*rqw!xmDFsWzqQqa!<3e z?DDs$mOUQOP-rgwiT_J2*GSImH|44{EHX#l{%_GoB=`}Vf2Yr=R*SIXFgoOinxv8L z!3yY)6m;x0CoYyp+8dWncZ;T5eU0hOFPsaCV-UBpm`(Ft0^OME+(f9a9bXoTD#4Xw_{-q|AGhWikE$Ow=xz*YrV>P}*TjvqUy6VHsj!*QRwy z5bG3hP#vjmkOyxqW=S+)NUKMirblk_>Ul}Kw@#-otijM1v1>D7kc#CEEcWmbO1_rp z=wv_ixV+ZxzFk5&K_o)WZ$YbZn004*rs)W@p^F*;HsNMuhUk|Q!*I!wJlZ8JM095p*3w|wNIO< z)+a_NsRl758x4xs9*lwMT#GgW2f6hL;-afjaa1+vRG>PlAo3lhLZe4e#zc?pi0i>4=lY)j(}sDMe;2I_mw7F;zKLx#XL2 zTl+yqVA{@3hQ*lz@F0eislwCx@_R76Q+HUT!F;^ZV3gRBF;?ats1T>Lu`n?*T`-T6 znxYPOI3&hS7k@d#FeLg}0~?md;mdVkEk-DjCUyAqhpVpDV8Mtrh%901uD73a>&sQ! zMm1^sUmjNRZ@HI&WmH}}r#cp(Tcyo|a6_g9G)ay|O9~_h&he`3bP36F?|FgZcxJmG zSAYBAxBjrN*apY(1s(Z&uY(-NI6o(mV662&a$tLVg3@ky)YR6 z3yd=x;d^@|)0RD^2eMwwSIQ0HYLt5-?iZ^|p*}W5yryhlx3_UvhI4#g-d|BVT{4d; z;E`C}P9e$=B@&Tbp?j~F{g!>I2nlfouht(Low9T>)c1H+%aPfe8XX!?t0HmV809BJq*}7_6XbUD%;SpRA2M9@RC0e zo#1e}_W+B1t?tLFbJ5?|FZYV({RXM8oFYSXL#mH>7-i57VT9w?MB4Lye=@zNP{vc6 zm@>mB+uo>Zdhl*#xX`%%ioo2}*JP;#m*62)Q_@K)eTe?B)ZQWaa5e8T6;ApmYthr- z=D!Zk=pU?U7C$B^?j#ld3N^-9U3u*+L3c9;@SEUt-g~2sqY4xd6!iCqr%=}&^U&`Qd|yU80v77kjfbq#U4VM% zm$O*xE@HFm#FhPOSggQePtUEIg}!nLUjC#7_hg4)UBQY%JIrYebemCsGfgO?@aK%1 zRWdOM0}nguRr++e?{SoX6w(O4euO#F4t(NPn}2ZI&n{tysYP`GQN5-MNrA>&m~iFg zF82uw8<|!_aD&SG>ehurchYox)UP;7S~Q(geAG|uOEt*{nrKx@7Q33W9glGE{-oQ# z)8kH=KclZm*OazEq?K~Px*p`wYp!Z8&w$E0EbVUe+X ztNi&KRi(1NTA{^ZqM};^Yrje&k}}Gc!XQ8y*ZhyYO8m!OLDXOi+=8?D%T`-7xqHN| zG&hyKLUJ#=c$VgeUUx`AkwiT0fa3HcLI#(SQ`Cb`y3}_X1)Y*RTMz;s(JWTuQlv<^ zL^%tfO#G%7_Dl3xDaSj}V?H73A>FFIOTFb(r;}(1bZERMS*`c$eM<&jXywojy$&@_yA?J`=>A9Vt@Ms?vIG5q9Z!)4)qcwSE|1SbG?QnS;za&~t{n^)h?g zr&iloFU%Ho0syn{dN@QMsVp)bj#tWiZ=2kI+2`1;A|PUcyq>dUkD{r1$~3x$g(d{^ zh?{pkT0iLlRiI)KE!%qM8jT9JA&FE#=iH@{DdVDM?G9ZcKq|i9z~49y>xja?P>gWO z>q1XsZG28*uC!h|Wn=3{@06p-nJu;Bb?ft4ck}v(G*7k;UGLpdv4^Dk?!ESrZC`=l z%=yB3w-}LJnpK|yh>v_@prCBwYvsq{f^>W3p`FLlr&OzzI@0eVakeyh!Ctmd24XtA z8mogtsaOGxWtJZkHb9<(|M(asHmLgGg5+rqXB~-zP*&~+ zruf@tY3Qq`UXH@BDgx`P>%GmX#NOe?C7x*qOu1G5ZsYJmWuqW>`!gqGnK9-d+aPmS zYGEBrdO>D1O_v36-49L1zbHjwc#&@<`tQY(!+iE-U1UmEb?(XltQ4KTN5$zn?3Wga zA+Fb#kIrvFO?CVh?%%5guJW{yu+hur>jJZSblPEih8S5L|FwQnxi6PJ!$!=yZ`yjd% zpA>mQY?CRUyVI~CQ<@ELctb;sd3rxd6<~!+T5Ade6_^O2&IgN@(uKg&_lx@v%}?DZ z*aH(AKYi6O;5e_ddxfWGoLN8FH`5KR&^D_GM@DLSgNX(1tTPI>urCDyS zWD`%E8S`FPu}tq<4TSMoYeSx2%g;=AH5V2a3+@|4Ie5%x#@}d_!`bVo|A38MqkuYRzZ7e*Js6@HFQhnJYVXUBYOl^`- zJK7Q`ckrIUu>kw&`FBG3N)ZDeT<0xLI7rMOz z^FodbcMLb(>T)7*8A98eI<8h<$k5>th1=q^#ZPCV1gthO{~QsJ8=(6u(x*$T;*@wc zO(2IYt~%BP<-P*_Jt}GYwj%nc@msgO`dZz+w>}r-ZuXsUZivIwzHdqD%#(2o&mn@d zaT|_)674=}j!=}POr`_zQ*_1U9CeA4n;cq|RJz9+kFxSU=o@>!)OhilPV9*a-(s)G z$m}CH`W3uyKDSiOK8XoOV><11a~Zg_U7Tiv?~CMYdqu0J0p?Sa%&rXAvv% zmy2FWf`L>qBzx;GD1O+($@SbYN|K5+^w+}{pRKjeV!o2?H zVgEci5;D)bYFK#XfcWL!X+xeVYK{iJ&MkTMgWAI~-Ht{n1MbbREXMwlK+-z)J#X+B7X}>UyfT3& zj#aTTPO^4Uw=BO@FxW^SWlkHW3_9NUQuh-AVrY#fG?Eul;AWuX<&Yp*z>~YSO;X+C zN6QxPZILUkYDwBsZ8DP$NdJ60zrNbh0VTVd&wWGtaaG6IX6`yLr`(ebz1sCw4)Axz zgR%tPxM%xYGmEB`w{OGfLn&!&1I(wtu)vDf%MXBA5G`C%*!1c}xPP)Gbrt8o*1;*? zCfF5p#=kmGmi?NLHKh$9wc#$?hy7mXkoh*C^UI4=3~pr1+PeF~)`IHjOI`gwgNAsl zNw*_w@rvrM_IX1ZZMrKt6%7ik#^;ZQ@)XCvX+q*ex&JW=6<1M`AHfV<0Y~BH+xNP+ zTOn|Ny!xwZtMvK=ZXseV-tvTo8Xf>1ZkGInP~LtEjDzH9ybSG^vr;CP%tS)R> z_bJIFF9_86&)s#nLBx{Oe1tPEy(7Lm!S7JEouB8JSSVdpjQTZ?0zO57@Tk4Wc%Van z5+`xF`jtI`d$f-0M4E$v@q+kNZ$;;B z-s695U_CFc(P}EN>RV&kNh{Lk?nUrT@Ex}8iIU@?j9}CowDG?H3_qO%b$6j`-n==x zS>=N)YJP|H5%+au9qvsoXW@*$73MbFi{=XQWv--|xuHt-kP(k@bYO^TzuQrY^sVxr z$hu|<`lQb47=!x@^(|R->m8Czqt(fgj+-&=YL3Fu*$5?y@REFvT)ikFIsxUdo?@OB zLsvsNBy z23)}u=V6Q5>VxbWzo8kFae!XkkVJjTcY_#Uf`ONYk6oEAv0Vc?N}KYKLzyvKxWX3A zxZ?mZuI>O&)6~+dz%)vkAz46D_TAV z%=+4-O_&yJR5Uq#YN3ITYRfJZu88Tp4Oaox_N-C#aIeyUpjny?(%rjXqDWRsFSn)C zcxX{of>jwu?r~D56NPOC#(D!4AgvlV^o=2#HERZ2Uz< zLyeQiTcRS|gzEeeOGUABH-p%cE)vi>KDwl5*M%28y*9S)osJk}QRPS$L4)xGJTc*v zEKo3X{8??@Y|_|%R(RpdpN-mwbH9tGxATQK9LqI6x&!q*kM1D9FB?D}5k{77D}DTo zlWXQKon9rmZT=o{mr%5vju>gGQ=maY0j{Ld1H>m)Ro8V{?+JKx$97DK;nsr~ee1~* zhO4P_ac5YQEpN!0`fc_JqNAh_xrn|-y&`u>L@>O&D16B{s!owPhg_BUIQDJ}6gJ>4 z8Xs<|a!JFm3QkXL*fs$OQW4G|{L#FdplrPH{)1;#0T}THo%sG%&@OA1Jf8fgZ90>p z2M{*nna?X#zVW%6DfuMYhKJ*bo%3^LcGc3GPwq8u3`Q&GzPrk^%U(hcbH%p@M7e(v zl&E}PHzN@9no(v@p+I8-*1b;qk=UcwB!T(@_kg#v7?4XIa?K+{3tcKak%ygr&}>>)g(nPtVH~wDadW%2ACh z+$jI5h2NOuJ{lx~;p_s9IDwcsIs^`=u*JBDa63NIH|}j{AeOcYHg|SIu8NsA1n*$* zq7X*;0>zIoq&1l^+Fb^jcre_b5#~P(kMS>f)>4O_i~9hgNxLKUav5dePgrb+eg+t_ zlP^j93PC_iey}uO!YHT5G5^Co^vA-|eMa#>!*ND?yQt(RJ9K|%RdsU$Ob|Ygz{)(^ zyMy~DyAbs=s7rp#Go531KWn<3F)z0kMM%#on2fs_IBv4r6E8vZ$Wlp~Nv9e4ap*s) zQGZ2Whtn~bLbQ5)(k#Q()zgfw#`E;6#O_K_&8AcmliY(c^q=yx8-R>3Msr`c*x7uj050n_z;cV;F-GochCt1w~K3NJ6HLgI4nic%3FA^Dp>P1@~Hkzw0BxUd*dFWd#Qq(0}@jcawQ zxKECn*qEoik95bY|L}G&)C+dP7B6|Bf(K#dbt!lYxLUfzQ-aoD1!j#K%6RyoZXCAn zA^oUvAZ#3BgfUvTl z<5WH`gNQcRNwb*o;M8pNrZipkb*rw!RAYo&SG;~F=bG^-7>U$vjYkCsceWK5d9~r9 zhQ)3%yOda!A0QciNeIrlCuLh0uUqkIa{X_+DLpq>w7lD9H}qN5Pc~mU`4g&kSck`3 zCZTTnduLO?ur4LGp&@T&NF*qw=DPfct#48I#Y<}}PxV~BQu8;wZc^pVp0iWdZ1$UA zg8ypmafU%0^kU0i$sD>VnafDtpX*T$*Z%d?nwY`&jQtbLOVW+Ac&DWr&-a44Qse%n zHTOn5YjLrYle&H>y83lyE`Qk!85V~12fZCF{arIG{acxFdc$@zhlZad=mb!O&uE2P zd4$-&5Mx=z3~2UqX(SD;#TaW$kRNwg!9H(#07=wYK##mqWt%|5R_E5#wPU-_ds-sr-%2su@`r3EEZUJ1!?v%`5)O+ z-R|xqU4tjaNvAQc=N%vgV*L2@!3L=!mI6bhLr+pEdhKcWgr_6%`7w_Sk>&n|G?tvK zFpNrXMPZJwLW>0!X0QyIh9i~ti$QjeiEul|FQmmYT~OqXi*eDhj#2<(nz!!w=2Lr1 zfJh`&K_yXG+Re0rVae^tG(j+5d=X+V%Srsa*cV$ZCNTH)A+xf0axwq7QV2Z05IX$y z7lIz#m_P;3V-|4srPge<1iPl`Ry(-lN3az|=r+1HbI17X{Nc(N+RoyWjPI)zc3LzP zuvm2VeTUY(9+;d3rkbkY_U|mJo^n;El;YN}IBUI|PvZL_-MhRaDY=FJ#By)_bUtVn zTwDAWwIsb|tjB6uz~LPlJQle@0!=b4YF7@+d3y9)uc0@26GGQ4UYol=A7AH#ow3D8 zfQT-iN`X<`k*#buTwK@XH`Mfg@}|0cjY-dmwBd^4U%BwomW41~jTGLvj83&-Yvw)G z8kI(?}PO>d_-s@Q{mI_7`rZuH?09eDP6g91^vQ1Tka6VZ9j`ORXxE?3;C5u)w z?yvJroA9lN?^|9()q&oGv`bI}#3TdeRD(rT^}!q{&vZ|uPgduvvL?dDZxJgR-IJP! zm(chd3kCz)hvX0sP#(3X;T3Hn)pLjSPz!@leF|k2EnHAPA1=gAlZTLpyoX7CLCpio zNE_oJ$M<|H9U6RRl0633y2&xNG-q+wgEB{*f{0th@A8a%8x+*UxiSVM_E;m$u%*H? zVuvw@A1q+y4UaS7Ymeg3SZ+v9tyaonbE;~#-|YrOcb+tnqRu2@8Y9dc#;a}`-FFao zW_my-_?Z=hTKSZv+6PN3#$y1-L%xKtZDyVE$$XTxb!+x16W4idtND19endZ{?&3y5 zf3JxoC#G$hS>_W&@{!N6JX^f)db>bbg<#_2LDHt?WXqm)cjJ%)!fP#MC*odNLJ<}kEXg7if4c2Cknk;0?0qLcmm z@A#SSac)l%v>5F+3oyPZ%sZubiaPF^T&&U4OUf-edceBPySq8{HL zWuRkjoVwe%WdG?gPn@~#SAV)D+PZ(X-{P~-Ud_8*8HW>vVnRba^AyE#|iX zv%gb_jUutu75wFU4>D<;ZaJd3D+JEm^EXIN!v*d$JNCuX9UChA<*xgKoM~shWWJ@w zycs+L38~A9>0`!o%Xenk4avZy;O_P*r=^lTC*C$YG)m-PH~W^HDmsRaU-!8qCA>@~Ril_t!CXF`2oqS|2A|H3X z?Bjb{!4SL|Cq~b>>&EvM>_=i~T!KN&JlmadA_NxP?NOBxiApy+M(bI3f%mR@cQv zwB-9mN_SwF(MPi6!a*P1oqU=Mnh%V8zcZM6oQ=Dr-0b1RcTf*Jl*z5YUZF(`BCQcp zXUt+AkZ|x|F!3oa+@LgPIzpxqE$;2P|y$FWiji9-|3npxZnA~f`v6W9YOH{2-&S^2n z7n%hpt0qEhhstdaBue^JN8HUbKj^sZY;4I{@B_rZ2?#JNUR?Pa3wiLRxD|9hISxlk zeL>bWjECW@Ew!!KW+aI|{q`#jd#~J_buBpuB5zCG?)6=Fmyj_Xr;SCGzzw$dw?X*@ zEo_MxM`ThNjX{`!gM5sE&b^SNn^-uFS1Z@$9%WE(=ofHXI5-ktNpl}y3Km} zAt-IwX5WV!HMkkgyREE)uCd#$ItuY`4Tv@d=KipkOf`kVwGzJr2-nQgP62V|f~$pB z>{4n8ndk>zOEBsFN;*y6ONmHjt3uT1AiBvUqeS*)ixELUlAf6aTLwd=*bByrY`m@Uj5 z_n+q7Umth$%jy|zW(Qv^IQ(+&$0&E;Y1?l>7famn%>FxV=B~45x6iBv9_+pI<>`MC zvMIYXUOZOwnekweL-e1#51THZ@RpA~+k1L-QTE+=rrBXnKYPsnpK+D9E^h9+<8`tf zd~$bz>rWq7Wxu+zvToB-yT#3icl-TAxq`+eWL zRm*0C|J!u#?Xv6d%GdI*iUw_$x!!nrnQyka*Xj3lcXfj8xB4VZ+1K;6=#2KXZ+~x< zXV2dTyeH(yZMV2zYwmC9bv-|);MTOo!kp$&zt?LRJY3WeI;U6T!i9@vGI!M;Eeg** z{`(ei0Ov~Xj)!eiWvf$vipa{%JpdjSI=PtJ%CGXv>us-MW%c*HaMeF$yUbfHV3E6C zl=zj*c&o}!Pn?o}@0oh@-L9KzZq>1`m)Nu}xTW&y%Koz{-v4#t*Rlt$o>dWjt}^K@-UFO!0?t?Geaw}QL7&sMcMk|Za>UFer0oxA;KlX97vKXx_hJ9u6;XmVL{txjB<{q+V O00K`}KbLh*2~7Za`nh5N diff --git a/website/src/assets/images/lit-coref-select.png b/website/src/assets/images/lit-coref-select.png deleted file mode 100644 index 4e71fa1dae4fbe7ca48c4abe79ebd3c3771cc44d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 103595 zcmb4r1ymhN(=8exxH}wNf=h6BcMBdMSa5d>8r%u)?(Xgu+}+*X-pTh}```Q5&3dev zMKjZ0-PKjQ_7E&DD+d1_=RF7r2)u;2up$V^J17tk(2vmXfKNo~1ZhA(;P_01gybcJ zgaGokR$olN8i9a_2gj*FsVfa)q-jP+@|%D{7t9z+!uX6B{V8MfrkM?d!su z?)P^Q>HUx(!2#@H3H_t~_Y5G;WNM^iP~Ma~qj@{ubFfr1$O1qGTf{?{w;L2grna5i zN62~OA#IpJB&qSj*}*|(90#Ug8?fbtY6(A!5y=4{_`?t?tt?N`2zm;UG=*@HdlWrH z7ZEwJy{4pbXSc1H0xI3T6w4eh;;Kro+K!45d!p^&lh9+%^KqD%8aHFLO!m zb%KOSv?HN%zKLL!E*zsv&%k>V=a=eZVN_Fi>vMnXFAM&2~Kp@{H={$R{6 zHeFde7wf|U5PClR{7@+BQyplLkPsFgHy-D*tEh17{BTSlg!3N~Gm#~#2#8wxd<4%a zgxw?Axas(3hoK-N-#ABx%5MSMvzh?hDEKt~6xc2SgqDN>QJBD1GT;74A+|L8-yS*PC}6T6dXJ}?%PyYF31j0#QR6WmoW|I_1R3g4*zVe;0FG&jY(KgPqOLt zwp5N{!VOb0+c$%)Z`GIK_5H0&anlMPy|Ixf(Sl`sskK@n7jDhqX48}!6MO7 z%B0}P#3+UsRUlMCs>HaFrQ)o%ARHkn0(8Xq1Nb?x2O>Ho>GE(Y0=4o&(MTCK=MKl^vDx=`a0Cr(c*n`4L*NG zPz{MQP*JCyg-*X>EkQl%=G_!d37E2RYw#7ifJpf+*Sohabq;?|*MeZxSH7X`%=a3` zPlknb46Ot4Q6G=Uk0DH6kdopUfJc<#cczHAfgdG4P4o$wXT3R5dW3k4l#a-f^pqrx z+!3ic7@QPEBEnGYl1L&M21PQ8ACy0+apgFQl**-+SQd^c z?iGwHl*{uKc}jWk`{ixqAm>IER|*@{_lblV{~(o-8U@IteW~32I9mN}^ZB~37hUN#UVrlbo)nwK7y1cq#$E;iXllLd6i>aK6;kgK!6k^6nV*;tk zoav%i;dcHwJXF= zm}SR^w)U|Y=o>CvDt#%*|D>j&TTise@U_a~<6_NHR-I*CQXP7o+Oa&B6PM45Xmhy2H-)t9Z`nnn zD^+Th#*3KqbMsCd`|QH(XdKgAEqE5ZoJQ9n6SUdw98Da%?3PX~dpQSayUN?s``3#L zvq?u<8}2LqhbYHPbGe;6amA@0)*NDvEZBZ5sn`2k%2?{I@GSS9)}FQ!>=G0b#1YhE zeF`<{L+OK*^ELL~(;DAOBWzu6y=+Brec7=%OFd~_dRo9LW_)H`>bHMNe6)72d$fO? z^icAszju60y0>{QdM0>Cez2e0gi?3nDR z1B_;T%YYX^^po*p_BHo?5?U7g5|DyG_AMZ=47#=VqoLix%<(HjM8$&s=mzzM%?554 zp~$>w5D89ymO*!48IBv@B(Wlv1|ekDyh3pnfv~2CTo^BgP-t*?VUP>T5gONrIq_ud!vgxloC`@7@1(RU{sW1)HMo7@>1zTJT}+mW1EDSn;6JJc&eP(o>+V; z@GZZ-a_lwcP7A@oZ^@{o8vLmt~YSS(CfoSZAO``-3+5p=PqI7@o7WzlA()wIhIgbd7BDAeZFM6*HeJJQsLz~jb3Ecr^)Pzs^c;NM zgHl9X=Em}@I6&HxKhgi*9VccYCV3RugzfNhlXQ~`KM0R6)*b$l)s>BaW7qoYo=waa zIz^2f4VMImhP&;#@sQ$7ooUE) z*nWCfZEn|Ko5I(sr=2F%`dO0p<`>VL(bm$_kp8#;$MM^~a7KKJ@<(kRJKFQbhoj@8 z1S{dy{e~p#tJ_kTdQPh=OTOk9yS}p3pn=M5d-dom){s%$Pt}oO!cD6Vl%dA*0eYjG&(> zX!uBmLbyO`&)<0R5MNi8!Svo7ou7Rl%}_yt^1zVJVB|3qHaP87V^Tll`a_R{Y7)2S z?d17*DQz2%5pKRVLMp1Lo!dRplh3&uDJ6OVfF6aak-Eee85t02U>X_(G|&_T0+<2? z-Z;P;1Oz-f00iiNfS>?x;S8`p-@b#&0RJ-$`tesr0VN>`3E*!f16v~_OFI)Q`(^7m zN?=uUrpoH}>N3)t238hy`i54Yjp&>$tbY{&;dbT(CM}HY^#RTnUoGu8oq34=lYN4^GAuC%Wz(+a;ItF6i_W%HZ+t%<4r=qavAH{)x@erHX+go$e z(>pmi(K#{GS=k!XGjecn&@(X6GcnNubI{tkSla75(^}e*{I`-n>k&4xGq5$awl}r1 z1pKO3|Fe~YJr6PQuZI5m`ENgsoK633$22oVSfKZt~|fU+~_aVlgB zdM{=_;>yZOD)9<5u|D!UU&{BC(UODdv5J!X0>Ur?px}@YkRp^ck-VpzG0T`fvvLj(Vj5L#iq5%HwLIlNu;-+j6{7u6?0^WT-9RtRzWH6B+ z|8_Y88(tUaMF00zQJ}eeyj~x~Ue#-aD?$%Z=F&Q}n;l(H(wK}S2U9qzdBk%p()qk} zWYc+1u)H3x56CPQYr^|0P!Gl;iTrXTMd8vBw`|bj)b{VbQ0TxExQTvDZeg@rDzLT5Bw(7OPLr zB!i;B{okWU6N`lG6QUg~R2jv@(`pV4#!$S3DV6E8QeW+jCmhX{KY1X40Xw{6XA$$R zI)%kF+FZ+MI6kh?ZqF5ds?pB)V5T@>Zj1YO>p`DLj}-ME()gTrbj zel%OUvzP8Qi|Mzax7y-jd$lW5s99gOJ(j9@#^-pPNWkhH1__HHUirB<=Tohj?a?gl zO7+`76p3Q4Bs!H+UT9AU`toiRyUpiL#AqHjN1jWN1BT6$AG_@F#cJj8D#fZ2Y1}T? z4mR|%wtHjv_>M1+H<$AU5fY8IJERI(!mlvz(w<-L))X6UjXGaTG^!<=9Z$9k^V24W-g>`dO4VDg z*rS~+)h9eZTpb}p#Zjw7gF_)e$7?s)PwbVdR|?v059qh2Y~2pUeQ4ET)@gBmOcC&V zH<-rbRALcD-0@zGz*c-~BE%t}vd#U$@L)1Gnnr`kT)r&kUw0k^ zyH74cpU(gbTuaF=*16a-{2rQG5C>EWm_DKFqfnjYN|Dqf^ZUD{l`;*mH&2^Ohn>pRND~t|+cW@xRZW~RuScE7;I|K<#i}sYTw+nJ4 zZ-b!VGXrFpcR&PS8wQQ+*LmOcRMCqIc0sRTOO#O=GDU{qHf(Cdc4=oN|evV8sSfJH12 zKY;)^?CYNH{hhP&d%Mv(izUg4ED?uT;I>Tg0f#z7hR3AWfpbh6=X=wNKuY9vC^F^? zMU;xCx%g`5|F0{;8{!y(c!@!;UB}SkiN_YC?O7khJ2?Xem3-gj9RnE16^vH9r?wmc z9HnfP(J)47O`tj8{#GveW2qzKHf@U%-mBKsh@0M6pa7_^3qmLsN&if-n$gqkNt*6h z3Wvj@H2d#1TZiPj0`@z{<7Kk@2NbVvj^3@g0Z__2x9fc(nI9|@G0@rlJmgeqA1!`_ zUjcVB)0dG%q>Ht7FWs|b9=E!WG&EWb@+hR@8F!tjawa|L=3Vzci&Q?y)g=H~s06SKqp>x*k++MX4AzBryzo5j+{hph;{?PRMqWNGTq!N6kG(!(SY z;G8nfb%f({K}b4`FzcaD8F&rFQu!i7X;c|bkiasqbuLsJ8=bFr`UZa&B55lNZm@1e zCJ{AJ6H9!{5DG+aEdw`*WSBEwsLF-IW)dcs`9Yd5n;H#NBqn|W?Vc~vNWYz8q4l2N zn1~*R^+r9?a`tdM?@c_u2IL~8{BZaCjlj!3Tq|hT6`>5_a<%fbG&Yc>aqg>7G&(Ky z2GQ`FLZa0lJ?3+ivwFvCgg zC&1$X%)c3%N-tt>cQhG{P+B6IbRv+!Y<)6UD*A&OT`=z41f6~a@q8WMT#MaaI3BmN ze1xj_4;Isks}tP2)0L?hN)n!nt^Rt#-H-of0{|_Afq5HUXtaw}(yTD>+oRU6%m`Rc zg5q-TjPOjB@@ngII8N7^-zvT>u&-m0I7R=fUIW%9YzoGJz&^%-l&dt_6ZN~?-@b!{ zfp2v6$NcU{dqmE#0X*(tD@p&x`q?1n-{NmLzcBobRTJb1VS*Rr>C%Vx@2WbIzu}jC zM(56*^czi-MF_OdvUJlJdw;Vtk?6o!5Wc|@%8~z@wTA-m*%t#^a{CF!(u}_m;s3`p z1~ogqZR{tQOybNZx$W@Jq%Dno&ljgzZp^%`Y#EoI5JlLPC}l)B$Q5M@K1Xjn!?BH z?M3Z8JCffJSr7X=O;u>ZKNo$y$AOLbz0f`3_?n9O zl4KlqhH-`xF~XJ8j2wS=VO_cd3vA?awbhMNZ@EEWW=g&C^MOUReYn4yLh*e62?y?e{NFcRSMu)m3L5L{utO zSnv>_It0#7e{>OP1}5V$cnx@38_ktzS9!g8asUq@twviB3Lcls?Pz9WS>U?}G#Yhz zCZi$Jf^9_~+!?!%hdJZ1mDR@ML$jrtK*!6YsU>qnKtAt$IGL>+?SrZ`P?hyFVK`Jp zP!avH4-i2qv+1>(h$Ui3-6==)1q?vEji4Nn29vQn+QAMhab(8@YW}oI#IRzCxDRw_oWkFFh`$G!-{|Ia zrMb%e!B(U4vp*iM`#kF<9*3>?&QM&gWE?dLy$<(BXl>IA05n#2$7b*M9iUkfYtSFw z=sWm>wOG0IlS-QNCJYX=mc#|%kA2DQ3YJi&6?0#NkjSp!E9P|p(zqFxT)z`ul%6l0 zHhmMGgjwdCwJhLuh2H0*XX(E#Szz7SqHr3J2v~z)m;}#;`iJj{gbu@R>ISsVlK8yZ zo-g_dJ;{*!z@LHc3a!J@Y+Njr(j@;nW@883H>Q9IFj!1FG%To!6Dd9JL`H)EIs-Z0 zha6)xpYki`ls{J|;1Z@IPCmrYJ`+DFhmjcAoIA`_7iMOG!}6NDNRb~l6hl9VHjGH= z$Tb`50NWVy20d*6$)C!}ITj)#rxkd}JYNpee=@~gH1AHde!8_->Be;+@Y06UuMx-+ z4kiVf17-#G6=qf@F&*a$DIh~whg}SCG@oiHl?!_t*`bVTTyG9DaRfS;FsP^D{#4_c z#NJjl?Kf@mA|o9HVC%4BZQoorzROQ@o?5jL&s1hBPSWePQ+=O1i!JxkBrC2vQSzU9 zo36!XRPj`=ntemXivDwu-Vk3QejeQ)mAA(OSEISt{q8y2nmY+PwK7Apf-MZBYu(p{ z*Xo*7psUJcIFRAdqKWDg0O1LA!C+(bJ9;41gf;8FPS`w5d3U;4>wjy63n%2G1Fm;w z1(C%|pyjp*!sK|Yu2E|im%k-yPstbcj?9;&OrttaI)$B4y(BMGzXrrpAHAVzvBkwM zmd-%Gl`T!|4^`+RtT)~U{@F7yfmBE~jmu~>qNF9E&(ZOZA;X=qv6GFSko(?NTH!c2IA1&8*IV*0LM_7e$ zh5nVJMysQNy6nwU3iN?s?cKfULd{*l`1kmc1er^t!F4RltyPjq+jEG)1dq1P0j>{;jV^yOgTBzoGHou? z*^(sbA1qX#VhQaCqgvtQu!R<7Q#r}h%5~u5rDGWz(z@`#Uva{HMb7oW_sTTuW#xk4 zF;z3;2IvejWe~gnIM?|BC>?irSGIjX9sDLQ#$$b6K`NV~J`_iXZ7Oc9O=)wrJw$Xc zl?yZDAWOXkvWVMgYY0E%GC_2nNz%W)o=KAS%x-s^(xKV=&j8E%&8gDR)o_eP_wj zVtd%Ke0aLeYB0KX$!L5+sZ+Mm>5Z__d2|Ic-j!hIm9H}pe_1U|n?zj$5IS);=RLgZ}u^1~12cz{mTjK~JIGs*Y2u}25`CD$UKh>v(C)-u_ymXmt zqai$H$oEe|4;2kMZP&-Jry6heUjjYOv?&H#65=7OQ*2WQ6fM;DQqB59WMWx;!D_^V zer`APq@S}OAKLt6(&lLcB|Mr|1Spf`ur$~bpn zyHdFwM4{*-`63R##VX5qr^*+pmI0EO^4KPv<1HVKmFc7jGSfV|<1OniowP^6ee4MR zg@bHBU})p%o25@L^0?J*Yzo!0ymiW7o%LJ8Uf54%>hRg~0?d}9j6d+ztfLPmiQvr9 zP-r6J&E>yjd&4F1>JHT&Q`9bck&fSB(KcHIfTO;JiWKMSkIRkZedV*)8fsgRqtk(B zqE?gXkZMR{vn)y1~Vru#}6w~7OZ zTO$An8IR2MpF7=7vK}zF{!lh$mM^Nur2)?yLC=|y2~Xjm50p)X#ei6vm;3YFM{&M} z*zAuer+@#pA-d{*CG)WPo!)*2{Yj6sK)bmvMH-K|NdTd+ z?dG$#slc}9OQ~N#Bn&wa!HEL8`L1=kUM~)v<8;aB(Fg53mR>qf&BSOD9!WH^kA{JSjXvmzT4etG^qrNL@H-3 z%h!4N!1}jL#b&!b*{4$mD?(2D0dt|zbn%ncu@{d1bcX$~cz^(y+)vw`A($aZEn0!) zq45BCT>G>!rB7ZPI9B)w-i+oU+(- zDsQHB`*5zje0(aZfDen7p{etEwnQTvQ9lQK`F49SMl69olt821vz24?$c1u`5*+A9 zPaiaTzBJJtHDJb80x>Ida0T_D`3Sz(f~oKt3`%+aZ~}OaPuO?u#^VHXoZZb}Ti$F& z-h4JD@9E4{Us`2p=LXh}KDwY)CZ;&;96CHg zVKUDe1i739&{nzctPPEhxIQS+W)|?~iBi+(-qg391DC$xN?&Ow3TW?n6}s188IOPi zC!TOi124pejSPu(aLx6&O4XMY(bk>;Fleo%b#9V|*GHM9kvtkDOPi9pbG-WqwUR4Q z!=Xr7TyqpM=>nylc+6Wvw=G}m0q_RMPpyuAI=uE73NEa zy;G0HRHQNHkXg+TY0X>2+pI@!zgc zI9yJnY4BFG`<$$ZsuRlM_}ESm90_m3%DtYXR-di2`uRb+LFy{g|HAjr_hAf2f2ioe zIX~h$&)|%}ooMs6=99NJ3g0**gF?G=zh&i0)% z=1WzI;~i_Ooz8St))RsF6F+jOb;0-N+a;^ZX(c)T2K}D9`>lv0f(MVs>xr^3Ywc`3 z&&^;8d&CnUd?Vf;j_-H#QOwYCgMm!|2#D+lZ#bbi?IOH)tP%A=)NT@m`QAM=n3%D2|EXCN#SDyZ9=1<8^^Av#}rN zaTh)Bp{$Vj9P-+fl%I>Ubj~CmXJGZel-E?!PZTSzH!I@hIhH4W4~Gr zTUp)-vN{xdvUma{-@&6rvey>u)mrLPqo6#2#ujZNU%6f^321!KzZ=GTsd<&no;IGRUCaF zf_Antkwz7fGh+S6@wuP+M=F%$FXYdZns$_1guNT5x~Ko2ZVlh~Dh<>C-l!-cX7}JIb`1YqDxZzGF18v5As)Aoww z3>>OhA%hde`zESa!0=gX18b+WmLeKvt4zy~#FphByCWeO;cZ3^g+varM&r!`K2v zv8M1|UGEQ1KX)HzE5J+DUa0Pk3;=;1c-!0mwvgGVSfx%r5i<{f|56-zDIVi!1o z2<(p9Ns{oV&hnLeO3(Rsa?g?Dj=}i2PkxVM$=o%8j7ve?-zs;j>uvSNgg6FcJ`7}s zFY)9{C4a(Y(JSHC_=d;(gQX|Ml6*DjlPJs<|00@%!*zJwYlo|b;!r|$U!k}E!XYgjRSX8FJ z2;7=Stp6ao+_j+&4Ae@?pWOCheJtS_LGGX>Xvks=K$SC$N6%LGw*h4J_TW!k1hDaj z-gDjEX;d{?+NzBw4DH~T%S#zz(1XyTkWDFI)2|S0)M#^Wbkw-%gd!CG z6<8W>WhWZ-Aihy_@+q|YSPh~ z8ESCt&1Un#fF0_q9+owV5&~FZD2L5D@1IDePb7pQbuOptu25m<7z>9TL?cF%^FauL zyFl1#%~-P0E|T}#n~bK@&<2Uv4PvUXWE^GIxK9^$J3f~aUrUCW&^<{~+?(sQC7#|#?_Gaka!VEO(^9dNY{aZt(#1vRcxQB1(gK2gL3biZ86Y-(gQxr|vD^-zh> zMA#Y-U#wjs!D43+sIWOWq@^!mTknH>eVB;%BkB-GHllP^M)_g8q53+)DE;l3awn7g zRY7OQv6NfGH=yOKLhHpa+DLB1stQI!esfstuEU36a|ddP*-%r%eA_nz!@G%$8@!~+ zMC~*qZX=i`$E|o{E+(~G0xq)hxk8$=*8AA6%WmqNVT!z3N)!pI7>4vcohppucczl$eUeH zo?#OM;lO)|lw^M;EDD~%THRxJt3i`{e+PU{STra3^`ShkrkkUt7+9k9D;=_$ za}SGP7i!>(7FJM3M?W68HOaRYM!JL!97~55nB8)IKlJx**KL7%q`v~(*PP3&8|<+! z*XX~`hj3a+=uR9GHhcWREEuNF%LkLk4p{WsRUXm^>&^;gFvYU^h2F9?4{VMLRD z!Ejfyb9NsLej!SC;d`C2P6j0v{ruIupyhbW z(ijoa>+|%MJEVM%>M$NpO>iq}jbt`g9C!J@d>&VJmG;zZ z)$r7;)(*sGGY>YDOpqK^LYhoaEd=A(o{T%Hvfr}guz9U=zd4e$NE)%E>@GD{2BJWhQo=lAY~Cct_Nf*c7yj@ z!YzG}(e=)H*Bu_+_1wGi-b~BX1*AgqQEcz^jxH+7gkZjIB1qveyb9OwFCe7foweSj zeQe>MK&)3ny1sNmZ8!%tXy_D3>jFRsMI^0b^K>v!fDTc(ZVAcn?vAIIQ-nK);BIWh zLt6$hM0D;?Wb@%>1aT|gs3U~w#&VZJcLM|)%UH>x)u@~3a2uY z%77sfKqvhZ?jysd1_i;#9T1*VrRx$OMfEM>QAh?qaD zK_MVn4@u+;(%D@;F@Q3XKLBC*$UaDej=s?)dwQpDB4Mg34vh2WOwMqT zIv~E1AzIkQBrDVRWYeGLdSHRSkwRK$#vSfa-k76s>aTOmA&O&9NZUWI9lLR&8$}w7 zvaj@`cmn(;&S%|gt8Gf3L9WwS`^N`9UBnlWBuV$Qk%L^DQQOIf7}HDX1Z3NTMfm*T z05jd6Bm|eSh^x*zmdj1Fa!v$vGLN3*M(_8ccI8ywV@JCE#T(0_@c~krOzLUR4-oxH z;lQxIgu>`$Qr3JgwA155dr2$@dA;30#eZGTT&7i~G)W`9?h8D-#nf>YxXbF}u-1j} zXCTk4g^lez$3`S$EQ3$KNqoi%fTZO2df35SsmAkMiL%T=A2Ka&@b4xaw07~EfMrky z@ZQ%1q7dFeLf!#^mJg|1PL8bv&jZH z1p0C({m);6rVMB25y6q*gei>&C_+UU!3-eabQusjO#CkWkzu~H!I&?OaHv0Wj^kk1 ze7*)-CILEY?|mj9E}k^|kT6c;){9__Oy(=}UG4pO!sh#)F_FozI(^tj>1!@TMX_Nm zaIn(;j25gD`8>PW9h^OmL7}1=5P!C(^PY4)d6fC2pRO_r148wwAwzYne62wQ7lwhz zI?C7OrgBr{{XQq^F0*>;7e4~XND@s94>+$ch8>SGVgl&h6B4MdB#AgiV=z(y-}|N*#6`T-&1uj#KR(K4La&mBFYRKD z%AfKRb>y$e)?aORplxvv;xWamilR+zw!oYOU2ONJL+rP4;rJ4vIXs#&9JR=eSbS{O z%UO^7h++5IdD1=NVBJ<`PSRit2Fvu17i!(gUwc(|$g0TVt3-J!yn<;S?Bb>iJ~396 zAK>uq;`2wh$Q-)KjY4`OL-v`hV=U03BVg;L_IJ>_JBP0{IEcx~KI@L*BB5W>bHlmN z{b?UUg6#{0h16cao>~2n_Yxpm9rX`ww@I?bq|-v8j5tA;#Otrk_{I|RImzx=%4*~1 z*8b(raQH#5C*^m228K;qf>2BEVoVCcd_CVIy>DP}l=29HV(W|V$`U&u;6G5%SzdI{ zZ^p{j+X=eC(PV^*WfRr-J_jUcoPRvF_ShyOzxMA0dxsZ#={+$hu0CvTGS+PZs%_ez=V|SwO=z-v_(**3uMfPYF4o+6TyBRSCN9pg4&IdZ>$64d#8z3T#^UfOhK}H7P zPOQb>&vr%gSvJJN>f)X$%NtgdDHg~xTki7#gM1Gia1xMPc|!>YK7hzVoO=Hdqqch4 zoo-jE?|Hugb&>~!P#taW&-GWH2uQF?P-ZW2eq1fP{^Vl3RP9?HqCSN&1@d`f2y#Kd zq2b=?Blq|zAc%`80|Qu%Y-#@h2fb@aLSG7|3_Ho;4q;>iK=JPC)>3eP>|`^*eIw`D zfH~@eyJ*_+e`&JRN`V6xxDYFOzf6_xv6B75`^RJi1)T(up(0a##{0`N2PPPOL1Ihq z1@yy%9pr!^PN2^WKh>(Q1C50>5(L_FBqhHgI_}^ls(v5xffL{BTd43J1jV&TvZ* z-fI+kar;BaQU5`H4=M2YJ8EJ|<Cl575K0 zQ}5!B1d=MX*Sz3>hWjStMA*S!2Zif|X4me!4-%*k`J-k&moY8GS!qs+Su}<)SbiPeYgf3fGDE zE-@PfwF}5|QVYSPFQb^v)d&2Pl-@s^)9I_TTB8H9Hz#+FfWWrx>$3|!)o!{sGU!f; zUZ?Nk4hp%|7i?G_yEK76T8olcPh&#RYOoiHCYLB7-whi_AV!A9y&b8BQYk z01uAb5u@<8lS}}rtQrP}Ndon=8dp;Dxug%2((=MD8EXVrPZTzhU^6N~un%tqrXp12 z4$tuM4{j5H9h5S+e5HZP>2&#K$w==Ut6@hN9tJX;$i}oR z_ow9k!+!4k#jQz!s{czv0TTqEpxM`KQU){(OA!E=7GXFFy`gB0s?gqZxV@9VxfUQW z-+ln;U74bNsQ)ZY{KH#eUDUoMGy(z+G@en&SL)A&{-4ksG%->#;Gg;b*EHBK;+Rj| zT8rlYDEv>p&VSQLI8f@)|7#V0KLm6@_q4jad3vufS^bmJ^QYJFcTR5zuo(U%d4=nB<`Tr+*Imzv(O@&^p?eaTc+y4qyn&XsASY zXELt%wf`EheI7iu(~8IkbK}DO9}*U^Z%3yA#df9fkHNv}JrZKhKHv^LhlXBm@(^|Ut?*AVk|iV^?PDv;(<{C&IVvP7%Rb(E2a@3l@i(1yFfvF%ca@WJ&K%qq}e z*%R2`9rHP(>70YAxBUzGwey)Hw(YLm;Y?n7Bsr{`87HQv2)=HIBR53CxH>|(ge9lb zfDZ&|(qIZn{3b&WJVwhc&KFh7txojRYbaBqV5E9P751a=k{FLLlg<^aOs^!thmp&o zfi$%FBTd~G7CBYRd6d^6Y@q^}5#8GaxKxHwyVcE^!-e#_X5*!$q3i)>H;#*VjMG13 z(fh&x7K?*@dtFA>(w`@(>^9VStH7^a%RSR&Bi%WwhqDg0NL?mL!{=IDj_Oi4?Zz&! z9Md?w6v|c`Hg24yxzS@v`3? z`%7^mpmy{eSS%e!6iO|>h1?_?KCSu@HFS3P`kM7ruq~-?x}Wpfon}2(StkKS#f7D7 zu3i=cR6OgYDO(F2%}`QSpVJ7<6SAkZj9Ee%}%;yg?llAU_PQC;{o+& zd}-fd6UrfkK6{+XrZyuTC%)hY8e8o=(kfOS8z`0u>kHt2L-BxS-)U#P!KCMk5Oknc zn!RJ#eDY~pQ&#n`pvs&Zdu7)vg0Gyo*=@5-qv?+znt3Tek%FR3JdP%h5&3C6{CESbZw%ahz^O~m- z5p1)1=BsqWOEm-dQdc#|!)~8@JgshQ-If_0mNW@)+Ex!m2R@vC^gSOSA!(~aMzBe4 zVcbiycw)8)@4qG+D%ZDaS97;39kE${)S5r)Tiq0VzWvzLh!MW9)ycRG8?JwF9ZD4X z!WH4+LmUv{a;9;H>+&uAMcr9_>!G@x9y$F6TNr2L%22z$9ZKetOVR>RUj_8B6i1Q^7$FDqkXCoUiLOAnaFIm2Dt=##H1dKz!*SSEd6L`yD`?VCKV zz#p*h7(6oGYO0vIQ|;jcIO12+=-mSue=JH^<3By&JW03Q-o`88F`A|~T0K3X-9ckO zA>zjYzk!L?(qNV9~G)|3Gq;R;PmK*x0->3jj*w>hw?lro_ zsdv{&!g+eOM_-kOlRekzw9;pBxl@y**eoLEQN9jV*Bh(pFIbBsb*Gx;%c;!-BMLmgn zk65F!4nK`Hdjj(J>jt_5J}@SCJmxBhka>Dw6IjVy{9q;Ja?>hCwy?xjCeyBec{9>jWi~4MVj*-!E;&uH9{(o( zawxN8pX6Nf`oZ;KrQFNea!51DZ01Plfb|eou7SSoO~dS?Rerrf9)VX`m$B~5wgRh7P5DoaaYC(VB+M7^)o7+n0HyP5IDFYk6w6w7Dad@nWY^kE+k z^L4rFBU-@d-R&+;dau5uiMUH0)t};(SccvKx{@2#(}shTa98l`iVd0%AX_~4WLkVG zAkx)TxIoW%+>0X<no*$OPw1&yPf5(4Bs0I zTDm$`CA^&Z!g`UsL!smaoyYv+rQh}i{^ObEH}l2D@)|Vk=czYen;j z*XmBLm76Q5aLcB5^-dI_w9aV?#&qh{QSKjK#Dw>dt7ty>md$p3z~(^+e(>I5D8K6SjjKi;&PAkL zz9&5}vKG@ABRY6zz!xnQzv?G%=A@c5aZ);GSc?-Z-#B8x^r>;OvmzX^xi$u-=qJgQ zt0%YY9hQ5grA)q5|A0p`<{N3QGU8x-IZL!IMdz26jfkfW4~pQ=OYo8vzG@db8&$n_{!=0@h#%n+VvgE${?xI;#;1;dQeDF#E!ffR7WeC1Fg~M}}(N>-*ADH{$|{zr$F;0Xxm;P*k@ivH^2<1ml1*R1lkKnuR|3lkb2E`S1Z@#z$ zceg+S1c%@bL4&)y6WnQNg1ZHGcXx;2?$QKzYuugbck0g6zhIV*P1O7r{(v(J@v!!=7%gOK5kpu zVopD^xt*>mB93>C7JLcyeu&C^trEI_8EayHTGhVZeKf8=1|9!l_hNtg(WG8!GOb8= z?vsQAeqys**Cfy9NKjoznuyKfqXr)UsX2s@ZCY{*RFc@gGy;YLr4+3sMyF9yMwp8h zBuNk=686ifweOsZTraMRWvw-?uCUvGb#0!@AJ=5-+QvRI63v4JVyq|D&kxr{3ktQ~ zJD<}|3bRvy6n@oGBO*j=di0kO<%gF49t_87voB5#&pHe#+^hM^u1(WzNb;G|cvTUO z3sDhjI4f&bw-?7!lCj2k5U-XbhuQp2mN#x;HdgAxxZ~iMMQ4&9ouwT_vwdp#z7y4T zrx=&r>X%*N(;_#L(LXd?%I)1XSR*SN*O|DK3pMjXjnTnQ&hD3J}+n4{p;9qVsmY7+JhMN+axh2t5u6S z7yRnezpDxQO^i?GY?Eh?6g&50j`kVnP->q|}2Zf~b;gDa6nG0ZVV&U?MpaHywrC(VFI*RP( zL;mpk>fHH!Pk=}~M{9m+dYxBZ9I@=j?pK(Hus80HWGY|e^tcwOX`n%t&)7Eb7W;Ew z%=5g@qrR(9Aas`0n@Q8URj4N}k_7sw7^+Uwn5`#g>5M+@ref^d-Jz;TQx@ZBwYwMW zjit#OcojDnDrU*HH~so{SE0ESa%#A6qo&E}dZJO03r1Ym>G@`#Y(1BdDc)d1zQprYv4wcH!z?v`jkJRJEt{leSE| ztrM3ePP0XDh0C^*pSf2;@=Vs;Z2FJ(b610YG~r16mxfBEggNa&dST!HCk*5WxR#TA z38OHaV(2H$4t*V~Vc`o%V$uHLY%xmnufaUIXW=OC%*O1m-TvpiTT_WUBrAagrDSz= zvLUXs$*%xG5u$ zJiWbgjc?vLj*6aVwMyL)4pY;cVvufH^%TZjy6uwV64vcTIr4K|uW z;=zH?BmkLg)CW?$gGi!tmfVgcPl$pjycU9Ay|O3oGLtt}Diw_L9O_$&NQBkJQ>a{5 zw93b@yVn=hL(!=fHhqM4MbF!k>DGHQqI0emM3o%ac7B4kZqEnWdMbEwl)V>9$`j}B ziZss`G;>Gw2*x!D2k#Tma18xBvb&ewIi^8>3@vwoiKoUQ)C zAjoRjea?9d1*StCP?(DfdAR=sFk|zMNA&~0db?E++h>nj;54|p(4IjR@r#KCO4>e5_Pe-jDnu?rY;4&7*vOCq^&7-sa<-7P~%kGl>(&5s`G|40&Hpp@Q2C3a}A zomRedRuxDw5l>0x?hQ<*>}hrlPy*1&;@AGwkJzpY#Rb|7xUeNnMQVyoc^S_QyrO<4 zNf&5bik@*ow)f$`qaa^!QKsj3Zt@eC(&>zIo~nm`-SM%jU_PuqKi6-$CMuCqmmHmN>JvDEGDTp>B|Gu0i;>lD95 zV6OdluVJ?%YACiG4)OnGTDikOZG25eT#)xUCeGZ*GJ1aqVY&up;43`p zZ-QcI;f@quI=C1K|CBl~uCQbz*&fTr5@6s5w>Y@eip=`#=4mjZa{tl2Gm`pZUUNNa zg9^7a>cC$7vjPzF%1gb6$?ZcK>T}f;BCOi>WL3qu`Lu{gr}U-juMySzfeB}#X5XNQau5-ws|F$*5Zos(0LQUi2NFvvQu(LKQK~+> z*1M0pPc!9Po*R<1$igq8;0lV*c2ph*7OXyy&DeU?TgFe0IU3;^Zt_6(Sfnsu?4Ky4 zh|Fhs;Sx^Mkc-)lU76J_*2Zw7n(o8#x@JWjxNq}==bQ%HCs*)xU&~Aj<5ZOTePzCI z)-O^xbzt~SVGOX6ELue$CiW3@X##w1!@06|Uy!s-*}6lM(Yj}KA4uaQ%cZE{5d2!l zN(+Z+QQfJXm(WeY^(BPzlM}i;H`-BM4!#s$ zdu4wS*Eybfl_*m_XR}^3jXPB<;C`mt|E#zD7mYB{MzKtp0+a4D)eWs*KA;&Kjp%m? zAPWn~ZgafIU#FzgMB*S|jNj-VF5lSp`jVic_4hI45C)8SD-@#4+_wPx#u{sBAL(uIkrQ1OhH}DzXUfyH>By$ahwKzAmdWI zT*)RML~j4`n@p!|uxt0z!3`0CAUpc=v|xF`XMytNFO}^f5o21WZlhLF;bEI+zFocS zb5q&LBCGBI(DOJ9HFyR{pC?(YGkCVDSN#LacE+mfz4oUap*?K!!OGa(P%Dw}ad^mf zkK;zZuprx_=BHEYaw&nYqP>@8<~CX^UsrxRL%(COdGun82};=&pTM~Qvk?xRRsr{{f{56=$Q57#@W4xKKu^dx2@1?lj=YF;?uNW%Dx}_nldKEV% z$K~iX7cX*5E&3`n9Q2E|)wqvY?(_an%y(_hG;(hp(b*)~C)RGikL;Rxh?_89(BFH^ z9NPQFWJl8{Md*2l#Jc2lZ77mNkr-4}1hAP_2eRjl_*1B>MW6@}iW+r!{g=UwL4ar_ zfR@3k-;p6YZ6?PU`%tZ$R-T{ucU+@p{``BcXC@c_W1&%LttpZ)E@2pnitOZgqRw4) z@TpP+_AMXz>l1F5uQ>e*<PF5zj3J@zVRm!~?d>s3ydz!8yS*JnO%r1$MiGyR0u?~P$pt$*5 z>`i3}V2Pkgi;0ffvFm!@qoHwJ)fGm%Vh)y@i*?UIS+GYa?K(@NREM9%>vLUIYZ8v` z3}Hj~>{i~SxXVqTPzK}K!rqK0IR`yK>`@x<0ytBe&OV4@dv1lO@l9Qi;bV5np8;1@ zlj9;B+LX5Jeg^rC%zCNFu=c57q6x+v8FbFlg{xiI?NNH~s5xSuJ7>D}(2 zZN_isU*I{8u)wZlU%9Pky$Mm;&8o@SXCmsruVroM(XCxI@~I;F&o9+(yMc$ka}!?e zQ<@v%SA$R!)L>w3DILPs;Q-@be5E8>4LeD?p$vfw4g zS1#*zhEHambWO|KY^Z5YLsS$R9{|l5rkaBff#xSG)57KKUTp>@@2FL>rL11Gkp}Cy+(@MM(TR0v)i}_tigJYIq8M zI=RIm6WO-PGSyd4QXi5sVm&TAIh8rrf+te%BC9EYk3huONJ0nm6M9aHMG6~*w33Ba zS0WJ!yWLVYOOoZlIfr^fK*KutYTBI2k=E1 zo_N_f6T(C{=|ixCKM?j-T>5n%qrubl>LW;Bww5M>yx3xDOH`QHky=XRV%{s_x#eFW zN9(Rw>NP$@N04rw?W?YM9mP5%Ar9cQ-a+O(*+t{5O2OkL%uLyi6 zmF(P9UMaWiH0j5GCaTGMttjY*6YXp&*Ie+jmE;3e7|7hy1)?8B{N55|v$itiBz8$$ z@Z`1nLHiYUqM(~&$Tzs9a}I0Zukb{8aD0vaVqq;#@ki-6*Vikqb2L_M4=GM6I?rw2 zNBauRyEWK6QD{Z^jg_O3iu$qI-KrS7YST9Zk}jz0F_6bbCdGV;w=P|Zm8igI@m1z%461H)^E7x z2w;Bd9Gn69^aDBdX}^%%JWZV{Zlm8ryMS_4fourr|~ zmFaX7iJvoPT%h_jOa`5^D<^SAnsFzt|+$Gx;RnU4J3RORD{SH_qn57$(? zEHC|Y<3uR2L~2$U#%eEa$%b!&kV6y7k#XMQYkhWK!&8jkNnpCKH{Un7%3K*#>1<^d z085WzL%c_ILeCWr=4X{Pdm-sG@I|J;U z0Dj-~y|J2h{jKaz_N=Go1LRZPXBC;t{lkf8GY5Hh-MuS0G9Q(P%b-~Wx$(7qt96m$gF=m^k)2 zN!nk5ozqG{F)%irzy++!*-`s#N%gj?!*-c?tKhW49aRa~lwytBB(YfEz_U396^w6Y z)v`3|xc=wPAf93fEs4FH17RS?L8uS@nj>Zkfz^KZU*LNKSUuMmfTX)tk+b3vxS!{toJ1fRzIUI43WExKvfMRHdb zxr<|1KOHDsm>9E8beDF!&-;nFlt8^m!W~<>r!~efyNC>Ep6RhB>AVhY=Q((m#>S{wEeJH|3DS_nfnBY^DztK^WNE;*&zY> z(nfb^tEASZ<+c~a@&yy0Lq}cHrl#i!ru}q7k2%tDFH(Ux19^KvT?y7|vBEugPJP7< zO)@EwS!ag6^nHWh_Xdk6F6Sz5EbEGy^V2yIrw-yxZLjYJikl6bDU!YMEN82m9_lpU zv(}EuR>-PLz(a1$A&m5ERcNbV%`BN+W;Voi7kSRzd;4GUGXr`spd^YHIGe;TYfLKS zWd0rH535CB?jnoeIb)6Q60SD0whW;sSL!r|)nPH|SO3vkK=?G7ZJrWOuPlsdivpyH zM^cnZC&crIObcC`FO2|>W$EYA$H`cmq9bH=iU=Iq=Jd$RxI`9hwUD=(z|<$+d>tKA zXYa@A=+?F95 z;C0n=nv@M1oCy10?*8vT^S?v4<3-H<>;HelB8d#(Kww8ZY3!2!SCt1u-ZS@~H}(JV z6L%z!7ucNs=Xd!a@|V|b9%JcYoB=sNcu<9MX`lP%{)4w^^St`AH=4!Jx6>$fd(&xX z4qiI@BjCkuy?Jl&R&sb)o)~Vrixk(qDoR4(p;iBhbY)D>r@8$|;e^f{D$1-O> z@oe2LZQ;*{51HWWeHy2ofxHNdrwH|H2)ISMJds|1`i48xmS&rW$8PB1`h_C0&?MNI z%0#=vJ`nZUv2>wElXigZB_`&=eO|Wo^k4l7h7&(296pma{thqOv_f?zZ{a*(y@2%L zQh>YT;WX(D5nXnPF-^bhiDZiN4-${(-3q7mW?cjBH#H@d5(T`^Lp3G743R0!37_`I zLU<1BhFh<2%)rfO*IJ|48v%|V)ReV$tLWPIho8!H4`oJ^7)k~r2^LDWUY}6vJvM=( z5T2!BS*!P5I-_p4*i^P4ErctW1aSXy2d`c4+O{{HGK`nkv#m$HEefGgv0`05JVk!H zOJiL(gUboJ7>LQDS`C9RKIS$R98$nHy&`Q+H^ttx2Y2{EFCVZl#&1JU32F-oc_q?G z-^}>=EA3SLR`(#j;uMH|MfPhEb=^;`8oSuTp5<=Wr}|1YzTAZ}75IwPEDg6&PTQs9 z_F5UxdWVPkON@TK%^h*og>=<5mHTOE3@?7gJ(ySBa3Vijzk`(5TMnECaY%iJAkyk6 z4%~6SULIa2VRIXF8f68>xuISuXI(RcyL1Nd$aW%rm7Wq}!c5ywIr!jR1EYbW;D6D16dleuxlLNxI zU_LIuY`0-^jLG+_gX`BCP3WRHGOzn-kVdPSXRcY9Mp6A*w~Ho(ZHnDI!elx5c#e2C zJ4Lftq0xMbwtn&-u+#ZEApPgj6mD9NQC=dGF5fcBC_Op^RhR{C#9$dUrtte5O)LP` ztXaq?XZMw-ugToI&*F#BKbcCzO%4HX&z!wKGqCI6l9^vrr9970+}_wGQ>g-<>4s-t z%GJvXzYSrH`wo^b>hON(G<-Ggj)zPW+eN9@+UJoJ2Gy0j=l2ko=z(!jHRtZPcd6rr z?&tvzN#RsW zrNRP@44yc;w33|9=g0N_B=wgFf;*x+y*sow>m^e4w$W1DlN2)u?9l8;3byeITtq-J zUOH>KH$O|QmqaeavV%?8_1vscrY0KN3V|g=k>9kPs>}Kj@(CTSs{Z*Re{y#Ui-1`Tm?LLw(@By3tSaJRS@qE;*I21*+K(}g`^hdbNhvx`(F^wIvYQ2n$ z?-%~WcI`g5S0+o~s;1L@m0qZrq7b@kcuUE82ezJTbt*8DUA-gWqVEDZsI-}QX;-YE zdB)7Jo%|~Sd)wQDpU`<+FVNE$@pY#;Yt;W>dou`qcM6)*7Zv8I^`r1bA5-juyD}fB zjTJEeG$fKZEmuBKBo{B%(hJex(z6Ocs0Z3JUdY}RLR}l6Y1$Qi)t)q}U=)HssK%Xs-3~1~e-8Pv$)t06DWB7Ir3mkDx~S@1$v~0KdEcFvpt3m8SkIZU z>o$EDIBckuw;fp;pAx+t^O)1fGMJOI6xD3wV_bK-w2)ude3K$dI)50>IXH@$j3yB} zj!)NkgB*3cZ`!-<&ifGuM(dXP9=nmI zTSt5LFb^2xzv|64@Klz-j{0UIJsZTZl54r2*D5TzWp-F2zI<*ih!VYOa~tPU{Kw_B zmF!{cWp7g9{2J?>eQI8GJkD|y+ttRLtS}v|+FC2by<`gkE7VvCh_l8Fs&-+>O(T+a zcpm>bA2hnxo^Gn9MlZ2kAVvV&L$q>d+EN(Ex9|5!_ye#`J7La&ovcn;n;fE+;cKl< zszfq7UK=F#)53jXl@~lXwD+q|+hiEIJbgihYWyDOfDI~%jRBggu7Q?W<;w?vyV zPoMS|8=MRuEUxf`zh$~4!L-DeLrxbY4f9?b&n~lHn;q-Et0v75FP4vZY)&u8y3B7m zN8k)KHylpA2&(kbqo0xp8`ozFc&V&(&FjdPkG0LW%zN8st#HB%Q-hN7Dojh5RSwH& z@2Uxix#J9cpKT@3i9<2h8Uz*NhL6y0=OUxke41SMyM8`ow*!?Wd~*s4TDzz_1ye@+ zqP{yna|QUnX-j!_QpYRax6hbP2mz6Q}bwFoF=1Y76Kh(Bx2~Rb&a7?&mjs0$tx33PzqQ{)S z@AJ(~7|dWw?^xPiueR&49KZk`yq|8uw6wENMO*bAE$=gYT)Q&Y4GTLj5XxlI)h!X^ zbz?}do&=f>`BJU(d7$ExQg6)~&mu+nv7#!OaQSOD_$`q|y%CweJv|~jUv7yWKlPmV zMoAD#ufO$;uQM>SS%s;2Za|je=-c z2m$&J1eFZ-MMNi`%d)Bq!qp&$y8I>XljKJh<_E+|?b-4OuW_xQV4$XwtWZ=7=}i-! zytg6!3vfBLGzPA`4=CG{(?(?2z#J7bRzv4c_V+0!@uVph+ zfEfafB#HKy=eMy4mO1GR*2`nRRD(wkbap&EOZSYlji9oA4txrA4xKHwP-0w)p$(&= z;FFTSzu02Eo31Y^zU-qOIqwejdMWYymDM!j@s-LKcwpfbmE<6BIc&CFirPCOS<^n~ za+aIjct_LbaSOUjJI_bkdc8h4ro`~0SEW#z>R-37Wv%J*(b}D#ipr zk4Tkvv8{l@q6ms;WLuu^2a>+*O9?{|?Dx--7(2IMxB_VAid_h4WKI&}`{_#OI{Px_ zik*!#X!s-$&ENK`Ud>`g4LD^jwQg5%A~(*f%4;4I&sHrlgbtf(`Q|6Ti4eLGGTr%RjUw=)|y>$^5r0OX@ zfPd!x29)0?s5HrbA;aBFM?G2hxa*b1rt>RTt1gU!j}+*tJ9YYeAsIzn;Jt#2k>UhZ z?Q_W#6hLm>ivFcZBK%iR_58g<56c{0Cwoz#x06vR&$UUOHMzNrWRqtv0T<>L`xes+<0|wX7ik=-m`0>pkw@A+TiG}#8hV~tN^;5?!EPKcmV45X z#bv^QwfYfA_?$0MnGe8E(XC$XQ?7IfS!rd;IE@Spw+ zchZp3h?35u$#yZ$ZnYWgz_&Kh8$Am_TP_|M9HLG9r~zehkxR_H(6IvC?|MHg zjA^Jt(3XHL+sV-RNg&xPjann%IwhbTsQ&~ZMg_LriYNwNRf7XCc+Fu$|mJPhzwCXz{|i${I2$|ZLWn#Da-V^N@n z@FMQLCxX)6&oJ6c2)%y+d1`Yq`2h+u(zPgwv6m&mwp64cnoI`Rdm0GFc~OuyN?=H@ z$oF=s8!>g>`cK|Ue{B%_oiSvEZAF1uYR--FXcemGr# zN=h_T#GWpnmX+JZj*>mLz3ivH?N_U6*NJ(mO-J9QLlV&pha8dQ;Pw8PRZe2NNt)#6Ds<}{zTu+fNV zKf?6*B~>6zPWhux$%eoE4vQ3kl(5)W25od8Zp&VObN*tYsr>W7Eil-4Yo&=~t^i

-4!VVDogM^T9m@?LL!YJR=QoIOJ!a-99k^6ReY9S_1>kqSq*T zc|uC?i&Q)s)?M%RCAnoojskeejIv*G{mLWzZ0++>3*zga;`pK;*cQv-FhOxHs^t7l zIlmPtm%{H9tIuF)!p{9^eTmuSpZup02NtW6JWxFK*5Xv>0Z+}FMANsVU~TSwP=*W%B5bWCu85zVEb9zkqpMXtZ2L-iMnnhl^4un@WG9@ z-5g%hLqGsCvk@`}gR7g_`K_aP_n$6O&Ou2?{VP* z*O+Bq7fApH?*Q10)_?kmEx|Y|*lktmz)<9g5xW=aTGqj` z6f}zzCPTsj%7UX%kdc|8={j4&ccxUpAtz+56A83LW5KVps@80YNxd*B2p)X;mW;Fl zC%jF>Ubx$X`dI>-o|{9;hzW|~g>^nyLjVqL#&dAX8RbQyKOcvgWT|H{Uo+5d%mt7br3$jNCuE&VG1*I{T_cGm*)wyYugZ zNvl@6F))ulTAb_$O^V_)2L}D-ttFW3i3sDq+mA(V%po68!={R(yady%+U=oi*EarSJ})w-U(TP<=OI*I1=|YPw^@`;?RG&1J(;J`KS3YwP)Y zn&C3XOo6slj+d`Y*+Xy--%%xn;NqsD z4!Xy%j`MKWCt#!-9Tchw%mdHHJonQ-Xtr2dDq;l~$st_(;~AQ80J`A=Cf&jdV>_cD z{xFg$?;(X7lOA*eU0U?RDT$UdG!pIz%u{9j+wR*Pj%wRR$Agq&dE)Vw;3nis`|?^Y z+Qy@ZOXE~G&jgePZ>7>FXgf3wwAA556D+9izlA~MDE%2$Hd7iGw0lXeuI@w zLQhA&&C;ig>1&5x6M@$&5lIz0xa+oOJ1qoJ31LEEgwQqa2b{xRXDqcI62h5~&AUYC z^!{a4VolHa_e_~DUOn~##5|zF;w}4^DCt$Gr5i%q=pwYnD5qj5+)xn%H}`RptFDtM zR;5^chOSe zC9;`Y_4Zb*);~S`j3s{LLSndv>oyFb=q`Wf_Q%%)=*fhGBirUn6vF2s$&fomF)QDG z^?5>#Yq@L~N*wTtvcbHtYN7n5Km@s6CjS1uRAa~zLE=vQKf(u;1CePvm8tsPLXAJR zTu%3!1XbUeT#w^i8rv=l7FVwcfqnkxBCB)7LI?f5tJ%D$aac9H4DVljXa%gi<*^dk ziNS9I4(sjm)h|FnN+n#zp}ICsY_Q00w>l;W%9Z9`)O-Sng^G;#E>iR}X&^Q(?bg@^ zgIx}d6OEQdYltxo0t0=0#qBhXxBef%y z)5Ehn@;SGL+gY=TVDhLy+jF!&dMocYb-v~glRtrR7>E@A8UyvYj5-I3zvS&Lf?8^a z(7y_Huo$BbY%AOoS{zcGKbrOgg6|)i66zfO{&graz^q=e97=sGUU1~^xhAxX>@8z?zUrj5`$Jz$I7Z+Zcz1Y z9iXTikbJprcY#V8^{bEiNznH>iZxw#%{8#oox#D=={G51g3-|n7XB~O<%tF?6sJrW zqQnm~BrqX$Eds}ym6MT6R_x>v3;s1YWhS3Nz1%Ff+=yLd#%iRZCd2W@wkCLj)1SF5CeqpY#2up=*iFX>P8DqIqbskc9l{ zdcTM^$1{paSE?>@qI#}nb(5khw-==#SFoHqX1Or+hX<3`?5Rr zn4b_sqC&$V%a3vYiGwGdZp7Z`$h-#2sY_mUP))i3Athb(CTc zSA=)U(S5=%f~%70WWU{obg;Go`HYq^#1CHX0(9}~Zk8kg5~+4<=mhDhB${;rs0XOx zR+dK3;zVd_?_*XBE)x`<27wP6kj8L-JW6W+;0CED=@E_^oNewE^lVf8zM4j|xkTs; z{at_AJ@~bi1a`W9P@X$tI7AR|ANByR1?q#WnT`eevyEr)jgt^kVw4KmUKIFQYHab) zTPa~Z&>U@H?G&Z^(Oh1!L)E7C7iqlUkiVDef;{vPiE6||RuOJ{?jOR_!XY*IBNv&|8SoTJ(n|UB!*zLX;w}m zyEYlhSd2TNBTK{D;;5I~%mn8IV>^1)M7Zu|?$!iL8g;E}u66lEo-v{_=`RY7l@m$d zBT{srPLl}%HBw*)CeluA8XFL&3t#SQm9*dXHNEAOpos>>c?WP8V+_T^)*jB~jbCe? z^sr`2AR)W!d8Vc(I=X?LLx+TrJF;OP)9S3`7 zL&!UucPvE7`)Q?@5KgpUExOuvMGODOAtQ*z{z^=cL96yRQj+66)OWL4=3Xs-cR9L% zB|=7$t;01L2s<8wmmq_y*6XIHGE3FqI^=~<*uR@2ClPo7Vp0CM19QWbLorZfen4@{ zg^LpAP_hP*1PXZN!(07KW+JF^=J!oq?bErg;x>rCLblu9*W9cxIBJ507XHOCScyTk z?1FtD^|*R=4jzpl>cnHV6vdK$f;%m;&&bMhAZ;Q4@c&e%$OL2Fb#>JOl(s4pfpx7!J0<|?sgWXRucw@Vj1blKU2(4`H&`bOt+190*NBMG2WfRw21l>L`^QD zO+%|OSACt=~ zq~|wd`q~M;4RwlSCZdZB2eHp3f5`(3u@b3_9YHbzdA>3=oVnhlTJy zZBulA#AI$BC86W?OxN#ltR0tb9+(i%eWKqk(IvCO{cQET~ba z?5u^yvGI|~#()_D%UVnSJ9ZqS-FMHXoOtsYRH3O!Q({zqy3!RY^wP;4O(M*u;Oyln zf+)}qIk$;G1m_v&W18nUdz(J*< z?Ij@fF$l=>AI#7sE>SsnZhqc@k<;BK=l0wjx0#5mI@+co0U7*UXi1 zz-hE&P^+ZVS#rFAO2LgZ@ge?f(3-kx%~!KsLmpbTy=7)4#i-Yqy5U_?0fGOO$8J8l zz}u=#9K54TQlY!|Ekn{%ulVETM0TUY2as!XisfBudZ=~0_C?O|U54lpgYA5fI;ZqU!4!oAcYEZzbEFhelvrFk^incdlxlm)er%Ox~N7kLjr2UDF8ZF3s zyH<|2mkjEJ=LEF5S9@jnNNL0P$h!Hvv(}|J;m>)NX^>%0P=*leV=f+iR5!&d&fV@{ z^(J?0VRiBJ7Ao?sX{z<^U$a(V!>AU%2o{VOeIq<3IzY`?>Mw?FtI`jOfM%RTn-JXz zoXTyZb$AqcEB^gxtaoD}r|MZqUR?W0__|O-hA_OqPvUP~86MRg{)9Wxlg{P>D71Ax zY&AN>8s&j9rkH{Xj6+T~rEHaymWG&7&ra)$LTt50jD*`E?E%s%W;TD%k0v+`v(z+2 zYPYnX!K=a|l;uUmH*(ax1((qdNmj;Jx90y6iHF{`^W9K2(Q6ttNLZQ90wG(&YB3aG z^i>tfhihB%uO~X9jTa%3TTz%5!5-*F;&YF`LU>|MN#A$|ga_@vQ-B0P|2|0eSh7et9{qQ)r zcp#-HUg%I1_6}t0x48GdmqE?h3PBy>>4fbjLj>Mr!TFc%N+|eXO&9KVhA3*FLT#cF zGmeU~Ki(!}?dg0(qWZfsZwd;vDy9o0$(!23KM7087)c_^JiD-Te?z47_T}G8s|Dil zW3BE>5l#3W0dcY|@9bJ+Ya2dl6Y?pPo- zM_82x$=W!2I+F?cLNR+WrfLYr+D(U`8+uj`m#iZdPbYBCr3Lc&kGYz(}C-GOi6e3@+YjlK!q@T$p}I1K)T zUkFM5NR)X?_zDY|y8(9e_%@`qFWk?UeZi3uw!~h4Ibnmsk&pYQnzF7y=au5JU5Ffy zlxv0 zC-5*D5zU^?Uvq1{z^x*=^Wd3j2KcSEgXnZvD(X=kH(Dv#X0iO*zZnC5hY~td`4hZ) z=8Hw?HwMx`%1*~W);XT%OYd1%cN>t3A}8qPCYKOC;P<7d0Y;$X)K;uGFqwnWNCGSc zJYL(l#!sVoz7j%$p{N|Bl#B4Zm{@U^B}b~&FvYbk@(wDF8lFguG{M2%?5pjFq9gws zu(Opt`8O~-jYQ}N?Fpp8#R1o>pSC#5$#UH;)x5;|B^tJvz1y~UP@gR5OuwbRbsLO7 zEdbjrtxIo><+#%gn9eRmBnL9uT+NwR!*4f8=Fe#SaxOLw4PG@k_4wS@jroS~2EL-r z4kvz{XPwR`<#VMg?b#xuWj0{p-;BmMFtFZjYhc`77{-w5@iv}tCLvgV7IxUk_w3)& zyshnj9ePyq49N;t92ix75A%MEA1;VX+0?_?tglUuycM_DdQSZOE}G*z%U?bYSkHfC z-O2rtX_wH%TS)ro9*@cKqafS+U@%u`ClqH+a)Zzib&!Dn2I&03SLb^Fv%|-Jx121S z5Hxk&S_FY_=n=FH&Rg~(c^XG@O=}SM#+#nckS~MEZBtz~Zf*Iiksk%*CK`R}+voyV zhZNsT+ZP7G{F3coA8Z l-_-CqYvhxr7*?DwWlEPZvh`ykj9BK_vTADigS&)DHXYQ5`zx$?NqU# z0K2PJyr<-zzw{E=+#pDUiuQ>~tB+39*AnnUFO}&|$^5w{=4>jSdv-)1tv-&Tex}0& zFVk9?1LWRCk1x3w2Dv}HZC+?(T5S2AK8-0`@@`OM1@w+S>|BK>m5DYlyvooz5@&sT z&?paD$v7t{XWGB+Z3)w0ct@1koMlucw{>wKc0WuEU2e5?SiNwGG|LjbrmNPbOX0ZX z=73OG@z^kS6Lr}JAg3gdTDUZPFvF*2^6jx~Hp zPG-}>=3V{u>Vv**@qU|Y5>>|2!{&iHvw3Fg53TpGJ0-&(>pZv!6TP&MPv9J72462X zVb4`WW!V=LgoR83yna+J#Fc?g{gWEH8YjGyw$}>wtFA?R%v;ms`(DrSUY7=W0bn|3 z0QsXUgMChJS=Zv`CTw7xQ&eKq(8%NQD8JAG?~L5Imzht->oimPa+75kO@Do@fUSiX zBnb4Qi!n3BRpQ16hFWq}_>IF(L)0qs>77$nYuej^D-& z_8lD_U#g=dEH?I#{d9L4sBa@8_dyB#vLCJ2e3OwFnr4;GUwW>k2L@)9Xc&z^7?OLN zMf8QSPV$K=!-c!wBs;BEF)Y^)dMAX}9UA`|3xJ-ex96$TZq2P|w@ne2F5o(MjUFPx zpF9VS_Rohs89JcWHM2?5fBDy}bpAjT1)-xh&^B`x;LTY3w~GQh=TCgGm^kUH=-U!R zc;wJw!-OAz&njXLbx08+aTH*?;T0s_pLQ2bq|@gbOI0-D{J_VQ(3POD0_s9KTadM+ zLm(}V)2(bifJ=z{`SbtJ$21QF8cKoUHm>>Ye{eNc07sZV0_^k(%{;NmGv2$Afb9(>BV}Kr!bc`&Pb?i5QzU=RE`txH3WL3tCjvyw8z~0jrcd6lYZbiU( z2- zIQ_LGNF^w8k|61xuC+5lyq*@54=NX(nB8~dK4$m+8vKzjRkFRUIQ@i7pc7B{vaR&g zwx3*KU~#%RYvDI7TiKRc@LR#=bjTm`mrncT96yJ_G!~{{-+P5d>-V=TU}t^C&=k`O zLY(GugqF_T=_-wpN_$H^9f(p~R2k%0B(HIp5Ipx>o$gLFx*MzC-?AG0L3EFztHN(l z7xK(lHVaKMP-q}3aKvH5`7=QduQLI$_lx}c<2l&G{KBTybBS zUif9;I~b$RonprR)4$nwY0E!5GW$)h^Cd4Y?;u|hNXjCvf`N?3l~FX2@_}}`+6dGf zTk<8~*`E0gl#4xbd%CfhSI3|yneUC?AnRBM^_#*+ad7kbzVHwUdG|6NI+;6wN=^m+^X}X-6!!>CC z`Qxw6CIB(mzvV-VNT+1n$!1U3;;!gfC%yjOCbQ2IU~#PZdY>-HCC1)d0N)K}3aOL5 z&hoeAlG`b#Dk!x3oXnJ25MCAZ{wno&wTCPq4mK?};Q&IR9YBgR0(V1?yZb>QY7!Ux z0Ax2CN5icJ6_Gh&4g`uJyU&$P+jhng6f$^Z=DC{q6f!%1vbw-g4&r=^ z*)ki$ABz%8-3WxZxTsl`JF5{49C;d z*jW_^Sj{f?&*FV&+dwr5g|QkZ8Vb08tRYcCb#ftgp`^I*eauua0MUP|der zFE8)%jM{L*&M#`%R`Pk(WAcwZG%N=<(0qX@fD}~*@!XB(cQV(Ni@M?-MF^XT_ zh-Qc7(CKxw?fp2fw4i5G<9TZGm@1#(TaK3*sN=n6^3618Y8y^pdOZ$#ALdnVevy-W|+Z^<|i+t)0ikp>h1^>F?>YxPM$F>m575GP$4ajcaBN z5#+NlL1ErM3jApiFPUYLcY3U$s!q+fY?6vgBNlRFYtxLxG zRq?OAnY0j8An&&!_3s?1*KBt|D}Eb|-6<2P?69kzBV*35F7og~am8|(lI@<}j|Xs> z{e5(bkSVy+iRbgyFnpb5kuAZe1x(doPHs>;A=5o5;hvvv*OC>A@|v28qa5dIW}1`m zQ9~@n0kY%qyJ;;9)la3az?-Yc3543m?FrB6ipRRodSBMv( zd=yfazzu3x)jW4r&&}pyc-)u!b+V(b3a5sb*00^eNp$iP0;{RM1ngPV4(+0fg4g6O zCl{nTUx5`X12iNo5UWS*rYq+hPIG#*m5Pe!FlELDy#v0^eyF(CI8{EEtre>f@D^tNa@6R7GKHPflm5gtxFP|?jMd`G`A#FH9M#*@C1}z+? zsgiXKYfxXlXS1YAzH^0Mj`W?e=cU@)oS927K4=AQz(A%|(9&@Dom5c(J-9htcf-nLY1*#HHB95U@GC~arJfBJY<|rohWF3Lt zcO?qsy^#evV=q=HKG&!B(z;J8@TRVzL2&NUAdo-ZX4!2r-3};q z?x=~m2tD0kvs|LxOurokFFjGIlk$=Q)b&{`wUtD>_z+VMB4tkK_!`GKxEU|(_a;l_ zQOP=<>SozC;O_m>>tHzuvHrVsKD4YGTu2?v2WuTq?gj#y2@$S_<&4wX9@#+m8UrOq z&wKb5W9U zW>=tAvG;bjnQVbZD{h?G?voJl~KgC1;6f_J)izH)X4pY0C?vJf^1AcIJ9Dx*Z;sR_2MWzvJp(kg=t34!#%SWTE$8#RwxC znZCr|ym{G0Vn6QC`AMhcOUC2^-?OA9*eM=Y8}-b%DF+T?4%sP@-gAYBh@VIVpXKUU zz$S8jELKk7kV~6)G7$-#t$m0I$?5y#w&V#I{6F_FrG-t)b-kh_T1gYIp`fS zkG>S?D@ROd-Yw^z2_tD6S*rSK0mc55+m0}1*>r8bc!h02GH*|S+ucnP98le8*!K~e zO`_F3joXe4l+d2}E!I8!QG;nrH1Do4tO{}$`i&C+>Av%GN`gP zNa25DDPbyg&mLR#gYO$^{BvIrQJf?2SfU0yvMYJ#Xl z`#yhw4_gn!?tQ4v#&K%s1eMcit&&Dnqe75E+xnp@T@BWp-kxqvDqF~+B_fkChVPe3 znWv;kI%oprqv%1G@L*C&7e=RZ z!Rj)8{Y81Ye|I8@hU9(aQE6VvbN3sV2rX{whsGC7-XsPQy;1$4yQnzZE7f;{msz{J ziPvC@($e8t9()sKEd-3n1On8)2aQ=}?>UBl$-7-vphhXiA$RY~Vo9yq3Xm zy%7%HBu9I$2fOJ*V}W=X>#-E5rJ?m=vC4s>HJrB>DJ|@v5GNZw)YjBAD*!ah_z92A zIOh=&8$tY3!Biio>4fcR{q_DE%+m?46Ql-*%{1UDtp9me0s(%e%CQhZwZNWiE~-ql zbp8_w7Cg1bA)Cp(7qb9jnQ2IiBFO{`}!+X0;iEjH6R5Io@ZYc;+{|jV4 zq)XdP|kSo&LX(mtIwbF0hjbN8UBanDkE`(6&BJGo84d zS^+ywzH+zuZGEb%LYb3DWi!Pn4V@DRCAhMrrxxIR+giRkT-Jk%H4oZUX{N8tAz0u< zWvJ5iezVAus(}vHm8KAmkwrV|lt_ucI8`5jvnrNL9aeMBZhE_Y^~|~c&2#^}z=;0y zYw7YqDYI9VNImrC2_#@QSe%D{UjUIljT70`FG1MPcd6B^k}}{i2NXg%?ESQ#p6B_; zyX!ys>Ie}PiX7XJIQ+|$7uS;oswl7JWN%s1l%S|PYq{ARk_R}ytMGvxv_bAx=MVk5 z&(F)@S_FH)p!-6Oqg4uJVY5W_!9q8D=Q^AzSgdRM9v-B4a0@0IU``GCVLAAPpD363 zz$ZF0*b~05u6+`7way>`E5d|ZDzK-A`UuimtB&`9eS)31=ZBa5#27uF3KQz*b4+T4 z>kmvm__|Im8D)*<3o?bD6OjbMtPtP~MD%O8>rMByitP^||HslTzJ!+^Nu@ zO~7ZIUqg{q6FGY~x6I+S__SR$z+L6BO2;A^)QgZ6mWhCraE>(6eA%9B5giz*sVSxU%??cff_oVxEQFqsR|%*zUp7m1Wz)N ziHHMlk8AA>Lfv_I-08HSH!d`o1N%lmg*#FR8Ny$0qVtW1r*3Oz(U+WcuBUvS!Hjw2 zRINJh?Z@-Uo6}=f0xeI!Jg4n8_70MNZqr4wyoUNBemI&8Q^dYq#XU)kbE9j#)Jl6Z!Nz{bRv{; zZMzOD@W&m`6i*ED%x@JD?9^*%Jn-4BxT6;Y<(^BK9~&)Xs^m+~JK}2u=HY%QaEr$rcVM$x&DA&$GY2jtC$;<8&OAs#bi85yl^RL3rMUBS$gT zJ3vEdySuu+QmbTsjzG+Zi-V*8rRQUB&$eRfJ;0Q*L9k57WGBfZ=ZNrAe4v5E*a#!<=-;~*cyP_NX%PHq7-2KPoopD5<^Q3E9 zAInFBsp`zvQygYBxx5@kJREhac?qrC9LA?;JZhVlBxbilxJ;Js`rcrfF%j5c!}2Nb zxr97skf(i>6Ml@Ma19eSuasOx@GC@^mH z2Md>&JKpi0)-n)*IZM=VHKLO(ZWI|*5TX;!aAn3T({zJjct&e|JaFK6{i+EhuxVj= zpu;BI1QG0e#h%uCV^C$*)b^ zKSw(nyO4scqF2kRg(FZ&xPpUtbK7Hjn7SB-2zunew}l1Sk7DJ*)Yxf6bCWFI9GL;g- z>K9`Og~(xJ$5Z(gUp(_sazM1S!^|j0E>49QGD5z$;4@g7orA>zk-xzZ0(xS*f=TY5 zDf#R-NPUDKXpRPu*jOw!=Sk9@9wen9&1C!!5vhUejfum3FR-Oi2p{Mpiau)dcOn1I zO95p*-S_a3mX8QAf3##6fT9t7XFiW`>n!c-ZUKHjCK;?2#0TKO5MB+tB-z-iDoy%|c zD<(jOM`AOQ!#Y)NLFy-0wGt6(ey@eJ&#`JcMX*6rqgrQ!B*wqyDSJAYG72!1OM3|` z-kq)!Hj~!UYcj9SfLCHSCA>VYmB!shd+Pe2p74R1;Rt$kVgNt|&9)!8RB!n$QDv2H z3e?b8sxGzGw>hF&ur;3vflo{*4P zPLsAzU#EmvBn@9~@+6TfbNi$5J)y&H+xS|6J%r&7Xiju{k}LE2r5}LRVBs-OE>Sn! zg#D)lW7@@H3=EJ4LLxvFmA_7Fsz5@l@n6m=J*jF-vas;8<`>!l!Mn{NgCLl=H^iV+ zlT#Z)AHUavA$7@*-g*ml-3R$$;Sfs0`c_BpQD_rK8T7w`5;7&%+eEvh>w17|*Y4h- zyi0hJJ<02Z0=$=WrU$OQvkId3DR3)1Ole%rNiawcNxI&T zx1G5|4WTVQKKD9qRd+UiybKs}aBYsosIgBLTQ7v1jr`sx~-HR0&hTA=TU-+=s7_gCT1O_y)2P>UR;+z@TfBPEB z>zNO#Z9rCu@~5yOF*>qnm)7K1UKcSMGhk7QAv{k!o@VydE-U@yTRz>1KO_03j{?D7 z$CwV%^eQ`kl4m}Urly2Q5pdh&5iFv%%G)$&pRNP-URt(!p&&Aey*}j${Hf4(g{2V8 z>+U{gpkZR$wu+^acviLF3~;Y`ss~Hi)0iBwSzM|9(rU!E>Q%3fq?+eB-p;&l3Ae8T z)%vmmB_`x($jcFn>@ZBJp5RlKUblP*qv{%KK&f@#h!*CWQc; zFP9!K zwP9=S;NcQ8%Lsf0glg+?@B;<4cZgVw2~J&W)weXbOA|G$v*&aF=!k>vH0-}|kqDxs zL{=jqYA$kQA?<)j@FM<~qh%z@*$)+#oz&x77j{uB-dyG{d&3{fG>15X{_@2Si44a-N_iH|3u+qdoIWG zGp%;O0AoS;sNDRh#^v0KxVyud1PZURY`^%}^+ryI(MmlZbl5pWqk-?+kX%4CS#&4T zdJhsH2+AYZ$vd_P)2}XCUDq!iwX^sYu2<{$br4S;wV!P*kBBVZ9)X{1&3Hxui2rCXV z{L6OKVx8dOd1TBl#Gscx!gazVUE9-vw)2-hvJu@tA+wd8jQ}K`5#6Pyz{*t1~wg>xj3jSJOjB?y88th;T zYgd=F6DCrQ(zkPJToGK{dr21ktrpfwbZk1ZRcUC*K}Z+)GaBJ7o=dwkdPzLti9bRUT9`d*bF*$KV$##3s%-tn5% zhgkfoZ(XyD3PrDXd#X5=#??U@2#&=?vES@*jqO=G;w5V0X2tGnBsw|5%H0VW7=L%) zh?rKXGIQ@znk@9?uN=HIKitntrcxKpFKMpPlyjJZE1E_0(G(jE)kRY zcbjcQCt;{t;>h(Ws!UJ$x)<5(F_ZBvZc-eA#lIiVm&fBrR+^~&A;uDtxO!{`4UOq0SLq(UyC{dG0se^>SbI70ta=N4e+k3Rl&hV36p z`{yPf2`9P!_s#yzw*uBbWutE4hc`%A^Of^>0oli!TIMMb&bMc%-k|@^=(E_I?95+E z=by`u8-`LKInli!+AY>3_J1dmqEXC@i$nSE;?wP);*+WzV8Z}Ihth0KMpa@=@~<=P z|M<~>NDS}~D3mj1f_`rT5)u;7j`uB<%IzO-&u)25#^OT8FZoB3D+{6txY4(kgR6R^ zzAwaRS59Q`iVwtO+avRPKUD2(Vt;c3Wu=a>DbIuB8;?hx{#Hx<-=h83Z=^%$(gR3G z02G%vvus!PlebH=1Ue^E&$B}sD5$1`63u!x!54k6=JSV#_}P}q;!4+>y!k7i=H?AFK)KxM=H z@ff!P=fmlc%tp$B_kWXe{bz+JfPFcgbV(Pd`qaQ`D@->E5ue<7$17j^g~OSrT(dqc>tOari_59l^W9nglu^Ho{WRMwGZZhs(T)UFHOdlS^_zR=_GfF(Z;`M>Q(BtitFYC|`8mQ^r9P+-dq zHpL#-I2asnidlS&a*uv$WqB*jj@6_&B1(sBwS}UgNQV#1kS3!ktZ1$yjNHngajz0k z#1w}T45pyjEB6YDkuicXLJ&R_Nbw7Of=2jM{5~XgK2xjcQq=x@SKXRNTa5;&c1)!F zLHC84&-DejT(>qU!U=@F{3i6ZLX|bv`~Ts|Nt1dq$Rpxi5gZN+la)HWAI%T1{0{8q zdV!#Rg|tTfA8-f_w#$;7ma2#ZQ6SnImg`jkiC4D+v_!fud}y_DhbqCsld~4=<~u+2 z=%nrlRhy&@gv3ebW>lY_m%f)?v`X9pXZs58>AF-V{kvJA_8->gAHkGJ8w#Ll3m z06tJqXEKq+NDGnHrR>U@KyNmlv%j|oijJ*KVu!w%8*HVnU++(hXh1h~b_O3-{s$&| zMfN9*QrQ%_+N|XL586v;A!NRT1w(=k(;QRU77ly zEjZ@Sf{C5Rl>e_o{f{uD)&4BF?7|8Jq5L1{&NM|V>tXFI;Xky1l#{f|pbz26>xh!h za^zj`6YuqoOr0Ug)Nr{2dm$?Ws5Zus#$(-StGxBNicx++Y$*L zP(R*rZxI<&STjHVuE5+c=aj{sQ55u2YBwF*4(27f@i=xd!1~bi;%FATMgtbmS8LjT zNKBE6hvmX{-U6za>QtDIRHK+$bN#Cnd(41AxABLw_%r9DUigoiEpp_^ z((#c{0lf=|Oz&POyMu}8)Nca4PK<=M>op@CcKawx9UhnxnZoC-jf!VJpoZjv4w!Yb zz88;#$oVi(u!3yt7dszkh0UBN)`rdHe0PGk)MkoYuFa#z(nm}S>IfPj1PNCr%)LDY zsI>CBl6AUlaavQD!03fCoF>>RqvH1k9Ktk;Y4AD1dG20vDuzT*?0qyHQ~=C~u5DZ# zeEu#Ddp9C9s3Bk1>bLhg_Ue>>B0KqRBi3S-%(Tl@`>Fp?R)aU3HuF=Ld%$aId0FsX zh#;Z6N|Ai)7+DH?5<8IToGSTq$Is;eL9c^22x;LYHAZcb{fW#ES!-wI?+DB@C*h-Z zl1xFhE7f!br}RBfU8U5R>IpUitA{NRl43PTW}17D`QnovTT>SdFa##cPZ z@zoKGheSZwRpj-Aa3Vxr4o^EWnjG7TngU+bZbcNc8~y1er0k@a@pJFBQLc8&)G~qL z-%v8oYesg2J|0=}c|CCunT2YJSu9mj9IEKbskI*+xzo73z3}q6-7#!(tE3G?rCxDb zhW0YAxNq)}^g$$TzIGIZa<5_}sU4NX(;W0x=T{763p#~PQm+h#pAT&h9F87-u~oj+ zfItKA?K682ti$0c`GMG1-$rf%JO)`+4FXo(rceL$GC>PWAmIMdH zZ*0r-#hZ-DI#`m2f+537SXZ!r%s?Zb#qQ3rEa`qOW{l1LM^*FLWo_Kk@vDSVw-+MWG8O;<> zJ$jm%@WK$s+FeO}c?uf!-M3%eCNgJ;5 zU1#t%s-)5>(;%z3ZXHM+g|ip6h?91eSgJPWR@TEeVg)puo?J(a5fQtm)Nhj~tzM*`queG4F={TKROKXs3|YE6a6j)*N=L&YD#!Ga@msCZz-QYSpLq-Gckm&Kd=L$ zoG^C>7q|L+I%GG7YvT@irb;+q*~=Dki7SeE`}z=bTL~21@*fh;TUQ@d8W-27G0ks| zrwKQdYo*Cbx)|#5E3&e)z@rS-Z1gTk$XCg1F<#=hv-Ti7-leeaioOHU(K`$$vD2is ztX|Kus}>lSh~O2!Jt2PGY{zoXE7fpteXA4RqGc6RKB^)AMM?n1xCen?vF>_Ky)NW6 zPT2PToLK>^Eob(_zV4*8WyUS7EK}1_xsru-@>_RXH_ej6y7on!9KAHssD9+LT-Z`G zbMQX@%CiB1O1)g@^qzO5&YjaNF!`m$yd*<*)?K)zWYs6Y?b*#IEJDwNYSmu7wX@da zOEFXh>!YzrNeyE-S3oRO9z|In9R+xste96e}`j3YmGd zzUEdkP|tt?=~h>*BS0!%x=?5Hg%4(`V1_Y_~B*8?(us{tX)E~3J+$9|~Mja&col*Ph!lm`g}3Y^SnQ-B+3rW=7C zI*xISL$yWR2JF3nsdhJRcIJRXJg|-MI(r${ZfSQ)JS@1{2Fm2l3+Kr5BVq>qRp9+g z^L4=0^RCO;3U3;_1vzKiBla&h9Vd;t8_(Adniu;VmUAu06Seb`H|xG8MUN+)p(Bj# z*BK~vHr@5A_Og%@{jU##r|a#Jwq6@#AA8j3Y@Lcj(4{C}w{js0+%2-zUUbdCFeqL2Jtj-*OR6 zIMHIE7Ac+ME$a7O*H?Ed66AZf|LG$6`FYNSUcE?bS@=MM;ij*QVF86RjCY>NHPF{f zls`*%02RDWqOv`Q5jP!;;%ZiA~emut3hyKi+K+ClaweK6jd56^933czH`o+px zGHid?w|>2N&!gAXY70!Or*UN3WFD(4+4qhUWitBL^AL68_L%0w<(QVKgL9Z^oftuM zEFx?uWOpKKxU@wyB-%n-sJ-_`saSh3r)5Lat5$RY5CHR~pCK#6uEu15V51 z;TR!zsA)A=9v?kW|DCzTnzA)=^C4T=3Lyj0B?K19RYSy!5%=U4|mbz&O0L(b9!>+?dE9{))T z+rLB~COY%P5o(&!9Lpbn-If2hE!Iez#m>AgD zj3n-W6alF>eraL9TPo3f^hkMW0lT(mT^Y#t*S8teI-_gTW+_0V*YXS~yg7JQ6fVNp z9j;CtP0L|f0ddDN{?abak}hXydVM+tTWWGF?4|eJ{ossQjEV^&q`}ptfW1RZsFogz za~`0GL12H_@6a3GI-q5?uTmcR!H-jK{jL*A9oH!ZNbfnS@?pEbiS8JwA@w z5Fon5uBuU2QD5nDQCPjN$kxza9C5q0fiODgK8^ZK0suTlEh|2cdsZv+=lhpAT#RYF zL2rcYn$#pw=<}-%#mBv&4h9Fw?FBL9#9VjH%;CqjgFA7p((iXL#e1BuejA^zihfX)>Z^CXOrS|#NyQc`PCeT2Z}rytBFCs z1lmbEnDN1>rPv;9-S*Ra9GJ-IB}bPDrDgBRNIia`-wAD^|^l01W;$LVHl&3gM>KyKT`B2FC4X#K!D zM+)%Rp@`mcb2MQ27d~Q%-1?Q~gfz9qjWDw{tHSF;-+r6v z8Mzg2XV4{9TI{4+5ZXm0Ja7azi(gOoZO?6py3Zzhj~l4p5v);mjVeK zn3#1WrA6I9+z8 z%X`9w8~$28o?hVwhffLc59(}#*=E%IHWhMI%e5E93LMfmLii57%}(OWuqTsvJojN9 z8V)jOm&2-D_+pyATNM=Q@v@I`4_SfyNRrI)+rDm2EAcr)B<4dITd@2MgW*6@e1>z3IIusd)z9;LWg=N|@i;#Znx`IB1gY+%ZVMq0iw#AUEdw z?!;VE&=FwXFFfW0mo5dgOOEx0)H|@X>64@^d5X?7%TH>YvOyJMh#@||$}*R*)@Tj2 z=aMS7B9H-ghB{AQ7z7}PzP>qQlZvG8Wzl38wPw3VC{&Y9{0)_i1zJwH?)ho%_P7@c zW9a~NcxeR(%?!L8B}0cq=Cl8>81)XM-Z5f0wOc-fKbsh_V6^gUimucb5S1+>ns0Uq z`+ft;sB+v5oI}WnvDmxq(;Rjs>zRz?5(esxg+>>kP*pSqnqH72VU6RW8X(FEMb@(L zThP@!qT~OZOk&gQvF8OBl?_RAf#_q>E`vf;Fx-z90n-yF4ZIifR)d$b=%Iph$*EV)p2%iR7i!b`31CIv+iWp@L>L9Lp%}GT0m02c z1(p<(nfnkM8Ms?g?c;9FGjH}_nbuX+b*91Wm-yrT0Ysu8Y-%kJ8Et)l?qHekZ>9n8 z&jQapvB9F^_FV;TOuVm47gPzBI1^I?USSatV#9LnLD7`0=EH3dwx**l)R?Ie{`%wU z{q87g)7;0QVaiTo<2m!qQRYF!b?oCWbvUC^70tuagjt^dfF1(sQs8pzY~H~Pm?7^W6&$r%%XI6M z@*Yp2GY=1ZUjFWDe8;x>$gSzet;EEAuk*vVIoHHkLF4C1xK!fTqjq+7TN~Ufm-D_f z^?E(|kaM2fVJ~RKAB!du4c?;U3qPvHYULY;60n@+OqwT9bP>W-=BoAdci+^n&mYeQ zfoa2tqC-~h%~qfQ5D3Kk-p7l=(=gQ3>95F+^fA`aNWUfT z^VigZnoEC}A!?MKfPVVAkJY*Te}D`Z1QutbLLk2By{5rjxi5#_2IvD>FfEAoov5Bi z+VU(p=Li`^8du(hhutjd3V!!?F_(Sdb2*GigkwK+tKr}RA|+6x)EPTS)A4~7RPgkU zQd^%y$J|7vvV|*hTVn@kIL)c{g3|*CyU4q2NVQt6tC6NB6C{ZnBtkP|F!eCi-dhNI z*YQyp0_VDtT&A!;ls=+Sm`C);V^D?w9=b>}RJKTC0ZsXp#?sl!P$qjhDwTH0lfK(u zO$mM!fI^)tG~e8Fe}C{NtQT-2xj;qno56$ zd*7W<-Yu`&TTaJ zE1zWjNV_;qINWG`N#Ug+o6}f+J)zW|ssjfMZEl<0J1EUT#0#=^p#3Ysa}R0w_C3i8 zMnFaLp=lsck>y)%K!h(L3S%a_R$bS|_F9oZvi8R?;_cMY`FT=-OrpLeuzn#a;FVDY z3{@$SzN~V!h zljm9%`Ai)U)V&0?pX?7GRE-;Ur85-4VJeSr=_{fY^c8ZCwGaSR)sXDsGN!r0Z8Zpk znVUPeQ^V9$Ur6YgBIFawV->bQC_UHa`*+AfIXZLW?qQs|kb7RxXteGz68}VkGqUVy z_VXS5i|7d2?2mHivxAGDO^f0rJ$y*8d3-~E2T?1^y}y*|wDBQ9xtnCF7(W*ELf+&S zPQ&nwZloskGAZk-x~rpGd1L}vz5+kU@(bA$(79`+Aew@!4{;HJq5$y)V~)X7CnN`! zgWW>eTDEPDa0D`0M5PH$;r%yqlb zi_BYu3$0pmVfH#rpWt8M0(emZOWM)c*+c-}0s~QK?-1h`rj|4%J|{#pi|bPDGGCDH z8O|p$I*L%)8oYgjWXLtJfFqC<@7(oPy@8n(aC#1j#7ZG5GV&st4pf$2^b2zIpn110L_K+8D{{_g)1 zN4t8}dE#~4JQ$h?F6=vAAPX84Sw(ymOYpjA?ZU{Y7%m#NzORutifL%Tbal-B>?bn~ zQoaPdXEZLn?9`$cNjTV2E+Yf|?qStm3`x3^7`EP8r97H;)Ve%CmI>&yTfj9*a0oL> zETqviA8muI)M zP03J0YR&<&Gx?^+`gyTEJm35CHOBS1yF^I8-H%!Mk$5OXV&u`EWeLG3=I z(F!XfOd90ZCj&$$H)gTrj@Mk2ye^J|?K5&h%e6fw<;hN%!6N&8oNJVRg=c|}H=7epbt+bjZenR5Qpzb?{(GbGV`#A(i(%@5Yt2|{)}m<|ltaRkx&$8)~!(^VZ z4~FOaMJ{mML~X;N2?qeVey0!XO7ixj3Cg7dwlw@X%cJWNaIS+km_nCt{+dpD@-70J zc0H%bg@VQTb-Q2*gAqSy$lp#S9g=OgHbOj2q!a?qh`*D9kwggpt z(d%LuAv<5H58Yfj!E*h11Bl+{Z2?sADm4E^28ICZKss`4EEaK& zx9n986cB7mduY+PD0YM3rEX)D-YtQjk}e^`i6k!UW(VAUzO`nprgrk^o_Jp8&jvai zD_{^BuyZ$gq<)dI=`kw-j`%&bddVgV70yaS~QoIVNN-ogxbx2OzlEf6Vm zulX^g5C{ABf<9Gn&J?sf0^D;B89`s5$tdC^3ZjI4HS7pV$|Ik}c?D4d&E7MA&uF^^ zWNU-1$yl!A3vQA_t2gx1-s0%p12I%D)zwF>h+w*W9e07}IlP&Zu+D~7iDQ95skHPa+MCt*Z})-8oq z<8*7tBHP-MC9ORe@+1#Mx6LteR@zWbt=)Ot_bW5 z!hx=bDh?8O7A^SM2Yasf%Ij`x7|97RsI~KpO_ma%)Z2Z^`e-B9W!G`1kTJqUkUlvG zR

ZO7HCYY_JHInr?^*s`mHpMC((@=;nv6VJ)q>igf3mXAsSD@Msd34|-Chqyj!q-6fo{~9$Qa8g3j#hXD5;V7Zf7w@f)FvA-<_X$3+$ZDJuDz|Z2Ykl+#^3VT3?nC(PhHAVYT zlR}Y`wtfVV1&u?TMDpy))5y%(dl`(u{z%L9Cdb=tzeG$N41#;0L3pjd(Emu|vV*aK z2gw6QOqp{wGFzvy{9zBnQ8BnVwKTK@Vv*lESx-y}P)6d?+>B;-Mkc+~yb}7`Td!=L zPDke81={@*0Dj2`4}f$M2H8t2Zg_?g`9Y1&Xe=BK*1^a`=xpw#B?MkG9_r%_Zn4KZ zX~G%U(@anT22L#A^%eJ__rW2h@2VpEm{mzED#p8QuPQYVGTvs^yC5@u5ho|JZNd+m zas^^2vY8(IIon!n+HUO+z5Jfzu?T|MJGGhUIPQxU81vs012N19>ylaJ*m@C+e4Qe( zFJ93l)((5Bh@RV$4g!+?tU^ZUrO0*H`64LF|A%5AB*8G3@6#*E!V>hX(@F7Bt%3b- ziEqz;oNUaJ>Djf-#xf)aWYqQbE5G?b%G!E-`FqL0<_Pa4BP58$p!?kX*tvPTw*F^q zP)+V}F(x;J{?__bLuUE%*y^8y;z2V3hHT#CkAu)_vI#V(Y{*Zdvfp0Q7TGZ0A&@;o zR#ghaA;HyygtkCl?L}io-Ch;mP8MvEK4}$h#lLCaDZd`Aby!}*f$!tV(pMwxD7Fk9RO0C`bun`Nn1q1WOQ*V@^YI1=vE#X$4G}qz;U7u4~kx2WHuFcvb_)7-2d|>0)vWRt=)AVq(Sx= zoXKHJf8srw*?G^m3bL}-o=Qbp7g6l{TAkCM z1CUUN-PjBgv97CFg4t)$pR@>Lx(>el<`TdxVeaiNw>oCJU;{&q&F%Fm%e%g=O;$~LEE9e33mhSvlb|^t*)Ex2tL7TaBYr;@2C-M-Anj=X zY}(T8A?BV{EcK5_2(aNWs0!V=8CjHDt^HvI{+`qOn-rk`bZ9_^LowC+)S&$zYa!CT z>BUSJ&fU-(?gdeLjmN+{=)Z&jBi-l~Qr2O2UU2=v)+(xOr(;YP@j7cdR38bj!WN1>2}*?H2G?c zu-(+w(Sz0?g0cXGck$;y-l#$lrbjxn5yb*ky9hFVUt8F<$Wg@AXbfIw+akm9kO!l= z;`CN#`O0}C_DQd^72~0 z+o1`0z<}dP25*5Rd#ZYa@$|1+w*vXYHWlzMDb$@2G4^BGYV4hU>qWXG2^HHP zsUcG=;;Z-M<+IG$LKaKJ81jvF0-l0LD&`i;1h1tJ(+F(ylqltbX^!q-A9lvusOI4)3c6|GU(z~6g z@2Zb_`Po_5(|A>owr-CJZ#n$ujlh`d6`@QGf^dpNu3Na{3))GrNW4*zT<6k-fg+A6 zE(|UzAyUMcHMb*7O5%lGTocPDSXfTa_L)AXIU-;RQjMNAk~AMwMiT)5{c`*O6PZ+v z=}neU5PJ`DJvCUTWp3FnulUfaO1^N#rC8&Xs`)XvsLo$99en zM!_KC;c(qX-+(l_y#lnrJj2xqw%LDci33Ct`ax@XRwFb<;P7N&NH@v&BTzJU>~U05 z{CvvTjnaBHo6OpV+?#-{2w&SduGNQX`y-kzIBrznC6M5TfnPl(+sn68&}791Y}obW zy!A5tjm6VAN4Q&yleJ%~qdB@v`>1NW$vngEw&p;Foh!c!Mi+4)llldA&`2OC+vN~X z2ZWjAUPsZJNOgo6mKE=|CBvViPl6QXRzL`;lH)mJa1D3$APzEX(rQW<~-bn#gYJG2B_s5vq zJB0p0R<~ojJvjY!$E3+(r^@PY=LDJDZiN^`jA78Clp@z4^+45;%+$X)`Wu8MhXn4~ zpV7K{rlR5fz8Qg4Lqoa-dvJDx^>o#B#6W(6X_NN{Pat=nw%R*!Mdy~(QQxt^z{ReP zkmddI$fHfTc8MfQ{fO-U2@4U*C=L@KyS8nKfDKYw15bcW>ySN2Vnu3Q+it*l$&{#M z{NCA3RvHwBQ?vvbyORW`iO~J_RfkY}rvvNli{>s_1Ii$%G_@{28#ehrbOc{Fes18_ zT9f6&JDq;$Gf)QWgSkCMUgci0naB(=uKDOsLv)^nAfG+R(164Qlh#szohFeD!Fk}v zsjd(ZUGo0vRQVNlabc^Kzb0dwbl5s&GUPi!>Cs4L!WzqmSb3+KJsbGj-2k29ny)6V z+H?Ugg*w=c4)e%z5mtvyyGaz!MNT?8oRt>-DX zJs&^D>Ut*G>j!V2qhdkfOB6!&(03MOeF2wGFfodrFZN&D29vl7bsVxki7@#pdQ|A3 z9yH>7Z<+}b>H5VV2mz0Um{T`#g?+k$T-A zjvmy(aHh`g@$;a)UAO&;NfB~im+)15+PRMD)EYIO>8qKbelwTf78mo5U8K34|3!9< zF^20RIT#VWS+<#9mrOD@Bh5t|VVO&t<4%BWg;J?QF&$Q(KJl7=}Ei@3`5&ZX;2C+N|RLgTfQBE8{ z3*f&_s7^@&XB|~pFL4Y;8$a4dFw|0757`x7=*w( zOLqGw@S8E*Ncj90ZTRmw-G0hJzM9AdrIRiWm<^L!RkLAFH|X^&FF!8|CiUF2kcqfr zijOJ83{R67^BHx$hS^JY#iJye0d{YT?0n56!~(7{2R|}*G$IhL==oV|A+RUYB;Q&) zjQAzjMibVu&eFUeBmt&tvJE8Am5X#5GW>cT-1gZsjEa_8wGORQ=MxjOh1w)Mf3kmC zZ^-Oh&E9Z9^dK{ z5F1S>p+cFPsvYFJOpQR_9QRcl2~TEnu5#MK(KMDoJ}-wXL0ZA{#6_x-8`AaojwyrzrWmW zLpz?zLM{K^_nZ`~y6|-FcX)*=!(YXh;bI@29Jd;;v#~24J#`#Uc`ojE3Tn9F8Vvop zFef}=X5p1oQlj-nnzJyZP%b;mlA|q&1*C;XMFW+V4|886I2eJUlDR_7^=8 z>WB9$eHwefH4cMJq}GOPC*qMfDycTrh{v*tac$k+M;uVZ%rr9H>a<$?bwdC@gYfawqBd<17<816$=`5M`Y@vd%daLP}Cvib`ESuNc=yZ&yWG z8LCycRRIbbUJ}$jEk>-RwN)$d<7s{Ug^8D!^@Xn$;jE^!*UXLLVy*cm(*rn`;dIfg z&^np%BrZ!BSt28>aRs~Iwi5|i@4 zM#GsfJwCOe<{?m3v(zSHVULozAFa!%(_F)MHLw~d%OAY!!FbM%eof#Eba+!(JQL{U zR%?$cz45-A_NvnvY?m_ks&U(1tg^|KeQBJ%;cfx~pZFD|hdxM9Ak%n>7Hs&NP+i8d zCbP&Z?+`Q=Uss*Zcnn8>y=>cR9X=d;-Bti5l#>rxPPRe?+Iu^i@(-TKXYS^8ugxbp z$Mgm%-;JWGNfJbIY10xHBi0htD!(y8PT2#wY?|l?_fbOM zKQNF2FW+14kG^Wum?gU@QI1Ab8%3b=c~oZ16ujBQN%8agydBWSzc+ddj)1OMU^3Wh z(p@JQX-1iVb@^^R^R8N=Sk@r<5F5PRoF@dnT$w+- zgtv;RkixykM>ZQ`FJC-Ivb*8N`w<4k`)y8@fLi|$13MxinzheX&;jSV7s#VXzSkj6>g?K^ zq&8hWWbCA>;8~~NFH_+>o%k3q$3ugFRP4}X{{e{B5Gc_-2z!tAe_qX)n_aGIJ*@*T4m=kHESfzZSis)wfu~Ij)ohx22q*55kVzZV5 zj-O>wDH-jl`Lk`5szu=R-T!JJND*P?Apr1IX@Smhl{`A#<(2btbn=VN^X&5sK@BKS5jO>E@gm&0_h!2NKtSG`ePXhTC&Jpy0}?2p9VHX7D3E zMDIBFjy8E1*`~BVGqb=j@-$-^0doto^O0>X%V}?d$f$F1B&giz-ZQzT61v{3iU&f@ zK2(iFtLB?%Eo1RUDirmWpzC`!pM&BQtgS{Z#RRPwNiat#g;M_a$-+0REDh9G)k+Pe zRJqtv7u(A*gkV3iO>b&7mGZpF6wfS+o@G~ipsp8k1(O%_b+;3^6WaIBH@{_K>sA0s z?JcF;baHnUC(YJ;`KOzpVF8`2JlHr9VGLY-EbkeY=v#FRI{87((xH#L!;xp;9FIjCX zT&TEyh&Wd4{Gnyx@c~JJ6!B%hvcfcJ{R5<2Xhg8SrmH%ZO_CM>7FIY*DL3pj=@Oq# z;wrH~r}24})7qY-a%6rof^6%eD4Sg-2G-EBchn~bAL$x|ydByyroARlWYOQKT!PU{J`Dq-HYv&c?RLB1ifGvtNHwT$q}in)UC14 z=^B-EDpE<~;Vc3bCbbGDnXC@A2AAsf=CP8HCcF`nYAQS=`Md%T zECcWuO*<~Y+(*W;#j8u&s?-`;64sRr=rD;urjq%(R11tmh9q155PM4@k}Agsbe>RwV?Zj#?$*b=U#kr%dl)FLYGwc=l%$? zxk_Fi16!wB{U?t!1uA!$>U}q-$rvAtGjKoMZP#*?+#AYPfo8O)*n+Wl?D@g zzZ7e)BFT1PW^kw!zu%vQvee)(s_8~T5k+(h{?siowA;b{r&|;py(tjNoUrNpWn;OH zQG!h5NUz(`41gJkkN9_UeNW+~v7e)(K2s@lwBh5A3}ZdrASAeJEmp9* z8D0DNu9Gx=OqkF$d?+5?hc>b2a2c8m}|%ryGCi2EEl8(t5VTHhhbwx z5H8i3CN4uWzKMIZRl0MjXad*BE}7PwEDNbQD-j@~0gZ#5%ef!ys`+4*MV6T@rWhm9 zF-*LicCj;wWhuC4sm=*7Gv&IT9j_7*_L7%$LAewkiK5EG-igev`Xm=Pm?E4fLkNMn zLa#Ovmg;%rq@QEw!*TEnZ8EXxzj{<^E4EsMclAmq&{76TC(St}GTlLv)1V%}#-=kBCHOrzDvV_Un#j4Q4-ey!Pqa28--W~YmYbrFGy4E1~!nt;~ zGC>Wq)rnhTH%4(OWwyc=+r^9XHOJEk@+Ie2T*li)UFjlx{m^p6@&_PHKyjZ#g@=mU zApi+<6H0hF9^lPw^jZ{6w7n*&F}|OS=7Hr{%x!HuG9;rO?z;Zg>I zuhwv!aI<|(mY8;cMa(&Vyxl92q-O#dDb#{i0!ttF3`!7?aur(|EH|N6aCbNm$jg zw20OCt;Xc1Qu$^%x1&Vs1WKB`u-AsiAgHSO%wEfRZ7;>?6UZt5@d;Z*B8SS)UjWeI zd6L?>X&ZKxE{nx+tg>wht(&W=08_~QZLJGq@zZtfPEmQ|%X;U8{iwz4Z-oBV&5|%% z8CiH??StMEhcJ5)18L_0`A`w2YPy6TRM#hR&+x=IkDtq;H&*;|2-vjPE4CsyWHPAN z&cSt5%H>UTs&?lR#;XH&JS+M3UqS+B4qC6JY9nGv)Xb^EvjyL$B5H<|{`kWGFu~AO zDGZ~g6~igl>X^gz)R%XVy4P-wME82T-uHKwU#rl5Z0v%o({j@(G)V5j>h!?7xcU`4 zfsc}RVnu@#G^e&;!8_v6k7cSX+BO;M`@F|zChrklm&tSE!T@T|t5RvH+uuyRv)>0Y zj(dMwaI=K*swk+3>ig0>Z=;3Qloy6UcB(_>nxkj2A7evx0WbF>B}$azEIpaa-iu!6 zK~lwjN+0FgMT2rg+&#GG`fLqv7-9gE34GQuxstHNF$wwzf2*nc1NkGSbhR&?DFp-r znWytNB#KJn_TyQXAgX1BLO>6NX!>JHfQ9W=U!>|ovCgf=Di0~L(w8o zS_VO?8Hq<3=TOjn%Vh;*Udh-?OzgZeu8+BLu1-M=EKmER^$AGt3EzMwecmc0Glw zDg&yk^g3*d3QT$pO%RM`tVaIa4+jqSP4Wj3{|qh+>LPwvsi@D7#g@ymWfUW63wBhx zIUA;vu9Us6YAU6l!(Gs)L@aNGGrQPd*=-}-fy4-_r)#vE((N{&aF@b*Ze5Pw=wK8q z0Jw3MXx{&+QGi6rVD*BKgsN+H5~nc zin#x?x(7e?9S(Ulli)<(wu0BVMJ533ZKv4VYp)wem&0JZZAl0mMMS6Bs*=4`sVItr zPMl!VS|ZE(S^E|}Vos`veDMA4A!703Pvibb{30JErav=}F&I^f z-qChdtj+9`MK~o7J)37#l3#qe68Ip{vs|DOJzCD4hq(fm9>?QC6MuMNgYPaT@}b<( zkpy4Q0?N~8>H`{InT>OrS7s88f>YpOg@aD!*+K0YHA=It;of}Vskhw-qKv1w9xpQl zTy|VDhMD6am^&RZo8Ie7yLcFxRqfe34a#Dgmn-4T?MuyN*PzOyLR0oIJ zhy4h#$6@+pt<|af>~kFpU#nEAXwv(0Z42B|f7w8cj8s|S$;v8)PAaKP-|!K*($Y_e z(BGEaRrYZ^9M9r)Yj@D`Q6lwD>gND!BHU3+5y83bqmMY0Mjrxi=jRdWXy|WAb&RS; z;#ePy?GJ(IQV!zhW))H8!+?YC9@$SDE$V}982aH%O1kL7?YBGv9jl+4A5y;K)rd43 z%ndz~b*8wK=>v2j5d|^kx`Me*w!bah*d%Q&#@Ucl`ybAUcK$kW`M ztbiOL<3D}xnAq?jNCgVVXm3N{GtlyoR+%>8#mu^g&aor@;Bp?}WYT#D9FHE9_+i4x z1ZD)B%?J>|n73XC5TB;V6TWGFgUUyp%9^6w5-_@jSg4vg_r4p-LUBqXJtICz)MDa9 zK3MSEdh(YS#rzjOhXgVdm*W=t`d6y%)wM+pvAgqpj195=AiJsGnZe*Rwo=LsmMSV8 z53Hl|8=BO)VH=ir_(LQCu)|G$of05cLBZ2GAefJ%Y_5`?mHoE6W1Y8fygjqf`?SG- z80WCm5S2JPkziIGrI51Xl0?5+#2nepD=8d)C87{_cQWSgY0-kHB9u3c}5T%U644a<>ung2{|J-~046_FRRnAg3* zoi1v;b$hVMm+$fN6{juuc86c%KK$+YVf)3DXaEiud@WAA7u-M~P@}Y|U(YX3R0bW^ zA2-B!0#xCy!Skzbf*p*wk^eenIXYz#gxWDXG**M(pm&wsYp$Lw3IM_-~9E0y?gORjf}23}|LQBFfrf>t_ix z>#?aQa6aymnH~G-wx4+PG{pPMLFMBEh>y!(y0wW_7Z|h*4}KSK8q0*dy;QmetJ@6T9iCy`j%R#DC+&~i^y-8-y|UpO_Lr9Z?3&R z8&jGk{7--!HjA+LXUy?lt&=Dsq=?ln>5Xiy9Odc;6x<9xHuY0Z%U+0!lK%u~NRXDG zO4Q#@m8AHc#7hk;%5!f~XLD<*wi_1lD9AiQQmxzYnNp&=a%b`VlwkoOleXM$uT2Vw z*$+K@W|)H)>Jt~cJsRTXp94kwlg+>Q8_7>+IN?JP`9LiGhJoY6AcWLyvMn-Xpkh1} zaE;#OV*EYf985-`q#D$w#pL)|2^)B`n^m9&joGFUuon?^=36A#X7Xmdg_DghYScQR zGuD2e<^leRUORjh%$LRcN(#XGWLC|xkq`DdL9lo)0W{Hm60H%8^YA$s6Lh@SGbtBC zZ(OocFS((QAmN+Bt?<7HdU0*NsFWjDJ`SDIfqU7f^gh=y+rGCcDyA*E)Ag7Ke{eHg zTz9%24qq?G!~cW7IYTCP4RSYdf5oFFF@M5tHw4Bn^4A^ra@$!`D2T(($L0tuWUao1 zzhJ7Z0!ZTL7Mbx4M?wu|npdUcbj0Bwb+VB*U25?onT6YvGv*IrBe*9(WCn-!O;4Q` zXP^0qZsm|OBkcaF}ssCh| zNS`o@Q~2A=%2QKF$8X9z=1CwwgU`}f%D0ID$$0r2}WxRZgS)x=FznWz8gya_=h!-7Wa3qde1)Eq$NSr*M-gml+pfK4+{3;_Yn>(Q<`|=G^cxLCdV9%# zW&X)4{qKG%JgLyG5X9D%{QvghQJ|1nA_@>`@-IN2zmIqPpipxhNWm}TR&w*7-${*N z@8vA}4c-13K>ho7;&A=yB+L2eWFg=P1>KcdGPvV?30QAl4`Z#p7T&^1n^We;@c?r$GOo{0AAtgwgf}Zpz6L^D^Mo z8YgLTa>V~-d^OlVMG&wFC5>lVNrA{)#1_j}4AjbPfg0JIE;VDgykhU%E>bmzBh)`u zHYvW+Dzm-(v|0a5(s`M&ocz^;!@^0R@%Q<`u`d~X$cw#Gm~}}-&z)I zduUWFcg8!Oc~b#l0VOiT0%NYPRq9NexG=V-&nbK>H!i~|-0?DRHU-qwVt6um%-Sa$ zcGS^#o+8&+9W%J-OmSe2ds}1{^T)Psm;K3KZC0FFd{!`PGe2Vg&18a3`F;gWM^c~Y z`+CjK$P9iDRs4D@#=o%YlRJWuRHdT*qiqoow(CL-7_T3A@mU=}ilem?(71cp{2j;z zQ{y!YL#_Hd0w3ZcmOKPG&E~O6xj)QNrEtWQ$c-+QpSCU<;eS~TFbFne?L7BCAoU5! zWU>He#HG)3)+=LlS$y8w-tUhh+@4#$d(`S(fkZVHH3vgv=RAT`O5%|*0>E~1khDu8 z0q+_`^UXe|q++3zNxamG^YPwUGnLUdb8?*jn(Kcyd%jSLe1G%rRY*aYhpBPb75O10 zvTmbwD&bnI+V5y08$?Ku&!}|aebVWulRuEFNGt#%!5WWIp|nlu5WCeEff)SX#BQH- z-?_bb5`zD?VWNHqJ@2GEIQAqIsIr+n^)k3TeYjBA6DbtE?mpy{QACO5%Z@|bNF;S0 zs~pP>-tDQLxZ8n$Y=BWjESKSvY}!*YnM$M;#^bTG3D=vfW)RZh&7ZJkUSzb=-BTiPuRT(vn5uuS*>f-(T!_rZOL0(oYc(#|dlvVA`p@^jIix2A{i*qteQ2swi5V!&buMo_scdIznbA3M z#*>LJ=sN6j(*Jh<0VUT8G~JKpnhWG(60~7l@60BWRM0Zi4gv;CFev{5=i_*Oq^Y}t zvZh5&XoT@HJcmL}{?o9y6+&cxzv=wbYl&1S8dEt&s|A~#z&^?Cd(d^qYjN>dOs?0W zB2!$s(0jq6at**Rss8^JlMH^S{5=7olCS(|`X6g25Ls zfgXZ_KLit_U;k-L|NX=9Vbx*({cSBl8iWSgii6hebs7HWZS-&7sDP-`l9~G7?Y95% zXJ8OmR?3`e!?BRmTc$VY|H6s<`{%1m(suxy5{V)H-;Y}8(_c2|Q`2zU_y5HR*`rIG zYF}yT);gADa5;=P0YFlK1YJp?X-5Nuxzz zqf*Nq_eKo8&v_yse^G030-2W+>2#==YfW_j|9YaKtMmF~$q;Z25zgmoaSkW(0s^@o zDFxf?vI(a1DLfmRD#m{Qxn z5gyuNe-muJ@TT$`1}fVwF)ifMn!bP4``E-#1V-^1o;%sO9!9Nx72jx!>vVN^V5p?@ z?RsVI9JHitIL8F#B{te`qP`6Blbypz4cb_#N^j(eLY4%jGcd(}UvhiBG&r7bh)k$- z$TXger&NtH>Uh_+4PWGczbJ1Xuja-{Icea23M|ECr@$zB%HS9 z(}~$~LL-^ZV5z*B%kN=)TACQws_z=?ITst`6OkOy`ctwJ0{ROmDd^}5)P35Su2eip zv-&FD;fb?n`Hs({d~dt{d2xMC>N=SUjc4%ve6`-2KBm0cQMv{3T^3m@i7~nU=3wB& z2l;&62$2AC(^aR^c1~i(Yy@+J*BpHE{i{;ZkY6V6ei$f0{DW;W$B5y<>&oV|IKU^G zgi>@Q8Ra{sZA+I-Q#_OesV-EHjgREM7lkfP>JaRc7kLkEq*+n6=bO(5WszJ~Xsz5W zZ`LX!onN3Q&Qe?^pS$wqxOVZJ%Jl^Fixda3B=66mYrNSzohIj_nTZSmdIII_TIJ2toWUOE5~b|u6@H&HTw#(Fwbe?k zpEgURWv1f^W6L#?1LYd)t<711@KATtj}4bISNmhxda^`B5ts8$*J z$Px1AZMs6oU+PHcii!yS`3^h`77hPWFEH4C`}KlWGk-JtC_eK|TwdU?PPanuv9Vlv z-Gt+$6`r-hJYVV z`KRmCR-n{dRA#}s&pU=Bho6PocpCkxY6XjhY8e^Wh||lTl8u_6SErK%LdCCA-}a+{ z9t4vER<_po!18x~C$XrDO-5IRQ03n!_;f1x>!Vtzsf%-zph6@1HV@jFD})X}F9;Juo89(>pw zJ!kABG(3-=vlb({0tzY^Y_A;henUv6v;D z&}*ihT`BOG&Dqs_6O1Wkv;Lx{qeVY4JMrie`uaSwA^UadMu~+W>d%PUGH@* zd3^KgbUky4<|h@+C5IkEY8RXLyIjH_<EZYpcG(N^4o>gYaqgVS-R=ilXWZVJ0c~h>&=B{)KkV~((tXU8F($f1Eo^PZ;{&vp%`hy1w{aQ!A%J99Z zy2f?qOUXi;Xr9l@7NJqcvs7ogwDdjgb>GYCW)gez`^9=q{}JkClt*?)tLAc>Ve{+j z2yHNbL-+B1uLqEM^DSsJf&I*}^k&qj<3spz15wz0$jWH2AK#64CqFs@9q8>6+~bh2 zCqh~reZQ(!?ua$}J14v6<-^D4f@IfUE}M_KJ==Q)7j+c#{anaQ3%H~aa~Qq?1gg>3>aWWrDCZ+9B=nV1Y(vcYX{ z4Rxv^e!+lsA_b6wqr+CYriNVhySQvN4|zK0SsZP+s2hqQw^LGtrsQmCH)*D(fs&}R z0lZ|J5dU<}mX|0N>1ABtJWi%ZEi6gI5Cn#D@PZs4+RED%WM-s);k;3FP{TMO2U}f4 z2nyf5fv__|c_^I4Rz1qd>%7x}C8g81QV!eCC4@=VR1*62*Uvcv0?N9KKul-tJaU2z z-8e3k31B^Nnz6$kM?>Fa5FyUX{{qBof2+yT+|P!;l7JBhokDs! zl{On=uB|*(L}8&ambnit0%p2{$VAtBMzc^?{T=bo{ufxb5Q`|Px-ZrnuaS~lXkLGW z^-DgaR^byIb@SEH19(rC?(41Yf^2>_JTWk@s7|$qtF=zMBLcwzIu&K~PBigHmu$EVaigd|rZu|1wo>aUXGmzi3&za z4`}2@x6@#uW{pmDMP@wXiwV>0rPB@cRS&7gE=~;c2J6-i_@iT4Gv&O`N^Pvff{uHy z{EIG|0JinRJI`vj_p&#z6Je^h)Zc=?PbXe%M*VJDPIJ#gVo|b|vw$(Vh>8>b`{6G; zgZ-!L5D`CK=3cxc#Qjawsx$zdTl4R2&wjW-)-*;jg;ju;YiIMz+|(OVEz)j=H}I$A zmF#XS5>U_Ezai8vwJFQs0)S)Y-L&Yv=|ADD9Yx}o18B`Li&*r?rUw@j;b;a5v|4&k zd#`Vzari9)!fk+*`I{=|5111OgTFXR<$3n)oe^lt)QGM}HP`2 zaUsB}9ADmWSB|Pt)!J{l`l#}^?Qw6BT!86zsZ@x%gHBpKaASlVV}Xrcwq1;+s}rQ; z^Ci}2i+V5kuu~z(NAs);k^$GL6`S+2Z|n<$UN@1)fSxDaMoNTLF8l8yZ5ckm)oN15;kZyfxA7Sho%uNOUu?_iLHb|ld?K3w7;i}#v zf(+WEEuW4PlT8+%?@WpIU1*r(OR_3dX3w;WL=v`Q140(z--J$!M&MtBN()EQkSF=g zbi2@Ywg++a=C);g(nGY*?}_#(Lb?r`XpFaAAWMAA#4TRtlxmbFKPrP~{M3&5kluFI zLiQhk9nuf=OscdA7NC}@rHjWB@yJrS9PU4GRd;1zgBE=kbrBM)9Rq>~XfYTW-)?!( z@}IjZGY4KUlNNbfIth*7=zH`%@25l#2sbV8&WocfXw^n0`E`+)t(+&@XKJh#)fpFD zr@>(n?*h6E53vP1BshJ>mST#8xa)7%-=0s!{6bLhsJegOe=Hlr0v}%HN^zctT(SdC z(aK)Qf(t->3O?6zNuNnFuFxK2l?RJ8MK_zUj77O!*7 zeyv+i`S$$-_Ui%YUbR?g;k2O3-24!tnJ+8K^%F~n#n-jH{Oq|Z&FChuB!3Uga$BiW zCSoB~X9B!=CCgW!(9P3_hjZ6-ztstMnynr9^k5xnQzBGtPE zYq`NDo_x3S=P!+RtlP#JuLEU=tj`Xv=yfX5Xj(9x0vq?umzPV$A{Zp|FU~6UC%LC> zQwU6Hy`jwNZbWMP-?jbCWb-{PVoQJ6vPoX~EB-O2=JsYfQ7>P#-PARGeJ-nV0DGwP zi6&O8{8`b3v)VM`k0$2iLtuh=3l|b-R$ipYOiJEnZSW3p+V97N(uCv0wt0ZUPlr&? z|1jT-w2{I^UAh@PVHJ&x5R?!`Y~gq5gezGs!Y^{hA1#|^?cFhTNZGe64plEb_Tf8? z@%RW1+ord4Sf;0y&Fz^IF^yv$QSRJ{K%Xw~!`({jRX&rH6nBJQg5Lr4&Cv1vKeYf_ zz{!?#gi0KgtQ?9&@U}IA9QPK;<}2n{VK;aiY@XUDQ{oGzK3#?+5 z$to80Ryf9YG`4^?)_!jwv=>6l&9?g<)Pj|I3>wLs9BLA(OH;K#xP5lHtCyTn_NGTR zKQeh5a~u&cNp7nEU;bFYqyuy%_mv-;PB_ z>|?tX@fohIs_Equ)i#qqHVj{#2wVnnDZ7fx~gDP1Fpbr!f1bf(tq2wt|qw%qJTU~$=&qrIt3UB_&egjJQ45+ zX!QY(v(}VgaBbKG{Rw+w)?h^DNcM~+`B+Cdsb~~6tJX{nOkwhgvC%lJx#1{ zkEB-l+fl(@mws0RjZfY2dzr_qGR*`VUeWM6zFzWwGWfh@bYESH6==o@pUdF0{k^<& zk4$&=_#Z}vj-Q`!u9JiP)ww;ef8q)Ef1?VGdhSZ+$>}7V`D6x-BGl={G5!ejNLL3H z1DpwX2A(O2F4y@%o?lD>3rKttyjC01USp7}U-catAxzfJOWS-*_NZou4$Kcv640N) zpB55IOfeGDa0|f;*Ev7j6f5TpI2e%#7>E*k3pxbxgQ9NK>By~N4Ewj$sd`vUe-Xh> zMKeZ;)1BA`z>L;fM);wbCgKA~m3;6>Yi~tPe%W=hzC@D<81vPR%f2V;L;UJ*5BEOe zm`Bm3BH2jgSZ_mxS#J%jOJ7gtbX&lpj0m5%%{c7qJwj925q6IvV8l9InCGZox+Ov4 zbzwP&AmMof6*vl#W(>;BaYW!87rora4|cp$OvHTC9g8Iq@JFlcUti#)*Rc$K{nq?g z8k|An;q?OpVps#_!LfLa`cmA~cl zno~C`&W7TG5+NC-zIn;oA7LtlF%vM8%;YYn%XoZsCUnHydsL6UO zJnmcccdtHA0~Do0pY*sx(ZGvWBj=Y41fOFJVjcHQ7K0-xfN{@;n!xcj)f@qt?q|#6f_O|b^d8~K2^kp7D z)fpQ8L>z4oBc$gGK#MrS&3OP{&Ges^xxDX{_|ZnG4Ve9L@CN^|AjJh_<*<=@L^4DG z+6s1uj5D6_FYm;P@7=*;uq%sd^tLo1R{%QmgKj+i4mmIAzxm~MYzh2)Ix=!|IAUV` zY;iwCH5i}c9$J%E<#)AXn`~CJ=~9qz4u=qGb`EK2K3HqHVa^U!)^{fxWtVvB;$3&> zvhz&w0EoJ~*xJKU6Wo#s{~0}%!+3g>lXh;)A?98;``BR6`G9!H9Y4de^GT%H`XlEo zq-(e&Mc~1}S8NEwbM$O#y3*Ef*Y9QBWcl`(LSw2ihnJ*MTsG&!ivN}%udP{}({c_x zkh0+crP<9(F6720TAq|$a~)HWiLC0;`=x6eZ8LvDo*XyPzI}q^0JEyb&_~;4h}Orf zW7q%>IU=-xNwN2%2|9`>h6O*VpLziticG6~&U}6Z7rZ zzRWZk4cB8e9HJ#_6qNxZ`}mYVMa;wC)Np3HOuKh2zz(*{ixstb%rcOH!AM1NRKi@< zkN>vOc+a+7UHvu~VVWSF$R8Ao9dahrx#9|v zd0yn9nIM9(?+hFyyxh$9WaIs~%=(k(ul138vhBh+T3a^0AsoTSs!Bi)_2ljDfE2)i zQM0huO`Nu3yVs@tavj@A){^6A3J*;rq67*Xd?Qi+L;|T)DbBSV82??KPoLATRsxb~ z6Aq6OPOSLoJnM{7;yok?`TUtIzEDsETWdDVWsSHZJe}A6N|H&*d^*spquI(b8MO;1(4mo_1D( zo3i4TU8D1-ZMtssGgIOpN3iuo-Db0UW7%^0M*%5^^-&BC9tWhi!Dt~4&;~cwDe=Xb z!>2v~60|u6=1KGwx$%Z`#QcM2y2_QNYWN`EvU{u3rNak?KrhuC)Bz89C6&G{9Vl|@ z?dd}fWKu$WL=P(19k;ym?R9bSB(Tu5NJwxuSIl*kqNZ zx&YMKXEDlaZf_XY!HccyE5kh-MqHP!

Y8(i9Wt@fBO)&ifwX?(_MbDpUJCoP<3` zfK*&5s{qeZ)-hRdVo*mo$=F3Wd-5*Nq%Dnog>~Z3k9l^cF zq!a)Sz)?LJ}({>amvUOt+6i_4#dy?_#`tZ~FTAg&Zy$etRy zx{|CI({YtGv?T#A~y zHZ-CHhnBu-6XxVQJ;e@YsH+IgNo=D=u`h3&5AmMWz5ofi8B35<`#|Bd=!0z^IKalN zHV^6->BvXf_ZTgKt1thU=&C^n-x(C%r`NCXjMmw_z_KG$u7&#-ScXMEUPL`42Svpd z6pJ5Zghm_a44IBA-S}VcKDb8A$m0YsN)~dJA4$=l>=#bKRC~MKUHeRQbm-J7t<)xw%cOtk8!1FfX=wRldtv_6 z|H+0|d!S*h)8iP|#UYne^2|`CXhP%N_DGlW#&FTaFb7pa@q$(3(*!gn55o-S zoZ?Bk`JjtJs=7tXzwi+lPYA^3J%1|V-qeAdWR<<5+FX#@iGJQEg4e5RLi1H5TgC1a zHm}%1EA)PQ;kM7ky}GDOFMJlnwV#WMGm5=e&#h?Bp+LunMrBX!r+FtORMs#<_ktVR zZL~I?3nFy&Ept?NJPWKHd| zud+AbwE{-8I}HTuRAqw1fa1sxW+Z2KMN$c$nocsui~F*G}WDMIc>)~*;Yknd>^Hsx)go)F)cTc zy%71LVD+c9+pl9xeddd%(5oT3KB4FCP^%Wr4;G1{k4Ru?1bW@vGiZ>v4teQ^YbG|m zoBDTKqw%#mcRfp=soDpnuPnHZFF4i-IUnF5lPbrj={3 zh`kH{5q)c4n?1&C?6(um`2@9KaCjp_})yd|Kul48eSAk_e!bm{HtmDG*vGut{QSg+CJxFCd+l zsm{OOUzz&Fq~m|=mOn0~jH>v;@z@hxi-&+Auwtkd>_H@8s>~#S$5P><8;tIgLHKpP zEPp`ur_W9)PluoL(E&Vs`|lXd3S<3M^iI?weI`5v>+}QRDgW<=sc6W1C6Gh}w#$zG zPWG!SMQ~`c^OhFDjn}{mO|Ln)_Hn2_I}C!8t`|6IQ51`?pS3rW2DTrx!G9Oz7OCBSH=k#VLd{x*MCxGzVz|vi6o3%XfDtcTE)eOxCuLW z+H{H+9vkA8=rV~(twA4s=*e`M@*$lWpTE#{bM-HE95`9F% zp=p`bM?Hq$h?OyvI#`X-xcW9r+eth>mPy#h6X>@3Y4lgA6s_ed)>vVv@*sR$mewPT z59%v5GvtDmfxv6qxvPJ2f?N+nMJGnlTpv!2H@+()_9(HzX`zdd8><`MHIFhAD#Vye zv)M!R)NoUEbk?Wg_|6bMh2_S(;5Bjj!?!RU)vb-uBLO|Ij6tInEA!2A3YZl#K1!nC>&q669oaQlfIBj{l9EJcyfgb6 zZXO7OxBxxCPfb?;ME!P?(oI`yHh}o>V>G0`=aTiDNvinxcNRCd3!I?@?6$Z`@Wf#V z?9d3cR9-u^E+#d%&Lc3N&1O-l4!21w%8$#im%pe$jSGMa0~KmidQBXNPhBDrSwbI2 zFgQ}Ujp8=mU+IYv$bIqS09~pM^9Yv4pyp-54uFUlL$=Q$0zi`E3XaO7#rqnp!mU~J%7{s=q=TJ?U(%$39W;aEK z_4r;z@wfD&r*K}=Gv4(=4Pyq6cL~84^y{nGc(U#WxPW=fPzyYvtW`vDi>0kF6Y*u< zW~qAHe5i|`{ns#V_>(Z972=-2+qpnE3 zw_5}>x2HDyav9&Tl()jrm>tlC-OqfJXMVONz+0zhm_QbJm>*pe#SR`wEN8Uv#)Uh5 zLawtj&!I0sJ6grgD1*nMra0?Rt>2Bkau32lJNGU}LYG_ocu9@k&lPaFU5c``2J2UR z$(1kxYeX*WU(k?QOeh(8;#JM!W4P-A-t#{BUNRYtRf*oRn9El4B8-7WQ>$#xya~b?fV zQ7G;yJyFwN_kpv&VF>?9N_1ha9Mfj0g@+CT~j z2vmR~*Ec*U*6oBY0E)J`y&6F`s&3YXo-6WvH^dJ1nTuzyTBrx>4YI)1aHUx8Re!12 zpSB><#X1T}ughu$86wEExg<;q$SEnq{tx@VernU8OLhgGV*`>{-#^aVuf^_A)UTDPpj)f zee-H~`LLhy=;03L4~)ULtI-}sW{-5x`4QzB=l+&phdy`8jZry8vF*6FWFZWaY8gq* zVSfVi=u<9VmLK=3d)wU11(MQNksLD?LZUaAQ}Ol0LC|U?>1o?|B=UFhq_(LO!G%*`s=oe|ta1m5a22$WLBt@RoEfK*T?`(_9Po+<0Hh@{SsY^4Y%@=2;q)48HRY<_HXx|-BTvC{bcH#`p!NmC0J2` zs$T+yND$?vbpQu5d9A=&6o2*D=wMX{LjYbnx9fGNtraa9Q^xAoxvkk4 z@T@4|T@oEs8XdEcv(8`Ib|dkQ@ahZik5<%;65l~%iP>x2H~&}w+}Q^yLl_Myb&*|! zOTkmlVOhi)rM{fyb?i#zxp{#<{&b z$6Ujb=Qo{o`s$potz7Ddq9?+?g@L$Mb>#NLro!MnPLZjk7FqlCh_CKe_VZRAl+gL$ zu=d5CCoo1R!#+UQ!61%N1^NTX8MXqAVT!~q@;H?QbEi8mh*~sTSKPP!rLKKC7oS(V z{6TaF4~AFp4b`oa9<4Py4-b1g37Hrwk$$#`ahjzLZ!q+biNx-WqZ2~vdmh1VpD z9+&*TrO_x<#g=QI)=-P&l2f{Q92>$Bx+OwXZ(9*dAcS5obFq>S9#5anzCQVN!H8!% zl6OKYIgrkQOk*zsFJaG9<=rNP#u`j>@7o`%3mklC3osf;tX8*e*(ZE=9`{{IBDC%s z9inDv`bRb@yO4`ed9OWynYQ!93#er@t05n);cHbC#Xt5yV2~HHFjFqSUq5C6CZ($_ zDA!uHWkdpu&(mLS`NCI{X&^!a`tnstG=XVz6|+3tneNSEz=9Ti8rpdB_@8(t{2D}0 z?MG(cZ>mu|nRUK~do*jUfg4@C=xF*i7g6TCyMZ{y`|!p8n^aJ@$RZbC=)?ZrXmOW6 zcW`q$RMz#0=)-Ek3x?RjduAS#?h9yQ^GO_Qz1cZ zH%4p2iSvsiujl10eau=oxp2nZj6d1R>2pUd^y=!C9%9&e(NWJ)4$-be!sK(`s>j*V+RidG)bL@TMYddYvc5V zwR6usv;>7!8lX>-CZBzbOn1Tut*;x`h|@T(lO`QSFmt&XR0t*?Sg#RxT!(pwkx-7Z zg)r+9Fa~Fjg(M#pNGc5+-ywd(k`Bj^46y8ajE*-K>F8~ae&VO;wBxCE;g8OA#iJ-+ z0dM?TS_&L`ihVAJ%S@A+@O{kAKtg~HoAuQRmta|+*bRp%52W~>)=r;&s~!P_t@ees z$v!^pkNvAQ`R8!l?A2hZv{(+((;-N7`XwG`!J{bqi-8bzZYQZBhpVo)hDV;FRmKYE zF_(;-T|0l;kat}&3}qYv9OfsLj zt6n_JWUG(c0@TTSNYnNOi-XY36Hzm(X3j%>A$1eu1Aei39;Ae%`&`VE2AZFHTl2`` zMHlu!iMQ5o{#JrDWKO#@U7Y=lI=$dX*j+b5CG-qhs~!rAwcxP`Gid;v4jC)52g#EDT{c*~oM;nvXN)cIAvtb6Jesv5xqOr#Yu{E6 z-1SP_@I&^-_0p>_&=XxQ;M@~B7=_oX^$gYnwdeJe{D9MaT^`1-5${Ijpu6%W`7Kbrn-U8j9rZ~M{S73*?z zsCX6>QUL7aX9juqQ^2j_JO0Ik`<^P0myQMBcC9rSN zPXFIc8GD$ugF)8~My0yA?au!JOqN#u zz?fZ$9iIT27X!cF*NHgnZ^;V|_P|!=5{LFw(2YtS|LT)J80YmW@nT>4X`Kcn|AX@S zAO0S7F;H2Br#b=Cse&0{5)qpxKRKIgUuskryG=Ipn?1f6d@P}yK3rC>@ z3w>{M3KICZ)D&<9oQ8mNI+x*jSS9?21swe{CQT9Ri(w!18~dejdl? zmA%6KKyR1ttMVxDma{3OPdltrT&`xd_{%il>OlEHSqi;O>Lk5Rw9=`5@!Uu{JZJH z1Oq_;#{}cHz?(qKhwU=j>H-Oqp=wOm$sv#YF||5hd2b}x$z*RTZ;dr!!4H0e?C}^o zrOZA=Wj~UBLG0^_aT=XB5MO<4h^NM0>hqw-S49evzeXR$=vi0 zeHA-HCIIxrx1^V+vD=rT5r0tQ;!f=vvtn^irxs%on&i^UUD(wEj4&6E2f9Ue1XyNW z>jLMEaUw%UeE`bbwh!c|x8Q&Ez2nIyIi^)qNiXm@_ffp{Hkq^Okk+j+@VhZ}#5hV3 zWM0NS%S;ErwCH5kn7M55gI?T#VULGGgSms%+3hz(`lrjKGM2;*z}kn_Q3nwB>2u&J z=x(KS?di@X3jvus2|&`*ThsOKy1>u>6m?`N>(XtGwcke-qE^ zH9ctmTu8lEyxMMlRiF)5;lA(t(@TU)@1GpAlRh-Fr>x&s7iIaf3DaGpIAKU|=3aWo zTr&?ZAn^cV1E2BY8ZhJcVCQ?@!RB$}z&aAnwL?X5v#R-pfx*mXK3T2e;c;&ua^>F* zBTP&X{<-?P>#P$^XXh|iU+4k)opn(Uxlb#!4FQjdJy&;j&EYfezxOmWT8CpRxJbsO z=7EDg&*TY4-_F_=LTR+REDHq;n&Wx*`ETWj@K1+%&Oy^xvN8KJ;&1v>wde|HujvHb z$u+-iuDcp-hARnzcl&(KxVEqoQO(5GFHkwZ%JyQA`cY0E@;a_7l6un?d!CjR;jDK( zF?m%h*gb4L0LAyh+2Ho{%eJtnZ(pX1>-d2Q_%?UsH4Zp=M($N+wM`bgtB*g@%A$LV_Gw7-SQEEpN+QK zzjr^uU=H6=MEJtED7@bKjuB`-X?BCQ@eC9$)hn_q5Uw5k(qC@U!j)s9@2Vq_SDwJ- zi{1;9`S`7?NG%CmCF=4=#e1i)cC=>r7>DtbD4h&fP^&=r;WT9I%uZ^)BIY)_e4 z14JLR8^;SXTng@gYmVj|071P`SaR8QlN=VWHL;KK+5*p!yG&}oS~ExgWt92n+U+>} zk64wdz6NaB=lX?(RLuaw4;Mm2Qw_vb&XpLWpO%p4X$>sUs0XIP=-95E5SAb+$YwNttXA2BoJFu$lhOSu)?CMB%M-SkX`|J?oSD z6+RGS`nt#}iE#T1n4irdI24y2?RFe~)f-HTM_WX8;aFWf7*1lHTE5&875lJH*dQoN z{uY{At)b`rEF`&H&W0_pM$Qy`rpc2tKD>R8Mozh2M&|T*F6S&O2?EKarp$%sd^I zZ4-Uo9wQyaYSc3uP7=>MTTvu=dd#jBM$;nA!=I9 zX=zO6nOx~|+LS)%Jpwtd+eA_Fc(37QXylw0zUl>a_0xdvu5HBXQ zr*;HSZQf@@Jwy<8jcAhjN(H7e_>VnL=Ain+S<`4|sr*PGu1|MFY;}sH4QNC1gd9^h zAqU(TqyDmQuUtB_5$hFhXk+O40Tbo4Ar7=XX0^47;<+fAX!rbck!egO;kDK9gG{0R z!4Sw>zTS;iRqIbSVneuK|4|Qn|0hGh{b8EsSIGe@PaXhw$7?UXdaa%~w5XE5O$KS% zwL>Ta03)zzPAd*cVe;+$-pFV*3ZXm~)vecpO#WVGz4y&Vg-VzYeJRDid;Nl9#K5+~ zm|)&J87?s8ggq}$>Z{~j4vAcdRInSzKm>zLl?a}bSwBwm{I&VIp7M${KI;5LR*uec z#h*dKzE*M;ZG|21op^pIDe+#XFz297|KaSn!nOZAK(F~_=C_S>T(sN^%Q>bNlZ&T&U5Nl?Sob*cv-Rgap9}vW99A-7>7aR;HOs)qVe%>5{O~pTw z!DtBBgQaJw2}Un4X`7MKnC!0BY8{i7JW>ca^Ah3*+AT)S>9p!ozvp&!>m~@2EF7wh zZHfpp-Gy!{f#z2zpKvs#8*x9#F$Q?jJLuP~(pJ$|3~{B7P}NjhpN*E5DC_s%-4{IJ zpju=rPMx!qz zFyUgJ*dCsp*{`@9GPv?NwCdTb<#u(2R?IAj#=(o@qkZ|^IN?lyP=fNLixKC&T`&(K zPm5=P|NNy!mCAks5~g??g&Y28;tF3mWs+Khn4zX9Zftkgx?e}Ysy+(otvOs0>J4ly z`-H=}%L{Y5zBak^GXB$*)o-a$K08xB`^$&MHshD-EKZ%PO3`<2(0*dq5u_SLMkegC z6~=3XyLuf8H;OA7HEe$5$QkH_cUC*e1IgM?jYFN!BaV$UBEnkQPm(N^GqqcL+=t)S z%X%C-s5n>F7+JW&89svj>64^4r*9xVhvDMzZ^8i&RIZ-!?GMO0H7p9AupeUc8q9+U ztU4biQ}O~b;K-OnSAu@bPg^6`D5QH64oTrcVp?t1d~d<3&ij)zZQKrQ z*<Q-T}T9LYD@BU{)N9zzmeRS z{0@2hBRIoo^56R3MrXH!HF`R)@y0>{Lzckg{mnDMLc0kV04kg52=;QSM%u-jBq0SC z6WF+nG_MsXq4cQZ#BhA-zF`ot4Lu@6Xb!nvEZlh?%!|C9@#JosKE~_vXl~*m(MwfD zz(}Sfa<<+w%}9|NgA>}dShBJOVNG@5|8Zn#|L|3>$S6SDMyv21Udv7&m(!Una*LCD zoi^p^R-JhPrCv*%*obXvR5S;KEz9c(%RGfa6E>2nK6!qEVXz%mtvCVMV?r><#sD@H zO=F0fjnPYn%-JqXoFxaB$Yz=my3_ukFf=;<@N z;?nLgUv;m$lKS|1tD3^u(j&_tay~dnbwT({S$y)%Os8#A*cQg_T{xdK}jr}hI%kw_jx3?MI`j6u!f_?bXROUo?Zf;^G!+J#(KJ~YX`Kc;Kf_BL`6QmVca zg20f+cRf5=cZIatEyVWX8oT8=N;G45Dm}1qb^I9v{#yAm+Wlj8 zN$ryhcxoWpJH!Q$Ox*}a9sTbNR8);~Yn%8!K#qtyC^xfWM>Ia>irCzPZ zPr$SC+e3@G8StEvY0W_kz+r&k{+j}a2qsl`tyucOAQ>eTw)>7+Yk<-YEk(5uwcf|? zE}>09+wNfV(Ox$=MuYGd@!g*04*=1L_h;+AbsN#!S zsqgWoJ($v`{VLYQfngorz;(8atmI9WEsp56l7ED$}~gP z@Yn#Xf?c#Dnw$m5kG5&yadXFA`SDDj&D*bXu~JNeHM*u{T{x?Su)8z5Jv+mnDwLYz zhxums!jB;>n2RLLP>RBmWZ?UtL?f9)FN3xaN4%O_o_In2z@Hml4BWPc#;ZlAn~#IO z4<$E#TQD+3e%4&X<6%>*2No=aEXX)YWJMFI{lgpU6u;BR-GW$G~^f9B>M_+Qc3SPKGk_Y}M#iiHBM={3C)(GdygWDiHqjkVvy|YsBig80J9xO!parF)^Rq;_du`O*e3N(cj5<) zIF*d=IMHgMIze;ii^H_ag)Ne60!}xP0$0OjgDikK#f*?!;n9-e7f`k%uO&Zt^PRCv zr$YGyEm|9Z(hfcHz|1KqNz=nl;F2uzzRIMH%Z?+bL$Z&I1FblC@G*ic2M@bx9^HuR zD4;3Va5uOiAL$fy5b`_`<0u))pU^a0WQN2}?z%A9#WHeu^g$=n{l3fR9OD^>R(U1| zQgRj6TiEdAN#v0;I0(-!GxA+90eD?J*QX+G& zj~!UGoLg{|{-atBRw255MYaG01*1#DD}MZ&gp#0Q1+w1}F8kr6ZIl%T@@yYSC6O{( z4wwcoQ*o5eyy&6|6GfykJbcZ`0#zWf;3C>tI0eQpDWn8uC8LoGqc+tED~5QhVd_R^ z`S&^C`M4!%OeM?V@cv}0Edonu5w|g2g--f-+0BQy3AtBD&ON#u{X}!dIa{}_Rs?dp zS^_f8dlY()S0l_km&BBxuOgF@^~A}y@;tq?o>(OobD2qf#^in-y5&6i%2){=thbGN z?cZ3j*Mw^3Hr!&Q$beMA5U*+}LD&!e1c^#TZEk(d5XCr+s^X;(z11?-V=&s~&0N^+ z8e`?bM*x32`$6<2l)tL&Ol%8fXSe8xHy|y1)M*6is0WP##<-5+N4n-gn&a`JA*bQj z_4h>D#xmdiCn$DWCJ0>vShe5z)u06JjFC{J7i`}B)SPggFdK8)PD^K(SJBPm-uHM= zr+M-N7tTt%F5AKjewx-GA+H+wvhblwUTC_dBK9^@H9da~zcH~kl+tteerbEcj4eet zLV6wv+ZhDcN++!V>`!vC)u82bg4VxC4*z!{*}S5-P>VaNH(#UP$^pkrtsAq+F(as~ ziXm*70YrrAutDDpL7$G@)(h-dc#1Eh7>HeUry4zp@znH%^?%Vs#w>W{tbhR`IiSxg z4^KpP!1pJhK&#EtD%yfB7FX1huaXvcH>y+$28&~)NG>^O7fn)*YM6ZzAXj9f1>FZ) z++!CnRj;Tu{DL97B+@ENUWw}j6YL&Xj72Vhfgt0(g!wV;NaCIgV%cf&s8fQ*+D0?^9ReZ;y-H6g=$))^KYD%b9D3cmr64f0ZW) ze_3fn6V%p3i zLcV~NEI4hVWA9veFhbVP5vaiHw=H4$V$7sF;$kp%yxaP(8|hz${6CYznL=czo9br~ za3T-q`SYa?vua1UD=DkWjKvtO#oLRf#$+Y~IDjMGiSeqtb0-3A<-|8&5*$lX7EcOV z4LF%1Pf1u%Ai6%!WY=%&6>0|dtV;jQ?%-cPv*R>4$j)&(Nh-J20d#gXdR!AR@oGQB zzt=n|j8@gPTpu>}V3*1W_Hq8P9Mf)Iw%PaiX3l}6yuj6IF{?j?;u%+m8LdvQE15r1 zhh@HA;N@nze#dU>Pq*DL*xP^TJ$*i)tTi3Y>eObwAL;21w(tMAcDwxUG6lzq4`0UE z_W`@Y;Pf050Cg{~2Q53(-#p*`#K5h;0_K{B}5t zr(bjVcN^<=cERZjshQ#d>LCNJ*>+k$RH}W*|1~5@BpIB_1isWLB{sSi$nV;??bsxP zog1x3!G2>H*$0#uT-n!TDk_gcF;>}hCO>bPY_6(enQY0K(ocBH3kTJ0lm?gED&?+L zqC(&t8N|~Dq<@rI#A}^vnbOfja>+%~HWP3SS2D?A0V$o1;y#3N3Ihq=D)ls) zq1bR(g>|3O^70qO`z+yJbffhk?dBipO$0w_DUEXYQ@{L&yf>NPcT%Xjy(>zW;e@7V z2h&G~Z_TNdpFe%$u%-n|ZmDSv7BUaZjaZGQtw?xZs`!%XaAGmF*d3~K1ia_QK2ClA zg!fPrPWAH>km^?^bH2Q}Bpb(E5`u$57Gr|nOC#f-9KvTa5li9!5OSAH`bV1E5)2VF z1Q-6z?SsIQFd-BKHQb;t)BwHu9pmSHB3{$U{SVGpi>#9`{)CmB4ouhTbzNdW%0Duz zq1f&rpQ5NX3Slazhy7Be*V#&w{2%7Om(VEnooVre@&&sX>gf^%*rAl-iqAgM#nOfYN`UsiaJ zeleff0waLf^j_cQfDR_~QW^P5ka~X}zWE3W<9#d1gTPH}G+5F_BEY<&)8@WK-ZTah z)^1$(%CK>6_PZiv!@$7RLdj5Yzbl!^dG292?+G?OO|g)8r~D@nb5|;F*NgepX28D| zpT8{a|9n#>M&uuuQu>eR{+a%do8Xx2_rM96N4d;xSpu6k;WEY1C3cHg<@bXMWPh+81bqHh9t0L^fIoQG#L|C?)idiK&v%N%rVgl*NRi5D)vpZ9u2Hvkp)P z%A#Jz!)YfWa24xqmfdBa7V>Xfj4cocRo+=v`^*s({-eF!-yZbWH~V2A>4_qd<~SAp ztCn-97)o0rM8P%641fRme?2uVq*G8JBHT8lTb$~D(=IPk99oSBJz~>l?*Bc@|GcWY z4+;C9EP(%CUp3u7ebrh-^mf#s|Jt%o>F-}{qX$W7W^A+g$7%mJ<5GgIrhr^=KOtY^ zbtHyZDE}`$0XyhE@XuElr?VvZuMR(s1Rq{au}F~i-&{6yQgrZT@TG;35BYBncO=G; zb|&7L`OC=3AjoUoUtqI@{7Q>ktWqRXh5UYMeR{dXqB-b~N=c>hsMbQ7#h*&GVz=xI zmrvyaC*`+UnUuN2<~2Xp#noF(N?OepM=A3>*8Tke&^6&H&&IGdlZJqvZ%^mK%e7AI zRa%YO8RQizCDFfktMwb=xf~us+)vlB4&O%77=DBgNOvZ?h1J&A0oUDM%0Ew=#!@L|F!|h{q21nE zxYxi?ZYr;8X<~2Gw=#Toi`lI{sdDGNXjhP)$IQIl3IZhBY`|s~xI+P=S*)<%BZu8` zdl-}6PYH0to)VO7u331JvQOzuqQfaPXmnPU3)MwbT_4K&q~hV-ySL2Cj3^|pd~L9B z=yYjim5BKLb8w&ABhT8n6V5#fAFoj)h{3HI$+Y1^mtVI>eW|rGV+Ru4&z9u@G$-KB zV)=$a-ghew2?L89<;OuHu0t(KGvRgDtF2vh;^DuJPxe2oNZQz8A7%M&biVxX8v?h3 zyt7S8CRl5sfWd}iR>FY3gJ-7SVtVMjyhIcx3?_2PS7Fd;(Mp3Eh3X_2z+tfoLV9}^hkxo7ew(q&WXCu{y99BO zo|4`*B)%AS*v*q{62G7L*u_+sLZc`XkeE6P$LF}otlesj5@cX(`4pe~<7rZuig3=~|bt*xMGKg51Nx zkYdhzy)?d0LHU#UT_RP>ol=?^6}fRVM#6GAjImqGjjzCMe(xHMn$MqnT9kwDPWj1@ z)4y-YeUZf(nH7H1FJ`w;kYaW`u5{Yz0*XGlf77jNzvZ%SPG>eKjlpA{HXEe)b~8K1 zt5$D%2~V7?11NlSd73{Z<{Msr5h}E>7Q#u^IC{7S9x}4mtRCbCyruDN?U$Zcqd^KY zKYx7B=d+)KT)I?mz9-6C*IubsNTe7$i3vNp_;ujZ7etrWG`##6_e54JZU#^EjlK}y z3d{k&9kk#14rCm4 z8gDn7*}$L>tEukJpkb$}cSQ%}NC{OqBWX!B{#l$6T(yp5>fh#ql-SHhq(9rYeYiMj z7kwdldqLx{xf5`*zIbGCrBQsXRQo1!?0NO}kZw}09@CtY|Iz!^d2WI2Q0mR?Vv0OV zz>DDaZ0R&>k6#7S_~E14BYao6;`L&74&I`2iJ;Hj%nz&C3hm#rsREzbCMU&jf%t)Z z{d|zhxkUrskR07M;eibX@Qp8eqYtsewzgxZa#{;VKeK`U<`X`tVTXp8d*CoIT4#%R zBDL?9Nj5l*;e?;yd5%AW=Z@iUPma%2;#QDe(gbIK>w;uq^{`aKHX0!QV+{6ti@YL2 zk6Hl(G!GWluKo58I!(dr0nKh?BUL)h7^%76G%6_174mt-&pS7i=Y^K)&Gz(~*iG%1 zc8btGXR?Le2L&j-36V-Idp!-L7iHr8NM|X#$qtcy_lQ-44iMZY{HFJm2`{&zUb!%% z$ZnzhP+wv-Frw}&9O30P`U!7%dTc0q{^>GAdYe$&i#N)U;dbPv7L5!=16-i&V1K zQAKgZC-RjVrNG+TADD94E;15J3|yH}6u+#tx}@^RU@pLLt|niKtw^)V>$Zq}9qv#P zQHk=1gu85ObvvFB43>IlE-F0w}s5tBojv*4<@>!K~A9fJ1B#?2Z%o~SmY-5GH_)MSsZyRlZsL9YL zEjgV8;`Uc_EhDg-V5$jclLLt$E3~wiTQgy{x$ksLLh) z)#d6#tj)=#`SxBhl7i0=SiIB*)Fd^}nOw&j`ujSmMVejK&y+XEi%vTgu9-8dTud=s zpK6~A9I{4`S1q(!UZKxBAv@)>JH#9I$I9@$FcD#&?$4>=XIB|pR(mB3ymk-j5;8X5Xh&k zN=dyiRxFdVIoG7IYj=R7eYCBw!cJMkh-PDQk!CnLR_?|zjwt5TsI!_`oj6)6X7LuW z7WOV2Exb=oSW;?0Ir!1fXsr5yj)J2vZfZj`5BIRotY*|MDrmZ^`?%eJQ!F!=oF@&- zUfw5|nmdaH1QF{=3v{N}!k`!-a?YBd96$QiqM7iQefP@>X;##%I!A1FR~9@@7sKM& zDpWX|koz<9jC`_uC;6VEOqW>pL$_*Xxt01M?pX!-4a6#!A2H8p`zij5HscBBImgIY zH98%&3%k@4U7w>+P3QH04K>-VRJ__Sf6Bel=6)DB9b@l>^QR7&sOz>-NI0*CG4eS1 zY7l@#o6fUyAZ*A|BA1l>)773?0EH!(m6S-}MAdrbn-}!?A_Q94NAV1HF_r>X6AG5Y zAv(2siMqsjrar0IV!bx^X}I&|7&6A-K+n01y1CuB$7)0QT^=&P!N@I(R6Kt%%I%ve z?d{Q80xTH!i`H%3Yx@vji?h`ohJjh8o5epMi zcsxg5CbMiYAuM!QYwOAd7g-_WzNpOc-OGMrVZJ2d3Ukilwn3#M8Rm(^lmwGzlbYfC ztoL5d)2lp_al^>bO!)(k49Ho;d>$w#jO98&eD88=vnV)fDIp^(Ojy~ehFj~|zTcI@ zg8oVs1RU1%lZi^b`_6Bjq(~G$6}y6hAS$$`d!hMf0ANA!e9fc4l0!`O2S+wWZ-Im5 zF3{let|#|OtJGD-dTx^wq0A-y>}E3rZK_nhOUkiNypro&m3MxzzZ!{=PsnKS%scNO z*f6*lA|hcR^b{?o6(S!Qq4+XSpta)Tb!o7mJ5-J_D5XpxdI}1ujXI97_H&RArQEaa z?gzaW&u-Wr4y|zO14|4+FGZAM50jA*yEG?X(e9q3rYHpOe4TyF7K=EY1n2Dj6Z*BB3v<$TS1vIgy)AfcUgnww3(J%=38zz$OT8RM*mz$p`kLQ zE;tka#7|*k@iZ-YCfrGI%bA_U%cPB&Ab1Ba_~4n*1Vc@$Z`bUx0b%=XAJBX}8`O07 zzPV8*rBqrcVsPMk@;4HTA*(1HI{~C@#xJk3kL)8pZym`TUC$3`c+kH3FW(IEu)eNL z^+1`n0|c=B4wni(zk@p4BKTeLKB1BJn7T-?Q~z+CLM&*+&-VNg(Bmk{+&@LhMDUPrE3Bj84( zwIz?>t5*Vdwa#oL($*p~yU+GzdFK&%zCBC8jD8`LF==0H)YC`Uz0jA}IU}?#56GME z_gXUMqExLYbP4!vI2)@FAicwb>r76Jelu60_bF7ZXHYI`m-^+h7xy~Se$7XDLw^m5 z8q6_>L6j2NOty|E*>AD-*u~?1e?xJb2z`I`Eh0mlGnoNz}6 zbzYWxjDE~Q*s~@sgZd&{r@&7k>xQDl&RjKk*8vo9o_z_K+)7Bd(_Nd!u4EtY^=G(=-eC<08H?DS?IPS|&nHYh;}5hx~?` zcOf{}%~^`VI7;rJSNc}^3`Q@|11O656z*JipD6N;~}_&wg-n(V+`ZzOFgraIHwkqSyU1 zBW4ctSPz+m?nT6@`ZZo?W?GN|JU_u)K$`d6!Fz&n7f)wXEDqY*V<>2d!Q+}vN^P4A z$KA~+IgouWB^paY5X7p?6lS*ugKrE^a+&o0&HKrzf+z6SIuG!iAauBqeb&wp!NSdY z7^G+Idhd4iozbK<}xx5-cg`mWt$xeZO`!TA4a?5v}r ze7k;6Gf0PYBcY&xba$wvC`b+6-OUg~mkQ|6pa>}4;Lu19T|*2h-Q95R-}}7htoN+* zJZqi#k3VJ>>%On++WXqy&v)-M36my`bjj3u;TMIv&ohpej?vo{2X1pZ4=?YdnC!5L zsn7gah(wTk`<+)c>bni8>RevE`2u-Hd2%=e;(;R?uHdc$xNPuc<65al4>9x=Ug+Q< z3#O&~CY7?<>>z2K$<`NZ3FGNv6w+;~REN7lokqTE?8j^9yFztp+s=`KcJFzgx!QGU zPPNtE2Dot)(L;*+dea-&FHPwy(Tuz_R*W~cR5%WB5`r3s6QZC$cLwQ#c6Jo?wNbw2 z6NMWpDPJQ#k~d_9bFm(8ouFF!us(PKZP+w9?SlpiFclo|Q* z67FZ}jsXm)O=}XDOXPS8gJ#L~Xb-AFW`;d3H$?chphjlXo)@j&2VVJ!Oy1;!HYdhqnLcmQ4~>{1(xhajKI!V4IkHF`M-cp8 zBf?=5=7YCoPvk2M^dG%=Tj((NOU~m&N+kYD`jWcDn(vKd0ZSN|14rbTVN>d(; zG-q5@0(<1+`Z>To5-DFl&~0b-l{2!I_7X#>o*P1+j`;p~unvH1jVakdTm=1%p?e-_ zY1og1IeQGSF&2pZ?jy3ahl1O?`9H{*-YCH#+kHKotNX@9eE5-^w|uW=?L6ly=H`bI zd09|%UdVDnR!x!d+b7Z~d3sVOw5v^1R1uHzT~Z_z$;_Fh{TomH zO0SlOfvQQWKf0AtiCm8VEh*O1nvjTH;`gPj7hu2h*g5XuWw|#GO~^;N!?DA)mynV;=*f5^rV%Ke51w+9lmlk$h{a2ocKX_o>rQ-$zVa+-{w9 z%cH^lb2sr$mNmesS>rU0&#{1_*7hVG7s<@Nr~u*Y-3QLNRH6Y=hbNiEy7{UsJI_b& z0>994Rj`FbJc{gViriTJKu5(3hE73GUI*LY2u}SGzM6#04lj8?Sl3Rj@+I%1yRpFQ`6`ZJM+ngn0Hr{%8cs2p7PCl>@i z^r*e0kJgEhz#-rnS-J|ZKQbFL`elhX(-Id!$+6K|tvJGg#M8_aC4J!hVobuiW?eww zjo;QSUAHCA&4_{F7@@Fnj5VhOzuAW?CfCW`P46y2^N11#p1pt8ck|q^9(&&GJ7Qqa z*I@9-G?X|XjjuHXTlEXiC*o=>0f_8k_MePceez{AeEXN<*3wO#T6tmEe{|`vL`8>9 zi&Kd%(NCT|wZMIyeyZCiLmAh$`-3W*eCugVMg^PM=r{J2;d}i?cOhQIM@Q%gb|uw! z->((wJeKZ{*DCh5B)s=2aE9p+NZYxBh=$H7`u=hv0r`(ZdSHKWe$AU;L)yz0`_%q0 z8bQuHxkrQVRH4-;?HcS2o!ylDBsGkAX4#T{FZqvvF7L&9<&+}y@hLKp;7S)RWJcpI}%S?0G0;$&=QncF|%tGMA}_m%1ksvgZ9(RT2o z*VS1-+Z5+r(aI4%++mJ4>1wm@xV&i1Ovi3;FO-r_STTgRMu+4pKLt2^Hk`R%k-PRd z0MB4!vw&Y)S456^;~%p=BImS~OnLU+XpD$lcx0%o!{9yA44Va$h)MZ=p<(%Lb!MDL}ia*=o)Zh&U2a;K7qwndkvvx&9Tp|NLdD!Ti-|E5Se%G zb|^xMS01IaH4cu-Z$T8Y1g_3bRN1y^y@iSrHlo>a0z+Tffell5v@_FicDfWQ#KdN8 zP_sg7B;8M%7F^Hqy?NTN(dT$Oy8P@aKHbg^@J5fXFFue6Wc@4Kk!XQ>GTAdsUG<&u zzAyJ*7wYya<*o2mk+|KfU;B(_OQeuI4eKzha3x*)dnVp3@zG-poGsw6xwvWODS?2utwvYtF>`z)>4k*MNkV{fn7?W7Op1^LO#Py| zX`L@6dxPQP<*Ju(#yA$s1I$NuTyLvec}e<(&u-@Z{te!@%k3|QVxBODDW`_tWfga3 z<*$-OXh&L`bR)*%)RzduD&~ecPH~Ym4nsEsJxy$&)I9oF6vk4|V>2)n4?A=G-dsKT zWz7FMC(tBfMhfX(!ecY9g+3G#G2EwdDN?_AvQB5DfX7*IyYu8<#{*@Fev*6`l+Mt+ zy{UNtj;j`HdP0XKF&uEQpM0~NlbFIC%tzC+GNoFANi;Rs;#!SUeMNv>y+<`<8c)3r zqArd^s99vNmqEZRDmP=(zn@wdxX)M5V?EN$vY9~8$r72ZNc8AQGI5BbJAch;w>&; zI*yC9#DsYkyqGn+M77TCGhDk*h?vh3+|95NPv@pT1jq}%kavQEWb~{4vQF@yF*@Nv z&ugNDf|w<%=g3w%^0e~)4wohZJCUsN9)uyf^e8?EG`}n0vt-*3iYKV7dO9 zvd2T6L zQ9COv2Km#xmmcHdYi%)>7h1vPRGG0#J?e|n5Yx;1!O2qw>&)5>@$TV4&$G@cSh{Ct zr%U1=Oi!pLu=)0gZ`aj=&q&OWUV}tB2j#3GM|6e@l{i4SZoPhg2sgb8(F1Mr^69!P zR)*6=5iguNiB5=@oRF8(dfhF~Sy`7GH&0QivIqhlIxAP*QP+e`0)=%?==aE?bY1QJ86jPHQ$Khz4q)mr}0^W3VbhQLfKpDzouh5#D;~TX|*X6-k`Ev4q?j z4D4vLPL){s*zsXV^qrXSVHcHLH38( zB_Sc7kA8P?!00fCkB?NCNaJv#h?yvN@R7#&ar}8ua-I9yN4UFWc&)grw`2k>Znn&n zF~DnG#e57QD`-M78%sC8C}$4EIomwXbKqP}1=%7(!G2dt{K=L#0%|+P2$%?gCon#J zRE~{V7!(e;ui-@omqVCHUMPb#AH*>Xr47PfaG8D$UPUt)k9LG;H;SbHj3$S(%TkXF zE;&b~W~5zL5Yohl&^Y#;T^0#sV2k%zL%ZMf5a|eR{>eMC2hC1=9HQj*u3Z&&ZZB&i zlxI>+$b!nD!)WExLftF+aAabg8IJJp|(y)%6#4OXB2baELKS}M-r_8oSia++!51Y#P9;b?*neiL{Jteol&s+pHi$<%+ zj({M;H8DLxVq!>JPda~Lx0l~HgdY?()l4V#uC_`o`h{V^$^0#L0B-wZB9D$4G}BFs zKwM0uOT55r7c$L;h(0nGPvU@JZ?RQo^8-P$OD+ojV7ZssG{#}tGNhU7(xJ(v*Logt z>$1pb-9d8I?#uwQ52GnSGS`@Z?oGSfK;6?X1+XQK9K-a(ZHJv)gc*xWJ?<>&#v02=;JO2ey+^@G29As12^Qe;c=8jnka4bGcrs{@~5u5{fhH zRpp8L2hJuO>p5xUfmTT;sUIv8VkD>+YIV>CbX?`!gw-B(SJrfRk z!xkBDt}d<{Sb;aCHL?+22$Gi}j(Ecbh1`xtxd(sO`{$~xTP^P$16}OQUb{R9X6E5B z8+VyKO&iM#*M7_dnp5Lr4!WPD9`zN9+N2?bNF+Sf`N6@bm|MzKSL7S8pWipGNE^`< zdej04!RR9NA)!j`y28d2%__X-7jOon`29Dj&z^qPaU7KJ-Q+vlk%1Kq!yZ3Hc#7sm z5f?+d@dd?!=_#CVhg2DZz_J7A)O%MRImpGR=C_gx0yODwkh8cRtkynI28ud^QvK>k ziKQQ5D1xto9WrCMgqFL~Ay0UNL@n^c(2yn(mfp7)1MR9(s&m?rkNCAep!`(4#I;XaDP6?R=-4E*6kYj=`AOvAdiHR{Eh4K65SG5*T>63AEeCPNpdCbfRS? z6G70JrwPhQ(9^Cf%ld5{v(Fe%+0P}U;Pv1m8>0yQ=o<)1V*wc|`p%cf``etgI)m$u zp0+*xHRH&VhA8 z!L1*Fd-t;Y>ZfE~c%D(2nw{N-vsDD1prHQ})hcT@c0N^5c^;~Xjh#+lOtzPbXuy*U zfzF(i9GuAte;2$YAjG%a>5F;XF+`&g=A!1PQk*Qa&3S5!L4q1tMYC~3ULS>6hl=+Je4^e9`Wu- z>^gun^h+LPu!(Khj_yHF{XON3zpti!%s@P*>XtR?@o}d2j|p?imAy3fcc~l$zmE~; zx^&Z+lDsr?Mhmlp!fMPm=7%&4<(n@Y!h=teq3MgzkNZUv0_A5BeVo_I2(f)DMl3{N z$jIWC^;(vxY~dM);G5iBYuY)TWQ^y23QB+r>wMN*3{d;bFO-v3`=1c9@4WKro7g!1~2S#&zVpBv1ea+W4 zBI`z1(DU^>@TpPrYzciv)-@sZlLFVQd#xyDOV>#4;`Im1`v_y~rE;hFQ#hiF@vo>$ zJ%#0Qr8yZizV4?9jI!ec{>db0F=2kYHA5z7BLQt2+Z!u4Da6#YeK_t9RD!SP%BV<& zPvB-M!zCJHH5WbTuR-H$D{cF3fon*st9cxRLE_o+!iOiSUkh{m!-OV>$D>Kvezb@1 zhjiQSDj3J9`3b3#f89%zYxJuw5R4zckn4G|f=%x1@w)K}XZqLsXJfseOy1H-2a@8p z)!JVPGtG*mT%Xc$E$la)5Y>t4YKdbxDs0J^g1qjE3LDy|mMxMdNUX)dzNa)RA{6!h zwGPKm9$?6^4wX%`MaOxqmYyU$%yqg*qMLYe&+TVpKFC!W&rPj1lRtY2`wTRPzux_1 zJ-CF)LGI3|gq+5r7wl%@g>F=|0=fy}W@sIgk;2+$d}UfKC7F*NuBg60(ctr%2N`CN zc5m`8R*Wn=r17*1bJOzTpwn+ZdLEuuy&g?LV#71vg>UELK8%kr&0W1*Dds9ibmhK1YBUM5_Z5c0=T3J9PX zh*Zou?~dU*z(W;pP_Fuq*ItouXanR$p1vcP@MxmcIBxLM6a1fpvsRY-ZfDziEX;rY zkjl#i#8sNSB(KUaoWThHF`%nj=YP6O#}Xj*+l$gE5QhHL;7P-hV1Wf60xsluDXtDX z{GNhOcGBB9skFmn(W0l{Jb6key?IA297pjbSnV)x1~V)K)9|l@^j*HBMGrMmQ$%Er zes3qb9RzMiE+$B2y(udyI1O?~Rgh~QUG|hF9on0WlypvQ;Yo6=Fs**r(S43-@t$i{ zJeO~82oJxzM#S%}ROW_~spGfBP&^#i3rY9C+h)^^9%~dgG6UyJp{{-x}a27{$95=sM~A5%eW8I zySy&@0hzp~X48z{pr4;R=>7ti#-foqIxi~@&hR27y28#dy>FE1z_s=Xw(4v|FzXOL zehw$3SiQjcY?fd2!LT<&H*#eX=Wd`_pNIQpc}Q7}X_o?G2yods} z{uL%xOKP&(rSF06L)QJ-43GxoKu=C`sjq)9b=tg+-R`dmn;E-n@+8rxI6WC`{hb-Ih50}ZXCBo zcjARw|4*Gl)*7n7)jwT378~{Ld@7>Bd*j1{+=R{tcgIT`>y%&ahGxpEB10zl!HAg! zvWdIQ#*^|17v$eZ{X;G#ct0FbFNX|XgpmrkqB1RR%NE<(^~8Pl+}1WnEl4}u&ja#O z9?y#MVzEIx2}ZdG4QgUWly6--dTgmSO$d~zBu;{iOtSXo%LyCLiYv2%ZT#muRK&zL zl$`HRjTNz)DwMJ|jA==wqGa-C+*jvb^_MMcDL37uZX)f7n->)&NV&fTq_#(M9IdQP3RP*Gl9sLQV)eq6-@z= zuL~GZWR(c5m9*XaO{nL8#;}AJGnc+NE+C=!18hpPaNbOm?GS?OuQu^tEvCCx`H?}4 zKH;~3@>ajH)|Pwh@eC1^vcic0t8W;r3@fF}YCL*`d#`mrx@O{nYPpHsr#~bemNmzr zGd@ZigJ#?xzG15|&q|pWzn$8$c90N9nXl5+Wnb}fMSQL|4Q&AWgD?HiqXu60m6Ft} zWDW#Y+&F`CUiZfB)D=O(Q(kg{VCNy%%;Cz=Y5~OMLALWZDu7`NC{BY4{N}k*s=R`6J>GXlLO2Xd%TsY|$QGWX zk-Gx|cq+<+gV6a7Tv6p-=SC?y0!TrHIACGB^8|tI2nKY(W;lESm z-QM8LEjN6ob?QtGn)%x;cr?h@EKWQL#q12dUJ_DquY211dzG?o5soAn;LWBR94w|s zU8}V=1x!8;Bu@=)bGVInrb~Q1AAA+(0^B`F?7T8^{?tp(t8T^EOL>&>nwpy*r`QQb z`G`&zf!}*KU@*b_I$Nn4ORt)5SAyPcW3Mks`7v%P@efw(HQ+4=y}Rjwe&kfQaK+Nv zFe~70`RJkX*ktU-7D%DZVS&sMwfSe5oBpzMUWDUzNAV+{DBFb1|Ad&!*fAiED2|Q( zHpln!`F%QtI=TxhhQBRips+yo>i^r@?;w;CvPG zJdlwKR<7h|X#j8k0EdG8wEwJ**sg!!n^m2EVZ{ynq{uo8;-9Wd-8_ba|6kzlQY;!2 z(~MK`xA@MR|M{=}XGXYz6dHqt$wuETe z&vg7c|MRD##V{PEU2=hzp08!qGX%e#ZjEI|leW3uLe17B10FEU=k8>lv`i5Y?t7EJ5{`lH)o1q2{ zD`fPi(=I&=BUIVhKtsGlfnP?wDNAioy@FbJ%-989DGG*Q|9ft6Y-;j={GITn^n+dN zqxl}CW{{#Y>dC}!b1N3tfYV;>t$;VFJQ{tU*^@6I`zRID-vMWRp-INh=et+QS{h#; zZj$crZzRulQAt__)3M&W^XwSW9TE7iC=BbJzFvO9Ie}dEe){zRCMMhvT$Yd}+0 z+wGdI8pwmm=g(a{w=`#G4YI!gg7A&$LN|7o)x7p#d3B;m!y$2&n1}eU_GpMrz~Q4m zTfD#b#<_2I&ZJrDnMC4sOAHh|HeQevB1@>8-IOkj4y?+Q@eT z_uP9id&zXMtH9*Fw|u6be?jFNxHD5I6LdFN@A;{xnBK>-@W0_sshbPcP{mcHFD3d# z@{KQ#*EFlwM;hE#?fO%;LLV?845x&Toi^tVIJ8cDW=C^bI`Phk-u-xs{TmQ^HcxmJ z$PZr_G$|h1qxLb=rP&-sB3=G$7lHn*`@zTp@DI2qpr1ctG)M;4WL z`pL-#?+CyiVJx)QgxEzcLKfv8_^Ppog_T6IJvN3&sl_5cD%X38uL|7rf}1w`Dx&JR z?w#aCotNi=cLQwycG5>Mu}DJW9#(ra6+3ViJNEweMH}R_5gZUMGafj0NJun;hyMYz z%@lCPF#Qh5AK>~9-k1*Y;++b}Jlh=BY^|NhEHFrS2$-UN_pBp`%T48SNnGY~(rsxu zlC#2{+pyf*#s+WM?4F%^B)%PENhsw)Iu1b+()h^?g{zchfchLOaMUtS1c6*2dfJ zn=u|D@F@=ot$}E6H?`|`3Lts5o4NPz${e>s9>i-M#<~+SHkaBJLVdttyOlgCy=mN> zD8CJce@N}yorM2r5ZFw^bb|(lE330x!`MTl{@w@4e6itE?XJ*e-`t1q=T9977Eb)s z!AtgN<5aL6&I#z+`)_ng&}y3?UCJiA$zkdnp^*I{ZR%6wx7qEkG4_%po(JPDrp(#q zO8DfvYLHH~ETuTe4^jmgvutJ7Swu(lLX+Wgrv}rAvCsO)%R@|@Ay# zDQ3^F&qS_Q21Zwik(n2!{ulcfcnlK$@z|I>uq)39=Vl?iTF3i3zU?D^wb!!Y6wV{j zr8@90wqY%cEdnTSLu-3fRob7UJK|)Joq%7@z(1aVzfZ?E$IZh34F6LWQL7Gah7Wiw zqK8BMu9Q2c@i>%cYwh}Gt5#t#lm&UQ?lj2q!b?=O4X=>hY-R-i!`o}mt)f?}IG&5m z7ttAa0{=paR1fxMsz%@NN)PxoE>=6|zfOBA%_O|yVNh$I8u&H2)<`=$O~5Ah?Yy`6 z%1ZDOrvkfyPR|hNi{tJ{oH$WYjHr>n1Y>8ngtXaE&#%7l!vhgAg(RJDh=O^PZ{`Nv6L@V zXMCw-)j;xArx3n9Oo3O_3SpyvmOL}7ACzL%RRsZ1s{@>e?%0w_o8_T98&ND{H>NQH+ zSmH?dQeM1gCDApv{;ep)$X7djG6V%c?zbM+^W_H3Uvi(vdUn(d9~j<$JpB6HQ zAEIDvy&0~*uLK0S{5q!vJR3{v+#^R?46FnTSeVh(I9cuTlM1>P>!Q~>ew_;E8s8_c9qJa zfI};783IyT3OS&yBFVE!dV%=clDdvCCRvt{ECIt4gEJ))vi%A;&aBY?FgPZzp73^H zJpp?uv{>9A2WF%t1cL&C=HF8{CUa;KLYZFAqYu0JS`d-d?uhm?tYJuMF_Lqtf1&VC z-Fr;=#jh4u!eP`-q|I}tYHcDG`?YEI{UAp1mCOT~`#&qW9$3i{J3rn~{YY#X-So0{ z%m&n>&h4LiciiuoTR~1=cnHa1B{nQvMUGo<-D@Gtu80d$>5k=k<{D0t?H9Iy82r?) zD&Lb6pN7EiEC_to5xCI=F0Naf{3@}ksX7e!qR86YhK%7#va`j*XlC(Lh=*Jk;oMg; zj+d&Ww|~v^Dw5sT`uoD>zYk3x6ST|b+=p8liS-lQHSBrq9i z52yb7JT&wY8nRCx{e4U|UGOQpMrQN_xz6V&dU4A!fQ!J^%6tP2f&KoMRw5X3#%{(F za@6?HhTh+izLz25QozXsQKWY5Rj$hKW94W1My3h4OKdOprT#HbrO~)&zZGEHtV5(J z$sPiA#&45}n8_zc&LM!6OFOmyFU#RLD&R3v=>GbAnma9tgI^ z@xN0eXrXCOb(Ha_2pB=~!7$OZDL#w4>;U&TEu8dHVYzThgFHGUfT>B|^$_sbp72`8 z$$yf^ep2#n8P_!ZKx^o-HDXl|H=v`GB%_8e_)XQ9Q`RX-FEUs43=Tr6YgaEf|E&oB zZ+7@Pa=~7hYoHE|q+_dr==ItlVI?lNH)w9R;l@nN@WgQa+g47duNOse19~N7%TXpX zVKEz1`%g%AIG^p|?2&g=0qm^S@!!5bP1Bgf^O^u2Qea@TQ9<|Q1Ds#`UklRVy>M5U zaMS~U6nflz(DeH7VNLJh^%pLU*1I|*sITeicg;6B(pe0SOD&=oG~asy**a>0(%MM# z#os)yovG@>By~wQ2?5;xbYkW|F|V5sV=oM9pO?4H=gY8|h*TYVE;M1AzXa?t{VBbb z@PV{?JaS0>o3FfXQbm11+OUwB^W?M}6Ofl_7~Wl`I@itfW%;c}kB!Q!ye!ADZ}Z5WZv;IcgU~QKhqbcj&F+~GL8&A}L_Jt+T)(iopKNLh4`PL)3o1`nDc?KQ zTd^1pkRy!pucjBjJQ^~U-)MeVP#t~z;@!tVPAAjlcD!eQE*iyT-h6#dz6XIBhxVmv z?Iv)p+*1F;8(kl~R+QLt4Oc%fYIHv~rf#Por>YGEZIhZkHuKwg=)|a zuaLbINol~$UOgh5eYAND`Klzl{=SZXuw(Kw>rr-My^mQSw6mJXZ z*x|jNd{RAFVOSgH)x}Q6Gq)Uch-jM^Lwzccpw9sw5?%y{MGO5|Er{G_cU}nv_xh&6 z6#NHcOvaK^LqRx=@_p4##B}|1iIYC*Y*6Ewc>98M7sB&a;c%|nN2dQPuZwKk7GeVY zA^^DqfnsME*6-yS^Mv3ySx3qsR^_PC%;-U3y8rO|JdSq|0q?-J-4x%%ZenOVi5B&* zo`POx=1Zq7cgnv~RzU2%4>J%%ym1&0i$-h_2m-!tK^mXlq)rmZ0`KZi5YJ?FG?_J7Q%dY*UOs>6$wTPu;6k72OU(7cL$9n@}7^ zMXt%U*L|7ruQy&}VQcW+_;OMPgjv~%V*@qq(X?BjSyeK9)aiYr_q~;J+z`aH{%xe- z@cCggWxf-)=Q|On1y*=B*l)}4X#hyQG5|BEc;@ae0iitFL}*v*i%$=4mJ#Q?jgZoZ zYwmfO#~%fr95U4Gqd+z>vTg2ZgXCRMqFb+z*z?t0yTsJjMXe+&Gw_SdWjZ-Qwe2*1 zVvhcb>Y0S@LIF_hmmp;%>c(|%?$x8y#x+Wqi0`mBI=@ z9iq5~M0ahLB3{PxQj{dlZ4v0!c?ZbSETOqpOLPLzKhIhqIFufnL>z02KK#z@_c5A(k;xqk> zAJpA^u>cHr-=qq;f*?%2-nvo#${S4OA+;|1@$M(t@pHl2QRggxY+ZhQFt|{c3A>gO z;5F_J@6)kSg+Q;vg5iNPW5;QRcYY22LSmUzQG=_kM|6Z;yhFpGrfAS>^mZ6iGUGb@ z89)Nuf4@miz1c{0By$1u?6vu{pOPF)%$M#~uirp+r>KCaqwC$@#_MhO99;Ddm}`}d zhK8N~N>T3Jm|ccixmBrPFApE*8*`fJL6$YY@YWy-He0Wy7637_3u;XuA`EQSiG zmZ(?ZaV2guc{+N+&HR!3z1ayw4B}66+W+9zIGQb>b4X@V*h@y2zaOZ7Y87iaQMf2; zKY1P$whkc`zA!6d6}XmN>sOY3M{%%I*%t{g^@VwzGT(tlV_4$n_ReBnYb*~!$0r%eLV>M98D&Kck%HFh$6 zazBK1&wT(bz)WJ@;-|+nqvQPswbX-=vD;7+ye_cM2QMp_)V$ZRl9amU2@K zQNjXPWX@RXy0*&UTXxi6f4u%eQmx|4^a)nnjU_-a@-C=wFrexN{lFEc{e9IzdCPNy zd=jbl*@uyD%8hMAK7jHSk+!ZUVt;q=>i0#n07j#={QX3h;+T50(|2Rl=i!UjtY0Z`+fWR+2+hw;xHzqAHKK*Lp*45z1X3;M~5f4BOW>c=S><{OT@pu2;Z5W#CPZgNKP!`Ex@5j&mRNu;f(D7;I9c8rFI=O?5UDTf#+(}l z^+=0S9m!U^&zN><;R}Z6!G1pxgs$2S?s~L*oVSF73gjJA31mk@48$ub-yd0+8gDJmnXpQYZ z4qdDV!ivP}+-3Z|c`ZELc3SvVUa&{$-PNR<%{z|j)w_OP= zCO%~UhMckpj0#|1WAU}_`S0sNnmW1zb}7PTsU`4U+6?{O5HfJSlL6>UziE`AI;|4l zUHEl6;1HJ$4qj()4-P_SRmnC>?9H?a^+D>3xQ$WJj+EQTf+(17H1glS`hV-u{}ib! z{;QDRrA9bRq<-){0u5%B_mYuRj#l{1YWHmv9nsG-_c(h=)#Sn4sDy{|o*+(IV0MC3 z!e$^I0fk6AnlwiEtaTX@oh8e=sV*aknDDJkdkFAgoDphGD&m=!ot{|U!t|@g=E&*ha;~Nh9%VX3 z{xpP#9y0%Lu_!z??%ZR4ei4gYqI)7vZ>4GWbM<|wocO1~@StvZsQtTgTBLFKx$eW+ z*XFRKsT-|rr3zn{^SU)`N!NBUUeV-#1VD5bZ>gREtsPBfw3bjlC+dTjoi8#RSg2)< zUisFyIZIS=pdyR$w diff --git a/website/src/tutorials.md b/website/src/tutorials.md index 678ef192..a2e95743 100644 --- a/website/src/tutorials.md +++ b/website/src/tutorials.md @@ -43,9 +43,6 @@ c-copy: "Learn about how we used LIT to analyze a sentiment classifier." %} {% include partials/tutorial-link-element c-title: "Debugging a Text Generator", link: "/tutorials/generation", c-copy: "Learn about how we used LIT to debug summarization by a text generation model." %} -{% include partials/tutorial-link-element c-title: "Gender Bias in Coreference", link: "/tutorials/coref", -c-copy: "Learn how we used LIT to explore gendered associations in a pronoun resolution model." %} - {% include partials/spacer height:50 %} diff --git a/website/src/tutorials/coref.md b/website/src/tutorials/coref.md deleted file mode 100644 index fdc6030b..00000000 --- a/website/src/tutorials/coref.md +++ /dev/null @@ -1,64 +0,0 @@ ---- -title: Gender Bias in Coreference -layout: layouts/tutorial.liquid - -hero-image: /assets/images/sample-banner.png -hero-title: "Gender Bias in Coreference" -hero-copy: "Learn how we can use LIT to explore gendered associations in a pronoun resolution model." - -bc-anchor-category: "analysis" -bc-category-title: "Analysis" -bc-title: "Coreference" - -time: "10 minutes" -takeaways: "Learn about how to explore fairness using datapoint comparison and metrics comparisons." ---- - -## Gender Bias in Coreference - -{% include partials/link-out link: "../../demos/coref.html", text: "Explore this demo yourself." %} - -Or, run your own with [`examples/coref/coref_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/coref/coref_demo.py) - -Does a system encode gendered associations, which might lead to incorrect predictions? We explore this for coreference, the task of identifying whether two mentions refer to the same (real-world) entity. For example, in the sentence "The technician told the customer that they could pay with cash.", we understand from the context that "they" refers to "the customer", the one paying. - -The Winogender dataset introduced by Rudinger et al. 2018 presents a set of challenging coreference examples designed to explore gender bias. It consists of 120 templates, each with semantic context that makes it easy for humans to tell the answer. Each template is instantiated with different pronouns, in order to give a minimal pair: -- "The technician told the customer that **he** could pay with cash." -- "The technician told the customer that **she** could pay with cash." - -In both cases, the pronoun should refer to the customer - but does our model agree? Or does it fall back on stereotypes about who can be a technician, or a customer? We can use LIT to explore this interactively, making use of the side-by-side functionality, structured prediction visualization, and powerful features for aggregate analysis to validate our findings. - -We load our coreference model into LIT, along with a copy of the Winogender dataset. Our model predicts probabilities for each mention pair - in this case the (occupation, pronoun) and (participant, pronoun) pairs - and LIT renders this as a pair of edges: - -{% include partials/inset-image image: '/assets/images/lit-coref-pred.png', - caption: 'Above: A coreference prediction.'%} - -We can select an example by clicking the row in the data table in the top left of the UI; the predictions will display automatically in the "Predictions" tab below. To look at two predictions side-by-side, we can enable "Compare datapoints" mode in the toolbar, which will pin our first selection as a "reference" and allow us to select another point to compare: - - -{% include partials/inset-image image: '/assets/images/lit-coref-select.png', - caption: 'Above: Selecting two datapoints to compare.'%} - -We see that LIT automatically replicates the predictions view, allowing us to see how our model handles "he" and "she" differently on these two sentences: - -{% include partials/inset-image image: '/assets/images/lit-coref-compare.png', - caption: 'Above: Comparing coreference predictions of two datapoints.'%} - -To see why this might be, we can make use of some additional information from the U.S. Bureau of Labor Statistics (BLS), which tabulates the gender percentages in different occupations. Our example loads this along with the dataset, and LIT shows this as a column in the data table: - -{% include partials/inset-image image: '/assets/images/lit-coref-data.png', - caption: 'Above: Datapoints with extra informational feature columns.'%} - -We see that "technician" is only 40% female, suggesting that our model might be picking up on social biases with its eagerness to identify "he" as the technician in the example above. - -Is this a pattern? In addition to individual instances, we can use LIT to see if this holds on larger slices of the data. Turning to the "Performance" tab, we see that our model gets around 63% accuracy overall. - -{% include partials/inset-image image: '/assets/images/lit-coref-metric-top.png', - caption: 'Above: Overall model accuracy in the metrics table.'%} - -Let's see how this breaks down. On the right, the Scalars module lets us select data based on scalar values, such as the percent female of each profession according to BLS. Let's select the points on the left, with professions that are stereotypically male (< 25% female). Additionally, we'll stratify our metrics based on the pronoun group, and whether the answer should be the occupation term or the other, neutral, participant: - -{% include partials/inset-image image: '/assets/images/lit-coref-metrics.png', - caption: 'Above: Metrics faceted into sub-groups and scalar results plots.'%} - -We can see that on this slice, our model performs very well when the ground truth agrees with the stereotype - i.e. when the answer is the occupation term, our model resolves male pronouns correctly 91% of the time, while only matching female pronouns 37% of the time in exactly the same contexts. diff --git a/website/src/tutorials/sequence-salience.md b/website/src/tutorials/sequence-salience.md index bb045c1e..371b1271 100644 --- a/website/src/tutorials/sequence-salience.md +++ b/website/src/tutorials/sequence-salience.md @@ -280,8 +280,7 @@ them in prompt engineering use cases. ## Case Study 3: Side-by-Side Behavior Comparisons LIT support a [side-by-side (SxS) mode][lit_sxs] that can be used to compare two -models, or here, compare model behavior on two related examples. (Check out the -[gender bias tutorial][coref_tutorial] for another case study in SxS analysis.) +models, or here, compare model behavior on two related examples. Let's see how we can use this to understand differences in prompt designs with Sequence Salience. @@ -451,7 +450,6 @@ helpful guides that can help you develop better prompts, including: [ai_studio]: https://cloud.google.com/generative-ai-studio?hl=en [constitution_maker]: https://arxiv.org/abs/2310.15428 [constitutions]: https://arxiv.org/abs/2212.08073 -[coref_tutorial]: ../../tutorials/coref/ [cot]: https://proceedings.neurips.cc/paper_files/paper/2022/hash/9d5609613524ecf4f15af0f7b31abca4-Abstract-Conference.html [data_table]: ../../documentation/ui_guide.html#data-table [datapoint_editor]: ../../documentation/ui_guide.html#datapoint-editor From aa493409c454a2ed269fdedd15353404c14b4936 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Fri, 7 Jun 2024 08:53:19 -0700 Subject: [PATCH 19/50] Remove the t5 demo, models, dataset, and other related documentation from the LIT examples. PiperOrigin-RevId: 641263684 --- lit_nlp/components/similarity_searcher.py | 76 --- lit_nlp/examples/blank_slate_demo.py | 20 - lit_nlp/examples/datasets/mt.py | 201 -------- lit_nlp/examples/datasets/summarization.py | 129 ----- lit_nlp/examples/models/t5.py | 561 --------------------- lit_nlp/examples/models/t5_int_test.py | 25 - lit_nlp/examples/models/t5_test.py | 20 - lit_nlp/examples/t5_demo.py | 245 --------- website/sphinx_src/components.md | 11 +- website/sphinx_src/demos.md | 21 - website/src/tutorials/generation.md | 38 -- 11 files changed, 5 insertions(+), 1342 deletions(-) delete mode 100644 lit_nlp/components/similarity_searcher.py delete mode 100644 lit_nlp/examples/datasets/mt.py delete mode 100644 lit_nlp/examples/datasets/summarization.py delete mode 100644 lit_nlp/examples/models/t5.py delete mode 100644 lit_nlp/examples/models/t5_int_test.py delete mode 100644 lit_nlp/examples/models/t5_test.py delete mode 100644 lit_nlp/examples/t5_demo.py delete mode 100644 website/src/tutorials/generation.md diff --git a/lit_nlp/components/similarity_searcher.py b/lit_nlp/components/similarity_searcher.py deleted file mode 100644 index acd17336..00000000 --- a/lit_nlp/components/similarity_searcher.py +++ /dev/null @@ -1,76 +0,0 @@ -# Copyright 2020 Google LLC -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -# ============================================================================== -"""Uses nearest neighbor search for similar examples.""" - -from typing import Optional - -from lit_nlp.api import components as lit_components -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import model as lit_model -from lit_nlp.api import types -from lit_nlp.components import index -from lit_nlp.lib import utils - -JsonDict = types.JsonDict -IndexedInput = types.IndexedInput - - -class SimilaritySearcher(lit_components.Generator): - """Searching by similarity.""" - - def __init__(self, indexer: index.Indexer): - self.index = indexer - - def _get_embedding(self, example: types.Input, model: lit_model.Model, - embedding_name: str): - """Calls the model on the example to get the embedding.""" - model_output = model.predict([example]) - embedding = list(model_output)[0][embedding_name] - return embedding - - def _find_nn(self, model_name, dataset_name, embedding_name, embedding): - """wrapper around the Index() class api.""" - similar_examples = self.index.find_nn( - model_name, dataset_name, embedding_name, embedding, num_neighbors=25) - return similar_examples - - def is_compatible(self, model: lit_model.Model, - dataset: lit_dataset.Dataset) -> bool: - dataset_embs = utils.spec_contains(dataset.spec(), types.Embeddings) - model_in_embs = utils.spec_contains(model.input_spec(), types.Embeddings) - model_out_embs = utils.spec_contains(model.output_spec(), types.Embeddings) - return dataset_embs or model_in_embs or model_out_embs - - def generate( # pytype: disable=signature-mismatch # overriding-parameter-type-checks - self, - example: types.Input, - model: lit_model.Model, - dataset: lit_dataset.IndexedDataset, - config: Optional[JsonDict] = None) -> list[JsonDict]: - """Find similar examples for an example/model/dataset.""" - model_name = config['model_name'] - dataset_name = config['dataset_name'] - embedding_name = config['Embedding Field'] - embedding = self._get_embedding(example, model, embedding_name) - neighbors = self._find_nn(model_name, dataset_name, embedding_name, - embedding) - return neighbors - - def config_spec(self) -> types.Spec: - return { - # Requires an embedding layer specified from a model. - 'Embedding Field': types.SingleFieldMatcher( - spec='output', types=['Embeddings']) - } diff --git a/lit_nlp/examples/blank_slate_demo.py b/lit_nlp/examples/blank_slate_demo.py index 6fbefd40..32642a74 100644 --- a/lit_nlp/examples/blank_slate_demo.py +++ b/lit_nlp/examples/blank_slate_demo.py @@ -32,11 +32,8 @@ from lit_nlp.examples.datasets import classification from lit_nlp.examples.datasets import glue from lit_nlp.examples.datasets import lm -from lit_nlp.examples.datasets import mt -from lit_nlp.examples.datasets import summarization from lit_nlp.examples.models import glue_models from lit_nlp.examples.models import pretrained_lms -from lit_nlp.examples.models import t5 from lit_nlp.examples.penguin import data as penguin_data from lit_nlp.examples.penguin import model as penguin_model @@ -88,16 +85,6 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: penguin_model.PenguinModel.init_spec(), ) - # t5 demo model loaders. - model_loaders["T5 summarization"] = ( - t5.T5Summarization, - t5.T5Summarization.init_spec(), - ) - model_loaders["T5 translation"] = ( - t5.T5Translation, - t5.T5Translation.init_spec(), - ) - # lm demo model loaders. model_loaders["bert"] = ( pretrained_lms.BertMLM, @@ -122,13 +109,6 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: penguin_data.PenguinDataset.init_spec(), ) - # t5 demo dataset loaders. - dataset_loaders["CNN DailyMail (t5)"] = ( - summarization.CNNDMData, - summarization.CNNDMData.init_spec(), - ) - dataset_loaders["WMT 14 (t5)"] = (mt.WMT14Data, mt.WMT14Data.init_spec()) - # lm demo dataset loaders. dataset_loaders["sst (lm)"] = ( glue.SST2DataForLM, diff --git a/lit_nlp/examples/datasets/mt.py b/lit_nlp/examples/datasets/mt.py deleted file mode 100644 index 5ddaa15a..00000000 --- a/lit_nlp/examples/datasets/mt.py +++ /dev/null @@ -1,201 +0,0 @@ -"""Machine translation datasets.""" - -from collections.abc import Mapping -from typing import Any, Optional - -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import types as lit_types -from lit_nlp.lib import file_cache -import pandas as pd -import six -import tensorflow_datasets as tfds - -JsonDict = lit_types.JsonDict -Spec = lit_types.Spec - -_VALID_WMT14_LANG_CODES = ('cs', 'de', 'fr', 'en', 'hi', 'ru') -_VALID_WMT14_LANG_PAIRS = ('cs-en', 'de-en', 'fr-en', 'hi-en', 'ru-en') - - -class WMT14Data(lit_dataset.Dataset): - """WMT '14 machine-translation data, via TFDS.""" - - tfds_name = 'wmt14_translate' - - def __init__( - self, - version: str = 'fr-en', - reverse: bool = False, - split: str = 'validation', - filepath: Optional[str] = None, - max_examples: Optional[int] = None, - ): - """Initializes a Dataset wrapper for the WMT-14 dataset. - - More information on the WMT 14 dataset can be found at the links below. - - * [WMT 14 website](https://www.statmt.org/wmt14/translation-task.html) - * [TFDS docs](https://www.tensorflow.org/datasets/catalog/wmt14_translate) - * [Bojar et al. 2014](https://aclanthology.org/W14-3302/) - - Args: - version: An identifier for the dataset comprising two different [ISO - 639-1](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes) language - codes separated by a `-`. WMT14 supports a limited subset of languages, - valid versions include `cs-en`, `de-en`, `fr-en`, `hi-en`, and `ru-en`. - reverse: If true, invert the source and target languages. - split: The subset of the data to dowload from TFDS. - filepath: If provided, the dataset will be loaded from disk instead of - downloaded from TFDS. This is useful for containerized demos where the - process of downloading and processing the dataset with TFDS can cause - the container to timeout and restart on a pseudo-inifinite loop. - max_examples: The maximum number of examples to load in. - - Raises: - ValueError: Invalid version identifier. - """ - if version not in _VALID_WMT14_LANG_PAIRS: - raise ValueError(f'Invalid version, {version}. Expected one of ' - f'{str(_VALID_WMT14_LANG_PAIRS)}.') - - lang_keys = version.split('-') - if reverse: - source_key = lang_keys[1] - target_key = lang_keys[0] - else: - source_key = lang_keys[0] - target_key = lang_keys[1] - - # Load dataset - if filepath: - self._examples = self._load_datapoints(filepath, source_key, target_key) - else: - ds_name = f'{self.tfds_name}/{version}' - ds = tfds.load(ds_name, download=True, try_gcs=True, split=split) - ds_np = list(tfds.as_numpy(ds)) - self._examples = [ - self._record_to_dict(d, source_key, target_key) for d in ds_np - ][:max_examples] - - @classmethod - def init_spec(cls) -> lit_types.Spec: - default_filepath = '' - return { - 'version': lit_types.String(default='fr-en'), - 'reverse': lit_types.Boolean(default=False), - 'split': lit_types.String(default='validation'), - 'filepath': lit_types.String( - default=default_filepath, required=False - ), - 'max_examples': lit_types.Integer( - default=1000, min_val=0, max_val=10_000, required=False - ), - } - - def _load_datapoints(self, - path: str, - source_key: str, - target_key: str, - skiplines: int = 0) -> list[JsonDict]: - """Loads the dataset from a CSV file. - - Args: - path: The location of the CSV file. - source_key: ISO 639-1 code for the source language. - target_key: ISO 639-1 code for the target language. - skiplines: The number of lines to skip in the input file(s). - - Returns: - The list of exmaples loaded from the file. - - Raises: - ValueError: invalid key passed for the source or target language. - """ - if source_key not in _VALID_WMT14_LANG_CODES: - raise ValueError(f'Invalid source_key, {source_key}. Expected one of ' - f'{str(_VALID_WMT14_LANG_CODES)}.') - - if target_key not in _VALID_WMT14_LANG_CODES: - raise ValueError(f'Invalid target_key, {target_key}. Expected one of ' - f'{str(_VALID_WMT14_LANG_CODES)}.') - - path = file_cache.cached_path(path) - with open(path) as fd: - df = pd.read_csv(fd, skiprows=skiplines) - return [ - self._record_to_dict(row, source_key, target_key) - for _, row in df.iterrows() - ] - - def _record_to_dict( - self, - record: Mapping[str, Any], - source_key: str, - target_key: str, - ) -> JsonDict: - """Converts a record (typically np.array or pd.Series) into a JsonDict.""" - return { - 'source': six.ensure_text(record[source_key]), - 'source_language': source_key, - 'target': six.ensure_text(record[target_key]), - 'target_language': target_key, - } - - def spec(self) -> Spec: - return { - 'source': lit_types.TextSegment(), - 'source_language': lit_types.CategoryLabel(), - 'target': lit_types.TextSegment(), - 'target_language': lit_types.CategoryLabel(), - } - - -class WMT17Data(lit_dataset.Dataset): - """WMT '17 machine-translation data, via TFDS.""" - - def __init__(self, - version: str = 'de-en', - reverse: bool = False, - split: str = 'validation', - max_examples: Optional[int] = None): - lang_keys = version.split('-') - assert len(lang_keys) == 2 - if reverse: - source_key = lang_keys[1] - target_key = lang_keys[0] - else: - source_key = lang_keys[0] - target_key = lang_keys[1] - - # Pre-load dataset - ds_name = 'wmt17_translate/' + version - ds = tfds.load(ds_name, download=True, try_gcs=True, split=split) - ds_np = list(tfds.as_numpy(ds)) - # pylint: disable=g-complex-comprehension - self._examples = [{ - 'source': six.ensure_text(d[source_key]), - 'source_language': source_key, - 'target': six.ensure_text(d[target_key]), - 'target_language': target_key, - } for d in ds_np] - # pylint: enable=g-complex-comprehension - self._examples = self._examples[:max_examples] - - def spec(self) -> Spec: - return { - 'source': lit_types.TextSegment(), - 'source_language': lit_types.CategoryLabel(required=False), - 'target': lit_types.TextSegment(), - 'target_language': lit_types.CategoryLabel(required=False), - } - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - 'version': lit_types.String(default='de-en'), - 'reverse': lit_types.Boolean(default=False), - 'split': lit_types.String(default='validation'), - 'max_examples': lit_types.Integer( - default=1000, min_val=0, max_val=10_000, required=False - ), - } diff --git a/lit_nlp/examples/datasets/summarization.py b/lit_nlp/examples/datasets/summarization.py deleted file mode 100644 index 1fd7cfff..00000000 --- a/lit_nlp/examples/datasets/summarization.py +++ /dev/null @@ -1,129 +0,0 @@ -"""Data loaders for summarization datasets.""" - -from typing import Optional - -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import types as lit_types -from lit_nlp.lib import file_cache -import pandas as pd -import tensorflow_datasets as tfds - - -class GigawordData(lit_dataset.Dataset): - """English Gigaword summarization dataset.""" - - def __init__(self, split="validation", max_examples: Optional[int] = None): - """Dataset constructor, loads the data into memory.""" - ds = tfds.load("gigaword", split=split) - - self._examples = [] # populate this with data records - if max_examples is not None: - ds = ds.take(max_examples) - for record in ds: - self._examples.append({ - "document": record["document"].numpy().decode("utf-8"), - "reference": record["summary"].numpy().decode("utf-8"), - }) - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - "split": lit_types.String(default="validation"), - "max_examples": lit_types.Integer( - default=1000, min_val=0, max_val=10_000, required=False - ), - } - - def spec(self) -> lit_types.Spec: - """Dataset spec, which should match the model"s input_spec().""" - return { - "document": lit_types.TextSegment(), - "reference": lit_types.TextSegment(), - } - - -class CNNDMData(lit_dataset.Dataset): - """English CNNDM summarization dataset.""" - - tfds_name = "cnn_dailymail" - - def __init__( - self, - split: str = "validation", - max_examples: Optional[int] = None, - max_seq_len: int = 500, - filepath: Optional[str] = None, - ): - """Initializes a Dataset wrapper for the the CNN DailyMail dataset. - - Args: - split: The subset of the data to dowload from TFDS. - max_examples: The number of examples to include from the TFDS dataset. - max_seq_len: The maximum length to load for any document in the dataset. - filepath: If provided, the dataset will be loaded from disk instead of - downloaded from TFDS. This is useful for containerized demos where the - process of downloading and processing the dataset with TFDS can cause - the container to timeout and restart on a pseudo-inifinite loop. - """ - - if filepath: - examples = self.load_datapoints(filepath)[:max_examples] - else: - ds = tfds.load(self.tfds_name, split=split) - examples = [] - if max_examples is not None: - ds = ds.take(max_examples) - for record in ds: - # format and truncate from the end to max_seq_len tokens. - document = " ".join(record["article"].numpy().decode("utf-8").replace( - "
", "").split()[-max_seq_len:]) - reference = record["highlights"].numpy().decode("utf-8") - examples.append({"document": document, "reference": reference}) - - self._examples = examples - - @classmethod - def init_spec(cls) -> lit_types.Spec: - default_filepath = '' - return { - "split": lit_types.String(default="validation"), - "max_examples": lit_types.Integer( - default=1000, min_val=0, max_val=10_000, required=False - ), - "max_seq_len": lit_types.Integer(default=500, min_val=1, max_val=1024), - "filepath": lit_types.String( - default=default_filepath, required=False - ), - } - - def load_datapoints(self, - path: str, - max_seq_len: int = 500, - skiplines: int = 0) -> list[lit_types.JsonDict]: - """Loads the dataset from a CSV file. - - Args: - path: The location of the CSV file. - max_seq_len: The maximum length to load for any document in the dataset. - skiplines: The number of lines to skip in the input file(s). - - Returns: - The list of exmaples loaded from the file. - """ - examples = [] - path = file_cache.cached_path(path) - with open(path) as fd: - df = pd.read_csv(fd, skiprows=skiplines) - for _, row in df.iterrows(): - examples.append({ - "document": row["article"][-max_seq_len:], - "reference": row["highlights"], - }) - return examples - - def spec(self) -> lit_types.Spec: - """Dataset spec, which should match the model"s input_spec().""" - return { - "document": lit_types.TextSegment(), - "reference": lit_types.TextSegment(), - } diff --git a/lit_nlp/examples/models/t5.py b/lit_nlp/examples/models/t5.py deleted file mode 100644 index 86899208..00000000 --- a/lit_nlp/examples/models/t5.py +++ /dev/null @@ -1,561 +0,0 @@ -"""LIT wrappers for T5, supporting both HuggingFace and SavedModel formats.""" -import re - -import attr -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -from lit_nlp.examples.models import model_utils -from lit_nlp.lib import file_cache -from lit_nlp.lib import utils - -import tensorflow as tf -# tensorflow_text is required for T5 SavedModel -import tensorflow_text # pylint: disable=unused-import -import transformers - -from rouge_score import rouge_scorer - -JsonDict = lit_types.JsonDict -_DEFAULT_MODEL_PATH = "https://storage.googleapis.com/what-if-tool-resources/lit-models/t5-small.tar.gz" - - -def masked_token_mean(vectors, masks): - """Mean over tokens. - - Args: - vectors: [batch_size, num_tokens, emb_dim] - masks: [batch_size, num_tokens] - - Returns: - [batch_size, emb_dim] - """ - masks = tf.cast(masks, tf.float32) - weights = masks / tf.reduce_sum(masks, axis=1, keepdims=True) - return tf.reduce_sum(vectors * tf.expand_dims(weights, axis=-1), axis=1) - - -@attr.s(auto_attribs=True, kw_only=True) -class T5ModelConfig(object): - """Config options for a T5 generation model.""" - # Input options - inference_batch_size: int = 4 - # Generation options - beam_size: int = 4 - max_gen_length: int = 50 - num_to_generate: int = 1 - # Decoding options - token_top_k: int = 10 - output_attention: bool = False - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - "inference_batch_size": lit_types.Integer( - default=4, min_val=1, max_val=16, required=False - ), - "beam_size": lit_types.Integer( - default=4, min_val=1, max_val=32, required=False - ), - "max_gen_length": lit_types.Integer( - default=50, min_val=1, max_val=100, required=False - ), - "num_to_generate": lit_types.Integer( - default=1, min_val=1, max_val=10, required=False - ), - "token_top_k": lit_types.Integer( - default=10, min_val=1, max_val=25, required=False - ), - "output_attention": lit_types.Boolean(default=False, required=False), - } - - -def validate_t5_model(model: lit_model.Model) -> lit_model.Model: - """Validate that a given model looks like a T5 model. - - This checks the model spec at runtime; it is intended to be used before server - start, such as in the __init__() method of a wrapper class. - - Args: - model: a LIT model - - Returns: - model: the same model - - Raises: - AssertionError: if the model's spec does not match that expected for a T5 - model. - """ - # Check inputs - ispec = model.input_spec() - assert "input_text" in ispec - assert isinstance(ispec["input_text"], lit_types.TextSegment) - if "target_text" in ispec: - assert isinstance(ispec["target_text"], lit_types.TextSegment) - - # Check outputs - ospec = model.output_spec() - assert "output_text" in ospec - assert isinstance( - ospec["output_text"], - (lit_types.GeneratedText, lit_types.GeneratedTextCandidates)) - assert ospec["output_text"].parent == "target_text" - - return model - - -class T5SavedModel(lit_model.BatchedModel): - """T5 from a TensorFlow SavedModel, for black-box access. - - To create a SavedModel from a regular T5 checkpoint, see - https://github.com/google-research/text-to-text-transfer-transformer#export - """ - - def __init__(self, saved_model_path: str, model=None, **config_kw): - super().__init__() - # By default, SavedModels from the original T5 codebase have batch_size=1 - # hardcoded. Use setdefault here so that the user can still override if - # they've fixed this upstream. - config_kw.setdefault("inference_batch_size", 1) - self.config = T5ModelConfig(**config_kw) - self.model = model or tf.saved_model.load(saved_model_path) - - ## - # LIT API implementations - def max_minibatch_size(self) -> int: - # The lit.Model base class handles batching automatically in the - # implementation of predict(), and uses this value as the batch size. - return self.config.inference_batch_size - - def predict_minibatch(self, inputs): - """Predict on a single minibatch of examples.""" - model_inputs = tf.constant([ex["input_text"] for ex in inputs]) - model_outputs = self.model.signatures["serving_default"](model_inputs) - return [{ - "output_text": m.decode("utf-8") - } for m in model_outputs["outputs"].numpy()] - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - "saved_model_path": lit_types.String(), - **T5ModelConfig.init_spec(), - } - - def input_spec(self): - return { - "input_text": lit_types.TextSegment(), - "target_text": lit_types.TextSegment(required=False), - } - - def output_spec(self): - return {"output_text": lit_types.GeneratedText(parent="target_text")} - - -class T5HFModel(lit_model.BatchedModel): - """T5 using HuggingFace Transformers and Keras. - - This version supports embeddings, attention, and force-decoding of the target - text, as well as more options to control decoding (such as beam search). - """ - - @property - def num_layers(self): - return self.model.config.num_layers - - def __init__( - self, - model_name_or_path="t5-small", - model=None, - tokenizer=None, - **config_kw, - ): - super().__init__() - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - if model_name_or_path.endswith(".tar.gz"): - model_name_or_path = file_cache.cached_path( - model_name_or_path, extract_compressed_file=True - ) - - self.config = T5ModelConfig(**config_kw) - assert self.config.num_to_generate <= self.config.beam_size - self.tokenizer = tokenizer or transformers.T5Tokenizer.from_pretrained( - model_name_or_path - ) - self.model = model or model_utils.load_pretrained( - transformers.TFT5ForConditionalGeneration, - model_name_or_path, - output_hidden_states=True, - output_attentions=self.config.output_attention, - ) - - def _encode_texts(self, texts: list[str]): - return self.tokenizer.batch_encode_plus( - texts, - return_tensors="tf", - padding="longest", - truncation="longest_first") - - def _force_decode(self, encoded_inputs, encoded_targets): - """Get predictions for a batch of tokenized examples. - - Each forward pass produces the following: - logits: batch_size x dec_len x vocab_size - decoder_past_key_value_states: tuple with cached outputs. - dec_states: tuple[len:dec_layers]: - batch_size x dec_len x hid_size - dec_attn: [optional] tuple[len:dec_layers+1] - batch_size x num_heads x dec_len x dec_len - enc_final_state: batch_size x enc_len x hid_size - enc_states: tuple[len:enc_layers]: - batch_size x enc_len x hid_size - enc_attn: [optional] tuple[len:enc_layers+1] - batch_size x num_heads x enc_len x enc_len - - The two optional attention fields are only returned if - config.output_attention is set. - - Args: - encoded_inputs: Dict as returned from Tokenizer for inputs. - encoded_targets: Dict as returned from Tokenizer for outputs - - Returns: - batched_outputs: dict[str, tf.Tensor] - """ - results = self.model( - input_ids=encoded_inputs["input_ids"], - decoder_input_ids=encoded_targets["input_ids"], - attention_mask=encoded_inputs["attention_mask"], - decoder_attention_mask=encoded_targets["attention_mask"]) - - model_probs = tf.nn.softmax(results.logits, axis=-1) - top_k = tf.math.top_k( - model_probs, k=self.config.token_top_k, sorted=True, name=None) - batched_outputs = { - "input_ids": encoded_inputs["input_ids"], - "input_ntok": tf.reduce_sum(encoded_inputs["attention_mask"], axis=1), - "target_ids": encoded_targets["input_ids"], - "target_ntok": tf.reduce_sum(encoded_targets["attention_mask"], axis=1), - "top_k_indices": top_k.indices, - "top_k_probs": top_k.values, - } - # encoder_last_hidden_state is [batch_size, num_tokens, emb_dim] - # take the mean over real tokens to get [batch_size, emb_dim] - batched_outputs["encoder_final_embedding"] = masked_token_mean( - results.encoder_last_hidden_state, encoded_inputs["attention_mask"]) - - if self.config.output_attention: - for i in range(len(results.decoder_attentions)): - batched_outputs[ - f"decoder_layer_{i+1:d}_attention"] = results.decoder_attentions[i] - for i in range(len(results.encoder_attentions)): - batched_outputs[ - f"encoder_layer_{i+1:d}_attention"] = results.encoder_attentions[i] - - return batched_outputs - - def _postprocess(self, preds): - """Post-process single-example preds. Operates on numpy arrays.""" - # Return tokenization for input text. - input_ntok = preds.pop("input_ntok") - input_ids = preds.pop("input_ids")[:input_ntok] - preds["input_tokens"] = self.tokenizer.convert_ids_to_tokens(input_ids) - # Return tokenization for target text. - target_ntok = preds.pop("target_ntok") - target_ids = preds.pop("target_ids")[:target_ntok] - preds["target_tokens"] = self.tokenizer.convert_ids_to_tokens(target_ids) - - # Decode predicted top-k tokens. - # token_topk_preds will be a list[list[(word, prob)]] - # Initialize prediction for 0th token as N/A. - token_topk_preds = [[("N/A", 1.)]] - pred_ids = preds.pop("top_k_indices")[:target_ntok] # [num_tokens, k] - pred_probs = preds.pop( - "top_k_probs")[:target_ntok] # [num_tokens, k] - for token_pred_ids, token_pred_probs in zip(pred_ids, pred_probs): - token_pred_words = self.tokenizer.convert_ids_to_tokens(token_pred_ids) - token_topk_preds.append(list(zip(token_pred_words, token_pred_probs))) - preds["pred_tokens"] = token_topk_preds - - # Decode generated ids - candidates = [ - self.tokenizer.decode(ids, skip_special_tokens=True) - for ids in preds.pop("generated_ids") - ] - if self.config.num_to_generate > 1: - preds["output_text"] = [(s, None) for s in candidates] - else: - preds["output_text"] = candidates[0] - - # Process attention fields, if present. - for key in preds: - if not re.match(r"\w+_layer_(\d+)/attention", key): - continue - if key.startswith("encoder_"): - ntok = input_ntok - elif key.startswith("decoder_"): - ntok = target_ntok - else: - raise ValueError(f"Invalid attention key: '{key}'") - # Select only real tokens, since most of this matrix is padding. - # [num_heads, max_seq_length, max_seq_length] - # -> [num_heads, num_tokens, num_tokens] - preds[key] = preds[key][:, :ntok, :ntok].transpose((0, 2, 1)) - # Make a copy of this array to avoid memory leaks, since NumPy otherwise - # keeps a pointer around that prevents the source array from being GCed. - preds[key] = preds[key].copy() - - return preds - - ## - # LIT API implementations - def max_minibatch_size(self) -> int: - # The lit.Model base class handles batching automatically in the - # implementation of predict(), and uses this value as the batch size. - return self.config.inference_batch_size - - def predict_minibatch(self, inputs: list[JsonDict]) -> list[JsonDict]: - """Run model on a single batch.""" - # Text as sequence of sentencepiece ID"s. - encoded_inputs = self._encode_texts([ex["input_text"] for ex in inputs]) - encoded_targets = self._encode_texts( - [ex.get("target_text", "") for ex in inputs]) - - ## - # Force-decode on target text, and also get encoder embs and attention. - batched_outputs = self._force_decode(encoded_inputs, encoded_targets) - # Get the conditional generation from the model. - # Workaround for output_hidden not being compatible with generate. - # See https://github.com/huggingface/transformers/issues/8361 - self.model.config.output_hidden_states = False - generated_ids = self.model.generate( - encoded_inputs.input_ids, - num_beams=self.config.beam_size, - attention_mask=encoded_inputs.attention_mask, - max_length=self.config.max_gen_length, - num_return_sequences=self.config.num_to_generate) - # [batch_size*num_return_sequences, num_steps] - # -> [batch_size, num_return_sequences, num_steps] - batched_outputs["generated_ids"] = tf.reshape( - generated_ids, - [-1, self.config.num_to_generate, generated_ids.shape[-1]]) - self.model.config.output_hidden_states = True - - # Convert to numpy for post-processing. - detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} - # Split up batched outputs, then post-process each example. - unbatched_outputs = utils.unbatch_preds(detached_outputs) - return list(map(self._postprocess, unbatched_outputs)) - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - "model_name": lit_types.String( - default=_DEFAULT_MODEL_PATH, required=False - ), - **T5ModelConfig.init_spec(), - } - - def input_spec(self): - return { - "input_text": lit_types.TextSegment(), - "target_text": lit_types.TextSegment(required=False), - } - - def output_spec(self): - spec = { - "output_text": lit_types.GeneratedText(parent="target_text"), - "input_tokens": lit_types.Tokens(parent="input_text"), - "encoder_final_embedding": lit_types.Embeddings(), - # If target text is given, the following will also be populated. - "target_tokens": lit_types.Tokens(parent="target_text"), - "pred_tokens": lit_types.TokenTopKPreds(align="target_tokens"), - } - if self.config.num_to_generate > 1: - spec["output_text"] = lit_types.GeneratedTextCandidates( - parent="target_text") - - if self.config.output_attention: - # Add attention for each layer. - for i in range(self.num_layers): - spec[f"encoder_layer_{i+1:d}_attention"] = lit_types.AttentionHeads( - align_in="input_tokens", align_out="input_tokens") - spec[f"decoder_layer_{i+1:d}_attention"] = lit_types.AttentionHeads( - align_in="target_tokens", align_out="target_tokens") - return spec - - -## -# Task-specific wrapper classes. - - -class TranslationWrapper(lit_model.ModelWrapper): - """Wrapper class for machine translation.""" - - # Mapping from generic T5 fields to this task - FIELD_RENAMES = { - "input_text": "source", - "target_text": "target", - "output_text": "translation", - } - - # From Appendix D of https://arxiv.org/pdf/1910.10683.pdf. - # Add more of these if your model supports them. - LANGCODE_TO_NAME = { - "en": "English", - "de": "German", - "fr": "French", - "ro": "Romanian", - } - - INPUT_TEMPLATE = "translate {source_language} to {target_language}: {source}" - - def __init__(self, model: lit_model.Model): - model = validate_t5_model(model) - super().__init__(model) - - def preprocess(self, ex: JsonDict) -> JsonDict: - input_kw = { - "source_language": self.LANGCODE_TO_NAME[ex["source_language"]], - "target_language": self.LANGCODE_TO_NAME[ex["target_language"]], - "source": ex["source"] - } - ret = {"input_text": self.INPUT_TEMPLATE.format(**input_kw)} - if "target" in ex: - ret["target_text"] = ex["target"] - return ret - - ## - # LIT API implementation - def description(self) -> str: - return "T5 for machine translation\n" + self.wrapped.description() - - def predict(self, inputs): - """Predict on a single minibatch of examples.""" - model_inputs = (self.preprocess(ex) for ex in inputs) - outputs = self.wrapped.predict(model_inputs) - return (utils.remap_dict(mo, self.FIELD_RENAMES) for mo in outputs) - - def input_spec(self): - spec = lit_types.remap_spec(self.wrapped.input_spec(), self.FIELD_RENAMES) - spec["source_language"] = lit_types.CategoryLabel() - spec["target_language"] = lit_types.CategoryLabel() - return spec - - def output_spec(self): - return lit_types.remap_spec(self.wrapped.output_spec(), self.FIELD_RENAMES) - - -class SummarizationWrapper(lit_model.ModelWrapper): - """Wrapper class to perform a summarization task.""" - - # Mapping from generic T5 fields to this task - FIELD_RENAMES = { - "input_text": "document", - "target_text": "reference", - } - - def __init__(self, model: lit_model.Model): - model = validate_t5_model(model) - super().__init__(model) - - # TODO(gehrmann): temp solution for ROUGE. - self._scorer = rouge_scorer.RougeScorer(["rougeL"], use_stemmer=True) - # If output is list[(str, score)] instead of just str - self._multi_output = isinstance(self.output_spec()["output_text"], - lit_types.GeneratedTextCandidates) - self._get_pred_string = ( - lit_types.GeneratedTextCandidates.top_text if self._multi_output else - (lambda x: x)) - - def preprocess(self, ex: JsonDict) -> JsonDict: - ret = {"input_text": "summarize: " + ex["document"]} - if "reference" in ex: - ret["target_text"] = ex["reference"] - return ret - - ## - # LIT API implementation - def description(self) -> str: - return "T5 for summarization\n" + self.wrapped.description() - - def predict(self, inputs): - """Predict on a single minibatch of examples.""" - inputs = list(inputs) # needs to be referenced below, so keep full list - model_inputs = (self.preprocess(ex) for ex in inputs) - outputs = self.wrapped.predict(model_inputs) - outputs = (utils.remap_dict(mo, self.FIELD_RENAMES) for mo in outputs) - - # TODO(gehrmann): temp solution to get ROUGE scores in data table. - for ex, mo in zip(inputs, outputs): - score = self._scorer.score( - target=ex["reference"], - prediction=self._get_pred_string(mo["output_text"])) - mo["rougeL"] = float(score["rougeL"].fmeasure) - yield mo - - def input_spec(self): - return lit_types.remap_spec(self.wrapped.input_spec(), self.FIELD_RENAMES) - - def output_spec(self): - spec = lit_types.remap_spec(self.wrapped.output_spec(), self.FIELD_RENAMES) - spec["rougeL"] = lit_types.Scalar() - return spec - - -class T5Translation(TranslationWrapper): - """T5 translation model. - - TranslationWrapper class has input_specs compatible with the corresponding - dataset, but its init args are not supported by the front-end system, thus - we set up a layer of init args on top to work with the front-end. - """ - - def __init__( - self, - model_name_or_path=_DEFAULT_MODEL_PATH, - model=None, - tokenizer=None, - **config_kw, - ): - model = T5HFModel(model_name_or_path, model, tokenizer, **config_kw) - super().__init__(model) - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - "model_name_or_path": lit_types.String( - default=_DEFAULT_MODEL_PATH, - required=False, - ), - **T5ModelConfig.init_spec(), - } - - -class T5Summarization(SummarizationWrapper): - """T5 summarization model. - - SummarizationWrapper class has input_specs compatible with the corresponding - dataset, but its init args are not supported by the front-end system, thus - we set up a layer of init args on top to work with the front-end. - """ - - def __init__( - self, - model_name_or_path="t5-small", - model=None, - tokenizer=None, - **config_kw, - ): - model = T5HFModel(model_name_or_path, model, tokenizer, **config_kw) - super().__init__(model) - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - "model_name_or_path": lit_types.String( - default=_DEFAULT_MODEL_PATH, - required=False, - ), - **T5ModelConfig.init_spec(), - } diff --git a/lit_nlp/examples/models/t5_int_test.py b/lit_nlp/examples/models/t5_int_test.py deleted file mode 100644 index e801a174..00000000 --- a/lit_nlp/examples/models/t5_int_test.py +++ /dev/null @@ -1,25 +0,0 @@ -"""Integration tests for lit_nlp.examples.models.t5.""" - -from absl.testing import absltest -from lit_nlp.examples.models import t5 - - -class T5IntTest(absltest.TestCase): - """Test that model can predict.""" - - def test_t5_predict(self): - # Run prediction to ensure no failure. - model_path = "https://storage.googleapis.com/what-if-tool-resources/lit-models/t5-small.tar.gz" - model = t5.T5HFModel( - model_path, num_to_generate=1, token_top_k=1, output_attention=False - ) - model_in = [{"input_text": "test text"}] - model_out = list(model.predict(model_in)) - - # Sanity-check output vs output spec. - self.assertLen(model_out, 1) - for key in model.output_spec().keys(): - self.assertIn(key, model_out[0].keys()) - -if __name__ == "__main__": - absltest.main() diff --git a/lit_nlp/examples/models/t5_test.py b/lit_nlp/examples/models/t5_test.py deleted file mode 100644 index cd44871a..00000000 --- a/lit_nlp/examples/models/t5_test.py +++ /dev/null @@ -1,20 +0,0 @@ -"""Tests for lit_nlp.examples.models.t5.""" - -from absl.testing import absltest -from lit_nlp.examples.models import t5 - - -class T5ValidationTest(absltest.TestCase): - """Test that model classes conform to the expected spec.""" - - def test_t5hfmodel(self): - model = t5.T5HFModel("t5-small", model="dummy", tokenizer="dummy") - model = t5.validate_t5_model(model) # uses asserts internally - - def test_t5savedmodel(self): - model = t5.T5SavedModel("/dummy/path", model="dummy") - model = t5.validate_t5_model(model) # uses asserts internally - - -if __name__ == "__main__": - absltest.main() diff --git a/lit_nlp/examples/t5_demo.py b/lit_nlp/examples/t5_demo.py deleted file mode 100644 index c6dc1710..00000000 --- a/lit_nlp/examples/t5_demo.py +++ /dev/null @@ -1,245 +0,0 @@ -r"""Example demo loading a T5 model. - -To run locally with a small number of examples: - python -m lit_nlp.examples.t5_demo \ - --alsologtostderr --port=5432 --max_examples=10 \ - --nouse_indexer - -To run using the nearest-neighbor lookup index (warning, this will take a while -to load): - python -m lit_nlp.examples.t5_demo \ - --alsologtostderr --port=5432 --warm_start 1.0 \ - --use_indexer --initialize_index --data_dir=/tmp/t5_index - -Then navigate to localhost:5432 to access the demo UI. -""" -from collections.abc import Sequence -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import app as lit_app -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.components import index -from lit_nlp.components import similarity_searcher -from lit_nlp.components import word_replacer -from lit_nlp.examples.datasets import mt -from lit_nlp.examples.datasets import summarization -from lit_nlp.examples.models import t5 -from lit_nlp.lib import caching # for hash id fn - -# NOTE: additional flags defined in server_flags.py - -_CNNDM_TRAIN_HOSTED = f"{summarization.CNNDMData.tfds_name}_train" -_CNNDM_VALIDATION_HOSTED = f"{summarization.CNNDMData.tfds_name}_validation" -_WMT14_DE_EN_HOSTED = f"{mt.WMT14Data.tfds_name}_de-en_validation" -_WMT14_FR_EN_HOSTED = f"{mt.WMT14Data.tfds_name}_fr-en_validation" - -_CNNDM_TRAIN_HOSTED_URL = "https://storage.googleapis.com/what-if-tool-resources/lit-data/cnn_dailymail_train.csv" -_CNNDM_VALIDATION_HOSTED_URL = "https://storage.googleapis.com/what-if-tool-resources/lit-data/cnn_dailymail_validation.csv" -_WMT14_DE_EN_HOSTED_URL = "https://storage.googleapis.com/what-if-tool-resources/lit-data/wmt14_translate_de-en_validation.csv" -_WMT14_FR_EN_HOSTED_URL = "https://storage.googleapis.com/what-if-tool-resources/lit-data/wmt14_translate_fr-en_validation.csv" - -_MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", 200, - "Maximum number of examples to load from the development set.") - -_MAX_INDEX_EXAMPLES = flags.DEFINE_integer( - "max_index_examples", 2000, - "Maximum number of examples to index from the train set.") - -_MODELS = flags.DEFINE_list( - "models", - [ - "t5-small:https://storage.googleapis.com/what-if-tool-resources/lit-models/t5-small.tar.gz", - ], - "Which model(s) to load, as :.", -) -_TASKS = flags.DEFINE_list("tasks", ["summarization", "mt"], - "Which task(s) to load.") - -_TOKEN_TOP_K = flags.DEFINE_integer( - "token_top_k", 10, "Rank to which the output distribution is pruned.") -_NUM_TO_GEN = flags.DEFINE_integer( - "num_to_generate", 4, "Number of generations to produce for each input.") - -_HOSTED_DATASETS = flags.DEFINE_list( - "hosted_datasets", - [_WMT14_DE_EN_HOSTED, _WMT14_FR_EN_HOSTED], - "Datasets to use the mirror on storage.googleapis.com.", -) - -## -# Options for nearest-neighbor indexer. -_USE_INDEXER = flags.DEFINE_boolean( - "use_indexer", False, "If true, will use the nearest neighbor index." -) -_INITIALIZE_INDEX = flags.DEFINE_boolean( - "initialize_index", True, - "If the flag is set, it builds the nearest neighbor index before starting " - "the server. If false, will look for one in --data_dir. No effect if " - "--use_indexer is False.") - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - FLAGS.set_default("data_dir", "./t5_data/") - FLAGS.set_default("initialize_index", False) - FLAGS.set_default("hosted_datasets", [ - _CNNDM_TRAIN_HOSTED, _CNNDM_VALIDATION_HOSTED, _WMT14_DE_EN_HOSTED, - _WMT14_FR_EN_HOSTED - ]) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("t5_demo:get_wsgi_app() called with unused args: %s", unused) - return main([]) - - -def build_indexer(models): - """Build nearest-neighbor indices.""" - assert FLAGS.data_dir, "--data_dir must be set to use the indexer." - # Datasets for indexer - this one loads the training corpus instead of val. - index_datasets = {} - if _CNNDM_TRAIN_HOSTED in _HOSTED_DATASETS.value: - index_datasets["CNNDM"] = summarization.CNNDMData( - filepath=_CNNDM_TRAIN_HOSTED_URL) - else: - index_datasets["CNNDM"] = summarization.CNNDMData( - split="train", max_examples=_MAX_INDEX_EXAMPLES.value) - - index_datasets = lit_dataset.IndexedDataset.index_all(index_datasets, - caching.input_hash) - # TODO(lit-dev): add training data and indexing for MT task. This will be - # easier after we remap the model specs, so it doesn't try to cross-index - # between the summarization model and the MT data. - index_models = { - k: m for k, m in models.items() if isinstance(m, t5.SummarizationWrapper) - } - # Set up the Indexer, building index if necessary (this may be slow). - return index.Indexer( - datasets=index_datasets, - models=index_models, - data_dir=FLAGS.data_dir, - initialize_new_indices=_INITIALIZE_INDEX.value) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - ## - # Load models. You can specify several here, if you want to compare different - # models side-by-side, and can also include models of different types that use - # different datasets. - base_models = {} - for model_string in _MODELS.value: - # Only split on the first ':', because path may be a URL - # containing 'https://' - model_name, path = model_string.split(":", 1) - if path.startswith("SavedModel"): - saved_model_path = path.split(":", 1)[1] - base_models[model_name] = t5.T5SavedModel(saved_model_path) - else: - # TODO(lit-dev): attention is temporarily disabled, because O(n^2) between - # tokens in a long document can get very, very large. Re-enable once we - # can send this to the frontend more efficiently. - base_models[model_name] = t5.T5HFModel( - model_name_or_path=path, - num_to_generate=_NUM_TO_GEN.value, - token_top_k=_TOKEN_TOP_K.value, - output_attention=False, - ) - - model_loaders: lit_app.ModelLoadersMap = { - "T5 summarization": (t5.T5Summarization, t5.T5Summarization.init_spec()), - "T5 translation": (t5.T5Translation, t5.T5Translation.init_spec()), - } - - ## - # Load eval sets and model wrappers for each task. - # Model wrappers share the same in-memory T5 model, but add task-specific pre- - # and post-processing code. - models = {} - datasets = {} - dataset_loaders: lit_app.DatasetLoadersMap = {} - if "summarization" in _TASKS.value: - for k, m in base_models.items(): - models[k + "_summarization"] = t5.SummarizationWrapper(m) - if _CNNDM_VALIDATION_HOSTED in _HOSTED_DATASETS.value: - datasets["CNNDM"] = summarization.CNNDMData( - filepath=_CNNDM_VALIDATION_HOSTED_URL) - else: - datasets["CNNDM"] = summarization.CNNDMData( - split="validation", max_examples=_MAX_EXAMPLES.value) - - dataset_loaders["CNN DailyMail"] = ( - summarization.CNNDMData, - summarization.CNNDMData.init_spec(), - ) - - if "mt" in _TASKS.value: - for k, m in base_models.items(): - models[k + "_translation"] = t5.TranslationWrapper(m) - - if _WMT14_DE_EN_HOSTED in _HOSTED_DATASETS.value: - datasets["wmt14_ende"] = mt.WMT14Data( - version="de-en", reverse=True, filepath=_WMT14_DE_EN_HOSTED_URL) - else: - datasets["wmt14_ende"] = mt.WMT14Data(version="de-en", reverse=True) - - if _WMT14_FR_EN_HOSTED in _HOSTED_DATASETS.value: - datasets["wmt14_enfr"] = mt.WMT14Data( - version="fr-en", reverse=True, filepath=_WMT14_FR_EN_HOSTED_URL) - else: - datasets["wmt14_enfr"] = mt.WMT14Data(version="fr-en", reverse=True) - - dataset_loaders["WMT 14"] = (mt.WMT14Data, mt.WMT14Data.init_spec()) - - # Truncate datasets if --max_examples is set. - for name in datasets: - logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) - datasets[name] = datasets[name].slice[:_MAX_EXAMPLES.value] - logging.info(" truncated to %d examples", len(datasets[name])) - - ## - # We can also add custom components. Generators are used to create new - # examples by perturbing or modifying existing ones. - generators = { - # Word-substitution, like "great" -> "terrible" - "word_replacer": word_replacer.WordReplacer(), - } - - if _USE_INDEXER.value: - indexer = build_indexer(models) - # Wrap the indexer into a Generator component that we can query. - generators["similarity_searcher"] = similarity_searcher.SimilaritySearcher( - indexer=indexer) - - ## - # Actually start the LIT server, using the models, datasets, and other - # components constructed above. - lit_demo = dev_server.Server( - models, - datasets, - generators=generators, - model_loaders=model_loaders, - dataset_loaders=dataset_loaders, - **server_flags.get_flags(), - ) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index c9a959c0..39fafcb4 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -2,6 +2,8 @@ +TODO(b/343678324): Remove the files after cl/629748253 is submitted. + ## Framework and Model Support @@ -44,10 +46,9 @@ every invocation.) Generally, you'll need to: directly. Alternatively, you can export to a `SavedModel` and load this in an eager mode -runtime. This leads to much simpler code (see -[this example](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/t5.py?l=72&rcl=378713625)), -but may require changes to your `SavedModel` exporter in order to access model -internals like embeddings, gradients, or attention. +runtime. This leads to much simpler code, but may require changes to your +`SavedModel` exporter in order to access model internals like embeddings, +gradients, or attention. ### Remote or hosted models @@ -175,8 +176,6 @@ or decoder. the model can also output a `ReferenceScores` field (with values as `list[float]`) with `parent=` set to reference a `TextSegment` or `ReferenceTexts` field from the input. -* For modeling examples, see - [examples/models/t5.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/t5.py) ![Generated Text Module](images/components/generation-results.png){w=600px align=center} diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index 56aabbc6..89bb4acb 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -81,27 +81,6 @@ Tip: check out the in-depth walkthrough at https://ai.google.dev/responsible/model_behavior, part of the Responsible Generative AI Toolkit. -### T5 - -**Hosted instance:** https://pair-code.github.io/lit/demos/t5.html \ -**Code:** [examples/t5_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/t5_demo.py) - -* Supports HuggingFace TF2 (Keras) models as well as TensorFlow SavedModel - formats. -* Visualize beam candidates and highlight diffs against references. -* Visualize per-token decoder hypotheses to see where the model veers away - from desired output. -* Filter examples by ROUGE score against reference. -* Embeddings from last layer of model, visualized with UMAP or PCA. -* Task wrappers to handle pre- and post-processing for summarization and - machine translation tasks. -* Pre-loaded eval sets for CNNDM and WMT. - -Tip: check out a case study for this demo on the public LIT website: -https://pair-code.github.io/lit/tutorials/generation - --------------------------------------------------------------------------------- - ## Language Modeling ### BERT and GPT-2 diff --git a/website/src/tutorials/generation.md b/website/src/tutorials/generation.md deleted file mode 100644 index b9680c98..00000000 --- a/website/src/tutorials/generation.md +++ /dev/null @@ -1,38 +0,0 @@ ---- -title: Debugging a Text Generator -layout: layouts/tutorial.liquid - -hero-image: /assets/images/sample-banner.png -hero-title: "Text Generation" -hero-copy: "Learn about how we used LIT to debug a text generator." - -bc-anchor-category: "analysis" -bc-category-title: "Analysis" -bc-title: "Generator" - -time: "3 minutes" -takeaways: "Learn about how to debug a prediction on a datapoint by searching for similar datapoints from the training set." ---- - -## Debugging a Text Generator - -{% include partials/link-out link: "../../demos/t5.html", text: "Explore this demo yourself." %} - -Or, run your own with [`examples/t5_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/t5_demo.py) - -Does the training data explain a particular error in text generation? We can use LIT to analyze a T5 model on the CNN-DM summarization task. LIT’s scalar plot module allows us to look at per-example ROUGE scores, and quickly select an example with middling performance. - - -{% include partials/inset-image image: '/assets/images/lit-t5.png', - caption: 'Above: The datapoint of interest, with its inaccurate summarization.'%} - -We find the generated text contains an erroneous subject: "\[A\]lastair \[C\]ook was replaced as captain by former captain ...". In reading the input text, we can see that he was replaced as captain by Eoin Morgan, and not by a former captain. Another former captain does have a quote in the input text, and the model seemed to confuse these two subjects when generating its summary. - -{% include partials/inset-image image: '/assets/images/lit-sim-search.png', - caption: 'Above: Finding the most similar datapoints from the training set.'%} - -To investigate how T5 arrived at this prediction, we utilize the “similarity searcher” component through the counterfactual generator tab. This performs a fast approximate nearest-neighbor lookup from a pre-built index over the training corpus, using embeddings -from the T5 decoder. With one click, we retrieve the 25 nearest neighbors to our datapoint of interest from the training set and add them to the LIT UI for inspection. We can see through the search capability in the data table that the words “captain” and “former” appear 34 and 16 times in these examples–along with 3 occurrences of “replaced by” and two occurrences of “by former”. This suggests a strong prior toward our erroneous phrase from the training data most related to our datapoint of interest. - -{% include partials/inset-image image: '/assets/images/lit-datatable-search.png', - caption: 'Above: An example of the existence of "by former" in a similar datapoint from the training set.'%} From 08289df0dd9927dee7147e5aad6e8b51bbe74f9e Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Fri, 7 Jun 2024 13:14:52 -0700 Subject: [PATCH 20/50] LIT: Improved packaging for prompt debugging code. PiperOrigin-RevId: 641337890 --- lit_nlp/examples/lm_salience_demo.py | 334 ---------- lit_nlp/examples/models/pretrained_lms.py | 585 +----------------- .../models/pretrained_lms_int_test.py | 35 -- lit_nlp/examples/prompt_debugging/datasets.py | 81 +++ .../keras_lms.py} | 32 +- lit_nlp/examples/prompt_debugging/layouts.py | 64 ++ lit_nlp/examples/prompt_debugging/models.py | 109 ++++ lit_nlp/examples/prompt_debugging/notebook.py | 63 ++ lit_nlp/examples/prompt_debugging/server.py | 174 ++++++ .../prompt_debugging/transformers_lms.py | 572 +++++++++++++++++ .../transformers_lms_int_test.py | 41 ++ website/sphinx_src/components.md | 10 +- website/sphinx_src/demos.md | 3 +- website/src/tutorials/sequence-salience.md | 12 +- 14 files changed, 1156 insertions(+), 959 deletions(-) delete mode 100644 lit_nlp/examples/lm_salience_demo.py create mode 100644 lit_nlp/examples/prompt_debugging/datasets.py rename lit_nlp/examples/{models/instrumented_keras_lms.py => prompt_debugging/keras_lms.py} (94%) create mode 100644 lit_nlp/examples/prompt_debugging/layouts.py create mode 100644 lit_nlp/examples/prompt_debugging/models.py create mode 100644 lit_nlp/examples/prompt_debugging/notebook.py create mode 100644 lit_nlp/examples/prompt_debugging/server.py create mode 100644 lit_nlp/examples/prompt_debugging/transformers_lms.py create mode 100644 lit_nlp/examples/prompt_debugging/transformers_lms_int_test.py diff --git a/lit_nlp/examples/lm_salience_demo.py b/lit_nlp/examples/lm_salience_demo.py deleted file mode 100644 index fb555bec..00000000 --- a/lit_nlp/examples/lm_salience_demo.py +++ /dev/null @@ -1,334 +0,0 @@ -r"""Demo for sequence salience with a left-to-right language model. - -To use with the Gemma, Llama, or Mistral models, install the latest versions of -Keras, KerasNLP, and/or HuggingFace Transformers: - - pip install keras>=3.1.0 keras-nlp>=0.9.0 transformers>=4.38.0 - -To run with the default configuration (Gemma on TensorFlow via Keras): - - blaze run -c opt examples:lm_salience_demo -- \ - --models=gemma_1.1_instruct_2b_en:gemma_1.1_instruct_2b_en \ - --port=8890 --alsologtostderr - -MODELS: - -We strongly recommend a GPU or other accelerator to run this server with LLMs. -The table below shows the model names and presets for common models. Use these -to parameterize the --models flag with comma-separated `{model}:{preset}` -strings, and remember the number of models loaded will be limited by the memory -available on your accelerator. - -| Model | dl_framework | dl_backend=tensorflow Preset | dl_backend=torch Preset | -| ------- | ------------ | ---------------------------- | ------------------------------------ | -| Gemma | kerasnlp | gemma_1.1_instruct_7b_en | gemma_1.1_instruct_7b_en | -| Gemma | transformers | Unavailable | google/gemma-1.1-7b-it | -| Llama 2 | kerasnlp | llama2_instruct_7b_en | llama2_instruct_7b_en | -| Llama 2 | transformers | Unavailable | meta-llama/Llama-2-7b-hf | -| Mistral | kerasnlp | mistral_instruct_7b_en | mistral_instruct_7b_en | -| Mistral | transformers | Unavailable | mistralai/Mistral-7B-Instruct-v0.2 | - -Additional model presets can be found at the following locations, though -compatibility with the LIT model wrappers is not guaranteed: - -* KerasNLP: https://keras.io/api/keras_nlp/models/ -* HuggingFace Transformers: https://huggingface.co/models - -DATASETS: - -By default this includes a small set of sample prompts. You can load your own -examples using the --datasets flag or through the "Configure" menu in the UI. -""" - -from collections.abc import Sequence -import functools -import os -import re -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import layout -from lit_nlp.examples.datasets import lm as lm_data -from lit_nlp.lib import file_cache - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_MODELS = flags.DEFINE_list( - "models", - ["gemma_1.1_instruct_2b_en:gemma_1.1_instruct_2b_en"], - "Models to load, as :. Path can be a URL, a local file path, or" - " the name of a preset for the configured Deep Learning framework (either" - " KerasNLP or HuggingFace Transformers; see --dl_framework for more). This" - " demo is tested with Gemma, GPT2, Llama, and Mistral on all supported" - " --dl_framework values. Other models should work, but adjustments might be" - " needed on their tokenizers (e.g., to define custom pad_token" - " when eos_token is not available to use as pad_token).", -) - -_DATASETS = flags.DEFINE_list( - "datasets", - ["sample_prompts"], - "Datasets to load, as :. Format should be either .jsonl where" - " each record contains 'prompt' and optional 'target' and optional" - " 'source', or .txt with one prompt per line.", -) - -_MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", - 1000, - ( - "Maximum number of examples to load from each evaluation set. Set to" - " None to load the full set." - ), -) - -_BATCH_SIZE = flags.DEFINE_integer( - "batch_size", 4, "The number of examples to process per batch.", -) - -_DL_BACKEND = flags.DEFINE_enum( - "dl_backend", - "tensorflow", - ["jax", "torch", "tensorflow"], - "The deep learning backend framework that the model runs on. All models" - " loaded by this server will use the same backend, incompatibilities will" - " result in errors.", -) - -_DL_FRAMEWORK = flags.DEFINE_enum( - "dl_framework", - "kerasnlp", - ["kerasnlp", "transformers"], - "The deep learning framework that loads and runs the model on the backend." - " This server will attempt to load all models specified by the --models" - " flag with the configured framework, incompatibilities will result in" - " errors.", -) - -_PRECISION = flags.DEFINE_enum( - "precision", - "bfloat16", - ["bfloat16", "float32"], - "Floating point precision for the models, only `bfloat16` and `float32` are" - " supported for now.", -) - - -# TODO(lit-dev): move these layouts to a separate .py file. -# Custom frontend layout; see api/layout.py -modules = layout.LitModuleName -LEFT_RIGHT_LAYOUT = layout.LitCanonicalLayout( - left={ - "Examples": [modules.DataTableModule], - "Editor": [modules.SingleDatapointEditorModule], - }, - upper={ # if 'lower' not specified, this fills the right side - "Salience": [modules.SequenceSalienceModule], - }, - layoutSettings=layout.LayoutSettings(leftWidth=40), - description="Left/right layout for language model salience.", -) -TOP_BOTTOM_LAYOUT = layout.LitCanonicalLayout( - upper={ - "Examples": [modules.SimpleDataTableModule], - "Editor": [modules.SimpleDatapointEditorModule], - }, - lower={ - "Salience": [modules.SequenceSalienceModule], - }, - layoutSettings=layout.LayoutSettings( - hideToolbar=True, - mainHeight=40, - centerPage=True, - ), - description="Simplified layout for language model salience.", -) -THREE_PANEL_LAYOUT = layout.LitCanonicalLayout( - left={ - "Data Table": [modules.DataTableModule], - "Embeddings": [modules.EmbeddingsModule], - }, - upper={ - "Datapoint Editor": [modules.SingleDatapointEditorModule], - "Datapoint Generators": [modules.GeneratorModule], - }, - lower={ - "Salience": [modules.SequenceSalienceModule], - "Metrics": [modules.MetricsModule], - }, - layoutSettings=layout.LayoutSettings( - mainHeight=40, - leftWidth=40, - ), - description="Custom layout for language model salience.", -) - -CUSTOM_LAYOUTS = { - "left_right": LEFT_RIGHT_LAYOUT, - "top_bottom": TOP_BOTTOM_LAYOUT, - "three_panel": THREE_PANEL_LAYOUT, -} - -FLAGS.set_default("page_title", "LM Salience Demo") -FLAGS.set_default("default_layout", "left_right") - -_SPLASH_SCREEN_DOC = """ -# Language Model Salience - -To begin, select an example, then click the segment(s) (tokens, words, etc.) -of the output that you would like to explain. Preceding segments(s) will be -highlighted according to their importance to the selected target segment(s), -with darker colors indicating a greater influence (salience) of that segment on -the model's likelihood of the target segment. -""" - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Return WSGI app for container-hosted demos.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("lm_demo:get_wsgi_app() called with unused args: %s", unused) - return main([]) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - # Set Keras backend and floating-point precision. - if _DL_FRAMEWORK.value == "kerasnlp": - # NOTE: Keras and KerasNLP require that certain environment variables are - # set before they are imported. - # TODO(b/327281789): Remove FORCE_KERAS_3 once Keras 3 is the default. - os.environ["FORCE_KERAS_3"] = "True" - os.environ["KERAS_BACKEND"] = _DL_BACKEND.value - - # NOTE: Imported here and not at the top of the file to avoid - # initialization issues with the environment variables above. We should also - # import keras before any other Keras-related modules (e.g., KerasNLP or the - # LIT wrappers) to limit the potenital for improperly configured backends. - import keras # pylint: disable=g-import-not-at-top - - keras.config.set_floatx(_PRECISION.value) - elif _DL_BACKEND.value == "torch": - # NOTE: Keras sets precision for all backends with set_floatx(), but for - # HuggingFace Transformers with PyTorch we need to set it explicitly. - import torch # pylint: disable=g-import-not-at-top # pytype: disable=import-error - - torch.set_default_dtype( - torch.bfloat16 if _PRECISION.value == "bfloat16" else torch.float32 - ) - - plaintextPrompts = functools.partial( # pylint: disable=invalid-name - lm_data.PlaintextSents, field_name="prompt" - ) - # Hack: normally dataset loaders are a class object which has a __name__, - # rather than a functools.partial - plaintextPrompts.__name__ = "PlaintextSents" - - # Pre-loaded datasets. - datasets = {} - for dataset_string in _DATASETS.value: - if dataset_string == "sample_prompts": - dataset_name = "sample_prompts" - path = lm_data.PromptExamples.SAMPLE_DATA_PATH - else: - # Only split on the first ':', because path may be a URL - # containing 'https://' - dataset_name, path = dataset_string.split(":", 1) - logging.info("Loading dataset '%s' from '%s'", dataset_name, path) - - if path.endswith(".jsonl"): - datasets[dataset_name] = lm_data.PromptExamples(path) - # .txt or .txt-#####-of-##### - elif path.endswith(".txt") or re.match(r".*\.txt-\d{5}-of-\d{5}$", path): - datasets[dataset_name] = plaintextPrompts(path) - else: - raise ValueError(f"Unsupported dataset format for {dataset_string}") - - # For loading from the UI. - dataset_loaders = { - "jsonl_examples": ( - lm_data.PromptExamples, - lm_data.PromptExamples.init_spec(), - ), - "plaintext_inputs": ( - plaintextPrompts, - lm_data.PlaintextSents.init_spec(), - ), - } - - ## - # Load models, according to the --models flag. - models = {} - for model_string in _MODELS.value: - # Only split on the first ':' as path may be a URL containing 'https://' - model_name, path = model_string.split(":", 1) - logging.info("Loading model '%s' from '%s'", model_name, path) - - # Limit scope of caching to archive files and remote paths, as some preset - # names like "google/gemma-1.1-7b-it" look like file paths but should not - # be handled as such. - if path.endswith(".tar.gz") or file_cache.is_remote(path): - path = file_cache.cached_path( - path, - extract_compressed_file=path.endswith(".tar.gz"), - ) - - if _DL_FRAMEWORK.value == "kerasnlp": - # pylint: disable=g-import-not-at-top - from keras_nlp import models as keras_models - from lit_nlp.examples.models import instrumented_keras_lms as lit_keras - # pylint: enable=g-import-not-at-top - # Load the weights once for the underlying Keras model. - model = keras_models.CausalLM.from_preset(path) - models |= lit_keras.initialize_model_group_for_salience( - model_name, model, max_length=512, batch_size=_BATCH_SIZE.value - ) - # Disable embeddings from the generation model. - # TODO(lit-dev): re-enable embeddings if we can figure out why UMAP was - # crashing? Maybe need n > 2 examples. - models[model_name].output_embeddings = False - else: - # NOTE: (Style Deviation) Imported here to limit uncessary imports. - from lit_nlp.examples.models import pretrained_lms # pylint: disable=g-import-not-at-top - # Assuming a valid decoder model name supported by - # `transformers.AutoModelForCausalLM` is provided to "path". - models |= pretrained_lms.initialize_model_group_for_salience( - model_name, - path, - batch_size=_BATCH_SIZE.value, - framework=_DL_BACKEND.value, - max_new_tokens=512, - ) - - for name in datasets: - datasets[name] = datasets[name].slice[: _MAX_EXAMPLES.value] - logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) - - lit_demo = dev_server.Server( - models, - datasets, - layouts=CUSTOM_LAYOUTS, - dataset_loaders=dataset_loaders, - onboard_start_doc=_SPLASH_SCREEN_DOC, - **server_flags.get_flags(), - ) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/models/pretrained_lms.py b/lit_nlp/examples/models/pretrained_lms.py index 56d3e1a9..f9194e11 100644 --- a/lit_nlp/examples/models/pretrained_lms.py +++ b/lit_nlp/examples/models/pretrained_lms.py @@ -6,42 +6,18 @@ functions to predict a batch of examples and extract information such as hidden states and attention. """ -from collections.abc import Sequence -import enum -import functools + import re -from absl import logging from lit_nlp.api import model as lit_model from lit_nlp.api import types as lit_types from lit_nlp.examples.models import model_utils from lit_nlp.lib import file_cache from lit_nlp.lib import utils import numpy as np +import tensorflow as tf import transformers -# pylint: disable=g-import-not-at-top -# pytype: disable=import-error -try: - import tensorflow as tf -except (ModuleNotFoundError, ImportError): - logging.warning("TensorFlow is not available.") - -try: - import torch -except (ModuleNotFoundError, ImportError): - logging.warning("PyTorch is not available.") -# pytype: enable=import-error -# pylint: enable=g-import-not-at-top - - -_DEFAULT_MAX_LENGTH = 1024 -_PYTORCH = "torch" -_TENSORFLOW = "tensorflow" -# HuggingFace uses two letter abbreviations for pytorch and tensorflow. -_HF_PYTORCH = "pt" -_HF_TENSORFLOW = "tf" - class BertMLM(lit_model.BatchedModel): """BERT masked LM using Huggingface Transformers and TensorFlow 2.""" @@ -92,7 +68,7 @@ def _get_topk_tokens( # Find the vocab indices of top k predictions, at each token. # np.argpartition is faster than a full argsort for k << V, # but we need to sort the output after slicing (see below). - index_array = np.argpartition(scores, -self.top_k, axis=1)[:, -self.top_k:] + index_array = np.argpartition(scores, -self.top_k, axis=1)[:, -self.top_k :] # These are each [num_tokens, tok_k] top_tokens = [ self.tokenizer.convert_ids_to_tokens(idxs) for idxs in index_array @@ -112,7 +88,8 @@ def _postprocess(self, output: dict[str, np.ndarray]): # Slice to remove padding, omitting initial [CLS] and final [SEP] slicer = slice(1, output.pop("ntok") - 1) output["tokens"] = self.tokenizer.convert_ids_to_tokens( - output.pop("input_ids")[slicer]) + output.pop("input_ids")[slicer] + ) probas = output.pop("probas") # Predictions at every position, regardless of masking. @@ -134,14 +111,16 @@ def predict_minibatch(self, inputs): ex.get("tokens") or self.tokenizer.tokenize(ex["text"]) for ex in inputs ] encoded_input = model_utils.batch_encode_pretokenized( - self.tokenizer, tokenized_texts) + self.tokenizer, tokenized_texts + ) # out.logits is a single tensor # [batch_size, num_tokens, vocab_size] # out.hidden_states is a list of num_layers + 1 tensors, each # [batch_size, num_tokens, h_dim] - out: transformers.modeling_tf_outputs.TFMaskedLMOutput = \ - self.model(encoded_input) + out: transformers.modeling_tf_outputs.TFMaskedLMOutput = self.model( + encoded_input + ) batched_outputs = { "probas": tf.nn.softmax(out.logits, axis=-1).numpy(), "input_ids": encoded_input["input_ids"].numpy(), @@ -256,8 +235,9 @@ def _pred(self, encoded_inputs): Returns: payload: Dictionary with items described above, each as single Tensor. """ - out: transformers.modeling_tf_outputs.TFCausalLMOutputWithPast = \ - self.model(encoded_inputs["input_ids"]) + out: transformers.modeling_tf_outputs.TFCausalLMOutputWithPast = self.model( + encoded_inputs["input_ids"] + ) model_probs = tf.nn.softmax(out.logits, axis=-1) top_k = tf.math.top_k(model_probs, k=self.top_k, sorted=True, name=None) @@ -273,7 +253,8 @@ def _pred(self, encoded_inputs): batched_outputs[f"layer_{i+1:d}_attention"] = out.attentions[i] for i in range(len(out.hidden_states)): batched_outputs[f"layer_{i:d}_avg_embedding"] = tf.math.reduce_mean( - out.hidden_states[i], axis=1) + out.hidden_states[i], axis=1 + ) return batched_outputs @@ -286,7 +267,7 @@ def _postprocess(self, preds): # Decode predicted top-k tokens. # token_topk_preds will be a list[list[(word, prob)]] # Initialize prediction for 0th token as N/A. - token_topk_preds = [[("N/A", 1.)]] + token_topk_preds = [[("N/A", 1.0)]] pred_ids = preds.pop("top_k_indices")[:ntok] # [num_tokens, k] pred_probs = preds.pop("top_k_probs")[:ntok] # [num_tokens, k] for token_pred_ids, token_pred_probs in zip(pred_ids, pred_probs): @@ -348,537 +329,7 @@ def output_spec(self): # Add attention and embeddings from each layer. for i in range(self.num_layers): spec[f"layer_{i+1:d}_attention"] = lit_types.AttentionHeads( - align_in="tokens", align_out="tokens") + align_in="tokens", align_out="tokens" + ) spec[f"layer_{i:d}_avg_embedding"] = lit_types.Embeddings() return spec - - -@enum.unique -class MLFramework(enum.Enum): - """The supported deep learning frameworks.""" - - PT = _PYTORCH - TF = _TENSORFLOW - - -class HFBaseModel(lit_model.BatchedModel): - """Base class for HF generative, salience, tokenizer model wrappers.""" - - # Enum str values for entries in MLFramework, used for init_spec and logging. - _ML_FRAMEWORK_VALUES = [framework.value for framework in MLFramework] - - @property - def num_layers(self): - return self.model.config.n_layer - - @classmethod - def init_spec(cls) -> lit_model.Spec: - return { - "model_name_or_path": lit_types.String(default="gpt2"), - "batch_size": lit_types.Integer(default=6, min_val=1, max_val=64), - "framework": lit_types.CategoryLabel(vocab=cls._ML_FRAMEWORK_VALUES), - } - - def __init__( - self, - model_name_or_path="gpt2", - batch_size=6, - framework=_PYTORCH, - model=None, - tokenizer=None, - ): - """Constructor for HF base model wrappers. - - Note: args "model" and "tokenizer" take priority if both are specified. - Otherwise, "model_name_or_path" is used to initialize the model and - tokenizer. - - This class supports common HF transformer models such as GPT2, Llama, - Mistral, etc. - - Args: - model_name_or_path: gpt2, gpt2-medium, gpt2-large, distilgpt2, - meta-llama/Llama-2-7b-hf, mistralai/Mistral-7B-v0.1, etc. - batch_size: the number of items to process per `predict_minibatch` call. - framework: the deep learning framework, only "tensorflow" and "torch" - are supported. - model: an initialized transformer model. - tokenizer: an initialized tokenizer. - """ - super().__init__() - - if model is not None and tokenizer is not None: - self.model = model - self.tokenizer = tokenizer - # Check if the HF model object's framework is supported here. - if model.framework == _HF_PYTORCH: - self.framework = MLFramework.PT - elif model.framework == _HF_TENSORFLOW: - self.framework = MLFramework.TF - else: - raise ValueError( - f"The HuggingFace model framework `{model.framework}` is not" - " supported." - ) - else: - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - if model_name_or_path.endswith(".tar.gz"): - model_name_or_path = file_cache.cached_path( - model_name_or_path, extract_compressed_file=True - ) - - # Note: we need to left-pad for generation to work properly. - # Other modes such as scoring and salience should handle this as well; - # see example in HFSalienceModel._postprocess(). - self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path, - use_fast=False, - padding_side="left", - model_max_length=_DEFAULT_MAX_LENGTH, - ) - # Set this after init, as if pad_token= is passed to - # AutoTokenizer.from_pretrained() above it will create a new token with - # with id = max_vocab_length and cause out-of-bounds errors in - # the embedding lookup. - if framework == _PYTORCH: - auto_model = transformers.AutoModelForCausalLM - self.framework = MLFramework.PT - elif framework == _TENSORFLOW: - auto_model = transformers.TFAutoModelForCausalLM - self.framework = MLFramework.TF - else: - raise ValueError( - f"The provided value `{framework}` for arg `framework` is not" - f" supported, please choose from {self._ML_FRAMEWORK_VALUES}." - ) - self.model = auto_model.from_pretrained( - model_name_or_path, - output_hidden_states=True, - output_attentions=False, - ) - if self.framework == MLFramework.PT: - self.device = "cuda:0" if torch.cuda.is_available() else "cpu" - self.model = self.model.to(self.device) - self.embedding_table = self.model.get_input_embeddings() - self.tokenizer.pad_token = self.tokenizer.eos_token - self.batch_size = batch_size - - @property - def pad_left(self): - return self.tokenizer.padding_side == "left" - - @classmethod - def from_loaded(cls, existing: "HFBaseModel", *args, **kw): - """Share weights and underlying HF model with another instance.""" - return cls(model=existing.model, tokenizer=existing.tokenizer, *args, **kw) - - def clean_subword_token(self, tok): - # For GPT2 tokenizer. - tok = tok.replace("Ċ", "\n") # newlines - tok = tok.replace("Ġ", "▁") # start of word -> magic underscore - # For SentencePiece Tokenizer. - tok = tok.replace("<0x0A>", "\n") # newlines - return tok - - def ids_to_clean_tokens(self, ids: Sequence[int]) -> list[str]: - tokens = self.tokenizer.convert_ids_to_tokens(ids) - return [self.clean_subword_token(t) for t in tokens] - - def max_minibatch_size(self) -> int: - # The BatchedModel base class handles batching automatically in the - # implementation of predict(), and uses this value as the batch size. - return self.batch_size - - def input_spec(self): - return { - "prompt": lit_types.TextSegment(), - "target": lit_types.TextSegment(required=False), - } - - -class HFGenerativeModel(HFBaseModel): - """Wrapper for a HF Transformer model that generates texts. - - This class loads a tokenizer and model using the Huggingface library and - provides the LIT-required functions to generate text responses given input - prompts. - - Note that the default model generation config is used such that the response - is produced using multinomial sampling. - """ - - @classmethod - def init_spec(cls) -> lit_model.Spec: - return super().init_spec() | { - "max_new_tokens": lit_types.Integer(default=50, min_val=1, max_val=500) - } - - def __init__(self, *args, max_new_tokens=50, **kw): - """Constructor for HFGenerativeModel. - - Args: - *args: as to HFBaseModel.__init__ - max_new_tokens: the maximum number of new tokens to generate. - **kw: as to HFBaseModel.__init__ - """ - super().__init__(*args, **kw) - self.max_new_tokens = max_new_tokens - - def _postprocess(self, preds): - """Post-process single-example preds. Operates on numpy arrays.""" - # TODO(b/324957491): return actual decoder scores for each generation. - # GeneratedTextCandidates should be a list[(text, score)] - preds["response"] = [(preds["response"], 1.0)] - ntok_in = preds.pop("ntok_in") - embs = preds.pop("embs") - # Mean-pool over input tokens. - preds["prompt_embeddings"] = np.mean( - embs[-(self.max_new_tokens + ntok_in) : -self.max_new_tokens], axis=0 - ) - # Mean-pool over output (generated) tokens. - # TODO(b/324957491): slice this to only "real" output tokens, - # if generation length < max generation length. - preds["response_embeddings"] = np.mean(embs[-self.max_new_tokens :], axis=0) - - return preds - - ## - # LIT API implementations - def predict_minibatch(self, inputs): - prompts = [ex["prompt"] for ex in inputs] - encoded_inputs = self.tokenizer( - prompts, - return_tensors=_HF_PYTORCH - if self.framework == MLFramework.PT - else _HF_TENSORFLOW, - add_special_tokens=True, - padding="longest", - truncation="longest_first", - ) - if self.framework == MLFramework.PT: - encoded_inputs = encoded_inputs.to(self.device) - - outputs = self.model.generate( - encoded_inputs["input_ids"], - attention_mask=encoded_inputs["attention_mask"], - max_new_tokens=self.max_new_tokens, - ) - - responses = self.tokenizer.batch_decode( - outputs[:, -self.max_new_tokens :], skip_special_tokens=True - ) - - if self.framework == MLFramework.PT: - with torch.no_grad(): - # Input embeddings: [batch_size, num_tokens, emb_dim] - embeddings = self.embedding_table(outputs) - - batched_outputs = { - "embs": embeddings.cpu().to(torch.float), - "ntok_in": ( - torch.sum(encoded_inputs["attention_mask"], axis=1) - .cpu() - .to(torch.int) - ), - } - else: - embeddings = self.embedding_table(outputs) - batched_outputs = { - "embs": embeddings, - "ntok_in": tf.reduce_sum(encoded_inputs["attention_mask"], axis=1), - # TODO(b/324957491): compute ntok_out if < max_output_tokens ? - } - - # Convert to numpy for post-processing. - detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} - detached_outputs["response"] = responses - # Split up batched outputs, then post-process each example. - unbatched_outputs = utils.unbatch_preds(detached_outputs) - return map(self._postprocess, unbatched_outputs) - - def output_spec(self) -> lit_types.Spec: - return { - "response": lit_types.GeneratedTextCandidates(parent="target"), - "prompt_embeddings": lit_types.Embeddings(required=False), - "response_embeddings": lit_types.Embeddings(required=False), - } - - -class HFSalienceModel(HFBaseModel): - """Wrapper for a HF Transformer model that computes input (token) salience.""" - - def _left_pad_target_masks(self, seq_length, target_masks): - """Pads target masks (from left) to the desired sequence length. - - Args: - seq_length: desired length of the padded masks. - target_masks: list(array_like) of binary (0/1) masks for each input. - - Returns: - Numpy array of the padded masks at the desired sequence length. - """ - # It doesn't make sense to interpret the first token, since it is not ever - # predicted. But we need to ensure that the mask[0] is zero, so it doesn't - # cause problems when 'rolled' to the last position below. - modified_masks = [[0] + list(mask[1:]) for mask in target_masks] - pad_fn = functools.partial( - utils.pad1d, - min_len=seq_length, - max_len=seq_length, - pad_val=0, - pad_left=self.pad_left, - ) - padded_target_masks = np.stack( - [pad_fn(mask) for mask in modified_masks], - axis=0, - ) - return padded_target_masks - - def _pred_tf(self, encoded_inputs, target_masks): - """Predicts one batch of tokenized text using TF. - - Also performs some batch-level post-processing in TF. - Single-example postprocessing is done in _postprocess(), and operates on - numpy arrays. - - Args: - encoded_inputs: output of self.tokenizer() - target_masks: list(array_like) of binary (0/1) masks for each input - - Returns: - payload: Dictionary with items described above, each as single Tensor. - """ - input_ids = encoded_inputs["input_ids"] - - # [batch_size, num_tokens]; ignore the last one in each row. - target_ids = tf.roll(input_ids, shift=-1, axis=1) - ## - # Process target masks - padded_target_masks = tf.constant( - self._left_pad_target_masks(target_ids.shape[1], target_masks), - dtype=tf.bool, - ) - # Shift masks back so they align with target_ids. - loss_mask = tf.roll(padded_target_masks, shift=-1, axis=1) - - with tf.GradientTape(watch_accessed_variables=False) as tape: - # We need to run the embedding layer ourselves so we can trace it. - # See here for how the model normally does this: - # https://github.com/huggingface/transformers/blob/v4.29.2/src/transformers/models/gpt2/modeling_tf_gpt2.py#L450 - embs = self.embedding_table(input_ids) - tape.watch(embs) - - out = self.model( - input_ids=None, - inputs_embeds=embs, - attention_mask=encoded_inputs["attention_mask"], - ) - - loss_fn = tf.keras.losses.SparseCategoricalCrossentropy( - from_logits=True, reduction="none" - ) - # [batch_size, num_tokens] - per_token_loss = loss_fn(target_ids, out.logits) - masked_loss = per_token_loss * tf.cast(loss_mask, per_token_loss.dtype) - - grads = tape.gradient( - masked_loss, embs - ) # [batch_size, num_tokens, hdim] - - grad_l2 = tf.norm(grads, axis=2) # [batch_size, num_tokens] - grad_dot_input = tf.reduce_sum( - grads * embs, axis=2 - ) # [batch_size, num_tokens] - - batched_outputs = { - "input_ids": input_ids, - "attention_mask": encoded_inputs["attention_mask"], - # Gradients are already aligned to input tokens. - "grad_l2": grad_l2, - "grad_dot_input": grad_dot_input, - # Shift token loss to align with (input) tokens. - # "token_loss": tf.roll(per_token_loss, shift=1, axis=1), - } - - return batched_outputs - - def _pred_pt(self, encoded_inputs, target_masks): - """Predicts one batch of tokenized text using PyTorch. - - Also performs some batch-level post-processing in PyTorch. - Single-example postprocessing is done in _postprocess(), and operates on - numpy arrays. - - Args: - encoded_inputs: output of self.tokenizer() - target_masks: list(array_like) of binary (0/1) masks for each input - - Returns: - payload: Dictionary with items described above, each as single Tensor. - """ - encoded_inputs = encoded_inputs.to(self.device) - input_ids = encoded_inputs["input_ids"] - attention_mask = encoded_inputs["attention_mask"] - - # [batch_size, num_tokens]; ignore the last one in each row. - target_ids = torch.roll(input_ids, shifts=-1, dims=1).to(self.device) - ## - # Process target masks - padded_target_masks = torch.tensor( - self._left_pad_target_masks(target_ids.shape[1], target_masks) - ).bool() - loss_mask = torch.roll(padded_target_masks, shifts=-1, dims=1).to( - self.device - ) - - embs = self.embedding_table(input_ids) - outs = self.model( - input_ids=None, - inputs_embeds=embs, - attention_mask=attention_mask, - ) - loss_func = torch.nn.CrossEntropyLoss(reduction="none") - # Need to reshape outs.logits from [batch_size, num_tokens, vocab_size] - # to [batch_size, vocab_size, num_tokens] so the last dimension matches that - # of target_ids with dimension [batch_size, num_tokens]. - per_token_loss = loss_func(outs.logits.permute(0, 2, 1), target_ids) - masked_loss = per_token_loss * loss_mask - - # returned gradients are wrapped in a single item tuple. - grads = torch.autograd.grad( - masked_loss, embs, grad_outputs=torch.ones_like(masked_loss) - )[0] - - # Remove the grad function from embs. - embs = embs.detach() - grad_l2 = torch.norm(grads, dim=2) # [batch_size, num_tokens] - grad_dot_input = torch.sum(grads * embs, axis=2) # [batch_size, num_tokens] - - batched_outputs = { - "input_ids": input_ids.cpu().to(torch.int), - "attention_mask": attention_mask.cpu().to(torch.int), - # Gradients are already aligned to input tokens. - "grad_l2": grad_l2.cpu().to(torch.float), - "grad_dot_input": grad_dot_input.cpu().to(torch.float), - # Shift token loss to align with (input) tokens. - # "token_loss": torch.roll(per_token_loss, shifts=1, dims=1), - } - - return batched_outputs - - def _postprocess(self, preds): - """Post-process single-example preds. Operates on numpy arrays.""" - # Be sure to cast to bool, otherwise this will select integer positions 0, 1 - # rather than acting as a boolean mask. - mask = preds.pop("attention_mask").astype(bool) - ids = preds.pop("input_ids")[mask] - preds["tokens"] = self.ids_to_clean_tokens(ids) - for key in utils.find_spec_keys(self.output_spec(), lit_types.TokenScores): - preds[key] = preds[key][mask] - # First token (usually ) is not actually predicted, so return 0 for loss. - # preds["token_loss"][0] = 0 - - return preds - - # LIT API implementations - def predict_minibatch(self, inputs): - """Predict on a single minibatch of examples.""" - # Preprocess inputs. - texts = [ex["prompt"] + ex.get("target", "") for ex in inputs] - encoded_inputs = self.tokenizer( - texts, - return_tensors=_HF_PYTORCH - if self.framework == MLFramework.PT - else _HF_TENSORFLOW, - add_special_tokens=True, - padding="longest", - truncation="longest_first", - ) - target_masks = [ex.get("target_mask", []) for ex in inputs] - - # Get the predictions. - if self.framework == MLFramework.PT: - batched_outputs = self._pred_pt(encoded_inputs, target_masks) - else: - batched_outputs = self._pred_tf(encoded_inputs, target_masks) - - # Convert to numpy for post-processing. - detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} - # Split up batched outputs, then post-process each example. - unbatched_outputs = utils.unbatch_preds(detached_outputs) - return map(self._postprocess, unbatched_outputs) - - def input_spec(self): - return super().input_spec() | { - "target_mask": lit_types.TokenScores(align="", required=False), - } - - def output_spec(self) -> lit_types.Spec: - return { - "tokens": lit_types.Tokens(parent=""), # all tokens - "grad_l2": lit_types.TokenScores(align="tokens"), - "grad_dot_input": lit_types.TokenScores(align="tokens"), - # "token_loss": lit_types.TokenScores(align="tokens"), - } - - -class HFTokenizerModel(HFBaseModel): - """Wrapper to run only the tokenizer. - - Should exactly match tokens from HFSalienceModel. - """ - - def _postprocess(self, preds): - """Post-process single-example preds. Operates on numpy arrays.""" - # Be sure to cast to bool, otherwise this will select intger positions 0, 1 - # rather than acting as a boolean mask. - mask = preds.pop("attention_mask").astype(bool) - ids = preds.pop("input_ids")[mask] - preds["tokens"] = self.ids_to_clean_tokens(ids) - return preds - - # LIT API implementations - def predict_minibatch(self, inputs): - """Predict on a single minibatch of examples.""" - # Preprocess inputs. - texts = [ex["prompt"] + ex.get("target", "") for ex in inputs] - encoded_inputs = self.tokenizer( - texts, - return_tensors=_HF_PYTORCH - if self.framework == MLFramework.PT - else _HF_TENSORFLOW, - add_special_tokens=True, - padding="longest", - truncation="longest_first", - ) - batched_outputs = { - "input_ids": encoded_inputs["input_ids"], - "attention_mask": encoded_inputs["attention_mask"], - } - # Convert to numpy for post-processing. - detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} - # Split up batched outputs, then post-process each example. - unbatched_outputs = utils.unbatch_preds(detached_outputs) - return map(self._postprocess, unbatched_outputs) - - def output_spec(self) -> lit_types.Spec: - return { - "tokens": lit_types.Tokens(parent=""), # all tokens - } - - -def initialize_model_group_for_salience( - name, *args, max_new_tokens=512, **kw -) -> dict[str, lit_model.Model]: - """Creates '{name}' and '_{name}_salience' and '_{name}_tokenizer'.""" - generation_model = HFGenerativeModel( - *args, **kw, max_new_tokens=max_new_tokens - ) - salience_model = HFSalienceModel.from_loaded(generation_model) - tokenizer_model = HFTokenizerModel.from_loaded(generation_model) - return { - name: generation_model, - f"_{name}_salience": salience_model, - f"_{name}_tokenizer": tokenizer_model, - } diff --git a/lit_nlp/examples/models/pretrained_lms_int_test.py b/lit_nlp/examples/models/pretrained_lms_int_test.py index 229be85b..187a335c 100644 --- a/lit_nlp/examples/models/pretrained_lms_int_test.py +++ b/lit_nlp/examples/models/pretrained_lms_int_test.py @@ -1,7 +1,6 @@ """Integration tests for pretrained_lms.""" from absl.testing import absltest -from absl.testing import parameterized from lit_nlp.examples.models import pretrained_lms @@ -33,39 +32,5 @@ def test_gpt2(self): self.assertIn(key, model_out[0].keys()) -class GPT2Generation(parameterized.TestCase): - """Test that model classes can predict.""" - - @parameterized.named_parameters( - dict( - testcase_name="tensorflow", - framework=pretrained_lms.MLFramework.TF.value, - model_path="https://storage.googleapis.com/what-if-tool-resources/lit-models/gpt2.tar.gz", - ), - dict( - testcase_name="pytorch", - framework=pretrained_lms.MLFramework.PT.value, - model_path="https://storage.googleapis.com/what-if-tool-resources/lit-models/gpt2-pt.tar.gz", - ), - ) - def test_gpt2_generation(self, framework, model_path): - model = pretrained_lms.HFGenerativeModel( - model_name_or_path=model_path, framework=framework - ) - model_in = [{"prompt": "Today is"}, {"prompt": "What is the color of"}] - model_out = list(model.predict(model_in)) - - # Sanity-check output vs output spec. - self.assertLen(model_out, 2) - for key in model.output_spec().keys(): - self.assertIn(key, model_out[0].keys()) - - # Check that the embedding dimension is the same for prompt and response. - self.assertEqual( - model_out[0]["prompt_embeddings"].shape, - model_out[0]["response_embeddings"].shape, - ) - - if __name__ == "__main__": absltest.main() diff --git a/lit_nlp/examples/prompt_debugging/datasets.py b/lit_nlp/examples/prompt_debugging/datasets.py new file mode 100644 index 00000000..4681c951 --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/datasets.py @@ -0,0 +1,81 @@ +"""Methods for configuring prompt debugging datasets.""" + +from collections.abc import Mapping, Sequence +import functools +import re +from typing import Optional + +from absl import logging +from lit_nlp import app as lit_app +from lit_nlp.api import dataset as lit_dataset +from lit_nlp.examples.datasets import lm as lm_data + + +DEFAULT_DATASETS = ["sample_prompts"] +DEFAULT_MAX_EXAMPLES = 1000 + +_plaintext_prompts = functools.partial( # pylint: disable=invalid-name + lm_data.PlaintextSents, field_name="prompt" +) +# Hack: normally dataset loaders are a class object which has a __name__, +# rather than a functools.partial +_plaintext_prompts.__name__ = "PlaintextSents" + + +def get_datasets( + datasets_config: Optional[Sequence[str]] = None, + max_examples: int = DEFAULT_MAX_EXAMPLES, +) -> Mapping[str, lit_dataset.Dataset]: + """Loads datasets from the provided configs. + + Args: + datasets_config: A sequence of configs in the form of : where + the path points to is either: 1) a JSON Lines file containing records with + a required "prompt" field and optional "target" and "source" fields; or 2) + a plain text file where each line is a prompt. + max_examples: Maximum number of examples in each loaded dataset. + + Returns: + A mapping from dataset name to the initialized LIT dataset. + """ + + if not datasets_config: + return {} + + datasets: dict[str, lit_dataset.Dataset] = {} + for dataset_string in datasets_config: + if dataset_string == "sample_prompts": + dataset_name = "sample_prompts" + path = lm_data.PromptExamples.SAMPLE_DATA_PATH + else: + # Only split on the first ':', because path may be a URL + # containing 'https://' + dataset_name, path = dataset_string.split(":", 1) + logging.info("Loading dataset '%s' from '%s'", dataset_name, path) + + if path.endswith(".jsonl"): + datasets[dataset_name] = lm_data.PromptExamples(path) + # .txt or .txt-#####-of-##### + elif path.endswith(".txt") or re.match(r".*\.txt-\d{5}-of-\d{5}$", path): + datasets[dataset_name] = _plaintext_prompts(path) + else: + raise ValueError(f"Unsupported dataset format for {dataset_string}") + + for name in datasets: + datasets[name] = datasets[name].slice[:max_examples] + logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) + + return datasets + + +def get_dataset_loaders() -> lit_app.DatasetLoadersMap: + return { + "jsonl_examples": ( + lm_data.PromptExamples, + lm_data.PromptExamples.init_spec(), + ), + "plaintext_inputs": ( + _plaintext_prompts, + lm_data.PlaintextSents.init_spec(), + ), + } diff --git a/lit_nlp/examples/models/instrumented_keras_lms.py b/lit_nlp/examples/prompt_debugging/keras_lms.py similarity index 94% rename from lit_nlp/examples/models/instrumented_keras_lms.py rename to lit_nlp/examples/prompt_debugging/keras_lms.py index b3bdb41c..2f7025e9 100644 --- a/lit_nlp/examples/models/instrumented_keras_lms.py +++ b/lit_nlp/examples/prompt_debugging/keras_lms.py @@ -1,12 +1,14 @@ """LIT model wrappers for generic instrumented Keras LMs.""" +from collections.abc import Sequence import functools import inspect import types -from typing import Sequence +from typing import Optional from absl import logging import keras +from keras_nlp import models as keras_models from lit_nlp.api import model as lit_model from lit_nlp.api import types as lit_types from lit_nlp.lib import utils as lit_utils @@ -20,12 +22,10 @@ # https://keras.io/getting_started/#configuring-your-backend if keras.backend.backend() == "tensorflow": import tensorflow as tf -elif keras.backend.backend() == "jax": - # TODO(lit-dev): Update imports once a solution to JAX salience is decided. - pass elif keras.backend.backend() == "torch": import torch else: + # TODO(b/333373960): Update imports once a JAX salience is supported. raise ValueError(f"Unsupported backend: {keras.backend.backend()}") # pytype: enable=import-error # pylint: enable=g-import-not-at-top @@ -54,12 +54,13 @@ class _KerasBaseModel(lit_model.BatchedModel): # Should be keras_nlp.models.generative_task.GenerativeTask def __init__( self, - model, + model: Optional[keras_models.CausalLM] = None, + model_name_or_path: Optional[str] = None, max_length: int = _DEFAULT_MAX_LENGTH, dynamic_sequence_length: bool = True, batch_size: int = 16, ): - """Base wrapper for a Keras/TF2 LM supporting the layer_intercept_fn API. + """Base wrapper for a Keras CausalLM supporting the layer_intercept_fn API. Model should support the following methods: - .generate() @@ -72,7 +73,8 @@ def __init__( and manipulate activations between layers. We use this for salience, below. Args: - model: pre-loaded Keras LM + model: A pre-loaded Keras CausalLM, prioritized over model_name_or_path. + model_name_or_path: A URL, path, or preset name for the model to load, max_length: max sequence length dynamic_sequence_length: if true, will trim padding to the length of the longest sequence in a batch. Recommended for CPU and GPU usage, but may @@ -81,7 +83,13 @@ def __init__( """ super().__init__() - self.model = model + if model is not None: + self.model = model + elif model_name_or_path is not None: + self.model = keras_models.CausalLM.from_preset(model_name_or_path) + else: + raise ValueError("Must provide either model or model_name_or_path.") + self.batch_size = batch_size self.max_length = max_length self.dynamic_sequence_length = dynamic_sequence_length @@ -290,7 +298,7 @@ def __init__(self, *args, **kw): if score_fn is None or not inspect.ismethod(score_fn): raise TypeError( "Salience is computed via a .score() API, which is not supported by " - "all GenerativeTask models in KerasNLP. Please provide a model that " + "all KerasNLP CausalLM models. Please provide a model that " "supports this API." ) @@ -530,8 +538,10 @@ def initialize_model_group_for_salience( ) -> dict[str, lit_model.Model]: """Creates '{name}' and '_{name}_salience' and '_{name}_tokenizer'.""" generation_model = KerasGenerationModel(*args, **kw) - salience_model = KerasSalienceModel(*args, **kw) - tokenizer_model = KerasTokenizerModel(*args, **kw) + salience_model = KerasSalienceModel(model=generation_model.model, *args, **kw) + tokenizer_model = KerasTokenizerModel( + model=generation_model.model, *args, **kw + ) return { name: generation_model, f"_{name}_salience": salience_model, diff --git a/lit_nlp/examples/prompt_debugging/layouts.py b/lit_nlp/examples/prompt_debugging/layouts.py new file mode 100644 index 00000000..84cefe9b --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/layouts.py @@ -0,0 +1,64 @@ +"""Layouts for debugging language models in LIT.""" + +from lit_nlp.api import layout + + +_modules = layout.LitModuleName + +LEFT_RIGHT_LAYOUT = layout.LitCanonicalLayout( + left={ + "Examples": [_modules.DataTableModule], + "Editor": [_modules.SingleDatapointEditorModule], + }, + upper={ # if 'lower' not specified, this fills the right side + "Salience": [_modules.SequenceSalienceModule], + }, + layoutSettings=layout.LayoutSettings(leftWidth=40), + description="Left/right layout for language model salience.", +) + +TOP_BOTTOM_LAYOUT = layout.LitCanonicalLayout( + upper={ + "Examples": [_modules.SimpleDataTableModule], + "Editor": [_modules.SimpleDatapointEditorModule], + }, + lower={ + "Salience": [_modules.SequenceSalienceModule], + }, + layoutSettings=layout.LayoutSettings( + hideToolbar=True, + mainHeight=40, + centerPage=True, + ), + description="Simplified layout for language model salience.", +) + +THREE_PANEL_LAYOUT = layout.LitCanonicalLayout( + left={ + "Data Table": [_modules.DataTableModule], + "Embeddings": [_modules.EmbeddingsModule], + }, + upper={ + "Datapoint Editor": [_modules.SingleDatapointEditorModule], + "Datapoint Generators": [_modules.GeneratorModule], + }, + lower={ + "Salience": [_modules.SequenceSalienceModule], + "Metrics": [_modules.MetricsModule], + }, + layoutSettings=layout.LayoutSettings( + mainHeight=40, + leftWidth=40, + ), + description="Custom layout for language model salience.", +) + +LEFT_RIGHT = "left_right" +TOP_BOTTOM = "top_bottom" +THREE_PANEL = "three_panel" + +PROMPT_DEBUGGING_LAYOUTS = { + LEFT_RIGHT: LEFT_RIGHT_LAYOUT, + TOP_BOTTOM: TOP_BOTTOM_LAYOUT, + THREE_PANEL: THREE_PANEL_LAYOUT, +} diff --git a/lit_nlp/examples/prompt_debugging/models.py b/lit_nlp/examples/prompt_debugging/models.py new file mode 100644 index 00000000..6f2347f0 --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/models.py @@ -0,0 +1,109 @@ +"""Methods for configuring models for prompt debugging.""" + +from collections.abc import Mapping, Sequence +import os +from typing import Optional + +from absl import logging +from lit_nlp.api import model as lit_model +from lit_nlp.lib import file_cache + + +DEFAULT_BATCH_SIZE = 4 +DEFAULT_DL_FRAMEWORK = "kerasnlp" +DEFAULT_DL_RUNTIME = "tensorflow" +DEFAULT_MODELS = ["gemma_1.1_instruct_2b_en:gemma_1.1_instruct_2b_en"], +DEFAULT_PRECISION = "bfloat16" + + +def _initialize_modeling_environment( + dl_framework: str, + dl_runtime: str, + precision: str, +) -> None: + """Configure the modeling environment.""" + if dl_framework == "kerasnlp": + # NOTE: Keras requires that the KERAS_BACKEND variable is set before import. + os.environ["KERAS_BACKEND"] = dl_runtime + + # NOTE: Imported here and not at the top of the file to avoid + # initialization issues with the environment variables above. + import keras # pylint: disable=g-import-not-at-top + + keras.config.set_floatx(precision) + elif dl_runtime == "torch": + # NOTE: Keras sets precision for all backends with set_floatx(), but for + # HuggingFace Transformers with PyTorch we need to set it explicitly. + import torch # pylint: disable=g-import-not-at-top # pytype: disable=import-error + + torch.set_default_dtype( + torch.bfloat16 if precision == "bfloat16" else torch.float32 + ) + + +def get_models( + models_config: Optional[Sequence[str]] = None, + dl_framework: str = DEFAULT_DL_FRAMEWORK, + dl_runtime: str = DEFAULT_DL_RUNTIME, + precision: str = DEFAULT_PRECISION, + batch_size: int = DEFAULT_BATCH_SIZE, +) -> Mapping[str, lit_model.Model]: + """Loads models from the given configs. + + Args: + models_config: A list of model names and paths to load from, as + "model:path", where path can be a URL, a local file path, or the name of a + preset for the configured deep learning framework. + dl_framework: The deep learning framework that loads and runs the model on + the runtime, `models_config.path` incompatibilities will result in errors. + dl_runtime: The deep learning runtime that the model runs on, either + "tensorflow" or "torch". All loaded models will use the same runtime, + incompatibilities will result in errors. + precision: Floating point precision for the models, either `bfloat16` or + `float32`. + batch_size: The number of examples to process per batch. + + Returns: + A mapping from model name to initialized LIT model. + """ + + if not models_config: + return {} + + # NOTE: Always call this function before initializing models to ensure the + # environment is properly configured. + _initialize_modeling_environment(dl_framework, dl_runtime, precision) + + models: dict[str, lit_model.Model] = {} + for model_string in models_config: + # Only split on the first ':' as path may be a URL containing 'https://' + model_name, path = model_string.split(":", 1) + logging.info("Loading model '%s' from '%s'", model_name, path) + + if path.endswith(".tar.gz") or file_cache.is_remote(path): + path = file_cache.cached_path( + path, + extract_compressed_file=path.endswith(".tar.gz"), + ) + + if dl_framework == "kerasnlp": + from lit_nlp.examples.prompt_debugging import keras_lms # pylint: disable=g-import-not-at-top # pytype: disable=import-error + + models |= keras_lms.initialize_model_group_for_salience( + model_name, + model_name_or_path=path, + max_length=512, + batch_size=batch_size, + ) + else: + from lit_nlp.examples.prompt_debugging import transformers_lms # pylint: disable=g-import-not-at-top # pytype: disable=import-error + + models |= transformers_lms.initialize_model_group_for_salience( + model_name, + path, + batch_size=batch_size, + framework=dl_runtime, + max_new_tokens=512, + ) + + return models diff --git a/lit_nlp/examples/prompt_debugging/notebook.py b/lit_nlp/examples/prompt_debugging/notebook.py new file mode 100644 index 00000000..a7812fc2 --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/notebook.py @@ -0,0 +1,63 @@ +"""Convenience functions for configuring LIT prompt debugging in a notebook.""" + +from collections.abc import Sequence + +from lit_nlp import notebook as lit_notebook +from lit_nlp.examples.prompt_debugging import datasets +from lit_nlp.examples.prompt_debugging import layouts +from lit_nlp.examples.prompt_debugging import models + + +def make_notebook_widget( + datasets_config: Sequence[str], + models_config: Sequence[str], + *, + # keep-sorted start + batch_size: int = models.DEFAULT_BATCH_SIZE, + dl_framework: str = "kerasnlp", + dl_runtime: str = "tensorflow", + max_examples: int = datasets.DEFAULT_MAX_EXAMPLES, + precision: str = "bfloat16", + # keep-sorted end, + **kwargs, +) -> lit_notebook.LitWidget: + """Initializes a LIT widget for prompt debugging in a notebook. + + Args: + datasets_config: A list of dataset names and paths to load from, as + "dataset:path", where path can be a URL, a local file path, or the name of + a preset for the configured deep learning framework. + models_config: A list of model names and paths to load from, as + "model:path", where path can be a URL, a local file path, or the name of a + preset for the configured deep learning framework. + batch_size: The number of examples the model will process per batch. + dl_framework: The deep learning framework that loads and runs the model on + the runtime, `models_config.path` incompatibilities will result in errors. + dl_runtime: The deep learning runtime that the model runs on, either + "tensorflow" or "torch". All loaded models will use the same runtime, + incompatibilities will result in errors. + max_examples: Maximum number of examples in each loaded dataset. + precision: Floating point precision for the models, either `bfloat16` or + `float32`. + **kwargs: Additional keyword arguments passed to the LitWidget. See also + LitApp for additinoal keyword arguments accepted by the LitWidget. + + Returns: + A LitWidget with the configured models and datasets. Call `widget.render()` + to load the data and render the UI. + """ + return lit_notebook.LitWidget( + models=models.get_models( + models_config=models_config, + dl_framework=dl_framework, + dl_runtime=dl_runtime, + precision=precision, + batch_size=batch_size, + ), + datasets=datasets.get_datasets( + datasets_config=datasets_config, max_examples=max_examples + ), + layouts=layouts.PROMPT_DEBUGGING_LAYOUTS, + default_layout=layouts.LEFT_RIGHT, + **kwargs, + ) diff --git a/lit_nlp/examples/prompt_debugging/server.py b/lit_nlp/examples/prompt_debugging/server.py new file mode 100644 index 00000000..55ef7420 --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/server.py @@ -0,0 +1,174 @@ +r"""Server for sequence salience with a left-to-right language model. + +To use with the Gemma, Llama, or Mistral models, install the latest versions of +Keras, KerasNLP, and/or HuggingFace Transformers: + + pip install keras>=3.1.0 keras-nlp>=0.9.0 transformers>=4.38.0 + +To run with the default configuration (Gemma on TensorFlow via Keras): + + python3 -m lit_nlp.examples.prompt_debugging.server -- \ + --models=gemma:gemma_1.1_instruct_2b_en \ + --alsologtostderr + +MODELS: + +We strongly recommend a GPU or other accelerator to run this server with LLMs. +The table below shows the model names and presets for common models. Use these +to parameterize the --models flag with comma-separated `{model}:{preset}` +strings, and remember the number of models loaded will be limited by the memory +available on your accelerator. + +| Model | dl_framework | dl_backend=tensorflow Preset | dl_backend=torch Preset | +| ------- | ------------ | ---------------------------- | ------------------------------------ | +| Gemma | kerasnlp | gemma_1.1_instruct_7b_en | gemma_1.1_instruct_7b_en | +| Gemma | transformers | Unavailable | google/gemma-1.1-7b-it | +| Llama 2 | kerasnlp | llama2_instruct_7b_en | llama2_instruct_7b_en | +| Llama 2 | transformers | Unavailable | meta-llama/Llama-2-7b-hf | +| Mistral | kerasnlp | mistral_instruct_7b_en | mistral_instruct_7b_en | +| Mistral | transformers | Unavailable | mistralai/Mistral-7B-Instruct-v0.2 | + +Additional model presets can be found at the following locations, though +compatibility with the LIT model wrappers is not guaranteed: + +* KerasNLP: https://keras.io/api/keras_nlp/models/ +* HuggingFace Transformers: https://huggingface.co/models + +DATASETS: + +By default this includes a small set of sample prompts. You can load your own +examples using the --datasets flag or through the "Configure" menu in the UI. +""" + +from collections.abc import Sequence +import sys +from typing import Optional + +from absl import app +from absl import flags +from absl import logging +from lit_nlp import dev_server +from lit_nlp import server_flags +from lit_nlp.examples.prompt_debugging import datasets +from lit_nlp.examples.prompt_debugging import layouts +from lit_nlp.examples.prompt_debugging import models + + +# The following flags enable command line configuration datasets. +_DATASETS = flags.DEFINE_list( + "datasets", + datasets.DEFAULT_DATASETS, + "Datasets to load, as :. Format should be either .jsonl where" + " each record contains 'prompt' and optional 'target' and 'source' fields," + " or a plain text file with one prompt per line.", +) + +_MAX_EXAMPLES = flags.DEFINE_integer( + "max_examples", + datasets.DEFAULT_MAX_EXAMPLES, + ( + "Maximum number of examples to load from each evaluation set. Set to" + " None to load the full set." + ), +) + +# The following flags enable command line configuration of models. +_BATCH_SIZE = flags.DEFINE_integer( + "batch_size", + models.DEFAULT_BATCH_SIZE, + "The number of examples to process per batch.", +) + +_DL_FRAMEWORK = flags.DEFINE_enum( + "dl_framework", + models.DEFAULT_DL_FRAMEWORK, + ("kerasnlp", "transformers"), + "The deep learning framework that loads and runs the model on the backend." + " This server will attempt to load all models specified by the --models" + " flag with the configured framework, incompatibilities will result in" + " errors.", +) + +_DL_RUNTIME = flags.DEFINE_enum( + "dl_runtime", + models.DEFAULT_DL_RUNTIME, + # TODO(b/333373960): Add "jax" once JAX salience is supported. + ("tensorflow", "torch"), + "The deep learning backend framework that the model runs on. All models" + " loaded by this server will use the same backend, incompatibilities will" + " result in errors.", +) + +_MODELS = flags.DEFINE_list( + "models", + models.DEFAULT_MODELS, + "Models to load, as :. Path can be a URL, a local file path, or" + " the name of a preset for the configured Deep Learning framework (either" + " KerasNLP or HuggingFace Transformers; see --dl_framework for more). This" + " demo is tested with Gemma, GPT2, Llama, and Mistral on all supported" + " --dl_framework values. Other models should work, but adjustments might be" + " needed on their tokenizers (e.g., to define custom pad_token" + " when eos_token is not available to use as pad_token).", +) + +_PRECISION = flags.DEFINE_enum( + "precision", + models.DEFAULT_PRECISION, + ("bfloat16", "float32"), + "Floating point precision for the models, only `bfloat16` and `float32` are" + " supported at this time.", +) + +_FLAGS = flags.FLAGS +_FLAGS.set_default("development_demo", True) +_FLAGS.set_default("page_title", "LM Prompt Debugging") +_FLAGS.set_default("default_layout", layouts.THREE_PANEL) + +_SPLASH_SCREEN_DOC = """ +# Language Model Salience + +To begin, select an example, then click the segment(s) (tokens, words, etc.) +of the output that you would like to explain. Preceding segments(s) will be +highlighted according to their importance to the selected target segment(s), +with darker colors indicating a greater influence (salience) of that segment on +the model's likelihood of the target segment. +""" + + +def get_wsgi_app() -> Optional[dev_server.LitServerType]: + """Return WSGI app for container-hosted demos.""" + _FLAGS.set_default("server_type", "external") + _FLAGS.set_default("demo_mode", True) + # Parse flags without calling app.run(main), to avoid conflict with + # gunicorn command line flags. + unused = flags.FLAGS(sys.argv, known_only=True) + if unused: + logging.info("lm_demo:get_wsgi_app() called with unused args: %s", unused) + return main([]) + + +def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: + if len(argv) > 1: + raise app.UsageError("Too many command-line arguments.") + + lit_demo = dev_server.Server( + models=models.get_models( + models_config=_MODELS.value, + dl_framework=_DL_FRAMEWORK.value, + dl_runtime=_DL_RUNTIME.value, + precision=_PRECISION.value, + batch_size=_BATCH_SIZE.value, + ), + datasets=datasets.get_datasets( + datasets_config=_DATASETS.value, max_examples=_MAX_EXAMPLES.value + ), + layouts=layouts.PROMPT_DEBUGGING_LAYOUTS, + dataset_loaders=datasets.get_dataset_loaders(), + onboard_start_doc=_SPLASH_SCREEN_DOC, + **server_flags.get_flags(), + ) + return lit_demo.serve() + + +if __name__ == "__main__": + app.run(main) diff --git a/lit_nlp/examples/prompt_debugging/transformers_lms.py b/lit_nlp/examples/prompt_debugging/transformers_lms.py new file mode 100644 index 00000000..1ab121f6 --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/transformers_lms.py @@ -0,0 +1,572 @@ +"""Wrapper for HuggingFace models in LIT. + +Includes BERT masked LM, GPT-2, and T5. + +This wrapper loads a model into memory and implements the a number of helper +functions to predict a batch of examples and extract information such as +hidden states and attention. +""" +from collections.abc import Sequence +import enum +import functools + +from absl import logging +from lit_nlp.api import model as lit_model +from lit_nlp.api import types as lit_types +from lit_nlp.lib import file_cache +from lit_nlp.lib import utils +import numpy as np +import transformers + +# pylint: disable=g-import-not-at-top +# pytype: disable=import-error +try: + import tensorflow as tf +except (ModuleNotFoundError, ImportError): + logging.warning("TensorFlow is not available.") + +try: + import torch +except (ModuleNotFoundError, ImportError): + logging.warning("PyTorch is not available.") +# pytype: enable=import-error +# pylint: enable=g-import-not-at-top + + +_DEFAULT_MAX_LENGTH = 1024 +_PYTORCH = "torch" +_TENSORFLOW = "tensorflow" +# HuggingFace uses two letter abbreviations for pytorch and tensorflow. +_HF_PYTORCH = "pt" +_HF_TENSORFLOW = "tf" + + +@enum.unique +class MLFramework(enum.Enum): + """The supported deep learning frameworks.""" + + PT = _PYTORCH + TF = _TENSORFLOW + + +class HFBaseModel(lit_model.BatchedModel): + """Base class for HF generative, salience, tokenizer model wrappers.""" + + # Enum str values for entries in MLFramework, used for init_spec and logging. + _ML_FRAMEWORK_VALUES = [framework.value for framework in MLFramework] + + @property + def num_layers(self): + return self.model.config.n_layer + + @classmethod + def init_spec(cls) -> lit_model.Spec: + return { + "model_name_or_path": lit_types.String(default="gpt2"), + "batch_size": lit_types.Integer(default=6, min_val=1, max_val=64), + "framework": lit_types.CategoryLabel(vocab=cls._ML_FRAMEWORK_VALUES), + } + + def __init__( + self, + model_name_or_path="gpt2", + batch_size=6, + framework=_PYTORCH, + model=None, + tokenizer=None, + ): + """Constructor for HF base model wrappers. + + Note: args "model" and "tokenizer" take priority if both are specified. + Otherwise, "model_name_or_path" is used to initialize the model and + tokenizer. + + This class supports common HF transformer models such as GPT2, Llama, + Mistral, etc. + + Args: + model_name_or_path: gpt2, gpt2-medium, gpt2-large, distilgpt2, + meta-llama/Llama-2-7b-hf, mistralai/Mistral-7B-v0.1, etc. + batch_size: the number of items to process per `predict_minibatch` call. + framework: the deep learning framework, only "tensorflow" and "torch" + are supported. + model: an initialized transformer model. + tokenizer: an initialized tokenizer. + """ + super().__init__() + + if model is not None and tokenizer is not None: + self.model = model + self.tokenizer = tokenizer + # Check if the HF model object's framework is supported here. + if model.framework == _HF_PYTORCH: + self.framework = MLFramework.PT + elif model.framework == _HF_TENSORFLOW: + self.framework = MLFramework.TF + else: + raise ValueError( + f"The HuggingFace model framework `{model.framework}` is not" + " supported." + ) + else: + # Normally path is a directory; if it's an archive file, download and + # extract to the transformers cache. + if model_name_or_path.endswith(".tar.gz"): + model_name_or_path = file_cache.cached_path( + model_name_or_path, extract_compressed_file=True + ) + + # Note: we need to left-pad for generation to work properly. + # Other modes such as scoring and salience should handle this as well; + # see example in HFSalienceModel._postprocess(). + self.tokenizer = transformers.AutoTokenizer.from_pretrained( + model_name_or_path, + use_fast=False, + padding_side="left", + model_max_length=_DEFAULT_MAX_LENGTH, + ) + # Set this after init, as if pad_token= is passed to + # AutoTokenizer.from_pretrained() above it will create a new token with + # with id = max_vocab_length and cause out-of-bounds errors in + # the embedding lookup. + if framework == _PYTORCH: + auto_model = transformers.AutoModelForCausalLM + self.framework = MLFramework.PT + elif framework == _TENSORFLOW: + auto_model = transformers.TFAutoModelForCausalLM + self.framework = MLFramework.TF + else: + raise ValueError( + f"The provided value `{framework}` for arg `framework` is not" + f" supported, please choose from {self._ML_FRAMEWORK_VALUES}." + ) + self.model = auto_model.from_pretrained( + model_name_or_path, + output_hidden_states=True, + output_attentions=False, + ) + if self.framework == MLFramework.PT: + self.device = "cuda:0" if torch.cuda.is_available() else "cpu" + self.model = self.model.to(self.device) + self.embedding_table = self.model.get_input_embeddings() + self.tokenizer.pad_token = self.tokenizer.eos_token + self.batch_size = batch_size + + @property + def pad_left(self): + return self.tokenizer.padding_side == "left" + + @classmethod + def from_loaded(cls, existing: "HFBaseModel", *args, **kw): + """Share weights and underlying HF model with another instance.""" + return cls(model=existing.model, tokenizer=existing.tokenizer, *args, **kw) + + def clean_subword_token(self, tok): + # For GPT2 tokenizer. + tok = tok.replace("Ċ", "\n") # newlines + tok = tok.replace("Ġ", "▁") # start of word -> magic underscore + # For SentencePiece Tokenizer. + tok = tok.replace("<0x0A>", "\n") # newlines + return tok + + def ids_to_clean_tokens(self, ids: Sequence[int]) -> list[str]: + tokens = self.tokenizer.convert_ids_to_tokens(ids) + return [self.clean_subword_token(t) for t in tokens] + + def max_minibatch_size(self) -> int: + # The BatchedModel base class handles batching automatically in the + # implementation of predict(), and uses this value as the batch size. + return self.batch_size + + def input_spec(self): + return { + "prompt": lit_types.TextSegment(), + "target": lit_types.TextSegment(required=False), + } + + +class HFGenerativeModel(HFBaseModel): + """Wrapper for a HF Transformer model that generates texts. + + This class loads a tokenizer and model using the Huggingface library and + provides the LIT-required functions to generate text responses given input + prompts. + + Note that the default model generation config is used such that the response + is produced using multinomial sampling. + """ + + @classmethod + def init_spec(cls) -> lit_model.Spec: + return super().init_spec() | { + "max_new_tokens": lit_types.Integer(default=50, min_val=1, max_val=500) + } + + def __init__(self, *args, max_new_tokens=50, **kw): + """Constructor for HFGenerativeModel. + + Args: + *args: as to HFBaseModel.__init__ + max_new_tokens: the maximum number of new tokens to generate. + **kw: as to HFBaseModel.__init__ + """ + super().__init__(*args, **kw) + self.max_new_tokens = max_new_tokens + + def _postprocess(self, preds): + """Post-process single-example preds. Operates on numpy arrays.""" + # TODO(b/324957491): return actual decoder scores for each generation. + # GeneratedTextCandidates should be a list[(text, score)] + preds["response"] = [(preds["response"], 1.0)] + ntok_in = preds.pop("ntok_in") + embs = preds.pop("embs") + # Mean-pool over input tokens. + preds["prompt_embeddings"] = np.mean( + embs[-(self.max_new_tokens + ntok_in) : -self.max_new_tokens], axis=0 + ) + # Mean-pool over output (generated) tokens. + # TODO(b/324957491): slice this to only "real" output tokens, + # if generation length < max generation length. + preds["response_embeddings"] = np.mean(embs[-self.max_new_tokens :], axis=0) + + return preds + + ## + # LIT API implementations + def predict_minibatch(self, inputs): + prompts = [ex["prompt"] for ex in inputs] + encoded_inputs = self.tokenizer( + prompts, + return_tensors=_HF_PYTORCH + if self.framework == MLFramework.PT + else _HF_TENSORFLOW, + add_special_tokens=True, + padding="longest", + truncation="longest_first", + ) + if self.framework == MLFramework.PT: + encoded_inputs = encoded_inputs.to(self.device) + + outputs = self.model.generate( + encoded_inputs["input_ids"], + attention_mask=encoded_inputs["attention_mask"], + max_new_tokens=self.max_new_tokens, + ) + + responses = self.tokenizer.batch_decode( + outputs[:, -self.max_new_tokens :], skip_special_tokens=True + ) + + if self.framework == MLFramework.PT: + with torch.no_grad(): + # Input embeddings: [batch_size, num_tokens, emb_dim] + embeddings = self.embedding_table(outputs) + + batched_outputs = { + "embs": embeddings.cpu().to(torch.float), + "ntok_in": ( + torch.sum(encoded_inputs["attention_mask"], axis=1) + .cpu() + .to(torch.int) + ), + } + else: + embeddings = self.embedding_table(outputs) + batched_outputs = { + "embs": embeddings, + "ntok_in": tf.reduce_sum(encoded_inputs["attention_mask"], axis=1), + # TODO(b/324957491): compute ntok_out if < max_output_tokens ? + } + + # Convert to numpy for post-processing. + detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} + detached_outputs["response"] = responses + # Split up batched outputs, then post-process each example. + unbatched_outputs = utils.unbatch_preds(detached_outputs) + return map(self._postprocess, unbatched_outputs) + + def output_spec(self) -> lit_types.Spec: + return { + "response": lit_types.GeneratedTextCandidates(parent="target"), + "prompt_embeddings": lit_types.Embeddings(required=False), + "response_embeddings": lit_types.Embeddings(required=False), + } + + +class HFSalienceModel(HFBaseModel): + """Wrapper for a HF Transformer model that computes input (token) salience.""" + + def _left_pad_target_masks(self, seq_length, target_masks): + """Pads target masks (from left) to the desired sequence length. + + Args: + seq_length: desired length of the padded masks. + target_masks: list(array_like) of binary (0/1) masks for each input. + + Returns: + Numpy array of the padded masks at the desired sequence length. + """ + # It doesn't make sense to interpret the first token, since it is not ever + # predicted. But we need to ensure that the mask[0] is zero, so it doesn't + # cause problems when 'rolled' to the last position below. + modified_masks = [[0] + list(mask[1:]) for mask in target_masks] + pad_fn = functools.partial( + utils.pad1d, + min_len=seq_length, + max_len=seq_length, + pad_val=0, + pad_left=self.pad_left, + ) + padded_target_masks = np.stack( + [pad_fn(mask) for mask in modified_masks], + axis=0, + ) + return padded_target_masks + + def _pred_tf(self, encoded_inputs, target_masks): + """Predicts one batch of tokenized text using TF. + + Also performs some batch-level post-processing in TF. + Single-example postprocessing is done in _postprocess(), and operates on + numpy arrays. + + Args: + encoded_inputs: output of self.tokenizer() + target_masks: list(array_like) of binary (0/1) masks for each input + + Returns: + payload: Dictionary with items described above, each as single Tensor. + """ + input_ids = encoded_inputs["input_ids"] + + # [batch_size, num_tokens]; ignore the last one in each row. + target_ids = tf.roll(input_ids, shift=-1, axis=1) + ## + # Process target masks + padded_target_masks = tf.constant( + self._left_pad_target_masks(target_ids.shape[1], target_masks), + dtype=tf.bool, + ) + # Shift masks back so they align with target_ids. + loss_mask = tf.roll(padded_target_masks, shift=-1, axis=1) + + with tf.GradientTape(watch_accessed_variables=False) as tape: + # We need to run the embedding layer ourselves so we can trace it. + # See here for how the model normally does this: + # https://github.com/huggingface/transformers/blob/v4.29.2/src/transformers/models/gpt2/modeling_tf_gpt2.py#L450 + embs = self.embedding_table(input_ids) + tape.watch(embs) + + out = self.model( + input_ids=None, + inputs_embeds=embs, + attention_mask=encoded_inputs["attention_mask"], + ) + + loss_fn = tf.keras.losses.SparseCategoricalCrossentropy( + from_logits=True, reduction="none" + ) + # [batch_size, num_tokens] + per_token_loss = loss_fn(target_ids, out.logits) + masked_loss = per_token_loss * tf.cast(loss_mask, per_token_loss.dtype) + + grads = tape.gradient( + masked_loss, embs + ) # [batch_size, num_tokens, hdim] + + grad_l2 = tf.norm(grads, axis=2) # [batch_size, num_tokens] + grad_dot_input = tf.reduce_sum( + grads * embs, axis=2 + ) # [batch_size, num_tokens] + + batched_outputs = { + "input_ids": input_ids, + "attention_mask": encoded_inputs["attention_mask"], + # Gradients are already aligned to input tokens. + "grad_l2": grad_l2, + "grad_dot_input": grad_dot_input, + # Shift token loss to align with (input) tokens. + # "token_loss": tf.roll(per_token_loss, shift=1, axis=1), + } + + return batched_outputs + + def _pred_pt(self, encoded_inputs, target_masks): + """Predicts one batch of tokenized text using PyTorch. + + Also performs some batch-level post-processing in PyTorch. + Single-example postprocessing is done in _postprocess(), and operates on + numpy arrays. + + Args: + encoded_inputs: output of self.tokenizer() + target_masks: list(array_like) of binary (0/1) masks for each input + + Returns: + payload: Dictionary with items described above, each as single Tensor. + """ + encoded_inputs = encoded_inputs.to(self.device) + input_ids = encoded_inputs["input_ids"] + attention_mask = encoded_inputs["attention_mask"] + + # [batch_size, num_tokens]; ignore the last one in each row. + target_ids = torch.roll(input_ids, shifts=-1, dims=1).to(self.device) + ## + # Process target masks + padded_target_masks = torch.tensor( + self._left_pad_target_masks(target_ids.shape[1], target_masks) + ).bool() + loss_mask = torch.roll(padded_target_masks, shifts=-1, dims=1).to( + self.device + ) + + embs = self.embedding_table(input_ids) + outs = self.model( + input_ids=None, + inputs_embeds=embs, + attention_mask=attention_mask, + ) + loss_func = torch.nn.CrossEntropyLoss(reduction="none") + # Need to reshape outs.logits from [batch_size, num_tokens, vocab_size] + # to [batch_size, vocab_size, num_tokens] so the last dimension matches that + # of target_ids with dimension [batch_size, num_tokens]. + per_token_loss = loss_func(outs.logits.permute(0, 2, 1), target_ids) + masked_loss = per_token_loss * loss_mask + + # returned gradients are wrapped in a single item tuple. + grads = torch.autograd.grad( + masked_loss, embs, grad_outputs=torch.ones_like(masked_loss) + )[0] + + # Remove the grad function from embs. + embs = embs.detach() + grad_l2 = torch.norm(grads, dim=2) # [batch_size, num_tokens] + grad_dot_input = torch.sum(grads * embs, axis=2) # [batch_size, num_tokens] + + batched_outputs = { + "input_ids": input_ids.cpu().to(torch.int), + "attention_mask": attention_mask.cpu().to(torch.int), + # Gradients are already aligned to input tokens. + "grad_l2": grad_l2.cpu().to(torch.float), + "grad_dot_input": grad_dot_input.cpu().to(torch.float), + # Shift token loss to align with (input) tokens. + # "token_loss": torch.roll(per_token_loss, shifts=1, dims=1), + } + + return batched_outputs + + def _postprocess(self, preds): + """Post-process single-example preds. Operates on numpy arrays.""" + # Be sure to cast to bool, otherwise this will select integer positions 0, 1 + # rather than acting as a boolean mask. + mask = preds.pop("attention_mask").astype(bool) + ids = preds.pop("input_ids")[mask] + preds["tokens"] = self.ids_to_clean_tokens(ids) + for key in utils.find_spec_keys(self.output_spec(), lit_types.TokenScores): + preds[key] = preds[key][mask] + # First token (usually ) is not actually predicted, so return 0 for loss. + # preds["token_loss"][0] = 0 + + return preds + + # LIT API implementations + def predict_minibatch(self, inputs): + """Predict on a single minibatch of examples.""" + # Preprocess inputs. + texts = [ex["prompt"] + ex.get("target", "") for ex in inputs] + encoded_inputs = self.tokenizer( + texts, + return_tensors=_HF_PYTORCH + if self.framework == MLFramework.PT + else _HF_TENSORFLOW, + add_special_tokens=True, + padding="longest", + truncation="longest_first", + ) + target_masks = [ex.get("target_mask", []) for ex in inputs] + + # Get the predictions. + if self.framework == MLFramework.PT: + batched_outputs = self._pred_pt(encoded_inputs, target_masks) + else: + batched_outputs = self._pred_tf(encoded_inputs, target_masks) + + # Convert to numpy for post-processing. + detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} + # Split up batched outputs, then post-process each example. + unbatched_outputs = utils.unbatch_preds(detached_outputs) + return map(self._postprocess, unbatched_outputs) + + def input_spec(self): + return super().input_spec() | { + "target_mask": lit_types.TokenScores(align="", required=False), + } + + def output_spec(self) -> lit_types.Spec: + return { + "tokens": lit_types.Tokens(parent=""), # all tokens + "grad_l2": lit_types.TokenScores(align="tokens"), + "grad_dot_input": lit_types.TokenScores(align="tokens"), + # "token_loss": lit_types.TokenScores(align="tokens"), + } + + +class HFTokenizerModel(HFBaseModel): + """Wrapper to run only the tokenizer. + + Should exactly match tokens from HFSalienceModel. + """ + + def _postprocess(self, preds): + """Post-process single-example preds. Operates on numpy arrays.""" + # Be sure to cast to bool, otherwise this will select intger positions 0, 1 + # rather than acting as a boolean mask. + mask = preds.pop("attention_mask").astype(bool) + ids = preds.pop("input_ids")[mask] + preds["tokens"] = self.ids_to_clean_tokens(ids) + return preds + + # LIT API implementations + def predict_minibatch(self, inputs): + """Predict on a single minibatch of examples.""" + # Preprocess inputs. + texts = [ex["prompt"] + ex.get("target", "") for ex in inputs] + encoded_inputs = self.tokenizer( + texts, + return_tensors=_HF_PYTORCH + if self.framework == MLFramework.PT + else _HF_TENSORFLOW, + add_special_tokens=True, + padding="longest", + truncation="longest_first", + ) + batched_outputs = { + "input_ids": encoded_inputs["input_ids"], + "attention_mask": encoded_inputs["attention_mask"], + } + # Convert to numpy for post-processing. + detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} + # Split up batched outputs, then post-process each example. + unbatched_outputs = utils.unbatch_preds(detached_outputs) + return map(self._postprocess, unbatched_outputs) + + def output_spec(self) -> lit_types.Spec: + return { + "tokens": lit_types.Tokens(parent=""), # all tokens + } + + +def initialize_model_group_for_salience( + name, *args, max_new_tokens=512, **kw +) -> dict[str, lit_model.Model]: + """Creates '{name}' and '_{name}_salience' and '_{name}_tokenizer'.""" + generation_model = HFGenerativeModel( + *args, **kw, max_new_tokens=max_new_tokens + ) + salience_model = HFSalienceModel.from_loaded(generation_model) + tokenizer_model = HFTokenizerModel.from_loaded(generation_model) + return { + name: generation_model, + f"_{name}_salience": salience_model, + f"_{name}_tokenizer": tokenizer_model, + } diff --git a/lit_nlp/examples/prompt_debugging/transformers_lms_int_test.py b/lit_nlp/examples/prompt_debugging/transformers_lms_int_test.py new file mode 100644 index 00000000..a00ed981 --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/transformers_lms_int_test.py @@ -0,0 +1,41 @@ +from absl.testing import absltest +from absl.testing import parameterized +from lit_nlp.examples.prompt_debugging import transformers_lms + + +class TransformersLMSGeneration(parameterized.TestCase): + """Test that model classes can predict.""" + + @parameterized.named_parameters( + dict( + testcase_name="tensorflow", + framework=transformers_lms.MLFramework.TF.value, + model_path="https://storage.googleapis.com/what-if-tool-resources/lit-models/gpt2.tar.gz", + ), + dict( + testcase_name="pytorch", + framework=transformers_lms.MLFramework.PT.value, + model_path="https://storage.googleapis.com/what-if-tool-resources/lit-models/gpt2-pt.tar.gz", + ), + ) + def test_gpt2_generation(self, framework, model_path): + model = transformers_lms.HFGenerativeModel( + model_name_or_path=model_path, framework=framework + ) + model_in = [{"prompt": "Today is"}, {"prompt": "What is the color of"}] + model_out = list(model.predict(model_in)) + + # Sanity-check output vs output spec. + self.assertLen(model_out, 2) + for key in model.output_spec().keys(): + self.assertIn(key, model_out[0].keys()) + + # Check that the embedding dimension is the same for prompt and response. + self.assertEqual( + model_out[0]["prompt_embeddings"].shape, + model_out[0]["response_embeddings"].shape, + ) + + +if __name__ == "__main__": + absltest.main() diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index 39fafcb4..1e6f3410 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -440,7 +440,7 @@ left-to-right ("causal") language models: The UI supports multiple options for analysis, including: -* Select from pre-defined target sequences, or explain generations from the +* Select from predefined target sequences, or explain generations from the model. * Different salience methods, including [Gradient Norm](#gradient-norm) and [Gradient-dot-Input](#gradient-dot-input). @@ -448,7 +448,7 @@ The UI supports multiple options for analysis, including: to words, sentences, lines, or paragraphs. Quickly switch between different views to refine your analysis to different parts of a prompt. * Display density options to enable working with longer sequences, such as - document text, few-shot eaxmples, or chain-of-thought prompts. + document text, few-shot examples, or chain-of-thought prompts. For a walkthrough of how to use sequence salience to debug LLMs, check out the Responsible Generative AI Toolkit at @@ -474,11 +474,11 @@ using either KerasNLP or Transformers. * LIT-for-Gemma Colab: [`lit_gemma.ipynb`](https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb) * Demo binary: - [`lm_salience_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_salience_demo.py) + https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.py * KerasNLP model wrappers: - [`instrumented_keras_lms.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/instrumented_keras_lms.py) + https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/keras_lms.py * Transformers model wrappers: - [`pretrained_lms.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py) + https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/transformers_lms.py ## Salience Clustering diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index 89bb4acb..8617519d 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -69,7 +69,8 @@ https://pair-code.github.io/lit/tutorials/sentiment ### Gemma -**Code:** [examples/lm_salience_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_salience_demo.py) +**Code:** +[examples/prompt_debugging/server.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.py) * Supports Gemma 2B and 7B models using KerasNLP and TensorFlow. * Interactively debug LLM prompts using diff --git a/website/src/tutorials/sequence-salience.md b/website/src/tutorials/sequence-salience.md index 371b1271..29a99d34 100644 --- a/website/src/tutorials/sequence-salience.md +++ b/website/src/tutorials/sequence-salience.md @@ -1,20 +1,20 @@ --- -title: Prompt Engineering with Sequence Salience +title: Prompt Debugging with Sequence Salience layout: layouts/tutorial.liquid hero-image: /assets/images/sample-banner.png -hero-title: "Prompt Engineering with Sequence Salience" -hero-copy: "Learn to use LIT's Sequence Salience module for prompt engineering." +hero-title: "Prompt Debugging with Sequence Salience" +hero-copy: "Learn to use LIT's Sequence Salience module for prompt debugging." bc-anchor-category: "analysis" bc-category-title: "Analysis" -bc-title: "Prompt Engineering with Sequence Salience" +bc-title: "Prompt Debugging with Sequence Salience" time: "20 minutes" -takeaways: "Learn to use LIT's Sequence Salience module for prompt engineering." +takeaways: "Learn to use LIT's Sequence Salience module for prompt debugging." --- -## Prompt Engineering with Sequence Salience +## Prompt Debugging with Sequence Salience {% include partials/link-out, link: "https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb", From fc7b0d0624f6cc8e456ac0a1d75a4149927bef2f Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Mon, 10 Jun 2024 10:47:33 -0700 Subject: [PATCH 21/50] Move the glue demo to a self-contained directory. PiperOrigin-RevId: 641953632 --- .github/workflows/ci.yml | 4 +- lit_nlp/components/ablation_flip_int_test.py | 6 +- lit_nlp/components/hotflip_int_test.py | 2 +- lit_nlp/components/tcav_int_test.py | 2 +- lit_nlp/components/thresholder_int_test.py | 2 +- lit_nlp/examples/blank_slate_demo.py | 16 +- lit_nlp/examples/custom_module/potato_demo.py | 6 +- .../{datasets/glue.py => glue/data.py} | 0 .../examples/{glue_demo.py => glue/demo.py} | 43 ++-- .../model_int_test.py} | 22 +- .../{models/glue_models.py => glue/models.py} | 213 ++++++++++------ .../models_test.py} | 165 ++++++------ lit_nlp/examples/lm_demo.py | 15 +- .../notebooks/LIT_components_example.ipynb | 8 +- .../notebooks/LIT_sentiment_classifier.ipynb | 8 +- lit_nlp/examples/quickstart_sst_demo.py | 82 ------ lit_nlp/examples/simple_pytorch_demo.py | 197 --------------- lit_nlp/examples/simple_tf2_demo.py | 184 -------------- lit_nlp/examples/sst_pytorch_demo.py | 237 ------------------ lit_nlp/examples/tools/glue_trainer.py | 16 +- pyproject.toml | 3 + website/sphinx_src/components.md | 8 +- website/sphinx_src/docker.md | 12 +- website/sphinx_src/faq.md | 6 +- 24 files changed, 329 insertions(+), 928 deletions(-) rename lit_nlp/examples/{datasets/glue.py => glue/data.py} (100%) rename lit_nlp/examples/{glue_demo.py => glue/demo.py} (87%) rename lit_nlp/examples/{models/glue_models_int_test.py => glue/model_int_test.py} (82%) rename lit_nlp/examples/{models/glue_models.py => glue/models.py} (84%) rename lit_nlp/examples/{models/glue_models_test.py => glue/models_test.py} (61%) delete mode 100644 lit_nlp/examples/quickstart_sst_demo.py delete mode 100644 lit_nlp/examples/simple_pytorch_demo.py delete mode 100644 lit_nlp/examples/simple_tf2_demo.py delete mode 100644 lit_nlp/examples/sst_pytorch_demo.py diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 270b0666..2422e3b5 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -47,7 +47,9 @@ jobs: python-version: ${{ matrix.python-version }} - name: Install Python dependencies run: python -m pip install -r requirements.txt - - name: Test Python library + - name: Install LIT package + run: python -m pip install -e . + - name: Test LIT run: | python -m pip install pytest pytest -v diff --git a/lit_nlp/components/ablation_flip_int_test.py b/lit_nlp/components/ablation_flip_int_test.py index 7d4ee332..10cf9f9e 100644 --- a/lit_nlp/components/ablation_flip_int_test.py +++ b/lit_nlp/components/ablation_flip_int_test.py @@ -19,7 +19,7 @@ from absl.testing import absltest from lit_nlp.api import types from lit_nlp.components import ablation_flip -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models import numpy as np @@ -66,12 +66,12 @@ def setUp(self): self.classification_model = glue_models.SST2Model(BERT_TINY_PATH) self.classification_config = {ablation_flip.PREDICTION_KEY: 'probas'} - # Clasification model with the 'sentence' field marked as + # Classification model with the 'sentence' field marked as # non-required. self.classification_model_non_required_field = SST2ModelNonRequiredField( BERT_TINY_PATH) - # Clasification model with a counter to count number of predict calls. + # Classification model with a counter to count number of predict calls. # TODO(ataly): Consider setting up a Mock object to count number of # predict calls. self.classification_model_with_predict_counter = ( diff --git a/lit_nlp/components/hotflip_int_test.py b/lit_nlp/components/hotflip_int_test.py index b97eed41..c5d7758b 100644 --- a/lit_nlp/components/hotflip_int_test.py +++ b/lit_nlp/components/hotflip_int_test.py @@ -18,7 +18,7 @@ from absl.testing import parameterized from lit_nlp.components import hotflip # TODO(lit-dev): Move glue_models out of lit_nlp/examples -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models import numpy as np from lit_nlp.lib import file_cache diff --git a/lit_nlp/components/tcav_int_test.py b/lit_nlp/components/tcav_int_test.py index 592311e5..041a6a84 100644 --- a/lit_nlp/components/tcav_int_test.py +++ b/lit_nlp/components/tcav_int_test.py @@ -20,7 +20,7 @@ from absl.testing import parameterized from lit_nlp.api import dataset as lit_dataset from lit_nlp.components import tcav -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models from lit_nlp.lib import caching # for hash id fn from lit_nlp.lib import testing_utils diff --git a/lit_nlp/components/thresholder_int_test.py b/lit_nlp/components/thresholder_int_test.py index 3c0c9ca9..9775b79c 100644 --- a/lit_nlp/components/thresholder_int_test.py +++ b/lit_nlp/components/thresholder_int_test.py @@ -19,7 +19,7 @@ from lit_nlp.api import dataset as lit_dataset from lit_nlp.api import types as lit_types from lit_nlp.components import thresholder -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models from lit_nlp.lib import caching # for hash id fn diff --git a/lit_nlp/examples/blank_slate_demo.py b/lit_nlp/examples/blank_slate_demo.py index 32642a74..470f57a9 100644 --- a/lit_nlp/examples/blank_slate_demo.py +++ b/lit_nlp/examples/blank_slate_demo.py @@ -1,4 +1,4 @@ -r"""An blank demo ready to load models and datasets. +r"""A blank demo ready to load models and datasets. The currently supported models and datasets are: - classification model on SST-2, with the Stanford Sentiment Treebank dataset. @@ -30,9 +30,9 @@ from lit_nlp import dev_server from lit_nlp import server_flags from lit_nlp.examples.datasets import classification -from lit_nlp.examples.datasets import glue from lit_nlp.examples.datasets import lm -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import data as glue_data +from lit_nlp.examples.glue import models as glue_models from lit_nlp.examples.models import pretrained_lms from lit_nlp.examples.penguin import data as penguin_data from lit_nlp.examples.penguin import model as penguin_model @@ -99,9 +99,9 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: dataset_loaders: lit_app.DatasetLoadersMap = {} # glue demo dataset loaders. - dataset_loaders["sst2"] = (glue.SST2Data, glue.SST2Data.init_spec()) - dataset_loaders["stsb"] = (glue.STSBData, glue.STSBData.init_spec()) - dataset_loaders["mnli"] = (glue.MNLIData, glue.MNLIData.init_spec()) + dataset_loaders["sst2"] = (glue_data.SST2Data, glue_data.SST2Data.init_spec()) + dataset_loaders["stsb"] = (glue_data.STSBData, glue_data.STSBData.init_spec()) + dataset_loaders["mnli"] = (glue_data.MNLIData, glue_data.MNLIData.init_spec()) # penguin demo dataset loaders. dataset_loaders["penguin"] = ( @@ -111,8 +111,8 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: # lm demo dataset loaders. dataset_loaders["sst (lm)"] = ( - glue.SST2DataForLM, - glue.SST2DataForLM.init_spec(), + glue_data.SST2DataForLM, + glue_data.SST2DataForLM.init_spec(), ) dataset_loaders["imdb (lm)"] = ( classification.IMDBData, diff --git a/lit_nlp/examples/custom_module/potato_demo.py b/lit_nlp/examples/custom_module/potato_demo.py index bbaeb141..b9a50594 100644 --- a/lit_nlp/examples/custom_module/potato_demo.py +++ b/lit_nlp/examples/custom_module/potato_demo.py @@ -23,8 +23,8 @@ from lit_nlp import dev_server from lit_nlp import server_flags from lit_nlp.api import layout -from lit_nlp.examples.datasets import glue -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import data as glue_data +from lit_nlp.examples.glue import models as glue_models from lit_nlp.lib import file_cache # NOTE: additional flags defined in server_flags.py @@ -84,7 +84,7 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: model, extract_compressed_file=True) models = {"sst": glue_models.SST2Model(model)} - datasets = {"sst_dev": glue.SST2Data("validation")} + datasets = {"sst_dev": glue_data.SST2Data("validation")} # Start the LIT server. See server_flags.py for server options. lit_demo = dev_server.Server( diff --git a/lit_nlp/examples/datasets/glue.py b/lit_nlp/examples/glue/data.py similarity index 100% rename from lit_nlp/examples/datasets/glue.py rename to lit_nlp/examples/glue/data.py diff --git a/lit_nlp/examples/glue_demo.py b/lit_nlp/examples/glue/demo.py similarity index 87% rename from lit_nlp/examples/glue_demo.py rename to lit_nlp/examples/glue/demo.py index 83b0474f..8fe9d703 100644 --- a/lit_nlp/examples/glue_demo.py +++ b/lit_nlp/examples/glue/demo.py @@ -1,14 +1,15 @@ r"""Example demo loading a handful of GLUE models. For a quick-start set of models, run: - python -m lit_nlp.examples.glue_demo \ + blaze run -c opt --config=cuda examples/glue:demo -- \ --quickstart --port=5432 To run with the 'normal' defaults, including full-size BERT models: - python -m lit_nlp.examples.glue_demo --port=5432 + blaze run -c opt --config=cuda examples/glue:demo -- --port=5432 Then navigate to localhost:5432 to access the demo UI. """ + from collections.abc import Sequence import sys from typing import Optional @@ -19,8 +20,8 @@ from lit_nlp import app as lit_app from lit_nlp import dev_server from lit_nlp import server_flags -from lit_nlp.examples.datasets import glue -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import data as glue_data +from lit_nlp.examples.glue import models as glue_models # NOTE: additional flags defined in server_flags.py @@ -29,8 +30,10 @@ FLAGS.set_default("development_demo", True) _QUICKSTART = flags.DEFINE_bool( - "quickstart", False, - "Quick-start mode, loads smaller models and a subset of the full data.") + "quickstart", + False, + "Quick-start mode, loads smaller models and a subset of the full data.", +) _MODELS = flags.DEFINE_list( "models", @@ -50,9 +53,12 @@ ) _MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", None, "Maximum number of examples to load into LIT. " + "max_examples", + None, + "Maximum number of examples to load into LIT. " "Note: MNLI eval set is 10k examples, so will take a while to run and may " - "be slow on older machines. Set --max_examples=200 for a quick start.") + "be slow on older machines. Set --max_examples=200 for a quick start.", +) MODELS_BY_TASK = { "sst2": glue_models.SST2Model, @@ -123,24 +129,33 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: # split = 'validation' will also work, but this will cause TDFS to download # the entire dataset which can be very slow. split = "https://storage.googleapis.com/what-if-tool-resources/lit-data/sst2.validation.csv" - datasets["sst_dev"] = glue.SST2Data(split) - dataset_loaders["sst2"] = (glue.SST2Data, glue.SST2Data.init_spec()) + datasets["sst_dev"] = glue_data.SST2Data(split) + dataset_loaders["sst2"] = ( + glue_data.SST2Data, + glue_data.SST2Data.init_spec(), + ) if "stsb" in tasks_to_load: logging.info("Loading data for STS-B task.") # split = 'validation' will also work, but this will cause TDFS to download # the entire dataset which can be very slow. split = "https://storage.googleapis.com/what-if-tool-resources/lit-data/stsb.validation.csv" - datasets["stsb_dev"] = glue.STSBData(split) - dataset_loaders["stsb"] = (glue.STSBData, glue.STSBData.init_spec()) + datasets["stsb_dev"] = glue_data.STSBData(split) + dataset_loaders["stsb"] = ( + glue_data.STSBData, + glue_data.STSBData.init_spec(), + ) if "mnli" in tasks_to_load: logging.info("Loading data for MultiNLI task.") # split = 'validation_matched' will also work, but this will cause TDFS to # download the entire dataset which can be very slow. split = "https://storage.googleapis.com/what-if-tool-resources/lit-data/mnli.validation_matched.csv" - datasets["mnli_dev"] = glue.MNLIData(split) - dataset_loaders["mnli"] = (glue.MNLIData, glue.MNLIData.init_spec()) + datasets["mnli_dev"] = glue_data.MNLIData(split) + dataset_loaders["mnli"] = ( + glue_data.MNLIData, + glue_data.MNLIData.init_spec(), + ) # Truncate datasets if --max_examples is set. if _MAX_EXAMPLES.value is not None: diff --git a/lit_nlp/examples/models/glue_models_int_test.py b/lit_nlp/examples/glue/model_int_test.py similarity index 82% rename from lit_nlp/examples/models/glue_models_int_test.py rename to lit_nlp/examples/glue/model_int_test.py index fcac0d42..366a9428 100644 --- a/lit_nlp/examples/models/glue_models_int_test.py +++ b/lit_nlp/examples/glue/model_int_test.py @@ -1,8 +1,8 @@ -r"""Integration tests for lit_nlp.examples.models.glue_models. +r"""Integration tests for lit_nlp.examples.glue.models. Test locally with: -blaze test //third_party/py/lit_nlp/examples/models:integration_tests \ +blaze test //third_party/py/lit_nlp/examples/glue:integration_tests \ --guitar_cluster=LOCAL \ --test_output=streamed \ --guitar_detach @@ -11,7 +11,7 @@ from typing import Any from absl.testing import absltest from absl.testing import parameterized -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models from lit_nlp.lib import file_cache @@ -24,7 +24,8 @@ def __init__(self, *args: Any, **kwargs: Any): model_path = "https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz" # pylint: disable=line-too-long if model_path.endswith(".tar.gz"): model_path = file_cache.cached_path( - model_path, extract_compressed_file=True) + model_path, extract_compressed_file=True + ) self.sst2_model = glue_models.SST2Model(model_path) @parameterized.named_parameters( @@ -48,17 +49,14 @@ def __init__(self, *args: Any, **kwargs: Any): # Common multiple cases dict( testcase_name="no_attention_or_embeddings", - config={ - "output_attention": False, - "output_embeddings": False - }, + config={"output_attention": False, "output_embeddings": False}, ), dict( testcase_name="no_attention_or_embeddings_or_gradients", config={ "compute_grads": False, "output_attention": False, - "output_embeddings": False + "output_embeddings": False, }, ), ) @@ -66,13 +64,14 @@ def test_sst2_model_predict(self, config: dict[str, bool]): # Configure model. if config: self.sst2_model.config = glue_models.GlueModelConfig( - # Include the SST-2 defaut config options + # Include the SST-2 default config options text_a_name="sentence", text_b_name=None, labels=["0", "1"], null_label_idx=0, # Add the output-affecting config options - **config) + **config + ) # Run prediction to ensure no failure. model_in = [{"sentence": "test sentence"}] @@ -83,5 +82,6 @@ def test_sst2_model_predict(self, config: dict[str, bool]): for key in self.sst2_model.output_spec().keys(): self.assertIn(key, model_out[0]) + if __name__ == "__main__": absltest.main() diff --git a/lit_nlp/examples/models/glue_models.py b/lit_nlp/examples/glue/models.py similarity index 84% rename from lit_nlp/examples/models/glue_models.py rename to lit_nlp/examples/glue/models.py index a70cb1f0..9f14fe83 100644 --- a/lit_nlp/examples/models/glue_models.py +++ b/lit_nlp/examples/glue/models.py @@ -1,4 +1,5 @@ """Wrapper for fine-tuned HuggingFace models in LIT.""" + # TODO(b/261736863): Update to PEP 585 typings, consider using f-strings, and # make common substrings into module CONSTANTS. @@ -28,6 +29,7 @@ @attr.s(auto_attribs=True, kw_only=True) class GlueModelConfig(object): """Config options for a GlueModel.""" + # Preprocessing options max_seq_length: int = 128 inference_batch_size: int = 32 @@ -79,7 +81,6 @@ class GlueModel(lit_model.BatchedModel): This is a full-featured implementation, which includes embeddings, attention, gradients, as well as support for the different input and output types above. - For a more minimal example, see ../simple_tf2_demo.py. """ def _verify_num_layers(self, hidden_states: Sequence[Any]): @@ -102,9 +103,7 @@ def is_regression(self) -> bool: # TODO(b/254110131): Move file_cache.cached_path() call inside this __init__ # function to reduce boilerplate in other locations (e.g., TCAV tests). - def __init__(self, - model_name_or_path="bert-base-uncased", - **config_kw): + def __init__(self, model_name_or_path="bert-base-uncased", **config_kw): self.config = GlueModelConfig(**config_kw) self._load_model(model_name_or_path) self._lock = threading.Lock() @@ -119,9 +118,11 @@ def _load_model(self, model_name_or_path): ) self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path) + model_name_or_path + ) self.vocab = self.tokenizer.convert_ids_to_tokens( - range(len(self.tokenizer))) + range(len(self.tokenizer)) + ) model_config = transformers.AutoConfig.from_pretrained( model_name_or_path, num_labels=1 if self.is_regression else len(self.config.labels), @@ -131,12 +132,14 @@ def _load_model(self, model_name_or_path): self.model = model_utils.load_pretrained( transformers.TFAutoModelForSequenceClassification, model_name_or_path, - config=model_config) + config=model_config, + ) def _get_tokens(self, ex: JsonDict, field_name: str) -> list[str]: with self._lock: - return (ex.get("tokens_" + field_name) or - self.tokenizer.tokenize(ex[field_name])) + return ex.get("tokens_" + field_name) or self.tokenizer.tokenize( + ex[field_name] + ) def _preprocess(self, inputs: Iterable[JsonDict]) -> dict[str, tf.Tensor]: # Use pretokenized input if available. @@ -152,20 +155,26 @@ def _preprocess(self, inputs: Iterable[JsonDict]) -> dict[str, tf.Tensor]: self.tokenizer, tokens_a, tokens_b, - max_length=self.config.max_seq_length) + max_length=self.config.max_seq_length, + ) return encoded_input # pytype: disable=bad-return-type def _make_dataset(self, inputs: Iterable[JsonDict]) -> tf.data.Dataset: """Make a tf.data.Dataset from inputs in LIT format.""" encoded_input = self._preprocess(inputs) if self.is_regression: - labels = tf.constant([ex[self.config.label_name] for ex in inputs], - dtype=tf.float32) + labels = tf.constant( + [ex[self.config.label_name] for ex in inputs], dtype=tf.float32 + ) else: - labels = tf.constant([ - self.config.labels.index(ex[self.config.label_name]) for ex in inputs - ], - dtype=tf.int64) + indexes = [] + if self.config.labels is not None: + for ex in inputs: + indexes.append(self.config.labels.index(ex[self.config.label_name])) + labels = tf.constant( + indexes, + dtype=tf.int64, + ) # encoded_input is actually a transformers.BatchEncoding # object, which tf.data.Dataset doesn't like. Convert to a regular dict. return tf.data.Dataset.from_tensor_slices((dict(encoded_input), labels)) @@ -180,13 +189,18 @@ def train( keras_callbacks=None, ): """Run fine-tuning.""" - train_dataset = self._make_dataset(train_inputs).shuffle(128).batch( - batch_size).repeat(-1) + train_dataset = ( + self._make_dataset(train_inputs) + .shuffle(128) + .batch(batch_size) + .repeat(-1) + ) # Use larger batch for validation since inference is about 1/2 memory usage # of backprop. eval_batch_size = 2 * batch_size validation_dataset = self._make_dataset(validation_inputs).batch( - eval_batch_size) + eval_batch_size + ) # Prepare model for training. opt = tf.keras.optimizers.Adam(learning_rate=learning_rate, epsilon=1e-08) @@ -207,7 +221,8 @@ def train( validation_data=validation_dataset, validation_steps=validation_steps, callbacks=keras_callbacks, - verbose=2) + verbose=2, + ) return history def save(self, path: str): @@ -248,7 +263,8 @@ def _postprocess(self, output: dict[str, Any]): """Per-example postprocessing, on NumPy output.""" ntok = output.pop("ntok") output["tokens"] = self.tokenizer.convert_ids_to_tokens( - output.pop("input_ids")[:ntok]) + output.pop("input_ids")[:ntok] + ) # Tokens for each segment, individually. slicer_a, slicer_b = self._segment_slicers(output["tokens"]) @@ -258,21 +274,25 @@ def _postprocess(self, output: dict[str, Any]): # Embeddings for each segment, individually. if self.config.output_embeddings: - output["input_embs_" + self.config.text_a_name] = ( - output["input_embs"][slicer_a]) + output["input_embs_" + self.config.text_a_name] = output["input_embs"][ + slicer_a + ] if self.config.text_b_name: - output["input_embs_" + self.config.text_b_name] = ( - output["input_embs"][slicer_b]) + output["input_embs_" + self.config.text_b_name] = output["input_embs"][ + slicer_b + ] # Gradients for each segment, individually. if self.config.compute_grads: # Gradients for the CLS token. output["cls_grad"] = output["input_emb_grad"][0] - output["token_grad_" + - self.config.text_a_name] = output["input_emb_grad"][slicer_a] + output["token_grad_" + self.config.text_a_name] = output[ + "input_emb_grad" + ][slicer_a] if self.config.text_b_name: - output["token_grad_" + - self.config.text_b_name] = output["input_emb_grad"][slicer_b] + output["token_grad_" + self.config.text_b_name] = output[ + "input_emb_grad" + ][slicer_b] # TODO(b/294613507): remove output[self.config.label_name] once TCAV # is updated. @@ -302,8 +322,9 @@ def _postprocess(self, output: dict[str, Any]): return output - def _scatter_embs(self, passed_input_embs, input_embs, batch_indices, - offsets): + def _scatter_embs( + self, passed_input_embs, input_embs, batch_indices, offsets + ): """Scatters custom passed embeddings into the default model embeddings. Args: @@ -331,9 +352,10 @@ def _scatter_embs(self, passed_input_embs, input_embs, batch_indices, # values that should be scattered in, i.e. one for each of the # (scatter_batch_size * num_tokens) word embeddings. scatter_indices = [] - for (batch_index, sentence_embs, offset) in zip(batch_indices, - filtered_embs, offsets): - for (token_index, _) in enumerate(sentence_embs): + for batch_index, sentence_embs, offset in zip( + batch_indices, filtered_embs, offsets + ): + for token_index, _ in enumerate(sentence_embs): scatter_indices.append([batch_index, token_index + offset]) # Scatters passed word embeddings into embeddings gathered from tokens. @@ -351,26 +373,36 @@ def scatter_all_embeddings(self, inputs, input_embs): The default model embeddings with scattered custom embeddings. """ # Gets batch indices of any word embeddings that were passed for text_a. - passed_input_embs_a = [ex.get("input_embs_" + self.config.text_a_name) - for ex in inputs] - batch_indices_a = [index for (index, emb) in enumerate( - passed_input_embs_a) if emb is not None] + passed_input_embs_a = [ + ex.get("input_embs_" + self.config.text_a_name) for ex in inputs + ] + batch_indices_a = [ + index + for (index, emb) in enumerate(passed_input_embs_a) + if emb is not None + ] # If word embeddings were passed in for text_a, scatter them into the # embeddings, gathered from the input ids. 1 is passed in as the offset # for each, since text_a starts at index 1, after the [CLS] token. if batch_indices_a: input_embs = self._scatter_embs( - passed_input_embs_a, input_embs, batch_indices_a, - offsets=np.ones(len(batch_indices_a), dtype=np.int64)) + passed_input_embs_a, + input_embs, + batch_indices_a, + offsets=np.ones(len(batch_indices_a), dtype=np.int64), + ) if self.config.text_b_name: # Gets batch indices of any word embeddings that were passed for text_b. - passed_input_embs_b = [ex.get("input_embs_" + self.config.text_b_name) - for ex in inputs] + passed_input_embs_b = [ + ex.get("input_embs_" + self.config.text_b_name) for ex in inputs + ] batch_indices_b = [ - index for (index, emb) in enumerate(passed_input_embs_b) - if emb is not None] + index + for (index, emb) in enumerate(passed_input_embs_b) + if emb is not None + ] # If word embeddings were also passed in for text_b, scatter them into the # embeddings gathered from the input ids. The offsets are the [lengths @@ -378,11 +410,15 @@ def scatter_all_embeddings(self, inputs, input_embs): # [CLS] [text_a tokens] [SEP]. (This assumes that text_b embeddings # will only be passed together with text_a embeddings.) if batch_indices_b: - lengths = np.array([len(embed) for embed in passed_input_embs_a - if embed is not None]) + lengths = np.array( + [len(embed) for embed in passed_input_embs_a if embed is not None] + ) input_embs = self._scatter_embs( - passed_input_embs_b, input_embs, batch_indices_b, - offsets=(lengths + 2)) + passed_input_embs_b, + input_embs, + batch_indices_b, + offsets=(lengths + 2), + ) return input_embs def get_target_scores(self, inputs: Iterable[JsonDict], scores): @@ -401,10 +437,12 @@ def get_target_scores(self, inputs: Iterable[JsonDict], scores): for (i, ex) in enumerate(inputs) ] # Convert the class names to indices if needed. - grad_idxs = [ - self.config.labels.index(label) if isinstance(label, str) else label - for label in grad_classes - ] + grad_idxs = [] + for label in grad_classes: + if isinstance(label, str) and self.config.labels is not None: + grad_idxs.append(self.config.labels.index(label)) + else: + grad_idxs.append(label) # list of tuples (batch idx, label idx) gather_indices = list(enumerate(grad_idxs)) # [batch_size] @@ -427,7 +465,8 @@ def predict_minibatch(self, inputs: Iterable[JsonDict]): # Use watch_accessed_variables to save memory by having the tape do nothing # if we don't need gradients. with tf.GradientTape( - watch_accessed_variables=self.config.compute_grads) as tape: + watch_accessed_variables=self.config.compute_grads + ) as tape: encoded_input = self._preprocess(inputs) # Gathers word embeddings from BERT model embedding layer using input ids @@ -451,7 +490,8 @@ def predict_minibatch(self, inputs: Iterable[JsonDict]): training=False, output_hidden_states=True, output_attentions=True, - return_dict=True) + return_dict=True, + ) batched_outputs = { "input_ids": encoded_input["input_ids"], @@ -466,21 +506,25 @@ def predict_minibatch(self, inputs: Iterable[JsonDict]): # [batch_size, num_tokens, 1] token_mask = tf.expand_dims( - tf.cast(encoded_input["attention_mask"], tf.float32), axis=2) + tf.cast(encoded_input["attention_mask"], tf.float32), axis=2 + ) # [batch_size, 1] denom = tf.reduce_sum(token_mask, axis=1) for i, layer_output in enumerate(out.hidden_states): # layer_output is [batch_size, num_tokens, emb_dim] # average over tokens to get [batch_size, emb_dim] - batched_outputs[f"layer_{i}/avg_emb"] = tf.reduce_sum( - layer_output * token_mask, axis=1) / denom + batched_outputs[f"layer_{i}/avg_emb"] = ( + tf.reduce_sum(layer_output * token_mask, axis=1) / denom + ) if self.config.output_attention: if len(out.attentions) != self.model.config.num_hidden_layers: - raise ValueError("Unexpected size of attentions. Should be the same " - "size as the number of hidden layers. Expected " - f"{self.model.config.num_hidden_layers}, got " - f"{len(out.attentions)}.") + raise ValueError( + "Unexpected size of attentions. Should be the same " + "size as the number of hidden layers. Expected " + f"{self.model.config.num_hidden_layers}, got " + f"{len(out.attentions)}." + ) for i, layer_attention in enumerate(out.attentions): batched_outputs[f"layer_{i+1}/attention"] = layer_attention @@ -511,7 +555,11 @@ def predict_minibatch(self, inputs: Iterable[JsonDict]): scalar_targets, input_embs ) - detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} + detached_outputs = { + k: v.numpy() + for k, v in batched_outputs.items() + if v is not None + } # Sequence of dicts, one per example. unbatched_outputs = utils.unbatch_preds(detached_outputs) return map(self._postprocess, unbatched_outputs) @@ -520,24 +568,28 @@ def input_spec(self) -> Spec: ret = {} ret[self.config.text_a_name] = lit_types.TextSegment() ret["tokens_" + self.config.text_a_name] = lit_types.Tokens( - parent=self.config.text_a_name, required=False) + parent=self.config.text_a_name, required=False + ) if self.config.text_b_name: ret[self.config.text_b_name] = lit_types.TextSegment() ret["tokens_" + self.config.text_b_name] = lit_types.Tokens( - parent=self.config.text_b_name, required=False) + parent=self.config.text_b_name, required=False + ) if self.is_regression: ret[self.config.label_name] = lit_types.Scalar(required=False) else: ret[self.config.label_name] = lit_types.CategoryLabel( - required=False, vocab=self.config.labels) + required=False, vocab=self.config.labels + ) if self.config.output_embeddings: # The input_embs_ fields are used for Integrated Gradients. text_a_embs = "input_embs_" + self.config.text_a_name ret[text_a_embs] = lit_types.TokenEmbeddings( - align="tokens", required=False) + align="tokens", required=False + ) if self.config.text_b_name: text_b_embs = "input_embs_" + self.config.text_b_name ret[text_b_embs] = lit_types.TokenEmbeddings( @@ -548,17 +600,20 @@ def input_spec(self) -> Spec: def output_spec(self) -> Spec: ret = {"tokens": lit_types.Tokens()} ret["tokens_" + self.config.text_a_name] = lit_types.Tokens( - parent=self.config.text_a_name) + parent=self.config.text_a_name + ) if self.config.text_b_name: ret["tokens_" + self.config.text_b_name] = lit_types.Tokens( - parent=self.config.text_b_name) + parent=self.config.text_b_name + ) if self.is_regression: ret["score"] = lit_types.RegressionScore(parent=self.config.label_name) else: ret["probas"] = lit_types.MulticlassPreds( parent=self.config.label_name, vocab=self.config.labels, - null_idx=self.config.null_label_idx) + null_idx=self.config.null_label_idx, + ) if self.config.output_embeddings: ret["cls_emb"] = lit_types.Embeddings() @@ -568,11 +623,13 @@ def output_spec(self) -> Spec: # The input_embs_ fields are used for Integrated Gradients. ret["input_embs_" + self.config.text_a_name] = lit_types.TokenEmbeddings( - align="tokens_" + self.config.text_a_name) + align="tokens_" + self.config.text_a_name + ) if self.config.text_b_name: text_b_embs = "input_embs_" + self.config.text_b_name - ret[text_b_embs] = lit_types.TokenEmbeddings(align="tokens_" + - self.config.text_b_name) + ret[text_b_embs] = lit_types.TokenEmbeddings( + align="tokens_" + self.config.text_b_name + ) # Gradients, if requested. if self.config.compute_grads: @@ -604,7 +661,8 @@ def output_spec(self) -> Spec: # Attention heads, one field for each layer. for i in range(self.model.config.num_hidden_layers): ret[f"layer_{i+1}/attention"] = lit_types.AttentionHeads( - align_in="tokens", align_out="tokens") + align_in="tokens", align_out="tokens" + ) return ret @@ -618,7 +676,8 @@ def __init__(self, *args, **kw): text_b_name=None, labels=["0", "1"], null_label_idx=0, - **kw) + **kw, + ) class MNLIModel(GlueModel): @@ -630,7 +689,8 @@ def __init__(self, *args, **kw): text_a_name="premise", text_b_name="hypothesis", labels=["entailment", "neutral", "contradiction"], - **kw) + **kw, + ) class STSBModel(GlueModel): @@ -642,7 +702,8 @@ def __init__(self, *args, **kw): text_a_name="sentence1", text_b_name="sentence2", labels=None, - **kw) + **kw, + ) def input_spec(self): ret = super().input_spec() diff --git a/lit_nlp/examples/models/glue_models_test.py b/lit_nlp/examples/glue/models_test.py similarity index 61% rename from lit_nlp/examples/models/glue_models_test.py rename to lit_nlp/examples/glue/models_test.py index 1ce1ddbf..68d9b61a 100644 --- a/lit_nlp/examples/models/glue_models_test.py +++ b/lit_nlp/examples/glue/models_test.py @@ -3,7 +3,7 @@ from absl.testing import absltest from absl.testing import parameterized import attr -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models import numpy as np @@ -60,10 +60,7 @@ class GlueModelsTest(parameterized.TestCase): # Common multiple cases dict( testcase_name="no_attention_or_embeddings", - config={ - "output_attention": False, - "output_embeddings": False - }, + config={"output_attention": False, "output_embeddings": False}, expect_attention=False, expect_embs=False, expect_grads=True, @@ -73,18 +70,23 @@ class GlueModelsTest(parameterized.TestCase): config={ "compute_grads": False, "output_attention": False, - "output_embeddings": False + "output_embeddings": False, }, expect_attention=False, expect_embs=False, expect_grads=False, ), ) - def test_spec_affecting_config_options(self, config: dict[str, bool], - expect_attention: bool, - expect_embs: bool, expect_grads: bool): + def test_spec_affecting_config_options( + self, + config: dict[str, bool], + expect_attention: bool, + expect_embs: bool, + expect_grads: bool, + ): model = GlueModelForTesting( - model_name_or_path="bert-base-uncased", **config) + model_name_or_path="bert-base-uncased", **config + ) input_spec = model.input_spec() output_spec = model.output_spec() @@ -139,27 +141,34 @@ def test_spec_affecting_config_options(self, config: dict[str, bool], def test_scatter_all_embeddings_single_input(self): glue_model = GlueModelForTesting( - model_name_or_path="bert-base-uncased", - text_a_name="sentence1") + model_name_or_path="bert-base-uncased", text_a_name="sentence1" + ) emb_size = 10 # We'll inject zeros for the embeddings of 'hi', # while special tokens get vectors of 1s. embs_a = np.zeros((1, emb_size)) input_embs = np.ones((1, 3, emb_size)) # Scatter embs_a into input_embs - result = glue_model.scatter_all_embeddings([{"sentence1": "hi", - "input_embs_sentence1": embs_a, - }], input_embs) - target = [[[1, 1, 1, 1, 1, 1, 1, 1, 1, 1], - [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]]] + result = glue_model.scatter_all_embeddings( + [{ + "sentence1": "hi", + "input_embs_sentence1": embs_a, + }], + input_embs, + ) + target = [[ + [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], + ]] np.testing.assert_almost_equal(result, target) def test_scatter_all_embeddings_both_inputs(self): glue_model = GlueModelForTesting( model_name_or_path="bert-base-uncased", text_a_name="sentence1", - text_b_name="sentence2") + text_b_name="sentence2", + ) emb_size = 10 # Inject zeros at positions corresponding to real tokens # in each segment. Special tokens get vectors of 1s. @@ -167,74 +176,86 @@ def test_scatter_all_embeddings_both_inputs(self): embs_b = np.zeros((3, emb_size)) input_embs = np.ones((1, 7, emb_size)) # Scatter embs_a and embs_b into input_embs - result = glue_model.scatter_all_embeddings([{"sentence1": "hi", - "input_embs_sentence1": embs_a, - "sentence2": "how are you", - "input_embs_sentence2": embs_b - }], input_embs) - target = [[[1, 1, 1, 1, 1, 1, 1, 1, 1, 1], - [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], - [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], - [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]]] + result = glue_model.scatter_all_embeddings( + [{ + "sentence1": "hi", + "input_embs_sentence1": embs_a, + "sentence2": "how are you", + "input_embs_sentence2": embs_b, + }], + input_embs, + ) + target = [[ + [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], + ]] np.testing.assert_almost_equal(result, target) def test_scatter_all_embeddings_multi_batch(self): glue_model = GlueModelForTesting( - model_name_or_path="bert-base-uncased", - text_a_name="sentence1") + model_name_or_path="bert-base-uncased", text_a_name="sentence1" + ) emb_size = 4 embs_a = np.zeros((1, emb_size)) embs_b = np.zeros((2, emb_size)) input_embs = np.ones((2, 4, emb_size)) # Scatter embs_a and embs_b into input_embs - result = glue_model.scatter_all_embeddings([{"sentence1": "hi", - "input_embs_sentence1": embs_a, - }, - {"sentence1": "hi there", - "input_embs_sentence1": embs_b, - }], input_embs) - target = [[[1, 1, 1, 1], - [0, 0, 0, 0], - [1, 1, 1, 1], - [1, 1, 1, 1]], - [[1, 1, 1, 1], - [0, 0, 0, 0], - [0, 0, 0, 0], - [1, 1, 1, 1]]] + result = glue_model.scatter_all_embeddings( + [ + { + "sentence1": "hi", + "input_embs_sentence1": embs_a, + }, + { + "sentence1": "hi there", + "input_embs_sentence1": embs_b, + }, + ], + input_embs, + ) + target = [ + [[1, 1, 1, 1], [0, 0, 0, 0], [1, 1, 1, 1], [1, 1, 1, 1]], + [[1, 1, 1, 1], [0, 0, 0, 0], [0, 0, 0, 0], [1, 1, 1, 1]], + ] np.testing.assert_almost_equal(result, target) # Scatter only embs_a into input_embs - result = glue_model.scatter_all_embeddings([{"sentence1": "hi", - "input_embs_sentence1": embs_a, - }, - {"sentence1": "hi there" - }], input_embs) - target = [[[1, 1, 1, 1], - [0, 0, 0, 0], - [1, 1, 1, 1], - [1, 1, 1, 1]], - [[1, 1, 1, 1], - [1, 1, 1, 1], - [1, 1, 1, 1], - [1, 1, 1, 1]]] + result = glue_model.scatter_all_embeddings( + [ + { + "sentence1": "hi", + "input_embs_sentence1": embs_a, + }, + {"sentence1": "hi there"}, + ], + input_embs, + ) + target = [ + [[1, 1, 1, 1], [0, 0, 0, 0], [1, 1, 1, 1], [1, 1, 1, 1]], + [[1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1]], + ] np.testing.assert_almost_equal(result, target) # Scatter only embs_b into input_embs - result = glue_model.scatter_all_embeddings([{"sentence1": "hi"}, - {"sentence1": "hi there", - "input_embs_sentence1": embs_b, - }], input_embs) - target = [[[1, 1, 1, 1], - [1, 1, 1, 1], - [1, 1, 1, 1], - [1, 1, 1, 1]], - [[1, 1, 1, 1], - [0, 0, 0, 0], - [0, 0, 0, 0], - [1, 1, 1, 1]]] + result = glue_model.scatter_all_embeddings( + [ + {"sentence1": "hi"}, + { + "sentence1": "hi there", + "input_embs_sentence1": embs_b, + }, + ], + input_embs, + ) + target = [ + [[1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1]], + [[1, 1, 1, 1], [0, 0, 0, 0], [0, 0, 0, 0], [1, 1, 1, 1]], + ] np.testing.assert_almost_equal(result, target) diff --git a/lit_nlp/examples/lm_demo.py b/lit_nlp/examples/lm_demo.py index e6b3d422..5af2156b 100644 --- a/lit_nlp/examples/lm_demo.py +++ b/lit_nlp/examples/lm_demo.py @@ -18,15 +18,14 @@ from absl import app from absl import flags from absl import logging - from lit_nlp import app as lit_app from lit_nlp import dev_server from lit_nlp import server_flags from lit_nlp.api import layout from lit_nlp.components import word_replacer from lit_nlp.examples.datasets import classification -from lit_nlp.examples.datasets import glue from lit_nlp.examples.datasets import lm +from lit_nlp.examples.glue import data as glue_data from lit_nlp.examples.models import pretrained_lms # NOTE: additional flags defined in server_flags.py @@ -46,7 +45,8 @@ ) _TOP_K = flags.DEFINE_integer( - "top_k", 10, "Rank to which the output distribution is pruned.") + "top_k", 10, "Rank to which the output distribution is pruned." +) _MAX_EXAMPLES = flags.DEFINE_integer( "max_examples", @@ -130,7 +130,7 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: datasets = { # Single sentences from movie reviews (SST dev set). - "sst_dev": glue.SST2Data("validation").remap({"sentence": "text"}), + "sst_dev": glue_data.SST2Data("validation").remap({"sentence": "text"}), # Longer passages from movie reviews (IMDB dataset, test split). "imdb_train": classification.IMDBData("test"), # Empty dataset, if you just want to type sentences into the UI. @@ -138,7 +138,7 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: } dataset_loaders: lit_app.DatasetLoadersMap = { - "sst_dev": (glue.SST2DataForLM, glue.SST2DataForLM.init_spec()), + "sst_dev": (glue_data.SST2DataForLM, glue_data.SST2DataForLM.init_spec()), "imdb_train": ( classification.IMDBData, classification.IMDBData.init_spec(), @@ -154,14 +154,15 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: if _LOAD_BWB.value: # A few sentences from the Billion Word Benchmark (Chelba et al. 2013). datasets["bwb"] = lm.BillionWordBenchmark( - "train", max_examples=_MAX_EXAMPLES.value) + "train", max_examples=_MAX_EXAMPLES.value + ) dataset_loaders["bwb"] = ( lm.BillionWordBenchmark, lm.BillionWordBenchmark.init_spec(), ) for name in datasets: - datasets[name] = datasets[name].slice[:_MAX_EXAMPLES.value] + datasets[name] = datasets[name].slice[: _MAX_EXAMPLES.value] logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) generators = {"word_replacer": word_replacer.WordReplacer()} diff --git a/lit_nlp/examples/notebooks/LIT_components_example.ipynb b/lit_nlp/examples/notebooks/LIT_components_example.ipynb index 81da1a29..3a73924f 100644 --- a/lit_nlp/examples/notebooks/LIT_components_example.ipynb +++ b/lit_nlp/examples/notebooks/LIT_components_example.ipynb @@ -26,8 +26,8 @@ "import pandas as pd\n", "\n", "from lit_nlp import notebook\n", - "from lit_nlp.examples.datasets import glue\n", - "from lit_nlp.examples.models import glue_models\n", + "from lit_nlp.examples.glue import data\n", + "from lit_nlp.examples.glue import models\n", "\n", "# Hide INFO and lower logs. Comment this out for debugging.\n", "from absl import logging\n", @@ -57,7 +57,7 @@ }, "outputs": [], "source": [ - "sst_data = glue.SST2Data('validation')\n", + "sst_data = data.SST2Data('validation')\n", "sst_data.spec()" ] }, @@ -130,7 +130,7 @@ "!mkdir sst2_tiny\n", "!tar -xvf sst2_tiny.tar.gz -C sst2_tiny\n", "\n", - "sentiment_model = glue_models.SST2Model('./sst2_tiny')\n", + "sentiment_model = models.SST2Model('./sst2_tiny')\n", "sentiment_model.input_spec(), sentiment_model.output_spec()" ] }, diff --git a/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb b/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb index 516a6e3b..cab395fe 100644 --- a/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb +++ b/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb @@ -25,8 +25,8 @@ "outputs": [], "source": [ "from lit_nlp import notebook\n", - "from lit_nlp.examples.datasets import glue\n", - "from lit_nlp.examples.models import glue_models\n", + "from lit_nlp.examples.glue import data\n", + "from lit_nlp.examples.glue import models\n", "\n", "# Hide INFO and lower logs. Comment this out for debugging.\n", "from absl import logging\n", @@ -55,8 +55,8 @@ "outputs": [], "source": [ "# Create the LIT widget with the model and dataset to analyze.\n", - "datasets = {'sst_dev': glue.SST2Data('validation')}\n", - "models = {'sst_tiny': glue_models.SST2Model('./')}\n", + "datasets = {'sst_dev': data.SST2Data('validation')}\n", + "models = {'sst_tiny': models.SST2Model('./')}\n", "\n", "widget = notebook.LitWidget(models, datasets, port=8890)" ] diff --git a/lit_nlp/examples/quickstart_sst_demo.py b/lit_nlp/examples/quickstart_sst_demo.py deleted file mode 100644 index 0276d1b8..00000000 --- a/lit_nlp/examples/quickstart_sst_demo.py +++ /dev/null @@ -1,82 +0,0 @@ -r"""Quick-start demo for a sentiment analysis model. - -This demo fine-tunes a small Transformer (BERT-tiny) on the Stanford Sentiment -Treebank (SST-2), and starts a LIT server. - -To run locally: - python -m lit_nlp.examples.quickstart_sst_demo --port=5432 - -Training should take less than 5 minutes on a single GPU. Once you see the -ASCII-art LIT logo, navigate to localhost:5432 to access the demo UI. -""" - -from collections.abc import Sequence -import sys -import tempfile -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.examples.datasets import glue -from lit_nlp.examples.models import glue_models - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_ENCODER_NAME = flags.DEFINE_string( - "encoder_name", "google/bert_uncased_L-2_H-128_A-2", - "Encoder name to use for fine-tuning. See https://huggingface.co/models.") - -_MODEL_PATH = flags.DEFINE_string("model_path", None, - "Path to save trained model.") - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info( - "quickstart_sst_demo:get_wsgi_app() called with unused " - "args: %s", unused) - return main([]) - - -def run_finetuning(train_path): - """Fine-tune a transformer model.""" - train_data = glue.SST2Data("train") - val_data = glue.SST2Data("validation") - model = glue_models.SST2Model(_ENCODER_NAME.value) - model.train(train_data.examples, validation_inputs=val_data.examples) - model.save(train_path) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - model_path = _MODEL_PATH.value or tempfile.mkdtemp() - logging.info("Working directory: %s", model_path) - run_finetuning(model_path) - - # Load our trained model. - models = {"sst": glue_models.SST2Model(model_path)} - datasets = {"sst_dev": glue.SST2Data("validation")} - - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server(models, datasets, **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/simple_pytorch_demo.py b/lit_nlp/examples/simple_pytorch_demo.py deleted file mode 100644 index cde642db..00000000 --- a/lit_nlp/examples/simple_pytorch_demo.py +++ /dev/null @@ -1,197 +0,0 @@ -r"""Code example for a custom model, using PyTorch. - -This demo shows how to use a custom model with LIT, in just a few lines of code. -We'll use a transformers model, with a minimal amount of code to implement the -LIT API. Compared to models/glue_models.py, this has fewer features, but the -code is more readable. - -This demo is equivalent in functionality to simple_tf2_demo.py, but uses PyTorch -instead of TensorFlow 2. The models behave identically as far as LIT is -concerned, and the implementation is quite similar - to see changes, run: - git diff --no-index simple_tf2_demo.py simple_pytorch_demo.py - -The transformers library can load weights from either, -so you can use any saved model compatible with the underlying model class -(AutoModelForSequenceClassification). To train something for this demo, you can: -- Use quickstart_sst_demo.py, and set --model_path to somewhere durable -- Or: Use tools/glue_trainer.py -- Or: Use any fine-tuning code that works with transformers, such as -https://github.com/huggingface/transformers#quick-tour-of-the-fine-tuningusage-scripts - -To run locally: - python -m lit_nlp.examples.simple_pytorch_demo \ - --port=5432 --model_path=/path/to/saved/model - -Then navigate to localhost:5432 to access the demo UI. - -NOTE: this demo still uses TensorFlow Datasets (which depends on TensorFlow) to -load the data. However, the output of glue.SST2Data is just NumPy arrays and -plain Python data, and you can easily replace this with a different library or -directly loading from CSV. -""" - -from collections.abc import Sequence -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -# Use the regular GLUE data loaders, because these are very simple already. -from lit_nlp.examples.datasets import glue -from lit_nlp.lib import file_cache -from lit_nlp.lib import utils - -import torch -import transformers - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_MODEL_PATH = flags.DEFINE_string( - "model_path", - "https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz", - "Path to trained model, in standard transformers format, e.g. as " - "saved by model.save_pretrained() and tokenizer.save_pretrained()" -) - -SequenceClassifierOutput = ( - transformers.modeling_outputs.SequenceClassifierOutput -) - - -def _from_pretrained(cls, *args, **kw): - """Load a transformers model in PyTorch, with fallback to TF2/Keras weights.""" - try: - return cls.from_pretrained(*args, **kw) - except OSError as e: - logging.warning("Caught OSError loading model: %s", e) - logging.warning( - "Re-trying to convert from TensorFlow checkpoint (from_tf=True)") - return cls.from_pretrained(*args, from_tf=True, **kw) - - -class SimpleSentimentModel(lit_model.BatchedModel): - """Simple sentiment analysis model.""" - - LABELS = ["0", "1"] # negative, positive - - def __init__(self, model_name_or_path): - self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path) - model_config = transformers.AutoConfig.from_pretrained( - model_name_or_path, - num_labels=2, - output_hidden_states=True, - output_attentions=True, - ) - # This is a just a regular PyTorch model. - self.model = _from_pretrained( - transformers.AutoModelForSequenceClassification, - model_name_or_path, - config=model_config) - self.model.eval() - - ## - # LIT API implementation - def max_minibatch_size(self): - # This tells lit_model.BatchedModel.predict() how to batch inputs to - # predict_minibatch(). - # Alternately, you can just override predict() and handle batching yourself. - return 32 - - def predict_minibatch(self, inputs): - # Preprocess to ids and masks, and make the input batch. - encoded_input = self.tokenizer.batch_encode_plus( - [ex["sentence"] for ex in inputs], - return_tensors="pt", - add_special_tokens=True, - max_length=128, - padding="longest", - truncation="longest_first") - - # Check and send to cuda (GPU) if available - if torch.cuda.is_available(): - self.model.cuda() - for tensor in encoded_input: - encoded_input[tensor] = encoded_input[tensor].cuda() - # Run a forward pass. - with torch.no_grad(): # remove this if you need gradients. - out: SequenceClassifierOutput = self.model(**encoded_input) - - # Post-process outputs. - batched_outputs = { - "probas": torch.nn.functional.softmax(out.logits, dim=-1), - "input_ids": encoded_input["input_ids"], - "ntok": torch.sum(encoded_input["attention_mask"], dim=1), - "cls_emb": out.hidden_states[-1][:, 0], # last layer, first token - } - # Return as NumPy for further processing. - detached_outputs = {k: v.cpu().numpy() for k, v in batched_outputs.items()} - # Unbatch outputs so we get one record per input example. - for output in utils.unbatch_preds(detached_outputs): - ntok = output.pop("ntok") - output["tokens"] = self.tokenizer.convert_ids_to_tokens( - output.pop("input_ids")[1:ntok - 1]) - yield output - - def input_spec(self) -> lit_types.Spec: - return { - "sentence": lit_types.TextSegment(), - "label": lit_types.CategoryLabel(vocab=self.LABELS, required=False) - } - - def output_spec(self) -> lit_types.Spec: - return { - "tokens": lit_types.Tokens(), - "probas": lit_types.MulticlassPreds(parent="label", vocab=self.LABELS, - null_idx=0), - "cls_emb": lit_types.Embeddings() - } - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info( - "simple_pytorch_demo:get_wsgi_app() called with unused " - "args: %s", unused) - return main([]) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - model_path = _MODEL_PATH.value - if model_path.endswith(".tar.gz"): - model_path = file_cache.cached_path( - model_path, extract_compressed_file=True) - - # Load the model we defined above. - models = {"sst": SimpleSentimentModel(model_path)} - # Load SST-2 validation set from TFDS. - datasets = {"sst_dev": glue.SST2Data("validation")} - - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server(models, datasets, **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/simple_tf2_demo.py b/lit_nlp/examples/simple_tf2_demo.py deleted file mode 100644 index c606958b..00000000 --- a/lit_nlp/examples/simple_tf2_demo.py +++ /dev/null @@ -1,184 +0,0 @@ -r"""Code example for a custom model, using TensorFlow 2. - -This demo shows how to use a custom model with LIT, in just a few lines of code. -We'll use a transformers model, with a minimal amount of code to implement the -LIT API. Compared to models/glue_models.py, this has fewer features, but the -code is more readable. - -This demo is equivalent in functionality to simple_pytorch_demo.py, but uses -TensorFlow 2 instead of PyTorch. The models behave identically as far as LIT is -concerned, and the implementation is quite similar - to see changes, run: - git diff --no-index simple_pytorch_demo.py simple_tf2_demo.py - -This uses the same underlying model class -(transformers.TFAutoModelForSequenceClassification) as models/glue_models.py, so -you can load from the same weights. To train something for this demo, you can: -- Use quickstart_sst_demo.py, and set --model_path to somewhere durable -- Or: Use tools/glue_trainer.py -- Or: Use any fine-tuning code that works with transformers, such as -https://github.com/huggingface/transformers#quick-tour-of-the-fine-tuningusage-scripts - -To run locally: - python -m lit_nlp.examples.simple_tf2_demo \ - --port=5432 --model_path=/path/to/saved/model - -Then navigate to localhost:5432 to access the demo UI. -""" - -from collections.abc import Sequence -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -# Use the regular GLUE data loaders, because these are very simple already. -from lit_nlp.examples.datasets import glue -from lit_nlp.lib import file_cache -from lit_nlp.lib import utils - -import tensorflow as tf -import transformers - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_MODEL_PATH = flags.DEFINE_string( - "model_path", - "https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz", - "Path to trained model, in standard transformers format, e.g. as " - "saved by model.save_pretrained() and tokenizer.save_pretrained()" -) - -TFSequenceClassifierOutput = ( - transformers.modeling_tf_outputs.TFSequenceClassifierOutput -) - - -def _from_pretrained(cls, *args, **kw): - """Load a transformers model in TF2, with fallback to PyTorch weights.""" - try: - return cls.from_pretrained(*args, **kw) - except OSError as e: - logging.warning("Caught OSError loading model: %s", e) - logging.warning( - "Re-trying to convert from PyTorch checkpoint (from_pt=True)") - return cls.from_pretrained(*args, from_pt=True, **kw) - - -class SimpleSentimentModel(lit_model.BatchedModel): - """Simple sentiment analysis model.""" - - LABELS = ["0", "1"] # negative, positive - - def __init__(self, model_name_or_path): - self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path) - model_config = transformers.AutoConfig.from_pretrained( - model_name_or_path, - num_labels=2, - output_hidden_states=True, - output_attentions=True, - ) - # This is a just a regular Keras model. - self.model = _from_pretrained( - transformers.TFAutoModelForSequenceClassification, - model_name_or_path, - config=model_config) - - ## - # LIT API implementation - def max_minibatch_size(self): - # This tells lit_model.BatchedModel.predict() how to batch inputs to - # predict_minibatch(). - # Alternately, you can just override predict() and handle batching yourself. - return 32 - - def predict_minibatch(self, inputs): - # Preprocess to ids and masks, and make the input batch. - encoded_input = self.tokenizer.batch_encode_plus( - [ex["sentence"] for ex in inputs], - return_tensors="tf", - add_special_tokens=True, - max_length=128, - padding="longest", - truncation="longest_first") - - # Run a forward pass. - out: TFSequenceClassifierOutput = self.model(encoded_input, training=False) - - # Post-process outputs. - batched_outputs = { - "probas": tf.nn.softmax(out.logits, axis=-1), - "input_ids": encoded_input["input_ids"], - "ntok": tf.reduce_sum(encoded_input["attention_mask"], axis=1), - "cls_emb": out.hidden_states[-1][:, 0], # last layer, first token - } - # Return as NumPy for further processing. - detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} - # Unbatch outputs so we get one record per input example. - for output in utils.unbatch_preds(detached_outputs): - ntok = output.pop("ntok") - output["tokens"] = self.tokenizer.convert_ids_to_tokens( - output.pop("input_ids")[1:ntok - 1]) - yield output - - def input_spec(self) -> lit_types.Spec: - return { - "sentence": lit_types.TextSegment(), - "label": lit_types.CategoryLabel(vocab=self.LABELS, required=False) - } - - def output_spec(self) -> lit_types.Spec: - return { - "tokens": lit_types.Tokens(), - "probas": lit_types.MulticlassPreds(parent="label", vocab=self.LABELS, - null_idx=0), - "cls_emb": lit_types.Embeddings() - } - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("simplet_tf2_demo:get_wsgi_app() called with unused args: %s", - unused) - return main([]) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - model_path = _MODEL_PATH.value - if model_path.endswith(".tar.gz"): - model_path = file_cache.cached_path( - model_path, extract_compressed_file=True) - - # Load the model we defined above. - models = {"sst": SimpleSentimentModel(model_path)} - # Load SST-2 validation set from TFDS. - datasets = {"sst_dev": glue.SST2Data("validation")} - - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server(models, datasets, **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/sst_pytorch_demo.py b/lit_nlp/examples/sst_pytorch_demo.py deleted file mode 100644 index dede8a61..00000000 --- a/lit_nlp/examples/sst_pytorch_demo.py +++ /dev/null @@ -1,237 +0,0 @@ -r"""Code example for a custom model, using PyTorch. - -This demo shows how to use a custom model with LIT, in just a few lines of code. -We'll use a transformers model, with a minimal amount of code to implement the -LIT API. Compared to models/glue_models.py, this has fewer features, but the -code is more readable. -This demo is similar in functionality to simple_tf2_demo.py, but uses PyTorch -instead of TensorFlow 2. -The transformers library can load weights from either, -so you can use any saved model compatible with the underlying model class -(AutoModelForSequenceClassification). To train something for this demo, you can: -- Use quickstart_sst_demo.py, and set --model_path to somewhere durable -- Or: Use tools/glue_trainer.py -- Or: Use any fine-tuning code that works with transformers, such as -https://github.com/huggingface/transformers#quick-tour-of-the-fine-tuningusage-scripts -To run locally: - python -m lit_nlp.examples.simple_pytorch_demo \ - --port=5432 --model_path=/path/to/saved/model -Then navigate to localhost:5432 to access the demo UI. -NOTE: this demo still uses TensorFlow Datasets (which depends on TensorFlow) to -load the data. However, the output of glue.SST2Data is just NumPy arrays and -plain Python data, and you can easily replace this with a different library or -directly loading from CSV. -""" - -from collections.abc import Sequence -import re -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging - -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -from lit_nlp.examples.datasets import glue -from lit_nlp.lib import file_cache -from lit_nlp.lib import utils -import torch -import transformers - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_MODEL_PATH = flags.DEFINE_string( - "model_path", None, - "Path to trained model, in standard transformers format, e.g. as " - "saved by model.save_pretrained() and tokenizer.save_pretrained()" -) - -SequenceClassifierOutput = ( - transformers.modeling_outputs.SequenceClassifierOutput -) - - -def _from_pretrained(cls, *args, **kw): - """Load a transformers model in PyTorch, with fallback to TF2/Keras weights.""" - try: - return cls.from_pretrained(*args, **kw) - except OSError as e: - logging.warning("Caught OSError loading model: %s", e) - logging.warning( - "Re-trying to convert from TensorFlow checkpoint (from_tf=True)") - return cls.from_pretrained(*args, from_tf=True, **kw) - - -class SimpleSentimentModel(lit_model.BatchedModel): - """Simple sentiment analysis model.""" - - LABELS = ["0", "1"] # negative, positive - compute_grads: bool = True # if True, compute and return gradients. - - def __init__(self, model_name_or_path): - self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path) - model_config = transformers.AutoConfig.from_pretrained( - model_name_or_path, - num_labels=2, - output_hidden_states=True, - output_attentions=True, - ) - # This is a just a regular PyTorch model. - self.model = _from_pretrained( - transformers.AutoModelForSequenceClassification, - model_name_or_path, - config=model_config) - self.model.eval() - - ## - # LIT API implementation - def max_minibatch_size(self): - # This tells lit_model.BatchedModel.predict() how to batch inputs to - # predict_minibatch(). - # Alternately, you can just override predict() and handle batching yourself. - return 32 - - def predict_minibatch(self, inputs): - - # Preprocess to ids and masks, and make the input batch. - encoded_input = self.tokenizer.batch_encode_plus( - [ex["sentence"] for ex in inputs], - return_tensors="pt", - add_special_tokens=True, - max_length=128, - padding="longest", - truncation="longest_first") - - # Check and send to cuda (GPU) if available - if torch.cuda.is_available(): - self.model.cuda() - for tensor in encoded_input: - encoded_input[tensor] = encoded_input[tensor].cuda() - - # Run a forward pass. - with torch.set_grad_enabled(self.compute_grads): - out: SequenceClassifierOutput = self.model(**encoded_input) - - # Post-process outputs. - batched_outputs = { - "probas": torch.nn.functional.softmax(out.logits, dim=-1), - "input_ids": encoded_input["input_ids"], - "ntok": torch.sum(encoded_input["attention_mask"], dim=1), - "cls_emb": out.hidden_states[-1][:, 0], # last layer, first token - } - - # Add attention layers to batched_outputs - assert len(out.attentions) == self.model.config.num_hidden_layers - for i, layer_attention in enumerate(out.attentions): - batched_outputs[f"layer_{i}/attention"] = layer_attention - - # Request gradients after the forward pass. - # Note: hidden_states[0] includes position and segment encodings, as well as - # subword embeddings. - if self.compute_grads: - # [batch_size, num_tokens, emb_dim] - scalar_pred_for_gradients = torch.max( - batched_outputs["probas"], dim=1, keepdim=False, out=None)[0] - batched_outputs["input_emb_grad"] = torch.autograd.grad( - scalar_pred_for_gradients, - out.hidden_states[0], - grad_outputs=torch.ones_like(scalar_pred_for_gradients))[0] - - # Post-process outputs. - # Return as NumPy for further processing. - detached_outputs = { - k: v.cpu().detach().numpy() for k, v in batched_outputs.items()} - - # Unbatch outputs so we get one record per input example. - for output in utils.unbatch_preds(detached_outputs): - ntok = output.pop("ntok") - output["tokens"] = self.tokenizer.convert_ids_to_tokens( - output.pop("input_ids")[:ntok]) - - # set token gradients - if self.compute_grads: - output["token_grad_sentence"] = output["input_emb_grad"][:ntok] - - # Process attention. - for key in output: - if not re.match(r"layer_(\d+)/attention", key): - continue - # Select only real tokens, since most of this matrix is padding. - # [num_heads, max_seq_length, max_seq_length] - # -> [num_heads, num_tokens, num_tokens] - output[key] = output[key][:, :ntok, :ntok].transpose((0, 2, 1)) - # Make a copy of this array to avoid memory leaks, since NumPy otherwise - # keeps a pointer around that prevents the source array from being GCed. - output[key] = output[key].copy() - yield output - - def input_spec(self) -> lit_types.Spec: - return { - "sentence": lit_types.TextSegment(), - "label": lit_types.CategoryLabel(vocab=self.LABELS, required=False) - } - - def output_spec(self) -> lit_types.Spec: - ret = { - "tokens": lit_types.Tokens(), - "probas": lit_types.MulticlassPreds(parent="label", vocab=self.LABELS, - null_idx=0), - "cls_emb": lit_types.Embeddings() - } - # Gradients, if requested. - if self.compute_grads: - ret["token_grad_sentence"] = lit_types.TokenGradients( - align="tokens") - - # Attention heads, one field for each layer. - for i in range(self.model.config.num_hidden_layers): - ret[f"layer_{i}/attention"] = lit_types.AttentionHeads( - align_in="tokens", align_out="tokens") - return ret - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Returns a LitApp instance for consumption by gunicorn.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("sst_pytorch_demo:get_wsgi_app() called with unused args: %s", - unused) - return main([]) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - model_path = _MODEL_PATH.value - if model_path.endswith(".tar.gz"): - model_path = file_cache.cached_path( - model_path, extract_compressed_file=True) - - # Load the model we defined above. - models = {"sst": SimpleSentimentModel(model_path)} - # Load SST-2 validation set from TFDS. - datasets = {"sst_dev": glue.SST2Data("validation")} - - # Start the LIT server. See server_flags.py for server options. - lit_demo = dev_server.Server(models, datasets, **server_flags.get_flags()) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/tools/glue_trainer.py b/lit_nlp/examples/tools/glue_trainer.py index e217f8fb..6e57af58 100644 --- a/lit_nlp/examples/tools/glue_trainer.py +++ b/lit_nlp/examples/tools/glue_trainer.py @@ -25,8 +25,8 @@ from absl import flags from absl import logging -from lit_nlp.examples.datasets import glue -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import data as glue_data +from lit_nlp.examples.glue import models as glue_models from lit_nlp.lib import serialize import tensorflow as tf @@ -118,16 +118,16 @@ def main(argv: Sequence[str]) -> None: # TODO(lit-dev): add remaining GLUE tasks? These three cover all the major # features (single segment, two segment, classification, regression). if _TASK.value == "sst2": - train_data = glue.SST2Data("train") - val_data = glue.SST2Data("validation") + train_data = glue_data.SST2Data("train") + val_data = glue_data.SST2Data("validation") model = glue_models.SST2Model(_ENCODER_NAME.value) elif _TASK.value == "mnli": - train_data = glue.MNLIData("train") - val_data = glue.MNLIData("validation_matched") + train_data = glue_data.MNLIData("train") + val_data = glue_data.MNLIData("validation_matched") model = glue_models.MNLIModel(_ENCODER_NAME.value) elif _TASK.value == "stsb": - train_data = glue.STSBData("train") - val_data = glue.STSBData("validation") + train_data = glue_data.STSBData("train") + val_data = glue_data.STSBData("validation") model = glue_models.STSBModel(_ENCODER_NAME.value) else: raise ValueError(f"Unrecognized task name: '{_TASK.value:s}'") diff --git a/pyproject.toml b/pyproject.toml index 97e19939..13a7a967 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -103,3 +103,6 @@ test = [ [tool.setuptools.packages.find] include = ["lit_nlp*"] exclude = ["*_test"] + +[tool.pytest.ini_options] +addopts = "--import-mode=importlib" diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index 1e6f3410..e4ef2044 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -106,8 +106,6 @@ LIT supports many features for classification tasks, including common metrics, confusion matrices, and custom thresholding via the UI. Classification is implemented with the `MulticlassPreds` and `CategoryLabel` types. -* For a basic example on a binary sentiment task, see - [examples/simple_tf2_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/simple_tf2_demo.py). * Models should define a `MulticlassPreds` field in their output spec with the `vocab=` attribute as the set of class labels, and for each example should return a vector of probabilities for each class. @@ -138,7 +136,7 @@ faceting, and scatterplots of scalar output. Regression is implemented with the which contains numerical targets, and the model's `RegressionScore` field should set `parent=` to the name of this field. * For an example, see the STS-B textual similarity task in - [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py). + [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py). ### Multi-label classification @@ -210,7 +208,7 @@ and otherwise to different parts of the input. [Dataset class documentation](./api.md#datasets) and the corresponding [Model](./api.md#models). * For a more involved code example including per-token gradients, see - [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py). + [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py). ### Tabular data @@ -358,7 +356,7 @@ An example spec would look like: For a more concrete example that also supports multiple segments with separate gradients, see our -[BERT classifier demo model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py), +[BERT classifier demo model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py), or contact the LIT team for assistance. ### LIME diff --git a/website/sphinx_src/docker.md b/website/sphinx_src/docker.md index dae9c90b..f83a6f14 100644 --- a/website/sphinx_src/docker.md +++ b/website/sphinx_src/docker.md @@ -1,6 +1,6 @@ # Running LIT in a Docker container - + Users might want to deploy LIT onto servers for public-facing, long-running instances. This is how we host the LIT demos found on @@ -23,12 +23,14 @@ the WSGI app to serve. The options provided to gunicorn for our use-case can be found in [`gunicorn_config.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/gunicorn_config.py). You can find a reference implementation in -[`glue_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) or +[`glue/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) or [`lm_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py). -Use the following shell commands to build the default Docker image for LIT from -the provided `Dockerfile`, and then run a container from that image. Comments -are provided in-line to help explain what each step does. +Use the following shell +[.github/workflows/ci.ymlcommands](https://github.com/PAIR-code/lit/blob/main/lit_nlp/.github/workflows/ci.ymlcommands) to build the +default Docker image for LIT from the provided `Dockerfile`, and then run a +container from that image. Comments are provided in-line to help explain what +each step does. ```shell # Build the docker image using the -t argument to name the image. Remember to diff --git a/website/sphinx_src/faq.md b/website/sphinx_src/faq.md index 395dd90d..7ebc1ae1 100644 --- a/website/sphinx_src/faq.md +++ b/website/sphinx_src/faq.md @@ -1,6 +1,6 @@ # Frequently Asked Questions - + @@ -171,7 +171,5 @@ official training APIs. However, to facilitate code reuse you can easily add training methods to your model class. In fact, several of our demos do exactly this, using LIT's `Dataset` objects to manage training data along with standard training APIs (such as Keras' `model.fit()`). See -[`quickstart_sst_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/quickstart_sst_demo.py) -and/or -[`glue_models.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py) +[`glue/models.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py) for examples. From 2475b3bb677c8685ab9a291c490783ae2ccce5b8 Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Wed, 12 Jun 2024 09:22:31 -0700 Subject: [PATCH 22/50] LIT: Remove legacy Language Model demo. PiperOrigin-RevId: 642637693 --- lit_nlp/examples/blank_slate_demo.py | 25 -- lit_nlp/examples/datasets/__init__.py | 13 - lit_nlp/examples/datasets/classification.py | 59 --- lit_nlp/examples/datasets/lm.py | 131 ------- lit_nlp/examples/lm_demo.py | 182 ---------- lit_nlp/examples/models/pretrained_lms.py | 335 ------------------ .../models/pretrained_lms_int_test.py | 36 -- lit_nlp/examples/prompt_debugging/datasets.py | 126 ++++++- lit_nlp/examples/prompt_debugging/models.py | 2 +- .../prompt_examples.jsonl | 0 website/sphinx_src/api.md | 24 +- website/sphinx_src/demos.md | 15 - website/sphinx_src/docker.md | 3 +- website/sphinx_src/frontend_development.md | 4 +- 14 files changed, 120 insertions(+), 835 deletions(-) delete mode 100644 lit_nlp/examples/datasets/__init__.py delete mode 100644 lit_nlp/examples/datasets/classification.py delete mode 100644 lit_nlp/examples/datasets/lm.py delete mode 100644 lit_nlp/examples/lm_demo.py delete mode 100644 lit_nlp/examples/models/pretrained_lms.py delete mode 100644 lit_nlp/examples/models/pretrained_lms_int_test.py rename lit_nlp/examples/{datasets => prompt_debugging}/prompt_examples.jsonl (100%) diff --git a/lit_nlp/examples/blank_slate_demo.py b/lit_nlp/examples/blank_slate_demo.py index 470f57a9..a4c66c4d 100644 --- a/lit_nlp/examples/blank_slate_demo.py +++ b/lit_nlp/examples/blank_slate_demo.py @@ -29,11 +29,8 @@ from lit_nlp import app as lit_app from lit_nlp import dev_server from lit_nlp import server_flags -from lit_nlp.examples.datasets import classification -from lit_nlp.examples.datasets import lm from lit_nlp.examples.glue import data as glue_data from lit_nlp.examples.glue import models as glue_models -from lit_nlp.examples.models import pretrained_lms from lit_nlp.examples.penguin import data as penguin_data from lit_nlp.examples.penguin import model as penguin_model @@ -85,16 +82,6 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: penguin_model.PenguinModel.init_spec(), ) - # lm demo model loaders. - model_loaders["bert"] = ( - pretrained_lms.BertMLM, - pretrained_lms.BertMLM.init_spec(), - ) - model_loaders["gpt2"] = ( - pretrained_lms.GPT2LanguageModel, - pretrained_lms.GPT2LanguageModel.init_spec(), - ) - datasets = {} dataset_loaders: lit_app.DatasetLoadersMap = {} @@ -114,18 +101,6 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: glue_data.SST2DataForLM, glue_data.SST2DataForLM.init_spec(), ) - dataset_loaders["imdb (lm)"] = ( - classification.IMDBData, - classification.IMDBData.init_spec(), - ) - dataset_loaders["plain text sentences (lm)"] = ( - lm.PlaintextSents, - lm.PlaintextSents.init_spec(), - ) - dataset_loaders["bwb (lm)"] = ( - lm.BillionWordBenchmark, - lm.BillionWordBenchmark.init_spec(), - ) # Start the LIT server. See server_flags.py for server options. lit_demo = dev_server.Server( diff --git a/lit_nlp/examples/datasets/__init__.py b/lit_nlp/examples/datasets/__init__.py deleted file mode 100644 index c6334245..00000000 --- a/lit_nlp/examples/datasets/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright 2020 Google LLC -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. diff --git a/lit_nlp/examples/datasets/classification.py b/lit_nlp/examples/datasets/classification.py deleted file mode 100644 index 0d1e1df3..00000000 --- a/lit_nlp/examples/datasets/classification.py +++ /dev/null @@ -1,59 +0,0 @@ -"""Text classification datasets, including single- and two-sentence tasks.""" -from typing import Optional - -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import types as lit_types -import tensorflow_datasets as tfds - - -def load_tfds(*args, **kw): - """Load from TFDS.""" - # Materialize to NumPy arrays. - # This also ensures compatibility with TF1.x non-eager mode, which doesn't - # support direct iteration over a tf.data.Dataset. - return list( - tfds.as_numpy(tfds.load(*args, download=True, try_gcs=True, **kw))) - - -class IMDBData(lit_dataset.Dataset): - """IMDB reviews dataset; see http://ai.stanford.edu/~amaas/data/sentiment/.""" - - LABELS = ["0", "1"] - AVAILABLE_SPLITS = ["test", "train", "unsupervised"] - - def __init__( - self, split="test", max_seq_len=500, max_examples: Optional[int] = None - ): - """Dataset constructor, loads the data into memory.""" - raw_examples = load_tfds("imdb_reviews", split=split) - self._examples = [] # populate this with data records - for record in raw_examples[:max_examples]: - # format and truncate from the end to max_seq_len tokens. - truncated_text = " ".join( - record["text"] - .decode("utf-8") - .replace("
", "") - .split()[-max_seq_len:] - ) - self._examples.append({ - "text": truncated_text, - "label": self.LABELS[record["label"]], - }) - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - "split": lit_types.CategoryLabel(vocab=cls.AVAILABLE_SPLITS), - "max_seq_len": lit_types.Integer(default=500, min_val=1, max_val=1024), - "max_examples": lit_types.Integer( - default=1000, min_val=0, max_val=10_000, required=False - ), - } - - def spec(self) -> lit_types.Spec: - """Dataset spec, which should match the model"s input_spec().""" - return { - "text": lit_types.TextSegment(), - "label": lit_types.CategoryLabel(vocab=self.LABELS), - } - diff --git a/lit_nlp/examples/datasets/lm.py b/lit_nlp/examples/datasets/lm.py deleted file mode 100644 index d2292f44..00000000 --- a/lit_nlp/examples/datasets/lm.py +++ /dev/null @@ -1,131 +0,0 @@ -"""Language modeling datasets.""" - -import copy -import json -import os -import glob -from typing import Optional - -from absl import logging -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import types as lit_types -import tensorflow_datasets as tfds - -SAMPLE_DATA_DIR = os.path.dirname(__file__) - - -class PlaintextSents(lit_dataset.Dataset): - """Load sentences from a flat text file.""" - - def __init__( - self, - path_or_glob: str, - skiplines: int = 0, - max_examples: Optional[int] = None, - field_name: str = 'text', - ): - self.field_name = field_name - self._examples = self.load_datapoints(path_or_glob, skiplines=skiplines)[ - :max_examples - ] - - @classmethod - def init_spec(cls) -> lit_types.Spec: - default_path = '' - - return { - 'path_or_glob': lit_types.String( - default=default_path, required=False - ), - 'skiplines': lit_types.Integer(default=0, max_val=25), - 'max_examples': lit_types.Integer( - default=1000, min_val=0, max_val=10_000, required=False - ), - } - - def load_datapoints(self, path_or_glob: str, skiplines: int = 0): - examples = [] - for path in glob.glob(path_or_glob): - with open(path) as fd: - for i, line in enumerate(fd): - if i < skiplines: # skip header lines, if necessary - continue - line = line.strip() - if line: # skip blank lines, these are usually document breaks - examples.append({self.field_name: line}) - return examples - - def load(self, path: str): - return lit_dataset.Dataset(base=self, examples=self.load_datapoints(path)) - - def spec(self) -> lit_types.Spec: - """Should match MLM's input_spec().""" - return {self.field_name: lit_types.TextSegment()} - - -class PromptExamples(lit_dataset.Dataset): - """Prompt examples for modern LMs.""" - - SAMPLE_DATA_PATH = os.path.join(SAMPLE_DATA_DIR, 'prompt_examples.jsonl') - - def load_datapoints(self, path: str): - if not path: - logging.warn( - 'Empty path to PromptExamples.load_datapoints(). Returning empty' - ' dataset.' - ) - return [] - - default_ex_values = { - k: copy.deepcopy(field_spec.default) - for k, field_spec in self.spec().items() - } - - examples = [] - with open(path) as fd: - for line in fd: - examples.append(default_ex_values | json.loads(line)) - - return examples - - def __init__(self, path: str): - self._examples = self.load_datapoints(path) - - def spec(self) -> lit_types.Spec: - return { - 'source': lit_types.CategoryLabel(), - 'prompt': lit_types.TextSegment(), - 'target': lit_types.TextSegment(), - } - - def load(self, path: str): - return lit_dataset.Dataset(base=self, examples=self.load_datapoints(path)) - - -class BillionWordBenchmark(lit_dataset.Dataset): - """Billion Word Benchmark (lm1b); see http://www.statmt.org/lm-benchmark/.""" - - AVAILABLE_SPLITS = ['test', 'train'] - - def __init__(self, split: str = 'train', max_examples: Optional[int] = None): - ds = tfds.load('lm1b', split=split) - if max_examples is not None: - # Normally we can just slice the resulting dataset, but lm1b is very large - # so we can use ds.take() to only load a portion of it. - ds = ds.take(max_examples) - raw_examples = list(tfds.as_numpy(ds)) - self._examples = [{ - 'text': ex['text'].decode('utf-8') - } for ex in raw_examples] - - @classmethod - def init_spec(cls) -> lit_types.Spec: - return { - 'split': lit_types.CategoryLabel(vocab=cls.AVAILABLE_SPLITS), - 'max_examples': lit_types.Integer( - default=1000, min_val=0, max_val=10_000, required=False - ), - } - - def spec(self) -> lit_types.Spec: - return {'text': lit_types.TextSegment()} diff --git a/lit_nlp/examples/lm_demo.py b/lit_nlp/examples/lm_demo.py deleted file mode 100644 index 5af2156b..00000000 --- a/lit_nlp/examples/lm_demo.py +++ /dev/null @@ -1,182 +0,0 @@ -r"""Example demo loading pre-trained language models. - -Currently supports the following model types: -- BERT (bert-*) as a masked language model -- GPT-2 (gpt2* or distilgpt2) as a left-to-right language model - -To run locally: - python -m lit_nlp.examples.lm_demo \ - --models=bert-base-uncased --port=5432 - -Then navigate to localhost:5432 to access the demo UI. -""" - -from collections.abc import Sequence -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging -from lit_nlp import app as lit_app -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import layout -from lit_nlp.components import word_replacer -from lit_nlp.examples.datasets import classification -from lit_nlp.examples.datasets import lm -from lit_nlp.examples.glue import data as glue_data -from lit_nlp.examples.models import pretrained_lms - -# NOTE: additional flags defined in server_flags.py - -FLAGS = flags.FLAGS - -FLAGS.set_default("development_demo", True) - -_MODELS = flags.DEFINE_list( - "models", - [ - "bert-base-uncased:https://storage.googleapis.com/what-if-tool-resources/lit-models/bert-base-uncased.tar.gz", - "gpt2:https://storage.googleapis.com/what-if-tool-resources/lit-models/gpt2.tar.gz", - ], - "Models to load, as :. Currently supports variants of BERT and" - " GPT-2.", -) - -_TOP_K = flags.DEFINE_integer( - "top_k", 10, "Rank to which the output distribution is pruned." -) - -_MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", - 1000, - ( - "Maximum number of examples to load from each evaluation set. Set to" - " None to load the full set." - ), -) - -_LOAD_BWB = flags.DEFINE_bool( - "load_bwb", - False, - ( - "If true, will load examples from the Billion Word Benchmark dataset." - " This may download a lot of data the first time you run it, so disable" - " by default for the quick-start example." - ), -) - -# Custom frontend layout; see api/layout.py -modules = layout.LitModuleName -LM_LAYOUT = layout.LitCanonicalLayout( - upper={ - "Main": [ - modules.EmbeddingsModule, - modules.DataTableModule, - modules.DatapointEditorModule, - ] - }, - lower={ - "Predictions": [ - modules.LanguageModelPredictionModule, - modules.ConfusionMatrixModule, - ], - "Counterfactuals": [modules.GeneratorModule], - }, - description="Custom layout for language models.", -) - -CUSTOM_LAYOUTS = layout.DEFAULT_LAYOUTS | {"lm": LM_LAYOUT} - -# You can also change this via URL param e.g. localhost:5432/?layout=default -FLAGS.set_default("default_layout", "lm") - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - """Return WSGI app for container-hosted demos.""" - FLAGS.set_default("server_type", "external") - FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = flags.FLAGS(sys.argv, known_only=True) - if unused: - logging.info("lm_demo:get_wsgi_app() called with unused args: %s", unused) - return main([]) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - ## - # Load models, according to the --models flag. - models = {} - for model_string in _MODELS.value: - # Only split on the first ':', because path may be a URL - # containing 'https://' - model_name, path = model_string.split(":", 1) - logging.info("Loading model '%s' from '%s'", model_name, path) - if model_name.startswith("bert-"): - models[model_name] = pretrained_lms.BertMLM(path, top_k=_TOP_K.value) - elif model_name.startswith("gpt2") or model_name in ["distilgpt2"]: - models[model_name] = pretrained_lms.GPT2LanguageModel( - path, top_k=_TOP_K.value - ) - else: - raise ValueError( - f"Unsupported model name '{model_name}' from path '{path}'" - ) - - datasets = { - # Single sentences from movie reviews (SST dev set). - "sst_dev": glue_data.SST2Data("validation").remap({"sentence": "text"}), - # Longer passages from movie reviews (IMDB dataset, test split). - "imdb_train": classification.IMDBData("test"), - # Empty dataset, if you just want to type sentences into the UI. - "blank": lm.PlaintextSents(""), - } - - dataset_loaders: lit_app.DatasetLoadersMap = { - "sst_dev": (glue_data.SST2DataForLM, glue_data.SST2DataForLM.init_spec()), - "imdb_train": ( - classification.IMDBData, - classification.IMDBData.init_spec(), - ), - "plain_text_sentences": ( - lm.PlaintextSents, - lm.PlaintextSents.init_spec(), - ), - } - - # Guard this with a flag, because TFDS will download and process 1.67 GB - # of data if you haven't loaded `lm1b` before. - if _LOAD_BWB.value: - # A few sentences from the Billion Word Benchmark (Chelba et al. 2013). - datasets["bwb"] = lm.BillionWordBenchmark( - "train", max_examples=_MAX_EXAMPLES.value - ) - dataset_loaders["bwb"] = ( - lm.BillionWordBenchmark, - lm.BillionWordBenchmark.init_spec(), - ) - - for name in datasets: - datasets[name] = datasets[name].slice[: _MAX_EXAMPLES.value] - logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) - - generators = {"word_replacer": word_replacer.WordReplacer()} - - lit_demo = dev_server.Server( - models, - datasets, - generators=generators, - layouts=CUSTOM_LAYOUTS, - dataset_loaders=dataset_loaders, - **server_flags.get_flags(), - ) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/models/pretrained_lms.py b/lit_nlp/examples/models/pretrained_lms.py deleted file mode 100644 index f9194e11..00000000 --- a/lit_nlp/examples/models/pretrained_lms.py +++ /dev/null @@ -1,335 +0,0 @@ -"""Wrapper for HuggingFace models in LIT. - -Includes BERT masked LM, GPT-2, and T5. - -This wrapper loads a model into memory and implements the a number of helper -functions to predict a batch of examples and extract information such as -hidden states and attention. -""" - -import re - -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -from lit_nlp.examples.models import model_utils -from lit_nlp.lib import file_cache -from lit_nlp.lib import utils -import numpy as np -import tensorflow as tf -import transformers - - -class BertMLM(lit_model.BatchedModel): - """BERT masked LM using Huggingface Transformers and TensorFlow 2.""" - - MASK_TOKEN = "[MASK]" - - @property - def max_seq_length(self): - return self.model.config.max_position_embeddings - - @classmethod - def init_spec(cls) -> lit_model.Spec: - return { - "model_name_or_path": lit_types.String(default="bert-base-uncased"), - "top_k": lit_types.Integer(default=10, min_val=1, max_val=25), - } - - def __init__(self, model_name_or_path="bert-base-uncased", top_k=10): - super().__init__() - - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - if model_name_or_path.endswith(".tar.gz"): - model_name_or_path = file_cache.cached_path( - model_name_or_path, extract_compressed_file=True - ) - - self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path, use_fast=False - ) - # TODO(lit-dev): switch to TFBertForPreTraining to get the next-sentence - # prediction head as well. - self.model = model_utils.load_pretrained( - transformers.TFBertForMaskedLM, - model_name_or_path, - output_hidden_states=True, - output_attentions=True, - ) - self.top_k = top_k - - # TODO(lit-dev): break this out as a helper function, write some tests, - # and de-duplicate code with the other text generation functions. - def _get_topk_tokens( - self, scores: np.ndarray - ) -> list[list[tuple[str, float]]]: - """Convert raw scores to top-k token predictions.""" - # scores is [num_tokens, vocab_size] - # Find the vocab indices of top k predictions, at each token. - # np.argpartition is faster than a full argsort for k << V, - # but we need to sort the output after slicing (see below). - index_array = np.argpartition(scores, -self.top_k, axis=1)[:, -self.top_k :] - # These are each [num_tokens, tok_k] - top_tokens = [ - self.tokenizer.convert_ids_to_tokens(idxs) for idxs in index_array - ] - top_scores = np.take_along_axis(scores, index_array, axis=1) - # Convert to a list of lists of (token, score) pairs, - # where inner lists are sorted in descending order of score. - return [ - sorted(list(zip(toks, scores)), key=lambda ab: -ab[1]) - for toks, scores in zip(top_tokens, top_scores) - ] - # TODO(lit-dev): consider returning indices and a vocab, since repeating - # strings is slow and redundant. - - def _postprocess(self, output: dict[str, np.ndarray]): - """Postprocess, modifying output dict in-place.""" - # Slice to remove padding, omitting initial [CLS] and final [SEP] - slicer = slice(1, output.pop("ntok") - 1) - output["tokens"] = self.tokenizer.convert_ids_to_tokens( - output.pop("input_ids")[slicer] - ) - probas = output.pop("probas") - - # Predictions at every position, regardless of masking. - output["pred_tokens"] = self._get_topk_tokens(probas[slicer]) # pytype: disable=container-type-mismatch - - return output - - ## - # LIT API implementations - def max_minibatch_size(self) -> int: - # The lit.Model base class handles batching automatically in the - # implementation of predict(), and uses this value as the batch size. - return 8 - - def predict_minibatch(self, inputs): - """Predict on a single minibatch of examples.""" - # If input has a 'tokens' field, use that. Otherwise tokenize the text. - tokenized_texts = [ - ex.get("tokens") or self.tokenizer.tokenize(ex["text"]) for ex in inputs - ] - encoded_input = model_utils.batch_encode_pretokenized( - self.tokenizer, tokenized_texts - ) - - # out.logits is a single tensor - # [batch_size, num_tokens, vocab_size] - # out.hidden_states is a list of num_layers + 1 tensors, each - # [batch_size, num_tokens, h_dim] - out: transformers.modeling_tf_outputs.TFMaskedLMOutput = self.model( - encoded_input - ) - batched_outputs = { - "probas": tf.nn.softmax(out.logits, axis=-1).numpy(), - "input_ids": encoded_input["input_ids"].numpy(), - "ntok": tf.reduce_sum(encoded_input["attention_mask"], axis=1).numpy(), - # last layer, first token - "cls_emb": out.hidden_states[-1][:, 0].numpy(), - } - # List of dicts, one per example. - unbatched_outputs = utils.unbatch_preds(batched_outputs) - # Postprocess to remove padding and decode predictions. - return map(self._postprocess, unbatched_outputs) - - def load(self, model_name_or_path): - """Dynamically load a new BertMLM model given a model name.""" - return BertMLM(model_name_or_path, self.top_k) - - def input_spec(self): - return { - "text": lit_types.TextSegment(), - "tokens": lit_types.Tokens(mask_token="[MASK]", required=False), - } - - def output_spec(self): - return { - "tokens": lit_types.Tokens(parent="text"), - "pred_tokens": lit_types.TokenTopKPreds(align="tokens"), - "cls_emb": lit_types.Embeddings(), - } - - -# TODO(lit-dev): merge with below, inherit from HFBaseModel. -class GPT2LanguageModel(lit_model.BatchedModel): - """Wrapper for a Huggingface Transformers GPT-2 model. - - This class loads a tokenizer and model using the Huggingface library and - provides the LIT-required functions plus additional helper functions to - convert and clean tokens and to compute the top_k predictions from logits. - """ - - @property - def num_layers(self): - return self.model.config.n_layer - - @classmethod - def init_spec(cls) -> lit_model.Spec: - return { - "model_name_or_path": lit_types.String(default="gpt2"), - "top_k": lit_types.Integer(default=10, min_val=1, max_val=25), - } - - def __init__(self, model_name_or_path="gpt2", top_k=10): - """Constructor for GPT2LanguageModel. - - Args: - model_name_or_path: gpt2, gpt2-medium, gpt2-large, gpt2-xl, distilgpt2, - etc. - top_k: How many predictions to prune. - """ - super().__init__() - - # Normally path is a directory; if it's an archive file, download and - # extract to the transformers cache. - if model_name_or_path.endswith(".tar.gz"): - model_name_or_path = file_cache.cached_path( - model_name_or_path, extract_compressed_file=True - ) - - self.tokenizer = transformers.AutoTokenizer.from_pretrained( - model_name_or_path, use_fast=False - ) - # Set this after init, as if pad_token= is passed to - # AutoTokenizer.from_pretrained() above it will create a new token with - # with id = max_vocab_length and cause out-of-bounds errors in - # the embedding lookup. - self.tokenizer.pad_token = self.tokenizer.eos_token - self.model = transformers.TFGPT2LMHeadModel.from_pretrained( - model_name_or_path, output_hidden_states=True, output_attentions=True - ) - self.top_k = top_k - - @staticmethod - def clean_bpe_token(tok): - if not tok.startswith("Ġ"): - return "_" + tok - else: - return tok.replace("Ġ", "") - - def ids_to_clean_tokens(self, ids): - tokens = self.tokenizer.convert_ids_to_tokens(ids) - return [self.clean_bpe_token(t) for t in tokens] - - def _pred(self, encoded_inputs): - """Predicts one batch of tokenized text. - - Also performs some batch-level post-processing in TF. - Single-example postprocessing is done in _postprocess(), and operates on - numpy arrays. - - Each prediction has the following returns: - logits: tf.Tensor (batch_size, sequence_length, config.vocab_size). - past: list[tf.Tensor] of length config.n_layers with each tensor shape - (2, batch_size, num_heads, sequence_length, embed_size_per_head)). - states: Tuple of tf.Tensor (one for embeddings + one for each layer), - with shape (batch_size, sequence_length, hidden_size). - attentions: Tuple of tf.Tensor (one for each layer) with shape - (batch_size, num_heads, sequence_length, sequence_length) - Within this function, we combine each Tuple/List into a single Tensor. - - Args: - encoded_inputs: output of self.tokenizer() - - Returns: - payload: Dictionary with items described above, each as single Tensor. - """ - out: transformers.modeling_tf_outputs.TFCausalLMOutputWithPast = self.model( - encoded_inputs["input_ids"] - ) - - model_probs = tf.nn.softmax(out.logits, axis=-1) - top_k = tf.math.top_k(model_probs, k=self.top_k, sorted=True, name=None) - batched_outputs = { - "input_ids": encoded_inputs["input_ids"], - "ntok": tf.reduce_sum(encoded_inputs["attention_mask"], axis=1), - "top_k_indices": top_k.indices, - "top_k_probs": top_k.values, - } - - # Convert representations for each layer from tuples to single Tensor. - for i in range(len(out.attentions)): - batched_outputs[f"layer_{i+1:d}_attention"] = out.attentions[i] - for i in range(len(out.hidden_states)): - batched_outputs[f"layer_{i:d}_avg_embedding"] = tf.math.reduce_mean( - out.hidden_states[i], axis=1 - ) - - return batched_outputs - - def _postprocess(self, preds): - """Post-process single-example preds. Operates on numpy arrays.""" - ntok = preds.pop("ntok") - ids = preds.pop("input_ids")[:ntok] - preds["tokens"] = self.ids_to_clean_tokens(ids) - - # Decode predicted top-k tokens. - # token_topk_preds will be a list[list[(word, prob)]] - # Initialize prediction for 0th token as N/A. - token_topk_preds = [[("N/A", 1.0)]] - pred_ids = preds.pop("top_k_indices")[:ntok] # [num_tokens, k] - pred_probs = preds.pop("top_k_probs")[:ntok] # [num_tokens, k] - for token_pred_ids, token_pred_probs in zip(pred_ids, pred_probs): - token_pred_words = self.ids_to_clean_tokens(token_pred_ids) - token_topk_preds.append(list(zip(token_pred_words, token_pred_probs))) - preds["pred_tokens"] = token_topk_preds - - # Process attention. - for key in preds: - if not re.match(r"layer_(\d+)/attention", key): - continue - # Select only real tokens, since most of this matrix is padding. - # [num_heads, max_seq_length, max_seq_length] - # -> [num_heads, num_tokens, num_tokens] - preds[key] = preds[key][:, :ntok, :ntok].transpose((0, 2, 1)) - # Make a copy of this array to avoid memory leaks, since NumPy otherwise - # keeps a pointer around that prevents the source array from being GCed. - preds[key] = preds[key].copy() - - return preds - - ## - # LIT API implementations - def max_minibatch_size(self) -> int: - # The BatchedModel base class handles batching automatically in the - # implementation of predict(), and uses this value as the batch size. - return 6 - - def predict_minibatch(self, inputs): - """Predict on a single minibatch of examples.""" - # Preprocess inputs. - texts = [ex["text"] for ex in inputs] - encoded_inputs = self.tokenizer( - texts, - return_tensors="tf", - add_special_tokens=True, - padding="longest", - truncation="longest_first", - ) - - # Get the predictions. - batched_outputs = self._pred(encoded_inputs) - # Convert to numpy for post-processing. - detached_outputs = {k: v.numpy() for k, v in batched_outputs.items()} - # Split up batched outputs, then post-process each example. - unbatched_outputs = utils.unbatch_preds(detached_outputs) - return map(self._postprocess, unbatched_outputs) - - def input_spec(self): - return {"text": lit_types.TextSegment()} - - def output_spec(self): - spec = { - # the "parent" keyword tells LIT which field in the input spec we should - # compare this to when computing metrics. - "pred_tokens": lit_types.TokenTopKPreds(align="tokens"), - "tokens": lit_types.Tokens(parent="text"), # all tokens - } - # Add attention and embeddings from each layer. - for i in range(self.num_layers): - spec[f"layer_{i+1:d}_attention"] = lit_types.AttentionHeads( - align_in="tokens", align_out="tokens" - ) - spec[f"layer_{i:d}_avg_embedding"] = lit_types.Embeddings() - return spec diff --git a/lit_nlp/examples/models/pretrained_lms_int_test.py b/lit_nlp/examples/models/pretrained_lms_int_test.py deleted file mode 100644 index 187a335c..00000000 --- a/lit_nlp/examples/models/pretrained_lms_int_test.py +++ /dev/null @@ -1,36 +0,0 @@ -"""Integration tests for pretrained_lms.""" - -from absl.testing import absltest -from lit_nlp.examples.models import pretrained_lms - - -class PretrainedLmsIntTest(absltest.TestCase): - """Test that model classes can predict.""" - - def test_bertmlm(self): - # Run prediction to ensure no failure. - model_path = "https://storage.googleapis.com/what-if-tool-resources/lit-models/bert-base-uncased.tar.gz" - model = pretrained_lms.BertMLM(model_path) - model_in = [{"text": "test text", "tokens": ["test", "[MASK]"]}] - model_out = list(model.predict(model_in)) - - # Sanity-check entries exist in output. - self.assertLen(model_out, 1) - self.assertIn("pred_tokens", model_out[0]) - self.assertIn("cls_emb", model_out[0]) - - def test_gpt2(self): - # Run prediction to ensure no failure. - model_path = "https://storage.googleapis.com/what-if-tool-resources/lit-models/gpt2.tar.gz" - model = pretrained_lms.GPT2LanguageModel(model_path) - model_in = [{"text": "test text"}, {"text": "longer test text"}] - model_out = list(model.predict(model_in)) - - # Sanity-check output vs output spec. - self.assertLen(model_out, 2) - for key in model.output_spec().keys(): - self.assertIn(key, model_out[0].keys()) - - -if __name__ == "__main__": - absltest.main() diff --git a/lit_nlp/examples/prompt_debugging/datasets.py b/lit_nlp/examples/prompt_debugging/datasets.py index 4681c951..22157704 100644 --- a/lit_nlp/examples/prompt_debugging/datasets.py +++ b/lit_nlp/examples/prompt_debugging/datasets.py @@ -1,25 +1,115 @@ """Methods for configuring prompt debugging datasets.""" from collections.abc import Mapping, Sequence +import copy import functools +import json +import os import re from typing import Optional from absl import logging from lit_nlp import app as lit_app from lit_nlp.api import dataset as lit_dataset -from lit_nlp.examples.datasets import lm as lm_data +from lit_nlp.api import types as lit_types - -DEFAULT_DATASETS = ["sample_prompts"] +SAMPLE_DATA_DIR = os.path.dirname(__file__) +DEFAULT_DATASETS = ['sample_prompts'] DEFAULT_MAX_EXAMPLES = 1000 + +class PlaintextSents(lit_dataset.Dataset): + """Load sentences from a flat text file.""" + + def __init__( + self, + path_or_glob: str, + skiplines: int = 0, + max_examples: Optional[int] = None, + field_name: str = 'text', + ): + self.field_name = field_name + self._examples = self.load_datapoints(path_or_glob, skiplines=skiplines)[ + :max_examples + ] + + @classmethod + def init_spec(cls) -> lit_types.Spec: + default_path = '' + + return { + 'path_or_glob': lit_types.String(default=default_path, required=False), + 'skiplines': lit_types.Integer(default=0, max_val=25), + 'max_examples': lit_types.Integer( + default=1000, min_val=0, max_val=10_000, required=False + ), + } + + def load_datapoints(self, path_or_glob: str, skiplines: int = 0): + examples = [] + for path in glob.glob(path_or_glob): + with open(path) as fd: + for i, line in enumerate(fd): + if i < skiplines: # skip header lines, if necessary + continue + line = line.strip() + if line: # skip blank lines, these are usually document breaks + examples.append({self.field_name: line}) + return examples + + def load(self, path: str): + return lit_dataset.Dataset(base=self, examples=self.load_datapoints(path)) + + def spec(self) -> lit_types.Spec: + """Should match MLM's input_spec().""" + return {self.field_name: lit_types.TextSegment()} + + +class PromptExamples(lit_dataset.Dataset): + """Prompt examples for modern LMs.""" + + SAMPLE_DATA_PATH = os.path.join(SAMPLE_DATA_DIR, 'prompt_examples.jsonl') + + def load_datapoints(self, path: str): + if not path: + logging.warn( + 'Empty path to PromptExamples.load_datapoints(). Returning empty' + ' dataset.' + ) + return [] + + default_ex_values = { + k: copy.deepcopy(field_spec.default) + for k, field_spec in self.spec().items() + } + + examples = [] + with open(path) as fd: + for line in fd: + examples.append(default_ex_values | json.loads(line)) + + return examples + + def __init__(self, path: str): + self._examples = self.load_datapoints(path) + + def spec(self) -> lit_types.Spec: + return { + 'source': lit_types.CategoryLabel(), + 'prompt': lit_types.TextSegment(), + 'target': lit_types.TextSegment(), + } + + def load(self, path: str): + return lit_dataset.Dataset(base=self, examples=self.load_datapoints(path)) + + _plaintext_prompts = functools.partial( # pylint: disable=invalid-name - lm_data.PlaintextSents, field_name="prompt" + PlaintextSents, field_name='prompt' ) # Hack: normally dataset loaders are a class object which has a __name__, # rather than a functools.partial -_plaintext_prompts.__name__ = "PlaintextSents" +_plaintext_prompts.__name__ = 'PlaintextSents' def get_datasets( @@ -44,22 +134,22 @@ def get_datasets( datasets: dict[str, lit_dataset.Dataset] = {} for dataset_string in datasets_config: - if dataset_string == "sample_prompts": - dataset_name = "sample_prompts" - path = lm_data.PromptExamples.SAMPLE_DATA_PATH + if dataset_string == 'sample_prompts': + dataset_name = 'sample_prompts' + path = PromptExamples.SAMPLE_DATA_PATH else: # Only split on the first ':', because path may be a URL # containing 'https://' - dataset_name, path = dataset_string.split(":", 1) + dataset_name, path = dataset_string.split(':', 1) logging.info("Loading dataset '%s' from '%s'", dataset_name, path) - if path.endswith(".jsonl"): - datasets[dataset_name] = lm_data.PromptExamples(path) + if path.endswith('.jsonl'): + datasets[dataset_name] = PromptExamples(path) # .txt or .txt-#####-of-##### - elif path.endswith(".txt") or re.match(r".*\.txt-\d{5}-of-\d{5}$", path): + elif path.endswith('.txt') or re.match(r'.*\.txt-\d{5}-of-\d{5}$', path): datasets[dataset_name] = _plaintext_prompts(path) else: - raise ValueError(f"Unsupported dataset format for {dataset_string}") + raise ValueError(f'Unsupported dataset format for {dataset_string}') for name in datasets: datasets[name] = datasets[name].slice[:max_examples] @@ -70,12 +160,12 @@ def get_datasets( def get_dataset_loaders() -> lit_app.DatasetLoadersMap: return { - "jsonl_examples": ( - lm_data.PromptExamples, - lm_data.PromptExamples.init_spec(), + 'jsonl_examples': ( + PromptExamples, + PromptExamples.init_spec(), ), - "plaintext_inputs": ( + 'plaintext_inputs': ( _plaintext_prompts, - lm_data.PlaintextSents.init_spec(), + PlaintextSents.init_spec(), ), } diff --git a/lit_nlp/examples/prompt_debugging/models.py b/lit_nlp/examples/prompt_debugging/models.py index 6f2347f0..2c72c9b6 100644 --- a/lit_nlp/examples/prompt_debugging/models.py +++ b/lit_nlp/examples/prompt_debugging/models.py @@ -9,7 +9,7 @@ from lit_nlp.lib import file_cache -DEFAULT_BATCH_SIZE = 4 +DEFAULT_BATCH_SIZE = 1 DEFAULT_DL_FRAMEWORK = "kerasnlp" DEFAULT_DL_RUNTIME = "tensorflow" DEFAULT_MODELS = ["gemma_1.1_instruct_2b_en:gemma_1.1_instruct_2b_en"], diff --git a/lit_nlp/examples/datasets/prompt_examples.jsonl b/lit_nlp/examples/prompt_debugging/prompt_examples.jsonl similarity index 100% rename from lit_nlp/examples/datasets/prompt_examples.jsonl rename to lit_nlp/examples/prompt_debugging/prompt_examples.jsonl diff --git a/website/sphinx_src/api.md b/website/sphinx_src/api.md index e734be39..59c3be20 100644 --- a/website/sphinx_src/api.md +++ b/website/sphinx_src/api.md @@ -675,7 +675,7 @@ Each `LitType` subclass encapsulates its own semantics (see * A field that appears in _both_ the model's input and output specs is assumed to represent the same value. This pattern is used for model-based input manipulation. For example, a - [language model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py) + [language model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py) might output `'tokens': lit_types.Tokens(...)`, and accept as (optional) input `'tokens': lit_types.Tokens(required=False, ...)`. An interpretability component could take output from the former, swap one or more tokens (e.g. @@ -886,22 +886,16 @@ You can specify custom web app layouts from Python via the `layouts=` attribute. The value should be a `Mapping[str, LitCanonicalLayout]`, such as: ```python -LM_LAYOUT = layout.LitCanonicalLayout( +PENGUIN_LAYOUT = layout.LitCanonicalLayout( upper={ - "Main": [ - modules.EmbeddingsModule, + 'Main': [ + modules.DiveModule, modules.DataTableModule, modules.DatapointEditorModule, ] }, - lower={ - "Predictions": [ - modules.LanguageModelPredictionModule, - modules.ConfusionMatrixModule, - ], - "Counterfactuals": [modules.GeneratorModule], - }, - description="Custom layout for language models.", + lower=layout.STANDARD_LAYOUT.lower, + description='Custom layout for the Palmer Penguins demo.', ) ``` @@ -912,14 +906,12 @@ lit_demo = dev_server.Server( models, datasets, # other args... - layouts={"lm": LM_LAYOUT}, + layouts=layout.DEFAULT_LAYOUTS | {'penguins': PENGUIN_LAYOUT}, + default_layout='penguins', **server_flags.get_flags()) return lit_demo.serve() ``` -For a full example, see -[`lm_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py). - You can see the pre-configured layouts provided by LIT, as well as the list of modules that can be included in your custom layout in [`layout.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/layout.py). A diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index 8617519d..89812af9 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -82,21 +82,6 @@ Tip: check out the in-depth walkthrough at https://ai.google.dev/responsible/model_behavior, part of the Responsible Generative AI Toolkit. -## Language Modeling - -### BERT and GPT-2 - -**Hosted instance:** https://pair-code.github.io/lit/demos/lm.html \ -**Code:** [examples/lm_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py) - -* Compare multiple BERT and GPT-2 models side-by-side on a variety of - plain-text corpora. -* LM visualization supports different modes: - * BERT masked language model: click-to-mask, and query model at that - position. - * GPT-2 shows left-to-right hypotheses for each target token. -* Embedding projector to show latent space of the model. - -------------------------------------------------------------------------------- ## Structured Prediction diff --git a/website/sphinx_src/docker.md b/website/sphinx_src/docker.md index f83a6f14..c6b501d4 100644 --- a/website/sphinx_src/docker.md +++ b/website/sphinx_src/docker.md @@ -23,8 +23,7 @@ the WSGI app to serve. The options provided to gunicorn for our use-case can be found in [`gunicorn_config.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/gunicorn_config.py). You can find a reference implementation in -[`glue/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) or -[`lm_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py). +[`glue/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py). Use the following shell [.github/workflows/ci.ymlcommands](https://github.com/PAIR-code/lit/blob/main/lit_nlp/.github/workflows/ci.ymlcommands) to build the diff --git a/website/sphinx_src/frontend_development.md b/website/sphinx_src/frontend_development.md index a51aed81..6f399a43 100644 --- a/website/sphinx_src/frontend_development.md +++ b/website/sphinx_src/frontend_development.md @@ -76,8 +76,8 @@ pre-configured layouts in You can also add [custom layouts](./api.md#customizing-the-layout) to your LIT instance by defining one or more `LitCanonicalLayout` instances and passing them -to the server. For an example, see `CUSTOM_LAYOUTS` in -[`lm_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py). +to the server. For an example, see +[`prompt_debugging/layouts.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/layouts.py). Note: The pre-configured layouts are added to every `LitApp` instance using [dictionary updates](https://docs.python.org/3/library/stdtypes.html#dict) where From a59641c014b17409e8e5cfdac1cc1e6916d6da15 Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Wed, 12 Jun 2024 11:18:35 -0700 Subject: [PATCH 23/50] LIT: Move TyDI data into examples/tydi PiperOrigin-RevId: 642676042 --- .../{datasets/question_answering.py => tydi/data.py} | 0 lit_nlp/examples/tydi/demo.py | 11 +++++------ 2 files changed, 5 insertions(+), 6 deletions(-) rename lit_nlp/examples/{datasets/question_answering.py => tydi/data.py} (100%) diff --git a/lit_nlp/examples/datasets/question_answering.py b/lit_nlp/examples/tydi/data.py similarity index 100% rename from lit_nlp/examples/datasets/question_answering.py rename to lit_nlp/examples/tydi/data.py diff --git a/lit_nlp/examples/tydi/demo.py b/lit_nlp/examples/tydi/demo.py index 02739c5b..307ad8a3 100644 --- a/lit_nlp/examples/tydi/demo.py +++ b/lit_nlp/examples/tydi/demo.py @@ -12,12 +12,11 @@ from absl import app from absl import flags - from lit_nlp import dev_server from lit_nlp import server_flags from lit_nlp.components import word_replacer -from lit_nlp.examples.datasets import question_answering -from lit_nlp.examples.tydi import model +from lit_nlp.examples.tydi import data as tydi_data +from lit_nlp.examples.tydi import model as tydi_model # NOTE: additional flags defined in server_flags.py _FLAGS = flags.FLAGS @@ -55,10 +54,10 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: # Ignore path prefix, if using /path/to/ to load from a # specific directory rather than the default shortcut. model_name = os.path.basename(model_name_or_path) - models[model_name] = model.TyDiModel(model_name=model_name_or_path) + models[model_name] = tydi_model.TyDiModel(model_name=model_name_or_path) max_examples: int = _MAX_EXAMPLES.value - dataset_defs: tuple[tuple[str, str]] = ( + dataset_defs: tuple[tuple[str, str], ...] = ( ("TyDiQA-Multilingual", "validation"), ("TyDiQA-English", "validation-en"), ("TyDiQA-Finnish", "validation-fi"), @@ -71,7 +70,7 @@ def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: ("TyDiQA-Telugu", "validation-te"), ) datasets = { - name: question_answering.TyDiQA(split=split, max_examples=max_examples) + name: tydi_data.TyDiQA(split=split, max_examples=max_examples) for name, split in dataset_defs } From 0d8c0d948480e0835fd3f451b95b7ec306b6409d Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Wed, 12 Jun 2024 11:40:04 -0700 Subject: [PATCH 24/50] LIT: Avoid equivalent shuffles in Scrambler PiperOrigin-RevId: 642683304 --- lit_nlp/components/scrambler.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/lit_nlp/components/scrambler.py b/lit_nlp/components/scrambler.py index 046fb859..ddc5d623 100644 --- a/lit_nlp/components/scrambler.py +++ b/lit_nlp/components/scrambler.py @@ -14,6 +14,7 @@ # ============================================================================== """Simple scrambling test generator.""" +import copy import random from typing import Optional @@ -30,8 +31,12 @@ def _scramble(val: str) -> str: words = val.split(' ') - random.shuffle(words) - return ' '.join(words) + shuffled = copy.deepcopy(words) + while True: + random.shuffle(shuffled) + if shuffled != words: + break + return ' '.join(shuffled) class Scrambler(lit_components.Generator): From 1ed82d4e81ff6a6ff5146b6198e35444960d326b Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Thu, 13 Jun 2024 12:01:45 -0700 Subject: [PATCH 25/50] LIT: Remove TFX model wrapper. PiperOrigin-RevId: 643077309 --- lit_nlp/examples/models/tfx_model.py | 73 ----------------------- lit_nlp/examples/models/tfx_model_test.py | 49 --------------- 2 files changed, 122 deletions(-) delete mode 100644 lit_nlp/examples/models/tfx_model.py delete mode 100644 lit_nlp/examples/models/tfx_model_test.py diff --git a/lit_nlp/examples/models/tfx_model.py b/lit_nlp/examples/models/tfx_model.py deleted file mode 100644 index 29df2ab9..00000000 --- a/lit_nlp/examples/models/tfx_model.py +++ /dev/null @@ -1,73 +0,0 @@ -"""Wrapper for using TFX-generated models within LIT.""" -from collections.abc import Iterator - -import attr -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -import tensorflow as tf -import tensorflow_text as tf_text # pylint: disable=unused-import - -_SERVING_DEFAULT_SIGNATURE = 'serving_default' - - -@attr.s(auto_attribs=True) -class TFXModelConfig(object): - """Configuration object for TFX Models.""" - path: str - input_spec: lit_types.Spec - output_spec: lit_types.Spec - signature: str = _SERVING_DEFAULT_SIGNATURE - - -# TODO(b/188036366): Revisit the assumed mapping between input values and -# TF.Examples. -def _inputs_to_serialized_example(input_dict: lit_types.JsonDict): - """Converts the input dictionary to a serialized tf example.""" - feature_dict = {} - for k, v in input_dict.items(): - if not isinstance(v, list): - v = [v] - if isinstance(v[0], int): - feature_dict[k] = tf.train.Feature(int64_list=tf.train.Int64List(value=v)) - elif isinstance(v[0], float): - feature_dict[k] = tf.train.Feature(float_list=tf.train.FloatList(value=v)) - else: - feature_dict[k] = tf.train.Feature( - bytes_list=tf.train.BytesList(value=[bytes(i, 'utf-8') for i in v])) - result = tf.train.Example(features=tf.train.Features(feature=feature_dict)) - return result.SerializeToString() - - -class TFXModel(lit_model.BatchedModel): - """Wrapper for querying a TFX-generated SavedModel.""" - - def __init__(self, config: TFXModelConfig): - self._model = tf.saved_model.load(config.path) - self._signature = config.signature - self._input_spec = config.input_spec - self._output_spec = config.output_spec - - def predict_minibatch( # pytype: disable=signature-mismatch # overriding-return-type-checks - self, inputs: list[lit_types.JsonDict] - ) -> Iterator[lit_types.JsonDict]: - for i in inputs: - filtered_inputs = {k: v for k, v in i.items() if k in self._input_spec} - result = self._model.signatures[self._signature]( - tf.constant([_inputs_to_serialized_example(filtered_inputs)])) - result = { - k: tf.squeeze(v).numpy().tolist() - for k, v in result.items() - if k in self._output_spec - } - for k, v in result.items(): - # If doing Multiclass Prediction for a Binary Classifier. - if (isinstance(self._output_spec[k], lit_types.MulticlassPreds) and - not isinstance(v, list)): - result[k] = [1 - v, v] - yield result - - def input_spec(self) -> lit_types.Spec: - return self._input_spec - - def output_spec(self) -> lit_types.Spec: - return self._output_spec diff --git a/lit_nlp/examples/models/tfx_model_test.py b/lit_nlp/examples/models/tfx_model_test.py deleted file mode 100644 index e7b977c9..00000000 --- a/lit_nlp/examples/models/tfx_model_test.py +++ /dev/null @@ -1,49 +0,0 @@ -"""Tests for lit_nlp.components.tfx_model.""" -import tempfile - -from lit_nlp.api import types as lit_types -from lit_nlp.examples.models import tfx_model -import tensorflow as tf - - -class TfxModelTest(tf.test.TestCase): - - def setUp(self): - super(TfxModelTest, self).setUp() - self._path = tempfile.mkdtemp() - input_layer = tf.keras.layers.Input( - shape=(1,), dtype=tf.string, name='example' - ) - parsed_input = tf.io.parse_example( - tf.reshape(input_layer, [-1]), - {'input_0': tf.io.FixedLenFeature([1], dtype=tf.float32)}) - output_layer = tf.keras.layers.Dense( - 1, name='output_0')( - parsed_input['input_0']) - model = tf.keras.Model(input_layer, output_layer) - model.compile( - optimizer=tf.keras.optimizers.Adam(lr=.001), - loss=tf.keras.losses.binary_crossentropy) - model.save(self._path) - - def testTfxModel(self): - input_spec = {'input_0': lit_types.Scalar()} - output_spec = { - 'output_0': - lit_types.MulticlassPreds(vocab=['0', '1'], parent='input_0') - } - config = tfx_model.TFXModelConfig(self._path, input_spec, output_spec) - lit_model = tfx_model.TFXModel(config) - result = list(lit_model.predict([{'input_0': 0.5}])) - self.assertLen(result, 1) - result = result[0] - self.assertListEqual(list(result.keys()), ['output_0']) - self.assertLen(result['output_0'], 2) - self.assertIsInstance(result['output_0'][0], float) - self.assertIsInstance(result['output_0'][1], float) - self.assertDictEqual(lit_model.input_spec(), input_spec) - self.assertDictEqual(lit_model.output_spec(), output_spec) - - -if __name__ == '__main__': - tf.test.main() From 7d5ef5831427de71416c096a6dbcd46ea064457e Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Thu, 13 Jun 2024 12:31:04 -0700 Subject: [PATCH 26/50] LIT: Move model_utils to glue demo directory. PiperOrigin-RevId: 643086573 --- lit_nlp/examples/{models => glue}/model_utils.py | 0 .../examples/{models => glue}/model_utils_test.py | 2 +- lit_nlp/examples/glue/models.py | 2 +- .../testdata/bert_tokenizer/config.json | 0 .../testdata/bert_tokenizer/special_tokens_map.json | 0 .../testdata/bert_tokenizer/tokenizer_config.json | 0 .../testdata/bert_tokenizer/vocab.txt | 0 lit_nlp/examples/models/__init__.py | 13 ------------- 8 files changed, 2 insertions(+), 15 deletions(-) rename lit_nlp/examples/{models => glue}/model_utils.py (100%) rename lit_nlp/examples/{models => glue}/model_utils_test.py (99%) rename lit_nlp/examples/{models => glue}/testdata/bert_tokenizer/config.json (100%) rename lit_nlp/examples/{models => glue}/testdata/bert_tokenizer/special_tokens_map.json (100%) rename lit_nlp/examples/{models => glue}/testdata/bert_tokenizer/tokenizer_config.json (100%) rename lit_nlp/examples/{models => glue}/testdata/bert_tokenizer/vocab.txt (100%) delete mode 100644 lit_nlp/examples/models/__init__.py diff --git a/lit_nlp/examples/models/model_utils.py b/lit_nlp/examples/glue/model_utils.py similarity index 100% rename from lit_nlp/examples/models/model_utils.py rename to lit_nlp/examples/glue/model_utils.py diff --git a/lit_nlp/examples/models/model_utils_test.py b/lit_nlp/examples/glue/model_utils_test.py similarity index 99% rename from lit_nlp/examples/models/model_utils_test.py rename to lit_nlp/examples/glue/model_utils_test.py index d3e238d9..27747a78 100644 --- a/lit_nlp/examples/models/model_utils_test.py +++ b/lit_nlp/examples/glue/model_utils_test.py @@ -2,7 +2,7 @@ import os from absl.testing import absltest -from lit_nlp.examples.models import model_utils +from lit_nlp.examples.glue import model_utils import numpy as np import transformers diff --git a/lit_nlp/examples/glue/models.py b/lit_nlp/examples/glue/models.py index 9f14fe83..d8c3219b 100644 --- a/lit_nlp/examples/glue/models.py +++ b/lit_nlp/examples/glue/models.py @@ -12,7 +12,7 @@ import attr from lit_nlp.api import model as lit_model from lit_nlp.api import types as lit_types -from lit_nlp.examples.models import model_utils +from lit_nlp.examples.glue import model_utils from lit_nlp.lib import file_cache from lit_nlp.lib import utils import numpy as np diff --git a/lit_nlp/examples/models/testdata/bert_tokenizer/config.json b/lit_nlp/examples/glue/testdata/bert_tokenizer/config.json similarity index 100% rename from lit_nlp/examples/models/testdata/bert_tokenizer/config.json rename to lit_nlp/examples/glue/testdata/bert_tokenizer/config.json diff --git a/lit_nlp/examples/models/testdata/bert_tokenizer/special_tokens_map.json b/lit_nlp/examples/glue/testdata/bert_tokenizer/special_tokens_map.json similarity index 100% rename from lit_nlp/examples/models/testdata/bert_tokenizer/special_tokens_map.json rename to lit_nlp/examples/glue/testdata/bert_tokenizer/special_tokens_map.json diff --git a/lit_nlp/examples/models/testdata/bert_tokenizer/tokenizer_config.json b/lit_nlp/examples/glue/testdata/bert_tokenizer/tokenizer_config.json similarity index 100% rename from lit_nlp/examples/models/testdata/bert_tokenizer/tokenizer_config.json rename to lit_nlp/examples/glue/testdata/bert_tokenizer/tokenizer_config.json diff --git a/lit_nlp/examples/models/testdata/bert_tokenizer/vocab.txt b/lit_nlp/examples/glue/testdata/bert_tokenizer/vocab.txt similarity index 100% rename from lit_nlp/examples/models/testdata/bert_tokenizer/vocab.txt rename to lit_nlp/examples/glue/testdata/bert_tokenizer/vocab.txt diff --git a/lit_nlp/examples/models/__init__.py b/lit_nlp/examples/models/__init__.py deleted file mode 100644 index c6334245..00000000 --- a/lit_nlp/examples/models/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright 2020 Google LLC -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. From 992823b027fca8c60edabe837248a508ac04da22 Mon Sep 17 00:00:00 2001 From: Bin Du Date: Mon, 17 Jun 2024 09:41:12 -0700 Subject: [PATCH 27/50] Minor updates on the model support in doc string post demo cleanup. PiperOrigin-RevId: 644039366 --- lit_nlp/examples/blank_slate_demo.py | 6 ------ lit_nlp/examples/prompt_debugging/transformers_lms.py | 2 +- 2 files changed, 1 insertion(+), 7 deletions(-) diff --git a/lit_nlp/examples/blank_slate_demo.py b/lit_nlp/examples/blank_slate_demo.py index a4c66c4d..c82ffde1 100644 --- a/lit_nlp/examples/blank_slate_demo.py +++ b/lit_nlp/examples/blank_slate_demo.py @@ -6,12 +6,6 @@ - classification model on MultiNLI, with the MultiNLI dataset. - TensorFlow Keras model for penguin classification, with the Penguin tabular dataset from TFDS. -- T5 models using HuggingFace Transformers and Keras, with the English CNNDM - summarization dataset and the WMT '14 machine-translation dataset. -- BERT (bert-*) as a masked language model and GPT-2 (gpt2* or distilgpt2) as a - left-to-right language model, with the Stanford Sentiment Treebank dataset, - the IMDB reviews dataset, Billion Word Benchmark (lm1b) dataset and the option - to load sentences from a flat text file. To run: python -m lit_nlp.examples.blank_slate_demo --port=5432 diff --git a/lit_nlp/examples/prompt_debugging/transformers_lms.py b/lit_nlp/examples/prompt_debugging/transformers_lms.py index 1ab121f6..6ba20581 100644 --- a/lit_nlp/examples/prompt_debugging/transformers_lms.py +++ b/lit_nlp/examples/prompt_debugging/transformers_lms.py @@ -1,6 +1,6 @@ """Wrapper for HuggingFace models in LIT. -Includes BERT masked LM, GPT-2, and T5. +Supported models include Gemma, GPT-2, Llama, Mistral, etc. This wrapper loads a model into memory and implements the a number of helper functions to predict a batch of examples and extract information such as From 3dad2b061b45cb44b1c3f9b9364660e907662069 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Tue, 18 Jun 2024 09:32:07 -0700 Subject: [PATCH 28/50] Remove LM prediction module. PiperOrigin-RevId: 644414363 --- lit_nlp/api/layout.py | 2 - .../client/modules/lm_prediction_module.css | 84 ---- .../client/modules/lm_prediction_module.ts | 399 ------------------ 3 files changed, 485 deletions(-) delete mode 100644 lit_nlp/client/modules/lm_prediction_module.css delete mode 100644 lit_nlp/client/modules/lm_prediction_module.ts diff --git a/lit_nlp/api/layout.py b/lit_nlp/api/layout.py index be67215e..bb8d773e 100644 --- a/lit_nlp/api/layout.py +++ b/lit_nlp/api/layout.py @@ -45,7 +45,6 @@ class LitModuleName(dtypes.EnumSerializableAsValues, enum.Enum): GeneratedImageModule = 'generated-image-module' GeneratedTextModule = 'generated-text-module' GeneratorModule = 'generator-module' - LanguageModelPredictionModule = 'lm-prediction-module' LegacySequenceSalienceModule = 'legacy-sequence-salience-module' MetricsModule = 'metrics-module' MultilabelModule = 'multilabel-module' @@ -132,7 +131,6 @@ def to_json(self) -> dtypes.JsonDict: modules.ClassificationModule, modules.MultilabelModule, modules.RegressionModule, - modules.LanguageModelPredictionModule, modules.GeneratedTextModule, modules.AnnotatedTextGoldModule, modules.AnnotatedTextModule, diff --git a/lit_nlp/client/modules/lm_prediction_module.css b/lit_nlp/client/modules/lm_prediction_module.css deleted file mode 100644 index 59d5b0ab..00000000 --- a/lit_nlp/client/modules/lm_prediction_module.css +++ /dev/null @@ -1,84 +0,0 @@ -#main-area { - display: flex; - flex-direction: row; - justify-content: space-between; -} - -.module-toolbar { - justify-content: space-between; - border-bottom: 1px solid rgb(218, 220, 224); -} - -.mode-info { - color: gray; -} - -.input-group { - padding: 4px; -} - -.input-group-title { - margin-bottom: 3px; -} - -.input-words { - display: flex; - flex-direction: row; - flex-wrap: wrap; - align-content: flex-start; -} - -.token:hover { - cursor: pointer; -} - -.token.masked { - text-decoration: line-through; -} - -.sidebar { - min-width: 15%; - padding: 4px; - overflow-y: auto; /* Scroll this before the rest of the module */ -} - -.sidebar-shaded { - background: #f8f9fa; - border-left: 1px solid #bdc1c6; - border-radius: 2px; -} - -#output-table { - border-spacing: 0px; -} - -#output-words { - min-width: 190px; - width: 20%; -} - -.output-row { - display: flex; - flex-direction: row; - justify-content: space-between; -} - -.output-token { - padding: 1px; - border-width: 2px; - margin: 2px; - font-family: 'Roboto Mono', monospace; -} - -.output-percent { - margin: 2px; -} - -.flex-holder { - display: flex; -} - -.add-icon-button { - margin-top: 6px; - margin-right: 4px; -} diff --git a/lit_nlp/client/modules/lm_prediction_module.ts b/lit_nlp/client/modules/lm_prediction_module.ts deleted file mode 100644 index 90f7aeab..00000000 --- a/lit_nlp/client/modules/lm_prediction_module.ts +++ /dev/null @@ -1,399 +0,0 @@ -/** - * @license - * Copyright 2020 Google LLC - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -import '../elements/checkbox'; - -import {html} from 'lit'; -// tslint:disable:no-new-decorators -import {customElement} from 'lit/decorators.js'; -import {classMap} from 'lit/directives/class-map.js'; -import {computed, observable} from 'mobx'; - -import {LitModule} from '../core/lit_module'; -import {TextSegment, Tokens, TokenTopKPreds} from '../lib/lit_types'; -import {styles as sharedStyles} from '../lib/shared_styles.css'; -import {type IndexedInput, ModelInfoMap, Spec, TopKResult} from '../lib/types'; -import {findMatchingIndices, findSpecKeys, makeModifiedInput, replaceNth} from '../lib/utils'; - -import {styles} from './lm_prediction_module.css'; - -/** - * A LIT module that renders masked predictions for a masked LM. - */ -@customElement('lm-prediction-module') -export class LanguageModelPredictionModule extends LitModule { - static override title = 'LM Predictions'; - static override duplicateForExampleComparison = true; - static override duplicateAsRow = true; - static override numCols = 4; - static override template = - (model: string, selectionServiceIndex: number, shouldReact: number) => html` - - `; - - static override get styles() { - return [sharedStyles, styles]; - } - - // Module options / configuration state - @observable private clickToMask: boolean = false; - - // Fixed output state (based on unmodified input) - @observable private selectedInput: IndexedInput|null = null; - @observable private tokens: string[] = []; - @observable private maskedInput: IndexedInput|null = null; - @observable private originalResults: TopKResult[][] = []; - // Ephemeral output state (may depend on selectedTokenIndex) - @observable private selectedTokenIndex: number|null = null; - @observable private mlmResults: TopKResult[][] = []; - - @computed - private get modelSpec() { - return this.appState.getModelSpec(this.model); - } - - @computed - private get predKey(): string { - // This list is guaranteed to be non-empty due to checkModule() - return findSpecKeys(this.modelSpec.output, TokenTopKPreds)[0]; - } - - @computed - private get outputTokensKey(): string { - // This list is guaranteed to be non-empty due to checkModule() - return (this.modelSpec.output[this.predKey] as TokenTopKPreds).align as - string; - } - - @computed - private get outputTokensPrefix(): string { - // This list is guaranteed to be non-empty due to checkModule() - return (this.modelSpec.output[this.outputTokensKey] as Tokens) - .token_prefix as string; - } - - @computed - private get inputTokensKey(): string|null { - // Look for an input field matching the output tokens name. - if (this.modelSpec.input.hasOwnProperty(this.outputTokensKey) && - this.modelSpec.input[this.outputTokensKey] instanceof Tokens) { - return this.outputTokensKey; - } - return null; - } - - @computed - private get maskToken() { - // Look at metadata for /input/ field matching output tokens name. - return this.inputTokensKey ? - (this.modelSpec.input[this.inputTokensKey] as Tokens).mask_token : - undefined; - } - - override firstUpdated() { - const getSelectedInputData = () => - this.selectionService.primarySelectedInputData; - this.reactImmediately(getSelectedInputData, selectedInput => { - this.updateSelection(selectedInput); - }); - this.react(() => this.selectedTokenIndex, tokenIndex => { - this.updateMLMResults(); - }); - this.react(() => this.clickToMask, clickToMask => { - this.updateMLMResults(); - }); - // Enable click-to-mask if the model supports it. - this.reactImmediately(() => this.model, model => { - if (this.maskToken != null) { - this.clickToMask = true; - } - }); - } - - private async updateSelection(input: IndexedInput|null) { - this.selectedInput = null; - this.tokens = []; - this.maskedInput = null; - this.originalResults = []; - this.selectedTokenIndex = null; - this.mlmResults = []; - - if (input == null) return; - - const dataset = this.appState.currentDataset; - const promise = this.apiService.getPreds( - [input], this.model, dataset, [Tokens, TokenTopKPreds], [], - 'Loading tokens'); - const results = await this.loadLatest('modelPreds', promise); - if (results === null) return; - - const predictions = results[0]; - this.tokens = predictions[this.outputTokensKey]; - this.originalResults = predictions[this.predKey]; - this.mlmResults = this.originalResults; - this.selectedInput = input; - - // If there's already a mask in the input, jump to that. - if (this.maskToken != null) { - const maskIndex = this.tokens.indexOf(this.maskToken); - if (maskIndex !== -1) { - // Show fills immediately for the first mask token, if there is one. - this.selectedTokenIndex = maskIndex; - } - } - } - - private createChildDatapoint(orig: IndexedInput, tokens: string[]) { - return makeModifiedInput(orig, {[this.inputTokensKey!]: tokens}, 'masked'); - } - - private async updateMLMResults() { - if (this.selectedTokenIndex == null || !this.clickToMask) { - this.mlmResults = this.originalResults; // reset - this.maskedInput = null; - return; - } - if (this.selectedInput == null || this.maskToken == null) { - return; - } - - const tokens = [...this.tokens]; - // Short-circuit to avoid an extra inference call if this token - // is already masked in the original input. - if (tokens[this.selectedTokenIndex] === this.maskToken) { - this.mlmResults = this.originalResults; - return; - } - - // Create masked datapoint. - tokens[this.selectedTokenIndex] = this.maskToken; - this.maskedInput = this.createChildDatapoint(this.selectedInput, tokens); - this.updateTextSegment( - this.maskedInput, this.maskToken, this.selectedTokenIndex); - - // Reset current results. - this.mlmResults = []; - - const dataset = this.appState.currentDataset; - const promise = this.apiService.getPreds( - [this.maskedInput], this.model, dataset, [TokenTopKPreds]); - const results = await this.loadLatest('mlmResults', promise); - if (results === null) return; - - this.mlmResults = results[0][this.predKey]; - } - - /** Update the datapoint's TextSegment based on a new token value. */ - private updateTextSegment(datapoint: IndexedInput, token: string, - tokenIndex: number) { - // This logic ensure that if the token to replace occurs multiple times - // in the text segment, that the correct instance of the token is replaced. - const textField = findSpecKeys(this.modelSpec.input, TextSegment)[0]; - let oldToken = this.tokens[tokenIndex]; - const tokensIndicesMatchingToken = findMatchingIndices( - this.tokens, oldToken); - const replacementIndex = tokensIndicesMatchingToken.indexOf(tokenIndex); - if (this.outputTokensPrefix != null && - oldToken.startsWith(this.outputTokensPrefix)) { - oldToken = oldToken.slice(this.outputTokensPrefix.length); - } - const newText = replaceNth(datapoint.data[textField], oldToken, token, - replacementIndex + 1); - datapoint.data[textField] = newText; - } - - override renderImpl() { - return html` -

- ${this.renderControls()} -
- ${this.renderInputWords()} - ${this.renderOutputWords()} -
-
- `; - } - - /* Mode info if masking is available. */ - renderModeInfo() { - if (this.selectedTokenIndex === null) { - return null; - } - // clang-format off - return html` - - ${this.clickToMask ? "Masked predictions" : "Unmasked predictions"} - - `; - // clang-format on - } - - renderAddInputButton() { - const onClickAdd = async () => { - const data: IndexedInput[] = await this.appState.annotateNewData( - [this.maskedInput!]); - this.appState.commitNewDatapoints(data); - }; - return html` - `; - } - - renderControls() { - // clang-format off - return html` -
- ${this.maskToken ? html` - { this.clickToMask = !this.clickToMask; }} - >` : null} - ${this.renderAddInputButton()} -
- `; - // clang-format on - } - - renderInputWords() { - const renderToken = (token: string, i: number) => { - const handleClick = () => { - if (i === this.selectedTokenIndex) { - // Clear if the same position is clicked again. - this.selectedTokenIndex = null; - } else { - this.selectedTokenIndex = i; - } - }; - const classes = classMap({ - 'token': true, - 'token-chip-label': true, - 'selected': i === this.selectedTokenIndex, - 'masked': (i === this.selectedTokenIndex) && (this.maskToken != null) && - this.clickToMask, - }); - return html`
${token}
`; - }; - - // clang-format off - return html` -
-
- ${this.tokens.length > 0 ? this.outputTokensKey : null} -
-
${this.tokens.map(renderToken)}
-
- `; - // clang-format on - } - - renderOutputWords() { - - const renderPred = (pred: TopKResult) => { - const selectedWordType = this.tokens[this.selectedTokenIndex!]; - const predWordType = pred[0]; - // Convert probability into percent. - const predProb = (pred[1] * 100).toFixed(1); - const matchesInput = predWordType === selectedWordType; - const classes = classMap({ - 'output-token': true, - 'token-chip-generated': true, - 'selected': matchesInput, - }); - const addPoint = async () => { - // Create new datapoint with selected replacement token and add to - // dataset. - const tokens = [...this.tokens]; - const newInput = this.createChildDatapoint(this.selectedInput!, tokens); - newInput.data[this.inputTokensKey!][this.selectedTokenIndex!] = - predWordType; - this.updateTextSegment( - newInput, predWordType, this.selectedTokenIndex!); - - const data: IndexedInput[] = await this.appState.annotateNewData( - [newInput]); - this.appState.commitNewDatapoints(data); - }; - // clang-format off - return html` -
-
- - add_box - -
${predWordType}
-
-
${predProb}%
-
- `; - // clang-format on - }; - - const renderSidebarContents = () => { - if (this.selectedTokenIndex === null || this.mlmResults.length === 0) { - return html` - - Click a token to see predictions - `; - } else { - // TODO(b/210998285): Add surrounding token context above predictions. - return html` - ${this.maskToken ? html`${this.renderModeInfo()}` : null} - ${this.mlmResults[this.selectedTokenIndex].map(renderPred)}`; - } - }; - - // clang-format off - return html` - - `; - // clang-format on - } - - /** - * Find available output fields. - */ - static findTargetFields(outputSpec: Spec): string[] { - const candidates = findSpecKeys(outputSpec, TokenTopKPreds); - return candidates.filter(k => { - const align = (outputSpec[k] as TokenTopKPreds).align; - return align != null && (outputSpec[align] instanceof Tokens); - }); - } - - static override shouldDisplayModule(modelSpecs: ModelInfoMap, datasetSpec: Spec) { - for (const modelInfo of Object.values(modelSpecs)) { - if (LanguageModelPredictionModule.findTargetFields(modelInfo.spec.output) - .length > 0) { - return true; - } - } - return false; - } -} - -declare global { - interface HTMLElementTagNameMap { - 'lm-prediction-module': LanguageModelPredictionModule; - } -} From 0656386188d6e4b6c83dab58fb4e6569ebea217e Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Tue, 18 Jun 2024 09:55:11 -0700 Subject: [PATCH 29/50] Remove span graph module from LIT. PiperOrigin-RevId: 644421561 --- lit_nlp/api/layout.py | 6 - lit_nlp/client/elements/span_graph_vis.css | 74 --- lit_nlp/client/elements/span_graph_vis.ts | 472 ------------------ .../elements/span_graph_vis_vertical.css | 103 ---- .../elements/span_graph_vis_vertical.ts | 278 ----------- .../client/modules/annotated_text_module.ts | 13 +- lit_nlp/client/modules/span_graph_module.ts | 346 ------------- 7 files changed, 7 insertions(+), 1285 deletions(-) delete mode 100644 lit_nlp/client/elements/span_graph_vis.css delete mode 100644 lit_nlp/client/elements/span_graph_vis.ts delete mode 100644 lit_nlp/client/elements/span_graph_vis_vertical.css delete mode 100644 lit_nlp/client/elements/span_graph_vis_vertical.ts delete mode 100644 lit_nlp/client/modules/span_graph_module.ts diff --git a/lit_nlp/api/layout.py b/lit_nlp/api/layout.py index bb8d773e..188c8cd4 100644 --- a/lit_nlp/api/layout.py +++ b/lit_nlp/api/layout.py @@ -59,10 +59,6 @@ class LitModuleName(dtypes.EnumSerializableAsValues, enum.Enum): SimpleDatapointEditorModule = 'simple-datapoint-editor-module' # Non-replicating version of Datapoint Editor SingleDatapointEditorModule = 'single-datapoint-editor-module' - SpanGraphGoldModule = 'span-graph-gold-module' - SpanGraphGoldModuleVertical = 'span-graph-gold-module-vertical' - SpanGraphModule = 'span-graph-module' - SpanGraphModuleVertical = 'span-graph-module-vertical' TCAVModule = 'tcav-module' ThresholderModule = 'thresholder-module' TrainingDataAttributionModule = 'tda-module' @@ -126,8 +122,6 @@ def to_json(self) -> dtypes.JsonDict: modules = LitModuleName # pylint: disable=invalid-name MODEL_PREDS_MODULES = ( - modules.SpanGraphGoldModuleVertical, - modules.SpanGraphModuleVertical, modules.ClassificationModule, modules.MultilabelModule, modules.RegressionModule, diff --git a/lit_nlp/client/elements/span_graph_vis.css b/lit_nlp/client/elements/span_graph_vis.css deleted file mode 100644 index 310775f3..00000000 --- a/lit_nlp/client/elements/span_graph_vis.css +++ /dev/null @@ -1,74 +0,0 @@ -text.token-text { - alignment-baseline: middle; - dominant-baseline: central; -} - -polyline.span-bracket { - fill: none; - stroke-width: 1.2px; - stroke: var(--group-color); -} - -.selected polyline.span-bracket { - stroke-width: 1.8px; -} - -path.arc-path { - stroke-width: 1.2px; - stroke: var(--group-color); - fill: none; -} - -path.arc-path.arc-neg { - stroke-dasharray: 3,1; - stroke: gray; -} - -.selected path.arc-path { - stroke-width: 1.8px; -} - -path.arc-arrow { - stroke-width: 1.2px; - stroke: var(--group-color); - fill: var(--group-color); -} - -path.arc-arrow.arc-neg { - stroke: gray; - fill: gray; -} - - -.layer-label text { - font-family: 'Share Tech Mono', monospace; - dominant-baseline: middle; - text-anchor: end; -} - -foreignObject.span-label { - overflow: visible; -} - -.span-label div { - background-color: white; - font-family: 'Share Tech Mono', monospace; - line-height: 1.0; - padding: 1px; - padding-right: 3px; /* for occluding labels on mouseover */ - white-space: nowrap; - overflow: hidden; - text-overflow: ellipsis; - color: var(--group-color); -} - -g.selected .span-label div { - background-color: white; - overflow-x: visible; - width: fit-content; /* needed to include background when expanding */ -} - -.mousebox { - fill: white; - fill-opacity: 0.0; -} diff --git a/lit_nlp/client/elements/span_graph_vis.ts b/lit_nlp/client/elements/span_graph_vis.ts deleted file mode 100644 index 0e10cf3a..00000000 --- a/lit_nlp/client/elements/span_graph_vis.ts +++ /dev/null @@ -1,472 +0,0 @@ -/** - * @license - * Copyright 2020 Google LLC - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/** - * Visualization component for structured prediction over text. - */ - -import * as d3 from 'd3'; -import {html, LitElement, svg} from 'lit'; -import {customElement, property} from 'lit/decorators.js'; -import {classMap} from 'lit/directives/class-map.js'; -import {styleMap} from 'lit/directives/style-map.js'; - -import {getVizColor} from '../lib/colors'; -import {EdgeLabel} from '../lib/dtypes'; - -import {styles} from './span_graph_vis.css'; - - -/** - * Represents a group of directed graphs anchored to token spans. - * This is the general "edge probing" representation, which can be used for many - * problems including sequence tagging, span labeling, and directed graphs like - * semantic frames, coreference, and dependency parsing. See - * https://arxiv.org/abs/1905.06316 for more on this formalism. - */ -export interface SpanGraph { - 'tokens': string[]; - 'layers': AnnotationLayer[]; -} - -/** - * A single layer of annotations, like 'pos' (part-of-speech) - * or 'ner' (named entities). - */ -export interface AnnotationLayer { - 'name': string; - 'edges': EdgeLabel[]; -} - -/* Compute points for a polyline bracket. */ -function hBracketPoints(width: number, height: number, lean: number) { - // Points for a polyline bracket. - const start = [0, 0]; - const ltop = [lean, height]; - const rtop = [width - lean, height]; - const end = [width, 0]; - return [start, ltop, rtop, end]; -} - -/** - * Compute path for a dependency arc. - */ -function arcPath( - startY: number, x1: number, x2: number, height: number, aspect: number) { - const left = Math.min(x1, x2); - const right = Math.max(x1, x2); - let pathCommands = `M ${left} ${startY} `; - if ((right - left) > (2 * aspect * height)) { - // Long arcs: draw as 90* curve, flat, then 90* curve. - const majorAxis = aspect * height; - pathCommands += `A ${majorAxis} ${height} 0 0 1 ${left + majorAxis} ${ - startY - height} `; - pathCommands += `L ${right - majorAxis} ${startY - height} `; - pathCommands += `A ${majorAxis} ${height} 0 0 1 ${right} ${startY} `; - } else { - // Short arcs: draw as single 180* curve. - height = (right - left) / (2 * aspect); - pathCommands += - `A ${(right - left) / 2} ${height} 0 0 1 ${right} ${startY} `; - } - return pathCommands; /* assign as 'd' attribute to path */ -} - -/** - * Compute path for the arrow at the end of an arc. - */ -function arcArrow(startY: number, x: number, markSize: number) { - let pathCommands = `M ${x - markSize} ${startY - (1.5 * markSize)} `; - pathCommands += `L ${x + markSize} ${startY - (1.5 * markSize)} `; - pathCommands += `L ${x} ${startY} Z`; - return pathCommands; /* assign as 'd' attribute to path */ -} - -/* Set attributes to match target's size to the source element. */ -function matchBBox(source: SVGGElement, target: SVGRectElement) { - const bbox = source.getBBox(); - target.setAttribute('x', `${bbox.x}`); - target.setAttribute('y', `${bbox.y}`); - target.setAttribute('width', `${bbox.width}`); - target.setAttribute('height', `${bbox.height}`); -} - -/** Structured prediction (SpanGraph) visualization class. */ -@customElement('span-graph-vis') -export class SpanGraphVis extends LitElement { - /* Data binding */ - @property({type: Object}) data: SpanGraph = {tokens: [], layers: []}; - @property({type: Boolean}) showLayerLabel: boolean = true; - - /* Rendering parameters */ - @property({type: Number}) lineHeight: number = 18; - @property({type: Number}) bracketHeight: number = 5.5; - @property({type: Number}) yPad: number = 5; - // For arcs between spans. - @property({type: Number}) arcBaseHeight: number = 20; - @property({type: Number}) arcMaxHeight: number = 40; - @property({type: Number}) arcAspect: number = 1.2; - @property({type: Number}) arcArrowSize: number = 4; - // Padding for SVG viewport, to avoid clipping some elements (like polyline). - @property({type: Number}) viewPad: number = 5; - // Multiplier from SVG units to screen pixels. - @property({type: Number}) svgScaling: number = 1.2; - - /* Internal rendering state */ - private tokenXBounds: Array<[number, number]> = []; - - static override get styles() { - return styles; - } - - renderTokens(tokens: string[]) { - return svg` - - - ${tokens.map(t => svg`${svg`${t + ' '}`}`)} - - `; - } - - private getTokenGroup() { - return this.shadowRoot!.querySelector('g#token-group') as SVGGElement; - } - - renderEdge(edge: EdgeLabel, color: string) { - // Positioning relative to the group transform, which will be applied later. - const labelHeight = this.lineHeight; - const labelY = -(this.bracketHeight + this.lineHeight); - - let labelText = edge.label; - let isNegativeEdge = false; - if (typeof edge.label === 'number') { - labelText = edge.label.toFixed(3); - isNegativeEdge = edge.label < 0.5; - } - const arcPathClass = - classMap({'arc-path': true, 'arc-neg': isNegativeEdge}); - const arcArrowClass = - classMap({'arc-arrow': true, 'arc-neg': isNegativeEdge}); - color = isNegativeEdge ? 'gray' : color; - // clang-format off - return svg` - - ${edge.span2 ? svg` - - - ` : ''} - - - - ${html`
${labelText}
`} - - - - ${edge.span2 ? svg` - - ` : ''} - - `; - // clang-format on - } - - renderLayer(layer: AnnotationLayer, i: number) { - const rowColor = getVizColor('deep', i).color; - // Positioning relative to the group transform, which will be applied later. - const rowLabelX = -10; - const rowLabelY = -(this.bracketHeight + 0.5 * this.lineHeight); - - const orderedEdges = this.sortEdges(layer.edges); - // clang-format off - return svg` - - ${this.showLayerLabel ? svg` - - - ${svg`${layer.name}`} - - ` : null} - ${orderedEdges.map(edge => this.renderEdge(edge, rowColor))} - - `; - // clang-format on - } - - private getLayerGroup(name: string) { - return this.shadowRoot!.querySelector(`g#layer-group-${name}`) as - SVGGElement; - } - - override render() { - return svg` - - ${this.data ? this.renderTokens(this.data.tokens) : ''} - ${this.data ? this.data.layers.map(this.renderLayer.bind(this)) : ''} - `; - } - - private findTokenBounds() { - const tokenNodes = this.getTokenGroup().querySelectorAll('tspan'); - const tokenXBounds: Array<[number, number]> = []; - tokenNodes.forEach(tspan => { - // Use getBBox() to avoid a crash when tspan.getNumberOfChars() === 0. - // TODO(lit-dev): figure out why this case happens - maybe - // the nodes are not yet attached to the DOM? - const bbox = tspan.getBBox(); - tokenXBounds.push([bbox.x, bbox.x + bbox.width]); - }); - return tokenXBounds; - } - - /** - * Consistent sort order. - * Because span labels overflow to the right, we order these so the rightmost - * spans appear first in the DOM, and thus render under anything to the left - * that needs to overflow. - */ - private sortEdges(edges: EdgeLabel[]) { - return edges.slice().sort((a, b) => d3.descending(a.span1[1], b.span1[1])); - } - - /* Starting x position for a bracket, in SVG coordinates */ - private getStartX(span: [number, number]) { - return this.tokenXBounds[span[0]][0]; - } - - /* Ending x position for a bracket, in SVG coordinates */ - private getEndX(span: [number, number]) { - return this.tokenXBounds[span[1] - 1][1]; - } - - /* Find available width without clipping the next label */ - private findAvailableWidths(layerGroup: Element, edges: EdgeLabel[]): - number[] { - const availableWidths: number[] = edges.map(() => 0); - // Find available space for each label, by checking where the next label - // starts. We iterate from right to left through the spans, starting with - // the second-rightmost (i=1). - for (let i = 1; i < edges.length; i++) { - const edge = edges[i]; // this span - const nextEdge = edges[i - 1]; // right neighboring span - availableWidths[i] = - this.getStartX(nextEdge.span1) - this.getStartX(edge.span1); - } - // We don't want the rightmost label (index 0) to be cut off by the edge - // of the SVG draw area, even if the label extends past the end of the - // text. So we need to: - // 1) Set this label to fit the content, so the bounding box contains all - // the label text. - // 2) Set the available width to this rendered width, so we don't clip it - // later. - const firstSpanDiv = - // tslint:disable-next-line:no-unnecessary-type-assertion - layerGroup.querySelector('g.edge-group foreignObject div') as - HTMLDivElement | - null; - if (firstSpanDiv !== null) { - firstSpanDiv.style.width = 'fit-content'; - availableWidths[0] = firstSpanDiv.getBoundingClientRect().width; - } - return availableWidths; - } - - /* Set mouseovers, using d3. */ - private setMouseovers(group: SVGGElement, edges: EdgeLabel[]) { - const rowColor = group.dataset['color'] as string; - const grayColor = getVizColor('deep', 'other').color; - - const spanGroups = d3.select(group).selectAll('g.edge-group').data(edges); - const tokenSpans = d3.select(this.getTokenGroup()).selectAll('tspan'); - - // On mouseover, highlight this span and the corresponding text. - spanGroups.each(function(d, i) { - const colorFn = (e: unknown, j: number) => - (i === j) ? rowColor : grayColor; - const tokenColorFn = (t: unknown, j: number) => { - const inSpan1 = (d.span1[0] <= j && j < d.span1[1]); - const inSpan2 = d.span2 ? (d.span2[0] <= j && j < d.span2[1]) : false; - return (inSpan1 || inSpan2) ? rowColor : 'black'; - }; - const mouseBox = d3.select(this).select('rect.mousebox'); - mouseBox.on('mouseover', () => { - spanGroups.style('--group-color', colorFn); - tokenSpans.attr('fill', tokenColorFn); - d3.select(this).classed('selected', true); - // Ideally we'd also move this element so that it renders above - // the other groups, but SVG2 z-index is not supported by most browsers - // and simply reordering child nodes does not play well with lit-html's - // rendering logic, which relies on pointers to specific positions in - // the DOM. - // d3.select(this).classed('selected', true).raise(); - // TODO(iftenney): consider implementing a tooltip that clones this - // element but always renders above the other spans. - }); - mouseBox.on('mouseout', () => { - // Reset to original color, stored on group element. - // TODO(lit-dev): do this with another CSS class instead? - spanGroups.style('--group-color', function(e) { - return (this as SVGElement).dataset['color'] as string; - }); - tokenSpans.attr('fill', 'black'); - d3.select(this).classed('selected', false); - }); - }); - } - - /* Set y-position of rendered layers */ - private positionLayers() { - let rowStartY = this.getTokenGroup().getBBox().y - this.yPad / 2; - for (let i = 0; i < this.data.layers.length; i++) { - const group: SVGGElement = this.getLayerGroup(this.data.layers[i].name); - group.setAttribute('transform', `translate(0, ${rowStartY})`); - rowStartY -= group.getBBox().height + this.yPad; - } - } - - /* Set the SVG viewport to the bounding box of the main group. */ - private setSVGViewport() { - const mainGroup = this.shadowRoot!.querySelector('g#all') as SVGGElement; - const bbox = mainGroup.getBBox(); - const svg = this.shadowRoot!.getElementById('svg')!; - // Set bounding box to cover main group + viewPad on all sides. - const viewBox = [ - bbox.x - this.viewPad, bbox.y - this.viewPad, - bbox.width + 2 * this.viewPad, bbox.height + 2 * this.viewPad - ]; - svg.setAttribute('viewBox', `${viewBox}`); - // Set the height of the SVG as it will render on the page. - svg.setAttribute( - 'height', `${this.svgScaling * (bbox.height + 2 * this.viewPad)}`); - } - - /** - * Post-render callback. Performs imperative updates to layout and component - * sizes which need to depend on the positions of each token. Also sets up - * mouseover behavior. - */ - override updated() { - if (this.data == null) { - this.tokenXBounds = []; - return; - } - this.tokenXBounds = this.findTokenBounds(); - - // For each layer, position the span groups - for (const layer of this.data.layers) { - const orderedEdges = this.sortEdges(layer.edges); - - // Container group for this layer. - const layerGroup: SVGGElement = this.getLayerGroup(layer.name); - - // Compute available widths, needed for clipping of labels. - const availableWidths = - this.findAvailableWidths(layerGroup, orderedEdges); - - // Edge groups within this layer. - const edgeGroups = layerGroup.querySelectorAll('g.edge-group'); - edgeGroups.forEach((g, i) => { - const edge = orderedEdges[i]; - - const g1 = g.querySelector('g.at-span1')!; - // Set position within this row. - g1.setAttribute( - 'transform', `translate(${this.getStartX(edge.span1)}, 0)`); - - // Compute span width in SVG units, based on rendered token width. - const span1Width = - this.getEndX(edge.span1) - this.getStartX(edge.span1); - // Set points for span1 bracket. - const points1 = - hBracketPoints(span1Width, -1 * (this.bracketHeight - 1), 1); - g1.querySelector('polyline')!.setAttribute('points', `${points1}`); - - // Set the width for the label; this will show ellipsis for the label - // text if it is longer. - // Leave a few pixels spacing if we can afford it, but don't go - // shorter than the token width. - const displayWidth = Math.max(span1Width, availableWidths[i] - 5); - g.querySelector('foreignObject')!.setAttribute( - 'width', `${displayWidth}`); - - // If there's a second span, set up bracket - // and draw arc from span1 -> span2 with the arrow on span1. - if (edge.span2) { - const g2 = g.querySelector('g.at-span2')!; - // Set position within this row. - g2.setAttribute( - 'transform', `translate(${this.getStartX(edge.span2)}, 0)`); - // Compute span width in SVG units, based on rendered token width. - const span2Width = - this.getEndX(edge.span2) - this.getStartX(edge.span2); - const points2 = - hBracketPoints(span2Width, -1 * (this.bracketHeight - 1), 1); - g2.querySelector('polyline')!.setAttribute('points', `${points2}`); - - // Draw arc. - const startY = - -1 * (this.bracketHeight + this.lineHeight + 1 /* pad */); - const x1 = - (this.getEndX(edge.span1) + this.getStartX(edge.span1)) / 2; - let x2 = (this.getEndX(edge.span2) + this.getStartX(edge.span2)) / 2; - // Adjust arc end to avoid overlapping arrows. - // See //nlp/saft/rendering/sentence-html-renderer.js - if (x2 > x1) { - x2 -= (this.arcArrowSize + 2); - } else { - x2 += (this.arcArrowSize + 2); - } - // Adjust arc height based on edge length (# tokens between - // midpoints). See nlp_saft::SentenceRenderer::CalculateDimensions() - // from //nlp/saft/rendering/sentence-html-rendering.cc - const mid1 = (edge.span1[1] + edge.span1[0]) / 2; - const mid2 = (edge.span2[1] + edge.span2[0]) / 2; - const l = Math.min(30, Math.abs(mid2 - mid1)); - const arcHeight = Math.min( - this.arcBaseHeight + Math.round((10 - (l / 6.0)) * l), - this.arcMaxHeight); - g.querySelector('path.arc-path')!.setAttribute( - 'd', `${arcPath(startY, x1, x2, arcHeight, this.arcAspect)}`); - g.querySelector('path.arc-arrow')!.setAttribute( - 'd', `${arcArrow(startY, x1, this.arcArrowSize)}`); - } - }); - - // Set mouseover behavior for this layer. - this.setMouseovers(layerGroup, orderedEdges); - } - - // Set mouseover boxes to match the _visible_ size of the label container. - this.shadowRoot!.querySelectorAll('g.edge-group').forEach(g => { - matchBBox( - g.querySelector('foreignObject') as SVGGElement, - g.querySelector('rect.mousebox') as SVGRectElement); - }); - - // Stack layers vertically, using bounding boxes to avoid occlusion. - this.positionLayers(); - // Finally, after everything is positioned, set the viewport for the whole - // SVG. - this.setSVGViewport(); - } -} - -declare global { - interface HTMLElementTagNameMap { - 'span-graph-vis': SpanGraphVis; - } -} diff --git a/lit_nlp/client/elements/span_graph_vis_vertical.css b/lit_nlp/client/elements/span_graph_vis_vertical.css deleted file mode 100644 index 2431fed4..00000000 --- a/lit_nlp/client/elements/span_graph_vis_vertical.css +++ /dev/null @@ -1,103 +0,0 @@ -.holder { - display: flex; - font-family: 'Share Tech Mono', monospace; - position: relative; - color: #555; -} -.layer { - cursor: pointer; - color: var(--group-color); -} -.layer-label-vert { - top: calc(0px - var(--line-height)); - position: absolute; - padding-left: 7px; - display: flex; - transform: rotate(0deg); - transition: .25s transform; - transform-origin: 10px 10px; - color: var(--group-color); -} -.layer-label-vert.hidden { - transform: rotate(-90deg); -} -.column { - position: relative; - height: 100%; - transition: .25s width; -} -.column.hidden { - width: 13px !important; - opacity: 0; -} -.tokens { - z-index: 1; -} -.line { - height: var(--line-height); - box-sizing: border-box; - padding: 0 7px; - text-align: right; - white-space: nowrap; -} -.token.selected{ - color: black; -} -.child { - font-weight: bold; - filter: hue-rotate(-40deg); - border-width: 3px; -} -.parent { - font-weight: bold; - filter: hue-rotate(40deg); - border-width: 3px; -} -.selected { - font-weight: bold; - border-width: 3px; -} - -.gray { - border-color: #ddd !important; - color: #ddd -} - -.edge { - position: absolute; -} -.edge-line { - border: 1px solid var(--group-color); - border-left: 0; - width: 3px; - left: -3px; -} -.arrow-head { - border: 5px solid transparent; - border-right: 5px solid var(--group-color); - width: 0; - height: 0; - top: -5px; - left: -5px; - position: absolute; -} -.gray .arrow-head{ - border-right-color: #ddd; -} -.arrow-head.bottom{ - bottom: -5px; - top: unset; -} -.background-lines{ - position: absolute; - width: 100%; - top: -3px; -} -.background-line { - height: var(--line-height); - width: 100%; - padding: 0 7px; -} -.background-line:nth-child(odd){ - background: #f5f5f5; -} diff --git a/lit_nlp/client/elements/span_graph_vis_vertical.ts b/lit_nlp/client/elements/span_graph_vis_vertical.ts deleted file mode 100644 index 86915ef5..00000000 --- a/lit_nlp/client/elements/span_graph_vis_vertical.ts +++ /dev/null @@ -1,278 +0,0 @@ -/** - * @license - * Copyright 2020 Google LLC - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/** - * Visualization component for structured prediction over text. - */ - -// tslint:disable:no-new-decorators - -import {property} from 'lit/decorators.js'; -import {customElement} from 'lit/decorators.js'; -import { html} from 'lit'; -import {classMap} from 'lit/directives/class-map.js'; -import {styleMap} from 'lit/directives/style-map.js'; -import {observable} from 'mobx'; - -import {getVizColor} from '../lib/colors'; -import {EdgeLabel} from '../lib/dtypes'; -import {ReactiveElement} from '../lib/elements'; - -import {styles} from './span_graph_vis_vertical.css'; - - -/** - * Represents a group of directed graphs anchored to token spans. - * This is the general "edge probing" representation, which can be used for many - * problems including sequence tagging, span labeling, and directed graphs like - * semantic frames, coreference, and dependency parsing. See - * https://arxiv.org/abs/1905.06316 for more on this formalism. - */ -export interface SpanGraph { - tokens: string[]; - layers: AnnotationLayer[]; -} - -/** - * A single layer of annotations, like 'pos' (part-of-speech) - * or 'ner' (named entities). - */ -export interface AnnotationLayer { - name: string; - edges: EdgeLabel[]; - hideBracket?: boolean; -} - -function formatEdgeLabel(label: string|number): string { - if (typeof (label) === 'number') { - return Number.isInteger(label) ? label.toString() : - label.toFixed(3).toString(); - } - return `${label}`; -} - -/** Structured prediction (SpanGraph) visualization class. */ -@customElement('span-graph-vis-vertical') -export class SpanGraphVis extends ReactiveElement { - /* Data binding */ - @property({ type: Object }) data: SpanGraph = { tokens: [], layers: [] }; - @property({ type: Boolean }) showLayerLabel: boolean = true; - - @observable private selectedTokIdx?: number; - @observable private readonly columnVisibility: { [key: string]: boolean } = {}; - - /* Rendering parameters */ - @property({ type: Number }) lineHeight: number = 18; - @property({ type: Number }) approxFontSize = this.lineHeight / 3; - - // Padding for SVG viewport, to avoid clipping some elements (like polyline). - @property({ type: Number }) viewPad: number = 5; - - static override get styles() { - return styles; - } - - override render() { - if (!this.data) { - return ``; - } - const host = this.shadowRoot!.host as HTMLElement; - host.style.setProperty('--line-height', `${this.lineHeight}pt`); - const tokens = this.data.tokens; - - const tokenClasses = (i: number) => classMap({ - line: true, - token: true, - selected: i === this.selectedTokIdx - }); - - // clang-format off - return html` -
-
- ${tokens.map(t => html`
`)} -
-
- ${tokens.map((t, i) => html` -
this.selectedTokIdx = i} - @mouseleave=${() => this.selectedTokIdx = undefined}> - ${t} -
- `)} -
- ${this.data.layers.map((layer, i) => this.renderLayer(layer, i))} -
`; - // clang-format on - } - - /** - * Render a given annotation layer. - */ - renderLayer(layer: AnnotationLayer, i: number) { - - if (!layer.edges.length) { - return html``; - } - - const layerStyles = styleMap({ - '--group-color': getVizColor('dark', i).color - }); - - // The column width is the width of the longest label, in pixels. - const colWidth = - Math.max( - layer.name.length, - ...layer.edges.map(e => formatEdgeLabel(e.label).length)) * - this.approxFontSize + - this.viewPad * 2; - - const colStyles = styleMap({ width: `${colWidth}pt` }); - const hidden = this.columnVisibility[layer.name]; - const columnClasses = classMap({ - 'column': true, - 'hidden': hidden - }); - - const headerClasses = classMap({ 'layer-label-vert': true, hidden }); - const onClick = () => - this.columnVisibility[layer.name] = !this.columnVisibility[layer.name]; - - // clang-format off - return html` -
- ${this.showLayerLabel ? html` -
- ${layer.name} -
` : null} -
- ${layer.edges.map(edge => this.renderEdge(edge, layer, colWidth))} -
-
- `; - // clang-format on - } - - /** - * Render an edge and its label. See the note on the SpanGraph interface - * above for more details. - */ - private renderEdge(edge: EdgeLabel, layer: AnnotationLayer, colWidth: number) { - const isArc = 'span2' in edge; - const span0 = edge.span1[0]; - const span1 = edge.span2 ? edge.span2[0] : edge.span1[1]; - const topSpan = Math.min(span0, span1); - const botSpan = Math.max(span0, span1); - - - const isInSpan = (i: number, span:[number, number]) => i >= span[0] && i < span[1]; - - // Span classes (child, parent, etc, based on the currently selected token.) - const tokSelected = this.selectedTokIdx !== undefined; - const selected = isInSpan(this.selectedTokIdx!, edge.span1) || (isArc && isInSpan(this.selectedTokIdx!, edge.span2!)); - const child = isArc && this.selectedTokIdx === span1; - const parent = isArc && this.isChildOfSelected(layer, span0); - const grayLine = tokSelected && !(selected || child); - const grayLabel = grayLine && !(parent); - - // Edge labels can be either strings or numbers; format the latter nicely. - const formattedLabel = formatEdgeLabel(edge.label); - - // Styling for the label text. - const labelWidthInPx = formattedLabel.length * this.approxFontSize; - const labelStyle = styleMap({ - top: `${span0 * this.lineHeight}pt`, - left: isArc ? `${colWidth - labelWidthInPx - this.viewPad}pt` : '', - }); - const labelClasses = classMap({ - child, parent, selected, - gray: grayLabel, - line: true, - edge: true - }); - - // Styling for the arc (a line and sometimes an arrowhead) - const arcPad = .3; - const offset = this.lineHeight / 8; - const top = isArc ? - (topSpan + arcPad) * this.lineHeight + (topSpan === span0 ? 0 : this.viewPad) : - topSpan * (this.lineHeight) - offset; - const bottom = isArc ? - (botSpan + arcPad) * this.lineHeight + (botSpan === span0 ? 0 : -this.viewPad) : - botSpan * (this.lineHeight) - 2 * offset; - - const arcHeight = bottom - top; - const width = isArc ? `${Math.max(arcHeight / 2, this.lineHeight / 2)}pt` : ''; - - const rad = isArc ? arcHeight / 2 : 3; - const lineStyle = styleMap({ - top: `${top}pt`, - height: `${arcHeight}pt`, - width, - 'border-radius': `0pt ${rad}pt ${rad}pt 0pt`, - left: isArc ? `${colWidth + 10}pt` : '', - visibility: layer.hideBracket ? 'hidden' : 'visble', - }); - - const arrowHeadClasses = classMap({ - 'arrow-head': true, - 'bottom': topSpan === span1, - }); - - const arrowClasses = classMap({ - child, - parent: selected, - gray: grayLine, - edge: true, - 'edge-line': true - }); - - return html` -
- ${isArc ? html`
` : ''} -
-
- ${formattedLabel} -
- `; - } - - /** - * Is this token (indicated by tokenIdx) a child of the selected token at - * the specified layer. This assumes that the edge goes from span1 to span2, - * as in a dependency parse tree. - */ - isChildOfSelected(layer: AnnotationLayer, tokenIdx: number) { - for (let j = 0; j < layer.edges.length; j++) { - const edge = layer.edges[j]; - if (edge.span2 && - (this.selectedTokIdx === edge.span1[0]) && - (tokenIdx === edge.span2[0])) { - return true; - } - } - return false; - } - -} - -declare global { - interface HTMLElementTagNameMap { - 'span-graph-vis-vertical': SpanGraphVis; - } -} diff --git a/lit_nlp/client/modules/annotated_text_module.ts b/lit_nlp/client/modules/annotated_text_module.ts index 286d8c76..7165cb12 100644 --- a/lit_nlp/client/modules/annotated_text_module.ts +++ b/lit_nlp/client/modules/annotated_text_module.ts @@ -6,7 +6,7 @@ * spans in running text, which is well-suited for tasks like QA or entity * recognition which have a small number of spans over a longer passage. * - * Similar to span_graph_module, we provide two module classes: + * We provide two module classes: * - AnnotatedTextGoldModule for gold annotations (in the input data) * - AnnotatedTextModule for model predictions */ @@ -14,18 +14,17 @@ // tslint:disable:no-new-decorators import '../elements/annotated_text_vis'; +import {html} from 'lit'; import {customElement} from 'lit/decorators.js'; -import { html} from 'lit'; import {observable} from 'mobx'; import {LitModule} from '../core/lit_module'; import {type AnnotationGroups, TextSegments} from '../elements/annotated_text_vis'; import {MultiSegmentAnnotations, TextSegment} from '../lib/lit_types'; +import {styles as sharedStyles} from '../lib/shared_styles.css'; import {type IndexedInput, ModelInfoMap, Spec} from '../lib/types'; import {doesOutputSpecContain, filterToKeys, findSpecKeys} from '../lib/utils'; -import {styles as sharedStyles} from '../lib/shared_styles.css'; - /** LIT module for model output. */ @customElement('annotated-text-gold-module') export class AnnotatedTextGoldModule extends LitModule { @@ -80,7 +79,8 @@ export class AnnotatedTextGoldModule extends LitModule { // clang-format on } - static override shouldDisplayModule(modelSpecs: ModelInfoMap, datasetSpec: Spec) { + static override shouldDisplayModule( + modelSpecs: ModelInfoMap, datasetSpec: Spec) { return findSpecKeys(datasetSpec, MultiSegmentAnnotations).length > 0; } } @@ -159,7 +159,8 @@ export class AnnotatedTextModule extends LitModule { // clang-format on } - static override shouldDisplayModule(modelSpecs: ModelInfoMap, datasetSpec: Spec) { + static override shouldDisplayModule( + modelSpecs: ModelInfoMap, datasetSpec: Spec) { return doesOutputSpecContain(modelSpecs, MultiSegmentAnnotations); } } diff --git a/lit_nlp/client/modules/span_graph_module.ts b/lit_nlp/client/modules/span_graph_module.ts deleted file mode 100644 index 52bc33a5..00000000 --- a/lit_nlp/client/modules/span_graph_module.ts +++ /dev/null @@ -1,346 +0,0 @@ -/** - * @license - * Copyright 2020 Google LLC - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/** - * Module within LIT for showing sequence and span tagging - * results. - */ - -// tslint:disable:no-new-decorators -import '../elements/span_graph_vis'; -import '../elements/span_graph_vis_vertical'; - -import {customElement} from 'lit/decorators.js'; -import {css, html} from 'lit'; -import {computed, observable} from 'mobx'; - -import {LitModule} from '../core/lit_module'; -import {AnnotationLayer, SpanGraph} from '../elements/span_graph_vis_vertical'; -import {EdgeLabel, SpanLabel} from '../lib/dtypes'; -import {EdgeLabels, SequenceTags, SpanLabels, LitTypeTypesList, LitTypeWithAlign, TextSegment, Tokens} from '../lib/lit_types'; -import {IndexedInput, Input, ModelInfoMap, Preds, Spec} from '../lib/types'; -import {findSpecKeys} from '../lib/utils'; - -import {styles as sharedStyles} from '../lib/shared_styles.css'; - -interface FieldNameMultimap { - [fieldName: string]: string[]; -} - -interface Annotations { - [tokenKey: string]: SpanGraph; -} - -// Shared by gold and preds modules. -const moduleStyles = css` - .outer-container { - display: flex; - flex-direction: column; - justify-content: center; - position: relative; - overflow: hidden; - } - - .token-group { - padding-top: 40px; - } - - .field-title { - padding: 4px; - } -`; - -const supportedPredTypes: LitTypeTypesList = - [SequenceTags, SpanLabels, EdgeLabels]; - -/** - * Convert sequence tags to a list of length-1 span labels. - */ -function tagsToEdges(tags: string[]): EdgeLabel[] { - return tags.map((label: string, i: number) => { - return {span1: [i, i + 1], label} as EdgeLabel; - }); -} - -/** - * Convert span labels to single-sided edge labels. - */ -function spansToEdges(spans: SpanLabel[]): EdgeLabel[] { - return spans.map( - d => ({span1: [d.start, d.end], label: d.label as string} as EdgeLabel)); -} - -function mapTokenToTags(spec: Spec): FieldNameMultimap { - const tagKeys = findSpecKeys(spec, supportedPredTypes); - const tokenKeys = findSpecKeys(spec, Tokens); - - // Make a mapping of token keys to one or more tag sets - const tokenToTags: FieldNameMultimap = {}; - for (const tagKey of tagKeys) { - const {align: tokenKey} = spec[tagKey] as LitTypeWithAlign; - if (tokenKey == null || !tokenKeys.includes(tokenKey)) { - continue; - } else if (tokenToTags[tokenKey] == null) { - tokenToTags[tokenKey] = []; - } - tokenToTags[tokenKey].push(tagKey); - } - return tokenToTags; -} - -function parseInput(data: Input|Preds, spec: Spec): Annotations { - const tokenToTags = mapTokenToTags(spec); - - // Render a row for each set of tokens - const ret: Annotations = {}; - for (const tokenKey of Object.keys(tokenToTags)) { - const annotationLayers: AnnotationLayer[] = []; - for (const tagKey of tokenToTags[tokenKey]) { - let edges = data[tagKey]; - let hideBracket = false; - // Temporary workaround: if we manually create a new datapoint, the span - // or tag field may be "" rather than []. - // TODO(lit-team): remove this once the datapoint editor is type-safe - // for structured fields. - if (edges.length === 0) { - edges = []; - } - if (spec[tagKey] instanceof SequenceTags) { - edges = tagsToEdges(edges); - hideBracket = true; - } else if (spec[tagKey] instanceof SpanLabels) { - edges = spansToEdges(edges); - } - annotationLayers.push({name: tagKey, edges, hideBracket}); - } - // Try to infer tokens from text, if that field is empty. - let tokens = data[tokenKey]; - if (tokens.length === 0) { - const textKey = findSpecKeys(spec, TextSegment)[0]; - tokens = data[textKey].split(); - } - ret[tokenKey] = {tokens, layers: annotationLayers}; - } - return ret; -} - -function renderTokenGroups( - data: Annotations, spec: Spec, orientation: 'horizontal'|'vertical') { - const tokenToTags = mapTokenToTags(spec); - const visElement = (data: SpanGraph, showLayerLabel: boolean) => { - if (orientation === 'vertical') { - return html``; - } else { - return html``; - } - }; - // clang-format off - return html`${Object.keys(tokenToTags).map(tokenKey => { - const labelHere = data[tokenKey]?.layers?.length === 1; - return html` -
- ${labelHere ? - html`
${data[tokenKey].layers[0].name}
` - : null} - ${visElement(data[tokenKey], !labelHere)} -
- `; - })}`; - // clang-format on -} - -/** Gold predictions module class. */ -@customElement('span-graph-gold-module') -export class SpanGraphGoldModule extends LitModule { - static override title = 'Structured Prediction (gold)'; - static override duplicateForExampleComparison = true; - static override duplicateForModelComparison = false; - static override duplicateAsRow = false; - static override numCols = 4; - static override template = - (model: string, selectionServiceIndex: number, shouldReact: number) => html` - - `; - static orientation = 'horizontal'; - - @computed - get dataSpec() { - return this.appState.currentDatasetSpec; - } - - @computed - get goldDisplayData(): Annotations { - const input = this.selectionService.primarySelectedInputData; - if (input === null) { - return {}; - } else { - return parseInput(input.data, this.dataSpec); - } - } - - static override get styles() { - return [sharedStyles, moduleStyles]; - } - - // tslint:disable:no-any - override renderImpl() { - // If more than one model is selected, SpanGraphModule will be offset - // vertically due to the model name header, while this one won't be. - // So, add an offset so that the content still aligns when there is a - // SpanGraphGoldModule and a SpanGraphModule side-by-side. - const offsetForHeader = !this.appState.compareExamplesEnabled && - this.appState.currentModels.length > 1; - // clang-format off - return html` - ${offsetForHeader? html`
` : null} -
- ${ - renderTokenGroups( - this.goldDisplayData, this.dataSpec, - (this.constructor as any).orientation)} -
- `; - // clang-format on - } - // tslint:enable:no-any - - static override shouldDisplayModule(modelSpecs: ModelInfoMap, datasetSpec: Spec) { - const hasTokens = findSpecKeys(datasetSpec, Tokens).length > 0; - const hasSupportedPreds = - findSpecKeys(datasetSpec, supportedPredTypes).length > 0; - return (hasTokens && hasSupportedPreds); - } -} - -/** Model output module class. */ -@customElement('span-graph-module') -export class SpanGraphModule extends LitModule { - static override title = 'Structured Prediction (model preds)'; - static override duplicateForExampleComparison = true; - static override duplicateAsRow = false; - static override numCols = 4; - static override template = - (model: string, selectionServiceIndex: number, shouldReact: number) => html` - - `; - static orientation = 'horizontal'; - - @computed - get predSpec() { - return this.appState.getModelSpec(this.model).output; - } - - // This is updated with an API call, via a reaction. - @observable predDisplayData: Annotations = {}; - - private async updatePredDisplayData(input: IndexedInput|null) { - if (input === null) { - this.predDisplayData = {}; - } else { - const promise = this.apiService.getPreds( - [input], this.model, this.appState.currentDataset, - [Tokens, ...supportedPredTypes]); - - const results = await this.loadLatest('getPreds', promise); - if (!results) return; - - this.predDisplayData = parseInput(results[0], this.predSpec); - } - } - - static override get styles() { - return [sharedStyles, moduleStyles]; - } - - override firstUpdated() { - this.reactImmediately( - () => this.selectionService.primarySelectedInputData, input => { - this.updatePredDisplayData(input); - }); - } - - // tslint:disable:no-any - override renderImpl() { - return html` -
- ${ - renderTokenGroups( - this.predDisplayData, this.predSpec, - (this.constructor as any).orientation)} -
- `; - } - // tslint:enable:no-any - - static override shouldDisplayModule(modelSpecs: ModelInfoMap, datasetSpec: Spec) { - const models = Object.keys(modelSpecs); - for (let modelNum = 0; modelNum < models.length; modelNum++) { - const spec = modelSpecs[models[modelNum]].spec; - const hasTokens = findSpecKeys(spec.output, Tokens).length > 0; - const hasSupportedPreds = - findSpecKeys(spec.output, supportedPredTypes).length > 0; - if (hasTokens && hasSupportedPreds) { - return true; - } - } - return false; - } -} - -// tslint:disable:class-as-namespace - -/** Gold predictions module class. */ -@customElement('span-graph-gold-module-vertical') -export class SpanGraphGoldModuleVertical extends SpanGraphGoldModule { - static override duplicateAsRow = true; - static override orientation = 'vertical'; - static override numCols = 4; - static override template = - (model: string, selectionServiceIndex: number, shouldReact: number) => html` - - `; -} - -/** Model output module class. */ -@customElement('span-graph-module-vertical') -export class SpanGraphModuleVertical extends SpanGraphModule { - static override duplicateAsRow = true; - static override orientation = 'vertical'; - static override template = - (model: string, selectionServiceIndex: number, shouldReact: number) => html` - - `; -} - -// tslint:enable:class-as-namespace - -declare global { - interface HTMLElementTagNameMap { - 'span-graph-gold-module': SpanGraphGoldModule; - 'span-graph-module': SpanGraphModule; - // TODO(b/172979677): make these parameterized versions, rather than - // separate classes. - 'span-graph-gold-module-vertical': SpanGraphGoldModuleVertical; - 'span-graph-module-vertical': SpanGraphModuleVertical; - } -} From 27d7a841cf6d514e67ebfb2af9f603398499f6e3 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Thu, 20 Jun 2024 08:00:58 -0700 Subject: [PATCH 30/50] Remove attention module from LIT. PiperOrigin-RevId: 645032202 --- lit_nlp/api/layout.py | 3 - lit_nlp/client/modules/attention_module.ts | 350 ------------------ .../client/services/modules_service_test.ts | 11 +- 3 files changed, 6 insertions(+), 358 deletions(-) delete mode 100644 lit_nlp/client/modules/attention_module.ts diff --git a/lit_nlp/api/layout.py b/lit_nlp/api/layout.py index 188c8cd4..b39a2eb7 100644 --- a/lit_nlp/api/layout.py +++ b/lit_nlp/api/layout.py @@ -32,7 +32,6 @@ class LitModuleName(dtypes.EnumSerializableAsValues, enum.Enum): # keep-sorted start AnnotatedTextGoldModule = 'annotated-text-gold-module' AnnotatedTextModule = 'annotated-text-module' - AttentionModule = 'attention-module' ClassificationModule = 'classification-module' ConfusionMatrixModule = 'confusion-matrix-module' CurvesModule = 'curves-module' @@ -198,7 +197,6 @@ def to_json(self) -> dtypes.JsonDict: 'Explanations': [ modules.SalienceMapModule, modules.LegacySequenceSalienceModule, - modules.AttentionModule, modules.FeatureAttributionModule, ], 'Clustering': [modules.SalienceClusteringModule], @@ -232,7 +230,6 @@ def to_json(self) -> dtypes.JsonDict: *MODEL_PREDS_MODULES, modules.SalienceMapModule, modules.LegacySequenceSalienceModule, - modules.AttentionModule, modules.FeatureAttributionModule, ], 'Salience Clustering': [modules.SalienceClusteringModule], diff --git a/lit_nlp/client/modules/attention_module.ts b/lit_nlp/client/modules/attention_module.ts deleted file mode 100644 index ee9aa107..00000000 --- a/lit_nlp/client/modules/attention_module.ts +++ /dev/null @@ -1,350 +0,0 @@ -/** - * @license - * Copyright 2020 Google LLC - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/** - * Module within LIT the model's attention for a single input - */ - -// tslint:disable:no-new-decorators -import {css, html, svg} from 'lit'; -import {customElement} from 'lit/decorators.js'; -import {classMap} from 'lit/directives/class-map.js'; -import {observable} from 'mobx'; - -import {app} from '../core/app'; -import {LitModule} from '../core/lit_module'; -import {getBrandColor} from '../lib/colors'; -import {AttentionHeads as AttentionHeadsLitType, Tokens as TokensLitType} from '../lib/lit_types'; -import {styles as sharedStyles} from '../lib/shared_styles.css'; -import {IndexedInput, ModelInfoMap, SCROLL_SYNC_CSS_CLASS, Spec} from '../lib/types'; -import {doesOutputSpecContain, findSpecKeys, getTextWidth, getTokOffsets, sumArray} from '../lib/utils'; -import {FocusService} from '../services/services'; - -type Tokens = string[]; -// [num_heads, num_tokens, num_tokens] -type AttentionHeads = number[][][]; - -/** - * A LIT module that renders the model's attention for a single input. - */ -@customElement('attention-module') -export class AttentionModule extends LitModule { - static override title = 'Attention'; - static override infoMarkdown = - `Visualize \`AttentionHeads\`-type fields from your model.
- [Learn more.](https://pair-code.github.io/lit/documentation/components.md#attention)`; - static override numCols = 3; - static override collapseByDefault = true; - static override duplicateForExampleComparison = true; - static override template = - (model: string, selectionServiceIndex: number, shouldReact: number) => { - return html` - - `; - }; - - static override get styles() { - const styles = css` - .head-selector-chip { - margin: 0px 1px; - width: 1rem; - text-align: center; - } - - .head-selector-chip.selected { - color: var(--lit-cyea-600); - border-color: var(--lit-cyea-600); - } - - .head-selector-chip:hover { - background: var(--lit-cyea-100); - cursor: pointer; - } - - .padded-container { - padding: 4px 8px; - } - `; - return [sharedStyles, styles]; - } - - private readonly focusService = app.getService(FocusService); - private clearFocusTimer: number|undefined; - - @observable private selectedLayer?: string; - @observable private selectedHeadIndex = 0; - @observable private preds?: {[key: string]: Tokens|AttentionHeads}; - - override firstUpdated() { - const getAttnInputs = () => - [this.selectionService.primarySelectedInputData, this.selectedLayer]; - this.reactImmediately(getAttnInputs, (selectedInput, selectedLayer) => { - this.updateSelection( - this.selectionService.primarySelectedInputData, this.selectedLayer!); - }); - } - - private async updateSelection( - selectedInput: IndexedInput|null, layer: string) { - this.preds = undefined; // clear previous results - - if (selectedInput === null) return; - const dataset = this.appState.currentDataset; - const promise = this.apiService.getPreds( - [selectedInput], this.model, dataset, [TokensLitType], [layer], - 'Fetching attention'); - const res = await this.loadLatest('attentionAndTokens', promise); - if (res === null) return; - this.preds = res[0]; - // Make sure head selection is valid. - const numHeadsPerLayer = - this.preds[layer] != null ? this.preds[layer].length : 0; - if (this.selectedHeadIndex >= numHeadsPerLayer) { - this.selectedHeadIndex = 0; - } - } - - override renderImpl() { - // Scrolling inside this module is done inside the module-results-area div. - // Giving this div the class defined by SCROLL_SYNC_CSS_CLASS allows - // scrolling to be sync'd instances of this module when doing comparisons - // between models and/or duplicated datapoints. See lit_module.ts for more - // details. - // clang-format off - return html` -
-
- ${this.renderLayerSelector()} - ${this.renderHeadSelector()} -
-
- ${this.preds != null ? this.renderAttnHead(): null} -
-
- `; - // clang-format on - } - - private renderAttnHead() { - const {output: outputSpec} = this.appState.getModelSpec(this.model); - const fieldSpec = - outputSpec[this.selectedLayer!] as AttentionHeadsLitType; - - // Tokens involved in the attention. - const inToks = (this.preds!)[fieldSpec.align_in!] as Tokens; - const outToks = (this.preds!)[fieldSpec.align_out!] as Tokens; - - const fontFamily = '\'Share Tech Mono\', monospace'; - const fontSize = 12; - const defaultCharWidth = 6.5; - const font = `${fontSize}px ${fontFamily}`; - const inTokWidths = inToks.map(tok => getTextWidth(tok, font, defaultCharWidth)); - const outTokWidths = outToks.map(tok => getTextWidth(tok, font, defaultCharWidth)); - const spaceWidth = getTextWidth(' ', font, defaultCharWidth); - - // Height of the attention visualization part. - const visHeight = 100; - - // Vertical pad between attention vis and words. - const pad = 10; - - // Calculate the full width and height. - const inTokWidth = sumArray(inTokWidths) + (inToks.length - 1) * spaceWidth; - const outTokWidth = sumArray(outTokWidths) + (outToks.length - 1) * spaceWidth; - const width = Math.max(inTokWidth, outTokWidth); - const height = visHeight + fontSize * 2 + pad * 4; - const inTokOffsets = getTokOffsets(inTokWidths, spaceWidth); - const outTokOffsets = getTokOffsets(outTokWidths, spaceWidth); - - // If focus is one any of the tokens in the attention viz, then only show - // attention info for those tokens. - const focusData = this.focusService.focusData; - let inTokenIdxFocus = null; - let outTokenIdxFocus = null; - const primaryDatapointFocused = focusData != null && - focusData.datapointId === - this.selectionService.primarySelectedInputData!.id; - if (primaryDatapointFocused && - (focusData!.fieldName === fieldSpec.align_out || - focusData!.fieldName === fieldSpec.align_in)) { - inTokenIdxFocus = focusData!.fieldName === fieldSpec.align_in - ? focusData!.subField: -1; - outTokenIdxFocus = focusData!.fieldName === fieldSpec.align_out - ? focusData!.subField: -1; - } - const clearFocus = () => { - if (this.clearFocusTimer != null) { - clearTimeout(this.clearFocusTimer); - } - this.clearFocusTimer = window.setTimeout(() => { - this.focusService.clearFocus(); - }, 500) as unknown as number; - }; - - const toksRender = (tok: string, i: number, isInputToken: boolean) => { - const alignVal = - isInputToken ? fieldSpec.align_in! : fieldSpec.align_out!; - const mouseOver = () => { - clearTimeout(this.clearFocusTimer); - this.focusService.setFocusedField( - this.selectionService.primarySelectedInputData!.id, - 'input', - alignVal, - i); - }; - const mouseOut = () => { - clearFocus(); - }; - const x = isInputToken ? inTokOffsets[i] : outTokOffsets[i]; - const text = svg`${tok}`; - let opacity = 1; - if (primaryDatapointFocused && - focusData!.fieldName === alignVal && - focusData!.subField !== i) { - opacity = 0.2; - } - - const y = isInputToken ? visHeight + 4 * pad : pad * 2; - return svg` ${text}`; - }; - - // clang-format off - return svg` - - ${outToks.map((tok, i) => toksRender(tok, i, false))} - ${this.renderAttnLines(visHeight, spaceWidth, 2.5 * pad, inTokWidths, - outTokWidths, inTokenIdxFocus, outTokenIdxFocus)} - ${inToks.map((tok, i) => toksRender(tok, i, true))} - - `; - // clang-format on - } - - /** - * Render the actual lines between tokens to show the attention values. - */ - private renderAttnLines( - visHeight: number, spaceWidth: number, pad: number, inTokWidths: number[], - outTokWidths: number[], inTokenIdxFocus: number|null, - outTokenIdxFocus: number|null) { - const inTokOffsets = getTokOffsets(inTokWidths, spaceWidth); - const outTokOffsets = getTokOffsets(outTokWidths, spaceWidth); - const y1 = pad; - const y2 = pad + visHeight; - - const xIn = (i: number) => inTokOffsets[i] + (inTokWidths[i] / 2); - const xOut = (i: number) => outTokOffsets[i] + (outTokWidths[i] / 2); - - const heads = this.preds![this.selectedLayer!] as AttentionHeads; - - // clang-format off - return heads[this.selectedHeadIndex].map( - (attnVals: number[], i: number) => { - return svg` - ${attnVals.map((attnVal: number, j: number) => { - // If token focus index is not null and not equal to an endpoint - // of an attention line, then do not render it. - if (inTokenIdxFocus != null && outTokenIdxFocus != null && - (i !== inTokenIdxFocus && j !== outTokenIdxFocus)) { - return null; - } else { - return svg` - - `; - } - })}`; - }); - // clang-format on - } - - /** - * Render the dropdown with the layer names. - */ - private renderLayerSelector() { - const {output: outputSpec} = this.appState.getModelSpec(this.model); - const attnKeys = findSpecKeys(outputSpec, AttentionHeadsLitType); - if (this.selectedLayer === undefined) { - this.selectedLayer = attnKeys[0]; - } - if (this.preds == null) { - return; - } - const onchange = (e: Event) => { - this.selectedLayer = (e.target as HTMLSelectElement).value; - }; - // clang-format off - return html` - - `; - // clang-format on - } - - /** - * Render the dropdown for the attention head index. - */ - private renderHeadSelector() { - const renderChip = (i: number) => { - const handleClick = () => { - this.selectedHeadIndex = i; - }; - const classes = classMap({ - 'head-selector-chip': true, - 'token-chip-function': true, - 'selected': i === this.selectedHeadIndex, - }); - return html`
${i}
`; - }; - if (this.preds == null || this.preds[this.selectedLayer!] == null) { - return; - } - const numHeadsPerLayer = this.preds![this.selectedLayer!].length; - const numHeadsPerLayerRange = - Array.from({length: numHeadsPerLayer}, (x: string, i: number) => i); - // clang-format off - return html` - - ${numHeadsPerLayerRange.map(renderChip)} - `; - // clang-format on - } - - static override shouldDisplayModule(modelSpecs: ModelInfoMap, datasetSpec: Spec) { - return doesOutputSpecContain(modelSpecs, AttentionHeadsLitType); - } -} - -declare global { - interface HTMLElementTagNameMap { - 'attention-module': AttentionModule; - } -} diff --git a/lit_nlp/client/services/modules_service_test.ts b/lit_nlp/client/services/modules_service_test.ts index 6ea613be..b74c16a4 100644 --- a/lit_nlp/client/services/modules_service_test.ts +++ b/lit_nlp/client/services/modules_service_test.ts @@ -22,8 +22,8 @@ import {toJS} from 'mobx'; import {LitApp} from '../core/app'; import {mockMetadata} from '../lib/testing_utils'; import {IndexedInput, LitCanonicalLayout} from '../lib/types'; -import {AttentionModule} from '../modules/attention_module'; import {DatapointEditorModule} from '../modules/datapoint_editor_module'; +import {SequenceSalienceModule} from '../modules/sequence_salience_module'; import {ApiService} from './api_service'; import {ModulesService} from './modules_service'; @@ -38,7 +38,7 @@ const MOCK_LAYOUT: LitCanonicalLayout = { lower: { 'internals': [ // Duplicated per model and in compareDatapoints mode. - 'attention-module', + 'sequence-salience-module', ], }, left: {}, @@ -94,9 +94,10 @@ describe('modules service test', () => { // Check that the two modules we added to the layout are reflected in // allModuleKeys. - const keys = - new Set([`Main_${DatapointEditorModule.title}`, - `internals_${AttentionModule.title}`]); + const keys = new Set([ + `Main_${DatapointEditorModule.title}`, + `internals_${SequenceSalienceModule.title}` + ]); expect(modulesService.allModuleKeys).toEqual(keys); }); From 886301972ec1e7ed274040b46ec0e0c3f34c8ace Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Fri, 21 Jun 2024 11:01:32 -0700 Subject: [PATCH 31/50] Fix import in TyDi model. PiperOrigin-RevId: 645441653 --- lit_nlp/examples/tydi/model.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lit_nlp/examples/tydi/model.py b/lit_nlp/examples/tydi/model.py index a304dc5b..7f35f760 100644 --- a/lit_nlp/examples/tydi/model.py +++ b/lit_nlp/examples/tydi/model.py @@ -2,7 +2,7 @@ from collections.abc import Iterable from lit_nlp.api import model as lit_model from lit_nlp.api import types as lit_types -from lit_nlp.examples.datasets import question_answering +from lit_nlp.examples.tydi import data as tydi_data import numpy as np import transformers @@ -104,7 +104,7 @@ def input_spec(self): "question": lit_types.TextSegment(), "answers_text": lit_types.MultiSegmentAnnotations(), "language": lit_types.CategoryLabel( - required=False, vocab=question_answering.TYDI_LANG_VOCAB + required=False, vocab=tydi_data.TYDI_LANG_VOCAB ), } From afd51fe299c0070a19946a789984957f14a9b5bb Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Fri, 21 Jun 2024 11:59:58 -0700 Subject: [PATCH 32/50] Update code links in LIT documentation to point to new demo locations. PiperOrigin-RevId: 645459602 --- website/sphinx_src/demos.md | 4 ++-- website/sphinx_src/faq.md | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index 89812af9..31c057da 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -17,7 +17,7 @@ https://pair-code.github.io/lit/demos/. ### Sentiment and NLI **Hosted instance:** https://pair-code.github.io/lit/demos/glue.html \ -**Code:** [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) +**Code:** [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) * Multi-task demo: * Sentiment analysis as a binary classification task @@ -50,7 +50,7 @@ https://pair-code.github.io/lit/tutorials/sentiment ### Textual Similarity (STS-B) **Hosted instance:** https://pair-code.github.io/lit/demos/glue.html?models=stsb&dataset=stsb_dev \ -**Code:** [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) +**Code:** [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) * STS-B textual similarity task, predicting scores on a range from 0 (unrelated) to 5 (very similar). diff --git a/website/sphinx_src/faq.md b/website/sphinx_src/faq.md index 7ebc1ae1..2d4a3242 100644 --- a/website/sphinx_src/faq.md +++ b/website/sphinx_src/faq.md @@ -19,7 +19,7 @@ images and tabular data. For examples, see: * [DALL·E demo](google3/third_party/py/lit_nlp/examples/dalle/) - image generation, using DALL·E Mini model. -* [Tabular demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py) - +* [Tabular demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py) - multi-class classification on tabular (numeric and categorical string) data, using the [Palmer Penguins](https://www.tensorflow.org/datasets/catalog/penguins) From e0e35c3ffcfd9ad5331d4154e7d33d0b1d0daf89 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Fri, 21 Jun 2024 12:22:21 -0700 Subject: [PATCH 33/50] Fix a bug in the prompt debugging demo. PiperOrigin-RevId: 645466395 --- lit_nlp/examples/prompt_debugging/models.py | 2 +- lit_nlp/examples/prompt_debugging/server.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/lit_nlp/examples/prompt_debugging/models.py b/lit_nlp/examples/prompt_debugging/models.py index 2c72c9b6..9518cf70 100644 --- a/lit_nlp/examples/prompt_debugging/models.py +++ b/lit_nlp/examples/prompt_debugging/models.py @@ -12,7 +12,7 @@ DEFAULT_BATCH_SIZE = 1 DEFAULT_DL_FRAMEWORK = "kerasnlp" DEFAULT_DL_RUNTIME = "tensorflow" -DEFAULT_MODELS = ["gemma_1.1_instruct_2b_en:gemma_1.1_instruct_2b_en"], +DEFAULT_MODELS = ["gemma_1.1_instruct_2b_en:gemma_1.1_instruct_2b_en"] DEFAULT_PRECISION = "bfloat16" diff --git a/lit_nlp/examples/prompt_debugging/server.py b/lit_nlp/examples/prompt_debugging/server.py index 55ef7420..f360a0b4 100644 --- a/lit_nlp/examples/prompt_debugging/server.py +++ b/lit_nlp/examples/prompt_debugging/server.py @@ -8,7 +8,7 @@ To run with the default configuration (Gemma on TensorFlow via Keras): python3 -m lit_nlp.examples.prompt_debugging.server -- \ - --models=gemma:gemma_1.1_instruct_2b_en \ + --models=gemma:gemma_1.1_instruct_2b_en, \ --alsologtostderr MODELS: From 71cbdbaee0fee8e96f52cd4df7a269a0873b9259 Mon Sep 17 00:00:00 2001 From: Googler Date: Mon, 24 Jun 2024 07:28:43 -0700 Subject: [PATCH 34/50] Fix for Remove attention module from LIT. Removed AttentionModule from default LIT notebook layouts. PiperOrigin-RevId: 646087107 --- lit_nlp/notebook.py | 1 - 1 file changed, 1 deletion(-) diff --git a/lit_nlp/notebook.py b/lit_nlp/notebook.py index aae2eb9a..02ad0e4e 100644 --- a/lit_nlp/notebook.py +++ b/lit_nlp/notebook.py @@ -51,7 +51,6 @@ *layout.MODEL_PREDS_MODULES, modules.SalienceMapModule, modules.LegacySequenceSalienceModule, - modules.AttentionModule, ], 'Analysis': [ modules.MetricsModule, From 416d573d79f84b9a6964d36e498b850a249ef452 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Mon, 24 Jun 2024 10:37:00 -0700 Subject: [PATCH 35/50] Remove the DALL-E demo from LIT. The package dependency could not be resolved. (The newest version of dalle-mini is 0.1.5, which depends on jax==0.3.25 strictly. For jaxlib, the oldest available version is 0.4.6. However, jax (0.3.25) is not compatible with any jaxlib verion >= 0.4.6.) PiperOrigin-RevId: 646145542 --- .gitignore | 1 - lit_nlp/examples/dalle/README.md | 35 ---- lit_nlp/examples/dalle/dataset.py | 23 --- lit_nlp/examples/dalle/demo.py | 102 ---------- lit_nlp/examples/dalle/model.py | 257 ------------------------ lit_nlp/examples/dalle/requirements.txt | 24 --- website/sphinx_src/components.md | 3 - website/sphinx_src/faq.md | 2 - 8 files changed, 447 deletions(-) delete mode 100644 lit_nlp/examples/dalle/README.md delete mode 100644 lit_nlp/examples/dalle/dataset.py delete mode 100644 lit_nlp/examples/dalle/demo.py delete mode 100644 lit_nlp/examples/dalle/model.py delete mode 100644 lit_nlp/examples/dalle/requirements.txt diff --git a/.gitignore b/.gitignore index 1388772e..e52eb35b 100644 --- a/.gitignore +++ b/.gitignore @@ -14,7 +14,6 @@ docs/documentation/.buildinfo docs/documentation/.doctrees/** **/.DS_Store -.dalle-venv/ .tydi-venv/ .venv/ .vscode/ diff --git a/lit_nlp/examples/dalle/README.md b/lit_nlp/examples/dalle/README.md deleted file mode 100644 index 52a53c54..00000000 --- a/lit_nlp/examples/dalle/README.md +++ /dev/null @@ -1,35 +0,0 @@ -DALL·E Mini Demo for the Learning Interpretability Tool -======================================================= - -This demo showcases how LIT can be used to visualize generative image models, -using [DALL·E Mini](https://github.com/borisdayma/dalle-mini) as a case study. - -Due to the specific requirements of the `dalle-mini` library, this demo -necessitates some specific setup. - -First, you will need to [create an account](https://wandb.ai/login) on Weights & -Biases in order to generate an API key to use some of the models included in -this demo. - -Second, you will need a stand-alone virtual environment for the Python -libraries, which you can setup using the following commands from the root of the -LIT repo. - -```sh -# Create the virtual environment. You may want to use python3 or python3.10 -# depends on how many Python versions you have installed and their aliases. -python -m venv .dalle-venv -source .dalle-venv/bin/activate -# This requirements.txt file will also install the core LIT library deps. -pip install -r ./lit_nlp/examples/dalle/requirements.txt -# The LIT web app still needs to be built in the usual way. -(cd ./lit_nlp && yarn && yarn build) -``` - -Once your virtual environment is setup, you can launch the demo with the -following command. Note that you will be prompted to log into you Weights & -Biases account and provide an API key as the demo starts up. - -```sh -python -m lit_nlp.examples.dalle.demo -``` diff --git a/lit_nlp/examples/dalle/dataset.py b/lit_nlp/examples/dalle/dataset.py deleted file mode 100644 index 75a0b97e..00000000 --- a/lit_nlp/examples/dalle/dataset.py +++ /dev/null @@ -1,23 +0,0 @@ -"""Example prompts to use with Dall-E and other text-to-image GenAI models.""" - -from lit_nlp.api import dataset as lit_dataset -from lit_nlp.api import types as lit_types - -_CANNED_PROMPTS = ( - "A pikachu that looks lika a pug", - "Trail cam footage of gollum eating watermelon", - "An astronaut riding a horse in a photorealistic style", - "Pixar coronavirus movie", - "Darth Vader in a Soviet space propaganda poster", -) - - -class DallePrompts(lit_dataset.Dataset): - """Example prompts to use with Dall-E and other text-to-image GenAI models.""" - - def __init__(self): - for phrase in _CANNED_PROMPTS: - self._examples.append({"prompt": phrase}) - - def spec(self) -> lit_types.Spec: - return {"prompt": lit_types.TextSegment()} diff --git a/lit_nlp/examples/dalle/demo.py b/lit_nlp/examples/dalle/demo.py deleted file mode 100644 index a96f4abd..00000000 --- a/lit_nlp/examples/dalle/demo.py +++ /dev/null @@ -1,102 +0,0 @@ -r"""Example for dalle demo model. - -To run locally with a small number of examples: - python -m lit_nlp.examples.dalle.demo - -Then navigate to localhost:5432 to access the demo UI. -""" -from collections.abc import Sequence -import os -import sys -from typing import Optional - -from absl import app -from absl import flags -from absl import logging -from lit_nlp import dev_server -from lit_nlp import server_flags -from lit_nlp.api import layout -from lit_nlp.examples.dalle import dataset -from lit_nlp.examples.dalle import model - -# NOTE: additional flags defined in server_flags.py -_FLAGS = flags.FLAGS -_FLAGS.set_default("development_demo", True) -_FLAGS.set_default("default_layout", "DALLE_LAYOUT") - -_MODELS = flags.DEFINE_list( - "models", - [ - "dalle-mini/dalle-mini/mega-1-fp16:latest", - "dalle-mini/dalle-mini/mini-1:v0", - ], - "Models to load", -) - -_MAX_EXAMPLES = flags.DEFINE_integer( - "max_examples", - 5, - "Maximum number of examples to load from each evaluation set. Set to None " - "to load the full set.", -) - -# Custom frontend layout; see api/layout.py -_modules = layout.LitModuleName -_DALLE_LAYOUT = layout.LitCanonicalLayout( - upper={ - "Main": [ - _modules.DataTableModule, - _modules.DatapointEditorModule, - ] - }, - lower={ - "Predictions": [ - _modules.GeneratedImageModule, - _modules.GeneratedTextModule, - ], - }, - description="Custom layout for Text to Image models.", -) - -CUSTOM_LAYOUTS = layout.DEFAULT_LAYOUTS | {"DALLE_LAYOUT": _DALLE_LAYOUT} - - -def get_wsgi_app() -> Optional[dev_server.LitServerType]: - _FLAGS.set_default("server_type", "external") - _FLAGS.set_default("demo_mode", True) - # Parse flags without calling app.run(main), to avoid conflict with - # gunicorn command line flags. - unused = _FLAGS(sys.argv, known_only=True) - return main(unused) - - -def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: - if len(argv) > 1: - raise app.UsageError("Too many command-line arguments.") - - # Load models, according to the --models flag. - models = {} - for model_name_or_path in _MODELS.value: - model_name = os.path.basename(model_name_or_path) - # set number of images to generate default is 6 - models[model_name] = model.DalleModel( - model_name=model_name_or_path, predictions=6 - ) - - datasets = {"Dalle_prompt": dataset.DallePrompts()} - - for name in datasets: - datasets[name] = datasets[name].slice[:_MAX_EXAMPLES.value] - logging.info("Dataset: '%s' with %d examples", name, len(datasets[name])) - - lit_demo = dev_server.Server( - models, - datasets, - layouts=CUSTOM_LAYOUTS, - **server_flags.get_flags(), - ) - return lit_demo.serve() - - -if __name__ == "__main__": - app.run(main) diff --git a/lit_nlp/examples/dalle/model.py b/lit_nlp/examples/dalle/model.py deleted file mode 100644 index 30f49cb1..00000000 --- a/lit_nlp/examples/dalle/model.py +++ /dev/null @@ -1,257 +0,0 @@ -"""Dalle model based on https://github.com/borisdayma/dalle-mini.""" - -from collections.abc import Iterable -import functools -import random -from typing import Optional - -import dalle_mini -import flax -from flax.training import common_utils as flax_common_utils -import jax -from jax import numpy as jnp -from lit_nlp.api import model as lit_model -from lit_nlp.api import types as lit_types -from lit_nlp.lib import image_utils -import numpy as np -from PIL import Image -import tqdm.notebook -import transformers -from vqgan_jax import modeling_flax_vqgan as vqgan_flax - -# DalleBart, VQModel & CLIP to generate Score -_JsonDict = lit_types.JsonDict -_CLIPProcessor = transformers.CLIPProcessor -_DalleBart = dalle_mini.DalleBart -_DalleBartProcessor = dalle_mini.DalleBartProcessor -_FlaxCLIPModel = transformers.FlaxCLIPModel -_VQModel = vqgan_flax.VQModel - -# Some other functions -_flax_replicate = flax.jax_utils.replicate -_flax_shard = flax_common_utils.shard -_flax_shard_prng_key = flax_common_utils.shard_prng_key -_trange = tqdm.notebook.trange - - -class DalleModel(lit_model.Model): - """LIT model wrapper for the Dalle-Mini Text-to-Image model. - - The model wrapper consists of a few already known works connected in an - interesting way to generate images from the text: - - * VQGAN: The generative image model. - * BART: A sequence-to-sequence autoencoder used to reconstruct input text. - * CLIP: A scoring model that assesses the alingment of an image and a prompt. - - The basic flow within this model wrapper's predict() function is: - - 1. The BART encoder is fed the prompt text. - 2. The BART decoder is sampled multiple times to generate candidates. - 3. Each candidate is passed to VQGAN, which generates images. - 4. CLIP then scores each generated image against the prompt. - """ - - def __init__(self, - model_name: str, - predictions: int = 1, - mode_revision: Optional[str] = None, - vqgan_repo: str = "dalle-mini/vqgan_imagenet_f16_16384", - vqgan_revision: str = "e93a26e7707683d349bf5d5c41c5b0ef69b677a9", - clip_repo: str = "openai/clip-vit-base-patch32", - clip_revision: Optional[str] = None): - super().__init__() - - self.model = model_name - self.n_predictions = predictions - - # Load Dalle model - self.dalle_bart_model, params = _DalleBart.from_pretrained( - self.model, revision=mode_revision, dtype=jnp.float16, _do_init=False - ) - self.processor = _DalleBartProcessor.from_pretrained( - self.model, revision=mode_revision - ) - - # Load the VQGan model - self.vqgan, vqgan_params = _VQModel.from_pretrained( - vqgan_repo, revision=vqgan_revision, _do_init=False - ) - self.params = _flax_replicate(params) - self.vqgan_params = _flax_replicate(vqgan_params) - - # Load CLIP model to generate CLIP score - # Scores how accurate generated image is - self.clip, clip_params = _FlaxCLIPModel.from_pretrained( - clip_repo, revision=clip_revision, dtype=jnp.float16, _do_init=False - ) - self.clip_processor = _CLIPProcessor.from_pretrained( - clip_repo, revision=clip_revision - ) - self.clip_params = _flax_replicate(clip_params) - - # LIT API implementation - def max_minibatch_size(self) -> int: - return 8 - - def predict( - self, inputs: Iterable[_JsonDict], **unused_kw - ) -> Iterable[_JsonDict]: - # Model prediction based on code pipeline in doc - # https://github.com/borisdayma/dalle-mini - # - # Three models are required for prediction and it's in the following stages: - # - # 1. First the prompt(text from which image is generated) is fed into - # BART encoder model (dalle_bart_model) then the BART decoder is sampled - # multiple times to generate candidates. - # - # 2. Each candidate is passed to VQGAN which generates images. The - # generated images are stored in two arrays. One images[], which - # contains images in ImageBytes format second pil_images[] which - # contains the same images in PIL format which is used to generate CLIP - # score using the CLIP model. - # - # 3. CLIP is another model by openai, which takes in an image and a prompt - # and tells how well they match by generating a score. At the last, the - # final output is formated such that it includes the CLIP score along - # with the generated images. - - # BART model inference function - @functools.partial(jax.pmap, axis_name="batch") - def p_generate( - tokenized_prompt, - key, - params, - top_k: Optional[int] = None, - top_p: Optional[float] = None, - temperature: Optional[float] = None, - condition_scale: float = 10.0 - ): - return self.dalle_bart_model.generate( - **tokenized_prompt, - prng_key=key, - params=params, - top_k=top_k, - top_p=top_p, - temperature=temperature, - condition_scale=condition_scale, - ) - - # VQGAN image decoder function - @functools.partial(jax.pmap, axis_name="batch") - def p_decode(indices, params): - return self.vqgan.decode_code(indices, params=params) - - # CLIP scoring function - @functools.partial(jax.pmap, axis_name="batch") - def p_clip(inputs, params): - logits = self.clip(params=params, **inputs).logits_per_image - return logits - - # create a random key - seed = random.randint(0, 2**32 - 1) - key = jax.random.PRNGKey(seed) - prompts = [ex["prompt"] for ex in inputs] - tokenized_prompts = self.processor(prompts) - tokenized_prompt = _flax_replicate(tokenized_prompts) - - # images has all generated ImageByste - # pil_images has images in pil format for clip score - images = [] - pil_images = [] - for _ in _trange(max(self.n_predictions // jax.device_count(), 1)): - # Get a new key; passed to the model on each device to generate unique - # inference. - key, subkey = jax.random.split(key) - # generate images - encoded_images = p_generate( - tokenized_prompt, _flax_shard_prng_key(subkey), self.params - ) - - # remove BOS - encoded_images = encoded_images.sequences[..., 1:] - # decode images - decoded_images = p_decode(encoded_images, self.vqgan_params) - decoded_images = decoded_images.clip(0.0, 1.0).reshape((-1, 256, 256, 3)) - for decoded_img in decoded_images: - img = Image.fromarray(np.asarray(decoded_img * 255, dtype=np.uint8)) - # need pil format images too to generate CLIP score - pil_images.append(img) - # convert to ImageBytes - image_str = image_utils.convert_pil_to_image_str(img) - images.append(image_str) - - # get CLIP scores - clip_inputs = self.clip_processor( - text=prompts * jax.device_count(), - images=pil_images, - return_tensors="np", - padding="max_length", - max_length=77, - truncation=True, - ).data - - # array containing clip score for all images - p = len(prompts) - logits = p_clip(_flax_shard(clip_inputs), self.clip_params) - logits = np.asarray([logits[:, i::p, i] for i in range(p)]).squeeze() - - # Organize VQGAN images and CLIP scores per prompt. - # - # Until now, images contains data structured as: - # [ - # prompt1_prediction_1, - # prompt2_prediction_1, - # prompt1_prediction_2, - # prompt2_prediction_2, - # ] - # - # Below, the structure changes to... - # [ - # {'image': [prompt1_prediction_1, prompt1_prediction_2]}, - # {'image': [prompt2_prediction_1, prompt2_prediction_2]}, - # ] - # - # ...and also adds clip score to check image accuracy - final_images = [] - clip_score = [] - images_per_prompt = [] - - # Add images as per prompt [prompt1_prediction_1,prompt1_prediction_2] - # and also add clip_score - for i in range(p): - # logits shape is different if n_predictions is only 1, vs more than one - clip_prompts = logits if logits.ndim == 0 else logits[i].argsort()[::-1] - if logits.ndim == 0 or len(clip_prompts) == 1: - my_loop = [0]*self.n_predictions - else: - my_loop = clip_prompts - for idx in range(len(my_loop)): - images_per_prompt.append(images[idx * p + i]) - # Append CLIP score depending on size hence the condition - if logits.ndim == 0: - clip_score.append((str(logits), None)) - elif len(np.shape(logits)) == 1: - clip_score.append((str(logits[idx]), None)) - else: - clip_score.append((str(logits[i][idx]), None)) - # Append to final list[JsonDict] - final_images.append({ - "image": images_per_prompt, - "clip_score": clip_score, - }) - # Reset images & clip score for new prompt - images_per_prompt = [] - clip_score = [] - - return final_images - - def input_spec(self): - return {"prompt": lit_types.TextSegment()} - - def output_spec(self): - return { - "image": lit_types.ImageBytesList(), - "clip_score": lit_types.GeneratedTextCandidates(parent="prompt"), - } diff --git a/lit_nlp/examples/dalle/requirements.txt b/lit_nlp/examples/dalle/requirements.txt deleted file mode 100644 index d431c2dd..00000000 --- a/lit_nlp/examples/dalle/requirements.txt +++ /dev/null @@ -1,24 +0,0 @@ -# Copyright 2023 Google LLC -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -# ============================================================================== - --r ../../../requirements_core.txt - -jax==0.4.13 -jaxlib==0.4.13 -flax==0.6.11 -dalle-mini==0.1.5 -ipywidgets==7.5.0 -orbax==0.0.23 -vqgan-jax @ git+https://github.com/patil-suraj/vqgan-jax@10ef240 diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index e4ef2044..d8e88c4d 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -239,9 +239,6 @@ NOTE: We may transition images away from encoded strings, moving to individual pixel color values. We will ensure we don't break existing checked-in code with such a change. -* See [examples/dalle/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/dalle/demo.py) for a demo on - image generation and how LIT handles image bytes. - ## Token-based Salience LIT supports several methods for token-based input salience, including diff --git a/website/sphinx_src/faq.md b/website/sphinx_src/faq.md index 2d4a3242..aa8bd03d 100644 --- a/website/sphinx_src/faq.md +++ b/website/sphinx_src/faq.md @@ -17,8 +17,6 @@ works with any modern ML framework. For more information, see In addition to text, LIT has good support for different modalities, including images and tabular data. For examples, see: -* [DALL·E demo](google3/third_party/py/lit_nlp/examples/dalle/) - image - generation, using DALL·E Mini model. * [Tabular demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py) - multi-class classification on tabular (numeric and categorical string) data, using the From bcc481e44185d04268f5f8bb4ba762ec2cd35907 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Mon, 24 Jun 2024 10:40:00 -0700 Subject: [PATCH 36/50] Update requirements.txt files for penguin demo, glue demo, and tydi demo. PiperOrigin-RevId: 646146700 --- lit_nlp/examples/glue/requirements.txt | 20 +++++++++++++++++ lit_nlp/examples/penguin/requirements.txt | 19 ++++++++++++++++ .../prompt_debugging/requirements.txt | 22 +++++++++++++++++++ lit_nlp/examples/tydi/requirements.txt | 6 ++--- 4 files changed, 64 insertions(+), 3 deletions(-) create mode 100644 lit_nlp/examples/glue/requirements.txt create mode 100644 lit_nlp/examples/penguin/requirements.txt create mode 100644 lit_nlp/examples/prompt_debugging/requirements.txt diff --git a/lit_nlp/examples/glue/requirements.txt b/lit_nlp/examples/glue/requirements.txt new file mode 100644 index 00000000..51f146be --- /dev/null +++ b/lit_nlp/examples/glue/requirements.txt @@ -0,0 +1,20 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================== + +-r ../../../requirements_core.txt + +tensorflow>=2.10.0,<2.16.0 +tensorflow-datasets>=4.9.0 +transformers>=4.27.1 \ No newline at end of file diff --git a/lit_nlp/examples/penguin/requirements.txt b/lit_nlp/examples/penguin/requirements.txt new file mode 100644 index 00000000..6f141cfd --- /dev/null +++ b/lit_nlp/examples/penguin/requirements.txt @@ -0,0 +1,19 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================== + +-r ../../../requirements_core.txt + +tensorflow>=2.10.0,<2.16.0 +tensorflow-datasets>=4.9.0 \ No newline at end of file diff --git a/lit_nlp/examples/prompt_debugging/requirements.txt b/lit_nlp/examples/prompt_debugging/requirements.txt new file mode 100644 index 00000000..5f76376e --- /dev/null +++ b/lit_nlp/examples/prompt_debugging/requirements.txt @@ -0,0 +1,22 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# ============================================================================== + +-r ../../../requirements_core.txt + +keras>=3.1.0 +keras-nlp>=0.9.0 +tensorflow-text>=2.10.0 +torch>=2.0.0 +transformers>=4.27.1 \ No newline at end of file diff --git a/lit_nlp/examples/tydi/requirements.txt b/lit_nlp/examples/tydi/requirements.txt index 184b9971..84f94ecb 100644 --- a/lit_nlp/examples/tydi/requirements.txt +++ b/lit_nlp/examples/tydi/requirements.txt @@ -15,6 +15,6 @@ -r ../../../requirements_core.txt -jax==0.3.16 -jaxlib==0.3.15 -flax==0.5.3 +jax==0.4.6 +jaxlib==0.4.6 +flax>=0.5.3 From bb29f430ff7be55d74a82aec5dee1e54fa27bed0 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Mon, 24 Jun 2024 17:52:14 -0700 Subject: [PATCH 37/50] Add Jinja2 to penguin requirements.txt. PiperOrigin-RevId: 646279470 --- lit_nlp/examples/penguin/requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/lit_nlp/examples/penguin/requirements.txt b/lit_nlp/examples/penguin/requirements.txt index 6f141cfd..7bef3d18 100644 --- a/lit_nlp/examples/penguin/requirements.txt +++ b/lit_nlp/examples/penguin/requirements.txt @@ -15,5 +15,6 @@ -r ../../../requirements_core.txt +Jinja2>=3.1.4 tensorflow>=2.10.0,<2.16.0 tensorflow-datasets>=4.9.0 \ No newline at end of file From c7970fb8c51d2a8bd3647cc7eedd15cca285ac08 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Tue, 25 Jun 2024 08:47:44 -0700 Subject: [PATCH 38/50] Update prompt_examples.jsonl path in MANIFEST.in. PiperOrigin-RevId: 646493892 --- MANIFEST.in | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/MANIFEST.in b/MANIFEST.in index 107506d4..ca18dea6 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,2 +1,2 @@ recursive-include lit_nlp/client/build/default *.js* *.gif *.html *.png *.svg -include lit_nlp/examples/datasets/prompt_examples.jsonl +include lit_nlp/examples/prompt_debugging/prompt_examples.jsonl From 7dda659bec4e933d187b0d7afc04d954ae262cc2 Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Tue, 25 Jun 2024 09:18:00 -0700 Subject: [PATCH 39/50] Internal change PiperOrigin-RevId: 646502922 --- docs/documentation/_sources/getting_started.md.txt | 2 +- lit_nlp/examples/glue/demo.py | 4 ++-- lit_nlp/examples/penguin/demo.py | 2 +- website/sphinx_src/getting_started.md | 5 ++--- 4 files changed, 6 insertions(+), 7 deletions(-) diff --git a/docs/documentation/_sources/getting_started.md.txt b/docs/documentation/_sources/getting_started.md.txt index 569bb521..80e4eae9 100644 --- a/docs/documentation/_sources/getting_started.md.txt +++ b/docs/documentation/_sources/getting_started.md.txt @@ -76,7 +76,7 @@ Most demos can be run with a single blaze command. To run the default one, you can do: ```sh -python -m lit_nlp.examples.glue_demo \ +python -m lit_nlp.examples.glue.demo \ --quickstart --port=4321 --alsologtostderr ``` diff --git a/lit_nlp/examples/glue/demo.py b/lit_nlp/examples/glue/demo.py index 8fe9d703..0d577032 100644 --- a/lit_nlp/examples/glue/demo.py +++ b/lit_nlp/examples/glue/demo.py @@ -1,11 +1,11 @@ r"""Example demo loading a handful of GLUE models. For a quick-start set of models, run: - blaze run -c opt --config=cuda examples/glue:demo -- \ + python -m lit_nlp.examples.glue.demo \ --quickstart --port=5432 To run with the 'normal' defaults, including full-size BERT models: - blaze run -c opt --config=cuda examples/glue:demo -- --port=5432 + python -m lit_nlp.examples.glue.demo --port=5432 Then navigate to localhost:5432 to access the demo UI. """ diff --git a/lit_nlp/examples/penguin/demo.py b/lit_nlp/examples/penguin/demo.py index c48fd538..b6d1e855 100644 --- a/lit_nlp/examples/penguin/demo.py +++ b/lit_nlp/examples/penguin/demo.py @@ -1,7 +1,7 @@ """🐧 LIT demo for tabular data using penguin classification. To run: - blaze run -c opt --config=cuda examples/penguin:demo -- --port=5432 + python -m lit_nlp.examples.penguin.demo --port=5432 Then navigate to localhost:5432 to access the demo UI. """ diff --git a/website/sphinx_src/getting_started.md b/website/sphinx_src/getting_started.md index 569bb521..fed48807 100644 --- a/website/sphinx_src/getting_started.md +++ b/website/sphinx_src/getting_started.md @@ -72,11 +72,10 @@ variety of model types. The code for these is under [examples](https://github.co ; each is a small script that loads one or more models and starts a LIT server. -Most demos can be run with a single blaze command. To run the default one, you -can do: +Most demos can be run with a single command. To run the default one, you can do: ```sh -python -m lit_nlp.examples.glue_demo \ +python -m lit_nlp.examples.glue.demo \ --quickstart --port=4321 --alsologtostderr ``` From 79ada6edf8b2e485ec6a6425d4c60720b4dab8d1 Mon Sep 17 00:00:00 2001 From: Bin Du Date: Tue, 25 Jun 2024 11:10:45 -0700 Subject: [PATCH 40/50] LIT documentation update post demo cleanup. PiperOrigin-RevId: 646541561 --- website/sphinx_src/api.md | 33 ++++--- website/sphinx_src/components.md | 64 ++++---------- website/sphinx_src/demos.md | 13 +-- website/sphinx_src/frontend_development.md | 12 +-- website/sphinx_src/getting_started.md | 2 +- .../images/components/attention.png | Bin 188417 -> 0 bytes .../images/components/pair-selection.png | Bin 34353 -> 159071 bytes website/sphinx_src/images/lit-attention.png | Bin 91620 -> 0 bytes .../images/lit-datapoint-compare.png | Bin 459728 -> 368329 bytes .../images/lit-winogender-metrics.png | Bin 160995 -> 0 bytes website/sphinx_src/images/lit-winogender.png | Bin 254066 -> 0 bytes website/sphinx_src/ui_guide.md | 82 ++++++------------ 12 files changed, 74 insertions(+), 132 deletions(-) delete mode 100644 website/sphinx_src/images/components/attention.png delete mode 100644 website/sphinx_src/images/lit-attention.png delete mode 100644 website/sphinx_src/images/lit-winogender-metrics.png delete mode 100644 website/sphinx_src/images/lit-winogender.png diff --git a/website/sphinx_src/api.md b/website/sphinx_src/api.md index 59c3be20..f89fed37 100644 --- a/website/sphinx_src/api.md +++ b/website/sphinx_src/api.md @@ -1,6 +1,6 @@ # LIT Python API - + @@ -349,7 +349,7 @@ list of scores for each token. The Integrated Gradients saliency method additionally requires a `TokenEmbeddings` input and corresponding output, as well as a label field `Target` to pin the gradient target to the same class as an input and corresponding output. See the -[GLUE models class](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py) +[GLUE models class](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py) for an example of these spec requirements. The core API involves implementing the `run()` method: @@ -712,11 +712,9 @@ this can cause jitter (UI modules appearing, disappearing, reordering, resizing, etc.) when switching between models or datasets with heterogeneous `Spec`s. When implementing your own LIT components and modules, you can use -[`utils.find_spec_keys()`][utils-lib] -(Python) and -[`findSpecKeys()`][utils-lib] -(TypeScript) to identify fields of interest in a `Spec`. These methods recognize -and respect subclasses. For example, +[`utils.find_spec_keys()`][utils-lib-py] (Python) and +[`findSpecKeys()`][utils-lib] (TypeScript) to identify fields of interest in a +`Spec`. These methods recognize and respect subclasses. For example, `utils.find_spec_keys(spec, Scalar)` will also match any `RegressionScore` fields, but `utils.find_spec_keys(spec, RegressionScore)` will not return all `Scalar` fields in the `Spec`. @@ -807,8 +805,12 @@ _See the [examples](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples) ### Available types -The full set of `LitType`s is defined in [types.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/types.py). Numeric types such as `Integer` and `Scalar` have predefined ranges that can be overridden using corresponding `min_val` and `max_val` attributes as seen [here](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/datasets/penguin_data.py;l=19-22;rcl=574999438). The different types available in LIT are summarized -in the table below. +The full set of `LitType`s is defined in +[types.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/types.py). Numeric types +such as `Integer` and `Scalar` have predefined ranges that can be overridden +using corresponding `min_val` and `max_val` attributes as seen +[here](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/data.py;l=19-22;rcl=639554825). +The different types available in LIT are summarized in the table below. Note: Bracket syntax, such as `[num_tokens]`, refers to the shapes of NumPy arrays where each element inside the brackets is an integer. @@ -981,15 +983,15 @@ needing to reload the server or click the UI. For example, to view examples in a dataset: ```python -from lit_nlp.examples.datasets import glue -dataset = glue.SST2Data('validation') +from lit_nlp.examples.glue import data as glue_data +dataset = glue_data.SST2Data('validation') print(dataset.examples) # list of records {"sentence": ..., "label": ...} ``` And to run inference on a few of them: ```python -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models model = glue_models.SST2Model("/path/to/model/files") preds = list(model.predict(dataset.examples[:5])) @@ -1013,16 +1015,19 @@ For a full working example in Colab, see [LIT_components_example.ipynb](https:// [build-metadata]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/app.py -[components-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/dataset.py +[components-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/components.py [curves-interp]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/components/curves.py [dataset-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/dataset.py [grad-maps]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/components/gradient_maps.py [json]: https://www.json.org [mnli-dataset]: https://cims.nyu.edu/~sbowman/multinli/ + [mnli-demo]: https://pair-code.github.io/lit/demos/glue.html -[model-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/dataset.py + +[model-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/model.py [should_display_module]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/core/lit_module.ts [types_py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/types.py [types_ts]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/lib/lit_types.ts [utils-lib]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/lib/utils.ts +[utils-lib-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/lib/utils.py [word-replacer]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/components/word_replacer.py diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index d8e88c4d..9b9189d1 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -1,8 +1,6 @@ # Components and Features - - -TODO(b/343678324): Remove the files after cl/629748253 is submitted. + @@ -258,7 +256,7 @@ regression (`RegressionScore`) and generation (`GeneratedText` or ### Gradient Norm This is a simple method, in which salience scores are proportional to the L2 -norm of the gradient, i.e. the score for token $i$ is: +norm of the gradient, i.e. the score for token $$i$$ is: $$S(i) \propto ||\nabla_{x_i} \hat{y}||_2$$ @@ -270,26 +268,26 @@ To enable this method, your model should, as part of the * Return a `TokenGradients` field with the `align` attribute pointing to the name of the `Tokens` field (i.e. `align="tokens"`). Values should be arrays of shape `[num_tokens, emb_dim]` representing the gradient - $\nabla_{x} \hat{y}$ of the embeddings with respect to the prediction - $\hat{y}$. + $$\nabla_{x} \hat{y}$$ of the embeddings with respect to the prediction + $$\hat{y}$$. Because LIT is framework-agnostic, the model code is responsible for performing the gradient computation and returning the result as a NumPy array. The choice -of $\hat{y}$ is up to the developer; typically for regression/scoring this is +of $$\hat{y}$$ is up to the developer; typically for regression/scoring this is the raw score and for classification this is the score of the predicted (argmax) class. ### Gradient-dot-Input In this method, salience scores are proportional to the dot product of the input -embeddings and their gradients, i.e. for token $i$ we compute: +embeddings and their gradients, i.e. for token $$i$$ we compute: $$S(i) \propto x_i \cdot \nabla_{x_i} \hat{y}$$ Compared to grad-norm, this gives directional scores: a positive score is can be interpreted as that token having a positive influence on the prediction -$\hat{y}$, while a negative score suggests that the prediction would be stronger -if that token was removed. +$$\hat{y}$$, while a negative score suggests that the prediction would be +stronger if that token was removed. To enable this method, your model should, as part of the [output spec and `predict()` implementation](./api.md#models): @@ -297,13 +295,13 @@ To enable this method, your model should, as part of the * Return a `Tokens` field with values (as `list[str]`) containing the tokenized input. * Return a `TokenEmbeddings` field with values as arrays of shape - `[num_tokens, emb_dim]` containing the input embeddings $x$. + `[num_tokens, emb_dim]` containing the input embeddings $$x$$. * Return a `TokenGradients` field with the `align` attribute pointing to the name of the `Tokens` field (i.e. `align="tokens"`), and the `grad_for` attribute pointing to the name of the `TokenEmbeddings` field. Values should be arrays of shape `[num_tokens, emb_dim]` representing the gradient - $\nabla_{x} \hat{y}$ of the embeddings with respect to the prediction - $\hat{y}$. + $$\nabla_{x} \hat{y}$$ of the embeddings with respect to the prediction + $$\hat{y}$$. As with grad-norm, the model should return embeddings and gradients as NumPy arrays. The LIT `GradientDotInput` component will compute the dot products and @@ -525,9 +523,7 @@ your model should, as part of the input image. The model should be able to accept input images as numpy arrays in addition - to accepting base64 URL encoded format. See - [mobilenet.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/mobilenet.py) - for an example. + to accepting base64 URL encoded format. A variety of image saliency techniques are implemented for models that return image gradients, through use of the @@ -538,36 +534,6 @@ and XRAI. Each of these techniques returns a saliency map image as a base64-encoded string through the `ImageSalience` type. -## Attention - -LIT can display a visualization of attention heads from transformers and other -models: - -![Attention Visualization](./images/components/attention.png){w=400px align=center} - -To enable this, your model should return one or more fields of the type -`AttentionHeads`, with values as arrays of shape `[num_heads, num_tokens, -num_tokens]`. Each field represents a set of heads at a single layer of the -model, so models will often have more than one: - -```python - def output_spec(self) -> types.Spec: - return { - # ... - "tokens": lit_types.Tokens(parent="input_text"), - "layer_0/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"), - "layer_1/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"), - "layer_2/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"), - # ... - } -``` - -The `align_in` and `align_out` attributes are the names of `Tokens` fields for -the source and target tokens for that layer. For self-attention (such as in -BERT) these would name the same field, but for encoder-decoder attention they -could reference different token sets (such as "input_tokens" and -"target_tokens"). - ## Embedding Projector LIT includes a version of the @@ -599,7 +565,7 @@ example, we could facet by class label: ![Metrics Table](./images/components/metrics-table.png) -To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Performance" tab. +To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Metrics" tab. To enable metrics, your model should set the `parent` attribute on one or more output fields, pointing to the name of the input field that it should be @@ -638,7 +604,7 @@ analysis. ![Confusion Matrix](./images/components/confusion-matrix.png){w=600px align=center} -To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Performance" tab. +To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Metrics" tab. The confusion matrix is supported for classification models, or if the input data includes any categorical features (`CategoryLabel`). @@ -724,6 +690,8 @@ datapoints, giving a global view of feature effects. ![Partial Dependence Plots Module](./images/components/lit-pdps.png){w=400px align=center} +To try this out, see https://pair-code.github.io/lit/demos/penguins.html and navigate to the "Predictions" tab. + ### Dive Dive is a visualization module, inspired by our prior work on diff --git a/website/sphinx_src/demos.md b/website/sphinx_src/demos.md index 31c057da..448c0d23 100644 --- a/website/sphinx_src/demos.md +++ b/website/sphinx_src/demos.md @@ -1,6 +1,6 @@ # Demos - + @@ -36,7 +36,6 @@ https://pair-code.github.io/lit/demos/. the margin. * Embedding projector to find clusters in representation space. * Integrated Gradients, LIME, and other salience methods. - * Attention visualization. * Counterfactual generators, including HotFlip for targeted adversarial perturbations. @@ -61,7 +60,6 @@ https://pair-code.github.io/lit/tutorials/sentiment quick filtering. * Embedding projector to find clusters in representation space. * Integrated Gradients, LIME, and other salience methods. - * Attention visualization. -------------------------------------------------------------------------------- @@ -72,11 +70,12 @@ https://pair-code.github.io/lit/tutorials/sentiment **Code:** [examples/prompt_debugging/server.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.py) -* Supports Gemma 2B and 7B models using KerasNLP and TensorFlow. +* Supports Gemma 2B and 7B models using KerasNLP (with TensorFlow or PyTorch) + and Transformers (with PyTorch). * Interactively debug LLM prompts using [sequence salience](./components.md#sequence-salience). * Multiple salience methods (grad-l2 and grad-dot-input), at multiple - granularities: token-, word-, sentence-, and paragraph-level. + granularities: token-, word-, line-, sentence-, and paragraph-level. Tip: check out the in-depth walkthrough at https://ai.google.dev/responsible/model_behavior, part of the Responsible @@ -84,10 +83,6 @@ Generative AI Toolkit. -------------------------------------------------------------------------------- -## Structured Prediction - --------------------------------------------------------------------------------- - ## Multimodal ### Tabular Data: Penguin Classification diff --git a/website/sphinx_src/frontend_development.md b/website/sphinx_src/frontend_development.md index 6f399a43..fe8a82bb 100644 --- a/website/sphinx_src/frontend_development.md +++ b/website/sphinx_src/frontend_development.md @@ -1,6 +1,6 @@ # Frontend Developer Guide - + @@ -46,9 +46,9 @@ and rendering the various `LitModule` components, a process about which we'll go into greater detail later. The JS bundle entry point is -[`main.ts`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/default/main.ts), which -first imports the loaded, the `` web component is declared, and -attaches itself to the DOM, waiting for the app to be initialized. +[`main.ts`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/main.ts), which first +imports the loaded, the `` web component is declared, and attaches +itself to the DOM, waiting for the app to be initialized. The second step is kicking off app initialization. The [`LitApp`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/core/app.ts) singleton @@ -67,7 +67,7 @@ pre-configured layouts in * `default`: The original LIT layout with a single group of modules on top for exploring and selecting data, and a collection of tabs supporting different analytical tasks on the bottom; and -* `experimental`: A three-panel layout that puts exploratory data +* `three_panel`: A three-panel layout that puts exploratory data visualizations at full-page height on the left, tools for inspecting and manipulating examples and their associated predictions in the upper right, and a collection of tabs supporting different analytical tasks in the lower @@ -84,7 +84,7 @@ Note: The pre-configured layouts are added to every `LitApp` instance using the Mapping passed to the `LitApp` constructor overrides the pre-configured layouts `Mapping`. Thus, you can remove or change these pre-configured layouts as you like by passing a `Mapping` where the values of `simple`, `default`, -and/or `experimental` is `None` (to remove) or a `LitCanonicalLayout` instance +and/or `three_panel` is `None` (to remove) or a `LitCanonicalLayout` instance (to override) as you desire. The actual layout of components in the LIT UI, see diff --git a/website/sphinx_src/getting_started.md b/website/sphinx_src/getting_started.md index fed48807..0ca605bf 100644 --- a/website/sphinx_src/getting_started.md +++ b/website/sphinx_src/getting_started.md @@ -1,6 +1,6 @@ # Getting Started with LIT - + diff --git a/website/sphinx_src/images/components/attention.png b/website/sphinx_src/images/components/attention.png deleted file mode 100644 index c917ee70ce26c84a5d090094b62300e7144bac53..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 188417 zcmeFZbySpJ_cu(;&<%o!q;v|1bhos0mx6S64y{Oul%#}ocMl*9BHdlmLpMAZdf)4J z`@P@)-hZBFt>0SXsGON|owN5o`|Q0xpUrz^MQKd5CuneRaG0_(60hOl5Z!@494JV@ zPlSt2C4j%+onA|e!Ik`Yx&;SE0VgXVs^)I6n~MCIpp!7;s+zyoyR&kE#T&8VK>#^KhyS{{Z4=6tp6}yqkl|sjZ$?d0TtasXqk=e%!f4 zR&b8$FYj#cU+pY3#FYv2=PD=4_=EoO>Jxx~(3&{>FsI@0DB%BkDTDCh?;1Z43b-Qu z^>g53^c|ol+!itr&5%;^LPZ2>k-uI-2%R85|Go6RE z)c-lLJ(UQg+gJ3j>44cC#QYK16j`a0|7(Q6eHZZ`kEh0=1JT1)*2F4^|2YCoF7)?W z|9A2SdHnwt%X%c#zfGKmo4fYAYi@RS&suI*g8N6^%Q_c$tPjxHYO4hAtF7Du%--H! z$6lI*y79ES9`m!^X%4#ufvxGv+!V(?28UtVmjQp-r^$PfR`|d`Joh0b--7R!jd4-B z*1&XLz*Otsl5LNwjoSjiBju*jwKHnpjxW~}4A-ViqfV=hug~^gSDFoS%+qS5{XJuZ zzi#_LvG?4HlQPI46pQrD;Yw%AOAKNTiLNNN=@ZniPMfK21x`PBH=k||XGyao^*F73 zf4_Zg+z}!>TVpf7vZf>S4sm9r%0iWx*YQocx1ryyOa0AJzt7_R*{q%8T8wmqh7c#! z-$x0j9G$bybOyf(GtgmppueBVwPfq=eUn@zsKG@clNCnDsz)zP?o(xWTd0;#rCVbi zb8>Rxzo%1a7V*@vhjROzf4@$=>m#x1?o^cUomPYMR%S~&uhX|I6lZk3y2}?9BN7wE zy19>Uu69a0D|&l+qD%A}`w|R&8GNozVk}0#1?v(FJ^Oo2C?Ze-cLS8?rN`LL##yYe z5G+zgd|G+sQ{MAACm*ZB1<##gyvda~B1kS90YU31Gs1!L-^UfwgX+!#ZTcZh3o_8q zh#xD~)jZpuXNn-G*r3`pKg-)h_zZZoa&P zB4YRCsbsCS-rtrEr1EQyW0!o`PBMb=%3YOZ4WsjY6UZJc?Uhg9@Epv9cXzzc!H@A&IoBzB*VfA9~n`|WX{a;s=f znGGa_demes1JXO+%A^5YMbl6-%e2;U|2#7Q1a&mvgo^JEU*2*bA7hWIc1b;5KhRl7O!i|pn;9@`g!sTi%;I?^KO03kMdo1CSK8J?TTXyj#XcE z|Mcl8_{(4VGl7~2jSM!)QN+~rUknM~dtbsju+{bNZqE%ZrYmxq0J9rubhA61e-*?Ea$Msjd%R%_w?L7Ubzkh?407!ztiV%-k1IPDU z^6FH%>H4&J`XjA53eRYJfg;DVpr$G=^ohE@IHp2zqrt1SSf#N=ez$$K6-9K;u-5(g z#zKzPixu?C%guD3X%qfX2qN;8P%=U<^L0UC$?J(qa=)8lI-^7WB9}m9Y>krK8N6DP zPPE1RccqGKO|XC=M(s~f5_Xdyymr2}FVpo-=F>Gc$&Avq?&N zKBiI>5ILU2#>Qas?F`<)lO_=a>~<^{seqo_?ZVQVGwdLjgZFf4IG~DQ)az|hrvdho zapAGZ!ByG6@A6D(3P#|YS?YxvnZ=roZU=;6k5ehsPQLIJNqX(qZwlbLr~8~G=_H4O z3P~qGd|*jP9{=@j<+y{O*V$+8MeoW)kpO7>OhX7J31Q)mMQ-W_eoUk5-Y3iPg3Cx$ z&80Ta{G_ke)>%f2wqis9EYv4ykawF!+Ld~RekTpIa{usnC~+ccpoQ~AztVsx3f{fF zkPOPHRV-1BXbQ6`uN>QG62c}D+d9!SzdMgO8iZP?`Y3~F^hBxQ;^uzXl_<&=!ls>) zM#XRPNh|Jmu;q@ob9D~e+}16=-*KfSm|+7h-n9#!g#u?&rtqcJ&3F8+yU|a$EbCt1 zEAu~&qWjy?g^@w>Py|%9MDtPrzuu`6mO;zcP95~w)yY|PDHXVQ`oJ&7f=>OattQX# zWn8&cIhDdnXKfo5e5#Gw5QMq=>{;CHX~snj7d$pe>wjg2zq0NEu9}j7Mhatb7p-e~ z$P?RJ@weUotr4gb#2iTlwMN^1GKJeNZE@LF3szN!Rzr4G=XZB0U7z>`0Tq`cHHh&C zIF>gF-CdY&jpT%1 zkJRQf3Dk z&(VVs%gHQh>}ntQkrZC1wW7)&uleNQjf18_~^KyBvMtyT8Ngw-C6OR6~P<>gt^%#l1?}{mFB$9(+<-8fw$cjW>-!)z7Iq zhpZXTjH;9U#)B&=i5bZ+ghD-8R+A+ofX7?6M8yqUG&-~z%Zn*RvF?SFn*iJ`c!ED0 zTlhx#2XMD6vX}izbzATl`KCakUG**oik4UV8tUsLd;<%7>U*(Vf||Y1?1er-Lq%z5 zT?;3-Ij(8AH(Ns)4HbW(B!Qq`W1YlDzO#*ELqO7TFkLDAUbsq?Gc?C(BwMzn`Hmj; zYRBg$^*@5Kj3%64+(u>TP%qz#9HQU5ae6X|LCCL*Nt^6Jlxxcj4#Ok&I;c8`%fYa z?A!oh5fa8@iXnmHkBsMo+>4*n1ig@al5pig8obn6jTAG{MvuOeIX#p52y6yn$)guZ!qd!1u8_+_Nxt(@U=e70Htrg9|gfGVkoC%#sQfhTeyvp?)X)y>hZ5%zusqDFFMmb{2^FYp1~SO~Qe>{#ypXNINYcxtDxtGJi`> z1fg8=L3Sm`R^tC0F~-k;qLYv+QU9k#fPX`#fcgQE?qp!~U%Gl2DMM9W3XX{UJFNgx z3=wPG3}|@qPTS01vG>Es6d=lWsc!s#TwXF1H7FoJV(JS2(C34aD6|kFl3%EW(lXz= zsT-Hk9rFBB+`uBADa$Wa+j_|Cj(_6%N8I!vbs2vv*c9)7saz37d8xBE_zmYjNBj|@ zeEtpwflsUi0rF1KlX)5VPfgInrjY+R1;ziRlT);y+|*lU$$Q>2C0%c#_4f5fTB){z& zDhimWTQnP7`0vn?A0n#M%u3Fp$C!}noQ+X`A)l{OZz3-`Q_m(&JMe|c&bt*z(XF2; zVehYNw$3%(Bv#K&i?)AC_>@AR>a9)uFN**Y46p(9iTm#a%3Wls><*h@Xa1%;&bG1{U=ndja-AQ5Wcf1@!eD8$ zA(zX01)ffw>)A6u8Fh>G@blM8oim-rK7XXp#{wK&N3X4Ed*DcD(Ex{Ko=F_tz}chn z#h+E#0msCnKcPPM;Q;gi2S7}Ua2S=q9d~)P_s>(=rGQh}#fnn+`&1IR5APuYZ|j32 zf1c0;OuETpxbZuDp?o-}#M%;c%1e?#QFITJ0?y+xu!hHt6h&AM{{u#9v4OV)Zn-}N z3RpZGIIY$@iT`0VNFI3Dn>Vh~K6T z)kQ#7U$U95P$#@SOSW8oPxq8fy+G}-rrP22_4c^c+NPmzj7G6euL@}-bM@Pu$MlUEea4zrY=(yHEg49zmUYMgfM8@&X=>B!Gz)tEk$6fFHks2Ek58tEF95TZhc%Yya zo6l+R2}}AZWp1kHhsEW~%gdv-Q1aeyEV^r5JEcr4g?YDkI|0EQ$9viw8-CbVaUO>` z3H?A>X#H0t>H7O_@(3NDK2=fk6o-(tjg7vC#2yI!?B6Tg@07N#g^<`PcVj$xA;a2w zbCf7q?S5#o1*8)Ni`lZVZ=nA0C1c|(5bpcZxT6K^@VCn!PAe>DSuNDEK0F<7igDg| zu1oQ8o(FWobSaUU46>|*U08}p%}}=!Ns6%jZ7;Ea^DaA#y8(>YF|yV zZeHFl*g+|@E8gU%IGt&8Y?t8T#;s5E4k>x4m^B?0s1<3c2;IU2(FAItNHI#r#$PL* zK6BZdQ5U*c3d9?_S`H;&`;M=q*8P!~Q)<6%HIm{LFHh+A3TX1#v^O!Qm4V3f$yApV zjOL4hup&-uVl(Kjk*h$KDXwIKr!4XwkzJlO9^^=!ZXYf1+g*;kZC4RjSPhX`jO2Yi zsasnKn}V&aJe<>mM=?4u!kbEslE>$t80#E83os6RL#m1lbv5kfDV3V8tF7l74R6m* zFp2v8o|Ub6(7;;m?~pz2v!dQ~N2YczsVoIAq`M>i_IM(fz(uNwRKh(MYmj~!FL1nj z+-XVj5!#{CY+M_mJW&|6;3fU((i-pXi11S493zxwWQf#QPgCto*hK@OCxgRChA1NM$xn^f`6iOB{XrQl z!LRco^YsfgpmKFy=e7`aCK?(^%ZWUd-8!4u+Wv=R=aS2EOh)I09W78JaT#Fa_{+Z8t#&C?*xvF@xA=r+=jO^)nuW?7Zw%6O5`F|*jo<0Fh}pIt+r|x5 z`&`Q;{Man8f~Q0)5oE2L=zi*EO;_)8@jOm?@Cz4df3UjadY}3S)$onM9EVk@NCX0p z)dq_3VpVB8JUlh+`@8GXBArT&C*!4TEV?!HuBjXx9B&RoJh}#@z+lYN%&I(Kq^FkAL4jkRy2tGcehNF2!?{@3I-r{R)UV*OK$z z0U769lljnRGWH#T{Aq&5KY#A@6~680iWtduF!eaiv1k#ecuDcC%y%G-A~FPHG0|q6x@|hv^0Fd7{m^Gq z%LP4ymHhIFDAKQ0+;3QY$y<6{-;!AtvLBp3x;}rt;KoeWhOz%xNIp_{Uu*GT)3sTd z;>#{7{41Q`qwxA4R=yj9m*2TBx}e@0x_0~qy3Yf3f%<96t|kcdD@Rky3OU`^F<>D5 zKCtO#W~Xy|xU!puV<}|E2l32J_(GYCgnOafr)RV0*-SWA1%fD_?e61N)ANHxHn!HI zFQ(dgJA1WQarbE+Axtiq8=^1Ve-$%MNlt`-ZCM63lvuP;`k-d@0#1N@oI zwijDlKay}OY8UQV0MLbFKTB=T^+78e&aT-LLC-1-QogZ60hC6deDVk#E6|_4BLwqU z^2dw7BBPaMpkSo24it`Q@F3?0AuNt}h^lJGT_^igM5*3t?1YAFcha_rFI0W*kID+O zRd>D_yMRkUWNEmb^R$d1LJ|<737QqzKk>qPw8#LO04aflA%0lIN!1G)wSgd%PdL0X zIG9R8g4(w}JJGspnYKg(joE%Tm$?{qTZE@R_r8<;ahfNu{rrUQk?U7WVtl)~t$&K3 zil$PO(JFb14PNcMK@-4W+*{e~a5D#2-GOHpm%hB`7!urM=8A0=e)jAg#2hV4+pgss z)lW*}C6D!SAN34^)Sm_*2T0rx`LKrfzmjEiFs64F4)d`3GEeW2$$4K|?WZVxroq0% zZoO61F0=niKDnFnRM=Hhe?iW+Y1wm;-HhL!bii{KJt!M1Y1R9&@2G3R3v=~O z>i~9P2Q456sw+qHZi})mrUB;5?ZJ-A!9;z0v&S6+Yaf_OqBRXXI@uP148HziB|MIv znI%cgc4HvPaVsaGKs5lB*>s2>(9-HB^%3)cw>iGPKXV+naf?5w-=3?JM1x4REf>HlDbdIkmXu%5=es?Ofa1_--C(0g63o$|};QobO zx5Z;rUW~KFR4&!}U1PRN+XSt^0+CsGBV8oxA%BpjV4b?y=eB}ePq z7GKM;V7n-QP0UuVy?-A&W{&c?4e|Q=j4}wFi8(jj`zqtvowThZqCE7 zcgi7N_sK}3UF+5+q0Z~*IH1mUgcbv;(|K`G&zfW&@5fQB*j$E0K2FzH( znfV(3%>@|p^WJPeo3TPz4h3=lWKjLqQ{GKhs3%|ufH!YbM|%m}6REdGbEAq3nsvIO z$k{eioD^m1p5eNa-(7^x@r`?SH4A2zR#{DCXiZzy>_$87dr0~CZPJ*(O0QHx$@jf7 z0;&OJhktAU9uM|eL>^6`PC$%@vYErD01xggd!F#{w)BLck4T1;Dj=mOwVWeC>+Fod2~V)UOcMP0tD|)snv!g%vp9VSD#iMTj} z{7Xlg3TEb8sVvoOA}G8_;?Z1Xt5>VVuIsuNH!3BN(?agqmhWgfsVcYQ8riD46dW8u z7xOz~iuTV1nY>=InQ77n;`vgut@5)$2Eog*Q4XgG{t1dMExYsi^TqzK#^NNe>ohw< zzvJRLpCO;^+H0x#Jzf4_Q9h&{8p$LHAJ&6;>C|wawP@~746u@YpPZA%n$lb%j3i_x z*bJT~t0#LCt@hxwEhPRoFa^inP9ok4 z4i+Fnx)TBWuuH}={20W*2}81?-#7k}iw;nKXh&%eG~nWB#{*dR8?Z8Ji>(ttDy z5d)+xH@9_XR+5YM&FAVdU>x>aM)WuuNa27Yft z92Z|8UtZ{j|J^%6`xinNaDT!w1SBt*a&3JP% zoCYaWgUQ^-_zFaBjmjZde9T9ZA<+{HRo)T z^)yGiJ12Mnz-{&`?~HwBr_FWGi<1B}lAM^|wdiUafL}CrHU~hOidt~EqWDAjbw=WF zmMZ3G0#3!`bL`djFOIXIUNXyCmn+S_DV0t|3cd5M^a3{tWjFp*=9I}$z867tTa5#o zE;n>rP916VF|IueWru|5N}KP#@k!e4Mx443xz+}hJM*^|VziFq38BO+Hg~_J)Zd9` z(dnroD$@21s2g@$QrcmUUD9VL{@ouu|4o^#(UrSz{tAEZJQxJ}7w zn0`(ADVK+RwtpnBTUIl&^(*pd@BH}fLV_VfpDVL;1bwG5 zx@>ZuCPBaCu8WT`XpoHs2*y>Bu&V-~i3kUm=Crc2FN@{)1y>eD(4VW!we8az z+Oo#YJLK?jaGM1*V{}-$KPyT}dFNyf&pj%_uf3M01GSr+E{;*1F-|fnobA)u-pnPc z0OwVH5+oTxsZ?L$jz(LU65%w>zaw;kYM!-;Vx=J-t?K9%1sUP-u`xuT59!1r<;V5x-CPs)##dY$iYbE_`3S-PE$ zPtYy_$GF~f?S~eD`{Hf6UP~Xh?YSX$*ulL)vuuO#O(vh2-XeMqQ`Wl> z&)Gxwe;3HK5!e}ENLXZ4t@nqa0j@LoxiSY#rP1*$U#`LRP#wOad~wgsV(t$%)+L>o z0UiUs*9vWS#${U5^DmdvT(10zQQW5b_khv|=9Wok0kk7zo#?cT>ce)maf9(Uk?(F= zs#BM{l{o<1*wUQ){Fh*Hj|))c2$jk9H0;Ptf6OLL<{|O3NTE>c1!#eDNGV3sp!#gu z>vnz1SJyN#u8S-Hr$i>}pjFdm;HiavV2H`ncSIiLRQt-3wIDJo1J|t)$?BQjTMnFB zyVhF`u%T!`G7Ym+SaczN8vIoy1FYrl%8K{a*$VS{riEqsyLkL?1iR@57RTjxR^(0P zK0gxBm6%()CI}#-w)J9)JVn|(^FJyhe(c444L8$D2>sXP@L3gsoem~{2yc9N^fCXF zR#nK4CaDDd;n`Z@=~=rbT9+N2>&C4&SWUR?WL9O-SNeX%dOkUi&h+R=-+aI0 z$^AhpH(iBnmyzs~OA&Q@8e22#0+NL-*ufht#(B#2W;nqXFyLRk{_u!5HT3lPH>miuc?ttD6f;#*qnn9sy7G|F zVw?x=5tjI81?w0irE+?h>%q|HRXftsf|=Vo*CSZ<{D<-D-f6?WY^4^>ML*|*h>=Xu z;!ik8HxVi?I@-Hp|5Y-E{uXUnInQ?zJP=ut5}(WmTI2oYkOK-K3bBEpJP-ZGN7#uR z$JGhrcbaA#K*SJEs<*e>`*FtN!*{Jm?tBedvHl$kwil$mTW+A5dcPBKAtEg;QQUmB z+(%3ruhMs}@}mN;7AcxpE184&QfE)a)(z0P2c)~TL?1^F*xm`*vwh!w4M?Z`(|h1cBH}B#^Zp@sxZnP4{X3Q=Kj0d3tY(Vauge&G~#hQg#$lR z;kPV>Dp?^w`A4zkX4}f+t~1|P&A@w~nD<1PDWyJX-wWn<)H&zTQi@P-WM*c@sFKgk z7rMSRBh;K@(Ck_9X6tnl=O%iq5!;kjvsuIw#znx>Ja$iWYmSBB2DO_w8VQ$kKi`D103#%2H%WM`_GHqp%PSIVdOQdky&SwUWmD*U3p8V&?$GufOr2 zWhcmH>;c(e=EOeJJR4ls$J`naC1 z6no4YBs;uwk}?N!NZa}lHbk>$eg+ht9Vhd=!ojZP33mH*p^GLeODx(A@>i$ic?Ea9 z$OnYzW&!ZrGgo_V@!|2R0T-6atu1zq2u`Hr%-;H}yZhaJ&OR@S-}2ct8w>tuK8Flj z9-n@~EAqpR@D+LeDR$gA2FOl)B9o1Z<3_h4mpj&OO7s!X1cH9Hu9m1&7%jKs?G)5X z|3sG5(X_L>{I$9N4Jy7z?!E+He{OJJc5|jNJ^71L>jOjAt4x1Xyge@e*3$ZoFBw0$ zz+^$s5b7xaDxQMbP#P)Th0IGnY0*o7>^5|Qy|zd0i>JX_P-DOem97Kn6~U?5n`!Zx7x znm_?#jGRPRbm1O~Mjn+t4X#*PemqXJ=wX>H++?$x+>bzOB$~|UM1@$$+r6C84`4Z3>ZjIBEW>F{De~{Va1mg3HVcUJ1-M)s zmSgm-2jyf30HsfJmSG@?Q~EYUNW0P1X3-%}_-xhdVmb8f!9sJ(!4Us}0I{%dQHEf>=@}c6|!NF8)L$@m5eC}e47CkZ+Tnf}a zrO~-XLx|F7d*8qRs#Z8v4qPjw4iaAV7SIUX@mXIEZa%k1bew;nC!QV&@BBH z;H_4o$D8M5x||VLsL>0EOue~W)?F6W#9{QCf~Ak%?bYdLdqoV#pP>*oyf3w1SZ)QzQhoRjHh8hx%^T?Ci;wh5qg%1K65 zz(p-9|LSCXeD8|A^(P8IpQU$`t-G&zH=H@v67J${KluHLJ_@Hieb6Um!Yk$<3JMA= zhiYS(>%lrm94_KZNpV2!HfN4=XFQLpx*)zqP_|4ylLi)0tW?(x6yN0{H~(aw->D#p zgzhm2*B7x$>tCgdY_Ly4He)t=j~_5`s1<@OxB6;Fn$O!cR#>y zMAJh#cxq9cZ{_pr>ruN?Y)9^Q&WA5jd;kE8OcY&-cWvRUcJY6pvLzNs9lpCK_DlTP zi|(#hxu%h4@!8`0Lqgn=6D5Y^uJz}OoFl4kon=g24~V?L1J1~>V3MTz7j`HzhuX9- zsRtBnO3zdpJ$}M%O|RnFF(CCcFZzpCyy+b&>rcC$?xrl}#b~5>pd8>l5G^vjc!9V6 zcKBse)ZIv9l+*j4yk1sIE*Jn#UZ zbozn9Fux=HHwx)M2W#r=ock>*F93XA;Cv|ua1H)r$M9$Zc9$G(5AiNa5`YHx^ic6Z z5ZI`^1(JS4nG{_QnEw>m*yVRbg22|`1K^qcr}tz}lPE`+q-z;tlW!%4gxf zfPRiJ*x{Q$#l6Q5v=mdKpz+^?2(+eOX8`#6>&VRFPjPkuF9UiU&*t=iYeODTx!{k? znfUZDs`l>KhjjzIjgS832zL9Ei``nP+N8jzlu=VWW@NvnwXf<^*lXQ~QZvzMZV11W zuv9DgB^J4FUhZTVlEUL1kPV>pi$inknj)@>CD&lj#Ao2NQ2QjVKlswv1Mo}Ai%t!x z03fr2CB4FbVCn;j_#QZJ_-2D~+%1O8`g}Dpxya{7h;hjYY+x`L8QCB#hnAN1)hox> zVdjSbn*Eyz5~hy;@ZqLxIIMo#RJp>^5Ksf{PR#H7K-7;q(O4^W5(h8_F4QXl#(<;a zu}S@QOGC~#YB@16v7|gECfR@4a2pPQTZiC9JqQg#kMG};d~&DBaX$2jo$iEU_lNbQ z7?Od#C%Z!~yXe~bI??wc8tnMSwQPwGjr8YMgwnrfSrP=adq7+X`q$e2tPpq)LjzQh zXJkhCM+N`${=eV&Us?UHmHfYVJ^*@oQ;uB1D*$8*uQmg&_>nSW@dMp0M^vEAB+ja| zd4g>+D@sVm_x4mXLC(bWe@?sz!dr+)EUm(u`34tXbsvBTy}lC8#)>|EUYIpH)eKyr z0S6>6-YIX)s4g%*eFQlN2=)B{cfsJ}-WM(_5VyFt99zpprk>lpi|@GYaAq*GVM|jH zSMVv#Z+G~|nCu}UKq=`Vn)2m+KolPOSBM;=YzZMBIp4bMlIeRQw^rq$3pjtw&ZZte zYH-~0N8Dm&h+}%3{^#5$(HMVei!mNhi+1b@wL@Renp^t#Jqkf0DZ0bd?CEBMzWCo z{(ABL&00^4B@Vma-Oam4J6c$2>41g!m2dt6T4E^oW~%w~T*BAe)4le2J%G-%H=Q3I zwOForM76195CD=Ipdd>JKMvZF<((sXZ2CM78$oBu*!sPjy9MewUzaNovNCPVY>m0u z>n*nUAezlKxLB==SqJvN#X`M+2AOq$pP(5ERLfg#&vbbK);^*^m==zE8RPc!oDp~d;QfO&gi|zu;D3nk z3t=riK%wy&pi6VlT=@XG(RZ6)_k~Ah?*{4?QiRM}6hMDon)k`DG;%rZ+uC1RcF5Db8>sR&kpT1UmZX3X`jW?2 zx=;pK<~X8hRtnGw2oRt-a2{F|Bjen*`8V(=8*{Ldo_hZJ+PNYM!gFu<38+@p^K4g} zN(7+n{xbYJMg>%P%>pT5(Y6g+w8VVQd5h?Xgd%k&Ul^W3LP^l6z$KZ9kAk@vX=pkV ziZ9(L@(grg&+#t+ZhpZEkh5s3GEbBs+~P9 za@(C6F3jwE+j7VZGrA3qYXRyVG>R3U`_akYWSL4XCGEU0au5Qb#{f%6jdJ%YNa{J< zi3nz3)p((%Tm}uinZa@jzP$b%PuIyWs27t~!mYbEq0y3%)dX|!BlxMZpul`@92ChV zV+5iDk8I!Dt6l&H*yrx*;F;V%G!sI6RdJGBRSoqz9oLMb1W83dbWPkwysv*~rvutH zoAB6hzy{Mhtw4#ERz5L9g4Dn}u^gkzjrS=e*X}#e^ru|U7aZF}=)OEAi{4~pJ7a$| zxtWN_UpG9FuS)l6*S#b{L;zjDV7CYL`v>SX0FI8W;RB?%*=&HDC(5OW-XxROD*A{Z z3%L#d?NpiZLu+LpP)H?IW9i_f%loL$L$3$f6dN800GWh{&?6iG2PqD4Cxs2-BD~sb zyO>VmOIrfnk)(z3e$bwBk7F~mro=7DeKl%8a|RbMZS3_} zfXx%p>7A#-3(M24G=qAYM8i!E^v2Sm%kRTFyAUOE6;t_S*Zbl+EOSR??R$qy)Y}?5 zLsWTcMztDUiyb#d@_`-&(LwhF4YDE`01rMQ4I$>N<8dcOcsz+Bw9Ds?g(jW!yGgMG zz~36S8LJhMPXiy-0v(!+j{^mRN67{Nz3P>JL*IAe8{_P=T4<_gMB5*=Pwl$;^emD` z3{(D)U$3H~vU1#-!nd-tQ4Eec*G2+b55VB?Y@?Hgek_TY-F&G4!71O9$`8h9AqKzs z%NNm&fphuBs92unl-#Fv%hcYk?E~q%2zG;|GH26efw_@~{?oe9=M->(pXLaL$?94y zYNbA3j>xg08l2gdv~_TOZw@iX>9Yo!4qw>LP2nO=0Dx&5rW0(bZ95U@#OkMm8MT#{ zinci+OcLBv;jv%6xT=YKwd)+o`g9Wa9Fz9;C${me&hE0q1`Uu6^!RiErj@hwFLer(#9Zv#th|e||O6HY> zZ`TU(_d|h>hY$bb<0StrPWX;%V*z(kb=){ zX*w*TT-7JmmyGQ~JVLl`54*`Vg^_g-fev2o^`ozWl17JTs!D=6b3ri_)<1>!P|r#C zg>yj$o?`6=bWfwW5REL-PlIOBL4l)Rp6f@F;NvNtlOXNXMFQ8J|ORf zrUc!&P?_#*9zd*&vfbohh822(rx zygYdmAU>pdY!E**4ttXCPL)5SuQfvx;4anh-c&CEr;&-6mVI=wO`JyK@}PtnsRZ?m zq9ST!j{rat6N`3*1ZKslh)n2K=Oqv=I{KtOC2L81+Yvam_rhUCVo?qYk=KdvaVsxs zi1Lm><8ZX^<|-3WkN1rtquu3L(~9YpLiHd+M@%p%U0OL$ZS6~D{Fo~TH? zC6Nd0&e-s>jImAZ>$Py?;Ity!zmA#orz%1h291nfmqGjc+YSbl^biDGE6 zPalt2SQSi@VbrjTIEpW|eF>`;<6E9Fj-My!EgMN3l1T~N2~E=Xd3yA77;#wmry1wh z7J%0hdG)GR*HF{vX;5&zFZw1FEtif|nVVYhITF6Wxx8GOPjta7lEYX0qR(aTBtEs* zFH(S>e>K(V9W;lZNEiQ^#E{}tD*IC>{|>6fS|CO9E;ZA$B!zYHL>)_SSXjm9Y z?)qBjDFk_kPa@l6-o@{yF1Jy-$tWj%iWgmq7eOqxQQ$dW6VgDC7hL&c*gi!1wf3v8 zC<3F!#HLT?m~uLO?Nyfq?{AI^QgF6 zS7d-9;Kh3dQTYNL-ITP#G=R-BH$6LjLTZikAwn!GZlH}-?+0uB8lL8d5EvA?0+7a( zXZ=3c)TR=;+kX}P%yKLC^7br{I2&n}jD^6sysa62r$`XcP9_c_?=8oKsLykeNn0-a z_Z7$zVrdBmp7{eQysD@{M$GP7bpBlCWjrG8&~|^m8F8_W+k=x)CCzapP8M1iaV$?6 z$}>ReyVgr-K@eub3jW}NmjL)3@{^DnBQlb2n|_>omlO6FX0bB{Fl@o`uT$sr0z->= zj9erF8WUX^IFaMZ;sY85J(`gY0BWKptA&hNm4TBz2x8GNlN6|iL3X-^gVbctBIS6z z@G=SH)f!xx#`@U_M%E$dFBDiK_983F1i^TJu6~;r)MiFo_tsL=VJ@MJ6=Wrd>V}!7 zIfM|#a)O9qz;0pw!9(5>l9P-uj27bRni**OC z`_&uO-Hw%r&5The;_gtVgCM7!`@Ac82HpbE3JPj1ax4MCS>I^@e(6z(7`wl0aS!&^y2L$zt!z^RI zmKhXGT2^26Eh*qq3=qzm0xY6@QAONOe+_q((|m)D!gHO-GZ#gBDzSxWQ)6hQO!$QG zT424~wGI1aY9CmQ&EvoV zMeAh+&ZIjKPc%EaNosF+KL1<@Zi-dMYxQD*y+FKX=DgSzWi0C9%Pi%Uarr=9bO45h z?Bo+MBwn)+lz-cK+{ddm8wAPnK@BiKfEzBF6y3TRgzzyt=G2dV*?lN9`w$vcfa8_u zD80(SWXx$e_P<7_(0U1mbrNS-j%`r{a^KT=-A@87%6|?MrhC*fDLj#a9zJy?dGHK! zb6tY?ASVGNw289F=-u;Xbmt_+;a&yErW*J4EyQ%7SC@GQT8Y0PJY(|l9J`B;h6b%k z*{i)xxJ3_LAcCAz${m;L1CA}3KvDE=WxHZRIKoh);zuZVna&Cg%AvouJH`qE*axMS z_VLAP4njXT=rNvI-Qf!4njB=7jT-2*=W15V4DREPhH{cuDH?Be*Z_*~hP5FFaD^%M z$}Y8`A#*>`nl?fedrm<5xswHAzW8EdE^wIOb=irD$mW`3z_by{q|uy8K>dOdJP}bH z@(OVP2tCZ#B9ko%@qs^qW>Ml7aEh^8CUpQ@IERl)1EqP#rxhTfT;c9#)5S=6VFp?G zrKPD6lL$ji-@frb-~Or(KTK{^K9Zj;THq=Qva4bkA=tkq{Gc`Jg0cS8MpTSM;oMF@ zmC|-u(FSQrgm|OjRULn5g|KlI$e?TpLGW;m8dk=NZ55O{!7nvKesW2p4XZkjRy`5h zbqhZyo%=8dRRc8Rm8NKexw(M4NhUe%X@VN-hC?gU;GK(#Qd<&{a2do1QzmL+GTM{$ zCn@e@kBtsPv1gm|2fBW@p~HGRrQYE%dy6Nvvj+lJ>JGiUcTtXc+SKw*2x3aiQ) z+0T6MVrLKOXf^N*{S1`t`vgCj4!-Bx!_A~K>f63cTt*S#=WaGwWccJwZ3Qda(D1r3 zN(pyMTv+*5M*2$<)jR_N49TBFGvdJhn}6 zRI+9g!eLTH+{588Tm>9N{|agtmCeHra+kn~G~9t0M(q40cGLj!7tngDgL0yZF&6_g zs1muKp+q)-ikwDvPGI^x8ez)U;@RiARUopfR$>~JTKpZMJuBEsZ@?zO8yXgtLAL1k zvFLhvw-i4Q*VO?&Qd9uRM22xDA^zLM9td(E)&&BQn3uEOZynW9!fYXl0|m7qI7(O!;{ex&nb4hC_3kHl3Su25{W57sHPm_a*wH@GXRmfZ^PkF9iYR< z;^1o9$>GSR4{uVvqMtx$lT@;!ge=M@JOdi|>xaHHM_J;ocD+PJc^Tj{ylVwF=+(BM zG1$Jt!Txs{WZNOoKyKW#9w)R9 z;t)4wHoGK70a|bxaW6VI9}>B{)^-pwqy zRk*{aNB%2Xll^R<7hDO)43|`6AI~X!ZD0|_ZVPcUI-4}9_jim0Qfnjdpc1-3EM1Xj zS)DNs?$(upjck`cstR3s8vJSJvG~Dk&=ON#sNyn6Thws!78LWNjE$fKU$6i9aYXPX z;HxBbf*wnW1qn<13>1-sl74<4n*HR6PASOj5T>Trl}Ofe@m?`MuuVYzqo^ zb}S#x9H6u`{jFa_|2a=hc*{GKCi??!&{SI^GRf;jw?!XIoZNHy4yP`LZEK#*UozEY z2u8Z`09EFy88NjaYRlCV_{A`JdjVB>a8}26Rl>(V7hT+4wQ60)baVd?WoH%DRvT?? z2<{a30>xcQDH60$+$~TjQd|oK0>Oe8cXxMp_oBt!-Q9|xd}oYv@n8NIxlS_n-0NL3 z*Yh5mWRxBs_SeF|ODziR-i#SY;LNxNeMPQumqHUcJg|-x9DIcTtrqGhz~*lV+Df%> zR|iTO>2K0)I0ca{5itk6_V`HsjZKO#hhM};HawRn0OvymZ%O{wXL}`D4A9sKo>_#J8sgCaAH)eq@ zT$`cPvH0lf#QEVm?Z2`WW;*LWch8@P%l5m>a+SLy9i4Jw^+N3V_+cwLFxL!Sb0c7x3ixDQnHbv|z6=;QC}0j*Ap*Csq1q_WO7Sd0;cKTe9PaL@ zhm&21vA%B5NH8Hr0p0UJ5##_I1SA_nN+t`;41QdDvpl|FJm9;nnL_zx>xmUWkMMd& z0OA#NV+KJT0wQUWV1m^F;#NiDQLx8JNk3WKCYFJ=ndY|-q}@T1gO+74nf^T#cIxCQ zT)#EQ+_OhD=5yQ`^tqh?jE9;-W4m}qpd&6>++sy9-CiED031)UciHdC1yp=ZDPn!i zrl{DUf0-@cD?SNS;aVye%bce>oT=6-JhiT^gz`=u8)o2$==g;bl)35@?ZQgI(JU{e z-G#)6jijjtS%;cOSO9b<+}{3|LMmb21gPKz|qI|W7PS5Gs@M$Y7GnGv4(3_RY@zbB_A*HnXitlJraQVk2mjYBUfFP zZ9^#8zILDe*3kuC;61}y^D{PrL_(=U%vs7s0G$8oKT70vgEyF69{DH9C{nGWZ^Igx zyGSwv*1(*VWNaJleukn@seDiFDXlx+yAf(=?;=9`H@?z|YK%c%-aCf+!mI`js^LcU z86jF}xe08l5;mcRidY4b;1seyQs`84qY%LZ58)?KqT#w{%0RrGCu6s|O1lXR7Z+hc z_4sp=Hdhs~FkM4*(BG}SH^6i!NB4Y&9ow60_ElH^tw=;9qCeTp6ED>sZt zL#WWtv4(&q>>&zkX!b90luW*D?2#~SE_KmHTIZ`<0>($o;m_1{dPn`yRA$h$qzgR{ zXq$sZo#gSrpRp78*buq}#oNrIxS|27L9a&0SW^!@(|~hlot%rZuRTA(Ynw|8NUVVP zgYqvYr;ac;KCBA3<<=KYr~L|Jwkbf(UEN$u!(@=CGMbwTz3D z#Mt$I5TzNUwH&EX4?9|1b-ShxDRP=mDFgBVG+u`)hOGjBc}D#I=mU5@4ijfOcU6zo zAd|Ten5hB-u(yNguVo4G2~ZE3LNxg7HgGMFLR=P?G{ICViy^GAV}-%Ck|*y3itNAZ zF(p7IqFZ5HIwh-S88ua})^VMar8@$Q`x|Hpp_!eYp8X;Kx24NayPz4~y*ul0Pft$V zoHR)U{5K%?83O5iHAI6V;hYWGRrdPLR>As)9T#tR^`&j-D5zb-=;w&GpcGMWFR@Y+ z&_)4L21vW`cEmKBeNS*3OwyW&v}ZTR4Wmw-i8$!hFgDRAVKlAUBqh3a*CSNmnn~2b zny!0pAhv4;n7zT*XBuNpc#K)?2kzn(E^MsM^M!h1W5%W@iQ5EGmGy%nefg~)F=}YgqB~->*o}bBN;1s4u$3qVdr_@dtNv0Y2vfH6;o&I(aJo6F60qUFB&DGx z!IpnQ-bFXTCQf}YYR3iuHm@h9=D~pdwgnm=QYQ#HftQGj)mRG5wAdsISK;k2)=((6 zjPOORVJ)I-G?%TSImBQ5^S-hE4a}Scuv^4c$`B5MJ;DDNmKpyqPzE;g`~PNGZfR}2 zbQrg<+?*&Jx_pBOy!n5~bIx`D={OX^Z?a@ADl_s}|KDAp32DwFn=9rWiw*MwWjjJr|ap_%tCi(@kj9`GUX+NBW98zR_!ob2-~*? zX`;#{CZO^ub@QyXJPdN;(<(c&e=QQ~;dQLdH9(I(X_ z<|G^Ua!>7HKcx~mn3ml2ES@xTH1XM2qBtsnjju!_j_B4}ek9O2&k|^F|JVkjA^F^y z{*ZIA>!4$#hyBl(JUWoXIMx6zfdCRxOiU7!(EUk#+cV%cMovj7W@hJyth{VOUf-Y; zJ$P?-xAgIRrS-cb1_nKl9`rj!qmEvnc?Da{$?^J!y>tPdvtga9cY#Jl5=T619xK!r zUQqo4(P90E`F@dC*elYd%_^ttt}p$WQJpBSkRD4xp}dt<%?=TP4B1(=zrQ0S6KUPA zO#p9vDeQz|vDUuxWGRt`gn++TTaQIkMjff;GVQitZ*=yzn7C2)&OWh>nNq}${k`GW zGMnP01QzEKO-+1fu*-^fz!cHQ!hIowjb1LY>n_>My>m9oY38e@x75P%~V7@)JQJj zLABV}JY)9~I>wNh3JqDo1{*fUI$MrHR||Sgmb{?f=NsvF`z4Az=G~b!jxV1Un@l1# zioc0t+vsZw(ziv#OP5dCsu|iU&72@+fcoe++<}fyNr|Z(U{UdN{KJc%`s8mi`ZPJ z?M~S>Sv8~3EsH}?Dp2~U)C~b7T>HDbXoys2?{&_uxTB*|O8#xW&JbOI3C1jV8Bk~Z z#mx#<9#?FbWyHMYqC$#`c@Fmsj@+OI1d*qavk(M?%~9C1OH5`4fdq~o*}ios?Q!a} z%l<}F%U6>UXts3{D4jMU*r;}Y7kZR0MVY}4b|oU%@Tz@1yFM7HasFOF7venbd3m9z z)~Xv%Vy|j3D=BnuzB_pKl3c^c`xR)9fqoTNIe81VS`m|H2 znfhb#vAo7|-)?AZJaOe2z^rkOTURJ%rB%V!%PFd-7Rt~e`C%Y;JNZ8=-2DCv+lTKj z8mp*+%+=9x)Fgr$3bLwNWVUWaaWQPCsh^@umOsU-FTZCAx7K#;zuIvwe6YSnez*t{ z-HjwXHuYAjm?`=uo-$jiPj|sK&$({%`HM=9OsIQ(zFV*0RGAlhaa;zODxuTW^=>JW zJlzLYJ*=gRD&gHhN&0LVa591>(9rMmG~i=W&t**y+w9ybBt9M&M|elIRacV_Re`Mr zoP;1@Dy0CO9cvlrrsH!;PtO0m)$aqf(6y?`%Qu#Qn`=ezQ_|#MzzivK$Mw2Qft^E> z7{_~>kz-M1qZH8+)(%|G3z~9p+Xf{`fe;puQI$aoMb`2Y;up#@{2RU-&gaBNpJnJ$A)>3Q=`@)etODuYePPs5J#3b zc)gWX$9;`5XrKA)yzJ!L(9l@)%8CcyLzH$DXQ;Ma+{1_#nwjin#pmt8PgmiWxHq-}UVg2fs za56p=O%dE8(d4N&uFK4(0>D8li%OXBBPnUR~3VC-&%_Q>GeztdW>-Ydu19Yt7vFR|Ri4$meyh z(VLDF$Is8B-e>P$FZO5%NGlzIcG}~25!43P7>5=QA%YTe_Ztr)AOM5(Sm?*nW*hzO zSzK+UzT4X#a<$RDUuQG){f& zeVJ+sZ7_?u^*(^;?pRQnR@)at8IjYgH1_mzh!9ksF+wL#Iok@`*kbVT=z#1}87+ru zrdR`cA&Xuuwk@vOMSOJv%^{sN1w^ac|H#L6zL5*NzI|(#^?GnEzw+q*GB0bJ`h=L# z@~N(-#Z|RuP&QOhegZUZ;rVjIyX<~OpnLz#2>R{%Uulhra)JFRtZPtS5^o~6gXjl1 z9UX>_SVo)-4aUIa;OkMZkY6RUKuEOHt7Q4RRU%keHTJ6}Yo2_(ReZiyeh4@B??BlE z&ty=I>AV4`+NiZ`sX@}^WU;a>m<=P{`2}$vw3?Za)!Wpdn~y%#W`K1#v4v~7T$YiE zBEv=Drtpj(EDyc!&&lUG4gLN@S*xLi2Hl~QkwHe+F(xIS&1a6aW{5?aex9z{icOxKpcdOoHWULbA9GP@IItJWe39}A3kBb*82P#G9lQ#@K)0cXj9WvHg z79dhp%6>_t$%(}Y7F0;np^|%C%qepYB&U6y!~&ta(vs%_p-T!*lvirZ02pHSSN?iye&WtC=NpQawt|mnO8WG7FpSD(#L^0(k~l z0&SL_mO8C1dHH!V?p8JSLm`RcXToi5qe~wEKbbEQ%2#P?_c&vaSU)|Q0k1GHW{h70 z`B>z&%qmXC``t@DWaVUTK-V8lY~5b{Vtc5fRQ*j&DX0ym+?qhWNt9wd|>G2}-#8q1Zt&G4`vx%K8KHGqxX} z?WHQb1|Gh~1QK1_VAaNVv~JqWhZ4eR&DXgRMGqnXriL7gB#u%SD#F1|j&PScj$r(g zsay?S5pF;U=1gvu*ex>Uiu5jF7Nt9oknNqRZ9A2j6iwP~SXGCeXFL)PfP_;sdS3eG zwmE2nWEEw?fNf{~torpVaJRRlu-wHZG`(Z|MptN6JKnj}!V|Tl7BR~^iuQ?`F2yfK zWeqsDb4@a_{C{462)?H>^Q>D#f>@@eaeVyPnZDt%*mbSU&3q6I5X6Aprm<=*w?P&Q zbU7AX{p8n4n^ZJ82TlusEdL@5ypWVrl2cj3E@ozqNsD2FonTRJoiE$h9$oIYZ&a(& zl*g_>rZ&G$5+jP@HDKVaUh57>6Vj!HFnrZ455w|u# zuguI}B6Pp+z+9|>blR*of1R^mXJ5WIE4l;CkK-QyQ=yxij*Zof>XLT0mP-wE&KEB) zu?h>)fnyHVwF7%?kiiP_pRxUy%rL#p*)7tGzST$Pcs@#3aYXA7V)O|=x;V(Ek6pTtDH`o*!JTkT< zI;CHR4m3?yzxS`dSSQQXxeqqWE?cphNX`Nvt=!zC&e{LY>Fb~NGi zd^0b9&0FRAX)iHKv$@{(jDTPwA8cYx9^CR{cPr90&^bJ2cRt_x$5~E(2UL^|Y)(0? z1x&nsu}h#j9{*&nR{d1oA(BKeIj)iEqb^Nly_){21oRH|Elu_=MT^bZAAHDVK!LFr zjr)6rq(LdQjx$fl$Kx7?B|SN}BLP+aN@tztY7s_k@Yv+_18y{mwW@vdjBJ~#6~rJj z2cN7m9*z_&UEyjxU*uc}M8h8}YR|}~*j7p?YJvJUf5bZIQ*@-4%H|^O`w;rM#Xey*HIU{)`F}}Ql z6xnk~c4*k$>aXq*e4bbJCa-_8i)2sNv_YU(mT&&852uDiy|H@=Y~h2T`KQiFRN^hq z<@;YBaI80elz-rzU{Qqnnk8{g8xtjeMjbY8TsjmfX3v@?C4Q#0BOZ_;f2{;vRb~ zm*s#ofjn4d9>T!dD3&hbZIR_TIdf>JbBV10dyRh|Q?x11>iz@JAKlQE+yT^7y{kAx z-Vw2l=;g_|r|5dc2BXeP_5A&o8@a6rZ%qt-yq9^*Y?w0ru{#{m{$%>ytifizUAf_8 zk#+g*N71b>$^hG(g~V(wu5GvAD?u?pUO)Ya1y125C4Tm{Pl#|kkU(cHwBb%pzB&PF zF_Kx)nNq~Dz3eUJhy}L$3HZr+QT1-;y!6xHcWeG(^b^vU^g_D?tN7`Bvwn27N;AU6 z2B*rR{3a`!8a}3C)$*9M`Qr4CWd@oF70Yy?TJ~}4+V*j6-$vdq4S7!YEwvdq*B3uV zkCDl>N|MQqu@HW%Kcm6qGT2%2Ej0g`GED&23$3FoT3N z{GP(Ce62=*&UV$5{Q!$vWJX>JYvv2tTv@><>~g*G5)GwB#CM1pYgM4uSBp;x^yBUi zNoXs#aFdQ-tNUVz(27KMqrD?GmXbvq+K0k*Qf8*GZoB+s~5@lQZ*w4uRs)#0Nv? z&+P`*b|T(m5V7w<&YgtqjVIAX-QOyu{s^ggavUM-8Prv6bW5oea#B&{4KN4_0AnSs z6&=3jQYI`rWP}uyB5-$KGj!r|B+VgSLb>72E&#I1a;o^^Nl8U<83koJR#P)+!aNM` zZ)$sr^_9+ZH>~U_O?40N%*{qJMr{@oqhTlhS>ox_-O$}CX$|K{h*&v{hb90Z8Put)D}?PL~o~qn{b7# z)8WdY1EC(i--GwOy_OrhPO}mW7SI4_EILSqqU7C{XvcjDKPs+=Q0nn%CKSq)L%>`) z9l9`}(T40omX`Bw&ToI>k9}yb0ReKNQ64ys?`|DFzV~5q*EQ%U^IceOg9&+=nN&cE z!%d1Y<#_x8Zmr3)(fyBhsfzf~Od0L|`*kIRV1ATZfd#ncB2V`{ zY#iPuixL+?&_s!53D|H=Yn6lvaoIi&*|2l zF~ons*N0k0qf2cqZhj|K*csp7WI=7tGpXmCw7YRG_R>G%^#fh^lrrl$;7MzojuqqE zB)%AmL=9W}?~-+~jYIc>eEN|uy;ACpSok!8hvJH|wj7XYgiS1-F2FfJ=lB*d0s(;zMKy=g{UptbAzRx)U)>x!dEzBNY+j)3(s z-@w@L?&nkO7j^^{Yi)K;-0Sw-vf=;~2Bq6}=zWyH!k^aC>s94Mri&Zket+%u+etf0 zoawwKdrL`+M(E4_2$OpGZgX4giZM8GFJ{3Q%wh+)BhoY%t;Q>1&t9G{A70CIsP zOzyA+&)|W{Aly|G&Q8t>>W(24EOsix*3=jHHT&MF95@a#U-vv~pN+xNnkUVb)?9`B z6@gv4aSwwIa1mc0!X3p`3sxO-u!!&EoTYwSe|>;I($yu)$8Y`>jHRO9v zcQ$#`1&L0SBD%trDePCR?9#Kt_dADNc3n4o)LU?$yN5e@SknT6>$TQ)?_YR{Ha0b> z$bg0Y)$fNNbR@QpI=;T$P&ma7V_@3 z&kdB#SHDo`JlA3*TqF9p?)O3n{0+P9NskisD%MKYx#y8~5l_fIj0LlAqH5EN-KO$< zqV@rTZz9q}7{88ZBwpk5f-EA?NkIuFx!Y4!Hk*+uy$$8>qcSS67e5JSxk0Ec;WvGe zB6fU#8?be%ZbD)jH=JsP`7OZv%_^-ykYU};8qh;I0Oge0!<3<_ ztjDSF!S!7=LNcc8j>HxQd)b-|fW#K>#%(=ML^6wC>%3~DKV%=}&xcy+K#!2h!p}X| zfR#x=66irZ2G5GlF>JE)TmeoPERYQ8cjB(d0yp4Mx;U&6~swmseI9>0v zSuANu))(3v4CxfO&qb))FTkq(;FZg+?ZqmD4H^_qt*~uWbb|{8ZyeV6G4un8AwWd- zd-+cO>{FXnD}N{5M(QV5hQi)gB#CC7Gci}U{&DXtxC;@OB~b$F@1>Auiv(Y`YnLI$ z2ShlkJ;uGIEvY>mqIPGGvj&D`J)xyB`5*^l_Dn#e*IxF>ADPU0HvW$xBv%kM@eYO^ z*}eQ}4?)%uAM@m-z(01KNQ{;obH8be@6_pB2&6j7iMAr`%TjQw^ zN13KY>qwskn*Vi*GU~g}&^aTf+qitXDM7K%XT47LeB~wE$QEEa~PI=1PgrMRxAxUp-ql3}t%V89Y3-Qq47v;eP0NOawxL+O`JtNrw>GICPq@ zutv~*sRY0ZR7>6(E}6n6a#%-P8Ulvli}`Ml-WsRrDnPb-8$^W#zRdw{!}Bt_y~R?p zLBH8f#criTwllZBvb3Gggx|j^pJ$u`J*~8URHB9hsq7qxNbECzS!?3>>!yuDfR`cH zgg9!6?W^>kkG~{(%MubzryV-EHv)RDP{rXEmOn2rrq175iV*SR>!ubV>Xv7$EC+O^ zs!ZEk$|4m5ilct0AcBzz;&x*$@1ehO&Vzj?{q%$x#qArC1Kq*sY?7Wll`64AY%^&p z_5{IbOR4OUQioybjFnkYf#!a*c;ixAzh?+0AEDWF2qO~0s}JsAB7f6?5aa=LqhuP&ARX?n6^MHQP=8u{UDAn>y?jXLo2oIWTO0K@ zJRXU>G%Y$}`zJFs>+TRQhF8ALZ!G%a>gG6+D$4VBJP%343$x95giYF}0offiKSm9} z6>+3pPobEF-G28$=dWj@gS`+Ftf=gIu0$&ZA9J!Un6evOu3W|JqoTh+vG8XO8wO?u z^Jt6`dc)j&u1N*MT&UMymJo_MT<GZPv z@xx!mF>)f!S1%+k4H}-q``%`*buaLH7huVPuvaGkW(I z$Y7zhr4<)~yIv@?Wq|LH>jM%qdJkve z-kt_AG#BoWnQmaqEYKN2CCH;0n?zeT^+!>myzIZZ+j|+vf}Rn@_=f;CE7a}WF0PVA zYoj8mZwb{e1dzj>}WYeK#s;o3MoZNDef{@QJ!Y2H0z2Mwm#9VjMz9YBx+ zh)GY>*MxUjxcc#!y=`#T>sO3xyjDZ#0C=Vu$r1cu(!#~#(ovn8yV=I}7;aZcc%R8_8V zY!~z``d7rUA?SwOCqWvHG&H7-q&H3awH1Qd@GC1j0>s8X_sZu_)xPnQ`2H6H78Jq# zG;0D@wr;tW9cv|tYX2f{jx?{An7LfZFV*2)HI{UW79ziUWa@y*kany*&zIGa_;&h^ z(p&>v+%f`*q&C$qDYmZv$)bR6a^L?8J#j$<>)6wQwh}=c26;_2%BE|=Yxk*qHu#Z3 zyg2kuG$Vv}T}q|~QJPWfI=z_f^F@BR@m(rT5yW%vO*8*;GoEvca;>?FdU2s$)Nn@< zJI7(@$Mvq4*&FVLd`oyDss2829JgHr$>LqHcm;ia*3F*`|6(d~AF|J^qJq5KhD9bb z@q@JM+KJ`+{H#m$vt^a?-@oM7^j;GQD9#PacJ>AS%hqODrzt)xfYE7o z0vp6|e1D*SOxr$;ZL}G0T>qKM0SHeiM(KEa>xLUBz*~5Xl@pyOBUcA#;f-%`#en6Hx$W9$?-#nZmSg8Bp+5L?Y)9|y-y}&-L?jq-8P0k zIC@!WCE&U$6-2}&HyGI_@;IKY!2E4NkEXV+L6|PC7Et+fFO;sQ`>*$=*(7jaPPe)E z;WdB1W>H}JDbj#6)7A~3rW04&B6WvVV@G4iH9Pi%M;>qG;X;JaC)Wg@NAOee@9~l} zBMNJR1=u$3zA|v69Vm`WCp)$&}lHI z^gb{@Te5%nOfAJ7PvL>nkGk#q< z)|;$}j(`&qKUUxXmBQn3o3=7^oqq3lbM*ro@7fNJ1Myxf3gb$Y6}<53g5PBqE0fu5 zeU-8IhQ8rypDEl)`f^LDsq9~|gL#m5*=~KWuxhV=>20vN>Dv}o%D&dJ%|C3NhMr7$ zBw+oelj1zUakgW>^~QP#a_WEsP`vA&2P#yv`DV}EH)3vN+Xh-e+)Yg{%SU$1LWTw ze!#f&R!*;}w?fjUObZcV5!Gdy%^Pc2bJ4@Z`_Z?Ky$C{s#^1YEI{8C)&@AE43O+_` zl`}x9Mc8i~RVB+$JIrjls0_2PovKKDe_Iff^cgu=fJ~ecvi|O%sYze; zKC0Zv%<)EAostV|@3#52Qsi+A?~Im>a(;_*Qdj2@0kWFJ^47pzB^qATe-q4uCW#}B zBdE-;&(a`RLwfSGnmdp24NQC9j-^ii9nY6HCR~%>crM${q{WZs9#j7K|iVra&B|dM4S6h3MF;jgDN$jnU@O zQ1!9a`RPU4)=v=@B>R7FC0R(GS_MsQm0Q0hr9`(<2}Ru!_Yc{7-eHdk{Ai-}5AOHY zYr@7sHHxXUc&ib#AE+7%_aidKxE{jU>-V^fei5J0fpO4;8Z8!)2z0)#QQ<|ri0>j4 zss2`lyZa&A(ki$U5)Hq|GsSrP2&vslR}lMCYX+#v7VqY0_d|pxq}gOcsVr2)UxejtA?P*Ez2sHmBM`{?>F7?>$}Em4yuam*OW;}CRy3=e)4rg!`;IIfam z%@gU;+)s!ZmCLcq17fmJn{CzC+j|hEc zc?hxWlXgH{K}PkXdnSI6(G}<+;(>!J4bE5vAaIsuZ^edgK=Wp&KK!2a^*Jq|tfyMd z=a1J9PbEw(;PAsdBrLPyj=9kqDk%D$k6#2g|6m_p=N*B&z#q@C%<-r$9jY2kfKQ_6 zbN#7pW0e93Qv}~H!s27ORlGi#WMv2Yq!_QQe`??9G{If9UtjgKthEy=hWYt}H zsOfY6t9;MgPG}tL!{65M_4tWGNQfb`;|;BuOXvfBtdrx-vp;n|h6D=zyN&LL{By7R zZ}mn@kYyboIJdW7=edjK8Ns{DnXc(=m-PHct_dDOr2zuVx-9MdD|yj=zs!tvsf2z> zoUMAQPyrpM+CKBOK@N^9uwY5`c9qRKSKj4@GL>j){Y#fha117At5>V;4E3nSg#R}V z@a0x-Y$XArlA*OR2b_O4C{&SvTLX6ud69TLh7|kuUuO|69Nf@%itqEq>;9^q?Dq1( zg}^178U~QllrPTqaX-HPiqlmQd%wH1*>U1`pVR*mLdduN-Cp>&Xk=#QzFCHeEBs!b zxf?rqtb2D}Al6s(ocpC{!$H4r4H+xUFXd$+pq%y!Ur770t13e`HqOO`Hy(8Yq4aIW;al};ODeg*(8c2)UE zw1W;Y%6MZ$S)4Thil^^|3XT8%TW`U}`$45hkqBb>v2xb!86yOOT7Emfv+EJ!<3k0) zdhhD#!-%QM^;(2{u_X}n_RbAjMC2m~AS~eY8OU^NfO963@=LKxY4N>~$7mmw9mm~; z8&7mQO0x3-N&Ka=C)obiFHLGc7`(2DDdWkJJ{*T6JmPz{8tdegBJXMEuEkJbzSFal zcBBMnS|pFMSYk;`7L8!9pSw4ay+_qVK6mRZudEG`t_!>aE--=+Gb{|VWc9sDo7}DRxABab`}8EwS|4?_RQ>&C>GF->;KnHnvo2qRQz-F@ zfe>&!?_B?r6~UbwiawqTNZk$bS7FARbE^*A50?#_Feg*F5HvAGy7$~ae|Ed$G4V;f z+T!+@7^$4GxuAX&wO%k|!JHmvel0h6KNv!-uHJ>s^KLu-${=s2<8L8T(Bi(;<`b-k z=CQx{#0(mFTLcz+DUlY9I2CN4Z#@)>QBX6m2$mnSM6DUJJ46g*>D*HhM?^pK4UM72Ga3N|SxPp~V*x~Gp%D?t8=*UBvxo}sj%dxwFs6hVDnJ4A2;q(i^--DOD zCOjg%jJ2T{EH*){Le4auS9|(b4fbw!{b@c?Qg&;i>-Rc$t9alLgr`aC?+)!A`=NGB z-%xmnK4dZ}kqfGI5^$Lu#xcKkQ9NCRbkaW;`>&Blac_-Y804<=t^kL4@FzDyUC{?x~!wsG)jjyWj zF-Q99s~gE-=EQREKg>S!%ZnAGiCiCfGnLLu-$`ke;&{Ba1d1o%%?X6%7r{xUY$ebJ*oe{j-yeSm`&pJa#E|*6D8#I+WCjpk8o!-~^LBF~qGcr|r z2vH|$r+JSQ#fumsGQq3mS1ajyF|tqh=K{3vJGVLLZHD3%J{UJUg2mQ6md9#(1KhSK zm|C4e!KDw+mk@kD{XZRId%pzZMDmcKu(8v?@&^XXjV*HMj zJVR4>$QouP%CvG7KEuJzfZwH|9Rjp86XhT5)=nSQ z-p_vXQRJB{XhvejRY3w9>~0;lzQ9$R+O(iFj#YbPaDvn*zw7&z&eHOFz)Eq>z&+XS zTJ=~wK$yql;eP8HrJ9?@p8-i@SvPgIw&JBkO>|=ElV%nb7YQq2hkbpUOO?Wt%Ib_@ zM0+DE61aFjm~fBBY^>>3brGC2m4yG)cReDEV2$pt^hwCV6(^T!uBn1p^ED((2Mxbx zCA629CYDRo8otfF4Gd#`olrhRqA#;y^eT+m)7wqRAYIqw`=q<0%#{tHr~PrF`-^q! zM7Yl*9Fafoyt4aE#C$QhC5PgnOM+Ci5(S(T>-~apKEa~~`i@ZKm*HzcjFD-B8)x#Tw&7#9 zItqZBi(1bgHzPBUQ*jeDP~Wt|MU`)nghAqPv%sv7qjic|r$gm1KbA{mCIYZaoy917({m!q!y{+i zx9orCtn}Wjjjcr^q5xNo@+68-Q?v>$<(1}Yvj41-$gcdp2$4Bkb^UUe`8k({AhuRo z9@9wC=g(H*KMG%y`2m_{^^f8#ESee(_f6-K-p}mM{?`EykW1-^3tX=7e2FsS$_y3+@gXe?vxVm} z&Tzomdllsm1fbAKJ!riB`Y}2<+jyd13)#yzBnjFT=x{&zE?IW55#O+ zgWe|A^Y3^$$6&iQ&UXBfIasnp=IL7!&xQuZ%7aKkxOV;c3x0kQpEHNFjZH^o-SED( zpm(os9zWMpbUEIAZoVMZ7zL9ac{SVg!|vl&`RM2Oo&mS*L|xl0H_cKOLc8fq5YEdM zH8+r{`$4T{riin*9#J6axFsHI7w%W-0fMUOpIC0Q#ox5*N)2M8aua#DHWs&e2&(U~ zPiHVL)SNzL98*-ig<+<$A~}}~20bWlOCPxbdCkxl4qMrhtufm}E9IFlf&(vt-11o# zQ>*XW?|^UeO8QB|N^hZ=kf2|#b!PdW5)%BXrKd@W{LD*bQ{I&XHtPA@s=7zjbEeu(lhs-a|_V$Jn2*1iyzwYhpN95t_yYv&Y@c)cYUx3AAWN?_yHy2P(F}wms7;M6OgLD z&oOxLFK@3J=zbE%(GvdBo??!Sv*zvjVvC%GH;vG9x5kJ){Pny^Zv^ol0`+-GG`!n& zIe#fJyGT|W2S*QC0QmmMp#86wNw)E(ZXHrWp?A~0H98kgK%1B;*vcv%0wFTsryJI!pu$&!1g-J+#OF!cFWpbKK{ip$orM01#hXBrs_{P)4f)ooHWphOQwe z6{)%A4zGcZ>4_kX#1*U`nJ&$=&rF(%e)9@_co&JZs|Q5Vg@Fv~YU^c3IH_H69-=iC zxV}TVSi`Ew#%NjvKvMM!iTa4J znnZ>t6G|TF%{XeClZdxY!$y*73{A_2x2Y)~_)B=j^HaILXNy+HC|xb8rsO+%m*g}v zSI>mDh`gJDL2g}R!;g%tr8VKq5!L0=KT%)FueVtEOj%U)TPxMXXuZsf$37!{e5QQx z1U+3s_!(MreuRYXT#@aC7PtsZ{es{azWYW1?8EGwdu0KMMK?zt$K0!(XMD(;5SU+3 z;qU6bhO4L&j>TH$qG=6X!f`w!1Bm=J>wNEv(*hGx+$77HBm($453y##D?N z7MdcD6Jc!<*6)qc-dHTR3SM(_64w0^2-E zMw-7njtWCV9Fe}9ERgUf6m&g_&!{{LmIu~cqV;{PcO)#OYSU$f+&+O3IWT-0y|T2g z&lw7_=vF$ldbIi?4>TZ3Vm>-AN^VEo!dV@q`sZT%@?Fha4n#?sK%MGt)ME~Jat zY>61(ge*shO^2XPO4o%j?04aISnEnqwoddrX+4b`O^hPms{V6e6y88}saj)|g&SOG zs9AJsMxu%N_((M`SPK$qP;F)*BZ+|6X6s+{wb2dg8}L zNL7TXDMD}HUj#3O8#L-Qdj=~Ywvhp1Rsk60@u+X07S^S^_qzkeG7};M4pmjc`Tp>} zwT64~m6{c`Zx@RkPC_Bkpf#@4|MZ?48_k}iGIZV?xDjEpS*bWi@Adsu$XltTsSRZu z+0fQtz*hGGjW?uG!;mNui${85LvHk!rs6 zR8eK;wL}woP<|ZSF=(Kt$QZ%#pO}2viwffyauJ+)(cY9x?~rV*dG*0wg?8SCp!;}q zw_E3_XB`nupTv}FuQLYmwR!IMQzRkmY21XEQMyh8|487%Qdzl+ww?M%lP*{29^|aN zQaohm-zh*_<2DiICFgXHBqtrh_Pw6$--^@H2Z3Pkn^^n!HKp8plq>`{R5;wEQuq@w zsvcm>Q|VC1%2N_WXw`0FxVo7bIzk@3hXfjekD527$e#|MG}};L?!e(isV`h(B~Xf* zFYuIBm+aZ=sEoGJb431zpJYGW$@{c$fRC0;n;O;SKUh-EZJbJLv%M|c1d%lTY`YXf zI&tWTm*iRfz#-M&jLT~}0Fe;pUof!p8W_l!#T}cmb8z!^S%i5e76*ONIRC7BJ{Z*- zq?2Z9OjKEq2rfFE)TNPRPCRq?pKpTC?>$?;Rohj;@+slgr|SO!^*{>00}AxcUYIP* zsHFyxog0SaO)t4oSvpe(yc7UA0BK-&@>U$RzB|KiYco77r^s0CU|P?K0HU zDg8a2D!kC1Q3y9$h-T(3T#}buzdiGq<>U;-Cx$Th!iqo$+NSn304i)UCbXB-%ZdZQ z(CDAn$l=pta%}XR962+d<(Xw0M+l*5Y(&nUg-L+cd1HUKY#8d3ZNq&s+-LcgIJ8z< zAcFC|h1DFNbHgzOp^{GCt})Lf0U17laS!jSnkR_x7i}Y_07Nt~AR&nGZ7b+@HTIC3 zKo2E7QxN!IP=z9|3XTio%mAcQ4z16jK44T#y%xa3wPnDBN~|ASpO44Sah~SoIgby& z^TaUxtQOGo;LFZ61t=8~s&7#9TVSOwk{zU;jpwJ7n0f)49}nM7J=f#fRA~c(_Y{*U z#|z`YG7s!SZcwmKa4zMLA4mR;?_zQfpLdtN(}=Z}#-Wt}yp%Fq=Ed`KqbPa8Doq$K zbX-y=htK@Fi%+W-hRJb6`alfSWmjP2WxrDA zP)V%Udxy4G3h=6}|J2ZaBgj`6%5I>p@(q`PI!|E2=PCm$_`V)s2YHuzH`#m*>p32) zREZ0mL!*c0vu6Y;#j9~Y+po+3`_A9}GdVYbl0(aapvph}x$jfT|I9F;hFmk?(&)p` zODquGb1YmY8OCg5l;@Yn&ytO|)}=F6OP@=}e#~U~bn_bNf_)!`P!Oce1V9I1huayU z*|L(PAlwq(M}Rt(BQk?^hYa*~sPP`g6-2}M!#ue*KfJ8tIV=^G1a_fZjSp>)`3%@j z%#<0A&q};^sv89|9JaFx@Tv&$%k-5API2$RJ9j+{O(5AHvzVUrLX0A{z{utU#e=n1@&cYbZJJhcCqJbBu3 z5cPXl3QOwlb+oRL9UF&a=Y|mlrmD0Bao*e2E`41c3NQhV0VMMf#2nz6m8)1HLX~U8 ztw)<}ZuPQ_0nbK|2QY`W&QDHfN!<{(U9Bw{aR~?`jv{C8)HykPc1&yCWJdrg2GT4J z-;}LoS--YNHm@60us7J-Wi-dm>PY~Fwzx5Q9l@TZSf`HODqL&It^p=r1f7)1Ssw#{ z^vVW6$Xtl=uOP1oZS#7356^*yXd#3qSP-#E!%7M3fX|Uq#hf(hS&n5$n2)?U-0%=m z^2YamNT%KR{L}k>tbz^+*{AwE)yK>iHH^H&N2tBqsa4-cLJ;2APWkGmgN{OvswzAfUOOxX+1?EB7VM*rfx zJ9>Y8n+6i|vA{htuu*3Y9@~Ql-77%oOEoW^U$?1uS22fbdGjLgQnfHl-W$)4eI;hC z^`XJOpB!H**!nI)8J5(X@arAzqyR()$O9pSf9^8x9nN_=03PK>#o`Gcd_6#3El?NF z3pMJ5$c1>Vd*fbe4#i|O@j1-Zt2Gyyb60VF2n&rrhn|6`7U(qC|8S_mEO@cVeu=NB zvtS>3*9ZPg&RsBohvTn*@du^1tD^wwROV#_N{!Os_6UY9$MP)uze@5dQa;p62XEZ$ zyzW6fbPt=q7)Vl#cxzz+IdzLNj|irPMP)k&kqQjvka3HP0n{~Fo;rXXWF7!0^pv$7 zoysDvpe~dIs#x}hZ!?JVzh+Mh8UwYc}g6UASQR)Cd5B2<@ioE3dt1@dKg%dXm z^vk?=xgz2j$nqRFdrm5c9^l!tHY!OBo^k%7v0`em@t}~NID0`uR#9(nB9PFKy$Vr{ z0C@<_MJOkawVmyhDGyCqzitt%AaEI?>?_C)g2gl@60A6a|RvT+QzY4Ifmtm8NZkeYp zHQ#ekSFA0TniF0g;O}~YT}r0MvJq<}MLxrvKYh1K{SVgZP|g7RsB5S}(=d<^YsJPn zrbtO>Yi4b?26^*ud|1wmTMpiG>pvivkW6TlzmI_4=1%E+sO{GY{IgC}y)43)}y+1#w&x~3+pxeGY} z=JB;%9SZJHj9kN@Q8YZ^vA2HYTm|v`;NA$}m)d769Mke$d0?DY!j$R9B4wcTvbW6O zw+is8t=84=Fannqz(Xh|LNa;W^~3==Gj1{IhfkkVg$Mxbq5VhY(CC^I?u<0oH# zo7}W>OArld0ta1`p>gEYee90AM1rUfa*Vz0(jZ6g!_eWUn!INj@(CKq>esac`H5tAMkDg0h z*G=)FXidT`!+rX5)yCn9L}<`t6@sY0VS$%;L7; zy+l5ym0q|gGre)FSJ;1xyYeqbyW;JN(1 zPrdg?3Ir(GMpxqP!uR#&imb&6EW6u^CT&Wf0t~pOgS@BAFJ^NJ%@1|&tN8A754>N?mIqce0>$2XU8h0e zEX;G4H@Z@QhjuQ-i>LA>m2_1j--~Mn*F(WX4iJ=V56b)$Fk^ve7$%A%`}yI$tbSf) zz%GDs&P$bP0Sv}-%<}DuMv+F)cB~&}!2xY_$EDSFCsB=|x4i zaSiL6Vqbz`IR=L$NipVR%@9}JV{r-Pm>TtOtTE^-_#XQmo)rL2>+YeXK$!m+qn>u- zB!GdoyRAhTFxx?1l3)?d-XVIGNCDuxvO2TNQJEN<5m?jBYZ7G*R>+hY&#!8snbp?Q zD!@zc!K`cq>QnzM!j3I{?O!JY{U-OoL=M};PY2M$<=-v9R3 zW;N>S4KMl9Bm1?a0z8B9as3q==%QAKtuWD8v?ifekA2Xa=v4fA45jbBjFi z49clz#YCd{#MHDtBMD5!KlX~;<*ms;?R#t>$6{)qOUe6MSTC61~2;NG{Hat*IJx4Z2 z15;Z8Bv%2qaUW{|xH7A4HZH-l>)XYA@Bjqw6o#VM3T@BrLyybz?Yy!?1=o*ND({YK z%ZOZp!sx;?DR1j3li;6E4N#HyFja>vH6Jboz`Qf+Wd z_#Hjj^^`h^+si-!qaCUk3b3DfLX7J3%?zILIW*v5&q{@;)!VvIWv~CXny+Feq3wg=H9w=Zk_crk7CgO!@6cJ9V3PK zuB~*EnAcIshZfAkh@8MsRtWC|5i0P~U6`KHwXOS^77TAxrb%P-w5S_A0}QZhyE|oV zXPf4iD+6XrQ$_+8zeAOMDE|N+f&{S3ySFGGmz*&x07C zmhBa*0Iy5}tbWcBxU2vk9{S-Yj}-)~f|@Z?_)nd`AdPDpO3QLg&$g zC*)u6e_Vknju_xsX}Tq=>jD7?#okFT7E|}i8U*ZPhfd0Udk)Ecdk@K>)93SN%?MDy z>S-TCfyQkhWVa0T$cwJKQm)xNV)b8~a@W(@CjC7f3X%~%LC->FH46a9tl&ipB0f7e zF|8gyY%18$&<-~@Dz9F#Wg7s<3J%n}VeDAwD?U3sdR~s6KBt~q*0Hm?Uq~=F)=*#2 z6!+UW*eBaY`en;VzlNr!EYk*9&AJSQn}>$tD45KFDoHA+aPwS-CXvOB*J!T7!h%fC z%oV(zPzWv8&nU7B}0I zJNdDR$En_YJm0ogApGYFYD3*3e2!=LUc1-;kSZnMfgZuJ0_uo;vMd}hzrJ?vonLS9 z*u~pYYGW^BUF5R^{G(=*S5*AkkJk&whjS(eWW`b^RIV%Dcfyiy^Qo9qqQn)hQ)j zZ^!$j&W$~;ae-x0=~o-GrvmWUw_5YNl_*x;001BWNkl>c@4r0Y2lZfyQAgVSF&ERKbBV;7(jKu#kw@=|F-5v>1=P$ zYA4bQs>aV?#8P=3_RZJ6_k%JzHf?}TMDFSF+P z*vnH#Mhv4-Bh`T&LR$eSjd8kCe)}kh_+C|+G6RElExA<7dsl5OtpdDSqr3Y3We4yM zoIE2Jre?D@KQ=WZU;Nts?El?IPRfnjw0&HDxKjI&rl7oI~Xf_XSPyKySAUC}7R0p)>jF1TFf9cVxK=)((hX zDEQ)B6t6^LlcCVI%`Y$H%7Mc89XerQoQKbx)jB%5af{JL1CJp@Bo_WdYrAEediVMT zf5!*z25Tf(G5x-wBo}B@SuG7%aa+-iIK=hG`6svr=VH^uVdEY=vdx$m&3Yf)&+-8C zx#Iy$Y$3;{i+SK{_o$~PvUYyg`~OHuR#X4rw@J!t04S?#Bh^ zC_t^EZBQAC#~OWrr5V8BxJKEO%M<%%3Z)7{@o(km?%_;Rz}RAM0S^KqfI8Y*bZ-Fo^Ywt^ezTN=-5>KO1X6SUhx8X#dCMb zg~^$MA_F1FoIEJBAQSo0qq#@$stv<(^N!6LzDaTla`lEG z84d~E^hl{U4nn-EU5l+NrN8zfufauthfmcjAj{I*(XN7-qz&94ARO6$hEDjgMf)oJ zLk^lMKVcKV-xz}v=O*O%=y^GDc1)(`^RfqO5pA&0k@&z^ZVg~><6vG>5a$7GF?5c7 zV=f5C+j3-b3nD=R!4b}bQp?Sgxq}#EfHQb^D>e%-k%i=RZz#Z)=bu3pf$%^W$Go7r zc_A@}aLsqU|BtoCB9FiR#UIl7sO=?c$NA0D3I(qz;*x@x zm;xKuu}Cz>s0>{3^H>orhF+y}x>AaKHHEfbfQR$EM>5r>h51>|s?P7o8%yTQSczmG z;`tEIZy!#^`=@|CuZs-?o;{Q2KtWn*h$gR%y?FQ>%2>UJAA0~z)(tCrUpQYw;KEv? ztSQNP^V=L zLWB;ybqKu#%`}Xs3QilWjL6!qPU-Ikk3hSHWi~bH{#I@7kg&{h_G<$>JbQ|e$Ll_E z#FKx&m&%ms+em>sFB5ofwS8h0;MFVfFW>VnJAelz{)s~;3vYaKc3z8y^MG=H_2v=% z7oh}Scx=CnI7`>|jl=Su?|yZ~tf?2|;lj^9v`6daL4d}`joUYCZXP^bGYj*Y2M4RM z7jg$qo|C&C->=FmHXM{m_?GAF)TR*525Z@csW}bP!~qKotNMsDvxRctQ=h zl%RofcHf@E@;6_6P#!&UN+yEU4kZ@6@Lbf~w9G%HxrWznTqip=p*+E0XnHwgW(0fa zKu?E0x7OVYL=6Dl{s4(f0YI#QA{0nW!ilhsdL_um(EBkk7S2Uu?3$aijWle$*qDxw zUXY{b&dXV)mxkrjKpu*zrW9jrQUL!5<3uGDY65vf#au%BpUQthpKc$`yc?VEXzVp2wDv+#v@;&d=IT`2c z>1G>Q(b+!ksUff-WGI=BS5jo$_Yt5R3J4WK&l-z9(aIYafc9;0gY}*kKX#d-im4YnX(cWiT88Y0E0tzu0dnev-)d%R)%f)XZP*J3Wfsb$jXgd zSQvAqp@X+)c&1mf<2*npN$>jIPh>rAZEcc2eD`;!reg9l8l?DTy`Cwa59JjyBCd(( z#{>OGC>Uzjd7!1^=hiY6@51{G%Bg5HriJ_l zk`!W3tpgY8$7(qjFl{$kJw;uQSy=;1VPNEhe(54tzU>!(KMC;g44GGPZaz0iMjeKc z82XA99S0jM#xCrG1iq+Mmw~!awA{S+MnHoDppFJ>lo|l2>+5clwVfR*TiWpatu)y+Zz_JE% z7bGw%yW{*~L79Ls1C=oP+}+Wt1Tql3o_?GHCMA$i=p6Fr$&;h<#NpF&dhCK6K9_q( z8GM+5fQyY;h+lVGv+M%c+dLvW*AFO(3g98F-xx1|JjC5=XiBqrsW2{G?X87;F>WAG z!f-C0Cl0m3#_8Wd%Hpe=7m~q)(zPZeRYRcwV20=S*qQTk{G1h#C&7q;wMr!(8!*B+ zH;)X+#(`cPYgL-VOTy;nYw+kh2KWgCC>V2qb-YKj(1ssr&{7)kDDYtTSX0Qq@?Hd5 zcL`pNb<`9~Z}}~gf*9Ag{Mv^V1Z#-q(y|cX`D?s|S(Oe)7K8Krm~-rWh%ehpg`~xO z!&psB<9%63kU!905Dd}dU8aO_jP#w9ctkk2%EpG*#{3KM{36Kn%Dr#XpYOx5I`2eNJ6iZZwvEH%ey2d7Upj%Qh<9yYEH!S?NY|acjf5-csT%%elVn5{W@fyoqn z0vV_a1YsIIQf2Pr-XtKy{TU8jrgPc(28cD}H6m#8^8)wA94iA<%s-4lB&H*biq#BW zsl6+{Pqp=4woj}Ays}++^>dEEWeM<3oE?|bV-wjdfF}#AlwW@QK=#@6?7Xb&&vUCD zI&e&L-Jn48_{lfCTyEOFsbV&*1mxjj6h{BpXYLXtC&!yOym<)Q+&I)15}WND5Ag8+ zl_LWR@Q~x?H#!Sz6cxVkgh46xM|&FpUj7Nd(?EAuAtW{KlLD=V1|h)X)wk^2Ec=h2 zmHYP}k^6QZl*f*rcI;aSM`_Fw<`F))yxgG55xim7Y#NrUH;f4C?!lvog9-WAS0{dWAO(+odQ0OZZ0}qD0VCUaBk9FECOvd1;63Ik`+o2#HIXxyv zM$gKT(eXfPvMfyv0GK(OnjdF181(fhD<=qXU@V};FdtuIwuF}uKu?qJ3GPE_2|O0^ z?LZq%#o2EbGz6&k%7Hz!%kZ(RU&z@D%w-G_ODXy|A1s=47egJq#s>MvU-=OO(+R67 z$ypfMN3ULL6T}!pNro!Gau1rf5eQ>aqFR-*Kwx9FlyU`yUMhG^K$%^(@fHD9&OYhq zMujq20%%OxqjxqZ3QF~z^V)vrXW(8bK<3{qSrmwvgk?`=pvp0Xu@sYQ`UyJc#8uufdW)$R%skabM*53#K|H$| zlA4>ErL)agFY&&!klzq`tDg7p{K|@nv15rJ4a;vZpJ7o$pmlYGysf1rEfVfG3ka_^OHiEd@b(wVt8TegH%Nr1fdIzm z-~r&h_*qtH93>Lq;h{3&yD@rUQuF(0wS(Yn4#m@P9xawoasWcewwV%;Uwn99!6W$M z>#oqy4c37>H#sBs?>(gB_P~?HvD3b3o)}ru003?4*)iBB+c%HMHJe6cu%}D&7r24r z`MTPgrLVI?`_|jlsUAHZT8wxBR>WXI4CMjJ#+^cw0FU=U-J5yDLKNV+vIBqli$AD+F{^qdYhw03T;2#i zV?LaJUZ0OgOEfIGl_Va>X*BW$e_#WLmDw{Ba=yag;lt}O>>|#Ju=uG%0 zrDXZ@Oc~6L7(OgF)gH?_cy`+OJm#c&Am9xbR6td^f~DMrcExS^yt~3YDpAfkCNX=a z2b_K#lmR@R6Thd_nAFNKBRzWxO!@X;{L!$uhz8v&?CLQHc~Y?~`!0q{tY0%q4#-z(RHh4J|!-|;ybbr8?N#Ahi` zhqh_~J4O~HjZvBpi&|~W+eBndE>rzIE&tg(dC1|%+(HydTPyN}b8<8Gi89wncx=-^ zU(pWbH9i9%vD%jT#-jI47*<$E6cI_-@89`5pOCXI-2nivr>k9yh{N-yB|$>XJ%s)< zw;j(2f-~&x;}cUdJ~b^9vvbD89K5P(=p*~I19c!ogSW1~yWK)-wN#IV*v4}r_F`GI zfvqVWj}-trAXe<#W#O3UcgmO&_X%>@?|Yn&G#b~iRa7jwl#%9Aymy=*K3XC(3an(I zub%si9)Zi!gNHZzwFAcsiS64r4$0>p+#_E-a4dV_U~TeLyeOxz=ftSAxy|wgySB-X zz4m3vNurB6@l7?bamQC4mydk<%b8GFMwnZ$%{}kxZSwY4JYN|zpE!I3L%X;dR}O0f$Vv!vonS~z3JJ4x6WJB&=%V1?QE0oc7$&hHx$lXCGCn(-hc<;yQz1a^kwxY-$ojq>&1t)8-GFQw zSgUPzW`sAEU)0jvBK^9Nv`JS-n}T2;$^j*xxk%Mkv#&j5p2bQ_GdzPD;^?e`etb`! zn~-Cp=d=vN#Ej)Uvd$hr6|hOXiS%^0%eG-Fzp#0z&%!d{IrO=B0PZN}8bWij4KJ`O zs^>4t_u~BXbC60s*x1UHXecFGV^23oYxleV`^O3!-Cz8|4_Mu$U`bX$7Gg+a(8Mv< zx_e=xHUOS)-l=>%)^^hQgU!7pq>a{HSkhC)gWI%LQe~okSy(3eTW0a)vk(MUQ(Ou1 zQf+bFkU)i@parj-!pJ<|UuXBnb5-WbWxy`Vv(wL`+)aGO zV)P1n-Gio#9)28BN};a1gtz0VvW)V+mkRJ$9wH{OsJ2cr2F!%KWq$~^Q+atfr!3T* z^9R?f3@M9gj!GW*@y8qkK*F42S)y1DWHRoev07tY8!1nd{{zb1qweclgvewQa|RdBui7Et3F2hHC&2;K7Rz1$v$& zph0AEde$iAFT%oTVIwnITy-fK(ng^NkcXOftUE@4$9ul?`m3}}fFEp5Xb;y?@KY&) zQuWZ2$K;;fPs%-e4$INA<5mn<8`3RYuLGC@AX?Pe|0VU*?OHb|*KXS&J2wnF1&0cl z(QB{mvV?6AwqT>7CrCHSKsphRlits53fz$6Fc53QV)e1XVG}^eia$@EqoG00k59^x zGvn&v8@(_ULTc>J2v_xowy7+gA{+X8W%E$KY#dr^VJ{60R+0c4sLPx4n~^CnInx@! z9{Q1b1|Q;sVz^}o8AreCS3g_|@QTl2%xF|T%Rm(KGL_;x5VNQf9ff=%4-&=L$=2x$ zvg5w7atsA0R>E)|6d5q#dWA2gbox!SOc~+xrocxTAW?8diM)>QjUG&WuaUBn zpKBh#YR^Q^Ks>*F-l~6pRD}I!wib%>wG6bz9!AgH>D#Oq;8h!Id`E8;lyG=f=I0l5 zPL#a|jH?pyl+@7TeC74@xW)6rmbirx`mw2aAHksEYhv2^x9h9r+ws{`YpBfX|8#io zaNm^xJSv(gW;ElhEtqAZ7>leiDr zFEI|7du`33=y>qL!CI;7fRPm;r;wgXK9l#T)5yXQRopZ4+_`Y@*h?21C$fD&M1J6Z z{AmX80DpexhhHzleZ7|32TxTXazPtL(l#R#GqZUa9T-orw}Y`b zp39=-0F11)%6^sY2eH8q&$|*}hp~h1p`=A6lP710F5T`-1HsB*xQ+fhi)0} zms_shnzUL&Aj8`Nkbq4Ug510vRx1sgQfGUsf|beXIhl-@J!3%wfQRtShxQ#U+z%c+ zghlvG9c_9jOJNC0dwR(B9Xl=e?met!7#=-#O2J%ynD+*jL@oLXkCGt7tWmC8KO#Ff z*$?`J=YjRqd#w7pIt3uTuctlK-7|%_GRntt@NiH`)BK1;?J+96{=GthLujb?0@BKg zHW3!Ad3$Hh$+0sR6vSe0MBbj=FAxvF!xtVNpKTrLSBBJW8wT|KWy(b&_YLiE6Cv0G zlc|om!*D4NvQk^Cr8r%$>J9JxkW7VKH&}{4@$>J{IaQ`eqo0}&hdwo!LYwtH8hnzo z;LU;wlx>u1HqjKD{+V$nMT>aR5)W9n`7Lk*vp9f#_XBAPpS^yhyLr^ zYVN-A7()TSFf*%0mh628LJr>;ludv-KbPWn%(ai-YW#`}J{)KK_Vw(%%!nVr%A~m3 zVc`VN*jH`dlqtliYg93fh$L3ZF3SGb0(c5QLILh-Ua{<*1V&dQ2#UfBqd~)S#LpMc zwKBd$opV9H)I*@+%YCpoH^LN|GgvkuAp-$u@gyzq(lsHZ(Q1{dF^8VGEDYN61v5&2 zn@kG&2<$kI@IS84|n2XejOt+-|97TK|3NI}4DH|)^QJn00k@rsu!I<3tzf#TsVT&1V8 zT|Ip`vIOes*}}EiW*s)r2lpLO2C$CSRt-OS;kDZeAuzi6H8)#Mo+EpJpu)W^1kVzz zRoIEhiF4y}&tnJVD|-*i-TU#(2JrNpVEJBdu#FT#ScUp>qwHKaAXjZ1k}F2~q_3+h z5T5`DSgsLsV~`8Lya157_|P^F&afHNQkTj{BFLlC=eHIVu|-=MV054n=OcXe;OX;n z_|!Q$dgh!gfox`JQNSY#8f-t#WGqAb8~b`>)5w5q9bT)?z%jGUz`$L6m?d~w7ME?T zaxhXkRS8Hf55<5ml_dZ?6gube$@l!Qejk@zNG$;L%M${m$_8*8p-5|7t0^9!Rkr-4{ZnL#l0-JiuDa zK;1%~PgiEp;eLY%1%Ns*JJSfL;p~BIiR&9I!Z1YnG8y_j0rXL}GAxm@%>(K@c!pJzf;!*JavfRfj18O zwHgXQq;m1182e>jgBOO>fu2tNLAx-#LZ@iebPzCDr{88gFSTA?|yA;WGd0lha0zACty~j=q*fMz_ z{|VImANkiW%ki`DvemNdk$-yJ`RAxZ+Xs+Le8Sry9o*9jAv)td=6N|)cO~c z7H(b;h!Zn&@|E2O<%^FVkOvPOkqOlCgZEA?!1?o7C}&{HT56CDYdZyn-*;^pkxc`A zy6F+*`Ekc)rGT#+;hdcnA(}qUzKnFjhgf(JPbGmYmFCGT=FMpM&$sE761+n#5rIuU;mw1B0#8?_ zd;@HQZ7mS5_|1;zu(lrG2hPEFP>AT2@`@XaR-=!X5++vWSwVYV;a5XMf@H!23)XW| zG6R=W6OW(fl?Lw~pD$MS_>A#0`967OP2MBrX(K2v6=?2@in-_5GgHb*HGt>kkH0tO z1e8`!dcd}o0-a2sO>5MX&=u9oOwC7*i{_5GJUc(W7*h*>vV2J1vkchb{L~oZ{tQPh z8&fX_Q(&kXP>sEJK2*A%cj(XY01t}f^LA{NTc5L|u4c%9Sw>V6%bHZ9wSXPh8Gcjl z(&(2*Korv;?4255QiftD&-|S8_hvZ<0AB%}7m}<2j+K3rql$|kyS6 z*x^2q>2cVzpGWnEWAYkf$~3l3|Nfs2aF;R|)Y^0EF@&rFyt>5EWqs0R4e(B#zaS^i zi%Q$5BEHhO$;biFS+(Ad2s*X!ejx>{{#DqpZ)Y3zg2FyYGdi7ss{4F z)aXM4VhZ2mXUDW|-u?RyYhh9XJlw3Wvt54r4KJ5(ak+pHf|iq1WRud+6|jLVE=osJ zlb~QW1bT00d(zSkVS})ZiK$r)-%J5Kw0YC^tnn#R)D>ce%Ul^fL1|$p=1KuGQDbyyVL~}V&02+BeYfR?UDuzvY6Ej=J z;5p8-!~L1V825#2wDIS7PfcqqjIC@B$gW9DnldoSYc!1;EDX;Y?wlT<6w#ftu4(BoUoyCR4O#UY4k5lYb1|c*Y z`I=1tb$LBRhE7tx(%ZvG1Iis82j{KxMgav-K1>x}IC$(dONZQ6hJMi=v6 z@wx7$^9wSwu&8p544u#!<`>OSJU@?g1zY6PvvcxuAOA<)!x^Ia3va$%uTxMLd0OH1 zR#4Z~q3Ihsp8{DG>bU|sGku{JfU&V@%(4V>ql%Tyi1#V~el*PAg{*UZm3fdc?x}TO zI&nFc5!hF~B(Q##MVwS?v#=LLtk1R9GG%fs!{hs{0=#J9dG$@|~_+Kh-KxtWx( z^jXp7T*-zdE(J*b>7K922mk4da^Cd?o6y?!HhJ-NSIRqH@j~@V@qjXgWNEEI1cA1= zsLwh%H>Y3-9yEBfdOACj@b_hH$6;&es9X8@uG z5VXKsbiT~T1n`GRxut%U*0C*zuH}83;GQ_2xo&B-=BO~1L;GJVc zrAKop;Nb+|LtbJCD}&OCb4Z$jzjFoBa$4fUD}SUs$1{+Oz@N{)GdDH0R+H=3DbiGK zcwhXV0t~)iq#tM7soW9Yu5X)Ti|%vdTO=FaP{_#$z3~ z$G$SeI6glG^!)wxUZIg%WDFJFyAYaQ&%4t(1vwCM>M)Lw?Vo#ScXoLS;E^I`lpOs39wTGX_Oc1+r?V1hp;G~rg3BuzsI8EPm(;xHHLC!x4xw|IpK@6PJiPnI4josvM;=#h7*r3`mmhsnKKIo< z+2`<*yz=H<^6C2@FH9M*Iey{`_ZL2U@wHdVyI%8>s#7c8+#xtYutJ3z0>uN6xUql# z+J5=K-+w`lhTK2`Je-HxeLryf3+2`u@{k&|4?sHwLV}BCv71Af!~9~V1i_0ovbLvC zf2_=+iqHS`zQ<$|)^*KaSQZ0#OZp77{zEZAoj|Z}@_FDjviuYSH6D0C!Gu?bf)T&f zgBNxRv+G&88vQv2jFMH{sF3 zp~`b0a^Xe|YbLyVxHl}A@llqm#P?hP$?&YsqKK^7SD}Q!LxC=nNF~lYL(U|~eU6Nt zmlNkMXk9z#uJG){?}+0GfU{N0FAQkCJ>(n`?8W`hLXOB@7D5FHBHpYlnt6UG03J3# z0*y7nN}B|cA!LnVoP0O6u{*?hdHL?X3$a?1pft`Qu zSn>5TAs(L!V4Ns)cR4!PUBETK{1i&~oi+Xko zS)Mzd3G?%}KKU7$n9gPRd){)p?t7>yySArYdONJ>xf)wrnl)kqziGfNBQeQk5JH*r z(l@F1W&klZk>;Zwd+hMd(;be21~3iO0l+@A|Crpr?}*&J`=D;7 z!Jt{O@Ik1o-mArB*)-5A+t&}u_6 zUfCMJ-r6pk6Y*Y4(8>PMEAr-F{o_Io9sypwp{arZE4JI{d5+G(P!DWQSw}0`1+(j^ z#DIZt2{hyRrmLP6=e^VM2?f{V%`;Y*H3tV}Etbp!=nc#a$EvkM#P35%Y=WGK6<2$n zJj{seLA~iwNFDE+@_rHAr2u3lI5bkBT6rFL7Z?lQCW#5km@`vj6Xy-0Kc2iObxmC8 zyt%nie*1^sn2lrEJAe_Yy~T>x$6>O#23CIm4lK;w3^J)aJC(yBJkRIZ#p^RO7)1+) z^EuVuTJ`M;Ye#di^SvgMcQjrkJXq}eO1*akxG|{n{qX<~&;G(|u8>#Ud`;cJKLzT% z97xUm)I5&IC?g=rLhBHIy_m@+&q$eiC-7WBc}Fgo&oj&Bfh*W!vcJK+boje5A}I=T zR_BeY-9})CYqT!i?7Y^7g={a5L0)eY{&220xTi22HrD{Cydb^)S*4~0wN3@ zIe5!?sUz$mFs3$!@(sWB|9w`*XXf--5aIIScfVD(4)m4o@*!t>}rK$B9FUTNt9}G9CIc$|2Yhv*fStj68PN zZI^$&|8d!UA(gLk7TBd(L=nZF)O8zTC=`QGE%1QqY92IRPM(n z<+WqK?050b954|CIJ0FIr1Q!tzf^VOo)sKNbljfWTHeL>JFaZ5P0>3!Wz!K*i`Zj#Wc)vK` zE|WnaG_;x*Gk(yFZPU%$)cy4{cX7SmJC+P6^DxK#K{Ny+SoE2emlfdMe)Ba|r$ZSC zPRWI`hRTc*>_0qF05n*?9@t{1jPoLyr-ij*UKtn;1EH4#>OQZ|+JG0!JW=}ip|iT) zErLH|xWu0Tj4HR_$-QU>P<{EP9@Z6q&O+DT4 z?#<0-Idr;@1$l}-Be$JIYIrxl`PZM3@#)!YZ~Tj&d%M>ERq~jY=FHHFXH4xm@jLUN zmh#pcUF>hG*H-pkQ@{?-to3E1+%?`G?2AIET@BH!XEZPGb1r*;2O;#xf#Zc)aP^jTnu~UBVp{&-AMPxC_m*34lH+H_<*OkS z&;%7Khq85*SZ#5h2YC1&WfCq-&&dD& z?7hkR-TLeu^0wQaEAT$?z@~={>FoGqp;i+@RK0Qnz{l`Puekl&LwgDv!AqXKT?H@3 z6zrSWOq4w`B2~fW!*;qm+m-DON?dG_hxNUsc}>xS*U+Ge-#BnS=$-RKceA9z3KuIv zIR9%0Pslxc4rK;EoDJM>!mE-5f z<-+WudPBVzFEu&vzPF6@YdGhoA&|5?ZHzrEU?W7R^EuuUJ>LFsD#D~tMkg`aEnpj~rWf7sWc6COO&F_u{V+^33W03p~kCF!?W;tV6p_Z zrw2D>7-0XD_yi&00CZYzpm-mK7W%&98iY-1-OX78bO2$gy~i77&`)^ca<4!7*eKYC z*gm2%5Xpf^2Oet71hAW3(3-3Hxt8~f9%KFbND_@Q>FLl&lkfS>kI9({M8nwr@-M&k zV=}z9N1Hdol-hGvjUgq`0ctc-BV}&1Gvi6694)K&Ns_KqPp}-C*IarnI?t5p+b2_I zoL*2b&`S07>+QYMced)mt36>a^D{1cfQR?L|M;jDqUHgw8j;H^|5DxVsQy_N=WNRN#K>j=Kv}>UA%;UjEBVZ>&1aSPYjQJZxA1m^flKLpGEG zcnAqSaPo|N{EmC%Yp%~K3>rk%wztdozWf$>!L?UtGbC|=^$?aorKi7mQSZ(23>0z@ z$ncu*bM*D|5A7*zgtt9sXGp}(6W_4$P0Y@#XHS*mC@hUaRr4U$tWow#9<<298tU_k z2=LGzLSMWvMc=)W8w+i2gh$Stm-}}gmV0&|l7|i))6LZjbbyg;V^yUd-n~Tyd)qew z>IBuyM$t8wU&6$3Qg~xDIj?mq^=7R&6tBBE1>|-Z>-4C^NM*1bn~4`5Y}oc4~~6Lc_6b8B{%LK;4z#s28(4@bOISRM`hoBSKrYv7O5N{f;iUpt!U<(ugsFJvFG0)@W9tQKA zmOz+~35N`n`TbenaYKXjYw>ZgL4(QKOg4})Z~cvr$eD>e9p#Q+`*BS(z@;)nBH>&`z`d+vCt;j0C6Hyk-<7ac){qBx7xpKXQ=7GWRV|UzBm@7Z{$`{D! z_@sQ{k-de_-}I6j5ewEbfXDX#_Dc`R zpZ(i?+3l7ZEZ+*ulD9s4yL|uc&zBx$&}vkmO7GGqdMM2G%9^RJ; zWC%Y1O#F@&QwTR$BFCnt<-%lMVBP0Ss0C4fz+l-Tcn2)HIzBb6R#?{1A;9y=*AR@j z582NOU@h8sJvB4>i!j~$_8eBv-rai+n%9x;9}GeP6@;SU7nfzrz*?OrJ2nl;y1uoZ z097rd=#R3S1uHB-9yU~z$$m-ghY$yDoysh z611Q!$gy+dmNQa^1T?VMCqMhqzmtWapx`nBJT^hAHSTX<4@!3q%>4V{{9vvrSnE<& zVY3KZ9*O>TjGVkLDYO|biJMzKwY}R{@YAJ9uGWd7E zzqQ1Kr@pVlg;(}`u`-wfdRSlH14PhYj{=;5x)6?-5(6oK_loE4D#)MIb@eK!eynw! zhk2s;+;j64OvRa;32TI*#H@{}hKR(&XZwmXE<$Fg*Dq0iz{?7iW7v>F0c?bYVlFF5 zSp(KYFf1en!aRO?UL~H<0A1cm1aSkrVXkuB;oH`hmQVs=L8gM?nd7RUPA7UX>=9`T z1DX@wo{{=s3c?@@qbJ7cRloFma(XOJ>uUKg*@MDcx|`*>f2wNdB5U0M{t!XRLuw#sobqR$g2hL(ANGFqgprbvBM`& zyg-`=z{7zYthc}71zJ`CLIfdG1z`r|Tx$#Ey``|hrUzmDz}_Ruc8CN2BMh_*;F8y!#|TBzYGwB$0L{ku6tn5 z5&6pAgL3blBXVZavRcgi;02 zoGK=bHsJyJnGgT1G%7(5sMwq3LqGYpte>gp@nh?i$L!ex%|E`wvoc4E3Kx`JD2wq? zZ47xX)*}H`Jbp$AUn#GvDQES9JAW^~jsOa>T-K1A3?;e@;2EeR8Av60Ry-yIczgzi zXx3|ZD0}vze7I3W*W`OB6mJX1Bf&|0_cP6(Q)l-*695`c& z8XAMai>opVy9_b`HE(S#Sba1Isd%gv5QbWoI2YvvVm3yN1c3(|C1ft!IJLPZ^6K|^fY%`Z`u-o4{vL}| z@`r-D1W8tWo`ufC@Ks3;L>WepU7R1OG5~d96W3Da;QiK9SFxI`Kn>v3J&>Nl2!UF% zCSLEg&X3nfz1};@v3l>f3h=7EiPi5g0;>Qo%!4NmpAgiU;jwMqfD(b|ARRp=e|6`B zg&Fe`uX~w{PtM4v?tZxN`RzCEQo;2DLD@XiD_5-_E^NLCi%o4>P;ika0ni7)r=dIWSViGy3~N*cH@sj~Xr0#w$|&X( z>YM2p+RkA)8VN=8*yxyf_RfxFV;WCA06gzi{HZtGCRdJFDCbCDZ{c)Pbc*3N4B=E8 zb|TbzXO3EmSE@U?((0J97wWk(2<>CqxxeM_+3`wnAFkavSVz_SD|f)d_n zUQ7Ot@$RS;;CD0rkAS1yud+@Q@8?0KSMvG%UO9+CjDI$+M=E@^!GtN6vGNg9@ay`G z$}!+xmZMYzN2%~k0FPQl$=Uax{?OlKz#dBJ2jBhHVwiL^S5v?jZTV6gejJn`G#H~8 z0_*`^YJ5}U7>AwZ@6tTQw!G4@v1RWi6@FXxzWsZ*@KZD7_yfR)GJ*HhwH6p>Nlug4 zQj#Ct6XoE&;OcEjl9hPArW*5OfW8|^3Or$E{DF*%_Xf@p{Kh-O9-}$gYu1#KZ+Nm4 zjISAyU@!up4F$Cs+Rc4H33%+?Y3;mFW?^o@jF0}%@(>BHA7nKEpuJPHRlE`()9{A6 ztom#SJ8W(Wr5zUJ!sN7eBX6H26ijyWz#gZhUfmr!COj|?jRn(c=Tf%#5(lsSl@H43 z1sE)?f03Z-i~s;207*naR36|l@WLDb-TayH+*>o)+bJ6d za|+=<{^x&}ljkS083T*vx88KM)`Hu8EcgC(x3|jozv2b*$uB)5|9H>W3N!2nU-d%u za`_{+VgXzflEM>n6v|e;0FRbzYA+)a{loBTb;9+A^#>=KARRGEqRUpXNYORVjJWq=k1$Exki&y|)X6Z*^bsX3< zdOBNW^I*T`S!AJp!LsYaEvn_OP>^C%Bgpdr5BGwFkL^)FA3k+X?%91%?tbE+JbdVQ z2;Hm%dAg|v_AqSt*KAm)VUE{rSs%b#x!}PwVO;uq5X#vh-R+>s&RIdhI;!53ECRG?HO1+9G#}J?i;0eIakEND8a3RaSpV)V_M1Y3& zm4mw6kYh8?SbJ@)0ZRFCLVq-jmL6VsnM0v*fB}_NnqrXm1apX?m_7s-#wS}#$ak!q z^%}Mq*e?O|g?G}G^UWpX3#>ngyj_4Zc3Uj=w!4uFC3fD6L}d*iMx>$4g1 z(7vPckN4()4FKT(e&frPJmi0WrkJDm+#OrxMb}*^zxIiLkv&IGXKg?T|LWVnL)N3t zS~!@b&HrJ^j;VT6O4I%mXXNt_?atZ(i)O0so(E(&8Nl;zB5x!Oj1tFZwNkGWUnTg4a zs~YzL`9(|1n*X1@_W-x#s?J2$&9S?0hub-4<(xnQ5kxYWAQO!ZwlTqg{XB2%H@3kd z`Qe#2^K48Kn6Uv9jSZM+P(%T#TRC-BM|IBO=I*}p{cG*NYSliw&N&^#dt=@Gefre* zRMoCsJFb6)f63(TPU#5k0|<&~&a*?PWSvvbN(%rjcy`V=WQVDLob3g}DpF`51;Z~_ zZ^|}z16n6T*j{k!8Ew#n-8k45Pn#l(XY|Uv>62x8&$vR%Vqn9IbW26hJPvvYFtnzy zJ&;K}n4%Eifgc1z#v@PwPIV2Rg@t<8{=@Rjfy46O|Mm8Q1rGp^ZjX%j!?_JPbN-Y` zGOKr@%$Yh-Nn{KdRDvlRa}&Z-La#rteLE>!#X<(Oz5sIQ=a_Ae_j*8&-*RGxMiq!M z5QsdD%t;8XJ5uchYY5)c8LY)tuUYM&88@N}vj(!1<+bzePbo&?u_4H*1@=;cK!xz3 zbG*8%9)(2T{+u0@77w$=urE{dDQ3gOJ+PGi{-?f?#kYd0{qr9z0=!Ha5%s6W*#+x# z8L$H=K)d5K0ve|q+}X+iHQHycs<4t(Iz7hmcK(~If%JI3^0^qi64Y7Fx8m-vF-y*^ z4fk3;H*;s>n)J$%T5)-)K1{{nL7|!23sdvWgSz;-2X_7%tn2E&9$YZ9lrd2SJSzwe z=>`ZFR8{6A$h@e`fLnk65ZppdVX2CjuvS%IRu32a=F-eGG$&UM+UmTSDA2KNX53cy#oP>&(tz1*lF*5?i_G zGFhfT__e?Md;#Fy_R04vz^heaV3(T5RGN8rM2-{gry@J0sKIY%!yOavF^{N(r$S&n zJ)Ky-dO)84)_mWuC(1qV{d(Tx$7&4V)tb3u*T(=}m;*RQpV+v)08Ez7nU+y>sfS%iCXkrSuIB$%nr3qr&g!&6^>A`lcK7H!NrXJYS%# zi;EZ1c?}jh$mT<>VgD-_e>erC2x7r<#Ng5IoiJQ zT^-p02(XCX;QogL5@a&))n~cp-1&MqVzY;qo(GT$uk2^<%H(3NyfBAbaR>u+gWdFS zpIK8z5myylSeZ1otFu+6jPKHes!S_i&6=m5ugqwcu-ywrmOBY9K4}q&hZWq?R<7DC zcR#s79$dRc4h;;bRYFDnQN(`aK#v0kA!K&Xc+IspySGQ?^-d}bJNpAasz4iDi~#N? zjKlYK31T}jUsRJEp4R?%R#48fSV=&zM}n5rR!E?SYj6GJKgzK|BN%|IW&z+iT6$j( zth)<(dt~m6DVks%*6reTYgKlzVH~oUk)q`#`wlmMG&f#gq*Ho#xIKaFLaiB=lo+5r z6+1<%9>(23-$`Q=gzIH+cf&hjl|uhFx0uV27b?{?8ShEB=c&d%XrxoKhXR40Z|s{g zpwGElEfqp)?}**sGD}9dImHOcdi?yb`EIO&0Chf5y$Zz<%Z0IFVjsxkgZOQD{ym@i zX4YH)yqo{97=xDr9tQ5pQ*+SD>-!RWhZij2RvQbVzTZ;uc6`1X;Y@07*ZPh1(h}+u zd8gJS)-C%`W0Db*7V?Fb#nPG;syGW%ee2&B13bEDmhFWKY;Z2Xebj{<_&N!`{9c5- zvu(|oBbK?7dpw`x`}}&bHE$#-@E)Oyrw2CdSAZ@g0Ph>N+;rF%n1Y5%6|QS2sQ5lu z?KRac%Tw?4AA!ov5uYc7=6 zUwg3%p5AK2jVLuGV~_`ccgLe^l@SmJRtn%@gZAza)RZY8I5{fczUv|R?%j{t>%#d@ zw=2Zvz4--~2@<74fY8l85@hdwY`q@n{FwlchcN=bNq6o6o`RR~k$$sG{Tp=W&+IuU z#|DOF0D?nc872D*-24D?I@?=hLRY8sbQv>fJ$+cX$GLS7TtRq1DI-zf^SB?h-ev(B zl_xiCmxneyBM-0NB0CNr;g?!B(>*q7;)M1#Sw3gFESNq?=1-lX@AMiyFW5oKZnS_6 zK@L02LnCbIvi1gxhZpI}KrZIbiEs#~z#fIexBc~(vsls5hEe$+zjveTIdnv}?A~8U zz?=6eglNwSc~YiNoFMb3PLjD(Cuv(#T2F!qx>0$Ga^K&2pgZ_$qd3;^xP9i^B+4|w<8>?v%-j}&%=0bGddH9VnXd0iS3MtFY2n!$!zgGoZ!~$tt zZhk!mtq^!)fcJ$zdRyi~9JiUEE7b?MS6%ZG1S&etk^2<)!FZ4G-x^444IN~h2w^toSp6PToE}kFr=W4G2*CCl?sS0 zN38eAhypy_Pnw#fcYL=3ErcKVqGTzWgVyr8`oc4u%Bgt1=Ihc@(O}$P{^y^OJuVET z4B(XkJ3o)(bO-UgLZ1QHY2QXJnfMl_JvdW$On&E?FlCnYU1}Y3ACAW&-mgxDScU!S z>nu~G6!wF$Jb1N+?m2&b4B)vbuJWlKHBSvc1mjpREz>Y#<2nP&R6O)64^uf?^n8hk>G3YB;YGW%2#u4w|uzk0zT(?yoTDMi63bC3# z$DUdAiUN3JW0PDof0itoF>8^F*ULPng!9YNC)hlv@Q*p((qd^6U}0t#QDd)k=OZHuTncl8 zN{m2u!22QCqg~2u8UPb0Zs4+sqH(j#TbZzA`F9X}$H~1sa4876K5jB0$k70Pq??=iV$|_~6?r4rEWD z;xBS+@c%L^JKLsfJ7VigS@9Te7Yl2t+=lfCV4Ul5AJ9!W&dFFNjVO4<{BvN;Ky8{; zSKsFaMOz`OO4HCZhhbAH)!1uaUF5-i(gZN~4~UhJia6>C8rP|H!O`O*UL zQlJp+6y?M7;I?;%-11fK#wb+8yp-q&xru&)LNI=i>SB)h{7I$9>e|*;x7~h zgGOCt-T)^8r~`XxI3F}d5JV>pB1ifS)R~pg3g(!CSTHRkvAMdABj=pus_OxvR#$uB z%qLljlFB67O*e8+D3clkrh!oQ%5cLCfA;CB0IwRb#OV$S)^Jt46`3nz<%Tg> zR$3yf&82GB&Xg&$)_ddqfP1cA-|^m5@BZNT$+(VM?HaS-)#{tg`V%>f70D%q$#0w>-F7R;=5S-Gh8)zw`2I^zZNA`66CGpS|Vf3L;nl2x@H%6w*Dw!}E)0O_LX2yfmvTw%*|aV^8q!IDgf*e({ie?_RU! z<=0G1c-a-_YDxuv5W_lmx66Zv&F1o@b25vh2YA>Zamd25LWWQem7v9pH_=Qh9RMCb z44@U%>PXm%!<+{WuH)cD4k5VLpx|BOyV}*t6_;2DBEZx8V4Vp>EB-lxJhl~m3~(36 z$sk4t;0lGVS9oU6p`-F3z~1_;vSQuVP<0T+3KqR0kUV$RG+8{WS7uM{(HO@9r~}Ar zYRp^*z3`4)hRBNqz(-e{Y9Nn7GlfIdQU@y;03Pxq0-WMozVat;7bK_l1>*=p9FVji zf8;(l-~D|VXhvOfQWLMU$Xwy%4Npq%DfqLxu3Kgi>W<=;J)Hw_@UN*ZTqRY0jq#di;}avrRoNl zVZ0;Wf#+kocerPky+2;d74s$G#?5x%Sx>TpcVE0{j$E~Do|*G%6pTCCZt-+BFH|`K zSH19T4D57HWy%ao$3jr2Zre_2h0r5*KKpoN;HOk@s0YNM_lv*qRW!xJ^K(Z1P3)owFx;j<) zIANTzbE5#bYw8DOz_gSuaSv1J2+|`i`7*@`_psEuC6QzoCBscRFu6~;fQ^Vk zDh@Az9~@}>?v!ww0(ca1a8N3^8W>Vq>tp>x&eGPX1S}rtV53J;_X(Zt1^3O^1<1S0 zng?WMGH}vAt7SvMUGX@BK*)3r_&y3QbbaM`0jNH-cALg-KCpJP9Hx+v%GT?$BF&#P zNtVo;u0ROigA-q^GU^XmVGPXX2M&IKyeT1YKQ-5UtWFGoUwhNdI<6GazWSekOPLQ@ zlz_xD`877``0Ut!ShnmvC_4`v)?1U>P@QX#s!mE%W3w!nZs`{gw-+a(_3l_UesCSO zAb!@JgFJIz<3WgL3HH1TCHqg4M+dN%ja?vK!S57K)g5SLBuk}1Fp076Zg1Cky)53y zu>|^W_y1Nx5Lyi)p)}=ES5^<&%=>G_-KF*wJfjwxp(5KM`vUBuW;uZXWkM<0X8n4# zc9a7F+zWvBZn9`3$cDFG;sv-3h{nc#@Ai{p`%kYv=-EW`!%`232s#DNsh zQc#Cf4T+qVyx%_;gF651np4v?BHqt=DQ<@cM#*n*anO7g{c-mb8|BtVR;wZfQ}WV9 zbL86d7gg;B&WC0s^wxgGd@-+xY@cudj3C9%2UC4(a)<@rGW( z0bo@EnsMGhF@}OR^$%L=A8+T>Ja@``jJRF%NYS|5CW|9w`T>M+z@y}7V0K2Gnj5sa z5nxlSi`cNw!~xPbKzg(nmw3W5`Hl0L007Kl600e2Vt{w+|NRFV z)=*6m!}BgR@O+ng@g(9C`HaRQC&DJ`RW_yGtsuX|iVRC}ig2yg8m@Ld1;A1u`*gl3 zc_!AONErioXELJCjc3OIUNp{dHQRG2Pf`w7H@K4d0!!VKTXtqYEuGaXZ+hWn`uClW zt&_($ZO^VjNI(h#uu;NF_S2P5={0T+@4Vq^x#qluda#{J?w9q5!E-J&0C?A5yfl;X zE3~~)5?pHG{dZC8_to20$oKBHyng_9D4_0u5#-fZoF~8g^5^TJp8|Lk5)iY5)CvqD z$Htcl=OOWIM|+#P?oiw8+mZr!07Ymw03M3EDMHJ7;)EW!NBZzSbN_5p1N~d>>dljF##}u&y4_h zK~s+J{o0@Wwz)BtFl5H_3R?CZdk@LBJqKm8vvSjLS!4k4 z0t}lb5YlRB)|(iZ@tuB-sYNi*-dD2@asNmO9t3v<@KD8Kq)Ev`Zn9`QEc|H{=#5G& zJ;kp(hw?F$nPh63Mz7)Xw+y~y0t>3sEs5=IB@qSTDxQeZKCyyh>sxn@ejDV>& zRO=t^>-HXFWGx$W)}wn>uvU4clz%SejR6meR2*}>Px0?qVdLvpz>WEibOs|M3Q``~ z@QmEE>glYy6u?7!jrapVztISdf|W9!3+ibR`r2HsZEcdpmI?u7zzk~`K#aNR=!PA) z+bl~(A}nKnhRblPf;NCTdRlPrCAb5yQ-;UTcDx&V0ziV2C^d-eKQ^GC?idKxLjF;L zI?Ns@J^%>Wwu#-A&vfFrj!dzMdJ%sI0v0GUw9f!$6LGb4;f?z+1{C~uAOBiyetLk1 zbUQySNpy}n7-Ppd9oOrX0X{!!Vc!pI&m8x&W$nV=W3m6mvl06y_o7_O`S2 zJ*m3uY2O&YtEZQq+xLtCylDK74h+f09f4gkXy?wGpQlT}?c4Sokgwdjvhd{Zz5E)D zC4%-FgeyM&?SlEUvJ?g%|N2ighaEQuxQzVe+h3_U#A*pB{)MRHwnx_rHfj_CJp4Nb zcV)2}v1@}Jl=hYtt2fEl?pPsP_a3w#8Z34P8~eN|69vE&?3R9WVxn^%3b+QV55N!^ z-c;xd09V@;Kv5if7y~@h*p2A>3GfUYiX~PKmNYP7!cA~+=(wg5K;V3;#O|9`e=*@a ztP@I?9%3$Vm_vwxTTiUn#KA&F%haK0AfcG|i8SComI=?Uf5zhWR<7A3Yj);oHVTyO zU=wto*4fe|moJ_#%jZthoOGI#%&}|6eL$e6k``h@K++Ntts~bGg-x<%zWL*Sp8-77 z^)DZKmkL05yev-23zz&i1UeANL6Nde0pEdwa71ytU=a##p;IT0lX*zLFm0k*BV%ig zTJr)s9mWzQ2nv{j_Sg$Z=Kf~xm?$K9F!B)lk>93*tFz$I`VDPAghwynC^!o)y3o#} zF1k1AfgB|V=K4ulq1dKsF>^79(7)Ya+xMq)OVJH8Wx?|E#j|0ey#N9^z|@{n4Sm`E zrG4P~6;F78hq_wZn&q>9@aE)N)o&<_OQmZnAFKw7aSxS5wD>BRb09AjZx=Tz7RWqN zN(|`yv)*b)3mkz>O3B4%%dB^)Z;jg)x1I9?&l;#V;vDXu8b2!{k3PL!?tW@R_Ba6^ z#u?y5^RKlu>o~&Vg*A|Rw~d{xYFy7jT|Qr!)&N#9Of$a0PN9ygLyn0-_P%d`y>=XoCi>N!S#}sKDb^UJlZdZ`uel|K&kw3rXc-> zf;wZ^MFF`NK^@OBf@*d1Z9@1!zOT|+$t@iB`dpoU++twIvxoa%tvS!S0PyxY<#h_+ z#pEe5h_Nou8H$q&HiS3CXL|e{tgGJk<9;ZN%b7CEU6#w*S?}*DupK{pD)L)AzNvkp zR@=q^UacM)yFLc+5_90mO*;yt8H;C4E#!m4BVWILrEJ=j$J<@JaF)FK>I>{}-0+Ot z^<>VriQj(Xx=Uo{4h*H+&J96bJxT2^I$1d7Z8^u9Vs7Pd{LeoDFyH-)WV{NgWC(M*~UIPsB8B9@mVmvR|OIf5TuIQ$|BcJ2s_X|g8+bF`i&95`?rt0M_r6q@Qo1ijHxnr zd8;OH0(e09f&1pxT?b_A-u+4|jzU3G{|GTST348VJ>4BLZ~7Fq?)kium& z={S+a>v`cnCGcpwUCu5)mIQewBu2@}orMGS;$8x~GFpA>vosqfnPNwdk62t%=p+0) zW}8iYhY6+T$_5urT8Y~d0FQBYwcI^Z^SVrE1Xzm43bDy}S97yjBI_xdk1kk!Qo>&h z+*O$s=0NOyl>+%}Ln?OA$5Q+CSFPQqU>cRd;|Ayeq~dn7&oKWzz(c&*)#ogbS6*?h zu2-~4Eq>}Em!^uLVuNkMJ{#xh!@i0=8g7@^pU|HKEqG29ViB<8zJRfUR}Au?qF?b% zV9rdfL)$`3K{z;Uq+s~F6LGU0Etl&CvnGir7 z;+*4DAlTc;77CS%Uu&2PZNZ&gUAZHc&iD*bU>uYj9z^)Qsy6nFv3u2rKPUSfi>3#7 zF|cF*$Mq6al*Jiq>}8eM&=kn47Z^R8OqunpdB0v_&z^e6BK4lKby%xSV*syK4~<

G&n(j>j+5z=^5o?B9qg0;a*w$&vV8EhFVsyR<=b~YD7z0G&92RvGEq|_ zp#1cKRq~D7a|_^TV}rc$`IpFRpLb#1GtvV*JhW&=uexYzuAX4kQ=!GV0mhZ{(C6<) zerVcO2h3W1&6s2bfu_7^pKQb0DK-vAVflm4{&V)b2YB3v$}E>&n5w2gh`*DT z=9pa=poOmD)%xDYa>k67e9q4&ydTOHV|6X|XEk8t+km$E?}%gXs(ruhHD+bTT8u3p zI#XQ?o`3J^&Aa5@RZnLOrB^MTFV|lTHf2-bl)g9AXYS`kP>1^QJ&4VP%cSNVjbcx^ zCuqBZi#68?_GQMcp)OUdfNZ5C?;h@fr4BKBWVbXzAP^$Kg<9m$vB3cBi~tRNZ7h#w z;m5b)o8b+B0ylAbJCHzz{nh}IFLlAR*i;lMT(#~{KVv`RIN5maS9{sN+f13&*1ccbdi*$MV_vHl zq{i<_t)puDvwwaJ;MFr~&+U800A6DJ!FGvQAr|CVTQX}}#hriulY3;hb9s3FxeGH_ zOyt!2;r&k(p1I+YbL5 zIv{01(peQoLqBL7odb}FwNjexAjH)gH{VVTxG%A`qzG^dn(ZJ&DI4e7P5R%igL&L& zE(=rw#+g0i<+5e-FTwQ0y$91D#m?* zf^s!>RNl+903L`@_>1?svUYQg=-P=aWN2rtxxq0P0i<6QQ)aC(VY|8hydte$P?qWo|J$k5GY0T#jo8@r zF@Tqt1K7}>+MJW9;1_uv_Dimo zq2nVOu>H|*{#1?}9mq8Ka5ekHJ6=;4y>ANO;Q;m)6V*lr!LdvmZth)qCqUR#O?S{z z9qF_7!TNym^!9!7)jL+m_PvM113X;2c;Re~&11|WDb`s#gjlcPW6XumW2Of@K^cHv zYl|E>*01blyw*E@T!E0r3p^AQhKG+=xWD0f#EswpJkmd??Jt5ZAKNpk^!;r?o9l%% z2&wJut!9Y{iRNp8yp&L8!St00ul-mtPR~zMw9+3guo$h{yh|Qfw^<%syG7RR-sjlN z%U#a8T3h9+a~8-&^JmJuX%jV>Jo=g-BpbJeM)|An{7jBJ;C$0>zDmgm5Vtq68(_H0 zaze%Q{jRN;X8`J&mcRjJzQ@Op@i2wJ2+i>EG--u<#|_aWK5XMZMmdZF9$3mQ3# zf{%s<&9gU8^X*MkHe6bqNdAF-Gzxc+AQ*t5@TmO|z+AjdWY!r+lz{sIra<@u%Yv?< z5Ss*nsx?r@`#z#j+zwYx7sp2Mq@b$CImJ0dYojS>PHJ0H{p^J*Ris2o$qREW>;w2M z<w2)3y;Mg>FMg#ZA$ABFf# z56DmtT_ejZ7IA&X;Ao)Qx1&s8^S`I=#~P1gsg-53L|I3-TPP1}wK>~gLw-6~w~?#V zK)jJwtyr~LZhy>_dFaE-7SEO!UX-Wd@d_CLG3*2Wo4*_-6R)Qr{ zu;4!^pHvAoVrL)RH+x(@(QJYVvnD-M)@x@|?_4VNvRt7#KZ9@(%>ZvN3dg}9IFFIpnM^D@h;SFNM~-t*31sE-ij zC}Dt4gq@(?jfFNG+=z8!L0p3gx*@4Ew5qMG@|9celW*MlP@#!R+b<$-xb|Xs>-Cps z38;A!;uKPX&A_m^+QgbMJO=^wU|+w238kWLXpk8bCnW3Px2v!TB8TBTDXnj)x!^SE zK@XsJv~NHU5?b(ZFLLQYAf*Pps{@qQt?J4J;lqE2CesZ>5@iBdQtPhZqDb$bx#fhh z%Cz|*m_KDPF{a4i8YrSHoGaIDkw@2Wl?OL&3p(-g*+h_Z#iF@##o{@#VCGbvlZO%e z2sfdI2Ko56ep&(W2>P|(gS#rg9?4q#8}%S`Kd2yy98)Uz=Z7ZQMpJV^t#N9>I4PTU z9*}Lj_sf>O2P#~&m610Z1aeeTpf&JdV@N9%#2PT{;rHa&xo^R9 z;PO#-svyW3&>K>q03i=TFUA^e!*_TFM1mK%wBh?;vG9Tu`y^#SA{fE{F;@xdG@dLY zi^+i%nvJ@BQt~pZSp40U)_$`-dg~awg)u#BJNFq{_6YFw-I^w$MLzd|oMeUTsUBeG z=b3La1yo*-HSV5{hI?G>qFZebCMcxWL#iFM1U7zOMPG-!c?8bbV|<(!`qexO%>5A0 z*YhrQM-9xEP+p-ZkyKcRV0uJd53Sv*0FTK*urFM9;Sv@0HKj+RDG%wUXk=Q(R;ljv z3=@cQ(y0n9SnSbWv;i*e8n1?!-jk!!2L@)u(*>sD7&Nn=M?#)Dcx>RCI$G`9a6c4+ zhx>*y_e+h>4hlZJ3w^0+cSdpsP3-Lx$9Kx)?oLf#5SJ_oIV^R^l^NaOK^{)f;bDN= zTxl2+`sg_mQkzs`#jmvnY5_aE2k(C6hd);}(K*2#_Y#te#q)||f4XjonT(QT-L;*u zj42asfs(e~SlMdp_f)T?03JOrPPH!HKL+qlx97&5tEUIX0A5Ki?LK%!b{#m9U7gU~ zp@Lyt?tWr}{Njn6Z4BfT?|;n;v)k@lwMi{2EZB_S^ukNkpJNQ9*qFV5!cE@)U$xM~Alb;F0Nip|Kdd?9JKALWq@F^5 zRTIGJyB{A?&_4PcYp}Y&U9o@AVl7}@OvMrPjBA&P30jJ7T^HDd;e#? zovrj3;N|Zz%UCV&61Nx1gOv3W?WUq>2%sk9J;c7OptOoRJKlkLt!}zaxx&I*Jz`+v z_qVu>{+kHo^nS#ujpWKjn^QI)71WIw`(>>@W*-8CDeGlxOXeLyP=~o4Tl~-$53JrS zw+EuI(S}jEeBoSq;YCaId8YG08vw#!WurF&-x-4vTKv>X*WRZ4C;pE)iMgPxm&l(A z5~~3EE9w{>HO9^nvru=o8z}5>@r`f;MXuTdhx?RJ2Jce~Bfw~zDOU7M2+W^Y3j}rD zK|$%q3FB;iXG#|zBbc(R>zJsgLhcgG`uw`{DGvPnNzIY6xnCEsQ?_7JjFu%j=Nv^l z=x)w-cn}9*Z_L#BeiXO&RQ^u6*^QB&$OOkzmP6 z9vbdP3PLJ~hPW_-1PJk(;M!SP$Qp?}c=(>%9$70Z*Ke`J+j_!-WCEUYqjKZ(E|%YT z!KE2hyFaYB!TF622Pk9S@H_r}s4pkHL4U!O6){a^0;w04w9l0cqw+Ym0|Qn?v(l&q zWaPL2+#l*2EYPO|2q7?EwaEkt9c@ao5+8!JUhv>d^}qkkTVZ@(#BOecEflt6u!Ql; zL7q|5dv`fJ2S(2O*KCm$Yd6ZC!+G3Zp*;@ag$vO%@-N zI;d1=arGEE0rEq2%H(lfr2;zyFC}Mj424FFQcP^D(<}&rt*u6!0L?DO4kRsG_UxDa zhmWZhE_b;Mq!LjaOj}#4vT@Ft+9UI)Pth1V)^9F2CUk56Ik9x0tPa>026bHX5V8=F; z0Xz@v{F?FS8u}98u0D?0)XJ>vPZf_Qjj0CZ;}~yPjqTZ%B?x>UIbSbjyVM)6sze!DAp^ ziCt0@XpJ@qNO)jbgh0h&?px)onDLO9b6P3+T?b>^>ly zcJ0@gQSDbQ1{Fwyxx^mUKhR(ErcIK0Q+s6Y^eI`}I4=qIU^#;z;$3Xn2KJ#B{2|a{ z{F)n0P~vz3j)54)+#D-GNjy(<4u%*pTFf%x!`Z%J^#g@Gi6!E(pcRR}OB2An+lOj_ zIy|fQxOiY#upip6UG8{dU5HOTA?M7UAm}HLj~@?84+rY}{$nw9258kvhs5PA&DlIeT}WvFwrlJ`%#VjSR<*9e{r$LsIw&nM zmWUHZN(02=riuY#W5JBaCUu6ILe$oU|9*{~bS|@)4`{o$4xbLVJ5`Ha{EaDqhrWP^ zPP{HShxPmj?7?*{&QrX}_k%LD9zRiW&N8Ip6staKxBE8wvzcr9RDl^AHU{v{+7OLZ zRMG=u0I$l_KoVvgA}mvTx@E@XqB|F^?LB-SqtGl5gDcV4;rRxb_lx%{7)=FD@S7VRJ^B1OmJim3B3dhmFSa z%o*Va8N3iUPwnsFzJY?^hC}=Q)td{yUA26keD&59^7DsQSAa?!fNy%irShihFE4yb zDrlKESR&pL*>&)U9@G@xnTi7U>EQ|MhI7;5h8u67)PkpCnIIS-W{M;=sKXczE%uO1 zaPc^pWk*y%LJY{b&JLy0Mu8&>gn3`eghkv#_dEPMvy>>)pT!HZWCx3*Z1zCUyUVc; z;&$*I`hOA4MfbqEt#bdm&GP8R?b*8s^0o(n#|ty3Oi+OI{G|)z%4PH9@}+aNui)l- z@YtY^8;kZ)35Y=Nc6GMPBoMW9n}yE{GC5cpRf=_0LLf(7a6QWUBm$=#KL`g9tiYJJ zW!HX9tiE-RfjzYdF~3A0X7Tl5AKU(xwW`8U0Q8#AuOzsKLQ57unz)aE z!tO23e4ie{$Jvpj!{3elNaGHj6kGxD+FRs{fA}_iEC)}ioiG2bK$H^*A^a2Sei#Jp zGRp(4R<@UzLIo~=W${HGh^2tBf3B9`=M@?Na~R)aLqiIxydX)UEWc*)Z^nedjn{(` zJPS*Rx1^?eQtu0jC1Zw#q5*jlhh@d;EppFOPaAM)6uEHzOu2H&T(jtf|9qX84>%KG zS?g+VR|^{U4#aTN{W4P$1dCq*6lxw#Yqwb-o3$>wF{7>MqXUPJ>6r{y%xu2H>e?8H zl{B8v2vbldj~^$K$J@S=DzMNoUtK(2IuE0VR562h1Wy;uBkGiLwDQ}0f)%k*322JM zS>?1zsd-1GT$v&U@8W(~ZO+92?`NNQucifx3qiYD?E-O5^_6&LSJ7vlDbvrdwwAN! z5_-C=Ozq{qpKGo2viFVwywe?#vFGaTfiZwrrKe~C;4J_W%jTrh7<~7hM`hL4U0H3* zW>1wjzTndA@16S(%Qx?QKwZXI;8F>}nB~*|cBdw^_T|ss@-kVTcqaiKHVFV05AZC{ zRhf2IKNu04OD*0*ByX8G!^_sj01$CSQ4 zYfGcZ^4Zhn9XDJpOJ+^gs>%SKr8_Wd04S{yH^KIKfS0wW5duao5R`#Dv>n6ZG7KJQcplnt5CHIS#&cj}gS%}7c+`{-CJ;0?HK?T*tf>&r=-N_t5cs;(?avLJ zj$6om=0}ud9)8T|GN=LwwBO+YP0$U1?DDwL-3{Q;0770nT%A^~*{r$t?pwP_1*UBk z0B?NGb{ZZ%f9_1VYWaMP-RtccrCrZjcKX%+zG(nDAUH-eRck!*E|mGIdz$LTsL&cRGiny=^#H*_xW*dTF4}_r1no zAL-Noj`j~`ph=U)HyL9o(zhTs7jF3ISGZqJ8rLmTdb$e0imx`3A#-_7#ayP`F-g9I zv(}G?pBKz|2e7Fw+F^b3JT6;%*}fGiSkOjcWe zXL8MednMa%X7&6P0L*IbPmNi8Hk=N?J5z9{`?AU$#kl=AFX@?#&DgX5`}e>Yz^gKb zI4qvrw4-pxIdi8M$T@fs$*2ZCQzmLWUL5a2fCsHVBzXcn)f$!r{-zEtyu$=C%YTM;D!9?uv|P}| z0SA{!Umn@;Oo6EnBrkXd8xJ<^uid^B!jAAj+?a%6BQ)OAvcNeWs_xEi{Snm1*lT)lk0T)Aw4rpVdn)=fDLkxc0Em_;l>Ps)F^2lS30W8FuckP!gyZ2{n4_~9srA{H^#|k7ZNWU<58UWv<(5|AspO!t2AG-(b8i1w7 z#eb>RTpFaK!;}J;=gNqQln0um8rD1XQLco6A_40Zu}vI9j4K3JtOE}Ku)eiDC6-hQ znfiYws}Aem3lRp|%*8a7#6DgtzR%SCF$io5@c!;w+3hKS=j)=N<(tnoV9n*Z?QH+5 zMFyc>4oFK8_A90&;QYcKS|+%akwerH^vvzj2vTTa^53XTt1dSt>O(uASXB4H7Nh;= zSljp4w$x?wPAyUfz-)dUFOn|VBv6Illbd(S{cAQGWu}N+G=G*{d;TJ|G;6#oEV2MH zP-?&eqv;HW3zmECQ*_nlIS5cUa`L#eG&ZXnaaSASnDaG{Z&FZq_?WwNR%mB-*DLqQDo+?O*0D=dWOBT(RU%Tpj{S$}Q;l6(P`t1*> z8;m78ZjcM-&ywpe&hraBuy%`l<_EthRR7|OmnsnS1px21N7rQ9bppI!{a4Jb`LQLmZ0VynK8b?tgI2R%vN5VGlK5cfsNe;86(q<&#g#*KS)O`;PRPu;2vd zbLY;G-+t+p1y@!)huWY~ra%CIhcpSaTJ>~wXr3iw+_VyJn9y=}wwmBj2J#?mA%+9i z6np|>?_j;0G`?FIyJ{7<3PH0B;fC!{kmnx6H+8l(D^NkKp6}DLjUIxY0=?+lNS+h7 zD?Vf(B=ip<)}=_OfWy<05u4S{0|VBPIx zPm?-3G~eD;%jTrro%dtzUj(Zfsp1?X#|@8N-HkI+@xN5a-EnRuCIm@rv)S zv}l$IdGvfR_u8~;9^Z=;1vVE%!5pai0e<{AQAvS&Q$#88zMy-^$x+=4jHNiYR{L+t zR&gNbdRzhC#t<{wD9>BAAR`9D7&GZO_CNf)q68%rzYS*|+R@w$1%$bBdTS@hjp+| z%1>^3ukNGTPf!T`imZ10R?n2ldE%Keb^dXXRv_(xFMss9>(y0{Zh?<&d`5ox)Fy!3kX4!nXe92t7 zY|(7#>}b>E>Tu=suDB|YTQF!QSj9p#nK>b(z}iY-7Vn{DkD%RX$*pw|w7q5)&si)^ zOXgCG`xv(e>->)WhxA!Z55k?Eymo4-*Zn4xc-_oK2H6RatTGf*wbJE zhC;x{!}>8+pzl&YV9uexz`*&`*4=XNQyWZS*C6t|CG+K)^A~AdQ1r!M)q_y(uOq|e z1`77wj`lXSHv2xqGXQn4?890|g-Z}FR^Vw=wTu(K2+%pAeXZk$aItK8bt&#taQ|}nSt1*_) zdam2HJG%=T^92iLCCL_W)6GA=TlO6eS~3y2_Pj-cz;p6 zp(Qtc^~VCik_DjS6YqF+W<6ZLeUIGwNS;3r0Pm%jF0b3Yg6?hJO$>)YYsmA2_mWA| zHw<8l&j8@T3dv1b0Um^W=OU^?OsL?OPdzPPxpifcaWNc#=gylU@3`SAK|ViP@9-F& zN8fp^ECHTBTx08^7tC-V1LTp20H6+1`J)h`NrBbcm4Ygj6GsJ3=f0`h z@(dK%{pbty8SVwh>*?%J(8qWBS~*7kFkn1WwP5_XWgz!Z!8!mOd@o29QdS2QXcE_6 z|B;&u0Pja1d7lafR2G0}=%F>6<-YaXG;YtgIqp5XW`fU!b7#sGOXtd^i{~h7C0J7t zV(fiRL(IXgyAR4% zC285OL@)ZRc}Q0j_ASV0VBJF+6Yug%cfJ0BA$7lmq9SGAfr~2Kd+BbefK8bmVTm;h zrsYL50vEG96l-EzxSsJG#ty_n*%}D3yz#S2)DiN^S;+*mEr= z7X&|GBL)L!s{%|Eq*A&4k<}VkjP-ND-05;9V(?1lI`%afC^44}#EaHfAczV5b?BJo z9EBSuRuAKp{Tx!4d89`;aY8yZslQbhqV*$tVb!weGC1Gn9Yh< z@QAbtpPlk*vA(ZV4(LAZtat1--Cv#SGd(rR=FI6@?DR~Fa`7p^J9<=K)i~NHxBS%~ zNN-ObOI>T;o{j5d%8ctGQ)V?#bvE8#Zyi+p`1}2tdnN$wOrG`a83TCrj^=aszA=DT z$Jisy0ZBe^J2dl1_MIvZtlcUSPrnuUa}!^GHIt zJ#Yl9d3|!=NWT(~V1D{y2XX!j<9%T10?ex3}PaoSJ*6A8naFd4f#q8K)Kqf1k#!4h}0=!~0da01F=8i=^k# z{8RD`N9hlt5%YxW)06BdxUvZ!fR@c~WBIeW?WxcSs-PI~?sp2dU91${EotST;96M! z!R6Y66f^}EruTp5pR;lC01xkpnMqX;Pmt=M0w#sG9Dr$;Y`(|?`Z(2sf{L&=aDULe zc!}AH{T%ZLz^=?fR`J;Ar~(is&L*Joz%pmhtbA(>NSQBGt+^*oWH~w&0J}wj=TsOB z%)S7YaBo!a1_y{NhS&&K?t5yJ-1$VJ8A#!JnaIBi za;ihYT8H;2sEe3z6)1%yj{BVQh`Y9C+Kl;6jZ*tYI81r?HItTb0EfUJL4W0 z19)|G;r4w83syM@YO|(HOg@Rl`#0acqhPUv>*U3YW@q<r66sQ^|nz~e@F_Y)iB%eUMwhqL@?2Jq09^XJWw z-+alHGH2=}rI|+h0)Kdy0X*KrxR;okA3{A`;vg)0dUuMLw1!bfQLYirr&3)Dv+@pd@BEKK* zGlopF($IocJd~i7b{cUPmqjasjhD!cAN!&KyZ~Z;_>uSI)a*`E?PCUMd3$*6R#~xb zqcX&9-G8VumIZZ2IRht+?~-elEl_Iq%a_kns|>8i`;Yd?p}rwGaDy@1N zF9b4+z)pyLKwZbc3L54Ggg&UGx)AHXgOH1Fisv6d$@@R^?QFjQ!28_$-yE#1 zMVqJ*Y9w-420-DhY#cWVX(Wy++ZcTus_u)hg1VbE1~kkEw87%o%tBUXO)IWZBfT+8 zUD4%J`vn$QCDTEF8}qG#_rx5;98!kLVIwnvyD*KE3gR3CFV{SK4OTE%fvbRdg6uuav`-Ck`(J-RCXY|^36!mu)A=3mH`269 zUx$>3%>UO`yn5e%xcg1)!5#Z}z(_&R@4e#r+21%|QRmlgTUmJYily@ladx=)sqfz@54$Al`0dZ$e1lTwdw_@Z z121x9E!94&noCJcyPL9H!Cei4#)?&&72x4uh5++|3-cH}yq{une4z0FMjDE*+;YDF z>_N8*n2DG@Ee#Fwn=iUTWAm8k+%;Q4RHeP}0K-%#ih=i7qAWx}{F)d1sn3X!l} z;ING20T>76#s6C1j%_kmx09M?;ZR?nj2ySa&fI>&Cp)Vm;>%zq27{iKh*?wHd*Wn9 z*&VmT6HTxUv6WBXPbNX9&CZ46+=6%GU;Vud4(CEP0A7K(AQG}LiU6JvS~=c0I5+Ox zFAs0nqF`_J_T4J%Rh_HQ_BS`mHA~I1cg6Dg>e>nm5MtzDAw~Qi07IBIMavlGRU}s+ zg$43r;XiTC_LXZQvpj8XP=iWm{W%F*haUPIe`;RE7O960N zJJDuXQ5MbYl_j%#W&ZRjDyRcUD6kJPlwiw+Sd5rgFl5%!GAqyuV~b?W!kdPgMxL9626~vi0P(ho4n^YUPMrmDCGN155#v0*IjMw`<`)z5!ylZR_Xz@S& zzBg4gjV_|RVD71ARrT?9sc*9O)t734V{C5GHka^kC;$*o3lI`BT$asS05p7$TI+(# zV|*|71CSO0bg*a~oCC&m`^5hV)Ek3Rh#->|SJZ*gRgef`r}kEj0Ug)go~3HxdlaZ5 zM_nL)iB%dgzylc=2$INT2~cNKr3iG74#53#K#5Y&E@kRf>c$lM+2XhJK8SPB8X(RS$)}(t?g8+H zvh8#TEX^G=4WQ6Ab2V;~SA6)hvgZ)oVr?vb6#&mOW%~ZaH)AYQ?zFY`wp!zICf8H% zE{g*^U7&Wl&&A(02Jp^gq@Nqljsd(n#u*FpiA_5SnzyBMrX|TcP#uU!{`Px!WI_Uj z++V-y0$D!Ka_BKF!hNeYsvDaxzx9%<3NB^HN%j|C`Ju)pvCQi2k>7gBl^MXpX1Q$E zw7LPFcPT-gcpkzk1eh!tZTOwZe|;MvBp&G-$N(O$!Oai=&mYkG???df!ZJ6yUp%&6 zzH-Zb#r$%?o$TVpbL92UyHI9^1oLG8kHSWLh~Rq;9_v#;&BFIWSO$?oM_Ze8v^E!r z1N2Z%&{``CWou3)T}!y|?V;NleuE%%v~N)QN8nmjbQdL6Iqrk-4-hh;vt8#OHO3w^ zsB2m#gfkYYC{S@+Vz)%RgMfz2aq&0d?;Ahyr7Tw>>Z$;E&i%<)=mG$+fhor11y|Yq zM~*2;3*0%8V7*!)wKrs2u+v_-1j*IsDVYh{1M410T99Ntw+dU0blZ%DD|{COD+EEmp|pqTQ%RgQauKq->DyjFG~-7(Dy2t`|}m&*V^}!vrqWi5R?kEO_ef6uGD{9~c2d=B62hMDGT}LmeRY-Y1?`3my-) z7hk%pAT-blQW3zOa2G?I)j$0EeRAKbVEGKLXsCPS#tA}nNtOLbk|hj0*rD& z;|h@NEp(_C!UP#N@i&AcSaf2bhlA6DJU>{~gr>NEanQq(0TcVAZRDN*NyR|L;d(Exy zL}7mMol4LVtV#r={#gjqND*@X+AXqj^(Hwolq)p&&cb;bd@vWyoGe!_nlFVD*aUSaM=6OhUy{H$(rBgf^B zzWA@%T}TV?>Gzuj&(_JP&KHol_;14dW74B)pss9x_O6?nd_Kg|*<2Y_AfojG-~k}x zy)G{(>V@(J?t<7e%3`!Et}h1~{#)p>YgRfNhtZP_`o1zyr~McD9CZQIDZ6T0&iG4U zhy8>J$FaU>r7i0d9nTXdwSS)siO%U3e%X>a7GoU>Kpj$@9K!lKeq8rbrq{7Cv>Po( z?}WzAsUihLNS*D4c+hMOU|)5XIv>C0*NK7F;#Y7EC}<8Kx@<4T{_UACtL@okeWm#+ z9jh?zqap+QU^N$BRn`Px=f5M~6RM39<}CWPte8cx=pFH^1bEm7v4-M;cGXH*!95@a zhE8X!s`aD4M%l*yRt;314p=*#XUf_?2Jq?~+2`(kV*sztu}6NM?fZ->9R)6QaH}dS zNU!k4pWLe!7cS~IzwmNdGHXh~1qZ1WknX^j*Ia!;MJfj5*t_-NwOSWwt8s7x49=T6 zQ3a2B0bVM`Bnt=+r!ol|xS3L*!l6j829R+3!)q1bsSqzBueki&ObhA{t9k$)>Vv>@ z_v0Jn>$k6vV*x| z0)!TH2~%9ehk*|c$F*9A58Fp!m-nkCHYC43JW$Llr51|@i?suz9r}4(M~f!6W-JZb z3`Rs)T3E`2UV;&CIl#RtOgkbEZ|T6l3GgV8{M%o?I~>#|$w46Z<4jO&?SLDvk$EWS zj|64kubek<;as_PldM>?MYhxW6>d~)7XV)13(zamd&Vi)yK312bthv1D<_kz!@8#c z0z#H*)2;nVh^f{Zh{Xmfpp8e)%Zc3`n%YA1e>pct++$j5i_40O=JC>TF?T|vZnwN< zTXyY}O}h@rmOcAqVDNZh?r7f!JwN`fK;VSPq@FIB(>qD6mc2dQx{qY8a*T6x;}FjQ zW5Bd;vv?$<0412j{8yLI@H-hZ(KldSg}Wtx!?)5>lPRo%MTt4~)M5>5AJ|I^odYY? zu>9vQeovJe7(>kE&wk*|>RJc^IbKVqgs}J5n&YWGIj+xKwk@3j5`GuUXhrH3FayKN zkMXl{%;V|ex@oBgu;Uo`d!RJvNB+zKvlOC#8yi8a(_9f}>)VC-3B>{WyECK$@OucA zDTw(s_w*6V(^e8w%DS>gWIF$%+@v^P;NlOktZ6~$0T7J}o`qXxs<6-1x*Tpu?Z-YBVzQz- ze#Dr@1Z8*^oRQaDZvz7)9QURkZ~Qw40NdVjTdj{&?h9rgeC&yNATI>#6X z+Ul*l3U^O+a3WP{@vKnB=32}^OR{bF8&+PKNXg$26H8aV2t-c z0Akxz=y$Fzuv#Dnj#fU5zt7FbcawajUU0|f4EX0?KyniFHQIgz?wcAv2yh1>u;{{r z%^d&}!V?m|qo|NkrvS{j5Z`Ac+NkVTk=K6Y=FEZzdGQA~y+`{-=ajlK+EcLw3I1Ko zl@tlRLq~Y%- zjp;$$85IHEYG(5!x1@Q?9_oaL0Ftu%v=nh4f$-=*-TXZnZL)dY(b6iPe&25-Q*==I zKmb#?h?+G0UJW1Ry`0R*Men_!%jL3qegBpBEzbVOpW1Xx0hCGzg&xdVA40UoSj z=&uFSCko=c0kDk0HTO2)KBgoeBgZwCZen+rf;zu1co#@jplAYevqZC4zZ*ouJ?xQG zzw4eI6dF|8#2?BzVAjQSYM6TG6YeuN_M#UI&JE4MS7kpVu=BU1ER<|Z49f9+0CsU6 zMBa~g)7?Ae-iUs9*`I&rSqFIaFlC-y`;{#Iu)DK)ihMT)BGLe7SP@JefXmeAX|B%|xPg04wC) zGs26!PcYA6g=1erIENJvV-A-|5WaM`x9B%}!4wuA2(T&FJ+Hut4G)F_&m5^e$`I8*uL*-u$md-ZF}u zeogY<-t{^alp*k|i|j4C@zKtl2L)y8C}V}Ko2OQY6Z z&4U2%3dlk&Zq1E_STT+%+k<`X7f)`GyB}Mx)?-*N&zn0Rb(bb{V)sU)=C#pMKT=9{T50m@-eN-}%hhj>U@= zYJQKa)y`7^Y^QQ>t@rXgh)MD4&DmQ|{bN%zMoa(zAOJ~3K~(qr@81Js0PhsWaOeI* zvggpT>`F8s)#zZ)t3ldmi7Q zIo^2RHRmo+?JZ;a_%ZPYN+F2vgo_&mApEATZNXh|@8P5Jg&*H54{k6r8Uj508;9CE zUv{;+hH}FL8BLt$4nhVjcPU|;-v^heWBr4faH8*VE{o8f!*vtxW^v%SYRn_@6+b7c zZR|caDHm8E%v&xi)Q!G5+K)5~L&~J5Om;!&Wc(Q4H@>4?fd`3v{1~L#6kAzTD00Aq z&%E|8KkoqEsC?(oe=lQL^!1Wn+yqV=FBLixZkYv;7lhC<*CPtB-U@)&#RoNRZ?oLD zW|Q;{k0h63(JnG7%cu7$8z)$6m(7`)3BLd}`w#cY-b2R(1Tb*J!h17|m?|^U8e}LB zdd7Fkl<{B$?5aqd95;+}!eWV=TDogKo9?KZ)?{3u_hFdz!f!+q_9mspPjBF)UV10b7M6tY@`0B0zH^PLtL57 zzdQ+a%s#4M)?52v`3X5IKk%7&ctzZkeS^jdjQ`ASHcvO;L6!e5CCLhId#Q91>>CJ*h+92)tY3}|4$G!p zd*$&>JF?uB%jZs$OBT)5Ib^x&PAI5@f)k+5@2zp_35%<sYMwI3j*^x=1EPlvC}1E3Ck1{Oly)W zG%8hHJZtf;XA9t+4pU~e{*JGm3h~LQ)XRI%r2bO@ZKrZ?J>M~A!KDhCmL0 z7`f3=P4R%k9N!iT9DZ~2*X(dG!CVE{(a{P)073^+LVWA4hs=5sQR`p1Y`(nXrB^B~ zI0QTv1zwGf3hv4n(%3HiU$x>x!Og(oq96~?6tvZWe5IC~WGoDz4Nv2y0#tAjtFc0RYbfsDJ&? zy8_8aZq+HHEvFX0j5NXAG0okIZREFEyK+`YohPngzAq84w_@!k1$?^>nf1#TL|$6S zMX6am6D+y&)!95{STjtvbPs7?rrYVm0?AcKN_fZz+E9Yjc; z_TKlq9}fdb0N2e~Qgd@lGb*0G69MSvw%_wL-G|5WFbgujAF2y0A?!CJBbt!MQfC;Ias|gZYE?a>m_3mX`LP( zk$3;yH(_E_kk{7KEdT9Yuhs4`D_%<>c{N?&QaR5M^TS+jseE~U4*2=SgyWiDFtT=M zfH43XWh)HCD;#G4XOcL9nbMS01gNk==Ae#kprunSS#72?>W1Pd%t{ZwQ6Jp!VW~4v zXUwabTBS-Hs{!^#-6!DFi!PXZB2W zH=fYdDU-&Vo3bx{tt$H^31~{<=CVEsX$0`M2X0=8Rj`moOq4u3vfOnQNf~O#M^|hX zi4+hz-XOvW`##SX?^=7Rz%HJf+#_+$5zKl;n5_>}&c^YmDFEU3$7ciJoe5KBs?X~g z2ab1{vY_62^(08-vpiJ`VZFeu-uvop{}{llx2K-F_l*I(QylvzH|;3IZ!DfYRbw;a zg2e|-GRl{Jdar6nDd@f6{Kb|tE-H^8u>C3Igv$#On@^iKUj6S`U|skxU-~!Meh}2_ zRu=S5mM{IM-%Nf@oEAa-^`pZ%-h6!iC_T^|g*3qc2vJB5f)@ke;Ti-02ze~=Ch9k4 zSV?e5@He%DMY*E@@KBIr?Av!eEXdImm!{@MdFu-MzCTyrRCy`phySU-mcs>{pOWt-51XYL% z0-|rf7kc7@9`&!ZIN}m5Vx0uyP`!e|Es&LO|D)#S1w#QOXFp|+ZE;nVw^zO zg8YpT_B1zFMEsGOUjWLD|rx>^PW z1e88l=SH78wr8sC}4(*^h0)c(XdM$#R)j(bZW6f0PJ!y_j%0w*;-JL-N@CRv{okfO~X z#KAWKBrzUR6R9&cQk6R=#4L4i?abplwO=%6W@VfnS#ZgmXl|hScgJ(mK;3{G=^rR~ zOZfZNY~3l3JpD{?)os+&BsW}oj_xP%dgFOuWGRR_ZK=p1nmm|-3vq0g=us?(mMY z4e-vCDYLBatDVt>z2GbmuAGVW&hH<-T`Az1Iv39rppF5&Q<*`}&3nfH-YJgz=H2_{ zu(O;^pEO%UnhP2w}xbE%0yL@qmD_lVxu2Bzes>7ZiX5p8Mf1 zAD7SlB50C=#NdInbO$70-HERb5fU2d)A z9E)R!6l<2S|51a^`B3J>TP|EU zQ!ZIFN2W~ZQg%(vo!Hu<$*&I`>yv|^ig!5{t8OPjID};neTVUYGQ$&o5EL*D5?#;| z7)U+X<9jeSpWd-wWA?W0J1B>b^krkqlmZ3iM3Y$s;Ytm#hx9G8dnabi)-)H#LG5pG zcz$hCu;tC_rUp#kzWf+fos8jc{9^%{t3 z!oo^f>+mhuLk}XJw|_9R0Qr5`w;X-EdB4Qibb0l-5{;QL?mLM4*WjYp(3S5Lgr#UFqT z2wHMq)MYWaQQ~(1JZv)1Y$C7K)#okD@(Y1{!k5(M>_IREHO=$ptvREk1pylOA((&X zfy46UpWQDj)^8SqJNxKS6{g<#is#EqFDd5bt2WfijOJJh@g52+MmcUSQY?OhhKSMF zWTX--xy2w4zE5rHjE|xXLMfzP*(jw#xl$wg}i92?SGpicm-tq$Ig|`8>JioQ1M%?lk?4f+hNm zX&CVTI5kH;Z=97fP{FshHc59I;wCNs9*S2Q#B)wl6JV|du%cjGMB_&XhK6L{;Q`sc zZ@+BYdsq%0KBoD$%$n!OLXb;S--O>sb)L`d?U7lNdt~aw@j8zQ@)h_vf))MlK(Yj8 zN48a63j^3AF$u<)u8nw3ftwP7Sgx`^1;DczB(PZi&3kXuzcd{J_O25a(}sJ8os~Z| zPJnLwMktBQ{j#N$R-f~hF45Z70B9LY2gMa)={R5cUdZ#!O)b*W6qrjjUeR1^HI)L= ztiW35@_lOjqONOeCtWY0l=1ASHZ0cvt&#EwV^8->O`Sq(QmR8lbgl!`VQwH&(#Kr$ z5w0Q3VJtc1(?d#-baBHs4B*x3 zp|R^@0Phs%05;=QTXq(nI&c1rg3BWg2GH>PvSRfnxp&p3?5C*{y5!xzc3txAKUw*d zY}m0!uVE2G+y3^KTxp4FHUCtzx@O(}$Qt?i!)xSV|3C)tAh>`09j{hl5rH36N*F9mn2)L~wx-Ok?UEU)pL zrd7y*3)ZKx8$PgZi@Kscx?!vA>oZs2tdEeILM=4K=`(A}M7d`9Jh^h|0=Z=I>ez|KmMxFp`p?VHplYBx)fJZn{)_#Ong>Rx2GS_u(EG zTp6p8vuJM1AXsDV+I)cfC4h&E<7KbtccYU4CCwET3K)_vY0~o+%bUsd-~ozS0tW`o zQa3Ox$45`-KF+B{(5&pC4vfRvPWL~KgN{=G+407PxkpfkF-y7l@)?Yk#wfS7$@q|4 z)7~NS*wfD_z++!uykw5NH7NZEA?KwZ(Y9B@_CUR3;^$r zN7pLt@$HYV%>W*rfo1Uhzy87sVinIU<{OgIKxKk>!K#uUv=9;RdTf2xJ{(q;E}f(8 zQ^BsOQN{(~P!Gun1VFI#eS~Mo{8$U%A+8SKj%DZmBl4|ZJSb0W+M!x#U*I0~&Ks_- z$}nm|O(npKNlx@T;8r?h^yG2D!3S$5Vz(ghu>iPO4l5H$AXsu-y&!{Yw9drZIo6fA zy3ul$n7^n~lTDvEDTm>{**~Zh{yyiHe+)y@)z+*ot$2S-$b;YB^2vWFxM&jKrQ+@~ zt-5ouR4RFw_?hpg7C$3M2m|Pa^BC-DpG7fiJWz2>6(NxpTl++l$q%bApIHgqyj;6& zk372R85M4~?l;y-Es*Ec2QDvgpF`>CY?o`6Es!gbVEvp0nfoi}u($3VJeFJc)Kcr} zQ;-|1Pz3+5lE4y=nfsh?q91TNX^6Ec0eek|`6$1u_z2d8OqgpXWKlDC)8_9A+8E_gWq@i`9fe z=>Phk-!~-ylnBkua?{&hDRfgt`&i(f+}dLK=)!R5cUjW$=0YB|csY=q1)qcQC#VB! zF05yWbsO@GmtkDtj*Is;E3b}ONf94~^#|)5_A0EGSYgKXOzWl2x4{uP)Ym6SRbitZ z$Y^w%L7}n@8dGSl-QPZ9-r`yzLeawP)x;^*Yd2S5goyJ%r z7uW8CIZGb|u({JFXEl*HggO5`M(XA`3=--Zh!Ik1|{IIIz%p7 zWQpH-$U^&1x5XIX0r2|Y0E(z>t_JWR)WXsi7ig7ldw7j}`PTc2iP3`Of*gJCxZ!Gb z?@SfElP-$cxH&gC{N@D%2(PJR>gWe0Xc-mNbSpz&XaiijXl>y;XuV?qJ^K&W%RrtI z3();5p~)q{gWnk64I$9dEaZZ-(*K{x!4jSWsOS!HW(4XGXnx}pUn-=B0Kkh~QrSl- zp^sYM%n}qjKmmxlkmjSJU`H)GMYPU&!9zY4eB!xGpoeb;sPo^R0*SCls(W2)iy&?f zuAKL;*({GCeMt=RMjK=_G9jS3&s#cQu0p=OW%Fdpgzk!|hFHl%NBd>>p`#VCd#Oa% z3ZjC0BEVkHxDI9KOx=r@sY_Q2QZAU#&c3qL2FTxMOo`9zIV9Wn9g?m44#>cuDJ%TC z!zylQF~OT<;Oq(Q#J=SM}@+Jm*e1fyXrbVa$Nr8AAg|p4HNKP zoit!&DQy@lM=Krr6)8%50l@Q08l7v1sT)Lo&5;mWbzFf>z8N=3dowI`wvVY5t;>`v z7#p9uq|91}`Vk9$WMELidNokTu^rdmF5@~{HNC-T@VtoofOBZomfdpCs;4u{*;UKu z%MF+2=Se)Vs{uXTk3tgkeD|>$%u;13IB*{oJ#o_T3gA}Fi@~`O$Mf3n;|lhVACIDz z^L7#7#o#yP1yixm6F*?TrGg=Kf65(`_i?X_0S-Z4Jpko&0p72IDYKsb<2_{_BlXsC zwyk&7=2)$3^|m>6-x$C?#1Bx8Pj1Y;H!~u5ME;Ez;3$mMniT zkzv#e1rV%bs|}w6K>+TBPzeA3o+!Q#aUhHb+p=fBeC6jW2QT$G;>4PDn)zUW)W17WC+%8UN0H@)oIBFRxns z5?8PS$V*uC@a>wyLlZ&gN(vR)0%+j-RDegkR+Rsb1#g^a+m z2|ybdKB4#luxk&A(+vO`$g&)Q28uLJF1Y`~8Ut%x|G<#CL=Fyt^|AMwtR{(1%iRdTvh?*5WkI>J!J)j z;w5LLu|)5YHv-&O5A+R4-@u^0CzXD~@9XGuxL*U%VUFZ$#@y=TqJ%K*?P{T1v1YT} z^6={HmTQ(Tke6J#tn#7g7e8MaPmF$0hSjL3D|%SpKE;8*Ewv}cXIHsBFDT`rk5!8u z$!-$ur(z59%(GYH*3-4#)pEzge5mF2s;i z67eHs2-)z_h}kE)Vb^g!zMp&;8)O$K{`HU6EvBe8B~a)tcvtUXWHB&U5(a|_R&}>*tlIio zRdw$<`|Pvh`mgX`Qyl`tJ^}p01DL~c;yAG#ClsgvLXFwb+Fb2POx#>a>CIyyCd}_= z--VVuZFf#i9~BCG#1(*qwlGH#k%`x_F5V>RqvyVfjBp>;1$SW`E=)+}w zVnRN7D*(^cQ(spnpM2jNq`F3=skUC~>Tp@C)_O8vQ_~%gmLrRP>>Ws*K&%^#lz_Z= z9a$feBd(^_wTJ!DEVlqU0DnfXDnq2^AOSOrCPDT-#6g zcQXNMrveNsX@3!rn+154^xo_>XQBsY0p1LIb=Se8Du`K`Kc`I=b$95Y9mX&rOoiZO z+rC5crSCkNdFqXCe07OCmmMx&zwb%e(2+tz&nhRD7u7Dx!JHis$@Njbl2!((k zj897i1t*AbA1<+$8z=;LF_DX1Z*`E;;?_GKlBc(q=FJ1#5u5j#^Ibl|sVsQ01*%BM zFvd;3SIzY?@*1VuYh1JHNtTZLW@EhymsZM=LMV92(SjSu3lEV{*rDBk31?9}k&rW} zb^N^bkqjmf+Y$C7JJbD!5oA(2A(J#98? zUmnO)#X`)k84$c6{9-vbs&RXd%;7pYsX{EmZ>SVdYl%;bF_krdJ_xPW28bIZZg{vdGROI+U`q*AHV4%J03ZNKL_t)IQXv(q7@&r<83=1GJ~9OZjML!g znCv>xD?1JzmE8ezFc)e+MPQG9CxQL4I^hU@qn!T%ldE_bTlVQ+(+BQ7fmj zq5{Y>p zvpK-n_Yb3d8Pj-5ltLvI)nM_kZXn`nYjo_msX{GvyLIcpJr(B(hgYt`M`lj~SL8h2X~E9c!JDdwX1|{Wcr%;>Se14jIGWtu*ib9$mM&B+Yj~*P zuOGW!-2CkaW%uE})lYhSNNvW=`QF?L8Rp+nK0DnkUtN`$? zzHp8F^}pXQ_dJ~@OXocL*juj2P00`*(zf}9f~HxmVhyb3rJ9^n7tPQ*a@7T^WfV8c zOoHAjb@M~$aUkVHBCMKVVdN^A!`cf5Xv+8Z4d_>PpkcvlX(S1BzKck_seb+br{s&C zv?d;I`s{}5uawrt`VxA31m9TjE}AakGqHRPjE-u&j|vO83u=y|H0A`01tbS*)$_zO zkw;d^ql!QtV;r+|n%s!B!3ZD1HmcRga`}0Sh$c@T9+m!)vEEOU>7jhv1)!O!l;QhfFsj(B?G%HL`8rVR>lF4teu#c-CYcOQSG^3vNAAM|K4>xGD?$S0*ccRJ+=6Kc>k2u7obLYsi`Q0+7)wz(@ ziLC?JD&wY0Hl9~3c9VBk0I5VN6UkG|LTC5#J__2r5<(e08yrwY*~fgL&*@(*Hd=g& z1FHkT%lMMg03}h8$3=)QAe(|j3P7L4E~K}KVuV8|En@d-@lB-t^zAm(f%8s9qO{nTEG=E=@U1H^xeH}y{^u= zX2*r`2xszCUNGVPQ@Ug37X+GfmNHnEz+bW_mmE_-jiBG(golcL2(^SAvw>odCYwW`-jx3 zw`og{+_!~w>a1QNh!0&j?VAf%ES5{xEZ4Zb<@3`7*W<9o(j-S=8?=WK8+mY(5~_$!xcz{Q2>>_m1zZ5U41Cq<8l`ovPzNlxLn9OFR+@seyp``h!x{)#ioRD}s(^CJ zhwL2SIm~}R9Y4(q7_Sq1S~!N~0G=vgf)oew{UPCw19t9>HGVB8rgo}0yW-x+|Azio zw`~-Paeg^n(;{`%HBz5*HdCXv17!#>SB&r&55* z*^B1MtIj`L{{#&F{#WmEno7U_U$$mAq|CbDwwk$HIdiE>&58hXC{w7p&H2 zA|L_G?C3$LB0f<`BGi)QK?!bB^$^gMYSM8Tv?SC9@aRv3(0MuRgyD*FEuMhF^1Ou?7XdugSbL!&z6N1qoW#D~RWgoiK&y?FGfq5S zG&NOl(Pw3^Fc-#H_%en%uBHv@QWgkW_u;Q!)?m#O#{K|p6&_O?=EZt`a^2{qG-w3t$ z9*`Mu%ZzJ|^+4x+(8*z2EitxH+f$e3D+}07O{ic!5YzPV3q8t=+lMf(HiU2hQ}P#U z*Qy0w3id8Odxe~{d_f6Nw)zK0M&;<>nDh+|t6QJTB}klIx~?>Ny%#`@*^+gsK(EP> zaH!i}gX=d1$4X#=0>H=A(f@vJTN{ys_Z=OOeZBp%_fWqKB)J5gJEWy=a163(X{f7{ zf8O+zj#DF6wc0xQlaKzif)w_@p^P%&^eZC=z`_zweG0O@g33sjH@MfDi=NKR8ZH{C@m1aM6uLiU)cOqQ0H?3(iYe5)B~dIn)CBL58z$9VXXqY za)PX-K(G`Cx`u3R1PT#rLmm(*+V`gVTot3gE2}8)T|?u|2aKxC`4{&f~$ZD+lm?)R;0W>7PpbC{)B)y;H^1SNi<;x~V{3 zxwSXlXU+n=>Gs&m@A_GQcM4;Eux~)f!DfYncu!m=^B#e~cW2-N11sKtefzZ~ z+Cyh)sgXxt*d_Npo4Q^S|JUBsByG)3$X>Bb{QcKnCa=5Xoa7n@ z+_ElJdGQz;I3HZ+H0D)_1<&EV6yTu&RW~w=)e+Gc5#rIzm5zfI4LdHZ@ur96&Qcao z2LKNN3FbZooT5|*;ei+Sd0hXty@%xHJ06thc6zI*u_{(g%G}l#dH=N=<;ruRrdB@2+IEIVd zc!tv4!3F<+6<{4v2LE6H5SIcQ!nn3M_=fXP0#hn?%qCMM-~9Zf;;o_@^#DQk~J&jlC{e-@Rs%Gl0jDs!_zxF zq87fR1EZ=`2@CZC_LO|ZD`D(eE%h#Tk67Zl9W8qA_=L+_cG5GNrtY0sQnT^KJO@kE z(SZ>;3|Y*;aQf&lUXM1MJSks$@JTm{RaMea-yr|(-PbECDE*2{rm>Z})FQ60iD$KO z1st)*wzV{=H8NrB#e$>BH%b)?7H`RWDZ}Ojz|2|NKtXx#aMnh(2%?bkE_RT}&<9qG z9g}%rZu&OUP*}0{u|yUriNbM0$%Ol5Yoh~ow&uCUEcf9Y0f-YOfE%WP##CA7Y7Rke zyr;!;Bm{Uo2aED`8_Kh2I*{#Lzmxq)8JyDu=Jp%|cBez&jrZSJpx3x@lpZXTk zG96+S#sOth9z&?r%lwSp=gakd(Y`d*_=RU}Sbu08EdqEhY@+l`_+c_-R?j9r_e9iUFrO7rvK1UGZK8hXGSS3ivYgF2&3h?aRzIN|p@}+wo zP3Xy!WY&{a^4bmS7O_0RAbWs#cOvpR1t5Yt5vr`Ho0#usvx>zoNL*_mA%q$x@V@=iH_3>9*OMni z{`kgsYxV9>3GRTMu*O*ouu8TyH|DaO#`7ya{EQ6~5Ml%lHYbea1EqqxV5$`;RTLyZ zF7k%az77a3Vy(9$iEzNXtlL;%iNLxP&R^;e-EGY+mNjbEsRan(@Z<@3Vb?)<V~atz$8^-+@4g$$i~$x6!2|aze?lw^!gmZh1fmz3jSe*pSO0Qm%oRo-bNEeZkv znUnI>O;0LtqswchO0GT6?OzK!+hsv_yDaYPP>UiKV!$4enOHs@BQ0Rwr5s^?#B0q7 z>!c^BO02L5u~_Lw#*de{(%bw`t*{PI!nBHF3D;IqH~@N${nEg)Sxd2mH`KWH@Ez|z zIEwq_crFWUyaqTg)Kb@2m&WS(i|BhtUPRq)j)o~8d~g*^*JAO& zvoFfGA0r0Otr9#yUVG8H5^(C)6tSSp*KA%wQ#^$4S+uTZBK%eY>?~ottqsN{FV%qU z8S%bY0FSku$CQbpuF|l9 zsov+M_`b*mGp{eFyB4O?{#k%Go!*+g_DuJ{EWkU(9)51;KAAXnLInnd{Z$LP)mo(% zg)(&8JofI#x5)j^ZBJT&*8Ib-zcTsTSp?GfG%QcIKlF@#kHAL!%bKP0HNiP9ng;O9 z8grm`Kz{3%Z)V6tNayg$_rIYe@SHkB0XXg!V>skx|rUAUFlTJJTmEZb#9TzMTSc4p>OJnUqfemX!=)RdJgjgR@ zSD2JMJfK6t%*7VfsjHnPr4BkV6m-osEzdG-b2Bf!ggrNmBTIl>AV{fuR=_^WHRh6) zuqyigS64MJsB@26ITT#EHF0=gNFIM-mpr<4mpo>995WLyC5Z?>zGT%h&9}$DC4mP) zJZD*xSoRM04e3wD54UeDStuRG#!tw}Dwjrsg5cgzOAN6{YXc08BpGj%X53%N@7UO& zZpFAos#3v|cNiOIIPZD(*4+o?g?)!KhbRh;JD>3+QIn2<EVZ(=r&>33KTGs{6!lVmjk04&%?c{l1FQHIW} zCDa`9bS~K3tz?c>`rN$hY#yfbG4(V# zm3rfQXI(T;XK(&^)-?<8PH|lK9O_kfBsAX$0}u%;h6E%aT_}14+VwyA`aQ|l9IkJB z)rCSrb4s4u-0hp55mGG}z(dg8uzG0*;NkXY1uNTM|J!|;Cj8W8uaI~D#Kk3+r*fJt z)qEm|df}Es^!v}em|=qp0Ui&;Vqii!Lc7yyI+Fx#~Y#F<-vtQTg({k7fGF4uaQTa*llP`i%>B5VVTr|3 z6&Dx31pA%O*XA$a*$Cz;jCctub{Ay+(YNLDX3?H7rH4J=S(seiCi(*KMkgGg1*m-W z6F;XyCIvS)+)n}MVbOa7X`1(eki}8Cr&rPr2rY~a)7~jhE33e+!Npfm5&&3|@5?7S z_H!mLJ%im_PACe;I5G$(mKux4vo|u3&rHv(DNjz}fK`?y)08WYWw2V^`5t|Kr#$?E zi`^R>KUQkY(+6f-wPw*gxnliFRZ5(*JoN?$0kGwiJlH!R2YLsUHI+4nqRK4JI>)?Q zWPOc`!-MgXxxswwZf#a}PM9$r<$k@+hcMO%g_pS|j*LQ(;w**W$32I8*GbCX%qld$^Pg1f^j49_|WKt z#y`TGYs!R>sWw~}^cM-pd1et?W->Qb*oS4bRuzVhEF~Rt=ek<5b+|W-EV^cGi?7a0 zaq!UQQh;~eMeAGw_G)JdR}hUmt+(8T^FQ<;2=@_Nv-vGfKg|=uPZijO&kWZ-pDQs; z)RFA>rX1sXfL&frKkipBI74?#Ygeeu3fnppi&LJJG6ZbE}o5$W{Se|sLD5K|>w zpK9!WSl`FzMR-2ut%oz!&RKwWrh0a^-s$$hEWn#?k44u5(y*k#?uKB}SX(P=mMu_W zrxM@$Z$9|6Jn`ZlJuFXFO=`m6_g;OeJ|zTd_E>Ub{oUOUCjgI)9IgE|7pzeWULGj? z8&W4cmB#NO5q#{eSIdQ~mnLshWZ?*3*DOUQPZ*1*i5oG%v)p8kuG+av;c{ixO@0Cv zl!81uTsbV!YO`sRlEO+Q054C7hy{lDdHnr@p8ay`T@T5&y)F@bcn@x4#4v6++x1y| zc+lRdlF7$%SZG<(Ty&#jCGi{x)dcR;V2Z(QJT@8&;)zod z7t3fJs=KkbgoT<@15W7y?{18r;odU+JQj|_$4%xi^SLw_Zd`ON0}TAQfo6{%bNTa3 zi4j^2&H5Dza_UxVu682w*z-H(!7V%Fq0KvFZ$ELrG2ATO$QE_9DbTxo-72|o^%4a= z^mQ2DYReAcwQpoh4)qR6-|(>JKU5bxpNzU*ExV=905HMQ+tEfUh8ErbSnCR6m4Vd( zEL<#|waL{16YB4L`P=$C^Y8ei$WL9eUdG0bOKn4q)Kvpyd~P+@tC{tPC69e?X?KUr zo71kWmo5h-)_$xpCv-mOxLd=$C5+FQt8L8<3hHoi9Gk$>cfwg`V7x6rO}Jp9Jf`GI<8hYzpQ>L-r9bt;IqGpR%z+}LlF^lH2 z*4q7UZaYtm&@&^fKMU}xyIa{f7O_?=Fpv+uLlEdFhD*KM~%m4ZJ2h=sjyaPXQ?PaoZes>{21X$hi*mJUd-{FLZ?;WqYP=4x) z^OcY#E(mnLb<1tC|LA~APJ9yAr)K%o2j3`dO~kf&!uA|jzOXK(hYy6?`<~gB5xQc4 z#|DHIPrs>6f@qB3ysjvrU{K0tG55uh%!3|U(>FI>bn7>*m)J-_>qY}&G2 z!QN)Cj40h_oZF|8@eoT^Un{tBUUc?Sx$vxI(%j%cM*1jcmC^XRNpYzH#>bVY#nzu% zZdBlQbH&C($yoSDOeus)g#K?UP5^lRQs92 z-UtzvvQgI7>iomv#@y$<6!0inQO59`%-<>!tB)U7MGRJJ9Xl+8u#A#7EwBP5MXq;ViK3N6EG@EB_oa(vp_j%+#rvn&-`{e6Bo^{bQfalo0OUcfr`wl+} z*IPe^{b|bU(=kq!yyGmutE87^uX!nYU>4w=hF&I)>u6wQTG~CQY%EOt$bbCqBN;*M z++_>pov+?d7`MTp_xZ2hDbMtz$&?{?`So{SS4g}4?2di%dtbRDRiXR9`TzXppGclF z)dtAM6{cz+1}_v;Vt~hc4vvh=@K~A-0w~$p-m0#FxS@qYJAwhiO_=zcXA&Pa-cqk%n|Lia6b7Rdq;|WNyf)y7RKrG#mT<~sr?n786+ZyYor5R9AuNFIJJ<7)R zh3{mRvT#gI@H00&?vD@LbS`D7He{@tPPdK5N`8hg{YxSfG{jjCPhOeeZ+!349H5a84 z`QmU*#G>_I|Kcm&5;>{s{!jnQPiNZA^LHKWlO9jhGI8RVS{5xOfmx4ePs+F{GQYD` zmUMOK9^BR5qU!`VQ;oCYePF-zAQfw!BQJ5aDGOwcV?@PD>MYE}6BDDDro<@`(ADa9 zQr8PipzVzf>i%{jCr&q+e*itr+2<^LHs{M9Nu|oEqBRo6=ehM=oZ`UM;gl!{{10#0 zsY*mEBs#zL;&s{|F%gLatySt>Fx44S?%iyk41rzI^?ATXN zEk|OVKMnH3nF4p=`GYd!r#|uLa%dp+hPnMSACY;TZ5a}*)9^Y!)GG8$2=cw^D)#v& zU&@BXV|pg6hqD&EmvTh^V?JvZ;GKqXL&(~7s5hwz5|Fh%j;@mG$y@i2-%I1aV9)z6 zZ~h65=PN4T-1M}3`JVKi?zR^B*gLL~l?xn0W?b0#{^h+hOC_kISBW$we55PydrR?JrMys#65(( zfB5br^7Z@Er1UP3$62-BaM`(X!|Sdr>zYa3m00h>@j{3~phS=zop4m{6hI#2E0%jr zT^C{btFJF{t;q*@j(i{w!}H0B2I%-R3|F@R@QW&j?RHFeX9To!4U0a)rJzK$46 zWfdHm(AciHaD4-DSM?-M2M{zS@kT|0TXL8Ol_dbr#}69dC;~htoR)h=9zeH8a-WM= zn^a*QS3v_FwA0Q203ZNKL_t*LYUT1&{+617gC6TOF-k7!b_!tg$X-l9Nv?}J4y6P@ zi+`jgc;dy~^2D~?^62*68HV1Hyn&O|QdRBZNY7b3UoKm}LasdLtYqJ^aYNAnP=zsg zbix7G;qh^emn2Cy;9XrXa{vT@3QL*hi>q~On>`IODcm}Ldw9TsJdCX#%qmC=EOiLrfX0PgZ3_10cekrMCT`61nSzK( zz={JsFhGWd^@mIHF)YwN-Yh4Vyt_piW0|kj%JzF~a#HH6tE9Q1q1cg@`ED_Wxbp*& za#&Dpe#Tbnu&u=a&w*F7PMJkF?|iVhI+Qciw`p@v2H;(>ewAEv(b~k)AJ$WSK`mkhJ<$QZ|~S7dwTn|3iP@g*R9CJJcP~U5PE*kLHYA<+@tYMl)3G#8Yl77 zS6!0(Ms|?={#Wjl9|V>^F8<67Z;}=ByQbXe^DKCwJ5FrD<9f(daA`_nk8rv1!i~yC z-aXXZlDxc>wB>YK@G1p(8WVJKG9mIHHt&mfZ;~DRj|QOEq|f%C3FbZ%(8wV;<|+9d*+SM8*K)vx?tHl*&nF#@L9}T-Ll;j4FCJL_^ymIs z6GB`0=4WnH0onwJxNiYGxWD0w7Z+FtRe*+gr-o$FX|6!7wYrE`A}^aIPmkMd*I6Hj zZBU`zyLCD%Uh4j7^^^*UsYNeuu7pCLu7v>9s3pL=8;42gF=nC|Q45WC4YWLANxuYS zIo2kF8?oTZI~hre#nTmSVE{eid!N|0OAZZOAQL<38HaDa zdy~{v5z|&9ZH-NG)5qSc7B(0*T}+)zBZ7M-O${xR2aXQNev+#n=~oa)TUb{X2TPx8 ze3|pO)k4Y#V)hny&5^D-ElD0f);g<+c{w;bCL^RZz*6q-bN$9U(TwUO7i4E!v$Qog zNppRzx*}Uz7@nmBN9y`kC)HR4y(Jk11}P=t^=o73p5+KTY@f&@kFe`w%Yaij_}Imq zIKp@xBrKcJB*H3u=i^(FKG?WsgZ+;>>MasSiuY|man7U^znm6Z#-vX7i%v4%lLDQ zmsiz7ZP_jlZr&kV_aAmts9OBkR6~a1#@>J|sSyBr=PaKuq*tk} z&c=P}*wj=ja3Z!13mx%zjA#GwxC{)BsIo#C3WIuej-5Cme|hJFt_8|eStB>T{*}_! z)Fj;&&!_{&pR9AJmEVY`!vOYw@8+Wr*^TFxKoY`v2pDRxyE~X z@EL6jE%oKrZ)xprEQ)}gUC%o@t7cve**My%&V#%fumZdEMs5s41p(LV^Km`Jy|)af zk?k}2t<3*4Zx1`2;EwuDL1-;7fM@R#0z4hlDPr)a^L{^!Yr{UZ-@`sV6K<0Eb35w_ zeLBZAeBP{!<_}|*{l|LdEWkU(@#2s`-~u=u?jO>F9Zg?%d$TN^*HyN5L@NX$D>vPC zuMCWiCwZB!xp1w#>fEz3b*LNN#3KMaz!E?MmnS=%V`1fc zPj8jK`SydEc)T}ValWQbC@P_q!~g>TkAvDQl`+7>LSxT9(l;m*C!7_4&#*WlxD)q7 zoActb^pF)fWq{{|_Us8A|E=zjo)E+icLR7~yvNfo?v-2bctCdGk{be-YLVshx;1a! z1!p;cU5WLMwjp2?x$3wvbVM0el+;39Tt(d&7A^OY=oemXLqF?II~!DT5hgwDPpao-H< z2>Ux!2AJRyYx+Y=MqE#(KYbs?dA_&?S4=Ec8L(!Ieo9z^J7zjQ7T=^~9650!S&O5y zelsUg9AO3|J}fROg!&Kpoi$~kE{}zmOG!MwY0D0|{|7J1lP~U;6DH^fr~|N~C=hpK z@0WYtvW2o{=>j=-`65}=-J!q*UThP@ei#pq-yQ5W;sXJ?&V~NCNcuq^Bx?dW=2aZ?y zlolw3U;&++#PaV1Wle7ap_E$eVBJhdPFXfdW8&Q*odB2x>@ff^w`_CcwEfGi?R+Ip zyvG?SOer`_^X%E4g$3`fC$=QxvvJLGxoX3@gxNJz5apd2MSyEMz%KTH3DSJWF>tAI=oeieKLPJwAsjotu?*<}ARgw5MLa*UbXFQyhB(F}NYVxc`W{C8^f0 zwpw1XVsY8p)h#6O|A!SXOlQ#E+#tX5wri3)Ot|0!19%8Gk8j;Ab6T4f;889*YpMLi z1#9&8Jm7$!`B&fiz9uS9N>!Eo+B>e53w;`ZyiLnw6f8a*0xr?HX;MW(fM=FX>Ol~L zO_O4W8^S(}ca8$w9VvMrkLw}m2sg{=Sn%Ra)($ayKiwpi&i$lX8?DeLOD3GRG5_sd zo8%i0J{4F((wuK^z48M2;B^~IWA6g13w^2Xm<1#ZYJpK9(8bId`ARr0^efg;T;lTD zh_H`U1-G>roU@*m&o~HzjS3EP{4$8sUs-@{@TQC%5mBr(WDEPwm{JF?I=x*Rl3=HQse_vfAweYZon$OII(G zOV_TDvlh?Q`Nx>>etEHkyxYN}{j&Gypb)csWMEkSK8QO;DfaGHUYNwu*&IU2f+cZL zcc(0w+o1#|OgvIPXb!l5nNvZMRJnM_6DO6#Y0u$4IndWHI}h|J(&fnMu8l68$y9|pEOi0^?+z?@e$(H$cDY==VZAEo98h$7gta-Z?r=}4 z6xb!qqy=dzDixB;T?cp%Q(Mq>eXbuP<|2xzJT}lGBBW%Drm(D^X>g~cKskE{er%k=1jJ27T}%9-kq&`Iz2E8@TSvS(X||gVGgfn zd-h0uP3mg6X6gJ4BV_z2%e`Zt6Wj8~U%w{0Z5{x;d!Bk;V?%Zy z?pHz003P+d=c-F&{+zZFEuOh408Br1^KEjVZ_quys!F=sTjjTJc$2g=I?DR6gy74p zKHq(xXRq5R=dDUXz6lV@ zL>G)@+}D<%JQh-lG_&RsStP_Ebkg4x2kcVTKt3~&m&D_EL5IFKkQV|xtVy^2#?R)a z@lX;T^tsb4*+vYgn(;n z(5Sp<3j1D}MzLmj7FBC+EXF%FOvi}HJkfXXR$G0(kMp$o`0TEI@?6gWd2Z)^=^r0+ zaeL|NbG~_#4u}{KT-w<#8&)rq4QDTxOV%w+5Yd)`wBKJSDP40Z+ z`NW0yinS}`+Kbma#@?us^5BuQA;k&8ZQh!fL^*&PyVwEDvnnk=z3%|Ihv8t6UIxU>yPA-TU+liIB4U za9@UXbH%(adGnR$XP#}F9v`y#JhOeT{J~f6OoTQ*zw#BUV|tsFijLf*k`hmHX}6$JdD1Hd!Epxp44+w?8JQMef+ zjMGQBivh9_#EZa)-N!R-x#K~(ebY1UBeO<&Dd-(nULfzg_Hu2zZOBDJjOLN@7T}`y z;@&v6LWLLD@}S7~fHm)a6`E^nN>UqeEyt*g*g zHMERqA9!nPXsOeF^p-ytk5uDgl6>r3I6q=*9KZ*_iZEutDt5nw)zQG5){iB$pi|pPr@#2Eq&nu_uf6lN zGCVRWeIug^uAKX;%XgT7_RvC%5}~$6x;olqZbzFenA57UzL3JeysJ4jBNt@y@gc+? z861{_{R7fB=sXJmX+RepkAlSqz+2QkM;6X$m!j++Aht`D2foeafL*-S<3<2PLA$ZLRj*RQrA2vy0|S zIPS%J{^=pb(Dj_-4T2?7$&f^H0Uk=-BCwig!JKje{17gf3d9x30cWDA;ry8ecxR%A zXX~6!56l9*>GW1~ty!t;V_ctz#j}DX3<8t95?bT<-g04Kt@^WX+?%=O-9NEGRxZq@ zKiIMVh}`?s3(0lOO$~CSe<=Bz&E<6$ze3h6bI*?tN!y72>HAN}Hy$+N5O+IqWKd#T zi4On;D<>xtfX8)!6SLp}>WHa2cEY*t5zvqDh%2Nw?j&tOAP-X|B+v9j2_eAacLah; z0AA6iZ`QMTOw6)jF=Gn!asXbQu)@8MzpzVz-ku|U3i600vU1kKZu!}3E|+!778D8) zmZ-ea=@_!3h4;`tKwcQzseR!EWu#HFG`M-e*f|%jJkkW_I5hR|{hxm$6BDU+_?G|c z1CAKS*a3YWFRU*B9{{wGMA%%50c4Tj7rsvzt48v4h&!O`kM9kE73`ak_+X9EclUy< z0X&z~z0`d=dr$-Ojx}n<+&5u>1nBaOG4OGXxo+~i<$QGM3|t;S1p~ya`3eDe zv2Y29R01Mmxo{cFu_&sWti|eiE1kwpMv37aGpr~v2x$!<6mg)@Sy+|f)4Qgb3!V|f z&{h(U<3j%6b1%wMJNG8w)2$oVpGr=YXlAO^RdK_LrE=lfi{;#vOJq)SLvkPYeCF@} zP2|XD{kc=B4R1Uy_g;ibdCXUI___#FH*Gqdd%&RVa zh_S+I+#4}(QY9@-4Ki;|t8}z9t1@TLp?=wQ@QCa_(x=ZXDh5XCYN`}yFYIiWMO~e; zxVz2G5hX53-OY8JAzV>qk+VutT$@~8Ik6X9+HV$WNLv9+i0csldCpn#+KbnDYjp80<$$R35(wvO{CgPJd@A5BY)M`} z@;>2N>(+h>$t-=xRP{`?SCs?bCCMTE!%mkaspu@wbSwc8SDpnAfJZ53k^E66U&)(0 zd9qGCH%?dI=gAS}&hV+`QKjdC`!U?T=Rv%mTa_jwc&p#_h<1G+dj) za_-8-nLuq@mJFc)kkaTlXJI z4lu|G$a6;tH?(-O``s_!A)AACvk86fhBwL5d7XN19up+4O7}kHEO-=zfU7QCqlY?# z3g-IAcL+DQC^a|MtGkw2^|%({vZ=8lcNA23^e&ou2zkMn1j6OCi}rr;d*-DLu(l&` zAaGfsZF%ubMF5Zc&{zZVzV*irlX$1Oj$W z13=cN;USzSm>CgC+~537yKqSc@P);$wV$l1*5(EUdI+zv6-3)m;EH6di+}>PA_YRB z&P&fAY0nA)I^Q$@mHEwfMFPE-cA+J1Vm8@9MEx+`q|Cq$qV+oHF&vOk*A?s(mryRhuYl?vCk1EKk)H+w` zbu$@z!Q#F~ApKx%6TSTy8)6+RJ5e_Z2)nfVkyC2H97;Rj)QZ}BmDsza% z0`9g4*h+shs0Uj1SVy1ADvVuT~yH`tNg9;03 z5gHv!+^!H-=Cl?kbZ28Gc1HWc13U<2R1nE={fPx}ZNC?!@-|l$H~?5tqI2$>j>Rbf zm1w^=_sFexKPdYT4`{o+Sg11S*^B4O`>)+7uUNS-NpwBKDX6#Qk+0}8t3-3m5$DN# z#DbH6yMP^2Nl=J8s;yB=ljc@ChG3c%8v%G@$Gio$TI9jx0uJ?HDWaG) z&wx-7P);pES%KZXQ<@Z|HW#-o**d$sG5tW||HJ>ipv*1b5c!a6ZB!YsEfS*2{)EX{oPwBqcspD+D;)6I$s2 zxHhk1Wd@+m5|6w1z$$5~;~9|cq(l<#eynU*39%5C3WNsiw6Do&Ip*T&$UA4xJ%0S8 zJkzsRo_cYQJi2|43|YzxZ_3kk>f@Sh%(-_-*Bse#xK}!x8g*}ItgDg#`Ezg2rZ`A9 z5w&2V&^T~(P`2$mDEs?|WO#H!=WJfV-Lkf}N;+GbrClv`HPWoHa+@=PICG|yh@&-3O`k!3FL+S38D!*`D7j4ATMYbu>XmGtFo3|=L@^zy!D z7U0cr{1Kc(?Fk1r2gm-S{c@n!6PJicXKRxzUy!<2hD@0DXbzcp;eYA7kI1&Yhns083$ec>9p@0qRg=+<4yTX8(!@VYBi7`KwQ5q@#d&4iB>gr=Ycxy7;9IkATOLdtAD3jtmw8?)7ca6w&v|J{e> zu1B|I(cYL||o5|v;zCI6sfe{HC*5!f{~ z1qlND3GykXajeX3OTJFO+S=r&rK(Vp6iqmerLdGm($=4wN6z)_i5>gY8{oNJ`($t5 zKtjlo#L?MeoD@0WDcgx1>uhV1|NHH)l?|(xIwB8E5?<>-{NRXM4Tr}Z17;Ogn5rrj z;<4oRj*y&uOk+d|`Ga(4PIHrjR$GhCeUwxkHJaX_sk%nmTbrf3twqx?Xnz27y-RF3 zj;0{OvbW9^BdexMzmsU2(m6=j3!YY*ng7HzZ1`Qy?+X6c54tOZQf{ zW{Uc-Qh=B2$2l+iqXhD%Yn3Yk+tV4-a@SS@@a()i9nYKvc&DQmf4u9M1$Z+Y-!R7; zRXD9#wZ@NZ-E%0Z6&mdGR;G!^EsvdDfJRjX$EaWl{KtD9laonMi^z>{c(u%%)20Vi z9>BZmg4L=`z4gvbDh%0Xa?a9)a(xgWUvzN&<+r{s_dok$rX|1n&THg?RZCN0CODV? zg&ND`i5)Imzd{Kdl6NB?U|UOu#-8u!BeQVuH!hr(_&o2B)kNnOM->1(u2t=|zbSk# z1P{~LTAg>o-GUjN{AOBcuu z*Kd@yOBc*=7G~SeoQyT;yh|91p~GHe@>j1DlgPphu}&o3KEUiDX1aGn$1Jj zfm@T#;%zQ+Jd<&?MZml1I>y324(sKyT)Oq-od9(~dIeaIp|yki6dpcL)6mM>X+VukP9sFpakljqSXtG|;}v6&wlHC)N_Sx3$v|P= ze(L($TWTiVdJJ7jnIjKv>5)4gdoH=%0A392iZ(9WKlnag-*%5#9uv@0K*loF=E%6> z6_Y2x+kS(`s{wF6vzYg|?!5gayrxnBYHbO<8tgqY^-UA#O~sU1uCJy8@NC@j2xNW~ z$XD!~3Ey|BxVpT1^2TJU`BwCOkz94Eih`o&%>ulcj?~NNzFB}bgRyq*5vfKS0S^}_ zE6?uOmx)0;d+|Jh_(6r;$fZc*I|>dq0N4IL=jKPbV(m(K{iUza-(!Gx_M&-$1&{K~ zj(zf-C%0sT;kR9Rp)6nE^5hk5I0&qtxaBrY*luNRXPbQXgKtzJh!VCH3m$+1>jiaQ zvUXX*$OmYJjn85W!)J0xp?SB$CQDAU&B20$O-xhbq=j6@1^U=+TKpjrI_g-~LNsQ%m zr=?l#!hm}_&=3l-)*w6^Aw}=th!SpCG0J!CQxR!tY}6#vt&I&T2*34{e<35m^g9JO`KWSC zjjDh^6OY>?Y_l+H=8%Yled^-I91%ucol9m9NaGm>gu*^Je*Acn#=+(|-y5K$J>19h z0VzXc<2skEj^t-V(&WfPsufTYS8FLasLNS2kIOIsaeN}NviA;+%G29-%i}NZl_z`l z=u|iqBweN-yW5+6zQ%N}tXVKu)-0VTYZuSgB;@Am%l%y)Ei$jYRbAj|_XO_6q`FWG z`bpuL{lg<(FdQ~kpXyDtXn15Y*=EI4!#hq@LO>YaJJo$fds(hOu&+$du_-Dp zj=8Rp`nr5q)3D0v0z93<1tdT}OptdfKy4<#aH{dPy*0irRxnOy4ps8ZS%6nbFTK34 znFV+=82`}6pW6|bLKnlHgGbe^$jbcAHd)lwp#oi~Wh}DZaUa6mqc7}|e|_}Xq@Ko_ zI{DRiT%*s*0KCab0YqMXVaj~@&)g>Q}6i zUwFf-^|KJ*edqBl8k1ui+=eyIy$XvQLLW)YO$Z5}$?rp>2$Rm*$3|!=6XM|r0iJyq zx|`Y|tQu(_YiD(a8!rN>B^1sZa-PGuT05r#cy4n|fusx1aq(U%YqvE7bZXQ1uw=bRh^{FBu1YH)V zM~=3!aUZAWE2*t<05B}>o!uwY38>O_<@+tq1OlwJGY=u7`n|8;D?>vgGU3Ov zyR|WA7}Gao54-rR%xyXbb4F-lAWgwK|K*unyr9nb>3-zTm$0)P;gj2|`1h!~XgU%v zo^kow<#O$Yb-CM64D7;-Y=1J4mw9FsQ)_d_h+T^IJexzB>Zaf#CA6ujas40d6`@i! zJ`3aOY%h=7UDURzz=whF-2JMIHLp^p%yNA;6M#p3MIg_uo2g)FxfadryHj&3o_L8d{<<> zV?!`Y-=BZu9%YKFo^%KAYcE=-x#~iI$MvfNfX8(Zwfxh4Ph{Ti>I>EiL@aTMh03qq z`Hl83ktu-~lyvs69gyZdSYaUBmW;Zleb9;_FRVj&rQpeBgVvka%Iq z>NochtR*mQn(!2l#rv+lRO23}Dn%}2dLa8aDnK3rHdZIv>)f_P>Dt5hGGOca2@6wJ zY(h}_Pk->Y85d0eo~FJC+&jZ}<={7A(b`19dt4gB;@rbhT7PSo^_PM6kls8LqDrhy zo{=&J^V|baBk6VDkW1iA39V)bj0l4W`v573S-6g8W3>w{w3af#2svG(s8x6JFr%p%c%}uNB!PPhH0y~IgaD?|B>=ZRGoX6hD-vw1ZQO0lX`iN(IYB~j z+()ZqaCl7Plz-=|cSx;gdmTM?T;{bk%fW$R-zn)lQA?_(@=$J5ef@bYEpo9YS6?O< zoxLPC?ufQ%OdWYQv0nRJVOZga=~D~e;IIsMHr7xXLnBN9p(z%K`I|hc9tp%%lW2Wz zdt2h!5YB1aBZkMvrDy+9*>kv8wn5Tj3N8AZwaA#W!77ugv-rcPx}4KAldmUlzsdtUsUZ!B<<5o@d5s z0LHTbZ>mw5{eBkUO>+*gIhZBDZnc;t`y0^nOpxY)&(|!QpK%T3fGA?{3gh%1{K0m) zhlJ)n%Wy|aqx|w)uTB7-9X=tzv&{+s_Uz7m$s5wnpS^BlMnhZ#c>don{kv@5b0E35 zwyIiw`$KP%rQLHhwv8CS2cF%oY=i7ykj}jNyt9?5kUC?~8y}$jJup0)2-wc$D-|Nc z&Cy&mP0%53$_~kx3ftTwxz@Sll@}z!=fnUnCVny3x_HW%l?34-(Sk>UP~6YNI%3U( zKqfA)Sg}Yxbp1v-Ytg*i*=btwqNz*F6>}8pD#C$jp;IvA2xI_yfCrnu+ye+Px6`ox z4}boPjvxdp)1(LhPwC(T>hbV;thg!Ial#n?hhfs(No`K3;O||g%(9{R3ZtA=NnA@# zj2_Ao#yVu74BMmg#K+lDH#r4;JIfK6m|JHEGy&8~ zOaehlNqkl^(dvq<~I)?Qdpw@(iuRO#Vk;YfN8$VyC7 z3aVXAq3~*H0GJQ3Kl0Pu1U1g-_;DrLpwQuUiAar05Am@#UoATi9hEJ+56X-C56RA>{XS;Txzy5D6kTy)uek)Uw;Hgw zROWWHYCndIso^~cMkqcYX2H70e%3cU<``Kaa`Am=fGY(XE_P4*4HsjGT3Q;FJf*w6 zMctW+(KBmly6zn4?m5^idk#BS&WVZRnKT$S4hqur72SK{g1TgGr!1Q{M_r~VX4P}9 z##x|abAY^;MkM9N*;%Y(#Ta#HT&M?XrW|_cxgGMIC(}Hum#tf&xltW+XN~3$%yV_O zIaLIhQpHRW&z$b$D0EbFk>aQRN3cS_a0OlZ!7b=+BBZSN>Pw^%(98K@Xx+}Z^mNy zmW}62b5p(C?KP~_X#g)gd?1^+<&Fn3+Rh7CE!BkNR*DYQ-G_SR6F1+MN!WefvPJ45 zittJ?fTvcx>S}@HML|^!`R&q}L_753gVd3HxL8I9#;QxmRyf>p0iG9N5op7AP=OQc zsE@VFI~?se7ZV zFO8A3`dPoY>!}raf*82t8CFDn4sWjUgH9-JYi^Kv?QPQ4-jY~t!gnR+%<|I3jFvb6u=VJOWYE%>4o4^ zZ}DSjmK`M8MwT{hgZ_#nxb?B&U+Okug+_qbu+@9tI&08!w7XH01 zIeVF0v2LZhaW0wbQp+UsFUV=g+&}>WaAhCSB;P*IB7jfh_q=t_(tS`5Adme8u;5}j zom)2V-r3?}SBc*XV^kSeh*GN666riF_8#h$-G}+{|6b~T9a#-5%>ws0(jI5sBX!0TTX*LIJhRvtF-u&hf|de5(eP}F zfu_4JOQK}&;?gjjP*9x*uFM@X-Y?>K_o6d5Z$8EEkoQgo-iqG2QmarN&|@r60x$!@ zK6dg(F;iyVyVz%^YQeL5ih!w(O}Pe~;&*xdTxlQ2kIt(rZ*Eo6#Yg4@@_qCFZ-AEe|=g8wA{mv6F$fhkj zl8Y91x65nJTOFlIm?zg5=Dm%KbmsmfXu`^xms372*OZMF5Y3+kPBvrTTk^8x7_%nEuu z^SqUd<-^xsp#(X3Zb`IVbFUpk2+zh9+4%BI-i>|*lx3|^F1<%w5cse@jf{`0;FSP8 z9W0SsfBl1+{sMPgW5YDYZfjgqL&)g70m)krL&2tz# zfCK;+;A8Q0)-P&>@Rm9HaA%el=(FUrsTyVA?ld)2z#-u#HZMS^ynQgj{vJNg^w=%=T9CoCEy}|&%9Jf(hV_`i8 z^6WFl1>l`an59g-H43ux_SBfIT9tmaP9Zg&5(CljUYpOkXF~-fE}3@^EZ^)`p^{Gb zE0iZF=DgBzI`3fDo-TlAW0z-rJd@-rXTs_h%Lg+7jFrk5@!Xlo7>4)ETJTP_2Y>wU zp9Of+9AhjbVT2NbO`brHmFtDw2eo#yGM(q+--U9{%|^zn5w0E7z}-t^3k+ z467Hnj9!-hJez+rK9dY~BG%6$@$q-SrJ{evph(+608 zaOdN|$!mwEr0@?jfs&-@FyJL6is!L@<34r23|z=;-X_;XmI>E4Smj*&VW>3W9*uqV zbp6aztH-4gs8Va#=-60Bk;9yTF_vWI)X6=#7RQ$-+9(ibUkLKGeEWu_CNz3KymdoYqR>`Gn zmnXMC+~YZVGu1FoxTKCvq@EanJgj?zLnG?qOR@RG9L1HLIK!$*V~2F($NK7OZPxh$ z*kdl(Tx8B!Jt(|(9q5&vhk9k#;ofw;YkVEVETyy}^!Kv4ow9sxr!1K_N8RKd>59wQ z7#DM^R;!q2M2)X`^o5;*;>p$;Ao;pW))z7mYds#wg_irNtRh9{0&5lmoxGxo7oWq_ z)t^1bVlNo#FyfrziBkR>J0rrYiuU%IfCQ_T`4)pazEkB~oddHowUV7qfT#2IC1lvl z>;F^fXY23N0U9egz;%1 zt%n^Or)@MpdFd-O|60)|W7ZgmP(FUkZR%=eWkE-qeEdDH({v0fuzMFk03O0Ku`eO( zTiym}8#clvjGCb!(B9mXVc*0>(^%s;++vayHhKi8JdL6X9%X{#t!@0|U^Uu(+7qV% zu!Gjz3HdvYNyrn1<1s0>vETdDR=N3(2NdwdFLeH@CGy^@FP3>7Z7vQf5Deo!hV%n~ z5Nmt^dB(6AwyT`$4|Ts;(@hylAVvaR0c|n61${TBO*J2(E1Cvx~9ekX{y5l<%DiWYd~$LjLO7`Nfi?F3V@}pu~Cz#Q?xI!Xw^DUm!|--`R~9U?NR=G$3p9qKr3MI z7K)Q6PiPtg6e7c;+2gp}igF zb;mtzIC=P8(Y{!D>KNs1f)bX#*_V`c*MPB*}_nVL8LIv%HiNJO8J z*hN)B`k7i?n##0-rS%Xz13v^9(8^5!KdZL{fCpb zAXt3xx{bL2FVxIoiG2L|o$?p|>f&XrTy_3xS-*6V=ALq!q^OG~f*gWmc*vClc+`gl zASIhXgYO6)C>*G`e1*V(_?ARK_jK4ML}**0F)au3tnJXI!*-ZhA0mL~EJ)66E(C?) zv+`ojX0oxv?sv<#@0agClO~;~e^daSoRoK6eTlsOV#jC~A5aMLkkyoPM?w%C_v9<_ zfs+@!&okckslSk6-2ePx`!^qZzjO17$QCrd55)tLItj#mUP7LeN6KKXc+{)zc(~X$ z)FmVynf65%XZi!M3fKVr6uELCl&awB`%CHm{TvJ3Lb)G>1_}pUQ;qQxfpL7|gvQhs z$t-|5;`9)x5!j1_9(y0_M|CImgemMV;X5d)$uVb%9GSo}=B#r{yKgBcf)2v<5@3O4 z5!TCQSZp=+%gr4lt|6u_WJ*9n_sxi$6Y#h%1?gaCp`dn?$+edM3Gfai5AWe`jnWqhqmlc zm-ffD?#|!cb8z~`H7f)VbJ^NuvY^xDrL+DDO(wi27QcxJ$cS7|IibEv**LN8VTEH3 zS;4?)-xR>$!jsr*ZOo6P0{#TU%VRKQeo+=GI8BKR< zlPsOrsbG)uqNq4UgIlk>5ALw{JiRr!{L(ecPCqc`ur7(OF)%w@KFNvyaVm;?tWNa+;>>32jJnWf6j7eg~LU& z$b!f9hx&))OW%1ov&md}&e=+T9TyWUET#vc=IakUCExa>F1R7_%uClSll4m%>g@;z zuRiarB;k9=05}!ELvx9{VF<3U(%GR;KiUS#H2^$4^dlfy1oG_prcn&9Ga>>VgV4Rq z13VMH!+Y`$HPa~OxzFSY`$bx9BW&OqcRjI1ZoOlZ#xgAx*cEw_O`JiNC`N{_y4=1$_J)iE`f+)wOQXd;!p0xO$naT+o@&?lTXu%7qFZ zlmM_hnu5yaD({VJJ<1yPFN@m-3@KSiq=h1Ffv3$;>)xDJ2lj~f#JU>;hkb|pWY?iy z*?F*6NvNz%4$NoAn0Y`(#MY)pSq|7E-`>2Gd`8!0ps1m)2cFw5cl$he)OP9G6>@a| z@a%cEUMy}D@|kj$o0y!1dNetG5C<8Ki@9T3tgM{_ZeJ=L!H@ursmXmsY}I+=U&&`7 zxJ%BKGW%}1{aA^Na)2%On6j8fVa5|uEI@eax{#k%mNiV&;ubBmS6^=iPGbU5OQc|vP*pN8fc4eU<001BWNklwiJI$NE^0(MTb9EGfsMH^eF zIqM%DP3q-(>OphK?+8cTu$ci?_Ve#ZywI>mCHi%Zt+i zm{@EO^*Vs(7*DYy{nICYL0#ySIdW_~WpoU{C4!JKc7}aK{FkPb@Ip~YbYbt|*fCu) zXuts0BhBgO-M7LRwyz;6hoo63SFohD6Zh8K;9T~6e#CG-0Db^LFg5~QPaJp5nThb|+mozEjp?dU zs~8}X^-DT6V|sNlbtjbVHnh~K5FgChaIRQMMPuN`(tW#0 z!QOUxaLW!k7`U7#_u?uG^78JT{JyBGT`pa{OfFlyN-kcrOy{jygjLCvJ{7AT{m*;l z3A)S`&AT@=qSieFgjm3^?9omgkH`Z-WA|E`q@%S_WB5=K#()72husHzW&6QiN9={Q zzsh+(Fo&FHK^6_MzE{lemgNh&W#yvo4Dk|g^~jbU&DH7hHBM^IK@!ZXB`$h*+jn>Z z&otNKJo2V+oJ>H?W8zdIn3`14#C`F5$E?D+G3=yk3CMve(0!F%&v~g@Dg^^^`)Mzh z?6?%U%ZF!LUL&UhdS@Eo>Df?_`eCZJ6?OWlSl7x9Wb|cT?06+->2yKcbgwV>4zmDn zIwSn@yml7gRXFZpY=9kT_036BhFn10goVfVyLVrJ%5y|CociI0f7JW zZ}-do-a!ZO4)@8*`CW4M;<*(8JOBek9+u{SO?UmWh4Q*f&Pm$CAw4)UrU1x_F{vHx zAC^yj@mu;a?KwO=BCFxmWL(1am1eTOMAnay4=)z4EA=f3ab+q=}+t!5k zIt6$z0wOeo=_c~(wa@IZ2{%;}3iCE}v)~!Kq6sK@;LNenr4n8x2Us!CbuM=(5CAbD z;Ie*%@ZcZseN2IlB?hLG} z8FSP3ec10<#QTQ^WO!^WaV^#P9s*;mFeeL0)N#LT@KouR zs$f!M1~sw0?>DZ`%p*XdPXKL#3uB>l|Ft!0;WMHXEMK?~Dj@c2UFTt7x#Mr#FL5oL z2W3CGFmWaI3EhhnEVK)dMB6_8g>SgI>|>e#{8!$q?vHt_q+CPpL9CuOx5`cSWE=|^ zDSptiR{iNzG&adb7&+IkkjvJsO!7y@g1em+tgF1ahFklQ!BJ)B zM0o|Ar*|8$;syB@llN0LRhQr%OYI!Zz1Je-M73wrpUf4;Zs&ns*>T{o>^aou7;Z}p z9?Z)uU;^yH^1O6jht4kpc-Dr?*DjaWT(CyZ1!Zc*r5ZvR@BVD<2={gcmwpckW8iep zh}OFUj&3d(sZ!q1#eE%~qbO8EBT}9hj1jUF)l+Uxh4aqFH3WD3o;Ticom^KG3#}<+9CJ$S6(Q~=6C7ggyua%+wK{>5G*;&?|5vp zz{+_-CgrGioxF1GO1X0VDs|xr56)27p9HWg(m6S$rkYCe=B{lz?ttC+#6*e9QD_C_ z-G|1<<;&lFTpoNbO?#owtVU?Akq^D@3VFk2=T6m(-0w}`u(@VGO`H6#&;4&13F7v? z{PCYlQVb+>o}6h)MB!#MeP~ud_q)%x<`bKTphn#jN5>W5(jO+M0W!H)ts_e2lg2&q z3@qKS%VDj<5-0BUu}(AFV#}lKdfsnEY{DK8o|EnZf{jHe=$S$-eh+{xmibD`lt3?M-n>)*&#jo!m@_>SDvTSPDd4K4?~1OO zE})zVSewZ`MeUshc&9SjFOPd?0bYgUY*sJ3yeK__ZEk2eDG0ngbIQ^j zgtv!+hq^f876?nIcOks<@y!~WhhVKG0GpSsU7HzpI#wHb(!~V*1zf)F0@6yWHVMW0T zJ~&G3*@PyJccd8F6AEsCz_5;@IB9BdZe+H1sMWB(UM+t%pEdq&l68W$?xe;58VO8x z?l=pXBRz30e+r7ocUNDh??&Qrh*F5%GOL_gFoTLhqYny|d2?E2en*>v2;5{XuOJpT z^6X(j%*5sebu~2j_w-g(7aMq7KJrIjO6D*7sR2B@)z$}Np>xa6bH+S&j}Mh0Mf2P8 zFP0O&v8X+`d51jmLXT{EzDFi}+@8h9xi*xp_Vbo4k}KA)l*`tykh2%f%WVQyE2aPU z)+@{Nmbv)EN$DGgtYuV{c(fJeP3)ekYeET(j_X`t-MHAjX6bHkmX6luG_KOSf9^hb zRJI>Ds@A=cV2$K8cJGmX*}C_zDi?4Ce%1MB%iCUgVRESfIof9yIok{3xMgnQTw#Af z5uxNE>aJX)vA(KI^Qln6w%9z*v)Y9Fyec}P{hj)FP`R!J`c@vHkP?PbTf*85`HFlJ(0MWa38<#7XNAi!(d}U$`+;VvbB|`D* zhG(c?uZ)zAO%cM6)&@XT`i@wY%(BAxox~!+b&U-ge*~R9!Y<&(X~K`Iuxc*Fp@x_? zwT zJ3Kg?I~8JZ22kj1Z`QavgiqSSyQwFGx74XSbq=wDODgR^JZ`x*hr_)r0eDJnTBU$J z1bB9>?N76P1%9lF@SG$B4umkLh=rV47e7%H#j&ZBge)Qu%~;c zTG70<+>Zn4ENZGm8tSm_waWZX=RzB^>h3v&8|P8kdEkf~jjXq{1NTnytlHkcd|sEJ zm|QlmQpF4{27^wjaT@dMru_A8q4k7_FWOd3E$hE_)-JBsoGX_ zZszs5DHJN{i&MEK@7YCep)&<*Grccv15EMso&l_{p>Ulx|hlmQr^>qq5;(pH)P-)K{k8YMP z-1$ImQeg6Y-EjRznP1>Omh_9ygQaeWo@N|Sfn|WWN6H63f2$l*LI9`j{@Q>41s@aT zH1J_ejn(Vo&uXN9ctk-u7B`#tAD@p6)tR zw;wBYiS*ROn_^yPs&n`rsse>vSo)n{Ctn>2$GN&Zn`4U+1w;otY4*WoR_RyUXoUaXAvLDUTB0kfY-cz zm$`a$a753NqeH_Qxfkv|I*#7z>xf%i%OF^p)7&DR9a#5TeH>`IH=-=+IdD{V9VD&K zfcEp=!~F{ItdK;VSa0SjAQIPUO{_k@OP0^?{Quc|4{*D#>Rfc3-g{BkQ7@LOWZANf zv9XOY29f{@V7Qc!yqB9VH;_h1Lh^DGLWlbjFdYo0hv05wV--v8mX0K=_j+`C z-|zd!m}9N6=ALWseI(m_5AF3?KIiPc)?BmC@sIM4h;>)*$38g%X4>&Fjwj`L#`}RN zAy`4;azrXSEE{sq zm0TOm9rvuGU%2GuC}`1)cKXC0{7!0X{7nV%PG9-uTDG$21?v4Z%jdC67X;#vzq}=z z`Q&%+rpI5{OX^?-;Psx@TuxW4SP+$|!kGDh6Dy;ie4!8bLKc84Pb|!dg-8Sy(VnLP zyj((^mZvO+SsFp-%Bl6V08bBG6>4oK=d#`@8zzKgUud=MgD?zNJy@thR~op}dL25^ z%j7u_JpBt`@%OJ=L$7vu^YFd)yAaxlrN|1kGDktYF%b!!xBkl=4&cc+{MX-oK$6Rw zB(w_h@EN=DIg5|JQ}UoClb!RpI-#w;x{~T@s~KD97l0bpT` zVh$sTIY6CW0{+EvjMzH6F2pJ)Aj*Q&m>4D|4Fc;W600LtN!cqcNleI*4=$2yC7lq< zmv0pu8Xlv;u`woJWzN2n{is&Yd0at6GJsXNjD#y~m0)6WDR zI&ZkYoORV#M%2|*3j=0TeUxubV(P?lXy+d4!NR!fOtl)8ySO-jJL`(BV{7|U$AJN! ziNQlVzVKm*!LxHz|Hk?ma*4)$CPdAfDRWU``0`y!4iW)h=V};o^#dUB%LJS76EEyz zch0AGAISGQ0pq15bj8y7v}Q>cUA$}_EBbH&py+(l#N)nU6yK|LOzQ#`^?ey3dmxr^IXii%zEtt{9 z^<^OG_F{lNls%`tg{^x?zaXyLNtbv|M*|n*@kw#3F2@;~w1)Cp2Ecb~13*vnM26-N zK0{wvrA(pu@^s%yVfK&qHJ_9vWX%aF?5rXa=f6KAQ7*t;E--i6Krh8@^EV0bqBR{@ zDLj`_);-U+6j>|pqC3qSe7S`8F*o1s{$z`v%2*Wv-f0d@@v$lQKoQ{O=`tKPQLK}@ zH&=QD-(5rxoM(3IkE}mqljF>K2^S_@A!3z$KIj{|_t5|T!M#!KTk2})Pv3GKEu0yS z|L`{zXp0|xb~|m@8mCRb0sEG#R#I1|urb<=S6^gv0si{g9dsw+`FeW!YfjQzUQQo> z=Z#TPT^rjV01U!R-06`Jiriq(T$h%zkYP7c2)wGL4*@)JRfv;B`zCIyf zJ7zciOaY!Rg!`MiFEFE@EgNQ<#SZte3tLU>!WKFt@_{>B9{~QZ-n*8CDF3=_`2u>^ zt1n@yb&dTA#k*-9J*^Ao3GRRUKYuj>cqsd>zr3C5Yh?ba@QL_6xS+zV&b9>tp#p0N z&;V_)3Pwzs4C5z)UiO>90yq`agajf62}<(a}Uq^dkN;%dq4FpiIZXrUKxGyL$_qj+vIv9 zj%D;cB(VMg7N96m@PX$-`#>ngfeLhfx*F`uYVDOc;pDo~+;7Kw`)U2=U9`4)H~qSM zXQKadLCuT0X0l}u1ST`vW0yzN9b=t=JF_FPfvd74BF`=n^A>&FH$2LW&4~Y$`N^v@ zt4|~41#o|9DK*z2W)IAqns+ZlYd7ztUvAvO#6c(*-*t7iWR->NeM;N{r3Ln3FssgN zYi2i2xccgadMfy{$|H=OTCnxrNSWZ$JP6p6SVXNqyKqNVdReakulYPGY$HNey^w&f zW1?q?-w`39y%46%5IFS9o(gzKwk_%7@S6sBJR8%}D7f`nsP!!8M)4wi8JYujA3YP0 zb|%l-rWIW@Uxb1FEia-7@bV0>pB@3iU&tj0#e{;r0eEoW>_obRfnm0kKvTHx&rc8f1Ux!yBom-^B=(mD1uF z9rXIk&f_wC>y#gh2!MC2e}KMq{|2dpJIv4Rno0lHo3DxL!7)?LYUdwT*wAtCTlUJB zTtN;5)D=Rq3T^rx1{Tl^d)i|A4i(h1HdQZSF}??owAyJq&Y^?J_K&(@!YxUGLnw(j zgb)bT)nFwJNFuiGh0Ftgun!*Zp|9Mtjy7$JfxC!#lT=etNpFAE#dPI)i?W1xyjQ^; z?zbQZFO z+yk>oh!nUhLnkLcM_iwAAx7OaDLwbEC%{>O&3Xg?;NPw!D=7d^=45h_pib<%>OeNH zF(c%oZdxDRFVs~yRF>`w{@#su!!l~uV<=xE%CvE^SO>7`A=loz?p<^;5Z@L`(>$-E zl~ymEORJa6qZRXJ@c5KD%OUEBF@m>+9VgTc=Zm`T>Ry2E=o=oUzJU?y9T;N8L>kbO zsVnn@+l+ZuUrW1>oMevx*jDiVOP9`L7fmoX?>&5i`bNZ+UY3O94g~ZR03>6EeFG^S z;KDh7MmtS!ZHk`Jdj#l7JR&NQ7wnY^Aq(PieK5dl*C`r&z!*Ffy$^Ly2r0g7yAYGL4QCnfEHRW2(u7MZJGpiEsO*VGmZiTl1ZigK2^}5?oJBuP>fidl5v)4v3E8p zxmF=$wSy%9!Y6=;6*SW}`qKe-b}Ij3-Lv!`cR$9!E@KFOaL=X7=hH1$uVO(?1sD8O zSHw^f`QQDkFVKKXUx2!O?t?c+02OSfh`&k*cgA%S@jy(FQdz-dDOdvogTvG_fEY1Q z!^de6FcmxJ!RZT-ZUkd&`%kSbnrzzECt3&24UEUx%|FTa zC+@LW?;uD4sEd-SyS9XcFfOAEpuLjohI9tn7bs6bjWB6SvUVl>@pFL<4hissaLDn8 z08{LKDUbjzd0@XBK`z8H0e$RNYEZP`9YNRVZ%sfh`S(QVX0QMv9hYA(V!O5OyA0AZ zY*mG#1LMbT>CT->a~b+zMc6w96!>#E-UCV*lqOs>jRh|kBc{e{!LkLiq7Z=x=Ph)K z0b7=x4}RV3-i`a1fGLoZj;%({WnAZ!?lmF76>gjxx_8pL?%lNaSWnK=Mu~UYYHMlr z;<5jEOI`MF(}n|cvdv1GR3S1wJhiBr+DvH%Y3|!Li>o`ZA9{#w!X=#ymmefaX#FwB9FMy@l}dKLlR%Q=!~@4Jcs zFUQzp6M{RLy&#~67IV;gXBgga$UeO@cGE$G1sYzt ze!A`%I(n)<5*F~w|9sQ6v|wgil+4(^S1l!ejE}YzF@mbC2Ec^AAT(RGH-9X+({+J%Ly-aSHasGh&B5U@PG@kkZ-8UaBpy{}BkBMK-NxFQ z2yCNYI-2UKt*M@x>yR6bX)1~1`$i-!N7@B2#A^Zh1@7vJ^#A}M07*naR2``Eb3vk= z?EZ?rOABC| zNBt`jB#os>_iii5rxA6ayifvjjwj1uZ9v&O4jg5x9{xSI=TKJNLhhGvUA|;d7hSvr z*1b9GR?DEp5&dXRwU7li)OPeu?*PEw5GxG&hGR>d+>bFTrSAQQ=&2q1qm&TK=5#XH z1gkMzI^l8*A|zbM-?!)JN!oX;hYp<-j}qt#b$$8!ttt-Yw71gSX{|J;vnAmbgE4|f zMC5MlS@zgv*pWfOjTPnLY~a1ZDTe%aO1x-kluSLe214%exu&=+1Mfq<*&=CTK(!vq zl$pBtyf0n~py#t_T7V}bpPnkB(0WhxK2@CheV>c$YO3!zllwzfJiolDf;)RgXj!LI zM$v+ICL?=xJX-{KImX#{NrccJ5*koMD1O6gfU#jezvo~g|ImVIZ7hiC&zb6H?t#KAbTt&#rXme)kF6LRpEQkjWG@-_V`WT_h|zUMRvlaoxCfkVi~ zbwnGav%0BuEDhl4L7XLYObSS_8?MGo=^=#gg;g*nrqTPY)s7Q78#c^*IlAm&o_4V3 z3N(*Fj?laN*MDz#E^?#g@0_-_q^yLlT(O95yZ$l;1GX&|oS?+_{OdPpctYBZSA6#U zH%9=kq*P+pYOBh5-Z3>lQbLT3(g27^Tr8bf9vq9LNkyQCC|t#0R04j0H4G#p5ZLg3 z2GSr;sjOhPM+i}z^xJE!uWjf4fJKI_(_$gUX8=1K&owq4CFs_>pd(^aG``%AN7Mv9Y|6RpXj9{r}}6BIrN;+ zC@z@ER#%mk(cJ0nG_SLT(;DanFbBYDV~EpYLK*miu@sipDp6voVgo-p-pq`d)%g1} z&aP=O63H0YHHUtG|7X5S94QG}|EhBO@*llDF`6i+kQ4{#YfkEJ+&S?q17Oz{6{FfAq8@X_gUKz>rH6VDGW+o$=Z;sw8wU^bHbmJtLq}UQ#~m{(&Mm~*A$AYR*43k-d;bx7@&y1q?l}U$ zyJ+DY2{CZWl&0EhYOJlLrn)Msb8f$wa|c|G);&jKmS@E3WlAL7fxU#>DMPc{TdAv~ zm1a+CW(&Pu5omH`P?$#m!m5OG+Znr(s-jNg_0mEq^jW)h^Tj$#zon;Iz`H@F!i=|u zJO=NA3watTTWE~@xt8yqLcu{kfES&8FEh|n!Zq8@C>A_l<6q+MLo%7)--Y&nu5mq` zGKv82B_90Wg5rw+FUKGvm_LztJ0(2=HUU4UozIGigB0;mhkC@y1!1$pfw}QqGmA%!9{I(YGGjM9=MXV{G~hpzNL3UP>1)?Mk#$ z=Ouo=_usxjLoVqv{{GSj#o8iZr-G1s5B-GLD$UQObwZroc!2mtwX}6`Z3K}Bz*AKP z$K@d%0@|p34PXLm4ae$m%obwrB+`4kNTI%cAEt)NLuKgS*S0Q9B3=l$ro+eHY{Z|f>8??=vnA(TFP_F$Q ztrho+)=L3^Ev^LK3}yoX@O=MgzZ2b30}Gx5ctXY$PA8Hm)4AAU9;vIezqg?MH6Y$d z@jv5tnTHt2d$D)^dd1%uFB|))^9kTWL0vAPjlrv%4^Rkz>}uoIJ+yY~PU;;ViS}An zA~=x8{ca}hqUr4n^e$OCpU&x;9#xZR`8Bb)Q(A@27oF?)j`Pr!mC?W;$bSat(ak&Q z*PA8BCi-sa>}j-O?sQQu1d@VRRg_U{Lp`%{wlvgnoG8Y4&yka~=g4tR>7&+h8|Q5M zR$Z4nn;K{?(l1PF;j;8%*G#xN!=)ST!kkCCk#bnj^t6q9qBTc3r652!K z7b0a*MX*k9-2)_zhma$k>6Ny>`|BasdwhU*-#>ncS{;*X=(#lI#F@6me?B6ta$nfJ z{N<`ct~UALpA}xlT7Np=Oy}xU#xJYiiZOUE_Eh|>E3XLfatx`T9zk-}WQWN6sS&W? zm0SVEs|yeq246UEjNb^s6R|Zb=1C&lsj^2|fVc11DLQhpHv)JN9RK7^uVSqsga_Z^ zg!&;CN`v#UVIkh=Yxl0Dp%DQwh{ZT(&J4P4)v_qzvUU{?e7M9s{PgyOKzsQ)^Xa<} zZKQiPZHd8PCPVMJ;c~k2{KZ+hlC<6S@M3{Rtt@Q)8Kxc=kB9caJyR`smYgNu0qB2k zH)Z^;nqsSw$GCEiDp&`UM8m`?s5K;%lsuo+F71%>H+(zabe=)Dv5DK$rZ5C*B@WT{ z{`9eD=4VPq{rk5ffQP>L!AEarAOYeav4+XK!E<<* z#Em&^KW39*0L1sO&^6RlQ&U3?GvDFTbOZWstUvTWlCF!3UXsZWae9r_)l^+w=>Q(w z!Vn`XE^M$mW6i-0ZD?pj^0pa}q2tc;-4TS~hq_&2jj$$}1#2OQQJkRb3cw!#!Josr z?zP`hcK`<{DVPw(x%q-Iwr60NE#G;s61b{XQALHMBhYuMfH^)2fGMQ_a5vS~PM`_O`5U#L;RmvahwS45Jd{ajMQApZ7Ge>=JpfcNts zx;ZP)WT;R46bE__6CI6=Cd$zEG2-(l1`|0uRyXnBm-q?y4VrOxMOmD2`Y| z*iZL9+08MjI6sgA0pwZe0qH_;-AWomb$8}DFPl2MR5vr&t6>*nTmXA}kDQ?0M^3Q& zF|2yB-^V?n^NRZ^lcA>i8n)~qW^YTE4~Dio$!3_|lK+z%oYu%N>+C$S)&CX}OWP2R5Tq5k{Ot{3(n zqp#n;jyCT*oK+oI^KQE0B3iv;(0r$it4Py-fB)VkmI+xM+wY60o z7liSEFv>aVK$7AtYOEpFbPj?<5{eqs5%F|P0#jQZS@tl$R4@}_2eIVBl8DO(cG`Xx zS~2%Qgu>)Sh(#1FKIRw*mrnK$a{jW&r8vh4fShF=O|`tfWjApmB(A>^8n%&vVdoj);-XAdz zynlm@Q9*_E@MF4>;6OyI zgwGCVtr|Z-Ub~Z$*ACZ=mPUHr8cCa=mlDl9^wc&Niy~r=0=ylEj?q7U=We;(Nkr!_ zn8kVe?4|Wmp+{YoEVu>P3gVG)vAb1O1;=ZIu8@{ZKeN^veb&AQz@T?9NjVPz-Ch87 z5LRlKfFcCSlWu~+N(MfR;;YoX4>{YM2HWqi(7`U&mZU(V&uM~av~P4gnb`a8jnC6v zk3Ai~!mtBgxnd!`BU;O^`E{BAO&}!YzS8q6OwNZbwVsx zV{H{R)>SjGV*wZd+3N$Q;YWh%j1$sKjycQPh&E`v6e}`U*`_X2jc14nj0c-0Q4KuaBw1W2kJ03$QRf@I3lrjU=}O|35tMI zPK3@m^e`TkY@JQZ5(;HB*5C%0QIdTua7!W#F7BfUt@V6@4Aw7P(@{5Afb7~!OOkCZ93cS0056SMvk+kCTul{ovs*aUnsWzd z_x93KLfjtm?ICV&{q|%Ul<;07gR^?UTw1-Xi!MRFy|!jeg;B=q8gm3z=aYR%*D+|)H@K7w?8j-g7Pi1kykcuzEwwb(v2_nt{1d(X zwD(94gS|s1`XZ}d0$98KkQF{|ozL%Vqq)=Dn4|@B92e*KWF^sL#IVX>&FvN39+!_* zUBESFj}=XxhYrtSFV+@iC{w22@7PzcH-*-aZI6OHAB2U+G5yo20KHrQPv4Li=)H(+ zn;~TfD>YNV=5HG0sVk}7pYkcP3yK(gjS~hnY z3uf4el*GY5IIY0F@5l-IkrDcF2)<&)q9`|$<^hCY34mueDFt}wr~5W_(>GmyJZ;=t zuUbj3cVN*zhd#9KLw3`IE7zeDy&Ojc;S-1L?2gu8Y*CtJD)jf{w;_@pme8 zxf>xsaLkuuMzsPt1DBLor+izB9&)-_s|!*{yKc+!L7i99>CyST`MII?AaiM?S9#wyfBB zhB0iYt>(Jm_l#O&UHls67U~0K2@{kc*2h}@QU+7lLdzI1VxPb~g;oFP$zDza0gD~_ z6aZA+3llCIcu<8J~G?S>XPOQKWIPKh1~|n>4TsDUeu$$ z1rN_kQu3)OP3#_keGov;_O&V*B%U%kpuDz?aG6io)w-cfpB1$b!JGFpRw9)|^IdDi zbC*P6feZiFR37*nim&x9-`?8poeA=;P|iCociGHo;>x+Si4|N7>7i!?;NiMx(HxGa)^r3MV&GCJ;Cp~PFumd@>ZWzj{CZjr1GLCpTa+QK4TvSJ zrsn!OPJh5)@5l+-cl3mee`#rgnbK{~%(9C)mC2OQ?Di(=>J&y!SgKhW!|b}^4S>Cg z_ZTEgcQJ$t79(;N7bDK`h=EWHo;y^+;4uVFEK{bovk)uInVcWCU-O+cewu{)KZ!I6 zF)5RM-YPXhD0r4Sj!JsUUEmc2sb4fi`(&E9d%YOW)M zAl;lFdG>{b0F4CN5JD8}eCn?IXwx=F(eDn`kKXbcT0Ewf9i^%>H zry>9dAsh+fF&_S94-Ne8YuoiR1warcY+$?vcn}9*r9*ov5h(A)Hs}F2)mS@QXUVDM zK#mt1r1QgX2jZeM2bl;uA^>y3YL{m%qKyxbk63{K^8syy!1L3!Pty;6^`uj3sB^8{ zed#&#>A|PB(U_w}$7cX|vD>9+^)WXfP+`vKrLLmtwgmDF2wrS)Gl!)fp6XV`0@~zc zME<~SbPT5Kg2(Z7G3g4&BszL_0jNY(hZXxS$6+Tw($0rZ+V(af}L0 z7()f=X%@9;pBbOvH3v`&#y-rcp>eV3tHL03bOCs`)PV)DCfa{OYf9ZW{TME^N!tOS zC-X5o-iRsfor|%yF9h&D^P!t1?k`2S&LvQ$DR(%I*5z-sZ9~6su0dz{NhszVC{6=u zVM{_u7rL%usBNzfOlYz6mTPM$ms8ry#RZX=MoAC zof`=OUQ-?L-Y5H5OKlA`H`Y>1eGQZ2AmRF+!zXCZv6G3p%nAV0K;ADL*n?Nh+>Vw6 zNejDhVsA1;NUB6ovL{QblWVHb07`mohiT!?T7h33jw^}q?=|D;N=^!;`c>>7nlP$plw_oHhZg4 z*GK%s=Jo(qVij9FGy0X5()RsFM9b-fdaz$2$5)}&JCx}Iy!kUaXwmdm`p>)9C0caz zD_7F;uIX7|M{n{sP#jorRlMV#wc>K;WRD9M%%)41cS#N`cUgdkcD?GtB?$olmW#jo z>d&YTZFL$yXjuRDoi`@v&;3J5+-W360^cECLjgAcUQ@jYrT*o+I{N+TCnfhS77Fmn zA+R7Gt48wfp$oDSI;;EH6!#DXE)X>QI4G^Jbp_E_E=@wNufx649we?GNhMJ51q#e% zxJyz-gl@1^DhPle^`pn0qMZkiThWPyuU*G_sJ6x>YA+$W^MAcJLB?X=1A(52X&gZb ze%Cx^lAJpxK~Tm;E1+`@whE*|AkIyP9C~m~)JwIdYHdTj-GpQKEJZH4YGL)Pt*m6= z0@p+UG0km;x@t@vTpc-g6>Iz@HYuc4#WR(qn)F*hoeFmlWC84u@Occm0t02(WY}Qk zY-_CLHILslM;BrZ#ZotJT;9?r7=%x5mvaTxdMoujzQ;ZTLJLa-!Ld`0JVi@KTrR+- z@4l(vE@Y92z@36+F^%x};yc8RW--vY7h?Wf3tnwS1%2@&w?ruw(pnu7?9#xUfC`yw zNHnkOn;B>wsKQ!+azYhzT$cB8TYj2giF*{3`-&xuk6I3`8=$TUzpbj|@ZI}ypH(2* z=WHD}?>S5xw(eq(w)N1_D3@JYpW<1>pkA`Li&ii0;<&x%b|0kso&Z^vkgBX+(nYU4 ze^J)jK$#kY#%qM*Y(aDspA!u90QmX`naS3L>qTRub4&67%G^O&0C*s3LAU{8Y!996 zrGv*#(Y_O>m<=~qdj#;|tf;2B?afTmGQG9Y#X`bc!^KWI?-mR86zJ*PWdMjdEySIP z3v(SY^kNyz2GMpe(Y`F?$T$#dc^->e@aN zD`Fwz5L#n)-;3%om7sfjx_aZ3O97B2?-W@yr#ggZ-Tg&?7Z`E~&Nf-8l8V?{LjaEB zjNDB=__Mi{4xKnfhmN0$ifgK?rg<|uQrWLUv(f@Q2y}4Kykf-yPB^}89}ab)^9Rw& zO;=tN6_EfnfsI=asrB8v>5*sQf++_s1ihQDTFHl`UI2KIhBVFw0zgtjo1t}^chVPr z_N(}0%uI4D2P}gA=83^ z01pSby952V9T=y zCO{5bs+`5tx~=Im`d<9Jd(#&B<%Z|@E4VSDE?W;Fr&Wf*6XNRb`q=GJE;zp(h(jA= z@Hk52W7({V7&is)n(l$!1k2#+CLm`N0=Xv34hSn;H;%CbkaTkpL`bm6xEL{>PY!%k zS4kQM)xxVAGYfMV7uN`$L*{+3a-qHei)yJuUqWa-eyX320n|Bwm~pw$5|%Be=|}8q zdt)uNH#cxxBfD$DJD^SuxuvUWf6;nB=ssII!porwn9`%O2LZwVI+#DE?|(jzeu;K5(b^`2=3R z6)zvSJ#f5-)99?-vWqtD*c;q)LtWn0-ooQMqqT`$k1tu$MOU7`i05cXfsx!t#I+Xl z(+7LldtlvTch3GHmlrc8XJL;9UiWaXPP(oF-biNw=I2t9sb_;Nmt!(z zU-S1<-_5mvB@*3Y-|buQkS0MD%Y~Gg2DJ3qLal0rTJLO~QbFF!n6uBGk*b8yIu`1A z<@a+4i03;4w2Yz!uaH@LcHdJ3c!BYUtDAM2f%VRJv+)y~V}UEZc1ZK8)&sl_)c@P} z9f{stT2?~mFPJl>nWzAd<5|YXY5w$fCOO%ASCF^g)f) z^Vtm=ZMfs^$LM(P5FfV4+qZb;G{%K{z%JQdCq;6d=V32}YvomzJQ?2^Jq+|8_2S691=au$v?kuPhb zod6vP#EvfBAE=PaRt)NrR*YN%84GWYJjC|j5NOT;01QA)D@Xeeb%*@Gma5U%N|!dt z?4b*x<=}~4`r)Hb(F+GfS@8V+qoP@Nfc`V@zlkn8XMUn@IoU868V#c+`rk5a>H|t6 zj-QBkMQkdBzwrst-UGDZCjgDckZGTy3<%|oHPvjL129xsX>fR$t&$9COH0MoazbKZ z0q_wwR1FJefJxHUP4dYJ>!*P2GA5M(S<3O=!Gx=qxY{N)=BPWA1)a?e)X`keF>kuQ z@RO6FBhfmDQH+ohnoC?35|G1MX9P+-rvQW9Alcnn^6Xi`18q^F3Dot};4r7R@LdB{ z7>20=`v>UlVbxQRsPB_CE6NI8zpS{3cys0L(Hb^DPh$`<7GTi?&3y*sNdbVTdvGW_ zfUb`ahSW6>n(I&=VE>Kw1V>7PXW)u%JruYNDFP(cRm9rpy-3DF`jClhTs)yFu7q_s z+rkpc=b6ijmk-?ef+FTG$W!3P|Lg8uQC`nrKaGvk;E>GCw#FK|eA#@u?Yc{8(X39k zE@NE-_=E)1WO)*+#XzqdZk+LG;#m-^aQt5X5PKrneLwc3iCs9=EfQ8UFmkpwR8whb z867&_%OouaPsEB-TMt&;a7?bm?ZLn}zoU(2Piv#DX)UZYVMUGGC-hk;#V}SF%g9w3 zc>|FK!Oa(}55KQ@?{efUq5ie)lyOYknRP8?=lab3MDkm_BMso`orM64Gj-bx&Dlc1 z(Qlf3#m;pl60?0*NdJY#%wI!=mQw_HQ&|CL=e*TtbfW`icJm0iXX@(_=hVIXAl>uC7XFB>B&DTv{i+qTcvc64M?VHH1n~IK z9G{?1eDfEy=jh4EJqIy?e|_tX)ZSblx$=cJOVl3#5B&yLPX&0m7eX_HA`4EGX%X-B z1wFfwG8-mhs9fp`A$}NRw=!G`@KnH4mzi9L4A866_*)CGw#z@<@HYfN^d(4SZ2T3I zzc}|vJ7y|ShYkfO3K(P|#Rtb7<&hd(tP%PYT6ze$_^IFs_5R*N8|ixwZ=x;x1mNkl zY*q)o`r>8uwyRc0LR;Fw#PN1+p2F1$?Udx_6OPGH+#(g+$+(H;9Y1kD`V-)WlcGE8 zE$&1AL105!S~~#BzQG|Ha8^!GrUQJiP!3Q6awE8bRv|&M^g0AjPUGNWi8KK+=A3}K z0d}3_HRS|<{A9OI1McuV+%G#@8aVN@T7S9CoMu5%E%2PRF>J=gN9P>pZgY9_(gXuu zUnYhN0;wh0V5@XW{!UoM0rsHKLSM5FTHu295ncw$KB>9xl;B0$pH7An5vDjweZ0b^ zNx((s@ByR>Ravg5#w|C* z6pQjWccI&p{d!{lrLCV3kyn~=G*|l-l(Hv5CPN#$chlqBcGLQ;yP4rt+l-%ZX;pxS zziX!{ZrTlQ-_esCm%y=UAP#A+XA0{=FOZWANy8=82b4XKg z*P}vzuN%=HzwuRsIGadwn8Q62LeL;Hp%LBv`12g-4l4*ab5p(=RNLlmc-Er?EjNDU7K|X+f82q9t!{?h_#wz7foE6*NRCc907+~x$I_Z z53Gm{(^=>69mm;CBJNTI3KbyuAa~k#J1+hqqofMHRxk045dc-Y3s**sCu5Qn*9Hg| z+6TD~78WGgN(arffFL{Ox#p76=L6LFaaY=RN&vBC&tdw5fBhN_jmGYlOJ}z8+(jCV zw_kG!UASm=>g!M*(iI>*h$JtMg(iS6uwLpI!T6_&2UvWeB}a05N!T5`$?D4(AeWc3 zQf6Rqn1Q1vpN4zs#P~Q9s4%spcR>r^2$GTd8lh2lmO5D15L1VLi0`v7IVxomU{U^p zu-e*K!)pVvp^=~mU^)SJTKto_tCyW;Xs@=P;}0t(Ut5T@LB|*FtGc#qv!ICJ_(vsy za9@V33}V%gym0`;!hYyo9IGew!`=e02av7S4BV~r#kWKV3#PDP>Y9>YvH>0^I{(Nm z48B7GrY6u%n`GMFTytKnVO&q7mVxjd(1C~|A(`_u4cI06-o+oHKUiVm^3CBM&TVI` zdiorMbXM>Lh-LI1YsJ$u#D)XJWu=2`|6H^6Mt^VHcZ9*-+U{MnPrFm=JL1+$x^(J`gN1-RTMgKg;xezo$I>Z6kbBh=G3z;U<$N$5vWD2P&l z?SWq3A$AXI5zL%@!y|;V7Hq-l&4D?Fy}_wS@H|c zA!QB_EJojYr-{u&-)YQ*uf6IS7-DuX6=opREpxQh`DP?60nhI~L=Qh3(^v!GUAuBw z#4d@rH&`8X^8m&5)fX&D9%|-A*n}A*IQJX;#Dy56A3yq(1d%(pxyzO>pw&yef&fpg z8Y;}H1{UqSd*c?m>yam^#DPVW|F&1IqSs!!A`28-p%E55To4>EJ__*I<*vLe$_bWs zFrn_y%nK80+-U6^)t+WsZb1kVauAED#eFxoGb%^GzQE!O`@U-^+J5u0Qp8-9JNan|96c?}3+MUNLK~`40O!`pLS<>a+Nc6(7#!IA^S%n`i!BfjVRS zS=r@SMDcoM*3|iF>ziiL;8Ze3N#w`kr9G!95JDCQt&4TR#b>a5edmFVbnlZ}=xDF( zy=uV=j;H(Z@}=`R*B;J>=DHeY%Ej8u3Iot}#3Zw_uW|YXw>I%Rl#KSwM2spFM2Oux zIWWj;8Kf-IF6qHg|6^t%4MS^F9V=Q8H;Y`fy#qrbZ0~?M(F94^a8aJq(ZaENNUn}_ z3#{NZ>r25N6U30XF6)K9Rlw(u0mmIXuovoARhXoWoxi^GrRoXg!9(BVyYgA|@>=uU z3qtMB_wHQZr-8h*J>X2<6#`+tOc$Dig}gH~zWMqb6A-#Kc-%|v5X8f_xveF|M z>T=wgE3vt6*~21*cApocXFx0Pp9iIULHNU zp?f#|a^v%nZ$E^UKY8;tkxQDtIda}5cWC(}98YZDOV66R;vl*0)obX9ZTlhsiM|8L zOJsd<>PLL82ObW(&;RTpdUA)PiO}m~Z@+;S&S+1376N#LGeQ|7D;-qY# zyVIWIUf&H9pXp|*LauJ49INKy^;Gck$3n;69`2z-MnRrvYh!^^DBDHwhwx*sGyzQj zvbf>-b=CtVO#sl`Y_QV7bxGTwcA&7O%?K}&M+%IC6ZEcsx`V0rQSZLNQJO!kCCkz> zv$cudcJ(S&R4~Oqr=duiNLc6{1F4C8j=y2$fdC1iP~DUjyxKle(wm4h$IVxsW9~-u zE&jIssh}3GgpkiMI1U6!qUHf+nq&eK=b{+_Yf}NprLgva?7_M=F}QQqRJ>mSL#}nq z7BLrBr!KL%w9=tiEDO}siy+Q5=!hedvy2n5=c^a$hW>#2CUOl?ul+6{-{7SznE`B=tPDJp+Sm-Gikbm&9Mk z7G$1d_z$T+N=m4%x}4^8AhCKY&F*OCGFYkPgFPnc5-YK;Y0OCgSa#(!45O+T%4gL} zQ_6(rOxUWIE75tOATrn9kqhXlcZ=>mY3E(e%_;CD?-7B|Uu=*U0(f}sZ_-{mrd6Cfe--Je;)< z&Y^i#G8+-{N;noz>x*}U+%V&Q5zVX$b1EFM01W}eS#=;V12}5iI1VIbWUOFrg+7Rd zN)7|S;|n;p&bDYKZ*ZDz0h8HBSje)7wgAWjIN+!6mKV}E>Om`qh0uq?%~+WkwO+UV z^BqyVCq6^c`d@5#p1)>cxJ1ZIpuE23{KfQ!HRlEePYawtUW9ZAh%?hmY1ReU!crzo zdb~C@2UTgzu7|pEB4cL-;JQpqMua5H*a-q8xZAP|*(4o0(Mt!9_Ykb;_Hy21Y^{b8 zL1U&kr9nd-HP$0BxXJzIQdKZ`7#GN@;35p7CAT8~^FV_Y(i1MBXrH$ z`TZdP@7wNHl#}Ik;mA)^5ENI{(MVvoU=ZVF z&w)aKo$j#`lj}2UiWQI9hg0?x{aD8i^~7Aa{fK$03Pf8>K6gwT|CaW81$g@XWy|K% z)fX58m(Qa$OXktCxznPg>Y@FQ$BM0YF-t4EZXU zo?V3iGJikF1@P>A%QvPWg+kVvHy`-t4!1FfOLD&V2m2)OP{^BRs%7i>7TPcMyO3;` zua81)u%8w3d=cQC&S;)p&lCZk8E-#5f=}`6YteCd0Oa6GON)?8s6N`$M+Z#0gofHG zS}>y{I0H4tOutls$1WhHrG!N17U1E&2cO(Zzk2S4s652^z5jJrMu!axricqMLF-Ha z;poqC_-G$Iy<I4NII5ZEPJjIqT#AM;Z0cbZ>>6B_#}mL0kb4>$}jY&|o!~Xp6@GX}{rcvcf{zAp$T93msfgZ7iLCK-hVh023J@ z|G@n9K^^LfK7b(kj(_;ih}hZgu-V8=0i#+6X(qLvD{$n_4w)pml) zO5vIrw_4{E1UI;~h1fT(g(eB`1o(dOkB}xIX6Ceg#K7H+C-ysg>3zw09b0wPW!LTn zaM88kN`)mbY+6N(K7&3(Dg~RzF4vx*@vG5zdd!-d^(x8qCz&_j~-T}P2dCD$eGYpt!NOP6&qNy~)`C2rRe zVlgAF*B2OXd?YD!0BXg(n&*TCRBk|#fAv^TKQnXok3fMcZr~xInLnEp&m4B+uc~06 z55RZ$L|>G~BRSuaU=QETYLi@hv)d)Dgzw_6@8{Qf@z_f2?zP&mm<4u)tCEq(j9Z>{$1y7H&_QoQ>GehsY zCSt?4F)$%EGYB-f(jw$C;lsMKW$)p{p7$Fv;(CKD>#woN}-d$11H^J};`4 z0zBNU%z65yA25#83HLqO9XF{YL;vH(D>-$79{PxhLmz?O+X`_In3dg(h58zCyGb6x zvB0FlF1`7N3kw%9#|#JnIy5rE1R^Xbn+D^c)=OQgBtAtf zPq2DHn;Z94cCu})JKhU-OC?9~>liw8trbAuA+eTWLIm8yT2_~`0e`>s6aPWO96u)v zd|&$TEm56+vi51Z_ld0>fr2y&_PXxkW%Q0$t>%Q@lDZ)|E>JQczJ`GlEFB;@8kc-< zsyu;y;Iv3CDOq=tayE;%%6M-7y5(IjNviU32kX5Tvv= z)KE)fT|}49?45AkEU#cN$Y~!qJ%ErY@VF$K%ztr$bqBgbYZ|SkrC=89g1tzdZpdgU4`pCHBO)PXX*56qW6T6B?qVfJspLJw zy31#M@WGv}i$A2X63n`fCoOgM8Cdc3;`z>VzRa=FhJ6f#h$x(hJ21ugqe1|leRjve zW3-`r7w6l1W=}HoAo-4XwV)p_TQZ+x_Es*M#d`$$-HtP#Mb7=1*Ng)V!dfZrvl2h9 zX%OPMgLOABJVHJF!%S#)d|)8*_SJW&m7B@VOx{eC4>xR_2}mh&xTgTfKsUcPF(;z+ zVJvgHrs0J%r?Z7-wTl9j*+9KCDtI4`SOr16eqHWBweH$}v*axPnE7iyZA@?Y*ylKo zTCYM9ou4Vt!~Wp|b_;%93;-6bufX}v`^XvQ$}0qXovEv4sGsuz=pw*No9V^RwFim- z&-DZZ9Gf!@i_4}*U@f*60|CJj3)6T1QNceHnD1+Lw(L2`g0^1srnj-6saFWxVZ%Cj zvY&qSOl(mL0X)?07wev*jW6tt4$V0oP4t#mu1c%`1t3gdVWd%?L3HQgh zK%q^wLJh1mtZ}UZS%?VPAYSpwaPYYwx0V1Hj+IUFm)@C^W&Y@UP|ZA zpOJVS_tnHCGxi}Jfs!TIv917FONo%aXglEE2my@UE=`&Yj0=P@#MB`^2dEQF&&ql7$!nehx&y0irnAC!!hRjW7C>{lY6S`65EYyuV< zzwZ^;+0X4vVj>C`bLHn247?&LhAltr&Kc*@5^|f^RXa2fwC`dU>trr22+y$U$=Ic{ z`C&c#?wbI3@BI{9G^K^;voCz;W^cSCJwj~#hzHIpe0ZH3Mn8PV&o~xSjExF;82_rW zvWTD{jXVW&AM@U_fNCG9`*Wzz#HBm1{v8`{C}*Noq-cFqXt!$tZSq3_*!pD%M(jSo zVAe4Khw7T^v#A0+TNYy4INx6PE_!V9&Xk1r*?n~0+?lj$@f=RS0P8vWB7KjH&l7fc zWMx$L{7{9O&UMu7MDHM->KmjJgF_s<=QCyW@N`o;e6pAR&o6$><*D}k=BroITnEbVxwJ(9h`ltyJDyXQllwMpq3-=+ zbp*fz$c1Yt1c|F%3}8s877c6iP)8E&zyJ0x#X5ta^zlhLZ~iQL_iNTfLLClySny=S zlzeT|nj0CUDAOkkG8Gbc79F;pprwZjziZO5Evm-PSu#{u(s5!}K?ttU7CZ75Sn4#L zf%d8GGaYvv_UJQ!KG#jdY`&5g_Hu^KqtsqfsO?^r;Jer zhR?of=N0-*!6R$bog1dIIfjn87!bumv%i078!(d59v3~O|TF=(Koz!EJ z%tsre1L)QkzM#F0E?GX0E?zv3mdxsi_Ikh0dZuY^Mg@Cm$;WjqaKih+VYco;fe2g{c6&kX6eag~6$Jrk1wE-Vji-%61xN*-cvu zg@8MK_Qkg1<=YR60B@?h+Szx15#YHo$A)hgvrUf>B2a-F7=*JdVil)hFGLW>t8qB& zJa{acd0-1$-Zh;m+ZDj*mk>Mv?jR^3(Rm>N56^z@!N)mKwQjD+lkF!JZAYZc~-#9zr% zVEb&Ut0TnC`d1noW;8}hpaaXAjTQ8Az=``E=O#(KLdH{sLtS4Xigf*sle~k?5pk^E zyk!?RYqj?*oS}8BpM}-{Kpu#YY|4?)e1c2uNB{FDR0?zNB=I(k4eDofC=t}vc-?Fw0lEnEJB~XSOCv2`^oM5IBpNty}f3C2vJxm z1x-g|Jzcs4Zk%0o;lf#2{hYLV#(T3^;>6mod%UELh%Nh3JX{G9tpl))uuJy<$L_@! zp4U8?ew#4Qp!CC84zOtF81KgcH%{C$8&FTV zQ$Yp5_!$CtS!}?0Sax%*ecLagy&)n_OF2KIb$^B~m9~x{_xY)Syr}>@UB~{s$p_TZ z`ZV8jMSxf6Zg%$GR|I%Y3v6R9FdeKlC@ryh8nH?tu9m75VZi>1==}!S(BE&;zLJSqY`|{5prDyjZhyWhy`NzL^H7)I$!Gd4^ zaD3R}epp~|`MHcFznhDTim1g!xP^>WS_)w{765odRw54kKAB;c7#8rygjQWG5|PEl z6XF02AUJb=x6GtV+hAzb0|8hpShAH)h+!1OsL*QrFW)Aw-=kWwwN5OtV!;z37grQ_ zG>JTIV{A#oGa)x9e@g_w8+8e^OG-2J!@s;e0^Itp1enic=#F2mrT=~$sXAoVWh4-k ze}C=jbLfqiUyvXY!Sk>>sQaK_2N2hQy8mcTei92q(bW=dn+yMaj%QqfH#R;= zfAzJW@;ZQ$skWw)Nmf!6@6qFKCPjoRwp?A$ob=ogUx{T{)-uM=7rya4lXsNHamRjL z@izdTpF&6aMdn4QTm?xV>&^fGAOJ~3K~xr@@>ppI1%kEUI4XUeTXyZs`j&i;xFqLe z3{=F5UYRpK(BF?k_0rE?Du8F-xqbf;VdUJrlb+ju$bBUv9Of4-p{lZSx^!t5ty(;n zE?PL7*Q0;M=MDNtzE#kRGzd!MqtCIoP6gtFV`3}JUw8!cAcnVpFyVF&(j}jvQp>_T zfom_wdXRzz`-XohGpt=}GuxU8q-C?(ny99xB60M}85IC~sJC$QvqUWWu(2MP;22-03PZP+CQh_syUVS6#-tZ9jy2r zdY}mKT%3j#d~jH*dkYqvA7iK1f>2%}UF3Fp`C3?i>g_yqjAMuJE|7F|LMUyH(H5{@uz&@@R?|OdS^&6bhA!1|f8+l3^wbOc zBY+3D$v=I|wFwKJ6(~5?YGjlKhXEwxKzNjg0QgUS{~j6{2BV>9+2_ybppW17dcGG2 ztZHB_z*7Or4k1m4o`o><}m_;;;4{q zp#Ox5KRX5~5|~{_!kv}fE~_ggFP(|i@Rb5-X%Os~;Qg8(O9dG%$4|x!?^t#%MLw$0 z2^MH_x%KIL;2H^_bn7R-LcI86M*M~Q3y8-ke$2l(>o8)osVo{M!M*NH7}E4 z*15M{v65EIpTT9JAGJKpUzCBE7YJII10y42j1RH?VE+K2OSHC}X%^%moYtVRKFXZS+0tV;VazZ&i=jY8@Pzy}R z;-laWYg?uSnxYq_NP!A=fXC;Sume)Aurx_RquFm6vV^Q-Y z&GyGM-^Af&CtquvpH@L@YtBy0C`+<~M8fNw?{NLrE}0z3y?^Q}@r^XvJpsTS-N3h-<@(txbrR=W?Rftu}*+}z<&Fzoh z_$mU^9oPXm{>i!VX?g^^K3MoPF#ucl9i}h+{87<{I)Uf**Ih}AXLqtNtZjx+jQ&;O z*mu)Z!4j@JU%Pj0!kq~K^p>kH=6q!qNT>x58#nSFL5Ngq1pr=bk&?u>+ILzfPIApI ziLlfG^h|IY@R_|psDewabn3=iRRPyaVbk-+Tc1}l56(-+)cp_uV?jcn)6@_8TuAV; zKv^03;7(~{8nryNL@^-Y1kSK7%Gj1N5rJ6p(&i+)0dxFcB~?{b2>WU#LvQ-KFR{y_ zUUz-;y^$pg{ilE|BuGMt{ocbH>3)}HBjb_@vvRwvgx-Alg>=&^S4NKts2gOe^Ik{b z!9swG*JJlh!(a(lEOoyGS&B$N@mS(nSXiMv@mUHi_fC@>=OziYl1keGNlkWN$UN}(c7M!XE`aBI!Jr=4&o?~3lhz_`Z|kmv2Zvb+S)@#h zr?u0{rCoHG8LD>di4q)WZWtn@i2ZX*G^S1|SSNbLP7m6E= z)ys9(AMYDr1wr4y2#rmSvm(Rp1!~!|V^d#S%~rjctu55qT$h;sJohmRocpMLDLM9H z*HnCtef-A1{6d076C^7LcSt+Kvgb%Tk&@nPt;%UV2joo! zY$e_mAWAFLiZ_*a76D$a5ifp+9w=JyNCN5YrKtf}NDd?~XAtEvYT}Uag>~Lo3rOe* zq4CLWdlMFf<#VSqC}2xZ;0gh}SDv>h((3vf1vdRJ{o+xkjn@ltZdaVMfDcd$aBXS? zaRCbpL;uhB?xDjc;HD|p1&im$!&S6!rhr}E=$(tExHwI)o2HE<VjqW!2{}4u~flpAZ*O8zZFkQ*FFj zc_fvF=ks8ApD}PO6n3>D9l0i=1+Xt0X%vCxBu+j99tM7ps?eu z7At)A-0p*P=OY{G=!yPlJToAdn9NYuj5d1x#Ve?>u9k%$z0~#8S~}2P#7NF=Yo@lQ zI%ZI{mo{;9RNSR7-a2>eJQoWnT=&FHS(1=T+#kn71=cQuMF71K%xy{U;9n5B0qVi_ zX_+y3zPOupeOhMBXs#GSBC9OHqq=@jlAVWY-3hr0;yJZ6==l3YA9#=NQkW0i#bcBN zAVC4n%q8^Q(cXUgvoHTh7d2H@0^q$a(UlmB#+vHL66;$!bWG82%z(;!wOC2*92Vu2 z>|yGPiT0w;Y!1+9kI7@r!?TEywyewC$BuAEl`aYfVcZA%6&NiUMRhg0&zRH9^bl$)^+cs4O@26{vJt0o>WG#_@C(R&Zc@= zy?8F2H+L4Tm_I$SpWqM7b*rFbkBxF+zxDIc@mzsboDZ&euFE_x;kdgK@G@WkHzrC{ zFBZ<93y2{`8Y9H44v&meO=U6`*2eAWv+yQRS5A)GbNdr&#PQY6jWcQ4i{qDH_p#5@ z(cbv{w=9}E=kmEoTPEJDjnCw~v&xk;(3`qXgbH?_R z!Hjm^%+oFl@USV&o8HdEBz*MQxQ-G5Xb^BfS$*#laqhXg$_o0!8!t}?=|T)5nnegi zx#F{a{OD8kt7o=FRh-q?LaP^d(NZM0PSn8yJP}MesVwpgvWts+53umjJAO)s5Pa`g z%aAhSPu}z@PMoY@0iailNB_a?GZs)lfKkh_4=9(D*N;mI3_Oo_Gn1g{SQeBJH!(Qk ztP2w?=;J+=CO@4Oc=bTUXBtZfpz1U0>1$NDm-s19Aa;rXJ@D`ocPRU1D5g`(MR@?Z zgAh2!g`7mS`dVMe0lswzV~qNu?&=z8!H2CQe!uDOzf6N5=|IggCG@rb`?jn&QLR4? z9*KJt_f@=0V@hFJ`NqBL>E0(cv*w%0T}+;+tIl0auRK@gaRj^(w~6!xnGCfy)=^sn zSTGy-dv;HAE|_=*zy*Mg6MQ=c#pD_S^Cv8tVpU@o%<2ke#>Az$sM3TI+b`-O?8oh~ zz~$NxOQ?;fRZTL-i2-mM!37q|G+|tUo`M{V1LjAmu?oj)Kw{9)2Akr*_Jaad-7oOB zwq5%^tq=S?DW6ah0yY?*+duU!8UtZWMnJX&cvj;cv2WH@vrC;QIm9JfE!vT5G6V4O zM2r;XAb=etV0GifPZgrIy-70qu+_i{Rj{H%pyzqx(x>Pg!nj+YkZTQN9w^`jU{eAX z>oK8yZoNzJneSo3Yc3`Iihnkwoh|qrX%6gJaoMu@q%lO{3Q$L()kN!(gh1cnS~lr86`?wL&L1owTD z?j#053ijmn`V4+b?A{>t^bWD-3HIZB>j=b7hkANxXc*~YhM8>3hDg|$J=-@RXqnLp zl9ooQbDjpOxPU7=)K-=-=xzV-6*|&480|U#{fYlU9ZmJT?jr(}0zCne?Uq`F)_K0R zYdN7kC2Y4geO|~U3*3`Ng5`t9eEV9i*N6I|5P2}PM$`JR2=GpG0-QyUo%H|@hm5sC zK!AvZQI``-=L0r;UQ`}FxCN zuKl!g|53JR&TMbycfRGyi`XLMZ{D2znT7qNYli1Ow3U<(s0U)LLYg$x73H#}YXmN&V^o?EAr0*Zs1>ch2muz@ z;csYp8K43n87rNCpWUoQ3oJ>xLvuwBSxvm_TZnD{W9%SE^bQQt;Ls>*i5^W?3Q;M=HX$%@4;` zE*ZeY^hHlW0RS+rnp@5J2+K&m%O5|?AG{l%hpZ9|A}cE;alFQYIcuJE8ME)rQW!Zl zP;14K`6lEG_ENS#E5wG{#B~LmquI}tr7z#!Wy=eJQk@fNfE9D<_J2nnJh{rsOX=gc zzD}4+bC?ktYpU4Fi+zOMBuy$0l%poy9;0Q)-;OK+b{ED4$^5ce0Peg;TbexaK;p_#TX$NWlP?PMkG4 z!ZNu$tc$~^`Z)BUe`u85M{BF%m`vVd7?9$9@@{sA11VVs}74wpbp=}x4_8*~ppV$%!Ll)rSkb(=FT5VL=f)H{46W#RKmR-@o(AH2x z@4W6({+r|dYN~>6e1840x!kvL3%hqd^z=5?By;}04AJ6Q9h~%B4?YOeD(v7hb%oS2 zHC|0OR3yy);UiBHsP%D%q0fJ3&3W{Sb0u|x5AfiM2U=?+riQ=@J-yP`+fCZW(t#2i z!WSnI=P@r~_f31)AQ)c{FUdd%)zWCu=SaE?^J;Y(!OJi`@Iy{l#v1G7UTOE;9 zK=8#lVD4k@V}?tYX2Oz1qyaq@h(m6hu&#zQ|6(D9YvE0p4ZH=Fzn)mqkEkDhhzmybF23_+AG7{Ic^&_bauE z!14vF-mkapruAEPvbRBE{sc&{@cp70ZM16P99p?>E-jeZ9zCMd*}hZ3o+MR|6=&9} z?gKr$wpl3$W=^DH7#Ix1{3Rg=-hHIEpN{tQ(ZJ9s&ofx}Z0ueL>^0Tb(yZ1dR*->3 z7#HU5EuZ`<9XBBw-~Z^l*&{-kIIYE**N|g-mc9vftd3v|9>75Nz9aPD)3Ljy0z46Jl1X#1VSoq&Kf&tt zg`YplxPXBcW$5?ToKH);rmVWQt2dwwUEx##E!>fU>p0iGU=ufOzMnm?nB zYOAv2;j#f9fQKAHl8Y@vpZ@Vfw0Rd;I!hu3xsSZ@YMR^G#sCk3K9j3B7P7v<5tGWA zI0g#B9RNJ6E2u9390)0@Di`}|R3My#I0rxi;7$+sG+`T`L%3A8Mlj9U zI%wPe;9tH*!zSM6jz4`Dm#+i`{u;pe96Qy=Bm}3JK`uSP?B;!k>E2CSsBdIMgbmGG zMHyN)XFA<>&1z;<1>Q&fhLCG*cr=m2j0Fm3wbZ&`Enpm(<+M!LV&lUdeF!&FVbW7z z7fO&E5>WLs%mO=N>C zcHgY2q=vd`=d>x7cw9<4g5P<~8MjsaOlO3Gx)AsiR$dun2GXvU3L>@A8r$m&c9_pl z4)K0ttQr7je%cCU#>IXkNxQ{r7gC(q`7>23oAnuw`%MqPcXz!r9SyhX4+{GqZ<;>{rqH z=QEXiF=*AZRX8;;?ASSnqA-J8!aerV!#%L>4Y6Vk`-oci@LUM&RaaNi?3QMl-rhui z`sKUmm;rd-`SaVDZCKZf&NIw8_58qRD(B$$P#i4U&uf3Av4RDBBYYXRf z12y_M5&?@_A-m#n!gg4e#InUgo(Yv#Z5{f7-C>w)q%zgTFtoHn2a$j1DI*&I3a3|a z8erclAa0|hG&mxb6)5i6;=_Fwj&p$U*H~Lc4Rtk+c~Go$xndYlwzw8LBAgUABW>^R z|I62Dh)G36aQX3H-X5hA(R)zliQaxXc4~l*_YYEe4u2%=Gk|sEVglLDw;y<%?t4m< z782_xC8I5Gy8HsVe&zDW6%Oyh82kN)@kCBFW-fIg3iC&j*n9CX9Iq%bd{#)vB~0sm zYT?(z*q;NOP}wD$*EU!!I9^#>X<{~AY$)!vYgM1+m@(tNhxwzH+DMpieU%0B0;C}c zvKf~v&hA|{9oh~6Bp4WCm+R2Q7U5E&`lJxUbNhnEe-@ zE3;Z>c+s< q+zJ360$QN?8*5DR$ocG5QQ6Hy<)GA z;`-v(`Z5B>7IFcA8@wDa-_zESmV&e+I3r=*!@58$wOaQ=U=Q{9`u&fyhk=5&@BR7j z6Ih4!47VvCbp2}z4qlH6_HcF?t6pe~?D)KxKra;HkXUC0q&vx)V*!xIePYTwU4Vyo zosO$!At0}4!OORc6~8~L0UiWgD>P~BStx2g=SDdqu-g;FG98o8>(hZLhXs97PfKUOsjhgH02q_J8gH^zz08jJMsq38W zUteo(4>2p$+xF_`k+93-2KOs*!4yF)nW6x7f;$>4x=h%BSU{J~fGPaZb~kwTpg{ZJ zb_q}iV6DU+wx0f>B%p4bhDS#o01guX=sdexL<Cc>7p^tl{Zn1iqk+6!akGwJE~EIfJc+xngMH{Pu-Tv+pPABN(= zUOHFso+2BgCG_F|%;JcJ5)mduCL>0zh8K3M~qRWJgF0ZywW!d$A~Ok~OzN ze`1{=HO=T4-Tvt~2G0UK1$JP)wRK__w;{N1I${&dPmn1g?FkfFt}d|Jw$#;9b6rg^ z#efwOd5)KsBnVef3_j0b&o${8bZ)~%Pk+~T*>xvY+_A_yuj>i-R1t&PB|BD0(3efc095eA4=!S!qx8(UFt=tO#MS=d61yJGhv=JMLRYeNMTIJ@3!n zd=2lZvpSlnwz5K$h>mOt8^5x2va7RekM3)+{3E1gJ|GPNB3TFFGsl-LLT&Z;kX+9c zat-YyHx)RI7`>A*4LF>tJH`AzcDCMPK*=z4(35hSqN0!LJs=45Ht^ z{&HG4qg@h?I~F^pq^C(LBPWzP+II+hQ5#_0al|Of;%PTd8~hKe764%=J@MDlJq?pk&HI=c25p$J^aGYyi=n&Dv9aaTS zKyLEbr60gzfn~aImrDud-1K*vCPC`+AAkG~>K`1YW4#hfl8e*<_czp3Q)^Q#=Uu`W zgx;_2ztBwI`KwK|?)jbkt_)Hz5rmnr(S0&bfo zrU^oPc3!xoaIC=2DtdeYgI$}VF;2!h%3O_;WLv@=w5*~6q&=W%FUtZOSR0sn5UNz$ zZUtAXaNz#R0rL3!6fy+$4zTMS!gsE?#E{}cpARWB^xc?`A%Mr0ZV%Y``wkQ)5NZ*3 z6?p;#JT6f8#=2^b)hiA7=;Z=>oFv`2Y4PulU@5rI2VxK0`{LD_{_S>pj6t&^P-;sRXCEZdxlp-=wh0yb#F5rDm(emZ)xk1BCy zFd;|vbd#=5N^SMrDCYY5NtekT?nnhvAE}xT}-_L?QC1FyxcC=gF(2XBN z&MB5F)xwm4-iz$Ei7`ssA9E1^^9;J>2?@bdL~@%ytD;6a$QG|ieG!FP2D zO%b@}_yTG!aEF6l6MftA5GUokgMmCnY5%b)%xG<*mWJA_YV16GoPPDp_UQ8k)7$A4 z=PnFxP7q4jrORoaHHPo|zuLslqb=CD|L}&(Snvqd)owT{SU=vqC-J@u7S5tO?pe!a ziaX1Ky=?#hAOJ~3K~z);T`+$pU9x;$R{gEJ8dKYkAxGUfgCeVQ1=#-I-@l&^EdV&g z;WX9O(z~y}j9MCMBtISJEE6FL;Lz3;eFwKoO+u`P3k#oKtwI3L*G_7Gv4-CWU&4Nw z9aEzRH-sCEE9L^TsX;@^sT|_mbSO`l`b3k8`hmh9=`7&Fs01MpR`Go3LK#Yw0wJ17 zXL3=uxk4Ze11v%K43WqH;DO);W#ix9+;XE>%W~|Yu#Cb|hqMOxJr-W#r!Y5>Gm&E? zUBY_3Z$tNP`u-zNaL%##5{t`u3ue)Ku3tlQr%8@P8-JrNa6DFU(*;?Mo97(2hH*pu zjOiE5J3ogUuTAGV8Dcfn@n?%4?+IaMQms2)3v1rs@Q8p1+bUNV#85&550EW$m5Kd5 z1y3@;H7_+c7wuT9dszH_4ra?48w87}#T2L`2x>x8$QSnQdeC{FuyC37W&ym4GWz@n zZ%$3>jYlOFK@2#t#~?)rEcZ4ioy1}$EjLJ>j#L;n_A%-g(|=$jm364GRB{))NMd~5 zphYoz4p>@uE-jaZbHvaN4rlGl_)cBHc}}LRBR^juZc78*sP|OKOVXBaA$jno0`_pP zhCS$D+lUvRpW|U6_xmG-J;U2gcd`Hvsmcy%KXTvf9i3qLw{?J)0uP??coaE}VyZ zdg*9SKmBC=bJ04%Jbv$WYg}3%Q2}Erqh3w*NUjdB*Gg@TwG8y&Nx?FXwd^^DQO+6a zVpDmqaI?8ku%?zhTmM3z<-IQ-3Ck4SHvP44l@zB7@R(j?gTz2e*j9OtkOv3Z7~<}FvPqP7NM^TLH^heyZRf~9~OBDh#8M1uzMff1Le z`l(&}>8?kgVoMH=54bU1uxJ*&{pyROGWEH^;W17~4l5C?bRbFrxQk;UWQz`2oO}j5 zSV=+$4f>Ncoa{F1+_*f=AKIvKi*T_S9h+cK#%@+7_n$U^%X3;_O}}8>7ez}NlQj67 zJrkw4q~2=5%?IoNU^FcTn^^-F3(&p&^nuTPmxjhBIGqHpzkBEFg7X)#r0tD$)ZSFj z0(GeWP%pJ;V~lzIMDb2ZfeLfv`;RyiR_b-gVuj^gEZG&vn9hfYmiC`Fe)L zY6nZRYa{wg`;>(QH=b5eBZ`sqBi*`btHL7G=dt^&2y+l1urI(`ZPx^^4Q6F5Wj0%8 zU*z-%Nf#*JJyUC#2J-A2)8BRe`-&;76W;^CkH;%Sa8B$WfqA6>uM~z4%5b9d&wb$L z;2ad|c5)BX8`Ua=SW?6#pS`eB{$<}0ywk6t)iUjkuNVtY7PcQo<{~=mqvmUVt>}OG$~yY{J0Q+ zml)#|c3!>5SDa$)pkAT%k`LTr&-Ihc<2@Qf?<*q;nXi65p51wXEqfrF*>NN-Zck>J zuDiynYFf2qHmzDXmsT#G<5FbA`StW(D1$KOI))1NSRLiu7;WEb-C(`dwV>Z)z9YeU zA=bS=|LRY9jfh)%hTgd5JZh=0rRqv}Y*e_A2?2XjCy3)AbiG7XacCkK=Q8(u{(& zO9)A@0Y1gG33TVe9tW_8xQR!fdx6W-zJp+o;D2aF0g9NZu9O%U>V+~IYLj{M6j1nE zfN!}B#bF7{oe;yQ_Sgy}XrHDtK)*m(mvKlYolPF##EESs4MT->(!Ui z%+|&zsl6?W1)~zUoR%h7YJHF==@(>I7XK#GjO`a#rvd&k z*QJh00E@CPC*WqsLWg@;Tp#5ReC}J1{4p1zkfh}f&!)vbsXMjpXpR5MB`hcQ$`m(I zEfZGT_kH@?k#LMO2|mDMVb=9a)}Xr&e70lG5jl)h3t$=ySzqKqv{*s=Q^!}Wdawqg4=u<wH+wphty3nS)t$g-$yR%XrQo*^K? z2eKTK<|!0&S<2G-b*cc*mgCQnAhC*x542}!Xnxu6t)bbubp+I9Fi zt>3(p)^+cur*?zcIWZE6zvBHaL#qMw7D?=0D|_K2y*>mei5o4zE><}2gKRBJj;!{9 z1$&r7zI+l{_j(7jn7TjqwV%?d0r7@_-0;2|uHg7@xPRhIz}W+rO(;Q}O^@$Yu!r}- zg>z<`BvOO-4BoGRow-4k=YCGGszXZ1a~ zT-`&8iG20rehs#-lfMe5xzV$Aofnisy z;gJL>3X0&IMgVt#_&pUcumNn|b10!jN4fzJhG=qX2qN3|9}T8SU;)C=9Qzv`l7b`d zOTo-H@83Xu#s%(*H!Em zSDw3&;6|#}2Oa}WG!Bv!mp@Dx$;zmT1I0xULc&*E-*{jH?L;aG)no#A-1=HtG^;bJ zBifHZb6mV}Iw2VXfL#EN7nyRUqkw#skUTxV{aX0Q@ z2!s}zsezD?kU)U^gd~*El8`_u2{j4Crp6FDnBoG)#c~<^>Oby0 z7@pFh6%3Y5;pdTs#Z@Ts(dErG%REI!5+>>{Yb03xD!Vv~o^FbcQ9o9v-?#)o* z13Nc&l50a5VM#7R0aGM&e5F%n5P;{;UH(oggs-e3tEAk(&@f?pxXoGCW-g}8Vwi7j-4*f*`G7LqWA=3) zmQ`yvD@n^e>oe#bB!Ef4$z{K|*&n zX(*@Gy=|9i;99wWR5Ry_ukp0EQQ9-<_v#^ z2E(j-=kUb!yMK_1VfRQ1$pzYk@BRObP({nq%bjniWWIeP>}qbA#VTl-u<$_`-po|b(KsVKUSu7j1ySp3{Zt- z67b+Xcljbmx?-D&*H=6RDDffD%M+WPkvmss6z2BkCV9^*u8G1+vf-h5>MXSN?#DM~ z9o%^ETurr;@}pIc%Z@!=szmb69WBlB(o4@(5ah}L;JKg_fa@eADXQ2vWB?`dMV^O` zo=}S*xmch5$*-h_Sk0&b?mqas7i7(Gz@mjUF^(KAgk_l*!x^6Hdz*cTm1Nm9c?3f(q}q^q@^>4Vi+3h%%>j%6Xg+4WUp~BEfgbZ&$I4}hLc8f9J1U%WuNW}=0oA&MTr>Mkq1K=UR`}{j!SI}eUchk?I=JQ;hD)Qj){IV~H&G)i4)YfWfEQCNV-_PwcD#s`^ z&BoQ^{Ly#zS&KvEkGZUQ!V$Q((Cx4#)v&MgnF ziNC&d@f>;H`Ngql`u8-jY5T36qhW}AF2&cBUp0UP-VZ%D5|}b`y_5fW((}UW@&P@5 z%icx^C!w5p`1bYmk1nvy$$$Tu9pjaxg)$6~sQG7++s|Ojb#ul=1iKtu13aOT&gP_s zG3W4jGk>4={(qM}2aYIIgGJK-p8wwHMXvn9A^np%$G!v5!wA#B-V?0_w{{%pn>22$ zbau4Kw25spwz0w8G6H)LweTJW^bCxv5wS?H7nWKm7U-3lpO*xx^4+5lxmeO%EY^#c z^p5_ylIGwQv(iWRZ$>4+Q*VN&TyseHhlg!owvqC0lzso;P1^j~gi$)p8(~um#Sm~8 zDt!hj!Uf-T=!k6Hz27N2QN1ewoZtGDNtixau3f$;>#$JLk>iBKIpPr%HecU$WExfS zUq8KDzc+8ui!NFs%cDZCc0jYyhy6Ez$8)ffpEq}!Dm%!DoPe8GJ)sJsGRU3km4%%X zg?fE%@2^%R8`)UV@#^X*wjVE8HFm6uUrv>2>ME> ztG_X~P@^wL?wu)dyn~i+h>F$v2NC@T5Lr0`<>|1Tx`?VhoD&>sDC7{NVBvIh?ir># zWNyIDUPwa%tE<%j;X+y|v*3tl`dM;4DX8Lv*R{4*!7}y5{CO2CN+(XnB@GD01l0Mt z65)18f5@qO?-#!#$MIhDRVmTLk3RZ#Rj#b@eDl=#p{}7pB=ertTKmj}@?;ZYgrP@C zTQrvRFaP`=xo5RwSoK?VZI%4qb(abAA}ORxfps6sVU5aGy(8r0MR{Is&YpB(ov=to zp4+6nCj~AMMZa%t4%dn*GXZGu`|SVT5%C<4fkW22MaA2(u!p2DHjnvJ?-!IVh@WAh zynb#;0?5Vy1h*_8uzH;v8<GG^6_O?2@f9k3xTEr(ntyOom~;+?1`!ADa)IGu zCsHAxXKN<*vt$Wz;8)jAi-xn*yr+)pP{TZQ5I#WGY~9LYqvo-1`{pIYXbO3PhzB0GnoH%4Zm}ea(Qbzu)B> zZ{N6;>v#72B!Cz1WjVr2lMH0}`jg9;k#tR={`e78t_E>=Wl@SYN1_u}5rSzF_?@BQXsx$`kEOs}d+{_JQ~hNh z`GWL#xjhE(7-tM7M%-iGi==z<9(ZZ-U>fmFXxwn#t^VOo{(C!Pg`<%F zTNbhuyi>k|n|I~i@T&SOdECO^cPuwHq_~U~h$!#Qp5;KMBLML~^Ve3GznSDUa^*8J zb^F4-%gM(XGE6556*rXjcYgL;@xFq0pcH^N5Dyi7BHR~4+R-3i&7XhtUu#V^HN@eY zCOgJo!!e_m_lK9y*vqm#712KG?WH=#$By?W1)}h~hAL-=$D5psW!4;sj4A=}@`cda zyTswcf%42aa6JaDaILV%62f0-p9tq=zJC`3^pe0w(muy?AVE`-mNlE@aV;H`?2NSjvF>WwqoTY~+sh5~gn-od>iGbV>u&!5)<7x0hj&WH z*cRPuG~)SG>u#$I#*Q?}JkaLd)32i-&U|3cjA{0pT;mX)mnz3x6Coi_ISJS&j%1MpF8;g^ z`&P{S@_&N)`U+#ExT|8?6co&~FTjS}?qU>)(eoZ9> zI}P<3ibO-%`Hvsmkrj&cip!SC{7&aJbU@4H%%Pa6GGA3C4{g{MQ@Eo{oIPWTr%1c9 z1-Cx5R(c8T0~A$N$=vA^<>E!N+&*7j6(@F^)!Gg!JJ9$OtGhM6N9p>=SAHTp4;+j? z?-<)GAAj?UV|F}>*pon>xlV-eQ<{+$s7#{w!@J4cFp`&}$H{>+%VL!)YmkE|1$i>g zfMvXnels9%q%7eavA&>a_8F*iLeIA5dP=$Gsnyjw7B&l)3HC1(bLivub{$ql*2dB0 zQDuW`yA(=n<`|$Z_FP2s-UoPCY5(`H-V)a!vwQon%zsZno#u3S3af(LgoN`#7J1f9 z$SMfS=T~pLPbjMpB6!x*?_GC^TzCFiIyV()N6*zhoa$AOXYZ>ay?7a_tDScbkQaqq z`t_?ESjxPy|Gs=@#4fq8Y9W9Z&(o8qG;9;#ABHKJ+^KVgRo$AucKmVAnj&6qiLW$- zIec8>?;U2y@N+}``?~y5M^@z|kwZl`!KQ`>jT{p+{Jz2QAydf8H$H*JE3Eple`k4evX7#IUQc>ZBUvFseU$LH_0mwfmOai}l9x$(VkigHAf$OT-uD1Z(bCIOQq zLXmuVcXY*-rRX10hYWb$Z4a)MFW-8v7C#Q#g$rlN>#n^}y~jSVWDcNA60SL>)=`B! zkF*PwMM-7NT8%qpz4M4$;`J64dpCoTj%glGWHA8G55Hl~08q)pO=>7acr}c1)9;s? z&n_=81SP&wZR;UaRG1D#HJD=Lj3RD5SuFXpP7dW z@ILYd*<-o=o(C^+Ly10A?_M`$7!J#`U5BOTxbNL_(L+SJ0AjVcx@UA{eOPHF^r61K zQ|jGw0I64|cC^d%@$E8oVwk@~Xy3c*Vfp?& zk5X&FB^8JWbwd#YMJ}e@H;0Muo`32B_mXN};ax&`xPsm?L6wvzFgG zPuOqg5f4AIt%SsK8qLGWJmDV)pu2z2c z+Kc3hbLYpD_$n)YcdAcnAo{7TQIHqs)hWr1Gj8|*)Da*!X;|)FI2Q&2@Q_a!?u}sw zkVk%A=>4>3Gv+8&^e_I*%Olf11q;-aS)GrTpXUKoKEt^j0xJz?_3HHb@9U4RhGBUm zBlN3WfERkDm}SM*c>_2kDNM{&QwoteIeJ75SS~5+&E;rEb2=iPVJ{flG)9>S{gAnM z?}~t)DT8K=iPvZJL;KwFe3JlZQeK|+3m1vk%-CTcmFvYD2*A_a&A_>`YrM_HE9!?u1|;dbT6CK z+$_r$%vA3l_4eZV7DaQo{m2zox4Fi$e(A^lGYjDT>~H>9CbhRJF-!iS_>AWeeFu-- z{zE&diGuY$Oag4SE_3bUl>m9g5U%7h2BrY7(5R;0k1BxYV)`@I zeHN%GqAViw-l;;<>q4{qkTKu7g0c%p2%A}~>~nVrlSj~hvRQ~%u6j-Dw(Zgl(mWuu zr*x=7PDsy&9edm3b7|K_sFfVVYy-a`LS3 zyvf}ZJWkQ7YDcSIRpsPF$fW^0n+pzv2B9@toZS($SOd((Idu_$cXl|j$qB*;Jayy8wq!yj6TXictulw13 zPssn^%}Xc}eaXVva{V2?peK5=V27O$$bsrVUS?ll?~Jjo7Fs^$Q$k}SYbbM zDhCN3F8^AeJ=2slKP1%UhPt|H@$M$^m%vvryPy(vhwn$ONMT%MVYzGXV78peY}7;NTHCn6S_D z9IbI#T_uh6wVI~~&@)4c&UH7lVsfNd{sFm-nL-SFyE>rRAcs38m90r;*333WAhQr~ zhvj}kxeWy1h0kMO@{J?8z}@kPP%7+;Z!j`IkTlLopH%|v74uC0Oeh2hZNCZoyJ7oo z1$wL2Y?jsAcO||eWfR;~b@R2pt}d>(2QiwlMe8rLo}NoVVIO$e$Nx(K9v)`q+)qFD zM>2kFbG)zl(Fgv+liptqA|kPOZ{NY5#N53-3ih0L552|So%zt9b@yO;u8EDTJgcRp zK|0CXn>bFUw7LFez@8)Ja%XmR4D@pCvu<1p&z8`rqL=vVG*?-LglGkOS}{4INwO{E z#j|%!0bb#89qqpuRRAw6kH98rWGbq-L(s5%f13 zLaP8H5M%)CY;)VZbD!LN-xIE|X{2Dhs-HRHjnu9mCL zTcEjpu-RpUwJN#gfi<$uJG1~!c-t)Z$(IB2_rv-KH&k+n2o#wIk3Q{q_JI8L4N&+y z5KZvMylIouMYzf&2?Fhmq5)_q;M*I|Zlpb<)<-*w3-2f1aEIZYD4T#f=7iPT zqCXn?=7oXT`#@MTaV!PMTNI@F&t=;AbJ}t%3CYa@0?~cn@=ssQ0(dul;H@&YsZl{r zs0@Vj*$1+vI?lCRu$pWOeX7b2{daMo(QP&e<=C3Bs; zVZ)5dkf2Q1d+A(^lmwJ+qr7)=&sJQM6t{8#UKl2r6y{3blyNg+$xQ;*I!L7M`-Mg@K*&q6>iDQpt}@3Ya`JDJhR zmt`WeX0+#Uovx!G-_?&yNjiVZ1$c=bLoW&@3Ea7`TQ{fthFmN^HmQ%r05AW#fr7na zo>vOc%LN3v$IgA-T5nH@S~hG6Uf;>d^(XtQrL(5X^7%95{CP8E^7z)+L&oo3_sJV% zujb3SmHCs8zD+~({oFk>VmTwHyLT~OCVpq$JyzJV<4n}0T1ebA&ir{kOOMUvN@ zpXK_!e~Uu$P1@IWTq5JR-796$Od7G#{n@AjcpREp%5}t;r%HN|dxwS7_Zr#ZfM+9Q z;baP-L}@5pv?1p5+9l;Tg@=$8@@A7H8@|67S{?)SoU}keZcg{3<&XRdrPtCV1VRd`> zsqG5p%yVRyH_yP(b8D2&l?GVzQ#>>!oMUjbxTNsqBz+(PWO{E6Ib0!i^$K z!S%1*zDf@+lrm&+#gci-D$2VPhDn1YrK+ad)w$Ae7k7UEEA^+$6J@|F3<*Nze%`$32b9mqGSWoK1V#teoqwGI zttc8Epd+x8bETE?~I0?tiW_;#7Sp!5z_+ik=%$k`!yHqb;IRGzd zjQl8=BzY@yFlSPLR9Iuia9fOuRt)$G&sqMR%K($_nT4KJDUfG<0648$yG4tu-@9g$ z9M(KIAK69uQW&*Wm!AfX4W z5a|im1J;$9Q~&Gl-NQS+r>k3b??03wX~EE@5kMG{@$O}qXpuR3PUnO+nL1&dbWUt@ zhGZjWQFc*hNLAg-v zGim@Hi^vCNC@NOR3qZs{i?V6?O}=H=HZ;pe3a5$`RpRw?{A4&-MYf3B=<>~=!@KixW zVU~FReKzjgtE4Du5sNmwR8- z&4tR^=y0DOw&;{BKJz_zJP&|op<*_!H~ivWS+#CUmPPXo*IpotXG~Ed7)NLCo>5y{ zrB-&BFYzP->`Y!J3;rF49GcSWdETI}$9n=W_QyxVz6c%BFcPoec~qwkh0pTdxUI$U z8!+U#ki$T-gQw0fbzur%n6JkDi~*A{F>4$`{-MLYtsI0F4vrM&_y9_^VNWBQW0c#a5^P!_p@E{wcGBK2cO!eLidki z$bPQB`U1HuGB#L9AJ;XE$uMl9bSjXH>SEfyptbUHFly#fBJ+WtLgATN?;lyZb??#I zYA(DlX`f+kI>pHuqH^`Y0g+6OrxBB=g*al=^>eIHtSG*olna;Z8KnZeQoVPf^5d_G zq}&{1yERtbaF1s_`(7{ddnq}RR6N}WdaND7HwlrpT|5iuMSFk`^cXv15M(aEqM8)O zZ{56B&lI2KLXyeSjpiu2|x>m@mNM>R~4k_mY3 zPHK^Jym#c(STC%vgd4d{ln{v;`TFhm2^Kc<5?#A&pkpb##`={F0ZcL!fBJ_g%_Wr@8E}}aSiuEu6w%=sp5h{fDG|Wk^guks!_*IjQ8Sm zH{T`uyAMZU5q+9p@a~sgts6Xt2=9hc1W48TZqaz-WpgAlC$q-Lye2ko$Wd#PY3@_@ zHevM$ePD+|%-n#u!}kX2;T0+7rbweO0_vch_6-pR>WnbO`l6t&6$Z=}X=`rG0&?nq ziaMwYIeB$Tmf~vGWgTQ%uA+aTarI`7fh@&=)R%qu^Cbg3>ua%jcl5cGe7mG@FdI`| zpSLnFY<25yUiE~0{kBz3*$$TD#f#_2Ypz-$u(UFV&CBJ&L5-V4DOq&i{x)L(9-tt+kIg&62Z=bq0-jN%qWV+O9)-8nvAjAWAm4+o;ongR zw_h$Hso-`c03P?~=e-L^JN!BA!fpHKuqhi~z$9w-=6#Yp6PiB;IaIJl?0K$udXID; zKH86+(+7GGSzvq_+Xx{`wXR90JO{Zxk&z{ZUG$d2ebp()(3=ox2#D)Uw6?%qwW5Tsi%=_ii8SGwbx9!w=vv~N{ zJ+r6ZE&aZ2-`gF99lQ1Xk?XIM%a_d4v<@|>X`Z+{t1@}DnH*C30{NJgG$^M3Nx#YG z-D4fbVDG>|HAvbX#h;e@j4`PJBB{t|%Q@IdarKGqZvWP`?#NltZ!l)?Zg!6P{W4kl z;5O^~LO?GtjFwBjk}p&<1$gDow$Xjvr~!B==eB^993aY{QNj&2t|uGh^E z5J%|3viURget@~26TNb{=ct@GPW>zr&D`Nxt)v2YD*<(mh=ISWzFXxexgX!OL+)O? zQ8!3hTXTc_>C3LxzniCxzlQ+ts-^SeT)Cuop|2cBw>-Euejd+!(S=K7-n5Ca(&*mF zg*zf!03pf%MQ<5L>gR-w@X054?3SgO2MNQB=$F2eq+GS;@=rlty4z<@`$Na58245U?G@X3!rCw_jVtaBR$7r zvK0El8}d#T3ZjQ=O-)qNpgCp|wRhD+h1@ewFuV`pmxSPEHRsmK!Z*wjybYAmNK&v0 z0lXyT#Vn)66zc8IcFEUoUnP%h z+@AF~H6Aq7%j>VcNS+gU!;N{-?H5s~tt|u%`*qK;&{2Or`8N+0wOqhQm6;$HDcAmy z9Z;08k|&iM@PTfUEbJbo zc<>5Q?)!4i3GNce7R=~p`+PX}2sd&RyI;CM^`j;QdM?k`H^!ip z#(P%+&|@D;&daM-qZM<|>S~5_PmPcX?3TH_c%=fo5IpMs84>h^bN$503|WugPvl)J zQ)W0;h5l`QCVu^$&27rxKu-P_%LNcQaS zR_`9?r4RP_J7K(yHMPn+VBWpfmd2Qob1EUIk#U{*s04GcJm+DVPRe(V&zC%5y*gi_ z7cK|nCC#5qo^Q4xPtUeA2d|jvHL8CzY5<;3iUO#^L!k>KV#~ByfKqSaGAttE-@~G^ ze2(Xi^Eiom+bKxBQWX{V4rdsP7VzhX$>o}b^l{@ed$U5o7IjXR_1pJo?wMKAr;Klv zC9|fL!T%mGuBu_^-WtZ`2RBj#x(^mZS4bq9~Q`iXHUO2&iYCyMh9lr$h2etfGd50Q0n z2cdS(Sis!MkmsnZyc&CUSn;RJJ9LG}^R-d|o+ z#h?`{zLCc@e2-8`Pm)Ek0FP^n_1?L)*59LPBstbkGbWfJCzP3E>C2SC$h$BSzRVZC zsgA`6=%JJnT4wB<=5zGDdZsk0f*qv*B;|nfJ>llc02_gHziVdDEY^!x3cyPualv!q z6G~ZMFwi9ti-o0CN|kvjzaLDnR|w?Unl7cknLR8!7_)8t+n;(4N4aq2 zyqAAXws-G{f;wyD@#EdwyZ?~BpPik~fQ9$bYVcyXcJmMKs)QVZtfg!UFCN^$v#*-ESa%S-5X#sUZGEZ5Dh(BsJ~ zhR(k^)HvYq*!jugNe7k4EsG0+a=;Ctp2WO3jn03^#P@f9Ug zNVe{JR&Kaur98SR+nY!Iys-@p^2Tc}RHn_0w+cnV8Ay0PQ@{=689`D$<;&)XznC(B zI6Jg3$(md&xbu}w%jLoV;HdkZH`47{kTUhjnEHBYLgDdBM;NfPBFg?=;S_k6`{%ci zU34G-uUPM061d~J7M5u;$5`jD>9F5e`HLZuC`J`vuRfS7eAAn!gl_`$FeYG_auh#q z`?7iA13ktJ&%DooYW=aiJof)^o~XB_x~gD}I_^~pz@uc4-z>D>A9w!lQXH}s=0Z%F z#mIRezZopBR}9ee*HW?X5bn{1_L=CYP)5#oeC}Iv;0Tc-?sS+ru`OoE&AN|nL4AVJ zc=_C!vV86|IeV5XX~f#FGE3&!^MRh`?w6UTmm~wcd!$`(cKW${hkA}_y*)g86k?CT zUQ`Z+m>Eh)XwExzL6uXWN;)TulW85}q;pc6>VQ_l!=+NVz0VKFHse-!hWOwu5$Ji| zyiyo8OY!2R0I%3pGkSkFDgYk!zbxJ#WyWnl4p=DLQlwn_#40c^_E%i0rK!GF!HmBl zYFJFKqv_XtjUd;KXY*Xb4RbZ49fz#INDu%9DD7K!A5g|AtEtAub@b#(d2HkMNWrWU za`TqWouLP~76m0l1}heMU^Ug!-r6LPNuU6P8VS>1j0mCI#*#Nx>{ zcRluGluPE6QVK|i059p@C?9t`vOyl%M4@!2AOe`5fBxc_s6lmk4H2u-5DpY)Wu&aG zR-lHA@H#5M^1NpBWBZ={^5L)E?8Yc6g1%_x6nW=Mu28V$JU*_^nx7YiFdBQF0}j0k zi2e7`ns0=)Mc&Tva5WZ3El7UyR9w=4I({^p7kX#}A((s*QObn2Rt0uR>6-qbf|7~{ zm^l%8n3LuhhcXn@0AZiiGyH8Xke3hOB`FyelA5JJd(37olsHFyyC~-=2Ff0=vk+l> zrYjFo)z8?H0p*zmE`uTX}0=&e$u7upXq)<_w35d78`Z?JB_b9^G$v4f;MXi)tKwol&Z|Yb@ zUPpF?md1K%X==zK!m$uDi!7m+GXCevk=CQs)<&tsHb>*$8uudKKC>G!) z<-w|P)4M;vA*vu;ccn6AR%$$Q-DfbsULl}o=VQ{IWZgX&`5;n_m=DKynFR7q*KpzktrQ*GJU+u+Z#(n zR+OfIml7SzFQ#rX4h?QPzLEU$0X_eB{+O8I#{Vpr7cU&=6yOc^j&SDRe^dZGz>O;P zRt_P`N8mFfS21E07LDaw`NOL$Y9xPqAwXOYC}2S<6IGBKMkq~E2&b<+YKSPbz#2nd z?Ub(*kgc3ln(UtAr=;uPVcE26uWlq}9mg~G@RLvLt%xF+J!QOHa@L$EM2ADZO2H3c z1jSV8x)Wk!k^q?7O#9@A_dX_1Y}yfvVcxU}@|vs8kHN>Ck3E^CaE1WSHawndB@F<& zC}f0NeDhZisH`n=ea^HFIe*?v_f8s0fz_=>4j**@sj1PicuwzVi*sYbFbMO8{qo`U za>K3nXtm+K2;{x+!n5T$OXg|_rq#vsStqf$R{`!KAVT;mN}_taNb073UO<-PdzW}e z4jR}mVK2>^KOSQ9!$GL&hXH~R%%uDi-&=y>jC%E9LRcnK^HY zPg_%?yz$zL?}yi#RRY zrVuVn?Z2ohr&IFSWvBzF`FRfLS%0;3f`xEK^V#N7(mt1uc!v4=wtxFZJRD=j)XIOp z>-AZ~6MFBGfJoAF@oX9S3vL7b8>Fz1HoEYB6b83H|wbFgn(sS{Q9qrJxm zdhA)S1os0^)sFQz$%~E*PWei_lAAaJ3TwpxJo*%d&-zL+_hNi7poO4%piG&AJzS-N zJ>Te&)VD%F&-Ux^+G0Rnu5&%SmjOKc{Pur%r$();T(?D|bspN}^az^JY(%jx&%aTE*hl~sTXyfu%3T29t=aaB z)K$C9bk5Wcxq9hBB~8d|J`Oseq$SmDNdk8Ygrgk3r}ylauily=Eun_fTc3ZiOzmjb zSIPzOOo>8~bRkhNdY;leAQT*9Gu^O#w>%VqRJ~!9$n%yjmMP=#U^!(2(hFosEWPE$ z_=V2noFP*2!H)Cukwi$ZnT?6F#s|3^dF0n9Zw z*2jvE9aeUojU!Bh`$z;Q1heaKOfPR^u55UCRJ}<6>m{I$LnS1oi07CGUYy4T7R(cI z*lE@Ql2zo~^6Kgw$x8wVQc*|O6ssKM0(eQ+o7L3sqvhS@&9|$~u-azUS_asuvg7z+ z`iFW2z}pmyqM5A4;(h88Qk6oxnR?R!aqo;=6zz|}go4N-EXKiS7@eSVLd)r#hKKHUyGmxFX ze>)u{^P4mWuTryV})(WY|%|l9X~((**{z(aYQwbTnP3++EY9Bs5fu*)@S0|*cyTC2Bysw3uiblW3*l! z&3Fdn`9;6&Cb?x@oTCmgfXIY+0QbFj81yv9 z-ODZJ*@MZHS*q;I`F$|}Ej(x4-qfEUC238&BOp_n!0uHD8$R)|hsm;nXm@sIa*!kKn>Gvkt$A z;Daz18p@~9hnteX;cCUtodrK*5jG{nNFNAo>ZL3~Z?7EcIqp1mk(bV%YYL%x{^%!) zJD>yQi;x2ixvQ(wu*Ho#BjDB7Cv&Gwl53VOa3C@AZ_rN{W|&`@p|7TR`rvEqJy72 zm@2vUyhXBj=H!^+vb!f4;OV$TIZ1#A$^oEQ5ZY>O_2wP&rJvuE@%U7WESob!UVhoR z&bwJ#BdyI%3MT!!Oh(+|hhS>#f7c<|+kHg)W}XW>}!DDV6xAE`=K7^`PNE*9ANb?lsx%dOv7u?+5s5yA3!RUx#Z+>rtshMDSq z8!?ai?+cju!%u%R{>Tr}Oac$4OzC??1}rW%rPMsNJ}~U>IT}0~{z}X{q8qx8^k|er zEPu{55R(!`WvXOwXCKLC=dQ&7cs#>sJ;bN_XJ? zM51t3hVmaurp!u=N1=NR6zt{m4ElgBGzx`#b8e$iHn7YG@RHueAHT;o?T}ULHfe6= zricMMFWBqr6T;e;&FPfo^JmDpbEaxuXicrtXD~RJHxH7bLOM#JvB>v*mUplFi0*IX z^;3QUu*aFM`D{_>Jvy5+wD!3=wpu=@PMYiMrE|jAh@_=m*PnhzZ9s32b8>S;Nq#F9 z%-UX-YfR#^DD~hCWLk`hYezJ|L-C$Bb%IPD*Q(aU6TQ8v(6ev|pCX)uMaO~aFFu!3 z<8l}jyhK(WQ&#vbiZ~Wi-)iqbog?swb3Y<*cs%gZ+3a#*U9Ko6P4n@TXr)fQbB^(n zzt_l<+cSksArjfLcYj>JZ|<~-a@D!>^>DR~8C?`>QwZ8J2ZBqeHoZFwa6}AreDNwtaACvST0#d;rPNg-i-Ck_QXcmO-Rf?Dehg@RC^h4nTs23h*z`)iJc~p+% zBU=IW+01P16nk)%A}jy5gc9F)%e}G|X4a^gL1aQ}vs{1mg|ck^^oUa2g;Zb!Nbn0XAvd# zt`twF%tEiAAd9p#HEP)y1M18h4ULTQ@>CA-hA0Awmz5Gxndw=W87cGP04bSXR0LTV9Z|X!x=N@^MoL9rKKE~&J6#8KsvL7yIN+Rx7t7siH@UE`NYPv|Z)OxS1b`u^$Q5}Q(bIij^YKIDAi+n%*ys_1)qb=CYisGwNG_A(wAXB2Uvgc{b<57;@YD1E9_ z&81T1`0YC$kehx@c@Ni|V&)76*DPBgufAf1Q?w%{&6xQ$%G1sDywH26dqfo0=qq%# z4}}U9W9rHsIL#_l{E7v3VgJ;4qaGp0{u_pVI@URAKi0-;$DU=3wDxcM9om8(#EspCJ?zh~^j@J%1+8R+Iu@`c&M*o)LK*5}S3t?}i} z3C7ZLDtRA_o|Y0|a|fB_0(dTbJhNx%dX1QDU5&eJaOc>ZU8wtLY2|`Fe_i{s$_46@ z)_S;K_`k^o@RIslEc+#C3MYOA?=gp86bEeD8$sIA+ zLr-9Tw-C<3oHO*(_wMaK*rO>WySgZ>eo%JpJE&!;lE5DQB6365Qhlv-jvpt}CbY`T ziQ{GR_*VBh=^lQ`2(Ro(xR+Zbg#W&}k0-Du+qGu!vi&~I!5hrka%SFpL<2lP-Ga`^ zNL81_0|NA&FQ`*)&cB zIWMZPMLBi0aXLWfijKEZfP74y0vBcK%+ate?cCR`-vaO+-?~%AwKS-LId{qgx%lik zv2thLJ3mjyKx*i<^EY^(2AI#)BXFu$KK=b)$$>*X3Y1Ts>XVBW%~a(;YcWNn7c1t? z&@ffl-fAh13aFzrL&F#)2}rV_+hK6;>P;H&Zw->S*IvCs+L{_<@4>^Wyjs03LO=Y2 z%nXJ;k%@w4SO8&<>=Pxa`S{m=8sGn9U#~2fGEv_C;>%URLE!{QvdL?~bI3D-dOqsa zi!9=d(*(jV+gjp6#o>V)_c6N0k?25{;uIlkSqizQjG3p7u-rBXzJ&nq z#~*upJXe_`j&Q^&acbz+55qUzoXO-K>zdO!S0iJa8}v+Z2FVjT4sn!0R4m<$m|TaSJq8R9q{l%X#d>?N&z`^;pV5BT{n zWBYP0fLDt5E}xKC)2_Js7P)urCfR?aCnwnR`#z(iT~^GSF6YggAxmaW)pd&}%t|m2 zVN+@EdoCcH$=$=dcSQ5-cPUBBK{-TiURcv3y~yp(?*Ghj$IMwL6UR2m%*hjE1|GhN z<1{_Pg>ky_A;yO5@Av-LhGQ4jyX3c=hbh1tlqEZ&ZaSg?9-%G^rcY9U$03HLSuNwe zg!j2HOpU#c>Tz+%nG(jPN9`UB34*#W3hhI4J4&9{iBsz7ISkFeg`@;lN>xhLMUQgl z$XYn?2;*yNNcPg@n_V38PezI*0PlgPo|eh&Eqbueozx+ho-;QFtbiT7KBkaa|HF;V z-&i={O*se59_~4&1Swd8?_alB?%%L2?jEEe^QTW#OR*+RS5?b}i)K0RqlT5%Yu&w2 z@$}!%?+bq?434lQwXB`$lg`QGS`C(*M{;E-N^JiBXe+8HNqrnT)iJJ z(VtLIWk=-x(kmxUoRZ7Vo-1e1nx+b@Q%2k!)$?beON?Wruq#nYYqPYsG-j0Dz-sMV zFai56ukK`Gtu}v?H&6heOR85`>7Az(ke3VK*Kw6(%y=;NJ>N(5RW2N~fwKZxiKygX3 zj5`G@gH-Y<#38WbxxP|eNnjVsz(}D&fM-gqQi?~R!#W={#3>u(nfEmb;CYB0u|pYWO6;z!Z8cYv+#Qh-^8gj{_L-#L^Q*E#PVDH^WGItF&f$azrqAMTMpjLure(%vC@lRnB+ zxm1d_#zvXbIZ--0#>t#1y&DN6k}Hy37xr|w`+j{>_R$4+K3iekn8<}dHhIt-=~f8Noi zN-P$tYgR1M_X}INc_vxU01DLH``H7lT?~8_Zg%xK^JQ#vqf=rv)U#Rvo-#;AjCe{s z5Ryomo%6aNUHVMjHuuMgznzegK60KhSKQD?8Tyt+d3rO@{w$g_9yEvCph3E&|c z^Q`b2^@>Nib3E689e+o$M|by$SbSjTGhz;;#6h9=t>pJ>wmu^_+_F+&+%)nPg=&3$ zGO@i?UUkKCIdAqf&3jU-G_{o?BZAFMRU{%p3RBK};9~37D6#=SKG{>2_czM38>q)F zpN!}aVVg$8qErNasBKi11>gXYf`yH`J<%yJw$FwnE1!AC_1Sra%o}mnuy(cV0sC%0 zLIZd2VhE)wIsT{fUdRNHN3I^A&&`v_Ko^B|84z!2f()WoWr>_vi#G3=YktWOD@F6* z`mJ*7L+j#K#DjO`vIQQfbTwcj+o%4{fWev0lsVYrS}NG{&l&4mE`Z`kQG|O#2=H$E z`*&zsf!};%Q6=TT9!cIF|2?sFX9C#EX8PsXoasyF&XDEvrppBjW=cm}tDci;h#z21 zZ7~2ZeE)+z$K=4l!^$YSea`{e-PJ9-_Z^ho-G`NU>qOs4(qmmMQQgd)f3K>lPuEyu z{TMB0MYPqNspF)*rNtSet-d9p)!sw>=m$SRJMMdQ=5mP{Zz=_VD>?S*y-uG5MlQfR z)vI2+xzi@d__0kc{DjcSUPv{Zs~iA`f?8i+r=LTb!oN{G`IDM>M|zIS!K24Cw+;mZ zB@Km5-R)7+*k@g&&SKwC=Ry=U$i#Nra@0l-nCK8K~dotBfHHt|`o;m>D>1@S-yqACE3v$FrH>&#N#~=OUI8TiC zv6^F!mDYu0#w?f$?y^Ht6@)}eKcdNix`CHC7;0I5!#6WPkD9OK z;$;+PEks>ct?Yj$J7oioq7%$>4gkM@-4?n1VMk0wyLi!Txyl20TD%;h7cb(0-;Fe; z%)y>hrGPzuKd?1q{qv2PexLpG_xT_AjO^|@9Df}Gyuku@p$zeYX((q@Z%^M#YZe$V zatxMXJ7?w;&D(>lW!97lQBHcTlBAWI;aLvA^ZTRTy>3@zedoR|*}7++?Am`&$>@41 z)6xg$16TN9&;4DajKSJ=~_;FQQ zbt8b}!mRCm_dna;-*>FWs8O|7C~9w7BSvX$jiN@W*;Z9cMG-Smikh|6Rur|Vs#-B> zml{Qth!U|Ag4pi#y1t+5`d*LwzW#vw@o0WZ-jDM>=j3%>=QW<^oaezM?u`R|268Q| z3Y`L%GU+Fb(miQ;m0#Tav@yd@(Xy5)&N($EO1KJng9X&Is6sq04=%Zhnyz|l?c+yX zjvPkh(q(b=muCoZ@NbujmE}1_7vmB=dQlY6!zKa=6~ERhLO(DjuNV^rJ&azg`G%UAlp+N-Vw!Q7z%rMxITNt0D zVy2rr+ho<&z9ScW!9P8lf%Iltx4|EsbHk$g7E{RllYjLLxK~*VV87*DHQDnq14?)-l{Kh%5GGwm z9{4U&(Hk*llyqzRM=(#n^1h6IMfU1+5*Tn{XF|tfox|Z&DT;{Y&1({CyMI48E@+>Z z0qyphiK_pdt}2B<4~tuLssGO|B|p{4k>{|hJ;K_v+Z#=%wT4FlWC0w5@8HRTAs?(p zNIiCX{aXJG?F982 zpo5lKmV#IIpZLLOc#`>|%aydPPE#35KaV5!HtBig#W}%PZ%?Ar&zfiH8?$hI-%Xs^ zDL>uDEqirMzv|j5OVa7i{*z&vx>E1D7q@vz3dWh1XRPnpL7wI(7^)szToFT-PZ;v3 z5IGY8p1mmPy&@hpA2U%9Anv2LlNv&AEA?J(x#`uT6uU4xRoa|-gmGD1*Y1_ymrL@U zh07A(tETG!`wh&yGNJ=kcT8j?^%6X1E>VEbOfr_=ttPXgNA)^|gKy=SFf(W90Hz9i z!>%An5kkXIlBR`irM>?7Y1?_0-qN;I)qw)QbKsyBicull^{~pluDSgNttREF<>c4- zx<%E}fb)QN>R8@8JTbvxSi}1wXH~dx-i%E{^j^JDYrsd&6 z=)w9ANI!`RKtE?$Z&Lr+v(%RTXu72x@8u`iEw!FpZ+00STH^F7Wff=4O^2o!F7~SH zP^S!Exdc_LnU65?f$3jcP2RrfDIGq8`VniI=9>QU_0s60 zVVi@ii6Q{?LH`D&;X|OPRhZCC>ufLBSowzug&opPfk7FN4JcW~uH|`}ofj&|&x84q zt@&k%yx88yE(1IpK90T+*8^ey!1C+; z35&S^U7K9-7e78yl=OM(9y63RNt&Ly;@Avk!vq?O2FWMoIiC zbLSdku5~1j68Y3H!0vGt_jI;a&)@?8Kv{KF8nNw&6k0rc8Q+-K6{W{?g^lH>_4Y8u zhA9m2V(6`*0)jOYL~*FW-WT{)uYE;ZvE1%p$WH@*OuEygR2{e@Tbl}ayaoG&T^lq*s`)IYe?1Oh6+@j`Bu=0fv}NttAn!Vd%L;^@f!B( zJ(t9okA+4hy1b;*#LE|sj!C>az<@&pUEmg-#(|B@O$BZ=eXly_^P<>n_iO!`o6XKO z>4W9H2VTo&cD$X9MkBd`$vug-dCzY0JVme%3lg@T1w5**fCn^^6wQ`I)|hBd6*yd+ z&YJYWadK5sN{U|I)hu$7wB>bE@~=s};{HwD4nq^tz#Xjz=&%7Zo2gz{eCbMvpVGfP2^uK87@t!?+RxD~H= zWn3rh;no|glT6fzWx#}Q(ETNbrpKd_R503b#S#Yo6ejyi05v2dEofvfrq1QY+1?^| z5iv!AayWu$%bqQjtak55GO&;}OGw3MD{VBeCpMPTvG?p6@=Hc+XRQhoAk1PIGlZXJ{;l)j;gM~mRxtu)^9WM zc=DOgv9&{BC03v+0y zd5%12bt&y}R8)7pNg~@6YG!=VkD`byE(o0w+8fhv)1q&B5q?+z`|?H8Fq4_rLXrV- zfiKtVo5>m{cRY~8a>qgAv*ngeUq(Vpk*$dF%yDoj$-pm(G#;3J4gZV>fv8*y^K1RD^p!=b`D3QtP+x?-G ztJE@r^PW>}(kcNLuS9AzNara8X1>%nIgHkpJ*| zj1`I1vu%czZqPBZG50hnGuhQfj#(-s1DZUM0a<0C!hntI(aII0rNx()6)QRg?_m5| zZx}c$j@)MT(sSB`YTchMCrr~zNvu3iUKNBqOXv1z(jz<)`?j#O+TuU{YX);vKAc`m zC|Pgce16US%e{v`!Y~i~--mL8=Qw`KzWK}ytjbXLe+7tVL>;)$Cs&t2l_<_vD`gT` zSsw~cnhA$P)S$&5>Fvk?Dm%MT&Z{a5olbI;&Mg81U6{hWBp(PaNw0D1dufE+-kx^U zRR9EgCGSqxo?@~Ny&ae9K5r5-H#lwS=kaDj(4GAkpj99~qL3&(--nKi$j59oWGVVF zE~;;}o_&=3>GxKRN@w>eRUoXZB4;?56^Bwd{_KuMe3V-Mn44v=# zuq3&uNGi#Hax>m2<1Q`6wtKW0@dZG$cr^XZ0wDVX8>^R>Do5Hs!j<3k*0Hf~U6^2% zixH?e=$Io>9o4$jt!p)sR_vv*L%BkP5);{D+1AGgnnk&dxo8r) z)Rs^`xEn%#^@~yx80}$iCExxk(`4-6&5!>K3(f<-T8)8ybvnJAr$~YDTR9lbU^_L! zg@nC))H2tgR3!u?EjwO>=NdSbg{f2bZTC3L3Tj#(X6P|cdS|=j2N8{`Q|Z{hSw1gx z`t7P*Lx-VpnqJqB zsPpfmE@Q!;^}Yn&UO|;SxO3@yA!XkO`m7)3+6%j++kr*@Pz){>-rAI~NO<~jpluAt z`%*nUFIC{m;yeTTp|#>R+T^jj`r<{sf(^x3@4c%wO}>TT`t$sV2<)@F!8--(aHFdG zUXwKeez6jylYRYvNN+_xZ6-Za%e(7A4aCVm{e0wGWauc_oh)_*1l#oNkL~AmeX(R( zJascbGcgf}CxL!%H@0lr4dVBC()%}EUIjdZ*@(Vi=yQLR}GH7v+O@V8ULe+KHuFiUNugZ@hC=^%Tv^bme!`Ljuy53lmc`0|#LK z7|ftTbTG>`$NVZg{uhMSgu%kBPlF3CdOxl!`whUPlJgfD5+h3+YHz6fOz=_Ur_a

%a#|hiOH4fE<>&^Tj?yk*1hHCEu-+p3Cb}Ks~oJ zqN(30-|9s6?qQQxn`yq_Wl6q|RM5}xWZgLog#vDettLVeh4euOWVARiM9C3K>SR^# zLC4qSCpI{BKl9FOW&N@oNpBbn?q>}YH5f(-Tp0x^`Q>jeA7te7ft@PeiF{i+3haqQ zz*81Q`8_|BIgqlNkAC5@m7GU}btNT@-1?dLr(95*Z`l16o68{&m37EDg}*tJBsRx=V+XFGp*gR`P<1#P<(LjjtS=1ZY&W87vdBeWl_qI9(?MjI zsLAF%M{euaPuIgF{sU}Welt)&iK#!u$aaQzH6qZ0#OO$KPpJ)^R3a=a#+f6}DMuC? z3`#KS5)}^lO`X*%A?fBhr)_=b(-(n)@qCav2r;K&<*b!3^0oV*Yk&k#_Ezi(O0^W5 zk{Hb19P!C@q`+aP!Q*f}yoEQWXMd3(D;=zITz}WEgt&woD!t%)0QZvCrUXk;jy3ic z)|=!}B(jzBYoITw;H|$Ykx-AM4WA$Eh!^`Or=`0PWN}=k1$0itWaH2HqQ5s&9eOG4 z=o`7aHji9Clo=4FD^v6bT|cV6z7nnw#?Tz)aZ^j?((a5z5CGk4cTP++S2{={%w>qm zfhvc4x%SHFU7<8{`|VxOOz2oy;PN1qOK8|<*;Bo)0WQBv?4c!J(!~_IyiU$g#^s** zU-EIMN2BuBuEEj^K3DI&=oia-vbSVYQT=mUzQ*I-n2d)ZO6Jnn<=&cXNuqT4o&rGS zyyFHc&-m(xmRFgbp*--D#Su>lm?eQS>U7gjGzey87$9>%12D1Dv$aMUO!cyN#3bHr zq1l3u71E5ZWtssdtyrh%xUSwz$!%S3#2|e-YraRF@i&d;ribt0#!ffj`}tPewuiBB zP=Wnv&Y$8E=U{Y^RKnVMB9-(N2?-my*+>RP;QMO{R9;?+HO+cE{+-e6(?b0FV9KL7 zO$$;w}0ggck@8&&ED!Xb#8E<%}U*XoxllJFs zd>+^07$hX{LPS~!<{K}5m~rj(wWrkvr6+p?>V+refUtj7+YKY3iVZU z@fD>x(mYZ9$Mr97eEemcvLl;zBTfvvp-{i*K)tUZX^>K>17hGv8(0K^s`4XOGsyo; zXuJi_ac$UEO(R=)VTQ{JzzL>tOIfk&&)=+g`6%BiHRDn!)l14J`=7R0Tk<-0aPHn_ z^zP(a&Ne_dV>vpPaSuNT7fU|YEc-_Yz&GRGKm)CuJ{Cw(^xpP$nY6!5aLa<76r=O; zuaZwog5=|CSu*0fYaF;yt1SjNsAL!XRL_4UfDsvncO;HCS{PPhOJeX+Ud$z5#M)x% z<~}(4lgXY+ER?dn=#Q{(uuM63oA=(98lCIzsg-8I37S@Sb*X~#eKSp+F0ZbxTuDcMV8XuaO%~qYknn9~nmzaS7VCpw`y2oxt}S{TGWtH}(%t*La;i_vPrmI|=j~$Zx|?W*&QV zFCwzzpCWPiO*spHHL3tGV6nsI*rmq2b3fFv4AvRbh0ty)S5S?h2Q`Y&74?gA!6ZJn zcIt2_ClNm~llYY(EXCD8uS&R-Xoodp$9d9t;YigsneXE{!6{IT=PN{mxzO{x-LLBy_ED(H~=bn)$pHOfQ8LCehAplCrfSZc?T^=MpAkkibjlDiv|gbbfmQL z5F-gbBTPLAC^lT&+@J87O}nITl4VsCYo~{kJ~DkjHP%&d2ysgFx^72nW^+rq!CdjX z@o-E%d*7DjE(q-^sr5Mp6)sM1@j%a=1!qlH9vqYgf4bIFmTY zBu`o%hNG7D047U5q<3Uv)VYCM@jDZ3*W78jYkVd1t|Jog6$aAf5ZJX}7qUsO0`Csv?Ik<=}PiUh5d)p^3`Es{=spbA8XAwhrCLly$b8X+#G4 znje1%-WDe9&aHkxacIB1gLM4BEa!D9q2_mG88RW~^{}_fmomWJgVg2b{;Z?J_0#_6 zIZ2iwOyhFW1Se|A?q+Cgnt*G9R{VI)Nmen_NsXO>M}@&Z)KAuM!H!Ujs{NSX2q2B; z6@4hPqj5b5)`SF2(SH+Q|B1SZxnQv2IlmVASktHgq%7;t)|Q_`2}`^#f>K_-XTPFM zuvU9r#C_hQGW?uH1BUs5U87%*h(yFMoU70O&ViljJ{eN9RJF_s!Sq)KlpgPM{?Sw= zv)03gwn=8MQ|49F`(Qkw)5h04#YNL^$>R^YHt(GLb6TH~>yfg$!I(2&`=rQ-ZEJU| zsll~7lSWH_n+O0mzXpB@(rEF#q}&-zN5k*ekxTbl3D=P`5s?zP0<=e!-vW3?RbG02IjmRO!B4buo?ipB@4N=o6bLsyJVVk)vj*ek`$sJVew19Bm{g(G zrmm@;w==4JRG*;;kM_9g(@LV&{xR-`LDT^=viSR*h?VBdSsin?=nsJH!Is?x8~WJ% zp#)cx{yz>O?ne#j5B`WeiW>J^fHI%b#-21#*Bqi$8^f{Jf&~aHrp}m7@&{hP$Xu3D zBC$XMMI%|df$ZA3iUz2|O`>Tu#;>X9wUvJ;i=KJdOzt*PXY@dd_zw1{W8W&rx?f>;($UdNEl>DT>CGTdx2ZqT!R!@o6_jseurFX}Oxbq(@o3aTts_&6iD zOG+*Wn6O#Zah@RiK5vFy@{bDo5W?%IOL(;fbsNz9|A&POegRH=-{!5`Arw0tRT-gI z79za-B^PEBKrZj!rstjVdq8q>y8Ar7WCsbS2^EE*7@43Em8noRQ!h?rP;Nwv0gR&g zV~Ml73-%yDJd%KT`od6g!~iCaSvViMEu^5`?B6js|B8XSqTbw6zl#+he*CaS=y5Wu z_-=3oSG=2NaV_^R`LF`=`A;VOH}{G0QS%(g@DX|1WdDXW`uA}cFgim5$UoNLXh`=r z@BF*W`maChA$beO*|VNkKk^^n{C88I{q*IJ>fis5rxxZgy}c6aFmLac{y!1Q7f3(u z0GP}s8?~NjBEfH~ciV;C(0>c4{->Kkbnj3Ybz2?+3!)v^caHv>75DEj?U!Wau(SD@ znamkzF?@9v78~gQyk7tPX`wVqWD;RWQIF>nev_i0eIxVT|B;F+lZArZ33C7#`EalH zKLp-?rz1e2Mj1ju0Qn3+Sf)ir$KwBeZ2$R=CS3pwu-TP3^lD3l9+Upl8~itp;(z}N zW*RU>nCae;|KTUH1^_KB2nBtNfB72!-Gm8rAA?&f_OXB}B219npEBfy=;M$CJW08N?tt`x0 zOG-23e~m1N{w=?A%`7P#r?8uiCf>hTk`OgTo<+Rex;Qm~E=T77yF7Z{z7?1Y3H)S^ zCH0TxTp95tr$xj1V=$gNyNk^~=l#e0zcivw)DQhbbFqJ;xix2o(|@WHM(dr|j((LG zz*Ik)ul-jU1t>}jjgw~fL@V-uY&ia9l>ac9Ac%K9)d=qcM;R0T@v|nzKPF`e$60B$ zH;?_VvbO$fQX!2ogiHTUh5xauy#n!Ht_S%$0i`GDq$fpB5R{=Hk=zdT1w4YQ|Z3WOQxMOy#v6oed* z*PLw~6wT8Ai~+e5#^?2g03MS`Y)PG=M`I9TUI(xQb+%xP}nhh@8F@(I~6!7Lc!(-!b_tL%D6}xG{Am2w0(>KwH^Cd-cnX{`9+b1W8oSe;X z^bR%5lut4_?c->Z@9}1*r_qpz1cCwsA^e{10)T9t*m|}y43i+uKtzYf|5HST&N zpKMUE-O{L{X@2^T2?n}z{hR3s{xKbYlQF_Xz;uKp(U2zx&bkI5zb)nmK0s-=lRR!k zrqU0tn^39Z4W}|h|1MMhL1L>7R5cJ4+uk`VX=Zq{BLc$@LnisEwZc;SA}5nV|7o?; zcm3etU{&UMR1i3BFPrx9?bz6u`K4Z`4-Np_4o;UUINqM<{mJfSQW?djOXLC@2)y9X z?A{|0_3yLp5*x^e6D9RAG7l%w1{kY%PUe^TkBa&*`D$*HujIz{!Ruk zP9aIbIcW1y03Qhu4M!z0>In*<5!a&||8ct7b*mJEj~;`|UcPXlr>kpdZ(oD>{xZ)Y zFZ2skoDhh#)_G1)v+FZ_tD9A9U-&gFMUJ3r>QpZMSQoRjYLumfjq6q(?D*hh7h9&s%AAr5jG7 zDWtrKlih%0@m!<_x4pjMb~cp|AG`vHe`C!K>l+kBk~tp=QX=rVog_ITUH{KcB=iLq zo2eEaYdCh6A)`$0^-D>@Ls)gC)~{APQ%1zOJywtUm%n zCOqx%cbN%?LL?>wv1buJ<-a+SL%@+duEKb(`o#s zGzAK=qvp0?5HnB_*x#(b+#M&=sMa;FiNAfT(`2KRSv~MR7~&zyz6|Lp3rMVvkmoxu z?QOvA7-X;bUrleMTwRaO6HBqVwiJF>YZ0i?X-v3A8>EB5`X*N(Dd~1*+bJ$SpDS!$ z_t$9ax$O8c5(eP-7|PNAV(%}!vi!C#U|126Zt1+~4yC)h47wZXlZ!n&j|GSCq?qRG7!f_3(9Sj<$A1I({TTU;@n+YcF^UH{?` zTC7@{Hha*im)E;CwnnqPn1=+K?>c_2U`XSoyrK$Uy$y-M6S5!}=gAj|Da(MVfnsdi zG9vwzwuxc=-Tj!}hTDn7Q;7sGc@{3hKXAQvfG*-#?~37W@7H{D*FQJ&D*p6KiHwQB zFRd9NN0Yt?dW|C4ce7PgOD$dzD1=SoO!li?N3UT;p}_?z(5=7I2lyQt^eD@cqPY1v zPd(xINR8jOUYETYzn2!{WFQRTM8uhyVz^(paEqLUt~<`ovn#F|<5S6Ef8DU`h&tXF z^x&f<8a4Bb$k2zwB=chx6UMT6X`@bB%gNbrbvizT!k}7;l4vKEE1WNrF`%49y@V%Z z8hDi<9y!xsgj;L1=(qEhKF2ibbHf}?th|Bq{-ioAI3v)Gpe4n1i5L*$Z zUGmjuZYo|!s}hrC;6+maSpXiZ{v-F_+kT)4xwy$8Djz6BJ9~QIK%?}VdjW@ac*EXk z>%JGRhx!G+*pGt)Re79u5-|h6XYk?vny*tcj0QXDa~8)~pnNzazwaX#%e$$PPhHd= z=lk7NCWCJ>APcdzgMkdWF`k#lbmYCgF{E!BL9UzkR| z!VO~;W3^KIUf}k;VBH-0STr?RAe;0`)Kp=eD4&ZEiQ?a-*T2h5eKJr3E$4(kBG1pV z+z_tde=;Z-5lTn79?C5m?ooh~CVnPwTrP<^ztrlZM|_xMruWOYoS!D*N6_BmOK0xs z83nO3d-t=wPnnic3F~pO3_!}pfwTiweW#+FC^@!vU`Z7Ozoa$EpW_86&w@5SEHAuh zDQJP^tikH5WyxAu{Yg2aFrtPv3D|%BIHBy)MiK z8sQzsFed7w4hi%eFJ_js?hVoSK+-YA7vN-5yJ8qxEw|`|LDs3UBnl>e0XCF+$9le& zE(Hn037b~=(R7*4Ya6_8j$1t-@5j-^Oh+-^_9ZiY#I)%{ajNm+LoA5R}} z?Ag2gT>9ktw1X*SKDAMwEf{4dhV;U3c+ox2>tiylIvJ^C^ao!+&%X6^{VQ8sOu~Lg zp!AokCiil7Y5CN!x1HKPQnou}rYUWQ#FgIycn^kY9*h&+1}B+PrTd!`rHwsmOHB;M z!G6_x|CwZ0Hm(#F^k99-n&Ju0@>$8+;+lYHTOWbxc*%x=cxS7yUP22 z<+VYO)pq$P96O>`yvrt0VFzCvxA{Fu`XL3(6yEeHVL0?ty=^V6FB z5|_2X8VFBfOxj=G`EB)%8GAkfbA3bL4Q=N^+pzG`N0fkX#QT1u~orxpF;R z@#8fomkA_Xy(lBbPHtxUVRi#Zc8$G=DQ`E)l=ldj{*!eT%*h8Xn_%l#xWFtCabZ$V zOlo83!uHr30qKi+jcEX;4L1FDo!H@|C0C+rp7j?~TJ7TOva=6^*d$xJQDPOqmZiJ0 zX<{;7z8I5UoO%Z2u}`d!`05$MkDS)8qH*KbO&q~_OY{ip8lNf~OH7EDqK4QP0}qs% zwAg%4BZ-_)R^xG;$HAW7ppWToYcl0tc&J#JUTYck=u;#d+N8YX>K~Cn9Yy&)B9Td^ z3zxk;98U~8t4bfe7j12Qd%M{6_rbCr9X%Qee<AtxCS#~(Uc%1K-WrV(n_XYlW7MQ7t8M}!Zddq(o~Yx^3WKs^ za0|mxR{oMpH#<9GIdv=(-Fr9iub{f2bktZKFH*F)meP=B0Qts!8cy6aYSb7>5DyOh?P3+3h z+jNyVQ>t>1N|^6!$T$4vt~30VHs{y`lq;0 zN%@IpznY2!T-{GPLdQ+yKX4*3edH23$_;vZ2Db3ZLMtw-LFBpXyT^B?|F!P0kJltz z%yF&ZgJaQcr169*t-Q|m@U5(^$vG=l@2LHe5r$}(o!5F})X1g2gHVZJ(-DX;@Iefa zY4ItlkWAJTAe=t>qNq_6USpZUtb^QbG3$IxsK-bjsi`WbRK$Tyjm8IJ#dWqog3-5*QHgnrW3ziKMzck@-H!9; z9NGU_@$_*f@F;Gt&H~o6l2^MUicnSh9_#WP>hJYH_xH=RIe&xp8Id2a^wux6&g$3g zSpO_F%^^b|;g_kB-b}A&tf0Q_iX!Y)>cbQ)kji>Yt5XG=#(5{u_5>50ZxmG^a_-A# zgo=07h>imZHrU~ap_Y;f)CzC@Jyzbb6vPj;Pm zfT-w7TFMwEgi$5=1QCJ^q^hcRJg)Qlb&LC{Y_o5QG96}_ggAK`Unso5`bL9`|M-QC z?pGTMX1#BSD#{i=4+O3c*ZW^nEsVy~7J~lAFixhA&n^brkp6*N9^M>TF}!)i9=N6& zw67L$d#}Dk{O8{C!5JUPs@YvEdwa-iE)y(hXw4V+7nGFQ@U)=f$_d1S2q&NBHoe3g zR0ApiHv}q6ISjrCWp&sQ%-m6+5t4HrkR!(s;If{Z@Rh=f?Mu__z?3DaOnk0VU1Hl^ zIK|zM#KH5k>;L8OCJ8`3y&ub!2oCOV*PV^|z+s6aj%Tnh{HrSrD``H6s2W6yhjWX1 zp$Wtxeb0GbGG0p;%7_L7)zVu58cUh8>U9kb(Ed44J%Q_X$7$VK<5M&v2Tp6r1=MRdu5qvlc8rU}!<5`WE}4z)4X(Q>}f>% zS#*pL`I5AVkS;Lc5Lu$Z{(l#|4{|+!ejxn;qEQjSnLo6-N_tguK`LnM+uA^| z(1Bu~7kiqQ4okph80e6b!0J1PM27(xl*3o3w?ElbpfXQ(&M)!mjUo(zc808hLK-gO z4IKplQW}W47$@mYBLaetENkd1gBcgl#1A@o z`z*vhd>7}TlhHLEj4*VgW0Vn%>H8^GnUI{wZEr{wAB)=u@_QXT&s3R?WxejI)u4F! zEQg%8n?@Oxn}r~_yHG8lYcaSTF(rKIB1(}_*-2qX7WN62#o#FHa=?n9M+kt(r1N#j zYBJV}cah_$0_!<0Z3efX5FD0;)Wz_(mQbf{c+HoVfw@6Q&^;cOk3XB-9H84rSn5qq zRL2|rQD@d#a2FB(6%%L?z!td+2>IN%;xsopM>Ge#CEI3!fE&1WbS`{zOnM!ho*Xw* zZ5T$s`$mIw@Je~%g=)F3HHZ>Xk4XgDGlmpw+5c29{d>f8A6m^?yAS ze%J6}b`%d+ix02Qe2iI4R@(dqEM9eCVKPgc=^AIrp!N+cB@kUD-4eM?C2yG`KwkkE z#RmaMOk}m$K=wuT@bI8i%3L5s|D=@}*Uj{UyZ^;y2H*QPeb{br$;~-nv*k%f5xiUO z1HF|$U$hWSR80K6Y1%%n1uGhK0kty>(BBKpG@0<#?#~1fOn%9BPm+Z@l03Kz7;E+W zvhMkBEr1f*4CRGV6KI3=0@q-AWnwh2d*B$=g9!Zyo(nO1Umh2{QY@4;@m`T=BTvYN z=QBRiPg}>%O(dTll(YXqnb0)znno`9dr7FMZ7Z{0OJudh4|?c>ynYgv8R@B!8j6yV z62JRz_%KW=|1QB3rmz{4v!)>QnpdKPgxtJ^uQf6uwRa{yC1~coLnTPwNlX#Nyb>43uUbl`WErM3El+o0 ze{L4hxDZP&_J%lqT@xV>LX({O|1bTsFL@w*+R}8}Ol&5vyFUo)YuA&(WPc+%I_Mou zX+MuH5_I-$4@;&`iN}gTW`QZ~rA00(nL2Me!$=_G@iuKVigKo;jX9NKnW{I z7IqyH%IUJd@Cg;ma%2P`M4jNhSG=2~Ph`{>pBFLsVdnX>sGud)@~^xCuA2V_#-9Ja z=zon&bW8)YQ%{~0N^1iEF}rVG&px~`5#I=JC6_oh-X70G!=$P@C0`nyWEJ|8VLCDB z!L}eijIF-|)p12l&0DN*#fnrev!F{gNvjXEcgMc`)WVWzp=JARp{KnQ*bzdp#KW;M z@Ih1czBUguwOy{S{jbbAC8|H%Bq2)))j|Z|k%bq^t_QA7iRN{dt4J5|oijbsfHIwX zuXI;q45^T+q0#bG4CH&PXPV{5rZ&tRhj47V@8O9|lchz97`zc2rGWx*xK7?wZuJQ% zI^&tND!J;PGqWCW@4x@}PCn2CDuZE6p+b>cQ?lYns&Iq$VbYI|M+KI zV`HPkQK-2CnS_$YxR3p8>@L;I@B-rj(c@<(dW@4JBcM(xNogC_x!1ofWZItl)Ev&6 zL({)J@E??yOCTk6h~nV9)_OU}n(zIW^VlA`xKgHIL z3}IIaG6U)0dk$*hMH1d(y=<{m>F%s~B@F#<&kjGk z2eJxkH#%$bhXJF8ffVM&4zp`N5K4%kFUF1i*?(=az$^7OqQ5Sl|3;q<6@*7NG0-Rj z4?F^!Y5rhS@S1<5=9cG^*_YR{{$ew z7Oyy#)UsC&ru>R-*og9{V?#K&f8} zDh|t1icXh*{!8H7KU?Vl(94rxn)2UOEc`1Ncbr*l8(2CAoWHsBe?AL65PT3}Agc!U zzjpC9*#r3=o&#o7Dw~r37l!(WDRs^IuaNrZ+o>}=?4#Yje~Tszk{%fIUA`bfgHvYx z*1w~K|G)TUk?{1O|N6FnJ_wc^d=MPDJkG!OJTLsi>ox=(#*Y&<{{9^4Kd}I1iRS-C zf+<;WVyAf7t#JQ*C1G{Ii|pvVYV)xhXOtKJ%2vYWe^%g11S)Bcr&1gD*Qs4e!2)`NDTajy4cPww zsI6{O&YAeR$X<1YR#b+?Owc7zDDJ64@tST0Tc!?uaod|q9X={J0Shf8+>#KSO@LK{YW4aZf6s7*Za`qaZfTlT&HiFg?%QI5Uaxt zIAopEJN%arHoaCblmUemnc%jV%1*&FWvcdiv{X%P2#ZiUG_*abllA3 zKWn;@;S2wCVPP4fSc11RE6-W*!9UnHRG(i!2)g(TZKf;6Ql+WA5}shcT?c4uIf^qa z3-qKi4sx#N1eO}Ozj?c1JIhi}*Jyp|bQD*= z_jVW(KGtcozS|QAy?(MADs`$ub|WlJj~-T@Vxiu12%i&Sl|tiHDt)_buz0_4>B?y>mvXPiI(d&R~Yr8QtjB;+qVPnpEw#Nk~byl7`V*Z zZ3S{Ehnqu$P2RTzfc+9_c0YaNngpDEjpl2uT>;mPNi84R6Gcd&+vK{l1!&L}z*mOi zzo5>Qiiv*n>6J=7#^HRV+CSn8Sl@@p!I0b$_2|(i)&DG?K}1_^Mx*`l1U@q90x9sx zI-26aaO{&4d#x4-%!mz+j^C!TnZV>qo_Z_HNPk@ znZO3C8UTjT&V*dR$^3_OEZJl4axJ9GlMS{e;fZvvLIr}5diz_!PuTm9LognJJmDTl z_zX2m_~&X+2Ygb+Buccx41v;_B?436 zCL$twg9R|nKp@TdGLj0TNLFz!+-A9%M0vOizdh^9In8U9(ip5K6@!CvCWA#GyWZDY zMuGFr#n}r1O-U(VG3h3yS_REaz|GV0CZ$~O=;G*w=f#CeP?)@7igXIMDAA#n)hfkT zqXzvghmEusx=rq-;!nB}H@bmkV;r?JVpk{$F)p)?+S+ScpE7;h5R0exx=q1KSweaG zE$MeAeIaTipL@rbkUSx$D0?=^(pqD>d?Lo0y&ivM}3ale&-&TqH4#NLL>UMDZ zUXM_$(oA1vJiJ$W1w1I)sB=*0?^HBxr=km7PAPE7BbC#1ab^BzDQk2+@14)fYVL94naF>LLPRg)Gov+LR&oZHDJf>U$5 zj_>^L^iH?tY8H#a#ukVPYoGzW?<38F{Y{Z>ZkpV2hD(bZ7QWBtR4|7idU+s80tom0 z8)s+g-CnHrghe=*48nToxYMU{yV29XE%BAdADX}aNf+RDqqH(KUkB!a=wUOz8O=_e z){-6M{54wZ%m9ou^$w`$mqXAKH>b*NNmVqRuQfC55)W{SuWgxK)!e|=Ms#s2_Fj(jua*hHqsYS&`iQL@wfK#v0Unuq_V{dDWU54`}sOa?{K?q z!VrxYiW+L&H>1_t{Ui|d{4E^k-?}M~OET69Shcb7#Fs4_!XXynAu?FxU6^^^G32jaOHQUSZ;y{9u&vZ0A|@#Me)n%nIR!fqlR zLFp1^f3`e$2pV%lwc$+DpE&4c@c1BP33-XciQctx{f^X7=AZVyzk7nF*UaW*I~Mmf zl!y(IhI4tK@lvA071TBUT(Irr3+U}V0Bjnqw>Jt^7Zc4*=XFL@_{iA}Hg!_Pn<+<7 z5p_1XoxI_Gu93(7ud-QK8uYcCzq3YAg-Ra1GKpi(2$&=CKHnDrgitQ$+|~K7QgPTj zg^(Dc?v8G`3a2rcd)*x)zY4=ig5P^flTt+2!q2TX4c(M!b;@Awh&W-XOL7(=dFVhovkt94Y5{OzU0(D2txz5U6f*nJx7QbhXWY@=Q z9Hqb`QQS9OB25++escle5bmwzL=W(@U0I360hC*JsTMOHud9CcF3LU(z3QiE12H%{ zzu=INXYVF&iSb|XejeHb86CQG`%L|tXIR~}vgMEc*8BECCM`CfVaC%h-cR6ibQgL1 zG6wJI?e5PU`znNzGIXwMOK&|aD%Ml3UDiXPk1_F{$^~@Dc1Wyx?nmD`(NK6@EYU7z>PccWpF)jvbp-^Zp)Tm?TF_V@Qm zva#RSt*Y{?+r6KDBoc7qwKe2pYuhn21cwO^&DesH_XEZ0jj5{X)}EV?r+Be4IrMUq zxc<>|sE?jv^Znst+vR4d3%h$S855o4UL+;)sO^i{KK)sz+fbsr6YFJ1Jn8mJ~P&nLMYXp6_QoHx>agY2B3=~B|waXc& zX|7wf98KKPduK8A90+myfpM|{4=C`0OFetoW_m!Z&=}Y{(B=l1XpAQY0gr>R-0ax^ zlqd>Dt3?U^a|cRKwAlk%u6^~v0-)RGOHJQc)tlXGB|OW9&Ml#>n?iU3n#*x*l5-UDal(2zgH!MCzU4Z=v?!84=g})Z0PZ zj@|%XVQ^;Sj-PsWEkQvz%J0BlXUvG+ubfKX6gs=bh76Sy-Ex)Aq>M|y2Wh(#7<9(6 zyJ1p>;`UYz0w@%N{f+cT8zNvIm|&)xwUs}8QZemVzILDK;fAc6=dv#lnje-PM{961 z0t;Cf-i@7M3GDU^8BH@ZE83RdU_Yt|J`aDT-5w=+r~M zE=!dzQ#g*QO8jc2K>*))D2>DZa7Dywp?=K4hV46|M0wBAOo+Vp3+WH+1&CbVb!lH_ zVJgGO3M0V6KYnqL81>|718B*h6yEY5n0%M(GDKiLeu3t;%|>Eq{?YVT&(Yqjqe{1? z5G^5Emmq1TUb8#ZrIlB+s8;Ry!BYE?51KUp=FcByqrgoDL*&rZnz(a#%HDc1A;F$k z^djkoVIiA4&*Vf%<+HK9+!!{*u5zIW=nHeHW?GD%#ZxJSbKsv#OK->t!*-; z3V9S35Y^_r{dfjXO3p8dOnjp;`3?S;+T7`ZYHO9}msKG5PCiX)wdxWi zV){g`$I;{q*<`^ikrxi%UAJq?h+5}j@W}m#`cscyS+W>YND zBXiJZ7wV)Mf7->1&w`>MM1g;uMy$6GgB93#zV9cRlFDZ2YRRA{>(1{*kMuR2l`T%A z60<-eQdBD8l#tVKJn@ryqkB*V+1mI9eQ4Wf@gu{fo$p3WS}icUTs9rpDF_a_M?sh| zLtd9JM#L1IfS@>(+de(tww{!Swbi~QZW^$&8$|07jLgS)&M(W5tZ;X2)U~d#Z7P_W z$_@)seHJ~{r$f*dq3hW54!`s>BHabuR{fMNj4{e%k>)X&=6v*K2s@&_e_#i)iIi8# zrIlwAG!p2`KRt9=zQc35dLP}K(_y|0B)mM{#AsAp?ui=N4bXr}f@ZaXtw@jP((B~Y zL8ve9G>?nha1cB`W@QNur@CNFuVdm?xL7J{GTYEenNq7?D5+2;JXfR#?K#vR)YB^H zJPwqD(!YP*)RKIzF7-S-Bwy{0x}J@|&{gZ_k4{KfWU*@5nqi+CFBDTtWYIz-UGix= zervfd*m-T$P;H_7)%`g#ArDRxeWJvjrHhzkki`N9e#}2wruDYgmAgQiLm22u26+Nq=4 z?ABBy?oDk`QY7`B_iXGmkr6p4gOInP<+z*o^_gvb&*$ye#$K<>Z$>h|MIyIEoY(8X z_o_dbpjuZ<`96S#CiIe{{h?xk!L)7WOc1K_UX@7`ciNKsiTr z1_-fY0S0?wxKM8|k=^cXuzHhlt6QSZronG9SN&-wynQ7|_+xccH)hO1{##AG2Rc?E`RfmBx31*Qn6< z3w7c~1=E!R22)rDTc*}V%Wuu6hmXD=n~x2*tO-${ErNno966mqjd@Vn*duidD8*Mq ze*pcB@jR$al>yFn$wSsFY*(*nLFg?AqeqXEy%tQqK*qrwdmyk9d||&v_BNc-^>z~l zm6Ru}?qCVwjU`t!s4Hd6Be@QmU`M9rU776oTo6YxTVt&~Nz(-!-TB?FkhfTLE1i^q zOG})|qtaU`&4dwJK0dUAjrrz~%n zU$0n6X&klNo`;zmv=DV?u#K&CyEk8-t=@Iorh+f$sn&TE59;nlYwzDPPiPdgzJ|J~ zn}sOn1XQmDk9c!2EU@wkwo;P1oh&9Wv9Wf4^L#dPK9QE_`%gmfw1hETq9b&^0`83@ zPHoxb>>o&ZJZbCOyf=2v91w!sxi8>BWt%jRG`c!cSYk7gHi4*M;eTCBW0A7U-@xEZ_8k-Nx$jTbeE$$)sC0S)?HR zd4>HCQ@QyK%K}Yjl^ksidyb!@pOBK7HOY{AK=4;yf6N)NKb~!PsCyI5S19T+bdXFWT z3EI(k)IAX^a?6w>0ETQu-vz*F^{5|^EGl34sjK^k4CrQ6=9 z=lg6bhglg>2r8CTG|5+P8~KlHSYYrN)-$*@q#O1Exz((iT`HdpO^&g86|u|9t0=7QJTy){hvWh1Lc08{#>kxq zcwta-Ze2nyOXe-2*Mm4dxozc_;==9a1*xDGI4{#t1~yQ(Awo_w3O#9YE>`oAuS}Z7 zNiKbco-v327&1A*Vev!5kH+WFhQ)W@x%X?OZdC6Gw_2vk`Miy9Kr+rq={2d6Mnv-%d8(>&i8_?9&Q4E|^MZEwMBA`^;oNmX2My z?xLyTQ-^U~J8#kjf+E)a=bkbHf);bzX!u$3M0rjr_Ktjz*01+)X9t!T>lZFwtP~4< zNeo4SM27Tgwa9a|HgwPs%{uFtpp&gWHb+;uygeM(k)!yX-L?r zzqglr|DZkMSKtgst@l1%aII!Wv&0<3>0k~YxrW1XnE#S+u_73i1U`6{fZMfrV}U{E zbAEL|2io$mErk{40iTc3NAis$D%ajK>kW5d7cr^G4zM|xrh^Ouos(ZaFmLlHM*<#2X?J@$NOVK0*I`yph{mTJMA-9^w)JldBWrFmh} zs=#y&r|ou@0l7qtpnR!GBt~O5mPdnsc1tdh@Ymp`REFrcieKA2PU)v;Ra9XyDhl+g z8@pVzleYAxb)|kc_^-pkM8g&=^|=DUbR#LTM!LZ`a(iv3FDgVzdhQU%FVNJ{dKg4w z#jwi3y0yLnE%mXY%5t2kxN-HjU0KeFiTfR3m(ifXfed&}V){Q=IAMBsf@Tez zQP4srp7=0~55v^XAR}S}+ew*Q7()_JC~>R?qHf7Wjn4)f+)fJX%p6*}VsMxUXqU2! zvq5R@pzWQ}e@uIq%^GL}uf1aC&77}=#8uz64|1CX8+_-mGAPx$;P;kWN$>BjS+sR@ zObEBEu+v}ch1qTZkXb^T$6`$Z1Ll%-L0TClX&j7&uB0v+lmv2;f)V5#L9v1dQ%V50 z$))rFiJUMl4kF{;DN7dLY!NuFNj&e;x$VW3#r)8MAUBJej|?M=s1?%s8nL7CTd=Nf z&zDuQg&$+s#L_%{i9K#d1e)12c0dL-!mzpEL>=0b@{4dNAJKa?lI_<=e>3+0$c|bevFUum0ctL9O)q7bjOm&C?@A*l+O|!mzl&EM# zx623(4TD=ej0nL)XYmmFXLT1>*ooWBSSx4B!l41THkwGu?|{E?!U&kp*9fr z&evhTbN$AttQd%^VH||sSUP+RWX`K1kMDMz3B6Nn8fFa{hhilcN9lo4b?D13R~?%51~G#S zN=gW?vDidi^JS8>#fjF%Q(`I%I`j|xC?IY9>EuIZq%jpN%sSuvwBGLnG$?(wN|Y^( z2?|HdWp(=1b`2sn_Xe_X=y^gAhSekW9dArTC8qhPckPvOBCiSi=zZ)Oi@fAFfmg8gb-$e|#8bolA3Y z->n?;#Fy7{I3KRgNJBFh8*|O$I%e(;6eICYv+M#Q>Thxz1bg)L^xk%_2NSIV2+9Q{>eb znGlc*BY2dqNvx=>FIEtoe)9yqJXM|99*Gs7I}Mr~ zk4QE%x%zgAdypemXO0rK=Y4z&^g>Wc=~knG){#QI58WXhh;zZ<A+zYcV~1W{ zf)_6Q`wNXBBDdH6dJT2&=5@7S%HpsD(@$C&+@!`GV_M9g`AEDpVTIU=Rj+@&X)PM* zT5vn@LJ_NUn0#lyz$#i`$5v;Vq6m2e9RZc1XzNllI)kdb)84}KO2ckUZ=YK8ARyq% z>CPHjk6lOx_RJVx?a1%O@_MWK23fwSpMw!i+3q#;^>#<`ku&@8OTomD-j z&vWcWrF~OOrdp~QKsA_b^fUMJIO$2R`Kma=SkZeW)&*>_pf{i1V7#SQtM>3(@#-j7 zrfUkGEPIP3wGf?s5304oSCmT3imz+ly-Bf5pO4EkpUz20f0z+^v*Va?UL73uF}y8u z8mnP6l88gHB-L#w&n{s4qbgHcL;{wCO4ECS>C#NED{_^Nz}0&DgF7!UR!T1L)#PW@ zWXG7C*bBbP8NOD!i|whr6!>X82aDO`B+#=gn9QOP`tyaE(RC{y>$@)Hu1E~5uUo?j z?rhcafrrq5iRQjyWU+!bv}$lqy@wclj_D@Mf3zUctI?O|ynHLV3)3WrkAuTn>mq1LO=9V63%J$GZjREeq#&dS-+Qy1FdOKoJNx&zK7Aew|Z;h8;SGrEK z*&nzb-#o9X#rHGq_7*u^c4(v1H0Jj{gRwUfuO#%inc4VQ%xVs&nf#lVg{EvdB1wP% z;>f=Bh*+F{0bV&>a|TVA4A>-C31;PNi;KKRVwP6>{0712{Se9x;*DfmY-J2W`QG@iD*3$)EJ1 zy-&l#f5IA+6CnzzlZF$f(w@P8&UvLS6u#OY^&K?eFo_b^esoku{Feewb(vC}Fu)N5U-#Q90oHaL3T+MNRo}xl@W# zLkyhN%YBKS2(_6=e<_9)q&TE9d`$5M5$S~})sY!5ot;XSX!K%P2s(xP%S*x^vq&it zqwPVrVp57L-GgdXql!@2MPAyM`s#@~*QgMuzESDS@4Ep-yIi(|ko)p)j_O@_f?~dS zQMmy<-y+mv`OI+Yg^tlHrCao>DCF^;flj2nUZu{pSx1a`RspwT?7D-+-f}kwX&u@} z1_B2Q9*@vs%&Pjb*mU023%N&npe+bFCbGUL`IErvj23-XqUF@e0&+xCk+-l~|CPUf z&7a$CTq$6@!^@GTbq&ShONO_cS;iphq_Es{;{4)zx#NtGbnM~Ha?aGER7tgv%@2CQqcZk+?t?AEVxFi|d_sARe}ook0kTd41b(Hx+X%`&e_f^>ws* zt*hT&=Y(w=8LKWWF{C7juw1WIWDK)lw7~=kP=p%C(fC}CFOSzHYd*j2dP`<@wuck) z#9P7(n9|#$1B`+(t;Re^fpBU-v{bM6R72@Ll3J|3y*vx)PPJ{m%!)yemo>lFFCb*} zlN^`TVzsU~rFJB!j|1V=*o~z_>}*qIg7+k|XY&2igO8o)#0z?{1AP85mmFV?&S94G!+l%3P z)&V=_s5^7ARTySWM?)E|G|Ym5fo0ibT0hX45@s2AbeaI_5Snj$9#bYWu_BP{)d*2< zCR<8gnUYJhQXQz|iK&8eVfD1=5TH?@4fl_>BFB1TNb+P)(~`Tv+*$%f z0!y{>>OhNn&&%*Y9ehs1M2UKlIK*y!Z70w`5plC9pNiRlkS^duvdH_siYR$Yw}w7R z<*@Ds@+e0-aLw;1cu?(g_~YB_aMtc^DWj6OJSbd82dB*(1cDxHa4hF!ROsUq$iKYi zZlF}(ZvXuxZQu(7n3&QtM2N>~PP;jrNe=Tg9Ia$TK$pP{Eqg7&zO=&GOFDIQ7C6$J zHb<-_Y$*@zOtKnnGS-uD)2_W+&8MsPI4@gxcAMbIH;s~l*RYkZkRTbJ?}75v=Ht{o zh2q;Ly}gANiD4gJ=I3;}h(?l8!nGwD`b-Pzb>0-gQFwGP#dh~dERq0a=as`ODHH zVBnAzN#|{CakXJakEBL$tNQc_%MbiF`IEZkb)Zwgn z{{CgpkOM^9;c>^@7#pnd4#*;J>-!Yz&?(-8H+woA>WAWp1sZx;HMpxIaqT5_26+n( zju-gT6(ez#%*(VRbz?fkWUKo@^+9+*Mv3RN*0h(+;qKJEugcoa6eWkx;H)wo3J2FB z*^7_B#J^v?O3{I1!OK^a&%94jQ)OLU#J#tg1Ctc}JNj^3CsdJr7eK*F&+Ns&EuHoNmXG5aEYSB!>b ze%A~5qG9)MBbp)KH*0*|>MOi&CN$)@v3WU+hZ1!KhoL7qBexfP#4J`!+gk6jb|uI~ zo46HS&u(~@TJOmqsMNd4bROr8VQuXVHs8h6V$|9420H}r-~0R)?{MXJ@PP?l&)yZE zVMXn`YOSEV!-tr1f9zkIW}^$`@wkiU{xDh-D9Y*KWx%vh(Yvt}5YiEFtIzPX)~<7@ z9vv!KjDA7YIL(LVvBvWDxQpB6xCGwbuqTxI(nlN&Q(6w@SQ3(6} z(Ip6i?TqG=qtvTi!)7iV4Pvg3<&HXSq?kHTI;)md1-4~HreQkmjRx`&;+dR^M_1uj z9AQ?pv?8B=wI!d^C%!>UG6ak2uMr?bV00R8l6(j^B?_B$dpf#Eob>rk@3N0VPf!Fd zo8h{70B==MxbMracF zvNL6sYcz(ZX+Dfd4GSST@)ukbV^qF+!}E>{tR01Rq~6Z0*4HlbE+5EX7=z#D{CFnT z#QJ+Avh^NG%b3WhJ-1uE=8BY2WBYkWJFiBFtbxZRl@M;>C3_@!0Nn50wIU?N2vut; zajec2^&-8K&Gv(*K3Gt=j7KxJk~66muW2Yu5X;L+`i3>@*_;j^tzYU{S&1oExVATq z44fZ0uSpHumzLvt2g&9Lhl-L11N$7Fsz?n>sAP&F@u8OAjsFZfBHP|b0}7#6v*2OF zPRd#^n~gei5c29aTXq)X@kv^Z{yt;%yZOhZTAX!mwpG(xEg8Gm3}fw}rOa|(C7Hu` z$iU%Y9P+}-R*e0K z=>;&%HiX@LqM~JE;i&Z2vbz=jDcOO7R;|I%916t!TlacP-baA+N z*l&h-(x1G~m7O_GVsA^q1kt+8K8L7FR!LgFg4f?{4=Dws5)t@nKKCy~FW^?brs{LeM-4(9#cfJ%_bfTNxTx9U>S&xTmryvX%o$mdL@(X&i` zHwY>m5F+#dDdN$H(0!;}fOGDbWzc2THR&6T24P8m7D>He538MAjWsrb@*;pr=0vDN7gdL2#G;FZXr zrdX?i#05s0QeDTFjsPSYnsv)P%)?B_4TZ1~tK;4ECffyk2Rca#2o9om$!p;lzZI9E z@v|Eu*cNd{eRwWR-d?d|$}q+pCOkd=nPi0!ccJ^AO?+Z#+9yAUIq;l86wKe2J~Vd+HHmP8|_1^q=`x0bU> zo&XbmuRGBtxmOqMyzDRGW3m8k-W9WZt7&MOp9;02ju|l$aNi?`nv54J`ptkSYZ~x6 z(tIqI(L%KGpYR!EL&9aVSQ+Z*n*OowfLwMx6f=#oB8c#;CkRv*%|~VxGO1)F@ieCd zAL$oZU-)yx{KG-e`jLkGL1`>ubm|S@5v-sm-`Z@{OUt!uXR0cOgEX1tPk$}`_-GfP zH(s;e+?A#q#nb*#e6QxWSd@4Xp(-Cy5R6X8o#&Ri}hGd0p z1KgIn=M8m~Nje^b%;4g{CWry9avo^c`BA~uMtqXL& z^aw|)kBTOYENZmP`Vwfvnoa?7v(@=ZPN&2Qo67{eeHtsKglIM5%U3`^F41>H)q(Q= zQ1(>;RWMt)f`D|Fba$h4w}6Bo-5{XUrn|dA5l|Woq!EEF-Km6hcPQN;b!UVA=RfD( zm;2@x_As+%&Fb~7#FePz#395-~~FieL1XJ}q!>X5hyJnc>$Vzg}P;8$rONq@jCx;re7j@Ok!nmIKr#w^0ZRQD5qo7`agAT*q!7kBd$E zj?&4%6H0ND7gKuh#ogm)9v9Piz8gtxY5Y3_&qhg>A7$vY-S0Q@1Y^gFrk&ASlO0-H zIF5D~mgIr?$xxnoR}bpAyy&V)!h<%X_f)!MIIzu>-vVUVK%J+vOgzPmYG*8%ya}SnWMKMI9UIh{I}JV> zV879L?l0rM4B28DFZMeyfri+RP%#Mm@Whz zX6tB3OdGil<3tz2{EyQB?10`EYw93!hOq9Ob0k@LpO5XHtesCYgk0%B$g~<#mxwbp zRjkhsV80LmgdNHN_xz4zo-k7&mBhSK8@w2JLmg*m+H}(jqcP8M=oKw=yRHvW6cX8R za%H0EO0azRyXM@tgz2bX@xE83r3ubs?4#04>gr18W{;x~4`x)&idv^NGGH|L>Lo2h zh#x}S`JPnnZBjRmkV}3)ve@x%Q#qd1$`0cG>K7juU_3%SH#j(qzA_v=dc%f8A?6j7 zR=rK79rtaq$Y)29+-MEZNSSY14 z&`=PtXKx|+V~&RI5FS$sAw@Yq`KTP`eKO;?(P#KhHBAwL_WYPKu>cJ8pfGI>IYW>2 zmwG?`3xpY3K0<=er)(-Vn$11Vx7nZ2pEyxl5NC1akSFlF^If}qT7EcW1^2M@$bH4- z-roqhI5QmYiP7E13ApyVN+Ga%Ac-qu^-_DgbTMC~%X^rFgGh}b)o#=Ccd;6IR*6LH z^r}NNY#G00h*RqFSap=1?MFdO+j~YnBk!bBiG`t4M&_&MW~*|R5*HezuV^1WdPSGW z12Vlpxk&-E!o~A5S8>Twov(`1=z5jbabTQI*E^r)mUaP`af}Kpl~Z&VTYET-Q7#K^$t?ZfBjR%-~vf?jMT zM)gP>9nL&smENir3Rx;J_?j8Kk1=k=`qXo!p6vu?+jVEj5K2Dj_v4W1Y^D$uLZ8Ud zs@Rm&@Xj3G?@fNbGNP(PD5xSAsMXw_J(^@r&aK&3m)K%b9x++-K>*w=&mk)l3>Nq# zEsW1`C=7*mwcFB)z&ECs8Wticrm#dB)}BQ4-U*fMesy{BUbK_`>|B}5imYG5po13h z_M+54r4l0wz1dE*PqKN0^=U<=IjXU>V_?0)LW>8e#$nMe4g{U>feTJ58Dg;%^}kIP zE(A|)em%gkS4(I=pnCjE)B49cR(Y81PzkLfK4%ot(XYw+!-{%XSi4id8UAcVWOK*? z7PP>VZ2l$qH zYGqH}6qc{F(Vx}7$c$Onu8t9K0X2O!&hH-MYfp1}_3K7g+8c4cKKP)B5T8;i3w1oo z6!zQMrlHnK&-KcvUW5+T2>JD280RM~gBU~x4of>X2tfQ6(d_9|&Em3I5{uEVCG8iP zqjGM6T0bobpkMAep^yctWL7l0^Li8k-q|$EF2_2!?;fa2z+PY>>Sj)z&wc2>%8O2P z{-#L!{jPfr;{*F?9m2279`m{UL_2Rz$=ZEErdF-d&-YCK=-0?IM;|ccIm>jJ23MBK zfX>Qu;@W?1`Hq{+Y8|HGLb0+I8vFaa)ywy4DCX@>YP@h%HHpWnaA3bqkoqw zM-sQ37kEb-HYmQ_EW1Q>qi5+#^7HJZyEum)yJG<|ES==YigB5+bwQcfqFt1E*wIz-Y`06$FD6m@An z!1m2hufa}ar$)MfuhBNAvPKb8 zP$w>|Q1k`z*2wWz1*4YO>aLT<_A}l!j>Xx#?i0$L7Gc_tUbom#&q1C+qR8=nKJoTd z{yaAF_*YAn?<1a@%F<3tounnk{z&4$NSZj}!93kx_NAP_KAaw-NFlA>4uVHN7T2f~ zD3@((cG>#PZt&GlLuV58qnQeH&-nUu^Ct2fn~)<#HFhoazD&$7wsGlW-y?C-I;l|f z(7MKa$dXb=)pp)(s#K9GABXEeWg`E;oydMSXY@CkCr1|sv52M&n!%S6<7&Qwr^Pf! zm4x=Y?i`1p%!=e5CRx&!=fSe%NlC`CQrcMQT+_3Ce5KTIk+1%eV}0cG6rz-?Lasl< zg2OSRV?{$Lj^mUT!uq|Q=m7Lv$KJ8wVKRdRnK#>CNHC^6Rbz>2}kg%l7tb(5r^#pmzxD z&~dZtel@}1FpL!Ljy6O^Ka@TqI*>n+9-|PIt!v)vB?+oW?cCr{(LM#RsBThkxd%qp@O|5R45HIfGTjcr5WUcq(?a+c6WXL#krBDcBsYzaF*~tSBujNwhv|w#vtszSHWMCVpKyUTIUE1Q2Xh4%a6qcsPO= zzY>!DvOwndsR}*86%yfE?tJ;a_t`}fo4P?CBC4QA-#*D3Rx3=Dtd^vQN|uKkQ&Til zyIa2{YHa`%&yo+P))!1-4gA;YGA(Uonjp>}VXND?x$?v$)>O#zXqz7y|2fx}w9139 zesdBPP)GLZrL6k<+?0*D5A&)wQDuC4;x=Qi21zIv=3;^=t7n5}_&|4Zv%>p3^Zvl@gYe5+oG+dJM8_Qb4m#XP9_ z*8aQ9RNURc<6yNo$;w8&;>b+Qh{(9nleQ(XNd*=?H80Jq+j&{dZaLj=WUQ02K}4k5 zKZZ=iv1vu!az7I(i%NwaE)kS$)H|APq#jRh>I+|JxbylFsvYQE4=Ww8{3~So^@PL+ z{wZ|tVMY_8M#H-@zw!##4L+#y8Dv-aglT4@NQ%pfy`IwUQ?o6l4(<*4HDdj> z*Y)LHDXJ^1Ph}g$>SZji=T{ZAIUhI=R_caDHbI{NdFMNGXygeu@D~Vg2Lr!dxNj33GcR*$=^GQu|z3xBKyIjRRoAK9OTl8W1nU4Oy&2u)JKxq1Zp z1Yn(&{%(VHbCFH`!;R<~EszK3;`^W}*X(S6h0r~IC&U=55TqW7aJedWFG6KE?6nYJ zNm2P6BzAbq-`_Ut_^d0HZT_l^`A!DxIl;_NNC>(>vQP3RwG;^+&~=EkW>`Og7w3Ts zvoKXQ^!x6&yw1HjTQRn{ze`))YczAMTTO9(yww@2&(Ceu@xY%GIc-5ICu*U|oYgfbE}WKUgB z@=I1be6b9a4~Ra;uSG7{? zclKBMD41wEDC1uYeBy3*^ESZBlMpLS(E6v4_acu7jP~<;Ei{wdM%|Kbng=KEAjQ8;^5mf z^c@f-nTmldEx$R4pkQZN>>N?MEBV}Droo#sKFfm&RAoti($gdQyBKWeng}A9V)7vA z0&zh<(WpGv=Nlb5csN_<8=kMe8O}4(aGG4df7Hn{RSLY(%ikn6DBxQ+f6WgQ-g3Jh z35CG^g3Me>|I;7S{HxlsU{# z1U^1f?Ry(z1gZ-Oww}gI619U#3EP*1#eeN29ULy_orfevEwLseN0Y?=IyqBd6U{BT zf{*e5EKsbz$Hn+vN-;n5A{Lvk49Fp<_i;hdgzRDnisl#7pcG4WSXa(1oh3~0vQ1#s z55RX9g)$X0n;?fE7 z(%3uOM_aW9ccE?B#?w1z&i5_>_7BNb%o1y=O9o$SRDcoh1qG&8$@%v#D@=0jE2|IQ zr&*vR)wZGq`UJl8W8~tWL%_Zw zP7lY61&ePnhlla${W;yg){@2^@Z7>0e608Ab}?i*gm2T{v8x3TT4L8aKG}bNgK8H! z)w2t9SI+N^z5H*!yjgJ`bb;3$Z=C*|{kw&Wo43lO5lVXXzVPh7zT&3{>pB7IMgtSW z?#rLY{YM*tW6y_EWgkpZ=B9mldAk^P400;aP~V>}$Z`Ghu#5WlHzekPv7Auc65F&? zO8++t_%GTujp2Y(j_nQA|J}lA%FQeL0CIXt+6Vvjm5U@8XBR@2K9Z44TK^^S-xDP@ zVM$7?Rf@~-Kc~N4jEeY%1K$<`4jkT_#Q*m<0-I<72kHYrvrc0rt^css-wOyVrNtgN zm~Q>&$b!guj6#e9E_Q7h6SJz>-`Jc9`=1;hB1nY)VL?>;<1b!_y8;zur(6a8PNB zCFkXe8soXSeR0H_fL#bGzh4w}PORp?FXB}14~JJKx%&V6?*7mPnGHsbnJRBew;GD3 zlDpyW3MP2oN$2=@s^tziq*i(ej@r+}$*YPa@X0z2f6}D*>TH3CNQ&=MG*S2X_|Z!$ zvEMG%!EGpb*-!FTUpA`EPLEfO5r7h?Ji9zECQT|zzfyx<(ztewj@D-C2S~B5fm7W> zpV|FO$kvDJP{2rt$Y0;56esZg3~K!DcH_~@d=w|8eHvx4>+u_(mf!ok zOnt#?pvGK8j(5v+EkOg@#b%smAs;BD#4mWw!r}?c(P%(bT7z+}u1snSsSxBy{}W27 zQJ3e~51nMlMEn$G*h@eySx>QW{*zp63Qv*tZRyUz>dF-F?j*!s97ZklB+h-(l9`&| zij-0s`3@IC>U)Un=W*%S>Y%r-G(kX8WZH8VTb)KW=>o8WRLQrWbgKCYISITPLZA9S zsy6LatSxNs;d@p*1L6EK0q38nU|@R4hWj=(C_=VSNyC*_$!h(9F_pmW>XgK;c_+~} z0&;oF@*O4^kA zwb!R|9{Tkjpc%}>kG9I0sX3nF)}Z2ON-c;%KuS}_@XNyyRzuN!=B_nzk63s728xH+2whAr1{!aaK2#< z8_8%v7z26D1Y3n{aE;&b>q^KHfTAWAc}AEkA4gXLj0aKa6HAOH5!Fml=|P`Hla9|1 zt)Eu2@NG|r7gq1&J}I9|wSZP=xim8ATKYtU0$(P?lGff@i+}tzAs%q zW1l{O&-2M4#R*ZaTvUYn&fHRS9;3BEC0SK11tGP<2Tf+k>i$!lUJI31@ccV7^1~5{ z14WkfY!_B|97c_y_>s8t<6!ddTov;NPQ%zVcS0mO+M17${RY2lP_kYQxE5=(vd9_yH{lBUdR@hffjSXxH zMhc4jU3q65TM>`-xCtd~(}^#U<2!Enmw=WZV{4wW(twNv1eqLlZ?R3Xm~cxbox9G; zN+uRpRtBGcXSOx>k@;Y*yzxYp*Q#*@t|0EOFSeXh>m@j>mgvzN9dRpYkn>qz=IE9< z>KWl?V1G>>QcyM4qW@wA5lLG$Y_nlrm7>&CUQ_%ity0Epe)dDuBcAOY-NhvJa!nND zUIQ_^msuIG4Dso!M`+1Q@jcI;HU8`!&34#eKql>g^X+*2dVuqF^fkx!{czRHX05T{ z^~rY)%PS4N{0^PqB_}fI(hQes5}I4~g=@qRcfH|eH;B)8nZQQBzt-IK^ME^7$z~#+ zChqO~=qL!S=OO~rTTcGbo$=tIl#*~XdB>hb%7Ho;b- z&xH1BG36eYT6C^)Ruk`i7Ut;Qb$@$i1Nr^qDZ2F#eq7u_9T1K;0T)*GTyLH-(ZWn)kNnnnM5AM+b1 z2*-8DKPopCog~9!4^m1^hL?ZhDu&tN3zW`RTZEb_K_yS(T1M(xG6x)6o15WS$L!ib z*HQwrp`LNCOB~Ud>Mp1c;CGnI?Og9(A1$IVlZi#G*04$xe9U6d=zGtfT`%%o-`?Kd zko<*i1y5XtV7#mFNls@LMwv^imO+Cj8u@j8uo|_r>2y(O1OY8eONd)jv^J-D;}by~ z7nrxQx6~$gqW)^2Ue|Zm!`zBpDp>LTCB8lS#x&|(#_tk2A`^+i&T{FEPUK*~Y173B zDVW>#J1#5g1${Kt<9#|mo&oe*0b`N|Ga}1B0-Qel|1oy(Zf(d`1cmRp|8{!*bi&Mq zN|^N9XctXI?D4Kr0gc>st)!xy$!m;oAB{1#IqE2_%w;b@7Zgo4-EZ0p zNYa_;6#OV@?pukMW^(aicHV}G{N7rJ8`GHIg^qwiKR|N5*klDL6ub`3qD(YV00x&@ z>;{ojSQIpxT?r95 z>^yHr@?%bR=FE?yDxufwk;8eGZ_K(9SiXixO?d7ywS-~Z?H_a4m0#fjU;rw{bwSCl zg^LU3STX5*MELeVU~FW-*lm4xSaKt>>I3wEFIY-<&UUIy;p-S>>b|kP|gU@o!jvH5CuRllD7y5jL&4{Sc>^vSa)~MeRWtL$f?^pS=|!G(Ib97 zmuRk#CL$;mf`Fu)9tUTa*1~NdFywlqo9Q6z)!=!zv&{5yO5y$6x7{QRGgQs7fSI%Y z|1xu~v|3`RrNd0XxB-u=i?5MyZ3zD{S*Zl@BJi1UK?W!eOwd4FvwSgiOJk}#$UcRh zTL7W48PPwA%ZC9K&&XN-boc7T;5ioM?(vpBjvet&;D4N+E&vbzAge53K~~K7!osj}+KW66q8a=k=YNfaXmUZv#oy=PS?{L|D^!{Ldjj2Qr<%0XPP7yun0lsgZ0m*a_24q{G{>vF@lwzWGPS%uB^Tf zU;$ftP|Shnh{42%r=W z26NP_T@pBzXzl?ZzLL@hCSchQ$<>(q7mjq_3vO9K901E?j9uk#je7m{*H4XZE~y3v zvvc&4Li^vriuv%H;7=yReC3yand`X<$Ufg4%#*G7;(Hw^eQGnQe7G?~j*@|Q+T8{a zQ2>w`&7{IB28{IdbO@NTHeKh52b;41!2K@SIJ0@Ue0qTGVc7x3u9cvzq%Rh}Dq>GPgAJtJt``^EUeW}yRMV-8kWsp4}Qku_dl)jpex#A93p?MwhfD}2Sl zW!2+!mzqW{hUvO!2s~kc#%B)0)&ylqa;aRV7Q815;`YG1mU+Mm`tli7n;t2GnSS)8 z)YI!z)um*egM&CAz`9={`d0EEx+4?AgGoysoI8V7cUpvna-GAg#{K81`0OVbq<(l+ z+RSgycoPdd^5|Vm5DR{O)&O>PD^cWk~_#Hb@^Ng``l;*iPfCqM%akAg^J*pLad#g>7rf@NKYUM( zRc}RFSSi$AAFLGz(@W!8<>RO=BCv^v8~Il`4T5;B`n&u8#G0v2aZe{bizPpRB+M5U7Of&CGjuS$1;_Y{?ZlH1QqB0G@3f#vod$a$ zgzm*~J`Fw!0ZUSnA!z1yoYSec&qxADC6dsZnw}jnH$xh9bYI%0SpFxZ*AN!~(ykK+ zggplmoo>aB8^`31<6ViOtZrKq;Sld7D=saJ-To7wl}v0J z>$8dFn?UO)z@I91eex%0gG~&i3D$RDFav=?%jNZ`_rJn9$Zjy3ZVJzyOwbD*kKwWG zkQ~OYQVCg0cy8?11HzWAaTEX=i-kiYv->JdbpgpeyR{v>8^_~KU056ZG%pw>KywY7 zEeWQ7Me8HA6DYfMn5^Tea8QVP(RIF8>IBu%Wp-11DDf?JVUS=mj2cTWksgqBQ!CVB z#|h_}0pkJ*J-~cTYAFm_&LuJp{3q4+pa?B%w%_gf9|sHO3~wNx9{+%x<~v3Z@ngOi zE3y=90>E=z*6RwIY}!cg6$x7bLi0e;GkurjNo3VKvv)&VJig^%w|7b7pn2GziH;O+~@M` zc?#LM|1Q^RpK(YJL2r&r_o7=OC{73MptPo{Lax6;bjr49XG!RGB_03e0r|wL!4}p;EEV43*mrbf3awGepS%{G-sf z4{c!M=Ju<>K*J>fi}bk^%mnDQ9&@`@`%Uo*P1Px3M4X1r**Uaa9uf|1=f>3g+k z^hengk{^^maBX?l2s!UFL?<6Vk+-cG)xABUGA?qyXYrd*mRCnE9ZZH#>4s{k${$#v0`^(VgeT;`XIcpv-4^(*D4M!zQtnj>BF zDc#27gG7K~a>I2wz&6=8EFrjgju-OtTvAlRV$8U=R>UdhpG4HDmTSZEd~Y1c+T|!S z&$W|+cAh9sfUU`Ds@#*p8Sk;T_-H%{%oOQG17%Z8Nnm~xEf8W%`c*|CGH*mYc>n|_ z<6`vQQfHoC<%|6T0D2<>m2}4p6Wn8-HbG973`U~%Io(}+*Su59{auO&Lpi-Di4p!9DX`ka-JQ$NsXrdB6}O!4V0 z@q!ow1Ky6k)y+rkK}f5#4HqXFmW;F2egC#%jYHxkU1XxTapumGt?&BP3v(IXTowUi z@_1K|ftTzslMFDjgGG8%SYuzdN6j}&y8{7^X4)bEu&^4*Kfy9Crwbr&LirZt5iqnD zIJ&|G1cR-QZ#TZ%_f2@|^+Te53|S#R5Vs zg1M*37l1VK0Ck)05M>Db6NW5>qo=l<2vdvzmO4i|yaV7v(G{U;fK*um=w~Ana#4`V zlV3AyFaWf60x1>uXix|7HiN#_`Hde(Y{d zxf64F5N}V{hx-7}>t$Qy4c3K-i%vSg`kp?pe%Nt7by`RFKySKE3A{jz`YZ<(7Aig30h`6*8POzAbK$vxp z<%{{2<1o_@Y(1E}cvi9IF~7~R1saiH^OhqE#~i2}TS8!nrqxTkV%|UZpE-VYQNgC9 zmI^7eU6Ut3fAyB_Ic^9V(Q(DGn9q9Lh|SnS*%UX9PDd=BybPAI*oMQVvid53eBWDK zVZ||gB48?DuT$OL?ro)cSvMyP=%~Jp`FLL7JQ&{&hLwjo-B! zD3I1rg=5=3SVI{8R5S#05Bf9f&# zDlNUYe*`c+EGu&4*{@q;Mn76S$431?u<_d)TGF@tc89t{_x&p7vKK%-42Fks)Zz8P z5S*`fgb57Ro>;_|uEe0;a-vkOQjtmPU0K9KufuK5GhwSfP$*2@HxMW~))q8<%IGHag>asbBr_1w9rkLdEp8QZU^3Hk$ z04LM=)$F|z_E?{-amX;&=gpJ-^KK0*fS-@h%U7f8`g2^%&$!Mdbkhowqw~%z^z$q< zhC~<#)QG&|bBvoQ)z%ge6r3pX?_QLBHn))1(JiJdHxUMDtzkb-H3Dh{fi3vnVIo(F zvfZS6bLp8=o>TiiF3U)D0}lygeHTYLLrm#+`VoMWCI(Rfla*hUr{4Rg{UM}R&q$N{ z$cv+4)N3MyYg{#%?u5Aw`sDmB={I`aj|v{-e*=Y-3V|mjQ3lIMp4*V~f0HCHK3ih9Rk8hT|LZIN`P@bkxI2tVS&2o>%Am$B>p$=sSHH)SjIfwrwZMQTiG8zsu_gtMTY5h3{ZZ%t&o1oVP0t58ond5YseYEHY7w&S# z>9R5HQCD&AZIQ58vS@%nO#@5=okqtB!-X*2s?id9%Z{qm8?Vs^3*K_o1ZIoRfY^el zmwNn7UB#&s?2@D)HEFPm1c4QhX}=-_9UKf3U!6bFqbuHd@HiU$`ePhP&a*ZLcSo@aZSqShijBM)Fj(!d?#t@5AtZ^F1{Gf}(>13`7;RLV- zCIShrq z{7=vt@`rRa{;`l&3jMJD!5jM?`4_MRaE84VHg4QPWEsGR$TCp9o05zsEO@x1AXX{~ z06vKXAlj3mP5&u!3d~BA08VY9sJ9z|-NkgPg#HZ^a>>G2a1`xnr)qjj>K@1XNIfqo z&J6-_jWNPDPWV#05o9jQ129Va1 zZku7i79x<0Q0>I<25`La$CM&5%y^v{2B~E zA|B}w*H{!8)lz^#;8I`)N!`)%krV+U@r?IT$}Zy@UdyJ*BT~oR1kzt4pCW@0 z{f@K>!DRM%P()}w_5qPhD!iqMnl@2XpRilWwDku;p<13EJ(!??8l6&tO%x9z1i&Ux z^#?E?a|sK1z(S-*Vo^umj;AnRP4`@%EYAqBdVXPLGtnU=k4#BHUVAK)tbCt-vxoAr zev43gxTrRAIG5=_m9#dF*>H(2`9e!*`-3n==BH%9e@zh5EPSGFAbq?k9PqwZdlKKC ztEhMLD;k%rn)s(V@IOAq{#^;wgALB^ruy%8cg8EdIr;2oU+`*1iGG0DRcaiY6+p7j zca<;ce6bKzOkrba!SMEdHuGst5xU^EOiUw(91ljaye0m5n_1trLk8u!Q;^ZT8*&EG z!Jc!s{U9vlv-=7VkH|nAg~RT{t%-2!to%t0B5>c>3t!dR5wF>&t`J*o-YH}%OGRH? z>HFbG>3jqjzT7XSWu|N0jjz7dv0vMwMewb*-t{9KHIhTJk$a0Dlp3-b4Ccv zF2pWj7pjry+?__x&ucMD4TENE1_ zVc?%WEUm5@H}COv-=1aNCI=x&xumYdy`CYw_Gm&}mE+$%HEPo12%1+$!SX--zW%bxeTvFUP=!p0^pB+QD|zjd?%PRPUM_S7?Ejy7v8@GWkkoZbzuw+j!6P; z16k+SJ%iDoqNR#(sA>W5_}O<5!GFX48OLGr$$yNbR-K+2ZUUE1DVgmNPj6Kg2giL7 z6=|_ken*aitI!^mB5G!CjzdU@goTAQQ$?efrkW`uRiJIrleG7YGcS{p0w)ltG)CfA zhtxDQG~Ih$o(l^&ySpCT_8OP*adDCsn(qpTUk;o043E1WP4Pa|eq=cIGQOACqT$Py zDcc0!R4&+2!V@?o{wFM*YwBQ&Wp}}cO%q%}1XMMu8C2K-ei8y zt#clWp>+AdpOf(-d^_{A?mIEsdZMzBs9tVqz(31e?YomLQ!dr*OVWR{N?;1U31o>L z?#u;72u^B~zHnPV6+aXcvDg2m5NydOPn(`xmpojPds=`Q6031bL0gHY^qufkpPiAg zmiaIYWtLhPNt+A;^B_{L_OH!2i2C!uZcWtToW(47p{D9id~*LwenR}R;YOS9U)7&A z+gC8(-c7(`)YOB^f%KjF$$8@GvhL@WA7Ph8Ok@HHW(@{g3pfJDOZYw?cC;F<{o#KI z0yhMo{M)@)kiS5H=npl#iMZCza|GwSA2I@x`nE%Sz#4`q7jTTjChZutZ#6K(;PDm2 z;a7dSEFrX)-x$6BhfSIW5!jA)^qlQA1>drFD%~;;qe8<3oBO9*`li5NhWoQ8)bS4iY0+r#ckeE2ZDnj?hJ}SKN~$sK z6YX-J894hZ<6?cS!!y5&-Q1uL+e_=7d8p2;#@N7@YbJ8miP_z>GbT8PwRt!c=n zY||jP7A-ukHEF(JQmr%!qtySt#DEzzE~x2=#y7YpuiYR2eiu5iyx_e7QHb^VS?>o@{%XbYX!<6}n+Fsu+TUYo<7oXH0uHY}y~9>9+Di3)6+CHwQE+w=X0vAFcX zvP&SrA+4j6I>;v?BBBPctd5AmS9uR){&1}>AYp2I+bbBaj(=>T7RcdawI5$wcG3jg z_8mt21C2J!8{+?GjQ~tt1@6+7OHq!UHe_ajot_?n$X1l1jfAl%is*sTs z%^n7iVd2iIT~b701!>i?dVL9_oJ8Ou3m}(QhTw4;Y?Fuxm@O!-K<2`~v<-qW*ghf~ z`7|;nhU^jHOu6O0nkJL3h%PxvwFg1T`I-68b+~RX3e~ETrV5?xop*xk7wzFpy3hbu z;nu=G@&!gnwI(D4298TOqSCpR9>?Iv$CfkOb6lopzbx)?VO|{Zzda_8Opw;MGx@?f zhls>)G@HPF!#;Nq*#L)xy{DVNgl*M@32ap;{ejyXAXrJ^lwwbBW<#UAQSe-jq(iF|YX^iQag*JA-u4g8?@Apj-ZCbiL zaiCiK&BQjn?nBI*Qrb<{Qx_Hz+B(A?{ky{F62zaojz$^B#mwkBCJC6Pl7tvU70a7v2iu@zg-+Jih6qePV1+X8!ZyVJa%Y2gV%{jETUG zjXF8g7Kc)2InT^YCooI@$O^naeMiTU_H5&2{~vXhN(+uGs3;N+yN?Xi3rxo0XYClm z8HSkA;MlIPV=sU3Yj$sJ%Xv1W-eAFv|6-Voa@gzc+_jU0`h!9Z0%xQXDJ?MG{HQjT z^IlAAI|v7^Y=`BFd8%!`_Nj>?eZmL5E~1AXP$7#6em0*;T436IMdaW!f@qgk7wj0nFeH9gn3Nc!>3ZLf$ z(*oW*#wU^~)dlr&kCgn|$`6S4HeNm#uxc^z%bqr!R{pj#M}T3Y9lAMDf3RyT z@VnJVBr-;(p<28(`8loH`B9X|1s$$~&&2)jqz#dM#t&Ni=HgA-T6P?ttzkh|D6@k| zGv4yaG**4zTYKX_V0MacFk6HBwZ390&qz9vTN){5V?wg>!0&|m)Nz_hlgW@~kT3S> zO4%KPv_H&wLv@KL#KU0HrIezU66wzJ=d0Etv2l{YahF`VOJgkQIlg^HJnx8p)fvI{ z^6xagdrIo)aE&A*7OQf|yPNpR>g!X*m7W)VQqt0UR8071Xs4;^rBe;=YPmYpuhvq5 z1=JoLr26hwxW2=Kb8et~d%*k54hl1Yo>cPdh6~O?UyV?y-s*u01k5HBhtG>)x>_QU zuov?l5m*()zAAAMk&pKGJ6P<$kq=-{4i|pPobu}Oz-LXMyesSzySU>U8yf7rI3qMN zY`#QT`or!u&v`h8PWcwm#RJEDug%4yH0y^>B=9H2;Wi(X*F_yM`N&W2HZR~n%bwr& zaavLS>>vW?fxV9`JLeGCV9Y1o%MhEupTfU=FEqdBzO!Um~@WTMU#u{9XY+h3OwL~XQ0Vk0GstLpcra+$kUf0hK1PNsKP@$XM# zyb8~KamK?mkT1xmN*-5T&~b^a<@bs!I2z4>M}Tp1)uuFgdHCPDsObX&xS4%Vohk)S zZ2X|Y2EWvUC5Gk0o-jdauTS$GAuEM@CpGj1*9)pN3kSzmr><8rZ6eW+4tdLLy~n@o zD1?wrzR*}wd2TgrV1P|bjO^gxV2H=4n)zUYtXlEWC%zji0cKsW1I?|C4Ab2A2!SRJ zWXzHV=4cT|0%3Ek=iS<+OMaXDayN>H1ZPfbZDW*m!HVC73k&Ykqc-GH3}M;3kO?B% zoRDkjJFQddTg6ItOCdrQem&N-nYlY7=4t%YYTmS=Da-1*d6>Xv*p06AHB*qI=;WuS zQ04N|Qk4%_K{wq!bA7Bq)*RZzK+Ao8Ndg5u5_SgqH-E{~zc8owS%!Luy zAmfFptTp(?W|Six$KVZMO=br?MJOVeCZ7I8ANBAGH9GuAYwAN6x8;I6)RR%dE}X|{ z)@f7pm>;wB?W-nP#f{4QJQP+O#+?tZYXy#meDJ;L8=qeMn3CNQMeoQsKT*%IaD3`( zK3Z^;T4_(Zy{#XQqU5JAJiW^g_ZZMXaGywwR6r$E$jQ^YownweyYS$Ahs}GXT#q5G z7rn2&9O^z~y8ryZxlG$~G<6kO^=5W8;PUS)$SzW3YE@LJK~O zcgd8I0t!f@>aaq&>zr*4vxF$GK_xdzy$}r_A7R!BW$@b-rNa3z%~0!cS1ty3hj3NW zk=Aw_{xZlG9~;FHyPuc`ezE-H&a)#WuIE4Fp$n7|?9Lsu!4(zKeWp%Gz8BMo57v3q zogYp%SOe0nkSJHi7uGAhfp zP2OQtB1gY6WvRjB%j;m90|>{ZFrX^)Sqq^Hm^H34BkQ=ihfh`6}sTEly$ zQq@&2gfrSEEvy*@Sp(Mo^$OpG2KYhprpE6hd+cHlox8U_otru>+hKyKX4Xy&E&cZ{ z#Qb;%=kBsI{4Azt9{{wP7w`7gT*Pi?Jl-YxruQ00FliAqkx=Q)*sa*T2Qzlz7&D|{ zGA|otGaPT$tQ~^`8OF6*I10t{9SbYGY9%u2FjD{x=}2O!W@O~FCgx3ConSq6bFBVV z;HguSPI|2$n$fm>{zaqNi_*1r+Qz4AB@>lIcP%-kAs!)pEKtG`UdK;QT4)IqBnl9ab^ta z*=dZ(&tY#A=OgHx-}wbFfYBaWU3iJP)qK-W|6z0A#tYW}B=B1I%odq$_?GHB%o%caGD?8G)-7aU?h89NXM#Tz$7u3% zUQQ7qSh_WVz3^UojEHWPtS3Gp%vfiB{{vU|=!v7X=H`4AC4X}3#%08>#iav=b;E^cckY>ri))9lbC-I)kOfUz58T{h! zbpGSFe+{nNZv@oC$ivCo?Fc(Sc7Q1CBUVKhH|(QAPLq*94jilfJGFRKSo~nu2?&9@ zbjqy9|B|&g|KwzBn(yd6+ne}94<%Hv&ZEawvf!sw8Nh!`>|=uNd938;euR)B=)t`h&-%7^)jCEy!X z!u*@}Z#6+COcU_`AKum)lzX!QG$Ka z4|VU_B;b14^_~9zwQpPwW345414;ZhC@n$d0&DFU4kD;K|38!SH5d$5%>SHQmtUPY z50we`_bwFwy|pbcpRYb~vKFnT77GIAhMUqgA21Ti^7nY^AUu&b|6NP}3~KFXGTaKcpzYoOyA=r8etw>LulDzus1aYn zG(z(I&GW=mODS@__;A7o-2~kLg5JOso;K+X+Jy$n! z8z4n1sHue-FDU8^Y39$nM1!*L=Rsc^H2Ogm^B2TW-}EuEj`P1VuB(6cqgKW+NA1er zOmrGNwn-_})xcQbBDgnaEf>MO?E^!UcMOoa|1+tsVNjrO5+5xz^sBppg4<~jf8aiL zc{>odgegxOFqn6DD=!fia0g=lKi`3dnTW39Xdb3O?&abpfgv#&C$FL9=jVe&vtU^g za&pflvSIkFfC-xoHS_-tWg=KD9{#9sew{4C{dNSd5aBG$bV0Ne-y%F`M$_- z>)lrk`6|2|^@e1LVA-Q$zYq2rmaNvx8-J9`rybf81Uh2>%*0t9@2X^LmR<+a#D>vm z`KhU?_*E{=eXR5AZpvF@_{fh(*yT2Bow0I_@F2}A?h*jG z{=bK-C(*d>e-2mh(3w`n*_ebrQ9d>PQr;Fn!9b0e*pdh|G)>e!;UZm`O$M1KpZ2Ze zy>&M^djFZl{28S68gI4Xxr)0{dz1h^5GYGjl^3&EpQYUW%B#zzu2Gn%wt)8{&akIt z02n)r228a#U8_k=1_%S&C|FbrC>}+!N?KbAoZt%QzZKguFMP1s7D)!W6~4KMoP4cH z`AadozJ}~vw3L-Hl+9H0xwzo7uId|GOD!F;Yk>oyv_3X|RY?8Y*>^;C%5mG$&uGVTASSKle ze057vi%eNW`)2H>pa(P}Q4fT2*DyYVBtX2NO>PZKPDN+GQtS@Q9*K=OwK}DnXH)fC z3TtT?;j3uMd360Y5OkunvMXH1&A#$3y1$WcmW_^m&|#nqn0F?eDT__W`ScEGZ6IY9 zuhW962@BP(?c*$L6a1w}t}`{Y#pJSh6DC3>Ai^cng>E8wK}#hRbin`NW%CS>%_dH2 z+v<1W@yMLBYT@JHh=QKU3Tn&cIyzg3w2NoWCOr zKR;T0Je%_`_{H$C^Kf~0zoew(tk{J=TIDM5Fd@6{*!9g{CBGT^8pzaAL^V1TSH!=E6)Ue z$5C`aKYiL}YdR8Q8D<^@c5d>HErrY9cq|V#M2;leyQrO8f#C1XjaC`@0A@1oop7+) z^ckbDFWI87R3iBjwf$?NJnL?Pk9Q@Q11j zGMw8r^3auXH05E#@AyJHDM#oB>%|aKU9pAN224j4Or(SpZGu_1>d}Xrtk;h*VoDH7 zCNCww&kc0Ik;3lK^K-Xb!Jk~wuNOGjWk^Aq{7By{^G_~PIl{h;`XnCSaNgk2V3(Et1!{gznSK)8wS#IU06`+ zf`Y=wBJ~P0Ex0~1)s7)1;k?#MSnQ5z&z$@#h4OCyvkMu^3ky<9%I?&8_+;8sJwh~g z5P|TiOmpbb)#h`7+I%i}W^bW_p%i6pzSvDvKsgwEi4JW(0dH3Z#J@|(qNeIrjet)4 zP;-8l|KlzIK*aos>y86s%%^83q8?j&W~S<_DkE)q&MQ8W)A~SA9e;ZvORRCjqKNGk z>H_*^l={T*P#aFEv)Gz{xY&TdiD)RDiL;qswX?dRT2BDibb%Q4o65n;(_T|#iQFnM zE%k)cb+g+YGZVAO-I@4k;4c(R*-}sci#^?i`tWeJA)5zBAzg$?sx@#kp&#))>|neJ zYFe2SKXM+k-nud4p*hAkGk$gw_1La_*(Y`*ZVV?Zt)n^X`^zMamC(F5TTX}mOxm2_c?aD|&Xnl=p+N*1EHqb7IK%FahL}iUld-0kl$SX!VZZOx zNHnHnd}|o%aB$|G&~KuUL`;4%is27`+@Nfx3sh3KAP~`o*J}#h?|MFyFsdU7fGQ`m zp6Z5ofUG9r;wN7_@7ub~S+4B^9YPY`xU7b(-A>wH0k!c;V9y%T;S&0GJ0$tfE zJ*74_jn5@?8>6rmyL0Fb6@zO!{4(r<{p|ffm9Lo}_EvBMaRfKT`Hak5mF+pRUTetp z5u5eq63UA1TpJq_imy*hNSABiWUt0e1Hd5Fp5M6HQ!MX5vKYl>#QL*R^)6UwD(=Nb zcdGLnDXbSqZzMRK(u^ZEN$He}Ef1)QOh=?J+#_;NsccSfJa#yyJ1svbrSpIi@`et0 z7{fXA&%Zq%IO<=k2(Yg_K!{3)r1bFZfzvdVsr^2Q{rguj=~)kShivFd{-HBne}H7; zwu?9j2a8F5o?pgG|2N5zM5P1|g=geZGg4U+Y==0{R1?X|uCG%Qd`j}D?kj!(>-v7z z%M+d192{6FU)|ARL6kxnB1FEFzjK8yc-?~5RFfUco@7dirUpb48h=QFE8fDxbIZ-8 z2G*BUMB~B62#4k$3l9x6D!D*myoV;0HWSyM8V+9DA!U6tVkJqB%L6Lpx!tItmRpcI z$L-NdMM6M}}P_HXCFjBlrLc^MiKv=qeW(e`o#l#B5O#Za!Nm^EIR8VEqD8 zia63~Z%tYpGbQ*L@$g4Ir-dYEhcS!|zc26G(DNh{tiv??2w2`$T`4mV*iav6gEQg&bu}5 zSDR)wEst_%TgrAWCjGkv`!QgI&@}W1MXo;TwD|xDYfUz}WMj{67X{c(mucAZ`EiD?APbGXRnhWdGv4@%+|t;J0djfz)uT zz}-<0_0|_a--cT7y%gG6&~k1X-iuKvMlV}(-kE197HCR5cS5y3_g817uY(Ldpa(L~ z&E4I`8nTOq0F|BYbR8$h<2UMF=xg0f7_EwQ7VTO{1+PcAj}Wca3>RlMDi{xDKLrFd z3SDT{f^A%P-CfKV6INuxG2a>cEfY?`e|od}#M$aAChVNo98InCBD>^OC~8<0Au~HN zLcdK&Xh+l?2WP9m4n~wF?GqUpIZP!U)aVYatE*#*>ZyM9vNw~w)XCSlFyC&)npuk< zKbT733Hhk)9b!+x2|UGc1rSVs)pm-8j!GJihhZbY!XzX475R$bRwy2*{#T=T+eEEY z_AD%hr1b3UO|@~f9(=SLe;j**$+~Ku|T~1I4?iNbw2cA_K6c|&Q!6HN2mEc8QxIlk*^w91g zcQDWH5hng(7Av2_x(G>ZNJxF|$v#6F+>f3K0dnEDwIQJf$IiOFIq(}J)~j;Y2^)UM z>BW5M96L!IhUR9mh@5lVRwcOIOIcuq9TG%lvMLXU9yOyX?g5FuAzg<@U5eQf%blQYpOJ+ z@uSLB?{5H;iiav^W{ie8ZHAo;6Iko9Af!puSRrLp%E85>I=*p!{oG(8mBjh<10@~> ze*lQ8r^8Q=*mXM{_4YPpjcU!-a@6-|5l6=vd+(7}LC$6kqdde6fJOyEu+1Gdhn}3h z0Y=$G*UaC91h!;_X)@j}!mil*AJ0-fGM^N_?F&9Us23}4lCkiBrt*X8=3J%?C2>N@ zyBAW=a9%9sVh!0Zf<6PF;Int8UOh_egIb!`PXL5Md#?TjsUu_*Lz{H@+6Zc!ESdMH zLj4$$iVFE2!q_g6I~06YQhX2K3~7k?U!m-};=7B-ke}gBeQ)D>-Jz=8mnKm`dw!5G zx?g3R4(>){TllrRDwchu^cJ*-eZMb6BVVtD(7!yL*p0-du_R?yTzD}-f6ENicQ2mv znxYx`VmwqL>ZAgW-o?ngeNG0|9d^H)vptfqP8D_1cDs1u(mJ?ZO z`o);D%D~I8&OY>0;u!ENA!|k{a^4gmN&Vu(uY_Z3wcJhG7igTcd$7b2#c4y6Dnp(- z@Bc64xDW76@zXLrvj*pWE(sLK>55i@l6;tS+;jkXK-qh*FiL8%s0*gWzkc0$i<(DI zQ9!IIOJj5M{ijcHpU~=Ja9cjeKr!ImOC&{3c7Bv-r%nu&}W2qzNyI zEu@#?_$K<>AwRh74>^p=k;RXn+WZ|3m>Ktc~-pthEqq=V@Cj*XMvH*&Axfs_A#aqxfQI9Xv72+Vu6 zA7KxoqPh}x{ME~A{4;=Gz<%Wlwj~dozaZ&Kh?+9Fe(l8hWWd}@Kr>mERW5JhD$3lHW z3T2Rz+>Cd;9D#E1vSI?7^}Op@ zs40iKH2S}T_xDoTCMfbk;6^1XszNPN6c>?$j=CK@6!&sNM(~ng&;T!I$z13A=c6w- zd@xi~;Iub8q!+$+`33TBqgJ%u{Xq!o$9@9koBEE;e$f8J1x^&|m^Y0%@b?e@^G%fh zUV8B^sq;TtfPX$l77ULW4QjHQX}cAhH7}r`e(cF^a4{orHE+&6JCm!C`_E+wP$P}^ zcce>bP#aMD4F{CUsFn#e+Fo&FD0(6hHF-q-P9D@JT>aAswMN#+C-+eID_h%xfwCzB z^%$58$!zFB36~O2PP1mRY~<9SziTo|C;_Ifci-ZlJ+A}-2TXnag^vQ5*75&b@M>Hr zQRAY|I!JW+qZ$8omLeKj{U%6Dj7tzo7V7$Xl7Ty!2RxzMs2j-!gdPCz!zvd$VoI+u zpb)HkZI*wwJ^!S2yv&A#ngV`HOs*Z5gFypXrR-Ztg%E&w4K>QQCs)^Q6*7Kik&eRVm<0@=*xNge=T z*HgNfaZYstAoYRu$JK0=Fm2~w*X*0-lcX2`SB|Yr?VpK8|z~(u2dR) z^b3UiK>qsAaMsqNZQGsnE^*jyA7V*GvU+_J!&W=Q?l%ppgRFF2cet8GK@StDhf$A< z!jjUg7xl+qP;>Owv~nS z7^vET!U4FqTN0S0^NoAd4ctDd{CR*fJU?76%$+d7h4PTfKL~i1qs}u^ytVj-@fh!p zyK|L8qC(sBLqo0jkEe|f+trZh0H}Xl5ojG(o&?~?H>K7c=v^u(!eVa4=eFq0uVe93 zz7G5A4XG@ApGh9P*lN1w>FJrMKjC(V3n}DB!t%Btc zk*`6ygk%<*aHq?J=5q13k%E4nRG1LxccyVW(CqOhKJ_=Jk%)A7vVFlw!5jmaf4>SF zs;`8mRoHjDx%6TIU$$awsg4?$b^>LHzGIso^u6R3F={qNfDpZ5JN2Q-R?SPLJliGg zN_Z}7iSdYA@KG(H}lXD5ZmUW8kR=9SB&_|%w5 zG8c7sx^u~-!kIyX*`UdjJ|nmpEs%0-Q~c0ayBiuB3Ivks8bsba_wQ5DTFy(CF91x0 zU!d@TZM<{Mt37#WltM%Zfv*B)&v7dCXg75!e~THeDxa!Z^7}o*Tfw&^xMXDF;y{X2 zL`1lKYpB4EN&ZZr$v|n#Se8q&kPj~ z+IDeJ)Y!&dETE+VsLQS}wZ5a{)dIqhmHE8>t;fF;^dyUp-mo8fPOco=M%A8E~DGp*=0BvAtuNH(wJ3(78)YbM%ZLNHSMyT zf8PryNh^U0>2l#V-29yHXE=)o;K>%%3#Af#>D`InKq%^y0+)pwr)6OiYRE?Wv&(U#PY^lO*_T)fZoKT zY7Q3q(EzOOaP1VAiFn30l~I`%?3SHql0vf~>|oo#P$|%Jb2bw-#>A(-k>F_8r%W%K zOqn_y#j9H~ob!N@8~yg}+pX(!UI-1|WhTSyQ)f=RQ)fxeaF{6-Iy(B@A4nQYn9lac zKJWHGpNfi1=ldiuJ*S_x?~KTJfLGt&?aZD=t;E>y^#ZH1`y-{?j0L#!kNdnf#%UBy zx!P_@A9aIwPDnL1honm$>Xti=Xu%VDa^AJemP8K$j3rJUWDr}RyMv@LtMLL!7fKEC zcP{Lpiw8x!0z|C4P)&c&(}hjFarQ%D?}8$h#o({HN$;w5x|S=c>e91&`Q6^Tadm;a zk3CjtF@9&%4!v|MkB?-FW{3-_udV<-2&XPK2_V8BECCx@36D@eE<*BXuDYs%_5tr* z+Gc5CA8VF3$*P=^zVp{b#kFNG1Q|868SyC38}!VQ-+FBu9QBcLTdwm1n1M4@h6>+w zV>P7K)4z~|*UA7V1C8DMCoag}1OTk^-5uH-AIUD?j9v%PJB6 z1tI+|wG)PC`E?W;i!hBd;qy=^WWaR15m47Xph>R5{?yF}BfZUZ zx*>L>16wp4u%0F0~-VjhlE1Kvnj47Olc-6%0h3qxGj7eeVd^7qv~r z0JZCn>nI9taQ5x^ew7Dd6E^+92YwJnmF~#{1Z1^X+T9HHgHZ* znbv>bI3D=ycX#2U$`wmjyb%WhT7PT8lS6*!%_5!8Fcr^`;uxY&^jZ_ENhv7Mw6uhb zM+;tgQK#JZQ5aROaOSX>-4vJp2>h*gGnvfqP)$cEqo&KIFV}pBnoasq=sgq=p?kpQ z!0xjDbk8wkRL3}r_(P3uWPIkauYzQ#?vmfeN44*gz#?Mjxc`DD1e+t z0Ym=$bOoKa#3*ok?q_-?L-dpPax}yyS<&UiMwtsQ1_9h102NU8vL!V7V?H~NRS%?)=cE-M*)ww*c$!1WMrMKT5)Sr86 z+n`BG`gePHk0WWId$2yXyrBH*>r?h4eoN=nY)%l(49V9LJ=Cs2^G<@8q_9E957pRk z<(6FR*2o@1B=!Yjd)(^+pAs*8M}2bTB_#_W>6*9MT`Ts2eFeDp+X>3HVv2L1}m)?NZX^SOk;?7S{~cpn+lkFRMX-|zXOK{s#QB@ig*{% zhg0eK6Q7Bezx!Z+`y#))d!0t;O^IMw)dlt$aizC_s8ai9W4@Wyt2?Yn`!)M- zCX%gneVjPuR_lqwp+7{eFSfJ5y3cu(bQ8l`F1r`cRnvujs z&~MTuGOsa=Ar#3cN92u2y(*bglw9Pv!{%jOEa8xq87i z-srH|Qr-$LLWhYU4bU{!!z>@oM{&WHx+v||e_Tu`BOfplUKjLz zApZzSL*oIULY?Ws(AF3j0*9xJhHd1HLY69h-79P02suBfkz3qZ(;nlxYjG9>Go4Z~ z&X(HwrTDNJjk*mB(F$>SXu=%+boMdH=;6#FJF{kqoXQtAHB2q%tq<sIma%T3!r!zk^5YGQlJ>_m)!Y{QWhpj!NLdxQhOXZF$^Y z$m`z+3W;P1Tt&!P<%v@ESl$Z^oj5%gK0Y2}dZZ3RECotihRRFfzzYEM3?N&Ovtks>zP?#QoqE0=_Une&cFip_3V|8_LFIc|ukndl2!sYh zm0cT@4Mf92HoZv)y9ab^8!C$nusaPvC_S&U#f%E2NlCBFdZgm8=eqQt2^PKpFSp$cW;_liQCD^IFkL0g zR_!|o^Qbu9cQu>@LZ{b`_sq_YUl|Wo6M+gEb?rPj1Qdkd(8!&gOW9p|GJlnYDfzCbbz0syDSlT5k4*x=0R~BsrH0TNCo7FIYT~5x zSlWshY(#647wnvSElUJCoJ2j|?GC+AFY|xWWVzCLbYe#jIm@TwHz%^nBo+r7BTwX1 zV2VwE~Aor{`7JmppRcMZcuTmAwL|H3rCQOwpbU1+2DwF9Ih*^Ol z0YJ6%%e|RN_T1(_KLP<0m1!0+7F2R^vbL__@Vtdnxx|1KH1PGZ!--5c^DLQb193zs zhdy3kP|4hjz~w#yK$ZM?-_bNyanP&FnOWloT3=2Fxwv8@?l{CNnu{XZBN;WNy{;3k zEP$k^Z~q=jWV7~?dVRu0`zewp_+{SAa-UIVZ&AKz4jiDr#SlM=w-0o1AHJ-buAuI< z^}#1kq&hi@)XLZSqgbr*$vFBx2|pbjEnIA#SvmWdMyo4^0R~d}#QM86>tn%zY9(1h zzw*s@6pbg!phV3<&#M>UZ)R6ghh^d71<0gdFmt$g%1`gp2dRo@x_e*u1`BO!?6Yn2 zzx{kaIC-5>vB<2F<`;!@)Kf^3j*cM?(a^GZiRtZw^mIl5INtyVGtxfDvC5_^=cjl) z%&A|UQ_yZa>-&Wd&~eZJ1FB)pEJgH2h(vG*o0cZ-aS1-iG`|{O9@A_zL__mpXuNA9 zC7@DIA5oltkqhUJ-@ifI8w${jzxc3ijy>q>>TEFc)iflhzS(2)7W|DU9@uNa^jRN;z-#7IlHXn*MN*<) zIOuG)#lhp`xogM}s`56CpX4O)0YLML#zxyOvLt20eb8zD1%E z-P^&mlV6A6#WklD@LRW#SvX3ITGEKam&Ko$!XHh|ynpp-U$h<2zi9aQHem}dVhSLB z=uq6?%}ul7z+b<<6utfcee*_UYgGkTT|*;m7Y_pQ^6~NMarP6{(<2@oEub@y5aD>s zIt5t^nH2w(8Rpv$L_YcXz*NIOl6P5(eN`M zVZW9eqwJ>O?A2Dej*4|OLV+iFxR4WjFxwUQl#=r#^{l$Gk2Q1j)aL>UBhf%{drkQ9 z&}ImA;>0%ov-pK@Za=bJMbMae>zcD$uXP19ltapozr#4fGu5a0T6@B@Mi*o_2AlmcK;TOCI-WQ1HBe~S?`3Y?jmRXD zqnX)_wv1wb=bm}3u3;Mu&>z1_J4r8LzN;i~6%_o0I7Gh)x+1wKz{*c}XoLqK$9liX zI}bP2g>g(Jn;<-=8$KBqS_e4p`u)fW#`YzW1E`x|SwSX&`1t|}*Y0go49|2>3Mra| za5$va+q%_q7D-JUue}nMl8FH0wJWD_ovcX5jP?U#JSw5QM{?zz7iX$1Y*QfNcHSmF zKR>|*{KcCJMF=tTrj+|in<5+GvTcny?H48$e)!2uYap9iK6bI8qD01LdWvW_-M<(% zDiM(s0bhgluQE&c`1WIzMcn{!vO+sQRuiPK3wLm7actH2L ziz$czmJh1&q1^xCyitw0FzI)F;Uos2AHvS8Hi*@1 zzec$6KB>g(qh-dFOz~O|v%Leyvg!Rhs54!Ch-iI|H3`B)hrCU6W7O$R5cc=&M%}(l zAaf8M;S$3!ITX6(@oOhhvKZUErspAvkYDv@fx6zum7!+EpbWrbt~Ls?%}c$SDtYs` zpjXdjn0N`rq5ipw^46au=mw!|BH%}f%cq_UWW~<&akNRULuhLI8p5kPh5jU)&4D9z zTk%jRG^?JZhrNriXbHM0i6KN+MB@XV=jPG=BO8zVy)z_I^ZoGQkeZu;n0D zMguWnvyR@dX_>kw$VAFVh^VT5yUR%EC8(@G6H^Cy=~u{dHDahB_Ui5)1FMjS5z4v^ zUJG%)+^@LqV#0oRRTiWX=S9_)y>!cDVW~{QfYIe81ufKJXSkd1^@|dBUVOXT%yL1% z@9WpRRx7LFLRU$nmd%fA7m&9pxwn^|)-^e|aJ#oPdJIxSU6ZlmlCM+j&TwM|Pd1 z)_lhLR(zA-9}KRdtrty!3HX}crIAo7bg_F5CCnj@y^VbccbIc{TM8F0Y^*WwC%?T1 z;syykEE9v6AH=Otves_v7d`G!lJiKVI0lJ)cQz)6J9jxMZ!>^;995Oa+<0KU3tT<& zz+LXbRg|&t->C?amt7QzdK~>|A4OcDwp7$&p$CM9Cip!`*O}q9M07$`Gg_a>7}j(e zh8I?NLsax>kuk&b&%tpu+cxFqdQ+#|`hLRAC$l)JW}@fJQ-NU@hgmz7h41Pf+41)! z=-&1x^r{T(yyXEkXZD|R56VW?DY2k#BkR`HRLqiwu>Fsrrd9{AC1z0>^TJoO2x`Gc z7jQ|V>Y>zwdMH3nzG6y7^pv(PP*)!@^UO@W7{X)WP(drp7CYs_ChgS05a~0_+7vq} z{_!L3DVnBn)i(`pm-y`E;O2TLYiDQrVNGSk9m8^j?rrsMUqCzx_^k4yCOygl40e{| zIIaEvDP19KPXKlnfp)@^zZBvpP-;W}=T{OyA#kD?71VaEEgB@$bx5PtnT@n$W7VU% z4&ecs(j!ZU=?E7|bu-bCn{#&l1^#}f!k>;~K%jL_MZ^M4zY}|UG2%)`G8$q{AyAo5 zzi~_!O`=X3SzyIk z$Q^Ck8>wSlo$-n(^??7me$cSV%%w;+8j|~A3W9||7sM4EkEOCbeku+h>kb;RnL(pI zvS@<;4w(@%6RjCw6QLj+5AlO4Aq0BkWHZe=ZPkhm@VWV}hf6IK&Tg7ivjCdO*>CU} zh^K?DhR&Ok?HXR-|J{^bAt-+NMp!NDU*xJC7=84As>*|U8NNUNFize=BOLAyGID;l z94zKo*?W zAg6e1iXY%rwfs>O~!5VryYj#(p66BZE`x~{LH_`y4daq4cfGrMft9v;L}ly zmW$hbmGIvM0Sc@D`wNzHe`u$7?K%M9Gf*WXn5GLpTD zoYfRY+`5v%^(J&>Wg}H?^=O|Z^I275b6ps$FH*B@#+ML73teE9vyz>fb+H~)*l>!@ zpFkCC0aa{J_x%CZW+6JW9iD}>-{WOcV7v)%??3C)7cSpJbsr?!_c0k9zV@(ndHv_L z^3hvR%1ap3o$twPid0;GF*=72G(A9@qP>0C!_|`j0=L~|*ey^M5+!qD{+$L&Uxny#8T!xyNA-(6n)sU zQni}MUI8WeeJAiJ8bNFE^Z_<}>?p!dzP@$wRVQz<-dh0)(PQ857f$S)@UTB=y{kS& zD0f87>saB2QmFE(9F)tX?)-)i0Xey^#k*gLN(Y^pYap?o3aSyZKUg%(H=-}4QFGFI zxz24{t$VB0q3K_H&Yl>(wgb5U2oj!zQCvlA-0qi00tL!(M^eWw2MSHv)ws zo?Mwj)j*Ug41g9UqCxsy@k#bgXvmMWIriQZgrgx1%C^bE)yCyJbVWL{&qWWS(7AU@ zb$NFArSF3sn67ebb;zGX)1j}rL@xR!*++1E2at4JX?r#QuGsN0Wq+A?{$~m2qMN%* z^2E0ELOB{WD4SEF$qMO*Ki98;T8|=e!<;<;F55bfeNUO!?L~Ku1E_@@cc*T);gLzl zu|somRJwmy-o)8^VApXtR-KH{v)cHL1^h0JY&Gjm^FR0itr{@PiLO27-NAH93u9oh z^7Qsfa>zA>nx8#C=vX zE+CtkvUI?Hw&BmlN8E5=bGHBaPg>-f&(sd�u!;nAIyO3R7PdNfImrN&Oul(5*(C z^K8%m^2qCc3;-xGE8Qj=p~;9`YH?gjgC(8lvG^a=xzPgG;ui_f4mN~p!B>=b(>yAz zPuKB~O_zOE0p;_6TEo6m5L_zE>O*co(gc-P}Li|v4>Xzn>uO^_D(t0uTz?Yhp3(_2CGg|gX@|KJ%uQXxn z>r_DT^{jHzTlr_w#c^+fM|ZbuaS&u6+d7DgY}=+`06^UMHV5dreJRJ8E@zGNTAiWV zj<(N{Jp)Ltjc5)Ab)pvow%w`Lsjv`2m;i z+3(KCE%K9iWA6Qw>f9HfWSJ;mB|OoLUMkH1^!2=KXXrqV<9=HRjmOjoy>s z^Scq2bL@5kMhW5Hl65zCGq$?OEpom*>*N2<0>rHO2gS45rRWo%4l%Hmg|&Z`#Bqbl zu)sIv18R74Ah$+~0A05%v+cC}x2jl1hs%JfHhTfq)p-Wo!l>+7haFk>4#?#e(G_eP z0w$X~`05yAh4^MKY}UQ%hg7&=z9Zw$Pkbs)HQb>9<~*d49U?36^wM{YK&>j}f2TlQVC*;jcdwb}QMM&R>HDWBT4 zpOad4SIX6B0aU^jSKTzRy!OtXt|sH)EZ9h)RTz=Zb#Y46>#P|{0}j+tX_XQS5D$a^jp1HvjN7W7iR()T<2A0Z}wjB6=l-b zoH^eD?FN);zB9t?hl`Fu5=@u;k3D|bUN^A8 zrB@L!-Q+j@v(IRGI~Sh$DQBWcX&`Jr^>qT|s6&@$JY9}Fj<3YuM&ACcxnmIU#2OP7 z9}R;OC+}sC6*GmhT?Nv7ZL6q|7VFKhp7p#FW$l z9GKts4p{`^{HUe;_qkH;SS={L+1sJPv)uP1Ft_GZy~FFA7atF=c@*PiZ)}@xfrdX9 zTk8Dk;+2hJeeWKuHpaP|TeB%JQp3Msym5YVN~qWBFJGP!;yoz!E*=V-DRF9_S_{M< zH}c$2%7w4o*YBiYLeh=YeG1P`0?hZln*2vC3klAiHqh!H=dptnhDNIWaADzl$NS4U zC6V30O)?C80uO)*QV{&7S-D4l4jghG*<|M714;R7KC{L4phCH)C%^sHu<;Q|zv<|= z`OdyR5|)}{G|o&V&Y^+Y+KM}m_0XFGse(=gkF*WX=Qy2DN@~i>*iwm_13nGds1Svv zcDUELxGp>Vl{73Df2GL!CWgas{8h%-sPvj)_vOGTqj^`cs(hJPej}qzC815@#x@nN<-X&Xk(%ZJWZYi9w3B}H!I?(6 zSr9fmdCadoP#7}Yqy4Npedr(T{gAz3DvT`wo7Q^uHxZy#u*P#PB6FtQv|6Ur=no-~k=O6XRpbMYRPlq2v5H{Rn-F;tf1pKDdb`k&f6x;R6BX>WjVg9x)7Na87w|7`3UGsZ9422-aRoYT7oVplHgwbb+_Y=;gk#<3V1X55dhdz(l4-^~ z4R8?8+7?Ppq08R`%r^~^{U&*L9Khq8u`G;1HV47EN={d#CjqB2Nlg$knL7PzR~#X^ z58~wn=TTh1LcB@(1jO@;nU0{Q;b4&+)Ovl~W8XwABc|z>l5;SS7DNd+5u%tywA&U$ zOY0hCcD!<9#^FB%W@GCb#C1RjjwB*TM3l7Qe-+^8@9nr(M)Ltl5|A21IADS13cV0#c>-t)lC4`0Y2fL7wd9i1I>ZzD@;>zD1^`y_Pr+4(YsKAw>NWkqp!FL-7FeV9;7JeS6otk8!p+vuNUfZGO23i`dXNZ_1(Z79Q=r z_D`%JPL{ww!ehzY75>;AS!DW0F3^0d0s*1xrtAye!7g%TmK^O2ud9Z~~< zN-=h2<=Es85XleWP1d}OWVaX;9<8_#?g-0q|3Pf^)WrBG~^G z)OHq4!?z2J-e@LRgefBUrHVZs{&~MtqI+8nYiD$81MYg7)Lu!hD3YeAmsbjTiL48NhWn}ol%y>CCzXwU?8lSOwX@XXOC9dE37M2mFuj>< z824QNbnjNlYkA?*o!*-$d}kDT z<7V(3r?Kh-L<9Q9#<38`W75%d<)lh%);Jy;%_^T)3H+KEE3>IGCOYP*%PF@-kC((l6k<1mG_|z(g5PD zoYF=nyQ=mDF2P7NZy@SzB-1hT$o-3XUlyYU%nl!r?!ja#pI{g(PM!i1-<&}iKG8j~ zPe&?TTO~W|M3oY9ox7qDKEn8=3uhqSH2;1VJFZD94=UT7v-1kds>a`v8Yg?#Qfvq% z=ir_hZ@6WJh^H`r7erqP3Ng8Nb+M^VHkro$`}&Rm!4Ng}{bxlV?4 zS^%ha@|RNnP=mR@&gV+)tm==YD*>A1@RP2%mRNZxkcP!{R98EPK$(UieU0wWGfX@< zOnnY^IM=H9wXtgvxtwT9N%=^vrl z`G`@*zUFdJ?w{iDEaa}o!<$2b;t1sH=*O647IO-({Pgz>P19qJCO)owXSy#*g2zM3 zteJ`sl=>uo(Vh8JQj7jta!rRl_ zAZRQX2D`f4k3a1Z-S)eu6$V*W46d_VlNZMpaw=lEDZ{d6j{d z1pgIU7IDp8@kks^@E>QbvSFu-mD z@zT!t6A3uS=W9`wtN;kOC7-JXzyv2#@a~#`^hx{!o%=`UJdVAf0;8%jJU`S-%FE&% z&4k)3jgj61t_J6}uLDd7N!twh0nNqnVxpg4&J(b+TOE9m(I-x?>f`jgE`HPSI5eA0VgFk9fkGqN8{?V#E{jU@|7ZKG_^ z5kvj~=Z^wEo)wlln2NI-S_U0}2pvJhBKILFU*#`ONPdO$0|=Kx z*bWsRr?0UGg)C?F8lCtwR>0uk~CN;TTUAq@1w_7U%!{X=VqB8@xodk zaWrPRAw6GdiRWJhiUFUBeZkt5fB0s%9zyl&W(cvJr;jF%N{(1ZwHojE%7jjRu0!FWF|r;5~0 zOr#bs2hTsB9y$F;QM1?SfXwX>V0w3RLURoHp-`&Id|Hpr9qmTAuLIl=*QJJ=v#^jMoXfLA@9GUcj#ohrCROJJyEG2ctomMCJDH9b^_9r>`i!qKA8BAWJvwZEb7(Vx?8T_jul3J*3dm zm~B+sN&44Lt0?}rPinWBm65GK-6q};(|SXkEwdih6aA8o@8 ztMbiUrU#n??`FnkcOGYwAs#>R>^U9DHLqeZe3-fWjr#21y~>A`-kz^%A-|$c1oj$r zRrYT?odjH)H13Ge;1jo69C=$5+2q1piaowN@lL-bXE3eGtf3Y2{MdnIzWoF)X3`y5 zA|sTO!@fhtT(Cc2z`78V=%1+(sKeQN*<5q3mE6j(xH!m6v6^EZd;ZHiLxd~W zdA}Iw9b9SHZATqWv}h_*d`ROr%Lp5osfYe!74|N-F0$N4q6;m`eYvM%+A;1!B)B+4 zTVECrEuV(jQ+KEc;!hntppnTEWxVN}YQzGZ=VJ}io`G!H#i^Noj*doQ*nzm`>Qk=> zDb4-Ze%*&z~_^6csA?v^Q_og6Q!uZ3mPvVMTu8c)X!%OQn4d9i=P_h}1AdQDPbOa4749uLR@Ci|N^UEb z@k!{Gg`&#Y4#e<5SEA@!@ANecMOabYU_3*%Pd%os&Y@0Z$h(7fEt2RWtqG1eMnT$x z^~i}6Areem&`vFRIu@+R>K28;)(7nXfSUirPMN3oJ~pw;$}ZYc1dZnbU!070tq<&d zmu)(-rxx3t-7TpSav=-{RkeE@y}QM=UTT9g8%IgCPEEJx^&&cI&^Jdyz`)jY8s}djjDn&D z246&EJ@X!!TfgWvbh1&C=J~7c_~xtNvzx*adu6d}K{vccqeuj^m4+e+uNv8nP?Hr~ ze#pn?)U(syh11pn+kdqS^{+Wf@I>uc%endvHJQ&oMz7eF)Niq}vZjw_v#ud1SMxm| zucqY-R3&xHc z7)zqRB1fq@Sgw^6_e;6n7wP7o!M=AAZ#adP>lVx3)fQYXtc*r(eVedoFip;(Z1x`3 z>_Mv=;?ckjrIQ)g+@<+JoTwcCXG)ul!$#TDA!w78_x8Ap7D6*2Lq{rm{0(?&gl%;Tlsu~ ziAu;q=(;ii->UCBGyV=r@PHpBp3&umoj%A>TQ?Ei_k09Pn;Vl@w$96!i!wi*?kGCfEDi4$ipw3JJo)$8{yye~)q4{pMk;p}*sm%4%L~1t!1T(e=s1fFS>d=$M*N4`9e#w?7i3P zBs)xH0|jb6LO^~}=N_&@V((vs2`uu=S~S4t^grcWhG6*Vm5914QugcintX%*?&VbfuhDtw*)ktcsNmr;9a-4l}$F zK)%B_SBQLyg#Rt6HY64f4cC*oz5ldQSTx|^3(Wng&G)j(H{URAkFL%%HXRhuin8}Vt>S+xi!_oVm z;eKX+u+l7l_$Y(uuscc7&ClK*00xa$%IhpK)>(zuTsUFFe8t2D1`AkKs}qd;NiR!D zUFnYq0H1F$!jlI~mnssayz4Oky?A`w;$zvXSPU}5;TQ2P^ znnD>-m}^z2OA}!k^QG6ix1$lzgnGlUr>ilm=W4&cTVB0nVi3?f)QycTP`MzMK*;6i zU78ESy=JwsySg@y;Bq-y=C<;vX=w=l&J*wtatNe*7X8H$cs|2i;Bnzyv)P4VK=(|{ z-59UEuqbnLn0*(;;#Wqkllh-HWuAO+R*n`iqnFJ>&CONh`qRXX99W72)x|J>pYI=x z4jmtl_4ksKvto6^%qjWuTAknPC$3I#lqpP(F)rDTJQ}~!Vz&s1DS zYNbI-i>>g>@URuP4BIIJiCkd_q5A8oqDrPbsn0U73@vD>h_@a?~(J_JH~FD^a+_8e-*x7-mplNZ-K&d#4@0 z(|4g^y*poxIre!#rd2QdrKFr2bQzyZS}{0$Y_?X>{;aA5^tH;vs$U4z?!Fn8@mDrNY&wJ zIu8}*tK8HGe8EqxL?c~q4rP9KU0~dG-H%)gKEM~qNoG%3ReYJiyjXi?KSfi{i#Z-( z#!}%y#^J%ZK3c*US*W)dQj^JG(G}k?2z%q5Z5%HW#H-DrPU6dK{UeNcB6-x(|8_Pl z9F(9CWAs^G!e-}Q#EhxY>tv-le>s?vNXVL^dW;GZM-~8gR5Q|vkXsTPd9vYe&l4$6>qVid4F-dL0 zvFbf=j-1;d0usY;dBhUsWW6%+YTk}Q^}9#k-JjSRC--mnF9$V?X*>^Qo@3rX4MUwcXLy5wkQ~=Yi<$+E_l(4Nl+WYC*G=$@mcY zmJsz!cfO^)I}C92%HdMBwZ)Prnj|GUG4HD}!MlHo)r*sCS{+_Ij!4$K7ix*{k_)5J zLy}^lc74>H=ib7$zR110UKdt0zt)@Pv|NE?An#YD>xv{KP52(rQ6~L`T7?k1)y*GD z5*?-ti-sdx)0s)VoYj>S%Sp9Ng|+F>)rbB+Tz~?H4%;QLO&JFR^DByQ&l2dZE`)kW zJG#oAnr0m#ka%L7AxAipWpC{%US^PkZawz7NADTAwq1!$kFdWh!IpGeIS{6U}zbGzmbmoZ&7_o z?@ux^Dt1OYxvkv$fCnob!z>v}WGwNNSKm&tNlrgbTl_vj_?ff+t_BH&IF7k({@@gJ zcY9|#G!c?r&Ap+$Q=`m!6$jSd1g6%crBKGYQo*k;R-46>I1XG&Y&TU@*x4p%CpZ#a z#>1xh`3rPyXL@}Z|7lXTos{k?Nwk?}ue+N|rg23wcO{?8Zs#Icd7K&BYFh77(-g5+ zX*agu6Q}NJDTmsVOyA6scxSAeuAWhnM{;l3wL^E`I??28;yZ?%ns$WGeW)&X$VF*9 zbjV!;CLzhRu0XyzY%sE0Y)nIxoXcB|5+22cqa}m3v z=tn)Hc%l<4c{e_fChV-NQQRcb!N@jr?huyDm8(NB_NK7Pv^4`JUMG}y)H`mGUWpKT zh2I)$9aZDN&j1$0#!t)8>x)LGj{U{x{02MY2Q9jXUu zQ2)gDf~xBiOtxZOEYeP#&ZBnix?H73CPE$`rNHoV^^)SSBzw9uwr`BOU2WZxL@1mG z_iDpSV34ho*A+8iG+$&;trb~E`wvV1$CUMF5HF)+4hHUfO{IuDqn4$g2|DhS~CC%S^vnJuf_Qw;5 znbt^LShm)S_@OcH1mig<$Tzg$qq-@_meTa|ME*&_2{d`G(zt}Ak)hJ$j_FmlAa8zb z$QA>)T+%DS=fQcaHcU9;Dk-!FQNSXSAXw#~J?SymyeG@Wf{Y!;r;QpIf@~wcAg;V! z3o4ZYz6>x2(tj&s&d-)VCPXBJ7?&%3ty*Ky@)VrZ8JDR*L6xG`OrQvP0>~T;-aB?*5#FV*KWCiF&@$nHK>SAKk~*E<9hO<&5!t z-usP$U&d8;na=r2c`^?^QBtClSES)^M-G-LZ;el?uO;NfT2oXp6JtVpetd3uI>3@@ zu)k0NW%#V>1q8pnEU=ac7OyFD)S$EG>p z3)1UF-LaP#&UJR1&ol@Sw^TR2)jkpLZBAk9$=;xh`)6}v*41c!+HN9C4ekB=52l#5 z3PP4ZZ;iKJ-T4+o8$^TMRcUh!<79gcPm{ z!E`BZ>1Rq9d%elq;Vyu7s9EC4BW{h+erj%Ec9tXwv}Arb)Cm3 zxe#M6z7qgfv~3lqB*y`qyU@RxTO=&A>SQRa+-g@K*8`I$`eOSugY?~Z*p*9>g;rh9 zt6~uKq5j}wcaR9O5RVN-rQsA#>Fv4QGIWcWtx#Wn0LjmbQmA0sOdnOWOl#(J(>U5B zbnx3TQ4GT0w3U z3T)@F?wZCFW%4~$qSI1Ni1r&^8@NcSfwLR3;n24lT=BMa$`#RSXc+4`Zg zmGOFXd)5YPbkUPcYV#X^Pv^dqBIu{$xKyXep-LcBiWsas=${T%ygun3wks8VGMu%3 zI3H_IVl!NJ?p&2=iB-=*L+=^}7A#c)05QW9LnM-4YV?;6D-9_Q3TTz4VoW&Yi^q`4 z6gN@E<#BlMB62}_zM3Hq=u#K615I4v$#M{j*p-il7<(|TXSX_Z)`e<0BqFq4;%;0F z%(rTaWsB;Mcoz!U*wR*DAp>k1<<-AH02N4?Ivw;MwD;HK{~{S6E!bCz4a{b1WWzV^ zZD9$WJNPo5N_j@FWQcA9RU2L^pt!T^e$MJ`BVd0m-i?I%LkpxTOvzB+qsCXUb<<3u z;q-j{PlFdX8l&KCO!1b87c6>ah*glh5A|y0)C6N$8PMZ<38)EXTk90))_^aL}#^5N?5a=Z$$ zr?6~}`qZnpLm|22zAq zge9hP8O{B0B+kz^FIY+eJW#As=Bz6+50l(SrB&xkSJ|aua#100lVpBvnh}Xfc7FwO zN^6dZ$WjuZ5s~cH%2r!L5C_K(#dl?DM`@NAO=Eb6BGLYVL8V1T%9d9UYhz1|E_ z$&>SSY`pnHRqSNrYrpP7Rd!gA0_wpcOd?Q&c=TDf++C3G&ENEd@0?t0XterZsg*$^ zB-S zqB1$%xO6|anJ&>rtZ*^+)x9qW=@fp!u+h{25ZQS#kC_y5jy3Q84ndOKW-0+P z&AiP>_I^Mf<^`p`QhXL!KtpeDX-u278{l^&*?gO)IV18Qi*7XG!qGCNIsS)3^R z=PVEM{tQ-5qQ7LL>#MZJzRNX4xeNVX2~QkM*qulf<{ImA4*nLQ@N$w0{~#wd{=!+4 zfJx)p{q`?*_IX7~@c{7gvSCeo z7!hOn_uKOXIyhfFu5;Sb-!-oQN`YEC)K~qr^-9%WsKRQU>Y>pkmwFAM;A-hM`~(Ux zs3ESB3#;#d^vC`Nhc;+!s;xJ9o+}RhLcK^~<>=<^gO~ToZh%Fh4k>Dd;5Eo}^cn3w zI!(diQwn>bfB({QV6W9vXC}BF*anJ4oyd?2xV;=1g*R=F&X{t&X@RM!U>-pre8yua zcSW`lWk`O6Wc~d4C>douD1Ux>tNr^0S`PqQ)gLN(8{50Ob{BXz^BycEC0DCH%V%BN)igz1T9z=4bqrrctT{(q}djHXmyjWPCm>I-JR9HHM1vwk`TVCII61vcEP&mIzV~d(wgbVp|&d|j& zBU6zmP3EsCo4r*j#tv#M(IFM`-j=DUGP$<6^v+#OsB~OB)(TwQzLlSFf32TIbq9Q} zgq&XuJ&>N!%lzB$vo(Z^&3^sAEV>-d@9Xp0(pY0IGaOqm z;abS}T-s!q8#klg6+N&*d=L4l9teJjSVxoC z{WvzD(yvmaAcf4yHi00>>wT3Y>%GnJo^$~EO)t;s3u9MBzJkTQ!66-aC9Z|Wk9T!> zA#&69xe*3PVMbqo#0cbLp$_D5+G$^sQ>`&=m)9l8x^e$k5Zq+-1JFYVo0vdBs~0!+ z%F3wzytI@YAS=UNu8_za-&Yog6B(C&-x<5UHg6Pc3uuZHSR-Vev+ zIQbqI8(o5x#!%sw+r`&N$Uph^6UgBI=1YC>ZfGIV(UPHWDOALAQ_EgFQY7HKIhPKG z+yaDP$WJomda{oR0>M!z;$S+Eb^!d{+F-m)TGXeWh1b7;MgY8iW=^4YYs8=Fl30!# z<47rCjoMSZ(H^ZFM~Gc?WHUi__n0&?=U^grXbPrqq58(&tvauPL`|n?tsuVb=gr75 zMG%~LgJMUiP7^tBKg&e^yPw!rG4_8kzrPRqZ{P17ye+EVSDNJpW;TF{E3pQlUC&o? zO{M=tO?`58F-#`I?Ab<0`R|{`Ndm(P=%*BcyT6s{iy!-jO5w%k&@=fe?liJX+hz6T zC3;1}orF!CCG!7phH+}h^}f$i-GE%4x8-iX!B5Zfv7M@Ut7ZqR5uE{IZ0^R|_C{zx zc;cFNDOGVGqUMrEeXclZtNnHnUFq`guy;V)>44t>hcXvSAv=QNQfg$da}Nq8a^7GC z^?H&mQz>vTqyzC`b@smksXmH-;A7xl=;Low^S{{2`Ss;?z&l$g{}*tDM*lWDX8_P6 zjX9wjcpVVGFRgAHnPrsI3nu=L)9nRDZ!rmU2;*tvl-jMbW1`YpvUQim8MKOSY;6RdPVWqhu*M9g@iKx&yOL( z{4{a3A)I{SO}SdVLdydo;LIGV72LI;*Rzztf6wGB>fc+tNn}^_>Hj4$`1uy-*=hv- z7gqebL_1#cN;cpv@SW4}W5Wif0C{C4uFVeO<>&nr&Ax{HReWq1fAR2+Y+UOTM~OY8 z*VKMfW^ccNRBW7wGB>*)pT`kt(`<}inRz(uqH^nTD)C_lB4-BT?RVuG{GiC}issyT7 zt00HAmq&Of`EQ;|E@|%Qqy&WG7qZ;<*jV%BN|>)-VI5VXX(=y#&UN{oms!m{B(c=x zh7ye#bwaxPMp92Zylu|%e2Omm-V6*3bO5x$@t@+XpzG!jLZkaDA&;NsoksMZ4Nggh zm@dwvs|C3-qvxA!c=LVEi9SRT#g5T8>Uj(AEy+7>tvRWH0Is{=;qzh7CiN6BL5pe* zQT5B{M;V!()Z>=mYs3rD#>(;ipMpEV?JmC&fU(axz_hlx_`%&mbFZ7z?VGde=r?a- zF6|!o7x5`0NA4^bMl-_2D~NT^N_lVX(UR^)WB{ENwribrhS?)s2sQ-;MfTVd9Mj3~ zdIjnhqc$hS_Wn(2I3%HeSM_(0^kvLJh=suGCk3UT!HvrH8 zweLur!_4uyz^4PEuz*FiNwu0A-wSA;ip7%6MU4)(eC?)WoDX54gX#(QsKN}y4xB$= zOUn0Z%A?Zj5=P`_$8*Tii=cY1o$l9Vs*osFcD_}ZL=>i=kL45*4a=3tGcbQ#YoAkY zIVI&g#Z)?naQvY8*XWp}|22c*$>HDji43|*QFLLPI|DpUH%P?37lwSdH{^{a^G64n z+oO`^3oL`7qmxzA^8XQg!uf3aWlUlVD7M@@RKF_L=WJp{MhIAJTvY;l#fJ4O3x&9z zer=aj6d3nSf4Vir;x21=cX^na4BhDY_0j9b$JctX1sm&wZ@SqqUX?wtLB(w^RPua; z`oJ80ePd(dzU&E)?Su#(@s)1kqcAl3THpq6BxNN^lGuZ(;DgZ~pJy8-xxC@{sywsx z041>OgGIIfQXu4O$j%O{l*;!hBf+DG280L#UYM7WIQ*`)gBF~Q-WiYlGUc>R3c~BX z;cmI|f)vYzYV5w{nRomj1pD4OZ=v})ZW~oO-AXBZNlr)z`mgbLmVXAT0#u18EZ2n9 zPJ>cY`l0@SRoxp)F}ds{4hgu=uadZrsfebcsu!EFA;8 zT$icb+!~B~2WOIaeX~8lzeh&s<#{^mFJ2lQmnYAEaF>ca*w-Y6wq#?|zO6HniFkPM zFz7a+3JU6X`zUz9g8b@T)h1pYiv!@S=Kl7vmocPg$3BV4l*`M@OXWAHyrH?dBy&Ok z31AMGI6oWdGq%giv>^FDf7@#z6AvqV)}j9Oi~8j3tfsC=kdvbKn`yZQbNKws6R-T3 z)pnJ4m=UmZC4VK~wEghDhxuI4VY_`%V|V)Olo|m817ilByQ#5}mO0!zRQ}_a%nG}N zr^R#jp^h0JbH|*SF(@}NzbjA5yyT%x**Qu*g>>>l@a>(Jf?hE zMH=EtrlYOK

X6Lc-oSF&EBarD=22f$$g|H8nnk)Mszy*<@L(G4cimK)nXTv0fjB%d5SC48q#7na)$*C3!dEKuztsLne?d-U3^DHA!ln+0LP2 zJHmOB9WpX@THt*|bF+5cS2jt{LfS4g2m5Kpvgo_oU&d3DlM{`e zj1(DG^H~`qDSz5F_dQ4QFYEFa5?3THN*l|8oqw^t)(wg09$n9DYZ8A#q-I<71cObj z3(Y5TIOb6A5z@;j%PRQvmcFMST11umn)dC5FcLkc0IMCL6V4+Mt>$%Uv9X~)Hs6D1 z7gze7A*2lGFnQ(TR}i*>#fFXbb%h);WSPv{bk&A6bBs#p5RvW@(L#K#m5>X^)^OCk z8470#r&Snl3Y(JX>ZO*itcwepQ%zq)`HV;NN7>f8XWpjZiHh(Ww<8RSQmZfB(g_fdPV?rv=vV(;F9BVmVeUJnU>u*ZI^sliI15^!CntmXtLUfVm zC6^%64OhWWe#TYm?W1}PRmVHrsUcvkR*;=eh`ewk3q?#yLbiZ_^9M{tGc5Zfk)LzX z3eKuUgnldh%`~wvV_?BuD{RcbZFWly5tH;`rRhh9=6qh$KK2C0F$04`ReyVZzX5vC%20bBiRg4Bo}U^w z?tlBy6&ke&j@$GKUojTtgA?^TY-+8N*H@(k=YyjK9$|BXG5p%w+l$*pfem+ecUCkr zqbuI`%ro`m?t>hvF z@#P0Sk0%V-`dA;^M&QN!Xa1ljmC&{TdsXv zZZ54DC&2VlR}uckTk`!|}tPk)dKJP8h?cEcEYdda!D@mu;X z4p#6%rj^4tN0Kich0E%`5KK;U#Jdn!iSxL)v1>Cux7&$#E(7DSmZMz#px?{{NaVJVia%|f zwiiq@>PMkE$}K^PNgL*jTTPWDu1jVaHOa>0VAk#gZ$nUu(i6oDkCT(Ei%BH@0{c=5 z%OTi$zCpYeTalWOzuCDDP^kV~?uK|f51AA4_?tqdk`l`9wI#3cn?D~Sr+ zj_+2@ihnYz(d|LYy~nz;>)I?bD5gx{sh^PmD0M~qwG(Y+P~(WB`?TNB4KztJ(egeV z@?RW9XItu6!;;08D=V?qg51I1$p5Ew-DLk;Xmf}+#Livh2>{;DLAE0T;vYHxG*Ng zt<~IL-=Yicw;_j)1A+U7x7)fhP?s(C{eXS(twM50|3a5?16vP-VIXuO0bugzT-E}S zY#bI>g_NZwfxyG2Q zA=K`LYsbhphZ7u4s7MwC_`RMQNbd8!|Ju=35JN?KKADFXvo#3V`12#}!byYmn&lL$*NT>hZ#zCXTpPrnZfbEf6lQx3x7`uch*t8 zF<$@`TtKk8!g`uNBD&$l%_mDD1w2DL41lZGlOvb_aHI|u+jQ{q$8OLI0EV2)X5wI{ z+2^T6p2OuLf2q8Sr{GK;>w2K#8We7L?jXH5o>O1w0K(7jp5Dn2Jm zjXu?Q;#*!;%*OZ5W7>QGr${?=HoceVH_5C=%sQNs&$;AxE$075h9w~t78a!@=guSD z_{>Z(QyFWl`Xd_%Yt+J6s z*O2y&8_U_k{HtvK`>PV~#CuM0MBwZ2#Ea}Ih^4YPoi_2<$3QOWJVdYZDM=I6=u^0Rx2*N8dSv=Z{9F6^r8m!N99r@~GG>I$BLv-lu5&0? zmbqCXlV~Fd4Qyw$_jueOaO6<4ky}92)4uR(T(KaJDz}1x$(z3HiD-qSPqdkP6Y@D}lwq#uvs-Imu(mx4>)H({fpO>HY_1;yU&}?$TrUCXu#+##enF!KKz+a1 znfw$g`XXyxthLN}lpf=4RkJU@^o*GB&eWV;(Czp?EvB+sx^uY;0^jnn}HC2B3`!#K46k!-pUt~i2(3bdj7!raalhm@m{n8DTNB4 z{IMZt&hnoKH}9bHpNpUWvf92ju4K@c2#={^t!TC zqn3bDPK<`KsO^MaKB1w(EsYO9RNqIpFo4)=Dh?ecjE8E}AY0j`caYuf#E)Z--iari zGMXfhj14Gj*~1~mJKH3*{TVpS0V3fslbts=)r|2s{v!Y2@O+Q2{w>yn)>gGx9bKlJ zVsn1D4-B3u8Gwsu%Vu8F?seRH3@iHHZ@lFyXaI~rkb)@I%h{ZuS&Zdm&_tpVT>@i( zV8r3+fIGT__ao*@pk0qIw-;O6jZ>uuIDJB$$N8{mEja zZN23qaQ#2TUuDBJS75SBO`Rp4%KkSm$3aq;))?C^woj_gM_>Is`=RLv9yOrMz-@&bty4Puh?o#zzvu)6ki!` zG8tzf^+kLwnAVdj_qBpsE|mOo8+;kgv2AU`!jH9G3M?5e)Nf~~vw`|CZ%~RZxz>6| zh-8cjJiXIiL&zOBzvB1pJf`VFxc141y*J)P+4t#3A_oFApsmSuHwwcniv*6;@N90X z8tFxfVcL+v2K?Nk*U7|oAt7ct;VB$~cYuept!T4ZCP&MYeIz%y2WEPqxq${ONpHLK$Y+8dM#wBRV*c(E3P_mWQd0xf;qV2 z-5hNaE$D#?ePYr+Y;CEZT8fyc;*+EGaQV~Kg?cQ1cj>DiN?AMbxuuVg%k2%u@?77E zRvxY`-tX&Vll0%tI&EV_Fo2Ng3~No|=-|^Rz+?G~)W?8fO*5#iF2f<@oIn2P0B+(e zPzcb?Towl#^go$f`BE(w>InRktS%1r650mnRN{R%j_1tIwh-ziuZsd>I?}q@w>VwP zCF;JcnD!eT%+hff`Kl9%X(*fs9ay6OAFkp4*gdjQa#mVh;D>Ma@AvaZ~`<%QMk% zNs~@);VMfsZuHHg_ADR|nup2@kXUY{wQwXD-)x>Up6*Ket9*vTkyQ~k6M!~6+Fy+g zy2}(WL-)MP9*0h@t_I^F{)WQ~<=zBuc^dKCGP^KQxGwSzr=mBWILcI2zArfXC|c-K z9k^Y_xAs>clOeV-S&@GsAer|Y~0FYl4tr^M(>$C4rbQ0{6A6gsN2$pX8zjK2DzMl}H0 z=UUp=*)yE{Z6}^jJgarHEMXoW}OPM^jiwln7*MdRnMpe$==;FD|o} z#mhzJ1PpC3fxhHQo%PD7eH70*C|0rU)`KjeOv9qOFLEo6+HmFh1k0qo1`DUUE7BgT z&B4Q_o}^yStMa%*SQN}Uq_#194`Vj>x!P)Ypxj-sZ+~;0Vn}82?aGqV{sV!Ch{#VQ z&IUny!OC`^+y89iJTg&%k!wt=R%&qAltCm;E^$o>LfjKCFuk^U1dbDsE2g$)4B2y& zzw1KNwgu!r$wa?2|FtK;e!hMI8su8Mz{juGm4bnodn@ve7e?}tz$C4%+2)uX6A>fl zi}7)6wPsXw#ES?CS8)-Fh&`Af79ZwEvmRtqC3Zjs8*b$9ffh6&J2n76^`nwYDn2Ka zqdcSZDO=%vK@M65lqBOuBmjJCWT#a0w{5`tZ<8pNsJG=dBMLX4#$xJ@ST!3*DM%)w9 zo38*R_#5msvSvUw0Fvbj2V|^N2MhIc)be3b7nqzi%q(3}=ccZOM;2X?E@J|@D?UEu zhsrecZ(dK4G3|u|tup-SQqA84_FwG=ltWm|SDQ~R=q$~rJS6EwkHNK8$2ZeyOHpLD zJB>^PeQ`z5)q$#wkfdQ!_yYC^H3qZ4Z}YI+{v>=p%b>xs;+Yyjv06L3JZ zKb$NItiI3Tcz=cuOG(m_Y_I=Dnmfpp9x{<(x(P8;Nr&Px)=Dgo=M-~E#{=Kj$pJve zrB(yU5K*j;T+I?YfnaKC>Yb~;RA6c%gBy@9{o1)RQ`1=ugXBs??(H>w?$bN4NsfJk zXVRkx)Y#l6JQNbkZe`u!H2efZb5myTK5Uh~^`O_SgLT|y?3w%CSA1NBdQ@hx1>tApM6Z=|yd-Te-v!I%3Z<}WqB&DSgWDq?cl$aE%ry^IW+v!vFWxVZvg z@H57=ZN6&+{lZIXG@6%tg(x>_v0Z|;C+G2xZc{B)3-jDw-P#f;%3|^1%SD?C@KFYzYYLS`l3L05S@Q$Y#-MD z@`AV2-?jLi{Si4mXFRX+?q>i*tHU4G18)h4NPamH(zSXx0rgNXYI?HMFp%~l5b?G| z@Hks;RJ6~L(eR+8>)F^TbMHrlN2@Eclab38akkS2s;gu_);^q!30|`unNQ*YUlamN zqNFi|Nq^_`ZHiQb8rZzMJ4bjdVfTU4$|Kl;V+JVGoie79g@TU&@xeC=)xp6T-yA1M z<>03Z>^9+{m>Z`)r^5@HNmiEW)J=K*Q#|4)=p&7jKzE~Zr33dROVV6=7g8I=*g48*wtS-FS}kb@Uf)axyTUF)c+JAeqdRsH>v40?vf0 zz)8!42dHV~xXo_1c=k=+fAhH9Td#*EQYjAfRFSW3C=c^&v6_v3rK4gQmsGG92Zq-u z!kt83dmdQ^20vead22>@<9({SCP74@)o@>~=63h1A96E}89^-gX~EIW?NtfHzsQCQ zC;uOhtzZ3Bp2q^%TbXqtsS{z=F{Z#8gsm-a%84*GTY7N5MEJSUxc6Jd! zV@pB&>|Jy}iMNLMtIB%B@>2?F^(^DyM4?m6ej*}AiBOHC{QiOb%P1{C4Q`o;-t~xx z?q}zYYwxJM%iYr20x~9N0NFz5(eQbcS}(`g2YoLon(HEaFlz+!5qB=MJjDXkJLZw~ zsr^y}9MG45mS(has({aWfE0C)IYXHin|cJb#}wHnyI|Xrt^?f1LJCSjfn_(ih(>fXgTW6})4I ziVCQm>30;)NcUd{(&4jn+n2^|WlV0Z9sa&|pP+)#^dNAbj*bmvcXbqH+%IR)rLL^n z-grD;VXrq7vE_8p@F|4P8AX?;wRo}$9n7sJ4$XpyHlsW8Gf(z#LZ7m%zs@m*wY|XF zl5;M4#upoa0K~Etfhi?a(RcXg%xu&I`@#VM>(BiK!RN2Q5-VC_prB_mU4H*Vr|Ab- zjk$>6A#qTS%HkwB2LG3PEvSF4Wc0=y6vwcG*REKF`Yr^VGCw#`HL8@SU~b~%d)8f= zS+!N+t0ML$UlpI-mMrZ4mKw8c;{WzJGKWqtI>)fW<(2xu+d6=QVK^ij0RAcRKOM?t zuD_XeE7n?HWGbZvFrfkl7ug&ZoxC%sP0D*Z(!bxh%3{s}KK@KGxF@Y0h$A1fNCp$@ zT7C@_g72djC4V=#aOK)GH0wvU`H>ZBO`Kir{ZWw~^}qqNB59*qO$l0|`e!k1ECsQf=lWI1zc@jG^Q**u*a*Fz7TCZ|v03Ek#;Ar8t4dZQ4RW8=dE0?U@)gXff0zaC76x z?hBxkTb#HAd<96U~Cw_dd~R<-#Z(TO7ynS!{-H934H=RV5GsX0&J zkHqX)8y~gkpZ5QZ4-=>M^)=ztaze5h2lWCfM$J5-ao!Ex!~U@NlGCZ>+riGEQzjNT zaw@jg+)yc!PVP0=8h_8@HY~s$N1!l{nPWNG+OO4m^Oug{|p6EZ$An?mv>)R`=~jNPUGV;exOd> zSvb6;yXrt92Q4c!{8)ffrivjCkCk1jPzLJsn~1P5MNHWpoj*D!BX@(C@jtno4;vw} zlbv%7ijQ=#^fq4sao(c*KnOJ}UTsjI2+`FTFz-MBZ{gw$yF|tE^&;=}4|P2sVp#%q z6=z_D%0J5aBVq@)=a$Q$(&-BIewu%4b?{Qs?IYd8<#l`UBLJ?eb)hZ7UR$GZUetAa z10ujrgD|5a+niG^AV%9;uq@zmsM3r1p8c;^R5@}&m#k@+c5tT*xV2MD{i7E1hSYO* z4`s(|&#l7Nl92U_T7&k_0ZnEu04o-6;Zb)lWaQ@4h9P(%gae+?pBr9$jX$yCHUhM@6^gzhTzD#%xqAZj4nx`qb%lj!8)5d9 z#VDt;k-e^cyQv|F*k)|KO;UT4Jz`GR%(JRhxAms0n#0lhvvGN)39rO|HHC$vj$^aS zvFeN}l|C_%zPDzm_QA0s)j&>?^-;?!OW##uF&L1z{MCk$?r0Q%azj)}I7wcA#N#utK;0q6h|7Ua7i}Q5?T$s1u3+BGpRY4~ZA^enIj~ zkzbfeGZcV)SLF{E@F@xfOc*ECq5(I+_nS(L+6e&f&N^O^g!ld`blX2(GkluO#Gmlb`(;!9n(MCfbvL9@VKmT5>xD6; zF#oSR>AOrf;ep)|`|;*oJIYl2Nn6L#(vS+4lMo=sv&8D`oCx)*PBc8g|JBvT^i5dF z;im)ALgN2L)>nr`)pdOK&WG13zqDEa!i`f^3%Y8XYc~?@<1H-e1I! zyEz(uRU)F-8=N>0S4xu15^s2cW5zitt%97G*jvl8kvvfgbU&P&yw`anFcke~OC_}Q z%X|#mB4>@p7_6aXY@C*vwu8H}y}<_DoYO;;GTq&;*gvr}L5p8&iCCka$bV|FKJWg7 zMdT{tr?wT4x7nfU)2(^)vy{fUR;10yh~d1QtuP;&#`$J4#Idh_^EcVWo5=tG6mWx! zTtP?Pg46W&CX+pg>^VVqc~ULaXpy(bJ$Ii=JsERm-#|)^b-OkT8B3;t5s|mK{Q6sx)Y^zXmaQX`tD)Xxz zI*C#?i%g;mg$IVc^Gut75Vac+l}$-c;(n_6s}WLq)Cm=MQG~*nfiACHR(WCx~$6U&MIXP(BwOf8)<%%}@>g^ocj>E*h{55*d*-b zEd)ZMIS9i1X3&@oabaQM?dzGGp#kIJVtN90^K7};_gDyCk#998SmntboSbs@E(>w| z4F*{T_lFllUNY`YP8AjozidPGxTL86tTpv(TL#Ngt=v2qb-9bvoVjRJ-Yw+y>m%ul z74Gm~lQx zw<04uL^aj;;GCKvJptQf6_2L&Mm3P2#yB^|@2$Uu6ThKGQm>n_Ii)pK#6UoT(4Mo> zIPJIM;=C*99P1sT1~u6Lo+dsy5Oo`$mh2!$KsUf?!D(gh~H|+h}W&tsfvKySb zWMhn^&jEM&HY8RM+>USGP=Gx*k}udwgJ^jl;W!oDqWvORZ7_N`8^<`K_;R+Xeq{K- z0!(eM^;WHb`d4Rk2@0pF$T%t;d&TVQU`SMaHu zb0`+7hkEdrFe|bEfLVj6$z=l0h+?vFBl>mz-JGT6IUrTzq5?2?qL`3FcAel1ATL%l z25Ig!ssNC^H5=W7TQ;KhKWxOWOv;03|0ak3yO{bO@msX+W_Ks-@4_7N7k)Gf(n*VuDus0~aR*R!CM$a?;?jbng-4+tL z)$h^kHNXK^JC4;ZRsC-MVF1O9b{RUIfjNgPPotH5G*aDs%bCXEq2k231t_6{2ze4w+eS2aPNLOYPKt+W3w zehK#<%^;ddIRKGG_`gT>4}6}36m%6!0wC{R@bW$Ygov=Xs9>6Ia!nNRFjC<;)!_$j zwS2%FgMDPNkwZ%U!FNx|gNVVQr`@K)#C-DjFmXzN@J9u|% zdyTRu>fmKfxwE=yt=t3NVroDb0gAhbVC|?+?|-NtSo+1d)=)n0l>Bsjl-cEdq9vT_P0%^kBZO>+FJr&xd2c@ zK>f)%6YG#hQ_VCX1=C@Wn^(#B=N`{Iy;D93s$QjkbJsWdyEFgIJoRr7Na0V+U^9r6 zhPV0*3$-mk&m<$s1J7H)qa#BiIxHsQ>%AN734eCfO%Ajs4V)-G{~rBBD&<(2vJ#+| zu8>0*%$(slw__>Asu*hVij3^RfKl&!|Gb{D$_-m|3*>g^6nSndOUapj#BmD zN=1a8*b#B*k&X8gWJ!AJVnh){ekBxv&)HY&)D)PS*usChW2#?B4Ty+{C@Ie4PK$=X z73sQEi2T@p*F&_{zd?FQ1AHCG`aXzK-!VY{_JW#a{(E(IPx%EuNONTT>*CYFD9tUe z8@oy={c#WJBfbFXvUzJ$f=h{K>|5?SBt|I-2?&!WC9(NW^`bg@c`vYJI!Sa41X0(v zR;tyrQgyAa1qe5Wb9dy(Z`XwDZ`DLzW?c-H#QxyEbBU*V7^yK(&S1ea?<0kC*zi4S zxF6LoidzVDefo~)=kP5&sTA-NJ(tIGIKKIuEhAD*r@f3eqMniAtImS#l43d^PJJ% zn41%dBS$g|eH?F7?cdI3Jd!r2*fftdI9TO}^#4>{j3*uR=0y^jIW?L#gpV9xM0Zcz z5*Y-rEMec2FhH=IGo;w-SmGbq>usi(csvwlCFuUP$Jb1j!&C$@uPEx;`TbR%A8&Ay ze`(UfjwP1;8kwa6>Y?a1b(ArYT4kz4QFyG0Sf4JKpBVKvLqH^tEl_NwK>Su8^x|(M zXV*1M|L{LiqP{>71ks9K4ZMi3)&$;=(77*P2NMa8n!5433BRYcE~g8K)d%v%aAwM2 z%!p<61lo^iZCdRn_E=`>Oa+p^USt78S2H0HhYQx*>%lFviu^(WpL2|JNc;SQe6lr? z<`)>7*qRO8j@Rq-{-BGrYg0X4%KEOY(wpv(=JH+)L_lOfS^_e0Gij?bX>vcxpO3b& z(rGQ+ug(jAH9XM3vNVS~QlmvpZGNlt7Z1K;U%|uw3CmHe=+DdkC)CXS1_*&xTR}SX zkL22|s_{hmKu4O4v7RL3l8&k)G17wjc+T3CI*u(TdHG4EsY;z=l{mm78WZw1UF);x zG1_z=;lG|bb)Kd`L`M7}a@0BTCU$YxrirC3=vnI1o^j7uJwo&|A$=SKpoGeVXoK@pAnm4RHz4XTuIRlQk3m>sl zd!Oa~p;7}#h8<=3ygeI$%`)HCfsgStX7YiI>Q?ZF^jr(qa?d_fLZ>ni2wr3%o$r zvmP0EUtjS|&TO|(d9EVVsB5Ltl%I;~k?Rcc7mwZA$Sl1M#VpJH@9uFdm;lk!U!feL zp78Cl)<1dYHY#{|)_b8r$A7yb(`RT1^u&!|$x>BYeTI8!g4Y^J#o9RO3FBh^8`HJ! z%ER$;BYx0x?7s~5_I8~tJK|5*loAXu4EjkJosf|F4NM~xgx{~fh;B7Bd~6t8NxY~J zF}t4l@r@oQXGysOz3*~E{$1|a?UrpFh`H9Rc)q^AzPGn`FPY!K&@eUI2bq99-&1#H z=FD5?!rd8g@;q}RZH_OyyB%yu&F8+scYcj!- zM970AU7jBhJ;mC?&Syy7+i`k(UYvY3?;Wcest0yI%m8IA&C=L&G=S~Ti{Qjs>Smb% zj?0D!s<_YvKvLRF!Lb;RR#TSGUE^oin13iCf+L}Z;|k`SNj%4CM>KSkKA?%gKn2f! z=0>OMZoNg=4FU8R9qaDhnIJLXQ!}M`h$dLReb!By<6r{EWf;DBU8!EvDXzK z2`C(y3Ufzq;pYhRYX&FlzP#Em%r|4P`?P{DY9R-kUslDbV9(8}t$l*$V{x-B{KZ{t zxJbRr300UV$7G#yWjiv1z%4o{>^_5ZAMLEkaf9QKO87wCW(8#}`sRpTI|nzPVQc(T zou*OGw*5b$&rg5#p&2VyA23V&+o{<8lbHoB|Yl2l;Y>@_b&@! zAw9*+%*^vEN{Cd^@*}H!7~=%c_J8&iD8cNMC}#oh%&H43rc%4AC&n?PUV*At+%R() za#bVbhQcl-LawcMXz3vG8qV=N@yoB}r=gDJo;c>k_<-S7)07PfoRnP*R=2D*sJ}ak z{hv-iPc`Sxd~kYA?6Q;*lTo1UCk)^u#R$ zQ$(?U-6E0XfD~LodjXRzSop>&z;&?+c^lKJph!*qc(zI)VbP#QZTeC#I@ttMO$Co6 z6Rznocpj(9JSTn1fM@i4!y^(r4{dHLI`L%^NWjl*Z5;6 zQ@#OCFT&$Yn~(9IPz|3uB?9ToA6C-t)uRAWD*F{_R7ulthHt zq=v@i$1a4|Q#E}X)vL3i!qdF@SnR*dXT46p3E9GYe7FI@1698{2p)X6H?RndTgwPu zKi~V*KKJ9E4;K3|375ZoR@z9(C3l&I@pFX&b3ghr%O)qM*}dbOjK`i)C-)5g>(?nos#$FLkF;t^FrZ3rhM09awv?)@~HeYd%vVjv*1Xj=DCHPvuyrkg2vvJB6155MrKKVuAquT5K} z`1@*ykz?L|*tLaHO0S523Oz;6E)PJSY9mj@!T}^aQbqC{T^R3}QReJ;Z8NPmX zzM1VU* zYby!mZUoNf$+x(J*Fv!Q!O!itR7JQrVhoqCR?KyCEvS9-`36aKjTg`}h3CBnWXsTr zcY%)fP}aRmhCFfon*o(bQv<<6OJe|YE-uXc%}S+qV@(Yox1wy26ZVQ5O_`CcfETcC zGb`PNJNbVosjld2r3~JA{Azs(ygrj}%$7`=(QABx)3)KF{!;nHS7@4ds>A-mXah6p zgTp@u9?hp>T8sVjWa6~_**dPDH{ncO>W`sNC`L$COoaYZ0ImLp`42p)I=?y~~xLyU8jWY^34jRJJ;WxwV4h?pO@1YD%p_gQX~ z@!wqI;V??Zay&CxH^Jw#rVS?MF08Gp5hL5g=eAq-tFOPe_n~d{1nw1?chfA<$M3^d zu&dODajoyWaIBP^UTJ0&oRRA(Wv`cU2F;jxs{lzWL_lxQRJ3C;)7qEd2Tpn7p+1*(UYi3>W&PQQWdsj2|I!1JFXU6>FG#TauJXF#vo^gkqxDkz3&F1KDzM z@~sJH6ugDSNNo@IG&xw9^%-`q$hS28j)n2#Sz_D*k1!&Q`3_@TU<2TjT!d+=RD|Hq zAtl;IDSJOn?XuL8g_)T}Hq8_fzhSXIY*GAk|JLzCaTpen%`@CCAL{*<-sy{i0e;i5 zeE)WNSzmw7fXtxHJR>gPAWKx9t1R0meN4pjxPsKucp|@qndYa?H2TJfKzFQ)%#vJ% z9XcXX)X!k{Y5{zp?mi4PW4H7wl4de^EgGEIJTVSr)?2n!H5)rDk>X06S=u;EMS%kK z+R{=EB_W>^f=-HoObu8cycBRk5|v$QYHIdocdkZQ`t@;NPiyPQ*GYYdcC;eAONWB11N<+FzcF}MAAcJ%8ORc! zaJ^(DK3g*jbi8`RTBP_qZKXg+;J_eobDy^N^{W)w6@GI}?a%KP%spX&LW zF6x`6KR#k7{rX^UfCe)~_x%g;bHgBUJ$=YOAt4^LLo5wCPi{lPPehknE{}c-3 z_%oVTBM0iqf5r)2`#-B2JM*@)cd=Z7}{ z?8_MaTa>ljJ@@wf#ZPZtERK%f&ua3%Woqc&b!*-Zf}}W)NvV{WqObI-f9Y5hT{ac~ zkW-8yqsuR1iy}EzS;_942;|}sZ~H8Z@|a|`1w0xnZA$Q&oCt5_k|W8eJsQ!y(|6!G z4?4ZP7XDfw_@9KhiwW%3yiR!<_dYC`l+-shHI=jmO%6#Y?uDY$F3P14mh3wxTpVGP znv?KvGlGxEk8W;y4H%rGt9mrw3t-PU5|h~2mzJ_5Cr+!|@txF`uF%(mfivT0D|bXB zr1=11*ZxX*XES~5wBDYiinotm%s$@ABBqyt0cm9_YUTVd#5ET{E;@RDUo>ccjGr6m z_&XgjCN-kA1pPD+U-UeICxjAf zX{zBW5~qnNicTKYLcO9Giyc_O7pzP=@3ION#Eq2LU5T`~o%X*IA5H0RaD&634{j}2 zFsB_JvxXVodi+GvY}7I+A&atM|7VxVO8kd%@^$vdQZ9nJ+4m#+m@wa$z%%O7o-CBi z=P;sC3_ZseBDU>IesvwEns3Y2>2ALx9|lY(N$?#=E-*<1O_CSHd3^ol!o~=gzOIXW zP4>?AT1nHWu64z;HC0sXVL8y#{SbLTyQnYZr}tVa&+A0;IZJkloKkxdodlRQsIiKV zRzf$~c98h$BRAR2g}iYrsc=3$qdx_Hn%Vl#l^xE{v>F|60+eJuEo5^$zSCrdBifzr zl!`yR+*QC|yo^4jY(C?` zYR~pyhq2*Ie9oeA77qKV=aXOwi4%cBTuth<-e^Fn_x6cL_J6kj(M61~nfK^pNT^83;;k+o_yoV)yMAD%5MO1#JAY8VDV{*u*HVm#AejIExhhTPctMl_j)~GY`|g$H6e!gNsjz)vRAYke%e{| zAKNNv*!yj+#VFxi${eGsuIjF$Vd-2H3GoLJf0s08(P+z2@ zkyC@9Todj<&aCU>3!#4*(Fwv&^%q1T_U2Zo`=f6WMUelkdk~-p0EoI2n7<<`ryAC{^u3bxqxy_X0Ih|~I1Br>b!$RJH zwe5%5dq0;wI`b=MY5Y<+ik#=j?rKNpODk(G1`sjbN$pD zE$$=^M^wF5X(gS4t4oB47mXG`lPODX2r&4NVp$9XjEyPr9hdWFcokSN{UMS@-?^F7 zsmTlp0Uz>vYsf>d*iClJ>};a*pI!Etl>RQ~`##x9UUhN@Z>`=l{xm2Lf;F_$aNC`$ zdEtMc%+V?;^rt>Bn7xm`zpV`jCHNP|Bnn~gYOf6M^(JuojF^qlV95Pf!)_tuURn~9 z?vyhy=SVchnz(f%OyKE)#^pFl817)_J^0lOQMZcYYEI_~rEa=-tXxLFw$9|! z%+J{xDGAu97{r`9kr=~uWVQ~Ydg@Pp*n z`$9lZdH97S%|0u~xDvcy>kTo#qb`l* zT5H~;S85x|1+$LU%Q9ht8dQcWHL+a5$6`=VliiNF`Ls4_)JJLQIJDY+apHWm$BRE6 zH`#o(@ut$D%-p-Ame1w*so(pJsOmW9OuO#m^W+8UuM)br?7w?dyhWuw_phRREUb7P zE)h-SGKIu3?c)`wcnz=p6`e!!aH!4?^k$z?#xdZD(5r?RaATxYD{Ja^gi4K!1VHrE z*abX0qZD`xpJB0UkW(Dpm1+BLzaStF{SeBOm3Qt(gSc$FFKaGEQ}zGIT&9>CSDpGp zoe{vyp#DdJa-b>!A?wmI<(s`-0*5;qIofjl%1y7%$5Yzs<>Sio-xQX6=tc*vg)Cv~ z(q#qJw3XGlnZc-M#2+TLkpM}uHX?#*pRpue44mP^aqeTWWB1MLmiftN^`)vu2XBz1 z1q#ittKQqKyTCwoRCf#7%NI_jZpnx3FLlV%s{WRw+p&>N4r81AWtt+Oyb)09Bq^9G z4FAEy=rW8?j=<=I6hOfuLoAj^QJy<>lQ)CUYxgxA_aQow2ZOVVho8J5pq$w`R9;Gq zPRq5PD!#UKaCWAC`PD1uU9NIzj|G>-3L&mZzI6twO0hB1N_R}YTgmCR@2&#JhZVsQ z@z_B=Y6RpK^beWyMiJDMUs$hB$q0E|@N?v|L@MYLC5Z_5eAnRH5-x*F4-$CorG$yk zeu^sRRfhx5-*~$?ms4UF@hF7_@9T!k%0oA$;4SCUOcHfr{DS*CW=)xNDiv-|9pE)U zuC`K7eW^Ebielj*5|+q7f0onyHLy2LBhCABZTe!PMpiT<$}!K4cWb6pxkofpts{(= zTaEQ%cz8VHzqIGxZlU}+b9$mlt={T1+hXhhY6b-ax{TQ+IS>NrMVZ$F$$kY4`2;5^ zSU(g-FW_+{$bS}PrtFSnX-TD^|ELe)3?!E2*#jr2Cl)b&%gYi`xWg!vnf#&fqf8c^ zVZ>)f3#}~@%FvbSWW{0F&D_glVh&yL+jmJm8Byc+SJTKYG7B{cYQKQ!qL((AkHw$u zPurs)9j*$NwEI3$GsPs%dz#h9`yG}d&E3RG61ekjKUJYaH1|G9UTek0>@U68y>qxl$vPH6c*F zKYftmt2M`bk_mEx<#H%>8|#DMNtio}JBg?#S|E@4GW;y8=+YY8S4L8s*X1@q$lS#5FRIu?=NczvTX;zF zc(pfDJ_DE2?Er`3L#)Tcqs`O~}=BQsWPD+f~eh@$hJ1s0OAtj%C);1Vm4NoS4Phe$wK09z5a7naU)hDx`;CDt1Mqk ztHI0(e>M(hpl=F8ubZq`gI7vPhr!CQAGJ^6m7NQtz&q~?-Dd1-e;+Ct{1VRvq_odg zw8)qwE!{a!hgTwOI94zT>H_R%-O%_ME{K30yBw7!KGjltSlX#8V2Hc#-K+U+|Bfm- zyo8tVXX1a29v&eCj<+(NH+esnDIfbZ9;oG}9_)2!C~|RB;aB%aBmofP7LIfZlXOY8G|}3U4NexW_R_B{$r&-bB6ef zXn%OIGH*1M>@ehI$~=ejjPzB%M=G-X_ci&97(dwlt5Yg`+^>CHlrfA1!ab&u!*x{^ zHx;5sX)0j?;uMv(7r}8)m&K!f*)$7gO@`7vr1wct&@hz;sK8Jz$LKa=dERC$69!B8 zqsPq+O|SFUjW7tgf~!t;8uGOHmb&60s|<*gFFnIdF@WSJx5vqFNqZ2Y4mPw;cCNul_y8?(GRlTlr*a;qNT9XGX;fkZZLpDG4uZX)}+V<@VbQHR!8j;uDAW7x1?l0{2=EFRNzcm+l9lT zR;y0TpU;&(b6kgQ%tG2%tvV;qA!_8-S?@2z1;v6FxrDo5rFDjEsnZ*u1@B`TQU5oR zi;Xv%XyiWp6;}nMW@~8<#k~Nx%(NG;V+ygDaz5Fmar}lYR4N_+;uWicFrvxSZ!gnP zzJ-Ug>b1JKN(CP=lf%jTi=_LEH7I?}uWjOWqv+I?vUB-c{>1`F#$vBC6(wUyI1e70> zRa$RzNhR@xM0cJFsWYxFFyX~jGP<+x5#yH#TtK}+&lo-p2W=kVktGkoHmj2)^3=~8 z5jlITukbTm{mJZmvq^a3QjEd)YNL6Kh@*>wt(hy(JcEtaK zf{a0;-1k_4UoPuihQC21;hX|ITR~GeOuGcM9*my`E@55X^u0K3LiMMNOK4h!Mu?1K z@{!DG=xikBMs|uq7^Z4nj(&%`l)14iNVFUnr1IMMn#{z+V&107kQ!J6m!yXvrzgV0 zuwCxY3LU$Zz84oG7q#mOQ3sZlo@VT{{1g;jE{@h| zLQDbp89gkuMZ!P*{5-F1SQdl8LEkmuG0dCq@TR^*Vl0fx!qi3S!ocNR&A?%~H}m&f z=weeGL&_N>s`B#U_zM5HivsR`sgNOgwlc&%P%N%`G*QO?OXu29>u4hDjh5WPLt%_e z(G(a{VNaDqX*fA^O&&Sh-I#h))c;3TgQ4#6)Sruk7MjsL_Ck#J8+Xcn;nep#A%-pJ zB2z!AQ&KI2gz9f{$%Fir8p%lalzMcPpn}PAUJDQ9?jczl1ydM37IF=27BQc;)f7I~ zoUU)^EbJgqZ~{?R{z`W!$6(0yTH3Ryq@sDu2jf_;k- zIq4|*b`cmaOF=2$DVovX3*67)_@}lcx0d$8vZsdQlst|Hh`_x}4(;-I8EA$88)`1g z>E8v!6f*SMo!E5w*-EpjHT}hm91ZU!ZBR0^jZVO;l?8i zEW?GW(`s50j&eD=j=&(AS}hqrMYr?M1V+n4B}3R|IJy6Xxib*HkxYJr8A7Z|tUa77 zi(a74_MlP@u1)=1WW2xgXp_DF)7+EK8~x8lautF{kx`$q81@16qSwPlNl0j^ALF0x z9nfYsqX!?wdt410#aEcO3~EK^X_&#ytnAsc>sZ_G23KV75;> ziBFMPMAA#Lv572{IfK058%>L1l89@j@w@rPYf*y2KcXb$-xiIQur37HBun*@{YQ=Y zCFSF(6~&{y&)I=A{-cV(}(i^=y+4?V$fjz3KDK`(;G9H1(81Ri8Bv%)cDPDNJ>_?-gY@jilKT2n0c-s!S1w!&#AerCVls48tuaTe9E;1trzCo7{SOz zR_eHf{<=>L5tOn#Y9p~WD>O`B2k12D0!12S@|mEcq+!hweBPLX0)m1H@giQB4~ZWl zwQyi|2l`;D>2B1;+NIy&H2(!py~Xk9@0a00#}GOHydF*t%FOU(oe#sF%%v*v*~s_m z0b*rXY->@{|Eg4aH(aGv+mJ6N=etVlQ@kt2yZa0ssQ6||_D?LR^MyRJePzH8*7eE} zp|=^`*~Bx95zPKRFL-NCzIglru1$bjE9?((KTE1$?n!>l zA`Y7^)48Nw@HSm*re8IYE93Qpg)Oa?Kfb--!@E&EOeZO8Sn?Xt?tG^qu6%Q(NZlL# z`PyEze4z0@=&i`KPto*x$oQ+2TBeDc07s(o+otHE3(4S*|2kJbd2ftBYWa#4I*}aP zGTAKE@&A{~4c(xH!{G(%JlI|M-QCD6w%A<`3#laF00b#{Nq-(CW6^Bra*Lq4!h@2f z1gCF_f)J$tu3mFSn;OR-Pi-I_y_V0hf$f98D?mT$G^1aevdnGp4j0J|dxw!h(-=1N z5yxB@b~u>=vFxvyeHdZVe|I1xydsbbnXH5VYDk1j|IRD z_}esxhpN6pOhu9DL_tSuLEfzi*qWf@6npxU@oQ`QZflA{4z}^-PL+0{KGkjM^Z$oF zFLItffs*BrG^CH+Kq_`fjgDzC3@+0d3HaRW9J!xVS_?@#=I*-7kr>HwJQK?ZVKz!7 zp(>TUz8=GSlcy*iH6VQUAO$pMTk_uI!B``2@qh$4P=FwlyCo~VytlTD?hm2m^GYK% zSbLtx^U3e)y!#O`D|E59rma1^1N$qt^zq}p?s(3hK?xf-ZM~|$s1%zI)U=$^?o()c zI(6|ah%Do{4Q$BI?1?!-C{+f}C-x87iGC4%Sm3B-IiLR(#wLEhf0+=+QBVpK923Ji z?~sv}uMWjtG~H>x{l{Y8qVO1j=gYJDU=Lx3Z*S&7x>O{#$q+$Sq-4G^@Yw#E)$p=C zoHI=a@B2B&Q<|IfafVoyfsi;=3en(XfnWKmq5PkA(jC^&FI>(xY~hs<-=7)cFjlr( zVdaOyaH~fJ3U`_aDkvP{@e95^GzN!@K9R@;3nC6e3WVt5Krxz2C1hQZ)x>j`8=KuJ z(=&8Y7zMc|CNJ?3SNgiZe~$nG6zND0tH-Zi9tAqFC1bmFV+ z^SV3_P$GUiSMz$KAU}49)c!a-fZG)#ap-=ZOB5yH@qvgmYrVetTWU=91mD1wf$H~9 zq=ZD)t?XP}2x_wUCd&;a{!lwPE*^+tC#8x&ts==bD=Vk=iF2g0Q~YoQ5;kMeKNg>i6BH; zj_^M=dd@gwO7%RR)g${IL{eHFo*Y8AtgFxVHiEy*Rp+)<>kUjigW?=B%|Du;IT36f z;3^Tne|^SD@c`WN7Z{H?zO(;Xc(`ePdXoRf`wB?2gF7GDTmW<_HUnJ zn{tV#mOfbHhTQX65cv%;%HMWW%)1Y()Ek?)2o~K@#a4V{;`xRZ%(UfaV0QQ0Grn_x zs-)@ps}Dd|F;wAJ_$%sSDczbiBl*AI>)ZZDy4c(1pmaxg`qK9N3i_T=K-+DKnH1(JNyxb*gXP{dxAGTSN7`g% zM{Xwwm2tE}h+gg>@Gb_w3B|fSmo11aa2XClz_a_mGsRt4dTUMgVnM{3JC&LE?|1Ke z?~vZD4B*qGN6c*CQ*5OB;zY0eW`Ba|OYk)8={Jpu!6ueZhUAur8s%WP^CufcsGdga z*^%aYD(3(ex)lsAd!%-obTwzJC@hRGKEL`T^pssi^*j5HMuw6u7CWIBM6D?UBwd`R zQd}=VwOReoMOM#8d;b>@=I_;h3E3*t5(S=I`LxH|Q%3C>x-I@2hsc=3bH~%j?OOc@ zWXwjw*B@zyB>#!FZ{b+CH-8GqTSD7Ds@+Y)I9`E@_EIL`H-NrI`oY^L77t# zPjF%lc;i*rc@V_c`oX-;&H-&!k2g2-_v6{Q%h5hc%i;tM`=@MFatDU@t0kuXbmhPr z)PhqjWdLTqZSW--)N?AJ`lXQvxZNEwx60Ly^^t+EzdZi%pP~OQ4}_wifDlu-BD9M_`!6ra~1AFXmivTO}IAX{QYwr_Kh*h)VO1+gr}P~oN3pYWDTi)kO(#v zwFSD%d4B8+|0RX+R@Wj_wrM#8A1(dPr!~d%Mt*}S;;8ILbsu#!H*ORI3=tZeXp`4l z&}(b$8V=kdy{Xqk0)?A{@Ug^@z{3rv|0je`FVgV-uLZy>q}vqjmG;W@-`8CG4sYKo z-i#jm=60uhAins~0l8L2usB|c?ZcJ@2Ma>B-J&VChe>BYv;R=4bu879H0|NmHmKym zQd~3fIC32{%80@=C+A*=EqLcDWYfwV;Le>&OtqeWN zP4Ej-idKrk=^MhnP~^RPa}Q6mI)f`3rRNl8N%reYt8>+lEXO4v`D<@~jXQ6l zGM{gk+eI!s3qeX<}@LK=nB_5bHk9!7WK-M^5*X+5ai z92k25e6-(}8rZz#q;}eQHbe=k$6D;P$3TnDdZC3Mntnc3M>=#mGpTID4P$Tqq>iCNH7Mno6Aks)Q26QUs7Rc3K{*FAmc?f| zP}lE@dZTppUL3+pV-tL|QNF2iT1Nss?^gYMk@}Rn);!E}F&7aTS+C*7tvRXYLbl5A z$bnO9X9m4_r^Z>fE@_#^)mRjrGYQmWGM8KE?v2>Nberx@EQqCq&N^QHkIFT(8fcFlK zf2OWo`88lW<5t*~ISX%HtD^g55jR0!c>c*yEB~qTDtm}nX9U$irlL)0Rg}~1-F)Iv zT+B$wYlq;4=9se^zoZ1Vf~BZJE3mw{-KZV0x39|NDTv3tEbng7^>0&O{fK5K^n=6# zGsHJ4JB~^+H(9WOPY8^K3{Qx698}bP<6zpy5#-}}NV+*g_ZIXVR=RX2j2o0U+((8^ zRW(aV$;b3{|h*MKahGLVyWK3){T6a`aQ-I0*=vVl_O zRh2re(+9!H9A1SVxkx`H@x1>|VVgj@H(iQZy3#G0tT{cWTKt09!2d!R_XBDS^E@}X zd?ho5IL&=L2A%dFMHa0+7bjq(HV2>}EqRy2g@Dv(KBFKe{YW+H>KDSWx6dTl6by#sPOR%Zu_)tXsspdN~VvFIK1(8lp^#(GzNp4jDZZ;<{tm1OT% zRB7=!u_Af1#Nfw`Wq<{w~tPgBX2Z}q8 z65N5Jncm_Oj22~n3PEq@h0(uk%9-&@&S-YJV_BxmbLlK=#Wl+3_2skYTCx~i?sS}eo61l z#KQLH8XlxeL`xmb*77+0xtpFTekc5HRy4qj~V^l1+#XCV|r++qhWU+|Q1(NVJ5 z<8g*-YwN}(lNct0>W$q@I(M}e^kBM=lVuneIe6@pDE(q10VpEy^1ks9A50RpRfLQ7 zv0%5B=R^Ch2TOj932YXV#?_T|K*5qs&-?Lc-yfcYAQp<1b0XE_M>qApXqQSj7+tnk%V#dbVY8r!m$RA>|RclPk z&VJ19bbQZh4}B@FJ;djHdCDZ0VeK-*RfQ4W#y%UYAg3H)n4D|YReJ2H$7{XCK_QhC z+_6|ExY8Z9nbKOX3GXj_kbsOcFqBc6KnA*WD32c5IrJKDPuLi!2fEF#@eHw8eeRuL z89Z;s7*18;_FcSXh=uQ+vATn4ll{@5s7 zSUTTKR}g8Y9nFG5HnC*o@>g=!u_UuWH@=0t`Ro8E?$F7riU5;qZmzlsOPPMMEbQ2{ zS}u1-6%hAXn~|gxB1)W#^nv!_kpI4T7oNgmcfW&5DOM z`hzQ|GciH!G3c$t>L|!yDFe$+TA`LXh+Gq$A9shXRSlijiiiA6tq|Tou`O*Uq#{KR zAI5qc9VBbv3wv1#SpOdS;^x|JM!zU@bP__o@UN%jF@e((7&j#oRFl8(AYa{ zTgqW+K*Ek%Np}6puIc{as>UXZVa28H{ndxFFW3l3c&^RpBFu9L`!QjHVchnXTL;sg z6Nk^VCzqh6@pS4pa$#>)dK0jzo(#V=HbxmOoYm*;{m50`HeFw(ay&)Sp3FdkK(DC~ zAlbub@pVkIz<`AW+;p@-$*YD&J+VS2=xU>F1H#$-D#?!x!@el=pc%_AEfQ|BHlFK_ zFyEpKYbLH*a~kJka~O1yf}r~BA>Y-hpc((fC?@}PVBO6`%8VYDpVanLb~Z*J?ZMQ6 zBK3h+8Z=I)m#uP*$8nO@_EM!iP5Fd=;MuPU>0=+Sw(ASdp%E8ierT@klrpul&}#5D zqve7E`SG8%N!5|n%Cmzmh7?=<+#eW;Rg2$42&U3IpL6S=f<$CObm9968H9{KQWwvL zPRD>*92iIC@vZhnD+}jR%2vmGU_}TR=f^lB8 z_)8@F>bqoysys6yymu3I+c(!)zq;btF>7~*!%+H^DCzO2%Fy~1$WFlh;NHxcFW_MO-O&@x`H`6OmA+c>N-_l6c% zlRgB@+qD7GW5c#2Rahb7*$2Wwf?xcaHg#Gkv(pzii;Z5@Anmsqn}i4Ua`KXGpEuZq z=V;zSz#6@35|c2GZJfarJtF-xJEIIy-awNNzNTQ}(exTu5uUa#m)7-EC7Mm$O)>## zQH9R@yu)G8*gI9h3rn(6F?l2H;k{3x44*W~>pyP|K1g;w$C`0TE9}9s9@R>7>?~P} zb=lJ-i*Kh9S&bNQG_$+jTt&MOn^>78s>+wF-I^F7kZsFmaDoE!7WobCxStSJfWFyP z6Ztxr<+{lGjpBhE>c-%e1nZ~sM>E-GXKn`65Vx5sqcN3PiBMkoAvk(<*3RocCzRE_ zApY>^?Q%PJjQ#DtaB`(w3QQ+je=nF75xi>+mkXe-gXc!AUgRZU@m0|;~L&UWL(w3_PY(uO2feS z_F&5YH@m-wEf#8hTh=@Z*n##IH=AEqtv$^jP_R`7rMu3hqB#}dyj?ir;g${sbgLYd#H2w!{w)~XYW$gty zGCtjVsK?qyx!I`jIGEYwTChT!Cisqcwp!5Xe>yum=L#>gWcBGD{82qUj=wK1aO%`A z1FNb`k@xxKaQ-J};{-3cLbL;$yg$vJU!m}nneRHA>H6FVS*b|1=oQ*Eb4-Adf=<%H#94KE3=w0oAP_4Bi zk3XNv?w-=)3*o;x;En^Pho%Zescw}ndwa6o30w_^1jcAZ%UaYvQ9XPuDP*GibuAK% z&@IaH7_;U?n;_lyeU^#P!%@0WZizZR-Y`0|XMu@~xEU_ul#gCzE_VGI-wobYPkVdq z!ZyIg>X>n(tVIeWB4d~>qSRs*++a^O%@YW^Vq!}BByp|x`mt;SEBD?Quc6qQ&*WMv&X`d43tjQYNgW%+F-+Ex4^~M(m9na*Tc?>wt~>b zRV}xs(YjxY0aDu|U$4Ib$K~G3H9?4 z7}gyvrQrp8l#ZaK|*>HC)50=9sZ#0 zOI9^(A~r1=wTHfA(k7tO)cVu1mM}CnR7iqj=1|KR`PhqGbk(yW+Ni9u$0qaD1M+{d z0A6E8Zpbp?DJW}O1i2p<2|?Vd0vJl)b*BciQKMwmhRVa$$mW!ehv%DgtBwGlw9wSL zOI2yS5y+`M`O+1Unru|$PyrIq`px=F6!U9J%J#hkX0A^?z5kE3w+ySg>$ZmhX{0-p zRzMnL(?}!Tpfrf|rn|dK8bKNfDQS?B6hx#`y1P663%u{=Ip=!M$JZ}hY+D&@J&m(_X%gvZh%*);PJV|Th_ujcbv%G32 z=0w+P^C*Pt{XXE3+4R_R?ghi$TwfIvoDA z*q@ae2e7-iC`);)B7e`WamUSHl38Nd^!&98INZH^zBtyz&hQRB%s zRyv)loUr`MiZq3xMqo&ps;)jy@vyBkJZXPvpzn*ae@)#eNK!|#!}mUUnr9^khErX? ztV=xd0_NxUWQ=&rR^+FE16(9-)i-XQj6<|JUR+FrY=Wj7;n3#BBzV<9BIg&r4;W9? zVWhuK3rzsV!x|tEI0&-Ud4PXzj^D`%dgzJ6Y)lP*eU-};V`mUU&pz`0Ly3Qn>1+QGpQGHm-H!CqyANd*}f8=nJWX%n@C#TcG&3qx_=Z;M6Cr_oj{sx!N29FX}?+M!p9c{?SjFqciWy|Repch4UHmiA8n`m%_ z^_}nunpH0)Xd%-MpqSB_T9)gC+y0NWZ2K1BFqR{boCB6SqiP(%Dod~EL+;bQxOH!V|@Nn&SPk6RTMQ#1Zu~8v! zmkI6oJXarYj=PJZ;L2(ozTHU;!yFa`zl8K;szzNI-?5EAR-M@EmSTtrIc6RAgCoL{BkwRV;QU# zQ)0B7ovXTj<0Lt*9eZ~9xWk&J-Q&75nK1^d4dlZDn7~pJuzrx)d$Eiq643~+_uCa@ z*i5?K(FUc|BiT9h$DMs(0TgG;Xe&cpNHR3$Zq_c|j`iY~G;zw`BHOouhuXwMNZmp9 zFC5}p@M>s~Pi)X`a!m=X3KAXM?oB505LVn$upj4)>macdvYEM!h>8%~A z9|mRB*_ziH=cE@~0YrQaNFl;W-OT(?ZlWa6zc)r$9Y-peWz%3VNe7>LLq{b$qQp4f zPsPfd1vq+t{uB%-NC>-t zT3Onqk@?E2nzaK#H0bGCS?~@uZNb5p=@7l7yR2-Qb(uKKITaS~3&+3@=v9ldGy3s3 z%(rLjW5gUL1KmDeO=_2T%#ZB`ExSfg7?=WdKZL%X`Askb8gE5@c|#pIdZ*_xMxfgr z`LtB|XSt?ktq1^^bZ{UpkL_1`pmLsV+MC|icN$F4E(ec#sZP$PWn)FyR;hzsXT#L%$#3svOa{bMPOk8Zt_laA%sXx{6#zlUHO0b z*RBS~QGmHpgmo3s6-({zL`yM2c-3i@(>xhYdU>Go6EN4}9J7>K$Zrf;=b|xfjYg+V zH0#Yv`qSk+c8o*-x2%5(~?={Z#Q80XWO51JP2{ zhj3t%Hx_su*0GqZGMdkTKeWivYX8E9*##tK^7~$aXfQ^WcD)_fSs9y^_x`-FhPrc1We2KoIbTjLd8 z!x;=e`MjI@zsKy#Y8{?x#VURJRPka;Bqxz8AbjImt@M;PKZNub0r0^V$>PTkv7^$f!{z&l&G%UE3Q9et5}c7vJB4OOkuE3d>*;awM6GUOpVIVn`0@Xk-3 zzdc<35ecYd#d^OhnRDLkXEEm>mD2>&Eky7U?rOi$WViQ72R!|$h>f`J!cLysugUbZ zhB%Pjxfbix`cpKQ9l}1m_jDm0G*Hu)()W15o1;Zye2reZr;TC!wo6@dv~*8+?C@I3 zG$XGtpJoCmfo?^GeTwTed|JYj1FWT|>Aa2-p&X2|#&+B1DDj5}N@ztA*pP^*MlS=6 zIoF-EQ7Y(l?XX7Pqg2-SG+#{y@{10?t(5H&%LNo-D1VkW*7z^dzUxY$&Sf1&cWpU>nweC-Rp(g?MuLub)u%64nLp|UCLg;h*(`9ELzUpfvh zKaz2XN)CIm7^Eb0eD&JY);}BJLSX=2?7$nDDe$Lz7mOB54@|mqs z_pfyMvMdSDXf#{@HNNNyuV!9cNYAUrXDYYJJdRXDc`_Cpff1J$oI(*Dk;%X4bB@Ng zug5dy$a10;P)3SsfjlxWwhmlb*7+I0V_0Glk$RAf z&q>6ydx9{>o;u&+lgB3yl#n_DcT3#xx(e?*FUzSa6an{BRVsi1UHh1i7G=Hrv3?dd zg)9+87D~YMwvG|H|H-N&1e=Ie{}ty(pXn+&w++nQ^-**P>5sERiobC$4fn%dlLu_8 z`Cv(>2lKpg+Ihtp7{xs;{iB$IhGvt!7q+4(q_KxVCo1W6zBXDv7F#&Zd`Mxr_#6kc zdJd;5@rvrMcm!#l#p#OYf2#UMNI)|BNpL90iv>fI_N^Y?GC2q~oT2ZA0i#qqe+=Bh}w z#-%Q|*(u=>+8)TLZUHQUdoXw5grI35SwgmdIFm~Lfbs?wucK*B&`W@S;iue#ha*n! zy{w9&>y+wZAiU03IBI%@xkCmv6_zWhjxJ?`)6%o+Lg!l5=NGP5T!4$E68lKdLDDkbLn0s!Vs4R+7=xS+5=}k8+?yBr(IfxC;=K;e(f9broLi z@2_hN^HPl%fg-D`>FTUPfA=w9b{7xZzW?!IlGFZIQ>*)#szaDe60^UOF%faQ;0^3q zS+snc9;2OL0DN$!Xrp>h93NpK;|)5n%~UsYlus872f#$Zh1A08!BV$5v_g^JfD`%3 zu%*sw1Om7QYd-)&I(Qt1sg!3&d);i9AkD_%yo$FiWYeQK!^*o0IDcO=#X8powH?q= zP=wD|t_qJ904Ke`K~NSmlWG3zUJH|6VB4c+5iu9;E``*5uanodOP@267Rq++icGQa z3ZKb+42>XWFW}LqfhuxOd_7^QviJiB+HiKAdf&E>T4)S5%e`<+1J3dZbT|YAVZx%4 z+0b+iHJT?SHjibJZlcEZik~nw;YB}^Ib-21)NARgA-`No|GkLVU2`#DMKsdF^3}L6 zjDGn20duL0$6Xs7<)wr`I%f3u?kfHoY?A%L_^;lz*pA?pyEi)!h<^Si3H3?CL#9f z7qMN4cWd5Mn;Z({6!Y+k z#6vJiwUiw@)Gp?tg^aF*_*5HwftDUHd#R9ywH2SaR6EI4|L&xFH20V^?22Y2TI|k9Ds1MU z{n;KYYz~`hrdz7l;)|k^UwlxZT6T&$RShjX?eE;UuVfGANN#fU(q4};3Qbp93%wuE z$?QscDML`LKeb;1Q4_moSZkY(6XYZ_`_sRzJ6AyQ5g$kmXZ8C0B5#|>U<^e2s$!S~o<(@nyBLItcJC#-od|p-G8h8OBBNNQ7yShDsINpO4Hn~x z8E7%l2&L=S#VJki+Wdo-IQ!B(^7~VZhbnBmlv?Xtw`vkHnicRMbkDy1DQ|ZBIIZ|} zk%|j#Sb=o~(?0Gz8(;Qh2arF%YF&0@sM zRo-#$vOaYVbedf6e&;Y#@6uOsc>R?{J7%`-LP6Ctk6mzYLOs1!<^4~kwMPTKzz0D* z4wDI+8Sc@Z!R43wO^s{D2-c(XK_glyYe{?B1=>AOdXi$&=6C+Jn{a-y;YRxcIwOX^ zkZ*LwWsYswmQ7w^arSg8*&Vp+#8;GRHwA@)XRy@Syzj9)RG2P@Y$x|+W3HAEG_!$n z@LMsnZKA0(b%3)-Vy80_^bQ72)a0T_XSF;MvL)>fuTR&^K0B2tF|iM!spRcXwOUj( zuSXMhcT2sHjDB<5Bv!gJRi(J$`;aFnGgLG`gMviaL2zQg3cvH!S$Zp1x{j!;C8#en zKe=%Z2YAcXQJ^Dnlh2yfs%(nt$PHD@>yMe2f-wR>O>Q7V#>@7r2qf)dFU zh!>JcZq0Lb%*b{`5ng!2SD?X4{-t!q?%M~Woq=r9_B{NyZXKP_K}58D1g=VHL9{3H z&U?N`+=wF(jZK@;UOgim?KH#oAOI8l0&V`WcG~UQp8%?x;=E3|_)+%G0Z(Y5udCS6HLn^-}6e5IO?le1%i z=;SJFho_tC(}{hx)8 z_&K+Neb=nKpCf)vPmrmc#(fQ~Jo;V0@;=Ic(79yrL?#ZMEL5G%bG**YYRSXvIC;E? zbCaZH-dkvXs+tr7fs4avY_nrzAiy%bdvbJ7L*w$fW8faReaOq_NdoZ}I@8r6jPzjkW|-1Ul-SO48ROs@hI>dO(jDG4u0TYg4}biH2mEEs*vlL zD*b`0X%aUUpx#J7ArBwH&REa0qKwh}hhJXtv}t*;><5UG7CU7MluA&e$oNW?BUrx& z-;~+Mb(=o;Fn18bhLHkAPbX;EWWu6P}VR+V`df>76j8j4UTm#2UHBI1(~Zc2YBE39iNyz*tC7e8NCdKUqT$z&>3XK9d+9y zBs;C!tao%aiZkUbvW+6P)SMmkD)@lFc~6+0VP^{`m8e`9@6k&(r`NM(Fy4dLYc*Efj+dadGjjmRsID+L1Q+d-hHCyokTe`{ zzP`Tma5tdmvtoq^k7|)3fA8`*!U$Z?P^av$ubs3vQ2R&N9e4pKo%G z6>uM6*;=ZsludG&Z>7W!ELQK|+-D?8Fn=j{_QDDzUh^amQ`>-`^2y`&VvXSgMUE+J z_AuYxH-ErE%62_kWne&5$v(fl%m$G-SULCkqjcOvv!^?)_x16xLV;2a;x3>$DHl8J zOsQ4ZzXy=Uv*FUmr|kkNPuY)L za^j}|K&s}Uul`HGZUx#7ptJz40x>Bx_e4P{F?eMs7?ITt-ghk4ic|Ww&l~|pvCRwR zm|}2+o!PJb_W3p0wN?gdXDm=tMp0Q!RLtOSh88^~Q0g#yU33@(d`qQ>1<=v9RJL6t zbECu@dS7b<_{jV{YZq{o3mO0N5$`#Hu=n)SdvYQ(j#SYiqKYz;?l+<&U`wkMK&Ppg z+>`q9h11?_3H)OT;_T#u+pE1C%gL|mw$vJ>+R1#*r5~6_jDF74gNnkjWXs)cqqOyR zE_$8)o9)TUrExv)PLNqC6{|DFGrqwICty-8R6Qrp@c{jtIiq;&SLbhUu8MTzA_#5U zJ73d}{xco)57Q9|rX%$4bkM*ndtn6p24(RjC&}rVcs-eGooE|rP>4+Rj@-1gw@}-q@ZJ!Jomylo`yU+h?Lhio-#@erxK~dw;@%kV&5LAkxkj67riDda1O4L~X z%6Tl{ajy7-#B4afnrBw_rZa>rg~O!A^=@PMvs4Ou9*&6SgrG`sIl5<7-NM3xufxVr z6YG%_BE#PqM**=oke2{phFd3~3KTXRUUc>6mm(k6^2TkitIC(2m_)pBNensGC~VbenkFsp#wOZ@Zq9g+L{ z1x_d4e4BzR;U{yFo;XZYQt@hgHpeX4-wZg>Z;#87$u3Qwd>I%o3maKjB&Gq&pzog{ zva3)2&!PQ0AZAp5S#K1^izy#~skw()^nALAp5N#PI{&d9|W((J2I zSa1e%(TU$lO{7d^hj?Mk(Dgj@u|d$K-df_1K2Yx|wM)(Dn-i3rKS4Mil4uPr7%0^( z7rWeNULx}8AzgjeHHWB-q*Xv^7|au+EQ8Gb7rsGH5&m~n51Z)kH&_|>B722~f6p>N zynP_2)ktDP789GQ0Pz=`hABRhETAi0_(!&>AkS315)`>vn|Ss>M>=c88U6ZQq?v}t z@A}cj0v@@dY0Zwy0P`DJV9p)2jNVHiyONz?lg^o$#8ovwZ>{P&%?1xNN@-;BMR#ik z7p+QFQ4Ca$9q8}OXzL#g<$=T`1A$%e->v?iAp_DJ#bVdd3XA){f`ob0huwDy90~%z zj64wOJJ?{)W?xMNXmXkZ);v$|Jt6fjc}JeA&WF6-&-*(wgJh@%%-)dF3B8q#H=%+A zA@6o$X`acT45?Q)%m7YeYCISJ&QQa?0Fcaq;X75To@l=MASa8v@950vQ0^;jkpD3@ zOoZb9r?Hm#lvh-k##14LR~C?>Pf6sxwxzL}*gM>GopwHSk^Dgl)+L*h8rmAxo7f@H zRpGy_U~$>dGZib`Nm-LD>;W6C~E~Zz~K6CEOl8){Mei zpvysxQ+?16buhu6`M#RyF|iy@`IZH6WUm{K>2$I1I^Tj2lF38OP31-X5ezj4Qf`?P z9Gf90@=t<3iB#e*u`zO`445|&x6H)n5a*7VnHIY^W5x~%33-Kj;~6TWC1d=*w+WUvJdVf=oqETMTSSV#MG`Q% zF1`tQy*l6L-VT3evmS`D6$+mE-LzvFlM_U|=u-z*Y0H zf*^n`($GJ2#)1rKF>4#mCfoprybt=N{a7|8#NH{ zbGw`)1N6jaa`-u|rrtZr|Fz;vapwh=Z~cS!mk)5y&*NV$h(sWM{1yh_^(~iP)4z+3 z!WH*Hj|X%@ho8{cdGDu&61JA|)p;$-1Y5rBpfo3?$a81`Z!9(o&`XmYtHeR*!Ys9y zT__d|l(4ygW^GEH>reufVxAid+bl`D32W3zt(Rt77d5mY)<;Fsi58rnO#i5GBH(l{b-$$*3uoM~UHTcCS_ zuUe*#ki??bx#eiy-rtYze!ANoF?poglKbCS3d|XeJY0Ok73Qt_pBCfZWNg405WcEm z0wyQb9g_>1r_vpfntpNp|87%$q=#+#2M6d`$tWi8o58R!!`52+?o$pJT!TY%ug8JT zOVaU)v;p?>saxe9x%I^6(~A2lK4 zxFY<^fPbNs{k@N+(2B@W)aZN5#eV9Q`}uyBBjZeB8L`s$=76A}#lO6FH$2=N+pqn= z08IZct)Cy1pG=-S5(4E>MhR?6bKw#)6xn~Il)g$GMD*U?L3(y}*# z|0Tt%c)lB)Dkp?+HY~wEM+NfxVx(Zlk?r# z@Ov-Rt3z?2>j2=oY5?fXDC42<6LA0|g?ZxyG?Nb}Jw?>Re%}GljoXj8|KU;p#Ihkp z4DdF}f6qV4bDMD#RBcLD8b)fV#9|HNb?qah!}Y^=?0&(|tjd|fXdrMt{DEZ0YDrt- z%aJarG(%s&L;iJNZuL^P&1v_;=XTl1mm};Y>Q7Neqw=%iD_va^PLaH~MW<#0Al?rOd zNQr1(x5@mD`PED{aV*wPN2An%r*PCW@|O~TOT?C`XAK-F@pgC}#s4927a9K#0=H3L zEOp}t!EgL%3`zzIK(=-2&2;t{CIgnlnqv*@< z(#`MsflRM=vg-?sC4FL5y5y5BceF~idD`@(*}n!hF&cE(jU=N0X&NbSjdjjxlidlg z<)2dsuyZyln!DSb2)#h_ELeKpJfYWg^E51p6`RXiL|y*n-Md*4dz z3lj{>i7N4?)rrgF%|wb=kx!1F`tH3j{@uY+%nWO)bvY#Rgu1gz7P6GpwZI}Af`0BC($W^g#jCY>Gn&<7GReu1s%Yr5mP4o zs{x+vQiJyhfh(FMs7oJX0;$50SnQwsq%`FIDxC-;jm`+tU%6dME}tByyq-NNnr}kQ zi{YxaFnj)CD|V*#E>k*AWYBjJR^|pW2SYf$RHUd3+(Ly?Jtl}8w?@>dS`$mW4aTZo z@9&pK?y|Y>!lm(gB8nn;M}Dk@8g;DOW|k{9sJQ9rqS3QAiuH?q=jSPdWw z1|DpfvLNm6QaPEIztk+o=r?>~xx3_&{Qwy)%z4fX*<>j<^SXelSF|q@lZiMLHHKPmvaDI~k=nDIN zK*T+CwI<(cg@+|LU+?^g6&U4-=PR;pmI|tc<+#N|euj|NH!+zhP<_vNYjBJqv0$V5 zm^}^aU}stec~bue&Bk1QEqm` zbrSwcVvF19nx;!GEnCbFh$i)iMu^uZo6y)zdUM~Q_rgYKD`mT|;j87CjQ^t3YbHy6 z-wAv!wi5fl42mFPR`b`5d4<+(*Wxqe9s^kY;3PAvCzUq*gQ#YW<)0uQ9~mM+2duQn zVZrpU)4nbceiRl^f<;$E<)VmZP;b))YW`KKub%@MqDo8H2+{WOA0xSh?C3h%`FTpw z#CsBu7dfwoD%&SMdj@cs7g9wNg_2Ie!3^hA-F+(#i#l{m*BB*2^5S^h8HO*uMUc_? z{_+Rc|Je0da1|84m-@Umy|$Yq&_~CBGaTZcC!lZv<5&BR?9Pt*&=AtlqdKXwf3I!s zhfu#J9Yoy053ixTYPI6TniYa|diS0XT-!iHQ)575UFQlTsOA&bn7+rv*m0Ob;3=xd z5lD*Lr8PU48;K^FQ=4Zu^ts$~PVVfja$Yjel=8jF3O5ZvCirR=yF&XQHcPjn7S`S~ zuEb1xk)E} z@*K6TKaFPwH+316BmhxA@wdT?!_A|xWUlzdj#s}JK7@X}d|HFo{LI2+NjC0TwOj_E|L;Z{RqR~>PL=*dL51nz z!j@{)l-=F@5{7}!}26RTMpUA{H;MIYI zS7B_g#9G#-0@wLKLI%bKU67j1tZMsSK%^`9s`YjEiF7j@*|b4naT0{is@!xj$l0tl zw#xR;fO52%>hWP0x;I61?Mh`G7NkmW6NN1`%?4v>7a?ITSYd#ZDmwn_iBjQWpDnw0wYZ1e$o*Y^PB8%hJtSblz9Niz!JY4D3%)_{eN{g)gft0vT_O^l$@_sY79qW^rS<4n6z>8CnB>5i^RI5F8>xjRs7Q`}yc6;X% z{o_HObzgAJT{BXLtkvxtK4LH?;kW zS)6KEcpcsCEi4hc2j^6kd6c0z+P$u!8yJVO{tawK-V@#+d81)EJJX^E1O^)Z{vBJO zwWh}D)(G3+J*jYV1UMc(BJGPAiP=C3uedh)7VLlpZ0z%|doZKw;6H&WAs!k5lREYj zqDkLHR8bKQyUyWx{dQG)iN!9!{GyILE&FW&)xqSSz$Ri-ps#?fe z!TFq~+%rwu9hIR-FEwkXNq(|9))t6%dv0{{_V{j7=K5-mIYBzlb6TBldndGzV|D&8 zp;(jCo8Y)mIa#+WWCdKf`#=y!#6SN+EFicTk1>Ko#J1hC1y^JSxy}Wp7WzjdFsZM* zlQV(q-;?a&&U1jjy}Tl4eESU^RA9w!JzUw0#`uBZuS_1HtUPeCSa#qvX8gPRVrCwC zEVBWZrTPIx;*5W`)WIvUjI}8Qdp@CN+-Wl(SR<<6mA461jft_FIk|0FE*^69*h zuR)Op&@UJgklHC*)EnQYIe{YAZN$#qw&I3DZz6q32YMLU>4xS%Rce1Fo(aNUd>~8| zovJcx^O8?tLyCSXpq%m2rII<-!!%Tp&FMSdyPlY*;72sd((|QL_%Vn%-YG72AHO+L z)nWvMDp7ESsW##*m+UJH*F4q)kjQo~`mav*sBiB$ z5d2AnhRqMPHDT3#@bwYAoDd>h^BK)r=eq`)NnO0Yz`WQO#V=2WEx5e-jTb?x4THhp zsP)5D6poAY&Tt(Tviv(}M3?-VuoZGSg(i);rd)Of8Kf$oV#PS`By@9NfsIr;CbWhR zsajc_WGrw2y`981+(l&`tQ42qYaWo=E^Kd;Sudr!QRwOE&D3Q%?a%|J54*`Pvi8!% zr(boNJ&4D~#ugju1KF&<63>L(siC2wihQ7X-Td+7U~M4d;NpmIVv?4fo5v2WqPiNN zBG3um^E!kk6!#;If?Y;=Wo7uwU!N5yGwmp)mq=xGi(zm0g8~EF+u8)jN-kIFt-myJ z!8>?7#vot~aZ=pPO|N#e+*!;v-v6vnE&~dfkBp9@iq&nc6sA%QBNus@YfTXTnJVyQ zUPH-ewml9_#}Fwv!>)G~9y-(Dj;TjQ9s9z)CPUfc6W)tf)N;7{Ni0Dn0=yy;|F%eL zwU2ubZ}KV_j-V1oEd!n^x+_KGV|GaI+?{&-QBc$tJQV)CkhIaQ;4Y($!|kwMrjuYX zLws}m*q8LMQEU<~%waxE+K#01qKQ;IiynN-LLoEcv;>`8p&7xyo!9acjIRdXQNq zU$)L$?}pwTm4Q5l*U_9U1Cv}Z`A=GeYn&B>P5aqv3d=7gG5s$SCO2A9D(*kpKcDbF zU#__kexl4IFE!zSvv++?d^N_x&Xv*Vd{G0+t80RIez)wuTpjd#`lkkW>GAa zc^A;pTEDZKv!l*;rL`wG_}@Fj30wLm<{F3ZZm%%U zcK_hYW5d%Vv&XlhOG-+@LavVngbH+Z7S{UXQ9O+F;8%`!rZtX-3Y4gqdlS$=6%Lyj z#bWHs;PJ2dE(mIWZRP(tSI4NykLrY5gQ^qoKOr>3_~O6eFvh#Hp3e3CEu@?WSHDU7 znr!-H`6!8H@$J{#L3xj5X-VN<4sDc_<#9a3L)C|oZ^O2NxynKpbR|pO%FBJ4($nAn zDQpT141^I7g!hbKiyEN=Uc6P5JtBPZmm}4MW7`w{^paV4zcGi1v0z%Pj#-7z6wocyQ1z!x2i=qr%ZS~SPdVaH0StdA5oNa&g$s)WL&R6 zuSF0zocICCjcFHUCICZ;zgy)1p7EU3_1>gynQjv+I4~GNffO*m**6rW=evLq)AnRj z?eP;{ydS`@V#6hW_lw8HA-BglYraB8l-G^Jc(kES`$(_7_y4hm%i)AR!mYwU$#`u^ zx`F2Ez@9MRTj1fc$i)z?QnkmMFEdr>cVzq#U?ST%EC{N;=poUD;laa_!h3A<+DOgB zvFW^x*c?ZDN<5V16ju?H4LvkP#hr;2B;_=2}<}LWC*KuE{CG-4P$J4`EMMzVB*0+hen8Q%-Aec{8Jt zBf?V!RV6P}$#4DWyoYxsn@UsB##H6htqa~W%l1S%+sagv``6tXTBBGEUE1^KjEs!7 z%i9QeKNE1}e|(s~_7;RQ=dr&adCKn^6r|R-1YGO6Z5MkUDIIVfG)a%jE!f$5oo51&}50)jOMZ8aw;v|MxPfxL+nQ z-#$9;b`>#AW0M`CWzug`rUo?9p`0bFbrgH-JfI)nNSAKY6D~`FOa| zNK2Jbg`_Dc8e0+3_bEJ6TH_@-$ykBkGh@%CDD-8{f25BP9Rc`6Bsiws~h2dvT9{H z<%xwLP`Pv%Ic@spGXsC+yYEtEoi@^`@YoqbOPyP_>k|cB7#a0+uVOqVD;K+Ng5eT> zWN^HAiUj|i{Xp;V9M(0GoMnU+Wt7ZEgsiP?pZK zrK7b0%?d+=)4e$Wa$&TBIs~muVh12piHG9Q7i0+CUE_LRA0UD59O2-`SpZ;oHu}m- z+eI;c?_09CXL8>`o1ufl6`4UOu=*-ceSL!hM{oLbv{++lujQ^Q>It71pWUy_8Vn4K zY(|OkQk{dvPBea(eHg$v#9v`IA1UxPXb)QG2*st)2nBIK7(e~x@rFOR=TM(V0Tt&` zPb@W6FuQRt@_3NlN^jfrH0eh!E1U}@SDYcgU1z&6GwO|{CI4!Ral^hurtD}iKBN8l zwrm#H-yUYOfR2srIz*xrHKIOF5<4c7$mm;E#sX~TW0-Y#56Js<>@eAKqxq3~ZFgtt zMQ{}q6gW+P!&uKX+I*CuA_}jHg${`!UF7ORng%~VKj-cX>3PHiDrceP#0V>MWk=>FIEbDr+!N(64&FBe5Xb%n=6@Xpf-~o;u+b1%fYgL8s{Ep;w7ke*y;u_$Xsb&?Q`%V0nx= z3l4*A2I^cuJGD zgRtKE(GR0(V?V_YqjE$4BSxAd!jq}twwDOPuzPbYgfTD(ZD>2wwS;;q0!qA6dNr0Q z=btdb9XCgW+k?<6T#w${rc+?R zvFB2-`s<_87cdE9;Ket_JAgQ^6f4HsU6t`qzo!U$EHL~c%c`V#_X?GQk54o@@H0dvU$)qsN_w`SV0 zDx2(<8N^A@*#?L zZE-ny8&5=uwJ^E`v2nBoF39i%Uo>BkapbO#WV4y8(nY_uitp=XPUROhtvdAk>^oV@bk2Uya`erx2RiV5#qY3XlUTow5kXd zyR+$+2Fq2P7d9*2&;BGj+uAzXPptmVBdXWahVIA4wZju4yD@AEEmX<+LTC2XaEtkT z);+|w={BILN$0T*h_al^t1IwnU$1Y~7ejJrs%d#B9Rcph;ts#Kgm&+w_p4 z3{|5s3?l~Z6SH5Rpu)}ce42c+B7@f%%R#tce51(jCU;{wI6L{Xob0=ArYL$8Qt&QmiKn}hF9FW=<9d&s{HeOBNh zwn>(P4G;7w3J>MwsD(x#K+GNBbJ^)Rk!WrFZ=bn1kScn@ev%~rZjmqB8U$P%VlVFs zhs1S;79U$UM5%AAzNz*PR({u$r`7KQ56NXGfk*jG>6|SVx_`W(Vp}dBe6viY*yv={ zsg2TQ;fhlMAK@e~M*34cAovxS9_ zK%k61B)y?y>6|nLLGvW2en!XjT2gt+J#5tWt3MZ?PEp$;KumRz`LiAK1mvcau}np- z5;LFi6jVBHsb>Wieoux>K87YsTkSqP(Z2}Je=n(5uVL+BA@O#NYilgp%smE6r#DE+ z6*eh!c_L8461QXA+MgsZRa=QbGI>sRKuj#ao@th(E8$P-On#oVW%TyxPxh-)yk@H0w=u8>* z&HC5fougdVTBE#>dErtr<1<2^u5V%GAD!VhnD1o;>j3ZhSmLdQ3Glsx5#_6ejfA+b zNK}>RwNuow8S7(4=#`VL$Ph?`Uc1^}`3h;Ls~G$-MU6y3;vBn7fz-_lUp zNFB=MG2r3h6j3lyW+))2cB(OcQ~6S{B4kmZ@r`agd#s!p6z;WMaWAzgZT zdBJgKX7c3AeN?Zar3=tzFhw^lh35e}cpZ+lCigQ`Pt#8$Nu|FLphU%(JkD72BK3;$ zhcRS)AbDE;PL&WsxfT{ruVUUnAsNp22DqW1EK}5m*ZGiwNR!ar1(ZZGU32)j1VHeEzo}6i&{b`rzuvJ?w|0koVYiBf)zh5QJy;;2Hd3tq=6Rhkt->=m zrdHpj=bfH~$~4_sDkh3WHo_6a6G-Vuk5#rSEv6F@o%6_MGP{C*r4eF@zsp4}EmY37 zue>CJ%#kKYVDps?yypBBSMT3P-MZAMa?nOS==l=K+p-Vxm+EKQS-F zisF+&$>kO~e6!b!LsRui_QQ7rRMJ^weBKD5IFnQ~oR4=%MHlNvt;3@3y6<7SyJe7) zM!K6}XrxnVPyrDbN~B{50clV|8UzGEq>=7!M3HWgZpruH6ZiAG-mib?HOl3DX3jbL z?7j9{Ynv|Cmb=eGO=@3}nx;;MDb;VRr(mEj{!PBXolE@}78ZIAM~D#oMf_N_TCDi8 zF2>RBr&v>hFf}7({a!TNGj2SzxqdsC1?39KkZ|=eDcsqTP%AIhPd|rXNhpf3xv;rX zj}G*5DP;kG9Hl4Q#fH=&P%qzc_D+VMUx&tz)CWpHg!Yt(NEUNsg__T0MLC^a@Wq63 zB07Unpa~%seHH=~DX~Ga1b{0a^$e=O^9;Jmva#R|3NiWu9PAk_6!biVS6>bAbx1YS z$du+}RunP3=`O1$m#7$O*G3UF+LkZ>c)kVT?t#29JF^XS*#fXavs zg+Tw49`OhcGDL3+L9mPcf@&+AuHc{+3XVECUu6Q~(9Im#c>+<)VX)&(YaBT2(k7VJWTe2FZNo-oI_y|#Q`sw;R_aOZSTYBIUk4XLize3m z{)zAZa~>+mc|G6{7#UI2zB>{HV4#bc3zj@4UsX*47LZi$9Dd~0DXyw{RoaJqWsb}R zfYb}P^$tH%bxn*mM@UN)s!~jQzjqaU&xp^JpJsapU=_?mCiRS6y&3EeFx>ahFeNUN z7rJgU8}%LLG!j)A;LEd@gvnJ;#iG;o-zRY;vQmbg?S`&sXkhsq=#&pX+TAs;BG%`i zUvfoznVVs{u@$U3=o9{SqB3`H)6D*Np-q~$NN9)>)`(oh`1`Up0W}IEBb4PeuJ+nF z|2DJJ4k^LoZf-{~LWNC+7t%OE*dcqyh2wo8S#Zp-@9ga!FAn zJ$A$}rNVV`OU5FqjVn$Rx0}};?d{LT=ZIrWl8TmxS*i3VYMiyiwl`G`LIhLSYXX$A?#3ydJbf9 zwsKw9ho~f8l^}^SVWNn!F=R5{zesRJO~O4mJmkj)6>1m$N?(2fjk+GnN+{G42aX6J z4pL7HAa#J}f^h$%);V{ME(Z`pbIoO{Oj%FV9cjnJNA1ykwNg^znNRjW#`S>vqVnZW z5&+ceKkT)_1GSreAsJ5HD=kmzoh%Z86{fEazl60NS-?&@QSc=(ktcxYXx$^3R$DR4 z;c3FGg%a`?t`LIe&hz~}w1WRPUH%lAJM7+f0!^(^+@|#wqd5vzP3ozF+5<6JC>-UC zgectL7;>0sY}}IR{2@0@QwODDq;%o~WX5CvCl5UD@T1a|0lA}@FP5+pL1rz)_afyu zMrRC>LYPZk)@ARk^`FDloa1OPTpc)4er6xf$sPHb%yElAUC*9B#EZB^lt& zslNFb|0{H&kEj;9!}JM&Nw-k|Z4si_s;1+g*vtp@3N zp(&E)R`8j+oSa-RObt}H&cL?^*|R5`0!6=2k|0TrL3RTe#RKNjy_XIS z3Uy?5F>(DNpga1*TjJHW?9Oz(zY=e)<-W*gTln6oZg6lgr*L&mjl#R_i*)t35QSL| zNlCe@d4uN_)bB6rxc-05El_XDUU9Z8C|=nQJ@~s8cc*DS2W<2C9NPJQ@S;SPhU|+G zLE&`gVrcLWy-qtq)kd7Q}X{N`(Vo^ufyW}UO7?}gsgJlO)q z>O?jS)A@^ewj8>4!~>OhCM()RPGsc71hfxCY_cr@uTm1g;^lzGzAaES1~9QPeF>Pk z-}jEIc$9@ZUuSo&F%rnl!o7Qwf@f6n=sj?QjC#Zvfq#G7=O7bKtm76+OK^I;NT~r&?YLbTkG-s-+t#l7Y=Xj z0oT?+s!LoaoM;4ymBQ$YtunG%Va7mNnFaNLdUc#B+W^FjFs)e( zzT?K0lDCQ7)jC>8Ehpk{2iWYvBItj7aO5;=5XD-HeNR#JxPs-?&UC&jEQ!aQ7Q{Y^ zDNvmf0&iEMZCT7=H#QlMT@&XW0APW`R3`d})gl|9p-c8I@>yA^o*XGqOAh!l$l%-l zAU;q602nj1AFLx9z3iXC6ah@2cPFy;yEw)UCuOBDCq;NyL_hLtWtI z4_-c&D5zM5wC@unf;?ieN40fz*dEwHnruBMIlv{U*6+H0Bzy@-40{sU6NZFxNQBXn ziO6)z%%m!9N9B$wDSh)?*mX*YiHUzSde=OE1a^l|j%N}_{;QB|6D(y>kKGSH>;;{I zLYTTKQLM0Na_H{^D4Tgr^|vyEnB&M4Da)gl{l#{n>-Y+s!S^Nxw#}xsaHy!u297Jb zNMSJH4noNO`B_dpAO7fvCU0yEOS5iAbCt=^<5-fh zopb)P`H(m*_|Z2S6X!c4u?VrD(=&C0r+bL9bY29+yqISGzqr{I)!$71S=T~W%;N{N zN#OqRLjgMz<&&^Xt2~~1U<GPh`6r{W@$ z)=ik(qf*9`VwisOG?)!-!HLAgcKv-$|m>lub(IQ>e5|cU|lXozR zt}WOu)yfRio&#OXf`}^Dl!Mv4$%kHqf{u<3*;E<&1$z~0&pen^neSJn_H!UZ$~Z9~ zE@*+E{{1wG+aY*{7o~9m*vK@5wDPTnw^NaVV6;}K>WcD0D2-qCb;bjwXe#ep;P;lZ zLil+YoaBxlfS*C^?GH5NRD4#!EOcXi)6-9U=qM;CP-#+x9a4XIU#Jp|`XUp%k`%^&O?-P$Xe0_vLk6I8* zfm&FwzX4nL_3~a!sP4y&L7tU%%zY#h2?tmew_nRId(}4A0~= zF#I(?ydfD(d*GfZF=FU(8YQAbn-WP8Vng=Qrtq6c4DI5|)+9=5`FGTmdt0ncrD|E~ zWjnttpIMW_JW~7HyiP`}hiREyUqzQC4mf@gn*H{`Fa(Fqs35w>0lM6^&!&gPoGOIS zO%>d(w|vFf^$+djAh#u~MRuUfnDYDSDO@#^mdD3u#G(uD>3b>NH<^!`=Gg!xXQYDW zA^_`JeW>;Ba=zoMT&dzPsU~8D;8H4neo}>}@hjP;PlpxHkt#6(^7luGjFBVt13sPb z#f`kfRMw~xso!HEdp7Xtq(I8cOCbf5u)?*W8Hf1p{j#*fnf@oB*sIr}l z1mBcqT`5c0*w|<*GIKLTLFQcGZo`Z%L*;*wQeIb~ZGtM(?J_Sb8> zhpeou$m&!P9(!}xl*Fl-dJ)|tQfpqO`8o`Of)g8=gy6PJlO-)9l^+Fdkl319mtO*6Gyb6q%m_~}N za)L;Kcw{TF#5bFy+xPF2cjNnAQV>K(i#FJ5KZHLxJhBNMZG6(qQ>58nI8Qe=mD%3b z(fmnxx>-P<1FhMcwJTQcn_e(uZMM$h_~luj*XVE;V2(!9aga+Z$y=!Q#@p6gAoEjj z(=1zjaLJo5N_E!fSbWGl765-7JN?o9vyr7HZNfau*D}X9zW?CyWUA)rG_KEn>cIAujVvjOuGs^zg6)zxss6c zRM;8R1m7|j_QP=U${JhEvEiIN_X)4Q=9qGuo|m2SeA84(e3*&{*{4Sta1h7d>p;fA8y9-4zP zbms&Lnb7dl(u9XzT`DI{J1@5i&Hm(Ug@7V0DLDI^Ymu5h92}&U;rsy5M{Opb5%rwF zv>VHp|M<{Rt^s6O%RdvQ*i7G9)YdAETx!<39niMPJ+N?a2$8Qg_)<}$5Xksg!N!n# zM#0urw5_da0n9p5erkh|3#p(l%7x8fUIu!+yeEj&Yht2R=VYGn{9tKLO518>=lU{d zUdR6?oPTFJ9Q88Yx{H2c*R-MD9d|R5LZKKP*XphM5SG37sr*O+>zB%^5bKL$<()+a z8j+2W6xryC{`ZmIG*XfyucrkUpAu7(1>alk%f7C6|58;$8FuXXd$PT%`G&+nt2x45W$aeJtp-rkW@iNyC;+iyxGUeSBjyPea}a<`sapmS@mnNUTo z4?rW_HamXgO(jH9j=uQgk~fw5;Pa*oDJ$dEwf7Hk@toBlbgL_njb$q@cUhHI`bBO{ z!qUS@! z*dys5|7`WR-~Up4zEPfm99;w-G^M{)=@gNpuuA5bJOr>)Y&)csc55mxp5xdZFy*{i z-oOZ)M)bvgFo@YGw}dps^Q>Gr?|t&?tpYXn%80N->@;tKrSPx!q?YK9{&fH;X0Qlj zT5`hzYyEkM^8JTHI#jmhr(5Y@&WFi7{5HE|?0t665=eaZmSa-9)f z`TRsb03z*w%SBLW`t=!1hpRi)l$2#*_4@Kfa%&q(@r}7^Z!X*t+3~}#O6;)4h7pTt z!8|Y-9CLlB)0&R%c)A>Qr6e2Qaiz?huGwQNSjn)|;_|jN(CqT;0hsIdLx_yW?d(5X z06$4H>DNTocxQ4U$3c)4B>rz!3VIMelsZnst`II`_={E5pI7@F`b z!?NHbh3+Uwoai&vbkEpG)IbP3|1-Hk23Rbkuh$RuTG5?MAzZ)r+}W!Qo>*RgNaobj zBCfD1V}ocIY0bZ}(1$jK5nv-N-2ALS!LqG+#T8$m9@*R-6IPXee=GXlgNqd1DvlRX zbUaNg4qh+k32-?%k?B^-OpRrk(AcgdTv;&g%W%^eCc0g^4yIDYZbbRtc7hRA=&$#s z>5-0Jd=E~q5V+X+iMT5x{C1`{%DqL*F8*M{tvCK0q149y*4V+y7^z}iIm*y3BI$G6 zeq*Jcy0F+8X*6F~0ncYZlAF5mK04=nC+t{4IYTd+^LqRv%1W$6A=*q+)U&}f+#P;$ zt_T<|CF6EGX8HPFx)?%T$}8)r+Tn+QLuzf==J95E*0dctM^;};Aj%tt&!vvD5f|eh z8In4jMPuzOr(TOcB#ivwvQ-MyDe1`BJxFtCT zCG`v|iaI&t~9S@I=XoCf^*`Gg~9y4z^yyc#8*qXd(wm*kEXK6Uz zui!9{A2s-_Rcj{2q@GTV<|SHR`)2IE;Hx8MwFT`j7H`>g#UfHx`*Cf92!w9M#^WteutDPuYdeakFLr8lwjcbw+i`k z@=hX8*`9k-LxUU5k!>fuB;QKhFHYz@os@NdeY%RiXLV=1U};@`{-(ki&Wq*P);lqvg$xE`JV zDMbKwsEzC*$T?j|jH4vxVmBwD(0Fzp4eK_Z!gK6Mn~)^>&zZ2$LdFom14C#3LhI*# zU~i-94K|zKKA*2>pm`&GhGWNw=DhKOwa!w@*mOU1Vi?!|#Lz{VaX;=t$N`QpdmxGk z!1vU1EWR09fBN!u?i1FQ^~8gPP_);!-yC|ntzWlq*9fro;B@E*?qNGN_(LA5zEeKf zha#0c(Td7X1=I@ zpwhoQixDb44oJ4Z3L;`#0S&T@tax(IVtvvnER5Gw@aE9Rh^Q+tZQ z;s<8jwW&`bGBq!W1JFXWL5B*zT)e7jD zagwgj^&o=E0o2n-fv0&j1ot@t!twqbE-qaC*{A_wQ}Q)%b>y(Na&RiE>#VR+ur&Y7 zLx}A7mM-Rl|5diDY4793j>A>an&(jg$c1?QbhGuXEZPH&CHRg+3*~k#NN96S_%3YO zh+8Cc^T8*&;fY1fw*JT!!5u`i# zXfzbx`SRR(@rN99=~LcW!4}$PdY< zSkn)mF!g;RN`!iz$h^V}Ct>}L>qzy4GvOv@Vd&qjo4bBZ2^qbt(C^#yR5h-eQWdX}TPYgz8ilcR!8bKz~4&WGb@Mw0BNm0QxNF z84IDOWMyXcJPQ$J?mx8Rw{A@DACZ;RDxIk*qmtR*HPv22sJ@B)7WS%$><_dK&G9LhDRqL{ z`{>0jOVIiYXx$>XAKVY)AS6_`BSH}=e2Z20J{HnbP~#MW+R=IPTR|Pp5tY;Lj98=J zOe%$2E@J4^t3#9tNbzk3<*MiXBD1TSBn6`(7%li-M4Db=qT)ddZ-vq&a$lb9whh8) zrx&`4^o!wMCohhFRwyNI*SfD@RTDx!B8%kd2%{lD;tx&Ssdc>)tv=p~oWmrbca9+A zyD0G78jGTl1ycu4USv;Ja2k&6^$=^{to=A#eSLP$m+I*mNW<{fWri1JCd=8bY*aj< zA`DFmY*>TpYLvu{YJ18LV})v*qZtp@i8-PeXQbVHtWM^CRybd-sJPA73!M%psfI+M zVk~S%K|swU*TSTlAH^sKQ?R3&R@z0!&3Rd%kt*hcO{jDv<|;pbK_hbfISJcO2u}H* zyZ~ULT{ti4gj8!igwll6o_ao;;@-X|VUU-w*&ZNA1Wl|4Yw#=wV!B+cP2 zJB`rs#%EuTl&fh@lo{jdbLgKV|4f;Rwg2uUr+9|PX8I{udBA>7&ZN!@|JAEkMuM8x z5{U><0pNi~QmAEAE&AUWKd*osi67AC=8x+0o~GHm0OTMTma6XX9!{=d+g<0WI-9LgiOD+ zA!hhLK5G4m4}m}3H9>wgk}VFskL*wq#i#}C6u z_pE(BT*{qfg*0O{Tg6#Y@>$z{MOj`^-a;jkf^G66zAES#J`mx+tf+;e@^w$7@Q3TL zU9xB@UQQM(d;>84BES}w0&jk?YNCCR1%nAkGN;|=t8l*y3n!aaffyC5))y$|s#Rp8 zsV%Kk;23UQzoMLZam@BuM;2=_Q`+)LqHb4gg^i`1!+q2ldi>RTe=Mvw=$gvBG1bc$ zgHiN}i1ClD6<+QW_XQLO4Ciki$c6=Ejop{XvDleLc`MHA{z)5L)ysft5&ua)WVtWJ z{r3obNq$Dsi|kt{KI{yL0~Qq`_ty@rD^2V5kf77$<^KN2sgh-h$`bN5BA6zM7jK+s%P z*o+Nmw&>Dj%uUpi9$@xe|0(F=LVVze9!igF8%)b}$&@Z%YqZ(YJ2$NlE=?1*D@AYg z2{&EtYTY}wJ9xqp!YYcu0E)JKRue4-nLNh-aA+sKPUEdjC!BN7#stF%--&HyB zs3sHP!S;u$7u!4ive-sT@AuvOxl^PaZ?R+staRx-+qWPq)K@cMWTiC5#GIhb_sinM zblC8&+Xd2B%7xHUscf$AmjOrv#oDM*4GpnEI3=Ssw;MOVFHbG!EA6oSZ_Px_CF@@E zVbn6v8GAPr``<=2Ca{EG!u9C48tim^d`@u8^gm^dWkK1-zF3x= zneX`Au!OCzNYuu__+sk`rx+XKbxCg(-{c;_ z|I%*#-lCvQ-ALF(!=rNHgK3mez)!8={SDvalvjGL7$VaCH*dYq=vwB62sX#^Clkf8 z4{-snhM~{B!4F}QQGR=h2N0U}Fhca?`}gjJ18=kr_{_-U+2z?D7+#HIXh;dv>vyax z<#Y~m+KWH!y?pm7)esG@4@iblQ5G{8?lbCh6f)`qchir#8FwVrKYwI`5)w#fOmfvy zRf~V`-72qSaDSez+Fk88{PAbl(WJqR9ENckl2*(Km=c0%i<=ee%G(w^7r9utxG>oT z+}e84$is&mNvZ>Zg091{3|)=&E~5nkfe>q!N1Z`p0v)d>x)EVFJs;Q~Y;Rk=SD#Fh zSv}e~AoaPqLVwI}L*|dGE$MjyG^D413{!W01BlPBZyB&Q$MZw-^YiEaXn8waugD0+ z3+Hhq4Q12VO785Le$d6eZzrQgTRD{5r6K=$OJ94fMh7rw&>YFQjgSI)%ox3^OTJV` zV<)IxOB84@_kGeDkTqJyE+HAD%bg4qxfD zMqQzk!B`H=q#LWPe{sQ=SC&U9Rt%&=FD~+>ERiFr=9PlO+B-YZCxo>bjk7n)NejN5 zl%-P%zedt2P|g1NUbQayRD}Ah3x~-EooYt;+`dQPjz*96F`$!0c2YEu`C4jRKS(6+ zz)cL^110cuM3V&skK+vgJs0|XPT7U7Fp+?ScS2UtR-=y869qJLT7B(CaKr_U50^PbT!Gd4R=$)kVZj37JZbc8qenTZ{@V`>MXX%kkiG>#)yhuvCs7WVbO zVm5lAUq0>K7ZcQzWjcZgkwl}pi8``v>}Q;YM9B?4cVVPw#oE%9=-CY3Ww3ceMZ8)H z-B&7SDYu(?^M&_7OY>I|%$zoKjoy@y5Suufs@!F4E8u(38q?3Gk(VzW$W7^vqtqQA z3ZI^q?~WIwmAj5kY832Zh`%%8y@S^J+Ni$W0$lBka{A1fAPFa%PUaIBB}D)(qkM%U zJ(uhAR=cD9fAY8eD4Y@RM_!rN`g_lsoVWLUztsgnZcUF`OT>50zcG<9{2i=c4EX4aQmlK%*<66DSZ0Q6E zG0Vf?QIs#S0az#)8&AfVRCpbac^?|rQ2^sMlCn`zYehVYuvHx}cUED*d1hmADIb{E zS+%b@7>RnY$jQO@d?sG|TpX*Ie_A%2n?pY>^j(VqnO^>dYRqT_>H(d~kDOc>?~Op(yzq0u&1-^+m%F$I&~v;J?8 zI5)&wQR~-o)nu@3vwg4_@9{oG3k9}5puU1l6QW+8ko@+zJiY%YRTx*GK%--~@v_rz zW2Bn=x!0hQt!-gXf&2j@cwL1gg2fwmN^P1;gKZJVC@E=@*jJ=eBuV|fjMFSbydBqR zzL9j7{o?dNRYiHZVrIr{hp)|$Y0FZ6f4S8r3UWN&eLlrp?=*u!?dnIHRP|23nn?Zk z<_bJNYa{9l4f5m7d{^&}Nc$eG;VTm8O8A2np$3xwR9|7Q8K&C$+AP%T~jp%yAu!fxp6&@YM2cy(3IJ(u65%WKcXF212wOd*x3vVbMyY<3)xe#NYAh=Pc(DMQ zD`!5hx}bPj{aLI2sWXj~ABi4;)!gWDMg6+_5vH|;s?Mz~g+X!4^v=(cX;aRA+eqf|ZjSlljr8DaGk17Zz z0qyr%lb-cQ%u)@8C0*N_31~BNm|K8crg$qY#rL#>%E&e!He27e+ zoH=)>+sA|XMsMI zO(TFjG*pC61sfu1yug<$ithvsvfFuBGT*a?J~AWM4&rXmuve9Is&95}2}Q+O+LHl2RyO~ZF zfj+jgUmw4fQlanL`Q@=FT9u6RqlXMNs^iG8O8@hy#f60|=ZD#? zzCKPCV3^AW7>TW2`gBUh`v44rHTv43R{LgS%rK)CE#fs#Y9vr`-~@zP?Uod^N#()T zX;WR;NNPtL>>ilZ`{-{!s~-lm4kzyT{=Ty7v}7ROl?SCF#vaDszS5F5a^zsZCv8cB z=MDmKO**1Jq%I*dr+IWkqw4*vOyQcm_p6OLH5L4T_qAg!|Dx`32%anZ)*{pu;F zE=G7l@n^ebfx>s^vjR3+c~I2aRb?Y)k0srLbDGH0u6GQu1+y>o5yCIAIMZy6*UkqJ z-G3>+|K+Ijenwftax|%TA$MKp>FRLKjqMuLf0Rt{2m6W9W}{XBgqS!JN`S2j-6eHP z<`%P_@m~mYCN02%FOMd$dR>0U5D|Vk9q}x3J>0UVH`lPam1?BsJsUREk(jhQN}gIo z#5ujM9B}(P=xd=4*nPFGd(tQwm=^2v-mxN1+`w250~jrKXZT_UTPu{eg$U+zVZ9u| zbOes4*{)}Ew%_xRRg>7F9UCtqQ7P%;uqliH|qNr(xAS zoha4D&&Uw7u(KmCHo>aW@5?lST+>N)A;SDbT~8a>YWO@(1>@EMEXM0SCwCx(Opa!t zyu6tjBYnN%9rFFp(5yF=#0x5M_ni_1j3$=^fm@H|0TEz_Yi=B3o0RLpYK+ z-t0CSmbA5p-TWOe{8`139nJDBod61tc~kIIg96G@mX7SjX+7UUS8^Ooh}m!j5pO&Y zXU*CnorQICjNNZo+FH1X2q_MaZ_?AS0X_qQvu;}>6tiBZq_Gnf>&Pep7i3o|+nOBA z0-ni~HmC=dQ-`J617<2+8S%^C^h3u`Og@exMXuy`R&tsCX0R=D~xJ zA)_auYm1q5e{{W;;iZrpT9Qomz7)P>J@M=tdOVk{*syN}{0$6Z*0ryZCKL^o9U*)z zQH5UtU83Fe>^ih1YDs9~tnc&TPv-};!mNa?ILR8|4IdRSpLP5Lj{lPh5P6^v5YNP_ z#%hUy6!JViwHVi#wA8o6#ef9rV_D)C}!xV5IYjL#9FGMc$@H>wr6BqI$$H};e_|3-YCUn(w|#@ z!I+`v68A9t7W^)TWUOq z(jvTG!P6lyx>`%N_qDfcOAqS2~jb2*4e5)ZeW5! zj)lZt)v~p)-#bFGxi$FS!u6@qyEJ)<-3CKsz+K7JtRx@@T=n~1{{R*LqYXQc!%2Qn z>%6%1Y{0yd>=1R6d5#l)k{ZKCYK6r%(&TsB3VWL-sxRtz{zqo)SB-QxzF2LXxIPCS zwJ?WbwA(_apq)-*Gz5685M!RZ+fT{wq)v8>#ZXC^A<>|LDbPV_X}BgPCi~leTpy+K zlhV@eZcKgq28Ay-+e^zqf~3as)gyOJ#pO68V9&%j4E4UrDKpd=ZuE7=4owguV`*ke z!GK+2aAeP})Mfcmrc~QwM$>6QzOHc$5e!1QC}3D+eIARPGyAT&dinfdoEmO@8Qpv^ zJa>)qHangjOlTdKpxc6F`W-&SdIIR=L5j-WE;cFrzSV4)azi9~8o?$SOIx+sxHDPh zy+WZT3UcjjBRP+)7wN%1Abks4bz_Rk8)HVJl_JFI7$LT{+J^q2dH>lcs$!i7hmv^5 zMQ%bv#XNsrVFk+-Ow4Y$-A7L7j!`r+N)E6oEE(KuPEtJil+@vH(Si@FyXu(_loaN) za0Kv-r6XtCpF6UTW>G+=u&n-V!H4OyltgJbLXqip`#dH6>%bcxg(?lcZ0t?dPErY-0`R|AR2DJ&%05=(M>T}JWMIXAxBz<b%q*X}`Oy*;7-FHTcid*7(MRZspaYub@Q1d0 zh#3@+MtuQkR96tB&ebzVX%87lgUFu(z{eiZWt`AcCgh48oO{(BU=K^M5)x};&_23pDOw$s>t!GocCke z_uS?R@f`$h2f+yPb8>PE__Cpidxij5*^X~06#mGcybh#aw$Y57k?oHt`R~5N8KU0Z zl2Kg3W7|H6rd8uWFgD7y6McX>QlRNdHqc7&)cpd@A>|P?F@zRTE%CA9wfon^fP}~k zdqYAYJn+4pn_{Bms21DCa3rZ{>!@&yGB&dWG9EwK)xmZ(hkplK`_5WMW-;e5@&DLT z%CdKX2YM*=dIPhp4!5)53R{cKppr=>_NyG`;27sqAaz%PLNmD(mDX1%O=&}|!XcaKl(EO~}L=$03UfQn11qr=C zkhC9J*kbrLNw{Qz22CWeySEITlGN(OVfSzu0x@0^T1*|RxClO>hjCFwE!29ap{q`-IWjjb=`2l6Z9j#(?E4)Ct5T@x?KZJElX^Vbzr1g^NTglS zdNXOh7leUnX`C3Rzw_%#on*$I44c==CrV~3XL5fIc(St4RXf_=`CAq0YVyr5!3Z)| z`y?r%(6E341Mgn8uDQK^v5~2EZz`CMiRdd)u8+OM6kAXRZ`6AA2hBubzjFpXa12XJ4hUiq&Z*pfq(AfwQL3u_% zr85=xm5+Z5-lC<7=sGmKC1yp!$%i`|BJNs}o)XqAQIt1Z5_6K695pdw5zT}|_f}h= zhD7*=VCKd)cjJvn+X1Qx+tt4O*Z0`2sRF{~4@|^#X>UD8i zlrDq{qKZE%fVt=E5QaWial}B=1&|e+@b$Z6oD*U(c2U{XM`%&Zb`bkKB=@UeAp5`E`ab%cBRMP7ICEA6Z| z4S`K2Z&UDA6$tRcNjcYy$Ky%YwIUabeLd6VE|V;7xEn)$u6>8)=O(T@ zgA#Y)y>^S0MAoOv{zqrOSUG@xPg4~s3{6A}vh(|nd(+?lzNaFgiw_Xjjxo(-B6l{j z(HwjF^UyAe0`Vg_?kAqa^)-$(Z1Au#+YoXPKJYiCY+%3?p}nG%GV5w6?|%Mz`PUie zSqqL20tGlNG+9zL-F1}zkJCF+goKR6u9G)n((JYwZ&rmv&cRfQiH^Q_@{2xCJyX%? zvLGgt!Tz~Nqr+RVLjD5gy!KUabF@jpyjD&J!pCif?|{=ga0hg@m!8+$-fU1OUAo454$rWxPFWl7Sb;* z{PM#{*HycNiRMhi-zPrOX|cl0`ebb;#{A}G(?mNDk@cAt)*)OKXpS2}!g=rBz1u32R6`P9=i!{p8FpV@ z6k4bY5(xL=AFZ3*{y<-i%G!%_RRTOgSkmTMZ%c}YkN)2R?(etPA_;_t%fG)bf@=6j zqle5DFsE~xn>qjd6q`wN_t-t%ci9w^@O~$_Z|>k4GLGb1i1+d@_0KIqopWt*dCu(@ z;{B<~UXQ?rus|pI2+}#G0r%ySJGK@wn?*UPRwwuPJ0yOQ1hS+Bbl?m#9ozSY=mUKS zn(hV)HTd*kxq}4qVzcls%z8h?m?eNPD#Vm5|BDL&G$=WfC%DCgGg;C_CK2{s8`72Q zDh_OzLBeb+)3whc#H!r}xpFTuX7UH0j*8(MEKKPH0J4~Uqi6O1ar}~V!LubVe}ZfL z`yZR{a?h)X;vv`P0QG$h_Ah1DCvqOx^$dc@f+0!bKytlQXQvMLji8V z`rUU32njEA|BVuNRez`?Fpq?dgt`$X!LmU~g={4cg^Ym}1PfFcbqCt_FM_NTIz=^i zUgsbB`qlGdaPK_-CisC0Tz>x+FZ}n9=C^kb#IH6;`s`mDn-}=K&F~(fFCBxeMQ_Q` zGScN?BmzD@Qz4W(h#t-Garz@b49W)Ls(Tdq6U=Z}?;z|~)B_M?8XCdzT36A4Of!Uu zFcshzMFHK!*>ou+)rD7kRj0=pA?Jc?xgNFm#ko$+K(+?F^ZxGtd7jQk{~mM0fbRbq zrA~mqX_W}P+s%P{Spl8%0iV`9HqH%qbSNvKURa_~bX(xf0-xmt0oNR~^niBN=RVN% zuJkSXqxLKmHF!-sLJkekifj>(L-6p%*lgKXne#Ebi-WH8A!%*36ai=sBl@5qnaq5c zaYkqWmX)pnNmBA(Us{WYwrsvmt6b5dI;*PPu?T z7woo43jf7;@gBXP!weFD1^Iew4@P@Q_Q=6}E$FZBTuauqWz-0lM~Q62Ajdq_KTA7O zFBtxCXSBQkIwfKS_ju|WeJ=^tdCcTjBgmJYNm6&{dH>GNlo58CjRrUga3SM&+npc~ zbA74=hx2-!(FJ8AE*Nsd2H1I`1&+hw`yN9hF~{1E`W5AQA<}iz=|N-oqkFS)ph^=M*#D(t1z-Mk zy!`FIaH%d}4uuvauKdd%Axjf$2Sac2F-`*KopK*pKW@ts(4(<^VojLyRzMud&vW_^ z{y4SM6vIk+Cy5>lyC)U_VO07IJ+5<5RtJiO*o!zC;b4T4UJ;q6_{xfQMP%>$Xo;ub zq|N?auWtzYFq>i2j@AQ!`xF{A(WHtvJT+74;)9^D_1zvwyqGMc=$1%I^Vl9ET~;Ct zt8jfWaGVN8qrc#wZL7Ymka$vM%aIj#ju+%~yqeGR{$9m;>-X;%QuSTeBYaJ3qQ2j0 z0NpOv`+YRa{Xz;qw?Q-VKm?b~4Rt@*ot0SWd52%5lP^Eg z9kVg&9e^YPZ0bqg>seQ(3)x5?uJ=c}G~b?1`X>L1qLW6;p3kz}m@i=cYIEu3uyQng zy9a$aUk8a?8;lS#{kyPT3hrq1czmzU1cbBl0mb zy;JSIb^ck~IW4t}%l7NchlD*i$#E#a!L{qgpD-}17MKygy~l^PyL)ed4K|*agYS5C zHt&Ca^{2vW9T-9PyywZRr63~jtPu=W zut`jXM=~&Iv&MaxessjXyjZ~ZOd%_xbC|;Ki&O0dF?&NAMTCD9-KBGnAuYS;$lYMU z#-Ih5*K|oPT%-s^l-14Fc@vTr478l{J&5IYpgyp8HCP|DL|PR}pb<3~C!KF&XIE4n z$l62C&rf1tV35iUWbGYOr>Cc>Q-%1CyVXt)+~}^AeA&^XNXd?gH8i3DhMU+mvKw}h z)zH?~7JQJHo_?{P+!6(5j6_}mM3J4~0+*tPvVYnPMMU-e!)Q$ghKNkYg0KeQ7n%Bp zb5PA#!0R;)HFYSH3Q2dW_$(dq!DBw2dc`nAbab@1!#Ox3W9dO|-}A#Hu^mj4z8h|Z z?dsNZ@9_u<>IJ-uKXp?VH`)7MhnV{_0);Pij82a=PCrq-j3^x~P_h}wi2P$V-kECq zo+I|~;|Ipu?m5o@C2e=#E42TQuD_0pvirhEVF_XAp<_TwN=m5#kuC)(X+gRh3F$6L zgKk8+yE~;zaww4o0qH)Q=lMS8{e9kZ&Yv@Lf9AgLz4zLCt!rItU9Pl&bW+)Qs@WP_ z@}i>n_^4t;-$NFYiMH4$M?GXv#oYHZc=E@S$J-LsQ*mRAlPNW5I_ipFYyE=noomzKc?LGJbd*Md*?V`Jg zhGUQyi?zry44xk3(m4!dPsQi36xcR7eXhTCG@gU@9nHzb-eaoq_mZmFd?#? zf7|$4;pV~TtQbKJg|`*fQW5yJDbJn5(tk*^8*~K52soO~J4yw@>^j)j(*6}HSnfuZ ztXt{+$|?Z_371a@4z%Qn*3(Ge>Xojfy@#`|1ovBKN}|hj%B72zWw6V9qhjTw<^teJiExQ7?`z2GjwgxRcH_|kJ_&SD=^HNBYg>2 zF|MyS2WO9X-XHVhKB9XWvZH)ybkYB_%JApgb-%WSlbt)|+!CR4oSSIj!I#{oLzyBq z`@e5NmH(@E&ug3^hSVYsUxKlziQ7xqTkW#yTW@>pUjFhv*_rzGONu^>wYmc*!ttQ& z^RaVwSj_(Fi<}qs+}tI=Oja^3myw!Tq{4`fH~uv9IP^PFaKC3B83Mu<0s}!5rCgL^ zwV#a`XJ%=cmr9%+No3k&Ku491qp-t_D!JYob{5C=*Pa41QI7=upb!ZOb$@Ehsbz=h zBRgq;Y-N3u!aRItEG;TP6ADu=*0S4}YWgTbjExtz+KENVsa)EEGRt%);21Y@1&Fln zXQ{OodzX>dg6p|Pjp~$>JdJqQ=tzs@ggN#iWf<1UytaKu3nfMxm)|9y6}+jZONYCj zGh4nDA34_lMp?tm6D^Ic}H{C%VV={J=e0Tctv5pRFiF>PR1?L736*=)e{OJ z-EuNaNBg}?AE(tGd6Lcp%0M$&(K65Wj_lv0BEna2dK||qk29(akja`^+SCx|Lf~~!#Lzx@TSqgWf6pE;?<#wMiGh=C;Fq;` z8&Izr@v~lYsZ6f=8GZ2R_k3<<=FKO1(QWLPR}co88D|Hvwl$mHTc#zA|K$wy-IRjHHg}v{QCG_1a1akLOSs ze{6RsVA^5~r_-S^srjH;%*(AOB>>%Jv0O-d?wo`i9Hl=-ZQap=PeIY|eKjm-SIK#N zozIQMKj^74fVP9MzEj&7+kG_Wz^eB;i3ejv-l2-(XW=+$dVKg(Qd8l82tM_iwh-iC z)VW?P1A-pw7$9*%-Sg=0j=z-4gq62Oq%f?%hv;Wtk)3d&Fvi06UMVjY8_~rY8 z#%G7^x#}GrZzmdFyM;9G^A@yNb|dYH=BtMXj*SxYq*jFKg7bD|BdhfRIbOO+3)<;> z5<<10DqgI;T_ay&UL6rVdxmMRS7j^^UKZm+6F`!d#iV#MbX%B4ZFwUxSg;Uq&@8$a zZ+fb|w|4HWUju*6?|V&$`V9$b7yrEETblDThE=qwgGBBgABp~iXY_Y)!Xya%o8Q+k zjQ?$1YWI7G+5}4gklk692OF0J(P?*b6-_Wgn{(OMypv51b(ojX_CT)(y9?$%7Ti%l ztU$99JeEAHg(Z`M3gH{34nG$_B~{?EMeHJyABlK{Z`QNNzU;@}(>u=EBV3)S9(2LZ zeR3Gg2MZO(3Yq$*N^Z?I`gm0uTk9p);HIc(AZ*Nl#F`HjktZ~q><-u!k@m&M*Ic)x zR+#?yJyk*eM3mP8@edgWEUmA>lsu_CCTQ7m@o@nnC7AF7nKi(i zQHt8t+G^Zh8cnR+IA=FSHKIY3HH5e@sy=|MLAEC^qj0GNWGlVX~;oky%Di^V=)~J5GyQQ-Ilhc=iw@3mI3s%@@0Nc%gwtp%2&cN?A zV2bd=kdRwNoVWUr3_>x~i{45Q_MndcjkVI8L2`KDZzvHG9j1ib(^t}ZCm<0J9F@^e z%&PS9mz2fNBxlOao#{qF^vG&?4EU3nyNF91O7UztFL7s|^E4C$L^tX1>FQjIJXRVW zsvLeEHLnZujq}0Na2*L=2&9e<^5NHSi}g=5 zV#rC)z4-7l?MiKl2nfV&1YJy8i%%A6ovwegq}9G%Qp!6zA%-33 zHqmle5(ry9JkcOF-$?h+wD%YF2ytQ8a^le+eQG(?m0n4si2+x-U7g%&&HoV1;dIjq zV|%15j$dq#LYF&JZs@R%c22Pl)sm(mQ^rA(Y+jIyE6Gr^n*Qn&(D0&l!t8c%Em|5K zcO9F0&U8HlirMC)?EM|cLOT8Fc$oCUnNjV$iBj$2k~J+rCHF3qBX#Z>Q&IVOOUq=T z2kG$pr*^k=1;=Zos%84#BqCLNGeKuDc7Hn?53s1Lr<$_Y4-O-6Vnd zP113Fcte2S>yocpOukbkHM{F zL`f1=-JPz+INBbd7|Z${m@M74GH3X3ng%$~24Do5>}M-TNg&H82On?cS!AJo=OS2n zMD3H3Y&v`!RGGPnaxCjRS|CN(|CN;~`iE@Yq3-tNWQ`hk18Dln_CRz8QO?dFmlOz& zD$rrrbp2*5PwV2#spkRLykOB(lGYu|o2CKr98kPpu5US&;^ws6CYA=@r3HI|OD1*? zsz{){(czc19KZ-UH1Z%PXFxoiw=4RSNmcu|d*8}a;^Oamwh62HSPfO9`QP)gRCR0BvN>iMr?ce9Ms{iM;+heZ@)Bul~zF ztW!m2OsZRrs2aD8)V(VlCPcLRU0{ql81HWY(6yPs|Ld)SBbQSEsc z7@xu_H?n^=N2bk#D0^e$VV$AyV2eiHK0WlvAa&^0M40M)hel-N@Oq}vM`YiGc{X&R zmE9$jsNr_T55>dPiWKSiO*+xWRq@;AC~xhi7~s1O*j+Y!aX_&(iITba-=N7mNcA?n0d85Od(mptXyL|Em3bN@YpeB1#oszm5g=}(HlW}{sz zEvgR`RptO@16mV09sV*Q(Kk#2cl|idf&TrKP1P zDhvoE@1TrUpNTlOZ7~-}Rl56WcC_&2r|F1TdlbLFB4@j+gVgo!O*eLN9qvfu<(8ON zr0cn|^G&pSmzlVfGIm2iAaS+57fgofXVi^u=hS)jyxLA;w$j9bEIyXH;Ef1_+)RHj zZC(T$?Q$MFi@y;dFzY)YqiSj2%}C3|6<1urxTZuiCTg4=hY zr-eo4)Y|D}o43(kBKAQT@jyto=D|mSBa*T*bR#K!A(foyJeMH~9qBxaftr+h@$#gn zZWQP;wAZ725V*_!!pPObq{Z4eHtkp1K1)5Pv_?1;3!+kiz1r6DupNU!wjO9^MF-=NLk)b|(bZeNH@8{tm%X(b_T)8- zvTpKDuKgprCd@7s+fvYGMRAmo2HRZiZxv%hl>Hszu~>|zK|G!F!CJqY`3t-pE4l1t zM^r>owdF`68BL1S&l*BAZrP)D^c-Q8Iwi4FPFC$IM}FrXw$3*!!>0zZEVAiR;*Bj4 zQ$O~7tZNZV}$(9|14r35$T@f8x1T_ihUXlYrd)7y7T-%-EGR z-Ta95ApC^3-$(GDb#@Iv;8o&bRV&$wN*vvTgqQ`RhJ@&H|NT`FMwP0wpS?`b`ZQXQ3u ztyXH4sS&9>!VeTvn=!hY!8hRg?dt=f{I*&?yksW3 z|F{5FeLeEp7PlSUDF&-IXG^R4q+R4tTN3ml7{=-v|Khd@J)pmxf z9~koc8{tXzpJE6neRuQ+M! z{G*D1QrKUXzTpRA?I1f@?-@};%a5l$3QY*HzbALNtOS?Zd0NgE;Zw^nf{+rEdH6WdU5h- zG-s=?rFJjCq3n-q{9+7KX>jW6qAfyO+fwWTrGk&y&v$#EAMd0C$Jj#b^b5I4k0Tn^ z9;K-9*hQ{xiplceY$a|74nv!`0I^Nst-J||R*`Natv}xC3$OebkPRHaMM2kk8RQ)B znoAm7r#e1Y(Y%d|mVcewEXp0hm+Wx#l=wx+sF`GVHKDkG@Dh~p;kN&Wz zV9SY7?R4=(T>sIUUPMwXr^QI^-2LgSb~m6=yfVm=;Ap(m=7@|8L%plsIs&03>(by? zK{M2q;IZ3eS}*qj5A)t)Qrl&+ipOGA!4;2W>-+?|b&Y>>tF@MNb>PrzkAHt9vEXr1 zc}05(C$#0C4=E0W^~D+1D5RVelGfK|LpQ#3Iw z15Vn#e=O_vWQ2v`H_w$WkS*5(BjVihgf#cmEf)WWCEoaceE%(1dK}lnK=G-xS3YIs zjh-+m05*If@QD0y`&D_@ECk4OB7w!-lnB0Ta&s}U1_x;q39|4`Xos*5d+nEG$+!po zF)4zUp2U(cbLnicBH;f!1PWgT5!hzfspUvrC00nk%N=Mi7^xAHWJ8=U;e^3<;yTHG zbu}n{EQ|?bUQ}9BP?~y3hdo^5paA!#{zhb>=b6)!MQp>|*jmwi!YmK;XEh{108kpd zGjJT1!Pc*mN0W&udI@@sc8AYx*EMGCA*z#u$Xv6C?Y>W6mpspZ1GzofQ93+GI(#|b zVmynPBU zn4XPd(&=W~uZAQo9cs5RQ~Qron?o4A-)+f}*yh!C(5CoOJ%K$~v>f@$8X}Zu#YgJC z((^l?dvkdu>$EoP=V5``69)k-n*dE@1{mlA8HZ|o!~CuyF#FR(J2Y(vDU3%Ect@## z88H0PPry$J4N1hS2Rf6rc&$E*Lvt>=g_RWnySjV+(x^wC&KMz@H*#Vdk%2el2`pcKFq$({Iw1=b(Cf#HHG7 zN!)0k^_!`?j>jL9%#iY6Z^OVKMmTl-DqO4wr)(&RxAI*~02?`(S+s4cz}IlgZ5t+e4`BIow9-WM{HsfAuZ6$gbt;&pZbPJdB9L*bQ&54p_Wek3>2+`#vX* zXbNFr60!9(+$RQ-m@Zm%enrn+ z8I$(JOgkbimppA6;_qO`rCW=eQTuPlL!hqrp|Qbhb+A19SHJ54TLChrq50rTd=)d@ z9(M3i8xm^X$xf#CjtOd;mqTpNJcbq}B~_P6YGXc-l(D~DDfy5!AsTO58vje_^9WQ}`-&l+n(RY=D7`|d?fQ2!S|~jv)SmwG z^%3ys`A@tFCp|{uf~IU{UNdX^wmp|ktSiiKW4u%mgI-4v&_arMPfHbnBKo(FUvpK~ zUsG3Tq9D};g~zKz+lsuIIoe?R?K>*Yi4a|e=3jmuT5Yr|#7Bd(ViAMl_k>e}| z>QI5|ZCIP)lKwtmi_Jt0#Fs)Bouqxqw4N&s|Jp1kq@;ZPSKW}rayjy1QK+HfuF7^P zk%rNa24aXE!>oi%qyr-$kY!Ke`-T%$ zU~5me!Sf+_v(FS$SAN3h%P1TU1fC}pVw9Owgp%Cq-jF*lPG?KYr5u4&5ueXJ@=5(I z5bEx8h1A=SPc|J)>TJV#zhIn?Mxuo^qyD~xgc&K&B)R=PW|2?7;5K9Q(?sdT{C$^D zpqBr-S0TmNV+^m0T(&L~RqJHuwk_LbeMqk>(cqH_!-NcVg-=$s?O0&tfbYWBUd24+ z&W0GS?na)o>7W=^jZ+9RPf<{}oQ6GLQ0<~DCGFQxJ|KY+ty**-kQp;n??`IC6{a?M z(tB#l8cQ%60R!IV34UR7r)9CgPV0x(2jbFH#ph;|GZ;D@`LD7rtvg2B#;&hL^JBn5 zOS)VS2*J}Ku+?uZ2Y?IWKd_0Ey-$3r?fDA#B6nzG6B`jD#Q{!J#cBi%4>UX zc+Izpz3czPffM-%{!wl@Z=Az*3Jn|McM$`idH(XL9*Vu`VUvgj_I^bsR9l=TZ#8Y_ zq*aGhP9>RX>hWpzs71NcJ;%fC&@f2;O#0?S3Fz4Am``EjLjA#u>8p33s4+&UeP==f z1Wvc}>V3<<`rZ&ED`YwZ6z?B>YDque5%+ITds}H`GU4@;d#F_)Q!$+S5x*)Cu5>9` zP3SY{J&p-K{)R*Off4bv>{YS@J>Z8OpKB3B+Dp7!mIz*ZLsRB!FERV=wwl0>8Dt15 zG9_Vku>`iuX83k>3qsivv@{)&o2w|0=j>Vy{@zP90Z?XfmPpP4A5$O4xzsqiO`xly zg}(A|aru#eJMz0Gr;m0)<7g1Xs{HhP?f&Qt##fA4l+jPkD`J}gkPaNmc|cDK7yhJ0 z2eR6f8HESkW-0GFwja$M=0AW|yvrkaa`}dZpW3g)8OEo);{Pzu!e~CZuYmRwO8WyY zuZ)#q17jq=rzTfX?|94>k;O-GvZ?9v6fj6+v46BP4_r` z@AHv>@wJtRUMjoi~SRhp$<{2WzQgs+Hbg#FPvJMQAy zHaxV_hwRY4hZs3SN-l05#U1)JgD5nS8RB>OjF8ds;L$g1)TPq94*_zPqCEB>lodV& z;)cSwVtpax+y}0p#j|`?kNmgMQ6=0*ad$=7YIiwdH#5I2DmQzEl0B)q(3r;_tf2LT zSD-_rw<`xh-Du)K<7O}3XO+(fMY#Gw`Y>dVvi4o!JG6%?%X#J2BDE+r37C<}^}#HWnmv8$;Y4~tEO;A5cIaeMudd%0e*N%e;i+d7{ks{eN`Ty0 z^r*nVTIdS*w=)^PF^zos3HL?!S=PGz%>~i3>@D#VOdcDX; zO<1N;@didDi4=h1R+OOFdVW}sAPR&*7LzY>;&8g)(6Gckxcb>>l=jEaFOS{Axy3SW zlq%6;Z>m%S>z^Ja&VTsxyqqBc84a&Cn$)QKQMkYqywGa~_{!dcQy5WNCoppAO7|Z9 z$mI*)_hRPIaf3b96|_@YNIOX66NXwNuj&&L=FkFoE3S>?AgVeBv^7q}{0 zhcp)49JIo8+j?M1hfp$6^dBamtqj(!bKstF@v4Za@lpBCBz}rd5B!3iAlNxu0fJ6m zk^_poD0dHgJKBDpLX2?UvOdE_derpe9gUvuWsd9`!&yH4K6E-T*5aKoO* zZ=@4ab`?tM9&(wVUtBn>V`K%3d;t=WqX+!R?HGiQp9-1wv=@x@arxtzo{7DpG`4V9 zhbPFSdZOF8}3ijraLYoZ$R}M)v3FN*F;1B>sjc*ZrOp*UVX`V1nbVo;A!5U zPSc&o1vi#^)qe>qZ(d^9HMm&HByyW^Ij_Wf{mGQjIP1{37_6NONGaB4y#le%akv-e zh*+grW~Ik~1MuKJ9`B%C&T1F$p6WVNPxZm z;AyWCa#S8BUX*2jX;+v@Kn7>xx6wNA!$&EiQv@z|T_+?Awh@J*lT`%!@zzr=hVLr; zXcTY$eGJ%dd9I1|Vx^T6d2AmNn*21z6BB*8pqFfeG97N;*_om@qlG3 zgKUUSgA-`>$Ra5dMYU0c-DmoRP3ui<;>q(rD||*qqB4yx``NLDQ}!1XEzRBp4r15| zj^y8<2d4LTUZ0IE$N2Z%nec%@Fb&1cJV6ZpE{@m!kQ=ckKN9#9yX@4pHeHi%VIb_9uVg(^hyE~_z(lmqkATBGpKI=R z4V!8!bg=*XGG&acSa`v~n)6UBLI&dc001hkZIA26x{7_Qb3sk9{3m>qi8ywr z?PGF|RF$HaVzOVlPHz_8?KvYl-_`U4dYcX=Nq~Bl?1ETU<-fl_`^X6~KK=3xO!~6G zJ%%LU$Po9x74U%&jKYVJ(g=n7xKvbB5?1=4fXT^%an5&-GzvdIg4B|2tE1B3h0i*F z16D7U&qf6492avP z@BjaSpvZvi0G^vm#W45ZM|BmvzxE1y;QZcvSdr3)Bn{FVs^zu@2>}jgqmP}Z`d*i5 zu`lOUrl(V*Ji@>(X`JzNgy$DdNCd@i%^p+}`6_=Lq0XaT-55UQn#`TbkYWpoCWFU_ zPuBmA5BmK(qbnpOu>C*BhwFZPDllSK{=qQ%Pp^m5{lCt|F z4OhF@33$2?%I!|L>@^P268QVWzYT zu3fIiKbRFKQopQTP_QLh07GMEPH0Z{5gxTyX7antQnn1K{NY@|56#X!rC5!G>JXZm)i7S1@`n$$l)La`WCs`s0(4InRC5O*);tW`InW@ z_V;5h0t0?nBfy0gu1q{jLjgjhi?6w*{{M1A9Y&fCoOtCQAOBmqx-9ok@TO_J9^7(K zyv>YNS(C+%JThW68zTXOEX8DA30~FT@R=joD3O=};cJe91GdUgI5>?{L{1G8`o8-G zzh_b3E6nMUNyUKM$A-dn=Zb%KB;22v&p!My`TgIW{_pkaw|T!V$4nTzaQ}Vh(5?F* zeL_gIhZ8It6=dO7!k}0u_oNi)SBR*u!DLZ|&9bL+YKw80Zk3-S0NNPll+M_6#sqAN z?IluEIYQj(V~!bT`RwF6d|1G$Gjo{x8ZOLFDBH=

->yln`k>C&6hT<)C46s+EdsIl z|J$m}?oH8bI9c<4tFod4BQuTqoN+O49$ACu)2COqufIb*HQk^v`(^l?%PI^Lsu64ch5&z*9VwHAxS zrIRi10Vr{;@?JH4qFV%EkWCmZ_G&E{1{}#eo8FSiVn=jYP#ZK*D@OAxoqJ<*-{&^7 z$?d&LK@7|8w0|eSbnYoq$L&}77p|&ONVT>LIYL*bV;gJz4c1vHn<;JgT(3X=K~8&f z&J=?0$rxTIv|UIgao^%#=IDB%k1r#6F>6(P$1ho^w}LmH=~~JrucHij&sXigUYgF6 z4#FZ1oxI7K_;Iw(`F-bZA!CX?sY$(Z{jMef{KGewV(q#$@K)5B;6Wz3%IOi~>4mAA zUfuohq3eRqXc6V!(_*Sqdc<9u9=gSLM7qWG<_hjQ|B;@CjSulgeS?er{$`a38oFLK zC^s3+xNT+ufG20($7^+!9Uz)BV*YE8kDvH`!;s1 zsfgQIptZfZ$H!nq*MuSa4mCHU>DbmQAH+pH)ednE+_$ z&1)&xCXG&=!Q;6$0}y?1x#hh9O$qQ~pJQ_|`){S%yHLv5V)f2P|m)l0lubPu;h zG`)(Xn94Mi3acCH1J!HFA;Vy7T#EnkZKg^E1^t)l>?ipPE>ASrChI=j30GUre++^p z3cp`if7E5f@MLec_Fm!pm6%w&YL&eh;N*$Ob}F_1 zRt8ORK+h!IhSGP9XXCS#8@n|vPBLS^#cw>Nr`RBjT&9DfORD*j`6}5FRc&Z~yyqRG zzTU@x10_>;qbPLs=5xoxe8Zr>aXGx!<6rI*PqA#uY!word>e|X&%*r!N|nz_QgsXE z?>Tq(Tr1F62JwEW`3iTm?xTwNI*^v!8u_Vk++w(vZ0h|pPs?h1sZlWdi+%lkcY4h5NJFMPDBdSFjj3~>BJxaaV*2hOAj4ypu zc38Ohq}LPo|2S_C4(I*Z8@~K-ay}5{u^Y&83^0b6r|nqJG6A0?hFgZuKhI)yz4&^8 zUT!@)PcHYgB#ChCC^(vOzzWxDL@S)bad}Wdz?S|2lGXGhFJ|>3%@}@Vy4!u!J2dA! zSLL&t58_Vx>;PeTie(t^-&PKGcf5ag2W*UUYbMOE{dm8q{?IMkuJi;E@(qj|m)}^i zAVhN_Q}DTMmY;|6O;#Hi^khXw*rN!Ax^}+PrN8NV0QSOA;jc|DH`15R?Q|4ycm9j+ zXvKS^)#rF0R9S0BcEJGT-n%Y*$bI|Z`uf5V)9awkf&>?JWgk&5XV)A%^GH;~D=&ih za>-$6p|K7~2|6GeKSUES$aeMG|M|+KnD1~jMd@_TZ)e*;O<+iB>zVKjB^^CkZDI*8 zJ^l8Inu6bz|73q6V9|$@*XG7Z@aB4;^qSA(;HOoJUnZcHQR>fDeh`UF=ZR&EgprHc zBXL;jeE5S{d6u_C%PiI=eS0xL-Pa2$EZqWARb24t{ZR?w`cMuH4W zt66!Dk-Eb-`cy!=fRx?3UcJaudZ*HKM}9n{by=AKDsEKky?wnA!`zq=6c?YpIR?F#YVSB3?K{m|$4VrcBWLWcudlJE!z!J> zSNHbA9Te$XJ2s%U*wioDTDCbSOpo&ubW!$_P@{%@1?k$eDya zZOyMT(Wx0L^u42X%AE`wftpNT$1O#VsaAL+{lX^x+G zyXsfIf>U4j+_ugUN_9i#g?;4lP>zNymts|%MXUSBTpuvw{>Nlko zrHQHU^yVp^Ck=&kFhAxA44AS^UG)@cJttyPpcF=LGVBf;`t^_Uo-S{P(mltGA&fW^u+cg_7}E^Yhb(<~=PIjCm)g$?yFTtM0E8ke_0)q< zfiDTAnzPN0@bSx+4!>qvSSf_k>5p#u-XFXlH9@||qZT|)$3invE(ED>1y|biLd*yI zGC9sxFqp#ZI|)r+SrZ}OJ1Bk$qM}^3U4dG0_u&?l<({NN#33+Cj-(+8E5Ms5f>9_- zHBd@|%nbJ!+GWYiaZv1&PBhD(^jT<0iRKdTh{+FwA@CHpKuS_%mw(J^*tZsrudim; z$$Hox_{>isAiE?=JiQsY-Q2ibbQa2ETqjC#hq~g&XVVH5x#qG%5_0<+IAMP`lZlh9 zkQz4UvMJsjMv~)RZS`0C1khwMo>#YIDayrHVKG9nMGtVZ8KHxs|B+s~Ei9BVN`uJsscsw(2GAxM^yFTkwBe03;>59~;B50dk;(1px~4SJHPb;8{I5JBQBZ zHz>jHw*rqyIi7#lrRFw-04Lzn-i^_ff-tF;c!QJm03Fsj*7bTix7losC-p|AX(X&6 zB^LSUuKjBN&}-}qlbp1kmsXm0nqWFg+RF=EB%F#k8ejPT=)}ULj#HrFrN;$D)4L}7 zLoVE;mFMRu=i3{VV$E~75&KJcnFjRI^ESTxx$*-!PDfKVBr|z&+%hiPqczz#XU;qD z@eYOo3s6aVJzGUyxdj*pJf3|IZoRrT9jqNs>SZ?yDS*omP?|DICcfCbtH{D`W_{}@@<75 zmfHP*vYZyL3q0nD34Rz=Gp|-AD%^BL1bKPbYFrxYq+}+mF_VhFSvA#v~#w)n?ArdLlU%JXFFy zES1L_XjK`L7r$%$(IUefBBu5Ib5`%6Hwwv&_IB{u&i3;+Ey!Ytv39@G-nNcEe{uTu z{8yGtv_;>+XO~u=vxN`mHkMu__|@_HsRb3-Zb!d=3AFJStuO781!8FunqGaK(q-kd zj9@-=RWSQ@0ux@Qv7&o!t-q9Z+*)@R{@30Av#Y|;%}Fik zNMu9xu3dNIB|_@J^LGNqX*Eu(#dL#!4|N$uBgvQBM7wTvPW>_pl&J}jaXS|XRc|oH zxXd)giSG(1Yd62qJo)H#(jQCH;C#g=g7W#o929Y}(E-U4m^Dg;6L4j|D5PB`?z&^ot95f~>SG?pg5Bp-;QWPTCQvb}C9+M}OIG(FaTRq1?Ov#K znO=Q;oEbL+Q|ZCpdc}%p^G3P5ZFnPf*)Se|N=r7>Ui;H}MD|6zk^S@Gtle7D0Wod;(AG@vy=}be)1{$o&~$(Y;;W@f=9RHdI+&Aq?Z; zB0#vZ*NK9TTR|f+|A{<9d!&VplKB%Sr_F_zpvlmek5UlXE_{$pKu^bCw)*);=CVo^ zqeg1}0NtVKSvVK_p_iAy1OGNwDXLj(50RakjZrXQn1nnJF^oqV&0 zQznQ+^pPNSw66QI5)TfWC-d`d3QYm=_>R9X8ZBKejt2vWTo|-T7#j5d+ASA1QBb{u zk-v;DnI?Q>#v#T1-2SN3XyIJ#iyv_}V`vn&^nf`@Iv8OeQ z2NzijBAqxC#Mg$4FS@H)p7$yX?L`h~wWbuFb9?Nt_<{{#Z&FOt=e&I^GMTL+h>N(d zVe&$^`ZcoPVeu&2tcH0j91wszBl9_^pf*eD^m#*C&%5dt!CgrQW>Hp#evM+@G+ z9nhmF1{^1go*{2^9bw@|>DC#T#1n{}Y>mZAN!C$w{oH)WufAb{lBMol1<0JZF7y!R zJ&M!TMYbqF>_m;u(vBA9G1k`;A65SNKsARh_F1k`{GS+JN5;mNvc)K&qCgh2li~BN z@C_bTeVLhGNa4=Q3ryq;^_GtwNuWqc2nM&wbi*Pkw?{WjC?{mB4DEbfr~K4M__Cx2 ze(l10Dtk`4cv_p}Q)x7#Q8X3kvR`JH)pPzcUXOoQTQe6x(`JX1r_x0*n>ZpsTGsvw zd4c}0)6RyD=bZhNl76M9=^{MO{by;u=9qX&@jcPz8oT$U;l*z5X=^ygm3qLUeVA~RRTmt8GkY#j11 z-eohSiZ`?pRVJ-XFXr!2~-V^ckaaPSM90 zA`%u{MM7B{+>$Y$FT8(GviwGkha9A7H!<^mJ>3Hlc0J;*F7~}9i+#>fL zr_LS8n7K!{v@rk$rIzDxVL3=ojl8848!pysXYy5c)<>+;s2=ptGP6d4DB2dH<)b}{sQ5%4Vo zydG3B(a+)!*#cfdZAGyIM7pxXUi;Qs9P+Wv0S?RNukHa#RLM_UBSKgFuCc6UE|0Vk zcip^fxrV<%DHb_{DhUy)%|WkE?BN4HrSEIO4^WUCQ0r;E#U$1-&Osb%<2pR&vfI(3 zeK_zprGE8vPw<7yca`bk+$r2ppQKvb5k6*WooaWgn;KUZ`BeV6KTEB>?JrQR@ngo} z=Tg~WdP+SJbQKt`vD_xW?8;(ace2vvBD^OP^< z+xuR3aV?I}PciQ_^~fdwo^~J{bu${L}Ivcj)Q!HEic+aef`pFIfu%pXVu)y&(4 zZDSw9$XC!VN3r;iJ0g$kDfc;l;bQOe~k~hRAI?~i{T&ykmSxwT-otlyu$ zZ{*QNu|aF@x6F!s&OG5O3=I@=I)@bNHnu;S89&XJ#050IwZf@?s)4K?RM>5zFl<^) zmn`sX-EmXp89m|u<{i=usMuW$&oD^_6_fewvPp(0l>I!Z1tSzW5pB(I>ly1(rl><- z9N8oqp+?=h%p0SIy~w2o)vA{(FF`JXYEgfBDz|qZf=M^Ze>VM)@-Zshc+Om@mJe8+ z<2t6N4)`0*MK{5EuiN{+U#)lLsnXb3`pN&R6AUg@I|{U>gnDN@9xPpXP1_^(iX38h ze3Z}o`T_^}WWO~&2`~QvWgshHdDalw(o~`^BBU|C0+D#-o`@~;-eI9@>FqfjnAWu+ z(ah*@5T>xixqt1~YNYqY#rkXgZ^uA(Yn}4kYFjlwPp=I+9N`Dw|IC8Y&I^H$4w5Ae zaaRzCzQ{U@27S23;c8D*&U9}m1NBTha8Ne~cg1}P#KwPGO;th|0o!}B$N@$6GhI+X zv{q^^4n*)M3s>Y;a;-mZ{XJJ7TbbFuu)=gS*K0c_#bG47V#ovOHoKeaUq{Jj5Yw!t z7-6N4<5VCHUH94qeDy3qB%SSkTT(**0TaHgD9hjB5l6TZ?7~S7z)iD0Kar#%5w5=p zQ~`PDhK!XruLR50t-n1%JZ_!21meRk^;fc(~z&t;Ie zlhu&691SfrmlO1Z%X*6Dt#0cgJCOPxm_y@4jr~u|9wSDhsQhVuR*iTX3zr)fzROiN zYP-~`@r?Ca>S(61L{vC8zI(Z{i}aloXL;80XRf#2Pb~OkrDUv3=S}%^9=2+UDWc5K zmX~qY2imP#q_p@*Rb$DoNH+UFlPuufvDj30 zRj%_x;6*LeV)l>Ow^3<42UEGxMbO7$mbF>^qb}bqdg9R`T#p=SNd8Mo+~>wassH)Z z0TMY9IxDdRWdwFJQbZJ3F*D*H;kP=kRO<{S31fZfHg~ZOgVl{e!c>$~Y{S}%_@bZj z&r?edv-!5}qzKqbtL#*y#R&#m7lgf^Z$9C#T^KXFV)FmnJ}H$Y@?0gFWhBj7m0z|54x$k$^%ux?b!vI`dgV zpbXo9#FMxK=e(L+0@WmPz5eyq8*6T^63`2w&!FL__ASo#&u@lO*4DYN(_ev(tI%MyH0@~z-Cx+|)NhXRiTS`uS z6m-+cd$+S5!)_G^>4;2iba8w|(PWX%D&tac@y;22elmHLw?M<>8HA$$EaNu@mu+1` z6oLgo#>4aJ%i~ua**K%XPp$H&3)Q|SlM1t*fedzRV{tl6m2nxzHN%zzg=vSC2q12XRnb|02rF;9~M&aan;^Qyvh z(L$Sl7bqrynW{M~rRv!!0;_9oTC@Exkve#vQuma&&v5&GI^qD#PECJ%eB?h&_SQ^e ze_}Z=o5>}QgG9#avwF_P!{L)!xEofM-@jvVs`(!cQ`2_rLrqXa!g=0g`#4ZDAljIq zb{Q;4A-ZLLf7$xntXo@kHvzZ$^!bmv74N&xkD8-EO8wh(%&)!mR$Qu@_?!P(Is5S)84pIVl2_ z6V&rAZvq(`OA%tVAVh)Jo`^Gx>DjegTPnc8k@Plg3X{bU&l~-o{k=& zS?9{~e^RN_N|y_#H9Z~wPO^wY(aELW18G%qWhg(D$a6r;JabMMsdHF;J~LW5BC1dx z&Bn=0%jNLbiNsg`^<~=^Z~srSk6QfE3{bnEkfw*|dL|AXfGJwXh7g5Pzrgpj-quS` z6aK$Ad+VsGyEST5LQ=ZBL|Q<)8F!3lyWv|~@tpU) z=Nos7d;f6^_TKKjek-2!#GLbSZYMAaOMKu_)rr9M8uHJgJdp26eyvUxfcU;JFA8Ohdv{S=4o56Id9m-Zi!X1k5l6pyrv zUf1G5PKFxAr^YRrOfGVOcdkJT)1)fgpo8k#sLDN(lgouB zn0I5j0`thwcnBWH1YD6U$ZPmfUpETM3;rW>+uY|NC8HzV{O9_^2ByR5 zHayF|qoipoDf8dMC>|1oqjxF*O#EjX?cV1A(+m3)el$It=?Lo@_jVy)HIQ=)7FNZ` zY-c`MuTRozEz-(GcXOheFFHHsM zKEFM_MbrJ;O1!~5?@gudHfhVPaF`zsX#$30P4jm-<2kU8Yg+tWi{!)j^$e-vBwfXe zSM06Yb0feVmMfz(_>J>MfKq@UTok?ul)MJU;X4EbF|8;q)rXM(O%~f_&fzQDB3z%x z15v|S7Hr3LZz6Pa6QXA}*_w2k;PpYHS(Y+@rC|5xEnh;px`^Xtq@1zlyt36s;QoCh z+ag55#|Rjc!oR|Z>`mC9`c9Y)aI~3=J6f<|=;k8(P$*U&G%|4`EHyBm3P3hw`MaOe zvxiXe{MEL$xWUYV%rc|7ZoP(Nyzg%V>I+rF=Z%s$j7e`wEZ}t`K;|9S5@7L$7}32z z2ank9W^(+`-^J9d;Rzl97KykIGH$XaM}y&_Zz+KTC4#T)!>RIhO~u?>en(1{5bP7( zuXjDSaA$wzSB`9xzLpx-541S&u&~+Nq{1LOo4NvG8pU{_sU**|+jjPNgc6=RD96kmb9ZY3T@? zeb7vKjXa0YS@gOgV2u}m+O^?C4Lt_>jECDRAHn2Our+oLVy!P_$XsJ|xsWfwV)!C4 zQYZ#|%24v^zdUcHJb8I}7?sCk)-e)bpzfUlJ#S>^v0w+T{j!GC{Ga)dC9l{!OixQJSOmBXDElnuqW)B1cFCeyUkDXatKew6yN{-0*%q5f>i>$ zP(8->0JudgX?Ai&-z|W3Uc;o>2Nc7P@i$U;FKeS-?+d}sgp%?#-DF)Xz`Rp$;M`N1 z@)hjq6Vt;!rP#Mzky=+UMDj@9`g~Zqjo-QLc_>6OU9mb33WzRni=bnuF(Tb^@RS2W z&nnY`z0Z)`*`D9Nlj&rBc=y)xErvc973acmfnpeHlt|{rhDB!J=1&AZ;31Tzq)>tH zqS5GWm@EN6Y!H8%%b5T`t-ucc$rbK18WCbBR-|VnZJ&wyS8fjGlgW|riA~P5-i~E0R0&a(v{JtUBs;fh{>afcn2;+#R7~un72TZ% zL7#QH75e++>*srmmR^VnEu8^cO$^@FQdZKSJJ) zwSN&on{OS|LHjg^rbx^Mdw8?w4B%QR1nIpC;= zfUHw`mvH*!&?%sNoSUy5;z^Z5qiW{?X%?Mmyq~VM-VjdaTT0zw7IawQ+|$l$3{sD& zEQKT+^4@IFc`6k1i7Y-vFIyK;>u0=ZFVRaliU-Q)TV5iPH)&)-LQ)hhX3ZYH^2Pu~$o10O#nqK5yvpfY6q&?Vo)`)hQ4g1oRIu_Du8aJzaafQ2*OR#W z-(81S{2V=^S~lxs^ek$Sbj}&Q)*`VRm47vXzoS)n`E3k!TZ8uQczsaJjkDbHj4Fy= zW5(99w|y~iR&xA@fk0i)(NHJu+qC_oBRd&7@6J+tPB{J+%qP$FOo$5AH0X{slJl?o zaur_PjBfLn85iDOcd~R;Pv8ZAYbcyDtF+>sF4Nu-%3YJlTC-E_SV9?JcIJRJk(_6) z)pr3IS6_`t*88B03m9u(uAbB&5m42RenOra94$$MC+YK`mB_@skOkM$HI>U)1YI81QjA=K4<-J|#mFu#wLVAag}dEM1rE3)-1T;(qIeNew2tt3T)eNKYx3 ziYE8~%5PJqD_y*e@7EN*I0WZtQd*~%?RaH(zm^D-MIQe+V&OU+nWR zSA-0wbcx``t+&Vr-RCbR8KlNLt7K`ezlM@84p)1C64fz`Pep;d5^2M|iF8BD#7$s+IV@{(~Ny*%95=kw_ zJU3v}G*NNwvo0nh9c3xvi{dY;YKmLAvH$rC{mUg3a1t{#Rmpe)o%<5}Gej3SKvuim z4DRXo&zMl@tal%GU7lJfrN*pkU}xy8yrEbSgr?O;=d$Fd2V~nT-l%V~h~@y;lE0IqKe?=)Ls?=L*Pt_GEQ9f3^=WuFP|a)G{t~;iP}D0D5H4tV|>bfog#D?8UP9 z21hLah`QSRsoN07h6K^3HUfK_3s0e{4Bgr23 zh*jc$P`&74kahQ!uYIKT=e<-2>{Yym4#Nw~nIj3Tc=-V@ZMOiW#KHvX^oF#y$0OX! zQW{VVRm#EMU9Ku%raFKVl&VBwX!0Gi#R=&nXue2ewn6i zMBw=Wto1d(z*}FRKh>hc9aYYx;;rmH)tWfM%TV0sd**K9Ls0V-%Txxm2BnJQjf}xb zgghc|f5^m>`+e}=A@~zOYPM{v8j^H>-WyDUjOdOyzz2+|3c{D4d8GQoP6&$O08aW# za;)KW75X;|n6(8}@Z93Kxpd%PB9S$JOStI}@?l^4aL-aYoOp59gfBK!n~yT!ivS=N zr6^9GAm}gb?C-52+DHY))k2je7laG_`|+6{gU>Q2s1keupIrqrPcgU13VXbSg8!|K z7DG^q^HEwRj>SS1Lo>=@Nq}(Jq`^2+YM8S)A|?j4Q@nrkUPM~VjwS6p=IE29;B3su ztvU#ryVm5H?t!A^><>BT)19>b?kJ90m70*(8`GO=InPtZl*;4vbn%GvMTzD5L{^%IS_=(hi+%f1UuC!av*$2n2lz?eB}J@Q_mx`VpN0awI+fbAF%G5pCV5QKPY50M@w+1C=TDDBQZrav70+%HjeaJlwscYPEx zHKW63yj4KRbFj|&j276dV}J-eJUCdqGj(ro)7RI(Zcs0IbI`yIWKqno`p>V&cBUg4 zO_hf}lUt(^cW|8J-E3W{!Yw5{M2;S)hjA~VeQ>6@)8qwzZE$^lz|@ge2S+nk?Hmp6 z#f1Sp^X88L=$8VEh^ZWbYeC%lA>S#?L8#t?sxT{{XPIeiJ$+)UV5xU;MxCjvX~VbpVy}J zSAzVeVk*kauuCUxHFCGl@9t>NKnj>)5IJni|1GBy7m;JdzOTP(Fj12 z5P8aM0B>ct-nVx8t7XZ2uVpFu5H<53K-O~07D>%wYdQ#0^K5rMD+jAX5zNmHC4%;M zpfUj@F$qAW$K#KJpGx4>Hb9dAIHowsRAsr=Oxg$cAMY;$Z_a?wVOXdFBO&J-_QVG3 zaG|?3rMS_KB1FTC|Bnp=Ny&6>LWZ8fD{9Hh${e~fn-^B$d8fMLE1B*S{+*g}X681$vcT#%R# zg_QG4nf0UX>4-L}zoML1i*rDdGega6Y#2oUlau$zxa3<`r-7@z42MCp6^NkD{c!^3 z+zP;`QLK{m36k!O2NJ}1bjb!J{yk+nzKwvj-B)Un?N+gb0u(b;faVH73o0ZH+i!u> z!^^-koCh(Qd0AY|3t<#Z4WHn88rAu40qtg$9d< zn-cv)QBPgBn_x{⋙6bErX&(N(n&2PId>QAh3Li_>hr&AlXSD)^9mKoYlV$1U4Z& zS%@NBAQ9J7Wd5+l6re%~Ah2R_?7wvg$3*r$P$R8jL?67pH5pD}!vRW$^#w0|DlMl) z7+x0Y4>mT4G%?O}0w%B8%_W0$B0V(_hHM&GtpE{C5i;&zx(!t|qio01Svs>-*^y#5 z5}9~BW)1ngu|gUETiyUtm}whq?yFZJsKh-6%DvK6;X?BrsElD0zdB2n86`bFJ+Vm@ zKRy#OR(}g4($hhB#gA1ZJcyV&{8ezSZI1FQkl92i$zfjT=YXil* zId-ciQC_zt?32CO#O_St{IYv+&Sx`UR5A%eL8hPeV|jbRn^Pd{?Mn!dV1-8|{#EiE za54USbD~2Bg3F~9@9+AGqd`EMq(|g0|K1Re_OKzlb+exMVQ%$Svtma) z$^GS%q2^%f?w5mrl(5a2qADGSHV0^VKo>!nS_XR=qVfgwN;9pKZ#xGK*bT;*+4W_U zy~3c@M5;=h_uL3MvxPpRgQC0w;9jRHCrvzi{13f08JneA+Kf~j%b6;h2+1H)DGM#G zHB1WHX;vVK*e40a3gt~i+XkHi6&KsvIX0N-YAovT8Kmx2AgKRwGCoBh!@=9*F=j;k zsgcSe4lP^l=!wfWOq2KT=6!(<)SHGe=_;ivMJRaOs`c}L2*yuPR=T>naaUVb36s#1 zBIkl@eZ$+jZiXp8V-6zJ%~Q<>_=4w*K%Uz|x3dsxQ4*BL)|=a8Mvk)j_;t!5fJ7j| zs?Oq7X>)}8!|~wR$<}P*l>N3e(Bw;lJ9$^8o;j11k=->O_sm4;)O_Qg3n%(7#v0@u zD+p)FD)t4ze^)nIf3x`#N_m_R!C7JN>SCa^m^jf=mS`h{ zN6Xqx@K5C{w3)=_U~tFTG=OGgpmUeZem}ZGa!}XV{L3^T8WA6eRPN~sI3Fqv9$q9} zrU~3117+-lCsKMT0f&;9_q}%;2`x#g#b`s0tVY>e{YBrG<WSnQu-Yh~~OX+Bu?>s*Z700TPIfoNs3bLd$>@J-?go z{P{?!29?-aNWQh$bTp=Ab_hk6un`7(5Xqznz*8GGFuVCpyuHZfNVtF{5D9Y?WB3-J z!JsJlFA9{NB*ZNs`g;!kInp1 zsYv>|9X7D47#6iZc)orU_yP_QzwMOHlnFIH0`apj(1)+<#>9uHa}%9eM;me%k%?V= z?gcs+<^=b8yaPQsSSGW+!Hh-&#xueWLFWgqrYoEFsHvZSsu&MU9^uh)pVLEb5Zkpb z4E;x%B27Ef-*W)*=$CE-Dh?VRf8$qhhz5>-E)%yxX#%#xXFQXx@=0tUpcE}PSSb@- zgpb74V?GDSLl6v`GEk_kwtbrwH?Q`+T%)8Xj)Tp3Q}_xL<2K1yBAwoE$pUqQGF|tB zAw!4<7ELU2XM!%6TpPeZ!1Y8vR=y)7F`1RhPqG+sMGj>Ai{rq}0t$lWqztc$GC;X| zFzi!3W4p+cV36ljG`PFOF#qv!3%6o#BzP!GMh1;k@RtpQ1@_MktO-mFy8G|>2F3AffY$b1o)u`|oD30RkqiPN zEV6Z%aEi~LBOpVO3b=`5(I~7bQ%kF+7LFrv0S}`S+QVFmj=#Hqux-@44efsG8)-gKA912e>8tyKT=}%p(~1wFWNAc%bmhvrZ$Rj zEKd$7q-O!miuB|K^1~wC=JUxaXTr-48NNDg+JCqO z6bl#-!;dliSn>}yTlf)#&x_CU^O^Wx|3Mbw8xCx1XL_V#SS}17Nm)#CmIE$nl!X|> z1o{Zr996R5U_MPdjKjK{sf*5(O=>gbCtu*UIb;U~lW-p*Ko>~?a7MdK1opRHj_8+- z_KT7Qdk6%KyEAp&A~yh8V{?j#APKY*6@YtC0)KcS4478(Kw=}^50tu}d4{14-e;Iy z=*@kEA54;z1E=5du5RT0b?Xa4AnW1d>w9QQtE3FT>z7=#F(B=!%s^|PJl$%f%?G;Z z@!G92hR$biSOB#L3}gw1+v<+KB8zUL(|p1yK~BplQGlUHp;7p@Z}XN)iGb_)=80UK z_m8tpsaLlsl)rgQgOspP?agi7j-;S2Kp;X6>oL*HTu;Vf^{)GJF^J8Z$H=a5PsVTt zA}m^Wwab^@HBQbZ-2{DMa@oUky!NfmrCS^kOSy)ViB`->D>EFTpspd*pAp^y4T(iC zwl4vSiIBq~RlgFuNWiv<RqJTk?P9%m>sqfcF26$y z1lKc9Tb|AkiMWrF|MJJ8LA~qG76}_HkRl_TD5A-bKcQs6Dz!hqysSUQC+FOlN<;hY zg5_Z9q;@wxpo*u+1es3Oql$Ojdy8pOK+}S`*;Mj|l0l-`8}VmHhhM*6@R^t>v19cT zv7~E_SsyEa&XGnWB`r^chr`6a0-Cq)-cc5EbhR&a#Q+u{`9Jn-Kcr67|4pbw=TFk4 z)(;YB8$UIC{MSy+i0RqVXaOi#wmD(0G42QN=ojI#M7xVjb*<_UN2x@`ii{f;2RJpp zY?ifwm1bu;n$_=6qO~`sw`gkC8%fT7ST9mC>4J_Mq`Yr5Jy#5Oy@IGZO+4JB9-)xG z9SS?Og$3Gd5&-&`2^>mgz{#YOs?28|57&lhD*Pweuy7xCGI-tFP&7ygg%-!is`h8- zfU`?w{l4a);Bi^ISv+)g_!$Iode&c3hS7I(!qxSSiD9KLgF$L#TNE#}KZe5(R8XbW z7+$6R`WaE}7-g2VGgp&Td0P+BMvpsO{kbzG@id|0Byn)c=?0a4`CTI5FjffBg~F*N==4TfIFJu=sbf z|NFc}5J#pcR+_;7KE|N+INh06(bFRjux=5fQSA9wP`YmpmICxe#oGGc)YKeAtbC5; z^E0?Vw9_D5JNRyegcl_m|D4Un zWk`gyoTUi&&mDXJ-y9)7aZVQrb^jB77(hQ_WDmSp9Dr^2uUV+|g6wGnQbX+jeX4)e zNx@h12Y-q+fmsHNnAMy4Z_@Yz4#c|S4AXl3H68yQmLt2zI{D1{WEqY9#*hzS=JCg6 z;6s4Ukhy9M{1jzE#m*iHhe9asdUaaiz1}q+sRl1d5lZSO;UHb8eHks-6~kE?{qy4A zBWyH4tU9FDs;6<@J`Vi9Y?4rNbP{i(?r7#LP-aoSI9!paUBu9#y1#ya9*J;yiNlU& zATT*D7i3$CWAKTZ2E_C^cyXZSE-|$HGpR4fOT|s9;5Qkrc z6Be#5v6>fjI$l>QU!auyySk3AVS$pR)Wy--2l}Z`0)^Ld8k2ydI?mx`OZI2E?q@9Y z$wF7OIb@4rfBv5>c1`AN4E4J0#Qq={TNIPL3g>J|aRwP%Iz^c7<;?7CARjDr)9XOI z4}MG7(l%#HsED`=SEm_Aw-M1?5icCQA1BnjeD%U;wQKL2v+*L=@yk(IzQp5N?iW1+bx=p!en*q`VO@U;`1M z^s(!E#8%l{db5Hg|IALkEZBkP&(>Z`LNpb@I_pP#iu%ws)d|wDoNMY%_pkn$WAtX& zeEzrKtXxDKp6+OYNP#d%`H2*$5?P?sy4?`ElL&f(&V=L|LytSd1*T~}G=AS1z~RWf z@pSoU$LF4`pWY7gKIEXc`txs$Ir^bI#()NZRuW6cfN63W z$_eZG*V%4H{|P0i?5+tzkF5 z!_~&H@%lss4G`z{0^X)~*P@b17_U9OYT z_V|y7zYqbY-WMo4lH2D-e%-7)*poZnWD^dc#(eB=wLxf{*lL3RO=tPQuI=!7EG19j z{5c+2=2m|S7!Whf=yBOybg3N^abs7!Qx$6#N8G=jw2OaWvAX@S%Ham?@^}+>`%-Mn z=L(g$8ECzFnyWOG#3w&v+0=3@Z%8g><<;$HWS=+2eR>N6aJ?d-g(O}a@2_0RX`>*s zo*`sgh<;8C+XH5u_~t^@BG7tSB|OUM@APsfLAJAI9#{-P_Z+2vngnuU%;Li^CLk{& zcO9r^X0v^c__jOlA!v7hN;9+Y>bpUQLVNOU1KnbKlb9c?{vo>~D%tg*ZiX3EGWW0V zZeEZ^TqA`VBp6hZ<%nEJIGynGc+A9-5uha60wgjYQE}HgpY=V#O!lHS>WQgLN)m8K z{lLZLN9jqUkd$ixG@uXRV^P1Y2@2j`F77dv`R!CH+dyycD4DTN|81?yg|hw6wzh|FdkzjoPkx@C_-=C0!T*bMDMKdv^{TduoG0CKN7TlPY z)_qC*6yMP*_51t$2`qxm!tW-Lxrhr0Tn!DK*T*$aqWPy#7+JzaL70Ea(FQb@+ex4=3klY)}A;uwOTzx{lgs#BGD z24QzD1!c9x<)LP&SYn5-k^%cj4q(u*~g)9PO|)9^Nd^S>XX}^o$n6eEb^~2QSw@JmMbF4+MsZ7 z%St-N$q{`1<4|~ifPOhgXZ8r#&$$AT_P@d~zwe&~Z0MJyrNCvu9?8Y*-8fii62qwz zA+s@teYNUG>RqSGqjLc6jrOg3}~EXA<`(M7xJ1 zDrVt6jUfZ{Xr;S)ryXA3U}6}MS!?rDdZ?Wy(PAY~bD8%6h)1gbFvoc#9vT9W%ee*| zxoVOd%G7c^lc65hKvMN>UOXKrBbtGNd!b(bnK;qfk_0lt*f!Q$A{`t4Vn)vy_2ME1 zmOGh_v$+_%o!YsO8tSiK;ksQwZOuq)CAh2 zjJG#uxFCCxf7(s~bE$XLC&cQ$_~mZL%ib(i(F1ME(^)3M_r&~ap^<_rj8-4I!YZbK zAkfG+l+X(#d~%$CxMtQ^0d8BHxe!Mg(G7RCWqS|_8q!YHQyv9-v%6gRMQ%DLr{nX0 zsbR-GlhM?Gz*9{1`EpKAGk2r2lp%*x}r|Tad_>1zEl2-1$f)1TXilnvapnz(EQ%$<<*Muuih)BRc7tLqc!GLbR_|o#K)|s+k6jv zo3jiq;)6C=*UlvLuw%4&%JR0*NCY390(Q0HO18nQ8vQF#&}=C(QIVg;W@cU3B3G-Z z-XEKlGLF;ofg7FR`&N^3^DzXF8;2*E49Xs?RI{TdCEzehz@%vn#Ty@ZdaP@4b$*T? zQvEhyscW*pI6d_EFlP*idy0fZll;(j21%}#e4Yjd8q1>H#FD#43fVYbv0hz(D_h{O zOvQ9y@kAPa!kUP-Q(@f%tzPCv1*$+8k2&L(6Z*y;evV!m*(k%G_#Q1C|E97pc-33p zc?x|TZEfptG%x0v1#Z{Zr#{j+-P5P=Q%Gyo8hNKCgXQ6+G`()YW1$-Hnr+xWdbEo1 zX%rG)E|ce>COU)sZ2qposdN6MW@hptD3F_sRe5OIossb?o@%FPYhXWBeE?LDRYgNU z1v2M^EC%SGkj<6a^WieyiXnbf&X7$xr4Hn#ok_mI-@*F6H^Wg*bcM|)OA$#a@r;_C z+kF?h-BCfjVcv=SV`;i{Rg;afc&CYCi$I;K5VvJn{e}kI_-&8*k=+zohf#ZvY?Xey zEc47c?~5QohC`WVS;t~iI+EuSeEO15!jEFszjjP#Gk%aT&j7KeLfs2?a~w} z(E@+gu}q^tylW#+V~n`qIL(~$8# zESN)7|Cp7}3b_cs!~HEM-iK8x2WC^HTOiWkOq___k}aCkE}M{+#? z=ashrYg6Xzy{XdG_`6*BN|6-t5=x(u{`ZZKtO8uV%S|`dgMUeo@{Uf{73x74W9!YDx1Y6!yr;V(w(VtMT#>5X!n7E zaQZ{xCGmiPLKQBE^St85=mjA0%LmIeo5*%ZTnU444{6`BfM{W*+{ko3r$(+SCHS*0 z%5ceCot<;KLXx~|fF+rYR|x&7+~)~lR?%-(b`XwDpjAn#kD7gg7VkWX#Eg2qEz^^a zp)c21-wXOMB=VK3X$Nuh5Q08XnK7Og138yxgYF9}0xx)mC!}zBvFI%Icu6_-eh6Al zlt0WH%kS_mNgJsS`YHkya;jF5G_S?}ZVag)j!UWULuP|sU@VZ7SiU?V>Ix|2aSAri zl^mrv87;&D9fQ4VtL<_eXwCHyZmpgfiI=_HQM~PVCf(Zf4766H-ltPr;uEU@P&jC! zG6AY9i4(fthpB@mZCo*^$@bz9r{}_z0#vrshK5*H`trt$u!qI`P!0BOyi9ijs z!#7yV+^(gZL^Bt=5F?Ev%{Yyx&y)z8YEXVX(wJ3q4eS}t1gt=Z?K7Id{-@ft>Dw~8 ztkC!|^lpj=kYGI3-wiE!^Ks&I9AvI1l`~kDLI(wH7KaSQYD(}d zts7G62INWk9Y29CBq`D>f%Jr-H{5_Ym6qDT;^eI{e{6?Ce6{S_zD;^uz0)5Q3y|tT zvA2RpfNu|-7?^lbLJn#2N9U7WELphxGFP)rjzCmPj`g8f#4Ti6It8m zAa1M)(hi>CQz+xf!W+S-LdYKbkfK|NaZLXJ8mWNTm-GNRIpNzvlsyLVzwRH!i^eWK z!vY}?mH&(lul#R*4CED>86mOXp=bBS@YZ?;L!#Szw;*C(MUHG9z6&+G`r7KmF+{08 z(>iYPJ?qr8aNXZ-@|d9e7;(fD^NtVEdv>e2T9oDXAjPbGvk$y^?ZKoWuibas09|zi z@9S*FHFlI{Aa=$Ec##)P2}4Hak^68 zT#$|Ogm@EO@(OYrZc(arMRrYQD|i{GRW&&fa#=w_Npjot=e`NV!A&}mjXdhr?+R?M z&3ruLcK93^pgz?N59?Glu|I%;Lu-i%7h70dOvzoqr|Z*4!ph9$cKMZ!=~Goxox?K* z0)s zU8pGmS`klJ->dxCy8YWc9AJEO)0`ID6Zt-<9aAFl;ZtOZUX<#oQk4mWIAq{ia(6r2 z2t4mZ6J0=tWHdV>7@LEc8_x~>?@jV1FuPg#_CR|t#qu&;>>oKYbm)}uPf>m#f5q*- zN?iB;b%PBX=mC*A^p?fv=V;!z>eLs|s+7|82fO^1xS}@^)6{$M)BISqbC)tqY^Amm zEE*R3OX8^8#}4`Gx4Ew8>lnMU&dKfF&xwxkn3_PStoAE}b@|EV=PLbG7Y?(Qa4~7- z89hzEr?c)r5ZCv^IPt(sA0klHkw`Nth+0TjY`T8u0$!0FZr;BNsyaCTNhKy9(yqrW zJy8StzRM>0D7C;*$R|wXlD#js;U^yNK;XhR{G@wfCW;b>!fU^UlWn~m-G!sZi!68D zBskbNU*{eg!)lOiAUmo|?yl4AfI%&dJzeb)JQ)kvZf0U&H1v@GqcjaGcPa8zy&QYm zVcYX827^8jhRRM6R%EgL2TFXg(X6CaD@q}XTEVt9P zx5YR1rmp@dw`K*Q+hj*pwZRXd+0Gc%Ffm8IF3kg(x@Gru1O@7Ess5o7%rg^ZR!NJ3 z`bJ!r{zS6hhf?L>Rr3zn+-P4*S2T@q%6g?p%mC@qm=ignS4|~CI#!i^f>}2Y+k?(p zvz5|l2MLf>>dmL?RV3(G4Kf@0XKLJ;pPxMdJF9>~>T0`Jiwk9Ir2iGz*Wadr!p&n@ zbTW4`fy~qL_1#_i*@!_>W99{0-yPnarswpS(E1SUBC*0(1g_>V44GGd@+;&szY~!} z`QX*w@^0aO88$)c`=r+GBW|aST-PSeTydL7S{>B@TnHB>U|EuZ!mkWzShu*`bP{_o zRf5ePe<-%ra2l08{}qu&>09N&XO^?|K9VO}ms|2+C%zvVCg>^Ne*dQa;HU-ER|i2u zW1JUyzt(N&Z6zwrHAlfg2}9yQYw@a}mN6{XulgHfy^AKpGPd$DQ5}i0|kF=$Z5c*w-M$U@RFVUb_~ZqmDxc zUEX~FaVCeIOmeGMzmC_}PB~lHjidhsCXJ+DC6o0^7e`PMKZ;?uOQGnFbmD8---+Q%?gC+*`eF!Lg* z1O@9&Ci7Vfbs9o!mTA(go31^OxGF8@bCea?-znndC_jcdqs`Qbh%Eb zqi06<%N&l&+gZK}NrLLYW)wCfr$soGj|9C1Y0jT+2yM&zpGAc!CDuxrwgp;yVMu{I zg!iM3;Z&_P)J5esRZmCR#x-)_^VN|HA6@)!@z8#6lbE?G!N;3th+@l13?cK&bR`w z#4T3XjiloMSu^{Tz$OiJk4kQd>Jz?F2AZZUn&MjyiE8CYnPSC7Vs>##zggvv2v&23 z@>qJk&B{&aJ^g@E&{76Nn1B{;l!JGMeD7u@^IY`vaHuMg)DDQ7+}+~jpWC9Z8( zc$qL6`fNU0II1gZgf&D(Xb(sjHFa@pSqwr4DQ669BwS4=#0XeHIowoB^{RaBiH)@O z5=AX7Ez+`5!KMv9JZuNqJyjv3U;QvhuoFU(yUA$@@?u}He@5h#W9{zl`a0+fy)rUz zXnpQ}lci1s)^|FU&3&UZ3ec9hB{;B$6hAF)aOh+x>;H_Q5TJz}Xcc)sV>MMOMcOme|bo|&jNgh;y@ltW@cItlLn8D#EgY;+dt=VyH+=*vP) z5#N|d_CZuGQO{p}U@$q93CYe}@y6=BTW_r294Dzc7H_)#*o1&5yCuxG6o-U$`fwGOLKn5bH&~|nUU;wJ7yTb z&s~gW*3Es-6K7%V%2t8yL&PX~1v?%YKASGT;*K_7XG{im?4!!IW2ye6E80Q4;l_#3 zh;aTftMf2=>f(A+z5Be3g}YG?K91iTu|k!v-iTNWK6}VO{>dN{k;^gZMf{VB#Tnio z@auabMi7U?nxI4Gb-;mAiNPA$bSKoHL*K$@p*q- zR|;E;PIN)$x7Sey@j99=4TJ8zj;Y^X$B72;IxJ4ph5qezeEH*bcyEs!Y#jqU8sB?2 z-aHyv_`_R)g(b{U<*4_f^-d>*m+Np}pFaBaSn_!?f+wn^D+P>OELio^!Cw4|gF&2l zRpAc1Abi&S%~2U@UX$T^F6t`Gr7j&}-+j{6;|qLpbhyGG9)vGKf>!t%_CpUv38%??zpG26!F;`9 zW0MVEsn>YX{K72Xp#!3IBHLKdB<}}ynoCt2!TNfTdFS9@>f;%f;wFqwLk`|<)HpTE zAk8zIoRbe;jb0n%Buh&x* zP~~>xdwF?x{!?Xh%dvma3xm&r(cJ>@1LgO;RcT=bS)uBdud%pJCUd|4_$s6Y->~4@ z0DE=inf1ySBJ+~!RQd7gsSI+s9fk*IA5d9r)>4TTQ(1l6=Yaq=; zf4mX|tFoud_cY^wOqBOiP!C0TeMC|B_dPvH$d~On0c8-Tdx`b?-+@BDH|@~RdH$El zLk{aH2PUWqkk#&cT%aS^{9d0#%tc9mg;4gt<=j8DX{u?!o3pAvHAa7Y6Tkn`V>lK-jT;@)Rm9){Tl{?GRaBf!Q3N6s@?{^=i~Sb*1C zg3Yg08RMmH4n|KRHC6mqjg0Y6jV!pByKKn#Kco2z{u7>n^vNn_do`r;_dQ7QBNC9j zPXCg;?mx>2JVi*c4Vioe`|oG}VIL4U!6L#ECH@DBM&9~6sbnwhO++CmFqHhyClOYE zthYj;c(y6k&g?-<9`BP`4+H`*^>wdx}=#~j} zj)(%jLE_=H)q|Bbt}2csSE$WVM0am|*H~JEFlL{vs}X(IJN;s4qLcMR8kf%Gf|uuS z*;3eq@^=kc7sJv!Gd80BFLL4cV|#1t6Vsq^lE*Q?4fiZ1iGRbgJO1fJ-*evZ^6axOTr0W>%e%7@2bw&VwT7jOs5ZO8?)C@&izOG6L#eKC5s#J`q6m+;R?Js-*! zZD)WLM0dQqt-Eyh9ys<@e(#uXpr#9!^Q| zE|Rt~7WmDn;=xGKv`Qm9m(9*+0LuwVwvWWG_hP4Vt(SMEKj8DYJ|z`&3*;_&vosiC zZ1TE>9+Sp;`@H7;4&1GvJ#JJt>{B=!Umm9EDjc9jAa$cl53Bk5JI0)e)^}dawosz= zYS#{Vk>JCOa6!XE;r=MB-wU1+)fg08R{Se;C0n@~vvPL=QI|}&Cy|3>7Z=t%#a{OG zrWDxA8cDEM4PRy?{p;bAqW;F{fphh)p8+(L3V1C3qyl>Cvw5$I2DL(d{rtjPVN+RS z+RcegA44{nc;2xDo@JnBp8OHX1fI>W?rgnYjVt+CrHZcp&Lpny4O>D+eYlL8fe>6i zPze^#W`N!3rwnOoX}a5rDv3UeI+6ZH zCrJgI9v$H^w*jwiLBQxS0Ks_9T7eVgf&|f-xW{xHXJrevZeGV+Wsb`4&VG0R@Q=6I z#{6t^K(9p1@2S9Gp7UDhyOvGIU$tRWjcZv{Qg=<=c+BCf22SaKU-pX-E#<3dn)UK# zusdsy^E3IxhGbe7-E?%#k-Uc>8<331g`a3}HFvY=xaUxym}(7mvKIx;S>G2!$NhEI znbhi3=dDcING`5?BreXKIlnrokhE9bzW&5?n70$fIA>%6BEy72%Ri6SxUG-5wO^-F zyjp$ac(KXx)ndk1hRZUw3ynHVz`%)xvOQ%vD~xw?{CUK6%Y4-J^qakK18L!dnGQU< zdih78_=7eVmvRa9j)>LI48=ViZAPk{0m-AQC}N>`bSu)9YMRSbtu=^&%d+`wMJA!z zaWciarQYh=*|Ry=SIxb7l!z;wO+~Wx)IVoRuL14W4)du}+QKv=0S4LB*x4J2j}46vq3H z;{Ia$sN#Hg3u8W0i^J!z^U}QvkQyLpl&k%r%@rB*=@R7l@8%sq*hUFdwrI6ho!2-} z7yb=0(VO=Ws{&N$cVpRv$s}$hs~a4oLa!Lfvb}EG8@LAZ`X4+Z8bL$EZ2j;qDN!wU zQay3By<=p!*py-9wt^72cH2dSS3JnlM8igX?O=OH9X+940YfmEE{VT<_87#5Hvu-^ z1l&VF8Jb~H@<+L;r*grLcJJaZj(4=FlEH-eya_fKI}U?)4YF3VsdTC07hMEuycr?M z`2tsPc+9UuS_3fYZE%rya)0AyxX&+!y_$a#oHn_+=brGot`dU)AGbi0T_n{Tad8RL z<;o6D%i?x>t=CP54)aAKFAn{y%NM;xWvM=}hL(wMW|Uu4QCt5PK!cyzfj@I)qzE^A z^!>Ioi5aaciU}*S`#RCAU8~0LY=n(P9fyh>Wol z`vl*B*Yxt8;{V3h>Q%FjcD!T-CGBdJfI|XdL9<*QRb?_+(pFzi%+&gyzf*lUj>w%P4 zp_WMrvf)b}?vKmNuD*uu`awWIQ~>E_GNTOPq5sF$Hbx8oxwI3E5kVK+Hh{nnV=}{K z)UBRMvR>YtoZBqslm4I)_THwS80Eh07xUHQ4gB#i;@XsE=Sa@HL~nDufhI)G-lm;+w+Wb zkdr}g6EV@hYC2+2e)Ven0fqlge_2ugp!x;h*AIJhEgj?VtOl)$LJ??U6kAkZOqMCA zcr!1C1_d8ID{?;F=HcgmlUrgps3T_K(gG#xv%S3(XX8b>RGQ@`P-B6yuS;G_)`4;@al3P{szXL_M6Iif3%FAoO}Ndy z#}9>e9tK4v?TiPFY3N+dbaWV58JYD5d9_~w&{Sk{rbF*$u6tZnvZ99z)VAi9*W}cr zpokkyR!mFoIHBIc9g9hGtI{8@_W5z^UKiJa@@n$)Md<8vmFfqTZ_8=8HEHs-477j( zvb(eY96CwK=on|46XVR)_L`h7d_ys42g3(C6Z!#w+thZ*n&QOD>Z-c}`}Fj&S(~|~ zP*CiZ%OiJZugW47ZG66$3m4lb4!b5OCXDJubxg4&Wp8T8PS4PsOEmc$oJlOAoCB#a zf+pPz<`r)0dpKuiW-xdT{apJ@X5lCDAGs~A*QYd)nOMMJdv5>50&MM7#MK>=HkNFh z(SO_Pd~$Ne2%vmqa7Nvi%OT#drw-}!dlhCCl{-lU#EC@sTxHG}1U#i|1$~XX@t13a z&R1MN8i)k&)<0_L@2yw2Vp#2FBb)S5 zy1j)5#{Mc>3d-r8VLocXao8CnAh zS@3IkRQ;)J3iWzRsxix1k0%^?i__a0C2ww?`RVUfu6y-UYXmoMCNoL!2P;rQ68OECu2568BAnFg?D0YpYy7+B z@mhAA(Ms&^D9Ury9#Uo974{jX_%Dy!&KslA1I8))M78V zWmA447t|1v)Eu|tJW!`0K;5%GUWv%LJ4FP5T?5}q)1D-&?a-g|>O(VX*1VWaI(*yf zjd*k?+@kBId=p#$9_O;s)H8f|RXR7)x}wyOMRcK?s@SbXvL`_R?=xOc8H(H3b~X29 zzYzX1&tU`%;Lbp0$|hP)$VarJC~b`slFgz)ZbnJ*s)NC*jDNNL@?iG3cgy-Q&piW~ zCqT(Dn^Je3%F?7`Lh~~xiBi2eK^8LCvHWOt19R&M(cKgrm*ugw*3?&(tbV<7TIOj` z*+xnR7%O^ZgrYPoj}XgDJz8y+2BAesKy+j=|Al|@8zmGXl=)<$!nr7ySt-?feJm#t z6L~;sNx+64Qdv#NuC_IjI(mWv!#(s==Z7b&K?lPiY`=l~=GZMqV=MlsR95zlI*men zfcsrtMrwSq0?gHEbHYdDVjzQ`I|uSX$);(S^i!Qca=G~ZB>jocEog#qF#1Y2#pr~- zavk6KY^Nh~qiob3+hxDI{QnU5mQh)DZM(K0NC`-HqomSZ(nurSE#2KB-Jo=LcXyXa zcOxJzosw&!-tY6=@As|WYmDpHHHb6kJYwIs<50pgAeiqCmPlJW^b9`)2qX*F0b$;j zT?F(sfYVKUR#0?*Mw_BSxIP`N(P_oIKbD2*p2JaKO7#A>3~UoS;Q6I*Sy|bdP@X}v zvkigB;%w`w%%FC?kg(@!!};E{g0{tD2OI(GL0A9A>|FcE9FbG77y(6q*_yhZ?`RXt{YdyKQTbz4)iQ4>O1Y_ zpNwZq`_+~t7PN%Xsvsj+cwQS=d0l+nJ9F!dgz(U*mUbrD3nAho1hj~f-BtXH-Dx;N zLc&~g7Xo?l<2?Y)7tg1Zyg1Fhb3dPVINRZyb>s#xsBOUYucrtG@>IuPAGV@ut zWkwP;GX#SiAf}&OQk3qjV9_eMJ-uvvL$E+ydP7c;rLSZjcW(1~sl`bqNY>mG(8OqE2vZ(S5` zL@vae7%E+cVqHdb=F7wP)r#m=36^M{`kk-9iCiMivs_LA^C2ade!)yWMA*_2NY$TE$H+ zdq}1P`0QtKwyw2S6Ys4)s{rRpo(uc2z3hBfNZtKw({Bc_MSou@c4 zaynb9i`CJrR$8mb7gd@qnY3D5edc2Z3QY-lT!KSpEQuwqtFh@laZ&q1ihN&iArrt6 zFUHrHhl$&KCgf%*s4qC?%Hu*3&l@}`-Jros zZ*yD!B14aS**ezP$LDvQ4>bJ*4CZrC{#^t4TV_n=`}U|IP!bTRkD@jdAEmmPS#4u5 z&>`}o^VpGGjY}F*tAQbyx1VI37Y33u#p_Vio{*1gkesO$;do&{#GJ1{W#3Dy(yWj} zn*QRGiM;bNfc=gZc$jT)6Z}Vs*8>~@))$K|XZuT19xklb{jgJnDFN4=%n(%X$pycN zoZH+lLWdrw270!g!$vkO<+mntRKj4>q`VBRe;a_6(u5uXlw(hqn(W{H)sES!z31i+ z82Tjal|C?nAy@uZ3!?zMt!Tgx5N*rNVlsxgVjvlzU8LC2BM}!J=%almU*EyNkO`?> z&7_D##?5Yw@`GQHa67+`Hhd*^g?r*r@4qR#2-#36F{-20hKFK zrtb}pft~2RvB1VE6~6VkS1Va-q(EQqq@K zVY{n)Qz2!bi;M- zmL1nOr2@?S*4S=XK+{(EIU%d~oXl|Y+$7eLMu22pcF9zl=PiWGiF*in5E}HZY+n5E zb}LG}hiCErXA(a=d^CA3VLKbS%xA&pg?A@RC!2Sez;N30>lCY({;yJ-}NG8S=%;>UCb9wpf133rp;RoL=(2Ue}Rs+T1@AZg|gH zhVG^R`rX)1&O4Peflqc@bnMkxsY{$0Qa5iXk2M(_ye6SMAEka#Sr3$B-+vtID;N|? zFS(NFU)!_lX5!RER4^4?N{L?Z8E=aPTsl=UxxFa|5~~(Yy*41U6l|I}y$Aji`aAgj zvj2!HNl@5|X=~~2!z+^npk)j6T&B#VX8Vkg;bB1XYS9_?=5^BdfJ8)etzf1rTDcOJ zg(sb1erUbKx}UDFc|9wG3mF`K=nQIBY6!0ws}*sA`edH((j^hEKw|XQ3fFZdiO#U1 zhvm*}=x?K?S`OV2XfX1aZv>0u$D+vOT_x44Q3bi`dRcgjhPCp2F)4<%+UHZ;#;ROA zk{hkzLS`)ZBR0>ccvgQjgj~I{pq70*mZi!g>(2UNT41tFLptRKltm|tG$0l(i8^cV zymWPLHmTSAU)2)(n1sZwpY;@7{kqYkh7SZ?&|gI}_!nWMk=g_90m%uBI)gu<`xD== zz;6u)rKX~dwWw-#A0M@^qUA+_YS7Eue7RQU@jOXFElG8duY#tDh|a=A3eXax?adTd zhq;eOn}7zhXJEGY7;X)g6}x*zofvhQm--$0Y+8E6?6L!sLf%GdK7L2Hvw zyc6npB2lO1F@Kf9jYxWyGh%S-6d_M~#gc9#$E+p`*X=l)+0tH zVCW>qi~$(7IF;?hUBYmKf!06cAzhbx>A4>@EqWq4os!UbnQD>az&pufSOl;dla3bT z(Ovh$f{;*PtP^@lR}`$J4OcmBtfEqQY;S?&l3G*_G`bbhkz!4ljJPCYI_Wwte{$*I zA@8l$-0mivR$Hw=NT%{4ROL!N*TK5JKcaCbOB&rw!w5~H$LR}C^W8e)7jMpTVo#`O zu|4O+ZpqY4!lbt6+y5BODDp%n7?$&Wk#b4st&1Jm`|N(_yUiN$6`iTl>M})+vfGo? zaDfZ;D!8G7*#<#%gX>p5e3OGNr2NQz@0La(g3 z_cN#o%m(E|>&N0t%ULQj%>?FW5t;g?`+S))jh%R(8%RDT zaYuWb9G66BRcj%E$eV@)VXNfq@}+F4dBT%gi#7_VTIrv2jN(0@$<`r8@Zl!aLyg?A z+jIFWWg>ZeQMsY--s6nO*+r(ZV!Z)fonHIoxBJQ8(`q8QEqproZjlilIg3oLy!WqO zG{ZLcaP~Z}&4d2QTbMTbCM)Zbgt^SDk#CnvU-um%A6&cSN2Y#Fj(_{fkrO|Rg$wk#gS$6vZ+(88b=-=)64A6rj?u{ zD|ipdl0@$WIRoPtfHB||*qpx4L+1Znc5Dj7f?zF6wNOu2t74@d5b45IwEj7XgMYon zj@la%;`gO@p475l*iLvy&#&D4?$yys(Fd8{Wx;?kw{Gn7(@SB5wKA{p_3M%a6?$D} z#{(YYcl8}EDOK*T!&6#5_JfXvTywp#N)6;q@hV~At+G!isboPJ*cUM+a7W_LgTwrJ7LdK(6# z9<^JytyENVwgM#-sxPnPI>Ro`O^NxNk=N3z;!5=fGB>anE1)w)f--&a+#Yx{u6sMH zBcCqRS?`rdQuD@52NVk!(Yf&{WnL6c=Q5oGsi0mus9xLx#JzmIwG%4NgRue z(i-pG3HBoi=UiSL;3*kx%cfX)g}6rw)N10~SrI}&Tbe%lQ2<(mWE7sDPZCEkFF|qj zSr4BGYX%(K_N_iMoCret>6aeK`V6Bcrxl0|d!rv{9tH0kAjM;@q;nip>pZ{cMU%QP zGFy#5fkP!PH&?!pHmjV>^B?nNkQB}e(yjKimJIc6XC_Amo8#^z6&MG?f6nsLe@NY2 zkCKTO-GEl(BtX1|pG5Qy=z+urw3u^(knwFs^D1;#@Zs2i;$9aGa;$?WPL3aUicK@g zb@|V#qBWA%X3Xw|!(<@q;b8C$7{w5X7t1S^={@>Cc68B~Yg=J_{p3f*j%~<)L&`zF z>hCE7Yo1~~v^)3ysGagPQ=atOyWZE&FL`eE@Q0F8+kjh2dOoIT`dZ>#fWPyCpebfO zR@(WFeY==JjpoAc8-ty8T^&pAM-ICKjYvPd50{8T8I}fV7s;RWn=U#LD;Jtw@Or~= zGG5pf<1@+o?O)rKWwc;Y%eEigfA4p}oozL~P{`Q#4nM#PRWL-i@o^&-#=J&12O!M3 zmf7VG@gk;Oy+grY<{YkVwl5u+xYk+%P~K76>l&bNW=OfW%%+8x}O#ChpgK<@b>UC>7 zI}aFwC8`X+7I(+fhN|@CbE2yp1V0 z;s@TRQk>_qZ6j$kFc$>(>UXU&0n?QCX@Raon*`jR_Of{4VWo`lZTNn)%V2whRtnLJu z$qN!v`gS+YXVqqfneQv;hu%$sf6{dBG4Jvn_MXEI$zs>DT(AnHhTIQB4+s@)l@c`~ zHb3y%KI+32BXR(N$Hy12B~VukBKy~fQLGN8%ogLYHeBRbv{E~x%v!`^D?-nl-A!R48VgC1rJ2D>G*S90cXnE9!&cP z@*<;h=Gs@|2^{+gxZbPxqHbZLU_gQF#@2&y)@W;HnbL;Qt!!g-;U^RF?OPCy#!q3z zKN_2IW^47an)^a!?{d*%cVHmVEM>p*!<^;o`Y0qm$CP@UsR3cXy(lP*P8G>lRzNaV z(M<_4mf4^KP(7?$RbbM{GIzsNTo)J4C&8`n=X7CsR?th$^dm zlz+srH#{x7^)}16KUlMZ&@GQ8~-^!LS2S1*=Hke>o*>H6kGdz0#jy;el6G;=V>5I3hN&FvZ+75sFbV#f>R5Jcjl;b zSYK;v#H{|52wZj*W7l%5|l>&a290+`Mzlj{otz9rLzYEW2KvFQyAGe&_K+ zNx{!Ctb$UIhL3@w6gWFR76#Tyg@3rHHl)kXXi=ZT`Qh7hgJ}LKfaZ(D(k4tQ57k+&2xMJ5 z#GLxmAuiOKhSyo$jTRjeKdP{WCr05X^qH-eAby>=7meeMR#e#zaVk(gkWnjAZdut5 z?p6`)_w=J)U=dmU&%HKu~($$~+_LcXSkJ^371YWtUEznci&p z5cFv{dcr+iPp=Vi*@}zs6+u!fJYAe1o8J!8SE*Ee1_#P;-C#$tSi|xx5iw%A!Fa94 zJV6Pq-z(J}=Jf#Po19N6yO44B6;2WXy2HgxET-Q_Dh+rn+9#EBplF<=(p?DjqHttM zVzJCrjTcvla+;Z$Zd*vB%koX2qG7ZI=-P_Ws99z4I78%m*?|MzU+sxmij?KFw;3|| zeOzlQj1E1`mm4+1UOWC&5f?gM+mP5`uG3S7%G?OZtKu>YMpvmYWtp~G{N#UbN@6me z9naxL2-->^6{%fM-B-n$eq8J5;=%=cT-Drwjpl$KYEm zM$t^MvK-2*&~t?~g1hXF?puQN;8qCCuFOh2Ln6;a4HcVPo%a{SIO<@_x^bB}t&6DdIIaOw^%4ZmTB=qZHLTa~BU;c>cPK+2 z2eljoD&<;c@fgZ*z%0<~*{z}03s)^fKVUQ8Y663ksIn$;nN**K&gy?i8!lf; zhhozMq?6tRr*^(V3E%!IZrviZcO7DY4c5@Oov&;OS=Q zkVp~_HT%8A4%Q0*aLq9JhHT<`HkMV5#_N}&+VUrwFVMMn2hlvZ8u2`F^w$ZFL@f?C zNPyB+l*$E&3;}?KN_AWS%XZ6i?fZ+U8ukM^{>yjCu;gCNBq(kJ=!7l|b0K zS`_9Z$4)8|nEzf!?KLl*R{O?-@c2b1deO``m&bOoH(k_|G#nhnFd~|rtWkd~%*Xdy zAB3;Y2@e0^G(PTuzfm8L^0eW!Pb04v)3Z21iJf|?%jynhedAjkFz>2xw4eJSC50u` zk!q(d8c%0Kd>B#x2wYooD7cjd!`Z;@YfDeWRf`Q^SvWr^Owu`&1I_do-)UH&A| zZD+g&c4?v<`@qAMPcVFE#aKcwowX`WE@uU93&E%O>PP+Ei>(HckOzEgk7eQ0{NzA0Et*2T}8S$ zYTn=fY7G>_-z&_<#SZai=Yn?dY*mi@yxW=rK#CRa#aCu)r6i^wc{>2?jM`nQK$QQv z8BIp8V$+%g`uuBxvM}69IY(*T{^dIu#gyCKCe5PFTDpb(K1O?}t}9WY8EGQ?F#A}B z&MwgDHYcSdy<9xEk5FDJrQ1boYfqGJ zj~cnr{HEgBJ$ZRg3jqq_x8dIxCQ->d*Oawri zoJxsY$qaU10f?$VJaZq&rh}9PGLLKf`&rzQM{{lBJV?oBDy`Ss@{vE>gpJ*K*P2*; z`=CGFr8`*&${bm?Iq>)K2}^9X=1bwi5^?K8No=N8nJSWKmY_C`An5Nhe*h5*+kNu{ zMCq(1R!pJa-;O=W(tUhkI}wq3`@@|>FOU9;#!YXp869s8G@6~?<#?6TrF9M$FS8NM zwasxS@L*LRP7(-*puZo1{qS=rRiad*F;g@hc zNjs0rNp%7>Czb?gjEIeDWzuMB(lt;J=?o%L#bTW%P{+BwJ-S2Ow z7TO`d#FxbGS4=Zz;bLo+q#`QI?n7&-UN!^}o#bYGB0!9#OUBWQ|FyS|kb))$`Rh{% zk_ac&(&8edp^1XFj=o`!(zV_S1m`zE@lI#IZaEgb8D1JIv2!yR<)GJYb%?%&fV3DJISk{(#BW+- zxo9>nvR9f%2>djzeb?~8ogL=6$H4*NXzBh;Dh`Z?+pTFzL#L(&Zy*LF4G8qSN_g_p zi!ri(G3_N~otxH31vit5h8N%8%%aY6lJMms+A;?y%~eM5r?43|jihxg4ZR+%8MYgG zT=1WCey{NKIPaFSp z%cHVfDo-?Yre2lIFYV1(9UTy)jX*9Vm(;%8^7DjTR0p*}0-d{n`&9M43^1h8=5y6Q zx?A68zg5zAAWSumXW03NQ4aCAw7$)!_!BZ^c;e>xq(wc^PG_>m)vAI ze)fhFT7FHq#%X#Z^_vQpEbtM@0Ul1=Q+bf;+ygF#UJCKCh35^NXPz2uo=>4qw|c-( z>h@}_@JthqA|9jZE?AV%ahtQWbsgp+Y=&FW96fd2p5Y%2?Fq3Y4jv|epLU!xR3EDR zM=0IN_{aPMgmknc)n|{BsveK@H#3d6`;Qh|Bv2}V8C?X9KBfa~l*fld3;i)nG_6Ak z6S0XTp-Ar<|AB9XKFKQlD~wm58UzfAr^v_=^bElSO^)kFQCXDAwa)>C746lv`Sd%N zH?XJjluxfD9}g&@U83qAQPU^>-|}}g5F$J+*Z7wX`)C8@w+uUsZsd(Y_dmbz&y|Pu zjsznQ!XmR@Tm17bU9tbM6aXmny2`hyfBl9w>|cSdKq$Ze-+2xH^#lL=z>eggYWL?a zv{f1s@w@UN===c2dc{MOdbqpbQf1xgV7bGW}R z_-g83ON1K}to=t1nCJZW%?)zbH=iH15$<0|cpmXuu1iDebz^xCI*&3*plX1x4jZ-Y z9MkV(0ERKi6GB8lU9R4nB;aXu6dFMPdgows*!ooLGdaU&3JKhwr2&c}9fajy-ngG_ zGa%icV~NL6?_}fV;Qr4O`WV=ZJo*&U+@587{PXqnZ|(imt4_o{jSb0vzI{A;Z@TzD zNA2G6>||wh!D%=AFBHglsg$Wu=@*V4!X_KE-Cb|n_L38^$a9>J&c|#1IDrB8oS%R> zUvIiP$ob;70hi7XZ)ZIBn9V=6?OgO8RL4uralYvTxhW5KOYizt@J7rF@?yqH?(Z`8 znXgKZaaqvivPABLO2lgZbrDJ4fnz6mr#}A=2k^+|_Z3$IH?^-Kw&-8&lhzl1CGwu3 zt6-E9AgFx0j_?zJynpjPTdbBJkW1fYi=o_cbOVDoAj*;IbqCgRI+J*9t*?h*Gh{C8 zj)kCJ-CQ0*V8uOf%();gc%1Jle$-cci7pK+?Z3< zN_Yx)s+Cu&;;MgY&i#r^DzES$HUng}#I)7&RmQszR%0MbwcYIZ$9q_=4pPTw7^k*j zrU-v_0m3tYb?PBPvq(*=)Mn7XZjv0?19ZaL^`A6e;e>Zyrv;kZTU!CZFxIiOG(@7_ zB4rb3XxTC7z z|1eU)Qwf^}784ZSEk%*P)Y8?zI6&|+@LIh6=i5KG;Jd+JoRz_LT1BI`pa`+6y;HTt zl*YN<#xj(Ce^-=VsPd`$WpW49erk5 zT6&)^|AgLX8Ir~G(Hi$Ch1zv5>O|!E5|!2WX@?6)PapxXs{7>VZ4staB&VXddQ+Zs zTE~%`R&83yUrbXcqG+gdW<*)pYVtPB+10VWvrKX@0u~(=5|C!q4J`r9AH(IPpSZ^Q z?rt#dlxKyo1W8%8HbqAaaM(N8==F*GBKoFta4Wof3rv}mQE(F-)}p&7S7{Z8qh$A@4W;iqPUCRXItR+ms$YOCK&Di-^pOg!IT~@f$%!bX z=~8J-hH`W?GqW5i{P+?&Uh+a^nK(&rHX1@LXgQ_T#NyUqve zSwaN%^%1yCNG)#ma%)dp#4>D7S@YEzGEoU=)m!1s*vtj8o;k!k(dh+u(PfXd*A=M? zoIo@s2>=@9%U5yUb9h2lZ4C!(9d(FD>e$nQRNZ(imyFS9Ah5BA-lt7abXn@u@&;6lXeFZ5)drZ^{Vsno#D_!h2c%}cii4jH2&nX zhW(N|{Pywi~(!rS6-Fc2Sx=z5SEIhUyMk3%1g$}uYGLcM=8ZhR*IT%Gi z&~za*Vwn;RtG|COrPAWa^D6wbTRY$ZkSHkOGYMu2_-+5R)au)b*!|H)LwSRN zc>W+*z-}wSUk4%|`7z9GdZPq(Lr#$EWhCE&x${75P+mC)yP6%$;eymKTi|GK$1|_&Y=snG0efySvD8gXaN6=c^LM zLiWURUmuLm^+WD%nPwFy7(14I-PQV+8*~bj=%KqCt6ZkN3OeEJ_S^Iq2Yi7$Us`-# zFM=*vVOSUFPnYX&r5&B%W2S3fRDhhZKb5EG^+_O^2uGzMOA4At4_IqD?tQ$dDukwK z6Qb!~4JgYgP~+qp1p!VY?iS#P(OY%so!yiKB(h!PfE2YB7C)IzWNwtS@{!94gLDu0 z6)+iqe?|RSY)YHDAh*tZA>3@nQs?c8)_t$oYA?_=G3frJJa-e}!(p|3?vM1dh&1Wy zSIZ+GV-$=@iuv4U&g-?uh7F3vvXH3 zH%{niB;}7 zL8Dxv2#HVv8rb*?PCu0dAmCB{BBBbr&>gzN(C`5A^itFx1?SmwoKh%~Q1nhQGGs#T zTgp}c5D8|C24BB1641yEwb2*3GE-jHr(3k{rj*MR%C*ZZy8_UJ_%`cDf?4|JM-xlj z$r41Yxcqo}7hEJFj>2xH151EJSoC@D&i%{AB7A z;u?$7TH+*eIWfRg@=g9HJp6O9aUY{u=D|;AzwL6w;6||g4!T*O)$4UjXl!HuI|K!L zG#}Jwaw&68Y>@V*HEfE7r?LA1;7UIFBQ#!QNsZ+QRN;R&JtRr=A^ads<;4C;l;o9K4dZ{ut-fB6BqWQl59o%z|3riW z;cs<-ayu1Dy&iO|P9pKbs>%QRu_lJ%1*C>uW3b3=zO%JGJzQ>)-+8~>?Be6u(o~cW z1xU%t1(eIpo<6zLee~z>V19%a3L|Ah6jfTiqv6%XQ_^9 zS-et?14`>c01<+*1o$0CKX&8?;~BMt^Zo*O1C2(~eAduY;{ZU!izx%EDiogwJVAIr z7V}lj6ezVZL0Kq>%jpn@aUhMZ4BP;&u7(hNs?WjUCl@6|uIB`gJJBZ-qwD9`pZ+pQ zRLZxJ0i$S~mGDM^>O&`Dux73Kf;XsjlS#x%&Yo{+EjD@}gze6p_r0X-43k_jpihxe zl3e}D*C(Bi{uIJCI=H+9)8WLe*PcIyE|~Sq6uLc@1q@(gq<*r;c|>DiVu(VC21<^&Cya=sPGd~V z4RWCw7~T3L7h?566`9PEUR(gwl_qV#H3$!9P=xP63(bCO11GQJu3QXjs&FGbWdqDL z&S7cKK`a>4m<5QVvN^Ud9YO`5g4qGAGu@MrvlFdCzX$%s%TH1GAZaN=$D;+KSCmau z<12p*Oqo4OZ#Sb@fi0=3*hpa2|99Q>g5;zh;Dz4W1bP&r6J|ZpTi-0{kE3Aoq*b4f zMB#`Z3TkEgThrxClcY2^8LKAA6b|v9JH^zQNpn+xkD*OqqFR0Chc8J1K({D#NQun1 zk!m7o)Ej{57|&ovctOOS9WLzTBzjZ(+9FD>`rdr88kz?5A_~k@0Dl8;7gcih7?NbP z9{!-{zG@d@fS&AD@k%{-6iXEJvs+{*1xX@WjY*Sp!|*8iL;mI0_8t`m8CQlGZ#LUM zw`%Y=^+A)a6S3mufA2XEBszcX5-Lw{!lhjRWe)5aAHjOej*sDoH|6;Y2h548BFO7X z4)=hEPFCGEcXG0mFOdBiGRIKlk^a$VJ$sgfJf!RpK`6|$WvP8rXs>C^nX>%&)C~cw z+(bN*!{?y!vbu|FYiE%&5tl9=IdlVlbIy%H zy5qR1=t}+H>%w`9dukxP*dfT1%0Pe%T4ng(t`~{}l}ZaC#!h z{X5Uj-fjJfn!h9bj-~yD03;#a=Km_>V{O)S0J?n1G!7Vm!|X!Nk>CjZgtFXA`~QIx z5dS}@dUzl4f1k4>(r9pe3iKwu!1UeOmu`SAK>PwSid01C=PaRE)K4>z4WAfq|3NMR)%^id4<6~u(WV=05GeV&pjfJ?71}-y=6rk# zy^jPxB1?;gr@l>`q>7~X)DQ|b*hh{#5_~Iil7s4ebMe}8r6mFZtBly_Vvry6am1NK z4gUXMWy$^#v#=c>Kv#l=&cyA0i$1oL*#Xeo@$X>7y}yDM+0oz@w4PfxtU@!2Qs1wf zx%E8!vRTQujr@kFgdWHw$I<|Pl4fftvGmW|A;93ho;OVDNQ+GVE}9tq@_pkgC|&|@ zFED$qOEe;CBk7Fa6g(sRoiG2V26n}FF$`H+_`_p80s1ElzYE2N+Q22_r^)G>aTer=CW`4FOCeE?TI> z5Pv^`x{&CW-So1oc|jlJ>gZ?(hjdI5gyiq8l)kR;Jvn^pqm#nu5-oT$zaDC}*tU6W zJ>;9lQzF^A(GoE0o?A?IFHFF;xWscby91ZX&b7WyL2M_&1^AALIOYvDXDr(7tv_a! zX_KGE&1i`@C2*v$aGq~loZ0xp462qxX<2E6S$1)jymr03?b%*;egYTy1g;zN@$zK3 zC#>1e2fl7MXIn;l5pz~h6(?KaPLX+BFCv6UUp&O9seC&70)SIyK`a&*$`nfv^I$f52<~8@p&6t zA!=#qHyRn{q-w|}5eGrey{ng_EF0XTwqNcRH=u3jjCz`oi82lQ;K|=Y{;$t*Nc$Yq zR{5rv8Hp99sN%`SNPt$0o9A(deEo4xR8cY8J`aRmdFA2EnZ@u@_LQ$taP6&P!6Ch0qxrYUHUnRyud2D_r=cUe`V|{cr3!BXq>R_=cq-4QS ze>>f?&edzG^H*W`z$gX4?C z$t`J`dpq^(qgAqbsXGKCB5vW0TMp~VV+PL>Ra_tS$=hOvo~aHZK9A0$7_QNR52`-~ z;(0{^D$GZy*cI}G~Z@fwZ^T|>vSw;W%)1n>O-U*;p)0eMt+05__%VL$3`iDWQBB-O4s(6ZDz(VppcAba3qWtaLd*Q5~cWW_tuRnoU zYVzn9S_FBR3trd`88f?5;l|O0I!=ivF`i*__5OLH5a~fy2HJ(#?DpiIJL4eY#q8Uu zG9p8_jHZ!)W@%YQ?|eo1oQUy7gY9M@%140H=t^|h8*8(&icd(OI)5Lh-MF5z!i7#5 zNdz<JCYi{Hs5dm-G!v(M^+vk_ zRa#nxUUv~2P1I^pw}NC*<=4zZx$V@0Y_W=*MyoqC7#`A_`O9t!dZN7B-+KMt2WGa) ziLcgTC8Lqk<}A|YtxD44x-LnqGce=_OGJa1=riDFt7m`HSU9sVOegC!$XHA?Ntko; zVJ4z`%CmYm_?kP|n`T5$f%bq{&ZAQmNw#k^m)&+@7`Whc?(HVxesk zkHByJ6z=a!QFSF`k6@snph+4GukcK5?%qQBa!JpW#vO8zS5-c8q!p^T|+~h5^F(~V155d7Fy0aVi(KHVeNQ-FUJqG zGCO^YpN!JRt#ouEcb6BxHxz{O-%G^Plic3j=~`NrdhO8BQ;P9eMH}@s>TO$->!Aj{ z>m{n~XQ!ndRBY0Xz;Ilf)Wa_8rqd(oy6!FZc)h13krH?fJeqzDIO3QznY^)w2}NuN z#5E4$?C8T~d_t)S&z?bdF@B00+Nk>eFygAKYe`s&uyh^iGEsppk~gBM?R;%ckpwH&dddn%~2@Nf;5r*8AgPE_Vn!r?l=M6AztKb~)e9u>1?GA52zrZeo@g z!7>ITNj0U2@@o?(lBzRa01)%&x#m+Y>HWF$<#>DwW3EcL_`8kkTJdB-Rrl>-9t*`tvTL6v5E z4%QOwBG!!v0zPj(k%*pq9Cx)o|A1k0p5m2AIgOB^;(v)m{1wphw z_g%jY=XrGLYfZ1^WnQraM&Ww>Y(x%K`Mm3q6EIm%xgg^?ohj$4NLlLA>iW75I@P_I z#7sb_#G6R9*`3}zR`cg?Qf(QKk>KIaa~@wUC`PzQVu6|9@>2u$C}3h09?yQ4)vVH8 zZ7q0REMG<_Eb(xgBWlu=?@ zFmzYm8RmgysXMp=^Bq{@SgF3~3a3r?r?LEyiZMe@)7u_cs=qm5Ir$(Kkm~R)%QB&J zo7*nT_Sa~P+37PsRLA~9!{iel_oGU(XT`HP;`PTf9aSpTm(PcXcFPhYld6+7`*bJ1 zBT=SOobd!pTN8(q?n!IOpL-R_Bi$wWFJ_7HRn-#qHuL07jbNO7=t@2qnhZ;aW%Msu zEZ7xG? zUZ!VkWx<&Zp~^u?e^(T;+A^K_1-8u+mi>}m3#qR)E!N9=z}GIq^#V^_{cQW3W;}=G z;B~e!-UsOaWELRBxbla?4yGJV<_M^X%9f&fpG^2>r=pNF!R!Lf7^t(fa9A7UvhmTlHgYSfP|juofSC}KTo zL3C-eZny6KhqzpO8Cu<`R-QLRvGD) zVEO#$Oc2G%M(qq&GhHRj$IHaVBpM~)62-0h{=BL< z0*h|xY~-uq{YEny7M5mILxDnTGz0s63Ig(Mwgkb3O)j@xO4}V}ECF`}&FQlpZSv?i z#DL;iZ*5QNh);7rJK@+e=d~k8{BLX2d1UJ9-i38Y6=k|syx^A<8c7O+&=q%AOQqWD zeF0|ZN~zbbR(xTyoj2+$<+))n?T)lw14EKSarkh~Jq!JeMzo0?b|;Nz8im1sZA#RevBht9K@rduQ_y{PC3iK9~-z{IJ` z-j3(iO}2HL_4-b{IhYi2wlhJ+76P=D>pSvTlJU%{Q*q;o@oRdJYdX%WWfW>^NLj`TG^;|PS zigIK1RhZl5a>h4Hc1jg{iyT77T!won#Rn@&L87j2W_?*>f-@CkKF3%5dV!?b67hg& zo_8;1%6u>L++0C*u5oAHLbVl^bDGkJc4tCo?<-AIt;6v$8gtqS7E<_O>EcVzgga0& zjehEZtK4(buJhxNSB@&`8)iB3RxU|rm?w>+j`&Suz7jKC>^_&D&& z#6@BA9MlA0r8Zj&2YqtUFJ5}sUyOjpb0l>*$)2rqR?FT`ZQBVa*Q|Jsiq|}ZqVL0;ks%0!yxza6Z#>=nu3FS;z8+e!P)VR>S23&P+y73fNuZt! zqn~cQ@hyu$R`Z=Jn{C!*O69f@kqly^T>QQpatI~4lpI@6$mbFarq-?ZRlc-dIEH9; zcNeh0PHVANw7B0IvY_j&srR^q7(`2=TJ;Zz!y>QoF~2q%NyND%VlP-<*Ds7736j4E zGLYv19jgAcK0>QSp6Ea_(p7)bPfU;qvT&2>N8Bvuca(czmBl9Lq^o01BrHmh)um zYeDMalE)D&92&XMFUFp!0uuA=eWKtW0Sh!vf&Dqw-pyi3uVQ$Y%~cs6c`1d<2?)xO zlLPNdzVyjxfP&LgjBhcatW!?2r?TG~XWmm}o-WANlVqaBfq&J%L&Z2hM=CS?vwp`J zxopLmvQ-b?di{dOV>dZ(L~CtzokDz)EG?*AaI@eF*$>@m)ygP|FoE%d>`y+=tNdY# zxjh~aUf(dm40n;!NcQS(vjL_V%c>btso?DR$pYQ%IKeK!(A}qVzPid#N!y9Pw$q$^ zt%(i7q`niMEgMr;q78R~3zw>l^}1NI3aVohm)zpLn-EyG`D)W};LpfhmZ^z(8Lo>G z7pm!YL50%W3@tI5ZSz#2P?lGL0JJ}D71~h1;KApH;&GiP7)9257Z$Xd)lX)u7P}8U zt_#p#t!dC3T!}@~%0Z@ZR`-GRY|5y~(Ome%;A`jH>R=)dmP{H?SMiR#;5kJI+s_Ix z#}STVF<-l^ba!k1JPDh}5x>@IE`Kc=@yh4sGC!J{$L-u(Fsf60(q?De(4hR=$52Pd z!eKBBj^1N{oLnsaEgV_5g~0ppKx_TAA5_%m?+QM@)UmJ#b0pv_n)R}rc~(bosB<=Z zjLl#UdO2me^Pj^Wa3*rWVA5=rdUm05Mwd0`WG*kT!94G(>_Lc07xKkmgt0Bo_6iD2 z$qtXgld(CZ)Tntn^O#*=$NcFo4cinn9iGctTl3|H(F5Nke>_O zYg6dif5WBx!YAay<9e>8VAmfeUGvQk)slA319C51yQ6ZsM4{#8jpcTYIo<&+VfeSp zwDkSK8u5G*DurxwPES=1J%c)_5R4n?_4XLIS^8%AXm(Om%fR%tprioQ!0lkLknhMM z*NFQD@;eAqu(NZuAe+nQO*YvTU$wlX=K8_EKvkrZL=D|IMU{s%=ehapfXA*Y?QZ_Q z2ubFNlQtiFLu)Mr@&a2Dd&2{IqG&J8>sLH;3W3Dk||Nsbx1{aX$S&lzjzM)!VlB z5rgjTPU-IMZjh2j>68YM?nWBvknZjjrMpv*?v8J9&b{wD=iPdD42ENad+&d(HP@PR z{vxu65zk>!03+MPpAa;LU&A_tnP0~4n4M=j%-F8se2BbPBP@%^_E>TolUAiqm1!`m zPArGGuA147oIJ0w(v;xb_?~5*L;0wqafq_^>lQ)GU7@RtO(xqU7o}V(9)f`1CYo4I z8ipgQK``g8;#tVgp$OUc6ZwBA2|u2g75 zxZrt%R~pD(cqVh4xwm|Y2&#EO2_@S4lP7B1Be~C?h!KQy_mGI^ZExGGpGzmu`e@Zy zbO&ZS!2KoJKT<Ev6mb@r!yq1>JC=(M0Rv>aqAjB z#0OeRFxn}O(%YF4Y(W~7=KV>exG|cEUoGmPuunF=`GjE$>n%-bRTsO{Ig#urfF6sG z5DmR<5!R|!wWN?!YbvM1vtU#Tars-M&jx0nx1d}e2?P?TGciS=eJzt%NIKevDD3Yh zck5O+*S|W~9G{)_I%sf^r=lcK4(o|3%e-!x4_3!$bOS|Tlf%qk^_vBXjF4V7s^nwD z*kBaRy)9>y$x#jqMUqXQ7H~U;@k}^uUxnt2A{A-01^aCieQA$l@%l`e_{w)n-z5q2 z2Bl5`fN|=f1=;YP$Lp-$mYTh}xmmGINu}C+6c4m_f#KwPqBfZf{uUJJAV!1j6(1_? zyz0u%XkPIcz3$QD2oyxTnL6AADdDYjObG-jm5S9vwtjt!P_S`s@9I+dp>S<)q6UN3 zW#oi=7Z8D)!cnYZ6csAIY0k!EvgWeE5Jh;7!x{jn_SM5a;&R$lqkf$4u`qPqP?60f z8(e-d-yq@@zaW%|OluEO^EOytwwN%}DAiMuCun@wa0U#%k5F293TefDxLMu1^E?~y zT4|DN8J_O?rU{y9XPq0PT@oSF0019XbY>RxR zF;P2IFVG}AyR4S4x3hL5oXL?d42W(S$D%!)gi!PD|N4N>t{&PQJW(&UFy=5y;S?rv z5mx{63{POAA5FR*xpuLCF6Qv4gtE-=+Q)&$N%jXx10(RJFqXBjsBkz#n%YMpNH-o_ogud9L_si}ylqI}_6ytCz=mU$5Em z@~I|I6T!m6A((AX?43B!B05yMUQunvviS)mx?Frg;paYQ0IG9F0V@ru_OxhWGqJp3 zFPh5Gb2^S$Ej$hnzUFAMB=qlaL+HA9K8FzcNxa>2iWbObwTnE?*$&h4$V&oJJR}P< zoUWYa39k#2J&$+bPuPBi3GFBAyVPCWls0>kJEf^{20}~mtQ~BIt5T~J#JOY~K?lQ~ zgiE)|HF!_WGMi)HBGNTxiY(&Puel%&#A+El1hr}*j8Bh-Q-?cApZ6uAT`zWwV**Op zi)Q{xu|?Rx;SiV?-giL(EdeyoWJEi|-+z7Ry%L!I%ASp4t<&J4##e4NSsO16n_DC5 zv{284s#s}kH&Lw1qT>K$&&a>K{Uu`R<2*C+#~ll$UV~RaR5<_MtiGR|C}8G;vuD%d zZur>xoJzNdOgZ;~!L!kTOg$K-yfd;Eo!G_s3o9B_8hmmOxV!5e~Nf z!{I7pAA_DhwFu9!NKvgNU)n7oZNbkX#?wBpd^Fn@G@$x~Boq|%7RU_1DcE_q7!f5i zrM^uY5!Jy}eoXlxNI8UbJWz#MnhDato7@m|rQy_^eusv=H!ReY@#UTH3^s3d8oXo< zi|sETNP8qi5!MP;36YSr>J5l)MxZ5gN)0OHGSs;Ou~hyR9aa2rPw=F$nmxD5bR@gU z$sO{dRM$Esq-Quq;Yhdqim|1jN!|DCz0kjB;7(DiteiCrn)CVbmFl-HeCr@@h2iMN zzFE8#JXg*!I6g-dL}6ixPxuZxw383Q@=a%n<<^Ak>8%KX#n}33-=+7(fMX_!TeQmV zTu_PGx5fvfNxQDa#pllhBf1%MxwBLUkYsRmL4TIv0-qDg`|-E)ua{POs8=Oel^f2Y@Oqqa#@PaY-$hWZeN(`SgK{{u=w5zN7B5{7s^YnL z+&MwNwaEb;f*6hd_zP;FzzH>N=l0H3gxUGGsSZ3{Kn30HKy)DWF zd2uk7?}*KPhq%$7F2|rc`ciH+U}_L!HyU)+ou4+6K~W%?ElHfKA+|Sx8(=6vY=7^3jIw5Qegmppeu=CVKQ zKPJA7rmT|VTn&H<(Bbo(@Cd%`?bPk7xEp!7pv%nrZGsCqEf)0PE2u$tJftm>5QSXc zk8B`ToQge&3IW-wUt8bxx+x7)ZveKD?N$X#V?RSZCVv)U z@?U4 zBkGijvD!wII(X51P2gIGBfVE1^E}@X_8-7>pu)v69z1?foKQ`eY{zvZp0I!nU zzhyS0E2M85WltMz)`60p!y3)miQ$aM5JWE~%3|-e=-6B~L~gfUZ+p$XbPeezEn)29 z;el>VyW|9+Qj4z^u^{zbWGq|2>l#NbkfA$WX)#K`B0%wv&QNZfsfzmQ$Q40(oeU(0 z0%6>NKxilYqA(C6;Q+Y&5W8#%qVqPI(LdA{1SiV0A!jR11H!|@Q7rw`e)~0dbad9e zt5Ftj;a|^Htar-+M6y1KKwfnI*pIL57>HvcP3LnD0BRgGm%;C2DaEN4>K|90H9GE= zcE4b=P>nqEfPZ}xG-5}Jvf2yeS(zNKB;)0CTq+FT%~Nb-))_#*t{veL5ZwT|rOo_L zcHxb*bHBqnB@ z>QW}kg~Bi6FGNF{nt0L$yfeoNo*pndnbll14SZ-EpysqsUzQl+zj?bZ9@%L`Njb9x z<*IVgU$LIZ>PmybkQ#Y+-MPgT2{va{RaMd=RgT9H8$V(tpk;R^EP}u$?u%5mc;?Tr zPI#5JB^NyCC_xWW{ciy^K`*|+C;CGqSsl6iO4G3QtiE<;wEV$e{A>D^3G7Vv;zSz~ z5>}X!l|>i5lQivuCxpp~sYH$8wJ?|Uwsrc$JEiC0-!M8_wyZT>S7=S0Z6ZFl6RG0y zLedTLd{No2tiNf0xrk}iE3n@9x+5rvAK7T|P2f@ziJob*U2A$QUpjcm zE?c)JYx_+Z#1JQU=5h$WTSZv%Wm+Fom5j)YnPlku6vXwVQ;ivc)D(*1`+#8^7KTi{C#8CPBEy z+pd@GyC3(hvCS~K!zok9gve*-Wf|Qkzgs2}4a?5Odc9EZbx91gL?hpLHhz)svDa+5 z{b=7;UujKTY5M)+J>^j5kA7-fo@QuMQ`5{;A!FX*1-)#+aeB_`cQEt-&+k+9`K&X% zeFgEV@K%tuNSS~fW>cc(z&Bei9%XzD9&GLceks9?=Yh($$$16B->_DHAg=r7vrWwv$pN&efdmP^c z^oq#jWFvEoIY|2xr@(eMjv0fFh`u7x$p+jkX^forX}2kjTFB?m9Hk4kqI0Z;(R4E6 z3*Or=kZAy7M8;|XSLF%CB|pP&L?W+?D@98i#o&xk-*Vi3idp)NI8*UqgrWbJC_&O5 zGm);A#X`$r4jz?gH&G!=XQKudw>9WqrL_qR={D#2k-0j|cTMiYr?ZvU7@G$JKXDqqob3~ z8eHeIUuLCx&VKoI9F?ZEzPhh)c|W)ny}({mb=VIeNv&S}#h!tw_FeFFoLT9?l8sXHA)I5OI*RUY zTwq`%;ZJLUfR#wX@@fTKHd&Frr=EOz%dsMZ1^vzv+I6LI`x+l*`NM?M9>FB~%gQ;i z?ITM#$UnOD908h63sLeLImxU}6nd?WVz;#=fM>|$M9S>gjip+wh)`p$8k+D_sT{4+ zu-SaKx}x}k=fgqg8faO056fFFH^2hlBna@;M}8PvqucVd7NDGLpet)V@fuA9GHlnVvkXHd8ME92gXTA@w^JW~o#Q z^y_Po$2;M#4c|{!u-MPezYYvP-D1$cSh&`_pN2915ks!}h-NM7UQ`JI9o4QO{M4s{ z-jDyx&|5qk+M;n#BssV_5E5Vlll|TwsYzI=3_-gA72wX41!S}$sdaIPO_XKG7hJB! z@L|0yGWk)T_0GUQf)0C&bkd2$AWnfwQPj=eS_|cNjSK8T^Ky|R+4|g+_&qc6j-dvk zO?6^5io#-xoq?%9&h7Lw655*}KU`(A`Ck^>ms<#Gx;MHbEz}{K2-oTCv~E5ny zsKoi14_1{aB71s6=1rjKstY}s0_bL=D z=B@IJ9v{;~>k6)8&dBHw^sr_MPP{weWnkkw#iT_Gm6H>w!+w~F7)Ie95z|@FIC%kJ z()R^>s8GaIm5hPpFLhgG!X5v@uI zjY{q}eu`=9x#?5eMQOBim^PZDZZb3dKJ?nxJxg!XK4h)iUsbpwhu>j59chhJkW zbpTyymV$`awJ#xmK8$4O6?ofBihC^{*E7158iPo$)t!K* zOTui)4v$s#?i&r96T18l&d zFN6}&TkDw|Sl59!7NaNt6LzG=5PgH{(Z zC{q%zmrH(H>w%%R6U^xhUqkpNCM-RpO1;KTJPh;P_tOMHC6tom8lEcwWfn5FM3!jq zgjVzfPi`oWU#P~M*Ta}xu!rM%!j@hS9t=(CpM!W5cMOC?H#SK-(#Geq}-LfC(X!k9xq9`?j7^UlmHZHj- zQxZ)Lzp-dw`*JcNYPRCnWi%A>`AngE2@Xn=M@>?Yu>l{*A= zqh>d+g-Q=(@&zPfi4v5ToqRUz6kdySY_b+Pn=W(!n!VrMXe+`U133mbOWQO`LytE0$tq9+OP3^8qCE3mHhbF-ZSc0eVYu@R9g|c8TU&@ z>owzgUMC@dkOGlWyZYUdEE}Cwi`%_ct_U&*+d_@VtMB-7kBCiI%6Qfs|j2Hl1`@F?xP=D04geo!S8RET5hqp+-P-lb=5Q~ zF^uK>z)t2}!(BPp3bjuQwojx`>RPU~5)WZTbKzYH^kd! zrfcf-;#2~_CRcUXM5*^NkNC&dvr?YV-d(z4eo^Q_(Y-I=|Ll%uhaDW`-%TNp7Txg4 z&x)g{_LG2z;*OJ4EK2Rwb(;o;{YhXbwb-BsSCcChlfNw@+|8G<;=MoG=o1UMwl{tX z<*bN=zTNZ?7+=ZebXbfLOlSule?%6!BE3SF<3g-nFzz#36@Q!xSIiRBOH85cMZ7-o zlQye7UtxlKTMv^omM1QB3v`*bkP;B?@lCv`f^m@nBgS9?w_j4U55^OvwNFi$(qdM$Uxp&a)M%<=+}g4y@di&K4a&xrspByOp?aGTq0yS=Mc~MK+Vq z=sNUt_m|FDX zs*ZE?(1Kzls^K@#7nz}t@#AzlXpSktOw|Y@(;tdn){~xkoy8G4`l`p3%o3SB##CY| zXo|!=<>yaRaaeZ8eTz4UT08IXZHyhz@$Q}(3L@2tvPCMDHX*cB08!EWAx<@;9HGvRGch*!?>yWh6+eIi(cDrj#LkL|6<=D z8`EtDQ}U|CJut@rPk_Ye zxS{*ytoNf~mB>=?VN8E~Oxv<1CZfV}?{l7}l@5-K{sS4u4iH84;QG{P+DOjp6Q_1YJnG#d#-l+-R{`U$@madB=TM!gW#8llsiNBA`~g{S%ME)G{} z_$Pe1{<=3kJ_&-`U8kHUyMrKN9Bmv!Czg?NH8K7>yM=eNjW5;d-uffxapJz+qjpmK|3wx&Z8N_^Tz@6Mkf!*`pTZgkxtwTvt77DcxCMPF(yi?3! z6^6cT7=PU5c9L5dktcZka@W|?ns>}MRA%R4Fy7St8LPS&lFn&OhL?#6f$li@F95xS;?9%_S8x-Ksi+?1Z{v6FCx>Hl)mq_=Dfvl6|cVe zg4t~*Y5YyLN@TxHc?~NkDA>5PK-+CH=4s~Fh#jW4VL3oO;hUlai%}Rif0C#}cK5FH zJsWskzq+0eM&C(NZ(Dk#5sa?FPLM>_+Qy8MhRLpicgtR<7CozB(E% zblB!`=Q2It50MYwH5>^OtG`}h%DZ?}lXE>4T35^y)B}@xX^t+j)eSZwe9w1G3`YO5 zg2mSD7^SPJX1bX-4Bc9%>Gn7DCIrPHECDsz&>D9{!@G=KyYoY_{^$XEX<*YU>i&!AHy4N)m;oqhE+{z75Wo>Gm_} zTxQ((9EMH_v-KDdpn+Rcjr!T?_asuM_o(E;b8AV2Og2$6V~Di1yU>L1T_Nh*wcud8 zKe8z%rdo!{fWOU30l+9SrD$^-=1DD4E^P9=Ylr zM_c}sI0(BbGz(Eo{q+#bFWZ@2H>kNtaCXP@>1SFTIJlknUq~HdDg{f|6Q5tEaRwT| z0x8_!5QLX2KUe+D$-UdbzU_G9TBaJG9n=d1)ZQyG&*umoe8-NrB_(1+icKi(*n=mw z$qnY|IT?K(&EbwwqG?cUD}u9hH>`A)(I9)6z_eO7RG>*h=Dpj&f;r-N^ui_MZkUg> zvf~|!HQv$-nbV_$xUrw{gBo^y#|Taoo=7XL3g5mLG!fMw(a8c9SN^(e&Zx8oSLj2Pb8VEm8bdMO4S0`*yuOb64uO8_CcDRa!|NgTU+TTK0`Z zYG=63c~NKm6B+D@4~7E4fqzKsL}Ow6U0+0;>_`{IILTA~92pGObEqob>B^U8WXgP9N+}WNhZskXl(m*-lM;a)}k}t%J ztr&FiT)rU|OFZs1COj@FnYLNdUv2KObqHU2In+Ca!RK}#;`n~Nw~mpM;ICj^8mR9X zO-TGp{O^{E-sG&``za){S+N5^_eUH+DhiQ#NQj0nF9^v&ePj^&=FLXEFyfaOZu5Te%JoS-^RmAtA%5Zz83AR3GUVEN(vY~pV*DzlvToM?bCRIjof>6@O z7NGPri^0#w^pBQ~dJP|7x%R6%*gdtlZEUSPI9`aN@89ge6Y#rz%0hVA1&x;V{I~>` zgCx{@ESB{GFZdcx!R+wMoqW5{yj=a}ge<|{S19Y1~n8~MgBv0;U z;b$c!VZVaM^$YueomFz%fKIh=rSpk*2@Rs7gK%Ya(|1D(=)DB@XskCALr}Xy_e>8H z7M7?G*{z8x1w7XDzW#ITew>x@;0NoEi5t~1} zvbyRIswZB7FR)H7C5eU-k=RM`_3|_c!poEzMbB+(zO&WHpsHB*x&}NfKwJUc3;UIGQ@dhw%NB z?GzTw@LNwq?*c7T40%n6dUYo5=`@y^$Lc*@n6CxJ9c^;whW5Ps6$*&S8`KL|7^P%k zK7U#ch^C-DKub~+auDHf{e7mXC{wAYd9U>QgTSag6u+{83c< z<6m&gwX7>MnwkaaZ;M?nS4BJ!{EbNeoSXgr`U(aRH;>WfaRUFi;3Hks5x}c}4C(|x zl|n|BKM&H97a$U;)Mv(1JoU8xd@%4DOXg!Iyist)@3b}WdpF&)r)7r}P+P3GLR$Vz zwe%qWI-{0|50-sr9HoqBCG@KEa@WQ>s7KWk7$W@Td2GiT{|8 zVhO`hJ!Z`J=M(+owGp^716ro3za^wT_2geRlPazK0ONLFr^5M9AMh#j`{RpRV+J-D z|FS56o4@j!3=lIlIN##|9tODXc4xV#yN*u;PIEW6bLG$PuSNl^NznIGPcHrk_8XZ# zEx58U^4=#j#M2K_-HRs@V)%$La2pKhU;6VGNv;f{_9xELf0Gxh?-2geHUB+k9>@Ro zSQ=i&(q;F@v+(%(BJ1{Gvd1dMc3s=Q_wT{(PlM+lhtvQ6%Zd!j7eK-uGkyD)=KS9e z_AmdaF9@DGJ>;M6q`M@c^|K^(i$$t?=Kmj0x#L6t){|;gQ;tBojZHZ(HE(a%{ zHvY+1{==>Q^Lt2$qnN7FDA*}rIRKSMebH13e7EaWYP;?b`T3c0J@P(l1*oq7-{*m#4(id_ zStm%LnGAWeouK5}>0U$M$8DTM2@NDN^b#R-VYJm|48}U!m>pzFhD-5U?FPi(l zbDgSD-Mc*okV(;oA;@&&D$4>WhaH+VR(LApe{mCjgZ9{evDAh++6%GJ^eE^bL+MO^ zcHfdOwH7{XAhg=scDB@dKK}LHh6eUN^B1jn>HcK4!L1{;zM;3(aOXP{qV2bW#c%2e zNCOc3{QW<~5BYc_bPQZmd+pEts_H{|i*t4K3)Q;C#XtL!kaT;UlCAi~Z}xdI;W)1Q z1}4^~6N(wGu10;~?gbiD9L)KZ>Q+6D(MtU1N1Z2C8YA_#{AdHlp?=VY+4+eC4Yd~# z&!1Pg?YjZ-M^vd;aA)&*J$&eL>GjakS;=<9v9>WN^aj`0I?N(u{?EYud~S&lggn=E1N$15RDHo)Iv$ukWff3F}*q=Bg{|P`TpuJ|Axnnio3X35{tC+72Z^T$h|DVR- z$KV$_x{F79*RXdE+d<};;x#lou5EkIMb%T&IoDTKqi#mychtVVo4d`jU4I*+r>D2g zqE7{wWzZ}vEWCh^2EZfjLB!AbwVOxRFCVUIv?(?7WrOb_5sJc7x`Ro z-HUI}o?@=vjG>3)Oodu6wIvUW)!Uu5q9&xbe7fj?B~J49N72rymi^>`J=Q^@M3Qaj zde@5@i;&j&g~lYB#WNWT)w&rLuCtQmv%zO(E*y-Z(9irfO!wPw9BGtZ__r~w_U^fc zg1jR5ryOo)*EnnnyG@r3Un8~J8)K99DCBoEols41$y2pTvF65`MwIf@t5Uy|dsY>5 z7-O{FtO9NIdWS>)-UlW)Ty`4~TSX*pXGqo87n{)FndXa!({1Z$8{>F1N zY5wZ%Pl+tv$d#r8DCY86JmQzGwziC3zh)sPzp9I;FK`|EiXfK+?(BLFxn^2CDPvt( zoG&M`IE0Medj~(aUb6T5T*m=a>|P=#ZI==P4(9sgE=MA#$t(N0Ey2Q=p6HG#4Cli| zU|88VS~hIcpG;nbleOx~Y&FK2Bl8)<`CzFFm{nKU9>{9Gc~j&@lD@n2mC)^O>}5{~ zw@2{N4CH?pE{U>&dRYe(CHVt=gFdel=mmjmjlkFNMD7`^RX-?z=;10V+%;FDkpS3Y zF;0{>eTW2Hq(-JZa_iD7m;8*~dL2P0zw4It9pKJ1hR2h`n(i(#n*PxJO&b@t#>akT z#ehsY4(fB6PM6JM6YvV#05C<^)QrXgxfI|--PKFc60$RM96Qr;_*-*}XPl9brAvq{ zsqS30W~Jpz@kqR)onRs(;OPLGv!Wdk*Q2#+4hzluPX%4%^kQ&?W@GH0w0m^{Xz*?YFsb#dIRa z=H$Iw>X_W38>6TZzS)qP>>+P#)w{V`YxvB7LM|D^%l=-~-A*?k3@aSyq7`y1cj*x+ zq;hBb;T_)HPnzaf(&ovfyy6B#vvI6atHL(tM}Zx9$Jv#=kyg6zKYlRUtfFiTnM8tl zv;G6u8I4*8YO%>ld3Wq^k>~Eb&8gmQmt8rxQoICb@+^Wdx+dRlZtiQq;zk)eX`%g2K2{|6Vy$x z*|T|gcusnp?;OJ_=gXt#hgBB~V6Oo3RRyrct#51*25Q|SrA{(V1p5mum>3v8Z+0uY zUDh_R&#r1@a<;xdPThsCQ!4CEZ*ClCukNpBw-Q<}HNtDBoV^>Xe})Hx*$HSZBA$UY zmQz@`b(R_kNYpAhid%0cY0xWNW~J3M@G^I%3JaY*gWl28($RILVKO7;%crTWCy>ai zgD+OuN*=5-)2v-%X!g1n560s8@GcYpVZg{kCfri5D<4X03;HqtLH}msct_(zccSL@ zPXlCObS-`HRP%=!|!oFHN-6$oN2 zz7^DhLV2q930&xqPH)hT0Ety)PNMr=DvIca{O4ECFZ`%JhXDA)=T_sux)Azo(n7?TX6jvER~iram8NlT1MT_oeAv2LV2SmNhex|us|A6p z(oE$O60%$WHIaonJH5t3%`1^t7iy&h*}d|@ind5vtQKKFpA_gdT4C`Ue?)=pZ$ME3 z_If7)O;8D0ZWeDT7v7B(wAxQIp}jxfVNuN8j&h*cYap@4mx#YPZ&5^km+D}sP0QZ-P$n^kisVuwf8<(?wXr2%IN={@o z$~vI4rU@4G?t$?gZe=2GJvMJXcf@vu8gu>eseS4C%%)QRw6CCJ4d<*oU+Yk3sMKf- zy)pP1GFJuz%rK(|th}j}_DoW+78^XthUO2Ys$@018K=xV{Fq6@r|?UeyyD_8oJxmE zAer47D?bQK`m`?Lu2)XcgG+ip%7U;c6tGH4*QH`9)KadLhf?_h)7&pay0N0uSk@Am zJg0cU+M6l&HIGWWv6?#&peS<2o^$cJega}wMxBY#F2^S(1&53&XTR*`kLha<7sA!) zl8GcP@SbF?0FUx(@5BZ9m+5=fI(RmTYVE zxPf%+l(MDX;68=;aeo_qqySawPzf7erkxDb#1j>Cv>%4~shkPvtzmG~v6-R?VKn{& zAHSLCmoBg^b+L=tU%h-~_%IM!5JehlUz6yu0hc#b5^`7j-tMLXHX)-eQZb+-IuK@G^C+U+EIT(NS;JGRfa3tBe+3=&csB#CvBuD@;RN;TS2WL0^U zQz`ptKw>yx*Fv+#e#T`V;Uq^UTwLs=>&GRXp3Ci*^0X5Bqo7?91VkR^{hkI`%*mhE z^`oQ{c{!R_O}y^U6ciL*ybAFh#G!r5t6;S)U4$mG8cm_!a_-if!`!E#dW@(afE z-cZb2@as3+OHw%xgN+;5p;r52M#s=^>{sA_$!Z%r7euPGL=OOcA^ zZFop#=!9)Bz1&+u$E4Q@0ri1VuJKA&)S%a@wX|Ms$qnp!u$JW+P(;Hy$B1_08b3cFmnQnq-MAY#f19>}a_VmmU z9y$1auA~Y@AUJlQz%G{2tk>A--Qj}>qx}rg%vL|a^xKzv8ULZ!$ch}r_iLE?c);hz z!4H>Y?n!E2n3!QEnPLe_v2SoGtZ*|0#ro{Jgol`~0<2;&O4IuNaM54KY3vVb zZ#9w>YKe!Z6^vo_&mW!yRM*th+-SZa{gKS7T#8SE77cGS8-~ckuR{6Y5HSwT@uxgc zIy8nZoQ?TS{>Q)!fjmM!Uke63gA)Zc#eRCeA>I!iL-UtR)o!lwm7;T;AC{pd2>69g zNv@e5C&b7Xj$okL6TRiv8X_~if}VTPX3i}--98JLq$(RrmNbuphEy5XYB_jg{;U_{gEOPF1HrRAjWP>el9sm81h9e)D(-u4n`-PPa*)W*5!Ps2IW<- zt;iB5;_HQ|AD2Pjir>dF8hmqPeXodU@-0qT&CxIf?0gNn@=7wNYD>cl=1`;K(6|Uc z)4nb2%|UhW!}rAiTXJtv$5H^n!a_CDT@(Csp0Sv-JLF`6fz4+w9f=Gu~GIf(0E1BeC*t>)ch zVSQ%;;b6Sd5P86|fifjnLFz;1W1;dzjfsERbYu4p4>OE4K)LIQk}pI}&;~~0sT3NJ z`G;^`1EEG(At4_Si>aiC=N+lAvG;tl_VKy5SIrVKW-}Mz;~J0Iwt97pkLAsI5p{1z8*FYZr;W zCM@>)w)F6!9%1FAI4X6t8Vfazi~;S*6AU}ezHs2wQz&=LU1MJ07V|-H4oOW3ka(1~ zWK)^>CVp0120S#_vzf|bmn|(N{9st5$dj*EDiUR?89mrv_eISg(!Y&ZOk_4-wY0R% zN}1QZ<*ihu4te=8pFj_*<`B!e^`w1*J6@64Og+`XEr5>WP+zl#P;CbdSsJhL5{r_6 zE4xAD8TrChjU|(1{m&pr^@IWyB1}=(inRqNv~`#&A1~G%7tyEQWw8I zPGecZ5@1r5ukcQz66(opV+E10eD`st33i*RlpU_!1_ebJDp}BHh5qHIrY4L!4ClZV zy-$$NUsn#)bLwU6oZ%0m{Gje0oqt(!44Sg|kQuMGY@Jm{%_i{-f48(YTe?0-8svPu zf<7UW3u`M|xHHynkwF)>|6E^xd52!g=NdqVS=L3_PWXHfT_kIU@U@&rI0d4z+4l#0 zx@30d7vAb6dV!~y44KloFgwpGc#EAsL_oXxdd&2X62Icuz=?u+7Ej~BTUT?cP0&5a zMJW7h@jVBLy8zhSE8WZc7fDrwTlsTx>zqYiR-FaY$ekvo5t%_ zR2U8{6!S~@8pL^OY<%}-y;$8#UbH+S6;}#sUW~HVBV!@yC&CEbTK}5J{6TrkFm5KP zNl_#lPlC>oqx|jT+dz`t$Tt%rrq=|~g{;*p0pytDhiv;USPHP2FFEAX__Jx;&JI=$ zIOFE7zmRh<=rjTck^~aFEW(in-|KQkV_g}yA%Ubwvd%V_3J4ylpYQ;gPL1z*&ewO7OcQ6D5<2$W{Gl zZy$oZR>25wjmLiznS5a~ms4Sm&tbi!{EQJAP1-54G;I#IwBlz8j|a*^P)MITPoS(X z?%eTUDs>m7N=mcGwem|lV{hXd!lV5iDvE0rM;Uy`?6?l!v(xV&5BLuR9lWgj+zs_d;2?vKVA9)~X^9@!l^Z zpecJ(_v~cEVxqi*^I{nKj^B*GIl#S0nTi=d1U!<{+3NinwU$-Ae08U0*ISHq5sAW> z-IH>zXb*pKh9Hp>-H@gqd90Ji-wy>I@`jNvL9(;0fAXeVKR=iES#o!NbwQ z==bsO8_sf^Q>BWfhNl#f{f(0@%|h9hI|4R5Ebms z4OC#Xo)&_m(nc#p?e3c{Y9L;H8A;%&mYW3f*@EAqw~mx{o_SsnR_ULdy@?9JmY0_Y zejPMJ=}kz6wju=FWy{sGw(yn<&FF!MgguPIKHvn6zY%eH%fwR!%&~nfEc69N#Gj_< zlH2ERg@Sfj_&GM8ZG)}Tq{u|-!R$nh!_f$`8g^Eb1Z6+w7mVbnx&^S}2NcD>);~>X zt8nb0apD`C!2ekqKT)VsSRN>QN-X5F&+}n-NrJBu>gHWYr2F0!7Rr3s zoAbSf{j8rlZL8C0ulAAvR0%&J9twO}7F6hVjKDUxT_0|MJvy6Zk*vwzMi`wu41@uw zQ}LRj9UK&qLM;?DG%Q*VDs?ai3*nx6Kj%#wp!Bq{+;%(rmSNDqrbc@$nof(RieCwd@(xu@!NMnJB(n zUqc}T$`D-}g)B<-iqGmB$a}NMU&9Gu?BngvwII@H(3G_v5(s!@<)y|@jK3Oi`569B zC*S`}$z4<^8L(Pk9DoT2wGollRAD<{e=c6ayO9v6`;_CVv6z0p5or;6Eti+z0-Oeb zwh@M95t^$aJ>p^xL;x$b!g7O=_W73!VEnd|S)&RQWxu0LA@&KEugR%*(R~Sv&5alA z39|Vq5vMk-9H==M5WOhFPlfkpDkg?=8imr5C!)Ac|*1W zBfUSu$T_}_Cag~j=)A|8yfx@k4ZUV`ee95EyVCaFVaIGZ2;-&wTIYSAruV})N_39K&;5~2 z3~!CPFP^*X+{&MqWxAVIQ>Wq%jp7SCh4#PPSis@&s!S#k(gG??BVXOkX6AX?E%sjM zw0zLL_XGv3N!;~0Rchr95}&WIIa%$8Ecpd67**aGzJR5VHMCEkHdn~Z->as-5qPqq zwZ!^4a1bRCi^V!-bs^zBqZYeO))eyCO&FhX6Tp6U0V%*q?%dh=`E2#`BH&_KJ(tkd z)&}!IvR%4}t>2#6-$xbiJ@COpxsM|1wlJBp@hO|llt!;iL5&=pyy?CR^2D3NFi*x+R;#UU49fwxZOb;Uu=lhr7#t*xaIBtqxh znJmO!tB5+sdW%_Op{mg~y>Sym(Uw70PaI!7Wi{g${)ou-?S_2iXlK%*+Gd;?V2_o~ zXTG&2!dmw)zisqT!ks;>RKw(;dZg+;-KsVT3EglZ!fVKu}1gy zRFOjd(;Pz^Nk8o$1Ol|4s2$XJ9jI9TI-z zuvseDluaoXAvj2~U_O)!!(v+5zN%0bdnZSLBmEX14-c**VuT+xTHy09MZMb=l}8W7 z*lZ6=l*+54XSP8Y@OEi<1{OxXb%%Gy-=-0_2>Ck_LZ?RxHTABVVL!H{;m7ob!b9@# zJaxxp-U@UFuR`(QuFS=5xm-*^QtPgD@F%BfMHbI95Fs6>;Z2G#x3vp4pB;6ha7}N}m zxns(!&4$yvW@oQs^_4WIC=qjgKP_oDKae32%`>-n(doWM;g3S{!83Yq@GF-5`Rq^N zG#kYv;#Q+6OGz1)#wg}5jl*7mi_uC|QB000vuu%+CVI& zt(~1%^*cgeCN0=sn*GCaWw6j$&F))|1J3?;_rQ^tpDVq0K6s~(olIet13J6DzTU$S zGr_3cg!*6ag`UE3`xcBx9T*-j*S9+9j~==p_u4-2XrhOfm-%OW5u8AaLQ0fXBhHMn zHZO{EJPS{q5uEK3f~!oAT<25 zpgDg#Z^kz;=7r-p)r3nU!dPnZg-G^)y^JK8b{y7+fAO2|jA4!kOyeRC&)mcgTNS!J z3a<~L{Hod)nx8{&r~uQYd->4%^8fWBUY)psALhiCc5x~t{_m?-AkxIBj-gFl?tIyI z>+_kq8twmJCcms-unK{t3jK3}7XJVJM+3}FbN(LmOwa%CV{B1=+Z<}WywvqO$J}H6L0;FgGKIxu!3CH%R{7ba?H`2=4MtV|`<6{DP})S!wAS;DV~LiReQZX|Gg8 z{P&c2J*G}^jOd>e`|$Mj7Siw5a4!)-ZIVx$?|K-8+J|s<{dwO+1?yrAN z*j~`v^6A0hL0t+xefi&MMfqmRv@kDbzr zrSANJNSZ$$Ahtw|Y8mvqS4eqFeg9Q$c7Ar_#7)TpY`^=RY1~y1>`(dB9J+fjG$*Tg zXIKB@qx_4eiJkS0b!M=&_nsMiyt8~1a(_OclZRvqj0m>L7hG1reNxW9+__nd?M`%K0Qw3J$`6j)7D zKFpFY^^q@7MYoZ2?5=3szdDy{O~RqoLbH61kuNZN*brWSiGt^W!>mID8fIuz1}EK^ z(;HZeKo8RYU z5lsnULeHMWa8Tx^-)A)_qM0B7hlYM?_gIe$^A{HY&KaenaMBT}LHlWikLyXnMn8>Q zVzckJK_mgGNM3wc)UEtWwYBx4iV_KUO9|(Xnw6IGpt+{CwY6XjgL(wle#eL4vR9*@ zn}HIy%|hGv`Y0FNqy7EnOsS6%l;S9@;sBFW)&*Uyy+9k7IiP}V?dXVliosqoOCy)m z7A|lT2%6|^ZkK#s)~R#y0<1B@7#YC(SZEK;-z?QF82}B0tS?V2GNeCYoSdBKme6^` z{52I`R!V|50R|u+^;n}yuPVH#B}%$Kg`1%{6vX8VAa=HPa1g6_JwDWU%)VIsB}Cpx zYjt5EZ8bfzBqTYRbZ4qM{iMSQsmMaBy>7HfSJhxM<9U>rWO5byZjRhhCKhz)Da^dKdVkySGabp!0 zgpwaebVu5z+6|{MUPK;C@i^^~A>c6NoX8-xlwO~&CYz2FsDDw8p;Jac#ARwj6}Uo6 zibtqmvg!Fii)lGi7lcKt@K|oq{bmYTx5^2AvSPOdfIst#o9{qZbqd`it(+I184?l= zJa){_xqnR+g}Na9w&UC!I=kiAJf@Cl+8BHg|KU!v{ zc(va_n(Dz+g2UywlYl@$BOQx&x-%_OX8PUR!ezBD@v(YI#>8m4c(|BKrMJcE{vwT9 zr9LK;c6D&JTyitFu{7urd|yDh(6=p!0w}O4JH-6va6EhI^%F8Y&*NB|N)4^q&CCX3 z@eeVxdjz)$hF|2qoHtS49DOMnan-g~Q0Y+~W@06EN^fN4vASFoYCr zRpgM5;1~%9wvZFw12}@QPwnZ#NCi+PZ)sj;2zXu}HZyt(`ttIXze@H zK}9Be?pCqGwuVHC@Js?y|D)#6nR-_dZ`L1FysUO>FR&#d-J`C91C0r$Sf*FMSSl(= z+O9IUB)P*y@T#)`Ws#pd*FR$lh3IKo*mvuGFNugIj)MG^gI{O*vy!*__Zs!Q>P)|v z6<=uIRLj7&U`$24@Gpb4_kn}pFka(L4aC4(=vhpl^7$C^VMBIi8^ftUwev)ondxv| zGy&Aj#b(jZrg&L$sP%2B`)W?D{>T#1bkTV)aFye5rXp@)5qWM8x|!*Cugbj%f5z_# z&WPyUD2^ywOVMMy}dg81dh_Hc5hQc&G8m&=hUP!h!d z8jP)Y%Lu8HOW^Xl4+WcZ&rc~QBE^f{IbA*unzY2YH+a_bR$DnQB3JN{bZknD=fx4N z`RM1+3X92>-d|JwHFMuT}}I631@leQ~^L&=bqr z8Oxe}F`ftPQy1)+cfr{7Y0if$=6pX4i7`kb%VLz)BOW=FBxlKZ6E0ABAr}(!yWyQ5 zu0oVr$4X65!Ksp2C;8#A7ckXS)9-2KHc~MdZz5kvfF`!XB`+zIpZg;dW@Wj3r?c#A zh~2RThtz(*z-lk9Qa_KujwQ5x(v&vc3;_{3v928Hz9bqXpPB=U8Afb`&B4ZS{_q$F zm?t`-!q8KO&{xZcZ1q7Q!yg&c)7o20m~v0_CqN3qH*$F!3cuT2roE8OKPI^zp!&*F z4=p@1XG@r0jTAJO7`$8tW`nc5=l7Y{V77eB(<&l3nVFh$e!C+Rn*W$I#0 zMSL7p%#_w2OTwAK<9ic$!ShMjXxm?A<9uB%nm)~?oUZ2Lgd5Sl|I|*PW7C#DeU+rF zV&);Dr78IXi(m{Xp0w$Ln0vlcfiX=!(4-j{{?LrzO7sS=ke92pWc)?iilP}F9?Dc#0+SWZ>R`w_pVmdeWW z>3q7p`h$5qMjF1vpaaETMC*b~Ac}Ai1E3xLbw;%0Fx#-TS6V9^AMXYEs)A>yT~I@^ zz`=(I4*@hGxk9V+gJu8Z?$9^Y+`1VO=-6!IWoA(q)trn$#i?f2B1|vGA=T>4hY?b5 zMK8!8bD430N1i8J<8+-1p!rx@CbY~_?^tgHf7)jTn`B5N zA!)lF3C(+-D_7h92RvvFhcS2E%W9GVdp??LT*BmP-)Vf|5jrN zI<+AA;us3?Q!>@hTK>I-TGecAtcE}(#Ty{=J&&9H`x1HbZBj$BseBn0nR92z=QZ&g z+d~Oe-TMGy$4I%@0ccM1y^HIRA0z1DVx`T`;{h}_>??Mv0N`;-)3tp zGa#>rGsQ~o^=vUBA`Y`pem?H2Y;B^8ekw@}(aB@y+_`*Pz+CTf=qhcY)W@X@5tVCLF{{qcgmdj5SA)oVtTpF~K znkI`O{6;Arrj#FLl=x2nxpXD6j`J7ymzWy`H6q3Fa45n{dyU>#xOd(8w{ zz8=o|3|zu~sn4o?8QNZ0ehDz7O+~J6Musno-6>VN7r7Vu;XG!~e=8j?p8mAnb=RW@ zV7jGQGD@q@8-+v$GQRhpvD!Ye+Z;#z^u*{zG}nm56(VqT7kf|kF2m;H{<_bSsr8u1 z(B)H+*XO{?C<{C>l&~spbouy1JLpftD^ShTluqKs_kl%L&_{r$?sSszZhmQKhGfQz zGvZB%aT8IT4*j0Gja;U^lFdKrMFI5VC0hk$3vel!Up+FAg@;QP@Fcl^|2|GfImY{l zCcltDDpLlT7EBDmk*w>%I$&-g>X`(AA=#Op2LcgnI3MQ%e0+TJ@MxNm`7Y@f-SKbR z1JOk+#2$OHzsIJlB3Hc8FkkJ{ zRhkb~=_O3p^SY|JFtH?`8AMK$4W^KY!WUrRsPD!v68Y2hLbQ~~M68ZvAcu#4p=RC= z$zN_Sm1d-fW-yFHHdClkfAFw109CxvHpW2dZi?hmtf@d^o{E}c_vJ3^44L?m zFD|*S!ES_{84cE5Q0h{EIS}H~=lhSwuofQlM7R!;_H7LFy;A3WH#ukqF66ouk`Ato^ zg#;tT{a`8RtBu9_kIZ8CO9zguk+{mrN&-0o)uD)FGmzrzBKHahcjP=cn!;#Jw}pd-g-sQWM_C(d;CQoa9Uh|iZt~Z=-HFw~$G`<}l^VpZ3RY1+FUYSv zt=mnX73}X%0umeE)MLf3Anne`s4DucQ|-F-E}^m{eDW1`&)IWSHC1nW7~5QHQU})y z*9siD7a2FI;R+c^^_!8a*Ed#HvQ|FdtY;@P1e-$gsprTcS1xmYv9}vmTeo0Kn&%)UBT1 znV(Pfras_I_hnfUtFBAL0~uPC$ICh8d1Mo?hQZj*w(@z7oejZ$O1R(Sl=>oQ#eSLv zEIL&RHFB*3xTSz)3X`&ZeGV?zVR79?4`lcx z32KZ*z<~g_k+ZWNIkwDFa-n8ro&jA)^AU0fb+^jG()yFUw(yY*$>)_i*O4@iveBGT zaKzcN$zRW&E3&#DaJ6cFO4WU-<^3!E-os%biPdm56?qMCier!jXP_HQGL^}D-dX0X zU?$S89Mc}L0uG_T2+s@*zmV#Xc<31FvsYK#t#dQ&Vlq&V2Zz)NMkPThL`PWeT!2}W zImzeGpZyy-Q7k+0*g)GJF6+6s1W{742E%#E=2sxaEll`Csxk9{R=QXy(qx2Qv2TKr z7QMk(MEg~{JD=+gZ+l2`$R|aboZ_Mpm(yEiW!podF;rPuRwb4i`%9*^AE}H})1`i= zM$O0a|FoIEEJ-c3Y4jn8MoWk^Z)d!oFV>;)I5503XLAo0?{9dlUWZ3;t*~3_=PU=Y zds^>>1Wp($d2qtC)=z_sl7R2b^qkaMy%*!5Z8wx_H7$ctT4;RTJPpKsSw?s}>kxEP zV0GHlt8+Q-VyO?VLw-EyFYz@Lg!|;6tyv&8eM}t5GfTB@EGqDN3gifmr{Puu-|Q$4 zPEvYy86kzove6Xe538FkuVPZC)}oy&!L?W*KI8J?tuK4-dvf?M)qARH~gZ)R^!-(@&C_h?sE72xnPDR+8VY8PZ(69}^J5s;VdG(SC6|0SzO3Ff# z06x-gb412niN4l?sY<`5|G+zx#@!&jR{=B zdhmUg6J^gsoy#4-g@SD!VjSQ3f@E|I`H!GgolIy@yky%$kKr$X!tEb z-hRBJ16Rj@CdH-|RwDYqU`~{to?E|1qAiqgRZ33EBk5lexj90#hn&h?ji*P#lZC*G zcmJ+L3x`6|QZT#Pa^|5TG0E$+_R#p|goa=!->)Q7%5S6`&9m?4p%WAdZG?b*#YHU> z*#d*Ctd`Lg%$prkaoa?$Ol!2)G*|juZNfXrbzowZvS7jgwct!sl$p>{Xnm?kKwc$m z<~NxcoqCsCb2JQ%0n4Y|BA(8zRsa_1jA4wYi(-J(7}X#<8@yPVjmZ@PZhkHuYv%_d zc=M7)(AB%c%j2;vU7>lD4oFdj!%-ZLV=`2;I^L4MztT*N;o ze%15#y7JO`g*MFD~o$D zr=#;ZsC_At?Hwp$VEP4&3;M!$-s4=mcBPVA!I@7*9*3`oH?HpnEj)qY!CRU}uh1#y z`8K#;=I!~1*cPlhbP-t5 zvGQi@e@DaBKEB17I!n+QEx5tVQ@Y@?6;hjM4G1S2e)+_x=Pe0I;?SXG;d5(2;rkj< zCRrF$cpPplTH0DIC7<-V50Wg`>|WY!o)EWs|0@Xm$sU~Ts7t*fpVD1GT1@D2l-`i}EpG3%3%)kX)6*I0QK)BCdfsYB4tVkRErE_nCFXwAA&P$!xtr?A2cUrUPU~6y*4{2JQf2 zRu=tgmu%7-=Le7ZD91W*q)qtbc?(n4_E}I=EW3SHTym~#Apz)+NYbZU<%_V~J$Dfr zk0)T0=YnWgFv>D)bthf~Xc;F3y@jc34kRMgkz28P55cn21(o<|M!P?o*!xG=9aMt! z^V0+E5x}o3whkrW7&>4}`heyGZEN(DAAU(Pigpu#D*iZ(8aV=lp0bmW^JKn41piE% zLI&n$41CvD?lE7Ad_$<+UQd;ootNd=v1LWGe)f$u3VAHkKJ!Bk|8!$q_Y;A9mP+LM zgUoMSPVFK1bkHw>ckY5jy)@~VLi4kA=!u0!%M3q3#p~&?H%3yRb_q?cU>g>~$r@fsWl6&SY zQ|eC)qXgik`cnquwAIcGsI!@ECHtCgS*{@Zf5M?13=Jjyad3o^EDI8Cbb*z776Eb# zEMA|YqRnKNLPZ8GI)$RFy^iPss%ebc6%P2&9~52to7byb*Da-$20P&@h7${)o$QR zVOH)=3H>B6<+{JBs`2o6&rsHIxcV!8S;J%@S)!5IfaTGg)FWk3F5wEsVal;GdK&Y7 z+j-XWZCemVF5ro)BI2`UsNOOTrZZ@j2w$Iq^27)#n=}^c#AVx`2p65DX>D34rcns> zqWq#wQWC471QqZh-}*qm4plsR`f!+nJoHt0f47n=Mq9-CQA@u1gl?fipwe*EKwtXVZv+zX4lOT3n!FQ1dkQtK~%RI+hXIYjMFyhsK`GOS-)^8 zz3IQ)=+-j4)a^*=`0rLJH2jqd{sp=_;HV-90Fus>wpk%LN~uKesqIB*!jk}Od>pkW zX6lZxy$aSj?nT>;7I2RW;UaOS0>`vhCJMFZ00;xBS!h0MH>S=o$t2QIvzheyg60aI zBTxvhPW5j8$~Vf(>$MjMC`nLc;LJ254{meh5b{U{R6H3`>T5# z(1rx>n?=MuMzY|Jcdx%H#&-IX^1J!I8ZBA`oa3>JQNlb#eBY$27hE= zRVS5UA^e+fmICfPxIp{Q4CtOf*MXQXR$8YO#Oc&MXfloEERn-#OjR`+Sxg z|1*m?k1@eAtrvx30qB$-?60O?O!F8#Vg57gt2(I&3vn8`GofxD|9nxmkJ+$}asTQZ zy?qc#$Fg}U@IB4Uz@JlCzVeThYxkU3hK~6Z-rt~;pc3XE30KNIVvdu5-#ltI>8(<3 zd1>k8i33BzY3CoA;3BcMV8VH~5^MWk+Ywmv2>Bn`Xn%Vmsgw7=c^KB&2~5Fu(r1u} z6%TC=wYt4pCb`3fsm6KP+pPDn1`}=?Pv=RPzz`k}8!Ias*t|9m`8Ny%00x$xE zB-5=snQy@*_&-PB+~K2{_S+HYJ^wSMUR2RoP}OXEhkr0vi}hy`yq1@vYVgkV{^O${ z7S@+vi;BhjeT@3=p?Y=xwWtSSaFx&gezjjX|6gNjdjD$b_6!^oy8FJr&f-7ks2TbQnjBEop8w;(rbpMaZk0sA zs{K6yXigW9ccf)u7&8|zvD%`1?`{IB*5qfuxBx0NfJ!t>%;pe#_ZxRciFMWoLqSnx zbD9KsUqc;)rVcnPoISY;6iaBd+NMe_}3&Ah?0># zeh473z^m~RHK~t{)gJuL`xv0fyYR(_Zxr^kEl;X`GCieGlG?Z2X?(Utx?6T~RLKZm zc36iDxtEr)dU|?tadAC!@dO#u06;|$zi_Dj?HbHYq7PvD0#^7Uz^3pxj34aG)CW8Q zI*+bSB66PP>6m8Cp^i5#U+PYjV(@%9OHXwH#3Gufj2Sn|Hu{tR1 zU>rfB)!4`%p6hazHczab=F23;NgxNu&{tR2HcLm&Q|^0s>fpv3K{C^Sb$EPXVAh>H zII3#p9hAzRq*9a7>70I(C2a5sGLH)^ket%PBIL9{5g2w>qxkAr7mF zE2szGozI}DWY>bdEaLTAKSQ1E%^Q66T|+tPjN-stI{i?Vb9G6()(V$U{{}gmNlRz~ z>v<%lB5YeA$%W6kn7e=FNsi@!%imZfM_$-8I5=oc{9G`@?fjrKk`fN!2i_Re zk}1~nE$9{7Q8aRS*PDPD;%nhU|2O68zbvpJ>1`6(Gc|9*5*l>;nSnuFnI{U~gmStK z!s{{9L!7oo((jgeP|55Ue8&W=5E6*e4VJ7Bt@qn4dhkb1H;IktXG(a#m<<@PaFX(S zZHOMu?^Sp2?YjopWBQZ1wwKA9_seS61*b9ArYe0d2wcY_hSZVH_k>QaX=T%SY!46> z&D4o``4bnnP=99Oh8z= zXfzw%cp>A~_Ew9dfo@er|Mq4##455*7;5XGu8_r#aiiNIuR=xe&Dq>Qj$GiG$<`nbPso1f~cL>g+UuWgQLB(dVvG%YI?inkk$_{@Z zFaF@m{ha#}Xab+V9tyP^Bh!5lEG38*xUBosV2G^n=(#U~=wW~}ajS7}YiRB1e!K~D z!E7}tRCa%J+ zSa0hE08jb@qb82P%^4-2?OFq?K>LV%D8znvAKtRea+-jNiHXbehBsrEgoMQDXbl}m z1|ZSUWbciIjN2!0**tJP-2n$oi*NPIUkA(`kLu?~H|_g;LV;gEJRE-H3$dJTNO#~D zeRDmWete{g84B2<(>sk6Kydh79c*3~0tQ{DQX#yUovA-;bayPWWhdJKPHHtoEVJO8 z=k^{~JT1>P5L6}FN*A4wxh--v_n4}wBfmO)E6-Ky#`&IF@}cwI#LFfLUYDB(gjr$i zcJea}I6Uyuv79zh##c|ASGfS5F*ZK20J<_ZliYj09HQ38irzcIDGd#B$r}^Z{>K&q zSE%N8r)^!|pp`Y z;a~u?0)is0T2fH0|5xHWvN3Yc|uQfP=-!~>- z$Rva|h9@-LoGT9P%36dBR||1CvFE)Sn;qqE_!4exl4DIRz=Au)QkhVJasJ7`4z3kX zs^QjSXFUk8V^Us4xqK--XC^Q(<74BH1Scfxn-ez?P)L=1t5#1d=4j^E^%YU9%Nc*B zIW&}pd12Jv)%*B*H1F$+Z+t%E*UtM3Fe|_zN|6x&OXJ0s1ZB?Ac`4);Ak5vc&6JG3Fyyga>1hT){SbIbN)Z0ijST=Y6iAT5 zSXx@KMK%{lW+UPa;#W=5AqJIulzbYL`d3a)S69>*A<3zE&TXOVzU|SH z`3NZT_5{9rbx0Lk0^U#S1Lj-uW+SPZJK~o{fp*t7MAa9i(l*B_xwmcVu?-u{$EC*6 zlId2PViIV~D2C>KC?XvO+YOW(CgoCCN{S<$KAT4Ij%gjf>Jl*n%F17z>I|qYXKKSo zk_>FFx{%AS5`;){bZTOErde^PA_BhBc8`khKC)Mi=%{)r7<_OnpJ}brGg~5MAwm}{ zy)y|@{PJn)VPKHc-VwLujHmCr%H3Q@2+i?M&dkwA`!1-|$U~K!{^)Os$fdBS&#uOb z$xx#vQ1MO1Ru^{EzicjXt4s~JV-;EnagzqKZv-kh+v-^d82b~eRoarWWl5&eNnP3Q zU_1?vOY5_D=4o_YoXAnh%h7Py?yFzp+jl(PQ*F>SKH2m>5IxATZ_lxM`<9p+B;c~u0TsjJf7?c^y8Kf&G5a)$wkH6Ohq{i114htv8AnTj)rQfRg zrg}0dCx0hWvk~c!Twz0JoFm2a-71eWu#RsZbD4X%&=G`OWNCpMKb*(tY^7=ZkTDJ% zpYskP?Lu?`y%*);AFi&KxZP1INUq>&SESi}Nl=rXzDsF3eVjl~sMB~X)G?2Vv`AOj z5*-pA;zJk{6UC~c+0Q!WuvK<}@>(~Wt%f}>0Giqyk9XN|Z??2UV=BqbgmaBU`noUX zI79XT>Iaof0iC5pRIZ`}37?lTroY(Hdg=&iQgf)LoKDJUNnzE=lIWL)Y@5(`^7dU6 zew*3DawCPB0h5(h>3}B1<*!#ek;Ll^u*ocP&zmdrr_msz|FS!Vac!h99zm%s7#k5FeF~ETE=P}DPPT%6 zQZ@mnsxyMzCvSzkIh@mi-=E~T4DhA$n}U@7;DmnGZ4BdgztCG~3o@U;f>(JxU8B6M zda(3uf6}Tk6*Q%gi05Q{B$pHdr2KOQinOXR*oM298?U?pnIxA?9OTWEB@93Y7dW;7 z2%og-oaABTGvYe0&JUGS{6Gp{Jh=OxF~)yHtSY_Jg z%|23wWZc-+cL+$Ro^3ggm7P9Tk=c7DsD~z5xe+E*=pmnq>Wn7eAR<7d%>rYSkhpKV zoBB9i2i58wKgEBh;WFtoyNt;kf z6*XS5hMKKFl*CtBvw@`Xb^`P}p;AFj4ZgY6m#utsOm;Xa;IaR}pr+g>yoj_WEXkku z)1blCEfgBYlqvV?2kj1KUhmJ}kPFpSbza)?3^A(`S!^nIv`=5Mnzp-XO;-sz`eE8O zhhBHcrN3OgzhSYa^zFUdfgXc)2~{j#4$lMc2a&5EQT!`YsjFB`22oyrdP)RFAROOp z5V?4(*m^b5fWPwj91+T-r*&dKDG;+8zZW)4crdvu^}8JQmp7A4P9cdw+(~>9wDyum zL_FGlTwKbMcyhe-np(mH$Z%m|=Wg5sX~xu8-P{3eQ{WW$D>(bBQK~uHoOv za^mx%Kp;#_7P|rFF3C398fgl}-fCYw5dE);p*wKp6q5m>_Oc_^0UdJZ)#gdceMjI zt54@xOGaOXew&_55srKi+o+ES+pp7>t8heO%7mNxKqF^=W+ao#Wra7-o-l+b9+!}g zrB|y0lozw_5m)XdxU?IOO^pZ~(&8PAAG zaCG#nq2SX%wY;{nP3I4n8fTg2Oif4DiFC#cE^+&Cp~oK>qsXg@x98-`@OV)wIhn%- zY(+GkonRn3=M5sc-)$LBoL$4)1Boe}zLo<2U$})3|B3N4uuYYg;d5Ka$^8K7o5G|o zfv$}#nkpn)@;fILHhq?CVlcR4bGxvBN}HnRh=$h#m=`s6W_WVZ6vG_g6vBXx+?FzZ z=1qjL7O_F{lZgBdhfyg|BqkCqVB{y$Z6viE0QeL}UAI{s@8`q-O&MrS6|~^6$w+~W z8;ir18gL;V&}!FuBrJ%ZY=Z(}b8dLcqs>t{_nQ_!#4d4RJiz|V%L|l7rrZXBPmXdv z4yWZ*AObdBjyc7T3ai;Lz@A{OLZ?+lgWQ1|@1iL`3z*gbIZa+-9yuS?5=52kboTgf zYc*qX&KG+*KyuU%qk2V+miFf+Qqgjrb|5uGhd<*N3EJ$S4n5N7W3BA4=UT%x16EMUy*6V#Y5I6 zGzxFRl?hoqTW814JD@v7vZy{YtqsgAPBwK{?zEi0f)qO)k(FK8vtv}Z1(XZTa$N`dj=i7|MLGxhei9O}5|tEjr`*o{Vgd zy*nqYB>W7Os~45E(4QwPJ>KH1WW9LRH9H@(XHZTkwVG6MdoXf7L3}wxy6jqPRG61M z;5(!$HL4%CWa$srZ3T)a270HC>8wTq${J~>F|3$eVk#VWHteOH z%3lE3Sp)vQv_O=D%|6hVJ>#V)V8$_Es3TZPtO<{h%RImZk)JscQ*vakB30Y>{Lzl! z$1d^fO0*NJU{?dhM>eJXF+f6{Fv)EvAFKq)!x!#L6Xmbe8r-Vm9EZzX1e<~vWD{@r(Bxnc?@om#`YTfW5JlHE1jOt6~ zojOH*_%<07=BwbrK@88cpz4QymWe+ls<(!5ev+-)jQmMhZ#}D#)##fBM`E*_-(gHZgnx{>f!=5kuixr!_2{m#kgQV*8GLkF^(;ccY{2QZ| zNp18lP)F(jgv#I^ZfcpfFiMvbH;ON&q~ftdkwn*xiQhIaY~;0c@yAPWfhJ z6B-(O6p1Lf?ZKErMJu^({%#*>F}4u8>RXQ!lWTJ{K)Zjf3oxP7=gf6jlOT{NbT zZ~G8qO0ChL@gm)}2hUW#R5B2*xvc1bn0B7db~IJXYQksv$;Z!rRS8AOx`CJU%~(I{ z@i%Xpf=VAEAt=oD|G=9%yZM}%Q`3Q4G%MWDo@i}%gT;aU9sq(&?d|me%2je29r~C< zyX1^*G@dl0R+X^Bku*|bV?56k8vFCG-~xykpbznH0^mM27Kv`X3&&oEB=Qk1G zT(iTLGiVsU3vTC99<%ccyqOBtiCfKUL4GP!>6x3xf?HA%S2)05x5}4Wzb$rqbNjq> z|KM2jSnmai!$gaUOf^Mjb8T2$8cB~7*Zk0OzQlV_E!Ghlin+>^YJA$fHd#iZF?vlq z#IJGr;9#zGRshY1hyBS`R{}@;fb*6#?|8YSOu9m$(|wN2kg@=|4*M9+m-;U^~7A zytUky7&nc#2RIe%w7oj{t1o1u54homB>5?4i3{PvTgyDOkx*^Q-?psD_6{rY*t?*% z7Rn$hMH85b_h|_pvC6Jhvl400uG2e9G4t8+tQ^Kj!L8rJEO`z_>5H1n+L0sBX`7+)gT3w>XL zqjREUr6OCIK8_=WzUzAOBl(k+g_u*QR@Q+AE5ogqRwlTqtAPbquizk5c*WN9!q`<2 z8_XCHoze8T#(fF!K;EMK762NcG7X=E-z_IkN@DpVAmrpUdD{R+&Bjo!!N?YfVa_&- z8Y6(NKd@g6yhu6{0LVxH&h`5OjdFya6nOy6{e(QMW=WWsnp+{MKsAL{j><`2!$!oL zaAsyE_K69~OrvMfO{AG2sG}-KXxjvIqP%xDiylPDpiDf5vi)~b1bTcAT)fdVV#s+< zy144}tw@odW6)Fp4(;2J8w2z#2F>tHz?yuN8z1*3eZJ}Y7~dpcXyR)m+x)(}_se2RZFB1f9begGnT2Y@)Rl4(y_thOfc|Tc2}I8Q22_Of~Ty5U(Wa7L7_O2AicI237&D`cch(lg;bNl3yA}f z2d~E+9};);G}YMnL^6sH*jqvh6~tsnt+%#BuXy!7xM;p{qqY zHwem8I=oNH|L0EF`*SC7SZaxUMb3SO_2Za8z+nsR6r$Z_D52iK?_Xw-k@w^5tRB&Z z55?i+tXNh`de77kz#ImB8!~v@Rxmz!YHJLR}L=niFaE&=^IFN== zaC;~zzAhZA!NkNVP*9F5!@&ot6W7;vM?El8&U+6zx~^~sB0L-q)#VpE@!+CGSnc!&BLFTEd!amc8{me2%l0q^ zDkSsT8ssc253wgsn*&jL2U6bPcUH+vbXr=VKk-lhx_wOa1bNkJsy&dYQ0ZQ(Wk30! zu?{&WBBuq!x0zy#>fG_GE>9KtbOc&UsYyTJs&47shtH)WAN1zp;UUB`RL`YD=ezJ6 zZaX4?frZTz4b3JfJ{mXbj>#2#UZ_!iWJ#eAgNd8_kRnT3HS` z(mStn6hBjKe7NPR_m_@-bH1Xj>@G61aI_Z}3^E5fx%ZZYHbKk6VJujy>zUNuGyK?6 zvw#b&Vc}}lFBXa!Qju7dy8_Q@Qx}IEx-%ki-`DGO3nyc@pX8OKx}H)80LESsaY zWl(LC8xz^d(V(CAL5($$r3`4_WY!&?cI>GmvgogOKom+r-elHeJ1ituF$eCuwwP?o zkL}B$ek!~&mwx>}w}y@wUGEWa#_1hNm0acNR8@wU6p4=Mqg6a(1l3E04Cbzns%!k) z9bXwZ3DTiD)rQ7rX6e7THB;+YF-Lf?jqI^laszyzdbiYLj*QK{!tf#lOViPCfT{nu z>1rLkd9so!HJz+PO)9ndsZ0+BwkM&;q0k}7Tdm>n9!l>gUuiRiwP|f8aW8A^*hb4I zPeYO{Z4zfDW9HAhRXY{(VPqLU1%0p#8ae=lcDkFVgH_d1)&~n5J%rzx#~Qvl_T|jt zE}oXhBhShYOJY6C)-`W!<|o(@a7GB1SNyU*U~|m<$=Fh1wl9#dTO9`C@mUQ+CSSFr zYHB(l{JY1R)7H~-n=ccELdZvE$M5oji!axnvlFl&1ZgegHu+_4e^VxkJdr2s)^f2_(AxZR~Y!Gsfi63?wjNp(A0 zPX;FPEBVd237;TJqCJ}-`T(@j<9&ISghUNLjGHLw-iH`OLR^Z&zGC(X^QnP^S z(IBm=aeEzJ?P z*fqf|fhVAoK@=W{VEIgPmC~A0E}8#pB9G%7sKfKpoX`86NW^^vUv089AHw%S5nUbR z9H35`>*>>tovNRD2c=Xu8zb7_``1322CXY^@}^@ zGY{VZMVv<(fTp&5G+%P(56jDt0YQbF5y#*1uz)(#DcxKQL(o_4(Gn#2W^uWJXPeo* zla4o}EfZ$2kQTc36yU-QLv;sPrHyRlDf6>XB2w?E0 zzO<*e^Z#11fBp`<<80~Aml4;M%6*9R51GvZ8NobLwMnwsiI8#K-vlt=_w%%WF}V)U z({dGBFh6bHB}@q#{-k1wXO_4`nzdT|dmYKoi4HXXOQMCt02Y!qG2VW2XZoK7|5SMa z`Y~@F|5k1Sd_DD-P>e%dbLb0H0o*%Fc7_A3UyJfmE@waMI4dj0f6fC(2 z&Eqq{r*7eoNHqeAOqA3Ki!iUnz5o9kAmMs5D6#2ZXfM>X4kab6wq5p3H#o9d!#eM( zeYxUQ<{5z;#&6d|NvcT|j_sQuaMt?B*OLFZ{A*Ch$-@ghA1(Ond4k1y{couEm;}Q8 z^O@7gO@uwE!p>*=4O64SiLDo-iM5DkDXl0xxhB5R6x8jfmPeB|q19NeJgq+NLNQ62 zpsZnxXkD6uXm^W{Y7)7wy=Av~5XrAY_Bxa)r}920m(%S1Vq*R#KB0R=A)kFrJSw=!aZ| z6(+Ti#M+ae4QZ=9Z|^UB4Sn~WGJryZohQj*o?P!h@aY=VfRP+gf(rq%GbZdpXS!)l z@(8L$Y5ld~t4iI;)Z;#`z}>U^_jkQUZ#d5im!zt=;hG@>u#66EesU?uC2fdpNtY+4 zu`{@go=5VV=ZAHeH+6VW)fmtV$sOM#$Su*ba6P?DE9Q$8b!~{}uLdrb^HsTQ4$AZc zUUs|@i|P4<#^kp^OKVVYc06cOiIs9!ujg?e zwpLr!s7f(+G!2!?K91uOOx!eEgw}sk{L#Ev213Mo@JxD13h$v6spgck!MkDXq*m&7 zSL_7yD@QFZF({0$PT{uw+bj&TgjhDNxaIRL=L7?#rEikD&zX9gXGqjb422WMijUo} z4w_E=d5<^-7uv&+9Zz4^jI{azJ&Ids51LCZjzIwcm9+8kyU z6ddZ}E^)2(b-RpVPXtQ6s}o*KaT$q#fWX#RIo#yUOwcN`PKs>dMvhv;>kJZDAg}=o zp*W7P{(oFT!dQVJt~H=Wyv-X1@ypAv2!J>BNKLn{z8;-MmS|dB06a9I7U(psOPWil0NTJky)KqVfq_hevTx)g?CK@qSP42LTI zlC@yl=7^-jYA{x;<}`2eF49kjVyzyzX8T=eOVG7Eq@KBA>P=gSt*n~P%_jtdtr|jN zsBkU=+h`NOM9Qfm=Z9T#dB;Y3MWzgsXAvBLem;{D^B7f;KgXcI^^bZhMJDaFFY z)1C=5HP77dPZkK!!gW4e5(bKx`UaQ^j958v<37CNIV5l}Fbhei?$~aizANUUHY?Oq zEbjxY@FeAp7PR!|sFT_SGNb>Gw6~6`dTYBtMY_AYkuE8vQ@W)j1w^{Lq@|UTMxDGk!y-EbG@yze=l?>m0uj(h*x!{OfSy?*QI`OLX}ww|!`_~D)48CN&*HO>4n zYY*HgPnUS&wh%*N8@j4{_UWqIc}a(yhIjVZ>iMhqNqAh<%YvRIA ztI$vIGXsTc_9jYrj@A!MdfE*yimPzGzW?a{UCN`r#T0}=jRc8HlfFOco;-PSlrr1Ux8ul_kU+rW z=2tH-e*(mxaG0K#NuIoJHr~61ezo}n;be16cEn!!aL6jZ6|ADM=B~xikfNmjAMS(s zVc5-w(!|8X>k$CGTUl6L4F)(n=~pW6=@gdDS7mu=cQi)h*IOe2MX2Fae_axX=~F;k z#5VZE?D{1Rqt=5GU7qJt^aN8YsA|Q0 z{o1~R%=+*$``PZ^;n|lAoyB8fNB$H)1g|6lsOC@TaaZZ?$(c(9>J!iJn1s%Wv$rgs zZ08^065i?xnf4gCFr?EVl)|=|FU!>EK5VYigymiRmJH{4wLi(h`l9LWO3_%R=eQz+ zK}{7^p`YIar#-<3Hy*CiU$HuIN!!JU9ul2}A!w=3z9(9e^A$fSUJ#|`DC+8TT}?8e z^`b)^r87$}sGNi1>b=VJ>JkYxRoT2*@cV%4r932rkf*PksX4Y+&Vio6V!WLb*Yk?> zO?p%lfjuSdh*t1dyU>YUUmnTmN*BI`W7;+cMh{*^L@#uPjSK`Er>z+>+}_0Zot?GE zAyFjZvbcR&a^0u0g)yc)wzK{zwR?uA$6wz@8v*DlMPbYNvxU2i(PpK={bmDnGUL@$ zSgkrI(YO#*%m)~3cZsE1sN@;8m~V(VMorAja?#jMH+c~vH^&uf04Ab#ug5UAhQ&OJ zq$kUqvJY^F8FueAQ|CmY;<2ShgC*^3*%eu!MQ)BNQ~2I$O?Uq$ zlwrcg!B8$9nLg#{3l0xQ2JB--rlz>IKH&bP(F_Lw;+WZ%cPmBZE~Ba^AxDb=zQn|q z$D2QCf2Ntjs+ePGc@H8DHY#xBG}I>N{q%v4U|0!fj7@m8?m32bu@f-7)@-V-==rGy zQpCfzbFCfB!(HpnTXL|O@@Q4#v@PCsmB6bN&pgE^xG*WHkvd14;Sw*ro<{C7Q67ws zMF|*H>N_}Z4C6b$9*t3JXPP9KQT~V{P8d1gRVzZxZ_;1*TL178e|iBQZ{m0YE5%aU z`=Dmq){^j*!@vdUxNvei(+~o3kz4Bs_tWC6DgCRY%x?$kTB@DMQ5J88Pt+NIe8clI zbH6r?P5en`_aqkS%a*q!QD11~Tt}rVqNm%#IcQlTe0~UJ)CVEUQZK}(ri)s%8aWtESS*)?13j@>hUW(uv1)476#}>g^0q|K~b)4*6 zT+&yHFW9|%X_f~w*t%Rw^(*lPGn!ife4#2~>qqqyBHq`bbdl|4#NHEh3Ye5Mp2r)b z;^fKLdpz5dmFP!!tYV!=xceJN^r3703*zwEK8^LCcS{95z79#LtsN9|Ff_v_G`K=Xxno{6abCDNpH@!Z2rWg(iW5KUiQg8HzEob9o(6yZ7^+ zI998|3K0p<(2cq@_i5DszF__tY9h}tsDxT00g+jjR3y><>1l9S*t3S%_^Rj5??S{TubH;zTsf^Nut=GFl~evYE!YAP?=36 z`F11iO5Q9-K)o;3ZlB^t2_X&{9Lt)DYW^H^RWp9^HexIba$LqAtY6hxmzyzan){+M zDBgnM5+C5Fzboq6fz_aCt#Y@zYt7Fi=vIIba&5L06R5Yai)9C(X{pU(yQ>EEyp3)s zZ%GbGm{8%p=V|AC#J>3%)nO`lzAhS3&%sx^>|+yVn}Uz1)Vkvs8tr%3f&k?-#ZO|{ zsZe$Uq+~Pu`yBpT2kH|VXG|m79FQ#jkFlU`ZuT(V-yhC@o=2C=t8sf6)*9*dlm2Py z!#l)daz1%hqs1TjKId~~sybFar{6}s}i-;GXm6q!2>H%+qLB89YTM-%-uJ|+_Jp&va zdgIk;cQN62vilx*@<4ecjVsq!7`c=o><>iGW zLCQLCnoTLv0skS3~>u(>dy?iKQF7MseVBCA~y2`A_20cjr5i*7tnM z`)?iIA$%xW(a>`k-VSpfRAQdM>}+a)pZ}<@LQ{J4d_-SkHjHdWxiM3}=2fZQnVyyL z)ON8pXSQQ^KKZNe>hHoQ_OS`F+OBg*&xMnWo{jF)lB>(*^fT`TI1sic3aVHee+{*c z?mT386w^h8gNA41wr%l7V^na|w6vKw+=4nbNkYVmOM@#-$yBwHW;l* z-v9CAJJ+4?Io}%_lsxg%B)!v=)QZ*0W{y4qfzMl(`CInUe|&!~a5)E)6AEsc~4o|jdxA#{PdyT^gw zaW$qjba%GChmaTSIWs_0g`n?-R7a^HjajY-Qb{89X(OsTha37OeO-o5jfT z1Ic+`i=TCG+(fxO_U-jn12fwttA40?e~f4oh}MfiQ?lC`{N9Yc@hsGRVD%Hqa@<-u zCDf-sMGzYe4UO+=&47T*rNP5sMHZLC<+z7|i%Y!#?`niy*336_XIHP*hZ@ND1qEE4 zppcm>4mnQc8$AzY^fdsk&^ILH`&$tgpeyw#0Jd+ z93rs7*uJ+Oor3n;Zs%5{#{JS!1axH!w0#LnVC^+Y*ww{K9M`BB!S6@G9754^R`I5W z1+IfsAxF&tb%*m7p|nle{h_~FYii)V598kr?Nla}45G)OiOZbzx!xSI0nnuM)bOP_4zFx&uQ**Iec>P2HSti3H`$spZf1X(MDo(*{Cx-hl54NiRj0^M zyz9;rfCpcoN;~*r1#*9qpuvC{yZwxe_W6G7(nOP`YhcbE)%ZsiNLCe@IJ!;f2Zjz5 z-A0eomiOJ!!-L-J9U~}!g$=M87koF*^qu?ZfEU#Nfy<<;n16rYEz%$QvbARdAs`q< zdZ8`orJZ;~zN_^(X0_#*NKpcd-RibBpq+$+Kix^FR0d+#NKrw^*=Z@3ag(ea;a&$H zJ-5%p`0S5kX4p2rqu7KJl4zD*qB@!n29}gWG8gIGN^n6a2S$q}E!7LPpsc5>x0 z=`QV^b*!MYOV!>4Y!tBC73B^&2h5l3JUp$7K}YQFn@%Lc_E_I@<;4JJp((@4*{rAC zdUWIY{sFas(&00`|*P#c9q4fYNHa2q|Zf;df=+< z)Mt%k$y(>FDQ%)oS7ITDDipfV9F>pL+yTUitOl(^3)H55^niqolflr&CJOYB`r2Pi zyGqn?n!aRTENdPx>8&E1sP)9(-cjp>C^_5MqXO8$N5#fq2RsZ+*<03!_&ZOY4W8PR zLR{~lx|C9x2OlM%zHJEGl9PYJZ?$gdb$O21c!kf9v+Whm6uoK=LT8FC-MT|B8mc2qrb5$x;R9CEZu3uDL0l82u8blLG6M-RZ>EW~X+N%u(Zr3hi{uR1J!e0u%< zVK@)~tnR!MBX)TtW`F986!GOXwfR<$F?NJDuT^X(4@|btL72HY*2O+d6MS41&!Org z*{EU7;MPb;?*Si@1P-6$sZ#MYL~%4{(cmo+s&{@U>Z&_zOj4$3vGN|WM1f!6LQ3WAod4H+V zVY3`%CM+bR=ujm{Zbd!d23&ZI9|_w@Pzux z*=-ZFTtZ0;*dM5PIqX%Z1Y@i>?Ht49jKica&l*6Lpm}jN=X$<&;Rv{@P!!VA=2xfS zj3-mr44T_=wAHRvKf`dE_Trdc5NeQTdv2sDXQ2WPiN>ps@*4&}Dyv@|MLt~$M)($P z*IAi2Xm`=80o22k1p5LA*ebY{5(h|Qd6me3R`oMDaR~@tu6Obp?s!qshUr4XB!hkf zpSpkGi|Ja57xnwJHgxjIRChN0>HLCX@0)$mMRq(;hsu;}DXDHOtF_LBr+p*}F(-nCZwZyJex*xVDy>8+wF3cl?v;|Ro%qpD z;>Ttr_Z+xnv-KS(4hdX%&O1M`Jze+I*@B$b2Ikhk&j~7WjdaveBB9B@-O>`}()!0@ z^M8j}5=?&v&EULLau_W{cg!U;N`p_Ds$+@0-Y zTu^O^{Y4|cY%Z!)_nRiWa)kKq5?{lhIkG@D+w402wM(?K#U_Wz5ROFag8??L8>cg4 zAG?8@WORm}K9V*J#oXL>9hz!Qb8hZk2}!uMj!YYDyNh`u0Au2%P5!AG zrMdgqMQ+|xZX<9dNpIZdTuOf;_cI<}TpyD*tkAFv{uXXs)2q9Ef9D z^@n*?^4^;lmk{%dCe_Q8fq3K)H1gI^Bk?LY-dpc8G#1@jjlmwuRN(as3F$jNQzoal zRp{lplmJ{|hXbOqJKi_nz)+YvgoIZE5c}f^`+frmAW%X_1W}EPJ5(F3BiG}g(fJ6D z5M`pqgr29&fa$Ct;U&L=opAB3?mI~s_6~U>;<4M{$duY13faNk7pCqSLn6#{PXLyj;a~jZ356m>3K^*p`WWhTTQ!m@BVi+ttI?h|O6= zsmNfKhandliV?X=H)WPi6{PnL>^f53+Vj8OcH>tIOseSY>yu+O_^6YvnO2s zX@I8&8<_mqIiYeSzozGpQB=}PZc`&>TIGoFryYF9C(C!Onei{S~ClzBt zB$`IQq;H~Lx^tJ!_=|;jp^4RWbaZctab5_%Ws>>yMwTqu*}Dh7k~@xBg@kmv_I(K+ z`iV0!cS4`;kFw{_Z%ZY&YSt%yDp=Zy_iK)4R#c+6s2AuxO8`jy{5MF+b3ezI!}cPG zjV~f(SNbfyRY1J}WZH7{q{J#ocb+)=J7UwQ_+M_E{3DQs`6@Jq$ z9c?te_oc$;+v_@|r{-bhZ<72an1iTl+NGn6ry{f+f}^w@S9|x*LFa0@$$aouw3~JI zrF-;v*~&Jl@uOHUZt3yO4y`CKs72Fzp}TZiGJSZ)!^3lawJXT)C{bOgv5bN_Y+ac6 z6OnWZV-1@U$DV~m*g?5*IsG+Z)F@LTrNPez(4bAJwQ4V&^(?nOg44d;&hRz5jL_y} zrZD@0(HaI+xqC}f1sw6d=MHup=7h&GnGd`=!)4T>5F4k4=T#qHOMfwKN+4lHWk+Sz z9ZgEQpv95$?0qilW{wP1%G*h?j%{wGbfI<-WXj#!1zvt5BJ&C*nZaO|TM9@L5^GvKzMv4o;U|8{_C6KYDNQ{@nEl zuaK4^q0K1iH}IkM!9703@Al@?9;k&^A`p!WaM)~Zt6nb!8x*N0aM8fP!}bxPc{pt` z8oX9YCu$-IN~&lX;oR)Es9=ew(mxGPtTFBiHUEB=L?_=Sa(2rJIXEez2g~3k`n!^e$dV0lwbj+}Y?t4@^|L#7$@8my&Btti z87dBTsc~=u(O%S3s&z%If3N(K8f(0|UFX0CtxzGd&E^NMNQ$8=r9<>IgB- zz`&Cm=yOMsPV=-2X)pqwI0R%ome{^ePMZ_@!9dlaC)(zPK>Oev`OPeRw*KtYrg9Xk zw`}O=wjTu+ju248@|5VvELCsu_GnAwDy1-!ic=S?ad6l$=9}vp7*>;RaYdW;S%d_A!r?{PiDV3$Bsh?qE}g_ z^UDUo!o11ia)ASL(eomr6|FN-af&ynH&-X3mrffM_D5!M4EiMTOd9HJ?$ll8C$^R= z4m?1tBsPn~J~DL6aU!M_*dr{Rd^#NO_}F3k2#QIE%iRXn42Ec;t$jVanWF3+!TD(A z)QUP9fl8&)Von3!+??xPuQ*ugj!GfrhM6(IKStM7$rc;W~f~g2g zyafjt??MHkY>+IMsNw=GlBB2hsi|pV*GrZoaT|QT3vU2_pra!o{>4378%P+aT>JKX zT(?3D7KK~@!NtWz_RG8Z6$x_57|H9hb%Ui~)FFty_{kv)6-1?3krW_LzuG?NPkIb* zOo&-ATB@PO8vfa`TeI%EyV`P`!}L=1VUB_J~y^C#P&CU zm|AB*r1IsY!&C25^wn?a1xJv=HX`E!@`|v1g}wAye(aoqcTfKpz6;FrGhR?|2z?*r zo~^YduXo;}OT-$R=`go8o{R%rb02|9%G(gpXPz4Ipi!Qr5siEpq_E6W}i&irV~J8L_XtzA#1Uv9kl=k2bVtrQYijpg>{CIcW~MZS+IG=z?N|ON~>8& zFPS&eE+2tPOG`^ayGE+t5CacROY2kUj{5K}ekEV1M~ASK@l?kM>qi4){@9+BQn}6i zD15e+PF0S@PA@wdnYbK}kCxG(qpbRg{W%-;M{UI_$$m{LvoUtgw-B>TJ8m8h|D2$p zu|moH_TCXj{d9Y>&{t?UtHu}Dv~qZ1zUps9WSvZ#y|3uXDtlNLe{k%4w@R)#4K?XJ z$$t4kzQQTIq9WER@125U0gi#aL8n97ro&yQ6MDEu+%bK0MTV<>vxgA#Cc!S}F=(O#AR4_4Q(22MS(I*-mPp3H<`34jQ9t z4qlXL<=O3tV~AS?Y}E%sDneKd@Nv2oG_VXY#jtTtx#`vI#PRbd9oLpX8J@45EzrSx z+_{bG={rX`u69kxqhXib>sv{7jpA)a?ujhxDGC0car&1OC*sbKp}nC|-)x4?$MrEAhwtfnG7aD*zDx@!INxeh*oJYL4vKSUtDTdwnn~;?CtvZ z)3`^m$Kz5s}Xr;BEup(Psi#p5ODXA>QW- zz>wysz-aWTru_*Zehy^}AKI`LUsi3)gd-o6vx|Pb93x{Iaz9<-z|JYtMtDkkjOiv>z+X;aWOGN zW8;r%zF;)?=e_vM{`cYdWg&orHnVG2mP)z#1=RP?m+!vZ8wH55F92+o3eZ%E$t(e} z)t(eyw);#9%vc|psRNrZ1vX)33P%5bIV*9jKh8dwGLrA=w|G-FMd^m6dAp`Jis-1rzK3-Z%d(uEAdnrU7B{ zLo2E{k^SlKRLXE<1|Ei;eAop|5onTl7 z!=8t-yYDA12d@}-D0lC1gE0*-z_7U>u?<~uCBId+LwQb7A@m(rE*m^)Sg_0{3N{_~ zPj{vf{$&l#&~XhhtH|az#Jn{O7O-(M^cB^iXDU`=GxzL!6z+(B zJSJ-Q$Va-rmGC4ey?;zwJ3EoUKV;j?*0XbRzUBP{Zml9f3pdpHdcn%-%NzwAMU&Il z%y%O()F~NTQto9>1VZi!_CyZG zu9dFHl>NI~(ja79iPBX5QF>Hl+#z`{9DlaWEber)YJs=S|KVf zDN+6`VW0HjL%~_Mlkd#~xb%Bh;AiY#W*}(4G-mB}b{F*q_K5oV00{>f@vLL|I}iOP zFIWOXO3#|&w}2rTHvW%Cjxkak0N(g-p#z-YH7wQ@*9)Lg001|=iEQY+yu24^dXAPO zpTZR7av8wWzNJC5(Sx`V(krI53J)4&iU72s&`ZN>>7d8?upb*@(2!wwtsXWQK%LgT z^vibc!&{%s*2Sp?@WM>*ywdXWa*^QU4LbmjlK;RB1v1(=(-6=X1f^3J$TEN=nUd4a z2%=4?^>PzPwhedcQ61(^ws>QNeTA5H8!*72nS>N+JxwI;N&+Tj*9NMX>w##Khzy1D zM`S|_^6H%oa_Bu<=nV2K&2K~mT(1M`f$W=awvw+a;l%moMi}@S#?z~)oYwf$H#x2{ zR`;5s09DvA_ZicKu4Q6^;E}cU!9^dw)5Z_9c*eMBW1R1f`tm1U-~s0iq_!Vm=dH{Q z;(bd~X|~y+A%zBY6cr>^$UB+F8ei$(Bg(z=Y*B{2_HJ%%Z53VHy*NLgKYC97av=Fp zm&wv!@S2Xqnv&vTCmWMx=r}L95&^nrK-~NilI_rW=yrHa$jrjRVYTn)=K2ozT8Uy4 zd1I|*_FD^EW4nQvuRGk#^xMYfy-)}2(EZLZwY&gsh$0kj;4ZOl$}49kJuGK6s7anQp~Hb=9wD4d zX=I5yC7TlXVpZr1q6b-&EpxgLrsYLSlT}hYOgUn*_!!O5;woQ9kn!uiF#C~YUtV3^ zxt|q)NkoKH8r@}i?pCUBIMGorJ7qfE752+jj8rbODWM@H0LP7DL$eXH|MGVi*v}t% z-O+AoBu6e^B^wT)G>wdnvG!t>4+*O_!MY=8Y+Dl$5*ls19o;{;=mI_^gwGgOMPH`5 z?qNd{Lfj6yzH)!d!MHlJ4m*11TLCFPw~qV@nfG*$;p##X8v%gV<9Ih5TN-`gHX!7_ z&waW#Nt+i~=e&h?S%=<5e&w<>+q^eaEzPz)QA0>Ll9$;1c9Q=sJ`2(~PYD(zq&Vu~ z0e+}kMj({0A`}uIw8fq7sl*IdMg~;pl$0lD;xRf!uFMFE%`quE25=~1peS9o2NIVe zV79cf&CM}uuqesEdmo-I8QFbCxF@Fb#O{Oy+cVI~o_6%}BbPgDykYp>(s`VUuO?`$ z{pi4pp+^4(E=%R69^_?Pu&pk?huODCK7 z@li}T-bH~=9OU@4kb`UP`8!O8A7b8_Cz0+1999U0>ZLeYoS04dx_NlX{7?Gkn!Qet zY<8X)oek{Bd>Fyo4G3Y-oN^4dX@o^X@T zWsxRy(J8mm(I(!QqM= z3IVq|+0o6F>+;w4#P8{&LSFR7fw7%zB2Nir`Db(xMEsF{ff*eEWk3QhA5Jrcl)x&B z@2_^MYvzMTJitE95OUb;uL~Uij3F4$C>-p>11Zx5J#$ANfqcQi6rqAv(oQ^e2|SnK zC~c4wQJB5gtOv!Mdap>YB%)1&0KAtw8jdab&-S|n*$;o>8nCm*jkQBYn&ZSmPHhg) zqR9jkDq%ubl!07l2tZaCuGO#r{}G4i$OvXAu1jM zB4?_DS#r`Y8|F6n03>A*16Vk8@<`(-$@x{Hrt3-Ime{RV^_Y{Mh{Juavi<|ZXJjXC zPzF;I{`-j9h9rSz^AreQ&NX>|_rL<1TL7_Vuq*d=KDZDQ42B^-Hv%213j+fKZa|a} zwAiz`U_kNno^}uVBWN1FLsvq35HIyWiq3D2e*V&-Sf>dGBog66+7%rEfKm{&qI`Y# zhcH2(fY@A-to;&|*nVNe)ID|L;lqc@MK*tg*~!ml{<%a>2?10V$P{qhJJ*f{7ao^*@_#d!n~2g-eC3Lta4j|<)_LzF2= z0G1qBU&|`$Rt%uZgg9?U03pIYLLOFwrZ*SJ_$Eu2k9*QtbPuIX(NPpBdc6;i+2>EN zde&fIuAtF<;2lOEa^k>W3qeEu^t63D=3kMV;ZUnIAk12#7ZJh*=kP1C5r{HK=F3)b!_T7Bll)hP4yga4h z6Tpj|yT#`M+L%1BD}C{jGBOAWtOj9eUwjfJNyBkk&+W5gc@&5OgM*C+e|qz|og<`! zo(%Z=ZIcBYAZXC^y*1SUVnd;>dq2NsbdF#QD5RpuC(d%<_%ob6%VgVs#WsKOv>|*W z9NK;JVOOr7md*P2c80#(SI9Pia}i6oW~XI=T6%?iKNxlM>rik>iFL$TVix2xIk=8S zNTF*1xJBcOy`%f^tK1f0 zDujp#6A{r4O`NQ&_3C`@G0(Rv28W|gRWalG+@7<9cUMedkK6?Azv^4qj$CyvOAJ+S*pUUqDhf2ilmzap}viGwD z&8ETo3J>U5b^(xF43Girgw9>&dZl41)db~l^w#pWEc5)q6I+`V)RAhRgmDFm%lWRm z&9IH2N*i+%3nUsPDB81UR)S03IQK9csfsk;KUB))dwxK`lOa+plQjh zY=e6`m{0So`B0%F$P(tpOFoW0a;N-;Kk$}8yT|X33fDQ~e^j_*v=B@JfTa(^!gW=T#liKJcdE*Io8H$r0!veu>%-&sL50awV?U-iWC$@B|PbT{AcKNNie>QkV z$5-Z3iPu*h?7}nsrdkEJ*XEC$HAneg%-8q!g1!xZUcxUMa5zF7*U(1t?&j7iDjG-dMWOZseVG9XIzj@-Fed6-L_{854tXOvtYY zN5UA-8szb~aPf2&e!_kpgE0{(`!&{6GBcwXWo5B*@+7Ejf5>AG`B3ly278MxIVq`a z=IOQhx1E$d-U+ZE3x*y{yf#LMZ)kfmnCR>4s=F4{%BkafkRH5+O zM?a8ct%oPpqHn8CNhPUB^zTA(w99A_cwJw|jC4uOn%hSV@*22DOh`=bK|wh*%GmtQ zrdtN7Got~fhH&rdY;T2`7}#|Tmvz#IAYXl^(|bW;K#|uCNOTwG=QG{P?~BdCh*s3j z;!9oSugDfnc4Kn~CVlUu{x}-B|9v#575y@0m?oxcXQkR`CfL}7@>+Ek#MjNf(yp~U z6ZL24+fO`5B$1c9(?X)zA=3EEy$QI;nq}?TzUh4?MG0)-1Enl0Rs?rVcYa}x_`U2h z6>nhY5B8eR7dLXgM-V5L&bCy8id}Y+6Nu4MsEbBTHEW7xDDF_BB$(NWZzpm8c){9; z1@HoELn>BtzRCm4RAzhY3u8nYObOl3+1RS~cnQE#ba2v!xK-m+ZG0={@LC?5!B>;d zX1$>Re{M89h59)Hq5gQ|M-)`lvh!B?Z@i;$fnP|s<>XPZ_L5Lvxey$$gkiQs7#2s= zX1P&2yZ5D2nw0*%b3h`T8461X`el5JA_*K%<-7T=3#M^)ldni|Oe!SQ@W%;Hjk%7U zn*NIg2u3`Cu8qa?nf@#e$J;@dpu91j16{KxNRcRPF$#hD>3to@h0m6)#)QvZ@SM1a z*S7uEgg%zulZP+{!w9{CB|`}D1E-ntIO%uQN6AY#L_}{N9pNu+?lf~0Kj&3v))i=D zFMLBBbhOe5*r#7UFxjYjwk~Y;#-kvvd+@e(d!@+KvoMY&lG=RWs{jvkY5;rS*ZJVr zOfUK|oeMQ%TTv@Ui}f(k)1SsWhbh4DqE+zz@g~{YelR$>j^Z9;_c%b8V)XSLEyQJqh?$xB$5IlV0#RCmj0$P~eQePN4d}xf zqrAT$7!P2LvF~R(G!XmcWkTlJaza!~%|y9(RtqSy|gw~=2w>s{OowE%Jxq$&8k;UGKI%^448!nT%Lg(eq7rWaj z)Clq)=(OPii}MHXwJI!#1!}CK3UT|u*&#Uhlk%zt%c*mDaTjWkzL>7*`f!BL;krVU zZ+6Y+xInd9ss)`G?7Xl#!d$cPXN>wcBc6vx%oigDyMOU4ZrA6}Qrn3yL9e(1Bu+%2 zr!1|kj3KX}Fgj&S7!SI@y(_AqH-sDg=HAEsF(-?M{q-t7`_EO}@jT-&TYXxG((}#& z+kWjQ^wZlleizcGREhAzC^iwhbHt{yc!?2LQ6%kSjqooCIgmpTUf&0=_ra)Q(?Yw4 zu3LEh38oMP^FkmsJ*-o30nCv_sjAMF3uc(qUgXAMDtuvp!J>+cCnT zhR-7Y-J^OqD?Z%AcWLVJP-k^KXZF`QXO$fsWH2bzg}ApDrClQcDbm7f+rngf$>| zsXcFSqRAMOS@lzk9|yMSi+VU-^-8_a93`^|qTnBBr#d0ZT#(_<&!|(sxM{P7f1HxA zGwBTe2Dv>GlqZ-WrzHuWk2aw%e|_WY*h-e85k@J}pPJ3h8d8}I|U`wLXoPfuQz~}D9butmK-L?1k%iq>& z1z!RlFaX>|20UQ|raVhY0%gDsM-MiF_{QyG#ju0 zX4DVTw4?plr&2JyWJ2DIi9DEVh3dI++wUjLA_=3MEC4Lmh=CXG>c2XL|F|T;sh|Rs zI}|$?he`;K`WFc|Y6cn!p9A?s1@Zu5P=#xKeu=1<{xr;TywqqYQxr2n_A3y*NanV9 z1KMEgBN_}BC_29zK7qstLp0=tFG*X$5&nt;m2n>k^*VfyB{mi%52h1H0s6?eImzC5 z=k&#AuNxu_`}Ji)_n9c%@P(Ui@M^1Uv6WV#v}z>V+xy2WMGRavPd#rR?k?p?5MpsS zN&^e1n6Gu#3E4WEOK9uoe#*hhGrCPkB|$aC%oELPJM6j4cQFUNYgGYhIS7eB@Im)h z5r)sB$}+MLw|A*1@p&;oM4%AICd%3us$r*1S8@Lz?i)B=j3FQmR#<1eib_vU56bW- zZK{uqePzJtd#;mb=-zThTS1E}`H#8Ie+qZQnEU)b9*&pW|9(%@!U)qyDt!Hc9YMGhQ;|TdbyeXJv26Hd|)*mtKXTu(Y($7q~2?RPG>#4vXWc+gDDB>9P8K?#&9v8&~+5$55Y1Vfx|TVmptL0FK_UMYUhJ<$3P6I0H_CMt?~z;$aZ)RG#$#FHdM8AbT(0n z?lX=Y@bTvQWPidY{0j0zZ6Uv!F~11zyI^)dbpnu@Xb;{a>F4v5-33cArOV06W%y`n^!Kxa636^=;++-2^IK<%v>qVh zfNImxsd#_EJirADXOI5n!pfZf=YpNK_oMyuR{ip`J!pVR)@iGuop>~>D$g%ZnPLMx zWf=j>^xv}aWcp!%w_Q26%){-W|NZ6tGgL(Y6Kr0GQQj{}&_C}763rVCSz=@W0?4;) z^11PdFn^>`7&o)Gv=lIC;2pznnM=?Yt{r!@I*^XQGTtbA?`mF~+KIawko^){3?JP8 z!jlckxd%Oyuz!Dpf6fu+>G8p~zF+{cPATA&@;M|9nEji#N4N;ED+zD)RL=c!CjWTZ z5{(6Z82F1-=mOxsEqrTX{l&^3pxEp) z{myXt`* zu=(Y>t<%L|w4yfK`VBs(pi!@N3?HHE@+%QEG|j%5sAUu1KUZXU2;JsXc1_RU_B06d z5cjcE?lzr{=k>nSg8}mWkh$89$5o#>#5#i$7?e4K##|b_NFtsjKE&J?w4aVmYEN%# zLy+wIK{AJohv{h(}#Id_Oqy)JWa#@#lXhtQ4^V&+ipJSQ4&b3c32_8ltFDP`)9y zHR#HqQ*+sICYi=1xa;+ONA#MPcYNx*q!cE7yrU<7``g$j<>xY0@LKN-jUp|xND1~c|l z6`(Y=(eAvNhhJ{aUoZVA!NqKy52n-~-^TvsP)WesL#b2A$iN_Y1QjWO_?h`P zu74enisRgSn|y~ZRPlzXN&3HUqQBPtXT&p1g8x9h5zJWH8aXtiOh8ObuOki+@gIjj z|EmC2Oy>Q8-b1}a*|;=+v9cJwd(W2?d%1Z6HEx?G^37nHMn1?spY~Az@hsh^w(t;t zzM4@sS-Go$s`07I7fjwJ+wqBK@C~PtEx;5Z|-{H=Mg+J{ek0A>)?RW-1;g`0_eA5PJEOi(gJV+v-Et@6zdB8bV z;@2)5R5Gnkxv;`TF+~fdB~U*>X`OoDlIOUo~Jy}^sO*-Qj{tIxOf&!99lAFb?lauR^$jlvGFTPKY*1 zNkmykT2I`3kUC3ge7+9liL@u20qfoXQVJaHEHiP-XEp>iv%Ya1J2pwHvwH&?%fwMu>d2h zmmgi?$K#rLi%Z(N1?m+N=cRy?lhr71I}8d@$?{^ER2;1aO}ealq0T#>tJNU&g0?;4 zVODZ-womeeCzn60r~`;EPw^9Wen}es4oOqMsD^giKx`-Y#nduXDL8-@Cfc4<29yl~ z!oK(b$pyRFviy&Nolm3M;0|mwyBMzoW1b(5LI)jcN{pX=S7z|l);^m={!;PERQUYd zC-6f7u2j9PL=Y$HN>gyjj!L1Hf?j=-!ELIrD?fy<&ZMg?3IXZ#y))`&BZ)TW+IzOX zaod#8k}r9^pF6{UwB-Az*j@M270<9s%tk-TMr%WmBH+&virPhK+2V~JcK4%ZOmu9` zNOb9Sh}=9DyX2lM_c*e&Fx!jbC3YV#SWpN05mrXxj z;kAP?D|P zw#Zx%pa!ZOn&n)HBi1Y7X-O>?%9y^C8?6y|ot%pNOkEjnx_G%fi0z{w`7;h^DEoMX zymsa+M7NzOrzRS=4Pb42y|8;y4yxNYM%zfFm96>X$$iV#3K@5&*SrMn(qAYkhR|u> zYIb!T6vc3P`jqS#+lezF`~IsG>#^c}m=tfD5B~Y0@DB*rf3hwSRRkJMyQQPGXa*fd z($xXI0I5hFWM1Hhhxl;kp2&cJ@ZmuKaO%_uBm$69D3}|e&v}xKE#>y^w7`hZkgYDVdVxf zz@se28jH)FIm4TjzY<^cN?%erOCGw)nga>HjI5)$leFCX#PZW;WOTAuHnIW4i%B>M zQtRv^XzAqQ73M+c9hUecMO*vKHTQrZ;^ zTU}q+0)YByStwCyvO+!Hdi-oF10H~m7t81df631OPN^2z?sEswVPEvMu7LZ+o4jO* z(P~BI(3Mm+%=Fs0Sw9d2+Y1rLi~dP}%lz9u5w=R)z>lnJSJuT$Viry`_}q;9|*tiumAU#li|M)QFdSd=%a#&ihz_finM^_08)a0fOJU+-%fGxvSZj=v5iFqIN{qLge!%WXM?JAoDDFP`&( z^KsY%Qx31wBVre(K{H)>iRfv6K7~r`?CC=ej0eQX>F8x*Mt%5AlHh}ub}mAC6VX5u z7~g&X^~K|6#oTlr7q;EDT9O&doVz>9OofxG23tx|qyi0WiKqN@3{hd4x<3)22Y9U2F{xv)mLjbqeSCVH!2?>`U7#~|8 zP=4?{$kk4~T(z@}XF)0DDW*=1*PXWMwmfrf#d?c_Zf+qY@1yx{{`(#WhKJina@%%4 z59FpOBw!D)p+Q8*-7-A8vG9LR84Nb~uthvrHhS z1Q^Q`t%Ndv>>mWuqc<$c4lJ7BM zWEX7xHHJ;247ht#J6|%86dRp!k9&Jv)#Tz!af}~f{MeWR6S-N_U4=@P5`u3X!ePXF zeFdUhVKmk|_q~1}vhv+a&9WBM(w=fcZ!WYF93uEjHUZMZ4aL^`PgaEasG(MS&HmQm z8w=^)PaAg%BCcX%OP;917U9;UWJAkoDt6-cRFtbfh6@ZOOD8Ed;ba~O_2DP`Wjjvay(ppt(L=6nxQ&R_OvcNMF)Em+eX#g@U0=yy&~^Wh_KtMzMSOI zEn+SyT@Az)q=#H-dv5!tKC=V{OToCnE80wr+eS6xj4_25i3?Xh_$0vYc*jwEO-Ob7 zfZU#Aqr6?!Z@a_Jxb&2qQcFIv2RdUyW95UIY2-t3)j+bc4mtNM;HlHv)ib4{k2(QfAtx z*7Zj>#z$s{Cj?`>l8iC9=|8$mpgd?&$S)KO(RwCvM17Qi1Z=zk(sb-;70-?j^Wmj+7ENuhuT4=rT(< z@z#(+Mk~qQC(j}tc6WZu>=Fb*I*~Rs>8+uJj|4bbXMURCYD5>C!9GC}>kr7q+u*I^ z(xysPqScK4z@H)zSP|~L@^l4fn^4k@(hQ5bQ1RpV+%*+0+99Xn=C=txZuTNq>NCe$ z+F39%efGumq#Oy^!Y}qww~ACHFSjm|?oN+7-OI~g8IsK~bGe^!5(nH@g2jaKF2P?u zuaSrHi|biU3SH>apJ;0CfIqW(ejP5n)L++hWhigO{~CPHuxHPgv&z6a_GYT-@aJ!O z50v=y=_nplUXFJSZuZAqe`an#@MRPaR02s9ZX1J6eR7zy&^n{YC|l46F+sm+u75Xu zTYnjN?!6>`>-?oy@3(vEiNW&uFYX+_4llOr;Ksl>NOtZj;H zM_J#6Mu8BH9)C8Q@VUM?*>sG{KJBBdv&G11!D@ve9+M4|pI_Cl7#JAb;_twQoC?3Q z7x$66>ezLL37HgrxNs^_^q(Usn5Zf6ZOeX&Rkp{LDNuJ|7Z<--+!OXb)Tr1W&2Mo? zdP?>Dagth5vGi+lS9zml9SD%YBV^Od?8x2__g*U3Qvr+GIb1HfWD#`*2Q%u!!8^l9 zl~2mvEVtrcX`C%h;jKLV`7&hsepYAml`T_RBicHzi2EoN8?S7|Jb=ehZ)QDU!ESqf zc5%Y~ZB20TD#$h@v#MCBMS^ig?YVzJS7Niu`&e3Rou-~vIpW3uz7pPrV#T!mpvOdM zt`T>X)0uVyxRu^HwfZR&E*U=bSm(hT*ls92Cb(IGz3=}sZfn9(Fl=RQrQ38~FUm71 zVRL_YU^unhW~@cnGg*|!*^-Ovxqo016e+VEy$APRw}dq`2AzPqO)^CJ1-k&exU`JF zg}b3X`7wR?ApfC9@gr7kOH)7c2H{C&qE;mP-&g=$rfTB8scdCB<|Vk$RIWIjOrV7Q zv8#}6u5$U#k;l>nA~scJW9Ez@2BYZZVGCPrIFD@l^S(r>`r6=fpP=4!WqO~ZV)a7Z z>;w_&B5T^Fz^5lLxj8)1zb;_>exV7vhBsccF6u{a@AXW@`}{lKEbP|jb}d6+``{X< zz87Q?@42TDInh_)>x5w2xw*SD8+Qh9NxhnUQq7ke-Slrvr72?*cNigF|dGMlX7^!QYToL}pOrr#HMU%N}ihZmwy zOMime)3UaReId)sL0@^nTn54T1%gJDu!Wl!me}AQY?*k|{_crzM|!Z}kV)G8U)UO|ao& z2>{lTN+KfokGG*-j;;A(+TVMfVEpmd!mFb}e}8}X*#$rH&CG3Vo2mkKaOsU>x&3EX zP!De^y_mk-6nMZ_U`}w}S5ZRDD>jet*@zP*?OL1@#J~lngMHrJ^M!pAd=Ue(;u%Q_ z`7vvjDTf}a0wGP+=A#ro$G@6z;Lb$gqUlI?zT)REq7lA|A_+CnPy4b#`tuun8Nlam zca%QzgOMR>09+Z7SAFxmdw-9R29Fx_^ZPzCs{fQt!wxtDz>TiNgL-NiK&tTPZJk3`UG%nV3dBkbq(p_He?5cvSe6SGve z*LOQr?uS~F+fIcP=-7F?wY=gj`57`GWF(?^>~%K@E9f=2jn>?Osn{DLu-DeCgkCUo zD-^XP3xGbaVWHRQ;nhb{z+TwgZ+5;$=U@J!2AX#$N|*suV=rn?cD_=gX<&1ggSqMt_8j+P9M>EfS1b5417Vt_J)h?{U2F5?H> zIe&L6^)H%dH^)Bj!ugb=ZfeCrEyoE6+_m|jZ}Im0JG>sy{S?xOAHOrK^B)ua%a`E_ zm=&x$RZX&g%nIK4wY~tEdqAIL%UfK3LhP^^KsBrV1qbzYauc3fBr3+ zhF@&bz-0W*I&IP(ddq&l%11W-0{8qyzjY7w8I1?VK$=VjfDF7M1jzJ;$Jf|YGCq_~ z4GyY6Y}}cp3RXg?pflqVL|>B_JeZLY>3mzHP8)PrYy|0eGtsNlDtAH3Cay=$C+Z&Q ztjVQpo`0T58oVwHs_{lCyOs=vD>khqzB10};potc+O_cX>R|p$U#|e7Fc2ZWVzWW^ z@O%`HL%%Ta$B#IMj08V_L z{Q?=99pGsJCOdoKU#7z@A8<)eTR-vw$^adl^P6a*0L{IjqkPDNp4s19G)*X)T(|He z$DXGX6-U#c7$Bf$g1>LGb2ElA-z;k|+@6$VAdq+884FBWC`O6mr zML`X@*fw`#qW{8?IA887tauYmIQse`ln

KtTmn-{U@J{eq7Uj*jn%cQyx2m)2() zxP89?}qT)bFhjQ4BzIuG~$57+V)V#iGA5 zz)WGO!pFn=w2y@Yf8C{_nr=lpT%acx5Okbh2(ulMo$Jb(@=PEkBuxACS+u&kwhJV^ zk`AL+`tj&({#7Bj4N)qpw-I+cT9U+V_t&OWaw4(`6M!J=yotLJ-3WaV#vp5=%ey1I zz3t5oGV;c9rpfqTxDXZ}KRz*$Kcy)mt6mGU8qL9EX;5DvmQ&4a%kAeKyE03BPO0b1 zgIdiW!GM~P4R@>Xp>2Gu=>2UcMpNTQ4%TeI^HPAOh8`ERVq8ctPqbx0pACM=*4Ei( zqX&~nVBYB-IbZZ>cQt9PN zn`!70+4CHu*_J?Q(tgg_w(i&O%MaU=)DFK4j8?lgIoa@Ys%Y;++T-s;fl9 zdJ-0KZlLM#ce3^U&StkZ?wt;W^m zx>~@8#_76tS7GbBI*H@3n+)_T1{EW-k}M#`THal-K^2&kS_rr1Een^Cl(qSEdJQpr z>ZZL3m44(VT&1s%-FNg^KKG~UvJiPU6bbB-6W$!(*z)*9uSKs<#I6M z={5!SOr530o@uAl@aU;!M#+_14QsJ#*9xc24~mc#Sc|Ne_>l)L!;}U+Y&&U{?&wxI zX_{n*y?7x?DdZzodRjSjRpQAlUPWuq-O`H$EG7ynCC@u{nl?BDeCG44?ONL58nr%C znLFkKSqIl%=aY(v+2UhD{CC$1NMwm|u_Je&h2b|DVihM0%{reL})S>$Zs8+Ldkizjc-tp_pzXUE!SiGt~c5UUE4k}H(sw+2e%J0sc5 zNn<{>l<*+(jk@!Q=(9rEHRJ==&V04%rpAsEuphB_%i7Gr*mxbr4B=xRF+|hJksZuK3v$PmX3tjV=EL}D< zIf>!4U<9femq+%M^S++bC+b|lzd|``Hdqqt-2eK0v?PDsL%@NjuGmzW2s#q|#<}TH zOFC`$(tNVJI5mRHlQ%bADB#0Tw&Q~JOHiFv*kb6=8&M@ONZ;Alr$8xu%M8?*4k9hM zL4Ez(FalC$*y}_m8>d?DA5_v=a?M8YEl&z5=lT`eAXBZGX-dR8&)1Nmwk zuX3&MNhGZ$aSxe@Wa9o>wtJ=2h45)oh(M)T3PdmWG|i%z`d_%vi_ahX7MPTNv~nin zaD^9*Ts%I>-|%ltN)m9jSXX5MoYoP4+|J^b{r&UV5cNW>od4$2I)_O0f~n{Ib*c?{ z1yfb#Js}1aq}0Jfu+;~7>B@el;~V??mCd9kQGvv}Q?Mkd;HA$=P$tJVQ||pid#x(3 zbam^|oQ18Q6;bTiY?gaf{hf)dxhlGNk<MmWP=m#V*qE=oh5a z2b>n|VfI}w*{+=8@tI$Mb<@gC7UV`VM>ysrQhfM*q0rl_SmEV_A)2^Mc>xd7!hn1vm7sWk{v@6)M#`_;Wodml3+u88J2mMEoU)9vj3F=w@k z=k`6?M`|(C{v(ZmQ?fqYEO)MpooT-3YFJS?@0C%zFSy$uK?=J^PJb)(wzU?eh$F8I zmkkK*(ar}uGwOk+uxFeJn@(Pj$Z6hJlkxk$p)Wp*B97){h&7UWDI@MkIGohDHqNsl zJL7QDo)q61-EU92-Gswlh(&g|q{{N#P>hdldKSM+pU!q0^E( zAJ}Ek2g@6yi~XeIS0;8q$O(&k$#aMO4Y!mx*j@(*N0Koz5aaa6p<0d$IZaj>niNS{AY=S#^;xiuMZSo&+$P4^!B;} zWPn!z{O(5|Do#pdC9Vo*cFuKiy8I!npef$h3?wn@D-1}YhnW)kjiNe0e8MO3 z3>5fh&MB&c68NV)!IW)fWvrp6ObMkO8Vkrj`a^<14>sj4Sn;U?yVma`X6#{=5ZDROi?`-O#G!tB|SxGPI!!ooI`C0vQ z|MX=q^o#ymtDiQ6UX9cEYsl@iB5&lLgqB?_r*Ym1NG4Qc-=)IuU>v-2aBYDtNAy&% zUu7io-j~q6PcPYl(#urLPkBCU8k?(p4ucf&He0h9oaJck4Lud878SNmwZrRa|DG2# zRZY1V=%*h7lf?f{&o&5FKxx_$ziHajjlj6DIR$c!obRvmccKXHam>YFEXWN?fx95= zQ~LvmugV7hVZu=|#kUPR7hfITNg4ioI{t6afScg2_*?+}?WJKNh9D#j(gG133C6j@5A28p$R#e*|m(H zR5le1Nt;_k_vm`W!N74_KZZUFbIWk;zbqo)?8+Ft3d!o}?llRH0ySA`z0cD}|gwT%H zvQuZIV7hhv8WzTKMI+(#i~4~0_yM{wWsj-{7h00h{Y1BVQCc+Ip>};1v6C5qIyF6h zKQ+mJSrWgn-ZPH+CyHs79|e6k*#Q z*BbkJ2d;azuYQxX%YEWTYs@*uYg6yhG?yGW{VrxhvZtHh3gO(u@Gbe9y1q5E-V+x-|A9n1=VwLFQ`f^4=x80JbiShgRMU3B^skPDZXfl~ zvoc>DivLMKZx~S8`-8A)NkP(S?n~!4eC7xIwb%X2d@4}vi(G+>h!-!5CZKaJxv79+ zI!Pc=Kh!9J7<~gDFz&TnNaJ(3(u70eLI^H~j!ge^kJ6k1OIgvn3OFQf^9JvrZ@>bF zB;N}{sT;SeW}1WE0ca@W{l_+IHXQ0oQ8I5iw66XGhe=UGO(X+2peaoV{m&UHo(6c= zBL#&CplM-2CzCC3Cf_DrOjUfx0!knF=%uW?uBpBE4R0CVIXxZTD{tJV8Bo`)_E3`w zrc@d3j4b!;qnhgs73X*Sd4-=L<%GP#3g*~1uaSHaGvyQU7nP6KZ9XFRW7KeQA4Hz@uVNqhWVU=A>>RWO7ZIe!N-<$HuGLu-a#0J6;&+R3f9sTzFVIpQZXX z?Dm{gS)+Wt>rj!NP`Tys=#tB$LkxzOjB`{U{*zd)3uPayl;uv|qlwoOFW4^K;d8w-I`SSt3Ujwtnf- z#ktV0Ek~u*L5HQ4@JpDNFTbKN>fGAiRojYSY8f6uObXG-M11ExuwP%(MI0rMZMj|O z#egW^mCFksBVHb=md$~Aya4gi;_p~AX(~^JJf-!7eGJ$_IW=z*^@htKgA$dVU_g#; zkY(Lrulq!gL&hvIZ~D`D*FTIwfl4{x%^ns8h8Ejeaum(x{(f}kf>63b65A7UKP25j zG;aIL0Kb68iXl!5Yr5&Bq*w-59qv>aTqMWYCK@QBd#`#lmjhE~^1bkI>+w%2wkj|Y zjIOw)B8vO#ljUve;ccdi9{9lIyk0bfHeR2zk|GkY3hQEaFEy^CB_2P*HyzV${ye$E z_0}xzp6*QgzJ6o^E_D|5hf(>ZfR^-O1@IJ(StrB~I-+|TlKBDGRcAQU^GaL`rn2}i z1t3m);$pxBXjN;ym-HbV2)ZpxqSfTvFQ<)&zsBG+(<;52 zbri>3rzzD~FlI)nk!#Ij+#Rc{A4Fw(qO+M$19KoXak;^+pdhzCq3_9SUA$M{UtK?X zgOmp1>Pq>*?eVshPa1T8MdfH^WT?!RUCnm<8|+*Ev_H1B&e)0CV^ZM;pH9W(P%XH( zriy<<;oY|cn#hKcI^F!sa>b{D3AXhg)ue z#MQ=6k@{@?+pn)Kt*1)uHos4In)^v=+#As`x*jF)nzv9Z7q0Iq$I@`BMSX)ZuXLer zDg9j}w@-I_&eMXACrH1SO@Z+m1=(^PB;uWJ>6^74>8B6KU{%!(^-lCUcBu~={Fv49 zqKCm1>3e7F7ri#t!sTN8nJ)Ir2p#{RM?(sjE_kJ1MS3F+P!+Og1YpJ~;*%V{z_zp-Bp$&b$4q(b5)_mqRLCZt zVfMIk-XmR%$vA&NbyC=;rhLINq0viCNUBe9LZdU+I~7u9z0d&i`G4g1RA*2~g5}x{ z4Fr={nzhW!2{^9hc{EOm)4eBwgSc$k3H@@Dz>w*-5B!chGaNTIFS5-5a^WRtiZpjBO>jR0a55!Dn zuW*@BUbl&H^otfJ-QIN|V$zp~u8dNe+oe7ljvhJ*->h+;EAfDPwbZP%%1tqQgG7Gt z^mv&DRS8z)ez`Z41{_zFa%}$~)CiWN93EnRuT&-)X|ArTy&y!jt_ z#kCuC3aT5|iwX>)n$6UUV&ZTQL~WfdY%w8#8RcvhHkzzbPn6ViF7zh%QU{j!obGMA zj~3gc(&r&1Tgb}4agCH_>%oIy4Xe4Zd{}BG9K=^7d*gcYrtZrJeMD!-x_Q+ss6e%Lb<*mVQ8iLjs?Uc=ABxB*=jtOS(RF2 zr9in#A$(Hts5^GJ4oW@eIfFS-=OAI8x+ek67RCCyVP&b-Yq#X&Q-?-0DU|ukb;WGx%m-7$1xEYqK;Zz(q$rq3ykWO;PgvNMtvu7U;eiUZ2**oU-cu^pCLEPLea}6MFF(x%wzlQxJd%q9K2Q~;5Otax zRwl|M3cjw9qaYusrT-Y3D(X{C&daD{*FurR!+aX4bq&jaTKTz33vGii zOA9`PKhu*myHjA(f}AaR5k^Af1VU$;kIZgiRnBvbf@Oqh5xXB_liOi87Ev zSEuMc#@NrA`;pJqHWc3DcgX1pxu7n@%chmbDyw0(9JO1q3tZRn0_O)jTKYIZo@w0CNfxW|T1t^w=pkZl3LJwMXv@C)$*%Rt zWG~QGI6fW6ao&8Sqp{5D2jNMLd9KOo!DQIgjeU(&!Pi6X%~I;qGn>B*y)niz-3}~G z$wA+CfJ-E6Fe805`W`j?5WW{>64s=E=T6oZA)D2S#llhGQJ$&3rDpU+I@wp`*a`p> zZl%ajZv9ldu>4T5_6GGe6_+jncJsX$VS~Mi$?furGnb9*Xc>;CceW6#Z{5{NxuU1X zIm+2#T4lDG#@i%Jpc)6WN{(t8vMZXEoW4q_Y~_8JFUaJjnqtU*vN@(l zCmr_awG0t_N#sl^alAVJgnqHueON26XT2ph;{$!2g0)bk2oZY*~~h1O<-ar-hfa&=#o;DC*?o+v^kYsD6asqq`ZX$Ec)} z{wkK=jp-gcdCrJtg=yvuKwAwgT>preD=zh zmWNcvl*HAFlxN#9KZZ}jTO=uYp)0cAHojtUYpK*? z^6XNAh>x<6zK>jzm2T!Z=C#GIYg2c0n7?rI0;_!7-fH?xpmry+>5}u2*()AoJ3OgJ zx&IxJ>W}nJ3%yTSlP8}tmtD+^SO+=l9;yUt)++ZkJ{9u&$K(1TkqU$XjmtJY9s$5!WVK&z5tw1>r zY$hzu7UtbWGay%_?$XJb+OuyOwgk02IZ-^l+P54 zt1E7LN1T#4*7cGogF}-ZGH2wcXrl4Q;k^0GYK0ljER9OTooYK@{0^5NxP4mFtH~M4 zR(=g_e1io_`m_flw!UoVJS~q~MH;Lavx!%EKA@k(n5>gak3YPE7tGonQ#8W+@d zX({vA`X0>f4Jv$kx@T)5Z>Za~VDK;3ZOii!0_OhE*H;VTnjG~Zo)Jn-J;$o2Dkr>1 zRC2vzZ`hJ&`=u|e!3uLbwq;IcB5sq47} zq7>#rm4&_2c zbn9JuM)yw?M6{X$;W_YcWtv>vZmsv--8~Usl+$?(H}L8=Jy?+ye4vi<_NLOyI!qp$ zRpxrdf)6)NOH^9Ocm^w@dlyd=YAv*?VluocrTd7zAL48gsWxhIsV2iLVb1wrs^(SW zoBA77J534N%qJlFmR+`<)?<(DXk8jzRUV*i68~wv8AF*&kij4jkqSOUb$PVy7kT9@2lFaXxEM&XA`pup-E-T3^amH6M7S1k3>@)kM^` zw&_K&?lY4KwKA~+k>leNNk;-E=7bPe2%R*Uk9m-%Ymc*X7Y4(f(T_MbF%Bgrk6A$8 zY~3pR2Wj8M+)I|n=g8Hc(e6ZX+usq2r!74d_U0I<5Fj6Sv*3%r*nRWfq_D6|B&Tsz zy@}u?bUK}zcb5MC{l|&>f{}aDvu$rt_(S#-&Z+JrJM5VD%F@XT6^*#puY@4aFrBGH z08eA_46^(m{7zKt7piL(;CV(_eD~1%=;=ic%5l30e&!||sV;fOb_sxMB;YN+4X&$K zRZIl2Z63`7Y*w2TJ_*`_`Ja|A#ywy)Y5;J?yVE3?a#H8=Liu>ot6m=)XW^Rw~XfZi&C@+WwA ze)wM-qVD`}o(CYn(?DmfSLZ)4{Q@u(tdJjHZ=*V|^uO$UOM?QoO>1MZJSbuF_s}Wu z-ULmz5jBcpUgozezH-CfHN51mOXWoEOeg6f2F9a$U}QA`M%MaJx?pR|YYmg?Bn1;L zZyyCcS=w2T!rX(`tg~VYeG#>nzD7~?CO$rbGj`QiyHGDgVH(P%7hdC;Win4uv0F1u zko6bCiqQCY1a0<-<-mp8H_+a<^UmP8`Jq@NsB=^2gznlbpB9F$lE4o_1TQ~ok>6hZFZOk{xnn%hqxBwru#g6$8?v#JG zKP`gOr-E1MUod5&G`zpOca#7y~NVV8`VbDv9J=M;h>!Q%ixrB`f@16qP*(f+koUhq_LzEl?OKR?y#ilSMeZa}l% zKL>@+`*=Yce182p`tLtl|L5^qVB2k;ZzS}ff3>RA0SBpv0CaGWc)@QrSy>DUkl!P0 zSsCY#&izgH0PEO$EloP|2`T4uyBf;heNp58@kPl;Qxh=!0ysK@UGoT6k^X#^MDs}O zerAk}|1|9gfBl5wTc2t6u&3 zs$izWT$d!0CqOP(aqK_=@+cVIK)BTE7tXp6-3FPWH`y zW#QNVNE!f9Pp@$DBvU@2B5rS`^l&Iws`6?76TnI)fS*zQx&rfWXaS20z|2)pKmr&4 zV{GVIz$+s83Ifa0xJi0-0aVl75HpE3=^>Uz#I$7IBIkd5l}(({pj<<)cNNw7Uj2g) z(%{8o{1`Q@2^xZY2QmLvWadL?fbnPJi$UYu0I;j+YIpnJxQ4QC)n04??JkbZ{U)5t zXz+ljA0c1~KpOL-Amc_Owf`8DVX~+W@(Dcj2zawzUkYSK3q4ixpF`tK0D2dJTYx^> z|Kxd(=<(pfgU)FUO{>OjIBmk`BmDpEPfwHi0@VcbjO6GY0N-3a?c?E@VeY^Etr2>* z$T%;;ZghOGsgNiBUvqjH5=RP2{C+}#o;5&-6xHS+3W(Y>krzGL=R}LG^7$1H$U`=_ zu)ttzOMQ6Y)&+<6H9ro!TO39&mjNn`Fx&rVb#Qg96r->z*8cp8mjYX`bxmC`FM-zj zt!2`Zfb!II1CTsPB$=Gi_>(s-DENCS8L(#0X2>TB&)VmOk=) z@Wa7(kX~+(wNG0fa@%`(XSqL9DrVc{Nn8OU5t6{hVzhjH8J6i8vpp}Llzk0S$gis& zbUk(`8R==z8!rNF0KWJIC(UYLI74MU{|IrOzX$w}!%HQg5Jg_%x-*XBRR)FF98ik-fo>tU`CztdVWNCeJN7U3r7SA?A}EP3z0|aCd0;NL^CN$% z!~EBRi+yt%18LH?-=&B;oz@GP_6q7Ycug+FJ@1KANqA6+>p0m>>gc?BgqhjZ8Nm@S ziGbZ+5gIJ3uJP$QEaA-POSTbej^eTIw3?`K{IcYct`ILF zM3p)J*bvkBc%e^UG3s7yB(0|l&`{-~*>u%w%FKsTG-)H5HSb*L6!Z@7Icc5UzZDc= z;hK0jkvn(!frCekktl6EKnE3+R`rzPTakLykR_at*K@}+YRkKv_29CM9EP(cu`8BA-l;#R9JF>XFi-CKtSS!@mvZEbB0d^LC(!8;@(^CPLi2o#*eFD7WhX>Y@m zLTz(wxo2m-FXK2o3uK}gGopIPSU>^J+Zdq6%(qcz@^a@f+?@Trc#rKsE$qOB>@it8 zTEkzCgt}jjgf|)&P1^iHNTcROE zBKDW>cjjknxR-Isfe(v0_w<3SMQe;bvr^rg$$WhU7L9yZatqX=HN|gPiovQB1B2V{r6=WuGkz8&92HisN>Ui@K+U zXI^=DbfmRf>oJ$(u+Wh|kS;Si833HkF`?6K;^dAZJ~Pb{L@Zi&D;m@k*}=ICT!jP- z@?|DW0zSu8AlE%T!S%(-`r6auZH1GA+2GsG_Zu7Cw=)vm=VR~ha-PAqH#Ul>Y&f7d z5@Uz%%^H}zejLfH_I1;wF?O}-*tGd}#y!{lfSGq=m9{J(QRK|2-ac@jS2to)I`Fi| zZ^`{NvuS-Yzg~7WZIDY@?Kr23FbNbZ!1r2NN8(x_gLJn50RCPqSB`YckxV>&dG|WR z`b0SGYXp<>;!7%nXci$yM36ewp$3v&KRP(6@#j2!$Gtbx^s%jvub)|s&Yev+^il|C z*X|!DkkO`d(re`A(B%u;yFzwNJi|cHVJ+wL$C;pL2eWfdgu#tQueo=yys0!xfS2%$ zz9AF6*Kb9jzzj(_DY$M!A>tz@Vm(!GZGk-tST32hEAnpA$)tVtBL|6=VJQ;t?^scR z^sFi1#2VJPuz)@hTg_21D&V|QIk|j8ZQ+KsTEqDJ(Q401;OTSt@{UshvO_JX^Ac-E z#djeQ$Mj$>%=pM_O)!#4W%MXyX0ac-YcPeYx*s?y;I>#KOa*!Po}|}td5d^Y@*sx!`m|eS1*Y2 z>}@y4iLl$P`#fWB!!w5}yrsO$z226XblgnOIVIU=s)e4&onYMv+R$s^ZuJ@&M7;D- zk15j`At_(jueTVj3axQjA}mP2fZSO-dPN07Ei5Z}tw(Z_pr;ar!&wE%FR>(-oSUUl ztlA6ziXIu=PIPfJyFLu?is2#y@mO|4jeM>2C{}H)nGb%L*DRV}VFTQ~iFqWbtf9^2 zlJ~T@`3^@i?zU}1gEvx31Y$j^x;@{c0W2~d4>#(jypjmKN>L9O4L14Q$V zaU=@&el~f=!eAZk;`{S6426_w`j0FL?k@QVCiapgX0t%@Q7K)eB{2GlCP1(5Z?z`ZD}F2|^GKvWYTHg-bp_ zqPgUcbWtaeD`Kivf18*M7V&o0X=%$ClypDC+|C{}&4WhZPz$LK=cog=H+;p&bFP!9 zek`q8@&WB6g7PYS zika;hT1rk*#}*#(ax)BqSVjsr#Ad2@i+r5#)t+{;Gun|d%16W=6`Z&v@a98rO}lx~ zR^e~TvLs^x{;ikmjfI=@WJx(r(3q?#(Cv`zNh)Aln!di`lFN}6YCFx_eSp<)%TO*$ z4^5W{u1}O+B%k+rzIJ?O4%?BQNhEd#p-)~425Vg1;-5OgUN>sozo6oHhF>>X?H;zh zi6m4Bij|oVT(#JX?HNzvb4dEJu+9!_`v|gN+l(iUXND%@Zpy%aIf#7eqgC+}+8HWT z>oc}pd$dcP#WUrVjtcN(ikp^fP2~g~CgZVAh9F@5`p}b9Fbig1KV9f;c*T!0Jimcl zoL{%!esu!Kc_>4Ue9T3+)3kpHzDPEWxr@EAEODG2WGk((8cB)cu>?kUknwjhGs&j}h)F%#>jM>GnuR<&+OV`gGr;Y#J-{+%pHn zwmel^yPNBNt+8xPm#j_&@-qejv00v`mQqdCQbV{}Labmt+Lgl<5(M7m7J(p|CuNI0 zNBOIc(CwE^w852vD0KE-&cXJBf*7`9Mh0tk+|x( zPGaj{B1;y=WOSLxb7tm=>r|d*=Cx?HT#0bkd?bRfBV0t zvfi^Yj>k5Cz0z8#?Sp~oFb7gR07O_=kf5mC>=tlzM@3`&rcJlbzg6`cqu)DW#HDw#$qn>Smgyv1`o-qF>BX8G4yWl z)dfL~d8a}yI^H4_cw4GVLF8o$Wq&F0kWsEJsgX*!A|rTbxC&2pKjRI65&us&Iv zu_DQ+dw2=i^<>0-s!NtSn6gmcWuR9)yzENx)yh+@qx zSAEaL1*B-3?r1)dvl8+7uG=7|L7)0fK`Ox5Y2B`4Hqyt~(-zdXDC+})vbjLe>{Zx~ zwS4HKA(zB2CGlRca8jt|b#3=gb1tW!eT~DFuC9Sed=e@Qff}RS2ATRkfRg**3O(B8 z#SLkCl|HG?fl)p2*+u~_u%xpiBy~>=zc!SDKP6AIG{?D%*dtY*)sp`Gw|yoPe?Q-s z0a^<`yP`EtFI=!V=zWl*vA+6vU8Q^Kg5v`F&<}R%$=Mjquaeg(t-PBI#WGVx$TAaZ zT{Mw05sWrHY54ssdh;>1>iMu}*=WmMIBwD+k3Mg`@~pF5l7J@NJCbWgz=`uCH2&L5 z@}_pMqL$OgG)Oj^Q>Br?FBx@W@0W#)Cf+0M!36|)6Ju0jw`xBq(Q{^st%g(zC7pr_8UXYXQZV@uwkNhJ)MbbKI>H5c}HwUEUxxhF`G_BI&IKqGav2 zhAm7c+^S{V5qajN3tG1kpkifL_YdV_E7E%P`nYg9f01#uraoOcqEvHcdGj9%xMu!y^yIa zYwtxo4=(Dbd1FN#TDYD^ANVa4&#cvQkIXE3r;QjC5^PvGwqWtjYMCyqmM4eP44UH5 z+lEo>=CG7$ks@cMarf=RK#{{-;d)Ok1tqUi()Qew2+JpE9;pZsp2MCW|KAf%n>Y^F4o$X?Li4gW-D&_ zy1V5;lu*L^JoI_aS@Wj&T5t&(BcT6DYfY^C(bX-k!*6<-rLoOKlv1gtTQUP1`$D8Dx*3u+*7Z7k>_!$EuXzK$C<2x@v)XshVahJ965v{P+?t)^F<{oi2?+QKM40uP(YQgHs zX$iY$sTpRP=q?FrZI=T7;$D28P|X)ct}$EGxHh23t%gd*lTd7vn4Wvl zh9-+u&WI?U+^pEpmgBX#X#I-iGSj|9hRcwkB!P6cRq9?ULzBV#`UPW{kmHj}+_T&6 zopE%fWDvJ@fywSVgSGmBOxesp?TV$vVuIxppM?+`>msKF^JlH^(_)r-4DFzbFB-kp zC;O8;6{Os=Vn>5>wPi>LL}*=c_Zg$Z6&1Y7EhKW6W>K-h!X|GM2r}g@JKouHSLv_Y zm6q`#e&$R|E_%eq9*$P5etPlwFIL?Wz5)36@KJHQ*-*TuK!!l#z2Dp{vM6Sb!5(Rt zL5q7sQ!vP+;d7PSQc2W3qzt@3A0C4*Zk4(5ut-#-6fpag=*b3+ zVbFxlniG^Do$HL0wbm+E?HRSrYDZ3} z);LKcbO?yEm9taGc(V#?Y~i@u68?ujT3Y0%f+j7yE<&imOn2@GZ5#vDDWOs-FKdb(T5z!tgnW&BXU_0%iIlaye5accdNWn0NN5a93z3nW(x-~}6P*LQ~J(3i%DmhKn$b@$)po>JesMbr48()rbN z8+4EC+6|lTV?*C}g8GlyHL{=gT<7vQzUyp0rKQPf>XB1ZEl@SHJMDYqvyr?<&G(6j zC5l;LZ5(#VP-z0>+z10A=de<%`+xW&;FR`SG$3C(#AaNz(N}!9T3kDlec$j_v@P6r zD1&ussp*m}Vt*ccq?dAxNgH-gVTViK!;8b!clYj6lpJEWomxt)0gpo=CT^)Y;0Bdh zq!G#Zm6O-4U;C+<95bGHob1B$*p;7ry#s1a-geGXt_~w>924!)s_6eAv7HZfitPak zd+=DLc6*%hQ?en3D*PIwSbN$Z2J&{ZZ*4F9GR(fhe_H02eF~zoX#;L30~PKz64VAr z>04kO04iJFR4hBra^p$H@=$>}IU^6i)qTL0$FOCP|EM~4BVlKFi|(o(^BkfuN^}2) zN$!zMU`T9j_ijT>z=ol@`gBQ+c^l`)k*#6-M?>aLIV)XYX?v2vUs~)haBF zriVM{w}bOvYm`3E;v$LABvhf?vfgI63-r8M;(dNiPmJ&v0S3M|oCf3VIf@NBw~SCK zD)8kBmVtCOM3_gh?WmdCcU5p$i>{+eM~;_YlTE~`0FY=_GH4$mu> z&)n=@rYlo9=b{`i)N=oDKm&7ogWXyRDAGEsxc!?Ui&5Nv2gVO7aA@pLp6sYk2z16X zM3-Mq!?t?F&C(t$Vhta)g?D&`;?)hki*>2yRnz^YfHDoe~- z1oFe#rP|NB?#iFIiZ^&+Pw)Y@7He+=R2Enmvq}8Pp$?+sR+NnU*8Ld$?g!%o)Igbc zp{?5d$?*jrrMH`1*mgacHb_-1moetCIACO~KK{SB`|7Z&w(i}dBB3H6B1(u#NQfZa zCxmx;fwH`Q7{Hz4srV^{8v@wdNdi z&N1Hcj(233S}tzjFsJT+0c}0wM$61;1iWW)ro(DR+Km)xzC6BO_Hd}s&Ib~!1wAS% zx7+>_USdF6@q_NF?Ur;H)2BX8bmXCk_!E(Os zjv+=FolYmh@oP|V1BY)8JE)2?28uV;2yOt^jlm+rkRq3DE$H!<{dkRAd7{nGUfb&%>cy4R_!KXu*xX0GcC~Of@i&(5LUp zzF>R~%>w0oN~LCTZASNWTEiGqz`>pdxV`U|TKbk*U>l!nGAFcK!xdMRnL{cnyafHv zWW^@3a+uO&^!F+S?ptB9@0F9#MF>Ez9uR2t(xF{Ja!ua*TY*=v(p8=Z}<=9KYS7t3(wH? zH%UM05mhR%j=JSiM%E@xWi63!y)-IS#k=^h;Ffmh-E|t#`A15XuRn+cKS~P$MMGbO zWiqWM#maQT`YyP8roQZc0Lr%p9c~~PJ$%GKGL4qCy=2TQLF zsn{*r-?K3Cf2#n)0^+oEDYzW%sd*Z+OmoYeXuTc4c5QcnIGY}DmxR~pSA_m@^`Ly^ zc1Nelx2wP&mGc0=!3C;eiYzK+2t+8|KTP}4jt*?=VBKv$!s+zvtRN~;IKU(F1~&HX zd?33DTL)=vGU2=JUvV5y!jx^8%tjs`9z=9`L}X$qXYMqd39x9MEIhq@gtpi}bd|$m zt0^#CqoM}tV<%Vsiicbz5-1kny6F`A_K^GhfLS}XHaF#Z68)RPa0Q0%!hpB8KJHYc zvs$85`YKyGMVMF`zrZoR?5t#j&x>`1k8qyIjnID<91^P;uG{CpDnML9W4-2fD0Et~ z%&I@;Dc1k-&f(U4cUZwf=2DBHY|i{AsJhEp!ct6oSBwjHq*AYATuTcun z4g3c>6Vv3P+Wp3?%1hGZS#%cj&OD-*uinf}zCqGe6Qkyw=3O+w6&Jo4rkk0fkfU0Y zje+}csbpgBq;xXwC&U>{w#-#W>#>P`xE@ViK_h|SYhK`z#V^SHygUAUadnLaf7-T z$ArS~z0Ra<_(bcYkgZx#-Rm)C_WhWQBZ2^!2Z;mfvI@pAPg1z)MZ!A_i8AA(><#Z& zh}b8Fv{XPfEyz2xRKBb$Hc-z|$-a0w+9!9Iq7p|+uOafe*$fVG9j2}jZ}Yj(;3^^o ziPC_8-hqGIzr?5;#G`62=aiPeDue&|S@@kNZMZaX17c1m2Uh_yV3-wNq=ZGpl?t{C zgXLsQkuQ(Z_?>1~jkBk2zL%TfPbvfD$gd*=<1^o!L2`PtyD7~ON zMR2;oFU%V4&MB=&8&N&Q+P+~m-AnmI7$$70ls}Sw7|&}x1pNQb1t0lFq|3%d0)Tqe za=CqrhQcVED{R|Upn%C6!%omL=hd1_+oQYlR4VGcyoPDTow}WpQ+!w{-p)Nb!+L98 z(upr{)+A+;(@IDgKcd7C-M+0ys}(}g3w8C!2l7VKYWGVw6LDIde{wA}bKZtw)&ap6 zg>03+Kjy!mQF*xk9_pj&UnF)ZcW5-%FiEAlx5)Rmb zpc}ZEWv?00FSOw8)5;s5{?L;q)-A@`P|Mcs zFVGawg{> zT4cwnW(K`@;%Ghtz+`u=54yBxb`kN$Pgn3aw)Yhx_K4+5Up>Qn^s-iI`fFQap4m8l z-qEGA#S;gIj!3(5$HPi!R4}ulxYgPyPn#X1Zd+f`GCp_>nI?` zVxd(ef+Ns=7eo0A)OQBu?^#KEi(winxdKpGW}PJ+V{U>&_|tYicBVu{TJ4q~Dd9j0 z-@bjbyr5C-K9GiuKB_PCq5j0{-+FW}|0+8|9`F!^V*(*k7(btfAoeI+{aeXFb+uvl z9Mk9b**xw4bOS&HU;6$d;ZG3u&xF6CDD0GXZ|#zZx2DVSLBVWfFj>Gea`6nuvWGrZnK-i zBiFFXxGmWzLO9NQI*vVxPD}pKX|t%)GOBlZ3j|wAj33Uas5pw$e&+|JKQRQ--hWc{ zLVs54!P<7qTxa=a!Mn9AWmc=>Jz@ueLOm%wZu@H$mvbH# zFiGba5}}(MOn*$&`E3=hDYwkFx*#B^2-E)uYwDbVpyOTm`!jC45ymkH=ph9@Y6nn$ ze8xtRRFc~7hyJE%Bc5ohcG+>2QT5?&d6PGIOAf;&eB^HN{-XHZa10ar59faFw>={M zZXJ8$rzL<6z*EE)AE}Z5v0m|qCHR`%y=j8fYeP;A;tGXy^5@L<0i{}q!|ykAMW^~P zYJwh-1eX888>^K3Icju3>L^k#2uTpbcK-R+9uu}^4}U-MA0Pen9@*bxmVKH(jcS3^ zy1K`QFesKf%2FA3NY} zj#Kh-qMCw>;v4req--+w{hy2G{U;fBapZCSn^^`1;w}D_pC1j(OSbY({=}l&q#m}EI0UUvzg=wmXR~Nu#mz! zZp#lkI$yPhU=ed9CJF~qt5w<#7aK>wO+nks`q$SFj*ktSKHfP3vUbMD7&piy69j#4 zGU`A|_QBtrF`10A?JjmV%-BQdX9v_>@L2GTloT=x3HpGqV z7t{|S14(mzZt1PK>)sRY5k;UYu11VK!o zhA^Hr4$|tfnJ=FJcu#I1N4+G@d$Pkx=`_aqNSKhtNOHM9%h(vO;QEzKtCAGd>>7=s zpk}btVL$t5cRA&;YWbi8JGb-cp{~<*J1g*n-QN6}XsSjwNfWbF{w=b1nFC>YVoc}6 z#(r9!2B>zo-HgX%Q7JWh)}0_!68910^7T(o4ms?1QdPwgp1NLS$<>g5PcH;`1jdt- z;QOpEV_HC>IQrBS088MW8G;wEIn%rflvqK^hlr(6vc}n|qDP=5h-wu^{6zC>?lbHH zh9(3(q0-L6!M6+)lLz(!9>^<&c63J>T<@1f2Eha@MyVi%;+5_EOe$1pJ}06IG$;{r zr&&rxuj}!%@mSl|7uq9ITuu*#0KP9jl&=kV9~2dHE%@q=ae!j<5*O-kKG&iT`l&LE zREKtXrj2>_2;PP6dRAEyPTbR6S8I_ z5RvsW1jUQr>pB6OSuC|eb|&c9JJQDm*+>9Rj$hNT2N`7Js|OQ=tpSA^!l{$w5BjE# zm?ve0CVV`LxL85#;JSOf`V!U2Plo*0UbhjSqY6V+8?H<~ZJ~ng2nl9PAKkstc$94-H~?oX?@1P;DY)W=L0`GkBiaIZoB6t(CJG~wx(WkNj5nbckb`=wmEoe+;wcWu!2_{yCam_$xVMMOtuj>G8&D+TL-uz> zesKYwf6zRhG*|${)uZiBUgLXTjgB=h5`Zqbc{E<7#oX++8?n@K>50sS{i#4g%Ni5| zhstq05b`rR8z_?VPU9_IR>)Dy3LqCnRRQ!a9YPdPYqf2v&hgKU^QYNhU$`7Sr&}&j zzY6y53IM7+4>d&Eo1+@ofGu8LX1x}z*j}G$oo71115y%=sPquq8L(XqnAX5`_z5W> zn|fvqMl_my1avhg`3AkIIMZw%HvwdH73#?j8X{*&@WOjdgfz3CWN3rB_+~$1V*dg~ zfriX$0UTBa4!#(wkz95?o|0`bqQTU=lFIYr6s6teR)z>BX`?q@!F{X&4L2eka^EX> z)Pu${7fD=yfcIvOa3I{ZJLAs_LT;|~$oKy|lzx8i+kJGdG8Vtt}hnviKLEzPr21H48Vrgcptz4q6emg!(#s9 z*sZT8&MSj?)(+SO?H|}7gY_O)7ohn^Zb9aoxJ)A_(w*Q^_h1y>e21CX7gwyL-EMkJ~L>G zFzaU*P18@iA16tF521 z?lLRnKojhbu+g#tOm;SIlZk3$eiBdzk*{$BcbMMwg9irg@Kf)ylBJv_FO0NMS`El2 zka`x6;mHD&8W$ofQ&+wo&1$ZCXA+H)e*dU9*ILTQ)2JpH#SIqfTEc+%s zsd7Bbui|;;hO*}}MBTWQYX0YQXq@!tesTGK+%GgXAW!R1ZnVK}x?Z}W^A4jx`$Z(% zn~NXY%XAviaXmM75L%@nDC3@Fi7a4KH@b8S;2>K&@_Q#B!M8l$9s$m&i$vKCJ9Rs> zQt{90iVf9RGn_+T2~IW?>JNM0VVvi$VXgB^l}bR(WVYH=??Hsr+@cmf7sH~MZ-6&+9n1snX?cr2_sz3hn z0rQ_9_!I^2Zy%CC1fW2c(oo}H&$}0oaAE!Q>U=?1zYLB-L_hWCF?V;6uJS+PkxB^C z8;^J$gxr6zs}cJzsgfC~qtM%mKflLc7dw6hA@-f#gdGbPbdmL6TtYwHc`l(#;tI&^ z>iku0%CFl|JtjSYFp>A~B35i$>7O2Lv~0-o`Fqa2y=&L6VYmT;^>T}M{mB35`22@k zib-+@(t<2zI3EMKE~xzq-?{+UxepDwj(qu2+#kNUdl_;-{<$;Tdj0K8hdipoTo2Wf zMOFb}cOX7o%*_2?DxCm%juS;XSp-M({`ijnW~3wPD(o8KA?pA2kgBEoypeXL#J?ky ze{PML80HnEQ zdt;%0cKs*c{r%CPAK=vU1hQY2|Cj5=&q*UaX>#ZMH-o+ZD|p)t!D9_QM*akj^v^g3 zot=5{U+PY60RbI1y4FI{`{XKH{Xf!5VjbA6Ff6v;52|TdWRzQ!r)|{Fpz%4ep z-;*qyz@#tjfY;+4oKbkN-HAshPUK6-D6-6I1d8U?sl_AN?)R6yn$nCqS`Hd6f%mT3 zt#VpP<;B0-b?%N=gHFuR$WzO=g;J}nIOU`*>0f1c*du|THj@BXp;*m{xu7RWjIitV zLN>Q-Y;6Ugh7Cf;n{;zn*P8(nt+(k`=D*tDg8x`=AbX5jifd)TD{XmXmGgDJG-%V- zLlefxTg)SVek=KfQP{q`SI7g!q*DL~lmXzSt0mN*TYHrVh^-)SvT5fIqt!;2#z+Y< zXN?RfUJPcJ5j?iY+xJN~i*uXmUw`NGg%V_KS>8{rm0B(Zv^c+%A|5X4Q#PHK=}qmH zEqTU|37b#=`}&o<4t=QZ;$pWJY@(!OWSfBL=;d6?mu|1Q7Efgt5}Sl-I2yG^y@$c6 zaA0#33^#{Py_%1-`C}iaX-$>|&`PUy1=-WMD3HO^ST^mQ#U&h0l{{@QTj~T=4ot5H z(d9CvhYT-@R5%Z2Src>Uj|@cIHJrR+*A{jd7BA#~I=CIP<3VD5mRh{ZnSO#c2WVe+ zoX+5n#iH5Na;o`kXN1MduKyaG-vjm_`Kg{$GNGD1fKdAQ%t$K*-yI{5OWR-&AL#&D z%GxM{?jxDGj$oPH<$jEw0f0_Z%4fdxCSo_QHPmUnu{~!4;zrACm5@ac zY!3hoIhbk5=Ynx4OFOr3m>sQfz}E{os+G3g{ZV9Zrr*-OQmOM5BCd35IhvkteA{Meo|xH{{B(uvnDyS=He^BuV0R1 zw>jLxYxIL}IAZzLeJl!dcWuB;HevKqwF--Ak7-|5$q75FvW6e=YvHPxktXiP7@k%P zGjA_TF>Z507lbBg#662ec9o7|Rqpgwh?kYR^#Wry0j` zzXB+9`4oUq=45(=zo)&{5P>dv37XA(ixKKeQFp0OdUxnnDUx(0T|Fn;N)d2i1^tOr zK>S@-ZE_JWMIuH%WR2Tu>#MLswPF>i_-H9?pdzJeelTwa26cIRorFizWv#oY0E8K- zd;&gbFC+RGlf}a~KEa2rmYK~qy53G$t&U2qSHi!D1j8jkCaQ4%i8@3gf=9+;zN27a z?t7qeRk@8ED7W0z18oyKqF}vA72I@y!p?Gg^UaK>b))Ypr}gmLZ^L~wc%1T&{O6y3 zXCR>j+&^o%iwYwYw_nLK9GdSE(83+VAe57UJI+Fn&8o)L9?hsQ;aD*iZF*!GAT)*VJ&v|in#C+36LKtuC|a?PRqn8VH$TiUaV z^;Dsf$Is+-C?yv+l^fU;;Ztv3FzU8<$CHZ|+0Sjged~e2b&Y_b4fP_V=2A|n1|NE| z3&o(ubzDk=p?JmGerkvP)qw+yz?EVe;AP8<4HwCl_qqpj^4Yh`EsR$k_a-X(yv;Wp zNTz;ftBh*ryC(%-tk(#2GOvd3fA#dml3%9R8c(ti z;`C~kh)e`9gkkS{4S&LPFE!Q+pAc$E!$BWff;Q_!xYSLD3>2spD-7NV8NZwRKE>?c zkdIaP-vDT5&C{2T$%J1Fz_u|KGb#Ae55*XXB-&;nU=`rVg$7f$eL;_5GLGj5WeeI7 z)(pywiQ-YisH~{h2r}hq!-wQ&kAQSE|<@GsiP3L*j1L1ul+rqqsS0dakbv@vuX9>T6cy&OP0Ep zI_v6X050GWB}3p4Qcp}NkOf^S%U+eZh{oDhMJ=C}Z8Kq~Tx1|S0CcsCBxj&3Sw?0J zna&!;ake>6ol9ugJ(#H4LKZ+!*w^(8ZcLdVF>z|md<{1humIy41XBeHBz8pRAtF%} zMX-L;R8V+3xGLEeGE4Cdn@ajMI3A_psMmU$#3Gn;UDW5=K96}y^QafA7*?O~ot+%# zz?k)3t2->Wvs!M=3ioC2e;zJ0irbpwl{^%Ylgm5tN|&lKs5PXZ3}7{l_G*dYba7?A zx~4a}NNTuKD3tPe%!t0u$oIx54qNHw*nUNCoD4qUq;MF+JIpK3eQt@3m0RYA3;;nu z)A?3icbp053RO^>)bFh=8ceU@hOKTfHqz#*TwOQSUly_wpEfY%|g1WgIdIAt$LHe4yiuvU(_ z0Jk4GoV~Jdskfho$$)vA>3NZXyiDWPoI46DpZ!_cRg=mcX_4KPaXA|}eASVDyTOCK z%?Xkg^cEtoozY;xIX7G50ln3rjTvBmgyo5GxA9K`|9ob z6^};Ua*ebp0NuhdOg!dZbg}&24&M$S5)jvYLA!`*(twy4arkZsK! zZ!sv3gOZ$VQFehp1-2b*auOQvd;Zv^Ye zWYd>+!j*JfhrKm9s17Z&^NJqfIK9{M2_27m<|gh#P(fTkz-t}k)Q+NQ(4VHO0Q>ft z(Q6E~(I{(ce?oU>p*w+q(>b0x=T8$>Z=t19|&9jOL+$e#cCc?k_Gt-D!l zw=tjmg7SU%-pIPaczQc-){E`0@7PM|x#siS8Q73&48NmRboqOafQu+<0$jv32{Y11 zLT<%Kj!mUJ0t?UslwNNvTne$g3tl?_MQWqA<^*Yonv(4L&0eXqWqVyvLUqM@!V@mTv!2UDfAnz#%5`1Md(+pb{h z1Yfc!tv*nrH!a3QeWX(Pd|RhIH>a%lwPJ~Vk|x|#^cHR{J&k@_^k&$6TZE}Qr5LZt z>rR`?m~DFuhubxV?iY2q+BTaA4|keL9AvAM@cPo^peBu5Lmw5bm9OFwf!+vJM|*2& zplGx-3hM8?L>vxgoxgzN-4Neb550>d$;Eoz2{Z;llvu{Wn({JB!wDg(RP~vI=Aitq z!s&ydgCEFR7{GKHSBmfH@Py@dqG`7d;?eTi({5CeV47sUEE5S#hB)b|g|4c~XDboY z>trvh&g?8YGG>$(8be#6=dYm4WlD}`i_CBU@6B;{_f|!IbAJvC%xjD{UDZq6{9WMB zO#fj6(G)*e@f%-Zcs`D_&SM1$cuipJKLYICCjn$8Y z*QDe#x{A;kDyH0N1J;T>m4rno-CTxzcA~wN;fRikMsN;GHgtHGuyAKvJDk}m+-Vg! z`CxC5zxPBrE>vr^e3yXDHdQrF3(!QZkNr-a97YEGhz@0T30aC4Vz{hYvd1-wZ+s7Z z;;t&z@KG%7Mx$JTjurf^Yu+u z8LR2H=go{8o*1`0*KP^jjGJt#JiJ7$vP5Uvm0T`thXUac#A$mHFWa%k)^&d zr#h%gbp>%(kH;IJY-pUDQ?&=9!Lot_`=?j^Cz}A%a>w~Y z57w^5xZ68xhwu+G%{=YO3ykL z`&VX5XvhvGHcM!TnDj@#Ij4=8*1E4!ws~I$bnI)IXQf%vZ6WY^QRRYZ0Z?;VsJ+a} z;dE38!M+bVn>nVb#hEi#!TSl*7=zohj9rfB>O$F+u;j#qGHy|4_T4o`%OTZ%U4a#;amzu2wyze&%4$@M!72k0> z#tKq=Q-{I~+@(0c#2Z=FfrM&6=X02C7wKu$*d#D;$-2_}44Ld#Y%9b>+>fk`(Wm{ni3{c~SJ?w;y?m#$Y8)1E^*O-3=&m9OvgWymPYQ7aT~X90hXfLAAo;dLAK ziXi}}ol<#q?uKSr^O%fwb-ZD`8=T&c9vb7Yw;~tgd}-z7t;e$T--?Wfi$gG23Jr!- zgw-MG?A!BH3ZUuW*&62sQVn>37Y>%`c7fKhHK@i9wcjU99cIoL z*_WN9Z<-l*iAG_Cbj`tnGg_j#Bbv21KwT>Q018A#(h?r4Rq83A=?}$+iQJ-_f1|AO zPqgsIUh(|(Pm|*QpSFn`qu&B)6lx7{lD9{y59I-gIzIz-_SC7Bv%R2Mub{u}__?R(tDErNE9G zI?xUysXE5YjY9$36THF__G%ThHL#6%^&yQB6kNatQc_f->NA_VO3v;XPvntKmV+b+ z0{tOi)(o|}%VIA3v;stM#T-_883&s)oU03Zja_&#LilRsj@(h7R6{n(~U66 z8(-mYi)0bxg$cMUOWRl;%v0_;OI6Ue^fX>w*(0g2IZHit_Z+0vXoKAjrVdhQC+J%# zyI-}ZmjW5o-Rjj(2c;k3E0k@#maJ1 zsc6a`gR4(?(Q=w|6$g;fjnB$+OiDL^=D%Bw2qQI}bx?gM9$k0~~*wQ7^!x zbwD_ymasv!b+~B}A)`wGnYfWc>>b`W0oO?mWk|g+H*Hl^H82bM{MjJ~$%;__RS`0x ze?W(S?@1k(L6oh!V6%S$0nURGU}BWfDf~W#(7DhMuroKN2}-l3JO%x;3)=#FGkz8e z9WX5X?OnFWD{tW;HPT!_7f8F>Ir@`2c;sA$6Co^Tsvd2`SwD74te7QK){7tGS*r$-lAU z&^?N4eGL_YDWx9xM^u^5d3UIn#s{TId)Q{N!nL>_#yqRw;5TcSp{l!#TnwG=2%OoC zu(RO>^k14aZ`=aPpld>Ilb$7Qk}%{fp(}vDpK57u|L5={rxaxKc`-m~(>(H?_lRcR z4`y?r`pExw{>s+#;+h*FkjCl(2!+*56Q;6aTj-NukOpb=C*h5iE*5#is5f3n*Txtr zGm2zZ)*>489c)ZW{Xxkd;es3_)+YQY!v_I7smXBwkCQ$5i%+%Hf@TevIABdUVo4&C zT~F_U?}GfxU_8C&cp04RL~LeH0r+gC{2V0JgV-%}jtS~8S)T*Y*JjK7obYQGXrhC2 zlw9~nx(9eM53&tCvl&313kI_OBch;4EFJ*+g9D&-)_sIBKeFq0?EvBvkITm?sX!V!wB#>hBv~8%5%w@>Lr}85 z*wwAYVRcln5G86DD~7>th=02$Ja@^CrzS)cHWU)FjfOiyJ}X4QrO;T(g=MS za2s6)xe^Y?ozhb-XFj?Vk+ilYD3$r_w`U!kR!649ymlgVWa62SJ3W^xtB(gJESKkL z=Q=)%J<$FV2+2m-sO;PL)$J6g> zj#FvJ&o2FANPoXFb{?>`QW6(HsyKFfw*Cv4aYd)W2I?*qHtXqjA<-<88*9sUviUEb z!H=4GXw`}Y4<~F@S9$d_LBG}I(<+B8pPRxUL!?l+*nN{(MApy+EN1~fB7yFB?gRFX zH@m}fjUR}GByNlj?n3EctoD@*DWVxoMHz;x3d%)G5vv9&1?ep}X^y&_0Cudx9DzFu zxH#&MRjcCvT?6xlbY_KjwdK|AF#$e}&xCp=2kk*gp8K-HO4 z433u3ZL;Q!oW7*CgSUxp5d5k(E7Jy%6=gxt`X3P5r$Oir1^vBw68OVp45j#6O9~qr$f@sleh%ZUI z!Cq;nk-7pdTx6bPH9ui7oWJeBoGPzK^5s#o{`M_{InVZ%PepXfEPEFc8E3RD3P zuj+9oW=UW4K`@lzLcUO}n$v8*7^Z$s)5=rqRGQMyM#lAyYp3Bv1Ba@!Xw%kH2cyupo0mdiAbjCSsvzTk#N<@+S zW@nb_*rKGrJ(y0xuZ!fB(!cOwBykb);&1}IHnk<&*?#Mg$P z@X?g!nQY$@3+0y3_P$lD9PsF6G2d1B%qy|CM`}`7j7K!w2|@Xs^zN269=pg*`0oCl z!-?I2v5I}m$qgK_NbU&}Lxw~l-9FQ?@$B3@y`I~R?}2KB!(Ks#JeR(i*3?#T_*r8} zO9*2{d9lf9*R6-ilE4+$IW#XfUk%6f?aflDGs)7d$CL5A-jyjJTI94Z0qZMHGS}@) z?jvM1+!}qCu3i*yrFuIVgrbto@1s?XO1~D>3k~gG&5+814d*+h2tvXh4|tO(gT4;$ zzeDB9AQ*kwD%~N;*NgsWF4%D>DsjG$Fot1g5-!`t4-JIiypRBT=QuE00o`Bw#03`Lg8M)#{hp zoli2%LSqGoW$DsPn~T%?Dt+N&ZQTtkWyHtV^D}_Gj7m@ikYnC{{*cBbbLb$LqFpsM z=zD;HS&6teKCAdAVQjWisUvv3!C-MgR;yJgDDa$0Fn+HE%XJkw;=56H1ecFiF_10+ zqfvUT%_@6R@GxLK!?}o>LAm7GZB8jXky|oV2Emuq=oB*F6ZB^`ef_hAT%fy&PBfgV zP~n+nHXnH?f#~-><@^c3!C_eTQa57YqBv(;{MoySmVLDq)OnNKKsKz)Q&D)32qcY+Z5z%yh@D0c zNd3csnsv0#q^A({eIRnKqw!t4u9)2RXBYjV|2@6v3&j~>&hqHt*~*nW^S60pOIVEH z{U*WFfMhx`G2zMBMom~m?HJ3Ac717q+d=!{EvP3}Pun}uLZekw?HBO;ctKx+E_pNM zq)=Ls@s0@2S9$?tkXRx`b(w_={HyEvH35qHYR*)XyQqECG}5!*F7WdHB;S-{5oAy7 zk>oCbQ9Nz%TJ5KpS6iQN)jEFd7dOVa)QBGdf*Q5)+dIe*_;)(u>0ho-FS44BN%wyH ze2I@RI|OisJH{&ZNTTh`!6}g=VAc?*__YkVCwBTi1xW-*m&Q_v;ZEOPlr<-g#cS~p zc{v`+gaHek0o`qUUO+0&iNJfP^GL~{lTI!%w%=%6Ge?=rF7mN@Rs3l}(})~P+ZU=2 z)6D}@GY{P|OW({cJ}Fx2(N0Z(i({9PB7URP5Oe*0yrfqwXy(g&W4{v|7 zl>;^CPfCFo4Bef3_w_@eW4nF3QhwWM2MSwwZ(6pSX-yIkFXLt@ol?@6>CTeop;VJ4 z=}SEtZKL7%L)$fkgH;DQ7nqsyo4MOy{&o%lB@4ZMQt(x+;XpQ(4nRh-^l*rBF&szB zoj3<&%k=@<^X1m|_ICJ_a+~$&?1|Fs!8}a|IaRew&+j9L>iiXUCc;Bx0(}mkNU!es z3s+DF@caejUjrL9&_{df?uSWF_wNl<$mey&04?C6eFY@fOjI0rGF%7(fgH4kaKik5j$<=^QE5 z7KqDZ(%nICIp^n``!-i}QpB%G0>N5((+eEPm>T=#+ey^zpVG{~^L(>m2|5iWgAo6~Kr& zfL=dSoLFUq$N@pLy4?tHjs2G~c~6fBU9f;kKl=8q*aYNTx`LsiCprIOzdsDD`VBl_ zS>q9tf(IS^Ysd=BN%D*0?u2U6kN+k3`0FAM9X6f#H2{%O#**-!9%#LHY6*Pk?*wlN zrr~gz@<#Alrw?7CxUxPj$vC_V4D5_m1;zFo-uDyGe_NgF2BJE0MGWh3YPA9WZ?D*O zi_KvVuxnXUK}z2txf@9ee=C6)lMfp4FMdDrAG2rc2Rav&k^qtZ&Tg_48swOCfH7e! znTGuNwx{=)5ceqnxk`cp9~R_$If{d+>BPKq8R;yaH|Dqgh&_b&EpQ+mHD!>@&e}lG zuGyA>H5&;9{&Vu95$*0BfDnoVM?xu*C7x_*pRr?WEl>+FA#7#6G@SHacaZoMJ^&s)z~T> zk3U+1KfHf6D*Y@cxVg_|H-BfsZYkPDZ-V_`?}5PQ8{}W6zgoC-_%8Ppwf0n1OesJU zY`kwOdJ{`{-)VKiv@sDbF?q4S=B1)V#!F=np)%NcHC#qJR!u%uvtXwVe<0i)FDjK# zR1?7)ghiMv~)QdbduuU$;;fx;4 zG5)!7Azg~q1k^$|+E|Y?w&|O6!0R=` zO8d>tIN!I{Cy8uzj!TBsDlP$Co*BltbXX;B{}x3pfLKxpZFU8O{@sHw=Js3|FhdsR{%!smRAA$+dJHn`kyhszVv|K+ z#_CP<)%xy; zjUoS0g8V5c13%!a1nybj&<(_fkfHz(LTbDdJ5US4SPA&kRkfX+oe5WgC;heYJMz{a zS3DGm=e`Bc&HDg3=ZVFUZd9VO0+%Y)Jea|-Y1UXIg2UqdOSJ3obf1upCErQ`KD1qz zEL(!ngHrv=ARDEI$CF8%ZiQm}*>hbgXB_lN-ZiXLUdfNP){O^^l;JNq{*u zb=nPRCcj*EPuy|e*ywPp1Il{0iPi(CRE*Z>7HN+N%B8<-HQs&aGbg?O*j+aD)n@bF zy5k+&k+n1R=1Q>`&NS_@u+7@Jv;{vHdE93;YUM~0D62GLpMCteH(nud!KW@ z^bbRHgdlA50%_@#7H*h1(wE>9nzX|-QK__4dnZEHJzZ8qrFCR zJH2WZkK!q&_!yDVL*B|;48lOShxSxa#{(v6E{_a9;c9+0cWI9~<~F6-z}qGKBK`eF zFldU4|2R@%yd+RhvS!IX=c#bj0Uv`u!Nbxi9Q=n!!~3xj9fTsR@)FqFn<*IPkiLV5 z-&0%A#!$5^b}(<6T4a{;g1|(D%fRX3+L%MRGu(T+S@dQif8Avg=flSb)f1Ig{HHc1 zt!LRafHmYxIIz+P2nE+=Te*ez@xIgLw*{Q;uT99zzW8i42NM8j(ZDGHruN5GRjbXP zVaz=2c6UCY3Q#9&2J3&e+S#VgS2TnU(C%ZILvLlP*CYe_4q9n=IZwnB5ki*iuJ}WB zw6qbG8DX;qrO~RCZ&If@XEyM4YH2dwLjn7)2~HamP*_C>N>dka+yof6Y~ zF|-+zk2xw;@g5j%eib0P1)*zL&zxMMS>C-=fRE8TRXZLAOgBqlPZPE+c@rjcpH-B| zW%8+DE*GekSyVo(Icvvr$f3c%8-7eN`(}NdTj2VRTA9OuI?xioKB!YaaaL?HRvkB( z=N7JBW!-(slSoSidg_I4G8mUNahAr+E#T8Dv=ODrt_Z!b2nGtBCudw)|8Z8?rXY-E2GrPc zF3`xG^YinbzC>jO>1BRZ`~Lno(wadvCjDL^%w?-Q_4j)#1CnT1XX$V>>t)}{Mkf80 zqkG)DOr=i_3wXkrvQms6nyx(9FJDEPOW5jM9yHWIumX&%%nKG z?jlr_UL+OlEk-o3PFDJ6a+1WLKRw)!Xea?xFf0Z7a{{8|+TPuT&a;GQCnba3VSzp7 z0zRRI>-;<2&2wOUU~f5`hm83yV7WY71GbhKFPY8fygK~md78R-igJkwY;NZXvqqbW z9Hlxxzvpi6`);RI_&ALuB(S+tq2A*|k;@s0L2qIB^}E9fx4X5{w0*=4Mvk7XW{t4) zMpxCqN+xVZ3~zN}ajXHVhaVA7>Q`YkSvQnt?tew2vH~sB#5Hb?#ojbr`{ni%*nmy$ zR@Ld35t~@(WK*>}?_!|!I!d8bh6uisY(_}2iF)=aDQp=K@BQm$;{9^rra~OkuO7AiL&3f3T`tVmZO!mCbjhvreeg~cjBe+uRg$QDZ|G;JG39i311L%#4+`y_}5CTqk7nRj$J;mn$(1Z$ADaY+9xGoU>*mGwG@gr9`&Zf@?}0Ca&yl zp7az!e}@g{?`Psqd`Y;~U7~p60_MyO>sG|<_oE&hY0h0N(v#tzaJG7xCX<4txeaQ6 zh5U(Sy92_CjG<4GAYn?%HHtZ?zM_jjDt-{VBfZb3x57nqb=X;uM7|@X1&;ufiVPY| zl$ksw@x+SGz-sO5Eyrx_tx}MI+f0#=iyXx3I2EhqRE0xVRREFV%R6=CR{LX-aXtJI zR*``?`?VYNT-&`)lzJfg?{-6*T3h<_eoKZ1{PB@f=VPlCc}2KGyG+_NvyqwB9ITVc zWR^p_<&!EMka9~jlW+ryv1e)Kc+d>PW-4mg*vKzACy<$kHkjxpg-epp7EU=6)}knu zn%WIvV>O@6bsUtr%OMyyMi<9ZitR1KviG+_x+BXPitLunvsBD$vu{Y1zBVVEroRw$ z$;-LuzF)^Gg{Qq)!s{WGmZ)VhD;V2LhyBxd1Lg^6vej`gkE#yl?NK!_74bui{YxuD zHM03e*W1IZpMe>YgzA3mIr42Sdexx-YMlkKWx(6&%z3Po$t*(q$9ARM=ZC9j4CPX# zUmm;grqC(4WUq0L=*{J4dB@y~BVbBTJhI}IS`GJI2{{IAptQSVsLT7@HH!`2>-xuE z;4Po-1Eu6gFL%Ojb*QEcsI_J%(xDRDfZw>^ZVmp#r&E(nXTo5%IC@Z}URZjBwUQJy z;gpf3zG`0a;4KtrcRp*#^pnar=fhko5-hX0Sx8eBloQ3bstl2tx`l&c8Ld=fmrZf~OpuwNCfR>^PodGgz0iD>$v2{3Tno)uI+E=}Zf#xGiuCv+N*6$bXC@!9X63lM&n&tsd=?z+9NU<+GNhd?v!_>F7piSX&7um-8g1-6*%OI~nc5^vbmw%lp0 ziHzg9M4&goTEc84SmPx>dYdyZqd$ksWMs%?179vDLR3A6GX)e+r%JbHDjhdskc)=5 zRI4S)KbE6Ddy|UBYBEt~Ttd!feUf|1?x3_w7%X+hgDaQkNQ_A`q`HkS-kplGy<KXisF@9WI>vREw(N#0_F3B_s#;8dKta@#q8RXV%myLdU3Iu}Nz%lGqwk41i;wm( zoJV7TXMWIU?G~InPi}uXFWGW%@w8|$@*NKOZ2Pd2SvK|I;4Y}_hCU~XP`5F{?Q`>FH z8uTpI9cv$Y+YOhTv9=!>1)Gdk#!V+#z;-55g68^&l#2Bt9ta)Q$cbK@7|}PInFlOG zM(fwLNq}!4{Atw%xcei_@UjW`IvUn`q7VL=%tSP95Vxsg@FRKQ&kuxpK3#wsr)mvO zD%#Vze0V!4m_;DADo;hiOqE4?yfz~EP=Yv~eY@H4D2RD)f!}K{ReL0T_;}k&z#qpl z8wh6b-a0`F8~woVCJzyqurm-j_-l@2o7l zto$$D-ZQMJtP2|+3p%2RidaBEMX3TJO*)8lkQ$IKA}w_3T~NVBQ$jD&At4m$U8G6x zp@nWh0s#d=3xRjXdB*5`Gw+}8y52t;lAM!$c3FGvweI^~1nCm`Fa1G0YBsH_iuFf? z_QXonXc2Xps)%l@O*MnT9B&A*daXV>eC|&Ku+d!a-6wV2T%X>^$MmIM*TS7oV<9Da zs6vwY)wLw)^9;)J5T;K{p<|W#4;x=x!~zjvT&uTi(L$92b&g7fJO87ey9A7PU-a&h zAe+;}mSY7sr%xB1X*kb$4sHX=sYk4u1F>G^wR0+i!x}{gK@o!4X2_&*eHa0N++x5v zb=-~W5?bEGw?=y8!`wj6l{9?U7zMgEEg`Sml-mzzX!;46>dX5Ux_$Uivswy{OS$=F zJe1(tp*lk$BW4zUjg@<^AyYVNJF4exvVdq?c$QCYX`e5QPDa^+u~%|GX~5Fi%cdb} z+xyxZ|^ST;rj{APA7~2eRX6#FthR&3GN7 zL<*tiPRPPrj2$kyINLlQH({=R$^<00EDTc4m=`T9h6HODwuu7AEmi3p;(c)}aVd)3 z!uzE2)+AoHc_MO!sW|? z{?q(G#YRDk<%U-44D}l{1Mp>=L-y+&wbSHOlSIl3edjF%p!)ZmGaa-MrGo;N&2m+~ zZKE*%>_-*3JD6bQSM;pLFMxk(XJa)ON8$E5@?*;1kyE-72we{6d^}Dz&_7;v z2mA;~Dmcyx$Dm!v;q;Hrqy&fUSgk&C6xQ1e@#j>Wc~n}kVT54+U~-KLDm%yJqwTX)7gh`X(9`*f{X4fQ z?G0<(^q6#7*VU6hT`kwxYtV0t;!FxU8JD9(iyifvmdWpOV`aGfi97_bGxHP0M=Eum&bs1o+TQUtVt_bo1GW zoZtB^zNkQuyYDv)w>1&Y!L`N==&kw5A|MXd4@wb5cVOuo@#1L7VfCBByh*ujyno(wcfYoT_kb7cE31 zHz)R_n1;MPV3b97T6)dAVce?c7K!+>WSgGsBXPHFgN<7wg+7~5f}=>Y+NDge<=V8k z8@O1lQ21^V%jg8$o`f=qrdAZyYUdelCs{i-xD;6B{B^UX zj=AFaJLr}qzr`y>wWqk6?B$7j`|IpW0Et$M<^G5To;1o*>9C*tsKN2uV2wLTi#uOF2f(8pGkns)L?ms&Vcr2;SQ-9GC#7m{dO9;eOnu-9V9)wWHq z10}X7nI+Dab-vt4&#zw_|%qxi> zA+?XdE9gC@`isk;#!B)E5V|}$3JYgBjH)x~P%H4sO&V?WrSjUznb4y@$4JEMmk^}(jdpd7M#F|W4TJ`Y9DHkHSA1QqCGXK> zZn%I1=Dt$3dg~*%D%cTM5$lybromceS?_KR+W5m4Urgzo5O(`ajDd0OSHiWS@8J-M zK7*A^%@Ak^q(-0FZnRoSoWQS@oJ6BtWuY|)*EJ*wx4l20h4G&+ZG&}Zh0(jK&xVac z7e46G-7bGBm^YU8?AV#3fNar^)Ktj;{@y## zZjvdn=(mg$fr7ogJ!g70-ln^Dh2P>E%b-J)e8wx322o$UWNK|Xj<+t~%RM3AR&N4T z%D{;qnhb_iLFHk&3F>$_UcHGrZVacT@6MiD__U0D5#ewoXB?cE9sGB5HD&gDwIG!p)GB)-Zt_5M2ONB?Mlx%CeIL{ny1|YCgKz=R8JGENmOb#;F+bb9P^vw7@JS;<)Y7`dw%uzklMxbz~&z^@x7_$a~!0_tvAk@_3x^$eyoxXm}ufl|MQUUNQk%#BsJ$Z%y4zKLiHh% z`{*pwL+5Pwlq;r4=lOA10S?rd(0Ur= zGW4vKT8Hm*B=74?RsD3pNVOUdqQ#<-89;Ih6w0`f&1b2Gu!_)h^F9j_z2|w7cGgb- z-?&MK9mG2O8(*3YAk=int381vAOJFvNJOnz`Rx)Xg% z&kymtx1IvU7>zPs`8|3{&+_@S(7ijpqc~qxx>}i7zPZ8WWFdra_gle%2$4a~IFYRA zD4*{ixgoEH2CCY{GJJ(!`|VMFGANZ!3$tnsJ0@|_R)BbG6|g#GF5~!}cjn1<6 zf+p>HfA=J|DSFX{h#lw9`=AnO#_HlY`x?V!GrWKFk>7r&uCcK(sPyVC;FT9yYvh0b zIpw*MQJX+|u4I3R-I&W@SbQxCVMM>UBDr5xGq4Ivw)*2e)lyC6s!gpZ)x`*zKvTG` zWhMs(9)#pOadXA(BN(|fB$Ryf^2(juDJ(LM)Wz4fomEx(IJuvxN!a>4)=mgbO)*W; zA>1Eqy3kaEcD;-c8|)6<%x#qM3Pgu(OUTTGIdd=-n{%Dg^r^R?S| zPs5(?VYQ0mr^Bkt6CGGlMn=X}#l$(k&dOOQ-KX@SpHlWEO!~%hXJ%9modH#UROk~& zTDv) zQ=SQt@&SjL(UBPNuh$LBHj3cG3)_NWi{IZuv{OBVkw*Kmpay!e&-azm^KEAIXva*| zyyaQ&bGgL@RtsXPNgH{UF4&B`e7qapk#|(`%2WC-!P_iA%6>6)kvPK%3K{#AgUrK~ zjEv;&{*I9qxLL3hEC@M3GE_toAveetSLE1g@TEtaXA>rfHt9YJdz`6j;)@GmDS*eI}r3% zmU=~=tUu0$*PtNbztI2)P#S6mbYwB-Q@WrjGfFy2z)LEBSK$tXgJ*Okgekzk96O`O z>>IO;1i=Ggw>j~yeyXeJV;{Mx~Do^&!MM#VhrNP`SuY6FKQE zZDT_h&$l=`EM|C@?0?~9ztK1@U+wRkG@%)AXM2z1g$9|c%@Fu^>ct1^#7-#%24l~W3(QReow-|Jaf^v#{5F zBkz`vJH+(JBpuX5UD|lCERj?djPb+OO>-JmT&g>t(%CeZJCc4PcFCK5if4RXb@*FQ zg;lb|yGX%AU;3wqt~-M=UDKdA=gspOTC&b5g0~euaPKx>t~LebK@K{?2R7`){5iDc z_fM!rlD@`f_(`T>)q6xxB4z#~v3b84zvVxHrlS2W)@CcY$8z?IcN4MxD9yvqkpep( z)vZ3`hD^w8b!b@bp@-L_-aJ9k_Fjtq3Moh`w`u(Wt z3VJjzUgO~JcIfBDFG9dCdW(aZ84HOdb1oDgjd-XA}P#D23D?KNmVBcP6oi zpG+XT>;~R{I4}PnY#^zRKNiPBU@#IDm&nw-@EZW2bnUfiI?X>O|Ns6Be+E7urao66 za*h9`HOJ3=?FoSdZ0dd+N4BKDzp^A<$4N598wJ!qFO&K}1G;!ADDosZw@3~+0V>K> z!16JblsYVQX1g)NliVgJ<|$i8X8X{4Nb-BXy^?C9`5bvAwZ%(zi*HIgV{>1fV~=5bkhpzfv{yZl{^i5ZR%8y3l+W?o&V9D`R-NZM z7$;R{J%0NMGGt2X!`VN}J)cemb$&jBR*33PyhnZG^)6Q6mIeeIt^{sXJ!m`@sa z5XoFlv>YJgL71Ls-am?YDt=3!sIjl3;6myI!36o!ll~0P{PoCEP}S z;9oEM;~*~>VAB;jM`nw)mzw0u6b(VB@(hzy9C_-IaHT)5RU`r8h~dE2KGupoLT*#J z40vDkY|g(Tjls%tGzOp70C3Ly{3&m8#_bw2SbVKkHy0>>`3>@~{dw&e$=o&Eb!1jl zF`;|;vn5mZ;Qi%u84~}|n^O~{-t+}{)(*0bP>29;YW_D9PeBUY6wGMH9Vb#@pueU= zKqElmFc*gWi6h_W*8vRpLc+89J=1eyuITpJA#b%0IH#7UTH4`(9MBP_30Eu5a$M9lw+XqsKzTbNOe}7Kh zBlSoe0ICVMXCMD*vo5#(S;|Po<*EmjDb_HrOIn|3m;q>h zf>RodRrg*rw(2n+F0zgVwNv_`3klZTFjw<=hN?|ye<==bP!!iDz8AwOJ3@vE{Z2g&GEMbng&x52@n!X9!`Pf}T@uGX+jnu&*yTv=>` zl*41o?MhD1as7K&USlHlq?w{4^LB@m7a8t175JnokRFVfR+;q5efhn|dzU=DJoN&C zs3i^HPYlWiGKjDBS24Q!_)g%D8LJRZGHTZ4C2E&T`KcyWNd<>87PX<^`g%Z@J)`3y z9~S-GpZ{?mKj#U}%DYa9BJTHe^NifvU(pwxyD_lCB#7{O{&;kCk$Z7im2Lo%Rf;Sz z8)6Je64Ami@mMpg4CnNtz8|d~fd~-~4OC2CrsXtLSfTbFqf98qj>=e=M_5qNTTQ&> zxw=k2n3IvmQ|4;QKTP{`NPZi)GgTi!RvpPQ*UhvB2|8v!9CoWdq)~!kO-5l$CHz?q zNIvE*`E){Shal_*at@nb4N!z$#iv3rbFC(3x{)Ayq|%cjpLJ4y14FmC!HSIMM{U23 zUY{++VTUW9C)o^3IiKem#8QFEje!)o1_?0*!6S2T7&62voGZRKZ6Y-<)l+G;7U37a zRwb9|m3eGieY%i%+jSI3<9FtsTWv{c(0P(3-x9rk|K*Gq4q3(=2&zjSfD(6bQ_VdS z4$#)N!O=p?WZFNiwew3Ec{I=&ZvVAjt{ESo8I9pxJcI}suX26qp z6xlX5rjW*bv5ufoBw>_pi5={pg|=P%068Y-8ytd)pkcLpN*^FC zJzBXYBp%NGPDxxJt^b{Q^_-F8Y~q9i{7$Uq>6Etz#*MXr0mz*SO5^co5YMb-o+z?E zu%_8Qp9a$CF(T3kltY2exCb%g{9u7S?)D{NI9Y7yH=DF|*72Djqi1@y>u^Kx{;R*9 z8aT)=x-WMAcBUddwfFw*_bIcioc>AZIAM$Q4dVB#lT6~7`$!`PIn^vndjW^9Wx6qI4q-^J)+`!mw|G8AnngyIBp^L6#hBJ(Gy5L_06 zVeHJoV7uloiVpf$6L?DUV1x`k!)ToqgG>FVCf<_{;MC3ps-k`8OBN#xS2ojJ6G$I|MQIL2k7B<~$`3kxxnR>25^ARp z&%E&E-QQRMv*ZJ9@tj!}Vf0*e^g;t0A^QheLTQCaMyVOUIFS#EC;!~aelzllQd3W< z=UYV~9DmV~Y*Vg)f_KcD7^JK3MVRHj|xV$F(cz8(&9jQxq*9b|1mooSsgiVs^?T!U%f*gdM@sp zoTC*e6Ue6v3XE^)11Bj~c8N^i2L2TKBKl8i>Y@GG9sNm%kxagMp8Il5l;<_uGrO}N z#%jiuZLNt0($9TosM`2CYrbE!A;f7IGnN>GTcfu4ycv`{k$9_L-@M^4^9PHrTxQmL z%~nkyg^<61F?P@^6V(&3jI-dnpN*HaMb+q_Zw5s46x>|gf&m(1GIwGmw~;;(Sm#co z)rt~2h3yt)fEC++0Z{scqgIWLIXa&kpGoYvuf*BTQ8N6yhj3sMa25*OuK_06wk#KU zS65W|m{=e3*$7mD$OOX2%xXOOgjX>iEAwYW$&t_IlDMt2zPE3>(HrbeE6+FBj}>C~4C!yjmXNGIx`U ze2{TWlQN_bLJv23L~c`f0_miZ z)tk;k?x*L_l<&Ai^(_o&0%>=(!N07Ve*XO)!PKjnf4_CS8 z-??+gmbbd522$x_y~qo+tYsSC_Oh=j-p&8}%78D|Kof*RSbYE8G6kexc64`~?MacT z1nS3j{d|u;zXu8edSR#01we}<;%ugv9hneZ9t{R#?�%`F#gFRd>++s8F6!Rc77( z-dO2r*;i*ZqHgHrwtzVXT22=Q-`Uj#y^+)pFA`CC8_%WU`!;CJ0DG49JIXkeBIirbCma;JE$m{-a=^ zl)y@f69TNA zyp1AeAt%sUlhYEby&(`Bq&PiYw%;@~H+?16-#DpM9_^0#AebbMh`(~>`(P?ti{c6n zx#PK-t&OrRwJWEk%X{+8@%eagXTOZn;&ckXF=HwI@Ux&rxnbgBA*U_2Yic2-xOc$! z)1(@Kn8$W=K((7fC^RT6I-0RP213zqUW~-6JgGZ5v96_l|5LGeNmlf$tnTb;>;93_ z6_<~y4As+!kB6bj){$Y>Wdcs-1AGxR)k`KOhYq>&UzU>I^iHjCvY#-5K-H*e1t-~7zZZ(X8ib7Rxz}}8 zQ^xpbw%h({Nl0UNjfG@{(x#pGZhnrf+g@PJ-g^G61elayGGQ=so7Z z<9W8rZY+bLR*1$9yzzi$B0I8mZzhk{(P{3WjmnXAWAhFQ1DaQbBP`4N;?gqop)9fA zdWk-)z<77C_KTXVU$-9!dd?{yX(b#+XZt4lU+dHP8=tG>( z72}D^ea{acx4TXE=o7tb(R{JpWZC)d>sD6GpL+V0@sEe=1d$S!&671LA^Xi;2C9$8 z!V&{z482u(^C@zw?Gnq3s-oV5&*lPy;d|aI6IJwdI}VNwBhd=)MqaSkU~FlZ$fy3l zrtuFGI{Xg6xCq*5cYc~}u->Mkrkbbwo%$eQ@~b1LDomV7!lmwUm`?Y@x(@-a5dtZt zR@|sibdhL^{#i`jZ z51ZV(KY{-M`-<7ZzAFm&y1Clx1n>(rDSQH8lb3t>OI?K@_T(*z%|(b{29ARzKaOli zUy#^b_rH%90Tt~Sz`lAB8()+G@&}x>L_gqU@|~cr^L3yBe&w<*piu}|Zjdki;WjAf zliJzxdP=S@uBDia#rvpwuvMUZ+MO7u4`It6G0E4hPnBKC!4EMJT#0?xAs!#1;R#>{D8Ty;zjE>n?6S~x4NOkFuIR22wk+wNv zc40nO*gBfd$&QO#LJ5_+3F35%m9v$B<$nUylZ!@`A3C>^N6cYtH_sJ|=Pf$GBDPr6T>3eBPKI=B_)xV!2RLYH9apf4h6`yD5T9c=6eW%1WMPD@z z8|#L1A-2&9aP1WAs3qrdxGu8WbR}>Psya4Y=l(d14t1f0Y*mq?f+PFflQCdQaB=VKXXVKB|q> zuhEyZ-9?qYF$ARbV9pyiRFWcExYj54ye5_%tQ-ph4;_NB$ON&OotawXOkQ7DVRN{1 z!s7UGD#-h~x<2!+OBo5AKUi3^nVs5Iend8WBU|}tM()YQ+P28+&?=B19s!cX)s)9h z>MY*5zTWjg4FcDPc<$O*GOks*sm3yTOx0CfIG0&a;OObOFEoEg<_=~7bI~dOn3l;D z(m*Mh*DO+E@*BRy&p+Ql6C_&8z5V1ji@unOp9eud;d!LgpR* z1mhaG%SFC6LLR__>w+IyQlbC!sbR$H+;uHjH-jSQLZHptfs^|am)N(t@IE1Ga7;c>eOVkN&i6r?ThM<^DMu$Y~? zboHPA^oLHh9CW&f9`@gQZ;Tz%@;=E>;Klnv-h|4FsOstIm9sWREZ&?t03@VVpz6p> zlz;VYB{d@|`wk{aowb%~%R#M;R{hbMg_akf!zpkYci+4++4P zAOiH_O6GI|ePu-!i&+(Ay6o)g6(2_5Fr>NYefat*f?2=M|4AOBC`uh-w9&S~fgfbVMi z5^MIU@&53aw5x1JX_bQh75Z9}Uy&CL>U2S+`{GBR&T=K+YJm2escGv@>S-aTT1>n* zpnEUeT|HVHye_NRmn;k^yBgFy7<1DNq^I%P(1~+d81U_=(lMHgVilkh0L#ZWH`xH@ zV`wBFra5P;Cy*{n@9VnpEU8oL=1lo>Wmw;vkj307x#yLx#dbK6#X@)pJ$$9ORVn%k zbgK~tv|KSp?bl5n$h_CeXNPi&@32J( z0k8&3c7g58S!9ezKRokMClt%)4ChV~Mg&mBLqER-t6NThxQ@|{+p};`C2WggIJT10 zW`~c_f(p2sr%Up+72AQ$h-YgsyJL zXenfLeLp^4#7NRdt7e$?W03sYGl;$KlYw|<=Z z!@;S)^>7wF+40Of)(CN&-Jz1CMd-?OVkME%<6c%R6XMX3B7{WzO(Px&LIN#1rpzZ6 z)oGNi*~A1{zC~`EHyM&1R5N4I;X!PAeh3Nj2We72AA-lev z5*ydK4m}vR$vyg7<1BqOi5&L+Olu6B2Tu$NQF_OsI?y@=926gCKb3JWov*3TctMd$ z=PU_NvH{2VTWoCi6Y&|yS$7lTN4 zn5e7HCM{=VT91s5quC^O5GraG^cb}KqVty*eR5zjZ^q&B4h!X(RAoLCE?Q`iRfbgU zX?gh%I1)d&z819IZqgT?TJ9VHpnr`k-*n!Op7T|aIme@(gB{F;8Hz-~v+dtC!*`0h zzs5g*UF_3*G_KADQLUBHm-_wPI>7Vu`*l99F)k?`rC!drG{(JmILD3JHBA%n!f4vy zUpOUJ=1jNa*0rkyy=vr)AhzndNbkBF2Ku`Gbs++DZ-SvMLEIp+v#ze6b-7c`L+88LZnG)KjMe0}a6q&d zjUDtkxd7dGPyUtlH+ko?XU?Q^585mwK0mIVAw2-o1V$%jkbM-!oh4Y~ozsfQw_1rp z((U?ia_u=M3nC3OwwdK^zU_uZmN}YsGKtFtyW#rKc9IJ%v?dcmE2!{K< zdd`X$cLg1K_}j=Ct_u?S%+WlB&Gx%C;{)F^HsF(`B~jIqijsbXnr5~7dCP+~i19Jv zVD@Z#sg`I;AU%smU$F--{*vfD*LZ>c^gRb_e6=SXe&NobE&4vq&ISZNkTc-iao;u1 zpoP+&-*ds7SZ$veaSLtdj&o@!n**Z$4QpzcJ=F%tlI zs7Wpo`u!*`)klIaNg9K7h7!yCg^Fc=<^_PyhK-fwbSZPWKJGt>X@`wL?FhBvE|?t% zGO-GXVWq3Z8*2rHz9?k{Ge`$4r*o?D4=HYRxDm0i7X}%C3!zT6I^UbEc1|ug0i2AV z(+v@+h+Ey}TroHIKxkazg1{Y4|GFBb&(o8eIkPkZ#T#Fpj3oS}c_4^fTEhOoQ_nU1 zusZFc$|UcMw6Ul3($dnatLp<1Y4WZcXg%@%;v9?an3U+zlA#{chV^N5h5q_N7Tg#a z=R@3$Y;KVUV&)(S{^21;$!>32-dh*!U73L^a~-|O@q!4#+a`S>r?+_t!fB=NSfKXv zLy^L|_r!Zsp1LN8+ti`98-nqxZx&EEtqz=2UV_;5N#*k;1%!C$EsugWK~EHTexQWa zee%L7TsiAq$JsWFvKPPFJ=c{X6HuN`r_0dOWxG!n(;3YJh&ug>&WLwW6imG@Fv{!q zVM-`F&kioW4m;+1mqc>;S!}Z$*#ET zmui)YRSYiSyQ0Q3X%Q~FAEl{`Zg-FF2OMS69y{Qx{k2!#74wP0yempIr+@3N6L6lK z@O`o+TzYbAr4EA=NQ08Kv6Wm1pTzKoR(*y?3&j`X)`)Vr(Q083Svh&T*v=c4YZXW@ zo;y2P3u!wsXodc~%&;^ID;GGHFlMc2RAmI<=%v^lpwHtd%glb+3%BV`x+}V+TUN~L#nq-=@n^L z*w?(6k}C?$*Dq7LI8X`mtM+MvI~RKT#tEsd@DR{D+r#xw>9(QrcDJ1cm2NkS-E(9f zjaFp*UnKeONaKHli2}+g?K_A*gUlIWGgA%J~>e%03CMBP>t@wfyB<(J3TIacnh3IU_K*y(B<<3ah?36 zAQ+b=sPQ9eH~Qys2PP(}EsL5Bq(OdubBNX)x&l^q*9oV$osmS(dlf_pS$w?&miKjv zXOm8W$sNOBPzIg(sxi7gegt*{BA3RhsxcTRU^lj~1Y{h(jn`AHRc$j*_6r@C(E8p+ z8wpagqZ^pG7gIr=J`JfEJMZ@&;NwM=A@maFCDYs0vX9>Q_GN`xy*p;nF}_{o+8)xh zqK2B|(P8sN<$^4+^cYI#_Lt>O7{KX|A$p6T=;`aen{~9%)wcE>OneB(>TsHf(^kQU z`L49{-kUDB%6YW}=!A;n`0@PD?R;z~B zKG!wD@-e2&K2~#n+d>C#;ToFh$<#MRvG&CskM(^@f81?Fdjnlz+cG&gCD*=7Ezcmz z#N=Br%Zk_wc^!>SJ0LSK-w+F5UGW%W7zU2rz{N6$(`Kc4i6*aI9cRl_Alm`@7ghKdc1g!J)&&E1gTLk&-k*> zJdnP$KkT36^=l-dr;S4Z(-5oTSV^u-I~7Mt@}Ty%5|eO!(w1dQnt4lQ4#B;dLyIV( z;`6F;3ma3-aZSk!{facqI_PpY%!ed)&Cit(rP52(*pXD(^@-H$C_C+r4NPE|K#IGX zU9AsfttG^jqui;#Ti32FdNBIvzUD@PFw$%0YI*N+Q)ycy7vfw;e17y;Sy`x7fr4oW z9q%Vf`=yB*1J5-Kq%?P=cx}i8vYB(l%VB^G?^6^Etoq!rR-9!1C2H~X2Fcy`W&V4u zlqXee`?RkwqI&zqy(f654?0W?cnd(`tuLlICevTyhs(2)be;-LC=39plKtH@XUp!d z-*1_l>rBQ7`X$V%#HP~>5iw>(P+8kR`lD{U@RUw{Yiwpn+oq$bjq95(3`k`P0hMXE z0lpFiy_nj7E1Q;{=%tNnRGzGm2KAH32`%Khklz@qiT(=)xmD}@I zQS1yDiu%E+=6#DU)P_UdAd`WA?|FY>&ZPfHUWQiY0{Z1F-S$Wphfb+&AP`SHYT}(5 zN_p1zeqF9n7SEnUcJV^LK^;Ont5k%F33~C8sH3_ADkuMGBlh@!(Z=fQcD4ESE;92Zk$~_mfqP|JX~fb7HgoAg8Bk7$vsJW007#N) zM=xYGjk3EZ5HS^`rLy$w=b83L95DPY2>1B_B;+%C4E}PRbU^(+>(01UnzU=I~%@%|DkYMFV z?fvrxi=$1-SRtoW`|-+*-tkKKW1I+bq*wv~JIr{jK?rbVG0#&3sQ0wl%fUYr+ zF|l`GDDrI4O*?THf8!$VDC_OUjZIpFjz-H#hIK3_1FTN{N)0OKorpU&UBG7OYY3w_ zzs-(I%|r$w2|A#jqnUw{cb;QoyL}%9*MaQ&`3{!3Gx>gSOxdBnlr6b|D+y%K&@puU zuEU<0G8T1XaOe9hewZ(0@ZkU(0vCV&Mh|t-eD>fzy`*+&?uP$nVqSs-veKy1DpK;b z;NMsPTjCM;@C*e6I$?NJ$PNWEEd!2Ie?Y7U+ra92Xy`Osh8r8)dI{Ape^^q|*8IuS zS>WN6!49EMAfx+&>m?8-j4?5v~9AnHhD*cLYKz!8S%-Q+g`5x(B3=a zm7ZFi$0v;$rV)Isxnt#MUqs|FaWB0vcc!&Gfr&B)*cl;C`}??G{tG*20`KZt6Nh?nwgiKy@gxu7 zjuTMReY_F8<1?d;-+mCJq@C;Ny>u_3=QWW4?fQ5{q}sbo&bLt87b~EN)9FUIPLBDx zI~==+zG-)HXH|K}x|6PRWDEH!n$vQ8=S#zB<^k`SYXZd0QpHV5K+zu08m@l%l*^+lQ1J6@;k_iReMQwzeoq^~|_UrD(<<56~RKvzU$uJB{47HUbWsn^J}E{jo= zk{jjsn6{P2CmCi-rH!bKtX8@W_`lT#GH0I`&XC_YyhCbCV>kEs{zq@We-giB2 zpe#SoVf=%AY@he8$DsXA0Jc9Q=_UmPZ#E2%-E zJAma{FgdTFa6h2@g#B$VxAAVkVtN!#VpS#nk5xtagH@HOYU!Q(cBQ(yuhBi=S#%ZI6?ypEsvJqFSIHX6BF~UgppFDki$fHSVc{sJ6x1e zhzKC&S|BBz8ueP*akg<;JZ`cuEy#8Zu5I0i*08*<@B#$Mkz-lt!so#ToP06iK?s98 zhlMWL@gE4K_w#Fu5$+cU68(-1+H?N1K|X!yh1?$TTmYJtawTO|(K~B_SPg>SXFV39 z`bLK1#&Tn5@1*7ypUKe#v9?VcHJ7k>K@KrP3G4n!ZP|vSYs1TR8=n@e7Prk>?onCw z8FGg1)0$(Btohu$a-e9nWjy}agVu(IO4XN~z&E9mA7?pi78)y9v)FxHOCF4*A#deS z?OX{iGe7^<-L=sli8q{R zc@ApvT4nng6>3U$BqHc=qi`?61~(Ho3&ojR<H!zSP4(w(FfEJ@7Y2syf{7cxbM|upTrPvAN8Mk}qW=Vxx?%3|_4^nluS~O}p8HjC ziYkVN>_A1C78$bwQjv3Rkz^diU)jN3Qktj*oF!+HtBT2Jsmmt;sHX7%whqFApOQnj zqN_lq87I!<1k%5>zBs^9kq0#~c5geM{h1d2v0eg5#XU?{z;V-bj#>VfRq_CgnUl~T z|1XlF4;{X$Pyuj+#zUrmG%lUQ$M^dJ@I*l3vg&Vq$$`TUuagqmz0R5nR=K06GYZP0 z#VF@Xkgms^SEGHSsdm{4km~~N^1AD(}~$6($mI=ai^KRNmssWjW3mE z+@jYfCa{Fz+0vsGbZ0VevW|#}rys2rw_B{Zu;e4|MjKP%D@G0Sx=80nxN74QB-HU-f33S+!m(hb&D>7RTTr?IaHKRO)fi!I zah)ifj#c?Vki-HP*S{)eWK^Q*gpEGwaUB1%%3s_qbKOMC|otnR*LL3f)^k$=hneeIK!;wFa9^ofQI5q04fKhX^ zV&UM=Z#`KAOVCg#jZ6#rdC6a>1$vUT^8yQp55Y!8G=x6_hnQ<4DQVOH^yvOd@BLp6 zIiQ_gVgDaT@PApsCkT>7XadkVk$1yPKli}PdI0^YaIQgtm5hG+_0{ELKW5SmfDE)c z)2~flcbg zm5o0LWnka=E=ny-NA8=eB+#qEkwA;z$M^5qDfQ|{`U{B4Yj$Y;Dk^{X|0*g!LlTv* z0rC!8iNTl1HMK5Bkf!6cL(+V|4ermbyxc^ZR!q=9diFVXDS7f-xC$V&4T!v5^q*BfuK{ZwdP? zz-=>K0RS_<`782d)2wg}%z!hkQa%46nD1EiF%*R3zveUR)HH!JfD(+el6ZkPCmeJX z9RLY+u(Xk%@0urx%M=(GSmM0NNGksgYlA7Sa=S6yCw9sqw|3}V?Z@;7IUxnO+2^mL zUA}!jy`8Rv1X{dWJL?PM4^M9ohefmHb?=pF(gGxT#)ph?O-UH}_P@LezeK^JmY8DJ z5^7+?X;>cah4*0AZ~@{J#G8$`%Olw2U~<2F`_%D(>g_dj(R!?wrJ07PEO~_fF`#Jn zsSe9Z+1F=X=C7C;M)R34x@a@bPRTu7uzdsj1-cxbN|7LJEm%+0<*l{OpR)EJBc*Wo z?WkpCSMiWE@P{H)ZpD$OIe>n4CGZ2r{v_|T)xTfB7j{pt-~dvrOWlq1JCb5X^cArXM72`42* z$zQ%E|5sD4wM1m8kvr$_S5j@~0Q(|(*5uJKYHDiXy$suw^nP!eQAd_<;b*CfK-Q`rd|JDhkA4v=}J;a^FM!3{`zaHr-P7u_>K8f6XSXd!xJC@>gI4h`$Q)|F-| zagDS%eX;$7TNWKLUwvoN0{U50`yq7*ZYFHN8|rNNWJdSMcwy^G?rkHdioB(ZMc5Dt zhY1b)<#jy~XH06lE2c9}CUIiPO}=7#ZGI8_0QV3~(%%ngJADs*tYz7WDtWzMZm1h| zi5hNMHnhSfp@h(dRwt~0eF5}diyMY}?WVK`1NV`qCO8^b4 z+CtiP^4IkRzP8vkX-wxk`F+FcY*IO3<+%>%=0jx|mzGEdUsLw}vd`q+)KgCp|GnaN z+-DePa;1wWKJ;;sMb}`HvZY}jr~F1Wc0(>pv^zGlb1(yuHv}UFRC}ehB)Y1`-;&qO zH*u^mqJGqs!&p-};hDte8I`wP>9+^Fu5}W>4S58;amo#Ujg=IYu(ke+&ObT zd7-)d`@OR+nKhwMfcreq#!a3*t!ku|41H3vCD5$-;f5d9D+lMnDGf^Tn~sX8($IOy!QGZdYku?^>N( zMcx$#dfA+IjM85tcr(DLYSU^ip@Kte$En1>5cc6w>zOO3PMvxWG4VxGP5R|qs3s2< zg(TlI6)9ZF6HYECTxy8b$F;>y4(9L=$IiGftr0`r?IvxCj*eeUaLJre&dC}<(SCcq zIQ^^`Vljd$S?hn?#g7T~<)|%gFU=dAEvhuseYdA;yQnYn2@kW>r#}9scdH6*MM*Le ztx_Kiw;TrHFhRS~bb!LwKM<-M&AmWasnf-@!QM$zzcV?nV#R#(raI8`?fcraSTfyH z^E83#6=pE}e6kJ@`9{)?|LJgTLU>wb_)4Auhy!_DVBrK zLBezOj3f`Z^KYzT+EMXRE@RH!;#uIe4N$@H!scYnc%5v{-m^^dl(QQvg~SWm6}#c| z#dp6o=$zrrD`f(KMWZUWk~3iuWs5`kixKjSg%fv`qi%S1H$-z82+CywFioF{KQRLo zTAeKOK1$6v5OCV5>Ec9o!U$|bz zRq5pJE(uDq+9y84fpDF$^Mv<;yXAbtD_YKn{M;7Roz9DmFKL#SS@1th@-;1zSq0(y zT*DH%Nk34vg^DRvlA2-Q70iY|+n-6f`>;rykhdIdyKc`{-W5)*%oEtL#ZIgJuQkhy zh)KUOWI@jm&Ws}5;PZBj-$!zXGC>+YX&T#VXS9?#-{ zagLNmPsyz}05!(akYjg=wfoex?1nF3&>0*kqymaO6;j5mJ*{7PGe9E%M{GNHL$|&b zau~tW_4yq#d316ICVc&^w!)=%?EX(<-yKiqwyhlm(Ism1gb+mUy+lcb2%>kQvn)jK zL~oHq?*!31OScFjS`fV~i|D;~zL~wxx%=F6@44Uhm*4umWxjKcIp!$Oc*Y4${~0tL z<9H+2q!Z*C)6g)lKZWGyD-hr89DJb^fLN}SwH5%2NFk-`XxBtKE&mdP{}`3h@?d0UuPPj#Ifpj9g6}y?O`NHv`r@-?D1F(tnYPiU%6YGcvENTgI(#@ zc$-l%(I{v(no1~prrt?+92Mbppmep@P3x-X#MRmgTKiU-^}2Lt^&>n0Vs>0+=Y#=X zMEARFYI%{^#E&yUvEh1thL0+czc=yJO&79LNmkbFm{%7kbuMC_$HhKZN1A+=KP0WL zuL2#<_Ls(R4lOdg^UV8`h1ATNc1)!Se-ojt45W>IQK4_%ZO2iGmuzWN0YW}L*X&u6 z3(=cZoD9aJl)G(7wbY+7iAErr37Sjln!YV#^FBZ1;^woTT2?yuy}3Ymr`So0L9bj z^YFlrOF`GGU9*SY`@ecv^kC(20nW}mOl*vIem1(=C+$XHEhpak0d`E>2?9r9XmoAU zi*pc>7};Bg@F@btJn~5!rN^;Xe;BQ*(S9Ov~mmyUE&qewa$L zwR)1o2TWX=JUALcbtnW!9_7Y%=$^NrYx?&D4h!#Z(A6KtM?2%1fNlMYnCHn_bH!o} z6yD_4=zA4H+ds0#W5MePJ1CN)y58U@x$|f@57BoPfR2-wO7_^}H^I@w9j{7g1?Z%pOCQ`~CkEQ%l7m*8b#)2i$*q#( zWfz5pJ73_vT#IuFlPe`Hb!d6!7Zj*s-GAs+R@cWtXA#Bo~k&|tg#wZEpzo|Q_#Evk-7Q#VhtX}rdww74_*JZ3^%Le`y5a5n>s#!YMAc}CuBKZ4%bJ!puk9J3CD3KLK|?!7E=r`! zzW+RGs>UM2**i<}+RNjtGyX1;usd4Bb!#XuqwYIGLQ;sfuXK!qS94kMzL`%eq{H>@ zQLb{rOK;B^_r_r&&9aS%tB{(F%SY%KA^I+C z7@lEE5i2q9$c`k*+dJglGH=ZAOUTa$1Txtn*uT`eaMyMwt}cUc&K>)O^_$+x+PiFh zev)+4sPye>J!*UJ6p#uWtgR$BXO5NVtY(GK40q#*SCBqFeFGN-lz=0(?u^yQiEJED zLw*{=J^)y0y^rGhScuGd$XxrIllx^ShX579+iUHmzPb&Yv0|&)5N5~yfxFzCWLN#B zuK8<<+8-+gdgYVfhs-WN+ezwH^cXBYod^Gs2{`RdUE0pkJuKrkindUdU5;YdH(%$0 zlc*{Gnh#zSjBcQ|;|Y@(A*f37&I9~t>O~sb%(5RP-`bw6hhUi}O7_M`T(7GBCQR$; z`qu4`nC!soU9HR4S;{tG@TJug7xZ_rD3PmlKUmi4kNp+|dKTI>OA*}XW>^@HMMHJD za@n*T&NMHT;jeErHaAGDH?dVT>bbN%7Fe|4=dpM=Ep#m4^l*P)HTqLQj?Y0=60JFH zx39>0Wyi|dtStMHrE}8 z6fhfC2)kZ4VT---^*@`~Bl@1gR2LjYk)xyhdR*;jV;1QRDl2O&XEo@9@zl3;lyzcC zw9az#6jQQ}Y&3Oul3ZJrQ|z-7?LQ=*?0#Fh7duGZS8xBz$-G;t-?PGfP@rgWwmInl z`ygaw#+|m2YKHu1n|#A9uenIWH`mz)f+@H?_j}vD{k`qtST)z`#5`ZO=xHmZb4LMx z)ZHu(G}Qy%qtsKmFD@k%9@R2fAg%QLKD{^5sLBBF16a$A2jrIrZeCaAD~CG{!IQwM zrnaYAB-&tE4aE?S#KR5>Uk2Mg z(flS$O-uLAi^ZoB{BpQ9V)bnr%^m*7Oc(pP(+Z5Yi-S&m&Z|G*W5|Whh_M8#ezJNc zNz;K;A?|UXKIirv`4}Al$qJeU4cYa9cvq}*jkEO~p&aykJF#u0*tb-)G}!?&IXSj| z&PIx4?5 z0+(_4otAwIT}liAoeO{j1`PiEB1Ij?swSLm@9!@~A>iJi!|Ms?KE*y0NEmzxI6EkK zo|AvrUnjA8m{jF~ywQ~5NlB=yD^FoYh@wz&TcE;TX z(}=Qpxj_T(;y6vlCW!&-<61x*Z8Dv3G+T#w?0GDrIm#6yj}Hn7t;j&X+dagS(DC_T z)AxNiwa;f|=lV*x`&e*d1)ShxO|Pcy0IVR9%)074crxAh+I=Gmj@xjCHmoP=Qaop5 zu&czfvpp&y?7aR)|NUHrX-M2{UVCUqDJR$Ps}y&x$G*ZvvDAa6~&rm24BOemTTGj zQv~V?IqOv2_d3Z+zUEEFv+G-@8O<~&eagqerWW^_sC1gSw|X!rk&yJlyoR`Yopbp! ze4=@;i}G&Ik4G=!wU+w#XuJc;Xb$-D+Ii;gJVb4Yf)3ezshlbGcnWL7xit=payGI!-R8?7&wGfA%6orQs5XWIGY zz2EWAc^cGhT!>eNS8gJwKu)-zyoeKad#9$FXn49QWAAx`J6% zE&B-S#t^d=1`qP8A6cu{7%y&(vMYMq6Hw3{^v9%JUwhd130@r@kZx3v0tml=!H!8< zYr3$r4q6EAXu-$);)8dAwc^90pN-v=Dq4)nDFs))mjyn}h@UVlHD2do zL9>CkD|M&aWHWd0u{EX>gtf>DT6LT*4jPZ`3}3Ijq%OG;-(8XFPvw(u-9eP;)jO^& z9dG@F4ULQ`kj4(G^ z&F{5pv~j?BAT;~MwcEOPtYpkI_eDab#&9UanWJiOpM>>jav@jetaTc(%9j!Iv-IRs zo^o38a4t=2$9v#O3|0fx2Te^;%n;IDCjA{6KQH3GlBYAnNj$jc#0JVNoHd@cdzss} zly6P+*^TtC-(S{=KC^ApbLAet)qg~KaAVE`6l`TneSi2Fx6}I1f|5~zK0d;#B$ADO z?Dd_dgJ|cpKCfVtQbRyVl({$Oxzkg;YrGD&Wn)cQ{kB;tS7P}WtDO2S<0;E2qFL)( zc`b%6mw8IMwbqh50ww1wY^Qzas;38ov)8H(lkEB}*L`9{^hviw@zg5+x~%!)R!sJK<1L?icj%hwW#30XBYw4pn*C5V z{BX{bWB9Xx)iBnuC+eNY%@HOj#DwTl#7}qV^g};;BkJ8PCK(!gAc}O~>IVWAJZi9|(xp>pc3#W*z2Y0aVw5??*!}RSs)*lu@s=bOHe_%ATJeh2{ zo)tUCT^ng{G@2j|vKfQ41-(cZ`YfeS6#0@Oi_ouex;EZd4~`cdxSu}5VqI=AXut~@ zrZU``qG2Z7dR%RMBw*t96domSab1BSAV}BGOwkp2KM*q8o?!jP$hhajBV_4wdwYAL z2I$XhYzTBWC2;f7Y;cXLxR4f5`f(vcf%}qTC7t-aDvzxKfr&X?kB=E}w&Z-WJ=@P= zg%5Ljl@vJ2W8TLZxK{79!v82m%g)~{qFvB?uc4r1pCdE_h?t zAU0&T!RRzVt!4Mz$S9!KQ8)vbbxD*2*OiM(xP#iS0Z;9CZP7}a6n(IaLIQgf3K~Y@ z8>&H$y51kyF-hI)k74jO68kQg=u=VAmyD+OXXYQO# z1a){UGY?p+v!-xRZ&FHh^V?3DEO(@D^HA25V6Oib)^?eMOjDYZ=9rBcIIK z{oa_qkLbzOxlicEcxjGP9gUWtJ-*}0K+s->Vmt8Whl(s*54zoU#IKYxX0aez-6iuF zMi_p!|r=-_R&7Ogs()Iz&qrbW<- z(9sFe-tx2908hka`|D@s5iZ+rbiW4Ta6pij??LpJ07~2jpxmc!o0fF>ZTR_kzdG*U zJu$(C2>PCgZNTxSPhzkktD4of8R$^x+jefwpp5wp$O)8gj8ntw&2O>v=EZ@F&!}AI z1L0nN$&2LC0hBW|ttUoHcpFld7=q;6^T+gH|CP2o@N6K}qOBYvBM8K+_Q|>*7dx;Y zhY?uGlgv!i+X!4LXUJV>7^?|GDI!E%x3jf#$_bx;b=lduNL&DmT&O7pM?K@RN2=<< zygD_+uC5ezvUgd7Y>W7GYS0M+187Zy@OV%n?0lOza2j06x(QMxji7z1WChKloUrd3 z&yrYb@?JO`xZWy)d}39bDdw{q6IG+;PvvU-9szr* z)PVlDS5`nBJE2B==6-vY1Zzb30@_n?T$H^TuKJ#JVvR*LipwCAosL(i9kd$IKp#cF zN`P0MdZ%B!(XEpKzpddH#tuVnPPrU4RS}5R;gUHN64!>VBs}V%LKisA6++bEmU3Rc zuC>)p6?ABCY8^-u39+55Ov=|d6=v<h+t#Tz$wEI+o z#?QWLLjy^KUA##&@S;vgoUMJ0L~PLoh-X6A1tLMG@9iB!>iXLZgghuVg`dKAnzr7e zr8-@8qhTT&y&h4F6$N732Prk1BlPef#Rh8@*BW&!uOlzqh!x_W_-oir)7vHUT8=b4 z+F$N5r7>SXQ*NaaHz|TS090(XNi^8A1Qs zjwp&?b;jwI#TTa;qG4F35?$qYbNbqp#|MlLx^`wyo>r^n_NCR`S{cY7aOLQjmunSo zR_f%w$eRy7uu+3YaZ;+!gih{olsrPgx;(ip7~Qo;6dj}$MR2|EiHRX_O85kgaty7V z%Jq9PpG_*J!16$vO;>wj2o9>{|HyKlsOBingTtNW;Zd2HMyGvA zF)KV~GFMZ4{rkmD@E^9xKMN|{r(a(Bw9|?;R@c@4Jf3cQ6MpbqRggoUs)dGv>RpH{ zWO3DhgsX*c@}gpgOlpdEZ9b`ur)%0>L$ml5zpYDH#mBs)a)SJcJqc%u7S?eiqm1;} z!fM#YAq+qqX+_&YnlBdepN5n>=F&R88HCUfMp&sq7i0Cn$lWTS>vsl3dZ5x@t)3T` za#~p^bsAqq`V&|v8_AN)%(rnA-7n`lZ9_2|aOmV1(&lRO@v+w^FUJ@vxst<$K(Wc< zofkfl;d)G93TQ2a1#aD~>t&%7g=m=}9K9uN=ygbI zAUO(J+6Jpj}11DpqU#2kgj+;k==PI zzcZnX_jZU{5^jkMW*s+t4O6I%!?Qo%@JW;Jk zjt_9y4jE^Dg5$Aw%)cAGyi(3KOK~~14dN&+P}T6QotY6SkMrK3)?H%Xw%@)CG8g9e z860oYCi?m1Sp1k)(6Ui^@@$DclKjX4ra*od^cC1v6Lzt*I40Q>4`=Nfs`cUD`N?usiR85DXCgb9-Vt% z94CoG!Qr{JZ>%c*xZ}D!x#g;3$9^>NHb>w^dIJ5Am= ztt_y;uX8P+Kzn&6$n7lm^08*#r=($vU$Ez^KN^I%&2Sr6qOCkr0bC>eN1h#~UZV?% zPfPE6J{!`JEg+goar>*b4g1v9HE+SDqr#gPZrIg|>Nq!pG!H0XYTTk<5C$k;=oA4Y zhL%vJ2Hc?$Z^VZyPa<&I&9ZV(&4GMlm-1ZNhjUVy67KKr1C>o>3Gyy7Y;9q__}b+x zh=-0@15Ao+Vf>c6f`0wj7`Cac5l;TH>JEV;&7A$!mO~GD)X^z1ziVH0sC438r(VAe zE93yh97b_ObGKw{iB@=T_WnPU#S=0Qlxxo5jCa4g_>nu8)I_rbZVE~XV1JkC$qq0m$j zUbqn42*)c@#d-SBHZ?f7b(0!hfcz)&qX@2RIl;g{g!+A^g&LX>0^t%SAPbVHH{K|k zkYtY3#?YpEYJ{N-@wv&Y+~(yzYa|u_9jlQ%E)E1}#Mp4W8MwZq36Bsm;5@OywG}M- zzBfAFSOK}hfYQN}t%Jo+5>nTJ}LNZl}Hu+v##$QfY0u9h*gJpkitGw{ne zLJNtMoaD|`DI3Vi{1rYpHlNVZnthBp8Y}9q`o{Nx$OlI60cIMBX>B%}T!iYhSWkS( zbem*%eAEVXu}g^;GKLCl!ZH#zY>XF9E8neZTQ@dl$$4Bv&HGdRJx{hLx7D;_Bc@MH zjufV!>Va|}L6R3qA0EL8<-hVf9+Ep{jMkfC9t_VlU;Nm~ky3dXSLxoX5lIa?O>IqB z7rxtnK=ty0fa{pzuR+jhl%046dY!HYrSFr2<6RlV|8^jr`5`6`szy8>r;wZqU3YQa z;SUxDuAphxm>^@910edwdW?T7jzIT)Vfn=`%K+ zYEDx_st%*Yz&V8PP4j)vs;MPbO-@g^YPIF?tpe50ZIMDauhwSkc0FR-VQB%vp?ZB*o>J4AwW^iH+$Q(kW8I~4_i6l8VNZPhshY~>fdbWQENmZ>gqN1j z?x60>cJ3szEQO__T@6auByShx#0?kH!|FK;I`SpB)5-jO3Q%5=$h4WS2cg;{A0a5D=9|%RcLdBH(PHFGAl}o)tvnDN*xmIV zZ_@@IfId`VDo->Q3S8Bt340Ap<5qHM%~Fw5q421n_$ z5MKrX%O7n>t9*2c%#s4*nPz?}wjBsGkhX!>*cnel3;CKGz>7Eq?u$wsN2x7d9*!t? zMMOP_a9sL6nWs=u26}wAp{Ti=gJct<%-8w$_Ya=-eWC~aeY_|X7!q#y+WtXZ;GoqL z+u5Y8>+jl#8uhT{d(bVX*o z1E_@@?T^8akGpKlIp3M}_r|eBDUcw-NKZB=oh*l&fT>s(!UC9g;Xx#0*f>1qn#5j1s^vEtMCURQ_|E zOctB0E5%G<@#Ax~KGEG7_9Exw8%x3_oMyoKQf)!-3fh6r&?pPG%ixO_FTkOi*`^%g z6FgY#{`j&`Aeq0=p62bT!;RDvy@d$ipQd<*tWsnMZ;c&1-A&JI*IjZzw#zD}AOrgb zC1NUQV**GTpu{u4e7-YRblH;RQDQJVW&T|s(rYnAEDE?2XY+SGzvwtqX1?xOupEZn zji$Y!ei{-ZGYHYQQ_B@Bf+08RPDLrVqv5AjESS#ZnyR%5a-A#n%k8~X%#BuO^`dwGed4aG{GkD&R((2F zoq-dfO+0@}-aWio>IR@ z*)Went|i@~?^crOXsCJ5E$i5qOv^uSd&Bv%tdzQcqG!E^a_{8o!o1#EeeUUYD#w(| zUQZon`Oc-8OmVp}+kEl9TyZlEMfiI^Ou@4QteJW;;+&CJ3|CH;XBsLDO36=bHOTl9 z&_PN8XD8sSf4|8vz0vYMVATp*Nq-R#Zr>WzKF876#AbmbUJ5b<>9i(W4M$qlP#V?G zipCrG`O0sPU)6ZKb*NYdQmQ}~hmyS411YJ#EwxpRp5AzSd#hBLPt2$`(Q#W0*tQd+ zprDu&Cc`oL^UgI&^{lRK5act0E}P^4*JFY)D5Q^(v3zoT>>?Nyc(z!fFG9p`wCE>_ znReFAGj93_!w1?7noq+#jtbY%PT(kB7`&hr)-8?L)scJxFE6h?{zA>NXn-P15fT%6 zJdlZ%Z)^MrKOXAnLN!BBXP1j5L_S~&HogiBYFw;ahYup7JQqf*@4COfS^U-WF^VGw zKE;SRa-aAafYW@+!-bTG0}s_6q=on&kTSAT*8l^#{5#rHa*YVVNAh2>nI*1IbFi2$ z0W!lpPAU*1sZH@Kfro}1^30?>c%+Nd51xq=ld=-f3MKzuK~dzyN!Q`jX%q9{&T&*! zSL%MyI96Kg<$f>ppW&>F^3vywFNALNzMkMF82<=e@h<^Z!Sd8{KjxrNhcNDTISXc) zCx!sK9?WQt!&XHp&P1P}dbuGLEoO(Kg-lB)3W>AP1m3b}VVW66Vl|PPmQdDmt^mgi z*?D~R3g`g8+o@PzU7&#%NU~eNf`$hx=_+Tl(K{6}5n6G^J`N0iAQH1t9knc&fXTxNJ+4yAt!>_0@UiOp00G zhL<#-cf;G|wNab#GSf?@kGmZN63OEV2`oV|=O4?D;cAL~Yn52@hNT&P^d@y}_tsWCmBx2tvxpzY+k@llTu=57BbUR{>0|O@9clux zAutw_T2M)}?QUiD+kT0^wZpc|t`&K(!a)b1CePBJB%Rr2@cJmim|th#GbO>sm((4( z;J5loc(gIfg%AS#=6ppObWhI@&3TU1a;XHNggM>O0tljAlpNt2amhtFyoW$pv;-OB zZPP2K&n(mA=x=BMm$&MI7=O1fsqR)riH_ZI8qZ1uxv(3Z<5Hhh%O*|t`h7!hI|I|z z!|9!t7;bRJ)Y>8ZhfLdBR*W*_aj9*$OCIv012=*X8}e@QF)Rzw`FmBa8&NM`GOgaw zet(|&IChIJFz~6ZTDpwuF9KSOhbr0fae}rd5CMDBwgItIrqC=bg2enciswk**eJmp z*E`Yy0S*V70IYeY`8EW(d*o8q8k&9P_%JIW0aOXxshpAXf*@9K zFK44KN=aDn&;h`ZW?=r~1{_G}O_65BV=0>a5O{@$MHXJ^=lL%B20=W?DbC4 zF|NXHgq3{1Pa$!|kl3IW9W6WlTH+j&8;M8xw^QwXt z&{sNT_|FPj2=Jn?L`lq#yHn1+=o+T&oce2;sEw~p_g-vy{yfXimnP7Xd z&)B!F2vR;JS5+C*FL=N8scM9QpMO-fmD*zG=H$a5{%phPt4B1TF0#QuD4FF^gLCmX z$&4Grks|PZ8eeS&QVy{djn5Jpk!M;Arsr7)R?SCx>U!X{-+NK$%)^QmP}_$ws?I@;3!L4co)Y@+Mhw0pY_An z^Ag-Z_8Pi~FwoaA{PT^wziyv$Iv5$zmFm@pvuBjTk-c?#>wT<)`CXCGHA-;;J}1Np z1Shbc57>Uak_2@0Psj%JW#(pt7CK25zq|g>01;v+^t+%sT9G=yDKig_YQohc4CY36+PKNY~7rfWF7 zH$`H()vXUVhi11Hhp_*ce>#8Iz0m%_tx4bu>@OWaT#wFHsv-28#*)^TB({z*U?b7BUTjC!*pF| zT5lB6xX~I;aD8w1%!US}(d{T-M6 zhcxZJ#)3JH0E#m;XN6Ji|N8m&j{CP z2UZW8lG()OI5Y@z4SMWZR*Ht@E?ZOeutdJz@GUvWneQ5L%q`6L za}NJ_d<6?w;wnIxu235FPwD<|FUAs;LJ1a-mX_}O$&7+>GoRs$y1Q$fxu%jWWAH3h z5bFcOb6Zr(^z`(?>b={8aYc(yInKo`SODYjn!DdYeBz0c_I(aGn_uPs_BLA?Ue*!<1UbQ%;4nrj@p8JNQmP1ipj zj;{lcvQ%y*{k<>$@q|+j>^~>ecdu_F@t?o`%LRY@>z}VOZ*}oG zf6E@~{|FsPNvLb)}D_ML;)DE%MFl>k;2Ph=!WvcJ~b&Y?%Qd?Y# zIl4f4ZB^m5!hd?ojk^Cogd>d=UEsP%vn2Y(Uo%3d@H@CcGV?>0;jiiYYnXq09i7iV zNAW`Aci+dT07t<1TJs}z>?Lhi3eNTMn?N{*3L%DCUbg?#znW%bV!^O6v{Br+>wV6c~61rDIQ z`o1O6U4R9bBU&}>-{1HjrxZk$i0u>=mE_SE`ZyOSu1!nfv3F^B=&-*tx78{QX-9FHmXF2&nEvUG-Z>{LgX!=LZd8 zxy{_c1w#~m)Xe_>8`xiaXF(F2l!B6@jQ_Ij|MUL%QyH_O0`oolv)TXey1!&xlIji+ zKFlvupa1&p-{$wqcWO0qacIAx>QdAX=*elI zSO5NtYibML(XEoRH2-X)C0PRVr9LctyF^^_Vwv`<!VsglrVcgD6RLU;>4ESB6WlUe^(=9>!NVdBW_ zqePEo*8jzPKYRVG`2uC)xL^6pu?rW&z5;m>W)Cy#CBIJ~x2&Obbn$(9y9?NjyI!*c zr5VC)vi~ah;p(}N=%oicDlNtXv*y^{XXMU^aogEI$4;CF-pQXJ+pO!It&_gQ_eb)i z{bwdkn)Ej=<2m-Qhx4!v%@)r4MNVCARJ>kQFu37H>ttODy_c{UBj34sUh-{mo9C^t z`1GYdjQwYkDh5%ot1PNAV4PwrobNg{)`$K|l%Q~-2rFf?fl<$a1e=y%Ma-H_?;O#? zBcRdA)8tD2^SSbuYI;U@eMb}*xBbPaXA(ZOmJo)ODkIK#J%$*Q$;}>*mQV|;!O6ge zM)#mWQ*fP5%-1aS#rNE2PLLAH*>=|(AHR0zbK^Jp!j`W~p0v!l-u9hsh?t6NFJyh9 zeL-@3wU23zZ$~?u*WOHXzKgPbaU}PFKEgrbDHp>|GdhjI^HfM6$_G*P2Ggr*f<4E% zO~_WS53()OC^D@IV{1cGrt1d%jWB*%(6B5{=JTk1uDMcYAA!M5GG;%AT}|Jg8$2Y} zx_MbEt7ms`@!|2!@_j8V35WbQC29o>-^o~sAvY1?H}`_}&0Q}%LieO#6%PZ6UPw#_ zL}=c$k4s#xL;Lr^GQH?}YpGMl-GsC3V!9#u7LEtm97nv&mg>HnD3T?h&~kTqRY46< zjXYxe7u)VHW%KU}V_t&Mh<4@__Co(>*?Hd9of|>tyKy2>d^gedaJ=KS9ZZyG$qZbg zqN1FhXBw%Zz9ft1ygXM?R?x+{>!W8)*$?go-CoR+M-{bg!tOCBS~x832518{&nCTt zr?weacO5N!=Qej7Fa(OxE*%Fs63d}twFA_fhlwf2X#oUt?7=!aK|ya8)J&nKlZ7Q( z^=Bft(a|4_<0QSR{PrR*!js@C_~S|`opJlSFNV31NmC59pf@=#sp2IeNiUgeQnxlV zM>m4PoN|P;B%+!P#LSa4asJjJ6q51MMUA(#0No{^hjR2ys zjB6D!j=jV+^0Cjb3a9Sc$M2lvMdr3=?)wd2slbDTQq%Lw{)xTCvTx~JY!vFuQ7Akb zlPr)+w^M>AdQ~_QR3c%jbM8Z>bB%7fZ4pQ#ajM2UeBgTp5RWZ=t_u*PJWD-4*zx*W zW3Jpu)ky8X=68r>B2FJ!>Xke>rV@^R-lE&TVP?=D*ivG%Ft6h4<+>}-^hty=9&(PK zG?FWw5FGcae#Qo0S!TCccUSQPZk>6Z^wh^9!sH)lG*Vfx*mlYSOrMx}Pl5Mz?i6lr zkMQeS0F%_%HJa_z)yIODs?B{xs}ohR_8j^0y>ts{x$w`HT^!rW+K+Q9iH)LDGfUln=|g1 z&AW19?}FcDtJFBo6EoU+hxGd)f@gPk58LXmGU}^@rYrBVLS8@7Cs#+Xq2G*Or6(gwIC zOz73iILE#3hF_-4L@{a#{67R8EM8>zbadnJ8=V9^_!ckJjQ3_{X3$}AOiWFvqlMxd zfltnRaV3R5t=jucgZf>cQA%Fr?MX(i&k?SvK9cXg>*TQ3rQb(8MH;lf(zZN{$>nuS z_T}Q3(o%0riD;X=)s3e`UldoHI}gtnRr;xe{f;BUcU3|Z)&{!KtH9Izwimk%URVU| zb8?nfW_MbAFqjb=_--D-y5j)S5JKd^D>+A2Wwf-s11cdnCWLM1%%4oZX~)^*m_D}m zmAa{lKu#Ez#(?gW^If7{0w2pQ*X1@c7!=fCn#( zB~W2LO+&;u#cPw8myYlpo1TId*?6K9esqZev#SltXqD1e03k9x~ zCQ-k{7b624e0-^+0n;CO8tBA*AF0)aV>(eybgJo$dYWnez8z*U`Wk{+vPm&MK^%ZYJ zjA6J0|4XTW+vzZ$1AH(?cTsL`FML1JC9ktY!}sCGPYdpsOMcz6=TOFI-t3-X*PR$d z>F{<|hR9mT2}!|HeLt+ZSB}oK;U{~ud#PTte@FLqbr99}78OD^%GZ1w?0OYgh)seb z(ss_Ttmp@HYF`PJc|9u#Ad1vuSZ9vSe&72sGBs0lEHzrWv0JCdYJ(=go*Z;i@mj>5T#rexQG3sZs~V z*d%ITfJzhcR#j`7CqDhtsZWfsy`?#N@*geybJk+R{72#H4jtN1)153t|0foWqA6qE z27%JZaC=g`@sN3ugjl1CkY|qOc+#Robex7X3~V0=fJO)yuS1|dXbbdW^LOoPJE(t+ z9IFYSEMhvAj14eW%P5c9)wU{B#@*B+E5T6gw&7Tj%dM1+3dx}hsG64xYd^E~C&Zu& z7od12_Ch}M^~eLT-p-(7z+ktM8`FZj*-E_cFj4-1A%7X!w^*z*r#Jj+Ei)}-eiHmj zQVB>WBVRAdR&hV~A{UbqWnU-T6WU9(9UX5)&d2g&k?hT37JLsU4%A@>}$53l8+0bUz<){k=5>;egj|;;>lOi-Rx25aPmkws2;jY1@%-EqGK% zYX;n6`Z&3ORqHu&Ijwci;|hfl24_|i*RL0wsU{t(rT_&Z+&4H3FOqLxO^sDjb97)o zzsD5*_OipGSaO<io&Bpg4H~r{^OhmsHT45({!%V$gW`N4ftxfZE(RX>zvMI~`1Y zs4+A~aQIHdFAV~)xb$@k)}a2?`#xW+ZHvChuaBDd^zISN2%nKb_n&;2g@v~oeu>I- zWqc_0eWl|F>}193a;(DEE6XW7ja;{~x5m5$Dl~{qiEx@lvK;fXap(>FY2;P8)n`)| z(wWEl)qay0Dc;bIZr7?8=>UoIMLUb!T9YNHimWV&Gm0+`@1iH19{wQf*{`@;b{J=L z7Gsf&ZSCgzL>kbJ>r)eY5TnjlFuwIhrY!Hv<;&-Ktv)#D`^}-sUYDF^aI$5sMPV3x z&CEP{EiAk2SIk>6X4syLZ;AEF-_pH$WaR{qUp=w+d&hjEvNC+4PZXMLam2u4EatNt zjeVy+HSsVcf{_cXI6XmJ2mWzzW1A%t$RfIzfF{fayvoyOH+jm z#xEKVp3oTs!`kG+K=EWcJSe9zaZO-sduGKEiUvw0E{#b)(4O8w>BN3u*YNI?i4f*= zCLTcK{^00311e$f`A&lzWsrfn<7gB#15il6-P`q6s&q5y_hE*cRF5%j;rni8GDAQr zSb*YCAdYcNX$y2vc9ap88siqD)a(+;#ZIwO2fhfp#qUoaX#8cBhL{Z0d9Z>LBh8e= z^BHb`y`mIEa>F)adv*4wUEbV3I~4cRzWtt);%u_IY<%R}tNaVMH@%QVS6nV2N@yXc7?}u8Er9N2fMf7QyZUXhcz~W*I^z=Vgb(%#Aec>Erhz zte58avR#Kr)>hbgbVUZsqXl6x9dAG4o{WxfRzAzQi5LPHuJ)0~{niark3xFEYL}f> zSN@$4g?~2_As1|Kyub1Bm?hmZflb7IXS0$#sLc?m79-zW<#xnBrV_I9nJYJOu$?== zA&ptTy>rR2&=yOy%H?vGeHLb8u=DDItxxA5&d&N{TuMtPOqNp7&tED8-+7K-twP2Y zg#c~OF=}pg6n0No04rs=-L(Tk6g<)D#XFq$(%7eKzH5~RPh~qw+BnM(S)~LsMTQ;= zIw4tn1TUG)ajk5oMOh(-mO3Om@$6Jq8F1e;xm8WH`J_Ga;aprdCg}tyWLE z@);SorIK51^fL{>DY5H!Ol)+ibC2rgFK|`+#Bq1IyK7Aqa&vXdChy4E!%@@zismY> z^qp(z6Z3}mFFP!9UdLWqs)`i@;~R4PgwkJeO|^qWdE-)UX01@Ufu5I`3j~larb|{m#4n}_oS!#3q^fFj(Qi_r!|Xb-3f|P_owe` z0$YrT3a32o?%C~{d9+c!aq)Dyn?!+3YTBI7glcM@AD>1%nu4vPU1q4p8ApDhMiX16 zE^+I~r^EX_tHqcv_0&8D$oeGd|2@CV?fkZ&8K&+zFS1B^*8-Otdb=ceeQX&1##LP2B*xQ?{L?Mpke1+; z{o1GPdP_)ToZ$C<(K~LTt&myScttCuRozWyCgE#a9;z$damh}B2)TMZ3^r-$r?CvN z39R~ZdY-}?w=djo;1bAzy{*QR{xjt?Zf)3Tv3Q>1HI*uZ=Rodacp1*#sh6gGCo<<+ z#bqxp!70ZfO#z}GA|I3SwHMv7^LrNPn7|r275aB18U;%f;y)j9a@X+&JK(0}&LD$T zES;4(!?VT=#yRFl`(X7HO5QfTj1}x>`R$aX`_Ju E2N7}>Pyhe` literal 459728 zcmb4qbwHGF)9xYy(ke)Yh=6o=NeI%?9n#&oq|z-Q&C=c7DJ9+AxpX%RoJW7}`<<`; zIOm^b*|>M^`Rnwjef{vs=mjzWL}0)fyaK8q@VKuA6y&~vUAh`=j56CEPJA2RHN$wi*E|JP3fU$pc60V@A* z3%nFweES|m_utoj$@u~qg!ZU~`2}@msSN(X;GAzN{>bMaX5`SM;p!7(U6UudlC0dFo%o2_)+}c}<73`Kjme-L zmlj;TVx=3kgu^xJ|Ll&LEd*cCUF7KcuU$P~veP&jJujUfYwq#ftIo%EE)2AD2m@kT zh*38(U0v;H1i>~7>F7h+C|Le9#Bh|ni!wA4@vJ@4A4A7K$12GAjd_iJ9CYRO5?LyZ zV$r!884@1$-Jkgq8LrhEXq-P|{Leb>pk9N^VQR*nz7-A~dlH zHC1SUK2y@~veG>5ECVwIG$eaeBs$%aan`Zoo{4N>yYRgacX^I^`rZwwE4k5g+ye=^zD&4C>v8T>3%Rl>A{?|U@Oa7c*r@{XJT{4RRD=kU~JW4HyA!~o)8?BE@yBCy+ANQ(OA^*S5(^cNUGs{fR z2KwZpe-UscJFGkvZdda6eX+O}jZc2@NU036j=SheHPwns^8(XTud@uh;M=b#;je4G z`U*>l9r4~I1fE)+ZlLB?y<<+QDf6DSNt}x!Yc9XTNxiqFLb#N%1mCs7#k)0UN8@rH z;oEEfr=JhE&{29Js3x#**Vx(;zvLw#MDjGtZ#U<%vugsmdu;pjw;Xc}VPKO>!M3M+ugEu9<8R95M zr>e5up#2F!I|uuAot)g(7K7pDvbyetCbKi4ZPEH+r)!$g9H zCMOz;LOJC_X=ZB+mN+kaltAj@Ypi~k_}mIQvgkC+MX4;Yfcbj)FjJ7LI+Qt%;A%a; zl8<6FgC#1PeigMT1HmV--<0LF34%X8Lvbksv)%I0S&9;pNnZT@$4GscM)b?hy7-|U z*%E?kOCcwI!AHG?1U8ibuv_#?0-sP{;+)GNBKi;AmL&5rS)~yebYY?Ep;gebCPdX5 zjc!OCW5-CZ#b_mBRun%{WOTBw2fF#R=I3-$0Ua!6gWSg4)WZ2Y=7L^5C7L&K0*;vX z7?4$IXPvT{EHiV{w}NU-FMKrfWOEOF8HRre;vW*^S5@AY!q9{)wSW){S6kkODs68 zHLjFq%wPGg>LM*udpl%@Fpt#+tAq4FN1m4}|E^Hf)|I zb~GBk->ghfUtBsGNLac??xL*rAxzw~g;hzTpKeUoOEg2glA7mxDhmE)(JrRNSe8U8 zoT2pQg4p<4qaT_RqeX)&m?`TW>cNZgI3uLTx;=`=$Jsejyofc#DbGHmpucBnM|F=4 z`MxJ6iyixwK>vQ?vx8l^iHakhiBw_!A@q@Qa3SWippCQ1oU=E<>ROL3X;Y}K)lIa4 ze@TBz_K3mr>FcAU*e>|iZ*sdCgRK<~0 zo`|Z;U{GFjhCkM)t*qLJ zj3g3*cH%x}&>|~&>56?(bf$VNww34Mp6Q5-z%2LPCDxyeh=&~ft(C9UmZ$rY-s3uJ z#B6{3)#`S?VyMXv>`f_$ytwc@`x`daNKQ;+g{kpjhq~cSaa!n^VA=u6{@(Ta(ZTP? zX?ilA_Q2+To}VZPE<>`p*`-mq)5qzGMTAw2ZgRG3i3`y41-a`BLQpFO!}qPeii5sk zQv1N*wZ^?a*{UmFiTRVJWKe+*Z6GY1eY-sSoQqf6L_@`tMUqMFk3;+tqsg%!WpRsj z;+ii)zPu7GPzp2m1df!vYhi)_l)AamtqPTchBLAhA9o|%o)(pr8k*^&EwDP=X$?OY zM>>Ke3(L!7u?IO;)~DP*o(wz9+~d-9DEs`1w&y{T2*f5@4b2N&@G&Zl^Yw){qeh4>WcGp^F$g2YJ-=dhp&HTlOnt|t1FV4^2r@Oz1m>y<0Gv6CEMe-`Y z;HBN(*bw-3+*}hCaG8cYJa>rm#aHN^3rt@Re&$Wl|N%0 z;Ek*pa>9ve3Mp6BuwK3p5Wv%3vZZ5aSI^mqyXy4VO_4NL#o+NLrh@2;WuN_pWX>kQ zb-eCQWsSxB&kp)E5$TV&_6C35e4uRPQCwQ=FLk)(PmOjgSFHLV5dD%7Q-il@Hce4f z*@4zt7K2VUi1POUJg15HbS|ZBVg7gO4lmOSL;*oh>Jnq;Pv}l1hkoFuYxThD-(U27 zJ?Ol}1J{q%yM`wkZWx^U!Kf*>rRFP&qIVhQic&<#r78gC&kz?jRAYkk62OxY>!&HCE-O4_UK%lZ7bEOj zp;%NoQ2x4`FR{^LN9d$Fm2I{QTkyL~l6z^Uy?geq=e!Iym@t z_$dki0BSDLXBXyP;kFN^~!#d0VhY>w;VJ?E_KL` z=4>g9AMh_7%O31poZs{3{lH{lxu6axXx>yMH>vel79ua5`rUpXtVk|w>*S~>=j;`Es1`*u(Dw^PlF&LrXDy~t zaHIB-|0MvgKl3GA!Sz|Yd+*B1f5uI7w4Z&E8UJb8Ph*j9Vft&VBeg!^#TkkeGR8^g zNN*@ZN!&rR@ccY)0ycr@=X60JPGG+j_LAvV9B`q$x?hA{ZQm~Iqyk$vgfNz`eI*wB zCHzbt)NS;prPa4gHA5$rE-bQLr)1mk>q@vi1Az4sLGRiPo+%Gm9q_n+!zjVX5$;IB zKlQtF)h|=2;$Z*wYY))^1qL|xU?_U;&|Fl14~MhSmOA13B7|5SoAlG&t^S?{qi1AU zB8j-{Ct}>feemSh=tx|}PI%jDRjjq+?)k~*tz0qUy?9rHAStEEKan%Z*-U}@bP4vQT8 zrs)FEeuYG>!_(~4!|~VI$zvNvsg#?H&gSz?j?H&-IxJE&_gX3mbyO4NA~*ZPXci~9>CF|1kUV=ecJgmCE+k!g z)rKFOf$Jyl@%~$?HCweyC1X>0ug&aa(3hW*2+A@gbU~r*W6Ke&-LXW}<=GmkoNlkL z%$*_~hn7nj29sHWJKZRhT#hF)f-ujhCVMC5<@EtCLb2FmP8u8xh4{@`Zh!WoZiszY ziSI(VeTB6n0=9nT#DV7Rt_-I~6%*m6Ek1kvGpw!wfforuG6z2f`n)l>cYXFtxa7jO z_)^FVgEx`YZJm)+k0VpX|4;+RCOlX;`pH(`0;1d!K2W}uk<>%R8!7wulGS38+8Yxk zVApMeS*xB`b$zF z=^uq31LP(2h-aBlP{@(*}a^#mLd)7Rp%Bd*Z<82sH`xrSr?AV)} zCzonXG1kbwVaF-0?&yt#6`T?c46dI9vx46Dh*jtfqe=GDjO|^}CB=)uHa`n2Rp4GD zm%7STXEQmwB3|Mr_9F+2k3^XuPxWbn~O9syeZC z+FlqicBn27i#R$h&6PvhCIpINLBX5ZLe73SCL81aACE_oEiJ^?#X12RC7I2Y0iZU$ zafR2jcimng14UnGVh3fUzOH0oO|rAC9c=zytj2zwCps~`ERmNR+9&@NIDNZ}{IF3y zZ}WWuWK1B(jbjV!4LjP}wPx4j&GRx0#be`kA`#YI6FyIkkNY)wgNGv359E0Xi7=z5 zHLR53#@5~!5twJtyleWr))HS>KM#o}2cft-d*c9D0m-fL{QO>Zv|uVqSGji&|Fk%T zr1yGx*-yphZT|`(E)vot4Tb#Ua3k%7)XO9c_ZLbI4uM5L& zJK6;IFEvj~_{H5UM&#Sa11?T}DWz&w1yMa!e7h3pAx$N~0kub=wvb*dfms3%DhZS% zDG;-Q0aW*LKDOEk7qjoTP5MYbJf#x2mN2jS7)nhg5Dn$0}&BU z2JUU3soZ_AlNS2svpJnq%^IJVHgY<*mNsqs4elzhd3>W<;xDtC7PqnHh-g2Uh#9^} zj!3OSw7Fm3UGF+Swt;%Mj1)g+_zdEZZGJ?@VUX#VJLvi z6s-GvpNwKX_}~9fG;yH*u*+MLE1aP>eeoV(KKF+Y7E;u6t={y>S6A1b_DyRiNK;~?AYc}23fccMbUx_AYar$c z0-XER-l3Ui3ztAhp330Hf!-+841~S=?y|BU08zcqbaz z%~;0Z1YlL0keyVj$5Y*UT+wXM<~xquoOJ6`pYcjXqQkCDcQ>Qfd^bzRyL{!!3o`N@z_ECv~% zOr6)u9X}IZ>|yBk$E2vL3HMY?_-u6~AWfI(ffb05A})q=h=^9jCH3jjJX=SSYV>-P zq#9w1F#T%sMUhK=Om|Im$5#GouGsZ?vBzs)s~t44gGm}Mrf;sC;rl{BIB-#4JC%BStmSDnaFVSZCA@+ zXt*A9cahARJ%y%pRml#)hTo1f4`sm3;W~la^890wm<9Tyjv+_# z?K>c2fH;zeV0xVl79(%|7BBmWF4vu_TSM{S!Z^0tFXOHSR(jwdK~w|bxir;~t4bsk z+NAlB#TR#;0l7hX|;Ly0d#w6aiCt&uJP%8dW@=x zFK^N4c6n-u3OI60)8YuMVU3xMN*q`&es+{B2$^GEn_l_Fn$^jru4L`0=lY&&ZsGJ# zJ}w-~RG_(CFmS2hVlGq#agEP}LXS0iqMG#|Pq)4%$9pS}&9W&nkd*SY>d(tWFc9VN ze>gZSM?G!tenpTeBEJdg9-9>|^h9+=p>M4o_1j-X#r<0mff9zk%uV*6lUi=XU$4lD zX!ic_Z37XMV92Rbt@}Ro(Uj$8NezgUwT*Pw4u+bMOfDzYFvOx5Oi|LaFNI1otDbpIBh*X~5(}_8}@VI1Jh-_qJJk^mkmZ_Ol z7EqbAH9x${C9|AatTt@s2%#gyqrc73t!JjQ*=b25?1Vd#-*+$Bpx3J)Izs6zZ1Vk zA|(^N5mt66V!uJP&8;^1aT-_uqMtCSq(j%obI#x6Fb-ez7Hrp89c^%%GZ>C;GSk2Z zpfNz2Z&j}qcYUMI)2SfK_9Q?B7ZalzG-jy3akVskI(e_CtZDPmRGWbu(R;i zNsnoKa=iaJE;RLASvRRHrzRYhsUYn8kP(@%vH6=RDM`~kyI4^7OV(uCaxZ62ag%9XN5_7J=7?7A>BGOPTG@xSy(hie|+X)e}gs~{l4X1)8{EWg_Z zdQT(AZQ-~Av%^oVZL!k~hkwH4n1n01sR~Q5%^QIpqMgD}s(0TR^yT0My=Qf7Y6 zM}2yIFt%2&YnmiY4QiT__W*_-5<}qWZlgDE`rdbUpUe%nOf$O>6A=ZaV(Zf@W-G|+ zD6^Vs-|2HCGHcr{d~IEy%~z7#&ZT6fpnQga;t1x)z_?<&7_)F>YiWUg7%9>D98^bv z;Ha$`$Udc{TLuRdL2mBX%*iu$%s1DN*t(PXxQ7jz9nNtB5at#C_+-Y~b@KJ;Ni^HC zM97-3GI8KAZWTYP%dFiS8%|a8BqS2wz8QmO9Xcc)cPlFg?1%dOyDjPnFxw@4fXfG= zUUbWryw7qUw9^cOp08#OxL?knxp<$2_H#M!5uJ}KByh6&_ZMmaZH?kYL`x%%iTw`T zsyRN>w+#&?kl!ai1o9eWY`Z5q!%avU+GeUNygnMe#dVKY#k4KGZ;%7g2|;On2c1gb z^McPE9JbcFSrcF33&-n3s@NEQ&k~9JxErqTruF( zxP~q*Hj0<~jDpwc99$A2zOKgK(LnK(%Ssu7yL5VPq+^F1LyDMUUI3KyNGOZ*A^~TW z`I|~OPK(`5i#J@v_8SLrjdxJVqQ0^MC}Z07l8OT}LiLy-Wl`j0FNmiF&cvNpNpi~v z6Q&E}*P5GUMb%Kh-VeR@@+`2j>NRCq+c0jRnoU-2-xx67*xvkXZumi?C1Yf{kG#*2 zBWv&IqutmHZf=GObzfN_sl7>H5ele|79wOOT)>vmB`T$d7I8|(RdA7xghn}NPC*m9 zB`Qz-({IANk?Idvz8K@gG@D`xqZ`0fLyg%FKujl2B#wPd;tAFA3uxhR| zR~-nDlZ0>A7^&+UohCt;S5)*gekQ8R!dm5wHfYiMl!lo|Pwq1%9&UGh`R=uuRyuAcHV-|53Xddt3Ctho=E9{ z?U0ld**m&~a7`Eah0*8jR-xPL)4f~;Sq1r}Q6`VKqAvGe@|u^x@|Hwmg!bKrFtfbZvUD=`@A<^wKLtSBoCZqUDw=dm)&B}+u4X^Yht=cOgNJoTG{L7GirE3Cu$)V4$_9`5LuK!-&LUv+?M#|mv4~pVYb%Rz-^Kx6H{?zij4lrGx{#*`#hQGC>*Zj8@;PD76zg|D6 z$WPB3hf?&kj9+|AbAtC8&9iY{Q$fz6?1i)L@Um>UWPxZ_)lY8M)*$itVSQ(5F4im& z?o?f#Rah29Sz+8krTI~Eys)$S<&XL1QW{Xo(EB5%ZyLxNdB{u@FER5Nn0)4n)2q7u zmM1X%eCdSWGMp&S`*EM`Y%fTS-STqYaQQGhKIA-i1A+U^o}D` z&ARMx;f5d{n{ldX?%sxo>BofG&`oo*H zk5}Df3`#S08I2L+cg9}z*2o=LOVkB61oovBm3Nd1@4nmFmsjPcx3YXzQJQEk>8qHm zt-XA)rz21rJ7)L}=>Oi@#RQ$4ZCGsUz?a~p_$htVVP7?m*nSG zXA)G+4Q}S2$RmSjOMg!h?m%S}rB?WjEC`c62Zd+Xl)#r9jW?vL6fkKSF$Rt)EzJi^ z>%AA~8cC|f0H^L#pvz3_pz5X$Rkhl1{;qA{<$b-q(MJ_HqUPI1lk>W1Aa1FkhOI|i zz&cs7fXFf7#ko@)>#d~`eGYnwAGqPtb)|1P!Xz#mgXd|Q72f3cUnxdC$xpW0AKFXp zhrv;nT&W^kMwrnH1xliKV1=39&PdFWWOL+~X;t)CiyzU%u-cZI12HG$UafC^J)E1* zn5bZE`q4}?z{Fsc#4xNnqkg<~XP;S)<~!D9MP1Qc(*)&Wtjp+Ef1{G*`V~Asq&?SyG=6!~suhfI(vU8v)aRcfUqLRRxw<7q#t_ zIY-YCz>^rP}r zSpSGWVz2G@VH16(GX638n^9f^_JxokG6l@lq=S|G!uBm;+*I^j$@_+tCYr#}otVk@h zt@rse{zcPi#|)58vpY8dBz35_^2PP;oMvuwMZ-w7P>FUNX_4Z0&xSABGX{&X89YA} zyF^0AgD%bqYA!}_efwX1?bvaASosO6Z)m`9C2FkZ$?XzNpW5ekqeSu-7BX~w0dDyg zSL-}z%(_MZ2-vn>1tsR&C$tMkS$_d@k(fs7}%y4V`78^TO zUU9}JGCt1!- zyc0+r2T&}+(V4Y+ov#AT^J@Mc)K+yq*O`8@hb2;fg^uFgU`I!11tpc>qADyQxK=hc z4s@Pl+w7e8qw~|UKm)OhdhF&NT;=Jq0tc(&#{Hc1y8BRSyW;5tnTLm6RNRl*LgU@> zqX}WsE7@arCcu1kZ439ZYle7D`5EXv*f;7=Pacx=@sk1V+}6~4Kg9C4WJz&H=XHuj z2E7GZfP_laQA@O+{!msK;=Px|h|zM0u);cBYo?_HQw2aCq!4cXsa{e|BDjdb=#1HZi>vp_iw`LdBBM zSetstM2q#VfuA{KgF=~zp%AYE{F9wcaeB0h_-$KmDl7?{96z>L@U=5T`Y173SW%n` zsVcO*PLb8S|NXX1@M;bHJ>1Ut?i~2t!d>#Mk{vhmqkzX{oEgy|b@j5tGwHL-^$7ga z1D<%fA9;k4bdXOH+KQ2ElkOwx0m$YvdtCBb%SAe>C|CC648O~I-4C^SBneB81b(A6 zHyR0+2~@|K*tGfUTHY+?_R^KnfEKfD*L=tlohH*22<3MfAWSqZ&%_0h__UproD-O- zm6e?WF(!QbkmROG%ACGqvO+YsXq8zEivL5cYM6C-;isxEp zZ@lNh?TukeCXD4D$U@rqoN=FS)|qPP5B+Y{o`sir7|4`4UCl_9ixe5mB=Q}7mNJyr zN7H?paQC&=^-kht2MU|_dYOc{h42w3%quqOvj#_Jl~6Z@Gy|4u~4AD z4gjW1usgw~;@xUsUiG2CVm)vl$6?2Vxoxi6y}gmm$@JzSm!Hq+p6~JIHxH2d(@6L` zCr>_FB+l15d)0bT$t`ol&$KpR_yB#L<-4<>KUIEfVMKqf3NZGGa7*9Q*xQ*bcaXa) z-`*eCE#^ys5UF!<#%eZAlqoAsopnEs-Fi$-vfK7rh1xpX1I*Up%#z{ulPA*2!aVP6 zwE<)3cFtKlqz-;`uHfs_S`0Y}48e7)Y8fBNp4K9;rWl~wT_Xn1Ry12cKEPxtV)G3a zp+`Z~Zkl_9K1-sjg)-E4V zx*=axhNW2p&9Z?A$5d@6RBz7%2B4#{Ah$g#@Hy#%zSqIkyjyG8<4h;@0V*cN_{8j- zSsfyi=mvB?YEy=LSC(RrSCRr&-WdEk1bATyeByh=`${^2?{yP$*Hxnb^xQ_~`Zbnk z-M<5hpViCz`1A2vGKDIW`z0H=2VI!JU@x+aV#k+fh8RkqrfSUUp% zzI^$Bt;AM)azAo)^`e-BmM%xTXyfEoKluprI86{jizLsjtTa3#(0Z3KropZa^lM4H z?4D47l-EVIWaS1gKX@}os2UsD+g-fH8Pc|nW%Bl2*Yl9&P+A7nb#QBf_fBiSSa-@k z9o&yUJfds%?xL-&Z$AFXZD<;5XcL&61s_hFB;XD$RF-Vk(lR~V6P^&aQRS^c!K4x= znCC4qs7IR-RW)h6K;#MJ8s3ftW`^dnxT+_>$m$`k!bs4hpecxxOGjBd;MY_)epcV4 z&1gs87+kF6C-J=8k;&=dVOc!103mmZNKx&8fxf<12yt&OrpmWwwe~kSUk4~c>1vF0 zF-%%5YPfW}-c!>QwRg`U zw=DY%_c(F$a%U>h+&@GhEL_dhv_>@X^6KX)$qRnm0|Pr}#5K`qY($jKb7=@oYjTE^ zuDCJ8nH`MI@)_5K`to0yzmXws5!~;bbLr&2Mmj5T>sw62vGKG*RCzReNC-Qp{F4Eh zqg5!yP9YQpKqF5!cFMN0KDx11mgrzo^v=~@%JBuzi855>Jc*IJ9-AEzNu5E>5&l+J zgi6e#9l7RNYFMTM%*CY@P4b*((?TCDE`@&;^u=Z0Qh&(c^_W9^krg%mE5`?A-b zmsi7DC`o5|7_KV+3)R41-{J>#q2DqgTpvcTb_za?5kKe1N-yn>hir0;?lBpt97;ut&=RAggPMuwH2M-3L8EbqV!R`j=ax=s(zzT{|dPnwT z(P7A;Xwk_ZFsxU-`}n1Z^GngOyPL~MlB7XkZm;XFjXq^0A2=FptlN@pFO2P!EtNda znby*PzsT@`eC7JcuEM|gWflstw1E@R2AU&2q0XPE^4^8qy0rA_S!66#< zcYai=gPlurQSkzE>?Q5scZ4#o4&@RL}(eYK8q?iU9OY z-J2;UX&Xq^s*z4kfN5F=C5Ob8i?yM5J#iJKA$ZXF8t^#k9SP^(hR(WJ1}8yZkrmOt zd04|Ge&TG=J!T}%6vx@}Bi5$Mq{8y72f77Er5GCsP47#-DO*$ch5lb(@Y@lxVXNHN zT2@mP39_(m4tJmv3rs=MW5NT3JH-3uK^D@(o_{+ncI^EGh!}g*buK4cbEhlI*+ly& ze^rT#2absFfU?s-JDe~HkZtpHt{U7@gC=%V#nGaW%P9&*U3tA~tpQ2+{}dqqOPh|z z^DjYqSjAwbBu>w#a3^+aQ$YXyo34hN)qBObkHNk7F3e}bE3d?R&O z{~z?-f28c4eABUi;>xdn?$e!{!*PmXG!=q=S*!CmA415m-rK7DXut#j;1}5B;(v*@ zjDIZpfejX|9(H{ zwBz;K;nB0=^d_Y8xy7YdYX8d}2h6P>zIbj?2BpN{+HMO zyrFOS8T3D`v3~g)^moMmpDhU@^!uj@{4Xo7BW95NaXd>vq#z_O!5uC$lpvj3Q93Lm zUZBJ>HsLGrwL{w0slqIEu@L-Nar|67gl2RPJxfc3tdt*#mz|Xg;dJNwZWp5KKXLVs z-ON37RtZLI>@|8nIR?oTsbgKijjYskUE3U==b)Sz+>h&-YbmIz3JF8T=PzcYUNHXx z#=2ZlZV|w|81~@tr9cU|X(2gc%rv_(Hv&+~O3TUOT}W}(6{gy>v?SULOMR8Mjp@4RQIr+ z_r1DWhWibpxcKmDL3ZgC1^C{AX%(dbAYh}WmgXeYi&2>9+w$=65O#j(JuyG+JTzm4>bur+z;48nynAp!bmpNx$8EV-?IyaH&WU#eU3khZ zEwvVnbE(?j8P{hbaBq2<8*@0|PPXw}QpG1LWm}|*zXP-;ryXlm)h@f@mWf$k-`CyR z6F^7~(ZTe8px}?U+imrLqW@vI%}`%Um+tBg*!Az(pesUt+$ z{-5ZY zJZpyF`WqX03X6)w8&p*DN=m|YVS5yD47wd>u@?2`NB1|5=O!E@X|a%@9yxJJkmcz9 z?ab3d@_ggnEA?f7B_wkzs`ZVXQ#?HKDynhsAb34|iy3?<6MXr!S(XSpeCoyWehf;= zl}gK_7q6Ukp&YpbPhab9Rb@fNteUJ51s@z4<=UD`X4=wh<~jHFAIExi&rU0fb&dt^ z%7#3ml$qY`f3P-PJ8JWg7HKjTjho4sIDd?)sy4T3l3+?2#GdBN;?!zFy{=`&b-jaF zal{{w?tL&Ly3tTtnC`%w_8xBWUT9zPzD)qu7td39*75HICN|vRi*!3(*V+wnS$0z% zpr)lY7*64yoSJ%tgEMW>D4VwtB~H@O-HpJ>$*G{I*whGx4v?de&I&WKCf`Gx6JMLfB9i=T4{ZlPxoY>kwMlB8!tP#x~eUJJ++*Z4AIlW&P*NzDLCV# zDX~_bj!82V3T~i+%Ws+9`WW=eoy4R)y$0?IiKEwMnO1HtfUS2zJnEmYBb*<+Cz~!1 zkD4g_agW7{N{1I4xSS?uO4#w3@Z1G2bEXKzijgdWpwD%h4dAe}A!3GZ zB2&3zX9w;Jt`8ltelm`2l=~^T#A4YiqR9hkbOq}+?h)t98@ju7gZsKfM&GmGNxkkF zs=?%fbM=8P7)EC|zwpWBjsBe^IV=WE_>Y{78Sbadfg7_D(LEt1fUa&dCYmFHSUKpH_FKHybtpYUGtNv3m5)~Ie4M%G0(R{jVBY|7Z>Wz$nK%{)yNJDWL z+LxDGN49n^!B+=M;>u3wF$S55?5smPLxvnNb~`U`ZxL>8ZpsZ$-w_cLae1x3r;;D7d-1!eD!YjbqRB@G>=(q^tL`_4Ci4Kcl^NUQ)&+;!otg;^hvQuI0Eo z7X0Wgj-;+WcXNBkVsn(@HQ-A@(RW46nC**;DY3c%d~42CKxDK%!=I15-s zYpvEu=h6Zu1fB-Yw<9s~{U*f5B>CDlwnOejRV57{v7+`>W`3-XH% z%@v|+q`^I8i;I*$5`O5>H+lBTzJ9%qjEq5&2w@4ZA27ceTat3K^+{jjZHlaTaCL5* zxK10QVyE%bjG=;GJ>Km>y{6xY&~5#s<3?OT*236tbSd-PRaWnN47r{JdBveC$5eQU zG{&jH?j#;|JVFGa2Jfu>1rea%bF+(*M!u|)WlbJB;PL#nSZUt8q^%CYi44u^{Bhmw z8uN0;x5}4a3kT%vTuw!Ha`&PbI>k1gGqVBoeb-5uLFgvJ*A)de6F(G{#XZs) z15u@z@rDM&(0WFO5J2I>pRFvA5VKzK#+r|AUFPIxBpM)W0aN1FSflr3Nh&h9NQ^(n za>rgDZAfT{zC=mSuJ9jRrvYK;eh?wFexJ+Bq&Yp=U-8R+(D*aTCDr`3Li^R{uiRuh zBueac@@fm8PefgeKOs8YlD`~+XpA%d94#DsO}HZ>ncwE55hEsI;7)bprXG*GvnwXz zPSp_WbkopeFD1=Ilk#sEg_ z)6&U&OwL$XwWFxu9?v>n5#76dxD)42@1H%l{-L( zD~twkKq@5~pM+hKHNjvWUY8@FVn5$bwqY?DCR$%#2M;DkMRhbf?FR(~fmY{C(kR&3 zW4E`Bfm8%`O20i%dm8-Zj~W~q2_0Z;%Lb@G+QWfKz7oy%@84YyDtcWXE@$pbEM#QR zk6W%uKo--*yX^c_z}QRR9xbM?Ydl9Pk-5{p>|vPq_(yWGl)F2xP3tWsCjZ4tVDtuX z41vcRgT4KI30Ya=%e|=&*eGa-@HTA^8~|<_-CrFlDJhlPt_d3tB^gb$!UJ&gj*AP= z#l?lgYF<=Y8tu)SH`#f4Sg&4nJY26tYLpz+SrZcz7wfjAo}JmRZ)~Uo|4SOJ^a-&i zF+9TR+8m(s?9&{xW0SMf9f{F2I?YcUFuo;FJ-Zu=%Lt@@IHqA5R6eYyw{U7nvzHu< ziE8*&f6`~5<%|44eBOD&>SlZ8Pc;ul)WwS#mBduVuBb(QM=<<8X3A#V&F5!#yIen_ zGzWv5UsF0F6+ATU3+Np1Cy%IZ%huF(_W0kPU+mpB-|a2~Nef=xKZSvg>i2^0f=SmJ z(?{{FZ}YBj!`RC9Oids_qaP<1N}-p@i%VlZw*s-Vg$4tIC&cJ?&)n(nLkG|OZe62Q z)y3mwN31ARpC#$&?xrMolfT+yI$^^JNN%K63IB)u4 zH$fx=0!ga<-~B!VmWKjEFtanm%u>6B#~%tG0|Nsqo>qkj2nkD$mue4Gfb^-ozrWIQ zN5J@WbzNOoS7kS0oa%ZvC!i?mVphXTY0qS8M$kGG-lVyHV7+ z?>%8*__r2dLf6y+xDRo7#O+2ia%_59Oj((IYKk2%T#R88cXVuS%wi4zmb2dma<*5C z-1hb(=P)_1X@fi5Cg=0n7&%34Z4pmT{t>==et{=@T#b@A)LVodM;`P2J%DeLmh-7S zOKfx7y5_q)xaP8>i8)9iO7+-QclLVpck*oWx_#qyIX+NbT^((=!=!tE*9lvk8Xvaq=f((VWDuYWWRAAQ$22q&r5@GfFKYE-{U5$NBN@x4-c>FQ|Be$ z<0R{jW1~QP1Ar1F4_7fjlz!1r>8T^}{?6!fh{$mGl$YiivE+Vrl}vJ1dok9YJ!=J)Yj35e~odITDRj59X_%8R@^j$Yak*J;z2c z{EhumXs*f#S28ijoysg}^IF_Aoy`iK{_TxdY9KVjCB@y|#=h6>*li@C!gA5FF_Fjp zh)CDtvc|2UoK`h~!vF`R^4i>Uc4E2iw!-;I!n~O?6o)j)%Ya@07C~@4R7n#nY35BT ztJ^e`SX4JO5poZ(V2zw&{Lh}5?v?*t@AZ8<+byQyFgu^ySX1{Z=G`s zN^B#2%Rv!tMfNr9!3`JeyW5OSf;BSJgu!Aok){0edk zI#P13M+ZrYsBXA~-tYb)qBiG1!|*u9x~I--_oK)dJDzvZ%1?fV)W;Ly_cvQ7>gx*ZbjvQk zw0iTqlrp0g#t6f;!b7N(;~!wIoZJXmV?k}np>7&qIdSzBr*=|1nW_KX3gS~o^!@fp zO4asa7I{(Y97Bbhmv^Go(_KmB>bYjC2X{wDho8T{-Rb%#^O@42Bz6msqQ-hMr%mRV zDVNh8HZ${FpardRA$FcDgauRC`D{}H27`T2`rr=Vrcq*iwAcVU_I`p-HyVfoh_c}> z9e@o&4fb1f)9f@fAq4E^C!LsrFL7|hu8)?g(8lV(m*#uZB~qfI&+Dw0G9_XtxAp8k ze}2Kt%>4fSd)vK9Y5E=Wl9G_fa6X(b)@q2J zoKzCHS%nXUJC?4krBR~MH1=eNMg@HJ&^r1*w7q3mR$JFL45FYYpn@Q6A>Anw3IfvI z-QC?PA|NGF($dlb(k&p}-Q97~9q(Z8d*9Fde$W2te0B<{Wd(G0t(GW6?<* zm6mVqzL!;&LGnCN5i-D9MSsVsF4Se*rc`!H;g>=1{9@~6LiT8cZd44WPxpRd>YG1g z*2{d?&B;5+xqA2F+H!Js1ns!kb?!GaJmm1?W@_5@CC@#JWAtbHE-_@izJsCS#xbOJ zv6~c7gEc0p_K1_Qkt;{l%Va&_#qYDjhVU9@kK^ZGds)s(mngW?Xge4M>@>_PMIDKg z4%;7G-E4K$Tt)m_6YLy6aRuA$w3QM(2l9yK20i};&yp2-RJWqfh?4cC-VO@ea~n=f z6?IfnnlZ6FeClD>6DCE(A4aVMDmEf6T{_#%h#IHUv4k?*2VDrEPNub?3FYFlO@ypn zbb+t$502b7e|ok<1O#%k zgi5JioBC=bnSy~fR_M!oj2H6(t5k+1dKo(w$^ufI7SBtGk< zA0s^QZPchsvqluIXE+tba9?&HK&>?1kJ^(x((}RqXD-4r?XaD+)a_+-O_z7y#hmw> zH;vmY+%j0x_v(F^taor+4pt<+PWFu^f87csU}KoN9((JS{%KHLwniBdDJkim3%9$b zYg}B##dm(FAM1Ob9OLbwqTH^vbDF3F|utC&J6ujvgp9eTpyvd+Pqr{S0GgC>|9 z;`r%~?k+-gW!Hp0HkPQ&Y2|*h;GGhsE^q(H?p$+1o`=i??_|@v7~JNKcF(r9to~eB z;?PF3qtv#vgiNtnq}jLO1`sgDLek!yZLDjHzC0e$wfCnMnZ9#>?N9w$-Qc^oHUkN|*QFzZZ)+xrOfifhwGOdtk`+A-lsJ z{z>PUU;Qli?_=AZtz%Kkmg9^SBc9Bg4U)vmQ_0USNNnU#%}F;jHqGfijw?z}Cy$R$ z`@WUQ%A4GmT4=V-XJ&5RV^Va-ZOz={LZA5j^q{jq!^DJ2)1BMr@RI#=agHjoRFMr? z^@Rf+#_ACB;ggN2JS=+0)o;30Cx>gg7nl*J#H;nr-A5bgiJf1zlxaNSu~wc=sHE+g3uT~9W*)Dn z6Nk~viX)yEWoMoiMx?a3ghs{Ii!T+jR0)a3Zfy99OEX)wpyoC{ms*`1Q^j{d3FTyO z>}y0$?r9cUJNS99r95dlG@ak-+TB_s*;BwL{HZAW_N(O_ia(bpKF${dKR7rQXhjoF zzt0^B=*!%vad9Q#kHLLIVkTzHvAeE1}ROzabYZn^@l`$A13`)93(gZ1${7yzcCw1M05=m8cHHP7msczwVqoZ zE1_>`X(`)$DT=)H`2lr-c0DRERxt?K^p?95X_N~ZbS4}SlN|$DinlN@8vp$H^x6xx zCr^`ibF#`mAwjdaK%VMBJu230g|q*+{Q;s$((_5|ja%7r6yMl?kw3-FPM$f{>|-o_ zLcAuI=n$o|s2{P;@%B>>xX?V^WVzlNX9n>m&!$=h`&)Y*qxXb!#FvsuJ(k)^%DdCj zC~H{_S_G@dY~ImNt$sCCUC0VFon6;ziZXRPD$QFsP|u%CvW?X>?Xcq#{Qx>cbgsBwt07=~`2w8)^A-6VbPR?Do)`Tdjxi z&aWdYx*B3m{$N4Yg78RHLQ6Fps=mRCx}=#ZBZZ<%#dJedU5Q-SGg=69#HygaYCi0;N2I={NX97NF;0v2ZC}t(BiB$Q zkH@f&XKqyYsn zh-*_-!&oV>Zi5hcdSaGFH80L@-}jz+7E+Oxc=f$*34VcUn=f7arD z%4R$qe;k)tZ(u{Sj*3D3tuqH=C9Kz%rCW_ z2QN z(PZA;?Xt45(>uwgUpXCJQ>!AttWB)<**@4_9Nxw@8>{w$L#MW*Bd|?dd!&`qZT@C8 z56}8=nZNm%qt(eCJ`pi-nGI`fXu5=Kk%&GQw^-l>xcR6A$z*rcHr+6uw|PUhGqYqW zET$&$3d8hk!gCuXlPPY;HfAH`f#F#SwhJa4etv#0B8)qBJgN^%dNTEI>*(nE1qLnv zIw+T+)art$M)t-;K1Z((s!{&d&Mx-4^Zb7#xp3b_nB-c*rr zkq7vUZa)Vs5#0Ba@6iO@I{gmVb#Ib0vu&%PtE;ODn`LMI9C-n)>+@$g>Vl{_D&xGy zCFXt6^YeOiKI)8;)asdXxnnf<9vWSE_B{{u^Y?#B#Ti{&I~ztT`>D$F;?_4Ar4lpk z3Gb5(#F*O;)#B^2Cq=q$!4XISh@P*M=cCdkW|QoeY$9X{SnKVi37ClrD@ioNCs-JN z+&UJYCOYTdw%Yp5sxn05(^2({2{_v8aclv-$dg9)_-D2=1P)Y$gXiv_?L8BoJZJP) zwf1|KmTCR7FqKc5mq)WAG|-37S5jCPY~MM}i4tUI_@0&;amOf%7BQ2LPWRG@%{XxQ ztfFQW22PcGmzjiSpFRIjtq^WS8Wg=>- z^poXgS9C;Ba-}GY)abtatjG^m*LV(Ph=m_Y1mP8z6$e$3Dx9)?J7i8}2F{RxXq|7{ z5>>fiSJl1EWLvT|zC<0Mm|JShEmS;OSXRz$eD-Bes(YfO`+P%=cGah%@Tp>wPR}wE zha-73?gIob4emb0o5tTfvDFqYn2}!{Kbc%qWN=fD6BZp3MyUUTsoz-j*gBlYzIAbp zh{NjL-k#mb-imHKn^r9n;6N|zSHtA>KYsjpmxM&3(4fPp|Hr-D+}!oiBI+?4*ks_2 zKT9VID$|fdmLL(w$!O62aCN9;yxU`I`gOU(h6zb|_rwG-d&y~rN4j{7pp_MaXatS+ z=r7~N_@WmpLwTghLcv!6R(tG=P+HaEFCihX`S?CKN6j`ON`&{p!H<<#0vZ?BH0rp& zI)Qj7oAl<^*RNl@O=um7ekkQXIXF0|JQy`K8!HZcBJkO2x%;ty-IQ3=>uDSPHm>ma z+M+fb-L9qjZ{z8-5YRi@FQT7#=6{`c-Qe^5^ijH@K70y1=)_byhYjU5zzgZd*KVDB z*VSeh?nw##5^Z2%DTlPQS=2Q@s9=oYs`_B6vJV3y3DQFn{mqE;XIVuJWW1XAx7{ah z=R2IO(Gd5b0TjfeRPKjM+PN@W<$kghC5m%kwScfyR6abU^myrnDv3wlscN*;niY6> z6dp57@j!XhPRPNyHU0c0mrNWr*O$QF(K)HY`E$HmpIs`jBhAn~;%n}Ct3ey@8d8kU`fzbb$`T9`zwLsN`pLlD0 z+nf3j*ql4w1>oE$H9fOjS`6ikv#(ghrjybsr z6qqHcl^bHFdmE2V&jx4`N<{pgyvr~j-#d3LU-AMJj5sg=~uz z6{?*@mkfb|UK)AnQja5vB9G1I44}sPdaO8ya(&4s*^56{pJ#O^%3e}J;&qO+VVN_M zm9@2CdfOw)78_0!(Ex=M*G^%B?>3!|yU6iI?|KJ124Xo+UuPH_H#9a%XB$cP69hK8 z?`WB9i39kdw=H4b0Eupr0Q1q{)kVOce(@n2%X4v_6QI zJndgCh+nLB9~8meHfX1&eK?Wx!j^4AcW-v;hhpw^9*Y;3gGekZ_&7GLCo$VKj*Nlg zB8^%sHZy`aCAy*QyDx__#LDSVy!q-ztx=SBhpY!Td0U3{W8fqwDx6#nNUmDQZ)Dc5 zP8~8F#A3;n`BY^{x7|04EXmzPKiScn5A@k1sReRFfOj4ok>jewL?^U*1$jRh|z)CBid z`q~qC6Sn7?Y+=nNJulrMGz>G0ib760`z5a0HmM+x&KbTUm(B#?$TIU9n!)7(d8kVX z8KbzDU}RnOms8>o(F&A-{<;Uni770sa1MDUV01BY7YbQhn1>G%lv$xH%bzE*+L6<-5_2s4ToLHP9 zwjnkR@$w+Ppo7Io+}eJFMLhvmbqkUu4n2?XP*#H2bu(Kva`Bj;m}IYG0c3_7dqf*% zej+0Ir4m77ZYik=Tv&LrZu1s=RIjo0X)Es$2WN%y7q2HcpXWl-ym#b=FTka4ESK?& zgiazDR~vP-pQbC5F)x1;5qc-)@;0P13Dtuk5d&?DW#>K%4xQa8F`SAIY$`9$3#F+F z^|71%PBhSx+t0scd`aey2wRQd3bbAE$_|nfn5=61qW$z6t1dyRNHi+5gM&?ycvgfP zoBMOfl94<;)zsCGoq9iVwcXx2On)2lJAjCXW~}ly9=*+WZ>mq4`frG~nNn>LD?l^} zC@f?yv6xC!8!5nzR6eK|`GiHNvng-FLQuH(yaTbrZV`R$yGJz-4#v&t_NXs3yLsyV zwIeOJ6xkJ%Y@KbhAL*k~JwR{7#*k9TlJQora0vYt7N$=VLaLav*xWNmqs$SUgp90K zYa8XZK&(*|8WK8{jH5n_DxpZmH(%wVMb51TAgMH|&No{8vUw zKfMt5mP!0>8LHw|WlefddfOTGo&Ra6?NchAwqLybzkf*egd*g?_R&x5h;+bk670ot@;#+*-P?<iHbP{qHDI%-*!Sl zOY4zh?)-T5OUMQdy5h|-nFs^_sJSwE9xp`NAtvLzZ{uA{!|9bxm*}uQ7CjuT_J2Sv z=;Gp1eW-5HnZOG*F@rw=`0d{qz1&X^dVU$pa@w!H2_zViJ-()=r^n!U@q|vTvi+NM zJ*7NT^Q_Gc?cETm>XFi5^#n{tw445?F1^1*jOnJB^bcn(jct>&|OjwVGDPY=tsxCT!g%O1qMIt0-2;MIv9o{($# zU|#Ew#u{xF0?N%bKj_e7JLyi=wNt4UXKOx3ySedN&4z%|BZCpFvqtqNw#EG5SvgIeiR=%R7|Ro!N3-``Ni#H>=%>E> z3O(i_H4@1>+emW{(D?PfZz{0E7C^p@SQxH#LE(an*azpMxAx^hVChE6IcD+n_npc( z=VrCK!kd*^$3>MbSO{)a5Q|TsF)3USDoyaI4R>Mj@@iHeJJ309ew*a_>>s>zXg-!9 zQ+6LxpGEN)o3#V;!HWV+K+F}g7TQLptakcW%od6)ha#p*ESC20`@WC$^z?{*+her0 zw*F-_8IUzIG+foRccaYylx>bDy0*yoCK8wi<+z!7=!p3rpG;Bj~Ak+%EN&G$zi~UH!zw7GWFE4*H8!P#gle2-1CBQ#AvJ9j=~%_=K3>AD%ImRI2Kj~)$IH7=+5etSD8MaN z*Ps)hyJ$?(S!VdSIWMyH#?Dac%^>xPz#gM#;xTm}s+zVO9FlsUt_#I!biHpILiQCC z(^hTP*Pv2mpe&7vpspKzYUn50b45x#?{B2pl@}o!(*63j&)`dngyDv^?3SV@f|mN! z6=hzKjOWXzH;L1;anRcFDf?{bFz$T=4W7P`tdh4q%M1j8XLiqUT*EO2K1azsFUnJk z9)OHcv`6bYTU_ZYwdhf9Sx1yX8!Fj6RX<8wJ#Mc4-lKE2`t2n!2mE9GB{ zlkgEtex2N-MD!_7GJ)spXfBwD)9&UwP0#aiLiSBZrTn6z1t`FP=d!vubH=4ndL{Vh z{Bc=qTpak=H0S7?9NNUh#AnZ+1Flz}o)FD+ho`g?Ftq08=0{{?-juRw-D%>4t=H?!i?>q*vXi-TXJU;zeiT?R&Uw?Ky!ZHhxb4G@9|>uK*M*#pG9jYH^gg zkoYz-xvQ)yqGLGLXT?p)BbfhKr#kHRmi`HSMNi7wTQT{ny-qC`FR%n)a<1PNmbpe0+srC(vo}2a~33php!>} zl4BD|!j`=i96-kX)Jx#y#bX|_jSvq!Y6nv7^#bvfiMB_^Sp{`Hlepe|AxnQHT>Obr z-8rx27cE94butOOdYT<$E@%DiD>~v#VmHjo9)xP;o4xZ8H{IU1^t>PbC7{PhZzY%i z4Ov=uh6Gs_FQRYj?Y*p(1o4F!%cWk&+BKkw*l`l?ulCQ>Tk9fk?eEX*N~SaHw&f}P zvcrEEcpYsh%`9qt&YsOV?CvPkNIlbYu7C3}|+4HR20pSfjaEZqZ19vVh=Lc!U zG5_HL+~hfRLtSGxYiR2WMcrS^cVD8j!^a=al>22l_9?ICJP1Ig0-cpvwaBipFW=rq zZgPXMr@o!}-F|k)T#KW2rq_Gjz~e>C4gZKQA&JT2YlD@$gE7GcYaP+-roaDms2cU8 zajy;KG9vOkZ>y@RR>!h>bs4rNnFee8kYnTE8g3Y!%mt4a>2Qd&KO54Qw1FPR()-*5@}4PO2vhA>t|5h=QvL5u{opKg zBzm?#d83H$9_e#Oa|3ymc`?XXe12OnS$0W(WmPeWy!l;r{{z0^56$yTw{j>y(kKUe z<$P8MFEH>~R?lOSg#%&W*fd{$q`NHIxFSTD(y5GN*2qw_zPB-|d_{6pk+!X(!-Toi znb-hv=0lrK4_d6ZR#He6^dCbL*}u_W1UVE3C{=|&3&bT%{VJWa7IP?!IFa`imfrnS zfH6EeJiWPG+t4Y#?LtB9TSSF+G`q3>rbeJy21s@-(>F%!ak>@uxg5 zxlzzC8`|1#Lj(!FOsT@bJR;x3up?UF^5T5kgTia7%yvns%!ce$aepT;vStPpH9MGc zgn~)dM+$v_2C8FfDw?H`L!o}+L3nUD<=OQP8RclR0zn~@a+CO_!@Liv$0KfT;+HR9 zLPFc};l^z%JG*(Pbc@AvMFBcCGc)rZc0;`n7TO~&uJQ3UHcn0gPfySL_wV0CN7reK zpuJIyAlb8;K*fM=wQp~RQ_25sY;5c|UTdSLjNxA*h@@=W| zi5cUU6NrI+W6xME^f563a$5gS-E!8sju%<^(o{YA%g$B$#QssY%)>+$F;?nMMcHNS zhwl)Xn^UfCbPicM-q^9o%2s8&>xrdk5_I;#a&l9!X*wG@PKSr&EKgMS6TOm8omPs= z7hd~T+$BM~&blPeWC27~D><0tSu#SJLahEXYo1KBF^UH2ci(hE|4G;I?Kbw^#*->7 zmflhuN~#+wBriEj*fa>eKRENdFu3%fX5NVkx_4D-AU!a_cn2iK4O7MW4$DD?@6P77 z3Qgnlha9kw236ZkUQ4;Dz1=I&6t%lt(D^swPt=mOujgsWTV`c`O6orhWcGAJN z%$>`PD={JOT*`W_o-=w;zr$%5u-5Y#OVRAHQ@`SHh8e}o zQp<1cs&?g@8pd*QEm_6+^z-Or>6o1g7ru1jW!MQ~=Z7_aUZ?(U8;EK|>=#q{*Y>3_ z@Cf!A$4Lmexm_b6*&JT%_F{Pa_@1h&eEi%~;6CZh&05jQHJ=^ycmc1_%E6&CqL)8! zDD=x0U!QcLAZ}w_-8n0JTD|-rKwJTfB|`Zj+|u&H%*@Khrq$jV0=~6_xNp3Ns;!aK zqH1njlNuVzJ0mC$0|a$+btvS1+{JVbcpQrtsNgS{lkcK7Z%775`rh6i(V_L?VRK(! zedc7L_4fAg@UWgR?KuU^TfVh5Zg5vQMve7Rv$XB>#gsvpCYteN>BZALcKr?qkCQdM z+}AGy>AVyPhqPo6#bptx><@i~#p)V+NDO_1Bww2`5co;F{WI1<);4@A$`0RU_Ny#y z=MdqYH{@y4o9jl~*YUDxg5%KXSedybc*yZBc2fyZ2H)L$I1i%TjE2SxNmE&qQ0o*{Jfd2}q$?j@{>s@D?yL$n5bV6me z;cXgpJ_rFQ^A%GOW^tk{4F0+OCCp%TVPiF{DjT>N+Vq^f3yoWV;T0C3f+T*3!<&)a|8tKXHssOf1?9P3WCkZ0j+qtvSl zBPkb=nlz?13u|?&s!Niiuu-2<&<~w+gJbFUWkHEyJg%YZ1LDkx#ufY<)f2ZL8Leq$ zxunF`2S3TP8+IPJoY@aY_imgUDdT~3D`Vag|Z>_KLCe_o`4b|Pk1G-1cxHE;UMuK{(%)PsJzs&u;@CL@CHG%%gRn7rQqB!V{ zPxVi19h%FYio(*uLCxcA)>PMdpxGl$RYS2@8GQZsWirxN82L-jzR zMXmItAE*8gejVD|J3p`b`Huwe=JuHkRd^V+BBoH&8Jge~1Z*md#F0R>zM;HdUtp+? zvHgv+*fP>Q!07Rt3;A1H`VuvGYbC6klcmi69ONJG4%*n*%);h@yTUIobPLF}|L$P< zKVRXyxvlmU-q_TIoGRm|k>@!$aQB@?o=`^nX}_^$7GGTa?rar~> ze~r9eWwk-s|JK*g65(yykAdz4_xtCX4b1a1GtbSx-FUWR!9qe};YuiwC3 z*crHKF%cBT?h=0w9G!Sv<)m3?}u9f1&)ES}AsYl6%t&B9GfSbaS_cqF7&_8(r}yaUu3b{AO7t{T$TU&A};!y0}Ismy2>&CJIMcD9Q_?t z{r9JjdE%jNm^hGzqQydxU|sZ2N#dVPdY5lrFi{Fg%hJ-P#uI6igyhHi#)j45R&8A! zvRB=sI?aEIqyN2ulLW*gFpZc&LBnHXiKT?tru}RCz<0fW=YK13JtN!WYp^bIc={-0ZEwE!B0w;k{+Ew!!8yt=dj9Xxb4|(pE%pC@KJvx$ z+EG?~^}lZOrcP?1s5XbNBtek-uRmzO#*u309Xht@BLB|?cGlsQP_xHhhW4qtkQiP? z$-KWIga6kgZ11U8-`5@hF7|)Edqf{f!hw}D=Bc5oT(k~j|e`c+12e_+K9H(@G3P&a6e>uCM?#xCF4AzT)h zM&(4T2~PZWG;Fh4bw)Tk_sB#{@-JsSKSPNS&Ic&B0lo zY+bv%y9-r`2%dxDowYhw9_U@-cb{x|APaBqPhdUdE1692@8<2>$zoAV5L7BvZ2+s7 z(Wv{8|8Dj9fhy!t5vEl&N3*xf9T67R7vEodL3wtj0#RL9&hxh=`Bt_R_Vsx>v<9O; zpz5x2bp!-IZm9ssz_1H}w@lMX%3^evS|Picjr-ZNkFDX^E}mCLnU8>z0-(wdoFAbQ~v`xsFv{|L&(2bw8s z@?ZnVxbzxgF>L1Tp1fV;v-inFwqW{te`?pKS8oIa+!;JC_TvRYd`|R0hC&fKl45<{ z_Hlcj(MS?yp501-i2QdS$*T>h;Ij4Ur-hX{kYS?pb~XhCupbcf&-{+U>iCSdNF_B{ zk^VWLGA3^WC#>C-2O@aL_JCfYbAGaaw%f%E#nPoR4?VqS52)lGL5^r?X_-|rmM%#; zT5Nv176$WHSXldbX93B{$%$*y=RYE9F2l{(>jcvSaiOULO5pzO#OvuZTJJPF>ds;s0?`DIkRA}uWqswQBH9y-3{BC+}P1MYc1}^xRf#C}f zWA&BE>F9zWwVwt6KJ>Y`Z(v~K`A!nJM*1C3W6HPIi&D=zTr-W@A+ygc)?k4~x zV1PK3GS>|am&{IUVH4}LKk6$o9pZ4_c}6A@*4!(2sdegRar&gB>#OqRj~^5g@m#{Y ziya*s=X}1|d|mM$j6>TjEZh(%RY2+}1J{&aN(hmuS7=BToZgi|%{EVONJ zZ_hySKU=*bf=<2s+mPu*IqOiKX4Aw(9DI?zu7{gfl&95!EZdpiH(d5t!&4{qTf?sI zC6}iW2OxZRxxFcH3SMu|HokCJe+VX~2fR}xv+>dpkMk4hayw%P2~=`$H8nMXcF+Oz z(uXf>o>432rhr+-^0-Hz?5`DC&;2p0O3C}AITy_B$+VJ;MIkdBEXflWq>}vl{RiHI zvzGZ=a}Q58RmGy%LZ?+&$%uc!X|a8M{d|`mU~k%J))uC7;fcFE2zX(jY?@f2cnn*6 z6tfR30=NTF&?dqTT51k?T6umj)*jCtlcQP^jVN0k%98|lGE(74U*&peFjei||3liV zyIV>mlCGmO?qvt^R3+@D`O*%tmk#S%Thn!NKcwFKd;zX6p z{%q}gl&eqSuL;;K+CiN0Audk6ZiD0Rvpe1v9FI}_USS`cLO>WN;&FQjQv$G-ub-bb z41&dC{NX#;-u@)qF4LQvK_w;Z05k;BCI7QN_Us)Xz zSl=Q5YTtqW75t0$O7EEVH-pS^b374*jmp*JQ5(DP?bc%Yi{qsPE?!aC{LB3r*l;k^ zj*LWsfZH3&EDMN7=-VG!#ZK3k*7)CfhBT?L^Qzr`pff%!?Z&f9t)rt8#d~P_lgGIdFV7qM4*!drwdgT-u6BXk7IpU-5a&w&0e@2F#t$6 z3(l%PQ{EqLb|t{M@`do-C`R2+FOY}`2tB<|(WzZgtFPa@6FIig&rr`og%Bd*uUF=Rg^rYvdTAsqq-_aL-aS|uKxsa;7#UrN_Z}@Wg|cXw z!v+CRaPAOsd|}l6qou3M4`XLF9ZZ1|)!zC@D4?8D*-DJItGU2B{NUwv#qS2cosyc` zQ);aXb+5KlM2+RZ!N&T!&A0(j2er_VNTEptj6AW&$Y~*5@gbKJ10fis%%EX{`ya6T zn^;)sQi*&(Q8ZSY#tW%;GRkz-oXC9}FYYqpt6*e*5Ux&ekqE(oZZiS<%;x@gJXJn+Nx#??avQ$aE)M)*S^DOI9|M9)N8&A)`)C0 z{PQu~o1Gr9wA2KCvE7s1axxZ>g379@ks424pgHJIl-n=rQ_20Pg%}O0LkrV& zUS`8T>(qR}3p1MyGk9E{J6?&R8^Qm8S4OS{yEE=f>#20^^x~}9?R>e2a}T!dpZa<) zaDsP1Le}z?tOMSRps3;8I6l0*vLXzwG>XIe31HyqK&)SkZ^f#>wT>eg5YxRt4Zo?k z^U->7#ifdbl(g>%mCQ@T>O|~qko{Gkq&IcWy_P5n6q;-ZZxZb?!#XE~y(FL%Ax{LB z$IF1^BWK?;LT3y;ba4;gjRYeMxgwU_fdA!7FrL z${ET~9I~U^+S$@AxowBb%Q3Fig_w(mgrs7v=?Zyrc4n$l|Usn3k`)WKrzlMh5 zvza}-qSLSy6C+`XSGb>I7FI{szqG7+ADM2LYmf8S8oGqY*5RZ8>34R1{ta++K%toC zh?uNAUW@@JXMMD#4JB@2Ny(B@3(yvVs1c5iZ(xl!hnwofmQxb-pD=PJt69g~jwbWo z_}zzeDJi+IdL%lEspCirGa2OgD(a+vpGp^|^CK;suv#lKOC*qC=j$~31_VHj`;QKx z6Oavue;J21nlJW0x5&BoRB)>iPg5_31Rp<&ObP=6$=DomUUHbD;?+VNdX4eba`eYy z+%i?}mDwt6Y-~aDrh}0G1SN3z^%ymD(5?-SPfm`MOr_c1mWbu-@C!}fAx65$Q_G8Q zeOMbj2iphetLvoAOYR5j%2!$#cyy@XDHj?KhS=P_azVgRhuAA4ifbfrgqhP!* zt#9QUY)v??>w9`apqW6#m6}HP&z)T+h#$MG&%v_q;ovmn)m)gwM}X?a%q)Ar{-;3< zM69_6Q%EOWhrqr)hMivYC0i|+6Qz8n+-tWtS^C9Yyc7`F!zNHJ@&HG2$(kVGizn>8 zqYp8((d2EN)w&qckPt^?ihJJ<{R!S5MwGd-Q)!N!(W~d7@5u@X3f{-XHMqbdA-NdV zCwumc0lXm#0S0(y2$%{T5gHn<8?0yN=PM90z|*q9LHbt{q9g&JKsVpJ`UJ8Lpjo6H z&z69PU+jo6q`QRvM%r-TFZ#E`;qVaLj_yDaoV`%TfrCRBs5j7`Az!x%9MJyI?S`0izCCHv9`ovkDC#kg&uDwi%WAJTCRW7VRnt#g37y>4QJiV~cm?|0xWQ|%Q z7AA-jAiOiwm;&NG1FKm>Q`6kSf&iTS)`x$BM)GyhAjoh{;an&Ze+TWBtYFI_!Pc*b zEMo<xvuo4-g(II4)Er=jSX?&6=OdaV>m2TFSnzFfcg2OM@W*AlE9FGw@$DC znuw+~-yCw4l4dE;y1BVYWer?ab-{CR*{H|G#txU;Q^Q7V?C8KCBqY>u-v*tjY~ zQ-yy9ci9W+?(PX49UXk*6CA$Y5MSFaw&VXNnc3doZ-fB(JqlVhA!~NX5F4^!Fo`&X zsoiV)K)&otjR9Uy)S4RGED9F}9O~4gbhUJQxx*Y^c7xI5q2%9CTXC zDLGn6PXPQ!8;(X`W|NOGwMEh!0=A)?rXOTo2|Y|8Ol-J0;2B5^TiJM@Jo)hJ7fWjx zrI$!J_arePVH?Dl6hKmykdO#g?*eTi&g=6Z4h8$z5{m-Zr{n- zS)UO5_%%L0e)g$3w&(iARf?OYu<-$XNe>^T?tyx4C$zKwTmz2AlOMxbeWZLY&m_BprA zab(_`yHYeuu2>XDt~^j|08J&ZAljJpn!IFWWT1C4kafUp$e`a9JTcFpcq!{x|B4+z z5x3acOU!hYxoI9heh)2VW)O&AM3v9|zfaNzcgXKN4>n(Ne$K?0-m+wmi5I88D?)Ww zgn-MvFgk%(0>}b)-&|iOe*H?|9uDQ_cchP?q5;jE_5sFmhtPXG)PiEip2|nw%^q3G#(BQ_{ojjh_)re!9xO?3K zK9Z0KN=3i;?YVoJ*;|6-p#=RLA|WSD959ilz|k`>*nyJ)(B1E!JEN~q?u$99B;1Ot zpTL~C%t#Il(<^D=wG>IuY*dlxW7&NOSj7&%MXV_tnJ-pWfA6P#_j<~9^CiNweg7vR z3#Q4NLyNfWgUptOr8Hnev}fb@Sy2ljkS|$hkfU`{Z##EPiQ)}yInE%d_sqBM^AE{EOH6%y@2O?~#iizOHJ zXKwDTG~ZlnK>pdvJoo4A)*%lCH7Cm7^Z)m({ADJ{TkS`T6yf)OSCZQ7{e6u8UsD(U z;kqXxf#~($7WIF9?DXc}iZLYj{`d3n`3n7Ojptq>RVQC$o(4U_?XThZqCc-W{?8qf zjQ*-TB^6LBAeBZWC^|3k|Mi`)(AnzPFH>%RKZWllle5Epz{D6RIuFC`kZJ#~@%{Y_ z!8iY{{P^@=3yr@2R%qmU@;~~7|CzeroALsN|1GHf$OgBBgzla6!S)G>yv!e{nDt;s zef!s(XEA1|EFKGc6b-L*@?c{Oau}gRDFC}90O66Q3OAdojsy4=Brt7cH9!Q3 z<+T3{&A7ruPvCYWTz?OLHsk?mLhZm8)8Wxk8TRiEiEU)$=~kP+Z>$d-T<^~yqt_CD zDdcb#|h@O6}$4S@IBS zcJ!vmacvu}>PrpqOEM}b6c+DzB%0i!81!ZZM0qsr9Y7HNttMZom}WyqRnr?gR4}b$ zSpPHPePy+AaL=BC2kWv*S4sE&#rdHoxFx+KSE%)HZ8u=U%U!_sgonwzJ=A77b; zuaNKG9f-HzmXkPml}w%bwzrF2TkU7VN2-3{5u>l^hVjaOQ9O!8d)=#bk)I6e)pO~c zGHpZtC&(AyqN3#OBHr8sE`YCZz~WIx;dM0DFOPoSeGY*GECA$Wix9J25j_Bogm4<^ zXGuxZ*cc%%FYmQ$*M6uJQK5VDeXvU!wrNuW3O-~>Gcd66YWEn3WKg6a(a%)K0d$iW z95oDI7$5r>X2ehO?Vrv;R5VvrN>cr|>3t#bAp&lEOcFt>PrSTs=twZhxbyS{^wUzp zH3QxHOgYBpHWu}4CIHR*E=RS!vol+DILV(iprfzvEt2|#g$2jd)Ra!6@~wgbE@ZKQ z#XR67o(At7%j-!30b(?Z@rS@b3?x8NpzkRWM5n>Qk|U(oVgEe<4|HXMPS4Kmk0`+V z(m1(e;^Hm}?tTrG{h41>Czf&j(RT^jYW4g86tv6P7|R;n_Gaw`m5LK>`;8NElVca@ zjzSRuLjj!7sHmtJH}wjS&`ZAGqZTHR(6sGyXX{h2{f9xOCMKvsm=4b)BW<^>C{~lgDb0*3s)BEso?_ee?MRgjmRfVX}wk}xu&fDHGI zpkObcs1STVdqs{OKDO!zvgGy2stTov1}F-ILcDSxA72=r1|#RacXO|i)z3&0?$*$v z@EepF#sYNYOS3aFR)3^+3RLOYImN}GW(YgOk}KVs;%2E<&6mXm-E%Jn%Vq!vd z2+N71wX1#>IxeOHGZ&hG3>iUtVc2^GkfUD!@P0ovqi^L3tZ#<sZ8~wqv-NvB%M#6GW)Nuo2{FflN=R4Ko`iTG6_3Sd*|^js3AqK zpwL!oY(&Rgy|OhuGFPo0-qpcAG<%6jmos)xdc5?(`_ax%<@RTO{*nznJtV1oubtlD zz@|HLT0qQ}R(ekbJ!2O23Rc{|pQ8wCuP`gqd;EX6ddsk={-|9T0~HVul`a#I?hX^A zk?!v94hxW$?hvHAJ0zvMV+5qT8_pX4&vV{$z2CePhdncUuisjCE!QK&N!nJuZM*<% zL+i-DC8Bq^3uw91tS7$I%t~(7BjeJE?egeoLM|>YPl+H%M}Sz!s3-yy7%%*4Yx%%T zD_HLbp%9{Vp-?BNOB?Hj{~d^AIGy$9G2$v^18H&?Gs@fC-LdRi`@gknb|z?(lT)15 z;;}36sB@pv6nnfj?>`LhJ+_=DH|2Hot;0~*o^740e}Bb6`}z0RpVnPJ?kz0A=#7ME zT_LEFR;}tGuxg;AMtKQ90+4mte@J5R;3NoP)CDq=QjDCc-RcsV50?@>tbyJ}exXgX`}Iqew$HzQ?_=!IsOk9C z)P`0~sJ`!ev;rq2fR_=DwHeC<=2KN_SX^0-KEmzi2S>uMo6K==aGMa6y_Ts_e5KFQ ze}+Vd+aa9bu%Y08T-bL)7_FpQLGn3Bfz7qnBzf4l((;6Q#X&h=Usv~gNQ}8+UCB}< z>i`S$o?E(tV6XcTjSIbMCkG!NO{|fLhrw3Md6RgUH&8)Z78a5~3md|?udlD4F>IVA zm)!~o8D{6gg$iuxNcqu~^(leNC1Tyw&Fra-4Q_&5Hj!~^q@aih`j62jLvSW2>FsghfKkdxlo>*6Mtf+o~iz^NnSXak?R6Ff! zdD^8EL95mi5X)gzP;RiFfwR9pll%MN$&)9JbD22n)1?=mN-mxICS4SFcQZPnM>zNN zV>Ko)EGjd3g;#UJesOk?s-^kmes21(v6IzlXIH`rI(!U4CNbZ?|DNJl+`Htl&@wYq zOSXNtV0|#b2AtS!tV>T|ZxwpYzfM=Q!xZzrb`Vo>`GC>2rk0vBJt!^Xt1kVNFST{$ zN8`;3o~%9b-roa^CwrLwt3zLxoXcEbwR z*&TYdN`D^j@L-J5h#@ht|JfLS9&AYkB7PP_jb|~A##jH>HNexfr!g%bcx|@XuMk1 zzCPbwX-&gvLt2(v`>~K z@Y~hJubAWmZ%^`dp;}#08DGrHu`X*xFz^HU>UD ztE&c>@PUf=ij5^!S64Tkt{N^_hx#oDoCaXu&_LQix+Ds_#f<4g6jcz!JQbSBy;}+0 z0O0MVt|wd`m%O0VXackc`p3QbAP0|5jcWS<&~|9TemGG4i~*ta=}gzSGJu%lKJcXw z`i*qgfU!G{#{mn(P|)=|&iPOtFQ)|giWvZM2oKOaz{-B z7@>!gU&o6%@`Z!6I;^+n9poOdQ40VM{TG6nS!cpU%1MVUPNMI0};Pokd z-{0GN%Ed+a@u^UtRK2?!JP9Zult=>V?_@V5KEAueXwcHmt_6WeM8&{E_G3-wAiBFx zK=2LZGbrxI4HOXn04<63%Aya{f+QsG3c?(zUv<9>FsR;4VQ=#9E9!t zuL3GPD}ONS2FiDOc0OJgunl`7Bx%XQ+gM;KA%S(JUeR^=#$#`3R_E(iqWaz{t2Or9 z*yKwM8f_JhTsL#&MU9oYy#o^-@$h&TFEQYaO&r7AC73IfkEm!#r8&h5)#7NXbX?f9 zXsS4V8%T2HeQ`U;dbP`mnfV}BGhZF!DeHQgR;5R;27AYufI;tr2M$L^+ImUtJ*|yX zQ`-QOgnU$X&yYPmqD$*(sYU0ZN6E}IiaTDSJ-g&>4Ax2iR%=5NNOt92aeTAUd}eXI zQuJiN-`8hh%Ci$>%~+&-uWU_8pxcBu_1(VrxHPTD=GDUW{iXHB)a-M&IaY&BQ^XLz z3F~+qzsn~#xVH7bgwo`nN9s|A<4L#e99l=G39(&xXl3=idh0fO#*~#GR?I*}#>lxR z0Fgy7l{=m9v|-MlUq=d3czCK`r-Mm>*?fxg)?I>z?b)UkkT)i6-FIpDc+H=LD}*x9 zH3ZOeX4pl*%#V)j!la|^ukks}-GuWuj3I)4vCYn;!g_(4*!?_H)~M8Y{Buj9yDP#8 zjO+&86Lv@O5=tgh$4vHH(#s>|0z?DGArcF?Nv`)ACqq}K3K0Se? zakfbaJq}T(6ZzySJblVKom8rCOx zD zrg3(UC!LAJ9qB5ER!^0$KAWwK+<5jg&FXl5<($`m7NW%G%5|2+$g=6aCGNm+VOmE0xe4uc1-&~%&`ApXLF0!>ifRa7jiEWkvb0Bi+tkx2Hlm+vS} z>lB0!NWu!@Y>@;CRHl3Q_(H&&odA=C8J_NbJbN3!8{K7Ud-zMxG%j`aBC`d7E(DH* zR=MOG0Hin&nPqR!4r46qPXUKbRk)MB=UYc)E+8d*%l#=Qp!9@z_;ff1krEjohk6qD zkPSX;rO*e?fnt!$<&d_QckeEUvXGF6XITeGhT(GSx_ab5RFc^?0j-Farm<2imkk9& z?f!j`N-aQ@M7c}M?hhU4HP6UIKwgmHI#76g0t5A1d~tb?rfiT9F11{irjb#5o!coo zgTU1}3qFH7tLsdi8_&VoXm4aBNOlX21}P3Vr#nHO1;bv{V?`I>G;d*(b)_e|i^$48 zgcgCV=3AhT&nyrg$Oz%7Dmy=Da(5vlAFom!xVjSQ!GqXaQmtpW4654*I8p|k(duRB=vj`7zk%sWBfD5#YYMZ8a_V`67< zSh2Ds{nB3jOiRVFXCWabHi@~-@j8_`MLk|wHea4igN$T-_^n_I0l&~&L1N{f`UVD} z;i(>1;Ry-9#%=I3HBg6|z3m4B@XizdBZzs^Fx>y3MztGBywYaz#Isg6mTFVl~ zk-s`zL1G>My^r{3>YB%%Q$@A5Lpr{I%+eDEnYMS?!`7?oPO5S7Mw3}DO3!P!TrQaj zqoZ%$Mx9$SztoCfDIkaiK!l+m)K|Wn)A!~S_`1oef5ov?UR*et{IP1;N;t7k@ z;f?OX4|3TU(B6=lq@zkKUh0`IH>;0a*)bX}LajcUG9yKvp~3Y*kgXEx+G&oc43!|| z`7^%}0Kq>(ftPB!rxPS}S-hoad&-Oq9+<}=T?`B^M;ivMIpZ~Zm)^WH4k$Ogd0P^_ zu?pv6!}ph`gZOXUDzv}2m16hg$y4MkVY@XP`9cP^91t2sIh@(wl+hSSTwE+jsR_I1oh8IL-?3pW5Oi<-fatH*v(u6ner8ocJzT?6$*M3EDe2Zx0&WeF33X-I3UQS1=l(+pZm_1l{yr*}U zls$yfJ4pMy*?{Y8tMbWGcWnLlj0{8lu9)u4+A|1-glVo?4RzI)8?JlD(xJD!+hsK1 z+qWdMHhPc+--Cf`X)~zUV2fWch*T1B?Tga!2oGSP6nq?>iS9GHB>~sIcw6sVT#RW; z1|=HWUR>Io-knc~?rL}}$z+Q@^Pt1E?&5@q<=)9Hx0mt>g~4Le4}6O*+XC*o&I#YTOJ=-W z`smqTqBq_Ftj@uQU4NIj9GCN%tLuI&GpqJ3wih=2uNJ`0aqB>3!nR?bO<6JKD2rB) z+946#IfVs`Z7mDtsd({a`_s(6yO9a0zw*9q{vFxkX+I_d)#NlOu_(qO=338AHb>=s zGPNu-EVEGp4k0%6%^ue5jdwwRP+(<6L3v@ajg(p5Ody-GdutMO0!jl<8ZbCqR9-(h zV0aQPf=Z|~-b|4u)zs}nXVW%F-C!FzjDX|pH+DVC%})!DXWY_Xq@ z5HV@rgfRO-?1jGU$j4D?L(Tx&izV{M115^pJT*2o?QCy90uKlX*pTEzn24TF#~7ee zz`raVjB2!jybq+>gx6OqtyNY9-#(nN&i|R5oJ_4p_y9ZTy9o!U(5p=_EW$&u9@j||iqH@&y;;NWf&gGH+>mS%u`g%qMWkty=I-k5=njLRYWyu{h zsHVQY<|x1Oh?@cnmB9I)40Slw)?Jkd1zc=}H){hWCAQ4PtQ8fU3o4uTx~#Bk4^9tY zvf(AO93NPZlulwTtjKT!&vs2biqIqnjRwzI98_SDYE zXf78Jc+m6W4S~|`uD15($aU5I@%#5fLyn!AlmUZ`X13$LbgyGI9{VmHTUKB*Y92wa z^c9e8j2YKhy-X` z)^raw$Snd%1zt^mGD-HE`4bO^W!x!mV&Vl3A7 z487>xX{tKtislKzY4R#`n!g38Mw5SZ@ybBu19PyXs8%@oV9&T=IB;EE-pxNUuGXP)GAjS-Q5ddtSf=91U; zn_9KQATZdWd+HwIjOPw;y{KBiRc{Ji>d ztlNd$z3Z!$Wbt9O+Q86Vz&yu*Wx_iZoPG>q-&3U6LJ(q?>!RztMB zXhK!v%r=>~nZYtw6|&SRMFibqcY zxOa3Jraf}~Hegj+{+zzWR>5M{%E!@V%8gK0$LN#y7g8-Iv}2d5XvJbfc!E<#+Vn*{ ze^f84I%)X72p4HO_u*3s4M}MKSYG#Qrqwrnf$aJerHQ<}hz7V2VcULn( z(}M#Ay??v$4gD{ad2>u5$jNs0n70hNkz8usAX|#5Rd|1wMHNdL1~7x-@wKZaUjWH z^cl)k88tkCYL~TeLTYSWiA3%T73gSbqc|+oKeaW>aziv{V_RE#!@=%=ap~K4gy4iJ z{-{~_VypJ5Zgy+xPn<+L%SllU zHwb*TNvtjSZGsepM+Oa9VabRuEb);lH&+9~5hHiVD9axtqf!vbB}+Y+FKf#^?UCm1 zVSaX9(Kc6SPUjztT%Ji0NAzFRWzsHo7=(SDPB|KtT1A+p@wXn`@Hnev(C@z{$dRtyXq zI5fr-RkSSffs_c28sp@hQiB}n=H}MWm>4fVn+1~5Apm_+zQn*zR&y`JVq!7A;RNTs zRB5AK)xUbH6>wQvc9Qr_337h!{B$($!u@It#$``By9Sa5S9}kq)T2>lt$wK7K>QQA ze7lNb#ze6=cVfAH$@?At#=cu8eeO^hm^=F0ppUvguuY5>VP{ zVU8mqwSqog$NSI=|E9~~W~x)MzSpC(0!r`QgAO^0BclP9d9Z@d7A6UDa&v3hcwkg+pUpO#kQ{Dmhg&WM|VVBC^S_-=Fv=)7|Z?Tm0`cy z6>y(AX7R&!Q~h&8-U`HR_`sHiraV<=GXb}SaHIq&VDQXu7QFaej`~wvMz5D!tskSs z#gkx;s-M}L86on_d=3#|u*+c%9&0KYpq$|KMGw~}+u(@3w%lJ!jB@Ro9Vm&D6ne=V z_;25PK&lfq^XJ-)yJwR{PBvhkJa~WW;}7jE98YAX+^7co4=L(OQk+kb3gRF!1T=uD zM4P-XpP@(MlxV)m3v1TlEZ8%)y`D5*8QAM4fj2A`~7V$Jo%uAy|2xq0=CxSJ5wbwK=j+xn3 zqOHyk&#=nQEofYhNFjPDo|MM{<~^VMAPyV#_)kIQ3jJt4=pWK!Za>B;e3q6ruW4cy zb=fs%$GVgMi-k``W_Ubdxw)Edmu;M@`C0m$c4R#d3rp&5ow8K;TjeybXi3|J11&zT z2hOoekr&^>J$-RVF|OQ<(qwo0kKJoZv@tde7=Bn3-*V;5BiBbQ>AM$HhYZ~V;&bOR z{?T_(ylS`|;6i4k7mB4;mO_4l#d<%`_XO9K!B(dYjy$A}1vK19T|L0j{wXOspK>{D ztgWGxEdtI0txkd6nmiJ90Z}u4tj{FHk!0&H}z=xwj}D!Jr`l=~$T`Qf`rvk-6@+Q$nBKzfGF}9i&hltBqWy zv?sLNNFNy2!_BEV*^@Futp-4FBl^J&~0K%e0dN4|8` zzHhg7oFYY4VaF5V-$lDRa!4ar*C8q>NTKjLPllm^97I$idR`9Qt8d$yamW+j4pW~R zOg8@4U@JRw69rhM2JQQcb;(gTDK;%+K3iynT3Q>VZ^VlI46%^v<#$78l09$P6m&bs zK`#c8nk0N^bfYq5k&O~^InJucv#lm!Sy@)FH!wMW&;L-XT(`-44Z@#bBUYDtw`0!O zRAdiRVWI3!g^FLUAf)tVsBd#xw~TLI@V=#_zI;{pHIZ@C zNV$}CdKYy+*9@g=FOG&KH3Wn$*CQQlY~E$c-h1$%6J7<@G!rs8=kzl}+7u9;pyc1l zQBG~JO-|9-&WZ6bC6e(sPC>NmxVrKx=LTjy7t4NB$3Ih3`UjKUe4=ZqGeQPV&oo{R zpN3nQVm&lnr{o^m^J(3*C+iQI>ddD~#{2l}q*A!>2je)bYu&5|m zrVZ=7&h2(6g@h*J@`mf-iV$iZIWfMsvYCg*nT3d{DhW<-Fz?P^%aj$TPUlSmo-CeR zQqwJ0IE6Y#t2)O|HZho8T+Uu=sPj=%uabQrKt`$`2ox=NsO;<=RN8!!BPL18xgeRNHD10DYaO^NU5Bn(Sf zx7@dx65Ye}mXh@RA}E2R!q@ zvo3{SOXRGe;Gh6|3J!ic=6IOfkuyG^;-Y|~D8kM3sqH^arTN3(os$zqKc_GV zK9(!6y;zJ6B zYYs+KKGr=~055?e*gib2a>>&S|1^A}Rjv3ApHD>tD@c^OLB{X2nwefuT8cDCdO3l3 z?k6BFkZ$1#hbZs{ieP(yEv^aeZnW*r(B*@9CDbmxbR67h{s|0zDy>NCEeHX@6Zse1 z4vT==#PKL>-(v%Jte{$efH4x@hAzEshON?(>uVO7IV38m#*w0-)xMhMb_XiQe8%@> zZduDO_3rV#$O47Q*{wCt_;@>Q22Es0M8d05o?P*8k>}&% zF|YULW;Z*6b*_@6qi2_;wzn)C6bvL1xP%UjTbV)KO4>5IIpL)p2gIO4^Zqu-@APE?B{t#qHq zyHAY7V)+ozgps;)KtCBLaI#&D0U?X6$`klJn; zXpzkf5ind@Tor+JA+yDGXUk*PtIg=!?L|}c17cJwox@v$Pzlponp^MVl6oTe)YOJ| zM@L_u>#gPA9BM~g*nr;$Q0DH5tva@eEr3y*592)uP(O-hLlZ~h_*R*b;u%Hq@T#S) zEm+CX6!7ugRU@zTf*@x1htxgtM9n*g3k&P(0F+(aJ|x)+n>?;?T*p}E&;J>7lOs*o zQU|Q3mi(PJCG}td>|JJx%6dEuHT+~GO;=6sWKAVn-x^Z@t;(_4*c&WARt}J-4 zG8{Upo+t?&5*+g)KX94j;^V&6FFDhS2_G^=X8U0bXUpjvbl{#WwzMpe3#3y)9;z1} zHWX*Ch_#@i4%?s#qWg_8rEAAV7uaLj!?4G(uUPWxb!3oV5XaP{`1AwxY*}q;HA*2j z4sAf_QX)L)+)tezfP%tE$$z97^+k?rq#Pl=8FyOV2N|Q7-AA2ash+54K0dmDdKL6J za4fE`H-m_ffXS4KoqfbBkKX28TXT{WmA@DDJ-vC@W^&hg%>-z@;OO|KRF&Yb?LbQ!^Tz4@MjSwUAN5pT&3)vfY1S~sF^eX$O zR-#j?nAAlvmo$)3#f;<$PoBD$Boy8Wj}Eav=*$OoesIv_U>9Ym`%!^4B14*bO6JC&Pe_0s?%q&ni zX1DS!UO?CekaD+0QU@#rNFZG%l0hR4n7Wez*jb?m@T5Pv01~+YPXYmlISHNea^f|R zsv0D?pBe!K{NCD{S(5+cS)POQX1kt+g~qZqv`bKp5R5(9pyh*Jh{KkU3mk}EcL^H- z?TzNJNNBf(TpMw?GPo3E8iio)2OE#InAlj*GH4Y&HxLGSG9mTD@HA;F^L#nI_JM&A zP#7=+$_j@y7|?VL42r=Zg{;~TMyjz~RaRDptfY`7&15mdi&RM*jvEj%X@Av<1_hE8 zOwUcn$?J8^>)Tx3iQ; z$@9;*ZozO3RZ=^j{+y?KMqQjvfLtP;%R73&A65dNyKZ73Aj$O$+}wG2r{}OH0!ke^ z38E|+uJSX{$o$-b2??j;LzZwt?szPXEh0{?)f<1({xySsB6@umG z#uD`GOTwXy$IG_oRT~b#yT1}MrM)^kP)H!;U`G_m%geKxOnl9+JBb))F#v)2iPIn+ zG|=y0e2=mO_l`z-eZss`Px{N7+~f6LS~vRo{bHE5b1uy>Ln$SGb6AXS@(t}C z_2Tbu!a^|72zp9xiq<~dU60{@oi@NL8ru7VOV>E0((TQlJQ)%YAO-Ho%ego^d<;*M zMV(rA-{UV;`U(u1?e+PFr3|6HHs@##Cqz2w@x#wQNbAsGtg^u{i1@J4hruiQQ9 z@kyqlzGCyw^}>ufScNMTM5^nKCCfP5JZJbn$ub|x1 zDYFX2hBo!ami6uSU>M09eVv<{EZ-VyN&0l*^X;4FR^3I-X~*5B8gn(Cy_2E^+m)eq zDnmuQQ3s>W?b=ayqd_LSfEbbDjGapIun4-CLYFP~1gAq(KqvK~=k#(~bx~(rC_6_r z?9W+wBhV_VH&~XyAeum``q%o}FuKL~-_4B0>PVrGxCF=}V_8Kf+W$3BDS7Z`__3O> zNN0nR*}1l1Q??}Wr99O`TDL>AkOAg`A}OsO(mPHGdf2Yp$^BJ{Vg#D|PKw?XUJa(W zlrFF9naEQ1^Mf`c*gPaT+%-6(EB?yTcFT?7^@k_kLq+OjV6uI}&W;Bmp0a3W&EIeY zuW@;Jc%=Bcf@?q@YRcPp?`G%bLh|Q2v*cRe#3Q*dvR+90|SGU z24jFED;#&8K(>OSk`kfUyXApY4A5k}qrc4v0!y$8I02P|%$!2Ec7sX>p=bDQJh+8o zsVpvsrs~cs&*2ot$k|6bb$JDmE1UpT{y0;)527`yhrZINix1J?ebS+i^n}$O1ujSC zfL{QA%VPXaS@y&T!atUJ6Cqd%OGRbUb(&k?Vt1KawuG{ zJ{|mS?@t~y3P{i~HOny~o4OMqs3U81XJ0S7tR5Sr1)!C{#AUDmR;4pl>GVn zcW5vJ_+8|!+KPR7z#GujEq9XlMZP-S2nwQgi8AdbAUxKFWv7Far=AjX`};^_k4oB;f&l(EFFuKV7EEx$x*h!kvTk{cyyO>vE}9fsix_i z9g4*<<~1zv*sV7}$7D3kedU-o>97uS=Xvf=RW;QNjeL3lix)E~y&p!Wcjzy!kNWe2 zBy9I=gf3Mi8>VyKt47wjx%m&-8;($UPFW!&)nt|!uKIS4@&&AcSh3w4y4J?S(1|Qt z#pWo(?n?V83fB zsfZJ+_?U>+l1PKy6N5x#(G7){9sBfvQj$q`><+jwq$V??k0#=tEWN-*ud-eJT@tCG z)i{<85kODq`4jMA>#&H&%lbMoC-b8I5|>f4=`6?GGn)hV8cNvq&IYPV#+b|fW1s!a z;m}t%PIdC-_YPw*6pL&L$zAu+fUN9_<)PH*EeV@ZSyA!N>T2V1;k>Yf1R%IrCG9No6;vwIWLrA>POBKbECn6{RrV`g zGEW7y%=E;o%gh)#I4GH!I~Z@(l!oKJNg$E17D2}}85yMeUoF7usLuX-x1;8?O|*BV z_6k%Fzj~>qBa$9Na1jjKC3O$1DQx4o)>c4qV_H~jNn=y~U0+w-oZg!lAIBXxu3>E9OMf?BV)Ov` zdU|L9pYrg;Li#+jMS|6HBAF#bSV)e+sxq}OA*>Fg_)-s#7WnSAL30kQ%!iyBTx7-$ zm}%r!0Y$?+ovlDO=Q3HH{#J({|9L6$Fka*p`ebVpKt{A0Ewu9|o{4@g(cJWli>MlB zdVFc-ua?GTE2+M1AF$IGNr6|e!~IL2AT!~O1>Ms6M7~a zrxIQ7>?DiaVpz*FA2l?t_6){94o}RqQJQdq>p4;rwHuGr z2#$(+yA((Y5<`kJtn>EWUVP$3fh;{5W@_I9fy-tWi+ZJgC7ht7DWCM zmSSzxMeA}CGqV8Y+{@n54nTpZ0Mp4`HVvz;(aQnV9ysA5s{Bz=Q2_>erY8pC*Wg`q z#^<0Hh_XIeJ$MqC876t{HZ~~*(+i*W2Z@=>Id`lyC}#^>flk7&Cer0 zDkzyR_7##bCoG0>3$!&LuCj!2M!WnbbU(G>qn!wv5wuRdIgaqE@{o zN_;$MaD5AzoCt;RBGdxpY5O(9)wL$e=6pyA1$>UeqJO+!0>g(B+^>pNDPbw~#kVK$ zUbuughByjLb>OXPg0T)_XVIb4LbfEq!Pl0(pIXBQNnv_NPh=z#8#k^&2KAE+*rii!#lya$0t;M%ooL-`sS9Z|pAMn-&(zv`moH8%#fY`Q%i4L8OW;Z)9hrGjI zhhhHzE%kcq`p0IC=AIxnhkrl6EsTPUr}_5_js<{!o6#NSw>*#iDSVU`#@CUcw-sRe z_TJ4`Qelrj&!Oae6nmBSd9L}>BjWKQ4nrlqE%9hND7$InTjb$2VQCoXauouj2i5NE zy-u4p0!v@ZKk+P)AYcBQYMJw%ynGJgxcThFXjXcWPHm_83^H$b5RVN|{)-o{*7bXy zFZ17fef=%HM?AHoRPo5KPCgqqT%E<1TgG(&w?mTKzE$H1Eag)QiRTj8sahK`If$|wsnYG$7KcBSzBuonE$f6FIPW|2PWpl14t+^1+L{1pFZ#3muw;%3O};&roli6YkAQi9DqH z+^##9{!VoKZ;0?R1+k5U;9FS{I`6_amF-?ZTa}U;hOHp~CjG9j`&Xp3E7^#w@ zlyaZx`FzVTjIbE%>8s1XzC9lzH5o@wr6pTjVnp6zZC!q{qyI?bSt$OMqF=)3A;+M;ovU$`d7|Ci+aB(kN|XlM7ZtEBs)*Oel6tB6{JA)ooAtv6w5ER&^X z;^dvQ^xZg47cz(z9>p@tP%h+6N$=6T>VHsTG;xms+kt(3EFim>B~>)y&r(ZgrTrfJ zg6M6WKTDlEEK5G4#zrGaWH$KpS|_LCL+E*8K2JQy%NW8Ob0Y-pjB%KqvYMjgsKYuf zNqG6DcJ_9jaJ9S?i;Gx1FqvJN_ms~3dpwR|I#Hac;_&o^dIbtQan5*|UsAHCm9@3@ zUV;>@JVrGZ$*hDdE37t}^Ta4JALT!_cf*0p5_$Ndxi(7C7Z)AYWfrmQ-*dqtg}^T# zZBKN7Tr1$~2&leX9GQNN~b-$|H-<*gxLY#jaHijD*wV`t`UPP~x@vOMemC5`W zysn*!!`$jzx?tgoJKb83dBH^j*4Ts+Qf|LF2ad@!5CGd}>@u zq=0X5YP;50yKESk$R%mnVqG&_%(I293+$KO89z)w7EiS3(4g=En%U= z+HXGgsB;w~xV)A!L*6KArVPP?&D}f>MgGwb(iv128wv+&hO%DpCy?cgRop0@Kx4qh zMt&@r7?Ei8q_0-)w;0OO5RhX_5{+beDQ~A=%2dr`?Oq+$ot@}b zt+evPS7E16vUs%r8x6&q>4B}V>E+s^=e`er%B57D7wS<8hWf|{tR=~38%%0v-T7}BFta&QL&;iX?l^TuKpsCnz=`0~`-|1SC ztWU_7V$XP1xU+*|>)~P;qj;38vwoE;o0hj!Ro_z3ZYnYApexIY($*WdwBY{b%46$> z%QHk!iZnF652M87_g}nt_Ke~~vZ2;P-=S7=to7S3$9zJSTDyD-WR|F;83oEW1?N^~ zdpy@>QA$juV!8Grtu}YQT7&DchYmSTfFb? zz`euc7TCkU`uzM*ZTIZVdbR`8l>H99h8Nt=C{j5ullZ*nJkiHAjt+KzN?1O3t>Jy4 zk##e&$s%=e<&pkNIt>wAIH-!{_nl| zmVWnW4^`SP7j^eG%Do5pLZet4%U2WGBs_L8iTDf#tK~MCgsQmY3=CrWEC?|&@72VO zFLZbq@6hpnf2cn>KS#+>&wN5&cM-uCsGQrg&kqC;2qVGfQBZ$)1g$#7gXey@Za^X47A0fMfX5^+&EBYm-l;`r!b`#b9?x&LFY2^-WIWVD^s3>f96csDxB@-q8uiqP zxlTSvyO^6z?%`i}2k8!bbw8w6MDftjFl8qe@%%g@P8N>Gh=Hm1C`To&9n3x7InKVrr|v7jp;M}yDMj&3 zYil23pn0vugknbXySK7Aw!1$sEMp29%hL;K@(akDjlZkkWC-pZjb(6G5(~FZeL+I- zk-wz@esUmP)Foy#`&W(z{`|&@L=AngJm%`3%|(&XGCIW?bBs-MEqJI0E9D+^M9@l% zW!iKd8$HhJA%evd#(EsFBrUSK_mgb*?MCPO>$-fp^XE;u#6w9}MmD9~6qx8Yo5I-$5K zm-~G*^Is|ZMrpd+>sRs6-4DT!(OxpWo9l9{-)?-^6C0m$>=GFFH`i*ga(Ah*O?XeE z3EH=QL_8VnoqME|_!(4OReRdG@-#bWXvdCDRLqU)){nay?-@5P4$hJMH9h=%`uO>p z3?vTPbpeCD`B)$6UJ-+T*b)IY0pAt}d@%_lQ{;`UtS zzm+!MNZ>_p)-!*k;jp;Tw^Q5iTJB2Ped_jhc7)H-ZC@6m+fkS%ZaRC3B^$;n7#$qm zq4z?FJuqa?~IRmk4t_)TFq`-eKGZn@=^yeb@;tPc z{1Re9acnWPe)TBSsRQcgs8ZAq9V;riNd!0)@Lhh4XtM53lCLS1I^he@D+^bKv{*2qEo5ybh$4uGtgrC6ikm#XUZAB$T282|3&OYvk9Tnai+oHHgW z<_20JE(BM!J&lx$jT3k+)ZdFq&<*vFuz%YY_cM~MMZchQy{5}+j#4;r)BVbZ`01(r z($uQc!|fxT#dF-S7xG{GP;IvD9TwV{$eI5vU`5g4sT1;lN-O8x`zA5@#JIz-*vk#Hj8L3!#|gwLZE&A;I|4~!-Yux5$znNDim_lX6*s04qA zUZnWfi|zK5IEivPU*2zv=vi1EAm_9@p%%!W(XDqs8BtSa%jg~-t{=Esz}hF|dwyV} zMUhD8d0cKYV(56)ols(~8mZ1unku@s=oB9U@qBF7xBi0&98Jj&R|J2dc%ZDxzUW;b zE@z6S%b6}ttQGJO=GU;;J#ikabb50}*dSWIo-7${h{V5CUxT}ePzMemm|-3a^ZT1&&ew*RrETe zdEXk`Farh7db?-GmMbG_J!sEBO#~DxC=_lsh|?z1u7)*~K>M ze1Z44=C;;CM_&MLCPVo@6X4Dm*_5+rs;pL-Vg)|2cZ+c<9ChADQxz^j@!pbBXQjUm zN3UPFBLB@hmgXs9Rrn+l)~}3Kha!59d<2^6ePaDEMAHNHTP->Xb{2wI^KrX=yVri~ zYQvN+C#{wQ%%Dt>^bm*43foNjzMV6+@Sd~k>*S02!LDo(pBC-MPq-tJKV37*tKHFF zqqPaW{_i_{J5z~k6;$5Z+iYAco%7PYM;$X=Jsh2|jNv}P%eS_)6U{&G3b0h&dVdW$ zwjY;={P*9!IzGAXD$`ry8yM8q*+e&eaDG{5Yc%uGLa26Y`%($xDoHt7`n=4X#=^k` zN5G=ZK#I=~`kJf=H0?nL8R7S0`aJ`~wx^nRmlUod7Ao`yy3y3PIdDwK6Q?GO;!~njRv|LNsoaRr$=1Glse|6Wui@(kjw-1=D&|8ozHc z=nf_E5maQ020J|WD=96OKTzm`N&0f>#NpF>aIm?Ql3M`!16 zM$+ijyYDQT1twI#4?x!&ue!Q3i*sbCn#)Yz6C-rmMWqR@H$Y||e);v^0eXxLpmZ8| zx@{qpMPW|(-**U~1rv)G=3HrT=!=;=%7jgGSvr{k_gwkZA~Cmm0X1*&hVGXC!`fSi zRk?QG!YE<@!d6P!0;Q!J6cGezke2S0ZmyLY2e&uB9|@7gee8+Q(6_+zT3Z-YB} z$AfUFi_T+!J4Ywx44ccRI?9L0J)~G%bh{cYp+vfh37^d{Lw?Oz$`!9>IYad%wTo`3 zr=)TejUO0v*-uK1Z_}?XABqtjdsg`c26x`I)2_g+Ua?O%Ykg3Co6fZy74Hy9GYIEfF{KZ?@OvP9nb_)z;5fi7FK7T>59Ps(f&BorymO2VP& z(`-oUkrm=w2m7B?KC`5Vtduo2SR%JJA3MmyOUQ!Gt3|~p%#xrQ`GnqNZ5#gGd+=MekA3+B`ToP>^# zAz;rjC2gGuCXGL3c4ArJ`&tl~{83YJKP_D`y9Kehx;c^>9GB{|*=FU<5j4Nzilq~+>%5bF8?<;Q<7pqO8CzRCFcnc@-V zQECzU@N&^E4_xwe?$f=-V*#IOWdzw&-Y;zJ8hdW}!_HvgBeY5To0bqq1PH8N<8Zuo zt2ywFh{)=Jj}p~o!ZYf9J-;u|?C_wZzG$vwI=Wab2cuLH5kI z_@j&nNk>PJK(N-|YA7IPRoN^s=sMVt1ZwW1Wu*tp6RYL(oe7o1jOtjprrr}-f8Auk z+yK{&7To^=_>i{&r#-*x@%rq`m(eoxFuPdpEDSsIOdQKet#o-s#mK23zlJ=FhSob1 zN=r#i>!=W$6!N!u!nXAD@8C1B(vGi3-J#ymFC2b+kddnz_oBt_&@5 zGp^yJooP=RD&Muhj1H4q0s{21U-z2nz>whPTReS^7>^r2?Y%`RdFu3wBA}W;YobM<&qTYfqxS{zXO`GHfM>(vh!j_S;E9 zdT&l#Sa$SZ+Q}MK$S~Rr%yULal-nEkR(&2^1^pa{4;fe5uo0IEhXY%TzMYm1TQwOJ zz@VZm3N0%w2UCch(@6nkWv&4C!2QnDy@9@L1igrv@_!=e-<4Nd6>35<5N*Wgv3nvr z6q(CL#Ur(w8?pn?ABb{QN1gZI9~XY%0I6>~ zB2mexXg|5ApWnT`z|cnGv)Aq0ORhfZ7rDRSfGYo`cLd}OS-qy92PYo)34EASd+B-> zi`DoY_bF?*4e|^0i5XlU_zwe^U_<%#wGj}F`qbn%q zS?v{DTeh=X^S9vkY~(p6J9ki+Cvr3J#~^%;V}OYOqJN56DxQ3f_i)Z)U&0e?ZS7yZ zh~M4?96t>1*#C_mmOWO0pu4;M@K6v4*uZxpW>aOZcdNGFp%869Aqi*{`=%qmuF36s zQmiH=H^AxLLkwrpr1vS&(`*$nFpY@wU}KYyWIlRb`;c&IZ6*+~=F;*Rrm&aBw>Kd}=`}S9r1`)=wLqtP9^yb?GqXu6Xeuvg-!=8iB!oa$q zIx}f&1WViK$)wTbWU|#*QAA8HeX_#c$1*YoOOmvlHjWn?15A&-ugsWZQm+58o2z#u zY^6!rni9QyIKA6{Iu3&I8pY*!KDSuIX8Eng?H1^X<*$W2W!A0=EJ%IWQv^c+SMSIr zn5@hpUEN*tExSa#b&LA+&$#wRTECgBYK-a?Z3c%O;M;AsRpA64Z4-f0Ly+ED=3np_ zt5?vfGIsu z|QITFbZGbx{OQ8qS5L5(AP+Slu)bKggS_#FV*m<1m0C5B<|3HAkV#N%G&v$A#ODZrwz%uf5*8tD1AyzoM^y60ofHSoXJRX}85B zLNMN1eP1*ZZ~`Ky*5@1Z2`B2UO72-NFgve}$j-jItX}1aqn7t9Lq$ON$Npsae`E3crJLK^*Bd|lK!#=fT2)?}D8@?_dzWshR->))S&ky4TW@YA zy$!3uvY4QhRfNhpd_k6Sv^3i0L<~>Ith?P?xXgkC_7B!wtXc0iiw!#+ z>mn|rIU+;sz#aytMoZmTRr0Z5#2q{a_&j$5xA^R~xFQ%MOY>f_lBisjmnZaP*ID}& zxp%%+R(wvlGojWmE{;jDyL)%_;P@m_ajGmY`*JHsOU)b6uQkZn5qRT1AEv%U_y+_m!b2I(q8wYe$U0PdqtlF; z1~dzA6nQ7(@Y+nwY=Qc}huakrlJ$IRITWAg+}*mTOv+11g|FJ8m>$;h>UP;{Z5>hY zTKugzti*VC>E(gYqh9);H3#+T*jYR8AvCZ+hpQNLbh4NhDf{vQ;6TcdOX?Un>3@~2 z@J-xKrS&wbDVEpr>wHwAvnlp8PoQDUo`YxP8V5inxU!U;hDWe_V z+FdLlm6qo5kFSmshC1?US<x?omv~B>`&h;rOl#bW4tNs6Ba9Y*HRu zH+yic!e%D_ile`Jj;d;|Mu<{YzAl@>CoHVXEB(gHTM<=b2aiBgp_%EK;G*=Y*c?3r zEL)<-H;l$48nL^h<(Ba353(=hWGqe6wMx7;Gg}OK{`(Pb%MS+kHk(_yF^A1(8H%XS z;}f-F-K)yc_ne8L3q{FmYq$A4x;`3AOdA@TM}2tWI^Il{No9Td7_;y(OeFEPt}g9Y z?dr(f5+=30bcr3k3YXQhX^HxA3GvlJ!io$L@T%F_*#vVfpgzpZ6a%E>afOeOQJ^EH zQv-?GNmuPyfgSm%1Yu`XmqLfXwnq=4_bg`pe|De5%ug>aO3qb#nCsxx+J(X00M3Vy zeP@k`i1|dwa75Rn=(zM!=8~Cb)hgB}6^8Xk3(eE(>(Dqf+8jLrgVo0stFRY0SC8N3 z961o-oJA>bCjH3&>y-ZQTs;j78g!?7wuh30fA*N`KqfZ@2yXNc6VUFeEqN1A3AHcD zO8_-btnL*KpW6z!n~?^#K~H5z*BUxSFS-O}b2 z5z15Z&j$->A$PJQiuDFg%Ke{2_+-ECz|L7u{lV{;lCwwJa5o z1;6KGGuAGMeWYKk$?v{aR$pQ)ePMcfqbZ59^jDUlAT<1}M!p4|-&rxab~;_22caA8 zQo4KbmveJ%&Bd$J7+YQ&w%YLO2REGPN&xOyNFvD}{OaqlyhY->$YgrEP{?BNOWj-+ z=OtLvna1}(4yUV$7WQ3M76Fb5PLM>xw2;wf@He&^F9|!`S-~8*bq{?DopkFDois}I ziHa=;zISy+J@eSbFsq(FUmpso?c`M0%M;{jcN)e)m;6b zpUy!3EVf4r?O3H+9cloJi!J;0dKYpXJB(^rbt+^E3?A75Ina(kOo;XGEsVKI|JE}P z({blDY79tT`x49++NEB)_%rIO>?)b2J!-*PgbIC$^($*;IOAdMj(df(EG6&EzJFNN zQQbu@3hv9R88*vQL`0UNg*!Eo9dY(-jImde0w3f$|7aeKbD7vkGOmf)ncmny-+j3G z_&qU$%%07&Xym+FW_*RoPj5sW2I&TZ@@XD zDKPGhW|+I&24%H}vF&{{L=Z?s6Wevm-lQ|BUV)|!SZU3fJ(+9Yx~r3O*UNoJuPI75 z8J_>)sdcpNNa@?Jx}^jtQs$YFo#zuvVJBm8+~y7amV@NGNHfr6%v7k+UP19icU|DN z>3gvheN7@L!7nTfSB*>!5}G#|k}DcN*s6yTVNN13|5h^wAE~h>@a@+IDf_b9YHGzeg-!=e3X%Qsh~>S7)m_f~x300oQs)gn7l(}UB7RE$ zb)$jPng>_p0|(@IqH?><(A(@@s^^^#)0V8EZ*8`1quMi;7yjHIJKxicJ|5RaF$p z76MuH&CSinrS`(??3c*MOylG2OD29nomry(Tq&!}@qn?g1|3OTn~?AoflQK3HV>2F zvK`@*{pv3z1xaU`rH{{surTK-D&iS^m_PCB8{%b%7!y#1f!J^9a1z+_L zFEljA+xPyiw=SkkZg7y7uKjmw&zM6Yqe1F(29)gzi=A>R$Xhiz8PHehHVxRb#7np&3U z8p*K6Jn-@MV|^t%kAxxjz$EyM1nbX%JJI-so6AOBRF-|vjLYtzl?3>5NDnhgQ)7C> zY;(eqZ&trWpGEPBDex6QEKt4Nodx87I<|Ensj9jSFfLpGre%zDtr@rT6GRI54&olT za-9pAsy%8 zSxtL{`fNS|BGUO*jf^XOU!@{iNl>ZXbb!dpUS`K*IPMN;?PGbDlpqMAR7A-nBo5b%CY;W9VR30=irt6(*8e%i7`QU>V zkM+bm&D4drq#cQxNm!t*41{Rqw8zsKBeu@k)y@f*<4QIsrb-<=5s=KQml%*hL6GFb zvm09K#o`WGNx*#_EECJFDQa3xHF^l<2(c$oi~mG%nywF#P8V4zqBnM?QeJkgtxW2AA0^oO?E62|myF>uJ`dFU*8Y9ifNoH> zBXo$dqF8nH5jC~cCDrch0=S7bb(=OuX~Lx$%L+qRN~|Ui`i?q+A+ctCR&)4x553*y z*&5E;2s%rz#geZ(o<4wFG`fv^f!P<{pO4u2&C8P`rBde($>5_+k3FgO=`B%Jh$a!* zK@5;n`<+5Bu_=qw^gw?juS%5pO>aimf|E3CZ}G%XlJ8=Ei;2IxPIC>gntT8Q=*lGp zLP8jor)@maJ`4&(*R>WMjD0n8O&0p3c9Zg+;VtgBD07*Q-Fv2mgRAZEe4)=rV|0LR z&Iz}?6M&K{^}$rB;{G!#U~1ZBU*>hhI^PlTqolQlWj^R9ZZHI0{OK*mq zy;5(H-9w=4hqIQb#(l5C2>=nev!L%)WZwVL*;*^z(iApQrS~mC7eu20k8-Z&)5GnR zm%x{|h<|g=#OH*1kxeH>@8$jTmt6zCe?Nw!53OFzv%`ERJ7{W(vFhN^5>!`$X$0$n zpLswdb{aBzOp!}3pCE<$90chI+aa;AwPyAG&>wHrtE_NZq*_$)zP5tw4CG~26BP*_ zdnvBfF7m25+Clv$vl|J1j{I0_M;@Y<11J71W+`yiQ3-m#N=6Xe^tpe(q}gyKkPURM zqJLrg`UU!>ftUt9#U?2*kFxt)VMm}KT^iFK&r~V!e1{?@cMF;H)@_Gq1XqR}XzdrWO{YD|vEV zlOJ&wjhv(R773E09ziZPvD{wWDY6)j?@SO#YrB!^)=fwMxvkEi;G5~Bu6i!dySITR zP~d~x9wzR_l~~mq6ewhyTz21CdZ(F7&#%$->g^Not|A6TP}Q##ayZtECtf{To~YC+ zMYQkm$MdgRLYWt6QTJ4e{hE4_5x>4<@bt=z*y}^5<(`8_aEmVx`r2(OTzlw?e|8E` z%U+XClcw;lU&~ix_7AvL`m-80gnh1X%seDzdzLtTj7`vd3!bQ8D#1=kL@nNZP_XE& z-G2|l6JR?TG3_Ca*@hu`&y!!tT;sg@;@8Oq6d$k${<>+~Li+2UtvQ2ywEXeg&PXA6 z^pX=2?s4To#U2(O?$Kq54Vs7SaV*;#!wCfIqY8|fx5MrP%PJq^teNValNl%aVC?x`--Wzb87`aqv-}wx)T-X|l0mQN#u%3dX!$jsFa9Nq&es+Nc>TvA)@9VyU zq7Z|!fZqpwTD@ZRQ#UzI_&WNKjB5bi;&FNy2VPvr;eB}+jlbzzAB>e{nDnXl%%>+Z z28bF3U;eQwr?`V!w$Ji;G%_(lG=MAQj=BKi%1;q8G~|jíh>gT$e>`x9a6Hwt| z>kTG)y`dIvx^qj!K;`GXnPN>}2Xmgd1A|>&0Ao7iH8=s*wDs043rCT$&aBQFiuSIg z?oFn*Jz?W8nY+js$<~F(63YoSB^D{GMzCCl;Xq&)`7XK=@W+>UWNi8cnqa~XmQl|| zC`DuU&J!BJcm+)0WwhN&b+Ze9SQ@39Vm>ROlCAl+g{XOEeqL(n<-@hHV&Co?^)UkG zLSVO~4{+4|mB=Of!Wgy;pU%t=`fI~Sym0XXo(K_t{=k5MX1#l7??FodU~LYsR&iMW zS0H8m4c!%#g{URQ*0g?gA`(F7bZn(Z`^5THaENcU{LAm(WfnzKk(t_AH=*XHV-#>A z2&NHz84^RLn2JWCJALXjfrrC>SshCtW0>cPAQIlmKU%!5x)=>0vGGH6aBVMq(b(RNka(T|c z!~h_KaFtSnHo8k^Kp$5Muop-^U5h2v-V?JL)lR^J{z^LXdt>8U3@qX2ckWZ$6Y2xk z{R`0ChesR!D4gCKjwrLyLmXTZMl+w>9Xu90C#Q7jd1+U7_ns+P{7u1igV4)83XKnB1Mopj<)B63eUK{8boqBH|Ocv7kzU@o-3n!Db1_ zkZ&YXo6NW{U={U9ah*l+G&r;dt@QIbAE#A^s8u-C!F6rTw_@(RxX~f9)l7$KehOYD zoi3gw?bQWSPR@v7$->V;b}lZUzR?3A0nUP#I(dsQ>Q%M1^#m%~kD}LK@E&geXl&%y zLX3|^*B?P~$>(@CkS4Dx5Rxb;zN>nQ3s3Ma4#UtG?|U+~cM@S0t-PrRU1manMFA95 zbkauF9Gvt?XMALM<3IhUpO-P@w?9a$tK;n8hRJFS6S+=O;mLKf4GGS2%eIW@{;>4! zOm?kybDctU7C!#0t-GlzaIF$aAAgu8b$##Xh%k|*=>Gil&`#8AfjJ;D2WmeuK(DS| zbsVx<_MvQQZVv03>_R)d{C*$z-1!k7)w^ijb83tcyAd(n>;;~uvt2+ofv*V>T5cq_ zfW$mtkx)4++`Nf{yQE)#G|=8}kp2VPb=}V=V^RICX^30gQJ~+og|lx;E(+McCmNlp za_aN>`|$yQvsNWry%xm~3u_J+e7W)lGgWs^`L`5;2exM;=Btcu2++S1<+U>Dja=Uy ztP&FbWkIyYj>y)|5-XWqXrh|P=% zPbyxxoZl@ZTW*qxUb~l=7eXlTYz7;7xuMyzmw1p$1KrHXsP^SC964w8kUb=jw2E%b z&ij={-3i@G`DPUrhI~BfOIC62S>(E>mzR`l<}<(!LGNmKrMaz*2o!vV6lufQbVpt} zSZQmQ7<`}Y3Mh>tW6`ycPJOr2TjgDw|D~61W^obk{wq1(euKv5X2DTp?_N|jzvqX% zJVKc3fCoP6IBW4-b5mn-x7qUnGX=&7b!y^fS{Bjf*)s|ms+UPwb(#SG#WWXmhT|>& zS-G2~KOvf7)^H~DDFemhRp|%2r+Az88J|i`V+X$wUv3xp<@0!6nxx!ql}GKX4)%4f zZLEzA8}ky$PHT%|gQn-rTL^yU z_x(AF2?>>Z23!=-D9q6=44!9FGmXiv)5~uT2@0Cs9(DkA>9(&^U!L-L&k&cQhgU8X!joA4!~q1d|qKY@(xQ^p;J5Hz7K2UA> z>jN7th&C<##sLYa@Z0Qk_Kdk`u)zKMoLX*s5+$#4Uhu3N0CfC`5C607m46zCOc>tR z+?$XPUfb=BmZ-wox?#EFn-=*5`Q&$Y2Hm&D zLqr{>e(ATHa5latm33jw1x|jkS|tiqg#$Q6v=|QF)oam7(L>uzQlrIgFFh0$J^2iX zE$-aGC1Ztr?#MJ|6%JbV#Y);?pUuBOu!opI`=|c#oh-+!>jEXV^>3tlOo64tDY05ONLfFcQw=g0&&itif8uh7SpX)Bf$W73z^9d zog_G;8=!-E=68Bc;1hW#eIDI$`pbsuB-BdrjY-MN76UTlHzpT=9B1taFPjmeZ)C>y+ffAsK_^sbo z`uz>bE_3*E8JQobBu+)tt8O!h=6WUSzm^?6h3uIpeK_&RE;ORz1Dor&4~e-boWK{E z^J94U8_yt7%hgCFOuQm9Q} z;n9Sby7M9&b^ea-1;S32gWqaR?p*_jy{zK%sRKMolBtTOmNef!cDrIq3sA0{sjkE3 ztO5)vo$~iSoy#3NtWC*m^ z{}@ur`|$i_y-D3ze}M+vl!D~(MF!oqf}#%sb<*@`|nW_=QZU}7zHcGP9# z^TSFWl^g|;yj~d7`u!*)<1uuzKY{$GaQ}OfpR2@g0PU*&2r{Aoep2hD;9Un+AJ9-HP4YiR&zq0EJCrQi@wh=rbcCjN@W zmHyS+^z{5yq$Je!AS+A5^f=k*+do`@3?Q?FoM`ihhKDx*1*EW_2Z$YlE;kdOON6lL zWE;<~6k{+bxK)Yzwa2@Hljuz%-ygvo=B@Y;;35VYFc;?bgCUOy(4VTm2mAQ#7H!T! z1bG5If^s{QiB3jX=eXZRfMm0jE9tQ&CUhXz!U|_4X;@4O@-Xnq?zb?JOW1Ch2{6TGZTYpa#2)%}$QWNye_U#Xiz~{8wbDk0E?9ZU039#^@lRIYTDr2y~KS1OS z`;FKT%7z?!&u>t+^& zz1Qcf8le}w?=`Iijh}0z9I=Bs>xuLmurip2JW*4yShlR*%wq3SUotiHW-y$Q?8pvG z10Ji?W>UZI2OZqu2Q{AP?WJ7~Xrf~46{utImZLpd&>#Jkv6l_yAr62fexZifklhN9 zB%4HM02=WiV>ZeSugrCs1Dd005D_89RD0~?FIpC8l8Yi8+^c#bS|b>-;D+17Y$Y}6 zm9E6v@3h&2S7~YGp$KtJb&>D0aH??DDp}WqDiatO7X3L7@@U3^wDUJy6j>{_XIMCL zk>Kl(xV+j(RtXsyW?e6oaDt#yn#9f&*C1423oPml2PiUtkdkGyBa19YabJ)ysTmdz zmwDWIg(729%)bv7ZB>u-^t_=9+IFhmp__bU=irp8)VM`nBMJ?vZ~)Au0*ql3eqF zqJnyMq34_TpsR>M-k6QJFy8>~AD_c6)sx5*jNnuH>sPL*po#s11C#x=-{%T>IWT*G zJTtSgL6GKs(ETrfC)6niCz5N05uVw9_6*v(ofPzN3WlssPgzKaD1E!l&R*x?NyNTD zh^nhZ+&d^N0LAau*uFn96{{({bbT%Z8Hiq<>dEux5nOh_E`#Q>mv$vhr|GOD zYGUdoCN_XONuUIgZYTO3ph){0t87cdsg#plCym~S@yaX2EZWg*pMB(@Bs_pEcYVjj z0`7@PAziP~nT6AubJ_h(MO}A#O6A!w^}JkEG`((wl9d0|M*ioUe_^R+N1R+BP^{7B z_nmd#vpJW9fBFI-6+7YM^Y94C4r2DT^TtU1(uZl81g=C-OTx4wum*BQze8&f16KBC z$jmi$Xsrzu-|0Bfv_9Kg8!ej~%iTlba|X_@ThJp#jmNW*?@oK<=#(bH@rU(`j=sP} z_iloYRo7aK^5*WY$@n{2thJHCko?r4MYZ{1h@CdNST*!DW%wi!pC z?heEVPbN|Fghhw{gqM7Ds}@!ir$AO5`t+xK(ixVDxJ(GR#rlw z(?65&@&v@E=XQXQACgWaYALqul3 z96$ijf>C5BM3?swyFWzreY*atG*M0}b+RSQyb$#;0@r8_(D&g0LW? z^=k^E_|%=5^{h|;_C&PIXRAf?0(Cz3HNIz+jz8LZ!=RC;kSAyDyT_ZU7M0p8ug4Qt z4v#%!#CzQNHUTTphE}ess)CMY$gZ{K73XdB3Lda9OV#LY0%i^jYnqRg-H;4U!1^E1 zNyGYu_t`D(!kjh7?*SBcTp8-rCrAq1{{Ya$gKXLRfMEcqfnMUZyVFHRjk9EAWUsPS z>2Kb=`r@_k53})aIFE42Ku|u8v?G=;&=$V4{Tko6&PKd|^CMj44Amej;iUfw0iBZd zj+WTGt&F3DUVRF5@OP1I%=BrUcEcR$$j#?n&+(r!l2FL5FdCDYngV6T$Cu`lSh;=p zT^*{_Zt-l=4t^K(SrA$yNO}hMW}o)=@cRxA48IpiRV=3!;k4fMK-^F^VtPVMtRf!y ze)bOI`_}BcxM$z{-F>KX4(GwSVUJeULgOg0Ck*49)aFe`k~bXbWRn$&_7*E(4pfML z(YuqMUp`K7QAkYPkc&d`)6czV%yopzdqaW}E{cIgQpUnWvEl!YDH(`eM8-g!<{Exe zC6n*j`D;P9=`sMGjmZmUO%TBP%bWY`meAL-2qT_rL3h{Jtlo3dag&6#yn)H80%U)# zG9Fl7h;=32*&gH9EVX#q^RA%;R4PD??JZ4+{A0b7cOB5NA3u(c%WlhEyn5h`z6oq> z9i2q+N8>+BpG}EgAka58l>~ut<^js9?vci|c@4e2*lKEIO3J-kxpS;zH09apVIRYg zy9_nL01d&eBOUD=IoMerf8CzLEOO#`9^^bg{p@ApcxCdF0TRZHln`ECLxTX8!YO`| z!FM=@m%+PePvm%CuH423m?fd>#sS~#=Y^fi z$E*O7=`$dw6?y= zG6mD%E&OO~3#2|tk#z!Vau{XSTted7*f_3E#t?)QF>R00W~=t*KkzzF*jin?Y1^ju zF*H=)yXL`3g%E$fXs?NWJ){M%1JeL^cN3t;4yx^ zjB3=Z3sPl?Ww)5aYm8*Vq^ycmgf1?@i^J&+dR!mDA^<4hSH6oyXI zP~TKPP7RtEtU9>ZQ`<2LMa#>LRbRIIvPi^LO-SpS<*zc?c@q?$wF6Bwq&zbxuqqzPr3q=sj!VFq$AjWYK%zRjYR; zdoTz4dcFk-;ALCZrJnS+OXG*i_=0h0Gwf2&H%4lFDCSYgT4RrqF*2GHnf&I)8GJtJ z-sCO*8|M;kj`s+UcpO7vK?Ss6%n)`=>J}`_2=d1T-SApzw{rK89%=MwKSR z@d{wX7z2{^gL1Yxru4olV+20sAys+yENqKs0#5fzON%-1z74#qAz@M~mNuSncey&NOY;yoYp%{q%D`aO0>+Gnh6X-O zpXg*{&+l}n#NH+EJ6?U#boQ`AH=h}ntMS_1I2&4w^-y>*=-qSpppTW9h#!V4qWNbV; zr{d}{R|N%?W-jTV)~MoQE|c)H0Lw&=vB+?pygOPM^}{V$4S5~y?P9sA`f3d);do$X zLRx!GZ}}Ljr>93TYpr8%SXM@QCf9|Y-L_M0!DB9~f8}aKOjI!sSBy+rddBR^i~(!C z5l3ibWF>VO%OVSA1L_C07>Q+fd~Zyj)BVJpTbn>H7ylDnN}p)g!XdWBV7oOKY3auT zM$0g-aCh(a4m|lY`f&VVJ&kFaTCv~rSFl9yqu6?Sd(6ixaM*bbFA<2;`G!rfIF1$j zJ%;X6ps%k-L5uFsXK%H%x5&PCb`tRNmWqWi5x@74MvHCWZdA%fN8KK_wSHQbj>67K z)K&D?)oN{T)1-vv3aa`oO4#IK`QNt=6a!o$e!~Z?V&-|r)v~+rCBr>F{-!+9RAnSl zJubF*%I~^)5yo~sH_?KRCX&{nWdMqu_iWmKa`=7o1au6N^^vMWHB5%{`)&7hC*}~~ zi2bD4>d!^~o{bT5wJ3hCBTU1zTUPh_Q1pdaE3fIDJ59mv1v&MDNHh2LYfQt(Q%k_xAOt4S)`(J)j?L4Gjz86~L{Hoo6EiS>d;W!LTwQvbe!AvD zs9~Mea802~Tan55p=`VWk>(d;odCbv<$il@)q#yY_H2fkpT2qfsDo5{=ZtQoNO*z2 zul(H3-ALw>>fcw1h$uezJ`la(`^qlDnK_Ep7unp}zl|7-ijokL?1=5}=n}@SwG3aN zVnA2IQkjZ%ZPmYOtYX){dEfQkAmprir46>m z@USt}aIL(B1qD=JEUWi6q+R#938?v18I7%nOJ2We=#j;mB&>E9YI<@j(L-;iTEv@* zn$~>p{>mY5NTUxCubP^PY|{Je>?az&H_%bM18MwusGa za5_m?kd0F)lyCypkgkO>9`e(eUro!GeoL?xp_tIoF{Z|7zbk%TYZJh_@#e1O?}J3~ zsy8~~n)=QqkZRrN@{WK>lBI8jcE8M|a})EKrkOPk1tCjBZf#G+B+CzP>#u$87#*rG zyd&_806aJ5%T0Y}K$EhFT(=v66zR)TBdgZwlBAV4URxr|B2|xoeM0ZE#UCab?I)c( zv#1+sCvf|mhX+Z5pvaFf>?4vdi=`w?SyQSnYpOl4o^SrT0^=i%*=!-_rw}`FLj{(+ z{QUe}nYtlYx(Fd8v>YFL9T9FWf`=v-Ma(@Uc2f|IRPLwPcoCu>wAtvJA|fwaBd}d< zh7`_bt1@h9=e^N2UI(G5hK8O`4}{^5{iV~tjSw&}WO?#fpHC1d>XKbxvL}jz)jvP? zbyKIrlTI@D{OsJ^W9YxRt#z{=telv)a0F8e2D9Gry+kCc*F=_d_QS{6)-`?v`XI7NSz4M=StLoWwx(L6)(#JRs=%fQv|0~I84aO11P=l7c+>P} zYiEghe9ke7?OUOfxVX-pn_B`PSa00-lWcQq`&|CWahtIMU$j3(|s;dD3A&VKh zk&tP{zZaRn_i?@m%;U56r9aTiQRxj$jopxmfxshPqiddF_egY%fHnQj%E0sxk_eng zddn2C4}~Xu8%0m0w>#p_sphtpb>Bj6wOWVlzd850>o|5Z`-%!)&W|N9gyhcR;viPx5J)W?sl@=qe|(8oAnj6E}gDK&As?qUaJL}#}{cfHiSfvHNa=vl3Nv4HcT|8wVAdi zBs&{}${ZiB+G<~_eGmQblcSwv>s8f-g0RG|fK6V6RzCUZRe&S09^e1B=!;TYJ-p!a{SKeH}?4Zj(NU%)AXjI7_O+DvuZ^?tp$lc~#AdctcpA`RTw`XslJ6)LyUipz1sMaE40{OPP0j@d~ z6&H{u^1bU#dWx5U+!Pct;o}QO2Q;COVovGl>0zOErj&!=hluhT5EJWyJ76P%-t;n& zJ&ng$$)4`G)C`u|4!%R?1;S_+hf}K&H0?Trmg3q^yw6}CiFS_Jn)Dz;ojv(iDT_u@ zN&_wndj#|9dc4g_l3Q5mzleITZMm*@kHRk?;0`EM!f#FH@VW{tb~I5ZN>OO^1#@$A zPvKby`YQIs;#HpK(=+LwI|M!p=7+n>QXLfiF#^UMV3goFagw-HzZRpbkSvCSp2%-G z-hUtAv$Zj5yEV?siQL_qDV;z}HdG4x08bwF7_u;`p_D3c4 zezmronIXdcbFfH3lCCL!4k73Ix=ZB14`NC??B%9lnwGVgUWha5E|&3F+SL?wg%6WV z2BMU~ZB}o3MmHz;#`iH_kglu}oW9I>a2VTG3A22YZ2O_6zWA)+$2gd}3?5>miBetm zX`ejg;N)tVJ4?zhyXEC&NC$r8C(EOD+S#5vIZgMnnfyYAmb51bhm}}sqE^4nH#S*t zQAj<0++fC)GPoMU?ZL|Z<-*qbAm=rH1HM|;XErq%=9(3eFjd%d>R%%yIG5##Tyo_1 zgg=yx<1(0t*AU_~x`+8TZyFk|mPVwb3wcU%iuvbkR%yIMyUb%f ztUBkZ@O*7NxMk#cINw`XtTPdG@GiaR&3Fi1g8hA0tsF|`u7gL75xkL~V!5~0rIB4P zU-xAzkFM}_X1jDXV-9m*U>mK3w}7F>$B*u&1fAKp4U^Mm+aviI=;$KYOglas2P|;e z4y1|C%3@OH6rs?6b7;RxCm?6=SWUpvBr){cQ&Us#Z^Xr54x0V_bH^u)p`oD~YbSfV z8%Ms0!WD|;_E-cIm+KSVV%zkm$I7nAhBXCU6n3F`0f%W%wU(M(eEW&Q@z_BCFoZ8+ zfq|b~)I(_tMrirUpr7A_Fvp;H3|y7ey2l1eR{n%+R0QaxQ)(@PGpcPNd&_UZ%StCP@f=S7)IvvGV@bVrwYy{UaEm{{ zyuZFZ;so1V_|SSV+FKs2yaU4sKp2KGw^skK3{-zM%x9DqN@l4nXzh%{$ex8t-n-YY zv1KWE=N3AyVZnq9Jo3GnQw!4C+CqSz-dK^~0?mSB_Xz2?)n46{T;pwSudHX6v+A(H zhyIgI!U(LoJtuvW7-E63g%3k~fLAs3H@>|ge|cu?01q_uBQtAR`dyGSbVbXW;LR9a ziCY22U1jB%$sX2c1P?RXl6`7x_yh!iOc&;v&1G8|RbbW@y*yTcy+Oh_rPb{#P;Ai+ zzz*DvX-JTIKL??To!UsjN{1f{D#b(!E=+=-(r>{MoLrSi&Jq3n`m8LEL z9GUlh5_y>9eKkQ&Ev4iv^KMdcfpJ!cE#=Uu-GtYX?DlzVNCH&|HhD|4Sx|;{5aEH< z8p~rYe&X&_P*|91ivTH~;a8y2AJ=3T(p)jUwDdUj-DNmU(k&O|K(TOYb{5kU=|HJV zHGKzoRxwYG`U}qal-~JYC*5Cx%=0owtEHj!40?M7c@5wz~`aTvF5U?8RYz_RR+vih5m*RLqi#J_r_8m`tz%;a*`8n?h#t4gH znDT=(qY%C*+@5^3dGv@4hi0t>-EI2VQmS`jg#Jt_&u{UFBpy1gUL_)WVqw9U@lY&= z;{Y4XEMOQV$+Ad+|<9^k{mE`#iwaHR{A;xVR>@Nf1gG(%o3A}24h z>3{X|gqCgB2|Qr;Rdb>d1=2Mn0op;hb4M>ULAmGNwE%11l&ddDysFB{iJrjVPwvxH z(K(MAx8A14CLKqi^O#mWp7(K#<={;upnesq0o_Jk+GASepHt3n~You2$8=I>$E3&e0vhPJc17y2~#}J2_QzNfj+<*4G+!P|%RR_dB@=wNwR>aEhSTb|E^~Gx3jdOD+c${N%gZkz zWzEVmKlsQK3H^aBFMUWW^f+Sf#mZc>rb77pOTnbAzNt%wuqTu1oXpQ*!9}ARmml8Ulyo;cKSgAZfV_;>u4x;2{-r2g9 zCs|{SoIVr@<`ufupf!yJ07g0E9WKNHX zU?vTiO$NhTq8sJfmWweF5!T+vHqBw&CBb2@lx(btHWpSiQ_v+UNg<_V8yh6i++G&R zgKyp>a@uMH=3|SRq}&~29T&lngG1HZ&^IWto_wV3S#=Qm4B9d_CxX4x zq0V%|!Z3|E=9d)7Y=}T(Lpk~0*Z0UP_b9Z)8q;J1KL9o6or9BCk8*Sh30{2v@)RoWd$y_3QNY~N*Pp%?C;=aENyM(_c&uby@Br9AzgBl# z-Q1N}@^Lj{-nJ?H(;Jxx$d}C~#VA&+4yI!9`AlDps{e{f7)B|(-Z^9O5q zDD~2>ux3Gz0(=;Xz6}D{9+t{EiMI{v2!OeedgLKzhA1o(Mjk}pE3oz1aFvmh)8Cso zDYESSG9<9lhkKKWv(1wh1ypX4#4Q{o@)Df|ljVu2wbgLX`O;Bt&|>~jxY)jKv3hKl z8(0NRuO{T|osMkx*C9zphknM@SEi00cIh;Nm@_ zo$AgFGz9aHrX(m-eWL!v@gph$dt#uk^)o(oEqan6=HvvB#I5F6ZtESTXD)tmGqvmi zbbofG`0+&aCJp4gD!YtulzmYk|DWxoYv{GVK6k|iX{OUl=9z8-zLdM9oU+UGl^P2( zr1bu2wv_x}PrC92)R%k!OPhZ*)^0XwAq+SkM6{xdtcI%;s4r9W83LSAb$EELCKg%V z?^@x!@e`6?^3w&uOmHNFOv^%(0>C|xt$~JkT@@`U(ltqEAy@0ks!-jb>(&m7#^{8} zD&Na7k2N{8Dh3DZ=UykzVF-n*vE1I7zViO zT5DY^&ULPg=cm~EoL%byaedCy`RV|tu-==bySI4VLHCFTs_2JtRmEy>v zBJr?=L8T{6LhXS@wHj>}^Dlz!nVi{yKqK4Xq0Ba%pHu4skDwOqr%E8k!UG&tfm9we z05*_-LSff&#pCMgs1InOd}bq1Zb;jUh3cOxiQdcXEpU|$dgAZFGr zvVgP$6`qbLq4e_Fw1?2}wy))B-!N!MfST@FmRKig91@NYG(;DrRqPA4UuplJ6K{+n zAZ$%|o+r^FQpt*k3Jf^h@Jzm8eF@A56ECRg@9fN-+tks?h=As>14&BoS33uY$sgUb zc%b4~8X?`zqBJ>S@8HT&Dbr3US}zQQadu$VFb}78mes(jU)LjmWwc{jJKQp^_6C%~ z)sWz)C zcY67wO}PM2=8`I)arOl^*T`X+QXh|pCNKPmhDdyEi~0q!en5bn8-d_`o=3O1CsSRq zy0D<=Vj=y6X}5GAh|5w*XD#c^+0wjk-qouD`*(C>oO$oGT~s}+maU--u<5|H=-U}> zGD*u56;J2t>eztRsECXhX(KuM;zed)p4lQ>qvio%&P+)n0LB&|nZe|>gBvuus?U@& zZTY4?z2Gi~O|xV%%_|II+vlL!w8&ljbMxrh>RA0L+>h~YQSy0hzWslTn%gsPo>u+bJX-Q32mnxHDZFXdOfe==#odMQmR+oE<6sV<4eCw|G3l*r(DW>1hL;*%UJfir6)xhbZ z6i-Z07Jq-=$l~6_ek@u1Dxe3VedZPd)Urtj4Lf=pEy*|YfzFLiN|ODHN3*XSIz(2Q zI?G6L#%m-$1q*WjJ*ckr)ezZ=B9wVL3uw6U@bUw)5l;e+ z82TSYn%(T&xSu%)dOE_y@^f_;XLhDLHee_vikX(v#zB$(5Jkld9^x*bQqzA7Um=9O zy|`1(`-^BzzN7yk!G#(~Zc=_?jfl_PZFYSWtM1opa|{B0h-jN_Wv@Paoq@_PFQjz7 z91QeCZwSgfbJq;=|A(3|fpk<(E|U1lP%}i)*7@L8LNnw831$=lM~-4Qk_mAzwHaj_ zcYB%eGt@>XjU(_;T>eK&oRohhMogV`_<_J7oMUBx@aX!{x}3g02)HszjK1ILXFVe5 zcUhCCI!ofCG|oKRD9amy!nYfswXNdGHqL!vu^57Zcm(7G7cP^H_4I9EC;|LGaGrl_ znoS@~%=lZ^Ge#nA468nmD3Zv z@0}4lCl=*CYEIDj!^iAo09eLTjn#QY^*8^;7o&yH&APy`^S|QsMtk`Sv(@Y}b42?1w@Y zDWCt`?MsfMg@_O@L_J@Frn{6sgq-{H%?OZ&6T|b!c_{3WGXv}%_8Bx*P|_hNe|_9p znCa#Ibb(LzaBP(hK^Jg}K1h7r|4VZt&a;x(`7O-QLhu$_VsGex2c6|vdNZS=J$at@BS<} zzSpVgJxS*{s~P;>L<1slM{vMA!din_U(7fq^XZ=gSC(qX)GT@*Meg4DUeSPL9usaT zeQtk4j_0nb4P)jTtsW3UMUJ0~-Ty%h{9FGYv0~&O3&2<2pRQ-sU1&sHGn||D?)PTi zC)Oin4`^TJiBHK8+6#&R#-(8SCxhIRI%95j2HN>0r6jj|QWer6(a{k_;huTR!-x7879N+STsj>t4#~cFkqQWysnyjAOM{s27F={{mOk>$wkzXNZzIEw-D zajI5y5`+(AG->H)uW=fGMu*AkZyx*YO*iwG6LPNYszOG_M3*9S<*vT8G*}G`%JND` zNHyS90)wOgNDvbdTN+ET*Wie#R-Oz^+l`E{Fs&;V^_dLpJ~l5DS_oUJyj~N!Wp{2N+K7)E z|E0=h$z}|3w0Hh%e>kj3LnXeetS94bdN%0N}7b$c`#z6nlp9u_y3vy|h^&T)g02-CrkV*vTh=WdQoy z@c$%T|3}G5f$BDBRNFs3|C5#P{kIGv{znjz)!FSAR~cCE~&F`b3`wkmH9BIOqR`)VlBhH0@yn z%?|apI;3Xe;=um{d;Z_%G#OwdhyT)6Y32lard;v~7vkSM17f+%j-L6d(nv4UAHBDm zSn+or098+&MRc+kA`m~Pp!lT~DVF{j9q80&dXHZTfW)XpDZY_9pW{B;hJWNdlurN^ zodNRpztX<(?V(IG;z6lmz?e+j?t^T4C+t)ID{en{xcu>ylcv;F#-FwdXfw9U-+)m1 z$`Ub`6K~Gv^i@Q1rJ?@Gu}FW9BlRu0lfZ*uI>b(eDl}WYvPgKyl#9naR90f^gxJeM zse@ye0aT#6dCyjYC1U@F`@-tIR1kN22`sV6o+3cbCM{oux(Nqc7Ev7+>f_zy%^t8Y zjW9Bx1`IL$B1*~-1bSX)vV0?Z$G`8Jv8^tGuWr{Hr*AzyfKEVTW*BX(qRLgN$dK5T zq=Z~&LeVm2yfVPLPmPVj0E)=-3Ymcu?E^qc7)mST_L}5=U;n|Xy#7Bls}3N5W_1Pc z>P4*|GzhSk@)2Taz-%0H9uAzz^29PAPhxCrdcHh1Wbf#_m6Hq zAEes#PO&T#!v&UkHV=&-!qqy$SDdY8!{-H`qSI?x@ipgBN&gZS2z@Q3ywYrNW%Y{5 z0PN(O;(aZ+7YNX~nkS};(NSlM#ej(Q*_3*7d~{1}Y#m*^nGRfeXULyQKbszaKbe=; z?`ajyYX0X7-m!ir!c>GwxKLv z^Y$vi~oX z8!~nbAV2m#3RQ{|KvnXoO4?xd)vpb^tCYo#i~k|274f*#jKHC|Uo8F!r{?kDKkmkhYbLJ@SGO8!X1GR*n zmC;e64!ugw${ktR*^R@kP(8b~!vfk2jMhQcN6$1+c4}f!pqTPj^HTI~spycq$?cjD z^E|=B(JnA?I_<@xB5tJmD@9lv_c}3;tNV8h@Jcy*Dz|A6}btJFQZwT-p4 zX;8#6+n__e&ZDdY^)IonRe)A}v2wag_fC;oaAqbqKI&V~&ym2aCZ&P?^isufKEW!t z_Dy19BDy|IV#2Wn8?RrwU?~92W>vlFTcLm6_{$xLZUcd?)M`B+cqY8d3_h2%llJUq z@8^66vN^=nf-Ltx$k{x~HiysdFWFRw*qv}0R_%j1cx-*6odc)38W2uR2sF0~Ywb-Po)hgkv( zm%#eGsfBtaCnU%zDYf)wOG_Jz@WsA+U7%+xnHniZ7L&aOjm{(&Uv~fCQgL@GT#?On z_vHXsD^tpM{l=}QPie^0mBpM!p{>q$?XwqluI2-kMA~QKnj!GN!>0YJ?bh>Z(DNlQ zl&z^|D@;zHcR{cxI~*XrS>m?B@kHdi#}u5AfvolvSaH%2*+ZTbjUOnNe)b#EF#U-4 zaI;BZ?>^5`K_Z}3VuE5&dRXT?vAHqC6Zym!r6o#1dV)#e_tDLziX338-hjmcg)oyt zu{4fV!Lzl0lAg!1M=kI`hr-(Wy3nTSw8c_c%iZpT&Z8AeDnP69iG>U&zWC7eBx6{{ z7yk}(u^krv#>@5WBJ^E`PHo{7guB+@(`+;`>y!5<^6!xeTS}GvIQtG~hgqCsP^ZIQ zY3nqOav8(VXtVNJ8(RzYCd7ThyI-#$%}0w|ZP3OCy_j;6zOx_pM>Juxp8$v#TwGpW zCCgem-zsW*wpC9sLsAP5H1x~A8V7>wFeqOavjEiTp(bRmEP%k}paXUF1sJbs&c z%z+Fow%=zERS*kCkLv>qu^Kgj_kgjnkoDFfs_b&&Nl0IkFVd;4$xlY?lR7$y@kj_M zQ>(gs1rd+R%*W>rG7~XCoDy;gEwnIMSS0`aA&1R$5Ekz*NyzScTF%2_RsKm8e}oYm z=EVb*pA4a5$ z&XbvCwO;)a$6JkYpZ-yy^-3KMnbA{+$3Z z?_Ev#Tq?H6r|A10a|p|!x9<4%?_WWf@MWhCroIV~dWV9wq6W;3pYljw>(yflM`vke z@=QRM!!j1zGnZG#x{cXbZo;VWPWR2=tW(b@80oe9dY4wSrjVX*JkOWy}Ozv*F7 zVNO+lf*a2@o9DV>1tja&N(DX2`>ErlpkT1q{1lF6v4u6vks$fzNc?C^WT+_QFRb?+ z9J!cC&Hlw$7z$c$KqVuwSXANH$}G6OI(%!WA&tQk(QmneynX*~&K}z)9CDA5PK$1N zW21)0Sn{U_3-#97kL(P3D|KG$h;Tw2HalHex_sO=Jd0+2!g6XjVe9K6LBVU-coM4^ zf`(7>f|%E1@JlpmKX1HFl*?tUKDceK_KgW_drG{@f=}GPJ8o66SV8rF6og5flKSP$ z?*CdTMDwAP?dlvEDRiZlB>K#mcjt15rw6-`KeUbd);q>89`o8xx!D4X;b?v+ntSyJ z4z74_&Iiwq8v$&q*^T=Fe~af@{7GALJsKUPNspF0Sj**Q32Jm0>3i zn}?dw6&lf*QlhQ9pqwM8Zg`0pdHu<$u_gkd$c2G0jxqH7ql+akZZ=!jW^OX#)iT_I|KeocAQ(Sj-4&3soav9L7HI-cIWBZ^el|A0{F8|~#U z7!iV2w3u$E0JhPFYZy)m>zfZ_sBDX?e6-7WZ7^BKC=nW(6JSTtBJUnSaI}yLsaS4) z^D&(x?(I8Zc)@^#l<9JUeCR9mz9KQSj5a<+3pUZ~>VoQ*&5IhOcaNNx^Ybb|j#ckO z259)spF7jks@CLry1e}^^tgquk!VwE>gc-YN~EJ}!3*WqLicDQQNzZjaqiPFy$dnzMRy89Y20>^3?{L`N4ID!c`+WQN);^T0v*HbhB$j@U~Y z%zdpQy~A3w1p&KZ2K*s&YGhAH$S$FFmTIX!3&H%^2$5VRC?v47)I%?DN!4Zb>ST=7 zsY7`4a2R-*Yq7D64r@id#zjSwmV2zuM63jVh+83osX|)=SnleTa$n;60NwU%zp%}{ zuDbMf#5m=g#dTVLVa8!&{AU(~(0uU_(;dQmx!CNkf?nnRSj&-Q8_|lX_sa+3auQ3p z*wVq>;LSa+Wz&8!G%#3W(Wc=Qa{_f`Nc}vp#OH>7GYHSe{U}}PV`+0}_h6aSYlZio z9~UI(GI&r=Tm~|-vC#Hc3(W4DZp`boa{M~uEC2bJFQTRI80spQ%dMBIqD90idL@0E z+im@HPpf3R^3yTD?-JN~muT*A!gcwGyaB3w- zQ83le7kaSX&G&d^-B)%Sn7%s-G?Ki5`$)+7uFaBSj9#awN!1S%7pE_mLK-Ep)vfbI z-dOPYL0WxVjVT&4E(0c1{Mbh3?%!W_q)2|;2ti5% zDciKK%$HvIxN>~vw0n^=^k-`$3#?M688ORYoim?9HP6R?)2$IG*FV@u^>(V5wX%Hm zOTHesxz3HT1$FVk^3hEBFT}a6!53kSUgJ+#hnkb^gDWZz@et6N+5wQnSv|Pk``*4w zFOuh6?KsWO_9J8c95l;mvk}xQ=x}gS|7^-hPTHg&aK+#L{q@c$sq#y%N?dG$h^b{- zvz%@)&QZBnp9v+^yX!Gu&$dU7O1q`d_*P`W81Gohn48UVVqWvVrMT%uySAwoY5 zdn-T(gJ1KyO&Cm3tF`lg13aNF3}Uj|7(u){h*Dprw!E4pO>0NC`t5gmz;q&kvl909 zyg`oAQDI-RGo$3vJF`zZ!~t8zY%t64Lc76u1UVk={Hj!dHyyjOL#$jbGo{LjDh7Oo z<0qRYB6TU7z7f@IAKM`a6ZDkzj%jo|BC9f?g|)dbjt@_$Q)W-hP{rb<#G}B&cp+W+!j0 zfrkVp$?yCk<;=Fw;~qSc9-?0VCF1JE&pyDsYlRD zn9i|za5MrV#m%j&%~uNa{Jx|$V#-4Bdbuvvl3r`a>ZxpsEvcO^Iyztc;&=sIhc6J> z0c=9XY-tem<(kx@_WPE<-Zd8YxcW?|gK6xScWVe6jJV*DvifRg#}R^PhNn!k9q*xA z7lSxx0(B?)kA^OGy7oqZdkajj0yhPTKW4woeR$Mg4L z9j|+@i|ecHjtERG7#NNh^p@CXk{S?Ci?P24rlQ%dDB~?_5j-1W($#nWkMuu*U zg`G_JbS*;d7CG81Rg9MVNpZvfX`I|JAP4G!)Ch`*m<@W-=;X$x25dNb5oteSMFGp! zh|57?W|FVq-x`QyN7e5=usU~%s#NPjZCfs(^rCtJ6)uwUPbZc`l>@mOEGbmA8@}W!0FIwn`j1fYZ8$xs$!nS@B*4k#^}+_w zv>SKtRa&LZye$#o6?VrfjLE4KOO=mNrafa^%vSS6Q=Y>{QYu!8pq)UZ*!WaY!1y~{ zUy^O~yjCGV6AS!Smx2c+2e?eoEXkra08Jk^)Cd)kGW^!HjKw* z(9r9JyLzeE5kn@t`QKWq2VDA}%NJw$j`lg8iw#^Y&9U#_eX|lJ4Iaym=^Bl`ynXpz ziWl%x$&UxIX{Jk)?f3w9IAggbDz<~JbD*2pzhbk$b|)WWpUo6?x8daZBs;EtTLrO) zx&X1`o%7SG_Dq}eY`<@tv`si*cuZo|U#n$N1@Trhe@*A?FWisLW){7tADK5Qz8jf! zCz~9zb6D+GD$rb9#RFEJHJ#%O3cbTaL(&0*izf?Majy@VD_1(on_zU&^-UQ|wD0G$ z!ugzlk?);y1shZMXexG#!8|dph&l7W;WPAZIL#Vu3jhI$i0Yo0<7suFEzj~u3jfLu zZ+^F>4E3SxG31Vk_Cu?$#RA0V_k4HY&(K#iD(Bl9$NZ7dZCoe8>67`0pJc}tHbW1u ze^&<(vM)C7LZgZ6NUrI2-Hvh$vIV}J%?e7-jx2^-f~oNs+`nzCZa#-)`hXuu ze{E6w4Z)h^0Z}t8A_{=ATX{LmYG^NTfOxf=C~=LCZr)qHM=^<=oy)7Z>y1ind#u?F zxqI1QDOu3sGB7Y$xIHPH%9$g`V-q~mA^e=-*?=uH-{@))&42{mM z6C1$H^jKW@y-G<)eJDRl-`83qc6#DsNtJ1`oN59#XTqqR*`KDXcT6M3gR&Nd`;HPr zGwVOq00!sfufovsSxHQd=M16)qmVr4)4doOoH&Lq-6b@rHufi_6_AJ6x;b?!U6WZ9 zKX~iC#gdvj&t^?z4vUKi(yLpS>`HO1^xch<`Oko-%qCkqFRzVC z_NIrsU2Tse%>o*A^ex!gEG!6ju3-B7BI1+1y-UIT?{9U!*YmC6pBM`=b=zNl6Docg z{~DN-aUNw}GckE*U=MpKV`_;~PvVz>&KPC5Ohp=>nkEH4=HKIU9rg+9CIAej{8(Bq zOf+KdeA~IC-a>Y_I;e47CMF_Zs6grtNw@YZf=x6dy+9I5;<5MV9=QS*yKJq{pl8qH zO$&eD;ndyY*0tBxAmA-$aw7oGkpU19Qc@VuYz!suzkUsfJ70+kv*3IS~)da{>#~Ze+0+EMIl@m{97F-A<%+ zPfMRgAT#$Zkneg&`#<_4yZBz9BQ7#IpbXq!eq|BX=L=7f7I7gF7FO*U6%e~vPiv=Qux;gN zxjO^{87M$7^id)FaJ6#z{#cIT1Qb3rxsl$Zm~UC#={a~{b*j=dVJ7{EeF;v(aXLWv=hI#y>$6=j}_8W~G-Q^guA%?z^YI`K3x#jpgb5BGqRm zl_J>-NMGRj4I9ecFU-QZuT!~Uo)s|2)vC|F{bMnX|0d|vywEK&+8@~uSa(; zmjf=8mZkZ->lX~T1MUGeX#_7SR@%0~nZ)xYBj(gS6SN(pHC7dcoB3CK9*-`2k%f8F z4&h=ECC3jx-!=?N9ZpZ{oLx>L-UNa5OtU>G#X+YYd|o{6uo-Rl>z(ww;qu1giwpFG z*TNC12>o3KmPIn_aSta{8y6Qd`7!5n>I}Ps&eH3sUa~G)S9LAOx44hXKn}cjp?GJV-m5rh(ynkVP^Fwe~sXq=}h~#JY1Yvy_@y@=vDnUJg zPvB;@A<7uqAVo!ulFWa}w2gKpnk;E^`o}lx({crHr~1D^YRVCnt*j>;cH&g3o65M_ z7Ih2nPCybJX1Es9d^IjVedWHYGn$I;bB~Ijd#1TV9iW^2oYgxgenq|qb=KSa_G5kz zLsc=!WK!Th=|`Cmo@?pM?(1u?`!A8*lA{y6Rf)PYb#iD!wp1sAj=_v=tAFrH+S+R+@Q6u|CY^-&1?yA_lWxR~<{$369xuMWehv7fh9E8)>nV1wS`cL|N$va(xAc6&)fU;8(2s+I zbO3&Fq0w!;9sC9Wk!Yr-`uiEvJKuyHm)k%ut`}=aC2W1K*oR$tv1PkU4G9=BJHPyy zKqSOhS%{X|1-z%?7uX0{vAFKo_exl z)!Mu+C?@sw^VN_@Bq2S!YY!TN^f~Y~LR{F(YK71!Mn=+cF4nZ2;g2L?#y38EnCsiw ztFk$>y{&%GPk#4(iR5{TL{~0TvYBF2ATC@-H!DKzRbQ{lEWvI)<)|5beSnn>uCD!z z@}qo-rR!J-s4%>Xa&0B<1cnR zbIrCCPEt=e_Ehqz-Q1%n&Tt0p1C2C~h5fdte!+KgC$o(t9^V1ua$qLI=;3`_X+t=0 zdu7T>AAx&uz<469%2Yyg^0Y61s8!2h*Srqp3sJIc4feD-Kt&4Je`I@%&o-Vctu$F> zbt}^t7_GNTahw={OW@?FF_N`>x;|PM8J)HYuJ?(T=ZnSmgJBs|#)#1Mi8Hn{9afu| zUwKl}>GY(>@MS!5*SEt?@`j?fu6|BKQauNi^zQG*fT`RDx4Rv=TgR(P!Cq~~s5k6- z2WC7|)u00+wF7X|RI|^s!X@%h?b2L%NfkRJ@${qf?Z#}Sq`FQ>mig@$9O|rQ@e{XQ zUS!AY>HLFnclad%kR~9H%T;EVGceK=m#X>1nsdBtAW-V8>^A<8OX(2Q_0s6|p%`(6 zLP{SCVLABG?}zJs;MBrBZHUwEiv~3FyNvaiJ|ytTrVPv(ODJ@F^oG*)76V7x53YFY$I9xWoKx{b((ie#BS%8QG#n%tFR=A z55FT#iVTaX&CWz|C!2lw-7;MXkV>&L^~TI>!R7kIfaU3pR;8`Q4)zi*opm~&tyq&^ zg;ILvhb;`mGbI<$T=mnXj0Ieb?Q&*6VbE=Fe}D8Hy}forp+SvuCEQ(h<&|H(MSxvR zX1{$CqUk!qJ|&Zt(3k;m#_Ba)$eCuRf+VNir>y0gphJA_`xJQeIPc4o-W)emRc7uf z{G-Ke1ajbef~@v4v8>i@oRWU|-}6h6jh|c&G5APEn_!E4kB=u8wI)LneVc4!=|i8@ zVRn`}wPw{@HAC*Faf~^vX?TrH>^Bv8?@14o?Qk>RuxVk2Gp1G`yq%f2Yt~6;2Jqhbe5W~^FM6<;waTaD zvXq>gmHH>37lI*PH*&}P4@Ayl2sj~u7spLlqWND-$5B1K(M_5b)jXj=?mh+$h4Xsuqxhopt*cpwL)<6Q{-+zi>ca)AyJhu` zfE9CclBn~2Lcf%wxzn&G7>m4)6MJcvH)j5HczH|9l&J~vBcQtv`7TQ?3oMtESXfDP z_}6oenXbz&d=6Kt^V#vW&D^aV9e%pQ+2>FgGLyl6>op1!MTd^X zh!u(2k*uho54dOi=ufx7)l4YCbiOgb|A}TohVzNwl_A3zhVhhfoIVI-nbr2r`xHM$ zL}_|hk93EH_s08vGUK}3j`^%<^L)nVWZul_I!f@T$I4P3BaQ{BMeS|~ zqdV0^Pawd^ExwHrk?7gLvzZBaz#OOkScy?uYxw63Y1s$(Di4>t%=h5)3?Q1gj|a)U zq-7;9b&exDXi*)!b}9csFB& zy|RsGk7zBB|HNlEqx9&1OOVL!X{k1w0GsAp~5{pYcW)<;|hP% z=1rNlf_{%1$Jz6JrHlQ8)SGo_#IkC(@Wl!n&7^S32H3TD(i7FxNlQvt8u+e4isUM^ z5Pv=sq>0rUEA`rPvbueJgCzV^Ss`mw`m31HY^ZOUJf4PNq*JiS;_4oO0QRCg&5Au) ztf*USpAP&Z5A{Bm=4T%}6EsNWDt(%}rzOIDOB$57J-2C|!5$w~*%qKyWVAFczDvIe zIWXPXFTwy$K_Q%{^!2a4(KG>S3Nlnc&9WnMN`Fy>J~HUt_Fe6{=2!P$X|E!PF?t!=PTg)!*G!Tf z4{x%h#*gnD&B6dl(u9rmbc4MM+eFEeNJ@`+wZR}h$$7VJp>(LZvj zEZ19agiM&sxI2MNLZ@MC_wO=);zvf^b^jLI(I=g0b+hA*jC!xfm*MmPbAKAan-L({ z078HpG}l8MuNcyC=GyF06Ttib{uVi21@4W*57aU^*O2pWz1HzB_0uv%f*O}+t!*$^ z4h#RP4CSRuN+dOkiZ=ZvQnyEp6Job<3!SCYi&dJ4FdFHDm}#B|VA7pmlXhg+A|}F{ zkJ0+bwJ(~+w#D;Rshzyr#_0318*3wOo-V1DTHTbmP3hh+Hl6w-?+Ot~vDN^FJSqLR*gsyn)FV@EwsKXdd>e)Z}>U~77b0_Z# z?&Vysoj*;UmDI22f1A`iPF(%?*--qwDz^M+k>N zK4rY}h?P++m2L=MMVo-)5?IXz=Nd=?Vw3tn(49AH#JX3^l)m>Sq`2l1L|;yAjIh3R zI%~kDkd1ZkyM(YNO5OGe9^lq~<;sNcFS3q{2sk~EiL?JmpA&>9`d+C#nAIi~yiUC$ z@xJtHGMXQ}rA<=aNBhLygmQvw(fm2o;x*jgv9_6Nwk)wK)7DLk>u(ecq?UK1L>#t; z8Qc1C|1=CmQpB_I2Cv2)NPHRx(2f5hG@n03zfThe!wY%qB&MRWafgpV)U6 zTA~A1_?fSLa|NNQlQy}fbcKgL&52+HZ8@_pP!V^%cWZy6`X(19d5GRWgM|L~tQ%Dy zfTu#1G}82&gP;V}f&x{uXBOx@zS{SRm~o@$Ge0B_VWUj0W90oP;ab_bo><3-dzm(L zMDE{ipFm6^SW=>7z+zH}g(T4au?i3;K&<}H$t9j&3|DA$NvYx8Oy>LvtJ8f$GoOb| zj+4cE#G?6xOynkByu3ckTv~-W%9bwU;o#KNX1^iXyN?b!vJ+cXu?o3V?_cB$T2q>Z zuf-5QhnoMMy~p0hcG>qA=U3nbQA@ti|A=10k`Hf3o`&XEe%}cS*7kg;DbK{t88-e& zg_j2$OXeb_`|>tcWjH*Ox%OLJG6;gcu-^S)q&bE490PZT?G+uYc~Nr+?0#K_m`N zBUCtN*j!(~vz!*MaK`jwlFW!iYe6I96Z5{*3Qa_6mVSvNXRJ!`Sn4irPKCtc-nXT7 zre8Uz`G;=epc4Aa6vu}jLnIaC0J!ZH^TMx^!RtiYu)**aN|R1Lz;z?$GPoLoyGAbvV)e4a7F&0A!U{XVy~As{K1jhd&EluG;k+VA`TXC zoH?f~Wuiy+C*wAxuFUMx-xH;-ao#+9Vt<(g2N>x8yNco{z^qwSJKEFvg1`~E$ZjxRSs zIS#M}SF0;y;Z!74?;=?DvHG1B>Q}q;>(@^9x0^{=y>8_qZ$C5JB5;{}3rCg?Cg%k}kNxImcvdLJLPTZ)P z^0A=?0Y^@6%f1x ztX|LF`BFLO<}x^>5_V;$bN@Tg+6Q8z*8x<;)c9arkSxDw=@UPH+AQC+AG1S4H&7z~ z4#2y`HtKh{qOG*=Tz0!SsPvWWzrR9+Je|((YMk|KdarYKY@buXgxsuX?F7$X!P)U$ ze)!lJQYm;tlq_)i!3qX@4*_|ft)c1t?~_M{0`g9TVp+1$*k%2*%bE^<;)ROl2$zf) z5#=XI)n39d;|^3UG$SHcA~6K?e0X(g84#BcaM)4H@THPt%Ku$|102S)^Tc@Ga-E;J z59!6Uz5td0Zv&$LjMaUS&q zIRE5u46x}+t~Z`mdE-iI%EE5i+MP~ip68M~zB_zC%t;;Iwd6ErGD%wrmqSgk z5&P091zCt180d;BtNy_qU`O~z zF?!5*PL3#2B^1V&GQj1A!*~I#5xLr}|;lGIPZJ- z-&oPcc8&OG^El&hBhjBeq5k*AO)HC$L_1d(BPK23f6vZ;TQL^0<1nbK__*e3mK+l# zblc)(&%t?iiP1jR%(*&z+ZzFYdxVJl-UnUVgyMoxFniuCQ_~*A_I~$9k?UV9fZ={3 z$ZVcnee!JFGph~8<1B`CA$T*7z@+sb8`9ISN=HKV_7zrCuR?@sQKV3Kp8j7*wU+Fj zOLv4edcQ;Xqj+?xkXNm|Hw+G#t=F@C{3%t2WR0Hh6d-pR4R`E|vFWlU=d=ICeLCyddfTD3e=Lp}P#QYZ(#7PAUDy*|C-HmWEmYy6trEmil@3CR%>KnTl+ovcsAOZt$6I7HQIsXA0q*m_MC7^E>j2)l34!^ zed4dl>HdqdE<@iD+U5T%#NtUBe9^6AAtRQZil(B93Bq8>?z|G3T>JNK*)ie3KCwQ% z&Lda-^oLp5{O3c@E=HB%RftR)Qxd*16+pv+F_A>V6($l8J!-2~2K#a6WO|(ZR^uOm zV&1-Pqgm^mnp65{r9P?yZf)}=7_t^kmZ$s}7Oq;^Z^7{{YS*tR{k30x+SKd3QPW)B zx491>nXFs^1qSPZyx$$`9xeIw z;hUo&l~Bp7Ev4Ii9XIE?I#7l0++<0_2 z&PWK^?PnoybgjppFxN+yGA~#*`G&&*rMxN3BWSwADhtM|t>>4?2;JdCb~XF2g^1?* z_609}I-r+N#Hw3SOflh*1Nnu)AaSo?>j;-l|L1E`Zc~&f=j`YCE0S1!6LSh~OdKaU ze=Y0h&z`@VXDvLu;7R;KuEp{&H{G5tNpEy>7xw+_qwD1z3XQ*&P150$_Og%6uRRQ9 zuRsGh?{R81uz-s;bq3fkeKA6^NLZADNSdjm8mVYrB!m&}=g!s0Un}-`ZhvfjqnLE0 zR(3ldx!TVU8PjU4{NLWf%u9Of1k+Fg37r-M)l*OrKiZcLDKi}#emymR^^GdmpmqxW z*$GeAZk(K3QgBQiKJi}Ft={-xlQ>5R|p&eF=-j^_u7HEbl2)!ytpNjad(o5YoMt_t*&Th2Ax^@L3-?V9Aod>Q`26 zqx5-7*UMZ^!-c(gndjgc@bSIUN1G1>LvMg#$hk}_5;S{9=-+?U6qdvWp5euc1W1r| zlGv4883lcwCeuJyz$(aRAHN@ z2l7;zW0zaVIikD4v{;f~72=IQ8JLjNE84GOsY)HP464&Q@=c%A05()+lx?K0YLPf8 z=@PP8Y?NAKnS+vOeY#-9q9B!H>7exn??`*9&WVsl!Iu&)}>}413xSg ziBT0zn6a%xN(yQGKVriG?=5|j|MqeJhr3vP?H-p@W(MZLUU8Eu_jzU3^PBmv{n?Pf zjuO+Xz85ASJV;q$so1K?wf}D4RCS94r&=(!Ns)@jpRK#IV7K|wyB&@L(muwjH9@_a zEnYKYb94*!1t9$;C77>*e>oJd|3kD1_LsI^o+nT){JqYw9_Ik>mbfv5dp*!sL9^h-GeV zX?hq|A5LcYvBaqZe$kwuWoc;&*T?A^0fLCLmBISMl}S+};Ujpj(Fzh=6IaNuH~zCH zdt0qB0z)U2?calx``}K;5(%5`VI9@R3!GKyZ&>5HGoSr0!{$yqvB2dd+!vg4$_5s6 zyHdq0`R#l6EYsjvGIiC&bTn%R4`xW6N=lSF**l>#Ja+CQBB$=Z_m?`Ila?86jkSS* zoBbUnR|6GD&Q!q+*BO78@as}j&)2JKjvSuf*M2Wi6EJ zibMY^RwIb;?E_(B-TDQ9eu|XIU`moQvxLoxkaZT$*f`%@0y|f6X|ZWnlj(cW+|r_C zeqvpqTeQVX$Go1PP$t8FcGqn8n4da4xOxOF(!%nOtrJ=7Z_-yA7s%ALizyrhi1Ex< znx1R~M%_DVOFnvaTJ%O~2NxuS5xu8(2msO;;L??$CNk(QRBIC;H3e#4SpCY!cq>!V zA>m&ui`vRi{i-^S93Cq856xF)l~jw19a)M^h|(^ZYi;`FT#t`Gq^dZmai#EByl8QD zNEtdZa9ZRbTYqI@;#w$Y+iA>pdK}LFQrG}^Cs5c2)*^WUawGa3M!Slg@2T|jr?_iV z&B_{lCPa%o%fkffpwpCDLCeiTL1?@#1IC4RTJv@dYq48lz!AGm>+NX%Q%-q)a-S43 zr%qL*{IEIvTEHTS=}ePnmaiLea<&6NTCD4CkHqaSGeOZqJ+0qp(!tV~R3t|>dO5(x z`SM!S5YO>`g>W*ldqslnVH!8waLV$Pm{F5(u?KFz_)FbyP`#U8qGgp3Mgod7iAZYb z(d%FoJLxg$Hrie0p~i;V;@#h)+{}2z&(Y}rn1$1=v-?o04K7-uscE&^qI}vD7_j&X zirl8_I>0;l_;&B9jpgmD8V6r`1D#lG2%J?$f#&1$)h|)MCMHPkN z3Qf0dZD;Nos#Y`1w$@lwM6IDag-8NA9o)Q}R&+Q<^5VFgeH;!;8vy>xv*Ac$gq<($ zF;#|A^KspiCQ~jNE$o&UZOl2}9ATz`w6UumfhRmKiwv>&LMgv_Q=Ji@LcGe@dL&&5y zJ%$_?VHD!5W;1LH4fUHB$TcxX#}3c;30yO`gvLrhBc`^i^Gq6t1^AA%Y*B(wz&%HR zpvTaGPmi&|nOQ?zos-wijmd5l6^E2R zgtsU`cc=MLGPd~r4*hh$Et!G&3pj8)W2r&4OJ9|Ri6@KX_}CDLduF2bC^>gPKXRy1 zI_~awBZ4~?TXnp*R|K89gNmv*DoRu56nfcj1QGo?@pb|hNp~RG0^eM2bo>1nw1=Od z8?Q0CI;8)H zsjq;lvTNF=Q{s_sF#zfA5(HFI;D9s&(s1Ywk&+gX?rxCoF6qv5XzA{TfAhTG`~9Db z<#M?eC+_-xO!3 zQqS{CZBW$Nxr-27^|^k^VZir~MpMSi-BiGeOAKp!SFGl9zW>YM`0)$x?QdpO*JDY2 z%qz_A-a9w)6@x&w_8mt#t)Bq3bmF9hyrcJ|rHM0}f(a@lnrPEOu$z~Uvf%R*GrjJu zqw9BcKSOC?ehRtS1!M6zNa$l=1X9aiQ^sT>zxK~X#9Y9t-f<`Bc%SMz9QXDMXswK3mP<*DxKy4zXbP8u{0HOK6lXUj-VwE zOJ@N3WQ@Na>pEIm@{ZXAQKRCiJ+jQynPtr}M$dgJ;680>xx=eeZHgyLo7?+eCg&nP z)frPkn`(lCgYC$-%@LG~({?OIcN`eRC3RTlMM_Rz5UE05Jq^nkH;?DA;xtU8@KN=5 zcCABh82rE)pOs&R>zo?+_PLK*A)?fq%#Y>KotaV$M0%$5`bQP7gly%R?R+$bg&dV}O9kA-Hn0Rk;L(UEidmyyS)g^Xe>m@3dWC-f%q) zGax^Vx0UoXx1Q5y2rVd>tsX-lt_b?XtXAphXslgl|9r!GT0Gt=^lj#*!@8>M>Qph1 z^@2$+qo0@$xK`mu0UiIW9HBs4S_GlVU}?)A4jRiZUwFa!1@)|YRN7*LW2(4eq{IcG zqr`HO?W=C;Hve{!4ZF1*0gV-0LYO)?r{E{%YJy5c$XlC>v$e2A{Skto?%#1TP*hJy zJWfr^Z>=qTr*oIf3mGfsyYr@5SV6y~gZpi0Ve#LZ2al+pm{NT^L!1DIe{}bcc;VA? zJ}&{I8<=ihNQU6dKkz9~#2rShhp%)p$I&49&p`bIg_2=>@=L}NC4QJRc^aK3(Fedv zEBovPttN&ns6%UvCH4QMvIZL#N#s%6cqNZ&k_WU5qcXh}{;F5!Xu5^k5)MTrF%e)K zSm75DPtgBg(pS2nBt_Rjkfor&n2Fbl7u#L1o)iZE{wDRBnUg#ueViyj1+7UGX6M2U z+pr}+?Ho%T#_giPC~xxQ1Mxr-tg?*g0pqGJ0?uY4cNH^7#hGJh5(3))ITfVpc3`Ir z>t@fD?6P_JO)c|H1y=Y#tb`$Pzb1r6<^+ zuR}4{PSTZDLEs zeOePwwQl*5k3t~nC<;OuSQE_dNOhD=jkMCa7Nl+lp=_lef6Ea^uBNp^0azU zxeL41z5~8CNBOf)jDQl)Sd>56pxKuHU*0R=3kaI>IF7UDl|Kq%Jn!}{woY7LJOBE) z#cbk!!}=JYsYAwh>1OnXTrlTOhgvd`cVmV?hV&}Aa&IA!>Y9U$oE-B~S=Z~vW`{%r78uO=qj3$GT&HX(Pgk**b|b7S zkv@{P>d4>sjxK6f)~{B+$F!n4ov8?E=XG2 zJadD4Qh!Tl4?C->JeczZcx-=n3!uv(Cj3~emOb9W^2rUfKq*U zUl%W;@s@S*diS;8^N&9ZK0Kq$9xzx5;!~a+2|}FLz~g!3sE~{bT&u`&f{dOvsYx?{S5`M4%rB%%u%7<7t&R@p*BmX0roldIJp|_=IF8IDk#73L`ni$h zQt|%1)95NXW`N8zto(ni!4KbnAzg_yqNo29G5Wh^aXP@|j+6 zAxTyU8Jt^0EgP^lw6rHUD85DjYP~N~SDT3q4q~Ayg_G=t+b^fAW(L-)_u}NG2Yf3- zoPNy$n7*>-tPaNDf%C{1HN}v59*2$f^Ek}Nd)q-1;OusgOw7Qm!`?mzYx!2oVIp6~ zP(dlCj9In%(+daXLcRqrajq-f-XROtK6dzzk zI3_J_DAiV-T?6tP^CIGvtwLE&qKdM&+cyf{Kbmd)j!zrWqNm!UDw#;zvc|^<53djY=*WI+GG#<{=Gkr&$AwTgYcG><*9FbimEB*)V zAKB7-3sDIs&$F5r;#t}}4e1%(2@Z7VHF^q>N6mJ(;5X!-SoKqN*V73C;WP+^0c)-a zqf@3{%&^Rb*OVC^{*sZg-qZB1@v{n(W^v4WmeucFD^eYESp@)c1yn)HVN?;Bqo(KP zG;N#w#sJ_DhmaKOhSNXId+#`6BLsld^bXc~Ls$<1LvT5mys{j6u{OQ1@>h|PYsJyz z)D8KQ9NIuf-i#U~T37F@U18l4=@aRUM62-?0o&Y1?#o5y@rZ5hblY5&=hR@|3a3> zXLzHLujEh(x!Vs>UPTF@vN6A)wV~R&XNHJ0u%+L=OOefFFqOu?Zy&k2wn<~?ODisP z)MWX^{{+obJ2H4~G^@PG<)bD?aE1~@%>zqTw*I?yrQmIZ0xil9b10k!30D3<2Z@eu z5ITt&9O#8nJXz(Y7?0@30|AWzH`Av?{D*lVs!~O9Ci*xPLlR$x5dQP@b3P60N?7@1 zKc=eF)h#z}95R2+bq$k9gl&#|RmQ10qDj%#=6c?ByV}SPntS8j)0}mt%|rD33JoQQ z|C-ev_j+TbVo3q1L(>1x3BkW`@jwd9ozTQ4{dC2~;ji}8b3c6#f8W1fZB#QE1}ySe z>Kn%`2hfU;UEBYuu2uH2bAI;D`2HBz`|H_!6Kekj8g?NNE7B&#+>W@YyOm$Edj9}F zEF$|q4f{4vFQ6vA^B*J?b~ZnR#OrJ+IWr*l!1j+muE#6=hUZZ8B?i=4fe#_Npb4uU z+p*ibI4ij^6*;;bQ6ap&z7IUS3UsDseibigw?ieC-H>aNI{oTAV*36L&D(Q3Ub2bo z->(uFZ3T1wZLr2DDAa&^mIKPbK>_su%>|R-W7=jt)^;O;)*T8r4U*Q|U44oL_9(bN zY!|mv1&@$~XE2aYIbVzsJXyw-u?c)(%Kc$MyQQmrF_hKY3*%;c>b&uQ>*O@1p003y z^+k%RZCq$))O&-VmoT{Q)A!MsMBz^(m`iMb@Z#3d+9dWzT|Dj;EV?m87OTHr)8;(JDnGLzIIt|V= z+k^kc0e(yP!$>ClrhoBp|Awhu|GiUy9 ztQ$D9X1vOVvV%NHuya>_wS%pUv7c_16&(sq^B-gsm^MS*5_uY$qGQ^Z>P6;tHA_d+ zGL%hf{#N-638RZA4@xxj^eE*H%Zpe$2te!OiN}PR?kzuwm4tfB=Su86O$A_HX?XD6Wp5U)^nrLl?9n3r^T zCK)_L8s?1HTm*qk5foAY6N=leMx{-aJkQVc!33w{6@c3^am2YVD0q#F=AsIy&7Ec{ z5Vu+ndencdRmq(DW%A2`#}-f`j_=KlCLUdNi9T?iggGp9_XeK+j`!0b3J?N}za|Gn z_LrRY_ha@<(K}{?rR zP(gbc^}eL;9Mutz@~>qtgnImv|N_;ZQ&?>_*<9F<(^MB z%YmB?ZVLSOpN51k#!+_`nsR*usa-?&gyvqeIUmm253g^co?yjb%RCo84-`AO4~E3a z)5TC$e77GKz-}2Hmakc8i)enJ0_`@%R)Ez_m$@3fXz^7mTokjZ|LojlzV)gY$*WjpF`F08~#>LqlWXaKxiebwIK=9-b>q4SKw@ zoy%#!WLXHh4XbiQ6%%GS5y65a_ZtN|c}sy#E&2e1ssx*hY*BBn#3vmENR&7rbP|TI z;GyI*&@>_&cK@HUpwaCN9Vq|df32T02jv8xg-&GF$af>7vx5N34Wxqc6GbYZCKxW> zC9#ybUGVkxtE2wTcld`z%|ssPf==R_2r=>(G4GU2D#i$QTY&KN=R3NsWAvb0dRiy{ z>kX81nG99U0n1G%0{I$a8;~aTBW!Z#N2y!COV+6F{VY>D$=>}rR|vn)+8fILi|@cT zy34Piz;$vc`5r$F+QP_=o90>(Ub zOiWq9Trcj3ZZEqjF4v&cGY32BJ`1`eM=swUPjN26e9G&0IMm~=5ViPgj$8^#E7yYy zwRh|A@O~o^K)(^trYMd;>{e*`{>#N(@zlq~6Lv`1GVO-E`0#x;l*qNe{2(+(6Q7#iuem9xAG2%bD7EuqOL>xjw?wGH-FG zOfi)=dhucT$TIF~-~C{m^RsYp#$kilEm_Or@WZ?<7i(;y*8b(|LHRIMb@fr$PW$Sa z?H)v3Sx;{mSOrC)TJdtNVZ`T~aHl!veFLyZrDHB2h=suAX8xiA@sI-A+~vBFBL6)8 zFTGep;A(_O095yiN3B?+fB4{z$a&%VMSCO$P4Qx@x5qwLlJk%TAS$TcPA>qVuA~F$ z>YKD+U~?w)YoRI88kX(XTSi}OqK@kA6lu96QoKJq@L0|m-e9@dZdqK?V`JGUU@A>3 zs1NSBKQ!6DTPv;GPk?ed4UndI-lIO=O+N`*wPIc0{x4eIB>&X{tQl{;r^kO1@abX{ z?fynq55DtXOMZrrVIb=q-v3*p7zL^0Mq7qb(=9nX*iHykU%j8X%v3f)2vLFmm8zp^ zvfiv+v!VK*LgJXGL5)VdmXXc&8dGFJdq-|hv1;fEskEKQw!^A+M;zdxXpmi^UJ zOlp_SkF3p0V(f`{9y?ziclj1dW{&={)X8PQ8Z~_qF)i!pNVIsfU&FqM-CzaO#?SDd z5#n;WPd)Lv%{=%_resBq8|Zp5e{r?oT-sqRs{=o+I~iJzZE^i-FX~ArGnmpPLt~{s zw5w61-4vk6DiQ=KoMtz?R-J;*{Mi^1;)8lxJJWz2zNoF{RmwU#UDZ}FL{m#k{o|~l z*)Jx8NpBc#F<{P>Tsd_?(S=hsYY!g&rrh0$(58;FX|E_F5-{xnU3U_~d z5ws6!QU}$Bs4HA(51L!Pt%i#PJiepJIkQ|&`__wKf%7;i_<2;S?G_1Z7TA0NuHeTC zlXA0hW2Aco`VdD5@a{ZZ$r>Le@4W}1;<{O^mzq-9}?p`BK7$U3WN5Y>kZj0Vi3Ic<) z3$)rq#j~f0{U23|Q(`nI@KbINl1@Hq>_%!gBMs2U&ceMMdusOL0d`9PF;OHMFUl2XzRE zbav5HnufcPyEo_g{sZ+4QJ_NiJ31_^&0)e9@e1Rcf|)I@QF^c z+|&;`RxCkDOvWPAY(Yjp=jIZ2t*Ur(m&ZcA;i>!H%w|z!=%B~>rfiL znEid~l_P%V`IG*}wT;0o=vI<@vu?Qy?SspHD$2JvY9*Q-KzGEk>p2UDzjbvLpy0L4 zvfAMd*JZ~8@la8btxf6sPK&$Y!tuR0J0xCY>3P|!9_E#3^@l;s9-97`sbY__;|E5U z65y)srs8u?VCdAe_)p3YH?NZ1&*M@1&+4^Z#qgp=zXSb;x*{G9&RL}#>97n1Z@KxT zCNYcVSA|@|Gq4m8-jq07ajtm7@K^-cR#zw_QSRHG^yVIl{4 z9YUoe&S+{)x*WJZsbPsdiTtl08W^;nZrTD}nnbOe?j8^}Ph4h37ZjYG@${~aV{vDlq@I7gU#-}% zJ3`&4aD+MS-%LWme(G6QeOd@nI^Sm93e$ts^GN-{IlS79X1x<%ijv&sX4VF6DJg;A zjHM$Nj>#-95@3j+ejAF097SKXWOq?^8|}>n-KR_%!s-L93n%`ualDS4^@uEq<`x#0 zw^ti$^Sl=8p>KNZb~!>GBmFbtkcz)?{s_OKXFn49A9&tq78Ed^#IW(=*;`rR81`_V zl#;}b&yRDh;GfQPg}7YYMO(s}eM3Ya1Q000Is5vlZvR%(kT5^2!w!hy)i!OyUKclF zN2Rg4pSOR#|22!vhJ=mcOXu9bds?q8e7i~GvKiTPIrsJVjK)Wwp4CAwnuwmG zE00;My-ed_qdoMUncrpvdetV{2dV(k z&E3I(u`?$N-6|-^wKWo3J|hT0B#>1|KvcS@JfwY=i)62Nig zvfcbe#PL3JoBv@Sd$%&(vew%og3~&~F{moYgb{c$99Z@#bf@_QdCKFE7A$B7%Ly~5 zcfP-U?%GfG1Z{mNesKK31s4JVWfI|&-4kZbS_DvDGOrql6OE3IY3aMIlR^Bgf3Kb5 zz1(%DY$fOg|3oOYJn7vs#1W#5_!}%mUJu<8zN%@7diSU@CehOzikYf@Gi^Vx;{W)9 z1F1sjO}ctE-p}xt&iEFoPspBn zxD~SlAVeJxR18(rcKokX-k!y>Utl z5CSvdQ*tj&nR83Q-XeqMkGwo78rZU|=V3$t4jb7R9`~n_#5%T`r!K#L@YyFB-FsS( zSMPe(q`1L<*F3KJ{xcBA5k{Zl5nSqd$LQtOGe{aTfa=jJMPjp9>eUZBXqFMCHj%UE zqEEdHYWxx^{o>&+yWeFgeep9lIR*-n$4afCSvL<#*nzocrQ>@{X((-FuT9G6-wu_ItKmbm>-x3y(* zq++EmwB*Za7;!m;Om{Ti0k`#t0#1Z8fI2^=SMX2etv7Af9Xtvba5%<)*Y( z@9k;3PCCZPNuLUe=r!DmVaI5>9S5DBp4#m>@}*7hl+7014o|ZVTWbNtvxbX)vOa_; z4z^``UaOwEc{;^wgJ>)CaIoQVXA#R~RWOkF@-f_W=(*PU%Ca?oO}*cx4$YZ3=zqjP zIXT;pnWCuiFY%XxF6PMpA(qR~E!_R^1I644aR;$ zel0@dhz2Txt=jXE3FtPz5oU_UIdX*08riC<$A6`qiW0m%M^TREG=GznxY+GhQ!2Iz z=)%jiidZd{#kKk+c?1``b>@^M2SSwQI>Kw@C3%6H!-opz#bv8#6PlhDnW-2SXb;!; ztPm~!v(Hc@Gc4}UF&`NU#mTZOf5l3q?;?RYpBL0$h%kQi{#kJEaW})$5lx(#2UvPF=@|B94V@m)JBhL7S==- zhxN3yC`427LSEfj5Pa=eew#aPz)j~J`C0-3v2+rOCze%iSbr;;8lkV$W%Qw?v1xGQ zWRw^~pTik0mDSwrBlG}3gV^ElFPhuIB%VN5vD-g`eD}7wJxg|VBU=ueXV9|Ul;+7$P1$1kqEU6 zjVbkq!rfAslik@G@q4ttkz9=>xjAtQ7&QXU@obT)23E0;maW3yD~9yY)XYcX^FRF{ z)2&IOlCK?^+%*-W1pA|zD|Ag;G{4ca28H&1`ekOmXu?Y$W{ronM>9hg&|1dJ1Iu%& zXV_Z8OJxjXs^4d9z$W6+{HSBfk=;b&cdliLaSQs{Ui!D@GX}$YXj)Pm1S87uC2q$| ztL79sG}C0;(lQwS8ksnoHRTtCUGVs}iJN33tf3Rf(~NV!qo++Rs|zizZrjM1eL%Os#nPAW1n+BB)xz5L%~n zJzsm@1}Vg%=1VSh9#;14XZ5azsENv)f3)KN9j?0a3CE2)SfY4*@Nnh4E~*ALcaa_( z{Ou`@If3MoX~XVsa}$O%#V6kkeQ)-h=y6Ieoo3Hi@yb&1yj!a3JMcmwkT6jN@B-rU zcWd89E+wB&c7K_Y(-`|NruKTgv((A(}Ki3F%t0wEp$GH{P))YbAtUOJdl{Gd!CgSMS%oS zO+fpXvBn6)hdEb270`c7E`Osunf5_SA}^_rH_=zRhVRi%9tRGgC%}PC%wQF)juq9HOl7e^BV?U zgm9GMGAw2~K(1n~zB{uEnGTf56RfE?BuSfFey%*L1%E?fMYM7*ZwWKQ1f9|nyTKGC z4Q{C=EwwUu*3C!to`PtPc<$e4a?APH?)P0VtFczLW=EkyTs~ps_j93;uF3Q(@4aTF zv!cngOonmza$^-%Cj@aLF>LfJ7w3g_@;DXW1N3baEU;svXa7W{Mu6s!ZXRu}(8^ug z*|3ke|L(+o#%Uiajx1G{n47nZXzj<>9IOjpI#<%?jU*Xgv2B zb9LL-`HjrcXg9sCCmgqzn{J0RLNzvTEgftA=iB}J6)|Y*6#y03X{}DKazv(ungkkK z=aw^Ma^fAAe@`!;tYVgYxc5df*Hv!vp^ETCX>H#Y#2V;5*^M!ZpEY*&E1!rH=6Om=Up*0yvL!`K zAWsdgygU7wFtWy*8e!>+2!VW@RC?E#KRdK6A{%v1;3u(E&W!zK*%d8ziu-MiP8gYz zL2W5gm^DrC)5Uh7=uSsz=KTCvtp9d&{^wa_P&``vu9N3UIbuffcb?# z<$f0Xi}*P1hCJ>bX-{$NcoLLu{vz4CuUR+2B-3X*of5gM61U9*vDbR>%y7`mY+Olo zlu`UN1)+$)8cLB-kA2D$Mv^)hI37~2$tNb-TxGVkse_s6wzc=q*~$NK1XS}36V53X zkQW#PoW8MS%*Ea9pts~(=Rt?GPZSue3C z{AF+@?Lq9i+yC15qZO>get5J2g`LD$Dja7Oo!IS-@Ap>%wzTYinmoDL?KO$cO7XGs zbv#@pNTkp3pCF~Tsu%WtzkibcVdkBb%}WgH<4XzJ3N#O&^YcD3EEIzR%fu$pU}j_P zg!6uKWxrO0VjqOCl=G=SBAkPjsNa^)Tzk1FR@)ahbLMZKg)LtNPrEmr4iBR~BVC}g zZV0V!R5r~wKWHcxmzqa&*|q2^j^D)y+}t5gK>Wi)mI;{(q^TPXXZ`zD@vr?3TEw(Nkg~|Tw5HK zw9B^iZ~l$N|Gn-Q|0sgT@V4etgt%P^vRQV=*<7L>la?tQtsT|F|_L_V_LUnf1A>8R=DAX{l)R5jS38sZ}ZVH^_$ zQn1S!+`bo!{HCg7%SKCB*G^8_E>xNvPJL{EJWfHK#n9zhjY#CpPfVCc!T%58_uac^ z`lETZ3il!(E?eF;7(=W|e}_XXIaJo<^18#x?4vvUr3p0E7KJTNk5$mmgQ{;zY#s1d zkSEVaj)|m#0>*+f-bTEyeuMsXaQefdHWN7^p;S;IQaFxx;Zw$#SN~t$+j(Eo+?+zj zWen1HQc(|n!=7+?cP+qS@6J{Ttj8Ii_st|J(1(z)8Mpgkx_|L}44`2kfPS}z#gFhs zi`GqQQuTsT&f1g!s>Q%jLF0MqXpk5@_k&EtlZ>C09P>|7i?w}^I8c|ta z?O*7c2-iK9>)y0_{%yIlc69FzYI)f8xxg>OzF^r3W)Q|cX~M*T^Gv3hTR(}i8Ua5t zl4mpLlcPsDW)KmJ6I{A;)*YAsBcs2StE#Fx+Ab{RG#h()e0+R)I2yqgym(2WRr1vB0JJyyeI&bJT8$NgZXt9M#1=S!ShinH-P zwhZooa~8jDDo%;1m3y21{59b|#mUKTU^TK5=|ZWzHB_5vgHDkjMNJaY7RV$y|P$HU4e75}K0@h2t#C-n@8Va({a@W68_N#I&{8;yrd3%d7#gH<7=;e<&FjntW~5d@vEyOuZu$ zSP&UXB^1-$ExkUJENg5`2X^qa`J#`*;REgd*qCU(p_Bq(hk%k|{rb8wG4rRdYK7T~ zsiN*?j|!FV0|b$UENPOio;)}{tF&x9yh8Bfa19NaVa0>&Xd;VdlM zzwOSadmzUPp=W7+NWCcnYSq;<9NU~2d3%VK=>pu&hXBw>gair3CQ_;}#A(B3B&=&C zW|mJ>$f+%4`TYiYE77wf5qOf{{mIWz*5}N5QlbK``&Kl8c^4(7ck;a&0_T}vUxlP0 zV;{E+n9=70BD(RNyB4<+%OKW)#VhU&>-RDKn6VpOejVo8O1H~;(}DXW3)T>SP769& zi|x$Skjf3*4Cx4sx4Rx4i##bcQzaI zCX(^nJR8qd-1s4h`}y*48SrtckhQf~J>#WTpC_d3UuP>!R-GDFC6?G)Zl5;H55;j9 zerj^#q4B=uh@w|C?hYlJn404Bx^lcjWq z+k$Ct3vN3sL!vj9pzngM@eoOd(iTNJGjdq;=82(1pfCt9VtPPpPU}UCM);Rbr@CV~ z1D?=}+Ysep-vecDAWSizWAeILGag?$S2nNuVS(k}II`gM2@=I*_u^!-+QlR8?8ts= zofKyjpWjI?$j4#jOC;2e*QL=G_QOReET;)YEtA0#Pkr7vkjcKnkkR2pPFih>&*0CW zXTz2+B|nl*Wg>hvm)R!n!^g7YVJPy>z%0&4?m@O(_8*#uOBt}%dUHG%k2MxMq^lhq$e)3Mtn%`oz%}bvX^w75P+hs5ZFl{A zCHv>kAANYO?WpT_E>6zN`(+X_cpq)wHy9g3D_yBunOqd4^4GJxn*p2+)e7WEvBMaYt-oqtGUFgr~&Tz_7 zVcZRQke-uc`jEHHZ=DJbw?$n*`zg}@YK;wAfVsYY{d&1_T)}X*{L4U!Na7n`v~&h6 z92^iP!l*?AuPcU07~h$in+NOi+OE89)MW!^7#bS7xkfB&7t517{{9*McUCbmu~cdi zx8KHt3Pby_M>^j<=`pIMX5U|>^F{BFOQwH*`6OJmg)#W)G$Z+(WIL4; z{aO%F+Xn_!Fl6`b-cSI_eCUef88>IfYbfL%rk+E=R!>6)=*O{E5!r2 z681(4=4xp1w=lnMp>{|EK+>iiCp8Yns#|T zpoF{xk@eqWjD}&w*Ly9)_dDmC!>=^e-tEpu)~3G_$0x`2RiQ*o>Kr!W-j#EI#ggmm z=Wzq0dQx42cS`E83 zQa9%2t8;f|o$7C^5kd)u;erM=tTbu)`D8UPc~@7m-}bQ6J_{(P%ZNC@HdU~mNg_qz zJIWqPM-=31_5G-`gMC}DhCBR1>^6=#F)a9)v!r$xtOw$pY5c-O<8_NUt?Svv$|833 z=|I+fyKH{+%G%lLq1g?7;~~mxwa}jCgM8k1?KJHK2x}X73q_ok&$mSG|1Enqd5$_^|{IO^Yh!RYh(^gcoSbUFr+~jn+Zus zR!^=zl^bEs&d!3;Er?^;+1W0_)a%2k!<|6{qo&-W0$?86e%SEF>hBI*Wc|qkh>?kj zike#Y@mfC_uO%r$e=OVLjS!$t-_|^)nU@+NC~XKkhV4tLECEpxi@y=kH-0<4!G`S( z{X&Em^p8Ov0JJ337#L-Qb;6=eOv;2QKdk%1)MzFfC{6Lag`UE;1)fe(&*vh2l^@)* zhf6blb~mC!#|a|pij?AgrP^n0T5fA9^$HujQmypa~DTR6^GF5 zsR2_W8_kG-{g%3}6bHxwCDWa?+DiMfD2Et&iA8w8s5~`|Jhk2!=dCu-1R=^YXm7tcOT^4j3l6ZZ)05bNzez}P@y>M~oyN1hvjgvySc|)!`DSn!1)u%l8^ep4^Z+d_f;wAm?7MiqY%akpYf*tjuYp@+GIYVL-57^GB$9|3NK;=L zIQa$qc|ykNw>6$?SfvRvf4M~7u-#qD?g*M;6-5!L&!1@r2M6WiIbZEJgTTDLSF=dR z#)g+TNQ`5jtB~B62yK3^pn%K5!ZO;=#Kh!!cQ$QiX=yZ;_1G6=kCRCKfyxX~)P z3STWSjeLA7cG7BYCwNMd}(3KlF4O)-|^q{obW(TE>K5YoA%ATwbMYWtE3w{)6GHiOcTITyr? z1ua9Ba0V%~cN}t`L;^;ls$)`ANdmQ@jJ7JcZ~NL90gY%~`HQo3p}h)fDMf;%S?TJ+ zIg3`RjU^LJZ#HMT0sr|Ty2_MutsWqyoGr}CY{7IFyW^mqgPru>X5+-fY&vu_3;T$m z(uBT$C3EULJMBIU&Kg(DQaJlnm%H(mPyyLY%Y$_(bGYLeW=~hCJ)hM$iJsTsk2d5B zQ-sFS0lnYf7nF zhQk_5f{^7QjyMO67qo#iZWvlMRCudeimGkfMFh|=GcmTC=O$O-*qHMDWslg?CupGH z*&9W_YFB4!VG*Kr@awgTjbJhWSp)9rut-oDn3s9X)e-5d%}HO?B|DfDP%3bfzbc`! ze~BMf=~D7%=mQpI>@@G&j>Rn7AC#wz91jsqC7h*qUS*TzP4-2jHdTGgFG=l7|9CWy zw(=IuuD)1ID&c%Bz!`?)ry_?a$L`@To%sXGJGObAk?|AC`Elb^$yi>;p9<59z&irx zTTQ2>Mb;djvQOjv-1?@YeGR0?%D12$DwZcl_9U}4AVf0@>k~#9tZGJ+G+7Ark9>48 zV7*8#`@Bl0>$c`-ZoczpxPNWe%!I>Z^G7XA_+hMYAhiYG+k%M?eyhI!u#t=~v+G3d zbt+b*+YtV9g<9KdtLt?0p9E_Ct@5?Tv!NSqZf<2=-R`Rmg-rEfEOLs(+M8zdx{Hz) z85q^W9nFQ!P$kF=XYm?3+A4-yI_DgBUbDPTFW1up8j+1;uBvfICliXAgS-`RRZUJ} ziU|q-a-9w6aoN4iyVLfRL>_LrWTfD=&dB@y^<*f%uNCnQF;3*dec|EIQ1h;s(rf1O z*N#rDDJGZ6;Bvi%1WnxCK_QvtLZg4bm-9aekHN^w3h}XMC0}zJmRQmfFx-4;o_pb# z5nr)!I2j5(a%lvm=h55kQx&241E7RJ@I}Wlx^I`7nC4?QxKvU|b-)^KI^>+>;W^!& zjp}D>;wMM*I=_m&J=h_;yeob}#rgeYI9^&!jgB`lS!lmG_6VJ(vu1H{eLeC1-Ei=6 z?a^QYR|KBuEgNf1;zAQ+?PdGPYer_H<&0MYDO?fX+CA0>Z~kf09lqL-H=Ovsj9|G? z9=)OG;a`947Jx(bt!MRp-JO+{RpZG*;6REH9#0;p-CrBl`X%@#`mcW;KX4*1G`&72 z;K2JbQf$$|bI$Poyy3u*n_OUTA__6?exl;Zre1HE3=L+hWQ1@xhYSrF6;mq(w5i{@ z!kFMm0o>+9uWpZx&#)|RJbZ7@d67P^KvjJ*OL*vngn1?TLM*GU&R?|2-FEqELrEL% zJN$4#1iY`d&BE;KnysORgViFg9ClOv&9WN+8kCiOr1HuY78Ix|}Dc>Yxd@HY@WZ6Gf_X`LjfBzcUum9=|6*86U+k5Y@ zv-glzQW8FCFj$*kGvXHn9el+oV4$?MH$&x=jWvVLt*ik1e-V>i?uel2%v zbVX_w@cS*(#w}`^3-|+mll$39VCuU4_Ivt~LUl!5*FE`rFPPrf)6%GsBm08F9?_5W zC%ocTR#a?_x8xLjR&;E9vAwye?U%kiuUHIckBJ(uhHh?``xeJD^Vs+69ZIY67bM>z zWrM!zJ!kmfM8%N)%t%|hmFFFcoHVkDTs(a5;_2f%XUc>b?O%u~YpGCNB;lg?HeQ`K z3?yG58%M==;0gJ4$;KRc*W3$OyF0BnE{>MLXQ!tfB65dxUvw@&)HK@{ADpo9w;9V? z#>}g1X)XP9OC!)~^MM;aR+e)IeNTS|2jyMs=!^@>R8NqRZFM3*KDaAZ&l{fwYFSUt zhKGZ&H3+=b1HRT9Z^UXuCQH@vM5PF5*goJg?z}nBX6iXDPV@G{MLxD4F(=$kvffTg zx8XmA8rgo<-i$90ZW!6N@{+`L4$GifV%94Q9#<6d z52U%I2aww1wAVyDk8!1JOOfNt@k?s=zle0yUJMr^m+v-V_kc_elg~51!Im;q;qvlk zLSSpY6>LlEYjR#}^WRAAXz!A>;h%#& z_b+nRjjJu^`%C;1m5i1qMjQEo|p|ASTq#Tv2$xZMcI6NO<`SoZcg2J zzzX(eM~EE}BKYW=itsl0ip|@wbcw9MB3QxG;#>5J6`OaViV!@_YdPPKpaBFCP7ZGyC-JRZ3kHxp=W6E zr@Dl`=A+`-;oCE#@Faepk1qo3r>SZ_R~b9<^9GK04QSY_P;WfG?5RDQU0dDw^o`Aj--EI?nI_uyGi)B>b&44BtK! zn4cAFPB~(EeDpO7b}#VY?j)?aAvKG4&)i@jJGGssDfwF>1T{QaFZOs?^*~tndU(Or zd==iZ;PK+(cGbygH*ckatr=yhjzrh^FwIBq;X?A!Ckr1a_C`VF3_(dsJ>j$5x`%h$tt@~VrEHl80eGm&$5x19k3*LMLxMIJ+ zSt3FFWvCki7a#Tw7Q8Ny6B46ZRLR|o9&UO!_;nPhy_Tr&o%-bm5=3HC*V*Li71dMm zbWaK}cD1}#N#fdLzP~HIdHtGY zeQQG(MPkDT`12STw88!%@S zB%fL zQsN2kolZ3q_Z@MbNoJ-yALx2KbVP`oT5q{7KKucRxbs%iTNM@T$FrQ)@st{~zXmys zVOx9G?N!cB-J0Tbh1rQ3xS#JQCQrQ7!@sEO=?S?BJD!pQiUx38Y>(OU%)u+PmXAV_ z2iZE(^b>@i&EKot@X_&c&wg5LgSV79mpawQRa6BFXcc~h@Lc14$M%^#^zPCy?kkEn zNS#L-`$qGl(jN@Gzsze*#@v^R!lYY=~^U{>{)4AL;MH0gk9&DgxbrWk_y zSg2n5VyPD%)*?N8)UQWUWH`+7YnS+5B5?gD=wIVI|KlrnGf38Wd29jni-t8Ui$FF)@L}Zn7^N zfJ-(o!;v{^UPbBJiSi-X{jHdXJQ&3H+h){YD9%oBs)(79u`i18$5?TN5Ukd2lJQ&H zGx}5)VbG+xEE&kY$7iy1aih`TLK5;#@U*mFlllVkzZ%+beF z|E*b(m%ryiBSk4-izF~Rd&GmW+lW23F&7UP7;oDXbBdv#W$jo zaXf(t(`n&_1OW6=sT{Bl;x&nY+)f+%J7x;>u7pI#fX^!S5PeM_6HE^KZ8tc{G&(+} z=fr{7=N_)-?^#$H{s`xdMMk82j(WxQ8%RvJp!S_E`*p-`KiYB#KE-%XO6n~y!x!O= zfhS>RX68RLN(d5i#BN-P=mknMdmF4x`PB<{%g;LH6jTDb_4TJmS*RFjLpAvU+W^o7 z2|q)4Pfr7QyGVz7PGub1U7$zB8*Jg$2rLYv=2Y?_rW$p6&~k><4`U4&z8%}zFW${B z%fhFLljm?neZUlHdYCce&y=kT(w~u$x*Z{SfkWDhgYXqF5JX;@>j6Oj#VOt;v3=mN z9I9Rj%N|~z<8XS3l(MlPMoA!QVj}h*^Mu0d*%?A4rm0D9 zx9&Nx==Er8E)NIz;7(#Y);y)6=AF}2D%9prKY_ms5qYG1cjtsqnhe?4pSs8FyTeCr zp1iyNI>#5d$GaoW18{^oD|R zxJQ0i{|w^e_iT=Lv=YNKi_#zl{9&9|0aXmB=5x?cQDV0r67+T7NxYHC=^E1}rtOQ& zUipXe`}hXO3#5O>Xn;%+^Q(#*~B_8X>@z;;08Prk!B)S~s5cq5YNcX5(-txV~ zsP^^WXX41U1L3Jni$CgqJvhwuqd1ukse=9CnLjgK@Nvu{|MtdpjjR$9hUTm{F|v6U zsW&W&qqt)ql~N9Qhl9^i`DBLnA?5}x6z|2P2OqXTvz3sdq_Aqb09Qty{yIo!pSMAc z2_c6ZhW&qFLD6|YxjI7!Q^xiML1~axW4!P;lV_?Ln-;Zyazh3GT#JGdP-6#0fU9_e zmenxdoKvMXG^DhyP3<}=C}tGDgJexi4egCs=-CB_-rUqx84x+NJw_TYS_qg~S^BMZ zPgKd11(ULqc>ct9tMjc{+o4XrN;N7dPuP?t-2^-3IS!pjR7whXc|ZZ`;%OkKg?|C^GpkU*zUSg54EHsCZJeJ8^l7hc`lG z2gbbt%&AiC3hEN*)<9}ZAaAVH87>D^R%Ft>D3*>{h%U+C?(d_c!*1(s&l@wn9NWrr zG)b%#bV?pUqI;&tus=jv$jsvsFBtCc*CBEToV)v3yYkRZ!P2=}W9{a{dDrttmUWj! z3cq6Pdb%me6yp!__e1oY28{&<$|g7BG0X1krFkzOgQM#-@4;_a7MKm8PavDLQU3O-#aU$rmUs-D+1Zp^gZu#CmN>z#DGJ@Ww1IVK3~y*onH98I+YPh+7Qfr$&?9u*Byqo<`w*7k%(266zT5+2kgAaqUD?}(M_69@X}J7z z=tT^-E;Hl0Y47-xLqg6vwZl{2|EANzy}eDl_w-ZBYyV?NlceFo&t$9(0k4WysnD=J zSCN3n@&gzm5pyQ1FZrruVC(lAHU9&a_cgBb3sW|ZCs#Er;aP=s$p0D&PW}_s5Lo|` z{Yx+9p`nXX$D-Jn)3V^{GDWCVnyH_&arL5W6WO5o@;L|eQJTZn}qyf>B zhJ)9XP{9ZwD`OQLfJz6{6VABvm9{9dj-e~7zg^fwuG=OP>}ixbC&*w)wA$tsKstc>4{=#qfVD=p22G4G~4%xq?A zYGN!o=gBeD^{Ul*dkQBz&uVcrN+w--z;@nwN2Ax!&c1M|J|*q8q3p=ku4HODOA&B@ ztxMKF$9!GDjAl;!_`d#nr+Y$SSrtG(6*a(>vd+s?3#ezdGLOc&517n1U-knij-=_f zVllgalAe=w6U1=;3KA^gGz4{^g>lR9giX;Ic^54VBXE|xa!05 zimHAAiG3tca_{oX*jz7I2IhU3*BB1f(>lJqk>s^Q-AKH}M`c~*{}bOGG=&4I zdckO9=Gz>j>J?}sg(B-g&-F85S&oyRHaD!02LRY?oX2Ql6WTe=OW1dq_O%!uOz(&( z_g^Ox!V=+jybJ#%a`r-q=GN#ui3wBh_ma3#A=m4Ml(##D_R(yC!-~0V)%7-Gb+5)8 zl}{GX<5^U1@$<-Fn77D`>5K|%I>%Qw7pl~Z@sqQc`DXWnJfwY9!L2Zw zepdNe->)_FQo$zQnazyj<@-nzoWJRNuJJ@gqzGTG{&}Ilb-D_Df}1-6Y=3bb)N8E* zjp~yZ=iS}dGvaIx&`>^~ z)9%4CEpw|qmxVoFZ9f6C<%i%m3OaN+@O&y-R@xnH*gxX8vuo|W<98TXx-pdjfjEv<=##Y()D z(Zj{_O2mHDtDM2*H5D?xZn03<@VM8TK0V)>dtM3a19iP`2OEh2Ak%!k)|*#zwshVJCEw;S%qYqWg z8d-Y5kIwBX?F0=g(Gy`=nTfl&^#po~ISjt#0;h$87Pj!E<9m$UsykLBOVQ-JFN}ZqGl;O-XcP&+8G5 ztZdvz?vty@VO{VzWt^;;gpS`#s5=SWSUs*!*5fubB~dlG-S~&5cBXaw!#1voH_}q& zri!exu8oy7M?fgh51zAa@9ZVYFckC6?=6 z(pkPhfEGQ7Q`TZMdgTZB!r26aN7i(YOtJ=xtdi%TVV)k>)|({AcE?(G7=Wte6!>V5OX_kP$U=2ZlT2onh&eFwDc=e8(Pa1 zpjznQ+-{#!J_iMo?bfH*xB=eJa_hY(C}Udr>5T!x5v;tio^*NX<%9bwWH4R3SVwTs zRQ|p@jS98ZA46Ccn|0|;2I7!QX=qGu_a#nEXk?6;a?c)cuT1KNrKY4r@ZVlqfrg9B zEOa+Zxv&u^SE$2D1Qxtn|RdP0UUA?ae8onD&_b2i?;^*cXD!i;A*0LL&GyWn`7h!Fl|P~4@R%EQ2nzc7%zxN{!S0v!u~MMqn=8#M0N-%=)8e~^-ry4hlYv>LO5 zHnY{ckr4htISoXdK${>mymvNwoWgQ@b+(jXVgz4oybIMV0)ju=^&(2J z^5F6W@s;K))A)BGL&l%7#%#vc68R}=azQeRBGFd&gn-xC+Sqf}UMrS&cTiBJP9ImV zGaY^RKaMT2UfS^l;oHK;hFoT}8Lj&iV~$5z7!L3J@7q^St$SrfZ2_4V_1mu7cf)Rm z(CPT{zF~P4D?D6te#*>ZdFKy_4*g>3FebptE7MyCJ#K+v3D&br=F@e)W>!_WV3&M< z5FN;ZA?&bLw=l)w)UnU8fJg;h6TAL`-0w744m@G_N4cw#a~=1ES#wY=k_rP_(iDRZ|8yx!21Q58*5K!n(+ri)w<+*E8YOQ&)kL)f z-Mf{qYP(BU!Fsk@iv&f)IZ*jKBnQH5B`pP-hlZ+d9BEE}m0E^9iM ztRv%0wrsn~%Rrl8JmIYq?-nSO&7E&S`iZ}zzqe#CIi9BoNWg)59?55kZvn3W8ixY0 z7N{a*8EEwRNE@7EbX&87|4YDVX49IB$(P?;YV}`vkl49}nHlLz6f%#W_1yMGT28_> zxATNvpO7kN1eMs=1s%9FV*4`FJB5uD6x;XUh^iw(GP%$5i6x(}^cuK#dnOeW(JCy^ zDkTnbwHX6od;4 zWnDpD(FSzpU^&8nU+R+J)R_mwdG!2{5dhTeI1+$w3h6i**z&k^58yGRdm}N7^9J<9 zu<(K=da676E-VCzqz%47S+wT37@@0Vx-Eg|NZQmH^~H5Alfy1rqhlPZdc!(uX~V41i&2-j9eb(!O-ds^=Hz%~!LT-3kGWV;wON3P^RM!WnyB?S5O z+JiUfCt%}pU5wb-C>QAEbkrgZGPw#1%EVy0HK_D?6Lx#=P?*~dgY6=)kf4-Uw)ZpKytj(yY*;G9FdZPNl zl~5_|K|FhT-;~IsCx%#nDSY<5ogvIUfW*;XSrhU+tF^lsIXnZJ8HPwgs@)%D@iJFt zyC6bwjHY_)d>6Y1aYMe78h@tN8b&%60Q7Cd*x(BWxOPLjz#%;R`a2i)~n8f)R5p>73s!@^hKf+`20=LgJiDq{%clm=|xoxEe6;pv-4Rwj?vcRIk!n?3? z*rG%r0x;k;PE<~$Lv z58g!n1H=X2=^62#Wz+1mey&z5N^9RC9r>F!wL(tW&fd<>KGQYoKP?#JS5zdPtpMG& zS8?FN4)*%OlVA}-m_~!B>9QZO>W^&+v1-(tuOlu|ExXvEV;8%i^_esw9quimLw5&$ zM&02u1HrX_G#j@8E`wT)Y-ZQ7;SZcHE6F|8r}27F<``!fK%XNR{r*iyZ8LD`CeI(M z0B;8%@bN%mN31OAc~6b+Ci>-3K7cSDCUbstiSr_e{+q~;4IXBfou5)UO6P7bsCd{3 zlGvuZ;!F#UP5$o6`9)sNucT+VD3zbrHEWr4?pC|riZj!l%=v!T47iQ>e?9DlHdd`D5wFv`uufA944u_& z%pxec_ie1r?OqA(Z;clU#Be9UrVxF&L9|rNj@d$_Dm%P(I$k?l{=^%J!#%|s+B`;7 z&gND>>Av(EwzRFCwSa@G#EKNw#ky&Ip}G}imeDb!IX1g|nlfU1Sn&iUmxe-Pb4^?^ zMJDO>*RQu;n`Z)4$o&&Lg6wj?j2CGUZUg}Z|NV6nc@u({34#}P!tX|s1vM741r{oye%2TGnqhp8LdOKW z2V}el!aH>Te#41+`v26W|8A`D6QTxgvWU9#`_*0pk?=XyuBvp7Pt4#ZJd(KZDbak| z-_~nT9WwVS&Y!(Ay>lI{LW90Mma2!fB(*RC6y3ZjVlW9?d>@E2bV#uXmQS(|4B&Z7l7XYc3ViR2r7f?Mv3oE*+0h@<1#l zBu{NVp@CYxPGgjCjuShwUj;T*vagN9%8R8ZCk?|H@a~|_9yYKb@Xmmr{Nr;yUC&p# zVwsoz!o%QB>;Jta#N8k>Bgz)8>DHXTHqK9^O*(8nT5u-+wq6dK#76hj+Zdvg9zw0j zd$0H9h1YePPZlQyDflC`fA+4b$vm}rFR)eyP%`EbMVNQh)F~bxL3x;9=I3PQn*t}7 z)V<>4z7FG^Efr|&%PPR>^!~vuVEnzP{6CkWjlm0{$-RxVeV?thzazW*=Sx=&b*3ph zke$f_LqEMFUB&7^x`pR&79+UGS3PBJ3LT;`Ccs@3wmzH;oITt``AnfMb<`;8vs{_hQf zOw-pu^c@%=*aQ2spvMJ-zKtal(fV;KckMJ{SQq;}vyBlB%Ih2Hb)G^tM|G{JDL>f< z^z~gV^jK#tK-B?%I1Tj+UTdueN*A+y6eBLYW}OZ=yOM z$}~N!`h@ivTA}|*SMVKyf}%nNFO}tyGa$-1b7eS#^LC=fhe%nl9rI{ZPPi0)u)6WS zpzXT4YC)iehdXKydg0-1OB0t;gu>i?ocBBBf`p}G<>daxf$>obJL&5(pUYWd}zrTUh-NLin+<9dhkDd-R z!q14b!hsLC^+y=kGyI;SPq)Te;maG8iujvdYqe@XDGOeKSj<6jr!pL!x+nbZ<`!!D zgB!Q6Fxw0u9KTbPK889(VcNn(Gp~ZKM5~0JfF3ATi2@q+v5ytMVxmEU@9fmtlT9gK zy&WjdhD^_k_}M|Dq+ZHok7nY+8(vVFE)`$NXuSBn9(p%sHVy~+*Ad+^Sy{~vkhB#L z0mPnBUrI?%9CZ}sUPZ~jm$qBPW;G?Qr$@SGU~sZ2TQ1Y_@|g!lLeXickH1b8f61XY76;R`MYM(d9Ak29jhL#8e%lop5jF!)xP)qjVrwW#a zTf5ZA56?jf<;nTOVCre+nkL<#r%er?-nqxUBER`d#TajF?e^dq#P_9}=)1S8eU%Fa z>%E-V*l(;yh>J+LuVe6$AcsSgk~}wGkB*OxEiBe9V>H*U%nDP>%k_)G4gOnL>~z%t zl6DR|><Rop+Uh96d#$FD+!ew!%n$U1%s^*-UweREwrLY8i zmLG^Amml#${qh*NlGD)f2goPxpH+5xcdqD6uT31DJh}%Phsa~yWu0CnWJ-Vef)srv z(k^ou?p%G+q4t)onBPnLC-EDGjC982##=a^tMadr>FJ)4qK4)WPJWQe<#0avQg}Nj ztZ$%N%$-0TlY`c1B$c5xU@IPsI#uq0Y{qV}))wgh@b8EN@9*p!tHlDDhUGucvmP9- z?i?^#UTBLD@r8ZFuRJ`#KREV(o^|_ykL_lrRpt<)d~ex!{XQSSR5GLYByFCbIUkLl z12`mPgxR`KsG_lOCp8$+?rUDjEjJImP}7=KYxYQFh79^Q5p0~l9oTs1uxppzxDP%Y zjP9^Amd7KHO<1r-!XC`)!6xB7;Iq^4L4@hl< zV(_iES1uUMcIhbm`hB!?-_WshY;#Zm$xO)!l$wF+^_5zWruZL%|5#tjO5VtB?XYW! z5Ix-8v5Erni=0kEzzVFaLuOkeqs=%@CrL}V6YB1oAti=}hyy4uzwpUIkd%_}V}!RK zhQT_YxP^4^Z&AqGm_!t-Sec{ zlSTR7xsjF&_42ImNt>Y4to9S8osjz(-v`G+ClQQl7S)1u=7`EP88aSUI@xW>%l6Fr z!ifG!!a z8CsXuRyS0-%VTlXr~E&?>zbBQv##c4Wu1A;Zi{02)u8!kOogQ{!G2Ze?TPEdX6<3- z9lUszN)uYkqVU{lR}l=tuCC@s&gW$aC2QU7*2K+Kx*lWt#jZFgSfTibHvE%YCoY5% z+QvsfGlL(5_OA5ZIByw*T_JYWlBb%Lfl12U5nY-khC_E`Ir9D`xzzyz%^) z$K%iJet!c?nUns(T-?ytMoSAm&n1b{yoo{sXDot9lt07B<^>|2Nz%p!uJKI-L=|qRc+?DZ*?~KF18nX zrLmkB6S&jvM?^?=%2w$jm&0`vRrK5#gc}!I$E^9^q6@C?zsMP~X=ynU-UeIonTu?t z`o@;IJ|YjsP8XXqO{jPD&UDCI`4#r6A2bci?V^l$xg45h`lP3(H%x$Rqdh0z zaKcx5jB}yJys-h6>w(PQPpj}>HTEBtx!Y=5$sD=5=_*DJFiI>dqrkbI%r*oEm$A?) z7p-*ksd1RFx=+=-9?MheF1BlH-+IffgGxA4nWF1!dt-CLQMN&^-SO*Lb~1%{GN7t) zGbEz*KP@Dw*SJULj2Ow5f6?LLnT_Kxc&eDEkZx4j|9HN(^Os54A^a>;2(H`K)@FTr zh34wG=VSFo%Wy!Wi6O0XWUce;W^kVydNA8s`Z^Dn#rCbt55ZU_HzE!0+fOB_!YXB+ zq{ldPDOv~nAp}gnl02Rcr|dalGk}T9D9@jFnnM>iwLPxN;vz^rmzA0Z&Q-N#`j_Hr-+8+94G3$zjuUr4JTd!?9a508j*ZeyCQ!fi^=Vab*)plK*N zeDDMj83eFPnVS<3F}NQrF6~R3=iid&Xg)DAGFlHO_SJf$1$u8g%t#s<(r5vfr9hbfC$}bI*C=btm=NC^^rgetty) z$Erirf}5A0t$8uXXpMt|QtOCY*=lahf1G&fuhPoazF(T)&HaN0=X;C7`I^=R zoWf$y^UtcR`BH1lIF1!)EQ|B}< zx^{JuD{wb)uj8SXtwO4NNZi&LCmA=Ddm+bRWf}B3B)Oz>rq!Fu;>A?yMXH=vWtM-z zt ztPJS-qPwze{Iv+ZzQ$?2xB9p@srDx@Z&B?N?1KGE+uJR@IaptF6ny;rB4~}!mzV8@ zghZBO$l_n{dsa{iY_R$Bj>9AYb1zLP&&HKYSY0)fvNw(eIhy7d z@?XQyT=OZY_xb^Adv|vrbB4t7{(48$qP7?a?Fr0-zX8m_Tlz`kg(?VZfY@32Dy|{atlQoAVql+Nyk#H7mfY&11K#ujC>53 z@;(ZT-rGFv{^i7ND(x?S4lA<$T1}t776_R5T%t;?@{T{6rh{^kMv+Pe{eE}0$_2(o ze#oC8mor)IM(mGHOyX3Sz`>U&ASt#E%X3_SwEj7b-yDH3x*V^jxRhnC9-dS3@chX4 z^n@~mBi)o4Z7gTdb|=a2Eo$S7A;HU7se*ne%A%k>UpX2xd-0aJ7di)n1!rd)t3Bi> zARrj!;NlAxD^SuaX`>7kY;6JBWgKp&12@m4tQ}aE!ocVxEz5i6$o#1rIXcpMi@3qs zJ|KtPxilDco}E=U0Vl$W-6Ub##w0_jv-4N6l;SfmSLWZV^^J;pT1E~JPzfH3+&oC{ zg`OYEt{17d#?UQfNuSbOTwWcKvA(Df7aqB)_*UjXd90kDX}BhyQ0@E-)ZYhq*2~dN z%=Lv17BjM$FSO5~?Z~EDlk{s;_l)yicO{Y{*J2PZ6}VP7=UEcgu8rnt`fB)xF}iiz z0&lHya_vg|V@&l$oU5SF$k5Zblw3l0_x|k{= zo2VprW~GLwq&)B6519>QO2eqmi657M(Ml9y_<^;x+%`5`Tn-Xf?cv~HtfZ&F!uLv4 zJ|r|+N8pyNGwo)1U0hvZ5+*vME*%D-@bL1E5QbM);waK8r)$JpY1K%ZaD~Ud>;2255fJq!W@;%XMa>?A>VRU zbWU`}Lksv@_1Vfi7D&R9xq`!EDECw=#nr0m<_*sxqb1eKf8j;bGS^vQQ1ogxUG3GD z(4am!TFrD`63F>Ia(P`87#gg%2h~t1P!fMbCv-qOlPZ^^S<}0UfItTLl`MK&c=k_8 zqhZ*c{AO?1cKN=5!t0-76Y+u1mF1w$uWYZ41hd$S%~#MHETlyKkP^hhA~Vi6D|H4m)(ZO>Z9csubWGh=NLu{UV`OU zRS5eF=0!<9%`Z^OuqAign-aaWHGrR-EN)le^LXCGs(#GNQW?N8VGRo$cag~H^+Vg1 zEfH`zBjk}Bqlvb$9kxC?80qeaR#h{E{f@?Ge?+AWeL<3vGF$ih(^=NYO3l8 zIyqG;5WjU#Okl-(>Tn==5VjXEvIU2qmGXYs-dzMrucThV zjApT!{43N5xtg!7yH+B_7H+=XVy0g4M{hD_egz~zE2r*`6@oj;6kKOb(`(RVUS6Jy z42V?-1r}E#kyX(KM);Kx?2m3-4z+wfqe0MX=nl2-r&DT5&mRD%oC-oM| zo`en1+u6pI%Gl&WC-poz7gL1~q6yOBwRyn>x3-1@;s=gem{}t$%gZ5GTRVMtqb==I z&j3QJa*=?;kJ<)0<1u|vCwmU&_9bQpUW>oZ63AJ0gndwD)GF=t94qB?ttXnW?~eq1 zM2miq0n*rtY>fTy2N@53gi&;`v$s#zyJqW+s|-Mkhk~HQ_-_2BxOs&@CGEhL+bjxVc~9<4e?YRZy#EzeAeia?+pw z(QZClhnA=*n)dWG=bLDm=-q#50n(-=+DERAW#TwoxTK|}0jiJ#X4LfKH%;Bq(s;AsS6R|{XwnQN(na+vn$X@=jw~GyO(f(BJpacC z=!PviSyRm?(|{Ku@}_7;+_CY4kcb(zCL^&Y-xhKC&tge8g?HUrByISDugw^zHBxvs z?*xP1^xxMkgHA3;3JX6<$$-%Y$J{Uef!Auk*?o@FWjw9o1ZU^2%y!-BM4jNj&Xy;^WOCC$#+9 zbxGLR*u-Wsl?IG@4OyOgKX7t7SAabp+&balG#SQr6Spv_Pz4sTb)=PaYNdSoEh}E9 zeNkM(5Vo+3!9*T{C~b@XB#W)9w{m!BE#t9)(^WqLkyjBS197*r8^wKP4Jd=0Nncx_ z#RVBP=auY+m{pLt4PZ|e&uF0~97(Ew5rZxAgbXJ*+^I*Vlv2{?4(n`tH_l5d6To{i zx1`bS%aF7*y~xKF;sy_^GU0)qU#jWGOdW!{wYnzHE-A?_5h=xhd#-5lQ@L&}_`+I@ zSJ}sBByElD@$C1$0N4G=MWbpoaK!#!X%wHA_tKG|MNZu}{jWj)GbITgNFs{*FE}hO z6y3hQG5lY@cf%6TX0Z$q<=Yp2z37N$$Bo|+M}$UkxfO%I_vaBA;vwz2HvdQR49-w# zGC~1{$=qI_cg|^ylY$IGL=C{~o1f$3;!a{*TlQd;qlBM#Ks}U)aIxe4)nm z2@_;$dMV}k|928gKpzF+NSLE@pHr1FbN}1-|Mzn=!ygFx+1#{s_oBB_(9rymQiG;Z zi5vRA*Nm8$>J$x6UQ}w@Q}#@P)B^O@V0KQr^y*a{Au1Axk1q=6!a;b>%>7Hh-UL2Z zy@~;cp)F4bsMGG>1&D?dfr@l23!sn&K@lK=BMFR{<51AhT1_ja=@xWL4#_wk*J~#4 zo&g|JJ{>Ex=I7&QyJ7jx)%yV`hdCdR_J=Mk{{^^Il?hL3AUrfstVF$RD&%AH-Ih*; z>a%BP!pXg=F+r&>@$h~xbHzqP$O?&y&J@VI^I}$>mstd*PWI=qzeRb5R7&pa=jwrsK};}RoPlXt9WC5Y3N->;!iC^ljKHD{AB&s( zd#p1Z*PdH;>)u@?aJZ5cct6Gc{@?p@`vo!Q@4>;Zqck7A&i7feAy!EA09pA-fo4Q6 zz-b?Bl)=*zL~T1q1|Szf%2VAWnps5A-Zd*leGGQ$YI2|ApST^c5hMZ_X{!voAMTZtX)@Mw>e+SUtu=3I9-8ntXIAY zi;wX;-6?gvrI?|bn&++g2{2Es2PmZqjwxIm-72f9seU-P)PFlLgD}v(ayM4%g9Jn_NK8a)OXJY#B4H`M)v=7ie@l<_(hzJ%~zSR~`GT`d^wbYp@ESaPGgnFe!HQ)YVE?N9_ zkKOvLOO3;RK(f{w!vVDb-3m;69MR^R%dPPYQjjl0+%5rTOVr}UYUPyqy8oF)_SeGv z0=i1eh4#y1oWS56p!uI}jKuc-jJafOsRdrO%x^Re zzDlD~c*j3sIoqbsOn#LQ29)&1H3l5x&@U}7OGdQ#%I_Zhns?jZ-xo5g0CdZDw{vgn zuX%7_89LD|4q=hLfRu4PC2SiF)PtX$J=EUy=~gIG_05#RGf;7-K82t|Akv9ktp{f8 zi+g+RiM3w6f7k+l{(NcJ|LuD!m9d_#bLG@b-T6NE7R~v>ClQ2E_Lsc<@78i8cPk>H zZ^he>)=a)O7Sdfle~F9Ry{YACxZPH=+8-Tti;Vv0aPjj?m{NWwf{euH{c+H68F~3U zhK#T;ccSbcX4-AaekFM6@&y95T<8W2JCe%9jGXOSZ}X^_UL21nE0`;||F^GF3%(^v z9LX+YNfAzLA<;vIjrT?*ssk;S!;VReZ;{Oxs*%4F)}Afy z@As$Mq{V{E2c;H!Y$UOcQFD?9y*5~`ijaJJO#2yw*yix?RYxdMGgw=yZ>etqAs|&D z1DMd>DLWkVHH8AXz%^QkjBJDhhK|{_)hP5my2&* ziTBqdV{FdVKac7NO%*<_oB}@Q=T!v}A)(aHfEts{>=#%2gWjZiR)fd$$j5GjAreq}M;im3-SSy0FqG#T&ED^F6$=v5 z8TLHTkpR)h?6`VJmi+M=o!~vy=Bp^m5W}lgI5xF9WBZ--7I-k{ZdAa=#j%-ukf#hK zSMDe1)v6+EFV+0@3Z5}~KOiI`40nv`=#Bq~MoEb#Z`6;VbwY@bpEsi8w}ff9RoSsK z&aE|U{lhtX3iY4j68>Z387L3uJqk4%BUT%Wiw}Fz>4YU>ik5*X$k{gnUfA(g#4qVO zoV0VY%0@780?Q6&KV>;`fIJ^;%CtFlB8<3h&Y4_O|$OW&GiW7UhG(qZ2X? zGM^oGOF%5V9W08mNMC_bX>c|0*45Q@CDKwV(kQoecR!037Y3FGpp-|u=Yd&S$gbW= zb~yAv9b$570}~3o3kho{0`G{PzCVE*;uR3^r6-!MH6c#k8o>SXRX^sY$>o3_rqG(_@!_$EIiL6NFHH1Yghy!?YSwyz z2qAT=97}wUiyN}^{&Z)od1U0#_n_B3l+uV~s zbQEwmR&z!k^STRxkta{JM}F^(7HDAcH-3oir2q#da7-6MSaV-fFykm!qU*BFciUoq z*FvsPsNm)5V45P=O#<@R+Goq>p&`TMNm^S2g58I8WX&9uhS)@MUA=%kS*$=($Zo!7EpJO$$@L zlU8x&7|T^yFO%W#*xMR~-TR1V2o%UsUfoW$dYoOQD|BO)TU`@gpAqW`ycXzwze`9L(6Wt9NvF-KT(OE>@Mdnjq`st*5}$ z#E0);-Z!{hY%+})_BIa;#OzL$zB)OS4Pp`!HQUoP8d9~WDTGHsk_}I%PXQc40!dP9xh=WzPq>Q>#ZtftfKOVnC2o2o{@DAmYPxRLvKtEtV zHRtLFGZP{@MwaD|JYJ3e5L|@O9{f5*Z6nO_-^Q)KMrXDd z=9pQ?>Xb=vSM_56=^udHX4neYo)#!c6heN+g5fkx&COl_y|}yA$@9O%{Z^_^Lc@$I zENkAq2JkQeAtC(unDjj}DyV>#==b&UnU0K3Nzq|7{Tl8RUoYh>^cdt__4oXw+^@%Q z#QInMDy6BgtTzk0d0^t=3J^Kt8~HnS(Nstf z1Mh8e`vfvbWqK0c$>(AmW@gQT**XvCe4H&5Za?8B|HlX7noaC`Ae?}*a?A_5^X@2Z z@Pb+}65SZByR4-XZf2ksdsm@1P<>AR@VD(DQ^%16ZtRCdh%dr5+?eh9-R-#&E#l|3 zwU?F+ZYC>m>aWms=luFqlIBC^>RvYukcvEj%gmhZ^T)PA2r>@7CvVQyW5h#ww073} z=RWzN6XQa{rjFw{jrbs$OCrZzCHz}+R*ZzTC;Gh?VvqfOCZQHn&?vx_jpV2?81~1> zn5z?rh7lPJ|H1`yx9d4^Z=c$Oz#g?K=Qs;A>hD;P+rG(X@<3y@-p%c_mjUQ(`~7+UZ@`X@ zM_un6$VvNpT`5Ms7mRzNcBPZ|J`ElPO6--V_Wq>w~LU*NiqQud~FXL<83E z&sl+L1~U$W#?n!A-lrR`Y>D4R;-z7E?Yhmtt`oiTN~I#;^?V2hj*jInZf<^QM_rq& z(ZhL@_Zq;GmWAK8hldeaaE@14`0@McA*uzL2y{AA0;-rmjoK=}*WLU0`1r7fNB)s@ zn)${$qv)pSyrJaG%t0k9S=JlU?}US~TUzHrEw~*Y!6CJKv-L3mRXi#-Uo%xI)C69o zeWKI}qur&L79GmQt zzm*x1FPTx+TI@h8hYzy_vGKw)#_ylKrdCJ6!7*a9ngavmWBUxpEhZCo<-TlDpG%RE0=m8^yf=Un zF!lT*d7(=efl(m@ck+I}&Di4qe`PFSCvtkM6Ie7}{{e}4a!$wXkSTyVf(@-2+sAg; zLG#MXQ4xvX1!REIvq=-xX8se)W``aYhVBm7@(__Ii+aM~F##174yXO6N3i1NS+u%N zU;(l<%D4a=kW6HX2iT-Dd1V?6#N%IbFx&UWcfg6eX>jD_N86TBYW#q(ZeaLfhG?ZU zLV5#)1We{#pVZaWfoz5z$T3q+H!fY3c5k?vn13?pVYE-m%>0x!(7j?|l1@eeDgbxbJ(;F~|7D z741yG5`061VQ~WkZNQ|`Z*v?N+>weJf z-lz)LoOn|p!i&P}A?;z+>A0p^lblp?us#(>cJVF!Y3IHz!=@c6*WJ6MjiEPmzWVs+ zFGk(~WW_sEfnn_E9EiqagWeWs2(#Lsa~BAHpg&M>--7t%$01|AgX8uMVaG^^=-Or= znAr?ht{W@nNxpNuhS(CE^|qgx$dRhwtZFZv7}0c(r`uBFwXueHEgANt0g4DGe6p@p z_GP;7!jvNxlTFRd#4<8?fQ|#!)(%1hFlVP4BzW2yo{_^@UE*eRa=d%jot%rRpEHO_ zRdJ%CBb2#$UXKx~5^7jHvAhlxl#~`w81T3*61gBKQydV?y4~Sn0DZ99^ax-cY<||T z$ai~sRp9&)H5qloVWeCgnXpwbIu; $cC;!%7$xUiC!&hK|SZBOY#_VT^s9^=m0 zIL_iuuk@-MH9q+^q&hAAK_=YhazF-3C-Al|w8}uqMgtnE*?}d-QX?ebWPPiL$EU}v zt}72J4^~9;w$$6A8WU(69(F|v214EN<6ZxwY~{M36W?$Yj#ssfgMwm_HU$M%rFRT_ zfxW&J^+@QC&llQF+(I9OXJnWR%j)*0S_ZQE@6 zbYC&~3uNC{KIF#nvspA)Y)n^ChP1!*UmH4}t@(rIdcH&m2if;r!PAeDFF+k(dr{z4 zXvYA|7o@}5_21u@S605s)V)FWn}wUAM_#l7fnq~-SQ28Uv4+Ik$K=j zrc&8`k2quuoObgNl{12Sw;Lc$Y&v6#-tS!5Ew3#9!M$R1K9;WAzK5**@cZmRB6JiD zdF<^GoZ+~su4xoDY$C`cWPT!qs?T*ID9S4;Wi#b(FsoN;PiPc5bGoZme&lyRKRH?- zw$CfVJY2JcVUx}XQa_LvQYTC=X9k~GtES5Bc1LLD>z*(u=1qO@I5J)Aj-i!xsj8}Y zYCQQIXd~GSd0W$&`~G6+E5V_Nq>g)?MbDEH#Y!^U&1E)i>f-^Wv__aea683o7;66P zb1x*<4(V5em_}*EAoI6fAHsX#>FTt7io=A<0*!+4!WS=}j#y^pO9&?TP2l zgWRpzkOSJ9N!-B2l{KHNPW}6BN$!W6)`Xz2KRpP4l9n&O=F|YYL3Oq{U8G6O|K10> ziH&7PGTo|vw30>KMechy2QuQvXxozZ=SdoIl#G_1PBfT z;J%9RDzU(rpBwy^FJ(iIO{_-Z-Ad1Goofb;yqP86^ocI@QHqD%dE7c)D(HIf@}$&E zyxFuMWt`=4>#H~R8{;}A3CXP&@?Qdo^d@Qz+pYC}kA9N`rDRxJ8y$RurGqgW)Z+|; z;K$g|@DSB19u+9z_R^hWU1q~@bVcP-?GkvRY_`WQRXvb=&eequm(Sp}sQWily7^PU z9Y32+5^3-YkajbxYgpcNsGqLbR_ZRGj6u&^l*`^1v6=LIe4ckmz7t}7+Eu|35hRO{ zK0iH_+KZOXlR?Z}lkM;KY1b{R3T)7NW9#hZGjZr#gHK2pv1kYP8xZ7GA8}a%Re`4k z1t2+7;4&T0d=)7m*zPVKaGrsEY3DapsI9F{klY`+Q93%x)2zixRrNZ{U&1C1w0!j8 z`)qP+ccDccki6-RYAWN81(Qm~pCfc`M7^S+e#9nMkdiO>(8Uda{Iufr(V?vxS;-M4 z=hP(?8Grb+q~sF#(AV}=iliZnWc2C=uxk2O58?aD<*L=>!g5pfSz_=>LM;m#n$`1J zP;iC9av$rl$n#r-!aFQL-8toSENFcBgJADk)P2Z)=5<)p9CIRHrO9s>TpFP^wKbf0 za%K||^oRt>t(otHslflH-mJF&j~3uB7cBUf0sMMN1no9FMZH(Ya%{dtkW)}RQxq14 zgvvDU#GtpQ`I=00TCw8m=g+C!m0d&JDg_xBNPLH)4RhpxjOaJkf%>97JYt95phU&L z+4u$NU4Y({2hOk6G;6<~{?&X9bD9=V&fT}g^t*$!Vay625h@%y4N0j@EzPny#(FC5 zeUFCN;^N{m8m68J=c{(*rww1AUM*1CD~#07YYexV%~rs2W`;HhWojK}u)dWFqW zlk8m&)s%PljOupbKEU@y>py2rO`)`}C$08p+NIrKS_l0>~~x z>DAdTBKz_Q*5%R_D>zD2+wq&708Lt1F=SS&?E0GM1%TMqhKCQ;YV70kR6N3sH+rcY zURVEA>|P_|bNzH`XJW%Rd*ZAB73;TLVMwE^Yih3J;=D#w+`Wl&O9wQ+8YrW2V*Ck^LL3h6pu|~iv*{!>-skk3g z0GmrETWy%R`}xaftCKZOOl;yK0o=bRi>5J^7Yg(k=xLYm8q=0Oh;BA+=e}o#E%I7*(IM6kE4cC6(O6-#_IU1O(rjM=a*XEanyghf`p+uQ=^eMhve64(nTG ziOIM+%kZAm7Ius^1ohbt{j5*y3WZVob;rvBZf zfgmG)mXZsZfSTSY54o)v5frDcB+W?_+8;%ZQXd5s;8OC60n>AnkRftT@9bZ3oPRz_ z95-nBc4KKNZ2nXmg{sMC9_z{RF`Dm-hhhsQb^>Azg=YzgS+D?#6UAe%8+^Vk zd|kV>XX+IhH@<^|1H=v6wP8keyQf5cu16A5wWmqgZVh zHbV|0fb2X3>M#`Cm3x|=rV=LkMDv6nGS;N$yGf-iwuQ&1G|_*?Ou3SWjCT)q{>k!p zT0IN}`qL2k%x&#=Zq&vRl#wAocEVkh94sT5o12SI$%86;?oJS@Xp_9h_?_C9MMEQg zW4b6InA#_G_0}y53zkg9+?T+;)XEE@nE%~9S2tH4o1^MY2j3w{+v59_l$8A9-wsY^ z&mG2!5NQ1No6S>G{a=@Rv}6^td3Db03won8xx;M4dT5p$sNS84F|QU?aaOt~QTr3cG2Bu*f) zfA(yyt$zXSxtN&MN?`Ku?096Q@Qr&+a@T#weg)}xT)j=?82H0G@WXNXM@B`u*5OTl zSpp1b9#TqP1$Cs)RC<)Ae7WVrC-;4sYU^DPPPY$OhZaD{CzgEY-{L$kB>heHO*9t- zxz@n%C`g)+g}RCVTvV^vIiqoqh!ebc$jp4g84M)Gw|3n>O`0BW&yB8@8wNd!e5H>| zaf*(X+}{LG{98akix#VvLiP#{CTP0b3XYuxNd05)Lnffrn3jXK*c(Au_oNnP8dIJ9 z74XG@@@2(#_wYJi;OszHR%wdCt5;6|c9>ruPUv3?2?yGWSS-2UTz#Wt!WTtI08E~7 zV7r;Z5XMmGvh6Mz#^A~KxqlMa+sKG_+`U6XVS7s*`DU%T&({@(erkldo#El1aje$p zjA+120(gqY|y^7hs>EfYG{aXq0y!77Jr6H0c$BuM|?s!=SLZJ!k;w9^O~VUF2CM z4xLZ1?hFJ1)~HuTxqrdj4Mx}uAcwsJpetHyU_w2t8ql8WS?gXhG57R>wrULDv2rI;Xs#!Qv-Y+~tb~Jn zBJmv26<7CFp)QXa_MUEM_)zJ2Rh}xl#~gm;;hJ}|cA{fJl50>8t&e(a+)3h;LzilK zq=LzC5R=L9F@2ky#3Sx(%?QA3`%=XhRCX@Cg=VjU9i?`1{sz zm*upo7!pJ|8dYCw|1( zv2;kUj$70($qb9)G`PYPT_+0U%)oE1-rt$Zalog_Rmi=VF!3kle89os=Z@|!lH5N# zHzz&PLk{&1IC(w|q)H9|o(TyF-P=t0=-xx=!In?n-h&o>GUesvC|C`|K`^;qIp2_; zN!ZXcFpxXJ?eq>hCf>q9RMEG2=QP)fLcmePr>mVl9Dmw^6nUdmR^;=odno{guvzWd z!YSFee(1W_k0n8opZ_igl0kp-IDWap=eryuZ&4wJet<)E%{20MznSHOUZIzy|rY8B3L-Ku4S@EC)q zfW~~-Y&|upHb}1X%etnzTI2NC57=Nif6?GN)R)QvZdHTfud)#t(S{_1OhbedJ9O^f zOyi+O*cP}5xm0}`~` zM~+%b*PaL7{I5W+>5?2J{nNl9?t6e*MCp3Fhp9ufOshy87eE#o7^9qdm@*YJo^Qvi z(<>IgOpDc|3TvE6xNvjs%Xgppt9^vmRj0(eVOjs#a6${95N-h3dEOy1rqq;{jbW`M zem|;CIz9=Y?kMZ6gO{V?#H$L$=d+2AfrD%BW1G=kppgbjZ0hpV=Bo$yUm;?w@ijVO zga59$bTON*j6?UnXxm_Qgv|Ks*R~ORA?R>-j`a-6vJvZA2xj??t3D&vx!nB+$~I;< zE|kWO08}8>(08t(-==@4f%W&zL)VnvOe3)t|6c#U|8g{g`~s3(*nSeF$~lT6qK$p4 z@fL8#f$Xp;Sv>G5iT}5wKtCT5(z_umoG)ad*r4;#cIh_c02N{Ug=v#MED z;=ea&y|iCk1{6mYh$=AQ0ck<}LKd#JL5p>isTE#RqVm?1Fo&xp-1N6FlT?o4VB%&O zcxGBnxpdf~@X15+HPEcADyeQ5cMeuw1+f8@QJw+7;3zSC1!-i;IU4Mn5J5#*0{EiA zP2q2TmEOFC*BbnT9KV^6B50+${cxL|{xGQD@Rhu~HOZT)3!=p#Rqvhq#^90w0 zeVave7x%fiL7DjF%UDfrh)$knjv^y`uTsQ6B1b~}8ljUe4fYppbV)0c!vi0CAvw*|X|ITq(b283UxtkA6eIY10(_jR9y|{{ILC zlS))jrp%hNXFNZLKyH?<T)Uh^DoEq;5K1hy!V{^|3*#p=11m7y+~UD5!Hv-=au+hy-r# zb>FZ5zD6iVWIT=B1S$tYd4PFb=Er-oVn~wYI(01GF;5Z$q(7^)NMMowm6*rD= zfWX|!#x7MgB0#q{-2eYiqR1ml)~R^W19nzcB0p?0Hoy0xm{+yfVj_i1C>*viX?VGS zwr5{{0(xwy392VH%%)usaa8BEa8VycMI7P3~dtumQtxZI)&`I0y5u9$tF5Rgm{#Qr>D`P7Yk&S<>d3vN?#6~j@ponJcfmUdfXCoz5sDR8 zEZokBjC=Sai!k0Fa4G`1NTH;p zWXnfRKJF$CE`bo2iHT7Y(GS2_vRX7~%NyUbva&+4+A_lCH%2cvUIIWxFmvl)Dd!`B zM^}r+UiFaiu1u#s1{I+F!u?BklzLp3Xo&937v29Bv8ss=oCN_0ETw)zDd^r+|FAJb zJ&O-6Qn|nw$AZ)NpM8gDd=QYJe(|Q3ELjX&?`ZNfc&SG5jeR4s>memJ3Ta7F%u=ql z#enklJ-C>Sd;r-AE_m#{Fgsh{L_av@G0Uo1a^VLkFG|A(+>1Dva>|`IG4H0ok|~IF z!J}ZcedB>d7Q&*n2ZBi&tTrgkQ@5%EtK&bEH}5_92gpS~3U2x_HsF(A_BDFHq7Wtl zt^!4(?%t&h*-!$C1%)J6c_RL@8M#ycB=^5ba+JlT5c-wMs6@>Dhj4Og@?C{96Qg2I zB3P=?K7IMTtFW#Z%BcDU3Pv`4r0%rY5m$UXMd{vz>)AaJ%`E_5ihXAEV-tGp8Lo}w zycm%t$0uJ0)9UXi8^^jAHYC5ZL=6pzgmEY(q6VnJk?0Y8-1zJ9vC|G3?5@#DH`-es zsvS)Qk3Em?B<2ViNu>JRgXDnKtRoSdVqx~r*c{(Mo_JRy`8zUnfG$2@j=0{lT-KCYqBSWIo($d18`m5yV_f)@t z7MXDYkSV?IOJ#G?@+7`ISof0}f{Yq+h!ZZb^j1vf!_;*41F88dwk;!og@ zzUo_WUqOkf;HQ$cu1-!n55DR#Dzd}fzi0)imAFDS9@(Y&%z-pc4aU`!zL+1jZ+r$) z=m@Juj_!t;EHJ!e`Itn2v3j52c?uof%e+LfKHKY7NeL#g6+y` ze-)&_i5gSm%r@fgx$&RvNZp&kiiwzZhencJVC;TZb)kfLu)bc%+&q);1e6Xau;)Mj znnZW5i8l&qy#wNo<(}4{*jOLw^v4gM-hg{a3BUy?`;>MO`=FAh9b~O`53(*SD&nAwyR4!Hsd8y(J?Hwb7H(AK<% znAko4F%6`h2#`p39r>&s2lz4?2iW|+{T81 zgT^JnvBC3->b(4j->dApB>#cKlnOrvAy~~23LK^Vq#)CJ<+kg`S?Ml zyFU5q<%4Vua_QLPBBsZWNo13qIprm(U5+->oez!aLM2gGcCxqB*4?=PG=_tkH?6h| zq>_dcY4^}B+}#B(yWU>I#3YE}-?KS<0&Jco`$JD)*nhmCJMLA@_mF2!2UX(&q<7id^Z7#=sUnT{t{ekb_otq5h7MG!Hs z*5-WfeJ#NW2Vj(-h5NToDA*v1YOxYbd6$$Q)x>ahyzH%?>CLO}RpBsEK{_=z$w%_r zZJ2x1IdAeMbVZB4d4skjB2sRBs8XnccLE+(F5)xSG z=`prz%8!_G{X-d22TSp=u@_sqV=&z9AtZKu{xmz6=%Au+^^}^Ly2@^*EG(t>)f9 zU-r(Co{z`WF+VI;tbbDFwe76)l$DiN?D#aC=ajqd-*P$HG8kUokK{5^3%X(}EUXzS zNzEdJ2(6K+z$coOfvVkUX{NWzt+#pTy}do|7kPBWtfA=ya~i52idj!d*yH{LBo**_ z+&7;rZxb=h)N%ti*$dJAnGxqYppRYr|)K}a4|1^hn&?eaRL>ac9B zC2sE{nj}8KcJoIcUgHFW9FqwlJlkbz_y;NsNltZS~hZ* zc5iPl|J@U0zBQ+v@yH`89wJRmN=P+mW#TYr2U0uLYW_@Tx2N?7kqO`Fgvp<1JXUPs z99Tv2zIVxq=j?f3Cp{jk)+5cpoR}SnuQ`hi&w4{=IF!UYlc(}}U6E-+*rLChzRncc zUCUvqhQz4Vtf*|VGAUMJ^Ajt>>@^w5{080ZVe}TzfKV*V8Yqj$KAjVaI_E1QHu+uYtvBH z$Q$}Fa6Vx8Hfw8c@m<15@+>3#d+k19!oeXSULdXjPf;BEb>qVj+9f}N*3mt@*H|3ps~Ci7NIPJG{p zc@6X0_sGysDmi~X8zjtUHFqArUotMVu{Ojfm+;kpjb;d&6*}qBz&zHLKw{LiVC8&E z`n>9k`-+V6Irts7dWA4XF(t4L);m9bmO4I-xpxf%qq2s~#?Vj?6UWhye$W8=jAzK! z@Lf3MPgezI8gHzdSViJ|0)658R=a+#>*@jm2fy*M465*G*Si9ko`_utHO~^Mf98!ETvc(-o78#iqnRpnb_Z&`NB)d#vzabgLdZwGNN%C~y zf!3ewu?=C%+i}w3%|0H?I%+w__rBmzw858!sQNBvXL9hekmc4?<_nuzm1@88<68o} zruh?3!{n{b1?yT*kF@_7*f?IKjsPH(^301hfSmuz=ux=&G)MGhHR1{dg)_--JkiwR zZo6#tESegMtp-pP?ewj;_q6Np)L$G?58M)dD}(J4n+L;q!bZdsAI1qODy;CtZR)RE5Z zjH}I4tCWmWc~KYi=+kX9pA0Rx+_^)z;o^ zcdTLsC_zPq6LSOxb3nT;Bt~$7-YPlspCdGvH_J5A6}w4r139C*e=7XtgIW_@TPAz; zLmiFuAX+&)V*;B*Erj5L;zVEZzR>ivc|u53)Mt?O^P!akK@MT{aXgtMoXMbuE}OR* zs?8m5gES}TeN$`eiC{`<>fGk0znrqA)u4|F0)D9p-XbOzlV_l&py)wdaH>8zYOs~HC#&%$_|tP1R-AHsK7c;0eHLX2_Q-{8 zurWc|Sh7CS$roCs&lVNQqsJ%FPCe1sP7EaRBugE`QTf3EHjQ+Y`58LWLbr$T7LVH> zQ)TbDfm0mPv4gYlLfnOT9`|`Fnvjg_#&VX$#l_Kx)3dBl#TiLSY5n01CqHLI-K%)6 zkgO5Yir?A=tX3ViXM1)I#*KL~JnuOJlY{*VJ?qV?44sD;O1gS_LB_11c0?G4B`WFYJU2gI zg@er7>%DVaZW~%M^rYeYnxdGs?f6|fRc>l%*1}l~GkN-i1+)>UDD%htiI5eoIRwoVw;I61D6<6eB+j#p^$y|phMCK!1JNR1`I91X zhlBpj3}w0Wd*ga1S?=GqSz$%Nc~f6BJNZ(ow81kjX!m7ua#D`ISC`FZbwCeI4hPfy z-I60^uE1N00_3%q8voG(r1xl9GgMC>-YhK>|dabWVg7I z7eJ<`$*hR9bFHp%I$E8B%BC9}qjZG$zkUYg@si0KPtwIolT+$~49oOFhjeqI`BLMA8{9L=mW8Cb^sI_7zp9i7P6v)`aZJ8@q!Mx9R3g|mY%)+5{5Zv9Q3d7O6OTRMVbv#H?H z9Mua9*)abAyi%6++u#M(+Pe{UJE@6)z5dkWKMTjN<<)_6oSW7|9-g++UPWo?3>>sx z&GJvPKmKtR9=Q8q%H?RcwUpe?d4Us^(fy+CdO?=C9F0&huEjrgOj7?}zlJ z$_wqWN;j++_ZbmIMXor0p_d67rDt431INa@Y}z_9Fl};myyEdxm7RWX?fJ%dNyLbT zQ$NMFhcHp+%R=CAUk%dqV^fUg)yt{$%=1|v5Y4#N`7||AiHI_? zo3^1Wee;DmkRbJx&E(B55hg5jgk|BbKQ6R-jFxU@z?!n#-$d_szFh@fG>E%8X>K_yaa!r43`lCZv#_` z6Sy@!KEo*tXH@fis;15HiY%nbaTIIyje?c;ex~Q$XVJO5AhO=yBjR0CPkTk=E0>`Q z!-J5g6Wfb_{@j^<;P>7Oi&u?pd-8U8!iY2J1X!eGZ z^kVrb#VfvReZi$Lyxg(9^z?GAGv=hH&wzx@f36YpZK8-13g8%6n%SFMaWHjrX=Qd- zJ7;g{dX=e^_3P_gBWl;9a^db6?r(x_(NYo2`;c@zDrRR+r=QP>NqxHroBGO`Ehj%HP zx%{4;Z7LMAk71@-M#aYv+$>dBI@4;_PEYR_!xM%zQMQ2SR&DR-NitcM{-l`Ov}d98 z-KdL-E$L~mfME4Y_qAg!m#bINV~?oCW0!CZDz2M);Xv<`1(*YTe0J8KXJHY|>2Dv^ z3TJxM<&ZY$fu#Us0}zu2^!SNhSXX&AV@@U}v|j3f6XRfQEG}W>Ttr_{(G#gW$+_3r z*@;??WM6r|Cgf2ze!)(8cAo#Jm3N)Jxj8sKr~!%Li@Mm3FoyZ{buYyQ#|kln3ZofM zqVOl@U$B#df|958+J0PlF8+dm2LZl@CmN@myM)Y;#WvNu2jcgaCw5wIrv&n@)54|+qAp)h#PvQ zTq>;2G3VwEo#1=`6uNBv*j}~7bUKvD!_?q+%%ymR^+V~I{koGaENdH^3j1?DfVkd5 z$09KS-q3_$^VyXGoomNu`%QffM=o|@Eb51Mlqx0_%n6e6;iC5D&MeSN!%)+5zIw2s zs!de3_!a+pmXi1PS*>u7s*lO7GC){yL#V`OVab!L5<7RcgUFJ8K7#^s>~o@lut@8U zd;##*@xcPUACXWfwNzcf_Km3c_-Fcm5~S{eK!AVpYy)+7)T&W?g6;hz*2*CU;;u@u zF0X_{`>S}?FM#ER=)gz)S+;x80a0*ncJ8r!hFTQhc7us-{BXN5p>=3ZG^gQICI(B* z@e|3^U@IN5w^{l)-UyfTQyihwSwRi=U1iX{NQrzjt7``kQR?&F(lK&y)el)0p?o+< zGS8xx^4{x|jNd94PE51_GG3S%Nlir+8CQkaJNqN-=H$4XXl_ zU);WM{rdG;UsV_V`wn@qNfwvRD;7;4c^1>rFW8IFJweXUr1MdC`vL)i`GPm^UC!jJ`KSfm~kU2RI5+T)8> zD1;@3J?|yCfxbS(WNbM5LU@aW(o7*KqN!<%T+9%rvfK7H8UlZ+_kNv5@*2y zFXFefv&+k^GA1MFmJ9kT&b zcG{Fu(7bdI0w5!}(9O-?Y`Xp*ioq~5!9PZeS-Z(UW`rZSY zho*MajodUVjg*j-q+!0e3h!L@^1{~6|Cjmns|STvqC)X(o&k6z%Y(hkylO%d$_ez$ z;muODE!rilPQQr02tWM<(r-S$Mg?=903Y4syP`XXhwmpN`=3AOV6ZfYGH=kJ>k(Vh zodgdy|5mIcould#z~-u+l%=?JDF}}tTe*%}$rgnzYJ2#T#l~km6eOvKvXpcX@iiaJ zES6BYjAEXKr;BBn1zK>(+p!u0%DkF`s|zgwG(s1Tst{W&vg9-7jG`)h7XGebaGX}T z_V%{5&F=K;U=wqE2uzo*Z*7e!xSQ6O`&vrBJ5sXqez$VrMvV3XOKu=f=TffqzeuCy zYfSJMQ71*-7#`{1LpA?N+W0wSoRs`%w7>>WIQJro-JoZn@WsAdjabOaOExyY*g#)e zZtg(nRtrC7mu`uF#LgHZes%z(bKj)fGf_D2cwY5#-x{sjM)N2Aa+kQD2v7$|4zxX( zfP$!TL9pjvCLcSx+$AFV=d$&br$)?hNwU~vf+R;#w1`F)Zc<1@1l9*&2(n7L{~1`f zJ!(k)b&6Q`)ySjG)=+nKa|75M6YbJz|8iv}j|Jc;2w5LKph0l)iGWsvq@RnnKbYNK z{-^7qN}1`E`f%aWeu#A7o_RwTT5K`$1%%;*s0d`gG5NyL>lBaz5g_3&JWJ)X-%MZ3 zIll+3`+SJ9jid4LT@3vW-mJj+apoke$I`K1F&@C`;d5~P?&WQ2mEb4%0vL%G+Nc;d z4Jqm?=$$1>k{HHlMLpwv0ok(b((r?Km*Qu)UDi0nk_(y;YnjtGv)&b4?GL&Gn5RmK z>6am6Fi9~(p-A#&q_uM}1YBp8)wrYK*Sfm98^4E(y?n`x4}d=U`(P_#T>?tG}? zX(K3b;L2sg05>QkGV(bb=51YFkEl6^++US3$L;PNKnD&>Xh@>%(e>=i9hu z=wpC+aba$bV~%R_T3Xj zb3obRE+#FE&jiVVMIKz%hLPhW2Q8JW*<_lPu$X^qy$4vN!~o#7NUECY^irXSN7df zM;JhZdI?Ue(8J|hNC8HGReCRv?^1n(=z&XdAX9i>2Zsg8CM&K|g+!`+QvXj`I)W9u z%17+AGO+^RK$_<=(gPce~6=nTrttAb{Hb)f*4F)5QSvzQ(YY;o}FX8 zhWmOr(^pSDM*8ny6_dhi z#kZ4mb+=I+%PuXUvzOL_MNE{ydu)yPc(rQVD66~aY;(z%_(ZqgxLz^uTeXGEEZ@Qd zI|CCPZb&kGMy#Mq0FY?%3}NS^Am+3>82yGHmJl2bj+5_=BiLU!y6*eB@s3Q4yp-vE zz)zcA{{WyhVGrInlc)bon-=_NaPx7k)1nKL>?+geC+BznsHd6tfRz=+%MJ_-fKLXk z*l6hEVV!Bxg4ZUm^#+d@rU2$>xZs7;CMHxZ9CibJZDTa(o+{S(*0Y=>a!?O76vy^=1J5TK7JHA6!>ZI71zy|<=O~13h z($<0-$nq+Y?w~8$jJ@z~NHC8(TR32|p67O&nws#C4xDRL^$5jNfckyNK2rM#`qgNSXFB=BzFB>YjhqY z0|ROr$vn?IJw1*FRVP>3adn=ifLdzOXUW|9tz@R>k013{-HIB~&9;B4DWOh8tHWs$ z#XMZt=?k>lyzYBc-7%c>d(k zJ|U2skVS)`R8oj8*m;F?|x<;Ml ziiX<6P|jQ5#ZY;e+aqQxPvz-(1<1{v&b&HV;q2T-Q?Prqm(LQL^)X*p{5Rkh6vB|Q?`TMD^T;#?pJ7nMso!s_&L#~su{$- z_cJz}11~8_yEou%5=1U9W9?CL#`7#Aukx2Z&{5W4&o61Gfy=_qWKF zpE#6vynu|@U$Ie&MZgO>e(eM$cb&RYP*z`Z!3o9NwNNWmTFIS~%0J0huQ1cq!_4q!Z72MBz)Ede$GpQKN$DGYEv%k&Z{%`sBS09nv zj^8J8y^K!Z^Khv!0QDm}7lo`()<=_0XVdNgHPn?L&6nhAq#^xST#6cnD0Iq8|P3x;LS!uzex_L*Y}HU)~BzM7F47rzuPo4ht2nKS5O-B%DBIc69}Bj(|6+y|c4~CBo&jOBvua zqnTT>koaUvaG+qP;T)CGUXyXEXq-Cp!fiVzwj&N0Rm;Scd%rt+bZv3(9-6jH9I9&y zhZ+77Yb_MH{qRJ7XUoR15I$kBuP-hyeGBd8xvwvjb$j$tG0YFwJTI6VdCg(|yYGDz zFE8)Wsf4uj+~~KEqth!B+07H^k09>7JTz8-C(m@GAu93_Wm?xF{Ri;X*g@wi(%f8j zm+1%;=Z*%=VIR`5*3Ys1n!{Nunp2v1RSl+Qp(xJQS`J5d693A2_Z}uy4xK@Zn5WYu zteR!-A78n+fG<~5?*t$HF8e+(day%HC*GUXA=ym=Dfn^gyFXn!qWqc&Sv{5(n1nN3WH9s>I%N16b~=CV=K0NcQ+CebnjUO=cOjV4=4> z;SeHFi^Amz^!adbG?m!5bU$4CO~cO^gZ{J>QS+(kxeyV%XH!$ke=U32pgX4HNUW$R zWk4a0wiwH~?SO+Gt8oxk%sx8*v2Q~=!z1@Umj08C$&>O&QVV~(iy}kXK|u1!MR(Nz zGK#Ao+P=0Fo7`=k*mnC0-NAXsc(EzD%H<9EJ&a-=n3@h{yCNy;1r(swG+=O6Kst*cU~btMdiN#&)T0R|jh3iRUQpZ@g`s@-bPN z^?Vi0g`OiO72n>({y07bnL{kwBf#lOl-%lP07TNxzKzg2Yzy>>>_5l12tkxZkdKp= zb37;hC>9${cs!jj!CfcQ^6(#~5;wJbFwL6do_Fp+N!8ptRRXk%AUNO1Wwa-6NWF8FP&&Mq9(}oGDxJ zC%($JG~6Q`CN+m#uyA-ac%8CuF39v7m*^T83~u*NI~*(p4a}QsT8G1idK4$!S|o#G z(C{l2HQ89~F6KmpT+sfb>&WIv~`JmX0lKh7F$FA3=AO!6t9&QY~LIwhXzvS`NU&C#3AndMuteWNh?1|Cy%^qf+Ke zsLEp9Gg=jD=?Uj6aVK+h#3k1SXX0E}{fg9b*Y{c?-jVVVhJp3fBJ3-!Hxq zw8W}KXg1eauQJ#fE1YFP&*({Sf&{O_=D+7pQyibo*43~qd21&>WRH?HfToZhQd(@g zaFy>ie|&)&KLga%lf7t=2BZ)2s*&&r3Zh$BLX0F=-z$X4+!NF>hl+|2w!TEIdA-EJ7*hoLI^?tCTTgqNwI3 z%ZSRcb5FRZoqZl0;5z#HLDWGOn)}idMXX9AS5!5J4SzRpQO1OY`HN)GRf^jQfph_E zF<0&0L!0idE^B2Ev@u>@x_dW^Pr{$SmX?@#Gk~*l7S(m)1XUss=}II z5rEi7=tFwVQ?-kK(+tI|d!i~N(;6Bt;!VVz1h~2JaumJ#4V$2qDnt#xyg)pVaj87O zbvR99-%?A?&(3~g%covY(HkeU@HI^qQL-gchp?1@TZ}mfWYxDBsLjGjEudAg-l^W*-MZxB3wshyV}cNx z*9_f#03{|HTi8-}CVY z!9w0!EvHJ>Wh}g%8nw%0IhI{u?!g^+Ekw}R*wb(i$3qd4)vI4Zk#$<{22Q&|0wcohbS}mDRYr@{R zG@o|}>-4SSCPv=-n`pf}f;&>45{W)c_%EI{pRfdnBI=`nL1P?h5PA4~wSU#N*m!JG z=&URsn3Xp*mD$-lGD{4Bc#hdDfWqmGQDnXUaPkRC2z+p)xhNetB=?_SQPWaJvxq*F@4vd8M5T-N?!Wyt>cto0ZBYIEk3SU&4O)(8oT66N`(IwsQE$^L*g9EZBUSPW zB}n`qZ~3)uw1xP|bQ_Qv#5$3lsMkC1iTFkfZ%{1U~q23Gwj_1~z|o#~ClhwzVo4 z9pb&`JC3W~RUep;aAMOk6z*y|Po;L&r2=9d{aid;(h2CTLO{?p+*Ut>UP2wTo!4(- z=Pw6?A$oT`Z6-sJIuun5&Au}@H=ag*77)s(1g#IS-+JrzU<$6GTveW3M%c_Sw!5^S zhf<=%D`3ka+Fk6cVrW&4nX;HPONTa--$P?XW~T8jsja5W%vqQmq7y)oD)I8=lbs?4 z1rdM&i!Uck3qT)fW#lZX0N6LCGpI4_NW>!G5j|JK(LMz2|`7S-IJ zE|Va4c3Tsk2p#=@R>4<%P|Kq9H9)x*8T7he>`!9>OsAeX0to*Ci0sOp*c0VDnaqSQ zio;V0gmauZCF7nSuIrmUHdDDi61jrC45<0Jx4x zJ6?pZyq71XVovSCeqChUS4i1+$2(aj`_Z1o(+7^eHOP--dZB5v?_{aaGSd#~#+R>O zGli_Dh0fdgx4Z)WR>^p&!lb)*o!9k%2PLdS(P-0nh}nYL8Yna~H9-?0{;c0U_WSpG z&@}oYk?xx=pSKGvrx}ow5sL0laK04V&d;;JH|ZJQ02v7a`KgHtRFJ2H&-HA|Dr$-+ zjoin}jo4Ad$6WBz(PgfB(V;hR!9~c4d&rr#%bme!yHxT*DNwnTZ+oMDwaL8piqq;!J<0@5HM-6h>2rIbjCNJ)u+ zfRr$Fcc%zA3^0UrgLK_z+}$hw*YC;wWM8|$&cJs*an8HW1I5XyMf*O(;~c`;wnq1y z4M#oA1Emk$Cm(0loNdk+;Q(Dg)-aA&xv*@F#_BPDQEIYlZ0z)It-3D+6lL5V!p-(o0h`wTL)M2ewD&~AFANlvJdvoJWNZlj1lZQv_VIZWLN?7;41r-Yo&AMT) zOGJy|6buZWhq5shDr(t8_N1)#%PwmZU17^SmkA2`K*|9w7DB$g*s!|7)7UU5Z~*uQ z4Wc*Tk6&a{p60|bo1^pb07n5EE{09I2C4(c`5Dai%}19%Rn*6dAXrjJ+qi_KUF#4H z+&f0O_1e#m^yj*g=xaa7QzM4?Bc9yzS1VmtW#{DykVgAP%P#nog3ZeXwSPSVGA}B# z=hunr1k<->#6a9r#mN*uFoZUchQ-t8&jZ}5ERsuoWQ70z-8-oniK*Wn<=9t=S*AvJ zmQ`{zqvun|9xE!|g09tQam)6=?zaFSDxqW|!MZ|K+uN0T?cJT99ow)M2XpR0EfAU_ z81{5VxVUX&O7bR|V3r6d%}oDaiG|biJt(?i4krR)k|0Y76Aj9) z*@oTKeXnh`q9Vk?XvIxHTMA(%gGVAb)V!NRfj}~&n0cevyGg?PWYrbWd9Y`+erxbs zao!#5TRyPfCI+S8Wn0CRDFs~GyK~n>at|?swc3@|w?Ofb^{h(m74LtP`IPS8mAwcN z2V})COzAXYrzC|0gg#njtCJ<_x_?cM$kpAX@p)yIa!P`gGm;D4__ltK3zpS*t)E<- zEiEG>YJxZ*C8)cb2_qM2l8k`(GJXCWNKaL8@^0IBb45fl&mqVN0s+ z9?em^r{$pZ``@~bl`cR2uVO%G0iN)@+?-4@oJuTjxW8710z(-10w@vVg@Emg4^pki zpoUqM@oCj7Z&weAaR8GAwBhZYoerZkYj^S+$Ao${L^L;>7(jgz@p}co9+1CmtxRqz z8Y_Z&Fpaw{H0+xHC_OeVeZH^X?FKYVXyDY&x#x#Fu5Js?PipM|ox`Z%np=}a3q}S@ z93?AV5qM+eN0eUNM^~YhN*%J$DEdtS0&$6Ok66qirXn&B$+xTPwB5hy2VQ}6GvkLo z4TgpaDX9S9!`=32$ULdEkCnp5XnB_k5JV8qhyyo-HL{xWE)MfY*spm~0xC_$?{;fv zY1lqK1;I%) zzRZ$7CFT#V1P60k^5;!~nQ)WUV8KT1fPp zHxkFo!L;U_9}U+}N*lcf#w#z59873TxC9}_*1mRw8sr%eNxLg3g+3ddjqN?i%1Ht; z3!@{0QWjqIIy7mm=u&VOEDYpbg;UGrAX#hwq+KR~cz(Q&3g^Ufi*JMM=K~a~kcTU%kM}%38nMLR_NRlOYou z@|zx0Bl#r#Yp@c(0&VK|Z7)UOiQr?(sC4>Dgu;G(H;T;n*Dn>9b!3|*YfXK5VOnrR zT|4Bsh9s6b?&*4?kFnRoJ^X@cyy~MF)iut#KyXV0E2|eHe~L8t1r-X$YB+`02*9l& z?55w|>GvE>y<|sNk{}aO26S$qLY7To3u%8N;d$D@Nlo)J0=YexHe^A@W6BB0yjcpl zt}#IsEMxGT|8*s})N9WWpQ;s&E~uYmeFPE?UJ{bFb*)l|jsEMvyHM%yyE54e-OEe| zqui4T@&g7MuYF-S%KpP!O!2#swV)5EJVkT|TlW!i~r$4wC zg#YIMZFV3(!y$(?j+AH4OV@MF0(2|@Knv`{nF;S81dHDkeR=`wKPoZ^d@(u*)Eu+t z#so?>fitCXCkz*Ytc!eaUah@9n9D{Z>Oj~+d4rO$d8<->8XSm9J5xfflML@L>Vgw3M z>0!;U+Lk_#<2E9O)r}FXVB{wt;gL~Oi|IO6i9=L&_(TM3tD%OOLj?C=SgDIVK0Lux z>Df-%1i@tdRaBwzB2U@c;IJ(i>QG0ksZEmLL}9t1c)QTIZpKzjqa!wAE5p}ON$mG_m-JBgK@s5QF}s1QaDKE7yh<83q|6b6c(I64$L z^4f0^Dk)u;O<>0`N0`m?P19hmI9PD+_hq%?4LT4evY;Jhl;;C7(#gSzi>Dy6ccY+Y zGeuyuvO(3xH5xH?Fx~@7J!otI#Af!Z%V;+5ZbqSU>iZyj2__Ai5Jp06spRrM%B#OQ z_-0CeSwq7cSBaS+gYTzV?ieG%-h#v<7RM8V&4xt z9=TY9=QPc;;u`dKVuK6!8B}w9fsl=i46E>-fung9G$U}7ee-Yz-of5I_as^M#Rut( z8fxvK8qw5xbI$kCNpetefzXOv0h@zGXYqSB9W^yI=L^#ChzJ6LQXkB42T{@2+0Sx_ zM+#7e6P4E3I#o`0K*Q~k6iypKFu78}o3C3F2(M;X`VKfm-GZ5x`Q$I4Zvbg-u_g+a zuSPydS!1KG8FUp;s{I-euIYcl1)1R?LDZhUXzsIDqN$HE5lL{~g%n2=6tJr1s7)EK zSb&}h?rcmgYSbqG4)n9omOza)=b{CkgX@kP*G_0w!-9ga!O!UC@KYb8)hLs(;X4fP z;Zeb`LsR`TNj|cdZvmzv|54Be8n(^t9a>u2NSICsGoHC#YVm(aBA|&Hk7lq2QiF!@WSrO zKb`M6OY^C#g=!Wm@$=`;mpfQu6{Pn?N@t6wDWxgi?*};$+146+LJvf3zVVLOZGdoT zhSX>a-R|y_6)COXUj-H+q1X|(=;r?w&gFG$nOw+I>&{^Lm=P90NRQEb81$)6e zP_hCE83LG?Mhd+Jf=a*@i6$9(!L>?bE(2b{tGN9Y&-O6q0UXPL9agRSQgp=*^e)M;;f5Z62fLA2!S4FM-;`e zd)>W$J#1meZtq6RokYZQrYF00>h}pjY;(^H1Eic)8DBB~8&Hw{1Q#lo9Uw6bxEgj5H*Rt5oEAE-@qcWkF7HRl5pk|M9nF&N;*wdmrY!fE}ajc^ZGaEm!k| zgBTIeG1K-*g#nyA#HOBy6<*ww1+j^VqIQbc7=}_tnDp`~B_opT7$;i8$Q_QGp8~+56d9JSn@7%u zO^~YcAp2PrF`OdZS{(i%mRJ2~@p6VV_0fx{E*z+K%2fmD8fY7Qt--8ockTa`WT;8F z`8~{Z{)u==0(}&jfHw|!cYsb|))8>M!^XBaoLkFxF`tYI83!it*XJ*cktcE{^tckL zd#_Pr?%=N~kwARe-QFd{CZJAz67mJAM0_g##@QToi?J+&$Spvn9v6%_9*Z-=YZ{R zEU_H1P!#E|waU*qWO|xFPoJq+tKEM!%PSK} z51x)!ddTBt2Uc~W!ppaH72V=zk3UGG+z-%og!0}g_8FKJzstUY#hk!nv|O5m$+w1$ zKVF-R7{kwZBrZQ4w+34&oUq{Tm~vtI?53G_DGCXeJkyYhM|C$bnBar|zTaM;D(OKv z|Cj!Jz7Qmw5D^e~kx2rWR_pY)K7-HmWZt<>5gd@GKTDHXlBgR|s1V5T|7LT-3MB*P zu4CswxNSy{oV$E^;~uk6%_B1CY204ALuBC;d(50%8YqmkxKB$1;HudGQbhM*AiJmNB;$7u1chNF zy(ptP!%q2y3+Eq_eqTA`j+af(%$%874FkB$#aeS9V^9o~lL+&U5e$muBS4zi$9n6Q zZ*lSKlUscB7iqAqm!!mJ0=pCH-X&ZK2ER=73std$xhk3s2;%u{KhPkmetf}74-2Et z0@al-c$=B%DIeYM*8j##zp^~j1abs6((iGcr(%RS7hw}1Rua~+w1*Ak;31{!UzWDgM_$&3l2#JWE zh`;@O`SzRFZ^Q0VWq*IUAau>+{9?ylxT9`{dj&H-zZTf4Yq}mffA`m3Mtgsv6$xMZV%UOnF&sr^ zQZ4A1bQ7mZNnUJ@&24>E$y3;x-*UwIlgzv%_+%lI}v zRjPF<_6X+-uHo~-qz3C_6RG1(E`1ukm+`Wjo+<49LUiaU=9oTg;Cj8K_w-j6;B$Uu z68f*YgVaC(x4|-n%>~5ao0pNe|73cI)56{6vO3Xa>%;VABuYqHfD-GYKac4unnLPn zN20*quWSyhi6WwQN;L=AWua~}TuUQYXEOuh9r?&{FXeJGl3lt0j}gG?^ZF$k**Y9? zp}#|O4}@)7Teo0pLG#4NG?hHHs267PToA!S&YjiPIb>-uz_ho~hxJPJ0tDONH+7s# z0BbqbCr>^fr%E3IcbS}Iuj(40s1o@ou3%FB2Fwzo0G61IQ|Q$lPmsMk;k_q@Pa_m4 zo$(o*S>Qp!Et{+Fv4JhkHz&jrO5BrBWH4j;yUZrAK(~q-%C^^E)s0R9|Zh}h#KhbbpOgY2%1N30I_M}{xi4ZAvO6j@z-7mqUW@@j8yf0Q$%%*yFc-xUL+ zMhlTvRzJ(*9V6$n$te9>tPD`$I#}A(ZVyJTm6s85=dUE{^eRz5p3@q~NN6P#ok8$J z>%44tdVCQA9#-)U#=n|eg~>t@cv{I+RNM)8Q5|tydH^rYzX`5*HS~g6QGfyF%)f;N z2+7#Q2|W@oz9s{4D4=aNpFfTT0po@1^^f86itXDZXfdc$+1+zyNe4X=(t;(cVc@koC^9uM#it4FCkwob>R3(G26U%_hh*l*C zC*0ATl=2=KTS?4wg!$J6K1_4Jvb*`-LfRg$`=RVGCAzoB)yCDS*FgefRnldC2lXkt zSoOV0RWLh=u`nnASfn>ER zSk3>?lBN9n@WDVh7^OKpR*t}@0g#H{rCo?|V|Sf6pS*&kvR!8v9IPU-tvjN{#+T?X zS0cq+P~ATX`d^gz^WckRC|@UueZ=SE6NpdNyeGn>Keg^-$Vt99vPX8_#(9I&lDxOu zcK$nf!KnL;PAk=z6C4*dlo~1Ky~JwfXT|~Jq9GODvIc<*e^N|?-z8Hoy^lM&Fm&zY z$4$?J9a;FsxpS&^u4k^ggZ=%LOqyFHVnJcXqrVhZhikyk*k6CzeY9y-tceHpN|2U_ zc-W_v0m_M$E94N@l04g>Srg^+~TV~cZt0*sj zxYl&Vm=qTTA%Qi*r0t0u?9=_%b!pge!axnxbO?bS`t0$P!&6sJl1=7TDlp;~1X6a$ z7mL66C8_VLlN7Vw>H}OKM^0{vzf`itqwa=rY|li;#tE5G*PWi;n>{|+tmC5GNy4E} zcj;xBzaMeS(dPL&yNUVOecW~{R$AKlrr)C!=S!h<1tBeMAMIyaN4Fo|UZ-tiG{g_j z<^$lXkz2D}*GWbm6<44Qd%z2li^9#S~Rhi@y&j`_RHVTtsLnvC&YRR1zBJcM8?r8FJC0nV!b2w{$>+=t z#U5>s?}=*1=Uudc%H$>n$ivc!xPg3G}F6TFIGPu2&e^J=>r$CtizZsEu zX80;bvj_8A_4k+kl5B!*+fGcFxNTOL#qZAI7V|S>71SI$BoE?ax(ovTfC+sk-rCNg zu8}Max(%Bax<8xlEfU!tqJnRC{G;l4?j3FEpRIP*)N+qpV+ZC3P{(lHAOjm*10u+k3DfMc8JLyxJ^ zZ-E)o(?k6rDmhFv>Oh>C&aaVh>9@KCu7}6QoFB2YlIN9Qww>*A|9DX{?r7(on3o{X zr`210R1Gs#f4smb6XAU~hf(XBqIG6h1#<;>do3ilaum!WG=R3DURw)TyH$BoYHweB z^S;~o9AvE}m05FB*w&m-!%@cCpHN8e%xve>)06+nIr;tjw?RQKBl*==lTcJi2=PU@ zfEIQv+;!30bUp%CfP%GnO%$EE6fkc$ADZpG#vKY!pU>n>wVFB)b4 zvx?28=2-p1zgmFx)=JUTcE|j=m9-4{!|9I%qZ2&_l00El)+nVQe-OSF(B&%LPh1nc z|L-$x2F@7?aD}khh|oO)FybDfKdGS2(G@LrSMaG%FzktAj?D(%qu%lN!WWBLQm zTpH=HPq*+TC`D(dl^2xAaRwh>Xi-lIK%T7-;yfvIJ{4_P=B{&D%3`^3#+YGNBD8*Mv%6cMm0;4(Ek z+wsy!5{)3(8naz99X|vG_>U+dnRKf^J-bq+@#R0=`y1>;Tq8^vFlM(MMAaq1zm5?k zR_Jz6{BN}d=0`St-{JpXp^4igDeV6%8xg#f4v_?Z0|fuPJiG_>weSC2o6SO?s@Pgy z4{@8XiTGJ;VrdaH^Wmxz3Fv)$x2vFw6;2Qg!}XhDk-P{sR$_>t-sFxn$K25n6T{E18qkz398(27s9$wDL@KzmE4ue_F$mY)*+(P9|<=bfg#oexI2 zBtj|r`a)vos#bp3&a)eix#3C}y(%qqZ)3rHXYIoE06fTDZoVMP4-PrZLoLVFsqp|? zr6s8OZ^1d5K^6WCZm2kJf)b{}tv#AIfc&+eFCc-#-ZsJm@z?E6Jp&^a^9m9cZDUAC zqE{~c^D_72ihtwcQ;D>+Fpg~L>~epZ5w-mVd-C%f-Bvw`1pwE(y+gQ%5Ad^GuEP2 zDMQ*Md3_|P{_8m`*?lV<08mZO8ZO&Rgl0TG!5}1^)igfS9!{LERCCz(qtAU{UQVz) zLbt7WEW+K6b{CV3D7qjE{y5;OAQFKMNgY#7d+3Jo9z5U8n|BA&UXnDDbGK`r z))0tHwT4k7@;e50#TGntYG-V29-C}SA$B+wC9D+|{=G5~4cha$(G>Wj5T@fEt<_xT z+bO^7kDy6_l~Vwy2K>sD5Pq|#(hZ(zv%ZNFTnc_t%-}Y5i_Tct&^G*pH)ciwx}y~PD)DZSH@{y>X5nA(;>&nNm}5Ilc8Rya1r`QhNztxiq-oJ zR_zsV(e-7@&u=S;G>(ra?fd@)#CP*TWE0GWkUjQf(DT}6rjx9Gf4{ZS|u=I8XE z1$gt7dL3*Lc|YH{+N4J#n>1R2-0I{0oMr@KAFSqkcl6m$1O#=Yr5W<`^RYlb7nvLx zd2m3rX<7!KUg_%3jw;)_01!>$5Q>Xae%TRY#-uSov|T9eD~z-Uu> zt~;SGu1sR=8Jn3gsg(4gt1u=bNn2a6RIpR^KBlt_rxfaaV^9FuQpk#ztO?v_O;tt{ zjXgcliyXBkup)jhOhoVRi{oCR6T5_$uH5n#->7#z4y`d9X%sK!tCgz;i+}{|*ai1I zur{^}eBOQh*hvy4LN6@*3LNCu6*JhKEk_JDi)J;b>S0yhE0_4Qd#@3^E#LpEHkl`- zCMf)~gVOiU_M~)|@ak8GZ5ezE=1$v(g^nJqtHh1RZOR7K zoUPV+lB}EBO^enPp%S$Riwc@SJf94tm~V%t%w=Zeko8vujXS%nh=?0XGmMXxu^h{j zG{Rb9OJJ6FhJbH>AynzQen(MVmS)L|)2kx&|J)dtY1h~oqH#z_=%q>M`SXYaM9)3S zA?`6B%c6yC1#2Xv|6Qd&j|~j>{k+*53Jyu#{7E{pHw*MZ5Y zhbQ>$+a>X~=3k?`wHL4f0sH`$Tc z!!H1|KPz*whRq7W+ivM%FJY3jTx(wV@=LZkfpLv|%{+A@s%tzD5$EbC@E51W83>U7?>zHLtz*rNvOn4OgpU=+xAV< z8np3)(AHfK3cohN8~Q^YaEEE{okexTzS*9zhwFN`m|WAr z%VqqzvqIiBSm95$pQDDgYpHw6JM;`6k_Yp;ByQ?;*PHrfRtk2O#F0)MII&wSF3Q^; z)el6e6etG|%TXw0CyKyFc~>7aMm($RiZBW0eb;M#QEjHn9X&3m4qFeDtasD9!7Q&6nkEE9N5yUqL>e4w-YwW0?O zW7T8{^Odm37^1uC&eZOId+yN35%Vq%L`HgrZ7)&pO}aMi_S)GB>|yymFEOP$EarrI z?92R&&Nj1vu<*IMA`^T21J{(!SjM&iqkEM3BoriVkU8ykR6~Fe-rm~k^g!+EhE_Z@ zoSA-J@dD;tShpW`cMZ}lpKXu!HC7^W8P)S0PCPiF0Q;n7=5qTUJw2$(Ce4~i;Run=p#_RW zUe{M^RGJrXhOLl~{rI^moObvJ3hiBj(!+zpjCNwE1kpJZn^&G5mz&cY>Ak$-D>K06 zWRCpHnhH;ZNw=ZjTVZB;`n_2-|5xSb)jra8 z&+_>UYI^!+*7HJhDl;$)H@BdCq;<0u4G~BjozpCyAcW0{#9a4LzN%^QG7JC*Ckv+Hu=**14w(5=oiQe%jIo>w8T zkfhq$6%sCl`hJ)i6Tm{p7;~Q55kl=IUcMwuQAp?=b*5POesI0IS`bw17y?(MuBc)d zDt0o^nZASV4H2-)zvBK>b8Gam1-dgKd?N3@Dm0-Ox69D0JVv%vC*Mq4vqK0dY^Sm%f#4teIjcKZJVr)*FIkEn&8p|C1OuKj4`9ad z>B;)D0*uKHM*R8n;B}TbP7w|HAc0 ze<_i$p1TGrs`Zc<-jzwFu(*?x<2T{KwDj~uAw!)|C9TFJ9M}?h)SRMEaBaIs>v-P1 ze_zqv@yzUJwMkA>Wudyu#WX=Po{TDbQo@~ML)`=+zBd9LF^bd&yv=Wpea)Ax?sW&q< zs%>tPmyp}C_6hpjgd3Sjjd3%$qxs(5!Q97}*YY98fS8k9F5jyJ+5S;lJX>Y@vr~gP z=iGDobN(YaJyXxj_^y*ZY2xQvZKa_|Y0nJ^VTDOU37k!RZxi--!vJ)@= zy7)+M#KyqAl&Q5jiJ`CO_-cJVOS;x3^Cd8Al}&whY(Z7YzABqqTI%d?D0sNJZSey) z|FK=zt&cpGjRn9!gv|A<8rZGmh& zJ;dUA{dKTR!S;*yCKm`uLqlOIw2|vB-LNihk}JnX8nsSOPm9*PyB0JX7&vS) z@V<_e-|EibT_5RrNr4+QG<^$&>uH0FirFf-YAH+D8S@a?zY1Z;~=trt@l-A$^7_AE#)~~H<+!$GT(;; zL!heAyRH!njMw5G!9eBD}zMt|kXNd2dA zSL*JS&`o!EL?6`EZd-e#^*1tfKe~mdJ_2AeD{eUP8yUp{*%k*kHIll(`Q)WZ4w;g! zbhC3k&xMnD<5@Fhoyutz7Z*X9QH->?y@)}@^2SqFcd2;W-)At!#jQ%j1H?s7f6>)- zkJ52#f{_g!6B83Ik=E;2A<)GIya#R|r6Uo*ZGR(t7eDUp^%jL}$3aE`JpVNtKHJ|t z@DVQoy!oThD|s1dRce@2^#^*GmT%c98(eJPuI4`!qITb>ouCr_z?D$CF}t_TW=wjy zKrbRHGID{FoVYKkW0Gy%f%$HXM~NTOdGeY~ettEV+bt^1vh$M#&dc$8%PDs<(jiT1 zakP-x7S}EE3FF8^%LY*iJof;bq^;8vC)7k!8?xMzMt5y3-Gp>u=efWOmAuA^kl2IS zf)Y3P@@K7sehUfqp`K@D=7^7a!DkjwUE@Z2Z0iVfxUw)mYcL+uYNZsib6(TXR5ztGlG{+F87Xt?IA zXk~-c?3VZMRpiBszsS~KXXIEQ%Y~g^f1QoJB>D!s`AuY+`QRaKvd31iGV*ke`Rw6Z zT7*pc_DKA4v=gRL0OV>Cz#hVY4&%_3x(i8amV4)fDIQv{u~zSn4OSRBaPOkfWMLA; zuDFt3f2x?|?`v2rPkXfs{;Tov*MZca80L?&FQ0w6KYUsf2~*qwn;0=#?3A020{v;v21&1=91d;h-jb&OkyElvL;2l=`lw%Z!c?>OJXx~jOQaWOk>+MEI`2>L*Jg{ZV90bY?Jmn@;}Sv|O%o}Rvi{AB?gRtvd| z0ihWaOv9S>+e~418FPza){EXb=)3AO4^a+JSk82vV0G#BCF)G>;6(9UG+`~p<~n;T zw##1?Tfot)eNU!yyj_PD=eCegQgeFx-%#m&u75v|W-3r7VeA~=Kd`zjukJaF%buLJ zrR>k4_*TY!-YMJ#U&5}nTxKp(#WtF;0CSvq4=3DY z5PbqGJ(@a(*vg@^prAJ!KMeE#ktc^Ns%=r5JGiR!*G1J#`{zxDjL!t)q;H=|H`aJ2 z+0XGWN;x>-u;8C04x|U9mC(l$hUK<>|jm-PIgjinod?rESvJ zUn98c;7Q_sdLC-3nYA^1 zsb=BZxHt-bsH`>^FDT{=J(>&K=2{+x%scZN6LGbDf=N5$)^#U^m=Vi63+A``B$Xh@ z@>2CaWtV#1ECg9X8rycGqt_L@>r!k0(pM2(ww(*_8O!;Y;;&s{bc?!mhw>baIaR{|fFflt? zvW&rug~@p^X1`V+{$LoL^37p~|NHkr_jIF|$qNH`?UW4LK?fp^9NaM;w6vdmTMh6m zke@Ze9nQ3?VFY?Rq_u8fG8x~T&f(4h4a{)- z)jnW!TxkBFu+Uy5TRDFIXovRO3oIY~V*v{N@; zC$K73DHA^k@H)zDfDY6Ea1RnV2tj$7iNCrqQQ}zZe%*fIaviItsG;a>km1dNsF(iM zC+U166Wf$MD&9CVs%R%v`5>?w2RnODAQ|^2sPJW2g@XzT2taP~MCQ~GvY&tEa+7oC z_Q|mR?qaZokO`&}%Zqo@f`c?m+LgW_oTJ8zW^;Ibrp^}-xD$Qb1VK&_SmMA~w7B(? z&S|M1ABMJ??^X5PRY-Hm(_BH8rGOx)k%DJBz}w5=M+1oO;z7z!Mn>kjy-JC}rF%XG zUib$2i7;Ut!r~>uDeXUCm*qV#iQ!s41wjW)d9H$1IS?Z}@;gkeSjzk~AHG6aGAlyD zO3$UL@Z(P&>?V-?F59duEXff6*_nQYCRN#Fg5_W#s&4_6$;0JmxdG=LCyr%11gk>G zK}Vz|7~DmOnPIe_PI*P;?At+I`Po<=B+LWZZhEc9>%7DX+;SWBqEu{egfZ28W2>pc z?(v}c4;PfO#jlh!Ykn;=8lOYHniP-s{3RUQyYm5cGxO>(y%8=B&&}X;G1W1v-{jIi z3fI{`h{gD|%{j@Feewwm@RlxMw9IgvF~a#i1^K~ z6*TM4Ix}kN1jNSDL+%z4OqyjUgWN_uQwv5L?lMIEIkJBDX~cxR2@Ds=FrD zFDY`AOBDXfzve14D@}B;aN_FQeO(N0pEqah|K3n<&i5}5Zfw}~ZN>*x33zyI;`JS$ z3Zz}meikH8HM-qdf2xr}1L8#hLt6bK+O88h2gB6h3-Pv0wxh=c>*4MpFg@)ZG+l*2 z^=Z$3`SQhKe}N6Nw)JG=-++{zMj=ra<^w#O>3UFXJ`tMYeSn7ro%9b@vuotaLAGBM zQrl*94we#-pb&Ii*?-DyGtn5dUeomBY0CSUnAZ0hT_MgCAlJGFa~VzTt{F*$W3dN) zk?m{8Bu2WTy&0G5Fv_R`;x|8|!xNpyC^*qILBrTq8SpdW|No0eW{d1`?p2E%^YQimT_Z%RpC=i!i3i?qTl{z2~ zWj}7w1G~~%#!)+2C@H{ZxvQP41|Y$!Zi8MqQ;tF5vk!$v5?g)4Q~>4mZ=OypRlBF^ z(bOJzkOKi`IGpHSu{1a!Jg+M0nr3ZG;y81c!_-R>Sp0*-kPekxl~;UabGLO%J&E9N zWp|%$^Axrh1W~oY%$$#JcW)vM$#LVhSBk;3Kf%D_Db@9QWMzj9kOo$$!YDWt#nP0v zF_ggj_l-aanEcupIe_N`(aBdQH>!YCU=e@9X8P;$#7i?yv);rWRcw%Y>%&t3UC|}H zm6S9(W}w0qggsd$!+AUXRw@ODgE3nKqDtZ(dQ-yC>pS#jr85FVcghf516=A!FoRaXcrV#2)XhsOUmJDY$GuAvI=QN3%kI+M zPPr}5-}yk&-7&MktoI8bwB5%Z0E1)R7k{a;mX7^NdbsAA@^7W7ga!TT#kZ6x5Yv^bmXO4S zBM-T3DhwbUH0M04r5^%5$U46T7w04%EmGYa^H8^*_}0z{vpxC!iUP1_}# z1i|8zj_!me<@&_^P{_EtG5qZupcsBi zL*?~ND2N0@&JIvuZtm_ksBShv5ekkRU_bFNLP?$%QYH0YUAivY5=spDGGL}jLSurV zMt=YPeSXz1L^)V94@QQ38hl}|#DFYxBuS-pzG6Fe85|X;AT3C&KFAGEK(*DV^-Shs z6C~#8sjE|=Wm81qtjDm#*@hS4vUBXN_^3XPIWHbgUxRG@W)L_!oSs(id+IsyTi3du zdlwhy-vd#ld-=F8SBJEn7tK?)zoxB77g--uplz0h^X1@b1=b|O$-EDSSa(1YZAbDr z*~#!_Xzam)jFBAWsB_HYPe3dz-ckVOxvtsRIISL=tHt*Y_ka|8UB9OiFVx$S7r0+g zwqUYE;V~MNjBf1iez8w`2!cWT{c-D6Y8yY0umk1v$#Py2>2vFL+pf(BkFRE4ug4M5 zN^y$k)+u+ibO7YXW-ERke1TYMpf+<95HK5c_-|@UzJyP5Wp)$-yWES7u;F9!FLNaW z^%$=ul_cNnecQF)yIE&xdxHw^KYR#P&IbA4J;pN}3N78WZjo>37-_n*L?qnRrV$9| zxo)mcFrWz{x;_T-+-4D`1{Ym$)IA8SbaG$04syXAF|md1x=i>?@we$&`-HbSU%gUw zOuTsx;$M3qP!5aNZsQuz65tp%DD#Z!@RvwC_sDfwTT8nFIx=XU)`b7Z)nfi5j(LtU zMI)D3g(3C^+GV%*Cioy)3@_f|W(kkZ87?v%56oS!5fs{DR#=>VKO<44oLz5_bi<`0HoJs~&=m@i&Bt;+*IYDngKfRKZW0G&R4D{YcbMIdYE{#LR!lo?JLeG;Ax*;S2Oo z4i$tbcfff0pFk2bsDFJUom7$7^FnOuy@si-a}+$-9@8#10<)U_N-QhLZCpEj0Vd%( zHvd^hwe7)1^yO@=SX~7{-7GJbtZ6HXLVJ5k5%;$ce7S*kuCA7nmcA75S_3g}I@AX) zsG>k`1u5C)zB;R96Mik8GG>iZN&?r2+|;?K_wQ|L77wk%XUT)O?DlnZA(>E0w)+gP zAGOsPDUR)~r%gHMQaY0q_aV_%t2deENsq|Oin)b-0XQF*#}{F4=<(Ka3b>;&mTnA3 zfxp?<91|ZE{@+qG=CjF#A5d>`Usb$N7|l(+dhZU znA-~QT|yK$WFIWs>D1`<wrHchgdDj6 z!*{DxSHL1Z-Mt4&HVxF zMc%(*iE>tq_85dMH~#MI5RUUUW8>plFm%4q1_C^yzA8AsK;E4S(>U6@1WM}&sPSNG z94$Zp$K3gSfgCOe{p66tw%QzcGGJRNIeZ~@RiRo z*%{rz6nr54OWm6)os(;d=RLRziQ3Z94AFd$csYN&Zx93^0iy*g063^6MC1CMgYobn z>bT-NWcp-LpZgZ5A*Zm@Nq+F6wT#nt*dNT&qvL2yktaN(bvM+929iRd z?`}a;a2p_y4o(il&M7jL)|?h&Z$Ocf`K)bMnR@vq2LDn_K)-2psz5x zC$F3bom^NW`NqMIMHr?Y2B=*jqt<*MG~@C^J=QP_z)=5eo{Z=88Ri#Zi4YR4>Ax1k zq}5x0j`g$3{h#F)SBJh{yrE6kKIMu9kmV<(=NBLzmx9MS)%!#d+d1LPb1r;qqN|G$ zy%X~6F{&u-czbhKB10L&i|vRmJN#O(|DD}CtC{vK(CX(gfn0)r+CUbvYW>l$Yq&$F z(uA=YhHePeIB=a?;WIR}fr#1=LM`2`P7z7#MVt8)wVWQ;gx(+Vkgj3YEAjo4w~$S1 ztHZALo!QOSBsc?jRd_$R7`md+^WWW1ZQ(2J=tJqHF2tROD$ zBA-Ai9lR*P0ogumOem#V-dAA(=VkBeShYNlO)LF=j1}ZT_63e#FO-{x)xQt_TWR;< zS_Pj{HJDg7rXBm(SG&l}o#P#eYj>Br;>CoB(_k&e?TqhfgW3%?p<}t#f1qjVq)@KT zLu^(HIo(NRzIAH(cj=lQftPM$W8>3yTGE?JxA-YKv_$6MXSHlH{{30Q@jyEDeBGJ; z$TU!y>r(OGUfw>V*!?(&8n!5@K6LP@Jvx>2J~6ru6H1}V`AJoTY-tIwr;)$ar2i;q z;Ni+n!;{e<)cFfJThR5#aqh@)zQDVSh*!TEQFp~^sL0t*w6ih*n~t%;*aBS9fSDH(;#vu!WOlCaNfj!(T`oT89sYKMo>WASazaUAyy{It5Jm~lhyBj+W%eX2*Eo`SaF z)H3iMfN{)h=Id;YnIgVSbsxL1K&bUgJRh z=g$>50Vzu|s*-$qt!{1=AntiM&0~b(Ma~rY{OYhk2+MnMP{i6gI%NFD*U)F*d;{vv zf(Ojg_0VSUzUTFM^l-i^Js0ynUL=9k$e5k@G*66qQuV^ujk$%wYGLDRuxp6IwH6Bu!F{>jvE^qAcoIQI6goAYaxCV5Q0KiuL?lTz<>daV%0Z91 z9e7r1gz*Rn=J~O4=!Ar*pxjZ*aem<*(gMcnw!uM!BG21Z@X=)rE#;O4orbYqK(r(x zk;P7Ho0^ zu6u?)ahMgCtw_j_4@2e%r7u^I=jKzmN6^?0e3+ONSE*o*O=p6qprI*xGRvzKoJ@s^F+A5PAh`qWyr zQy!vvdbrwz1(eCH_vCv^X9bX5B54EuErtz4Tzj552M{RsC{1Zz!)Mn4hjP9rsf#SM zRWQOw$gmC=8+R`w<$3o9Vq(Bgn zYoz^Stb}Lu)wR9b2dJlj$)D5%>(l+O^@SD_Tef-}(9PqI)7a9IAs(n+ymv|4fL{`) zGVDF4!FNLPVS)?^#cSAf_^A%|sWwTY_#^gC-653(y2(!xNCuOu`E8SC7f4YkJ?K5+ z*?VUV4E7Feitz$OBj@>X0vc`RS&i4~YRV>YlzDc+HL^mbB#ExLAAR6bdk%k(nKfg; zWnCq%6nA%9Ax-JRl4#3xR?p9_2X=`(0UG(A3i-N}v>3vU9g87~e<)r#+iCwA_!n}& zSvO4VQq9WP+c||-A*>0xTr;-+T*T9Bj1!Vw|EScbh1rgG8sd70OV@t}#KzuR52NzR znYowwkNn#G&CxT+goi|c2dfXIKOn3%#=On~jxnZD42670?9o5mm@z5G-+1#M%H*qjEsP+LgwS3L{=0?)Yq%hSXXrxCq(--6{}&CW7R}_p zNfl6Rk7;X53;3T2g5*dy<<)?3qp2gW-J*~fGS5Wf2W9GnUo+S8Y z&tGO*H|39WaJtrcYMSW9rHfF@1Yl2#vic*mwY9Ufv(Iz+ov*Oll(q=^+vEY25MeO< zHSjJr`J+c){bV2$a_%eCRj|3~(6j3!|NJ$thdcb-{?}jQDSDfz^C;GZRP@6~oY|9L z1u3T0hksXAfV96sAd7^SMY zkXij5R{}q=O4LDft z#8*2{RT%Yl^IIH6DyUP$9X`GqRqdRuT1hMs78(fIj<>gBk`3z3xt~b{?*A>|A-E5?!{*GrcB!(n)>vB&z1Oe5qFb`WE#Rb83y1rd-CRFn=C1qA_VBn1SNR6sf;q`Mmw5NRbvV(9J~dg$&NdgvjCW@ygM^S;kH zzx6xcv)1|J9M^hWk2Uj&``-87*S_|3b!4qgdZX~oq6zfIm=~57Vvc5|VEHK$vm1ir zRq`p_tVC_DMMa%7pvsK<+M`;;Z0jF8077%0D(MYnB7} z*-5TQNADh8qE~CjjFxs6=x?mV6XjJ$Unj=69NTwTI;IxdR8&t|dSBUScy_6jj{8K|tAV0Z3Vxm?U!x!xTWznh~qUaQul zU9of9xTuX|J)`45``E)Ff3{ycZL+y=hyxM zv-|1?sGoeUM7~4sgMT~$y`hsy5%wkYSFUV|)*q9R+pNx4-P|$PWx<$2weu^#YlXek z>+gHhS<_mo?;@c81R1fY^0B<}VzV~0fF3_y(^oW&Pjw~Je&6ilYDH|bvFufw$wNXc z3JND${^H5^veNBt;a8Ws7Uy{B>1%s7Yzw$yJ9}pyza%8J89=~KR0-}g5{JZuL5g^v zIGV+*eHbCSz`Hc+**@(zsuU2M5X=#XoS;$g8w;G49_P*EXAhg=C#VLm=g9tTGb zQP6STcv-@8*zaBlZ*1~Ln1Ug=!FQq_Cp~6o&Svd{C`*hg(%5%dXrtj0JzNLTGj^N*pnCYrK4OMA-BPz8B>v)#uKx_!(3c@p5gvKyEUM${&U6kLe7iK|xHHYW)QMCl5DtGsC|MMb=Q`a_!z#Hss zRKP*T4JTDm$Z~<+_drkuR+dM%N@7hvpAu zAUP+Z1u}nB%7w}et(C6yJhW^IX!k;_ljRKZxpPx)0)*Q)qYBQQihKc=AZUZGWL^#Z zu0y>$Tk0H(#0G}W8C+W5YUayDl`}BWczDycm`=MQ_8DOC79HrQW%rs|`u?pG@W#$NhCG`!N$tyCw}?B$VRd$}@(@nO#fT3}=o`bNw!Ok%;LiQnKKsb0 zz3KB{u5v=%LvfcrAL^btS?LToBZBjAkEd6wB5}E#5Jzx0K~HGPh=tSo(yBqTj3ly6 z8qVP8S~Or_GR7opL=Z`4y*xk@0M>zng<7zJ?pByeK{pe6Z#CuB1@bX0%MtUWKjWi-c@5@@Rh)afjo>pR|w^V}B-m&=Y6ZbMh zkvm7YxyfDO z4LF7FKrf>yB#{epHpWz{zhjHz?D>;SfXAREg;VyzKxhcB%kOp+atT?h$e1jag=Jlh&RqN-XiKRI2#qNitN$E%PAlq9ONL&BM|%VMa8 zrB-0|httwI6YhSYceb2Q0+)V&l0AcodK~pch;2tUnLOiX{nov5@o|>2rqiOt2DSfr z#zEs2Q&fu~kj7gP${%u;QTcio>A>jehGQ+4D4|x6EY_wHQE53V`gRP1*6i|E%L>4m zPmW>{KZ9ysSbO{fm0aLb3%G?`o)dwh%+6zO?{}DTo|7}}I4QblbBGrhKT-Y$o{v;y z3U6TE*D<_ty$OPzVSed`GqYMlCZlgqEr6$YBkT&sz|a?UsS=X|0G!O~e-{C!IE#v$ z3oB!^?WCEq29kh2$K^Gs($`+(^7ypCwrkfXl@;I9<0am6i%orK8WeO(Wh+R3r{430 zQ?Z^@$@kF7#Nmi#E6s2Kr)xZXKulsga{f5y4Sx2vEIe>TUtQ>@JqYmoHi9m)^@oSi20U?l2L~Bn6>qsE#*A(9eEMXX znqB2rT8ckaDQ^~0Ic{_u6nbbLKTmXZOKX%p4h1;W1FY%V7Jcg$LPzIT(jvVEoZbvV z%#hB<-bqzvuRW)qVN{^8c>E<{(vaxHzVH6QaW-RW-@|7O6O!M4TDeXhGpk;zj0dK4 zWPnUlP*(T5h0UlvfX@CIXW95sbaeE^&Pom;g>aBeQB@GJ@I|MmuSSi8Kr zFi7EKjwEUj5-`U+&3KgW;m84*;SA$NUiNKhN_{Rf4>)t zt`Doxu*7cGT$khZ^T5y%+U31G9M1LnN$M`P)h=7{YELyb{^##Xc2B3xZhI?aX4ggd zkVu|kpOC-E&CV|=m|d9v=yhKcO{dqy3EiEeF>p1Q)1~fax%~wt5+8RuP1)eS?B?aY zN91I@{CWxg2&3-Jjsnk)NHao-VGn-IP;&W&l+#;RsbFR%0>7c|nsTu@6!7F~SP}=k zHCw_J=34hv8I-hiy39o`L_NyBkP3TKHMr3f%{hE1Ab$7Ah%=Z6_4Ex>)FUNEPSkgK z!8ZrSXg39j>IaGEt{H{6n!$bTeb(N6$x+W#WD|R{X}8tuY{^y_%4+jrm8gZn`+~bj-CBBHLMNN7nhToLH;TA8NEcabpqJgusaf zBXY9YPf9m^EQ4g-t1ofp>|*ns7FW#0;sXqxojDn#EtF#e)nUrMNU0Nl>Y3P)&&2e~ z4^0aTXvo>7isoNGI1M&^bLJ+AxV*gwtfh zla@SUVq%>=eFiAv1CvRnIQc}S+3PTtow3?1clUoPPur_=lXhT)Sn@9bX-rYo>IEvyaq4ec+usebluds( za&pTmyvs0CDpr|4qdYCSxYLumc2-nRkNt`0x5JGX>9XRFl@`-@eCuQNoR%7uz#Q2Z z)alNN2l)6Oq<>}@!<9i3O~7f}5&pI3Slfky5U^YQqnrxfBfNhOm)fBls$H?cmHhs5 zFL-1fVB$33=GRBcm`m6{Sxi*9-$Fq5XLasH4} zm-^k8LJH%>i&syV-jizcS7sSQmBC$u+2dQurNgb`+qLh(RXB(DySP(Kl$aA^Bq~nn z5$-ZFJxv$~(-3mvo5gI*ko3+Cwr4LM;v3C4el2LyRk&<;{)nN_?UWNmIT>!bBiI}2 zTg$mVyHi33;&7{1W9IN0#_rkO_(3zSbf>Mxr26&4&5>YW75@9zuPQxktfYX?|&H(M~KX{~$Yr*)DlCHZiu$*f+-M62MKPCmz$4g~#y0;4F zclRGL2Zo0m9P^fubKCI&DM(TbiU8t+R;2+Oc%t*}$joGGd+ToVwT_iV89)LOaNBhU z;|5TPZ#9f)eIXu@-vb_v-8AQzs`F0AK`b-;<-AS-k%JhzKhhb>443*TS9;Y;0+U#l zOvpwEBiq_5uxd*!I)uCBjAC{s0%q5jGoJ_z<&GU%Mm8E4u(cYNq>f|{Wq$@nZIT%l zPJGk}Sdry3!h`x=P$d^MKrme3~soY0;l5?A**lb!l_a~P6%|qtgv^|PUkJPq_O7Ug( z#?9lLfCeIeKAE(CvnSCZrCcICji!XZo$F56S_S0~Co>62FLtB60#OM3Z@IX#M*a+U zDP04O5SgQFrntqs3QN}Q$)w}G`!1V~gloUvyBXba7*0z zco>h((l1(YHH#S|`=eD&`P1=DN%S29@B%V)roE#5EswgHmw)Yoq;2^UX5OT-?I2tw z5+R7{ejpJENkroN@jNDVdv%fr{37$XkLCu9pk-gynWkE6hecq!L$O-i4v#k*+`=u( zM2rSf=soIp6)@%?LJ*pBqEdr?DGSH}`}TwI@SmXd7~;Jwfua@paTnp$xUYa%>{BnB zEH+TMq#C*t@4T~e1)p1*j)fSuKzrGrQhI}jTDG>B8`n&EEf0~90*KW?^7E(;NDV5SIGk# zoItewEt4EWT|FU4p3%YM7^S_V%0%DAFh&@vbGkyii}8@@!+wT>pzp5R;xC`0$zUa`~q%ODT?wEh^MKfVLWYa z>Fi_XtI4{RH4-?fFIu2Dl==Aq`_OM6b3bPwx!NE+$45<+`n2WcE2efUXqw_n(G-BO zB-ksx`K*zDvbKpJ-poP3;mHOq)5OCtZ32${Ad~yFVz&N)Tg{5-tIy|{@zQBZZ;g$S zgLST42VQ6X*aTz;C-lUFPgC52s)gJ~T(2@z$@!PXKm?kxwi;b2{NQYJRKdGDa-mD^ zG4vR{9~6Y|b-tuvR3|{=?G4}E(6sv7S;kh^c^9sY_0~g+nv9s{)>~ME=gE9ac!}Dp zS6bzN!f2G<%S*Qcrr7H6Pza4P_oGLTTwJ+l13_bIsGOfsa^wyB-(hJI$aUopbKUC* z2&4wDUd6Y~Xekp4E3CYnA6=&WYPkHU%)y->i!KqRL%N6*x3Z;pBa!ir@-i=!ur3#| z9_Oo+HS|U3iCp+BDx1>+|Nd9otsNv55@D92-d1)H|Hh63&*R%I)9Z7tL}~>m4+jFFg7FsJ;unqv}(*QO&Vd z?%{%tmObCIPP$kmbAyH<=Z5aSp+kllH0c)T1hBWN?FoV5!<$rTXMv<%Owp zd7)|4uj|*c@OXRhJ_sGBX5C8|9zrX4Omaq*ncHc}Uid8mk8ih3Mf0EPe z2M9OEqNTDt2^)jtreD5bNt4+$bV{$~kK|{7&KDiUuT5<9*5~k_L%$Mk{FRQaEZi*r zs%6hgH5zM8b}caw#ltx3J^mf>^2N)Q@gAvPy2@IXiEU;pg)glS_UoaGnjNvHBzI}u z?qlc8ez1u{D6c8?0~j) zhg3LR7?uUPD9P}|J|^Dom(URl(Jc7bxxjf-2t9RwZ~Jr)LB_tzINTsN1_({fr1?_W z3HOl_oRQ#2zT>j*lhgcU+Pv;iGa`-ULUE{8Fs`AbN@uP*_U3oq_~yHg4Uk9l_s zquSlkDI@EHCR}Ry<7PY0RV|CU4BL&$4hE(|$GXdtd?)jOA?43I#4Sc;C7y6v5T9m| z-G&?`*YkSlY+a1d_9MFnP$o^RezHJR;DUaviOs#el0s9YtP!Wbgv8iX(U{q5&3qS% z{@MG7OS<1smg~uFTV0^(1uZ2@#VZD6uBI?E^=mM9fpLwy(n(SaB zGz}b}CzOXX>~+Khf$8#fd_v$)j6l-DP(WBNwav2I1xv}BlpKf#)=Ithdo zPA~1IDpjM>jU)FwPxUu&8saN6D$kpNZYV>g;EB5OF|0BE5f~QrSE%&J|nD(#guh$V^Dn!)+P-HjR$w zvei42d)F3IUc;XD1VJtyQyq1$O`i%J(jGai`7DsDk17>*#AU+Q zU*pv1{2X9=VW@D1IR&+?4=Efo3k<%KrOtA|1+=*S`ujhinIw#y>@6(!+>({avdnu1 zgzQq9M9Zaxp^AbKSv%zyFzYF8%eXP4EVQrnK5AR_*VNP8DSohH1c+C5`v-c|*&R8q z=5VB$WXoap-4q4h23&50PA+OMfY;YEex`_$Slu9b)q?^eK;aKZX~%J*L8(Gh@8%$2 zT8+iJCY3cBChNI<7hO7^W_ov@0DqzCcXzpOC*$0+JE?X}oEKOHwRS}5*^hfWUO zC$(*-2F*%LpKaXI8G4t^&4B1aHjIFSARz2abmnZ+SHz#|E+DK~`gbu6vW^R5WfW|T zb+WC<;-8B0^1BL`rOzwAt?Qd)#j^B*S98OI^GIto*A~lnT%J)ri^Tud2Gx!g#j6qJ79q64K0 z2>mvsb?vnrtw^TcwrTR(?njQ&yeuUVn`iOG$&Hby^MUciRxW}i-yJ02m~qj1Pjml0 zT}KNq4LHV6g4`spuRs0e$RDn+lrp>)U&qF21P@n3B2~90WI(@>h^iJ5c;y)j`_IN| z5x&|bv4XA0-~8v5bRF#e`lDqS_P4w+pQ!nrQ#MZKfb5?(5hP2q*Hh)P%@!q!%39wQ zbDnjQH+~ZjuwDF%%MD8&toMFj{JZYrmh(q$X2zm0dhP-x%Pbg#jwq`|$lAtK{msgw zifiG?ZKnkJEcbNF)uElDqtkx)uLFvCWI&&leHKk2SDbp87bim*UbNze_rHE$;&R&D zBFX|iTOtxl%9%mhJJ8e!Mdx@TYW@&N5iw=x)R;;@OCnJX0N%R0yZNU#cXk3=7Upd- znGgQ7EPy&13zfWI&BV&{_j~hG=iH57U+8f;!@gA1Y-p<~Z&{51$PbL)VFk2&)5&Uq zcT9VFiTQ>uFR#=h-}A)vZG8|)O4ZF!9=)>#Az(P%=}qbt6u$Q4CdwiS80jiM^&hkP?mth0ku)1q37JX?4H!)F&yB#l`?GYv4Am30Zc;G zo?GUv4t<(&Z>G~#K*f8Ikrc+SU8xt14ArVC2w&@y5{tNqIMpVy8F{ufVqPlnOK0jr zgk>9cFx$2G|1PIL1H1IkWs8tgm0jhrNZ4U{o&_wj;(L?Y6aWwu;~jUzABF6$N-t;A?x(x}y#g4s}K z)Azd2^HQcR9L2j`*&~$6Q`plQTobAOQ5F_}XqPGy&r{i(3XR3EL9AiUa9mP(sa5-9 zSYvg4N}+!F!c1A6mk8A~j-~EUkL30^;xDIsG?Eu`MKe^veS?5S{y;Aj{=TFf{c+}{ zqr=Zqgz$KY?mzhkV9Iw6?;lI*7P*NK1LWbDwku;=s7O)GYH{N#k$h12zE2*m!@@_a zCzrHdREd&u$!mPNJq5hm&*|(&Sa?&-mZ|E%z6LuhB~4eK7d6u(67PJEZUw(VcLs{P<0TN@ z!?q=r&F-_~t+_D=1-Yk3Jz?GcB(I>$tXe(~m6Gu3Uv{i>H)_voXX33B?K^{ zczrokD-=_^3zxXyLo>GPIAVLAAMI6buTSi}bIkDlPuo28Nv;?CVK^*YAo?B`#lv)~7ny%x%UUMYh_z6EbKYc(;*(;LAdsA`Z@qlpypyEI-A2C+= z1gTV@GF0fu0Zz#$ES_L7`=*nYpxhW4+si=i7*n7Hkg8{mh}hPXc5hWxrib}Dut{#! z0>uxtJS>>1-U^ChuLPWS^gz$x#-4+mu%cgvC|QN32z`Y`F|p;;ECx(SDQT<(m=F1B zKHb*?TlFn6Y}6~UGXyiR-kM62p^N%aHWzzs02B5Y0^n!{#G|%qP?2^k`B%SN&IRevU zL@*&7)lfQadL(#sp84z@M~%Dtnb1DZ96yV=K*hT}6?;CI-)c&G*=#xg%kDnX@FGiU zVF$lfe*VUWc%fL4tFw4xh)2l$7ge+R;b9I`4O*0ymjBP6)gdkdVtNjaW&`8--A}Rm zYc0gXWgUC{`PeYl<+hhayOSMs59r8bMD?Dq)p7aHnwm~nI4Mp+ktI^JpehfzX*9jsrrC$ClIs$wKy7k;41xEg@%&V_^n(+Fi{6}y8_-q&u+KQ%V@dpQS+-{dUV zb5$bh!?Kdxa+}V9vZYBK;##N6r$LCa-rIjtEMrpom+tnuBy%6>D;@!mXoRouCCcy1 z^x*CCBo{va`B_cnTeyzuk{&o@Kbcl0m3t_3u&@?AOAg~|xvN(;{gSEZStq=93Sj}z z4n1{jNyJ%}VL{$2pHgW~mDH(7zG*BwjjhXTm3> zH_-Q$6jt?-UTM|pH+BU;iLySB}#i2M|+iVnE^j0}R+vJ6A*mi4e}WNJ;IUYgA334DNW6 z&Pi>Xx9!fTbBRDg`OmP&oru`Cx^%)`$D*%PsGJqz+R?DfPzaRlQgNE|JbYy<{u*1- zTNl)!OUGo0&@C;wC)#|LOgUZ?}WJB$T{EVBiS|Dq=gB~JOm5dMM zooxiArh1X*oU8ZL2k0csTI9vUiheRJGPdYkQAA?vdUT@ZTeZ%(y9sKRJX{-7z79kI zSXm>FURdUzm8axP;}sq@m=SM=mrQRbf8^Tudh{bnA#ZGzh-*AQ0E@9-5>1A=HB(Op z+HLw`uT=61#=jJ_theex;hQs6o0erjUykZh?7G^f4=fr$D460ut4<&?PHeISkdb6s z;SjN5*(6|Fg`RolD!40DDDc73soCl)#~bQNTsP1KuQfsFI%3LtBCo28cv&A|)0Mqo zfhdV&gm`|#Qw_bD!~r7-_b4d=2{KIvdA9NvB4RBc`c*uD&}i*f6ABXg?OWa1{`KoP z*$En=y1ZV5`;fnH)mpPC3X=AeUj3}&0eYZ?jkdk5<%go0vLB?#+Slub6_x<2bI_<0 z45{N@D&Yo2S_IabWthcO@p5tfNfNg*14!EN$uo0{APW$C8~)#>~VnHXEF- zSi(YYv%X})%qp96O$@J3ydJ4L1ywpfR%0#FbG0M^94Z~pvD}n2bVQSNkE)9+D7meL z9dMO)Y9EDav~3jBsukO@e3L2~stmNfxa^{O7#p3Y$VBz6z;p2%6)T_1|F_DeZ5AV*B&#FU`>ir(q6!0(>g&@6eL-&r0yT>a%JXmAeM|0Q}%%63dM3Mbd$hn__u`Xm; zNuX&K3h_wd0#}X1G5CU^K3V-va`X!O68SU6sl-inq1IP{^$DGDQHBhFz)Y$yL>-VcwuA` z&iIez@wJ96`=|Wrsz*M%#lH^r3)r5R89=AIy8EBAT;6oDcpM%7c?IBUM4g_UMNH)w zD5;8b-M6+D@|VcKAU~Y)?lX}B2Utdz7=R7FVKy+%ULmIBZO=Nnm6XH>x=tq;Js8f; zo?!q5{YBj#ct^baOUp^;$G+up4oP?pJ z|Lu(>m~0+vWB45rSS|kLqQS#}U{X*7oNkB1Fg`LxzkA2E^u6K6*(6K35Qv*>S{rlf z&8YEMPf7!b)|ZW1ZRc{E2$vIf5_G>M;DI4mlA?C&q-_Tv<@}A*wVd=1EUDwL`{>(K zV?C!2l2b@1onuWd?pu`)6!9GPYmcb>!{vKwnaB4Qa^*a@ocIz`n-w-oZoksF5CGl$ z=ANG56koP<39-74ZEx*zzhlekfG@(^pc>Q(1ZRsP}qB z6`X+8>p#rn^JyV{32lCRs;P?7Pa&Dd9T0E(-H(!?E3sj;fk08?2Dpr2HSUSA1h%oM zsZYr#u5UGqiRW5gBN08t)7ykw2x1=~clSwISr#%UlxGPw>(fw{ev~NSC}~N`>1+5CeRodj0GK1Ct|u{V{b`Mi;H(`UAV`cU-QIor=Ry;+6psYt8bq*t+$$$E%52R%i)7Qzm2^= z^UDk6t(sYBy213h>?LPF!0NTUlPLv;_FpNEVhKXqZ&z|!px;1zuv+G}%@0)Oz{x}7 zVm{?w;UuV9VLM_3AW9ql1dtplH4rBTiBkl)?yr*pzl0EK;gA$x+~1M$9l=VO`p$fS z41(c4GD4+&Wo|7`FCdWBbe>26UK3MMvX98MPJ1fiD!T-g1tHr7PwE9TGg?j3RGng= z{-m_S5>OwUYA?10;2!&@vAs#>B-_)_m3{WuUkM4VAWdn{9Wx*3+}p4(aM@o+>gsdE zeULLntZ`7fLvlC5VKIxv(+W9+wr+j_0l)9jNqx--6uHun1`iEy&lZeGgJ#G;{UJV3 zBTl}?_N+D>wYl){1Wm`-uC6}ESiKUpIN;F%B$hf1IWXsu$PQ=w)iD<%$U#du5aET4 z@!_xd49Nf6+mZv{mqvg3v2KA_$ebVF%XKjkhRA+-WGW)A@Lj!&vwnR zL+MbXK;?K#u48&Sevl~*`$iRAKlnC!z$w7D-hITDk6KC~i7P55ro?$i7z}B4eF!8E z{T5Pf`0VPc1Ir%U-=A7I;sbDj133uFKt)AG|26qUVr8rkhWAtYztw0!?t4zZ^!iCt zlb_#(bHD(E<;fh5WceFm%G??Kg;NQc4}^I779Hb!-*~Sz{AU-Q4ayL|&6#Y@Y?!(bWe^fN;we8}>4{4pK%C~77lZMvwc`OL<%W*;i>24k zpJ%+2l3GM=YFZ-Ze|=%45W4j>`o2NMtaDJX44CJC%Ekt1PJOCxp#NI=4H|GJfm#O! z8yl8w3Hw;sCpc(fT0sw*q#$-jCnXNjLc(@ApL-1P@$vIQ4ej|8A3l8e;Gu({lISN} zcHy}>Ko@vLN&xH=-WHAAw?CxS`1r9CI8S%>_P6)+5a{YcA}jYMJo)(fyFINyKmXH< zMzb>8-7h%5@Ausy6in)$(J%Q`$w;HCO9$N9UcP$OY$8}OlymJE$ns#KSdS!=na$Z- z@)R4Jx|>hd&=62U%F66JyL#xEo_=p^#Mp8Y04r@v4k4wZBMdwz0GpGEnR#g4A$>>S zt%WStCEHrCWSVVkr0&PY-@UIuXFWHxwWq)9xrhj4ZS94Jr$>K3-buJdy%7!Y^IOd6 zpcN}{5(;Bz?HEe&)T|@KK|4i9GYq4*JH8B(kWqnZY}X~+hCi`FxMkF-VD0EEZ9x4T zsAYr4UtNZ=j3oQQg%i4n5T@EA5^9>i$g$hSWqQ=|#2k zj0+0#9qON1ntaiE%*FQ;!&_t+O?Uh8n<2>HeDa9WkT(T5C$XJsX=?kzq%#(0iG^Fi zQPmO<{wr$YdtQfb7YJt^3pVphOMM~XB43BMp}+3Yb^NA}ll5G(1n&-%>T5?GY=SY$a&vc-!-*q%;ADl!&ft`O2N4#G_3FFvAjArYpgLf4N4SuK zNK=z&@8zEHl}=^Ca{9ZQNT4q!$gAbd?LLCuYg0v}!q@K*5$OYGEW)Z}Hn8%+qX_Li zTNTh~?I^pR7j<*m>CV1S#=9^n1bY<6V$s)S+;+8;CaCF;L$bQr(&L?S-3NI|6u6Td(%@1!|14#PdR^} zETNk2>7~aX8HleAsfNCJmEXZPoU7!znsNVCRMe2(Zy>~5P6zimqE8XlDaXINdfq26 z867!ruG;B1p8J)<-a8>23MB)b(Ek2GU{J^xWdAJptpZoq)4Gcd zsyhBQ?px5p^Zr^okDpCn0N?JG&B=R)0l~dHUS3`nGv#qWI7-4!@oBZIE13NQuI2KL z>c*}e0MocBRSV=h63E|jYrYcP?IiKIXmUW8^3J&hfR`Q!G!TmFxf45o8bw7#rNTF> z&?te^uAYMlJjQg#3!|~zS>(&aui)K-gOxn%h7OC8`R$dq zXw{Gfw8(X)Twcr}YRvbIy|;dwNZxyk-;GH^>kjJ)-H&3mo1M$NZv?PGlq@w?;D_t- zegiI!yj^cj+0?2|cv&g9XJ{^jGB#~eDRbeRyf)h!*b{A;J0Cqs! z)m*?KYBKRY8S#pDQC-*&`A?m!rN$I-K^KG}$e}hoSkLXop<^f|dMU!ZG8$1ygTxg& z`T;{ED^NE9E^029(XnRv0(;hT!z;`b6EHfUkpuD4c?*P;FxH0Zne$YN9C3YA3pKMJobt|-+l4!0O1jNYaMkO5&QXe|x^>-KqA`o81 z+_?XIKA@W3UTWTmYzz@lLXaP(sgD@*;hGG}cs&VmdXRN@{Y~p6K(MHo? zShKNN3G%~M1a`bTyFZ(+!J)i#p8Szrkyg&QPR7@}^w`+g`9Lt%z;&Lon!@vt)`bZu zMttzldIg%D7u4j8vE?YUqu4jQ#7{K6~H-Lla z;E*J|>Kb)*g+w&&x%xxgF7&_&4M0?ngG*wt`2g*v%OG5E9)JETa+H5cF+o^;@(uT@ zXJNMm&jHZ*IB2YQuHK$05M|sJ4PQ=c12g!VjV2OR< zBA3l4d4-J&HiLzhROo{dl5pWp-*CY$A!meq*{%&B3GmL@gu2rngGPu^Q&Dgg>hGST zaBQLrgd?ucv9bw)DC*x2|7~1quL^eejckG|g`gF(+v%5Rz_H~grf83gby;9B44B|) z?od|2^NWXtNj8u0zZ`8;2<{Ko8)squizU1x0lh0(&r8eW%pI)xG2TpDgixfJVS-?s zf$01-2RN2Rfx;G81HYPl*R-DB8%fh7Ltm3!ALD-gy7H&DaA8Y6D-u*BIr;g|JP}^B zUh}l*N^xA`#aLak&jLSYtr#r_bWkufE4oxis1{Ogr3tmn0_=0t!U2$wCpbGcx@?yN z1zY&fpGK&t!M^5}?EL&zqp~5GuI}9BJbk4#;zIyXVVrtXao<>SR5gL!CsmqcN0(=` z{uM_fS%z2>3EA<&@PHB4?x0T+>L^eY^BwjH=DkPrQu-e;+z$vo(bBL-sB3j^dKWy+ zDyOcOl=C0sj&&&My7l%udt;*2o53ERNh{<>y}%AnGlP=pHy_n{mxZ+lX=oP4m<0W* zk};fCm&aW5!FFYEuxL@Gf*xGPXqOWZtTuhCH(6y|SNkmeTs%Ol6FeX_m>xZ(?*bpR z2FyB$Kt{F;4v-f`*^i&`{k-`8oxdk%v%#RGN_b#2>?O)F-akM|QBfMSd{Up%=Z0?3 z*mreC#yG$FY4n=>1shs0*4#5a)8WfrgvcL`qq~ay8o}e;OVl=4XR)xDLcSFqJd-hwz~NFray9z&@#A|?jOgigjKo{d zRwjb<=;raFIkHB$tsP_!R=K-_f10ckU8z)9o)ftpZLP}htR)zvld1zaS7MHxwe*WYi z@C)M7u4?53X0COM?b!^bYFGXHnDQDI9DqiR4PT;RO!P>KI(dea6lLFBY2-{PzLBmo zg{>&2M};1hl9%o}tBksg)XGdjtsqK?szBNwsse<3)Ba%g@=#TOeU#2ckkM*bc%+7L z`M`hzQB5NQlFHL57TKiQU(ca(^RR@&L6l9g+mVKIW0{hf6h3~i8dQ%S@TnWlR^5|4 zww{Evza^sW{xW@BGx7lLh)23={LJZg-0W)C28*D>hv(a*(c9>m9oXc{;0I8_T8+#(l@Nl7!3; z@hy1bYeNj03~k+R#vfp@tXav$gF@YBec@-rD7`HW&s*(Cx-1dd%|e`ORU-i7g&wrsxj$ z+oP9+N@FD}a2+9{(6f`{4JO!i5{e`^_M#umUI?De*Mp=q=HiMmp4ZxP&^|89Y4o$# z=Y3fx6g~$f9wFhECE(vDYpQEGTQV@c?y!IGUBb`*N3mB6L!;w1tJVdT0V_oyU>s+B z(Ve+v%RIaT3n!5V3o96EA16@>L3SWE_;!J1`Eb zrEfLL<=bb40mI)w;d(c~E4Vq8ZtinyC3d*xv&`z%2`5`4%f$kOOm*)t!*fV3WH_*cVHUf3^%yeMrlh4YgQEt+L}o}H&p z_==|-c}g9hBCMuFe?h;g=soeM_hQaq;G~~sI5-|2tDrTXY!IJ0UwTluH5f#o$#Bn_ z@Qa)z15v<|h!6)*@hdjz+KEzCer?i-4VtM=S=&#zp8bg^l@A%k`RTfR)ImH4H8U>N_@1j`e@Vq)usQ)0QYNoP=wOB%BpK-Nvhp(iBw0N9! zA!lqiLs6C$8Z0_GI$I((zp5t4Z@xmHBYNr(^4YwzugAExO&r9~xcc?;PCgI6aW5~_ zxwhfEGRcaerBi2wInw_0j|?cud#@HcB%`03!E05ClU&YRL6qQCs4JYRi6Yu|IZu3K zQbBnE<}I06jljCK9k~ln9Wu$z=K?-N3V$oB4W!+5yv_M9&kmpR@%;qwtMHW}1IPgG z0v%jz)o@q@pd;R!-x&a-kpqVI*9Yw(v`tG2LJA{hRI$m!vAFmI11t=3gD+p|8`J=XHS|i5 zI#E6Vr0P8?aKyx!aIAzR*TFaOw0e0s(4+|#&)zJF7mw%sZd|3UrW%4tV zg!F-|8f=6!7j8nhyfo18Wnc~zez|dTS8~rVW?EUPxqQGTsYYH&-ND1ltV(a4-SeCs zTXI?2b_PmboFL}_Pu84eX$o)Y&($0ut^2+@c;=uMsb!qSc?)Mvy!o3a#zz`DuIq2m z!k}s(7qa7HyRc?TdGcg=b#(};z{a29WC-ec$8jjIE$%%z;cRXZ>+0)6?#oEYNG(w~ zB^Ueg#unOMdx(12R~jRSo(THMOhG{|zkn7xcilpY44QNKxw)6{&`0{$qEkM$fcAYoOO3(1@Z}?|W41QIS1w8=^mU zsp;>!tWh*7dA$S)1-t3uh(C#9IQ;m2N(C)$va=Q!+}U&hX%5{z%A`3lsSxB%M|d}g z%cgv^+3X{6MP3rC*DX5(e0Av4?+|if!W*k(lRM!;N7Oj=NmW&9;a^>Ac19%%RP2$K zya!hy3cCmA{s4m0U|b)Q4R5R_7)u;_y zS??Wjl=~VxAS8LZp$(m3!tkC7-;y@RtNEV^7yq6Ao7E|W(N(IQ8RAm87GpR zzLP($B9~(7>Tkf)({jo&f9Rr(zN1iAM>tj(y;(@xp*eyuSTB9F=AZ#=hayo`89GOF zT=Taw8?H!iRuhmR15pD|2rvf*zJA_O0@aOY;`Xlc6+1XVtYm(MFRcc`4_4p^fS2!b zkb_~vbn6`*2l?$zAegJZnLP)R;xdOx{3)opFX(L8+Li#16%Ws^Ooad9-Kh=Z)>AlV9OjljqIoIyc}$Y-+2e3oSX$aH z3Ay-wD}jiyscCEkdzywQpOnC@zM);1G&uU=yT`2yteFE$NC=oUVH1I1cwa|`RX#9= z%OQF@^vgJxx)%&dV;^iS`8(4Ibt<%t^h@yP;H@R@}aQqNa4hc#n`rB^D90+ zpsDBM65kQaz|F7zp|X>ct06Cbf^LvSX=39xs$9FZ(MgEXC7l9-A}L6x2&f1sij*`6 z(nvSbjfjLuBT9F7gMyTFH%NnYeq*}cckg$f{nz=a_Z)}JyPh5hCfSJ5MGkBAdMHDivHSO%9*bVEUcD+zPWfV!(JQV=r8m$d zLIH2+{ljC0tIzDnN9yr8wCaM0S$ZTGqEesx+pmnIXv*^k2mIF;f}DyX)%2VF(dpw^ z`)Ez!sLL}xCMKNE<&G*DXPhiy-n!X``lzwm2x7wj_`ffS?h2>1@%lua8&zXtk_-U~C6 z2H%K!oSmkQka+$2bzwCqDB^KJjd&jw<(sEjo$7vmvNBQ0107sZ-Q3(JDs8^~urqx9 znn6V5)xl}8QIC#}4y1z5ihmf^Tl6G~_6`huJU4#xMz<@L`=O$uilb(JP)LZ+*RNmK zo$IES`J>{Z{UX2h%*FiFC~#d=htVP|Cc%d|7oZ@PX1Vc_-8EctJF5 zY-~qo=TxUZOIFs_ncE)O+M(Y=DepCvPrGX*$mf=%3Jg@)tr3NbyBUsMdN%kdUFodM&Lwo{G9}b97#$s5 zLP{#Fh1=v&4@;7mTUKwlYEx4aEWypw^L?Z4!J8rsL}Id+EpbWwIzM};td2U8u3?8~ z3<(7WOx+8q4@%3*fEKteer4w4sYX43*!OO)udmZbJ+@vS;eHawi^;BD;_2`2pPF^& zSvaj|f&GR$IVB}3qRe74C?n$*6AO!!a%n-f>2RJeqy(eZgxt>rUgoI2YiN)_c!q}J z4&`YE+i#31SFV2$5Eh z<;b6L_nH@BT8^7jMNyT*Rv2#;>JhbYSp7vEjzjs9)tht`@q&NX z0t{W3n2r6@t}LFSp`z$|H#uqjn2+$8o$gt#=8lT)GyRDQ>y^oBe*4Xd+j7rezHCdD z^zN;7aTv(eC~x_L3bg=xzn`nBswTt5JXKQqKqL3$NlSvTLvnh$FPO=FCL)wuXL1z| zTeNz5dNXr#s2Um?2+x$18z+0e(O|gA18M2T;bAfi42*|za*i;s^_hdcE3*D)~g5pz3{kd>9S zucNMNw?d$71 zah$$SaV!4JV{e5pCnslSY3ZfjDGL3JB>lmMyaJDZdE5)k>tHg^ay_O`sC zp|tM&*J&<~Zk$_pY+OtjvMN-(i)A}WSB6@PA1~fyzR7s|Sg@<>$))@==fw=7kIF9) z2u#dC<*aX6u!8R+BHn$EWRa4VzA`p8Hd1ODGci+9qIw{tsHj+}${z7>W^FCFq=dJk zy1MztkH_|GckdE0Gcy;l)8*vm&TejUsA#F}lxBpu9BxWN{+>q2*7HaGa0wIIRXm^a za(+Iu5qi1K&d%nkS{H7e1_T@zP|2v5-stY`Zu|L}KP4^A8;?e)qcy&NZgCCTQxz^P z`EC+62Q0}j)|I$tB8>z^Q%wfdVvoJT41#) zZl?!DJGN?zF>T8$))R*wp3;9_H;%NBms^lbx#-K_$>!72=|&FoAsTucy|25L1_oR- zA8BCETk6S_Jss-#_5NClh@_;XS5Z+B0WtA&3oTPq)7jn>sr%4$n#*cNq7j_l%2;W( zj)@6tiRrL{$Lr>3-E5CO?u9vuJ~*QUWo`bv6ZU_$)9 z-yTMD1)?nSnjDXJ4GT@n^xN?oTU(_$Hcs}}yyD{G=t+ZpVNO$u$K{0=c+TEBHy25; z1b&nrQeaKR>@FUu?34A1_r@$Sfu*Za|?_XP(L%w?sbkI0(x0wwn`bTwGiP z&WD@qQ0HES@Dc zg6{b0r|Yf^sr?U`h-Ovt&6`%NBYm`M%P@%ozx*)dII_s(vYaLIU38iJ^*-RPzNPfM zB}|n;dW_j$isDh{4(G~-t#>7lIGJHxkZW;tyqt7JlE4S%8I3y8($abXBw!mNP2ksU zLT`i}X*^w5n+)y`qU9s|nw%rnYhDGmzm<@W>OPqF6*)P%#_!)B1q9rhnobpfcf1Yz zRGUMFR=`REY?heMV&WFOn%Q)IzM7qnuCK43qTe3om6@3d&Xu9s-mtZE_`JqFa(m5k z9B$qRW{_b+8+bx@)w;*z!q!1n^F!ufDPXxTXP5UsKNd;)i>V&l!`vg?y^2R((+Mv3 zpP0S!b>E!&LnagcnTcB1z39ijk-=*$p4XfN@XCvIqd%mUvxXLVsLpCd_)e}G3t-n? z;1KB}9{LE{EM0Ru*^8iYIX^b&OA2;}?TlOyz))CV*GRkREqU`?5}JGqIBdq#U%L$D z`S#=!1FzZ0Q{%o=-{h}fnb#+)Rlw+@?!XVJK-1_5mnAk>C*5WYNw8q!!K|p>FOP_k z3nSpPYf!lu!^F$>id_6n76AzjCBy|Y}m9hDnNYGRJt2vSng);db|U?>|`FEb0AnbA4hAJ)ExjV%Qm)~tT! zrd+hn@$O=U>+xN{Ok8%WFQ5(D%s}RIh!fIQR$Krg{iygY0Kz7#9v^N_HUoMKCS;VM zhYs8@0~V@aqG=SN|Mg6xccF0~13CuA+|tj_aQ#f~C%;*09CuI|BChGTg*5*9rfB`U z|0cMqhVgMKs0D$VDm1_#-ff{&$adb@FG)P^=nZ5%D=06QH85b}(5?#sYlGP|dH^Pi zL|{-7Oftd;BHyVa}{U{r^AN_X4n~hgO87N zc6Js*uC%f7Ex5e`fWvq54GljIEc^JN=V;f{!UU5F#~mbM>4mUP)ag!2iD5`$XuCOp z0)RF}cQ#h=+>}jCfb77YuflqbZ(wk+@0*I^L}ll>XW+xB^iGwX!}L3?{n{QpYr&XF z9#8LF%gD@}T^}t*I_}cad(Qi-&?)^w12%=~%jjomGAYl$DZt+~LfiqDh0CTA0is{)gAGKc} zc?ZTKp{7QWCL7*1T5J^Y{%M8J(pnG86-iI}Yfn{F+C!=M!F72K47_kX`TcFA#))Th zqS6~`;2=LehWI1sR1A?W}0D_GQ_ z&Uv48sXHMUR-CHbVzLPqw9x(B8HYybI)qchXzdTxhi85LlOzy@322D1m6es*F5L;E z-RcQ?o+}X$QDVq-o*2(+Rm3s;0~V1RNlxOC<4btmG}r$7MdsbDO~H-~Mj_IflTA_8fsbMx~ld3ksU z2n`KEBzJo2Jv?$W%JC#--HD{-?yaq^f`OpjxN+lV^zmFP_TKs^abTctk~gPj)%D`n zKT#1m>ZMo!iau@-;vk?GzQEgsYp=WG)mBS$SkchXRMpgUXPbN>IoY$-Jm_p&wqRhI zVB#_%bZXAPjjZ-oo|TvkVj;F$$+SD7drkUMuk7vb6H-#bq|4a5^J{<|k~1>{ z0d$Ne%EJVOMj%%ak&)g)cB>yp@_<=2!@dBDECn6~={hE>9iY*4bCC$i@2woQVx2c{ zFcH1Iy$xB)*}XYxJO%~^F9ft?q}wH)KPP5xYeRTiCxxRvbySp*kxoneMB&-w!DVV< z!oVsdqwA7_lz4!Oq0)&<>M6bT-TnII>&wcz z4OMcAK3cqh9fp`}xc>5{TP&~cI@MtFj`?qRs@9tmf}`zx3JMBVc6P16M!9U3y0D_G z=UOmf9G4XEAwI2v;bBl05zQW9r*y3!+HGl4x~r#R;0 zWl`y&)Ph8?)~)Z*u5uZ4ynh@;M@Vr+C8o(}yo_&1wMHk5O_L#_VWh$eTTEDk3SGoe zHN{lo!3&a*`cjq)Rs+-uAc+CN!BV!iCF?0BP7I8UNY8`xIU8f8QhIs}-HD<=Yq3~R z9pGb=JT54vJuXH4@ae+f6X9$DHj=x63xfQz2_$4uPEJl#Yn@BkDqg;Db#)DN;k>@F zXa%>2L&b*!rs18N%Wg4Qz~<`}_Ny8**w77zhDo zy+iWHg^q}hA3vH@wB3B^+>azJ6hj#DSr(U<^;=hyW|me_!(Xyz4UjUN6udb6tQH#o zc#7pv{!c9~pdOfM(f~w}%W+%hNrDhb45xM;m~C({8sb%z?IVuK#zqtXvPIK!!McmB z!$@g>iK#<=0=41&4JlBCG*;2KW4ZMUtY+^6+|ys~P5=t(P$-}gF>-D~hiGVP!+@ak z{rmT*pqQIJg6ku-_;A83R>0y(pc_3hMx_Rw!rYYdmnvqjL|*0{Q)q`=Qs;_dY17{0 zkve;Q>$KhV^tkoODpFcNeAPw+I2}4~60Q8f9jU0fdabna{uJ z?MJr`4Us}-wzZD;XGe!8pnQOg0k@xj)mi)zRiqDboP>2877&ONU~a$=G3h{y8hU#P zoSmJcOxCi;$}PhKiCOgE=_7gcz`(%F%1Xc$Y*M5>6uIgZsvhiHs|_njNuhCS)x1w2 zBPK?(zA2VA{OcF^4=N-|dsX@N3Uaw%(hCM2^{tqmp*G5xyjM|ja!(%nrKF(v;ZZQj zLA3RcO21iuaWhqEaLG`Rb*&|kc%IhZqT_8^2_jSSdz2&s4 zrBwN$q~&V&_N|wGfd!bF$!%rg0X$;QpcCsXf!USK}X2N;qJxeU86zSO^a z_ikk{J7)b*Hk?)xxSdw5vte7OikjMxtU|XO(@mDnI@IXL>7YO~FQ>_LU>pVpJ_62i zGly-FrSora&v0$_$9or1sEc%7U-YIgye(f1Pr4l5xP}U3YoR|lI>l8PdgfU7h$9X+ zPgRalc-zZ&%gjc-8ojS}=C*x|iwn9qKb;52XFOSDS7|shGSbl9oj1bg0@ei(oVB#C zyIY~mYcZQv#L<&mpY`%?L2l?hz+&$>5{pU#GK?MV&G13JDJtnLuo@XttyfD63}Ah? zQ-1JNH5?$BA2u1s3~-WGz>g@`HzStk=e^-&J#a2>k8yEv4NvbP8Y*p;3xI_oe6{`f z%*U<+UPXUOu1dvg?76;f230{c>>6bcK&t{LAR;OX#ZR6S6BCb10e98Cf1D0m5(7j> z6hyVdmLGT_;H0|7#sS|HlTwqD5nl8&{&emQ^X=h=%WG?Ej7&`EP+S4xXw04Qt}YxY zKb*#qLj8!3AJGv2hTHaj|Khe=9e7+?%mjo@7WB5d(@kMS!q1xS2+iTnAf$#sX<= zc9?c!2?ox|;R7gzlFv-lg6&RVWu@TB!A3A_j30C3;EbLD1*{bHl!J;|8gX}#gRSXs zxO22yXXQ;~+OF?_1V<^eA#~;&yOz!pUADbFSn;jd3Vc@Z*Vv6y!T z#pDwOJ}@3C!E_Cyj!9o!T$Fq+MeOWcRm7X5-`#v}z{ECr9w&I>cW^cF+ z<2Tm9D8Pt|aiOKkl}@>rKObsikOod^D2~KSKmrVVLgk#9 zv-9)AL4myiI1x0CsL;^hm+E^52Yv|&2@|qhhJC}s?I3h}=j5=BR+M$X-Vm{9 z5KqA#fCkaCvSPtb&$g|foQ!MU+H`v$+uqTSwfjfcM33!MR7eQJVe7d0XQ|U8X#&FA z*Z<}CbZg&QS$QTU(SZf^RaonTyGsMo8!O^;_p3re5J+>Ki*%ySyfElZ*U<2au&^*l z>rw~NuyZJDYHAA1M(+ZUZ3atHOcZJKx`NGRHp0bgIYrIK$7kG|i~^I&LqQ2?`jK@; zwV$M2u@Szlt!;r`D;E0It7+f`xcK>HLB17o*klu~ z2Mhqzl7x+o&A?@+&ZIM%or{OZJ3aj-8#{Ynjg!sZ#yHuZ^q8pdO(P62RMf0 zCQm-|;es#r%g)Zusgnt%)b0QB$WTiz+3N1`Sg9!&AD;}UJC}BHzJ@igW?C8AVhVNoF2QC#~3t$UOOG``8X30Pu6aWCN5HEm&iyQh@ zU+oQ)gyKOb$=FYyU~=2Z_TFAg2nAG%Uq+|b9E|~BF&i(#1u4NdGxK&xNC*J|fv4Tt zP?U!KaGoa8*h8rJ^IGapgZ9dei$-C;4Gj%tXxEDYgix`lah+W0@td7Zlie0{rY6d~ z{^JL0K>?RPv^Qr`x*Z16bAxO+_et>&al}92xm@n|^p3Q2Tdda$tYoW@ldl4G>=v;1 zRz{0iLck(vsK65Ns0BO$IYb{lv4`g!E9}65gNysD+(I*6$PNoQEEg{?a)*+#tNXy2 zyH0i#&1m3F^T4~k!@}@BL@pjSnhoVpAm4_9=XJx#2swyJBlRBQ3Q1y+|4Dm%I1X`X zvdUQxWV}(P0+7DUu6$pKRW;ik^Rv(tJ-)(4I4BfSKS<>fMZ{CoS))$zy{E6C?rq~u z9v))g%e{kxzEM%ipUAjCQ*?52va+>hi&lgz7cVb}>M9EPj};YVA3Q*Z97%E->maoR-(Q6zoSJU%WC%iMfJ>Chhrb;9guYBMvltdcz&>Fb)r zU>^YDJ815#sRy;{f#%%+yTH$H(PQk=ISKx9XML0h@+?gg6E$5nmzD0s(2Lmz_y(n* z;C)#Qs%L%N6&ns@e0)RX!b?0WzgMHxFbLfoNjcP*sjk(A8VbU97?}^e45vAj9@Y(u zVu$+VS&yPM|7g(;eBhOwOrMdR-3-BLbL<6EbQCiO2Oc0V(4r#8+fq^=2j@%Zt~)^{ zsHCLi@dVG2eAJ*e=$614Frdn+J(5KcRJx~TobyE>8UH&mqWq$FBAue^iTwNbvFMkc zS8u(4$Yni2J~BFXE9W1jn9fVTU2%3~Cz2e-sD<1SNQwRs7j*7H-R9};#+9tSwX5j( zb0^ZsYGK40$*F-feEf9y=qcCBJhj6%J8Rc$@_g|mSBT-@ZVY<@uShn40EKj57`T)l ztIN06AfdPo%x`6FEyhtqT$~PAmN&Q>YHDhOJJfZ7|D7@kiQdeEyS;*rqB~2tUF||Q zS>-qv`R@G31Ycl4Mi#jT$(m+B{UFgja4n$0DW%jHitZ^tdv<$&HajtqHjZDVtB4Gq zc>2&ZIMcg5_qe!j{iy(iQTTmiRcYwn?KSnR?Cdn~BP4mt`(mcX#>qg7NrcKZ$A^pu zGHzT{x?|50KI`b}@+pnFDHBeO;lR&v{^Y@8a8Oud(^mA4bi3aZn3}>W7Mw@BOw2d+ zFH*Nq5Y6H=UTxi>i0c>n`deEb2*igENzGs4B~JM=GBQ4%Oz#A>6!n8cjXBj*RQu;4 zW*V<&gaqxW$jjpbXt=X~w#)1u43A{SzxB`TX%DWCukSpp@am^esl`UJ$T6Ay_~id& zWW_zGg?5Kl-`dzU_K7RbOdQt-i+Z|Wh)7#-Hg$Ee0erh{fXx$TIXwY_2IO5*z{#9y zK6;edq+k6Z;6du$@;}d>Kld&!{zDaW$qHfv4vomQTy?0n6!ie@9g%GHXrQwA>z`IV z2Ip*8@o!(}Ikl-$%e$fNj+@J2&hOU*eJ)=T)xOL9B72tC^tp^ATk+9m&kt5s1cHa> zd8M1vN^{!RuYMefG<~hb`ttm~$m`B{Ng-x?EhMB&+ynoa#h?#C1;Ep4qTm37>V z{)}Q`C_s1_MMQ{1s~mhoOG)68cIH=;xQv!Azel&&nms)+kzJfc77t7rLN<1Xqec5~ zc|zY+Nlne#ub(CU=2#YQogi4mZWJ~xgE4d_oHFzB@^U#0*{)Cg5w@7D^LDvFDbl}v zJ5#lA)rc)loT{oy$WjXv>J)^708GxJ{{uDtUM6uIuYDUl(7EC1vf92%Wgrai9uc>t zD&{9vIEW(xA3Zu+K9NUA02)Y6OVdo>1*|-!47?csKT1GW5_Bw$f_?wIz5!XzYxi5b zpDD4r9+_DhWxwYeDCdgV;68$6uJJ}65pi3X-v_V5t4xpXeG!(m!ES~sG?vWj)0>>o& z^_79{dIY5xKc?{ED3kN@i;k-;DXXHrVF$qk5Zsl!|se;+d8GxLTWc39VO z`)prIgz@{^_$ekYpi&=Y9Yznx4wKaLPdOx z`uMD81TnPq6_UBAh@-2%O-(HXZ5Ym$=^IYRSIBwYxNAsVy-&WjS*CYqJ?!de3lZ;T z)Mj9}&&e)kXSRK-V(bQy@ER5tedaa7ECT}`79K%NCcHgR z5>-DlpT9I~m{&1UxE<@rHeE$FUiTRVp<3uB&V05_9BnZfyj8v~6aL+1M$lb|VV)QT zVQPQ*?hpS~U1=G%*Y&!KcQ?z;r^dLQ^hC1pzmdW zz=u)*6CtxbsALoo5O58OVN^_M{_fESbf{sLg2?Kg);Tip7hkwi`U)#9W-!;;yQ~)G z?uD!jDsLVI(Ol)SwxU}Z8vKy%)?bR|9=j`uNS0t|{E{xNzogDd{i>MUC8ozEd&6To zBkNXLZmnUVtsEN72>Du!vzDzbZ=#43DkKVl6+zl0O%*^fWuA6@7>KF&;mRN;0p6;W z;l=-VEdUFE4g`|j$p8oJ`uTJ5hx^Xl6{H*l=@2CP2F(--P#~Kw4XHn*)b!zlS4+zS z0YO2?ZDB#yLkeVE14Cq<0kZTA5gGS~!8OsqF@6LBE+k&i1_OjU$f2VnL?Gv~w6uh* z41jc&_sd*$VCGSAcnA~}6j0N=3k$h{dnN-7G1Y*pfh#l6&ibdM?b)D}t46@Q1_OiA z^}mH;So3asIDWQko|s8{ZF%#{3t`Y`V{T+|ZDo11Y~YWw@{8^I%>--CTj+@G<5Xn< zt4$(=PT;Tw+f)s9^J`9D!*Inu!>010S|3HtYTuqE_V%;TDXSG8qMsPy?Uhsx28&vC z#GdwP^?u4dy5x8DF<~2ZhHZ$uU~)(?Crj2pQ!U$Y@YM`<7z9+0R3agh3Q4w!8mHnG zUclTS#KAw1??9Go@CkHxc1nTR5@<;edii&ZPtunzrw8U>9*j3`pm?0^Tm_zLW^Qf` znl7BVgyME`*am;=9gdEVl^w0lSOJ#-&5ezVV*uqGY84Qk!014b#s;8*9J-d(_4-`F4|BJu(~_i;H`Ci3gL_di=K!}bhW>vbLa zJCL1rpM}n^xqH^8Us*ESZi_5<$Xis5fe^Wd=WS0TuR6@bUK}qR?xkz470WW~#9E|P zgO2#}+F-6_@UuY8Yr-;hkKn-ROBhmvH#>a%Yny?Ej3s}vjnn2ULvK4(J*`OCC)3*A z`E5R*_7?pCFOrdJR}OW4bDx`9)!c^1&eR%*Xo)`3dShAI1unm-ODx8&X}BsVZ%Joi z{1&Wi{iQ{!cqcV03oGyeD*S_wj}Pm6LsYa@l@bALDg`7`D=Vw_37nt;tn}U}F&l+u z3zQWuhk0hnuw?@vU)S{WCobrSkeg^-EiWp%zc!SMf`FU=>|+=|)D$f!PtpJ}cV-&Vo+OFUKwAYMt&)X8|E&JXPixmsWU#o6hm4#LZ(ImCP~b(A zTD?&fh^3qvC9PJ7Zx4Dyj6n1~`p(7A$7Vluv;H);Z1)Pfq=bPh1F95bfhC|Har}*0 z%yJnhj@dNV(3#GxH)xL=Q=2dLh>71E&cuy28%49$qJ`O@kM&c5)+ z;hv+83UXSn_lvJgjnRmXm!Tt`P>B(A)=Vemdpj&Kq4AB}Q!Iv*zkerFmZ7*U%aB)!g&6~hN{q~m`Q>j97a%92ShaL*@@==Sw zK{b7AV*}t36E>AvRbrx6D-R3rmYqUtWr=$5K%=rG4Uo)6852rdLa>?0w2!CJ?PT+GTvp$q7LX+^g5mUsp-n z-J;KuV32;{O2lz;C3!L6d(r$?4CjZB<)vKTKCaYes_$gp67=m|7|{F8`3Gy;}aU1LAbb_>b(Jd{OQY=GFn=+2nho8qoX5G@)4R< zwh>X^z?_wpkL!n3da^UXBkE4qxj{)_1eH(pOIbURckzIk>lhhb<>BE8Xw`!hu>@2_ zz+!{YhLkd1zh+KNO*OD|`NvQ8eV#vhxq~bsJt?q8?&_@ds!PTeX3=&QP2rCIFpLSeR5a zCI`)b_J+S#d3sc~wckrlUHJ#y)bHZZzA)2bQg0b*B4AutX2vB0}>L2Osr#&5r&U#wTn2SGJbgwF`uYTh{4=9Kg zD51SaQn-wNU%qr3cZ3^TrK!IQUHr*$P0L&HM3JlBRdy{tlC@msi=4gv1Mde5PZzGN z3&6mYvfS3jKPuau7ikq$`ZNf75oX$-{_^)Hj>Wf`*s#v))B#s%p zIK!a5g3Y$<- zQMq&)JRc7~r}?6E8}hzT`^G+e6=DaJm#wU>zBGQs^{+)+S2Jd6FVFwWEwVJE=PXOz zP+XV$o@7E{oEP?TL zEXU$940L~;!EW(_t@dNf6yH|2jzjIHKQE~3or$jyVe-)kJ=074M%ZUnQs@(viJ3Qn zE5VOnUOrSu8cI{BH|FTNyFoP2_f+;}w;bDv9usuEnAw~_@W|l4TlS&INaMJ#g0GTs zDNG)u@USU<@mG{lWQmYyR|;bBeu?T z?LQs&oK@XFScWV3Ak3H5BTGK`%}Oxi(r(KK{$&z=tx->V*Y)yar*M%2zldU|XJS~{ zI<^5KR_rZT-ARc!IPHPH-uLNSg8O7~!WW0A#L9G%U;^eE1KBG1Uq3@B8S-nd4e51K z9ekTuJnJ>9DNcmO1S+isADCoybaG0Ba~jPr*NUC3mQz!Va&nnYzKlO!ly&5_Lq$;6 zzeUsL(D2{PolHs3e5QbDIqeYHo-F&h>71?qZgH<$znPhsE%h%y{HCeJKPDA+=r!7h z%JSv+1n<#^Z|pmzVd`YX7NR-N%^Y`DxUwJ;*Hc`-_W$7kfH68=B;Wb*7hjMh+<7amM6%3vephyZ+qtHXiZ7F%zQ= zD-3@5{fFbuT{7b69N(Yq&9fsOywT?4-#RP?VncGs-aky|>OZxt98WaY&};PRq3`az z`c!~o$fU&})`R!DTfLU&`wUgJsnFB#CZ}H2k^KvtdD48D$IciC`rG$#0f8c+Eb_w} zjAk7_-D%^`_VC?rZ=ShpfLcZ?sJVEswq`s(e~>#vcO5m^O0gGhnF9q8?YPl4_p_SI z>_AEN;OM$0vuiN;KSV<&9GDxeS&Xgkqr!8ONgbWp5pb9f%bDnOK<%~I8!lKC#F2W< zCTZ4hGg^3V#Mx-rfzG?akJVXruC*vOAhY$$O*x`0+D^PCE64TbzQfkCw2Fe{^_z^~LYk?m{;_{7 z>A~PTB+yUIdcJ~g^}vh)^yGLm_Qn3Ij%BR?h=LZiEA_=UuZT9EqiI-ed6Lok`RI=K z@gO|q+%HB}Z75^Pb6cC6$KNMLg&JyLvp9Q<*<5?`NzL)C?Ntsltw2#0&KckdLF-%j<<2GfJYV;Y)?IK724I>>}6 zYBgB;E6#1NwmLdGQkC%D<8q#5MMy}#Lnp+1^iV;rJ!!4Z-#hBcQqFYH$2}a8-O(`b zY%<-&Ftm!<%ZkSvWauakNg}?=qR$b&r(UmX9WfCPe|EGaMv`&abX{&Qtl-5`Q0n~5 zlR|is304X?ZSYZ!j?)8v);~FH=_=Jicmn+mQ7=FhSD*@iPh34~tV#DgI{zv{1T(m$ zM7dsP@lxJrx=#C9dD!cyF>Q@n#Y1H$bM`fNM`g9+$7@@?n~5XEwj5BZZtZp`Q)0Z{ zahe|&OS!85tLDwUNt}N+1M<&Q^+zdk67|=EQ&MwqaP6M??)Fd!Q$K#}+gT?Dexf)5 z*Q+TFaos|JGvXmZOgvV(4BocZU1Gt@&0J`55khTE3kSw@%`Nk$K$Ln zOyTgf;j}I+uDy?r3YF9x>pUPx&9m0|O%J4VU zAzf>zXZw*`t83+1F#p#5n3q2bt>zvg8ftLIVL%8f0_g{4MXPoCXT$;?J!va9t>tpt z&mXxsXIofU()%8h26zG;RIj-|t=Y*b98DD{ba#q`Ehmqu9CpGz=%ZZ)DG@qvUVGUU ze@%Ap(Y+QJBrVD)HF}XP4c0%SV~B!H%*gchj2|;PM%%Nc#FqT`Drt86hy*@_prcOH zdpWD0t_y2@(YT{x>$132$V8)20l|$l>i6sPSn^eUo#nEd9Au_u$^I)o3ntmsWsXUk z*}G%vL+1nuN7GX^U^dzH`Sa(p|6wg#RKA-iZ1C6y6i@a0@`VXvUIKE~nLHa=)V9h}hq{o3Brn-&kbs zE0@b>SK{j%NC-xB3#=x!E|9PWFR3Lko8RzFJBPM^v>!&!Px-!beU11EXW|HJOoV4- z9ej=-ssp-rzJ)hlB~S+qK9`k3o7AY(t2`9D{*Z|P9R=9@ z>_PKP`LDjmE8~T@VOmvTo-<81z4eJA3myM(T=VkO+R&K)vc(Rr3>`sTV^zxh`J~$! zxgz80C+FK)MZ1t|vWuYn;zjR5=zBQr&%(@2F;`O)XMyqGmeNP{e1)t5!KJ_V^oxN( zlif&6Z(bTEfZ#Wb7`jL8nn8;R{O$r`pX*Vt_GtUnh4IC2r3es4!lrwNW~b3Eul`@*-t5dl+sJ7_ zWMJ0P=&YjCQhr%ibYg1s1}_Gq%y{>^z`B;u)dUT`<#UxsN|~PH?<51{6yD`lQoN!f z@lczwgKX~kH};mVPTIpGMPoefyMU%00ByIE$$7N(B}Gf@;hnjOVTb1Ym*T8U(OwSr zX&Ix0JPPsBFJxiaSjRGyI`E6qmEb?S?>{A=F}h9aMe^hmp`&C{eBv6oQ}=}pVNly4 zsU?YmV`mpcBloDsv+AKwl^yS$!Lmb16B*JM$}b*I$iYDd0HwEf#+Jw)!ux2h?z?I# zSa1NXNdBg&a$_TpL)vZVSD#;8R?tLY&6z70T1Fc3NS2F74Fo>vG4=lQr+u#J`zoyL zCzc<=*b)x4Tfr>!X842YBOdoP{6M{Eyivf*(@K|3`q9Y^;4Zl{Ueixas@{(7lh8Ho z%6WvJ$HbNB*Xf*+T5;iZv4OL-RdatXM0XN~IUc5?)+LE7g^nvFjs%deP*O#GVqrWM zd?Mf3E%ncaeGy4SoTOsxI^J;cv;7oaW7<+PHmKZDL59}HnoJ)yFx5$+7wBDVwqEhp)DsR2>-&W2~R)@>y(+hpflPj8t5XXk=av zdwVeO-A@0p_=IwTto}Iu!}#TiCd)NcT5&f&)AFm`esj%3p1Vo_ObHmV5;XIgSf9PtM5_cFCK~ zS2^)9m3m#1E1_v*ZYe6|9Ceg@1jHEosDF_TIC87YH@D2Xo)j4DE*In(d0qZIqov@~ z(%Wl_I&waectSB&-*tlOCAGbuC4VhkUZVVEUXkb$N<&u%BH`8NhGk3bCl}iFt2G8# z5wT~~okQnd0kNuTalW5!lPV-(+5F1l%%mYC@%EQ&ywwqt6d?b^JCmzL8!C3HEC#ZIuhd51$>j=F3G-bq$ikwLQ*IK!8GcYL{)vsJ`H} zH&=bWPW>Niq6wrMQd4x%nBFHdd*bEXPNU8fuG{Ed^vUuzMz)soVZacP;QJdXM}R;r zJ~HkH9Ct>1N_d_VFSu6Da8nd5+_h|eW>s1h?9}2&TqaKdU+T4cc;bfojom#lw$DO% z^K}}y^0;=drfUhS)Z>oKXD@Y|lBW!ZVq%iQb!}qOjK-s{iL8e^ zNjpi9^f82Z`I2=%emV2ah{t+Q`N-q{y4%#TK;%jEi2J+_MeU)QR6CvT^vSs`DF&n& zy2$s%Luh)5`B7;Z?=fQQpX@it6_Nvy13AHe4WBmUv;XIukXP2U2T9c-zo=rQ7^0fs zA-V~bwf*+6xWTx51$ONd8a@Ps+?DT$lER;B?D2r@I94yT%x)_(Q( zO2GQ?wBz_@1z|atTKc}m<9q9tX=E1gypDew#vc+B_Hkds!}azKy?2pRdx{sHrHUqS zHg0DBD^i{l{oyrsiTk*kan~M_q0|QSOA;)y#yH;&y2Z*$--@9Wg&pLnO7OIy_xd%O z2lQVMqkB`u)ra8?KjI#b_#D*s%8Z}dbdxYC_5pOK z8~2!M&2vi;8DjOBtfw)U>mbW`-WlG*Z^pFV<-`_6T4GGy65Q;kr*AGV^O{*s1&+ZU z2cr+ZJewM8!{kbw-ELUCyx#O_P9Y1^cA8p-ttRm{2p#wG7XUZwsn!{Dq zDQBna;?ze8D$^Qa>HVnK=^qBVo~YxwegESAHtx+^Za(h7i8EKfF4xWl*ZhOrUS_6e zlfNbnJeG9bsz|70zwqU?oTfv9VeNNVdeMUDm)sYuZ~yH67+iL_y}DG?V`uV-xu9M2 zGJa<*r0az!}fR;x`(BEQO6Fduzi#}xHx`yN5qgZFw+<+Fh6 z8PiX1$`tFjGhIn!TLO7_xf=Z`c5?GO7tQr(y}TJKAEwJoEJx#;+ZDIJSK+e73jX}E zzViJS+qoXiU~TQnU@1>Mtw77#7N_p_Gr=0cI_wCy~OtZBZUJ5&fF&lqdVc>grbliF>@ssl2 zrrj;%D_lH}5YPmaD;U#~U3dLg?HeU=L{$2Ri-fVa>+4BpyDsEChwi9!{3;4==S~r8 zShhm*!sY_3P|{j`r)Mt(EFH|^2M;=CdwAD$;l5ZQ}BSa=&snyNM z515e1Dkfqi!xDy2?&A1|`xff_Znxdqi~YV+O2tjG8S}3$A0izLjA^PnJ4OgNH~#WN z!~L^n{;P^bI)5yPeg#`-za-4VE9)XZLq{9Gha&N9IPFfaE|=U|GU8+OxPot?e2w#Kb4rgnJqliH}j)Dzn^ zTcNja-$KP!YrXS5Hj9geVX)eZX-eWhp5*(^E!xSCcjYqVdfLj9M;&ONia zbF5KqkAMb3BzMFjnF>cB-WwgVwKG*IZ4|?M~_> z9y>F0P_{E{xbmJG&P6I^3|o?;)Fv%gyZLAQo`08C%f7axXmrreX)I!l6CR$>RDDS+ z*F1KCz**@}oVA%+oE*Hov+rIuG~~*+d~Yd7HFP>sDt2!Q>&&g@iQb6AI+LabfBuKz z4T}Nn3}2Y%1Wp&G2^f!M+yEyT^6j%};4nE3hM0OOX?p*M{Z281of^S5s8qj`Ghp)J zlKWQ`LpSt8FBeyT=bw#jso;it`uY26|A?vvk4Xo;Qh$G68w+_)wU98{dqCS~>$Ay6ETwdaXe{0U<$E!?T#y(+{8Y+|}46OO8k? z|8Ayd!|ZXVSpG(fx7_Q${sG%XgDU!`qc8p?&%1>Z+llyuC(#LSC|-o8Y3I@lveTHB zQc|te8##XUv*35%SX^p~#-FCY!{QI4IC(ATSJVDo3sBD9I#KpWO2OL={V>r-~hu2Vy`zi>p zhWqV|p5*rm2)_LqvY4blH>XgLfA#KGb2?=32(PP#Pu7!g%;uCl-L>6f zku%SC>m;z>!e49|#cs2qQTN|I4UBXxd5gQDQ95%vSr3!0ji>K^q0ayCFE0_G;eKTO zjr%yergH9AMntpfeycjX!a}S??Gn!T_b~`QL{$aHtCp!8?N}ugqq@1i@>Fkh!z?$q zu#}^&YcO-AOBbOM`n+=M+tXV?Odd9G|HPJ_VT&F09965IRIrB9U5MD1m7Udyf2`*t zVb(K!@kiHcTFbGbk|fhoSGTcZ`LdN|txm7cNW1roBz+klUkfvn4i`E3y#S?dmn~g`zrlt@+RQ{I^A6gVHkPL>$;@g(n#!$A@QV|~+FMhK?-Y9Koo(|5PG5yr z_(i((Ev#=S%@c3$vDJ2O>^X~OzWJ@Hp`oj9TBXWB#~yI4*>8FZ&k5PO_lmHa(=z+XwfzHgdpBpzaK+UUgK$ z*wcTk759iqWe?tkW3G4CPC{M1gOj@0O1n#a3^-l|H_OdGOpBYkbv?aYZL76B@JNpX zQR%ekGIKwF7|P>)TqrKPEee&ge<&+n+tI1Ey;;=Nqx}g5Mls!=;9Us}I~4N4DlRB! zsEnoPy$KD0)0rK&$`?4VcaKFc;55^l7k71ULH2!-eKP#i&o{9QjbKVYAY)b!NRM5K4)0 z_slnC>5b~OosL^og315>n7^IOtiz$rChgh;$)sBe>*Dw4-+uRHb83`X+)+9h{h^$5 zxtr}mp#1D`-t@5GJ7@3C!P2BFSCu$j$ZC7^Cq}_NBXobxIF?GBg4gFU8Op4ygSqB# zM3Eqz^e>k9k59UJP1Ndr=^Fpj|HIW=hef?_@84jdqF^9Mt4Ig}A{{a&NDCqz0s_({ zor-|8Fw!L=AX3uJh?L|A2t(Hp(wze{&l>ml>}&s?KhD0cBO}gy<{fL@YpvG}vxJ6i z;Q>jXHG49QOE*%?_{*IR-2$60Il7BO;o5SnaNtGCESWBVGN4)fQCb(#b)?X^EyP$W zH@emnH#t7;1JlPaJs}Xydj0yZOeJOpMnV;BhNNqs;D7=yb*rB(x#j$F{3p9UT9(Awb#Q#<@# z2QIJ@p&wl;yLbKfQzdAiIdT^uH!w2r%x_YmrM0Q0??muWpL<{b!29?(-PG;3=RV#3 z=Lq@tK{t3Ve6M@pQ9DmwSm^Lgm6LY+#}l_#?r&)H-Qx1Xoejo)GD*O`^vvbWoBSCH zsm71VJCjh~0T~aqap`omwP93px;CacFtF?PtKG*<;q>*HDY-AOF$=a1j@)Z_-ZP$g z4TTrkmAbze9L0tVMH(jIni3is8~Kg*<(oq2TJVRcI0omr-vtdW*vZK~%tn2zpb?!# zUoN|-sNZ|)jyORFv3zubO}C=&{?_Hq{M5yv4Sw15NMxpB(E(QJ=g;DQ+nAo$_dXPa_BlbOv04vD80?`JvV0Dm41ZpU z!93%iF%$w?<1!xvP!LD7(p3W0vL9usPA)98!E_Q#2AM$X4THGT8R+PdkdU}6@bbMK z< z)dwpr#b&*cqcv`Yjzi8($5!X~O~FXA_+?jONXVHC#gvv1v!^csfGTWgc=?X?krIpE zA1y6`z#K6&!uA*29R>4%A8Rn>^Jb5Sy$luY-%P5Et>Ew%iMuSiNJM;PfhjG@D| z@LsH?d+6yLap(D;5*$LOB;X}t&hr`*7|Q4PgT2k=ks+5v=y-r(Hxj^ZK=#lLqs&MP zKxmMChaRR_0kaFe+3L+BBT2y9g2PuUml}|yC=@}rQH_Bt*I+%c_U$6H{B_mpYLj?W*O-l!o^{_@na%R@B>mG<#m?hg(L4_?X~(aG+&0S9 z&Qy$B`f$mHQ0oa#UBp7*caAb+u26JSU3#&r#2Hi5v)m7~NXD0!6^DeZL|*Nlgnvuc zvPh(n^>s(Y0e5g_CObF`vPg%)Nn@%4kZ=n-2^OMFW9Bdrm-;o^}s%z zUbeO7bPf}WWs|;Ia(E8!SwBL81JB_9{xcjy!64C4rd?KG(ra2?UjDIX?oVG)ctN#N zK6{+t>{+0E2SR5~ucznhA5(cYCFVKWHHD880IWpvXuGoJseu9e%WjeWenriK=nRRq z(HrVCG?7T8LTCEt&y(}>DyiEaZ=GV$IvzMSl&e(|G*KUbou2lqdwzw3;~mUEgA=r7 z;fqr&QX$U|cGm=e*$7kV=U^(9IJr-}Yw1Ey0NDw<_}m93yzKD@t}x4_ml{i5{VTyc zf4Fr}KMe9QbjUs3Q>(RAWT)Sr`;mD4@1_3lN1Uwv5S<(bn+V!Z0c!cptwZdCEGt~y zBmyVTG}LvyHs+Evxl8bBT8J06XmtmBhKVunOoePUm?`JCnz3Z77NKUg;Vo)#l2}|h z^ll4!2A7PV-|@LQT9QX$Ty!glp$gp%69pLsIqVK1toy6+$-#aN3P#Bv+8cVpa)b_O zD@^?<>hA7-#vf&>fZN^uW`W^>0ZQOy*6)=XS2c&w*2Cy5OnC^1QUW3zJ=c>dBP;u( zu~A^I=6T(l+on%qG9prh-Di}pu=3MOYg^o0UN?9Xd4}N^YEkz7N#!##BxBMhj0o!k zH?NJEom&^yZdG{dj9kOY{reE^OPmyQUi_Y{?`1sB{{TjRXB!LBWYCXilXgZ;C#r0) zE3?uo$x7f;mJKXC8)^)_ z$JHBs64AN4Z&~GH(%>c(cB2aQ_2rbv-qnL;5A#NOKV3_-LbY;v)+)W(ylo1;eJfvx z6>t)A9s$cw)f0aMRQhuep#H?8o;|$q{qJS_4u?+XiV&%&iqc{ilq6L`cQ5?=@pn`# zE$>%&p>h{dyf)yk!!@BECupRVJ}NCCb|6(-*QjI?U((^mTdUAO<3I`+YhjC_GL5Wf zQQdjxCh;oCC|>o}Gvm9v$3A^ZvvYE48q1&2T}fa4Qg!}fJ@8FdZJpD+YTVLmlW7S1 z_#xfyRXQU6m-;THjrkXWJe>yC@5I_V5ob_-bF;sT#&TnKp~l~ zqoredeHsY9>nFcVha-_j1y(wzP(f1Iw-%?AqW<-N`*C21o$TM-60XK=AGk9H!OpiE zyX7v#wmEJf_3g4;`h`%b`qp0f{_P|j&B>^;=xJ#i$%12)#XnNh#>KsOVRGBEHCseX z#P(3?4D(GbSwUu--)d?e_(nSTI0{eF{MoD$#R=@>2%R4vGjTl&Ez2eg(w3H8p0@ux z15YZy?42*M1dj)rWbZIH$AxImdwh9P4{z;+Mk1Syq{BaZR+U~ls|?GjoV`7sgolG; zJe%OzA;%k*s$72;G?rKiE9zNZozDio`!m(OELTw4b(CywRRib#+d(;QQ!GidsdtNBxPPra+;X7!d}vc3H1+M@xf5$jM)_lGEc}sN z^!nJ`Q!`BISrRO};$&u0RY;4`RZaj-r$Q!RqL>hJKlOPtrTD->hZ?sW()nR78q~8;G&`d z+*R#c|J!EeDY|g2Dy<;Q8*WL3UUpKq+Qsb^SZ~SlKl+V2K@TUhjRLc6+_BOQBW2W|P%9cLDcdeRlT`5ud-|O_G9dE24X<|g2 zUs7&v%k9E#CnxCRkJ}Im4=FBw#jv=fu#I(mWq+NUyQaTVF)Rb80{qJN(a~z=;?Ntc5&;O>l zg5V8D@#sztSq+IgY%|<(kF_z=xhji{ivxyX(pvxMXc#nR+B+y9%OJ?f$+3jaYeJrd zsdQ5ZI=5NexdGq}8cyTm25{9INYv7uZ((i@<98W<8r6I0-!S2%a-$BTr6~P*qtfk8 zsfO|S)tx?Jv8_ti1nKw@qg=A~rr(~MKF?(IR%^4Ka z6#gJfm9Fg?IIve97(sV4aYZjLTbnG0oNI)CfDN%ZO4saGGk50sVFztp8RbT#WSQ4+ zMQ{W3+J-Tc`zU5&g9R68_w!A^!AOY>+5h(YJL#YKD8^dM)pxSL(jO$aGv4>>09Dv1 z#^xH|hy-#7K4~1^?kQ|Rw@P5%UFoipc}^)i5Zd0BH|CsrUZUlf_woBwqFyG_M&i;7 zW8+77gq{)v-sxZe44D|G^AuQXF15!B`BBn%H?$%3((XO?gvcT&Ab@Og;zg!Seoh4r(q3H8z&B|?KDdQidi1El2)|fdWA)yV$t~AjWns9mhz#-}v*H!tfUQVK{ zU!bQR`>W)jc{T#PpH;Fxe;nVg6uTLfu@!dU^RS_8xaZgb(Y)!}G{t;`KpZM(vAH#Kyv-S}>+Z!D?ds}w;YnKx z904tzohBQ?+JLYnJI!qJva6a_-56o3{0K@7k&(#I=9U{bU?Ah8TDHPGc*+RSu}2b= zF`64YvwamC-s`;?Hn9?B*I-{aZDgVoS^4+^okz7B#8Q=TNO=lHN9v=NJq>Sb9+Mpq6?JJr$fFTmwL|hAnb5{89sU&MRr7T@ z&*h;Y1;u1IA`BT3aq4^R7{$5YUr0&7BTT3Ef_2Ui*dyuh_<=#{Ply3lSES8e67rD6*$Pf0N*muc4&OcW;%@Ps#c1eMo!!= zDtrkk=TR~VNA&(pChm>|!HFL!G;z0$gv?7$I|~bAM{CYUDBnC-Wr^l-qb$)<0IxHR zwH8@DS1V4pn%5=@Z{~J2#7S!LP7p@W5?_bhZVqL-SCkQ&U9C^DfXQ#hU}9i~Dn@f> zvN5=S2+`lB%+AURb400}C>weCGw|fFxn-kY*WLfmm+$X`YZ!UbkYVzn676E{am4Y6 zd9+%(1}$wIWO$$6KQyf95c3+|-8z`*P-uml3x<29pyYb-V#cRg`N=SDLhujSU(;6&J%o zO{v4IB9TL-mYv&;gJHo)U@1IV4fp)@zwGc}$=VBb2{OfpjUQ$=%DSCs%gV}-Q~9)_ zqGHrCd6!}=pK?&KvU$syOG{L?^W{Ocv6D_A5Zl_)r5uTxOfD!cz8QINJm}D)u(UKU za%yFSDDVJL!eh0L>EvT6l-4M{n0>U67| z8b?Qy0e`qLWaBp^42meY!t5SwptGK3Q^WLD^;#3Xag!5_%fVj@LLx8vo;Yg=@Z-NQ zKY(Qh0x=g0`cikgT$gzX5#s?USdgML%575%7?Tv6r&^G94i0I+1#WU_yA8-Z;0i&6 zZvwxg$up@4A~$iTn~;Pe5C|k|fw<#*!>32VFGs6IA&oh6`IZkzinY6w+ zXmmKhK#qKK-?4u4=8dhr{U;dy0uJ8MTb}!`fOR4Z=xsnn0P^ZBe0tiIBI7pdc}#vd z(7OPfJOkfNQ{kgvYUNxlL81VL@TzXXFa9T6KdF2^D*7K!7*|F~kJx5r??m9l#erB! zyfu(Yk}{7UpM-QGN2ek(M$at}FfVaBnZ4$7gC$&`7YG2CA@k!$ANCZFNKlY~dD{RO zM%VeQ%*P4}>F@)1{(y^Xf_bC2%N4W0^C1Ja zC5cXzQ|PZ>PXILa698V9Z#^f0_X2QdKlnViotJgO#&mMW;eAaE*`SO;2|U;yvT0~& z_^?;GI9L)4*lGvhhXXfFMp03y^S#$}lsb&yv5Set!{}55!1ZX6Bd}(S0DeZKUnPn= zhXHG+$PO!&?2UIV1;~<0))ah%V(XE3Uj4~kqivA%lRPSOb4n9ZDG*UV~4o(zSLLV^&VS@(51knuo>hX=*G z;RwkyD5!sjM90U!!%$YNq^B6DAC~>!UIT0bl%>_RH6n)>7*HeE^UQm{0#orUpbguA z%cGp73LlZ=xs6S@O4bXYR}sq{pim)`k~-RWQSJFCyt%wRC8OAfXl`xL|L?;1bV!j0 zCSP9(R=Uf(;KJ;d~k0n`fvRFVG6IephCQ! zS%bpDn$T$Ui?}V2gjP4u2>NhLu66*J9Rp`qI2mj)t_TW7!7MCtJ2EmdM1QPSzEmaa zrX%lgZ0zN)>iK%}7Y5k*sn+aif9!5a74ICLQq+ z(a}JyVgwqODe!RtbqH@vqw>`apnh`}DF8MOcpVmFZ495;}Spnu?7Y;p5@LYm=QGHJj z623B+Z|9^!!m$ra%oK*;Ma0GV&3|*iAInESs)eFRAz(j&^7$H|0))dAZ{h%`va&Ks z^?EDU?>t?4Ks~`l1>RfS8+hRCG=bX%@Ic{iB(h;wYH>Uy*=o7hfbGl6%L~604s*GR z=-52?EdT&b1x^+5^aX%Zk;|H)+vcBpKz%Xm{(P#$yqB{yT#SP8!@s=%7DJ`n#4Q1M zxQ4N@6rc$b_hOn#mdjEJ=1+eCONj-h31TJ)FD_D1shU{+cMU1i{nhH8szZ(V%f%-} z#hk>SmLHADdpJ3z=LXKZ=rMrW0%fb9sE9vV4ph(1P6{rrZ1Eu08#hkD_XxxAZ8-}w zGg6Rpv{V2o*zRE04pc(oniLhKH8nK_yrpKXhbRmjbC%{pLA}4*~?2P()H(oQ$5HUf>Q_m|i|R4B$IEI~#q%JikROC_ovp zWwgz>!Z9fzKsw^HotKv+h~ACSr~XNx8V(n&z5m8X4M|+++5E-7qO-(vIIe>d9l*=u ziMF%7?*04s1C4=Dl?k^A@rnZIXsSxqA6RjLTfOFj<|UO4_8@N~u>iOQuN2wPl@!b{ z5cfN;8|X0smKp|&ViO_G0*{bUWpQKOOqDFo-x>csS*WC=eTc>M2Hl}rPjT4hMEVlc z&nTEBfu_|_L-8LC_~cb4(c4FfjSc6VJ1`hb`AXh@f7Ls8>A!s>|NS%g#SiZP|0-?7 zeX;f)3JEJLMKH93xhipcM%czH|G}5rxAQp1(gc$KyK_Kn^hVPDzqPu5e#4jIW8W0> z*?A;u3*)^%zhGyJu${R%r`!cQR0I9|)_XVB#9d@&i-H1|O7f*NR(!*a+cpg!`lZxz zs!hXBJA`tP`06RCg+y0xo*_A1SSVA&ptp(QnuzMAxf(=NPg7_JlT%qepVKpAw1in$ zkYLJUJAn=cZgboRfJE4D4u^(PU_x~^aeJ35Nn3)E&H1LT? z0Z#Uv)t&SA-{D4}fDt-INr1Rjwh9f$QpnEvXU&UpU_YVHviZv(j6qZuge1tEOqR7J zREnj;&(~tf1h(cQ&qE`Sxun2lv13%Hk#1l#*OQWeomY^Np3<4e>+o!-)R_lQ#YueL zr8r-7*gY9mVjfYsb-Ol6OeIZ@oy7iW&pUGQ*V}*iHuv_5_g6MKS7v=Dp*ReMRT9`e zcFqpLxu9ud6ANmkC~$F91$(8turH()J9pV;3=n3;l_w$3(M@ZGTMoTu0%X1Rw5-0{=XW>WAJ=JUMs(Za4Y`FWpOXcgHOIm5++Mu2_qj)3HoZ%qdj)|q$8rYC9@pzVTkb~1yt8$ZF$O)~ z(#E}aFDJlnQ1;#u%o%JvrPgN37qnga`sU368Ls4;>W$Sc;qm2X2kv=XK5yQrq}1@I zKJiIs5H$(dL`SelYgD`NojP@DI*b=k2w;T_W$=|xF@A8&X;wLL6RF_c z>v)2}3Lxh}O{CMWZ!Io;4Dx;-w#xqDB)tt{(#f3u=j&265Kz0WX%Xp zfVl(i7laMpWl@+zHhzAjj}J-h!MYr%n1pgjF1_&k3%qb+LxJ`om?Z*w5?JO2IgoG3 zL3m240q-3GO=1ldNDxrrG|hohr3ipx{bOR(dtb?uM7<}`gB5l!luiZZrRyMk__J%_ zmCit|?+G+zV}%~$tBQ&Pe4qGdoys>E)>g<$I|KF>1;zA6Z@tDJ-H{f!2Ni{$WF72; zgv8G;K6#JG1rw_ML#ya%yD*{!lSb9?!qQ7qcN;o&Ny>#O*tTOAX|&^6+a#L+_9?Ed z4G{vyrhzD{V5P!2HUdgmP|VYl`Y|NsUf2^teL_uBI^c@=vbXS2dNbt=y*f$YEYCUE z%ybmqq?uayriI0?d*>ufKFer(<8Ao!LWA(Pc$mWM98m*R2&xj<#&$C#6ulRB4cHS< z1Fhbfgv`eyHl<$D0nLMaws$8ei^vfN??&9W*EgSf4s33f5$)RVDeaJrSFL!1m@6)S z;XCm-*Ckxy>3o)8ng0@+weoqZM_V&?*Voy+NjJrgo835JxfGnQA2GF(d)c9o>Pv1g zFDl{s=X?4tHD7lbW?2#rj{j`wc6jA&9e8ToJ>tNxaI6T&w@3ayMgMX_w)EO`xa>O3 z6<*Bu>7xA$7r#?JfZoC@s9O)(X4A?-oxlaF05>9>(8!SJ z*LuXkT7~wY6#KHMX_+K;AG7(8s&YPySgC>pO^DdP0_^7D8<{ILj zg4m58qGJ-|0-I8DJJ?-7-X|Y-+YeIdo{#sAl7PETutYx#XUYIVcQls&q7T7pRAn+p zKv{C2!0ylbMyQNvdeo&bJpS{eN0(%Nr%UVCS6DMbJMQ=KUe32%;r5Ggrm2)w)mVa6BZ`)~qbwCS;dhv`o7FF+3aB5w&VdJgdW6#y|R7j;%c?z-~hI!_#f+784nn;M8VZ5s3hW^~1Ci zubXazQbWPacQ~;P%kyRbM@bpLaQ7w|J`>o}PF`qBIN(+~tO_hDwpbB5r8&42Zoa+~ z-M#P48;P2(*g1?ns7WvGXNsCy;ZEP$F?ft0Rq2nJMDdQwtnXOo{dIwKi3R3&TF;zD zk%>Y@z9?9P!Ix;<7<9=b7z=Rwo7)E<=L|rtoRM__qFP%AhkEGi(wVrU%H)?`0b&g> z%O{hZM{lU8MerFb5*s6cyaz1Y8VG>fqT`I&Jb;kIZ_>^oL^=$XGr+s{#_Vu}185jv zH3^&*7~e?%4jXoTdPFo@c^n5>bWbJ?DrgZ!IJAN2`dvuK6r8M0$G(*db6Qb8x7%4S zDtt1~AA6lkwX}4~)RZR6B2_ISCC*Gj?W-!s&6_{v6dq-%J$)Z#ypCZ>4?SCvl@&Gg zTG|Iv2Ze-Vz-oamlpDej%XoT8nss3w*V_BlJIvbI_A&fG5eoX<^~ldQ*2ozBreMuE z&m}MM4m!Y4p8NO^z>YW_b3(4WL0fKz#jrlXMAa?13>Dn)nrsW%6i#q z+>l-olP+Kxoj4sMKzZ^cXkaw(-he$GiuoXv0TwFZ(4Vxtyeyxzzwa%f^TK8^$g#$YpL6CsXoklR%nyL$cd)OYVeTbeX@D!k_@Wg4;VxVk~idci3 zWmui@nGb4cQovP|0VX;8o!xj7V`E}50!T`r7YGLK9qx=l)7MCU-x7AU1fvH=(R(NC&1V#B6l6p7M2fv#N&1WuS1^ z!7Ct{wFeIs5+R#Wc|h@oZh?(lCkPU4i{YZ0nwkLaR-IUQ#`&zGcJ^H>9G$qh+Sukp zZmP>caTlgXznl-8?L@k4ONh#}=p49_pQwS|$Qo91+SF8P8SgjzK_KtY$)|YL7Mr7} zYzH;S)$H@-6;-1PPg>FPSWaGUMqj<~&?4xy>HM^pO^|ZmynHGX9b2sY9_hQiGq&cL zW1igac3I**b{<_`cAYMC$8rr`Pj z2SQ5xyVlIC`R)1ZwF9D^0@Qv0Uk(dH?->DDFM@2W6h2y?rcKO%9Cs z;yjPN1nM!oZFm9Dr<>t_p~jF+>Y%)m{``3fty7AC1|$KnlHp8y9LTWXJ27uRV%ieP z+72ZTxEqOA9Aq^lAW~0(%?g;E(CSxd%hElC+?S}SgJ<7)TG|%Sj|~go?j_jN%0Nlv zBAYx>;=RFN8cEEx?+`r-KvRWo+4$lTQ#2FszuGAg2T=A(cUt<|-XTuTrkD$p<&m$|UH@oFR7(^pM(_9~QUy1twA0`aMlAcOO z3oL3x8%$E}!{z~&RWmqlaz3DLe1B%#v;BVheea>CY9uF;n8=O0YI+#V)iRgAlj@9A zTs$*AQhBMMx&Dc`XsT-VDLTPD@j`V?9hWRZpFVS(PA!~`sd<|u;-{C% za_#o%n!3B_<#gU2cLbzxt*D9y_YP}aWsa!+@`}l>oEtLUx<8g?RGLVHDH!YO^4Xm9 zlB0$S$cB9-^Ol9pOM>1EHC6mA7Z(dK&QhN~4!yi@-V80we>-SK1wgE8yu<4rC+K;a zGwQStv)3T;(D(8Zgc>dz0tKD`4Bb8aw&ejuBReZ&3JIl*$}z>7^SZH{gXHZ=TckWZ z%O*CsdpiRJsh)~0j``hZOOf}~^OL?m!v?1v)~_Y!=xy96DA3AKO3IAC&Bk4uX!{nLwA1<^NMj^}TT%&1`eadA{{9brR?jbK7DQ;Agd|Y|qqEzcu z$q72zxU5}_rH0eA?5ml@s|SblhBoYovcK(3@7AAYsS>3_$UP+Y|FFQSerkAs?jH2A zpABP1bO!U*K87m_I@>un;-NBA2yz$Duqy1Z{&r24W^h}`n~01q_qA(*dZuEdt!WRL z5V6nz&9;##DPU>i-%|Tg(4tR3=K2GJNTpmgs8)qTW7>{hVVNQHZwWQQ@QR(SEy-!q zzR~?k0Z_gn`w|^4xATQ1imdSvq&o{)A@Db$8B!L=nV`%BjwtBPiA?>llL~MXqZI5GjJ;Kg&NOOpsbV3_vN+`Yj8mlA;cmMh+3D0EH95#wv3go z2tv1E^KZp4s;Q}uK(lmpDB2n>rdsr@4$fT}_#~Rl9e?zkyTlpkF>?(qZBoC$>I~jX zdFd(0*oLiNM@4?;XdbU|*#-IeX*~v7z-1sEBDQi-Q&V=naDzaIJc<>1eut;1u=wuN z@*_e9L+NinluFQ1P&LYTn#37GW< zZ+E0*ue+=JXP;LO3<~-Z>3(?7X5w^M824z!y0J`)`@%)*Z)*wD@*ZosoE6@Wa&cqy z!1`Qm`faninIq%zLonK7{{lauCV78L>sk4T0}aJRPpp!ggkJe#AO6AEIoG8lNOlkN zykA@|1~U0CZx0I$mM*(0VgCu>b`&3ZQ^E(|-QOo_*rRR>c)Td;CMdkbhzle`+rX=oB-Y-xsEk9McCu=vmRNp(g@;XUFflci2Au%P zGEn^+j3rUaQiZVcl6wcd{}(eWp3vsG!)HNbx+oz5wzMaE#T~D32_+Y=o;2TCBDuNv36}j-0LGAC6BbOJn*>v=~G4ZlDLPsgnw&isVr{e+sktrDQsmO zww}LYEp#+FqRNkxo!@KA|LtvZ&XqRqdZL)ZU6f?g!ep3VYGDavYe`?1rjGu($E?1S z&{TKtz-EKmZR<~1O${T?OZ@JWv=byyfH-%a_7OCHlL(xmn8bLd9uqWw3`3*=-UwMx z5lA3$nCywlcAZYQ+ue_soEEicqC#RHF>_~HCk<}86}n&A{N|#j*7ugN##}x{xMQ}zOUPd> ziF}~zT{wEq^YB_&SYEM>gEQq7nA#3uY4#Ri^C8*4B$;U=qcsQJ=E4JF@FSw1PwS7Dz;}r!oxEmkcAS=(Go4)MJIK_ z=dPFK;2l?CBn#HRjg3T`QWXI0L(4nHvpoyuJOIZ^bi{(=#&p=C9QNDV<^m=h3UYwU zzYqM>ILt795V}fYxJrleA@z@MY5&trC7b~Z1$teefP0X40ad2@!sEk3m^Xp~rW|jL z>eTDd?xqjv>8$XQ%V+$nl5KARZ53|nJ3#n<2ur`MgyxlutlJozTQEHXPL(?c)LOG(1BvKvMpKtaF2mMo55u|Yj(XKp^}VSTc5Yo4y{w7tEE z0M3!e21l_Xl)JicwP%Idc!o~B1h>s9E}8rQ61>fk9b233%Vi&>{QOQF?ZWL~ht>)> zmlDpAKub%ioh?g7du+$&mL9OeH2TT!OY-hrh~Y#4Gp+agWlR|jC@R(KgQ{#whrFbC zuU8&9j3flpmFhI?mt~=YVKeRDRWDjfhYR?g2l1VAWA}gZfSfV%?)@Xjj-(!wx8-H#o;%5!D*F2uANPr)%cb8~vtz8Dq7Wt~C55corN-ZFQygA-6hl`+^gxNz z7_JtDLhM64r)~5H`upBuMJ#J{?~v1Ybn;9zG;jWFSOEG;(p-xq>gAjz56Vv6%gv12`(VgUqmPi)|;S3(X4v{;v=Ty~P!!-<<-o55Bh zQ@f{m5?!x!aG&+@rX(y)#4$L|+fpD3g2qN(aki)mdzWvWS;pbyCHFQR!w^Occ?+vQ zFACdY^}SAfx3IZWXN+N}%k{n!zLFvlf>mU0OIX2+4~?N`I%YyPN@w3=xymOijbit3 zMy?Z4Wd1LByu3#7)%%tDLtJt56G0Y=#^{x3+wt=(yFFGk6C!wvi9H&o$(R_1XseyZ z_2Ud4Qye;&)Lg6MWXz&L34{Z#ZOLyTt{aH)&7$q`*8w);Z<(!|mvJ=qc-8=;_?neV zloB3CdnogbP`=sa`}_R2Is^zF^G= z&6;S}LgrE*b(1d5#3v+V<>dhw+F#qc!Vlt5m&g0|9fFuA zy1E_N`L*$$kouT;thcbMK6_?2WL0*y#ZheDl>_qj7 z3emT4VVI`46ApK>^7AumYm>2I;?}J^|1aNTf(0_6@878aG`T8xS)7vojO{u z(_luyeI1EiHn2RTXm?vuOOACET=~qomW2MSG?!y%zXHr?S`d;y|A{5y?yVe;yK9{d58qwT8-~k z-fpMbWF4^FG)0AbF72RMB9d)TF>o{hxg7R?S=Lh}J%B&j11r z>({QmdfvNs4x!^UZC1UzZgj9lsl@-)i=U@*QRMV#+49NmD%{f82hzxaWJ2>i&ueFd zOL8`0b3!@is;NIiW^z;@wJ82N}UVFxy%rxksro?C1_|!W=s^yNX{xqBdj+ z%raq;X16n$yieg49R*@KC6Y@^rA+j;Nle&UczHz=lbjPfDV37zuu3C!SVCozxXqey z0k`JBR=A=WWz8_Vb{8Hcf*=y=yn5Y@~Y4W!6?J~l5M+UFmqLJN+ z7JiXGK1i4S3ipb`ytazDO4AlJ?@VN<6BUNsQU zEY*=k-&xlK{0?dsE{PXVoB)eFqck1q^=YGcHV_YUGztuBh9@I!PM{8#Y|N~zruP@} znSZbGR<9m`g2#B2y57LgJKDn5)oW73fzuJ^9fEHClUo*jH#;S9mWpC?*Tcl-zgRL( zrp|z-j13hY9sfbjyU3C#*OyXvK;UBeD13fD*dlszB?jFgtRsAVR&*yZv)IXhN(KdsgTaJcT?v`cQ0bnb>(L?0 zqC3u`+vi$d7(VXwT=R=zdHWG|+00CoW$hlgZR1+rC*n{=E2b&BUb4n<`fXD`k9xOd zlDi=oamhq{4W z)yl0A(-{7DkI3UBylhUdw+?s)JmvVwm3AdRq<|%(>vE#|Gp9s*sx*IGf=cPIB|^`A zN0P+Eds8GKe8@MKZQs#|Vt7LWPKK@b?Q#YN=jEtNK5?9ui@s_2V^`*tlhZekMw$Vw z8C0B|ARMHNg&WJNs;akb@Uy@BC}vwSnXpkYqv@YMMFs`QQrwxsJy1KkTflBTTW-{8 zuz1VEA{!S|AGROQ?C9D%~Y;^pSGWtY(xl3tQ2c9y{r`4T^wu3>i;jakq!W zj^k~UNNlb5`LAEslFY`84q_e0Mo>bLE!N526IYk<8`@Mfd(5_8`)OQzTbG*G>XBqS zej@{j!#jS*SqH|H#Fo`nKVV3|HBKdI6#n+s#c#9>iEO%OK7H~B$g-*Cq!K$OT|4tq1nPWg5G49>9{YI&@a(N_C_4}Mhp(G zNAgCEI1eRkbk@90Ias_dCO#-SHO^A8`lbytYI_dGyx$@fMd>h(w2~gzQ`(d2!+L7@ zug@+o>fLjdSyB8szh0mk6W)PO#sw5!`)w)jASZp)yO!`m0-c`YBGQ&HbK7Z(;;?jq z@>$m})ta4Q*_8_QbR}jgR(Bm~^^4Q#TfVe2Vk~dRn-cP-J5hMQz>C7ox2}=6t4lD9IoS{T{zqh|QB%>Kpj3u>(1>%2)J zYHqk)P}t3>rF~dFR_l;!lJ-uRYN%j$BsBAu_XOFQ{DiyC&h*K`yIS%JTr?YaX9DU~fL({DLfn(#`yLLn*OhMb7<&tr|a&IWE;8RKN`R0PG z?1iP3)k?c!X91-AR!*uhZ+30pvFzcPIyxR3op#+Fy_OovZR=m0rzTHQ^zXPZxlf`Q zBn|~;JPz2@J6&GZG++PcAiXvheC`e4VsP{hj4d(ssR2x_q-48hE(IEAwzT7)>{`tZ zn5Hy3>Z(3trKZ<;+YMppfJJ`IFUO?E*9#-u%dK@h)*AmFu{QqjCGEzndzC}TS4a%| zHWwc6UpxN%ZyIo2pOcYsiNSqSCJ~=j^zx-fE3cR9iP=P)5#Fu2p59|wj^|Da1gkN$ zF?y%IA4iELbasZFmE^r^H*u@-V(!2gze!|R-X+zja808sY5buDTlf&Nej7#QLzYtg z{)M^EnT61Y%J+^ds=$=?7kbUYKBr65Q75mywAPa` zm>?PGq`&*jn2|fTrbN@K?Q^atD{JE=UvqsuEeN_9>TJ9`G4FS*6b^6|;xDairt*c+ z_fGm@M%~_MuZTJST9OOO9x!gM-<^&t%iq>h9M0 zcf!U82{>BHJ8l<;K>to|_vro8s;EbKmiMZS(5*n9b*^A@8#XTcZ|VzJ4+8Zpb=hvblU7c5r4UqfdCs>P#c%1YC7IC+D7B?05uMk+wNph~MYddbohu2j!%Q%Zx(;3?CgUEp z`61DtG=aSvFc_B)ZKx6Z8yx47b-Xq_CrEPBJ;BbwfPl-Plr$*zO zXm)Y zlK*@;kv8<=hwB89@j}GLuk4kc`u?us<~VzJ1^`>SN$N2pA&- zriF>d4xVqMqNXZrjD9Lqj<_n#Y{#abqtX64AiVM2!y7y|r}r(G=x<4yO|7oUUl#T| zq-1JwRG0ig(X%}rV>JWHOjq z?WovIbSLdM$*$R5IE=B~4SY7d6H`~!Xw>D=Nf^-8ao=b;*h}8X%42w>e6LX|E;G3E z@FIVnMBGt|+`3Zk49gNOQ^MvBiTr@Mdg+)obFK4>JMkI(R`azBo{(`K9EW4ZuD<~L zGx*X+`V%qwuavg;=5S2S7Ws%qrYfe&I-}DSU?=W6GvK{(;J`~cAj3plgCqdO6eHGIignUR`xdR{6lx}(ufw-R}SBFU93 z8oT!EIQx^x6zPZR%2Xv|YhIW7!{nL@9~;Y)oHkV6e6Cx2=H?JSV|hhXK-z!uW+TSTdE)Ni zvX_69`Ns`e|9^D7byS=Ewk_OJpp@e7#oFTT)?%elpjdza!QEYo6?Z5u#hn15I0PvU z#XYz~fD{d0C|};Q_xbL*_wG9ejQo*6GV-ivt~uvg>$m;@yf#0{uIW(cIn6vUQ&R15 z>dL6g-%=$2mmhythpbFmWl<9SLVw*~QYopUJs0?W_Y)?n<`|AUITxQ6wCwKXWuo`S zqU70x{MnPwmsJeXi%1DQeSH>gBV@$={ZoyIlXlCov(YBAr16VyuZ;XvVY6kq=F}KI z79o!Ov#98mXIX&AdliPg3=|Ig&h12RTlIJFj+Ol4ov2;bwOrxz0+v2A1YO(g+S&)j zUrTVee8E2(V?oOzP4Zr!#rym15)M5;>8SDK=ot3;S05!OiaI)?3VZmpRE$O_@2rOL z9^U=Ee>eJc+1;Z#F;6F@y15PFovWar!;f+M+TZr$vxO!_zBySF>2=ZODx3r5q~QBT z1#fr~uV!b6$dq(|A@AFJa|x?lPo|kBN#jPdYtfbcYnqex=|_d6qR&~Q6>sme{I4X~ z{^+tDwT&asv30~d+sZ;dGKUv9c^jlT=(~G0YZ$Ctzl?sH*BSHJ`IiJ{a5nVSq3n3+ zk(}y4Fhkt{CaZquL{4k)g8knh&7D(lT?$K=p*{#>d!W{3DrOveHn+?19VD7Y*VJ_A5Gh);&_xJ z19hBqfe5o)-#{*f-|d3WKQE&J)YV8ViXby;#^QLt8WgSgRF(w%%b=$>6VH*liKd%Hg7Otwz%ycL7Kh=0AI`<%>^Yi(ij^oCC>zDF# z7t&EbpF|g`X-s=rg%Si$PanojH44^&McN=(3@ogNfh$>-7rp_Yg#4Na=ew9sSH_3) zs5PYbSM7hVwynY4DV&~0aO6&s>RTVHD-J5^bPbSb`-EHVe%G~wbif%VNSIt@hL!aI z^e0#D?Mde~n%BxDHJ8+56GNNokj|w=`oE~&uhQ|fqC*Oh=J-~rwwAn_Mn;59o18#u zgH8R9+A#UJ>ig|R{0f$FtI9i*-y$e%R;H47`3rS2_5hIs)L9}GG9~K5?+#rJ22Ip8 zsd1}wIDm@-=S`~G4PIwUD;O!Hd%RF^EN?GcIXm}&2Pl-FJX&T}ElPnA^=)ql6VSyY zO!S0gu#`8y5_so^Jm1e!GVJS`)Ut>5Uk-i1urf%GwfNIh3*Lg_$zYvt^S*mf{2CMS z-dJ2H?Z}+A2D*g6rc+AfCqd_2zQS;1nADOEnC)r+X{5y=eEM)`<<(Ey4GC{XT%*Fb zDyjQ85n0g?uy?oH-=!9Rni<(S;X#jDhsV3L?TuD0s3U=(J35*?%c98UY3Hq2bQ$Hy zn^a!KEHcU&W;4-pY!dPv!i0U20kek7V!}!4gnL1nK~yZp9Nm~!BCh@-FwLUmndCwO z-Gq~U?Qc3vm++#rvW^=LVmjkvs8`YxBR{AMs7gyH1U+-<=5o!aV|lL zIc)8>k-KAlQ`6FXW?Le3xrJ&e0DSG`tW?i(x26K2xAD>lc$9fy|F`RD7u%aX8o%m9R^H(h2t3 z<9y9+s%8X;F0ca<>dt7<49XMIfx%BZv1p=`I(sLW92P~IVyLIo0fOwuavr!aPl+ECIh$%&rSqA}a^-YMcLd$$o~Q`d)IWK$2HZf^hd^#3Q){>fE0u@F|X;eD#L zTR%$9)fae+CNID6y*Zh1+6W07$!uEuXn73fRLNOwZ_W>TDuZ2mL!ohc3@7MuM>hjajCmB{SO|I z2{%qHCGYgU9yw4o-&ZU_VNF)7U{+#kiJZG+k`hy<44%C1% zj8`SEOza$Vn`9Ytx{(qB@@HnbZY%w$#D#?c0Q|}zlX*W}7iAkDY4$ebIm3M`ovn`Z z{vED7haf?R4k-YmlZ9?PMvXM({rxa$H|8?8k$Y1u?Rvq%7rI;m3NR*`fILGAj(>9v zcMlx9v*7pM=6Zrr6M?-rUPY|Y+r?h5M`&(Dfn6Ud#wyPw;NA4fOVeRlSF?s*mzGKz zB!CDT8NY45+EIX9Lbg}MfUus@E&49~eD$S&&BNnqgz1-_hJD52kIQ&z7Iy*u43Sh~ zF0y4j-0`JY0-Os^h*lzGA{*zUR5Qt<+{5R`nMd@*b)j`}sX3At#eCjaI4ULWB6(A! zC9zXYHckD=ynx4R??CBiuek1leT*7-yljZw z(uG_eKb>e80f+kt0l!-oS(?gg3aaQ6A|acY$42ruf&8g~%J=HNSOXhgy7&+ln*NamLL0gV`1=3#%a(5lekfqC;ZQeq9e%vD{RgF}AhJ&80}8UF#f3rQ^{3 zKZ2zcp4(S;yP%GTgEDW@E~FxbTnSl8}D(W$(MyRxMI;z5+KC|UccXHleijCSV87_dEXY@`qi0Z4E}E7 zL?xYC`-rW33D2yIiTLkxMOfWdMgqvS9?Z3jw#YpQUDlra*>HB)j)MCD3_!q(gT1Y; z*QSxO3uiz#=ZMkmdk@nhVW^9jg1J3-TcKTB6Cm^mVtCr?Lhpu&_|kgscgHv!9jz9J zg*vSf#z1{>C%?{&^I#D(Fnc-2a8WzUJ9bQ)tl-i^If;Y@O02SYZd(TQ9=G5Y+n~vZ zNF7!6>e?d+QC?eVR%tH003&e#0yhzNyt)pG$CqDMGrmA@v%gpSBSiAKV-mnshlgCL z-GP3kg^fjbZEmE{lZlb2M=+9!#rmjz*B1wzs!CBkSn{>%6`*@v5AA&+kQ>b?G@4@Or0e_BhWurb*v^?z5K)2I6sc%|^GwX{J zsq?(UB+Fvq3!tWf-d8oa&}-#Ve0M?sOtCcf=2Nu_!l{kIFzxVTwZCa1pun~>M{`Vs*zAnAk8dD z(ZPo=E1M9;ZJjqIY}jDNNCm&^(&sI?F|@N!ggB{ZTnH)o3BLN1yU1PJVT#9}2wh3w zv&ZIXqo?h*g^|iL(D6p@>%D@T{Uq!P+Am{6C0X+#SEMOn66MQ57Ziat4UdOh4y5I15oYVZ63Hm>U?e$1?S8|qGm%_(t}-!i!m?CH-?DN1*^8(- zjK&3e81|+We5J+CrH(#X@^lVS!I=~{YAtlyzw*!~6zgqtmBi;J34Eqw?-YA;cx<%n zVuMiqHoRbNA1Fl&lYO!F?0idoD?GgPYXPD>I-06ewQkSx5!&hzfbosTK_e4~b*7X* zkuekHMwnY492ZoJD>CLhMMs6YhvMvK8W#3KNZmrs0cWsV8y937-45Y&HI!54{Ose6 z80I`wUFQ5!_TOM=AKZtOOp-M1=mW@~E#qIP=l{^1oZ}TC)K!G|C2of82VmMfolQyV0E@Y_+vt zY)VK0p}|aEYgyF_Frows-S`-b#bQn)V^+=~cw|ngb5E`&aC%|*H-^z^pT3*!!a`4Q zDH)ki-U6m%a}VVp~}j_26|PXv{W?QG*c+|Sr*YO@g*|b&GuK42RRjV zypM1$wz9gfiIz%F9N1JBC$Hjwa(-{TZJ1taH{`Qn7um8=0M$o_hBZtHX-BTMqi{hA znxQ8f?ikTSgtB45RI}G|H~!IwY$#Wvj+SG2z*Ay6O=aK;(Q=seK@KqKfva-4Z32Sz zdxDY!SWMVfXPX z4~&<;>4iik-o*NiL(TgSFJoczIt+e{_y@wrT={zn>YQ4^XhJk5f`?w@GYV)pfzmwic%9nz zRfM%jd{E!|TI=t)nsG;>p@Tnn(Os=v4#El-7(b62f{9wvePLrBt5SunYF`kmcZ~K% z>GiL|XhnueF$P^wT2#`87**u4RMu-F`uh-zk}Bm{N(L|on( zW{T(KjLv1tcuJ_V9YQj0c%+~BJ^y*4eL^iLnV|+6)H zfxGDosUD^q0kHYX+4)K%Q=`sKEv=Vq;LY#q>ed^)M>_BUGF@X?$Q<=g_7R>t}3;Tj;l zq0lAlH+VIcNW!^3CMx+ek?>LruV+{DWS5}IzrAS7O=qW(`(m{pLtUn@nAnvTY~5+& zXmbR-E+%KEWX%+W^SJDGkQVF&;NjDAqVQBQp7yH9!)epdLiFIAS2{QwB3w;y)3(2Y z4ui7ZbkIYhsQu0vVUc-H1LbA%Akaup-TPk|)>$8zou6mfP(K09p>!npRNhJja1Z?< z{b2H1K@EW)bOLFlHPQuy%5a$Gvk9@z^fWlw!(MaS-o$Ux=oEgh9z29SZ?bQOHue>gMSeEhAC*{A|91v8?pYBk!y|d(dxl60{qDSJVi5^W<8%*<`)< z@{&Tt&}Z(-j>sQSfLX&^^ZDJMK2`Vt2RvI?;=Q`uJm^>?{wJ`@)OJ5BeCQy8z?@uiCI8#7%WdiO8!e0*Ni=eJyocwfs zQW|l8C;h)^=l=rD?-F4?>cf04AGA`EhIPH^+)McWF##cu?ft)ePri{#f6z&HnTvXU zhAP~;J$|b9`P+fop=ZN1cwC1|tf2LjfL8!}I}F8uI6;!;_7Q3SsI^t==wZj?LD$1h z@u_6xvuOonW`{H7$+%N~BYSrxtz`TCPYjYhc}gSwUpGriZ|1Z$vdMd0SGuIB_CFQE zN~p1|z3Ctbac8FR_-*KH8Yw>%N&{eVe>213Xln+v6aS>sRPQX$AM-tnFj_{%g@K7Z z2F1EmeWY_=EwlSEaH9bW0R6r0k{qysvz7Pd=b-p-h{-;c3#=cTCLU$7E(kR_B#-KL zs#T-fQ1_nQ2x^D0fM91uULb%xU`49YSJqYjHGt4NH>q0qw|J%?i9ACpuL~$$j!l-M zu&9D92w#N#uaBXw8!W*}JM@(o=V{o9K}1O%cxbQ-GVnK)d;PNV8=nJT+R;m!+z6^! z`8NhYhSQ;n2hJI^tigVo(nt$G0VX&{&H?C8 zc{`!JEAraz`ijHvGkNBGb*j?61lf<|a3I=ZcJ#|*9) zVwCg55>HMfQ2F4a7+zMPnvS;Iz!fMNf_N#!z650*k4Yqt`vFTi`(4*h;jXfqToTuQ zyGXQlXaC}pzSuv;4@$k~qix%vWD!?BJ>Ba>)y++H^^DKzhByiNh8!JJlLe96+cEEa zrm$+urER3MITi4G8|7ld7VH*VdnmMmk?g`o-7AZIh^VVZwXiQKANe;u_(MNnD;3}2{lRJ(3bF0q}Yg1 zgdkYf%XYZIk5@uuZBh`$G*Bts*fN2YE^ zW7G+H*K@6I+zLi@{>2OrA{P>dQr`dJ*0CRt@5dD;{kpplK;kn{^C#y8s(?aoxi42J z2HhI07{nnZjNJ2?isZi7vzIyzJuRvxm1Z-u+Mbc^7Ix6PD0V=V#>{}s({Df(Bx&0T zHOzEHJak1U5749}jAXYzl2Y%)PkNojCE+(_=nw5$hz-_e%sA!9I(j~)N2l8_56_Vy zxC;4y_IcjY@lI-mMHfn-@()H~`q(~L162t^!hlYEolU{#J?&C>y)PP5?~ivvd`?rZ zy*GBRZ(!nX|Hz(g&%EJ`EDepcuw)n3NO=lvZ8?+_MiI%cCp^cfCH4DaGVe_|dYZOB z{8()v%ns;M^;??k6Gx_>jaz-nT>g>d!>*T6U;JXE_Fn}&kJuXavcmFjN$psvujRE! zN%O%04pUWbJilvRra4%F;??B`r##-w1NaLdRPtD9g3a|Uts!A?oC032_m#PJ13#q^ z&j_O685L)->T@MPud-6Gxw6rQMrfCtfq^tV*7GfOdPX25qJT~A+>|0Knz|)TWn_Q| zZK7`KnY7{tEEKn2dg2*559ix*rzLiCwi{DT-Go`sFQ7V^_W`r?4p-O~5IEr+svE|O z_N8Bt07(`oVU0x}HUbrUaYuq(y2%^TjRzVF5-EK?)%jOcQXtiEY8v6uW7)r6wG2Ga zd@e%551S_^Z14yc1?Uj&X_E%g!j7nsG&ID50)^p0SbM)*v#Tb-71-cHbl3s=ycL3_ zhVk#6nXd4)Q=tE`Q#)1=vBe~OT!%*&up@xBq89mlg80Imk69!0_rv$$n?`?P z8`Q$g3?bI#QufRq7YPG;M>$lju!4gvA6oo%IymDbc4AHcukvm@io_y$HpF6m@q}q_ z8ap2@r-SvnS}&SATaT?X(K`Az8Z)Ij9~bvv7d17#GUl zZnNy@_lY=K95kUA7^Uk#2q{wnP%!rM7aZmKEJx&RPtrDT zcq*xS(yKD2L`JhkbLE)$T$0^V6^q(eF%kuk=rM&^=X1lEe@yOXDWl;kd@1Vq&>7JWYz1sXi2r;>MO!aqnkSjzxNKLFA+i~z&shkT6C=mT%8iGCh; zi7r&q1*qzaf2t~Z;T%IY?5g{#vkcza0^vN2k*AfqkC@XjmL3nKPwO>=}CQmAJ%D_r7LeujrBU?`(J~u zO`qw~)Hol!JQx6@chY}q4OvvT`d$myj<7Q5hI&9Wg3(X+MEJK6q+YcBu?Ja|@JCoj zYkWZ9IpPGD3^Nqmtnh7SP$miMD{hCK4vZ1+^P>b&>px?E z;xbq5y-8uYt~}Qr7hL#1@17=f{v|vaGaA6ZT8LL<0{a)ht}tkqJy^I$i>l~V6+TB_ z$tA_-GP8?A50pxV5+b{Vln;B>)}^d9F+#4BdfCBT)iFnr=@6M z1^w~Co45arW!rXyLPx*fvJpU$r4%qq4@S(UkYdXGh&b|Q$!*iSfE3ttyn_y$MiVu8 zfS@yPaK})^lSL&r9ekvY0IJlFah7PT3ncWgkjJTEDXE(DqWB;{3e)^S8zCnahw!!r zze3{lkh?tN9i9~YnN|gdMSGw%S5fwj-l@t2p^osa$3z~BI0_{%YWfz%Fc27qeCcAy z0uxMme3{OCzf#Wv{8V}lw@(D?{j z%zVT20RVz%dNWk9H=@W}T5`cK-Nuo|eShbe6c!x0Mst0VCASe|&_(xcJYz8feo7S% zA&Q{@GEku#Zdl@0szsoEq5ov2=UFo%N-*CWa7m7v&5q@S_4i9Kan+|tqR|AbJpuRr z8Zo2RYZcwWmS+DNJya`r;b6ijYdOKO1hs)zUUG9&pJ3_}W6xoCBrGv5OrdAX?$M%2fQ@`8L>4usTVCCQ$3Wk90~> zupeXA$vEy{38rAUo7rrEu#%+LsO>j`Z>V;%dPig=!~$d2;Lhz)NeJ}+7ia$mbxU$W z$Ed}6f|8QUu@&2`*Y9N2NpS!csF-_6rSG$`>y@dd-+i+*{M0V)ukrO!o#V#si2luy z?1Wq2xTc6D%t0+I_<1qk8wW|nb4JXtGZxg(En&!2E{V-d;WF~01;$~>cc2- z8uus?F@;y79K~0oP8+?i8~MvToF$^u%=6minhtj|2pokxMK6 zS|q#bM!*3S7!JSOLVY~8;K%|LgS6*~81F>EHo4y>kO12`fcmFD3(iZ9!4X4oVKL#@Y`oR+&F$8B^S};m@)hms zxKGZG&+8bS#mX7JlU9UaIWm=BFNt%Jzjc2fV#E%_rCIoTbTvPZySm)UXbj;OpnjmK zvSU%MVR!uTq6^nxtQAf!lMm5=36lUNCz#sxAg9z~)ov5S(d)lr75U5(c~!FM3zt15 z>|xTxsGOi`kg$n~WC;B^!07CSK(#5_pzb$+E(x@^Q2FVL^_NekOXYn(V~;e21hBP0 zRD8X%QY;cbTKHK(O4T*KDae~h?aK4A#k}OzO6=g4-P9)xnDxG)dZA7lh?Euy+%zjl zrv4)DyNpfyn_%kl>GnW`(rCJ$QIjrqBk5IbA?U-?|#(H-qJQdYwLb&Wg2?7o8F@YDWAX)d3L2#dxy}=4D z_Cm18JNCQV-l4d|OQxbCX!u+7+V?4RMmnfs2ueBBwY27N>xtVO?iaMOcef$a3FiQ| zBQdD|l}0)m#y%-f(%b}woA{bzXu~`nG7L8d7lThAB%*~TEaqW?0kQ?E=$G!2emXz4 zp(3T9sQ4p8$bf`gZ~SUG?_DGlG74(mJdrWloctAKJq~3D7%eo~Q;&Go^;DKd=QsU$ z$2EbhWAu2%tD!zgD2-kdQR%%Xv`JN^_gPTFh=nh_itPq+=u9eOEY5|>?x?>z8x1eD zG|T;CIN0ln7Nm=%C7;i3`%0&3w*{zEQ3~F-U6%?o8_StFb;(c2=oE65U;iN)ig(nB zwg>4Ka-gYba9ssz}GqpS~-&4dbi?!A~!441><7Kv+hBS(Xswc@f)4hMEq_ zdU2STPIYL%z11+xYx{~%1~K;07sllTNjw~v&8Cs_)fJ|o^h?8a@r^wt34D;{A@FKV zVmJu_LEf+Un)!Y@);|LNVf?j}p7dIO&D@NdItw#|*KjTlxH98N^~E?VSC)S?yP&|P z^gHhYY6%NR__Hwzd$YwldyZm_R5H}m3md!LSk(&uI?+g6#ydy3oe{m_y6%XgtpNAK z^6Xni!@f9g3qZiup9c@X0RlV&Iuk3-A#AY8&93t13WBEvTO)1Lr#7XEQ)2V-cJ~); zRFzfvf0}C~n-S04Kg0|!i0}>F70?Oc<8O!&vBuhKg`pOJ8IV+jAK`1$!_D7h{c4TJR?OGB_TNl^0J@L!V^nR9xhPaNfWU8EvJP7SgRmdJ(-D9Bi+ z>WHX@MVs`8k(pm*NkLCY;}NkGq7D0 z7*gcO@fld6G)AVIMP6mT`ph0{tx(Db&3UQA<0|?K0mjIPwzaV2$;$;6PYF%yBolda zg@8Q5p>|b=C*5w$kos&kZb)L$sDueC3u5pk_L-ff^`HgOs`@bVEH^=eUYT62s8oqu z=C{CBJM{E6V$PZmRZp69ImlxAO>6(x!w5iDNAT-`4_TIj<8o6js-3InSB0qKLVNr+ zymX<}F@v8UDRDC!;8{g!ay_nY4D{oO>9LT$$cnSOaeBOq@ZLcDX?e8s^*O$w{5xXg zmy__=CHdPxScW|sXx{|1RS0#7O-cfvY_b97-!=C{-dbY4=a0?I02XhxUd&hGc+P$6 zET)w&#wuiy{=$WbxYOmI?7d!X4~c4($IH#yIw;!yEh#d7yZCxsh5HA*i{jyu>bv%3 zt=$opzBaz={R)l-+nw!G*$$6zUxYWLEjxvy50r~}1!8(vBx2$ah%dOl3!MURG|4bk zTaje|?du+QfLD295d^_;&pPZ4`G@w0=mDP#iZ$N|yyPuI_A4XZZ3^nya-WGX>m?Uc zDkkk{h{zUO7IA!5XCLI97Q#5#QCu-FSG3tN>G!gM6SbgxAOE0sV@%sJ367LP(ed3Z zONK7Dn3UoQ7-uJ*e7|!v!N}!Ae?SSr$C4pFCMyriJz66vTJ~Z8c7tJ!GS=$J;%srd z+{&QzvSgiTVB#w;R#+I}2^%?LW!*^3zu>|2Y=(3#@3$4f|6pLpOAZ6Da-5O zVoo(BBR=cBUk|sI-$hi1BZzufxFY1p89PYr$n+d6sX3;l<@>ui#{NYo=?mHPq*Z_%Z8DnKhu>i25!H6CG5+sG}QiU$n{|7 zBizIR{_kD@4>OD(|69=gR|rC=*lr~jcvPK>clO2*K6eX>=%sJG3P{iQsGE_OR(NNN z5m!IVjtKlgrHpzR1r;TI?apbxpRfCgAF=GcOn5gD^$QqqR&TU3Xc$O*(g7zkcn!2} zK#Df=61%;`xxP}vAI)BiK2gW@qdJPLD8W?1E|lZ%m^3b!Ds7{h)Og*EOK_$k;EE|0~ymAidSTQSdUf2+ z7+*5IHj%&^puU#gC)QylxWI^Ws(@RRCjZIY=bXA=XnuCZcj>}p4GJ>T*)ifYo2<7% zBjy%O60*Y2q1=qd&(GRXVegMq&?brmD`JPC1`Ekd3<} z4RDe49MpDO{EeiF1DWim!iD03qEL=^&0F<|JyyLzm!YBkjCcn*yWEA;_@1#6Cz7`U zy^-2&D(utdnS}c;RZ}+M+gXTXF}zw;`|=eHmTRb%w$ zF{Cq1lxhs+)E*s&ZBq>8uvj34$*ok91+M$F`V{B+?P&TZkb;Ybp+1cFU_(dmkfUjGp?h)*}DiP!A7+?5?*`q>tcLg&8XZI9dOPfm#7FI! zPp zf6rl6YAGtrKau;)496WtL3?QBUYs}QzeBDfFip{#*314bEge}L zHB_m0^@L<1zca{%6Ih1Zr&)X$x3FQA;})OMc84fvYg4?{o540KWR}L_f4k&Gs#HO0 zvsox48c&>rr^t@(t(0oBJdQ*)gfQe?`$}t2rIi@7Y8NP6CFoBU>=DOj8HiEnUC4=KHq@lOH#9u2EbVeGNc6;&34H5V2 z>ECe;4A@61@!7v}{$C;J3YY>^^E6Hx*OJ!x9}$Sd;+!{T(Zy6KkB>}U9TTaAYv3Cd zin$W*!Q7H(L?`V>S+0Ll&qpGMUXl*scU*m0bM5t%Le5FjhzS1TmOK@{-(M9zWAa)b zGEN`KCTS={&#~lalwERB?jYjOX~9->>QMSzEkp5oR8XHoU>TJPsgAG|lq6sUZCmgp z7WUl+In=jgJHxTPgj?C-=q~tpxV9RrGG2GRL6Pu^YWsE@F5-735iyYqXaD@l90?9+ zs-iNUIb<-c&ddOzGn8X+39gql)A39%$HB{89qqGT3Qf2WV)cl8z*=ba%&4w>9yJqN zKjW7D9kew&i!<{Qx0IYp!vBK#GJ0a5AmBs9pSXsRX}|G`%-!!6!6eC!vB{y#V`?%R zt$0Cp7h$SnqngzuHfe-*D${tMeDs-}Q%UGu&t79x^OQ~rxpq+9l&G=KPkmGbC@nLC zRAtDZcRiFXKeBH~GpP34)xUF)ciN<-PR}q4#}#YSp1b*YjktL)tDEjA4!!_d7F%>| zZMShnrYfqq(R`o~S~khN;@mM&zxFGbjY-~Z9qIqQ@M#KoVle*sIHT;l#T!Cut6$Nx z;KdIc9|6N_<4pV6fqo{3w>?>KIXg0ah9j0z%KqKXXy)1?=3KrL&C-HK#oI6OGHfQh98qpekWY@~IY5k&uOU0|)?VfuD!71h2dL0I5vi2Z;bc%x(S3_IOEz=i%Gie_833+!W0gsiwH{boa&uE%5!B9IrLRoO^@o8g+^7VuZgTo3?x29FUro$g|CdF zm06MN+Bf-_+;ecp=2=))L=h$RT8-EHnA7Jq+9hRLV%GF{#r`HT4~-fR%cDP)K;veL z6+BwdV*K>fBj%kUbG zFsH0iYu&`)qpIJ6!45!(#~b7H%1R5v<|;y&)L)yX-&qu`;fm{MgX%1=%XQEsV6zln zp=Bf6@yJZ5QiaBSCUSy3QT%vDU}TuGeNq&Dvt@1#msogdSFkNN6Rl#Ztr(RYC}plL zIM#17HU8+&da&Huq@G0Z;l(EtIg0*~3Nr>Q19{Y-fvwM~3ZRV(v1$=9IbTs>>eRrL zWulx_Qew?1j!U*N9@E-66bJsKuFM~+^fdVd3#N`U%Z>_?OnuwB*?26oF~6dIxr|91;=9AA zfc0LN*}4{1bmE=4{%AQns9%Dw(^9v%<7${H{}mm@cI~r4pZkp$rF-ca+4{^Xnunx$ z2%%~d1Xx-K58qixQAFIX6Q=)iAELc~1fJHZ+yQhFRWOt8s`rn6iYHd7(wxV+_+gnJ z@jWQB{|(%dOhi=Ds@MYTbJN=Em)u)LeQX5^6h=%v!zE^lNF~{=0)A%Q5_qj5IL5;_Hv};|EI^8vd`pwrnI>i$&`9eK zv|_yP5rb=B#~2vKNQh?d73zLfjidKWWgN*T{SfL>C)0EXk?r@YxH0VXA1)#KnL|1c zOxxVSr%b_rYGC@t$qJ(uA+qb>XCmorwbZ)sIm?o{LI}p7qKKsIjpu`ns2?Vwoh5nn zk{A1T&t^9lMQUe%V_u3}6p(+?30HG5@S9-OoUuuhPTLEfYY)uI-0{w!uvx}7TT(YD z^(*;?4$+}OS4;|~|Ga4%no?||#2%kv7b+*lOGGZc(Q@Gdp!f}*23%Hr*+T&(5xm}K z#vV9L&iL0AR-kJ(mw2ecugMFVRqJJkNrv3ohu%ITR8nlefBKcZ0J-MdYG>hdY5E`a zh8PqaMA%jR?JtC?*=f0}qCzxRf^R%w#e*qgT=~2wioYFx{9VM`Hp$GY>}Ewccf;SQ zrBRuVY`R(#&8S?SFIKtLW<<P! zp`MYA50W2QGwm8gJsqh&D`NV#Q5;sxtONS54U#pquwTD^`eCg$vthe$#9k}%QymELg<1%60*dH7PZEf=xTW(dpyRq3ctw718k zE|Z?5TT&kJl+q416zvpF05(Kf7)~YAImlPVIMF4%A#7o`S(XAzye8&X02&2LRV1`JY*FBWs@SED4@FWj!zuZv&-6a zwOyVSt~|faIXF~(nzyIuw#$;;UMfCD-2SHDfey`Ob{CQRGU;BTYshrM-v@~5!#Qt1 zVE^>EWV^4!t^Gv*|Fm6VcELquRL)eo)=f`a0%r6&&w2>Q$2pt>0;0s5oXk%Oc&}(^ zwq>1KLyT^df9^Wv`9)PTg{-t#IEc#D=YQ*ZVlxO!-_5H??>MRUa_uekSb3b>rV*3u z54`W?K3ns3+)^;~BG$mNP5sKX&VK;NC;ZS*l%dx@I5v}#vsJUzR&{(-cQ8&((DXIx1XWTn{RX1q4T2Mdw;)ZR;IYdBlaPwyf5D$Wf-TQ7R?0ByI%gmi6=kIP_KaD)_dkhWWilLErZ;UF_z&jb7em(2aI)6*S^d#^Onf@ ze6T006H;wRoQ~f)&iNi$mlBm3=I40IL5z%19_6mPJ{9qAq$-l_u%|dSTQz>QgGk&@ ziA~{1F6JBAHHysB+4%wq(O?BqglOyx6XZ~_<~#)^edR#{5h(Md1VgOG_l;3o;hUDK zhjGm$cA|P<_^1_+)h#a>TEjO>rA%O-2}%6|_Eg0O`ts*=jkaN3ZmzePAZDc)Y|ETd z3qG>gA8ukqrF?;EsN?Fm;5NH*WfmGO8P~oQ=#C5w;>rEwYu8GOOl32(S{5<84&u!$ zNo_f)gFAzB*k&k3YZ2xp&0D{a%9ywOG6%3IgJobbFQlTWXClWGYc2mmouo)iioX-F zvD3J$r_>`NUCgR(I{sP7O){Co!m$FR&6}*FcRlNOhamle0N8eZ+W4a-StijeGQ~{$ z%RW`d$V+K`t6jX`2`)CwSK`1{6GL^#IQAQ?qk8tiMdNtc!%&pfZp7)Ue|} zXI{K@k8*FWY8J~1QjMCMl_n2KqlYW$D_T1E;7M!P!`lg$^LviA`MA?H*m_T10D_h7 z=5E_w5BY%OF~_w8SNc`Y@#QPt?ek_w{RtKQ`LjRxlH=*uokMx|tD5aR0r7vJH`4O!jzL#i!tfwV>`(h?WlqU@eAmIRb(y0-@mY;i<`nQbpH%$k)1Jwi(MSmX z>efttVo&kgV(`vHsD{ow-_Wd+l5ZVHREjs`gas1{zVL$W*XYD$42Nm&)hJVGgVL+* z!WTL{DbTZX42}J4dr1Y5!K04rv6XOF%?gy1QGtkz80<7A2*nJEU_Lq`O(V5tjTO-}9dL{Ljq! zW?-ISVFvc$ey;0R*L|;=7}Tg*%kW^8366Mlo3OEOI`+6GdOvRZ0pdIyqg5!Sm)FK; z!iXtL_-L4Em=~0)(GdSu;CRp-eLXb)qg7Iyf^?3+pt?LN3%B?(cXj^Lgberxqt@Ox ztZTi3rfPo>5RTaAp2hsV*%w4;RB@=W0-GROUR^FI0{vVc8nO z>m4{12g;&$LOaQC@O|rVonIhrrvJP4@5Yb-#cv7Hs;MNdCBbSzWMrTiUD>y}Y9ff<#YQhc=b!@M!qJvs@0*_HG} z-^cdRfqdFy@3vWsw%Gzek)B{hJ#=B};}fkXzS@9|Ol(+?l5HOqAN$uI zuG}0ofSAX`0zSvKM)b}49;2=U0*jC&7KO>rLSQ5F>7VwCxVC6M7`dT*)iDsTK`47} zA@S(4R&KlDcVe$EZ!n}BJxAz2t_zWT`&nEOqvda~zf>7C(8!<)XLm7i$q18;NmErh zUK?-~(x@_S$X20yVy7$cC9Oh5^!KYO{d=-m(00lP^gO~VXh;d6h{{PV<8MZpIlG9O zuE-A8?Q*RX3c4-LvN7)@!J!JrslnZsJ){YRXyS|A$8 zCn<#!Hb#z^n@!OKy5Cd1M;}Y|oC(`iRRF_lRFrcBN%F$h*+R=yHEUGU;4}x2oo04_ ztSUc_=*xy<-_16@GbgEZE8WDz3R$X5LdO;1^GQ}_IXoF)mje7AZ<9}o5HS_D{BM*! z>~*wc2k|-sI^iE=q0{~qV%f4UNuwa<{CYGZ0+Y)@d*8-mi;#?ELQ;xS#c>;l-n;y>h@kwkNu&ik;+3^4|M>aA5bpLabZ@v9| zf9}oK)9%FN+tIA)>W2-~b%dq2-Gj5lRqy@?5f}4Ol8o)UO2K^4!W915`Rh(_`q)a%;&0K@9^_@@uP3)CA+wLDIZ1Y74dWE zX^!=a+aj!sIJ%P_^FD^ZRZv+W9h+3e2kF}Dsw=ZaOQjdD0`OK5Q&(NSR3JVH6{vM(L6TlfwY2@!X9Sg6UEm5l+snqHU+ zpKyJDrK=`|=xdp4`%j{yUDv-PKH_+cYhwKPAeNV4X12+`LO*40U%Ad~6Yxd=2x49V zS`;yv3UC`omw><^=xTVP^8_XO(mp^5gSk~>XH?u+ro{Sajty@84jnRx zt&O5y(T!+OY`*FrykStqU!y-rh%}K=aZDU-b!saw>Yp;_{b0y_RG*Gl>fR)6W1(XK z(;_uqKwg-%%j`DFqj@q$jfgGlUx%MmZ4Xa3uZc|feT_a^L!_=4C%#A1XE|FRwyL4C zAQ`D;F8&d7S^N|V{+@-kneXu_fH6mig{}9=bUqQ2GFP2dxH>pK6@51d(D4Di=BYNO z-!hYvioZ+Fh(9f^H@+XTniJLh^tyAx-Ez`Zw_FFhJyM~mK2$bd1F>cg>qih6HCafE z@P6pK+4fU)0!^FxLeD4*J!6W`PN`~KE{pr_KTQ3#>p#=%jLX^LIkzn^E4A54^aE{ zX^7pd&>;Cy)0yun)jxDe?~8FQ3}D|EOuC$R>%!6V^%aP*J2}A9vtDvqBsOezr2|&< ztmhRf;JKaNzh3BNqV`LH`vDgVzOxWi_itdMY>T&6z?5Z9JYqc z*TwEKtVA_|a__xmNc=c0#el=TLt^i>)Ykd``;SgUZxJ1bVBi&MKfeQuJSDQ;C< z+T3!n>peylv1Pk)E4g8Ie!#X{5yejJ$lditEl-BKj&S0?S5yq$%ec%nEwGi)zPKLQ zYcM_&3D~vwbUB`&_r=LtiRvm8ax}ExC)o{LNU2%s5l;q;Kq6IM8LxQnL`-1&**f~cX$6+pv41r~dOOi*);(2;kyG~!xV2C`UU3N#;kLb9> zHG3z*wrT#dZ(H9^MDcO3#Y^7WnQxS`=J?`6ykgTlzh|7~`KPgV0EamW;a~dUvz{s|2E_ z$;hVH@q~0Yr9EoOd{ZQSBG9s`J$da>2n^Y$TWFqNqk#|i-X#5%mP>fEJUIo@CjU1M zIAz^>9e6n&n%K#Z>gw!a;NfiN26_#T8*`45B&C}pk6)Xieg-76h_rt!}YZ!7?FNn50u5DSxlDA%(WRFYnh?}s9} zUH*12sXiaPc@1@Y^U@i-p)m8&jx{3{_k6OrMl4Mz9>YDlU&D>jIutLCyHg8)+5K3& zp0ETfj`)B(IH&28q76~D;!4`s5q$=K?63? zGTkxcwxwFEtO?>bQpkij6|&%om3P-wGztaF8Q}O)FhnJ#SiG#9uzLxP2K(>H(^dHH z5^WLdDZ@B;r|mYQTnd%zaVFT#Crixl>W;v(LmM}|MGmh7@Y}r_a$F4^5k4t=-?(T3 zVu}$k;xB9WDyPp_@^HNe=Nh-k3?rF8vJLfXRD)3BHS!nk9ppt}eFcFJ-k<+1B2{Sg zszTRR#!T%Ng$5%6_T^A!+RXVh`S>8&P?~6yw&N9T&Y-s!drX6l>%XESx) zblLa0lAAjSqfYfCJx8w>k{7?Szu}{@3y|G@h5LaljYRrEV=ve_ISl^X)v6j*+FTbQ zpomMVD^o+yKKmA@6KX5S=C5^>%@qI$($r&=-Cs z@*$9bFEDVk^in)1l z44L@vEP&w(c-_+L@Up$b-*IuI`LLnf4~OBYK`M%NFMF--JB*sHbkecBEnhEK)pHlh zFkIl_QZ=U+Qha}DP#lo0U{pYAoP&W#OHWM7IQp&m;y6qR5A{%4)ItNaqt-7&nc`}z zz^4)0y?@o!uRT3d~D+B z3JYI~N{&pJgn(r;Ex%@eUuy(#ddGG@N~Y|!Qz)&1ik8dcgo03!fv}PeZF~mGB(uk%IQSp?;Ozl z)%zeq{AqQhuQZ5bS~Ns~kcl!$Vu&|K2o!G>D#4S~XjiPYrb(DVZ|3r}Ft#Y8VL;=*h|i)JugWmua0yM*QY)p=D@{t7Un4 zq`iPW*ew#4BO*MaZ1PcYchTK~m>8VlSUH-(d8ELCTC4abP{MUi-D0u0@k&brlnsZm z+C?jx4f|fjW0|r2{+;D=>#}y)$-2cp1auh%6Dky^JYg!93Ojwh#K+iYtah3t_Ql2R zdLp*1MnxiXu!mNkpO0t$3*fM3! zc;G|H14%{eriH|PGIirVPq=Y+_XNLDz|~R1<%MUW)krd29Nrc9@Y1pArdC;5g^x#I zB=c}?T(`_90k9}dpKE_96H|@BhVb*Y}?u*0jFmad@OQ8l)XO5k7yg%T{S*z zIoJy9=hgj>&Nn2fqzZZY>`^Yc;H@V0;3WiL3<}H$ln^j=v;P5igsR%<#%l6{`v{|l z<8uFNBe70`h`vS(Hvwv&vxD1R1oeiJT1$Vtz}tl;|C$BELN;^7?}}Ax+I9K}wlmc4 z2r>)`L{wX*V8!YZdA;+)+ncN2>Imd{h_9E$K0mehki*AI_tYbX{BO+~ztm+n@~sC= zO5$?qwcvb2ok(_V76x_5D0Un_DE{r@<)_pmM*!%5pQVi@*dph!ASQRydVIaBwd;LK z%>1=kUfHHBQIP}QP86(c!OUPC!DE~>8jr6phwp`bxm1&N)NIa#qDCR|3mU?7)yj1z z9;J%>-IjKBN^nzzr1IRS*aRB%Or6aa4+wYdj2ZBoJc?vouEpAt&ZkQNxu5iKC#R4s zA#cY;%Pj{W>GwXVi_NmLt+s%P$OuRRKrb`)sQjh0j_|U+rBGB9j6JWkHv6Jdg7(9= zyy!uNUjd|XqHkiKRA`)YLK(5-69%mQw%MGqXqTvT4Fx{nofL;fl590?+il)1ps5bM~4p|d0)E771zo|C3O>Qz@V z+&m^dF~kb>ztSp{oL!$t0~t?2q80hDJ)y0{c&u{D$g0jp{pF#^<=}U=N$=?Li)`EU z7te;&>8~H@Us5v$2Axu|X${7OW4UM-B;(0DgX6yMmQK>f zDPKf$bCcJecm+ZU$3OYPR{Nyxb<2Hp{I7pR62l3YdXe2n0hnL1k>Ko>U51|uWIp`! zcvvHXi&|%w+j{loh|wKD1(f(@Fm1Qi%dzLRx*-hX67B;3;!Z!d&7rvakP+CNj?Igu)!vDQ9Gl_lMTw`-A4A)o>MCMm=?EG`=b;A`IN8`%|`JxZPPttw%_*E2Ke-&Y}=zn-?x?x%>5cP$h&(>r& zH?F14eICtWUSg2svQ3`uIWp??QfJ#+CLuqIjEHRU;Vw88+RC4Uy+->R*}8JFH}bzG z{6ah+P97eK17T=#Fx5;qC(n_*kP@OCdd6s#9Bp)kBnzOKmy;Xx9Eb{XPg}XVxPSn; z9+CxJ-`+W+5akQQ4Hmdtw9^#_n$)Yi3rs*eI&JJ%8W9|ic>x=NA*!tmuA54Pq`!Qy zDpU9!i?kreXn-m)WK%0k^wlLq>F)UzRB=BLPAj0Nw;4{ig)snqG8QHfg(@f$w zFPfB%+`N$(4wRUPH0|UzRLxL~I`aPTBwLr^^T=oF#ah+_?lr)-C*3;B8GlYQ%=6Lj zYcb-l#>-dTZBn9wCM5lswEV+_U&Q??8PRf=R6NB58{+ zsencLNBlI`v@sT{NUO_9$(c9It^cCKwcT_e!`z~+QdKjL&@28d`oOoM1#W(_sB>Z8 zcwPCQ=44PyhH{2gKx=)ltF_;@Dcg2&m8=Yhl_&go`{c>yky^HR-_hMF^|)2t_95@2 zwyy2mL4t><+4yzsW^zKBucGsK_{Htm(JgV%kyjsl8c2`ArXI0+FSN6%*oC)Tnf{(GPeXqWpOj7MHRoN zfZNHe?G3XXJ>l+p4S=)x*H3RlF5pSrtx)}iMmNh&b(WCIGM14s zg*r>Gh{)c{@<2=84^E&*I0vU#+}lbCa9hKId{O~5s4<^0jyq3)$aTqnRPSP^OiLZ8 zt?$R#^=Jau=~*^2jzq2+aXF`CY*jLXQ!u%$t(Kjy`dgbD|2kPVKF~g#tk26q>tfzl zgg4k(W=B$IU#_Pnp8y(ZB6)qO>CfigbLkMU7^T>>RdN=%*OT7gK;U|p=(>52(IC@m zPF*?0DoGY=8Q20mAl+6@dn}qjRTbt01cjMka2Fe!`0?>GvFkNw+3TiRez6YuKoW7S z_EI|-Z)6hTGQkIb9F`8(*qNC1bc@ocwe$wc-|;5;Ea-kXYTyk^5SD6I#=EkV$ElbU za;riGf=xfJRK_>w)>Ug%$H3qth*fpGA_hfYkLN_Rz)_071`zn!8qIk3Q69LnN6ODLi{7%js!iag!my zkE5FITjj+qy-C~pW0BM1fjD~+NW)ET`oG}f3c&Kt-oh{qeWP$;FkqBbfZR88ZGj>{ z(|qgA6=s~44*}YGdWIwaHjsu&QYiHVfx|)oDnqM^@6dFp`}Y%@N*H#&zt2!VP!;=d z4}SIo^-=as)-r88LBN{n1NN6!$0y=nXB*j)D<%~;sSorq3oN#9rAHShwG>VDluZ98 z6!IYCHn{xN@9GJP-`4%JzpETTO5OWw(PUQK)nC-qB;f>dy?)Fmwi4(9ESInOVz5fAeaYbETk*tLY83KFiUe*)G5G zy9LhFT>tBo){5_o3cx>;qpvxLn#^k$AR*hgl@|{mEWAdD7HXCa)Iufjwdejq|H1rJwX@lm*)RqRV!fK2bXPtsAV7!0qu|K#t-VAMur_+! zW6`HrSXH99X&v`6Xgo^EX-0Tem0{e1##;p0K%~abgse={$A)MM=e)|li+Acn&tV>m*QXhrva{P~=-v}o*U@zIQ*fvp<|Oz6;4*u17$fm#qOHU)Tlk!t{L zkw(-`D=Ma>c(q|kk6Ot=vh_^96D8)cl=DZqYO?^*8vq^Z_RtLt`)@TzXB_2DR2_3_ zlqqC;KCT|?bWR-=# z#cRmY$Udk8n%r%^n*GEQ*po_`ob}-AZu}qG5BLLKXN#Vv01`S;YX7sh;C{ow&M6?| zaZ2C8z-Cg#{?=9{cXs2Xux;eNOAh6X1m}yMV?(@LwpWIl|DoFU!Oj*^X+rYB)b(}) zkkB6P1V%n)CR@T>?#i>g%7==-)AXukuLemzD6vX)1kuS2*<&L8u4Y~?d%58_w(P-< zkk0?$6D3(({z$g`TP^SPaer#$tL(;yM{Vbu6~}y%7s(IZa#yXn#8*O!WAP?)>e4G< z>bT_wZ^~t_d-TG>Eg?UjBwJbSYF~sbkgwVR#IXjCE_A@7LLO%xtq>Rmgg$GlOsijP z!3u53qi5N=FV+{?xn-~h&U$T%m)>~%QxoPkRn>NKUA9o;{i6M0vJW|hC5OCwM!i0} zUU)Uu>}Yc5^bmcisR5YEZ)EvmW1kQ6W*A2zfT*0Xnx=YYQerx|R=7u4p5^5a?VX}4 zc7b{Ja6G_7QU`0n0^UfYL^qJ<>vG{^t8`sY@Xd;psSOcy@j-ITD1H3;Xo^m}f04X(9 zPG-D*?M@*ff!5JK`pR?3h0Yi16Ar)YG1B>G=1{vsPU7~F{xruXS2}6MrT<1qxAQHp zo*|{1_7i~U0)hvsVe9QRP;Adq3$c$U#x(WotvNy#1ss+I2iv-sy!Ja@O8QO5E%+Z; z`~_9E@O=b1oN_DvAeZEz9dZ|gys0mO3RKHivorKWl4!G_1~;U0&C#4z-3DGxu=?$1 zdAcrMV#aN&L>Rm|xA zp{glgRfQ%z^hpq^BMZrE3>}h5A(TDcEZSZa75wSjhbD3Vcg3{4a31)2KrY$F3q8J?R0q{3u9Ilh(PugFW~ z&T{5w;{L2_kD%O>{h{rbj3)8AYi5I=59Q9~Pb#OycSqh6()#pq2t**`-VR3u3(osz9Rt-i^=jD_bd zQ=iyo0d-VYDkX^fkd%SYsQ5S-L9L80&Y+;I(M-t%5HeX&dS(82!hE|w6k!OFE5)@N zP7V3F#G*u~4ur1$X0y^OzNiEEUYfRn8V5Vr`tRin-%3+B zHE)+?23*wl4D^kr8@&ki5GQ_2TBAJ%F8Mn~Lz5A}ypPXp6#NWPI8(Q|_P|&DFaP*- z(fMi{!zY{*RGl@Poo!;av1v4}kWnzq#g30Ek^0K3XWF*Ry7ujE?Jh%m`-GL@AK!;h zHS;t_$nCzFCg+spYk2#xMy`~2wyi$E3u2VwTt1$Jv9ojHp-Mpa0@S`v{)0%9@bU1t z%LKOH8Q%MO!|!>Bb!jRV1r)V6HydT~hbta>rbk8AbB`Kg z+@G{=^RM4m92i#;oz`V~x*UX0zKhyQqq?#+6mkZsblu%{;F3JlIu_ zbZP)IT1Y|C#YxQ8T1>5Fy~*-fH-{Vt?A#?1~A-Z=5bGWOcn+}iF%n0S>2eRNUm1uwvL9u?bnMR)m4z1xiw_ltPu3#MG5j* zsnk}Z(u|1=K4Tnci_N8v|Ih+iXO}RF5-k7%Q(^NpK{4M!*n=xccZKoBN1(P zygy!Lx{7P}OUG&5^a!|*SaL}CG1iAln>HpRVIqP=^11pFAH&p2R58p~X;O~tmh zQ-LkG2#wdQX`P>AV^TKPJnDbV|7kzcP`vi>Ex)=@EJ`D4S++&`?p&4{oD1;bT>U;J z@tQr-`Hz4a)AL)wa}s^6=VPSmxJImyhRYD>g_!ddsv4EVKvR%m3gJSdD*=#Rd-P|Y z+7!`*7y1RK)dV6!oO{C!7I4gkk2% z8cD!>#n<*5DgZXGo-O-C_Zf=7fN`#qHeZL$as%>5n$C-0s^|J7a*6=ya^}45Y*6TN zjq@9c{c`Fw$Zz4?f}$7`mGd`(*jPWUgM`P zGpCIiw9c+gs+7pY6_c?oX0B6%!S+a6aSG?6%6MCL$@NlY__gj|QbQ%l-@Ei=y@g)_ zP&)|#qS9JQzP}1H$ZT*w6LDCm0!4wJ66@i`35F_kO0x|kCIolNuidmqPNx0RJP601 z)1d&6;I9M*gois#N=7RA#wjF#Re>lV6@5K&wZR^r1Pp%72u<{D7e5O3*?nVSlbW3V zJSYJO^963?dMUc@tCPX zPw=wZ!o?w~$Kzct{5az-Y*jZy9j|Dpb252@5C}N+Uk`W}96^I`^-> z5I$xZDc!k+1rO0X0XOdx)0Q#DFuMbTO4GH5bgkFQtEmj3F{HSSMsIoUNA#&9eq+7i zjYB`&TvypY`3chLgC}gtkBoNVIocAOq7RogU6`N$%l&$wXO=q&7d`qsd7R3W^$*>} z1nHnYI6P!v6UJUE4UngfJWR*gCMXk-;Q}*$P z^+K(qspV2W;-R2-E)tG+2AOhl*3cF%(j*!%N-E|f zY4i%Pf-*Y&o98pVD>6wOdUbXO8jd!#6MF~ES$D(KaN$D7`Z+Hej9&o~TAe=}m#ZcE zw94VgfItfJ_Wqd(3LI+kt%8FP{YK+2{-Uo>7wMRgeRA=~n$vdQ)2lHwjZ2Iq$UluI z@Ro42rVUyyr#=3p#OkK`E4hGse%!a-pccHSH+?4A=9x}SA>L&auucON5(NzJpGQ@@ zGv_Zc>%wp!!_zdXH<7%*m{ALGHQt5kf+$oms%$>%jI(KiL}XRp_v>8cKX#2{tSwL) zceZY%D)=$3Gpq@leHs1={jJUgMQEhpfE{{}JsCJ%X|L*0%}e}Ctc-Bz2kBgnDchmh zGLcjh=<9>F;MWU3pGZavd6}fh0rQV5Q9QkXiQVj${%{%8$FgZ(zE}eipAYxCn9Qtn z%bN8`28W?lUl3!dq=gkIQNZa!Rr5b<)^Lbm3U)t!_F@`~`^B%+w?zu*vj{3g@eRZ;=?`@N3^s%hNKBjc;&6-_1%#R=$u5eP!AAMkM4TY%x^; zCgDs-htkE3o{Qdx5tSQRuxH8Qn!v@i!5#v!PN**17ePyeu#vyxQR&M+^qI)Sc79$! zGhSX$lw7SGT_;0hNtdL!3qtT|+x~VEZ+Vr%=MdJxufpEd!HpU|I)+a}8A`)fOFSu? z+_cVQZSdmz+a-QxUE;+su@W}Q^OTrR;os7$`)9YJgEe61agl4xMW3hS1?orNkUUN- zee{ViZOC#?Q2|Se*%s8bv57jLQeBx{!78FM)K{sWTR?+5;5oN>6q8tL>|(U`X;5eA zdbMv%HA5(VO-M98)r-bNcjQrk`8U*`(%;`R6Gl^G6&N44-=!HLovFkB^%7>--;1Ht z2Tb8zjx?L`?;67deH!U*si*qQ)*NbCqVQjurY#QB9w>k8sZH!`;^ovJrt@=#KB9^X zHTIE~a$MZnz_HoO!X1I$<0VzMtBSy>j?r4v#01{q#%8X1cdztmoyK)%Jirjea;Qt9 zk?(lPOq~UhQPYDnb{56v)s;*DGT#4oqE=5^%<@GQ>oN$jek}#En{adyg%*-^a8{=7tgE%`KW>wD9JDU-UXyd9)67e6?PJhZa3krSc9 z+9O7Zq%g#_*coLLEVUTQFziHUv_OC%MZ6*cLw2>Wed&-8rf`-y!98Em*_wig7kA?Q z-wHuxY0U9a{FEv&CoNxa(FsltBY4Iq8RHQOI_VRrSO#>Cq%#Fluq1o|A|I)j>bAlY zx||&FzO%qs|~|20c+sgMM7iDAZX+@#F{2Fo`yei z)Bkx+BvLlUXDEN_yo%LXWt@2q?dg0@dNp3tLiP`=!Kaz`up~(J4aIMD*jvz=R%FkO ztp(9+Om+CUZ94QO$&ypywm@scnPMpIWoV+7a>YA{*w+It@(pDIaql1+gTS4}HfAKb zY=eSIeYq0eoymr6(;-xCL2{`m@4vGE779xwE#^H#L=0bu{%g4r{?Fwk`WvMF(I+br z6khX4LSElG?9++HGcgaFl=+IKU~BZL3lEo`6%@6v5X9Iz-Re8^j%- zBw~;ttxvU_(?KB34kN%Gr>{u~tdiE9QYzdT=8km=N$9wwQHU`FYWkwy>x6n0pb!c< zxunR&XRY@)Vu_vaa|31n(aP?Nl1A%3G>19C?h$Rfyd}4W4`qCMC49?nz`t8%dc9Mh z^7~$j3*#n4#ggSKOQ^DHAKnuK%F<%O#(*K8Epio@8kduU3n)xBc|3U>l9|y(Xi2I+ z*)zK9Fm>r}N**kP9+j{r`kSAkk0H|h!l`U?#iy->xGAL~ACfh~K9y9vhDw9Q5g|L? zqp&qN*j*fNpGnA`9Bi+s0~t0YmL7Ey%ZOJRIdKxFmV7=s$~@!2m=;!!XG`WℜFE z2Kq(qD!ZZ)u%2~N&d_A$2R}BH+oqgV8TtxN=Oyq}AJt61=yTRhqr_!&RO%;rlGJqm z&Z!Wt@`twr)4gAvkl@|vX1Lo;!D#a7flx`YVbrUX(?;>4HhP^3YbE?&T(b9Q-<9tR z=4*%31Vvx_A41ul-fGwu5pk)dpnPQh$3pvC|1f*lf?Mp3Ngs2eTQ^Eb(?{vkm>+=z zN`%CDdQ1y@XVQkJ7wi2KEc-Z}b~_0zIhCJi(6?V~*&=sy<*wH5p3OG4Wyjr#EBzs= z&BqTbAE+^he3*RfL91;bDZlk)*Ja9@&_FPgKbDp(KEj*~eF!M+EF>Rp%ivIo&ll&hA`6aA>^t$(1rDYI_7%|G&X66eW8Sp48`q~z zcus@f#f(>>AfnSNl}|C@&OZJv#}=5CdD@pdmXz8xSuo_6n>tV}q~JbSQzJ`QtMK}* zTHdRum&)zA=B`Fz1yY2oK5fd4btAt7!c>JV&8y?rg)DxwM|{7h3ivZ+pbx1y+dcv2 zG09d}qVS+p;EkO`h5KtG9PWwbo+W$o2InD>^5qt)(e$!`jO`+utfqAyZ5*(U6}} zwJ6)U2O+LBv^rdQ!zLr#9NkCcG(B8_Fx<=d9d0I0$A&#- zV-F#xJXm7cj=@B@|Im?8MuX6n7{t;~${3IYd6AnQW)Typ~xVBfNHC@(Mjgh$DQ<8*Ux6lrpC+e2Sv9XYf+XY~AlW#tbE z%kOoiii4QM@g2|c12#hm=0~M}7uvtN>VIFNwVzXliH&2q>pU??i27`hY_bj5*}}l0 z3(}<9pBH{d*tcOHlUa{*a(rS;CCsDj*ofNk0@zkW+wr(#yzpwxKjNx2JMeAY*FPB_ z#qlz9JSy$6onXAq_)*rGWKy(zaf0eZ;Trd{>hzjFkPG-H=e^{fRkmj$5|>$W!T{Ei zyeWLBsGEN$H*KUT=kSM}J@(}4VFvf6gFa9}fq)7-qdyRt zjCH>K0zwcl_I=)Uk*zc*oxRo3VWQ*^zI?gOy6Lr8Zr^f$ePET*`zx7F%*7=ANuL~P zn^0flfX-pSF^12e4A65;;8Ri#3r+Fg?;UpI`+(*-tD8Kln-#uZHF|nni1_&;1ZEN+ zY(DV8lTf|N{-c&+>EYo@c-h`3E1~B`8JiPGB}lW-P~}*Rn7_m0FHprO;DNO>TvTaH zr?Vt=OT{E~5nf~NjB#H8_4!rHluXj1=J`Au;$}v0h$wkSd$Z(@+wRaOwd_3A$qXyqbo`5UrL4)Swd60S*gncZ15oI4wf$`_e;9&bf@UQE& zVZ_ib*tDv#&$?KDnm?4rQj-g>UGklLK|9eqnsREhJ`)Ve`5H4l{+QI=YhEOIAAQmK zhO0`!#(2uI$@Vzqsy&BPu5zFOBve^&Pb$hC_eWL5&Yl1 z^n31SzSj4af%;Yc}j_r|<#6mu{GG#N0EOU=Rd}+b|k-ZsaQkabk9si`zGh zL6q>W3o((Hry`h*4EU<(22;dLlaoyamI8C(G{pG^E=vGMP~=hTayIwjj|Dr{Sb0l$ z&lgmu5B(YAe9njQBZ$UL%*ZezeBEMt0yj9v-dL}9?b6MkhmtjrIk{j~-}ptSGSyy( zZTVbhnYJBmtSMB8Z}3+#FhM3fxIH2E;CD=Vk6htHH?V})UF^?FbgSq+)0x+!L6-&> z*!!^aQ)WQbx-im9njugKjb(;gn(Miz$Is&GcZ9$+wX&mJRJlt~3EH!l*#@6o+6LWf zqo_k6nUJl84gNx=LLDoi;SaVGy4aIVZ_9RYdslootwf&cDK2Y#k7U^(wao}Wdgdh| z6cD-RT_Yyh?AcVH-mkOW3Dd}HDj;|g{BjxxTr&O1stN2S7m{PH!8x;`42G(uRU{67 zRqX+`Ai=k8zJ;RM^EquIM67twnv^~2qoxtb>FN{&1*szg{(_1Q2<)->iK}qR1)0Nk$l7USv(NEM;Co|^N7U@cwE>1zToGV6!)Ygat(cm z{|abqNXLieR=NJeFEgukIk%qoj=${@uQjf^J*xArB@bp9t2>hCBN^+HLRG$`X&jGH-tU8>+r4_{< z=l)So!9tbEkx{N@$&#HPw0Wx;*MXCqv4TqnCbB~pS4x*v52fzYNfNdMzm&#(lxmV# zu>RY{fC6q>x0F|%UYMJ}j44x(gmXt}RY|?ogK@f8lxKlmzYSK-d zz_jSw^GBgr<{k&M?&`JT7rzc4f+R8Vt}M9EQp{BLebux+ZXPAKEqvE;C#^w zM7nvpM??i(CPz_FYC&DY(m(|Z0qZ8~w)TLr_yATP`hD-*9aOa8`XO4_1*DLl+cBq= zMd->KB;jHm?+V~FvA`&x?ltPhP>Z>Ol+N7Id_;5%SgO58SQT5%NBLdCrBHP)T*lq4 zy&uKz;f1P$z6rjN%1`L4dA=sEc=HN9a_!|?bX_Rdk>@y_4OZ}+MUqwBh#j^Yp@K1_ z-hA$L)+BrA9|)gwt`K9SNzTho=3yuUf8@A#yR;F6X?X2UZTj-`Ak0`ky+t06VQpH_ zzR{zmNAcuU5w2q(cG|Q!)^}6(5i-*!p&5*CGjF6D{?K$4!;A`5Y798@q4K)sHyuBNv~l_%j`CB_4%T?AK4hTIeKP#fQoxY=!r5r@?T9D#@z~`pzwl6t^0igex9DoG;%?rj z0k~^uZMRU)*|yL;)5>dyFJ#Rf>j?X+;MG|aRXLvVWaii39K*`dSIG{bm&%Ehc^-%|1w_Iub46iAi#cZv9)oXYQcfR(pA_u+Zgcb2HBSN)^Gi|T0gynSJS@Iv@C_uu^p+a8f&z%vx;%QCHm~j zDByaE=ua_TADCe%z=jm(w!c>I;49zW&f(=6>~G2gR8wgwBUFYT=l zJlNS}>kmzc=7oTfk4yD|uPMWB&Clf5>j=M_V_r86PGoWdd`dT0rh3z4p7H58y(Rcl zfpY5L2Mbgao~Nw%JjCztbO{HVmft1iD{N^<$XNnsi6Q~%ctVeg#A1u|&l8|xuvn^d zZuFC)At7Oj{rcWu+R;sAlkc`M8a#N8F~PcUR0H4Q5A@Tmo8A+YBpmTPDg;TwLm=bN z>5uv2CdIQ_@(Yuj9omSealAIJ(4VP7))P&;AdTEz;3$^+Kg|)_oFp@~-W=2R`hDeb zwxqj9J%qtFB|UDnFy%591o||&GK|aVI4`1npmqifA0JoG(-^L9t505nVIR%_N3tF) z^aG%-w*Vn5DGEQSj1hBpc-(ikbHHBNR1#9VNa>b_S!E&ASQvjaglV=cXXT=LD9x9* z(;yV^rCiAy;6sNdP?!eQ&?n{MUT0+qytYO=;u`jk@d_1{Ez9b(=3UIR(Z46`U9ytB zJEW(%Lpi4vaV@g*FC7Lne|tPXh*~BznEn|WR8YolAz)v5EnFt&&}axkF}h#taut_@ zGX+-P4P;qd9P(6Y%<%@Ed$&tI=kWec6K@Je3&c3BZ!OR}Ieq*8SyQtbHj{d6F_Q** zQ)i30Ov1uEJz=vpj8VQKihrNU^;#gb8Rt4gL|%P#yJmZN92l^=C+6puPPzANCUCLN zT+iQOjMg^$ZAQQsyijzSpDG~`j=dsnMY((K-^)hhivy1B{*n)V+ssB+FsZ-A5FW2` zdN1m*ww0C1DO$BjR38Sx=w`3!xbTK2n%6VVEWc2qRUS9OwCGn(cu+2F1!>T$kudAm;1=VS+;}t8~}z=?WW; zipB|*L;SVv%;2CG`T{i>@qSd_cT()K3lN&NHR!IHebAYA{){sI1pRcHj5=8lp8C5#!EafYWq6ZG z?`@Ym6oJ^jms%Q!&u z2Nu;s)@FtDiS+x&pZ+Bs{IB{_!K~c%$`S(@Zd!6-*-V>yGheXMtFkBTW|PvV8g~N9 z%tOKMN;t5+77`KrwXyIR9;?4H_~Hpbf!}C9J6dc{gWvCU`K>lTo2e}S>fV|aL$0!g zlH6aE!X3-~JZRnxy(>Xui7}0yYre!h`|GBwW(arZ#gkCng+>H0-l#i7awyuJSWR$y zBDv7FSDwA1ZCL+0GaoC4?;X(4(WN_?JNZ!!dc=&))+6v7a96HR)s}dHCMG?dCcpCG zHzo})Po{%dv}tI;*r`8Ryb@uuy!@{@C}y4YZzqFdm1kV&>16`ovH{^=K!?bJNvoEt z=;E`7_UD;VRDZfGu~i6j;w2Z1KJf!IpE38W9GagTSVOqH;$#EJ4xM13XzMGga+1;W zTXqFZr}e3emfh&M4ZE1t7(Ow-eTuIX)LS!G3~guK3Wwr;5a#IF$^Ze;sdAIPIf<#V zT{C}2rV>_}93hLkC9`5(#BcpLo7{m7<tZ+)Z^Cb0^$Yq93sT6aXYGYCs{lOjj9PQumewm8N=@$S_d{H$|)Ei)y%_a-yN zV6~Y=iayMfP&VeQ>_t$)o{scuRYS~A_jex18)>#w1EY^hh3yqgH{b2EZhc4ZTMD%% zxI6+`?`}^2KOHJECsISAPkP+g7>uH-8PQx1#Cvyu4nn#vplx5E-#;)5&49f(!f~cJ z+m15!C_RF=-Dqk%u1;LZQ2A{=&whYClDKuPfJ-D-F@Ps$L1@@H=x`idve14)3kijL zi;Et(t3=WB@g&kNsh9Zl0u8{iSfs%!CBDcI&-TO$Dxtw;zZ;ZGDhXJ!Wgl`=)WHP) z=Q~k*i8Wa`?#qE;eK=0#^C0rjH_Ah2&VJb~=81eNELp86Ds)9xlTzc!q_w9)wZG_06Oxg>mW?Am)EngR$8NC$YQNX$u&z7kovF1+8`7Eu z$u0sU?Q&`W^q7{%L|j;#k0JmI-*XLAgw|}R}&Ox7i4K$ zd)rO2mPP%&_f&%AyE)DJuM~F^#so0yq+nG%Zjsewi1b&OJYn&~iIdg@ecKs~CF$d7 z_;VUnykpI7;ia7T7?5Fuc!DC%_I75s@rygZwbx}3Lu*+lRvQD!j+2djJI%<_!$yOR z-l6;d$JSd1Mg4aF!$^tbiU>#}-Q6WfNGu45G)RM#bc0foODP>vi-;@&vUJA+ORv)1 z-JQQTcRb(EGjq={{6TJ9Cth*RHNg$ex6(TKEaNtRAv>k!7|?S%a^%~z)9_}*Ldac8 zSrU2E_(iN`1F%=6>;61H_^+IEr(Empa)}7Q`6p^?*nVYi%Tb74m5h|D>`dQn#rIPaAwp%w9Az?Jjjat8^b3m|_! zXD??}8>Ki(oNyG^L@lO5mlm<;#gJbFw3AF#!mR73^&>s$NkfN;ee5a3q2=En0Qjxc zuWWTP_kr}?4u+(V|EIg#v$>U6k=^BhvYARt!*IPzoa5qB#RZFJ|QY#p`a1ZyOA=p zzgFxunS;4@hfSR?GPhZtS~BK@$+G{pBA(*slIO?MMF~>CK5q$G6}pgHiKwCkUEvC? z{L7g$j61-f_jKLQ4}@*;tWgI5TeSsr$Mawjqt<$-Mw;CA1%b8uEUpw6$Ls0>aU-*? zy=rX-bUGt}-|5B~qiz7C1852%si$?lKAw)xEXTTpfc}vWAYIJiz2|*YXe&mLOe-^- zSk`27PYY8b!-sFpD1&Piqc`5iMjr_&a;potx=t*1y z@kG9f_k8N6re^=!h?WQE7rupN9-~J!kh@eK`1^h_gps$|KKU);U@+K@7<8Rq<^{-t z4K}g|Vl1bPWi#!xckN#1h|h7q0{YouGzJ*2d>UAPeH*p4lB>#(FIw@@_i!6Xbc>qm z)Ou?=#oRhlH$#Unz{iNHrr`hO;}d%f{oClj9OV1tZht7r|DXwRo)R*+f4;#t>vsi& zKW&F#-_wjD594+?KA`8kT*Jq}53x?fge;-ayZ4G^0Md&j?O=*4x1D7dKjv30z6>m? zPd$2}qLFV150cb~S-78dpX>1f)YU3f{hKV^v&7 zM-2gx#Fw4P6`Hx=V8~ntb3=G2n7I9APKN<6R=AkEYiPSoSK5!!^W6lBGiot~+IWkz zQQ5XvFb!%wl(CtI7nTfuTCos$y&&SEmiz`rETNta^%YX&_3N z*S3s)zD-Lnb8~@pbsST;X%n%xa_Qw{pwQhyK=sA$C8#{q4BiP7k}9&DuPDtgc+kOABD=|C6Rk-T3di6zwM|-rLLM)kd{!Qv*K+p6fd5wGSse zqLC8r)7Y!!zuHdE6>9L9tGZrdPy*CF!u`2fzoJazjBf6a;Y+W774HA|f}1MG5`!N+ zgd}cd+tFgr%FP(bzWnPUm9az-YW5a|m!g`>8|4jvxQSX=4$o{*goQ=Q`MJ#OV8)qI z>($-Pi{T(pR6*NI>Ji{zSRZ8?cq1Lo)3<+KtC=n8_o?r&nzD5CBD*nG5GFXTa0D8g z#sF*A@P!^bMH|u@K~tL_lXNi_0Ar3_$L_GcRZwE|9P&IAq!*r0nyZHbbz?SeVSTep zH7^g8fLKI459Q`h`(bCvw(q_Zo}fmqs+q=&ToEQ6D?e>eHj=?f`ROO&Sj%P-C1Brh~7icMVWh4-#o!fXlM>N=(==QeqqiOR0 z)?6^7ADObuu3$lPa+*AN=i^rcV}2NtvlN9Rodq z!l!3wT0a_&bjE;Hv;lZ(%8W^ zM2L=pBvWm%%z?nK%?$QM1ja?pT3sC2f{pQtNMJz$l#~Kssy0}ci%E`v8<@#3fp

-|VGAY|Fm*07=_EZL^(jqqDkt&M!7g%8e1 zg0oTrK&!*dAz52jfV@ge?>+z?;PXBtYf@DAbk{>!rkG?oslKm3fy<=l*I8W`-ZO11f4f2g~9}9!c*U8cR!lm zDd{hA#oG^8v=kbc`6o%9JKj(dYLb|dV`Cu!^82BA=8J)@ zEE8K!WfO#p8i_)rs2Z#qB$}(S{xD*>CKUEWiO+-_6h2I>%oGY?!^aiNP;Vhp?Hi-$ z6EPIb{P^AtczY^IT$uq@luV0*j58zHQR^4yP|Jb;Y6fAcn0_;dgDTB=O_rl?R%3A)_SrC~T23rCNgVFWMNXlY*h=dpkXpzDz@ zz@2Z>(WdLHpVIoxW%&b;p!VuhyZ_E`zNC+J=Gk0%ioFP|KUAMwQM4&Di?Wk18H8D< zJ_|flEpOnGdbX(V65RdrF_&iYs1vqvYq+yae48!?V2wKp2&Q9R zApCIj41*$DgIqx`T-E{kW7T@Te8?Rz8d7&kmPkmju5wZhu9;VuOY!RCtw)P~9Pww-UFl@o*)FhS=kO{jI5*`8Ut%a-8ry!qg{icg^7a;Ta zc{$9lQd8EtOwnN>fvT96?Mf&Uv5%e;21PnFw!W!qRm<-QUgGmDj#5-BOf4$O%r7!B zU*DuL2Ye8vE`gq(7NSvV{eQ(g7Kn?u)gB}GLQ2H-=f?WO0nO)7%(dX?s%wd!B(8r9xrGq`^ncr2frzC2l81|Hx9fLYt>z%H z{x|cQG*Z%SPq%cnyC)`Ws*UTv+6K z2UbmKmkOAArNV@V1Y=zX^5QE&br44i<=(Llkho^W9bNI&U!la_)sMbNv!;dD_HfI7 zm*)&z02i1BNTs2KFxsJ4tJp<$x~e!1$byxtH=?Ij6me@?r0!8gn*6f~Ue$OGL<< z1QE5-s2GiY0dc9p?mtvA5oTcLu+~|1fN6tP#siiJ`4{Av=dx-fN{&a~LT#^9jKHXf zL`;A7!&vyAn~}Oh92xu+#xsIk799lW2~V+$N#x3)Lb?Gqw`za&69iv28HgESmyW)} z)H~;SEYFQRiWXS7_LrRVfji$_XtnUjGjaqTYW|xmppV;M-~*6_FcpE;K@4|9 zUEu8%u%r|@C($=UBt0NSL=Bjw%m8^#4=R~8UbR{=qJ*^ShU9LR1$2zs1+2dKkr1#cLH@}78iOIfw^k!C#0wKY6`gA1G# z%%Q`VdE{bP`l=jtSjH=Io>^ry2JJeO*yr~=;PMDn91ZPi3t$Qp^~zS#fE=#(Xr5n& z81an{?s9G2y9>iF>)9qrnUHzaMwY+IGFYR&3mX6pLf>DiA6%cql9A`XjW9~st?E>K z;P}U`fNX1!Jve?W*`9=oF-f;@g?C*Pvr|##*5|jRXLESEmq6f_MUQ!hLOgoK;d2^op7gB7FtfJYXEHeO75!e&=;rx_;gtUk&MVc%BKny>%E>qq6#HJx|z zR5;CuJ2l^&uHDQ$VNrk0{`D3EvN;zwF`-Wrc)oDAe`8Yf;gd$-Vbb+5?agq|dDB0f ztOt89$yus;kXrs?s?0i#1;HXVX%jIf#wdPG_odN$35SFMb>vQRnBo|;2ccItO?*IPs%_7;*F4#Km5j)rLj>zy6?m>_00kIi>ss70FgE@)O;?bm!ldUKw7IJ?ocQ%48rb^c zGN3+i$a3c`<6OUDFncvA#Q}Znh-!H`;D6%JW`wfmCU)68rw1-N-l7mfwBCClEbyq? zd54Df(bG0PuH)%|eIR2*6@s<~`Nq8yT2xjpNTOIW4 zwU@0ZH=f65gZA7v-NVM++H5O;MOEMgXj}4Ee0om4jMcr%_;Q5R+bKygbQoa01@@PD z!6*>zNY4un5ryd6)~fZ7eXnZRPIXIGHdRU(aHUZlE3T&jBapjALmv3x{IdLxO&Gr{ z`LL^$ASZq< zG}l)GBVPm-NG{h!TVfr*;MefYUEwu#=F_&X7;*=0e0Wzk`Vp_Yb^t2_aH*HpdwzRh z!%`$BA;wXXw??U^ODXB$nF%!TUAImEO5`0M3uCg3q6EX1c(aZuJ417MtbUcVTC~3! z_&n-iJnFQCp3ql3n)t_`q(?9aAJl1Em)!SdRM%i+0*F~c|iYkmIwOY;NVd9KSE?+aLrn_U(G=mrD;6c+Xi=T zlZI~Ey8~K|e_9TC7$%>zs0Pv?09z(7HerBjRmc2rwFjuE1N=2+TXcZV|12lH-r=f5 zJPOz|ACFLv1Hg#cY{eS;doD7xDU#{m78o)D9t5Vhvu3*zuEDy-wQLuwdDq}h2NFa_ zN6)m0=|G+kevBpddp|9nr^GMMRvjMsW| z|N8q+8DHNJWiRgq?K7GNEZb#MWY6CKRP$!8P>L}gQgG-u2yt`}jF$MrCUI%t8M@)J zRn~8+C{>iluplcg1`ociIJXCaB}Oh3gxN&WCWg#=_e?K2a_^xl;a+CFd@de6Yih6& zf1JouKfZVYeB2po!0iukZ|+i?;LoaV9{zI(IDV9vSk8nnI3^Qf*PU*gYj>{M?cbQ0`KT{P*QVieZ|c|No99Bb;^2G(z?IP1$=v-oPuSa&vO`p||T zF=WR9hLOgoMv)H6)sed~4q$}GfQ!X$>fui?=^p~Aa{s`MN|diRY(gA(x@@-_!$s?y zs}t335dl-5$LlRH0HTXG3Q&FrF}u0*u2;7it4zkxQwr(n@^J zF8y6X4Xc~|YJGhI;*Blih5A3hpKX*_d_3KWrv#s6r57%A+b2|V1+ykTnq_5-d4V#Q zqag%*R>d7WTzo2umO55|snV`gW1$Hn^updG;{5`Zafoex)_ReQQy<6KdA|S^AjX*UxXF z!b;V%VGyAtbE%1qjlI6PxoEuSOXlWwDASSA&)j@j(yU@*!}9XwOaH^9oW3TvDaY!A zNDcpBN~fAnuC;wrv!}vThy}NtD=KGSR0g2Q0uPtQcby)s>1M~-?c}encJUkUcFNh7 z@o{pr=9{VJe&?G}XP31suaV*5*4>$UF^|nR@EpJ0+RxMyoonVnZ zcr*$#Ry8%HrM;ei=#tra$^H+8`Fd(Nd)-l^y-;S4b9GoKHY~YbPoiXNVh?&~3-G~c z1B2W{?v2RPN@oPNidY6f%Ms=z+|Af#V0T(F?@Kt3iY6q7+9&V?u6N0rTgmoh+$Z39qRcT2f&|xejQcMODx&$4^lOr>0OAT| z%&GNTt$}y(x=(Tt0xaP7%}yqZ-{j#6SK(9gs*Ql!^@&ge9i2ec(6<#|t?hJd<3jW; zUkQDb4%Dd60!NlyIRR!z0R=5{Vjy1?)P(<}BSfbfYzIayAR6rlzwl*EZPHZel|bHo zA{m^bgz8!-hfQ&&sl0b-=dvC9%Yqu2G;7Blf`6gWY?$`G;(+w^5m*vorK9v%1}D|N z``CpXF&_S{Ew;KXoOq00dl?Yz&r|O#~`1XZH5Y&#s>3PrtwU+}FCXw!x8a`NkmOX@M|rpZxzgLS^VB54#x}POHjRL;{yY&ZnAh z42{NCVx9dN>b>@?-@lJ)zTIkG9ShtU^Pd0oFxlT3i0hlHv!m1M=B)bNx@bBa?1jw1qRv+9Gk)HfPp1fe5Re}JPPiEM$J48{Ns1^o@lIornt8*^5NfbMw-uwk%7x8OKJ)7!b9;UJ*M zOPPQU$BQ)`vY(tN z!1#jDm7iKu@f$s&V!LaJQWHPtd4V}IfXDbgYKUnT3If!c?AZbS6@Nk$NEPmJ5-xN- z*L?UEux3`FUAGfK_HzdVzXGM|Q67MZY=2W34YFV#!Xt~fJ}QQW+mZ7xJOX0meZF$l z?zdbFaWkp~X8zG34>jZ0&SGkPZ-5DtA$OxT-ZoIM)-1G0%lxIONJ%{hfU^B%;&p~| zGdb)TN5+H+BxUAD{9^%uBQ3R*-_)5HqmfzxHp$xp;{tY3dOr1;G6&*pzgQEJl~b@A zzMc+&Zhbi-m7-RV6C5x~T`fngi3#y_8qLVA2Y-U`>pJQ6gQp(q&-|68YBy?Bm^s;R z0~v>?%mPNFkXe;T^MT&gDs)S6UKQ(pbf2lb%<4iMh}@4@X7Cu|B;dNB?b)&_o;4hM zaeJ-4+G!r6tT}D)x@+(tZSGuOdOtj))^iC>mgHcla_u~+Y#JdUb1HIO7UV$`bT{-E zAn*ZD2E0O!6zM6JE@9g`XF79`KB?2nw2!1R_1_KQ?FAT&LHGKGSc?ymIjo71=2L>ai91~~ z^4sr!$z!76{bZ{3sZM00$hG)pyygUMgj;!cj zJM!N$oHGv$%$B)sm+24$JJqg`N}sn99d2j@rB6B46MTGM)l2O)-I_6Xy{Z-^eLf%3 z*VniIiOBz>b!88bH8%G4)_~x(9D^C7`EOg$<{NR}SL)%hF+@)i%fxRxR21SQg!cOW z$M`Cs`t99zqt6#(U9;6IiKE(= z{W?EJUKi?DSR#|HRN*n@<$UlAdgd03E-aZsU!^m~BMf`q+mh}Tz6^<^ zrys)nASeEgw~PE|t3aY77_L%S{N~4ny3O?3P5GeM+1p}9)o?WatLnG41%884?b27h z9$Qm$XTU>4CUY%q6y>b`D1j{^O>g<{tAFiw1rp7B?rIhRGp-*HhkH*EW_7xiz6?%MM+iMb1PxZ@Odi@nJa#eI5v;VIm_ z>ruA!walN1Zl+B+ao&d}=&Cvh={I*}QdhsiLkJ}Qz>s?ge4oYwKc#*9M>4`wh!D66 zQcxBAVMYGMC}W~dscHeG!#&{gL{3{xzp@~u5x9b4ty_7PQ-1e1)_!}04u%xIdzFB& z_Cj$x%Xnaq>yV{V@hjrX`pKG=-jnP7G~iU-)azBdKMtT?G1`8>#+VWAPLB;(`V~Zz zV{T*3H^Tb{RGsYO8T*~4)qXj~20F&3613s)#A^=ni;J|v)o>v({7z3lcA#6JeOT)^ zoM?E@mUDC3P9+(bF4J(8<8yP0^hP0t*DTVFKbyqo86~zvM%uX(U{X*R&;%L&#;@zm z`g8rUy!e?qxStNQ1`cu5ONBzRq7op$lmK?Zt9|WOfKeo-e}Vede|#YdU3mD0g2se= z*GE5*mFmwZ@?yQe`!H8 zP*Sqjrl~6A>5Z|2p+vWi{pTA03#}I~QO`MziyF%~Ow}|`dEe2#CV@*yW(-= z1UcO)G$V46Gz)zP84B6exZl&U(?_X3%M0d@Ea~+{hLbAG#dE(I5+axqUW_<0{75xbZ8uyz(z!E2#0-MF02rIvLx2rR|J*s<-j*#m6f9vBMqb zAc?yxsk7-2EB%Hocx94$psrQXYaWUKM^{U8G zLY#kS5{t&_?(*B+nk5Kc)4;-lS<}_bo@)e(AzglUl!%Tj4 zqhz(n?-e&wQ$NbA6?6ib`QZ=-qsl<67u?_9r*|QF4Er1FfxFZ1%!D}&<#i3qH#kRy zgv$&R`-!|y*IB)SyvUmU5V7mUhJOX|Wx1^uCT5T3gA{o54ORkP9b#cJjmaLp1mKGbF=xWNjKj-z z!6r$&+SR`PAN0nHW+YD(`Px42!imdf>Jr8r>%Z_uO&n~Sd2Z8MuQf4H(PS-O3_rR( z$Yt5!{t9f^bA=f;Cjv53-^`{Nm8K_GuhT=-I{Fw)?J5c#9?Lp|_9MVSM8Irqzb)mO zNDy-KQ-7rWDaXUq%wiY+inj7dHs}_O0FVU*{4?|H1^$e+zcYQvap@Pam`X>=CU?rMeRO7$_@RsP2)%p2F|gtHVqqNdzo+nPUg^Ufo)rO`PLIZi^Oe>jBC4ld z@q!M>f?B~MGaV;mrh^`1#)y^{G}UBIGjH$nm;f3H&+XvB{O0ByAXttjg_VhS>$bR? zjthBQwo0qffB77(l2w((0I_oa_4^{v546`;vuDz?z$aHA;PS8jT-^QF3t&ef;k9cC zgfrRi!HfHz7%I{jIT&<%M0Q+PsG8z>dAuPOCv|g-`f1vn{pr(#S-?)XraAHtv*Y=h zEF*Y9h#~qFw(Enc(s^`&KMlNd*sGp)*7&EM{Mz>W-L3gR#3*pz2FGj}8?%3y7$QD} zWX>-Hv^QLC#&);}K*{EHt4#-ri}g^9VokmJn9V?CzWea5db{e4S!u1^p34lFl<_W9~Y%)bMaK zJy9;|ig51ySP!YE0fxJVoCV)9A59n}U&LH<`#ERWd?t1o)~YStUpI*>UyMG}#aK2}5lT5S`Sw2IAoW1u$emJ2b;=j2Q+39u_kAl| z()_>)C<`^_Ct3}3^Wz)O!V%1Aj^5i6zKJ&oMLuvy>#S4wr8qE@qS)~`5Wmh06or|9 z6Fh|Ab$>?YG+^BE%|6{oaCi|Hd*dUKoY-e@dy8;}=EzYkh+dR(Nm7cA@~+asPuO5j zAFemg;_|>gKDxI{W1aP_k>q#6e~%GyKQ|h)GB-#6c+UheDxXiUNk4p5yyS+Df{H~P zlBd@$*c33$I)`Jv=&7X3md|3HmMt1o8pDZ-ju2@&h;7($bp98N zYP#B8+A_Tp_nP%#3A!u_>fPSv+zYz9@>!FZ^Xb}>1|ZM=JvO}W;Q+=u<({N&0NS$JSM9v#%PcZI z|Kghf#-`k5NfDrLkw9$yoA_mjlWbe;jAkQ^o({a)0V0O_$WizaS;p<%XqtPJCjuovkhqgy?jrWy8^}Z@Scahr-RJPUlnRC z00Q|q9xSy1sH^v^R2u-@Z0+sadGYU=XbXMP<}<%$1W?5R8XO!rdp7Mhh?kx5kNr;E zF`S1&(Ln>5DJ@i=@W16R^Ya;6)V;N7agwpIS%v0yO1kdj)DuyeoxC7o8f#VGO5j&I zI8}YS-)=*6ly8%>#>F$2c(!M~*!y=YyvE|{slVG8&F!vV{dx1=<<~c<(ZH}+w0Gg} z6y1p0JT?0wu2%@X#0KrC0Sx0l2~+`#b1VjjzNb2k5U@WZ}`pbT=rEbo-HPQ z0Ro%XBQ}pCthbK#gM)v1d71$?P77|+jUT^(4%qNSr-Ep%Zj{$BOyGr} z#qvS`r(&uj;H(sNPgW(NmY~)+^kZp$&emo(@|BxadiaYeI)2lBO1~Hcd!mh|LQEQ_AScRg*YOV&Ox4B(M?u%)o7rv7j9SKWG6$3O?Cv! zfb$C*n<1JQwx?zKAOY=?2S6(Ez7-8RYNoY5S)_rRRs`>){CwvT#N#o?LjP3oBoyKr zDXneMzi0wL#|kYA;G=GpPn#$ehULl^ZdGA-VUBNHw0c36m1?$p%!putiV2A!2QV0p zy{h>BpgQOCxF_)lWvPnzCPAI=4As2|D>z+p$9*mb-qv zmIXgjrG5Wa_rT-Bi!M1EzaEA$LzBUV?;CjZ8F;lVKaE;=e12;S{B`R+7brsL*ZW@7 z3Tyt$Bi%6}J!I-qfFde!LeE-NjqRS>LFsC7HOyv$gr^$6j@y>7(J!s23_VqSh8 zJau|{y67{Ti5M+29khs(Qp_K2@i2x$p@4v6zS8^E{}Po0ltiEY;49qVj|QcRy1HY* zgM$MDTC608flEp>KA{;-bsI4|vj9cA55&>)ATS8?_%vG#US$wVhcn>Y5C)Rtm6ldF zHJ!_(-9>bDt?%w;qZ+T}EXxdk+YUdIdH30@dwF>|c#!S?!)Tp6{4yJBQ#sfY+0@qX z1-F^-6}!+QqfpSfS!j0M&By7-wgqhlB#2@Gt)j_&z{sEJ+G;kF*n}lh6tGnuKqW0S za6+kj7)$N<{o#YXrWJ!xxWn8e_4UP-7a#D(UtQ`r7>ji87e9i;fGa(fX-i1Y=tAcQ zn~u2%sc4tFkYk7TBF;z#|H2kKt+RkGC;+HR~hiIvvD9meEqiLD5qRN{?WV0mkCBh@Q8x_Lgble#MTAcofz`^n8(V!Jgt#;)UgCMb%aC4a6#^ab8Cny%|xw)xfh zq4w#R8-aN>6Cn;1z$UVe@;?6tpzudLx89UCnMC0Oy|#Fi6E~&^HB@T|*{J}|Kvi99 z$oNJ%@6NUxIyFQ|z$OIOXsi}q8+YZOCQL><`rf|Em7~&_?RvP-IR&F7?cTu&ZY5=8wQ-4uXCe>2b=*rQ2 z*QJ|XOYNqx6c#!^Ity%u8h*RBD_4xU_L39<+qx7xbAd(Jr>TMR?cB7VlE@eitlc&D z{#)noR8Uk>LOhG}@bYT@9$?(P1qdR8m(%xvt;F=^J*@E*xMn`q`JFzg$ejO?es#4Y zfOv3q#bYbOb1aUm zF!>|>PmfDm$I*22VYxMx1E)N9Dn*?-TkM}wVM#XJ944BHxaZ~xzpPH^>IrEUBG=-| zJ(W#w{oz3$fz`nW{Ys~Y-MI`#b>?Uc9*n{q(n7O=OFGv*WX+uz8q}8HAReA(2ch)Y zZ63fzFqLSo3R0|rDjAO)iyX$=c2TV&%wVsp0+5B~Jnk^6GvSaWwvMu|R65-=O) z#b?`mk8Lt9u=RQ5X{J+BY;p1nIXO^gsAhaz!Yg9jdPhLXb z6X1gp!X9E>;p)SQ=B4f#qdt z7p^B$iHR!Y3K8=01&iiA9_yS>A6c}z1KdujY}JCc25zZd+U_p}rI+ zP+n7IGdXm!>Q`t5A*0SP6fRpz?%zTiuifL7IHk5e`}9~{z3;HBJ|}k*D?)Dw2i>XB z6+^dFKgu4EapcKaenee}F15oXye|GVe9*fPIQ^|^GZuM^2@&E@v)As__ti%c zq+RSsMV(Wibu?}$)~el(U=tSxcnbZ|sey`Y^#)dEoae;E=3K4i1jGe34it*B(VWfp z#b}&aEy^QmpzhhSBjZ+^=+`-SMyExVvuC5a)!bBR8p&_t9nZ{t!`5m(^6Z~PMH4Zh z{hJv(kE}hL^}F~}B;C0tbLTT!Y6wu`5*uZ`PvJ5fL*<)F~G;GStm4%_{>Z!Xj z?Y!<$aByq6CDBiAM2%m&3e2c6hVpj3S=$lQf8#2y-0PfiuWsZ0+vBqW^AxJFwD(z} zq^Zz^x*QLOsc+k&U!u9?I&5EjiE2(;`f{93EG0|!+LKBR`R>Q$JAbHR;ldiB8gl5_ z`uqH%MtNsHF^@Lv7=XXl(xhK)dZUS6MiO|PI zjWv0@n(U(Mb?Q{nVn=goOD$NgnzEp-Z;v=%I!AtT!tK{g1a-M+3p$DgQsL!^u10-T ztuZ#qrwkAfaQQ0@I2&S`*82$A)woi*`IVwS*31&9xI3K zebM#T|74-a+x1-3QQ;x+23r5+Mt52u-);hUQm8-?7f1s(|2 zqhhp365?n`n7uxUG36M1RsIQvw;5wrd-=EgHywWnNWHxFkGolejxU@KOU4`*!&P+$ zU8K{KBkc{pP(`1*eqwBdD$-eeYNVqhMt`iTRAEK&Wd=RkI76ja|=Is(fxKk5y!LJY0~ z>wPS5=ldQ-L04cV2>8$^MbM%WpY~sDxZQlg?h5CC#9l3yJUeI&@ec5|cSaQ*iAM*M zDnFkY%JaFauw7A2K5^@*2*fvD113@{eO-74v#8b*LX>=thxllu-0?qps9x1r&wzAG zX)IS>XwVGPbn>0NsO!C&?8QHsWNdM->hdmZl`jPLq700y5rC5jXLA*#ep0OGPwtcF zl)ApJYwO-%Q&iW;-4a*zlOW&Rv2@X3QJ9iv1cf~|D_FTB)Pp8SELVQFY#&;kE`oCC zHF+5dji|L`%{|VP60wP?y!d)!*olXbusOTxjA|)86RB74RDJT_6ZwA{9H1gFA>?-F z`c^oM3nq>(sm_f3in|YbCZP2sZ07(Lp|{lil~l*_0A8AezMubD(Yq7+cRZPmI&Z_? z5oxJkn~K*NM?+zz6J*L=^Q_L@i1|^&7PNF*M!HLTkalS{%dci>5)5Fe!d*U{QVVkN z=cMo6y8{DpB!av}PxR82SLQ-^(-~e{wY>!){)9xN?>$j);r6tm&e5Vnw~eX`hiSS} zslc+j@I*RcYUFWGaDoN-#XX);6zBhetKF`H%a)Nc{)wMYr4hO`zKKQIG6RNA(`|K3 z0VLFTDBk^m39zBv`MND|SQYdhs}4F4FBxDLp7NWK@JSomSo)`{FuVX}7&(VLVj+1i zo&6$bA;S2?*RObu?Uv<)KRWiBn2sfnCB<5uHVU0i4hcSc5|eErvR<6Xk{HVRSQMUy z=j+1xfh*(|CM=HR*5N7G^}*EaTmQqEq>}^*e(6^n4++qYVNRQRl;KrvJ!nr63EHSB zNEoPtq~YGe?T8hD>oVuV9@|pvVA(+Q#(n21OjcKStHjFZ-I_kK?l=y>g|ub;>7yY1 zT)ID(s&Cto--Z1>wr zuk0EM^td67#+)0DMfvj}rg%D>Jl0sFlxTJXEH~qvJzVQuz{eX{>Q;O*SPROO=1%7c zJ_1=9E)|ePC1z`EiCIn!xX^JtK4*&jk81GG^CowY$gp)M^xHa6Y@LVW z#*35S_;j-QN#?5XxL3q#FA;qGV!?o+H;o_!LsGysG3zQESkLfd+A5{?er9QFl0KV4 zdZ7Hk&H-up_XQDrf}~H7U^0rk`Lx&m-1$tpB_(K|T(w?8e_~F70p|g0E#ceALHk1U z40pz;>4daMaej6K@$0@f4N;-rR zxUXWYYJ(9>yuXy%f>#hCDpf6F+MEXFNZtn^MrON3lK*wd*%5%WRy@Xxm^+t5p)_59 zl{E3A-R5}sC$qHTR0lqN#}5vRBmyUNUY6Oo!-0n}FFQQS}GY@k|e=jVbhoB(gB zFxJW&b6rk|lQ$k0CGnW6PuBRguiztISS^v0jYxsQ3em{4RPJw2~T(tWWjjiV*F9Jx(8iVm43F;#-Pli4h#f^oBptr_Z{8PU z`0fNiQ&jP@=m~f%^~WFbtRMGFdq#PgJ@^qoQibRe!AK36Z9tseA~9r*=1uFsvJ_)nA}UE*r0wHwP6^OA$y2byYi zRI#6MgH%RqIz(UuAO@d-WOa#B$?b6B5yWXhyV*aKKZG>P-w?}1BZ!LI%WOpqW8=E~<` z%+fzObL>Ydn`vB>t9qal)pnSE>~jWOWjJmL(NRrmtSEJ3qI?PL;Nv9Q;3NY`D^wM> zhs-5l!Q94Rtu0|GvP3%zvSgk%8C)N}rX}_)c@?uC|?R!IJ0vWof6?C+*3fE8k z(UsV2tIW!r3~&WWn+GAUh}+&|rUVRQTl>b4O)24h0MgmLa@~ByA#&K)%_?z5RB18C z3oIU6z49YGn9p8A8;3i^myB`SAb%9PS3iBU6oDDbN?NO0{ch@~-k<(=rexy0I?lXe z|BtP=V5%!zmWB!LZoz}Q1oz+$AxLm{myKIO2<`;81b250?(VX2ch?PkE9ahjtG=rD z2aux3dS-gMdwSH&OO}71JrlMltLTPhHDLP_s^0n*Fme-RO>oM{czK)QE>vsHgS)2B z-0|<-DNV!(NA6>A1COspcmp#C3$zR9?$m`P!b&O{oejSzlJqcLC+-IA3T(M^}09sH!?S)EY{l-iT#iVQ#tEPPUE)Z zZ=_=eV;NvhBT}J)p|FYkW05y&?&sJ+?0L1dM(It_3GPp6)Mk{LYM+ODi`nset8wLe z_>#6#*nW1=D^F`#@r(Q$?(C5ZfV&NVrqdNyJ(sHcV9#p@5Lf=Mn_V(Xt~;=UH=D;)A=^@zFo zS2!F9?I;W6qOx!VO!Ob3{FGy>7qk`mpwfRIDY5t!kT8xkWrm)wSDeqBoUg+O)@e6TiTiZ6*<9pXA3)>Jc z9<~WfNbN#zHp(N=Q(CjKZr@vOS0l36!)mAfWxBAjm@10 zT7bNAhE|^4K&Al(xzI1FfDJX08JXxy7w^yjHzF0_erThoMCB|j0xc{T;I4%?{4`B( zE>ehU%lKa}KpHiYbNpxf2Wv@(<*^KEpjO1P*d|}zuLlGn+zSl|ulxMU1lEuJw~4%$ z<-bg-{Lb9~hWIENFzJCnkg8%2pz_4>#dQY|4gkx2K3#tnv31clQfQ+nV#TeVcC~1u z&3E-HQayo;kvhaqo#kd?I-;;p*JQW7wOKcY0!yq>W6A;3KaYtMeW1<;>&X>^oKn5t zdQOvW?+1Ln8~P8I814I@PvH;%t2kGCUmxj*=`+I-uIuOYK8eP0H>DXTdz25@MAa0L zCLsOX-@2|_J+&emeE30ee=*v9&xV!t6j&W(E4wDsm5+Y*ZlJiuS!9lk0FL*i^&VZv z#cm*2G5V#3)AOIbgimDr`}X!f9H=!t_n#usX2OuJiTayZ0EjiE`-5w#1T(^Zz}O7J zM+uc2-yM>VN=+M3AIsel0Mzx4J08ZYm}G$(TmQe+Vef&-g9^JVeoZ;ay@7KQ3`m(Y zk+8QEz0+>p>J$WFP)Y)C36go^uO}}om8vSOwb!ASNsqBFf|Ep3z9Q9=OMyR7-oJ6? z{MMMgRzUu52X@ACnYMK*GN4N#$Onlmwv4Bl#PvBCckSb_eQQD3uXWT9$%$zAi(uSb z3oEOm<}{AM@-nd`Lh%y|_K)7H_a8v;#ZRlhh!N|`>IuR)6PtZOS-+QxHUL#QtOm7P z?{*Uh#X-C|wqJ2FQ{a;rI`KD}hf!5V6}S4PChpn{pcdGhYjV@)>`75X))$*&p4tVm zG|nx3Eku28Y7{P`Z5i}@h5{$(+%OoUuAe>j3Eu06G(hW2>0cbqi1k)ePzp`l$L8BI z*D5{P-Bv68<ZYK1ABtvKATW0Psj^Q;a@sc%qS35AW>ZLZmUVdR+sQ@#NxLjCMIj zXOTP~OY(i+4)+N&Gd2%5Rp&8S<8y2kCfGg!Sr&a@QpGXN$JaH9wyP_*l;H2C>0ine z^FGzt{0{M0t4n0_b>ublG~(@iX5y{ME5sT52y}`x0?aU2w(x6zeKz6yQ8=rkFHoF- zP(?*rsl4o*(fq~LSrc)IMS(~uLV9(Yj#!$*P4xHCBUjs}7H2e4x>E#J0erZD{*UPu zpG6}Prz;gBBh@Y!K7yD>eno##GR^t2-@wH7$4J}vxcWuN>1#Paz=T(Hb@X@0#6DA6qY&I*Ngw9wNoF+XLUm~lqfFQ}SBDWc&jOcU}IEGs6p z5CiFl*V&dbhQ>MZKYHu&Mi#IyQ3~ywI7QI=iul!-e7`rhY#uz-<+&&sI}Qsny8oUl zJd z1AX-|vosVT=6C_`B*ApPP7}>=8`<>_C|4=Qpn0FW2>MrOPv>47&II5e3DE8}gi^gN zT5r8BgT7D@hroHECBkP&L3LnW5>VhG4Ft*}{ZGsnJuZPPnKffQL5`QGZG-=G2HUGe z#piEXci4rNC8P7g-YW{9h;TB(%e|MC(ve2QaBI!yK6czL&Is}QW{j04k7EV=;7amp zm^bn=QG5csX$4ErpuZ+A=ew~);qN8L~@ZK$Mz@hEk0Uh zpKmXdGBf#2xDkXST-7X`oj~Tv?%7lsO7m?CXEo=sEWWj)V+K_3gKFe{2+)8qrJEII z*+I(@zywSwwNOz14v2GU1C9}x_0|?x?_gWS1IiI{!^!W=3LZXp@9;}`Dgr%TRMx#K zJcY-#tRF%yMnUI79Wh}`$c_PhbD%^sM+e%Dl_a^Y27suqD_FG3%gK`kFFm%aoNL4* z0!OjT2|dM91PZCT>AN}1-<(_Wgxf7#IFuH+4o`yhoa|rFf=`TpQsZsyW%odum%Saz zSC*27;?LXx=pt~6kX1aNT0HN}9N{umP^@F;buVx)*F{TfmZMp-HfD~|T+ ztg|{z)ATx>X;$XZuhJXs_fz9k$pT*aVn~F#uX7Vt-)27m4IC3{p^SKISVN)N`xFz{ zW)#Ey^MQahr6ubbT|Qb$x68PyF@Xh_#x#s@StrR4mc|o;~ZWyito%WtD#0p~L$yartDZdC9w-vG8_{ z88ETE*crOz*xx*Unk)qwu8pmByNA?5Czv# zvAL+ZmP*_Q%@k#fpIY142Y04LTVakR$)Pbp7ij_+96*H*k50IUu{5>FXZ>P@HL&NW zGA(N%K}Vow?^=PI5alO5uaOz%UVdgIF>}C(cR=5weuTzo5Q-TH9DX^}0qS1rcus^l z;h5Wlbq06wb=@JmLrVv@QtrkgHLRqn;@I^Rw-d9%nxI5@b`3GV+`zO|KcQ_JNML}Y zrMYVMSNnht+-OtKKA+605ZAb3JdR!9Qoo!`Mor>&*?9AO>o!>pHuN zNI;-Ig7l)BQP9ph+1_-Qe}#_VV3Nj&R!5PbpD3+XL0B=dl~pgL^bEK6a>Pvofp+KU z@9B$_5*~n}VAp+$AFyEj@~hGZHjxN$T$y|TY|(^*7$oL$U&Cnp^dCg5f}_&~DoIBG zfeuBTYe%=}y|$>OLw%&!9UqJ9j$QR+T7g)^aT;8MHBDCopi_L9MSi|WK9C9b~-t%%7 z@<~BoNX0onUZl;mr?EJCM;rp50tEbJW*G0+_ULuEa8T&?N3jFWwnGDDEMg;oW5+Tru0JWlO|X>|d_Yuf6ygh< zVqc=8Y*T+NhvV8S^otZuNQujK@n#Sw*h59z8yAktD9sdcL1wE-E^p$dAS4PEQUHnC z5zP}GeUdXqQt6NByfg_FaFw+3FpQDC69+@(dx#LjDa12W*?B~?94>WaKym(^b^?I@ ztC>-l)Pv7vgk#OIU>`IVJVhL4iNf52FV_-B9WmrcflXpv9~lTpP{E%70yQ-y=^lFG z+&Z5@-D1lYH$qP+gRR%{y2`B@I@bN7|B-(sSS;Wx!pmPfuxX9X0E#%U0wE91Jy-LWM6<$=eRa^RGDxY8>Q@}xXjmhtN)I}kpFN1XQMM6v~g6t`~#wpQn|n!j;!_;e_E ziYzrX3aIJ!ZP4qR85P70E?v9o9|K`!duL1H0(7;Ph-jb(MZ@2(2;#$OPMm7^n9VDKWY@5n_YHj(L<6wft zscp~BuiL|;gzr}Oj$OOl`J&hQQ}_&mO2*csYUWO=anh|j045Uhh3#?ei1in)`cNv& z^P`S0m&M3%Ub~(_+~wb zJ(F6UWiiS6E#WeEF;45-6E0&BCLN(x#0Guh1z~?EvaIf^{)Dh~<3%ToAc%)(Yw#D4WNDeu zj>KefQQ{?|FLTDR{W4GM@)N%p;{rl7taGgoFFy1N7a;QO#H@QWVVwF!PxxEXwce3$ z4(-Rd0y{s=)-yyoTJEHU*ji-QW!9MCgdea+B~|pBzvxApiqX0uO@~@yBR7QEzK2x} zN)9iqb;IC2)t}etUFN6MW~@=zZ^&}AByutIs;ge})nI+9ADuXPHLLi{5+&~7mPIQU zXglI*756D0pvyMZ?qQDnzuBkNwerBpM3)yFPCuqcTT=$%R_juBvPcX#*#~~U+vR~k zEi_zh>lDPvd}|C}N_ADw2!YC&I?@{J-LP}8sADy-iV{T!xWte4D;d}R4sI$D)PLF! zu8vB1FVf11!?u8rG5X@7qvvGRBghn|mLz>~WWoL9PpRHUNxg(#vkB75JlY@I>0$>f zA}k{-Oi83_L|}b;LSCa7vTh@_sPONn(J9CDwS-^-NUO@&X09>+t@O(y>7a_#o%WeR&9+ zN^N!df3UIsmniE~2pu4UhUYmavU_olC0gryn}xgj0BoP{yhyp1mc=>%w(7!zk3oGN}XBi;y)vn(F3>d~$_ zAIB6wTS`pCXAi#`Fk^_eq$@1wi_7>tPuvRquZw^H!>h8Of>$>TA5-$KlUka!(N*6EWDt7S)4C4p0Hnb!U(m=m7iA6NlC!`EH-Dn8xBI0egwQAD8QX^4D zV}<>NYGcpYLo)f$XP`90KEuHdV)0OXHXa?EWyay;wh{Y<;`ehl)AoR9WnLjpDKsdJ zZh$#_OYeXaM7r>?iUr^h*ipSy44fZzfSsY?w>C#Qj5Ge;w}(dZ%bn{1ulw?a$?e5Z z>JO2*tEog0O*BvZU5XLmwQI}N5$*Ho5ilTq71LOyVOg%bkIOM4>I8qc)y380U&z(^eC>-|T!dkyO)EyYyX8$=6ftY< zC&Ie%XlCM+5&gB)GiyN1mPn2nal0TiYi#D{9k(Ik{B(88>$HYmz#(Hi^=9#YOzrUo zB8I3>3YDqa>f6q{j^|!~kc8ziU^%F_h%L8;w`OZPIzNZ#&j1^C~l5P=mwrhoSDS>WF52B7!=I3@Bd8e2hN<^9p=@50%jm)l9k@c zot$_(|K7{hKA87jTwJdETM(^-M{y2IEZ5tUmw4$ICRT_4do@9S?;jmIpFfB^<+D}$ zz6ji%t&L6nKzPJB_Z(0$e`_TV$Z+KihFo1842l^902aMR=eO*0zo@T{ZD}6*elru0 z#WymcfCu&-Dj9#;f#uuExAe?)2(SOXqv%-9pIyb6%ss(-Ad`Dr^lfco=YcIL=KPhQ zfSy1gU{=L{rP4Ia9YK?vsFc8qN`YSt@=^`s>As}6Ez1%X7@ncZWj;SPc8&p|64*xs9&aqe-_GVk01NHa6k9<0xro;{ zv=RJTzaC`N9w2@zkiMVirmeCb3l>-qqlgUKqK^^h0g;YyGqj=u`(`_fzlXFABxU1( zL4g7vHV${dO{;YemE z!vCB-!p2dAZVAaRO}d3wu$X2ji^9U?`25g2!U;MTdOc!-k-90tr{w3d@g4Wzplj>(&IMD&xT#Px~dgR&|=t=a{Ms+ znv%j2SUX}QYp?lmvN<>TU3CG<8yBEY@YR$U>-tnzPh6DXE|_h6L{cZyG7W<(tU*aA zpkK(Nvqz(|{|FqGml~x6KpF392$hm#HkkyWO7xSZ2ghYg47pwTA4(rJxy=}uk8n*N zxV{@a9@e|0lw)VTK}$DK!T({GZxXc*DEr8jNIQB_UK>CcfHn&n+iAd z{l7;ByW;$?wH>n?AbQb@a{{^Z6XkxVHS?LZ&5*qVw158Arm~r{`_Lt!S7Xmq%Gyct zjcP)uhxe^>0@980_nA)RVo#yM-2SU5R7io$A?q)%)1xubDgSIf?omIPyB+9@=SoN) zrXD%ui5D;k{qKTw)1XyU+*nXs8%`3l`&Z;fAl9)kFxmK^`IvVlTD_O48GmLj)EjeJ zl@WRa;X`dbd?p-09Cbtdkt|{Fcygf^lCR|k!30PU`kfoapT+V~ zIrdWv?<68xn!Hab{y7L1cTg7$8<1JtPI9;_W6GanTXfJQELB5JZcbSVTvVq}fFIb7vOM-b3uF<{B;vQf++L0`E)@P zy{k?7482GDpec*)CJsltnr8BW!1&`yO(&%7lvJG`hbY7?3I_~=V&lN?b6(>jj zZUp*n&TgmeObvKG+Hg`*NsJWoXxy0C(<{^o#f^~HCe9vMXe7)k$oR3BC&m4m>shnq zc#z`S{>y6+We_D}iNi*X?)HR92R_l4*{L!astSyGxQqwyfsC~L}S&@_k%;fWt8CwvOG!V49G{q-D^xnl#}pI^NQ-iqgokL zU*_anEDJxjHNM9auF|d0{>snzO@>SOmBeC|H?K)ati!URxjCnx_$O;B!z}M(n3Vwc zngt_qIsg`Prs!0UZ>y{8unRT*C}Ii0Ux*zfIG=AI<(nw^0k-7M*og8PzDGCW_wI#kE z4+uGR!^>E;WM|X!gh5}D*ZSJLJ;Up1dMggn-@kb`aCy)i@b`mmD*wG35k#beiK)Ox zn&I$eab@a5~P}D!Q{}YNDJjp;UfnJ1(YSTkKLh8p0 zK2{QcO3wWbKuxr(SR32gin231+1^S86ZGsK8`lqOesa|Vs+aU!30 zhDvz93Rt<*U`qAhzO`FwiE@C06S}E<=ChxsW-KisbiE2&y-U_@+J6n$w!dK`LcnHW^!B=AX1NU#!0-{`5b?X?-)nzBjx&lC8;IHV@EGe&$m$BP zc!_{>Z2MVZ3psoU%W!|B@x2uu3v3nTb6LsUNyqd=~}y5|BLk0$Jh3)PEQGccuTkK%>=drA9-4} z_4e%Z5{1R(&qF@Cn!t_ju+^FiQ7+)L!0WI*#I^fT@sK0vXDiR;J&j{+YjYM>v#{4e zUc``!vJ@{Wnbs`>Tjeu3mj3SS*^kEsBm#EVp;m~;vkkOO&}QXo|8T_lR_b}DiKQCL zeddGh-kDZUKzP#BSi+ECdS_ShV$*rhI(zc~2b8a&ez%fgyRw`b8V(9Pr5v`JH~QvR zKN+$+y^PoN>!!Oarc|CsE?*XwRlaM@wU-^!c(9zF@7g0|dm=ze6?f0~M#NRbGyC4a z7w+3BjbJKhZOKlzAv~=`pkG-y$}roFXQJZ?*|6jJUBJ_GIppewq3v~i#g1WZdM3Djt14a90Yms67enY4HcmFkFq0z+;q6kz!0(<#NH{So4-^>iuZ zQd5KetPKbK{XZ`zL`88&4kCbmZx{ADg~sWwHFMK+tRA1|>8BRj62ifr<2-FG$Ljl? zJ*oprxzt1;BsVa*$D+?hgB>-~NlR*ui?T$TK4)5(Giq+dy*kf|&g-zas3aInYx>nJ z9<2OPSZ>EMZ=+`AFe|f5!O&kKu`z7ST;t|29uKcHuSly|rY_AzFMuaeqsC=~HS5jp zedk-BXB*20oxl&MJ&}cpECp%{_Vw{Qpbh6VZevqF!0Ri!aEUPH-SMZ0_-hi2^CmMs z8Y#|$c!_k>f{eW@N>s;h?YBh}F;(1;!pa|oR+^TtMIIs;VpVP8V_9pf-MytUQo`(^RTAFn~>IL0hFT`L?K8MW*AM@%O-wYy>fbBl#$xv)C;-jz-AGc#7c@7>4Ev&I_^a}iamhTTFXF?zt zWCf}@^!E*!2xCI^#6+wx$)>w3pNBED0JFcL+n)ZHIX(CR@01AzD{!QdvL~`9a8yKw zO7NKIm#TjR2gASK-FJG(ufH|zXO}%WaIefe7#*kG`gS_7s0iKL72dp@)OfYMyqN46 zy7Cggp34!*oi&F4uNMF!Vln=r0)Z^(E?muRq4Nksr^(2A7Ue?1u%BTE!r$Ow?AMz$ zSIG0|$m1OwhH0WXk7gqF)ND^yvUFu~!bD29#Q59P=z=bM^02C=-xkTMyd zq_MWV@MLMVXFx>SJ>B~a-&s{S8f|7Y@?QtrdfN4wOxM&tUQE#mTCTQ+KMcfsc%7Gt zRzD6uGsuo_H1s*XySPhT;H1xG;*H7b4=B(d`9&t-xskUXzk648z{{Dc=gBPCR<9>= z{{EH!)i=E2f!A;Py6J2r`JJaRSbS}zEnda{mZ0MW%uFQCvRZ!vbC&8P5^U>wB*6>2H=5FI5Fstt#1jvt&OW&*FXf z8sF$eR+^LcoT}9JOg+ruSo}qSzgw!9oHm1Qa)sGY!2Z?a0?NZa6$bR=$+fDgKAt0i zD%G!FiD~2=Zi(?VUrKCjQr_--ZjP7IYrhIU~ zijxg@0?2*Er*d}7*6YFoL~jWTv-sjBI$py`^DPt~L$dwk{go>)1O8j2{Uv*0*%zsp z`*O@psO!?!DDwd`0V!SQLz>?E6CP2soehMAd`hmKJ+r*`gf!X;y4W!;yDl$8o} z0nDatZRWkom*d>mV!VM8RCM{ISY1r>Nphi@>7#Ob;D`gw+$jZkn|8>UF30Ai;=ZOL zFVH+)eo=Mq8yjX<3H?qU?Np~N&o(^nbf+zPDj6@9QV#*5D)=CGjer7^%XVrR_kDz& zG;twKtJAXm^PnsTK{0MQ95Jz@md1A6U(G(;0JPB7&noYylMyQU(yL#PFA=(hggrQ7 zUhe}ubs>cKpL6||%L{&diD}6c6mRRd2~=1#u8rSv->lKDmfdSghluF}8guE(M1^;T zVYQZ2;6zJ~E?Vl##LUOl>n3`F5AS-dlsHXe@7>>M!#ivGfDOJmVRRXFb_(txshCw% zWY>=uO_>y8t`xG?_EZ{CB9QN~49L>koo;ubW2}Xw{6sNlC_#v&Hf^t!44yX5?|7%C zR>+FI4y;c~aQLFS527f;MwJPb z?7K{HauoQ%`F^U9n2uy7;_`>L%T{$ezuN;;KiY|$u_h5dHREx*R%dN|<-FZ)JzVL7 z(=L1x{;APdB^b00e8?s{mQqB2!|~-9a`k2-B=Ao+EV)hAwRxtyuv z{FZ`XQv`GqQ`P;@@XE@kv}0PuC_xKLr593^#`2i#&cmJBq5C`-_LeGgUEASzP4-uh zvhm+}34izRn;RMM@@ORYt?0A+LeIdbDG%wRaYN||ZW4H&u+rWV%WKAmj0`B#_9Q9> zGo`Bjd|A}dU)v*OBNX|*jqDBMr1Q4f)^KGDwWiyek?@SZNdOZKv%yA}Jtlm;e)h{t z?$Wb}iJ`}&x+>R<4(91Lck0;O!^;Z-^W1sXmcEl`Myt&C{iKY!!451fmR!;Hb}3W# zw2oao~WBOtsIkX3Ndtj~x2J@W>u> zfhK!Z;L6l--?{(azty>i&Lk$d1#!FMQ0T-@Wf?DgE91M~M43 z?R{^X^UYD6*AE}KyTijxpySvB$R1H}BYrXn2eVU`>K2YlQI3g_yNW!0bKD!J;}nMZ zrrr3O8By^9(>T%8Ea4~QG@zfCpVtp0b>8w$(+q$HV~F|VSymd~U96VYKECuN$7k6X z`0Pp%TpzejT-+1CjXtR6dOdH)G(Dz?UQM+%L!M4t1+F>%54FmTy1mEQ-5NKHfRo_O z>})ZX+>W)s)aeYX*NGeLbOTf5rEQ_5Aji3vLSxrG{80Du#`*cqkVDtRW0d(vGA!yrymeQLw6Z0n}OH`sXz(PD}QxGET4oe35KL z+coJ9wsP^4Ia_+n!K)y)b7y0BPy0p=(dy>VFn@fx?!UNB8cIEr_lSO)QvaYT1M-lv z;Ga-=H3cX~3bXle^x!IncS6d74uzyB_?*ysAN7M+TN6JMc9%#~;EK(lX1Lqx38{0d zP0nLp{?63^-brH;wEZV+s&Y-LBs+#5m6Qh)MDehW6AUn;^P9D)6pHZld6Y4 zhEq0%4>d4+^s*+qnjWpO4LjQyh9{p}qXlYPk&RtJHUHrJv`rE{z6+x0Zxf;WN7o*-uJEpllEV%w&h+mI==9}d>3c4ds_iue9L%kL3hIdrNA7g>D#%@SDf z)%9(!mwP*ykrp(#c|WIQf#U{*tf=L-US-JlQV9%=CcnK~v@iHpL@a=RcQP3jW0<7M zoj6>=2uunxbbYkvN`6vs&BDmrhJt#mzw#>B)jWM|wSX>p?=6g2Zn)@WJAl^|$E)o!74|Va}CrRQ}8( zyMF{G74tje0(Wj6E)9y8ZsboFTNZu%emtV&$#*70^6EUtN~xsGmAFevrVD*09;!uz zeZHuD4XOM=EPMBAu3TzaGgwseNOZ=`vYRDCw)MS`EGBzmm|f~RVq7@e(lB!@k-(t$ z%JD15ekuXRV=6Ec{AX;87iQSTu~HHFfY>UXHeR-LmVCRL;6Sg}eI zlZ?Prt@rHYDHYeW!NzklC?OtwYQI%tIVritMm&@Rp{1ib6v8ylNQaMv%{cVgH*)@_ zNWRTaoaKIAYAOwU)ps594{MHh!-mlsxI6B89$BacU88&NSQvHvB|zQ2MX*MK&&|mt z4FL}aeQ&qAfYYk;C%)Dsa2{zcOu3xdMC6g`Cr8FocjHouX_d(@I-Ui_&Pe21EG3Br zH%6i~>kGJ|%Z6S!z9o|nJ=>H_MCW!II}du#62^g8QJ?7TknMxNYa~_cj-_>QEI7+p zY5dTP*O`0PFjM1;Lh5whT#Vfcl88CQbZ4l~})Og`*J zaJUHvo|4i+92Zil@5aPOAKN+~lwd%Os#&R$%I$(N7G{J`pPF=+ibk=o=_@m4lKbL& z{k_DRo>bP}w)C!&%LTvUWjTG#VR(!{Dvq_jpjK|fkc?k#Hc@5F^s+P~ahp2t z(_&q1;AyMv*ch!GtM{Jymy|ehF$Z|`2)I^out~KM;TI50cUE&;4kaHo;+D^ZhB$8B z1=JfC)_+;Wz+8C=37BL97bIT20O3~mQuPl%aMCr2fB@Po$>GqPS^?Ca|yQ6=|FT`o!u#;opVQR!vB6HjG zj9&W;H~g3>Mt0qH0SHw^AkWLQ;ykpr=JIaOa}&PEfHJc*{~(7w$32(lDU>NvakHw| z#$A6|IVT%b(Bdt0c!*$CAM)#jSz3udb6wQQu`uTJ)96}N3S(#TF2M^-1T}}p0Fi_4 zjb_M-Wvg1sye(gh(i2!@|7x{(7T)hazhL4kt#<*5caU?#jD-E~$JiB*U#!huvhk9@ z+XaMkD0&vQfnCs+i@;b@6?%VUy^Mo9&kS38hQh?#n8^Nkx;O2@`rTKufJ=U55+9+Z z)YMEDmH&CF&|RCk$MC^@xF8xT9bJv2DXy7EWD7rC+d55a$(cCzt!@)~><`#(WJJO5 z;I-^)4q?&L9ftI|(Fi|fvVAK#9E_K&83_g##BRC7C!KT~a|i5Z(NmzEYyTx!cQl!s z{|Jw}^A29t$E3tGC!yeQr@#y72;Keh$RY;S-&NaDMms>H$vw)_HR(X3Rc=LNZ}J|# zJgKnHYpO}&kLWZVzIf$&Qa{n8(Mg!YO*aiJTXE=d0OK_3u5IMcuZY_xh>|Iw#>VYX zb8@HJ#Sph@ge@SW1yKccGk%w))-h2J7tA{4A!bdliE*s~FR-e9{;7GJf~PGV9~v=R z9qJ%gBdNbu%`tenJn(qPu$#0Sk9)qClOWCE@X3Q3{Fm~3u=YJ4 zK3m(pC(gFxeT6Cs&fr#D%cuAmpbT98?3PqV(?G+j(Q*A}!8HVrFJwCHwMmt72N6=35ntR#}(uL`s-n_@{Hvy@qgBsZ9cyiR3`8;>9I#}@F zQ$$inh6KQB`I|M>7|7Qs%Jp;y9mh z=*(Fr13cH0?xGHG6~jl(QoMA#`Kct9=MF6%DOyqCpO72e-}Qo?K&wxT8dK-yQvIT@ zVyy%NRP=54DLT;~-H}}0pdsodiLk8mx?0tG3-Y{kRE)^J67_EN- zKwvflPe^7#|2USYV1f*p-!IMrB`RFxsd8Q3U<`6)H8r(oG{H{_3Mfir1%w(pn*9(s z!+sBba@I~EcP=*O=ZsH$LB@ou{O3v*{!iY|rpO^y=&9U_9zMrfRc`hn$D1Jhe`I`H z&K%IL;Wk7|3EXtnSzhtE^n3QNfp}%M_9x^|t=A5XEBpYfe%Acv57IBJ=*Vim7Co+W zjuN&dx;FGq#II~_5b@g6o_29L;P-S&U(h{uN7Wx#-+?pgJxtK%@E{YMPvuy5+imr_ z&U%i1Kp+jER{V^HGo=n~lXBl!wp^Rr3Zr<+9~skFX`xjAsB?ZdcO8>|ZffKtJz?C| z=J4SicjWi3GDnfU@q7zVy?*sHq0mDV64jMA<`lO9n-2Wnmb8yNbB&~`{(Mat%Hu-z z$hBl%nEDGyGTo5lsgTE8?R}$atpn}FOu!PU3N-AJlD5a!KQb=auKiqOzE5&CM@LXv zRUi(PPMdjE4Zr59ip#>2KEn=~bW!R$E#pqdgMoq% zd<7BRC!m@y@po7OXg#H%sf)|rQa89Z51cY2WJ*ceIf6Crx2qm$=9{~BRu5Y?l62-hymte#v&YlxU4N$^^ zH%&vz&Ix<&zX!4Fl|*;|$k}8?M=W1ban3&#`^7<3?crGz864x%=u3rT~ ze3mN>ee+XYMOlvp&D<^pug=J#wb~ux!R5Z~^R?oMC(|FTctn}Z>UcBcJ9vw>s*;kT zlIVi>s$VM(t?C$&8>~pd?QnGrRPYyzbDbt;>keE9JwlI%CRtgHu#O58WNhWqR1p}G z%;JrS4QAd3Bqd6xtzdaPYx45cwvI+?jp_LC|2OC#5h`FCiwCL*jE{yiu2jCx*s36J?&mS5KJuCnrH z(&wPi5;7+i>Us3nxl4&=qi%Lq0c+}n;M>9gF?8kDsI-3C*G30HN0!Gd8IgxHUV?yu z=_o<^a@$^V)La_@>CvZ*i?Y4`Wa0W5Q{~NeUQtAU0YrrVN`Y#@*?e&XXIXtqeot4~ z-0K6j>93QcO^39al?F=w3l-FKbf%3fUdLm+g8AoyZz2hXFL%6cBKu0yGt>MQ8=u@0 z6YJNjU?9%j>h7}|({EXai+D^gt}RzrKY1Hg&dv)B{yG}AXE%1}DyA`oedmY!#XZ}w zQo;FNV=+0MHmk2!<}JL(W;Sp#9t)a9bkBczsM~gFb-fR|Zra$Eac1Pvp%il2a{3{fq4=U{c+BgI=6Y*QtqCW0eZjSe~InE>>uKgg*r_tms!(r zw^!@~c+Q9`XdDNjC`*QsO#5BlPCcNVx(})qMT{xIGU#14^)5$Ybfi~)4o@$j;bD&% z%T+``8CyK%u@Jp8gFvMAvnB%e1N!;Z3drs_`yS41YqhVIEQN&cua%G0{*`(_9eCpf zNytPXhX8TjoT%N#Gx?0V)Mnb0B&yX~)F9HpKcCz7%w^};QLT`EBEt4ONMLdGfDoAQ zQHmW1hFAp|91vK#5NW0c)d6_GMa9jE-A#t27$ZPwuD#bJ0@l(|A8lMw;BR1$agxlf z7+PgM!RVK?LF!|ip`l6*`|(^|&=d)FQ;IxZ|M7{BgtU-B53URoG zE7y_d;xhd9W@LnN>F}?$8Wd9cSUB*^+|*Fq*6?e|NB{U_@YJXYo8>n-FWF-XSJ+I^ zZ+|9KTBq_|#)T_X>auP;JHCiSk^`0X+vhYD9K-9>MaD5K(;#N1!N=3+Oz=O+d<1u# z`bm!{TwgSzDDQSM@my>{cA3{ck3PjCvyzBL#=W3~S^t`EKdO-?r;`ty;Z=qF^ehK2 z`VLPKO#*NT0~1jOF{s-rO*&WfTTh8mOp7oJz5+-%?aVPhitorX>ZmBR*m{caB#1u( zDWkgRq$j`J^8omZ{AvCvZ3tBe4j(w}b*S$L-(YD-)Dte^y$3@f!GQd-Jx!??ThhkO z6+qiRy)ws2>i7{drDQU@!r}(2=qLp=*>skV&tH(b;n{Okc%^SyB;%<88L--SM)@D> zczs5c*jXGbRb$qp`Q7R-Btv;_$e)87Qc_yIcUlD@n49&mrOsOX((XwUTM7p=~ zf-?7lz2j#%bxx5TN=j)MxY4xv>)I0t@EY`8oAzQ<&Ks2^s^DV4?<*U9st5^ZpVH;r znyPhl-k>RRiXSLHOp}~x4)mmji(*p(=NL}0)TtKn;2bAa!h8ChD0c{k!(2-Q~&S+C{c7?>-R>c2?T{bVPFfvB1@|XS!!`V zQz~FGC>Me4@j4=LajStnx! z%qG(Z7$3_l$#|9m=WN2WN=p75S=3c%B!yWqmRS6@E(j%>0_i}10N67lEgEdqxSX5} zuuY$JvYd)?_qNMMczEVo5>#KJTiH@|`X|2bUQ?eL7ABUn7B0AW;i(A@x>D-Yij@#i zz0i`wNb<=9B1cZ3LjoV0R1E;X?TM9nLD>EVnjOPK~z|3tI#Lz#Qeo_W}d5_8SX|g znE2sV4-&@Rs=TEDjE@hRafn(#6~XjbK#6*xW|6}#d_84QSK7XAEgU%R=--oDQ2H}7 zJC)x=OdJ}K7H%h&bYGsjtU7!|s$TfXEIj>2*uluBDl+0p5?#S{Qjgefr4MFNj z6>u>E8QjgjaFb?OL^k1OW^37RQvGBzLhgDsg4JJOkFCr;7*2 zo^$=-y1#qQj;V5UD?xfvm`?Z%HJV?QC4MQ{7q)NxWor1Pg}{F9opRZSHr`6#`uKp( zXS`%(qQ1ylm1VjH!8ov+ff^Jmqs8w0v}d`#{=#8u`p`v|KH*#?@ekzIjjAE~@aauA z$Br0{BR_xl1uq81@|?PY@5AtH#$$So=u)(7R6j+$v{4yH^K~tV+)E?P;8~h6Y-{Z{6ygw&ERy22UbjvTJK%u?@bBg zR(_~7R(3HCDIQFp|9+P1B}csI%lQfDieF;a^XK^Q-|@W9^ZtT<+!3Z#uIW;9*LJs7 zK-;0y652}Emc38r*)(&8V;Znk`5$Hs`ulG`RN*5=bu-Ge=!zc|)>_QiB^H>-GNT9k zq4Kq&X2=;>ER3LU%p*#l?9boI*^3qRI9lNRXI>$GO)x2RHp%&wgx%{e zF+#!h6QZZSdu(aumq@e6Y6gvqw2E&xFrtrP@O1rrwfb5Qf@JPkTMtCcQ(x6~K7+<@ zclDHYUOy-CP0$L}4<@q9lMQ(#W;bOy!o=vw0Vzlt_moBWv!RTKgw|1!WJ!D9$sBdN z5S1%_>;5D-N^BB-!fRwAKY_a%^&y2U%GMQU*yfZZt7@2yJhb}an3eC`;0i;BX4CX- z9;jx0K%+)C+sBj&kbFzd8n0bCq&b4s10^>Gl_HeHuux zn08`Ezmj^p*@Vo;HghyVOz2iM0Y|u|KcTqwgO)srWI_k!9t=?vJ^5IpjzaY(rIIhyxw-ru35*2w?m;C%VtoA1@ z)wt&SNS%~E#NEsmuZ&z6bm@#D4C`T`^D14K_?&pfvL6*{cXK@paZ{h3T-20cC33(0 z0W3!K+fo&WPm52tu1nr`ufyae`UeMkemTu-z}jEnS@T`{khC-*>j%&L_+h3Wjqr!` z?+fN?6^fP+Cr?HJ$g`GH_~b<^E?TQJ)({^0`%5w}K3a-T8f{UK&ZK43^7@0+|bbgwk@P4Y*)(1eS6cs z=*fdQ3YxbAh|s8aZj^*1OgWbPp6w;EyI0AvDymTEY9CZ-QP5L}1S?Z>4!<41v>P$~ z+TWiKth1s}#a<4C_=DdzF{AlreS*`jU&ou*&ToU0n%$%c$+;0u zaip4zA53x|Tzctj(@5%@W7JOXE1J$}KlVB}8iQ4x`ku7J!rMoADY2Op+KPH(c7%3O zzu$f^PFE?Fwl^2YM@uKbl9%x2D-!UOXw7JR((XmHGbVj2?{~>e9gRzl3o(P+`RxnU zV*f(QIW_YCu?_5W5$qg#6!nckSB}3^Ze#& z-UpJ*AY=Ty@i_!|-8h0x$>FwE?r#o~K)AlGlF%9jqiVBo3uf5icXF5Z>-&=jBE3)NN z@U3rVBdvK7Jdd&fWo(L}9WDv+;!|tMiB-QpT>J$)U|r~4}sHs64L|zz2O(j)MfCDcO#E#$O5>&x)myXMvDJ8nP; zfMo8OQx23Gzv1Fw_uP&=yA*jj$e~lot6$X4=q^`kEAU*REyNkj9FNF-pDa6=){4?| zPI10~a>tTo{E$K6bRG@o+5q`7Md2%%3Js=k`q$arUKFZ8gi%m#GRrR_Omz9dY21;E zzSiTpzz+bVs+i+xZ)3)&d>3WP=Q?fK8lC640*!B#m-?7S?s@J~cxqATaDMI-eMG~Dd4 z@gV#eQnVBA+M5YE7(XNLU(2TSt|7L)C~E#*_w+i>yk-AeU7Ac&Es-9KZ)T4SIs>e# zp3u*fPcz5H6o2GX&w~IAbq3YO@U`~D^KqWWH9eb)_0Q{wnAZYH0HPOC;+Q<50d+;W^IlCH;U2j>%z0 zwWTSkt2OCKRXbD%yonjA6kN`|;=FmbFXP*mc7yQlc>eEPRh;eLA+3^oU)C%)$Pd-n z-?Fl3#PhotjO@k{%A@i1&6Ngif@2XOxRXZbvQ7NPv^4cR#-YrhR0*c5!6X zB{%Pq1rNwrr*o8BcT3*xUi-Oo^mG6C&2B`1%gvjLsK!I*O2ew?MJP^kr~TM@L4ggC z^ey5ugV?_h_dZTJs9vU>DDh|{EXvi{p)Xp`(q367(6}(VwlQW$3CV<)4Q9E#_Os{o zS8iEppE5pPCQvTS{A^qPct}}RN;xw^Xmid!%Hecb^NeC(?xOp~r9U9~|Js48{36K# z1Rp{D+i{O)4TEEXK3H8{Zlc;A1=cI~vJwz+^PZYLHN(qGn)%TEws~*ipqi6JUEXrY zl+$G3$}J&w!TE+-*YJ71Z^u-m>UqCgB}KTuN0qt{61llfGg6WC5)xaCnsTn8k~)qn zD^d6y9eKeERgUGCWJy#|_U*BPQb^DfSbLj5_N@yaDM4_+Y{-pq!-zXgBi*%#l*y1FalYv=R34lhjMLJ2G)L#ZD17|4JyHpKp5cKM;|j_TSt*I^F4}p{J)}UvlQCdH*D;IUD!fp8^_>L@8WK$UpY0^NQ_uLzmKaKD^8KfYZy_Vs z#^>MNMDC5D2ZhLwf1H)-KSlGxKUtz^}2fj@_l+n_l&({p(&j=ch*% zdjqP%Yi_U!31wx+KgTz;j?Pau9HAi;MmnbYAlFs{HY{OsUS3{*H?~(^GIt1c>9k%- z3X@S*9$r4XZZQ|CxIGu932#Ln-Q&(UfdezKPRpt6-STpBIW|kb>zAt&<>cja^;&}y zt+GkU71Bfd`uY^2qzyVF8~r&ZTDoF*Xr4TQokQ{U^$lk;#)ZkSva?U`98H^oP}C+% zL=BZ#lFu{;8qPHNZ&_n_dB6aP2d^(b<9zoY?Sa)Cf!q?}EWqQ?uiw0Sc}sI()Py}+ zk{ZM73S{yoxu-v)d63#+9bZy{FVX7&TgWpu54~)X%n?;jk7h$+*aOnDtI9fO5bhVe z*_HbQy~z?Q7Mc+e5qbs&(^jS2#t!^X&fUG|_fO6a&)lHTsr#Ds`s)EXLm3T?uE|=D z(wP9Bk*5dHh}qs3dtzZ{%l+cOT|AD@HO?A2fz!h+FW0~Tq+~P&5If7Q@5ySzhCbc> z^->)AGR9dS9UYy*pr-lbur#j@*2igRXtY7#(1|!VUt!8ypnUvW%={ne(PDs;q(m69 znu^`jehL;dveul|1MSf+gC>$y#_Wb&P7#E0k@fJS*P4n_oJ6>0$gGa@GKiK(fJo8k z8Y?TSP1{-Z;WV0+wY7+-==6H|hMDd9Rx{}WbY|6=sBoN}pWlYAJ+?ok{2J@j?Z^A4 znED0>S*&JXSy@@Nbap1CrlyXwgI;lhc!T0w4=5YPrx}%-+N}=N=4jVXAM~)&xvdut zYLN5u$Bm7t#k!v#9d4m9RD6LqFosHJH=d@;`{tR492{ZL7qg4+!~_M|_;njj6oXNz zK5S&bXVgL&RI|Q~g6yUQ*BLTl$7RqMGcpko5xIwp8ypf+Ut&2kowaVeGQeapS#y{V ztu~8JqSF<#0|Fg~a*&4O$~*aVg`nWz7m|_~!^6XBj&q?~>}YuOKNPbyX6NQChxNk> zoiQ27+no1TMKm->T#t8=OaJcv+lh2Vh8OX7;JWA}PdO*%pBWoL2S8}U@+CC1v6BNq z#Lows54YRW-kxZ`F_EEGnm3-iX71V%#SsYRFZ>!B?w6>jQKOmqA0i=2U~UYfEw96H zCZk2S8Hv|GGy=1u>=CXU69(?aMtjTs=mf0Z$;ni(Co|T|2Pdtaos_)1F(M&Ug#P+QNk2MpFG)ec)C_p3cvj` zBjZOx!UtmL1xfz1s1f`~1gE9WDPJCKb9ao}@zU3@upMY{Y}L(s&=6R?)kFxF%ClQj z0a;rwS!8+pn*wQ*KxE&Tn9RZ|2Nstur=>eAr>49yGScacWb24vL46m&VhF~rb#tnI zln4=~=_VpCkE5)tyyZP>80+{6Db{UmqToZu*I6#3lk!EwyR@`4PH4Cl!Ru^ys-~hs z0Il|t3ktqMXS^@Jf6JhdI4wRzHiCZq_^|_6R&JX(WTzlxi!E@pND~Mxye_|Mp3y$p zUmIH6KOAcuLPVxzXD>iw6+`Gf{q^hDO;{r^dNXUV4D>Kg$$X@-!|_teDDmj|Kr>9b z3+!5(2z88rzP^5XRTb#_C-nPu(B=JwzCLB8^TG8FZ;Rql378AGS!7pw@8V%ZBmtib zCn38@&CJ$oW##*EvSICl@ayIkTS8GYd}{^0Khx5T3Neh0jUA^v@un?D@H8B>%eyfR zcsF6z&;hzqq50sTjMy924Cxz_rQ#&5tywt6ZDdc!&IkJ18LB(cwo@f`Qkj`1gp%mD<0Db_M;vAOc&6^OE#)bRANSRw6Ewkeb(*>XWBY2 z`@A*^z4L%{d$zAyX20Ra>P7qJ3f3jMzdVC~JnbFI`P0m_G@WDF4QaXFF|#Po(GKId zNH+{eM@O(ISg6Qf=YIe$3cAkZIv<#kxb8|DbVZkHK3__CR%|wYxIb!Mdc2%|pUa9u zQO#1Y-1Hl*a$P+pU{%&Eb8~Yieb3GOnwpvvFq#E)x<*bfa zyX!N#bEMLLOiN2^LP_C4vpsCW9vmE;Gi*YfMM+5bQbR+-1-&dQBsv;BylZ5r8na=2 zygY)-nhHk0hlj_a-}d#eREbVbP`ah1rDkPM=Jo4my1L}*Wj0H{ICUwCmO$^lG(66F z`uaXnh@74vF0OaPDZ21!R(!LaUg-@QDfPx!}x`ofI z*P_ka9dEHeY-kM%0|6zjB>$OB7xxP7@%|dxGeni^(WD0^%Kq?YtCO|jkl^4t$}qLM z)Rb5!xn|lSyoY~7qD}1Nw6w^6L}q+m89{lc(DUbtPJ4@zZf+Bpyal8*;I2}jjE#aFV`eJJ*yep!6NScnwNo-#@vUP!6LD82B%A(6q?uF zHy^4*js|j%658i^@gsIqJk0DL0H43<_%>mx`I`pqV%gWfLT5hRrle^dPd!*_IqQ{? zrCA*Dta5b@i43-qTfeaW!Gd@x#lJ@+-;at=l(gehlrkS5#17;YGj(lzeh?ZF+g#{= z>WZAlDbe192dScyD4%;p?p_IrO>=4%vrG=pt!b#!$n%;sCA+c4b_o?qh& zCzZ#%x5|UZnl9q`;sTMQ9h}@}F+c|ocCrQ`et>@aw<)Vqd=>-o^s>lWtuN4Dx)(yt z#h%30t}Z^ZZt^=f0?@t6;)Q}KzzwyvQpa`hUmSHylJxiJFaC;0x=C={md(WWjF2|i z8RuwNHsXL{djydSTdfril5CE=OoEBPMK`CsNI_xhK3qc!XmQ18$aX(7c7smz%!XY= z$cW?feU=eZ>p^w<_(!*(+n|)!cm@A;T3j(TwQ7jzUx|ux&sK3eyMnsQ$jXXHNa*h_ z_IQmWYQMz9bb4cvFAiptLO_EIi;T`T$bH)9$k^CILC}kRFY|9y>>Ms81|okaCC=>_ zlbOAEv=jUV%o8;!DarEEkWu0KfnnaDhO-2xySuqCyeT>BBZ z8@X*w-1M3YoQqW&Pwg}<6JZHQ4ZEH$R-Ice#GDZA4D>TAa+Sn%qR1}WZCG~<_O(=! z+R%P_5~SKS!m*v6RO(Z%c{=<3&}Oj=sN=t7WFaCrscc#?ot{(FTqxfdoEDKx z&QZNo9vP{$xp(2P5_3>`Scits;xzj_FgLNl_F}xe{mA4z>|JdEOETkJLF)-l_%a~@ z_zsJXvjA9yM^;t%d#zVQk>Rpu+%V+n!W3cIuq_XIET+#(}O_~3iP zTk)-;=#NM0S7&8jN^CrIoj)UIyesqSft-6>q0(%0emhGD4c7vf^9H%_*4|dKfj@z# zhQL$jeOhd4Nm^T?5GsksISh}FY1itT!pbr=-5DITnc2^YCX_D}UoA~HHo3pn(scQ) z{JWS}8Tp=r!C{MniSpAL8d_XrHfOxYEjJR1l*U}EGQ-r-Wu~-ALv1S+B1DDsu5-zw zD@~!aZ`H=^I|ZAi1U8pW891HyiK_Vc4o^-j4>zS1GL?moYEV955{id@Z%Yc;5}k0r zaBT`CmC85hw6L(yf{eG~;`{{tKJ$-`lQNBfMr!8s>d}_A*7trJvL2UczY!krYqfSh zF5iF59=d^e)Q^PzY+w|rl+U90|O1uj`t3akAuU*UwL5==M)!HGctaO zf9aK{(|8LRw-Fw_7MvwGJUmnq#`&hVJkyR0%E~70=^Go1DJTrs8eb&j#SQ+j!JeRG(sboqy+OzkJHe>*H6xjrb78$HBxzS&p^+n>$4+ zu8V`YjMK9+S)2-+i;D}EZ8q|5HJ*CsO5!7`keiB%ipb3Mvir%sgUGzXLP~0CRKG^6 zPInewh=n1Ei>Y!w`3-6Q-OOw1UlZKS*Vos9DQ10s>WH#(G59;s%S$-Ew;kgD7|3UW zyuH2eW*WLk3kY1j?(tqU^s&0E30_i4iZvvBquWg~Jp?smWMsuL(a}U2?$%V*Wi1KX$YW=0vVe4p4Ea^1vTuV!r%0ogD66VigLjI+aL9H>g!k#A$CgY<0x$(c2eS`IW}e zO|CQ|)WekgmffeH=!WyIs2`6bqF|)CwF3j3((~B>VxEZOCe>^EQVyof&im_?%R>Mf zgrD!1CzUDLWCn-G9I2PCb1&eM(tO1mI-^e z_V(vv?wd2Zj_7GP?9(JmMRoA7Ow^2y`lXtS8=eIGM&Qdv*Lz{IIPJbcVl~;-=WPtt zr*#l>;4|r5UFZsRyL!~QJ+A4s6I`t&(KPY-qH}ndLO}D3)q9jYq4n{U+_&In6L#yT z(>7JEi9-I<;8G0w)8uK@%f3QDA8}J~Y?a;Z)Bzd&ePhs+ba3DVhqmB>xo!3l!cnP5 zidjUeMJC!yzmqC9>(D-v@E(`(Q(@8Yynp}xGZ9y?N}^^(xposvAj`RGh*)68rl<1D|Dx4XE!l1i`UW6&}M4hUpYKF+Jb=nn+SiH zYPB2h`T03~5)>6BmadSQrDO=XEbH6f4aXHX2_?%lh)2+rfx{O;`$<7})ucWNLX za@-%TP|kwtEuaqBH@!iPH2?ig<*K zR_8=I6G#~B4svRhPJ0Pv<7ET7kh@XA$lt$*S4uqpmkaQK#O-j(cwH=u)E@;G3#+t~ zR&@(ox~E4xmNE7W^U*d6z?2EN>Z;V;v_|^*OFJUrhH;yf``wYJDT4 z#~bd4Soss~UQT%D-lHWn(SwL+NxvL}zD!xKY}}6OsldzvzBAeliq!FOQ>8+uHHiQr zGvV~XEZv>?Oq+GU`|UPp@}eQKm^fwFJlN6iXz$iFG(@e*;&o1a&38wWl=PVQSJaoZ zT9?BuYSy2cfn~Nvp~}%=2i2SDjbJEvG>AETiFxev7e^_dUbstbwGBy&#~xEXQ8@R~ zIIv~NKhJKMn24qHgF}^Pp>lST7^E(&QLWjPqWQ@ZT<+&jT~VJlbg7rW9r>|~7e9+g z{efWf5fPz1w8A3hF3{JysCqUbLFIgL>UVu_WqN6Yo?n%E-3JCd=}MIw>+4CR zjdI}(Rfit{m0ck08GkwjT;Z1Jn_rbZQgE#lWpu#OB0nm)(c&YJv~8T z8cset3*9@=l40j$qgpmm==OYPR5NtF?*hB<0?=j)Qjkker@m;GOOZ zHJ-6-A5g(*rtthc&bU}KHFa7n5oJAn{V6?m-CwM~C~@Py@Gngi8V|Y{H}_{Khk%(X z`&9H=awe`pAmWCGDkwcx*Vcx? zcgCCAt`0FFRC4et0firkgF8l>RZlGG161i&UwJ`CG?(=@arq%JfM1?oUZ{XjHU{9j zPrgTWfUjGtm>3uUfxCC1L1bdS(!DlPICHo)BUq#yp0Hd}T8f2(Bd=GPpdo8seZ~%7 zcJI&l&vrxh7C?s?wQAlyX;SE0NrashoWQRHjeBvx!^MT;nDKM4PtbS}_x!*XmJBW9 zwtC;no$s(_U<|LK@bmNUuMXFLf9~PCdLR>aA@O=_!)YKx*)yOehEe-PJVzRv=}1A# zpd6SPE{n-$L6(K4qqxwWS;jvgmcv}br(MHlwgn4PeUXdvv&@w{)qsV0QcXb6qBI*h z9(K-0U+lPJP-Hf)l0eA)V|9^19SbXH^p&36z3L2&_Ik|y=F!n7<|)_E@fcpKY}3n+ zjE?T~wKQ`c9z5J%KS_Va135)_=e$cVW}(UOhpGBcUqWL#tE$g+hP zT1h(D+s$XVnKKn#nxin!(p_0&FZOMF(L2aydBkH2TO(gm{%cS~>uxb3-ufVRmw5Az zSQuS#QN-7;4U3l97Usn#4yUb#-rk(b%L}@zKf~~OmXj{`4*PzU>n0hGIG9F&57;C zs>@eSmk`C6PcHI(;fQ|va(c;ujX;A)tlPfh`qJ+hRMPt$$7uQ2!#fR*F&w;QQ+9;R zDJiI!jaD7FH67gD54TJvP9AJfIChOWx}3JEt(;usQpe8jF1ZU~m?LsSYU@AsmX5ks za2lca^e_$Z8Mr?6TIW4soQ!||@uKL+H;|Hy>_bO~c%(+joypl*fitH)PK(V+93$V; zL@+Z5x}!_>9E!)|7u^LOH+_6MVo&bh^tqrYI^JLMERTAEpi@^cfVPQFUsVckP1tM$ zT&6m>>;$RhP_8bja3INCOAt8#hF*bu$2VHam3DTz`FEfYVtu^(*2M+-CnsEc`3e0Y zJNviyS5Q?3KZ!|5%vE2UG4ML?&(5}nAd4>(mCm}kN)W-*YP#;>05X-^b>mlx6lt1b zwxo^@8F+7<=?0(Gu~O`J&G5ubcGL5t)6TZmRze?VmWznaaBHg;c1>3@ZfKQgCu#S- z+lXdjPF9Lg*8 zLbLHm_zWC1pmZ2#CkNF!F*r{Y?%cim0(8N=wEM$NY$`_mwtKNIdAnkVUxgrCzz6>c zV-MOc-6bR>go}x}%KEAi{&jx-t0R?o&OAH>97Z)kiOnVDd+KB3$8kM;8yyZ;-jNFj zO6R_C1Za%QVe`)ImBIEwq)#UvDV*~R6WaOZapjG(J)t<2{V}fvKT1S|vVgGQ6^q>= zCWERI5?PI?S7%PPN9SJpL_BUEqN6Ly_jPo1ln++2D~_7(br`Tn@$L|-F2qTaAi-M~JCJRwJeAK3ANBSU2k?@ksW!b*LLvous4oj0UIaed&sL zm?1tbKOg1g?uF;&fEea!k;F|A>CFlDPT zOq0oN^^Ig4SA9A*_15uMk-lujFfQwbt>dU($BUTzv=^3?g!S$-9tRV(ot>e@h|+D= zz1CKmlClyl>sFtPsB%Jhm*l1);H%3XHC(tLvJsjPv@stap8)}eSxPq+W@Z$?`EF#Y6zTv@kB@%+E;hDLKtM8pgsX^)Zq{XF zkfc#rQH|$xur47kj?U|}i}GEw+6`*7jgjBe<70$ zab9#P1>Yeq9;_s7l_Gy9C?H@)E-l?7mnIj4^Tgd?x!^t#mx_gdB*-|E?Fjm}>{Cq0 z=JoC|v9&iSHnX@4-5EGPsNQw@PO951^~gpvb&rt!?nnWReWA(w^z7n5 z(k{NYg&s{Na)~>gWxilg$yV9XL}sI~DYX+5RV{BLL=$ojSl`uZy%ZI_^%l+@V;VPw zq4CxCH&SYjL+V<`VLqQL>@}^;j3ra}n3$)aTQRwpmpD~EpGs0vvfvGgfvNjmWFf0j z-xq@Z^dOkZnX6N-@qt-a9DjHA3dgU5^NFj9H|s{*{WN%;)wV3bOJ25T8pTJyCKTbL zmj2_19y2rZjj~m1GA1UU;W!r|9UYmfGx-mXLxO^&4LHcd#gkonZ+!an>34;rHMo4; z7z2866%YXSrpi(SSkevUdFff_+JOOFXJ_Y?qMkP$Q3R!5w(+nh!os>sbG~gvvKjx> zsN}wailGM+G>FY8amuuVkKubk(Vm-S12bydc!PfbW3+_{g_xXNYiIDZtTw5xx<7XmQN%^RBx z>{(*iv`uK_^wZNb0L2=NJvkbD_SRNWY{A%#sctNtEu^G=vo4i1T{P*wQEo=+Hp`n6FzBpNB)pZlSC^JIU z9nqz6zwK*Y%4HICyu`%#uH$*@=R97Tk54Lr&Q1<@ zNaLP~i_^YuEKtTrMRm?&P+P2i#KD25$`f({Ly6j&bYjyjr#v=`oAeqH6_D5w)wMw=-(1emj(Nh{rw3kERwHwy?24XQt=pRjAG|?=yew>yy)P zTB2N8yZ~$mo0!;?crN_gH=%9MgNszz6eW1Jf^FR8K@;|n*jPy!nTZ>Vo0}FGq{*oA*c%O1LKDW&LI2a2|X`;tt$7txAD6lrRUKR-qJIST!);6=Tdx z1(+R~Rf^1ICFBMp*DWtEf4FQd@N%=8QdKZ@tXph+AaCnOk!-L}wP@YE>WgxYV9ROG zw7I}D=dY_)Ym)~A1Y8q3DKhDarc*6e4tbhBm_a9<0iUv>nYN|u-~m^_4_P3M@-VN2_vw)aPI)4K8nu)G}-Q8W6xm6R>o2I`%W>+5#9G_2=nX3AbEWm2z zyUkExoNc(H2nY)AY*AZ7N?cHuPRUQJ`5Z8fVJ1_pay*V%cSl$7+v z%a`{#EgpcWzN!W3Fs)`45hf<)NRg@7t5-LurDADA&i!;)2^=rZ4(@Z?Jeru8_)N+l z3owxK2{B-U!1gHkhPltW<<$J`5I`JEyj`Q`3;Y9>m_*VUIo!l zMH&><#N3*DyE0$k7AG`fS>Gz*DdH`-Gy`=<%*2E?hTAqza&2jPx^8=}9mz(6Py=(J zI}TL~yvUCqKPEReq`(2(L_^a(+?+xI-jx@`7}AAC@?a1-T@D!mN?5<`o`IAoGLGPR zK5Q@@u%kyka}&;oMq9;l*|;By?I#`;ef=t@aK3<7W?LH87W(+^BuyoA+e5Q788fk(y_beetEq#)Vk@jwji_lbofZW1^v-v(xSF&n zXKgiR&(66UCpYJv0ovU*DI!L@-FETlr=FBz?hnXWLQ>*fK71!j#=~f+>|ymla;`P(*d3OfXu-RNW{>0~rwGG35Qj+6+jLBuBH zH?K`WNv&(lI=y<@{nIa5f?%iDmo#G(bAO}#CFVXgSeAwc3U<$nPhjFv5H6LBn&sI6 zq{e5%5XIRWR0s+QU59k2r0krfU;o)VeodEsnpPT`l2VP)d*O7dtSS0_^Mie#PRm1| zC7-%g+$Avx~O0$d~=L_ir7Ksm0`PiI!Tx zCdR3s6uv$^rA?NhJmJ0b@uNT$K%gh*Bi-2KB#q-|#}x7O0l~DNYqcJIIjzKk;3HF3 zS~D#}=vf#W=x}8vF97--B*R`lehRr;ueMm8jS){b|9Bs>wX-9;eQ=#-b#F$c1MyX` z5(82Y0fBV^(LW)h0VLx0`R6IWWghxC#xdwkDf*?VmEJ`Pi=Oz~5>4%U0%~ec$zxr7 zg|A~YKs`ke;Ue6;zjo{MJ^FyeMBSi7v~0GcCsv72aM*5|z3Ec5X`EcaM9jg#@mMkA z8LU}KcXVSN{;b?23cal+rAvWwRJP~ zc~@ZmFwYg@nIf?GDFR5~+9We zIInztl2qg+qyRpYQNSSeuNhC#N?4USKK~;kAR{qd=Eyw0BG~0(Wb8Xcb^m?Ma?2tE zz5l#sG2*Z0{MmzlzqJs*xT*E$qW^vi;`#VT@c!7|zu)X{{IS6Q8EE~^AEo_w6y&Bp z{E93d{pVHs^3f&Q|BM1V?v+zHdyE6yYop)OGooMfAd7c(_xQ7%f!RNs)Y)0#wZ^jALJDpVfet; zYa7ltTpBM2Om6^L`(Y?L1!6al2)g9=_P|YsmUU^mpV`X0`uthOSHnF=rf$fED%}~L zSVe(5nQh{>UA~8kNzyPp96==!Ik~u~q^0@d#bv1f);2bJTFtd#0ZUDlea z^Ar#gx{Hq=p1oF3zzX$(HXudZKu4#brA3DT2Mn}NU?4Rxib_g26A}`BD(6#$K9<)3 z5+|$aNZ&{k@E3lnm$O4DO3{TDvS+zW6`YXPkF9zMc55R8y3PmdbAVDq9P+EgQrE;} z8*u;j7HX=?8w}d2^b4I&vBiOVX;9AW7u`L|n+2{3ZrQQ+>Th zH~&R+M@NTCV5=76CY13&Tv7qK1HKYva?r28uo zEuo92?14xN@q>{7sfybSI>2B7(lk)tpk%CVXebQ$^Ltkme?pEXkOu(Lja~DHJAx_2 zZrr|&EKUNS#tI6{C>0eIz;wHU{5=!)USP3aK2uDS^8uXdiUpLO;1q-~kg$(t0{L&; zx}^gG1;fv!%PNuL9UUHS_Q^`+nj`oWGL)V}O0hIn$^y3^?|yL(gnL=YD8A9D3W2<5 z>;sAq^jo;5r0ME-jAKpr${9Us{3P|U`d!G7DtO2 zpfV2pX*O2lfzLTPIWG>>yG+=TWOeL2cb-8F9|f3wmu#2&EB?_8k(9ezfM=68yg$rgc>weNUKWM@Nj93?kfniwHTFFE(7@J4K*tl+xE~WULGFx zIB|cS1Qrc%3_^!D8LSLeX>{^CP^BY0AAf(!$B%shDrN-w0Gf6ksFi zG^?VazM@*(X~5Fe)#c#qj7>x&4kWI(zkl3>a>~&%`B+fz?r9GK^G4C}!V8N1ugq){m5wD~|T>3=Isv zEj#{o0YSlF*+`Hs;*~b*ALv38Y0&u34?Q52{t_7}3LA8592JT_b<>T0K7M|Qkg5`K zTA)C7jX}hT@(e80jzpYo5R_`bECB-M1!Rf@0n7eu%{U0-f5U+)8QxeRN9F0Y-US}! zbAXGHbJt_;$v2b&mh^{|6lyrE0e8!+S&2c+y$RG)IUN=p4VyF#6zv{- z);Ba%9aJp~hGQA|_8S^bd&~06ZVwpjP*J^HWMv{c4Z!>WEr5Q+{dd(Ja5 zXjgVZ02c*hu;K8JU*FVnQs^7-#2@uY1{fR_olbHe4L`6lcGX4{k zWceWN+^oX?!}!L;+ztiqMy8}*nB2_n#y>YUD85h(|K#}gH(Gzh&%Y5x{Nb;$c?D1F z(Gio&Qt59SmfJ!(Zu4cH^=W*y`T$O`eBt6cSfJ0HyND;GkplC9V*z)GhXg}Yk z(OztKP12Qf@@AszG&2zG=wo(mtm8Hi(F7^yxLsIB7dM*;+>H zzO%Ss-?qJ&E zn(t*CeM~r)Hm%3W-julBy$yHni{!@L=5^lF(-k3tfz;0CUaH=miGXOo0PVR*TfqSz ze<`i4Z5$3p(f^4sgLp#z78{Z!qq#fd6Ps_`OzZe^$@S7t4Yu&1LkFGd>DIP3gT`gH zjNv<(R%tktT>#s}Gae7Ntt8`?!qUNxT{3>|P8;gI+I7dV*A|W1!fZ zN~&rl0q^=+jiFx^IXmBbs=ejSx|Zgg-re8-2pBSK?zsVq5j5J@iq^}gh=$Qt3{T@H znGRiug)&z_Ujb`^&WzIWj*(h)jD=0kLZ#GvzJ9Zr)5PfeoTl5#)pPb$%ID-LadgMu zGIq; zH=47m_jd*|q~6FCv%hz%GMUKrL%1O{mYe@T(11Y$%R>Z692`98NR`K6U4=YmmOV5! z;^sS9E@2cml@m>ctfTC`!#*YkWp}sJAk?Licw!XDOriF~$rU=&G5l)4(|oFBt0LsQ zlgDmqYP~6);i(6pozhH}r?!jkio`SK?k0wFBbsktmtQxH^ukf5|EY7W;^|YRTqoic z4)acXlg>{TC_=nvfY8Z3_#vvF?9Li?TeYYsMa&T8w4(Cx&B#5#H-@Sfq)@oW$9;uS z_YGG9)WuIM*bjfu`($G!%DYdmmss@)ZmX8spii9YwsXz1kkLtrR9fc z*{B+W4X%Hst)UP$%Bhw=cFyPR&R zQN9~KxvxAnN(_M@^|GFrDm7;zqgLSH}2@NVu!l#nwRZHhp?+pth(vTSMB zbs6!83O7&yU1v>G^@_i8JhiYUuSe|HSce+t`o8B)dszO&RAno6Ml(bx7CFV#51Ec4 zb$K?c>npZun-85Fnf3e7O4ME{;H5+-k_Td}is@M03S!C~IMW~@L200*xO|5&F6_?! z{&vMY=O2(s;9P=U;v9pJ+gsS{cCt~w7T>u;R=6O+jHKK$}>A2k5{VQp&Yc$D*~d z&f0om6evrgu$sOO>m0RbI%pRR9~&RC_gwlvqQE z1tyZE!7dbi?eB(ZWk?esd4KV=z+DN;m`R9p|&Ld z5Ethy50c@0f8{DWn9l}9>Mjm1y{Xd;k4>lC&OB?g36#o4x!IKi|Yp{|P!2{Km2umjMW-Am{lArAgvlRMj3$`$R>_tcdH%|Emzf zpfhHR!M_uds<&;#YQ&Q$B`x=(ukWp0c(@vKD#(uABnm9+BWm}|F2gD&TNqnH}jz2(Y9HFpPptC$L+?S{LSpG&;5V^E?%;cg!&B<(3 zc>}RJV0^T7N_m(2K=op`GlxkH2e&HpzvDV~oq?gDUmR<~!67}pq44cs<2$!pow#am-qGZgX|cVX>wHaFt#B=owdiDW)3AugIY@AB7OrJ>{kT)F6EJ_rFl1mh% z2!mwjK?#qqo+W6770G}_`=|U(=E){GwYqVxrm7C^4 z2x?G_K?~LSWhz9oV%?>gb9Q}1$MF=PjppqSw0W=y?~o%Kkf)*`Vc-Ms1*9mSEhowc zq0xYD45g@p_NX18o>6eCK$)Bc8gM`z{lF>)(w|QF4Ru?fKk$3^?s9LHy)kG9@)@U_ zc2_F}V}34uknoo6UVJ7k(~xr@E}oD6cXIzTgTxnN_a~NEJWj?uy0eU5nm^=p>HUck zR?7?R-vVjN@>`L*ONHvpd#i$PiqiEmHB6KbDEZm~C_SIs*mk5F!S!Ek@_*$D>aTo(Y3&mK&J=0@Xse8>ZWIQ#asQ>t|GmKC zR#HF=Jx@KxE|7KcZwVtQMiex-EL9Pi;tq#yO;s0L97haa{gZln0rH04Qqw!&(Ie)5 zO=kGC;dyS2rrp6L|2xr(`&2)ERMym>dM&W5%&=ZyM728%ZEsFiCDMhF>TnF-EC`(+ z!6J>{ULsX_pqEmkRnbwQqg_j?n(4^FR<73t8d#;I zA*CU20)Q>()i2v@P4aVcajil~M!mpau^S*FCNS^>b8qPcwcY8!UvtpE)5=Z;n&kObqnUw9#V2TMLwO;<%p3P4 z10&{?Bx3*0uyt3`F(3Ri-G|e@VL!fu1mD)#IcrFV<=SS+d3u=d z;^wlD*iljHv^8!i`;m~yTxy(waXQ3p%9--I?!NzTIb~#YmNKf1x-CYKBT8nV_af;vR|nOx63VXld4HUW-ndQs-_hqTmoWq)yr{~9NRA^vRj zX9;16ji9JPZ8|Z@VPh7sGesV3ju)Hllcczuaqw7SEQ8kZ`aM>W6wp$hV7G~S?q=NV zoXhlN4Lb6>3a#OdY!Z)V^@1<=x2vnG)xFD$H~{}ExSQH8j9hu`?9BT)-7r6=OXlh2 znLwzuN=mp6r`_2K>Q5L`y)XDB(<6cG?fW8i2NscMz{xN$+?o#CY_uo-|1JFmJp=7`?BvcB#7RwUZ)TTSd%g`tZt;gF7-4pDEI8#KiQ(tK} z$QhlCN{HwC|Bqco=EQQB&`Z5M=~`-6^T0q96s7`>oBG1j=~_g(@$5lM`dz?#W`V%! zk*-|@071-W9=dON=I7@xVSIDc(u6H8Q{VSw*eM_1+*TUT+SJw6?E{ck)_Mj8c)GeN zYC{wYv~Pb}KbkvKO7%P-2A=xI%nT)9N-%*@5`K1)u)nTC&@{ths#N1-2>@#gSYR(5 zL9WT_SP4CtH z?olhn{ QcDTNz~<+prg3uA&t*(PSYd$lLjUBHr&(ED#koE|wzoPopjjX_FNs<& zw7ikYg!=j*t6+DV%!TUg1_;tS??VH9p@BSUSSy|PYk)a9LuqVPq{gROp`PbAC zus`}=Y<*`1X z%^Hcp3<|^-Ge?oK|Nhs;f->!ZD{J=c#T8Sj=MXSdX}|u74{5ZaGdt=s?khw4%~jke`>OR=U{tFJ-+lcu zXh3xDFQqor!OKVi9kt-}Y&ve`sSA-79RnSqXv19Rzu$QBxuRkbtw2NF^hg|$_bK_) z2=e8aqVxiD(H#WtLkqlsrBJ2;9&@4X>-0o=ij4dfzlkteozSEI@kCC;3#7f1reaE_vj{yMOSwNLbT8fGj)i>jnUl ze0B?Mj^QgO!QcS~h?=){2BlZ=Iy)kr{)d`I-Tt<+fAw+20GIPvPkWU7tel6euI*th z>#6?>IKufz%c7{$$O&<<6QfeNP@W(tC$6E?;0`OjmxzdnK)clpkThl$af%JHI z24RQNsIC6dBQ%g@?yZkR`1xH$`yXZYVj^A*l&Q6+TQw+463jJJybdT~z?qf>^aeBu zc=-6QWGf4FYGMIWp55A#1EvM!5%_4R7!%O5{#%WM#*N?OsIV**f)XusJ^})^}K4dxxfvW_Y-89l7Xw?yI7d z{7OoAfEdB;Dl}}xKG>S-goDKkxpD$M#Kf5orX2V>5)l-_e6Bn9Zwv3?FsbF=2T{@+ zppEWOP;|rH1I^xVWQlWJpCY*@T1#prQ)E~Gj*y9s?0cLWFG?#3gDd#(<1RN(h%s0) zXks*{@nx7W;0L?kqbj$hvfA}hSAP~H*6ZxGyumP4<-Fu=^xE3V={1T@gE$l_;EjCI zZ*zK{II!y0-uMoi70S~CAyf1q2n6Ew+xK0&qd)qW6185BQXg(-)!PCkf{ z1}e?Q!C|2#j1C*uCJk)51)=6EYlqTttX;6)4I;rP z<>uhv07+zVCv|V$pv}$C!wmEYKLg@-5IGF^22x8#CIlE}q4^t_m_OUwZ(45FQZl9V zAYc^(M=1sf=Dy|S0i%3RP>}QuP{h))%<(h&4WHnapo}mOD*!esn0GoKA?Qb6Uw^Hy zy$6;IoyZ6-Fk=HLsstjSeRrS;AH;Nc?A`=sxw%;)IWsr66I7)`u3ivi2WsVK$ySz@ zI$sRq{^vJ5VH>-|jQXkw29O|tP1L@Y2p>N>{Z0{lJ}`Oc*4EZQu|9(GPvHSR+#Dcm z|A?jh`0+y`{O9m+EG+0^mP~%1AS2IWx|SHa7_^)hc_&J)!US;EFzkuB&G2FR8^9=p ze6){HI1^)GVF9BZkeh2BxpT(mFZLL^cp#iDBMwo+nGAq#`z=HxP2SzHOgjXSm2D(lU{RUhbNd>sxki8TFQyqM)FCndfkB{#q$QMAn4Eb?v z1W`pr9FXqy5>g4()z!g#iv~7AyXPTi(Xp|FopEegVBJ!OWHT^aD^xp}f_w7ncd$u9 zZ`s=2jV&lB2wo5jW^eEmt7~c+SX)QH+yV215d?sup)4_e0Ria>4+@Km4IsG8KfwSp zs`^oa7Py2U+=oa3N0j;lwldhq6+pxQ48EOk%QE!N5nx4B0!|+$N;@pWe2@qOlM;d! z5?~dX-`WDTA`KANUmz~zS_|F(yj0PYVSkRAJOc8Yo=PfKN6UC6K0^&Fm8*wmS2#+# z8%nqvdS+mED=jPI;N(g%(blR0A{f`#l=H0t@zmD+M z+ss}DDLR`4FL;kZs*yQOFDxuP621ZaasR-;E;Ac1j2CeU34Ke;ysZ@iF<|ZAW@H$J zm&IZ3IEa#xCK3sRf&DHpD5#xV_CJ$kRp%hbdq(>2mvitxK8rC&lYzhVySM!Mwc&rr z%)+9_Snzp+h=3r*SQ7*vCPO&{puf~+A>E(?kpSi_oITHZlK1?H72z7^#EYw7JrlJj3yN4?{V+S1C(S6yed|8+<=_k|mO zcfkMk^ABHc`)#28ufzTGnv+NWZkqppZ&}TQ;Ka|`Rd&&!QHHYgppNY+>WI^Hn-%15 z;1BnuB;t~ zZQuL-l%&Lw$1<3|WZp!YZml-E)(XW!&IVYaN_Pw?cZuVV~PhmTkk8VI}EH z28L49!#20u-R($B7TI22yp=`U&5~l35u{_qCNd)}tvaG~r!r0{wR|7ZUiT$C+iZP* z*JOP_>1umWK|@{d;MFIFZ&My`jR?}{ypPOO{5GQXhqovM#ZQS5xz)ent+m%2h2TbtdcN4;_KZVKL{m zc;b8FTdO?-y*MW8Z(^NvT_3-G-G{h_h1ENJJx{0}He15`w6$aAx!E@*GhI_F4#RMK zAnykRqJ1MHJ(011lz@*qFf1%XC0psC^)%TV&{}|d^9htldTneVNrFueK#Mm40q9sH z57FSUj3{0FHt5E{&A2bkLCI(H2G->HwY3xJ<62f&J5+m1pxAZ#QP zHm0>wsH`A|52A@~f|2#Xu-)Q6W6|w)T@YKrBUMQ+y_dD}$qk=^xjCp(_o$Obe7d`k z?#pan!$nyI5PNe%GYA>f-)OjL5p1g%?z$L4^prN}&8Lh^T8=t9J3Ip3v+Z@!^6vX0 zju$?R!)N0synV-~55pIlY6}k6R{{ydVi1YUCG3m!^2s`5V>vFnJ82bp*UFR;W^mlO z;I1snWgS;9uhg}li7ESrC8r=l5gI-5OU>G(f&Qpi!|F40V2?u6`G^ zXPy)K3u~};PeQGe7X!LAPv|2~hdX*YYx>L4AVrA_f@>_epSjy-;_r-4vjMkpUQYY*-w%p4%r;?k`(y_VDX zdJazyB+R_F2^VV@+;7(#FE1b^yhau+9WDqnHxBc>9$#=Yw9hl-SL@;*FP;h@if*q` zbg)e$1IoD@3_V6tt%G-~=2bnO?a#_~G;}d*(i?kCG<4McVbz^L2Dq;QTLNHF5r{Iy z5cb=160mitSJ@dAH5XY<@PGt8`$e8+(V~Vns?>%tJUl$iKMjx>Dy`F+A%~ZqgCi2M zD>z=Yy{{ne5X^q;dwmV}4Dey^nW{P!~3l$8y??tUn+REcehJ`a+Y^@SX=E zDYj-BAi~EzxK8`u_4Ds~^v{ClMxXKJ3%=`#0qiiaZileEgDMFXXTSxq0QeZ!)bh0z zv#=;d$Uv?MCknAGwI}CPPu@Xc5K>mg4Xr4H3O_W$qhn*>Pi=&>@F9fpt5>~HumfZU z1tPzsa7}f!-EucMRAQ3ZN*RNQ)030W3J-dF+m3w$q3=S676LvA%2kLhR!A-f&F^0Y zd&$qq$t0MA1Q+)S9_zM7B`3>*W)Wb!AFxTl2jw0@dzuCsLg-WAc(B`D`VEylKlL!LZdkD9ESfzF# z;t=8~9^+&9yWzWf9qQ{k-sk5hW@2Lc)zvkG^sFcI7kdjr3ur3UBHEDFI%n3#E>@PE zP%p-dcnW;d?12#_G}4Fcsc~5SP#p>=$o8MvCyohFvY~Fy__$JmuCQYbF$IMjK!!zS zWnCOPwvTsmXrPTyZB>AO+<%S@`aT*I3Go|H5I|ZRVn=rb(V^agEq!inEf`7}H@_`d zc};siy{!%h`(xR6yPfLc=Db3PW%#G{{AW=8{r{@3B2<(RTncKtH0ZUe!mAmB^}LS# z0aZbfjM37xsyQl(SzVCZ2wjn6I9WD@Eg2|vLB;E`w}K1lSm0htfP(vS=S_(7VP+16 zSgqY5HNET^QTwG^0N+3jm8QbDeQ?lSBoEQc{IKjo{?*#yZ3>}hj~+eBUxd;NwPK+< z_Jd7jYhDlp0{SBkiwxvzFpf(x`qYLmgT__6)+G|o0TwVg##cAD-+)CJzJ4tUQC`v+ zcyPnfpos5=k;2Z+Es?EKtpD@fmBWMvaOC5(FEM4y#BKN1FgkOJt}Je zLLp()iJ}b&41(^N=KlSw8A?*?!+CnG+3mdLwF?A^X=zl_86V)9Ec$x_4HPfv%sNt_ z_cU9jK6cfZ3SmC=O@j+A6L`gX92-EJeut3o#fqCMtQ@G#2aM`JpqB6L@1Fy)e;G5uBez4Lvft{hQUG0(Lbw#jtlYROt$Gl{rGa{Vm;=EqwxyP@(iIGc{2=9Q= z%8%3;4KiX+d~aZ4U5CY`q5Yy~^4qlxB1m-2)u?od6==|^nBFwbC@j2ZHB)y|{_{aJ zKx7HrhtwR~=N8MmocjIj*yOC!rq@6@3M|j2=oPHHqlqgkXHP|>kf|_uP@J`KcTyTy zp#e_WEQ^7}Gx&+S=z9aQ{q9O$kO_k8*SmrdiDDI3GS#nc)TCX>B)Fudah_sdnq9&stzi3;~3! z^G^%H+=XtorKcz2)2B~l971^^CnqQTYX-W@pCID{Xm~u36+?0t&>t*+T)=d27c9IW zPh9|HiY>`^vIB~YpO7~3y*4#&#`7*EWrVNql}{w?x*yjSl8Oi%u-}kzJ$SQr@-83% zGO@^TzOUb>1gUm{9 z`d6=tEOhG(1;*;sRP0Qx88zdbt`{S|zwpvM-4f~PO5uun8ljTPy}D|eBy@aHzUx}$ zwn;5*w8FHAOF_{Rx1049iCpSp3QgTRNPT;8ynKc^Fd4 zgzh~C05v5@SVKjn!@{7erIDGL`7tpOp7(JNWF41=_Ju%&4<;NyDQkO`3+rzp>@1o$ zEk|U#KKRB9Vh^%WP$@Pd)YVLdGb@ZP>OL^bQw z-_|=ILycjW3Nf^(S|=^-33n;9f_##AQ(FPT3(*c%9tJ8 zvi4uUz5r3*DiP9_pP__LaEJPfjb!NL zlAZyWidlz%JURexn;IKGf4AHfpnwtvs_QlostXDx0?adIESu0Zg3Du7M-DI{K)LcSI_B34#c z7X_|72eUPpyZE;bYhmAthrwdMyCe&cy7JeZi8Ax2kkok$dl!R>t4 zO|-!d<4O2mEaA&-amStxGGVumkY2uPThYCC$fnIFpEo{K#H=s2%u4=DR#r8O1?k4X znvc!LH_qk=dXlEjZ*G%5LxHw)+Mg4jx}r?;FD_ zo6{3mb{i6c)k>tVUOm}mMWwim@p5f{%l%}BB_kPucw*3BV*0%vX-ic`%BPeedGlS^ znzX~O67*{87u{)+!h(#hn(Pj*i00-E$BHenJkgJUae72g=W9VRA+iF8SXV&TH1Ii zR`QN7gY>Xrxo?G`!lV`IPUZ`Yl8)CvosA2KWJE!{EqmpdybQjD7{ws zw(-4qF-PDdeAl71e4#&T=Tt-GbwmIvW=L_#C&?uAW?7^652TdgqJCsxgx(Qbp}$c{ zwO0BfkCff}hXaV-1M8wLd7e1^9xwCWw$da=H-4g7X7%1s1;Li+ohj`|q&@lEbYeQ> z4Vw4Xbd?n9W4w|c&0I>>sIucgyG=1UpB^r2YsZ}_cfJGuI*nv`6_u+~Zlx_{(ZnM4 zjvqNKZ{48}Lwh;AA?3kya;G-&MV2*E&NUXZ5c!?eZO^RpeOjFjljY;7>jY3#M361p z46vDhUDCiiET%m&OEV)G#v=9lWL{z1a3A}Y$D@4`D{%?JvjC&VfGHA->fbszc=2F^ zd3C0tqPp(FphKKamZIk=`S?pCOX<23?kaDj#zdw5ynu9^ZF66HEHM}6MYEkEnLus8 zNm%FXi($Xv&2{_vB?8CsBGH3^N>f_L@v?Pf&VXiFUgwxS{UB1*b?sUGsjg#~=-NW_ zp(t~PtBm|)M?$alOZ5JfNiBfVe|_YRwTt=oRc9vo3c54V`nJWzzHyFQ_3t$+>6(aI zm!pN0z(571ymw3`%g-C@zR^Op3=j5*?=wW7ebJI+#;tv9D!YANecmYQt=ypRXt5c( z{Y~|4dMh@e*0d|=MU4B23~g9V{nJBeQ*U`WMZmD^w|?YImc(Milm{1<;o8Cr7j*2c zxm}LbLURP+!C8HnK8;&s!UxbN`nsO+QO)c{rtTZ{eb6}boV}G&rjlweB^3lUz`d=- zU)gJ`O>w*R3K0vFb;g*Ur=q7Gw{HAVL#UC}U%bAQE<)KBmZ+vt`U-o%IGl#>2zPf$ zo{3$UQ%p)#UX91%?Cl!&l!|5NXN|R5LxayN(Ap(p zcPDTK5tqajj7J1J8Gpc_2sB3Yx_qDa7Uvzj}a zRTB7$;ss$!nRb=U z>@6bJq_pgw65~&2bEY$WAqX|L3=K?q=~$k$nK#Ckr@1EwiK-^%L_J5bu#f!K><8Kc z(`|1XJ>Z=TG4fP~R8kcF zBbN3XesFAc>ab@5a0x&tKqu#ZKhr8T`2lz%$lKBZD8GOIexYep4ojY1g9zx#0A)y1 zc!1I>hkFV-uK7ho^k6D~6oGex7C`4M$H$K!QG^Zbof?HNFM+F&%_cPqCE0{J8>7rp zw-w~)Mo^CxRaCTsW)52LoTq){qF&mb$piiUV8whZAPRdY%I_N!qZ)26tlxMQ9?cL8 zCkv2^f3PKF*r4#&shj02qT`=k9}PT)VrdFCu#jLh`?wcTF(tE@AfTN=fu_h5#la+79(!PUx5ei4Ze>Hz| zK!$@YfW7ct^uG3dha+;pmjUtnC^Vzc5zGNtcf2(KN?=G{_k|Awr597-tu~|xgm98T z9oPu)6GVXaWk;>Kwv3F#0gMBE)d~PcX&tWd|6(Rkmnpy{9WKx-m~L%tMTZjFv1WJg zqD|gwghXW@rQdjfA53O$FUZIDHH#F)6er##U1dpPHzVZnkL$LkZ{z$$Q3z6N4zKK- zZ?ODYwssp2DH#1IK0A_Ac4V-lf=e04+&|!FW6wkj)gi-WitCuj)3=T7?HXr=Zeh>l z?-*?Mkcww3ZOwICdZ*nAA>3c*#Tm%z>EK4xKJc~k9{Tf*>D?_7Cb7$$&6EKJH#|MB z*qR_k#fb0w>2+c^78s%19==ZEb3UoJabjffI-R&^!D^vDX%z9yn`X?+=O1$A=jP1kKm$vgWE`6VLl~M1S^=8u97K zrG9Q^H*#)}^3XpotnSEdm5usO3J#?+#XZf3)@)YVayUp72B$-1Mp16#`3g$3&Fq*_Lb=?GleT2DU| zGFNLFaRW;lZ@yKQXe*;5aP$Ect8OJdTG}lsMTE7XC6kktD7DXJJinCul+m*JuYoGB z1N&0FsXAiw?ir-}jaHop7M3zo!5?p6$`KwMgd4Q%T@xctU@W&3eh?Za+f>&1wyH%< zdzqH454Wme{Kyf<@=PEw;BdaFdH2vi#9nH9H$qFo#pE4YQ+(8jxPu=Kt&U8P*^pT< zshUsokj&f0zCI0)5|6OJa2$i74y?w!FEy18KlF}ff(RYWcyXfWe&O}uit+JR-$-5Z znj0=t*zTD*^b^x(OCr;0sv6*J{^?%yImj8aFYE9gE;&`xL0*7ghQ!Ukuj0I~A$-B1Fi~kwgXL-b9>OYTtMoV@pp{>S`V?7FCio5IwJ?hb6Dmt}*SYTC2 zY~Xm=+Oiwg&WG59Q}eSUsn7bplGM~fa(@02n71RO4St+SP_w88dU>MX0I1ORWN?O> zk@NAN%H;mLnKk}#!@#xmsF^$;m;8C2-bt0X7dWVMY zOn3`3!eneRrm4p<>Qup*{UMel;HA8>P8yi%J<94s@g=xfFOQILDR%B)-vpO}*)O^A z@mclu8-aoY%bMVxr*gRPmdfgAyrCTUF36jNL`ZD>aO`e_<2i0>A$6EV^#pQq`EyN0 z=5rm*IJ4^mFVwXrmPqtmY^Gc9WO!_sZH~|%Ht8LTt1DC=RmxEIeReg+&A^`%XqzLRnnO1bA~HgnF&n&QXONx*8NZrbs9M5P?yrql-xu?p6IXat z3K;?)j_kU{95n~%M5x8$@8|1m6Jhu#j}}_VM0SMT=sI`Y`lVB3G;m2@--@B!Lg3yz zEModIO|Sc?Kl@x6*pWSKAZ5#x)ws7dvWs^cAxwyyCg!l#`{bcnugYXS1;fSpa^zQ~ zG38KFt|#Jt7)1_!w;M~`EFH&;<)-o8-0+N!G`DaK!tObDT=>qvJydHgQI^BqY@K-f zhBX@{hyKQ`BJZB;%L4_XRjns`B=;|$rq+b-cR7RWZ0U#L6jA)=Q>>P zkIAuA!thykJ)BxVJ1}Jm{RXDJjP2g<8R}lq$44inxRlPTET4b+^EsX+;0v?QFJdx&+f=@&*Pt`&Zh$U_hVybZoJ+VR;GCae;egDMs88|cT*o45 z{6rL4r+N;2g48x{R58yrKCRJyI1@H^|?)3kv5Ha8y6WUsfk>E9Vz zWKBXQe^o8154=HOFr8E&!BD|DcQ$s~h?J}SV>+$5hY)=3cQrHQ+`R{bg@tAN&$J;f zVKhUzB|kMYi!^i^k=8=;5qX+J34c#<)hEXi>9(3cJyaL{<#WT%FQ((>k!j%ozq~xL zqnX=;vmIAK`p?DT(%Y+D(X~7NZsFp@qUn`lg&d77(kZFZo<=j8O-<@oQu#A+KOtw~ z6pP$?3Mw&+^TqdtMT&t;M85vWO_#n(eXhQSo1329Z|?$JUmVONx@I%*6qaDn&onrU^`927r#9GK{i_=Cya!6r-obvcr)or? zuiHPp(<0wEJ$;Fu-gs>|uNClqw4?2;A*g9z0>1;#j(hb8DL-0btX9-iY`AV)|M6i& z;4@lHP0i5>e!IhNEIf)<``^8+bh1Zy%6GW5b)>h4&Q$LbCw|JxipURVg%^TgaXG(n|r z8qE+z2+RX5TDiq}@l%G@xBvVg2YJ|N zkvmN)Hi^8`3&L_9>{65I6q=`pXrI!urL;Y60q5_+YtEcmG0#P{u6D$26;P^7Q>HMx>qhaAcb&ghK|i2b&saFbVp6ew3(QgPy^*?^B`M&)8ODOm^#cFr5J|ulUY3{9)tJs zod97HP|kfVyfvd1hOJxS#qD`|tEEwU$ZKzF|K{m!A#+i;eX_u?JaSr@YUK*KCz=&o z&sI4XIk>r6DfDL9riD~r9E4a zGk$z%O9($0%u!9f@C?`)=wSjI^zXwfHAe>hWZ%A7!19ejF1T>EZxbgcY&ujde1Huo z#i`0_|DwrMHBDybYmbYuSGTaj_#BtU*oLxX<0FcSZtkzU>l+#QHXwBXO#P}{bE)R= ztK?6FXk}tJc{RaLRbNwOW4k}UL4(D0Lyd9!&)24|#Gbj$;XHa!^EEa#`NguF4{n~7 zZ)yQLNbBWg386ACe|_9;#=9+~#@6_xop3Dl!UDtGOJOJ^uOY8BSJ7UxY~xLSK80|N zw@-~bzZ2r3Ou;pRgyW{5{}tFY2frysoXSgPAjWI_A77DF%>Ratq2+#ZK%r#OI#8&u zoUez~+%X;toq$4nI%5T5vaP6VLqq1PiqyXO#!R{8tHD1v;rSl==H~Lbv77uhHa$$O zP~NnpzcJA~Dy6>nhib9o#XS*`t+Ims)8>Wvv-)M21;l;P+$3o(VznDNC%~lyq$7^RZx%!Od=NhGf2@>q<&nusx*Ek})Kevk ziq=Y6ezzNUDcdjq0`;a}OIU4TQTgmvT@5hBe>&MniFseB9&T=Im`;>K!YJX4#nn1@ z>_)lSNAdlO#2gkvrw5|$(<_5TL@b^Y^Dhxi!+AMQ!v#Z8PUQhP$x~(PYM|49VrGT` z`$}+jHgP@6_^e`)bXvzutr5$U>k%zOW%zV-nZJ_iKf+_ld;46s;s;imjl0k0T-W@| z&)d10Ys8e5qd?{^Cg#Jz!J$9@js@J0Md~{gyiV6AD#&QKXnX^2&=Pd0%^f8BWc7HF zD4VFW!B!_GO8X2-?zzR?++Au>;IlhfQ)Hw{DOsOdh*oJ%x2_`Am z$bXf8=v&A8)*#OwRHnLq^=jeEA92h&#h?mSZF1Dxv72ksum325f$mN(9bHJr$mnAc zDJ$;x0oJRe6s?|t+(`LZu8W?cSHk?Ue*)RHlO}^{4@MY-sPWNHja#=~6f;}Vc3#FI zArzMy>0f(D^ThC59)S>s+cRavaOhnge~$T6+*BNy#1}e89t*#ScD#wlHOE(0giafk zQS#_- @O0Ae>EMMb$dI-M17HeM*PJ5u;^_Wqh{l~TR7(Ysp-pG0DvV`5{S!r7e5 zN=tFX@JBCMn3yzWhSdN!%QH`Rt2Nh_i%vdiztKs*Lm`PQ*?zF9z7CyW<`TYdTb5(* zYL&oBMvkxi#JlCXUN50|iZew8G?`e>c3!3wb5ZGqX)hqn(@$sIH>5N);)y*3zVX7t zpFcm3-vM5A*;N?su#J-wh{&Iwrz9o{dXtGhQ+dS)+RRG6xL>=YsiLu;qjTZev?WnY z(nb$dUO1YVEcN9(ZBB-itv6(;MZAS4&hrnSRdV;Z1kd%QKXN-b0T;eSQnC)HSOxai zM6}Eq3)b;T@O*O3r+&Q9DZd-|`k0F@RCy?*xA)$pbZmQ39W>8Z zMHnYZ21taQg%ZZ$)}#~`;%F!7_H2WvgWbW!I$yU&9Ogk#kmq)a3rQTOP-yAiL$?FV zRGPXN>mLJ*gyK)0_%6;cgS~AinoSQER6%d3^U(J>eS9vj4j`)BHS_wS!tOk7}kr||i}0XrK~dNu`lN6XxqV450O zSbVUq&JH4e@2(Rbssd^9{`Mlk13paAT7`~FM#npP7M{^wn{op2JMZcmZ(8R0G#Hpo zRFj6p$x$(^a-iR~Ot+^WI_dgBbqOpM(V6u6B2UlI7>MDn7XgH z%7yQwlmDTFO&nNa_4EOhNt*ii+RI9L1nXb7oX zNqT0QuZ&zw!k71ytc)J)r`p*?=?PUeBhQS7YCcOvy@toN`^#V7r-diN$dT8uJDP0^ zS%Z~<)1<9+t-;r7s$On00SjZYK=J46P-1R>z?f-SMPi*St2w zAJMxa37`|3VcmgU5v{MUXSh5pIJj+lak#UvyquO(`dHev_9liFxzETXZu-r#g@2I>_)?=98_i^bE503@BFSR ze)i+0{btb%ldbsu`X*t9HaL6PzvWqA{Hm~==$@=~Odb;TlBshGD`IRC@#iqzaY^9b zokiHk9a*l+X_oIX4SMmEmxGrZU*;Av=EH~3r_E*?Q?3az%an?l4%Y;nREIDH-Ql{~ zmA9v*MLbY!#Bk}Cs}m2%EGuJ)>?>Gy8MaoJbrHYoom$tKiRDhr&x~+yY#Ap6i3s+l zC_K{=uG@AaLXSUuoj1Su)v8*Opu4}0Aa=3aP_uCG4qk}|P`26y~?ry0k zJj<`leWpcoTZ~jw8;ZoBUkRF_<; zL=NXGE4o@FRS$v0j+;MrT?|$$IIU_&l(bHFgF&W{4B_v09qtUl@NoI@G~2N-(>McJ zpxYL|Fh73~`fbEwwWa>Ns~%V@`g7IvSds1_16kd>zu$`fe7Ag2tD{n~6xv#2iwPBG z(|D>=f31eOV?u1EQ;MaswgL@4v7WpT?{^asf9LM-@+m^GO~}! z(L$;}Act=~Ff(&W#&MyeTQ9rtU*Co2qrLt8prCNp!E#E^!N`nG!aKy-Cm)u3?zDo- zXo#s5o*xW4LyU-22e)KF?_fCB$mAIR$ViSbQl90SAsIAPbg`MYn`4KkJZR9>g5-t4 zF1{=A#P(=K#A>Dr`+GS#sqQgfN-#L|e!iPKzFeOnkIr+kL(ag^euGNA^cBV~QBG#8 z`AE6oI*-Q_4-aOvT(2Vx|GX=zj6-wFj-9KgL6o2kf#*uhEA~Y-i4PqQjSSEOi{j_U zhnAEqJ%{{_-NzC6>a|g^vGr`G_Bq>=D>Nj$d-~h`rtm{*zu(LIGdA1(#Qpus+XoDt zl-?JRsLASR?w*#L`&4NsH=>ZSdsheF$q5^JneCCP0W_e>-+WY8)v0z_72-CF0Rh)t zWo0fBo=1n&I8UMwuWz)?r9TuoP>$?W*a&?I67{dO(qpIoCm`mY+#tq z@9}CzCXN)JtnJ)Ahhgb(b0Qq}%W6kb0v91@VvZgj8m{hCHS?TveHHi(nkBRw*w}L* z1B9ZVppXa>4#Vr*o$cq}xElXsQ0LxA5h2*&zU_v+XSFN}JgYrq;;lXmKZ} z*y^ycLPf_0W1=~?2D7T05vh}gRFBVW&&Gs@vyiR7QUnR!FvjH0{$BYqeW1F(B7&ns zuH$w{;#X0@23^Q%pXa?YGwuf})hQ_=Me-@6w{G1s9s5i!6W2ovgJ&<)A=Z;CB4XU} ziL&w?B4ggI(-|sI;XygggiI^LIliq_vha96~FY-`KtkJ-kP9*Qfrjx4G# z-Msc3_D$xde2nyZXy9-kM@_;hCiE8WY8@TfuKa;b?$n1G<3dtJ~N6BeEod3x*>P3|m5NJf$6w^QR zv~rvd3L4~WE*dp7PaVI!=sJNLvAZ6dda2TF6VG`|B++WLxe6bteFpZv=dcKldcVvP z$aBoa{-$%dq2V~~ll?0tJ;6>L(avRj7G>Ps*s@!H2Zd z0$!9TAkONZ=G-PzJP7<&d3%n4(<~>vlDYBts6h|Dk#{OvXVV^Po=yB z-Qz_IrsqF+<6Md?5*L-D=05KVbL;ulF*m5{9j;y7RaNtN66+>CA9eUqE5jG#S0DCC zyl`TYSpq|YTlK&QEB??{O6q>rm&n)@sn;(Etv~U56Ncb4(PtGO^b(h+oCP#ki7ve5 z{BYESuf)aK-r?o@Lnw%zML5}Af7Y+H^-k(XacOCic#Ug4lB()rH$Es2+z1cWU#|*D zsyTg+u8-^2+7y+PAou!(Q<3%+s(V~qA%0(8U5>_W67qU3ro?G#x_aXW>G7nO4qlY< z@v;|=AhP<`?*iVU-xV|)!p>O8-e(__`rACZdgiTv4iNV#4R8g@KUW!=7<{;I-)+uD z+1B>!J{4`uXw!Wk8bb*2r)ClMwV={c&SOxHQlzo zUc=fKnGpF{+m170U_eS*mPVMycVlFdqWxd{;g$Z`^zglnp)iQiE%f%jNR~(qBayXH zz*%Ifga~GzloSfl0u5vb2THo;yksXCw%U5s{^WsH^<`8+Oon&$`v-qfPK#IajA|7$ zG+e&jbAuZL3oi4=7t5kM`<@%;oxPRE33Zii%&3cXKAcv$>X@*|t9zv*{K6w|yk{um7PP7vRy4--r%t3;>%3Wt=Szd;8$RXb z*kL62`oWvXBeQ9emQci#FaZodoMta><`%iNZt=k6~cjiV{XpysB#xX)On{J z%U}6=oD~61;L6G}W-|FTg-xFOpi6l2HCdJ17U_U>XSeD}p|9!-B z+5bb=dq>0dhhL*gh(wg=HHaR)_mb$MGkOUVoiKVAkq`_bI)mtSv_bTeF#71dMjO2| zx;x+ByY7AOyY9NP=8v;17ITizQ}*7^vxkjQXQC0Y+r1l{If*|ZLtp%@CE^ z-Sf+Qx1+9ox#~6euUxdKCP;P{A0D3xhu2G8qnoF# zV3Dlecv7lSH>xbDizgq(jJS5@T4Y$4h6O}LbCb+=q!&Kl4d9?B0Ia+1vGJY}yk=s` zu1bASjUt);`VE)TPs5_+eC_yOaNWtC&c<0nD)of@M4|K3kb7^mvOC3~V*9PmXg(II z8~_tVBd$f3_ZjGcz|mHJ{EMVNRb?R-d^afiIHL)4ZDyKqES{}|Z*Y<4QMfylc~3y! zBHAOr@)_ODwOcgA{j5C10MiSFKVVB$hfJW*?0;T$J)c23_HFzIT8>y^FieQ<9Wwmt zx&4aY?JfoK-x3`bdHGMtjQvsZ*50UxZ=bTt2?QBfy)n?Mk4Ha$G<{)Y6^=HRltkau z@HbQHz>gm_7DO3xi;Gosj+xa{hC1?(0UB9?nTIk`)wX+V+&tW+I$hzvK1|6pxSXg5 zp!Npb7XHVKX;U3={Zak|>g{uODe}g!WGIK7P`^JvAYq(V%n5DxnaHWX{Bw{p+_>=r z`CpZbTpM!q{228lbmDuukb(ZxOzFgTcx;9~vQm2zxzkf_IN%^-t=w|{YaP!%6PIt=|( zqNNh56!S#JclFn>q)-_8Z!NVtO0j9vYqa>tOdSErO;bztQ^tJd-=7n_P*V>WY8w6nbtcjz>t^2P@ZFYk3t?vz~wSwM1llE+(S7=4bG-uV+v zjT4|TPW@tnYp)kX*spY^CZ1Wy$P6Tx_MyrR)(l1{BC(~41y=n;~_M~YTH6S^$ay!6C>KahICD6TjKzdXF&2rvln zka0rO61eeOyY(>!Wp@9evdzr_cUQqD-RHUKHP;wem^3sjMFpN>EMHofUedMu;cF5Q zc-7U7&P;R-=`g(42ksBWf*NW%y9TfV@r5chVmYjxzJ9C0ylIxip}bdN?)vg2ZS8;56HX*L0{{Nsi`x))Ie?O;0PUyeB0PMiXwz+D1?5 zT{VTj;i7+Jd#5xdYAm2u6C`|1oo*tnr3u`<30}l|@wcT+ifQa*d)o=UJUixF0@D`m zO&SgD2d9$w+{#xG0nHB1VGVJF^N+xz;c%Y*)0Xy;Il(htw<>7rj%$GM&!Wf#Ts0p2 zuiuEN@V^#x!o!%WyB^a!zq)?Gz=||}efN~&?JU#RXJ(98{Lg>j)XH=JVI*dYP$I#L zr7B3z-r1=yTMk%hd2g3J9D0Xno074pYIZ7Wwhv(Ic*)m{cGdJh%k~sJI=GcsIWlqv zPZMpL3lala;C&}OUpC7MQJ7FNWv(}Sqo(>*Gf~qVg$1Wx(ef@378sYD0@fETYppBHNq8q*nl)HWQYANd!I?~2q z&l3wXnAQQ1Bd99IIH2vn0+kTy#@U|7FLQoY>?BK{rkPGf9oZFAB(*o&AYv-8H@9sGZ93ko zTsP+uQJ>QP(ZdS4-iF*b|LSa1WpTr{MR1YjHVzG}CO!(J7{qCj3iQ3d?zy9b3MclT zYpxvK#%+3ZeF}3!l{Z-A*24owPWqWf9y3s9rP`2=%`1!!$kzl3V-QUnKhUCKngWo5@Y&ZtzGD2)#n7%PfTAi@i?>yz9a2)&P0t8L$HDKy6(x$MrH_ zqN+Y^9pBx7i>P%0R^t06l@wR#@kq}t!NTsb6CNMm%cE;?ZS&K)mA`aHuv?+_4(Pnk zH&ixSi2nPoVo%D>z8F0feW1w@u&mkJ`=6slN2%wPr+4bk(?eO_j$70nZ+7q{_MLX< z`R(#4Y!JS&aeTO9)%FDtJY-kAe4~1vaG&n};^sR{h9?!lj zgAj7)qU&w3ww#f6cN9wfHkD0ZJ=8S>?hjSbmMz?czJ63p_Pv;s(i4r&F6Zx z*NM03TSNI^DDv(O>!>9VZX}k<;`VAeUzZu#O5M`3V|j))i;F|u%UB6jEw5OX`6?2v zKe~131n-mbovJ*ZYM}xBe)wudmy?36@bo}vuXj&LDfNs<;(%Z&-Ma4Zbcvmw(PXm1%6hObQYI8-FV_|G zJMMbwDD*|K@E~vXE_S*q;5puz}Kur3EH|7FN8 z?S()?S>ksap$~g)^l0sGuNIH~CiG z=gFi10OeKknEKYQgFuiM<*y5_s^zV!yTqLJnl{(=!}MO`3m(kjx>9OD1jP1XcR-gq zTp**ltlG5ytS&{@;$Iz{%7n<&nFFzG@GE5~G51Jju#&k*g8?f_L%E*~w~*hoETv-1 z7&-=D1;6Z!!#IR+R_`r)-tv>{+l=|p zfG5saWuJgWunx0;zLHz>2+{aMS5KgCOxu9~v%MoEzm$u{{z-(C=g8j0k`C`Ev7kV| z>08bw_T(C|`ConKoa@2bIf4>!Db!FcTb2liE5G^>L*~p);OBoA%_i8RNhD0Rl1EW$ z(;H)RIC5tvl(Q=|XU^@Hjy8B3+$cw9mnJv;Lwp*0dQ;odQ$1UPlj%K=wogFrc!o_n z8;Kl<5P~X6_b$ETTDvjWrz`Y~enr)lOxFGlJ1XoVBGwL;pwwQ4>0H+e=TI7GVtMs3 z2oK9;u!*CPU;TvWaky$Ua3u7Uz$$z?A_)c-^39Iqq!mmW`!+k+teN9^$R5e=c6%cw z{`tR!2x$E-pAec7l^*TzMS$+-S#z{PF+D16e32ek^&)Mz#oYja9DiM__pNvPSxYt& z_1G@=Cw4FXG(7a-_Iml~f$!)hY%6?s3z~V?Np#o5cO~wYX8eo(gXR{BBv z(oO3spQ`rMUyp~7%CfSp`KiIGn8AP_u>v`icQ}X7FJ7g{Qu?%J!PlPw58eJwg>PH8 zhRBp8>81X$TFsWbwb}i2LwB- zBW{n&E7zmb^Pvw?p*$TAat~VVhkNbmp;ttqboTTsr^71`oxKU(SH~-sh-tKayJ}+hhMsoRKfZU{Mhik|E!u{QQi-iTV&P`eiSu4)M zLy0Za&79PAGio!Bz3S-X!0M5kZ&~`SbI+Jd6l@LG(kpv8(9j~DD1oX6a|;MpiQknu zOO_{wZvORci2zQI8pMH^dB@<6=o-gfaP5QrpF_Xy!;eD4kU`7rMULd>t>PM8AgY|NkGWs8!pmyxi8 zCdjrw>Z%Krab-6)k1*dZd`&X0mx-w?K4Nx_tK-t96jHOTCDO5pHp^oCyOXED`E3e| zxk6Oj-rY3HbCL=(Ng}r%?WL+~lwxY)Qw;P-iDl;ah6<}hb*J?`ulpj)VsLy_v3-m| z>zjqa9!+XO2UB*|p)r%M5TMcdC|K@2>7@>S6DgDdH)%g9&(14-lM>wP(*Ci*xMnwS ztGu)9D2<1=kso(~24blvr2>3WKVdNap`wu(T5r%Z)|yQUi>Ncq9dlq3-w?w%A&{P+ zc`A$u(>q@#RbWZRGd+@dg+tv;%&$Jy%UDfdOkNBXh**wXW8o!UqADBEGrMkX@A&&W zWE*=?QVMA^HU90ZUOLE@A2E)~M#ON{oLOT(g2#GZ?r#LB`U_Dap7*&xq$6rlnoAv& zMK(0PtC=U`9O4|Q&Er+03Og*ip^m#uCvCQq|GaU2#^qyI+?SEO|Kdo zQOe&pZ`eH4&6mwSIr8%=%3jDfLRM&*>|f4hijJDCfCw_#b&99r64zHW=rlGQa~7tAn9+N*wiN1W=S zej23nT<@Kkg2j}r!k5MJERo6S)9qv#A9m&x*WR+d9R-$N)yV{Z%5+~DWv)3!8v_5f zQdN8mQT2X*GNUTbPp}hJ#%h-!YKh2tL&zTqQoYwb8bgkr!CR0q(?q>y?7ieg{PJ6k zaw?4D|5c6)Z_8Be&Aj^ecy}f@5Px^Uumxner4CteyQjaKd7KKp)rq@Tc{pYW=IEvN z3Z;SHLiN;7!b30dkB|=@GYq%way?deF`;oCC;6et5t{*7%AWI2 z>>j>y)7jzcEklc!!ql&pJ*m($)aiEq z(XCAm{MXwfHNf=okE4RltD^~vr?n@ zMh7WEpCW02mS3QhA`gv>j3wyveBmXQ@m|&AFawCQsq;HL4n{6?-|#i>NQRR&#r3JU zT^9Q{Ft7UpjXngn_R(kh(_&d!CsQHu(-PR`RYp-59hRwM5O}SCYlN9C?BW^7Es(J* zvlG4UdnIIxz5`^Kq(w%aW)o!bIGGz5@lN;#pM=EfhIq zyy%;D_=B97Gz;}LsgHwXE#;gEPh3BmN+E2OqFf}Vf&4?cJZ(%pRtZ!Dt4Mt#z*U4Z z##zV?GpFBqo@m$o(D-lQFzMhV4LUDSN?+EP6DvxkZ(f+37)v^>LoR=J z?LdD3(Q98<pD6-X-{TPx#p~K3`9esBB0Hw^}4Qk!uX~%C*jAqmTON?+u2B zCdGC|y>tU_!mg=vP?G0_x;|}_n;77Nt*qCfNZO7Qv*pQ1zm9;dd#j$6 zo0`yb9P~b1^igipzu8vFLFO|A+b?s;c&vjSMj7t(kNRpl^v-)bj&3_vd=L;x z^wRZ3f(G6*2I*fl%GSxs)SBw)%Yn_Zf@WUE`8p=nP|i3Wz+xV*>kGrT>n|oivEvcy zj&&2l$+m)J)DpeRUfs)n-G~BfdsAJbaV8Cl-z5Sb`^2Q>?Zp=ffSE!6A`Nu=hxhSG z3D107X0Lt4d_yBAY&0@ybU?Km1`~FsT$Q{uRuC$q29TTOH#d^?JfnKYVz0zN8a(q7 z_?jgu>Ox@j5=*uFnpW%(G4R|Sg!nbO*~D`F=Y!WfF3`@i#ZlwEQ7tHSKU^sdhA|Gw zJqxQmQZvE$Xv-t32=aZ3nHw|pyqJlybGG;E*z?+dV_B}_mlRMGchIlB0Lc!YUN*tF zH{po%q<3LJ<%bFafwwci@x1hK_8oUf4A+Rw-KgB*7;A)!;+6p3J%v>hfJE-%cYJn&t1T4TaMoPCe0P*JPKMXRsi1ruvCu`0Dwxxbh1z{$5QuQ898hC``5Po?yI zikOu(V~=D6>;o8jM5wWWV(+LijV0`DzGL0@J((3(032_yB#d^l!D(4_N2!$nc^!bL zOGE0~msCx-7o5sTV~V-H1;qTEd6-}&BsdNPd$u0?!S6tiqOxdP;p12Xw`6>L0stvt zRe3Bc==7$cnAE9wHXB@$B`(0ltTlOY)(9K>y9Ue~i%KX<6J_>+%NY4KTxFmv*lopI z(mbWznna|K7x~ohS764xCSF{Yk`mT>GcK{c`&u-FMa&sxDUA-!)uQ}vQhkmSe_ftG zfo7Q(S5_R1#3qIS>pb7IFbVGU1v190PnjxMN~ykOJZD|Ki(Q$q1>!N%a${Hov_Q$( z-L#?#X3w9!SM(#9-GzL(VR7~&`0BlrD{A`Qp>Z6?5-B!Z`g#4rn@@hu;hQHpniqCU<> zm00v*JT8Vby0Q5mQ0>1C=l^xF3=6m$Abh+Os`5B$KmtVTtIh#TOP$NLJw*&I8b8@qx4;4(gmPw(h2@zhL9BZ-N_7+Xko` zek*HKSPRk!RdT_T^L^H~+G=I24J5+sdhYG(wru9CWB>JY-R`@^?&u|jOdw$AB;SH- zOuN*VKwZg=TU4yOQ>Gx_X=RuQjoQHRSmM3*L9Q>Y}GO?Zpm3ba*j=0|WhUDNx#fXj$83DNz-L4iysn?#wj$UC;)j`S&) zyLOxrK<0 z@uPY#&d#}Jngqz<$x3MbJWf+0Y zM8ucTCxMrkijl&=75pdGsVt3^M#7c`+1N~b-I;IHF9B*d1~ohQ-+zRcvkL_!I3*B)#Nh`SSp_DS$ zjo{m}&FCK_XAMAefCDp%wLI3#K2<=>)GZ)PX^Q~ysSOkER{X!SBO1c~KTaE}B4gmB zy}YG0KziNXr_1f(rfTcx@h)_A+a_!}<0#}oBIE=nc6~m~yk#-+KC)OtMPvX^)o*Ja zbLDu5)T`@kE?>w}N+KT>)o>&M87?fJd1}hA-Fl9)Bi5m`7W`Dg1+s-h9Bvi2nblY& z8FrepfBZUn9h-cmpV>XP3FNph#ZvL4V9y+Q<|~+ALt!Ri9v0HvsG4kOte*#j0-X&6 zO1UiM(0eHY47>CthKi8bPHGBXBfgx9)bn@E2Bd=mGai$5Wmho5;O(o()u=!ZNG zW<;xEd!t-3VXpc$QcaplB}G(jdsu)tNjN;=k|e!kP1WH=MCwj(I6YWD2s9bU9(-h!e%rj?}=B)9Bd*!9DPXBeiDfKaj zK11}jgVOG{W!xQaA1SkaS53bgxNNcjWGEF4@A+SRghOHYL8`4jXqP1`xx7mHmPCP; z^@#hOuS;sfev|yAbd~2}w?EV)eJ}(EJwDO0dx5SEr$;9%7l{gT8s5;7PSOU1{PVbK zNpX4JU;7NB>5~{El@6z?O`ZjH@x}TE#Kb!r5tuY?9PTpC;XD?|=V|>y0zTYW#pG$+ zE1fFR_F#hhZiuyyF=lYNDOQ1k6;*PPOcCxP|Km(=BT0?*#@vkg(4648CSh0s38xzO zP3>N{YZgh7*B>!0(Uo&1;#!Oi#M2!`-w0e5UP(4a5|-z0E9IOEVbbyv3dUF3urFaU+e*Z9OwG7gQZP zd$N6lk;Sb+!t0ys`V?90aMcBW!{81~*}(?nhK&;5O9tubMy!?95B5XT1x37{rq65# zcY@RyNV=XjCw*^cWs4G^2gHH&b?2f7R3pnoqNf9IZ25SN^ZO0+gE&A%Jr+pr8v|?b z+SFgq9l}G&h78<2ZbL`5e5du-*}~+B^ED#r)pDhCIdRle$%+UX&6$fj&Kie6yBJpF zVBDF~`y=L<_WZp-)2cK+)2LOEH5WE^36-SJA8=w5WjD$^CX@38)_lsHVpvL)U!>5* zEC9mC4Q*VL?ErM4uC&L&SgfO!K5OT$3!lYs3k600mK_!HN!Uky7R55D|H*4Wnk$+S zAZRmoDPMGfX-|+pFc$e;?Rg>3L_*$Pz)h0Qo7Fb<#4+X9vHEc&Pw7dso*s}!fpuws zzdQ){xQosqc7^WpaW#$VfUtsSQNJ5m3S*v3OsDc1_?PK(rZHqAW+lsxs;K0Eq+@vJ zI^)SIoGPlt5*^jG)(^(Ms{ugEJ`f1sF_TA7%`YPImIYE8q`THHkIfenTwhQH1$_bu zv3W$#6p~K3Pa5{FR_YGVrXrFO&zGFOc@U;Yw}P@F*Cg3v@`X1HAiY?$P{X=HN_em3^(=pzVIz?xaTVfG%_b zpF!9SZE>ZvA(Qi|`C3C1^-UVsnF)*ZeR>JJZD(JJxx}jMYtzsapS%n@zDj$hE9&7D z98Z*CyFkg$jkHwu@G*LgmpO2Hph8bVz1Qi8C2ziV-f+GSbI|e1PU{O zrVK34%{g~_AWa_o_4qS^YFgXCk4?MXT~;AQNy?7==oW|t|0^T?tgLMX z1-m=KV+oqu$VETSsrZ`s9b*asiR;YZSv1Kbou~5U()X5ZgUZzL-qypd1v0kx!nd-1_@~0n znyn8XjjddgAAK9kUwt$`Y{C^;L>7&{J<1zW$heJ!@)hsl9|p&wS1Kc|E%u1=0*5!H zn&9n_>Cv{W1FnC|0adq?sW-Qok=O0(_+zOP7ssD=mr)u!v#nN~fX)Gn(97$pZ+tyX zZ8MF*g*!WYPw&nik6-6Bd3RSm0!BzI))wSW0e9yew=7jTkTcT9-Swc6GlnfRaCrB} z-f|OZ<)r?f;bK8erLz=TS#SD9xVoZdcTVhuXl3HrDkV^&ENHLcQ0RQJ}r zI|eZL8k>8pNIVcglIj@+^wH9%^({`ERquvEU(}cOoxb;yC06e)6CyN|X#U~Olvl_0 zMBA30llgGpyTDuTisP3SCyqc~6bVnolQdMD;zwUg*sgSaBA#s)&XtI_5|k{_bnD|3 zy0-C3Ou@4*?k{WPCdEp62anW}v`lRDt0!kPq7G*w#lPAI&URWwL7?u_u50dzSmZHT z0_;hGA9+6QLtu@H=q!m!u%(s9`KM`$Z?5vM0&W~W5pm!D9sSNf!(peyr;x1?&j8ul z4OmmaEcRq;` zOz7(0WZ@7mjCVPK*%FQ#x%6KvrpMIZ8gSM}QC~9I#KO0+@H}yOJa@oei$zI0?=bk> z=OR@#()Vtqq(R=PZv02GRIA@!S|v&tQ7c3b`z>VcCjE!H zrxC=O(q`ipr~!OZhmsu&&<3Z=KH2HwO*kBE=w?e4s|xi#s4lE(^}sC`NrsINx8k<+ z%|e&pByAAZ+*N|rnaIW_<+qT z=vZC;T5Ds;x3%QWx~(nUT8ijYUkdab+Om9nW%Ay1<|hss zG^vo~R=Cl4v;|xqS=VY1jEO-ZWCCivuRX6lI)1k=1v?!*hr9}QZ0`_IMjQzSm$rt6 z@L3QY6)hjm!wA20$l+BOz?%m{Kkau=Siz(B&m{B+OF_$z{10@M&bLkZZz*N4lY7Ffu0ylBK3O6xCC< zzHOs~#2!Rr<7APp-$}%p_nBczD&KWG!}P$kgN+`-fS$f*le!#zP80f$b>eH_v5g

;$}7EWp1bsY1Phi_=$MWfq=0~P>EKx!HOMid#Ku{8ZFl-BNdGOS z`m{q3!?w+bIUjB_?Hsc5%KSYU`t)}B4TOqa3=YRm$1tbbV-baMy28&!WSNb#w4DLF z`HD?a?s&$4aosn%*WHbnc{a>o9F z?nYx=LTw}@o3F9q_i$IrU!;MgEoT0E%34lc#CSNZ7?6>e0;d6z37|=8lmU|THT(Eo zn&x{%FfL%d_zV*-=jZegAmR>;B1JsUfLqro(%%v{8P}b+eHL^kSeSUZkQf1AXbcwR zi_`e)U^)@mH@2hE?3`?~IQiMjkIPvUv{2?%UD@$O3!iM-)CVhq`1?yp0woUM^KXIi z;WxZCN(U?{ZA1yvTrL#VZM)3rs_Wd^77NHy=i3d4ghhq8WXtNMOFwi@0<+1^vekQt z{k_5UVS#n1eGIhdEtf-uo%49Lh*Mge6I(L&N0~y1V_Ro0F{$g!`wIW>=bk2!^HhiD zmv+0&c@5**mQo7({VQDTBY@N;A8O1FDAAf1k8@S&BK>h@0`GR+VWlQ*DhSsFl(C?0 zzNX9xnoVi+AzRz$B@9Vwv~l&%PfmW#sdQB6IRp4KLE7d+?+j%nk&Kd(OKx{o*J#vh z_Hr4dRbmjbm>JCACP`xCOB`mzpQ>Z#&JN4s>!x%SVDquH5SLoM;65 zwm#E!W1<1ts8&m8MbAq~dvv{}7Xg8pIel$k}{XS+}DYzQLuGI?^V9@~H~0nbg?W z8&tYb)s0_H@wZyrr^wU8${fBF-q44MgFv_HE4}H| zfmJrRaJta_2I4lP~cx3p#Nv!Qb)U=r&Q;P*lxP>)BmuA396x&KD#*q&uG~#%F3V{qn@g|$e`1Dg^YpK3R^elZf1143#lGS?oV^RT^LHC z|7}l6XMsK)J`kQ1^u?1OAC+e0j38hbSyS?HRE#I-F5>mMZqN&@RUYICBcL6O~3{af~(c zl0WUa4l_%D#X|)dq7Tjw6_I6|M3fgi)B1@4)Z`^-Mz%y7RbN(`uL|e*VH2p{8I(+{ARwP;{uB8U7ePn7#Cd^AF33x< z>pIYQAfX=vi=p(BcRSce!JWR@qfeVC9W>SP=P=Ni_-S(Bl;psI2^TFMmx}E^J%;5? z_ROen8`3Gu$E6<3Gp*zJ{@{%h(mgp*%b6^Lg%&sZOcMUxFk>~`#g4OP>sgduT#rb3 z{k*i{@v9{9hZ%tZW#^=X7?#4XLlLi&HG@p|NTPT`jZ9wunn{>3b=1Kc!i48PcNQrp zE>MtCYDTO>z}_6ZS0WC-O@+#Eyb{R;Qe)ZFD+d*CQ}GVcKCZvBl&fLF3iv;u z`Tq?c1{ZFZ?%m$Ow1YB67G;^R6N}b@=JZU4-L505HjnQ1tkz(^wXdQ=uR-m%nQ|J4 z^j;z#zq=2SRslO~a;QICtzNfZN0ueGjAZUPRxUSSL0cE3vVneoirxBWfan8x-$(vw zU#k?diEe+S{k@5x5p#K)LSou} zCzk>$NPIK|QNHZCw}Ax}q*ekF#9J(^r|%hE^^wNAySm{QlE(mg59YokUjO_%_hsT5 z{r(A48tf_SQ3)%L;r-eC+47^4GpO?1<~3qUBX3G(=e3(8tLGP8fIu02{QhBen~0s{ zC;mcq&*jSh;sm9R*ipca?Ew}VcsX{7c$ZrTcZ#hi#4$kdJJGGrk2Pkfxu%1iiU7mY zjc5k%Wcz_If8b@<1~wC`*Uq+ig(*dOb^~h2h`zibm1FCNQAazY&A{~FpI0I z@@sPy-iaGk)%1p=6Qvq$XpZ0`q`4sGT0*7Y?F0 ztxsY#+DwP3<~Nhtxu>d0bJ+qRlq{L7fI_Uui?X;tK(($?cTKCC+9Qc$L(SFXJPdvJ z=4z2PprL7puH>v|2pX3ml3r(dE)W7v)|BG6C%RXMSdHH#btcj6QIIv>`JZA{5gA+`*0KrDbCP(x5rEgKt=ZHpV#w*+1dNS`agFM)>nr9Cn#-#@k?KRj zs9=pb3V+x^mS%<3$y{SAQSvNy-%yy8q;S(+5Aa@#e&r$9|FBf$nE(i#UJhV5zqLl1 z9HjKrhbUzti}AsRVCUWf$Jwm7Mt{*%PnFj_#hSwiukN~1kTPUty{Ow8*=nNAq0pE(5C- zG`=Qn-!NtxfKy_HrdxAwQ4gY_1Q>q*KPS5lSuaEl0=i{p79)dhwq71}fWGNk)a(X8 zM1p3-g1<97QZgVX&|=ty$KBMcO1GQQE$j;-8BjP%&f{Co{Uq02WUAX~3|~8<*zMI> zc}_3`L%^vdTD0_?^3$ucffMQ~$dGti+;u0=$bW6%p@{En7eVnKK^j5S8n3kQAFY?u z?*GUB6Fn%X#%3;X+%;`7uG~yt_H-ye=xj#1|6oF*4b>`}>FJ}}d3gN=7Q+e~S>8yj zdi8u%C?h~nY3aixSV6aVBtZE+|}LuZ)sxDD*! z0g|x_atl1}8`X7|HNXu|q5ba*878GITtXz}$HKAa9z(+3!?PwnzuBdi_XWzFGMe)Q zGGaD=`X5PTRvG)yqj65a4D2-F>>KjjCQ9Uath|m9V}j^UtJcG7m*)oaG-CU%v2#w{ zV~rg`wx&|tH2FRBy9zdAfho%{)A~ADfl4{Gp>(x_>iM5~d9G%Xj9C9Rz!gIgxdx^& zurUX?w?1599b#8rS>oKg><1RefYZEL*KsgV0zFr*)$6WsD3jNU;{S9kFn*aGQ)pjv ze#IhRQ!2bZkPD#D`25t*?X@~>f;MsFAT`V_UP^- zN^EjidCfOf5m--HpPR2W-mdL?nXZFBAAsL6pEK>3e9sZtVigAmhyhRsX3u$Jq+O)t=p5aj{$^rB~X!agry8NFthFq z;R0Td3L%Vl=XFhbO9Tz3b*VK05_xV z-z=93o#+w~CdFE!uf!mPJg(K^N|DR=Q3+tuXB*71Q(vHP#*^t3@ni1b7G+liUy2dqH>akmS1XdtagsM=0&22hBYt35}*Br6oVoPu(-#4xs|1_Tr z?F3;Dg1fAhu4rLny!tLU$o67k8d_SG^DP zIRW=Sa?o13?3L44tCq0NSlHcsm4CFo8{IK1Cn!DB9(gy^YqeSvZXtWKzy2S>{9kEp z>35%oPOhQXgE^a&a%YkwvH{YDWI)UI!$m5?4@a5NvX0FyW~vqx)h5F-!K zT~3+@+}h>~$bQ<}RyViQ;wt)TsaGe?a_1pM-aXgqHpxWxNVFm#?RU2A3~XO=%hhh` zeJiX%IS&Hs?A0xF0QXE4b4b=&bT|Lw2Wz?KUeUz%DcUT&h zHvs*KKTh&P->_+h!y*!d_Q5K`hyinhHA!K0#<=)34_BWCJf=jCC#<|{#MsMEgK`8! zU#tCzfIB5ou-l=9Ku^e}-;XUfW9}3WBw+esW$D7Oq zj@$DZ;x`>9+mx4tE*$6g`E3;2E_|HuEn3+KLHC zh8GJJJJbyfD?ROn1?!GTvEYh&TA*^Lb`h8gQU(SIjAKMkkQW#=du7LcV|cr8lG z0-eo;oSc-Wf7<+Qy>OT8HI+EZ0{zbbh*Z&f(X1P}E8mZHw0uiA5%kw`=L>?v0D*P+ zzMvsKVfp=tJ7TmUJEijlsAG36s49!|<$iRGAx4N^Vasm}H~nAyP6YWPG#?IDarFot zoLTH7-k&#fYOTmB&lA@?e`7y3{{c#;;LMY->inau8`HJE%Za&W)K(vx!$yk(s%rVG zLwwPerv%b3VC@wpV-yY27rOS)BLgiXyD`&Xk@vhDK+7ni|sZW9kRfL>_?s%+V>Sm-eKaTY0K z_Q7Q$4K9j=O`8GA&X(J5vtdX6rl{N7kPiC)&nvX0(Kh&-od3C6c574Mx!b+4oircE zUPMpG0A>5C(aLk1c%Gwh(s|T|NR@nr!WZ0ycw>L`n&OL^3CrYQ=+w(k-81pZ)rdtj$!(P_}u4# zbQ?HE4JbdS+t1MZXEP|c-%%;JkWz)tipIkQ)VIVwBOV&`%|sW(pCgoAAKaNJk(g%# zNu?Wl&z36Y|2Rd9hbcz1#lcz{yJ>>ds;+77K43TM-$NrSYt2MT$)|30631cwsJ~5ENfbHpUJKINbvd=O5Zd8_Zk zezv+_MH5|XXD?Zt13w>6;vP5NOlJz^DI zT5Nh;MQ*Gk?&a(JPe&|zObF`HH{#$z{IT_A35a)h)TgY!Z%YVlxBf}5Jv&kZ9_Pg# z`MfFxxD#R5wsrX(C5R{Ku?X&;{7v&lhTq=u+epWWz$JI#6T)nYN4Na^;p~d0v=hqK zgTy90rgPH@a__h6Etb4pOEYMIG7WnehiG%*|Ih1cp?kc#_r{@f_yo-Ewhua-6;vO{ z=h$woFrg)ghjhl9FTKONT0|~-pEJpRCAvOZ7KdMxmbb3ga7mv}vJqJ}StstvTmf>!?!O=C!^rZ28pXB96tlXG<7@JG(NhPhnc>wWkD}}1TK;DF=-}Aqk>+nD{&6yO z``axXqM-5g*$HHjC7SjFK4)66AH#A9|G1Wt&g6jRlTZoUuP6;CN`fWA${MW7WM@|UAPvRZTGB}* zVB96+?T#GzY;Rhb8{xfwh_K2_ul%?U4&P%lt zhd)1r#!l4X>FxX0b2yUVHr^WrCQ4F%&80g`P+3jYqay8{prJk%8v0mJ zdGj9wg0i>t&&m{2>f~cSauO*RQlCBf26txbd$!w+ z?37S34wJRYC@5bHL3|k39MQmeXdKQSw)BEDzs8+pzeAABmQfeqSBki05&4`xXl*ef z`@!7Ezv~cR?W^C>SMbgKdAxLC=)&*hGdT|qbu*vRmHYcsO?>r@$Yj!%^3sb7sfq}U zaIf5nZ`t9OaI)@GXeb#I<3FQ8r=CHDJzM_+HZE$iOe{7wypc~NLLLw$bdw{)?M4x$ z;3k(nb$Ryr#q%xJq>8Oz&rwDbvUhg#&$-oyt5GG;x^L2UFs? zCsP+k7W`8hR|YuxuPf%?`^jJe-nksL@=B;%4NliRLzN4Dyc_3v)V}BO+I#{oNTh(5 zasVf~Hl3MS9=Ljrmi$EWVP}YtsTI+ET|UQ>q;OzDPYiCU@2Uy|ITk$R?Ud6Xz`LUT zNqAd-Kc-iYs>_E@eNEdL+F+o}Gw}|}h{##4mfAXqwT6wvro8u=f{gFiBy@KfgUDI1 za4)mw)fIFm!27@bidA|Qav)B;n`-LpVz-9LTq+sLn`+6(3{k?-a02m#Gh^(CL$>sW zFR5ZfzgGFw;Uzqs@E=@TQ3w~V*dhwCROcTAoqPVTO^Tw)6jCS!V6R))LD6DHbP<2n z**V6@L)bTNkiu6w%DY59Ms+9|O?|(u;{4h;A0wRYGLabZm=ghdSa8QHB z`ToNTuY??x#}->-X{bn`P{=lFXl43perjpYDS|F~3Kbs6WKN`mt^NZ#+-j{ouk z^gF@%ml14&^y257b91@XVmUe{o$c`Vv#)-@rMGbRRPZ|k6(M{z`IhE%g@1H(lepU5 zh9RKX-W3=h{<+AqtZtY)|I9mwY}LOk-Vt%GT6Fko`3A2%`S`8jap7=&{^4=4BIsMd z%FVROhsJ-UqeqZX>JYX-R>ru!^hi7TiyAM*GxeDqOVG0xK4MHkxiDTvsp3yJ*%s2t zE~EJ4ys>vaWX4vE?LPe2<+0xkA_Uw$X=0gII&Ef!`E6h?ywp5qb9X?>H9gBrqbXE% zRj;Cg)wr#ShPe=4AgRpaT{bkcnuOiHR>XM}dz@V9V%UEmHoOCFXl?${-NDSCr|L`X+b7;=?@i-zuPM(0{KxKHwl< zc8-_regY%{y)BsdyOwnJ7_HY6G_|@}=0c!VI%k30*>{LjA61p;PMT*CIA zrxA#oyI+lNyBzxn@6^Ft{I=Wrh^FlmXimVkx`FCr^wWqr_xhE?ZHcDFx}J@@FN3$j z{ULG~?Q*vd&R^}#btS?@M^*Dv94AykOKV3k0CfDX<}r<}(#v`MlTGy!9{>oM+519| ztA{w}I}t&_`KqgjSI0G8>P)26StcOig2X;&&h&hzPqvW4s1UnfBH1+(z0*=(+&sMo z>RRwM)I7GcWLl(Fy82+J%b!dtg zovf|i$?JU%djkzlBPkJ0)IDLuJB z>bY?VS*#PICw+)?uV!g8s3HUSwUMAd^qq}-Q1lphvDt%47oU}1-J`2A_qm#G68J+x z*U6LEDoaDllxJ{$q93sZP-0{lmkB8Nk3QOY4*r=7t&q?&_9c7(gf{(=1^R z7@}KJbmWWDIl%h~yS6weKZorpW^HaQ#)Tf}fRGjxtv5@c?55QxUf)#8PZDwPDBB_C z{5>!?gf^^B84c0FbG46YR}T|rg2-ywd>z!NeX3THz@z9*n8fmj8(RP`nIxXFU8OYT zcleg66=)br$$)THb)m$zb+92uhq@SIWX-X9s?OhMhI46+u$qd@BC&gn$sMs-Pma<& zVTu){WQ^HeI@hx8f!k(pn6`@*#Bqwms;O+p*jEN-STS+@E3!KS1m%l!wvNwNH`+t1 z9V*enPo9}vSIW^159wB;ePjkTk#&~FVos4lZ}RJ`^U{TOY)_KEC{W~)%>Vi<65g4a z_4LuUB2n{sPM;Cawi{C+B~f)~UIHFD!+wO$%AlouwY^=&l6M12M37%YbfEvr?sHG0 zl7uf=)+$$4?r<-|S?J5q7J(36Io+fmv1=TK0?hhYxapMzPgl6gjT&?o_Cf-+8CYip z92cdc>+o_9RWuS`X1r3*;86C)wBncVskJXZP?YWhVcB(!42ODwHZtOm3V!bu)B;^e zfu;RIE=Req4My64Z0kJ@LX>X{u5_0DUDdgfUF$5{75udqkC~kQ-{HysiBS%FwiMlJ z_g-U6rx$D?&iG&t59FG@md=E-G4z9T0op;*FDW{6R_0ScM9XwmgV~qkgLV2W zbF;ORzDFv~G-pXloeMe^LRc7x+uyUxm|w1z#&5^b9|M3IeGe4M2_-7%173U-Z1>Sg z)Y@j44IRZ7Wyoj^1T5d|=+eSz>3{!_N-CBHG_v)zz6k6H2AD+n7di{ z8t&LISdh$je>Zq4Sue`28>OuIv^sQMfmGS;cEO(C2EtVuo{w)ANI zZS)a>7^m)FB&$YE$LWf&jO}YFh-yOXmOmf&yffNVDO3;kjPo(Cmam{0B1HPoVpSFw zA2EUGLdkY~wFAZ~MF#C-)&tTdXiutHh`zT^&}gc_88srnf8W|)b%yd8R?j5z$DNA2I8_RUC^&%|z!2^Kc8`Ax8x<;41KU9ZJC|-Ul20 zEOJs2)h@(F`-EZzO^IwXl#{E`h8iNUi{2C~@PtKCYK^^*C1$mvf5IR3Ta?(`5#eS@ z&4nFBhRvV%9pcXrCNNWMAMuzEtj)$=FKqZigLGk(AuB^OnkHzETzy>7n-E4=c^7FX*`x$&hVUkr0Q6U_TlD z?#!M!H_I4BkrHO#GNoDUDJQl%g=JaiwJ4&YuuGJ~!(Jk-8GmF{MPFA8C&8{v5vx{k zrah;!qL$!rvudFncwNs@;&EU|1cgxMKBMk0SGP-TM0*g!nccKMz3uw3)qn@8ps1M+N- znD73|YG~wmVQ5{XoBC!2O_xhDe<3b!)0?~@@z+DS8*6VB7v%Adf z%vN&0?Ni9PoKI|xBk!F19{49=081k->9uIUY&^i)h&4!U>Ah{o_dT1UurK^NDK_cF zAyZc~gtA6%+=cS~!j<{xliX)0j()1nIyim$Y?Pftkat6Wvy+dmbCd-F@k~TEvXNW4 znpetaySvM*UM+;S7?FiD2RiWLiR!vp+5hQHCI6oGa?aN(^)&3E4kcD9U({wdbi0da z#mbrQxb#ENbK5LxN}DIj-)5dy@Q@slfn-sdpO933W5I*-_!=7dhGASEK(r*fY1iD2 znuK#uhgd$XNOnAdvE{M%Zyqem$jUSP2n{_K4xpOw#1DWAvajw+6|E zB*nDUb?`Sx7OtgwK8z3DWlv$+V)ROWl6SMxEBQT(XrT56HQuOQ+#RAR9;c-)F_ zU5$>rP)x=ItR*w88!Xi7EOC@lQNhOzRAsEs)C*vSgezRGkU|?+3tIR&L5H2r#4CCw zb8)ca;b&d)o~Pkivc*E^Do>$e;e+wLP=$;daT+17IC~ut!Jh>`R=X|ZyA@!x5~%t~ z=|`A@1wFqZC-DNfBf|5fI>j75;ymP(#1o@us689R`@>nujQ&N!OC8>mVCkIzDg`2> z5gq0bRm+}qOYT@GNN%bw zvCl>?L0M<&oqdc*8ZrXUcYpbtz>myf2wVk5xu=p*ZBJ7uOb8rblSn9!BS34-P32aK zi|I>W^n|$}bJdl%`}K8*Z6Q{c8U>2X~2y9C`M+Mz~l@8-_! zgMCFjgK$|n%(Ryq)I9=MzDWLJP&JWA;D#keLVZZyC1iETWSLWhY^l+IcQ}3<;B8KBVnND`W zrfT=!dJ^YN-T|3L69-du&Hx(IbP035dpY;XD(skZQs=ocIYyr`KZ0Iqga&a8kGpz1 z$Qmn*_g7@NZrj9YE$2XoLc-=Br58yb=ELH#(bncTs)jFdh0fO*# zzaf4a^%Xn@M|EV(YQ>-%B$n|A_kR&Rpx7OMgtUHqOyw%-Sz zw(b&AovZ?>{U)dStVw3VGjbhz&e?ulU*jZYVVzkK1T$Sfq_}Z)Vnf3paX}g{W`o)d{#7T%69)rIA>74T=;agd(93 znloJ>CbC7RC8F5szBwq4yXZfC>k0dYu9Kzs2Ewz^9~&0MDP)fmRfk7flW~UObwDXp zPF8=+$7h(+q1nQeeIi~%fV=$ZJNB=!EF+x*V4PT&an+Y+?1@$h>_pexO!4Pw#Z@dJ z?=2*7W(mHk%rAv0bGO?K7o;nTBHtHv(MR;;6)ECtmwLh;)u*ZTSLUbzU57?Qm+(=q zX|uA_wAT0()f1#(2NW|WAKc14u{1-IfBa$dhi#lb@A~YAiIcL66&_z;E5aA<*Ks@F zunBX(UTBOJNbi7{ZE~l5j(Za7`hwR1qPSm|W=AOybs&B+^^&!NEhM_lq4I@3TGaA6 z8w^e%lhlD0MMIp_r^mVSXso$A!HVkL2$usA1YUfZzMJQeV@S#)d#7y}@x!GSzLmH; zI`awdJ^INv%h4j826$J%sX`3dS(>W*uJETsW|`H4lk*Cr3teo z)=(_ujH!kp@Uq)lsUWF9d(IblG423G>f`nl#NJA!fB008G|V!R_2iU8idev_NRG?g z;`4r9N`5&#og??p@KNKVY62w*v~W&32%qJKa={Po)ny!(7o}EU)3}dCZV^oUmyF46 zfpzw6D47I*yy@@a*mk)ciSM#KRWS*=x?`Cl@uiOTTt3i9yX@rAysa zZM?gi7j!$Fp)x<-T|A#Wx73$bY<)s8mL^u)#JS& zoVM%V*WR;`^hCu2d#_w+iXc)m|KEvtM0xHPH@*4`K8HO2(hcVpzuF-{4sm{ibDksJ zZYi<`oaO)??7UWFI4LS~7BFq=)sw!?GNgmvt?_&}cuC`^fOU9Mc}>m|DVn$^@|8Lz z*2e3(ZC-lyux1lx0Jj?$D-d27qZswaP$2z!WbT8cYqmo*Vn$jTWc1dNlf zg?{n?X+&17PrHYKFuyxTldWrxJJeCyBaWc`y25!i3*#Jbu|7A$0}wHDO;xC?%J_uf zLxi=A;MCWR9cmS_ueR=6$Tzf|aEIU@tu3mM`NXBsAqrpnu9f${xio1DGg8|>i|U*t z(J-nmVWVbP=6((zW+_8A{i!OaG?lt4N%Mc9>G;`g^z_8ys!O?J@Lz>0rh7pZo{Tym$z&8+3VJ9pf9mI%CrDksP9XS; z@7E=%OurxC5B)u(m}~0<7s*L?innzd`sl*+YAT!V6H-sWnLG6JswP_;KMA-=iWRVh zjO_ib<`^P8%C`}==O)7jQEiTe@1i^ZTrTSGIWb)bWoC-doH8;OAYDSN!^-5-nDRlj|o zW0SiC*4&_1%;&0ir;e99>4=om(^bR~b0BTJMdMNW{|j{nnogg506c!_KsxgQ;(55qcAXj~C+NRXmL*@+(LHEZ&Kxs6M`}?Jh@75KagnWx zLYGqE+T{u=#|V)44)jNz7F*_}Q>fB$WA}G54Yl18(K~9+F$^_&2Sh|me43ic zJeb-LPp|(J2^p;Fen|hbKg)=|suj#0&Bg*Ak7~|?({JcsJo#;?DIW_Kr#py=g{XmO zFjT*4Xy4V7Hr9&(gz0LP&O?aO>i5)=>tB z@j;xSf3{d40ixCr=fqUYcr|q(E~@3D9pb4!+;0Z(LmH{IU=!dMce(N z6G~%U&bUC(7d8&B9@jZ@#TNYFK^{xic9d~T7&;`uc3T#Z}Q&LO(OH9X}dfZk(Gqp z2W6S_lJUP+Ym4Dgl@;t=i6ncddJ`jpe>?=habYj;71BZ%Ce-i?3HDyiBR{Z-&PdT= zlx)lEraozFOcS&r>s|DQs}#XuZy!B_#6SU=@n;CEbMpcn>V$WG@U zm+xvB+m^3g*!_uI#|E};cv?=j`fF!8#QB=d;F&ja&pU23>Ic=^h}#r%3gJJ`N0lQ2 z-%~03O`lQtId(3Pfvil(&e|O2M-)p6u1|4Ek3!i`#Ep&cD9Y3!0prvNnayQ?*dteX zw@O8M=-C^dfi_J93;kh0fV9c zYx%Rf_aE9UoObEwG*-D&Vs6?`MrlMEM3K5^Vtd}t3jrHol;7RlK>fY(7+tQk|IcWQQT%>5BcwQ0ADZm1<7M1c;MI`i{H_d|P% zL!t(z(3wHAPe_qZ93l%r0hzyEm$~1q(Ipya`@j1fu%IP~1d`h8J_#|jviE~;E6(E=r z#X@(qFfq|d>gG@(!Rfiogf6MB=F+9NJI~1f6%k(j<;3qvyOvqq5q|2+otQMR9S$&r zf{tgHXJZKKtcV}0eRO?&LjCSp)HKXkFSl7n6s&i@a~A~01Hofem>h3`oIRYTFi*s2 zX;y9n2V%M@SVyuQ!o?NJsv~S{NFhkOl-S9%azW5Xh;rJmaZmX7PRgB6d+Cmc8|l;q ze^M}?0EpGTu#3Od@I&27A2KWd%wkX8tzoE?nqIik)MKNvKh-ILf|kxU54oRt8jaCt zLKu$`?_KhKC<;0jvfr{7=W-t`<-`8+*@~l@5KV(2ij~9th75%#V>J7}DSQ*I)jJMH z9^~;!MUg!}xe1rkpGGne!l8!yKVlWUwdeN8_ZiLYx6s|j6N5T$YZ8)Xe4XZ(Zg9IC z{w}Q7s&f zq-QPD(G9n=+P6pGGCYb`ChMjvq2#uVpG1EC=83I|z`I?l{~`3R!{g&qRT_%lK80j< zAiE4YTN$Y+T4KtdJa{l0XFED2XTI3p5JK5ecGeSRHg<2WJ|4UQ)T&BjkA2CoRAYmydGh0it@^uBfm?%`ngQV-Yk!&0{F zrq-{_Y5q*jWhWq|3bmEMtIOxIf8y`ENTHV{oQ+UO@?`6t-vxEWKd87^p>|)akxK>oo(3&twl0ey zu70*1R@9!ITX=^`++{MacZ8{O^(VRBY`i;8Yq;?Wbh&t$qI+^30(_d}P@us5+4sO0 z3B;kQaPcys+`Z<-yZfUa_2d%>)FBs1f4>`lAR>S6+n2voV}A17{JO0raUxah0aL&U zsC8G&qTi3npA*=bhXISnoj2L(x1<6F{tn1iw+n0ym}uWoU)maJV_SJ!)f|Jw^FEIkfkKDk)~Auep~-4{px(Z*Uebvn!UbHpFr+2W$_oaxWxgwimADHY)N8{is1#dSHg5{hYM+gXe z`?8Dv=I=3RT%RJ?Z}mv^lKB({NJyr6=bQ@vtdsyC7EW8G| zVs)G@-ePfi6wNeNy(X(|j>-Ej-gLW0htY-$|4AbCbx}+H0)Y;A8wgbZF-8)?CHTpx zPtM-k@YIoiQCejpA)RXSjHIz%dL7xGVq|nUg(iuwTN(H}@l4!6)d|k`oX*->T{%se zkGKQ!R9|UYlrpyH2T#_qC|a1GufV*|eaJOoA%IYq;1h>?`EDGbPgmDTd~h`u;;r|- z*%A*b3_f=8oLW8UgNXo?l)2f;Ngpd3dwEwV*pNH&#b+|n`n+6a>#7gq+VQ3VXvuIR z4G5!`Gdyt%R_Zd7W6`bvh)$Uz_KpVfhz!j)g*EgH zB51u_847ZrsbMXc9L*%WBOc3Nd7t6#E(LLYjsXuUd?3!#8j0K16_E9y&X=uQ`m8}oxq0V*s5XJ>;)nc~B&&g_5@WR7Kvsjqgx^SO) zHzD3H@5D@SpD?vlt1viLgE=DElGH$^Znp$7iab^z#Wpv(Iwkzio@zyQ@NRJ&jI0I$ zf&z~dT24h?_PvT29VX!DsO9!EgRZP#IPs@wRT|4%@7JXE49ke$8A}A%2a4f$Zpvir z@xDcj#*Rtg{9F!p;}tT%zEH}6*kBc`S{R{xRz&2-8O@3SdT*|pPTAVbhkmh>F$^oA z2YjT^(6l5ZU5bIBB6Ee3(5oj`Mg#oY{f1a$)z*$dsMuR!6FQ`y@cEY(8UYtp15k>NAX*d0x^XMscz9=`1IZVnmx2$A}Jx=PmCR!SC>GKS0~O zwj_&8rBpq4+YeD%@QXJ{%89a%!Jb9N_))KHtN0P?!%zmsiRuc1!~%Prp?HoVkj5X5 zTg`d3aifM?#qHp!?14x~Ebd#s-F&sYnb#ZOC|DhPtXK#aM+IGJb34Am*LT(vZrZr3z~3_M{DSCY^Km z&is02ORC}`Sa97_{^k~OlzI>A?tXT6F&OkaJ!twT*wZ0IO_llVBIstqVgnPj{Qcr~ z@p3=rWi;YQzha44{<8Dt*!4Q6?Px~si^W}PF2*)!kN9Q_2q95fO=0^$mEOiri(8u; zWai!HYQBr3cXwv38xxCvD(+|Q2QwFMaQ!DH{b_@4B1jJ}An`{ni}$-XlZyeo-(Tmh zo7_!L9+)lOYG0;WT$RQDy?S7N(&3i9cs(5AKSCXVFMpXV-=6N@n|?ek=<`=q#w7;$ zt`|Q3-S2ML?v679(*bl{TC}e{HS+z_nW_Kg!>wMw>*fzm4Fqbyf2ItLtbk+_s6g-r zQ-r3^PD*`E-$8BQu|x+)zsCQkDy~i^w@ydi!a;-LW9ez__Rkw9ar>V}(zC6$Xfxo2h41NHGdp*r@4Ki>`7%GXe$r_qIcMAv#cJ%Xk zII1i%KoM?_{E=Q=4Yu|ntEm=xFSJP>S${n)xrMBj7Eqjnk6Nn-I}@RQzA@XDQGswd zXd0!yMS}|8SEWOpYG24lZ*~jo6e=>qy+rG53=C3YiL+bLLfrIG`Bp(`$?t%=hv0Ag z*okRevy~Q%%=>CrHkgEtxBo4r>SSkCr+8ba7D{x8mV%w@P@1NVUN2!i%>hIV&9EWG&}#QM zq~Y0jKu(MEnEGi0NQj_M5^=*kjmT$AAelrGM;KcGC8=O2u4`oK?|v{|B1$RgjRdj& z6J?bmvB$Aud)~MhmM_Igmdp;URHxhOV zTHYjajX4_nJ#57{X-_$^5=VaohT9Xx+S&1~c`BLHvpxfkb#~ptQ1=)-lAwKTq#wd7 zMJv|*^Z6eRB6qdlbuINMBld5##T8;+xyH-Wn7ELL5X8#No*b#g^x6tqzz5>(?@o{C z^l85ueY73ImEgh!NM6F26Ugy&ca`i^xj|e41R>;Z>}k*-RF$ ztmx6uV;JGUmKR2ZnUstc7Ki;#M5?Jkh+>H`uhf}MM|WkT&Y&v1M7Zy&y2wY#UqbJ> zd}nAnuSOH99SlvFLifFfX`(&jO2uK~)iW5Xju2|g7caIeUn_jdf52C z^;FQ(-t`T_tdE%Sq5>W2r~ZGVH-FNcDbd#rc+`*{&NMS_^zwhelp3Hb}2 zg(I~5hR@KgsQKAwI&;8Kg!Em|O|E?ZyMT515BB!7pDS*1Tf=j&{!RuBU@uu*0RXyv z*W2*%eE$5=K}F!^=^XT&hgtv;&zXaOd8WBuG`p(ewQHImHQoF^zjN$k#e@m^bCb$? zXE&F6Zr5_INl)$ecF`E>-mi9&`-d@X2BJZ_EM@B3k2v4*K3fx63f{ zD~IwIo%hJS1%ZmYt^4(RoBhE8r+$*7)ZBxp>#p!gr%e?4NJ|6AnwIyYcevN z*(wm(Z!001$Gp7ev`?*t%$K^b9(`Qld!@EQWfjW*!Vx=J=o!(&f5`0i49>SD+I+

>J*RI*l1F6l|eOb4b`RJzLyU-W-J2AH83=b5qhA$OU2B$p{(m zPaR>sGn{9j*hmjDf-LuenqUMRR)-V3Ngg^%w$5X-nW@F9W$-ozR~8w6|I11DOy_&z1z{sNnG*OaBVT?XfgZfjcPahpD}t zg|VQe93Y!2QOC*Tb%*SUADRamy<{N!-tC9aG2nimt-FW7@9;+PeYWkKc9W0`)^eFJ zY1S-Jhl%@u%@`qX(F+ZLa_kcgshj?RPaXtRO zUcUy8k&(X)tK?0fjRRnFKFJJQFy^ZOAqmE4v&~b>wwh?9sWUKMr=rJu%4TjCYD)Q8 z)lorSE3%m-#ajRE0JWs&ZUTzD1g2(`WFEne*1{_PE)>@+>g@`}3-$6CgXst=aK|P^ z@dxds28BKa?gU^jeA|cIx z$$?B_qq3)Q(KgE?as}_Nf|Rz)yMJ4W_uHOE>q4~oIY+4ZeUXP_oTMa7;7>08>I|3i_pCXE8Lb#Ux6aq>zt zrUsANv=GV=lwUD5y_EEniC1~7han8lf$AxtH}f0<9p3tW)fD#a?9JEVMHAy_vTvcv zS1%it-(=7sUTCVVd>LUWPWJc_l~qcfmVFL7Vn`rBxGO7uW78@Xt81{<*D@am6M8!L z*5*G^^n!KZ^$s2*x@XV#{%o z6l!B2ve_l`@h_3ID&d|sW}rH2)dmSUKhx2u7Tc^6V-Pamt_F%l;YC8>K$li?`o6v@ zJ_80rKRSIzPVyG872uP*mX(4U8d^Gk!GKnzz<>V{^2(5JAv~v4hs}S|kJURGFWSzC zv*xyGY#Zr%C9wyY#G4LYdK6#FF+z^=LtoDi@9+3e#gRrs9JaYKhgfI3EutxNl4BwzXqMX zUbyZFdSOI)Gk1R?f8e}$WhQueQ)VJ@ahQ9d6L^&^AJ{w?+q=;(-uh&3;n(0}QW^iN zee;STG@90B&Ohq^`eQ)J7K?s~bgkM)g@uobf(NXUFMeC^ZS8Sm!d?@d>5^6}&K znO5Mknf#FJ-G-}>vB@g){YCsyReV5b(CMDn;aNivamd}0N^YCaG0yR2%w*7+h}k?a z;PAv(Ht^7_Z6N+`D*hlu{vyD?7l1_OyS)1qo5lYp^hHN!ZhItu>FkaQxlHP<>^&Og1$(p>QjJ z`ErwcZUN^B+rJ`Yd@mVDb2G6kFj@V%snwHF| zL2n;L9Y0|Li#%i*jZ)ww&Tf}$)b>*!_?8}yxAaDu085xyMpq4IJ|*Wo&#$Hw%4xNY zv{^X1dgr!phuXbmb76cXnN`tPUjq!w41k}<_%WhfVj96lm=154i!bjOyE0~!5Vx_^ z;o~Y-UlamfseU21gRo6ak7?%42Cp2UzlcT&qdtNyppAxA5+>F1*){UOUyGw z^8(2V>4Q4)HQQ_gF{-A9%vSzn{Q7Jh%oQKwHh4e$OuF@frN|kV8?I3me`H_~n4Y(I zAEt!Y&dTfk5tE>AgmWm8q^vut4SCtZ??qN>9$;HGxJy z2<|hEvn4c8ArBP<0fsXjiM-j!$P^q*WI-KETFDbAuZDpSBWoJ9=2>;{W%YX< z%5fwM9(3jWyZau~;Db#&6}qr6EREi!l^E7$^;d8)I_->?T~byF9C?1tD)!7^Bt znIm)!<5TjEr@-+-V#wzA2?omu0`3G2-ANq1Ny<8q^PU)Nn3~VuE%&8V$FF3`!$=*5(VCWzRGf-%LQ6gyfmH03Y zgpSyUzxcks3vVK`<5pV%^D!JKG*W&xAaHanB%~{Pn`GGcp^d#6+DGS@sq%mc^trhM zBvf2nA8zQ?BxAJNcZO3e&LHsoY=idt7&}@Y)$ZTD=YijVovl_?CvFW%sBV!{~zh zinR9yRdx>+Iyf)4y9^$<*#EmOi9n;|tB0YP61giTZR@{`$_z}KZXVFnXBMhoB@M}E z4h}kplHJVQ-$j@^PU%A}f70HtIi|dj9 zv?@7^s*V}*y|q0yX*={A*w71H;k*;JI83!bo;sdq+#l4}{%75+uL6M15<&${&=Jw zsxr5AN4U&kmfh)PJjDG4fuhDhiI*A*=9A-^JwGy<BWQg~y{3&^AS^NvF1CKzTLN z(WUJ#<>D^QI5qEUI;4`@PZcr&tRwOpS9|2zyG$R0=%hmBKOW0%-;z*^qnjEfS5`Kp zz^c0p-r5YR9uyB-C?8VRS?a$9$o4df?T)JF;>x7-+q9%oG1rXd0hXEIB)+JOg6^pK zRmt=CbOuzq>7wM)#@@1epP1vVz~mfjD!>UcAvVfQV4?FiT$wkC9Z9FUPOqSc zhw$9wQZD8#Yyamw|1a~?AEMwNytZ7LAzp8cRa*x(IhM^qP(xB(6*Ve`DkM+=o7`vv zQo?G80`$ii1A_P-Bh6ig*Eok07fXNMeeSA}-Kr7WS-uH{!>4iuC9^OLd}(X?gM%%P zUG}5LwgdgjhQ6MXQ*%HN4Q~gn;`EJ@Q>lD(lJwIqORbIG{+KTP>k;l3p;ukKvCvLg z#-7ckJmpx{Dd|B{)Nxo+)@d+dzvGqEWk-G{GI!o?97NZ)Fb9Pyij!}P#$#EU^C%ce zN0sJ37XW8QQ>fN(6+sivrSWg$UN|b`i+a}k_71iF2g)q{uK5;EVuLc7uPcJS?BC|x zCwSeD4jp%2np~c@{$>1L;ZuScV_(16#QW^h&|}hi;e0bCe+3HM;tV1wqLjauZ%v+T z+apH&)v~y#j=y(y4UpEByQHy2Wv!dEUNYVQ6FTEB?%K}JX^Fyf$B!+5xp_m{_sPtd zGK;%U9LZXN=jVZ$oH^cEuJ`r(fkr)-ldX63mtS*l?OV5gw*FH$BDL?23F@A%!Cb8_6DmGa!3XfO6)0v7t^ z8;t+6?glru&|l)`W|ol)T{eld`rosGEbp8K86zEXkM;GyPZyIY%aCV5I5bkPNPg0(Mqa8d4_ehgNYnYr@h z!8U9%@*fY0CcQ{~jusw9L{l*%syZWF7i_(ny9_ny?CW0!Y#1rn^QlJ1C~)R2sy~3v z5c{(l{(AXYU-$Xurype?ULFUCku|mt)k;akd&Dt96m`oL&#$p(z^mbm^lRD2 z4Wo8d*ZpsWOC8n&VX+`;@ySij!x9J?NR3sC!XB~DLe^gQ4n2-aQl^9Or{Y5gRBVi> zo|aK!(5j{xF@HG}1{QJ!l!6XC+V@0Z9jg5?eTIP>_ZLb@YET!Ml^g4>rc)4U*4N4w z^nDlW2Tbr+l%MFMBFaC*Hasb~7&2o^(@o}yJ~n-#g@TlPYE_V|L1@kd0!~9JZLJdN z$Z8!%#@C-Q&10Lf4(I9g|0>*1aE8&0JI;!WOW2aj2j&r0eR$4Lxv(!pdooSqIn6*! z^U12&WIJoow4l@>O=Xjcsp7Or-o(vCW{r@!NyALKy7Yto`apEndZ|_O0N9uhipopj zplA=E<5q8@AJf$JsAORyBWmUjaY-LkNHRuKM8KGW0c;yrRVyAix;-o|Am%b+8piCBCEsVIA{* z7XsZ)&-^dCzB;O{Z{4;6B|wY2LvbmkxRe6LDNwXHg+M6|#l6KXP#{S0qAdh>_h2Qs zL$E@ip;&Nz`*+Sg@7_1YeQPk1|H#hHUTe)YzxmBs+4x>hm&{`@ulh~Q1N$dTha!z{ z>Lx&IJ8bliY~>5sZk%W&oF=ij*oYa}g!S}D>}5%K!fk`UjQK1c*OZ%JL&YdB-5~-N zhoPT23F0>8?Q}PwKopC*P!=o8ghXRFu0{YKtpJgxqv^(ivxHfO*?VTzauG4ELk|d) zS@k7Q)%Od=WDCvoYSGD?NOkuapnhtYZSa;>gJN(sjIFSdR4j~JWkf~9MLpN}It#=K z0##oD2a|x*uG+^aS~>ozlhu;w{JdVnkXUf7t~^B2 z09OUZy6hC~MG%j7#!0!Jgp(C2Tha5{rbl|DI?)eDiH=u|fRg7F#X~?L&e&2DAyX;- z2he(To-TY=%di*A{qfj9$!wPQDA-!7dVo7c!L|7Sb%`XNgfUH|JLT=LcljWvY3LQc z*BIFsVB3VywwC<)%EW{%m(9B*&~=}W4T+uVVv61Gsh>>uE7jtDSQV3IbJQls9!5(Z zMpl(l;7XJ>DaNY^8k`K4EW5Wf@y|GNrVw?O?%Py*2OzL7gsnNV9k*`Mg{Y1{e^)xa zZnHZ2z>Ig#JI?uUH3N@2E)3iEaoUq-TlXF#{TO_H*ZH5kyQzECa2Ry(ItadU?bQ)> zA=P`E8QGHa3-eFz@qMp-#g4yzO+M&H&euygDihGd z%SU(Ds6bpUHUM1aT+Ig!o(0@B9Om2}5GJCiUtJOgMbEZwon%S|C79pTnXj!WvAa(Y zIQyaBxw%v-8B%bb9NnhwUY^*SG?5@MK$P;0Kf)#m!Etl#@_e20wjrp`EAXrVlmF`U zDK91d?WOr$hJ%B{k@H=$p#Q8_0Kc>UBzi9GP1?wZR!s4o?RoIE?NM>ir8M$(+Ie#Z z^0Ik(ueh!4f3Sclq~#9rDo;m{4ugj*;DCef74c@3ZWjK5Xc9K;OT!f}={vpDD#W3Z z=F;zXD`#5BTlnn3>Nf~#c}7h^jutH@$#As)#%!4M?9^u^siDbBXams&9c}i_=Jy?W zD68wuz-$2On*RHw+{qa@!NTkOaF)a~tK7skKPF>}XZOa?y>G$;C=ACzVQh6(kNvo` zL7`&QV5-rmA6U7CmQ(1jslq_#L2x_;HBvH!)k6 z%R8B9zlf!|molI(tGSJJD+qp)Fak!X`9Mc=MKsEN+sujOs~UK4IK8zTXlT%y)&&$* zDXj$Sq%sYphs~uZKv$|&FrQO)erSHl7ndr&tXne>{KM_c#h3fC{H(vBYO~Nhx`@X2S#ahWOdf*n{*ZWRzB)~rL3Q7&{uq-uLz}q=Fftu;@!yVY$?b??M36rT&Iqc@egLO5)8SB82Hj}SGU^NV6RnW3&@N>{&_!2 zNK_(oQ{;%aqEeql-bl!SD%s^j)wt3X1QI8vrt13AqV>#jJ>)sYEr`Dy^m5CBq7Erc z-q^~~d94Mz)&IgTfHF5Xz39r~$MP}EYgG~oKpNRY6TO4Q9PjVE?1{5+IeZ*1gwK15 zqW1e|GvSTW63iN+z=Wvmi0-3+PPx$J* zyEN~=V2`wLcB5y~_||U)bBuOQ2hN%K!B5SM3;*z$bf*TdOM{fMAAh3j#xIL&%Ld&h zEAOSz2S_~icm316c-XI;^8iT6>Hv%oXxS%zbzo0$3GXwX%FRG@SGthxAXWWs9(2~i7xr_W9{ zKoNERNS#p0z6cPG74DUL6)=GGqwql-R)e~siLuS}ms!8X`>%VG(~`*>fbuUg`Z-vPnyI8v*^ONP( zIAJ!;Lk64J3Xb3S1h;%-Q{His!=Di`cfaF0s@^(W^pkRN>K66yvZp3|6nlkh-{ur~ zoy^_%Ei6|gd_pX``9nMRToz(J!x~!0Tw$Mi=8ZBW!?xDSLewN-cvv~9mx^rZLa$ik z00)&e)(=xEvJx;-dDTjh?H79p`aXR(JBij> zt6{~Z;73_hT;$f)VV|p zc}lGO{WDXyFCi$N2+ujdMPIc41qrdLa8^r{9FsuZYtAt_VxH|{0aua;PCMqecrdpq zcF<3RI21}n3ID4>5hpa;Kt@u?S|oB_6!A_q%((xp2%I5p})&0Pc3~EmuRq$YSFsy`=dzhu-kcCc%&DteEDP3L-N+z}unXbTykf=>j z*K}{xT$Q!&^UDF{PzRkniGTj5=p)zbUp3m^_C5Q(1--Otf2H*Fz?p?2&w68HTt+wx zpAT=U1>V*Zto|2*uz5}wmyI!KSj<=3_c6OkjpvM>TkyZ%cWfP)LrD^JUj#mSms5Fo ziK%#eH#~5OA1kavQr|GzzPmqr3TpTtgqDx%$*;8jy}hHUy>T_X&SjyZ+O9Q2-4hI6 zq4{w-P9@@yW7Y|ieHNHjadSO;)H#p3V>sVc{)oE%c}{B^aOqECi@e@`Xo95sho&02 z*$G~`7!WT1OLq_+!C&1b@-fdaX9wgd?f%bZF6Hh-TF6S6y=;|$(XlFb!|qa-zwRDAaV{a3aC{iLvqa zm`w7wze`)Z(sA0Oe_^^Q<#{C?zcSw^IeGyRe&z&e6f(3an-!-Y7`(+rjj2}8sAWj6 z6DyEs4%X;(tyvEG>s8yCxav9nfE1o~8D0ZdL70=18NKN@iS0#bvpbRkQLbIR1X%y2 zSHJI0XJtAYXV=!ZXi^(Q#6+n-?e*3<(Cg{^=91suo^qA1NP3&WbUh8vR#c>{6Zg=! zD~n17`YRLk0S$SXk}@-AN%{^qXwlGcoHSThg(9Koc?twxXO=N0yZaKvZ$L&qEQNAu zx73^7r5m{@BYZ`TNIGG4?FF8*!^+XE%F!RBg48EFaN-!fxVmsiV7zOGnkZyPo*6lB zplQtuFeS4o)>=uMY#3f})nlz+VFJIc)wQTIM=B9ohHAEtNw$l)GJ2kcIH~eOsN7p( zCAxmn^=n05tFKR9JZ*ig991Lxs|KNS{Mh~m8Zr-vc7PW1cQ6kfgj1+)BdI_@RSA$U z-BraEGPV>Ye4`O@m^<2}68tkHrrI;5nwJamga8a~3=rbrXS9*pKH8pE`)xfh|20*2 zB<~T5t`wkfeB<=7Nuu1?-3{==Qi9FslI+wAUYnzt;)pK`@aMo;oxULr1UB|`492pS zPdpq|NFsjZmaA`9mGKljCLVO9+oN2-ZO%&C_@On%3qR;hP_&iJW7C3;MRji=R9X+b znV-Xj&N9i+bO_tbGiJ+XPoRr3F}pjkRrEnMmmH2u33)HXpnL0jzqtOWn_NRg5<`VlB_$pSLk z4e=U1#J2oLe}>kx<8;79vLxjBq14{GXvZmYYzU#0N5RqVQ&A1m*>Sn+11j^bl0;sL54Q>6j3SvF9v8G=DC+;9q)u&RMjud!1M0cahF+4nNs+(y_jZr*dpX9OW6TK zb#=jy$A*SE(Z91;oz`t%t*J^AH}E@_yV<&B1)-2gY{XS{lJDkiTOACZ{> zt3slM0-CvdJ1@uHrMr{FK6zP}?6yi*=K(FsvqLm}?ONM`$Z~~2gX;ouk^#i}U9EA& z;>GS;-LCuFxK5iThEl5`b)>{x*^M>*x9)wXKl(Qz9{L_5{>e%2!U46~9vxjsF}2bY z5d4P0zKwvA!`@`U2t1`u?Mccc_ALx58(J0&7LlLVw@U8PC9eaf^7gP<3b|5gu!8>A zWO9ZG?cfb-#2R;x-&-tZO%*xTPq6I*E$?9O z(m`*P=6k@L`nSi;Q!|z@{0F{3aez^x&~Zcxzq_oTR7oI#tT&;6w9nmAp<@vTD~$ZH zB(Cws{rF6JaGUdGIGTz4H`r^J^YZG(OXqgCwhLGuzU^ngB4 zo`PqttqxNkE9BvG0a z*QZ!ikV<&d24e)o?DE-%3RqkzjXfsIV9IQ62(vh!ORXQ^!vQ#Q;rRSL*;+d^xI7&gh_;RDY8VrMh=z3sSE z@<8^F4fO;^k94}KV2`y5sNuLaaP)D~SpT2{@e>{Aq`vgIZ z$b6VOkxi;N&Lmq6OYw^?=C%PhZk?JAgQMGGr-xnRVhqRgbe{9uUf*C((vBs8+7w8x zwi4h$UqTAG@hA${T&gU~a##wi#&(E!$hUe+-kYVUN7Pt+O9g@uXkJ_J0#m&iFYW_M z%9T|)FU?G}a7BGvwa=)d=k)Tc83+4BdYwh;MM-YSlNvom3(NXPrs4Te#XEe0-JwcO zHHzU_J?gls6AI_oLPyoLy+f{2qsobC3iaJ$nx@8Y6Aid0;(BT0Ni!8c66!>FQA9mn zFC;Udq-%qRmm|Bq9q98CVwzb??MfCBriJya-;Q_~8FQwv)tPGPk{fDSv?|#vq;vXe z4Y^DeW)y+gWSUo*G)XfL4eVXan4rDlF=rNgWK(oD zVZyE~Do{o4`QBGb%G7IgoYWL)20Cl4a*<4(vvA8${5=b%6sC;7McQCkVaXeVuNHhH z0Exq)9(>P;7IspM8G67S_Z)GbWaDLd$y;UBwS-W#pt_|Li-RVf-3FJb!5mW-uD~>l zyf9B;ly0LpYvqhOb&)_S$J%YBr11fV<`S#(WrOoy^`^CW4QV_Bw8uYXMB!}#YR{b$ z305tvXOSHUzgP?`Iy$d>uryskKY`C)Ec>ZK+T?@AHc17p!93XZFlmH~i%yPiU!V4S z*vr2vXGkqt8XNb%Dr0z^eE-|XIh1nw5W?Yk>SMQmpn$!al(ylN{yx2N3kKVk z)+7_^G&Z}#%Z!LeHjVlruPoa4@Xdys4&BhnCL6cpazwT#zs#m>q6&;uCJc0R54JaJ zq}&6O&R)7^NaFNgBb6#Jy=||hQC*l!Q^xG*6xl7O)9*eVq{RoDWggF*%WB+&P(QCC z0QRq1(%8lAE^RQk|Dg>BFrUF=Dg&hwVn(=CQ?^eZ=fn!iC*T!C$ci#YxlbnB8dzid zXpN~!x=-5NE=9$h^==jwTFt3bpK6==1mZJeNh-NH?Q1r9xcnNo1nd(fukHb?n^=v= z?_Zan4|8J@6FDb(wONv-UczMyQcUKk1a>_tXI_k`#!-I9@zhJPQW$JE57n485Zo^M z2sm=V@#h!_zr|h_E7kt60|X%RIsEfE<&Az~))J%N5N^`vQ>I^KO`4luuI+jcYz_iY z93Jb-Wu#CH=E>N$L%&oo(@p~}m>HW@OPMv9S}Dg zT<4l%O?4A*9?{p&L^u#!ImG(Dd1UI&-&Yz9%t$>Fas^o`*pnMwL5AbXXWmlw_CM9t zvuX9=Zw=M-lBsC17Of2}0gqy_5181SeDN9aTA*TE9sxKjW<{E1<`opc$D=Iwfcm#t zYFQn_jT253M-*$7#yri*YsT`r-_~ix!_~PZyvexz9Q;p)oAY4Ye-^%O3cLOuGs+K> zVLsq?Z}ashVlPur{!+=n&x%xmx*wCOi&p>mBBvU5K!H*q^2i5m@aj1Np0?HQRx{6s z@d&omwuXZ@OFD%JW+$lj_8CNH>tB=5bs@wPSy`fm+MHBN$g)`FR23HD4-w3*g)i3H zc+j2AW3y;%q^_8~3sQTU0nLjSnal!_qjcq0kCYI&(NGnQ{u&xEtICor2b4eVfkPgO zk~~0RYd^v%Z=gWYs}5HlbQ!^j=03Qp6p*{pS+w=wR)*eM7RVSVO=WtagprbO+;$TZ zty3cWfW}`NB7+TAWcaxi8bqk}r^ITnD~$%-^YTYIJ?GmOVk1h+WQ6{Q_U2*Q!Smc3 z-c^={q4xV9>sLQEvrZ(AK!inb=taUGHb+TAhGvZt@V>ZYTjf^T_Ey7wmZUG~>egB7 zQ7CiG<&>q_u-ypd&F+k;VJAS3GtzE)cUEP*7>wT;U}#vq}Mckv%u|EyCZkE3IX z_e`0w)@>IhcJQQkzDhL+tOM%a4F!18*=bX~-+*fhriC#e+O?x+bHsx|Op@7FKDT&( zzs9t!D}g%_tWIWo`O`W%0y(9Sl0?qdrtyYkXR<1jDMNZZ$uS$$VAKB^0g3QO^6(1) zDv_mETZk?o=L=_P0l#Wo4g@HG0VHBF&j0}QSfWh0Le6fBWA6uMEI>SBzs$5vX+3ht zZBsw=Bi2TbCgmcNHBQ-*eCca~T+DMtwvhLC@9A8v?b}?P|JkNbZFm3`=aOW0m89t> zN7UzHPr{3vt=94rfa#|L+!lT%j|k61yyQj)6V1Dm)7q=lu}6_Dv$D^0IWB9Ga)UYl zq<2%Pf}`|E!+2glh8^TuyU5{jMb=v7uWW*3+iGL|xbih(G1(fhsEx=xAy{={W7N#a z%`X0FC&R!VshZ-`1zfLT%2E#BTo(UpvQMN|z^HM=a-ng`S1|LfDBmtcHrVIemEHEwviIIv{J#G5|}Z zExflP?cm86@SyE|QwY{ou7iuqgh267QbyddAqz7j!Wi89QVwc~y|}7IR@go6y~%@- zLeWuARjlcfg#nv(!|V^_7zY(CJ(xbZwIdM{JRI#~D=s2?UMrSK)K&GEwW=V=bDNb| zfP_m*mhwcIeof&`qW2qmiL9&%E2IvTe6m#r!HNtEV{PBj*Qm{#q?Pm}VFnr@!X%_A%gm}+}-HpF)z%0d@6)HB-Yvc;J0zl00jJ~+R zxcj>fp>2i~e;%fY$N1rxU>M?ylX`)5R>b$E$m}I(Eh;Zk_kl|Hr7u;I$C{B?8sETh zB5U*ybo6U*TKSNR2DJAnmAj>{ElJ+3f-?Ar-D~TY@3mCJ#hkM*3{U)PAGoOfFJst7 z%80An!O_L>>~rxRH$mCP`yi>u+BvM1_HI}r`Zm0%HjYDsR0S|+e;M&kk8sJUBok>ZVYVBY8hyg%zyN&cfGec(ZkG& zlhR5h;nvgK#bSI6X10xBB53XYtRU{c2F=5otDkv`kPPB|`aGJ5j2_ z04iL{%TfA7!7yB$(jM?Qfd7bqGKF>fXl7IL4yEUBCbnHf16dXnSBQ4jz$iT)x zEM+#TvwyTgqH z;QUw9H|l&Tf*8@NEM>%@dnR0(OI=LRZmN)em&{E7@^0{=ypzY#C)*;k zSsnz=ostiMbeQGiACh=HoYlb-1~AN2a+f$@y^?3x%1jJ$-eILFBw=Av0Yg(b`Jd0M zhIL-Jw84%@_|p9%?%B|{32lB#bn)=Z>MQyE@tYgen(kK$RH08p>(iY}c;gdv2!YM) z>>NYjbFK14Gef>8-1$ z9Y>J(_gNc*Spi54lJKxD=S~71@(ljytU`bECh_c;b35skCWGY83XnRKv#`&q%*%z{c!(3fyt;s3uHg-Wdj^m`3}Bhb77NzInh=Wf-d+mDPa>Y(XFNRg zyZTlAkNAn5v8`=5KegVcFYK=l<^Cjn3y15N<|}Rk}7cixEH zny|z*5QvLd(~XvgZO2xYV{aT?0M%15j9{20wJ36sP_0XpZ1Xy6 zmg6lNcs3iqy=O7LXZrRwkgEdBb--k~XEQo}c|jJ`Wz;d8Tqcm(Alg_d{oZZLnXabj zo0o-_oT*r=n{L#1FnybtVu=euiVr!~d~2_S5=WE)+KbvfQ3pVtZ)qu)zLKv7MCPgs z8DV{&H=@0KGyKARUY}gy=C1mzNIl&I#}nz6x`eDd-77cy{D_8C3`;zdS^W3FrKQq< z1|>uu}5IRk0ute{Clp{4mkLuc8gfH`{X2Gg9L8*+5yr zpho}`wS8|)&v|R4RkUU-U{Ab%4JONxF68Z5Oj^$Yj+PgA_F||$zg$uz3oxb8SMM)z z5HocUGj==|KfIR3A`xmyBEB*vJ+%?^EE4y_Pdz&lxc+X4)*5ULmn%4|Dq^%Vy1FGPhlh9=z_>IS@|v<`)Tw+ z;*2M>tkB`HhfdWqS{g7{#`aW&M1&)tTXT?ua6J2nqK|8Im1Ci%r2eV#Ry8jPYloie z0l%Ppq|;^*B!ln8-^Qh>kMyQ>_lZSGR&l>@B2;|>VADl;4wBDi*%;|eS*FuN{>ls5|Qll*>aDoj8}Y-u?NdHY%im#e^x2#%!CU~(y^K^J(L1< zKK$3X15v9#m{z==iAsK_Ox=HOm}jbwwQ$*SeO?%gx`nyk)GyESH^)odw-3CMf6x3t z;$pYrj(y`c5B%iue~)YSrH(56&JB#(AB2e#M-cG_FW7LpO;P}k6+{tqsbs!c5qKc7 z&zN=Caed%;``fs~YgwRF+9q|MW4ZGki%SBVJKVw{Ht$(A8CQPHS;tKeKc;J3Jm?Au z)=05O`uKPt zi{s7*7#vkv1nD*iVtmIR_18#+T|r}#`p-<| zPkRZ}Aj!xLt)&0SwDIpY!NX5_eRJCw^3i7$CQhor19W$I(?5$j8G_K8y_{P+MNr@v zgB5LqJq2#P4MkvRf-*Lw4-Hz(G*t|xQn!A3D>BIf&rmvRkcl)qPJIyi2n7Pk=kC`+ z5Jq2QROYf{Wn}W!1I(f1qx>n#g&-f9bs|n!1DOPK2ImLq*8|j18e>M5Wj2#EB96nB zZ5CRhu#)tok?=`%6_C=Z!tOZRb4GFpAe>SIzO?X7fa?XjkE+aZTN43FjuGF%7Se;I ziT2;^q=;5wr?xR(%Jf?(f5<9}r(H%}7+thuFilU1P8=@j_4#O;YvSB!pl<@>fnlyQ z7;iGAR5+oz1Eh+ELqDhzN@Nl~FtMpV!b+F-DyWm&;gl}=8He~w#H2O*>=T;KW0^#b z0>!Pa4DD^)e&9Ky$YCF8TF?kyD1rW!M< z0!;1eUNWl@y0F7N{q_&<)6nK5FMx(d!mG=F8ohSp(_7Y}R9rcO04n_hIlOGQoyNI<*Qo=^IGPIy@Ys{LaXSDWQ4 z)rJd$1o*O!Tr#hQS5ZDh-gcbhUhi4>L@<*TV-REc>~_`-Uo6H1rWQxZhC)9{%}DG= z;b&*^PEH{rgyFUH?3Iqoa^$t^CvSalI}l^ENDB$koJp*~L(V^XHiA zCl`B^U{H!lM{4_lUdP%V_@fn!Yw6(t?~ei_1H(w4aF~^FZ`n@av1Z z^W8&kzPBC8ccNz(-Fwa=dn?ae{oeoIvC1fFnCIgW6cMk%e}1qXyVBx?zO?68q6q@j z3i(onb`m8;uj8j6M%ytIK^L>H)q;52r#oAX%3?-5>OnFXg z&8j*<^YFX*@VhgOR%L1)?PbZv{Lr~{f_-p*$&>q&)S*N$)8S^AD>CT=uAebBMk}02 zBEBV1M{d>wnq{pc>Ymkwb)Peu*TTqZDKlORNTttpdR$ipD~VQLb~T(aaZm*oVU1K; z_q?x+tuCpfaO}x9f{c`JFqwZ ztno;{D>sHEq9wBG z7qb)9b}ZU-kk6F%$70G1PON}?QNBoAiLGsUKI|df*l2NGYED{z-VcYloiJMHweNjA zGCXFsjFSB7M}^pY51?|F+r1o}aN#M({=Pic$wYaz2`Of+ba{M5LyeSz*ca+W;Nuz% zA%c(1ajU$~BGDs^s-OaGvM6>H!RmVo*<&;#Rw-4&8M2XbO|A@U53>%jcxT}1pr3nv z#>9D?&xGZ=SSKAAohBE=(K9a1+~TG%anrK-sVAe)X1!6Mu9}w_E|o9WTqHIT$V}IS zL=GB88KN*7FrW3JMRceWv50#12^QJ)bsys90Xs9`rbc3KiYV3P~7{f<4raz z6>V1I38lR3!|TC@j-k6_#@jd!l-ljz_#i~b^+tstSG%|9@o>TzvwVV}y3mXd>};y+ zVrt`hEu^J2$Q?l#ctOPYAPBSfR9Z|LWlXqtG}MJ(waRT~_`t|s(a>G?DmCwWop!6w z8GD0QgO6wXYEP0{cDDJ^!SBreViesk8>z;op0*|Ras2CvHlXc!y)B;Q13v{f*Eh%~f6z7I-Lz;W5_9g} z)ibGU%+!M?lABAm~FG_|yh{4;TP9lvN-xe0AevH0)aPOB!eRpB%U6M!E- z8C#HMSqLGD*5V$QXl_lq%_%#9nnvAIH0*ZJ%`IT@rVLX;&wYc;Gf+x3wylgl%;eLj z<5L6HWZ)ZF{WE8>4;nh$-DgN1?2Z8YX141-98pJQE*$PL{ngB)9Pi5%-u}a=*yW1E z#_|H9P~#OcjKRk*1js z!FQk(Z&|FFSZp7v6{*>oCNWgvM7Mr$*c-1s!?PnZE_N;#GxyRxYw6bWW zm-+W1tbVnH@ZDZCw7&tiFlIE2ORlW~ohX<{D&~rUTK#0#ihg51A?5Vwu!}VK zy&Z|sMx~QHN+R@aDDr+e>&L9svVL*3Wf~*=(h^HkVctu#m6E;6nQA9A<*3m6;O{$h zG1YLfVGYwHwsaxASoh%L`wE?kd{n51j*g%@W=);i6q5-SKc(`s@f&;GSdy@mXjcKb z;YN7j1Sh#@noz)KwWue`O&t)F__gV(*98 ztCitaFch9Lz4p=ZqTrYEDN10u>&|)l{69$j-+2B1zIMEB^>j!oxk6bsu8yWQuY+A1fJQoQ%%&HI=nl#5aur#A0;Zuj4 zV7(au_W3!q88Vft8j90!dJeyN4PcBWgLl{acZZa~r^K&x1Sw~KG}+gtM^Q)VcaS`} z`J{B<4n2%UT8ljM-Z*85*PzIJHapva4D{}`Z}9YSvFDfAEx4XC*emdJ2snPDgomLdd6%MIC86cZD&5X$fMO0O&lQ!OthkcD0WhT5A!%* zrBBJPR$aR{vU(nBN1u-(P222@{ve(|`xGrNIEXKQK!tX>?{5PRb$?ZSuUlLEDh+;uC3>1%|kT^ofhpoOkIUs4K;1QDd$Vf`~ccK6HNYV{y9 zxFAY}57f(Ts%k|Far!iJu@2?NAy3-lh4w!}@`Zu8lGc!FyMudjc_dMfNto&IR1!bF zC{uy5j*!%nk@ZpSKX@i{(AG06VMGdE48h`hImu!JWnV%rD*m7nHk;*xcr@NN3CsYI zhlkY#ypq+t%$np~;zk=k7CsZ+{#lD>@dkZl?vkCa=j2mKmQ#a}F}v#CIP&-V40BOiDsx-^x1l<3D%Dqcz(9f0nNeg_5Lqqa^`OgW-Eg`mOVk&tJKn1 z@NXY%UVJe6?Eq1dd9P3QJL-eJ18L6hQ5&MqIRAyX|DU%&8_sHIi{GM@bjxo55+hsP zHrzIH%oPWzQcddU^(KKNRo_=h9t4aJe(GPxytIG{v|Q7n39Jf$LwI+y=${*ec6Vi^=dbi=m9W~_V%1zZJaZt#vOn%@tnPvOCFfj zH5+cf4TETn2e2MZ-{`1*suX@Y8C@?3&H8RD2_tm)lcK)-Ah*yevG|vg0>33Th4skJ zr;+N|6*oYFqtgU>j}jI;wvx z14C`zM8{^8aUmpNz?ua%HHOulo3(1zv5%6R)_-WNuAsJ|mcy0U5HnAP4TpQsE@zZg z@s>o_V94p2C05ZXG3q_Q!NE1;3t4PU=-Uvr;^vMFS3?Oacr=*hg8}}dhn${9>w4%{imK@a@WOynmg`BLa zaIbm-k`;wK7rSnb~7=}Z~$M*wd!o3;3lS|yg zd+~EnP(6VQkCjzrcm6bc^>G%&vdJTk2@Bx^58Kjc?h8cyXlU@MZ~Sek=Zb^^w^qjk zrb-(B?c*MugH}PhpKo|J`5VI_8$Me8;Td2D2Xs>A1et6!RU#%?ykVIkN-3Gp*KY^(Ds5Vr%xw^Zio< zzUI;z<8OK2ak${V=lFRldp4oJMI=oY2SXb`mADk>1GZk&4p#Iz~8U@ad6MQ zx5UoioiL8E&fYGt2t!2hM(Bk(t$Ax=& zqL${fF#XQmmO6*q$B9ZdYX8jQgX2WtSUq7hET+~}C%Az?{PUUADC!MlpQ8iWC5H98 zGU=9#W8PwegOLPnR!?%QQ|DhT*>+(zCQfv?y8Vw90xv$bA>uDaT^L8jMlLpZ{! zmsNAH20Dfx38x{bXQy+}Owc|kloUN@yc=b#mZUvQmTd5DH#oSq968)fF9yycjMA*3 zowWl^H64AWev1G?iFoI@H*YtxS+w~{?^D%JZzP{s`!@ZC>V(1T zX-_Sytk?lk_4(RJqQ)j+MKcdNW2H&MlA(l_5w=fCWk;Ll zcQ#dy@h{PN4t65y{msBJZ`K4ho9WE`ER`**4v2mH^tka}cR%Wtn$U)nwKTPsRXU5x zU`?!R$$a(}tI=!FY&T$u`=yuUk^l%t!wc*4Q7h7^jRn(DQfq&%BiP@-So@+}fctK$ z*7kG9KNr28?hXJK`xo+}O`gHJpjO=9MhUiGQttmGPi*vT#ndwA7QlTYZ0QZtgJUzq zUu0D-d+}?&fPC|%6DXpSUD9P@Q=heXle_!aWAT&W3~vdL$+IpA?@v3;6?U{CegKOZ z|0CTf%`F|hAve@`3*O{^CbK9`_oc2BY|gLMnL@lT;zqG3!YK`- zS%97FT$@kq zFIJPk6WktcKU@`D@q739!9nN$HulLXmghEBZgw9^OGx)O&C%kT@7`;-gchewOc=$G z`SZ@q8{mJ|KQeOQod|t(hcLe0JPR6{#IUVgtu0;;zq-Aw!#|52B?+p4Q^@5Gkmy^# zwxN%zVkAv8@8vrq?#*J>OANa7t2jz-!MQ%pM`iNPUNhe9q_&F+EzfEpA5-NK@fUVpaQ?PqPI#xG#uWKE zb$ru4E5?og%D|OLMTp_c@qIoiZ9F3|Zs$T>K(Qc`h1u`jH&%@J?S6ds>a#2+X-fVf z+eJKvOGGbQq83GwI?*B4w_*@up5fMdHQdHDHVJZ;%@k->$Hgj`9c!>wc0w_( z56RPwvkzdWUmUH0ZCxzovq_ubz??u&Fd8oUJEtp*M)H-{DMo%iyB{AJ&|}yw zG|D*<%A&@31hr+zq4tkdxv$NlC-c3kT!Bj=mWTrM{Qv>z#TMoqcQetXAR!|^T^BOd zB-Zh7nVbrF!U!6vxAhd0;<1>v7L(OjnT5~&N*uh*c;%|hATj*JXiT-Wo?d~`(e9`5 zAo|*=0y!cpe;e<8Eu(5ZD=NmwvW^G*SoLU5bjnP>7qZ#TwyfXqHRydnY}YeL;S1BC zyY-ujw(oAPlkl2JwIkl0Nm?QAFJv+lZ^fVw=vlk_&Qy&XrZU*um8@hy3M^8`raegf z(1U0RLoB@zgih|wC;BhAkZJ8uNp!SZ(%9+a{Aq(5i; z=V+VSz$lG!Uh(_YGl|cTZFT^;YPi^<^?F57=)ZZL%;IU+&ie>usG3j+l!8kBd0z5) z*Kz_+gj1|XfH``8kp!0Z4jl5+jGzA&=k4N`GwZykWtD>r@)r)|0`FErgPZ?8N1V|& z$7y9J+WP!`<2hS3mbcFvPGm+><|o>)+qc5wg&8(L|7ea=2dI^zoQTew3`zgL)5ZV< zjPV!&7^`>$MJBJPzqda;qTlA;tj2av7PTK{Fb4gZYLbWb#VAN-nT7^jo`oo@8mKOE z%dQuuvZuD@+TgX8KycL-xmAhIH6vXYJZI5QHA#+i1?SU0RdcKOei2X?&Z?q9e~WwZ zVI#8w+0n;3%9Rm^0ycVpEc5mqRO&}vuOAY3Y=cAUzV153dvC6O_Gg-4DiR(~^6kp#!&t`;%oYOUo?RL(9H9HFFY4R?e)qDm}t6`^x=ASvV@VZ5~vH z^-TjHPu0N}EfJaqFgtBFLp{D3pA>X7VP9X22cAQ`((Y)#Lwx@)IJV?QtRIeXf$Dl| zv8&eqq3gS&;R?U56A>ZW=)I2?b)pRh(V`PVFj{n?cY;Xt-h-&oqJ%Jd7i~ny2x1W3 zV2ExKCE9oMuJ8A)?_KMCpEb+BSu6LR`<%1)K6|UU>Fmb3CH2t{a|Y%&K6(W7r06T2 zw6-^PKpE9bU{3d!RMZuxOcR@HcCtowMyh`Sjg|d;gENz)1+_)NX-!_1s%ZoWiuIJ2 z*J?*=CnV|@a;oN2aVP?Y6*Ht@czOjx_@ffPe1%ngc%$sdtrYg(1?|87nsPo$r{&{r zhos$Chv3qVn#$MktMybqqL__QM#1YUwSfH`!id{fJ+R6r&Hv~+@QGZQjY zbULvI=%Eiv8YWq!87rbo6FFIiyn;J{2UNvC_*XOM_`|ZhLU&~wAs1$cZ|8$uYc77A zZt*hwr(Bl}mO^h<6@G*M+h9v@9X5IuQDAwiXZ?@aMenmq+^G2wWX4Tx+P|CWx9V?P z1w`oK^`)%GkwVxFFAUbcQumSq8tJ+C_QG`SfJTWhUa&hk{8R3}G4mH=8;9Jj9r;Cp zrI#DDb<007Y6tS01-!$Ti!pjZH(U80@@)f5F&Fw!?vodmaUnCDzqBy9NyL=pCMQas zjx19!j6i^gXPX!nn6QC6-_fYG>*_F8jhC2}dH-m|^TyT&_x61-_v;wYmtZMiHmQy) z=*#OUm&np*9TMZm{}h1tlI`Vf%J5$AYow3*(GmR~2+w{>UvjVc{Y!5Dl*UM}!Zhx` z@cORi49_-M?7Y>>C?g}>)_S@cZ#Jyk+`GvHcj>Kqizlf6W3VjqzPndIKyqdSn_}25 z%s#Us(yJ@0(QjmADEep4j@LfwzWc7b*f+6Bl|MxUQ)+hES8$g^d;Mom!hMoU6KIe! z;e@;66?X6`_-OSDCwKxRS;q;Wkp-jzpbL3N7j-NR?u@#$+}U~28xB+#soA6n)3!_3 zEBv7EaBpDDHul&({CX|fdfGBukSr>^5i-!AdIg;q#HQ$y(xN^|u={*f(- zl6o06J9p%x60m`b0XNYSMK}<~b(r?M_e22S{PlCvFDvQP#F#^+Ydp9ShzbN=AFAt}y3jZjv++g$iTg8snEO^Xl@D~SF0@zqgV3r?Iv zOI($ZWWn$Nm$G}f7CPR7G_pXJx=*`g3_lgX1q8;vM$vZM10=G z^hsdOL{Bmqsyc<=xGBFZ4aOqUaxjvBwq;-HPGICI-`n?1N-y5a;|slcQeElA36s7r53`!`DW%JiW0-4#ZrI# z;P6z6{$L9Z1n|@n8TzU6O7Lyf*iIXsJ$xR*9@%Ef**0sO4`c&za%)jz9>!VB;kjau zJ`8D&Jn$u?vFgB6Oa~b873PO&PE`~S*(2Dso<8IbvQH1&9FG+sxE=UkbnQxOCX>|3 zb#csp=YS61F`o*539IRP>63DEh>8gb^j_-J+n@{EqM|m{oM!;Q+F#Lv8s9ZTwO1~| z00(LHTX%&#W&C`}>Lyd+{KWW8rNT{z?z&eYLeN&E>e+<#96Vt!YMoO@zR|Hwz0~&f z&w$+Z$>K1x#iz60u)nMa@(NgTtKM%*T8QuA^r|63CC5tY-x~32X|i|X{iZ#87DV}N znD^Ma{PPrE;f($ZE~CO91OE1kdcReIH)cJTF-`9svwjbau@o z(TIf~WpKz>u}o_G!MDluL(2WlU#1=D)GA&$^5rG_Ep~z0FDw`IMJ_F^d=A#HOz@>d zg}i&b4|uHF1E|>W^ibLVTELO>@Qn}a|1h)Dl$2B@&w#M(&S0_qeK#?o<5wPUo*PM; zXG!?k<|O+dl^-AO0w#p5`hQ3E6=@=C^PFzKGfZoONQsyfADMeXYO zIVFFoa%g_}*yFo>K`)pr`urT*Ogs+N@xzVDTh6=ZJLp`2mO2-}dNCWh!;SzY2He8F zC^a>#I!$R`g(_;XTRPx0puJTAd)+6jDG*LhsFFBDw%Wlp_l`cny<1r$iaOO%T9asS z8qD$1k#A+uZ``#SpNvBG`B5bM?GzFOPO|Ma&$XrR;wg?6hyo-m<~LXz$5LbEYKeV$ z?pNjMXe>&jp1DLO3S;ao^qUFhh~J-j>>lk&?Nc(l{>(C(t9OMz10*6(5wnK*9+HC9 zGK}(93C&_m_PZVcVy`{>Zm@91IgRpl^>#e~*Xm)Jlf1;y4KElEC;o)csO59#>gVcH z6IEq3p`W6K=vu%W_p6=L>$A&tsR)(6GiW&qNe2Ez8%UArI68Nb6&w0a{{3w8)Vt$8 zG(a)^!Nb}dJAOEKBJmL4D8uOvpiRjIgJrghYI}-g@w;$eZplpGKO&AYfF#RLFml7% zwHZcU=pe=m;Q7tY>Q?z)CsVqmlA zzwLU65HWTJt+<*$t%`^IIq!g(I*iBWm5;^bASxqt1i^6m|H0&ekM}H;5Ba_F0HyQ*m2;i(;Q@PQF8>A zrGI(GuIif{13EN(v_kH25VkrVt9Xl*{(m@U1-34kKB7gQT?>a3Biwb%3s*@g9I;2W zAFDq!CmTBZ{vA>}KCv4t3dIUtA73b}USSl7{-!j22-t{-zY8KiS+Rpn+GnU*%k zr?o1nWbZo0_KNtp1S5;CCyf6|EC9CFmbI`Dw{@0Sx7<4<#kRn;UC>h0<-k$m>S&P| zsMFMyOq7iHF)>t`xek=z5_ADOvCVxTCkrg0tW}T~;WEgJj(#SwEVYGxMz_Vl9bi4G$3Z_6+-_%v=R8TI4*!(Wza;L)w!>Igtp1cID6t`H zE$aOhq`31&j$^R-d5GT?;Tys?!NF!-9lc4nlCxb{3(b$$chfV5qSY#}Fj)7ko7=%t zL^zE;u-05IHOMCO1XUJ$v&h!CM`A=*P+gFuv>0`YAcjt_n=;;ARS`oqx?sH*=^s0P zg^rI*Wq#N(nI=up(O{1sPzv7`v?TP$QpL+F$>57hJ|>C*&F0c-t1$$ew4R}v0*FvP zO@h*99)T}=R?g?rjpmL|r->AT0~03!8aLpy6_CN?1qaVB^dN>%ZI4_?IpXsy90@~V zUWJZOM}*`_|I0^s27vf*bnA5!sJJLX0hl%Tb_pme@%c%W8oE66WeIwbSdbvKw$!(^YH->x^oo||{ceNi*+G&>H zn`S*J3r*}eb`BJ#btjzC%l++ZO_|4W4(W~%VaAl^GRv)}e$cys6j!3`WOV0@xh7RI96JsyPM~y5@rvK0pkW0PhGf+( z_8!lkE4_!1*~)a`*ujx!x}>39&8N>JfCi{~>MS`kd_{rP{>JowMU}t+NQ((t5P32Qvh6@ z%1Pz~>!(h3xBX!{MDE?$XK}@0PFaDwC;5DP0MJnMtpC$cY!)!}9$%p@w%&_p3Gmx^ zNFtMco*BhJ0IdI8NTvnxM8HW4bm5&>!|dUHqgY|S#WCO#2(Xu)9v*r3VuBYI-i7T$ z)q*s$el2k`0VQQSGRfy~pW{&ec>y-CooBDKO*z)$%M_<={t(1MI$2@+clX-Y?aPK+ zuNJw->SUTv9jRI#-(7AC%lp&_leanqAYm(cxsAnAv6@Cg{8GVkce(`M@ z2^l%oqbL2d%w)wHR2n6Ozf46UJNSU`#ShN<_dyeHJLN{+(Gpq7FYs!K=Y7D~EP8jD zAC?6WDae@}uK#}6fuI7;WU%HVdeyvjo4!Z+vhtk_ zr8y=(%t?G)DUPhwDxY`|{|E1T=>1!q&)q%;r8GZjC2daXM#1?EKj}Y=+qWgEGU)zZ z<8&eH8eZB6!DHl5kBUdxa8z|fSMOB92O1M-bg-h27Ml#+)EtErf4f_9yra2`5ikBi z9rpwL4k;6ZyN?yLsK+-qPe84~oXWrO5~-%8+Q+wAb}N4aO+pHwfLK%5!EvY{5b9KT6a4UiP2-mV z3VS|F_sBM>t}i=1j=FoV`4z%mCW69m_VYZh;aGq9ClaJ_v`swzWxp)XNLOckVuy}~ zQ>P7Gu1E4t&yQDc1M1_ag_eS6rwSLZ0nyq&`m_xpHxTn^KH-z`dK}NheNf;5aE}KxY%@BC>SKmgsS+=*2_W5d; z`1KZAEQ>H<-YCZ=yOHO7Qswl-FUx?Iboxv&mSuvC@dDE+=Zm8bSPK<&GwPgSe`T zMm5#rIIxx&Ag;#3b~?DN-sTIT!J3%Aq_+wXz9?(geA)SgZ-MlV{1~MS`*hehTPsht z&^?$J)tgj8y80!m!z+SYYBPR;BBHFngumy~lir+Qu;A`H(i%^_Yrpt?wS%V$3_-QN z6J{DhF`mCe$0#F3o!)U$_VMW`-mf7)viRYV>4mbDRi2k5tb+*qGi#N<(|Jg#{~jL< zx2j-20}U_xCRe*ueU1LwX0>xA|G&wSd?G=!?~><=lBLbE|G_(NBMO$c=#9gTN@#Ft z4i-}XbP9HC_J6mr-II<{uLlaGf&BoFBVa$^=~9q)WO{hm$vvy<1)M+9pqb^CY01b` zQ;Ksa2Z=e+hoWiz-R|KNr7gdMPatO3@iXjl;ZXuF@8#ANFRat#xSLJzAOC3;ys_E* zQF70=u+F?`DP}7=E1iYgG?UbR%KIExtl31g*vAFUc#sCeunRuJQhI-W8Tqw#cFfDQ z+d4MrP^POB5#r-V-O^BDwg>S<#y$$?#E%8tyGsZxa)MVt6!>=Ral1`PwwS8DhEA8Q zPrn$KJeLD2#16bjFA*p09+eL|!>PijE_mPm`T;~Ib)U%W?3x{f?p*XlmB*VQ2bj5s zs!IKRa&U7@(jpdeZ~q z*0m5qj@dbSZ|mU1mk-d=DvotgW}ww>5UWcB7nHAywVZnAUGOd+X$fMBId3P(e<|QD zO4KxS?AcxP-BZu3!H~a5?r3LVQ+T9d<)oC#U0!Ch&knVS;SWfu08(P>VN@ji>5^t)PUuF%=LRu9_(M=q`Qj?R&x0-aBVi<|9@ z^JQKOarU&fLX*L%4^)(i83tikr^rERV%Crvgic2=8x?YMg|p-HLMXIeO%+x?A$Tz3(J1Q^ANn`z%D5ynRHYKd7wJHHK!6xilO>+Tx4nb6W?R69Jh5;e^- z!3K(396EKZOq-oP3ik{@615G^Y?NYdXiUo(f<(Yni4|R3JrONJs9;7jOj^y?tOiqS zSI~=sTjjQyKESqb8E00y;)jujOt1kVf9%A%vp3`Przo}9?^9;Ji_@x$4SX+XRfkGy z_+BVaHJN;79O!z;%%rwhxFU0UvREn|QySjVT&AB0O6AjFR%M5!C9B(xu#E^+x`8BL&F>%`C$;{bD?oe{*sXe>UyCBbw?lWK^On+9>8 z>;=smH>R4DcT5SXAeU4X!m8LPWeSe+;ao<3e1dtubmcO3G-OHETc}c{Eg6S5Z&HRg zL7$mn!qD-$*`n1(xr{q5`N`MxatH=?@trB;x0kiP#TY(()w>#BY$^91y@p064YN0I?4_;T^4!xmn$1}czG`O>Q_?U|?6#SMnYDe=dUHPj z=7A~Vs8CfOVIVYRL}BC8Y?I??2Y<*22$D$ns%2D|vuQr^5Qa88L$qQJ3k}sm_L26l z7Da8jM%xrjJ$F_iQf#bVSkL~N%An92in@hY_?$JxTEVu$9w|Wa4ox?j?Ix)WK76@w zx&vF1?td0T=)&SR-|#?SQ;EF{Oc|~YL}jq5I z`Z=3TK64t1ZZE(@lmiQlO$Leg__3{OWr%&rKo#w*yTdr{;YOMmTu__;bOWCY@IPv{ zwl0ph_;Q#}YmOPbOQM!Yzz_j_JWOfLQcEh=+gD6NnBv0pt7S+gB^6*06L=h+Fs-TA zOVfkYicgIrV`jFo{Kv^&>7t2Ta9h#5(nG)6w57&s_ygM<5n|f6)(w16Q(9)-Z00QD zXGTCAi1~1!$C1)|aG8F;XacZ-G5{@(XKDZ!*E0E*r7FD#q>LJjbatkitRLC`5~qj( z@sEwu=|*m*&u9|t8DzRtL9wk3Io7!=EM1+n@(9k)%H+cgm|gokFGyO;e?B>Xu^oHSOBt5Yn-;J5gb_^Em3=-l6TR}=wfo($9#5aZZ`Dm_k60*_K^Z1bl_9h>tLKRmsgLFRMyiYSkk!LT^{kmAt z&6gpuE>CN6?CSMVrfdq&E}Jg!5_Day#0IdkavkQ+F?t0#W_)xEm}9ahtfhBSrIq$q zlh&xwn2NMt1dIkyL7d$B1`r@M%1D`ZhutDT*NsN20sO(Q@Qu#lQpRJ(gW^h;cx3&9 zk1N6+_#aDTx>I0D40ikjFnbT5NM7h#LW7NIRL^{idj!ZzV!=_jjCy9=4X0y_N*js~ zn)4I|igzVac38|^0k(O4lz273uWS{ESWF*%DShF2^ZE0Ek_vaOaOeX0jb z=ZZXpk{f&$)teoA=->J{u_4lnQO2#*WDbe^cb;B|Or|prpvlc0+@* zLx0z^`%_;2D%V5E!+=eT~-Z{hIBuq%FY~IB$WW7_z!Y48eFw)-VO;n*nl8xAB6%A&BCgKy}Ziq zMG|Aj54W+xse^wFzgrTI?&w-n;melh+fUc?xolea9--NH)^gZ}-+i*OTAE)wUXqkz zV>$Y}7qcJ_1wN~RSIO9glbjR_nNb`zK>74oOn=5ele3oIo+u414vbx$4vcDL7G-sy zwJP^z&^?x=((ekpx{E~y_Yc{@gdEPb8+NqJ?|PU{`4Z+B3EsTit3Lsi7J4zkz4tzIPy><<>%mYLLDUQtA*?`eN*X6#PWJBg?XP)`bxfKHd)S&x; z2DwCK@xwKn_Wwq>5I5CmD&{&hKsj`M>3oE~KU#cbFKF+gA9yTopZd~2n!~%L(k!>7 zSW=jl`d^@abV1^6?6uO{>&`$V$6iOIZw2DR&H9Y8Dr zsz|=9c6LfC_DV+Pd>U_a=&?NI{EdKP`@^*Q*b^AQ`~%|Fnb<`WIr~L#n3X=0mWvPy z4&z`ox#jp+`rWe{#s~;48!b^V=CTI2xoHXCOZmre~eoH*SC6ZO7&psNXK(8`qQ zre!1nrHGtGhI`cuy6_~dJPZhg+oln63eCpawxD=Ie)kJIQ;L~A(@sdYw>2@m3+SUC ziip;33}ykD1+ng25kNvfZhe8Hs|VSvy3eFZeI5x2jt~Ue_(6KbiL9}0NxfLn>;bSt z>ad-DV!AaKvRasrDZyDeup^st&Mi8YOM}woaYUwmAz;4V(3*zZE9!UyNk&V2YW5`Pmmuo_#c9dRBx_SiYNH5)cte2(!+_*p`TEtftjY9Ph-n#x z$=8k&cbXOmA-*L*Xa{=eYf{+9i^n|&JMX>jXtvfd6mqk$P5rS%5e)RsU9t6Kl_cr3 zDa2P>N+sQdc>?C6d`U{<9<9zu`a6~rzi1D*B?|5JpEi;DEl$eZTSVSgRDX3Q`Ww$v z?|(SsQnbZwl9ycg;{|i8WjhX6L-^09h}4t_e_yEZs=?ESDD0;isu__HyUKCBE}x3# zS6f4_F_#5JK?Oy@0c=>IqU{AsuQH9IxF@epej0p13Ax5{{V_S)+rKb;AG$f)LE2ru zQ#7NQhWu;z`DDrGYJqHKeD6@qV{sL`+&-EYz;<+Ur7Z7rMY$Y;v8n8{P}}=ETo(o0 zz5Ix0W6!w#TmXwAh7EqxvO;g=Y(J`(Dj!!Qug-w`Tdr|vU_1R@216~R>*bC-IWKXc zLhC?t;{n@zflBTXd+7_VEPK^y)eav0!N*yVuka9ED>7l4F1$yTB9hf9b?X*-{s<0AoV zJsJ@P!z>*ob`C327YIJ<^7dil$N%_YlidodCr;9GB3jni2vPj7KeYgwHXgFY2e4)m>%U0lt zogf0-xBvMbaeL7b;;m2nn3>NluKrr$884V8k{fhO@ae1d=qhyuzM&4Lt?Cp@+0bMV zs`0@KTBD&Rr#2t)p- zh~`eHwztfxS;VB>??zcGRgny zPF)B1zT>_OHVAzX|SN|@i`N|L?4v7J1aQboRP%Iu&j zALbnT59cVUNo(wexv}D@KK@KeFP;BbK5z ziUqr_-m}i@j(zjy(FQy4!%UKrIy$}IX#ak$uHM5umA}8?JLm9(4pgvw=oO{$Y0LR} zz`pm+^Zrq()ArDieyqE>ykD8TtnPuFGc$!+?p(ujqgHKNfuDlhan!0tjn(r{>3AQp zs+BqSZ*&V;cJMeSZWLU^bom{m4$OrEzZrLhl_=uie~6TxZr#p4B#FzWwlX(MRo^yo z)yZ9*Ye-Z}@9sWt@Eg5hJ&^k-+EW}@KXciV$(M?j#=xv|c+}5LOcc81S1df8TO!qW zSE9^|I;jF8NvteRc?0T>0N4r$J4iSG$?D}5Jcupq{W4)Qa^07CmBHUi&ci%Lt4%B6 zp#WX0=s6Ll3utL?>+G950`YUdGXUOjAU?ji!p74gW@(-~^>MCX9K8d-k&9DpIfMWP z_VT=McHoJ=&DkXdS8nYq7Vk@v77?f+&I7EMl_$i{<`M;U)l0u?z|>=!&<4|_A3I2u zYGbNf0^y8I`Yi;9>fr2FwXQ(-yqcYjMTK1Nor%c27~X{--@&fRz&-RG%g#S5zL-7$ zkodIg=KW_(*!TpQc#k3J&yS=5S-rWIzyr@w%ALEXAH;wiJUhht^=hPv3xTtCmecXk zYr)AueNa`c1jorj1RX~_ykq6XGBcR@TZHVTUC+85!X{XpUC)M*4u7M=ttuC2risb* zDT`Cp`RkW#=Ls-MgMlt2XxX3t1e5&gjhVIjj|+F#RAXZTgnc=fltF)M`{0WDOv!Wr z%m-8CS1f$IuF+q<2a!U#Weh^n490*3sZ9ah_~_EP{OtxCcoub%wf;8>cUsi8@{dMz zxMF5QnzIc*@Ug7rbhZ(qVrKzUYNu;KvY*Umzk zcda{LDAkU1Eb@BllFe)i;9dhS7u#6tp? zK41MMwrI;+``iD+Igeg7J)&FLMHA#jByLx)Uymdb&tp#I{DrQog*DObr}4eOlN<9j z1;QZ9xYExCZu~-A1nF9aL$JJ7D=}6<2{Ze!=RT>&LL!z|swp%N+h)4Ry-+(ni+&4` z#VZAY%Ln`#n61!AD_yQ6J=?6P=fRn{9fd0jcQ)O?^MX*|SzKR_T49jqa`LDB+>*zF z=Eg9gbimh+{9)wld%VQJ$2Jm3n-iV@PbN;Tz^37HuX+hNH-_s9u^8iV+@H>rz@2M~ zgzC*vse>Z`6@!Jn%0}ltoq@b=?5izs(rKX3{~?jk@WGw5mjBCCj&&Bn(YJOKJ?oF| z5_f4++A-sy?QYi;Z)8Lwbdm$FHIMfml**=bMoTOHyYVksUUzEe$gl-jlAV3KpkD+8 z;a?mUF?`#OHVpyMcP62mYfC&uJ+IP=LW7I0A{f%BVflhV;$}xa2TH60!Uwya&W;fR z!De7Dl@f`(AiPJWt(ktxZi46mS0mf1FUO zF8;%J%BVBlw)%u~vpQPD-THq2ZoFs8oWV2Sd+Ffir|~p z08soxQ`(xJS!x+~Bft&;K7)aoPb2}I%@ae#{3fNf{JvnF8g2t7kzCje> z^IpqRJWi2En&4Dl&W2PD;SP7Euhr$1z-2z#AXsIVfD5;uD4|vlpOP|&S1d%NVe^+6 zGpu^?4W1a1l2-_@vg$$e>!6l3IVfZ5+VUF4O~d>e&aT%g_ioGTJ(VQj4`QBbiAI{H zn-nvRdPxk+0;#Qb8lb|255+Iw@zsE@hck0=wItGm6cQ$yekfR@?7dGDag}N2-H#7^pV9$)6z+jOH@C3Nrj#6V)b=2UD_@$y zS9IpRaKdzLF>Ox3t1W@*nD6(CVNIJTRRCd%tZ|{N9a+nPqM;Z*xSBPLoJWhfID78v z_dj{O5cp?y9gWh;&hf()9J-`57D^d-Q2#05*6HtmCq#Lr8|&iH{cXhVE9!(+#IiTp z;2`P!->?Cz>z%NO0Qbe!l*=~OZe~Y1gJt{N!9#%(pQ%* zQWQ!d?+JH9JST|`G)lh9?dDgwla6$p(mJ_%zJ@d9w`h*A@5@aII2Xt!30ekhYEDSo zb(13+@d{--zxg<}o*x4c^LasV7w#}NfQ|L2olY3{ZAQfJDXYr!9p+I0nz=inrb&@s zjAiiJz zxDbiJ7z@NvaSBR9_mVAAM!7^SS_Kz(99fq7hFI1@YXkBH`)9ji^b3zBh#k)+Q7rPW z{=j;TEOE-{B-7^fa)MOz}Pq`K3``|JM!(irn0Wf#a&1`h>WXGn62r3~@sE6m*hT>weT_Y}2g zs9`)w`2d5y!+rf0?8M(z-#Ie92$?~-LbN#vGzK>VKcDYGbmjr$*^Q2XS?Om>MfcCn z*#By9)Jqa>Y2L4)gSzM&)XRNI)fzu)aFCI8xS5C)1WY|Px769++GS!_3-k9`by&+w zRzg(Ymv7|{-`|##(Y=*&nvQ0u@e4cvB8$;MWrykv@;9a84n8?+p`Nr%JI=YZBJZ6Z z#Fu=i?8iC03`|56ex-+F0MYjT+NWmPT~|AExz2&dv>8sS(=xw4Y?PUJ85nA3b5Csm zxl{lsUZQRdk1*sw!#U|mscdc!fUTXp8%zMV{*MhD$z1L%+LcVo&dkVYsPkOha;YHU zk5X;1v4*KacW!PC=Cy?#;j$G!qASG{>=AYeVIpGm4ZHz_WJehHsRe@v7%nW#ntYz))LOvn{B zxYwggGgtPHsJUr?Od(ONIrXQKND8Lxamr!+*~7K)0ZVmJBnL=bCqni64~eDo{qv)Q z8~N>U<2PeP8|cO03aie*eZjCx@+(E*e7OrP`I}nVfS^A~Qjps7 z@57g;Hv>0=^R4bU^6u_vki)v~i^TVIy{>WjkrY6SOKz$*9aRpi;dKsYYU(BkDsk}$`SZyt~ zoFxiUbGRuG=#Z(mKJ+fO-=b=%<)rOGd1x$XP@!{Q@O_y;v3v!xsseo zn<08cy&BXVHbvdW^M9Uw!fI&D#eL34K2jK!vg!qRTt|SyJORKi4gl_a_ktn=dTN(9HD95ybeHfpHCGF9db;4Ze|lXokWJ)NRV==IHCC zzbN7xf7<4BiTHeH=ZRyjQEZ^UWNe2;W-|znTZNBy|F2d7?hLi)BKrnX!yoojsMavx zm5Aq(b#1v5X~qU6NCgf-i8VksCyq$?m2Pl2$AES(ce>Y@^Yr<9ybE%co*oZvZ=CwC zSBY5r(4v^Hz&GKvrLDfZk6nv?<;e0$GpXN>b8Vk#j9($fRFSfE9bsdeL&YDbypmt; zZpLUEL1hplAv|-s_(w-AXv>a_={9V%8w)Zf zi4ZCC)kt-&NpaSf!#tSfB8i;r=eT+I=hm>xpq9sXetiJK*z@zq$=gH4S5H@Mq&yHW7|C>>!E(lCN1h57%mY(;&YN_4TSY?n=QZcrpE8(&_s%;?%>WotWELNh$TI9ChE1U!)mrtANF#DI#nZ+JurN|BG&$ zF1TrN6aS4Tr2yJxaj5Q z*yy(uh)Mr878zy4^k0OAHN2O|GFpuMb{|Qhp^>h#t}zy(Pgwy;`|i3atrS@EC$pJo z{2qQ9;rJ_V?pm_$zCj|CY>7K2?HObB+MTfMn*TQ_TOmWni!S8d7rTdhf9JirvwU(s ze*BBc=QrKI)qO$EVIc^O*j5(XOIx`pfzpcUlt@IEldG*V? z00-od$*pb79n*L>7&EM4f`rkAy}gWD>~%SkGQSrM_%#_BNC?44P6MW2;!SY^vc&Om(I^*R{HLI|D+;@v!?yprTdxz?|AiVYrbU6Wg6llJ%2AAKGGJ<-2a=2F4?OqAPM)$1^u2j!9SVr5_(vNQKeBTcEHe1Ka^Y&rJ_^Jh zEnX3Gq`rP~yiMr%s1hVC(0xnE?xXWwm3mXl&4cn({FzEhN(Aj(_W*}ehr~S&%9r}j zsEv}ca$#}d35E~Ks0a0_ODbzg$<~Aw{JF*hw}0KW?6{wV_{TV7pZ9lX@Mjo}_!=F3 zEx1>fw)yp)g|K@{TUY0Zs15_z+ReyM%Z;RvolrMEH^WF3;KA1U4bG-?h=a1Czv035 zWljoGx8Agv6=`Zp;z%GMLP;mHfs$&z4$Ccj{kz6BcQLRegd*WS{_2WTj3R9Ym;xSs zX6-0Pt7g#}i#oDsjUE^QLYCSC9TKo2t{IOhXvb^+VP|^nK{v0Z4pG)in9qX~>rd*042gPX|Iugw*5BSzEDbr{gmr%tQkW@gcqyXwStWel6~i{CO! ze6>d@r=YAlw63HEl4`&Tvmi(f;!N$Q`%G(x6h)MHN{El7=PcK^xb(NZa^7vrqTDH# zWHptzRzjnAYgySN#p_Sf40a0qo%KW!%-V<*zB1DE#1V zdi!FSm#=n0^PwhHG%m+Fy`eh|f_e&sJQ#3SnMJtWP3W-hseBavjMLRAj+2ukE|dM6 zQdg%z`Uf`%Qa=wAyv#Tnf++c;_`NPSI>SEc^u8yDuG#B&PH>?$vzRs|$}P$yqzbHq z%~Hq_e)pEt-eRIjNY#yRhX6b9fq^?hs|!*%U9%2gNg5|yYwC!%Sb#-`6FoLnDxpb> zKkUy?p#T!HolpI0)iYJpa_#>VT5%l||A%vW_0HSnM%beVCoJ{JVq^K*?dJY15&5u! z(hMrH6g{WhtlmF&6uyvOe@Qv|*n1ds-IsC=4O z`wp&JuSpxk?c3o;%U9*S{l-0idB&}}`)%4UKku0Byqc)o&bA7At8im{!`SY!Uf%}v&r$^{-U#|VbKalY$2x#A58cDeWP)vbZ0@;zHNy626fE;NanGO9nX}9D z?tK|Ow!Fby3yJ3)4=t&m#zF=@{PESX}KP1qwsy8{fq(a6f zMR}K2wOjWO35#`Emh_6$Qn@ME+I^#ejvruQI@O-KvoZT%?fNEMM`ljh4*$rWQYd-8 zavTE?Er1kmY=y9&LNM0I>Y8^nG`JEwqhR2&Dv))6sp}hX4BDo#a)g^TUog+QTbjE( zdbB9>6Bvhukfyol_ir6?MnDuoupYPf3B}JA2}o>(oGBr(m=$^*rRADzGJfhjXG(k* z{3Pcpc!HZU8zO+VRvdm`5|=5Kmwk?=s{<0gzMkHE8BbTu-Ej0X@&C8PCt}GOSS%Db^ou=q z7wn7MgN^>wZxRY8h;h_65_ba`7m)XdQS-Z-&vKx#fPe&7y~f*nA{+r;{WV9LOhUdA>J0fSwdLMAv#tme&PXK}Rj~35;>Z0r zD)&>20f%d3V9k_aZE2-hWIBn>n{|NG#;aenH#I9xFm}b5>OU0vRiD-$#7u@2Ld4VC^GCoqQ>Yq* zS>=+!=-^K&_YSVOk4U<2ElmA8xY0~mi(MS?Oi^@^mxc7}}~{QV3;`wf(q+Fmb_-zdMjsylxROcHa(mK!lQ z2SqEgVbiTgTU$A5Y5;0jcS#d+Y|FM$5q3Qqa$t4->Kb!!eZ{Qj0F#lCmz(izS(%uC zLT=~$m|{!z!Y+h7cI-}5m=5E!ZlEdF~Ibsst++W zGISed*U_~Y_NAEAB#7C2nLFe4wWU*poBO}2-dtwjTZ|f@lZgy61&DsNu1mCB3jv_t zlKhfEUn_1lka;9}FWjufnWR=iFfV$N9>AXVCHrHp^<~n;+9Ftq@fV| zGJdkbHGX6f6_T{vTQAM*V~0=3`0;TKHkO8g?CAI;@M9O2!Cv?MTWB#p&tjjzz3=iY zE`01+4`S15n*j&~fJNp1#lM=nt>|qXp=Q^pMZ> z#7z*%81RX-`#OwmbhG?x*GPp6-`rCaDh7Uvlq^Uoxy~zzQ%3-3` z>CbkPebUwM%}7&r6}vOmNHn3?yUJ>WYX3lII8{8aTF|QneSskLNJ>JF5!(@U(pXwFSh|-6LX14yYM_>a zzz4k1NO9_CJuOil=on1IS(8R$puy-;Lp-tK*zy<-O_>sbf?7}1>7~j zbN`Ay%#%N*V7xD559B)?H0Q%0N7h{E$y75`Q{TaQ-`P|&M@k25ErW482kk8gT3bOsi(YK-!LY~q zpXCvco9r7^%ky7Mmk5RPiuTjP)$P;5-j`7a*K)nGi8%5bwUF&mtG*oaedZ-n&6F^tOpO?|L(vL_pIP;`-S>#}G0G`PoFWyNvv?ZNQIqR=sP z&8Y|Y*>GvSwu1c)+AE7X4M5_pdyS1{{;0h@ScSpOeZihG)g3UuWj*_i%l1SaVLTSr z60FW;G`~(2t~9tg>wq3{rw&r&4dmOK#<+j2=1C~6h_vEYnHd=cib)LDeC;tev`1?+ zP)*i<0H==z-H{tJI0nnhZO$tMMbHWFA2oXH`G}ew4%BrG&66jeFA!(XvEH4Ki0xGT zV$u2D5x_(@Dj5eh*}0QTrp}w?q2d3BuCtDcx^LILA}!rrf;33ifP!>`bP5B~-2&3x zNQn&SP)c`)2n;=x4BatwO4s>4@7eEO?>_5n{(xDq7BdX%{>F7*_vdnZ_<1WvYeO!? z6|vGAhXiDm%*rLde$GZZS3z@kLF0d#eJ(BTi5gNqiI8yuMl`s;Hj9#_+9XA6L!nUD z!H;xH5(Q?Zcn=;~>RW~f6wIR(?f10B)jbUAat7=HVX?- zz1<0&Fa~9}I;#0{@pjKgjc9Z|CKCmA$`&829j85YnT_H7}v45uYaOdarE9wM2JEfTj)b`to$zct`&04H3cfQ^C03BYouD13}MOGG$) zD2?sDjunjU_jJv1#^FyjAePIn&e(YQVM?$o-JBw}Wy`7>T7mP~uIqlCQd_x36flgv zT=v|dQG$*u11;a0e;gL$;Xp#D4_@&;J-o@|m0UDK9X>jtzV~HQmE=FN*YyFec46qT zi)u7hW-3>VVk7CKZg-dCKuxyW(N&gPhQPK7QihF&+c!p!idRObwYU%vP6b6>2(=js zWU-^`-zVFnj|W@O5j)(=_SN;w5ulmskfzrQ*2}3xTzYLkPh6iAqLRvh&~RH5WV%Hw z)*9&M43l%k{?ihK^ob9>afmdg#`%oH&6o)I((NFHcHB0HRmlvu?ff?5z2 ze>5@rPrUY7L*+6sD5J#5Hm8pwtAb+}p{a)}XZoU$IW?9o6%*Buh7T^!Ty2@$V<8ZQ znOA5%OTZqIip`2E;NKq9!VXYmzRJB ze|S7~5BLZkgEh=MNi07GJ-s|Kx(l2*x&Fk)G62MZ_QuK?0LmG@Z>JiXbQ z)`^WrsMp!9IF8QyE8|Hn7{Pq6kuK2~0nd&sC% z5MANlchf_kvt*UFtlxrhfQe4FOPq-&VimeLhCOvN_RXK$oZ-I=qn@ghp|Qr1KFMqI z&Mle+YwL8Gisqg5R&q5})%Knt8=I>nVP1g%{#IB=X11=ZB(gz>rjc6-fWb4S&JgEh zXe(MxKT^wSEXR4^v7;Gr3a&u*EL*Lkzj-A#c!cr-2Wz+zq$hg>^dc_bHP7_!@6FQN zeUI(izgBDmxauN!gCh9!HxctBGjnX{&xkZdd(qr2*NdIP zl2*iU*}@^&{Oq0U+S1_ePfB5n2~>rXrwJ8sf0qSfR&`nE-s{IlaB!e)&_<6Oo zU%s}Ge0v=0#j&|xc80x6bNR#tV+G3mio`HKID-aTYMNz1bDbCpNw@UimeueQ?4``r zOflfhZ}_l;Isp)m1nHaIB9huY(SjR4i%H^O?pQnsy z`VFvsHTiuPoaVOrUbtu+a2$~dUOWk&v>tJ*x3V+Z;JPq!!Et{xCf-+8k>6^HnJW9) zUMWQ}Rq(A!LNZbLn?2^(2N})zV6R9)wUDaBcz7D~jlG4gCUYL?OcKj8qug09$4NUDh(Q{TVma$LqhPUAVcoqV?aDG!x@kpJ+(J*_r77Ln2O$&xjzmX+fGxTB#ve`!`a z?isAgaa2iXfrgRrYDFpiLr(FAAsiqXT2CG$@{3KfNgOiUeIjMq-HT@_NF8xJA`PiT z4A~-dAn)cR?AL#&zL{8ic11wUSfleoHa@8$p|Bwlfx%CD+v)+~r|YN4^1p@@&iy*W&xi(gIgR|Ed#O4@sCsE!!oQWEvgfg!v zlcu33;%h(ub9@N-NKD?loOiPqgd3c9J)3viD3AJZzm})J(9$-dfAo6wa1|@BB`~o4 z%k@01$L3tBcE=Ar-w}>nQG)fflhyf)`wH3RI40;mO)h80QTo?3uOZ}8K$3aj`rch@ zWl*%N(kTE>g|3f!RsUfGrZm4hgGpRcSoYT2Y^8WURaPg;O#w)hcz-g<9QzSA4N6im zqXA^%8D#6m-}%tvY(m(j?LN73Dd>0Ra$x^rSaHA+WUtNpK-+V~n{v9z(XiT) zdy-%LFD&db(1x|C$9qz=Gr{f8L2B)F>KmFf+pJmvnpboi45+m=TO&~zZ62<${7C^i zy1Z&3t|kxbDC0~YS5wrcv{1l7>4Ytas~{GMiyx7$&UK+jF)C@Ie82hUQ{J1-#B;nws=Y0ndOk+Bdq+_4 z+33w@IgumGV}u131#(~_oEoq>FJ`|oMl48*ZguUX8S1_p<^nGnxJ3>fr*s zq{bNvJcQdqTnS7}W2%8`URZoLf?+bX&baia`tgLEG+*#J-Vvz27O;0}Qy^b)ig>sd zD1~Cbf9v_wMw_W7O@~z{-D0+RP>uK%Y<#S$EE~RPUL`z$zcnz*2bBkvR;^5 zF0iMq7t(Qxvy)VRV=Sj{`-AE@l>s&8uOm*BqsGgCqw>=J6;We@+?-KAUw8QDNe?_Y z8R+9jSa&`#W+(&N7m|G!7guYSFqO}I`VGQObtwXDJZ}6z5oC1B^%^?O^b5fJ$Zcp) z>`D~VnWjqShY2N|?_#xAPft zQ~ahnY30_lvKH@tHko0)qQskF(-w}6KhO$M7u4oxYoq}4^*A5|BN=4(-?3JVu1Lmc zI|6sjLnXoeFb}ikKvezu^*37 z5W{o?ogO74)lf$=plJ7d6`wGS7bvGNvrEIupDSW@y`zjv#V+Xc`5F^xH~2~;8Nxv4 zvJ_16?KB?R|HD|tfhNJuj>dPMA%bx-_TVJ=gIULlNZ;9i-*WOay&D>@o(J93-pzI1 za6f!~Tn*ZY>Uf+SCRaI>@_o_+={;igtbRRIv#}ho>T`W#?DA~XJMq&p>uZ<`V7+)a z9DPLjN=@8x7kY(!?RY5Z`|I%}=$_wN_iW{aSn4DN|MN?%TYvwBpubspx3`bUOrzJZ z`J=MewM2Q#Ew?<6Ya&5kUthk>yMIA%^B?z^(LB$GlghhYqdQ$l{&{iGF6;G|ynC^K zzQ^&{yL>nLn5A%~(1#HdWahSail?lc2qzydjcgb6TfNm=<2}BO?SzS!AP8jk6C6D~ z{|LcSSwrzn(5n;Jvx0JEDV}4jAh<*YSOO6 zI>gCg7a)l~m3h@q)X?_~7KU>441pozN@Dk0!NqK~d-~Gv@;JOPm&T*T!2ND3v~uC~ z24a&NfY342zw{ktP-7!fv!($;P0zUYB0)oJ+7Wss#NYBM4)k9qeGK27)TSwYhI53V1nG|sbC2Lz6P4|9yChKN@ zzLX9gZxZ!^QOzOBrx{QKqUrs2PVpKm548)j&-{8P4F|fe;|&cxIvhnoL7AhS=REqt zeQj->BMAq%!cosSz|{y@i%RE^U#YpjN`mAUds9u`)IZCOoYpJskDO4W|!kHJMn39M|?fS zkteg17&ab&iOavQc)|Z;U{z{j*2#%px~h7|1&LC64w8gBmcw zNZoA_FYSYe!p5jXq?A!)W#@^-D)ZT1jR(z4xgdTtd}=YvK7y1kwENn3REA_;Ks&zP zm%M6G(zr1Z-*V``JH)TM?#dtkvQpro-%Xl7>bG5AJ}^EJsWjc}3;L_jRM&dTeUzzv zD)MRV^;XdBa!|6+vziXJ+Qp+XJlgvx+ z>-}PLWMk*C+@}ZnJInvsf)04{X}9uGD3#eTuJeg9`=^`YPekBh`t|;Ypp|E^*KbJ{ zoK5Feza}O59{-JRPZ)1(L*g?%Aj)?>27#08QeM`X(!0#ojh;Whg|po4H=#7|dYtDX zX3nei`fgV>0;8p~k0X5Oj;|XJJpygk4e8y;&$uK`+>%*`Gk}@831;tXGf;7j-Slr4 z8jbx~2##gj*&X=K(0=a_1i@%bsLpfK@0wVP3?(>$l4ZQ42HsiP?>*N;AJ-m=J?D> z#HX~wq6O2s9JR4>-`yc7$_HPg$;THqYdMg4$bCI{&)U{j+v^~5Nx6YVMM0`%3(*%E zDzdKTV&|03eTh@!*v=m0b)a`RH}+G?NGU*s)n+KRB;j(IZIps^_Qqq$zaTczpo_!a z#2e4OlPpblnwPqz9&EDzQ;YUSBWgR=8F#MmG7#@y#Ih{YKR{Z_;{gwr~n zF+)b%RxMZ2TmG%Hc??+e3%9SkIPzhVn2vVTFM#S1%lAUK&t!gf?dBrOLE@`U`Sw!x^GY zMT(-#8P6B3^Vte3Us`=8jv{R8lPT08vArka%NQ7IhL=2rz+YhAV!{^2{qBv%Blk#DIN zw}bb?tr*cbFo_`F>Scilm1NuI4n1XM$Kw^0Nv<#kS9M@`D?E*@g^w-9JFzagiAETm zvBjlT)Rh_qHb-%`2;)H_jMYEj;_qhE7~8-xbS`OB>ti9)-J$bgIXaw6pH9;zt$&+e z^*F@yk3fZo_W()817zw7T!$QShH8pRs1gI};C)SwSsPgEmT!vCx|wVo_}>$uq!Sj{ z$#Zf}=#6IuyG7PGyYYO}^)%y^*(c8IL4C@y)=A8g@>4dIF}*-2W3GoSXwHWEZ3pd| zYs*!labA%|lHWO8rSmA{za}81C|ugl=&1ddIpAhiH-EE+GCR-wdDhx(#J_$$@t2gYudE; z$VS*a8A)k(y0$nY`JW#_o-}lHLEj!b@AL0&H`ixF5#kpwU!)!pOtlfwZTe{2TO8!H z-)>|DU2HZswX}ByU4`WZ97>Y+nzuwRlY2diAN`zXbCup7Xy3jt)xj-KklANY$=|#D zEvhfmjvulW8jUl~m%-e!r;HY`k{7hY{m|v|DaB9s%>3c@5%2Z!>OAD|z72JZLS>2~ zEmaj=On0*8hjE5lEm@r2I&A?~7?&Jpy%b{i{4%fdXsswu%(V6B5S2;Bzy|>{^hXHL zKn8MomjZ|N>1Y@*H^hO}VqxX&G_RzDUSExKRwiy4G~w-gEg@g}E8xk^wW)`KF7+Ro z{HeQV>gPx7j_C@1`6UORH|))l>{Sy%=Z{t#;Sy2BG>}nES-vCK5?LdUQ?(Gsnnt*R zM2Rsnr6+4kI+u@4JJj4iIPWVlqbx~vrtUsfMrs0}<&Q#3F9XlGc*=yxr{>_KRDE~7 ztx4Ar%U85!tslSSU7amAk~JlG{DE0Qx{Z?fgk#4|bFOxk!wJ@X>$PpmHMNs%6Al+T zr7=rNx;()nsT6*+Ee<^OvRA2g8L+rw1J@AFREiP@fEhH(z4&@{gOO#f5gCW zv6O!_Z87&VK;Im4EeE*vzxG?-b5x5AxJmzNO9|;QQU>Btx3K(DG&j(`Oav#5uLb+y z#rzUgnWeA?+d6)$ph_lMHz8RK^jzH%XB-iXAyJK#^Gqm8{XCl*R*QB-3pw5hfX#Xm zF3v*)=Eb`ZqBbrbJ&=3aLz5*-AFyhTGPWjmp^oP_ANb+exwJo$520y1TIMJU;Whlj z4FkL;HkzRW3>SDuiC~?UmD#gNi72DqWa8tlx6#XA3$RjW7$Iy*P%qH(lLR|H;W4T> zpF{@B%3AI0&pSEGS96kpFaKef)l3dcDSHsE#;N!@{EcU|F@6_i*(E{lc_!~(w&ARH zePZnqYMMF9EpeO|Gu@yqCTpIxqG|c+&(-U(Ej?rb-9eD$UZx_aP{j*UpY`A zZty6!tUm_=KHeolc2Gp6#L=`E zH0WZz^7yeWFt2jy^-5mg4tK?ovs<8#$Ng;FZ|B*%9C#*B9=XI+XR-nu(0LygQCYX! zFMF5Jy@DCVn)zE0Z+=y<~z?)rO*Z|UoMJ^kF@G9wCi*m4G zV;zE@Q)Nqc;79+!j0j?^4+0N|==$1Vb2@Lx6%nqQP6#qa#b|4Q$4= zKeM>e8q+HfzUW&Q^6q*Oz%ZVzU$K8OI3-DD-Mv0ZnWSC}g79W>J8W4GwJIPn>0JH5 zJ%tH;t?MWdj;+GtdcKbam=R>2Dbsj6jN^$qh5dp{m3p@Jla}+&lBfHi!nCm%H)Zzl z%kdf|WJLxFFXJ?O>sM;k*r(INK&HbUm9?pWX~XzWN3J2e2qR&|YFYLel2`qnZ4Y+x zs#atL%7ma5;|ZVRE%z3qj89!ToT z+0}kdAL~0h5TwQ=LzSG=W$CpnR+m+l$KD`-U}|Wp5nDUm%97ogp)4nzlxxPQF)F ziHRb3Q5O*`Yez(zKid9B)MZ@eo8Bl1@cvn3Oe`k%uV8ge&KzEo?;DMoc`Kon)}auh z(p7&tbWCuMJpiCZ;Hj~Zd8tb%uXJ}HWL_b??8ksJ! z{HWIRM554uRsDszKNib3N2A1Img2b7^_|c&>w(!CE5pX&uaSPHK9>A#KCYo}UX>a* zus&-*enWxfHZvt;U(1eHXX@kR@0L49KfnpxC$G4{$KSg8N|g_epQ=y zk8_&|OlCI!rx;j_#2?0p4{G3nZB$swxEvfDUv#}Yq|H4ZFrGes_>$aAgk#S9(7|?k zE$226{wCWtKF-n&KnQb)Q|uu?ymv3NRUHaQ434HN*6Jx5jE?p>#}b~Fjk@-*~naZ91&}6 zW6Dl{e?CgnS+iG|z~e}`_$vh2G2}OT==%%5^MT`thUN?gkg?%pcb|DbeFmu5K$oI& zt$f{6OMsUXRm*kg-H7j4Ou4C5%_Uv6JB82Q8_%tRv5p%Aev>5$yi#iMi*Xf2p}5lGnBff!73=m}|KmO`HA7P-|Sz7Z#=k_ZQjM2_|1 zJ%6f<8k%OMJ$^Hjz}4ztQoufa(J(_tE=mssf!OJuU0K2M*NK-Tgxh=q66@S-VYn^g33P_Zl zP|eLSABPT_z$}=al&PFR707H(Q{n~0O(Qvy#alTw8EbPz?+wlgz2OfP#U3n zrU3aZc2Gs)ks7;vi78Pkuq{W}1l73U;+aC~%UG_d{dnvPk-j^2FG+7@jM46OfsT{o zEEf=H<76N$|BR)!W|h+iUs{&+-Zz<_5{H6ZY@YfBaMD9f-V_Uy1w8b^v1#Q4(K;$^ zafAcXie(O5dYEg3@u`lU4`a%km|IDZW<00aG17&NTW`ua^ zYadVn-?oV%d2^NV=?>@P&MpT;3gR_8*fagjf?~&tiX^-Agr+{nMJJ6(@ zd48SHXn^ejuLil6#T(lKR3@+YyC?$70{i1p*;6ONtq|I_NH4v z>vqZ^v#Gsvh}wr9nC7BCfk|9mF90K!gXxma2Tmabj(E?V&1b*wE+hcJo@uA}J8SEg zBoIYXD0sY?r$Gc;NZY~H`9SrMLx-@&L(Cg~Fz^cb&Zpw6IF5AnJ>>umkK{gACm;uSB^`KXKFdp$d$ObyoRoij&OV62=%^FCt7T`(UE+ z^%O_8rk>YKsB4yG-Xi+dygDiD16#IlpwQ$dZ^5YG%fyCizK`B4HH31@3@l8tT~faI zU4-F15=rNH;qigL`VS>^k$U*y1afazLG{Or*~fKsMh?*6T~NoZ3-`0u?$Aviub&_En9?+*{c6l3$*8)V{l{gxy#LtePoL(7Pr3TRx-j z$A;`@W^5#M>_|0ElY{Pg%!`+d6-U;Tv=^m{w;(mPnsAWX%rc$39luFmD(`M~jdL>p z7TUKp^yrmm<;OH5WHh6hKr$O(b7ZzoX2q#ZlTL9DtQt9AEWa9_id`HCZsGgqQjx>U zfoJm^PyIsl!!#yx1s_|2at+V!qr>C{(;H+igvaH~t>&m_wl|6P**qYD29 z=$}dh-Lv~z0)KY>(A|T3({SI<7=1QeCD|6aUeN8vl1><`VoGp9cXO-&w z#?iIecZE({`B|Q7fSpXJyDCkm7!}Keu2x(bv13bd zQNPErT}pXUKOuqlIhcrrA+jCjUsN0YQbuBZ|Bwvx<2p@K z#jI10PCW8W(BzOWYJIau>*Qb;@J%>z+Te5+}EX{^hCZKl+N$+ga!0UcT z{2JehSFm{p|DZxglY6|fofh;^*oY-n)hV>GwZx;}Akx$z2^@vd;Q;#t&4JrO+loYq zq@QrCPWVF6XH<31n7@3CLq3$1$@@)ac}!@%o~Xk#WD6l~GOe+n(}g}TQRn;3E%B_y zLJN_TspeVbgAWI#kSN6)X%P1^sI3LMtuB!;tvKF&AwVe?RAL$c(p?FqoKY}Al% z8yw18ZM5U#Tw2tGm9Z~`VO3(%=s@I)R8N9T`I+0Kx`U`WU~>cLEJbld(~CaJN<@V- zGu0aWokpKW*fw%ouYG2+G<{>U-RY2)=In5s66l}|KJQ&_ z5u!j6$h5sW^VXff7z>(K7`fh-c*Tc>iEr6XlFA`UP};{IhM>(@o_#5TctRuFh0 z#gi;SyHj7e_A;V?(60-TrOnqj-=~|~gbb6oTb2dm2DK0)bEJ*2OlD%{a+wiSi|wBl zFI%L@4f^gwe@S#cTn}Q=K-$;DqFgYaBJYf5@Rq^|npRGPu{mtcDC9~DSE8i;62;9O zUwnT1L3gO~e(CE%b6a<@Su>1nNO5AOuS92G1d>kb2mOK*$9Cw~DaE=h)}gQ6DBIJ& z?L5rcx6->;FK%-b$fZmgn#p@~JhAjLX_Tz(Y$Lp{*e2lM;i-Ax5tfKgBe0O>r^`CT zcw;l7CAhVnZ)37sPb14P%WjIh#Uo8T_q?i!v8%7R0%jM(yL}g@DgjClKZp2gbflygbrqbUu&7_Co9l%Z5jjfCgy@>&QaOD4 z=A3T*nKk&wZuaL|O7r&1`KXvId_3g(wazt0!I8&$z8zMQ_aPGPG!a`Xsv7#>j} z1|IeGyW;j}TGvS9`NlsNEGn!I@dHDD96`Sd1DcOYae!ybnsSo0gO(x+5d7uuZl9PeeHYFsvHO{@>1d`U%nbkz z5N`a&u7VJ7`MQb^{fqGTsWy%YeU7+9o>cku7;=LUX&B_boC10H%r^-)WCyz8sOM&e z$l(FT9In^QQI7KeJXefB0^JOwVyu*gH2t0hq%>+eD?t zZ)fWakmJf#eErv)L0gk|yVT1oORHF&rxBHBnNqh{4f0`LnU#ko_6gN#YAPu&-8xVq z@9$Or;Es+I0|H#b=$4@gL1g|m#R&AIHNe1Y61&QIQDr|SFfaUSIj+P)Pw$T!iD4Rn zqk5!c0(N-tw2SHL<)PG8f)Bmh<&GG>dJ&*>VCS`Y(E`EaI$B($V@7>-WixD00*Y;u zA(lpaoSwact=83vbqE>K}|3Bte^yu;MniBgS(P z9P0c~>Q>{nx<)z7F$0xFaS&cf2Gb{_d2j>9GkLkl>cj>woe_|@5h;lw z-L3Q6_l6=mx^fPto&k}+2HJZ3LflSrPAveZ1p7pqMeg_31Ok}cxF`X5Rt>yma8o2I{v^l5QQoe(f5jXZX7F{0;yaP+Xz?y$Q*p z5n>}oW^enCFkF6GG<3FR)z|PTux{A+@B_PHw8laQe9x!iMau{qU}!tJ+RnL59QF0( z2kYrCNcs*gh7sRQTasTaA+k!p67w9X0(#O17ykIm43Z6{!B@nBi1F<08eA!PyT)=k zw%M2;DCxGU^X}qFi;LFtYi|K@Xiij?pg_4sa)5FZ@WKZyQs&yrmFOa=5-%YqZq(rd z-uEU%rmD@U*gG_sNr$=XY|Uh_bZus3XgaL#E9elJY#Q#B+VjbgezC{XwCluh>twOk z=p1^Q@o_sG=faw2p0_#req#v}WYl;UE6Yb`Wu>(L zoW3BNYXoblTFVOP-NjN%wH%dy5cu@^f7>LN#h2*s1IC%#c54E!C&;9Kg?$#V2M9-&o;sId4jU?si5>vijaluScIW{KAU#JZep|d zA8)|>V7EdG(8gFKK6s`xVRwGqg0$uMy(j zl1=?avB;}?=bC1n2H{_$Q!7MKBQ`jl2#T&A&--|e-dK5X((6Na245x23)*`MJm>Y2 z#B>UWcidqj2Bu}-c1ktQ8AVWgw$I{7`4LlUf*0!A%;F%+qMWx1`!t@jtPR)Y*i1%? zR~_5}lFyf$Al+3Dp{2{q;p3$)I?FB*UmF;pY~(p|_3(*fKp-F+cE#ZV6l6cHX5HzymERqVc6mZZ@SfIpI#3HGAlqTn#x{_ebt?Y8|+G{4512~F??j}&l22n;2gPn zEQJv5DQ?fTA9|r&O0$%>6!_Yae!pKSweZ*yf)P&vv|dq{pJIWfgTX5Y9N;>yU?YI1 zVYBZ@vVY{5?8$eTDS~b?M{_nHq3?=WWId8UDTYz}j_#k#E#E=lnmX=@btDxts>Iz~ z-97*qI{_PxyOT{A(`XhBzhf}MDE@q$)}*&$13_i9UJaL2;l

q3jlv;~cq95HM?L z>mJJVY1Ii1#(i2AXW3GjjH*MFm#z#$)=!ieJEL%~=kfn!09s1?(SXIqpS0O#wKbk$GANKSjV$K6ZW-rr6R_w)gaCCAtf>tg<#um#9yjoQ`G28XAb3P1?{O44FNStA5y* zG<+Y+PFigGZDZ~qQ(Q}VnN;)#c6zu`s}QwKgbBQsKdEKvJfzt{-7LZEL=I zFgm@b^ZAVP)X!koPYRi(?M#wIk(A_UVO)TFTXzw5A{?1Nx#J;Y-bgTRMAWt?>q-kb ztRkbR*Hfg|G$LGkUkzW4#o3cA=R@T+;Bv5E&(i0vH#CiFqDp_lLh6^Q$(*g_LoWz< z<>>T2$C_Cj`-o`FPd>MJ<(V{$Pq=*ZbSoJMRi@DZl1g$Q+Iurev$yO zIunTSq0fw~7rJTjp%?3uV)%)GkA#1Hb%2ufEcTzan7?Pu;rP;gwkz2Gb7?E_g>WRv z&ky5^9tb&~a{TJjk0yY(I|^vLcXNGrHll;@9MkO<6>{x~F4xRop+NenL=>W(&qA4# zIT8>6y3k>ynL>*$e*vv#UZ>XmphXy7O9G9%$l&A2%?kf!`5@_pG zt6T+lBBhY;4{vsbNc2@ zX2Y!pHf(sFsw2Q@JR$pn*RicxT+#f>|A6U#FH@h`payuQY12)phX^VnWkg$^?-=L; z9!W|9$GmsW`%aZ$MeuUr#|moi10oje<*Um?mzIW+{kf!e$V57;ifJr+PqwnSi^W7 z@L8G)>2D^itYn97-tlL{qQ;9=Qo?n^atF1B}RVVJtWa?6r6vL(Uuv(_)H4$#om>a7R?2`#Qp|UnJ_H;Q$poPOkkG3iH zQ25_u+w-W&n=F2DJ)0ooHJ<~EZi|OV`r3Sft9($Qy!{eL{z6^#MKraU?1JZn+!kvL z%)c?w(M%E}$LCMNTaIQk{L%_f6jVZhy!p)StulcvyHbISN(;qDg!%!Dis0FH1%xDY zMS7RwyP0sLonaqR7^QHHHq9>Lxm)>O`iLRy%(!=$bGF&1)m#waPXuspdvMuX*QEmh zvu_Q+Z3rU~1c0THCDl4=VP1R|(EsJm`H_dj-Y<9a1|61y#3hlLQkT}B_HSRS zXS~Ej4ddF$smg^>#B%M0C&IsTz43*X)_HI;p%BHGkIX8Q?A>_j-w%HGz>qlll7VY; zCI)fKVj7)Y1g766Ddu;SCgji@ik7>*sHd1h`gq9js zh$@MZ9SL+V*E@ITQ6Xl1(0-VE3c zGHf5b!gx!!@mOQ0Ic@wrt+Dyb2R@_jImX+l3x+YrKx=h;kJ!Iv*b%Qsd_}B;{UUtj z6nFlrU%-qy;c8c?-DY(wG~ ziakaVh5vL?G^Y$mZsg(@Mi(PsGwy3Ev5hZuLP;!C2~nb;$*zYCRv@yAS`hb6o6`Y3@V52U|?XR}EJA0w;>$D2HCr$Ias@`MPJF`0lZ zg@8$bkU8LK3MR8uFd<={W^_5KMfg`?qG(}f@%V-lNB!m!00+6SGi;;b;2ZUD9CX<+ z9r>Pfk=F9^V}UmCllEz|y};!c5ai=s?ybVRLz-N7QHX${;J(@ino(*guXQP9$_YUmX9odI=YKWDb2bIF^Bmz%0A;6FC!M^o8%QHdSX7%uN?(uv4b)> z&IAGc8yHyGp!`)sa=|C%iLTtqTSio9=67reAM%^NO^OC#dX!g&VCbJZS(fSTvaV+U z(NKXp%+T`0x^^Y7QM@!Q^!J?On<0jXOD*vv+^p5$G-k;qQZ%RO8YxWXNcRhtZ%!R6 zmn}E6v(Jp6~w82j+S=d&i?HXO|X#&w@toOdlQ=U|E0y;7p%;+|tLRg0as} zOUWWvQcv;0YrcF5{Kd>eUI%(t@^3G|C)-ZJ54~6S3zuJb>|c5fl{rVVmlO0-=QDoI zkCnb|j;SoXZdShLkS2_Zhn#DDGzlS1oVDwIJiW2GI(U7LdZ|%#=Mr?G^e|l+cu?X| zUxFIaYTM$ds&c9aL_=Tb&{5C=v;%SK-=(OY!p)?qG&t;TqF+2fq=J<~iEiI#&8Ye5 z^h&J`__e-Jc860iACniD3$yQRvapuWGn@2o|HSSFqB0nL8(=I^pV2yRQ;bysRaC__g-)cxkPol8`b1TO`@v^43e za{boBAb35ijH0>zHVWqc$s=KCevd}Y#-!7yhx0P2$;)@}y!}PPG&;!dfyQ`US##Nz z%&VXlS9gco2Gz=Ozx;q{+jFNjKGCapVRe|n^IVOD4G>*mlNFboU*BW<6Im1Dss>c=8&%&WN#SzwB%{==-?+^ zSL90CVmFq^1)gCYZ7Tq$UU>amjE`2s=6OrG(1&uH8e2uBk1nOq0#9_(b_xJTy`AR& z1<*NHt;_@*#6Nhc{N-lbap0-5bP%)xaT(C-q!o_bDs5Uh7VyU+6n1kSR0qE4%2KCK z_C=mcN6>L#JJ{uCT_oTS?`4N)^~X7PjeE-LlIcWz4k69V>l`$2b-#JL&Don4G%SI! z`>=~0_%rtDa@~$51%has^zv7tjYjZJOs@^+BFoW=d)0gPCt`GwC6sZ~>% zTZAJiK!a4rAwRfe1Voz| z6_b7358nuR&PqG_%tot_kzMVt6#ieu%K8BeCCpsJ5S<&m4BoTpm#&?6xN}V@|&y~-)!vM3;F$CWqIx)_2aXq|8HToe+)Eam$Z^SO&(~Gea%_e@$H)W zo#m2eIDzlqeKG*iu^^Uxtef=umn1LlXcm#$Su?D%KJxcmywa!SB@?FNbZyF$IV%sA ziid!9ju|RE_vs%WG|BL_JMh1B$e3oZIjN==yj4OW*HN#*P865pBSnt@C^C@gQ{$iu ztbeLsg8q&q=n{7n`tCQS+FR&(ifAb%{vc_j(8~cLhn_p4d_5d^+H#Oz=R5fw?m$f_WjNNE7+7+P$HnqE@B zwG)SI_Hylc-g+CbHb*PvcYs&fQq?_~Im*w2JqK4w;;xdSs*)Vw#$0 zOpn5cP83q4lB4dBiUKAL`_0GkToAjI6!9bHB?6UL(MOl=AGkv@MY(&tNhMXjVc*BY4ZykcFP)MFL2jQ5= zX`;S27jI)$;lo!%U+^=%Mv(En6SEu}cB3+qhq#4tz2cp+>@Rz@X*6vdSrSv$tbGKA zDjhRL23iDPbCk$;9Y%KbCoC`^_QorV9Rm8fMhxZOrfPA|2aPiLu9UnrZ_rW z3s;%L#?@%ZOaQ$XX)%>I*{D=TNS|KH`g>?BEc6$OgOHtmN$Y}F)F<{_ zD+jeYK1MoFCJx|HXSAO+ZYK+3Dqr8-r-DA6L?Hd5twZ~%AkWQL8l#tafTx;ZmEL!rQY(AE`X#t;Q)sRD9}@*xq;KHt1xyVxE}^;e5|Pyh1< zes7;!IC#h;0YnAtuPuFu;yE7?8q+I?$miTp&@5oE|OmO zCKb7$lB;o2RZbNy5P{HZ%+#| zF(wN{nhkrBVG+*p@6!>92So#!#f{&` zmEXc!xC>sbej*n0-eNB^?3BvQksna(T3dkenOT6Jg}uxDI6`0j52iSeY<3a3*=&(F zrpi=DViwTl?|nlbW+b9{sD6gN>ko#^$1!aRAHFzVszuJBq~LbyAA+WuN9`6^M^F+m zP0}DNyC_xSC@T0g>$2(af^Zhzn`GX@g-y8!~EH1 zdN5Hj21kHH*xu4=0EKwB@)4{9p{o#RGd9WH_%nH~W{i;6`qxRjl9+6neH{}ES87j@ zvLYv*Qh#YI8arLxcrf`@i3|(p*yI+(H*G3M8LLno^JXtR6>0H2{@(7I`&$lqLP?2-438mrtJa8y3_67NN6O- z$0j8fjp;ZqMvn>Si1>ca0n*FnznFp$r4~2${x!?q6v8Rj-EoAlIU6`C$Ddl0(LQ)T z_|dQ0Xo@8Ew?{c~{2ddu%y7uK6;4?c)YIS{vo0t1n)$MirE%g0^SRWOHs+gonuvCg z!+4VbQ@q(d(YG_3EPj$H$)oZ!5`_Kd{0e`~H_-}5xfrVqV|bJ2f7KVHXaFNK*lA0Y zrB^-Bss?l~IeT3rrE3tlV!6s_2c1T3H>%OS%~jTXB~1&72;dV=>|H#-xt06P_Yb9% zo5g++hV6dCogui@>!Mg8f^>X?_;ywUySeD|gLKmSzsWEeC;D1$TmEc+pEOOQy=R%Zkn@InJ(AAwE4nMld2?3J{2}`!Z9d(^`X{?B z&igD%pKCz?j|>0wtv#}R;T%&qM0aOOy5 zy&H`w`!_#Z$u4hki;Fb%cQMR!+uJlX7;gvk+B@H_{NG~q8MC7FtN*pr1I~ZfrLPrY zk25#jhl+PBO{21+p@DxT6DNXuc>{~@A2~0H^O+4#<5L444;IlK0kY@mG+@%H`fc(X zme_BsWcuQqp9dm?^;Ur{0s0tUj{sS_LC{F8yB6lR+-+%DB}01RG*cf!<*`Ovy~uWE-Ua2DyvVhrR37jN5yOCqN-?F#Y3Sn9DWBy1t-5I|iNURv#Z>)m_R zeCD!$o~m<7;rzVz7R)be_}j45)iG>rO*~gKBA#B>+9*XcBr>Q1J^OeKI*d^;dBN0Tjlg5*gdtC_g%>f>BKt;q7$=L(_nlB-V+- znC~$1Cn#R)8d0UC@&J-@Bx_rG-w5Q9!3_a4(vV;+jW>LbmAO(d3=GP#Tjw3R4R>WqmLulR1@-gB>uXsI?QCx zRzk*7kTOfRZbiefcdEK-s_{v!3Ah0@&O^ot47&rzPhYT`F;rT*0>?+HHf?-!64pCl z1F@NMw`V315^~q~>fSFKigu6agP_AGR1f%{3~7i?E}SDL!5<=%2R&6Lv5IjV7J}2< z)@{%+iyJc5HKmdXJ{_hLa7z&G90^k%cA!-@D%1FNu-3^w{DRJLAE@E$4ph|qu15IK zfBctfG^*0_j&>kYD*TI-zl7@D(J#^;|IT#(3qLvb=^KejU3 z>~J_$Uy3gvBWffw_q!D}Pq>^dPn@msQudyim;SL|V)X_t?iTCE*k<9m&xY9u!F(WG@^tliK5VUQeH>_$_9 zv8A11oejwzx-KjTG!LmRH9V6VqP>9 zMRhzI+SQe?;esO@{i%YJek>IxFC@iVk3$6%hJ#JBP0Qaw5G2(oJfVAEmxH1j-7$*y zw2-D)2(G2qmy(mnx*lRK+JJ*Z#IEDR_%F11QLQ?>bpC4YVw^_5lycJbR$Z<(B4=g# zYE#8dd-dic;)giw>$K5{@Y36^fR*h0?O|$8P&w3}$^{P9RpB4R6IpQ{lTJ_Tnza zCnZ-9CBn-0WsI!F4FYyds6(}kx|JxhAbB%%eI|n3{DS5|i|_LUE8@PU6$w`-4)_DAaxgk9iOAxnp z+Jk*%Z;5!urH^Z2DNyG9w+_{Rz=Cj^d9!hQZxfsUl=5n{Q@VP673{>lyDN;?;l3~N zFp{=)JeWBK1||eGjTE1tPgY?v=JpA)>@`hS2B8Xiq7{1(Q$g!wzq);x&zrOM2xovI zQ<1D{c5cI%f-BRsV;LEb=Rd?WlW{0yE zrdY{c$wF7O3D#A_$&iXU61G2Yo6`Ddjsb zEOIHjyxpW@JU{^KWqtH)spH=qTob#h-d)VG*@I?d1yWfZtbEDGTn zkRyb9Z$P4KONVVtKv4KzDl>GB1Pu3{JefN53rV^zO<;AZ^;)CS9_pX@*G`zKHD;?>Mmkj>FA>+o zw>?aQr7o)&%q_VOJFiP01K-eQvE*y*k>Y1$6_`5D$*eG073cGen^CUNyi|h>x2(96 z4o2m)Of~X#q94;*P7sYd3?am^fM-WI^)jo?;GN4g|bCYA7U7r}Cc=rNz*>G`f2N+yl{S^@6 zGDi_4e8)81I zJyWL;Yn1-nmbIKC$1>{^MG&WmD@4kFRQPuNvQ6honDT)quk~|AwZr{C+qLaz=c{`V zpSMa0uLo`<9A35=6VZkYjjYQoU2p=@uvVJ@NS2b+p$sKrZlkJ~0A9Nil07zsBrmUD z_;YltYK5Vc4F?0myPx%DQ2=+viMGI|O=1;3zV!W4=E0Jj9Qhy$g#cA~d#}Kx!#}ni zAxC~6{U7#3t(Av{99OnSvv}DZpz8SXl7}sgyyjXUmVO5`Nvr{4UT7R$Xe=gX5S;Fj z8r4rL*d)Ys0~I7i-*!%t-B`4@L|oS~_QuS`>Vi$#UkYkP+*&t48Q*>GC$TvIH<{dL zi&KiJmH_wBTGkd1&Toz3sW53QjL^wD%P@8YW}L9O*a%pJ`Qc9fOED7SuSi@o4?n0& zKNC7AMhB0dY=txxxxQ9ws1d{iq=8)-!Y&FdTW9%YwmwaX=gcMR)ket7jC!nsyRk6` zysoz@nr+xOj3Q94=%Abi)2(w1u?`SidlMV4ZKqt9?%mfoorGF3nXt9YwFKrPUSu8ldXCxPD z{=PB4iOkTDUZ^)z^tVbU{<|ONu{qRC4KG=a55=5zmwojEg{(X_m<3_(k`=|Bijz^X zLgB@sG|jXK?4j~w^u8?ZU3T2$zWeEDz|#ydMR$wxCYe5y=WRl3E07HX7RL!H0-57J zFM~$LEgnw1SZ<&F;#drF3jl&dMrwrjjDE;ON zzqCVP+DXP4ZNBsI8<7nSxPgt;hc+m(U}CUd7CR)P!DQrWR(pIKON7}gK$u3}ffDxc z+uPD^mH(8e|IL?nc2zYVUmH*>eN zi+I>Zh=1NB$?NdRVc>AAL9;3Zo!+n!r4H<84hx#llNUuM6*tji4_qt$43p5mG)XCv zl1Ij+yUG4yW=18WPiY%4)WTZtLyr)uTRp=;D#t^WXigg{Au$uub>u3AtEJS6sM#hb zO-Pgh|2k_&v41Oe2{X0+d&tjwTT^FIJlloSP7WADpG#d>knfx>KkM9x#rkK)n;)3p zFw>eQc%aoQ6roL0NIi;YgH8}P9b6gDwWaAuih*s#$_0lLWjl+cEtoSh^D#$#k?D=T zuewD)16LFcg++et0JG?R)i)l3(jI-EY5=IeECEyOcl+<*i#=VkFZ_*P6wN*#A8@OR zV+I^bxqL@$)S|y}uvG`s&y#eRhG#rOP~=~V?Hh^VN9FR$<^kL>!k-%1L=3NA{|u+B6s8tC|?|B%+ypsQIG&aMw&YCzaz zn9a_lo^7)b#7WlZWhN5nTguO8B`d7Qv-FBC!n4)qcqBNS`@V>zrC+F-d}~PDh?)Fg z`99D>#8RZndk#1%a`*Svu=#<;z|O$_f*Syf`4Q86tIjy-6ffA$wKwxu=%_GSU7fQ^ z0W!CE&YKxw15YJe5)&@J$_X{lKhw!$kzs^d@h}4a^Fm1`JMP!c`Rq)~PFW2V#4)T7 ztM21D7?o)v7KK!@TvSb&f4M#&SoPSk=k33Yg!YX{o%$?T8Fm%lxTdpZr~4S;UcpkN z!jtwzyMPp2DZY`15}k8>OL{Q_qxa1KcFG~CQxmq^x-3RBuwdX^ z{l+3^)2JZg@;Rq8)W`(w-&z3nJQ}LJE1Ry3`Ipq3$J@nK;my4@mWIIoysmQ; zCc5fX(SDmgO8;XY!Fbf@Cbmn6fYNgdw;^XSoo54Rhi-cTEK3ld*)e*;?GZdoA`oiPGXP^6^sm z>GU~7ODxf9JCXne(abDq@U_5T@nWUKz!&Z8$WeLmo^Gj8(VX+f*rSa znR1Lml(rpUZYQGj_vRX*L~>lvacKu76uFC$VOvu$FZnmt_z5SjH$H*qF)x?4QXBNw8BB(rx0z;%;B_3$ArM77> z-@U`#EAJ}D4uG0w!+(H1Zv~p^WI1WK?1Ol-r%k_L2I0YQ^%U5`Q?4KY38@3ip$im8 z#*7G)1;vi3%1mviOA8z&*S5gOX6!7_ zp9Y-OxT_Upi)q0+N5X~cxHDO~Ux=vK0Dx$ONV#}g!~uh63|AL{Synf zJAge(=+-QXEs(JE5a{PP0DpaXNomzu@I+vFS~UIGBqF`%GVxpN z2smw~66GQLX--zu!_@J;pN+;pJ-?20So1K-nb~rFEFhF-{7$YQuQB13RFr@9mB{rI zzI=s|m{)j0r+4mZ$so~$j;LqU$qja2g{i|k+ksI*cNplvZ|zof5E?gIxUb3sFVjre zyFHHRRCB(M4T{D6YQNOmoC+sB6-K8ue-JnSF;ZFl(l{8I^`T#HtjyJ$QkO$fHjRc! zIXa2Ydx;OrJU?b;fVhAtEk%Z*#6|&tYxhBfUM+QA!(hi#E<0i4Hn%+M%H6pPugFD4 zN&*a!B^-COB~K43LfhXcc3E?p62JYBOjj<_!B4g`109ak3V`999?NY|C_8x=SEXfH zL%pm<^4GQ0vnCc+;4tt2r|<*tH^;j0)^7XlqHu1lpR*iDpxV*F^<^BPp`?#E254Gb z#=>pci(;}Gk2gJJaf$}gSe+5CSGhZE>)*BWmC8ldx`B)SQ7W2b5+e$BxlAE zS*VdflA4@izx_nX5w{yX8X*FtZ{a?(t|FC!S%9Wk-`Ybu)+d1x&enkq_J}B5K`2r& zW{!T{tyW)gsLqX%t#fuJsQn4D^RmJib&aJ>e})5Q8*E0)CVJku)gSW>74c54`vH*L zswRS%KSu0(;yP&@fjrsmHF43rr?k{f>}f_hb{+r)V-ex^`4^a=XrR&QL^3Z0gf|OBkT!~|V%4H=e@S)!C zZ|{8Ogv-F%NbF(3-r7Z|g6CtG9F!{k}XO|Lw5^N2{M#6YG*?|=Q^prNES>2kC3PpRJ8 z)-XAD1t!j5&%64G(CP`rH#*>y{o9}opfGYDMti@hX;}p|5bRr0hGSjiGK4c8n$X#L z;e=Mp*wQqH5Y-JP&%j>)H7WgnyE*il@})0uV>FG$f0jRBmhfq5KQHj>h4<6?X2nbQ z?B*sFFnBfadi^=zY^Al2<7JEEa#s9#_H}i={eR1zp2bu0gWRIkW9~@{X#b=~tyI*S zQ}Z~e>_v}kLcSe}_?2q5#U`i-PV-kQRP<`-j-h&;x}2<0nLKL6s4^EiZ8Kws6BfGN z_xWo`*ySXZqFBA{S4xIt7NG?o(L&|LtVG;tKlDIL;Hcy|b`I@(di@}LTE!_-yEIo} zrH*#~`?fh4cn5G|x6LJ~k#9wi^RVz5JQ>q|YHRX;m60+DA?LX=959-U=rWrTt*NiJ9UrVsidE1_eQeg^s7hwuA$;^6Qg1PF%C@$N~24;0U zy=}b`rU2WoP0OCsXN!s%7hAs+U^+{S)Pr-=JX$4;9S?v99D(ZeZx!z|Y0DvSQ%^r^ zXlNXF?JNvSR%R;*K@ZLN3W_sbwE$fmHcwROEIU&>37Zc`JYvOWn#vCW;RQwvlVpId~ck_2Xty44+Kv8kW_;HyN?Ms*|$i_(3n$ z?7xx)I<~Q&f1Wus_S&#z?mgYRdzw*}V6mca&$Xt$I$H2-uzZC5+UA~~avx0SiRpd6 zM&Z>7t}heJo`|9{n=k@Y3C>o2DLN*iL-RI2YFWz^7|46{q2ZWYmur`r%GuV>2qB@W zk0Vbxwz1Cdr)13>Gd468&CuOg?b#^OJ$Fbi1~UpT3`4?(N?uijIZ*YU`ae|9LPp}} zZT`<8HTT&y_XTJh#;+%BUS|}qr|Zw{|JnQh!`X6Ri`sX%D|WcaK7SXJ>&>w5V$NhM zQstu>)Qn8>ndNqBk3f?mvUIO%3dh40^PUf<+m-}+7JF`o zZm)FY$f6vCA`sZM`yNH|YsSiZy3Q6R?Cifmb!EIgsOF1RLUOxelLY9>%hLn>-ntjf z6y2kM1nV?UDRZ0@pu-#doO{zyb3|M`Bh+_^wBseI!k0U4%vouU#)np9Ah(OrpSpOk z)1*p2%zO$nSRjF5chomoTOq_;5J`@FrHRfWm!fVY7o!J|CIBR!cONG>L1BW*5jha0 zWjFPFx%ozG1)ZTy`#HMvtLR;@5ey}4j6T+azT$#Cidh(5^I&57;c6_6*C02mVyt#0 zT#b7}_MF?}liU7P+`6DCtOoI{Ixp_x zo2dP>W=)|R@#G&cjoHRDoug3^f)c5@$^txsR1YJQHI^L^4doir}^`Igi2 zxD(CA20BdvQFo_;`hGE>JV*^@H-!#-at5$%@;=v)&J<)o1%<)jhM@umG%SlGm~{%< z0r@vUsnj7A<`AwO2Z~YR)c9TnoX<0jO4$T&z&w2w$vvcCHz&ce-Nk~mV}1*wLm1f* zkm^l=ZB}!TZD;-=baO9!83bTWN>&`pJ<|27tES}8aPB3E5JimHseizECZ@34+_D+@R%ICN|iem`0VOJ)Zo7* z?v?RAdduAJG|-qO3lR^^_!J7$Ccwe;#S*sz*!h0{)(t;sOdlEF3K{!f$cUW>VV+MX zd`>lay)oGbW*xG=o>RU^zg(-nrUKydrPIqq_hx(dWBcn&cjxD4p)>Cx;k%K%C;7FD zcrWLZCEm~Hh=GaX_bK9=BMf;vgr7GFy{~fC$5-3Ee6~r~hZA1!60Y8hU%iJwAm=pV zmo!g1sxLbxehz^z`+<{~&p$CQF2^{o9M=CjFcy11F0W7C`cK`SueeQJJS=p7eZ9_m z!F|0nc~R`T67Ei+eE3GW^?Vj6Zf9rrv>o`Aa1ZoYxlRx_|-nF z|MO|<{=aUa=6R{+q8F9pJiWOi%&YUrsN=}!Y>VOZ76TI1`EQGa3(D8+z#Y=AP13v0 z^+(Z{5%GJ5l@^zfn#Z=9ZJp1%IxW68%;JA7#ARcXR0AJo{WoAKHx5hl_KePa2~|aJ z@ZOa?|MOtnj^^3c&cpf7$GV@!M4qo_-#h`X5F+BYZsH#oJp3P<1BJz3uf$bBAd~Ct zga6%yq4#O=@kqxyd?wpxR!pwT+7gOM#W32xavmcwtUHrQ9p;9H!u2@-&7EtS51lId z8*Y^0+M0PFAn0lT2r(ipNQNm?m;c#Gm4ob%h^J3I-DEB`lxow?e(O4D&pH$BDt^Hy)qO!ztPyEe<%)$Bz707T+Epm zu*66LC|m^m!iw>L!Kg7|(vHJLhI@{@&ryJW*DQ7KM%B2uR$-=Ib~{!Vomm`}gRZOc zR7-|hE{%i9i-e=y37I6!{Q~8yAWo2#;K58)G7m7!@NC7F3`SnQSC_?kF#0W&t*^i| zfJfpmmP|Vui@FpzIqk#m62hCl(fs;qJ6q)|15!b)jICTF!|*5LS|SFzO=eqChqC(7NxOm4aQXm&k5dj#sN2&*mUh)VR$h z@8jgx&7@pjPrik^rCO!%}!9q^=*E?c)EiM`L&Oj{P zzs%yL5N+-otSxXQP!q88MvCMZbWC=yo%d}jNtdl%0XGRrOCzytFJ~g=O-IO)!Wa=A zETs#Le4Ur8XktZScO?0%Qc5;SQgRy);Cxo#fZ@F*&Rgu5EHOs1d5{f`d|y`6Tj3ml zcMk`&7smXpEJ7OmxDuxe-khdty5S&65WZ!+7*qe#vD?1SU<4*2aN|i_#}t$}V(@#) zEWB^2I1P9J;&-vYOz4bplrN{61d7{8&IQ+~-SKBj?`x|sMGo!;K)O3WZ=?cQSgWT~ z9uVR=Ru{JimT%=L1EW%L!1K&NSdFhVAU)1gB2JIL@1P1zOqxVUL1cjNN!XyFN<%kH8yfiP{!_vFJK#?~18;`BSrJ@?04xGt1L)19jRJ?%EcEhFTmlge`mzdy$@_VyXYH=D$F2mgj%{-9GoK@a_0ikF*W0VE+s=er z;M>!4_v@|C{cgs^n%nb(huB>Y=H)*j8#CZQ+JCIsA9ek)bA1d~Rpdg)SO>W1Hu>2G z;^z&-yHX&0UcTIR=bgQrp6%sy-{-t-@i-#5x`%jmKdy>A9yfHHI5=$|b-x_lPpm&F zi`|c?UJmkiB{{w9Iqlul1d0N2se2s2S14XKFkil$oH)Epi$8ocIq!NpJ$qq4^WPV~ z-#`=}URokqe>qv7RDJ4KJ)iXIN};?@qTJlr_>#l#(7o|w|?Cj;IBU6{GEr&{#&?trkq6QTQMA$pt=Q+I=Fc(w-S-nu<5N#)uN#z4u>V@DUH4zRrx}iCoIn6s8s6KZcM5!52E4tV z^%SWsjdH!2G$ zD2JULNL{4PuUFSXM>{I?2%juyO1`!}eea>|<`^(Oxs!?8DT6_KYg6RET;3|!@4wi^`(>)V(Nt#>rH1 z?XaFEq)b77jV6sJNuUPD^``AzReT;J5obM;wbq9okRc6YB(}QRd?aIAi#bLaBeNu) zq?$yczuc}9>%;f@dBdc*(5G5EM|muz8WG! zUPr?ZxsP`)U<~+O-W|Lbsi{~kUoRE9$=wg?e}xNra2Bf02Td3Cpn>Dgx^~6dXy_3Z z=^*^sTB%hm8zH>7GR8ET9#ZvS&Co|H(m5)p4sh(2^Odspw z`y}BYce=DP-Q*K%7ZqB|K-MMPf%O9pZ=m100#1uOP=W#L*Tp?-Iw#qr2@4ZSHgyW# zc2UQS^p7vWm&_uP;^h}E0w>w{gNr|t+;Q>X`#9g=<`g88k>U~*Qk6v@!3BE%A_WaV#U3c@jdQ$$2X3-p7~@eIg9Ekp(RmZAx;(6Euh zYRjW{wK60z5886WERm5&WO<^Y5IC1beJV1DxviQy~!w%)SUr243E@e}1{0 zAWrc`ufZA{7q>5wN?J}{esjSj&_U~sajPpGMM8w%StlU~M9ljM@A>hzrePx2Yi*>w z^ef7b%iS?`ys)Pye>@o~8k&%a9R81ny(#p{1zu-sZ zRCtg&OK-TlyU|ch#7|3N)gL(Hw3<>NEB8Lv&?S2k3_ZyteD}WmQPMXfACmDEInl$a z+#5o3+kF$&hG}gw?}FbdR8}lDvLtwNVJJ!W(!wz^qA(`MQfCckhgRsf%Ja&<)ssq- zRR2{=y5M@4ZN~4+X^Djf;5q4U%+0Asm?e!cyVIxROa;6ulzvho?Q5h>YoQYp%ODIS zCV}Af>iVr$Im<8Z%P$br@ZrI!O8%)S{h5pfJaZ_RK(((gelE7U}yaDECS5V`7QZjbYm<;8fVR zMp)^gM}+Yqkv^7PJU~x4xnK}N-SYLf0+IBz6KS*ZZB6A6B>R4tWtV9in)>%(c`Enq z)}~;cQ1gw3*@o7Ze-emjXcQlJ@n)6%jeLx$yXk9Z)EQ{E9v|DU`+21)!>Dz@euC{? zWlO49?($W0tfk?mNLv%e#**Q$dbngVG4^m`;y~I6M*)8>oP(06Dcm2VNLWA7{XbJ$ z>*`{Vq(`z_d|@q=tH5^^@_!NO`U2{v#YT(C%cQTM-gd4i>Tf-OmS}9ECL5{s#&<}G zbiETl8>K7Fk7X~9a#vQYzbqm_z{x+Fzn4Ja2uBhIS@{Isx%FZ=X{M{!_98vHlRLfp zU=^33kVk3M+;0fDR{X)pi5+tsveJzDzRcO{1~XfdD6VsC*2BJi?qUWce{x! z%WUD3z*+rnBQK3vrSdzX`raPIzSdNS&5rL+vPhz82dk77%dt;$|HOWuXR}RyB8+v6 zra#?djxkRIGK=N-mUc3_)Hm`TOUa+4D;4MK(rBZqPifoQQUuZp8OtvdHMK@hdo}*z zrE2J^D;xXJ9eM6y?YkxdfwS}%TpKNedGqo+i14SCim4hn!QM2#=#}%@veH7Te4#4NCihm2{OMd(iCC0ZC%&n`(i-+LM5{{0@H^&vBW4pcI zm_M{1&--&pYhzrV_l7Oq+hou}JW1KO7X^U(c%2)DW^8MwZwM07Rjd^{QL$BTmp}PAYA9Mrz_y`V5V46 zv#)ySe6z3h@wAQf0OkddnFBftVi8?#_9o{yT@|Ywa%B&hOTR%GVdMiU+S&f<3ITEq z91C-~=mc31zEp{%M;v9sdQ6{VpW|#~y*qjsXu?r zJ~luQ}?MXFrZsYMc!s^CZiu52l!`w3qnpV<%e3siZjGC?yq9oaa1jA(Jj2>*6|i zAv%1RI2ykCILrdIKKaXvGFo}C&K81kvh`DI4#kI@fMcRI6P%rHHRl><@U6Zx=p9Ai z8xx5kN+c}qceIk6Ww^hj8F9?0ez{s#)`u4SR_pC;B_WvOREAW9M+GU*adOr&F=ONe z&pI|N@uU5~*}x%lj8{>#20LOeyP+~M*OcT}CC9b99i}Er0MXMtcQR5_JDC=*YNa?+ zx78J2Fxiif=vVnAeEHvpva*XUbfV0*c-pbM>vw!0Ko{cNdaOP9Nk(d*qEBB;Qh93YdyrHVX?_wi{1P54MAt;^UJW8{E%i0$T>Y^j9qx6_x7)fBw$J=$vhgQ#TlJCki zw=var(baZu^r+gEsi~`tK#@_dp;uc=ea}^oD`kJ1<^n78nyA};ZFv95Xo_)}W*?MU zuO_~Ok*tpy{jI4xSp8&P(ee5FG0R3qK$uOml)gV&t_IFOD{9YVl-k_Z^D~+c59ULo zft>M&R_RusnR<_}nPPRXw_$h~4IxFiWZ=PrG}Wxq4wk~mN`f49rRqz5M|ujB{nhhH z=~FLXG0_d)#pKp{D_uR4hcS4K*A=k^Z98&v7U{0B558ufon!&NKU1yKiE$wqfv}5Kg zx0&dkm(Hh@(- zg>Fw*m;Zb&Dk;&>)%{)Ipgd~{poSe6gQO6bLE<;pC(F0_e=3Trs$yNX2f1u#XzLpq zvN+9P7L2^eIl7;?lWFU$CrE_6PFE^~0%Mj>_5g^|vL_fGx>OVJ_!kc!e~xLn!{@!I z@AZ!pPq#jFeon`gmi0OQ|4FETkGt-8ih5TeUw=tv5egAw@ve878d!^3NZ9>o@^Tfy zB}{jfouN`xQt2pB)Nkv9VTPkanJb6oY@#h&y#TpPk~)a)SXVO%ly*SGfNw0GT;S|3 zTe16xhs~>i!js4sMpEQ02ZhrYk{V1C&QNhII9wR2)nqSpMH?-U;*W+!TC(i$_k&Sv z5HApjHKLH&fJz>J5vP|2B$Gm?c*lqKeV=d}6(Pz)u-1+lpVyeV^F=Pweu76n(glWl z4*1z4Hy?i>Lv7eKPu4I(ZaCT!*}XoN)_|&B^X0+9=8^Xe$whLRvzs_9!IKD?fGon5+3iEUFseb9t8YRp&e zzs@b%ybwQK&`xBEell>&(W)RdtFp`cpVA2Q8(R2eeCQ^eHoHUUSqD_2WNW(UG2Ysl zPVi&p21lGA`#&#4?@w9MT;!LbTFt#NHAo2OBN$t7i$;71L0ZtZ3I&5XeAqG z{$I zIjmG&h*xJ;u7~BQ1=&e*tS2x9kB$G{!>0QAr)v8#La#S&?pUeBUF~~zopDZPoRD>3pBerPY(_D##Bb#9)jzM;=Q`oP~Zw5q80si58fp>-&%d(vs;p!u;U+;{iX* zv}}H$YkimWmj|<`aYg6b3eoxd3gtCcd2OB`n}}S-h&X`^SOb9sC)#F5-QP_FQdr16 zD{={#pCIwDQZmw*f77&TOY>86?+5Twb&^0DD%vi@GXzmZM1;A?I0pwRMbhowcmr)` z!^xqJMDrb-X#Q_=Nle~!i$`)`Ni29+^0E$&0VU^V?PBes*6}9+4j=xZ z@^TP&@B5KR%cD%QR)XWyh6E>l7a|$V&d_Cwl~EHl7oR|9fjC|g#N@F z(x~eAQMO$`sI)(+h?nCG<*n{NWoWQCHbz7UP*1*55kBEjn%ybRFy0zvsiEcP&-h1U zLHyqO!*?KgVSq(I+xQkiv6ZaIZq^r$jz%Fuls7f>bbr`mFR-nclJK_{(Uc>&%&3r*88j{=6B99#vJom ziiPgy4m95%MRGV!*E$E1auG&#wZ>W2kC~m@F8|gZE7o`0ZN;5-@z4JCEfxB;DLNVTZYa5F5_7_#JG|ByDV% zE%zjJHDmHj>Tw}nqYw(51>T%$I+9S~UXU4BD~tJKn%a)*i`j=P5$u%C{H(}K8ZZ8O@BImO zru%|7;^Hex@eW{oyK$-(Ktc1d;$pQaBc^XN`*TQ_X4zad`}WDpk zVX0bZWSD|7U!T!1m8OckD7N32yjRpx9q(4{LBq2(E}qN3@b{<#);A=*yKC$kNi#Mw zad(7RlX7W0e))fT-UUQn9a*Ai@9u;dHGP~xRmL0KING!<)L0X*zZPOB7v>hjAM#5o zDv2c`WZrb!u&=Yf;r3*GSn`lGF7UZ(zKWotv^=gte)l~ZuV!u4)Oy-COZ{K!)h7n( z++UfN8|)4ws(EyF>KgLiyBV@7pu&gVimNbq>y!KmtxWgJrc*@;@r&|~SM)Xh0~XE3 z0fJ~8?j+1{&z!n&Oq6$&nlMJkv5Idm4dHw9lH-5>p4!<-Lf8-3_q}Yc>C5;?WjWd+ z1sPm5=B|%a;?J{FA9vy0v+g_KVE^p?Bf_k^gR-LZ(?*j{ae&z0c?;ofj4b>x0d0L; z{UuWBI_?V(9<2|lsUovB?4o`FkK0nP7wpJ8P?-hGA2EDsr}pXH-o|!T^?&G)(OHb^ ztrqq!HNk-=EDj08CgT+WY3?6U!Zuvev)9^hTpIoAZSKj)Df+)!!FlG&#Fo`*Cq|f-kZmfnVo3llvrGYqMBx z>Y$50>9j~wH+!fxb+h)0{LK~88*UzMPb5p}jPaGU%;GzuVOA!DeHcWI(su`#vUX4U zUXXg0pQy-i7LKMi;w#`=-;4$0lyvfF3VCA|b11q&G?NzAt-2 zMocJ!K{>=tmToMqCSy*A^C}l^Zb(n*UQ-F+oTMgu{{F2oC0RiY=i6g~`g*vLbNBwj zbu%=TBuzKAS@CV`)l=M2SBsk)8IM5zXIg&+0 zL`+&W-wz~soj&dHfKqZ1vX3?bRvk~f)?OY>1d{P2qL4a$$j+vwuUf@Fan7jy$=Sb>#x^z_`BU5>Lf z*c>nW{^Q4-P1Ud8zs<@ospQfNJuY1U;raRbHCj{%e_6oObPEOiHs?^oC=t%>er7f2 zg~zPA(kDzNF;nlpI$A_wS$FuzFy8u(6!+=Vn3$MKHTvxA>}WPygA&bU6b#~DrN#rS zyDbl3i@Y)qxi1gom?U)f7CROf7ysm`R){nJIUY5e`5&R|V_WG98ZA={Zw_y z)J+GS)D3|NV%ANdnR#bA?$(%=dj#lc^)qjX+5YYuKspDU$dHFMC3$B4(^U{=VdF?u0^7T^6?bhgwq`uRo& zLsQBpj>o~QJ_#pAD9j3i3b^9Rkxw`LKXvD)7!xuJ7ORD3fLZ`%&G&>0+!K4ovUc9$`Bz%{+@HskD5l z2MgjyX7(LNH*}04n{bnC6Tj6kTxt~sI+UU(Ui%Np$e+IHlMTPL8Z(dgnC!Fb6)_l! zoZ6tv*Xqa)vJ(?0Z(F)crr9M*y7|Y~dfc~o!g}nXngbED;C-LLvK9?N3-*x=;~R5U zbyvxf#tQd;Ea6rXJ8UrD7cIY~2tg{HXQ~nURGw~wc0``$o8?X2t*}^;s6he$&YaOo z%8;qk){Rb@WuHygzh57EzQxz|i++K!+ebg28vj(Ns?gZqK2YBj*^5@ZJ9sICFOn{F zm`Os-|9)IHP&Hlr=eTdUi}(FIxrh(CO_@yWz}}9ITBZON7e2v^F8kH=^v5N7EQ>@3$|iA zoKp-r924*b3zMk84F+ zyuTx1i?eXUx2?sdW#j}<<%PVWg51Kf-0FQ5tt7HmUL=Frsq_6z8xE$t zU(;0rf~wPpBpyV`skQY?>Nwy<7QZg2)NgM{P8~Nh`Rt#n6U?10Cl`mv0B^~SZcjKG zU`NFdE;38FUn$DVCudX3$jF2i_xH;Jq$r%&%v%#THm1Vxxf#_pv{5c9Dth8p&#n(# zNNcLv9t3J)3>1)jo<4p0=Z82R4{sE?&ga(h)QMUF*Im338=mzDJx>n_u{20s)gYimYOnL-&H(~W`9iRkF) zBusX7%hYI!iHX%QbTn#x1-0tV%!7X&0s@~=#LS$Zm*+XH?hi%3^=T0ZTTrXqV4hD^ zXEh^qkZ2`!ARt8rMt(PDXP}3xMOYAfy>!8b9Re3Pk&FUvoXcO5;4-I6WRK|xuU@hz zb?TgbG8n|M_YrWCP*yqKTwKw7EJ!XQ>%he~$iLV|o1LU`gAk+US>dI|$BH-6=^ede z&a7`DZbdcQDEJ6QEXTK)cb}24$vb~``b}<)!QqFoUhNxV^LV6sa3Y!iG2oHo5{iru z4n;C8mGO`{B%tVb)t$J8c)kyc>UQ0`yZV^gom*BX%?J-qq6QyNGLDWo_Tm?ovuc3x zr;(Mk@daH=QG#8@zLqLl}ovW?}FPaGB>_Gg$<%g|FIUYvLXYjW>#B2BvS zl36bmb#qJLmwpE$>e%!$F(YpLPcFWMNl9V_A)O|eB>iDupAif(6&fo_?v@+PtYb=R zZ2rhi_b#T!+&VF0>K4lFGNzM7^_jJxqdUDY4@IJdGk@b_vbk{wrr!Ud!dQ2M?SgOp zZ`^z>UMhfOA#>Mg7nu(6Zr+I^cSFU1@&`!`|3}v&XALu6-B$hACOm09C3))q15f@( zItD1d_V||8e}2|~zIqZs{{QwOu_9jzRy(mRI^qH1=;c5K1!7+s=LG(@Zu&oQgxDw6 z+~{;s4GmJ$;oP~koPzv)4SoG*U@S1Wx;S;aI$a5cMo?6V^ZxRkbsAdQ#lsOzLwF@u zt?HF*{tHz2zqFxC^AHd3I-lEfuY+=9tYpP;$od6<|KCYGWa=ZBj!L(DLK8R~_l_nk z$+j$*e);3lD3=&?&uz6~w};wU-n(_9_GCW5r-tah&C}z}x8-JIO~4>xcs#kGO_Z}g z-QBx;6&tENS_X{_PBdB9&goj5AoO-ElQhqt(bBk;&9lQy*!?= zge!RSACCDyhcwFq0Z5LOT>AZ6h@x9BT`#@C;_ut>S3hYGkHGk<52}gkzlCY)GvFO> z$;l@X;=k419hbUHlXbUu4mAnI#l_6)&H7R5ZCwlvzw3^tLDMo=XbTEGwy0ix4w!0n zIFD$?^V3xli z6avnPr{SdCg(*v8WX9>OZMFI%3g9B2m>8;(hO@q264aVI==g6*K?5 z7tj?c+HKnc34HW8gA&%ENdXwsFF1Jl>U_JPq}LalLPT7gf{rdvaNlI9Goq!veW1?O z@zv|ss}LQO33fOh4P-`c8r=yTQKtD--ao{n<{fG%==aj|o7Kua6Xjlp-Rr#PxXV zmup{NpB>KCO9jg1uxA?1qAy?#p=M^R$f8+@P*(rBm%21D)6 z4c)dtWGx7ByY=DCuLpTqx?f{r{Ajxn8~XeAuP=W^cD8@xXB6S(U;hXT9B}OA=|4`_ z|L>Gyg_LeQzkdqwenFFgcCP%|qjiJ>^~K&T#&<8@!9S-i!pIeu$23=mO*pXJcTU~- zZUMpgMDZb9lHKpims`-`X<=K5A4p!$ep3sA0fIWL4rGKUCG}djli)dT!-=K@DFt?e zZJw2$j!wTXRZ!2+Fgzln)wY*QSVBUgWD^ppPi-wHfKErr5% z;Ciob45SHTM$)Oa^(1gmECKN_XYw)Pk#*v`(*kd7Pd zQL=EEm=lvc&iw4xhePAyx~A(~-63ocjB1MpYZTpfBll=)z*6m z(l_+VR?_1vOspCZj0@Uok9u=-L%85r%XgNdG>ZXOJrvaLillqHu)hXxoIhPjqI~^2 z{Nm!m_j7I5dSMaUyiL^!lrw3C2q-= z?Yhl{1fIC-KDY{~sHkg8x#ofC%LvkSvQ@MF;>C+(-S*&%ZO>~{nFRBpiuB+{XdWU~ zAzW;EB_&%B#E^Di#~QD6K0n%AKzM~=N6n>gnW8}o zLK2aZDxi2I7S@s$!c91q4+|nQGgD~&-kr~rjx+9Nla-;x#jiL?r55Y<_G|!jNv@ zdSMk?*tc&2YHDf;#R@r!yNlscvI+`fnH|s(I;M@S?HB~4rrYjq zV9VXXhCrhchrKaT5d!|nk%^U`4ki-}a7Ofe$zg`g9LqjW? zFthvnwNXZ$Jv=edp|Zw7V0TehN>)a$Z|!nEb-r?`Ty^am*X4=aH^mC>Z^}A$Hy&h6 zs%32O*e-`@YV@yFPwsA3TF6cfdGzvJb5>PV<>k|GaV0?hO_v-Cw_TBuk)2$to*#c^ z-6g>?Oy%l!M4U~ddhNx+&YVb9A(<_AH2R< zn$P$>8%9k62Fa_xo^G0{X+)mMwwdEnz9AX>Las1U$WY4RS1$L4-nn9dMo{yd?-!AalA@f_cor6OLtPKXkJ5h&4;q=!57wxQnKx6H z>uZbu?FC3}GuriNc&NZ=J?&YwH@E=N%WIM5bKt43_x?HK<3##|SH8xxuS=_|W5E`` zuHcG2;=?wKNYg)wX0KIK6-B1{ld36d+0V)u#X=F*=+8SEtNr z;SGv}2?z<@0Ur~W-kf@=<^EAV!eBaumc#m0Pd^21^J6Kgzf}k zXtzC`py_!T0bpz$bDLimns-r9QTO(Hd0xAp*}Tm(3ERw!$2M~nU>F3e*$*kai+SaReDjXgem4tC zjl0|n|0aMpCx6pI0C6)!bGy5goOAB{ya~_qV{)|s(q;^d^lUJ{FT7{(RM`I0pah$Y zObP%Ec&wyKCMuSyEb`BM%y1aZ-m76?|sKxwG z1 zDcrUPzR{`YLOAV)obh`^kvrgAj%HtqW43&p=I%PbfT{6TE zulDH7GlsG5W5*$p&HmnKy)GqHhbS@NlFyjfwzjquRo_(j`DZ*)QEk~SzYqIJpYPS2 zVLlHK-xonGz4FnuUX?rS6r-`(&96%Nm=~9RuxPjz5ut=zc;dH-aMF?ay@|7+gNHvrtYp^~bl#f)j1+ z?P=@mN@~`E0qUiKf`SKYLjeyYS&pv&q zaA>ipV0poP=Ee>1U|nrHh|%T1$e=s66_B4w>D|=KOy5un;rp_!jR%`rA-r~WObG5#JXvg3-JM`6 z8b-)@9TdSbBq`4Nm-r`zaPVRqk>w(wHv^E#5t%uFzWQ%6kI~-#KEm#Wc*HOn<3N@V zs`Z%th=PPbdMfrsmwmaK4czmDPC%{JpFXq!h(RY`23v7P`3Ky$e}SsAs9tdIA59iTvW>N53`IW{tb;kOOHPd{;W2wXhjyTU5Mz5^v>WC^S?zV5Ll*P6q7F$)7%2lcimJxCHsZf6AH&u7{Mqk>a%bFCd6d9|^x>mAu|-}ai^-=1(bIih%1W&dPg zyC%SJrDu6N17p4l53lfV5DTWLCXwlNeND#R#^jiqU8A$x-s%eH)#9YkzSPxDGdpSg zsa4&c>vmF)cMuU~wI!&o!lX&v_3npw$i&ptG&!TCS*P1%WS+&}ObZ%9mo(kG4+t== zXAV#VJtTQ^jJgfG$H|8GXMYQeh>Feo2^;SH;vb0NTood9He#3JWDo!T-GP&JAA9)f z&zTpaL=iNlw<;Gf5WN!wXyra#d@$|2LXuy1q_VfCvQ5sTR$FCU^X!UGAdrjrny`^v z-wTB--`rgB@kax`H>hi%Ox2Ve4O7)X0|}bu=s?o+fhb+9YhKS!3q7itvL8`Ll<8WC ztX$5%JKa)SC*@kpOtY$) z0#{@=gB>@BL8s7>0?xkxA)8)Y93~j>2>GSaAM)`EODPo+2rYG>y9h zDzGV7EN11HjEszk-3QCi?oKnN?NWpibBz?;O1v!wz#YMWa&t4zc2ZYbu$BX+P6!M{ zhqTwmIMnaq+;WIWH9R=5CI}h zjxFb<2M-(?kex^LYQI|XG$&Kfes(U6KMLMzYa0lw&(o+QteEI-##C)UQBcrd8_YV` znj)&0n4*qy`zP<9A%-qN?08?KBN%R9c367@0r$W@peZ6Du>?Z??bvz@qBsih#Xsiv zF4S$ufKy7sKM6{q==Iel;6k9^Lsewv)3pQ@6A}Ov5XN~Rm=+H2_`T7!L32VUWXcrm z^P;aikVQlea3}=*2JKP@sHMc#Ye;BdBM<`Z2RsRu<@b%w*byB@Ht5rVQu3ICBMwe9 z)`#D}-+^jJMMb6NFs4suvZ8f1Jje*G!tbS}-w;gL3k^@`h;1S8^;dm1o0+US?%32U z+xx?AAS>d)^^#OUgpzK_7${jOnhnc%DisIQ7d4S9JQq97p#nXSmEvtWseUJNohR3e zIKud77?yK)>>Ds}oP2#Iaz)_;`iyGn)OeZcDO^}jrJhd|2|#oayN`rO$i@0y${^Hk zXF~;z3B5KnFnHy(qqS9kz9ll&h}z}p5J~&K=^kbLPY^0FO|HSV_S$UpCA+q_OzGPMLyK3GMq@&3)1c>+f4VVJ?o44QfCT^#wtZeJ zeVdv2oR_~nS+_>H54MI%y3bB0j_~S_?gUIbg}Yw4bMWMzhmPP~hp1ZCht_P@Cahxi z%-3OZ>kL*=jOSi17mk@-YzI+npDRg^IGaqDylc27mE@ee1%nxB3{~;=>z<2WuJRlU zP_Hce`+H;e{81m(p0R_xJXai$H^al76cWT^K3@r6&KmvoXCBMUul0cI_D@Qh8Rvad zz5%9n0a=eVoR@GVc`gswF}@5)@gz_tI(-6G0>K8-{-pCt0z$07_ih9!&k1IctyqaC z9VX13I7!PbraFP~3WJE|1nuN#5MPqq_U>&?RIEVs>!0k*)gBJ3)*keWBNPtzV|4&C z(JYpv06~^OOK3AFu|D6du$?fkKpxiFMsN{m4m^O-lDvxP&W5W)2BaR2ZO$I9W3{#r zGR&WCpTaJCW}3ek$KroPBDK8BT3N5Ba0~Xa68)y=myZ^VKlJSdkFQ~znhg5bLW_rt z?Zk2`A2&Y&%}VdNSzgk^PE-8C69N;kl~6rqlKt>|AOiQBU#e^@BZP2bkA@^jFo7R$ zqP()2z4CpB$+`2k<*6Mx=-pbNjvjV~hleAa*M;{7n4CdgJUv@4pqO)4ZQ{Aw4RPt| zM2KX2*RbSXJ~2V!ygFGxJm~TpKtl@>k{M(QI-c=t=yNv>Vr*!gvl>*raDu2V)Na0- z;Re;p|AL2}J{ag3PGO+KVEJ zR>KJ2jB|kj!G7-%nFwgjYror7V%hKbr&^60XIL-C7&5cx-#p#CLXmZ?MFN8q(Wxio zs2K=>fVF}jS?gASh``BJrQr-h&WziB_v39C3)8c$A~z}Bj^!UwaVB$sE06mWR}!(~e1fV?LxtcV7S0t7lJelRU$(~7Gkt)S3a zHlopWusVRyZy=RFf7oL=ILZn=G_Z3Zq-sfUUF+Q(e(quFQz>El2Z;gIY4zjUqRw`G`oyZgdCDA0Yxj?M?JJ zGe*#3$Paj90K5_q%D6-vb6=IMAvFyR0hfzi0%l*7hKnD)di5WG^^d$RFmBxly?Xxq z`74KwQTCCb-j#*yoct$`AAd~bavgq8FxtQW1nWZcc|$U^)-K~2qcq;h%5voVxs`Q< z{KJ?lyL8NKl68&{L6d`cEVGrQ?CsxpYY*O|du=sK1=Ni7Mk6_o<#3f^|SIJfBGJXg!F(SGv&{a7A1spGT<5j<4utjcfjiW4~Z+$D{9 z^ZBtSPhQ8SVy>EmA`I87*$WC>+*U5!v1hitdbU?Rv)j(-G}}SzWG@p}{Z1)YtvfOI za`U=;dAz)TU{Z|}D9VYEaX@M#lYpEpI}J@--1DhUo*u%+AJ?^?mgX{%y|rJ$UUiI_ zR#kL%c2!;W)civ4-OfmIj-*T~t{3k0+`653+G`tn>e+qBQs}ttv9bfm)Vei7Dct#} z>RpvPwU?J*DDyJ+>m+Q7-j%Sf_F^6V{XSj*{DAl4u{;V_Y^qqxrO3(wm%esIy>)K9 zYSz9rb%d5or-)=MU+W`=G_@0`(nR%yE;>2j3Y@OKfk z^HfN6AC?AB=6uLTt86KuPp1W?=yx0oW+7jOJEY9tF|U1~EsE%wQDww80axBLnU z06K@Yluxg_5LFPmLqV{l8EqCtEGkpFh`8@_|(vtH))!4 z<}GQhh^W2-?80n5KA4$Ig*Di3kn}y>cn_MHEYY?OyYsCG%UF-5c$geZ3&5fi(1b_9 zJr9kjfZP^D^UevfD?*TmoTNXHE^(iFv$eI=4X7d~C}bPsWdWcO{xVruTQfm4a{vlI zNgeEFnRy359$FQMzT~?k?gSX-ywfn#`zw@!fKlfbC}L_Jr%U#V{*X}xZ_Pn}eit%t ziOEp5$i{w_T*ls@oD`gUc}eb5J=paxsV^jgb)j*Ou(G)Ug@g>wLWi+5G>B>O0h-i% zh_(tC(1!C=@$TL1>(?ERy!E-!Wuy}z!dk9?DOJP89vUJQ0YF{Puc6=j$v0w;P!+r} z$s|Fm0DTY>%yguN5#=*d86eRh5Xw@Pd zZLfgD0@;U2Dz)!HS}#Qu6%`Xu8sWIXYV)%*`~nF14hWqiHRY-<(+!tLst5+r;`e|e z0P|>TstddXP+wUpH;TJ5!TeU@Y2E;Obx*oPoNrK&{#=t6b|{e+*a$9Q8jSXR@fT>r zu@I4_W}%2{n^Vk_~G+yfiPQ;E&@7q3E7%j5J^W?F| zLXgA7#iz1i;m-4YG4T#-AOFB)N7o~j>0Ex_9bXlPF`ha7n&ZE+D)lcf}h}bF++pi@NX0+ z`^EsXi6fe>`V*WFY*O7nYHL4L%(#6PCQI!2wB&kIx_rno5!5#91d{_larkJ zq&$(X+toKk!|<*6coN;r9vN@Rmv4`DShpWOeu%oeew2VRq$p?WGMpA-?KV^IcGh?P zu6k7{or^VmJ`4vO2$1x({-92soji~No@+^~@~a_zvZ*s7hYAx-3(lq6K_6ux5r?#vbD3zR$Lq_`U=GYsTp z``t8hIy;wtb z08>!oXG!g;v-^3S`-2Z5K?n#73v0~S4M?a#_Y(04{iOm+a3O%9o*W-N4Eljd-0o}N ztr0X15#3PO!08YIw`xFm8D?#&D*vVii~=6{-oWL0q__Ah6t-wPrXQt^e+Pn@gFY$% zIPqub`IcMGU?|TK8g|DDf|bKR^=oJ-wlNF9Hjhj((Hq~Z**;wFjC`U95+-&20)0md z2xXV;A&n>$q1sS=w&Gvh4^f9)3(D2Vv54P`gtgFBOg6!zKeaYe*oDJW$l!N$BSija zr8Nb>%lqs@gort8l*`)dg5d1z+M{t(`$ss}F{e2oxDjs<8~Xx)K&VU54HH=zUF=jmrq6)=H<{)al;ORi)jGu=1T;U7LG*G0n$I z8zX4+S<2wPj6tCAHFb2{0{{jLxxnhX9stf*W^+_LJUm*BT6{3J{<$5~)YSCSKYslrCJ-=vVrvgC=jFSB&-G!DsMn0Cc-&Q$-BDg->;LTrl+Mx3goFw&@ORAD_pA z^V6qKT84%`A>3zowY9ascIbT-d5YyHP#tjCd9(l{_00gl`zoz3y6us%Si648D(AR8Ee5-NhOL4(Jjkvkk!R9N^DorL{iWMm}VWeE?;%xy2e zk06zh)6k&7KLX(N1AL0^=;-*lFC9oYpvRwJ3_@aIVfo_YL&Ry$X*K({rKRQP$Os-0 zv)NmD`G-2Xx{o8o5DpY3qd!RC56Tn0%==qrzUEv}UhXaO^pn7okFX_;I!L!8uJfnb zd@0h$gr%jWUj&}?<*CAOy_varAFzqas;brJ$^{|{ERlpP7J;Lq%F3#$x?tY2a&Tya zmXZWFgFtWf!2$Zo>8Z}dQNoEFU_Vj`x^D#FrN@;8XkURi9xI-ZJ>3{GP^c^!;yuB$zt+u zg{)=T_wTn{kG7gWu$=Lx_5ExeBiNiMYwgo*Pm#^CTKvlxh=25mn1mSXA-*pjheM{_ z%(lM4lev{mkrU?{i+r8b_GesNH<1s~lMH4GtzXk$TEDl9Nh-h;c!J%(%_AVAx;e6c z+@8^;^w?wiNg7L@Bjr|mt(W-MSQiu=KLLh)->Sg63}k4~rY0vN!CEq!%6`V|QH4>C zc`M;VvCn4k^Jm&8s{FHmXFtp)liO__glWY5&FnE6O-9bm&BYq4j>x~_@^kIWeJ{tU z#B&SU-+yt5KEH0b4xXRaA!c>DTjyHm{quv1m9>M=yI!T7Nz5Q2-LE$^UtkTY{0Yib z)6jsWetV7UfDP;yJ`qU;{1*9F{6WZv7b(&&Og6P|p`f6A&&XK!2=VoO3m_siI@-4@ zs*5|#V!GB3$}xc}`!ELHi}9}h}$Qu{o> z@X?l$qx>kYyY& zk9lys?CkHqHV)eaF|h6c54tQPKjvJN_0O$WdPveJa&yAqv_TW12^La*etv|8)%oe^ zYOtVvh_OVbJT=@rVo2*0u+*U}Pt5$>h?w&wi^b$y4UI%z|5Bfo9q>u`2&H8mMDvV- zRF}<5#?Qx>P0Xk&{L(S@9&>HoS7m|J-4zhw|RtE6k2EBM3u{2?zZEa*o7%_%B#PY&QVOjDuhp&`{h>e5Ce zX?giC5VmQ^-JM6xQ&Urm%v~|AjR}c~`DlBJ$I-)I-jcs`%0ntU*UR_uL4k^91-i0W z7xadC!9C8!MFQp)h2iyug|xVpY&B462${_?YeZEO`koK5ZR2A5352+{1XQs^c52!# z*~$}fFf2=!OUg%qEp~1&Yi4$R;eNw(kx-Y&QyhVE3qOgthR^a(1Sfte-qDwQn$)tr z(xZLw3;TH8zI{>j!Jjf$%#vRu zud=c-(Zkadr-f^wAf_5JfwIP_sr#N&mBzATs#z5&iaB#z7AKd*)tsD@J0n3vPI-o{ zGj$0G30UKW$n}#aZ(>={e4?VX3kMq;k)4k-sHigfOk|{`rI(IvA;KZFs&-3KWOJ-9 z1YQ~R1hJUMC=^5&xq-3*HU$$ zDu}CsVq*SVDIws@_}SGZ9+j6Vm8KP6TwhfU&tAhb&nSg5g37S|TnyH}Bx5 zhvfPJ$ejZlSpRJmOj1r?=vWfa#eMts1<13mHc_MC?F7Rh1XSM9=**l%G=rj>xzm{xhHS3ANh{bXq9a&?yiUS_R zoDC&GfhVDjrif+^F88V`3CvA>=1cjr8K6er4y^q^HXT_X`CDe@3pY?O{unX+>g;R^ zCgGsYtpG>&3E1nb=bCOK{hVv|v4-7-W;q(HLb#aKrxif_y#R`bpPBYJM|J2$3=`qw z`@#Xtf+tcsOTOCKTViVZVVeal*NICF+=x>$f&DfTz(N#6C5F$4b<^-owC|4df-l|i zf6$SEK5Q;A8eGv{8}PVUSXc3a6Cy5&%8|= zdcwd%)t5hCX+C6-Y~EsU!aKyuhFg zlWO9l6)H)e`>L$`mOg4dq68}dd-r1hzy5JwJM$^0T-b= zif;9UDtV7K$IBasznH%OV?mafzAUv9CMM<}pfag@JU5Xnro~#T_VNC_O7#-GeEcc` zZuqiqFvl8eSKArL2D{uICOLZw_hEeJY)TJUh?vs}%djW@V?qLnnz}kf^GCp{X>hYB zqz^Fh3sNLy5Wg(2B@%F|;g?M`U!SXTCOd54dwlB&;|8aiwx#*i={?)XC%=0i=!E)ay_O(< zh&ngF@nt2B**h=jivJ^U4SsNe!`Pp;u5Q}7C?I&m%EZO>0{n;c6KuPXw2hq~Iin+~l2?NB3RU z*lQnMRarUNcpx24Wl{V zNLybYkxmqy)kte+Nr4OV@$(-hF9l8uecpL7YL-|=h%8@ehMy@_0`HjBO% zrMm;adU`NG)oKL^`X$Kj4<9~E)@<+)5+*HBF1i7Vzm=8M2RIr&K0fMNU(4xQHW0YH zVHq{{_u~L?hTC}EgsX;(1l^jq(2~-E-2jpnE`)n?IpG+QpMqGXGhbp|!~H49VfU}D zuE3)5l2r<*Ixi6Smtc@X^sAm9Zfk>XCun9yTYq(C%F4!;0)vw-1r@WiT8MTLkh3q4 zE0C z>ZmV%qoSk#MAdS17qOjd%J}?ETFeu2&}_mSF$* zW}R7U?Ykp@Wn?5@*AgDL+B&7r&^>+JXYzei$H%I{U0+S@0-16@hE&*<>m=v_4D{a0BJTW#2c z(1}pNX)&U!*_;$rkZf4M{Z;gb(a@{ZwVNnfTLa(Q?p{VF{b{hYMEa2S`KD0Ni@5Fj$zxRyJ`E4#vjdkr#R<%N_Zn09eWaC@ zeWCVLR#&h62(TP0eg;t*8WUsuvaB~sb4}{{C1|kfJLpJ+Oh!nXmuxm*^f@RNxQ&9c zJ{&>QTY4J_)Pi;xO#z?LEl_>xY@nTfhj-^KrRzKQ#?s^CwA3LJs5{m`B?48da6PAA zo98ck=a(xpQ$I>fOw^}JCP2y$1(ip>nwy75^Z3l#*0veO1rV#*PvFMtO^QOnC)kR) z${%5f=oYHi4F?B@kkT2blL7)#H+fw&=9*(d4i=}n1VsKctlSX=Q50^wV!!H2#teH7 z67Oud6gRJ;Vq{-vLmL<-c(ddQ)e23@R6r;vq-7Dxk_STiGr1e?x&W`P-o8aM5dyY* zWfhe*i;EaOcz4|_eTHHV&AUsbAx8HGO6)pw_Or4_2{%_fUFAGac z2Wwu?15D;(Wo3;%JadUw%z5LYyE^AFK01n@&|H|k&v#%MWpnv_L!HL6GNrho0W$Xf zBYIv){&(v8@Iv!c`N*-fIs?ayW|(mbYSj*J^0}BVt?<+0D4bQv$jX8+d^bYO3k1jm zl9zW~9WKnUX!CvfQr^P(G7I|txtrm|OAd+LD)6OQ&tEPWSmK>}5CMmsNT%OBkC39! z3Y@)k5n3m7N!d$|W7PaY6*&B+hS1Y3)Hu+!Xw0>X+9BBX6FiSM^nM zpQO&45#z?NmDcd84}~Tseq`I{`BIlaH%++r94eyS`Zuv><>oUV)m@KL1_DT4&IWP6 zvFQDFR8m~RXx;hlcQiY8BX1j-P_BrKHDmHnY`k|}yig9E__mp$>fEsxTr!a#vWs{R ze-5|Z*~jy^3-K4|;rd0?+z2l3;&M~Z@FSg~tJgV#t*u|hp5E!o35!a?R8>{IOLM|a zL`J5WH{w^c2}isun?qnQVn4gcnPy-0VurCM|6NCh(0UkU2y+d6*Dy`s@Zq}Bat3Cw z(|%xIb-Aa}cylPGi@i;GUv+(grN`Qo$AGxWlI{FpK}L~DH=a>{CH5W6HOzLDWv1?q zj#lrWIP1CjXSH1ObONPLrK?d{1_0DRjQ~RtqwBr}alNAR9bb&bE#K`KTp%%^ilJZO z^u10?AE|&S*W;GEx*Cqb{<%a;OKX>QFGt5@2k!;ZGt-UbXrL@qCurY(JY*hDm#2Pn zw?(0xZ0H`T*wZkvl|EcQ0o4uN2a6h7w^W*RGZ%`dOzfpmwMF4#G)`x2f zW>eL;l#=n8#TvS{VmChkv*>6H^NDep-rU^Gp_LmW_Kdh~E&)_IJ2#`)BbJ>#_V4>= zj{=}UA#hQ;iI=N>jaxr{aR1`+@@rC(W}XkrM$U;_M`vf7Z{M{K@8x-OYb!xq!zF2g zrb}OL?`yC8k9t$vMHOrtbXVgB-GMZS;8{W5Jxg*JzT(1=Nc;0cX&A@T_!ZO&fmdS}5; zj`cI^)As1lrlUfVy+B!te#^dz2^Ls=)mmOGAbsf(jZMu9MDgp$4nX5vJMorqo4fWDu=071GbK{u?P8l1^oU{I!3W9v&Sz z5TAFIs%lL?Wxg=y7JwoljQkLXmsz&%#9047-3+VaEnBPf6u-)jT~ zZWSp9PS@%DsaJoBs5PD$hRN>-o;wxspQ~7Qjg8&2ok{W{;c#5osIqlhZN>0i-8IRp z;6Jd`vb6NEz9#U>p&GH8nx`8- z{u>=ukMX0|M;lWp!YC-Y7iLs9Zmw~yT3~ZM0_}^@@CZGg!xLFaE

^R7hmlnl?) zyK@pvze(#PrGnp*e*l>?yyQW3g{7Y)wgh=p7vyr}Z(K&^#>V$z-rYg-yY(dHYoq29 z#E%O#r>#=rP{PQ!L$yjQwFnx_ZW4q`Q}SoBgc~U;_|%9(4<5DPjD=i!|Rt7rJA@| z^8Oy~EN2N{C;mpb?0}rb_{66gxBE}s}{Vh zp{I0h_Fx;WeljnyKTyLlN@(C$RN~N<6W)DITUx?=0lyrC8dl5Xlq5hDoX;hVz18H{65qB57Zl{DU<4huJGk1OUbE8%XWxMt&zCa8SBHEc#C% z3CQE^oJIQj{@s1Ov|X^ncnsDZ=uI@42Cwm8T0<{?YLy?=`CsZRo~j+aqjzjmS#w=3x7;@|H@Ll zB=bB(dsVz=(%*`@w2U|RS%K$CLGtL|vyEClw}Yi4laYdIN3^{!f-g?=sY(eIe(0Ny zE9&=XRQZt|#b;V`5xjRkImyus%s=1kzusAx)Eb#M&48|T&7H0k8&%zpHo5n)h9R7*PB%xFPl9y>yv|| zUp+KPNE_nyAC_h|hVy#qUNluFVJPNU-WK+wQZ@FT1rb+z{sCs>q3juR@1CXTLzSAdJL&TM_jZW>-On4+p8W8 z;fY@2BNiiKQ>}&${5HF;zGbIh)35KGo?aIIuQIMY9Llzfk8FiPc4Z5x*IHRZAsIwj z%1&g|1Ci%UH6;)DY5}VJw5OO_r>^w#m*&5+h^Cz6{^fKi~JhefMAYb=}YP zoa;W%Ilps$_qm_rIn->mT;5ykRp;y~9VQ1Ay7m`LIl3yXE9#J@dhra!+<9X1#`l!I z+zo3ltODv^HedJ_WrzLvV+gx8zd9e<7d0Mnz7l;woa^Y?Pyda6*QLYJ^U5ph3ZW?5 zxOtD`QzbJ-jfhrKwq(s>aDb?)KqCqrZzDB~CDMcVpM7$O8GJR*JrTu{>rU$hm*fzH+f6qyzQv zY5Ut_CJ+*=dsuVKJIVPn{@G3PN6n3~H#Uy<*DEi5im@uzqrgt#xOjCXE2H(q5q<~Z z5KE&{zhR8LN=vhil-}2Mf28OUgKikAE03hro?OELsj+L?A{!lsQW_lh*2R2ufJZ|6 z$S9}Sn=<{bfNXBfC#S0X`t;R+cG7Y-8$4}c_jEVN57sCp=+G|j(JI)`%2p5LtS0w7 zzmHD8q;Mb|lYj~trdh8oFU1G1j`;o(7^xm^S9kB{9`9!4j%3{S`IIxh)s@au+LGzB zp)lzuGHCG1xHM#Z{$Wz?4l`hTSA6C|f2miav$?|S&Bf91Mjo%08QZ{HJW3z{r2jWe zMKbM@$w0@#%m7hlupcP8Q13YvF@S;9)ee^8LD5Z5U8F9e+nappzWa^wf|KugIzQPX z%JNTi^BFa%N2tGgzxcc;*&nx0=N_-8DkT_axNluH=2ml67iJ2c`}RG=MjNKQjjoR# zAR2%Ek$BgIK{l6()%4*op0KzZ5?+1nj({B5e?_jzfm&eh1y@+$xA0VPqz;}?tYb&K zK&zCbB!O*kiXe>MyS9|)J-c)B>*GfgZVrUBXDasF=d`(i>$4pExKEYf^`*^Rh_`Gao#nk4D|s za{^vSmr=ZMwW-BX#FZr=9+2(mBY>hvx;lHfGJ^~?!k9hr!Uk#`z|StRm5=)v@~^)> z0m?b*c|3i$ucJJZlv*Epk?Dkdr~K}4%?l^SPE<(m-^xuQL}A!YVkd>h@3M~^Q~FU& z^IiU`0{W2E+_N-=l{fKug>WY!T(&q5e3!%2tLP*go zoO1&s?G>{MA26bdk0zst&#c~K&57!)O8>=YU@{V-CE6dXr3{+lq_cp=16Sl;ZS3f! zRv^lgnz4MNe+x0EnIY#F%P%Movft8Ly`JsIbC9n1f!xVPGU#X<>Su}3TD7_1EB<-8 z3PX)~A&{19k7Ssck|g2;Ypt$!G;d#MnFyK2C=Nl}0~x*m%EEX}!Gjys=jx1)8;L6y z3a3;_Q=PL@eDcD~5{2emc5y6iJ!BRTW*DLb^VSZozb-yLz(a4qw|;zImn6z~?~a7r za1>&DO@`|^n?yiud`*ES(?G~AZ}}7H*0)Rkj-9((?{49Fn%`6qDK5r&ecaY{88`L? z;*~se$K%RcrU3lg=Ii>rG)B|AvqgkPW%4fFarw|7R&JqgeZc$xei9(WL zt^J*BB6e|wP|_ltvMlfR{hRAl0ZCA8m#sJe4oL1zYrp9>*h9`pZ0qEDP?uBC>RfoQJm7dm-zbc?LZP@j4Bv z_tg|(_G3Px#o|NV^H-plAx{b3LmsQ-1n;NuKWc9k$bnskLpGy|MGkK~#Hmr_njVVy zD$0mq+n$;i%3=LpOSy0_hY%={*>|MP{`#!n=V{C)G4$=$%RQbNek(KPk=RTGhhL_& zH+5t%>y_Sf4c?dOx+mqSr)%r*8Lb0-mM~jLs+v#nOsxH))zYNu`Me;}_R^N2-Mv8} z@4evgOuC}LSK6so#;#ItZHxM}tW%)i<7(PwuUhHi^L$It z#`L9eR^Sl$IF~3Ioq5_lC6AAsQ+MPl}OJ2`0jz*H5W%uhKbt@;CFgS>FM_$+AY$ah;uwPRwBVZFHa%j+lzrQu~7KP5;Nj$HW45+=pcnS^(edNS+K#+_a z;cpTmRklTr+Ze&ODryccqg67u39qux0a0hZU9pzZyQ=Yo|H|>6nVQGXb|4^bMJlW0 zJlL6Y6(zlsR)uOOWaRw`igpP(wQuT}fHsIi0Feo=&qyd_0>LE~_-j`*EvdElRD9jU zruV3bKcW=GCXgo3ygW-a0}#(YPC&jO+)BXvC{jm7hLC-)Eg9s4>a!*Y1!nt85mPK77Akb7H<) z2qr`|$X1=pA*wQ%b25cB*06WI6ywC)BP}NRkO+Z-qdpTU`d4^DgCJ8F90GMz$I*uNpXx4}-H|AXo~1ZXM#XpA?#z?&%lSS~Y=aFWt21ElQO&!Ufo! zcR(Kr$xpuv6uj!sHdvm!9s!DOnVE9kEwkM9oxQwbuUXye6Quz?Nw!@BN_;sCVP3|( zvKcnY&ftDT{8#X7)RveZF;5fvQbR}Sy$eW{ULpacgch(6kggQzp@-gtK>Y_P*9$YhMY`(oiHOpe4Y=!y{H!lGDM%y9L3+ z`zQ9!t;^qdb!-9uU31e>l))?Md$5X!_YhB6?zx_q*+%N^g!}SiL8PxVs0|FXwe_A} zyEP(o`~4jit$S`J!g-10q zcYC_g0rInWdCuGxSyy{pJn&+<(5+xlv+1;UK zk7w7e{Mg;MZy$dmgGeRr(J1}pgLpSoo~2J>z>lV5--<^C{^kB2ce3w8gdNLy(0{!w z?b~nS+W`xR_b$VDW!^Wgey_WEQFtxHo7ex#YyT%0vG~^lllk-SgkHNMMwcJH3$efc zpFjF9!Aw`X^Kd#=Sze3izlZzZOT2ZFrTg2u*vQ~vk!qapE&t2S{?B>_(qaA*;=AnR z|J(uD=-i|DTQnX{58V38GCWJX`wYzy6Pix_muTQ&gM_aF-sPWn2jaD;C+gj3`&%^b zfGYp8J`c56fi>#Re#Cz3FTi+)&LI9vP~Y)0y>-!Lz5kr=FVO%X=JbD7;=io=|3irB zJ$UD;saB>K6wzt8b>`zt@Oz%h(Fyxmr#A8av3ke-2ljjomnZ=xxY^Jgn0#N~uz9IB zIi3@@Fl*$52p-x z^2t_RKf-rQ6c4$GJey=A~2?f+nRCu{_!5FgsalUZQ8YC^6j`#;ICM#f%Mrn7O{qk-0b$Kboc$L2B; zFLkmZU<@ust(oZbwL}n{bT9^>FXGlkCEVX!b+u9N2htHHx%G#*RC35Wy-UMfFT#*uG z_W$!>!=q*&f>mOIdo`uctmiwTpf&(Lqh6KgeUB#=p7=w`of-igX87e`>nM&6Gir!8@Cn{`g}AHQ)3tV%mjn==srd9l!rx zFUWH>CtfTnIg(!7D4xf3tv;=#e6{i2_1m@3M36J0C+kI_zULoo@RUU`{gQtq>mux6 z)L?3_U)s4}>ZIsoFYSDv4fh~KQ+x|OpE;xJ?R&*a0m&9lFFhDU%$Vpi{y&*UwJ{Tx z8c_RQ813?yH#sX(tov{-Aix0G!&CPIpTSkR<$Is__QtvUkTM&v?Uy>)rFwih5!FD` z2su`6HbBRHxNN4;Y(=`ckz2I*;@uUE%uGuKg(Yv|ivR>`pjSr=CNzD5_++T`6y{fVR2Q`9{=ZOJJ?`GBjDm| z^{9HIh0mG$yFI*9= z0Fv1f(fuguK?oaJfdAQnfw66(%@6^o)^^+!isH~kqB~R!FVnX8lf60YAdWny{uA?{ zQpO-sJ$dOnYtG|Hk(Mo>Kp8D#h^U`_gL}o?^_=k-pYlK1Om?37>3;=A0kS}w@T@D4 z&ilvf`knSI4^pv}hrYj?Z-X0-O`$V39SpujCo@gw2fS2f+^H^ET3`bcS9qQN@>Gi7 zZdWfyo?`}hP0wE;Y{-%xee`G0r*4)E_M{=WO3bU#d|ftZjZATuu5C`7eu3LX z(aVZyQL$ZGvArLSRm+Ifjd!;h%4A6;M@)TZy_akDJTrj=HG6~Ou9~nUo(}hVa5eVe z54HHQ3h+6bc+-tUJA~`@&cV3(6lY;kv=5v2w7!Qj)*t2yAiAT})>tnKfg&3#h}t6z*EU{ClR$EfvMESi@0obt{F3y=Q52!(7blE$jQZ=tjmi9}ulFF#c}i-bdsW&&tAWY% z&}qK=tm;gI`lcSEMWNjKq>}quYftEAp6ukpP7cRVU;}V@^DX`H3${W<7rv_l$HIL1 zZ0Dy(RqeFkgnCsOrp5hX&Fb~irdf+bF^>YLieBNZIoFn6MMju)Z!$=eNsSFDN3-rn z=e_(VHo|4N#8e!*q*fcNf!;wp7YkNc-nC8!00*Mt-^>i-dBdPUNX1hW2k-0Gz9Ul3 ze04@?dEZdsoW3(oW0zt9KtA;`8=p0B|B6uq^O+D)u~M6*ABh|Vz{50MoNdQ0tE`U| zZzh3D_*8#FzXB^csUf}@+g-;LNY~I0E^Sys9QE)vO^~TR`K%i@*gz^R@x48q#>uK9 z(xXV`o*nQrQp=6`>ZITdd)5U{epz9gc!P=sEv0MC*f4*GncF-evU+ZbE{@~j3c=_XZI+!@a>B-N_B-RNCDovM`Y9jhxl~6D`g|(KATgmhilXMuQZ?h z`!_rhmSASK6-O~tUbBYA^WxLMN~6tI@{>IjJ%jl8Gc$o-AU zVTOQHSLn>Y)#-to8t27R>#0vnvac`BaHXwJ%z;;&0g5n6&#(g66S_3SRU%loR z#|G;d59cZSEaJ^L16#~Qxzz>$F6g5DNZ#iNMqbiP$&Iv&)7({~v;~jh9960*msVn@ z_VDeM;F!-A)&!+IQ^!Fn?svpWzZ@m_)~WZ&*}_N03F5mehAF4>{3U&xB>g%m~UD)dsJ2gXcnDL|Mtg~ z+E0=qf*p@=RMabJ zNT0dmeDTG}j9RiQEK1P72%wR@_1=4H)1|-d$YjR=C>b(T*!6oNgm({jRx5`!Du6OF zc82Z~Tc2P{^RpD+tc)Qv|H1<>3g48D33gdtKptphvF1o*I z^VwRD_LirBBzVmT+b`eK_-tR<#Y#5?l)uD0>N)?DV%X(=_MJ?1;&{E(ykn0|n-!lo z+GVf#_J!RX43}D5zuP@le^h%(g~m^Qqy?N$+V-Wa&T1k=xQ&XOfgEv2b#cQF`*vlw z`!4kH-TV4Uf)1}EXoX7l7)}mWY<)e~J{_L5OY$`{(CCk2t+6fAubbaX>);MB)xn#i zHM)bMFLGRT-5n*aq*HkBqRBoIfK~}&lwCOVq~P!0x#+S-FI?HjzJ2!L9((LhojgB+ zgI{+*@JGs0SAv>=Iel-`Bgn5@2VkT{uJg4_KXzfW6FcNi6Td&xRICod7}uxEVVHG- zIL-F=%=LI!Rwj0y4_6fcy~pqFJyx77`Ns<_YE*ez$ZZvv>{zHhd;2Q2 z?9)v^Dtq!u=v&Sm5HVh&;*}aocO0PXc#jfY{&PF$-Bk}I$o>u+6(t-3YEvPI8G~)} zv~@SG?aHI`YdII;S7z1SJUu|ziZgPHrMv3E@!l0Y2IL%%7u|$^+0yd?35gT6#16We zhrCb(w7Io{SgI?l?Xz?p{D;$ej=kEDtFj00MnNPHtI-!6yf?0rLEb*gA$x|-A4$rZ zz6v(i?*>r_yvV|M52ps26_LCF_VtYNxRrpprpV*J7&r~dBML5WiVf}#VCd?R~h z=4g2UF)k=k@n*U@D4dr7${BmG7<3hOo~5q=nya2^+^)=Dg2D*|MWtA@oA~M&kKXHK zpVph9+xyG)o~8f57c}-&H)v6iKHFWFIh&6WO^fsX%)xMVly0O&2=|FQm;d=$OR$J`Qjj;n+ELIZ$a zH&?>=mBsH_`kPCvXqam2Tn)W~6aad022V?GUmcW1Knc%Jsm;v(ON>Q<7;~1sG9$e@ zDBYKuv#5u>@?Y}t&1F8CHP`qdYzXFrtgy5gTj(Vb>!c28KvOk|l>qOoF2qftV zK=0HqxUC(h(dFEz5gp`3G-v!XRFwE-@7eI@SJ)w-i%?cZ10A3!(Cuv&ISeCj_QwBs zs6}#P1+=I|7@IMT?|0rxDr~*PbvSx@bd!6npoa(CFa@yyKWXxNzQ$Ow#p#}D?+n1f zs@f=xpX{Q%fZiIDz-N^r^3;2G!ARn}NAvrekz5>-*FuDn@Fo*ebBCx85*Ex$+d|F?zK4WrJ_U%s6l6LP6 zYP-T3Pw#5>Ywd0rz`-hGCu2`^*}H80ByrPLQIdxV4aaMRNVr>tZSU*q8BaIy$~x#a z1YA;MTP)@ch+k1Mcd7Duw5B&<`HB)3)dt=UG z<_0uY7(j#D3Oxrp>!jI+q@ha*42b2MQoS@6M349hU;bt94$w%GuRjrFWCLt05MH?4 z7N7?7Z`C!N?)D@%g2FJjt{toI(AvTnA}`fEl;dc(q#w}mR5Qs2Etr0~)K7Y2Vg(tU zW@cbDNWW0F~n{mdR(losJC*0QB zkG^>|vX6Rt*MmiS3wu7?$zi{Fsc#uk18V;;pwoUB5%>L&0op%X)eQI=Le7Q(x&cJ( zEi4j3uFN+5G1XIsi{9^dGe?#j2kpxmX*J2 zPy6l_ag^Q7l)m#5kO|%B@Qx4G4GMp*onQ=^unO~-aq|EtKnIpvtT(x)qSC~H_dVeW zpccZ!e}B6^W8Nn+PbB{H?R7`f1K_za$YjWx|9G)6h)(#m;p|P(g-^1t2hyMOq{W;0 z%UJ4VOCvg$f)tsGy4gy-w64dURyl1(ON!goM-oz+{u4eP2ASa{ zaPAYSV;|w)UcrBg7^b9+eunf=mi+>^eH9>#QP_zs`FU)>Q#lN!owWp+S-Qw4G ze8@HKYl`CD9T9YPfL_^9M+wBzN}X-GGosR<)C}3Y6e+${38Pc3MDLFxJ*Qn2lL2?gsd7*OX*#7$-lDFf<54P$?n*Vy-`@Y_1Xu#5 zB7OElw}>` zSu&-sJPw_^zl-GKpM4+%T?#r=^7+gkR=BIDb?l%Qzp;;t6r;AbXyHW(qHf5#ODM?# zum7Z0UF-y;h|ag5Bmh}VG;D-?S*E`O+Bs;sftHv8=c~pkqd7c|RL=a4)mQwC# zsz0BXbwfe3UO~;N9&e&-{HMJw4r=n^skixd7O=aE{-u?7Z6?m8! z7*L%K0rhLr2wZG)slK@fbx@i6Vf*^;QSBJ}B-*U~4wKRhPFrX2zFu6nRlDWA=)&_) zi@Lh{eHpZNnzpabh0a+?MW0xR4Ex#Pl=I=BB4eVbR4MvbXh{>BD7li;8qmwS&HB(e z*Oy;PN2p`v2}S4}3CDZ>sFx z(7NzhO0?S?HLy!+dD=ZJFTMtvw2twa)15y6YP}_I(`oc-U7>$X7i%)c%-5qtXm;KB z_*a;a#U3EHY2nNlVSS>@wE^4cc@hpJLC4Y2vN?L-1K^xOH})2HL>))iL9Fa3hv9ao z_6b1GuqqAMM2&9%!FLM~U-HZT z?S{HqSH2`cv%Z9#=#ztMxA))Jb*&W1cuTKs$Q(og3JJ!x-(T|nnks{kY28?5F$}l4 z+K6uv;5b^4g94B9RB_Y;d&Aa7NtE>Y1j-dP4>)3z-X;pefWUtF2s5R)xd3U9xvt~N z`Erkt|EU+%nA^eV#X@6GLHu%BK=Xlluj~PjShdUO3j>d8`w~(6fmgWg4B6mI7ia4n z1~^DHVlVxV7N=`I=P1Di*}D@&(5h6vu6=A{7pSCT9nLD3Js>tyMK4Qh)U6%2leVkv z2U`SlCjjwj{neh#i9E;Xc$yu=v1lG0q&Qb(~2N0 zxL*8HFltmnajvyJBCBxxLVJYP{YOGMq%Zvlg?YQBd*)C=q3#I%a9eu8f2PWb4m2il zwl4r!MWwanMouokeLUt%NTUjBI!E${H{etVDE5U=yJOKPuCXyzy^dgS(B#?SwK&D~ zu3q7(AM(4GEJ()+>IGvu&e|Pz^WfPAQVzR>OX{&FL2ldR>#{^u`2R43&Ul#AB?>zw zt)3Kb@6v*cEC2};1#B68RU2P>ko0xY;h@Qq`+`*ky!P~yNOiEm9RJTgz(Io%Qt&D4 z*-sWyn){Vksy~dEN?1?Ixa%ajTAdr~)JWE`=eHDtZAb#;sXO==`e&AFdWOECd0au0 zEX0_^pR+{t9Z{*-#d=jNwxrL!B2OB|;IovNyX*4uut`sR z*E7^FuB-fV0Djb4?Sqs0Ca*LkVGib-j1}B+XhiN=ud6PensP2uYZv!JT(GwNk~nwl zi&(+WnowjX;9po^MDwx-9QgMG89+t@YDt2FB{fS)MjnqJj{)__j?PIB%9lf^80k0N zCy9Fi+94P&soPp3d58<1U2`TV%r-q%xj0>x-UJ9~iAVoJSIkU{ItLGP8!&(12)KZ* z0poJasqdJ6=#f)%Ly($jX6rALByj6ckJP6OtATVhKkMK90%WpkT}?@pzCT$?pY(-a z%xyhE4z)30e}nWq(KQGkdX_c7lBEdTAX(&e-TdNB*n9h-1(W_zhDSwOUYGV4z3)bO zNcc(HTHqa!ko6wm(wyc;IJokDFiUX63_Cc$69Ae!>>fe1Y%%n1(7@E=MG?BN4Ff38 zb^r}EF7~ZVcp$$gP59boO>Dpk$jVx{ssCo(e($abDa5@*;KCZ;$)Z z!yY{{uEKS>JjpOpo<*LW;7Vh1F*|eThaj9U%^(!xz=m@^V56~*qYzfX9Y4*oV5RMV zd1c!#9hbf@eJ_!u4n*wtYo`A@h>lE~_O{-t7C;uh6tHMm{T zqy#$w=v5V9NRHKR14Ov;UjY>|l+CvJ?YeJAW2slFOACI^3QxYBzGKtiKLh=Bg3_Ov zjNDS~#a7ZkYyis~N?$#y02Hl@iCXPBnx{W`s_)|K8dhJ92hi=obdraU99x03Vq&WYN}j^F_TwXD=UVp~x&z zW#dpL$P$DESgl6YXb7J5y+u-~&u8}%klT&>s3}2q10rX?TVY!o8eT2OA0}&`!jw#Q@J!*dIJo5ATXw1~l<`3&1_l^z~CBYMA*gkfu z`2Dki>7qtH^u%UEbjM3+Tl-nAdm3(I_R;qImft^$2?u4*tMh>2E+yHnX6qW0$V}xb zdYZ!dma3(p+k_}v_QUGj38&h|Q!ZDDemg0e*+TEq4Ie27#Gh%m{v3avQR>7VHz6}{ zafaZVh0Y1}x0r82?kif*h$WnV)@#`!Dp>XxcPH)j=u0yX!jQ`>o;#*6m>r=@+Y~Dp zKe7~DcKY=LP%B(LwuYfba|p@9ymBE$-I{=S6;TDf^$I!@G(H=cpLW`7Uj1N;lAt-b zCE^0M0{_)2?y$pD{?H_0-ADato%>|Z4DEs04$d*Y6|k??O9mtLn)YIQ#Mkj)rgPO7}ojqf|dzEXfmg7S=2eKsUHo4|;B(h$YCuQE7z7vh+= z%sJipn{ECpMzPjEhji})sgz-^j}ZRhtqF8hhOm(DAzjrWMkq*(1%^i1@Bia64dWN- zo)Gfh)y*e0qdxDQ%UaKT|GM&1hIVPAt0E&fLc7~oe4xSLZ6DsCM%UB)Cm3a9W30O$ zyZ&6>cle6j=Rql=wIlnXYaG$7pcBL_Qy}>*btt%OS zLV&tM*ksHQ z*y?>WCRf@`?v_M=tpcn?o!z8Bdc`+$yS$O~yoUdg%AFVIQgHIg->?@Dr>Z+AWw`I$ z`c0j&&N+w41Jw5-?f88hB!)z`L_1QQvv0;y>NNU~Ags|^(nRZu;<~c^1@0b&e%8}5 z&03pUX0f#f%5I|DgX!fSs8RhM_UX=vJlC0c&H2*k@Tf*V?Pj(Rm*Kl-{o}zP1^7Xh ze8MJbey8KJ4?w>jpx~-%V_+y{ye!-##KV_YoNzU2j5xWoG;LBPca2Qh_<{~ zj5n`Motd2|SytH?5NO>oYwra()9eg@*^a5V*Pyil0l=OKfnZ~VBUY!DVm!-xMAl*g zX}w=@rUE`(elPR!%Q+I5Z0yMS!eIJQe7!O3$RlDdeQC;sT?D=-5OLwJtFBFJESadk z=0y)d-c`l7Jk}51qkyRj*>)Sxu;EW1>z{bnv^$`#_tLfS$=!M!kthXkQJ?S>`T~YR zCp^!#^>`villC0l%-PTL`?8XA-#8ffK+yM8`}G2%Z^sLht<+(4_ores1N0D>gw=iw z@v^|0vA+{nDWUg#Ea!_|5jtFhZt|BimK2-=k;e!|# zi7_#qRoL$Jd#lIp|`c zy3;w`!ifosU%ZNtl-`~jPyq&Ilw!m$u%DhUN2{J&0Nbr@`(0CQtOCz3*m25&Cn1;L zk5L1h>gH+Oj`FWS%{NX547_X9fVtcRz!)MNaPC(PUdfKpP>JI(`J<#XIOh>HJ?Ph2 zKJdH1PL5O}KCD=VZl%>97=*Di5d>Ri%w+qQUwYHxvb8eL9QgBQJP?VjsVCKa0ZAhdk7)fk=*=fmiw0mVwsVHA8hD0a%C5-C2r^chxgtLmKkZ zA04V|7$6(eY!;!Qmr9I5icfBVeoFb5{nuGJ8LjAFf`ZhPO%Q_qj=h@`gzwn6`b zNSiw(RGa+!9-Ej^Nn?dqG!YG*Y|lrk2knyyh}|%wypK~Ti!d1h`-6&!M2u^t1l$?; zjphR!uY;w6j$M3O-^;Klw7!>{dZmZfHXnJUe$-ifke3yy#y#5}NuSK0?(n$?o*Lb~ z0Oeb=<9-YCx~WbC0j7d<1Yx)zDk*q{)0osu`X&{!E}^9pErKL_piwg8xGv-Fr(L)A zKB~PH@ID2Fsx(tXy5QA=UWJ~_d>z4?J&TPpJS__uEE&2?D$L(hl?EY@H{0d#4ZPTScs z!kD&6Pntg*;Lb4jWW2I%^0v3kyCH%9sghOva6%O#~b#&zKadp(4Xs5CC>Gl+K!6^r9^DXvO=AN|gLBV8izGnvg&oy7nX0d39j(bOLdzVZ2XuV2Z z2P|6g2T;>i{E3!%kImfI_2-o{L=o*Capua&9wSYs?J>XW$ero{x>*OVv(!_G3RHPe zDufKeW>gL~2Qv=W%eY-@G9!dbz`uR@+|lnQ#9G*Q1~SdyAB{YHplFqqmZkuwla$@_ z>5Ypk6$SyL85hE&1(HhW5sz;3Ju+{tW8vI#6)-gIjgtYtSkJdrc|G}=0SR^GGi^8g zCR?qvX!Ob)DD9m6bD`5z)mDw;MNn!6;ju<1z=tz2v-`KP?e4DW5 zUoP@437XoW_sffcKKN^*rowidsWu&m838^o@>b4o@AN|$vtyAH>utwlEZQfsMnNPiZs9?^O8H#hNER&@aRlT_?M?7(ketApFmxG!K*zCd9 z(QNHo^y<5U*zm3CagPj_EYduRB^Mp8cd{|;EbzS{>*3si8TFW#ZGl8FChahL(wcMM z59uZYQDVDF(ERZGp?2$3JcA-<7>9)hlS=fMwWczo5AoLnmbfm>&iQ)Zg`iC~E~7lv zN*!PhZBTBQw~-=AIVk@3DILDNvGYvdtd~`l!0u63G*RI07oBMF>|fu4IZPgOf8@1_ zjP`5>EW4wvS%FZ%u6N{}jAJ66~TYD?tIVmQaePAknPTh@%jg3NHSPXL{DXBeODD2+AgZ*OhHT`2;O%f>v|+)|~v;jSU@}*`0bwnezrRwr{lY?p2?n z<*sdtMfnIi+Le3qaKV|ZM{HT5xf~vhzT_SpX}Um-RXa!ELQB(3wz)r*_ z|4|JfW&0X$;*)Rc)qE4xo$cI66)@iz1K*%Z+%5R-p9Lj|xW^wDk}qBOt*HVNgNf5Y ze^6VdvcJY8n@H5=ukmx6aG7ebOwD2@C@h|R*$?OzVa)a`$(f!xM~VqZjnt%FYQiQ( z<-p{ijerb36*{uYE_OBk&|`I>LHfN>=4oa=)=<^*KsxS}1E)b;OK{Ddb*7@+-#_|X zUdMgQNNe4W3HRX-iLZ<3vjR}N;N?LxuBnU z$)*YeF=k+8j(1;YZ#zfy9aV_l9A+RZRx=>>fF%=x!WX0#rbF|M@+$`#);yQa1g2ZV&Zr7A^^p93=KX-`B<8=NB$Bx8XSx@VO&RL%?gbValejq8B zyt$;yJ}n2OS)=9lKP}P57ZEGdbE3J*rMVV%+TXu&z&O6mdMKNYSjgXdhX|2&{&TNlsm z3@)TF2=J6&S1Un{*l&OQWhRE`am|BCpsnSt5)uL(n)}ZAAw)~f`Qtq0Ji zwMKyXm+T+wPuR+Q$Q?8GN8Arx^lxO=bl}zK!dq?4Z-e87Mn1L(=o#^(^GP}EFZ{kE zb~?K%x!^in>p=$|SqY#(`D^RY?SK_Vb1>=Aa@A;5T;m1C`ko{mhe;SRSu+qjm6>tw z*Cq3z_JU*qQ&O2V*_6EW!?DQ~v5PffCkjpk2k6zH&PSn7XAFyQ2ipbbrTnpv7CEP5 zTSbzsf81H##r}y~o%I_dP+n5OCJ9!mE)L%gYp`YCug<0TmqjzrYtBbfanxHC@43A`3Z0!jSt3 zbEmy)R%$d>#ymKcYab4B3~Etd8NH_;U9T*7FYXP;O{B1$gE)7#%`DKq({G$g;W`u#`7$b61sDL{uA^ekQFHvF6$Llvf~=vI%ACO)7p$3+$ufX6rUgwe{H_} zYEAA_sLQ<;b>a~%^vmjWJ%?hGjsA&0=d!53~6Tn@UgE(hoFIonc>J)X+Byy>sxSSs5o8W9rgOz zCzr{wC5%sOJ4h8bvDKjA*O}|0*1ePx3v4}ykDjE6bfhY0HgO3q#%OB1Dfd`xKsM$t zSea3&pz-^qLl7r-$JD87^$_L!ryMMaoyX38?#m))tTgYK+wUw=gbq5&X4sYd7!yEh zLMA+dT!3sQq&s~aW4uy*z>+tBZ4Jbyji7D>kw4lRCC*`TZ z>Bqw4*Wn?xO%p8r_3H3M!wwL%v8kR(Db2ot3$()i`^-*Vh3)hZNr$z@mlhQUetp70YMZ#s0D5`i|7` zYE(p4CFk=}u5ZVQ^xq5nog#Mjr1_=AE03+ueTcBBeR3aE;H-&uRfg+i)DE!K4Hzpj z^ho_9mk?mGvS>2(VrBCIH0W(W$r#jZgY4zIg)r-hMHN@#k-` z&AgbrEangKa`et#amJ;6&wdlq5nJ;2IlAV+|KFYd4vUzGLU*F}FG51s`Wp(C70kD%j8 zK%~-21XYl^+OY<_u>>Gf=No+GpFo+OmEUu;lzwNzyteew!=mKl|AJR-@$l>sr#`1( zYzy>HYj+lt66}IK)`fhFgg`bLENEJe{1c900z&*A6sUDPkSTGVre#>&Kf_bcav zByBbQcH~nXyYwryZ?%y@1OwuJmkKE(tIXK33jLqs11&QZK^3dcWXcO1l*FS?n)ML% zDzk*6{ocT=zB}Mpf=wr6vd{PdpUREdHlqT#4FPOi#k2X?j!$ zdk|yEy;ZOEc)qBwc_)l>^U2|D8diso-Ku7UA8wQKr%pcJVN1ya zsgp*6U3s~8iMWa@zk=%|ecYi(!7b|c);$XKzwKB#nwo$URtNe`5?0KafArL_3TI}s z)+!mGSJXYT9qc&1&jQ>9go9Nv3)&&%ugVYWV6s_n_F=7U2vTRt*+S5Z!qWNIp_E18hXh@3* zr%<*Fc~t}2Yw$q33uqtRFDq(+9u|3|qdLjOmSQiGzwq`yvj9E3HQBu_Q7GU z{R5Ag`Bnr+!Q1YGW$BB_ICU@qy$>C&GDW+-Rq2@IV2zS}xSnzBQ(bc%CDj1LE1D51_n4NAe>Gq>io9$MWaw7j?+fFT2LBF zCb~vP49l7(Ww;?E3&^o0bBG`aP~8!1G{N8bfG-(Xoz;o>d?Zz!6qsB#=NJ>-*p)=r zMW=hnIT_s=Yu!MH7+oLlj@vhNTyeF~_A>iG0OB7wP6hLCb&iUg5>To6EBcqTM3~eF zmA{B~NvEfFRVF0ee62$O?G0=RmvCm)L~Mjt)SB^?#GPJCBZ$bhQ>N*~of2>ljX2og z=_W9wwHQVMv_MSF5IYnbP0QW7r^LVMsWRjsh<0Eqptm*(XU_?{j$m%`D}9d6XG#cj zArF$!P1FCF^fX(8y7nPZiYmSgrBaa@loEKeXIUU`I!reJk!yKsG-!Gs+w$Dbz#FS; zrM~a7?Kky?2WRl>h9UO1V2HMkuU6+Lv^(Hq=d{~1p6^~BlQes)f_?rjabnTOTqJRL z%gLKjL3iaH(j}3sDUM%#%p;|Zalcqtqw^ni z65>zFtY7bd5{(?s0yHhdwMhJnh)Fd`XU<8b{=A}+;-oF;NJC{v(CVP^K@**w^Q5yH zGF*&UB=s3@3}1l`oNly@CfONsR_pFDN)`&L2^H?nrEZD1;ml~HwnrS{r2Sc%NYca} z%Zh>6JkOD? z+Ux96==>mR-8c~gi9Rks#E<)O#bx;* z8YXI3)^X4KL8PGwQyTuENt^TOT;SwH_6D)?lD2F6#_#ZqV}x<|VUiOjWAzaT`Q^dG`x#TUIv|? zfdBy8{(_XauaTiO$_F5+L2M`}FKf^N@4F#74(q_-8>V%2F!7xX`sk`enLD6W8Sqj4 z3rhM8dW3S$P0y1xE%49`hYGqLJvJR_9843C2-+~#`|1H0z%WQlKoe72XSt{7R zMXguiQ#+;Wt>tA*@Z_hbW?oAQN~#KKC=VJbU{YaR@5iZMV6x?YlUjS83ME93(N&?X z34)6An5#z>mUuUvTHYq|8EC(NT4^FF&55wA`+^211DT>pEfLp%9g*U2IBh=NKl?yM z5YEttrIj0puiwQNCQFMH`K461jHuI{TroyQ=&p@p)N&~#1@z{+FOT`0sh`PN+?#LT zLHl%#cnXZ#l%Jc0>^6{T_sKe9+pSM;c%pfD0E(bl zHx$IitCO?$m85~k!#{Q`RV6VTQOlajCoWMa_sgMH0O`JEoMkCAd*i4*)m0aNzQ~Mw zIN=_~&b?u2WS3U+jk6RO&g_;02-1M8F#!%jS0T2m*`AYgudw{@YCF`+7Bg*Jz{j7q z-2I^vJf0LGA@vUy0<)tj69)=PH;^IRTZ zKe{~8Bj&EFK)<;b&T5+L^5FcFaln8rfb{U&V&e*74_NS-2V2K)llpg(h^;&WPG|$C zNl|_41KTn$45fSS=0&bF5CUVV7b5Q-s}XoCMT8|{rht(5vBfUrp@w7$l@AH!scFOyUWdF6jpru4mNQVsWZ>dFvTs9SNEXc1LI>~G*SPaI>xN2;wG5W&Q zbcWt*z&O>gB!&Ib7t=Ik3_dFsz)U2WBZNH*u&bg1s>;9?Y>XMkY(IMZ?;#4h+M^i47PA=>Cy|Yd;Cr0|*JeeG&m;7dRO| zSJ|qp+%B<5&+42PHr1KF&RnHLF$Emg)wy+lj`v_wmsZf;rJ(7!zEvxa%wnYatRh;? z`W|GLPDsWo5HnB6+h`BWo|qM@wH`A1-0E&sm`6wVX$;ZOSPXdw!Y=6MUpA3KecAGj zXUMCfeuv9mJn-(j{Em&Yyr+e;&+^lRa(9CIfZ_2`{2f8}mB%GB_;FKD-$A+#Uivx#~M%o?G_?^_7IUwNsKLA{-*FwTVe<1wPGIO<3?*vmTDDCqLD z0T?Y2QgBHdsU96){9G#Z&iumKu`b6k?2_a~# z<%TzB=%T~rWx0&zq68p?HaQ=RSAJIA`>mxm0?hd}V*K*wdi>M1%2jF(6=w=PBBafg z?27UjGQlL1q_>FB!_1WV7hfK|SQFvW_x~}_q!`6u;f=~&$`q6c$l@vlE#1ADgJkI(hY2_}{@02-rF z9%#sOpAs7i%Ezl=g3fPhBHnQcWPTQBm()6Aav-tcN)IzJFqnd&EDDqmGj3yr{6|fd3 zg(t18e2*3lE)T=H-~jzyS+E}`6%uatLrX*;0-p3%r9Ng*)oDBzC<5mt&Mh3dDUQj` zjfu*E<02dVqA1gu1djUxYe$ewHIFPIgc|67@n+=0{QH-vjqim?1!r9RM&z8A2^zM z0mrco_mUJ$~Hn%1%1~^_gdBIQ9v`!9b zp>L<|Lu!*If7iWc2uoWF;&qw%7F6@o%j^M*SF}c zy{6NYvnuHOqOD?Stz6wIy}_0wplm&8%h}s(^LG3}Pc?SC@r37oUvIqZB9Z)`6^qq1 z!VH{E>2;E_U`C%jjW$OHq~}V9t9O;kN^HlwrETckS?Nf<8sdnc4jG%jX*>6xz)g{* z&rOhW&3AeI88}-KxADK&d#k88n{9tLL4$<^CyfL`kRZW3cz{5F;2Jyx*T!9w03k?% z2Y0vNE&+nO)403SxSZl!d;iZ~`>b!Tb8&9Y82hfr;HCSms##UD=A6H$EVc^9r$PPR z!kD}nzLZA03yk?X-z8UMi^25h4@f$%t-d-m7+)1?JQ=#uxIKZKePf;m@mEgWFrR+d z$xxe*k}S_3%WtmNh)Ku8PP&X$1qGt>FT9Y3T!AD0-1yhFjH$W0%xj90-^(Fje zq;aZ?YaK_E05vYh^$o{njP@*UdvU0^T9*^UZKCW$1tc7n z>Fj$;?Q*|BB{y_bVJTM(4Vl!-p!JaN0OVtiv6gynG7wI2N z*QLN(cqmE=U)h;QpIEQm5G2LpGCko-F;I>e?DJ>%wv-YOO+=|9+2^NDRS0yYDd4=8 zc3Fn3nW|k=L2#qPvbVs(gLsSRw)arvTQ~TMS#M)dHiXpqa()r+jlIhraY=%xp$$^l z+>@jx@e>!I^rR`=xzzTyS;25JU*FR}xzJwnHEB8jE80+B1P{X|{kEes_mibxHsFt* zVm3`eXS$P|Q_+`4*8&!9!1d))Z7rwN4FPlaLdIh+=Yap1<{BVC5(YIOj~5j=8%;=> z29|o~UheVi{Q<|6!SchPaCGyU!_CRVwvCxfZw;|`AE)1f<4ff@q18}15P*;jR zl5BuT!4j0XnAviPN~Tyt0)}U8hQ!0>vMoh2QH4{jLcxQ+VYLzA{IA zN8u#uAovuUv^ACfh#C=`q=DY*t2m5?#(Wk@@N(8o#gB_FExUn3>Tq-5Xi+hYE1+%> zXkelbMLI?tOJTyk)oF@rJT3m;eMG8%BX!ytC~Q9dsvq-OTfeMsF-;HWXybbqw3Amg@hM)D$jjU2vT1{AWl#j< zIz0lV4A9hnP71TtW?W_jvkYBj$@e{n0r+^iBRQssWvB9g5__E_s$FdCfF86bNp#akSe$ zHolt#$tjccW2@pnM5dZwQ82uIR*lF~u6EBo6>gD(8%*r$@K18`kj|y&`xQ3T=+=H* zVSZYa$XXWTxOC1T#L08ex#v38&mNRSHaSzYFT-vv5r07CYF{wDNvPNkSxYq>|DwJ} zXqYE&|3Y)x1CuS~Pr@dXdsGm{MSXLL!J%u1pI*f{_4LRiCCYvDSU*b!e7T*U@@}Vz zEH|zQIgcNsCuPpciq}Ooo4MsBWNaVP`3$&@dF9=r=jp}=t+Dr^xwoD2saK*@3biE& zicQhMn;fSw)+d-rcvkKczwP&O4$aYjcG3J+^gPz1d_*e~Zy=Eela9VGJnMfm%`P-%RvEV&Z0=S=8-2OFKpo2A z9(5Qt-aMvR`OYPEJuW+8OlrYEJ2imFZcyF>9$dgpE+8s>YTlgPkX-8CJdz@czBWkv zl59^e=STW1v*x(j^rzS(ZF z4Rl5TloCBFKhjLp@F!Q*Cy-UFywSrm<-GCt5VM@ag5F$_uP~(9aOM=5@}H~)Z0yCt zOr!_+`{wrcl!W#v5)Uo**GM9AZ|^ue!N$4hzP3S`)}C26B07_^ z*(K{@xSXsOIV@B66qtaAM#|?HpWq13DPN^CdxwdW?|QiP!&+%{>HGH*tCLZ1dXH9u$pzJpNbAi#j{f+W97Xc?`7H)=2TC|U9RHlF zY1#Hb0LDLT(H3Vhj+txMs59!!uyR}k3jV>x<5i@5KHe^po)`nh(c=%#4j~ERmZePsfA8Qc7hf_IY1p?h!Tl1gv!5)Mg^n*9c_mK^+$1wg*s*r_Zb2w4s$_ z_^!&E_}Ej%+N((Z85Z2%!DnO6>CsTCv$CM@32l@ zz5M-{9mjK0WWqvmhMD{BF^BYHb9cGM_GYiQ%1M(U8)l^%^tl490jL`jYqm-7q>BJ} zb%WEO^TtByqNDnGv0Au+3tk3(bSl22hunyjgPih+^r>g8ym{SN=}6_s%Tn@EE|!j; z**2x7z zxXj5TMbYm+V$gk}5%@48ls0nxGR`SjCvPvOjWqb>lksK_mcvfylv_9nL1{0Cs|P4~ zzh&xW9xo81U&G~+nzlUB(k*Y5o(Tylp;w$i`kH?s=s))I_99p>Q5QmZN($PWs@uy45GYEyl3VBVJlPRCqX-Sml)4dQc~S)M>F<1&T#j z`bV{N%`tn+IV)D#*ZNzG_dHwitztJb$bkz}sGHUW=u zl`)I4sg*PBuGZ*AW4UCeFLB#}z2uMR$$*r+xtJ!)83~TMzVyNTt^UYXcEmJ@zG+G6 z;GA!#?;hZ&(xa zIH}GaGiZzAXSW{2pBso)hSl^deO)$*$hwe1Oz5|0RZUxj@t=7ZU{4YcTUK<^y4!R2 zufaEIfmVG6(LMG2X)<{*+()S=UHf3tHJPB4e|d%#rOZvl*mbA0e|FdB+w-EIhbs{T zFBqqes!Eu>E>Cv0;xVEuDFPP}(#PGEV~pi<09*=FI&NIfAJTRiF72P#P|93RQV`(L zYHWGvI3&wQj3718nM8TvP*-TN8PSmP0POOCps2AR-8E4uV2S6bbJNtz21X4t@Et?w z**>4A@A0ew1uQc=DeqyRo{XtvS(6QAIWgyKZ!&%>thc*!MM2Lm%#X8!7FNiti-b;Q z?H$;%6W)B>lPECdoBJXwy`rc^i|}C{iR8jEr;j9FTOmn*(K3I`dNgcD#jH`d3aC@o zy*kx1Y7e_zj`FvzPbV3HwA{;xjmM(68IyZ+pv3~Q68%!@#z2GouNQxKQ72Z6@z;wh zZI3B(M$aMwg9Fah0{rX7UR4f6tPR}W;EK}CLd#p$M3MoNz7OO!xV4^ zOF_aNZIJeDcI>(nsJG0#p8t#s2Q`>K^<}43v5_JtV9m%*Kz07Ub}5AKn@{G8!}MFi z%qND*?#@8gkGMMb?c8sy&adcUAIsYz`pS)(p-~^BvgoW`U;aCeF!psuNU3K*I>#f2 zOiTq!hK$Qu0Ls1<@i zpyM_MQr(0w*Y_CzSqs2r2`@`NS2Z`f*+MHT8oEufF#+uXiEdgZVuRCC__8briYXV9z z{#>{3-@|KigI}v-K-p6Ps1svSJK=JIk}A`8;9-Eucv)K50l;$80MbC|G?y&=dAkW2S315OWF#%_ z2$kcw5bmBDr@h289hSepEf2ZNr8218NTkbpYeC>aT=iwmv_5t7rDnW@sQ!Er_1%Lwupgg7! z(Xa&)XBHR78z*37YTfRX@H>2EAbce_;fGDSxO*20vjksP6y6VHjplzbaR6dFv!v2$ z1`Y_jSW{+s1)Exzz0kP{0BD@vQ=whSISOhu1?ZbfK&mM=aR_5sl6n|#1`Q(zv}Dp8zW0)f>mP1Sj~= zyO&Eh9!>Y_EdriLb=0t=Hp>7&$sLJPvV5h&atdBCWn~^`S)ra#N9lQ{w>48+dFfHZ zVFj`dq7Wg^x;ymZ9Y?9=$QdLH&4B{jpUX;X;^+ASZ@_{(o-QdXA3&C=kBIqMWFd|tu6@W7YQXB$mO|cSDD$lW?#)&SO+5rB!EB3su zwY(OX(5$i?9;S!cV5%?v$s<`3Z=s5X;AA<5bf{3 z9Aa4(dbbg%HY!ee02)@jKLq2SdgH&E((4R>YGZhf^TIw{B*|rPu?+&VpJkFdTI+|B z<^t}>;Yhg1!YY7iRDe}8tIiPMj_%(fLjYx8dRg5D%%R$(qUzNrr=^M`@}Aqp?Qo%+ z1KhjKV&`uA04y+OL$dF#Wp^ZW19`QuP)~rq&oqx9NR`py1$5zekx&9F8VZK($XS*C zC!lig1!ru~5x4{a*5$Se+GD>^yx4UI>z+Djr-W%*Rc9Qbh3yXyV8HO{WNoR| zk71+1D6yf>-twj=0Iai0(uKBjTQ4BJthN4dS1c1qbQn{21ZveOOve2Al6sKK+1YQw zeOJzd5q1*;kO>I#m&%)MF&xGkaom<#6qH_9#dk`6ZX;=#vwDF4m?@{j`}?(D>JCol z{RF$-(m*=O1drC`2^mNyb6d~9KHZY9BIUKuMr@9DU*E*r^%XM~)s>9ZgI*0hY6|^8 z9V(U@q-a7v2d2qPKkrm4oiA@Vda$B%lIPgbu~tSq1;hySND)FBLxDGI_3l1^MqJ;x za9Q3?tLhb^Q@4c4;p(Hr@?8&r8%xLv9TG+-Ulyqo>&~;2q#^o~5U1q5DG@JL{s0O# zzY-Shnh{r+Z*w?Z7tlX1dcKr`?LI{qXP)Qb~lwjsCd43JE# zAfOZ6&`QFAP7lK=<;3-+_Hk^+CxH zRrk%_?M**e+I6ztEV$6#V27>i?W0pTe@M8jaopMD{}@5D%v37fd;j<_BGf6Uxya*U zBdZ*RGD-41%gbpA@381E{JgPT=24hSL>|BDs9RIOzI*}>Z8bu446ysT)Ok!mOrbzu z0!BNluh#$5;$Iu1QqnhuY3wJQ9gFZghsFees}mWULAjLWCcYFH`~bN-uvTu*VU_7j zO)zTv($6>I&s{7cH6HZj9@zXnVcdrkzy>h~I01PM>b9Aar6r36ZjopUhKzS|C0H+s zJ%sgyFowK&ln|M=+#>e;u?Q&qc~A>h_!$p8&1Ijo0SmBumtAUuUCQEYf1wy<5xk3d zUVe$xrYq^(QrH)Uy^V!_E=k2%BxNyGb>&*?BM|q_5}DTqa|=ky<_MA$A3$BJM5-C? zRO{TPLo}y*7kyO<9m13^akQYET^QtKh=Q9p-%~+ zo2~=DQ~@?#ItHW7C%%qK+1y{^@_!lDy*h4|TC)M$&mLSHV!3=6b}zLw+WkeObtxdu z@F~dYO%rTN=LjyW0?N;?yE`K8ZoqIVAVxyKR#Ld#+enRDU4sq3bfEsd=h^iG5E$>j z5L^3w2MprDfC^f~e52BL%}nPoBKX7<@Cc7?TH?KielXXxK0%Eos7xsS9)xc-3jj$Y zG1PcDb=JzdF%G+5`Q5`Jpu@Gq7ki_-HXP<-OyjB%fRD_yHD08Psh9HwGB@jBH4H9@ z(RKlwk-N{Rm5MIrHQj+?XW%PxUVCeoe1MtqwW41BdlF>wZ$R24xaU%&Q*W_8kitUe zMIp^OWlsSm=W{H(Bgb`n0mp+Ey(WuM2ak$IwkouE%HKASZ+}MUr7VzXkWGS@wp{KA z4cK_j09)+AwAU-gf&v^NbhJ3Eua@Va6<=vtifTIDTnK0zesvMi!f~aZ0WmG<2WfRo<)R# z#R*mZ9fWb%g~!HpK_mh9u(6Tmu?Vo_m0w`BfZt(&*e`+GW}cwAl=MS3=umHg;6~cN zw+Mhn4pv58Xn*U5MO5BX2~{B)Wtr~a+X5SCfMql&eWg)sOYowB#Q;8A&0+kVR{?7B zs=c!C0h@%(1RzP`YsHO^-%M#Z`^kAw8>j|<3jBNLIpXJE_VEFDRd-u_O+2`h!#JEy z$Pk#D^ouo6126(yGd`yZe?`DwuuJy16qw#46x_Vqe~g>IYyeP}gI+Jd_&k{cr1!_qx3)PlUQ08aSQR%B2twK9AN4vuu>k9L06@$pTrTLEiq74{}<+B3(-4Z(+!2i2*t=Sx8K%80t2HX<( z#a2PI>uf(LIV9(^{{mf=CFJ0KF`fM`1joGHVN3w6 z0Y15b%B>dm-(pFV$?l9XTh-td1=K3OTZX!K?$$G5lFA54XxGls^O@(FEMUvTS+0uD~FN>7pj_K~ajD zlQ8=Qp0N^hbFj|)M9sr64d6Ngr{=Hffx8=U$gu(}%|!KpHezY&0QgZ>pln5V`_732 zHanE)y2+sS<&Hpqr)qrx5GQy39eYB+Qh&+DRAtdlwXrck1g?U1V%LJ214S1dP+G*m z#%_Z=FY?dl^Z)8P8ABfD-|l>3W|q4N!Rptnd-ma42B{BBl9&qz594WUO2KB=lkLz7 z-Srvsx@p=e_U^0xZf2Wj|6?1(K^wdY4*}6N4to*Y7*PZu9xet8?73XSoJ=Y zgW&5JSL5x??e+|+JHgva^nKmXMUCkK`ER0u<_z-FTvfG1mGcjM=682Bw7RfRzeS6r z5IAN1`F4EGUplG3XB!>wt7Y4GeRT`#oayRuI&m~UiAiwrw^?e-kz7VljT)f3aEO0; z3S=PSn8zj>^wXlmD6CNn8$84do+pPV6AS#5+~kMR1B4G?J`g99P0{tq+Lxq< z+h8XucXB9v`>*=rKfe3-183!V@m0^sdN-%9M6uWksx|hel@y}0_d3Gqa9MQfvT479 z;jVk~M25&^3ar^DW)f`b2K43NMw4p9*>sE@k{-f6eEP}U{LoyLjjWHR!vCY||4%c# z=`g^rtxlF2o9SSa)-ci##h|BwzREo3pLPfW+kYCUeKWgxNZKb!6cb15d39!V)J_8~ zx4;QE;!&up9r}I!iuRFeKNQW1jM2DI=5O2eltkC`fcyDj zjev>1bQ(&6L8`rZU=L(*ZOtFR-)cEDr=tV!TCz1;Uu)V&Lz*eKTD2hZw?E*Gq^H}o zgap+~P+l!M2a!JOt1}yZ_p?X3o-vPOIJ`1wjn_o(J7JLV*uJT+CuI9b17Nfe@Gg$y zh1Hb*!aV=8j~03}@bf9RJx6DFxz;Q5!6@V~qq{~KV?xC{?yKmYfc`d=Qp z`^akDV)yqZ^^ab1{(27?N}>2j8trdp|9^hxhk3uXf77u9`;S1^@~1!jiTyu}(_LRR zHR1ICo1UPbr$WM>c9sxkCH?!k{g0RPfg~dTn`fFtQMMmW*E!$LiiY(V{F|}&*?<1% z*~d4LRA^SsYSrw}|M|PW2!lp9e@J2L{5Q|Z-92Yq&93%up8MbL`uy$%so0r+1g}yMf z?Ux`>T2Mi%Lw8oO;V31r4!k$jYo)g=d$(#$Jm0^$cH{TBAOJ3>7;t@d;BAwUBvm$w zvaXAri-o`ZYfp_CHHRKKU!1Wmx3Si`o za0Az8Xb7LiRCDCT{*=?+W1cWKS9b1A9s=AXLD7`>$$=~x(OQnR-3rPnGsj^&F-+%p z@3j6Tk&6Ycsa^`FZ(lS%Ia2ca9bl>EE?u7P1li}1xtUMk?^dSxwIeGv$==r=5TBz- z{|rr`sLGj5c{y9}mUXCE{Dz9NNTrjd5SQ{sbhzQ!{_+M#xo2@*^gcMUfB!GMoi&6@&8kMlBT=FyFQzrICJ@{d{Hg($$Ve9ake7sOQN7n z@%b^E2uf{b zc|~gJsb=)Uu3&~o&3Es7K_v=|FxLlCJ=n^uG5H2U=gN6i?ZPJbos8%G?k%~{XWIlJ z)vB#1`k;-^ZYZ@0e5%$?D+1}rP+=|;LST=~;F&}(%+?XivJx^~An=J71D7K_HNH&W7@ zWZ7|_3CHbpUe(`44Xv3QX^$DcR^u!Z4Dv2V^+rRw+b?Rkf-Ru6ksMmvOxaDnfAXN# z3te10?o9ENz%ga-w#%pxD8AixK}-hxQ3@4wz>JoTub->2m$#Dkc|`Ewg-IGEclswN z1z}Za4-4ru7NHaYc2sTf-g~AQkESvTWawDuw&{a)P0)+mrfUP3ZA~&qm>Hq$ri)K2 zi!=*q@aVqo4X`y2cbzB;BCfzwiBgF!Dc(+4VAjm6^iTU2dJ70c1bne)U#Y2rf6n2b zRCwhS^3+M0Q_fN8ZRSn5kv^gjd3{?6xnP==+NTsZOoZLK#m(Dpjj%HHwaEh#WT@>` z=uT{^Ou`H9a6CmHNJX4z+OfdxPhnK6wqEU!-$zlo(pp+jp#i(BQN9!Xi6F6#XaSDQ zlf7>b9&155<|Z!-))+Z_XX!u44Tw8o1k4Awqgr)&hGTWpVPhU@IiH;|45@K*k_yuN zXDt9_^iQ9-CW8=8l;Z-@I-5De4w9-#Av-c#qnjZQK3ror+w{Xuuxc^78~G#YFg0D4 z5fclRQfwlHpjd)A(ohxT6UVj_n_`&oJ&pNQquN@9{fV%m1ge!Yu5}?H+^+^LS8u25cpOuk;>taMj~t8)Q~_2FLQ-u_x}ob%D1rh#nq6NNN)E3~KhFJ`^YNT7QHudk|# zL#ZXH-#lE5w0?_-&vD;upO1rvnAv&A5j$V6>PEhC@z8D~igFtm)pXilp0sno{YJ>> zH+tDod%Ab9JL6VfaOEd-bxL_tV*?o)q`Fkwcr0M1T$*3&I^%pReBy;AmvkFE(i!%2 zf%xE4eU?=0?zGp}sZ&a7@ne&YAMB{qUKE|Hj!{HWhFNPoB3~YyP4Cwh<4x z`Un;3yp4a)7D}s*=WvZ>=5o4#yer_GUg*Y__Et2PCg3rnk$q*NV4WP8ebT$qeZB2+ zi3>xBxUUdCB1KxsFC>FKUU{x<(>6NY9y*)NxD-Od&1VNcsBM~GpStS{2>Y>AY}+uL zT1Fg13Z&thfrJ!RK*xw&XJ zFMiqJ@E<6Q?6SHVuZk_E2vo6uAb|<(P?lE7An;GT$k~5r=ZH_ zBkELUS(czVM&5XJ(M)w-gH$9ZM#ER)_SNDqn`>%RK@n$Jl@ zak*W8iRHffmwx3ZE9$TPlsiM$v5pizi?H7gwf(5@D{%bk&eG4bTo~6mW6&eacCX(b{gI z%KJVYE(1??sE=)Ge(KVITyVsHCZ6@UB)KScbjb-1L0+-kmHLsp=k*IDav&>x=toGtXB41T(B9{$VmQm|+GSMTe-g`&yhx~p{aG7s%x*eY!+~l_y)%rrkT059zTVdDYUNd2MwFQnRH2QHfX(KV4sfn!V;oDplVYFAx+jeSw zTWhy<-uA9f8upj=-pskIX+#bd3*)#yhK5|MPfQ-234Ra^+YsPOwesET9kN+(C5_lg z?`5lYy7>9p?r0-?s_Qfg2GOl?#Q&VtgQZLt9bip&yqnGIM-rX9DcbKjyM8P=FEt=8 zME@Cja#V{~g|Yj)e^)m|e_+|gXP3EvG5Sx_iOgex+;imUZ0=L~GoE5a^QBs}dYmSAI!5>H+} z^eZ#ZOpMX0_aLrsmuVkMqw8T;D7W?u+J;Lx?2i$v!Cy!D#Pw__JzH=ZwQQEu>}>QR zMtHPS;s5&3u7iM?JLI=yc`7+ni4wEK?8w2rTWTvrLZnH11aWt7>h(^AgW@Xr2d-4y)$25K@F^pz3dOHh&a=8tJn(>37U%Z9Mns=;>PCB*gh8p` zvtKs@3W!jfcb1GhUWUa)Rir{*sA#?F9}P7v`OXhIky$)!jOW|PaqbIfW6z@SUXxuk zjWz`ze7N9o_L#y`nm20g`ID)Gzq*#~n3y3MagVY6f?5f#oT*(fhv0aEiegoUD`aKL zU-|rX42z*{&umG{DsP_niRgxi3pqPm;dV$@R)Y{4ES?3;YF!w~iIQI=(@dsE(O{>N z`LrY0Q}oBMe98`&6>nz2I1=9@YQA zelH5$e6+?~G#Or##6mg*A^b-C%TT)*!LWhmeXPR|6lR23soUmdi5q>va(-hVMxNZv#Eker-jJsdvI*4EjSf z6Hu>IR}LB7V|0{|#PK1H0@byf3A@$!-X+Nvhp8U6P3J?^!r6`@wG#Tw^Ba>)&H=B7 zSE^R>NeC->ta^M|!Q{HCJO9nTheX9*nd3rIB0y7B|AzAy64IKQdhp zi?c143P)|X!z0%$slB#d&1~h$$AvRBJ0mA;!DaKkNa@mg6cSD@?F$y@RD@ML&R5u7 zPGg_Gj(NVd)qy1ncID%T7obZPR$P-Yu!BiCxL8B5&vbuDv_(HKbAAeqT)N+{uPE`e zK>&X2^9k)c?^R%n|HsI3{w#qSb^F<`M?J>OJq)9lu zaI_MlD#q3xlRalAb?aj|2-Bme})nij>)IAdq)j8{mzgHoQz!hY7vhcDS6G7e{%9yV`9f}mw;pVx!f;#lsvA0c66mPWlZ+5| zgFylWQFH^p%MG-va?{5S3PXKCI9zHKNKDO(9pmjQjIsv2;LaI%s_<)8_!-l@KD?aY z@iZqyumCczwBj`xrEMZ$8z$BEOEq|)p~20Abk5b2Xh!1VRuWqS~ zzA!!;%#A% zZtmCBT=Gj+haK+WjDB|OQrAmCP6)5gPNhWyKgnz{kK%K=Pl0NMX;bSAuk3G9FRZ3o zQ|N#4)m~KcfisGd)7nROj*f&&gr7(CGvGg44P$1=v#P1KetV2Fx6+?R@rmT+ZuM~1 zpEC-}0|&pdD!bdqnM|7gF_7o;hxdp0yt;#mGu0}Yk)a7@D#GP^SkJ8T-%lXAZKTyJ zD7awO21|f%N6lX_+g&(_;j~OSXT7`%NWD*Z4Gyj!TpMNS z>Rmp|Ts};j`Vy0gd7A_w%3g?L+6xTf)(FCNTY18p?jRb`lLUd?ToZ4dUg6?L z6)CmL-a7FbY@Mp(eAD27k&)LWo;XQ(M9sbGIHRuz$;qgCedSN~x|M}=^^(79l?b(XxUdp(?eFjL z<<0zRv+lTjjSQ|sp`lb1LAa~a>qKxp{X%#a370YHs^v`1IvOWJ7}~PeG4`284el8d z^?2`o$Tu4gOy>}9HtS~s)z`#D;*F$OWIiLQ`>yQivC49u)Uxca?~%kd5}apHM=b>=h2*&yklZ zPxHFo;pYw6uXN>iLbW9(T%C zy87m2hNxSLd-12=Q3(Zv(=NRZi0Ybl6e|r?Cgiz?y+88p$q`GTdibg`WM)S6`nJZ| z(-IzI+0q!&o8zb#y#wsl9FBd8*fEV-1$-H9d?Q8a^{W{#@1mL&@Pg6e^aYm>g9cn} zX;)QPBbNG4o^19Ul1d~@yEh~>c$Tud1QStlqggGZM`Rn|AY4K?bBc`PA z&9c_;=%S}BE%^tOnGLqU>DVX@gVbm@k$`(BC7Al3U3-U8zhQMNho2>X^nu|jGnn3d zTMASw3eC4?F0a;_K9wrc3S>K25$CX+Au8{yyP1(MuxCTSfCH+2u1GTX&K1K$E6M`y zQ;|j&C-{DSiahci5!*F0aZwQ?v~|ZjWs+iBT_4f=s#4$9pI{#ec&@Zg7n~EUE??B; z^fpYDGejwee_`{{et+FSrXCT*W<8v%s2;RC+a}!;x#b5;p0FIDi|;kRiU#y08Y@Es8Rdg)G5JRoMQ9Ac>~epx>*iayyq~m(O+c1cpR2Pvw(! zG_|U1AUwn7h&P&|Yf;y<#8Gksv&!LrCXZ@{e+B%!9kwdR?WRICVA=*PRlscwG`Pfs zWSKQC5o$Wc@hV=!LXt2kx~c0oFuArYGOa%zD5uLMh@{3ROy5Q5$RGq}O)?M@5H7 z;VU4ou?-M0>v8cYM$Bg!WqD56ECy{Fx;p-`Psbz?)T{`vF#;MuVJHZJWhI!pN@4>zY^`y4}8}V01QC1|lCwcjZBb zzSP)@VCjD82H6-SbYeMfNb2PK@k7hi&n&^^eY}NbKKZ>iX~bhy)!l5)iDUOq7i-QX z;+x!c@HBnm?uV~_SbVV~v(<}_mev8~>Fx5`>AN;zf4? za4=Cxd$z2JU_G>P#WTLZOh0_8MZjFeTY|_KoFSkR`SoIg4wJmc2{o^Gyu#<667+?) z8AMbl+^D!dk^UOZ10nvbqInO1HEQ`})JKMpGU9@2WSuO08b|g^(lCPPCfHeIOg04Tcx= zrH=bqeT}ofr4J1zD{|n4m8KCswR~!mWU+lYpC0}R=BEW0KTwXr7A?+-#!~a?qGjIl zwm6@&3py3$*o`_}ATw(EKuHJyIchn$$H zER{TGEB-!qkBg-Z3#|2an^(^X%ySSdTD)C6Pund>j`YQ}3_uZ2<73L)Sx<(QX3FLkKTafddLveomS8sUx>%C+@j<8(zd zEqhY>KNvlt!JTL@AHtwxF}E9dU;C2xvQ4JgBBt18v%NCxSU)7Dlt2`j*OBD2B%i0? zw^)y|htDi?BU-*%74*{PM@a1#)WRVFLrPLfJ>hE{sAP|SP}mP8eLXqs(AU2=|xPIxfwDNf?M~>OzQPD4L+_Y;Staj~u#| zU)3EiL3mwfmz@v}y{nu3#XE6%)j2^f6)KdrtqEIxiD209wO*X`l6=l7&j zu5-OcyNmW&GI{J8rRDX=3A%1PK@9HY89j4py7KQEF{Tvq@GB#PWP3;&Utb5(J+p27 zPQGP$wrCf9Gt|)kV~pwRaz_kfOXKy?VFsMWETSLT!NT+8R7gTa7ORki@5Pg;0fDXY z*GZ~AYcA21UQ!jiITfS+LX$_m08H2x$VIqv*@!fUg&6#e&3`^4paD>zu8Pd&9jy+q5)PAQ5YABc+w zw^crgs@)6dcXGS31%$yMW#3)I(45W`W=I+x(+y3&Bp_8?)*qRHhcK4!+Eh}$0}6$qAaQN4e~tY{R7MD^l>+`RaUT1hEWeL~0{tgWdx zt$wR#_9VhVyV?pQM%rfg#j)#cS?Y6$gU41=I2?^wPnt^JL zFU!#8N)j$d1SVAH+f-+o##}t^B3pZ$P4+t7XYdTn6|tLmb!FH)%{7OBHgc8MDt?~o z?2gG&Q%=FWxeI;b73Saga4GZ_y8sc_w6bS_H)j24iUe|s7cX-yN*+l^I+Uy){LSZq zVS=N6S)~WxSoT+{gfjGl-`7zyDn!$A9hjhj>;^{g^Z*MA>x(8UBRdWaw|#vJf62?D zj>=WsM+R$Zuvu<_Gj;AV;x1I|NIgrh!m?`-)eyI=d#L;}O&as!LniKaBNG7uJ`g!Z z;nNJds;1slgiwk{Q{8j)HR;zCK^w^AT0%lkqFCY`jstzqb14#YdO@Gt-E@d;#pkE%+0e+^Ek7_oIO0v_!FHo{n>$ ztISZ;-XvMfo0)j2RqVpGEk&{70!J)`AI{I&_D6L-^Jri4XQgHIjBjq^N(te@Q?TAC}_l0HY+s?7V~Wr zA11jR2pW2$Cd~q#?A2bl-r1qsg!$I}N*Y-|*TW4SX&I&*xo!HScVdk?=X-;{Y)Rc8 zvpSYWCnWY1LQsv0WetMt`o@2!FV1ja^N(z;-T8b#f1h zOQ*e0`y16!8I`}`d*y0D!@L>AYvz`;8Lul8A^YvTn}#yahRuwhg<1lH$)rOi_j$Po zkb2rGNw=x;HE4uZamQ!z9`06J^xss;u47fXg~X`{?T8)e;cxd%e32~}C=+)nZzu=h zowDm~SroPOd#KI6-UUs;JuwQYlE%aF&)@kSi~BC3=8sLbprUZ-#V)mtL7)p%*81+d zJb%TiNvn>63zVopYW60Lj?JWtU&&kCPara2*O0BE5iB0YTcvV|*TF={Z}m?PN{ud~ zjC*mqJ#mwyGDfGr7qYz6X>9vyiY4=GnB>TyCz{Q=^ur9dJ@)z;jIqj?S^Kv`Sw&>@ z5A138uB&%9uE9wmrdt)c`I`xyh=&I3+tW#!QD~bTn`Wf`t0xrrRct3iTp{7vjTrjw z>*;c2hH~>p5`k#z6Y}Q#8Z7J#6Hr9?!7)NDKS-g5*;6z>#Lk4#df2wfB!9w9ey8Ze zYS7n5!i`t&UoJ}4^X1z72K!NO((4X#zH}sL0a{4gp#a?F#NZa~&DRh0jTW`SOTV1Q zJQ4U}JjryL~ussO_#VS#7m$Iv@fx(}%Jl$sb&MG9$IbRt< zs7aN+`mKmerXHK+9gJr&@8kd#?7@;?{;=D_i8ijYu_vra<<%{0X4N@b)ZAmTg^ubD_On04O5%*g?mYz~`5A>9+O!$E z-*h+%>a;KWCbzWViNv1xDfWbPrO!tzm?KANnm*3kOO^^j!1)vUrbDtt4f;m!c3OW2 z2ik2CitD||G)=bw8p^lplNv39QqMT@XpCMx4Q+QTYue*xe%m-bR#pNItmFv>>>2M+ z{8883xX5bWYv%MGn|;Q^r21Nqi-r3^Rh((;x+@t`jp->df(Fs$ZxiBQmqoioY8(DH z2DD?GJ;b91+A4|UJee72ZIX{DWvYfXDZswwLD1r+=p93KSEAKRzgP(ZZixX{GJywF zOUMZkTzjfigu6R8Q^(4?o4Qm&i>r7q;EAzR6golg`&rqPd+t{%Js}PBv>Dv z>C!xV{P1d2A+K0n2Ab&TcRs$>Z>iQG?Cz^Uo=|NY$_=606vM&o|6sIHZ zMdL2IM*ZC05TSRbsC{BPHuh2`1gDxSNwZsED;57nSo`p$xAxbW!r=p#?{<>Oi=dx@MeEiYU)-(H0>x#j}cy>gezVPb7s_(b1i8`}k#E5TW}FJY#$2(*VL$n-~Q#XNV6NNuyZ;v6AI zGYhF&1&+nXqX67s83tV3=kCL7wiE!FO8h}{O_;y|t8`VHCyo|a121URv z)lWbJ>LYwnIJ*w#bxl?~jEj~3VXGOB!4&-B`G^E~QbOIR-z`_Hx8XhetoPH~%rbA% zm+K`}%TZgau!_R3+C!_Z=Tl(9*M@S6B1Dq#K~wJ)U-8(iaiB-Fa>H2vghiDXn!~A8 zBkVBMHR-;#NKX1|J?xGmWe=?5O-g?JflZFLyq{>bvv{o)w_!X|h-om=-%e9C0||=339?zIYnlBV$ZatNbk3L=o6T)HE9$VK@$}<?&Symq=(=`o7GCk8s+6!ouiOP zBIoyoGGKGGUTN-_>48eq4)vfYgHpznU7up)xiUT-_P)iZPNN8_E4gH-^qq}gD_4yun_b@>kFvHerI?&-QDUq8Gu9SZ7o zkuuXL;TConKN;+SE3JVU_(!D+W(`mdmSZkRb0oZ(fI3wk7+d{r7Ky{Xc?m`fU+`{V z1=`Q7UC`-dSkU*h>ri}e(ytJs)dwL~NfG9Xh{;2)F7>nwDE2^e4RhY-39kvAaK8q0q?oaZNE;a*)(1 z3l-uiRiI`;PO$#0BUXxmhGlA9?3}N&JT(VLH@dz%^nR7Y_7=ou=S?w@?q^E(^KDfx ziAejHM`LzK&5HXFOU!HOhXM2fbI4lEdfS}iUCI7)g0&Fbx(pxV_fS~%k&3vxMl%Y> zW@`b*Mxzwo`c#5cHk;xg3c!cV{!%pNovU2NU26izlq+T$uwdH4y}5(c@cPg9h&n)6IOWmdIpQRCJJ>y`|d4V%{+h%TXVENwJ$!yG&XYmBGF=`U>PqBWY4Z;6MJ5z{IXpmR)cgEfCgRP7jxkm^;*w~9 znZrpqQ0z*+0GAlUOckA-Z^2R7kO(n*Xwa4Hi5s0-#2*bs6&a;YN_8q)7!v5kOn?P$Cv9CjE64dDkKdCBIr!UDV- zj?ST2(D<@+w>xi~Ce9>PGaF5&qhXKb1!M? zi2_Q9-!z3LeVb3ND|()xmBXI)qVR22W8NGnS-jhCM+wnv9ynnA!s~Ihg)^b_F!xwy zS!0Ji-u-kO;N;he&WVHm(&&6MmTg)mgwr;5$sa_<5GfYLWSJnJY8^+ zFK8ZSaX3Tgr3c*~2w}q3E&fv3$jM#V#ujj$ z%qb{1;ViPois?&+mjQUEl5bv+y#{9r!HL!3FLTvzm?TMvBu-V;i zAbWk3#DdO)Hwp@T1Kz7oJR3?g|FZ%R%1D|YWO|^5)ZtpT^O0Yvy&31Fd zQgGz%qq)_J+=T4gz6`JyFS@>&gyiH^qDsID z7QO};uZbk?XO^Y9@FmJKwR0wZ5Rk#u5^@Kb4$c;h(_|x6JMUm`4L#*7ocxu4GqxnW z$P^$?!=;F0Bd618`!3altf$*fp>oke;+qWkg!;NMRx=nPbY}L>19mnePzHkuE3{bf z&QR7%DAkceE)Hu(m#wcId9V3zuHM&QPs;yhX;%9HJOyx+xM#}>i6r8e!HH-z*YyZO zDQl9w)j{Np%d?-V1h|{TVegn3>~RMRjV`_ZB2_S!T@>& zb2%#jfM<|a%JLq&+IH|1j~J&u(iMvnDa{|F$*a~j^$UN;5Kg(#gltt{a4Kd!im3`! z2Es!9uI9Ejw@^E`4H_|#obRcC9kLpiE&~&2MZ1FBX7k9gE4DqcQP8l$A$yQerb+p)JEA&{3 zxzAqrTrlipXz<(CaLyWj?_IQ;pxib!Vy+f~77LB_yBvUaLpw*elGvX88Ztz?bNkpE zxw;1MOiiD`#|86-)p}T2@E;yp&U?SVeh5|cjvI)^FM5VVb|+pH>#CklKNpzk_r59! z;4Q&TSh+%?8`ZslI_vx#_<2njyLVLQC$W7Tv}=ntQ!&f{#xr|c(jPQT_46-U`IWc7 zVmF=8-}6AY1DU*Pg;qC9$&??IF`=uV14mGcI88+c8Aak$@FTy{IwH}J-C z4t>)OK+s;LGN2tId4$*v+;U9j3E$?{3{ze99B<{ayY{PxXc!P&)5i0$1vr=laPuBd z9YniTfAI^-84jadq+4x-LBlNlowIl=xhkeuWm8(bx7^ulu|bWq$e^+eHfv!_Ny>5! zg$w&70iJct6=+Wn)!3Vs&ZW}`Z&j#KLAf0z2tLB>VxQxb_jR+hUGK4s8Hz?MdaiDu zv7n`{J?W@_M?EyctX8KqUAZ@2jkMAG>|z@~dYxSQ2LUH2e~mWl-VrUcdw309;GH1RW2z`MjaVjEQ0sJSDKXnWglUvz7y zCgQenb(`iVbg+Kjnb}V-BCUe@xa&G#qeb2jt*eaJzB$}l&v@orwK^m!UJCBmmqIdSj&Wo@B zdTo)SYbtC@d&zu5vg-0-(BLOyp@hV*CJ)5tJoD(vfe5smV3RKH20QJx`&*rmgc>Lf z4`{konWeNo;Ov%)*b>^=H-F>Ha^3W!AwMe!l_3p@|Qgsa=X0?zVc{4?2}K;NIcAu;H=JFc>0E6`Nbk zeGIO4ZzL~{*NVEFCA6Tep>MU0R9QaVn0MCsqxC%{3YYoJxrv4MV~LW3!WQp)YP< zccjV}I6i5kSenok1WO%Fjvsv(srLP5zKK0);HvFJupa(SqsCRCIAsw4`|y{YGne0P zS?4+oJl9ITEMd>pR?J^YsS)Qt9`D0@XNIpzRyk$3Ddfn}dR#gRKaFLSaSHb?#4_Z! zfK{q!05^5pGK=vt?yqcVkNoY)Og^|Up3-Q>X(laEED3y%TyuzsG&akl>F8NCe0^f z>c|!I1MYpi!%FMzn?!RHp^kg-tw6jmVPF9~)Xo;n2(VY-R7V;FnyvMSvE_lIQx(}x zmb$CFwTaX^p+rCMl`cO9jLYg|;Fjn)H%&{N>Br8X@}&wcKT-J0Yd z=#;2Yziml*|6Rr`gcOA6Q(U zqR7PeY+7dUf5vd$1E~D7gW)#O8CjD*p-Xgm!d*U7>*(v(t*ktDqJZ9(^7Pi%vl$Vv74Xz**zF?nf%IF3b z!dfU41I{4&jo(O4>`a5G&bhpgFI_N>&GGa)MYUS8j@GcB`S<>{5NxTIa;ek?98p6SO#SmZ#k5RB;MF@Os@-3y<*( zB-@JB2JQW>=YocK(mhZ$p!lHbbNeP01sfMt&ow2#?-?nPK&Bn7*Y8M)_((2K z^`n%s(0mm6V4jZTi1!N&HfZu>2fmMpg?|h)3}ylrIc5HzL9{*eTm)ut>d(IkB7F>Q zmT`B!XTAll4D?(Pto`Y^QfSA4s7+3h+XSPh^Q&UsA-Au3x3w2fCo{T~f?1ZYwDINY zo^FX#OVYow5o1*Au6_C)JY9wKwdBu0#<3_0S+J@_{!AuaRV2;uz%*7Q*zcasdGVW3 zX8&}^f6#vCg8aUWY|ulFXbWo23W-DGBoXot>J{gpOtGqz-T5+(QWw|-yF0q0@d;)| z=6|WdulO5`1ppaq2`U6@V~anxEdYK3KFX>X7-#d{yAc{eNVdcx)96D)6K%H7pJqv_ zcK@`H-5dT!2m0#J-%~=YycHCWd(7d#!}!|7@f1gEFAM?af$s9~WSvdB`iAh$=Qk0g z+7=dx+>rb7WUtwhJ!?{;FqYW$_t{?#IbfopJBqOAKagv4$A3b*{DsFzwywlamGO_J zSt4IyI`sFWkf$pxy%kk$MKrnMNptIBxLsADb=#r0rqFAJqwf?JCoXh2B~s`K{{@)2fTgxPeO@;s~^>;#$2T-I+F8b(mq-()kgrcp<{%+ z@jky$a!f#{tl^(FreArY7V2H!K|IFD4%wf~e{FSnKYjUBmyR1}MV-2q4UZ zQ*nUN|C0pa&y)FY^bGBjP}ue7)u_5||NTGz_w~=zf%gCA+Py^E|D7A*FS-&LYLwi- z|DE08-_!e71QP$gd;dc~0WtjljqJ6r1KqcSDm=8vlF0vRp?}lQ_gIiPlX-IYW1EbW z@}E?^y>B*#+g|(mtXArCc*`{zHMdd||MvEO`6B`8n$22|-^57vKh46w)Lvg3%CA5+ za-HdR2>t&tuQMXR4sho)B%uGxEB%*HH){YaFQ;_gJE{M>9Y96}%#;^;oJafRt1c&X77 z24JH6Lk;$UPupW_Bn54nO67A5g{3NEVl5be z`f6XGd^%4w`7bqG+x|m!bPwBp1dvns0;yx&_VkR7vgcLrT*nKqWEe}08d-0Na7(_| z0(Scww&TZ9-Y#PZb8%T=OxJdfzB)owa!C`XU%;dI`jkxxFkl87ExrW461|cKH#4ec zx{R+)_OkwQPy8d=3#ZL1w)5~YXDQ!6%+^ERUuJ%p>_KX2`8eDAiFN@hSr7KxXd>gZ zMGNa8o8IJ3Nr#n2o{{5|Y;KHc3$2ECXJO5urFIdCNLcZ=&!`b_Kfn8eU=)|1+f#t= zXIIs}sI?P;+S3 z0xn5PcC#(htU}VLvs6j*2B?zrH47l+b40`PMpJdWdT3ql_97qX#5R6o^BSbj`weeX zE3fCJG)>>0Z}y5bROXz2X?Cf%IY)ImT0-PGV|LmqXIRW&R#hzp?ukov`~2#N?ys~q zas6yj6uAPuci8~=n$3E(BOo;S{Iu=0@HC0l^vB2VN8Xn^z^}rAbj#DV=Nr8u6Tg2J za{{u7f2>}|@@O@)^zLpoqwAomjM>|8vP`ldsxOi!`9b^J;U>A6LaqmJU;xFVkg35) z0!rCxb5Dm*8~;jD%$Jo`93H(NlU-WSN(l%{>^6l>kG??d5NRziOKI7Y09MKc*2O>G z!#`^>R_&igUYi7<6q`k7Wfu39`8ZZJ`ev!gn~+hz+voMJ;-Di9p=z?#p3U*8FU>m) zHYWcC2AeU4n$|3VwDHZSv&Vb*gCvf5>t9;Ecq|UtxCByhD?E)rVvc^e_A(8O z-y5DLpLYFJ0ng+e+h6+3St*|nWt9!%vt%+AN@Zu@co_v6y9TjM@0w0#E4Lug!~-A5 zPu4zSw~Zi`6KwjZ#&i{BK@v@rBOW_(V!OLFt>pTAJv|sNnnFdEDH4w4PFOFY4IGaX z3@n=%pdkjka{xp?eFeBcK5m;kYPBCYwBdZML+H26**idyd_*HZCJOX5eClO)e4xo4 zNyup}I#q!A0*|5CVn;JO%jWg`P;+pP25_N}N=K=N27;D8_PUpgdoUY>7h<#Qx;Z{D!v z|5|lF&K&}^|9;`U&S@+c{!m|>!lC1RsHrD-d&G8gQnRcuE?26iCHNmOoALHafD7nN4Y?CGwW67Hge{?*V5-_FM`az!x=KVk9b_Wh8D)kWq7DnIc|Mw zuzD7@xHoMI!o!_Z&(V8V(^}!%*&dpeXFjL48ha`FEp$R+Cp;Kyc!Z??897Hh(=1jz zR}AhNKAaWDT%YrV%jSdmtY!OU+bekSbLNs1Xj&v!66fu)_(i4tEWtI`)Z5YraZ~v` z!A)phqjCF9q%Z=mux^QX7*6ffC64h*HMG1-6sHlW+?fAzC0)|mw@jJO56{sGRrGg} zju}iZSgIbBAZw&5~-u0h-bfE1pLR1{|HIhig!wb2bgCW+H=;Kdb^I+9f8P zTrVTtL`S~Vpiy5cZIRO5GaupajU4KsgBqrIe*}FN(*YKx*O5Cz=&St#9tRtzNNMk? zoe>rMhmc^rBBx_q3c2bZ^SeFGv!zP-X(B92`x_m1=`iWE zar3okXE3N^M7~!VN~Sa_7i;=iayb=xBHSF81(-0=1;>}PmoB?ci!kR&!=W$Xfb9_I zo?X>E`J8tYtJ))4uD$1HA}^e3@#^sbN|>)_XL5IkWz;{gDIs&Ee|^~SUshTEO5D9w@GG#U@ay*zVv2;5z{AJ#;V68F}e>n1r^qg4>RFep}k!fKFfK$BIF3dsj9Af+vH$jjGIKmUeNN0ly7`f8A8DO+0mrJ z*>t%SO}ow2Pm{wwUEy(Uw?ESO>6Pm#xDe};*e{B)MX;UbCOpB#kdEHF6Kz2<8-4#7 z=4=?2DNQp7Gz_tFQroD{?4A!a2DxC*M(}2~d5Jp97hez8Va=_YB8XO@8u3!yC^pO4 z1q;hBa9Dy>J%~fK(J)g&0pZ{lXhVd`y~TZyD*O_SRxK)*)2UpM>LS=YuIyYtJ}g(C z$!7Cpa-R8Scfj>(cY6?<%PXoeAwf#k(t$2ZIruy7=HUA)3si75sVd zp38Fv50B%aX!ug06??1>Ya&NVADR+EmM6mWkWKggAnT}|{V1{KIJ<89jJUN>z}lLZ zJIg;2?r&x=9qN-zvae2f+Eaay?S>`jTK!&ig$_8EQRh+%rur?J4YSvk&2>uiFtf>= z==G=IiWHM#G!1Dw>Q$WG*m9-WxNA+srK5!=(ldqgUdA|2-p*F_$KpZ3U z>0C||<=9MyC3O{lWVNGuwP{(H;e7N=_k$S2%nFnxf??%Lj=U7Sh_z|;OAwy zL<;`EpvDY)a>HA6K9awC__*mcFkEWV0r}&~)xcu40o3%??TuK*T`0&*0=SGyXv7k_Qm> zS^4X3CL8_YUxN`A!^vRfGPiyk#R&z$G|drgF@v>F^^?pNUZ(@DQ%!AUGt{Td=}X9l zvJ5)fzkxn+k?^$kfobz;>e0%*-N+~DY&qwLBkKenXWs|uj|<=7w?zDZphyWNrtr8U zZGJK<6O-VtR*w}2JS}RgmB!GNrrWi6l3vNxP&{xSl=t-m;vLdVPk0C}D-|x=mB36H z^CrMQFxTRoRvjSaWW?G3XDhqEP^zbBF zWjmfIuC-vV119Kuy_BNg44#=*?g?P)pLH{pUF=A&zO?3g4vJy`@dv}R=Y1J9Hj}2g zH^@&vY~~f8()#q_nxSr8pxq@Dm(R@~_v84=_HZ)W-jhB(>xN{pDkG!m6ShL{8tjWg zb=dHmozYY)$9N|7o+uwSH#~gtz7-ZbofQ>F#!@jZ>DnWZbUc%A9#`GOVHNdLua<3SPtS2)kUiPbTh_YiFDQ$6tRWNwOd-orc$fuTs%$5^q#SLJ-#D9aY2U0rlEr z6F1AHyNA4xw^WvP4S6>N?> z7I=s*`W--T=s;_>2qqU`jn6xc`!iK_oRkJ5$tXhAK@5NspH@cD=1aXBiGY!Q z%Rr+_M5xYUX%VLbYeJ{dpzireNJLafOedseF^R>@NAC+-G7 zn0?Vr%Gr&Mhis#o}nd8NS z)vmyYk7`ljn@R(xbt-&1OYklVCIi{$xo;F~?$7Sfd|>|+Oa74s0y^k670QsrJyn(@ zx8t*V89aCJuGKCK`WYsp_jPMkwh7{s0_Q_ixPQ*Akb zu=*))M3zvjY{1RYyue!~i3y)v+HA9cEnf$VEI9f0Wa;(tmBG5><8=!)0NxpW`W`&( zrOsj=^6maIF-K;C&NU)OWLEm_;c&?Jf=-C~{^nT!MtL}zTxKlC-MXgKaQBO+6@jaQ z@q+rU07Wz{TMi zcdPHiXC$&H>ObXya^iB=MH$r=qn3wS@3d6WG&;+4*3et;7NI(x^d9r{61LJDZDx-> zB2wu)TWr=uX~VS-$0e3E2`z}vX+bD`dX^4!o@fO^Crd3@WjbwgB!v5u4Whd)i3i^lYr0bTPaVqctHpR4YCu7aEM85*yoxnnDHK>U~S!)<4-bp z#@9;Z`u?Rlrzd?8ygVU1!Ig%?->g!&pe~rhw2Tp!o@~!ig+mDPW~^tjiG$FouuU}d z!-HL`atng!-?H8O%G5Q-R~aFJHEDLqxDE(L-M-}4AIBxXtHg_DtoI4LT5x?-{`BMf zL8wW?P)gkgm=|YJPYVkl{D&2AWgkEph_7wGfYJyDePsq5x+FunSYMHvJ!JyX&3g|s)QwKpb=PjHsts!sknCm1g7ZK_Cn=VPSYEvSp}Haws`>QRyG43mJ(wsJZn)1V(UitiL;rUN9;kSoy!E`Cf=kpytzBI;r)saDg|>W(9P z34bQoR~vF74FUz%JPkHfJw7+OQBWEOfi%bFSQdMSSvlWQ6RJL@V~foL;!9)6soLxu z@zkub8z%jDBFSF-I#Vr1QlPprLxq6YAiqT9MX_;|(Ox*12%-_xB4)%FpUXa{dcwe9 z^U_h5TS=!s6g}l`t{zjqn=XRPIN^KcmLL7lB|fIm9Xbw%5-mRy;y$CEErnfrCnufC zO~z)uEbo071S0i3UZ^T#jd{o2BaTT;<$Adti#KmkLKtek_p|Rqa9w-yJ>JectH^-N ze9J>j`NGe(N`XPi6gr(p{OBJ{=4bAk24XR^&>bScn@TAcdDs0nGI%s=MeIVGIH}-k3{Mxp{ z{NV)zs zt~k-~>MSEy4WHBFb7!uG-PA|Lk1^#p_qh4>jG@sOVm?rrKiaDlm%fV5trB0vwjAO2 zobWs#MfAS%DwCvfdxd0+MK6d$T*&r)WHuZyiH;}0P%gRGobhgwn|3s+4qL6b^|yFU z6A6b}cRsf!dHq^55SuOVe2c$u-HZN<-Bp-1n#}yu^=f(>A+J1=;O+=?>W1(t10=4U zCp+~noo2+J6f<#FDgml^cvW%Qskki~r)4f4uiey@2evk^;!=VzCIg12ng}+jT?>u& zO~!OGLaDc?OV&%4U9kGoZL{1Gk;U&o!jft#lbFX)vuD$$yE;!uA(LG4K=!*4vW{&c^(BW3lLhO$SychW;{)}(dKM0+VBgxetze1g63}CEA*1=;q@Poge zF>Ldsv6^GzuyU)0cs8RDAi6T0C1<>O+}skw;ThR5%mRINYkFm4UNzcHycQ+m{4mA? z+2mw)dev$_Bh#1E6OxvX&U?Pm9h>0?o&S09#!zpMg~RK~`@onaD%cZ$*&GILPDRI+ zgEL*15LlBQtgkhjRg{cMiCoq+kJI&fV4zOqiyv)}WtYouLYLMjvl5S=zrL$m*)Sh> zUgql05**-!j2XL~SgY)It$FF~Ddr#u?oYLrpwnK|CJwqPlJ`(q6)Kiego38*;e_hE zSnR&|ixF3Fa@-+xT|J9rMETT28d82pU#T~z1IcVDf#O|{a-%=7=SU1s#oFV1aJq*V z91jhpK9{1)ptA+oy;J$k%Tf7_p>*m(P`? z`-w&xrC>brKBPtVDW{$hyL}Cg!|CRjFI}&U`dQY0UFBTwOSWYZCYZQS#j92r>`^C{ z!fQRll8DYJ^<98kzCOa?WK4Q&CBFh~>U^A7=v~0qKJT|>sleW@k*2$H@>)>89!>HI zrJZNB!QI;Nlw2%H)yQ8OZ0PBEeqo4%$)uhVXnhT&UEw-!xu}EVyePPwUh*bf)8)3g$qmv*c!QKEm?Th}^(E|V#W=_wpx=20T>=|W2`JeTc z58W!-W|6~B>#KrXG7tlm@wyW?gwvocD7>Gq{VnFI)xy50KJvRVJI}Bv9q)QR8qR1A z3aKOe85vO()H4eGbOc2FA1@*|G={AD@k@ReRH_o0*ABbm2gf3;A2_IeT$8o>DoU)C z5eqM8_4fwTX7^T`Mvf(Jj)$V5W=a-~`KR~KCH3R<4)+5X+ug|Ta0G+WiI#9WQ*plB zrtiH}gA^o$Occ7UD*^Sv{WwNXHz)h@%5i&k*TQ;6I}?ME7_puZyq)%| zO&Pu_^_Tr1P(98{i?hr`p48!$uDQPozh9OJQZ!8>)4VE6V-VuLnS4P#Z2tDhNYtA@ z%m4H8QGhf;XKQ&tMD03sIDeWyc)Jurq=T%$qq{^=Bg3i?a{Af-@p}$usj*H74|8WQ zBEi_KWEGMl;2P8CNvA2d(f{I_Tz6MwySfP6fL_gSx_Qbjg|Yq!RFSsV=mQNFBqi>Y zRL?iLx+r9as!x}+)E@lcn;m3<2$qh%^)B;a@dIR@bgVd#Zz$;eF{ja++U6n_fPg4> z%`^X+oM>J4$(KB`-Tsr0dx1t-t2hK2n>Jn|5A9G%CzS3)U_eM5P=%z*k&5m?%$eW{ zYlyqfIC?QH8`3COeO7E+d6aK4GYpKx9k7%s?nz^&(+-0YC4xrdw`x9Vc_=_x0J&jz z&EOLWBM^R^ui_ldDA8YNa1UpNi=?Jcu?Abjj4FGVN>2(kX7cUD7x56qu=IWZ@f<?YRd>9K4ZtQiMHMmqV38TXXcBI+!&DY22jAQtCy8f>gifKROv858( zXF3cq7*8?jwCGBbSmkslWb^CKAKk((paJ{dcrDotx1D3U82~;+CTxF1e#-Q!dfl6# zy~Uj>AvraR^W0Nd4AYtt!GuGt{wQ4|cjeM}H!Rzp-_|RoxQ<%BpUmm{O=ympr=S>x z4-1)_l(WTtx3tlp8JW;R-gqRD9#~uS#+P8#N7Q-tOb@$x2vnkfz7(Jwx}}ORhqEpA zqrkhwF<3X>D1bw`q9fKi4y>8KJ(Vmv_f>8a7Cg{z_m`m4yr<8`!rni=vyHFRmiaYT zd79E@^7ClHQqJaUTIh4F_Kf#qO0oLo_lJJ0?oa~ZCY4*di<#v6;&@+Ktc*y+@3B^h zW=2QRUAgc#gA{$se&1R+Z;mK#RzKV!3cgqM%VbBRl1yV&LBgx{&`+O(SNkCC+PTF5 zQofP<)V%zfj8irI{T>Jh3?}R^xBG?)u!9EQp$g=-W%;b0i*ax3Qt*53X^VewsgvX8*Ja( zrt5>e8}j}rve^BMxFy#UIKlCoBQAa=KS_Jx1WR^tZk6#;CP7$KvM$NUr421+>v7b1 z{0bP0<;sQ_N~O*nyW~2nXbi#<#kN=qImv}OtAZCWcSUTm_XInT#*Q3zZMr>*b%m!L zaPT)2ashkCW9QZ1Kd$iXPdlei<2Re-z{%HY;)o@&SKx6tX#$CUGnB6|@5Bh3<}%6^ zliF;4>LCa?Ugk<|#l~Os0o4qH!5PBhWCOf96}S@B`vQxVW~CH(MD0c8VI@@ddVpik zW81iB+A;F-Z7TndI?3+Pws`w1lhH-TY;SbkXQe__ft7)H6}s<%gFq5RQ57;PTPj-k zQz)V3a~;8_4=1iE3w0IBj7N5t`7y#mkuRyenBM_O)qucJ41m@W*kg%!9Xs{ zv~DY*0WpqDr+F6$YOayE|33TLkC{R0$QHK8*md;oKP?+z-1rRuF-1IR(aEd5_$?Ym z5&6`7>f>=&vAv1?j<_zJhM$q7FHmkGVx6R<|7%8w$xL>nLH{qckrY09_gnmOx2VG& zX_Yda_|~@ps`jl!I9B5yzi)RuKUSW$3mkIn1=0tBD7@351O-$>&8Dd&MvmsUxBB@E zC*w-&E@x;D=OTAebQ_1mmJ>IixjCH=$!-a`WshShwd8{^yfkp&UtW5})Y^2jMsM;MF{MId@6o!kA{j)Au zwsmclDsSXBr5W;jGRZ+qsqGSv`>pk?z>Ce3v|??}F$_sOHt~rZv8)BPW{d9@s}%~* zh-&78J5r=7BY2SWWIcENg`>rs0gS{#WcE9fUTOJ&;6o5MzcC(4r3TKBnWJQQAB-|F zv~mGYFI&Gt$l)|ZWitb6cNG?Na_>g`WcidW%keJw=MSie8?3;l`v`&OV&E)ftEbk~ ztS^48#U#J=SgKwa#>n7z=2Wr5u$i@`Q!4!p8G>|wIzL?DblB=YFDSynePdd1I|2%y z+bv1cN*E@^759tC)ZAEyxVK+6g%PtWQ>Hh9Vv7t0<4Q)#D92Ku#gdhWa}+An(ytEr_i(xM+Y0rJjz-Yg*s%iS zbSI6~Lb32ak&BWVUZ68k8RUoV@*F%r->y#Nh!7r9-mKiSGq|q^&OcuAD!~LqhT_gR zbH1jYybgyX*5Sf_c7|+(FzWdBF57(S!4m&L=&LK zIFQcElxPB+hM1$*&?ltjHpps*&IW8S7s!0do+q2^iKeI9|A(xof|}Uuf2Buot_`4Ykx`Ao0L0?v^#1E~axdn?7?Q zaMflZSv%(Z25B>_Vs1E@OA96$h~RB;IGB^hq*2f0u9024iRX4@GUwU!Lp%u(_Og!j;!>_->y;#j; zXFoytuh{zAsWv{5Y-?rdFq_BGTxgfzN{`yJg_(e-kC6Um`F!vpv~1soCjsDr#Uql) zyBeSje&KbT1UA-g^AdVMD1XlaB;6=N51WuUd_9@Doo}A1XLp(qwdw9JwqtjsaMdoW z_pp4wlXjYe?lo-?b{$M+)sHnQRJ@L-Rbt3L+~mBMGRWm8j(#m+qit|2)lper3Mn`0 zxwqaKEaJ9syCux_>U7NeuHN}85r->=IWQbg>H6A}_XXeUx{yY_SyDQMSHGe@oMP@Y zo>l`m7POcSIDpcY6a78eh)#XFV8M3;M|27j3 z`f@W#=cVlGX$*~;Ag_t+s9_l6k#U@N^@KnzthL@&IdGC}Jbo$6_V7b!vf*;$HTaQQ z@pDkD@^CU0{V!vs%+I!$#n79@S~M|$Yd6@^PP=DY;Hf|WLFC`vmz%dS^4A7`e7!aHaEQdmV0}wFQ z;tvj{DJR}3Dd7=@DxGDbxkHI~dU2rZP=nf&Qfs_46mb71a#H^yDhrWc>{KiaF`T1W z?LW>BYRsvM)e03U(-s}CD_k32y$Lj35K({pgi5b&aoo%WVxR7-TUW`gcE-pzu%C4x zBZRb@9n>OjI#M)W#PJsQES%jRy7-NC(a)N9`80a0)V{%6ekU%_iT7bIXSS8C8}j62ZCo(3=` zQ{E?YujHWiIgk{KLINp^|9X8C>_&`-_?u$=BWhZG{~NtKbk(Pv_-~dSNO(rP!C)hR z)OY;9{`!~aI180uzkcvH7aDlW>U&w+O%PwI)ISIO$H?g@2^`L?N2}hl&y`RtfUm+Ejey{a!kNxxGf4|h%a8Dh zzgr3+RTC-nZ?pQ_rT#e<(Z8qq@4NbMS^c+K{fDt~;a_`shC$_f2}UKC#zP*_Q<8yw z0{q)30H7%&qwo3O4dUO7F8LoTTnYT)MejVyL0Y=IkrWUFq@=sM zK_n%myStGTY3c4x=|;M{yFt=taNldKeeeA~&-eGk_Jap{$e-z)bHsI>=kFX%{xZq5 zI-uHdcUk$u*#iy`lLTw50j1y0+k9%dH1WJr-W>Pa%JB>M~B z+Jm04-s4x$@?|f^UnaF+BwwefF^*1Q(XWcAC{VA3F7~yY3hcA;1X_DrN^U%y%y7Tm zh@gA&)2*4JNdBZtBc|puY8DwgxU@OSBqKlAoXcs{t{XIbS@Y%bd`Rz#AP^Jug_W8v z)=0A!dwFUmBo?0Vyn$G5E|UWLm%a!BjvTc=0_5Pjzjg#<+XXp7yf4f@IzL*dGXj~S zg&6U4aft)*bi$TF)kS}7cgx)``{}Nvf*ebz7EX)131nz!cz5BR2!yYQ zc;kF+kubaQ^Y**Nv#k$`#CSXzW%%731ndJQMSN;r8=QeVcwsJ(YGt~ytuKS}G3eBs z#XguWwmGj1M8Hv@xT$c zlc9Q_X@lKOWVPj#Vki#%r|oys&*DHXl(U@JL`cZ?l5Op1$hMC04S2bJph5UYKiSL> z&oz1kv5dS?X;#l}>C|;R;#e8DeTB32^mspz!K^Z%tXTfh)5v|7js@!az#JUU=m(3^ z-*Bp!eGw z&ykc&QlxV4feZ?crT!DQ^5=cQ)BRmhnPex7Lu&1-fWbO&6GxWZD0z6a`)hushvTsp z?pU_Emr`7%@OcTS0+9u5=ifM;JeADLrP9SW-x}){+&sC(yjLJk?_Dp1ptIuPKd|=U z279CSC;^qnmPqgI>5_%>!8MA|ae}fIy3ga;$l{-#aC`ry0*eFFj3IFC#E=R=5@7S* zBSwP;S;2~};pl6l!Gr{1cyvjh2kU__rdC|k#d3v}26Mm%uVD12&}Q}OqP8NA$MYNP z56ztqG6ktjWMcG6fbFM8gLE+$MkZsR*!Z1 z+~)aG47BLMCaD&0$62D?2@(~CnA24no*IRO)6B9QbZHeU1YPoQ+Bua>hCDU-I=-RC zpLq)T@Y@KBmuJf*Pv;^XRte>e#;ka9>)-OOFH)ZipYmY}i_++ohM)Kuyn5aju2MnZ z-gNZMTyy3S+wN22O4gb$jc>r=y~i2Y2Zdh0oZHRZC30Xc^ZOd6Xo$dYLi2cNe6lAM zx#}l-(}nr9MeAv6RN<>%y_tMP`ZOObPQ6XAe+GpTpkQaTK_7!r`hpKe{b-r{pAJUMD2!D?!FgWQj#( zd+Zz+o{VzyB+>i8d?0nb++#u^=80p;k&-;X9)^suRJP{=_a8CG_-tJyM<`hpA)qdl zAcY$g=A2(nqm>J^&yt+umYZFqT(5~T?%+`}(Yr$n+gel>+XZbOHklh7j~c7Zmjn?u zz3Ax@UY1EfQhto_ZgL_6=k<|l3B{npTE*t0aab_ zxyj50+oM=xJ{4`D!9t(8uBPWjp;o4&)C&M7CIc~~Iy8&YhfCJE^3P#hX>=-dE_Iql z5~(aX53cJ@bM>FYRL)pk9=>_A?Oqxpt0w{};SSB4#cf~`uh8IGB-Ugz7r!pn*nBR} zre+SH?w#WRZX>l9ljgFl-D)fHS{5PJe5S03J;Prj`E`WhXqpOeFK&{;`u}kMonHaz zLWaQOS*TKw-HbV!!p)@TQ8PWCE_<{f393;oA3;14uHhIK=$Qi5n#$(u^TG4gwU=`Z z=27kD=+Mg?7`+kaT#H7Atm54fum=k(kWOIKd6W1R-nkJ$M3f;!?fTBl*!at&=Mbmh zu^2|5WeE`mI)Ek@JRYy?qwZR&?f9Xe=$O$i@l|JP`9M|=PcdN<|3<7z(NZC>uR zO?a==wh)R>T{>;&NG#g&H`P=W5i^v|dJleTfEkL8QaE=rHsEEXWTJwfF$!XUNr zN^yFdS(uQ|ESpjyX4duinAgo{xubi3Wt2tR<}w}cIvPAJI{5HpOtUKlM0n!tj`#Rm zfd4?}8H!mZ^=P!GQ;eL0jOu#s^v1I{*zG8ard+3mxVnKgF(^EVS>rK|-bogZtGvzC zm|*LnTZ+XnU&IqG2U)P3z^H5YjE)C?Amhmc^w;$&_x8g%?Tr3B=}lU{yt|H>(e>y) zl$V|fL+?i7-w^ThO(gJMgT9=Zv)jK(;jH9F(y)KLLuw!-X6%olPDI=r|2}R=c8NYB zFiy7F#7y9XjNi~UlA3rAhTOG<29?4O;ZLfokrmp_&JrJyQr;TCB&s3hbLTfD1 z!T)~qeCtbt?N(v7WUMAo0ym~9^C4XZ{d}GcWfHm0m?0Em&>7SxkqcRG`jG9~UUjv;=)E;-2bPtJ7 z-cH?!%hWhbL4!wHb(Avulc8AKojMIR8@bwz?i#!}RmS~?s1vw$FI1z59}SicaTucY zxN58F?HUoT0-yBiofT3O-@=Fxi zfVo;kO6nEqieHC0(`3?XX81gj`_+DLyirHU_?S(teP>87e=%GsSCUpA#y-SzfpVX(Vtn z!6x2CxLeKepGY8zNfuXTO10ym;4un!D(AGNms|B#C9plWLc8D*Vuq4f8{ARqo2(;l zq93_?e=nhGuf2y-@=E0`y2h=~O}fcTYKfvg5mdXWZrx`#KCC-U{mSJ)ccpDNrDn3i z{2R&5)oHYAwszb@1LOMQ`liLrc7O6S77Px_JPwnN;&it0 z^-JUBlG0-%gYc1UITF4e|36LhUapnYXZEcvsjz8ckfXl*KvJYUA+Q#|t<0g)TjtoD z(esK8$()$X0S+wtSI4dnE3ts#{nZV}4UX1K)`H?_v=>P?}Mc=|j93S&LM&(YtbsACcv zhz5vnhvP{*Sg!!`)o#RHrA~dUW4uC#pl-+GY-{FxieshF)x*s(w%NM*_zN=m&FX@V zm(?ex$y^~EEFTv01ZfttdXecIoXtx%!*G&!#Z2+^Dqj{z{BiiHJ%!GeGz|AfVu2I`$uLYaKW=azQ- zOqW;`LhZb8u5aIr=szTo)SgsxqA(V+nJLExge4TN9849wVJlRtD)39B#O~rCXjS?y z)KYdbRh+qhK;jFQ-$w11d96$ba08<1{SS`o{=-}yyG5#n8JNg{FTSisuSxzoDPASk zcsGjvVVDNB!}F(vX$FxDK&XlgK`Mgp{33o7ec%|t6mwY{bd^AO_QPpeqdAk;$ z7QT~2ERr(&dfiOl+Z>N%Ro$r0Ip-ZFP4XtkKiSB`DO_`+G&K$jjt+WFbl1m8^5cx^ z&C0YNuYBKkA`wi-o*PMWTOyF8IoIMn{-U27P4z@%3Ko${*Lt^L(RpiG7$qda_E(gzDRrRFmuydHCD3 z?ew>iorOlXp;1K3kLnx%YDokysxV!jsI;~ESw=W6mpTBDja#Zq>ji@0+!ygxSwwT{ zmItW8Tou<9lCDW3h{tAF-#wq_2>d8j*w6?=5Pl5F?&1t?=B+k1jDT*pCYr9oFqBuO^b?0Bx@$+yTwbC)X8{%X)=xWi) z)aLxWnBS_D6HM(!QuWtF@b=>&2tB_QWVf2zFK=@>7(y->6TRxCs6-u4dY(Soef- z+hY@t*&iI6t#!k1e8uh|_E)iRsKalX++D)6HEDd;-2LbxGsa zAIr5HTvgCtOVTJ&M{rzOBIP0CzR1LUquob_!tTjoyR(0f?@s?v?-n(`VYKvA)Wj~s&q#acCjTW^#l}D<3vEY0ypoxm?0qEJ zivQR8!Kry-cEgO#fuv3tO3aKv@`)*z>(VGweiXOuLmoJ;-be%mLE@^7V2i-}OOj$J zC3(kiJkFuq{RB(CzR)OD%`_4;LWkDVU$jaC=xTN#?r*xWbUVYd@JF)@Vc(E$+UDXKhdiLy3AnROXtDTo~S#pag#syz&s;cx6l!eYI^5-C8)Nj?zT-S zKpXkfa%OpcHr8!;uFqjB+#{I#@taL))eRe_8#n~M_LkW`r{0IzVYY7!TOe<^>2c3) zL`6{`3nkDNX8KI&b$AV4LTUZaAi8VFkvog))M9!oaszL3GI)khVNLjI{pj7wkfI5* z5-&QWJGrN~i85O@QoCKQuODsKZ}=v~g6SBqF|Th|5z7WrI0>;zO^uHluPV0(%T!|T zSasV@$eYqygWjt8te zpo;`53asQzJl&GtXn_QcYjCX&^A7uk%Ny5{x^g#^#yblPPSX@V`LBTq)*v^E8OHx7 zD?)fG(#t^_x1f*|=znz~(dYjDgxmb|9F|d*I;@@5X`bNRN;0(L#MHi#ZSQ;Dh{#4dHHJ6r; zeF!LIeMs8<4cb>S9A<8+=Vhju^|ZRh`Em3*id#azKd*SkQ$S>s*8JOP;mRt2IJYKyzccK(Lu3ynFpSH8U{3{>Hp zwvDgHmSA(5L0;{WVg+?)}MBOx^Mj{mzJ9w2W43BA6R3 zc-cLN;OJ*3yi((%zZy)op&jQLUA&IDxtf7O>3ySB*WdaGJN1@w{X6;@S%lYy50}{@ z)RjOGv)?JEclq|+aPs+BZ@MOivr4hNt_Ernk(eQ?6pn_3uTf_U6@$>%N@d@($G+nInJ}-T15KbQ}ax{&&aD;VW-H2r1 znuxE^YkMF`N%P$w{z}6E%5qQbX2YbZ*Of8ibU#h( z9B6`_UI6C;$)tTmig(%@H^RfUfaeH$S~XJNJn}7Mj2ZH(!G5fuLDgyb1rTXQ;LR%H z8o@mHI;?NOYs^$F{*BaUvQ$TDdFUqaT=&j#!a2_G4m$;a$94D2Dzh*DQr3kk zeBt8aLwr8!4RmNrM&B;(u}`GVo0|gGSHy1mWd1T+l8K6=<4b%eu}I(5ijNbH_ERm& z>VI-S0rv)#)HH+b;jT>$b;XT4gFs>nEQZp|ZRddGNC4*~mY12)N=VV=UnkNS{VFPt~Z^5~S3G<+v~q~_D^pV?BpgLI$jma7?G$lZJ} zUJ3YmROJw6fk-n|NVg=2Ke9CnCi>xTQap5E>HiNS7% zNpUKgc)gbw+Zwl}JtN!chB0^IWF&&Es;P9XUSE0Xt$`0nGEh?W*Qrffo%p-Q>A^2U zoik{z_NNurR4;AU#;I~dW#A>=6CU@ zNJu7lcN#pAI;*PD6JM@AJ)a;1$=S^_RS2Y~h!0M?^FmK9hW*?%Uyh{@?gF-c_ojR1 zdO8_L;INn#r`#SCbA2!o{Wi7rrLX*}?NbNz)&1-kSqyFGgmZko7c5Lr-&QcHbyaSV zCYJPZ&zc$Zs{TTYlb6G65=XdATAKHgMhl7K1C3OomS9G;`Gle*CcT-R1Px`zH+~;) z0$(f4#SPwj&2>lPzG#7-NJ8TcmZ)K;Hi4hE_t!-6Byh#@%<13MFlj;u6KcB{*+Z>9 zPc@0DnVYgY!6!Lv!N*O=D;_{+rhpnN&$Cc_jp#PR=H=DRrG{NeN1?F{fmDEPtt!fD zmEl}aVJUrggli9sR+`PoI^%-9{~viM`%IBVXB$exzK;ZD-+?zsyv);2S;x%)+WLg; zWlI{tfbO?Yu0{|MRH)2i1w5HE>#0qSTJb%=URpzT5r_A5zu>a9c=5a1_Ww06g6N(RnUr<3x7|lp=#id&b|5KgvH)%}k z6(&0zh6G-|BNfYxH`N6=&ObcsJJ7k?L@r)Wqh>tGFTT6Y_^Rxhmoj{HiSlNNbvm&n zs>vy{$W0TckYY%1*WV_FSsya_Y2-V%p69X&JZqsA#ND}cIB(Gsi{hikVgL7Xv`yHM za9nobN|PGOEp|!e%gtI5P8gW=ueOJ(k9G8g&$?$0iiNuG@z=%?H!{kmOVrkW zD%hKQT3=HdZ!aL)O_TZT3bvDkCPRlMY6xL040hO4m4KV~RC-PcrC_h$=LziGQ0zVq zD^}4{=B>(p&wV+TyK1Jpdp!=TNQ=!zr?A2u@=8QQD<$eCQ z*5;{GV1@Hl^aKU5iQRIpa3o+Y_v;9B;I#OauPN#158;M&n9R;YjF)7brYBF>WLSbo z{N?89v$&bB5e2GC4d1edzqj75rj<3=JZNC{g}sX9X|SU&`b{Rk8=RkQ`)plbE$Jy> z3-+acajZn+t66taJVLAZ+j4I)v!pY7*H>**!Uw&5=)LyvF-RaHGa&EyIUD3LHfobs zFEES5qWgjs(omU?ryK$P&GlT<+ znmpi9+Q=VawQS8Ni_c0YBl;TFWYq&6UOE?K&T3f^%3*!YX8xLYfI{1&JrPi7$F5#KIq6}&emhRcNwqS=Qvs6Jkg3szK3nyR|WXYAY=7lxrxImF#j&JsAW-~kuCg_H^A*xcldg)Fi^5yo$OeIX`mvbk)?g?7UqeO>jFHrE_ewIM zHwxI{g55IqNuRI%pv2p;d`xocHL5R#<|-!8w_u<-4e1k@^1^k|s3nve($@g#-9mv{b zrN5-Vdxk3C>m#S}+{#f=1^s{)0h{nN*5BUULB&mwxt3F}Hu$zg6l!cmf|Q8)Ts~cW zn2aYq_E&NJ#J0pL)%HR+7xf*1Bn8b4mwknQzwI{s=alD9=4(s!u&CcaCx|)_e6{pa z(j?Q(0ymUE@0hI`iA-w8swEDx3?Mb<0-blrza7YO=;hFa1Pu6AKqdJ%$O(HRto-dY zjq|H*FDaLDs_70CF0EJpMjJCf@HT1)ZSOiP!N0n4vM$-5+I$R#@@=KDTJ#V;7%)=v zU7xMLHW>Wo@RDSysoV3xb@8qrqgV2~a)AX8>u{?cs^pOTfb(~?Jq;D2%q0){$7F%BFEKM~2TG8MOm&ManY_thr0!`J*Sv+(w+8-Am41dfwH8vkH2h7CLX6&sb|UFyt?l952Fihs2RQ5@2GTaCJtXpe_4PVM$owcPsgWXw)8 zxi*9z)9GP-wA&2ASo_Hei>rPlBu}LbEyLIJwUewA)n8ucpKa;B)Z+b|(Xtcva~TJ` zcil+-ADl-X>&>Hh#*S&VG19c->02qRap-pK?;^hB!&$#`)6AcU_{yzMhQ(2_H4^$^ zWAdWl{lz;D*TNIBaM$H#y~{_s^S3Q(O}U?OM->6Ysy1$L?AG+xbXPMv&36Z$%+~6Z zb^CV~hd@H04nIzu;+}0KnYyBX5*KkA{e(C%_nrAdHhkYBGKu!wnD4XkAs7bBty)OX zRQ{O2Ul3MN$J~+Sksbb~RujqNvZeZo=fY9$lkt$Ta}_eYFb?E0XssO+vwHqu*%xAL z2GFYb_2C?0AlqB}@2mJUflj3!RR3XC8&~!DfZyN~#DADo3Wu$TA7Y7b!^IXe@!q;N zr*L^_s!S;5?(XdAj}7Cu>=F0LFZ;_9noB~w%&H2>R8nar#uQHW5$s=~0-&mP04oGP zFLBFPdf^odu2-;r7eEuZjM{%!pu~;D1di`SXEd<;nV;~F##v@O=^zEvqr<84QRfisuo$F5UYZm0w?qYL5U^jbpA7g&GK_q@I099;(rlt ze95c->4(!``mqEt07>xu|D;Nx%xN0ed&0M3ANMEIsmozN@|{EWtKVCRdWs?A@{90A zh(8JTKRpVoqAptje@yb1udQ@eDFOOncTKE!*X`lII+8Ma65V8$4*vFw6fTRQPQRyb zg`?G>wF*Drr$w}G@VH0G|6MLgjW8pK2D&T3z!%aXno)ReA~;8&A8x-7yjCu;&n&RXC^*{ zcdY|iL65W_VebUwwci=tc^ zSg@x;Ol$-Y2953gk5?SP<-^-J zM+1>b^Lc6{rg#?Q9;7i$&UL<;|6n?FAW`Q1_)q!0$y;TC^AMsktmCXGS zxa3V$jR03yD^xkVpY<53cnwI}TO&5?IKjQkwOLep;)a>8hn*LzEzIGS;Md%OYDWL`~PETps!{U%uocz05+4S;ObUrWMp5;Hd;^ehsu58nf?5bQW$Xs2XB zdo)Mq06Vw$kpYVX2v*TRoKp69d#tZ_{o!~yp!9k!aEJH~jmsuw0=4(O@g}wu@Fz&) z^J!i!B%1u#lL#imTH+0REB#-uQf?pEmL*j*DJ?qRSxw#a5G~YwZMeWGcpYwS=+8M3FH#lKjq$G@h#WRj?W&kg6KJ-~BMOcX_z|(I{)@%ek_R0o*t%5XKBd zk?p*%&hpYVcqQz+hZFTm;+t-c3t)d#1(l%bLLlM8H(a591d9x*4z~j{FDID4SJ5Up z$pu`m3gdHHUrD(;0q*;1T!UOk=WQOn)#WL>4tI?c{x-aC6DXtUv5yw272zi$V0kbZ zCWNRPuBKV}8!=S()(AjbE=4Bv>_HfpNBzqjbzv`OkEWn_(a)E6T<@~zvoE_&a&ZJ0 zicSCh{uyr?`*j~4?&+KHay?I0sVhrVjby7mwp3`l1T??Ts>_8FaG z{$2)8Ux%%eQNWzHudWs1Jfj~BpO0SoXDzv2sgPg=oA5b=c6Thz+=LZH$JZ|}LWe;~ z-UBmTY-NsA;eo^cw3JIbnKZf}>MRa#wTk#DDae*;DqKHq6-ou6T?HuAaoratMNZ*N zZXo|tQ0@Nk&5AX~CWfHR)!Pt4zeiY29yBRTro!a~npPf+EN8qAH-m0XuZNm3vTV~0 zU_j9z!D`@COLDrk6lx-HKe7~`!*}gf|3~4U?D2*RK=ov>2Ktw|rWbfalHMlkk8n|< z>cBYz&MN;`CRx_jz*LbWh)cB*D!7a^C^ho1X!4q;zrbct z{q)y*N(`|iKDqp>6Sw5}#oJH6QTx-TT#zkOBhwZd1(vwZOH(u1_V?3RMc>!pRqYHs zy==?R)yC7LpnDN6t`Oe$f|-$s*);!dIR0(QKbT_bcYrCjH}7_JFq4YdpR&lG**LU4ACuaCy?T2I7!)Lh2Br+=?<_XOl(H$a+l|34 zbzk;uKTj2hu#KTTC&i5ZofK1-R-m5Q+-}!JV~Ru4-qYEmn^B-uJkQtu#p-W{cwneN zNjb$VYxm54YMz8sy3(++9y*ekLm@z_J=c1F6COE@(p6D|!jrLjT-@GuXGCWz@INH6 z_;>AQQ#5lua)O|yezszNii>lw2#<9VU+*uAEW5I%Usa;!lBI-^*$a|8QQC_s2sUJP zPO*{--CeRcPJSWCfsL~Qo$ctswY3-q4aJ;n1-rK}Qy81L0Mx1q#!_yG&3q1|(>T~Ye8`Tu2l6cnq{crLZt&sadTl3G6Q>EE3 z&VD^;q?E2YZebr-F&Zq`unN91@x=!<3I&S7*pGl5r6zX9ulMBH_PJme3N?y_dA~#G zIT2fUKtST3x;Hly!!Vaho&NWbI6@A)J6qR4779A0S5r0#M8czKu-z`-!{xCo4-%n$ za3tFsuSi{4W?E{pkMo5-U(g0UVC#k4oH(FQ5Y2QZ;HjGRg#3o<^i@so?pR?;-@7Ev zjcPwYt&*=7GFk_FS2Y{^SE&+zPsobdvLyE%uc_+MyY58QfB}f`@h@TDKq6tfk-h4m zmHS3$%xZs6gRy)pF%&-c@6J>4I?M_4VTfG%t&{^1u_d#so!ZB8I3X1G1)(H_gJTeu zt06bh<`jm*L`Ou9h_YBSxbc@~Q4aDag=l|6)s9LmQ1Rj?3zRgHgLuld$~^ZM^b(^Q znp$0-u8ygr{&*ZJUzgHrDrSq5DN#qM$&}tZ`W5S5)6388i9pQ)%>v)JH)^6W zuVop;B8d`#9Ha>~DpaaD^HCC+i2rH+@Hn8cz8YY@&hdcx?da%I0l!K3Fl26My9)KPs7 z$PZE*t6NbGg$=j6+R+=RIhcuO(f^B#UMtP!*BfR>$MyD~!)!L8|f&XM(I#jIK_mI3C2+NZldsQ8^66nQb7Gkwp?n zjQ>hEmcf@u7)sh&yuGM&T7f7EiZ6v~c71HTBx3IRZUQB-9txrWQI1ydVi!{%XD-ak~>+P)4E-b#UiCxIMF^mQZ%hCku6!R1J1pF{edpn-@%NwLQR| z$C`(TH#_s)dJyc*X2PiXf)$XUj5cULPQ%rwmvnS6%>QL_AoA5IOI{6K``&i4?-&H23!zcH+J*K>B< zej_NmFa7+2w6?6G?Nn&gRB0nfm9&7DR}$Oj6A7E?StVAbM-bH{t6|BTWDW%w=V+Zz z;pxS9Lxl#o7%Y?aR)liKTwtMOcDBIRr!|2SI`ZLH505q$RfpSnubc6uh0pfzo62f& zde}v{{~-uClAiw!h-(CF47C3Eqq4B5buzy@4ZSolrYn_S=9MxXm;!Te?lg(%EcGPO zTVqfWJIupOjtAIHwS9dF(;IPRu0%@%=L&I9abq?UcVniirt%Tqe|W`HeXT)#rk)9( z18i35EdeRK+=zj*l&~oK)+LayHi5OKzk4t-6xVm4srBB+eOXUgJquVwHh zyKTP)HC`r|PtsV`oYvxhZwl zI*49ZIkf7uo%v0K-_Uq6Ex_(8_l;4$T7yNj(w4-x*aMinb{ipv#VS1`>sm zr@krvhQ>8aqb^sT78tz@7jJUOtJm5*-Yh{;6kqcJSsj_wFbZvF@qM09)3n)#ioh>K zytHrjci}6}1Wv-sif+S(+d5fVQ5ZHvvRS6BJj8A^;cx*dQnX`0 zh*KKi7e+gQP1{LXQx47v%Mz-QtSQe?4Fd!XF z+kDIjQgmSFlgE$3{sizuLoox>L39(!rY#HTIR<(X~zjdi+ zV)WF}ZF{y(WnNW3dcN78RlJ`{b;Sd8*rD&dE16Mnb=TukF2!U#LV-xN_!N7BuFVA4 zj2c!|Cfs;TtROXcVW7z z?zw+8_VJeInzP;n?R%%Rk1yRHEo-_gEbD8q&=Jphw#PaZJvx)dz4u!4T}|dN%+KP- zbD_x_u69@B?}L0vtk!*)2DJlXfbg!1g&@ZQUZmk+lIy;NfRMzlZEh5@G5uh8bKAcl>tIR9=rGTxDb2a&Tel)=#5=ze$UY*i zcaQBqf8BtPuz^fSXwgxTu;wFXsOo#5=f*8go|X$x^(`Mv6>Xf~23e;V4e})@?es>U&c*7}%l-tmu!w->B$)D_ZT6hnG1OAV7=xoj4aFE$aL!ec z(HL8R2N2lhE9O%R={%BH^RYed5OH}pX^SEA;0n@~%142QwXLL-OIyU39A>cL$$sK; zlU?r#%k$@j$IukaYM|f6@fQ`a*?9I{6P=ehvm%?!Xg3}T&DCy*8Reju3+N&ELrDI@ zqK>Teyq>h%yaut!c+s3nqInmq#n#TcI?e7HPcFa3S&Rm7Kfk9*iMspsu+rcm7EtX2 z8{ol6u)+14zux8|H(M@o+TIHl{}`YL{c)VJLJV>ykADs?n6{Fy2sWQNkhzK6`lB|c zi%z>#j4w`QkHAdKpwSBX!J5Tm07@d^u;84d@LR{P_2ic3tZ+^|0sxU;DLgf46liX;i|4trtw*p97MGSjbrKW5>uZ!CM1y z2tz(lAIq+Uli+G#rI-?S#Xf?%cyne&Ry+_9FMGR5B})%B^%73kq7LN2GLBxuPrv;1 z;*b))3lj2J5VHpoitq=K&$r6gt09m+-gD^eF3q$CI8{d##Q&iE`46c8*ngPn7MTL| zi4wwJLU0+kUN2CVu!tc*BaPR`c&&`96W`C}@7?Xl*##ESj} zY0eLR8!O4A5S2Q@KN(mEK6O;Q#e8eg@pe@}^`mq1`|NFmx-OdDH=(AU%?1KOJ{{McxfB$swdn*RGaHl|v ze?E|Z+`xbSfCoYEP=dCPh7|w#=Ktpx|9i3jduPE5_rI^f|GozQ<2Cp}>vIpH4IX|o zNv6EF`SBUWK(y}Z>E2ob{AmamQB2_fIb|tGdxJdkv=_Q*U@e_P{e9GRg3fN4Yri+C zd%oq-xg`RQ?xF#qN?z=#!O$fiT+W5L9FAzgNnr6XAfi@YUY-G$E$F|80R40R8jS>$ zF>(3-zd{~%SGH_o1-G7ILspY(+|l2OLP1+ua;gOqd%sF+Hv3Z#8l-=D{dvUMT6U@U zoR&VAeNIkENye$lc3<1&{RxeX{sUXnd>>;B__!8=EHeA^d^+vAteR)EjS4tkr zQ-(C9*_}@3S%R0JtlQAs8*+pClpTO)HsgAyV1mVV$k{=(1@vh}ugr*3j?}Lf8!pfZ zStN<_H8ymBtNcy+{6@czK>Nx84YTOugR9H4qnyRvU$GCQ=BWfC?=vwqpZeCk6pJEC z?AM=2cZ5T6LBr#q6J{|K|MS3wpP^h+b7$rqxsZ&hhzBN@;&_q0V~nISzvO^S|OCzMHYi@61iEs)sTp&f?GclYbsAq9~=lD}&2t ztN{ce=)j2~z0i$+ej4u}?@E%Hiz(J@ z5gkc+k^-^1IrHLQc^WqRW2Nw?%BVrog5x|RCL=cpOz#wn>>JDKeU3qk;R3Y#?H12? zxvq}HSMr9zCucXAG8j`Qbnv#zU)Hs!f|!8S-i*R0T`_(;aC+zM)+w6EUc`*9!)-?B zG4A8r$O??tgCQ$_qBr|v`u!^?s04hW*gKCwy#Cc%8igA>tyXO{rDU``fcKSj-Osvr zBgL;!2(EyNIq3C=_v=s+%Lk4qDD8!RBscsKq>hYLE>MJl8r&V1a5CpZg}wu!k7f3| z<2tl=W;4!e`@*=?^;&JCS~h-PLWmkK<)z51n(He~j~UVvyBn=resF44{hMT*E{d-)ArmKa3n&znww)ZtG7=dw(`cHnHo$7)aix0z=p zL4O3>Ims#20eo#f0drlNIbqUo-IiMZKx}i2;X?kK1c96)j!CVD@1-IA^VG5m{hwF| zC`}OSpaRZ=8qdnd>2a#fk$D(JFC@rWO64hXk7A-{de>qN${2aM$mX602#Cz4f)Y890*ND(=hz&`E9PtTb)kQ z?2nhVh~#44RSY2}qerKJqv|L@WQm%G*YaAwHvGF&h_Ng=FPGER%;(@z%{o);Xp5}E ziQ{QcQiMyVKhxr)GotriZV$Vb({0; zO(zB#i$6R#=UCi&Cf@<0j{%iTp)$J^BkB%k;W3`>UytGA6_2OwH|-`zo%tFoGU)R* z5mU<51TgJdp;ds`Zg0_#z$G>?lG+rvRqGKVZBqplyvnDAlSx`;;$oemK*PZp4Ln@W zt1AxMt9dpDhJVY5Keq?u_+pWgYx6gN^)kk(NF`wspmAl?o{163wd&B{Vtb?D)%|1{ zS*Y5_V}E!O=eAcr2gGQ8~do|iFC*!4;_8xRk;%2O)`aHfm!9xtKO%QoPW zKS-@wrI882;PK7BO_|)AFrhTOd>@e2!M&9YT=S675i)#B@I`4`8RQtI?v-XW?sYa* zjSu1F5;5;SkDJWJ<4)B!)sO^3K7KWz1}B=PDH7`g0Yz(PaOo}rp*w;PXM%)UZeZ6Y zRykG(7Ns0MRuufDL{-VGZ2M9bW$ne<@0RCs$!XCU8@@{w^38&yvQQ8znqV7nZ1n9- zV4s))r(l!QpM+B0`+P2@=HEa3WeDj(KdOSktP6pyZRj)WA*P32r zj(rS%?>Q;{{I9MSm)x!gngg&qX}tnoM3&eM+B|0u$-QXMLMm&IUKOAV&r)F2ZDsh` z$*_kso+p(@zV(gv5e8;3zDP}FO5o9TkiM+h!fyWX_Lb4evd4ZMSlIiTrV8`huHXpd z=feruI<^}cE<2+P0q(7=b6-uftUEE}JTwhBP$cbdr#}>!3UPGhnK+xhpL-#XX{=(7 zd1PUwdTnHhot;z~=bJHPI+{u$3#gtjJNz$$+;KuMs93sTN{hTwxtVTGmSPX*DkXmi zhjbOU6B#r(pT&T@3aKrMFIaj}p#(}w04)OP{Pl8-ddP_&gj2HcT>+KH{5xcQhw|w! z5qii(w|s6h5L6-+A}jd);-a?73brExmEJ!#Q|w0can!-DkNuo}-rnB%aN;9)h~KaT z`tcyBZnx64TBas1?N2T*84icem(S8iW!0S2mI_Nxk6*nrxYqVjnRtyzasCdpi1ze6bB(u*IxRAd4>#dT1rnrHLO!mspjl)Bu&8_6 zl39e^8{VDs3 zYfQAZYPT@)l9=?fAN+$u?2mLn7<>@&!3a0#W6|SAb<|yGYA(hnksB#kJ z;tM!$5V>`J_m4qUlYLF+lXOb+(69IG-0i;pd%m;3JdMslD-MDr790vS-FzpH@Ws8*y9Q`#8W*;sOJ9C&+ zL|^!fU!eZbX!1O#)ory;fc8Z*ZJ3sx&tHiY?jp9yG3qx9jlsbw-kfdI-;V5P$DGG3 zSKEzz>y+-pst{&5-%R;n6z%IWugSl^=e0LVQRH8@QJXrZ@Y1^98*wuNlO{IY&RSKy z_5+f4PsUQ(_0W<8!k$t`1h5X@-;eP-0z3rTOB}o3kx)zPTA_&ruc%3)V_-vNHv_rh zVmOR?c`7u@N;^}4-~ z56<%_p2Xxw?@%oksu9<{cNt0)Dv;KP?y>LBCdXKvyG@R1>7XxHrYL1HD2J!YmD8-$ zDmT>X_qm;a$C?s{E^D*fO0EA)#D3(nKYI(Z+!~`pPgaqdRSe@)SCX30t?s|kMk+q+O4_c%D%&oIKr7|=|yXZ@c5`4 zVv6UAfrwaH73o|dWc>Gch>^G)f_JT|;RPxc5$u^#U9}+Kmm=id7MHnPIyKe{v)WF~u`Uq~8)CG&Zrjh-dsP1P`l48_S<5w&)+upkW3qCDk1hGm=)q_*DW_+; zWu`(k&T6LUz#i2EN=X@9k3xv0suk2HB7^S&U-$(v{I71~45sN}?v)TXM<9S2Zw z5R*=-{NkYxpb*6X3K6wnIHSj=M*+cCHH8AOd!LInh1jJGwb>@4#yfZoRn*HGLH`z& z?9aH9;wyhcn`NWZisRp3q~AP?5e5enyR=HM8jAxM1bVO|yv}i>&4S^dD70+hfbe!q zf;k*UO)+r1cWHhVu2^_sO&`~BIA5ET$f&a*;cA>vJ z>WRKFJRRY1P<&j{I>1ql(YIXk>w^~3CeSH8fnkOXIt1wFaP-~3naQTV3qfdIRj06N zaXJtf=zK^7Au@kY-cVP%JMYrRcbOTv9DKWM*qve+{_+kH84XP; z7an<2za2+TW7s`_9o3X&bF(H$a7vkBOF=u@aZ$V2EHWe7!DO2OQEAfvUIo|UpDxia zeEeI8L)vGq!*MJ(_T2n_sllZkkM1wnQ@=@bz!8G?u7eskI-!{eCcW9G_J1E-8tvH9 zA;4L8)wAvh0#+Jri@eej<3E_cNm^cSG;kX1=J@IbYjPFS70>BFd3yxP>LtbU2-n91U#b#I&+au-?Klzbb3j7GK+a0#d@eONk$OXss z$p-0P4#z~XzQwy($HWU!9jN}GjCHnbZutGbvriafqGtJ=* zX-P=-siG#~?LrpoN8k&XZV7C;`hhQW{sNe>#-*9sB?Pc_p?EUD*uVknh0jt%ok2mLyanJ`i2eYO< z-ZoAD_HA3+s?C~+ACp4QHod3EB^RZ&(Ks|*__V5}RM4(x?c0xAw4G20IcYC+QO`N` zKhKE}SL&Ky??Yimt8XueF--*^2K)ov@XRnze?uVB(f?lNoHk)muRKWgaJn7Q@Q^Uw zK%W>Lk1}kkNHKj!Y<*1i&^KE?sb~t`l_&#Iag6C3+Df;=Pil~NnB^b*COp$zK9l}T zqoeHuWpxx5v|lEamSI7JE4ye-fJ7RQ_GOnn9lF`JV`3f4K_yTnM?(=u#=wmqB)2yV zsm8WhM$e#QC(!7I&DS}ObbS@&p!cLt2d4XY#q#|r5%DH7F$n#m1(x+v!{W&j#I{}1 z%fr%*hC~L^yQXlFX@31a3f0K`E`UZWLWfN-`$V@0!TD8Sz)o)@pIGie52>}DO02bx z@S9f}zTzAW!7ou9rTgJvRM1n@mIHpDqa7*;^QSDn;#$r5^KUNzBIKw_A$zTQA!^IL z8N~VsvB1?BPlaSNiZ<>;0Pm$7wG-E_+ZG@tw6(%Zo1F&a+RIdlr%G?1PZz26trNN) zG$F(}t@~-F3C56$Ra^Z=p&J$y7Fyh(X6NYE|r{td6RuuAeO&i+@l?5N?0hqz$Wwq*eO}N;n zZ8d1;&b3NIuj1Lz^yH45mHN`Ezh0LL&k~&-`EFp*aWL$h8jw__P*G<`c{TOj``^PS7GZNYFVty!FJ8N+TB#$t*9(QmG3N_Cg92hNCz z%t5JG(%3YOxv)n84l2#>@gZsO!f|h+hmEpT(nu%1FWGOMYTk&wQ7{D$mt{B?tLf3x zsahF>`a`};8Di9YFFma(_U51Mo0FfForN}ajHTE{d4?a zGMRhIsSgp;cbMGdOwLO?jxq*}yWGrk^%IJph&ECYjC=anY-iZd4Lc4T_HwpO_=_8K zqnMIx)g{~T+39=xZsCUmLA}B1UCvLUmE${@*bbNIiW~&~hqDi&5wrAC(_hGHycRvq zCx_JEDi(>LUA*4sa>6=%AKSK6(dB%*z<8h&g%)BByNAl*yi*i(pePJeZ0J%b8|H{` zNuEiETy%6fcf`C1KR)Wwj70te%)1VAkQ!XGr;Xd%7Ql@o92s+WhrfCsmGuKh zk4RADP^DCgA{+|~p&f;oTdq{C5{q#Rl{4xnUBL2aB=pb`(Uo~VUmCM;Gs8y@#nc(v zdx^=Z=@9pl^hR*sg+_k~;s_ue^EKAogglNSo$O{)UkJ-4eKN8^xLfZsfDU53o`cwK zwFfU-b(Nce2I%V-_!*{t^YZ!c7hq zPBHi8d6CQz^laHD8W!R1&kd7EEbAHW4V)Kp*#W<2QE+xQDS>1X>CyYxVX8U|M9MtJ z;#ieJXNGK(hn-#9Ko^v4{nJq?s{pUXlA`Pleg$EHf7-}SGVz<6}Mi&A#|5pWc!^Rb-kExx9zl1HOEHp zTBy#7TEDQ?Rvd!%IWlKc?~doUUNxYpd(8JraAZxtD7EVQnufGJsSJV?L@SaH zJ08EyfNATq*g~=Nsm|og`QTeZqbLM?&j(L8YL^2J8pAtSvb!{vc!IL8RSo#<2~|{X zXIuPQ$H!WW9`I7O8n*@&-}K_;ZvQMai!^9c*gyxu#gXx+aygbz?<%?08W}0DGG&ZbTSDz@1u^8Pp4J zhf)8?s8&SMCykmJMZhihX{Kxv`ORO3Bz}E8LPy(6KIhHYt&2Y;eeb)QjM|5R=>Xoa z@gi<)>q=c~>*bzpzj(yNteXBtAr=4d-7Yd?ZzPU!chTSgfhJ(H3}0)#kxKoDus(E} zXi?Po3I8B8)GLZGKK+0y(t4onZpovb+BTyxfa4V8iEjgoaL(%z3YrHs4^jdkSzH15gCzr~Y*cIuWs^lb8pQ;ug z8vMDF3}Nq{`zDjv{Oww-JrqE*dwKm9xBv<(g)s`{W|7iDEq=FY7Rah0Z@)a-H{JQY zilSjh`1ZLNi49rS&VV6oAnK|Zr_TcnGEvDkQFdc6T4*Hn^_m)~SLFNaUchEP)v(L`GJL%2`_1cs(p=qAiCkmA|skgE5OrRDK ztzJ3(C`MgyvQ89C>9$SDYX!aHwUF1>Ip6nyXA##g9wJQ7 zUJ3kZzk8}v`sS1|2#b3oQwgxDld^xP87Gj>%4RH}JkqbMoxC z)$J#{R>z64U1kcKo`uH8`{PYqJ3>1W!2NSr{@I^M-8bHj6Eyiyohb#zxu<*SxGIzSP>cUhL(HO4p%M?}KBGqQ)wRlad%b z4YfJxRlmo@G}O63HZ8GR9LY&>%jk5`Rsnvo#c6@UjPeHK{xwT@eX*8Sad>cHz%N=i z7<;^T^|U3b0tsQZ%By1Med{!n=G((hkP5}VlL|GIALc7i6j4n&sMxP+(s=@NY?nVJ zD4FNWypdk2*~>X@7>!@NbUn_qxf>s`nWf}W?iPkL6i%CQ5#VDgKp_CqKnA|3MLKBPoU}$}|G>TVc0(_YNU^SydT8mhb!%*!5 zZ(6<2kH6Vun`FJe@D&L!;Z8O&4BvZc>Z`c;@F0$Gfo?AmO4nupmNCKapVo# zCb_sRclC%{%zVFwa!mgNr6_FfwaP4~onEC1k;fntQ@*>Je-Ir80FSLfMTTERR&ZNC z@6O7+aA@sTN0PrNuDwD-CdQLV`Cuj4oc~dC;ft-zp2OZ*E?~UPUu^2TMhW@9YIU84 zG}-yPpX0wPF<{k;UuH!5XeK);6ffoLGBP(P36+2Qk?j*i;ZFPDli=UcbWYjKWx+Gg zlRxhF-aHuCB@-VdRKFI@+{w)taNk?Ma$xL%ze0pz5rq8Gt*)A`&F#$efDD61!Su*s0o})a93B%A2O8M?<*- zV(3WwBxdGRweF&qa)tZMtxPka_yKQ(;aOB;2XJ#LNkn5`c?H3iY}MqOQoV=s*<}kAm5*cCTJS|>D}wGQoN}P9?n-K;k6(ZF8P-7(4`W_y zvk^q8=ovqJXK~80oFgxOTSaCw)q+K*mCRM|a_IATrFCD5ozY=fJTBhU9`c33+@E%E z1=f~71h3=Qw#F7%;YjdEt(sWZmbtztgx}-w8NJPyzATaEHTb>2Nn25-s$(m^s?Pg4 z)jD-*uKws50@0lOR98~-0EV6acdXU^hzRHL!7s(f(02M0ZrpaeFSWX$ch%dOD{0W} z2Yv6mozj*B4oi(pT5&fTDUzxCR6M_d&W?(?%1Ew_a(i(@l=0F-0bZ8`2pyNMzR8tB zu6UWqi{12J?J5nQEv=?y5G~(g^hR1e%gI3r{D3)znu5^-ur2>FL+;C=Hl@a(oqFBT zJM3QZ>g-b%I>%B3!Z`^_4=*)CB-GJ5{Apu)2R5eZhBUXB)y4alLE}JI7G+b(FUOnz zd{(q_W|cZHlczykJ@z$ECP8W}xXJjENUKfcCpSJI&S#uTZH)g)WkXEo$`3?U7iNnj z;8k<2Cf_@b4_)=t^4~veB>V+V!+)9JucRPFnoTcd^~Qk)3C(v;IKEDnoUh z?;RmFA04k+(aIxnwIVO8NIlhhYwdKHFOCn7?DqMse=WSweQ9&ve!$)3*=RBWp|>O? z%lG83MFIhqja=1*@1O!beDG9(|3e_o|7SlD~gei)aj92>=R%i9dc4o%-Eb_mOg zT-@wdDn9=QM-eZgxG=*|9=v7jt57x(Q6x0p) z#4Zvo5?Z@lt=83N;r?Y*g8Fs)bE2-$E~}bUQYM6h$K_n{mdk7@KUXl=3w`Ub6?ki> zxC~iDuP7z)d?Ef$yuH6Ll$Lfwn*=#E`}e9=5R%N#TMDZyDa(`e(rDF6#4~oH_Dtyi zHkT;L1pVkv-k+*391QhC)tA^a$7EymXZfB*ziW9{5~fJUVOs2|Jdn)f5KRRYJ5OZ8 z&s7L>I+&3*P|mj(wSr`2Y%4TKLp0jQ$}+uDq-%Xm^r z8?F8tZ?I7POpQdL+C}7MbjG zUfxEaYMouhw9B=5TdH0xQMWvL`IyyCWV=TV@(#8 zhN&m6xCPBg5=mnF8KrOq{<}7`$HI4cE<%tWR+l}dbdG*vP0JyLt&}YslmH06dyGLj zxp;edes$Z#0qx-~$Bagx-t1vREk#`LXy}MRO-T5jhrIv7Rd= z?q1|KcOS2`HQg7=XKPhPC+A$GARloNe-P%`J^GU7ApXTdJk-#b?Hy*RF?fAvpfzDwCBbJ+AJO4l>2)TNn#B6u!Xoj2c?87N* zQoX_@YR&h!bJ4|0D0knbm3qcIyWAjkCF29`e-D?EiBAuE+ctXl=%s^_%I7@t6UM#U zcP2QGO)8`RjGH~`lk_rcmgceQNqM=8IOlmAAhjrT;TkPJ_@7Dqsm!T3img!Ewx-o7 z%35zp2dzP`@v+J1<*K8TR(|JUmAqq~Zm;9Y zOt$RGdfoG7WWmLKfwK0*F0rXtD<7S$M1K~Od^%sUe@mSsP3?HEECl~tA^pAR>&YW( zE72HC^fY5i8zUq5+u09KLuv>#q6cyy!G^+zV>1X9E9d9*hN4gSL=zzhJ%=*bIs9`m z2f52QhBto^0DcEQp4H9>Ez$Zi!z|-OU}PGPqNICy%yo;Jsh}eX2p#L9susMv8Vx0eh8- zOVG9TH@UEGx9E)&BstLVw32E1(Q4IlkDJ2gdjwpl+~5&2NJ;VgVhOaSf@mMt1p|lN z*Bgw#3}YU=+*7q$=5YUWcE>+`DP;i@G=oiId$roGpjdZ)F&Go|VHK^q*DlOqwh!#t@z zrAgV}wu~JI1cAe5dIOMeYvh=l{HShz8xM#csHt))=C~?aEtCWzYBobx+3L1`GTdnK z+jN^47Ae+AkP2NH@-Wf!2o&lh}_;)GtC1 z5_#zO_%|q0SS=UNC|bv|%m&j<%*Ea!6{Bn>fhFEc-AFl%bir@@EB#J}plsCS{|xE( zwu&2ScL84 z5D5~jo#d2(%n8y|4Fj=gDtQ-}Rl-43`-TvVQLN>(T&=-nVv}NAUgb_z1g6wZrNX1K2S)P$iTU>Tx^;b{6 zHxe(lz$X2&*zCN7u~Ow$g2D!yK~oG=w$My@n^lKjmAG-Wjliu+YEn4hi!^S%trp?A zXdrA2%gjY&vm96z3zGBmduG_6!9)J{-$O}LJ0V1jzv9j{vdT;{laDYGk8i46(Vjsj z{v)YuI|Q7;nDd?nCm+Dc(U<`t>cv{fMezp{8kr6v^#H(3+Zda5=2<`tYGpD%5 zt+`-ipSfC`_Wgirzits6GG_KC66m_aiD7X&aNxVsN%vAPoopf1UihhO<{eG%#sn>FCJz6jvZH;27Lcy0^s9rQ><>^d5DJzuH-#6ktM zy8omsepjs7Aqgpp<+iGj^63uUeX2Ux;XGG$u}P%DVo)C{cw$= znD;qlVyZ<{dEhIVD6IWm_iD95HVmkUzG^h@JL7II{`{THX8b5h*CQm70&{4RQhY~E zfR@_e!GyYm2BTjo_MIfW+8ckr;7}vAYeKNtsWwm7xGB@>&uCfZ&iIGo+Xh(~#GjiI z6#pwnzP3gY%Ss;#?{p7vrPrAVb>`RnP@TVG2>`QDMEZ^m0wmJA4`fLD=_tQ?BZ z)+ReEw=XNKC}7v<^7#CC@4{N^_fMuydVAEb@GrXFn|6PUUUIKd%!pUDy6OkAO3ve6 z$aj9UmnhgeW<%5K8bWiC09nz(tENgeTMYPQYqhRoKmN6=5+W9{urmWy1T8^)t`+2} zg!}ZQVd<5Z2$0TXOS@G6Db~#8n)Z6+{VC@0&!$?!R^R9l&D0zD%i-1TDy}kRnC*g8 z2CSXG3upSjhhr${U;q6B)jB$bL*B+v@)IVtILP*8TbV^ke**c%{pe{G>aM~7ivB^%D$ENE$u2JN%DOemC ztLM#a7dqmO7=+5+#91{B#!`fZI^jdXbtKdd(_-uk7vp4Yp+zxyz?*Sq$5a)~1PxgilL)OZOD5!Qw?Jbz za;Ey9q1xcj`6PtFJ+}?P4|q+8&J|ms(@rY^055n7>y3*J45ilGU$&S>GFk=h0zNQ} zc8GmjW4|akH6J^|v1lTSct(B{L6U{Xj)%BJmKQ^r z{FU&(-`I*4=Geok1-Qy|PNuc=b3(=H)dHaKuivRo$(s7XA_Rz%!=|YbP}?rG(L4mv zxdtI^pKIF@R;>x6O$IHY@>DjoY!y)Sa{Zw4 zBDaibRiZwlSfv`K%R%IIM)-@P>Q(*l%!pv1lhk{sUv3ljDT~PJM0$WS1g3~DCR;|u z+gnB0h^x!3>TX@sv<}Hta!7YZv81W#oeuMFz^VX{)Z^Fxuqp~iz6%3Z1*p=sGybmc znS_r~>;CQL<_gZBRl)5oF4>-Lr(2bQ?~zw@@+J_52EGLlkj2{z2ZeHySf{dL60!dZ zJbSjy?mGCT#qs(*h^*0wVa;JO8!gBk=sO~E&~CP>Z_?}3BfL*3nYO6l(8B>F zgFn?CC=7ZvGIs$cP!f#@MBKq$-rEbr(ux3t`eSDE2O+dm45N+aI>XhZI;#;XXbYBI zE;>ZbraI&1M6>PSU+Z!d+@DugMI_e?;GRhxN(!6f9uhI?M>uxG>YYw2=Jn4?Y$8`^ z)EA~u=xm)s*inMzyftnBZe~vYJ9U}qqZBd_p7cL29XOE)fzgCa?<1=#iRsVOzV-E^ zx-KGYrMxesJ0NHyqWpPvi=U1V%+29rd0>(!ESbEfnvK;oRZtQUfw@ z!PKg^D8LXr$%kJEa3YSSkfwZ%j7$IUgszy>F{&Tyuv?`(-{F_&Z3xP7_w1!^T-yin zSQD2zB~tdH*DTug2s{>!ZJuleWbkOnSRZ@5-*Vb0-b{GHy!f_^hRKGwN> zTwo)}S=F~RM+#9K^7}H3wo26kF^+h@^3MT*JJ|tO?1w%oIL8}a<3TzrtzTHIo}$(7uGa60c=Jnic)As@hMkdKv z>2;Pd&4#{9qP_{)yjn!zpO~>;sJA7Pnj&D)cG=6z|H)da@)@aAyx4 z{Yp+9%KzAX%Ic-`t}h%%KK_1V0fW_U$5GHk0B@>NxbHO%HU{l{v->`mVLQru!>cOP zVNB6jcPnwncBXb86=_prH*g4+K#0LWr7kE{uN2b!U|tYMc}g%*-yIk0YSsA`H~ zRxDqI?ZVAuMZ8lgJMR-aAT_dMx_LIkEc|D<%pni=mp)JyQ|W{}T2(s56LmebfIl1M z3-xYPAw`P*H!AfL3pclZ!I4?O6&BuHB0f7BPic)O^^HDdu1Q!jWS1m@v`D^|5}5|r zMM2Gtlgsn0>A)~Q_N#iOeqqN8zjG0533PQ3Ufu$5)`Ywd3En6fmZA{Pn?LSow*=7g zbrHvV{Mkx3yjwY}8@U0$UTr7Ce%n7aruo_aubP|&LXO~B#5Hv}mQWY3&P7>v91rY( z{^KAunB^T$?r~ueyc2rZLG_L&m_*Vs9c3vuN#9cvWqR%3GqXKqeN*3?Vy*PK=2y2? z&A5IQW*@zl%fHX}mtDTjcs&FbAzg%$JjPK-Z%p3UgFvYrUV|#WO#cWbm8xfpz&yT3 z)36UIrVFbhhJ8%o`%_=7Qw-;bo6OE(kqU-h$ zjb|C1LP7u>GG}>pzQ~UFuK!$mH5O*W7;2N*zA-treM9F_Y~5~j?~2Yy3g3w7+<2|%=ZJs`SNrX-E4sPD>ef3 z^!Q?>uqwe1o4=xmXQlk|&ilg_^_kb)pCnz~UnhZD;eEdPY5Lgl{~-kfcTF}0Vuy-GuHOx{U(?Qqyg z)sb7f$utgv#kQ`FE4P>KZ=q^i^1-kuUrx0y&eK_b$Js?SJ*U=qW=KPokS&&#MK31t z0T)|HPn@dz{Gs=9dH1#XxgLZHqXs_|pL(%BB2A#sfCVj~Zt+TwAk6>O`6Q0~zpk^( zPuE$6tv|Rv7WFLI2f$acHATblD=A*|)GXA8>=jbQ&*NPsYHIkluioVs9`!}e<#;*p z^uATs+%M^P!tEjta{%)|CEo}xX@F6;I;_EZ!SF#2#syErT8pi4fm{;80c}QSfPpr;h9 zr&S{?IGi!SkrQOj-9FzRmQ2rWowHl3rO9&-n%}~I*!;S<4~$S)Lp zanq!M=X1P{t<~;cZrNGvkcDMOF4=vB07ZO1Mh{7S^s0YQ%-!nmP!8nN+5q)9PJtkS zo@KKYfk3~vGrJ;F*}9)_n7HUna`8JmXvNZh@ydm!X*%GHcL@h?C#c81t`w0c6B>5f z7kmsS`=qE>?|qSPvi(6zu06ZacDVq6%fwnKhwi_EJ-Py`|6Z(`EU-xVwtB%Xeo4ilTJx9^l_eQLbuYGErqdKoa>#e<_Q3?&WT{;3k=RiXv8Fw+Gja`c2PV#onEMZwJ!0U~=43+u8eZ}OPsfvyGFjkn zwcgpQ({^W6#YCAD3x!8M#_WFe3O#9j4r^>xY7hz%f=ZtMX^gLBvooEGtdQ9LR#LJ3 zyw6tfib+C*(qf?mt}nV0H>VW3%e_A}shk3)rSoAn1u-Lz)9!3*@RtF0DF7D>pdg9Q z?Rrt4*IDx8JzC;oOx238hz+u8g>EaOk&E;$nH%!VRn-?Z+VFKJv{Z|8sye3yb{r;H zYPIoi@TAWLq4vf+ijY>zUG|&1Q)G8fgLu)ay3c=V6;BHyb?jw-;1MPI#khQ$M$L}Z zfWCy08$g2>pmqjOo(&k-Zd<3Fxu}g%eQKV15(RWh*;ElGDwNL?cyDk74kWJEK_Ld1 z2eptEsh>;h=G#*YpU;0{H5_I=rW1-B(m1Gr+{o%rTMOrA})BtSgDvYs&&eZ*sri-N%2C3}!9TS0~_! z^owNejwmK_ruJ`xJ*xWl+Dcz-uI)N6)Qy4>%TMK3cE(9#$%gK1Vq+&VK6VVbzF71 zT)MCOavTiBUW4&fPgXSH@pipJQiNC099?K0*m3*4@QEpG=rg3yA~M0-gyJ-+Pck(?E=1gY==o@;P!PW9#>#0Q+H&<=f%u+iISkk%fgMaG5EPFQFn{MB0u~7qVXMrpNF1Fa_ zXeLfSti7xfA{ox|n&o^mj1>0UBaKjwPgUvc3tbsMnPDFMo^2on;03W-LcY?fei_sB zub0lC*`L85YGvt^=(^+ZSQ5Iq=tW3!AQH;yL9I2qws$5TSqF;iS2R~LcmbxCi^(xd zfK+cWN7M^&czzZ|q8bs@5u)%s_%(b)MmQEj*{p0v!oJ#t^$TBQ=*yRBN6&_nNqJ32 zV^i!m-G#Sq%6eyA=F2}ht{Vk5g@%SLc)ff%d>x*&mC5ZwZ8{tuPydI`*_L9hqS@t= z$aFZlE0Ijfi<$ijqzxA2NyaJwhLCk<9AZB&?Dq)rHIZh=?f0Z-#Qpk?LlvsM%xGQv zpd9%i4akemKkEZ(NIu5IQGj*=cWSoQBH`@2&6L`+J47aU(`a0B>kIlRM5)}Y&CJ}h z%8nftyX17|+-p;q_B>zdA4!X+bfR527qn=iOR7|8 zIopOnAJe80j|DsDszUWVw<%ItI46wny|y!(+$$%m50QzMqTo^#AoSH)84CA@oy9W6 zN<=+8MdxQ`ckYvXtKYXqAgd!DfVeM>m_(0Nz@JK=#iP6EM2wC<#W&m9|wXt!rneo8r!VF zj>Z`o$+%8x+0L@_ER6CMdQ^Iob;jwY04l7soP<8mB9=eVzasB1ovjE}7#ND9I&~-B zJ!_Z$gd7!mbNm5_sD95R7CJ#F91`yPIljz+ga!xhCp!%@>Q|zZ?mlTD+jU7MruJY{ z>doZOq@&1cT(!xb@-lpMqZk}42-y7LVB@*Ne?Gkrq0fu+ndPhcR7g22QpBs_UJc6! z^Xd&z!Jkv?kRX!&&&N5UI(TrVnEGnM%Pm?#N!&S|n31JTu{dq%guIx$as-qXzZ=f~d^ z(XXLt<_){eD-i+^5d#qE9iW49q?W?W4(Z!rv1yp&*MeK;i@zKE&Fp0KPTS*JyzyfN z9KGVh)v7!m7K>hhw&43I%ea1zeXpG+7*BFwZh*yvu@jXfR>-<_Gj)@>a(iWW{+}QC z^tpFL&na#0I>MX$faLNQ8RqB?o`{Q#mR`dOt#H9cg2Q&H$CQ}73J3sCLV$>%;8d=( zIBg6+aSz51_%h8)TO?^7{B9VT%KEZm8fK1-oFVg+x-5Yba_wY|%keC;6c0#*T z#jspGWR%js(7ZM)jM`jrTBPuVFZBA4D+kL2yj*0Al-6XJV{rmb`kIj0mH8`IXL#|NUS1AqL+0j|2V+-hZsB z;3YgcR{#4Sy`u>Y8S z|MQ6c|Ne+X{C@yD`4%wE3)vXD@acRYA2kn@V`23POMaOb% zwE7Ko@?)!MFJAa26N&r&-YL}nN$h>~tzRygUhl@H9Pg~lqh5#hXklpC@_1t1@!`(x zX8G|U7X(*D2?@Vc?vKFDun~Q6WGx&No#)|l__Q%8g%?C_1B&w$pg8A#Ke%@&~m918P#d~*#;WZ*Loj|!xHH>Pp4olXvhnqB8%Rl0!BEU)b zNtUz59I@!e!4&to7|1sQu!Lw{TQ`L{u^&xi)n4Q{CQnb{hdAuRW#{AX(=qkL<7QY5e5P4_Dkr53O%r;F%a@-Fxq_M!sbegD76!Uly4~?&v}G_0IPG zIADTCDaNUi>o?P&GWWkf6ZM~H2Ly4^aV?(LXp^DUm+qNnvq3-(lO~X4X(Cl}p+Yi`rai3&b0;%jT^N#Y`|c(_`)_r9FJbes^xR++Vx`#LP#Ta+aAq^I1GHb~ z&b|=3esIE)` zzD!hf`91@N)k8K&_RiM#;g$rKUCcwtg!dGtV;PYE_8|=bcA?b`Z;5+>8-KjNt~)&x zpXo=mu&A*+!SmG4hZa$N9}l6dGqnm1a9_iG9;zWzN6ur!bAPgH8_z0<9tKY=2wF@W zx^m1jpF5sbcJ|tWgw7oM^ZZi(HU0QVrAI^GnWQC-i>wnIh z&h(^xGXz8hbcbgc9KLs|UqCbiEKhl$zSljnYzDisz=>G}M-c#XjG^;D)Pmue?N(7g zc0{7N2BCd5-vs(O&hU_}yk{Z#?>fa7B`Vc^H1C_tC#GPkqBBw)gcabX;zd?Ac;UuphkHEC2icfXqvj`8vwOuaxP)WHv z*xVB5a_yVFX1@^JWcmC$>&0$Xp~T4>603>i5D7oUWcGEd?dMa?Eg*nKUWRD^Jalr- z0;~fdBR=;gpv9Y9g&!}%P%XtCDbh(%dLEiwx&P5&gPyb(4wkePwM81MYAwC>5}Thw z>U&IqYy^_TcOo8F0l?zGaq^j887jlX`zUa>HJJ(A!1AU)<8wfBFWkEZUlmIq5}P*! zTr#zrjHp$z1RO!J6dn{=A^4JOiPVY_Ty>Td^Ig5NBwlbjv*x(Z@Weh}QO3YU1 z7J~1i;CpwSVcOKR&yEJlMwALV5#W>t3nR_1CFyZ_Q0Q@a*h-2{_ypPb=iUJ&di$pR z(nfYTp0u5r`R=TiX$#;Mp<45-mef3-lf#W1`i7$|Cljrq?tlrpoxY<=Em~u8Hp$dE zvB9w52*R~ka$#n&;(~F&iUZ3ILsCmlC5sj5x)Qj#y{N@T(X|cNoLp%67jXq;7M|OGe}9n4)ssg6DF1Xmh>Wtz6HuHFO+XYK zM-|~k#+eDcM^Nn$%Rp`n4!y6$!D0PpA7NNK(1{*kDl7MsKbmrNE%I2;*Rh)Ad2AI; z7CvT;f6EnhpzF}hNM*CxVv@ZqAp*VxJ>FkGyMNQL@@dtlc0k%xdF*z2?czV$88Ky! z_O%QC00SCr1?}wiurR<$axm*5=f)SEcE2%>%5rVXE@xEuB?_wH#6Q*R*Uj|gs2=dW z8(MEY$~QRpEy14SHUWQnitF1HDDbm^P}JYRH}VLwJ&~Ue{vFItP=IkcxRV8DS~Syt z^o5V?-$6EE-isH}7acEzw>C!7ppE0%UGWskV#l^RJ-GkkXi$EJrI3nO=)C;V)x+wM zVWx8K9B4n)CYjp=_pvbuyj>WW=WDA8dcN7D{vvP1X@EeV6O*mw?hk^R!X-H6OuM=% z>O7XclNLro@C(ncSEKnYH8h%BL5g6zeaGrFABp|LYV!Mhmt$*U{b&3;OC_l^u7vVlYxwp6j~GYzYesZR z34>2OKb+3TYB#qI_#YKEWN>K!ILJhOC8~jBV{s(SClvBR&9F4Nsd^ggx$a<+UBKbm zME+05^B3z^h~w@azm8< zuqyBV(7Z`4JJ0Gzc=674EaB7a*6=zVCcn4mH|EPO7LZS?-*M_rCYbnQSw(f?uR^=aLWk3XKE-!JX0LEaENP# zQTtlqI~sxR!uMmK%5?BEp2h!X7fFk=PK&+h8Ao?Dg>*q6U$|Vh9k`kA@VkaktJh0W zpzX%>dB7T22J6V8YW!(Gky4rr29v|(0D`vc4BU$}_obG)C)}FTy^~F~Er&bjyHkyi z26oNL!3`=PXy@3L4!UtNUFx{qO(B&)OOY=JYyuq!njD|UPWQ`s3>ik!b#oXKf17tD#{F;H3vqsa;r1=f*EWvfFip~lbrm{~4C;7!&*TVGk z$+qE&lFE1zi{V~l=i_y-Tsjv+_g^x` z7R8Jiz5yEgr9G;Ve)^edAQgvc>^RTJ|Ft`wF!h_&1nFde(1B^Qy1b*EXwACIUw?0b z@nHTP(FB+K)<<*Z|BkST7%V=Tl;@wELx}4u1!k)N5_e=DeUjv)qRu^Fv7> ziS*6+0qL8>5dKcV z9M~rkC1+iLiVI*Gj@!0%gu~aMFD=aOT5FVm)%9z`+fwxRJQ1L$lgd8m*S}a6kDlcZ z$`}MtY@ep@6}p`VN;K5GAlOQvFU+bp1T&#Y(4uAg!{*j?nn{Y*Aor<_ta4!fqMdml z>IUpuh}&^Kj^)ghWJ~O<1SC%~PV3!?@+JzwJHe0Gv>HFoj+bU+jlTU?Ooc{XW-n+di2cin1x+|1AVR43oY<9S<=DI@q#Hm(~X?E z`ehqf5i8(@D1kbQ4&HQyGRJYb7GceiwIT6yTs{+K)6wsecOLV9+}#|ahy$4{ZMV)_6>~rHtXPp2TJ`V9vI?P zNVa!n6%nMyiwg8e51MvjFW&vVg@65>3Y2C@aBq>uBVbBY%Vm5X+=9HXj;W40Bu+zD zi7@u7tH+KDUbQXCmsr~>biQdn>kii|&jit;dH+46V&ngSRD8?AsWBKu0*A)Md;Wv- zg3fkOop}!Loa8usU4u9Jfk6^Qtz) z@M?2TUvCUY{5WtBUi0jgoxc|c;y*Vs@MqX2kS{(=m#R2>)Z^K=t6wq(v^R2)@nF1y zMZ6b>_J$S-wsW!Cb{QSRliRIId*u~IrFg5(s0Zo4vSkMC;H9Agw% zu-H$-1`fMqQ_c}$qL*NB+`Nr!LBaS5`b^=xo7g`ccpB;wEzS|)@x;`ajzIl5;T0rJ zw7f9HX2p2~kUh+tiQ|8-7-kC%8G~MRUI z?cD7B?*88H(|x}41G;JzMNzO8kKHoo7}q%V_yQe6wG_g|48ySWtRLUCT|#4tP@q$pB@$Yznm2v+B9!L-4{@FfKy*cIU%IbmHo z(SN$+y%~<9Q;zzUoOce-8#>LONZF#VJr$IHga2gw7iuC)BU62ty2rz2tO$kVPkDr| zRXGspzb;X~O1#!iT?aZxY0+@ci~8nJo)DV-gQea>jX$R8Ehha;a}DmY6V*kjjMb$s zDQIq>>CegGZ@zo=Mi^@ZXK4sgRzKxtkSiq&_Kfu-7xb6JS@0mm zuMcj{hvFm~?U4r!{EIE&wQ@46Q3LS+V(=(G-+%m_a_hL12f8+nrW#i|4-Tj3B5w;b zAxAj>11_=ubRyXFV2SBW*9+6d_R1;f9hajYBjMXLA_k{8s5k;TU80aAqH!|eMnCcB z(byj4Yj+Em1S<%W?G~VOc<$inB3}b&fXQif;u@ow0m4NCOg5AP#FvOLn1er|`FgjR z#-d6@SnvWNz}j$u&ES$Bv}VYHuds)MgFzQko=K3vs(n@;B7XAUuqF88ztpGqiOSa+ zz`CvGVgiT4yoqMa zdFb;Eam?!u5kjRTE&i34s;m;QVVqy28r-k&LG+(uGn765!!3c_>OJJ2$4+R6m0!pj zn7PFr7eJUDR4Xp8O;KeyEJ2&Z{^RY=7;-TICXH6H`*J1$Dn|TX>&B2Mj6;E zYkgF4x%z|;LCIq4;fGI!xY_^}V6wU;N8sX&POBvs!}B=Fe!jDvAO7PPP_ee&JwoH~ z*#=YSixl&<&@y3p^1VxY4Q;yqW0>=hs((dL1p*QlrSxB* z3FK{MjXCU25*Mz+p$H|!ToFm_Y!ouDW|#B-z#dHf3wy9uQC{5cLDp@$7^1c@8Xsu4 z?G=sEBTFb)k1a&v?-u~O{*8TkNch41%EmM+Qmj9Mmq)osMSbJvGxNd}h?E-N)iOc^ zM7Q{yc#1J;f+RKM!TU*7-AVl<=#ikUq$Hw@C41xWkM}|A zX=GJCBVgUWvNc~sN)6M7kV>IGqr7&x<>&=1bUVHwE)s_miyj~RH{>-kvnTChIf3AK zLS8%$rl`Z9#*I(LF5b3KPUi^H|LUsr(m8gb!2gC5O}PZyn3Qk|ac;73<1jrU?qsHHEqoR81kGR0sN(W#!fCogP&}eVP}a*1f<$0`2^4 zKY#sfKhN*4)f49hwgXSRqz{gbMl(_$zi$mQSyq|>)Q2^_VmQ9{&)~i1#vf=JUr4=u zPvJ+$K5%n}X>u$#%mwM@jukl*%Qupesn^NMLps8)%~^|?_N4MWjO@(h1~L?jR%iYq zN)oM?N4iCkM<9gT9;rshpR>}Gr~3~KM0hM){sd+++jwu$^zH%wKO6{BEr6GCB#qyF z{PrOu2>Kro1W;69LRP#sq@Z~q4-H2ORI|`&I{%X$sL%Ypf?a=vn-h1l0=SsX?3B7D zzrNB8RSwf)_k?%Qub>!ZwTw?hS}kPWY4@j1UdbBiDGc$s3xay@a&P?nE=M#wdyp|4rq#=vs6ZxrCE zWUow>Xil`$#bGTDy%Sl=BYV$IT?Zs&8r2`+)F(=%C8^Y#69%aT#C#Hb_-EmA=^>U~ zMq4!&MxOim*MLJ6{Mn-Q4*pFh&~JRd=l}U8O9R%2f=*TByEct*O|@XLR0Io>ENr6k zDZ~bgn3-}I-cv9j^U``1Dx6rFE#$XeU&ZWHIT$Ke{Rqwf?5bJ>y;22KN?FA~P`EXN zWEsZ%y=h+o`B8{4V@p;j9|E^r$rm$*&^jpJJwD8>gDbWeAVa=s!nBpP-2O_P_x^sT z)X}?Buee8oZq)aHre_1K63Z~!c8u!}h3IrrD1cQC^nl-bu|w%oriLLwnZH2rrZO&D zayZaXiEy1vnK7Bh)eeW}b3Sj~>h014v_n=ia654V?KFKx>rt$#P9`I;^ey$Ki!bo= zYnW%U8Z8CwexQipONWVuwQX!2N^0^!z~`h%(~F}({Rb9tCi-u%h@E;+BL7v)an@~J zXk7g4m@?0t-g<6BY}}yCjP7lsmRJpqph5#LPg8?lKGn3++SYUD>9_uSVb>}o%xmqM zH_>l#QQ4gWO;=*h{tFqREt_oOFEYfp;}^Ea$E$5NSvGLkes^FJBc?eg+I?y9)Gowg zyd-$yzA6ZrZ=Q!hm+D*oHi3btJf+t;_*=E(-N;&9mhcB*mfX~ z^P%**j@%Ia6tNGNKxEMJ2EmjgBcL;~0iMBoB!Tlc3w^LwJt%S1SoQUf6|}fNXX z-Ewi4B4MI`sd!PuIVl9uKp^w@*i;`DK{Cdq6NL`bj)`2lX)6cmn!555M!u7f6VLf{ zwtVhjp{4G6oMxx65tjMPr_=LaY=v&-38B34Msb=5&Cd%7k-rg0u?J{$n&XA>$+FqQ z+-6u6UEYg3#phpc4@IVafxbjNvTwv>*qW#qxH~KMBCyR|+-)}5+Vp4p{5Kpz_TS+U zU8s9_TOMMwmAM7V%(M%7;L%Wl#z3lN@{S(*w)$*D(J-kQRf&C6v8|h|3c`6a0B(QG zo{Bola{D0Gcc{BKul_T?1aj;Yw4GZSUm=bkO%1OT$4M*46hjHgNT>D_VxbwIy<2~P= z@|Td$r>rZ~O@^)N*l4Xs*DYzU9n3!}FxP@HE`rL#b+fh7lE{`Y01!dG(cD}b5C!&M z6JN8H?UdARe$GJ?cUBWFNF^gAT_HrJJMS(0t~N4~u)3%Nl@Ep7H>Gi3Tq4kIzitc# zy?^6-@m!Q&So$uf+V)iHACUOLDg?&6yDK#QHTjF+JK#gzYVW}KH`0Sr|G!8NauNJ` zzRl#SrP}XZ3i)NyxO1t$E3H9^>jJn>Q6Rf-uNolSQ#hwB#I3qdbm<0lYyKqZ$66pJ zmCxx(KmW+D4*zlz^_9x73fb9(I9@j7*g2t>qa9YB{hYxD-*(` zHHb+h&uN|pw$72|-wn}j9oyLQCog&00-{8x+_ZZ?JWVwHjy8%kwG zI&Ndav+=g%=_LWW3;}OHVk^UDyEzm%Dz;3MfPrL@TaRcNzFT42s>KgvEDfL+03?o; zkhJnpVVaehfVf?u{=$yV&yl;dnj@mp8dcJZq2_f1_sRN;_1*x*fsKA`ZsvnhdKgkN zacn;+Cbwgez@umqDk=jsZbO(?Gl=(^T>{=W`sU96ka6 z{=4Sq=EOX>=N1T4uDd8T!ZiGFpkS%tYYm!!%IN@q>xvn4Ny#D70ImUtZF?wD2rE@g zZ>>kM%*FLV99+|Y3b)t+2x?Ad4);fH|F@IH(S{tXBr)oL&|+$UfzHLrDI?;4f;iCP z6_GLNm7=aesWcJLX=b9bbUcV~FS4rFGx`#(sfDLABpxocmGv%TCih>T6iDqvoy*iv z(Y+fenRog%7OpaP_<=PgP7y#Ff=H0~?5?09o*S8GJg}Ev#Ys<`m+&@Q&m#bD4GP)|_r8Rt4 zY#2%a2~n%(83jz+I^v-XM}OPt=ZuRa%5JLinp`g=%ZbUQb5WN)=^tZsK039kl3B4p z09J*Oe#Zz7$~+jM2x6lDWvnMuvI*e#Y7!mrLU;6!cZij+Rs>VcVj}f%ugwjS z*kG9D%jI55#L-ZahQ#~GJe&l|6$>bZzvGIN?YYfAgT+Wg>sS29)u-!DOI~9+sTFeq z5F%&f1E3^A4r9&kWX-&%Ze9>l>}b*^0*61o8LLN

EM z{IPA<2kSez82R+lzMLP8M=uRs1iUkGieWGcCfD8Ff`wBT@49|k?M?5(c?%hv_(6Gy za}jRFRd+v3%B!giW`@*i0ymr~Jn5Mpg6N)Xz7K#ie<4V-PCw^&g^mMSQq3;}TU6~= z@*KJuPtODg>hiw{4(4JONA}#AtA9DRz^11d^=)Z+xX-I~umDMFL0-80mjCf23xFx$ zFe~l4d(BP8<2Ac3X2;3L0Txyms~Rk5kUJ39UG-Lx*KYfM5kUwsY_zp6IbNPqHma77 zgC!xGdq;8^^Q%WcA21l)URogZ3Aa#%$<G2KXogpt4yxSp4$O(BW`yDLh>RPXMpxrN4a>*^Xo3=HtojK2 zjny-|;k5W4cEhB~otSbKy+&n-)8W$lfkN?>Z1bul^3HiJ2GFEts`FJo#I158!gmKV zXLs%&LFu`Zded1II7L`Ufxz050|%aXMna#Xhlw4&k7Dg0b!9J22RXZwLK+Qw`=4Pf zKTGQfg;YjNkvwD?6&=t^vi%qpxo;HMWz{mgU@pGkzK8(zDuo87TO+e<9XT{TP57>DE2O4$d@GD>z z1X-XGO-@JXj*&zI9S+EiJP{8m?t(_XU&A;lHUh z#Y7b?qbKJA9E-AZrcHpsR5A}D0sJao{f`ufneb1%0tjLheC1c7*Vb58KYfIP|MR_8 z*99+#0fqREPEhSXLmW)6gY;tP7K^M5mF=MY_5rzIUlz$$8;Ga~!+qW^4F6(FHXtjBNsk6t#{E8RGElfA{OqG@`wA>%AlubqDP|y^RTT=G%Lg?2 z0?VEjj|M*|(CXiw?{66yW^dV?#??m#pP%oH{mw@gTJ+Hb^v1<#0F9aQyyaND*(S)O zU`w_zbb;iy*$B#vA=2i=91ZR8eIGt<_^g`9E*W=D^V6N`|Nz+g% zF$5r!I7>gw^Dcj6Qe@Q6H$C~}tKPAdbU|rQIS-+Xi9#ol8^+>PiYuSH@4|3+6Tii$ z0X5Tk+csQDm?lQGZH z6Q=dO0X^j_4m@YVt7l;lw=Y27%Q!B3k5=n}aZM$dJkRmW50Z+?{?|_lm!6n!ae-=i z!RmSLFS(A^ttrZp>;DGAUM9GnZD7Pzi}>1AYnHVN+J1Gpj3#DWOK$y3QM$Vt;VaHsm~68{t@8ewai8}DRgr(AY+M1x)#zV_c-&^E(y(K+=J$}lN;aFmWzUQ)<4{473}Hrn^Wat;nL{II&avCVVfz$r;Tt0 z-uA0prjVfM7$DC<0s{;XGu_v^mm1bsLL=b)n6<|YO1IhSo}H$MTIfl0e%!|fjMBfz zacRg9N?*mZGXwqjS>14XX%d)>hp=clsa48yquWxeY3v_*q#K(OLXBAm4%Zr-%bzHz(qZTZH*o>mu{lNr8868>3U!t<3>Z}Q zRs`Lrrsa6s9F0+>LN(tN4r0jB?w8lk$qceRLh)u58f_zY=V5DP$zWq1OVV8MUll* zs3?_5IvgBN%#TTY;G{=<9!YoeLFX)n-Wva*M(zhu%3$a__AcwfSK1Vt0dG<5`TvnG zo#N%puMl0cPC0iHyP{;6C4{c%gK+^d4Un5SyQc4YE`d!Y6&|`3 zKfGpu%@@1T;AC5db}v;mNYqGl+i{Qf}+#mG~=vKc=w(ffZC7#ONK8S5m zD0}?+@tT67uvaw1PI8IYv4_TUG}rCV?2S%h{cktz)X^4fRHvzknT73{#Pq*;I~EUJ zI(Y6*K__p0m-z=iX$dkJ4~TUJLN&4I15~NQJ@rAzOGYYIBpD8{Ac}Vnkth4tYV;rP zDj9xtW=A&&5$d=FoBv{YPm(2SZoJ*8)BOS@wr{FsAHg+li>=7@l6;31K#s(g^*ss zb1lag8EtYnnJshLek%iPJI4S<2?md>TkH+3c12XJ)glqyI#Q4pn%FDoY1R6evTK(b z7kWFdpQtddq+p8$2%~(XcAQ}oLdZS3n-b`hx@ijzC#QyURnBcNl7zzW^S;Xy48As_ zdlRkjz6nyP8iUp-I2fhYZz7f8Fz!GEQPvUAA=g^XmwKYgXKe+|HtLhpYX4Br{j9In zVrDp?OGxl=HmZGl*yY@a@^pilmbVj4OsUiClC{sioR;xTF>h}*^&ehC*XzG{4UJ9@ zjfAKHi2KxHpZ?JTz-3CwlN97ReViT~yA!QZVvD=_xZo4>g5xEiyY5aF$xRI2yiRlqLs3hcRp=>Cueiwi1qd&W-TONzotleq&J|WGq70CM<>UZ1Iqb&Ci z;2~1VH6xXH9H9QfFyHLh#C8OM4B9;Dg;aDu+B-#_9rWE=liB9R647k%xnglr77Ljq zU5-dSNE3PL(E%|;o^G7(hq!pWZdzC63gSPXiG<59+udj!A|SehF*1SVdhGYQ?#|Up zB3QsS+RRp@9H-N>Uz%l6-Uq@h=xv5An3tv&q(}4l2ZgfC5TL^^- zM>>m8KIHh80rq&{N7Yto<#KHgKypJNdbuBmcliDDRR429;Ip;EX|nzs-*oSr*oZQy zWsa=_BWWDP_IuZzrLWM{-pemv`NFmHB5&}mQQTFwYPETNbwk7|9^EEfheM~~e-?4M z2U~JE@4`l``jXM^DI@ajvo5*UK>=T-xLSS5a=Cc%q5>Evw4PQTuDZD6CKAh}FB;uTUKbUI=RV9nYr2}LVM?;#8IDuv^p zt!^?%V3~!=J_jTJSJgL_mE^h7y9JT=jFV*7ig70Mrk|lh`1AHCRrhjDHLLf2-uEm~ zItEP`wRi8u%YF_~dA`>$WOgw$@{z?L;|f7^1ee1Yxt}77(8d4>>ElOv#)$BgNP`vk zr={dvXXi^NHm!|i+2wU7H@8Ob#qmW&Wo>_FCm{3PO~$6Q-;x?@?iWR7d%0}eQ+L@R zOfWcd{DFOR+f|0wOip$zSC+i((M=GLiwN+`lw+c%qS4)@R(sqcUch$IzG|dq>FeXF zwIl_%SzI|BX3PSf$go(Ac^kbl6)y)zP(mXEMf=igIxW2*3sP5wg=-B0?k0eOvE#Xa z2Lr`)ED}SZCpcSY-KGuTQU!^MLbz)%8U=N++_o~dUq$p^`sJn&y>*0osmG|5gl$C> zvZuyxd;T~h%Qp)-a@$fr3e$I3T<`l6i2lFXpM-@SBs_*EY@>k!I-pbHo6}Vf=pQc zJa&P^kZS6$=kDB;R!Eo`s%<=XYf)^2r7c>Lz|z*^lB z1)-$|n{#S~g~KJ)^m)p<>aYn%L^1NL0YA`Aq+yQ-^iCbS_Y z>F_Td`eJtM?&EbA53R>?rKvju-&Vr`yaV+SH9C9k;UxMqa+um2W+1%OGc2~DWBMT{ zwzf%=FB8BW*gntJPcVy-I1VT=(YR!E_PcM~0SHQt=l0>HW{T|gdIt!_*jT9xRKmv+ znJUtpNAs_{^QN|}?MQJIBm99>o>ed3W7lFqE?YwOa84r=hVYJcicZYIbNOq`d{;ON zBECv`r^j>ZBofRk*^R8;;j1|T;s(2oh}M=yu6hRD3bzuAg=%%>Oq z=AOqE`xRtTNhq0NFYS1{O2b0Xc!HC)n+*GV2bJ7GT2gVCK35)w-fSp~MIS%9rjRTUo2#}q!S4~T;}oBmx9D~Xt66BNmVQ$yi!RB`M94$>RI!w0 zs=rAE3+p?W`tWUSNm^5A^E-WO>WQf{s?mLz+hmdAV0&(Y zj%^Btz$e2+LCn#iG}`2eVx7rzUfBa1c0odm-I0ZjrV0D;3a~(|VCG|+uAdA(iWNNLKP3t7OSk+|O6o14h zO=`{TToJkKH{X2M+M-TLqXM~^JDxM;Lh?CP{^-nFdDyV)uv6nmYI}Kwa#tW&Kq5Qf zVqay-&GS>}i+G-ZbbGB%9;BIUKE{A!TmZE`{qwToM8LXdTKnn5IZ~hRk%U^MB=$^C z58=b7OoePW<;^n{AbMBZ3RG&16gyl^P9H(DEKK+v@5>cO{$@UqwztePCvzW?S- z3Glae-*+F5D%%?@U^X@!X@<00?GSdaa0v%~7gs~&a4e^ho%7i$CeI$+c+QT+Ie=!d zc3#Ei&QD*&62~0Vw@j$B`PP}%{z3ZME7Xi`^vw7O^|ywJVfw?xl;y6wpze{JKnjMS z_ezt1tjf}K&{kkQa}-Zq*EFM^Av|LmKKdPQbCr#>0jYq1GU1cCS;?g#pK0y^a!Gp7 zFpGElXAalh>P}v?BaZ?F(#;k#WfJvDgCEjBNt7_>y^_rCl2OEuZA(EeTji@ z`oP?S{R)VByPnw%l|L^CdI(<4YKng#vZvesa(_3<7e%QL6|W{q@%jyd6eoBRtD6+6 z6xdGrDIK=fyNxD%EBB?;~4Y$`jfi5pW4)0R7xJCTJO!G zxuY2}hZ4Bk^&cJp#KD6eq8iKnieN$Y@KPbiB`YH|#K|4U`7&e2`+<}+82#+e08xbF zxe`0|D3HyC(`Z$q^~MDx-yuZDcqPI!tpPjNcU$vIbLmzmWdMMz4_`zl%`%`^^LBt*4L zTd_23JV*TCf_G|qd-uw<=?SrmSse?D zPQ8nGe+hU0X6Sfl0QGiXehvG@?{q|Uc!ScXhqG|-7nA1NzVw#g&Vt|RW*p;#xZD|W zem*Az=b&6kjPO+WZ~iq?uMImU@o8ET)}UU(u*CbPFSyp(k@hEXC>EQ|9JbtT#Oun6 z{g6t`nQMyuth}hMjuJ!*G30k%k$YHdynz%%t^bN#9&iXhV=MGs|BegMrorqB`S&1p zS=yIWR%vsk#+~AXRwxM^#%aOJzT;G=y@Rq{&B8J;fe~og-ge@8Z1Z)56MK}f{XNziTqRs$*)dA^efB56q zfPf~*!HjzcO~)M!yo*q{QLP4}RF9ey^T-UsorTuWW*tIrEfb7+FtdW!r^pxn=NJM! z!m}U9(y~U36vhAJ&3zz<{Xv#-J2<0!5x$MniuHC~b7}OYree}P) z_WkDw{`$20=a^padlzO{K;oRC;Asm3s+@9dEMWIS=W;?tD<>k$7w&=o##74D7u zQ2x)^`?n+gPd_9igvhUlg%QCJ{I|dV`(6HDUmsC3)_S}HX#Vp7{inD4=VM+8`UEHY zd@>;V_nYIt|NejfS^ii5duB=g_cr+7+W?F>|9%^Mrtk%JMzO4qu%w_M##kKyYTw=u z7x5(0Ni0?@0VQDI{qJACCS?5G(k#v|2*9X_!~x;ObCT=_vW$V9u=PF?_~yi`I0Cf=(e?j>9<7zj7q?l2WmOWJUPC-okglwy31 z77cXQHWAjqH}{Xd>6I=!Ot4@J4s6)6YrWy*fUhlnxj&m#n^kda`a1A!JTy2HOU-3s zU`g2r%H+A`Wv#^F1d{D_%Q3(&+|!}beNPpR!!BQ{+e8QIBq3)ZZG5+1Jx+HdCMioa z*`l}4xG_obK+xZl@ZC;xUO{?xj^a&(4>HX89rB;kS5tBr=M$(lOWWKR{4ih?Cmeve zzdLF}0Y=R9wC&LrUY-c{NH9tJ#6zqNa6_&e-V-RNdFKCxB5*y8d5g!Wv3Sz%&YEKu zI{;7wNf!$ZXH0}H35{|kyG;s3MviR*>%$da`7?Uu_e~rpCQsM8CC9vvk#ZyYBi}c@ z-Jh3CbKSyrhxEGNsSiO+Jk1dl5ctAOoE-ou`9lgjyELofTzpuwPSHZwW7TyBfC|mJ zKkXz_e z_)WKJ@kYU7q{1NBo?2C=K&PgXJDogyl8TuC7Oa*&;`nwh<3;{D;M&|M z7&i-(OreNmN}!W(PKcq=nK-pa^l%rOD%G^+;A3LTSJgaiiyQSq+^w{`;0!lxe$sKI zJipXLxB&_Q@c=%CM|shk z%CA3GjeYuX#Yf=*> zX5H`$q_tMd>hS)6K{|M^KK_7@@ve1&;(4pg+X~{s4bnAbQaPyeWYgt0F{u^AP)Nj9 zj*DkzM!h;ezx*xnbNtR_<1U-YbxumTS5?PL+|BW5P1WYJL84ec2&WRaUTdV3IkMUA^t4thG5lRFZiOTh2hjOC2xWx&+ChT+Mtm% zO{&&xz3ca4HA7~MFb4nlP;TjW-XysaXjR6#XR~fMpF364BqH2u%*AtqHxF)BSWV9p zU|+pvnU67tL(CYRymC-MOQmBqQ>^GziJ zx#KM&4%K#NhtlO!%k`HSDs`>l{yRjkB7+LKg!QiVjc@wzNw=8M*>#$Ad@<@3!2^5$ zA%^wWI*iF$@Qe0kCqJn~x(`-q04t5nvoM(ovOM!hU9KrulLlH9H9!TPUL}l1_DgM_ zh0@1Yp|Yx_ab@h*%HioaOfpgAviOP0-xLkqaqcSQGx!`fux`#qqX$lbM^ESS@s!0Y zTgVo*ul@Xvz`O5QeqAZ@_1%S&O|%FoUx-%~^CKOf^Fpm*+g7}lwRh68I2#`$0~^G+ zG$Sr?LI#MWYLo0YUm)2Q>_JCUTqdPHeWiZA@Rd+3$T<@5 zTqM_DimHyLaM52KEk>tsR7!%-kgmd?c$U7SP08%m1uhVW3o7!q`UTXV9m%|Vke8w* z^!jJvlM!II+xKdagvn`$J~!(Tfn@O+`m_2UEe9SG~i3z4a9uabseK z8HG=WyFY<4dkn!{!es<-7B&E9;dH-hw9th?Wr@6ceQk5l?qWb$Je4Zepg(GMlOm_= z;MZPAf1CAF`!4zR`^cV@GjNgLkeQRzTNY|%rgU;|3<1mn%iV{9XhwaJ&BwtH7}&`4 zDZC9fJCzHqj*_6vUZkcDtL3!bBi-P#6P1KnWjwgMHjd@_LM0sk!E$-O?ZoY+>3C&g zVHlUHb-wqEKiqCBC~I+eV11kjlTh&UJUp3P z$zHS<)Kw1LmdPMMingQIAJ(TLmV+=O;^j zHiDrPW?2MWZjyrWoVbVzHetp~w*1k`%_4)|(#7363zdl6le(=dKx+MFw(3o48!IZvG1idou+vAx?^BC33P`HBr*q*NZ)>B zK>saP+1Sgd@3&me=gdA0@wx4^x*4)3#TthBw-pTaXbMl!WvY6Wk!@3+9X^~lnD0R# zpn{dnD&``GtH%5SLvad!Uo+|*S*-lCE~}(@d$~_$K5gx?md@PlFBf;d zKcx-}u|ketDjc#d)Ay?F1mHWI_L$K$D*Pqms50ZyGStl{%6-4Xk-kU#i^>q4+I0D0 zA@F@6a0JG=o?#X&^SP7-D3vJ85+P!ULwtU;8=sc2HzAp*F{&w~YNOl8TqFC{$*~o) zJ^JBGC9(=rTiSP4CO>T;^DK-K{yVGQ0@ox%^zE)voQxZ2Rp5vyvy3UeE(tOx*MjZu1!WJn&dd zQX{E6Wm|u+6$KZdCLHF2@{Ygg6>Kj!Jm5`1-r5MUdv4*n7n7~GngzXAY$+_@@7-1V z;B{|&*Skes)=bmVIQzNn59~=S=r0v}70R_1v*c^elOk@xb-B8dtuiy2?~>#ulyiDH zc1!m-J5zAN=+=oKqXPg3rg<6qWyS)o-bZGS5p=tZPC73h=o?QSahF{ zX*nKz+AbKcbPqpx-!BFvYmud?bCPV9spDntO})Rd+fi(Q9HjE;=gYvB_%p5bgVw>$ z@}Ti}U`5ZqB)Gl=$uccciEQI~d_kM+i} zw6}X_nyWZrAMA_Q)Nwu0SSl5dOE`2%=B2o#yppvboup08qzg*$X z_i|w%V&T;P@z(DA4`U=?IN-k!gKL~>G-Re!$j=bU1`G!ZmwL zgS*$D$uGh+bO|FzCX>ptw5dOl+|Wz09KF`_(!}M7Utr(k6@OXNDjkwL@_Vvae3mH_ z)GY_BLc*Kz(WN0$5%-Ycy=Ys*{c7B8tPn~yuPj<4`*(f?s68RaCXo34Wy&G$G3Lu= z#WkKKiJK+#dr`CQ2E~xw-_c_~enZvJkR_fgx~)8HphjG;6HR}VDNC|kE*lL`z;t)q zTl-|Pwudij43Qbf+ZxJ>H9EDO#J{il8Dxy*ypc}k&_uxFJ`rFmdow2&AMk(KO& z-W?jt*@1-wH7ds7#P*iPv98JHBD+bPd4Tn8{_)jJWaqw!k4oAg_j7rFh2Ho5GC^$r zxKZKfw@2?r3_C(`Vu-~;ai&yD@gBrKn7-D>Bw>y>yw+jZphF*M&3+pwlg3#Rf(oz# zRI`-^Y!_-1P0NIv-Gj3(VrAwaabW=F-SXS2AM-L=P)yx0-O`aA{y7fcK2za$_zDFo zhd|VGFreIf5#tN@X9<%CbQo{!(PpCHSUILq8A>Fw=!Njmvn4!0K~ei6vo+56wJJ8| zkcg+Kg*`ZE0XWEKzAsCy(vq%sCFJdcj{YcG2&|U(na$^GaJ%_8pqw;Oq4b`E+Uk6m zL#wjJWa=Z{h2VC(LI(_8o;gZEJ?w^D7>D5va~R>zz+@f|n-s*j{`(Pz#(&+zr>L2?n@3*oqC z>JhM+h1_O*O%_mt68zu_&<{5Tvv1G?pyD0iMPQgUGr^nZ(Ajawz-kv{|^Jq{LQYSvpn=i^5!Gk*8vvx_xAHW|9??Q42 zGCk;=txOm4eGLYqgg-she_H)~XNr?OT#x9u%We~Nu<=nYVxmk_Qv!{a=DDCl={s$G ztpLf%%yRX|yxi^jYT1ch=^94#rwK`l9E)Eez&}Wl!0eb!7XR=Y5^a4FNImq8Wr6ra zwB9?Ty{X;oB7Xa}ydhc0)26X#MbkRJ8D;^5GUkU%-yF!;o~_IF8hZ4h#r8^7;M*@v zBq*ZRZ=9SXaKU(f{Q{xV2f6Ga^yqai=5(-VTvy0!|83^)^cOV&mG@Y}dD3oy9pY$@q@*q|iQZBUfiYe z!^yTdHrv?cL&>|BH(}SsvvulTf2mv|n10Bo9B(K7W-I!YA7gN^+bQa4UR~HiF zI;dU7r%Y5AHb&EB8=X8VcRp^m0jZWsiH^B7v=(D5-9;BGGK*ok4r^HGUN7G&G@44L z7{P>_EFSDMYPG4{{>nPm6l`=)xV#2yOLpY)Q14O*$JxfG>u-?Sw%O25{zrx|A(&Q?cPor5OVaQt5^VR6)Jh5sQAR~w*8oo|= z|B^$0|I&2h_)~w>&bKy+<~C0#h{4?BXu;?ly9DhbHMm&uo2QZW}~EUnOvQmDbZr zcW$|mpZUG16+ydcaFNTq;M5_rj9yLDdr6u@%&Gw!_m6y}@fxhsgsmbURKHySB9sL^)nxtw=e% z_Qk~Gdl*Z4G$ z`r3oBB-UGB2ljy?kkVw6^G^O}Si+me-V@`}6Bgq$Jfz>~?C|dSI>X^(& zJT8*GH0A^%2uPR=B8tN8bf?(3$&v1GsXh1h+>7dXyuP@gEVQL}7U0x#?ax(}6@IBY z$+=5Ob)NhTBE_fIV1gWD#tKyo6zqns|TpN2MW}~vA0Bh z+wWQx4%;Ig%)NA{K2bkd`g5E`@JkUP!E_IU?c+fJ??@$sw)mcmZFZTpuZ;kj;!Gtz zST|IB{TUFNY;b{-EZGb4?x|l(ZReCdHQH9u(@t!@4!Y4U4Ove^H6%_MSkbFhoTuVQ zf$+9q&#=E7G2AcvB*m6dCVjG=a?VpmCwq}gYjpLoX$`8hb45@}cDigi!m7n0Spk>z z%O}-kk2PnA&+HJt8>6~s7}i=%qsbHS9mn+bu-g3{2LB)S&N8a%bzS?4ASEH)AR!F` zA|NS9D5}fQ_hGHI&slq)ea?A5ydU2&91aGK;hg_D zpSa_?emA8n($d#Ko{bhJO{=4=zOL3=akuYIlVdI{b0_LYtr6NtEd_!xD8=Lj!%e%=|> z76&UU9({otHkG`gR=r*1_bo0`%d_9C^0sKC0Tw*V4GR8A%B6H6WKY0l*>%3Gns<+R zs^5{v4*nkf;#C#ShT5NWGHc? zvIh~%j}WS8Im+eiS{v_Zt0MPGp-%zY_l>v{3t8`1ZEWm%R!!4QOy6st6^m}8Q)T); ztLwPt(KiXmnW55Ow9bMKZ7F9js1H|0o8HxKb!J^S$m-8yUcOe3C+@{;Mb5hUZhL0f z@Xc3d)|o++Dq@!f?Vze*%0uo(!1^~hIcUm6s+v=)G_%Y%xg6ZkWfv@p*KrCwURB= zsC~|z<9*yoPP^mPZ`Y3I-C+NFxOKN1j{6J$1h_39ap z=|oAM-q+fF`3&YT{(=0Yn>cA8)<1p#mHYnY!&+i|dGSs~qUj0AHS*=08}p>D8Z_o|N<< zAcbVj(S6tM>yzZ1XmFmjn5|*{Sv!+2o>!+XY0{{z;D$l*i$y*OGHcM0U(GO%CX=|d zlC!J#K1_doi|9*6-`u{D7FK{c+%28?apaC=G!jkzF8w33w58`YF0li&53%;&QZV3h z)$|xRki7}HTvC5nDnXF+x>jDj+Ni*_!m6x0m$*Q|3R|Z=v_UstBc+aF++XcA5Vbve zjHVP5;#yOS;lLsTDgd?~_K?Rf3W>c98O-wsgEa5$6`$!{vsypZS;apoF~{8RKpHTG zXFU_OdbBkeCa7kvGMK&0m22BcG1~v|NlF}!`=0qw^N|>V^S7dQdY^HOoc|^KFZYMl1_PDj{8rI=O#jYIynRO2!B*ajF|d@h z+e67bho*+r{4oiGh&|S@7|c`6D?wh9_S_Gb_qO0l{M1mh^pI?k2Qnw_;G(2G&d)bM z-j24*h2x9V{cT}e?9ebw-}fmlS3@He2pMX6n5ode;=XBMHC3kom4fW^!?};fwY=?U zI1J~0leHF&eB-Bi*^DxhDs*Sx>Q2^(%_q#3f3lCuxAITZN@H4@<+olGP)%k$@rn=nv$2i)h<3>eg$$i^KUP*tDpS#X6Nij?FClWKXvZ57rJG zzI;UF?@bCqI?HR!rFyGGWAZm`g>$yEwIRBEOQ=MxNASBp`E>Ks-^I1W=#6$IfSD6{ zJd*)zq2BofGzm_VhdEg0=0V|w!?xUWiBJ&T;4(%#F*;$POe@7ROxbA>?=PkWb+DV+pRAuKbl1G^H0Kc=%Zk*8`yO2Aq2`0pNU;(H3wZIcumfpElI1d zkum|IX-l6F5a_wEE$S|6Kr>uE;<*eZt!xq=-THUi_E6j&+V#udN61W6Bbk!Kixln$ z?fB`UBVr6;VBwWODOfvX-y-ksh@oNNX`XKtEp_ywsrNdH=$kY1g}TWKYlBXUc8B*H zFZFKM%jIY?v%isT@Yi0XYt7dFVq|SJK!J^%pD4v{4#1X+mL8Wp zy4SyaoUzj_f0N}!xFgF2u+%HUcfNY>U60(v$rf4k!a|b z=5_X7yIkVbs$2iD5>ML_CL}4IKivl#kUQ|Jw|}06oNL~4TlLeKC3o|_JRQ`H6Xf1FOcSW(MMfd&H$EUni4B6-{eG}uJ_#W&s38O`ySFW%a3PZu0+dM#3! zl#yk%&ZxeCz|Z@I$vTwS^ll<}Y%@>W%EeGxa~iLtg7LNs)+N|T z=j?bP)0;t`kC%g#Oh+Yi^VQ0J1w8wzL1dWk+Z90@orB$3OCtEn989x!!_B|v_Zz@g3R{`t?nNKaec>CZmraj-5;k|+&`USp=2V` z+F7o%%c{B{l-aWY#mBxD8fim7Nw2)g!Y>?lRhxmU9yoa0K5;f4gw-0kBvy0}ni!>b zr~9>ENYy+`2!jwx&J$M|k7*e7#TBs-&j0FuZ_){Fa_S{!y*-Sx`4|13;eO$+nqLdb zr?4%wXuV?JHmSFxY2clb^S!Mu_FL3R_|cbc*<3aIN>U{vzC8gLQmw_qln5iaOISdz zVin`b!pjvL8T4bTo7BOdmhb6sy*A-9McC|DY=N-b3-t&ZNroKxjF){zt_lmI2e3E= zC9>sYzuSbPK0oVD&BTwgJNvf$GW6zysw8GD9a!EgAPt!;@U+Doye2Hn&U{D0NH3p` zsmgP_BdBUqfdqf=0AaustaDg+(pU*^%aho;bX_8l3$w}}(9ZBHzO4r#8~eV*wa#YNDd&++_3 zIh^aHAQ?p$P5}3eP8Gc4^@DQA5FJP?+#V8hn8a=hGIqrZK6~kd5Tj;kr_a>9Bi1;_ zuMsrn`>Vo4S%v)K9R%6&kFX2ulZI~yqXcY)(+<0Z3>Z}o6NTC;cOAyci6&#%@OlL^ z4)Wr`dCECV!&cn%~nV| z`;#{R{NSf9HJ#DDE{f@<6HS;y#n4s@=L zv};~v(i6}ZOz(NW&Z3$Q8>EaI8aK1G#cNL9RhJsV(~5`qSRXueJ+IvxlkF$hyp;U@x?(QU zp(2vfdBFt6Yc>qOnl&v^BdE!F+KT&Pb3Uzu!Ql_EgkVSeP8^xy_|GDUId-*}&9TF?!i&D>Qrv56-@_bWyvia+!bRo$% zVnyw%sr$8`ke$$LVdL@-Er3}_L%Z{9M;(u@lpVGYs5dKKh1bV_9=+9n9laC$j6uXm z{{9$*)B^$ulXGt_Uk8z+c}(4ITjjq1g#b`f5}*AQR4qHao{mzUVI3x_)!uMTzbBh}gCSrF zLzjd2mw5t-eqo?hBjXTgTO|9$irrAytUUeYuY!>dC|950&rfH`Bz;iwFCh+@pTDLEgeDK=)bjR?PxtFc-b6~%CRX9wLxovkgGe)yAW=O?Etw=_8mn41b zsY3`Jr9=$&+m&hfi#>sWPCgzg@P+QqWzp$g?BioTpYys`qF*WnbVPrR7tD+qe%{9n zhI_MMd5kOG9aHqN01_Na&W-E?#ZrW+5~Y=}L>4Ve+|jk1Gin#+1NgKGi&n#ZT%%x) z91?ZQ8h6&zAF{jK#C(uznW5Iwi5J^@MG>Ka+hY{tTv(Mk{e|4>=86~Tgn2*wT z|2Ub^Yf`>JtJGj5n3Qg%)7Gn*I&5nBMsv~})m_r7qe~1j1|Z+csm`_W zw~t^`5R*)JT`>(6`R=ubRtIao8*1v11PF>_OLE*T;@_9@~Bp?ex^4};S_lQ7_{L)$Yl)7g8ij#VX19>Ni zQAF4ZHukKXJLTSFiTQFcbaW{h$tXb@|QP zjQo~r!)hoW>Co-ZdX_K@L{3sOeK=eTLxuV()prYCW`b&|u{iEm%!W(>P&I9{>HO1Z z2_xE(GuN_tGI4CD#98-EXN&#YMSj91R4kb4;=D4(|gj9fxQB?>id9wh!Ov<0-)gCL5 z&^7s?^00eT{h`I@Ud>ti4ks(>lMI?w02M(tS%^&#v1c~jv%waD+hunC6Z)=RWbaiGAk6t$G+0|@7FPy9$3_W z5SlLkva5q@x3KUmu2v^y<^ts`nn78SndvfzaJB;S0hy|p^;Q6sXY@PXM}a0!O-`6Z zC6ii)#olhjOAVobtA=am;C!w6@$&g&p243>9hk}d2`g$Dy&N`Gcx7{wu?h(Re{3a> z4sSL@0+zx3syN=ktqBW>DlIqMUjR(UlbC8F&Xszw74`ym;K*?IK*@^3bQf;QV2ChWSp zT@3iBQqR~@>vLJRAT;f0uV^F|JII|`by#PMR2+a4B zg398&Aou8NIti5eo6Pbt@2-!yE8-IZohWwN^XiOd4*1KD{XRTX$eanq*W4tej(Baz zK#0dTxVXZ9xKa4wpz3JD_4<|mDId@I&NC&ZCsbQw1!h4lGn|uB2?Z}ckzobU!-E2J z6jpW2PE^X+XpS4P)A9)%11~J^e?>tU2L25NLG-UE2%BLvgGBu^QN^@Zu-eNkNI7iB*Pgn0M8#U}G_dLbfnb}?(1_oA?Vd_A-W~In5Yudx`qvdC8bKRpi{(gg z1jHq5mT3P9hX6+m6>05>qBmLFybuZc`f+Cx?O3=ixa; zx!AA#Jc($npUaj<8~zOrQD%!G3uN>^9J-?-a^q2XZv@WQ6S+LXdt7}-6xxIFIqNZq z?dgJSD~nZqw_Z}|@-?U8dK=y-;%-7%wY7{#iy^Zf)mr4L;!QPE`!?T9p@_mx$Fv=o zkTk>$Q8FY3%qBc!@?#^{*%NXPd^;jEVf-=&0+y!~)V{cv`_Eo!7dlUq)MyH5Hpt(= zPdN7fpa*GGl>dm0c-S-(95B1AEHofB7HFMSQ}m@Wdw146{k z%^&76wECgePdu)<7dhkcC*>=%vBZ4NXVg^$0LORZ( zO6{;Q*zX>%in!WC)`^l9utubP#wgpv3;L?X+J9gq1h8la7?hY;_a?H}JmEVY0Kwy0 z8_MLsSm7#OT#;!4*A>YzhX%Hqq@3I$sozi#>s~>0rGCACzr zLRJ1hdYhg+j|%<5iC$$hu69E^@|$Z+T@^kSaCtjyxxn{&l&v#Ik$)q#QDrPi^88n3 z1O>it>32J@f*6N!&ZC>9=0E@;=;s>x?cJTo52EV+JX6ykC}%4UDnePh_rYfCVs zF~D1Mt4*iR?VsThzfchnpZ|=aSBOUuq}+Un6xW}~PkVq(Ehi;0d*}N0EJX{9y^Tsf zKcF^U>t#7mPTZ>)MhBn8$Lo^q$$Awvtd@_1Nj`lqHkl5V=vB<;ASBgpSC#RPfCcQ! zG{){)9%>9r*E|NfBp4$c&HFO|YmEy!Tx)anO{dv&tkH&vc-h^R0tR(bU^kMms1~q9 zL&WD)19&~|=;cD0ym9yE+U^yS5Xo3Mqj!*nlH1#3S&jOMiIP1u42w?hr+m{)#S|UM z@~^H>Vxs7jd(#pS>mhR?+7{F6e6-FSXO2gSU>;jGlzQKg+pvW|GJGkJa#n$7l4>E= zvE^+bjsB(Wk99}cRicUJ@r3F&lj`1e-iKu)ik4Q0To2>e4Q&I74Ns{(CNhKyXm`60 z3}-pI*~@A=x&0_EPYY&#oC$-}%5`HlJGRU%N97$XH2& zdBCUACs>X|$T|ge|BfLsnWp^@h6Fjkb2>v%*QTOnDZuT;IyZ)*FhseXp#TENgwIyz76ZmP}u&Ww4Gf+Mu%N^sIPI7Qfb=y!yBCK)vx_r;LM;Gkud4q;T1c^=EGo;5AC73cwh{^YEff)N?>r?JTdTS&Y)Jg>N z5kiTb$yhGE5~ET`B4WuX9n}kmMan7A*9n@%qNbz)^3%-s0zswgM{lSx@sZ27M&Iww zH?jixc0{-cVrTpF%dzK)(2XevPlmK>Uc>Y^H?Q5JI}_59n#$E|R`wUEaw%;-$*czU z{ocbG{|DaT{*$5j@ickq`42mSJZXT|2yN<1s4@V+rr~T|evlE7nR2nk$ijne3kzp% z1EWR#g`e!%QD&^@!UT3>*WzAScUd5|^qh*;4}8e_6?U0(Kt*6E{Jz$+7cKx6Lk%pq z`ufiL>8y68_N%&s=IjLp4^T*7^MsLVIMLllF(lWbeRd^!GpG z;2YKdiE9H)dG~0M|KX2NIu>{g`GZo+|He%IH4Dfw#<;VUVOY--R|p{_$XM8NdRj#AQVVjp2X)!vFdE zE%00={Xsl`-vIyisU#@m?>B3XqZ;@B{ti@W0c*uhxmWU^*2cem$Z#nDERksMY5CvZ zLDOsST=`{sGXLvSVFf6Hul6m27TzD#sek*z|MAQJzhvS6|B^-i+mglXLAp=m!EAB5 zgQfOhL(VYGu^WILq&6N-FUcFuXZ~+DK${#`c5Q>-bSuCfx~AF(S~hBf!6cgyY z5J)TlfnW6b!Sas)+^r-9}%o^ zJl}#Z)T)2Ze|fCJrAT-6?Pa!h=Vjl+USx#fUu@X$S=k>eJ~KE$dYF0bcf!F`?A$Ed zE!Z2ao|uV4>`s|j>Q0Ya(K+B)CgRMuxDc>lC%ajUWm0dDT51oYZGDXK9Ud9$S9x67 z>L7>^Vx7t|bLR8Y!L-a@$qS3t>${}JL*;=0ay{5>)++*M6)%)LA1oAupS4(KH6+~h zB?+4ucTof!wR$uUq2K2~u<~WTLY;6Ok5!(##a@T?sy&8y)pZh~+T*T)o$g)a>(IIb zv4@7Pzxz4hPq(yPD>@Gz|RC&d6jvAR69EK9ZZYSg9@W6zP(VVjhD{!2jDf>BzY z*HU5CxMcxz)yF<70ArSaJVFzM58Tngm!p&SGO+^nDyljzLbRWvV ziTxAvBE_3~Z$eeleBXWGtqD!=3&R!2f)_yq+y7JI)O0)JVLWa~6ER&=|olA1T?TKEYZ z>W)TjBp_mtMYH z)0}q93LPQr_pQ$6wL{!IgOML{cKm>%bZEYc67kB;vQpIr?y+DY5X^dq& zpBa5KUC4hmYEuN}sYlHJTzY)ieowy86^G|{XCi*(ULb@0>^+g7n0$s5;b4Cn_{I|d z zBzR9^H)}HYJOb_E6lsU(^*A478Ux@9096dqR>8Y#D*nqS-vQJicitQEBu0a$G|yxC zBbW^nox%O&sW=8P0}xJE%%d_MP95Q8H&TsgT7B8&82<^9twZDxBCa8Kh8K=P+N&Ky z68J2d5f8t9Swv$u`jyPLs`@@_01^!>mD$^KbZ(C^NS|d5BvvHJ^(F}>&FY7M{#Nws zW;EL@OVQy3iv||bnaWD*1Qn-Lpq)y4-w{sDWUjhW{NN{#i_8tMHp?i)h~5k5|LBKD z(bFjS9shuvi|KtyUtQI*>+)yT*A9=2Y#m2U!8VT>!11R7TkS+~bRik1*Z@ z(o1X8RS6GoP=a0op;O{6TWaFfduKE@epP3QUz5+8r2&2t3FG zgYhaYPUju#Jd#&2{BA{Lt8s2#N3AqFe%t1Vl>Jwu=$zvPm-R1`>N#Pt=?yU=Nc3GLwYcQ9?dT zlKGjwS@(Ntpf~AQyg1T@GsVxh>X@`-nQ<(7YA~jmtQ67*!Y0)GeGY?Oij9%XlS!Fn zo=FPbH26DcUjpBOB*0vFHJo57{6h<1Nz|DdUTV;{WWUSK! zg7K4#KZa47`)A@c45(=v$wI$4kG6N#SI?;{Plvmf_TUH_8zaetSD`eR$`dqY^`~Q7 z6RZCqRUiXWh1HqXZ`@O(*|JNBZXq&iEk!_MG{+}&$@t?y9R^BOI>SSJ1r&AP*>Cq6rBwEv@*(JK+@pFTM-zUmBU9qdS5tEvCf&U+~GCsqD{)3Pk4DL zCl$j~czd&x(h8hLJGFQ9n@VGnr2LDsrW4f(uto=MH--M6#$}G5Koy6=E1S|1@JBWV z+wm|is@JU(I^uy_=|>RT*Oz)AR_jabl0VVOM*C`(4vc8s_XhQ0H*f^WXFZjUVW1a9 zsV^}21v3|z{}U{ z=5@vF2mc4718npP)>-t(4sn&jWU1~Ci_Wu!oqC4;({E6{V5lLP!2`9sI4Ey@YM8TC; z6unwYIi0Jco;k;6$|vhx-WwvH+9P~stGFUiL#F)6TdpMRLQT>>4@mlEync@{6vekg z;dRgd3x6X1Z~TcW`0OYte8}V;rbF&smo6%<{fkKLgxgufc*O$crLJ zy3<|?DJu*3to?}f`2q#?H3U5tQ<>CidJT6vp*hMGL5c+$Lj_BOhD}*q`HtWHo@{6N z)QAn^a#=q03Y&?{lHnOe!+TW_&uN7TFG4uxQQSA3B{t?TrV$K}V6@lp%GY4_bww0o z1^C=v_YPnR+wV@w{8R)yF~c5}YLZqKrBW!MUnK1L_&QLs7LI&ec}SewW1E{ci)YfR!CqkN+2G!v8GS zWzRiV^?dd2Xw-PB{!`JT;Bw<(i3ynbkNrIY^~klYjmpJ z3kuesGD*n%ub_#GhQEU*z(^vk{zM+e`)q_C&kyd|GK2vCZKpt|$yNBk3~=V~jwkpa zLk>&?7y71afVA9e&z^eyhRS{9ED`7et=Q0s{?adR-Xho-aTD-5meC$$HrDG7)KOz9 z!S5I36JL=C-j<2C_pJ@?9D>;kxj_LrpPxIvmD`RhThHOEf&1N4^r|bjBB|QV!Rq0B ziOboJic>PQ*#RE=J^_D=`*3yy?UW;$G0MT|m)nayieryv@kj$2P!>#a`>NA z{s?&(&Urfl+5WX>n_2J~a`qtvuYWyb^bTXbF{n1XeF5ih>}n;PWnh({-3O$clSegM zU#H3Iz~BxgOUK9Eq+C{|noyl_Bf4J;X{v&54^rHK_L}7=nhigd+~w?dCJv2sOwsqj zLDFwKgKG&XUoU5vKj`A}8MJ*iJSZASdJR%CQ)C}X=iwXXT2sNpS_PO;7orz+#1u4u z(89Pk*S8Q_GSN#dL|=$T%-7UDJ(=Lpm%mzL-7(ev)4dNm@ul8R&tem>Zpi(B5)~7M zPV^e~oWxFbCMo|8@=Dgv`f(P{^AN&~L0}2|ilMZP(7XA??)^9}*HgBpGE8{9hW6Qt zJk_BVh6hw5BjQbRu-Jy>k1upNdepVYY04ZX2x9&#|6$+@*-LftlIN$J7GVRe& z2M{ZvY#YV+Bi{3`_Ymte)je)kRR}o*-g0IEi0R5~H!f+sQKCtE*bCSon)rUfNU0fO z#W&u2yaR2?^t^I407<^(dI)+QjCMY36i*=GI@@0eRNd>oRI{6i#lJH4-pH{a&@czN zW%qKZ&WKcftp9zg#`l!_uhg;o@$$T|MdPYdKD-JAj?ea%YMav z`C{!|^zcX5IPl&rhaW$#l6V3AmQPU4CTyjUZuyK}Gc`8I-*RD47Z{HBL*W~f0>nR* zets(XeV_2cSvuRtPyJ__!t?h8`UAm{@BreFmv%n+TMzqEW+Nhk+Deb-bi^vI(K7G` z$@%IP^Xg6&1fF#QS88)oaT#MZ17BOtT%&SlGUHnYQJ0!knnnL&M1d$!_hsYDTsQp( z#G&NyV@CtuZ3q?8{uq52MYsc_QdFuhiWKOUt}HC>8LVzrZ2sbiVEeWY5u$SfsqeiO z!4B;|K@Pi~{~O4`48UUSe`ob4MlYnix(l~F1GD2qx~{r=tWRN1$g>S1fbNl6*o@PkGY9``~!qFV?=tbu?ri9et6XNgC@A?(yF8e>*=hOI z&$<_Tjh#}+b?&V(QZ-%zB8|yK&6|t!cNTkmO=)zOg15oZbJE%JqbfM*65;5>xNqOq zpl#HjJwUGapX1%s#&HpO7|uYc(>zx^=%OH}cst<0V$-W>Z{y;ETunXi+kP( zwYUFts#5f;shP}703Ifh{tXU8l=*iHcZp7_ki^7w`19`Cg^_^86s{^jDlUb!R-mx5P8_)44_4FqY2ParNDrsN0jFs~{6_-t=kp@nkXNkm=$u&tj#ZYAzhe4D)QRTi;C5oA)|a$r+5gBv)c}>|7dzNf89B!?kP6 zrStlIN;Z`purV=gUS?(TDb7(oG1=6-9HMnGs9(f2tudS_=(-Ie&OZoy=_G-I$3Um; zc2O}MdF~>hoTDLWqMVm2{K5V50>9LxqO*s9#(tA}4F5;DXpe(q)Hu5S$m96?d;H7WlH%E2D_Gq;mVRS|vQfi8E%$Ch{;=CBwWiwr7Btt^2yRUWBFMpa<{Smh~3_M{c7eVoOKzkm2=}y%TJ_ONQiKODNrw5hj}lN z=q&TK-Z+EPkeoS-x=EfRKEFQ7QtJ)jo@WVuw#`0RD2VRck3glbn^vd0(;tnD;;#1S zo8wnu?v=$fzEbgDJGyU|(qqHzDg1p7D%BR^=8IIqJaw~0lwdmKV`&2qP9Xh1m=g|> z93qsPy9jQ!sDW*KQR=}MlSPq-w${h9pfg$@y4b&B?#PD}vPz)`}e$137!wubkn zFaZRU^v_-$K72>AHH8E?okrb$XFMsrR6ZyK+_pYM6h7{^%2Sxz6c@ZGb=3PQ>C(y6 z)xWg8iV^5aMxI}MP8nKf;lKJ7-B^^pJos_z0=4I0eWD@Vy{fb$n2fhMazXknUT>gM zH)+(o^Be<{{A7oMK1p<-(?5z0p)!YqYUaRul zi%UL^hqX%e%ro}Cy2l`c>_1=gF)QsBt=LG?Q76X=d3h3ho8#~;yCI@~@DLXh0~0mU zTs788F34UoN%bc+CLccX!bRDo-DO0Z)Ajcnn{k`Sm95cgV7th zEFQqYOWK@p5}K|w&bfu~Tcm7XjbeW~4(yzf`1!Hn9_OGpMq~#Alz_RC4-kh$C75B- zw|(*;Px^A`K_)S^bDJf35s?qqCfDcK+%1dzg;TYW-+eH-%!PO4TnGtMHY?u)^~Ic$ zY(}RVj;M-;q4!W~8p>}|^ycLexZ`c8>;1P(diTJ^)!E~s zi-O7+#Y)RxV}EKavVPPYrpfED@0V$v3iZmOh|10!9)I^e;8j5cR{S3Nk=h#7cYCDI zz)ZPD<%j-leYVCH0Am|kvHdVpIMu66Qf}>QS>gs*1fD++4L)_U=e!Ww3Y@iBw4b#} zg*LmGYxL5QGwM02JRv5eqLoRM(LaKaRW~4DdxIhNrR1RENT1N8zE>Dy$Lb>d`WuPBTSB)>e487t(1b^!FjvHB(I3qX zMlDc+u7sIL>!w_vTqxTr#V-!6s>(e9u0d{Z9>{hOu@AZk6ss%|)Nn5`PLXmjArHJY z@7g*f+6obdG9yGS2(0E{Y9q}0D+xq3U>NPn=~8>NQe7oei$8?`(hceoP8gw}hm+r2EB?efO5w9$sH(t9S??aH_r~wqN5?RHRmwETi~|8 zhF+pU9yrRRAUS8+IGm`rqpW7Q#C$sdBwa^Q2oBvtIk?bPbG+;Q)-ZPW!63AbMhD)?r@Z?kzf*W24Xk zLJ=Qb_~PcSwvHj6Bb2sEEV2Vb>Ij-h>;-T3OaE9b(S`5jopRT5?dk6{;X_>+ZG#wg^@W ztvwzB?72sD)z<5$T~q0d#sh6Gd(89z%^AXF_D**()v0W0HOk8xOG*ldPr6E*HmozlxT>T)$$DhFbRz7McrGFg*wTI`{D7)^E~V-JzQ+ zqTD61EE6H0;)}9OT4R=yVnx`4Y&`VK&c3l?-PK2?*q3$q1;UrIq=K<(Qj%eLV6|7Rn;njuz2yy3IRC+zkhp zm3yWV0jfl~mW;~n@80^U))_KKgfuhDGX{NsS^Y7(JD0x78*>EvEu((HC7y(pKI9SO z<$6sPleMShqyQx%w@m;k9 zmp;8%C=8mmeABF6_|AB>`Nt5F;AcAw3^Ddv2sw$ZHgZyuXN zvX>L|d2a5-E+n)e+jAD?XN=7QiBT?M$qsB{ei&bT2*l#pjT2Y8qI)_~$IRcq+jWz9 z;Xo66lODO=WFqK!3sqCUZw9+PcH|o;cP>sTcRYT2!awNX*%|EmJNcH~V-f2Oo%M>P z%jQ9)$zJl&%xLZhP2Ue}xuXWh}_lTwZcGTu8KJye<$TIAPk>rY=Ekkz{__ z{*2D|)&p=_N$|t3ywVk6o=hvM=Y9t<^{tcj15M8k_XO{9iC>rvJKjs-SNo8F&(Y8L zG|Vpw$3Z{|gs*7&X_qI8+b(%}DDJlW9Mn-tP=a#(ENC2?X`yS$opk4!IO>las8tA4 zyW$f=GTrY1KflEuOege4w&QN7@*}X~<8TELt9BMT?IIL;i&f8Oj~7)0dtA{1Lid(2 zhf!BXwTf7cQp1CZxZlcBA6(UizoG+QCbJ7 z`DP2d(E?w_{&MTQ;92;{ZF+^Xj1Qi&cf1^g^Tn&k$CoY*zg;kcbVg*X9;IN++3?!$ zM&xyH_?osv=DE)zreC|QGG%$8`^O82IL8T^`Wcc;3AG3_m=8~55mr>Ej8+kAkeHbqZ(r{-)@QX^dSt>GVSc`%T(efNc;q*feLEb zto9lcYW=EvBmoWSW5eZ=d|efpaUi$$^fe#5QR1QBn>Um#LAZ<(5a8>v$qYH12Ts=% zPptf8!5V&1CjI%_ExbIeX#~0YbD>5xrQ9Tik3#iT zx76vj8jXI<6YGTuZG>(faAGaD9d>yL$M0b~lCJdXnjt3-)E@Qort4qPjtM?Oo-VgW zuw(PUVnDLsveGD*h5nMmE1JR@fk)qaEUyc73jqg&&4p}EM6#&Wz z26)Z2f4=Agd1uVBbq0JIR1zF8U{qj|dezm#GQsA;0@k|Y(tHn#uO@JdqFMd187;}r zwqLYhq}7*TKhIl6x`!zo0+>S0=eaKys@7F5ShV`+Z3&%{6p2XC4={@LmF(YECSk!A zc8=9seCD_M>Xp`^UuGIaZoWisJ#9=FGTsg;YY8O00%ZN~HAqdEq#N($w&e+9pVDJ- zh(AeWSkUl_kV{9c3L+lSP1kEb9KLy-{#Zf@gcLsBb6-Bb_uycu!aIy7ce_Piuq6he zhAO(qerRfIGLO@CHq=U(-f#@rkSs1xd9NYM=gIa+k2vz@232n*SZtSYAHjJ1ACQDJ zRd8I@dZMiYMi%Q9*O#cGrF^&KIyG*KAG!aBy|<3adRyE56+ub_q@@KUC8ZlArMtTk zkmeyJ1f(81q(r(~I;0x~q(i#9`^?9+_Wtetp7%XxkMaBWjNw>1###%XnBO_)ec#vh zxz2jinpo{J)~Rd)g&iHJ=jdz)63j&|Dd52W@`DM=Zuc^rko{ou8w4r?2Is$qdxNxV z^6MRqav!UxWuzq$QcmhHgG(IGe2(rOQK5&g+YWJq`_V^AY^#w^-QnMY0}qW!uo0>R+>j zuDi3sxQu!^pGOyZF77tQ3rqVRA~SLC++yBc?>%$v{r%AE)x?Iu*}YsBQ7|VoMu-a& zNzL9r@*{K8#mdl0RGCcaAUDIEe?wUtL5ay>SI59odLH8-b4>?^I$ zsr51{Hl5d9{&5Z^!_J{uyC2Nlj%#7{!DpB)J zf0U&(U1dEgy~VFU|2@O=g(mAU*Ij!2uo7H%TOr# zh@ywLI(-Nx;1{u_H%S$pdGqZyQ+J-`jf)-+=*%o6Q%^tH+=9-BFFk(DA{rR3B8&4% z>y0?{z_WqMS;{#iInFvQ2EE3OVS&_oT;;joSWi$!UH(8Mx&J^qzbJ9HY3^Pdp||UD0X1>}dB*4G}&nxM;N+ zSnUJ3(o0c^2(|qWJ&h34w#lCY(&#jEfzU8TmJU?wcW?fo1*imxtg)}R^cXZKJH86VJVNL$}8SwZB>H*^Hh<(ArPj!!L>rQ~>|AX7v^K=_qjxo;nI{?OZZK-?j~} z3tb`OZL?P6yN^3JJrpW6M>_87bLT6a3Hqwt;55wfn;Ck=@uNw`x;qstZ+Ldt@SVK#b67{>Ff$^7xDR%M@^;G7T*ns;jPU_)hfDZKqKQ>_X$J!=F=2jyYT$003|2#c}Q@}Z{$^**u4 ze~wU>wiIVcG94r?&|SRkOuIB4w#BL7HDlbA!e|P)I=gat5{G zNiFLy=s%`;8G`WfT211>>Sqp$WXME1`in|;ZEv^7oTH8(r3v-W3xm&8nbULFnHM?$ zeKFAD?z}Cz2@;q$4woxzuH|szg%W1#9D2v3mK*Om+Tqs*V68E(6no__zb zkorX2M;Kg!r*C-U^w)q#Hu9X~-O(B&E9a`4;1du~ad)|{|4SykKoyW+>!T^OIkK5O ze3lW@&gB9mlhs~j`z{*s7@gpAJ8hJ?tDkO8=^lx%#idMD7KZcUk`o2B;UnBazUo@j zYJB-X#OEaGvOl$cTE-gp0kFa1eMQCHj>E{Lbh1H{{V4lwh5176yyK6Y)TOmk&UvNs zVZ{_JIZ7w}(KZ%p5!42g4%;;LWA5PR9Fn$7db7BWG=8%5ooH)j=X$p*Bdh&s-1A+K)j{j5IPvEW`_~f~%jq$9I_Zg*`4Lp%IBrJfeUZXIXC*(*w?C!-m23q! z7J=sPhcILDUmwEGDuYhDJ93plB1f)2NP;UoPS_3hpO2s7?C+#hZu90VGx6R8CM6!e z+c$oqt*$9|<9Z-u;@ziyM@NrCqoX%72`=;NQOzkhV#0Z4A%Zs!0#B0Qx6UgGOuc zVjC;CP!473j0JR(XsUj7z-f?Bb;keX>b_>F{pCBIEu&r|4ga z=Sn~l`K9c^P*Tee`X{GBh=wd8pD(q&7rVZndf%(-LlB16>bT^oP0rP4e?PJv86$9b zfQx0{8+TiZ>UxaX{uqKM4^AX2Eo!?4Fh=Mwa$>z_Zo_$tdts4a+$A6V2$9dQ*-5j` zDdP%@+u*&?RC=hpA;&e~9h&GeS*EJo|I$4ZrFa;MDo z-4r=&rr&wV`tH3J;i>XbDp1Yeanut5&(P54!;W1e*~dz=WM*r>7ZvsF$O~PA%z|Yd z#>&3W(;f7Df8nq)sn~yx7~8qp9|uxLcrG-=yc$8!i)M4%nb*f-E4AVm@`9(e!?zrw z+naJ59nBZ#Ae_zg2)x0?C9&kYVC(^Xp+GbOGJ<9J0IvPrbB>;R=TeP%&SPQ=z@~+( zIw2ULH%(KmtzPjGY2V)h$3y1eQ2>Av&|5 zbzjVfzSb}~D|oRlOs`riUr+E!H?`~b0XF&# zdpHo++v@_;5AIABP-*F0r zy_vOB^|ETE5WQ1tAP&((rLWB7slp1#qzH6>Mw7f+&AEW9@%w97IKd{`Zq_zTr;E#| zxmG>&1b#&!roAt5K8jb*@StB{n7FIg~oYal&qv(ysY3 zf>VHb>xHLQ`BLXfZ}-f_%I6R4d__cxB(_J9C~+OpJV>>v5(*ERZ?2L7r2i!;22#tf zVry#6igzE6#zcHu*@2vJ-u=oSZ7;B1s4lY~^dD(}n&hbCM>u_%Ua5X*No?)0ToQ{% z$rVmUSEPR@gI%$YyugJ)D5p%KK%jTE?bIxFRw9I?Q7p0*f1Z7f9TkUx2Ff=(dDJMh zT$W4@EY6X7w}|-(uKrif*|PoJORBeEs5#FpTdXCJBfxiy$}xh(X68PbG1QbTO^2R* z=O2`>{5y)xI*@uLhOrDqln;q<%kJIxd!aruwXliSzo=Hj)PCHrM)9 z3S(-T;yIQh(gaJ)$k(UvIFbgTe(3J>%`WFmukO9CP6!B?JB|<4NF8g$j@`JvY+M-K zCv3SM*Nx+(3Rov%0g9FK@x$?9^y`mUr!5ELKpWXvz`nJ9=dD*zUlI|nU!)j3MmQRZX>at#6eeY9<+JRhwW@X@O>!V2EQjyYy8~4Y`b#MC|@tj2^1m{)sZzs(% z{I=|-f~O9u-`jsNxLB9Y?QaxDn9h_LdRhKz)NI^N&QK}dLyzrRrj|VxAj~<}(Mr3v zwA|4G@dcH_O+0YMj~r7!H24JNrpK~o?}rC<4%V-%O#Q->w%|vuQb%){tF#`*o*xG- zQ%INHLV3ISuAi90LfTx@e8)=~PFTKS2g z!yrH0yiaI+NhH(R{<-E~gn(2n_Ee5RcbF|Ok`kT_&ujIR({#BDedS2s2U6w8=2 zJ&sVjCk=k}y6z{63$`1)N+o0?gQs-8Uu*01{M(%$Tpau~K3WGdUwV*imBydE+)v>; zxcW9B`+bI=@B;R`11JeEBe0_!ep+3>SSm`iLaI%Y2wwHxnY0()5F8L}=vcgq{7vq7 zaDaJvp6)}*YM16#7q38y^0Xso_%nN9_5lU?ft%v(*|l)pVNP=Fvym{t^dFE7JRMvL z+eTrOm3};?g^*->4PCp{0`{ZDZ^Y7-Pp!Wzpm4PJ4ITv&s?gLJ@JkG(3zp751Z90? zBf6Sb`}I~&xv|4)X$zIlohNdj|HwXPz(~XUJ3lf{5gOZQy2Q30fQGD0cOo4@G_}lc-Q!zkz97(>L;)hp_yp?ed$*&7B;l);9`^-( zGR{=hMoRd^{4gpC62~I+<=Iw!tirX1Pf7{3%Wkdaxs$e<+W7_+{Ll5_RM$p46jLZx zaLX@y>T5>M-JC$jqDE58Q6h5fN|T{yCnT>iVzQ>!Euh0f6BFI*9df6=$VsuoHX>dq zRo{4s07_0eonrBa!JaQDLciUiE~IuY~WY(pY~MA@NG$l(%Z zm~uu-JM(SUKe*%dSSwoT4R@*3A12qWvCeky9CW7WMU4VS2JgesU7|${>tA{CJ6_WC z#LNJ{KSsjPq|pX#{YK2YIzdK#-X1VK1-x1ga2V?)VcZr67 z0;d*22v;xuVKG{1;T;n8H`eSh{4|bMo#ORY zDKh70LWz_s;l8NLK(6FjM54SN+-|HA8qb&jb=i$ij?@4m*W#wO_G5e>tTd05x zSf~qX!-?R5NlNPX#Ua)+9DX$nLag42sDM-|OC(UyiC>{T&vDp(ZFd*^+IEu6lCeV# z_TI@5umJh2MW^0LDstJZE%7I<8>Q5!v)k;G=eXI=OV5RDEN5~|M|6UV^*G@i@fhQq zJOouIv?~nceq4%_YD+-K|ILVuqzrsQ0h{55HK5}!Lh=4=hZ}ar@lBOf&w?0ri}1r8 zc;v7!0%}=8L7LTldI=@iULypD3lAHs3mcuuB(X{z8j1DxKp#XW`kbC}ZcTVbMSV)E zO=~R`^z{!y@6V6PT?q^(%rfb1i1S56{g=-Hd>|hj!Qani-ud~jANzm$XJi&|l1eEx zzWWdC>?triJ2(CKe_&^)gxT4nmrR%cPk;AcruN?{4{$h#G|ON9`+NB3_xdk?pri#$ zGa8$T@ISD#uY>nxKNQ0LuS*+z8~@EOGAUqZkI8bI`VZ{vTrfMkqgv5_U}u+t+1V*O z`@8<{ub`D1yswl>BiVmjMgOf~Us4HtwUo4a9RGoxeF(g-{4I?l}9ah-? z-(SId7=dBENaH^sFhs|KuU0A~A^d+dGXL|-{eMfA?BV}gvT*;hWV4vzU=s{&yCyN) z+QmTZ@#ENEbAoplqO4{Ei4{D9^Z(@FRd&Gb8iCIFdP@xB1cM zlN@Ig`aZotHu`+JbL3!3y;LvGmj7CMcbYxh^w{hfCT3Ki<@=5Qap%H-!6*C-+%7g0 zKc#Z3r~W)y49Ws(4dE2xmaW4WYSXQ%q^(v_bdFdp_JWUNB=T|u@XtI*vcnYh7xcVu zPdQ=ZVdtMg$$XSh4x6P>Us9hdO*Q`OMj`=Ejl0`(!MejPLP{R1T5LL%gDaQU2zoXq z16*~Un-#GPkQ%;IH*GK~C^{kJlUdnP&DU5I*qqN+Mj=w|+d1mUXInYRA62T_urchs zy}3MQb!o#!sMbrJ2DzcB*a#Pu!!42Pcl%<$)#3{3B%HJ)+Qpwm{R$#!iLUypsLF-$h{uF|ozSg|OvaPdj;acZ~95-;Oj1 zTH~>a(gX=8NepJDajZzr`$Z9$L$>a6ExC#K;s~@!wRU!_i9>=hE`nu<2w#D#T&cc< z@+ z7PvFrBmrwK&+)j%#sEA(YX*gi>)#T{BpqE;H(i>fmojOL2SnSm$ z-fF2cE%NepH7dOycFW+9v((_$nRFr*e=e`Ib)t@x-;OF>-i45(v6s)F=Cko7!80If z>^dTaz>b=fXF^Du#JsM(YsE9M_O{i1=hSXn>-swhoFE$oCOJPlWu_U3;tz_YR~IKB zofZphoj)CP9q-Rg_hv*yCkB;3iDdjhQnqB&%*tX{I82Y1>XLK{JH^O)k#^?J^WRN3 ziaotKDs=D8Za7slW!7!dQq5N^4q4vzzUd`_tp4I8nvm%HR;(?#>G2ja?7KL5O~}z3 zp-YOo66j_pqLxVQYMZZJ^KGm^Z;-=pAfR`2Ww!1ZSx?Y7CyW(L$-Z1|WU=CK%F%TG zl6vRMi^D10Dlevr`ywD+RDF&7WYoG&FMMDYbi^GK{ zIj;Acr+Z~w3?{NFI;`}hz0k;6kqh)+T1)r2i(=$=r#ICb1q!`N2@*NQkmQpIgUIP-n?w8L^4IR3yZbAzNOpD5bf4(mAlob5y zI1I*N<(Np=S%s7!8zV$V^}z7=9aD=^TQAd@&nEFIP8`4Jd$P&K>OG>u z?R-^b=!wM|JS?y}P{5s7|I-${OD+yj$JBtAPy<$>`Io_qpKri~Kw* zqhX3K!WN|OZf^ADXwkIumM?D4{rxcTXpp8p{?Ii8J$%7zkNvx?T$v=czS+r5TC}LG zeE`+~X*B0*KKlCyCN6MjodPcWBuDcQgM31$!2GMwcn0-J zqg=UY;DXPl=?qs}Q7h4rs&}#|?E>=%X?K*#2?b<$EqMcOK1;14SR0Cm|2Q`Gl`>D( z+m|jL-)UT_VDcY-{JaN4?y=l9ys#yjiVsPeF5c}Uhv6GMP5?lc9U5V>pfATB=1!8 z0c@Ia!Ta97;^jn0IzW!)YWNSSaL95IJ(F~V2go!q5r2Lz%Q;7b&S}X|gF{Dyh)xfF}a9OyT#|qN1W$Ep={wD7Jt{{S7oZ&rCTL(W)2drgM9e za3p`k$NEc4emV4EDv3FtU&vz=q;@GV0mEq8hUm4Kr-+?{iO4al>*?q;rKLdD`-@+S zHe>qFq2Mvaix(cot4WgT< zDf!^}&l>dzk(zR~<)DQ>FOJZL4BlK_@3ZolHS+AK{EWq4{%J!Qy7YLOk>RyfM*XE( zb&ui0tKD<|t@E#9wv|sb;U{v8yP@5y_?Jev!r)|f#ef+()id^mshk&9s=s5_kKm7KDH{wgiTxI3aB07s}K zN>ZXZT}#{;Jrb>JyUf$~6D~vJY1E)K*00zL)D)Rs_}~em9UrasOV4;Nqj5^k_cYRx z*naWbPT_KvmLn1*-yF?VzcfhUlgID=x!k?F@+l^oUz?*hT~MD-U9x7G`8q7&z6>)h zp?LGzC!cNCA*kRjgL2NWiZjMYzT$1Yz&^RpV>dgYN_6?uM#yo&fxeqQ0^NZC_-JcW z1YPAERtLaU!W*8>9C)NMyCd??jWYZYmO5W|@jobRxo=*Y+ex6;7O!`47iYJ@+d{h) z1k)IvQqY+aAbpH{x;gm?Ys;I0Nc(Ij?T0xs^6LmvL2~~fsLJU-WXKjhe73?5;$0^B zzO?o|RePb0#*w$qFFIlvgngd5-h;>Cb)s8$xT2w50nvNYJWdgTbNFrQ114ZyH5I zhuk5JlOhmxSgilZXos^VEZV+;NLs-0&Y^1Teri4Y@m*9Y&pj1G|v!E-xx}k6lCV zQ97!R#1*pSKePZhm$^h-2canbp|u-#tM0pwv-7yQ!>^`m+yzb=Ubr%vZ&SMw@w@2! zUW})PwYs-(z8^R=mbpluyOcY-uWvHgubH`SJ(dJ_Iwt_@m!5Zo zj+JQYO2;)yG~b@_Cb1gF*T;g9*W#Gjz~{m(zVRDOkSA=|SmIR%2`%#8yC2(^7rd+m zidWg&+rL#@4J}jc;c>YUng=`1`=k1dw-6~WL2m{eE8z;xmevwjl9T zeF5hVAtM8GguwJ_1zBLhjQMF$6jxuQ?`>9x?mcRCp>S$CLr5}u&AS*NEKw#V=E!Sl zJnGV(SaR%gChdzBzP+Y-NU=0*clBGev;nI?2z5Ni6m=#sqvh@@xk%%-2zU~eec9W< zPTYl>kp(r5so$DfH|-za6(A$$v!1PuV$l7jbbF^!nKN>cAuixtCiz0@cxHP+`Ln3* zj|qv-uhmXvGnl|GJ@^Y-l{*#!Z%R>Q0-7}*=@9q_XxqOOQ4mwJ-fsl|1V((-qSu`m zlFdh3+iL4U*cb4p-|QPJ9;q-C%Mlo&A9wb?Hfs z)oJ2biQ-%Zt*6`4T+X$j+EI(^8VgNOe6bGkzLzSQkN4(iW%4tJ%vKzq<($E9%lKIQ zN_CUle&}a7h3PT;9_N=Sk2rg;rc9uZs+P@5`bx5~J*Mf|QLJ@*Q(aqVKk@NHp>DF8QvO#7man1t zwZazl5L8@`W6n(;*+|#5#jf}^wcO(&+Y2{pGKqn~nppj`}%c#eOA|N%s)c^9p%Ub3tz|?)T3Y_y)Yz<8Ma4DhrY#hWV(NTCM_NZNOVX zDMDVp!7~4eO-z}Q{tfPsgLu~k=LEjfJCGm4Sz`yo`Ugy7=SHizU?0vMzKje-JEC$BDC3Tt(e2K#jliU7%)dQoH&cW6i9Sqr&!j28D#_Y2|SD zb;;xHm*J$*UE$B&!t2MIFDl6N_(JaQFk6y5hB}YUyOsCIQjOOLN@abdlqT0QsyNzTdP*9H1a^Vx%u+mj0k%{3~L zb8Id9r9gZ}F2-3Nytou(& z9<5nU$H4bW}{7%qUAy)4FIy{P3p){MQ#aHO~cHXh($%#c_hVQDbzPR#41mt}G@Vz~*m9Q@Yh#)Uj z=1vxIA!l`XjSNd<9ZiaSBs}Z|kR>bI*_(`-k~w~h!^zAe1)#^Dc(9z$W(N6)s%9MM z_k<;+x|;p@2b|TisGo=P>Q}nK*IXtBKG`&ovyaskmZL$<%gpnt#^T`zT3_4fxXf-S zS6NJ&1qaU!ws8j$L@+B8594>cpjTijPIE~X`KJ6c9_@x=bBXTUH{)E8K|Sp#n{3_! zqP~?%_a4oATMCz*BPKgPOOrqN!1|W?cnAf4&7;)&QQWCh@$+A+o76Lq!Xy&TiK`s- z1M6+(h;U+JoMHEA*@dNYW-gJaZM%FsI`fmUC7;t5)YcvS{o7`}`ss^_-T*0{26|3WlJ;;j$!`3$Y=IEC-Z%inM8 zm$RVEj|0B5p@gMY`>uXo*H;i9qyfm@a{&LJ`PHR*;p%`ykQxSc26ej<(?hqCR)2)f zumQsee8VveIWz=rQ;cbrSU7n?{Lrth7u=JLDgJ@ty`N&Je_i(D4jxBMCGC%8qpqVg zUYA4tx>*}tD@>~+BA@lS4LG&~AOGc@v{IqFY8?9FGQWpv1pJ2|2=;w^v0CBS&JpggCw7GmiSn00D)u+r*z77Mq(<|XhvH7P=<*VmxG7l*2*4?<(COn$N{4uO%PI2 z$ms7X)E^I(zGO9BEv5JAmmu|dQQCACSc7_OKCECoYI<3~Ug4bF%~PxK^Xt)Aj7_$| z-3{D!_bR;_q{;FmQ4!tixd3a|G8HB!xs6tJ+I|4HiR zs>+}*_iOHabN%Qlc>^kOX_H$E4Dqn0**n#4>2eZ1d26?m$H!nA->kQNJzlIOd0AnK zeQra#8|^yLvcGCeN8kzn9TQU;S^cot!C`g31*Turd&_&zjQo9wmtJ~JBEKcOq~!sJ zSH06nl_geP%@}_l;r84)XP@sQM3u_2qVLx-cr{+f=88E^w6vN>w!Mi0{wRxUr1P|N z?nSI=wLs*~TI)laPJV^jh>A-?hDJE9%>BOkW{VKAUF^CtdwIM?bdP~=dj@wmAsRh} zg0rVwK5)F+zaDN$LQ)ym^!{yYN~YwGOSj~4rKP=wF<#>9`P2phwS5olV{X?5MugAm zlbJl4^3SFV>ow0)fSO>B-R`WcFa0BPiglVkJy`*;U7$ z*qrtYCUJZ8)SIkX3G!!qAkV^k&{_czy$dKBR7FqpMaxJFb;|u_?bmk!J{^}l5Wy6;wL-*>uC)N+E_L*#WZ0#1>Gu3H6QN+QyS$H{J!zaP>$)%ghjtIz(Mf&3`UQa>~R zv(yi{L@x>HqgyJ81AxLkgMM?$$WZkvHnRO#UG$qTG* zcaAoY%)_hO-r`MjjFbUa_0ce{FD?u8!>*s;`w>(6NceuhC6%s+myQnAd5Wa{;Tf+@ zG*lelYj30ys&hFLCfxwKVfV(%12Ux7_>{MNw^1l4pQ zH;pS(o^M`!YwW1n{XsfT;dtIMIH6A?!jBr4iWm}GgP*sO4HiC z$#R93=xt*vW893z>@Iyg*q*ZcpwoB|#50Ty-;nBRmR{BRq%Qp>VV~X@3xYi7yp#VM zDE{8Esz0*<@Fge@UJ~lp?k1y$cF#!fYO%jFPe?-V$Hv{lk}t)S>Bn1rEuAc*c1HIU%z~&+08z;r>@lf&V>U-*?#mN7JDq$ z-Mcq1-;6g~Q?^$u9_9;{%#u!;2{cOJjOg8%15}Hm^yv@CUC&Y1^-%Rg?%L>7*4+Yp zM?piZ&~U@+)%@GHxC5tqx)~dg)9{)`QL$vCgq)9Lr7fosDCiMJTE`7j_q=rra*35s zkpobDI}~PtEV7RjLs5B=hv>{@yUbRKE8svjU!o+8c#u%@OcGw)-q_8#XijP zVVUq5t(_V~8r*kWxhc_}aUD)lNM?=*WT`&-_9-|LnI%(2&$cpgU$?=6WAd#mJ{|?c z(PM;&(oD*w6HO$DJRnh1E?t1)7SSVs2T2U>dkKLSQVRuU1MZt-Y1}5m4hXQ})W{6k zTJ-}PW;B@8sH+`LS0Iu4U67qH<-8wMne{xsMQ63|b5i}U7W|k*Wp2J{6jKu644`Tx zvF7SXJBNx{zr669A)UQn8sGT4FD56g7hMgIMr1HS`PK9At*2^T`qiijgrqDwZbe zM1vPiV7kwi8;m6P;-mKp`0W1ysncowH4gb*nrA&JQ}fa1M$j$aO6PIH!q%sY^2`bA z`!(0n+UIs~5Vd8#LI;}_ZS4#BajdY6a0?jN7{p07SwjWrC`lds!Xlm*Oz(~rCnyE~ zZNb;W{@a2tDi?2?y1d}iaGj{;6V$D`@Q|dFbPcX(O9mZtrRi#OJ^hz`0Oik;S}lwn zJFgP%7o}Ky4-^NOgKgJSZSm9^fbvfLzDl~@%C@bD@Avz(&5(EAPW8LVX1<=-%GBX+ z-_va>m~D>C6&x{NdMqcBHmKQ-OGeL8*xvl@-OnmncVYUSuH4PIFR$e#pwwSGn4&WM zp_?c1JC4fJT zm{*n9wc*~?p(XWi|4;_7hwYo(^P%BW;BYQFHV4ZcrQsvODg1u5Kc&%7D#0``xBebc>Mpvj#?59lpYhw6O(J6F zuq0GLUGRPf84ZiqIU2=BtW(xVcKN`PIu>FQ0S8A^<$SXu<@@5eFRn#3fNmEJvuH`Y z25l9i2s`S0r6XS%P97&V-J9pPtd%XDZRAO{`GW7f0`38Rp}P+it!6=%%>@Y?CV|mm ze6=Ji;A9okh_LQisnQjC*8(?m8krV>H9I}bzUb(Ed+U06*FcI*J?meney@zIl3^hX zY_~ZH4+IPj$qDm*>%ls2kR@S^g&$0a$V2z%TdJk!8Ts(YlorX%kk6j??a%_$9P{`o zYK9yn+Wa_i3{U6HMPvfgRpk6(w5(cTe%Xg;>131?}HG_?_+wU*(bn-hRX%8|LN`x^U31b2u^pww|mW z8vzRt8d?l2kYG6-lDA9H$~RP)zI~fcGQoF$VoxoCPY*msUZ@=+=Yuk_8+K7e+qF1r z^>e6Pb$VK!FO_BzQwJ1nIwQ)h_ut*@n&~?5l*0Wng8|gla}WXQN2E-XL!BRU{&)yd zpV>`QsF303x3W`TJGIOOOB%nX{`m=fd3D*x%v?#Ry-maRBAtVd+a^0|+tgQ&KB6>} zyX?$TsfXXvMSOo-|2H9E$yv8_^D1fN+KrfGmpdC{dWZdl<$T0!Aj|cJ*JRp(z z7kM3;vMY@mPY~4;=!z3UYlSl@Tz&&SPOjv5ktPwl@$*cx;dt3DD8Xt>`?Mm3eVm@h ztt>O_eKWBT3{+RPi*(*h-$FYq8| zy!r>yD58AgGpfDlq9nG$vUl1wy9$S;iZ?i%7ic9uAT2U}cgDrtaoS>$wap4`XQ8{0 zK{%K(piIaY%%&d9Q!CtT5UBxxff*88s?#s4vwwK^F&Lkq5C$aCxaw;H8FHbCOoH&! zo2x=0?jR!|Q_~Q*Jn!~Q7vf51lW5br>$!HY}NG`Vh0Ndq34f|B~Y&wWHHb zR{l{tR51VTcA4UT*}Qb5GHUJr;n|k=11A4uyCw>z?p0}Iar>Cr>l7gsfJn2QkgpVE zu5A-A8lLx}lPYDs3}L$|@bnSeoV=q=$5_d!-UNglldUjKx+l-uo>JT}PZRPQR@B3b zaEVBT+;C1dFn;Eo*~Zy%x!*S#@O3)|@xfRR0fl2lp9qIv&dYyEo0w#Q2bz383A*wW zpi`_MIGoHr$NHq6Ahl~qfi@+voCyp)^Ftpz`5842-^m!~o3uwZ+4%Z%{AQzKxe;V@ zk6ET=s^tj*Yu;_R>Iy@yD?$Vj^U@pNN618Po>gYi0ZX)qupLLSL6Uu4b>zg&#S|-m#N=1fEwaW`Bn(_btp&AVRPeKo4QmJ4833rSYE!VN~a3Q}O|dHCUI1LvK$YjVa24E3V?h`;{S({*;psj&f6~Hw2eurCe7B)qC zH&s7ZdH>{vik8E^Bb=iBH4q31?p`_WbRe&Gq9YKbIb#R#icYc>HrY=M5t}S7nQlei ziFbKtX_q$BAyPK3l$}dl*x}o@eh|g`vqAlX`2Zeg;hr`if>J@U#((OvdlELQU+%XX zDMPgh7;no|Kf6BVI3S`-0WlnV3dUb+CFKJxuiXUjiWOc9HDV_BVezhi5=tBh#^d=Y z{l&5QcF!Z}wR2#BOaH5yo{gyXY@ue!nNb)49#AmVy8kc%tp0@wu!Gc_mPiEvG!JsD zhXt&Rk%f=IPWQ_3kz6dr{_q&tX($WSy|^T@G-EH2H2*AMy z7&2_DOSC`)@D<95$DkiRvQ#eds+2&|9*fO3n&_f4Cg2xcR7rj!8`!*p8$pt)cHq|! z)SYLkr1{@?T`fvEerS=I#6=2_TL6038k`x*)uTD2+q-}t7`QrWhy15HB9q~ZqK~_* zN3feYeO3%lqlTlIePNpR^ru9Tgp?v$HSP=~=j_8RWXS>-%=6-8;Ibuc?=L<(#7lEt zf3i``=L<~jk|fsSV-5yj$+=|c&7Qr&Ky^}C|Kb~Wa5Gi@jkMhMW1a0eoLot_In62- z(rby~zu^Fn*#Ck93>CtlMtZ+?>+wQBF6^FsqsXc_+VZon zlox8j#71o`3FB&EfW^l{(2&}_HKa>gSn}QaImxmaOM5_D2<1ypT-R3>dXS|Upi zXm`c%K}SEk8%%#juNFLQh8*s0>sL7tdd!=Kt_7h!Kl2ANv~Ub&w3oMN{IB6gH(1P0 zkm`yRGQMoIa+&s&MQx?Ps*MfIwEet*K08Eose#GE`N-JzpeNBrVxg37LuXJI2nFdB zs3t4_oED?-z{|%j#pAOdA4z-{O%aKpQ7&gV}olF2h6uapbxdJ_k;8Et0 zRhDZ~Sc|gcSFVw>@m&vQw7?^6^*Hy+@jklWVC5Iq;;?&({ygo4S({x7uj`roELE@ey`pa0f6ogr^ZoyL0nTIp z$_v0ygz*AKV7vfMl{YI79$?i;y%ARVcXmLV>tE~uh%k8m7%I(WRChm%ps`IrAqx}D zwQ{$W;H#MDkljyw=6WlSq1VCiSIw8MEJ$9*kInGDffF@$V#Z}hMNOB0&3&zX$&}t? zT_O$LhkiKQb>2%}&+}3h#(6ZRtKFS7dNkKx3{W!(2h+tmo%24R?_W(1>$5j^K0IOH#&!05m~HrSDAwy5Xbh3hoqqdzGmBn^$B zpAJ8#A?6s3{cn{oQc!niSoF!}C?wafE@DZ7n29&`FAHa~!Wn(Oy|;FFuV;FV&lYmN zW>bMYd%#hf9tIFZwmlIK}dC-kDOoX(2x#jAc#i{|C%Adb9J4XrnYC3EL~%UZMEGh1uL;3sn{lM4+)94?b? z#>Ha$6)6fhW3Bk!kp~T7^&5M=OUboGe%_ICaHk4s-n}v@xESr<@h`Kqh{N_yAo90txmX#^|u0u1FM@M8uUm0^c9|(k`yMImXV>+I~)9(ReGKeEyQnEuM z>EkB^FYj-TORaLmf6*zm2E1!1%AsGgeI{K_CAmP!$}?9{kyhva{}!NM&0I}DS5S0x^s1! z(lCT5&h6CG{X#FQkT~;tOW6>fyTvydv6~~AP-;YzS&m8H~IZ(*9waU*%7v_}*>c|VOCkNDiE)k{oBqo2XmE_H^uho=wnWg$(> zF8wr<#yq|LE?NNuJlqZ|dG$n3MtS*lgp4OBqPO|N8ex%Uck%if zLW}M#02$HcYfFo+9+XuyJ*@L=S={yirt%ezR|LokE=x$da(8o!TE zMCT3lG5RB20A+>Zi49yxIsE=WJ&?dipTMZ%^8)cn#P;R3GVKdE_lNuC5}!GuBtG+H z6$p8R4KCXwqKc??)`XDE*0^dV^SL-^r0TGJrY-Y`Uq+2H0uy-PUrhW zRmZv;&U>O)>EA7=bCv$D_U=3y>VA&{xHTiWWWV;U#S&7+ZV+Y9HX>x#VkeoYv1BcK zsAL%-Av<}Rnn5ILsHtQgjD1PN*ajK0JYTwXI?q4%&wK7U&z$*V{+Kg=%$(nRXFlKe z`}Otim8GuOqh!h~0@^XM0mC!6@w!e_%KWw>7-a z;n_TI*LUw`MzAKGkGcnVz>@BU{m=OLIId)eN=nQ>sQ^2gci4QmoEc=~C_Jiaus&oM z=v$Lvi0l_v?^_UP2>g2S)gPA#S?E1$yZi540duA$D?D3>vimoo&G$vUrUC>=1X=_; zAKBr$H!%8FbU*?&ZSAgz{h3lYlPEMNE_k2R)t=I{ve?Q9+;tKT26i0P+&oJ$t*^lb zhm%A$VY}Pn*V!-Zz3GaNS|7m51BR-G;qiQh6&HVvvU{|^0t?C-4ktzHWt0(lO zZxDTzq1PX!O>56={R9eRwujf%lp;S`_iw!wg|o!psd8+rH8@Dw9h3bW-h$tZczgfa z&aMxa$wS2zSs=LyKZEG4<1T$e?m^?&mI~G&ywIip3KS^)9Vnpj_vm)O!V2Ic&wNP| za&}d$SM0qblmtFX%9Bc36i9fYs{ky>*9@m^XUX4Ko~M@J2a28@$N=fL>QJGpL9LmwtF<9ur7T+H!d^@@_4wTEJ{1&_Z8+QTXb@&{=K9 zT3SS(V(gR1Y2Xx-hx%66mb-gHLv`p7VkswiFlwTES0)Vw{=okZ5;VonhW`W!Q~|+Y zt+Xs#xGMeOf=XW~p<3Gp;aG7xw4`#l*&~54z??MMtc|_Vblcq0|C^eHz@e2&EZ_(> z`zgLmVCDKAS0ZQkog&qkKrS}VrJelh$^P+g8bQbTxm_&uTP%?P>|cESRK?^=kS)Zy z)L#3u(&1E&3erf~3-76(1r~$eZN?GYN2v+6tUC$8L?=QRbF945Xq{XuWhXzmpY;Y& z;%1;kR9FW%^#~p|(CBw4)Tfi+5EFVX(ne!WH6twd1`}?F@0hcM3uR=X!Ok5q z_ynwtJ*|0Zxz}l5kFPI}8v?oZJ~$ip-4Yq%60-iuOU9|p_2uo+k)u%BnKY66l@9f^ zc4`PJ$j(fKX%LV&!LVx-jQEP!7cs7WO_{}Xbp-9!=63>&>w)T7oRjG##@~d3!dcxn zE2IUMsg7KKYZIdr+bI3%LYF|XWX#e&nRG=L97=9`TI1gdy{mTB=cUB_Nrg`bYxxe8 zxSptV5)HuU#Ranw!Hz5lmWWu2N9uHackNZh)uak*9zM6d;Ry7^(l)ZRt)*Duib7tC zIHZ6jfMLf8x`9H8=c(VYqkefihk-%Z6F5}>CcUGjL-+3XYNI0| zMT7#)1%x6GUi1iOWW@xaj{U3eetHkKn@suN!$+)dT~1A}a!|g=dYwb?(x!1EfjktD zuIhC8q0T5RudiH3T_ThE+`J5?8q3 zyVD@~AI;3Bv8{8&bT7(@W~w~{3tq|2aAeNt+SytgdE&G9l;c@Z%h~s6bvb0PhkSn~ zE~)%NQ062PayJHEE8+SgUrN{=qy*a@2b4ESc^8?*4#br3gD+n?X6kYfT9X5M1Xw r8v!2tLjf55LjnB1=@n5e<6m~@t&j?a)i$w;bl_%eXkk#T?;8CVVnDQF diff --git a/website/sphinx_src/images/lit-winogender.png b/website/sphinx_src/images/lit-winogender.png deleted file mode 100644 index 78ad2ef7179c4f8575c08076d7cd50a1cb1994bf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 254066 zcmZ@=1yohr))u6@q*F>kx*G)qBt=l9JEc1gjfgaebV?%)(p}O>cQ=Rb{ul3m_r7Vw49D9-vE0i7SC0rw<;$@gpICcj}h=aKR54 zJ0-~%4+{H9Hy=Epd>}3UT-jL*nuJ)6*FNTtnUktV`AMN&G?Emajq);_l9C7p`IWOz z6D=aLPbB=8L|>oJQvK3cZ2F>I&wacIyV7&KHX0pg8{=#2vW;DhYW8}QY6sM;gkm=f z3omP2iyc!S471fo1h*tQs41PH5iMTut4kgS#z2v-HAFspy z%}wCw7ivA^CH1wfO$2@5q`dzAHADs5Pv1oJ94?3c<3OnK?^k4y!9EXx zTpZ3sJDON$(1^nR(@Po&D&Q=BGi&-713VAqKRpbNR4w?dtXa2#h^XJb4llht67=e(ll}*nNKwuqv0~HD?LO%g z`)&0fCZ5AiP2M0={~`O^6<8v0CeWZ1x2}kP+*@A8z(UJJYTUoC{^R~Ol3uQQGqXw< zpMKjnO%H*ETpmQr{k|Xm{fVM=*gB8p>t1(ER58Km6xR-6Wpq zT>Fg_^S9N1>`P~0p>(GYlkC4;A$pCKTEgP7ODp-}H}Cvm-(+B+P-Bxx*56kDasM_l zn5{q?CmFuKi55&?p>-H#Zs~u#|G`VIK;8pKNj~y_jJ17WA@RM5Qp4Y_@II#!)z`kB zkqPztNBar_3y}^Cmg@et`VXUi5`Z1SUEcj_EBbq=k^>73Jk0qJ`H%Ns3VDEQv$PXx zEBO2Bf4{SEZ=tyo!=B%-I1uydXgIHqAw~Xs`})c0OrMfPK7B*il|b(_VX@zKP6s@G z-q1)&_75vwEVTFsl^V^u=Bm`IJ;^?p;1mZTLR>RR%JA0}UQFKbK{2mxYAU2Z!F@m; zoapR&{`Y<|O>8UTbwQFeV z-Rx=caQ03%)I!KLl0}8}|Ksn-8&ilL1nuz(h{-QXI1Dl?Z%0uDrpW#5^0sm4ga+JY(|7@g)r!eu=(%shpp%+_$ zy5E)q|Hm^nqB>oN(WM_QUUA`o3l~1R^1^{+=+~3=_sNj*D>8JdUQ%W3rN0GS2&BZl zGJT$hZb|%(ycqF+ZvF3HvE*P`PeKxSC4THpf@<*Z)(~rGntz7OGLB#ypc@ zwaBrgU`=Lx3g3*S9r4ktsY7_N5P@=y#T9y1lg4Jo)&l1)XO{p<%@wV;4T6xR5 z1B5P*VL7GmQo2uH*X0;=MYf-K6gQ7Zg0z*pmt4~M5AJ;m6MIP~AIGe1HMv!pi$=u$ zGlXX*m9u@O+D^J_sU7ZPV&3F-e0juhB543-2*XO8oua??Qr3dy2jc zC1P10NWl!0zrDW5@R*&7LSF-v{aCLW<|@>#T;NhB+MQ zAkDnC+fId2wGw=;T6MZXZ!BAeor^W7CCP+;Qw))0b!IQo*^TFX!dW$4R-LD~L;o5{e->Terg_ghCVhJOuVey_ z{#=w$@qO`Gex*X_L*1m5xAK>#gStfg*U_o1OiESZ_Pc}qr@WO@$Wzz>h>8mKNS^~D z{s^`IM-myXurlwyM`rfC`+R+6^;5rkD=$C8*8i}30kMptHCc2TL(^wX(0hI5;M+qz z`+Ty>-A5r1%LoGjuzT2^FO1~AiR41(8&gOYd^%Zb7=(NZh5M^DM7Jo5_1Bq+cx*mv zr!i{Q*pE?u8QGAu?oGUSxjE8Mu+nX6B_%^fQ@2g)C;_*wbMPW1Ia0uhdAfDRj9yhF z(PKcIG&{qY6ggbf?6D|>iEFmteAirU_{Z{`@Pu+lWc02t(YPZA>}mJ=~-aFv!TuE7B!UWGef~K7`rjC#90vID`6Qk&dnprY9t}^3#{Rw@R>72`wE;9i*u}l6r*fdH?O3k{3Dy$wEpwid37EW!Y$itfK5jy@ZUK`XWPE-njJgQrlw% zhSNVRN)3DPs~10#3=MAZDgRdxd5^qk>Ys@L@MZtC>syb@1IfuB`q>|5e`tDK z-Ds4i>-wYMD|Tu@PDXPLC!UTeRHC_9RxFP->1!$&^rx#k#qazNJ~n}MTx-b1?d*;# zGhSUez%7N0lTX$-BwX7nupX~Vv+)bFrW(2X{&P06Tubz?JK`x#JoE0<>OVfHkmV{azV1pE zavPL~TyAC`&N@lnkjDTp@>H|t%ZzOgQ?60}1l##?n8?b>xOU7p$*}Ib+cS}_D0&4& zZcFn0R!otf!9*M@m)k`#UzyZjt@XyuewaJ@(NrPo4ZFpEek1CztV-1S`4QvFOtlD& z`Peh1YTMOf)n{6Ds>~WyPwp-T`ji^nT`sPV21c#u9y{&MFl;W@Y!{;DTO|Ka#}dws ze9m!pvh_;^Wn~}+?x(jeqTy`|ZRuW9GffxoJ1v*YW9ZoX-39@xDL6u%k%o_T`Gqyz zMV2sg)pnD6?!1mI29p(T3Z;xx5#5~X2-6n>1tfSo;)x(nXbN9J?K0^-t`9nW_?+h< zXVSS!nX3_!q!n~Iub$n5iS0xh-531WyXdlTU?em7D9LoEa2M(xCquW)rmYGlDwP?QGX9M=pUo8hDE1Yd~Maf9InNUD(@R z2YqA~Kuq@iJlr9kjw_V*DfQfn=npie% z)u_p!obx1_LFHKe1ANU&cXYn89Xu+2_)>dNt^dy>$HXlj&%2w-53@BYt2Q2YH)oM7 z+QQK(_fMXgM44TnTCy}$W%Et>TP`12?K%&YA1d51m)&}QrhOkMntp?3A1FSPR*3~* zp3dSF0& zpKImf%1Zy5XEnp7YrMnAZinCT(RW|>W#FnYN!1v{dtX-*KhmebVaro?>2*Xq*&2=7 z9L@%=dOt%E{PGnxG(jAs)x;+x|vDh_=jl0K=KE&95VbL}tDLvig~^ z5NXUnxv^4Tr=hO#Y|d>ph^0a5m&e;8EzP$Dukg}b&vpwOePx(zHiu}RzR3!9zd0Gt z>tSiUE{#UQM%6zb@Vuq&3?++_+GWh+ygQw?Qp#1LeP7AU7FVF#`jOr9*8OB1|shsXiuUEQF*qAT2_$w9bG*_i)n_75Dkq&h!vD6<&9&e2@K7lQJ zpq%Qs-#2PK!(cIk9CDpjThtxZKm@FRjo|hP@60!9U!Lu;*sb*< zJBOt?4aA?+j1;KTci9ZmIe4E6LoR=YQ;DT>zk5+%jC-?IIqwnUda~7hd9oeFDWcbg zv^i5<#xA_Y#d!E-YrKfUj3?c;E~-Q_Qy+$zIIPBqwPWJJV#T=Dn*b`FQ2!lY?B%mR zYi6#$S5fuA_(XQ6_Y&_LkjT@2&E12i>OGpgf4cd0r)njzXT^{irl=(ntGYCXN$QSZBI=z+$D6$U~5OqOUKGI(w@ovHz>o0kG)3fh}6v zE5~DKS1!!m2k{Pu5cUyhd(cK@H!|E2uL&!E+8Mv%dppT(SvlSzP&8ecQ2pywTQl=X zG~>G;k&>yHx(`2GF7vaylvaY{hNY>gx2(1h>r=O%COqYtmf! ztL2|jEYnSc{PfBfAuupPD%S5UMb93e-bF*P)t?Rp|5(K3wLdRjVIOXbriNTX7oEW_ki%c2u^fB*5+zv8KqTFo_mGKE&=>#H&&1;$pa7u(_> zJC_;sCr&cZ7?}kF(1wi{J5(*1J2|l~-sp0^7_j;+O!!p`q9>8CdsX>|NhM2mlq+<|t{ z+K#APV+wbghp==#peRy$za{dT=h8PcjokS@SnfApGT{{^)S%~UpV|{lQeMRx#~p?^ zc0;9`)*n-H@th^S5;^DWuE!fRkjCXuff2_&5X@ojC!_D!I3-@}b%T6g;20^@9B>JH_K`2+4eu>2TKjqdfT}{!-_IrC15mP92cZd>SZ3JT#E0 zfn#kf&<2FBzU%q%+N}l8I4_5EO(hFBB@14CFh3z%GXn5ev$i1yT^Ch3c9JrkR#?V7 z!)%m6ON)Kw$E=j?K}?;0C>pt-Du~?dOE`VTU9#U&;mcs+{9Y$bemdS)DC27lmPrCq z-q#nfuo|@ZZg={cewli?>!!NwLo4j^RX|F7~ketHvi-{8+qdW z@{^Z*Yd&Fdoo82l&u%qFC4FZbrfkYCc<2 zAxbg~!-NdKTHLw}3PZs_1e!g74DHVpJf{XJJg=!n^WVh)*rgrMWlqOo+;3lSC!b8h zaw0p9pf`-Q)(+aj(aH&UoG#Y`;`@!OTJ`6~Rj(^9P)zeVspWLoQf?OfpS<}Bd%|-e z70uJIoTl8AiB<-VMYgaHLcpx?WlpFD0lEgr66S{iXfgVoVd|Z$KW!4wcIU&|TW(W6 z{W};R{2Ib_@Jx+vip~0Fz1T8T@8*>It|*zICe*6|Hbj4OD3d{3hU7Z6+C+|>i{#2@ zljjLTGN|M2utuH0>-lwzcoHpkq39&x%YkH=Y4tvVV@7Yb&bsCumQ-rlLm&s~<_HP& zAS;-@#>DIhn*WoA5RZA_IKDmgt@4ZKimpq#mW5=}ueFBv!?-+NrKsN}Iuzm=KpSmF z=0morMa(X0*&RRnt753-xfaP@ou$agNf~`d1E$EeBDu>7_GpadY;6xCOJm}9Z2(~- zlrnK}o5|gvY${BAkjvvS8_v_r-A<-Ng4wK+y`sk3!&=kgyGutuc*U(K#7V2tis#gXW=Ur@Kgeg+ZLj{Yi#`RZ z&77k@S%^{MGu~^uM)!-uTv#<%NfFX@nl9?dtE9;FtakB_QX!Cs2x#F1TFz9H7Csnb zc`A%OXlDSk_jE@yzBzRKXwM{IffPd7)qPftlxrh`C;+jn8{(ke@k~AHGZ3WteqUOf zc(kYi4n;=&vxpl78OYRc)2*!m!!KOc`lzmT{RM=I$24sm;DX+WY^(9P7~5HW*`iRc z)@n&=l8EcEn~Tl9;>G%q$XLmp`9b*?#w(pcyWtj?e>rr1ms~VO*1*!hPTS%d_`NTru$>kPT1Do3%ck`7a>Ok4K1jRmZC+ zpUi7YrheLdm8sIR_IyB&5%Is%CjvUL0qtv@gCL8UoAx}F{MEwRU1emx25hiPx`o76HZ$%G(m@p>tWlej&m!dVJWz{|8oV*@2 z9M&w@8qJX3i7&)hKR>`7%AXIi-P~(~W&5*S|4%ns4le{_WrIJZJZ={7q zXr9Tv-tJ%AsHoAVmJC%My}$+`UK3r1A52}C6x(K0^i(eqWJDv~k^Xiblfu;JHRe#Pr+ZX>=cphYCn26fBu`uqTe#PQMS9RmO2PyPS29)L)q)PNPa z-v4&IBl2@97j63xSzqfw-C1D9e4*}rQRCA+&*Q*RIF#U%?O~2cy5%*E|BqrP>hv^v z28Y#oPnEgF-Pu}|@yp{)YO#-KHk{fz-&-!8lon9q=~Im51oBCzt-kRub*%eNPh%$Z zlS~Xw-R|-s>pfVVb_bDEe&%5FD z*P%JUR$D-aiOD%{tShnDlVI=UiqRX35IcMcnkD9CDg(vShJiLlWEO>fHT%;*eRDdk@@Ne-{@vf- zm%&MkjBD71ppkI*{$K>HUbMEyg@gqUXkZ5D1u(`FIgCTiFd;WPmGjDX#Z6XY-{W4P zHO)JudeSQ-e-Uy!%@L+j#O4R&+19{@ei*sXNDB21wRoU@XQ=eSQv0JKfcLsf4P{h3 zf6)g^vh>>sK~Ld*XF&Z`j<%bnh|QiVH~lt+jHg~{sj}X9wOhO8&f3}^wAvFBLnjx1 zPhikcQ9bAKM%l&`CagRB`bM9^ac8(z2y|j^S?96R*dG+-zRB(e%r28R;`^bx9As-@+Y(5tb&o8*RxY( zi{O9mIW31?km?GSZ73X0p3cNfRp3^7-yHU^7@k5Ww+8Nk{q;rE9ktUKyyPER0N>Be z!&!1~qW7rOHZKka#V~U((wtT}uXe6veW(jT_ptXwj69h@F#8dMvSP=4ZyX2W%J#G) z=x;|PSy8Ab2beu>PTrkBmp!GB#6WK@Py3S7Y(xqL|5;9+-D2g#qf*d+cEw);j$-s8 zmZSz3_BF{~}|D=wQCX*9wn!zG{K-CrI9-t+rdWC;ORSHuoh=xFPY=k;#SR z$|hZiMx(sh2WzNbSE>0KdH#02tG&Ysx$|rT*%7FUu~~&6EB~x>IU-dEROGAz4*%In z;rU_HZ?Ir(Af<@&fr&(g*{IUx<8m0hFE2#h{C+I30Qb=q)t|;+=D8fLy>+lUngF;| z)>KhVvejwAv>4E6u=8Ih0mboQMG(M%zlN5| z=ioJ=za%MC;`*|+KA(`T?zkUgcZo0vCg+9pDmvh zsoQ~?1rTaC*eEOcMGZ-zw>WEA z)#oP6r3*92cAB51T<#2u0(7Hb7isg+RWHZD&w|Ri_z!5!oC@=}I!dj3Phbbw?e%FE z7wt5w(9duNAb?4|xpmCMFQCw`J3pIecj(6BqEEe8njAg?oYU8#)aQ^!0W!~nb^==f zr=Q9{G2jJ#ieeT|80{Z(iu<{VcQI10>oSweU8{J=gV*0pus5f2A*vSe{F`mLZ-&0D zAANO1#vPi7XkB(CaLC4L6tY+SSTESkUuT`>Gn5Na&(1~^>fb)y;m1N3!iHP`3bTNe zZiQ2KhbSlZ4XamkFytppTRcJh<3jYChf@-OFQKJMs~0>~HEfJQa@s*EKy-PjDzM=Lv zK>$2ZT49P1+bI=ahpglKA0Mhma^6!f$iLg*y%i&4v3m#~{8A0%+FQ^c?eyB+cOJVT6whg2wHW92yKUgJ| zB#QH-01+7p_{|=G6SHwNdNW8p^`G0ua91>3ZsjvbKU^%r*`Kx=i0%k^C=zhXpbK%MX=M*xxn+Fk?Qg+7v$}? zDh7~eIKw)xM!F<#3w`~{0DqB3!_NUrTYU{OWcPI*?&ftxt?LP~>0Di0d`wj**xWLX zs;%@XUoP%aW{`YKMD&fC0ur?UN14(F4@TRLU<4UhTSvKDB@}?RH9rtlVlmwy2BxPb z6-i9yZ;ANya_GnPzLh+uBo5@ASVYQVEud&>JDRZ@crOtI8-Xn0JKXhf5Gl1l=f(m7 z=K%(}V9xO~nuk=WxzE*)2mq(~y4@9vbr7_nEM2<11pd*m@b+JueGwUN;3U2)K4DU9 zqOn^J;bD+NTYs#Wf!scLEfK@433vH)2|(;fb<1jro5`oBq(N5?Z-z#=+)v1h{it3M z(6V3IE-XBMdbQyDLyfd5j6&o&xo2HGe;=xT%9zJ5VHC0Eh1f{6$D<$Z*`92uNs)3q z%o4^+_I=8v_)N2=cgR7^#nNXpt`W2|(F||PW$kY-!*dWVBL!V-=`W^6>~-6Q1)vw^ z4~;}(@sj*<re`C5e#l>7xqMH@Sa;8he(}o{CNE9 zn*+(S{m$Wo=Qt1i|m!GI}jV8r)*{#0Zg$m~{UNx>{J$yi3yf-(y=T5;z15 zB05%&&5gmrkS{gae)PV3A|^TaP2cG0othxiYBvH4%C5BWM9w-KK!SRTPiT(U60GtL zs3_#kWfn1b!%Hyvgc^3P3JbPJa=#r?I8ZqrQzuqXm-BwWXVqT`dFGcx8tvu(I zQS+Vs5O!hM>{xMeyB?V|*GB#=c_51F7fNg4NKY(FqO0D`j~*?8pFF739@J8%D9=Yn+vk&kL*qC<;e_#pg-kdPS zg0VqR`Gm!fOhf4VCR@JeA?Az~lXJ;=dp#^BA;)W#ck@Moxb$=~4WGX}Pxa@^tE1+V zOz3VRK-P^_s1jjK-fC#3`8c4ciTsk2W3+-B0shzZ$*?X-F;~^u?1G$p6{)qrL-*s`3 zy$zDQL;ZEJ89Pr%8ONzEfjHDMaB$6#9?b>qe+IJd*v?L^FXL`bSIPSF-WJlJlhAPC zRdX$YR`k_0Mv@9_O(>WzUUKbKImrFM)r18st@j05yZiAaS=ZBZx7Ls7H@nA~PyN%I z<5axUmY@4J^OLEy0&6Kpo8t}Hv`(CLkXYT*p!t?d#Dti~Sa{^VT}ZBptvrnjwhrg%RgUM;8cTJoW_NR7{yX$Y|NEXDkw;xF|T*{0hh1?t~^oi{Gg)lZK zcz3~grI?P*QN#};9W~V(p4W@dk&Uy07ZN$$A-uuwIxe=MDH%qt5@X9x@z`+TBe#Ju zRBT>HFi99v!!@27@cc}I)_&u479GMH%HvMO&Th`K%B*HMfR|y9EiNy0 zFuxJpY6lc$1s&;Tv|hnOOA(o%G1?xl1D5%`ZgWpgL>s?2cbJXIK9dhHMj5SvwAS5S z3T$`{>PLtoW?l06WrbFMZmRcszXL$Ga!s2IJGM}K{-4VINxdDq5;^IQ)t?cdd;1VL|UlN!*aZrvv(D0 zVt(@^6|ql!0F|)58Ea3s*LXnNn=es6Ic%QxX!6spC-VN*fAiP}uPD>r@bEe9CUOa~ za5c2ceC;|^39J@EVmaw?uGh{r)c~Ad1PS~RF{dwu$2nE{>}At5*ihG`-!uD8OfL>s zN7eAnn=X#l)h|0yS?VYOl~io0&1){n!6UW)^u?Yxv(L3)LA0n?^GQ+77DGj#H}}Qj z5&;lYWjjQO8`T{@)zZcdRGdYaLfdCJ>qA)-@kD;$67$r@Hv(pZRgH%#M7k zC}F`9B5hAfrQTe}y43eadGy5tk@@G-5$}soQoaA8BmBg4fJEtVbX@)Wn_7EWFlYSy zaaeiK&T(&!n)+o(MQD%9c+ya#ww{glOLrWp*ZLG#dNzpEzd(kJq`{z+h8y)2aD+Yq z6nQ0+Mg2avQw0a+DHpabc2H8s)>y$e{CsC!jMhFt^b$pwVn`E6T{iXD!O2>yQYMV5 zfT~s)tTLtSZxcqy*0NPtEjlWIafvZwp-+MKZXy$Xw3hATJ)PsGRAX-%O$eujil6$~ zSx>@-tjwsMnMsYN#+|L>AtHuqpctWcS0rtL0fMqS5xap@BtvNxBH-WUZ3kK>OZEV8 zjtqWhTsKqVc^3_cj2yP-Xuod6(&1$Nk>+WzJkeO`!$;EdgO&+D5yf)whm*p$M$1o$ z`e5UGBk>SUF!h2iRzT&wrZ$1frfxC^Zd&*=|MnXBkI#qTgPr(w781BE;xF?H=XM3g zp}`QTt>!B1Sc+Iw1(75Z%3&Bw-j~`Gk5+8t{Ps8kFMKobnTQt&X*#HM#ZwwR?>xE^ zc#5nDqHf4k!W<3>*GgR)kDId=yx>TKJ7rzPXdP!H>t*QrIdB=m4L+{mAbB7u!}$>5 zH&XE{79br-?rj7ba4D;g>Bg-1(1=6za@LTt|+C>&xdy-EQ22%tEgDG!MwAKVn2CSoQBto=jNVBa1U) zBd)!!``O8C-_Y)&1J~Mb2Z+i~88YiBVYul1<3AtDVfeSDN<7xF^fske(x>RP9L=NM z6-G=lTx^keRXO5)kd~?(fI;?sAl%)4+M+VIQH*}5*62AV3HJxp(&x2tQr;aqs>j>o z3Oi3eiNes}P1S5>^<+_8b5lkjw+CU}T%E-bXuH3@A(E)E|3!OE*7@lB`;|fEm8qhuF)RH*NK!KL8>(_?O+R#tBK1mUX)Y(c zBPQmyNtG+6%b<#)w%35M6<4%a!>>(4W2++&u*{i z<`(0gsTS)*R==-vwmG>tg$-C(}b_p9z33NF-{uEvEgIEawRxi#){YwTI`qM zIWYm0+u39wd8iyrG2erw`^j;9B8G|mPwAH)RLPhod#nxY{~;48Nnvj;F(bdt-{~ar zS9yv6c8qk9^U-mlb|^(ma{bl&PQ$Lm_b(eG1$ihQk2@qnEaRoRYSlpd}3DsZbBq`+eV1e$B*JmuHu zFrzUJOMxV4Q2aF`AFN%f$ZmU|5SJ94D)Y%w|5rNAdZRP-%s2o==Gz-u^rn1ex#H5v8W5)1Cp4cQFazXn>V0KNgw$9e;-t7R zDBH(7(>(8+SxFy85e5qxQBgq(K|6U^FuNa_dzIeKG547 z$&I?y2BgpkpF9rHjBG}+KFqMz*!TA;DaBEEkule%-v*6zCSJTiI1U3qHdjwtN_0pf zH#O;n+hI1mClD5G&21rdP9Vx5NtD?)DP{##Yz`D3QQEU49j_V)i+49MS^P{X8Gw>> zm~1Jparj@s)}wg4AmGM~)h7z_IJ#z4<38Tq14E~nwvp^BuNRtwsxd6ug~G%l9(4>= z{;XV@+WJYt6h{bCv@O6hR~%+$;ZL}Y;>k`*)@}k!AHm_?(oM zlgc-hBrkVXC>6nCJXsd8rNY@Ude$7xr?bR;K&AN~l_Nb{W>&G@RGHi;1$BcKW$tgIjQl`iSAlfWywpzYB+$g7~7P=66(c_m%e& z#9*pk9wdjLQ#wo>v{yl=ko*kruWu-}A0I9jk~z%LOdZbhVW#MI3dfe&>$1Az_ddZ7 zEMZY9;2?F3w*uq)wHu#Zvwp_?7cf+1Sj4tm5j|PdIQ8^1E}L28WT7Pk&o0BrE>jKT zV9;>}a{8Bpj?cW-|D20vXu=juJ18fZZN>_Elxx`aaV0-!7T7VyWiE<7D75YPg6wg_ zlx*)6lEv$tLv+QeM0lzA+~5?-Q=nN{-i0}>-})h%USY_fSP>NYsX_JLD{7KJ(|!#s zIJc5K+;{F*3kKdq(iApAM-r8q={`oE;oxYdCvKW3v7giPFG#R=?6{%Rgq+K?{L=5d z8ClD<4u&`?AO-tX&Bt;ytUaMe3olP6s8)TDfGoDg#U`SQ=ZlTzo!4IV!zIL;Xaf0Z z))U_qdQWMknlMK@CJp@*Q~ZbTl4NzAD8k{m+)h87RLEDcwlg7Nm<(&DGPnT=(dauV z+vlY+#e+v(g;qH&4$4QNjy_%SP29G_ZnXT#$ zKIS3$A$@f=ptGGIx}xmeG$uHM+4+rVCiljs?)8j;9;7)3>9lyvf=2jw zo@l#{;OaC|gU_x8LiB@x8ZJHJ)3VhDYlN;7FJ6ofz8*gMQT8z3uLW6Z%t%Oi@`Brq z6ln7F?&(!(ZOBRVPLjl`;fB1CHzR4{P=~MpzE%Cn*SzZx(ZjI9Pf#n-K@saltS8QX z26%)7#(nXb!l-W-kcoeNdHQCgWRdU+O1a%)FzBsl(9dbf7l#?aZY@J{XbklgMuZ?? z%R2D`0IvZw*Iin$d@h#IW7(tR=JI#nI#!dgA$tLnA1^dwT^W;;54l3SvjiZyWBM|f>E*TSVkA3KmbtFb5645AYo85!U`8MZ>r&W#{Vt1D0@4Y1V)+d0pA*^BFQ4xN(yb?gI$%^1sNb2LllxN| zDJ6pF@RQQ;=uTY$>1-6!%E2JD4fRNq zrFD*hUh-bsxgni|pFUK~-#7`)TiCe!i!>P5(;M~((_jjpd(ER%HWQ|j9eI3gfjuLK z45Cr%E+|MLM;B?%w{o4P;cz%6i0cIOz5ezRzRlNcc>d;|cx>?5Z-MiA{ z^oyVpvrWOW1daU`9jpIFEU)Dk0~9gi{dB7j!w}eCQfwM^_)K5HVDx=^eX94) zbfv00iB6~=ZjWu2QC>0->Yr=w$Bq!2k{TDQrcwOj z6)U{(&GGOSI|wXAG}(8ijzfDL8VEYd z5UJ^5YrWDxB>*ClqJ0;P+!LUL$`b+d1Ru1vY+~cJGTdK`2H%(-f~FxH3_Cv_p6BVy zh42EnlWcB*aXKED;&CZ$S-Zo1^62>PUcz$2S7CB9Xr!yf8M6L_?tDT&4B63J{Nx%8 ze5Mbz%Zx&RtWpkw`OOjtQeQN@6ZHPiJ_Vp85r@|iS|vEXZX02Mmq31VDD$sCbK?2% zWzuS(tUq64@wMqp&hwu;`+g(ODS=>Z47C`48t7QsieZVaQYA2mIe#+v?YgnyJ?~`p z`2={6Nrv!8{ZrWRlO@}+)pO$gcw_N^WB&>s=I7`;?W7D;EuyQLLH<_50GN(^N5eUm zH{)=O1u4(9MSronTYV&PRp32hpXv~{Znm@8UwDp+IEOn@sHuK08s;)njsb1?%WHuq zg#UoyRGBj^+sj@e)VBQ?gf36mI>Zpa2>{wCAy=5C@m0&Gr0hA3Hwcmu8bRwF2;Q-5 zr>3N;iK%8~TA#jaHwt&5u7PR?ls*wuVjm|WL)$pBudq!JOLZzI{vYdJHft3oM5|f5 zr=ke2ITy3G?RuDiWfWJt5)!V%+kAuW*HTOMPyUlJuh#pLM74)E}$Fk{qSCF&W?0yF` zs4pvgD|riE0VkrJvD_yEFxM+iVg|$U5=XI-4&kUq+%i%I0#oYJMwDe8Uz^9hnvZRg z1orAU7L>=N)f_t-0A=uV)@io5TL}_OX01cG`p-sJcwch$uHr6aR`b zV(nBJEvH!r4;GTZl7W%;ph=_#0!tL`a)bHoKVmICv;K6-95j!1GC_9f1-la^Vv4e; z_ice4jNRie*6jEE+gI+Dfe8Y$>DvijP_l4ZUySx2To^nvc_S4gYyr*Z2+GTKrr+ z%f!v%e{{R|JQ)@SjCKenA7)f%SOgkTAxd_2>iYRs%)iM6M4>Rm40+glSzMa6BI;ZF zpUCe)Cl0hMDlm*m>qtqkA0Ol4ypShq=`{xWHh>7zIw>h|Tr?W0m8!V8RYY~EHF@V5 z!Gow7XWWZ3N^9>mY1k|2RMshHyR+txB!=uJ(Cg_FT{e}Eo;N@FfafLpnqD)JB^-ZU z98=P55D#cj@@0QC43OQ1nu`)-G!JyKkca(w+_;!}&~s3c&wb@sQ4{qKEr7uG_IizD zklRAD}jP|tIVfiymWh|gs+LTz9|9GKn;DcN z#7)Y?+gcYP(!ThK6Z^d4Xr6c=&X%eLQ~+{WUXkk5LLtDrWhOPTi4`3VO>PAhL_PZA zH5r;p3$$e>WT1cI?4Xk(-x!C@up7^Oy{(uIP2ur>W*+xKW~mA|;megbE)HuXZ}05p z9I}u1#yg`9+)qy45{a089(CN+;9K=ycXP32;wC16OOO8aa0lJoGPVf{JL-H=sMa9h z1Q22(p-Xv#mjM|ZimI+8ou{sr-Myy1NK432!^a!hTTklAXFM}rX#?wcDcvmzdEBS= zp0y6!bl+ZvD0%uPtA1CtwfoXo^606ODs5t{+KfLcf%4+BS}$^hS!`^Xjs_{Bs!VjC zj`tt>LFNQlAI!}03qlDNZ>%8@$8`gbGA}oa; ztQ@7?;9fl?gzN3Z7D6I0jlB!>3l)yl_O4-^+DDbh?Nj@^t;|qITKj*+RG&?OdZiXP zOOSVqE_%Snv1vP$Aw2|i69$AIG05`D9oqVn1mFjd{;I&OqZ!<(7PdVcdAf}QM7UB1 zdJ;m_293AAD;sAbsuoV$BhNqMuX-N2!U`Y|hkQ-uHTj9#%!nF9l`k;e^`hstv`cE?5G`8t@+z23P4f>J_ zkJEghMR+y13ue>>ueciSN{T}Gvr3BY<N)8*K;y%rkiNUxC<$teZrmxKlY2yQ7 zr~e$By>rdqON+;Y3{)=Xuz0o66JBDK7(nyimwo-NTB31+Dv-CSxt=(qTzO9b_vNiO zpHH3efUfJ}89$rlV=AU!qzq;e!8AkyHa(R^i_i&U6#QET0)<%C=lu2?sm!b9IH&cu z0B4LcyCPXYTT|q2n{oPNsex9UX>>1X)(*%mOjM{)v1P^mo)_!2f8J6B>{`{fpXl*2 zh%6^|$Zun&L~PMtQS!5{YApLDSuQT;Sm4a(+i^*LGbr3-gMRktt|tXEeP4>B5t?;9 z2iw>}>;X8PT{!!;=<*oK%qm>-2&i7i2foO+d1Lr&4YLk5kDLL_0WY32z7GZjI5a;t ztkawM*bY#YdnRyryuue96u_`Q>tH&N30`%dM(M;yPdt2LmZly zR5{imjVMLp$-(TFs6_ZFMd{Gd7Y76iQz+WpLM{qRcyd z#;iJVkdw}L25Z=IwLpp2Gr?AvWM93-KE9XJljAXK8}w>loUQYCRte877SO2YP$ISXVyIe7V7vwj zjs%g(nF_r=Ti*Ef&2~M>DX%eIiud!`dhe!2iV!HukrnZcGxQs#Pjvi6<*5oIfDF~( z$y$FBBftkrDbpa=MTCLlz-cL@&p z)5_AEg<2~2Ye`(gX3I!Tv|Mu~1%9>eTm~62KyyIsH(a>K_cLl^rXV}#gspRAKFe8|^MI zydBsq(eE5t2d!V}qniH23zb*VHIhUZSUJMMc1glfpl4zYu#a}9>7|P3MWZx5x=0bG zXO~YLK2<66)q6;5#SOAMZ_`X1U{#Idjc#atC*(~${>t>zU^&4dpp!8pHVPSpY%kgx zW*Txh;o203ZVhGzq&`4_mFD%mI*TIZ!@(sQat$Ws&~k*+HNZ_o8JnM85D3UgXz4Vo;y2cJM5N(+L7 zQ+`S4`SHghiIFXC11jkL>2{kokThGLg&JsC^~G0!gdma+M^^v|CgG9ici76nIAVet zC8G-A#P{#c2ELqBWj~epH}#4cXfRQM2IB!nuxT3LAh5^!F*p*wy3!SO53(7F&=L9n zMfh@F4fKmLN;X|A6_;{JGa#KmZB{gOZ4*Y>GB}X1vG4?!H3! zp{qcCAd;-yFT(3(EKR7kt*b>#pPByzj1=*|TRq^NdX2MPVQ3b_#!6 zYazs5*8_e-{3*!5dsMo9eZF{t$j!5HLz@xp$$K1BDU9I(TUH_W^PZQiFolHpG?DIJ zdD-}Zodxs9)s_29HYEf+yE%MM7dGbi1nOTGcR3Ur6YMO$xk6vDb_0bze63ks$F=b^ zbHS^Z*+MUi_t?drGWcu>kUHN}l2FaaR4x`V`1U@7?m|16m`bnNyPapxNu{w=vo+nf z&y_~%V*~q6Lr~aORu%u(V0?hRKid`?l5@fXhZLZ$3S=3RJM6GU1UC*}ArbI-1sUTh z{*kxzZ$O5utgFp4w}FpW`+DV)m%}<(rC)S)cv&An2rsVDsWU-o(%}UE@5@?NoT4KI7kFp2NEAi zQ$2z54h4zWc{#a^W95Qj8e|KHp4{91LTKAhWVM^xRYnp_En`M{&ZMVAgfzM5jyliyWm$%RR;+%{=&Ec=wJ~QHfmHh@}pXc8a zR(XOl#2@snhM@GLuFiE*Qd*4(>fMWzY_{|0lxq8xA<4+GFX2{&z13`u&MRFp{}DOA zn#w5-EHA<92shhG<+8nc_4AOo`D~ZXv9PcL#mZ6f=tTxNtRKVau5$uhPVd(zn{D|K z@oD}(2u8;7CEbtP#IZ`E&Mad>8RlW^ia;_JDsJ*~Vz`?p| zg6u-A9&_8*akF2p>*aNpZ;tPNL@aPD;@i-vOtIWo!yw4-Z035WIdK%9&o};}TKWC|Oq4i1`vsR% zX>VGJRHq)1B{=u#K2s%lkvFiYMS+om_GA^FG3y3n zCV~bjS%$eS7n=r`MwL9ZGfif^;>Cq&;g0&?r_q5r6&wHLP*UCZbrwRa@^jqgeHY+! zsvTorYa7hNLt*mw>M51A!vwM6^xREUx8-rPPC9(AIw>=72K7=B`Hd5ISX4aA7pD#gj~ncstLa!$8~Y+Xl9By&~QVC*~3|PnS&A z5|_cV#OQ4FmQ!MW4qY7QR2V9*Q=$e}XhiVu2u<^Sx3A&ul5zj#dYN%caRJsMfb7B4 zhY|aarq6EgeUL_brsj!7rd{hdhx8D&BVfsA+R>C?r}ZLMyBXmgw+nTBsH-&CK1wyG zr3Apz-ZL}iW@RW0c#`x9{I3qu#jln27~ct43}_(hG%CI$zR#brPks!D;jQa{2AYe(u{eT!o_-gUlN`T#)mX{Jz2o4a~4`e>j z>fM6;3_6K!x;~{`hO#UZk>8!b3tq3Ccb6!btfz5O z*@EV^*lKvB&j~J3;uy3$>-Vlw-pSuvsNkf6RKf}$B5uVgqRE3OcGHF+$=iAJBY|Y1 z!O5aCwBHvuM>>KF&X=PG#|**sH)%U#CqxyP%=oVWQ0c=f_no&ajCvxzSNLt8zHkv5 zbfkZH(CJo97^Z0rb`NPPyjvTst7~H;IVt8*uRY+skU6W$cjg^fcrn6=P0QQ{$Rg#t zY*P$hLbN#41)gc8s8;ad%$$9lH?PWkWn_KTT4*}tqL6Qp0I3|GBk&kpL1w8(?J>pEiBaCR zzF6z8RW|G|^8D)b0n1X5*RXrQ8bYX@n~O1MrE$Xpr;ut#qA?HoH6Rp^o>oBye}b1? zc-#9A*vs-`UMJ}fnpk&6gBeGHV=j9YOMXoXohY#q^NdgMGW?k)>CE}%S0b?rA2uVZ zyVig^*Ud0DChhun7Avo=0I-RJS`x$Il*LPR2Y!>+D)ZQ0zO=yiqB5UdOB57Bdq9EC zt1JOhVnNsZ+G;8w&Ldw7%vD1Ks9vk2qBcqsx(IfU_WOUUI%;#7ac-G}~_d!eyTjI+ch~ts#THfYr9C2J5oNFBH&F z__p11E3@NrZa+UkiWKgK*Nnk!)-sE!>^Z1GRwc;BRbZ@?`X&&}SnZo-?iAFWW|<*J z-+RcUP6#f6?fNNZ{ETe$;IfC;iB7g(XVcU$IpgEUu&RG5+O+b+1sz3c5rIu`NAXig zv~*k4cNs4Z5IaZnwOrpu&!&A)x@r8$6hnR+RQ|+^A#!A~Xvpx1Mi3{gvybBa8-n}w zLH}8mA7Sa^(W0drA_Kx`mlsNG4Cvux>Pw4!d1u`vSJDfYa<;qQc5+dpE|^)j_r#3Z z>wgkb!vMz&N#J=@9`2#@AFQaaj+DM7uE7?2W~n*arX0ttPHWPIH;I-wt_kM#g{g%* zp{X9b(9Ms{x;jO=aY@4B>s%tQ6gSj{U}U&IWpyQ9nK?p{caZ(Z zP`bLM>;CTPJrqE&AW21`lDR6+GI24#Pp=uZ8uOh=K(qJJI##pJk(CdKE7${vZitPU7Ur2z!n% zkn~$^bz5Mi&ZSsgyMBtCX^8I;3YuBB+cbdC7yA|<2T$bg-BQxhsj2#OhWydpgU3v> z`(2r8l}`$HU^w-iviiR7{DpS!Jd%W~6X`d6aYf)i_TIrnb#z5Kk>aVv=-Q>S z?|SvYg+$whLD>ZD6-5TR_^iyybUhR8U?CH6Q8@eQ;o%!}?P2~@Mx z;{mSPm2%HW70pwmn;X3pf7@H=^5i>)Ja5vo(y^?kP?sR4_hs?Nr*yBG@s0NxKK4fQ zIJz$AQnXaDpB^Ni5>_u^+DKE#6oruRH@R+ibYWf{pkGsaT0ctbsmxF{D60QBl8svo5ru`|V@M=ytTfr&HWe3$5Y5Ro&moV|U3+N6Pn^{kB z=6y(er#0VizdW0p9<=mS0+AwdlluMiDg{p);^chHuujwvCB~jDMoH9tLpaOkS)5{fjX5)O!90lEH)xGBEGAJ> zD3+&uTMLeZKyXR+A@Rl99*mMEm(q%R_F}U5Q;B)r8ut~9iqeM>(XAs{rMy3u+qyjN z`QKh(j`;!f83XjZlfHI-PQI}c3jrqIZmr)*9W2|T#%D8olFy&ab8!W0fpSr`iuG=} zPF|kNDrc)BN!TZiwA&XFZZ^McS>hsjpx#zk6gPs>eCpp_7vYj#6GN(%h=);|^O42aS9?)j?^sQ?UcWPlD+vh6J z#_%tTQp-8@_ACTStzz$Npz>GlRNu|_A6b_Q_04^FxEte73_h5P@Anj>rw9qU=knG2BEjtA-_l35%Lk)9<6Awy} z&WL_rD!=ICjBz*X0pAU@{%i(?spn7l_MU27IK#zo=k7D!m53|ORv*vQhQfVhne6W+XT3|H}<7v6rH zUEPT~f+Aisb*&1%bM>JMCJn6wv*hunkm-}_FwW2w)hLd`xHWSb7cB*q!==PoAupq=OmHydU1Rt_Y z*DCRP`ZS?rUytIO`Yj|qmZjEopdMkxoW()ja%D4cGEku*gJ^zg67DS9@POTz1~KOi8w5$~4G7!Q@V}&(|2BT5HPDK0W3IE9-!A&Xk2Lu<>?S(? z(vKINhMaAsFIAVo4e#mGOAnk*N5~ePB)R0(9k+)?=0$B87ZjEDpwmxh=+zbX3G~un z4K$$Fku84Yw(RqfFtUB+V+Vkpl6Efn_XbOifAB+=l*JGSA*XdPRw_vL{Fa| z4Fx}-G==4~R`Y+1U0=_*| z(E7B}30V&ta48q<+zJRwNZWbLo)+5(a6+&cJ@f7Lm`gHRY97vGKM+o_y66d+7wTX5 zzop7a;?gO<-$!fHYmQ=1dCHR_)`KF?CMOrCSm{zOohHwis86zWPT-!0uLtW;6fH1F zdQS1=TK?f;Q%asNe7O{qSf9b|cyC|aVQ(g*ft1V(F9-{~%yfp+19s1RfVrCNRM;I$ zwaJa9u5R6~yA1p>N^{S7kPdXKHE;MSX=x$2ZT0=Dz9uxhlZfs$_7>7i^2MwpcimAkakBraO=gD(VpiLb!P++BkJwyp2$2+@y`q6(_^I` z*YXse`S4RdPt>Kr4qa)~S0Fy8`ckCjy|jPyDk97J#Dy!j#T?dW!_jb4nX|_*2FB?_b)1Bk+5|lM$?@bg&cnOzr3VIqz*GPofQUD!J8eR~+04R2jTG^)TRu z`#Y(-O0}hL+`rmz5zT~LZ%Mc5*A&x=RU+-V2yDJ-7Z_p7X`PFOTEAFCV&a&Y=WU-d7TXH-v%ENO&auRmThF&jc;V3DOebp)`@7tgTBV93bBOnM zah%LTb7bFihy&({dIo(wApOPVo%Z~PdHAqOW{aFKZ2jCI`=#{C?Rs}_ynA=mc&H)e z(1j8ok6v|k)uNlF#api{+pyJ|w{tG2=CrETPa@@a*)6nzMo`+~8aaw`iIp(fgjnQl z+PGGW%@A2bB04q6q?{7@&`3F}hPg1LBqdUl2{?tSq{TPrAD){IezA|l7g z;U2O?6bI1ar@v~c>`wF1^;BxKtcDb z(1hD#S$UKxL7V(AUE~~Xk)s~d+xXI^hQ_HN6%)pa$hX<_6$|u&f1GcBmuK-q z39G4q9B7f3HZ1~8-zJLMxfnhps`7k(uyXg`P9FL2is~FZgNCm@ZAk5odP(e(vo1wB z1r)h)tSS4WJ`*gkI{pr*6i2?HNP2B*qMu)GDCJ!s?8o`g=>7MUBEI39#cr*scyk|B zH0gQ4t+mhlw4!Z9pbz)WS2U0G*d_Jf)VtEqRgP1BE(YDTgL6xQiJL-7(26Z<=VsKY=1^nh9$>xkL|DLJuj zq7ou?ABSG{wYm`0^qTgJ!ufLwUkRyy2-JR5DM34Y?PMj?3mT~g(c0u)pFh=@kz$0i z$SQmd;~etcm#vNq*Mu&;6Gkn6c1s@#_q*KgLb=VuJ5%?)uBmuEId?Pe$rEYHuP7*F ztEwOcJ5H$0Y(bBim??DGbeqd&iucKx9W%>2OKqIy_hS~6yic4&LOzFajql0t4{=f_ zJ=vnMivRuM&DH#g!#dRX6Fy?x2i;vS@rJ&k9PZSwS6a#N-H?z=P!{~Jg@4<8V)w@OkFTxh;<7R= zN#y>15ys>S5|;V)F7=5&9zpz+FBAq@DmHfa$iz&3LOQ>*y*M1n@#lm+IpLOZUZ{F1 z<@L;wiTvl)7?P_OkM_W=`83YDwaMuDBMtnT1!q+lVyx@w6GtEU+2&-<6Fbe&WM!cv zopzSz(@-N;b&{g^Zw-I{pj8IeQYF}e@b5mKL>l%S{NwA^;wK*~nthe;{C@twH^#M~ z!Vp(7PnnICg2(9baWi(#iH@NqtC-wyY1i_t0_I_z`Q7_CL=Q2KHU~Y#cHu27J80`( zvX8tM)x31<>SmsU)upC3jyY!BiOPIj=JglW4)^sWQWJfvhQ<&9#csuxuIYtF#WLV8G#2#)&s)8xA@CfwPXfgbJjiiwMuCdY_2UtHmN zCxVfN*3t+Ml9+BKx!$59Z}}xoV#QDFhF@QqcKba?KfjJpi+j5;;dy>%e{aq?LhTdU zF;8NIy{lTT+*jGMmqXnFqbGFC5VtcxA%|2PnUD0(Ed$kRbuTR|bLK_Hkp=!W1FfrI zdLmpr#a|ui)6Zq&YeKHZHWWxEIih5Gnjo;^Wkrbs|LVxUAL3-;Z3bk?#7Ca^B^^!l zFul8mMn_kNVGLw8vHt=3F$0P~Sf6(KY?LE5`By*Rhr?i-Zd%{_w{64+aT>6(o_Jl~ zj*8vSN4|-`+tNwb_>VmCv)Q;Uu(6S@zD-9b0Ypt>=&$AaH8t&Efb_S?Zr?d(q%7DN zl4_Ezy^s|R+AsK%)dse12%}|?YE=ye=8d-ExD?))G-F|0X4iWKkys+G2I@=!;m!E zXSvOPWD>$GKtQBS-k&}4?Jpq^N0_0h&~D^oWc-^Lm?53l95)WDwi`KO2d?%uG&n{; z49MVZvVq&z4?ppbT<^j_n<{H`j!uFUY{I60S&v^+GX=)>)*e>mwPQvaf#N~Y>GMeN zNGDpWL3ShT%*B0w$>d=x$d`^xI{Z!K5$};Fe)Tg#4F(clNnCzq-t9!`54=|qHlT0fsy(X2o5O)zRgVeq3@d(43+1!@FxgE~ZAK|(&o`A1(ebWH38O7o3e5Y|pYsdEI z-M4dsn~dz%yQrTzX42Yw7I$O*YA((nWp&MN7-BUX&YpbZUE{RUga>ImGii}@d;5Tu@j6Rn zcTLrGZ!JtaL_xEGw$NvPZ^w2@74Puw71wjxAuVemuU&$gIFT@4jJ!wVC1K(hR$e-& z&@#ID{TaIAPV)UqsarQ$u@5izuL0=Yb*qT+SouV}pG8`H)#A%_vhc*xIl0Phna5m~ zn~OiP8<`rcHr6FFDa*G289Lw*@VnZx{g%dpYuJN? zgD@8LZ+X}b;ZyUc&`}+MG$4X2Mp<`yW>ZV&;$ISZHPBab<+RRo4sA);nl7wvBly`} zHcE%A?No3Fo%d$c{ENpUQrj!YZSU03Fx&JL5L$nG2<#_Sl+#^JhecHn*NupNwjnwW zQZ_1vgEcV^#1Sq0YmAv|TX58ZG*pHi^fptg?%sCT(h;U@so6oJw@TEb!q8t#`; z=G%P_zwY;3iP5xnVVgUMY7E_K7sGC#$u&}_0@%YX0e_e4st!|QmwETwu{gPBvp#7~ zCnsf0Uuuy$*#cr?v2eqihQOPyM2J$>N>fcH%H)WZKxpi(e8i-zhkUFMnb#iEZj@SM zs$GG+Ksx(y09n~K!dqm@Q}JVWm;7CoZ;M^wu+mE_nNC>(uy-w7no8%kpGYMLi#$Br zt$aw_s@MqHR7xT(w8fC1{P}IRxafR`;X_?A_3nYiPB!`GbuHeaW3-w zOOnAKZ$1r*BVkH8+dvxWyxx;E@YIihg=+a-xma9}rZ;WM;N|q3w%*ltN#ddX^+HZp z{bQV>R$X`rS9T%J`dFP4m-C3T4Zje`Za}eg) z!pM1EZx4uALmYJ?^b_SFRNbc%Tl$C>Qs)z5-EkFfo;FD1%^)oF84UMF1JAfG0E4^djg94;$^ z2XZNBW*fZe$`(J`4SQ0El$nRB*ywNUHfz2Q{}N>0Y?x7;SoBV~#yVFU&FUleiP9_l z&Y(-fprusJ`2J0ojT6d&J$5PfV3$HCOyh;T)6!>(VqxVPt(EdG-HQ~lPFRxMYtoMy zN78be6$kxk?#;e02Y&N}gD5rCSo3idt%_hrPRo?7H`7PG77*Z8@6!$(F>D&mYGi(| z89(_fpRdvoDphu#52j5g)6gPBZ)um3X`VMA z6*R*^!aH8OY!>oO=-GXTwwi4@uG}qjJ@|-9|9ZDU_|m$z?#7^_spr|mk%xkWEDsNY zuDBBDG}4clKy?~R&kY&PkgbU*slLvE%ip`RwM2)Yw26trOabFiMzsNj&wXB~0HfVx zsf@o9Wn9q1vD&ynx55bo?PEEE__1qr^J)i2^W|0 zK!$SOD5k;|B<6K&p|O-Wi_9!o?yqdO(ZnL*RRPZ2!1+E$*MJ=7q|+yb ze6U%|8-iXQEUTDIimZ*Pny?ppu;N-zoCy@JMS%7t!FKE|*nI_yJfP?*y%pC?`s(Te zY&IS9+q@ldZe#nZBSC!@%*p}`L*Lulee~e zvIT!Egpv|m8I}9nUq*dI8o~zmcNWxKY}R{p3%%RM$kif^a_a6yzSP#NKaHo1q42u1 zKs${wQw{7XdCu-i?13_tY>rUc*PH`LkK%v~7_a3O{)_DItVwd_tEZ+_xWHF+j`5;*I{+&}B1HV4(TlvXN1caym5+hLVqCp;NXFu`z=UqEQxnil!yG zK-Zk^c?#Yw;htIJ(zya}QTlSLH){>H1|Qd&pGSb(P=w=DU>yGC_1Ag zZ(Nve7tiK2)PyLRum@NWsV*k*?j>JUZ!OTKp&ALYzx?6M6(bB#C7qc}P@q&f4K>`m zI%%{M2hWIipxLB^)L z?nV*Kiw6JMeql0f4qSQl56ii_v4kDl0fV=Hyju>4?b5N3AU7SAXb)dq;XPR4{da$f zVcD6@t%d2sd@ERqc&Fl)!u)m_uO{g*curNRrBiKV^><=OE+~+wN73r z8u2TFQjzsTmQnV5U|JtOMOF|BtD|~JDP|8OJ{%eFVB__8+Fy{hD5?5Eef+l zD3}W0F_SL*+=eg>T=}sUCIQx_TkRp;8vERtEf*@OKC6Z^SoZ2Cy_G`8{EY<&9vYi6 z1P&=VG48dhPI)aJEm(0+uq!3jpPBYU&8v(c@yHAO%*^U*P~dfqiy~{SL_|Z)cEoB8 z3~2WLIBO;4eG9ey<31?5-q&JW>`|xyGPyWEsJL6WEG>5J`&eP1skcTo+t9viK^LAG z9+{y%Grh@d%G^aU*M57%GMqWw*pn>8$Cq{R{iuyB_9+_1&mLhWt#MeX%K8bxTD~k5 z-^Tjeuk!cFTkUg?G_{MfI+xn&f&rs-kMFS{qKGoP>!~)r6VQcD#KrH)syoY~)MsZY z7hSUFUw`3{n|3RK&mV7nY@Q5iSQ>n2Kq`k_h-n@~Z~0E7C#FJH$Q(E+^q%+%=WM}O zD8!u}tCb`F@t8@1T=nr&iG;oFu1dN((qb)}c`qq_dnd;jmrz>olg#ExUm^cyd$X%@ zp2n4X`3p${PoTYF9rMCGqs9_=^edtM3pW--0?yx(TRDu zLKJkuZQPxin{G*6bz1x|rbX8W%18tr!o#hVlV`6!@G~OjcCd;vufZSFMR=5G#1+6bp#d8`Dwjv9L@ROG(blbe=QJ z{whKpT&YvG6k55fE&RGi@2#&Ulq{p?J(!YoRm8Gl(wK;Qc9H6|daw-~u|6}m_}p|& z$C=W`62>*v2EgK&R%-fw>CSq)Brl=s<|kssh0Ol;0lRTLneI>&vG99=v|6da&)`MV z*f5Hq7^%Jf@~ZN1&VX;cjw|>Q3ZrzR*z3wfvYpQ zRA-Z@kcGP$#^fE3EyO{JXr>$1nv0AIddNVcH=hhdAvO2|ezo&@#tI zZzzD{)n^ILx$YDzs23G_VFOQI-K`r8VM9v``$QC$V8dn)96Y7GdZ^~0+N6Kw{#xc( zW^ni8nn;)BpxD<%QZ*w?cv)Cl^zsv6pDV7ht(PXuEA$>oF%CItuH$dVb+iWRSdCjlQp(9Zja;K7eZXBP#rqwIJBeM6V0h4=aXsgigsn8$U=TkSRaM!lf!7zr)&LJGn91Yom`I-|eF@6xb zBs~)rX)9ABjqjMB-Rl#KNH>`~$0T=aqPNr8VnGl$P-kD)L?CoSdgNQWt2`a~f1#?l zDP)JTEPC%nCiWY)EzM60jErqNnkx(UgrXKn3U9=0=o*$P*&@UYJ$ctG1LtIcO0kGq z@Z;Ee!F{;;AD&S=a45asjJ;xk7rgtxxHQ*x>`jyu`6(HmRcd!<1=3B(&3Ao+2m9-m z_-OOjNRtx%w48dXv3nJ>yx0;Ryz{4<)j;ggInt z#yk=NIoo3y$jQXEOmnFzjNwuXo%02K@^vI@s3S54afw4~>KacXH`tML!{# zt#F;xh94j>1N9!V4`eWBc? zr$1Fx2o{SALQj3~okn$^iV~#{7RX3!%orJMopeTQ>M`A2ZD*~?PiWtG0H)yU0pRwv z!nH%fXZusFm(l+-mj8PGRj<#33)wt+enEglOepAo^;0-_&PVU8$?pcUqo!!NO#LMTsF|&U$7KhyYuW!KJNOM zfMM|u#l8^tz>NW0HA4+Gxj}zQ>xi$ehVw_RMi7?e)-yiIT5O8Y6}g^%{fy#qFR+`1 zgcGj&E3tv}2w!q^RA!%ta;N_bFY9Vch`Y1>Q?;6F)RDg8(=kC39FzzEZRf`d#hTV$ z9(qem>a%oWY<~STG^|LG(y2Jr+7&u624Qnhtm0co$~gXJv*k zRvB1OQQ)OESvM`ooZl%~cF9{yuSv$=FONKR$nbTbI%&8&vsXiag%vs(!PE=$$)VvQxvhKQkq zQC^!sv~|ba#|q{aF6I~@os_rkkRkELrRYkrp0;YG`yH)2bh*&#iHNX#OUa^_oN1_z z?w8^4UL^0JTB`Dq)QQT$IyHM!U;{>315`%JCG|YHCo)Ty8eta^uM=fU{#XGqByJ`* zJ*az^-D{Bg8RBjI+a93iD>c8=d=I*d>3Xm;MBzBBsg%T3o@t?}CU<@Zyr>XF<}1aH zOWs^1K@z2c;Kq@Q5QG>;+(&rn`QShgm-@tu)7dWl4uwMY$7Ml6YiVgsc_{DW3js5` zK+zD!R38=NtPf`p@#=z_Ylguu*%B7&KvR}mUo_V3!d^n|)nd&G4#t0LR4Uai=Xt@F zr7#~lp(46*C0LYUNDzm`J>gYVE>p3LuXb-8>j}--;xW%cf zh|SoKK1iP_12mjCaNs zR~^0NY6HY@3_!6wL!z_$3SgI~XR1*047DlDT7Z+E zSGxpfI;ny9^xl_y83>R#c;V?--WfH?nET}fhvoX`*&}Wcv7yh3G^@!;%!($7U=DUF znG%LuvT5wV4n_=x3Va|O!e9gEnfKLM9A1pt54sJM@-KxzXK)i<_-_O2e7Br$Zt%&;v8ZhcA4gX0}9 z(4r+Tmy-Cgy_t0iN`L#Y0>QC}2=Z7ofx9Cg$VHVtw_pRghu|fj*0dnrGPWJba0-*# zu19a|*BFC}qH_L-qg@}gc{8xoS(li7f=io$cQY44)|TcF9SR*vFPS#Tt|Px9H}=g@ zO_JmDf;y=n6&x>aCm8mD#I8H8b#x(O zG)i0-!9l^Ip801ZUbfBmIoZi1%L&E_9A}0Yr)AIKfa3JvQ)En;%-%eLz63JEO+$P0 zw!n`vM7tH&Qxa&(kuWpqa%eYpsI0<+`+>(>@sY%3Jp}_ceewp$2_lcgU0Tb)XpK#T z8wH_UK}5=D1WjCS=`yM(SW9<@R#pysQIC8$OMEkQyw;M)F_t)Vi!nO=kw>U&4A|-Y zefX0Pbw<&f{!n3h`(8DdC*=qGJ7c=JO}CY1D-ZS)7PCqz*2fU;uAVXk<`Xh!Np>7} z<_bk`2qzqfsn^N+N-emGH~nQ7_zS;Gf?J#A8X4i@p=;_xreYP%E`9dRjiB0)h!+f-sO=VH(>` z%e~ZH`-B7K37YM+n&iO)S?<_>-HLxcAWRu}``Q|6H7_il9RRd8yH&eFqXvgrVh#41 z*RlEB<#Y!zk?zqh+xSaUNwIq_iQzg_T{>cnN;Q{rhal3lpBBQHN2xLbLH)5JfA00} zK;m%wsF%bpcAo9ly1VQZ@P`hjGx81ca|mxqg;_OxE2)PmljR`DwWUbAK*gpfA^%!l zsf1KX$YBQ}&K7l5USkN_{B=hO0nIU9>;kR~Zr+Q`@#9}e{C!TII`f(^l)mWu)8!RO zp1OPCVmbPh#4oqpB84f8m11^7g*n1Ka#p{JO0N3!vyX#u_5uQB=a{VaM?58=N+w&~ zdT%oeR9$NiC2$eb{1-+(xBW#xPu7iKfSW~X;tOkoT)ZXuz$Hz%~i|Bhc@=fQIEn{t-Aid zyGfAe4NyYWo^xqAGuGOJx>4o=!YK;i{b)g$!MOIJ=NxVRx3Aevw_`7*X*b+Rhr7D> zq;gK%`s8v>xb0V9(=&onCUZ6e8U2?x{|T zvO$h`>oJXdF9@K#74)Zbe;%yaxT}!xooOhb--%X)Oe}4li`2gW$?17VU zzvBWo;x4+Du5`A4JJpGvu6*_Dmp8Tb^HUHgoN@*uC}nQcS27~)z4qM?zjeW-(@s02AfXdm53MG#QJ1rY?FdFBN_6=$GBWjAC^x`Bz=jwVrSjrZzpJwiwA$ zUg+mD{@7I0ThjSeU!=34{BWc+gYOgWItyKRz@dAC-$(mNN2GFg%%p|%5d1@K;_tt{ z&jdh^^B(t6yr08MfZz;fO9%)bW3@8?RW)6|@Z(Sie!J!l!SJ?BMY?BXzu%AWWZXDV zZqBAcs?A@%@;Qu2ad?|Uy8%A+pTZ2!ZJ!66OV?2Q5qM6V?K!|s63#q+eM|?Y5!lI$ zT_TBN`Yi{jne~)0Ciz2q<~fY_K`>N~4~{g)v_D7+Z(~gl$v&pz|C_k~O&mg@|0i)j zRs8=_RjcBxg~0UNvxLk{B1iP@pCgU|UDjT(E3NaO%NL@cIY(b?7d03982J^l)}z4W zpBBbVl>|_mh9UKQM=gRM5~1@yI9_%-Pd001LjOaN&EKY=^%|HOg2&gd(2 zRnX5l%|duwOE*C#pB0rHnFY5*Ojw0mqWU+E$kVS*I7k5Yx20z~{Fs(9Owl4@N~p~V}Uj! z1Yi}~X%ak-Xv(jjOtJ&`ms>Yg_n4NN$YB+XsJZpBh<{@N40w*rNGmqrV;%0w#2)$f z*NQ}l!HNXYzMnd-)jObOMAaQEM`q-fFRVzSf(Z5z<@@!MR!f9W(=6L^Tub7xB0aL- zoQ}*$90jP^+Vd2iBg*%W?FfezAy<0Peq2k>5J?=L0L>;j5^Fnv&C52oLhi7i z8K;22lF!sf;2mk`m&GQ4?4RW8i5W+R`_I52|3I?~S6)M{D@ysWo9w1@36v*|+EDeF z2{gC~BK0DyIab(mHP^LmHHzUpdaKHc2iTCj^zXY1oUPt8c zXMg#EP(3JYjNJf#*HkBSxHEdPFpEtkIpc@>{m<~@UcmAjcqCIFGl}AK5B%+h5pX)w z@;wQs)umd-IM;*AOrO4Q0+s$q51v46=|VX%6xQ@-*NLSa57X8IKBLTm^JNDg&Mr0Y z5La(5jcB!2xdBS{+tRK#eek}{WiGaH;@h@pQ4Z6cjy1kl@aQY|1@H zyJmCqOLabyHQ%TRRduFSb%ImcYWosnyAN|sRBj8w2KT1f?)R{v*9{wk_NCn}E8<$; ztK6hkU-%HR(y7`_joIz_vNlAWk>piry*~wYJ08HLIqw6_rYDK zTQ){$5jGKFy3OobHTY))MMWD(Yl9&evF-q!N!2!KzYuYIJW6Z*GSg<|#wd$v#fpj3 zZXE?c5azyEHcV^4@Y4W>oU|$L>U+$eT?_qKE^v*0P7~n>2Vl{1K>}%be7}yAn zmDC5s+3>)@B8hqP{m{=^lH3FH3d~Jx{Ii8KexJ2V?mQ!B-)Oom&#FVnajUs_Gsk8_ z2Xo-M;{wr4Mz(_(bCaw0#oX@sI$eR9E!Q%O8~(HEl>;_D;+;wqIs{Bwlo?zL{&Ll1 zaw}`Gh8ULS z4qn*uZ-_f&8T6qdzy7f9gIn}CxZu?iP2KszE%GpTgP6d&Z-%TYrsa5Uwd|OJ5 zhiq|M2<;d5v+I`|3UD{Z@^w|r%qfMa)91o!TzTSJh&jmIogq)*VgKTW(r|Zs%lHq2|N0k(xde|Jc3t*UKxW^SOdf#-G--rduS(9GAxAh6{D02yF*9__p>ATxPz@ zPl%@GbNF3eQ{LTuE+zV7us1dR>e+={UCPBB^~SKG^_t3BPu*zNr7~V(eq0rzf`u+E zH~R_7t~}b&S-tYyS4Xg9e3FRdLw$|CBi__6>!*i=(1}|oBPoy3iOC>@N=U#C@c-C* z@1Q2P?rr#hC?YBju>D>SU0*Rmy=~4p( z2vP+Cp(a2Gd2f8qndkU>cxT?3_nU9NZ|3=jf1-DC@4fc5u63=o*XlXtT3oBAV84_V zjcs=KAK^g~sHB0X2&I!AUn&RoghmbXpZz_j);eV!L!772JY2z_<#s<2m^o6at+0lO zSvEDb9hEhT@HMik+}Uk5qjMrhAy&fY%^^+G6MsU;VnRF954?;l>B#HTDQlo$HsIg) z9vg^^`(P>3{Fa9shW?Qgu%4f5%6hy|oY*F%v<$yDnTt{0TFd+b6bMFW+SUlfUztQv zGG0xty3$Q&ROn@a4_AInuu2-gl+k@>rmij=Vjeh@JsF84gcp`zq|$g53d~VkM!0B* z-QESo!YT zAUUXCqp;NK5QpvL#=skzKfWeqCf=?+<`B$>$g(nnC&fCtW14b+{FE7Xd@fh?&U0XU zNtO5{9HF-9<`I@@eSumPvY3{dSHIe8D7scR# zm$SpUBctYWx%=jVz%?r`?P)Uq^fc=gdtCAC0B9d?EO;XC-X$&evP8yxK2#Cj^G(lR zK&VTf)E9uEHjU;Kj2D0Ps+^N-wG%!XhbnMME>^ z7X!UhtBR_wOo6QMO(rdXMPQ{Va+F4ONo=W> z0zYra)QaAY-+Bgf^RSg^aV0^igOm~>5$Ouv!8+2G>MYzaTRD4ILOkl_?XZy%APc}I z=7^x!0}K=bBzG`q@|YPlkWx>XWP{aRl0eT7_mJr4gH%JN+gxu0USzlfQf1=s=F8r% zG_k2U_ZAy(UQzvoo?|bC|DB`{FiDn7g>S|#gIPdYY8~JG=2eWg$zYP5^)$gzr4_8+X;*_ra*Jpn^)kbl8po*McjYp1-J3YTJ4QAbN0!#qp>=Go7Kp~% zcATe5cd77UQ=tw@>p$6x4@O3aSE!EA02KYk$EUxY)EDH>N@)5g5lLVKAX7hd*6^Pu z@YmUe+)3vJ?*BFoDD6iplU0=`!rfV^Gf9xD>)XrEY{T!Ijr#CG%$HiEOrKEC{=P(D z198Q>Z8k_@gh7Q>Wh9_lGAj3;GWQ<;0jQ1SObVpRYr@=q z3FyiFU}upJ+0>=2RID_cUhfxKEI0Nfv-gOQEX9Zrz^|pWMp=ngT$1qK9m`<;dWp5& z>dg!k+L*uc^|d3Ar_G>}&aieW7AZ+b%-;nV$%r4NUdoR+nBYEOVplI&Y?>yY&seWS zlVsiXs9TKkqo0O)^&uzJMN7|tF>4-w`?0FCJI9h;JNy}E3g#;ZMriTklxhN`|Ph4#XA7@6~=)C_7CBvHc*lV?`-Q$1m(_aLH>+ar`9Fq<_ zun(J8O*h*ESikHt(lfT^uY3}yYZBEH^Vi^F=glD5XC~5^d0oWUhwYQaZR3lPZ*M-! z5yw4#H++B|D6>l_jgFQlK!qHVJYO1vJNoyy88T@~RC9XoGVuO3*tx_>GY7GrTrq$u%Dop_&{S}HLokxy%8m0Ixy_o(G zG7#hn&9^8w0}{!foFufn6se8slbuxFP14o2uoqjf=6HI1@!1!Up{^`#l`|OSNy^IR zYsXKFpLjY%+QfOxz*U}Nn7&g|PQzVqE+eM%!?CH`D80wk-8ZbFl>LWGQv4DQ{%Mke zBzY({*VCa_CF*BtjrUyWcs=E{qt&_5d01Zq6?bna8|^-r@`?nsY61aU2$L7&#p9Y|tHFZ1=NW`phc| zX!AlRbu!MgI}Z1?tY!un-#nzUR6UEXUYaqp>n$x}4_>UWP+I?HxAMhK`|Vs#s$7&( z06oBO{paTBR($LN#{Xwn`DP<)GjK6z@_k`xq_kx9I^utQ@*WzT}J*9G>-jMGtCp(8_ zpl^!*T%0`@orHSToK#pOGsI5)6tHMTp(#dfw@9`rC%cz<93{9-o|Ea2;n7>?yLur9 z?l-*I)E%_x~D3Z8pMLi0<8I3$iNKB66?&c;z|Qk83vJ*ezeL@4(5uDF#B7 znKV1{H^w@p(WM#K*h$cCN6R#&@_M->)g9mCx2|6LHHQCQa|gXnda0J)FrdG4d?=W* zIs9?~`#C>X!mehc6E#WS-QM&HPV1qp=Q*~)*$DK7@|Nv|SoZBGg_U(L#vdZ0V%%U1 z&0}lL2)&bi{YjUF`n&Pxxspp5;NTCq6z;iY!FmaCajA_y{iZ(wCJX=@kkF5VefxjX z9^-&IFG7H{mdY%f=cK#;*S+wB#0S+8Lu}f5QZRhPvhSk6xy&OvV&Pl>HCI_>s(VHm zlb%U&9|%7yA2IN09GL6{m9ps`>of!NqC5}=N4aF&7a%}sSMX#9a^fSROLQ#>HmI~x zug3QJ&e;UaTLH6TR_fU#7`l34mw96DT~=mxwpCFDv8Q}0lQlljkz3Kjd?bXLx`H62 z>FuT+3}jxcG;3Gt{nM+}DotW@ZBpA^{AZi%o=f)PBIrekpCX|t&=lVv0-n>pFjvQ& z$Web_8%LeqAAG9FM!4k1iN2#D@AUol!s-f8e()62D*Q}=%nu9EsPTw*uX=4!HTG$= zcD(~u`46)VRaFM;wqI>jdLLS_er+!RSig4Z%Wo;XzYKibJ1pocJ02)%ybAT1`T=A| zMehRLUfc3MRWEb~FGa(7U=Qm+4jM((#P=)3G>UNUu&?3I{;CUCsW(>BX|}Y=fhz|c z;y&cgSkNhEZ4bPXOE6j*pi!UfCyM|dix5iVH94|`rbX7<%{6hji&s;}pGkQR!Am2g zCF?4D5R^`Q6FC{o1f&U=Y~AjFndg!~JQl7Z z8JpY#oFu1ZN%>vnC}kS)TIU`-RE@gDBse6|qp10gch4-y7zbCzO^yR$M^o(3SjfWS z^~E~YiP~had#WS8chjpFpbO-I#?N(ESTE5D{>LNZ;>~g@RY~C|`S)04WbQo`jxRGw z(&&xIQmmJ{M7ODR0>!?2G8<>k4U~F6DMGIvk?Id+NGo$NM@NTi@i(L8o`-ph`3ErUfmFtv=wo4J?nF15sfHyJ& z*VzDfq54wK2H9r}iTm$}LIXw~oSekQPq)U54Q%zeWQUSc{RxrD9w>f^n)%^Xlm&9= zn%`JZ#5umn$wtwVD3JMX?&}rZH&j0^bf8%6IO7U%HM0^WL;~oXq;|C;rKfG8r?6DC z%L;Hkwh@u?Z-*Q>xwMc5q#RAgxq-^$mY#Gz-@XKt#lTo zyc-)ZU5Qi2FcWLki)tIavahTF7Yd^=BkPpv?U%`|q$+&K9=22%O{9%U}`}Lh?dw6bT+B|ZnNByh+@j>~SMDM79;7?aq-xt!) z&zgG$uB19QbJ~{jRE68eTVBgaaw!Pd0>bT9%!tkrUhj@*mG#fYj*!o`O8r$SJoE-b?E3F*~cN9i{(l8wI4YhyUKMR|w~D<2^PvUhgM*$JXTb zz)(13$mndBg;xh05K9pENr(w_xT$(<%#Y)EaFtWo)(m!W?LsZZ;EDL6KBbjvleBIzrs6LY;}ccH`n z#vZTR^SZWx$~3GAUT-V?nm=oC0$@9o#{<~{a;CFw<-qa87O6Qd`E*uN}gP^lYm0y zUp}%Db(EmwHx$%%PR40C+znAps)dbk3Bi5GZp#J@Q2?)c0tLos&Y=KMhbzN&HUoC% zPOhLp=BFtY3bK;0c*>M;fJw@SuCd@;ce|L4fpEurm~%jLiG`lw8Sj~7$0fbM0;z|i>g>PD+u(;aod{vjF6xI##;S#c?1E@~ZQkt!+o~u%9 zGmcgve*V^ou27HW_NWmDLYa{VL1Hq5x^e=*-QKi`ojGvmsFOS#m_s5Er94?wP2GKE zyAk&xT8%RF%OefAdhO!qlU17=!WdBywc!VI9Q!FMg+wTUuS4eIj3#?rcTX9a2Y|eAdDmt!FL2DATLqWr8@o^iC)Z&sC_ z#|~({@MhLBKniGi5t9&@b8)%`o9gADv^h9w5u`kv<`*wt2N1=T!5Hnh@{X$k+X>($ z1-sqAS518f4t>?aH{-NM+}FGz7ki z^Q_tk*w~PtXgS#hgp=@SPd?cBUTyij)ABPgucI+8fcPLvLsQ3srM`?elrQhBHScND zOFc%G!ODBlrtqZ{@ZgBlLc6rT(<)GbibY7)or_l4@R@=Hc9khOO0J~@M-7?b5U7RG z>^o0>V}%8$bq0+DQt$~7azXR*`-Xqb70f&cwKj`21k?yj$YLAqS<@X8qF6bET zu^2N}sz-Wbsp8_6dykH}< z-{bUv$Eis~{Qf?FJ?_81F6_T+_qPD{|DN6HlxWKRT?_F4^%D~2G8s++1W>h3>^~D? zz@n*&AIw=GV0?0c`&k9szn#c`;neq!jQxTWGQzK%_c_WJu5#`@`Utho@V8U@onx=y z;Dv$QKdu=4;ZB5G-fyq1QwjKtg1M33+pzumC+Q@XN6D{yDIeSaqm2mg{eLZ@;%`s;?;`$B z`}pr7{*!0#wLbcaI(UUe zrtC9Nm^Ha5Pk8H`n=Ap`^d0=nFAL=5U4+L8P;uFf{-2Dy^r%Smt!5)hAY;4no?`wx zRQy_tdY$y)+bNdU4b*F`MM|iW)~QD7Jn`{CIGVQ9}Q@1 zx1AN!3DrLs{^uXtgis{g#Mi5WwGn?X9=;IzAAjE0@o2xzvxWyc(U(Sp-*C%EDO+89 z;eWT&IGwL*r|9|0q-*zJnAG-8txCdT=!FpuY02={M=3iM-qD9N)7&#&`FRvG)_6Tv z44N!C;Ir}uo+hcM!-w=ZEwNGaa{K(56HBZd^H=KVBSIjIi%V0;m_XoE9>a_I>rkw_yxmEc+Mf zLI2q$<>Ha*J8S5zo0wfsV@FA<@STa8R|vmnZUoa??sx2X6kCvx zo`LHi1xxaUJZ1#Xt4kxZ0xmLR#eOK>+F(k_!?Ufqyv5wFT(v)x4t;zHc{OyyFq-FM z&z&RBT_H2$fd%pv7=D)z!ug46!7l?LHxCA%j|0}pd+Cbr=WLK$-})T_(@+l3vTwM| zoZQZ7P@rR}%)x*Qa(dz*VUkbg7aX*x>O7ZKr+~nBDMIn3FO?4on>60u4tfl-558vS zbeuc8wQ62gV-4s23C5RVTz{b*-(1f(^U((S8AclE-vPtEzu7RWSXe$uwfIxn!Zc1) zPv;Knlx{zVx-cZE&&IM;lJ`#x4`ijNC%5eEg+Y#i%=2vfEinV%*=6$0^L&CCuKO9+ z;R`3;h9W1!f1DvI`mem_f~<#E(L6Vy5q6?vn)dE065g)1V^>>Y&=KEOyYa>ve!Az` z&~dRwh}0}Dj3wt|NcqdfCvkdBGIYdpVt?z!dDjN?pHG#eRM?l+MyYdak{tQikBJgI zJ|Wx+h6h805}TORss3&mZW7XycXBkIG@!e3I{JlrXYo0jKZmuBSq4v+C)fDmNVQM4 z-slNF$mCEz3n5Mh28AvkC3}*BgU((m9YKG=_El3a@Z1QN7{qW$=RC|1$U1Zd9Od>7 z_uWZH8m4&nS_iC6coX=e%=;0-I{RIY(`UOCdSlbpHblDx^+NC%}NX4pRahdEzKu$H>KSCG$JxPp5!-72ml}rWC#mlK)awVJ+I? z9v=pGr3ZD!yi8JwYev06Wr?<2eXDUdA!b%mKi*S+G0Y5CkkgQA+PZVx&%)4sq#%fo z?Ni~K*>5GX(s!9f*vaA%miMN>*q^>=C-*7V6U2xeZ&lX)VEV*sImR)S*X-^$?yH^L z2gXmRUT9|mkoxF?HDQRABQDoZ8egiBujhipSzWogvw4$@Fo4@6(I*8_?!A5QL=r@E zX~YL*B+vt3ylXEXR(pOsGTHA?j*woiUdrGS+jEfliUkaoN?!n{-k`_77u5P##MvWi zqDT2|qZ3*0N6XPlQ7na(SQvdcIv2YeF7t+4(Jvtt(vuq!|h6GvBK|#^AsJnk~Ccg{S$nRmHqyF$RV7Lr;l}K*a=P3;TSK+ zu7c+*Ptm0oD@$AST7 zCf~q&FZ(%_HyQMh=W~oT+{C+=zsQF*=6sGd0C& zQRj2##p=|fiRUb%+uTVDW4_pA_vOG$Dx8{02>J1#_JT0Up_G05LWQ3|a zPi8Hb+5r8`ic^GE+8-BB%vg8UXEs5%V4qbyo-{)6_&-JNig>N8(m(8aBDszhW+6xKx};R z*>zqc)tmbt&t=YEuJp#ByxqzX-*XDxwZ}={Z*?rx@fNMfFF=&>z@Eu(B%N(WMD?RQ$Mz%ii`DAhv4+ zdOv2ZfCpX({`qkz2`P6W^rx}jWv!1Y;@tVV8?A3RB$w>0?nSRzS7muMLZTsDnM4L& z`9Y*xhu|@|iWMpv{$#;!i!rbtNkfSw$;ab^aMpyKn|!WA6mG`R1HNr>-OC<}v6r0R zUl<*58_kEpwb>rc2Fn)YY2zIprd$ofLv1*T!70|!S-Q`unZ(5t^DhIrh|%AqzH|*Z7&a``gBscvcO^TJq3zfGaNsBma39cu9@<1K^T5NN`|&Ew7~)<>6|eVpDw|e#Mzl+56K-slh zxwF~10U{R0;i2Ulyi|uMz3lsEA9Fj1TV%6Xi6ilXltp65$>&>JQ$ws=SD`OwO1=DOL(vwjmQagf+ViZ`Y>}!yob^C)> zlX8$U!8GfU5G;bj@<{^s#jLAgN!NEc@9q~eQK5=T8T z?$TJ1X!UB+w|r?4x<@Yc$3fh%h9-lrZ1L)+yO5FHa*33(fUEfKKLD%r70D!ajvb=5 z7g<7@p&3$Ebjh!-1lg;PkJKKbp1-n0G5fp$W;{XAIG5QctY1CkK3sFJ|Hh&AT8=*G z3xs{YJo_t=8ucqzi=IMkP7*zRUOusktrxh}U-q4eI`2Q96$fH&zu@OJtrQ&T$E~8v z{^1Z4l^4x-7B<|*NnD$$1yOK>AR2Ayh7Z}ij1rNhg`@iHB0+ime}-}%l-J|qsGL2*FL(y=Sh1b=emFX&=1dN0McdDif7)oVOQa~Mis?>@B`Q7?DCie z$h4(pt;Ex73S5d+ddBo~`L?S9pD6o7P*IS;XA8ECp`{h`A)s{bb=jfHn>>(_VF>76 znPeW}ppao_d4q~H%JEAH+^NZr-T3JCAiIi7?x9jpb!nXfClDA#a#1e;x=2~HD8s(A zl}YIrZ;cjBzpy{vZT{k|Hax__?%Kiu8k$gh!$I+gxEDYv7v#ah`q}b}Kdxmz%x7>X z7;K%ovrbA?G_7$)-57-ne|G~Rg2LWk)_UB=d&5spfC~)<&EAjK`f>xQ*YY&bck`>W zxN)T+JBeAYbt>?#Xzo#eIh^dr!F;HAf2rP0z)$qBCHv1KIM;la+fB^KurJiPruTQ$ z@S2W+>~{~hH9dc49HRaiZ%wGO2sX&K@Q=_fu~zYQd1RCwar%3=zM~Adi7V3N+|>hm zFK%sBJ|3|a8vfFNHnoTABa%u*2))`ZOqQsqgpXFo`6{PT_4-DmX0kp@!QQdbt2w0}98P=gkC*R`yRh$mJWJ<4%n5Kw=A|I9-UBY?>E*$-aV+$Ff+b0m(r<|KGi~j5__f1K;(L~V;Q!L{y_MEegbj`?TB+bg2>?f; zn;{=W20X7W9 zBV(9V^zLndk9o^&0Ax3)3M%Tj`Qz)GnuqVi@<%O^YT6J=8!xxZrhCI}`;OR#8u;A3 zND9iC24?s{=q;QPb$}`CAsw9=I(SCCI@}U3pysR&eoaJ5^eYM!tp!ZKU)1j`C z2DD*+p_6g^K-h9!&60MSaw#LYsthZVqMVGT+ExRB6@6R<6{zleW8LS_j1mi(1{u;; zC}3uCw-PZ|jc7iqlQPKWfUNhWS{b_rr$~77zIp8V-vyu+^AKB!YFqU(p8-;u*9H0Wl4Fo+P96jxxIOo%kb*LfZJGxd@a-#sZHuP0Y4IP z1i_G=sClT;XQ+n-qTrA}v}^IA=h`x5&YOeiC!H0+|CwU@rAltc`U3&8eGAa2y#0Qp zVK8#|<@f84YlUL@7h=-Ou( zpF&C+GF~}yd!G;4smq?1QW+mpF87LB^H;myfVQC0b!q@RQt<}OmAFj9S^EZa9)Vkehp6-i^= z#5f3VXlPY>EWdQAHyH@F!=>*(R4T8X~{@&ZtNM+Jge zrSAH!R*6Z@M~CB!bI%-OBrcxVICz+Rhvt2ob>Hav^|fEoxBU%OwSA*=)eDV(Mc?qr zj9DV!<0zTVmK&gIYxqLLaUM{<6=gR=8fMW4grqG5Iw-Z~iEbMbxUpmY3}RGjVKg8D zR&;zOgE+VJ_9)jYa1j)uk)2$DTo?)ZOT? zZxVg04^f|TycU-(wHSIDC{wW(+?p(nLgcxYkw}&5BMt@9FY4--UTG(n?)J_O2a%y0 zFRr1UV|n6U$pI~Y2X48T{e1X$Ex<<7sjFs7E8y8H_N$+5a>tL}IzsL+{iL_J#C()m zN3H51uqoH_E>JrZD<1b6qUM)BnLJFsk?m5kRN#vt#k1%x9+?3%0z`ieeY5~~Pb+2M zy=?OO24%r_e2NqKr`4-k**>JZbW;@1RT!K<-AK&QuQ*kzng2HKM9G2}l#R3l1T_W2 zQWtzE_VnoWZFL6eHHF>gV&jVRv(YRGaXr4C=4}q6o6*AuhjKi!l)>lc|5H%k)0GqW_kv-md#}^>1+LIgK>Sdw^(AdlCj7VW3*&Z(kcVf z$X5N}5g*6UE?QdPRZ%^sXAr?q-Sx$RDiAFRlNA+7h+R1PIL*iB@hd|Y!`vkChh<&t zQmp~}<6K114{O5N4-!WL69DCTzD1}<#4KlBB#Gi22dTQBF2Z|;xJIreU42sFP-JSi zfGV4D6?n}D(izP-My@0(Yp@P@e8R5atCb#^Upz=PcN|-rN{=$>JWuhhc^X(5vh)3d zzrf&ZxKq368a0DI3A1`HlDf@3OK?wJ=+`4vX^P(+Xx$)+C0ANrDdv0zA|L+w`Q4;Q z|Md$`D_xC+zR{vmZxl9yD~~){(rr+|ZY=5A)m7h9R+g9s^s&c4XlQIu=JbIVBMSVkA% zeIYZZnf$ui|KR%gi{4#zCO-ldsg_BnAH-d~$tb>S^K6Dz*5Cn4v9==2fD82}gS?Ji zoCYF}#I*Z7mmJz^`wg;eKWp4)qGpcy&WeivEqbo1uosjliww>#`qCT5%adv+g7F_P zIB}NM;L8;N%YnRf-i@~5BYGb@`k^IRz1&Xm(#B2wsJSsq1%$of*!(fynNRRmj&Ftb z?1#xO<{Pt~eD?2!-`gq8N>1g+#gr>bjTt9F(m#_l}k|- zsjmvocZTR)(Gm-}2unNBWnEY8S-HM;GX;q5Uo!#Q`7Tr|Zr=^PZNvcP`x;(C%O2hL z^9$qkd+It6z9nCU<<~|gJ1Abug~`{G^%AWWD_3SMf{OLQsCs|Iq4|*tH0`{38MwXZ z#k{P2mAG_C8x@H0?U8n*O?Ql?M{j=#E3ibSn}9sHzA&biR2fo<-hrl$K5m4dI1W}Q zS5LQZVb;HVNaa#;FX=Q#+eUN{d+*3vNi5J>?6jG9FOIvHm3q8N+g^$f<&=?!O5J+l z1zI%h9UQVMoSic9vjEPhnLn+hb&=8GLDKNrf&P4ROIPI5qYeogu{Q8PZN5v*IEnrW zrBN1*zfi~2sJORbAeRB7&a2yDcY0%`EQVE?fJ1mJaW(r;*LExK>|dl8TXeBwP~NFW z>={Z{u)Nf#h2FnYGB5r%moQn?e7^^KlTFUf%Yq)+T z>5z{L=MbB=(ZP$CGFV4~c4N^>WEd$Rt(&t($xm#0qS^5i2FX{xJw>gBc z`Ii8jMdnkSdhfu7K(7rq9 zeYJR&xxk_(Bz;ZlFWI$(@VAE8MJF>?a-BNiFnrbi`H@+c!;8?$)q9oaWLlw?WD~wP zNdu+tQkr?Y$-ZX9ZM1u`ux=w088L~vny1s#*zejO^7+1*han+4McQ3uo^f7j-5avf z;a@eFwiOe**zz{a&w0%I_1O|a(dlsZxv%pFqi;NZjjy5bMM&QA_k(b%-M^^Vdj-d# zD8@Uiex@x}=he+DS-WX2{EQu;-LrF>ILzWrCxU<(9z8jRxq=(SoXpDPg>Nrd$@a$; zIW$<-kspP7y{8^WTI^`1+kr#|ah}WPG_6*ijY?LRc^F^xE`Akv85`2@4~>s_l#$N zXdbmX)siKsnRGksLpRgDN@AnsUk*Mot&;odLxdsSNl~F%Q@S#+&>{Ue-}Rtd*<6*C z3;F_DnQDY~y`6v+VpqdKswtT_=b)?n&^6I}Y&wayY!3b_C_f8dJf*J+bR55^U+dqO zOi>Hz2s%2DdCbhs$+`=tAGeyp`SvA5%IJV&Cz4v6yq^DNrcE3dYD;ne7kc-GGB@%> zB(9Lck5n#3m&QqyD8LW36DK;nHs%cgi|S9dIItLV+2opl`Uf$MsHU5lQK7D7r7kVD zN%D0her`u{;C%n~UO*`x4Csae+DTt)2tWdK-6gqX6@?i+=^}gZ?;Q50?6j7Afk|f3 z2aV4=A(C`&gBJ^ONNN(5LTS>E1Cnr~_5RxS+*Q5km|VA^V^(i+jsD<6Q z*)O70+S(QG!z&GlM>zx|35%XZJd)3OJ&#fFa`H7_7lHdHPK4Nor!oHE*&`Yt*vfma zeiy+OD?ts)mv!BTA)v>OA4|>aa|*;!P5@&&I~HS2XhF;xjBB!&Y#8lHT~FHoXo_6B zzyuyPMJ-}YDOBj0&NKsV2iOv@y*J2x6h+D)sdch&rcL%TbfR71Op)W$+FiL5m7X)k zNP^JJg?n1526WHf{>l2gL4sxu!6PI&52MlO1Gkz;hLAh_wMcK&Yd^jneMvd`=aS$N zYd#8ey%tnTsLS4wO`czkT&Vi7AjoFaUDw4l|9q=6uV+VXQ3cxQ;T>WmZiaXexdhYR za5A^zlLe1gk+v|B`L~}9kb?{C>bd4|WDC@&uVI@MUxneMslfe+uj8z3itXrSudc_=isQSnz5*CfmcZ_`OS=o?*==`|_JFG!Y0}IOM?|;*PxZ5##+D0968dq#i9z2V_RZq58A#r?z+vb#8B1p8{)(w z35U6DKc4#45EkVa@d!V@ZGCBu(!R_{25H`7E~B?e@&S|O5`|>}s>wP8yVR#w>H)2= z6mVwqy`9g)o?4}KraaJgxSxwet>fg)U{wbTK}NU07)ul37@_W}QL0QxC$3WmKD3MZ zL0h+N$*d{@6uTWahaFc_RMHWZ82x)%X@-<{F{w6LQ1LNc>|O8;Zp2o+azRf9^4K4V z_P2240^`~QAXA!^8qDU@*Irt&^_lNY@!+t6V~W>fNY4k>LTflMIDjeS@W!1vvrCU6 zSxG>y^DPnwfp_IP_dU(70?knKjgke)W3!@ zC=03((zk@GXl-*bMHRfi{P420of+nVv@iJ+e3bl4MAaERtDCvJbH=qVXxVs{5HUKI zUsx~=*Uu5^nIBk$RZ_a_xRhPPXq{Kp<4!fnz;3ISjhdVFk1b?&P}zpy9R%lN1x9)k zOe_^ay?&Yrm_Dd>A}Ogd24wJ#n$h5j1Lu7;Bh9r>i~3=p;#>t}(dk&R2e$51cev>~ zpGT=3f>6-Ke8VwD&K@9~(gfv7#r2*fE6Q~e#zUN2ZZidP#2nyb>gpJQnWFh@Du?e+CO7SryNz901I9VJeowz?$s0GiuWImm z_?N0s8GL597+-Gp>fwiw)~R3~`SYgSGg)z(IWj;9=GENJv?Xe`sqme4nz;m) z2*U;fX9F%j(e22GvxW;5^9~l252N+XsBC=tiGn=OYL+^9>?Zsf80vI+%!ZcJOaP5T zaCtsKckV}R+f+yPLH_N7wY&G)Hy^?^Qn@E+as9z9ks^XV^tU>XE1(hw|0jqLz zmzQO8OfCYJz(lR4WOYI2oaSCGVhVIiZ77cM$EvxWZgY!kf6&-=7_rWN5Z72U6oReq z&i5~axh5^R+ET~`{;)%i*eJo*_;l*HH3r`fMW}4)l*YpviiM+(kP{mLNu}S650VKH z>S79{C+aMUHnF-ie_ry-!D9gr}r2AN&SAORF(5H+eQ>`ZtmrMe|UyW^~1uW3+ zv&P-1>76EZuIrv397-)`tI(ePZ{~*zGSc$9zm`ZQC`ZV(^DY?9v`rJ72R<1Ld;WZl z-}ZX3HkakFVUS~-q3W&>{3CN4s$#(n6p?tx(>*=prCBQrt@Jw<9(i{uBT43RjqE0vA0eZbXhahH1nZ^fi_n1T88W7tqu8sS`MW8r2K{(+B~Sz zf(=yysh^+6$yp121`p6azN}ZN1Q_3{cVsH+YoPXxsP2m4Hm_LEqIM?PFM@Y-yxGld zmS|UP-j+Q}Q3|$X=MY08uB+_GC)HG`I6X4*wSqigVgJh3Cx|J;^#v1U#LX~G?q`Qv z1>WSTeHjizyPjvh3e!#k#*(-V&il1rQb6RZBZ54nA1EGC!lg$ZPf^Nx)5JQzpbKYO z@Ln5mhurW@%MrI)91vVXI%i+&DriH2g>UYBhOC@T!SK|_*YcQ_nf!_xPgm@ z#Cc18?nU}Q%^Xk*Taug3=9fro!y&>)>zqXkb81E;^G=(fBU44isE1xoI;(opF_ zdf7VLLOo2urB)cvUS4_MH&YMcavS{7u17|Ij0cpSMC$f&R>EVm4lwJ!4knn@d>id* zKk8ia?l#MWsNHtO!<6p`On3X1oTOd#l)pg@ytN=;Wg@8WB)gMxAUS0RDER`svdErL zusG|S5fNYVv$V}9R)NOOI|@tVrTp*$((A?NsZF;5fyOdrqu2}yv~Ns91k1S%>L46C zRwu6fZ-8u_eGkZf;(E*6%eP+nBR;CfYt441#!SwZ6~D;3xL=rmqH=HhfbwLkzMePR z#Vb<`?zbSibfuogyo=)xKEKkj>bq`K!5CI{dVGvcT{G%T|G`bXQ~~_rFoyxtrM(PZ z>zPFY#!5&#?UVG#bZ4r%3BsWg{2{QMcl7$-8wYz2&a z%V>+2#DB@rOg3DZ6#Bk0iCtgoQjEL&;FLlBs!O^^$J^jw%2NLjVm6i^tKS+g34brB z$(1)!>57}0oy`SSBws6a*e^InP*cYG^B+_N&xx;9?qd6z^=84ISwC-{B*5tXBn;gH z%TA-w;zV)M*QCb;*2foL$%Dr#>>xr~DHYSKXT{Rn6Q!9I(*h_<7O5cEm|WLe3qkEP za|ex{w+u;k_1iA?iX}g5M^OG<1D;dgbQPNuK`<47$7`1J1+iDnVS(Z90&8qOKpA@Z zt8ef4Uje&j4N6|+ly*3J?3n$&>ga33J*njsF`_nC;UjYe%f_A2wYzPZIjZ*=_<-G5 zOX(J2YP=O13=%u7aM$PLI8g8CmE+|27$|lwBas*J^JDcWfID&KMb~&u_dI7|H^^vI zze%P8$gLYMVIdQ^I;D!&T=r;w%PFFpc{|I3OdoUE@9L+@8>VO`521cJ0nj zV+|b=FynXc5sW;uz<|q&1^ry;)$Ao^zK|1-tzS^naT70>Kqd0Pw-98mtL~*l{j=H32UWX4?FJIOjDr}r6Itu(`)qW8=vgk9svjA1j^&qQ#NKs<;u+S`~Egv3qVx3{S=~0Z9lXTDwl!IgLFDs^qn~@ zGOm^Lc?{!I)x4xi}2?r6?1Ttdh=eOCnrc_H92mmg#TBew3& zY<=|D=lvO&8V&ZOEZ+V+5}K+NCu&sH)DALDE>~Q;BrZMUV42gOp~gI`5z?EhZ3JLa z$}1U=Vl%BBEm&t%Vy?iQWQK5vgeWA~DR}~;Rs7t(mn)qoN>h`Atb*nQ08o4gC}Rfm zefhr2<2U23=r&e0#7ZHUlZG}mu7F$K3;1bt>tgv}J2qIZ4&$G5y}66q<~3eJA{}jC z2TCklLCFyBsc$P+xT^LQa`%K@9_`D69LicXoRYE;fm$(u(!i_zdB^N2VY=;MEKt*P z`TlYMvmF>n3dk{zP`hUyb$`El0@%i@s#7OagilB`pn-NpSHNR+XT>aPeTET^(LK4^ zq(j$ze(C@}y`yAd2$9>)UD>e;Oi^#GQ^1P>xH2%)k-Yd!x+Egd321Z-swf2JA_gYP z+bcSBcpoDt`l9?6^)ha~7$M8E4JQn3x9imfcydofa7d;h+5v!nl&;FaqY^S$B2ANW z_Y}*~%&|oH5C^*zBH-GV7k!TGcSaaE_L3HXr)>dwF}0x{pzn%~&E7<$bFUzERRR$! zVKKaADT@s>|i(_7}V66S-&H*hOTYoXzRHAce~&hCk?or?H3jw-2=64Ib#*q`3*t&WyY94vjB_m3?!P5|=FJ8LVA z>Ki}#e+MPiY9^}rmq0-$T()|=YLC3fh)&PP2a7>#s!@T)Sg|+}gC1a>92nFE$Ea@1 z*K;~qt>w70S4gvsC)iV#Mmv|&0A-}E|9`Rf*HKZfU;HpE2ui3lNTZ}6g0!@BBQ4!s z(m8};fP{31bax}A2uh7~i69_7)WFd2T;utkBf4DA`>yw0&p*%lxz1V#W|({Kdtdwd z?7crbuH)1F8Jy}?%)P`X>Do`dWj+=2I_^0PWIks#wODs~w>@D3z< zy1Sp9cr96g)bpOh+nK)^?4Oo!e)8e(&gLsj)bIG~V3rn6O4YcK;8ZG0A?By)dMCBd z(Tr+fkC;>W1p{xg>Jwn#_F(=GFy=jl@15OoUW14*3 z?=>;2^NYhP*U1)qS@yG@Lj3&v=M)9B{86ri#)!nI-IbxW_s_9wmEd1O z@_LYo3d=OFPGUA-B7hTyyIu+o2hL*FEVim^YB4@mX>S2GlEnwH-ap^i|BXb?9O&@S z`Pse*Qa#hsRJ#A>FdroS^d=X!fZewNh*A5gKUF}Z`0@RS3B9h{o6}8sU3hK=z810WUF$!(1-Eld#VTm_zIRTjNXHE7^Z5kPV1HR$j@JL%Z&w zH9q@Y?zq{=g*EW}j*dJvq4qs+JD9Bpv#GXc>YYA3Xfgz-S`FN1qkT@!_Z{xS7Ude?&VKCk){i0>`ZNJA*`ztkhpL{}Ku{vhF+O z4Igmi=P72eVWE&x(@6jG(>m2WB}y}mQnnLj{l@BAy9tvXFZ}g2;E%qzMrzUns4;D} zX7%rpmUVU$Br$?s&br}7Gqep%e+xxsv;Mch1K3X;{*Zk=W{^BM@M9=9>AvZU604aO zNOv-?R3jm1dta)$)`k($7x!4L<@T`UG|stO(5WnXo5dQ1}8)yR#Gl zIWEg?&m-c^*;1mXkgt+|gP;39Exp)I61Qy}8LxxgYlSpHZC0IXjM{orh5MSt0eF&Q z6T9H7yTugx&F`0swX3AqT2CtVPZyINZQ7rrBdQqNg~t$K6c1D>1>CQVtT2v~FyF)a zn`u6HgG`~L9s4fd&S3fDUfQw113P|sb8B^=xv6A0Xw!RtgEAil2vjAB%X&T351{MV zWR0zTA{n=h)#1($M3t9OE;zm~5YgB+^Ue#JVZTs=^ zTc75*ZAXW}SFQ7Ky2tZ5nS_yX%cb(WRjvWy!R~j#Qx%}KPZyYZ;DOnD$j0AG zg|O@cbNFMl1ss+83GEVm35ry`JAhT}hoK#tyf1l3{kJ&oDbhnvdBX+Zya=4ItqJ;u zYCjUQ8D#3z*fhd`oQPxZsCAZdqO>9zMksJaRY5ob!|vz>j}cM$=sSHKM63950dQ+4 z-7IojU6%SMoE}zzyYs1sEJ|7cjjri()(1$PeM|g>Re#C@@6)}p)MN~V6WbsA*MmaGdrqsQobh{*T?l+d?l+ap@S!fa9Aw>UR&TpbVt#@b}diO2ou)RCVaF^+w?7T47m4t!0SkYzX87Y zAlT_kCljIaE#Q=S#1dc(3jNQ|`XO2+I`(T$chk_06|~j*(Xc6DobAoTtU9Z~AVbm? zcv+{>wZMg^9oP?BK$(OPFou`BFq+Bg7oPgt&G`b9Kt_@+-jZL~{)iZ~kl~_!le;2_ z6-t4Rx$Has!`Pdk_ZTtdr~#bZIz@&@W97!;kn_|1_6^(jPc3*_#hzm|z}BqGp+T54 z-fOH#TnAwy6@HR{N80LG*^=hfc43Fxe|!=0*T95-;%(1F(oKa7C|;V6CpD)5ul=Me zxAow-eRQHq8GryXaH#C7bd_Exs4& zHB^FuzOy`2X}0qlz&xsCNm+yCb2v`o;IrKqQ?|diO8# zK|wPKLRxIk5L1J~kpeYF*m%VU`*^U$3gqMO^(P)Y<^R?lTQppxrF^>6!{(6O$7fRK zFs+fN1QP}4X|(7A-@JBBv6+G5=3u4&xt{<-z4zX#s2jLx70A)93UH05YZHyqO%cNI z%u2B8UfmBL{PjLEYyLs|%suP8?LVYTg%#uj>UVB%K1;{krC#%Qs2>}|=AN3cyDDZU7s`8)4LGkXuo#JqKT2kI?uQ1Y8~ ztvLVaHt)J3r0+1(QUZJ-@x_~o9OkOPrVCAv%sVfBG?R{?8Ud~=^0@SICrRSJJ_jyF zGE(#PWdC@E`wwZ}10+X@7XE9!(d-&39;k10lRkR+yEpTXD`GD|0oW>wz_fpUQUp*Yab}!;*(Ejn=w?G^A{LWt! zkC#v)kY!h0^H@x;{w9V?sKTH^08lN$=?!Sh7{Bi^Q4EkKtrz@jCRDV|6d9dt*P~+n zRr~<~P>g>ZO3QmF{C~u%xKDwI@8SG?x&M!d|CP)C5%GVj_y1BYrsDVgYI*I?eRm19 z9dn^OvCjc(>o?G({^o``DR*oe<;

>0^WkSVB%-BbhruL|%UQ#gQF$(91=Ji@dZH=$fQ+VvYF>AOHm z)akehy^&ydSzxzm><6va@3(_LkCxdB{)#-{dt58#OP2_Qu0fHF+zB_IbZUrB`TPG=lTSFlib0mp zmi2n8q71}8GRFn5H-it9#Rc?C))Q&h(&bry4&cY}=6CG3jm+T~b*b-#TP(Pc()gl| z_8lPEF$SJoY7CW65)RF*88VYh#)?cswo{uxe>>R!&_sAH&LQ^_)Nz{|8(=G3FrZ_6 zzYN7Vgd`pT{j2j(>B8u*eX^{6=o@xbeuNI@NkRRp5&~kyUVEh`x{sArrNaD*VZzZB zAl+=VaKLbnIH7bKZ&_iC62Dt>`Vo4~hs@K)C4YHfB6JAKJKCK0gNpH9-?c$HTHqcf zWUjZ<*B4X_(Tl}6a(`D=e8h22*aa&qWvsw2uZ^s!v9wY=Ns8U`CO zCcHZMT6oDiYZw&2yM;iEd|j|f&s3LqEmWGEINRYGj0}TcKO9mM^)5AxWQ*2FB63To z@6!2goo>s>QF(RgzDxTC3w}dz-ty~PdudHQ=xjpBP)PdRGmsv=9;z3=(3B8D$O058 zT;qHXhez}TYD#10a{IrCCSdviN&5k4?TRkr6X>2pzMi*u?SAECty2sQm_cNnj;qxA zJgR}uwq2RCoc6^OV_8nfv3Sd{U@H)Kc`Ol&Obz@gBv)SU)U&?jWvokE8kdc^3`UR{zv1DO+GV*-$PC?J!82|utmZ%o^?jjGAIh*=k-FVIr-H4>LtTavasXn$`n~ft0#Wi1 z#D%@?K#kQ@r31bpQ!13174WtL6Gsy750Epnj@5~WU5{8*^uNsWZl*#34O%8i%<+hj zdJ*!ePu`;ASBv+9SOd7k+guH%Nt~(=1_D|4pTn9;7Y z_gTzY8Yy1Gjn{#2ccY9obDakKclg7)%mtwTTJ!zLag3)FKEW-1n#4-!|A1GzpDFH9FFol8bN!q)0R$ZTTP+X?4JD7Jf zeu}uQZKC*c3<0fr>{SHYyIuo(Z*Welm$*mRZaD5d@W@7K=g_~66-~*hFbjP{c-o@- zpcjSMNTwZny>XA#9(`^OUcC`;AuUV34E6GUysK?SXE;ebOAC&p(x1)0_qv#{7S}@x zPgEK}F`ji|W>XZtD&xJ+(@MkUeH#L(L$~F&yPxSi!bd8zULC+c#o+qmbOm;$DsRfe zc%ip>Nutv7%CZmREMl+UnT(uIz3K@Zv~A?tg)*bVYcTR;u6>fqij~3cgZSieL-mK> zYJ|~gBv?AJ?aQ=A7Ku!&{P`U#`j9V=)V+Y>T0=aeGl@JeB!Q%oJFOxHMa0OJg_Qp6`;z@ga&66Pkd2 zk@)NwDRkInJ{zhx!uVD99CjPc2_!2KfI>s(Bdg>yX(BtabpQ@gFhade-}jP_hwSoQ z$-SLbM#?Qg_pSM)9}u!VoEKW^3bhidyfbN<%TVuwC9GmdID{{2HO3M~T**49es}Y$ zbZZv0jr8)<9)YnaquhB5mKx{9O<$Vo^c;i5#VDH|fCX>@3-dC5l!sBR*Fi2KdFK;Q z3iq6)>>*Rn(_#kPo3w%u^|?rD6s5!n`@PlE?zR15t07)1yKR0Tc16Ko;mM1Y4f$Q~Q91k;12VI+cw@LO&8is2fuZh%p(5| zFgryJ%y@ot0YIt!f)y;iGA_(UCxF<=b)2A9oS~&awY%{cNNzTXhh7Uf63~0-Kc26* z)NPmnr3Et5kI;HS#zT>ID<$V`g`y4Xq}lloN{wA+i=pF)@u&A#Rvp{jn^^Xy$)-93jRP(dhxCWc@RX)=2} zNMZZ;fmKwiCwuaOjQPRye$sor&C8Lx&e7qfY5v^FVO>qZbezjWy3rlC9IF6~GIsV( z(5G5=GvLVL=p@MF`qk?^StUKMSttk-1dm?7YMTyES7mhIIeia56mbcOs~gPqF`AHaNS&kiB^8+!vEmR*CHMQmmFBZcB-D;+#yu~YbfJ&K z2w5y%Bt~C^TCb%rdR%y8cZ zvqIq^z%ijtgQn+EGJDt%KK4%K{53a_-M(r`!J0FQ1B0nNM6ORf?Q|ado-d1s7g)2( zOBPdY=42Vq)G%1Q2szlBbbLQ75yA}Al-Lx)!x$+`cQTZvXZa6lkI@9+t+N0!cNM3R zEt1SVOBGkp)d)tO)!Kff-d04Uhh7XZd0}Cu58+^-T{AlO&K+0UmJZvrs&92RLu2`^ z3)SkKvNH*1(2JjAc$3Bu_V5aLf{TTXxOWh}&=X!kNZ6m#XNkhDc-#|sIZ1UWWqigE zmGFce2wfdBJsm%vxAPR*^)jQg@5Z+66=BCvP^}_=?hjeQ`Cf&L-oV~sa<3_dk5pNr z?yzYV8X>G48^p=P`Fa4b5=6~s)@}J&d^Nh+oV$2pHaSv+jtv z3m2&C4CV)NRmbf&q4Dc7A2bq>6i{ox>jcwdQ)J7bks>5tuim%}H*xAa9emei8Yz~c z*Sc}(YS)kh9{~0jDV^sU;JnbXM?{+gT}=Ni zmrAWx94#RP2me#BDv=H=B}>Ghlf2C8w57tIM{dUJENYP$i|j8 zF-u_~z>Lh00Dp0M8h}r}qY(8M0AY;Uj)vWJ{5j!AXS-Gmr!<6+eNXtHq*g|>jdM8T z6>NNj@gLD5#AaJ#JaPM&37=L_HIr0Klb^x#Y4QrH;5(nSAc?Psv6q;4pSqyCt`gRh zwv8j`u#;Haf*?FKnn2W2-BKKnxrcwhrqHp{tUUUiVd4vzb?Rwyf^}PmS|Wj6x2aygZyEmG2(Yw-sS{i$i48AtC{`LILz!E^ic~${ zr1!_ffciDd?lk|l1Tnb)Dze;*7A(554_`;L^;SBuvuPD)ZQEvgU8en!B2}s*XH&Vrf_Bdw9>!naa?e98zmQjN>27`+b8Y*yhln2`zk3(a5=xrva@QtTKjpGa zoW^S4ke)kPZyHLCEQmC6Nj%x7pt44__Qlls%8fT;?B59PBX-8HDeT+k76bV{CET$! zqy_E+@NJ6%z$3$36#}G}GQ0|$4FG_OopUqBR&nr_b>^38Ot|whjVM^P)H=7w1V)(l zCh<6rOFpl1^#RsNO3M6Pm^-|X=rVe-de-5U7sG1NOV~yhN<%T(=d%Z9i3?8xsqe1) zxRc=xa8Q}f@p5(SfFV}I^>zm zHf-wO@N@0Bg49l&+h)j=SDzrEru>{Z*b&?r`MBPLv1A9Ok*G<}$!m3@9*}&6n+_l~ zL}=8WOb5*oQ7|1Y@4sSbq=Y+WcHSMnb}Tz z3z{XT(z)au!k8Qw&PJ|X7|nq;#GdQ;(DFQyDP{YyH;-)0yVM+-8UT1SW_(~-LeEuB zzE>JSrG=HW5$`L7^)Ea1B@vTNYn0i<=R#_~#GE>8W@QY7JxOn7%jZ;6$Rv3c>o16D zp69Gyd-YsRrTZBJ-}jzJL#%D`D<9ez+@>!qpx}uGv9Ri_urZQ{z(XdmR}M7QtqHXF ztcRYObR<|`66pfAC3^+bQi8PepDA9nrLo__EIL*3+Iqczn*CJM-agJfdGk$vr~g~f zHz}d_-d`s$$z|7Ac&HXrY*iVM7(GIW(RG^%S4+Z3pA$3M?&y5ISR#i%%j-*saP1-* z(K{C(j?eDpTZI|kDS=QJ)NsCykbV7STPu6H{Q0;0=&|)~g>S&tMzYQnh}-g*+#I|G zP^_8m=tV=&c(_05EHIxd7hB&6$^2tnb61@UH{b2U&i^_l`LVXW6FE=~I^=~y_mu2YrYQSDdGU|0bY3w}1 z>T5-1ng9mD*?;urX`@;i54#DmyU9{+dl{}+1?sr=U_fM(rn*C_Luc9+brta2VC&L7!Lfuw z4DN+pcIk@r`2%J*nmebr%sCr)Wvj?_HPr@dnPy6rdH8ki7a{_Hyc0xZ+arv6oH~A} z0qH=Eg9R-l&R&UiTGX~dzjZpu1YN~^q#AsUj?m+wO4#tTX~E)5=@q7 zJtXHq%VFGq$?ydbv!`uuaF2dmufIeE+W5gnT`96}<#KB|c@m<45;>(ul`HX>3!HXb zNqx>0X!@swj)~SMh-9e;zyqi19sz%Vqy0IFehaoPCi5hJvCAyo2pg8k`E0hmZx+R$ z0im%mL@#FPG&!)X4C84Ryq>+(&77}1e%T!MRRC})Y3}MvKHcsOj%Ue3^DiccH8MiC z9(P^(bd6bp2s4QF?Fo>ituuu9E563VC1a_JAKI339$*&x6t?^ZUwur(!}3aI0tw0e z$I|%NKU1JoDH4|vJ3moSTd1vl8gvGMix=-rNp6Y76+QjX#2%SAU|8kamZ0`QmMk73K`yas`1P0%`r2MA{SUcHu0f!uG6Mb zTL<*6F1d*vZ1wcZP?6Ec@mZ=p_1oCM)%cTs9=^kpY`&$+#b*V++)gk(jXVOmZ8+#n zjF_qFBI`(RAeKvqgV3-HAZQAJP0}j5FBLRR!>aJumllsKUe*vYE(S!G zmDsDi`J7|etl>l2h3JNY&c6rk4?fT!)=D&v7a`KHdF3m+LS}>mZBy3)2-kx7As}4q zz542E@RQmXm)@l4Nz*8|d9w!a<#TG*id9?zs2j*`id+Cwd8@wp*BFqa3!tna(At@POK0;gBc`zw#8f9Iak2L> z1H+6L?9$OW4|e%*8`H%%TBw`s0fmap>ym5CSc@RcvzOPR2VeKD)E;?tF-nm+)4zbncV zkR$D&!oxBjMH_H6VL6g$fB~d~Jr2Bfi^=&ifWNl2+699pW9JvWL5E3TLu}#=MUXez z&0uWG>5@@i?14_dd?am_CFD|xZLQbFn)EpWr`wsPH)=sm=&=$Nu0|mS8P!__CMuIP zA(hK;;3A=`xJ!>qOPRv)KF7Ta3#b!^BRGXiqGRXofVCMuFxMa$)Kg?%J$|*C78kvg zrod1Na9p?u)rW8cH`6UcP6W0IEB0W=WzkRXy$j%BAp@XFoM#P1?LxM@K?V$B7;x@U z=(kn2X)-M~`PCok>0vnuS->|7S3}Nq7yQFQ;1u5B`R_4x;$);ZLE)1QV?T<@2@~S; zMcDN$mx5?TO2aJ!>i_5TYU)|stUe;)sUTDB&eIk!Qv+E687=RNA+dP}I7>)5 znUR0-Jq1woRSNe2>^->f9D}IFO7&)Y*5YS65ykp~qXGD7DD7I>0id|j0*;&P6wwga zPq&$XT1TIL814g2KKN?R+|&syh1gZ^a~BbzM}cw9Mjie+$^n-D4Y5{#!6AKGru{Ct zB4f-_hzzS7SUJk>i^NDhb+?WYhgS01j0k2y<3Y4-2?3&}>XHy>U+;@6#(-UC56UTR zM%+G40hDY8`y!e^EwPAi1NXDJV*skhp71@#K29FM+8!=vT{v4n`_rRSiik#P-Cei$ zk|H0oaDE3zE6BUAgXUQ&*KRB6S}D;k86f%FRLoH2ECFC(p~QP*y7_(rt>g@UR;}F> zi~WSJkB3a!7N8Vp8QTmNrq8!zcis3i6P4k)(1b8Zg#E~tYBvek(Ujc8d3DVf#YFR- zQihvXeoV{&W-A)~a0ugeAWQK$BQR*bf44LPtjWkT*LYWJXC0EpP@rzr&#nA?Iv?lS zJh1w0_Ldh$d~PdfdbUDs)4}5)(5V3dveDbA2bxMpd0|E(E(lGq2dkOr>OxV8IMHHu zQKfK3#w$GRR*}XESa8{azn2cp;Bl*;Y4C5uHtb~B5@Fo9$fve)=~rFOz#C2C_ab@( z->=v*nwp4mX%r`!ZW`$vml2*jWr6h@e;K<`KkLLBDew*P_NqPrb1S2*NY!zJ>k1zBqa6-o7-pTU1~?*k zlpYkrM(&0JZD!tNgYcICxckZ9}uNNx&Y4weqlOyC-cVcilIS|81go}HOj0HMMVv>i^kX#@%PY}_%kEPoJ zcD436bG=IsY~<|d2B?SL+Wa0~30JK`aI0JBBcG>A_3|Ku4{;|%p}v84ui?6Wyozp) zo72nfn2K`kUBW%#zoG!IWx?OM;`&^V>_x;=J#Y=-NwA$`uu{FNL9q*S=}C{5Nf`%w z7yniHd%T`5Tnl~X1I0Ag`$y$7uE-VQylU8M2g3-NqfS5F+W|hh@?g`9OV1Kl#jdCE`25HS`YAmC%+L_}yTqv@k-IXrB!b z?gn3*^LE;SA@CgEd!+bzxiwC4EVP)Fnj5lJO-lXXGaZL^Y1^3}-D%JqARcP;_HgoQ z@KEe3{5hdF0kX-lDU1GG^E`I}i{6`ErfiCOq9jql*Ri|cHAeW+ z;Z7}=QzFi}8Fb{WmU5&}Cg*Em)44f2(and|Dcd~i%+-@E?8aYzuJ68&zvBbdixa_k zBq)71AFFm7D7|?zzatQrz&+H5Jjx^%Ic5ahkjE7gPcDHKctDyi?x%+9ue4Wfdd-Cz20D%pvc48gV8og_u3 zbT_O*w-WgC0_w{XxSm+fevt|CBd7*vQlF@jVLJQ1@S48}B_uWv-~~qFtO<8tUE#Y# zDVQZOX1*4v6oI0wZ271jp>)tHe)^iDF^|JIF$K%RDra>qP3Qqqz}|DTa<^~{;N)GL zZ9mxK-)#V{k@m1GH%a`1jGSs+2PEI_dqA^e?9P9VpQE^xb6u#fZ-0bgq_@COj$QH# zqIQ_^`E|vQ%3Hut$jj>7OZJ;l>cgt6OZ$M;L)aCjEY1cxOx%YeTUtrR*>oAUR^tfW zmWbPy7rcRD)qc{SRqN=`+rx#yLRWM3wCA%2EK+I)y8$uGkt!eGq?}=g`0>i7!yL$| zr9WI-h{^Ct7EmaDW5!^%wwEoGCXkwgvLQEe3J1vro?qNXi2b`8McTRu_I_vJ04{_U zGKKRvCU)R`*;z7$Pi*e@=X+y!mosmWtD1d8t3}k~eEbA%(Oy}tqExKepW$RYU~6ar zYSE?n@f^(o0U6TVUdcFL1MheDN_ALy1o>M5z&I8MXk?p89Y9f7=5~OFNL1>jUEZTe z{8=C8%xu@?G8RIeYn-HS!Vp_}!=~!qXG&h?u|m=bJCM={0KYY~SF#$1F^; z5Nt9lz-nl+dgD{0yYga@)*A;?zFnC$J2gnZ4vAW8?%rKKG#@jzkYVN0)Xq!F>QTUX zK$^r_^TS0NS5Lcf6%9H;#p;VB%f2*Qn(ctxS2d15FRAi|^9K87hsW6FEMLvx9(vfc z-ez}-@o2!Rpn*y?#9K@1=Mxfah8W7kFdbDp(>@@8t_Vw+Fcm{sKB^zTWoaBInR~Cdrqle8MR;T73j9pA87q&ov;#KPZbD-0Cvu z2niHxCI8^}LHU#NBb64`_5&L!@%5jxfsp;ld3V10gXFDE$8qQlc;s}q-}l63R(>S# zW#(&Zf`)OhAQu8V*I9AsCVl#nnTioC1!Ub5p@-R3#<5n;UCO9=dI7+&R_TN zY_74m9dk%)CGqj~oW}d(g$NS;=5Dsg`oE}BS7%F#Z=lx0+G_aB*K z02QcoZRNJDn*!GNon`gl$yrPL9%T555MS_?XS4hS_0^K)w}kfN6%xqk4oH# zCi`;UR^Z$Wd3`e?Ba8X<&BC+}7~o!aS$Xbi$BiAVxClhka46(Hc~CqPp2y#Wc zoqpoHL+RjDdGU`q8srvgM>uSxD z6__D(j6khhEhbUg)kutO{^%<;;_gsmdZbr6Fh{I-eUB^4d2XtBO!E$LicdN=ADi`%>snxw)J%~{b!?v?V znQfX;ZPUEu?8dNY;ywb{qH+XzVND;rIp;L>tMQu>-70H2)#?XbY#ia4FFART!JKT< z!=TGBw|~1MK2pcNIj)x3q-@Y6)-84s{jGa$s2e?QPl7F+DoPN6yCE&_cgVRVv~auw zZRcTebr7Gt&7btT)Sbq5aM30X+P%ZhpYPxp{IY*a9&>aFK2S1fnpi^=uUX8?P;wnN zLEQ=Z?U~xOE@8;l-3mAj9wt^zQ;bWbEO|u4^PRh%cr!6dUpqJ7_T*LPCLZ|xq^E59 zSly+vOTJs*;IJS)-7!ruM}=W-oS}&A+A$A=%3Vz?cM6ME$-KSc|BV_0rtIydFy$qz z%&Ze`_G!rbl(ezJrtLHZe$U2J#~&^~Ny`3;r~|AOKF{VhS3pVTZ9VSo;5?S zqA0bDPst19DEEhX*J4WGS4x1c;mC|!XgX1@>EqYTwp$;4hS?TdgEU8(Fx3(~=Vt|r zNS_7q*GsM-d<1vKy}gTorA^yH5$+8mTlFx77!B^uDt7XRTn`DS=M?g7G_4Lo#4sA# zTl|N{TDeb7g-+J3e=T13Qa-IKfNlp<(JuU_=L88v&?4ec$;y~8=A7pb{M2Z(CsAQu z3jx{oqJCGLHMD#8(2%3b+w*js-O>D5ZAhX~V?tZ#fc15e@X5qBuTK!0_8|YTR{OJ9 z?o_1!(@N&`#FSxr50j!6?p~(da0GuFZBtm$a5{uyuEVX}A!gNcPQ(GG9glK-4mm6} z?`g0u=ybI*!j!~802U~x9oHMLFj`W;p1s_!N$VGV8eQC@L}$$|TLIKlFSO%gC%?7c zsj_l}wp46w!%ZWQ__J@279c*oH4XOZMn4~~NI)roCC^8&qOoSh2_EZkCsXCNEGL^5 zT?i0EIKWJg8Y8>QHI@b_UW1vpUuoYh&sws+3mOZ>z8+JkY0B5L)r%&kbYHJycZSCg zOM`n>4x?*lD#N~3QU;C!skKAES9@z@Mc4tGCil&iXK?qvd7-PT%^_!|2e0zv%?K7E zY~-&xn-tMQ-U`;fEzijH^Jp-74vD+?ZJ|h%)oATUIRqw9VZyRfW&F<6XZ>(@R^X^= z&}BT+w5!#U1Zkmikw-T+1iEDCa2CEv8p`Mtr30&6%$^0zDw+egWE%gTB>1_WjOmKf ztvvyS=i|9^?LXUst|+ym^Gb)Z#a0_Tc2~AZ0DIXDETBAvaogg;^*pW94s$@CJwy)} z(F(-O*2im3-6K3pq4TDBXR&zv=(&cATOa4{?AC95MQCo`-SFS=7qX>hU(yb?{FZAc zT5o!!DG{AT7kKIvL%qC=)Kj8{&%Cz0G6-pLyLFwt^SeB|^}D{%4gZ<($6GTgYExCL zyE41=-8$8t2F;n5PZmAN+B&US3ha&&$*;xkWO^~>i~o_$zC?mGj?^8C1KmGWqBZBy zk3QpU^$O1)oz09WOv}$@7pC?AOY#o4*sw={yewL`pILn~;Dxv)j^g|@H-Aa~CNqZi}(Zd48^uhJ` zY-dvu+sbrtd@FI=O5_2xfLJ6~L`ZI|dC{=PWTF|%V!BkZQh8)S4jAHNmz5u@8+dw} zq~^jqIII!t!ADl)!t-?mhMYERMo>VOAClHqdJYul!aUB#=Uab%9Gra;^}+a^)W&F~ z`rgo81$t9PRh_l25HH8an{9QdORSHmFveHZ^>+LC`KhXA(^l;(PPe9)|KdTUR__d2IA?qI0a{0-CuAD8CJ`<6p09?_;@Olb^a~wZKhk#~D;T zbIk@#G1t(pGk$+iIe3p_$53&=TG7D-uif46&w)HG8D~@4Y<}prT$FfVg{X8cpE4Gq1OgH?MgT1VB1MR?{D@+R`23#niJE&a4^jeRPApeW2 z9%ix0oSB@VP!Ml0lRiHA9zj2M;y|s7*58u0Q$E{Q^I3eM0wXUB0bkvt3{Ts(#%UAS z?(SF^y^Rw9!^FC(EiFtcuO|X$*&u&ayDUvGB^GH~4IN5%v1i z+v);quZ47oIoNk#?Xw9kILCH)&hjix3-)6z%PULCT$4H>w zaDe9D%FP7sD)mwk>x%si_8721Rtl7DoqrHD>Y=tV6l%>O@P2cQ@|x#@0>r}5sZiPQ z@Ut>Bdv^$h;IG8gUtro{xsQ(9V?;I1^0rolnU;>w0ehAux1BCZc@wqzxJ|dQwvRNgcwTQ#7mge! zfNoR+0KFcXI~*z6)QMwE%0H>j`Yz%o`G&uPho<;r@q(>t$U_D>aXVPH=VT8<>j8al z-g7oPL4{w-PbhBrLC)&FouR+Vl4=BeZ0_tKYF?j-Uq#ED7+0M6;UdBxWqQM5rwf&9AS}RlukRb4LdaVZzLvnP? z+<ulNE|DN#MnpC9JX=wyP@biMJJL*QG93(D z%9tIBoU8NRGXC6Al4DohD&}I}Ze-GlLnUs%Z#}2*s9jH|@~E{YBm(B0>|7yXJRVs! zUSu~L`d)4K=$0^IEU4>f|;x_3zO^PjD5dsm{f!^?MRfT-Elr9r! z4W7Cxf#uwB=zKEuqTjP=!~F%uCC`y`YdP67#nS*1G`+3a0lx}o+wk|M4prvx9~m6} z&I(F@2HF1O6-VJxsIpFW6y~Hr|21Y*QeS>W(0Yt=QQ$@uSe6bM&u}~)D2wpJjIMf> z4FYUtSoiy*NU)IZ^xL~w#s2!<-K>{Bg0JnhXnvO%b+<^qv%Ux7X1ESl_{o1ypK;$Qeq|&x3h>$5&Jbo%?&R>37 zCmAOtlo#~p`NIjODb#63W`CV%5&Spj-04$)-W%?N3KQ6k{**k$??lmOn>C+-a8k!} zy#dM9M9)JsN7LbY-=Rx3HYPR1Yj{t(NbcA7eQ5q5t&cw4q5UVW(yt>aZilR@BmcE# zhZBP*+&@7c`TL5FuQY-=Dc@GpYE0(Wbu;DnnYt8vl!COBuL_V0vR7w789AuqI^l~1t6KLG zsF08#7z`|dsg$p7a7)gFQ;k#3at`_Av`N{T-=`bR3`b=ntt zaQ`0(&hco?(gUw@QTo*1p4-X6eGE?T)*IX+`}3jWew<_g4t2=|ANk##cgRc`4s zDSiIr{O1$;%ZKl*0l#O*uTyn$g5fa!;2(9v@lpFoF27TSo;mea$iaoy!15S3V-{zN1{>yhGT%pc=GQE_rF7(zj^8I`OK#e zMSf4uzh2igMZ-VtVxC%M0A-s-@YlaOIhfBPc;cVM|2Xyg4gB>SR3I2C{&pe|L=E^1OZ{b z_5;=5e|mh>Y-;et_s*aC-yr+*WJwy5;ssF;rT=!hSsLI_4e_g;f18mf-}!VFOqpBh zSN?gixZiI08~l0TlMh>9AwUaszxvm`y_DPrPyFdW*Q%3mQG#WRO4a;#EIN72m%yQN z$~UhF|NG27Pr#IUm|l#7{{Hz}5Tr=|K0ti_3sV0DspGl&Uy%BDu=p=X{UwO}7o`3+ zK>o|5{>!9}SJ?kDsedOL|7B8tjTQfudw + This is a user guide for the Learning Interpretability Tool (LIT) UI. @@ -42,7 +42,7 @@ LIT provides three pre-configured layouts: * `default`: The original LIT layout with a single group of modules on top for exploring and selecting data, and a collection of tabs supporting different analytical tasks on the bottom; and -* `experimental`: A three-panel layout that puts exploratory data +* `three_panel`: A three-panel layout that puts exploratory data visualizations at full-page height on the left, tools for inspecting and manipulating examples and their associated predictions in the upper right, and a collection of tabs supporting different analytical tasks in the lower @@ -130,19 +130,26 @@ controls and information. The left side of the toolbar contains a set of menus for quickly controlling datapoint selection and coloring. This includes the following controls: -* The **"Select related"** option adds any datapoints "related" to the current - selection. In LIT, "related" is defined as datapoints created from some - source datapoint (through manual editing or a datapoint generator), or a - source datapoint that a selected datapoint was created from. -* The **"Clear selection"** button deselects all selected datapoints. The - dropdown also contains a color legend for the current color setting. -* The **Slices** option allows quick selection of an already-created slice of - datapoints. -* The **"Datapoint color"** menu enables setting of the color of each - datapoint in the modules that visualize all datapoints (such as the - *Embeddings* and *Scalars* modules) by any number of datapoint features or - model outputs on those datapoints (such as coloring by some categorical - input feature, or by prediction error for a regression task). +* The **"Select datapoint"** menu provides a drop-down of several options: + * the **"Random"** option selects a random datapoint, + * the **"All related"** option adds any datapoints "related" to the + current selection. In LIT, "related" is defined as datapoints created + from some source datapoint (through manual editing or a datapoint + generator), or a source datapoint that a selected datapoint was created + from, + * the **"Parents"** option adds the source datapoints that the selected + datapoints were created from, + * the **"Children"** option adds the datapoints created from the selected + datapoints (through manual editing or a datapoint generator), + * the **Slices** option allows quick selection of an already-created slice + of datapoints, + * the **"Clear selection"** button deselects all selected datapoints. +* The **"Color by"** menu enables setting of the color of each datapoint in + the modules that visualize all datapoints (such as the *Embeddings* and + *Scalars* modules) by any number of datapoint features or model outputs on + those datapoints (such as coloring by some categorical input feature, or by + prediction error for a regression task). +* The **Slices** menu allows adding/selecting/removing slices of datapoints. Next to the menus is a button for pinning/unpinning a datapoint. Pinning a datapoint puts LIT into datapoint comparison mode, where two datapoints can be @@ -322,9 +329,9 @@ such as model predictions, enable them from the "Columns" dropdown. The datapoint editor shows the details of the primary selected datapoint, if one is selected. Any field can be edited, and a new datapoint created with those -edits through the **"Make new datapoint"** button. Any edit to an existing -datapoint must be saved as a new datapoint to be explored, to keep datapoints -immutable for simplicity of use. +edits through the **"Add"** button. Any edit to an existing datapoint must be +saved as a new datapoint to be explored, to keep datapoints immutable for +simplicity of use. When no datapoint is selected, the editor shows a blank datapoint that can be filled out by hand to create a completely new datapoint. @@ -473,24 +480,15 @@ background of each text piece is colored by the salience of that piece on the prediction, and hovering on any piece will display the exact value calculated for that piece. -There is an **"autorun"** button by each methodology. If it is checked, then -that calculation is made when a new primary datapoint is selected. If it is +There is an **"autorun"** button by each methodology on the right side of the +bar (the methodoloy name is on the left side). If it is checked, then that +calculation is made when a new primary datapoint is selected. If it is unchecked, the calculation isn't made until it is checked. This can be valuable so that expensive, long-running saliency calculations (such as LIME) aren't performed on every datapoint selection, but only when explicitly asked for. ![LIT saliency maps](./images/lit-salience.png "LIT saliency maps") -### Attention - -For models that return attention head information along with predictions, the -attention module shows which tokens are attended to between layers of a model. -Dropdowns allow you to select which layer and attention head is being -visualized. Line opacity is controlled by the magnitude of the attention between -those tokens. - -![LIT attention](./images/lit-attention.png "LIT attention"){w=500px align=center} - ## User Journeys In this section, we explore some example user journeys and how LIT enables them. @@ -515,30 +513,6 @@ model. ![Sentiment analysis](./images/lit-sentiment-analysis.png "Sentiment analysis") -### Gender Bias in Coreference - -Does a system encode gendered associations, which might lead to incorrect -predictions? We load a coreference model trained on OntoNotes, and load the -Winogender dataset into LIT for evaluation. Each Winogender example has a -pronoun and two candidate referents, one a occupation term like (“technician”) -and one is an “other participant” (like “customer”). Our model predicts -coreference probabilities for each candidate. We can explore the model’s -sensitivity to pronouns by comparing two examples side-by-side (see structured -predictions in screenshot). We can see how commonly the model makes similar -errors by paging through the dataset, or by selecting specific slices of -interest. - -![Winogender analysis](./images/lit-winogender.png "Winogender analysis") - -In the *Metrics* table, we can slice this selection by pronoun type and by the -true referent. On the set of male-dominated occupations (< 25% female by BLS), -we see the model performs well when the ground-truth agrees with the -stereotype - e.g. when the answer is the occupation term, male pronouns are -correctly resolved 83% of the time, compared to female pronouns only 37.5% of -the time (screenshot section (c)). - -![Winogender analysis](./images/lit-winogender-metrics.png "Winogender analysis") - ### Debugging Text Generation + The Learning Interpretability Tool (🔥LIT, formerly known as the Language Interpretability Tool) is a visual, interactive ML model-understanding tool that @@ -21,8 +21,8 @@ LIT is built to answer questions such as: LIT supports a variety of debugging workflows through a browser-based UI. Features include: -* **Local explanations** via salience maps, attention, and rich visualization - of model predictions. +* **Local explanations** via salience maps and rich visualization of model + predictions. * **Aggregate analysis** including custom metrics, slicing and binning, and visualization of embedding spaces. * **Counterfactual generation** via manual edits or generator plug-ins to @@ -90,8 +90,8 @@ git clone https://github.com/PAIR-code/lit.git && cd lit ``` -Note: be sure you are running Python 3.10. If you have a different version on -your system, use the `conda` instructions below to set up a Python 3.10 +Note: be sure you are running Python 3.9+. If you have a different version on +your system, use the `conda` instructions below to set up a Python 3.9 environment. Set up a Python environment with `venv`: @@ -106,7 +106,7 @@ Or set up a Python environment using `conda`: ```sh conda create --name lit-nlp conda activate lit-nlp -conda install python=3.10 +conda install python=3.9 conda install pip ``` @@ -142,13 +142,7 @@ To explore classification and regression models tasks from the popular [GLUE benchmark](https://gluebenchmark.com/): ```sh -python -m lit_nlp.examples.glue_demo --port=5432 --quickstart -``` - -Or, using `docker`: - -```sh -docker run --rm -e DEMO_NAME=glue_demo -p 5432:5432 -t lit-nlp --quickstart +python -m lit_nlp.examples.glue.demo --port=5432 --quickstart ``` Navigate to http://localhost:5432 to access the LIT UI. @@ -160,19 +154,6 @@ but you can switch to [STS-B](http://ixa2.si.ehu.es/stswiki/index.php/STSbenchmark) or [MultiNLI](https://cims.nyu.edu/~sbowman/multinli/) using the toolbar or the gear icon in the upper right. - -### Quick-start: language modeling - -To explore predictions from a pre-trained language model (BERT or GPT-2), run: - -```sh -python -m lit_nlp.examples.lm_demo --models=bert-base-uncased --port=5432 -``` - -Or, using `docker`: - -```sh -docker run --rm -e DEMO_NAME=lm_demo -p 5432:5432 -t lit-nlp --models=bert-base-uncased ``` And navigate to http://localhost:5432 for the UI. @@ -192,7 +173,7 @@ See [lit_nlp/examples](./lit_nlp/examples). Most are run similarly to the quickstart example above: ```sh -python -m lit_nlp.examples. --port=5432 [optional --args] +python -m lit_nlp.examples..demo --port=5432 [optional --args] ``` ## User Guide diff --git a/lit_nlp/examples/gunicorn_config.py b/lit_nlp/examples/gunicorn_config.py index 7817674a..e4e635ea 100644 --- a/lit_nlp/examples/gunicorn_config.py +++ b/lit_nlp/examples/gunicorn_config.py @@ -12,15 +12,15 @@ # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== -"""Config for gunicorn for cloud-hosted demos.""" +"""gunicorn configuration for cloud-hosted demos.""" import os -_DEMO_NAME = os.getenv('DEMO_NAME', 'glue_demo') +_DEMO_NAME = os.getenv('DEMO_NAME', 'glue') _DEMO_PORT = os.getenv('DEMO_PORT', '5432') bind = f'0.0.0.0:{_DEMO_PORT}' timeout = 3600 threads = 8 worker_class = 'gthread' -wsgi_app = f'lit_nlp.examples.{_DEMO_NAME}:get_wsgi_app()' +wsgi_app = f'lit_nlp.examples.{_DEMO_NAME}.demo:get_wsgi_app()' diff --git a/lit_nlp/examples/tydi/demo.py b/lit_nlp/examples/tydi/demo.py index 307ad8a3..5619e3d0 100644 --- a/lit_nlp/examples/tydi/demo.py +++ b/lit_nlp/examples/tydi/demo.py @@ -12,6 +12,7 @@ from absl import app from absl import flags +from absl import logging from lit_nlp import dev_server from lit_nlp import server_flags from lit_nlp.components import word_replacer @@ -40,7 +41,9 @@ def get_wsgi_app() -> Optional[dev_server.LitServerType]: # Parse flags without calling app.run(main), to avoid conflict with # gunicorn command line flags. unused = flags.FLAGS(sys.argv, known_only=True) - return main(unused) + if unused: + logging.info("tydi_demo:get_wsgi_app() called with unused args: %s", unused) + return main([]) def main(argv: Sequence[str]) -> Optional[dev_server.LitServerType]: diff --git a/website/sphinx_src/docker.md b/website/sphinx_src/docker.md index c6b501d4..b58279c6 100644 --- a/website/sphinx_src/docker.md +++ b/website/sphinx_src/docker.md @@ -49,13 +49,11 @@ below. ```shell # DEMO_NAME is used to complete the Python module path # -# "lit_nlp.examples.$DEMO_NAME" +# "lit_nlp.examples.$DEMO_NAME.demo:get_wsgi_app()" # # Therefore, valid values for DEMO_NAME are Python module paths in the -# lit_nlp/examples directory, such as -# -# * direct children -- glue_demo, lm_demo, image_demo, t5_demo, etc. -docker run --rm -p 5432:5432 -e DEMO_NAME=lm_demo lit-nlp +# lit_nlp/examples directory, such as glue, penguin, tydi, etc. +docker run --rm -p 5432:5432 -e DEMO_NAME=penguin lit-nlp # Use the DEMO_PORT environment variable as to change the port that LIT uses in # the container. Be sure to also change the -p option to map the container's @@ -66,8 +64,8 @@ docker run --rm -p 2345:2345 -e DEMO_PORT=2345 lit-nlp # containers on your machine using the combination of the DEMO_NAME and # DEMO_PORT arguments, and docker run with the -d flag to run the container in # the background. -docker run -d -p 5432:5432 -e DEMO_NAME=t5_demo lit-nlp -docker run -d -p 2345:2345 -e DEMO_NAME=lm_demo -e DEMO_PORT=2345 lit-nlp +docker run -d -p 5432:5432 -e DEMO_NAME=penguin lit-nlp +docker run -d -p 2345:2345 -e DEMO_NAME=tydi -e DEMO_PORT=2345 lit-nlp ``` ## Integrating Custom LIT Instances with the Default Docker Image From 7ff377f92820748476e796994fd207e1b5dba1d9 Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Tue, 25 Jun 2024 11:19:56 -0700 Subject: [PATCH 42/50] LIT: Disable embeddings for TyDi. PiperOrigin-RevId: 646544804 --- lit_nlp/examples/tydi/model.py | 56 +++++++++++++++++++--------------- 1 file changed, 31 insertions(+), 25 deletions(-) diff --git a/lit_nlp/examples/tydi/model.py b/lit_nlp/examples/tydi/model.py index 7f35f760..55001377 100644 --- a/lit_nlp/examples/tydi/model.py +++ b/lit_nlp/examples/tydi/model.py @@ -76,23 +76,26 @@ def predict(self, inputs: Iterable[_JsonDict], **kw) -> Iterable[_JsonDict]: total_tokens = self.tokenizer.convert_ids_to_tokens(tokens[0]) # split by question & context slicer_question, slicer_context = self._segment_slicers(total_tokens) - # get embeddings - embeddings = results.hidden_states[0][0] - # gradient - gradient = results.hidden_states[-1][0] + + # TODO(b/349177755): Gradients and embeddings are not implemented + # correctly. Use lit_nlp/examples/prompt_debugging/transformers_lms.py + # code as a reference for how to implement these correctly. + # embeddings = results.hidden_states[0][0] + # gradient = results.hidden_states[-1][0] prediction_output.append({ "generated_text": self.tokenizer.decode(predict_answer_tokens), "answers_text": inp["answers_text"], - # Embeddings come from the first token of the last layer. - "cls_emb": results.hidden_states[-1][:, 0][0], "tokens_question": total_tokens[slicer_question], "tokens_context": total_tokens[slicer_context], - "grad_class": None, - "tokens_embs_question": np.asarray(embeddings[slicer_question]), - "token_grad_context": np.asarray(embeddings[slicer_context]), - "tokens_grad_question": np.asarray(gradient[slicer_question]), - "tokens_embs_context": np.asarray(gradient[slicer_context]) + # TODO(b/349177755): Re-enable these once the embeddings and gradients + # are implemented correctly. + # Embeddings come from the first token of the last layer. + # "cls_emb": results.hidden_states[-1][:, 0][0], + # "tokens_embs_question": np.asarray(embeddings[slicer_question]), + # "token_grad_context": np.asarray(embeddings[slicer_context]), + # "tokens_grad_question": np.asarray(gradient[slicer_question]), + # "tokens_embs_context": np.asarray(gradient[slicer_context]), }) return prediction_output @@ -110,20 +113,23 @@ def input_spec(self): def output_spec(self): return { + "answers_text": lit_types.MultiSegmentAnnotations(), "generated_text": lit_types.GeneratedText(parent="answers_text"), - "cls_emb": lit_types.Embeddings(), - "tokens_question": lit_types.Tokens(parent="question"), - "tokens_embs_question": lit_types.TokenEmbeddings( - align="tokens_question" - ), - "tokens_grad_question": lit_types.TokenGradients( - align="tokens_question", grad_for="tokens_embs_question" - ), "tokens_context": lit_types.Tokens(parent="question"), - "tokens_embs_context": lit_types.TokenEmbeddings( - align="tokens_context" - ), - "token_grad_context": lit_types.TokenGradients( - align="tokens_context", grad_for="tokens_embs_context" - ), + "tokens_question": lit_types.Tokens(parent="question"), + # TODO(b/349177755): Re-enable these once the embeddings and gradients + # are implemented correctly. + # "cls_emb": lit_types.Embeddings(), + # "tokens_embs_question": lit_types.TokenEmbeddings( + # align="tokens_question" + # ), + # "tokens_grad_question": lit_types.TokenGradients( + # align="tokens_question", grad_for="tokens_embs_question" + # ), + # "tokens_embs_context": lit_types.TokenEmbeddings( + # align="tokens_context" + # ), + # "token_grad_context": lit_types.TokenGradients( + # align="tokens_context", grad_for="tokens_embs_context" + # ), } From 5639e3b1b71b1c0ddf4a3c9e1bd25517fba18375 Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Tue, 25 Jun 2024 11:27:04 -0700 Subject: [PATCH 43/50] Update requirements.txt for TyDi example. PiperOrigin-RevId: 646547287 --- lit_nlp/examples/tydi/requirements.txt | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/lit_nlp/examples/tydi/requirements.txt b/lit_nlp/examples/tydi/requirements.txt index 84f94ecb..f04e568d 100644 --- a/lit_nlp/examples/tydi/requirements.txt +++ b/lit_nlp/examples/tydi/requirements.txt @@ -15,6 +15,9 @@ -r ../../../requirements_core.txt +flax>=0.5.3 jax==0.4.6 jaxlib==0.4.6 -flax>=0.5.3 +tensorflow>=2.10.0,<2.16.0 +tensorflow-datasets>=4.9.0 +transformers>=4.27.1 From 1c8d6a0269ce5637e05e79ae435f770e2a0da147 Mon Sep 17 00:00:00 2001 From: Cibi Arjun Date: Tue, 25 Jun 2024 14:44:11 -0700 Subject: [PATCH 44/50] Update LIT documentation to reflect path changes in the codebase and remove dead links. PiperOrigin-RevId: 646613181 --- lit_nlp/examples/custom_module/potato_demo.py | 2 +- website/src/tutorials.md | 3 --- 2 files changed, 1 insertion(+), 4 deletions(-) diff --git a/lit_nlp/examples/custom_module/potato_demo.py b/lit_nlp/examples/custom_module/potato_demo.py index b9a50594..6a3416ba 100644 --- a/lit_nlp/examples/custom_module/potato_demo.py +++ b/lit_nlp/examples/custom_module/potato_demo.py @@ -36,7 +36,7 @@ _MODEL = flags.DEFINE_string( "model", "https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz", - "Path to model, as in glue_demo.py") + "Path to model, as in examples/glue/demo.py") # Use our custom frontend build from this directory. FLAGS.set_default( diff --git a/website/src/tutorials.md b/website/src/tutorials.md index a2e95743..6e3a4c0e 100644 --- a/website/src/tutorials.md +++ b/website/src/tutorials.md @@ -40,9 +40,6 @@ c-copy: "Learn about examining model behavior through user-curated concepts." %} {% include partials/tutorial-link-element c-title: "Exploring a Sentiment Classifier", link: "/tutorials/sentiment", c-copy: "Learn about how we used LIT to analyze a sentiment classifier." %} -{% include partials/tutorial-link-element c-title: "Debugging a Text Generator", link: "/tutorials/generation", -c-copy: "Learn about how we used LIT to debug summarization by a text generation model." %} - {% include partials/spacer height:50 %} From cee3b58baea2de27633109e6dd5b3e4211fa46ea Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Tue, 25 Jun 2024 15:16:58 -0700 Subject: [PATCH 45/50] Fix typo in example command. PiperOrigin-RevId: 646624034 --- lit_nlp/examples/prompt_debugging/server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lit_nlp/examples/prompt_debugging/server.py b/lit_nlp/examples/prompt_debugging/server.py index f360a0b4..55ef7420 100644 --- a/lit_nlp/examples/prompt_debugging/server.py +++ b/lit_nlp/examples/prompt_debugging/server.py @@ -8,7 +8,7 @@ To run with the default configuration (Gemma on TensorFlow via Keras): python3 -m lit_nlp.examples.prompt_debugging.server -- \ - --models=gemma:gemma_1.1_instruct_2b_en, \ + --models=gemma:gemma_1.1_instruct_2b_en \ --alsologtostderr MODELS: From 48b029c3a1a3f25d4d2611a9b0e94355d41078ef Mon Sep 17 00:00:00 2001 From: Cibi Arjun Date: Tue, 25 Jun 2024 16:35:04 -0700 Subject: [PATCH 46/50] Update colab examples to include installation of the lit-nlp package. PiperOrigin-RevId: 646648117 --- .../notebooks/LIT_components_example.ipynb | 988 +++++++++--------- .../notebooks/LIT_sentiment_classifier.ipynb | 362 ++++--- 2 files changed, 705 insertions(+), 645 deletions(-) diff --git a/lit_nlp/examples/notebooks/LIT_components_example.ipynb b/lit_nlp/examples/notebooks/LIT_components_example.ipynb index 3a73924f..6817ac54 100644 --- a/lit_nlp/examples/notebooks/LIT_components_example.ipynb +++ b/lit_nlp/examples/notebooks/LIT_components_example.ipynb @@ -1,482 +1,512 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "h2c6PyqQaNiA" - }, - "source": [ - "# LIT Standalone Components\n", - "\n", - "This notebook shows use of the [Learning Interpretability Tool](https://pair-code.github.io/lit) components on a binary classifier for labelling statement sentiment (0 for negative, 1 for positive).\n", - "\n", - "All LIT backend components (models, datasets, metrics, generators, etc.) are standalone Python classes, and can easily be used from Colab or another Python context without starting a server. This can be handy for development, of if you want to re-use components in an offline workflow.\n", - "\n", - "Copyright 2021 Google LLC.\n", - "SPDX-License-Identifier: Apache-2.0" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import attr\n", - "import pandas as pd\n", - "\n", - "from lit_nlp import notebook\n", - "from lit_nlp.examples.glue import data\n", - "from lit_nlp.examples.glue import models\n", - "\n", - "# Hide INFO and lower logs. Comment this out for debugging.\n", - "from absl import logging\n", - "logging.set_verbosity(logging.WARNING)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "x38BqRdJFlyW" - }, - "source": [ - "## Load data\n", - "\n", - "LIT's `Dataset` classes are just lists of records, plus spec information to describe each field." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "AWhbAZg57RpB", - "outputId": "f34dc6b4-9fe4-4d00-f987-a7660b96cd15" - }, - "outputs": [], - "source": [ - "sst_data = data.SST2Data('validation')\n", - "sst_data.spec()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9GSfs1waBdLd", - "outputId": "fcbb376d-dab5-4bae-b4f0-191643683c4a", - "scrolled": false - }, - "outputs": [], - "source": [ - "sst_data.examples[:10]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7_hlS2eAFtxu" - }, - "source": [ - "You can easily convert this to tabular form, too:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 414 - }, - "id": "fW6GyeJ8FrkB", - "outputId": "2f397e2b-9eb6-417d-9c90-738c3bfb7c05" - }, - "outputs": [], - "source": [ - "pd.DataFrame(sst_data.examples)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "YZeDs3bOFygS" - }, - "source": [ - "## Load a model and run inference\n", - "\n", - "LIT's `Model` class defines a `predict()` function to perform inference. The `input_spec()` describes the expected inputs (it should be a subset of the dataset fields), and `output_spec()` describes the output." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "30l9ZyTjxJjf", - "outputId": "cda76ba1-a403-4f5a-e753-18dddef50107" - }, - "outputs": [], - "source": [ - "# Fetch the trained model weights and load the model to analyze\n", - "!wget https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz\n", - "!mkdir sst2_tiny\n", - "!tar -xvf sst2_tiny.tar.gz -C sst2_tiny\n", - "\n", - "sentiment_model = models.SST2Model('./sst2_tiny')\n", - "sentiment_model.input_spec(), sentiment_model.output_spec()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "KKcqVijmGPLH" - }, - "source": [ - "There's a lot of fields in the output spec, since this model returns embeddings, gradients, attention, and more. We can view it using Pandas to avoid too much clutter:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 872 - }, - "id": "-KdWHCUHGP4o", - "outputId": "2a16ae42-51a1-4285-ddae-21bb2b704fa9" - }, - "outputs": [], - "source": [ - "preds = list(sentiment_model.predict(sst_data.examples[:10]))\n", - "pd.DataFrame(preds)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kf_cufk9GXRp" - }, - "source": [ - "If we just want the predicted probabilites for each class, we can look at the `probas` field:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 355 - }, - "id": "ZppG2HSrGXyc", - "outputId": "560714fb-f43c-434e-b226-792e9d04b2de" - }, - "outputs": [], - "source": [ - "labels = sentiment_model.output_spec()['probas'].vocab\n", - "pd.DataFrame([p['probas'] for p in preds], columns=pd.Index(labels, name='label'))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "555KTfI8GcHN" - }, - "source": [ - "## Salience methods\n", - "\n", - "We can use different interpretability components as well. Here's an example running LIME to get a salience map. The output has entries for each input field, though here that's just one field named \"sentence\":" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "3iW42OVpGcme", - "outputId": "4dd41374-18d0-4f0e-c813-d91a1667aad2" - }, - "outputs": [], - "source": [ - "from lit_nlp.components import lime_explainer\n", - "lime = lime_explainer.LIME()\n", - "\n", - "lime_results = lime.run(sst_data.examples[:1], sentiment_model, sst_data)[0]\n", - "lime_results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 324 - }, - "id": "ludO8l76Geyv", - "outputId": "900408e3-c6c9-4f3b-d49a-4107b38ea827" - }, - "outputs": [], - "source": [ - "# Again, pretty-print output with Pandas. The SalienceMap object is just a dataclass defined using attr.s.\n", - "pd.DataFrame(attr.asdict(lime_results['sentence']))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "RosugrhIGifH", - "outputId": "562df56b-5b07-407e-a314-5e0b23c1e006" - }, - "outputs": [], - "source": [ - "from lit_nlp.components import gradient_maps\n", - "ig = gradient_maps.IntegratedGradients()\n", - "\n", - "ig_results = ig.run(sst_data.examples[:1], sentiment_model, sst_data)[0]\n", - "ig_results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 355 - }, - "id": "v1ekBujJGk_I", - "outputId": "20fb48a1-8251-4086-922a-c9a4a587515f" - }, - "outputs": [], - "source": [ - "# Again, pretty-print output with Pandas. The SalienceMap object is just a dataclass defined using attr.s.\n", - "pd.DataFrame(attr.asdict(ig_results['token_grad_sentence']))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kRe6I5y1GlQv" - }, - "source": [ - "## Metrics\n", - "\n", - "We can also compute metrics. The metrics components (via the `SimpleMetrics` API) will automatically detect compatible fields marked by the `parent` attribute - in this case, our model's `probas` field that should be scored against `label` in the input." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Av16xG_8Gn4y", - "outputId": "37fa6860-e8a9-424b-dfb1-6920dee92de5", - "scrolled": false - }, - "outputs": [], - "source": [ - "from lit_nlp.components import metrics\n", - "classification_metrics = metrics.MulticlassMetrics()\n", - "classification_metrics.run(sst_data.examples[:100], sentiment_model, sst_data)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "8dKD5QKRGuOG" - }, - "source": [ - "## Generators\n", - "\n", - "We can use counterfactual generators as well. Here's an example with a generator that simply scrambles words in a text segment." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dHAv4C03GuvU", - "outputId": "58f05e89-9c1b-4982-8535-989eae92e58e" - }, - "outputs": [], - "source": [ - "from lit_nlp.components import scrambler\n", - "sc = scrambler.Scrambler()\n", - "\n", - "sc_in = sst_data.examples[:5]\n", - "sc_out = sc.generate_all(sc_in, model=None, dataset=sst_data,\n", - " config={'Fields to scramble': ['sentence']})\n", - "# The output is a list-of-lists, generated from each original example.\n", - "sc_out" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "h2c6PyqQaNiA" + }, + "source": [ + "# LIT Standalone Components\n", + "\n", + "This notebook shows use of the [Learning Interpretability Tool](https://pair-code.github.io/lit) components on a binary classifier for labelling statement sentiment (0 for negative, 1 for positive).\n", + "\n", + "All LIT backend components (models, datasets, metrics, generators, etc.) are standalone Python classes, and can easily be used from Colab or another Python context without starting a server. This can be handy for development, of if you want to re-use components in an offline workflow.\n", + "\n", + "Copyright 2021 Google LLC.\n", + "SPDX-License-Identifier: Apache-2.0" + ] + }, + { + "metadata": { + "id": "mxeB9Hmtq8QP" + }, + "cell_type": "code", + "source": [ + "# The pip installation will install all necessary prerequisite packages for use of the core LIT package.\n", + "!pip install lit-nlp" + ], + "outputs": [], + "execution_count": null + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "wADoVZ1Nq8QP" + }, + "outputs": [], + "source": [ + "import attr\n", + "import pandas as pd\n", + "\n", + "from lit_nlp import notebook\n", + "from lit_nlp.examples.glue import data\n", + "from lit_nlp.examples.glue import models\n", + "\n", + "# Hide INFO and lower logs. Comment this out for debugging.\n", + "from absl import logging\n", + "logging.set_verbosity(logging.WARNING)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "x38BqRdJFlyW" + }, + "source": [ + "## Load data\n", + "\n", + "LIT's `Dataset` classes are just lists of records, plus spec information to describe each field." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "AWhbAZg57RpB", + "outputId": "f34dc6b4-9fe4-4d00-f987-a7660b96cd15" + }, + "outputs": [], + "source": [ + "sst_data = data.SST2Data('validation')\n", + "sst_data.spec()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9GSfs1waBdLd", + "outputId": "fcbb376d-dab5-4bae-b4f0-191643683c4a", + "scrolled": false + }, + "outputs": [], + "source": [ + "sst_data.examples[:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7_hlS2eAFtxu" + }, + "source": [ + "You can easily convert this to tabular form, too:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 414 + }, + "id": "fW6GyeJ8FrkB", + "outputId": "2f397e2b-9eb6-417d-9c90-738c3bfb7c05" + }, + "outputs": [], + "source": [ + "pd.DataFrame(sst_data.examples)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YZeDs3bOFygS" + }, + "source": [ + "## Load a model and run inference\n", + "\n", + "LIT's `Model` class defines a `predict()` function to perform inference. The `input_spec()` describes the expected inputs (it should be a subset of the dataset fields), and `output_spec()` describes the output." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "30l9ZyTjxJjf", + "outputId": "cda76ba1-a403-4f5a-e753-18dddef50107" + }, + "outputs": [], + "source": [ + "# Fetch the trained model weights and load the model to analyze\n", + "!wget https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz\n", + "!mkdir sst2_tiny\n", + "!tar -xvf sst2_tiny.tar.gz -C sst2_tiny\n", + "\n", + "sentiment_model = models.SST2Model('./sst2_tiny')\n", + "sentiment_model.input_spec(), sentiment_model.output_spec()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KKcqVijmGPLH" + }, + "source": [ + "There's a lot of fields in the output spec, since this model returns embeddings, gradients, attention, and more. We can view it using Pandas to avoid too much clutter:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 872 + }, + "id": "-KdWHCUHGP4o", + "outputId": "2a16ae42-51a1-4285-ddae-21bb2b704fa9" + }, + "outputs": [], + "source": [ + "preds = list(sentiment_model.predict(sst_data.examples[:10]))\n", + "pd.DataFrame(preds)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kf_cufk9GXRp" + }, + "source": [ + "If we just want the predicted probabilites for each class, we can look at the `probas` field:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 355 + }, + "id": "ZppG2HSrGXyc", + "outputId": "560714fb-f43c-434e-b226-792e9d04b2de" + }, + "outputs": [], + "source": [ + "labels = sentiment_model.output_spec()['probas'].vocab\n", + "pd.DataFrame([p['probas'] for p in preds], columns=pd.Index(labels, name='label'))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "555KTfI8GcHN" + }, + "source": [ + "## Salience methods\n", + "\n", + "We can use different interpretability components as well. Here's an example running LIME to get a salience map. The output has entries for each input field, though here that's just one field named \"sentence\":" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3iW42OVpGcme", + "outputId": "4dd41374-18d0-4f0e-c813-d91a1667aad2" + }, + "outputs": [], + "source": [ + "from lit_nlp.components import lime_explainer\n", + "lime = lime_explainer.LIME()\n", + "\n", + "lime_results = lime.run(sst_data.examples[:1], sentiment_model, sst_data)[0]\n", + "lime_results" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 324 + }, + "id": "ludO8l76Geyv", + "outputId": "900408e3-c6c9-4f3b-d49a-4107b38ea827" + }, + "outputs": [], + "source": [ + "# Again, pretty-print output with Pandas. The SalienceMap object is just a dataclass defined using attr.s.\n", + "pd.DataFrame(attr.asdict(lime_results['sentence']))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RosugrhIGifH", + "outputId": "562df56b-5b07-407e-a314-5e0b23c1e006" + }, + "outputs": [], + "source": [ + "from lit_nlp.components import gradient_maps\n", + "ig = gradient_maps.IntegratedGradients()\n", + "\n", + "ig_results = ig.run(sst_data.examples[:1], sentiment_model, sst_data)[0]\n", + "ig_results" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 355 + }, + "id": "v1ekBujJGk_I", + "outputId": "20fb48a1-8251-4086-922a-c9a4a587515f" + }, + "outputs": [], + "source": [ + "# Again, pretty-print output with Pandas. The SalienceMap object is just a dataclass defined using attr.s.\n", + "pd.DataFrame(attr.asdict(ig_results['token_grad_sentence']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kRe6I5y1GlQv" + }, + "source": [ + "## Metrics\n", + "\n", + "We can also compute metrics. The metrics components (via the `SimpleMetrics` API) will automatically detect compatible fields marked by the `parent` attribute - in this case, our model's `probas` field that should be scored against `label` in the input." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Av16xG_8Gn4y", + "outputId": "37fa6860-e8a9-424b-dfb1-6920dee92de5", + "scrolled": false + }, + "outputs": [], + "source": [ + "from lit_nlp.components import metrics\n", + "classification_metrics = metrics.MulticlassMetrics()\n", + "classification_metrics.run(sst_data.examples[:100], sentiment_model, sst_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8dKD5QKRGuOG" + }, + "source": [ + "## Generators\n", + "\n", + "We can use counterfactual generators as well. Here's an example with a generator that simply scrambles words in a text segment." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dHAv4C03GuvU", + "outputId": "58f05e89-9c1b-4982-8535-989eae92e58e" + }, + "outputs": [], + "source": [ + "from lit_nlp.components import scrambler\n", + "sc = scrambler.Scrambler()\n", + "\n", + "sc_in = sst_data.examples[:5]\n", + "sc_out = sc.generate_all(sc_in, model=None, dataset=sst_data,\n", + " config={'Fields to scramble': ['sentence']})\n", + "# The output is a list-of-lists, generated from each original example.\n", + "sc_out" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + }, + "id": "5jCaQkpTGuzd", + "outputId": "b89c7d7e-2379-443c-c36c-f910444aa1fc" + }, + "outputs": [], + "source": [ + "# Format as a flat table for display, including original sentences\n", + "import itertools\n", + "for ex_in, exs_out in zip(sc_in, sc_out):\n", + " for ex_out in exs_out:\n", + " ex_out['original_sentence'] = ex_in['sentence']\n", + "pd.DataFrame(itertools.chain.from_iterable(sc_out), columns=['original_sentence', 'sentence', 'label'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XGZIbOy9IuBT" + }, + "source": [ + "# Running the LIT UI\n", + "\n", + "Of course, you can always still use these components in the LIT UI, without leaving Colab." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hLCOC1hmGu4x" + }, + "outputs": [], + "source": [ + "widget = notebook.LitWidget(models={'sentiment': sentiment_model},\n", + " datasets={'sst2': sst_data}, port=8890)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "z0DKzSjtIzWd" + }, + "outputs": [], + "source": [ + "widget.render(height=600)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wNxmBPr2q8QP" + }, + "source": [ + "If you've found interesting examples using the LIT UI, you can access these in Python using `widget.ui_state`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "kSGtVXRtq8QP" + }, + "outputs": [], + "source": [ + "widget.ui_state.primary # the main selected datapoint" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "FmyzL26Vq8QP" + }, + "outputs": [], + "source": [ + "widget.ui_state.selection # the full selected set, if you have multiple points selected" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ktP0CWHgq8QP" + }, + "outputs": [], + "source": [ + "widget.ui_state.pinned # the pinned datapoint, if you use the 📌 icon or comparison mode" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ntxyncu5q8QP" + }, + "source": [ + "Note that these include some metadata; the bare example is in the `['data']` field for each record:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "AwGRITwGq8QP" + }, + "outputs": [], + "source": [ + "widget.ui_state.primary['data']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "5eUVaK2Eq8QP" + }, + "outputs": [], + "source": [ + "[ex['data'] for ex in widget.ui_state.selection]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "7bF6lmLfq8QP" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { "colab": { - "base_uri": "https://localhost:8080/", - "height": 202 - }, - "id": "5jCaQkpTGuzd", - "outputId": "b89c7d7e-2379-443c-c36c-f910444aa1fc" - }, - "outputs": [], - "source": [ - "# Format as a flat table for display, including original sentences\n", - "import itertools\n", - "for ex_in, exs_out in zip(sc_in, sc_out):\n", - " for ex_out in exs_out:\n", - " ex_out['original_sentence'] = ex_in['sentence']\n", - "pd.DataFrame(itertools.chain.from_iterable(sc_out), columns=['original_sentence', 'sentence', 'label'])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XGZIbOy9IuBT" - }, - "source": [ - "# Running the LIT UI\n", - "\n", - "Of course, you can always still use these components in the LIT UI, without leaving Colab." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "hLCOC1hmGu4x" - }, - "outputs": [], - "source": [ - "widget = notebook.LitWidget(models={'sentiment': sentiment_model}, \n", - " datasets={'sst2': sst_data}, port=8890)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "z0DKzSjtIzWd" - }, - "outputs": [], - "source": [ - "widget.render(height=600)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you've found interesting examples using the LIT UI, you can access these in Python using `widget.ui_state`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.primary # the main selected datapoint" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.selection # the full selected set, if you have multiple points selected" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.pinned # the pinned datapoint, if you use the 📌 icon or comparison mode" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that these include some metadata; the bare example is in the `['data']` field for each record:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.primary['data']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "[ex['data'] for ex in widget.ui_state.selection]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "LIT Components Example", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.15" - } - }, - "nbformat": 4, - "nbformat_minor": 1 + "collapsed_sections": [], + "name": "LIT Components Example", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 1 } diff --git a/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb b/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb index cab395fe..a3d9b811 100644 --- a/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb +++ b/lit_nlp/examples/notebooks/LIT_sentiment_classifier.ipynb @@ -1,169 +1,199 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "h2c6PyqQaNiA" - }, - "source": [ - "# Using the Learning Interpretability Tool in Notebooks\n", - "\n", - "This notebook shows use of the [Learning Interpretability Tool](https://pair-code.github.io/lit) on a binary classifier for labelling statement sentiment (0 for negative, 1 for positive).\n", - "\n", - "The LitWidget object constructor takes a dict mapping model names to model objects, and a dict mapping dataset names to dataset objects. Those will be the datasets and models displayed in LIT. Running the constructor will cause the LIT server to be started in the background, loading the models and datasets and enabling the UI to be served.\n", - "\n", - "Render the LIT UI in an output cell by calling the `render` method on the LitWidget object. The LIT UI can be rendered multiple times in separate cells if desired. The widget also contains a `stop` method to shut down the LIT server.\n", - "\n", - "Copyright 2020 Google LLC.\n", - "SPDX-License-Identifier: Apache-2.0" - ] + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "h2c6PyqQaNiA" + }, + "source": [ + "# Using the Learning Interpretability Tool in Notebooks\n", + "\n", + "This notebook shows use of the [Learning Interpretability Tool](https://pair-code.github.io/lit) on a binary classifier for labelling statement sentiment (0 for negative, 1 for positive).\n", + "\n", + "The LitWidget object constructor takes a dict mapping model names to model objects, and a dict mapping dataset names to dataset objects. Those will be the datasets and models displayed in LIT. Running the constructor will cause the LIT server to be started in the background, loading the models and datasets and enabling the UI to be served.\n", + "\n", + "Render the LIT UI in an output cell by calling the `render` method on the LitWidget object. The LIT UI can be rendered multiple times in separate cells if desired. The widget also contains a `stop` method to shut down the LIT server.\n", + "\n", + "Copyright 2020 Google LLC.\n", + "SPDX-License-Identifier: Apache-2.0" + ] + }, + { + "metadata": { + "id": "k5QzhJlsq9_U" + }, + "cell_type": "code", + "source": [ + "# The pip installation will install all necessary prerequisite packages for use of the core LIT package.\n", + "!pip install lit-nlp" + ], + "outputs": [], + "execution_count": null + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tthVhLoIq9_U" + }, + "outputs": [], + "source": [ + "from lit_nlp import notebook\n", + "from lit_nlp.examples.glue import data\n", + "from lit_nlp.examples.glue import models\n", + "\n", + "# Hide INFO and lower logs. Comment this out for debugging.\n", + "from absl import logging\n", + "logging.set_verbosity(logging.WARNING)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "30l9ZyTjxJjf" + }, + "outputs": [], + "source": [ + "# Fetch the trained model weights\n", + "!wget https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz\n", + "!tar -xvf sst2_tiny.tar.gz" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "AWhbAZg57RpB" + }, + "outputs": [], + "source": [ + "# Create the LIT widget with the model and dataset to analyze.\n", + "datasets = {'sst_dev': data.SST2Data('validation')}\n", + "models = {'sst_tiny': models.SST2Model('./')}\n", + "\n", + "widget = notebook.LitWidget(models, datasets, port=8890)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9GSfs1waBdLd" + }, + "outputs": [], + "source": [ + "# Render the widget\n", + "widget.render(height=600)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dwYz8o1dq9_U" + }, + "source": [ + "If you've found interesting examples using the LIT UI, you can access these in Python using `widget.ui_state`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "HRtO27puq9_U" + }, + "outputs": [], + "source": [ + "widget.ui_state.primary # the main selected datapoint" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "J-XT048tq9_U" + }, + "outputs": [], + "source": [ + "widget.ui_state.selection # the full selected set, if you have multiple points selected" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6gxrwk-Bq9_U" + }, + "outputs": [], + "source": [ + "widget.ui_state.pinned # the pinned datapoint, if you use the 📌 icon or comparison mode" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RndbhKC9q9_U" + }, + "source": [ + "Note that these include some metadata; the bare example is in the `['data']` field for each record:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "jbEVvUK6q9_U" + }, + "outputs": [], + "source": [ + "widget.ui_state.primary['data']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Pt3djyXPq9_U" + }, + "outputs": [], + "source": [ + "[ex['data'] for ex in widget.ui_state.selection]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "u03ZgGlAq9_U" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "LIT in Notebooks", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from lit_nlp import notebook\n", - "from lit_nlp.examples.glue import data\n", - "from lit_nlp.examples.glue import models\n", - "\n", - "# Hide INFO and lower logs. Comment this out for debugging.\n", - "from absl import logging\n", - "logging.set_verbosity(logging.WARNING)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "30l9ZyTjxJjf" - }, - "outputs": [], - "source": [ - "# Fetch the trained model weights\n", - "!wget https://storage.googleapis.com/what-if-tool-resources/lit-models/sst2_tiny.tar.gz\n", - "!tar -xvf sst2_tiny.tar.gz" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "AWhbAZg57RpB" - }, - "outputs": [], - "source": [ - "# Create the LIT widget with the model and dataset to analyze.\n", - "datasets = {'sst_dev': data.SST2Data('validation')}\n", - "models = {'sst_tiny': models.SST2Model('./')}\n", - "\n", - "widget = notebook.LitWidget(models, datasets, port=8890)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "9GSfs1waBdLd" - }, - "outputs": [], - "source": [ - "# Render the widget\n", - "widget.render(height=600)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you've found interesting examples using the LIT UI, you can access these in Python using `widget.ui_state`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.primary # the main selected datapoint" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.selection # the full selected set, if you have multiple points selected" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.pinned # the pinned datapoint, if you use the 📌 icon or comparison mode" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that these include some metadata; the bare example is in the `['data']` field for each record:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "widget.ui_state.primary['data']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "[ex['data'] for ex in widget.ui_state.selection]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "LIT in Notebooks", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.15" - } - }, - "nbformat": 4, - "nbformat_minor": 1 + "nbformat": 4, + "nbformat_minor": 1 } From 2e9d26738d9344cde0eebd66d49dfc14cd800e74 Mon Sep 17 00:00:00 2001 From: Bin Du Date: Tue, 25 Jun 2024 16:41:03 -0700 Subject: [PATCH 47/50] More LIT documentation updates. PiperOrigin-RevId: 646649859 --- website/sphinx_src/api.md | 7 +-- website/sphinx_src/components.md | 18 ++++---- website/sphinx_src/docker.md | 10 ++--- website/sphinx_src/images/lit-s2s-journey.png | Bin 147695 -> 0 bytes website/sphinx_src/ui_guide.md | 32 ++++---------- website/src/demos.md | 40 ------------------ website/src/index.md | 4 +- website/src/tutorials/sentiment.md | 2 +- website/src/tutorials/sequence-salience.md | 6 +-- website/src/tutorials/tab-feat-attr.md | 2 +- website/src/tutorials/text-salience.md | 2 +- 11 files changed, 32 insertions(+), 91 deletions(-) delete mode 100644 website/sphinx_src/images/lit-s2s-journey.png diff --git a/website/sphinx_src/api.md b/website/sphinx_src/api.md index f89fed37..97ea5b64 100644 --- a/website/sphinx_src/api.md +++ b/website/sphinx_src/api.md @@ -808,9 +808,10 @@ _See the [examples](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples) The full set of `LitType`s is defined in [types.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/types.py). Numeric types such as `Integer` and `Scalar` have predefined ranges that can be overridden -using corresponding `min_val` and `max_val` attributes as seen -[here](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/data.py;l=19-22;rcl=639554825). -The different types available in LIT are summarized in the table below. +using corresponding `min_val` and `max_val` attributes as seen in +[penguin data](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/data.py) +`INPUT_SPEC`. The different types available in LIT are summarized in the table +below. Note: Bracket syntax, such as `[num_tokens]`, refers to the shapes of NumPy arrays where each element inside the brackets is an integer. diff --git a/website/sphinx_src/components.md b/website/sphinx_src/components.md index 9b9189d1..90b99dbd 100644 --- a/website/sphinx_src/components.md +++ b/website/sphinx_src/components.md @@ -256,7 +256,7 @@ regression (`RegressionScore`) and generation (`GeneratedText` or ### Gradient Norm This is a simple method, in which salience scores are proportional to the L2 -norm of the gradient, i.e. the score for token $$i$$ is: +norm of the gradient, i.e. the score for token $i$ is: $$S(i) \propto ||\nabla_{x_i} \hat{y}||_2$$ @@ -268,25 +268,25 @@ To enable this method, your model should, as part of the * Return a `TokenGradients` field with the `align` attribute pointing to the name of the `Tokens` field (i.e. `align="tokens"`). Values should be arrays of shape `[num_tokens, emb_dim]` representing the gradient - $$\nabla_{x} \hat{y}$$ of the embeddings with respect to the prediction - $$\hat{y}$$. + $\nabla_{x} \hat{y}$ of the embeddings with respect to the prediction + $\hat{y}$. Because LIT is framework-agnostic, the model code is responsible for performing the gradient computation and returning the result as a NumPy array. The choice -of $$\hat{y}$$ is up to the developer; typically for regression/scoring this is +of $\hat{y}$ is up to the developer; typically for regression/scoring this is the raw score and for classification this is the score of the predicted (argmax) class. ### Gradient-dot-Input In this method, salience scores are proportional to the dot product of the input -embeddings and their gradients, i.e. for token $$i$$ we compute: +embeddings and their gradients, i.e. for token $i$ we compute: $$S(i) \propto x_i \cdot \nabla_{x_i} \hat{y}$$ Compared to grad-norm, this gives directional scores: a positive score is can be interpreted as that token having a positive influence on the prediction -$$\hat{y}$$, while a negative score suggests that the prediction would be +$\hat{y}$, while a negative score suggests that the prediction would be stronger if that token was removed. To enable this method, your model should, as part of the @@ -295,13 +295,13 @@ To enable this method, your model should, as part of the * Return a `Tokens` field with values (as `list[str]`) containing the tokenized input. * Return a `TokenEmbeddings` field with values as arrays of shape - `[num_tokens, emb_dim]` containing the input embeddings $$x$$. + `[num_tokens, emb_dim]` containing the input embeddings $x$. * Return a `TokenGradients` field with the `align` attribute pointing to the name of the `Tokens` field (i.e. `align="tokens"`), and the `grad_for` attribute pointing to the name of the `TokenEmbeddings` field. Values should be arrays of shape `[num_tokens, emb_dim]` representing the gradient - $$\nabla_{x} \hat{y}$$ of the embeddings with respect to the prediction - $$\hat{y}$$. + $\nabla_{x} \hat{y}$ of the embeddings with respect to the prediction + $\hat{y}$. As with grad-norm, the model should return embeddings and gradients as NumPy arrays. The LIT `GradientDotInput` component will compute the dot products and diff --git a/website/sphinx_src/docker.md b/website/sphinx_src/docker.md index b58279c6..ebf7eb7c 100644 --- a/website/sphinx_src/docker.md +++ b/website/sphinx_src/docker.md @@ -13,10 +13,8 @@ LIT can be run as a containerized app using [Docker](https://www.docker.com/) or your preferred engine. This is how we run our [hosted demos](https://pair-code.github.io/lit/demos/). -We provide a basic -[`Dockerfile`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/Dockerfile) that you can -use to build and run any of the demos in the `lit_nlp/examples` directory. The -`Dockerfile` installs all necessary dependencies for LIT and builds the +We provide a basic Dockerfile https://github.com/PAIR-code/lit/blob/main/Dockerfile that you can use to build and run any of the demos in the `lit_nlp/examples` directory. +The `Dockerfile` installs all necessary dependencies for LIT and builds the front-end code from source. Then it runs [gunicorn](https://gunicorn.org/) as the HTTP server, invoking the `get_wsgi_app()` method from our demo file to get the WSGI app to serve. The options provided to gunicorn for our use-case can be @@ -26,7 +24,7 @@ You can find a reference implementation in [`glue/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py). Use the following shell -[.github/workflows/ci.ymlcommands](https://github.com/PAIR-code/lit/blob/main/lit_nlp/.github/workflows/ci.ymlcommands) to build the +https://github.com/PAIR-code/lit/blob/main/.github/workflows/ci.yml commands to build the default Docker image for LIT from the provided `Dockerfile`, and then run a container from that image. Comments are provided in-line to help explain what each step does. @@ -72,7 +70,7 @@ docker run -d -p 2345:2345 -e DEMO_NAME=tydi -e DEMO_PORT=2345 lit-nlp Many LIT users create their own custom LIT server script to demo or serve, which involves creating an executable Python module with a `main()` method, as -described in the [Python API docs](https://pair-code.github.io/lit/documentation/api.md#adding-models-and-data). +described in the [Python API docs](api.md#adding-models-and-data). These custom server scripts can be easily integrated with LIT's default image as long as your server meets two requirements: diff --git a/website/sphinx_src/images/lit-s2s-journey.png b/website/sphinx_src/images/lit-s2s-journey.png deleted file mode 100644 index 7e0728c6f61ba1f22cb426494b56d41a7d03bb22..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 147695 zcmYJaWn9$J_B}j9Gju8`EiH`*NH<7#gTM?hfOI>wG)NCfcgFw{5+Yqg>(J65Esgl# zz5n}rKIh$eF?06$p0m%|Yp)fp^+t&RL=6G}00b(^@;U$j@DKn%dxC@YIMbkyMFjvb z0952<^n5LTeZmfWtA8;#S$y?Yv?KeF&d8qxqc}__)dI8QfutXeJ)g-+=HV8b%LbiX zo>;plR7XJuqZp67p4<7j1sg^oT!H|NF@k@*&d4U!C|Ee>U^~|ItbQ;Uui=e?vN5 zt0&Am-8nU{^#A61ywOoUt3j$Lx3B$-3H2v`fRkSgA4w@2#v#$mY(r zvX^m)dL4JVnajtXT|%YQ1XH+pi8yI=P!ofwlD!6d^2o=)VHM_HM2jn;$5o=$u1-`0 zF&c?A@6627#+VF`Van36U_V^8E+G>Nquk4JMJtXoA2Iu$cR5jiWNhJ*K)$oH-|0NA zh&?}OweXVW6v>h$c600tigN%39+<9v)YX*qx`%nQkS2?HY%41%MIGJ6zUX4_@9%e? zH+E1_Q0ULh!OWz~zy7)pZEWe%mm%WYbOqQr_{cMn7&#;gocX1wZmmV=7Plj$LDu?y3WmlCEYoD)I9p{3r_FEGGr+uFdW3U0M>Y`GwZu z`E5c9t$AlBeOM(gj~*k-3sDvd1;0is)wWGm92Bylp+*h!10gu_B#D{RYOG4pS6O2y z8VDr{RY^R;3kCgt!7-%IXv>~trztAzy$fFser2+~vpG~9-7nDAseHBkLE>Wod>8U= zCML8|X+wT^r|ybenFe!!4lLI;^G2LUu?PEEpq4?Mg=A^|VNab>ON-}7)d5X$ZL@B3 z)?S*z*?y!V1bq0h^pY1d`o5Dk%glm3wp349;qf!WjSBOH(y6JcJKMgf892yDQd@@uwKTbTlEmgpaGg+W z@P1>1fP>v>Ax)x zkq(3PxrT#Ih#2jTiUm00OjxEbz3*uJK)xVnAM%s@PmKBF!(Z{^qg$D2lb5uVg+JS6 zXX^_(9sEj1r4wQb2rW?Qvw}SJ`)>qX-HpGRK-x70;I^iQMiv&Pbq7{QFroAQU-1Lb zZ5Qbmai$D$ZJ#w-n!PKq66}plGM@`p#*|dE`^jMNJe7X?MnVuwrR=%9gjYk?8!c&N zj{MTnCWq=^a{OaeZ#lymYiFWAm4rrq<#d3r7R1GNPe1qYJbl|CoI^qzb$uX-DS@e& z_m~|7aS+fu{UW>z_|U>aD_4qTOSAFWlzb62H$W#dgR4WMPRnw`h_DpD{7ZY6w#*_{ zkGV-ES8S;PI}Gi+x%M-$g{lLwO$dK9m$4kgc~pwhVZ=rp`wRw8e;BkFR5&&=r)j zcgILpr{V@40C{8c8DypDfnF)9u{OO1WBxjR1!K7{CBP0NxAzhfkKs2a{tKTLA*KUb zl9be0#Q5%2UOL!={i?Z98F?}=T?QSbw_049t?fD-xa1Y4+IXKQRiWMt)pP7|*(+rO zu8k|j^@KpOaQ5Yy2b9jzY=gg%b~aR05P_SX7~yipfPSBXS21R+=byhMe%AWzzbTnn z<}pQcz*@4zrkyapUy13?-US!dQehaUJ=v-<7Ng@3acrC;e?}5_7`;M< zR19N7g6idxGR+Lw&)G66>)Afg+;AYfZ_%{CY;D$rDHQoed2tuiBYH zv9m+?1PTz+%B)Vu31EMk5b*tP(X7PTrTd_NAAjIErUbYQfC3ODk6hS# z^-^ku)646+mHBwF18_XP%KsIi?0F=4&D6v-n|G#n_#Pr7)Xk zx?HhE6((OeG|?4oiReFUGkrbn*r;P$b~+S6>+okDXn2~$+wYZy6*wVGGWEeV*xf_U zaUD<}_TzM~r8}2xn@o^oZe|!VqkRpJu03QA6>C#?Y84huIS*g{@Hk$yI0K?Ym zrTsDF8#6bwzR+PiIL#-VYwMN4>MsoiazW$x7=%L5Bg4!*=9*9IM$ID9crXHk{-5HR zA1xP=n=!rebo0DhT$bA!oHGaJAbq3pdmQofuLFNbDMS>{g=ZuVchTpdd~l+~b7KRH z!3p$~v2T6@ZM5&R9v{{oz`qoN26lz)BhhGjfnd!F_EcjsRV91`@OADNZ&OqJw^``< zFTYeOm6`o-q39e6GUc({-%84W_=ux6H}w*4XX} zeqwMeeeGYNE!490E)x=?*`pv z4_c@0TJ}$Yte7G6nxbH`HAPH*rtV>dmY>g47jn$anM||Ah4)Rld>LssKZC3QKJ{ps zxBbi{H5qR##2yYhb7-3Z`6?;ragpP$)j;7b1)V9P>nQ(&oYmzt73hKc)pi$B!r1cR z@+95VTgF_i%o*ZnsD@2(@nNZslVd0|=jt$IKA0dE%~s<-XGVl3$~X%Q&MZlP8o$lb z$4)loNhXQG2XT)ughHq8p=IxM`d+b|KhIz_(-@n3O;lA!Y60_Yhk3z7SYzXfU$5^miz(h&s?+B zfKS95&e*deJJrD#Zl>d2g_pxzQ7hmdIC?qQMSg`l&egSL6`Br)8HncQ!O8;)3QA>b znUKw`Hf{{5$BV}G--|{|jnENN!W71ZSHM^nFx;4!ilyj-+eR`rVH zVOc3Rw2_+YWQ85)9&)HS3;-B>u%9yV?Upn491-@!#N}^q5PNrwm9>mV<`{n-*^&V< zCIllJGezx_$ji8_?2Bm$1@UmNEAJDg!2m~vWc3>Mi4SOkw!O+@IzK`47=>pZa&Yn2 zB@#_%t5HST0RbJ=M$IO{?`Fo&_7Cbt5f!>yat?VM*uVb1;dsGCb9C_Fp&4=re@vCS z7*On`+rPZD&Z$iAeW~}9;mj+`MKFbnhKFA3z&EpkC_(h53alUkEk`l}DmT^`v*xRE z(4-IWosg^0%Y8e|D(-3cPjq8)#GmbL`?+}ngs5m+A)hc1Iq60}n5V3G){_r#p%0?6I(X9AL5{eJ8Mm33+L_e404MaBl3@TgC>e~5a{OKtbvw*9EGo|nbaDCv%_E(>oI z|Gk5(CN!WOS~)2_b*$u&%WND6z0%Vr z%DmaHse!{O)eNWKn6x#zsopH2l+jSA%(osMc|sxxkFoFlo7ze>0QM@uQ-=)v#t^-u^wgk1XVe0narntoT?E`D73c0i*_{Yl#umb8?L7KI1jf5?~0E%E0**dHE(n)1Ti%im4(@ z+R;vPb!mwu9y%f95(ah|o3@L%xqZI<;V%_5zKt|)VCf`<%uESH6Jd%Nx62U^wU0x> zB8fhKLrA(16Qnj?etNf}gNe(tg<7fE4j${S{`6I#@8;V^(16uK1Ep$Ki?>%*8bGEL zj9)Zg;OeAgbeBvfXT=I`5HWi9?BSD!{X5Cn_4>fg&dK3!COj51$vi#GJzO8P;^44f z&rEnl0}s>${LbFiLCXB||6Dbtqd|a&&+`Ix2w&|oh;1gxZCd`lHB|j()c7{~SLgXe z<0x;((CCZq9D`_ogiME&ZF9K=QzOR@F*Cfuhw#~t@Nv4(HX1>8^Z|)4jmm69NN04I zss2JGhv^sULP1yCbhh^IItx}0;C|kPjMtN5vR$HZZu?Vtz~VNY2QCiVqVIa}^@c5= z#2^;<6DPDb%u|BW-x<0W=ZLU2$D0S;_uEor#pf%8cZuT#p`VvJSe>V>`!rw0NZp^l zaKETKO1`DKi%r!?)l!Pxth=i-^ZhEm)mN6sQetNZk<^SH8@D{*;F~8`#sla1{)~1% z{&F>9`Ed3`Y(1Pz$3nOL*nx~1ie$rahMH#+hucwn&5YIOm79rwq6a9Pa5F-0Kz<0Q z@@QKV5OP545A9P3_NjdTBh92l-(GoqczXsb2_a}`?o@q{4nl8Z%#tjSXUn*1$y4{U zRl3I7j?^+q(WTemiOm>5*O)BaZ}u?G*3a{3+ZPgJGz{W~hZ}iN8vZVIrSsuD(+(Cf z4Z0^FAUNCY&P&Z(axbek>Q<@b8rjStOH7~9d@WNtuYPKBiPNq0aG9kMk}7j|v0!Of zlR1S#-L?RP0`*##++*P#mVR3l#vR@@>YrZe3!kgK_@cKx@##(kwCueIJu4szQm(tX z>i+vl1eEX!9K~$HUsFq=(dt75Za9CQ=4hMj3sjKl5a%9sG8Muc#ab;R5`OIfYXAL= z&nL9!x42{>+ykQB1^2z-1t_gi&CP|P&j`XV5tTnbYy5;Pmb19N1sa3MgSk*NUx( z#m#yxFE3BeuQ0}s^GvTyF)Bnv=$PoSv$FQK9|_WiGZ_lQ`R_Q;`pqp zOEB9663bWa*JES8w~yy_xR_=;LyqQ_tjG9v+fr180g(KHm@>(3OHs~@<7HMZM@R;4 zZHFHd&KgaLjj;&+d93ecHY*!cd+7a!t~%`l=v9bBpkdoLflf z03OotJ%jWhQl*wyi@!G5&nx#m#YpRAx@)q25#|y8u;*FxcJcO4pd{w4E`uGCP4Xb( zi3KrYgD7wfJ?QBDoW9|3nxRF-`@X>7wGeDoQ`2m$DiX$(*;$sI+<;oF`io~#^#0`% z57!&FR13xbf)r0_IdGgqqDoA7;wavWj7d&0Fdix8e{YA@fXL%M-kV{TeEhn}6-u(C zXiW$J$e>%^As(p+y)o0L*L-d)vWuW^Zk9s(`_r<`g-Ad@ zh5*`;cQr>WMbi2)Gu1m64$FH34XGDOHSEE@|7zDfa%Efu4Gm36W1|j-9Dq6m+}m(a z+cDx)_l0f2BA~`B@U%bZbrblUIZ;A~-fuIxRr|{J*99meo}_u|MJQ`eUgB@D1Bkx5x!z#&_DasupWE1TeVl+{dMDY}sa zhjNAHcdP*r!}_H#wMJ&j=9PKY_(SuL*(pU^y2Elx$UWT%Zt5=@>r{H~8vXnDRV5Lb z=uBtPPn37ucmu~aj_OOUj`ngYx-%X@v~=aaSXO;E2#gWnHdAa-lYK-| z)xnod6R*@bIXQJo${c6NfxVh>#%bExzufJuQ3V*&rC8Z)dn*ILivV$Wl#DZ1D>3dKQYvnt#i!T)oa(^m%+2{d!0@PPlLTq1`^hNqG)U*t@ zo4+BXzi4P2?k}?Cw<8!dOZ6!r1<3`{jhd&~<#un8)Q3}NwFY-|&-?>2n#zqR8tKZ? z54soTIy}YW9X^0C^gc3caVPsmdgcVZC(;ByV#+Wyjt~*H(>_9Rbq?#`4hG|g%hvAU z)4^w}Q97`bhr8n!;3aZxDtyHItB%#-9}amnbBXiS#wnDJ=qPg69&AlLaoh9larf)> zsBQuTkMF2XvrrH_ArIC0-Wkuh$p>a)zFMH{wE@}qI6ZiMtmcb2w=2{o#(?$!nx&#~ zB7X-Vs+_v|JYgbl>+0gXfV0(cF^KEdo+rqyw8)_enaCy+^ zrQ#-*JERE+rwLPalmBkpUYZmK{A2Z%$f=j5ySYuSMX1fa<}GHDOT-@Sdic<6SIS`^Y@VQ37RK>zfuDyJ)v!g;PWoKcUKwGJ zOBE8l8sV4_DES4|{~j3-|M}V6JRgUyJDG`I2IWxrbSPrX=kw0h-<%7+GJ*?eXk>x{ z@HFaah}aw}{G+H|eZH_9<6}C)Mrhyw5r(eN zxIwd;RQLYRfvoY2_;IJ;MOw^<8-(Voz2eue54{fNFM!Ykc7;|hJOQRBJ_F%4@lWYv zl0E(mM2Zw_kY4rv#beGJ_8A4u6q*}T2!^Ap8lj{;iZtu0HTq# z&*2Vldd^w-E&dY6pt?zCNVL9V z6<}K@tO*52HnxE2t`l6EU9^BiaI5%C9qm*~E)5e4miH;u1=6neA+hyi-x#K=8SNw0 zg;jubQ!yf2V zkD&>bV|{&GY4e0*HBoNuiIT@L5lVhO#pyLFAKC!qaypglhVL~h@t{w=3ND30$EPLW2D??ikz+c~?H zEb~sZr>>1KduFOyf7e)cZJst7xiS^vneQ4g??Eggy^pqVysdTD{gsy3K!9-1$ej&~)gS&(#f-%Emft8?Mq z+mUmWrE!N0gKL&#sIjSp0z%cV@JK&LgvXadEicYIyr( zhr^1wm`d5C2X#P0tzXX%m&5)^@d4-A7?iY$6aU=CeYxd71bnk=b?662RFhjkvDlzE z&|>|?I1|XKfw2RFi)aLfSI>=f^xOMTHO!>r?4zqeg_w$|h*4Ck4M9P^-ix{{l~-88 zPJaDpisDhb9@Y%jap^o&oLiGR&zdZb-<3g%r2Gyek}RIuJC-^aGs(4%WA;b#2{U(Le(;g_C0 z$69Rcub@zBd)G`;zI<+FY;J0pcYS6|35o}9l6=-?l_1|x1nC1q`BvfX4)Mx6KMvmW zj>~>qZFcp4b&fT2NqI*@pak5qq+4!u_GscnGw_YN#$VD(W96mnPyAIZJ(54(IPAp+ z-6zYt4o|ZDG*Zv$R2<1;(fQJzO>-;v(j5Kpv9+X86f|{DAH12@_^!`i>@H5%&PHG1 z7hjPz>88R7d02v3X8+8%5cb*mnZ)^d>75@x@pPwCMy11YJz&FbGgGO<_($`YwYzbF z;x|)yF~yd7UI$g|lOd^rF@kzQpU`zIf&NnoX`kH40zlxOnWc<<3bQAjyO6vY4H2<1AIiH)E@a9@o+=XzLe%@ zx<>Y9@f97j_(V>%ogx)~4YSpvI;B}8oNSv*ec(Er0EbV|mVU>9g~cWweuUpanzQ}^ zUXGhyWb@?QSZ%hG0)vr9HMSDGME>gRQwyjs1mfW%p=qfA}lbVkzTd)j&J{H{N5YZ#b? z4d1U8aP){pv|4lEn?!scq|#SFx%d>P0=q?-H6JMwkzTu0e#xC2kIl5uT&K*SZrqD1GFI+iUW6XGD$j0cNy&xDoS_)TFw z(wg8Z4Ixp(cy%*+{$N{v0%0-I0*wM~TgX~E4lZ~^B88m!{$Q~%t@Grdu%AiqsaCBM zSeLpWXhWoj96JTOx-3;((613-yZ1(Zh1rNfi&%2}PiP!gTxqE&Fiakd{pS|ENZx2Y zkqKXXwfqYB?&*_S?7)C%0bZ_hv}JC8+FN8X2DK5n6dHc1GZ;R`NB!N;N>lMxovDWr zpbZ|t9FNfZV5^A>J7*4Hhhc&k&&D;zzqpA0)FCc^PVSWNB!FgjsbzJS3wgx80@}5y zdUeM^#{oJzIv@GA%Im!c>3oJB%eTxH@0?zh%+jFUse6jqhW}{+21n0O_I7V3U*AC=|}ir{P8!qHXXNi=lUiK=~c?T^G78S}P7)Uo{-G zY$d|^4dJcK@)MSBP@0)%{YoU0+3L$%xfHCA9BwlganmIf3MTgvVku6Ol2D_yr!wZ( zwJB7+63}p-+^JO^SzeLJA<7wn2&-})V!qIFzNl>U(eP(K6o4x;=?V3Z9Q(pGNw`zB z=1GFy%H*%Yua{zrh*0m+lp*Q6AzRHP3RBbB&f7eP+>{cog^?9(T9z3$gUU&4GR_D+ z0Bq{%wkE>CIOgf!_=;E?p3JvJBeihY6#3LsvN^Ez$nOb@_6n8pg5I^(KilfF2}Tow z2MGV|$eXU({$@%$zV5kA5~miYbDsmJ4gGV!+%Hp8A5GpUUj6)r|z<~#21w7#)ULyag-kQy_mWDG=(n#H&9oi;(n-}P92-Gb4 zTf~q1gS2RIcD^K(+W>cdqU($|=@~u3EpF>>E${FVRWbKtYr-y8M0xz({hc$y1d! zK3)r_mR0q$?!rpco*IL9uc;|;u~O5i-8)Ma7xssjGVPm|1Q-Zm z66!+T04O7TVlc5lJ@MyC=eBkq7{Tv8`41HmQlf@zX%t|Jrd}bdCV!(5iXJIF3oc6F z*ofCS-E@Q^87YM~Qj3hDeBfu?55cJcH^0ve;)Y5=jtUL!Y#({%1=9~sCojprTX694 z%G@Dl-snmL>W|)U^7}cSn!0axBqj*I3^_F&nKN>cV4!5vs_D{Dc4CTIl*T^+e*4IO zil*#|!wgy~x!MHp={~qDcW`?}=U3jOjF1D&rOgrrytuOA2>^~oJhaIZ4O<}OsE76# zW&SfN+hXfB85=uouKe&zB_TobtL56VmtEc%)G#ICOEB@XuY^}LpzxD*R~M#;G0D7L zH@sRJoL!!Xc>4Wx1N++0e7mWKaPPF9RSsQ)$7ORDl~u!T?xF?e9Av^P7Ns6D6XU;)|mHz<-u(}VBL!1}dM zJdNgz5xUZXnF|$D^I~EqjfhTm&9Iu?Rf2rrKDZi36c)@0G?eEqT2FqZ7z2|2&@z%k z%yvxxxWXpUxT$nX%UGB@c*U)JOxN@r95DX2uuXG-_Ef4zfl6PiyD^@3lMH#L1K*jemuK>dLEN4G{D* zWjb$bwzZ6T#XLdT9`0IIufvqI=)Cf`ms5M!)5+ZVKq>GDwdBfF&Gx&%^BVJsAT8OT z>k10Tc}*6axVr{k)F;`n{B-pRYGWety+wM`CXpx5EzquN2RQRno|uPM_Uw;0W8kG#cJ zBZA8}nF)-Im&s=gqe<$OimmUV1vnPAoE{f_LQk4EnCU{#KYaBmzpmgej!2O>99yT8 zZw@=G8~Jf>F>PYf=R+w3E=`Sw3J&)KE+U4 zkw{)Ug^3)<0Dep_F|LC}1;MexHdC|i6rqj$TLWV|CN>V$7ICR7oPX{9LzvJb9(6Oj zS3!?Tp?=52#EW^GLJRW+rUM!jrUy@{a}SMlreuTOC0w84FzeIjmKrN^h2n>?jGdng zEjbPVW3|>uSx%uxfq*tpD3eki6@QH!m1Vi2y; zg`?Wd1ryF>vqUS@y|XPiqUVW4u;S*&zKkg?y|?HMw7naHqad1W>LeZoip+(rYim?fz*8SUfhol_Z|>+C!RV#{;y#Z3wD-5@I9 zv!ti2a!2W$F|NvXyj#;K0`x^w;On^CBwfX10e^^JHZ^K)Uq&61VqX~|SAO32Z`Gb0 zYcc^CGBki5M0{kZAEKIFbG)bzNE`Po{%e zPTAtC_LXd}a(Z6o4(H_Ky#`kf0DqGYMEhu z5jmFaS_NMSgaMeKII9Qq&RUt4W-m@H?O`W(H{dw+*QraokKTBt&HQ}7?D;^q z+yHh#xFWz9kr*yyf6=4brp=zf8Wev&+2mv(DwQ;~GG}snv-oz#lbLgNy&WeVqF^EG z#^TiTAG&j@1crS`f(8YJBf|^6ST=zW@_-k)_7w2+Il8G@Q+cDAL8>Oco_I~|Dt&@b zoWLhiEDy>6d$m|}C=;><%F-j++OEfDh>wplSz?{u(CIBSA3|mTIqu;m-Qq8lbW4b} zS}^xh$PTe!f`;m2@>a~WNym~oX}uP}^Ip>kk%K!)N`@gbzO1?$S6xP&SU~6#*{8Cz z(qH zI=(u#@D5LUnArHO=c9#V>Q4m(Xdz2GA&4AyC*i|DkESYX$w%>BI%k9z5Qg4q+%5Rb zNi6L%kf zI4E@agOR?>$tjY`RxuD1jK}0fewepZ+Zg0F72N+^Qg0(M|3qf?^W5t)>c!a@*?3xP zgfIO8iwzv)gu}6jdKEqf&9$`}INyH5ssD=a8D|z`{A7uir&z!YMsKBZOQXG|sJld< zSFcve!(O7=D&$>mwFM6fe`}-C)l&HF*E78wV={_$oUu?sk)dTaUVzl!OAw09Z7V;+GT4bt#Q$%gOvdFMw8YzlWM`=z!pW%>tobS z23D((nO4zrkegZk{++kZ1+1locEV>z)~Q%&#DsdSk34~(kHx7n_1&fUE8MZpMeln4 z@$oUjv56^xsVH;Cm;-3?HEZ5YPgXCyV7o0)->JOtiL(1)zYsYCK~3oMHB}l3FUyZL zFA-U9kB@6mi&~w_*XPSE6gL*WMoInNX!{Jj9=CELep)ShbqS`|OzXWq4tQ*Y6=$Gr z5F&uzY!f97+S_RXl8@>FoyYbaIoRU`-h@ijFjC0WJssB@EgTS0aK8{nhb>)EP@`+H zh%BF4kasD%uqjj&M3f)-Cg@hPt06`+vBC+6dmrVTrr0D0;6`vob;w#t+~r;F&mw$0@Nc<)fpLR0||kj z-Z@R+$Xi(p!G5F7I zxD3r9z8fnO4FR4;vWwOq-AYn1`z10mL6X&UwfGya`EZ*Gb`E9s@#te$N5=&ThXaBd zeWWa7&8npB2hr*DPDas`@;G zVyJq58W=P(A+%BwY&W_nf*g3^igM}vEt2w(oejS&7HlvGe0Wr`uG&-JDmGQshn$c? zuc(ea{&@XY99f}dWfm&(2LVO$u}q;h0Hg%GC+8*&BtqXGMZvhu;rNcFFh=;^&kF*6 zo{mmrb6N2jxmZIq{QVRH0wX~`WJg*>(wD!=0P=+5JlHRoj|%VS&#}%8L<$~XNyYt% zO$Bsq2Gmu1L1pN!+enKuOE{2>brB5KI)75`)@+s~=c^ol|>-!Luy}}a4C!R9CVd3<}sgZB{sWE%GgCChaROAkKG63f5JixFq!kky!}Gy zbR=+cNrjdAM0hs;DX!SqrbdyZNfF-I5AX?wSwSch&f^+VKb08{EIUqz0|gm3Jh0ag z-hLJdrKbGd4=C>ZE_>5hXUAVi8(x6q_B&~R$F^9JJPUoHa<-hI29X-7D>NrN3-W!W z#gD%7R`?MGV|q`BWY>v2SIrMITRV$3OQCx8V_`*#1=50oZjn27t0Rg$k&K{#3>Cr4 zf9os?DTLU{wm6!@81|GfyyBlUOxaRn6#@&UsK3Oi@T^&sbh> zkc>*h12lH9scH%$Gx-%)S&r+6L-0|U=g0Tr{N?GXl0BQTs2#M~+Ca`;Z%k@)I?dKb zUyG0eo$a4D!JP|6#Zn8;ZB-Mm#C`;SDxpb;Bu+a-sJ?x`>2*3Vg9bazRaV4ImA;Bz z8nqPfdc>>ZxXA4xK=mhc>l*Uy!2Vhz6$zMhNJ8^P4RuyLE*!_HW++Y0DvgUMIx;pf zhcX9n>}GG9$>ZVY;n5UYbAxIl5*x$FBf!4Ln6Fvf<^~9{%LpQc_(A3JW*Pk313@2Z zOLOd)df(ZeR?3)i_Rh6vXow$L>5?wONE z3^Fn=PtZ``EJ?53`qg&RmnAtaj7Vl#eHn}(3@An(@2^I$C4>LB`!`HxUTn zDXd=jrHuT}dGzuSzxc1n^OUshuh)Dw9Osb2)TEdL6~rY)w7tvnj^$){OM(9|=(7Xl z$E=%tx-&TLX5@xYT7#3CRVivFriR+I)$#8{>zi=VwvC83u}Uw~GM*k+!Yy&UDEpU` zfwpPW<=+N!rh(~lQyAk<)PNegE8myO#|@s&7dTIR)A`X*8fYYAZ`6KeXA^lQ|oMtewtZpr0G7V|nAS<(FN3X*>9jo$aF|O5TkV!So>PZi2H)l{a8Kl%&=G|zkRoAfr+X`}} zqC|^7Vx}370BD~u>A`+T2lbJY>v*U)5bQ`t&U@HYtPDnC78~oe{gM1}RuAJSeRw=c zqx@>$9Af(en$&-#+gNZ)K-%l00K!QD97IwK24~2dUt({57Zmk7!Cr(n?q&;mQP?ss6zoD9;_QU;yE9;tT zg#32- z0KDpvW2Y{!a`{S8V>+%XIDbBRxs%N|;y2~<(WiF-edrQOmvR$;q?be551z`|4qzJ1 ziy|D2^-K)gan5KtxJJ_a=1MBJ(0*Oh)s*9P@i{eR@mkgQP&oz`Q5YSAp{B+r`EX_! zdEzC`cjlzudzTcX6p8?$=|O6fPn46*IPBGVHhi@NU}ccI9ICU31^H8OMKq!r;q5ib z##ydiiBR$+&?WwG=CL85=1z23Uejcn9idf{KxgS4-|Q^=P6q#^Q6|ME z&%8LO6>CPDp3)HKE~mDM;<)SP;2+S!D*JcVu%J~Vn0-sro9e^!t*HA#&j#7-Qc!kD ze0>RgLSHAJ^-YwJuF{p11ySS88ei5=pPc~kEhhu{X5|mb++I{mv*(Z_)FkxixH2=@ zMYyKX=r~@5GQUODrPyJevi{cwR;k$)-s!$Lq0q~5GN(}H z1YaBs$LSDBa2XK6SgIl$mWCU@lTS4?fcT{4Y7Xr=p1X)Q2`{-at_2Rg5r%nNvS7O5 zuq=L`EqHCXtw7#R0c&7m2!nj`HVP%R5U`)lTqE`}GtCucGh*6lpk@D4Xx{n=28tWm zEoDp>El8327UlLgn?lg3J8{cGuC)E|kR(+#ln{$a9GmC@MRSAK<>it~bQ|v2*AUA* zK<`^H>7?;cs#9o4Nc4cx+Y#!2UZTb{v=g?Uxz~&bn1%(|hvd?W_gNSk*3_8fNEW5S zax8n3z&?yB<7bXSmZ~`)C+UO|1z#ZELT!JL7QFZPp%#P2*-7DFqx%Liyd-zg+(f4 z%+ke(<}F01@TS#y8-a#t73Vz8--i5UFh9e*W|oCVGO-5?DLO6uQ^_glK`a+7>kZI% zMwKUnZhj;^wfPZvp@GqhtGqAeBc_D5d_+$FTa?v2-8J;9sl=E$|6OlFUwDk`xhLM;zrjTmX+ zs{MJ2clszJseGUo;at~Du64iuNtW(a)(%5w>gLXHT;*d=;6vnd8x$aG`DcHo+_C#v zYZ1xr5_(<>=Ag`#F_~HsR8=YTmF;`Y-9h8Nyt;fkQVRQ_2Bo!w_buavg@TEfN}8*C z&jS3fsUFRin3zMIjDIMDjm@`ZOt02@$)#!b9Q>fMj_>C0(V@gA#zM_DJ(n3HGaonY z4X!a@w)peuAKQqN<8P==&}l6fXW17`+R3kp*>SM4jr9x9X)9vXzl=Y}x;%zM;3f;) zDjHW)2HB-swU1;9$IRJh5}j=gCLHHoP94WAuwzE^B1(ue&!Bww90e#@qNrsQ`1HHY zf(}0LLd=At=HkWXFZSRn_w}VVuwS4 z8d;nbfxyTHVD3FoLm)S`;w@nsWD|_a92Eab0yR4Mit?{cy~iI7c(gSm(^L?fKS5keNPndeq@ zhks&)mZybZ9xmiA`I4B{yPP9sI`lr%jpFw)_Me}_zcgC{qu8$v=Y@X{ODcWebUuFd zMIfCQ8%k{|Zs$d(fBscAlZ6-EksxV4%I!baVrh5swNIf$F3>$aJL~mS0atoWg_+3w zKj&G(sJ6$3N8haIA~PH-`~|#+4=dPYtO*>e!nyp&v)44v(@hcDT+6~2`%K2;{6r8w z9AKveFZN>Ut3tT@9AX1>^(CunZDNqqQ?+ zwAOwG7$63OqkcSK%M$$n;lSDE0RwgsZH*hVF;BtSZV}mx_Qtqkuh3ClaMa~{gL{xt z0@}7Biwh`&{5a(bQf5W3bYA6DiZbY!DJ&9>Xm(TPhnpx1Yp|5?jMMSgL`bu_*HwVh zC#2bWqL`im=+rYDY*ovWF{#PC!#*x~jES#3xQ!20H~@ban8{17=&1T-9gXJY$hoZ3zCPQ$TQT!RWZ;9T|kP&u(QQG4N& zK=oLJ0~lqTs7&%@@X`6|=Tpqhcv>wFG4*!ki@RLp>oVUY87rNkDv-8HK|<^qc?FjGvlDly({>Qhs9@ zs%ST2UK*+d%rDALLT9|<6V&f>^Xn>kO|s>3(Y?WwPCD7J0V6q7*85Cw@C^Su+cZCD z^xI=c-net6jiEXd-=0axXZo2@hQ3AB4E0f_gF;n0Bg={Fu8bp9Pl74zgC8LKi8Skv z+7DP+Bn1i5X>VjW>EU)ig}3b)KP1A0E|Wms-()e+pN$tbRMrZoW9Hlc?lj91ZPSZ* z{%GBjz?@dx+-dut7C;I3Xu-&baIq_fAjitm%b@m)z0x%22S>~R6ql1Z0)aWeuO$5; z$3_}YN+WtKd}e=K}8p*vZ`h~cdTr+lI5+r zFVz%7{z|K2=x|dS2@wYaenHX{IG?hnnC3w}&(1H%pK5^O#F3E|&-`}_rsw8LJcEBv zDcSwGy>Opad9DJ1Kv0mx?I^#_u1^efI|KyUKT6pR?KQaR4XSjdtjYhlyGOb(58Gjw zO}(q^c)ss%MUOc$F6EwkH zzVx@gcg?@EGLxAzXU@IvYwuAxCojDpa50|$t8Q=a+tH2Sfn6WdYL1u6;ZC=t66v{5 zIw9~)FXpnn-=(XjlW7Ro;CF7K=t_RWyxhbJXpB7#60_^Y&dQpI{+205@>0m;`KYYw zqpWN&bU0nW=4wOqq&k>@sHhA1w*po8ML}_iL96!#LC-~@zRYRtj~Usf%ARod>!Xw8 z2AhSEf)7ard3j$KQ$9PfcPSNAueudrczj@ZD4+7~m}|??XZW4xd}xZ3Xn$yJldPfM zbR|c30Y@80XG=8;TU$jcZ|UBQ5VHPBc4Sd!Y5Vc^5YO7-M<$3)N8LV%{{!#mSU1l8 z?f>2!B|kZ4gm@dY_b6eBs$&vyB-GZ{n%-J5>?e%-IPd@B)Mxtg<;y##?Z2kTWv&uF z3{Yg6a-$AC3=9nOhpR*S^N9aCm=V#$Fln6zVo2F^EFMh)NcgPASGmSl_Qx^`^Ydl* z!D&hJ6-z#_jy*WIzjz0wNrUl9(ge9-jbd$pIaXAHeFfb4~4uGG*&4!p6~Pci|{& z(m$XZ&Kz|$7ZqG-R;*Z`>R?frv?18p=(n0{zV&M}>{hVA50#3Tgspt!t3+jT{Ljy? z!}s-ZBLz3$uJ4@()L?k@_!K|8+wR@|r}5Q)m^<8;*LKpdV1(hmBxaHw@U%ny1#PQi z;s$P{VS^LG#y@eZv$wamZH<4d`rWQ!%nwor_!>NMCK0c$uXCx3orl=2wSG~Pe7>s3 zpk?_9TG<&F8xPBYJLYQq)EV(O6Z_0mrR$ZHy0XE+YpA8Ijg49_7b#sVAQ=4r=uXJ3 zEHCe-+f*jz$BBHzk+|Dz{s6iHHa_YjRoDx6&izs&7FW~D`l3eu0kaQ&uUy5cU+)Gj zwt7Q#CtQVG{@K(x^y-yx#LlEx*+!rT4pPuKQK*J8Ay>66b!=?x1w`^ycVg*r{Z@jN zn|tDhao8c?QQvJ4;Jni3_4v5)%5^dWr{Bfte&NBb<0yHtyW~64qP#~pS|%Fb5U)wK7|R{1`g7u)83koB^c?rED{v!yfjXG;t{P3M8#VJ( zq8tjf_c|<0ne7s?Tdw~+#JA~Dv1+~SAU1@pucybafVhCni@MY)i6)`^i{rmnvB#v- zegCgG>)ywl0_;UAgF<>%9CsAp=QCir+g%`EtQDi|+Z$Bm(B_2Gt@awpGy8eIH$mUw zCxL+Pf3}8AJeCO#Qn?c4QQhx@nYgmNjs@*|&?R<6N=U9P=<_pjGX|o>p4+T+>6Q^; zNB9fA2^U+l`8s}rV6*i;_w#NoY zpfU0AQZ!B~|5-Skco^PT+8s`sLo@;B0OKtJfl^m)f`N$P?(jZ_h(rDH{UwCGZa4R> z#r?8P)nNb(ZnOLLVaV0QWW78*Li?%U1lM2a#&WII?P5Q};YfMJyGSMN-SQyw7Q|_N zk-Q%Gi3(i`^WAGv5mQ49UQ1MC`XSArx1jA}E({N14TsQT(5e51n-KDH{;W&IhT-|t zeeK6+@UN!w=R^C>@D^x;YeS3oj(nZ^yG;t0;U5?nPLY>FqWpr1yKg-Q?^eb|VdbP) zX=3%{Mpu+QM?INd@j_sE2 zM~#CjyodA~@2~tWND#^H%=zVEp=(~rJQcTxkB0maM2PG6NoFa`@-Wb_QZwx#p7&`w)R2sP#I1TiRcrVGA_;h*>%? zxR-`w!8oAf=?Nk^5tU2PT^E<6E+LFUlI9I{ynTjxbZItG!!W)-`D{EI30z9T zy%M$G=Gd@1{q}xp?~WS3I1jY(r)OliiDz=Z#BTnTsP=e;pTZv8YO(-EUax~Y?)W*M z#^C7_S@z(839-wV@0aMznYrBTDv&@Rjs`lJDinSl|HF1*(43wA@Md}rPa>j#p#f;R z8$lm82~=yPv@sh~S|T>~J&!0{D>PH(Atf2z?vHlEZcmnjWxLJmK77hs>xlt~+#J9S znxmkxS$M#LkyoMbK3`6vRgRyQKoH-Am}VLajnj%<(=hzsl}e>zv)cW$_dLDac4?cY zfbo#F{`t!=@ZPU`=6^R)RgJ~yC}&R6Tm~S9#0*mTsQj~o`YBGXD{-5{bZ})PeB9x$ z`%(M0)1usj;blRXcrLK|ij$WXk|-cLP6V4{%(7J&QFDQ!Y4{E z0SilSBOa+(cNe%hqKql3^l8;)VonGn#N;OUHk!|C$s)z#%3DPVsT_aZ*#F+bjg=N~ zNm?4FMS`*3BZ5yfWBQ#k5kEtg>nxybv@h7H3u&r5_jFn3nW@y=;`3j zH(pLi8qYW{rs~wop6IdNKKy4I+s!& zd;o2Q9qbPXrKjBREG@m|u9OGG9S_5l~V)@GEt2dn?hk z+9lEG%fkb#-hs?2WLSIXLMMm3Bg8k$@!KP5e1~Ym|01F(CT|sO?IQuVC3@}9*R~dj zup+Hr;fB>OjF{|%^M713-^1$w)17HA%s_-L9End))K97LQ7HuII5Q*x6Xt<@>A6|y zRT!#dV_^b1>EVSRyF*Nb(%PAn<9o5xlFQQQymS$)=FvgbMBh=Jkj>dlR$in6RLVh8 zC)i~1r`X2;p=Okd@Qz{g09KoA+jFQ1V)zSDnk}nWv-#cop!hT#$9W2*&HZ-My}(0# zR^<)Cq1-C}YBUhcqz@^{RiC~1-om8stbz>?S_P+3kIFV>st#FpryO##xuE>D z6-OBXZvf)D&Zh@7nI*6lnF{rF;!5|d=}DG5&CLt}K)^b!sKfl;s8rT-&BQyyl3HPX zs6(}A_TEh0zOAr>R`~a89stCI6Ces+niiNq@*2gZfo$R$qY`JPjoJABN3%p0|mcRXVH{JbG5RttNivC6-Ry- z^e@cEl=z844EbFkqUBMaYvduJF{Q+374JJW-kxoGob<7Z)~uh1`|n?zprO>Ot5mD; zU6;b0+7k47Ss>HtukVCC*?^4$>OGn?3h=|d@cgsJvLFMr*gF4X5A088m<@HqW5{=r^^E<4!8h&!^-qX1O7OF` zW+>|V30H_T0b^u=1Lmr%n$r>X&08o-a0iiq2hl0%*&fV5Ig!G7YFM>67ro_hc7U1s zCjoI(P(txXRRjP9Ho09E0iScP)mVC=@FP`y-TmxcOT6Gesz$K?`4WD0lMzvtZ`XaQ zevL3p+!sqemwxL{wm`0DO_uc+X=wzFB^MxPB6vjYXpG~JrQ4Jg3~a=ULWMX>&Zpx2 z`L#T{$xO~Xz=!i9d`Y97mIsaZ*0Fs5+D=yF&=feoLxPM|&ug47pq?S9$}W!ZS1S@z zsu+v$<$&18Q~J0}bA}u{>r?Dq1%hp>?SI43bj*Q5W1Ju&Sw;RorlvB?B(a||KkL&E z{@kVoT_28EU5lQwR*U~*;BK1B{8h6NKWGFF*&|M#+3X|@{8g1_J{sJaVERO%QK%(m zr#1ECJb31oa#H;K@7snMQt59+yfZ$TDEM-5l4sq(8i2slUi}oq!PrGTg3m~gp5!*e zug$J)*6KA)_yOFz`u&5l5zqhY{*&({Kw~?1%!2uG>BFZ^p0u45lyX+chy%Z6*-Myk z7F>>54ipa_U@eIH?{Vc*=j5NMll$Mj6u`6nHaL}#@BG=f>_*!Q!<-m?*{v4*@0YwW zV&EguJ`ADwCqE-)OqVXH>gZwP@EIvU?ejgnY?4L3@_^657m4w{a%0|dWuukc8Qj;D>+=Ntp?!@|Bdhmp+L3BkA$I$W&>bocNzo8-xLq)~#}WLRL&MRX~_ zkBD2NbEEeJhSN^*a)%O|*W$^eC-^lRzs0^;MO}6C-222o!ZdK?1$F`o{Bj%)JW$D| zAj=H~#3PhXq~3;d3~$`K?CinOu)VW2qAp0?hw=AYmHL6d(J z&2(sRx*c-ZsjJhA!#nZHod6M?wnEbVd^=;%g>tm zG7nvpg=HPEz7B`OobGCm`b+-LYmX*}Ms0B}5_am9v~U>W>C3elR>-5ad+l+#EqyPB7J@$t5c(UimWrcF3d)u`R7~f- zlEiYS6pt-E8gQF+p(=r5PhesYO!5rv9)yA~|CE&tR?fSq>lFBv4Q=N{>=HzrxJ4?d zbt)BTnqRum*-#Or1^iLErow3t2D9G4{K*o(+7v5!L@U`RJ|14K9S|c7k259y3?Q=B zWv)HrNR0A&j!PHk8*vpqlAD)gt9_7894Mq~>8I1gAy_(;g|-1P(4NzLUhfs;$Wo#? zItX8KdS6*BU(Z>&wT4mB+ zLM8%Mj>&zYCNP87`ki%QUSak|(tx%HTcYlkYC<(cxac2wv8Rj zF~Qht_q-Ah!y{Cdnl^+fPOz?<7?7%zZ|Zu4+z6`i-(|nlD$UU)Qc80C$dE*`p+4yF zdenQ!S=hSq&%Ny%*MlQ@f_1<9R!yY9x77Z3rgmSHeU{-88J4FV8^)@JXNuOO|HUx# zUT!eX4_O>xxtHszfd1?ZED*PDt(^P1m(`ebzM_Lj;dPLd=n!C$|0N?OhZ^|NCfVfG zt_vO=VKE_oJ8RVUub>>C!wD0R0R#q*;eWraeVp7wlSV#9l$?Acg<~(_0<=BURnbKG zSOaa^@aMIpJW2jb?bRt@QVp5B3Zf=ib6YTEo=m@qHk&S>U1hD^R;R0a(J3%18}fnT zmo7^)tZt>QPV39LKV}Zi%4TX!%}~yLGX+l(lWb~Nu#D*F-W3(g8QuRL%6u!opT+h= z8{QwC-h&340J<9&BHP`Hl}7avvn1#~)zJJog!^)@iR4~Iw^MhfSL6g=lnb1h6G!gp zc*Z#=q6j`mP`G9(`IkOsOB5?IppGJ>lm76O3Z8M>6{azf&^LbL1^t+qHSsp>xpUo0 zp#fhsXSG!_;RaQs?N?o|Ri-J4#%tG#Ke-D=C-BC>2X+EJ+b9}CscJ%@cNdp=bnw3< zzn@O&EP$abI12_}@+w#x_Lt|UT5~_GWsj15hs;2&AQ_z-%{yG3ciTF}HJe@#k&HH8 zCMb5Sicp-j_Q^`)!m9u7uZYj5B;wpHYMz-+=G-i1Zl>{zR?>ZY`4MQ4^ymG|G)9Z1 zEV?q-+oc^$x}cIRTyzT&4os9g*WRNNW298GQm<>kSzRJ?Ymz9Ks?F9k)`w zL0R`)x0KmVuq~+HI_wXNU+ZIM(l_x<_wuFn^8;Tq*rzLjXgOEhCFK=kALK6q89FZTU9%k8R5{1aSe(b@t{<;mw8FpK;- zl<+B3nqf<9yr!#DCs=xXljx{TQ13vrbX`aH)*av4V87luu*NrAX^CU-b0a6dwb3z& z(mh4u)4Rd$^{3dG?^cwYpE`<_R+v2Ep*V>@$P%OO>F)RFupJ^@1tOCt+|miLa1aog zfIy_?wiP+8=P%}m6>6I4K0kbLuyBippR77p#)_>Al`g+AdlD$-X!1|-7R{^DsgBAo zH%1X8i_-pfO&^+1@sakK=T*COSlO1~&gR%sipS8_aTZd}1bXZCQ7qc{yC?|D{!N^` zO?T<<5=MpJQ_WHE(Oj9Cc+I~x<;Gq%O1E#^Tm)aVK=>u@j@RYb`@+gfwFZoFjCs;= zd`TYpZH;F8p6|%-T=rE?3+-~p#NphXFM`tkgd6y$)j267$0OM59dqSQb~&k~o~CBL z%T`N!_-eFpkBZkuCw$%-4ML?Vk>R_w5HAlp_GG@hO=i`cbqgm#Hrs#X7f9nZ3mcD| z_!5Xfa%@EC1;t2Q8jR);>R8YNCO9kTy%*9jjTb@%_)M95PzhmTJBajDnEz>`mRZ{` zmY-kct{s%8vv83o+i;elM`W~0tXrAdL<(!CyCnr;sx8@~I%b+e$E;dH>1?P8tk+m- zH*J|qoafm+Tp{iGMjYuw6YNAwcgc@ya~#u4G@st7 z7C56ep&%iPZ`e>MrA)jj)nWM&?I;=;nd%W+R}M2QYg_1&!npMQkeXov@s|1w`I$4+hG%6mGJ0j@6~n3l|z~nzHs47pyuzAJ&nC; z4d;t(_hvnpf)PMP)&UUFjVa;_xPVgePvT(N#s2NLvOK4} zFGV(2sCE$m**=1J6wIw9nimvD#Hg;vHCVD&bsB)d5`09lJS*rJY&)w2I}LN zUqz~AG&lR#FJgugn?y~F9wUaPGvwW$O3YM_U!bYL7;L7x1!8$U!HD)dO4L9e@ON}N z&2`q=dseHc-7aP*SM9;uaionFRfeir-h5I;VO8II>daD~^+P&`b-0p1LZ^53yNiIe z+;Jk{@R3g3kj^LIOA!AbE%|th&-sg2)QJlYc!&1xF;rV-4~cY_>h48%g9Iq~LI>1s;)^kHRy!VrPNb7O6CloVw?n*C$0}@$qq= z^-HSzU1mvEu^qV1*5aSz(}#v&C;@zO=z4aas~0YA*Y?f19Ix}@0zAO0z7PLI;-fT+ z$|Pp>`DS90b&sw`Lu5OtUzbmCK~~?;jz>S09h~eDOug@UR9egi%4kC~-7LzmpZ0MK z*dJ;`od_Zpe>|ycRh##RCtE0Nq?A}1gctdR4i)%iZ4MYYQvoaq*X^Br!Y4BPQLvdyitjAeR zT94r~AR(Qy{hOtyn71e*jV;H@R#7KTHNb}6kBI`f%{HDAo8!V8&vj7Ub`P|YvKOY> z3+^fU7(v6`RoNLF{1%wd?b;I?*&oqrd6qyN@|RN%vqT)!da%>NM8xdL26?n;4HX({ z19uchi+q7!l8*#YL>MF8%m!!e!44hwt5QMPI{GT;tZw6Yzx{lJ&c~SPQ%9T6_)dA3 z!EU$B)q4m6*fijupzni|(8~v3Lm4#C^iK59jx)Aj2fRQ6k{7-+qNQh&cN1-0V;bLm z7rUC2bv~|W!k|2A#wFy79DRV_tkMN~zzO_WbM7b9M$@t&D9&)`)D5WSaG~yu&I_6D z7Z+;d#Z*fNaM-%suviJ^w|inN5mdJ0fx>RVpndiWl^?U4KMB&j*n}cad zv5zJzC-OHYUJ!{sl!!uPpYKn4WBPt8MYrj@RoFLF19e{`^Bnff`BrESopJzUZC|)t z>k6e*UpZisu*(CCJ7zYQBk$hP&C5}*BZa$<4p^XoFIzx~y^(aIFPjX00GCl0wV9uFNPWWiw4N%pEL|1|#3oO8Uhq=e(Q&O*k}fox=9#3F zIN;BSjgJOP_TAHv{Y^Fa9}9s0$>=^&>Dq|SWgQ~*bs3-TZVcgjmc;(kikCdR*Uoyo z=Fyc+DuvU76Nt!wkAkp&T-9Zih786uk!25Lb-M8!Y`%f3&7s+x<4i>4NGkP4C}bQE zG#gxqB|P8hQy2d{$@tB`3@q;Uv+sxkw_eZ|$Y)PEkQ9kP!Y;+{!ZUk7HyEJ|Pewc! zcW3t=u=h{Z#}+|$^l}i2*D3eJ$#DumQVG#b<$)0+O1dZtnLt6;;77ikdljsDuVQ@L zyX*#(y>*bf7>vlPG94BPMwY^aDr0T#hbHbE?PYoS~zx z$k`5#+Q(43)NbLVHs59Irei868Cv+8qTEl(eCkyw8k39>l6G8!;bh4KWxALRrQ?Gq zc?PrsI|x0ZPkbw9j~h`|hcF~sc)$zA)_YTb z;~P zqWe?A3IMQmS$)=zuB@dO{_e1J|)*9gM?RbLjv z%e;d;(jnz2tWnBlDdkx-Bg$%k_(TvyUK@Dg#I=wF&l&>`_&K;qD%F1Xy?} z?fulZjds}r>rg(_yq3%P19~lyj6PKw9h%6O-$$0$TGJ+n;W~jpO{XgiS3J^CCIh^T1 zG>SJ*GcIa{S*_6gw-%|}Y23uQy(x8|1tmeQ+Cl;(0tTWC`#H6AcTXyrB)2c{=&ZjT zf470^DqMzE_(X|`@QZo@0!q66VAnyNpq>9>(?eCp8th9c`r zii4o;8mAqFLS)yVg>GdPSy|8i^7p@PsjXi`lh!0 zh?VH3?uBx(aHmt9%lXNZlZQJGw&e2{$ohYi3NsQD)|=!xj(S4CnR~FAyd^dJ#nS@3 zKyK$7yS(jRXqmtxN?k!%h#>ePn$Z6+bMyQ-2Dncvp4+^l`1xh%M%(JvmSfYzG2>Lh&P^n0ktDznhG%OR@$ z1~aiSmM;8h6@CA=*qU;8B4145+rWN|eq2a|3z~7ThZ)--8_=KTq=&pl452!c^Nt3F zIr1iV%u6~tY=fT0#pv`T59=J~oPvPa5kUKkPw7^PfH?$xofhdsw*Sq(3)YQbQ51KoGZW0qQ<}BAAR9IlvK*n(NVXWWCG@(ytaUh|^p$^@+hQ=kaoE?v5(xOs%8L@=?q!u;*L7 zL{;^O6ZfE@nG_Mr5{dCpoK@b~Fz0Kr+S?OqB7*hzfvJ9$#$KpXAyc1(gV936Dcw^s zJOKoH?^Tc#Q2Jyq`wL=}k-Ga_$M_~0OdKRTx6>_7d6*kFfuxy^Hun zZ^6*zRE*?p%fz8qnAh(LKJ{_Yh5S>xX5cb_34*J!xB69jJ9B5dhK71vz@@t*3_0o+ zeNsVL0xrQ_8}dzBuJLTam1gx&M}8`PhCqtKpcWa_eB{m8z#g~XG@!QxL-#dxfdZf< z!|~X6RDAa9mu9&#s&sMwfDxyjqWICaoDF7c_Yy3{!x0R|o44+yivjWz&Rdz)) zce0D~2hkgvYw*5Krs7LEDW5+*#(Q*H`@+gzwmHjpEtGKn!{P*J%lFf9^tVq3U`0F1tk&-Byb#><=9SmsoycK}@@J+Pk=$d;d5 zXy0i+GA!s2xm#Xj$AyGQ2F+h$KLX`DI?9-JV=d^B(tJO-{T;1DLyWz$1lByLW0~4#Dl^iyb+yAGDjCjd!9iAOC66z z4}ahR53Upu0*+Ka0XEHr$0v3K1%5)H9gBp zo2)MX9?}kbHYwt>fGc{sx;P(E(B%ulGEzVOYfwV#6BTNKkI`L0y9lgxm}+lR43b|iH=GeUgK`yDkLHQ7-Gd!!jal^3 z9GdktaskQ)0#DdR(TpR>be?>Anc75cy-=Pn552=2Nf<$RsJ)l2r)sm9C_CbC8 z@7VQqmApWVVB-EB^pX`-=#0D49gLbF@54lb?LujyC$WL>o+gfT?NbMj?2gTRiStao zg9n)ym;-G&b@$xiYwe&Sx@@nAl!QsmUlz1i?q{ldFNAS~Jjz}3G zFs>+M*sV(0a8}szKb2xIrR3LBWjY`Kp8Ezy#Wg<=Iw(0caw%XO$0THO_#Q4qW#*aE zaX1?ZjiRLk*iAw=2S^8#6-^j>3kyR`{kBMXokO4sBov8BNH#&B$}rM!OGGyrqTp zeG59=o5IdMEZhdp7U!E-+4mypf6+0IwW4Z(@N|((N9HVg;%l~`3d>|UlCp+&KA~J?Ov1`=Nj_AK0UjLCaW2})2HtoZm>!$?8X?{J4 z2zV93EcT3ePnE(Nw{0i!^HnPb&2_gPfvQTkbE(0WoPXVGbF@QL{IsDfQz63}ZAS}7 zcX@E}M;Lw{(KjynG-ZM8o6Q)twVR}fV*3vh^Un}nv9F_V`P5JI&s2pnr4LD{HW#&L z^tJq6nmh`pz$+=eq)rM&`SW)&WJ}+ae2>K5nCdt|ipKL@^p~0=rnD7S{hbvC!I3FB z!!0|y1Vd}S21QX|kUVHefxFaJ< zjeUKGm($tk>s7NNGx-9Gp%GrKfW^N? zp0VJD4%2fEd((oA4tYsx-rD>uS+!vb}F=)Z-8@-uZ*@HM_-r?LjNR#ZRH)3efjOw0@Lt z4~l-6VC7=KTOQRi8^VWxmHXxG*4n$1kZwY$Wj%|`KV}*`CNbmU0e>l9xox<2%j~Y% zA0Le)JWn3@Nt8pcnmJYxyQjr^C!ol#v4q`^1B^2fCg4(u_fV4GPzy1jJiuTuwIX8w z*V&b?vWM;cn?rArCbm|bvpJM($E6E5FRfM|DzlrG#3h_3^zJW@Asbnc&SiwB#|sM5 zEt&OrqnujIdf@9xt|VL>oP<|pCBD`;6@@Jl-&A^DZ2@%v!;o%NwXiCJ!2{8jZSs^s8vh{1++DHl;`j%(}|AI1v=U z{h1(lb+D!U?rSe*6Zhk}&5VoDw^1An%{~eQb%>|^f%hoMi9oi9OYVRgrQ}?7W?)1C zDI^qZeiPh3Q^a{G?ft?B{(~%DwjRL;K;^44D&l8R+(27qYjsLkT$znI zWsaM_TU_G!y;eLdlke?3+845wk7SzT2awjZa9lJ{9fxPWL^;(jPe`%%vh%mz)-39u z^S#{?xX z95Ybe3fc!%?5I=Q42lfadW6lLrlKeer?B19WA}31)AQolYy<>5Vtg3!pM>%h>Ql^m zzhY;--VMbPoD%d)wvRQGe{Kf_aWI3w6AK3i-GP-RD^1<0gyWk%u5V`>jdL#2@L+neMj3!@vQ3o-~KKM`0`hVEGJ{59Ypbm* zBAzo+JK!={v(}>RpFmgo?WTq+pWY1a(Y&&Bz2BBL^2Dx?x~yT8T^P4xFT& zlw`sT(6zs0O)}8g+dW!QDhOW;@B~_ssKHLg2WULHWv~Iw#<* zy{bIN{{{P{6K!{rETeoGSy z9`PMP6bmyK5|2wze+r4*+|$lK?RLP!XwnMmQ?^hm!FDsl-X^hx9HM&E+V{ohdW}C# zBzu2-{_x+3V8W7SL4Jw*wcezv(qnGThcO9LN870%>z8fj2VeR1 zz>%REv84yLkHf`)_a1zL-?{>4nNx{~~Pc3@h8{ zbX?tvVU!9V>OF1SYE}4=jYECH-B1IHZF@@eKD6c zkAA0}wS^)#Z+d#O)&z)dwOiHF-471_x5}QttEVHB9gUgX`--_&=zM?f(a(cA8KORty z>Q`;u9xW|3LOgaw8UZ4mNoV;O<|e>n+VF!Y&qya{M=k@o|2WzMQ>GBH#H`*=@D()@ z|Cs;OmHV;d_7-2%FwMxm(4?U{--J=Ib$6eY-nwUF^LQB4Uj{SU%s|F;A&!r5`rLjV zb|s6dMc)G>>6Me*&!c_*%;ii3I#FNVTsteNCp{DQwExJ-CB|PB98`Yrn>zuCf-+a* zk<#pU=Pc~yz-ATaz&jEnGWl~J0mO5|bBQuMWmV7Irqqz7M61SlspV5-1V@;X`5)iv zl4y?{DlgLpr9Q~WvnDdm9H$oF(=r|A@!KdbkLk7S$MJ~0jiifTZWPC&usXb$TpT}P zMs7QYyw3i`miyGt%iD8@xUhPbq1c$_^PvbrcV#Xr3D<|!|Ov_`VW!SBd|v#>;IM?NjE?))~DW;f?HyA&s` zr8j4b^*u1YZ<@FHG-K!j=n5jvk-AjEbOVM17yl>t;ri^1m+zU%1dWz zRV*p254iEQlK);GNk^EMY01g9ya_%3sBS#1$D_V~^O8}L=3n+#!=K&E4C+g~pLFv} z_&smWbjehFe<|~8!Q@x++oT7qqazi-c!-;y!df2kDd}9@bF)3dY0~t&_08M}WNnx( ziwfQE7138?Hj*?DW>r%3oA^n(z;CXhxAF#lCVw;FA*YT>CR?V5YlP9Bjfj;jX83EH zZxs+jJeFm+IL1erT!Ti*9R!Mmv&roN08{N?*ngC77^*K3y0=NH&wwa{`TVZ_W8ZKm{oUWdC5{eUMI0tF+IH`Ai<2J7i);v_|7h?oN|&Prk?hQjoew_{N78Int%Ix_j&`@6G+J>Mh4@ z)=z>4BJooA9I-qb@+qjyoAf!xY|Z`+Y^JS;UQLAHRk()MTqTfb>+L(HF8#(QOMNyw z1nW02Rk?T%HGRNo)vNL;K7*<4heFRmD4+g^HLQC3Zk-h8 zvk?)aw^56`%@OZ$KJ0N{qy_JPJkKE9NI}85z|-lQnN4B$W7)o;E}s5%*6fc!B&D-R zc`K1+zmt82Bn9!iyjXbF3xgo!MPEc=8Xi0ib0~0*`XDoaKB6aTkmSRlLI9l&K0^lu zS%JwI(%k2vJz<>5#Bp9@GM3SH;jgpz`1BL8i&u+C8mk8fisG_UZIbLOa=+Y@9Bu*B zs!k|)K$E(ij7Nc;jb^?|anWz43aBq`M?Tp>HLu;q!3q5E)s{Eeiug#xzxTSenkDSI)z_cD;9)IobCv!O@5%jhMoiT*RQW_ZN< z#XJQ!WrGkW=oV8uH+rn)(TSCjk&o|-9sjN3m4 zHAns%pYsdX2!8PSizs_(^f}8DFB{m6wziXG{OsaoxXw1mrmm*Z*A+@f9zWr(z9JLE z&As#ptPTnBT>k4Jw-@nvV6!fWKpABz=bFiEILPBdLC6eH!|nFLL#8#__WO{6XTJ5* zOdwgX#zp>PVaPP+X44A~vFiYV*tT?+)U zLJE!wh8b|5|&+=t{5F|T=1wv!hIZhP0!>W(hOP<;L z<4Y?=0JN$N(R@M1>6%?Z_yGMVYd<79Lvv%_9$w*}ncFk;C-+phbf2^FKLw&}K`op( z&x@i6{H~bAtxU1Oy8>G7*RhCp)TBZP`LAxBxz?!Sj(|97@2%xH>G8*6CiewW;V{QW zJ}Bw_G4&hX{j`V`|ICH=f{}ml_<5m3dd%BJ`Sgv?UPUHPMO7VDdF72h3c*5HF)TEr z)g)e)af;WJyUu<752631@cz&SSolcNN9r zeXZ_C++aN-Do7|`<=Y&0gCEz&i+LM=3Fh+9a0~Dyjg9r2cGI*70g1Qg@rIw~qEUM> z^K5Jr*=hHXzk*Y1`e%rUzEDdigpmr+Obv`^9dM=a%JC$M5g|Gzd7Lj3$H2wjrgo`ZO_>wI`p`k0 zN3n(9K822mRR?GAfZU%@e#jD zopC@z{6evl{^ZH=;sC60EMXSH5)b}0Vzp1Cx57IT(!1!>d2QY?4?~-P2@i0A)v~P= zt+qKSf!c4v$rj*cc8s|H|03pFK4OSs)7cV4h^@%S%Y_e`z4WJkrpl#oP+=h>NIHXI zMT(KUCgVw-y7E7Jcis`Or8XwqEtf4)!l>erUwGk#;45g$r(gPoRE2X~Uo@!CyR+2OApp#A-b z#WzTGvzw1kPgz=q3~kLbSI~a^x*ksUd6!J%g3%(1vDtB1%%~9VqEDpJ&TwJ?X(MqR z9xpX8#^gf7vJZvFJr5aQQ4T6*4A+HL%LtIj58#wL7w*2`6FEK^nSP_+J$S41*5%z9 zBHf-gMY2aDF8)j!V+?0wTD!a(9z8>K`JGcL7SCm9(W7rOH&H+Jpmjb4GehJ0K~st zgBQ+Yp9r)G7(CpB*SbY2#%JU~|5%t=<3*FaE8>{Y)jJza^ zt@pR-QE7ZwYyr}}f5;GjkvUcIEUc^f<8qOEyLY^Fbj57t{Qzi6dc0!-MGPTP4Mndz z?zm$Kg#+zQArkKlAp1^=gZB)y8DLeo2-6~YQr@&Eij)OTYUjvrdq48!A~VI));`K{ z*L@?wR4$tAs>S}Q10v>KD&pbuGxsYmDRj)^Rx6+nd654;DPp;IruV$udm~obC8;_e zzAWOVqas%NU>?U{U1_&mtSNG-aajI+J)kWOa@9eZi{0eNG!y_(ak8r@4^Ml$^t6Gt ze5w9_@Nel!0+1DU%J=3zK{f$S0DErN?WL0z!-gxyn*(GbZIjOR>+B=^4>+<~0iy zGAei<7PKvYkoT~F0j(!)$Q)$}hi{qQJy0Zb2`G$*+2)FI?w@ zRcl~NsK^E|79FXcw%P*cC>&&9iIgzjkU$BK`v7fTwyJV$jjk{3&I{+&8v|7hs#K-} zUZK|OkIJyAVn_y)D1+~S;P{s!-tzm*)APvXdU>ZJMncRZ|DMqbz)?VZ*X&QAt=Mdp zkES{p09oVH>7_n&VR~;Xe>g!F!0`H2bxU!GfbhuVJ{cDJ{fS#r`t|&e=KVMRMudVW z^XQ4|dO%zMs|ptae)_J6OFk8`+NZKW)V+(ReR>+j00!t4pxh^7?nSbO;r5?IZ2OCp zv~^$Marthc;+u|3pyO%tW_x?uo@J9`dO*A6jDMB}CC~!ZBfAmPa6>PsOg{!Yr7B4c%a}O&QT!c|MJ$tt>kHk z4>?CQ9NM+rAv*Hvp~XKz~=zW-N)YD0Wk5=vdyi zh>S7dy(kvU?PSe1CQ*vvKaE)V133=mZYfjUazeyx^G57&W|MQ4rdcG7l2@L{f-NCp zIb0yT+;P?E;@bO0JaK()$Kx5Q_mJ8Ev}^Adv7!P*;7phP;mpA@SO;&LeQxaV zGE0vA8yR5{#s@@d4ir(zubOxFpP2?3?;fCz_O4JiTvu>nCr{6q7apNRgfb+Uxds z+Kf@fdO+GUF*ta>)*c@H7AIs8oqrn#_UsFhdl&ivXiE!?x*)ght?-_RJAWB5;*6%a za!8JMsUc|&wE)%AHs2U?Hy@X&40DXP?zyx{*u5#tY{TONibU*g8yH}73_`LJQ@#2}p^X9yH{AwcxeYcl`O+g0?W z07qC>4p8dA!cr^C=UF^MncJS;vroHL%dxn)dNC?z}TJ%L>RNd43EW9x`xz?50d>4E;>bhY`Qdcjes)5s!N@!>UVf+woqza^b)0w;8=q z_0J>I$BGLFZw-P zD}3*qn@`MQFk`|l0-<7tp?N8q#WH))ZE36Vi#EZRZBO9rOq z_O*xPxK#{ioLFB`Go;+p^Q`j0hHNMMrv>e)Mw#}&0qp?`QQ2l8>H3x*13i&nF*yElz#$@W#M$A;Fl_j3UTMNB|@;e{9O z-Vs|czVN!9yRAn261OxtBpvp6=- z>A8J`_~eM?lP!FeU_*EsC|9%q#8|*Q=h-|L@ClMKw*EWJ*ssf;{7lb zN`H>cYx2B=$c5-E*44l&`?Q--{qqmyeJzNt3&j0h$ZwiGx!P`VvT#|zJeOlEP`qu| ztM9o(KUx0(R2AX+l3`W%W9t^bGoX0FbJ%7N zeKMy3IDP3|l)bbXA}swx0wW+PjWEuiNl(!;@e=iuV|l%0&$E5TgAz22U+2p417M+F zpjsAnd!fCX`6eVwaSxFz9&t%8%$1&E*_Uizv$6A3hHdpZ1I?anKzHl+BbMDUqc-N^ zd{s(xj-K~y9C%0GH4u7XRJPH(b}wx=_kb(_E1}%T@mW~oLo-E#;+WB*;n4|{VqUW z_e@6~qp!;Ta6Ae6a#YR@>x*Z{J5Zmu47|!CfnNagTvHQJ_FT{3vme`g(>KP3K4Va6 zhyHe5eN<{kn(<<+NWn-8_){45yvHQxX+e8Hk*K{`|9W6bVga3;$GzF4I?o+={%R9r za@^FwK-gTUoM+7&;}P15q;O4cw9=*auTMIU?qq6eo_A7$5Z#>9o#*$}FTMMGO7xnQ z%er2764#uFRH~2nRoYlNp^J6WTy#cpTTffhPrZmtUrbt)_^!|QHYp~qj&@JViwcwCKAG2^fCX)GB!YdlWm03ZueSGRd^Hrqlhjq{HSZ_c$1Q00r`OwK+aBod zfy!%*90jkr@VLCEy~1+X{pPi9`?l?Ync4%w>JO&JDiE* zZF`{Yfwl+Q9%y@@|2@!xcK`dVJ!2qxpl%ncdqK-J2fhltdn-w~UsuoG(|$igQ~lYg zXFc5oFVk2x?K$KlZ3QaT#kDHCk?@#qEqh7dR{$J^}SR= zf37j*yG-p7^<6fV?4=LKH{-8S^BRb;=p9x1*QwH*pm){!Fk4lTG-Q+9r zK<|8IiZfI%wfma9BA$2yo<+Q*vA9c>?bsx8!GeXY4S)BWmg`wWy8)O7jNheJ<92Mg z?7mmy&AKkOFw}rnu?pp<1 zW3#Qb>elmKdsxI%w?@46_YG)Q&wKXhimn(xzN@f~5jnw~ZZA5(t$({*^{N3iPug!h zYix3u$ST)6&?eMD8rARq_*CMQ&i&GrPrUA*ulMMEPUrpoR@+sDM9R2AzH#9va&Pa} zKThHgLNfpy-#r48(qFyCRUrYX{neM}+j#7?Uuh*@wQr-CwNo>mdipcH=LUq!xE(uT zGzfQjp_1J+1wD}7)N30j2tx3PYyPj^JEIZyklm`ORdGm-!tNo#ZJS9NduEATXIdSp_jM0&UEE6uhdCkqdXv z75zDW!u4Vx*T>0Rs|D?u)Y0v2di4OtuIrCTCL)3%=s1fY{n%t|!tiDB^tUY?Nb?KT zW}|6L=N8KoW-lTZn818&12N$+d(A#)G74b^BLiAM`>F&n)Q@9cOj<&d7$X;kD|yF~fnvkmL0yj|&qP)g?@4-R+q(nW#`c0V@5Z zzx5BJ$+nqm4o&Jzpj`w(9%yvVmyPkW%~ODts0v~koZa@PV|qge%VP%8=vq;=BAUSj z=Qqr94?OTd(W>UD6JJ3}gGmm!Q|1a{)u3ooy!g@yy+M zEn*~|$Fa_#6JJ4_bSMxt{}|e(&xYi>U=Hd_z^na*J#6V5-=5R+zW7+PJ~Yo+SoRu2 z;rgSqz4+11U42~Nw`avn=N<6I3$5_exnB6r+MrEX|FFO5kHTu_GaZq)sRW4@w5PJ8 z+QSC82P$a4_-HC}ndq!vi_aqKNBsMHsg46+9J|=Y$?t1|vxEsMSnvQXZ*%oeCe7dj z|47|!`!{*>76}}~yb)gVdoNAZsoQ>>lW*B~rsgi*W>&dH6Q}ZOA5PG^^+zeT;8+Wx z#bS|RJ)qsKRefga@Cso9ac#pBZDGP8j)xiNv`I|}gkJTc!!mqoL9lqbFFC(Sg;Cwh zVsYV~DIl=sXPeMnvvAf|RQSCA9C6R@(mMk>bIhM&3&dD3Vc~8rbg+d7G-9RyiCF$U z8T}BV+_q6!B2$-}zsDt)TvB-AQI`@9A!oYjrkfUuQ64**SodFg z>7@&WEP@*>bwom(adK1cTX_^ybTM@5h`B~n2=qHyUCO7KLxS-8RP zPdZUN)W!`^$4w1H?l?6iOi4EyE8|{D1A&LR{{N;x3=Q&O2WGo@-p}8ch9f#n0w3B+ z)|QY59r_rXyI#%yC~}p%r2!=>w%VR4u}j=U#He`sk>6AP zqk2a4!*f^@M3z?nRB96tHyM3-1j$eLC91RPNAh`!bm{n1WWztsm?(6}Po#hfo^KlS z&)$_HCdNPGz%hj)IU*KWFXu>&#!+H3hGtSap#|*$#-jFeQ`rL*v@KXmZj(}kl)FgS zJ$7}f-H@M66)wo*4pudiIfrW$+1B>6HZ{f1QTj&7t)d#1svBsw&?*D7V$g{I8yk-l+Ki zc)e+bf7}q%gPMdh7BX5f!2> z=bUp+5nnm|^wSG54P`Z6_wmOcU-;Z9v-#uy^v!?&``;I?cWPaK{_~%UH@@3$yA|N3 zsJ8j$o5v?U@rk0DO%d$f?|yd)}PDFZ0Hv&kYX{_l?;uP0^BZX~Hf&!}Hr=$>y_s%HA^}QUymHBf_xIQiU zfB(2qd-`H}$3n!sYUA;~KP9;G1_^JtmWauN=O)PTL@9NN)D*?Edoo4BBNY__K%xo8 zG|?9Cb+L_7>h{T7BZlppY+{~)S4#DCtEVgOHY9C8L*8ieI3}Vj)oCnR7bB=PEzA{eT z4>*gQiH1;5tJ1yt%lo45FHO=25f7c0ImE>`%mzP8B;ie| zwB(ws`xhUKSoh$FMb=6Wgp42>N7n;zyl#`3E-(Pz_LQ8UXdf*WB|N@QhA4R+ympJ$ zw#`CfQPAcakB(S;^OWM#_5#`waWzl-*@#V8`xiyrdSa>{ks9m}%9yCfd04>Vvd^by zwcL&qf_BX--ulA?mN)+@JthF+KDV5hRNU&@001BWNkldUMNM7P% zr%MjBdD=kx?6c2~cfIRf1+;m}RJDZHZ@cZb!sG5bgjaaWir#+u)1Maoao0Wh{51Q6r>lQGFOdk+oBB*dg8?ZL zvd~&hD0@^EudTIr=3RYwxD2`t4oL+z?@^K1b%&_ja8cCcfY!J%%9VwYQ&@;c}oo z{G^;KjK7j=ZgSdJd?h{Xh1W>q1{iJd^(HL+a?V>u41=SD@dxGjzu}t^n|(KpTGFwU z#TFczz|C0VtU3XwaKy&PL@cvi_9?YEkqDt?pa~=ig7{uPI7Y~Owm}igGCa@D z=$Z%?Z(m4TluOuq)IYP&^)t~GvYeFX7+EFV!P7oEjWlymI>Ns%-79nH-faQx_oXqx zXwYWH);VvEc+=2`t$vVFtDe#P+VC5VKuZ&XAK>M(^Kva{&%n-YFFlzasG!YyUU1Eb zmmZE-?Nbpe?v$WC;^ztC76o4RO~<8m5409qJ7V=cdz7ed{C0ZCyciziu&+ievUZb; zdZw|6Pf8D)w?L12$h)#4mscT|F8nS8W*Tl_4Ts10Wt*0T-bc}c_sjD01b43_Os7E8^8I@Zwippw~1tW!-A4t%{5%kGoW<1MLewnrc%8v_~a4^1RpmTK1V7w{a*J?fn33MM*_{O1j~V z5z92u84r2q8JU*Z=&+1V7&jyy6?M^>e(d_Zu25~ML3lOa8!);0z=*ZJ6tU9#8pW(8 ze9c=03P4*LM@avfJ0hOBt1-NG&+*FB7L^k2l?OJ?JPYIUUmu8AaP^!6qc4uw@w_y~ zL{S*5#*lGPJjC%4qpym%^2-q$0`1i!uK!l5Tmfz1%}BlOu*{|Vjz?cW`yXk1Y<)@^ zvm#BTM;G0&CqF;tr37$)uKC}HEq)lW#K!pyq94NAetYKjh*dt4(E;8+J$Ze`GZv!u z|A+pOI_9DcK$|x#$A0C3sr6m;r%Ni~)ilbjA0=HhK8=x5h;~RuH>hx3_|c3iF{l}@ z1+=Ay*3T4!T>9DD=NhuvaS84WVTQqmM>L>44Lei%2^1}8_p`&=!w0Ab3TPjZ;Wm}8 zCghX17g_Aa9MmGdfVVm^8A5eslcbt@(T_@A{lEhcEJj2DZHxHDpUZyP^w``DKzEru;<~)CH>AP#z~3`9 zQpVSiG}M3x1IU6c2U`oqe0THl5ld~Cn&UnebU-Ow?)@0^t9~rQy2hOQJ62Jgd#`^` zF8m@t09&-<{y(R-xez`u8N6-&&D&*INvZIfh3)~L@xg0XD96~n?Rybxej(@9=!+tD z{QG1;yDQ@H8zV0LT*T_1OCyDMtgXh9`N1QVG6Ke{f1)QJ-U-@r-MoIFy~LJj90NAn z>ZBe#KVycWVIB*8>u<&_WFb+gV)6=mTfl_YEvPC;6cV;^pp>0BZqY<@4ed@&NRz zv&(Q;`ppsd{W*;Ui^|wnnyp%ECupmly=1Sf{8f}xfPpvoO2kdyiLmWQ2#e6{??YS?SGjI zxOBh*tCnzO*Bh27TfS6}D@0QaCKoNItaxnSefKTE{HH(tsf5mjt%a;rjvsW;L8Z#O z)6 z*SzblyNc({%a_}hFZcfh?XeMe{5)$Rc)oJFLbBD<=1~C=?{hsl&O6d8RsHOIkqTfW zJPTw?b@8)V=*R;syBs3lGsBTlYW%1dC`Ezu<~Wnz74eYT5lM2M_W_`Qm+&`Z%ln*b zp{z?NI`MO6n;3!Ky-=~RK10HLH?F06L{NmP*ZM*hbOGNT&rQP)(A!RCyaBUXRAraM z#h*^Y#yoJYB0R>jFtTU2Q-hHp|Ew)O4BVTJirC6{SusL^>0QR)C24TFp5jXegwK^< zig?4a5%VpTkqgF#Xo5LN8(WCqGXiiSbI~v9DZj6ONJiEesdkU>ruCUhaL;@5i4iY8 zkZTFgoWUaxUeZrZk>Cx-K>OGZPy5A)4Gz!L zMVr$eSe&R=Ye9R)^lQJaYVndY2CBSRp-LW}MZ;ntU&J~FN`PH;FW>^=tmh|g&V@u# zj>%X(R14P=xAti43X2Kz@pNq2S$2m6H(uxSqY~8Q@&J@@886j-Y2fSQUW&gg7;=fc zS_`F+V_C49;xD0TZF+KeR;{|P?OPU4APaouF+H1#RR#yoT3h@ktd$54S`-`S0|m7g;k6o|3nJHX{$(>pl41V#la> z{H846TWYI(H#{q#zt9@dRkp!(#RCsKShi~cR9>%KF)vrH*}sLafu`Sh&cfot*ow?} z<&Jee@0oWFaD}w*x#yk&!oK5GGYEVhfBf-sEqQ4MfRFQqzMaQ7a1S~05;`0;Dn^VL zQH}xPeiIsZT=^73>#1D$J*(nBMvVoxjKw)KTxvW>vlNgVp6|(VB0K;Kh}ELOnx2rp z(eL`I6mmV8e+$8SSNfNMYFnN{DM0NV)Ze@}A#crNjTKej2!&izC3um+ zY<4c#>gXQQO2)Q6=Jh&H-x-toR!zmD*JTKPy@S&D2H1Y{4AKUk8SpbMM7J2+?pL>G z+5u6H8=im4ds`!~ZLI4LbC%~WqNQNf+EHaYD~XFOTz>OC}4D1 z3fXTAxw#h1xm(+yD6twa{U$Z)*Q%Mr*BBrDSe$zDPf9dPT4_?BL0y&Yp#S%orOs$U zdlq;dCD(+Nilfrxfy!1JgazfxoFpY*+Yo^iVgp+?#^u6Q_c{a7I$6rGV{$^3tt4~j z^~;u#aT$j6efj^`o-I@LdctR&lN(5~@_7mtk=oYMwvPSOm4L;u+FYdqb5B*a$29;z zt@tipincWEt)6fBjxjJMx4G1Q=-vZb=^n>6{ouLgn6P~%_c|s4LZ8)ssQGWtuB|?v zt3D4eR3CP?t^Plsw=}D(tNRbHnD=V0b_GShSGiK(`K^cCB+sv(%7j*r_ZzSV{yu)M z-gLcwC0cO~!1v+BcivyS{O;bJ1S<_{H`}JXld;X1C^zdN&tNo_@zRjwlv;;ody)Ps zW1$(R^Yu10K10Vr8ceO>D&np%oFZfdo4-L_@?muK%qFUmjFwovFV!K~t^lDOD9NVt!vj8QLCbd!X%swg>(zdY}dE|BBb#KIE*?15KrGVL8*H4q3(```4=) zdAb_i6#ex3x=kDVY|A9tKV9vdStmFB(M>MbR1tT|!A?{S-bk}f(8ONvZi3%xpVwDA z0E$ml9=4MeuN2?+9xv1SzNe=DCpRXh=KRSWGp&7A$6~K*59l14-e;RJ=eM9eWBRqd zYTE-7_kisq_T$_xR-x=4&p?_%F9XoxNB!Nr_4wfjeH^+5w^kFP!D zonT>`jQy|n+}e9QIiB=c>iu^mv4{P?MKX1<+?M2d@PFgBwwKxd=+3Q!ezWJ7{9+N{ zxGeWf+f&?Wbk%1Cut-|GXM2vP8$hVK-JcSZ_H`GMk}>&yD03AV*JgVa7C!B@6{+q? z9*B2fD;JU$Tmv`&5Qt3o_-qcdNxlY^Yw9npll&hU%b|Cs- z7Q03Z+OyaTX`3^t9^hUK0GLhk8ojSSE%%$;IrdGDO?D|HFB=@(quGr#gDfdZN8}XU zi+z9E&~a=L4jC8mkKK}GijvY~0k-2@i{EAYB>NoR?Xr)!>34vB)z=c>sAJXr>;pPz z2jV?+qiC}a9+}R45x0IXIjIrYs9N?sc-qmGVny>zRTmi$pdqE0hK3WH+(n;?SYoq? zb@!XFU&?0sX74|(bHKXZ{>|RqzO>QnKJ`hB=X$-ah9OgqmmP9D_313BNYEZ-` z-)i=PcO?nV@Y9oI1idOM*7E7^oat;^SKbfX83T|6C1Y-q#z=q0YqJL(i3^>3w87p> z-GkldnCiHGW$Q!hiZljM&W49HTgYaFXvdV^*?>-h$zH4l?U~ot?VY-Nz+y0_hp@y% z1!xw^LiB+jxFJv}#1eC)cj}lz+lhFhAwjV4@}iKLU}EY7yh^g-d;|?+UyYb&!RGpn zkU$})aIaVM+U||8!8I*>gdr-yN+E}+gebLrv*ma0g_*3hqoKAe&ufdzixJqD9Cyoi z(?i(udp&fQn9r`-KVt2Dn}v%Ph#2MN1QA3UKIM7F+o*$o$KNn|HuEN)FVn%_bgj;=1Gvd7_aq^h;_b_>}sC3 zlR%~re^iZWBqI&+g*Le#gQ7f7Lnn%Sqx0iAwA1~HC-!u{)7rj59ztw`f>T3A!uu<- zhz%Kr-#wS-(LT@c+=CG}ek+A2mfoge!FnO$mJ?DO1Xb($hbCXOws|Ml9@dCgd?+O? z@BTw-NCS%cJjSKA79onRh^r3F_HA-xwn5*OchZF8z0-0|^R9}gY%F`OS0Y|{Hv6Zt z?cH%k($%j0#bi+Px#fE)9r~8vriWU9l``JXQ!J!#ee0WX=^0m|mO}c1uZ#q7omEzg+_a_}|VX2!fqgQ3@Hsjjb z;aST45uxDmN19|!X+%V@$mxT*n|9XsVoaL9W&X_D5Wfs$Dyx6c(1LdV`l~&9x_h7r z-4er~>&%;@qJy6Cj#E+x+vLLwOdio9fqs(6hebqalK_JSj0Zv-0JUVHT--60mkQ`N z^q@Qyw4pDIOfW`kNZ11%BS}Nli-Q^?VZ~jO{?P&`{AO_?K7!KIf{1&XK!HWWqVC!h zm@HDn5C9&)T4JlzAGQE_PCU;eOv#y2ef^MFK=Ebm3$)lREyaH zt0h0P9DW`8WLe7t6(8_kRLUiHh%kLKQ8(x~{+X`mMoiMw-=6^>u-Jqd2wZNWuF>YU1vZET?N z^sZhY)i`g4OBojcL0H+?LS2br3wRdL{!MawR%civGRwKgZuI?r$Ea} zyF@&8V~WWLts7s)0Uc?=F+$ox)ZV$i=cN<&KQ+VSd>$(4d8>USJx$|BTM2DY$?~km`#g*1m|bYKh~cMYpYYll7wz*?Gy!cScw-T+n^XDnEIrjN9WR0VxwoEmwyMCKv-+V#m>HT~5`_GLS z^Gs6e0&c(QV|?M2mCYO`(@BTC8k54@%kP|N2^{U-Cjk}j#dtQi^dSW_psl~O+q*+K zsvilRc#ip&Px(~s5sfg0%o$^zge`*yhdhq=CvMEujlhsTLHwfcA2>Ik!F>vU|5mwX zyhdU87PO}ugxU-AuLl~?2GT@80OCsjlZzz1Yf_e*AD@dD$<4(#%S8}(GXST+Wg#54 zU&NLB=7MekG2vL`gg)jUk{0u*f2CK#KF}h3_pdYT2cS$;3;Cm$C$Qr; zHpxx?l|GP*GXPod-~?~t4^*&(pMh!2k_hw0Lg}7@{t6 z$)5ABU*=-IOv5AZoq9(!kFP!?y)NP_fPy%RXa!Zal9PQ?MjL=e1?`c4%RUu_F|PbZ zIE9h;9&i40K+T36fx(5X|Mn&y!tfVfrT+DbPvpUf8$%odgbUe z*l^x6WYse8I)%0Y^%mcYxaN@Ti;cgLW0JS-*^N~yWyY;2f_cCY)c;h@+{ZX3Nm&f+ z8#8*e;b9T?o|*qAd&$uD?9}!=6PSa;(z{Fm5R9EwoM=<14>Ejani( zSMC?F^jp*Lqtr*-M-<|b%Tg2F|Miiz#B=-JeA?nWJ!7bUi{F48-GcUjbYpvw{`CM= zo@Wx2dC8<7uQ@FBpkI9|b)fJ4zlg`K%8(_Gif7Ae=amvf*!1`W?KdnLvBno7-bB)J zw)8@)?yreRCmHxqQ{r{;^e+Em#ES1vPr|in8MDwG%gZfV*(>H`zUJ%MF5yu*QR+j~ zmssf~ggILp0;_#8fz3H1ev#gYg$K}D_~h$&rmkm^vDg;Su3X3CQ$CTrBQMrs?%4<; z@I+SFExjCz$R@|-^IC9)PDwFp6VK{q;rHPYTmCTOuWyT3WP=1v3pcNyM`l4Q+T=H8 ze+qBvQ$_=0;=EmQ;Vp_|vuDotuHQwh_Tf}+Voa>_<%kR9S=UM>EZ&yuF`9UFK9AoL zas6Q_rKmqI5aAe{z_RLxBX0dc7HoMhq8>c`B{xfBNXV2_XcdR>E`ibF8{~Z!UN7H; zP%;mg=R-{kJtkE*!Z5&|V$>s7MXdYPT<9zByY^Mke&p(iW!{lS-q25^AvOHe^s4SY zBVx%dBG%X|;;gMRnj@4B006OYy7viKgwAjMQ3}Is^}}4)QFh*bQjRfV6ps_Sxj(&1 z<3^i2KSN~AFQ;+CK;*?MG-KcqD&c7Z?c$-1OM~ampJgBMc8xjhalInaVZJ;c@xmh! z5C1b_yE9TM6KKnYGxT_*A~!$~*wK$BEh}=Ozi&P^$2CLm-an*5mnaPbPrp*z5_O@$ z{nA4@{){7r5pP=`GM?nv%?lt&oWNbr`Qe zyXe!uC3WA)(@H5YZe91jTN6x6c#7iJsPr_pIW3j90Nmh+457(?EwM$0f)#7=oP<0r^xe65vW81% znEd63BZeKAp*|pT(+O#SY|giuhNP!(HWrc^?bc zEkcp+$xuH4rqBdL>7M)doxe=aa_ukl2ypPmF8fk0;yiZV^U8Zf-240VBK6zQJu?;I zH=e4{wPL;DCq?XZMU#^ro501}<3TdEc-i`&QE}-P(~}c=)y^$`m?}{g?R)-|;Y~&m z!=^9Le(Z+KsnXP@_bjZcUoGy82SCUm0NNIEDsI}m(YKmnLPcneu!m9Zg$vQ1l1si`eLA!X`=Vp{iglWUWBNp2@+b#Tj{s$vgW5mpn07+wA z^r#ra--}rL%MlM<9P!ZKBIX^O}%U=Q-A%k}evP^Qok&NRsZE(WLUO`YJLUh{bX8*JwTM8Q;h49s25lvUTP9h?~Bh z3(!1EL~Q-Th|9kk@#2HI2=Z=t!orHYKH<@O{*d{#O^!{kfww9=XaVBEto@bDEm{yN zXs_`8h!x(OKqc3C-md9MlH;>LuK)Es{)VG+0kuH#cuevej!eK{Bs_F}dPH(t@{sF% zDZNk&AI)n(ZBd~m%-a`E6JEEtX}iTo^|jDw&1rXTF{+>q6h$8_x}*Uw{aof!UDJa0 zwm&z3^vCA<`y{CAQ@YP;1-AQH#JTTCaNFpJG$;!2osf%F$psII82a%{7hHFEhD3Kb zC-bGWnt7~@5zh?>OF5b>IL;e)y&mU(;j`$eD3 zMH{d>NBFmbwpxV|zmB-&xHL{gFN_5qtLO$vO5tN+bHK0vF8gAF)LMH-T=(^e^$v*` zyk&y#?LSK|l3~*)XwxjeG4+s3X!ZB$Z7~Rh#jpHIrVuJGM9=Z~au za@{wxy%n^1;Me?bhKNN{Tno4WcI_6z=E*(qmx#CgA)_~x?iiN}vV_-1U)Bq>o8rmK z_seiJgGgKDw}+pSVdyen*2?q*!(*$Ha^4uzTm2}4@pO(4&Av@%}UPqLK!8Lo1InVIQ<2lwlL7Sm_-67f6-j}fwP(|?a&8?nRLxjxJU?d-mm&K9&= zNPTU3z=UOe3m01igtO!g<;ZS2Dq?}5nJ<--;@t^V0%*D9r*4T@_n?S>|1iN!DAa@m zC>CxOdj)NilvmGt2dWk|MQJKwg|2-pA^=^u%=Lkb!XY_rc{4>=a^OG}h(9|b0d2L9 z=7N9Y(Gd%-nMFka8~HH9001BWNkl1BxWqGGzE2uo+ngRT-{6RAkI1~GewAysxOalK-26qKP7w6ofPu({5dTtJr?=`I z$xjwfd!O`t8GV=ToeOWt2R|Kg&+qd8>m4|8cwA~m{|V`Ca!lr?MLP70cFUx-!|@q;H@#+ z{48QY+y^saYuS{S;}*21+(+#ZGolB|USbQ!A2Up9@s__V`-Jz7SZvdXb@s{aQ3{#> zHLqBeFP&-mG`Yx;|Cb&t?^no7NXulc;c*@TKrUNgUQG{~MeSa!cpf1zatseanAhU= z>N5#=a>6`n6|cNGAwLF!q9?gP9?QLFWzLWFFKnjr7Rbw!tDqHzcD+)~yg&ls26Ar; zPPhm&3V208OBfSaX_v4+!$c}UxN!6DCZGXQ`Cp6UD~~l*)@$YB!$A4x?r9*X%odJy zUw~mD1(EA)TOzOeMB)#W>(;%V7$uia-EE|G(g) z5j<_}EdBn695cK_sgPAZkWmHgFMGKo$1lTCzcV5LhQ1KpFdmH|p?jct*DunGG=>)4 zAjg=o2H@3XFwQ!+G^#-y%dN&U$?%Fm1kAZaE zH*#Fs?>&2y(`GO+l!V0@2|kJ@&12Cc{ii7Kw1%tIzk2hP|yyszGZo}g<0uv^8 z%{He!vwOVHAWu$0lih-AqSTzQP@~BNJiTRDTWz$po8T0O;#!=dE$(i`p#_RlDDLir z;_eQ?ixjuw?rueby9ReXdH3Gm`I+lVR+1%;%sIxm(?$$d&Ak@EJFdRw;;wDyHKHtL zXkR`&TigN`B)HZxgwmc$s5HY*Nypm0kd-wRo4diC zr!^I=JB9!9lspnZSf4Bge>PNA=NxmIjifa7UwIMSs1w~Q zYC04CZj|foe?Z5zZQh$gU<3bLVpt!2nlg84hHR7k%yF&5>iFt3Ig58W7jh~>o-=7Z zeOnGujjH(+E&lDU*BWp8hfkjn+D|^B^Fw4?oc@a}A@=0~fvY$OlAQjm$IJi;CgSz$ zWFT@rHR;+1ni1cu0`|FYC?;r6R;?w7G`&R3XX|Un#WN056l(AHnXE4T4GKPOZ<8<8 z{$@@7SKj8lZQBigfw~G<26iO#O#g2AIpSRh->uE**T#TEx;=I^vVb<6>dC>j9~GA3 zm-yRBxZfaRoJa73@Ejay4^=&bF!Q`!c*%KhkrTO{25^?q- z2hj?15x5;9wVp@tHQYD;0h`>P8J7PH#gd397C0BmVx$_aSvgqh7c;QP}p^Yc|R6@{XAF z_Y0o(Ze@FX8!p*D%3Eu7a>N5roJPC7j582YpRP21y<&qVE> zE?-|%{>~V#YL**>dMQJ9bgRgY;zJ@zLLzKG7+>{K*nK#@>6|Ab>#AUPYha2lSld_J z5>~lf5`0`E%QO;k5i#}6^Q}N@NA@s0E2-KqvCWBZJAE;H*8N{QPaC~32R})-2mu^{ z;OG(o&XcI8!OPYN7}DQX$4T!#@xIbrd<$oU{4y-~MSwZGcyV8&<*qQ!GlKAR8?>h{ zr!sUkEKNXP7SJZ!4xQ@=MQZXadw22G>?$lM3E4i|c!^jYD#&`Bq9I^zmE)&8UvPqBCTu~Mjd5B^lffY)P)-nO33Vp`L%sLP|v{y?^)VI#JV{Pj^cPs2!q zk;!(_6KcUwd?9akYDvd^Z51+UoUQ7S$D5rLD(sxOuvSrwtTSaN+w1Rubxll@6`b?e z_UyVdD@N6xcTE zZdg^~e~m8J%luc9%QzSEm+d>r&^(1?w>+h!(6?rW-7DP|^mTl_#bBD`r zn|>dMH{IH4UFll-SFH=YQ#Du2OR+nSxM&no`saLYPuuMFa($XJu}-G(H0yYy@^(7E zFb#7+NlU-5(OXa4okomVQ<{{uEyQe9^RNiLR8_S1pdSYi)SGKBG!lY;U;%>4O0E4_ zlRxxxDA;AQCzZX?B_>5MX935|$%m*XcJBS2N zswG+KrzA8u#D1T~WXmWao+xk3hsKnyA5Q+KAFhE|{psJ!v=;$%tsYd;=uCHd>`u!n zJ3VPoPJRp1sSIm+tHNP!ufkb9Xh>c0Gf?zF5yLKCoL#ZsHadE&7cPSa9717#4i?P0 zd{tb5{O&^!^RSo+X+vOLZLj}VK+r}k&HyHP|3EH^4RhX#!5d^*W%275csp3(5zsY#^&Sb5LjK=-# z!}n4LX&Slo5`QmSLnp8b^so0Td-|kmE2IwkG;=rpRQIpag1Iw`t4Yr5nWr0;LjP@0 z?WNW0^o575*cMW6-teDcPY}r^_&J+CR zZ5Pq@QN>`dj}$)V-D%#Z%_cBgZwy_EHuYYbNeqIIZPWJt@V25R`+B zjqaL*{73@q+ji^rO$>X++}G!;$w3A7_OF#N4ELMBf8xzW-@8>47+5X_kx;K1R1<8{ z7lu=_VBp;kyJT8X6bm9S6_d$gwejv^s-Yi0fv!!BHq5+X0(%(P2l`=<@2{uDvA$Kl zMX{}-j}Sp$#-DUIs5CLTh-z3i&K3;q&O4mncp;sijPrW>)PMJ0bI!9b^g_N7wN7cy z$oNw&ZB^S7D=cnj8Q#*#)=oc6@Cf-FCf7_hMC&INuaT$l)>ldww2FF%8D?58tliwK z!}{r+uj`w~SEwM?PtoS5%JXy^Ul}CbOI6FC1;Rl-4xE%m`8 zR!VS6Ucv;oFh~eRdINW`=v0UrL&1(%KX9ht6$VEnH3xf|0d=813$1JTl#f%PTQD)1 zrJmozE}|;1QnlG!;2<|}OUd3#<6*oG&SxK!T!0H^K2S+gy`2y|(~I#Q)m>AccpA6& z!z0vl5ch!*ZDZjv`Es-1ckY($J3U}t2;!?TP8FEKx#OSkp;0LEmE9h-aGNK1RUY1{7z7Du?Nq3T;oxpQQgRPa(FQ}`XBIb6>M+^VW zF@Dj8UH<#f8h>E|$KJnA#?se@_w|BKBLoU-bGD+x(n&_}vF}s4N_%eP^hC(SBU3fm zf(!FwT+I3;Bxzt)f6092lPr*q@D7X%S1IoNKK2sE42?L089NZ0JbwS@{s4A;)BH~N z3geC9bHMYULR5HjUk0z!KBXAz6(rSf*&W*IJB#(n$QGl7R*O!?xKQaRZR+=+&V`q7 z;EYk}Nst9_(FvP$ZRm{{a1HEk6`}9x(hpeo{Hbyy#bqw9me6zT$9Ej(Ug$Fyxk|r0 zTYouqN3;kie!hg!{3y@-?phTN9ybE9*u-8ovHbbKzPC$omtD`ZIj=50*9DZ(_CDLB z7cuT_1s+SC&%5jj+RrfXu;WENd-F~L?&%s#MW}#~?*-}EG`#O2`~e$ISr>etF9y-X zo_t|kF@yW84nE@GJRIc}JCc5s?tzU>i|l;d+-d7afL$Qq0uRKhyJ6+);Z$Rw_> zp`CTTPm=R-O;u}*2WSD$*)^{4{v$6c=ms`msrBr^0?DwH#OGR&3rhg(*b6sJsp>Kp zkG(WJ{31WPlW8o-*#%gBEOrpD;g=D9EM{}LDCP`eUQiwqYb6ilNx+dTmA6a2P`e+T z9ZivZg{p)7{OOnIoS%(cbCNK;r3qKT3nePM7 zl4;^r{}s3shBZ#@@Vm-fC!@UYLXHTi9{W7nm-fkI3kIroznJm7qQf%e8jn@(r_Y$2 zA?y1bl0$MaL|6Jez-V%CZz2ZJ$UBMdAa?9e)iC!x=Sj!o9oQ+w=X-rBKD1QOe~)q4 zz}d1bppNH9xTF>;<{EYKQQz&3O2o070!LCbJ7WjnJ8N&=%|BtcV2T~*U?c9WLlAVE z<@cX0{^g+jb_#d`{38DMmFlVsWE#j#^$BK6BWCB~{-xfMwxs~~Mli(mi`Wqw6{xB5hi06X7yZ%L!cc9z; zJYSv*EU0TCMAxpl=zYFz^KMF!s4u4I^Eu!&;-AQ6d~6>~U#@$(=$Z++9A!6*xm%@r z5wq5<^p8CI?amq`{GTBCnfs@@EI2VCx=4Gh)t6s`h8C}CP4vgH1~q|hm0FxvQM|>A zdB}Lct`n73Pat5#^xxh#YEg}`zl07rkZ@%9FZfr zSdD^BcQ6BJ#V8(!(S2uncP}71Fb|ReDMdVZ*7@#t78R;QF6&#{No(Ck*zM_;R$25H zZ5NCTXSk^p4Sc(fvyP{CP3IQDzU~mq;w{7!Xgjx%@?=IO$C;sBqUL2!FRnwCa1#*v zO+ylLOKYVsR0GRKjJs1`mRh+D3^P9+#uh#IJc^0JWa+T%7lEBq zx5VaIIIy%eyNmhYMf@x#?LTWgQ)W_O>Lof_rnhxDFD#9)wYn1}r9sCN&~*W@B5~Mp zB^2?p2Ad^Puca>P+Zi@3C#wuVIL@<m@U%rkcQKHRi+cbKaXJj!)_awY;r6>h#eM7QVJV z*?M?{%s#={hV%_}?%X##IY2HQ=e z`0@20YrTqThUzk!=g>s@14vY?E81s9Yjc^ucx}gpY2`!^@iq=J6Sn9bqaFTSzij_n z2ss!!(DCWrIs~>*K5rl+x`1x~+oxQ%WAg(9PO5vqi13KFUexb$d?T8y(+*kv7RO2D z@t_6G%xxdiNq^dDNBuX_Jkl@dH+{pY;`?OzeYpIG!L?Wh$oTS}8^glgMtDm#hFlk< z-O$Jb_YHriXHRUZ4#jd*<7t~09|9IXcwqN`P(ZC1B}Y?wQhHsxWifUr1zN(&oF}Iw zVwrd4u`_!$>aKwDbRo2!Tk# z1XU0{hbi1zYDp&y%q85*VpEZyhqp| zHy&L`r2)6Gc4x_O!N+g@9YKb@VnUnNe6#60h@9mse;m6!imLc`7u9sCTUykyX>3VE zWFiDLHnbIjihr+i?3PvEb1IO0%1hw>qdecJU#E^$pDWDV9{pC<=wd;26}MZ3I<6bG z8%b!uNob39tnt^Jjd)1cCUdLY>7?%N=LBvVygJ3%uRl_4mx^BMLJrHd&##NFhefRQ zUh=Y+x2K(NuL*zm#34O9v9VC~h(epdk3eOaV7Dga=CgLx79pPI{nQ-A0+8L`=QeZo zar8MDItUmvSP>m*pOj0>4Jaf6Mph<*mz?i@Hq^N>J6M&)D}4p9O2L4(Yg$W~VuXf1 z7wR{x_0aU7+ko678*pRnx?TItJg&rD<_|&tthb#+l>rRi71gqiV@-~I*!dSgO#8MZ zsB&t^*J?LC1D-CBO+Ee$MPdhIJ?QzM^vXl=UYE!MgrGt2ov)*t`DoxD1GW6(B-v8plIhgMzUex znjp|)Jv)R9#JWVd@5Y`zp9-LdPHS;*-bZsHoDl`X@?0fnjf@qk(Gu3MSz%qqx3Xkg z8BrTF2xm*^^07(>^2g}XUmqfizNzrRhKU*@c$>jTgZox&Q!Xjmi7Q#Vx|7rf^VGSG zG>Y%a21&tsCBC=Kmvi)@bH14u+X@zBpmVrg`_^#rqZ19?|A6(Tqcyy~W8zdn(O3(yWLA2Y@qJhiqqfPFPVpx4Zzv0hb zc+kag7M!#%n-$Dy)eK*FnzuE(0pIwEEp_Twu|Lk}bRO~EO%GPmSD>=LV&^vsG$VwU_yw<#ZV}1A(Q=>YGe13$QWjK)FN160u5LI7e ziEy9f&2=`$Bb4*;&T=`&IlBEzy?Vaf0FAu%{zH8;)QyQO4OX)8HhQdSA91-6lb)Km zsc??};}q!%J-*QuFPd<5r0zLGZ7yP%o?pwPq2HrE`;+Y|e!5Y~ws4lTl%=?@ICaXz ze)_W7HBCAvsQa0<^QM1tZRz*$)nA4uNFij(7`y|E$hG7>S27m5_B5!v`!xOO<`m;z z2fDHDUAP{Idn^Of zv^8dB)~4^DonI+%6gpXd9LO?25`{Hd{RQj?!uqH}|B!{@BBj4SSKO~?;UBGOFb?ZI z3Yl@0Awivmn8_f@f4xd>St`7(&fM1C$KF@XuJdoNQsK3r^s+z~F**xl?npXvmvjqD z8wbDoc`QenCOzxg`7A6zINH_&#Urq8@ibZ)A%j z17ff3@Xyl6jM4!0Ib;-$SExAFC-^mt`iSpBUOYq-n^n*tO8ax?Nr))kNpF*)Z_mN# za6kkkhV?vCDTx3kG@Rhrx2JK5;PjC@X)A}R+)Lq0)b-XzYk`ToFt%r?_gm$4T#T#T z&xjtUU@b_{Epp^sH1C==0*wWg77oh$q{?jy*R7|{<0ow?pGnTcuhtp!(w2`C)@@1% zjOE`Wm4Vt{e`3k#olo!F8+hI!@Ffm)v6~XP29V^8nF}FBX?N`NtJ*llNLzG#kWW(^ z7KqEE`s`>JiN9At$7A`m0AMBA^NaOQLhjdS`~COoF~2JyD@x~=PK|0$AJrnvnF>En z99wh_|M7+C8!uyfI}#R5*Q2>9$DA0IvbPj-5pp%}Q<5#d9~(Kdrwu^nUht%QnsTk*jsHVqK$a{3Z>lY9{bAMf!?GHRE5PyB z1w!u2A_mTX+Qx2U)O-EFT2VC1gokyZyEpSQmah7;M&4IUR_fK&RVuiAt*<8%RcqEp zu;KbtLaj!yrd6;D5R8^Tv#LL{%JH`UcYdjtmlA$#1KqP@pV)Cvux3)g`^>$6?JTmQ z8Ix;Z%s$;{GE!XdNB<8var1lF&B_t|1Bu8=9-ROITc^RQNW}Ls4FtC`=5Z%S&0{gu z#TA<8WC}-3&Gx;vFkGoicU&y!%5$SD0I5V(fm&rKNUR=xoCZD(H6)C9M6N4sIMgIw z=wzv`*pVkuqJaEA{(333qY^bnA!g_ErNYbOaTO2$mEe(rgZvw;7F2hYE+@y-!!+&= zs|q{DhuA1Co1*rm1E$i!ukCLNg6|ftO9+jgZ-f?7LkL_RvDkV`^^|qPn@|!*`>?Vz zlDg4$Ez=v>j`?oTDCI1y3g!`l8CTZPeY9&w$mzcct$3E0Upwrwk|CY~gBb&B{q~1i zCwAfSy{4HA1%#Ob|4QM-I;54Dz3urd>g9+VzRGoq1ab(`l&RNudYJ4FhX_9Xal?d! znRLO-HfY7u@|l+!X8Q=vW3HGpuMCE&?^tsz+xe* zLt$@#^4o7Nsm!X*S1;0HU{YWupG#SkB$&|8bpYS`J5f#)uuwt;)^*_eqDe0?5kT4Q zezrDm2SKP3Tnc3GxbLwU=DZ>+&hcxRZp=?XdSRZN)HcI3GBC=@ue?1h&VhL6lCQ+N zIbfY4!Zv7IzH!{W7n?0USPeFe0iR;{?bK+SGms#{F{xj;?ocU%xzuZ}f9CgcUlkp_ zxh<&y;Mjbsi@J9)qx|1ad$^}Aw-)oSFjWL`Yp&j0HiDi0&P-FpzrKX#m}H%nK*(uW zN!WH-saZ2OsK#H=7Mzl~KxA|xWba1wriSvFCSRO(6TUPim1S?e^E7Go_M!;?_DV4j zDorv3^*g!STC+g^DxwML%y%A|gzjGJox2^{pD{wX335-DwOJ{ zuNZgfLw2P(7UCxxcMwe0^pQB)b-+6qbEZ7U=Q%$Tgb8f?kXwziQgGmsD{NnVJs8c# z5J?X=C>E+<7SxRPsJkbU1qTV=qHH;>cNI*JA*!dDGOMLgH*$b$Jb3<0MaZI^JCQ9& zI>}iZh;GzJ2dfzJ!W+<+$x?XIDscgG5gGY&7(v5mIEa(TRlJJgZBsEy5CUYhU@7+$I6`oV#YKtqU8q%r4 zG5~~3=`%&&sgDHls136plUQ!boBc&S(eBI}GOZ7xiytji?wfMLyOhKb z(Y+Q3;%Lhdd=D98NZxZlGT4zmx^$hdx_5tkBXqm%0%PW}XeLdo5V9|*@=z~#i-Qc1 zuHL%w$?ahk-oc^la**egXCY?&Cfwi8NbkFm7^d$Zw15&0+7P3BDJ%Yvj&NRvlghYm zP_`=ncq&(FC7T)|^*d>}VKdn*HoBDQwvxj4T1{hwy7iaO9z%}Lk2h*x)I~U2zGM_{ zKn#e*mnc_y^%#~E(D2&V7t1-+8RoK4{psHE8X&?qs0QpM-qpG01|*7vOGY@OXv0fM zEnF+)E0JjyayufxGOg&~1ptwac^imEK)u4y!#~$1e#K+GHvqRs);k$bbOz%7PhA+u z0Ue{R2USv2D`>wfDkgtFyfgZ$$Bw@wKV3 z-XF2_T72f7SBP5H7X!a7U6|}E@gF{v1H`$boiFBc1+^gvm9PK&6|P<#irciw5C2Az zvBXRF%gYXuNsA7!d<1E9CXJ9E8HH|x5(7-4wkReEC z!#a_*jKOk2LnN@MEfFEhHeVqFdLC*jB;ob#)opT4HQ@Z*a+;o?+lfUYTHs9(o^o|P zS?87TG!lHWe7yK**MPWDzH!&*@bfoC4ykDXS0V(~d;JY7a(t)ld$C}~WB90`h^{E% z@hr#nIev;FpRkZPeW!`tO4EXgGyb%eiyzEiYD4|AO-U>>_`B2}DELM`r2E&G`CpqN z2Xda{um6ti6%h(@Qp>>f-+up=)v1V+MKNi40x^u3{St>Ko=gcxWOth>R*#mOk)$4n6( zD%tl6>$DQPf%Ny!4_D*E=;_2U-QQ_`A$mv@VjSQ#i^2knkiw+$rBbi;^VO&o9^4-il+1viF6S%625n8z-v<~bmA}Z|M6}jbKV5J4`-Zys?fZW&lk1$FsD-Nrr=V#66x5-cc zhOE?>*nsyyBqp~IJqo!=> z(5->oo7x{5=%6Vs5^o~LG$$T&my!;q3b+ImP7n&*V940-EsTkxzN6lv{%n*W>xnvL z_Sxs6pU}3*O4VjW-Rg;wGV6#!05S|RIQ<3wWx&5mK1L&&?AIz*CSRy8MRJz{&lu0R zp=7%D>}I(lICGLiCKO&vtT*KSxr@cBeMDEFF!PVV<_Gw)V_4w!D|ErQdgBH61E&$G z;TfKioZ2+o%$A~nE%-Wljf%y!?i=7*SUo*ZxFU8I#1LCgiz)ZeThvceG{7t4S`iI~ zEA~Yep?W!Ua+eAt`11E=7?Z9vNe@y#EG;y&6-SSV(BcNQ+CYq3hc%n`>NnA6LJtWG z0}loH;-#8Q4G&U5f-i&&7`ecEJn<)(l%&xb#}8mB138y)Eny!8SpAK3*q`O=MrQM!;e9F-n9a+T== zwkiFe9W{trH$zCv^%p@kLC(M0EktAZpfrhM-o)m5$ouKI_&6RVlz0J9oDG5P>Ssbj5PH_iqL zpA4|xk-|aQLraLz7r?N$zS>fR3|67a3$JsAd zj+15|NFKS1K0MO+62?*ZO|Cdv228MoK>!Zts%MoC6%s z(4Jd0^~t3M+fLL(Ep2Hv4vzuslmnbHVYg!qu6A??6HeTLudB z_cz1uIZibb8x5$*pW8(7EKhn3oRI;lly8;w4sl;Ev?u$3j|~&IRC#X=cI3Wu z2Xd=8;+zKn+b+T>`eY@90M0IM;17B+Br3eYm%DZQPP_;8f^GNHZejUJ93^Zu&P^oP z(wu1qBu~9kZxLX6R$}(Vzhy041|D0p)?rH4asG1M5%vWfdG7_K4UBe zL}ocx_H!MMY_D5(^-vYz8TvB1WTmq5>6;Evu*ty&>sdTc`BgCYToOaau^K{P#6gNT zSJRC3w*qjg&f2~u(~&}F7R@)IkEr#sk5q{DOK@hn^2cuoF#_qp^oy^(Qz z9%=(IJ+vm1rPc-nhDFz+{lpN9fT1J4toNwFmwR@C@Q6vszJL;MutB)+B1tkH(x7YT z-*s@x#BWWdk6C^pS0fB8sx+$#qT7Oxn7-tLmoW7U?^J%(tc+N=ABHxZ%e8Tq+T({( zAIO+CeEqP|r+Eh#M;;GN0?kXG`fSG@=QyPvW8g`c8-L6`@_V2yq~`@_JAii!7v{)8 zL|C{Uo?%G{80LF}J)kH2)tr;!1VD4RVw9=9SD$K99PTAHNPh<5gn5>F=AcM@C@u+f zW66QbA;f|*203@Ut&96!P#G~@C<_ye6&m~y=mfw-UH>l_)y<#Gjx3E;{K+&HE|z%ATi?6NOQ zvK1REF*EnG=%gwT@=|$`Bp5Fc?{nYDHV(BWUR@~a)cVnTM2^taDhUcKRg73j}D?vQ7k+V}Zkm90{YoE6iS~vY;VI^aA z*Khm~H^2=dQO|bDF>Oa}D@JNgF_=e?ag6-@XTaI3mo}1p0fD-tq zmpU8}pz=eeEchcLE;*ywmxxV#M5$Gy&M^<=67xrGlPoN|4 zM|-cj;wHIp;83)kLlroAb1vq>0R~r;BJli_TkLll?-m{c{<05|>Qkfw@wChvPhpd* zCZ4)iU@6D^jK^YQ4t2&fzWQ@ILu?4`K!;zd(EKT4-^kZ=(2<5Mp4 zD$5bP^sKV}#FS)Z{Ach1V3lO!(FsCVCfexlQzlP$S56P9=P1IB8GL|02|EhQ0HWtx ze-^x!ek7hSle33s;q%Lr3e*r2{XGe%2V#q1-sj+9#ES1hTx=4Z{xnSorQSv7fD^m^ zRw*fpUTT%E0$ZW6+R|=ILBRUhLdZDu%J67>{2@GXA9By&O`}A+vad3DY^@ds_giN(R0+iWFmbS22sT$Px35l?S=mw_pQgOLL|0LnSR*Lx!67VrQxrzftr6um{u9T##u3dH&y zTi+=4>wc%=v4UNkm8I4TA`8|NQjnyjfjBGV`l>rI zAaa0F-ovVa2+ho^Ma!Ox?;?%uDDDa^cPy+k`uV_b5{V-e-G4*@w?3TT?)g}KH_`Wr zVJXa(1^d5QBur)`!wWAFt809N_RGc@x=WkuOcc7Rkk5<@x(^Z`+TwW=akU2o#1s#Y zhsh)ZNSq_0r2j}SM9{!-pS}UGH$d3u{KWBq4dis>=#EQam|++xj-DfxUrMwy{q?T2g64mbRvv||&7qczgy$rB1%HG;Q}s|??h7GN zCt@(kwB63~i+l+} z!QRxv&4#1q`&|g?P2qS%dWrLseWQXZ2&9R;JKrkDEedJjpJqI?KkerRey`>8X~K$! zZEJ!QGQ;g0iR2JD*-B=eg_PMS0qN+#25T~nT7;FH3t83-761rc)tTbPM2ti>z=D7j z0U1FTw$_(|Zv@c9d}dyE?6JgibpvN7uSgBnPjawu|C>1iu}INQf z2%WP#!?}8mz^z~*XI_kx_1vVRS@0^qx22_<d4d+Yh<~ro(k* zyIo*fPUbBbQU>rm)mJ6?2^)^+e$@#!X&t_!!1L5P+9=f`FiQAf<(JCd^JTe*NV*m@ z5d{XPm_?&Zf5O?xH>TjmZnB4<@A<2fLZAJefrLcLDcM{#2@#Ff(Waa)bl@wD`hh9QH7^q1@diel4eLCiVR zzROgn&|q8;^y9&tt_@_1?SYS|oDBG~EQ>TI-OL#Z8-66?*lf>Y-)HmxXe$peQdWqc5 zy;7dbzV*kECvmjzWn+=;v3HBfl(M$4veZb|&+5;X*qfizKgAK{D!!W=PU8b8(KCw0 zS_BQpWH>JFEA=Usk)HpA`&o;!Y$s9^uZ%jy$Ol+>{5gM7-QvVvX-WRHj*PtcR9ft<7m-F=hs9!pjuY*gv{+x)& zL`{#l%%Ia{Jy6C2*G5MpyfEI~ zY!cBEEYq-7F)jDS=MF2?kBfXmBC_;dR@UT%q>?~;&1%qWX{8Mdy<9LLwcT1d>?VH{ z3}U5>vVUxCEjdbQ<6G-m5_o@1fErDUXw&=Ue_PY=&l+F};gw@S#0<8<1|ZMR?K+#jHsz z6JD0S9Ull8WT0vLxmqjhY*^=_Jj%Lq&{xjfnKdh~no#7NHt4Re0S*h+9b9U*Un~IM z8}!=6R2K{Kz0cxhq1I%E%tD*2Mef@x_j7A;RHmY*cGZvA30^SZ~FP*jN? z2AGHf>i(&j?@qU#(dtd3ZXa#>5sf;*_>$o`_-g(-K(tBLVS*fb!Ojxhgr83WEqkD- za26e4zA5sz^DGkx!k&I1%w%N{aIBv9sZFP6u?(;{dB}e`3M9 zs-xUL$1P+0PWP#>Fa)Q0mDux6geu)TYY=WoZgrC%Z}@X=xI=oi1caZ6#WC|MRg~N_ z>4E}nuv~8`)FIe@yp33&S&#FgweN}k)z{i~`Np2f;Yp@kTGyE^+Lhyh2s0*(5U%UD z0u$Y3s%){nV{{ZtHS3WEByKS#$OL})O9+}AE+jo>UucSno)2Zd@Wfd8%Za<&KbDhW zmD9)%$;#Kt_2gvBwl{fwuW3GdO@1=A5QzJ-07IQGKj*^Y{0rV7zB2B2>{`ph!3SPW zw+Thk&t70wL`mHH?LXzt@lCV5K;^kyNdL*-=D zm`vL|isBQ=;PUaECE208?U(1)apcT4Oe_n^M~R(h37rI?%7msj&McEgZc$qGyhq2n z)|FIRq6Ad$;3uCL7^U|=HB+{damkAaRM>JMmCIk7#4)>3lwH3s_@Qre1@c%P>8+QG>WmK3WRwSR} zffQi-<79OriE2tThtf@Pm-+ZMY<7DZ4Xd;~j)LZ!OcHrx&dD*}*XQS_MnpJ=?J;_d zywg7^s7#)(N{Z(DNy4Am$BAv_X%Q8IvcDNzW_f|Ko%9`^y#HPrAClE444) zXGb({A@%kHlYIMY-q1(_@f1#EMVvr4Od{?MQ=5QAxEjRTWjJ7c-BZiOP3=0|CkyjB zr9{H~pI5uvqx}S7tk}9#%dBx}e&e^1gM?!|Xi2Si2FacKV4GHh%it|J!9hh*LyxK& z0JC~81KJ-U_mhXewLLtmN8c;kS__3Zn?Zv%X-(Ap#gH5$QO?)Gy_W|{{KkgoA$gG#Q^iq#*4(lcx^tk_|qQoa^{&OR1C9!i!|tPALB zr!2Q3gRui|Deh;s=+6|`(bWD(fOHqWF+6%BCLE8^) zPt_)IF$Oq1i?62e?!FcG!%e>h`DUODhoX2`#`=?$urpYg64qVD2G%q zz4)l}QJxh3HrjJVgy7xD6fbLJU?cv15r&w*>&3Nk#He&A6`}tuN8$BhNOhb^byk{8 zO?L*w!QV1$BLvL1|xmcnqqilYJ3D&(UHG7Wb)2)vzr zE?wKLr2d(MKnmgRUB_MXg!}^UxMwvDif#&`@D6lr+WuOr8w)_SeYc?UHbKSpiv#IV zO&k3IRWTrrIInV`b1J%r1}t}vOMO}4$b>)LfNZrE)o`N+r%vfgqZ&O*D@RM&tq zTx2*D_44DGYV|e@lZa6vdXp>KSJO+_qAgR`mrwn>^a=kStjIcr2*TMVeg^%q{1BE{ zRn2u_l3E%3`+c^}*P$smz7yLsb`B)vS2-)E$WfOb4RE8VP(Y-ygO)j!;L+9fj_mN2 ztWGE93sa!{C;c4dN0H*JVVkT>lc@T2d12H|7;tbX~@bjucHTrJX_g>;3jD5r#r$ngKP0M+s0d-m|`>bQZyD3e(xM%piqoC;{ei@j6e}YV=NzeKjD0h z`eJ9tys$6eQ0|O%JMp;`I0T}M0dge>F(;Kwkx2xIdRa1EE58&!13E4ivR zVTPb3X4J47uNT=FF78U00T>t-qn;c^Y(rmAW%$696sCUbo#o5HcR$87n_nJ0F-@wN zwh6&KvueF*x6JwiEZvl9 z8n?VvA+!_C-}jBfRj7Z+7V_KM&?fe?uL2)&eUau_wJR+;g`IyXQT3+@FIyPpaRiH! zbvQ7prjtF8B7Cf-sg=!^OTx;+lq%uq5HEe#O1vy(42C}kc&1G+PGZ874E9zMq@luF zlcU?Oy7fqoz2n$j-+lebEu^j9LmR#KSQjzY}fVXWPI-S5{KKE&%VZ>@2sxn6pa411@q( z4IezLed?@#s65PB`sxaA)#u7t_oN$C)!iB9J3rRn1T$hxw1(`WH&08pdUu+gXs^rA zDXgg+qM_VQr5>O~ar&8~rM-X$V+(R-V-G~5m>bCek zG`AQx3&I^B7C0f@-wMnoFKlE}%qu~v+UnWz-FEm7&_Gq8v6X@7>^BM1cB#*FSuBNH zI3mM6?6E7^9k2K^Dskfe$;UB9bT^f9uVhxB$>~N$aF1+O#Ryfm#E$uPb z`EHwt1L?pXB@O|N_;}PyB(ExcqBigHrG1dSuW5a@gYK-&F-5udznGeMwW8pAq z&2a_8{1|rk^`_Rk^D@ENx;Vt|N#!9!b-vo0-6Y*su{8M4A`?n{_$DZ@&I=!dk~y3v zhiS0ck=hI)Eal}3!=XU^g#?({`ozW~CN*XntB!NXm)|NtcwZPTML{<7Q|IYzJ9(BO zDN1g4{FJVtZM^`An)?*-04F+OEpv7u8HDMnoN?XEb*EK2L5Dfu{JQ_xR)RYIIL$y? zhz0yPH-ar9&XsqTe7dL=YB)Bg(kI76HRfD_8QzOn40Mf#J+%n3gA!hX7t( zNh)VodhZc8unuo5*ITE6{`;Pev~he0UoDw^#&+L!-zH8r)kHSNX=Q^Z3kOW)3lUIg ze1466II@P_i2IxR-E@X+9p?CPWEH*vU-QG~NJClRpdaoOb}>^wQj!YGik2R-zP2Gj zNQ*>I^~Ku@m;gnG)c(*(nEFF0N7~K^gk9(gw9E30s4HdMIYPG!YP96jMr}@#f zndMDCQpWv#O(-W0D5UzXyL2~FbKO95f0j}R@f!Drw){7+MEh9*&3DoTJROilrz6~tKsD~{U)~s={5}Dx zRCu%}Qj#;RLaNSid6Use`3<0?09j7B#?`5Vb3#yZF~6L5LqnZ2&1F|Z5Ko9jM%8(V zdy-*$>G+e6pstD!S>k=qPxD$N1q9VBMBbKk;=5BeEB=TE4FVc57v{cnN($Po_nVA% zPnvPv>5g_T3(`ijxbj7l6FHM|rh%tzlU2^_9KS~II zHmYP?@gleyrlM5uS*l8IM&pwuhy*))GVyqTgYrbouRi#ptKS{B35&s}YGP8KLwQRx z)dwlkmj?O8K?KU%JYImfr=W-~>A=66#LgF##KCEUlH};p-hb=3ZLu_(jeA2q;gXUh+NW33 z+UPVyyz7hV8Sa^KkhSZcr(y+oZ-z)*dyATfTvM^q4%KQXTx^h@@=Qb=*cALCCNbSpme+gO%O=1K8bo9<}Gv*jwxNL%i%J= z+dYyOgO$LhGkaRwKef6gv+JLfxje?4BWn;vWy0~?9+&K= z>;x0IJPb#Wd%oE`d4w1V*uhM3<^~3&F=9bTI6;IHT&1RvT1A0I=VhoQ2Cl7}Uc4eb z3mS5Z&xv!0bY`Z`yi6;IQ#1P%vWW|Em>ZQO!*c0-v!MFC?ZWoFA*|r38DjH}JWr`N zrk8O5kR`Jv(})1E!@+L>uPL@56-{SHUL$P4Y1E=v5NY`0F;`p6?#^nQfehr)9iA-C zx>MbJz~Vuy5NSzJC4EmZ-d{@HeKWH^L7EszMGx|}056Lp!p7Rh8bSuLOFp#`5a!QZ zrEK+3rP+I(i#z3IAMiPGE6a!M1OEKT7yXvh?pmY0$rd+#7aRPvXl;W1bBtSjV$;Sk z-izd}qIdwoiExbKx;d^-?CUWfDr}i_;d-MV0XVH3sYW6QjyLr3Qr%yWXh~bT#Gb3m zzDt^W7uk#8ItgY!zIc_E!QA{CERA3+daWdX*GVr%DcQ1-ki#O~Lt5kHS}(ulSZU!( z8z*o_VE3Y=`J@~KDi9Dob%RfZ}LAx|b zok0Nc*lPdp9oqSLlM6B#9jj~BfCeUwkYYBF2VzNKxt)(Yz}~M~gy8}$z&LFXpTZgx zA0`2wkMta-z^{Z@n?t$dR7#`^UPn6%lsYnen8m_uHY^LQ)xK#RnZQd>OqYIao=$KJ z)<>3ux%cBtn!DV3jNGc(`xndatAJYxXx0joT9H58XH5I&Msednr+Y$#{y6m_EALpY zzc+pS<{^!h`W75>e|6rA-jA?Qd5lFy=Us#*iDj!G5qLKe~CRLHB(Q#pt z#z}LrBX{9Ype;E|F0-2(Coj zmw360n~6eD1#$7@jr2ajQQ$+k{=K%(9l%)XZoluSN(&pk(qN)H*!}eRk$DWnFU04l zc`S2Z!M(c+r#7i0IaPVVWuFUI{}{_^*}|WuSIhM{4Q1m9etpV(mz0M!Uz@X@H$a2t z5uL`Dv2+k6^QooQc$|Z2nP(+i7PuyslOU7_-Kl*YE4-QF7Q7a8 z>_`giShwVbmkg1sg&bsgZ5cNOA)k$x##*lVd!Lan^rfX+ik!l%)e1DE8%^YjYb3U) zm&<(%K&P=im7T7OM@qQg=diENkiv#V@A(Q;{Dn3FDrz10%<0~ zdI~@26yB%#DW$yOi83wO zuEKa}OkqHKXT(Y8fr~x_ON~q6of~lQ}k@C{tRBDsm zc*nSag9-qn<^bvy$JwiN6+|cMLUsNx!o2(PM`19>F<(lbZ%ib(L3LFAr$LlwAHDOY zC81QsG;rQY7aR_LKsSx}hUKQzL^X=XtV{zN9+2nj)2%88e|fVzz9l*ug9Hq-djVjD&OtVsln%Np}4(IP3FH3WMQSN-9`Nyn<@ zB8U~B_-4e!85B#(&u6LGQ*m5Wr3}qLF#@M72T@ZlhL3P zgW?D`I{9vmJ%|h#6r=(1+XX`9!K%Z#o-cZ)LDsAj2*J?L;)0{E_U}KMsz*VlW+1G$ zpEb+v=0`Pa zAiOT|@?Ra35L=b&BeK5VQIc#fT#!$%`H3@-PF{l#ethgsB~s3&+M9@Ar(0Y@=B&tL z^op+Q8orriFU+4lyHE~!!7JS3ynG`OqCBO~fN!vUhyZ}<)aAczWiQ;oYWp_A;y{i7 zAS(W1zy*-F^N9OvhjubDxdQ_u$_Bl|EA`Cz>5J4zae~}w!$nEJ!5oxD!(c#;a1fjP zR$pGyI2}cHKFu4Mo8)?O(q!c=Ha5wt&P+!XHPTV669mwXm!SUt!!Ivz=S{z z17LNx zBNH>19CP-%g1cCjr+5DQRG$k2Z$Jz&#PW8@i_q-7W)!$e<&6^(FEqq~uc%dgki-|n z{$=>ux`^&5%4A183>IE|Ch_9xhhdnhZDbGZh-$5*pgO1dw%I zHgS3M?$wHb^lAgUPIOm(ZgH1IMASHhO%C&wR{>A^mfj<%kdTCm0t11SSyk?%%<;+ z@xPF?l!H|P| z)tch^LEn&KnMl%&PtuuK6-q%Ea|xkgEpy0OA6594i$we&CM zK(ziS{tIdi!H6c2tpl-{JUnj1xPsS~Ovg;6P9R6hRN2O0k(AaTqmbvIx~ul}s?!M9 z&|dKRd~}YFvWWHj93E~P=)9^8hw>2)$z>StY%AE$0wcAq_bdsI$HEf^G2D7X6l~+K zIU5@(CE{@XJ#K}J9n`4WD+eX1`J)GHWYkxq?}pr0H94Dw^E8xw4p2cq z%N6(c&Qb?sxF*@yyzo-xI|d_~*&SZ9I%C~aV$9+u5Rmp zY4BJ-vY)EjLuwhe`PAkzJD|6*0jZdVCK1(#y}kVOTTVBZV{`MxuLFHM+A4ke$j5;e?1L>J0fOAui3?lYG~nsJ*Ff4-|VC+Dyko9p6F{=$0`*K6~- z!f>&ThBl7pA1Lw8ef&pWHisMDj+nU7Bs~4s-!GD!U#|F7hW%b;bb5`#um5>rzUpsN zogn5CeTQtP29{bl{y}|~F+^4aj1Pi2I$<>Lr;B?4rn7~a*ddA9`C0Y;)Jys6Jvfi!VY#t^9*@2`lB)TD%+YVL zhKssW$p@&tPO!^Z;k>$%e))46%*dh{eV7rucRXsqRgMDD#>P@zF&SbFRWI=61op{DJ^j^`uB zQ!rt4ToY;C@4^w35U7m-*oTEU5q7Q-H!z~q5>|D+NIT;zXnpPs#glrYLUR?NU~2Qk z^5m7NmE2u|lFLUR-Q$qu#0nW==w;#?Xqy+8GelBU^39c_t8?QiRiY_Xa5s!0M#e{n zeDUymV`r~4Z{cXl1t0D4<}(?Se8R|O3PR_4?HwB3 z{fd!#5VS`})A)*xLFIcW+m{nTR2q!@CP_e&Mn_@gxa_l6`7~zf1plZm>Z-88Hj@yE zo!Vu4cMA@fCB8{gGYPd<;~Fr_#$+GG?>?D!9^NDk;6lsm2Rj)~&pXHR3(L?jC+Pag z4B`PO$u6pVpHGdJ<_29pBO!;hxGbKthsJlyY;hLtw#{~6fGN8OZN}<@OW5#pqeL-yLWdN8EtwoBKGM_tj*M`r zSaoK2^LmRpA}K5Qe*YRN9sS52x8Vm_a-xOIdzpgxu9{tPv+z8W?^;09iK}l0d_ZRp zj#cShbdXDt=<EsISSBFx}}xV#of;o7?0yO!Q(4xxrbzj zEL%={PIPZ5(?l1-pK}P;@p0RT?7`D+UwPifdeafC9+lY%qr!}>?}DD%Rjgcfr8N}6 ze@|4N3k^gnsi`zeWH7;ZW};sXaJjxS$3KVc5O67(sXV?1y)*emj(xDi@fl%;If=Bj z_fh%l03GIDH%KnI!LCv(0Y8#7jNwR$Osq^U3z>9e(usmtVKXjRie-XL6J>ZaYxsSM zTMz>#aqq0`L*Y7Xhmq;6)X5MI`Qf-Q2RXCq(-NaDkmx7Zc3{C0+ZMVFB>gp7@MRg} zZ{z+pieJ5MxfY`weZR3dd^Fznisl{kD&~zONhI25k%W5pau3jr@pSL1@Wz7auQ!A= z>_3yfb#kf-#V4>va73SBj@Du=5(Y{aet%L_XS5Xtupv|TchHVJsj{s6wPP(OXS{0b zrl5K=OYOGa<{knxUjHcnF)Scs*3Yo`Hy>exb}?9{7y0Ao<62)WB0q$Zab1&v;D`KR zlk_iH)s)}$eq7{L_NJVcMc~xC#_we96v0LMP)z1T=i28l|F8?6X z`6-_l0Zm*DskTZmufI2}=e(tnfI&0|Yle4)leek})=sS%ATk){?8^@{_oGUV+Y|Y? z`vF6E8)J8L0AX!8&nT_q>!F?p#XV-$)5jAU2$E00$cylcz-IIbiIyPY`0)qXOxEhV zP{4L1V-Aq~5WucoIbM-Z7F)%?ChR!>KImdZpy<0USOHIq=nEUF-#FYkvs1hOc6}Z$ zW18*N7R-T&fP&!8aiqlUaAz?FA|)A|A4!QjqF+_lly=F1ItVsR6B<%IpCrYc{z-Rp zAW4T(R~f8&y~Kh?ijB+-p-5EW_yN+NluQdx@)0B@@>aQz^ZNTxOS#A87O;M%!4K!q z68rU^;S1Q6o;gH0H=V(a*b%B0RTn15GwC2)_*Fu+96u6u3DF75< zd1$)9TO_3s-7JEi3i>!w$1e~4`;jNa`yC+&Ieg%VF4dZIHj35vEq~U<``+y=-0Q=-)aV}K8(4739#OwE-q;da%?w8 zNN~2tkcVj}S&+5nzTo@QA=-WWIb=wtZ@{=YYVR%Cb#Zq6sAs%16N)Ey@C9_#(D|ex z{yqdgbh z#fDWck@|;!q=9vDeqV$aD3g&mL{ovt0*ERLw720mpBg0(rKUu&#{t`H8Sc%9s$KFO z&#zkqTR@10F;KvB?;`=RRKpvnF5ICYOq+-N03`l+aGFMIfrxwl0(y_f_JNH&s^oQ^ zihr})W`BR&XgyWH5myW62PQ#65Frhx;2VJd@sh?Y(s;jA*i_bYr+%IUoRGbXbI);7 zBxx7&g7QaUO6MR!TR=^%Rj+4v-W)RH7CC z;{rq~omP}*?{w;etB{!XH$rcOBxi)@w4$d6CN7GeP}_tTrL{+He`9kkQNrG(%ks~)W&q;EI4ILN0{pzKd4fUy=7J~z+g~Q* zG6BPn{9_NTc0QQ9ayjyq`;TyMpVvwJ0Vg*oXVi3SMnH(bsZncRjp0FSQDZK$q{>xT*9j62S$Wcd0i|k}J7OnWTpKVW9fS zp_<&Cxj3RaB}2yZ7|Ug@BLb*>4EKo(i?-CFAdz_!dkmkm-}c!7K;Gm9+CNEmJ4VK#D{cwvZxB+&JRDj_@Nr!=Q2rD(`0xtTpY*`QU~G&+7- zWoT1VeTX9~Of`OL2F;z!`Kf05Ail4Y3sphIo^K6q7hXMhJfG%Ck7-c%3+XJ~cZ7X@9paYV%?E{~J%IAYOc zb1rC2Oq?swB7nSWGw44Nc)=;%(BL4lM`Qxq7mzxfU{HL;bM0E7R>I-)k@QeA4WT5L z$=^bk_e(d2>Q#kfpN`L-o%lf;hrA}|1;p${H=IuX6qtD5O^Bi?km>r`prd`)zU}n^ zBT*%ezp+)xo*r10z+PXgN_bM&u~*9B9cLJp^Cn1n4|+2$hf)dOSN~IlmqttVD4~<5 z@N^QL%H(D$z>U&GI%9xz+_va}DLL?vPkbCs7CdLtQ{ZOAtuXB>Na?8iK^qU31+ zsLbtNga>EVt6F5$4BlV-d9HFwA-gWNiNIBq0hft~0hSKPDXcCZ~H-XtUK9F z9>g!LUx=J+Xq?FD$r+Jg3C?IVvvLB8^qEaFbN(*7aRgS3iS zoc1?HX;%n>#8$!hQV+?`8qjA>DqAm(nya^wd8!9wA7yC+pC9j16N?(KI%~(HR}q|P z)Fpomw(3=z=uW92!*)h858G~5cwSG=RvIok(7B^_!iz42fDdkjaCZ-vHnNu$rjD$N z_#8XB=LfDi$|oi#^RB%%yFOVpg`ZQJu|EzW{uL`iqNMGYw zvma!EX7U2S=oDbm;=A5qu;QCxWE3;*pQyYiK`n@iE-Eyk;@u5c9NiU>P*B`5 z=jQE-QIxR9CRxzgTjo!^4Ooy>&vD_J^0{0DIl?-=_AbT`2N71R5%*4g$8vG{4<;-+ z4{;*zrt#61n&^QS&kEK_?@E0uTr_Am0l)-d#z|h138p0OjUlE<=YP;5=~LG9slTbO z6~^mT&t=ESZMMNAOgMfJhw>+Q(*QT;v04Wxej%Nt%~oIg6k=(n zXo+UfZ`&t$L%1b?ed@QJ6qMWqY;-;S5Tsqpef?4;c^6jfx%sqwg_fVZ=XR!Zoh?7v zx-tOdsN_g1WKpF6IH4#AC1^&gu&nsDo-ugs1WE(*Db!tVEfTxp+1~;{L*(*;ep(CT zOJ(-iOvm?p{)Hoc+nH~x*rGWK4uMs1(& zfP3#6W&7=7MQQaMV24|c{&^oHc5n@sSMTbG&7#+rjPxmmW!(52=FI2*Y6Z# zsNgp7HUtOHApTf+OsEJ+r})DWPs^rVadtz}3Hd6=2qO4(xY$k->jWBJP37N8&U*jx zsmQvJi`QAagn&*K^J`06&R zvt|?;Q#T?z10mqc^fRP7sM{=szr66J365NTc3JG^A2d%)rT0?VQhI})SLb>(CPD#( z>lSym^cifnc>HeH)%}IzAGSI7H7F;jy)>1DqzAd@5I{Q1R-}MJba~~N>PW(mVn>}L zWkKZF`M!i#={&vH1%)eWleH>eb<~rK0*_1eYf(TN^Mta)*@GE<&J{JNkNRIDc>2*z zI+L^o#`K@G?IwvPw{Dh%0Ixm)RU>%90RV-7_r+^OaRv*IuOarJ%6Xy zU)%}2^#1Xaoo*ZuLsN<~ZEaBXxtB+&VVQ$vYVFme%Y+vrMs0B9YFx1T^;d1N^0iL| zAX>c#a=Q^tyL-K7l~#5~0>)@pu@z{vVPe_uv)$X4|`C0oBwDS+( z&R6pm?e4eAm9b=2)~@~*_k=B z92l{psF&0*nn@(@oHX}LgqZ>rUtesCsCqCxbkN)DuwrJScV&C}-jVckFaRVA6(nSf zu;ilL58y@-WPi-&eSvrEa(*XhFUEv7N_1ad8*4?5r#j)+uC2ZfmD-95lz1iHrB>PR zybKz&tPTh``2q*kp*3G#e=ixak05JnM~_D|n$}k=Ma*Mc`sob>k zUrwtw)b|nBNLum(mbUm?{@_;CqFRu8699X4A?HZjZh?1<*j3EF!0y4DHrvcn*O0C9 z6WiOWjVqV@OP!0>AT}k8v7U|h2kzj=PYI(PqKs;23117(Y4h<8^5=1C5ZMT$U0YJ^ zHyjWIDR%@7mq+THF7NqBFoOYq^ZBxBkmSDwT=?W)tqsOEGsxo9tYao{+nQ4+(9WSe zHWBT6(>6vNv>4&En7i1|plP4`bl15%LG284&mG(6&Pj4&^1O{IoFUbMH#XxoZ2&v3 z$-DX0YnAG>RJBCizo*)M>%$3Rx^m3d8<~fbth>z=OvYvy(9yd~PUz^vFWJxYywzW} zKAW$Ye##!TV2CZoYPF12X1G|J$8rdo5xAy{>eQ7ecd5Q=Z??%f0d%4QSXu~~c565g zY=_Agpet21;n`sUk2SI}_ie_up=myjA$~G!A9C}?+$n-%&2R`48>tXy%&C^5#H2zL$0d|z5I`mdg?3!1MC8bzL>Ws{K6F5_k}f{uQz zbk4rpIs@Yx9tb!?sB+L4KR1ipxoch?En+uBIKX?JG#um@LLEExCV4&OVTN0c6G*QZ z*saT{x}y^t`wL>#&6q$;yG*%(d7S+&(*Uv23u;XOO?x!*4tVatfo;u4&;QPUC|>3{ zyV=XPn?s*dY0_;9qJC@--!T!CzulZx9Mu(D1 z_-SiPQkK2Z)Jp%4m<}ijp#mbb_w{md;#WDxxEy!+IMtkq#9R@#>y;eU+R1NO&9m2z z8P4cS--D8>x~gSXlEhEn-pLhx*lH15wDzoqwGC9X-~1IFyLQY@Kk>O-c80Zn?I5di zapfk|1=k^FF$sp0H=`JKGixHTmRJZi@5~&iAn64x<|?Kb)+` zHHz>`fG6v;9&LPltD3MDY~YvGjU=CiSz!DJQ%Q~*P@}@K>Rke_{)vqK_d>iA9L^G1 zR3R~Cav)SN=xVD+5ipnaZNB1*?4Ya47*WDV)XQ*wSn5rw7YS&Q->_e(srA-N6tU_X zKKu3Wk68T!(nd`J`t|-)pyYYVtYg?I5-xROL&`c|%ZE9g*G4^G4 zaKx3r;%`-!>Q!6DdyQYYqzz?TVhyjyx`I`iD1PdHHNkt{Izl|&g0T-7ngZoqiEpvD z>3Ku`McFK3kcIsF)bovOaJ^CcRl848vFxBl0;|W{ian>#A2$Z$1d%K^-W!zP*{E*{88s%x>So)%z`>Yvc_yUnYn-bYXl;jD*Q?EvmKrT zLJw zP&L~yupnLj`Sw53)`YRy)ZTL-Ku=j|2_m}3o4pQIw9Q|hZUj!ZM2QR5IOWnyJon+L zY$#0^6i6|f-6vUNFFo&3#Aro_=S)M|H0Zt^x?!Gw`zTD4reCJbylINs1UE_bND|r7 zZ;D4Mc;f`(L)T>{N6;_Cr-(Mb>fe0mhl8E*V*iRI;E33iUYQV-<`;&+Bw7923Xs5WXSYX0in6UPhkbsXdISTja$659iHsbuaI%5AvA;PM43%rjGG#Ma!!hv@?AB&TC zFBo?jIE|DI#0Ksv)(5`Hla3s`LDTC!#zTQ;C<0`zB3_XR%T322GJV*NAbkHBrP83j z_GJAdstST45C`sVXpuzz2zS!v4Sw_`P?Pk=ouL*?5h4_`xJ~{kFZy`ePY(skQ>%7UI#$5!ch;2_s?%lAZGR;9*_SV52z60XT#}r=^&&V$>h+(0lRZCkCNWXSoU}zyk~4a*F>@5R<6kTKqVi% z_Q#K_)=(~HqjR1G=+HGh%Y2i|iJsib?u6gU(zn>Jm$m3}dL|Cxzg zCpU4#cnyJluSdc)6c@>%DIBS|4h}j|M+ScJ=9G*8BH)M0bOCQ^=m$HcmP?e=I2eR{ zr&I;@yD>N+R5Y-39$SOyC{p|hKFOz$mz$6>je>6ox33wq%ul9qaPm}RTAUUe8U$k?g6?55hvr-q z7`qvK4h_nDAfG(j-r|4FK0XxQl4D!?s_G>HFgF(ktg2KN3Ru)wfBQRj@`L@e{ngvm z^4xb%Zgs_7WX7AdF+tUyL(-n*wof#wPs4Gni?c+TBM*Q0lGCEyVVj%5$>^!j&jO36 z-A4<$;SBb&j6Z;6#%2dYAR%UZ&DH6jr9=hw7`}-sa<)HkN*y$JpB`@XZjP7PySMf8 z?KPorgVQ-U^y#c2I8f6ReTYyy{WmfPX${|rfcfTN<`4O|;S^Rwbjo-J7=>geui$7e zeEnd*?|&>!niG*TEu@ATHM5}*Fz0=BdkmMx_WTpXhQHl(IBG)SueyL-eZ4WdXwdeU zdoboTD)X!;ZkHG1)Dc!H^J?JT__TlWtht_{nT-Kfq*A_kNgi%ULf1(ojE&cQf!SU2 zVNf(38ndwHGR63FA;NI&T%7rl5IPTMD>LQdD4o`#i#Ye)HRnM5Yf8(RgJhjntc2x5 zW1<%-ND2oFGNXXA%l#=G_{PKQcxj7lz1!)Vij{oLhT`5i2Q~*HF z7#k!VL&g3nfKTpDT*rbD59Va1qvRgED+>w4DzVa)()sc8o^Pl$Co(k8`qdh^8*{(7 z!L10r?v7R;$#uU-x1QgewBux6`b8GO9n>CM{X*d8MrQ`TsBl}2nT7bY8edEh7DkhT z5DqEtpk(H&ET~)G_qR@6qzQZ)T&qdq8D!i^2c$s7<2q$2qY4=>P)YL1JgC_88Sc&q~#4^MdLBg4(3mpBcC5CmC ze}Y%n9%?@s^`E@2atm(Hf96~pgCBg>ml(gOQ}dc55U~#QQ0{h$rrwHCtICiO#)gsd z?jlrV{SkK=-4^Z4@#pCX_vn7MtLnp{YF7p`VLf!*<(%A}23cg{+o=iV@PB1DT{m&F z4;-Upa67cbK!$gIikmPvl}85q+$z+c@Vo5NhWW@3itdnxKA{{>3QN7H(Zz3D<}_pm zG`Ogp%8%lY>;Oj^3Ohj`!&Q`1EEOA)WlovJNZz7#Yx+iJH_7me?kCI6l|Ez9_MrcN z2l{UagDbij*>S&ks~HHid;iBE>LnbMgMX6jnEq(axA5-`UJL&oOzxBLde{YfZ8{A6 zfAk~x3-G1}fX$f(EevL@1G>)mhWb&DzAMASuWY>yDFvVZ-xLThslIDn!I-BC4ukr|$R3O~ms54WEF&;XUCvbN_Jgdo;s`BfdOU zFjg^-X2k!h{C@-KksYDr2oB!QAezZoy|@#*Wgcgj|2`p|0Vw(m{seD!ak|?G)vGe7 zoY-XiVTNSzrlp5buj-AKb(wa1)^O@d?XjBbmun7vh<;M>ScGrAkMp04osj}`>pvwb zrHLdg3QkK+iWo$kv(qFz_2yrq%#T=ekc>kY_WIQ(b-J_zv2{L8c3Pue z&4G94WhRxR&}zw0-q3_zAG0!>DO=!KV&O&*%qiFCw})NFnNwPFBatT6@)7frQ{>totLVOkg_zHhO%S7_PE(QBftu%t&PeMYSd^G9?oQpTky?A zcH)gF9?K}$9Q*yTT(5efXc@WwVr!`KGs^W8R+?$W#Y^3`iTeRbxo-7rqr}x@C5~uD zAyKaJ7ece<$JRQpiBGmAlFyHZM&2XP`unrF_U6LF9)o&+Rqti*xF)sb48F?+hq25_ zyLxHyoJld z)>xXJ4vX&eK(%POg>01Loo^`_IK}~TR_#&fh2e2}=Arl-gGsM$m%J%STxIDpOr%+? z$R*^U((7<;*UZrUdh+t->6$fH_9!#(JIo7OM2agZ z4!vI4)n6~sF4dOG^$bz#iy~Y`2UdHJo3v2x-V?h2`hBBSRW!z2_;I8Xae)E{{v8BA zTF0Ss--|p^j#nA|eALbHs^@4u*2N+h4vY()tqk?t05 z$|8cOu*yYtR2apf)wT|BSbKIjtl+Xw@S+z0=nC_hPIsbj}zbGP_u zQU!Ft5W#K=J}6RMniO|a4Uk`5nH{s#aj#nX4a>GT{Cjjc7(8xssH?C4gQd{MecJ__ zUFPC9U78buQi=EqSG%oIFCG%uDy#Q9g;=;Cr#_0RF!7@poq zavcgcUO((3GF7=Tj-wQd)~bgeb2CJIoWIe%{RI2Cert>Z4fW0QPf=?AdC}*;osGi_ zyd8vZOfF>^vcrS^B(s(Bh~xmbu%lAhX1=I*7>>kao@J~M1FV(LVHPZV_)o4- zBHAJ@f(~uP{gGm(|GCBj*6ekCUObj%{nu=Sbf!`4yT@}*^?Jd8{qnsRi$=wd4Bisk z3hnn_pZGkR60nzi`{?~2HpgOOzQ1-HjF>QJ^(+;$@Roa@eg=Q91VFY0Z5!Xb;*l&K#>y!hA62r3T>BK( z(oa42gtF^1u_O{wNkwXn4SW@bhV)THQ~7<$e866XLT4pD?>zjzsP9bCp?vmB$d#rY zQg;`-S_77G+-t}8(-#H}fnl;~8whJa)(CKvL2v0_x5) z)y99IGIR=_0v@BQ*TL|AuslPjeEy1bx~hh+ zrlzWrmVWrn4NtyElBI9Op-Cyg5$SdO8)DW)Dq;5>#wAt+ue5%}0lUt;ch@Vy$BXJ= z=!DuA{a88>SMy4vdL^XrnDNBIKia=7{OW;AgSCv(aM4V==; z!=lo_s{IQ%P&B4OcgDgk)}Pbcmf)GXkP@@@;(aKEG`bi) zz2S`=lBDROqCAydEasEf!Qb?T0kVN#2HV4BS_NgAn(idD>pxx-RJu@x$OQZW;^=+UWryg28#}pOTew4eBI8dPNDnubgLUu3nhKKdBFg1_%hv& zf6RHDLDrZ$1mV!*=%HWZ@ZurYpb40e!DnywaGE~0M?g@lrc;${B>WiPz~6ZGqE$3D z-lV8?6ht0q=8+xHUz)*d-7FWAYqq6r)FHe1jYX&S>ujZQ@y~*O;ArbznbFUz4E_?A zr=aPkv(H_a@tk@^(b)DYz4zq&q{8-)oe|S`IW@=t=o)?s(*{TIVE+QdgaIRS{{<-r zJzVqE1V7*HPPOM>xH@(OKRK>1lvlTB9Jg{?4+B?P{Zbh^PP;McFyJ#_(TEk&ys@7Y zW2W}bXlAuI((`l#*QRIR-EN6jl+CpO!^@5MgA(mP%v^`Mpf1dyetZ>!(4aWry1p?w z__BzVL*pe>db&zS8H=3X=p^{QP*qR}0jlzO&e%J_^{f9Qbbw(%8r#0qnpJl%+$6~J zL-;kSnzd4D&8o!ny@*b!zLbDxyF&R~)y(Pz(Oye#K)`n<#G)fqr>tyvogF}xIU(0E z#3G}Emd~WzDzL@+38CU_M*`I${JxO}(BAfLwxxDi-Aj%w2tJ9J?%#w;W74TfoC)$( z>CMqN0b+dI1H-TR@ATO8ba`yXbkhcM`TA??)Wj6S8yy_JFePwF^F?wT*4<&N%Oj`H*qx(|HUw}nulg6i|z5z^SYrTBd@`s*<`5;`xT zUz{|9)@I3Kz@d>z-cv81FXET;Vm!VUAeLeWp`oqU--yq4(?@w7xXG6zn3*&u*N5?Q z54GKNYh4F3r6WLYB+jz(h_-_$L$=mQ1?+13RkJGeR-Po^H)Xr4pcxKo)oY?0dgKNz zN@E?)Ot{ID+W;;Wd?fa!TtaGIU$pY5&2*@Xs%qmjwPt52UGF=;@k>f&$iKN>ueN}L``)5AuW5^H zQ(eYlW;tDp^7J&M?|hAsS}OZb+3cHz7{aN(Vok?&{_XjDj$^>B_2Amyt-_nZ&|KK& z?qeQ(o1x3Iu7~Q9H+=53pV^PR?Lv58D!;cEPtS-yP3}PM(U=o zzD#P(bVaOy2^hQ+mbHTYT563(J{mW^on|W(LiXEZ+1U?`Oot2W?=|H|YBZ}am!s`O z8HwJ13`0xR<^~s#H(yU=68m^7ZLQb6_lhzYJt88|scqzY&=@+KJ|ERod3!k0Rf>)xklYKrpu}8=?YGs+rL>cw@sgW zdKlY|>Ok$L>GYDUQuGOIf|#4R`%PQDMda?6;<*?BtuggV)+wx?xvVZ3a#St4 zPHmpA=Wd_z_!giQ+n9^S13QnmC>!1X)w2qYpGme~0L(rLEp~q96uBu3=ZpFD?cutF z-)Fr13^kexrPp8k4%-f!_UD1+`Xwo69e2_`>(}Oy1{Cr+R)~83t_;9z3R0#KZly&X8)EPQ& zyKedL5jOPgE9>zZ9lVijeez=X3OYC59#|ra>#&HGOUzuFEdD5Bj3%pB9nIg2SNy=y z=)N5rUlS!jhx{xhBh}=TWtPh=8>ym&riyX@EXs&rw!){Ka?iJ12`|#iG}; zdChdVT#BqIw}^*8TyikOp@jV0qVE*E@$}#{reV`b~;Xl>&s3#c=4F~0Z#Zg%M zKJ4()^@^-{unW>^F@2~|$dM#i!_!x5)hA^a-qcBL0+8@Kk|Drh0Zu6@IGs&sOul#|Osx#|-drk{`VV z^_6m1>ksSXvb!}*EYB3s7(MR1d+LUsZB2N=33(G>N2cG13}!}Mm?=w7uw9Ne8zQ6H zN=n+P7S1UYu%Jd^`wk$UMmVchf9V2jy}4@FDC9D+I8Uq)+F}L-#{Y1G5TBStb}BEp zi*QJE>Ms|wUte9--2!JnjJR6Rm*?jS%|6MM-`<7|+l4B!LhTeq-Pb~Hn=rq3%pvM( ztzI3LL$GQzj-1%P1QPmXwS%c?^;a3yF$n^)f!1Z#GFP_{`6L+!re0_Fq#Qn;_-N z!f=iql;^8Fqo_r;fkZ>N$Ku#O5!`XDOBpq)q(2S6r zwv?-5)||ELmyAX8Ha@gAUtcf9*Xy--9O$Fc>^`yewG+7>laEGPyCGIg%W(VdX9eYO zap5j{$Uxd0SM!mgQ=<@;)E5csGF^X9H$Z%JeD%I4{n7u+W+4yBj8-c|yvaHO=4s}j zut=YLAKc?Q&$?Z`)p1>));c6#qf%}KaW7sF#&25JBfSQa*=GzW`fjC5_cJiOM@F*;~7bD<{DD2JU- zqk6}0wx)%)jL}g9>iWFsTUw`cTa<{|j~}WuD)6@2tQds>qiTtT=p?6BYW>HWtwx`# zA2ySkcA39M7#h^r8A&SIg;92PTfcEIy&n*f(+Cwwqdr(|n~Z##N?!+(Ugwc6+HSCx zEJn9>i6N!xb@(aoT~Y~u4m}jI__Za|Kz!Z?0y^C;+64mmbM&^GVlx3XnTb9v5=lYHsp&JeCL)FFhj6EUDOF-;>&s7_s0t;PJY_dDDCD`Ifb5k z@XQRp=?#J@KYlfOFf26eCqSIDXw-T~?+QpBK3pr<&qG?OgjjvA2ms7rG|TJag6V9n zn*kcbG!DdP`et;g9?ifh1vhKvT&C7Qq4D@^CZ)B@lRhr3dHmJ z{DVAb@|k?&$2|CsZw^fx@gJO%cVNLT7yU&@MQ*LtQmH;i`*^Ohj{4=WDHI^%sfAYl_>VK>#T57SbVoPLS4pq%w#mw%?>se!hDy+OZ*= zcMDwYPduaEZ*=+Kg(49M`-4OMHeuhH?eg)e)M}D$_O^txULZaLC9tDqT^)=B>Jh9; zJHjn`wiSgP*XU|>e>;xBH$eRy{CYAlX0ee+f3#3aW6g9EhJELA^}+>xdqzTtCPGUN z8fm}^Ysx|e$yq1&cbXh2F!xxvC=*l2rcXMm7nLYvBe*~xz9-OVDpu#UnoOMnrwD=*|?`H^&Qbi*{>C_DkV&=9lxeJ$2STviKkr;hIjd9cYUObvd|B-CwS{ z!slx#99F}EO7i45)h+~lkI2kkUQ+u4n?2?ho!#$Sd1*~Q`q;^>Z66EvCT@Lj(>NJTYG-rW z$qMf%qb!2_wA+PxHzG@3s9JCw@Y}LP(|680czG`!YN`WB$jEghDz&=sxtq2)yW@(; z64>}$QBg6@F8ql|yqYUHo!-DPtF$NwA@)*Tnk_VlesGjVzx54))-sy2@ocVK1EM9E z`l<|&^iXjZVF;n~0_B>EYcG%CUMIdzZ*HO_>e~6t7VFrbqz5f@DEVmWum5u5a3$cR zm8y=ySAt=J$Hu{+cJ$@=3)Y2ygEE>#OaCzOXj^nxqx6pV^V{27LPdk|lrL+Uwsv)N zr}JqDC#5j)l)l0Hj4`MCNs#CUwBNMI{^66YpV4adx-cVdn?`2iGE6lG%gSJH2d3v5 zE0Vz3x-O}O4H=p&jt?2m+?*L}=oF(gi^CCZI!|SVLMl>%r1!ywkLKLIG9pXAC2Im> z`03iFdjI}l6gI0MJ|RURomLZ}sSJ7|Wq`DYKU7pn&dMXWBaZtJY)c{dsra`_o9>F+HWG-`kEQd_NL zu(t#{Xs0zvdxIvh!RR!!H1K(MdKKvqSWqqN9D#IF7|!s`i?@&WF8fy+51Ox@II<~* z`z)Pmm?6K@g~mkjs~H>!f*vm5Ip9$`J3$G}jXV^_R~T6~h^NIEBfa(vP)~R3pWs^R zeQq47Ul4nkr2>0t5g%|>iDNBk#bTC5w_>!nt+Rfo;5pZ8U9QWef>=P_U zbM!D-!rCyWn&Wgl_z13{(q^O!_B{zj-d}RahAObjrY!-5y5y~IA%i%~yVD^OqN6-^ zo1K(!iugRu{vlvw6#a?tal4c7Wj7iytAn=!Zy^zp#-pO5J3hH7aqOvtVF;!H#y9oj zN`$te&5kD57-F(t$K9AsBt$Ch!30KfzV@(J#_xpm|N#NhBUI%>h;cVx3>Fwq*U9`lIV#oW#EP5 zQm{4XBHb3M3Glw+D1Jo5B!{HS>q&BGh{T#D0bJ|1mb2k*YJsR<7V#nEUke-%ZPEg- zt={*XDD{^(A93@-kplT|D887&4)qm6+92G8Zuo)SC@6q&i|o=;Yj-`kj*{&$c0Cr1 zu;>d-#mR8Kd@jUxqyrJcdOxY|Bcujm%a?Eramg!Fbo~*D%0ZDBRiscrCgDbPX|Ck2 z4^H^?Gvs*v=W~L4x`4i3yyg+tD9OmzGSGxap>42fwnO9~(Ku>}gLJy_>f@Pro73nd z++8@2@FADeh~s4JW+Y0VDa)ibZtw}&a}SpsW&hxUdQ{KhAr<;?=JzOxNw!h?h9M7M z=)LS;@ni5wN))on;?(9*Iow>_Bnp!!q)sbxAtS*4e=$p-Wy-gkU8yuQQk$iye z-vD-Ta-VV(LgMhp*}$^Xgd#Tsx*?ax6*-M+De-#_vnf0@BKDVOmV^jQ>CFansOpErhJ}aS4wxX^vA3T0Xo_- zjBiH5HJY0Ph%QIBj=vEO_!|$IZrZtvwqi?VT>bSVkcuKz|U>QnZ zOV=M{Ocz1EpIwma;i)^0i#DWHAt9eXduh`Co)Sz;V!I#*H5SC~c{&(;ns;RoB+{_U zCGL&2S&>~?GD3P!k5?0@DZH|#X>e}9Fyf-qQY>V^E8d?>NRa9sCE{vRNMfDlj)x?- z_{|L$_k6cllR%M}K^K{X!(Fc_)3(V=q4BP|4dfBN$W={oyJ(G~opG3wE4F=> z?ApD2b4jUnNT5(x>74Tw&TXQ@`rt-hQ4YJ`n2V)28Q0@|Sj^Zs3|ywIwIc4U!A= zCUp#fDg8dVs4YTvN?0oX?1G67tJHXgYeewSV+>GWt`X+8RBQOK6-uP1%+DK>R8qu* zKH1B++VSfexQO^_vm?X_sIL*`)!NGW5i*8jb@0z}oU~CrJQlbmfIzWck_7R+^^+u(~xw3lHOJw&uxx7P+bXYNGH;o73*^ zhpk-c!DhxEJ-1R$;4W9H12nw#r%b{z*@OP14Zj6u%iA zOQ9v<0vpeFUpF@4vRv(@Q2DyFdknplaI-DSpOX{xwg69jv^*w}22b5S`ews7lHs@8 z*oZAc9}b#`V@zE;T*vWRW%X_46*QI~W0JB=XK#4}#j!6Yrw7Y1=s%4JFoA}tFk5V9 zo@HfyAGF0yuzL?CAv|{mk5BjSNVulHhBl&k)u{2=cFFSeR7%E^{>7|q4gT(mgu^T< zyfqkX_=B*uAb7FqoI*D3=T=|nkXNsk5rORC^MhpO2HM;U!rpygXFL?mMxGuePAy{7 zG@k5;5w&Fl9l2GAFSamqv-%@JA!cgLGXja$*ivm$V_84W+g3*92~jkdVnb=0x|q!b z7Y*arx)$+u04ttlAcB|=uy=YaY>Ane*CceXQRPn{Yg=twf*L<-Udwuq1?em|L~@w& zijx!Pkp1TCLM4$t`C?}MDSe!qmcsUKsRzw|1kG4=5N=VNA4>QfY+E-IH#!w1($*JM zG83}Dh*Z1;F=xXsm|27@2HM(4G({Gc?yao|B*$Ew#Y|f%roR0Bvo5aJ+I@}KI<4Kb z^_x%zsjVl}O%#CWbm68qIdT}6g!I?D<&x+$s<747)iu0>VB73W)v>wUEe$ti)o8qs`_C{_LqFNR zMF-U=|1k-2b^+1BcBBUzW?O->*FHQr*j5TD&+KKvXf`H_m6mLfwx-`lO!|i9O;6NqaX~ri^UD|nVc7zpQ>n*fwTf7)Me?vAj41v&Omfkv* z88d$)wSK5CB$hYa)|r#V* zJW;f}QH$JdU>Ob%YeL+0v$95*aBk7JPkfmDcjMZ36=TuD;C3O**C#UX2JB`bJS?2! zTKmS64TYSvtP5hcv&PTl2V3{r!AI`^hwSwkjQt~t|I z;Qvz#fTsd6b?2zhJjKf4q>(UF@ZC>3pZa@!Yoo#{xX}xGi@t8Riwsh()X0}wH6GKV z(boI4AuGqs%rd^_HS11W^W;vfZ#kLpzL}q4{dfaNxxZxB> zR775$x1ZG#n>O1$MQOZkcwT|0<{-MBP@GM$=)|zM|Ef#l)nT*vRY)959(`%B+mV zf!2%VGSRTr%2Ps={mTCs_pCZ|+#3q;=(iz_TSef} zwFM<~2lf3~F@~)qrvmPu7gMhm7~kIa&SgIbxDJc2aX(a+soa8)lEYH+_cY^OLkNB6 zJ%RweCUz)YW;}x=M8|rpv^>6P^|^;y zuxq8+a4mvgRxHb^iMyXz6%XFn5w72Dt?w3uNP(9u2BZ)3;~laM$@c_2r8M%oZ7 zL*=JZ{Vl`a?z)3>hu=y@zHyWdZtv!Xe&tsNh|3ZSS4iTmEbkm)&mq!XmtW(cfPIT+ z55Jw+Q9R+ZhoMvu==UePueCB%aW{ADRZvmbx>=Se)#pLJ+IN+>E$8}sWW=E7zJ`iY z*4K>%UT44DeK`G#ktXF@Ows~9rKT5E_P%h2^BjsnzVSbP%JptT_IrCH>|o*AiL5~)m2lBR0?PZ6sMV~V-*}J13 z!xx0Vyry_wrIW^VPHVL|8hlp;-?#j4{UJmxn;O{n|HsTPKC+pK1t?;KlM z>aGn0pX0%mV4jxrx+d+P!53+v)!-YehVJ;;?i5oA=|9iu3yg za;45RI@AjTHj`?s{J=xFl%&u`u}?uQ5TyyB0u znlmlmsevbqs@DNc)Q0^_BE#8Z1oIUp5;gQ+`*+kq*(kyHd;Ap_tqEWs2KP#4AO;|P z)Zm=?7N^e{)7$-{UZv(NqOS)Z(_Ls`Sj=qUx>qox@tfwK(hLZKRrHX;LV_G#xI{%y zUjc>Ib}nLaa%tgzEoYF1^H1Lr!q{tn;OtHvP+RY}-);2HVqgvQb@}dag&n_`Ix-HguIY62GckApYgakOFd5mF{&ByaDp=Bj%Y_GaZa+szP%tdZq!=TCyhY39pCV$Hrmo&m(AJU?U%^PdCoG&(bcXc=x$k4z zu8lG0*NKa^EsmATVsE`~gPSQk#dr^3|LcHrXcF_(cx@E~u zkD9Iu;GT`XFbb_8YQpft!A!j`(4S57YTM0??(Ug5#@^x$sm9;o5e0B8e-c~yf$DQ> z2W+Lkx5NekjZL;1j@DSl>r7(p*)j++-8s-&7nouzm_L)>2-N@&KB#&t`2il0Ka=Z+ zRG?}j8dU}uJIchVW_?wLEABs*r3M**iyCC>+hTMv02?BDD`>udfEN@v`Dv-O;03-Q zRu)Z0(v3LhCwaL~Lo}bZ*FKr47s*PrK-pw}S_QpqRHl}OD#LzY9b{#>I`BA2G1x=0 zJU<7*r;1JR83tvgzJytHR6DcZ>}WqZ-E1>evZD$9WjYRABbHCTT%AyNtd;OkAb}j0L!Iyj~2Ym(btE6Z~ z*;Wl0aYD#Xdi*DI^L!o-XZJora0I1@Sn!}jeo%A z)dknDia;M&J^Tq4JF%G`vRN$h_uvdlt(>qsS5v)^%*-$^)?p%J6Zx_hC_qg^_2{s|X!HF)V+E{x{wFP{uqcP?cX{%OLWB#Bs&IPzTFJnMl~KK$l_1ThZC=kSnkJj)H!RK{FvftH?1=?|V5g4fPMHr7>% zXYvUwa_k_0v{dT-c$(fivelY%g-FPYBmjJe#H_`ZC)XD`wUcVJ{KI`)@<9-RNf{b- zN!?1FLd#yo2o8mjdfsDf!z4t8i|#G9}|rEx_I$`^ltcNB)G|J zZ(p1Ig;!)xIhxe=cx)c8R0;46pL9EwfsO1w0ZSg(_zzCu;gQpE&pEUqk${jNY2ZMF zhLo5X63vgxU$gtq(7IQTM*Aharz<^4|HO1-nXtm6m_7N^=Qo7U$NNI7ZU~0&TkQ{q zS8$Cs8AO!we1ef?P#2S{z8Cg>$&F3ieZ2)2dyAoe4^2YjMZWD^HI*#Y??BV*`-HTV zABZl{PQoI@imz+6?QIIbMKtO+Oc#wG16GPyU9SGIr`i5nP;b^x2&u1;XW0>bV{<6_ zK7Q!0o=Kwdy&D#bw%_>Q^~FfGBU5wpeoQ3{XV0yh)Z=#UUR+RJR+dciM{6b?ley8m z!CCuV?eU|Jo(KP?+VyljH`_~SUd&3ahVzt{pdYfA3{s<*1 ze$?N3F>(@Bj?qwPS?E2yZLF~g7k58ktmN=HIWfbzQ)mG12q+0n9Jz286>a?TY+i_5V7y9dv0k5- z$6-5(v(|PZeyrzHNIT64v?6046K@^y2k9n_{a0#he!i4F8em(+=eu-PHc@8AZ6oIUB>z zK#6lH;q=gUGU2|0>7(ob3k?S3H5~%-Oz+oyYm4=QJohVa0jZaFUoMjLgXp8ZP-diKeDIldGjz`$5i$|*lwxHoLS$ciVPwy3DMF~GVxukL*g3*O1> za(;@RKb?knC{;USO3@p;XZT5$0#Wk9ea@>J<6&X__APTeZx<TpdS?BJ4;e=bjH@9dS9EZ)@w#<=%E?7oCvM_RJl#w^QfckaK^h=9D# z0AsoQhnIsRjr(MItuZ~q^43GtZifTQG`LD(+1|#L_aipJLRFx~y=`!{n5@vbzIuGh z(Znh8b8g8>Jb>I*p@Rt_)U(ZybhniN&c(5#ND}kP7a+NR2{51PHRjW(O1vp;Fm(w| zO*KxK!dGDX39u(Nk@&0-fUY5V9<_YT!ipeq51XxB1+&i5L_Kvy+p=N!zE5m#=C5XpJbNL&m!-n`1TVp?XzfLL*qCl@Bct0z;i|f z%kBP~4`PFkVuDw2_KoyU+B|(56^JS~(*nrg1vft{a!F5FxzB)qKKxx~_6?XkOyV!0 zjVzd&cw6K!>8lXckA~mHJytL!70W$T<6X;f;OD=5_`iWK(_(@|&X~Ut^ud%Eluy`x zG#hFE9)zmh0%L#+dbK?<*vY_Z{@Mk8!na|QIKN6K4rB}l;>w8rqwh#yKIC6~KEtNN z90ttkTu)flMx*_`qc+%qTf&|srXzCj@B~S-7OB#Yaw9ldOxF$k8BF9)apNCej8XdsE@@cmjJk6IT7i+;59Iv zwuJIW)E}d#BLfIMU2Kk3I|@Kqk~u#H^^XXke*gTUSR|1#EY0Km)z?*FO)LOrW`4M( zppXqXha7R0+Yjf!7%d27cC|B_B1JXIbh9eBCW14t;xD>v76u|EPEJ2##r1!84{g@b zE0`PO@i2sY&%C#7kn0HKxr?#ckya(mXcI{&&Q$?r7l$ga>3w`5f}31|#&t1UP(=k_Nc0*5x!>&|OB9hB!Pf{=-}!4`u3GUyfggcEppdHWM-mBD z=(q4}@sQWG>zA`NgcN({>a4Tjvt#&d!d8Hq5yFI!&`85znR}tr{)PIE<+XINVOwZc z8*_1Cfk@Cs1cWy;dGdDSz~%4|&q+f6lr?ub9He+yS>apGp?9X%TWU>*KGSB+z)s4$ z9=`vxbGFdM{dN#32qj30{Yg&|na0Z#;r$U~enNrdVmWA} z89;5ui*mdO5rR{b13*=a4lG=F|4o~@{mp~VgPB7Q5DNia2)tHmQ`Ebb9qMwkNS`Bn zr%|4jS`{f+%QLa&_OpZ*?;{Ir%4qGKyl($6S8Ga$iyKdze-F+(khA{e#sM>~?MTRB z$B(7Z;ZxCT@8%SgnaL-Oaqpj~5;asU$s+;_bTgt2CE5y0}hK;dDMBlujKF5Ro|Fs@PIf z%&)A`1o639L0m2zFmS~JX$i8#)WS+@^U2*P++^4p?b&z`ly<^2du+J(z!RoZg|j_)v!Il+Y7*Rv0qu%0W&H3kE}zNPUL zbyWs#ULXf#cYd~e5Ex4P5j)&Yp->u~FyLb{v8ou(J;+KX`H@p%94(K9_m2WNgXHrN zb%_bzFW>C7?OXY5pB36!3gEb`+9xzfeEVwNJdO1f9okzF7a+I(k&zGqdZNRwj0(sw zm$Q$&i%s9(eW5BA5*zV|BV(OT4lj1gGI7cA) zXq2W#2_z!%Kdf`)?yXPJ`*j@!NRt#Ob#`o%OzAo!Y1X&q&GSHA_JMYWQzkHoGGJq^ z!$N~43@_^uT0NejfD~R&Z4X8qM=T8fiEW)vi2!(RP@&6Mz&2l~gsAb<8_!bh9=Ck9 zN07gdOrd3;_r;YX>Xm@~Zce3}6Hxm1Tu`b^f~V6M#10HccojvpvwQyKyVLgN>%Cnr@2eteuQcX${6$k)=ORM@S)Jp$ z>C)%(|=! zlq{7zV^2&uNqzvleh1g!8v7_rD|#B#^|JIMv3g;T6-+KtE)%9$3JwG2Y#{#m4knv#ylC2s@OwC(i=x{VhUS;p>v*yYZ-~;Qnoe+qTYr0I;(bc zOKl8!we%01qCt@qzH=`>kr0jsT3x)u|2_#eBZvH$Ximf!5P4u=o9n8)>ly!Z8mKj+d#0|>Y zsm&e3>_Xt0=p>n(F?)PT)nMlQ3ND+~?~S*;Z*mh)hTNWqn||+NfV_fIfoQn9mucZa z%$u{K~lM&nB94hUOr6Swe+2Q23!`(R?PUqXZvS%fj zmxJ(T^%~5gZ))T+*>QZQF+Tn8&(M)fm#I)j;d3zyA+ylkQhr?pX8Y@mn#%{L_(0-< zkK{ah!4eF*WoB%$=SQ6P-{Hb10Co2R%OzL6EB_?^_g%n5fCK-`PNdo(^?Wp6(duc+wTI3uo?kB zv$F}9%_pOD+8lfO`b6y9mH*@QA0WRk6RHWCs5~hUizJmvp?x^W^+S~#)2}rE16pRo zfkUrtKn5dW0iVrzA4O-8x`9a7#QgA`sA_(R2=S)@)ikB0P=V# zh>*_Q*9M@9UGlb~$j%WXxbR9_5ps3TT3;>BlBvg?d$Q zzDTGdpsXW$T(|50Ao;w~WDQhtNDCrwrYydc7JQKuf|Oh`G&F>ThZl~)=Ta57fj6ou zmnVXyQdoU)kWFd?q)Wm80g~;imW|$xPOph_F8ngSvE~3HT78*ONNUt>wh0G1PK^3O zK3mKb1Z%PlNvym$C?ByL6kW#O)fo@%PGflTmQz9MQG&-335Yv8vmPzhymRYUY!rQw zboy91zhP8zTf(wpf|5a#>Q*?5t*x!44iA=Qn`Kh##ji3c{XiS#H$vw%HrpyGU;%^{ zt91vwHoN`0AL-LaNzj=!kM8YrwizGc3w~&9VSYZ-QtY zQYv#5==tXa^Bl_Naq}%(z+o}_3yAS2Og-=+bNOBT1q14hh&MPQsb}{OfEMLJKqZ8{ ztqQP{{T6nAN(@VFC~>uL41i?XiZQCG{lop(P{=FQ+yyU2mgeauuKNB849UzsEib!piqh#VN73aYM} zo2T%{`xfFbSn7AUqX4QPi5b;8ZKR@=$v}lRiSvr-pB$6-7LLAL|X6Zfjut~9P{R4E8!Dbx1DTX{=Oi6{+wK18acatn*vN= zYLL5>_Uh3<`8GxV>2iYvZ2G{TiJXrruGQvkgxD!SgQa&{ECL-Y8p1khQEp{zvcdb& zad$i&?L#5?A&FC-6_+=P^CGDY9)kuJQ%4J%(>@R1BoTdk-;h~n)_@Pt$mQzj>@+<_ zfg|^Od$DvB)+QwyU)bMx8HmIx1m4lermO5&3s?tc$D?Hs>BY%13$0G;mng?Bpygv2 zSX1Q+PvdSCkS+hs$4qapyv?@u%L=;#l2p4O%8;3z6ri6QEgF|CBDGPc_kSTf8YXeooCY_tJg_=?;K(SBX!{yFQtzq9%X&)d)#^m?r-9thByyTHL z1T;i{o%-nkbMyCLB9n5c)fZ@O$84FS3B1PrX4tq52wpv$G)!GgaBL3OwMlWgF5=2H zV_LF2Io__Yoh-MX7n#izjwbSOY}h3{_)8Q&IlXNnFuzMD(}e4AIcXJ+)wu+PO8lM9 z?+Xiy66}M%mBY}Er`WncQ6X^TYXjK(ovT`l4 zvRFW3Sw22KMLB@jj=?NQ>fy9yGmcV$uuKNQjb){Wks%twchc{grz`Z_?DZuxR|#&) zC+OsVY5_J{9Yi|Z&XjU_J?eLfUVvLJFK%vNBQtdF)` zn`2*1yrM5zs=p(cHxTk0>mUmldp&xIql6`5UM(E$v-Af;!@o~-KJwD1j zRK_Xey4<1D2@8pUKVYG1Lj-8)OjMQd7AWYL%;C`=JZZ?!O^dp?Xuri{mofo)Ez*;= zTQ5|F0!81R_eXH6s;*`{s}fxK<7i%^1r!QNN^~aEeB6;eV^N8eCuCE1Mt_{nZFYkC~Pn7s`UnD3MGOe%Wl%Wzc<@xY91dzE;m`H zR-PteTb#aK4iQnQl_$N#kdIW^7RjWhz{#J-PBH4}wmF(E&&j_u+pbcS^v^Vy1@)#i zK5np>PlhS)G-Lse*<1pUOBk>yxcYm}MFIg1Zc^Yh;xGOwJQC;C1}!#buitLI90L%h zpg9<7&^>|iler=rx#qCJ6B&i8f>6P+KPId*TrK6LLgqDZ2dqLkPZizmY%QJ}N6BDI z89Wu-B2F>B?zKO75czr3^$QU$UVmsB%bzLW_CW!MJ)R|)g{ir-CA+tno!?X8I{R=rFN2Ad@f|j43`A)UkGkek?NL2LqT%X8O&v}4|@Gj3Or~aGobxIYd z{RN{|i!ZVmJVt-yUjt4auDfVZ(V1kqv)rWyzsQneo?;{vHws$&dv) z-p?P#*MTP9&9vPiJ`EY{>{qoq?$JDXPa|xkGy5a?M_18Fr_xaGj0%7v4oj&la}x^- zhXc%b8<4u5N9IbdS}GzVhcN{XHt&#-uBvx2x#^QyfF?NY{bmXUUe3_#tlZO$PVI~R zhH;2(-YsvF{sa^*%t<)HopCghaE!fdX0bMt?ou+&ng{w(xiu##l*VitK_vxW zky6?W5T+&b9WvXH1so&u2glvv`2ChUws`jE$y>8CrNyKsv&RH`z}0(^Q~^SS!mz2w z*ID?0Gy^8{A3MyQA7Lbv(3E5tL~t=^X@(9oF58ke;c!k+th2@bwSWis-CE2rY}kHLZLDgkY#eBN zo24>!Oi+s`j80*ajGh%KZLz20Qv&;DmCtuT@vOmQAp_Luw&^>rT?^}ECNEJe8=^~~ zmEWP;Yadrx%oGc9H~1#c9=@ZTMwX(u_C5Qfwzh{r(dazCGG4mAUBY^=as;;DS>m~Xmq~OS)@mwJCV)vegE_2 zUzYw*#|e+AHsO+R6geZ%Kcem4N4d`N7o6tE`aW(>34w>d5HrXQWDq?lGuR!Etn507 zf(91k1v~C*tkd;gocTY#3PhEqHac+tUbskkHy`re(z>4)xMND`W-u5&Ww&RwT_eq1 zoTSLS07C^NcQqXput1*N$`--KXDeR~s4$Lbv5hFPXt-bDbsFO0Wg(K6wgQbsDXlZB zU*V53`!H$@I3|-W2#oddbQXuZ6V0+h*>vVvfwvg=@R5khRCgv^ zk=PKl%t5$kiNGN8iA~gRMiX^g!R+{G^xf0i<~&lr$lbeQ%^|oWq&^ueDDrpQ7K)1zk&P-FFL?nrrUA4dgnUKFfBDvx#u41t)HIB94 zyEd#hYFK@djPZCW%It=ij9;R8z1aw%hM9A4cLz_L}!kQfXN6F2y`h!2B-5yzT#d3l8vJ}Z=3ILl!WYisT*v2 zp(b)L26M%7%nDLTtX9;iNqnOu(V|DVxU=Lgliw&(W{mm$-gw2MaWUFEQ)UR8gKw{2 zlcaFbS%W+xw;8%$NU_Kr+>l1RRvIl)NeUdK3FJKt*KGt=h5P)SatYZ@GrPm_OpPHA z93&ydUmh72a=Jq)^W#zHQ2z~0?qW5f+4KdcuYj8GoFlfUHH6kU=Sx`qhXZ6maPHaTrYt#8Fw$( zhio}94QJA9iw9?)O#LOZHDTJ4^@4>)k%o19)c0x=v6I7kL3Tq#Ol&GR1U39002b&0 zJJ@sBTWMC-zWa704HTB=8x2@!ei@LPm70du=B;J)nKcZ*oX^6ffuP5-X0sMW4wpl` z!c9BO@cw#N-(hcs4e{Yn1W+nNX*pjTIBB~MTKnaE6z21cY%qV+ba6cv+7k#JAu(2a z#Gq0FoHe5n-5m!`$0>SqUKl%DEMiV<*pXs0Qrq?R=U&*2xlOkkLYzD}QNFD-V98~& z3Kv3u2HCE@KcJ0$uS{_B;d*ge`{nb$7<;R*IJ&4?m*DR14#C}>;4Z->c;oJx5ZoPt zI|O%^;O_43?#{07Kl|U;=Y|KKrmMP3R;@MWJI6rCABdDF)40r&=?!*pbL;sYKiX_h z1!p(a{e@b_d*F;0o#<%2t_}A!B!;+mhpH>rK6_&*g$4ziN&DC9Bgv0GoNPc!#sP=O z{sB1h@Hm~}3cYXUm?m&VVIO2FqgX+IMG`>gam9-g!0)|_=Pmx4o#B5M&HKSI@wMx& zQX54njq*C7poBt8I7)eh%9Sc#Q;)0Q&B~LFnYVoa|!}T z5%Jef?)8H>uJHNZE$utDG@K}+ag9mR=?1KI_AMXrQ?7q}qPLCWLmK`0JE=iZ*=&U0 zw(B%%s4eRh)V(rn?v6^@WwP#=c;K4NmEu{jh!200nq&H94Jrmrx>5&MO0Q%jQc@{8 z;6q-=anYbHdM`73)s)AK{QBLu85esb8egC0AqKu{4=MzfrMVwE-fe2EL>kbnZL^{XSV>F8L$Ka+TH&&`jgAaFAZ9(U!Q|Qd@Q$pma zWGGL6Qi-;-VR;*7Et=V@4WW_&l~4XDP(X2AiPU~N>g^P(WS|WG1$85rExq!JO!#dO z`J75SN|K}ZnA?7RKM1(+_rJg$+pgJmyp#C~irs;siTKTA zx#stGH(Ru)J-7jX?k~W49iu9;R#g0SW`DHApn|T|_2M^RwKGhJ$M$4$y`Xim(Gl`> z)*=+0M31ba|<+u6^>-cOw0D^1*A8V4Nc8|nr8Di`{$Vl(^-uC8(GC^MeY1U#UMQQ zb4p%U-Gq8xG8tMugo0mrDWkEZy(@bBV(<;Z58q$&V7p0UX z^&m(Gfn!z{yh!+v@CaLrdNF?Om<>3Y^Z}S8!o@Pnvup0Y1Tw{)F~5W#VH6z@UUzp| z_3dz8^oW;^zR|uGWHPKAGLd0lC{WZ>b$0M%(l7w;#zJNXGX z+sPhzZ0Au`*EGakv9Zs5u5?J%4qB^!Ui!TPK49B(rL*YdhqxbXX80Sn%i!`J6m=&q z!F$Y=^eJDztD;Y23Hmeb$=j#wPv;M&^7#hiei0YO`$gpc@ij|O@T4aQ5r*@c8v&cC zXWjeD(c&QlFkaZ)6e-~6`*pP5C|0)lvpUtsx*d#dXtmlvS*e%N1&446=@l1qZ&WGW z08c5p{XZMb6vl{A3GEGmakSQnh9jKAsm`%{0k*mFs?f)tvs%SWg}HJj@uOjsYCFBA z3iv<9ZnsI879Ad=G;lM?;n?5CJ$tCw{03U&Y7gH`Kv}k10@@v34P(OiS&_f51#Ot` zp+CnbL6KKZG!qynZV$s5=!LVrpO&zV`hH**-n#X)$@**q3F1pWRphqLQ``axw3fGI z@C=LiyIGOuAJ&LU@!g<($BKJkqS$zM2q$E(FhgCck~>Rh{*?H8bhuweN^IMUfrj}t zLA5|ZDVb9IG9DxTw?bY)h@ylTN@gxwJooBim7#D#fkL4oxGCsQ7T9o_?8i_XMeT!R zznDq*WsWL~MHla;5@AVds>opD^sf00t{`INCc9_cwuq!!3FVOr3*uzCrWe>9dg_xH z)!?Db5G5==m7bjuY=#^ozGa=A*Nr-#5BK1&@G8Kk@J7*VG4cm0vm`M(u;im(#wLyw zHCLSgE`*j1(wxY3#R z+mC8&jV;&J+D2R!!3^{@q&Xjum&Kq2`*UGhOlA(&r`1iBd2_4(RadF)K92h2v8)|J z6MrgNs9&tu3}{N{h?fSFd40&_#}zV8jCK2X^Goe=sQJC}>Nlk;_QC<_w^wy+&XEce%YsD;<_w(xu@mB#y%4>Qcd6&6ffnhZ+9wVeG` ztf^p~H2|FeA+x3qO(`6FQ35)Go1);N84S?iL&A<{TdZqY7(*qh@D9E@`kKM#Dhr!( zZZ6q$_D{b~G7&~RP%kE5ELXJv-DD{S7%-4V2(U=2>qiBeMtYh!#%o83ri8=7o{qBqd9(K(VYkv45n~xA*bt4&l*STJYP+&CS&; zahTMl1#Ii2y|2+(eK?f7`~Py*Ubcy^a^>Bnt#^1|3aOW=Y75v>*Zba{yI222`orn1 zyD-OW(Ej_}|Lv!pK3~3SKRl1`0U_=HHJZCmS7z+P3FqnFR^kkm+>g0XW=bc{7i($< zzI=(>A~y37WRij8id7ZB{dlZk30gelX_(F%AL zcOh-)w1aQ*ZJntGLQz`iyn-$h`uJ@eU|KMT1gAy+Mt;lSA7!Z7AVis-(BVTMjT0c&2pBg}!7{U9(yz8nMyAS8CQN zdeKpOnj0s`^G+`dFGx(z>Fp1A9ceq?I1dL{&zHyKTG7D;Cm%;SkKt8p@d+Scao&Cb zK~7(7>2RKsc2c5y&2Z3##w8m~G|r~y{_N|#Yt%GFSKmR!s>9BnOuhXobic_2npUS%gU1Tx;#!N74CQXqKK&096MBQY zX_LXL!^$qxGA#Cn7OKeY1?=(kT#4I*_?imOrdf-LLd_yN-9M zzc15dCiq5D7%2?w7s|C+e3q1-BXtJ=-$dFzy4MI_w$VQV9WN+ekC?py=ezb^ZkNFc z#fnC~1LL5%>MvIF-C9DcmTAZ0adQ1h$@l{Opvu>b56MHsu62ocar=(R^_GJ$|!7fH@4 z^PPVx#Cqh;uhg(vuV7r?)_^r~+_OLQ4|a`lU%VnDtI-DRe$wd-;`FUxq9t|V^wbZ` zfZe_l%+p-I9iN<^a=zVE<=n1TIl&D#_2V>lbuz1Obem)U3C-tyq+Utti0XWlM09TP zRmmb^`z9HwdHSlNn7FEkeX|en*1yH&Qe8pXnd)F~y>LTe^7)~YH=8<7f3(~5tmkX_ zmx%$Nhwx8xf_jYU`Uoj4K>R0Y=9;uPwzQ%NvDBS8x>mhT-8CBw9x`5$rTFQpW&}#R z*AcXV*_43@(LxnI-(!0S+)RjVW>VC%EUC8j(O4bn^S73<(&_l~*xP#i_0~R~wT6aT zCmz*tQBlc+s60Y~A5XS7Y$WM^%9?6oWeG&ni5F8!HDk*-lbo<@e8uG_oFBg;V=n-% zUNzebG=06KQ+KV9QS?PO4;fK;`P$52zm^Q&yu+XvW85BbT6Jb_*mY$x%|953FzjJu7}4>R-dKf_<$5G<3e7Oza1&HVxEN=)5>$E ziV4idrM#T@m1iMbIGky_8CxU=v8ePT1<8zxfT>$foJ2XVeWVh`oI`<8kH57AE-2(2 zcTxOZl-HCf(f(Wvtpa(3?=!WHqKB|N{w5NrC#eAV8mtDsC%MaCyk`${k{=nW7mGE=z|@he-!+`;+;FBq94c`)R1@Xt~%ysl? zHV*SIvritBFr(kOB7VXGUT<1?$Q*Dk(H+o@c)&-L z1l~a!{MnpEVwfA!OZA1?Ui*(irX3hZ9ff6B{rH*cU$4kMpW6k-a-BNG+Ic~NweAR6 z4?;TTuiIbP7AViu=RN7UgXOdki)VX_MY~;{5B|1S<^i-r0TxiR`QGXo55wTVPq5h8 z%v5aqn1jBD&$@WFLw^?y`pGWN&zmLL`i1>xG=NS#s}zl~t@&NgQ1RL&$w@!Izs0gk zA@i{9RfcQBvg}P#%J0a`n8y>|_ny)Lk9#Q{poXkf3gAoFWIzR+ym_t{5BGmc)t$iE zt5H>=gJk%x&Me_j8p6)|Gs@;mO8A~Z=mfXVoMdp;s;QJPZxeV&Z_tPWJF=# z5|Wf_FX`M&}c&D{!Y9|#?bTj72@G>UYt7kPnHy3-)6oD5G_SO}7UNpFQ1U#eu z_jQxWx@{c=3d42HrI+YhP4N8ecPz7#2XFhn%kY6mn%@uy764r$2l>etGOIqc{|`C2 zqW~_i+Em@xcGY6#1{}pF;;+hV=IZ|Fa`y*aEQs&I}CadhCOe@H=D{ zdu90leT5csh7KHX_#^`S({b!?XOS$K^;1bEWwwo~~+9Hyq!#{y|{UDvRjPr?u`cnx4Aw5dqAO!|W!B-}7xc zXE5Py?A8y{n}_7|rXBir#e~{_2*MuMUp^H}uFOkTo9uy+)!@SVaPx1fBx#`xKc!d* zzY<04@;LHF=+EvQx;x_{4xZ+u_-#=&;k5JGPftl$l5x6 ztJ-$873=l!QmS|&6GM-_)%g&)=Qv>+L0}i%5zO*p1gnaa@_1TU$RMp#-G>Y^XoA5C{VqaA6e)_P>TYJ6E&I z%=|t67&paa&>jjTXqZgp`~%9n>as|?1Z9hV3w-ZSzOQw7<0R32N534H>DjD}4#%RW z{)@<1kv^GTSM+{&tY)*;{H08@qUXsTsi4Db)Vy4~17E+*O*}9dDdFbC!@rl)4O>l< zo%$}b6duFd;B{l}6`M&f0OA!T$2*3&M7z%Xm#?YdTQ3)lOJN!Ui|YTf00jocfePTJ zGBG?geCQCX>e-e*h=hD_&sQ4%0R=1NPM;vHndqvH2yDi9M`8{Ts?}U**Jr!CFFEm#t{MKZcZN`pB*CmimKr_IO`|{<7S#WU$Nak%A4|W zjq)f2&;B-HX>8I%DqQztY5ZhIty^p_9Z5**WzRkH(;}f^^EB*pEDF26#Z<1}Bu-WK zPBD%&>G_39jw2W@pxJg0@4D&z{PC?{FeTQ>4IIK)8OD&|DMePoj$t6MuTLq?z15tv zH_m~(v~L+$>__Qwd!H^a0-PK;SM|R!?Yga_qtu+UbjCK;)-|aPty8jDT1%}5P$!C9_vo*O zVWm@iuYE1w#-7R@b-ywrz52yLYOzfagTETX`vu)Jda#m!rZ9d2#sek__us14g21hRuBj&a}wdzak zNVvV11}rf)(a_PNa;`wn#9jn-(rt=HO24HNY)CgefZN@2Y=_Kt1o{xHCPwKYaxi2U z$Nj5R`s-wtU{I60d0N{Ft`igR2LXV=4Sc-Ae6zqyc!*46|F_8=KkU7?JJPA~I9sf= zwVTkt7mvLkQ9H?ts%bH`O~8FYkRj}jESK^Dy=k+&M`V-Ddn<+_n3ta?;kN7s0~1JA zcx=>}kZoEZdCp2{b>krQyRTK zoPz*vDE`n7_^rljo{o^u1s1Rbm2(m-@&h3QqT|I%145noL|?&hLcf=8hZQHF;Zg)@ zba){lKJQ^9GU{p=pkd*K0a18)0Cot;eA!79Gd0B`pUo-`9R$f`HiG$0 zQbH!x&207HLy09<8UBPUG9A#d8KJH zTB^GPjE9GB>nM(boIy_*|7N%tv{GLxAS+rxGw$c0syt*hS01L4FF6WH%y$P2RMlh) zBDCLI5&d4CY4#?PUa6q=FE3*Nf8q#<@!`w8vq)k=uN;#>#aaWo-C*2VwL@GXPjpxm z6s3P<#WNH-#7Yvbk*O zm<(GZf0Fn|uC+Mt0x%%1pcSSaFjDI3^3Rp(!lbpcZ7-bblJeFPd#(69#`T6c0vK2` z4}U&j;bWZYzz{VG)HfV1*0kp;bWuES_QEtTcD#TU=l$t|(Z65MGuU)|_*K~`pWtRA ziD(%|mbaJW65&54v)09IfNJ}|lYLjx)jAOAWhyhkU&pPOEfj_DX@I)6>JEwl7{=ih z-c@er0T)6Z59J{;`%a&yr(MxsoLEahoCB- zNJunYq(E?YHmx>rv$k9Zgy2BCU4F=6VzGW)<$si@6-Uoaip?PF@Pg%Yum5h#C$bX^ z>rQL?x8sOhl0Xz=@NK7TyvgBQrTK?4c?f+cC>|l{re$~MU0HsUAmA(ux%q~LP|6;X zOtn~QS#qCRJNMIb<$K-E()f?D6?YOEyAIS}lNZOKD4Qd}6G?TUdeA`< zCf9KxT26Ol#E=s3&zeKK(JJFk`6Af(-?|58f2Ov43RMcgCNvzQFY8~udq2ktN3au~ z*<7*EqSHqU_pAk?T#*OYd#jHI#}T}<)*DrN2%hI6Iqi(CqaNe%>r!;VKrc>y5hk%{ z7k)%P!F~{Xw9<|npA})UxPUZSYveCc>BH%;APfksGs27M6SDxl)LW8MP|}RdR_FG9 zgPD3N`gh{rYj^;eub`qbO{-B(D;Y^h{&+vfGIlqFN{y;dtV|3ysaB zLpv?+r(|*;DCBzu;Iv`RHIBQIW9j@jQRy5506mct5k0U&B}WB6;`H|97)i{jnjvvw z@3p7^R2dbq@97WwN%-A{+8vyoB_^{vM6!lYP9w(Cx#iT8oPm%%&Y6#|YQ;tXIr%H9 zEQ0>y#Tw^Vpg3egRVOiht1a;KgZ26#1h7_|^?868VnqfF&!ew*2j$YqDJWvO?F~E) z(;IE~UjfpXoP+WkVhJ#>$^%TAo}BumF&VU`Y%1&EElC7CloJPa?K^@xydVF(JE@@< zG&_hw2YOGHbfe4N)$Exa#Bwpx(MMp>Z_gr*+pzG1Ams5@;4}6a!4>DWNO1>V!qIUpX z{Na#hwY;jn16EmvY06^ThbzosQMSU4JCtsp4RWD{-%l5`T3z5eUmtXjFWW9VLTr|6 zP5!-k&a43gL9YCA?NX<2dO14|qbjEB$pY36kgt(I8y^FM6kHqvGZ2Xv2o80#ds?&E zr&E(J8P&JUZo%R;rfJ-Q{Ji<&Uz2v-frF!K|A())Bqb#kkxqv}<*-`Q zg1z1P8OY;)K?v<9fSSqY>L=sEb8+`!Ih7i&3PK@BcmUD~`k#QHIxZjIx?CWb02T=$ zArz|PVz}##PEzADMyRL8L`o%BOoFwbB(-@#v&9K3t#42%qq{Fmn3Rni9f^SR+b}wn znXm8VhTzjf+ogo#L?*k`N1N*@*MIyGkcdH+ZqMZ-0I6Oux-l{PlsT+PMD)ah{oNEOmN@WC9_2 z@xgZWYB%OHWFoVzdwLiRz?vnVo%SUrK7h^Ya@nJc*BkXp8V6Jwb|IgyG>A8zElX&7 zd3o$4C)qtSM)!F!T1o665>kZsFnjuhK-|^sR50)Mg(;5QitWgAsH4bblb0V#GvCT~ z41$s)D=8*BKi0S545rkM&o3I;K9Rq)GnMlLiYaSs`7mf@jO+Mt`ohxxrPiNTdfY}u zcyG&qI2yBj$&DV5i4Z~$fybQh4(rV`Pp+s6bE(PgvdEh=4W!AR{V;%E0vvJNjF{E$ zod?fpwwIjud23r&ciY@=w-5E*9WU%?sT*#^pW82B;iCrrV#KgsPx7ZOS76e`yg;}q z1~VGox#3B)`5dGF>AH=Mow~sq?H9>r*@j_#qW1YD0u1ca$K{Pkbw$3#HhiKEv-~m#? zhvbhL4pKh$?;iFw4M)CMt^qg-gZ4-=v!UHT(RDLK945VQIf}R_c!<6O`Hi4$@}Epu zK1qMS7lvFf9gbz$dUtJFOGIGS94_N*Rx>wBrx-f`prh16mAxSz85BHbtcp%<&nuVd z&<}{k*zp}I*^wvF6e{_|p)AD=EuH{~U?Edt9*-jme}Ca)jyu&iNVtNOsZ5|-WMKnX zeZ|>sHY!NEcltcnYdV0YNaBc8z*pK4%X5Kc?FgIy4BGsn^KBTA0;=6U^m2D>V!h}~ z+1~(USatZ6cL6y&@EnA`Jq=&lWfG`$b_W#hjIShtJYP%4oq-1Iab2y3llejpl`CMx zsC#?9UBxl9iGx9|h#;+#$>B=pw6<$=yR0=54_OI~%P$xC`Q~=LLy{-I3^}3Y04<(C z9YqCsepL=|!dpN$*7;&l!Pdwh(D^#C@_a7nne-0GT+M9eY7W-(lT z=$Ek#xAO7vu~2TQR)Yw%J|!FmO#e0pZB|xr36GFfJ6pW&r}Qq=m;_)ktB75CAH|YA z3>Rk)jV?dl3K0l+R3{q6WC<2R{?Hvs^qjO>{L3i8>vo3wdOS!{VKHftd_HfZI?!al z-dMg|`_-kFFNIN8u{M}oQUwur%CKCi$!@*g9L0-!&zk211xliJy>@@p=Bau+9?#F9 z#<-=2=nD}4$voGy#vCjL&`9_oOV#4W*87vy8L9}|*`i6C z?(Uz-^qNfkes8Jmc?{aM8@ra->5DxlV@noN%xm?cmtCZj$&n{t4Kr#B`6qST@+P%& zBf}s!PW|83&3$|a@G+$=tBMtVWG0i;2v=@4%5WMak@6!)steF?;IIB)=)|OkdN%r2xg`AHWP_ zR)XLAxp96trALR6$24Sey_(v-uoj$|s{XX;as>y5Svv(w%Em8HKAGG|o)to7x4&MI zN_A9jAQtxdr5?%PGu@SrxTaX2N8H%+4wos#eytI!ZDO^6Sy4Np>!7EDA6w2g$xw+} z{71Lc;Q3q9Dp!@ZTZF#9=Mt~2fWija4OnO#=EJU%@JPVvCJ7CB9TGl=wEWN&8U-UD zuX!;O@zl*Hev^L0n|q4v%>r3|#1Z$rxk+>l1gL^R@p-5E%L`Ds&oA zpE`8U^wR;*yWfYdD3O$zKo$zh?Qufida*N;Dm1%Wqg>0#`{4p@zV}Z}G-3d$-y0;j zI2aLBR6|G#^pGd9lo$x?T#ZIaXVRb}(E$ns@dFs_YM~HtWa4Tclm`GcVIkv*IQ?Rr z8$oMdHfjI-N9q#L@e1K2fTPZv-laL2ZYC%Eyvxu)GlgXd-jmTfks(rel5gJ`Ac!rv)&aCx@An2a_fsF2Hs zWT@<@saaxG)=Wf%=pfckL9b;#CPCw4wE?tu1Me30RwwWK6HAN9jPI#j zDm#4(?b_`8-WTPF`ZyDNqb#uUxm#y;9#i#uLctQ)Uql`2Ggp~34mI=r;2Haf5-1BLqYMVCU53FuJAlh{+< z9gk7c`7J8@Bk{!X20U*LuriS|r3u4vDY}uSL`(T%hJJEgqy2^^+j5`k1G)$5JZ}$I zfjPQu{|MGfPMbvV91H%EbdrR_2Bq1s5C(R2V&E?X!NtTze> zDIGoW?do}bm>wkg$`mAV%r%@P*oHN0cDtJyL%^?CtJ)9x!wjYMFK+2h_hBR$T1bImlL3^?^6~(NR+(CS6tc9;p*O=dQoy~ zamN$OZ>syW*D>GldGzh&p}TerDKUu^UU zG@kpbIlB?g8*fU$HoAuD7Tm6x!EFU@xgwCm*qF1PEi+d?9v0~v_u8CC7$y_xqN7$k zdVX!lSz|duJWrY2kT=rYA+E*|_+LSL9zFogf zvHvPgh$57CcKwxeRyR#E;WrUXAQr5iU!N+a#|ZU;&oK5mj|B!-cD*cb!g3XkU8r5Q z-mRJU@p8dq0M{8FG6Y#7%3mMS-8f|uMTnd*Au^39GG6zMw`vPqKGSOBZPydj%GZen z|8|3G)17HM5$_PM(&zmtuw)iDL!ak)-!PDA42BzceX)F&jq~9|9DAU=!{?&&VPlHH zi;^Br$FF~ySDC*WZC|;9LXsKusRyarw~gF8bRL@w>2mHlCkN z3SX|Q@j5f)s98+UW##yuuY5nnMg2ipn`d~H3S5s?r$R5Z43|(4zi*a~rT~4E_S-iQ zDi^p!?|q!wgCL^mXfk8L?9^fm`rw1l0S&ZmB0N~2yI$Qvhocx5D+fM=nGBr}GqM%- zJ|?~<9_Y)LFOMBCV8|#$qTO;4;n&SM9S+-K>1>|yw8{psU|U4iG?igcQqbh!IBd?z ziR%RRdl)7G%FhkgYCYnBWQ`buq(ppqHj*@oy~H~OM0(Ny%jL}dp|nxOECC~+iZG4O z2t<(##1PQiBkT09um0qc5DgW)@wA`9R#@rkIX$no7WBqz4UxU z@ZmgIq}yrJJV2*yzYEXJLc1q|tskfq2(j1R`4+bSC7$7dbc$LO3ZCEhF_{%|B~0?FSkZlFyAFuAcR(RVK$4AVdl z+*AL%BeXKZs;u^5U}kf=Obor^LAy_%xY%|DZHtJN6=&^?vH=wT5i6FR50(Z=d~I}_ zY`-u4nu1m*7zsC(H05StQRa9K+=!w9wY^dluQuALB?}MosNCR^7s@8p#}~>jS4qXJ zRB!h(>eL@$6JnaeVNh3xB~V*uUY%Gil#ucE1dw3^ZE{F>CLW9|+|GyN4FK~hEk!%K z=(&PizbRMN$0nfG4niL|;2r{5CIn|i^7ubDX14gq!I=^!owUD&g88cC%Y(P^`~UHE z-iyE2@g2*Oc}o;nrFKRRpP;t1S)%FERz6l%HV0d|w;-NcKF+J6Y&bZ(zmam39L@pTaPrI^cofgdmt;2ZB#4Qc$7r@x~ zw6b<2!c^8qa8$s4+IU@e0Mk5zkjM%?7B{$E{1AP?ax+()7Nmqr0uNBe>o6-mms9`5 zxm;J&c`-8>$T)@$fhIP)GL1@96P+R(-k+?{>lWGe$(p`9eQ*fyCzTW`3Dio-dR~EC zY>>EYO?bMj?3&9D;w;a+`MV_?YD)Qu2*Eo-8L!ozG#<`x@D`HSfcHN< zj^t)*;xV_8`XsE+3?m}xa4p7YlsR#s2fWpGIngS5;=zb5hxSvjKzBMk)?Eb7XRZ9l zEgD;`#aJp@F3cwnDY562L3wI*{vfMRj+%4^_*3-*s_f(!PWdx*x>B8n6D~m0vW*2+ zBeX_`fR++B7}XCo4>2!e&KpitWqo%voea#YmHDg=70s&iQFGgClBHtsOZ(v3&!xWD zR&Ex#(tkDJlGqjt!uli={cVDdfWxGEjTTvXJX{1dRT`QMd-RV&y3l%-{|A(IExWkb z+5R2#=#vRB@&8Ljhg)rgQC%~<=VTM&iN9DkV^pU>eYT9YApr9_a_H-_v&Brh-RKhf%MW$|Wu{Zp0Ar z{QAjUX$7i0ptK|!`J5go5U~6RAmZ~GdbvNXYDZ9%jIBX@RqK#M0=niidw6iI@z~8~ zUaC=2-NOK(GVvSaN&q&oL)Cm2om#tYDF-%%4u_eo{fhsz4wl!#3{4CLGyWAcECH5u zp@~-D0!fqM#3svU&*ZXo>245JUZDcI9OkShM>(XH8;=g$gq7G3U>CUtOiTNtXdRZQw?a( z7!?18iY~qQCVf_KReqO?;0D8&h`T^` zJHxk^O%JJ2&u0Z48RXGBpSUn{gpcKdicI5sG6|UG|DFPkPN#AMeIL)8WW{`OLA^Jz z>Eg5@2{bHHLyHHK!YRmPaew7fDrK1{-)35zEeM2-^2~-}MRVzI)QBNhzQ)s}kadL^ zOY65;e(pj(9HH4j-QXzm;7e)<{x1st9SNg&d_P*tChaeJD1{a8jM9a3X z*QWWRm9J6sNK#q{|8mwBTjTbymW1AZoRSfZCb`AJm3A>t03 zQ*P91PN%H5!i2d-VsK9g!>o94M@Ng7dbhr6%~r-j4mMQ_2*50ayb55#CAS}T^OH&9 zVBsBKw8kK;fFW?~0v7;Pb;s*njr+#45;phZp$8avo7t^7!o_qi-FJ9}>ue$0Klc~w zt2&KVU%en#Ob;h6`2~TKmK>n_b$_GbOK?&_8v$?C9jObLGoZ^1UNXfCnusvQp7JJM3a#U zs|Ah}+9!ynFn{sI!=5l5jkrt~nSS2%uo^oZ4(A_=Rqk14^O+^le@CRR+&QkWySqJAJ2AdxCzp##brW%*2$W2h$7WYH~R>2cD5iwMn*B+>CM7jxQpPh)K= zy}^=*gs4<_M}X&TN^dxn2CboJa1uc@@nD2S%#VH&o@&F#t&Z4w*uWm4T`lu7s1 zvtU<7&Cd1`?+wnHL70y8E0OeqEIJa0g2STwll4J(93}?lG;1UhuCXHd%pw~P0a`@e z$O?$pM{E7iXR=dTJ4C(>gj4Be`njV>>c%KS_;?rG0IucTdvoGyoP>UC&Zy$?r}qCj|XoLVG-P}dXY=ce<*AAroqQNx?O22ZxrdK z&)$Xk?Bv|DFkG{M{di7JE!uZv47Dc9=2Pf&EWG_S(Fb&Gr7G z+YVCZ>_Eb$4qH@53Zsmc$B)_0hy~YumC;)<@Nt=b<8~2(UZ1t48ou~Yn9;VKOrt(1 zC>VO-psDqH>qVPJsiC3i-2k@_aHxVh7G;@<_@7vUULcPWTiyP=IPM!ftGSZO*{{Ft zc$}d0C)%QiW+l7wVZOLW{~}*J!WY=>X3{UThigM;({1#T_#&iaE zhpRy4D%MXl6*7560!m6Tr1C&i#iIsc<38+hX*=3RjSr7$km=Lc}#@;LX_P z`+l!U*9lqY`Z__xYg~>&W8~mKz-2?~^+s}AzplbeJjV|gl_EDr#|ClI@K*{QY?CYv zK_?>xI_Fz|C?Y7oBn&5u-`@Ze7BhtYml!%S{8!r*jyyX7m`#Ya+^C^|Jt(rFYS_vp z$S!dQu~W_L+I%Vhd2=#FNCzk85*;pV+2|!In*rxZA?woF0u69fi+n+tZb?>{S~q>W z?)fs!v!+eOq1}H7`$N!S(#q);6Im*G1R`+rBZAAcHlS#_jF+-XuG0$zJa+pmsFRbi zV|G5xF;^CzW^VY*Z{pqaRFpSFSx`_Dt<`Zuvi)_`fjo+5OAlhLI1<^dl>D9I&|mSg zl=^)}vi!F_BhUncCqA5zcD{K(`Z0%R-7CbBc9wf`JvMD#RQJmzTM6l9-%gDMS?sm? z5R;nOYVo6&45>zyNU}mtAFCC+C?-)5gCR~HIx%@%3UJ>_h&q`I=(pmy7?ucnp5bD% zn#jhH3j2h({<@&yjp3aB2*Z$Sm|Q3I9L37se*clff+Ao&Ayn*l!7KN6H``it;Q5jm zjq>4lohNuJPnW5=pEaarx)JqAEPmlh4SjmigV!!BfL}Y}DY=k*xGk7peQ6w8C}%Nk z(pSAyV|<(%Dd)E*&xH4J#<&;b1M7|sG1Zu4d$vcy&8QK1B-=y&CGsC9vtgI@pkG%m zgMGkRkZBErLi|!Pk0Rpg!>HM5$3d!@62>HcSCXs&t2&2N#f$*aD0+Wb>Dh&v{~Efh zVjjT{q@}D@m(i?ff>~8cA6e}^Lgsu}cw&6V&y-pgZ4 zVRl)ZW#E1UXEV`B8h&uX`!D(C5b2a3{vs0oNJli^i|Pno+l{Ingv0nZb0xGc!WAd? z0Cky}rvRh}X?#H4^b?cLZHGTK_wWI7Kf48k_Khikslp&!yh;e&ifVrDQQ2NP=C7iy;@ zh(*74cz8KB&)zxVoBIG{QB|W;$%X&i3WWw@V6nD>VhFf}X0R4gM+0SR;8`v<=2xzl zuQsr<;q+H^Z|JmErAi$zmm5ro1%y9c=U)W6P7m*RQEk&*R)2XE!(=dHKFB4BGzg#g%=GGTO@M4aN4$F-P^Llouyv5@nZRqKUsAom#ob1v`OPCyOuaw3?aXZ}3t3_0UM{EPXZKkm9$+=(GEeVc%^;+`aYV zp}{owZ=0UvQ*J@Z%{N)!?Vn<}Hu}8i2mNS1nAeNtF zX3Gz<{pmIlvmonZ^qT?7`NL?ED%x!B?8A^G`@=_Nese=6TN>}oXqV*V=Dw?QPB$~laPW>4n0JER zdHPmIe+4WW=YY9)g(Pmlfb-ObGir136}SOUATIaT*grpRo)=L;<4IBZ2`a+a`$5h; z<0lb*I*n;}q)qrIjqWD!POPV5jjb@z^xG6dvQXO5bgia|izpKRNp>ecjM!r5q(=ws zW5O!9@o2w3$t$$-B9!{iudKK0i~qg#sv^K1D$f`y3%C9{{41%bR3%KqtomxLq2IJ8 zH(QSkemJdliq1Udc6VTLxQ;p!2}o*Q_N8)H_sjp?`)41#04s>y@(%}UzTHxF?u4fB zu*3I-t2F?YA=qwdA8ZLhsVA|R_u0JuZ&yC_Te?5}N8!K0fo@q$J!c8m+Spd|g=oVp zL`6maDk&nJl@JO|MUTwi>5u-u&-bxPk7|~qP>Z*ZZar6$t1}(LK16;9i_3b$X}usY zK}GzO39R)Nk3*SsT~hM)38cbG_WGWkTLoA>>}20mm@rp9je_{{-f}+<5LCZJ)#eFs zUoKL?sy_X${Gkq=UtGtZkD}J&DD)Rn1v&|T-i2}Z5=dHBzebZSo}o^df?w|zhykfc zgmM+pY#=QrD;hYiN z3Ctvjufuq0|A=#1@f0GFiFr!k%>{(LNG&S${>DEjjT)L}?Owhho{GQfL}%ws3g}XQ z>OZxz)5R(YVrwg-Jd&}_>}Z3 z)2+%%45xQcZ5V+`zUar9AKRFZD-MI@EK-Sd`N%D#ITwO+pBfL@REzKef-325rHY9( z^Rp}lq;r=0%G2u3f^d$uBr;EgT@Sh(;_^;<6@~f|kfX!rt27sD&Bu$l{+6l=Vz|j< z#l&aKtrv;HeE2Cam9GdtO)M)EiD?Kcr9!ijU0%=hG=) zs+sRVauD+a3-x)v338R`;mKiOgq}-4j3mOBR{oVbK)2CxT*@zMpxD{&`8^q3Id9{& z(^t4`fWP*pATT}?07up3j1^}{HNn7c6e_~;Ijvp>aF40wj)?BE z^Eo0SH8uIAH=M~WQS044iWchpbD@CbQ3yCC0T4e6QO@bBOf{VEQVe{iD>s`f>-N*R z?9^?KSxpB22K*nU&N8aXFK*LxNq2X5mxnItQc60cOBzHPMN%4pLrHfk4T4CA^dY6Y zJ7@oA&Ac<8Wi45p=j>q&ibA%YSG4J*72)jzE-XR`}{N+XY5$qaJ8AiBQD!9FP$&> zS3uKv=gLH&-_z6M9qj6G#h~@-@DPYZF zcCaX^RmAlx_0(higk9$=j$T&<~Qi;m9j;g5>f13E?=n1F>p(0s{64Tb_0eDFkakf5VE0qvV(m zjo#VR`CXNH+IGaEM=O6%d~4_8eRRp|S`N*@m0QlGdtmx2zxoR-V>&;7c%6|WnMxzWve#_R!*lNWHcO!hmcBVbZYaP7xyjYC(F|OR z{V$7|{@owzHw@BzpcPN+EV$5?ZG&8&%_BWfMK7>XvdSeJ?rgPI_R)MG!I>3`?8-#- ztT8^-xRD@!C{zvV*WIL9=9uD{-G)A3BL?5E{sWksQ7nJWp2RT?bORX`wY2&@MW?V{ z*=u{}<&S~)G7}D_}J2BC6Lyff z=e_#Z0^Oaj1H>^bw5nEWx<5WY=9~OwUz5XwM03x?D%=KU^$(NL-_Da=BTR3U<=KWA^UQQspBb zubojSW`1}&%ljb@NdR?Td9L*mbNPFY#M^#ppm|h40Nuoe$S1`u!NKVB(jpPmK;TZeY}8sg>e3;U}b4*MrDVi2b|e6W#qK zAMYwnk&#Pv2wiHev?<@=9b}6=zEqLpql<(`}UAqJqk_v@NeS1S+Q!f)P00-O9kS4 zX@dNhKF2CYUnORT2l+UvnhB1XEkcp@`Zm9X(DDrEeoyGIIW)#`s|s0`TRDA_%TBLK z1a~wPxANdBAg$UMJ;3ZkyqEkZw3_3^+WPI$sF2}{K@N-efomJ+(PRuoMt60R(7PT~ zm?>+-8U}iX#d=>{ec@1QDUF*vHBlx}e0@;o$1{W`=OuRW^t9hYaU?t)Sk(NzDA=U5 z`x#X>XowVHqVB)1Ip$XB

gO(s^ejbCi689xqEQ-O#LnshLwXwSrx(9!%yzLa4=N zdTtvV5B3UcE&>+w#Aw<`@&dCKI3GA=u|Euk18LHWr!THGBUl3!~f9~sjMpeeu(PamV%}KxGh!*@W4#(c#9P%J8 z3NlkKjF0`b?~4D`ULm*VL+qTy^u6&5X_)h0;#y#mJ7a7o`U|j1PTrdO+xy$Mn>g$X zBbh&@-X}K&k9_-~rD;0jIX#%NXC7G`{wu_ksYrb%GM(RXq0WY5VybGv=-S2Pl3Gi+ zpMGqqDiC$r<{J9v>G9s_AiehNv(}A+*SDAPFs#26=>e88^l83^q{_+B3K{jp4MM%r zq(bk*Z3e!*IaJeD8E&_dX7S3fbPkg6e?8cwR|#`4i~g!#{tinuQLq%V?R34bT$N&( zGx+o3`LpZd&nmH`*)DXVJAWSIpVC~~Vv1kRte{WM3#D2~0-gZ-E4N|yfR~;h`jCok z56#8;sg^DNW*B}jRS3z~4jJ9IyP{AnMdhAibM#J2?ThIcshVdeG!|0CQ6Q7kOMd{0esH%m<^MKs>S1fL8Qaxf!81iR(K|v zG3K)p=-4gO-2|uuBaxXVm6S4mVP8p9Sa-L?lp!yx=&P{^RLorQg0Hs()NtnLw-W^7 z`61L+feC?U2EK9O=mdtJ;;1UT55;Hdm2mi+E78tLCi+W{M~VZ znd095pUJXP$Yeny#wHF)#9>iBQsA+yv_)Cf2vZH_T*thD>4}Zm0L-cmohMc1Po%@e zvJn_pGnuX`Xq*-qkPgM_SSGJCLr`N1z%U}!QxD*yznAMK@ST>Zx<#qTlZu(PqCyHV6$zpFYpBR==aD-}0>h?(?RsX4AA;B7UpLyDTeDke?Vy zWKw6gI@y_E;BPr$_8TKLWaW_@li0Nw_0NL%4U!9&R6p&L_K;$qZ;ie=_P(M+!DxSx z%57Ky-TDvXh8J_*dwqYka9n}VSBEMQmmi6-)vHnsl|a&KHXW<18``ji+u`ZFNc2}) zcb?RII3JVLeYS_fOaC_KG%RZnC-}vFxx1vQM!c`oX)i))SD#aw62Egf>tmTAX(IcV(gWH=n-({gnL(`b;i3UbP5{SA)>Y z)#$>p0Z3*X3{`g|o_2qD^?C7T7YI`~(8wfq^sIj>xg~6=#JgRb%(+`JA?^USV(X67 zd`HGw(6H`%lf(2UVT%V}cri|mFqBK@>nfA0qt@S*KnhEIURrEzOz?iAgXVQ9JrC4$ zrHugNYx}J}+8}sAe@m7pMT(GbNGX^6VD1~PHvXnuuT)Z;T4)eqDBhRQ-Hi}J%&bR` zaq#$ss1k%k@LPcO#riMfo;LB^?;Ni~g~FZvQ54z34BvVF3R;z${oo0BkoW?OuJRqvfu9_kauCtZgf05A8|M_R|QHebQ%EV)!KUml%IPdSOHp4+5lu;5Q7s=00W z@YJ?40%CAZ;Fcjg`EkPI>1LYQt5lFht&ZgL-4T#`$F5xFSHE=yChkTPmd9TzrA_BF zeFXvOoA7l59mcH}b85I5Hb{)muNxc-A9`l;!@E+*Zd?nl-=E>U;uQQDHyf==Om7~2 zHa|d;*i)9;yoP2fO$vPQ2?;B%kFj8Y-=ApXRRq-s>}1k7xk~0yXvkvYTM|}nloIdd z;ndfbQ$e-yt<@_^$%klbI1`|nfL_e@rI`nN6CQR$RQfiM4r z3&Gk0(o(qJs3>w_qg3>SL7cZn+IDKy6S*;IyX2NJ#@Yc>?F^!p{4w?g(RkQ!zm_f3 zdMueV9vU!FW_~51pfp&h3OgB8%PUy!@S+7XQ~On$N;IPI@*KD)ZYIR1a(#1b=VhKq znk-gNTJ}1Y$u%ka-hQqjb4akvHcCGA69(&xV=6*S&C~gN~QO-a}m)sMaWl8Ie zj+uPmAJ#M!Wuf`c?ZFRxS3BMt(&1QlxGebt0!muR;eXp|d~_xW1c$xzvBSyOOh$RUkPHz!5;h%qVn(RAvYmkorX@FcaTs)A zDM(qL;AXybg?9BMNg@Is|L=DV2BVA++vT6`464s(Lpqqf#-lk>EZ@*<;`o_dBHpOh z`?IpMDo7KA0M}VK5~Txb$STxHi;yNt1kLK{0h#`T1``?0#SKr3+n{eM{iy{gyzbZU{R-`D&|$Je!r-iQiMZyCytMd*#GzM_9@8<9#4`U2`Ncsd)k@^R))%57=e`Rvy`Qfv{2EEa z0jWmNxP|Y7){2{Ba|8exj3oaV1P077ROD;Vwc^90rI-BTS_%CxOidehCSrP}lZnHQ zy$C>VY2qsWgumHkhr`FplKAmK@) zWOuIC%=u{1k3Y`tIa+@pP$`bQkQcdY@SZM{A}rc{H(vF>WDOOa({x=5CcmtlRzCN| zMvNJ0?Fs(GEB;EYjx3PMG^3_jeMJxZ0TP=A@&gQV!~XzaPDK6>cHlF^tu$)y%_Jse~}v6Si2f* zUdkQh4b0%q54T_J-eH!Bd+mQY{U-pT4g{(@_)l}0!>E17zddiEBOgB=f_9F>MIoIGn`j7i$CoPwg`D#Ae(PK0E)$Ea*NAo z&^H_lo975j4wV!hrKC(^8*D-R)#_*Vy)n}U227)_3e}2wPvQc^SAJ&b6Bu2RFWFWyo(k- zU%MbO^)_YrEQWwdqvAVVMPqLizTqPZmO}Y*o4alw!WW8i_th@=FNlBd8uX7%y&qv- zOy_RS(i9l&ikEv$!3W0(cwtStU2u3FHctklKvFXO&@U+AdlC#E0hvuM)g?OqV66GF zOrezN4HCIzZ~oa34sB4XF@t^ zWDHjKHTf@%Yk>iw!h{P>I|CJlHWRJgm{^;N4=!il2WA=!bq)6jDMM2|Y+ZYF zKi*#-CY@{u92QK*~?XcvkCo*Duq;Uv5B5G6>CQgIja`X8X2Q#)E5b>)IID)Oy zUsK?oE!)zq^v7b;jT~~=-ZA|K5HG;GT3UQY{-wwFlh~A0`j&RQ&)i(9#v3}nUZc$& zwHqsPhR*q_gkhaZuK8W%H;aIbTRyaSJa#w5xAIYTq+4K(Zv+u#*r-XX!mi7$Wi&+o z%m}>7?cS8>;k5&Dj0@}!n*uw1s&8-ahurenHyd^*73f++plcmFgl)2zh-W%*I@ZWx z!K5{lQafyI<3MGu0tL_`cgx&)GDZ&F?h7}DXUpLoZ4AWMx4Bwc8g zwqw*^W_widCs8gaL|pPkg%Hg_jZ8ifNGzzNa5F6pllK_WN^M{z?4N&tHRv@N`$dqi zv3zzFco!ZXA{T=<*J8;%7%i%a^~i_;RJV~BZKsHc-rI!8{^)L&#ParcPEt^ zhyjH6=-=}w3fqZ=T59)MXJ~NT_jp8bT}}4n>WQ8&cD6p zD|&y{wB+TSBo3u=6sHTDVh%=G5)0Ul5RTVIvJ!9G*YAQPwKD)rYDcpXZ5U5{@CURG zdb{)Xe~O&Smi)Eqd~yKZ?d0xYqLD3T=3^7-@O{snaZ?4meuq!oy}FDYupee-erLVJ z7H}ulkoXUNVcw_sOx9m#%M2$6lew%$z6mGEB0mi5u?!$Hg}#3uCPa53BZ~ZuW-#@Z zp9QlM^oY%WDwmpi=#OUw8cXZ2jmCHCne5eYa=e%ghzJ#)yW`B#7P(6`c_kNMk&Gnb zSA6)m{D5qvYd5-@dqgZ^3W4Y9BU64un#FpwSlwB*p&0WiyVaYW8)skpVaYO8OqKZD zalN?0xGQlI+c#^x;$O&B9My`!JipC_h%AIuoA-5|QU}5%v|WaRIO4|Ej`)-|g!b$U zXM(o6XvpE1x-^I0(-R~L;)n5xHuV&j=M9}a+Bh?L|Kc-^c=HHVM}_x zozsT__>fY1nlPCibU9qb66p{GOFmv%b74P?^cRUT?jJwfCkeii9Qt`m(5q9Y$oK#b ztbhJ~SNEW?t2U|cYwzojX;!s6M3xik z!GOGp#O|D7hIs%Ln3cX>8q~=vvzf)kyB4Kd=HZla99& z@tRS%i0Kg2WWXoj>fr0;=)K%P;Mp#VQ4oHgN-AqrjH{h{45r;q{7fZLp>iD>;ZBKm z0g)AOYc=hd3X2V}uqwnsHb>Gl`E2o%&1pY-AVPYNd0Dk`4W5EUyN2#hsD0nm(8Gzl zFNiGnSAWl!MSk%GUiua+Myh#e(wPKE3!U@sImIS-?SBz$mhlEFEei(~@u`R^Ma_m@ zGA%&2uP^%g&k7SzP2mI?(1ooN1#&<*nuA(NjgTF8GiF;wXMJl-i!}8|DYK9~fEGX@g)Z^2x7wgAhv6(-TQ#9YRb*`HpDBw4+Muv9N@C)=Vb38(m zMWB>^D419H$)ZY|AD{ek5{XW6m7nMjw9DUdk?~Y;6yuoV%!A0ca6|cQ6}bHf#_wG; z^`q~Dg<|9Zgjbw}HizgaLnyaia&aaS8 zX!S6fYCj_^b)8NaS8wAxt6g@(y!MRR{V#u6pWoD4sdUM*yl)BRC8_<8UUW*p>@bGV z&uft)RYETj3J)g~XVqi6md>E;zoFcPu+$u&#EB9|vMjhSJy3sN2ns5ca%!ng$`g;b!w z#}ZAe)-r90v9)lu5KNRmKsNi5pfdt903I&M0 zoqEidaCH1VBQOir&xk_9gyJqEyPv-O;c9s8vV?5i>+q9#K){#Npsez3qh66+N!p}7 zLKG2&=_NhB3M&Mjx8Zik!R8|=D`Sg{)kGxGc*so1Ux(?s!V)cE!av>piPqS?LCRb7 z^{{#fCt~E``Q;|%MV3#Dy}VMwbb08kPcmVsZ!aCDlMBD-Sed@AMLf5#^ z29z^rf1-V$!u+DHPmtP|tjKZB?oAm6B4e?TgkVKZuD0b1Rt2~;Qe!~@KDIWwHv2dt zcL=r~ym|1}`h3(My7)F!@zZYUe|e3x6Z_er{$AFP`LE%n@TW+9PgB@CsyCFkhG1@y z;v}mSv014@RtO25Tg*1N~XPL zCd1YwltUy&u1<<^w(kAilAU!LcPh(AZcrZ)P5c5WouGo;l=ynhzqe!H9g9G=MA$Wo z`e?`Z*RDlsWL_BX@dM`-!si$g9YP8kaB@m1rXQ4*JxRa!i{w6E>YK4~CbDYF+D!A9 zH5uQt10*lsJLqm#Y2-x#l8KPrsx+S;91jYv24d9L;V9c*ZcH-CAz5dB*6EDhCovbB zL#a^;41P)X^y^s&GN@u=ro2HNTZ6FQnhDYs#C-yHUmpk0W#i?v3w}`kR4fOj5&d>ds_Z$hnT83%2NOSB6BG&`+fNl!(NfmHw2%YPzVABgU|V%#q2g z4&x1saIsk`(#UZ76Gt;^==O_ogUr3*#rpTRv)ri?O4!*4?*Aw}e=E^^B@i-*f%lNs ztW9O~xQqKB0aw%h96nyJ?U#opqPG|p$pH=RIy3C}l)qhA-~2hm{88~z+HW;hd6jzn zPLSRTp64`0Eu+Gspif((v2)X(6~FDRqHhG}jf5lo+}CnxVP1+yca98qDN1W3k1sYwA#HAFR5X63%S8U~K+ExfCrk2-4&~H3FjFNG{ut zwVq88Xkw(|7(Jt!EVQ5Z@0EUPe_5Z)! zTOXX4e5EN$^_+Vde*lxLlKe=zd?S5tp+lh%^yw))a-*NbbHCHs9GPM2Szi4xXu$|F z`r!oWb4uk(jVZbuBcs^wjWW(hsz})S@bop+3dRFZHQXhB|4mUboJHYtBOo82|56nG zBI|m!brUu!`IJ_)-l|Sm4M#0R);0dQmoE^G>i3I-)+|?K`euYI(O~XROJ~C|@f)+x zmo(=gSDjBpx6C{L1M_tdp_#zb*xfUB{||fjf#W2|8u>%+W6*}eZPD)k_oHAxr-||( z&-Xtlppsq}D(qRwG}-mr{~-(i_dl!r)#=@mIZQ5i+{K=Mq%q@B88~Gn47vV)0OLtz z*K;EgASjVsV;qE&#|x6wLvK#sd|s(PTv~6lQxVk(N_7zT#LJfyqzWj}R}1*{+?NZ( zelyR?M+Td`ELGyBKV3<;^}Sxr);jZ;EQ)2n-ZA;gS+=#wUa7r)bHej!8Y$xaXK4G! zo>meYTzkv}5i`?Ev7js&CPwiuHvQ?^LOG>R7d0}s(`MK-dhK4~Dvu(lOtft5a!bxC zZ=a|X6sRx#c!zh<6m;>vnQHO&W0hrV+kU&ur!e%52rr3K2qTTd)J_!Q{~c+^FJsFF zeum&t`$auuPe5{SyEIvGSEFU4J#m+4I=y&R_X*+ljYy8sqTt`tgU3hK>)bQSLYE(| z3l1Q8RmYi8Kc{aNXy5$4z3Ls!zc+3H$@|YqIfeTqckg*jrXL>O93{V>xZuj|Jq`*0 zC};c#q~?D7cF)RNN6{%(c|}17ODG_|Wrz(|2(g7B_eM z)lSz{OM6D)XKR#vSS&k(m-E}1G;=%<_M}*nZ6jD{P1>p?8A3Hoqy;O^}a%j`7P9KvR&HWfK zM9ekyDx?n&ha+Q1!hpcReG(G!jx1=lD>qk|pG&QjD3-qH#biHT53mI2S9+MQcCLL8 z&s7Ii$bNrM^0e}PS*XggsqJk~X2(b3SE0q-!>!mn>z8OP^V>c-vGV?FA~piC^kDU2+CZ!IxAT z)atY&^TP3459g9!H?(mYHKYR!g|mWA*>|=Gb1%-dqn69;L*6p7rcvXG_V#nl80czy z!Y2&?q2x3MC5g*-Bbnu$UH|7pK(%Jw)70l~q0}BrmAzoqDvMld@zQOKvKJtM+J+QI zD#Rm5XS8C)2&sPkIB2LdnCzkgda-JMtbDwu-W~O7<)Qxf~O7-$?9L#l=R^lLs*GT?7)6L!Sgnb>_j4>eJz;R-fZJ zFt)uE@bF7O9hLCohQ>QaUK>iTLswd_1kb&XX__qpcVr{A6(+IM@kQ)hozQJwKsWO-gh?GaY^vXLqg;N9qK{WFki8CLfv;S>n{N+sCO@FrS=5)!w?Zn=AO zx!XF|t%nX{KYL=Ygn3DG@BR|;?bi~b{pZKGWzQM@NdhQrM|>1ty_&1cf<{qu8I@GX z$5S6o+0)AvWCuz;JAq7DO?VXkE>)eTJ0UMF^~KXyKcfhZEZ&KZ$D`IiXM=vv6%>wJ zM-fMBWH<93Gztw*8rX)aWBarMkRec5JB5&pU%E5hFCHa=jPCNCr315|tWD{s>K0e?CrM8loO`x15^pyu|hjSo=Z1AI@+6 zs@la$&`(B&SA?9kW=6}s$`I@Lwr_;O!S&TT%C%Fl@avC&AoaqMB$4`vzz0_YW)OXs z`+Mr@ou(Txjn>(q|C4N{0zUqeaKcNULmfx0U!tB&gNaP#)~-viM*er`n^PsGau>9Y zeg6DrEw4^BkTzC6Fo?zBF%-3*{5nr`x3h8$i)|i{XWOw$4M72PfL^~#BiZ!+a)zW7{?h%6lTe=XQMg#t%TAh%1F=$^>Pw#DeqSM_^C z$sAU9%Qt@zfBtfOxAq!G{F7Ha(aWZ99+Z-vT78hf!&}MYrrQ+;_j$%5Hn=xY6+ z+AC2TjwcXhEAhMo!wMKH3Cm@C1UFj0D%I0fjkQ{j?&w&j=48`_KSl- zvJC5vs9e^TDoLFi1 zmbpzEUWHy1XDqe&={{E3qxx*5nN86U!-cAZhi)=m@6Vd0J_2_cllgzNq@#W{S%WT+ z-%SaS;7Xs^FDN5oYxKZm$h<4crtG$JX^S5MpaP7P-g1i%6zT6j?a!nf%%?*;ef4q*qn$qQK zl!Q}~F4oW~sUUbP)2}irBu>tI3>7Fx#HC2~`K9=0O{vtc?{7MV>7Rt|Fl*lKt^IX<BAHF6 zKcM%;HIg$d<1a$O3958BzbqZY%YL+DkB6V`4xOd zuj?f}4)@-`3m(#}_eODTp@&7?7inZG(iI4n>Mnrt&O%&2rF?v)7_EJ!8EA6}OJJ!^ z3pU&a3JUIN0F2a<(QRqr$MLJ(zj7}%7Jtr^Xvb zdHiG97em(*c1-U`ic2MqQW9uWU!)Egc##7jtcTrSq@j2s?v`c?*oL=c8t}IN%&m7?Uvg_P{v}u5)v-Tp%fz?{%3$%-B~J63%p+X0lN+sMR`>a8TR`QAKxa*KtUvx0$b7ood5dYD z_1R^qMU^MtmY3WfRU8;!FE5M4(5^RIce46oDL72yJ&^jp&@~6>AD06NebD_xkkb7- zfMv}|!`jBAxS!~hzFaFg>Uxq!{@YN_bDFWu3335GF$~1R|Cl{_q=Y&t_m**i@K+^) z8j(J)|C|Tr9yX@n3QEU5)%OarXl7Wl=@unUN79ZD5pO07D(ftq44~}83Zwnc!DrV4 zTrE5}?XOD{9bBVirFZ`x`vTPF$}^Es*s~uu#2fS;6t2Rn`m@Sa1J9KrM(Wc5Twi{~ z3#J2rkfi-kUQoiPx69W^#DDDr0_YCjD;;vE@IMfpw=XAMlGK-g@`c0r`)AG>KpwH1 zepH^``M)fHCXb07-`W)cbIhz)t^xet)m(F-P#TGMF@X0~KtWvQ{{?Yb^z~DB0q*kg z2iT3_uW)os+^$?8z0XTWxm#XSn5a(uIGg8veQq=_9$iIiZ|s&!8ERkK5Ir8`HNriq-#7&6ZMK+O#ZVHFvZpS zy=`=&E9`689L`WR9j(ceQz*w=hYU60)5w7d~W+vO- zzr2KIBdH_b1f3mrCvC^S{mc6qQamD&$fW54Qej}@hJEQ-%*1+&-@pQ@*S=I5bjW(- z#`B`Qi(jQ>llA|`AVR9j%Ylf3nf$lAYnMeF(ztd(O4t*LjYrEL1c`dQzZ&Q-)E5ej z+r1w?_dJA6|2KltuQG0AOJW&1?;d9}&6l5RYZe*Ah4cGy)5;HRa=QH`j_moGv`~H^ zaqmw@07!t4@CC$7G(CMJmhi{S6tz!;C?C=AxEK$Zws`W`#jjo>2m|#BI!Ob#f@a%_ z(n1OF?|wi&%e}kWx7{2}`9UA?VxT_U`PTRGkFYzSGISbBFmaZ7#(KZ~dN*EA6<@D$ z2;(1z``CrzX7QXyp|#5D@zf0Oo3Qu_$Em~%;?forBLWB4{Ab*CzN`@+^X(4@ws@S! z-~;-k;V?H9Fubqyza($D0KloR?Uj?`LREVrVzy*Y*B;P1O4d7WYrwOv-fU&MMuZ68 zVZ)g<*nPcwN5Y{u1*GZ)Hy2>EtAN!rE{Z{(Vcz~Hj*P1>IEf$OPd+N}F%6US*j;{WOboM|Pz!|Z#!?Yda`q65S&T%n5JU#Y6>AEIA=NJW zoxQ@oSq3IW#)1dzb@Gf}h9}SUq5z|SweQF%-c2+e&!(I*V8J-Ni>2_V#=qPXu`?$c z)KAd!hUfuX9yLhBS=4t0r(&@(SP#se*hBu2o#&4OxG_+LaZ{d&qhI03); zB}*ahSz>oIT|V3I(UZA+v&*8_2bK)O*l$9|@Xpr; zi>?D}3NwX{BJdf}_Sb0GP2iGNc{ev4P6=)ejMok5J5Vc^X_ z_KAt!^=P615vR@1mpAvf^MD4h*C}LOx?$wSE^;cXuAQAU#X9mJB}Z0> z&O&EUj`Mt*!p!lDu}<2}v%CG~2EHH83;r~Ai1L^Fvn1K*=~sKxx`Pso)>{${8-pnv z$ZEcHfH994$uSN)T51_AA?36DUeYb{V&li=kp5?7be=GZa!BA^8dt7W@N~r+)!a`^ z)Kl%5pex1jI7TLZ8LYzd=k}BAk{SVekQk67i#oG0x5EuX{$BRF6#U1o4;Q+Q6Lp1w zCo(B+*MhmRe|s1l*SCu=f17^*zE{0g4XO}PTI7Jq$^f5ef|pHIJw~#biO0dHV*XRC zEN7;h45?w!l^sp8hx`oE=gH?z`vziwW*mntkdcS$Pr5 zQ|IG)+=C@8ax4gZdhi)%E8^eTIQIWM<~IXT1U>s1;>r!xIPlECNp z&`T#7`c?z2(FLSTWA4$??@)Cp{~HWYBrV#lMaJ)0B1?~nc~u9><;WbQCCmTH{)Ke5=wQ;Ceew+>RjE7C4d{6>ISKo$S(5d$}1D^_~s`gmnbM=H&z z>-T@sbC7=-SgtF)nCIqB#I3%Sej#6 zQm)zM`Ir;7$t;YmnB|p#IlSGmA9IeS8`Gb34^wRIJLX&1*f0O(rhC ztN{4VN&pd`eLq>w%5QgnjFiaUus7^?5*N|JF#C8L0fe7l5tu$=2&^7&yZW7P3J?M( z7Z#OL3~@Z718!L|=j*n&$xnu4G>oSy6N61f(v7wB2}dVyFe6k zr93)KlA!0Mt|0B$GJQPb{cI-4H%mVjfe=hPL0hL_G-%N^|uD44^Pp|5);0s4!;# zl>MaqAN~_!i!jiOWe?Vg$PnQ%e!oHMXlkyOh~X@Cu zB_GCbGZII6tB{91M=-~@%z#owK^j&gr?o#!g!q*J(WMKa(RrUo4#f}Q!cJ(wHo*%M zZYKV~cWX7H6Q1_@W-=aO6kOB;mSuiB3xhG{~<#5XZ=y z|3mMXRFVzyP{z8oW#^{;h|%wY2e`r9H+O`O68}5gn>LJM(!84!*%RD=3$!MVG@hX$ zm2ZL)PO(%czI>;=R7tP$?v9>_`&Iapz+{p-K4viWs{A2g< zLa){oUQ}{Gz5o3(onMzS2t`6?Dq)4QvxK-pQgxVAKfhxKZXlqml~Nn9imAzbTM<^#eoF}=RY8k= zy-N9sb*f`D)P{Q;QaiBONXkQ^#Xo2EhS(mp1xN=Bto;`DJ)!k;gQAPA1UHC=rVpp}>*ql00?e}*bJOVstVly902IjyvmH2{69(d)!q}<;hCysjuW%U^{1Je zd#)XJylwl5iM?$v_eO32Saz0~HKF)@Xcp;-;jfsz-QuYcoYN#sbEV)1JC+>A zSQeAIjNCrAq0U&JZ;jauTRg;5im|J4qiNPa?Q=9a)?c`>-Dt>Y-vQQ9)Q^SN7gCH! z?}`17YNiYz>R-H+`X;v|;>jgobv7gP>k&R{?{RsD`Bt;sH_1riVnA#I$%@bEhS#RN zCl3CJ7j-#z1d=;!QS!I_By{a)Cliz%C1^)^2m~sAjtK^RMJh_QIeeJBH)VR2^pPl< z!h#TDfAR=hU%sViVkw!>8VNYNf*;K+!vz7{F&||=K2VQ8xlNbdOSb~wmiNvHT?DH+ z7H`)g91iaXb6h`ts0E&6Pun`(5^glcr;cj2mz;gVl8Wp zbQW6tr!-k(BqK7FC=&UsZFc}>{@0t7ucz!lKY-?lz2`ge3pqdc*LlM{>+p-}Lis3s ze5XXc#jiX_Lj(=VNab(Jn;Pww)dq2F;O5pwa4G)Oe=56FW2F~E-;2lU#zT`P#~{GH z`EX9mb`2zxh7Z1{l>u5l6LU_lcTRz*l658ymq7Q^JBE)+Y6Kj~=S$<&kpEV0>Eu|j zH`q8Sf>S(0`z!}sy~vs3US*>Ohz)S!uUC7dGrfkB`NAOHXC&$MThFs!tHIei{WkRW z9P=Ag;FonvzS__0BZ=0{sQM~xESPUJ!2DU82JF%B*V3Osg;{b1GB{-*V|XO_ZYcgb-zakO$sE1Jdq%ho~XmIURuv5btoGx%Rgr+DF{8 z2wgUZ$_C;2EKUk`2tD6TTD8Ve(9r+jj#>n@)=>Q;3`P^i^owl&&oWirPe6NnJX@fY zBCm+YY8_#%uYr@`6Y^w{HVhocZVi>Wgx1P^f^f+5w9SorW zV*Nuk$hhuEMrJV4)=b!S=5^0qZo=gP#4Ae}Wol%unmZYWDh}3ZLO=s1)WqOrWHF;XhDguD>+KDZz1t zBae8&@r>H9;K2NbS60ln4Ng@iziSk1GjXFYDV>owh!{@0xM3CqJwG)Ct$d`~{Y=4A zbvRGu53w1ZtAz!RpMqqpUMe3k?;kcKn8%h80J$#>!vg_YE#6thIYv4`biaJNbWb+p(xAg4Tu$NWc4JV zB=90Bhtj^Q%SS*|Obo_+Tv(Z8MvupZ!xg6%&G>CB6tzgr=33`>PR#FSBFq3-}xv zAL5*v)qP=`3j51E5LNL2+92mPRnrc>KHOeXnO_2tkMgRA^LQ-H^v;s3 zZvqT*n$Z14@c@oD-y+H1vp8o7V@SP-V33Ar0^~%6XpKl;I|HxW-xX`3*uX}?O79-<=5mmFn>*g4`A%F=l zi$Z8k-tVDbwF8@vh$itQ!r*Cr4t`P@zPxNucIcU7p0${(k+OnWw_1tv+I9pT?C=3S zB(OjCA6JF@un~5PnNyJ(jT6jKDroXk(#c>No{?Q0EOC64w`UL$4FDln!cgQOerYnK zoKF!0CG!8Pva<|}stwyUokMrGq?Aa<0MgwJLzjq@ba!`2ONn%McQ;5&BRPb0?DZbs z@$LP4^P8Mu*4*p4&+9tBIh~KXnVNt<`<#%E%%87FdZQXnVx(RZO`Ux1Nd{8SGm|-} zyTfl%wk|4UjBuV|LGc+xrmZew6-AT4uH`o{wYzB`<5M@C_+2jjwi?sCvx|RHixcVw z=Xl?pr8fSBFovM&{2XCF_=O!wg~GlwagNE3j8IJ;ipd6F$Y(>$f&}K@-mn=Mb*`%?BSHpON;9FqO%6V7k@=XNKtu!uugOG#rjBdQLR5`?#OP ze+-&TUyvyF5?E+%$1hDjZ~q7dCXfUhq<6f*GU7}2fGW%KpG#*{#WWtH$`M#h`;_a2 zZ2BG(6Q|ZE>7y*IId*)NL37nk%uKxZ=z^b^=S~R3t13NF>G9aU`fone4?)-%S56vb zupN&9*A;DHa#09(o!>{(owjP2JkkO8Z2$$F@Td0!)&aSj*57GbjtTT~vfZOIDRc(< z2kAs0)ra_Fpzu7KYDVO?>15A%SI9 ziV+N!Z4z%eoJiG>voehBjmQwRjKaqbLy5u!FyC^>Qi645D;Byg0B$%9y z!XLCN@U>KtieayImSl#6mY)ql^OIP`!N@~?XJR!bvLHBe(UA=1LXhHSFm;gx$ziO2 zKlUIz;tS;u{JSk*iX_6;Q(rJT;-N=ExP z;Q9}_8jlfn7i*WG&_rhjsJ4$)v*5=F$-WY~if~3UWJ~$?^%nf~7QoLhM4^A+lMspN ziL;?t&glAFSV%fOo8Mp3IY^k@C?){F?KH-`$%goN|jj$ zBu+XY*$MeP&&rHti7U5kTPzQ4c37B<5{V-{O3bmBOnxBFB&H7GY}p*UhGOba zZ5h-{ABO*s07Hr2_KjH>=`cxYlEJI@@5A+1m=9s?*JEujd2UWzucA!|pxj_Tltjp{u0a>{>I0JOc|PnOr%KkQyY`Q@xsVI< zwqs*r>}Sk^0|STmT_>owp6Tl&ZE8D#w#TsnhPzm~w3*4JpwLPZ3Y` zli;pet)d;h&EfjxlT?UmPw6T0(CNPcH1i*Hn;RvQSw)|i*OP>$&^A!3b((XrNzJnO z)We92l`>*EaaQ(-13~w+CD*57IyNJ@wZm0M6R~qJq5&lx;l2+l*FSev+|%yapT>ka zp`1RuzhM3<5P?*51TgiHk_4C>u%)muC9Jyhgh`BqdKtD6UAi*zl2d)gwVXi*&6mDI zz@u3F`@L5#eB{SCJ{TUk9fBZC6}*GM&SDy~?+OBM5g3;xN#! z%vXKBPmnQ-As*Jy&(iTrzFvTw^7)PlJa-CYEnOQILNQ;xO}e`{JmsGrkG?7RN$rq* z%?j48?F-Cq`*u=-rsuS{-o=o7D|)Q<2eT9g=^7aL9PVohf<{RORz_c_&2x31VnKau z+uQSJd4q2x6j_~#cb?rCxp1e9mlujy!qo7m%EY;IU3lOA9+L;Y26zYf-UlZk^%eP8 z8cqtI=UaLKmi4a&YCRtd!JaPX#65%0+n^!jI*bO+e23Q-)jo&D`?t%{7JWpvc`cES zjr3FIvo+svxQY1RSpETnjyzx7klDAg>SO{9qysb12G{FQJ*i&T)Os{l{oCK)5uU2` z6b8t^#>2U@APN`zmY!$xImW|LA_}8<;NSoMd|ESPT#i;_HsFKx+p`y(h7%?lF@k|A zO-5P!4oU}~suL`?*#@5@4?1tg!@$3o@r8Z=(HN{0o5Lth)tR2|do+Ld*LbmoJ0aC= zGQaT;7O>YB6)#o{*Id?hYNJ#QpL-<# z^(}ESn}P1ZCdTuZt{aRJ<{;LEK6kj(=-6nJo$HIPC&}LQ`}1~t&#_GBLBXA;xR!$x z54=~W!&Fa={+#a@P{PID`)2ycY zC%N44pCa|oF!%8%%M;lAGVLY*M0kp_-1L)3)bIKJsM-b0lqtt7FaNf|W(uCPAkM-~ zuHvh@Ncx*Eb#}pRIsR*Brjl|YxYpO)u(yjvT4?)4g?;*zG(494FWMf*p?nKkOW^cox%(}E-$d?TG0X636A=RF#jpJ^w6;Tn;95ec1K^n%}(0<+~L|GrdRj8R?n0=VL(XJ)V*`?#d zdBYSaKV&Z=#t?)n}97v_6HwN@Z@{J#VqxMC^CoUjeTm z4Zn{jn?Ap^{OT>NI^H>T;aSrI-nl z7MSzMJ-{ax1?&rvxqPu?N02mODd$D)c)Q8FLvWd@WCrOhk7yY=F0SJ?1zuvt2e+ZW zb)VepTaX&dShblrC{Y|1WG$s$kQ=+aZ;z^gxQJBSO0eMO%*i^{;VFPb{G%Y3*QIS^EKwefA51mwW-QWL_xHPb|+4I`Ue&bhhqwSiq+i!D?xP_~deu5_+pMi)s zn=(a^;N|3!1F!pLhyC}H0VxAv)$h79w=MvPw_`hoGH)1uZeTes-MG-X8OYZOSb4p- z9}Z6oA#>9V}9re^-fqDF8uBbMJH)rIi{Y1=pf5H^-hNa9wC^6fRn-B>*H&?ejFnGkv zbegMT^ElNcCW-uH%I2NWrlTDB+h*4T{C=ZcKcEwSqUsPUs0jg@AoQ5O3H}UK%Kd?K z^JV6~z`Z*6*SM(JC(TG5B>Qc$84{1=FeEICv7#o==T6AK>%)H+PM({X??R;~a(t~F zfL%$0llk!P?;q_y&mT64XC3iOar8pfj&-A3@Z4Q#Q)~9P6gNT24kMQrLA7D)9Dpd=Sx@KSVR0b~M${5 ziOI^fPI#QVuFFZeN&(Y~5W1i3FEMABISV=8u!3(<6TE7iJ5;Oo$ z1{j`xHkET>GzwE<+7Bq{r|Y%z!0-GM)9<6*lIogD3ZL&RGcuZEiy`I|K6lyu?%;dC zNPe9Ak;5#v&zN`&Fpbv}z5U~OdYGZPM02s7Ylu_=xKN;`fju*TO}uMX%YO3vodv#W zev7y}U)x+@gHsxq{x_DOpHrBV^ilS3&!2olw(asb3L!L0arO$&3z1Rbwwcy1Uq{%d zNUmZ;Xz-DzjoN(ld}I&#`LJ#fHfAuXL}^{IC=0TvPA(^r!S5t?30QT0Z%c+V=)7JY zi8XL^*`rAZddsiH%QxU<^Ed?oa-*51FKdJ^)dNOWQyHeIEIPRLa1L}MN8^g&8C(8h z#U2ZVq3God^b-6f+bQ3YhhjfZWw#zbMIpA^&cA!Q-;Ez+(_I9VFWMY`69Hp=opnzU zPc&ngq{0|OG|?JRHdFl7b~GF!2-MU8?%BS_j>{6*c=J^FcypS$+r%l}hRKTSF;?6G z3^LvnxTnC}aXiLjiugVMPiVoIGURE)(L~FS{_Agr!nz13=FY$Avjkky1Sz)5Xl@{? z_-ipF+uQ+1y|HuBo|hMNGI2G4Nuhl5&mcO{S(am0+7`v^uPP!?ln?6SGS$RRsJsGhj}@ z2PN6*hm#Gg{u9-9v;F`=aW0BSIXp%*+OW+A#pnHdr*gHzl9=RXtI3qo*tzq$;`+1A z#_=}SGr|pSJX6(T`3MYBep$G7=i(@!?E(=MK1Q6)$tDi>e5F2}T6sAZL>F$n=o7CU ze2Nv6^&)91SUtjUtXAqb+ZQ^fC7VYRjQ=uAC&N}GPY^1Jghfgph&4Sgiq{X9K^_{z z_uyKl{!Jyy`}8Jr9``p?poTk);0*Gx6;3(E&Y)bq3lwAP4=d-;x8(U9Gym7*0MXW8 z?0S18Mb&N#D^O%N?tlP$xHFhe_p9)&P1o||Lt&ThyG86>Vs8< z7bDQ%HJn7R#9~aZ2(EMrxnXrX2I3A5S_ZQb5uUgI__k~=z>;>$Rh3P3#9KamzF{}G zbJPUHK}>E_0v+NU_WF8lhPX!&vj}hE_7d-jg$fE{Ef$cR5e)4|z153qUg44CZRe5F zRhK0NoJUYLnjNbXLP{pTE1-7W+M#FhJ0;x{wD#%+5~*&U>b0gDYhL57n!G-qaPT5# zUanZrR!VYNsc&Vi8vAz^AHn5y0?$#PamzFAz1@9{srpx7qpXz?^Q|uwjWEf@>E?)w z*?Q^;koOLfJ-a`k?VqLU7}vg2`fi7DBSrPWE2h$*dkPQ?k-T?L5XtjK%%m)*QwrA!^o13YXF#bgTNrfvx&d+JBWP*934=J2H5^gq!l_4!b`oy zB(1*rMBlROw`dicIgQm<`KKA0K{?ycl&$90H{Ec-q2b{MvisPqsx<*2$bJ4Ze|iNg zbe(}x;{-RoGUo`OqE1k`c!Q~-0CzfxLE#H=@*Q2do}*nls=w1FD{M#Xkos3a9*ELy*Gfi$h< zwvb1*@uEhFV$-zP)B0+&BL`O2zghY~3!LvsIQH;yqiE$xxCHz&kl$r>nsrtTV^J|T>)_WD(GA;bMDbt34e!EIY&?mEj}3SENAX~p*DC1X6g75 z+i~MD75MYicwlqDwt2!2?I46@dymCm?v;QQb?KKI*?*oj1hU}nQkicLXaw{L*rZT0 zO8n=YgDCeNcL_3Hd?htq6jGb0-at6t|H}RlPLZ7)?jtvch(CMipDb5419%KN;txlz zO1gLop)d3O{qNa6Cn@FeDs6rNh;%mbpb!b|BZnC0-uVF=5HQ+`t^&O6) zHqrHPOJ+ac*64P&WF(JU$c!x<*GJ0jkpSR8Yrk}=zX1QHWk9pGj(pXZPOl%Zhvs_` z+uSUdHQzrvuoP_kaQuHzQh2YZV7Mv{^IEL3YYXL?l7RU z95P>`q!EXVLP|-Gg6y3PbnFn5y#V~`Y}eDRP>zg#01_#+GPMSAJn{O?&(c=Z%Olc{ zb`d(uRYvxBL-EP!Vm<@1qabqlzW1jbHWL}Mh5uDma?^t2!V!{kM?9j-?H~dvveNdnEa=JW|EgzI3<5TiT+0nn7Lht;DM7SU|mbfE0;HX>4--DcN zZ)jTVrHFE4BnT2-+EA@wo9s3@1R@iqCEW}{-SjDp&k^ySN@F)5G*?{pT#Y3Q)qlFB zVAJ}Q5+$-7N+JApW=zyTTTyClG9#s_W6vjEH#K35*Y1Xx8I)2J-Q8oO``EMV;r%Q! zA$MBol3q2t)Tyxw)GeAm~meK>Q_KjvOynTLU4e^z<__ zNeK^tpBlAWtSBp@@Iovk=lldL%zxb%Uz4jIoUJycsw0{iG<;3OpEwn8skr%2j6fyH zh(I3vd$Iiecawjh5|hFPL>x*XD@P7vHk8!Bnr}mJVTl^6p=bmR0N|%k2KgtdaZKWQ z(_=s`$R~qINlABvoWOvTOvWVmhaI;O=-(o1pL;!KE!X^8El*Zm14y@K!$_Rk^c(F* z$BT{fCG}*XeUfzec6bBfU2D>MO5 zKfvtZ)m={n9JDk7yQcAc1$Tcz690yVJ#Ba-aq40W=fxH^x&k!l)6SsdT9o@{E#U2w z&%kYF@b-8K`={Nm?QnSqOfm)a@O^!`0l1Jo28Hj6OyK()+a}1i#M5d0^ge|o(G;EZ z?jCcp!@|$mN6e_Qd$GKP*>qMNWrg%}KU7PP5#}>;to<59blQ|!rItdV#=nVWfLTyHT&UfIA!dudS%k&YoR`>>7V z0^fvm3I7nGWD9@sp_)}kF{<5WmNt#c9DnP4y;f45uvkeJa$TY%A9T7_-JQVY%+87Q z)NvUW^KNT9g_jRs_8TIF7r%~jC4A@!)jZOf$4ldKsBqUxbG0f-OwH*^9cpj3phMfE zEuS5}9i4RCTq~^7j*!@M%{cBmS;*aH)+)d`GOk+san{dZXOqS7#vn@|0~Mb$%HNo# zcNdt~C`oK@ln>t_g)t%#xd6y|tRK}WH02viv50A(hu*aAd>quU8RmTO`_TNCjbEuD z|&q|l?7Jf)b&(N+( zhecV1NILa4X%uve$${;U0>H70zSk(J01Bdi&y`N+mkAV47SM#Qv6`&zkcR`%Sx7*Ch;$vU!XMDZbtWcqc77Z0FU*nxLsy|bi1q^*rz0KAD)=Kn zuQ2Zekov>0bO^cN2S+Z{8V2q?sGueQJjpP#{*MmQ*7fp;#zmbX{;iTMUjQJ_)78ai z3WRqH8@9(+8|_$xi1=4~3*rvhP1-E>1o(?FDk2KPIKN4pwO@4C-)UE;l^Rrfx%K7+ zrtrEtEMB<{qPODSy&_+r8;34u@z|Qpm#8#znM)2^T>?Bi_ukm_k8-G7jAKcQxQ8*hYwp`@?@Y8Mqfp zD3;4Q;BZnB-T(jw*)Iqhc(8tj>3jn89u=?4BGIQDcz@;hX6LERk8RAu!1(gfTprp37_tFh!<1%Piqm z(OM4{fW|zicnv)z_YMKAyMkQc2nyute8Zb5?c4%cn&&4S5|gXnbM0`5IxgB^4T9b9 zU(|0Nz&)b6Zn3V4?lfRg!*Srk2{&qTErVF50R42iRA`ILNW{s(y@7@|w>!kivu5h6 z;6dQ69B308S_P`jQ+OnBaY*I{;;`9qaByy=^ETU*C3g@a6$g;yu7X;Pgz+v?`@`mt zmiF7Q$1qDO^(((4R3-IPS;ga-4C#*MzHg_NVAO=Tc14@^6)-S^dV31`^cg9Gdv4-K z?^(`jMw1EX-lYxGj3kJ5rc{22sL=%CBbMDSkL4*0NO+qRm-F1kc{rz7&*v#boI1Nh zv1g~5AL`=F$0@O-ZIc(XnbgcGlLcr$$qubPuN=W{PYLMYRoBV;1Fp}rMB;D_dpM{%4W`<{I2%sRVN7QyQLG$?^Te^v+$ z=YqiW9udE1=%o@$1e8!moXb@J*fXol(nJ3!aY?B$MddiaSV~)W#=u`xhg@QomtM z3l}b3xe)k6iseP<_#^r8oYc*HErPl>>r!`yQT#jXx}tTYL70VM{SkKqi$y@Ni1le! zY+Nv^w^>hiUp|P{(BPmc_{^R=_2Kn)e3xCn$h;6@@1G{)@Uby zgwMNGngH1ddTHsYK#kRzT;UMX#d21)n3ugcQR7~~aj%shjE$goKXACSYdf9&aUKv0 zuv)^ZaAH-Raq(f(;>JUN0;v!`Q>a-3wzagUDL(vY5{M+L^bDWKNne$8X9>jvn@#xZ z6j7M%g{W@`bz(KnYE9tINVY->2o3ZKR~Cc?EE3o_fXUB}+eZyD@R_R#DtK9g@;6~G zOx(-lJI{{JPS>7rPk)!Z_uo2(pu0e*L4ysA>GP_6HAyoF+5$!#Nf;`p8z&Ei!x-`R zJa0WD*o`Uso}QcaQDM+f6->XkU0}u!A%~0yw6L1YwgvjP)#u2rqSwhSHJ_Lq@YyK^M^mT8-a3FL0>$M{=#N(4-V1O9N*)fc z8D@yvxASNHCrRRR$>F#p>uhETPA0~C5uS#Ez5jfW?!dX%5Tt?DJ#fCD@B@<1epB__ zkd1)PeL@oQXwe~?v&KL-1mC()`k&nuU`cAFNdcmfd@%c8JDHzlh z*Y=-!-m>uroM)*vZ zGYpc#n-!%FXd&wBF^MTl%a9lKwK ztfn)c(my+!u>zupLK(Y`_AL?YF}VLM6-KuV_l#HQLM?X8v3!Qz>bmh;;KsphuLFrX^Js^_G^Z8&9t$zWc?z5NIv$1L~4^ z*lwg_8@*LZ4kJS*qPG~i8a$5g%5`g0WWVl#=^M$HAg}!jvFTtjYxGDaw)8;hfL9qG z1dO_zXpoC^NqIoAjm{*QOH8OB32?-*eAlW6BirUU6&l*q@-~~{`Y#Q8;E79KSn}rr?eI~E)bUB|r zJKU#;`NY8=`J*eG9)wuwtHIdNp3$Lr^;c9jppZmj90^2DFX`c|n}N^y6Y&rxbGVJO z$gq|k^o6`G?Y#++13$74au>vCFWn>e7QWX?h4N6#<0e0 z6VXz#W}}(&)~CG_So$R~nWyVi{v+iQs6q_#+55j|%>kN?8Iu4R4khajdl^BS!8Ym+ zFo#B090EBa-CSYM!cHFi)3ASJt{172*-zW+Q6@q7&@FH*3ZyDFpEI)fk*EZ!wH^Y> zXNYv@Y00d&P~$yYb+bR~2@F=B8%TKIL%_Njve^+@$J@_h5=$~}d55&FWTtSeS%!#% z*L_oYjj@1=FmVxpP5}q*8&?r~qc8vN4s)2e9-JT^-~cq!zO-D(C?s$O-jX>cwmvQ! zhw(+Q`acX3-L6IAr3t#R3~~VbLZ-n9@k2YpB|h)qBt{O{{b0VS^;S5|A{!iqEZ&^+ zM_LGWg<_-^Z;udwh@5RLRt z*tV9o^XIkNLYaMngnZ;J+MW?&85#-JE_6EyZj4Laly?bKVVKW-{>hABa;z>3lK_GO z4j;+B$uz(qPLsy1CBGpc({m-V6jfuLGqawz*^%W4-)at%Pk%4e@e61@W{r$MkV_94 zea*+$gYO6tN3B%To(X5QFx==T3j)mc6sfdjhDtRm$jkRw3fK@E8P{@!p9&hf(J$AFX-ET=YUq4@43Ax_aNJx*I zGv+eUR@fMq9xZ9h6}+&KJ!9We`;)zjn{nH-ACT;!-t>p+G+%|a39rLjW;b!Jezl4z?%u)d|U356lUC4 zRqm9p-7XTilrB7IuEQkz*r6#>ABUm7VO!E4*R~C1w7jEjp(3~GTlaH4TAzZOU#5!` zj6qGmGK4;;)di3z?|s+!+B;u znbl}=dv><@S6#KhdeTBPdmD0%Z04P3kS+;8S8j)iE-*@FcFucKwBES;4veuH2ZKPO z-qs|%sOO5YJzZWiHj5{6UcD<$Wj#$SaHU4NmC?9UTFLUwxZ3Hf0sBl=%6}YNa|#@j zc>c}5lcir>u(HNAVUzE3?)@)!0mcr~tUP}xg*m8CZN1i$c=_^i?UqqD8Q*IR{vEd7`2X>U z|B-ir`OJTq&+_H=MUMWL#G^#~^8P;-&;IX)@5cZ89tcXXDz?Z - -Does the training data explain a particular error in text generation? We analyze -an older T5 model on the CNN-DM summarization task. LIT’s *Scalars* module -allows us to look at per-example ROUGE scores, and quickly select an example -with middling performance (screenshot section (a)). We find the generated text -(screenshot section (b)) contains an erroneous constituent: “alastair cook was -replaced as captain by former captain ...”. We can dig deeper, using LIT’s -language modeling module (screenshot section (c)) to see that the token “by” is -predicted with high probability (28.7%). - -To find out how T5 arrived at this prediction, we utilize the “similarity -searcher” component through the datapoint generator (screenshot section (d)). -This performs a fast approximate nearest-neighbor lookup from a pre-built index -over the training corpus, using embeddings from the T5 decoder. With one click, -we can retrieve 25 nearest neighbors and add them to the LIT UI for inspection. -We see that the words “captain” and “former” appear 34 and 16 times in these -examples–along with 3 occurrences of “replaced by” (screenshot section (e)), -suggesting a strong prior toward our erroneous phrase. - -![LIT sequence-to-sequence analysis](./images/lit-s2s-journey.png "LIT sequence-to-sequence analysis"){w=500px align=center} +### Sequence salience + +Sequence salience generalizes token-based salience to text-to-text models, +allowing you to explain the impact of the prompt tokens on parts of the model +output. + +Check out [here](components.md#sequence-salience) for more details on how to +navigate the Sequence Salience UI module. diff --git a/website/src/demos.md b/website/src/demos.md index e26af521..42568f92 100644 --- a/website/src/demos.md +++ b/website/src/demos.md @@ -19,14 +19,6 @@ color: "#49596c" tags: "tabular, binary classification", external:"true" %} - {% include partials/demo-card, - c-title: "Image classification", - link: "/demos/images.html", - c-data-source: "Imagenette", - c-copy: "Analyze an image classification model with LIT, including multiple image salience techniques.", - tags: "images, multiclass classification", - external:"true" %} - {% include partials/demo-card, c-title: "Classification and regression models", link: "/demos/glue.html", @@ -42,37 +34,5 @@ color: "#49596c" c-copy: "Use LIT directly inside a Colab notebook. Explore binary classification for sentiment analysis using SST2 from the General Language Understanding Evaluation (GLUE) benchmark suite.", tags: "BERT, binary classification, notebooks", external:"true" %} - - {% include partials/demo-card, - c-title: "Gender bias in coreference systems", - link: "/demos/coref.html", - c-data-source: "Winogender schemas", - c-copy: "Use LIT to explore gendered associations in a coreference system, which matches pronouns to their antecedents. This demo highlights how LIT can work with structured prediction models (edge classification), and its capability for disaggregated analysis.", - tags: "BERT, coreference, fairness, Winogender", - external:"true" %} - - {% include partials/demo-card, - c-title: "Fill in the blanks", - link: "/demos/lm.html", - c-data-source: "Stanford Sentiment Treebank, Movie Reviews", - c-copy: "Explore a BERT-based masked-language model. See what tokens the model predicts should fill in the blank when any token from an example sentence is masked out.", - tags: "BERT, masked language model", - external:"true" %} - - {% include partials/demo-card, - c-title: "Text generation", - link: "/demos/t5.html", - c-data-source: "CNN / Daily Mail", - c-copy: "Use a T5 model to summarize text. For any example of interest, quickly find similar examples from the training set, using an approximate nearest-neighbors index.", - tags: "T5, generation", - external:"true" %} - - {% include partials/demo-card, - c-title: "Evaluating input salience methods", - link: "/demos/is_eval.html", - c-data-source: "Stanford Sentiment Treebank, Toxicity", - c-copy: "Explore the faithfulness of input salience methods on a BERT-base model across different datasets and artificial shortcuts.", - tags: "BERT, salience, evaluation", - external:"true" %} diff --git a/website/src/index.md b/website/src/index.md index bea47e24..690c463a 100644 --- a/website/src/index.md +++ b/website/src/index.md @@ -44,8 +44,6 @@ LIT can be run as a standalone server, or inside of python notebook environments Salience maps -Attention visualization - Metrics calculations Counterfactual generation @@ -105,7 +103,7 @@ And more...

{% include partials/home-card image: '/assets/images/LIT_Updates.png', action: 'UPDATES', - title: 'Version 1.1', + title: 'Version 1.2', desc: 'Input salience for text-to-text LLMs, with wrappers for HuggingFace Transformers and KerasNLP models.', cta-text:"See release notes", link: 'https://github.com/PAIR-code/lit/blob/main/RELEASE.md' diff --git a/website/src/tutorials/sentiment.md b/website/src/tutorials/sentiment.md index 16dd5dfc..d706e557 100644 --- a/website/src/tutorials/sentiment.md +++ b/website/src/tutorials/sentiment.md @@ -18,7 +18,7 @@ takeaways: "Learn about how the metrics table and saliency maps assisted an anal {% include partials/link-out link: "../../demos/glue.html", text: "Explore this demo yourself." %} -Or, run your own with [`examples/glue_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) +Or, run your own with [`examples/glue/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) How well does a sentiment classifier handle negation? We can use LIT to interactively ask this question and get answers. We loaded up LIT the development set of the Stanford Sentiment Treebank (SST), which contains sentences from movie reviews that have been human-labeled as having a negative sentiment (0), or a positive sentiment (1). For a model, we are using a BERT-based binary classifier that has been trained to classify sentiment. diff --git a/website/src/tutorials/sequence-salience.md b/website/src/tutorials/sequence-salience.md index 29a99d34..3f5ad91b 100644 --- a/website/src/tutorials/sequence-salience.md +++ b/website/src/tutorials/sequence-salience.md @@ -20,7 +20,7 @@ takeaways: "Learn to use LIT's Sequence Salience module for prompt debugging." link: "https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb", text: "Follow along in Google Colab." %} -Or, run this locally with [`examples/lm_salience_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_salience_demo.py) +Or, run this locally with [`examples/prompt_debugging/server.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.py) Large language models (LLMs), such as [Gemini][gemini] and [GPT-4][gpt4], have become ubiquitous. Recent releases of "open weights" models, including @@ -470,9 +470,9 @@ helpful guides that can help you develop better prompts, including: [howitworks_icl]: https://par.nsf.gov/servlets/purl/10462310 [lit_1_1_release_notes]:https://github.com/PAIR-code/lit/blob/main/RELEASE.md#release-11 [lit_colab]: https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb -[lit_hf]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py +[lit_hf]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/transformers_lms.py [lit_issues]: https://github.com/PAIR-code/lit/issues -[lit_keras]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/instrumented_keras_lms.py +[lit_keras]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/keras_lms.py [lit_sxs]: ../../documentation/ui_guide.html#comparing-datapoints [llama]: https://llama.meta.com/ [main_toolbar]: ../../documentation/ui_guide.html#main-toolbar diff --git a/website/src/tutorials/tab-feat-attr.md b/website/src/tutorials/tab-feat-attr.md index 8a36c5ab..709b72d4 100644 --- a/website/src/tutorials/tab-feat-attr.md +++ b/website/src/tutorials/tab-feat-attr.md @@ -21,7 +21,7 @@ takeaways: "Learn how to use the Kernel SHAP based Tabular Feature Attribution m text: "Explore this demo yourself." %} Or, run your own with -[`examples/penguin_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py) +[`examples/penguin/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py) LIT supports many techniques like salience maps and counterfactual generators for text data. But what if you have a tabular dataset? You might want to find diff --git a/website/src/tutorials/text-salience.md b/website/src/tutorials/text-salience.md index 598a1a8b..ecc6c10e 100644 --- a/website/src/tutorials/text-salience.md +++ b/website/src/tutorials/text-salience.md @@ -20,7 +20,7 @@ takeaways: "Learn how to use salience maps for text data in LIT." link: "../../demos/glue.html", text: "Explore this demo yourself." %} -Or, run your own with [`examples/glue_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) +Or, run your own with [`examples/glue/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) LIT enables users to analyze individual predictions for text input using salience maps, for which gradient-based and/or blackbox methods are available. From 5456011db8ead5d53db6f39bcdca3fc388802fbe Mon Sep 17 00:00:00 2001 From: Fan Ye Date: Tue, 25 Jun 2024 16:46:32 -0700 Subject: [PATCH 48/50] Cast embeddings to float32 before computing distances. This fixes a bug where bfloat16 is not supported in nonGPU or nonTPU machine. PiperOrigin-RevId: 646651355 --- lit_nlp/components/nearest_neighbors.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/lit_nlp/components/nearest_neighbors.py b/lit_nlp/components/nearest_neighbors.py index ecc6862b..0b9a5eb3 100644 --- a/lit_nlp/components/nearest_neighbors.py +++ b/lit_nlp/components/nearest_neighbors.py @@ -124,7 +124,11 @@ def run( # [emb_size] dataset_embs = [output[nnconf.embedding_name] for output in dataset_outputs] + dataset_embs = [emb.astype(np.float32) for emb in dataset_embs] + example_embs = [example_output[nnconf.embedding_name]] + example_embs = [emb.astype(np.float32) for emb in example_embs] + distances = distance.cdist(example_embs, dataset_embs)[0] sorted_indices = np.argsort(distances) k = nnconf.num_neighbors From 998ed15613c83b91357bf1e4d95c5656a9f83eed Mon Sep 17 00:00:00 2001 From: Ryan Mullins Date: Wed, 26 Jun 2024 00:33:20 +0000 Subject: [PATCH 49/50] Website updates for v1.2 release --- docs/demos/index.html | 55 ---- docs/documentation/_images/attention.png | Bin 188417 -> 0 bytes docs/documentation/_images/lit-attention.png | Bin 91620 -> 0 bytes .../_images/lit-datapoint-compare.png | Bin 459728 -> 368329 bytes .../documentation/_images/lit-s2s-journey.png | Bin 147695 -> 0 bytes .../_images/lit-winogender-metrics.png | Bin 160995 -> 0 bytes docs/documentation/_images/lit-winogender.png | Bin 254066 -> 0 bytes docs/documentation/_images/pair-selection.png | Bin 34353 -> 159071 bytes docs/documentation/_sources/api.md.txt | 60 ++--- docs/documentation/_sources/components.md.txt | 89 ++----- docs/documentation/_sources/demos.md.txt | 99 +------ docs/documentation/_sources/docker.md.txt | 34 ++- docs/documentation/_sources/faq.md.txt | 22 +- .../_sources/frontend_development.md.txt | 16 +- .../_sources/getting_started.md.txt | 5 +- docs/documentation/_sources/ui_guide.md.txt | 114 +++----- docs/documentation/_static/basic.css | 2 +- docs/documentation/_static/doctools.js | 2 +- docs/documentation/_static/language_data.js | 4 +- docs/documentation/_static/pygments.css | 12 +- docs/documentation/_static/scripts/furo.js | 2 +- .../documentation/_static/scripts/furo.js.map | 2 +- docs/documentation/_static/searchtools.js | 165 +++++++----- docs/documentation/_static/styles/furo.css | 2 +- .../documentation/_static/styles/furo.css.map | 2 +- docs/documentation/api.html | 193 +++++++++----- docs/documentation/components.html | 250 ++++++++++-------- docs/documentation/demos.html | 219 +++++++-------- docs/documentation/docker.html | 127 ++++++--- docs/documentation/faq.html | 136 +++++++--- docs/documentation/frontend_development.html | 129 ++++++--- docs/documentation/genindex.html | 78 +++++- docs/documentation/getting_started.html | 106 ++++++-- docs/documentation/glossary.html | 87 +++++- .../includes/highlight_demos.html | 85 +++++- docs/documentation/index.html | 94 +++++-- docs/documentation/search.html | 83 +++++- docs/documentation/searchindex.js | 2 +- docs/documentation/ui_guide.html | 248 +++++++++-------- docs/index.html | 3 +- docs/tutorials/coref/index.html | 187 ------------- docs/tutorials/generation/index.html | 149 ----------- docs/tutorials/index.html | 8 - docs/tutorials/sentiment/index.html | 2 +- docs/tutorials/sequence-salience/index.html | 17 +- docs/tutorials/tab-feat-attr/index.html | 2 +- docs/tutorials/text-salience/index.html | 2 +- 47 files changed, 1483 insertions(+), 1411 deletions(-) delete mode 100644 docs/documentation/_images/attention.png delete mode 100644 docs/documentation/_images/lit-attention.png delete mode 100644 docs/documentation/_images/lit-s2s-journey.png delete mode 100644 docs/documentation/_images/lit-winogender-metrics.png delete mode 100644 docs/documentation/_images/lit-winogender.png delete mode 100644 docs/tutorials/coref/index.html delete mode 100644 docs/tutorials/generation/index.html diff --git a/docs/demos/index.html b/docs/demos/index.html index 546221f4..3a33dc86 100644 --- a/docs/demos/index.html +++ b/docs/demos/index.html @@ -98,17 +98,6 @@
Analyze a tabular data model with LIT, including exploring partial dependence plots and automatically finding counterfactuals.
-
-
Image classification
-
images multiclass classification -
-
DATA SOURCES
-
- Imagenette -
-
Analyze an image classification model with LIT, including multiple image salience techniques.
-
-
Classification and regression models
BERT binary classification multi-class classification regression @@ -130,50 +119,6 @@
Use LIT directly inside a Colab notebook. Explore binary classification for sentiment analysis using SST2 from the General Language Understanding Evaluation (GLUE) benchmark suite.
-
-
-
Gender bias in coreference systems
-
BERT coreference fairness Winogender -
-
DATA SOURCES
-
- Winogender schemas -
-
Use LIT to explore gendered associations in a coreference system, which matches pronouns to their antecedents. This demo highlights how LIT can work with structured prediction models (edge classification), and its capability for disaggregated analysis.
-
-
-
-
Fill in the blanks
-
BERT masked language model -
-
DATA SOURCES
-
- Stanford Sentiment Treebank, Movie Reviews -
-
Explore a BERT-based masked-language model. See what tokens the model predicts should fill in the blank when any token from an example sentence is masked out.
-
-
-
-
Text generation
-
T5 generation -
-
DATA SOURCES
-
- CNN / Daily Mail -
-
Use a T5 model to summarize text. For any example of interest, quickly find similar examples from the training set, using an approximate nearest-neighbors index.
-
-
-
-
Evaluating input salience methods
-
BERT salience evaluation -
-
DATA SOURCES
-
- Stanford Sentiment Treebank, Toxicity -
-
Explore the faithfulness of input salience methods on a BERT-base model across different datasets and artificial shortcuts.
-
diff --git a/docs/documentation/_images/attention.png b/docs/documentation/_images/attention.png deleted file mode 100644 index c917ee70ce26c84a5d090094b62300e7144bac53..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 188417 zcmeFZbySpJ_cu(;&<%o!q;v|1bhos0mx6S64y{Oul%#}ocMl*9BHdlmLpMAZdf)4J z`@P@)-hZBFt>0SXsGON|owN5o`|Q0xpUrz^MQKd5CuneRaG0_(60hOl5Z!@494JV@ zPlSt2C4j%+onA|e!Ik`Yx&;SE0VgXVs^)I6n~MCIpp!7;s+zyoyR&kE#T&8VK>#^KhyS{{Z4=6tp6}yqkl|sjZ$?d0TtasXqk=e%!f4 zR&b8$FYj#cU+pY3#FYv2=PD=4_=EoO>Jxx~(3&{>FsI@0DB%BkDTDCh?;1Z43b-Qu z^>g53^c|ol+!itr&5%;^LPZ2>k-uI-2%R85|Go6RE z)c-lLJ(UQg+gJ3j>44cC#QYK16j`a0|7(Q6eHZZ`kEh0=1JT1)*2F4^|2YCoF7)?W z|9A2SdHnwt%X%c#zfGKmo4fYAYi@RS&suI*g8N6^%Q_c$tPjxHYO4hAtF7Du%--H! z$6lI*y79ES9`m!^X%4#ufvxGv+!V(?28UtVmjQp-r^$PfR`|d`Joh0b--7R!jd4-B z*1&XLz*Otsl5LNwjoSjiBju*jwKHnpjxW~}4A-ViqfV=hug~^gSDFoS%+qS5{XJuZ zzi#_LvG?4HlQPI46pQrD;Yw%AOAKNTiLNNN=@ZniPMfK21x`PBH=k||XGyao^*F73 zf4_Zg+z}!>TVpf7vZf>S4sm9r%0iWx*YQocx1ryyOa0AJzt7_R*{q%8T8wmqh7c#! z-$x0j9G$bybOyf(GtgmppueBVwPfq=eUn@zsKG@clNCnDsz)zP?o(xWTd0;#rCVbi zb8>Rxzo%1a7V*@vhjROzf4@$=>m#x1?o^cUomPYMR%S~&uhX|I6lZk3y2}?9BN7wE zy19>Uu69a0D|&l+qD%A}`w|R&8GNozVk}0#1?v(FJ^Oo2C?Ze-cLS8?rN`LL##yYe z5G+zgd|G+sQ{MAACm*ZB1<##gyvda~B1kS90YU31Gs1!L-^UfwgX+!#ZTcZh3o_8q zh#xD~)jZpuXNn-G*r3`pKg-)h_zZZoa&P zB4YRCsbsCS-rtrEr1EQyW0!o`PBMb=%3YOZ4WsjY6UZJc?Uhg9@Epv9cXzzc!H@A&IoBzB*VfA9~n`|WX{a;s=f znGGa_demes1JXO+%A^5YMbl6-%e2;U|2#7Q1a&mvgo^JEU*2*bA7hWIc1b;5KhRl7O!i|pn;9@`g!sTi%;I?^KO03kMdo1CSK8J?TTXyj#XcE z|Mcl8_{(4VGl7~2jSM!)QN+~rUknM~dtbsju+{bNZqE%ZrYmxq0J9rubhA61e-*?Ea$Msjd%R%_w?L7Ubzkh?407!ztiV%-k1IPDU z^6FH%>H4&J`XjA53eRYJfg;DVpr$G=^ohE@IHp2zqrt1SSf#N=ez$$K6-9K;u-5(g z#zKzPixu?C%guD3X%qfX2qN;8P%=U<^L0UC$?J(qa=)8lI-^7WB9}m9Y>krK8N6DP zPPE1RccqGKO|XC=M(s~f5_Xdyymr2}FVpo-=F>Gc$&Avq?&N zKBiI>5ILU2#>Qas?F`<)lO_=a>~<^{seqo_?ZVQVGwdLjgZFf4IG~DQ)az|hrvdho zapAGZ!ByG6@A6D(3P#|YS?YxvnZ=roZU=;6k5ehsPQLIJNqX(qZwlbLr~8~G=_H4O z3P~qGd|*jP9{=@j<+y{O*V$+8MeoW)kpO7>OhX7J31Q)mMQ-W_eoUk5-Y3iPg3Cx$ z&80Ta{G_ke)>%f2wqis9EYv4ykawF!+Ld~RekTpIa{usnC~+ccpoQ~AztVsx3f{fF zkPOPHRV-1BXbQ6`uN>QG62c}D+d9!SzdMgO8iZP?`Y3~F^hBxQ;^uzXl_<&=!ls>) zM#XRPNh|Jmu;q@ob9D~e+}16=-*KfSm|+7h-n9#!g#u?&rtqcJ&3F8+yU|a$EbCt1 zEAu~&qWjy?g^@w>Py|%9MDtPrzuu`6mO;zcP95~w)yY|PDHXVQ`oJ&7f=>OattQX# zWn8&cIhDdnXKfo5e5#Gw5QMq=>{;CHX~snj7d$pe>wjg2zq0NEu9}j7Mhatb7p-e~ z$P?RJ@weUotr4gb#2iTlwMN^1GKJeNZE@LF3szN!Rzr4G=XZB0U7z>`0Tq`cHHh&C zIF>gF-CdY&jpT%1 zkJRQf3Dk z&(VVs%gHQh>}ntQkrZC1wW7)&uleNQjf18_~^KyBvMtyT8Ngw-C6OR6~P<>gt^%#l1?}{mFB$9(+<-8fw$cjW>-!)z7Iq zhpZXTjH;9U#)B&=i5bZ+ghD-8R+A+ofX7?6M8yqUG&-~z%Zn*RvF?SFn*iJ`c!ED0 zTlhx#2XMD6vX}izbzATl`KCakUG**oik4UV8tUsLd;<%7>U*(Vf||Y1?1er-Lq%z5 zT?;3-Ij(8AH(Ns)4HbW(B!Qq`W1YlDzO#*ELqO7TFkLDAUbsq?Gc?C(BwMzn`Hmj; zYRBg$^*@5Kj3%64+(u>TP%qz#9HQU5ae6X|LCCL*Nt^6Jlxxcj4#Ok&I;c8`%fYa z?A!oh5fa8@iXnmHkBsMo+>4*n1ig@al5pig8obn6jTAG{MvuOeIX#p52y6yn$)guZ!qd!1u8_+_Nxt(@U=e70Htrg9|gfGVkoC%#sQfhTeyvp?)X)y>hZ5%zusqDFFMmb{2^FYp1~SO~Qe>{#ypXNINYcxtDxtGJi`> z1fg8=L3Sm`R^tC0F~-k;qLYv+QU9k#fPX`#fcgQE?qp!~U%Gl2DMM9W3XX{UJFNgx z3=wPG3}|@qPTS01vG>Es6d=lWsc!s#TwXF1H7FoJV(JS2(C34aD6|kFl3%EW(lXz= zsT-Hk9rFBB+`uBADa$Wa+j_|Cj(_6%N8I!vbs2vv*c9)7saz37d8xBE_zmYjNBj|@ zeEtpwflsUi0rF1KlX)5VPfgInrjY+R1;ziRlT);y+|*lU$$Q>2C0%c#_4f5fTB){z& zDhimWTQnP7`0vn?A0n#M%u3Fp$C!}noQ+X`A)l{OZz3-`Q_m(&JMe|c&bt*z(XF2; zVehYNw$3%(Bv#K&i?)AC_>@AR>a9)uFN**Y46p(9iTm#a%3Wls><*h@Xa1%;&bG1{U=ndja-AQ5Wcf1@!eD8$ zA(zX01)ffw>)A6u8Fh>G@blM8oim-rK7XXp#{wK&N3X4Ed*DcD(Ex{Ko=F_tz}chn z#h+E#0msCnKcPPM;Q;gi2S7}Ua2S=q9d~)P_s>(=rGQh}#fnn+`&1IR5APuYZ|j32 zf1c0;OuETpxbZuDp?o-}#M%;c%1e?#QFITJ0?y+xu!hHt6h&AM{{u#9v4OV)Zn-}N z3RpZGIIY$@iT`0VNFI3Dn>Vh~K6T z)kQ#7U$U95P$#@SOSW8oPxq8fy+G}-rrP22_4c^c+NPmzj7G6euL@}-bM@Pu$MlUEea4zrY=(yHEg49zmUYMgfM8@&X=>B!Gz)tEk$6fFHks2Ek58tEF95TZhc%Yya zo6l+R2}}AZWp1kHhsEW~%gdv-Q1aeyEV^r5JEcr4g?YDkI|0EQ$9viw8-CbVaUO>` z3H?A>X#H0t>H7O_@(3NDK2=fk6o-(tjg7vC#2yI!?B6Tg@07N#g^<`PcVj$xA;a2w zbCf7q?S5#o1*8)Ni`lZVZ=nA0C1c|(5bpcZxT6K^@VCn!PAe>DSuNDEK0F<7igDg| zu1oQ8o(FWobSaUU46>|*U08}p%}}=!Ns6%jZ7;Ea^DaA#y8(>YF|yV zZeHFl*g+|@E8gU%IGt&8Y?t8T#;s5E4k>x4m^B?0s1<3c2;IU2(FAItNHI#r#$PL* zK6BZdQ5U*c3d9?_S`H;&`;M=q*8P!~Q)<6%HIm{LFHh+A3TX1#v^O!Qm4V3f$yApV zjOL4hup&-uVl(Kjk*h$KDXwIKr!4XwkzJlO9^^=!ZXYf1+g*;kZC4RjSPhX`jO2Yi zsasnKn}V&aJe<>mM=?4u!kbEslE>$t80#E83os6RL#m1lbv5kfDV3V8tF7l74R6m* zFp2v8o|Ub6(7;;m?~pz2v!dQ~N2YczsVoIAq`M>i_IM(fz(uNwRKh(MYmj~!FL1nj z+-XVj5!#{CY+M_mJW&|6;3fU((i-pXi11S493zxwWQf#QPgCto*hK@OCxgRChA1NM$xn^f`6iOB{XrQl z!LRco^YsfgpmKFy=e7`aCK?(^%ZWUd-8!4u+Wv=R=aS2EOh)I09W78JaT#Fa_{+Z8t#&C?*xvF@xA=r+=jO^)nuW?7Zw%6O5`F|*jo<0Fh}pIt+r|x5 z`&`Q;{Man8f~Q0)5oE2L=zi*EO;_)8@jOm?@Cz4df3UjadY}3S)$onM9EVk@NCX0p z)dq_3VpVB8JUlh+`@8GXBArT&C*!4TEV?!HuBjXx9B&RoJh}#@z+lYN%&I(Kq^FkAL4jkRy2tGcehNF2!?{@3I-r{R)UV*OK$z z0U769lljnRGWH#T{Aq&5KY#A@6~680iWtduF!eaiv1k#ecuDcC%y%G-A~FPHG0|q6x@|hv^0Fd7{m^Gq z%LP4ymHhIFDAKQ0+;3QY$y<6{-;!AtvLBp3x;}rt;KoeWhOz%xNIp_{Uu*GT)3sTd z;>#{7{41Q`qwxA4R=yj9m*2TBx}e@0x_0~qy3Yf3f%<96t|kcdD@Rky3OU`^F<>D5 zKCtO#W~Xy|xU!puV<}|E2l32J_(GYCgnOafr)RV0*-SWA1%fD_?e61N)ANHxHn!HI zFQ(dgJA1WQarbE+Axtiq8=^1Ve-$%MNlt`-ZCM63lvuP;`k-d@0#1N@oI zwijDlKay}OY8UQV0MLbFKTB=T^+78e&aT-LLC-1-QogZ60hC6deDVk#E6|_4BLwqU z^2dw7BBPaMpkSo24it`Q@F3?0AuNt}h^lJGT_^igM5*3t?1YAFcha_rFI0W*kID+O zRd>D_yMRkUWNEmb^R$d1LJ|<737QqzKk>qPw8#LO04aflA%0lIN!1G)wSgd%PdL0X zIG9R8g4(w}JJGspnYKg(joE%Tm$?{qTZE@R_r8<;ahfNu{rrUQk?U7WVtl)~t$&K3 zil$PO(JFb14PNcMK@-4W+*{e~a5D#2-GOHpm%hB`7!urM=8A0=e)jAg#2hV4+pgss z)lW*}C6D!SAN34^)Sm_*2T0rx`LKrfzmjEiFs64F4)d`3GEeW2$$4K|?WZVxroq0% zZoO61F0=niKDnFnRM=Hhe?iW+Y1wm;-HhL!bii{KJt!M1Y1R9&@2G3R3v=~O z>i~9P2Q456sw+qHZi})mrUB;5?ZJ-A!9;z0v&S6+Yaf_OqBRXXI@uP148HziB|MIv znI%cgc4HvPaVsaGKs5lB*>s2>(9-HB^%3)cw>iGPKXV+naf?5w-=3?JM1x4REf>HlDbdIkmXu%5=es?Ofa1_--C(0g63o$|};QobO zx5Z;rUW~KFR4&!}U1PRN+XSt^0+CsGBV8oxA%BpjV4b?y=eB}ePq z7GKM;V7n-QP0UuVy?-A&W{&c?4e|Q=j4}wFi8(jj`zqtvowThZqCE7 zcgi7N_sK}3UF+5+q0Z~*IH1mUgcbv;(|K`G&zfW&@5fQB*j$E0K2FzH( znfV(3%>@|p^WJPeo3TPz4h3=lWKjLqQ{GKhs3%|ufH!YbM|%m}6REdGbEAq3nsvIO z$k{eioD^m1p5eNa-(7^x@r`?SH4A2zR#{DCXiZzy>_$87dr0~CZPJ*(O0QHx$@jf7 z0;&OJhktAU9uM|eL>^6`PC$%@vYErD01xggd!F#{w)BLck4T1;Dj=mOwVWeC>+Fod2~V)UOcMP0tD|)snv!g%vp9VSD#iMTj} z{7Xlg3TEb8sVvoOA}G8_;?Z1Xt5>VVuIsuNH!3BN(?agqmhWgfsVcYQ8riD46dW8u z7xOz~iuTV1nY>=InQ77n;`vgut@5)$2Eog*Q4XgG{t1dMExYsi^TqzK#^NNe>ohw< zzvJRLpCO;^+H0x#Jzf4_Q9h&{8p$LHAJ&6;>C|wawP@~746u@YpPZA%n$lb%j3i_x z*bJT~t0#LCt@hxwEhPRoFa^inP9ok4 z4i+Fnx)TBWuuH}={20W*2}81?-#7k}iw;nKXh&%eG~nWB#{*dR8?Z8Ji>(ttDy z5d)+xH@9_XR+5YM&FAVdU>x>aM)WuuNa27Yft z92Z|8UtZ{j|J^%6`xinNaDT!w1SBt*a&3JP% zoCYaWgUQ^-_zFaBjmjZde9T9ZA<+{HRo)T z^)yGiJ12Mnz-{&`?~HwBr_FWGi<1B}lAM^|wdiUafL}CrHU~hOidt~EqWDAjbw=WF zmMZ3G0#3!`bL`djFOIXIUNXyCmn+S_DV0t|3cd5M^a3{tWjFp*=9I}$z867tTa5#o zE;n>rP916VF|IueWru|5N}KP#@k!e4Mx443xz+}hJM*^|VziFq38BO+Hg~_J)Zd9` z(dnroD$@21s2g@$QrcmUUD9VL{@ouu|4o^#(UrSz{tAEZJQxJ}7w zn0`(ADVK+RwtpnBTUIl&^(*pd@BH}fLV_VfpDVL;1bwG5 zx@>ZuCPBaCu8WT`XpoHs2*y>Bu&V-~i3kUm=Crc2FN@{)1y>eD(4VW!we8az z+Oo#YJLK?jaGM1*V{}-$KPyT}dFNyf&pj%_uf3M01GSr+E{;*1F-|fnobA)u-pnPc z0OwVH5+oTxsZ?L$jz(LU65%w>zaw;kYM!-;Vx=J-t?K9%1sUP-u`xuT59!1r<;V5x-CPs)##dY$iYbE_`3S-PE$ zPtYy_$GF~f?S~eD`{Hf6UP~Xh?YSX$*ulL)vuuO#O(vh2-XeMqQ`Wl> z&)Gxwe;3HK5!e}ENLXZ4t@nqa0j@LoxiSY#rP1*$U#`LRP#wOad~wgsV(t$%)+L>o z0UiUs*9vWS#${U5^DmdvT(10zQQW5b_khv|=9Wok0kk7zo#?cT>ce)maf9(Uk?(F= zs#BM{l{o<1*wUQ){Fh*Hj|))c2$jk9H0;Ptf6OLL<{|O3NTE>c1!#eDNGV3sp!#gu z>vnz1SJyN#u8S-Hr$i>}pjFdm;HiavV2H`ncSIiLRQt-3wIDJo1J|t)$?BQjTMnFB zyVhF`u%T!`G7Ym+SaczN8vIoy1FYrl%8K{a*$VS{riEqsyLkL?1iR@57RTjxR^(0P zK0gxBm6%()CI}#-w)J9)JVn|(^FJyhe(c444L8$D2>sXP@L3gsoem~{2yc9N^fCXF zR#nK4CaDDd;n`Z@=~=rbT9+N2>&C4&SWUR?WL9O-SNeX%dOkUi&h+R=-+aI0 z$^AhpH(iBnmyzs~OA&Q@8e22#0+NL-*ufht#(B#2W;nqXFyLRk{_u!5HT3lPH>miuc?ttD6f;#*qnn9sy7G|F zVw?x=5tjI81?w0irE+?h>%q|HRXftsf|=Vo*CSZ<{D<-D-f6?WY^4^>ML*|*h>=Xu z;!ik8HxVi?I@-Hp|5Y-E{uXUnInQ?zJP=ut5}(WmTI2oYkOK-K3bBEpJP-ZGN7#uR z$JGhrcbaA#K*SJEs<*e>`*FtN!*{Jm?tBedvHl$kwil$mTW+A5dcPBKAtEg;QQUmB z+(%3ruhMs}@}mN;7AcxpE184&QfE)a)(z0P2c)~TL?1^F*xm`*vwh!w4M?Z`(|h1cBH}B#^Zp@sxZnP4{X3Q=Kj0d3tY(Vauge&G~#hQg#$lR z;kPV>Dp?^w`A4zkX4}f+t~1|P&A@w~nD<1PDWyJX-wWn<)H&zTQi@P-WM*c@sFKgk z7rMSRBh;K@(Ck_9X6tnl=O%iq5!;kjvsuIw#znx>Ja$iWYmSBB2DO_w8VQ$kKi`D103#%2H%WM`_GHqp%PSIVdOQdky&SwUWmD*U3p8V&?$GufOr2 zWhcmH>;c(e=EOeJJR4ls$J`naC1 z6no4YBs;uwk}?N!NZa}lHbk>$eg+ht9Vhd=!ojZP33mH*p^GLeODx(A@>i$ic?Ea9 z$OnYzW&!ZrGgo_V@!|2R0T-6atu1zq2u`Hr%-;H}yZhaJ&OR@S-}2ct8w>tuK8Flj z9-n@~EAqpR@D+LeDR$gA2FOl)B9o1Z<3_h4mpj&OO7s!X1cH9Hu9m1&7%jKs?G)5X z|3sG5(X_L>{I$9N4Jy7z?!E+He{OJJc5|jNJ^71L>jOjAt4x1Xyge@e*3$ZoFBw0$ zz+^$s5b7xaDxQMbP#P)Th0IGnY0*o7>^5|Qy|zd0i>JX_P-DOem97Kn6~U?5n`!Zx7x znm_?#jGRPRbm1O~Mjn+t4X#*PemqXJ=wX>H++?$x+>bzOB$~|UM1@$$+r6C84`4Z3>ZjIBEW>F{De~{Va1mg3HVcUJ1-M)s zmSgm-2jyf30HsfJmSG@?Q~EYUNW0P1X3-%}_-xhdVmb8f!9sJ(!4Us}0I{%dQHEf>=@}c6|!NF8)L$@m5eC}e47CkZ+Tnf}a zrO~-XLx|F7d*8qRs#Z8v4qPjw4iaAV7SIUX@mXIEZa%k1bew;nC!QV&@BBH z;H_4o$D8M5x||VLsL>0EOue~W)?F6W#9{QCf~Ak%?bYdLdqoV#pP>*oyf3w1SZ)QzQhoRjHh8hx%^T?Ci;wh5qg%1K65 zz(p-9|LSCXeD8|A^(P8IpQU$`t-G&zH=H@v67J${KluHLJ_@Hieb6Um!Yk$<3JMA= zhiYS(>%lrm94_KZNpV2!HfN4=XFQLpx*)zqP_|4ylLi)0tW?(x6yN0{H~(aw->D#p zgzhm2*B7x$>tCgdY_Ly4He)t=j~_5`s1<@OxB6;Fn$O!cR#>y zMAJh#cxq9cZ{_pr>ruN?Y)9^Q&WA5jd;kE8OcY&-cWvRUcJY6pvLzNs9lpCK_DlTP zi|(#hxu%h4@!8`0Lqgn=6D5Y^uJz}OoFl4kon=g24~V?L1J1~>V3MTz7j`HzhuX9- zsRtBnO3zdpJ$}M%O|RnFF(CCcFZzpCyy+b&>rcC$?xrl}#b~5>pd8>l5G^vjc!9V6 zcKBse)ZIv9l+*j4yk1sIE*Jn#UZ zbozn9Fux=HHwx)M2W#r=ock>*F93XA;Cv|ua1H)r$M9$Zc9$G(5AiNa5`YHx^ic6Z z5ZI`^1(JS4nG{_QnEw>m*yVRbg22|`1K^qcr}tz}lPE`+q-z;tlW!%4gxf zfPRiJ*x{Q$#l6Q5v=mdKpz+^?2(+eOX8`#6>&VRFPjPkuF9UiU&*t=iYeODTx!{k? znfUZDs`l>KhjjzIjgS832zL9Ei``nP+N8jzlu=VWW@NvnwXf<^*lXQ~QZvzMZV11W zuv9DgB^J4FUhZTVlEUL1kPV>pi$inknj)@>CD&lj#Ao2NQ2QjVKlswv1Mo}Ai%t!x z03fr2CB4FbVCn;j_#QZJ_-2D~+%1O8`g}Dpxya{7h;hjYY+x`L8QCB#hnAN1)hox> zVdjSbn*Eyz5~hy;@ZqLxIIMo#RJp>^5Ksf{PR#H7K-7;q(O4^W5(h8_F4QXl#(<;a zu}S@QOGC~#YB@16v7|gECfR@4a2pPQTZiC9JqQg#kMG};d~&DBaX$2jo$iEU_lNbQ z7?Od#C%Z!~yXe~bI??wc8tnMSwQPwGjr8YMgwnrfSrP=adq7+X`q$e2tPpq)LjzQh zXJkhCM+N`${=eV&Us?UHmHfYVJ^*@oQ;uB1D*$8*uQmg&_>nSW@dMp0M^vEAB+ja| zd4g>+D@sVm_x4mXLC(bWe@?sz!dr+)EUm(u`34tXbsvBTy}lC8#)>|EUYIpH)eKyr z0S6>6-YIX)s4g%*eFQlN2=)B{cfsJ}-WM(_5VyFt99zpprk>lpi|@GYaAq*GVM|jH zSMVv#Z+G~|nCu}UKq=`Vn)2m+KolPOSBM;=YzZMBIp4bMlIeRQw^rq$3pjtw&ZZte zYH-~0N8Dm&h+}%3{^#5$(HMVei!mNhi+1b@wL@Renp^t#Jqkf0DZ0bd?CEBMzWCo z{(ABL&00^4B@Vma-Oam4J6c$2>41g!m2dt6T4E^oW~%w~T*BAe)4le2J%G-%H=Q3I zwOForM76195CD=Ipdd>JKMvZF<((sXZ2CM78$oBu*!sPjy9MewUzaNovNCPVY>m0u z>n*nUAezlKxLB==SqJvN#X`M+2AOq$pP(5ERLfg#&vbbK);^*^m==zE8RPc!oDp~d;QfO&gi|zu;D3nk z3t=riK%wy&pi6VlT=@XG(RZ6)_k~Ah?*{4?QiRM}6hMDon)k`DG;%rZ+uC1RcF5Db8>sR&kpT1UmZX3X`jW?2 zx=;pK<~X8hRtnGw2oRt-a2{F|Bjen*`8V(=8*{Ldo_hZJ+PNYM!gFu<38+@p^K4g} zN(7+n{xbYJMg>%P%>pT5(Y6g+w8VVQd5h?Xgd%k&Ul^W3LP^l6z$KZ9kAk@vX=pkV ziZ9(L@(grg&+#t+ZhpZEkh5s3GEbBs+~P9 za@(C6F3jwE+j7VZGrA3qYXRyVG>R3U`_akYWSL4XCGEU0au5Qb#{f%6jdJ%YNa{J< zi3nz3)p((%Tm}uinZa@jzP$b%PuIyWs27t~!mYbEq0y3%)dX|!BlxMZpul`@92ChV zV+5iDk8I!Dt6l&H*yrx*;F;V%G!sI6RdJGBRSoqz9oLMb1W83dbWPkwysv*~rvutH zoAB6hzy{Mhtw4#ERz5L9g4Dn}u^gkzjrS=e*X}#e^ru|U7aZF}=)OEAi{4~pJ7a$| zxtWN_UpG9FuS)l6*S#b{L;zjDV7CYL`v>SX0FI8W;RB?%*=&HDC(5OW-XxROD*A{Z z3%L#d?NpiZLu+LpP)H?IW9i_f%loL$L$3$f6dN800GWh{&?6iG2PqD4Cxs2-BD~sb zyO>VmOIrfnk)(z3e$bwBk7F~mro=7DeKl%8a|RbMZS3_} zfXx%p>7A#-3(M24G=qAYM8i!E^v2Sm%kRTFyAUOE6;t_S*Zbl+EOSR??R$qy)Y}?5 zLsWTcMztDUiyb#d@_`-&(LwhF4YDE`01rMQ4I$>N<8dcOcsz+Bw9Ds?g(jW!yGgMG zz~36S8LJhMPXiy-0v(!+j{^mRN67{Nz3P>JL*IAe8{_P=T4<_gMB5*=Pwl$;^emD` z3{(D)U$3H~vU1#-!nd-tQ4Eec*G2+b55VB?Y@?Hgek_TY-F&G4!71O9$`8h9AqKzs z%NNm&fphuBs92unl-#Fv%hcYk?E~q%2zG;|GH26efw_@~{?oe9=M->(pXLaL$?94y zYNbA3j>xg08l2gdv~_TOZw@iX>9Yo!4qw>LP2nO=0Dx&5rW0(bZ95U@#OkMm8MT#{ zinci+OcLBv;jv%6xT=YKwd)+o`g9Wa9Fz9;C${me&hE0q1`Uu6^!RiErj@hwFLer(#9Zv#th|e||O6HY> zZ`TU(_d|h>hY$bb<0StrPWX;%V*z(kb=){ zX*w*TT-7JmmyGQ~JVLl`54*`Vg^_g-fev2o^`ozWl17JTs!D=6b3ri_)<1>!P|r#C zg>yj$o?`6=bWfwW5REL-PlIOBL4l)Rp6f@F;NvNtlOXNXMFQ8J|ORf zrUc!&P?_#*9zd*&vfbohh822(rx zygYdmAU>pdY!E**4ttXCPL)5SuQfvx;4anh-c&CEr;&-6mVI=wO`JyK@}PtnsRZ?m zq9ST!j{rat6N`3*1ZKslh)n2K=Oqv=I{KtOC2L81+Yvam_rhUCVo?qYk=KdvaVsxs zi1Lm><8ZX^<|-3WkN1rtquu3L(~9YpLiHd+M@%p%U0OL$ZS6~D{Fo~TH? zC6Nd0&e-s>jImAZ>$Py?;Ity!zmA#orz%1h291nfmqGjc+YSbl^biDGE6 zPalt2SQSi@VbrjTIEpW|eF>`;<6E9Fj-My!EgMN3l1T~N2~E=Xd3yA77;#wmry1wh z7J%0hdG)GR*HF{vX;5&zFZw1FEtif|nVVYhITF6Wxx8GOPjta7lEYX0qR(aTBtEs* zFH(S>e>K(V9W;lZNEiQ^#E{}tD*IC>{|>6fS|CO9E;ZA$B!zYHL>)_SSXjm9Y z?)qBjDFk_kPa@l6-o@{yF1Jy-$tWj%iWgmq7eOqxQQ$dW6VgDC7hL&c*gi!1wf3v8 zC<3F!#HLT?m~uLO?Nyfq?{AI^QgF6 zS7d-9;Kh3dQTYNL-ITP#G=R-BH$6LjLTZikAwn!GZlH}-?+0uB8lL8d5EvA?0+7a( zXZ=3c)TR=;+kX}P%yKLC^7br{I2&n}jD^6sysa62r$`XcP9_c_?=8oKsLykeNn0-a z_Z7$zVrdBmp7{eQysD@{M$GP7bpBlCWjrG8&~|^m8F8_W+k=x)CCzapP8M1iaV$?6 z$}>ReyVgr-K@eub3jW}NmjL)3@{^DnBQlb2n|_>omlO6FX0bB{Fl@o`uT$sr0z->= zj9erF8WUX^IFaMZ;sY85J(`gY0BWKptA&hNm4TBz2x8GNlN6|iL3X-^gVbctBIS6z z@G=SH)f!xx#`@U_M%E$dFBDiK_983F1i^TJu6~;r)MiFo_tsL=VJ@MJ6=Wrd>V}!7 zIfM|#a)O9qz;0pw!9(5>l9P-uj27bRni**OC z`_&uO-Hw%r&5The;_gtVgCM7!`@Ac82HpbE3JPj1ax4MCS>I^@e(6z(7`wl0aS!&^y2L$zt!z^RI zmKhXGT2^26Eh*qq3=qzm0xY6@QAONOe+_q((|m)D!gHO-GZ#gBDzSxWQ)6hQO!$QG zT424~wGI1aY9CmQ&EvoV zMeAh+&ZIjKPc%EaNosF+KL1<@Zi-dMYxQD*y+FKX=DgSzWi0C9%Pi%Uarr=9bO45h z?Bo+MBwn)+lz-cK+{ddm8wAPnK@BiKfEzBF6y3TRgzzyt=G2dV*?lN9`w$vcfa8_u zD80(SWXx$e_P<7_(0U1mbrNS-j%`r{a^KT=-A@87%6|?MrhC*fDLj#a9zJy?dGHK! zb6tY?ASVGNw289F=-u;Xbmt_+;a&yErW*J4EyQ%7SC@GQT8Y0PJY(|l9J`B;h6b%k z*{i)xxJ3_LAcCAz${m;L1CA}3KvDE=WxHZRIKoh);zuZVna&Cg%AvouJH`qE*axMS z_VLAP4njXT=rNvI-Qf!4njB=7jT-2*=W15V4DREPhH{cuDH?Be*Z_*~hP5FFaD^%M z$}Y8`A#*>`nl?fedrm<5xswHAzW8EdE^wIOb=irD$mW`3z_by{q|uy8K>dOdJP}bH z@(OVP2tCZ#B9ko%@qs^qW>Ml7aEh^8CUpQ@IERl)1EqP#rxhTfT;c9#)5S=6VFp?G zrKPD6lL$ji-@frb-~Or(KTK{^K9Zj;THq=Qva4bkA=tkq{Gc`Jg0cS8MpTSM;oMF@ zmC|-u(FSQrgm|OjRULn5g|KlI$e?TpLGW;m8dk=NZ55O{!7nvKesW2p4XZkjRy`5h zbqhZyo%=8dRRc8Rm8NKexw(M4NhUe%X@VN-hC?gU;GK(#Qd<&{a2do1QzmL+GTM{$ zCn@e@kBtsPv1gm|2fBW@p~HGRrQYE%dy6Nvvj+lJ>JGiUcTtXc+SKw*2x3aiQ) z+0T6MVrLKOXf^N*{S1`t`vgCj4!-Bx!_A~K>f63cTt*S#=WaGwWccJwZ3Qda(D1r3 zN(pyMTv+*5M*2$<)jR_N49TBFGvdJhn}6 zRI+9g!eLTH+{588Tm>9N{|agtmCeHra+kn~G~9t0M(q40cGLj!7tngDgL0yZF&6_g zs1muKp+q)-ikwDvPGI^x8ez)U;@RiARUopfR$>~JTKpZMJuBEsZ@?zO8yXgtLAL1k zvFLhvw-i4Q*VO?&Qd9uRM22xDA^zLM9td(E)&&BQn3uEOZynW9!fYXl0|m7qI7(O!;{ex&nb4hC_3kHl3Su25{W57sHPm_a*wH@GXRmfZ^PkF9iYR< z;^1o9$>GSR4{uVvqMtx$lT@;!ge=M@JOdi|>xaHHM_J;ocD+PJc^Tj{ylVwF=+(BM zG1$Jt!Txs{WZNOoKyKW#9w)R9 z;t)4wHoGK70a|bxaW6VI9}>B{)^-pwqy zRk*{aNB%2Xll^R<7hDO)43|`6AI~X!ZD0|_ZVPcUI-4}9_jim0Qfnjdpc1-3EM1Xj zS)DNs?$(upjck`cstR3s8vJSJvG~Dk&=ON#sNyn6Thws!78LWNjE$fKU$6i9aYXPX z;HxBbf*wnW1qn<13>1-sl74<4n*HR6PASOj5T>Trl}Ofe@m?`MuuVYzqo^ zb}S#x9H6u`{jFa_|2a=hc*{GKCi??!&{SI^GRf;jw?!XIoZNHy4yP`LZEK#*UozEY z2u8Z`09EFy88NjaYRlCV_{A`JdjVB>a8}26Rl>(V7hT+4wQ60)baVd?WoH%DRvT?? z2<{a30>xcQDH60$+$~TjQd|oK0>Oe8cXxMp_oBt!-Q9|xd}oYv@n8NIxlS_n-0NL3 z*Yh5mWRxBs_SeF|ODziR-i#SY;LNxNeMPQumqHUcJg|-x9DIcTtrqGhz~*lV+Df%> zR|iTO>2K0)I0ca{5itk6_V`HsjZKO#hhM};HawRn0OvymZ%O{wXL}`D4A9sKo>_#J8sgCaAH)eq@ zT$`cPvH0lf#QEVm?Z2`WW;*LWch8@P%l5m>a+SLy9i4Jw^+N3V_+cwLFxL!Sb0c7x3ixDQnHbv|z6=;QC}0j*Ap*Csq1q_WO7Sd0;cKTe9PaL@ zhm&21vA%B5NH8Hr0p0UJ5##_I1SA_nN+t`;41QdDvpl|FJm9;nnL_zx>xmUWkMMd& z0OA#NV+KJT0wQUWV1m^F;#NiDQLx8JNk3WKCYFJ=ndY|-q}@T1gO+74nf^T#cIxCQ zT)#EQ+_OhD=5yQ`^tqh?jE9;-W4m}qpd&6>++sy9-CiED031)UciHdC1yp=ZDPn!i zrl{DUf0-@cD?SNS;aVye%bce>oT=6-JhiT^gz`=u8)o2$==g;bl)35@?ZQgI(JU{e z-G#)6jijjtS%;cOSO9b<+}{3|LMmb21gPKz|qI|W7PS5Gs@M$Y7GnGv4(3_RY@zbB_A*HnXitlJraQVk2mjYBUfFP zZ9^#8zILDe*3kuC;61}y^D{PrL_(=U%vs7s0G$8oKT70vgEyF69{DH9C{nGWZ^Igx zyGSwv*1(*VWNaJleukn@seDiFDXlx+yAf(=?;=9`H@?z|YK%c%-aCf+!mI`js^LcU z86jF}xe08l5;mcRidY4b;1seyQs`84qY%LZ58)?KqT#w{%0RrGCu6s|O1lXR7Z+hc z_4sp=Hdhs~FkM4*(BG}SH^6i!NB4Y&9ow60_ElH^tw=;9qCeTp6ED>sZt zL#WWtv4(&q>>&zkX!b90luW*D?2#~SE_KmHTIZ`<0>($o;m_1{dPn`yRA$h$qzgR{ zXq$sZo#gSrpRp78*buq}#oNrIxS|27L9a&0SW^!@(|~hlot%rZuRTA(Ynw|8NUVVP zgYqvYr;ac;KCBA3<<=KYr~L|Jwkbf(UEN$u!(@=CGMbwTz3D z#Mt$I5TzNUwH&EX4?9|1b-ShxDRP=mDFgBVG+u`)hOGjBc}D#I=mU5@4ijfOcU6zo zAd|Ten5hB-u(yNguVo4G2~ZE3LNxg7HgGMFLR=P?G{ICViy^GAV}-%Ck|*y3itNAZ zF(p7IqFZ5HIwh-S88ua})^VMar8@$Q`x|Hpp_!eYp8X;Kx24NayPz4~y*ul0Pft$V zoHR)U{5K%?83O5iHAI6V;hYWGRrdPLR>As)9T#tR^`&j-D5zb-=;w&GpcGMWFR@Y+ z&_)4L21vW`cEmKBeNS*3OwyW&v}ZTR4Wmw-i8$!hFgDRAVKlAUBqh3a*CSNmnn~2b zny!0pAhv4;n7zT*XBuNpc#K)?2kzn(E^MsM^M!h1W5%W@iQ5EGmGy%nefg~)F=}YgqB~->*o}bBN;1s4u$3qVdr_@dtNv0Y2vfH6;o&I(aJo6F60qUFB&DGx z!IpnQ-bFXTCQf}YYR3iuHm@h9=D~pdwgnm=QYQ#HftQGj)mRG5wAdsISK;k2)=((6 zjPOORVJ)I-G?%TSImBQ5^S-hE4a}Scuv^4c$`B5MJ;DDNmKpyqPzE;g`~PNGZfR}2 zbQrg<+?*&Jx_pBOy!n5~bIx`D={OX^Z?a@ADl_s}|KDAp32DwFn=9rWiw*MwWjjJr|ap_%tCi(@kj9`GUX+NBW98zR_!ob2-~*? zX`;#{CZO^ub@QyXJPdN;(<(c&e=QQ~;dQLdH9(I(X_ z<|G^Ua!>7HKcx~mn3ml2ES@xTH1XM2qBtsnjju!_j_B4}ek9O2&k|^F|JVkjA^F^y z{*ZIA>!4$#hyBl(JUWoXIMx6zfdCRxOiU7!(EUk#+cV%cMovj7W@hJyth{VOUf-Y; zJ$P?-xAgIRrS-cb1_nKl9`rj!qmEvnc?Da{$?^J!y>tPdvtga9cY#Jl5=T619xK!r zUQqo4(P90E`F@dC*elYd%_^ttt}p$WQJpBSkRD4xp}dt<%?=TP4B1(=zrQ0S6KUPA zO#p9vDeQz|vDUuxWGRt`gn++TTaQIkMjff;GVQitZ*=yzn7C2)&OWh>nNq}${k`GW zGMnP01QzEKO-+1fu*-^fz!cHQ!hIowjb1LY>n_>My>m9oY38e@x75P%~V7@)JQJj zLABV}JY)9~I>wNh3JqDo1{*fUI$MrHR||Sgmb{?f=NsvF`z4Az=G~b!jxV1Un@l1# zioc0t+vsZw(ziv#OP5dCsu|iU&72@+fcoe++<}fyNr|Z(U{UdN{KJc%`s8mi`ZPJ z?M~S>Sv8~3EsH}?Dp2~U)C~b7T>HDbXoys2?{&_uxTB*|O8#xW&JbOI3C1jV8Bk~Z z#mx#<9#?FbWyHMYqC$#`c@Fmsj@+OI1d*qavk(M?%~9C1OH5`4fdq~o*}ios?Q!a} z%l<}F%U6>UXts3{D4jMU*r;}Y7kZR0MVY}4b|oU%@Tz@1yFM7HasFOF7venbd3m9z z)~Xv%Vy|j3D=BnuzB_pKl3c^c`xR)9fqoTNIe81VS`m|H2 znfhb#vAo7|-)?AZJaOe2z^rkOTURJ%rB%V!%PFd-7Rt~e`C%Y;JNZ8=-2DCv+lTKj z8mp*+%+=9x)Fgr$3bLwNWVUWaaWQPCsh^@umOsU-FTZCAx7K#;zuIvwe6YSnez*t{ z-HjwXHuYAjm?`=uo-$jiPj|sK&$({%`HM=9OsIQ(zFV*0RGAlhaa;zODxuTW^=>JW zJlzLYJ*=gRD&gHhN&0LVa591>(9rMmG~i=W&t**y+w9ybBt9M&M|elIRacV_Re`Mr zoP;1@Dy0CO9cvlrrsH!;PtO0m)$aqf(6y?`%Qu#Qn`=ezQ_|#MzzivK$Mw2Qft^E> z7{_~>kz-M1qZH8+)(%|G3z~9p+Xf{`fe;puQI$aoMb`2Y;up#@{2RU-&gaBNpJnJ$A)>3Q=`@)etODuYePPs5J#3b zc)gWX$9;`5XrKA)yzJ!L(9l@)%8CcyLzH$DXQ;Ma+{1_#nwjin#pmt8PgmiWxHq-}UVg2fs za56p=O%dE8(d4N&uFK4(0>D8li%OXBBPnUR~3VC-&%_Q>GeztdW>-Ydu19Yt7vFR|Ri4$meyh z(VLDF$Is8B-e>P$FZO5%NGlzIcG}~25!43P7>5=QA%YTe_Ztr)AOM5(Sm?*nW*hzO zSzK+UzT4X#a<$RDUuQG){f& zeVJ+sZ7_?u^*(^;?pRQnR@)at8IjYgH1_mzh!9ksF+wL#Iok@`*kbVT=z#1}87+ru zrdR`cA&Xuuwk@vOMSOJv%^{sN1w^ac|H#L6zL5*NzI|(#^?GnEzw+q*GB0bJ`h=L# z@~N(-#Z|RuP&QOhegZUZ;rVjIyX<~OpnLz#2>R{%Uulhra)JFRtZPtS5^o~6gXjl1 z9UX>_SVo)-4aUIa;OkMZkY6RUKuEOHt7Q4RRU%keHTJ6}Yo2_(ReZiyeh4@B??BlE z&ty=I>AV4`+NiZ`sX@}^WU;a>m<=P{`2}$vw3?Za)!Wpdn~y%#W`K1#v4v~7T$YiE zBEv=Drtpj(EDyc!&&lUG4gLN@S*xLi2Hl~QkwHe+F(xIS&1a6aW{5?aex9z{icOxKpcdOoHWULbA9GP@IItJWe39}A3kBb*82P#G9lQ#@K)0cXj9WvHg z79dhp%6>_t$%(}Y7F0;np^|%C%qepYB&U6y!~&ta(vs%_p-T!*lvirZ02pHSSN?iye&WtC=NpQawt|mnO8WG7FpSD(#L^0(k~l z0&SL_mO8C1dHH!V?p8JSLm`RcXToi5qe~wEKbbEQ%2#P?_c&vaSU)|Q0k1GHW{h70 z`B>z&%qmXC``t@DWaVUTK-V8lY~5b{Vtc5fRQ*j&DX0ym+?qhWNt9wd|>G2}-#8q1Zt&G4`vx%K8KHGqxX} z?WHQb1|Gh~1QK1_VAaNVv~JqWhZ4eR&DXgRMGqnXriL7gB#u%SD#F1|j&PScj$r(g zsay?S5pF;U=1gvu*ex>Uiu5jF7Nt9oknNqRZ9A2j6iwP~SXGCeXFL)PfP_;sdS3eG zwmE2nWEEw?fNf{~torpVaJRRlu-wHZG`(Z|MptN6JKnj}!V|Tl7BR~^iuQ?`F2yfK zWeqsDb4@a_{C{462)?H>^Q>D#f>@@eaeVyPnZDt%*mbSU&3q6I5X6Aprm<=*w?P&Q zbU7AX{p8n4n^ZJ82TlusEdL@5ypWVrl2cj3E@ozqNsD2FonTRJoiE$h9$oIYZ&a(& zl*g_>rZ&G$5+jP@HDKVaUh57>6Vj!HFnrZ455w|u# zuguI}B6Pp+z+9|>blR*of1R^mXJ5WIE4l;CkK-QyQ=yxij*Zof>XLT0mP-wE&KEB) zu?h>)fnyHVwF7%?kiiP_pRxUy%rL#p*)7tGzST$Pcs@#3aYXA7V)O|=x;V(Ek6pTtDH`o*!JTkT< zI;CHR4m3?yzxS`dSSQQXxeqqWE?cphNX`Nvt=!zC&e{LY>Fb~NGi zd^0b9&0FRAX)iHKv$@{(jDTPwA8cYx9^CR{cPr90&^bJ2cRt_x$5~E(2UL^|Y)(0? z1x&nsu}h#j9{*&nR{d1oA(BKeIj)iEqb^Nly_){21oRH|Elu_=MT^bZAAHDVK!LFr zjr)6rq(LdQjx$fl$Kx7?B|SN}BLP+aN@tztY7s_k@Yv+_18y{mwW@vdjBJ~#6~rJj z2cN7m9*z_&UEyjxU*uc}M8h8}YR|}~*j7p?YJvJUf5bZIQ*@-4%H|^O`w;rM#Xey*HIU{)`F}}Ql z6xnk~c4*k$>aXq*e4bbJCa-_8i)2sNv_YU(mT&&852uDiy|H@=Y~h2T`KQiFRN^hq z<@;YBaI80elz-rzU{Qqnnk8{g8xtjeMjbY8TsjmfX3v@?C4Q#0BOZ_;f2{;vRb~ zm*s#ofjn4d9>T!dD3&hbZIR_TIdf>JbBV10dyRh|Q?x11>iz@JAKlQE+yT^7y{kAx z-Vw2l=;g_|r|5dc2BXeP_5A&o8@a6rZ%qt-yq9^*Y?w0ru{#{m{$%>ytifizUAf_8 zk#+g*N71b>$^hG(g~V(wu5GvAD?u?pUO)Ya1y125C4Tm{Pl#|kkU(cHwBb%pzB&PF zF_Kx)nNq~Dz3eUJhy}L$3HZr+QT1-;y!6xHcWeG(^b^vU^g_D?tN7`Bvwn27N;AU6 z2B*rR{3a`!8a}3C)$*9M`Qr4CWd@oF70Yy?TJ~}4+V*j6-$vdq4S7!YEwvdq*B3uV zkCDl>N|MQqu@HW%Kcm6qGT2%2Ej0g`GED&23$3FoT3N z{GP(Ce62=*&UV$5{Q!$vWJX>JYvv2tTv@><>~g*G5)GwB#CM1pYgM4uSBp;x^yBUi zNoXs#aFdQ-tNUVz(27KMqrD?GmXbvq+K0k*Qf8*GZoB+s~5@lQZ*w4uRs)#0Nv? z&+P`*b|T(m5V7w<&YgtqjVIAX-QOyu{s^ggavUM-8Prv6bW5oea#B&{4KN4_0AnSs z6&=3jQYI`rWP}uyB5-$KGj!r|B+VgSLb>72E&#I1a;o^^Nl8U<83koJR#P)+!aNM` zZ)$sr^_9+ZH>~U_O?40N%*{qJMr{@oqhTlhS>ox_-O$}CX$|K{h*&v{hb90Z8Put)D}?PL~o~qn{b7# z)8WdY1EC(i--GwOy_OrhPO}mW7SI4_EILSqqU7C{XvcjDKPs+=Q0nn%CKSq)L%>`) z9l9`}(T40omX`Bw&ToI>k9}yb0ReKNQ64ys?`|DFzV~5q*EQ%U^IceOg9&+=nN&cE z!%d1Y<#_x8Zmr3)(fyBhsfzf~Od0L|`*kIRV1ATZfd#ncB2V`{ zY#iPuixL+?&_s!53D|H=Yn6lvaoIi&*|2l zF~ons*N0k0qf2cqZhj|K*csp7WI=7tGpXmCw7YRG_R>G%^#fh^lrrl$;7MzojuqqE zB)%AmL=9W}?~-+~jYIc>eEN|uy;ACpSok!8hvJH|wj7XYgiS1-F2FfJ=lB*d0s(;zMKy=g{UptbAzRx)U)>x!dEzBNY+j)3(s z-@w@L?&nkO7j^^{Yi)K;-0Sw-vf=;~2Bq6}=zWyH!k^aC>s94Mri&Zket+%u+etf0 zoawwKdrL`+M(E4_2$OpGZgX4giZM8GFJ{3Q%wh+)BhoY%t;Q>1&t9G{A70CIsP zOzyA+&)|W{Aly|G&Q8t>>W(24EOsix*3=jHHT&MF95@a#U-vv~pN+xNnkUVb)?9`B z6@gv4aSwwIa1mc0!X3p`3sxO-u!!&EoTYwSe|>;I($yu)$8Y`>jHRO9v zcQ$#`1&L0SBD%trDePCR?9#Kt_dADNc3n4o)LU?$yN5e@SknT6>$TQ)?_YR{Ha0b> z$bg0Y)$fNNbR@QpI=;T$P&ma7V_@3 z&kdB#SHDo`JlA3*TqF9p?)O3n{0+P9NskisD%MKYx#y8~5l_fIj0LlAqH5EN-KO$< zqV@rTZz9q}7{88ZBwpk5f-EA?NkIuFx!Y4!Hk*+uy$$8>qcSS67e5JSxk0Ec;WvGe zB6fU#8?be%ZbD)jH=JsP`7OZv%_^-ykYU};8qh;I0Oge0!<3<_ ztjDSF!S!7=LNcc8j>HxQd)b-|fW#K>#%(=ML^6wC>%3~DKV%=}&xcy+K#!2h!p}X| zfR#x=66irZ2G5GlF>JE)TmeoPERYQ8cjB(d0yp4Mx;U&6~swmseI9>0v zSuANu))(3v4CxfO&qb))FTkq(;FZg+?ZqmD4H^_qt*~uWbb|{8ZyeV6G4un8AwWd- zd-+cO>{FXnD}N{5M(QV5hQi)gB#CC7Gci}U{&DXtxC;@OB~b$F@1>Auiv(Y`YnLI$ z2ShlkJ;uGIEvY>mqIPGGvj&D`J)xyB`5*^l_Dn#e*IxF>ADPU0HvW$xBv%kM@eYO^ z*}eQ}4?)%uAM@m-z(01KNQ{;obH8be@6_pB2&6j7iMAr`%TjQw^ zN13KY>qwskn*Vi*GU~g}&^aTf+qitXDM7K%XT47LeB~wE$QEEa~PI=1PgrMRxAxUp-ql3}t%V89Y3-Qq47v;eP0NOawxL+O`JtNrw>GICPq@ zutv~*sRY0ZR7>6(E}6n6a#%-P8Ulvli}`Ml-WsRrDnPb-8$^W#zRdw{!}Bt_y~R?p zLBH8f#criTwllZBvb3Gggx|j^pJ$u`J*~8URHB9hsq7qxNbECzS!?3>>!yuDfR`cH zgg9!6?W^>kkG~{(%MubzryV-EHv)RDP{rXEmOn2rrq175iV*SR>!ubV>Xv7$EC+O^ zs!ZEk$|4m5ilct0AcBzz;&x*$@1ehO&Vzj?{q%$x#qArC1Kq*sY?7Wll`64AY%^&p z_5{IbOR4OUQioybjFnkYf#!a*c;ixAzh?+0AEDWF2qO~0s}JsAB7f6?5aa=LqhuP&ARX?n6^MHQP=8u{UDAn>y?jXLo2oIWTO0K@ zJRXU>G%Y$}`zJFs>+TRQhF8ALZ!G%a>gG6+D$4VBJP%343$x95giYF}0offiKSm9} z6>+3pPobEF-G28$=dWj@gS`+Ftf=gIu0$&ZA9J!Un6evOu3W|JqoTh+vG8XO8wO?u z^Jt6`dc)j&u1N*MT&UMymJo_MT<GZPv z@xx!mF>)f!S1%+k4H}-q``%`*buaLH7huVPuvaGkW(I z$Y7zhr4<)~yIv@?Wq|LH>jM%qdJkve z-kt_AG#BoWnQmaqEYKN2CCH;0n?zeT^+!>myzIZZ+j|+vf}Rn@_=f;CE7a}WF0PVA zYoj8mZwb{e1dzj>}WYeK#s;o3MoZNDef{@QJ!Y2H0z2Mwm#9VjMz9YBx+ zh)GY>*MxUjxcc#!y=`#T>sO3xyjDZ#0C=Vu$r1cu(!#~#(ovn8yV=I}7;aZcc%R8_8V zY!~z``d7rUA?SwOCqWvHG&H7-q&H3awH1Qd@GC1j0>s8X_sZu_)xPnQ`2H6H78Jq# zG;0D@wr;tW9cv|tYX2f{jx?{An7LfZFV*2)HI{UW79ziUWa@y*kany*&zIGa_;&h^ z(p&>v+%f`*q&C$qDYmZv$)bR6a^L?8J#j$<>)6wQwh}=c26;_2%BE|=Yxk*qHu#Z3 zyg2kuG$Vv}T}q|~QJPWfI=z_f^F@BR@m(rT5yW%vO*8*;GoEvca;>?FdU2s$)Nn@< zJI7(@$Mvq4*&FVLd`oyDss2829JgHr$>LqHcm;ia*3F*`|6(d~AF|J^qJq5KhD9bb z@q@JM+KJ`+{H#m$vt^a?-@oM7^j;GQD9#PacJ>AS%hqODrzt)xfYE7o z0vp6|e1D*SOxr$;ZL}G0T>qKM0SHeiM(KEa>xLUBz*~5Xl@pyOBUcA#;f-%`#en6Hx$W9$?-#nZmSg8Bp+5L?Y)9|y-y}&-L?jq-8P0k zIC@!WCE&U$6-2}&HyGI_@;IKY!2E4NkEXV+L6|PC7Et+fFO;sQ`>*$=*(7jaPPe)E z;WdB1W>H}JDbj#6)7A~3rW04&B6WvVV@G4iH9Pi%M;>qG;X;JaC)Wg@NAOee@9~l} zBMNJR1=u$3zA|v69Vm`WCp)$&}lHI z^gb{@Te5%nOfAJ7PvL>nkGk#q< z)|;$}j(`&qKUUxXmBQn3o3=7^oqq3lbM*ro@7fNJ1Myxf3gb$Y6}<53g5PBqE0fu5 zeU-8IhQ8rypDEl)`f^LDsq9~|gL#m5*=~KWuxhV=>20vN>Dv}o%D&dJ%|C3NhMr7$ zBw+oelj1zUakgW>^~QP#a_WEsP`vA&2P#yv`DV}EH)3vN+Xh-e+)Yg{%SU$1LWTw ze!#f&R!*;}w?fjUObZcV5!Gdy%^Pc2bJ4@Z`_Z?Ky$C{s#^1YEI{8C)&@AE43O+_` zl`}x9Mc8i~RVB+$JIrjls0_2PovKKDe_Iff^cgu=fJ~ecvi|O%sYze; zKC0Zv%<)EAostV|@3#52Qsi+A?~Im>a(;_*Qdj2@0kWFJ^47pzB^qATe-q4uCW#}B zBdE-;&(a`RLwfSGnmdp24NQC9j-^ii9nY6HCR~%>crM${q{WZs9#j7K|iVra&B|dM4S6h3MF;jgDN$jnU@O zQ1!9a`RPU4)=v=@B>R7FC0R(GS_MsQm0Q0hr9`(<2}Ru!_Yc{7-eHdk{Ai-}5AOHY zYr@7sHHxXUc&ib#AE+7%_aidKxE{jU>-V^fei5J0fpO4;8Z8!)2z0)#QQ<|ri0>j4 zss2`lyZa&A(ki$U5)Hq|GsSrP2&vslR}lMCYX+#v7VqY0_d|pxq}gOcsVr2)UxejtA?P*Ez2sHmBM`{?>F7?>$}Em4yuam*OW;}CRy3=e)4rg!`;IIfam z%@gU;+)s!ZmCLcq17fmJn{CzC+j|hEc zc?hxWlXgH{K}PkXdnSI6(G}<+;(>!J4bE5vAaIsuZ^edgK=Wp&KK!2a^*Jq|tfyMd z=a1J9PbEw(;PAsdBrLPyj=9kqDk%D$k6#2g|6m_p=N*B&z#q@C%<-r$9jY2kfKQ_6 zbN#7pW0e93Qv}~H!s27ORlGi#WMv2Yq!_QQe`??9G{If9UtjgKthEy=hWYt}H zsOfY6t9;MgPG}tL!{65M_4tWGNQfb`;|;BuOXvfBtdrx-vp;n|h6D=zyN&LL{By7R zZ}mn@kYyboIJdW7=edjK8Ns{DnXc(=m-PHct_dDOr2zuVx-9MdD|yj=zs!tvsf2z> zoUMAQPyrpM+CKBOK@N^9uwY5`c9qRKSKj4@GL>j){Y#fha117At5>V;4E3nSg#R}V z@a0x-Y$XArlA*OR2b_O4C{&SvTLX6ud69TLh7|kuUuO|69Nf@%itqEq>;9^q?Dq1( zg}^178U~QllrPTqaX-HPiqlmQd%wH1*>U1`pVR*mLdduN-Cp>&Xk=#QzFCHeEBs!b zxf?rqtb2D}Al6s(ocpC{!$H4r4H+xUFXd$+pq%y!Ur770t13e`HqOO`Hy(8Yq4aIW;al};ODeg*(8c2)UE zw1W;Y%6MZ$S)4Thil^^|3XT8%TW`U}`$45hkqBb>v2xb!86yOOT7Emfv+EJ!<3k0) zdhhD#!-%QM^;(2{u_X}n_RbAjMC2m~AS~eY8OU^NfO963@=LKxY4N>~$7mmw9mm~; z8&7mQO0x3-N&Ka=C)obiFHLGc7`(2DDdWkJJ{*T6JmPz{8tdegBJXMEuEkJbzSFal zcBBMnS|pFMSYk;`7L8!9pSw4ay+_qVK6mRZudEG`t_!>aE--=+Gb{|VWc9sDo7}DRxABab`}8EwS|4?_RQ>&C>GF->;KnHnvo2qRQz-F@ zfe>&!?_B?r6~UbwiawqTNZk$bS7FARbE^*A50?#_Feg*F5HvAGy7$~ae|Ed$G4V;f z+T!+@7^$4GxuAX&wO%k|!JHmvel0h6KNv!-uHJ>s^KLu-${=s2<8L8T(Bi(;<`b-k z=CQx{#0(mFTLcz+DUlY9I2CN4Z#@)>QBX6m2$mnSM6DUJJ46g*>D*HhM?^pK4UM72Ga3N|SxPp~V*x~Gp%D?t8=*UBvxo}sj%dxwFs6hVDnJ4A2;q(i^--DOD zCOjg%jJ2T{EH*){Le4auS9|(b4fbw!{b@c?Qg&;i>-Rc$t9alLgr`aC?+)!A`=NGB z-%xmnK4dZ}kqfGI5^$Lu#xcKkQ9NCRbkaW;`>&Blac_-Y804<=t^kL4@FzDyUC{?x~!wsG)jjyWj zF-Q99s~gE-=EQREKg>S!%ZnAGiCiCfGnLLu-$`ke;&{Ba1d1o%%?X6%7r{xUY$ebJ*oe{j-yeSm`&pJa#E|*6D8#I+WCjpk8o!-~^LBF~qGcr|r z2vH|$r+JSQ#fumsGQq3mS1ajyF|tqh=K{3vJGVLLZHD3%J{UJUg2mQ6md9#(1KhSK zm|C4e!KDw+mk@kD{XZRId%pzZMDmcKu(8v?@&^XXjV*HMj zJVR4>$QouP%CvG7KEuJzfZwH|9Rjp86XhT5)=nSQ z-p_vXQRJB{XhvejRY3w9>~0;lzQ9$R+O(iFj#YbPaDvn*zw7&z&eHOFz)Eq>z&+XS zTJ=~wK$yql;eP8HrJ9?@p8-i@SvPgIw&JBkO>|=ElV%nb7YQq2hkbpUOO?Wt%Ib_@ zM0+DE61aFjm~fBBY^>>3brGC2m4yG)cReDEV2$pt^hwCV6(^T!uBn1p^ED((2Mxbx zCA629CYDRo8otfF4Gd#`olrhRqA#;y^eT+m)7wqRAYIqw`=q<0%#{tHr~PrF`-^q! zM7Yl*9Fafoyt4aE#C$QhC5PgnOM+Ci5(S(T>-~apKEa~~`i@ZKm*HzcjFD-B8)x#Tw&7#9 zItqZBi(1bgHzPBUQ*jeDP~Wt|MU`)nghAqPv%sv7qjic|r$gm1KbA{mCIYZaoy917({m!q!y{+i zx9orCtn}Wjjjcr^q5xNo@+68-Q?v>$<(1}Yvj41-$gcdp2$4Bkb^UUe`8k({AhuRo z9@9wC=g(H*KMG%y`2m_{^^f8#ESee(_f6-K-p}mM{?`EykW1-^3tX=7e2FsS$_y3+@gXe?vxVm} z&Tzomdllsm1fbAKJ!riB`Y}2<+jyd13)#yzBnjFT=x{&zE?IW55#O+ zgWe|A^Y3^$$6&iQ&UXBfIasnp=IL7!&xQuZ%7aKkxOV;c3x0kQpEHNFjZH^o-SED( zpm(os9zWMpbUEIAZoVMZ7zL9ac{SVg!|vl&`RM2Oo&mS*L|xl0H_cKOLc8fq5YEdM zH8+r{`$4T{riin*9#J6axFsHI7w%W-0fMUOpIC0Q#ox5*N)2M8aua#DHWs&e2&(U~ zPiHVL)SNzL98*-ig<+<$A~}}~20bWlOCPxbdCkxl4qMrhtufm}E9IFlf&(vt-11o# zQ>*XW?|^UeO8QB|N^hZ=kf2|#b!PdW5)%BXrKd@W{LD*bQ{I&XHtPA@s=7zjbEeu(lhs-a|_V$Jn2*1iyzwYhpN95t_yYv&Y@c)cYUx3AAWN?_yHy2P(F}wms7;M6OgLD z&oOxLFK@3J=zbE%(GvdBo??!Sv*zvjVvC%GH;vG9x5kJ){Pny^Zv^ol0`+-GG`!n& zIe#fJyGT|W2S*QC0QmmMp#86wNw)E(ZXHrWp?A~0H98kgK%1B;*vcv%0wFTsryJI!pu$&!1g-J+#OF!cFWpbKK{ip$orM01#hXBrs_{P)4f)ooHWphOQwe z6{)%A4zGcZ>4_kX#1*U`nJ&$=&rF(%e)9@_co&JZs|Q5Vg@Fv~YU^c3IH_H69-=iC zxV}TVSi`Ew#%NjvKvMM!iTa4J znnZ>t6G|TF%{XeClZdxY!$y*73{A_2x2Y)~_)B=j^HaILXNy+HC|xb8rsO+%m*g}v zSI>mDh`gJDL2g}R!;g%tr8VKq5!L0=KT%)FueVtEOj%U)TPxMXXuZsf$37!{e5QQx z1U+3s_!(MreuRYXT#@aC7PtsZ{es{azWYW1?8EGwdu0KMMK?zt$K0!(XMD(;5SU+3 z;qU6bhO4L&j>TH$qG=6X!f`w!1Bm=J>wNEv(*hGx+$77HBm($453y##D?N z7MdcD6Jc!<*6)qc-dHTR3SM(_64w0^2-E zMw-7njtWCV9Fe}9ERgUf6m&g_&!{{LmIu~cqV;{PcO)#OYSU$f+&+O3IWT-0y|T2g z&lw7_=vF$ldbIi?4>TZ3Vm>-AN^VEo!dV@q`sZT%@?Fha4n#?sK%MGt)ME~Jat zY>61(ge*shO^2XPO4o%j?04aISnEnqwoddrX+4b`O^hPms{V6e6y88}saj)|g&SOG zs9AJsMxu%N_((M`SPK$qP;F)*BZ+|6X6s+{wb2dg8}L zNL7TXDMD}HUj#3O8#L-Qdj=~Ywvhp1Rsk60@u+X07S^S^_qzkeG7};M4pmjc`Tp>} zwT64~m6{c`Zx@RkPC_Bkpf#@4|MZ?48_k}iGIZV?xDjEpS*bWi@Adsu$XltTsSRZu z+0fQtz*hGGjW?uG!;mNui${85LvHk!rs6 zR8eK;wL}woP<|ZSF=(Kt$QZ%#pO}2viwffyauJ+)(cY9x?~rV*dG*0wg?8SCp!;}q zw_E3_XB`nupTv}FuQLYmwR!IMQzRkmY21XEQMyh8|487%Qdzl+ww?M%lP*{29^|aN zQaohm-zh*_<2DiICFgXHBqtrh_Pw6$--^@H2Z3Pkn^^n!HKp8plq>`{R5;wEQuq@w zsvcm>Q|VC1%2N_WXw`0FxVo7bIzk@3hXfjekD527$e#|MG}};L?!e(isV`h(B~Xf* zFYuIBm+aZ=sEoGJb431zpJYGW$@{c$fRC0;n;O;SKUh-EZJbJLv%M|c1d%lTY`YXf zI&tWTm*iRfz#-M&jLT~}0Fe;pUof!p8W_l!#T}cmb8z!^S%i5e76*ONIRC7BJ{Z*- zq?2Z9OjKEq2rfFE)TNPRPCRq?pKpTC?>$?;Rohj;@+slgr|SO!^*{>00}AxcUYIP* zsHFyxog0SaO)t4oSvpe(yc7UA0BK-&@>U$RzB|KiYco77r^s0CU|P?K0HU zDg8a2D!kC1Q3y9$h-T(3T#}buzdiGq<>U;-Cx$Th!iqo$+NSn304i)UCbXB-%ZdZQ z(CDAn$l=pta%}XR962+d<(Xw0M+l*5Y(&nUg-L+cd1HUKY#8d3ZNq&s+-LcgIJ8z< zAcFC|h1DFNbHgzOp^{GCt})Lf0U17laS!jSnkR_x7i}Y_07Nt~AR&nGZ7b+@HTIC3 zKo2E7QxN!IP=z9|3XTio%mAcQ4z16jK44T#y%xa3wPnDBN~|ASpO44Sah~SoIgby& z^TaUxtQOGo;LFZ61t=8~s&7#9TVSOwk{zU;jpwJ7n0f)49}nM7J=f#fRA~c(_Y{*U z#|z`YG7s!SZcwmKa4zMLA4mR;?_zQfpLdtN(}=Z}#-Wt}yp%Fq=Ed`KqbPa8Doq$K zbX-y=htK@Fi%+W-hRJb6`alfSWmjP2WxrDA zP)V%Udxy4G3h=6}|J2ZaBgj`6%5I>p@(q`PI!|E2=PCm$_`V)s2YHuzH`#m*>p32) zREZ0mL!*c0vu6Y;#j9~Y+po+3`_A9}GdVYbl0(aapvph}x$jfT|I9F;hFmk?(&)p` zODquGb1YmY8OCg5l;@Yn&ytO|)}=F6OP@=}e#~U~bn_bNf_)!`P!Oce1V9I1huayU z*|L(PAlwq(M}Rt(BQk?^hYa*~sPP`g6-2}M!#ue*KfJ8tIV=^G1a_fZjSp>)`3%@j z%#<0A&q};^sv89|9JaFx@Tv&$%k-5API2$RJ9j+{O(5AHvzVUrLX0A{z{utU#e=n1@&cYbZJJhcCqJbBu3 z5cPXl3QOwlb+oRL9UF&a=Y|mlrmD0Bao*e2E`41c3NQhV0VMMf#2nz6m8)1HLX~U8 ztw)<}ZuPQ_0nbK|2QY`W&QDHfN!<{(U9Bw{aR~?`jv{C8)HykPc1&yCWJdrg2GT4J z-;}LoS--YNHm@60us7J-Wi-dm>PY~Fwzx5Q9l@TZSf`HODqL&It^p=r1f7)1Ssw#{ z^vVW6$Xtl=uOP1oZS#7356^*yXd#3qSP-#E!%7M3fX|Uq#hf(hS&n5$n2)?U-0%=m z^2YamNT%KR{L}k>tbz^+*{AwE)yK>iHH^H&N2tBqsa4-cLJ;2APWkGmgN{OvswzAfUOOxX+1?EB7VM*rfx zJ9>Y8n+6i|vA{htuu*3Y9@~Ql-77%oOEoW^U$?1uS22fbdGjLgQnfHl-W$)4eI;hC z^`XJOpB!H**!nI)8J5(X@arAzqyR()$O9pSf9^8x9nN_=03PK>#o`Gcd_6#3El?NF z3pMJ5$c1>Vd*fbe4#i|O@j1-Zt2Gyyb60VF2n&rrhn|6`7U(qC|8S_mEO@cVeu=NB zvtS>3*9ZPg&RsBohvTn*@du^1tD^wwROV#_N{!Os_6UY9$MP)uze@5dQa;p62XEZ$ zyzW6fbPt=q7)Vl#cxzz+IdzLNj|irPMP)k&kqQjvka3HP0n{~Fo;rXXWF7!0^pv$7 zoysDvpe~dIs#x}hZ!?JVzh+Mh8UwYc}g6UASQR)Cd5B2<@ioE3dt1@dKg%dXm z^vk?=xgz2j$nqRFdrm5c9^l!tHY!OBo^k%7v0`em@t}~NID0`uR#9(nB9PFKy$Vr{ z0C@<_MJOkawVmyhDGyCqzitt%AaEI?>?_C)g2gl@60A6a|RvT+QzY4Ifmtm8NZkeYp zHQ#ekSFA0TniF0g;O}~YT}r0MvJq<}MLxrvKYh1K{SVgZP|g7RsB5S}(=d<^YsJPn zrbtO>Yi4b?26^*ud|1wmTMpiG>pvivkW6TlzmI_4=1%E+sO{GY{IgC}y)43)}y+1#w&x~3+pxeGY} z=JB;%9SZJHj9kN@Q8YZ^vA2HYTm|v`;NA$}m)d769Mke$d0?DY!j$R9B4wcTvbW6O zw+is8t=84=Fannqz(Xh|LNa;W^~3==Gj1{IhfkkVg$Mxbq5VhY(CC^I?u<0oH# zo7}W>OArld0ta1`p>gEYee90AM1rUfa*Vz0(jZ6g!_eWUn!INj@(CKq>esac`H5tAMkDg0h z*G=)FXidT`!+rX5)yCn9L}<`t6@sY0VS$%;L7; zy+l5ym0q|gGre)FSJ;1xyYeqbyW;JN(1 zPrdg?3Ir(GMpxqP!uR#&imb&6EW6u^CT&Wf0t~pOgS@BAFJ^NJ%@1|&tN8A754>N?mIqce0>$2XU8h0e zEX;G4H@Z@QhjuQ-i>LA>m2_1j--~Mn*F(WX4iJ=V56b)$Fk^ve7$%A%`}yI$tbSf) zz%GDs&P$bP0Sv}-%<}DuMv+F)cB~&}!2xY_$EDSFCsB=|x4i zaSiL6Vqbz`IR=L$NipVR%@9}JV{r-Pm>TtOtTE^-_#XQmo)rL2>+YeXK$!m+qn>u- zB!GdoyRAhTFxx?1l3)?d-XVIGNCDuxvO2TNQJEN<5m?jBYZ7G*R>+hY&#!8snbp?Q zD!@zc!K`cq>QnzM!j3I{?O!JY{U-OoL=M};PY2M$<=-v9R3 zW;N>S4KMl9Bm1?a0z8B9as3q==%QAKtuWD8v?ifekA2Xa=v4fA45jbBjFi z49clz#YCd{#MHDtBMD5!KlX~;<*ms;?R#t>$6{)qOUe6MSTC61~2;NG{Hat*IJx4Z2 z15;Z8Bv%2qaUW{|xH7A4HZH-l>)XYA@Bjqw6o#VM3T@BrLyybz?Yy!?1=o*ND({YK z%ZOZp!sx;?DR1j3li;6E4N#HyFja>vH6Jboz`Qf+Wd z_#Hjj^^`h^+si-!qaCUk3b3DfLX7J3%?zILIW*v5&q{@;)!VvIWv~CXny+Feq3wg=H9w=Zk_crk7CgO!@6cJ9V3PK zuB~*EnAcIshZfAkh@8MsRtWC|5i0P~U6`KHwXOS^77TAxrb%P-w5S_A0}QZhyE|oV zXPf4iD+6XrQ$_+8zeAOMDE|N+f&{S3ySFGGmz*&x07C zmhBa*0Iy5}tbWcBxU2vk9{S-Yj}-)~f|@Z?_)nd`AdPDpO3QLg&$g zC*)u6e_Vknju_xsX}Tq=>jD7?#okFT7E|}i8U*ZPhfd0Udk)Ecdk@K>)93SN%?MDy z>S-TCfyQkhWVa0T$cwJKQm)xNV)b8~a@W(@CjC7f3X%~%LC->FH46a9tl&ipB0f7e zF|8gyY%18$&<-~@Dz9F#Wg7s<3J%n}VeDAwD?U3sdR~s6KBt~q*0Hm?Uq~=F)=*#2 z6!+UW*eBaY`en;VzlNr!EYk*9&AJSQn}>$tD45KFDoHA+aPwS-CXvOB*J!T7!h%fC z%oV(zPzWv8&nU7B}0I zJNdDR$En_YJm0ogApGYFYD3*3e2!=LUc1-;kSZnMfgZuJ0_uo;vMd}hzrJ?vonLS9 z*u~pYYGW^BUF5R^{G(=*S5*AkkJk&whjS(eWW`b^RIV%Dcfyiy^Qo9qqQn)hQ)j zZ^!$j&W$~;ae-x0=~o-GrvmWUw_5YNl_*x;001BWNkl>c@4r0Y2lZfyQAgVSF&ERKbBV;7(jKu#kw@=|F-5v>1=P$ zYA4bQs>aV?#8P=3_RZJ6_k%JzHf?}TMDFSF+P z*vnH#Mhv4-Bh`T&LR$eSjd8kCe)}kh_+C|+G6RElExA<7dsl5OtpdDSqr3Y3We4yM zoIE2Jre?D@KQ=WZU;Nts?El?IPRfnjw0&HDxKjI&rl7oI~Xf_XSPyKySAUC}7R0p)>jF1TFf9cVxK=)((hX zDEQ)B6t6^LlcCVI%`Y$H%7Mc89XerQoQKbx)jB%5af{JL1CJp@Bo_WdYrAEediVMT zf5!*z25Tf(G5x-wBo}B@SuG7%aa+-iIK=hG`6svr=VH^uVdEY=vdx$m&3Yf)&+-8C zx#Iy$Y$3;{i+SK{_o$~PvUYyg`~OHuR#X4rw@J!t04S?#Bh^ zC_t^EZBQAC#~OWrr5V8BxJKEO%M<%%3Z)7{@o(km?%_;Rz}RAM0S^KqfI8Y*bZ-Fo^Ywt^ezTN=-5>KO1X6SUhx8X#dCMb zg~^$MA_F1FoIEJBAQSo0qq#@$stv<(^N!6LzDaTla`lEG z84d~E^hl{U4nn-EU5l+NrN8zfufauthfmcjAj{I*(XN7-qz&94ARO6$hEDjgMf)oJ zLk^lMKVcKV-xz}v=O*O%=y^GDc1)(`^RfqO5pA&0k@&z^ZVg~><6vG>5a$7GF?5c7 zV=f5C+j3-b3nD=R!4b}bQp?Sgxq}#EfHQb^D>e%-k%i=RZz#Z)=bu3pf$%^W$Go7r zc_A@}aLsqU|BtoCB9FiR#UIl7sO=?c$NA0D3I(qz;*x@x zm;xKuu}Cz>s0>{3^H>orhF+y}x>AaKHHEfbfQR$EM>5r>h51>|s?P7o8%yTQSczmG z;`tEIZy!#^`=@|CuZs-?o;{Q2KtWn*h$gR%y?FQ>%2>UJAA0~z)(tCrUpQYw;KEv? ztSQNP^V=L zLWB;ybqKu#%`}Xs3QilWjL6!qPU-Ikk3hSHWi~bH{#I@7kg&{h_G<$>JbQ|e$Ll_E z#FKx&m&%ms+em>sFB5ofwS8h0;MFVfFW>VnJAelz{)s~;3vYaKc3z8y^MG=H_2v=% z7oh}Scx=CnI7`>|jl=Su?|yZ~tf?2|;lj^9v`6daL4d}`joUYCZXP^bGYj*Y2M4RM z7jg$qo|C&C->=FmHXM{m_?GAF)TR*525Z@csW}bP!~qKotNMsDvxRctQ=h zl%RofcHf@E@;6_6P#!&UN+yEU4kZ@6@Lbf~w9G%HxrWznTqip=p*+E0XnHwgW(0fa zKu?E0x7OVYL=6Dl{s4(f0YI#QA{0nW!ilhsdL_um(EBkk7S2Uu?3$aijWle$*qDxw zUXY{b&dXV)mxkrjKpu*zrW9jrQUL!5<3uGDY65vf#au%BpUQthpKc$`yc?VEXzVp2wDv+#v@;&d=IT`2c z>1G>Q(b+!ksUff-WGI=BS5jo$_Yt5R3J4WK&l-z9(aIYafc9;0gY}*kKX#d-im4YnX(cWiT88Y0E0tzu0dnev-)d%R)%f)XZP*J3Wfsb$jXgd zSQvAqp@X+)c&1mf<2*npN$>jIPh>rAZEcc2eD`;!reg9l8l?DTy`Cwa59JjyBCd(( z#{>OGC>Uzjd7!1^=hiY6@51{G%Bg5HriJ_l zk`!W3tpgY8$7(qjFl{$kJw;uQSy=;1VPNEhe(54tzU>!(KMC;g44GGPZaz0iMjeKc z82XA99S0jM#xCrG1iq+Mmw~!awA{S+MnHoDppFJ>lo|l2>+5clwVfR*TiWpatu)y+Zz_JE% z7bGw%yW{*~L79Ls1C=oP+}+Wt1Tql3o_?GHCMA$i=p6Fr$&;h<#NpF&dhCK6K9_q( z8GM+5fQyY;h+lVGv+M%c+dLvW*AFO(3g98F-xx1|JjC5=XiBqrsW2{G?X87;F>WAG z!f-C0Cl0m3#_8Wd%Hpe=7m~q)(zPZeRYRcwV20=S*qQTk{G1h#C&7q;wMr!(8!*B+ zH;)X+#(`cPYgL-VOTy;nYw+kh2KWgCC>V2qb-YKj(1ssr&{7)kDDYtTSX0Qq@?Hd5 zcL`pNb<`9~Z}}~gf*9Ag{Mv^V1Z#-q(y|cX`D?s|S(Oe)7K8Krm~-rWh%ehpg`~xO z!&psB<9%63kU!905Dd}dU8aO_jP#w9ctkk2%EpG*#{3KM{36Kn%Dr#XpYOx5I`2eNJ6iZZwvEH%ey2d7Upj%Qh<9yYEH!S?NY|acjf5-csT%%elVn5{W@fyoqn z0vV_a1YsIIQf2Pr-XtKy{TU8jrgPc(28cD}H6m#8^8)wA94iA<%s-4lB&H*biq#BW zsl6+{Pqp=4woj}Ays}++^>dEEWeM<3oE?|bV-wjdfF}#AlwW@QK=#@6?7Xb&&vUCD zI&e&L-Jn48_{lfCTyEOFsbV&*1mxjj6h{BpXYLXtC&!yOym<)Q+&I)15}WND5Ag8+ zl_LWR@Q~x?H#!Sz6cxVkgh46xM|&FpUj7Nd(?EAuAtW{KlLD=V1|h)X)wk^2Ec=h2 zmHYP}k^6QZl*f*rcI;aSM`_Fw<`F))yxgG55xim7Y#NrUH;f4C?!lvog9-WAS0{dWAO(+odQ0OZZ0}qD0VCUaBk9FECOvd1;63Ik`+o2#HIXxyv zM$gKT(eXfPvMfyv0GK(OnjdF181(fhD<=qXU@V};FdtuIwuF}uKu?qJ3GPE_2|O0^ z?LZq%#o2EbGz6&k%7Hz!%kZ(RU&z@D%w-G_ODXy|A1s=47egJq#s>MvU-=OO(+R67 z$ypfMN3ULL6T}!pNro!Gau1rf5eQ>aqFR-*Kwx9FlyU`yUMhG^K$%^(@fHD9&OYhq zMujq20%%OxqjxqZ3QF~z^V)vrXW(8bK<3{qSrmwvgk?`=pvp0Xu@sYQ`UyJc#8uufdW)$R%skabM*53#K|H$| zlA4>ErL)agFY&&!klzq`tDg7p{K|@nv15rJ4a;vZpJ7o$pmlYGysf1rEfVfG3ka_^OHiEd@b(wVt8TegH%Nr1fdIzm z-~r&h_*qtH93>Lq;h{3&yD@rUQuF(0wS(Yn4#m@P9xawoasWcewwV%;Uwn99!6W$M z>#oqy4c37>H#sBs?>(gB_P~?HvD3b3o)}ru003?4*)iBB+c%HMHJe6cu%}D&7r24r z`MTPgrLVI?`_|jlsUAHZT8wxBR>WXI4CMjJ#+^cw0FU=U-J5yDLKNV+vIBqli$AD+F{^qdYhw03T;2#i zV?LaJUZ0OgOEfIGl_Va>X*BW$e_#WLmDw{Ba=yag;lt}O>>|#Ju=uG%0 zrDXZ@Oc~6L7(OgF)gH?_cy`+OJm#c&Am9xbR6td^f~DMrcExS^yt~3YDpAfkCNX=a z2b_K#lmR@R6Thd_nAFNKBRzWxO!@X;{L!$uhz8v&?CLQHc~Y?~`!0q{tY0%q4#-z(RHh4J|!-|;ybbr8?N#Ahi` zhqh_~J4O~HjZvBpi&|~W+eBndE>rzIE&tg(dC1|%+(HydTPyN}b8<8Gi89wncx=-^ zU(pWbH9i9%vD%jT#-jI47*<$E6cI_-@89`5pOCXI-2nivr>k9yh{N-yB|$>XJ%s)< zw;j(2f-~&x;}cUdJ~b^9vvbD89K5P(=p*~I19c!ogSW1~yWK)-wN#IV*v4}r_F`GI zfvqVWj}-trAXe<#W#O3UcgmO&_X%>@?|Yn&G#b~iRa7jwl#%9Aymy=*K3XC(3an(I zub%si9)Zi!gNHZzwFAcsiS64r4$0>p+#_E-a4dV_U~TeLyeOxz=ftSAxy|wgySB-X zz4m3vNurB6@l7?bamQC4mydk<%b8GFMwnZ$%{}kxZSwY4JYN|zpE!I3L%X;dR}O0f$Vv!vonS~z3JJ4x6WJB&=%V1?QE0oc7$&hHx$lXCGCn(-hc<;yQz1a^kwxY-$ojq>&1t)8-GFQw zSgUPzW`sAEU)0jvBK^9Nv`JS-n}T2;$^j*xxk%Mkv#&j5p2bQ_GdzPD;^?e`etb`! zn~-Cp=d=vN#Ej)Uvd$hr6|hOXiS%^0%eG-Fzp#0z&%!d{IrO=B0PZN}8bWij4KJ`O zs^>4t_u~BXbC60s*x1UHXecFGV^23oYxleV`^O3!-Cz8|4_Mu$U`bX$7Gg+a(8Mv< zx_e=xHUOS)-l=>%)^^hQgU!7pq>a{HSkhC)gWI%LQe~okSy(3eTW0a)vk(MUQ(Ou1 zQf+bFkU)i@parj-!pJ<|UuXBnb5-WbWxy`Vv(wL`+)aGO zV)P1n-Gio#9)28BN};a1gtz0VvW)V+mkRJ$9wH{OsJ2cr2F!%KWq$~^Q+atfr!3T* z^9R?f3@M9gj!GW*@y8qkK*F42S)y1DWHRoev07tY8!1nd{{zb1qweclgvewQa|RdBui7Et3F2hHC&2;K7Rz1$v$& zph0AEde$iAFT%oTVIwnITy-fK(ng^NkcXOftUE@4$9ul?`m3}}fFEp5Xb;y?@KY&) zQuWZ2$K;;fPs%-e4$INA<5mn<8`3RYuLGC@AX?Pe|0VU*?OHb|*KXS&J2wnF1&0cl z(QB{mvV?6AwqT>7CrCHSKsphRlits53fz$6Fc53QV)e1XVG}^eia$@EqoG00k59^x zGvn&v8@(_ULTc>J2v_xowy7+gA{+X8W%E$KY#dr^VJ{60R+0c4sLPx4n~^CnInx@! z9{Q1b1|Q;sVz^}o8AreCS3g_|@QTl2%xF|T%Rm(KGL_;x5VNQf9ff=%4-&=L$=2x$ zvg5w7atsA0R>E)|6d5q#dWA2gbox!SOc~+xrocxTAW?8diM)>QjUG&WuaUBn zpKBh#YR^Q^Ks>*F-l~6pRD}I!wib%>wG6bz9!AgH>D#Oq;8h!Id`E8;lyG=f=I0l5 zPL#a|jH?pyl+@7TeC74@xW)6rmbirx`mw2aAHksEYhv2^x9h9r+ws{`YpBfX|8#io zaNm^xJSv(gW;ElhEtqAZ7>leiDr zFEI|7du`33=y>qL!CI;7fRPm;r;wgXK9l#T)5yXQRopZ4+_`Y@*h?21C$fD&M1J6Z z{AmX80DpexhhHzleZ7|32TxTXazPtL(l#R#GqZUa9T-orw}Y`b zp39=-0F11)%6^sY2eH8q&$|*}hp~h1p`=A6lP710F5T`-1HsB*xQ+fhi)0} zms_shnzUL&Aj8`Nkbq4Ug510vRx1sgQfGUsf|beXIhl-@J!3%wfQRtShxQ#U+z%c+ zghlvG9c_9jOJNC0dwR(B9Xl=e?met!7#=-#O2J%ynD+*jL@oLXkCGt7tWmC8KO#Ff z*$?`J=YjRqd#w7pIt3uTuctlK-7|%_GRntt@NiH`)BK1;?J+96{=GthLujb?0@BKg zHW3!Ad3$Hh$+0sR6vSe0MBbj=FAxvF!xtVNpKTrLSBBJW8wT|KWy(b&_YLiE6Cv0G zlc|om!*D4NvQk^Cr8r%$>J9JxkW7VKH&}{4@$>J{IaQ`eqo0}&hdwo!LYwtH8hnzo z;LU;wlx>u1HqjKD{+V$nMT>aR5)W9n`7Lk*vp9f#_XBAPpS^yhyLr^ zYVN-A7()TSFf*%0mh628LJr>;ludv-KbPWn%(ai-YW#`}J{)KK_Vw(%%!nVr%A~m3 zVc`VN*jH`dlqtliYg93fh$L3ZF3SGb0(c5QLILh-Ua{<*1V&dQ2#UfBqd~)S#LpMc zwKBd$opV9H)I*@+%YCpoH^LN|GgvkuAp-$u@gyzq(lsHZ(Q1{dF^8VGEDYN61v5&2 zn@kG&2<$kI@IS84|n2XejOt+-|97TK|3NI}4DH|)^QJn00k@rsu!I<3tzf#TsVT&1V8 zT|Ip`vIOes*}}EiW*s)r2lpLO2C$CSRt-OS;kDZeAuzi6H8)#Mo+EpJpu)W^1kVzz zRoIEhiF4y}&tnJVD|-*i-TU#(2JrNpVEJBdu#FT#ScUp>qwHKaAXjZ1k}F2~q_3+h z5T5`DSgsLsV~`8Lya157_|P^F&afHNQkTj{BFLlC=eHIVu|-=MV054n=OcXe;OX;n z_|!Q$dgh!gfox`JQNSY#8f-t#WGqAb8~b`>)5w5q9bT)?z%jGUz`$L6m?d~w7ME?T zaxhXkRS8Hf55<5ml_dZ?6gube$@l!Qejk@zNG$;L%M${m$_8*8p-5|7t0^9!Rkr-4{ZnL#l0-JiuDa zK;1%~PgiEp;eLY%1%Ns*JJSfL;p~BIiR&9I!Z1YnG8y_j0rXL}GAxm@%>(K@c!pJzf;!*JavfRfj18O zwHgXQq;m1182e>jgBOO>fu2tNLAx-#LZ@iebPzCDr{88gFSTA?|yA;WGd0lha0zACty~j=q*fMz_ z{|VImANkiW%ki`DvemNdk$-yJ`RAxZ+Xs+Le8Sry9o*9jAv)td=6N|)cO~c z7H(b;h!Zn&@|E2O<%^FVkOvPOkqOlCgZEA?!1?o7C}&{HT56CDYdZyn-*;^pkxc`A zy6F+*`Ekc)rGT#+;hdcnA(}qUzKnFjhgf(JPbGmYmFCGT=FMpM&$sE761+n#5rIuU;mw1B0#8?_ zd;@HQZ7mS5_|1;zu(lrG2hPEFP>AT2@`@XaR-=!X5++vWSwVYV;a5XMf@H!23)XW| zG6R=W6OW(fl?Lw~pD$MS_>A#0`967OP2MBrX(K2v6=?2@in-_5GgHb*HGt>kkH0tO z1e8`!dcd}o0-a2sO>5MX&=u9oOwC7*i{_5GJUc(W7*h*>vV2J1vkchb{L~oZ{tQPh z8&fX_Q(&kXP>sEJK2*A%cj(XY01t}f^LA{NTc5L|u4c%9Sw>V6%bHZ9wSXPh8Gcjl z(&(2*Korv;?4255QiftD&-|S8_hvZ<0AB%}7m}<2j+K3rql$|kyS6 z*x^2q>2cVzpGWnEWAYkf$~3l3|Nfs2aF;R|)Y^0EF@&rFyt>5EWqs0R4e(B#zaS^i zi%Q$5BEHhO$;biFS+(Ad2s*X!ejx>{{#DqpZ)Y3zg2FyYGdi7ss{4F z)aXM4VhZ2mXUDW|-u?RyYhh9XJlw3Wvt54r4KJ5(ak+pHf|iq1WRud+6|jLVE=osJ zlb~QW1bT00d(zSkVS})ZiK$r)-%J5Kw0YC^tnn#R)D>ce%Ul^fL1|$p=1KuGQDbyyVL~}V&02+BeYfR?UDuzvY6Ej=J z;5p8-!~L1V825#2wDIS7PfcqqjIC@B$gW9DnldoSYc!1;EDX;Y?wlT<6w#ftu4(BoUoyCR4O#UY4k5lYb1|c*Y z`I=1tb$LBRhE7tx(%ZvG1Iis82j{KxMgav-K1>x}IC$(dONZQ6hJMi=v6 z@wx7$^9wSwu&8p544u#!<`>OSJU@?g1zY6PvvcxuAOA<)!x^Ia3va$%uTxMLd0OH1 zR#4Z~q3Ihsp8{DG>bU|sGku{JfU&V@%(4V>ql%Tyi1#V~el*PAg{*UZm3fdc?x}TO zI&nFc5!hF~B(Q##MVwS?v#=LLtk1R9GG%fs!{hs{0=#J9dG$@|~_+Kh-KxtWx( z^jXp7T*-zdE(J*b>7K922mk4da^Cd?o6y?!HhJ-NSIRqH@j~@V@qjXgWNEEI1cA1= zsLwh%H>Y3-9yEBfdOACj@b_hH$6;&es9X8@uG z5VXKsbiT~T1n`GRxut%U*0C*zuH}83;GQ_2xo&B-=BO~1L;GJVc zrAKop;Nb+|LtbJCD}&OCb4Z$jzjFoBa$4fUD}SUs$1{+Oz@N{)GdDH0R+H=3DbiGK zcwhXV0t~)iq#tM7soW9Yu5X)Ti|%vdTO=FaP{_#$z3~ z$G$SeI6glG^!)wxUZIg%WDFJFyAYaQ&%4t(1vwCM>M)Lw?Vo#ScXoLS;E^I`lpOs39wTGX_Oc1+r?V1hp;G~rg3BuzsI8EPm(;xHHLC!x4xw|IpK@6PJiPnI4josvM;=#h7*r3`mmhsnKKIo< z+2`<*yz=H<^6C2@FH9M*Iey{`_ZL2U@wHdVyI%8>s#7c8+#xtYutJ3z0>uN6xUql# z+J5=K-+w`lhTK2`Je-HxeLryf3+2`u@{k&|4?sHwLV}BCv71Af!~9~V1i_0ovbLvC zf2_=+iqHS`zQ<$|)^*KaSQZ0#OZp77{zEZAoj|Z}@_FDjviuYSH6D0C!Gu?bf)T&f zgBNxRv+G&88vQv2jFMH{sF3 zp~`b0a^Xe|YbLyVxHl}A@llqm#P?hP$?&YsqKK^7SD}Q!LxC=nNF~lYL(U|~eU6Nt zmlNkMXk9z#uJG){?}+0GfU{N0FAQkCJ>(n`?8W`hLXOB@7D5FHBHpYlnt6UG03J3# z0*y7nN}B|cA!LnVoP0O6u{*?hdHL?X3$a?1pft`Qu zSn>5TAs(L!V4Ns)cR4!PUBETK{1i&~oi+Xko zS)Mzd3G?%}KKU7$n9gPRd){)p?t7>yySArYdONJ>xf)wrnl)kqziGfNBQeQk5JH*r z(l@F1W&klZk>;Zwd+hMd(;be21~3iO0l+@A|Crpr?}*&J`=D;7 z!Jt{O@Ik1o-mArB*)-5A+t&}u_6 zUfCMJ-r6pk6Y*Y4(8>PMEAr-F{o_Io9sypwp{arZE4JI{d5+G(P!DWQSw}0`1+(j^ z#DIZt2{hyRrmLP6=e^VM2?f{V%`;Y*H3tV}Etbp!=nc#a$EvkM#P35%Y=WGK6<2$n zJj{seLA~iwNFDE+@_rHAr2u3lI5bkBT6rFL7Z?lQCW#5km@`vj6Xy-0Kc2iObxmC8 zyt%nie*1^sn2lrEJAe_Yy~T>x$6>O#23CIm4lK;w3^J)aJC(yBJkRIZ#p^RO7)1+) z^EuVuTJ`M;Ye#di^SvgMcQjrkJXq}eO1*akxG|{n{qX<~&;G(|u8>#Ud`;cJKLzT% z97xUm)I5&IC?g=rLhBHIy_m@+&q$eiC-7WBc}Fgo&oj&Bfh*W!vcJK+boje5A}I=T zR_BeY-9})CYqT!i?7Y^7g={a5L0)eY{&220xTi22HrD{Cydb^)S*4~0wN3@ zIe5!?sUz$mFs3$!@(sWB|9w`*XXf--5aIIScfVD(4)m4o@*!t>}rK$B9FUTNt9}G9CIc$|2Yhv*fStj68PN zZI^$&|8d!UA(gLk7TBd(L=nZF)O8zTC=`QGE%1QqY92IRPM(n z<+WqK?050b954|CIJ0FIr1Q!tzf^VOo)sKNbljfWTHeL>JFaZ5P0>3!Wz!K*i`Zj#Wc)vK` zE|WnaG_;x*Gk(yFZPU%$)cy4{cX7SmJC+P6^DxK#K{Ny+SoE2emlfdMe)Ba|r$ZSC zPRWI`hRTc*>_0qF05n*?9@t{1jPoLyr-ij*UKtn;1EH4#>OQZ|+JG0!JW=}ip|iT) zErLH|xWu0Tj4HR_$-QU>P<{EP9@Z6q&O+DT4 z?#<0-Idr;@1$l}-Be$JIYIrxl`PZM3@#)!YZ~Tj&d%M>ERq~jY=FHHFXH4xm@jLUN zmh#pcUF>hG*H-pkQ@{?-to3E1+%?`G?2AIET@BH!XEZPGb1r*;2O;#xf#Zc)aP^jTnu~UBVp{&-AMPxC_m*34lH+H_<*OkS z&;%7Khq85*SZ#5h2YC1&WfCq-&&dD& z?7hkR-TLeu^0wQaEAT$?z@~={>FoGqp;i+@RK0Qnz{l`Puekl&LwgDv!AqXKT?H@3 z6zrSWOq4w`B2~fW!*;qm+m-DON?dG_hxNUsc}>xS*U+Ge-#BnS=$-RKceA9z3KuIv zIR9%0Pslxc4rK;EoDJM>!mE-5f z<-+WudPBVzFEu&vzPF6@YdGhoA&|5?ZHzrEU?W7R^EuuUJ>LFsD#D~tMkg`aEnpj~rWf7sWc6COO&F_u{V+^33W03p~kCF!?W;tV6p_Z zrw2D>7-0XD_yi&00CZYzpm-mK7W%&98iY-1-OX78bO2$gy~i77&`)^ca<4!7*eKYC z*gm2%5Xpf^2Oet71hAW3(3-3Hxt8~f9%KFbND_@Q>FLl&lkfS>kI9({M8nwr@-M&k zV=}z9N1Hdol-hGvjUgq`0ctc-BV}&1Gvi6694)K&Ns_KqPp}-C*IarnI?t5p+b2_I zoL*2b&`S07>+QYMced)mt36>a^D{1cfQR?L|M;jDqUHgw8j;H^|5DxVsQy_N=WNRN#K>j=Kv}>UA%;UjEBVZ>&1aSPYjQJZxA1m^flKLpGEG zcnAqSaPo|N{EmC%Yp%~K3>rk%wztdozWf$>!L?UtGbC|=^$?aorKi7mQSZ(23>0z@ z$ncu*bM*D|5A7*zgtt9sXGp}(6W_4$P0Y@#XHS*mC@hUaRr4U$tWow#9<<298tU_k z2=LGzLSMWvMc=)W8w+i2gh$Stm-}}gmV0&|l7|i))6LZjbbyg;V^yUd-n~Tyd)qew z>IBuyM$t8wU&6$3Qg~xDIj?mq^=7R&6tBBE1>|-Z>-4C^NM*1bn~4`5Y}oc4~~6Lc_6b8B{%LK;4z#s28(4@bOISRM`hoBSKrYv7O5N{f;iUpt!U<(ugsFJvFG0)@W9tQKA zmOz+~35N`n`TbenaYKXjYw>ZgL4(QKOg4})Z~cvr$eD>e9p#Q+`*BS(z@;)nBH>&`z`d+vCt;j0C6Hyk-<7ac){qBx7xpKXQ=7GWRV|UzBm@7Z{$`{D! z_@sQ{k-de_-}I6j5ewEbfXDX#_Dc`R zpZ(i?+3l7ZEZ+*ulD9s4yL|uc&zBx$&}vkmO7GGqdMM2G%9^RJ; zWC%Y1O#F@&QwTR$BFCnt<-%lMVBP0Ss0C4fz+l-Tcn2)HIzBb6R#?{1A;9y=*AR@j z582NOU@h8sJvB4>i!j~$_8eBv-rai+n%9x;9}GeP6@;SU7nfzrz*?OrJ2nl;y1uoZ z097rd=#R3S1uHB-9yU~z$$m-ghY$yDoysh z611Q!$gy+dmNQa^1T?VMCqMhqzmtWapx`nBJT^hAHSTX<4@!3q%>4V{{9vvrSnE<& zVY3KZ9*O>TjGVkLDYO|biJMzKwY}R{@YAJ9uGWd7E zzqQ1Kr@pVlg;(}`u`-wfdRSlH14PhYj{=;5x)6?-5(6oK_loE4D#)MIb@eK!eynw! zhk2s;+;j64OvRa;32TI*#H@{}hKR(&XZwmXE<$Fg*Dq0iz{?7iW7v>F0c?bYVlFF5 zSp(KYFf1en!aRO?UL~H<0A1cm1aSkrVXkuB;oH`hmQVs=L8gM?nd7RUPA7UX>=9`T z1DX@wo{{=s3c?@@qbJ7cRloFma(XOJ>uUKg*@MDcx|`*>f2wNdB5U0M{t!XRLuw#sobqR$g2hL(ANGFqgprbvBM`& zyg-`=z{7zYthc}71zJ`CLIfdG1z`r|Tx$#Ey``|hrUzmDz}_Ruc8CN2BMh_*;F8y!#|TBzYGwB$0L{ku6tn5 z5&6pAgL3blBXVZavRcgi;02 zoGK=bHsJyJnGgT1G%7(5sMwq3LqGYpte>gp@nh?i$L!ex%|E`wvoc4E3Kx`JD2wq? zZ47xX)*}H`Jbp$AUn#GvDQES9JAW^~jsOa>T-K1A3?;e@;2EeR8Av60Ry-yIczgzi zXx3|ZD0}vze7I3W*W`OB6mJX1Bf&|0_cP6(Q)l-*695`c& z8XAMai>opVy9_b`HE(S#Sba1Isd%gv5QbWoI2YvvVm3yN1c3(|C1ft!IJLPZ^6K|^fY%`Z`u-o4{vL}| z@`r-D1W8tWo`ufC@Ks3;L>WepU7R1OG5~d96W3Da;QiK9SFxI`Kn>v3J&>Nl2!UF% zCSLEg&X3nfz1};@v3l>f3h=7EiPi5g0;>Qo%!4NmpAgiU;jwMqfD(b|ARRp=e|6`B zg&Fe`uX~w{PtM4v?tZxN`RzCEQo;2DLD@XiD_5-_E^NLCi%o4>P;ika0ni7)r=dIWSViGy3~N*cH@sj~Xr0#w$|&X( z>YM2p+RkA)8VN=8*yxyf_RfxFV;WCA06gzi{HZtGCRdJFDCbCDZ{c)Pbc*3N4B=E8 zb|TbzXO3EmSE@U?((0J97wWk(2<>CqxxeM_+3`wnAFkavSVz_SD|f)d_n zUQ7Ot@$RS;;CD0rkAS1yud+@Q@8?0KSMvG%UO9+CjDI$+M=E@^!GtN6vGNg9@ay`G z$}!+xmZMYzN2%~k0FPQl$=Uax{?OlKz#dBJ2jBhHVwiL^S5v?jZTV6gejJn`G#H~8 z0_*`^YJ5}U7>AwZ@6tTQw!G4@v1RWi6@FXxzWsZ*@KZD7_yfR)GJ*HhwH6p>Nlug4 zQj#Ct6XoE&;OcEjl9hPArW*5OfW8|^3Or$E{DF*%_Xf@p{Kh-O9-}$gYu1#KZ+Nm4 zjISAyU@!up4F$Cs+Rc4H33%+?Y3;mFW?^o@jF0}%@(>BHA7nKEpuJPHRlE`()9{A6 ztom#SJ8W(Wr5zUJ!sN7eBX6H26ijyWz#gZhUfmr!COj|?jRn(c=Tf%#5(lsSl@H43 z1sE)?f03Z-i~s;207*naR36|l@WLDb-TayH+*>o)+bJ6d za|+=<{^x&}ljkS083T*vx88KM)`Hu8EcgC(x3|jozv2b*$uB)5|9H>W3N!2nU-d%u za`_{+VgXzflEM>n6v|e;0FRbzYA+)a{loBTb;9+A^#>=KARRGEqRUpXNYORVjJWq=k1$Exki&y|)X6Z*^bsX3< zdOBNW^I*T`S!AJp!LsYaEvn_OP>^C%Bgpdr5BGwFkL^)FA3k+X?%91%?tbE+JbdVQ z2;Hm%dAg|v_AqSt*KAm)VUE{rSs%b#x!}PwVO;uq5X#vh-R+>s&RIdhI;!53ECRG?HO1+9G#}J?i;0eIakEND8a3RaSpV)V_M1Y3& zm4mw6kYh8?SbJ@)0ZRFCLVq-jmL6VsnM0v*fB}_NnqrXm1apX?m_7s-#wS}#$ak!q z^%}Mq*e?O|g?G}G^UWpX3#>ngyj_4Zc3Uj=w!4uFC3fD6L}d*iMx>$4g1 z(7vPckN4()4FKT(e&frPJmi0WrkJDm+#OrxMb}*^zxIiLkv&IGXKg?T|LWVnL)N3t zS~!@b&HrJ^j;VT6O4I%mXXNt_?atZ(i)O0so(E(&8Nl;zB5x!Oj1tFZwNkGWUnTg4a zs~YzL`9(|1n*X1@_W-x#s?J2$&9S?0hub-4<(xnQ5kxYWAQO!ZwlTqg{XB2%H@3kd z`Qe#2^K48Kn6Uv9jSZM+P(%T#TRC-BM|IBO=I*}p{cG*NYSliw&N&^#dt=@Gefre* zRMoCsJFb6)f63(TPU#5k0|<&~&a*?PWSvvbN(%rjcy`V=WQVDLob3g}DpF`51;Z~_ zZ^|}z16n6T*j{k!8Ew#n-8k45Pn#l(XY|Uv>62x8&$vR%Vqn9IbW26hJPvvYFtnzy zJ&;K}n4%Eifgc1z#v@PwPIV2Rg@t<8{=@Rjfy46O|Mm8Q1rGp^ZjX%j!?_JPbN-Y` zGOKr@%$Yh-Nn{KdRDvlRa}&Z-La#rteLE>!#X<(Oz5sIQ=a_Ae_j*8&-*RGxMiq!M z5QsdD%t;8XJ5uchYY5)c8LY)tuUYM&88@N}vj(!1<+bzePbo&?u_4H*1@=;cK!xz3 zbG*8%9)(2T{+u0@77w$=urE{dDQ3gOJ+PGi{-?f?#kYd0{qr9z0=!Ha5%s6W*#+x# z8L$H=K)d5K0ve|q+}X+iHQHycs<4t(Iz7hmcK(~If%JI3^0^qi64Y7Fx8m-vF-y*^ z4fk3;H*;s>n)J$%T5)-)K1{{nL7|!23sdvWgSz;-2X_7%tn2E&9$YZ9lrd2SJSzwe z=>`ZFR8{6A$h@e`fLnk65ZppdVX2CjuvS%IRu32a=F-eGG$&UM+UmTSDA2KNX53cy#oP>&(tz1*lF*5?i_G zGFhfT__e?Md;#Fy_R04vz^heaV3(T5RGN8rM2-{gry@J0sKIY%!yOavF^{N(r$S&n zJ)Ky-dO)84)_mWuC(1qV{d(Tx$7&4V)tb3u*T(=}m;*RQpV+v)08Ez7nU+y>sfS%iCXkrSuIB$%nr3qr&g!&6^>A`lcK7H!NrXJYS%# zi;EZ1c?}jh$mT<>VgD-_e>erC2x7r<#Ng5IoiJQ zT^-p02(XCX;QogL5@a&))n~cp-1&MqVzY;qo(GT$uk2^<%H(3NyfBAbaR>u+gWdFS zpIK8z5myylSeZ1otFu+6jPKHes!S_i&6=m5ugqwcu-ywrmOBY9K4}q&hZWq?R<7DC zcR#s79$dRc4h;;bRYFDnQN(`aK#v0kA!K&Xc+IspySGQ?^-d}bJNpAasz4iDi~#N? zjKlYK31T}jUsRJEp4R?%R#48fSV=&zM}n5rR!E?SYj6GJKgzK|BN%|IW&z+iT6$j( zth)<(dt~m6DVks%*6reTYgKlzVH~oUk)q`#`wlmMG&f#gq*Ho#xIKaFLaiB=lo+5r z6+1<%9>(23-$`Q=gzIH+cf&hjl|uhFx0uV27b?{?8ShEB=c&d%XrxoKhXR40Z|s{g zpwGElEfqp)?}**sGD}9dImHOcdi?yb`EIO&0Chf5y$Zz<%Z0IFVjsxkgZOQD{ym@i zX4YH)yqo{97=xDr9tQ5pQ*+SD>-!RWhZij2RvQbVzTZ;uc6`1X;Y@07*ZPh1(h}+u zd8gJS)-C%`W0Db*7V?Fb#nPG;syGW%ee2&B13bEDmhFWKY;Z2Xebj{<_&N!`{9c5- zvu(|oBbK?7dpw`x`}}&bHE$#-@E)Oyrw2CdSAZ@g0Ph>N+;rF%n1Y5%6|QS2sQ5lu z?KRac%Tw?4AA!ov5uYc7=6 zUwg3%p5AK2jVLuGV~_`ccgLe^l@SmJRtn%@gZAza)RZY8I5{fczUv|R?%j{t>%#d@ zw=2Zvz4--~2@<74fY8l85@hdwY`q@n{FwlchcN=bNq6o6o`RR~k$$sG{Tp=W&+IuU z#|DOF0D?nc872D*-24D?I@?=hLRY8sbQv>fJ$+cX$GLS7TtRq1DI-zf^SB?h-ev(B zl_xiCmxneyBM-0NB0CNr;g?!B(>*q7;)M1#Sw3gFESNq?=1-lX@AMiyFW5oKZnS_6 zK@L02LnCbIvi1gxhZpI}KrZIbiEs#~z#fIexBc~(vsls5hEe$+zjveTIdnv}?A~8U zz?=6eglNwSc~YiNoFMb3PLjD(Cuv(#T2F!qx>0$Ga^K&2pgZ_$qd3;^xP9i^B+4|w<8>?v%-j}&%=0bGddH9VnXd0iS3MtFY2n!$!zgGoZ!~$tt zZhk!mtq^!)fcJ$zdRyi~9JiUEE7b?MS6%ZG1S&etk^2<)!FZ4G-x^444IN~h2w^toSp6PToE}kFr=W4G2*CCl?sS0 zN38eAhypy_Pnw#fcYL=3ErcKVqGTzWgVyr8`oc4u%Bgt1=Ihc@(O}$P{^y^OJuVET z4B(XkJ3o)(bO-UgLZ1QHY2QXJnfMl_JvdW$On&E?FlCnYU1}Y3ACAW&-mgxDScU!S z>nu~G6!wF$Jb1N+?m2&b4B)vbuJWlKHBSvc1mjpREz>Y#<2nP&R6O)64^uf?^n8hk>G3YB;YGW%2#u4w|uzk0zT(?yoTDMi63bC3# z$DUdAiUN3JW0PDof0itoF>8^F*ULPng!9YNC)hlv@Q*p((qd^6U}0t#QDd)k=OZHuTncl8 zN{m2u!22QCqg~2u8UPb0Zs4+sqH(j#TbZzA`F9X}$H~1sa4876K5jB0$k70Pq??=iV$|_~6?r4rEWD z;xBS+@c%L^JKLsfJ7VigS@9Te7Yl2t+=lfCV4Ul5AJ9!W&dFFNjVO4<{BvN;Ky8{; zSKsFaMOz`OO4HCZhhbAH)!1uaUF5-i(gZN~4~UhJia6>C8rP|H!O`O*UL zQlJp+6y?M7;I?;%-11fK#wb+8yp-q&xru&)LNI=i>SB)h{7I$9>e|*;x7~h zgGOCt-T)^8r~`XxI3F}d5JV>pB1ifS)R~pg3g(!CSTHRkvAMdABj=pus_OxvR#$uB z%qLljlFB67O*e8+D3clkrh!oQ%5cLCfA;CB0IwRb#OV$S)^Jt46`3nz<%Tg> zR$3yf&82GB&Xg&$)_ddqfP1cA-|^m5@BZNT$+(VM?HaS-)#{tg`V%>f70D%q$#0w>-F7R;=5S-Gh8)zw`2I^zZNA`66CGpS|Vf3L;nl2x@H%6w*Dw!}E)0O_LX2yfmvTw%*|aV^8q!IDgf*e({ie?_RU! z<=0G1c-a-_YDxuv5W_lmx66Zv&F1o@b25vh2YA>Zamd25LWWQem7v9pH_=Qh9RMCb z44@U%>PXm%!<+{WuH)cD4k5VLpx|BOyV}*t6_;2DBEZx8V4Vp>EB-lxJhl~m3~(36 z$sk4t;0lGVS9oU6p`-F3z~1_;vSQuVP<0T+3KqR0kUV$RG+8{WS7uM{(HO@9r~}Ar zYRp^*z3`4)hRBNqz(-e{Y9Nn7GlfIdQU@y;03Pxq0-WMozVat;7bK_l1>*=p9FVji zf8;(l-~D|VXhvOfQWLMU$Xwy%4Npq%DfqLxu3Kgi>W<=;J)Hw_@UN*ZTqRY0jq#di;}avrRoNl zVZ0;Wf#+kocerPky+2;d74s$G#?5x%Sx>TpcVE0{j$E~Do|*G%6pTCCZt-+BFH|`K zSH19T4D57HWy%ao$3jr2Zre_2h0r5*KKpoN;HOk@s0YNM_lv*qRW!xJ^K(Z1P3)owFx;j<) zIANTzbE5#bYw8DOz_gSuaSv1J2+|`i`7*@`_psEuC6QzoCBscRFu6~;fQ^Vk zDh@Az9~@}>?v!ww0(ca1a8N3^8W>Vq>tp>x&eGPX1S}rtV53J;_X(Zt1^3O^1<1S0 zng?WMGH}vAt7SvMUGX@BK*)3r_&y3QbbaM`0jNH-cALg-KCpJP9Hx+v%GT?$BF&#P zNtVo;u0ROigA-q^GU^XmVGPXX2M&IKyeT1YKQ-5UtWFGoUwhNdI<6GazWSekOPLQ@ zlz_xD`877``0Ut!ShnmvC_4`v)?1U>P@QX#s!mE%W3w!nZs`{gw-+a(_3l_UesCSO zAb!@JgFJIz<3WgL3HH1TCHqg4M+dN%ja?vK!S57K)g5SLBuk}1Fp076Zg1Cky)53y zu>|^W_y1Nx5Lyi)p)}=ES5^<&%=>G_-KF*wJfjwxp(5KM`vUBuW;uZXWkM<0X8n4# zc9a7F+zWvBZn9`3$cDFG;sv-3h{nc#@Ai{p`%kYv=-EW`!%`232s#DNsh zQc#Cf4T+qVyx%_;gF651np4v?BHqt=DQ<@cM#*n*anO7g{c-mb8|BtVR;wZfQ}WV9 zbL86d7gg;B&WC0s^wxgGd@-+xY@cudj3C9%2UC4(a)<@rGW( z0bo@EnsMGhF@}OR^$%L=A8+T>Ja@``jJRF%NYS|5CW|9w`T>M+z@y}7V0K2Gnj5sa z5nxlSi`cNw!~xPbKzg(nmw3W5`Hl0L007Kl600e2Vt{w+|NRFV z)=*6m!}BgR@O+ng@g(9C`HaRQC&DJ`RW_yGtsuX|iVRC}ig2yg8m@Ld1;A1u`*gl3 zc_!AONErioXELJCjc3OIUNp{dHQRG2Pf`w7H@K4d0!!VKTXtqYEuGaXZ+hWn`uClW zt&_($ZO^VjNI(h#uu;NF_S2P5={0T+@4Vq^x#qluda#{J?w9q5!E-J&0C?A5yfl;X zE3~~)5?pHG{dZC8_to20$oKBHyng_9D4_0u5#-fZoF~8g^5^TJp8|Lk5)iY5)CvqD z$Htcl=OOWIM|+#P?oiw8+mZr!07Ymw03M3EDMHJ7;)EW!NBZzSbN_5p1N~d>>dljF##}u&y4_h zK~s+J{o0@Wwz)BtFl5H_3R?CZdk@LBJqKm8vvSjLS!4k4 z0t}lb5YlRB)|(iZ@tuB-sYNi*-dD2@asNmO9t3v<@KD8Kq)Ev`Zn9`QEc|H{=#5G& zJ;kp(hw?F$nPh63Mz7)Xw+y~y0t>3sEs5=IB@qSTDxQeZKCyyh>sxn@ejDV>& zRO=t^>-HXFWGx$W)}wn>uvU4clz%SejR6meR2*}>Px0?qVdLvpz>WEibOs|M3Q``~ z@QmEE>glYy6u?7!jrapVztISdf|W9!3+ibR`r2HsZEcdpmI?u7zzk~`K#aNR=!PA) z+bl~(A}nKnhRblPf;NCTdRlPrCAb5yQ-;UTcDx&V0ziV2C^d-eKQ^GC?idKxLjF;L zI?Ns@J^%>Wwu#-A&vfFrj!dzMdJ%sI0v0GUw9f!$6LGb4;f?z+1{C~uAOBiyetLk1 zbUQySNpy}n7-Ppd9oOrX0X{!!Vc!pI&m8x&W$nV=W3m6mvl06y_o7_O`S2 zJ*m3uY2O&YtEZQq+xLtCylDK74h+f09f4gkXy?wGpQlT}?c4Sokgwdjvhd{Zz5E)D zC4%-FgeyM&?SlEUvJ?g%|N2ighaEQuxQzVe+h3_U#A*pB{)MRHwnx_rHfj_CJp4Nb zcV)2}v1@}Jl=hYtt2fEl?pPsP_a3w#8Z34P8~eN|69vE&?3R9WVxn^%3b+QV55N!^ z-c;xd09V@;Kv5if7y~@h*p2A>3GfUYiX~PKmNYP7!cA~+=(wg5K;V3;#O|9`e=*@a ztP@I?9%3$Vm_vwxTTiUn#KA&F%haK0AfcG|i8SComI=?Uf5zhWR<7A3Yj);oHVTyO zU=wto*4fe|moJ_#%jZthoOGI#%&}|6eL$e6k``h@K++Ntts~bGg-x<%zWL*Sp8-77 z^)DZKmkL05yev-23zz&i1UeANL6Nde0pEdwa71ytU=a##p;IT0lX*zLFm0k*BV%ig zTJr)s9mWzQ2nv{j_Sg$Z=Kf~xm?$K9F!B)lk>93*tFz$I`VDPAghwynC^!o)y3o#} zF1k1AfgB|V=K4ulq1dKsF>^79(7)Ya+xMq)OVJH8Wx?|E#j|0ey#N9^z|@{n4Sm`E zrG4P~6;F78hq_wZn&q>9@aE)N)o&<_OQmZnAFKw7aSxS5wD>BRb09AjZx=Tz7RWqN zN(|`yv)*b)3mkz>O3B4%%dB^)Z;jg)x1I9?&l;#V;vDXu8b2!{k3PL!?tW@R_Ba6^ z#u?y5^RKlu>o~&Vg*A|Rw~d{xYFy7jT|Qr!)&N#9Of$a0PN9ygLyn0-_P%d`y>=XoCi>N!S#}sKDb^UJlZdZ`uel|K&kw3rXc-> zf;wZ^MFF`NK^@OBf@*d1Z9@1!zOT|+$t@iB`dpoU++twIvxoa%tvS!S0PyxY<#h_+ z#pEe5h_Nou8H$q&HiS3CXL|e{tgGJk<9;ZN%b7CEU6#w*S?}*DupK{pD)L)AzNvkp zR@=q^UacM)yFLc+5_90mO*;yt8H;C4E#!m4BVWILrEJ=j$J<@JaF)FK>I>{}-0+Ot z^<>VriQj(Xx=Uo{4h*H+&J96bJxT2^I$1d7Z8^u9Vs7Pd{LeoDFyH-)WV{NgWC(M*~UIPsB8B9@mVmvR|OIf5TuIQ$|BcJ2s_X|g8+bF`i&95`?rt0M_r6q@Qo1ijHxnr zd8;OH0(e09f&1pxT?b_A-u+4|jzU3G{|GTST348VJ>4BLZ~7Fq?)kium& z={S+a>v`cnCGcpwUCu5)mIQewBu2@}orMGS;$8x~GFpA>vosqfnPNwdk62t%=p+0) zW}8iYhY6+T$_5urT8Y~d0FQBYwcI^Z^SVrE1Xzm43bDy}S97yjBI_xdk1kk!Qo>&h z+*O$s=0NOyl>+%}Ln?OA$5Q+CSFPQqU>cRd;|Ayeq~dn7&oKWzz(c&*)#ogbS6*?h zu2-~4Eq>}Em!^uLVuNkMJ{#xh!@i0=8g7@^pU|HKEqG29ViB<8zJRfUR}Au?qF?b% zV9rdfL)$`3K{z;Uq+s~F6LGU0Etl&CvnGir7 z;+*4DAlTc;77CS%Uu&2PZNZ&gUAZHc&iD*bU>uYj9z^)Qsy6nFv3u2rKPUSfi>3#7 zF|cF*$Mq6al*Jiq>}8eM&=kn47Z^R8OqunpdB0v_&z^e6BK4lKby%xSV*syK4~<

G&n(j>j+5z=^5o?B9qg0;a*w$&vV8EhFVsyR<=b~YD7z0G&92RvGEq|_ zp#1cKRq~D7a|_^TV}rc$`IpFRpLb#1GtvV*JhW&=uexYzuAX4kQ=!GV0mhZ{(C6<) zerVcO2h3W1&6s2bfu_7^pKQb0DK-vAVflm4{&V)b2YB3v$}E>&n5w2gh`*DT z=9pa=poOmD)%xDYa>k67e9q4&ydTOHV|6X|XEk8t+km$E?}%gXs(ruhHD+bTT8u3p zI#XQ?o`3J^&Aa5@RZnLOrB^MTFV|lTHf2-bl)g9AXYS`kP>1^QJ&4VP%cSNVjbcx^ zCuqBZi#68?_GQMcp)OUdfNZ5C?;h@fr4BKBWVbXzAP^$Kg<9m$vB3cBi~tRNZ7h#w z;m5b)o8b+B0ylAbJCHzz{nh}IFLlAR*i;lMT(#~{KVv`RIN5maS9{sN+f13&*1ccbdi*$MV_vHl zq{i<_t)puDvwwaJ;MFr~&+U800A6DJ!FGvQAr|CVTQX}}#hriulY3;hb9s3FxeGH_ zOyt!2;r&k(p1I+YbL5 zIv{01(peQoLqBL7odb}FwNjexAjH)gH{VVTxG%A`qzG^dn(ZJ&DI4e7P5R%igL&L& zE(=rw#+g0i<+5e-FTwQ0y$91D#m?* zf^s!>RNl+903L`@_>1?svUYQg=-P=aWN2rtxxq0P0i<6QQ)aC(VY|8hydte$P?qWo|J$k5GY0T#jo8@r zF@Tqt1K7}>+MJW9;1_uv_Dimo zq2nVOu>H|*{#1?}9mq8Ka5ekHJ6=;4y>ANO;Q;m)6V*lr!LdvmZth)qCqUR#O?S{z z9qF_7!TNym^!9!7)jL+m_PvM113X;2c;Re~&11|WDb`s#gjlcPW6XumW2Of@K^cHv zYl|E>*01blyw*E@T!E0r3p^AQhKG+=xWD0f#EswpJkmd??Jt5ZAKNpk^!;r?o9l%% z2&wJut!9Y{iRNp8yp&L8!St00ul-mtPR~zMw9+3guo$h{yh|Qfw^<%syG7RR-sjlN z%U#a8T3h9+a~8-&^JmJuX%jV>Jo=g-BpbJeM)|An{7jBJ;C$0>zDmgm5Vtq68(_H0 zaze%Q{jRN;X8`J&mcRjJzQ@Op@i2wJ2+i>EG--u<#|_aWK5XMZMmdZF9$3mQ3# zf{%s<&9gU8^X*MkHe6bqNdAF-Gzxc+AQ*t5@TmO|z+AjdWY!r+lz{sIra<@u%Yv?< z5Ss*nsx?r@`#z#j+zwYx7sp2Mq@b$CImJ0dYojS>PHJ0H{p^J*Ris2o$qREW>;w2M z<w2)3y;Mg>FMg#ZA$ABFf# z56DmtT_ejZ7IA&X;Ao)Qx1&s8^S`I=#~P1gsg-53L|I3-TPP1}wK>~gLw-6~w~?#V zK)jJwtyr~LZhy>_dFaE-7SEO!UX-Wd@d_CLG3*2Wo4*_-6R)Qr{ zu;4!^pHvAoVrL)RH+x(@(QJYVvnD-M)@x@|?_4VNvRt7#KZ9@(%>ZvN3dg}9IFFIpnM^D@h;SFNM~-t*31sE-ij zC}Dt4gq@(?jfFNG+=z8!L0p3gx*@4Ew5qMG@|9celW*MlP@#!R+b<$-xb|Xs>-Cps z38;A!;uKPX&A_m^+QgbMJO=^wU|+w238kWLXpk8bCnW3Px2v!TB8TBTDXnj)x!^SE zK@XsJv~NHU5?b(ZFLLQYAf*Pps{@qQt?J4J;lqE2CesZ>5@iBdQtPhZqDb$bx#fhh z%Cz|*m_KDPF{a4i8YrSHoGaIDkw@2Wl?OL&3p(-g*+h_Z#iF@##o{@#VCGbvlZO%e z2sfdI2Ko56ep&(W2>P|(gS#rg9?4q#8}%S`Kd2yy98)Uz=Z7ZQMpJV^t#N9>I4PTU z9*}Lj_sf>O2P#~&m610Z1aeeTpf&JdV@N9%#2PT{;rHa&xo^R9 z;PO#-svyW3&>K>q03i=TFUA^e!*_TFM1mK%wBh?;vG9Tu`y^#SA{fE{F;@xdG@dLY zi^+i%nvJ@BQt~pZSp40U)_$`-dg~awg)u#BJNFq{_6YFw-I^w$MLzd|oMeUTsUBeG z=b3La1yo*-HSV5{hI?G>qFZebCMcxWL#iFM1U7zOMPG-!c?8bbV|<(!`qexO%>5A0 z*YhrQM-9xEP+p-ZkyKcRV0uJd53Sv*0FTK*urFM9;Sv@0HKj+RDG%wUXk=Q(R;ljv z3=@cQ(y0n9SnSbWv;i*e8n1?!-jk!!2L@)u(*>sD7&Nn=M?#)Dcx>RCI$G`9a6c4+ zhx>*y_e+h>4hlZJ3w^0+cSdpsP3-Lx$9Kx)?oLf#5SJ_oIV^R^l^NaOK^{)f;bDN= zTxl2+`sg_mQkzs`#jmvnY5_aE2k(C6hd);}(K*2#_Y#te#q)||f4XjonT(QT-L;*u zj42asfs(e~SlMdp_f)T?03JOrPPH!HKL+qlx97&5tEUIX0A5Ki?LK%!b{#m9U7gU~ zp@Lyt?tWr}{Njn6Z4BfT?|;n;v)k@lwMi{2EZB_S^ukNkpJNQ9*qFV5!cE@)U$xM~Alb;F0Nip|Kdd?9JKALWq@F^5 zRTIGJyB{A?&_4PcYp}Y&U9o@AVl7}@OvMrPjBA&P30jJ7T^HDd;e#? zovrj3;N|Zz%UCV&61Nx1gOv3W?WUq>2%sk9J;c7OptOoRJKlkLt!}zaxx&I*Jz`+v z_qVu>{+kHo^nS#ujpWKjn^QI)71WIw`(>>@W*-8CDeGlxOXeLyP=~o4Tl~-$53JrS zw+EuI(S}jEeBoSq;YCaId8YG08vw#!WurF&-x-4vTKv>X*WRZ4C;pE)iMgPxm&l(A z5~~3EE9w{>HO9^nvru=o8z}5>@r`f;MXuTdhx?RJ2Jce~Bfw~zDOU7M2+W^Y3j}rD zK|$%q3FB;iXG#|zBbc(R>zJsgLhcgG`uw`{DGvPnNzIY6xnCEsQ?_7JjFu%j=Nv^l z=x)w-cn}9*Z_L#BeiXO&RQ^u6*^QB&$OOkzmP6 z9vbdP3PLJ~hPW_-1PJk(;M!SP$Qp?}c=(>%9$70Z*Ke`J+j_!-WCEUYqjKZ(E|%YT z!KE2hyFaYB!TF622Pk9S@H_r}s4pkHL4U!O6){a^0;w04w9l0cqw+Ym0|Qn?v(l&q zWaPL2+#l*2EYPO|2q7?EwaEkt9c@ao5+8!JUhv>d^}qkkTVZ@(#BOecEflt6u!Ql; zL7q|5dv`fJ2S(2O*KCm$Yd6ZC!+G3Zp*;@ag$vO%@-N zI;d1=arGEE0rEq2%H(lfr2;zyFC}Mj424FFQcP^D(<}&rt*u6!0L?DO4kRsG_UxDa zhmWZhE_b;Mq!LjaOj}#4vT@Ft+9UI)Pth1V)^9F2CUk56Ik9x0tPa>026bHX5V8=F; z0Xz@v{F?FS8u}98u0D?0)XJ>vPZf_Qjj0CZ;}~yPjqTZ%B?x>UIbSbjyVM)6sze!DAp^ ziCt0@XpJ@qNO)jbgh0h&?px)onDLO9b6P3+T?b>^>ly zcJ0@gQSDbQ1{Fwyxx^mUKhR(ErcIK0Q+s6Y^eI`}I4=qIU^#;z;$3Xn2KJ#B{2|a{ z{F)n0P~vz3j)54)+#D-GNjy(<4u%*pTFf%x!`Z%J^#g@Gi6!E(pcRR}OB2An+lOj_ zIy|fQxOiY#upip6UG8{dU5HOTA?M7UAm}HLj~@?84+rY}{$nw9258kvhs5PA&DlIeT}WvFwrlJ`%#VjSR<*9e{r$LsIw&nM zmWUHZN(02=riuY#W5JBaCUu6ILe$oU|9*{~bS|@)4`{o$4xbLVJ5`Ha{EaDqhrWP^ zPP{HShxPmj?7?*{&QrX}_k%LD9zRiW&N8Ip6staKxBE8wvzcr9RDl^AHU{v{+7OLZ zRMG=u0I$l_KoVvgA}mvTx@E@XqB|F^?LB-SqtGl5gDcV4;rRxb_lx%{7)=FD@S7VRJ^B1OmJim3B3dhmFSa z%o*Va8N3iUPwnsFzJY?^hC}=Q)td{yUA26keD&59^7DsQSAa?!fNy%irShihFE4yb zDrlKESR&pL*>&)U9@G@xnTi7U>EQ|MhI7;5h8u67)PkpCnIIS-W{M;=sKXczE%uO1 zaPc^pWk*y%LJY{b&JLy0Mu8&>gn3`eghkv#_dEPMvy>>)pT!HZWCx3*Z1zCUyUVc; z;&$*I`hOA4MfbqEt#bdm&GP8R?b*8s^0o(n#|ty3Oi+OI{G|)z%4PH9@}+aNui)l- z@YtY^8;kZ)35Y=Nc6GMPBoMW9n}yE{GC5cpRf=_0LLf(7a6QWUBm$=#KL`g9tiYJJ zW!HX9tiE-RfjzYdF~3A0X7Tl5AKU(xwW`8U0Q8#AuOzsKLQ57unz)aE z!tO23e4ie{$Jvpj!{3elNaGHj6kGxD+FRs{fA}_iEC)}ioiG2bK$H^*A^a2Sei#Jp zGRp(4R<@UzLIo~=W${HGh^2tBf3B9`=M@?Na~R)aLqiIxydX)UEWc*)Z^nedjn{(` zJPS*Rx1^?eQtu0jC1Zw#q5*jlhh@d;EppFOPaAM)6uEHzOu2H&T(jtf|9qX84>%KG zS?g+VR|^{U4#aTN{W4P$1dCq*6lxw#Yqwb-o3$>wF{7>MqXUPJ>6r{y%xu2H>e?8H zl{B8v2vbldj~^$K$J@S=DzMNoUtK(2IuE0VR562h1Wy;uBkGiLwDQ}0f)%k*322JM zS>?1zsd-1GT$v&U@8W(~ZO+92?`NNQucifx3qiYD?E-O5^_6&LSJ7vlDbvrdwwAN! z5_-C=Ozq{qpKGo2viFVwywe?#vFGaTfiZwrrKe~C;4J_W%jTrh7<~7hM`hL4U0H3* zW>1wjzTndA@16S(%Qx?QKwZXI;8F>}nB~*|cBdw^_T|ss@-kVTcqaiKHVFV05AZC{ zRhf2IKNu04OD*0*ByX8G!^_sj01$CSQ4 zYfGcZ^4Zhn9XDJpOJ+^gs>%SKr8_Wd04S{yH^KIKfS0wW5duao5R`#Dv>n6ZG7KJQcplnt5CHIS#&cj}gS%}7c+`{-CJ;0?HK?T*tf>&r=-N_t5cs;(?avLJ zj$6om=0}ud9)8T|GN=LwwBO+YP0$U1?DDwL-3{Q;0770nT%A^~*{r$t?pwP_1*UBk z0B?NGb{ZZ%f9_1VYWaMP-RtccrCrZjcKX%+zG(nDAUH-eRck!*E|mGIdz$LTsL&cRGiny=^#H*_xW*dTF4}_r1no zAL-Noj`j~`ph=U)HyL9o(zhTs7jF3ISGZqJ8rLmTdb$e0imx`3A#-_7#ayP`F-g9I zv(}G?pBKz|2e7Fw+F^b3JT6;%*}fGiSkOjcWe zXL8MednMa%X7&6P0L*IbPmNi8Hk=N?J5z9{`?AU$#kl=AFX@?#&DgX5`}e>Yz^gKb zI4qvrw4-pxIdi8M$T@fs$*2ZCQzmLWUL5a2fCsHVBzXcn)f$!r{-zEtyu$=C%YTM;D!9?uv|P}| z0SA{!Umn@;Oo6EnBrkXd8xJ<^uid^B!jAAj+?a%6BQ)OAvcNeWs_xEi{Snm1*lT)lk0T)Aw4rpVdn)=fDLkxc0Em_;l>Ps)F^2lS30W8FuckP!gyZ2{n4_~9srA{H^#|k7ZNWU<58UWv<(5|AspO!t2AG-(b8i1w7 z#eb>RTpFaK!;}J;=gNqQln0um8rD1XQLco6A_40Zu}vI9j4K3JtOE}Ku)eiDC6-hQ znfiYws}Aem3lRp|%*8a7#6DgtzR%SCF$io5@c!;w+3hKS=j)=N<(tnoV9n*Z?QH+5 zMFyc>4oFK8_A90&;QYcKS|+%akwerH^vvzj2vTTa^53XTt1dSt>O(uASXB4H7Nh;= zSljp4w$x?wPAyUfz-)dUFOn|VBv6Illbd(S{cAQGWu}N+G=G*{d;TJ|G;6#oEV2MH zP-?&eqv;HW3zmECQ*_nlIS5cUa`L#eG&ZXnaaSASnDaG{Z&FZq_?WwNR%mB-*DLqQDo+?O*0D=dWOBT(RU%Tpj{S$}Q;l6(P`t1*> z8;m78ZjcM-&ywpe&hraBuy%`l<_EthRR7|OmnsnS1px21N7rQ9bppI!{a4Jb`LQLmZ0VynK8b?tgI2R%vN5VGlK5cfsNe;86(q<&#g#*KS)O`;PRPu;2vd zbLY;G-+t+p1y@!)huWY~ra%CIhcpSaTJ>~wXr3iw+_VyJn9y=}wwmBj2J#?mA%+9i z6np|>?_j;0G`?FIyJ{7<3PH0B;fC!{kmnx6H+8l(D^NkKp6}DLjUIxY0=?+lNS+h7 zD?Vf(B=ip<)}=_OfWy<05u4S{0|VBPIx zPm?-3G~eD;%jTrro%dtzUj(Zfsp1?X#|@8N-HkI+@xN5a-EnRuCIm@rv)S zv}l$IdGvfR_u8~;9^Z=;1vVE%!5pai0e<{AQAvS&Q$#88zMy-^$x+=4jHNiYR{L+t zR&gNbdRzhC#t<{wD9>BAAR`9D7&GZO_CNf)q68%rzYS*|+R@w$1%$bBdTS@hjp+| z%1>^3ukNGTPf!T`imZ10R?n2ldE%Keb^dXXRv_(xFMss9>(y0{Zh?<&d`5ox)Fy!3kX4!nXe92t7 zY|(7#>}b>E>Tu=suDB|YTQF!QSj9p#nK>b(z}iY-7Vn{DkD%RX$*pw|w7q5)&si)^ zOXgCG`xv(e>->)WhxA!Z55k?Eymo4-*Zn4xc-_oK2H6RatTGf*wbJE zhC;x{!}>8+pzl&YV9uexz`*&`*4=XNQyWZS*C6t|CG+K)^A~AdQ1r!M)q_y(uOq|e z1`77wj`lXSHv2xqGXQn4?890|g-Z}FR^Vw=wTu(K2+%pAeXZk$aItK8bt&#taQ|}nSt1*_) zdam2HJG%=T^92iLCCL_W)6GA=TlO6eS~3y2_Pj-cz;p6 zp(Qtc^~VCik_DjS6YqF+W<6ZLeUIGwNS;3r0Pm%jF0b3Yg6?hJO$>)YYsmA2_mWA| zHw<8l&j8@T3dv1b0Um^W=OU^?OsL?OPdzPPxpifcaWNc#=gylU@3`SAK|ViP@9-F& zN8fp^ECHTBTx08^7tC-V1LTp20H6+1`J)h`NrBbcm4Ygj6GsJ3=f0`h z@(dK%{pbty8SVwh>*?%J(8qWBS~*7kFkn1WwP5_XWgz!Z!8!mOd@o29QdS2QXcE_6 z|B;&u0Pja1d7lafR2G0}=%F>6<-YaXG;YtgIqp5XW`fU!b7#sGOXtd^i{~h7C0J7t zV(fiRL(IXgyAR4% zC285OL@)ZRc}Q0j_ASV0VBJF+6Yug%cfJ0BA$7lmq9SGAfr~2Kd+BbefK8bmVTm;h zrsYL50vEG96l-EzxSsJG#ty_n*%}D3yz#S2)DiN^S;+*mEr= z7X&|GBL)L!s{%|Eq*A&4k<}VkjP-ND-05;9V(?1lI`%afC^44}#EaHfAczV5b?BJo z9EBSuRuAKp{Tx!4d89`;aY8yZslQbhqV*$tVb!weGC1Gn9Yh< z@QAbtpPlk*vA(ZV4(LAZtat1--Cv#SGd(rR=FI6@?DR~Fa`7p^J9<=K)i~NHxBS%~ zNN-ObOI>T;o{j5d%8ctGQ)V?#bvE8#Zyi+p`1}2tdnN$wOrG`a83TCrj^=aszA=DT z$Jisy0ZBe^J2dl1_MIvZtlcUSPrnuUa}!^GHIt zJ#Yl9d3|!=NWT(~V1D{y2XX!j<9%T10?ex3}PaoSJ*6A8naFd4f#q8K)Kqf1k#!4h}0=!~0da01F=8i=^k# z{8RD`N9hlt5%YxW)06BdxUvZ!fR@c~WBIeW?WxcSs-PI~?sp2dU91${EotST;96M! z!R6Y66f^}EruTp5pR;lC01xkpnMqX;Pmt=M0w#sG9Dr$;Y`(|?`Z(2sf{L&=aDULe zc!}AH{T%ZLz^=?fR`J;Ar~(is&L*Joz%pmhtbA(>NSQBGt+^*oWH~w&0J}wj=TsOB z%)S7YaBo!a1_y{NhS&&K?t5yJ-1$VJ8A#!JnaIBi za;ihYT8H;2sEe3z6)1%yj{BVQh`Y9C+Kl;6jZ*tYI81r?HItTb0EfUJL4W0 z19)|G;r4w83syM@YO|(HOg@Rl`#0acqhPUv>*U3YW@q<r66sQ^|nz~e@F_Y)iB%eUMwhqL@?2Jq09^XJWw z-+alHGH2=}rI|+h0)Kdy0X*KrxR;okA3{A`;vg)0dUuMLw1!bfQLYirr&3)Dv+@pd@BEKK* zGlopF($IocJd~i7b{cUPmqjasjhD!cAN!&KyZ~Z;_>uSI)a*`E?PCUMd3$*6R#~xb zqcX&9-G8VumIZZ2IRht+?~-elEl_Iq%a_kns|>8i`;Yd?p}rwGaDy@1N zF9b4+z)pyLKwZbc3L54Ggg&UGx)AHXgOH1Fisv6d$@@R^?QFjQ!28_$-yE#1 zMVqJ*Y9w-420-DhY#cWVX(Wy++ZcTus_u)hg1VbE1~kkEw87%o%tBUXO)IWZBfT+8 zUD4%J`vn$QCDTEF8}qG#_rx5;98!kLVIwnvyD*KE3gR3CFV{SK4OTE%fvbRdg6uuav`-Ck`(J-RCXY|^36!mu)A=3mH`269 zUx$>3%>UO`yn5e%xcg1)!5#Z}z(_&R@4e#r+21%|QRmlgTUmJYily@ladx=)sqfz@54$Al`0dZ$e1lTwdw_@Z z121x9E!94&noCJcyPL9H!Cei4#)?&&72x4uh5++|3-cH}yq{une4z0FMjDE*+;YDF z>_N8*n2DG@Ee#Fwn=iUTWAm8k+%;Q4RHeP}0K-%#ih=i7qAWx}{F)d1sn3X!l} z;ING20T>76#s6C1j%_kmx09M?;ZR?nj2ySa&fI>&Cp)Vm;>%zq27{iKh*?wHd*Wn9 z*&VmT6HTxUv6WBXPbNX9&CZ46+=6%GU;Vud4(CEP0A7K(AQG}LiU6JvS~=c0I5+Ox zFAs0nqF`_J_T4J%Rh_HQ_BS`mHA~I1cg6Dg>e>nm5MtzDAw~Qi07IBIMavlGRU}s+ zg$43r;XiTC_LXZQvpj8XP=iWm{W%F*haUPIe`;RE7O960N zJJDuXQ5MbYl_j%#W&ZRjDyRcUD6kJPlwiw+Sd5rgFl5%!GAqyuV~b?W!kdPgMxL9626~vi0P(ho4n^YUPMrmDCGN155#v0*IjMw`<`)z5!ylZR_Xz@S& zzBg4gjV_|RVD71ARrT?9sc*9O)t734V{C5GHka^kC;$*o3lI`BT$asS05p7$TI+(# zV|*|71CSO0bg*a~oCC&m`^5hV)Ek3Rh#->|SJZ*gRgef`r}kEj0Ug)go~3HxdlaZ5 zM_nL)iB%dgzylc=2$INT2~cNKr3iG74#53#K#5Y&E@kRf>c$lM+2XhJK8SPB8X(RS$)}(t?g8+H zvh8#TEX^G=4WQ6Ab2V;~SA6)hvgZ)oVr?vb6#&mOW%~ZaH)AYQ?zFY`wp!zICf8H% zE{g*^U7&Wl&&A(02Jp^gq@Nqljsd(n#u*FpiA_5SnzyBMrX|TcP#uU!{`Px!WI_Uj z++V-y0$D!Ka_BKF!hNeYsvDaxzx9%<3NB^HN%j|C`Ju)pvCQi2k>7gBl^MXpX1Q$E zw7LPFcPT-gcpkzk1eh!tZTOwZe|;MvBp&G-$N(O$!Oai=&mYkG???df!ZJ6yUp%&6 zzH-Zb#r$%?o$TVpbL92UyHI9^1oLG8kHSWLh~Rq;9_v#;&BFIWSO$?oM_Ze8v^E!r z1N2Z%&{``CWou3)T}!y|?V;NleuE%%v~N)QN8nmjbQdL6Iqrk-4-hh;vt8#OHO3w^ zsB2m#gfkYYC{S@+Vz)%RgMfz2aq&0d?;Ahyr7Tw>>Z$;E&i%<)=mG$+fhor11y|Yq zM~*2;3*0%8V7*!)wKrs2u+v_-1j*IsDVYh{1M410T99Ntw+dU0blZ%DD|{COD+EEmp|pqTQ%RgQauKq->DyjFG~-7(Dy2t`|}m&*V^}!vrqWi5R?kEO_ef6uGD{9~c2d=B62hMDGT}LmeRY-Y1?`3my-) z7hk%pAT-blQW3zOa2G?I)j$0EeRAKbVEGKLXsCPS#tA}nNtOLbk|hj0*rD& z;|h@NEp(_C!UP#N@i&AcSaf2bhlA6DJU>{~gr>NEanQq(0TcVAZRDN*NyR|L;d(Exy zL}7mMol4LVtV#r={#gjqND*@X+AXqj^(Hwolq)p&&cb;bd@vWyoGe!_nlFVD*aUSaM=6OhUy{H$(rBgf^B zzWA@%T}TV?>Gzuj&(_JP&KHol_;14dW74B)pss9x_O6?nd_Kg|*<2Y_AfojG-~k}x zy)G{(>V@(J?t<7e%3`!Et}h1~{#)p>YgRfNhtZP_`o1zyr~McD9CZQIDZ6T0&iG4U zhy8>J$FaU>r7i0d9nTXdwSS)siO%U3e%X>a7GoU>Kpj$@9K!lKeq8rbrq{7Cv>Po( z?}WzAsUihLNS*D4c+hMOU|)5XIv>C0*NK7F;#Y7EC}<8Kx@<4T{_UACtL@okeWm#+ z9jh?zqap+QU^N$BRn`Px=f5M~6RM39<}CWPte8cx=pFH^1bEm7v4-M;cGXH*!95@a zhE8X!s`aD4M%l*yRt;314p=*#XUf_?2Jq?~+2`(kV*sztu}6NM?fZ->9R)6QaH}dS zNU!k4pWLe!7cS~IzwmNdGHXh~1qZ1WknX^j*Ia!;MJfj5*t_-NwOSWwt8s7x49=T6 zQ3a2B0bVM`Bnt=+r!ol|xS3L*!l6j829R+3!)q1bsSqzBueki&ObhA{t9k$)>Vv>@ z_v0Jn>$k6vV*x| z0)!TH2~%9ehk*|c$F*9A58Fp!m-nkCHYC43JW$Llr51|@i?suz9r}4(M~f!6W-JZb z3`Rs)T3E`2UV;&CIl#RtOgkbEZ|T6l3GgV8{M%o?I~>#|$w46Z<4jO&?SLDvk$EWS zj|64kubek<;as_PldM>?MYhxW6>d~)7XV)13(zamd&Vi)yK312bthv1D<_kz!@8#c z0z#H*)2;nVh^f{Zh{Xmfpp8e)%Zc3`n%YA1e>pct++$j5i_40O=JC>TF?T|vZnwN< zTXyY}O}h@rmOcAqVDNZh?r7f!JwN`fK;VSPq@FIB(>qD6mc2dQx{qY8a*T6x;}FjQ zW5Bd;vv?$<0412j{8yLI@H-hZ(KldSg}Wtx!?)5>lPRo%MTt4~)M5>5AJ|I^odYY? zu>9vQeovJe7(>kE&wk*|>RJc^IbKVqgs}J5n&YWGIj+xKwk@3j5`GuUXhrH3FayKN zkMXl{%;V|ex@oBgu;Uo`d!RJvNB+zKvlOC#8yi8a(_9f}>)VC-3B>{WyECK$@OucA zDTw(s_w*6V(^e8w%DS>gWIF$%+@v^P;NlOktZ6~$0T7J}o`qXxs<6-1x*Tpu?Z-YBVzQz- ze#Dr@1Z8*^oRQaDZvz7)9QURkZ~Qw40NdVjTdj{&?h9rgeC&yNATI>#6X z+Ul*l3U^O+a3WP{@vKnB=32}^OR{bF8&+PKNXg$26H8aV2t-c z0Akxz=y$Fzuv#Dnj#fU5zt7FbcawajUU0|f4EX0?KyniFHQIgz?wcAv2yh1>u;{{r z%^d&}!V?m|qo|NkrvS{j5Z`Ac+NkVTk=K6Y=FEZzdGQA~y+`{-=ajlK+EcLw3I1Ko zl@tlRLq~Y%- zjp;$$85IHEYG(5!x1@Q?9_oaL0Ftu%v=nh4f$-=*-TXZnZL)dY(b6iPe&25-Q*==I zKmb#?h?+G0UJW1Ry`0R*Men_!%jL3qegBpBEzbVOpW1Xx0hCGzg&xdVA40UoSj z=&uFSCko=c0kDk0HTO2)KBgoeBgZwCZen+rf;zu1co#@jplAYevqZC4zZ*ouJ?xQG zzw4eI6dF|8#2?BzVAjQSYM6TG6YeuN_M#UI&JE4MS7kpVu=BU1ER<|Z49f9+0CsU6 zMBa~g)7?Ae-iUs9*`I&rSqFIaFlC-y`;{#Iu)DK)ihMT)BGLe7SP@JefXmeAX|B%|xPg04wC) zGs26!PcYA6g=1erIENJvV-A-|5WaM`x9B%}!4wuA2(T&FJ+Hut4G)F_&m5^e$`I8*uL*-u$md-ZF}u zeogY<-t{^alp*k|i|j4C@zKtl2L)y8C}V}Ko2OQY6Z z&4U2%3dlk&Zq1E_STT+%+k<`X7f)`GyB}Mx)?-*N&zn0Rb(bb{V)sU)=C#pMKT=9{T50m@-eN-}%hhj>U@= zYJQKa)y`7^Y^QQ>t@rXgh)MD4&DmQ|{bN%zMoa(zAOJ~3K~(qr@81Js0PhsWaOeI* zvggpT>`F8s)#zZ)t3ldmi7Q zIo^2RHRmo+?JZ;a_%ZPYN+F2vgo_&mApEATZNXh|@8P5Jg&*H54{k6r8Uj508;9CE zUv{;+hH}FL8BLt$4nhVjcPU|;-v^heWBr4faH8*VE{o8f!*vtxW^v%SYRn_@6+b7c zZR|caDHm8E%v&xi)Q!G5+K)5~L&~J5Om;!&Wc(Q4H@>4?fd`3v{1~L#6kAzTD00Aq z&%E|8KkoqEsC?(oe=lQL^!1Wn+yqV=FBLixZkYv;7lhC<*CPtB-U@)&#RoNRZ?oLD zW|Q;{k0h63(JnG7%cu7$8z)$6m(7`)3BLd}`w#cY-b2R(1Tb*J!h17|m?|^U8e}LB zdd7Fkl<{B$?5aqd95;+}!eWV=TDogKo9?KZ)?{3u_hFdz!f!+q_9mspPjBF)UV10b7M6tY@`0B0zH^PLtL57 zzdQ+a%s#4M)?52v`3X5IKk%7&ctzZkeS^jdjQ`ASHcvO;L6!e5CCLhId#Q91>>CJ*h+92)tY3}|4$G!p zd*$&>JF?uB%jZs$OBT)5Ib^x&PAI5@f)k+5@2zp_35%<sYMwI3j*^x=1EPlvC}1E3Ck1{Oly)W zG%8hHJZtf;XA9t+4pU~e{*JGm3h~LQ)XRI%r2bO@ZKrZ?J>M~A!KDhCmL0 z7`f3=P4R%k9N!iT9DZ~2*X(dG!CVE{(a{P)073^+LVWA4hs=5sQR`p1Y`(nXrB^B~ zI0QTv1zwGf3hv4n(%3HiU$x>x!Og(oq96~?6tvZWe5IC~WGoDz4Nv2y0#tAjtFc0RYbfsDJ&? zy8_8aZq+HHEvFX0j5NXAG0okIZREFEyK+`YohPngzAq84w_@!k1$?^>nf1#TL|$6S zMX6am6D+y&)!95{STjtvbPs7?rrYVm0?AcKN_fZz+E9Yjc; z_TKlq9}fdb0N2e~Qgd@lGb*0G69MSvw%_wL-G|5WFbgujAF2y0A?!CJBbt!MQfC;Ias|gZYE?a>m_3mX`LP( zk$3;yH(_E_kk{7KEdT9Yuhs4`D_%<>c{N?&QaR5M^TS+jseE~U4*2=SgyWiDFtT=M zfH43XWh)HCD;#G4XOcL9nbMS01gNk==Ae#kprunSS#72?>W1Pd%t{ZwQ6Jp!VW~4v zXUwabTBS-Hs{!^#-6!DFi!PXZB2W zH=fYdDU-&Vo3bx{tt$H^31~{<=CVEsX$0`M2X0=8Rj`moOq4u3vfOnQNf~O#M^|hX zi4+hz-XOvW`##SX?^=7Rz%HJf+#_+$5zKl;n5_>}&c^YmDFEU3$7ciJoe5KBs?X~g z2ab1{vY_62^(08-vpiJ`VZFeu-uvop{}{llx2K-F_l*I(QylvzH|;3IZ!DfYRbw;a zg2e|-GRl{Jdar6nDd@f6{Kb|tE-H^8u>C3Igv$#On@^iKUj6S`U|skxU-~!Meh}2_ zRu=S5mM{IM-%Nf@oEAa-^`pZ%-h6!iC_T^|g*3qc2vJB5f)@ke;Ti-02ze~=Ch9k4 zSV?e5@He%DMY*E@@KBIr?Av!eEXdImm!{@MdFu-MzCTyrRCy`phySU-mcs>{pOWt-51XYL% z0-|rf7kc7@9`&!ZIN}m5Vx0uyP`!e|Es&LO|D)#S1w#QOXFp|+ZE;nVw^zO zg8YpT_B1zFMEsGOUjWLD|rx>^PW z1e88l=SH78wr8sC}4(*^h0)c(XdM$#R)j(bZW6f0PJ!y_j%0w*;-JL-N@CRv{okfO~X z#KAWKBrzUR6R9&cQk6R=#4L4i?abplwO=%6W@VfnS#ZgmXl|hScgJ(mK;3{G=^rR~ zOZfZNY~3l3JpD{?)os+&BsW}oj_xP%dgFOuWGRR_ZK=p1nmm|-3vq0g=us?(mMY z4e-vCDYLBatDVt>z2GbmuAGVW&hH<-T`Az1Iv39rppF5&Q<*`}&3nfH-YJgz=H2_{ zu(O;^pEO%UnhP2w}xbE%0yL@qmD_lVxu2Bzes>7ZiX5p8Mf1 zAD7SlB50C=#NdInbO$70-HERb5fU2d)A z9E)R!6l<2S|51a^`B3J>TP|EU zQ!ZIFN2W~ZQg%(vo!Hu<$*&I`>yv|^ig!5{t8OPjID};neTVUYGQ$&o5EL*D5?#;| z7)U+X<9jeSpWd-wWA?W0J1B>b^krkqlmZ3iM3Y$s;Ytm#hx9G8dnabi)-)H#LG5pG zcz$hCu;tC_rUp#kzWf+fos8jc{9^%{t3 z!oo^f>+mhuLk}XJw|_9R0Qr5`w;X-EdB4Qibb0l-5{;QL?mLM4*WjYp(3S5Lgr#UFqT z2wHMq)MYWaQQ~(1JZv)1Y$C7K)#okD@(Y1{!k5(M>_IREHO=$ptvREk1pylOA((&X zfy46UpWQDj)^8SqJNxKS6{g<#is#EqFDd5bt2WfijOJJh@g52+MmcUSQY?OhhKSMF zWTX--xy2w4zE5rHjE|xXLMfzP*(jw#xl$wg}i92?SGpicm-tq$Ig|`8>JioQ1M%?lk?4f+hNm zX&CVTI5kH;Z=97fP{FshHc59I;wCNs9*S2Q#B)wl6JV|du%cjGMB_&XhK6L{;Q`sc zZ@+BYdsq%0KBoD$%$n!OLXb;S--O>sb)L`d?U7lNdt~aw@j8zQ@)h_vf))MlK(Yj8 zN48a63j^3AF$u<)u8nw3ftwP7Sgx`^1;DczB(PZi&3kXuzcd{J_O25a(}sJ8os~Z| zPJnLwMktBQ{j#N$R-f~hF45Z70B9LY2gMa)={R5cUdZ#!O)b*W6qrjjUeR1^HI)L= ztiW35@_lOjqONOeCtWY0l=1ASHZ0cvt&#EwV^8->O`Sq(QmR8lbgl!`VQwH&(#Kr$ z5w0Q3VJtc1(?d#-baBHs4B*x3 zp|R^@0Phs%05;=QTXq(nI&c1rg3BWg2GH>PvSRfnxp&p3?5C*{y5!xzc3txAKUw*d zY}m0!uVE2G+y3^KTxp4FHUCtzx@O(}$Qt?i!)xSV|3C)tAh>`09j{hl5rH36N*F9mn2)L~wx-Ok?UEU)pL zrd7y*3)ZKx8$PgZi@Kscx?!vA>oZs2tdEeILM=4K=`(A}M7d`9Jh^h|0=Z=I>ez|KmMxFp`p?VHplYBx)fJZn{)_#Ong>Rx2GS_u(EG zTp6p8vuJM1AXsDV+I)cfC4h&E<7KbtccYU4CCwET3K)_vY0~o+%bUsd-~ozS0tW`o zQa3Ox$45`-KF+B{(5&pC4vfRvPWL~KgN{=G+407PxkpfkF-y7l@)?Yk#wfS7$@q|4 z)7~NS*wfD_z++!uykw5NH7NZEA?KwZ(Y9B@_CUR3;^$r zN7pLt@$HYV%>W*rfo1Uhzy87sVinIU<{OgIKxKk>!K#uUv=9;RdTf2xJ{(q;E}f(8 zQ^BsOQN{(~P!Gun1VFI#eS~Mo{8$U%A+8SKj%DZmBl4|ZJSb0W+M!x#U*I0~&Ks_- z$}nm|O(npKNlx@T;8r?h^yG2D!3S$5Vz(ghu>iPO4l5H$AXsu-y&!{Yw9drZIo6fA zy3ul$n7^n~lTDvEDTm>{**~Zh{yyiHe+)y@)z+*ot$2S-$b;YB^2vWFxM&jKrQ+@~ zt-5ouR4RFw_?hpg7C$3M2m|Pa^BC-DpG7fiJWz2>6(NxpTl++l$q%bApIHgqyj;6& zk372R85M4~?l;y-Es*Ec2QDvgpF`>CY?o`6Es!gbVEvp0nfoi}u($3VJeFJc)Kcr} zQ;-|1Pz3+5lE4y=nfsh?q91TNX^6Ec0eek|`6$1u_z2d8OqgpXWKlDC)8_9A+8E_gWq@i`9fe z=>Phk-!~-ylnBkua?{&hDRfgt`&i(f+}dLK=)!R5cUjW$=0YB|csY=q1)qcQC#VB! zF05yWbsO@GmtkDtj*Is;E3b}ONf94~^#|)5_A0EGSYgKXOzWl2x4{uP)Ym6SRbitZ z$Y^w%L7}n@8dGSl-QPZ9-r`yzLeawP)x;^*Yd2S5goyJ%r z7uW8CIZGb|u({JFXEl*HggO5`M(XA`3=--Zh!Ik1|{IIIz%p7 zWQpH-$U^&1x5XIX0r2|Y0E(z>t_JWR)WXsi7ig7ldw7j}`PTc2iP3`Of*gJCxZ!Gb z?@SfElP-$cxH&gC{N@D%2(PJR>gWe0Xc-mNbSpz&XaiijXl>y;XuV?qJ^K&W%RrtI z3();5p~)q{gWnk64I$9dEaZZ-(*K{x!4jSWsOS!HW(4XGXnx}pUn-=B0Kkh~QrSl- zp^sYM%n}qjKmmxlkmjSJU`H)GMYPU&!9zY4eB!xGpoeb;sPo^R0*SCls(W2)iy&?f zuAKL;*({GCeMt=RMjK=_G9jS3&s#cQu0p=OW%Fdpgzk!|hFHl%NBd>>p`#VCd#Oa% z3ZjC0BEVkHxDI9KOx=r@sY_Q2QZAU#&c3qL2FTxMOo`9zIV9Wn9g?m44#>cuDJ%TC z!zylQF~OT<;Oq(Q#J=SM}@+Jm*e1fyXrbVa$Nr8AAg|p4HNKP zoit!&DQy@lM=Krr6)8%50l@Q08l7v1sT)Lo&5;mWbzFf>z8N=3dowI`wvVY5t;>`v z7#p9uq|91}`Vk9$WMELidNokTu^rdmF5@~{HNC-T@VtoofOBZomfdpCs;4u{*;UKu z%MF+2=Se)Vs{uXTk3tgkeD|>$%u;13IB*{oJ#o_T3gA}Fi@~`O$Mf3n;|lhVACIDz z^L7#7#o#yP1yixm6F*?TrGg=Kf65(`_i?X_0S-Z4Jpko&0p72IDYKsb<2_{_BlXsC zwyk&7=2)$3^|m>6-x$C?#1Bx8Pj1Y;H!~u5ME;Ez;3$mMniT zkzv#e1rV%bs|}w6K>+TBPzeA3o+!Q#aUhHb+p=fBeC6jW2QT$G;>4PDn)zUW)W17WC+%8UN0H@)oIBFRxns z5?8PS$V*uC@a>wyLlZ&gN(vR)0%+j-RDegkR+Rsb1#g^a+m z2|ybdKB4#luxk&A(+vO`$g&)Q28uLJF1Y`~8Ut%x|G<#CL=Fyt^|AMwtR{(1%iRdTvh?*5WkI>J!J)j z;w5LLu|)5YHv-&O5A+R4-@u^0CzXD~@9XGuxL*U%VUFZ$#@y=TqJ%K*?P{T1v1YT} z^6={HmTQ(Tke6J#tn#7g7e8MaPmF$0hSjL3D|%SpKE;8*Ewv}cXIHsBFDT`rk5!8u z$!-$ur(z59%(GYH*3-4#)pEzge5mF2s;i z67eHs2-)z_h}kE)Vb^g!zMp&;8)O$K{`HU6EvBe8B~a)tcvtUXWHB&U5(a|_R&}>*tlIio zRdw$<`|Pvh`mgX`Qyl`tJ^}p01DL~c;yAG#ClsgvLXFwb+Fb2POx#>a>CIyyCd}_= z--VVuZFf#i9~BCG#1(*qwlGH#k%`x_F5V>RqvyVfjBp>;1$SW`E=)+}w zVnRN7D*(^cQ(spnpM2jNq`F3=skUC~>Tp@C)_O8vQ_~%gmLrRP>>Ws*K&%^#lz_Z= z9a$feBd(^_wTJ!DEVlqU0DnfXDnq2^AOSOrCPDT-#6g zcQXNMrveNsX@3!rn+154^xo_>XQBsY0p1LIb=Se8Du`K`Kc`I=b$95Y9mX&rOoiZO z+rC5crSCkNdFqXCe07OCmmMx&zwb%e(2+tz&nhRD7u7Dx!JHis$@Njbl2!((k zj897i1t*AbA1<+$8z=;LF_DX1Z*`E;;?_GKlBc(q=FJ1#5u5j#^Ibl|sVsQ01*%BM zFvd;3SIzY?@*1VuYh1JHNtTZLW@EhymsZM=LMV92(SjSu3lEV{*rDBk31?9}k&rW} zb^N^bkqjmf+Y$C7JJbD!5oA(2A(J#98? zUmnO)#X`)k84$c6{9-vbs&RXd%;7pYsX{EmZ>SVdYl%;bF_krdJ_xPW28bIZZg{vdGROI+U`q*AHV4%J03ZNKL_t)IQXv(q7@&r<83=1GJ~9OZjML!g znCv>xD?1JzmE8ezFc)e+MPQG9CxQL4I^hU@qn!T%ldE_bTlVQ+(+BQ7fmj zq5{Y>p zvpK-n_Yb3d8Pj-5ltLvI)nM_kZXn`nYjo_msX{GvyLIcpJr(B(hgYt`M`lj~SL8h2X~E9c!JDdwX1|{Wcr%;>Se14jIGWtu*ib9$mM&B+Yj~*P zuOGW!-2CkaW%uE})lYhSNNvW=`QF?L8Rp+nK0DnkUtN`$? zzHp8F^}pXQ_dJ~@OXocL*juj2P00`*(zf}9f~HxmVhyb3rJ9^n7tPQ*a@7T^WfV8c zOoHAjb@M~$aUkVHBCMKVVdN^A!`cf5Xv+8Z4d_>PpkcvlX(S1BzKck_seb+br{s&C zv?d;I`s{}5uawrt`VxA31m9TjE}AakGqHRPjE-u&j|vO83u=y|H0A`01tbS*)$_zO zkw;d^ql!QtV;r+|n%s!B!3ZD1HmcRga`}0Sh$c@T9+m!)vEEOU>7jhv1)!O!l;QhfFsj(B?G%HL`8rVR>lF4teu#c-CYcOQSG^3vNAAM|K4>xGD?$S0*ccRJ+=6Kc>k2u7obLYsi`Q0+7)wz(@ ziLC?JD&wY0Hl9~3c9VBk0I5VN6UkG|LTC5#J__2r5<(e08yrwY*~fgL&*@(*Hd=g& z1FHkT%lMMg03}h8$3=)QAe(|j3P7L4E~K}KVuV8|En@d-@lB-t^zAm(f%8s9qO{nTEG=E=@U1H^xeH}y{^u= zX2*r`2xszCUNGVPQ@Ug37X+GfmNHnEz+bW_mmE_-jiBG(golcL2(^SAvw>odCYwW`-jx3 zw`og{+_!~w>a1QNh!0&j?VAf%ES5{xEZ4Zb<@3`7*W<9o(j-S=8?=WK8+mY(5~_$!xcz{Q2>>_m1zZ5U41Cq<8l`ovPzNlxLn9OFR+@seyp``h!x{)#ioRD}s(^CJ zhwL2SIm~}R9Y4(q7_Sq1S~!N~0G=vgf)oew{UPCw19t9>HGVB8rgo}0yW-x+|Azio zw`~-Paeg^n(;{`%HBz5*HdCXv17!#>SB&r&55* z*^B1MtIj`L{{#&F{#WmEno7U_U$$mAq|CbDwwk$HIdiE>&58hXC{w7p&H2 zA|L_G?C3$LB0f<`BGi)QK?!bB^$^gMYSM8Tv?SC9@aRv3(0MuRgyD*FEuMhF^1Ou?7XdugSbL!&z6N1qoW#D~RWgoiK&y?FGfq5S zG&NOl(Pw3^Fc-#H_%en%uBHv@QWgkW_u;Q!)?m#O#{K|p6&_O?=EZt`a^2{qG-w3t$ z9*`Mu%ZzJ|^+4x+(8*z2EitxH+f$e3D+}07O{ic!5YzPV3q8t=+lMf(HiU2hQ}P#U z*Qy0w3id8Odxe~{d_f6Nw)zK0M&;<>nDh+|t6QJTB}klIx~?>Ny%#`@*^+gsK(EP> zaH!i}gX=d1$4X#=0>H=A(f@vJTN{ys_Z=OOeZBp%_fWqKB)J5gJEWy=a163(X{f7{ zf8O+zj#DF6wc0xQlaKzif)w_@p^P%&^eZC=z`_zweG0O@g33sjH@MfDi=NKR8ZH{C@m1aM6uLiU)cOqQ0H?3(iYe5)B~dIn)CBL58z$9VXXqY za)PX-K(G`Cx`u3R1PT#rLmm(*+V`gVTot3gE2}8)T|?u|2aKxC`4{&f~$ZD+lm?)R;0W>7PpbC{)B)y;H^1SNi<;x~V{3 zxwSXlXU+n=>Gs&m@A_GQcM4;Eux~)f!DfYncu!m=^B#e~cW2-N11sKtefzZ~ z+Cyh)sgXxt*d_Npo4Q^S|JUBsByG)3$X>Bb{QcKnCa=5Xoa7n@ z+_ElJdGQz;I3HZ+H0D)_1<&EV6yTu&RW~w=)e+Gc5#rIzm5zfI4LdHZ@ur96&Qcao z2LKNN3FbZooT5|*;ei+Sd0hXty@%xHJ06thc6zI*u_{(g%G}l#dH=N=<;ruRrdB@2+IEIVd zc!tv4!3F<+6<{4v2LE6H5SIcQ!nn3M_=fXP0#hn?%qCMM-~9Zf;;o_@^#DQk~J&jlC{e-@Rs%Gl0jDs!_zxF zq87fR1EZ=`2@CZC_LO|ZD`D(eE%h#Tk67Zl9W8qA_=L+_cG5GNrtY0sQnT^KJO@kE z(SZ>;3|Y*;aQf&lUXM1MJSks$@JTm{RaMea-yr|(-PbECDE*2{rm>Z})FQ60iD$KO z1st)*wzV{=H8NrB#e$>BH%b)?7H`RWDZ}Ojz|2|NKtXx#aMnh(2%?bkE_RT}&<9qG z9g}%rZu&OUP*}0{u|yUriNbM0$%Ol5Yoh~ow&uCUEcf9Y0f-YOfE%WP##CA7Y7Rke zyr;!;Bm{Uo2aED`8_Kh2I*{#Lzmxq)8JyDu=Jp%|cBez&jrZSJpx3x@lpZXTk zG96+S#sOth9z&?r%lwSp=gakd(Y`d*_=RU}Sbu08EdqEhY@+l`_+c_-R?j9r_e9iUFrO7rvK1UGZK8hXGSS3ivYgF2&3h?aRzIN|p@}+wo zP3Xy!WY&{a^4bmS7O_0RAbWs#cOvpR1t5Yt5vr`Ho0#usvx>zoNL*_mA%q$x@V@=iH_3>9*OMni z{`kgsYxV9>3GRTMu*O*ouu8TyH|DaO#`7ya{EQ6~5Ml%lHYbea1EqqxV5$`;RTLyZ zF7k%az77a3Vy(9$iEzNXtlL;%iNLxP&R^;e-EGY+mNjbEsRan(@Z<@3Vb?)<V~atz$8^-+@4g$$i~$x6!2|aze?lw^!gmZh1fmz3jSe*pSO0Qm%oRo-bNEeZkv znUnI>O;0LtqswchO0GT6?OzK!+hsv_yDaYPP>UiKV!$4enOHs@BQ0Rwr5s^?#B0q7 z>!c^BO02L5u~_Lw#*de{(%bw`t*{PI!nBHF3D;IqH~@N${nEg)Sxd2mH`KWH@Ez|z zIEwq_crFWUyaqTg)Kb@2m&WS(i|BhtUPRq)j)o~8d~g*^*JAO& zvoFfGA0r0Otr9#yUVG8H5^(C)6tSSp*KA%wQ#^$4S+uTZBK%eY>?~ottqsN{FV%qU z8S%bY0FSku$CQbpuF|l9 zsov+M_`b*mGp{eFyB4O?{#k%Go!*+g_DuJ{EWkU(9)51;KAAXnLInnd{Z$LP)mo(% zg)(&8JofI#x5)j^ZBJT&*8Ib-zcTsTSp?GfG%QcIKlF@#kHAL!%bKP0HNiP9ng;O9 z8grm`Kz{3%Z)V6tNayg$_rIYe@SHkB0XXg!V>skx|rUAUFlTJJTmEZb#9TzMTSc4p>OJnUqfemX!=)RdJgjgR@ zSD2JMJfK6t%*7VfsjHnPr4BkV6m-osEzdG-b2Bf!ggrNmBTIl>AV{fuR=_^WHRh6) zuqyigS64MJsB@26ITT#EHF0=gNFIM-mpr<4mpo>995WLyC5Z?>zGT%h&9}$DC4mP) zJZD*xSoRM04e3wD54UeDStuRG#!tw}Dwjrsg5cgzOAN6{YXc08BpGj%X53%N@7UO& zZpFAos#3v|cNiOIIPZD(*4+o?g?)!KhbRh;JD>3+QIn2<EVZ(=r&>33KTGs{6!lVmjk04&%?c{l1FQHIW} zCDa`9bS~K3tz?c>`rN$hY#yfbG4(V# zm3rfQXI(T;XK(&^)-?<8PH|lK9O_kfBsAX$0}u%;h6E%aT_}14+VwyA`aQ|l9IkJB z)rCSrb4s4u-0hp55mGG}z(dg8uzG0*;NkXY1uNTM|J!|;Cj8W8uaI~D#Kk3+r*fJt z)qEm|df}Es^!v}em|=qp0Ui&;Vqii!Lc7yyI+Fx#~Y#F<-vtQTg({k7fGF4uaQTa*llP`i%>B5VVTr|3 z6&Dx31pA%O*XA$a*$Cz;jCctub{Ay+(YNLDX3?H7rH4J=S(seiCi(*KMkgGg1*m-W z6F;XyCIvS)+)n}MVbOa7X`1(eki}8Cr&rPr2rY~a)7~jhE33e+!Npfm5&&3|@5?7S z_H!mLJ%im_PACe;I5G$(mKux4vo|u3&rHv(DNjz}fK`?y)08WYWw2V^`5t|Kr#$?E zi`^R>KUQkY(+6f-wPw*gxnliFRZ5(*JoN?$0kGwiJlH!R2YLsUHI+4nqRK4JI>)?Q zWPOc`!-MgXxxswwZf#a}PM9$r<$k@+hcMO%g_pS|j*LQ(;w**W$32I8*GbCX%qld$^Pg1f^j49_|WKt z#y`TGYs!R>sWw~}^cM-pd1et?W->Qb*oS4bRuzVhEF~Rt=ek<5b+|W-EV^cGi?7a0 zaq!UQQh;~eMeAGw_G)JdR}hUmt+(8T^FQ<;2=@_Nv-vGfKg|=uPZijO&kWZ-pDQs; z)RFA>rX1sXfL&frKkipBI74?#Ygeeu3fnppi&LJJG6ZbE}o5$W{Se|sLD5K|>w zpK9!WSl`FzMR-2ut%oz!&RKwWrh0a^-s$$hEWn#?k44u5(y*k#?uKB}SX(P=mMu_W zrxM@$Z$9|6Jn`ZlJuFXFO=`m6_g;OeJ|zTd_E>Ub{oUOUCjgI)9IgE|7pzeWULGj? z8&W4cmB#NO5q#{eSIdQ~mnLshWZ?*3*DOUQPZ*1*i5oG%v)p8kuG+av;c{ixO@0Cv zl!81uTsbV!YO`sRlEO+Q054C7hy{lDdHnr@p8ay`T@T5&y)F@bcn@x4#4v6++x1y| zc+lRdlF7$%SZG<(Ty&#jCGi{x)dcR;V2Z(QJT@8&;)zod z7t3fJs=KkbgoT<@15W7y?{18r;odU+JQj|_$4%xi^SLw_Zd`ON0}TAQfo6{%bNTa3 zi4j^2&H5Dza_UxVu682w*z-H(!7V%Fq0KvFZ$ELrG2ATO$QE_9DbTxo-72|o^%4a= z^mQ2DYReAcwQpoh4)qR6-|(>JKU5bxpNzU*ExV=905HMQ+tEfUh8ErbSnCR6m4Vd( zEL<#|waL{16YB4L`P=$C^Y8ei$WL9eUdG0bOKn4q)Kvpyd~P+@tC{tPC69e?X?KUr zo71kWmo5h-)_$xpCv-mOxLd=$C5+FQt8L8<3hHoi9Gk$>cfwg`V7x6rO}Jp9Jf`GI<8hYzpQ>L-r9bt;IqGpR%z+}LlF^lH2 z*4q7UZaYtm&@&^fKMU}xyIa{f7O_?=Fpv+uLlEdFhD*KM~%m4ZJ2h=sjyaPXQ?PaoZes>{21X$hi*mJUd-{FLZ?;WqYP=4x) z^OcY#E(mnLb<1tC|LA~APJ9yAr)K%o2j3`dO~kf&!uA|jzOXK(hYy6?`<~gB5xQc4 z#|DHIPrs>6f@qB3ysjvrU{K0tG55uh%!3|U(>FI>bn7>*m)J-_>qY}&G2 z!QN)Cj40h_oZF|8@eoT^Un{tBUUc?Sx$vxI(%j%cM*1jcmC^XRNpYzH#>bVY#nzu% zZdBlQbH&C($yoSDOeus)g#K?UP5^lRQs92 z-UtzvvQgI7>iomv#@y$<6!0inQO59`%-<>!tB)U7MGRJJ9Xl+8u#A#7EwBP5MXq;ViK3N6EG@EB_oa(vp_j%+#rvn&-`{e6Bo^{bQfalo0OUcfr`wl+} z*IPe^{b|bU(=kq!yyGmutE87^uX!nYU>4w=hF&I)>u6wQTG~CQY%EOt$bbCqBN;*M z++_>pov+?d7`MTp_xZ2hDbMtz$&?{?`So{SS4g}4?2di%dtbRDRiXR9`TzXppGclF z)dtAM6{cz+1}_v;Vt~hc4vvh=@K~A-0w~$p-m0#FxS@qYJAwhiO_=zcXA&Pa-cqk%n|Lia6b7Rdq;|WNyf)y7RKrG#mT<~sr?n786+ZyYor5R9AuNFIJJ<7)R zh3{mRvT#gI@H00&?vD@LbS`D7He{@tPPdK5N`8hg{YxSfG{jjCPhOeeZ+!349H5a84 z`QmU*#G>_I|Kcm&5;>{s{!jnQPiNZA^LHKWlO9jhGI8RVS{5xOfmx4ePs+F{GQYD` zmUMOK9^BR5qU!`VQ;oCYePF-zAQfw!BQJ5aDGOwcV?@PD>MYE}6BDDDro<@`(ADa9 zQr8PipzVzf>i%{jCr&q+e*itr+2<^LHs{M9Nu|oEqBRo6=ehM=oZ`UM;gl!{{10#0 zsY*mEBs#zL;&s{|F%gLatySt>Fx44S?%iyk41rzI^?ATXN zEk|OVKMnH3nF4p=`GYd!r#|uLa%dp+hPnMSACY;TZ5a}*)9^Y!)GG8$2=cw^D)#v& zU&@BXV|pg6hqD&EmvTh^V?JvZ;GKqXL&(~7s5hwz5|Fh%j;@mG$y@i2-%I1aV9)z6 zZ~h65=PN4T-1M}3`JVKi?zR^B*gLL~l?xn0W?b0#{^h+hOC_kISBW$we55PydrR?JrMys#65(( zfB5br^7Z@Er1UP3$62-BaM`(X!|Sdr>zYa3m00h>@j{3~phS=zop4m{6hI#2E0%jr zT^C{btFJF{t;q*@j(i{w!}H0B2I%-R3|F@R@QW&j?RHFeX9To!4U0a)rJzK$46 zWfdHm(AciHaD4-DSM?-M2M{zS@kT|0TXL8Ol_dbr#}69dC;~htoR)h=9zeH8a-WM= zn^a*QS3v_FwA0Q203ZNKL_t*LYUT1&{+617gC6TOF-k7!b_!tg$X-l9Nv?}J4y6P@ zi+`jgc;dy~^2D~?^62*68HV1Hyn&O|QdRBZNY7b3UoKm}LasdLtYqJ^aYNAnP=zsg zbix7G;qh^emn2Cy;9XrXa{vT@3QL*hi>q~On>`IODcm}Ldw9TsJdCX#%qmC=EOiLrfX0PgZ3_10cekrMCT`61nSzK( zz={JsFhGWd^@mIHF)YwN-Yh4Vyt_piW0|kj%JzF~a#HH6tE9Q1q1cg@`ED_Wxbp*& za#&Dpe#Tbnu&u=a&w*F7PMJkF?|iVhI+Qciw`p@v2H;(>ewAEv(b~k)AJ$WSK`mkhJ<$QZ|~S7dwTn|3iP@g*R9CJJcP~U5PE*kLHYA<+@tYMl)3G#8Yl77 zS6!0(Ms|?={#Wjl9|V>^F8<67Z;}=ByQbXe^DKCwJ5FrD<9f(daA`_nk8rv1!i~yC z-aXXZlDxc>wB>YK@G1p(8WVJKG9mIHHt&mfZ;~DRj|QOEq|f%C3FbZ%(8wV;<|+9d*+SM8*K)vx?tHl*&nF#@L9}T-Ll;j4FCJL_^ymIs z6GB`0=4WnH0onwJxNiYGxWD0w7Z+FtRe*+gr-o$FX|6!7wYrE`A}^aIPmkMd*I6Hj zZBU`zyLCD%Uh4j7^^^*UsYNeuu7pCLu7v>9s3pL=8;42gF=nC|Q45WC4YWLANxuYS zIo2kF8?oTZI~hre#nTmSVE{eid!N|0OAZZOAQL<38HaDa zdy~{v5z|&9ZH-NG)5qSc7B(0*T}+)zBZ7M-O${xR2aXQNev+#n=~oa)TUb{X2TPx8 ze3|pO)k4Y#V)hny&5^D-ElD0f);g<+c{w;bCL^RZz*6q-bN$9U(TwUO7i4E!v$Qog zNppRzx*}Uz7@nmBN9y`kC)HR4y(Jk11}P=t^=o73p5+KTY@f&@kFe`w%Yaij_}Imq zIKp@xBrKcJB*H3u=i^(FKG?WsgZ+;>>MasSiuY|man7U^znm6Z#-vX7i%v4%lLDQ zmsiz7ZP_jlZr&kV_aAmts9OBkR6~a1#@>J|sSyBr=PaKuq*tk} z&c=P}*wj=ja3Z!13mx%zjA#GwxC{)BsIo#C3WIuej-5Cme|hJFt_8|eStB>T{*}_! z)Fj;&&!_{&pR9AJmEVY`!vOYw@8+Wr*^TFxKoY`v2pDRxyE~X z@EL6jE%oKrZ)xprEQ)}gUC%o@t7cve**My%&V#%fumZdEMs5s41p(LV^Km`Jy|)af zk?k}2t<3*4Zx1`2;EwuDL1-;7fM@R#0z4hlDPr)a^L{^!Yr{UZ-@`sV6K<0Eb35w_ zeLBZAeBP{!<_}|*{l|LdEWkU(@#2s`-~u=u?jO>F9Zg?%d$TN^*HyN5L@NX$D>vPC zuMCWiCwZB!xp1w#>fEz3b*LNN#3KMaz!E?MmnS=%V`1fc zPj8jK`SydEc)T}ValWQbC@P_q!~g>TkAvDQl`+7>LSxT9(l;m*C!7_4&#*WlxD)q7 zoActb^pF)fWq{{|_Us8A|E=zjo)E+icLR7~yvNfo?v-2bctCdGk{be-YLVshx;1a! z1!p;cU5WLMwjp2?x$3wvbVM0el+;39Tt(d&7A^OY=oemXLqF?II~!DT5hgwDPpao-H< z2>Ux!2AJRyYx+Y=MqE#(KYbs?dA_&?S4=Ec8L(!Ieo9z^J7zjQ7T=^~9650!S&O5y zelsUg9AO3|J}fROg!&Kpoi$~kE{}zmOG!MwY0D0|{|7J1lP~U;6DH^fr~|N~C=hpK z@0WYtvW2o{=>j=-`65}=-J!q*UThP@ei#pq-yQ5W;sXJ?&V~NCNcuq^Bx?dW=2aZ?y zlolw3U;&++#PaV1Wle7ap_E$eVBJhdPFXfdW8&Q*odB2x>@ff^w`_CcwEfGi?R+Ip zyvG?SOer`_^X%E4g$3`fC$=QxvvJLGxoX3@gxNJz5apd2MSyEMz%KTH3DSJWF>tAI=oeieKLPJwAsjotu?*<}ARgw5MLa*UbXFQyhB(F}NYVxc`W{C8^f0 zwpw1XVsY8p)h#6O|A!SXOlQ#E+#tX5wri3)Ot|0!19%8Gk8j;Ab6T4f;889*YpMLi z1#9&8Jm7$!`B&fiz9uS9N>!Eo+B>e53w;`ZyiLnw6f8a*0xr?HX;MW(fM=FX>Ol~L zO_O4W8^S(}ca8$w9VvMrkLw}m2sg{=Sn%Ra)($ayKiwpi&i$lX8?DeLOD3GRG5_sd zo8%i0J{4F((wuK^z48M2;B^~IWA6g13w^2Xm<1#ZYJpK9(8bId`ARr0^efg;T;lTD zh_H`U1-G>roU@*m&o~HzjS3EP{4$8sUs-@{@TQC%5mBr(WDEPwm{JF?I=x*Rl3=HQse_vfAweYZon$OII(G zOV_TDvlh?Q`Nx>>etEHkyxYN}{j&Gypb)csWMEkSK8QO;DfaGHUYNwu*&IU2f+cZL zcc(0w+o1#|OgvIPXb!l5nNvZMRJnM_6DO6#Y0u$4IndWHI}h|J(&fnMu8l68$y9|pEOi0^?+z?@e$(H$cDY==VZAEo98h$7gta-Z?r=}4 z6xb!qqy=dzDixB;T?cp%Q(Mq>eXbuP<|2xzJT}lGBBW%Drm(D^X>g~cKskE{er%k=1jJ27T}%9-kq&`Iz2E8@TSvS(X||gVGgfn zd-h0uP3mg6X6gJ4BV_z2%e`Zt6Wj8~U%w{0Z5{x;d!Bk;V?%Zy z?pHz003P+d=c-F&{+zZFEuOh408Br1^KEjVZ_quys!F=sTjjTJc$2g=I?DR6gy74p zKHq(xXRq5R=dDUXz6lV@ zL>G)@+}D<%JQh-lG_&RsStP_Ebkg4x2kcVTKt3~&m&D_EL5IFKkQV|xtVy^2#?R)a z@lX;T^tsb4*+vYgn(;n z(5Sp<3j1D}MzLmj7FBC+EXF%FOvi}HJkfXXR$G0(kMp$o`0TEI@?6gWd2Z)^=^r0+ zaeL|NbG~_#4u}{KT-w<#8&)rq4QDTxOV%w+5Yd)`wBKJSDP40Z+ z`NW0yinS}`+Kbma#@?us^5BuQA;k&8ZQh!fL^*&PyVwEDvnnk=z3%|Ihv8t6UIxU>yPA-TU+liIB4U za9@UXbH%(adGnR$XP#}F9v`y#JhOeT{J~f6OoTQ*zw#BUV|tsFijLf*k`hmHX}6$JdD1Hd!Epxp44+w?8JQMef+ zjMGQBivh9_#EZa)-N!R-x#K~(ebY1UBeO<&Dd-(nULfzg_Hu2zZOBDJjOLN@7T}`y z;@&v6LWLLD@}S7~fHm)a6`E^nN>UqeEyt*g*g zHMERqA9!nPXsOeF^p-ytk5uDgl6>r3I6q=*9KZ*_iZEutDt5nw)zQG5){iB$pi|pPr@#2Eq&nu_uf6lN zGCVRWeIug^uAKX;%XgT7_RvC%5}~$6x;olqZbzFenA57UzL3JeysJ4jBNt@y@gc+? z861{_{R7fB=sXJmX+RepkAlSqz+2QkM;6X$m!j++Aht`D2foeafL*-S<3<2PLA$ZLRj*RQrA2vy0|S zIPS%J{^=pb(Dj_-4T2?7$&f^H0Uk=-BCwig!JKje{17gf3d9x30cWDA;ry8ecxR%A zXX~6!56l9*>GW1~ty!t;V_ctz#j}DX3<8t95?bT<-g04Kt@^WX+?%=O-9NEGRxZq@ zKiIMVh}`?s3(0lOO$~CSe<=Bz&E<6$ze3h6bI*?tN!y72>HAN}Hy$+N5O+IqWKd#T zi4On;D<>xtfX8)!6SLp}>WHa2cEY*t5zvqDh%2Nw?j&tOAP-X|B+v9j2_eAacLah; z0AA6iZ`QMTOw6)jF=Gn!asXbQu)@8MzpzVz-ku|U3i600vU1kKZu!}3E|+!778D8) zmZ-ea=@_!3h4;`tKwcQzseR!EWu#HFG`M-e*f|%jJkkW_I5hR|{hxm$6BDU+_?G|c z1CAKS*a3YWFRU*B9{{wGMA%%50c4Tj7rsvzt48v4h&!O`kM9kE73`ak_+X9EclUy< z0X&z~z0`d=dr$-Ojx}n<+&5u>1nBaOG4OGXxo+~i<$QGM3|t;S1p~ya`3eDe zv2Y29R01Mmxo{cFu_&sWti|eiE1kwpMv37aGpr~v2x$!<6mg)@Sy+|f)4Qgb3!V|f z&{h(U<3j%6b1%wMJNG8w)2$oVpGr=YXlAO^RdK_LrE=lfi{;#vOJq)SLvkPYeCF@} zP2|XD{kc=B4R1Uy_g;ibdCXUI___#FH*Gqdd%&RVa zh_S+I+#4}(QY9@-4Ki;|t8}z9t1@TLp?=wQ@QCa_(x=ZXDh5XCYN`}yFYIiWMO~e; zxVz2G5hX53-OY8JAzV>qk+VutT$@~8Ik6X9+HV$WNLv9+i0csldCpn#+KbnDYjp80<$$R35(wvO{CgPJd@A5BY)M`} z@;>2N>(+h>$t-=xRP{`?SCs?bCCMTE!%mkaspu@wbSwc8SDpnAfJZ53k^E66U&)(0 zd9qGCH%?dI=gAS}&hV+`QKjdC`!U?T=Rv%mTa_jwc&p#_h<1G+dj) za_-8-nLuq@mJFc)kkaTlXJI z4lu|G$a6;tH?(-O``s_!A)AACvk86fhBwL5d7XN19up+4O7}kHEO-=zfU7QCqlY?# z3g-IAcL+DQC^a|MtGkw2^|%({vZ=8lcNA23^e&ou2zkMn1j6OCi}rr;d*-DLu(l&` zAaGfsZF%ubMF5Zc&{zZVzV*irlX$1Oj$W z13=cN;USzSm>CgC+~537yKqSc@P);$wV$l1*5(EUdI+zv6-3)m;EH6di+}>PA_YRB z&P&fAY0nA)I^Q$@mHEwfMFPE-cA+J1Vm8@9MEx+`q|Cq$qV+oHF&vOk*A?s(mryRhuYl?vCk1EKk)H+w` zbu$@z!Q#F~ApKx%6TSTy8)6+RJ5e_Z2)nfVkyC2H97;Rj)QZ}BmDsza% z0`9g4*h+shs0Uj1SVy1ADvVuT~yH`tNg9;03 z5gHv!+^!H-=Cl?kbZ28Gc1HWc13U<2R1nE={fPx}ZNC?!@-|l$H~?5tqI2$>j>Rbf zm1w^=_sFexKPdYT4`{o+Sg11S*^B4O`>)+7uUNS-NpwBKDX6#Qk+0}8t3-3m5$DN# z#DbH6yMP^2Nl=J8s;yB=ljc@ChG3c%8v%G@$Gio$TI9jx0uJ?HDWaG) z&wx-7P);pES%KZXQ<@Z|HW#-o**d$sG5tW||HJ>ipv*1b5c!a6ZB!YsEfS*2{)EX{oPwBqcspD+D;)6I$s2 zxHhk1Wd@+m5|6w1z$$5~;~9|cq(l<#eynU*39%5C3WNsiw6Do&Ip*T&$UA4xJ%0S8 zJkzsRo_cYQJi2|43|YzxZ_3kk>f@Sh%(-_-*Bse#xK}!x8g*}ItgDg#`Ezg2rZ`A9 z5w&2V&^T~(P`2$mDEs?|WO#H!=WJfV-Lkf}N;+GbrClv`HPWoHa+@=PICG|yh@&-3O`k!3FL+S38D!*`D7j4ATMYbu>XmGtFo3|=L@^zy!D z7U0cr{1Kc(?Fk1r2gm-S{c@n!6PJicXKRxzUy!<2hD@0DXbzcp;eYA7kI1&Yhns083$ec>9p@0qRg=+<4yTX8(!@VYBi7`KwQ5q@#d&4iB>gr=Ycxy7;9IkATOLdtAD3jtmw8?)7ca6w&v|J{e> zu1B|I(cYL||o5|v;zCI6sfe{HC*5!f{~ z1qlND3GykXajeX3OTJFO+S=r&rK(Vp6iqmerLdGm($=4wN6z)_i5>gY8{oNJ`($t5 zKtjlo#L?MeoD@0WDcgx1>uhV1|NHH)l?|(xIwB8E5?<>-{NRXM4Tr}Z17;Ogn5rrj z;<4oRj*y&uOk+d|`Ga(4PIHrjR$GhCeUwxkHJaX_sk%nmTbrf3twqx?Xnz27y-RF3 zj;0{OvbW9^BdexMzmsU2(m6=j3!YY*ng7HzZ1`Qy?+X6c54tOZQf{ zW{Uc-Qh=B2$2l+iqXhD%Yn3Yk+tV4-a@SS@@a()i9nYKvc&DQmf4u9M1$Z+Y-!R7; zRXD9#wZ@NZ-E%0Z6&mdGR;G!^EsvdDfJRjX$EaWl{KtD9laonMi^z>{c(u%%)20Vi z9>BZmg4L=`z4gvbDh%0Xa?a9)a(xgWUvzN&<+r{s_dok$rX|1n&THg?RZCN0CODV? zg&ND`i5)Imzd{Kdl6NB?U|UOu#-8u!BeQVuH!hr(_&o2B)kNnOM->1(u2t=|zbSk# z1P{~LTAg>o-GUjN{AOBcuu z*Kd@yOBc*=7G~SeoQyT;yh|91p~GHe@>j1DlgPphu}&o3KEUiDX1aGn$1Jj zfm@T#;%zQ+Jd<&?MZml1I>y324(sKyT)Oq-od9(~dIeaIp|yki6dpcL)6mM>X+VukP9sFpakljqSXtG|;}v6&wlHC)N_Sx3$v|P= ze(L($TWTiVdJJ7jnIjKv>5)4gdoH=%0A392iZ(9WKlnag-*%5#9uv@0K*loF=E%6> z6_Y2x+kS(`s{wF6vzYg|?!5gayrxnBYHbO<8tgqY^-UA#O~sU1uCJy8@NC@j2xNW~ z$XD!~3Ey|BxVpT1^2TJU`BwCOkz94Eih`o&%>ulcj?~NNzFB}bgRyq*5vfKS0S^}_ zE6?uOmx)0;d+|Jh_(6r;$fZc*I|>dq0N4IL=jKPbV(m(K{iUza-(!Gx_M&-$1&{K~ zj(zf-C%0sT;kR9Rp)6nE^5hk5I0&qtxaBrY*luNRXPbQXgKtzJh!VCH3m$+1>jiaQ zvUXX*$OmYJjn85W!)J0xp?SB$CQDAU&B20$O-xhbq=j6@1^U=+TKpjrI_g-~LNsQ%m zr=?l#!hm}_&=3l-)*w6^Aw}=th!SpCG0J!CQxR!tY}6#vt&I&T2*34{e<35m^g9JO`KWSC zjjDh^6OY>?Y_l+H=8%Yled^-I91%ucol9m9NaGm>gu*^Je*Acn#=+(|-y5K$J>19h z0VzXc<2skEj^t-V(&WfPsufTYS8FLasLNS2kIOIsaeN}NviA;+%G29-%i}NZl_z`l z=u|iqBweN-yW5+6zQ%N}tXVKu)-0VTYZuSgB;@Am%l%y)Ei$jYRbAj|_XO_6q`FWG z`bpuL{lg<(FdQ~kpXyDtXn15Y*=EI4!#hq@LO>YaJJo$fds(hOu&+$du_-Dp zj=8Rp`nr5q)3D0v0z93<1tdT}OptdfKy4<#aH{dPy*0irRxnOy4ps8ZS%6nbFTK34 znFV+=82`}6pW6|bLKnlHgGbe^$jbcAHd)lwp#oi~Wh}DZaUa6mqc7}|e|_}Xq@Ko_ zI{DRiT%*s*0KCab0YqMXVaj~@&)g>Q}6i zUwFf-^|KJ*edqBl8k1ui+=eyIy$XvQLLW)YO$Z5}$?rp>2$Rm*$3|!=6XM|r0iJyq zx|`Y|tQu(_YiD(a8!rN>B^1sZa-PGuT05r#cy4n|fusx1aq(U%YqvE7bZXQ1uw=bRh^{FBu1YH)V zM~=3!aUZAWE2*t<05B}>o!uwY38>O_<@+tq1OlwJGY=u7`n|8;D?>vgGU3Ov zyR|WA7}Gao54-rR%xyXbb4F-lAWgwK|K*unyr9nb>3-zTm$0)P;gj2|`1h!~XgU%v zo^kow<#O$Yb-CM64D7;-Y=1J4mw9FsQ)_d_h+T^IJexzB>Zaf#CA6ujas40d6`@i! zJ`3aOY%h=7UDURzz=whF-2JMIHLp^p%yNA;6M#p3MIg_uo2g)FxfadryHj&3o_L8d{<<> zV?!`Y-=BZu9%YKFo^%KAYcE=-x#~iI$MvfNfX8(Zwfxh4Ph{Ti>I>EiL@aTMh03qq z`Hl83ktu-~lyvs69gyZdSYaUBmW;Zleb9;_FRVj&rQpeBgVvka%Iq z>NochtR*mQn(!2l#rv+lRO23}Dn%}2dLa8aDnK3rHdZIv>)f_P>Dt5hGGOca2@6wJ zY(h}_Pk->Y85d0eo~FJC+&jZ}<={7A(b`19dt4gB;@rbhT7PSo^_PM6kls8LqDrhy zo{=&J^V|baBk6VDkW1iA39V)bj0l4W`v573S-6g8W3>w{w3af#2svG(s8x6JFr%p%c%}uNB!PPhH0y~IgaD?|B>=ZRGoX6hD-vw1ZQO0lX`iN(IYB~j z+()ZqaCl7Plz-=|cSx;gdmTM?T;{bk%fW$R-zn)lQA?_(@=$J5ef@bYEpo9YS6?O< zoxLPC?ufQ%OdWYQv0nRJVOZga=~D~e;IIsMHr7xXLnBN9p(z%K`I|hc9tp%%lW2Wz zdt2h!5YB1aBZkMvrDy+9*>kv8wn5Tj3N8AZwaA#W!77ugv-rcPx}4KAldmUlzsdtUsUZ!B<<5o@d5s z0LHTbZ>mw5{eBkUO>+*gIhZBDZnc;t`y0^nOpxY)&(|!QpK%T3fGA?{3gh%1{K0m) zhlJ)n%Wy|aqx|w)uTB7-9X=tzv&{+s_Uz7m$s5wnpS^BlMnhZ#c>don{kv@5b0E35 zwyIiw`$KP%rQLHhwv8CS2cF%oY=i7ykj}jNyt9?5kUC?~8y}$jJup0)2-wc$D-|Nc z&Cy&mP0%53$_~kx3ftTwxz@Sll@}z!=fnUnCVny3x_HW%l?34-(Sk>UP~6YNI%3U( zKqfA)Sg}Yxbp1v-Ytg*i*=btwqNz*F6>}8pD#C$jp;IvA2xI_yfCrnu+ye+Px6`ox z4}boPjvxdp)1(LhPwC(T>hbV;thg!Ial#n?hhfs(No`K3;O||g%(9{R3ZtA=NnA@# zj2_Ao#yVu74BMmg#K+lDH#r4;JIfK6m|JHEGy&8~ zOaehlNqkl^(dvq<~I)?Qdpw@(iuRO#Vk;YfN8$VyC7 z3aVXAq3~*H0GJQ3Kl0Pu1U1g-_;DrLpwQuUiAar05Am@#UoATi9hEJ+56X-C56RA>{XS;Txzy5D6kTy)uek)Uw;Hgw zROWWHYCndIso^~cMkqcYX2H70e%3cU<``Kaa`Am=fGY(XE_P4*4HsjGT3Q;FJf*w6 zMctW+(KBmly6zn4?m5^idk#BS&WVZRnKT$S4hqur72SK{g1TgGr!1Q{M_r~VX4P}9 z##x|abAY^;MkM9N*;%Y(#Ta#HT&M?XrW|_cxgGMIC(}Hum#tf&xltW+XN~3$%yV_O zIaLIhQpHRW&z$b$D0EbFk>aQRN3cS_a0OlZ!7b=+BBZSN>Pw^%(98K@Xx+}Z^mNy zmW}62b5p(C?KP~_X#g)gd?1^+<&Fn3+Rh7CE!BkNR*DYQ-G_SR6F1+MN!WefvPJ45 zittJ?fTvcx>S}@HML|^!`R&q}L_753gVd3HxL8I9#;QxmRyf>p0iG9N5op7AP=OQc zsE@VFI~?se7ZV zFO8A3`dPoY>!}raf*82t8CFDn4sWjUgH9-JYi^Kv?QPQ4-jY~t!gnR+%<|I3jFvb6u=VJOWYE%>4o4^ zZ}DSjmK`M8MwT{hgZ_#nxb?B&U+Okug+_qbu+@9tI&08!w7XH01 zIeVF0v2LZhaW0wbQp+UsFUV=g+&}>WaAhCSB;P*IB7jfh_q=t_(tS`5Adme8u;5}j zom)2V-r3?}SBc*XV^kSeh*GN666riF_8#h$-G}+{|6b~T9a#-5%>ws0(jI5sBX!0TTX*LIJhRvtF-u&hf|de5(eP}F zfu_4JOQK}&;?gjjP*9x*uFM@X-Y?>K_o6d5Z$8EEkoQgo-iqG2QmarN&|@r60x$!@ zK6dg(F;iyVyVz%^YQeL5ih!w(O}Pe~;&*xdTxlQ2kIt(rZ*Eo6#Yg4@@_qCFZ-AEe|=g8wA{mv6F$fhkj zl8Y91x65nJTOFlIm?zg5=Dm%KbmsmfXu`^xms372*OZMF5Y3+kPBvrTTk^8x7_%nEuu z^SqUd<-^xsp#(X3Zb`IVbFUpk2+zh9+4%BI-i>|*lx3|^F1<%w5cse@jf{`0;FSP8 z9W0SsfBl1+{sMPgW5YDYZfjgqL&)g70m)krL&2tz# zfCK;+;A8Q0)-P&>@Rm9HaA%el=(FUrsTyVA?ld)2z#-u#HZMS^ynQgj{vJNg^w=%=T9CoCEy}|&%9Jf(hV_`i8 z^6WFl1>l`an59g-H43ux_SBfIT9tmaP9Zg&5(CljUYpOkXF~-fE}3@^EZ^)`p^{Gb zE0iZF=DgBzI`3fDo-TlAW0z-rJd@-rXTs_h%Lg+7jFrk5@!Xlo7>4)ETJTP_2Y>wU zp9Of+9AhjbVT2NbO`brHmFtDw2eo#yGM(q+--U9{%|^zn5w0E7z}-t^3k+ z467Hnj9!-hJez+rK9dY~BG%6$@$q-SrJ{evph(+608 zaOdN|$!mwEr0@?jfs&-@FyJL6is!L@<34r23|z=;-X_;XmI>E4Smj*&VW>3W9*uqV zbp6aztH-4gs8Va#=-60Bk;9yTF_vWI)X6=#7RQ$-+9(ibUkLKGeEWu_CNz3KymdoYqR>`Gn zmnXMC+~YZVGu1FoxTKCvq@EanJgj?zLnG?qOR@RG9L1HLIK!$*V~2F($NK7OZPxh$ z*kdl(Tx8B!Jt(|(9q5&vhk9k#;ofw;YkVEVETyy}^!Kv4ow9sxr!1K_N8RKd>59wQ z7#DM^R;!q2M2)X`^o5;*;>p$;Ao;pW))z7mYds#wg_irNtRh9{0&5lmoxGxo7oWq_ z)t^1bVlNo#FyfrziBkR>J0rrYiuU%IfCQ_T`4)pazEkB~oddHowUV7qfT#2IC1lvl z>;F^fXY23N0U9egz;%1 zt%n^Or)@MpdFd-O|60)|W7ZgmP(FUkZR%=eWkE-qeEdDH({v0fuzMFk03O0Ku`eO( zTiym}8#clvjGCb!(B9mXVc*0>(^%s;++vayHhKi8JdL6X9%X{#t!@0|U^Uu(+7qV% zu!Gjz3HdvYNyrn1<1s0>vETdDR=N3(2NdwdFLeH@CGy^@FP3>7Z7vQf5Deo!hV%n~ z5Nmt^dB(6AwyT`$4|Ts;(@hylAVvaR0c|n61${TBO*J2(E1Cvx~9ekX{y5l<%DiWYd~$LjLO7`Nfi?F3V@}pu~Cz#Q?xI!Xw^DUm!|--`R~9U?NR=G$3p9qKr3MI z7K)Q6PiPtg6e7c;+2gp}igF zb;mtzIC=P8(Y{!D>KNs1f)bX#*_V`c*MPB*}_nVL8LIv%HiNJO8J z*hN)B`k7i?n##0-rS%Xz13v^9(8^5!KdZL{fCpb zAXt3xx{bL2FVxIoiG2L|o$?p|>f&XrTy_3xS-*6V=ALq!q^OG~f*gWmc*vClc+`gl zASIhXgYO6)C>*G`e1*V(_?ARK_jK4ML}**0F)au3tnJXI!*-ZhA0mL~EJ)66E(C?) zv+`ojX0oxv?sv<#@0agClO~;~e^daSoRoK6eTlsOV#jC~A5aMLkkyoPM?w%C_v9<_ zfs+@!&okckslSk6-2ePx`!^qZzjO17$QCrd55)tLItj#mUP7LeN6KKXc+{)zc(~X$ z)FmVynf65%XZi!M3fKVr6uELCl&awB`%CHm{TvJ3Lb)G>1_}pUQ;qQxfpL7|gvQhs z$t-|5;`9)x5!j1_9(y0_M|CImgemMV;X5d)$uVb%9GSo}=B#r{yKgBcf)2v<5@3O4 z5!TCQSZp=+%gr4lt|6u_WJ*9n_sxi$6Y#h%1?gaCp`dn?$+edM3Gfai5AWe`jnWqhqmlc zm-ffD?#|!cb8z~`H7f)VbJ^NuvY^xDrL+DDO(wi27QcxJ$cS7|IibEv**LN8VTEH3 zS;4?)-xR>$!jsr*ZOo6P0{#TU%VRKQeo+=GI8BKR< zlPsOrsbG)uqNq4UgIlk>5ALw{JiRr!{L(ecPCqc`ur7(OF)%w@KFNvyaVm;?tWNa+;>>32jJnWf6j7eg~LU& z$b!f9hx&))OW%1ov&md}&e=+T9TyWUET#vc=IakUCExa>F1R7_%uClSll4m%>g@;z zuRiarB;k9=05}!ELvx9{VF<3U(%GR;KiUS#H2^$4^dlfy1oG_prcn&9Ga>>VgV4Rq z13VMH!+Y`$HPa~OxzFSY`$bx9BW&OqcRjI1ZoOlZ#xgAx*cEw_O`JiNC`N{_y4=1$_J)iE`f+)wOQXd;!p0xO$naT+o@&?lTXu%7qFZ zlmM_hnu5yaD({VJJ<1yPFN@m-3@KSiq=h1Ffv3$;>)xDJ2lj~f#JU>;hkb|pWY?iy z*?F*6NvNz%4$NoAn0Y`(#MY)pSq|7E-`>2Gd`8!0ps1m)2cFw5cl$he)OP9G6>@a| z@a%cEUMy}D@|kj$o0y!1dNetG5C<8Ki@9T3tgM{_ZeJ=L!H@ursmXmsY}I+=U&&`7 zxJ%BKGW%}1{aA^Na)2%On6j8fVa5|uEI@eax{#k%mNiV&;ubBmS6^=iPGbU5OQc|vP*pN8fc4eU<001BWNklwiJI$NE^0(MTb9EGfsMH^eF zIqM%DP3q-(>OphK?+8cTu$ci?_Ve#ZywI>mCHi%Zt+i zm{@EO^*Vs(7*DYy{nICYL0#ySIdW_~WpoU{C4!JKc7}aK{FkPb@Ip~YbYbt|*fCu) zXuts0BhBgO-M7LRwyz;6hoo63SFohD6Zh8K;9T~6e#CG-0Db^LFg5~QPaJp5nThb|+mozEjp?dU zs~8}X^-DT6V|sNlbtjbVHnh~K5FgChaIRQMMPuN`(tW#0 z!QOUxaLW!k7`U7#_u?uG^78JT{JyBGT`pa{OfFlyN-kcrOy{jygjLCvJ{7AT{m*;l z3A)S`&AT@=qSieFgjm3^?9omgkH`Z-WA|E`q@%S_WB5=K#()72husHzW&6QiN9={Q zzsh+(Fo&FHK^6_MzE{lemgNh&W#yvo4Dk|g^~jbU&DH7hHBM^IK@!ZXB`$h*+jn>Z z&otNKJo2V+oJ>H?W8zdIn3`14#C`F5$E?D+G3=yk3CMve(0!F%&v~g@Dg^^^`)Mzh z?6?%U%ZF!LUL&UhdS@Eo>Df?_`eCZJ6?OWlSl7x9Wb|cT?06+->2yKcbgwV>4zmDn zIwSn@yml7gRXFZpY=9kT_036BhFn10goVfVyLVrJ%5y|CociI0f7JW zZ}-do-a!ZO4)@8*`CW4M;<*(8JOBek9+u{SO?UmWh4Q*f&Pm$CAw4)UrU1x_F{vHx zAC^yj@mu;a?KwO=BCFxmWL(1am1eTOMAnay4=)z4EA=f3ab+q=}+t!5k zIt6$z0wOeo=_c~(wa@IZ2{%;}3iCE}v)~!Kq6sK@;LNenr4n8x2Us!CbuM=(5CAbD z;Ie*%@ZcZseN2IlB?hLG} z8FSP3ec10<#QTQ^WO!^WaV^#P9s*;mFeeL0)N#LT@KouR zs$f!M1~sw0?>DZ`%p*XdPXKL#3uB>l|Ft!0;WMHXEMK?~Dj@c2UFTt7x#Mr#FL5oL z2W3CGFmWaI3EhhnEVK)dMB6_8g>SgI>|>e#{8!$q?vHt_q+CPpL9CuOx5`cSWE=|^ zDSptiR{iNzG&adb7&+IkkjvJsO!7y@g1em+tgF1ahFklQ!BJ)B zM0o|Ar*|8$;syB@llN0LRhQr%OYI!Zz1Je-M73wrpUf4;Zs&ns*>T{o>^aou7;Z}p z9?Z)uU;^yH^1O6jht4kpc-Dr?*DjaWT(CyZ1!Zc*r5ZvR@BVD<2={gcmwpckW8iep zh}OFUj&3d(sZ!q1#eE%~qbO8EBT}9hj1jUF)l+Uxh4aqFH3WD3o;Ticom^KG3#}<+9CJ$S6(Q~=6C7ggyua%+wK{>5G*;&?|5vp zz{+_-CgrGioxF1GO1X0VDs|xr56)27p9HWg(m6S$rkYCe=B{lz?ttC+#6*e9QD_C_ z-G|1<<;&lFTpoNbO?#owtVU?Akq^D@3VFk2=T6m(-0w}`u(@VGO`H6#&;4&13F7v? z{PCYlQVb+>o}6h)MB!#MeP~ud_q)%x<`bKTphn#jN5>W5(jO+M0W!H)ts_e2lg2&q z3@qKS%VDj<5-0BUu}(AFV#}lKdfsnEY{DK8o|EnZf{jHe=$S$-eh+{xmibD`lt3?M-n>)*&#jo!m@_>SDvTSPDd4K4?~1OO zE})zVSewZ`MeUshc&9SjFOPd?0bYgUY*sJ3yeK__ZEk2eDG0ngbIQ^j zgtv!+hq^f876?nIcOks<@y!~WhhVKG0GpSsU7HzpI#wHb(!~V*1zf)F0@6yWHVMW0T zJ~&G3*@PyJccd8F6AEsCz_5;@IB9BdZe+H1sMWB(UM+t%pEdq&l68W$?xe;58VO8x z?l=pXBRz30e+r7ocUNDh??&Qrh*F5%GOL_gFoTLhqYny|d2?E2en*>v2;5{XuOJpT z^6X(j%*5sebu~2j_w-g(7aMq7KJrIjO6D*7sR2B@)z$}Np>xa6bH+S&j}Mh0Mf2P8 zFP0O&v8X+`d51jmLXT{EzDFi}+@8h9xi*xp_Vbo4k}KA)l*`tykh2%f%WVQyE2aPU z)+@{Nmbv)EN$DGgtYuV{c(fJeP3)ekYeET(j_X`t-MHAjX6bHkmX6luG_KOSf9^hb zRJI>Ds@A=cV2$K8cJGmX*}C_zDi?4Ce%1MB%iCUgVRESfIof9yIok{3xMgnQTw#Af z5uxNE>aJX)vA(KI^Qln6w%9z*v)Y9Fyec}P{hj)FP`R!J`c@vHkP?PbTf*85`HFlJ(0MWa38<#7XNAi!(d}U$`+;VvbB|`D* zhG(c?uZ)zAO%cM6)&@XT`i@wY%(BAxox~!+b&U-ge*~R9!Y<&(X~K`Iuxc*Fp@x_? zwT zJ3Kg?I~8JZ22kj1Z`QavgiqSSyQwFGx74XSbq=wDODgR^JZ`x*hr_)r0eDJnTBU$J z1bB9>?N76P1%9lF@SG$B4umkLh=rV47e7%H#j&ZBge)Qu%~;c zTG70<+>Zn4ENZGm8tSm_waWZX=RzB^>h3v&8|P8kdEkf~jjXq{1NTnytlHkcd|sEJ zm|QlmQpF4{27^wjaT@dMru_A8q4k7_FWOd3E$hE_)-JBsoGX_ zZszs5DHJN{i&MEK@7YCep)&<*Grccv15EMso&l_{p>Ulx|hlmQr^>qq5;(pH)P-)K{k8YMP z-1$ImQeg6Y-EjRznP1>Omh_9ygQaeWo@N|Sfn|WWN6H63f2$l*LI9`j{@Q>41s@aT zH1J_ejn(Vo&uXN9ctk-u7B`#tAD@p6)tR zw;wBYiS*ROn_^yPs&n`rsse>vSo)n{Ctn>2$GN&Zn`4U+1w;otY4*WoR_RyUXoUaXAvLDUTB0kfY-cz zm$`a$a753NqeH_Qxfkv|I*#7z>xf%i%OF^p)7&DR9a#5TeH>`IH=-=+IdD{V9VD&K zfcEp=!~F{ItdK;VSa0SjAQIPUO{_k@OP0^?{Quc|4{*D#>Rfc3-g{BkQ7@LOWZANf zv9XOY29f{@V7Qc!yqB9VH;_h1Lh^DGLWlbjFdYo0hv05wV--v8mX0K=_j+`C z-|zd!m}9N6=ALWseI(m_5AF3?KIiPc)?BmC@sIM4h;>)*$38g%X4>&Fjwj`L#`}RN zAy`4;azrXSEE{sq zm0TOm9rvuGU%2GuC}`1)cKXC0{7!0X{7nV%PG9-uTDG$21?v4Z%jdC67X;#vzq}=z z`Q&%+rpI5{OX^?-;Psx@TuxW4SP+$|!kGDh6Dy;ie4!8bLKc84Pb|!dg-8Sy(VnLP zyj((^mZvO+SsFp-%Bl6V08bBG6>4oK=d#`@8zzKgUud=MgD?zNJy@thR~op}dL25^ z%j7u_JpBt`@%OJ=L$7vu^YFd)yAaxlrN|1kGDktYF%b!!xBkl=4&cc+{MX-oK$6Rw zB(w_h@EN=DIg5|JQ}UoClb!RpI-#w;x{~T@s~KD97l0bpT` zVh$sTIY6CW0{+EvjMzH6F2pJ)Aj*Q&m>4D|4Fc;W600LtN!cqcNleI*4=$2yC7lq< zmv0pu8Xlv;u`woJWzN2n{is&Yd0at6GJsXNjD#y~m0)6WDR zI&ZkYoORV#M%2|*3j=0TeUxubV(P?lXy+d4!NR!fOtl)8ySO-jJL`(BV{7|U$AJN! ziNQlVzVKm*!LxHz|Hk?ma*4)$CPdAfDRWU``0`y!4iW)h=V};o^#dUB%LJS76EEyz zch0AGAISGQ0pq15bj8y7v}Q>cUA$}_EBbH&py+(l#N)nU6yK|LOzQ#`^?ey3dmxr^IXii%zEtt{9 z^<^OG_F{lNls%`tg{^x?zaXyLNtbv|M*|n*@kw#3F2@;~w1)Cp2Ecb~13*vnM26-N zK0{wvrA(pu@^s%yVfK&qHJ_9vWX%aF?5rXa=f6KAQ7*t;E--i6Krh8@^EV0bqBR{@ zDLj`_);-U+6j>|pqC3qSe7S`8F*o1s{$z`v%2*Wv-f0d@@v$lQKoQ{O=`tKPQLK}@ zH&=QD-(5rxoM(3IkE}mqljF>K2^S_@A!3z$KIj{|_t5|T!M#!KTk2})Pv3GKEu0yS z|L`{zXp0|xb~|m@8mCRb0sEG#R#I1|urb<=S6^gv0si{g9dsw+`FeW!YfjQzUQQo> z=Z#TPT^rjV01U!R-06`Jiriq(T$h%zkYP7c2)wGL4*@)JRfv;B`zCIyf zJ7zciOaY!Rg!`MiFEFE@EgNQ<#SZte3tLU>!WKFt@_{>B9{~QZ-n*8CDF3=_`2u>^ zt1n@yb&dTA#k*-9J*^Ao3GRRUKYuj>cqsd>zr3C5Yh?ba@QL_6xS+zV&b9>tp#p0N z&;V_)3Pwzs4C5z)UiO>90yq`agajf62}<(a}Uq^dkN;%dq4FpiIZXrUKxGyL$_qj+vIv9 zj%D;cB(VMg7N96m@PX$-`#>ngfeLhfx*F`uYVDOc;pDo~+;7Kw`)U2=U9`4)H~qSM zXQKadLCuT0X0l}u1ST`vW0yzN9b=t=JF_FPfvd74BF`=n^A>&FH$2LW&4~Y$`N^v@ zt4|~41#o|9DK*z2W)IAqns+ZlYd7ztUvAvO#6c(*-*t7iWR->NeM;N{r3Ln3FssgN zYi2i2xccgadMfy{$|H=OTCnxrNSWZ$JP6p6SVXNqyKqNVdReakulYPGY$HNey^w&f zW1?q?-w`39y%46%5IFS9o(gzKwk_%7@S6sBJR8%}D7f`nsP!!8M)4wi8JYujA3YP0 zb|%l-rWIW@Uxb1FEia-7@bV0>pB@3iU&tj0#e{;r0eEoW>_obRfnm0kKvTHx&rc8f1Ux!yBom-^B=(mD1uF z9rXIk&f_wC>y#gh2!MC2e}KMq{|2dpJIv4Rno0lHo3DxL!7)?LYUdwT*wAtCTlUJB zTtN;5)D=Rq3T^rx1{Tl^d)i|A4i(h1HdQZSF}??owAyJq&Y^?J_K&(@!YxUGLnw(j zgb)bT)nFwJNFuiGh0Ftgun!*Zp|9Mtjy7$JfxC!#lT=etNpFAE#dPI)i?W1xyjQ^; z?zbQZFO z+yk>oh!nUhLnkLcM_iwAAx7OaDLwbEC%{>O&3Xg?;NPw!D=7d^=45h_pib<%>OeNH zF(c%oZdxDRFVs~yRF>`w{@#su!!l~uV<=xE%CvE^SO>7`A=loz?p<^;5Z@L`(>$-E zl~ymEORJa6qZRXJ@c5KD%OUEBF@m>+9VgTc=Zm`T>Ry2E=o=oUzJU?y9T;N8L>kbO zsVnn@+l+ZuUrW1>oMevx*jDiVOP9`L7fmoX?>&5i`bNZ+UY3O94g~ZR03>6EeFG^S z;KDh7MmtS!ZHk`Jdj#l7JR&NQ7wnY^Aq(PieK5dl*C`r&z!*Ffy$^Ly2r0g7yAYGL4QCnfEHRW2(u7MZJGpiEsO*VGmZiTl1ZigK2^}5?oJBuP>fidl5v)4v3E8p zxmF=$wSy%9!Y6=;6*SW}`qKe-b}Ij3-Lv!`cR$9!E@KFOaL=X7=hH1$uVO(?1sD8O zSHw^f`QQDkFVKKXUx2!O?t?c+02OSfh`&k*cgA%S@jy(FQdz-dDOdvogTvG_fEY1Q z!^de6FcmxJ!RZT-ZUkd&`%kSbnrzzECt3&24UEUx%|FTa zC+@LW?;uD4sEd-SyS9XcFfOAEpuLjohI9tn7bs6bjWB6SvUVl>@pFL<4hissaLDn8 z08{LKDUbjzd0@XBK`z8H0e$RNYEZP`9YNRVZ%sfh`S(QVX0QMv9hYA(V!O5OyA0AZ zY*mG#1LMbT>CT->a~b+zMc6w96!>#E-UCV*lqOs>jRh|kBc{e{!LkLiq7Z=x=Ph)K z0b7=x4}RV3-i`a1fGLoZj;%({WnAZ!?lmF76>gjxx_8pL?%lNaSWnK=Mu~UYYHMlr z;<5jEOI`MF(}n|cvdv1GR3S1wJhiBr+DvH%Y3|!Li>o`ZA9{#w!X=#ymmefaX#FwB9FMy@l}dKLlR%Q=!~@4Jcs zFUQzp6M{RLy&#~67IV;gXBgga$UeO@cGE$G1sYzt ze!A`%I(n)<5*F~w|9sQ6v|wgil+4(^S1l!ejE}YzF@mbC2Ec^AAT(RGH-9X+({+J%Ly-aSHasGh&B5U@PG@kkZ-8UaBpy{}BkBMK-NxFQ z2yCNYI-2UKt*M@x>yR6bX)1~1`$i-!N7@B2#A^Zh1@7vJ^#A}M07*naR2``Eb3vk= z?EZ?rOABC| zNBt`jB#os>_iii5rxA6ayifvjjwj1uZ9v&O4jg5x9{xSI=TKJNLhhGvUA|;d7hSvr z*1b9GR?DEp5&dXRwU7li)OPeu?*PEw5GxG&hGR>d+>bFTrSAQQ=&2q1qm&TK=5#XH z1gkMzI^l8*A|zbM-?!)JN!oX;hYp<-j}qt#b$$8!ttt-Yw71gSX{|J;vnAmbgE4|f zMC5MlS@zgv*pWfOjTPnLY~a1ZDTe%aO1x-kluSLe214%exu&=+1Mfq<*&=CTK(!vq zl$pBtyf0n~py#t_T7V}bpPnkB(0WhxK2@CheV>c$YO3!zllwzfJiolDf;)RgXj!LI zM$v+ICL?=xJX-{KImX#{NrccJ5*koMD1O6gfU#jezvo~g|ImVIZ7hiC&zb6H?t#KAbTt&#rXme)kF6LRpEQkjWG@-_V`WT_h|zUMRvlaoxCfkVi~ zbwnGav%0BuEDhl4L7XLYObSS_8?MGo=^=#gg;g*nrqTPY)s7Q78#c^*IlAm&o_4V3 z3N(*Fj?laN*MDz#E^?#g@0_-_q^yLlT(O95yZ$l;1GX&|oS?+_{OdPpctYBZSA6#U zH%9=kq*P+pYOBh5-Z3>lQbLT3(g27^Tr8bf9vq9LNkyQCC|t#0R04j0H4G#p5ZLg3 z2GSr;sjOhPM+i}z^xJE!uWjf4fJKI_(_$gUX8=1K&owq4CFs_>pd(^aG``%AN7Mv9Y|6RpXj9{r}}6BIrN;+ zC@z@ER#%mk(cJ0nG_SLT(;DanFbBYDV~EpYLK*miu@sipDp6voVgo-p-pq`d)%g1} z&aP=O63H0YHHUtG|7X5S94QG}|EhBO@*llDF`6i+kQ4{#YfkEJ+&S?q17Oz{6{FfAq8@X_gUKz>rH6VDGW+o$=Z;sw8wU^bHbmJtLq}UQ#~m{(&Mm~*A$AYR*43k-d;bx7@&y1q?l}U$ zyJ+DY2{CZWl&0EhYOJlLrn)Msb8f$wa|c|G);&jKmS@E3WlAL7fxU#>DMPc{TdAv~ zm1a+CW(&Pu5omH`P?$#m!m5OG+Znr(s-jNg_0mEq^jW)h^Tj$#zon;Iz`H@F!i=|u zJO=NA3watTTWE~@xt8yqLcu{kfES&8FEh|n!Zq8@C>A_l<6q+MLo%7)--Y&nu5mq` zGKv82B_90Wg5rw+FUKGvm_LztJ0(2=HUU4UozIGigB0;mhkC@y1!1$pfw}QqGmA%!9{I(YGGjM9=MXV{G~hpzNL3UP>1)?Mk#$ z=Ouo=_usxjLoVqv{{GSj#o8iZr-G1s5B-GLD$UQObwZroc!2mtwX}6`Z3K}Bz*AKP z$K@d%0@|p34PXLm4ae$m%obwrB+`4kNTI%cAEt)NLuKgS*S0Q9B3=l$ro+eHY{Z|f>8??=vnA(TFP_F$Q ztrho+)=L3^Ev^LK3}yoX@O=MgzZ2b30}Gx5ctXY$PA8Hm)4AAU9;vIezqg?MH6Y$d z@jv5tnTHt2d$D)^dd1%uFB|))^9kTWL0vAPjlrv%4^Rkz>}uoIJ+yY~PU;;ViS}An zA~=x8{ca}hqUr4n^e$OCpU&x;9#xZR`8Bb)Q(A@27oF?)j`Pr!mC?W;$bSat(ak&Q z*PA8BCi-sa>}j-O?sQQu1d@VRRg_U{Lp`%{wlvgnoG8Y4&yka~=g4tR>7&+h8|Q5M zR$Z4nn;K{?(l1PF;j;8%*G#xN!=)ST!kkCCk#bnj^t6q9qBTc3r652!K z7b0a*MX*k9-2)_zhma$k>6Ny>`|BasdwhU*-#>ncS{;*X=(#lI#F@6me?B6ta$nfJ z{N<`ct~UALpA}xlT7Np=Oy}xU#xJYiiZOUE_Eh|>E3XLfatx`T9zk-}WQWN6sS&W? zm0SVEs|yeq246UEjNb^s6R|Zb=1C&lsj^2|fVc11DLQhpHv)JN9RK7^uVSqsga_Z^ zg!&;CN`v#UVIkh=Yxl0Dp%DQwh{ZT(&J4P4)v_qzvUU{?e7M9s{PgyOKzsQ)^Xa<} zZKQiPZHd8PCPVMJ;c~k2{KZ+hlC<6S@M3{Rtt@Q)8Kxc=kB9caJyR`smYgNu0qB2k zH)Z^;nqsSw$GCEiDp&`UM8m`?s5K;%lsuo+F71%>H+(zabe=)Dv5DK$rZ5C*B@WT{ z{`9eD=4VPq{rk5ffQP>L!AEarAOYeav4+XK!E<<* z#Em&^KW39*0L1sO&^6RlQ&U3?GvDFTbOZWstUvTWlCF!3UXsZWae9r_)l^+w=>Q(w z!Vn`XE^M$mW6i-0ZD?pj^0pa}q2tc;-4TS~hq_&2jj$$}1#2OQQJkRb3cw!#!Josr z?zP`hcK`<{DVPw(x%q-Iwr60NE#G;s61b{XQALHMBhYuMfH^)2fGMQ_a5vS~PM`_O`5U#L;RmvahwS45Jd{ajMQApZ7Ge>=JpfcNts zx;ZP)WT;R46bE__6CI6=Cd$zEG2-(l1`|0uRyXnBm-q?y4VrOxMOmD2`Y| z*iZL9+08MjI6sgA0pwZe0qH_;-AWomb$8}DFPl2MR5vr&t6>*nTmXA}kDQ?0M^3Q& zF|2yB-^V?n^NRZ^lcA>i8n)~qW^YTE4~Dio$!3_|lK+z%oYu%N>+C$S)&CX}OWP2R5Tq5k{Ot{3(n zqp#n;jyCT*oK+oI^KQE0B3iv;(0r$it4Py-fB)VkmI+xM+wY60o z7liSEFv>aVK$7AtYOEpFbPj?<5{eqs5%F|P0#jQZS@tl$R4@}_2eIVBl8DO(cG`Xx zS~2%Qgu>)Sh(#1FKIRw*mrnK$a{jW&r8vh4fShF=O|`tfWjApmB(A>^8n%&vVdoj);-XAdz zynlm@Q9*_E@MF4>;6OyI zgwGCVtr|Z-Ub~Z$*ACZ=mPUHr8cCa=mlDl9^wc&Niy~r=0=ylEj?q7U=We;(Nkr!_ zn8kVe?4|Wmp+{YoEVu>P3gVG)vAb1O1;=ZIu8@{ZKeN^veb&AQz@T?9NjVPz-Ch87 z5LRlKfFcCSlWu~+N(MfR;;YoX4>{YM2HWqi(7`U&mZU(V&uM~av~P4gnb`a8jnC6v zk3Ai~!mtBgxnd!`BU;O^`E{BAO&}!YzS8q6OwNZbwVsx zV{H{R)>SjGV*wZd+3N$Q;YWh%j1$sKjycQPh&E`v6e}`U*`_X2jc14nj0c-0Q4KuaBw1W2kJ03$QRf@I3lrjU=}O|35tMI zPK3@m^e`TkY@JQZ5(;HB*5C%0QIdTua7!W#F7BfUt@V6@4Aw7P(@{5Afb7~!OOkCZ93cS0056SMvk+kCTul{ovs*aUnsWzd z_x93KLfjtm?ICV&{q|%Ul<;07gR^?UTw1-Xi!MRFy|!jeg;B=q8gm3z=aYR%*D+|)H@K7w?8j-g7Pi1kykcuzEwwb(v2_nt{1d(X zwD(94gS|s1`XZ}d0$98KkQF{|ozL%Vqq)=Dn4|@B92e*KWF^sL#IVX>&FvN39+!_* zUBESFj}=XxhYrtSFV+@iC{w22@7PzcH-*-aZI6OHAB2U+G5yo20KHrQPv4Li=)H(+ zn;~TfD>YNV=5HG0sVk}7pYkcP3yK(gjS~hnY z3uf4el*GY5IIY0F@5l-IkrDcF2)<&)q9`|$<^hCY34mueDFt}wr~5W_(>GmyJZ;=t zuUbj3cVN*zhd#9KLw3`IE7zeDy&Ojc;S-1L?2gu8Y*CtJD)jf{w;_@pme8 zxf>xsaLkuuMzsPt1DBLor+izB9&)-_s|!*{yKc+!L7i99>CyST`MII?AaiM?S9#wyfBB zhB0iYt>(Jm_l#O&UHls67U~0K2@{kc*2h}@QU+7lLdzI1VxPb~g;oFP$zDza0gD~_ z6aZA+3llCIcu<8J~G?S>XPOQKWIPKh1~|n>4TsDUeu$$ z1rN_kQu3)OP3#_keGov;_O&V*B%U%kpuDz?aG6io)w-cfpB1$b!JGFpRw9)|^IdDi zbC*P6feZiFR37*nim&x9-`?8poeA=;P|iCociGHo;>x+Si4|N7>7i!?;NiMx(HxGa)^r3MV&GCJ;Cp~PFumd@>ZWzj{CZjr1GLCpTa+QK4TvSJ zrsn!OPJh5)@5l+-cl3mee`#rgnbK{~%(9C)mC2OQ?Di(=>J&y!SgKhW!|b}^4S>Cg z_ZTEgcQJ$t79(;N7bDK`h=EWHo;y^+;4uVFEK{bovk)uInVcWCU-O+cewu{)KZ!I6 zF)5RM-YPXhD0r4Sj!JsUUEmc2sb4fi`(&E9d%YOW)M zAl;lFdG>{b0F4CN5JD8}eCn?IXwx=F(eDn`kKXbcT0Ewf9i^%>H zry>9dAsh+fF&_S94-Ne8YuoiR1warcY+$?vcn}9*r9*ov5h(A)Hs}F2)mS@QXUVDM zK#mt1r1QgX2jZeM2bl;uA^>y3YL{m%qKyxbk63{K^8syy!1L3!Pty;6^`uj3sB^8{ zed#&#>A|PB(U_w}$7cX|vD>9+^)WXfP+`vKrLLmtwgmDF2wrS)Gl!)fp6XV`0@~zc zME<~SbPT5Kg2(Z7G3g4&BszL_0jNY(hZXxS$6+Tw($0rZ+V(af}L0 z7()f=X%@9;pBbOvH3v`&#y-rcp>eV3tHL03bOCs`)PV)DCfa{OYf9ZW{TME^N!tOS zC-X5o-iRsfor|%yF9h&D^P!t1?k`2S&LvQ$DR(%I*5z-sZ9~6su0dz{NhszVC{6=u zVM{_u7rL%usBNzfOlYz6mTPM$ms8ry#RZX=MoAC zof`=OUQ-?L-Y5H5OKlA`H`Y>1eGQZ2AmRF+!zXCZv6G3p%nAV0K;ADL*n?Nh+>Vw6 zNejDhVsA1;NUB6ovL{QblWVHb07`mohiT!?T7h33jw^}q?=|D;N=^!;`c>>7nlP$plw_oHhZg4 z*GK%s=Jo(qVij9FGy0X5()RsFM9b-fdaz$2$5)}&JCx}Iy!kUaXwmdm`p>)9C0caz zD_7F;uIX7|M{n{sP#jorRlMV#wc>K;WRD9M%%)41cS#N`cUgdkcD?GtB?$olmW#jo z>d&YTZFL$yXjuRDoi`@v&;3J5+-W360^cECLjgAcUQ@jYrT*o+I{N+TCnfhS77Fmn zA+R7Gt48wfp$oDSI;;EH6!#DXE)X>QI4G^Jbp_E_E=@wNufx649we?GNhMJ51q#e% zxJyz-gl@1^DhPle^`pn0qMZkiThWPyuU*G_sJ6x>YA+$W^MAcJLB?X=1A(52X&gZb ze%Cx^lAJpxK~Tm;E1+`@whE*|AkIyP9C~m~)JwIdYHdTj-GpQKEJZH4YGL)Pt*m6= z0@p+UG0km;x@t@vTpc-g6>Iz@HYuc4#WR(qn)F*hoeFmlWC84u@Occm0t02(WY}Qk zY-_CLHILslM;BrZ#ZotJT;9?r7=%x5mvaTxdMoujzQ;ZTLJLa-!Ld`0JVi@KTrR+- z@4l(vE@Y92z@36+F^%x};yc8RW--vY7h?Wf3tnwS1%2@&w?ruw(pnu7?9#xUfC`yw zNHnkOn;B>wsKQ!+azYhzT$cB8TYj2giF*{3`-&xuk6I3`8=$TUzpbj|@ZI}ypH(2* z=WHD}?>S5xw(eq(w)N1_D3@JYpW<1>pkA`Li&ii0;<&x%b|0kso&Z^vkgBX+(nYU4 ze^J)jK$#kY#%qM*Y(aDspA!u90QmX`naS3L>qTRub4&67%G^O&0C*s3LAU{8Y!996 zrGv*#(Y_O>m<=~qdj#;|tf;2B?afTmGQG9Y#X`bc!^KWI?-mR86zJ*PWdMjdEySIP z3v(SY^kNyz2GMpe(Y`F?$T$#dc^->e@aN zD`Fwz5L#n)-;3%om7sfjx_aZ3O97B2?-W@yr#ggZ-Tg&?7Z`E~&Nf-8l8V?{LjaEB zjNDB=__Mi{4xKnfhmN0$ifgK?rg<|uQrWLUv(f@Q2y}4Kykf-yPB^}89}ab)^9Rw& zO;=tN6_EfnfsI=asrB8v>5*sQf++_s1ihQDTFHl`UI2KIhBVFw0zgtjo1t}^chVPr z_N(}0%uI4D2P}gA=83^ z01pSby952V9T=y zCO{5bs+`5tx~=Im`d<9Jd(#&B<%Z|@E4VSDE?W;Fr&Wf*6XNRb`q=GJE;zp(h(jA= z@Hk52W7({V7&is)n(l$!1k2#+CLm`N0=Xv34hSn;H;%CbkaTkpL`bm6xEL{>PY!%k zS4kQM)xxVAGYfMV7uN`$L*{+3a-qHei)yJuUqWa-eyX320n|Bwm~pw$5|%Be=|}8q zdt)uNH#cxxBfD$DJD^SuxuvUWf6;nB=ssII!porwn9`%O2LZwVI+#DE?|(jzeu;K5(b^`2=3R z6)zvSJ#f5-)99?-vWqtD*c;q)LtWn0-ooQMqqT`$k1tu$MOU7`i05cXfsx!t#I+Xl z(+7LldtlvTch3GHmlrc8XJL;9UiWaXPP(oF-biNw=I2t9sb_;Nmt!(z zU-S1<-_5mvB@*3Y-|buQkS0MD%Y~Gg2DJ3qLal0rTJLO~QbFF!n6uBGk*b8yIu`1A z<@a+4i03;4w2Yz!uaH@LcHdJ3c!BYUtDAM2f%VRJv+)y~V}UEZc1ZK8)&sl_)c@P} z9f{stT2?~mFPJl>nWzAd<5|YXY5w$fCOO%ASCF^g)f) z^Vtm=ZMfs^$LM(P5FfV4+qZb;G{%K{z%JQdCq;6d=V32}YvomzJQ?2^Jq+|8_2S691=au$v?kuPhb zod6vP#EvfBAE=PaRt)NrR*YN%84GWYJjC|j5NOT;01QA)D@Xeeb%*@Gma5U%N|!dt z?4b*x<=}~4`r)Hb(F+GfS@8V+qoP@Nfc`V@zlkn8XMUn@IoU868V#c+`rk5a>H|t6 zj-QBkMQkdBzwrst-UGDZCjgDckZGTy3<%|oHPvjL129xsX>fR$t&$9COH0MoazbKZ z0q_wwR1FJefJxHUP4dYJ>!*P2GA5M(S<3O=!Gx=qxY{N)=BPWA1)a?e)X`keF>kuQ z@RO6FBhfmDQH+ohnoC?35|G1MX9P+-rvQW9Alcnn^6Xi`18q^F3Dot};4r7R@LdB{ z7>20=`v>UlVbxQRsPB_CE6NI8zpS{3cys0L(Hb^DPh$`<7GTi?&3y*sNdbVTdvGW_ zfUb`ahSW6>n(I&=VE>Kw1V>7PXW)u%JruYNDFP(cRm9rpy-3DF`jClhTs)yFu7q_s z+rkpc=b6ijmk-?ef+FTG$W!3P|Lg8uQC`nrKaGvk;E>GCw#FK|eA#@u?Yc{8(X39k zE@NE-_=E)1WO)*+#XzqdZk+LG;#m-^aQt5X5PKrneLwc3iCs9=EfQ8UFmkpwR8whb z867&_%OouaPsEB-TMt&;a7?bm?ZLn}zoU(2Piv#DX)UZYVMUGGC-hk;#V}SF%g9w3 zc>|FK!Oa(}55KQ@?{efUq5ie)lyOYknRP8?=lab3MDkm_BMso`orM64Gj-bx&Dlc1 z(Qlf3#m;pl60?0*NdJY#%wI!=mQw_HQ&|CL=e*TtbfW`icJm0iXX@(_=hVIXAl>uC7XFB>B&DTv{i+qTcvc64M?VHH1n~IK z9G{?1eDfEy=jh4EJqIy?e|_tX)ZSblx$=cJOVl3#5B&yLPX&0m7eX_HA`4EGX%X-B z1wFfwG8-mhs9fp`A$}NRw=!G`@KnH4mzi9L4A866_*)CGw#z@<@HYfN^d(4SZ2T3I zzc}|vJ7y|ShYkfO3K(P|#Rtb7<&hd(tP%PYT6ze$_^IFs_5R*N8|ixwZ=x;x1mNkl zY*q)o`r>8uwyRc0LR;Fw#PN1+p2F1$?Udx_6OPGH+#(g+$+(H;9Y1kD`V-)WlcGE8 zE$&1AL105!S~~#BzQG|Ha8^!GrUQJiP!3Q6awE8bRv|&M^g0AjPUGNWi8KK+=A3}K z0d}3_HRS|<{A9OI1McuV+%G#@8aVN@T7S9CoMu5%E%2PRF>J=gN9P>pZgY9_(gXuu zUnYhN0;wh0V5@XW{!UoM0rsHKLSM5FTHu295ncw$KB>9xl;B0$pH7An5vDjweZ0b^ zNx((s@ByR>Ravg5#w|C* z6pQjWccI&p{d!{lrLCV3kyn~=G*|l-l(Hv5CPN#$chlqBcGLQ;yP4rt+l-%ZX;pxS zziX!{ZrTlQ-_esCm%y=UAP#A+XA0{=FOZWANy8=82b4XKg z*P}vzuN%=HzwuRsIGadwn8Q62LeL;Hp%LBv`12g-4l4*ab5p(=RNLlmc-Er?EjNDU7K|X+f82q9t!{?h_#wz7foE6*NRCc907+~x$I_Z z53Gm{(^=>69mm;CBJNTI3KbyuAa~k#J1+hqqofMHRxk045dc-Y3s**sCu5Qn*9Hg| z+6TD~78WGgN(arffFL{Ox#p76=L6LFaaY=RN&vBC&tdw5fBhN_jmGYlOJ}z8+(jCV zw_kG!UASm=>g!M*(iI>*h$JtMg(iS6uwLpI!T6_&2UvWeB}a05N!T5`$?D4(AeWc3 zQf6Rqn1Q1vpN4zs#P~Q9s4%spcR>r^2$GTd8lh2lmO5D15L1VLi0`v7IVxomU{U^p zu-e*K!)pVvp^=~mU^)SJTKto_tCyW;Xs@=P;}0t(Ut5T@LB|*FtGc#qv!ICJ_(vsy za9@V33}V%gym0`;!hYyo9IGew!`=e02av7S4BV~r#kWKV3#PDP>Y9>YvH>0^I{(Nm z48B7GrY6u%n`GMFTytKnVO&q7mVxjd(1C~|A(`_u4cI06-o+oHKUiVm^3CBM&TVI` zdiorMbXM>Lh-LI1YsJ$u#D)XJWu=2`|6H^6Mt^VHcZ9*-+U{MnPrFm=JL1+$x^(J`gN1-RTMgKg;xezo$I>Z6kbBh=G3z;U<$N$5vWD2P&l z?SWq3A$AXI5zL%@!y|;V7Hq-l&4D?Fy}_wS@H|c zA!QB_EJojYr-{u&-)YQ*uf6IS7-DuX6=opREpxQh`DP?60nhI~L=Qh3(^v!GUAuBw z#4d@rH&`8X^8m&5)fX&D9%|-A*n}A*IQJX;#Dy56A3yq(1d%(pxyzO>pw&yef&fpg z8Y;}H1{UqSd*c?m>yam^#DPVW|F&1IqSs!!A`28-p%E55To4>EJ__*I<*vLe$_bWs zFrn_y%nK80+-U6^)t+WsZb1kVauAED#eFxoGb%^GzQE!O`@U-^+J5u0Qp8-9JNan|96c?}3+MUNLK~`40O!`pLS<>a+Nc6(7#!IA^S%n`i!BfjVRS zS=r@SMDcoM*3|iF>ziiL;8Ze3N#w`kr9G!95JDCQt&4TR#b>a5edmFVbnlZ}=xDF( zy=uV=j;H(Z@}=`R*B;J>=DHeY%Ej8u3Iot}#3Zw_uW|YXw>I%Rl#KSwM2spFM2Oux zIWWj;8Kf-IF6qHg|6^t%4MS^F9V=Q8H;Y`fy#qrbZ0~?M(F94^a8aJq(ZaENNUn}_ z3#{NZ>r25N6U30XF6)K9Rlw(u0mmIXuovoARhXoWoxi^GrRoXg!9(BVyYgA|@>=uU z3qtMB_wHQZr-8h*J>X2<6#`+tOc$Dig}gH~zWMqb6A-#Kc-%|v5X8f_xveF|M z>T=wgE3vt6*~21*cApocXFx0Pp9iIULHNU zp?f#|a^v%nZ$E^UKY8;tkxQDtIda}5cWC(}98YZDOV66R;vl*0)obX9ZTlhsiM|8L zOJsd<>PLL82ObW(&;RTpdUA)PiO}m~Z@+;S&S+1376N#LGeQ|7D;-qY# zyVIWIUf&H9pXp|*LauJ49INKy^;Gck$3n;69`2z-MnRrvYh!^^DBDHwhwx*sGyzQj zvbf>-b=CtVO#sl`Y_QV7bxGTwcA&7O%?K}&M+%IC6ZEcsx`V0rQSZLNQJO!kCCkz> zv$cudcJ(S&R4~Oqr=duiNLc6{1F4C8j=y2$fdC1iP~DUjyxKle(wm4h$IVxsW9~-u zE&jIssh}3GgpkiMI1U6!qUHf+nq&eK=b{+_Yf}NprLgva?7_M=F}QQqRJ>mSL#}nq z7BLrBr!KL%w9=tiEDO}siy+Q5=!hedvy2n5=c^a$hW>#2CUOl?ul+6{-{7SznE`B=tPDJp+Sm-Gikbm&9Mk z7G$1d_z$T+N=m4%x}4^8AhCKY&F*OCGFYkPgFPnc5-YK;Y0OCgSa#(!45O+T%4gL} zQ_6(rOxUWIE75tOATrn9kqhXlcZ=>mY3E(e%_;CD?-7B|Uu=*U0(f}sZ_-{mrd6Cfe--Je;)< z&Y^i#G8+-{N;noz>x*}U+%V&Q5zVX$b1EFM01W}eS#=;V12}5iI1VIbWUOFrg+7Rd zN)7|S;|n;p&bDYKZ*ZDz0h8HBSje)7wgAWjIN+!6mKV}E>Om`qh0uq?%~+WkwO+UV z^BqyVCq6^c`d@5#p1)>cxJ1ZIpuE23{KfQ!HRlEePYawtUW9ZAh%?hmY1ReU!crzo zdb~C@2UTgzu7|pEB4cL-;JQpqMua5H*a-q8xZAP|*(4o0(Mt!9_Ykb;_Hy21Y^{b8 zL1U&kr9nd-HP$0BxXJzIQdKZ`7#GN@;35p7CAT8~^FV_Y(i1MBXrH$ z`TZdP@7wNHl#}Ik;mA)^5ENI{(MVvoU=ZVF z&w)aKo$j#`lj}2UiWQI9hg0?x{aD8i^~7Aa{fK$03Pf8>K6gwT|CaW81$g@XWy|K% z)fX58m(Qa$OXktCxznPg>Y@FQ$BM0YF-t4EZXU zo?V3iGJikF1@P>A%QvPWg+kVvHy`-t4!1FfOLD&V2m2)OP{^BRs%7i>7TPcMyO3;` zua81)u%8w3d=cQC&S;)p&lCZk8E-#5f=}`6YteCd0Oa6GON)?8s6N`$M+Z#0gofHG zS}>y{I0H4tOutls$1WhHrG!N17U1E&2cO(Zzk2S4s652^z5jJrMu!axricqMLF-Ha z;poqC_-G$Iy<I4NII5ZEPJjIqT#AM;Z0cbZ>>6B_#}mL0kb4>$}jY&|o!~Xp6@GX}{rcvcf{zAp$T93msfgZ7iLCK-hVh023J@ z|G@n9K^^LfK7b(kj(_;ih}hZgu-V8=0i#+6X(qLvD{$n_4w)pml) zO5vIrw_4{E1UI;~h1fT(g(eB`1o(dOkB}xIX6Ceg#K7H+C-ysg>3zw09b0wPW!LTn zaM88kN`)mbY+6N(K7&3(Dg~RzF4vx*@vG5zdd!-d^(x8qCz&_j~-T}P2dCD$eGYpt!NOP6&qNy~)`C2rRe zVlgAF*B2OXd?YD!0BXg(n&*TCRBk|#fAv^TKQnXok3fMcZr~xInLnEp&m4B+uc~06 z55RZ$L|>G~BRSuaU=QETYLi@hv)d)Dgzw_6@8{Qf@z_f2?zP&mm<4u)tCEq(j9Z>{$1y7H&_QoQ>GehsY zCSt?4F)$%EGYB-f(jw$C;lsMKW$)p{p7$Fv;(CKD>#woN}-d$11H^J};`4 z0zBNU%z65yA25#83HLqO9XF{YL;vH(D>-$79{PxhLmz?O+X`_In3dg(h58zCyGb6x zvB0FlF1`7N3kw%9#|#JnIy5rE1R^Xbn+D^c)=OQgBtAtf zPq2DHn;Z94cCu})JKhU-OC?9~>liw8trbAuA+eTWLIm8yT2_~`0e`>s6aPWO96u)v zd|&$TEm56+vi51Z_ld0>fr2y&_PXxkW%Q0$t>%Q@lDZ)|E>JQczJ`GlEFB;@8kc-< zsyu;y;Iv3CDOq=tayE;%%6M-7y5(IjNviU32kX5Tvv= z)KE)fT|}49?45AkEU#cN$Y~!qJ%ErY@VF$K%ztr$bqBgbYZ|SkrC=89g1tzdZpdgU4`pCHBO)PXX*56qW6T6B?qVfJspLJw zy31#M@WGv}i$A2X63n`fCoOgM8Cdc3;`z>VzRa=FhJ6f#h$x(hJ21ugqe1|leRjve zW3-`r7w6l1W=}HoAo-4XwV)p_TQZ+x_Es*M#d`$$-HtP#Mb7=1*Ng)V!dfZrvl2h9 zX%OPMgLOABJVHJF!%S#)d|)8*_SJW&m7B@VOx{eC4>xR_2}mh&xTgTfKsUcPF(;z+ zVJvgHrs0J%r?Z7-wTl9j*+9KCDtI4`SOr16eqHWBweH$}v*axPnE7iyZA@?Y*ylKo zTCYM9ou4Vt!~Wp|b_;%93;-6bufX}v`^XvQ$}0qXovEv4sGsuz=pw*No9V^RwFim- z&-DZZ9Gf!@i_4}*U@f*60|CJj3)6T1QNceHnD1+Lw(L2`g0^1srnj-6saFWxVZ%Cj zvY&qSOl(mL0X)?07wev*jW6tt4$V0oP4t#mu1c%`1t3gdVWd%?L3HQgh zK%q^wLJh1mtZ}UZS%?VPAYSpwaPYYwx0V1Hj+IUFm)@C^W&Y@UP|ZA zpOJVS_tnHCGxi}Jfs!TIv917FONo%aXglEE2my@UE=`&Yj0=P@#MB`^2dEQF&&ql7$!nehx&y0irnAC!!hRjW7C>{lY6S`65EYyuV< zzwZ^;+0X4vVj>C`bLHn247?&LhAltr&Kc*@5^|f^RXa2fwC`dU>trr22+y$U$=Ic{ z`C&c#?wbI3@BI{9G^K^;voCz;W^cSCJwj~#hzHIpe0ZH3Mn8PV&o~xSjExF;82_rW zvWTD{jXVW&AM@U_fNCG9`*Wzz#HBm1{v8`{C}*Noq-cFqXt!$tZSq3_*!pD%M(jSo zVAe4Khw7T^v#A0+TNYy4INx6PE_!V9&Xk1r*?n~0+?lj$@f=RS0P8vWB7KjH&l7fc zWMx$L{7{9O&UMu7MDHM->KmjJgF_s<=QCyW@N`o;e6pAR&o6$><*D}k=BroITnEbVxwJ(9h`ltyJDyXQllwMpq3-=+ zbp*fz$c1Yt1c|F%3}8s877c6iP)8E&zyJ0x#X5ta^zlhLZ~iQL_iNTfLLClySny=S zlzeT|nj0CUDAOkkG8Gbc79F;pprwZjziZO5Evm-PSu#{u(s5!}K?ttU7CZ75Sn4#L zf%d8GGaYvv_UJQ!KG#jdY`&5g_Hu^KqtsqfsO?^r;Jer zhR?of=N0-*!6R$bog1dIIfjn87!bumv%i078!(d59v3~O|TF=(Koz!EJ z%tsre1L)QkzM#F0E?GX0E?zv3mdxsi_Ikh0dZuY^Mg@Cm$;WjqaKih+VYco;fe2g{c6&kX6eag~6$Jrk1wE-Vji-%61xN*-cvu zg@8MK_Qkg1<=YR60B@?h+Szx15#YHo$A)hgvrUf>B2a-F7=*JdVil)hFGLW>t8qB& zJa{acd0-1$-Zh;m+ZDj*mk>Mv?jR^3(Rm>N56^z@!N)mKwQjD+lkF!JZAYZc~-#9zr% zVEb&Ut0TnC`d1noW;8}hpaaXAjTQ8Az=``E=O#(KLdH{sLtS4Xigf*sle~k?5pk^E zyk!?RYqj?*oS}8BpM}-{Kpu#YY|4?)e1c2uNB{FDR0?zNB=I(k4eDofC=t}vc-?Fw0lEnEJB~XSOCv2`^oM5IBpNty}f3C2vJxm z1x-g|Jzcs4Zk%0o;lf#2{hYLV#(T3^;>6mod%UELh%Nh3JX{G9tpl))uuJy<$L_@! zp4U8?ew#4Qp!CC84zOtF81KgcH%{C$8&FTV zQ$Yp5_!$CtS!}?0Sax%*ecLagy&)n_OF2KIb$^B~m9~x{_xY)Syr}>@UB~{s$p_TZ z`ZV8jMSxf6Zg%$GR|I%Y3v6R9FdeKlC@ryh8nH?tu9m75VZi>1==}!S(BE&;zLJSqY`|{5prDyjZhyWhy`NzL^H7)I$!Gd4^ zaD3R}epp~|`MHcFznhDTim1g!xP^>WS_)w{765odRw54kKAB;c7#8rygjQWG5|PEl z6XF02AUJb=x6GtV+hAzb0|8hpShAH)h+!1OsL*QrFW)Aw-=kWwwN5OtV!;z37grQ_ zG>JTIV{A#oGa)x9e@g_w8+8e^OG-2J!@s;e0^Itp1enic=#F2mrT=~$sXAoVWh4-k ze}C=jbLfqiUyvXY!Sk>>sQaK_2N2hQy8mcTei92q(bW=dn+yMaj%QqfH#R;= zfAzJW@;ZQ$skWw)Nmf!6@6qFKCPjoRwp?A$ob=ogUx{T{)-uM=7rya4lXsNHamRjL z@izdTpF&6aMdn4QTm?xV>&^fGAOJ~3K~xr@@>ppI1%kEUI4XUeTXyZs`j&i;xFqLe z3{=F5UYRpK(BF?k_0rE?Du8F-xqbf;VdUJrlb+ju$bBUv9Of4-p{lZSx^!t5ty(;n zE?PL7*Q0;M=MDNtzE#kRGzd!MqtCIoP6gtFV`3}JUw8!cAcnVpFyVF&(j}jvQp>_T zfom_wdXRzz`-XohGpt=}GuxU8q-C?(ny99xB60M}85IC~sJC$QvqUWWu(2MP;22-03PZP+CQh_syUVS6#-tZ9jy2r zdY}mKT%3j#d~jH*dkYqvA7iK1f>2%}UF3Fp`C3?i>g_yqjAMuJE|7F|LMUyH(H5{@uz&@@R?|OdS^&6bhA!1|f8+l3^wbOc zBY+3D$v=I|wFwKJ6(~5?YGjlKhXEwxKzNjg0QgUS{~j6{2BV>9+2_ybppW17dcGG2 ztZHB_z*7Or4k1m4o`o><}m_;;;4{q zp#Ox5KRX5~5|~{_!kv}fE~_ggFP(|i@Rb5-X%Os~;Qg8(O9dG%$4|x!?^t#%MLw$0 z2^MH_x%KIL;2H^_bn7R-LcI86M*M~Q3y8-ke$2l(>o8)osVo{M!M*NH7}E4 z*15M{v65EIpTT9JAGJKpUzCBE7YJII10y42j1RH?VE+K2OSHC}X%^%moYtVRKFXZS+0tV;VazZ&i=jY8@Pzy}R z;-laWYg?uSnxYq_NP!A=fXC;Sume)Aurx_RquFm6vV^Q-Y z&GyGM-^Af&CtquvpH@L@YtBy0C`+<~M8fNw?{NLrE}0z3y?^Q}@r^XvJpsTS-N3h-<@(txbrR=W?Rftu}*+}z<&Fzoh z_$mU^9oPXm{>i!VX?g^^K3MoPF#ucl9i}h+{87<{I)Uf**Ih}AXLqtNtZjx+jQ&;O z*mu)Z!4j@JU%Pj0!kq~K^p>kH=6q!qNT>x58#nSFL5Ngq1pr=bk&?u>+ILzfPIApI ziLlfG^h|IY@R_|psDewabn3=iRRPyaVbk-+Tc1}l56(-+)cp_uV?jcn)6@_8TuAV; zKv^03;7(~{8nryNL@^-Y1kSK7%Gj1N5rJ6p(&i+)0dxFcB~?{b2>WU#LvQ-KFR{y_ zUUz-;y^$pg{ilE|BuGMt{ocbH>3)}HBjb_@vvRwvgx-Alg>=&^S4NKts2gOe^Ik{b z!9swG*JJlh!(a(lEOoyGS&B$N@mS(nSXiMv@mUHi_fC@>=OziYl1keGNlkWN$UN}(c7M!XE`aBI!Jr=4&o?~3lhz_`Z|kmv2Zvb+S)@#h zr?u0{rCoHG8LD>di4q)WZWtn@i2ZX*G^S1|SSNbLP7m6E= z)ys9(AMYDr1wr4y2#rmSvm(Rp1!~!|V^d#S%~rjctu55qT$h;sJohmRocpMLDLM9H z*HnCtef-A1{6d076C^7LcSt+Kvgb%Tk&@nPt;%UV2joo! zY$e_mAWAFLiZ_*a76D$a5ifp+9w=JyNCN5YrKtf}NDd?~XAtEvYT}Uag>~Lo3rOe* zq4CLWdlMFf<#VSqC}2xZ;0gh}SDv>h((3vf1vdRJ{o+xkjn@ltZdaVMfDcd$aBXS? zaRCbpL;uhB?xDjc;HD|p1&im$!&S6!rhr}E=$(tExHwI)o2HE<VjqW!2{}4u~flpAZ*O8zZFkQ*FFj zc_fvF=ks8ApD}PO6n3>D9l0i=1+Xt0X%vCxBu+j99tM7ps?eu z7At)A-0p*P=OY{G=!yPlJToAdn9NYuj5d1x#Ve?>u9k%$z0~#8S~}2P#7NF=Yo@lQ zI%ZI{mo{;9RNSR7-a2>eJQoWnT=&FHS(1=T+#kn71=cQuMF71K%xy{U;9n5B0qVi_ zX_+y3zPOupeOhMBXs#GSBC9OHqq=@jlAVWY-3hr0;yJZ6==l3YA9#=NQkW0i#bcBN zAVC4n%q8^Q(cXUgvoHTh7d2H@0^q$a(UlmB#+vHL66;$!bWG82%z(;!wOC2*92Vu2 z>|yGPiT0w;Y!1+9kI7@r!?TEywyewC$BuAEl`aYfVcZA%6&NiUMRhg0&zRH9^bl$)^+cs4O@26{vJt0o>WG#_@C(R&Zc@= zy?8F2H+L4Tm_I$SpWqM7b*rFbkBxF+zxDIc@mzsboDZ&euFE_x;kdgK@G@WkHzrC{ zFBZ<93y2{`8Y9H44v&meO=U6`*2eAWv+yQRS5A)GbNdr&#PQY6jWcQ4i{qDH_p#5@ z(cbv{w=9}E=kmEoTPEJDjnCw~v&xk;(3`qXgbH?_R z!Hjm^%+oFl@USV&o8HdEBz*MQxQ-G5Xb^BfS$*#laqhXg$_o0!8!t}?=|T)5nnegi zx#F{a{OD8kt7o=FRh-q?LaP^d(NZM0PSn8yJP}MesVwpgvWts+53umjJAO)s5Pa`g z%aAhSPu}z@PMoY@0iailNB_a?GZs)lfKkh_4=9(D*N;mI3_Oo_Gn1g{SQeBJH!(Qk ztP2w?=;J+=CO@4Oc=bTUXBtZfpz1U0>1$NDm-s19Aa;rXJ@D`ocPRU1D5g`(MR@?Z zgAh2!g`7mS`dVMe0lswzV~qNu?&=z8!H2CQe!uDOzf6N5=|IggCG@rb`?jn&QLR4? z9*KJt_f@=0V@hFJ`NqBL>E0(cv*w%0T}+;+tIl0auRK@gaRj^(w~6!xnGCfy)=^sn zSTGy-dv;HAE|_=*zy*Mg6MQ=c#pD_S^Cv8tVpU@o%<2ke#>Az$sM3TI+b`-O?8oh~ zz~$NxOQ?;fRZTL-i2-mM!37q|G+|tUo`M{V1LjAmu?oj)Kw{9)2Akr*_Jaad-7oOB zwq5%^tq=S?DW6ah0yY?*+duU!8UtZWMnJX&cvj;cv2WH@vrC;QIm9JfE!vT5G6V4O zM2r;XAb=etV0GifPZgrIy-70qu+_i{Rj{H%pyzqx(x>Pg!nj+YkZTQN9w^`jU{eAX z>oK8yZoNzJneSo3Yc3`Iihnkwoh|qrX%6gJaoMu@q%lO{3Q$L()kN!(gh1cnS~lr86`?wL&L1owTD z?j#053ijmn`V4+b?A{>t^bWD-3HIZB>j=b7hkANxXc*~YhM8>3hDg|$J=-@RXqnLp zl9ooQbDjpOxPU7=)K-=-=xzV-6*|&480|U#{fYlU9ZmJT?jr(}0zCne?Uq`F)_K0R zYdN7kC2Y4geO|~U3*3`Ng5`t9eEV9i*N6I|5P2}PM$`JR2=GpG0-QyUo%H|@hm5sC zK!AvZQI``-=L0r;UQ`}FxCN zuKl!g|53JR&TMbycfRGyi`XLMZ{D2znT7qNYli1Ow3U<(s0U)LLYg$x73H#}YXmN&V^o?EAr0*Zs1>ch2muz@ z;csYp8K43n87rNCpWUoQ3oJ>xLvuwBSxvm_TZnD{W9%SE^bQQt;Ls>*i5^W?3Q;M=HX$%@4;` zE*ZeY^hHlW0RS+rnp@5J2+K&m%O5|?AG{l%hpZ9|A}cE;alFQYIcuJE8ME)rQW!Zl zP;14K`6lEG_ENS#E5wG{#B~LmquI}tr7z#!Wy=eJQk@fNfE9D<_J2nnJh{rsOX=gc zzD}4+bC?ktYpU4Fi+zOMBuy$0l%poy9;0Q)-;OK+b{ED4$^5ce0Peg;TbexaK;p_#TX$NWlP?PMkG4 z!ZNu$tc$~^`Z)BUe`u85M{BF%m`vVd7?9$9@@{sA11VVs}74wpbp=}x4_8*~ppV$%!Ll)rSkb(=FT5VL=f)H{46W#RKmR-@o(AH2x z@4W6({+r|dYN~>6e1840x!kvL3%hqd^z=5?By;}04AJ6Q9h~%B4?YOeD(v7hb%oS2 zHC|0OR3yy);UiBHsP%D%q0fJ3&3W{Sb0u|x5AfiM2U=?+riQ=@J-yP`+fCZW(t#2i z!WSnI=P@r~_f31)AQ)c{FUdd%)zWCu=SaE?^J;Y(!OJi`@Iy{l#v1G7UTOE;9 zK=8#lVD4k@V}?tYX2Oz1qyaq@h(m6hu&#zQ|6(D9YvE0p4ZH=Fzn)mqkEkDhhzmybF23_+AG7{Ic^&_bauE z!14vF-mkapruAEPvbRBE{sc&{@cp70ZM16P99p?>E-jeZ9zCMd*}hZ3o+MR|6=&9} z?gKr$wpl3$W=^DH7#Ix1{3Rg=-hHIEpN{tQ(ZJ9s&ofx}Z0ueL>^0Tb(yZ1dR*->3 z7#HU5EuZ`<9XBBw-~Z^l*&{-kIIYE**N|g-mc9vftd3v|9>75Nz9aPD)3Ljy0z46Jl1X#1VSoq&Kf&tt zg`YplxPXBcW$5?ToKH);rmVWQt2dwwUEx##E!>fU>p0iGU=ufOzMnm?nB zYOAv2;j#f9fQKAHl8Y@vpZ@Vfw0Rd;I!hu3xsSZ@YMR^G#sCk3K9j3B7P7v<5tGWA zI0g#B9RNJ6E2u9390)0@Di`}|R3My#I0rxi;7$+sG+`T`L%3A8Mlj9U zI%wPe;9tH*!zSM6jz4`Dm#+i`{u;pe96Qy=Bm}3JK`uSP?B;!k>E2CSsBdIMgbmGG zMHyN)XFA<>&1z;<1>Q&fhLCG*cr=m2j0Fm3wbZ&`Enpm(<+M!LV&lUdeF!&FVbW7z z7fO&E5>WLs%mO=N>C zcHgY2q=vd`=d>x7cw9<4g5P<~8MjsaOlO3Gx)AsiR$dun2GXvU3L>@A8r$m&c9_pl z4)K0ttQr7je%cCU#>IXkNxQ{r7gC(q`7>23oAnuw`%MqPcXz!r9SyhX4+{GqZ<;>{rqH z=QEXiF=*AZRX8;;?ASSnqA-J8!aerV!#%L>4Y6Vk`-oci@LUM&RaaNi?3QMl-rhui z`sKUmm;rd-`SaVDZCKZf&NIw8_58qRD(B$$P#i4U&uf3Av4RDBBYYXRf z12y_M5&?@_A-m#n!gg4e#InUgo(Yv#Z5{f7-C>w)q%zgTFtoHn2a$j1DI*&I3a3|a z8erclAa0|hG&mxb6)5i6;=_Fwj&p$U*H~Lc4Rtk+c~Go$xndYlwzw8LBAgUABW>^R z|I62Dh)G36aQX3H-X5hA(R)zliQaxXc4~l*_YYEe4u2%=Gk|sEVglLDw;y<%?t4m< z782_xC8I5Gy8HsVe&zDW6%Oyh82kN)@kCBFW-fIg3iC&j*n9CX9Iq%bd{#)vB~0sm zYT?(z*q;NOP}wD$*EU!!I9^#>X<{~AY$)!vYgM1+m@(tNhxwzH+DMpieU%0B0;C}c zvKf~v&hA|{9oh~6Bp4WCm+R2Q7U5E&`lJxUbNhnEe-@ zE3;Z>c+s< q+zJ360$QN?8*5DR$ocG5QQ6Hy<)GA z;`-v(`Z5B>7IFcA8@wDa-_zESmV&e+I3r=*!@58$wOaQ=U=Q{9`u&fyhk=5&@BR7j z6Ih4!47VvCbp2}z4qlH6_HcF?t6pe~?D)KxKra;HkXUC0q&vx)V*!xIePYTwU4Vyo zosO$!At0}4!OORc6~8~L0UiWgD>P~BStx2g=SDdqu-g;FG98o8>(hZLhXs97PfKUOsjhgH02q_J8gH^zz08jJMsq38W zUteo(4>2p$+xF_`k+93-2KOs*!4yF)nW6x7f;$>4x=h%BSU{J~fGPaZb~kwTpg{ZJ zb_q}iV6DU+wx0f>B%p4bhDS#o01guX=sdexL<Cc>7p^tl{Zn1iqk+6!akGwJE~EIfJc+xngMH{Pu-Tv+pPABN(= zUOHFso+2BgCG_F|%;JcJ5)mduCL>0zh8K3M~qRWJgF0ZywW!d$A~Ok~OzN ze`1{=HO=T4-Tvt~2G0UK1$JP)wRK__w;{N1I${&dPmn1g?FkfFt}d|Jw$#;9b6rg^ z#efwOd5)KsBnVef3_j0b&o${8bZ)~%Pk+~T*>xvY+_A_yuj>i-R1t&PB|BD0(3efc095eA4=!S!qx8(UFt=tO#MS=d61yJGhv=JMLRYeNMTIJ@3!n zd=2lZvpSlnwz5K$h>mOt8^5x2va7RekM3)+{3E1gJ|GPNB3TFFGsl-LLT&Z;kX+9c zat-YyHx)RI7`>A*4LF>tJH`AzcDCMPK*=z4(35hSqN0!LJs=45Ht^ z{&HG4qg@h?I~F^pq^C(LBPWzP+II+hQ5#_0al|Of;%PTd8~hKe764%=J@MDlJq?pk&HI=c25p$J^aGYyi=n&Dv9aaTS zKyLEbr60gzfn~aImrDud-1K*vCPC`+AAkG~>K`1YW4#hfl8e*<_czp3Q)^Q#=Uu`W zgx;_2ztBwI`KwK|?)jbkt_)Hz5rmnr(S0&bfo zrU^oPc3!xoaIC=2DtdeYgI$}VF;2!h%3O_;WLv@=w5*~6q&=W%FUtZOSR0sn5UNz$ zZUtAXaNz#R0rL3!6fy+$4zTMS!gsE?#E{}cpARWB^xc?`A%Mr0ZV%Y``wkQ)5NZ*3 z6?p;#JT6f8#=2^b)hiA7=;Z=>oFv`2Y4PulU@5rI2VxK0`{LD_{_S>pj6t&^P-;sRXCEZdxlp-=wh0yb#F5rDm(emZ)xk1BCy zFd;|vbd#=5N^SMrDCYY5NtekT?nnhvAE}xT}-_L?QC1FyxcC=gF(2XBN z&MB5F)xwm4-iz$Ei7`ssA9E1^^9;J>2?@bdL~@%ytD;6a$QG|ieG!FP2D zO%b@}_yTG!aEF6l6MftA5GUokgMmCnY5%b)%xG<*mWJA_YV16GoPPDp_UQ8k)7$A4 z=PnFxP7q4jrORoaHHPo|zuLslqb=CD|L}&(Snvqd)owT{SU=vqC-J@u7S5tO?pe!a ziaX1Ky=?#hAOJ~3K~z);T`+$pU9x;$R{gEJ8dKYkAxGUfgCeVQ1=#-I-@l&^EdV&g z;WX9O(z~y}j9MCMBtISJEE6FL;Lz3;eFwKoO+u`P3k#oKtwI3L*G_7Gv4-CWU&4Nw z9aEzRH-sCEE9L^TsX;@^sT|_mbSO`l`b3k8`hmh9=`7&Fs01MpR`Go3LK#Yw0wJ17 zXL3=uxk4Ze11v%K43WqH;DO);W#ix9+;XE>%W~|Yu#Cb|hqMOxJr-W#r!Y5>Gm&E? zUBY_3Z$tNP`u-zNaL%##5{t`u3ue)Ku3tlQr%8@P8-JrNa6DFU(*;?Mo97(2hH*pu zjOiE5J3ogUuTAGV8Dcfn@n?%4?+IaMQms2)3v1rs@Q8p1+bUNV#85&550EW$m5Kd5 z1y3@;H7_+c7wuT9dszH_4ra?48w87}#T2L`2x>x8$QSnQdeC{FuyC37W&ym4GWz@n zZ%$3>jYlOFK@2#t#~?)rEcZ4ioy1}$EjLJ>j#L;n_A%-g(|=$jm364GRB{))NMd~5 zphYoz4p>@uE-jaZbHvaN4rlGl_)cBHc}}LRBR^juZc78*sP|OKOVXBaA$jno0`_pP zhCS$D+lUvRpW|U6_xmG-J;U2gcd`Hvsmcy%KXTvf9i3qLw{?J)0uP??coaE}VyZ zdg*9SKmBC=bJ04%Jbv$WYg}3%Q2}Erqh3w*NUjdB*Gg@TwG8y&Nx?FXwd^^DQO+6a zVpDmqaI?8ku%?zhTmM3z<-IQ-3Ck4SHvP44l@zB7@R(j?gTz2e*j9OtkOv3Z7~<}FvPqP7NM^TLH^heyZRf~9~OBDh#8M1uzMff1Le z`l(&}>8?kgVoMH=54bU1uxJ*&{pyROGWEH^;W17~4l5C?bRbFrxQk;UWQz`2oO}j5 zSV=+$4f>Ncoa{F1+_*f=AKIvKi*T_S9h+cK#%@+7_n$U^%X3;_O}}8>7ez}NlQj67 zJrkw4q~2=5%?IoNU^FcTn^^-F3(&p&^nuTPmxjhBIGqHpzkBEFg7X)#r0tD$)ZSFj z0(GeWP%pJ;V~lzIMDb2ZfeLfv`;RyiR_b-gVuj^gEZG&vn9hfYmiC`Fe)L zY6nZRYa{wg`;>(QH=b5eBZ`sqBi*`btHL7G=dt^&2y+l1urI(`ZPx^^4Q6F5Wj0%8 zU*z-%Nf#*JJyUC#2J-A2)8BRe`-&;76W;^CkH;%Sa8B$WfqA6>uM~z4%5b9d&wb$L z;2ad|c5)BX8`Ua=SW?6#pS`eB{$<}0ywk6t)iUjkuNVtY7PcQo<{~=mqvmUVt>}OG$~yY{J0Q+ zml)#|c3!>5SDa$)pkAT%k`LTr&-Ihc<2@Qf?<*q;nXi65p51wXEqfrF*>NN-Zck>J zuDiynYFf2qHmzDXmsT#G<5FbA`StW(D1$KOI))1NSRLiu7;WEb-C(`dwV>Z)z9YeU zA=bS=|LRY9jfh)%hTgd5JZh=0rRqv}Y*e_A2?2XjCy3)AbiG7XacCkK=Q8(u{(& zO9)A@0Y1gG33TVe9tW_8xQR!fdx6W-zJp+o;D2aF0g9NZu9O%U>V+~IYLj{M6j1nE zfN!}B#bF7{oe;yQ_Sgy}XrHDtK)*m(mvKlYolPF##EESs4MT->(!Ui z%+|&zsl6?W1)~zUoR%h7YJHF==@(>I7XK#GjO`a#rvd&k z*QJh00E@CPC*WqsLWg@;Tp#5ReC}J1{4p1zkfh}f&!)vbsXMjpXpR5MB`hcQ$`m(I zEfZGT_kH@?k#LMO2|mDMVb=9a)}Xr&e70lG5jl)h3t$=ySzqKqv{*s=Q^!}Wdawqg4=u<wH+wphty3nS)t$g-$yR%XrQo*^K? z2eKTK<|!0&S<2G-b*cc*mgCQnAhC*x542}!Xnxu6t)bbubp+I9Fi zt>3(p)^+cur*?zcIWZE6zvBHaL#qMw7D?=0D|_K2y*>mei5o4zE><}2gKRBJj;!{9 z1$&r7zI+l{_j(7jn7TjqwV%?d0r7@_-0;2|uHg7@xPRhIz}W+rO(;Q}O^@$Yu!r}- zg>z<`BvOO-4BoGRow-4k=YCGGszXZ1a~ zT-`&8iG20rehs#-lfMe5xzV$Aofnisy z;gJL>3X0&IMgVt#_&pUcumNn|b10!jN4fzJhG=qX2qN3|9}T8SU;)C=9Qzv`l7b`d zOTo-H@83Xu#s%(*H!Em zSDw3&;6|#}2Oa}WG!Bv!mp@Dx$;zmT1I0xULc&*E-*{jH?L;aG)no#A-1=HtG^;bJ zBifHZb6mV}Iw2VXfL#EN7nyRUqkw#skUTxV{aX0Q@ z2!s}zsezD?kU)U^gd~*El8`_u2{j4Crp6FDnBoG)#c~<^>Oby0 z7@pFh6%3Y5;pdTs#Z@Ts(dErG%REI!5+>>{Yb03xD!Vv~o^FbcQ9o9v-?#)o* z13Nc&l50a5VM#7R0aGM&e5F%n5P;{;UH(oggs-e3tEAk(&@f?pxXoGCW-g}8Vwi7j-4*f*`G7LqWA=3) zmQ`yvD@n^e>oe#bB!Ef4$z{K|*&n zX(*@Gy=|9i;99wWR5Ry_ukp0EQQ9-<_v#^ z2E(j-=kUb!yMK_1VfRQ1$pzYk@BRObP({nq%bjniWWIeP>}qbA#VTl-u<$_`-po|b(KsVKUSu7j1ySp3{Zt- z67b+Xcljbmx?-D&*H=6RDDffD%M+WPkvmss6z2BkCV9^*u8G1+vf-h5>MXSN?#DM~ z9o%^ETurr;@}pIc%Z@!=szmb69WBlB(o4@(5ah}L;JKg_fa@eADXQ2vWB?`dMV^O` zo=}S*xmch5$*-h_Sk0&b?mqas7i7(Gz@mjUF^(KAgk_l*!x^6Hdz*cTm1Nm9c?3f(q}q^q@^>4Vi+3h%%>j%6Xg+4WUp~BEfgbZ&$I4}hLc8f9J1U%WuNW}=0oA&MTr>Mkq1K=UR`}{j!SI}eUchk?I=JQ;hD)Qj){IV~H&G)i4)YfWfEQCNV-_PwcD#s`^ z&BoQ^{Ly#zS&KvEkGZUQ!V$Q((Cx4#)v&MgnF ziNC&d@f>;H`Ngql`u8-jY5T36qhW}AF2&cBUp0UP-VZ%D5|}b`y_5fW((}UW@&P@5 z%icx^C!w5p`1bYmk1nvy$$$Tu9pjaxg)$6~sQG7++s|Ojb#ul=1iKtu13aOT&gP_s zG3W4jGk>4={(qM}2aYIIgGJK-p8wwHMXvn9A^np%$G!v5!wA#B-V?0_w{{%pn>22$ zbau4Kw25spwz0w8G6H)LweTJW^bCxv5wS?H7nWKm7U-3lpO*xx^4+5lxmeO%EY^#c z^p5_ylIGwQv(iWRZ$>4+Q*VN&TyseHhlg!owvqC0lzso;P1^j~gi$)p8(~um#Sm~8 zDt!hj!Uf-T=!k6Hz27N2QN1ewoZtGDNtixau3f$;>#$JLk>iBKIpPr%HecU$WExfS zUq8KDzc+8ui!NFs%cDZCc0jYyhy6Ez$8)ffpEq}!Dm%!DoPe8GJ)sJsGRU3km4%%X zg?fE%@2^%R8`)UV@#^X*wjVE8HFm6uUrv>2>ME> ztG_X~P@^wL?wu)dyn~i+h>F$v2NC@T5Lr0`<>|1Tx`?VhoD&>sDC7{NVBvIh?ir># zWNyIDUPwa%tE<%j;X+y|v*3tl`dM;4DX8Lv*R{4*!7}y5{CO2CN+(XnB@GD01l0Mt z65)18f5@qO?-#!#$MIhDRVmTLk3RZ#Rj#b@eDl=#p{}7pB=ertTKmj}@?;ZYgrP@C zTQrvRFaP`=xo5RwSoK?VZI%4qb(abAA}ORxfps6sVU5aGy(8r0MR{Is&YpB(ov=to zp4+6nCj~AMMZa%t4%dn*GXZGu`|SVT5%C<4fkW22MaA2(u!p2DHjnvJ?-!IVh@WAh zynb#;0?5Vy1h*_8uzH;v8<GG^6_O?2@f9k3xTEr(ntyOom~;+?1`!ADa)IGu zCsHAxXKN<*vt$Wz;8)jAi-xn*yr+)pP{TZQ5I#WGY~9LYqvo-1`{pIYXbO3PhzB0GnoH%4Zm}ea(Qbzu)B> zZ{N6;>v#72B!Cz1WjVr2lMH0}`jg9;k#tR={`e78t_E>=Wl@SYN1_u}5rSzF_?@BQXsx$`kEOs}d+{_JQ~hNh z`GWL#xjhE(7-tM7M%-iGi==z<9(ZZ-U>fmFXxwn#t^VOo{(C!Pg`<%F zTNbhuyi>k|n|I~i@T&SOdECO^cPuwHq_~U~h$!#Qp5;KMBLML~^Ve3GznSDUa^*8J zb^F4-%gM(XGE6556*rXjcYgL;@xFq0pcH^N5Dyi7BHR~4+R-3i&7XhtUu#V^HN@eY zCOgJo!!e_m_lK9y*vqm#712KG?WH=#$By?W1)}h~hAL-=$D5psW!4;sj4A=}@`cda zyTswcf%42aa6JaDaILV%62f0-p9tq=zJC`3^pe0w(muy?AVE`-mNlE@aV;H`?2NSjvF>WwqoTY~+sh5~gn-od>iGbV>u&!5)<7x0hj&WH z*cRPuG~)SG>u#$I#*Q?}JkaLd)32i-&U|3cjA{0pT;mX)mnz3x6Coi_ISJS&j%1MpF8;g^ z`&P{S@_&N)`U+#ExT|8?6co&~FTjS}?qU>)(eoZ9> zI}P<3ibO-%`Hvsmkrj&cip!SC{7&aJbU@4H%%Pa6GGA3C4{g{MQ@Eo{oIPWTr%1c9 z1-Cx5R(c8T0~A$N$=vA^<>E!N+&*7j6(@F^)!Gg!JJ9$OtGhM6N9p>=SAHTp4;+j? z?-<)GAAj?UV|F}>*pon>xlV-eQ<{+$s7#{w!@J4cFp`&}$H{>+%VL!)YmkE|1$i>g zfMvXnels9%q%7eavA&>a_8F*iLeIA5dP=$Gsnyjw7B&l)3HC1(bLivub{$ql*2dB0 zQDuW`yA(=n<`|$Z_FP2s-UoPCY5(`H-V)a!vwQon%zsZno#u3S3af(LgoN`#7J1f9 z$SMfS=T~pLPbjMpB6!x*?_GC^TzCFiIyV()N6*zhoa$AOXYZ>ay?7a_tDScbkQaqq z`t_?ESjxPy|Gs=@#4fq8Y9W9Z&(o8qG;9;#ABHKJ+^KVgRo$AucKmVAnj&6qiLW$- zIec8>?;U2y@N+}``?~y5M^@z|kwZl`!KQ`>jT{p+{Jz2QAydf8H$H*JE3Eple`k4evX7#IUQc>ZBUvFseU$LH_0mwfmOai}l9x$(VkigHAf$OT-uD1Z(bCIOQq zLXmuVcXY*-rRX10hYWb$Z4a)MFW-8v7C#Q#g$rlN>#n^}y~jSVWDcNA60SL>)=`B! zkF*PwMM-7NT8%qpz4M4$;`J64dpCoTj%glGWHA8G55Hl~08q)pO=>7acr}c1)9;s? z&n_=81SP&wZR;UaRG1D#HJD=Lj3RD5SuFXpP7dW z@ILYd*<-o=o(C^+Ly10A?_M`$7!J#`U5BOTxbNL_(L+SJ0AjVcx@UA{eOPHF^r61K zQ|jGw0I64|cC^d%@$E8oVwk@~Xy3c*Vfp?& zk5X&FB^8JWbwd#YMJ}e@H;0Muo`32B_mXN};ax&`xPsm?L6wvzFgG zPuOqg5f4AIt%SsK8qLGWJmDV)pu2z2c z+Kc3hbLYpD_$n)YcdAcnAo{7TQIHqs)hWr1Gj8|*)Da*!X;|)FI2Q&2@Q_a!?u}sw zkVk%A=>4>3Gv+8&^e_I*%Olf11q;-aS)GrTpXUKoKEt^j0xJz?_3HHb@9U4RhGBUm zBlN3WfERkDm}SM*c>_2kDNM{&QwoteIeJ75SS~5+&E;rEb2=iPVJ{flG)9>S{gAnM z?}~t)DT8K=iPvZJL;KwFe3JlZQeK|+3m1vk%-CTcmFvYD2*A_a&A_>`YrM_HE9!?u1|;dbT6CK z+$_r$%vA3l_4eZV7DaQo{m2zox4Fi$e(A^lGYjDT>~H>9CbhRJF-!iS_>AWeeFu-- z{zE&diGuY$Oag4SE_3bUl>m9g5U%7h2BrY7(5R;0k1BxYV)`@I zeHN%GqAViw-l;;<>q4{qkTKu7g0c%p2%A}~>~nVrlSj~hvRQ~%u6j-Dw(Zgl(mWuu zr*x=7PDsy&9edm3b7|K_sFfVVYy-a`LS3 zyvf}ZJWkQ7YDcSIRpsPF$fW^0n+pzv2B9@toZS($SOd((Idu_$cXl|j$qB*;Jayy8wq!yj6TXictulw13 zPssn^%}Xc}eaXVva{V2?peK5=V27O$$bsrVUS?ll?~Jjo7Fs^$Q$k}SYbbM zDhCN3F8^AeJ=2slKP1%UhPt|H@$M$^m%vvryPy(vhwn$ONMT%MVYzGXV78peY}7;NTHCn6S_D z9IbI#T_uh6wVI~~&@)4c&UH7lVsfNd{sFm-nL-SFyE>rRAcs38m90r;*333WAhQr~ zhvj}kxeWy1h0kMO@{J?8z}@kPP%7+;Z!j`IkTlLopH%|v74uC0Oeh2hZNCZoyJ7oo z1$wL2Y?jsAcO||eWfR;~b@R2pt}d>(2QiwlMe8rLo}NoVVIO$e$Nx(K9v)`q+)qFD zM>2kFbG)zl(Fgv+liptqA|kPOZ{NY5#N53-3ih0L552|So%zt9b@yO;u8EDTJgcRp zK|0CXn>bFUw7LFez@8)Ja%XmR4D@pCvu<1p&z8`rqL=vVG*?-LglGkOS}{4INwO{E z#j|%!0bb#89qqpuRRAw6kH98rWGbq-L(s5%f13 zLaP8H5M%)CY;)VZbD!LN-xIE|X{2Dhs-HRHjnu9mCL zTcEjpu-RpUwJN#gfi<$uJG1~!c-t)Z$(IB2_rv-KH&k+n2o#wIk3Q{q_JI8L4N&+y z5KZvMylIouMYzf&2?Fhmq5)_q;M*I|Zlpb<)<-*w3-2f1aEIZYD4T#f=7iPT zqCXn?=7oXT`#@MTaV!PMTNI@F&t=;AbJ}t%3CYa@0?~cn@=ssQ0(dul;H@&YsZl{r zs0@Vj*$1+vI?lCRu$pWOeX7b2{daMo(QP&e<=C3Bs; zVZ)5dkf2Q1d+A(^lmwJ+qr7)=&sJQM6t{8#UKl2r6y{3blyNg+$xQ;*I!L7M`-Mg@K*&q6>iDQpt}@3Ya`JDJhR zmt`WeX0+#Uovx!G-_?&yNjiVZ1$c=bLoW&@3Ea7`TQ{fthFmN^HmQ%r05AW#fr7na zo>vOc%LN3v$IgA-T5nH@S~hG6Uf;>d^(XtQrL(5X^7%95{CP8E^7z)+L&oo3_sJV% zujb3SmHCs8zD+~({oFk>VmTwHyLT~OCVpq$JyzJV<4n}0T1ebA&ir{kOOMUvN@ zpXK_!e~Uu$P1@IWTq5JR-796$Od7G#{n@AjcpREp%5}t;r%HN|dxwS7_Zr#ZfM+9Q z;baP-L}@5pv?1p5+9l;Tg@=$8@@A7H8@|67S{?)SoU}keZcg{3<&XRdrPtCV1VRd`> zsqG5p%yVRyH_yP(b8D2&l?GVzQ#>>!oMUjbxTNsqBz+(PWO{E6Ib0!i^$K z!S%1*zDf@+lrm&+#gci-D$2VPhDn1YrK+ad)w$Ae7k7UEEA^+$6J@|F3<*Nze%`$32b9mqGSWoK1V#teoqwGI zttc8Epd+x8bETE?~I0?tiW_;#7Sp!5z_+ik=%$k`!yHqb;IRGzd zjQl8=BzY@yFlSPLR9Iuia9fOuRt)$G&sqMR%K($_nT4KJDUfG<0648$yG4tu-@9g$ z9M(KIAK69uQW&*Wm!AfX4W z5a|im1J;$9Q~&Gl-NQS+r>k3b??03wX~EE@5kMG{@$O}qXpuR3PUnO+nL1&dbWUt@ zhGZjWQFc*hNLAg-v zGim@Hi^vCNC@NOR3qZs{i?V6?O}=H=HZ;pe3a5$`RpRw?{A4&-MYf3B=<>~=!@KixW zVU~FReKzjgtE4Du5sNmwR8- z&4tR^=y0DOw&;{BKJz_zJP&|op<*_!H~ivWS+#CUmPPXo*IpotXG~Ed7)NLCo>5y{ zrB-&BFYzP->`Y!J3;rF49GcSWdETI}$9n=W_QyxVz6c%BFcPoec~qwkh0pTdxUI$U z8!+U#ki$T-gQw0fbzur%n6JkDi~*A{F>4$`{-MLYtsI0F4vrM&_y9_^VNWBQW0c#a5^P!_p@E{wcGBK2cO!eLidki z$bPQB`U1HuGB#L9AJ;XE$uMl9bSjXH>SEfyptbUHFly#fBJ+WtLgATN?;lyZb??#I zYA(DlX`f+kI>pHuqH^`Y0g+6OrxBB=g*al=^>eIHtSG*olna;Z8KnZeQoVPf^5d_G zq}&{1yERtbaF1s_`(7{ddnq}RR6N}WdaND7HwlrpT|5iuMSFk`^cXv15M(aEqM8)O zZ{56B&lI2KLXyeSjpiu2|x>m@mNM>R~4k_mY3 zPHK^Jym#c(STC%vgd4d{ln{v;`TFhm2^Kc<5?#A&pkpb##`={F0ZcL!fBJ_g%_Wr@8E}}aSiuEu6w%=sp5h{fDG|Wk^guks!_*IjQ8Sm zH{T`uyAMZU5q+9p@a~sgts6Xt2=9hc1W48TZqaz-WpgAlC$q-Lye2ko$Wd#PY3@_@ zHevM$ePD+|%-n#u!}kX2;T0+7rbweO0_vch_6-pR>WnbO`l6t&6$Z=}X=`rG0&?nq ziaMwYIeB$Tmf~vGWgTQ%uA+aTarI`7fh@&=)R%qu^Cbg3>ua%jcl5cGe7mG@FdI`| zpSLnFY<25yUiE~0{kBz3*$$TD#f#_2Ypz-$u(UFV&CBJ&L5-V4DOq&i{x)L(9-tt+kIg&62Z=bq0-jN%qWV+O9)-8nvAjAWAm4+o;ongR zw_h$Hso-`c03P?~=e-L^JN!BA!fpHKuqhi~z$9w-=6#Yp6PiB;IaIJl?0K$udXID; zKH86+(+7GGSzvq_+Xx{`wXR90JO{Zxk&z{ZUG$d2ebp()(3=ox2#D)Uw6?%qwW5Tsi%=_ii8SGwbx9!w=vv~N{ zJ+r6ZE&aZ2-`gF99lQ1Xk?XIM%a_d4v<@|>X`Z+{t1@}DnH*C30{NJgG$^M3Nx#YG z-D4fbVDG>|HAvbX#h;e@j4`PJBB{t|%Q@IdarKGqZvWP`?#NltZ!l)?Zg!6P{W4kl z;5O^~LO?GtjFwBjk}p&<1$gDow$Xjvr~!B==eB^993aY{QNj&2t|uGh^E z5J%|3viURget@~26TNb{=ct@GPW>zr&D`Nxt)v2YD*<(mh=ISWzFXxexgX!OL+)O? zQ8!3hTXTc_>C3LxzniCxzlQ+ts-^SeT)Cuop|2cBw>-Euejd+!(S=K7-n5Ca(&*mF zg*zf!03pf%MQ<5L>gR-w@X054?3SgO2MNQB=$F2eq+GS;@=rlty4z<@`$Na58245U?G@X3!rCw_jVtaBR$7r zvK0El8}d#T3ZjQ=O-)qNpgCp|wRhD+h1@ewFuV`pmxSPEHRsmK!Z*wjybYAmNK&v0 z0lXyT#Vn)66zc8IcFEUoUnP%h z+@AF~H6Aq7%j>VcNS+gU!;N{-?H5s~tt|u%`*qK;&{2Or`8N+0wOqhQm6;$HDcAmy z9Z;08k|&iM@PTfUEbJbo zc<>5Q?)!4i3GNce7R=~p`+PX}2sd&RyI;CM^`j;QdM?k`H^!ip z#(P%+&|@D;&daM-qZM<|>S~5_PmPcX?3TH_c%=fo5IpMs84>h^bN$503|WugPvl)J zQ)W0;h5l`QCVu^$&27rxKu-P_%LNcQaS zR_`9?r4RP_J7K(yHMPn+VBWpfmd2Qob1EUIk#U{*s04GcJm+DVPRe(V&zC%5y*gi_ z7cK|nCC#5qo^Q4xPtUeA2d|jvHL8CzY5<;3iUO#^L!k>KV#~ByfKqSaGAttE-@~G^ ze2(Xi^Eiom+bKxBQWX{V4rdsP7VzhX$>o}b^l{@ed$U5o7IjXR_1pJo?wMKAr;Klv zC9|fL!T%mGuBu_^-WtZ`2RBj#x(^mZS4bq9~Q`iXHUO2&iYCyMh9lr$h2etfGd50Q0n z2cdS(Sis!MkmsnZyc&CUSn;RJJ9LG}^R-d|o+ z#h?`{zLCc@e2-8`Pm)Ek0FP^n_1?L)*59LPBstbkGbWfJCzP3E>C2SC$h$BSzRVZC zsgA`6=%JJnT4wB<=5zGDdZsk0f*qv*B;|nfJ>llc02_gHziVdDEY^!x3cyPualv!q z6G~ZMFwi9ti-o0CN|kvjzaLDnR|w?Unl7cknLR8!7_)8t+n;(4N4aq2 zyqAAXws-G{f;wyD@#EdwyZ?~BpPik~fQ9$bYVcyXcJmMKs)QVZtfg!UFCN^$v#*-ESa%S-5X#sUZGEZ5Dh(BsJ~ zhR(k^)HvYq*!jugNe7k4EsG0+a=;Ctp2WO3jn03^#P@f9Ug zNVe{JR&Kaur98SR+nY!Iys-@p^2Tc}RHn_0w+cnV8Ay0PQ@{=689`D$<;&)XznC(B zI6Jg3$(md&xbu}w%jLoV;HdkZH`47{kTUhjnEHBYLgDdBM;NfPBFg?=;S_k6`{%ci zU34G-uUPM061d~J7M5u;$5`jD>9F5e`HLZuC`J`vuRfS7eAAn!gl_`$FeYG_auh#q z`?7iA13ktJ&%DooYW=aiJof)^o~XB_x~gD}I_^~pz@uc4-z>D>A9w!lQXH}s=0Z%F z#mIRezZopBR}9ee*HW?X5bn{1_L=CYP)5#oeC}Iv;0Tc-?sS+ru`OoE&AN|nL4AVJ zc=_C!vV86|IeV5XX~f#FGE3&!^MRh`?w6UTmm~wcd!$`(cKW${hkA}_y*)g86k?CT zUQ`Z+m>Eh)XwExzL6uXWN;)TulW85}q;pc6>VQ_l!=+NVz0VKFHse-!hWOwu5$Ji| zyiyo8OY!2R0I%3pGkSkFDgYk!zbxJ#WyWnl4p=DLQlwn_#40c^_E%i0rK!GF!HmBl zYFJFKqv_XtjUd;KXY*Xb4RbZ49fz#INDu%9DD7K!A5g|AtEtAub@b#(d2HkMNWrWU za`TqWouLP~76m0l1}heMU^Ug!-r6LPNuU6P8VS>1j0mCI#*#Nx>{ zcRluGluPE6QVK|i059p@C?9t`vOyl%M4@!2AOe`5fBxc_s6lmk4H2u-5DpY)Wu&aG zR-lHA@H#5M^1NpBWBZ={^5L)E?8Yc6g1%_x6nW=Mu28V$JU*_^nx7YiFdBQF0}j0k zi2e7`ns0=)Mc&Tva5WZ3El7UyR9w=4I({^p7kX#}A((s*QObn2Rt0uR>6-qbf|7~{ zm^l%8n3LuhhcXn@0AZiiGyH8Xke3hOB`FyelA5JJd(37olsHFyyC~-=2Ff0=vk+l> zrYjFo)z8?H0p*zmE`uTX}0=&e$u7upXq)<_w35d78`Z?JB_b9^G$v4f;MXi)tKwol&Z|Yb@ zUPpF?md1K%X==zK!m$uDi!7m+GXCevk=CQs)<&tsHb>*$8uudKKC>G!) z<-w|P)4M;vA*vu;ccn6AR%$$Q-DfbsULl}o=VQ{IWZgX&`5;n_m=DKynFR7q*KpzktrQ*GJU+u+Z#(n zR+OfIml7SzFQ#rX4h?QPzLEU$0X_eB{+O8I#{Vpr7cU&=6yOc^j&SDRe^dZGz>O;P zRt_P`N8mFfS21E07LDaw`NOL$Y9xPqAwXOYC}2S<6IGBKMkq~E2&b<+YKSPbz#2nd z?Ub(*kgc3ln(UtAr=;uPVcE26uWlq}9mg~G@RLvLt%xF+J!QOHa@L$EM2ADZO2H3c z1jSV8x)Wk!k^q?7O#9@A_dX_1Y}yfvVcxU}@|vs8kHN>Ck3E^CaE1WSHawndB@F<& zC}f0NeDhZisH`n=ea^HFIe*?v_f8s0fz_=>4j**@sj1PicuwzVi*sYbFbMO8{qo`U za>K3nXtm+K2;{x+!n5T$OXg|_rq#vsStqf$R{`!KAVT;mN}_taNb073UO<-PdzW}e z4jR}mVK2>^KOSQ9!$GL&hXH~R%%uDi-&=y>jC%E9LRcnK^HY zPg_%?yz$zL?}yi#RRY zrVuVn?Z2ohr&IFSWvBzF`FRfLS%0;3f`xEK^V#N7(mt1uc!v4=wtxFZJRD=j)XIOp z>-AZ~6MFBGfJoAF@oX9S3vL7b8>Fz1HoEYB6b83H|wbFgn(sS{Q9qrJxm zdhA)S1os0^)sFQz$%~E*PWei_lAAaJ3TwpxJo*%d&-zL+_hNi7poO4%piG&AJzS-N zJ>Te&)VD%F&-Ux^+G0Rnu5&%SmjOKc{Pur%r$();T(?D|bspN}^az^JY(%jx&%aTE*hl~sTXyfu%3T29t=aaB z)K$C9bk5Wcxq9hBB~8d|J`Oseq$SmDNdk8Ygrgk3r}ylauily=Eun_fTc3ZiOzmjb zSIPzOOo>8~bRkhNdY;leAQT*9Gu^O#w>%VqRJ~!9$n%yjmMP=#U^!(2(hFosEWPE$ z_=V2noFP*2!H)Cukwi$ZnT?6F#s|3^dF0n9Zw z*2jvE9aeUojU!Bh`$z;Q1heaKOfPR^u55UCRJ}<6>m{I$LnS1oi07CGUYy4T7R(cI z*lE@Ql2zo~^6Kgw$x8wVQc*|O6ssKM0(eQ+o7L3sqvhS@&9|$~u-azUS_asuvg7z+ z`iFW2z}pmyqM5A4;(h88Qk6oxnR?R!aqo;=6zz|}go4N-EXKiS7@eSVLd)r#hKKHUyGmxFX ze>)u{^P4mWuTryV})(WY|%|l9X~((**{z(aYQwbTnP3++EY9Bs5fu*)@S0|*cyTC2Bysw3uiblW3*l! z&3Fdn`9;6&Cb?x@oTCmgfXIY+0QbFj81yv9 z-ODZJ*@MZHS*q;I`F$|}Ej(x4-qfEUC238&BOp_n!0uHD8$R)|hsm;nXm@sIa*!kKn>Gvkt$A z;Daz18p@~9hnteX;cCUtodrK*5jG{nNFNAo>ZL3~Z?7EcIqp1mk(bV%YYL%x{^%!) zJD>yQi;x2ixvQ(wu*Ho#BjDB7Cv&Gwl53VOa3C@AZ_rN{W|&`@p|7TR`rvEqJy72 zm@2vUyhXBj=H!^+vb!f4;OV$TIZ1#A$^oEQ5ZY>O_2wP&rJvuE@%U7WESob!UVhoR z&bwJ#BdyI%3MT!!Oh(+|hhS>#f7c<|+kHg)W}XW>}!DDV6xAE`=K7^`PNE*9ANb?lsx%dOv7u?+5s5yA3!RUx#Z+>rtshMDSq z8!?ai?+cju!%u%R{>Tr}Oac$4OzC??1}rW%rPMsNJ}~U>IT}0~{z}X{q8qx8^k|er zEPu{55R(!`WvXOwXCKLC=dQ&7cs#>sJ;bN_XJ? zM51t3hVmaurp!u=N1=NR6zt{m4ElgBGzx`#b8e$iHn7YG@RHueAHT;o?T}ULHfe6= zricMMFWBqr6T;e;&FPfo^JmDpbEaxuXicrtXD~RJHxH7bLOM#JvB>v*mUplFi0*IX z^;3QUu*aFM`D{_>Jvy5+wD!3=wpu=@PMYiMrE|jAh@_=m*PnhzZ9s32b8>S;Nq#F9 z%-UX-YfR#^DD~hCWLk`hYezJ|L-C$Bb%IPD*Q(aU6TQ8v(6ev|pCX)uMaO~aFFu!3 z<8l}jyhK(WQ&#vbiZ~Wi-)iqbog?swb3Y<*cs%gZ+3a#*U9Ko6P4n@TXr)fQbB^(n zzt_l<+cSksArjfLcYj>JZ|<~-a@D!>^>DR~8C?`>QwZ8J2ZBqeHoZFwa6}AreDNwtaACvST0#d;rPNg-i-Ck_QXcmO-Rf?Dehg@RC^h4nTs23h*z`)iJc~p+% zBU=IW+01P16nk)%A}jy5gc9F)%e}G|X4a^gL1aQ}vs{1mg|ck^^oUa2g;Zb!Nbn0XAvd# zt`twF%tEiAAd9p#HEP)y1M18h4ULTQ@>CA-hA0Awmz5Gxndw=W87cGP04bSXR0LTV9Z|X!x=N@^MoL9rKKE~&J6#8KsvL7yIN+Rx7t7siH@UE`NYPv|Z)OxS1b`u^$Q5}Q(bIij^YKIDAi+n%*ys_1)qb=CYisGwNG_A(wAXB2Uvgc{b<57;@YD1E9_ z&81T1`0YC$kehx@c@Ni|V&)76*DPBgufAf1Q?w%{&6xQ$%G1sDywH26dqfo0=qq%# z4}}U9W9rHsIL#_l{E7v3VgJ;4qaGp0{u_pVI@URAKi0-;$DU=3wDxcM9om8(#EspCJ?zh~^j@J%1+8R+Iu@`c&M*o)LK*5}S3t?}i} z3C7ZLDtRA_o|Y0|a|fB_0(dTbJhNx%dX1QDU5&eJaOc>ZU8wtLY2|`Fe_i{s$_46@ z)_S;K_`k^o@RIslEc+#C3MYOA?=gp86bEeD8$sIA+ zLr-9Tw-C<3oHO*(_wMaK*rO>WySgZ>eo%JpJE&!;lE5DQB6365Qhlv-jvpt}CbY`T ziQ{GR_*VBh=^lQ`2(Ro(xR+Zbg#W&}k0-Du+qGu!vi&~I!5hrka%SFpL<2lP-Ga`^ zNL81_0|NA&FQ`*)&cB zIWMZPMLBi0aXLWfijKEZfP74y0vBcK%+ate?cCR`-vaO+-?~%AwKS-LId{qgx%lik zv2thLJ3mjyKx*i<^EY^(2AI#)BXFu$KK=b)$$>*X3Y1Ts>XVBW%~a(;YcWNn7c1t? z&@ffl-fAh13aFzrL&F#)2}rV_+hK6;>P;H&Zw->S*IvCs+L{_<@4>^Wyjs03LO=Y2 z%nXJ;k%@w4SO8&<>=Pxa`S{m=8sGn9U#~2fGEv_C;>%URLE!{QvdL?~bI3D-dOqsa zi!9=d(*(jV+gjp6#o>V)_c6N0k?25{;uIlkSqizQjG3p7u-rBXzJ&nq z#~*upJXe_`j&Q^&acbz+55qUzoXO-K>zdO!S0iJa8}v+Z2FVjT4sn!0R4m<$m|TaSJq8R9q{l%X#d>?N&z`^;pV5BT{n zWBYP0fLDt5E}xKC)2_Js7P)urCfR?aCnwnR`#z(iT~^GSF6YggAxmaW)pd&}%t|m2 zVN+@EdoCcH$=$=dcSQ5-cPUBBK{-TiURcv3y~yp(?*Ghj$IMwL6UR2m%*hjE1|GhN z<1{_Pg>ky_A;yO5@Av-LhGQ4jyX3c=hbh1tlqEZ&ZaSg?9-%G^rcY9U$03HLSuNwe zg!j2HOpU#c>Tz+%nG(jPN9`UB34*#W3hhI4J4&9{iBsz7ISkFeg`@;lN>xhLMUQgl z$XYn?2;*yNNcPg@n_V38PezI*0PlgPo|eh&Eqbueozx+ho-;QFtbiT7KBkaa|HF;V z-&i={O*se59_~4&1Swd8?_alB?%%L2?jEEe^QTW#OR*+RS5?b}i)K0RqlT5%Yu&w2 z@$}!%?+bq?434lQwXB`$lg`QGS`C(*M{;E-N^JiBXe+8HNqrnT)iJJ z(VtLIWk=-x(kmxUoRZ7Vo-1e1nx+b@Q%2k!)$?beON?Wruq#nYYqPYsG-j0Dz-sMV zFai56ukK`Gtu}v?H&6heOR85`>7Az(ke3VK*Kw6(%y=;NJ>N(5RW2N~fwKZxiKygX3 zj5`G@gH-Y<#38WbxxP|eNnjVsz(}D&fM-gqQi?~R!#W={#3>u(nfEmb;CYB0u|pYWO6;z!Z8cYv+#Qh-^8gj{_L-#L^Q*E#PVDH^WGItF&f$azrqAMTMpjLure(%vC@lRnB+ zxm1d_#zvXbIZ--0#>t#1y&DN6k}Hy37xr|w`+j{>_R$4+K3iekn8<}dHhIt-=~f8Noi zN-P$tYgR1M_X}INc_vxU01DLH``H7lT?~8_Zg%xK^JQ#vqf=rv)U#Rvo-#;AjCe{s z5Ryomo%6aNUHVMjHuuMgznzegK60KhSKQD?8Tyt+d3rO@{w$g_9yEvCph3E&|c z^Q`b2^@>Nib3E689e+o$M|by$SbSjTGhz;;#6h9=t>pJ>wmu^_+_F+&+%)nPg=&3$ zGO@i?UUkKCIdAqf&3jU-G_{o?BZAFMRU{%p3RBK};9~37D6#=SKG{>2_czM38>q)F zpN!}aVVg$8qErNasBKi11>gXYf`yH`J<%yJw$FwnE1!AC_1Sra%o}mnuy(cV0sC%0 zLIZd2VhE)wIsT{fUdRNHN3I^A&&`v_Ko^B|84z!2f()WoWr>_vi#G3=YktWOD@F6* z`mJ*7L+j#K#DjO`vIQQfbTwcj+o%4{fWev0lsVYrS}NG{&l&4mE`Z`kQG|O#2=H$E z`*&zsf!};%Q6=TT9!cIF|2?sFX9C#EX8PsXoasyF&XDEvrppBjW=cm}tDci;h#z21 zZ7~2ZeE)+z$K=4l!^$YSea`{e-PJ9-_Z^ho-G`NU>qOs4(qmmMQQgd)f3K>lPuEyu z{TMB0MYPqNspF)*rNtSet-d9p)!sw>=m$SRJMMdQ=5mP{Zz=_VD>?S*y-uG5MlQfR z)vI2+xzi@d__0kc{DjcSUPv{Zs~iA`f?8i+r=LTb!oN{G`IDM>M|zIS!K24Cw+;mZ zB@Km5-R)7+*k@g&&SKwC=Ry=U$i#Nra@0l-nCK8K~dotBfHHt|`o;m>D>1@S-yqACE3v$FrH>&#N#~=OUI8TiC zv6^F!mDYu0#w?f$?y^Ht6@)}eKcdNix`CHC7;0I5!#6WPkD9OK z;$;+PEks>ct?Yj$J7oioq7%$>4gkM@-4?n1VMk0wyLi!Txyl20TD%;h7cb(0-;Fe; z%)y>hrGPzuKd?1q{qv2PexLpG_xT_AjO^|@9Df}Gyuku@p$zeYX((q@Z%^M#YZe$V zatxMXJ7?w;&D(>lW!97lQBHcTlBAWI;aLvA^ZTRTy>3@zedoR|*}7++?Am`&$>@41 z)6xg$16TN9&;4DajKSJ=~_;FQQ zbt8b}!mRCm_dna;-*>FWs8O|7C~9w7BSvX$jiN@W*;Z9cMG-Smikh|6Rur|Vs#-B> zml{Qth!U|Ag4pi#y1t+5`d*LwzW#vw@o0WZ-jDM>=j3%>=QW<^oaezM?u`R|268Q| z3Y`L%GU+Fb(miQ;m0#Tav@yd@(Xy5)&N($EO1KJng9X&Is6sq04=%Zhnyz|l?c+yX zjvPkh(q(b=muCoZ@NbujmE}1_7vmB=dQlY6!zKa=6~ERhLO(DjuNV^rJ&azg`G%UAlp+N-Vw!Q7z%rMxITNt0D zVy2rr+ho<&z9ScW!9P8lf%Iltx4|EsbHk$g7E{RllYjLLxK~*VV87*DHQDnq14?)-l{Kh%5GGwm z9{4U&(Hk*llyqzRM=(#n^1h6IMfU1+5*Tn{XF|tfox|Z&DT;{Y&1({CyMI48E@+>Z z0qyphiK_pdt}2B<4~tuLssGO|B|p{4k>{|hJ;K_v+Z#=%wT4FlWC0w5@8HRTAs?(p zNIiCX{aXJG?F982 zpo5lKmV#IIpZLLOc#`>|%aydPPE#35KaV5!HtBig#W}%PZ%?Ar&zfiH8?$hI-%Xs^ zDL>uDEqirMzv|j5OVa7i{*z&vx>E1D7q@vz3dWh1XRPnpL7wI(7^)szToFT-PZ;v3 z5IGY8p1mmPy&@hpA2U%9Anv2LlNv&AEA?J(x#`uT6uU4xRoa|-gmGD1*Y1_ymrL@U zh07A(tETG!`wh&yGNJ=kcT8j?^%6X1E>VEbOfr_=ttPXgNA)^|gKy=SFf(W90Hz9i z!>%An5kkXIlBR`irM>?7Y1?_0-qN;I)qw)QbKsyBicull^{~pluDSgNttREF<>c4- zx<%E}fb)QN>R8@8JTbvxSi}1wXH~dx-i%E{^j^JDYrsd&6 z=)w9ANI!`RKtE?$Z&Lr+v(%RTXu72x@8u`iEw!FpZ+00STH^F7Wff=4O^2o!F7~SH zP^S!Exdc_LnU65?f$3jcP2RrfDIGq8`VniI=9>QU_0s60 zVVi@ii6Q{?LH`D&;X|OPRhZCC>ufLBSowzug&opPfk7FN4JcW~uH|`}ofj&|&x84q zt@&k%yx88yE(1IpK90T+*8^ey!1C+; z35&S^U7K9-7e78yl=OM(9y63RNt&Ly;@Avk!vq?O2FWMoIiC zbLSdku5~1j68Y3H!0vGt_jI;a&)@?8Kv{KF8nNw&6k0rc8Q+-K6{W{?g^lH>_4Y8u zhA9m2V(6`*0)jOYL~*FW-WT{)uYE;ZvE1%p$WH@*OuEygR2{e@Tbl}ayaoG&T^lq*s`)IYe?1Oh6+@j`Bu=0fv}NttAn!Vd%L;^@f!B( zJ(t9okA+4hy1b;*#LE|sj!C>az<@&pUEmg-#(|B@O$BZ=eXly_^P<>n_iO!`o6XKO z>4W9H2VTo&cD$X9MkBd`$vug-dCzY0JVme%3lg@T1w5**fCn^^6wQ`I)|hBd6*yd+ z&YJYWadK5sN{U|I)hu$7wB>bE@~=s};{HwD4nq^tz#Xjz=&%7Zo2gz{eCbMvpVGfP2^uK87@t!?+RxD~H= zWn3rh;no|glT6fzWx#}Q(ETNbrpKd_R503b#S#Yo6ejyi05v2dEofvfrq1QY+1?^| z5iv!AayWu$%bqQjtak55GO&;}OGw3MD{VBeCpMPTvG?p6@=Hc+XRQhoAk1PIGlZXJ{;l)j;gM~mRxtu)^9WM zc=DOgv9&{BC03v+0y zd5%12bt&y}R8)7pNg~@6YG!=VkD`byE(o0w+8fhv)1q&B5q?+z`|?H8Fq4_rLXrV- zfiKtVo5>m{cRY~8a>qgAv*ngeUq(Vpk*$dF%yDoj$-pm(G#;3J4gZV>fv8*y^K1RD^p!=b`D3QtP+x?-G ztJE@r^PW>}(kcNLuS9AzNara8X1>%nIgHkpJ*| zj1`I1vu%czZqPBZG50hnGuhQfj#(-s1DZUM0a<0C!hntI(aII0rNx()6)QRg?_m5| zZx}c$j@)MT(sSB`YTchMCrr~zNvu3iUKNBqOXv1z(jz<)`?j#O+TuU{YX);vKAc`m zC|Pgce16US%e{v`!Y~i~--mL8=Qw`KzWK}ytjbXLe+7tVL>;)$Cs&t2l_<_vD`gT` zSsw~cnhA$P)S$&5>Fvk?Dm%MT&Z{a5olbI;&Mg81U6{hWBp(PaNw0D1dufE+-kx^U zRR9EgCGSqxo?@~Ny&ae9K5r5-H#lwS=kaDj(4GAkpj99~qL3&(--nKi$j59oWGVVF zE~;;}o_&=3>GxKRN@w>eRUoXZB4;?56^Bwd{_KuMe3V-Mn44v=# zuq3&uNGi#Hax>m2<1Q`6wtKW0@dZG$cr^XZ0wDVX8>^R>Do5Hs!j<3k*0Hf~U6^2% zixH?e=$Io>9o4$jt!p)sR_vv*L%BkP5);{D+1AGgnnk&dxo8r) z)Rs^`xEn%#^@~yx80}$iCExxk(`4-6&5!>K3(f<-T8)8ybvnJAr$~YDTR9lbU^_L! zg@nC))H2tgR3!u?EjwO>=NdSbg{f2bZTC3L3Tj#(X6P|cdS|=j2N8{`Q|Z{hSw1gx z`t7P*Lx-VpnqJqB zsPpfmE@Q!;^}Yn&UO|;SxO3@yA!XkO`m7)3+6%j++kr*@Pz){>-rAI~NO<~jpluAt z`%*nUFIC{m;yeTTp|#>R+T^jj`r<{sf(^x3@4c%wO}>TT`t$sV2<)@F!8--(aHFdG zUXwKeez6jylYRYvNN+_xZ6-Za%e(7A4aCVm{e0wGWauc_oh)_*1l#oNkL~AmeX(R( zJascbGcgf}CxL!%H@0lr4dVBC()%}EUIjdZ*@(Vi=yQLR}GH7v+O@V8ULe+KHuFiUNugZ@hC=^%Tv^bme!`Ljuy53lmc`0|#LK z7|ftTbTG>`$NVZg{uhMSgu%kBPlF3CdOxl!`whUPlJgfD5+h3+YHz6fOz=_Ur_a

tN)G zb^J#a-``6HDisy=y%_xwIsbEdO{mZ1{v5Z`ba==wiQT#W-ui$P9eLTp69JgHK=F*< zK?aX{fCWtx->=<|;2N)T3!|w zcdeAX|B3bLWA{5r@d_QJ-1|k@eIQ4NZJqBp!(2B_@dCiZ-6Klfhay+N-vghc1{xzT z5_J{zMC#GczlN@fcW^bGqc1gKI+UROzg2dYhSi}(*wV=|cQ=m|vBi52&5o_9YABwS zPkJO~g`6Tzw!CF5(VjOMGr6ga#22Cp6^)0q`0Se~A`@0PWT)=+#3p`G-JzFoRpwYx zW+1N9L>}*qY$bv!11yrUnunj}N5>>5zIRh&ru@0LaAqFoj=tUA;l0#h7Z=_#)gz@p z*e~4qGCYv#T3jU16g?5k3PN9s&2~6wh;oqJSNiS@ z5AWxw&Fdbh{%Rv4{+uzHJ?_@^f4=w$rYvI%);rrGI)v!b%iLk)&P53(c+6ZaZ`@2$ zKV}>d1E-Sa(`<1JM#(A%uG!DwSM zpM5itPfMbAi8xb#Ehv(%VEZW)y>$94b;3a$q+`DP6O>FHey-2sn;$ z#^#O+(!qispN{WLf8yQwFqq!|ay5B)g=nCrsm#n#3-Em2or+RQ)e;Z2ATOgdqbXw6 z7k*>N|DO-KtjI~LM{O?2`;z}l31I_%DwyzViBqrtX9Z=H5!IAti0eVUS2u0`mlB3a zTC{jWW~-yc|3?r0bm^i4O%cHJAl_uA{(mWvA{5GkP8F)!?ft+0!hb&CXk*qVL*aR| zKDz!dB}5I#b;$9Pm9`==>@r(ZwVS^h2S2)v8?ND>A8enWjGXt`&L2%yR8?5lYV*O+ zp$p$zKQjJbb?Hckaw`mZ;uxdNeRxQp^f%5oX;nl6m%F0fxdC6_w1Bx-V ziytT>DAAQR^}53v#~UFsbw2BsPIB39n}ZH#bth-I^AO8M>~M|*M161K?Y_7h-28uz zO&O&)e`u{s??6WwuzqXzn`el*{qf9{C3;IIFvf29t-@VD(7n~1vl4n0q>J;!#KcM# zBvaAgiMuNiX2aP0a6|~H8 z?x}m30NQR;4LYbHaU0rYW@Qz(wT0Yl#TDp8hWjW!8scz!@`URS?wW;6S8gAwFC^Mb zj_01AUt_kakN6htY29gv@~)@ye#gAts>9v8sUI5~v71j+rY`pSl|Tf2WYA9^WPiV_ z+&q3wRmc&*SUo44Zud^+TY&U(Hl5F0QBzk_e`f!W?_J+}Pae4somW`5I`_u&25<%* z+qmWw!y#m-w{q!`JZQ4+XchcVp7RCJ*$wK*+15b6G{y5hhx5BALN4(^u18qnftqus4f9IeU0lE^7L@3TZolu-^{{ea{@f-=%Fg*lj_o(H< z&klFcVT=QG4hPyzhs#+I7s&9e9-{~X7-icU;G^lZOaWUetLaS|ByB+Z*pQ>Z9ufdf|>+xDdV_sSh|tPmu_$44knvA<}9h*aW0=mlcc=EdOq zuJAM;M>Lrb%eW^70A^$3e`R{7;vKATZEfxMuOs+~@I=Qx+KJ|*gE1sOp&j2z_i(bp zhN_n+2s(@kI#~pzyH~eb>gWT@y>M7{oPR)I${uDgopG{I7Za=}kL)^*Ne|gs>i3V6 zEQF$Cf>syE@h4z<@NoKlUzZMbCcL-GUZV9uUQ`na)RMujdag z@n+k8jo3)&ZUuZjZJs}^ie@FhW~MwwnkS~T$S%a73MBB?FVt1|Hak4Ac(DK*amn+H z@6E_K&gd5ab-ity-X|PQ>Az9iyNlyku4+4aa)^uun|q%bsVtIynPwVf6Tc)nu|3XSQc5#76g^uko@ouP=)*EcvcBgi`9t zBaMK8Xl4#+0PgGW`~*vtu2wt!lz&qCGn(AZ%}s1wJz4sSP_K4*G<}Q|b|Gba`qQ(l z2yYwPFE8Bgu;H{vx?*No%ZhreTCrL(r zf~(KZ3B^jOZ}9Nu8^XI=F;Ir_YWS&p2iNV~;pJ~x4SBO5e~g0Y^SE!^oy8|TdtU?I z?tBB;dhT;ive|Fgsr2xmVP6cgMI<*1BKepnnP|!6``F+29W$Lha*6{J${kKWJfF6b z2PVipsH_EU5BU?84P0Ga-*NOYUYNZUaaaOBDmltJKW;ydAu-Bj%K~2ozm&s3GNRs& z4?S}czWt?#Z&hXyTfs2(5jJx877(s>K^_h&wE(KCP4zr)l8Pp?Js+t5!hG3;gbFB`f{lfB1jps zt>H2A(SV>Om2#41>+xD0*7qwzE|P2Wky#GO7APt^ zxO9iYM(u0WozEQli3PR9SJ=w_q>%gmm{bbhOo7%m76cJ;z6;rDBeqrxF+>`Yg9ot^ zDa06nIV0-L?ZRmAQws{PZB*XrhARegwgeeqUU3ApK;TE?r}__8>tA4J-KxRFKydPogJCu@hgY+|kH!$5|tRtO>X`l-Vi#$k8e zPDM*5@aLf7Qdi#=^IJ~_t?9YtbdCA_Q)%<2xBmC|kSLvg9CqMR%A7NAvWRhZD z4B$g-^WtE7n$e!xQ*SAjjE*Wz8N8Fm0Q}-C(HShL$PIpSYMMp>L(LB-0G=Cq@{9D> zZu*Z_lazVg5U=pvaya0)TSP+ubby*G+lEXn1s_+|=b=}aBx_p1E%vc@N;43of^EA9NJVff}6vX%p| z-BcfYbv&oZhH4L07aKhV8S*EW(j;jhajQz_q=<_T-Uh`CWc15T9RS{+*quVBZi~66 zD8-lLd0&v(|Kr$2hW+-Oz346kH@Zk!z?oLi5C1t0ITvQB1`w;0Ax z_O(rwUVy#VDwIsdMm#K^xW)lsOt`{7!bK}l$%G8Eaoe0}`0ya>$^*q#yYr@z;HuyL z(5G$IKc}N4<}?UzN4g_cwlAr>mD+BYIC)8Ji@}PITYH&xvr5Ca9X3k2dT41cmBKzb_2Pt!#XrL%Lu@ z2#_@&gy_Xu?{D`VLnEK}0L?g5OxK38*4h~duF;y2xN=Z8p|2|Be64>5zllxnnHOw| z*zT%xZ(ro=;p;m==bY-o{}|SFy?xZRs(m%YtGxEFO0b2Y6|MQl?>Pi7@2k%zvx}GQ zdm!lCVPe~lFBYZNqX6U_FM?#6+S%X08S)9XDpMJL$bEUR&NbJAi|9zA;?tfdtJNyU z^ho6)kuI&U>tpk3r^F8QLj4*24|{}DcquFVw(Xb5O@UNO7$SJS)RCY@gI=%^6z`lb z0f1%cZ0Sahp`@<+XccL0T?19Tpzw)4?aPNw-d1sES){02uoHQL^sFHJ%%L0@rLUTN zPmIJo?XFwmRLSx?q*MrbTz!5d6Z~kcLoNA{^>#4t4?qG%JeTjJsiNuokoCq8qtvsS zN&6&gAO(rwvzES)30c1$Ar7oQaI-|oNa;nA7qHOsepr@h4$p4gNv*EvD*3)9GoEhUf|#DWQeH^N{pn#howx0)gm_MmZQh}xXMy~4% z+6`$B1Qj!Tia{BFIbzXs!NfVPB+|*#fM5(YVl{H+&`^A!kTcR0MkDq9F7(;4yqIrm zYBI!XKq=d$f^7LBj`s1RcxSE8r~AKrK;$)taW%$ttgiQe-xr+>H1l9UIc`!Rq?XAB zBy`n4LoO5AX{6Cx_`?5`mnn~Q3Q1*?+h>|inJ8=T$aFkl)y6#ki3j1ze(VTJxPI(7 z);5G2v{A!U+<|NEs&|DfT?qcF=6|)p48XV0#ZeJdD8KMw;|_;RFvY8Wr0b}nOS%k* zhtg@K~D)Oc*ZL%R;EjDs2=HDkVabdV-`OT zq);wMe}AIJ1{YQd;i=<^#RcO6W7=hVW!}28G3*tBPDSM;6EszqTjc!={h(Vm^d?kYCyEmsPo2J4h2Y1RoH-xnj&Ve zvh>PQb(jGF-_n2&i9}W(F!WWYTkubMR-}Zl408GsRdl}H1{hlR>@g03e zMDC#>phc+5T=|?Hom%HRU{lD!t=y|DNIm+%`0*K7+=qdo=brRlZZQD7MPJi7iq>PF zR!E-i4@RU^-qzg`PYn~wy~xi-egRLP7BLuffGiA%J&GU zhm&i8tJqYlHyIdSX!5RDh8VoTbg-QOmt5k%+8~68WRI8SYIzEK$*&`4mS#xSQuDaN zA#4V!EK;Zin?c2)*!Xmyn0g6;Olj zhV0kpeNDK&Q(B}!8imCAJ`{TZ{Yn((@ytO)9p_U7HlYl}V5}+0^5ziHJ8(}!_=h%A z;&q(jcgwAR>VRYgb;f6d@7v= zhw&6SjK0AdjJdZMg=^W(aA}128t1%>56l3W7T2-nwE9280RDB+hyw?>su&oOME1_i zMInPIM%u%`K1|!v$~60Ca5xjQVVv2lfi!ZS|N5D$>Q|6G40d6AH}4A%r4uLBPARKvyu*)uMI-@ zRbWfA_qrJaq+K&oKa0Ki!^!<7JYt?GhBV^1Y@07Bq^SaSJ0O8ipOZ6X4Zt758N2`- zwd5~mc>ok{8ikOK1tuQCzdn$ z)`KJ#a;r6P-`?>kEk62wVP71N;>8Az0of&{4##kraHfcjEl9W4-&^9+Y&-!b4r zg#y45FYJepO90h8WjQE!GekNNjdA8A$QY2JzTb8--TtqBXT*hn z781@Q@cQ#D(Hu#}VTK&_Y4P}EoL+8%Ql~^56^Xtrl?qlIKFL6Z!4Z+*!nV^bVmrx1r%rDTWJa_oIN zBhexnl^$?Jn1@~6IJ&G9wjF8*YY%P;!N44hRAlOv=6GT#&isK5NLex-?_4$ zwt4Z8NQ%DiU7H4sMA;kC_z-SLU~WGe&bHZwa(bx1USzifxQyJaMhG`oR+hG=_SI^hX^Nvyiih`MWIy>X$(q;`bKgQpy+F%u+tM-|)Rs>1_ ztFx7!1lOxGs52tth~i?z3d+&E$vjJP^d*yxcP+IokM z^&fk5nLLIykYOkMPs7Q=KO)1a@@1{NVsuUgQb^l(AnHG=mm#qE0!moTtW6zw02UY+ z`1`>z?)=QNGB_-oKd464@gy)mH>MzaZpp;!z-AF4D8{#wWyk}VIIn%qY{&?p%n)3k zth|h5rQe~UzDfJzy_l}_1um5g0hN5|RHbEw1)UHHR&?sIMg^JnLrKLR?T1Or*2M;v z`E$gd&B{D+LER;T(rMNmORj*CbP;=Xu!ra+if{9Z5P90m70F8q-yQZD%YRWG(w^2> zGW64W&n?p!yH31v&Zd^?+A(nsA?dPl48n=)B3yQb%v4}@;jQ8_m9WvtC-`~DoJ$2l zEwB_L%kJ!`$O)ASOuIx8K6S`v( zD#Qg}eeLrp+da07O$PALCQZg6*XP33xCD^zQCefmtwAczQmx6eql-lFa`R~Y;@q{# zUq##7)eRvGJ@#k{aNzqNxCb(5u$V>F`;1og)$4}7CQT|~`= z?2+zRQU;Ug15kOLx*8MVzFDb4l0z)8SL6Au+k~#izRg!}bLjSA>Omie&aNf{zy8VHMy^T@Ql}-8{12Rm2 z1;A3LcQjH)iPX81kMNNm;~*Wr&l>r7K~zphe=J+t!u`7p*@6Qo?G0K3aNFFt%eCM$ zdCG}peA2x&KC`U=g|zM>EGF7m6w9?A$gu-$utS;Bz0IYK2?qf9>J4t*urT^ETy2%M z+xp{Zx1DqatPbeNbU1_q$sOCuPlG-j5qO}M&S1J0L=DelM9Y;pg-2AXSam7H-}&yz z){(TH8RVnb<&I~vDVorlB8BM_@JF!8;|67*D#O`cUnI}dd$prZ#TxA_2yF6^u)2sb z@51$0142Unr+-2V(fHVTMq5PW-N;we&s~y^qxF~#v;`397J-tKFwu__)E(MG0#>o) z$~a%gDG8{H5oW#Wwb8%# zYI>aFhcwT&6V~-K@ZyRd2J`0oFPUjhuv0SRPwza=kriAX*COK^(WT*k5K|*95fy{w zy!BFL%{(@pAni+^>%J7Gha_pOh88)(ZGYpZO(T)ekd$jnjjruo-0Tk2PxNyqWryD2 zSKp5>e|3B)x|x`%eFW{&0$f%bqZdaJlg> z(Ljg4%N7CFGC&$`Z|2hV>4ts4cQ*DELwZAcr^6Af@0cZoncJ*{$?Qp^hf4tce%sAs zQzo}f;-BBKFLS-fg098Nzu#ywa3_TZ2|lkozGSBb;0F?CR$G_P8~t#f<9G}Kx0HU# z_Po`WvS>CdwJ0M4+K2N@zXm=m#9X)$Pg#3QQHF8xy8OBY=ZMwG&{ql^27}prcIC3U zZOh)~SU7>*WaQjn$R&j0diB-e_7pZ@pSMt zO(pS+p=JaeNhHT9Xx5*&vQ_)1LPH9?Dieh9%j`{q5;cTtt3*^?TdzM>s*pfF2wt8~ z#yp!M+-F@+FxlL03cT&-$IjTIbkxAte=>Q7-+V#hjk!&^FCp6=oZWa#+U9aRP^~v# z{nAwzfjoiw+Vj4((q3k5@ekaY%b+|SH$x4%blrX+Wosf{=N2pB2 zYJ}|DwEG8cm&x2zBjyEe!b94+-OdIIG24lrhqK2+1o}Y&XXl=a#)Z0EZ=8bUNcH~w z*3|E|AA}Zt^s~JOr#$48)GZ><#qrCHdjw%N!lpMNx*14Dem^vi3KcZ@Ov6>PdP!;? z6%gNDi_DT~&KMc{#vTRZVYddNf~sI`i3bY{Wb9<*+|<-9^h~GJq#+ZOZI{yw%04ULhx!snd7)?>hLkw9rle-Zko*l$7=l5_|ru719?3(wpMn z8;&B$wC_sXjel=F6no*{8~!Vpe+2edFeFL*)tG#qNV6o2EGe+5>51H8YH?>}KA$!q>i2}rrf-(2aR_Q^c;RC?thd*14-1T31(-}Z~*CJaO?KXDs9J?{|9yc B)>Hrh diff --git a/docs/documentation/_images/lit-attention.png b/docs/documentation/_images/lit-attention.png deleted file mode 100644 index bdab26a5bb51454db10fb33ef05c2bbd256b94b7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 91620 zcmd42byQYe95s095F`bpK{_O)O9AN=kS;+KLAo2H8%ZfC>FzG+7U}Mg?v6RnJKwBX zvu4(sH8bBI^R8Eghll&zd(JQRZ|{AAl@+Bh(TUL^2*Q++eyajO@UajC7ln!pUcs(8 zss;bR*{Mj0K_$ba{~(AGl6fnt=A5#(;H0Vg`4;8KipT9qNS=K8)A&#Fm*}E7IXRgJs=Z{)|KfbZMK;6FUlt?1ytx_B=It6KO*8p49NciZi`U+~|1B1| z(QK^JhtHos?^}O`kL2iPs-QB)prWF3zB;0UmJeGWC0jl3Wfvr~ReXBZo+}7FH&!m3 zSU$a8J}ow|(bg_1)F|!#B@+WdatSZHs=kaB2sGKMGT`&s?$Kmsj!+4|=rC-SrV(3{ zEL}N=yT>M4w(>_s1B)?t*)y!iXTMGaQSvchzskKwq5hsH8{x5h*x`J}u(;juNg+Ai zF83+&z>BQm)!B0r$yzjwv!1pG4`$jL^eJUYNlDv28tCh6RsOi&NxLr!DjJ$kR@RGO zD*5d<;I_%fa+P}W-er}U48(^7yl3nWsdm_%EUT>amCO>ItFb7?{%}3tVn=8`^%%03 zLJE0@R=)c74SsoZ2fbc5BKO~O=QBQXjnb~wooY?{uM`oZhY^07y4-}Y4OJn-SE7TX zq~Xi!kCuVJ?UHMh=n#jVYkf2PR5YcY!m{oph~k7qN8@VLF8di4sA zoSZz4Af?!Brh@jTkPCdcq;C?pxwc@6iiAX3M`^2-zjl_Wx0f)6iyJm^%OoU3u2iaP zsZSn3E*PBEqeOW#|5{p6rmKog#5c>=H;$SfgxuGj(7unYBF*gX+jHt+y)|kK8L_h2 zSEnPd+t-fSP5SXWySi4E+kK~NEJ)~-e(KI}%+gp{S(yha=jhZP+V-t`dwQ_1?~CeE zUkkm$Q^Lhv*;)P8;BdFRx)(-eg(c=ZH+ki9&E`z{h*+pz+B5zrUlaTi6?|||^|TQu z|Cis+<4o%L8++>?t8~F_{3#a~Jh&XM;<~H&B%a-)n&D^L6G7HHG9p!LxuBe@NY-?@ z=*H)KM9E_@`!Py+vDu9f2M5RbXc-QoeEpi@2?5LUbn)SA{mWxfnO-(}M#X5wgtq%f=UXLDib#>cu!cGUI5#+)l5oCgy zpGSVemZ98cO>(}~i{k0ir`vxr5OS2#BD}q!7^75PEAlIM5iVj(0#T@t`UX z##+g}&ct5RlA^#sK@n13!%`34V^9;Fn?L;U~_JWwD?;dSKc z;L_EHlJazVN(XHZ4lJ#moGP7#o)O26<*U-am69?Z%TaKCyuW;>sTl;~gqofnEQ^7Z zrY4bwswvB@q+7&jkRk^)w>U+)<7viup z9t>yr>hmzyG(B{&7Wta^D4(xH=L2Mt~gzhmhkwyJ1ngi_U9)JO}sXbQI7$rPHXfPL1bR< z-^FGN;yoX#v0Q40{o#C7$y60NILKm2@tGRat{{X-12bDPs~wd3rx1~_Yt>={NO@{@ zb`XHV9bjLXf36UhyPSSvz(>cR5FsTKAQ~>G!A52GdT@u@F81dzCvR_Vb|xHm{QUf^ z@3{|`TCLQ>wuVzX&UdF^o0;Z$(`T9};ILz@aKWrzRHm8oMX7pdzugDUHLKpk!+fPu ziO%+((cxge83oGI(P-Tf;$tW?^->xTq60nRgtKfTsc$${z;Hb%gNWbA)c;nZp|R2C zmYv7SL?X^yd3ZES>U(UgABdeSsYr6_X}Qs|Nb5F77u(H#~0F+ zo(@4#QBmHY4(+WCbX~CW#xbI62R7`&S=p@%6$U z9YLT~=2cE#%@OeNO&bHu@vbr_a?!P3 ztg)F)IQl!bSg%|}w9M&`6y;AQCLcg5&L0xK)MY3Kark?4C>d70PBWP^NpS8#MbGkj zd@zYG)v2}2Cao1p3EA}O9~fY+EGh}h#?`CMOzJzc?~r2I!6zUv8gSfSIt5!r-PZb3 zG%;6VuCZRrvjGk~Zl^XwB3D`;+D47V9As+VYGh<2%L00o0E0kdpn$`=LW@rRY+SK1kzi`{fx-PMTJk0 zMA0!RG0{IsWYOBeM%4GujpU_W^Y%a=xxJ zO(K+_eR%k()4}{`Vb}OMX6(R*WbWW-F&hgDmnN_Cks&nuabmi%8jg~K14lJiaU<#H z&^z^_?(G}JpCCWSXXi>={tn-BeeA^!6@DC3q!wKZDD~k8Fs4@|W?lRD&j+g~yxr|E zg1tdRiK%Pm^bvxzd8|Ht=Yt_K^8(Ahj~~aizJ^W*Ti^(Ok2B#@$YiXjsHpdNE16nc zH7zg8U^QRoGmyY0PJ_FW>a@sMT~t`ejEwm=g8HQhy~+M;H5E2$x=OzF-IWbAn`09$ ziLku%X~%ABn2MK|(EB3)C3LizY?W!V)*TcX*;DqRBPuQ~+i7rp{UZh`ANK3JBLsq% zx~BbdOz*YIiPu(Ed_Y`(;|KuFXO1#ot#IN8D10@R3+N~)D1%Ad1ABaOudLq~Ky52o z^kKub=X@e?k9t?ncpe(Mwl8o5AHK<}2bIx38{soVZs{xFX1-k9Ls(Ggo2WYX&pn!nPrJ|&SKyr5%X;mH# z3m(GyNqKp>DFA;hw+D^3KjFnqy0oMHpAcq(fQF?^qvQUc%FjxJKR6I#=oG{Z4JqSU zwBWx>`+=gACF+a(sYfdbw23OKDFSqV_}4ED{I?PlU3Vp@sX$>^+1W8F+XwC0`eOby zcBllAh<%yF8Vz{vg4wjj3-!j2e@;P%`! z&yf4uOXJhcp?Lu}H#hgY;~rSoJtzNS8u8bNHCUOU6BOif=VPP0yVDUqn^i=`6u$Oi ztGOE1md6LTEW0n-zi$u2-`dJD{S=aE`~7%}ytd?prO-i)0DXf;I9ix`%+=6m8tS;P3A4!0vo069FI& z)GJg>Om2Z(V_REJBV*(5iHX6W@V;PS2}{l`FED16`S5}2r9n%WpC2NhfB-cYS1d`L zYTU``Y58h`!~FUNRlBGu;UaRosE@UsgO6@W+t?X~ZfLVl<<_t`9kZV%%Wv2%DeT6- zCuak>WQ5k0=39(6`K!FWLqwkjA9dOMMI3XNLB}t&wReTnXJNyNijwq#BmMo8=HyBW zavf~uJW$^JXBQpX44U_H#iPs9$1&4hN9^DZ4<7cNZQjT%M>zbfcKG*pxXrW)8VSu}wKmRA9yU5MOLGa5|0Wiw! z*0~B3d{G+v9uxB<_$`JLFR$MumgE4z(25d*^?##{VytqD*xvsBpB6nG5N4CJ8L;X0 zJrjG`8U0LL=S|#roGGdzq)L&nP;xKWcJE+_Z4Bw>a?yI9YzM zZ`RK8(JuC>PO}_XJEp`wqFPqHhokDWh24T0iPu~G_HJXsGE=qJTv#WSW-J;MbRQmS zIv~R+wE}M9JT)_OKND|`oNx(LStc|p0&yooG3n~^mF?G>d=;e=F*1-T`Ff!Li(8|P zQ7??i{0U;_w`u}9VZqoZC+XnXR4l+9O~2*L9~0^wF&%5HPOc9x@A`pC#fJ6&VKI!} zg>iiR{P_hveb0Y^RgUed@|224F<)&J41$n1n6eVIFF>(~8raCwC?!uxO)aEu;-sag z&r(bku(r4NQ)8+&V?SAK7fC>OD~NBj^;8mOF#--s9_?+uXlHzZupE|FHBB@`dDb_0*wp)M|w|?BN6R z-^$Y>vY$Rz^k~!M<#=PQDWNZVB6I{v#ZVcaO(?5Z++I=`cCi)OZ0v9&q9A=3yWuvm zv}4>v-=o3h`ZAyQyC?OP72Ho@w+QaS_~fdl0wTc{O_px}q|xA(zc->T{h6y(Pt@uz zc=FMk#_nuE$O#8i%iWJM@xX1a-UteGMxGbVwYlie)T5V;mr)wb){MR>77*f85 zMZ!tc5r9#n@^<}w6$qN%m_CjoW4pV<1<(1DDIMP5e@eZ&Qh(+0*`B|=sdgU4Xkh&WO00pR31=VNMeA!ozCr|DyV|62e1 zOWWDglb{X4hFVy7;TO@M!=5%NWGH_*={g`G1}Et-q3_lc+OMe!Aj#42QO1>HpT>`? zQIw-njj35G9I+r77Hx6Hn7*T}5@9~P=l;3>l&Io1JG#1%hJGg*4sKrpo@yj6_3oOm zj+`Vkajd1S4embt;IR3!=fy)G-d))lNi*W!?78OKz3E_`S}Sp;p}@kzC%==p+Iw+2 zMk%XW7DZ~L_Sy=#&5w^eBmexeF?PS~P?DBa?5>q-5ewZMV!G45zrR0TxhgjuZQ{3F zXfZx<1OytuW3_je=doK&teR(Dd^S5=(DFs9AS_0qbhoLOd@eU(?I&YBk#8umA%-QF zx#KMZ&6X2FccGOR7_P>YlO;<*z1x+&{r%q>8wDF25BwrUNU;Qie~s5EQoR1Q@3q&N z8XX^`ytOhu`f$$Z>xr)a`OL%0L++{QQ~g>lLvi2FbUa4<9~tsYQ1!xrbI& zozS;niiyJ>rN23~dcMKoiE55~d%1B>oe6-zSO0R;*bUnt-xC-a7)>h&29-9})6>%q z-X(Wmz}gVUD#^&S2U2(j0Ze2Q{25F*<%aF>S;tl8Q%?cD?v7{GVK*CRurtsPwta&B zJv#0QN-%1Bi$3yh$DIcpbQxXrxREPWTQd0+)M=(pBeZOl{Lb9R#1Jt1F>vQ&Yq_TK4PgCYX(FuQ$lYZTbgZzc?ba3V^311qobt)`{(THnr;%hIe((( zcCngk!c0jJI$G`_=*{5Unhv@)zsmJ^m$Cm+uLT1O3kwk$8De;J*`28rBqb#)du&@ex+w9fMaG1OuBHl~ zNYP9AZn(G9s5CTfDNK>3(GPWaE11T2b6wK3>ib1C$9^TmRf# z`W(enbOQqe-FjQ3xmqh2Z@Rp_9V9B@r3%5AJAnGEFAwytZf=Z@mfNv|-}1R%u?Jw1 zeB#Oh;1`-DR*;h&nT%k$bmSJ=h)^Z^Chp3Q#cdFR4k($h`7HuGxy=x?bENKH&=d!|`1Ayz0N zvZvx%;qv;rpMg4ycyoh8-3doRso_po;?-s&#h(I`Cw%<;aL^U}ehs}+s$@q%=}N2J zr#LNN6GpV)U}>e1H;4Md^(Gs_R%COvfmyyhHfJYizZ+jjS#OY$g|n6Rx~v^n`98Zi z5cCE^yU|S*TN|4;fzzXi$d4lq#T0>X#xyVV&!4wc);KpoMqXK*5`Yikz$IFNm*-e9s~3y&8TncK=?LYz3_N3&*?0h8Zw=zKmrv9BVR3K z>@#)!Mgt8EH|sN1k;ic}K-B9t*guEPk`4#l7MU`sw-ltZ)z{X7DQtpCpm8iTAA|kb zKc-wkUMIiAIQD0ppfHXm?rqHGkGN1$fIn4}g--8=E$M5UioeD?lhscMh8|1%%5Scm zjUVP`P|?x3T$20$mK#ffdQ#GvMlY$q3z~)vn9+eCA<34A=naZcrc4Z-^W7E4OT7lf zH@6b&fHnT@gMe}dWAFiw3PDZ>+fKVz`?X6DwB&w@nII1jrk^$q0}qq4>Z|MP47YN& zp!iH4o2Zm-zlRKf0>di%8LUP!-?h59+}O3A?~aj3MUwTDuhDZDO)FcvfHCP{5pXTd zu0WdDjNg@f&4X!fbjGKU9I&$f?^T`4ZjIvrir&ze$QWhvNi|_)2g*3<9zk%Jf2M06(7O|sKY`Mf8S3`agxvzJuABkEakf3$VfdIm zkp~D$7k*8yj6uMbA2i=uGj4LKsHjj4jRa~Jf734J(Qc6l-GtS^y4%a|Q9pVo)FdQR zk&NX_zYswxp*Q*pS65>yYt9#U_3fO8!~v_dj#=3qPElLqeKvq(<%r>2hHqVWH|6tyhK;Js%X2K5g*y6bVBm>KJA5ejvjteRcX06S;ZI@q&y(`ao+?0P?Ci`l zSX!KJav)LsDG+{a+(SvvOE^{1LtP|;H-2`!(tqqMG(9tuQC5ciA^^)Dq;0$_BLPm9 z`GIBj(!Ad2=_e)~AuD(vi26IWY<7s8r#=mvERCF;H}gQKOt$w(&o>vl(HsZnP>MNR zv++NZ%Z@waXs25vY?XJzse(4=JMaAh1J}m$Rb9~<%W-BzB&Ifike8v%@Uxuk)>tjC3bZCelYu&yd%)x6S_G;$hzU&oqQ4ycB1^&vY5faUEcGUF`257|~In zuuyf9iA-Kg>hx$Tq#<8;le#&SWYpeNzYQkiIMONH*;*?s2=r2e;4$N8R!>_zZh4?| zg=8M&>eg$?n=HWfW_jM<7>2F1`5++ghF;cIAq$qHQnhfWtC(9~XRNqA{PoxuN)F$- zR(CK3eDU8hO~AVzelGgrvgFx;mAZO!zK;L}g@}ZXeSZg9?)GGLr6|81CxOF7(dd1V zUMr63XZPS96QS~~0-0=;`DQ1qa1w66)YQ~P0lQ%x8IMkVUHyrzq1fC)F7uq!syie3 zu+ekSGa=}=ERpm_w1o!8_6myDspQB?0b&j##HOYu>y7?r?ttQQ-6b;CEHi|=x!4~# z&lsQJBj>k$%jV<$aK{grWvn-Xnz?m=#DjxCCIy1lWmymKSlIJdVcqBJeR!m=J?HoM z4HY=b9K@lvko$Ma`H#Z-@l}wHlDW>4o7$QKV?s2lUjmhyVp?E#+FF&qjm}hBy#^>4 zL1xrmxL#7=?s9wbnNc|rD5z3{8_cE@i}A@=<#oI$%};&a08Tt|wSU6gb=PvS!Jo|Q z!5`?DZH)oPq9l{H*ZuEJxrnn!Y>ddE|KSCQ)G6w9v9tcegV4$sl=Exjy~CocKnsUe z^D*+3JNd=Fpf^2Qu1=A|pXSR!qJFUP^g_WqISX8;N*FK>ci z_g0!$L|GX-3_W9#@N};C#T?IkPRjr!8bDKJqjiAN9|fSTNVEL+>eh0zW%0`4zRwdI zrK5}0a7`CV^w$Uc{FGNc>w>{J%kuaS#r<+^1hk5$V9NCeG*G5$&(rxDAZu<Frtz)g(fPTAiY@2xPeCk^v`81bPwhZfQene`j*doO6lvdEElKJXE6SQN znw5=p-Hw1q9+((Y^9Co_qr6WZJ_`z@Z-mi%VUr3a7s!_VPyCE!2^XmO>y?_ z#$saMj@#>OG#fn;L{hFe8XWfFm9U&TU(2+C5t0%&nBD0jL9$gds^WZqjt~eTKSVqP zGPAO9-gA`}0?t|F@y^cud_qI_QH_m_?X9HbYK)RddtVHF`G*c<=nar@%FQO2?DuD% z!PKDZ)2-3m$Qo`Kw+@tr4nH)!GOHz#BHemi=ud@-+}EWRvi;fTj?a%SF1kUvsmHmC z|Hy{(;gm4zs5K~y566w-GP?T37#R(9*uP11)ujXdZgRl+#C98@nE=WAdqP6sg4@N) zRiCQ0qpcX|&Ky?5EaQb5gcM45*rBcZFhKN9SvfsH8UD=@7)Zd70>ER2UgHsN)(2@`%PR*yC8>fdWG_a3)%eZN3+Xm}oL18T7pT>}^zi_#HYFtm zTYHJUCM1Oy#)YR`AgLE?g~Hm=z`zrXqRx#s6DhTSBdiA9vKB?Hl_?+Y%z1$wLyRt_ zePIX_gm+Kg_rq=Bj=T4(hlf@wwQx|K+m!WB#Z;h$P;+wPj-t4`&-T&hU5lkY< zGWC2fcj{=@eG=?T71#IuM2HX`j>1#FBr2$gldM$c=Hj1!i-)V0AO_${@FEj$WZriH zoavABc#Cd@>55=*xAn?AP#m=!?qQ8!b#do!+K~Q)82wAhJIVXeQ(ONEzrT~Tj7grM zU@}ZLNpn#b4dVb31{~yU_lHD1BH%xkF1DKvuOBnnQ)2%9cKdJs8uQ%Xf7Tooy=nQa z43Pd;##@R)&PS+D2a8}HLdkL0cTiYppu0E`xVd~_O8lA(yG*D0jJ#MP*lfU|h*M&x zi{Cn4jpU}aja8Zn>>|v*>jvAMH$NBrcAP#K_Wn|yWEln$Ub7%PsfU``@P8l)iIxQC4O8E=1ycau=10y>=v_J?!Y@Te<&&{3hXta*(mCXPf7W_ zrwqLGth9`bsDVIIgpWhz7qtqm0GQVEc#FlR=Z7t~C2`c8U>Yp8zCJNIxIA9#F}}Y! zR}Txq-eqvY%pP`H@<5@WpztN}W;I)E;)iueXu87WNdzgs(FW{BiN;zy+~kwE(4apV z;wa2gsx^=IhhEMAJ)onbvw!%F2=X~-LX9tjl*<(Ro3F1NYX_0|+qa0BnVF!5AOhJC zf;C$3>=_!4e}BmUWvm_0!wLePva;xtC3>NCb$siaoA8jkhex^NzP4{gwfWR$%SLx+ zr?S`=ad4TVA>O5QAP@f#a44wm$e%=hN*aWWNxTfaFt5yCQ+S-=?CtH9eVyU_I#+`U z++ZCA?+cY{E%kgWfV$ZOrp2Qk3a@1_ME>A5Cjbnv9~=U5Y~3RmA*q1!3Y;e5#oE<_ zArk}ud9i3!Ao5zyFCVx7FM>z_#&e^pJ1}>`2$Q?BF(t{v{D$)`3-CEFU%rf^Xu?EA zMP<)d=cJ=UhWVbrM7nOv52XVs?h3s7y#L>#RdVaN(M|nKDauJOPG%aEU?4q$A+DWuiq^X;RluQtJ?9jVIavUc z0uBc-yC^``frI$@`Qz~TI6`H!;Ujx|-%v7Ceg&G?Q*t3xUfx=!ph1CtJCQ*f5HCV* z7lV8EDMBu|04qS=V9kLj_-C8@2?RVyJ-`%{p~iH4cWnog3W4^?>hK8Wklz3VMWv-# zITqDy1EIbL5c(?z2g9@;z*$5a9~lwR4b;vu82PtLA>tmC%xeV?{T&;lis=J`Ce!O9 zvvm-jT>xA{5NI;<)e~hO#C#7$c9#q^26{FarKRql3a2}1z47yE_dIma%in^eGG27;oi_xlTGi`GterZ{x! z@2F$~_HXR%?Grb^8$$tu32;~zdS;>PhA>6xH(|Gn^s=%)rr}!y%fMv>3|dmIt^$6) zE3C@Fy-Rv}iinAehnFmY<-dFcbiyhy+Qku=J8%QP0`Q|P&)3^Y#`F@RA;Q08WDE86 zMOa;1t6u^O7>V`z4jbgyZ@`x_k-nm06AYz|1z`k1VdTOMe{Z!G>ueA}#Kg+CAkNRv zfAx&_){qbtg#(KPtXg2Puqh}a_x8R*voGmDSgcFVn{g4-(9l?C>EPkwM#aY?L$Kiv z6qaD$MPe>fWu($>SM(=OR+g6yRXEWgVDTh~*xravN(uosxs`Ci_5xvgvn%U4_lc z-9)6Mr0mAs7+EH;Z30U~EhtC=b`li}OA64w=luZQe%mFdjFTNL*5L)LDa>`%J3K52 zC`ODLM!aFL|Eoo>^ZdD-wDfY)QB!mC@o^7@or%>_OE_RP zw=I?c`E#~6Gq&tN#%B#pmFS5BG1_K#l9kJR5(9)}H;`7W4;O{~{QYe_e%KQk!$jy3 z{pJv0`E+)6P6sq7>XRq0Tn|o8PRg7P^#Tg2et;JC@VYv30&2L8hNLpV6N`N!L{f4%_Pe*pXgR3&44eBQOh z3+CJ&pgIHBPbaHRwb?VUm*)|@!0n+DQv#N16$A?~+4ur{OU&~%2;B0wp0$5*I*pF3 zK%r;1S`@O>0>P(VtnCjBi_5Srn|5+3VO8CqE=Q=fTH0(t!MFNN4)a2(adsV&34jHE zb-VcPyLnSX-@pKZVd4mZ@s<0&{ZNBvl3x^VnQfAQ0~12q!BVS%Sv{>>JUjFiEF0ZE zFOa`M#K!d3d>IP}eoIXkC#%3@Fb@WpVW_OLv(whe7MK#KXDeS0jb_xk&%&s0RaaZpr<3i^$4)B+d%#Op~>5j34C5qehhoZt3W`@^-n2w*>#FfP)PlKRai3QUweuTM6zAAS0j zf1b7z83UfsM2LJOeGi4g-B9@gWcIwd*KsbW($6BUK?LrB^8Zm^Uw?3FD&hWWEwTud z=lP{AFxBa5CCYbu-W^L3kduSe0B)d4C6Q}CI743)tWUslH8tl1D^*5ueIIGND?aw& zW^Dln2)TT*`fi-XOhtBk^BSm$7!b*8&!+Ykh31-mb5Oo%ABG~y1amYdr<-4Jb5{=< zV-T@>!x@62DLIvJNnA?{4Bp^(xXsk^H-IJJd1R0A{#-5Zm)4EzuW0D#MiCJat^?$+ zJqMvOP=w+eEY#K2gAe(|^pPewGsZnAK^=^{2kiy4I|~*Ok;PvY%&%Z#!6)zuEH7U8 zX6NKo0Pm=QBaz&e^FNp$0p)<~T@6B2*!jrYyW{zI2!=;U*+8a}XCbHrg`*-@ zDb4nln>S+|w#=ZFnuKxi01F|q_d=abhv^IeN3S3jX68^3#RZ)og}_&#m7p7D)5U6O zX~_fi7Ql`&&{ZnJ!Y~LZC`Kg1iMyaO;1rcBb$7v&RV^((=^q+00SgLSaM+*u7GSFT zA(runS?6wXwA7$gR)Jx_E_@DG6;HOCXm_@n8KDh?P>*_%X8Xn7Oh-j!Wq3Sn_1#6% z0D#jv+yZq3*(4k|nJ!hdE*)eU`U;0Lvzk~;&LN{@_jz*I&$MYa}fT)JC8nndF;TEi@oOSIfRwb#&5T>c$`w zzz1!&&h7FgD9H6E0F=%j4i68T&Q>w%>gj<-13@s%r=iZf;|a{ffKWh!!iYHFDZK8= z+qvi()`0UE@>XVGIYuKiD*vH#xysKX1DY@}kzo@N!LUIl_-t_2AWx_EB?#`X*mj4D z%{chL&^`g`{oZ0T2@(?0yg5?UeK}--S9`#%PM`|opS#z3B1geHN)i{qI1FM|R80*Z z!0Fs6UDw+S3$Cxze@sx9tJoiQ4(BLMc;()wWM)@*Vu0tuAu?IUZlppAtPm-wLy8;y^44uFUa4bGHO-JGwkp012E|Gj9Gmd zR8trzq?7;Qt@QdHAB1A{)ftNbc+%-=bHb@s>^~7ZtY1Q&ss6()0rh4Lw4K1TG>UKE zz5$<`Fu+R2%~wed9%Hhh{yl3p6rK&9Um8Tbpt=?pfc)mYpXh0sD_m!WRyxmj8^!m1 zbmiE65MiT>1qd1$0@DXF_#i-oNP;3(=V|(0lrUMlcrsMWDZ)T#3Rnx?Uy#=#+bxcn zFpgB8b297_mzDqkj|0Sd01RkoX{i8tQ2BYJ8-yUtGUj^%s9?~J$8v%AxjJk(;2tY2(_?a8OaUhX3FTN0y<8;5WhS8WoK|yc8SOM)L zUI#uUW3s`H%uadjwOFvl4J=`RR08g8Wu`dT=mIQZaHc3y8=IT9)m*mqq=HTdogIN# z;I&^uE+>c(%yIyWH(;@ichHx9{`KE1^|PL}W7v`do(BtH$Tpxd0RA)%cL1Qc>0kG= zGcz`--28%qFZlR~K%0!i1t71|ELE9+{<}0}nrv4KJ)I;hvIf3N)?rB&5(sugM}U zn9!J@yt%RQubAz@FA6Ln8NFgk*^J-c_!3qX7aCldY_6>*h~GHrx9I(dDgY>yJ1WpN zxs+n+16u__uyIk}AfGUoi$e;imw$fA-~sFB8IYbRU%pg46fZ5xQL;;tbeL-asjv;u zkN>4=oIM9<>CXY5%Ke1|@K+ebT&UiT{TZOVzW|;#;7M^^T~b(p$fpWC194nn zO}gQsq_OV)!`9;aPHw@$qaU`oyWGC!rTlCtA)EFNHfgnXII~8HH%J%+4i<$3M0_v% z1nuIQX~`)nd)JKE8Ku(GlO4q<`g3~!vB`7R#-Bp++6 z@e`v0V@JJIL5 zxk?n$G`R9Vg`W3BQcRh@d^q%aG_NwiNgL?_?+E~7_u7Kfl7DhC2^i`Jgb2YluIXC= z^v&*iwvFDU+v@4TW%>sKFNl5ml%t>4iSt6z+KV~0w^zDZX7X^MF%UrctgP3}zsFC3 zer{z5LIifoCeKs!kwLV)OSgEgh4 zQIiFoUJi_mu)WIZPYP5iR<8tSJ2+myehmQib7*sKZxC=DoiGx?Y^ua!@&Oos>!(bu ztVY1$qwb4?1@o#sz_DwAIsXUPsI_C~!JeMLX3#lVK(3eSnwsV<{+cZ*DJcSdJFMJ` ze%15X9o$P0Sg(lshK8Mcy@UCBRinMn!zmv?fMzSM7iT3mmR%_wyKLK^D(`GAkN`%A z`JrYXoYOizJ|3OhT4;2dNf-6~5g8e|czcjw;K{-FaI!H_f8Jon>$o?KyH!<)syZwM zaAq<%011E=IUc%ycFSY73L~sxJV8Y@r2ZZRhK|V`1(Hpmh*X{`6HH~x5&E`XhhD~j zZd{Qe9#{b$@IT0^r>6xF$P8Fc%nLBbOs{r@YFS&egKG{hF8&mhlsQ#Sa~NMu2u#BPpTSgz8bKle8wQ*!7!gJf=efR`}s-a3~RU=lfP`X zn4;oS-ZD$T-c3FYjbhSR5s78huJUedY}E3|F6alb0mzxB;JBz|v^Lz_ zeEm@7$Y-(xpyvF-Lg7b89I>xj^|$}k6>$7&{t%1@al}!yetv$2!zui(0{}-C;bQ_O zkubQ+$oIC&lBR_fHsI*DE&@QS#X&4qlsm7m_#f@eZ=p5Hu=;)Dj{A0v!78d??^}^ z#Hn>D?CMM&sQHK!C%lx6pKeG zYtykcR&m?#P?vWoePWss&&_X_X+39X`&px?Uhz`Y#&A;NAFUiP_ymUHeKP}M2v=_$ z(>gwWW_lU+^09J97aI6{XYV2XrTS~mUnUz=|Fn2c&^L}sS0cLMT9%KU+0Gp#g1D#E z#Oj4lI9ui%h)3+Impre9K!e(sFc@1v@)h*^pgUq+Corq?N?uqtju>3%BVlj4O5w^! zD-@g2w@r@JRHQUUs8^-k;h`J>bHQJx-IY?Eek1xCgXpm z238G{0^@6P&8KLryU)smVcYY#Mi~(N!@%Xn+Z<(THUs2DvEankgPxc(mLq3(dkfq! z|EwD^8hlN`PNo(P>YfY((`v zQ+|bvX{?+-fgS31bZ+e%HBy_ut6lt|H=2M_SP-io$yOS?jZrO%fB+uSMw$pPz{Hvk zwQ&1wFIGSjDm>6goitvER4;}GmsV==a^p)3K6zwdRgrFy5Oz3g?#nEL0c4_uX3U+b ziyFsXhzQ?|`|8i4a_ExglQ<>@H7034vFTt5?3Q)zcv@~7b1q^?$a`dpF77=^yuuiJ zK<KPaZd<Z7^6C9*;KD-u9{nb3%yEvFbobi1KY?4VyY$5c9qG zvSmgdbVy=87k;8{!)i?2z@tHAj6JPsq3qHJqL`pJUELhSS^E!U;_kLBU}Z;5chg|+ zPKOIA$xmR*k7a(}JDgx+K*J?5g@VwAK#7lfX7&)v#N8?OA&y22tmI!Yq*ycVabiru zgaZR$q8N5GlI}D*@c1(HfOhR~`%%WEw=W?>Im1t-xcSpMh$*xE+W`q`pU6UlrUl() zPtSgt|IG`qN?ER51PpIqnKBT)Aqp%SlaB~S9D7~VXJ+~oxmH4N#awgr>xHzaBJ@H# zUSIyC{N;$*G?q=Ajuck_tQ?FleJ)$vKUwfPn)!%37A3t}2GDCa5XsSr+Rq8lW2 zMswucFEiH21Ai`tF8nVAy5|5QULuJmsHtxu=4awFasREbO=ltQ?1DhqIl7i`SdiEX zd{#V0t1h4Alb)AT+t3&DEHhm>Lm@g8R~E9asPvU)V82NkCq^b$I{iC7Trh67zCIAe z9AjrdUH35@4y;BUAO9PgKM&!d2CC?B=#B*LB@Ut)@YlBdv1Z{l?=v*NLWcA>9bNkH z-<5kko{#G_cD0^qAXNuYDbY!NvK0AsTio0O0-hlh_k$CPAfI5!%AO$>sDt!^ zeR8Mz)SZ*lx?=wfI>@#V-A&V*MP2v=R|lw?qg10JQ%9$)&p%Y?Qzy{Jto8fS%*)C4 zuvv~0{mppZ;E(j8bLwPhrR!A2;@hwLR_V6D={|B>f7!Xc;s>YoTFDMdRnz1Td!1rI zi10xLE|_5@1mc0_lbb%fg86b`_7p<8*O@Wu_kXiOnAI4LxdbB%M<*tPTpJs=-=7^_ zyQ7BST2~`49}^+ETc}VoXlsyxX8<9Wpd%ok&UADQ&o>kNfu6v}pok~=Q7k%B z#k^5oZL6i1xVy@u_|ycM+Y?%*BxoNRC8z!_{rE(pe77IBIyUUfp%juoIztE;kB8Zp zDRJ808KHcS!txw-i|AQ<=3tVq4Kmz?lfU8wJtSJ18wBh)@&3I;iJB;bp><5q^5#0~ zcWKn`%8*+IHhML&&|={=QhZc_p&gpZ0x>yMr66L6q4e`prp$u&k+tpb6Etz`ggbna zNQ2J$xybXIy$wR9BZhtc_`}G~i0#7dzkEc(NdcMn<_`p67fZ>O$9}kf7V~J0s5+^s z)@5nY@n!S4ALBL5iB6uxVWW?i;h|CCA6b;xH8PG9Tg2cx3wd)`gd3Ni>nhM_$mPQ^ z%W^qTXtPafwhV$g>zq_fW}oABPn`jYSiX#6e(!36)RZZb3p*We5l$YNTiiF+d}$$^ zAKSm)%NDzPU;Lhldyf_utZcQ%F(Q03FJ@$J^TYeDmY^?>1|HGdt1usT44ZGkG$Gpp zAqz;_k_%kvx6}u-Y@Sb?k6o1u#-oA;TP@6qeC12th-Qe*=}8c3ypux!nv}05qFb=^ zt^cL}yHU38t}vEDd9V@dedym+l~L|?( z%iv_9W;O*ARVi+=90NECaM!$mllBuSSUCugDEr_5g7iSY=x&s&DX}t%6YfuH>K&%1 zdM$ctz8SQt3^TWInm_1t%7xs^gqUih6Bu(w z6yn*k;h-GFGF2}w>2wgK?9-Ovg@!C*31uNzfu|>0+Z~e0S1~V`uxC?AB;`l)S1zdb z)wbtFLw>`8-`3Us^up-4)!=tX34&+&FDa*?ZIB;962H;ut%$pomGj>C=spdXoKt$Q zp;|C%O1XTzOoP*|PaTlHt$P|WA6ieB{%Q%u&Ims_|p)sljm z;T-!3INu@bvPZ9rMV8)@H6gsall7Sc_4j#9do=3szoawY;9|>Y;SxqwuvW7+Hp^zt z8#jK=bo)e|L;oqqnEZ}?>~!4f6_8Z%PFGE9X%j8`W7j33=kOUr1kt`t*LhR&e4Bpf zU(n!isP)Q@obz;EXrTGMzdz#mWvC%Gc=3egGKH=6@v*fvpkcQylLyMbnlp>u5#Vwn z702M{3~yJEVt_NuqK=JFuyJYeoly)b4~VQ+^!w+CQYfi2UG745(BQ%SU^-&y{upP3cg4nNpd@mmY;W3)Z9`6!z|P7_@yYdzQE8g0`&iuQs95y#v8XSs!z>7*!Klc5C#?%zZzb}l%Y7^zVm`<#(s|PJ2h7k7tlKlRr zN2cLxT(pgkB~b=RmsWcWyPC{Eh4Q5ympj{B+VIvy2<`aexhV_xr|{i4sr-)FCq6Xa z-$mzTicrd^vOjfxD$(KeuCx!HWU59Kj-BdFoIoPy)2W<(SH-p#e^t5wqE+=a1zCn3 zI8qeInWw8Sbga(m)D>#$3w`y&lzZLx8}_`zoY@^)>nUQ(aW8`N#f0zG12c-6Vz?S> z7EM=ALdo*{pwO`1m$mwPDfa3wWIw0t$qeeuPr1W5M;Ho!zJHIUDa$&Z_oQbtCDJL0Uj}|7D3A}GW*J!0R-YtLVtATl zgfc(TgPPY!^RIspeeovQN?#iIp-ltMMugC=Q4cWUN3m%qs}t6^Ya6Cy6^liCXK3Sn zYdDN|mrkXPqJDm}$xka}!ke3_Ohj+$ByPXl#+=bQRMhjep%eo;#3UOiQujEYRG zMI2k9mz7P@@9KZiy(Gq@sSJ|J5;Xph&zp`**(s^VWWt{xy6g$;K6w;>IJ6`(rV9Im zX57iB8n0q|%eW@3LU+nAj{)8qYV;`oD{iu8gXS9T*;v0B|<|Mb|W z^gNoSvj5Fcn5h8Bj)6+P*RLY&URmtDwn5(Qx%@CP?zopY8!*Y)vC{P|W#e}a!PlMN z@A^M}#g@w{3Sg*Q=I445AG;_t(JV0{Q-EJ7x+NCSBBA(wT;@a@tWo z6V6WWOJ0#dgmE}=w@$bZoB6e9q^Y+0;m@pi3?xE>#LU4C?cY?dSySuvwC-7~a zcipw_kNJ6Q&*|>!s_L1w9xsi6DTXnIZ`Eo8yOJu);r0kpDc!Et)|%|U-tJ2Edx^Y` zyk9PFMIN?J0`2qH#D<$JV+S2HkDva|4$7)_?`<``76~!PrW29Z zd%2G%1=X+Wl-K5!L7Sb3eL^g**WH8#L4<*TBVG)%n>aqRPJ&{m+R;-0wuU)*VB@cD z*sPT!Y0+60L{S7%lMUt#WvIPsNm%(2CtP*JBU^ACNj55 zF;W{29`{gH-|!mV##rEp41@GtR^$9WM;X}3QBO?NZZ&aa!BRi~R6OoZc>tSeJ#5hl zu@tWIxY7-{%-Q=vE-VnaxYp8_E+I4{Wf_#;SaDe<}A(5H@;s+Xb>!%LE5{l za1JTiw&8nG*t$VVwfM{;ThNb*DpKXGLp__#&*AEUY?KlyS_Ya*GsQd^%FWP_TprNM zc0GuJQ2gCKxpI@gxw?co=`c;3>ciF7SmDDxjG~6obXDg-Abmf{d}RszpA+M`%CID~ z4J`%=(QK+i%?ID|_Iv7S%0h-RsaKz?HG8?{1)iM=cqLXTisK?L$xRN$9nL*X(*zd^ zF2UFtHu3POAe|hBXxZaIVHfLA*({Sf7r(FhA4R1?xTG9C?QP%}qAha|crGy==Fvk^ zRy=JeEZ{est37`z)4EWijunukE&#UK~7H`uxkfg_@8uCsL}!P z>gS@vEe-coc+;)lKS|Zf3Q<`ZSmu_=F!!}!=|B{Qm7#YNT8II7{N%YXRvC-sVun8n(aA2#Tvgz{CA3DEeEZDc( z@zSsuj5FJ)8&yo<&MF#hcEJ%VHXR43>qcj^@w(mBp`AgZgTgJPrEtSh7vIz6;mdmR znhGN$QOtT+lCL1iRmvl$_iJF171xTxjuaFSK|m$>UEfvF8>91QV!yAP($#-Bh-t@i$%PETl>rwyN;hBqAkbqpv4Y9# z=%RSE4qvV=jq?`t4wpAwx7SUjcd+huzk{GWr__|hdd6V7 ztQ*E|so9p}|AA_Jvon}glb3^(_iD9)UnL{t@Sdgh%VBrA-;iRo)ruB_(eOuKE;WDN z7|ni*6n~%E$gR3=MCT8COlNcL{RkJ8qovBO(=^NQnDK-+&l4cT^>D+q4wlU4(R?iR z@bFzwbZJ~#J}NP*f*cXAn(=Cxmno>XTy8S7k4G4s4%fWIqa?DtstJ_jnrCFoG>2cZ zDPmj{&Uc_nwMvTo;#obx$YCxy<^{NFbJ$7RW)f(e@<$w-S%|+u1`Z9TMU9e_^qB4J zl~Y+xXuZ{jyi&M++VY-Y%CPJ`&mvC-{8Uqe2jyt&quY=R3DnB{C)7cZ;~BvaMw3|@ zne?=^qfoJb^GTN0y%6zAa5FM}zR=)C81TwytVX4VK57o<;;cY>b;l4+}*Y3ni zxLPmdZnn-PIj8nnMz_&O3Enc8&bqQ~fiKk;0dm|J^0S)wkw$1)TaK?YL3~yTDS=eV zbz4~Idi=lH;Zs&G9!9j9=kS1oMc}Q6X~<2J)_Y_07JppNhQv=iy%r2(==0*4+mj%0 zTQ`5#S6Snk@|Ctd*w&sYKq0 z(lklK18FDFNhi?eb3e*(Z4C3ab~4u=Aq0Ose^_m?Kx%(!DtG%nFmIi?a6F~%Z@7i5 zN-F>&uaZ@TA=L1HXhPkj5rO}-QZPc9ARJfP9Lktt^}{+ggp^>s$>VBYDxXkg4xvSo zu5w`UQ`f0??$jl??2FZ&z({e?2&`So2xiYZv8eyY(8oA@tY~!VmFiB~Yfz%0uWh|N zn*o}y=~|#2hV0=ElZ_386y+MEUa-bZH={f;e(JvW%rd4y({L*TelmMd>MI!bR{-f` zN}1`sK4!A0fU30s)Zey>juV)4U$VEgmUH~;b=!HbMi)jqHYwaRfdOmvlzXz+k@Ul) zx#cg#@HVUr7hTO%bCL?_tR&FXRhypf-3qXq+{kpH#9^`1H~m%lA-H`OM>l1$s?6!% zHV*@VCJXOZYKkIM=j{INLtnNLaQ+(AglT5w7aPNZwXQy`V&uBtu!Ric#?l5I+b|0S z)!1|+*z$|BzD7-w+ylQ?I5)e_@cz6#;PTxJd$+!#%8BA2lz+SN`VhM`7XeM4x)7UT+50>=7PF4-e@tb%Nk=`)?bgXb!Xw9TrkOVA%So+UEk!L1bfH=3 zw|w&X*J&LI%gE-azjUqn_FciS0Dpni&BZwdKo#PMIev=J8u1eW>a*fTtSV5O1cg@I z#4d4&45;{E(Y`3WD9dXlZXdqW?Yt$Mhr1Uw^P{bYaFbEba+o3mG_%0NF4TFm4LgKZ z7V8W$%g6oMK3afaaFn`MLs7CsLyfUJ`UK&7xJ`iIFl@h(aNB4%;?a74^%2+sUZ7S; z{0UCOJW-qlLa3+-nNlJZc&)vyDdC3umfXu+sOQ!057+G~&x_82IZg)r3Qs>OnpkNh z(aLGvJq_&yI^}9ii`ZUe4=tV#dd+Itwz@cZ4*W!`*Lw>p-@l(H*XtLPRwZjc(gbvk zopXKx`d@Vn#1Wa@yD#H94i+~!FncP;&dyci#OUAqxq)P2a;{yozo#m7gHy|5+uas% zCXB7}1Xp}l1pSFNKAoxCnrblG;cLlGg&gy=^**J4vc6H~6$TZoSfyGzXEG8`Dlvo* zelA`DT>MK$?m17W@!7szhj5IPnf!8Dd}D}El(?u zaiIXG_&J$9!CPI`11ucaV1dOBA4`7EPXgU;B*QqvRq3UJ_3PwshED#=Y{=>q9(yvb zVGxN&;}P86?7nkT2TCSSCYtm@eU%BFl z+gFL>y4U?LY(NBvY@=S%PRTjxC@Ss=Qp0~x`}0puxH(eTJ9fWhO_ZNI8g?rMtcMaz z%;g*}tGlbRsBMAqJyEHqC2ACVyZq@~zSyxluGc)R>VVk5YK_W#DJ;pO_eb;otZRxX z(f4G0y`<)DwiWDU<14i`QljjiO^DRU9YSehb1s|oSc5)~0(=s}r+>|*NC(1q^R{za zy!A>ClKFx*eI#0<%XAhwL=+ZBui3}k`Oi++KPcqt8o7@0{n?U90NQP)M^1s-E)~D0 zq{=`s^!hB9DG%_@aqaSzPIez{N21!i#USsB-{5dWkYw&oz}l?imX68 ze*_%_S*pltSQ7p8h9E@VCP$AjtJzrGiU~uYqfBhFd|VQwu=8zW&6R1M+Py=hwZ0XjT05mi_;X5&J6`i zf=X#|t_^wpIyKSHC52#tF>N)C@1vBSH@~f$6!2a)ey3(ALa{_%H@QYYKp>~{=|6do zq)3g{DhR}MxMFn$SE-2mWe}nH%y{~dt>M>7`i`@;2u*PIHHNX`} z4DGxiR$J+TpbeiX0{mnF@}XHin2=DA;QON{4h)wkdY9 zG)r)as$WT~)T2*7SF;0Hxp53mNhJCqN8~4AYQ4|2y>+r+$-tLVU)moL(njYZl;|eH z>u_Wk8Z+X@$aPHfW!Xw@6;BnXx%55fj~lRAp*7~VEGnvmkWvwKPv+{uR&EioE#lxH zc<0agS116bk%?>z2b7N;pnL#_@cyP6-xuCuU+CIrkLB{V{qoZ*im-zz+!MZDrJrkv|oz{RjPG1mi&oU<2!^PWD;^i&OMc+odJFL%he~aX_Ue$*k`~%Z{ z``6(#c>l~uxS&0ZV`jDR zftOdy;KpPs_(5z-=0B~P0{O3HYe=+k>T6DuCGHf?#a#R3^cY(Z+=9b>5j*0-3f|js z*=tD5M1I76ogCUE!^1W(<<0t}<9#KEeIa(T7$R$alDrx6s3bwdG#^D_e`=dIpMO(W z392;!q0j z$+s|`z7baiHfapF;94>k{XEm^c*N~eTohR4C_QdCz}Jf^vdXpk+0XHyz?W!m;6S=5 zzCkX`pkS@<)VKCuQpUyhYP@@yF0=CTI~Q4-{w8mfY{TIJ7D3 zFB+bNy%(>;@-N04Fm8A8zYqPC#OXf%l&L{zz-Y!YY=ut`+tD5`*mz@5~}4 za7xanE^LZ2>|k;u@xtweV;CPlIR9X&rCDPLondRyFz5}VHlc?UWFmy2`qvQ6x7^W! z9VjF<&ZH!w0gdrbDqSlc{@I>zw%~wNw;KK)``vtJa8r9bEM8#636 z;+G03xY&xk_afZzw&r}@2O9MK_}`7w=f=lW5Tm26_U-^FRsKo6(%e*+R9-)$&&TUk zj_+USkHs1%UO@UmYEY0{xU!><%4C;Jz%YuB3N{?lUPuSw}5EH~aUi}xE za0-cr&v0om28Cajh>cHfn_hVsnH9@1#!SFEUlLAi$>Ue(zj51OB|?Qpc@bLmITII+ z7oPe-`WBTThtFDF>hfay?h1dk*JBZ?1a&*8LG~4fm;AXGCZ=tu%kKE*$N~!y_c@Hi z(p)`{Caxr>s&*R>sfMwweu_qY7>Dp*@6+CD`umNMknxI}$)UHF5 ziK=VK%Mi$ro5&A%@1eHSlZxN*Mr2v@(-=xkpwtpah)Oazj5t3L==_TYG=$iDbYQv;%;Stv@&uedawFY8h{qMO| zv%uc)4+YO)2*nWx#l~1c5sSSxTP-r;`i+dn#_0zSdp1dWvE!#`wd38}^DO}&v(XVXAZD*tIS_ci%zG|v00C1z%DdWViO+gwoABTb@UJ`N&DP19 zzxpI8etA6%C3ld=^TbQ2D~;^wnoQEhlN5lg;k@5M@3-zd+=#sY_8S0<)(5U1QZc&! zVr*g1Dr#Fax#xS`YLGY1bYp%D$Qx}`%{2blgFjW8+mabm(Lwa1p81waDxdVXMrC6u z0o1*PkFP$jq4OJIsWMr+B@)Fwkj^m7k>(VBQ5y^~@ zhGK1j?fQz`2!2!d3!}z^8X(mK?=QKhO2LhC~;ppf$~ z`3t{S{B<-HFioJ98jely&WQNB#6e?%@05<3PHiV#(E#GT8jR46CA*!rOVXaEQjTpG zWtT2$&Zv;9iIB{Zq}<8N%X+R*x$abY@&xm7sD(4wZrx#ezb%Kd1}$Sc*~N&~<3+@n&$ zbyE)!#&q0Hwmp;wp7#l!{y>>%_do@%CP{b>Ks*^`0Ai!z=L+S(W()GMp52}I(=_Hw z-;LeoQQ~^S)@AWoWBIqx?{$;IzNq-jvDxIp9+*ACu;dom-P+}}{78_Y_W7!7jW7?& zA>Y}abSHkTP(iaI=#FA&)6{#R#O98*pP(pHVV4SbXk+xO`#NP^`p%c5hsGa4OqM(s zdD_-NiNn&(X$^RF1v)@g2yc2c8TxI`h{mvtI)C`y-RP*ytb8+B_Be?#Os>=Bi)YMv z;}~iO;V#cJ>?qZvN~xQgv)_X24pQ$;brJg7s$PGh>$BC5c)b{CmFO=kwd%4MfBY#?jD>Q;oR2JQ7*SA2=e zt>KKjvnlnR_%|9cp8e|IlHaacWSne9U3=2pZ#8oRt`b^vzy}Lh^)o0G&W=^Tbtp%j z$_GjZjOyj{{JsK?hK(~ddnc2pbiCZF1`FSDw@O$lDV4=~{y(r1JK~G7%>4kwN}~O{ zIuG>J<{k_|CdcEJzT_SytdloIql`-;9ZV$*{Rjvo+T~mx5#cEZ`;KpZO^8u4*k~n( z1u>JKeP6ro*16Bcrz6Z=NSI&~W!EoZSie!h2bE0IV&e%_o7)7|DcL$ zrS_55mt}MU9ic5Xku`u@nWsw3ptIrC`Utcwj`=rXt);(diE0<(oUq0(>fK1Hljz)l z8zaaQlwwSc_lMF~u6D=I9{M~7u6{2d8@^R#&~uvu$u9R6lpnYwO$c3v zW_s#SqbxUZAroM&{<`jr@rWY;72NVtXh1z*Uhm>ERZ9usuW-IvIl8W8S0$il@{%zk zVp(f50QT_m%F$Imk=bWe62DF_&R#HQS!>2vN}^iv{Rsao`4YL51IY6mwpx9O5#kOs zf&pSbP9yb(hVz2B9OkiFcn8RMOw9QsXYcks;(>6TXjrw??jlFh6hD>p=dgMHS^kFI z2;$HNYOjUy;xVaVR0@-7#ND2id=im>w-M7l_2OgjMd2yC#r;1UxU9-|zDmUFt}!2W zFCyIP^0x+xsSgp4JF@=6YC-#mofiMEoFzHOPkr=h#8;Ph#_fAzun{yjBb^dFue%S&mE3a+z8oqD*H8Rj6R%fMYR zs}+i(D3b2nzuvT!HkGCM3DRWdDs!H@t?|~F?AZ91EVI<^nFrq@LthIHIknTFJ;>Qr zin?Lb|D4huwaCx&Fw0MakqL+|ri2VU3HIl=GzSW@q=)9+J7owi=5h%9k}jYnX-h&* zD*nd&#n(|U(7+H*_S3_{F1}>>j+4}t&6YT0P8wuL=jTxDslxGTLadxrVp?>(2>dS- zd-;>8QT>xX`qzBc?;^FosT<;PqWseR|)J*@9buxJu*UjZ%zg_@c=x z;OoSC1M!ns+5zCMtaVwN4%jJun!n*LVpHud^g0?sSGMh-F5 zfu^O$9#`AW_tkD>c6n+Ab9vn|;PlMxp&rnG(P~36A0BC{w)4dxZIfu-1N-fAzUASi zK75hY8RmS0hYMfN<14nFu^%eeEYxlOoMM%7EHiSzI&(p*EZvN%^IjFr>4|EqNRVm} zOr2SocA+Mdy+eKYq+&Sa(m(Oi^#T)V<}$iS1)G*Xm3ZayrYixeN!Y%yN-+r-f1*8* z*yBS>&nz3SJ|74ps^ag&3BigD$4L}hD3?oFU>3I$K3cC)_ghmHm4WW?VRD^`GOT3! z>QK8E4%(VEhlZmmNsJk4tq$m8nhnBi@e}DRxeidF%pVvmBR+&C(DvQplsx%_TI2c0 zK_F7b3YB?SX~^RL1*8kWn_*}){e}6HK221FoRU*o+VG(N*R;HUJu4jk{6FcaXh!fE zMz0kb37cbsi6RI|6?H@X~(Z zyPW~-yG_0=aamTx;av!&-&Ohr&n9?31WW&q)Uay21-k`?Wpdo*sN}-I^D5DgyLyEoYgU5nQJ%ve= z6V(k8MKn@Q-s~6DC}bFR4NwfO1$~ia{_t4{M#^*&jOK=)R7ef$P5hcUgw!=Z)x|-f=*rOcS|Y8pmGcm&U%g z7-qk9LjG$p>VOu*+xrvi*?1=tM;$CjW%B4efH!YacPo6z&pB&)(Bp^h|u3j*Ur zjNmv2d%b!Z2b<)Uyc=3M7RQT#xklHX%5A*J)kvaN7g!(+JeeGJN5$~DozPq>^!=af z%Op4>YK9%cRj|!2iM;Q4UZ3(Cu6hCX{fc1akGG*}8y|wrNJ19N5ln}5cmfqxGZU2w zA8$Wt({VDxh%n^y7pWjs8nKAKGQ8QZjH%QnT%4?lWLJP4ry{7_;|O7j_LW9&!Zpq@8 z6RTF6mBvR2FrV1aX$wIuol4rS#6s(qwzjzWCgon`q%G4@oSh_zQ z$n-o6(!Pi=uN7dVX&k6H>W$ktoq3(7wd-FS?C7B!?GZMd zuYvPnp*qdiBudYFs;{#x(Y3cuWGI!!ZR+Tt@UTp=p_a^ad>GtJ?`+Wk6KA(80cMOOLs;OFr<)hCH$hJnn>YoJAL(@ia~a#S5VFfAm6=rvOSsSi?;lK z6PeyIf3YLv4(5zV>+Fx;ar3g|%}84QWT`>zfqATe76BjJ7ov$383+eCo_ExO9FL`- z_0G$;d|nCwRpVm>Xlv!oAPa+2bOy^80Oc0nW-ozt$oG}EkSp0(*hl?AFl)5GvS#bq zt6`OA3To5SmhnP`))jMb394BA$CofC)IIPwVeBo8>>E&MF?yI&P{`k4kUa_01{^?p z&<+{*+%wG=nTR$d-5}6qxWcN^4uc_tsBh3h2zdorU-2b*+(^S>RIrzq$NV41AGervh?snsX z-D!-oW8mm%HPpR^~p!E##yO&Ic=r0k_FW zuEpxb9S4z5 zD{7WsCdo{Gd;jh`1N3nTr*2anEWb^yf$V|{=?}J+G|oyG86Sf(Id8=G z##B|?49|TY0d-Gs4}dv4t-GK-^Y)D#Ym<3V`dX!KQq(aul6=scoHV~O?55KfHU#dW zkN6V{7k;yXmW*LmPV_h72~>(4utUdF zOIK94)rb~_f(q3xYC#64-Zjh>!(v(`xlin;&=?(x!sQgLYQaQ32C**$;PRylMP_S;Gcv6^RYKliro`cN$(@QYv)O2AuBEw<=>V$rP=UsnP;HnCf5rD; z@%RA-RmPH@o3U~+!=ZUCdd)5@abL16U?{q;P14h79DStZWE8<*tQ~W!pG9WLj*2c; z$`Xyu%DW;zLku>Fn}HotbJ)42*q`eRQ^Wk3U_ze{Kba`8RpE2)_QGgsSS-fP+Oc}n z@<*Y-`O=X7pIz!-DP>ub^ALqFa`C9LFb{eQu#VfQL{@}}4czP4<&_tuE#|gvy+O$g z!ytKiSYxv^`7GH%+BmN)4L8+$U3bQlc>%GxG*q{W4;v1k19zyw{Om;#J7iS0XW>3Q zjVsz@)5cx|cf@rSej@`mg^HICTIJAoyWHf-CXng=(^+EH5$>(Q2pebos3;6w0+PAs zO^db78ewG6T~{}WG9#EGU@^q%=p&f&?PLSdnc)JEaoN@~hd3U9J}cQ|%)np2ZsGx+ z-nWN~SIpN!pI0vR$U4Unz)k%2P}6Y9_*!|f6`QQ}a^S)^#O`nplV&-ACgJH0^S>$_kf7Ua(N)mi~CLr29NY>0|HWdXqPU$l< z=HQHf{8MB(hk`}It@A|~79fL~Xm7YG`2=sCtN!F@4Lk)`;U}LqoaL)VBmCvz7;}b_ zZQzBCVOuyxjq)?ERqE-LL~n;LcOqGX8C@0U7phX#787L2bKQtM+TPR3ov=B^s zo*On-<4nzul3K%+&D9sM72KVbQvRWj{2xTv@1idT#NpF_z%2`Fc0gdIu!#RTI)m1)iG99H~r+(WX6rbB}ftT0B^B$iYs}5g(;$9~h z!CoMA_U`7wx9RX-C(~0ed&kc{ILViOQweEi5m(R@n22JI_}Qn0jXY6hGG|Fbg`zlD z#;2B%`7cxe`sYo}O_O~NYW4G&dCe)m_U*PFU3oSR6z7}WIyz5BbqRGI2(co5c{|+* z&9?xAdc^B8T`EiJx7)q`@7vwC1sg1a)b47!JQ|(Z@qE}Hd=b^%&C^HwJiN($JVxOu zWvk=S4J_Q6(o=HvKL&$UIKxnBw#8LJz5!M%fWf6;QZ3puRXfN~YOt1>dk3mQMSZY@ z5>^=2&mlxUj#!c8u4HQA2X=Xibucc46bB@zI|u7HBNgz%WYboL?na_QP2^_<(5sdy zD||{rSCWNW`&xyTy+UO6r2S~A_^8q3vXA0`fx>>%%_wx ze2W~d8|mV#cxcnFZY^$dbs!uVYSIJp4}I(UoFy(8V9>o*Q-=2-~p**PjV9ysvEDIcD1?qBd_F zV3L8Uz4_S*FvGl$HZ&7W5Iw;%;&b`NVw*XR5c2xq0{mV73}ah3;N*U%MK#r6EAKy$ zD3bUfNDa&Q<4O%zW4T4pJ4rW1i67_JM@sk2&JBmvfba2yjiUnrA}1x|euAFPTYy@l zUXm{K*w~>-www+llxdEKnff6T9wLKw20!Fb!cUI3To&@osjLqJN~Ug62GJ8gU7=|f z^#M%P38or!M*eIm3uHy}oN@ZHG%b{E#;DPGW8$ey3260O!qFwE1kD{AoN-gLZ#ArRUOXfS4heWn#Ry?x{!al z2`s#fd=}_*^=Zd`j?5ggIiT{~7ytx;NPgait#^HMg|E*VW}(E?WD(x%ZnuF zvcV3&d!yX}7MT8lQ&3e4M8RQnre~sT8ydU>?vo~lkP;PAy_T(}o@J&2aB``ostu6} zc>)*~5Lsktb%^D>i%bk|HD$CXcIzv1d-fDvF`qEERRe};=PQ-jopD<6`ZNy%w1ngm zTw(r}R}&VMXk#fVwv_hAVJ(||_N9X^K{^>Tfjbf`hTLtl&z~u0TeN*5{8Hl6R(zK) z6;nq?Pl(X9{ZS0yvxHYDsiVt<@!At_)WKnrSf&3=;a|3u(Nx{3j)> zDvL2_j- zOC1PCn0+{c#_N`9RQPR4$qE(~Mrujwu01$TLYhlhlT|bTDK{HF&d)QT!B~7RL@$H( zFCP>WtgKwx-NW&vJ@v#$FMreI1gE5W$)VU4KLGvLu!BwMd=$^bL>b>iE1eagc1a44 z6z(!`)z)EzHZ=PJ>-oa#N1rNbv!Nfza_i<5ZH8!K@yZ9lKw~_HY#A_1v=p}iY zB)!;u)6#P(^fG&-|CJ@4#yYsY0K)8dN1w;t=lXJ;rZSr{^VvV%ju>VP6Oa(yTz$a^ zGmS=PdD@1LD7B?RN->5cK^|Miw@o%GZsp=M(A<*##ovj( zws$Y`$?N(V0aQcMWJnaHmo~xtE@_wvWN?ONl2P7l%tuc4j_;?-p;hKTOy~`|F-75c zl*rp;lqiFoH$+BUZ^Q&X)N5GBYdTllx@XS{cPq;_v>f_5%vY{CSSJ@+_|=_c(A7?n zTtC_>f|#c4t>Gu?VO)}?qB_EB<2LC1e(o&VBeC!t$^t-A*~kw9tNTx_oD5B?3`ML( zA9>&36t)W~{(bL-73&%<$#goy|6(YU-_}ByyRPX}q6sVvHwcxU>;fYc=Zo;};p!PpiVd*uu>8$N`YXHb;kyTD3JOK8a*jaF0^Vi>S#$M-k`7%ND0&7Pw7TAN{Z@=A* znbv6kF*p2+_wyD(W5Xta_D2cl)na9X+GYv_S8F!0l^;#VTd-6(srO^zsx%9(=hlQtU07m#D2(?Vs%=2znMqGiY& zWyP=^pY6@hUDcYYp2K1>>B{~WRN9UCaC`k~JMWWqHn+$bT%j9}-Lq;oRwpS^?_*yl zE{@yVh?EHiKXv{0VurV`L+fnIlxaUI4*xFkWZ0B4DJ~)9Qy)I~k-A{CK+v#rIaKqo z9%{EU;JGnD@45M)h0pa$_VOs$7GWoN=l-%Ua=-an-mnvUq{Zh0=-WP*)Xg7j{x%5m zg!dGVZ$~)OR+$aBoGvxlOgZgyE7t|nS}VrHZB4I2@fgHKTc&DjP8Au5l`2VNqY7(8 z-;91+R>e#FVo6VGM=J(`3ww3VlWk+q9s`xy;E_2qjwsPaUnV@d&D&0A z?8eOtvv8ISWI1Ri!Rl62_r>mKQodoHjA zx^|;@lLk&K_Qn!;O8d*}D&`!6nuRW&bP~W#YPN!5F$@upHF>EU1|oC(y6^nS zAx6y``@S$ZPtM|~DQm*r8=Mk_9jAi1UQoN*XGZhKCPXXu%%mF!A4Fv-!_Eie0hpb3 z^Zt10(lcbky7SOH6lKoQTmlzi`reuReorb{r4LE5ed?r+p3Eixp) z!EwG;i~Qz&Si?Y+gc;1Ji&l|V0|6ItpIq`aZadj~9zGLlp9nZA9SB!UjL3RSw z2pc~f7+$o)R|I%G;fT`P{0j9w@Dz&Hw@SnA0>uvh=u|-%G_MKiJl-<*15Rjl zoPfRA7#9(m0}8|JAr1%Q|`Ir<2RHqfzjShJMMjlh(vdAScr zrI6VrG#6rhfE3~l0!GP)78wqp60X_GJYy6wgDv9I;)a1s-#+N&VirK09YEY@0XAm?4!sqrNRrnPL+3{owe&}9t9g{gpJK4b83+>z`-d!yr411kf9`Z)T-WR2-v(6ldouYR zQQPmgR~}CETVq$|tDF+AF52%^-XrN3z>NFb@i!yrzpP^6^KyoVIw5fJ@@w!!JlX~U zf)j+G+ZjarcR)OEH(KdDp+LYg_CH-ZdJL0=8ay@slJTLR3uq~-3uf8XFl}S-gkh5a zvuQ?M4|H#gh*v=hdyyNd37VPi7_t)q#Wp{S$B!E7)hAB?j? zOk>VRm5z`fKfFKbQjMEjC6>*rb7y1D7FNtjPQ>d~NtKi}e`fjx4kY0JwBfwTEkEvJ zftqX_mIy{+8^t%|?(gORMKVQl$+3z}czHA6m79L&D!kFomRuQ zsQyon*zcrQpdN9LJE%-iRF?kZFbD7DCjP|sS=jz%)nv8f_RfmXtg1*PcUT=Dfnab< z52a0*5`#Z$VBme# zJJXt6ToSmdMySDVUcW#oGnD&%R!jSnGY9B86Y#D@CPRu@Jhp+#iwR$WgLEl9pnp4A zq{c9PTB+V_4!sZhG|cE28a2&+;)jOiTl6>QMwg1UmVszzQ=VC^R|;ojcV5XaG*}NU zq8AZ zkujLcWY*1WDE~*(S4G9SH0|QFTOSs^>r49KZX4?fS58v`3@oPB+fH^c8)^YVNWV7*Rl7LS5 z)MWD!?(O{ItPeO=Nt78PfdaVvJ-jVJJ&&uoq+up6?V7DO&6+ww!Xbw1jw3uItKo&` z?`S~liw11$Sp4qs>gSJ=^X+-4>zCVh{x6Ou?cATbYp|>AQ;Xx|m84M7E)K0|^8uBp*+_d(H~HTdod}W;mRlQo=Vss1Sg&zn zAN14dD_71z&0$0P*y5{yD`uOCJO0KCS6p{x(dahiq1erMNPMqUGvte8)vz5Yv!)}j z^bJBJlhehbS#?rcXMiWun6dx-)p5Q7Vk1#Oi;uu!J2Xg#_KwUrfxq&+CB|o|VW~28 zv#R~Qtug8=5luC~TF@P50>zw%>;HNr8b=?XM^evSu?o8ejC{I}ZhWl98Xt_`7qTD~ z)9(LKexi-P4KuHprRiV7M-{D`*ewmT>`q|0G$sT;o7AhD{2gd=@NSNm4Zn6Z^`JKH z=T0AVb^RV3cylLnRc`D9xBc&F{c#%6*Udj_KMYVAx_Q5+B3dsSym}eGU}$lkKA!xY z*{$jjiTo%b3W*-kUJ~-BS|*NY+|5Q?!v6PbuQJUgayB`9 z8J;-#aMRycx;WuSeE8XEr);yr2b}s&=olE1Y&iXrhmASAK5}qOpFu%2Igt?;mg5|_ z5UP2k)t75OnIIq#ahi4nP#B9l8ExLSD%!gZj$pJ8a>nH_D<{tlQL+{AWzr~1U$k=5 z5lO8m(rIzS1CsKqubYL}fDNk{FJT0w4)xc5oUi3R7HGh2KA`uip-IUx?Q*=RyU}vk zZ0RuI_q&~YXt`cg`r7GB6U>3jRefp@V&L)YP5ydvw<8CG%obw(SJ7d@_E+W~$&-FKtR z)kGwHfPnf#L_P9nLK~Px^3egKetwH$>3Tsg5V-{BuF2_@@N(!6UFWvgbaFS|4+t0d zI_Z)^J~ue8qWaSeSjil64!O+Jdr<#jTWQ-K>Wu+9Ibsk_2&=lvRGy3jRpT!%17=Q} zGh7&DHR^Q*dU1{P&$;XoZAwAm2#BO$^AHuP6Pp5y4ZZOpG&N_d5#-uSfq<>NT{Vvd zisRdPF{kOzSv!i#L>BD%x_P7~yAYw{PS1Y48<3trqaQ}Qb5w8;-~k_z-JA$uV7JmB zg)5OC!coEGU)o|l6hvIb9DR|&8BecE)Pkt$U)N~rIpe`+j%dH*s}Kj|0T+&4)fc~3 z`6!bx1!k0^Zjf4e*vO ze>)xhu(Wa70pA1!7(ns+u?xknQxDf#R`3}lUbavpwR@Cg=Puf9%I<1(euvRbSTukw zFsF!1nUAGYQXjOTuhL#}4SY_IyrNMS4tu|mVcBCT+>TZHRW)xJx6e}Giy3&ek^4AI z@$jLJH{S=jYzVhO1ilW2J`QJIjNHId)xTPN#mRFUq=OX&`YI$PgRH&}0czdfb^_%s zFDq$UF85uOeL|NMZPo7x6tQlTukxYDBbLmHZE(%WSIHFo0)&j?9b8)R|B~eI3lC8`ET3B~6jj57ivGXZ~3#q9i$4u1y47 z+&ja}G=WP=-F={SUIIPIbR{RJ7i$K)iBUAF)2jkab{;FiR`J(GC+l!MnlxZ&YpaS& z%1^P+HLIQzt@>-J1o!;F8}+I-5ppyRau6->%|!zfvk3mtQh0L9yz90NzJiYytxilRaT>tv4iml&8vh1-J_=31;d zQns|u>m%mr$mf22MsAm8DqMam;Q%;CCV%>xPGTOFvCY{YxbD_shsqwBp(-09SM9E0 zWk`K?_@hRR&7fYx=&(L&Gyfy%r%ke!gryl8RfDZY3IuK#+UxJohn;b8TtJLHoXmmy z`4n)AcwOGIZ1r8dj$;)7@C1N{z;An8Hf?(C+jU$Fe~wJtrFq#J@Fg)mjvr`18-@>f zd=~p}J`jL7T^%fXZg{+$Y&2UcyN6JoYYtdp|D^9xYjNgeaPo-Ke?XYI-fQrHHk;PC zu#pqw7xOr7t`slpTF~om{x{3=T_8#0ld1Et&fg(r(k0uj-y7n%h!HI%(K!uZC)x(4 zdf=+DqT8M+6%b)MtLKU3h z{5r^MV&{r*Y{gX!HAkcDDn!zX))B4>DWC|nVJ{hRz-0`!@FIK4UBJu--8iZv7VIf|ArUGcKUK&Jx%@JblKcIPVl&)Psf zztuo!J|$~PcF>n!zgt}hg`TxeGxoVH2&>mIDu9R4>0p$BMX^$fg@DO|^cT_=nHFrD zWT)I8Ztd;sp6Ur+%$KKZ&3(;1&Aqs(m!%ZWls-3N{IYNQ{wHJ6R*n)bh?EW^0t#dT zXM8CNPWxccp6eC3(fQ<Pa#D0(4DE4k>)vN@6IbN$lomT?2eP^&h$wC~qr zi+@-1P1i#WttafU47$;k!Z`uW8B(0?OPZy%?Tx%GMN}k-NQF|&vHY9RjCZ}m&$;1p zutcOHLPBpOk+&W9$BW%$fnQgT4H?1&J>_G#&80W(Y+8)w4U_s|s4>_Z#JT;&ThqEu zZtnRDc7YRDu3+Tk7#JEvVKEvJQH~l*Iq9FPm^>9VRYzTmwLCUtsRpf(uqUMJZNnvz zz>LndO7LQ`XWnl|ZC-&m!#4=u4saD(W-CF1LY zyT$JV?u48_FqKtz*p^$u>*aHgl7m-pP2Jmn(z6tVqhEd zCpC6>FX}7ml1aj}6;gpUwl2D5zco+h=$-nIj$!J^2XyR2SuH zifR@+yaiNxepQhe-4HIHZ%f$=@4;+NYGrK_plHb0jXF^jZ9xUDsL2QJurr6ZZ6>Aq z4dT+@hz_S&JfbW@9?%J{C*KWLrPi+q$*Wf#;u|_`Nux@C8HB_$CN3U(@Ll>u-0x{TJNQlrO-N@CQB{`NAy$##qF zy1;(z0PUhi_pXoQJE*_82QQNFbuPZ(A~Hs)CPBu8A`0P~O4!82y}z)CG<-1i=44p^ zOHC^7kBeD0LZLt=zj$z7R(EvR2xhbOoYKd=g!o@gE*@C{H`n)f-aap1f&amNiDcdx zJY4ev2iqS)2zcC*d%f&R{nZpeW%R2P=QQK`COAlY__6wXp*5^)!x((Z4+ZoQ1Dz#r zlPp?oQvt_=4HYcr&N)a^X+fAq>`BRL%sMUpT3j}#hYHknSC!^`Nf0WTsFw^*KC;?Z zyyB;Ib_->>#AiGfZF1riq^A8OF82fWFXVTUNpi!VXf{Se2*g`OL1qHLr&BmMB*tRZP) z=Zfman%*Lry3=@R>zJNjH{P6 zgGQaHtT@|M8Mp6fv&Pl@Z}fsI?Mw+a5JqEztTWR=ID%{F(*|8Xe2{_Fgt;ha3-O0d z+`IfUk!(ra;Y>8bY&625jI^^Pv_9a;4Q6lLLAbucJTkh;Mu^uP#G{<|nJ{+1ih2Js zdqSt>CkYEuZC~xqjjd=cohF72W!w@*h~%f}M}!zn0?T!9vLKt|&ZaYU3uKC)3s?A| z7pf}#R-BkmC-spKSKHU8@n0wpEeA6v^lx7AT8W1=mLfje$o?2qtGp-yEMZnM+=M=8 zZ_(H7rTS!v(#M>ik7pkv z4WmeUWY>lIhOHIAZd)b85`hC|Jkasj3;HU|cI5e@-n6S$+b2m3*JP#7v2}>RNVP`S zpu!{Ffvo$l-n2nDdXB1v!7%C1f4mi&A)apcG8E6{%?TU?5xgznsCv!ufRf++RCsto z^Y(yXgnBu*FwWdWjAgiNyl8415Knc53qB*XEk4Y^ut!Jbf{(0++5|+~pv}c!Wz)+0 z|5C^*ojL0-;BvQcXWob&D8W+4W>5)R0Z|LA)bySV`Fp>g!M)ud(-8{cYB0hV7WuyK zS9yPg>m5dCgRg+_OLo&PJ1oxqULvk=c-_S_(iX1^F>EBu&a%!=qJaBnqP(sESRk26 zbpG&RGFtlyvq{8P0Sc+M?L|zhV)xlQ*GC1CmTE+bWq3NZSOt=zm`p7sJsElj*_F?B z$t7H&SS*1WB-b@3QGLRrL4U|F?h6Tm`!+OFr zMh3IHeufQU!9p^tlTmzW!?}n;*SE6h&rsferSU12GJ4-Z#X(ROdg|C%4b=P%ToL%jyD=b9vOJv_OJ6gBFQfEB+&4Fz+05Uo zY{fY_iH<>^Xr;q`vqpMY`^T75hWan zsi)ziZeaFHDTEuqTQRliU`&AD0Y z*atdM$rk+-4Xx0fX*m4wZ@9P!s)f668u+E4_^+e6F#HYFNHtmx*e_%l_T!o~8qb*G zqLjOlMK+^&YjKO?Me^BdzY;PlSW``?+3N6%S{VdUQe+O@#Yi_0@+8AK&5x6B?D=0* zUwGMkC|MMV01y1Im^yW+)s=@iA<5 zDbyZd92rROK%LzdYJniaXTQ1}7)Q+I&c-r{3!jTOij(!}CXwcuzNH47x{fi$lrR_I z-*lRsdvs7z1HhD|ACPK?FYJvI8&@uNd|`nqJ*5``Ov$h-^!jF#V@ zKYgR8%0l%JAEEtMxHq^6@mJurL2-zi^CJWbig9my=|69m1wFwQQ!3m;Yd@SRSA&9c zLXF&ti-9IVy!M!_X$S;-$c8x@vL+2odi;P1Y|BJ;mBLc3ApQCXc}OxSOm)k+boyOB zGJ=>J{C<1Ncin?rNn+XOhb|I-3Mv8h8`Yt|ELoaaobq$#-0j2jHY$v|0L473i2 znvo=NiXE*Fs5IxbTL3q}wK#H9y!caSF)pUez1MYULfDZF~tCX7eD{WRJ-z`m306(+*b{wSV`_tO zdhll0$c7Ty+ygB8M{hh9bw_b~-;re32{dwKal^$CdO7;tBi?GCD z@a5%)D*w2uMa7~aM5Pf0XA~3Y2i4jfPg=6-*6xYbOH+e0YaNeUnsgAS^=2xYEEW4a z;u^m@eC)#R$FXS&9if=$;^$8YeEP?8mCuu~lisy{IbKkcoNF}Ac{x<-M59#f=Nnd?-5nfLFLkQJppm0pUReN!Irj-GWwwM&lftzBUFAJ=*n2pTxb^{pVqBc_| z`iPT#ZLN`gu7(m+@rZ-~-^tL|MJC{yeYufiQ~G&wWBw6|7D7xpbyZ4H zGo%+B>Scl)X79>BwpPH#iBeLsF&u4XY};y?m3%vLU)3Uh6z3zN=E75;< z4YOcKm@8Wl>Of%Or?${={dsuHdFF~HkIB=?lAiJ)fqlW2cH53tU_B2Jzkc~KG$m%k zq$;jKv)`Zp#rnXK25YufhC)1b7Re9;XA%m?!mvZ^*JbefF1xK*Ib|lM+B8_<+9~py z1ns}6pfEoF_Si2ByrX(u$SmmhLM0mMh8!UuUtZr=e>4uf#d+I{N4-4Rs`0j*X%3Tn zP)|e!I%8Ppr)kJeE_Y(5d_j`wrzhc_)qf{vZ~-2kP#mj6*M}*^!X61fZ%zKU3(zLCr5nMbG463Q?!$@7LW6F5hv?u^s!0wmDC)n6 z$BqCOR$9yFH=H51()x?##d0S*4b<8RxmsQ%(D->Uz2}sk4Kpb1I+U_k22$tDz&>56 zIob+HZ2VWp=;Md6~zOm=G91P)%x7vxR0bAoZ$6BRIF`@^Af?p_v2%9Ul4 zFb&xpLC&&9-T2Lt^rd3nZ!-rk9*W_64AIBZst&nwO$|CtJF@4x>ML^#$r4uFxubAL z*=w43pJu!>)Fpp=c^Z)U#R^<*elw%VIE$P zFSQ@q#g9uW_zSI{a5^=UkKi_{5aWJbI+K9?3J2-rF-(y7vZRw0@fVd+kQEE%E9E|q zeWIEMBWwazU^&$3RbN%6k2>l?Sw9X-agq=fxDu&m6HaCYAYv_{)n^{p?5KS&5!axl zuhVns8Fo+i9`ZCWvMrA*46eDQzG&nf7fi|d+rhuBw%rHHsrx{zo8X8-n z7M;vVVNIsf*eq9INik8dEUS-XACwJw^&d4#&C^&8Fm_B*;B54es!BEUoR_h~-v96B z5hV0JfTJRV%7ww%^)`_d-snwaXJ*er(U9r`N!>WhkLPuJIuXYDc9gYzgFzDxy}Dag zhvTUth3EWQ2;xj|T+}GFK+Q!kD1S(D)Xx7Eeode6aLzSG~;n5X&CP;8Cn zdwYX;Ap-6F$Dv&Bhcl|Y4j)`lF-&Lf?v@7pw#X~`+jBmqx9Ni32gGoQ_`5H~v0-EI zQ_*O@Z2cMfEY@G;KdK^ENnp-qHqebeA>VXUu;WkL!QiwVj~Wb?a>d)p$!oKYBcKjy z_ga4lA#h3kDuv}+$2a_pmh%IFPE*JdJjGkY3DPZa-gQZQwZSKxSqd(d!^7P|!6NP% zm7$p4pgw=lhegsPr;Ln(Zpvpu;Q6Jf8&z6%)Ak2g;@K@mKs2e~p>)#bpQN$J`*E0; z*B-l(;e=IPaIOX(?HId}QuH}OvLNPomnc~6)&0fUpZM`T0A^s*lYCET33NNJA3M{# zz7?XfMZ~iA{12Wne}%|rMgb@cvbHsQLuxT<6O_Qf%IHyQHwi|@-+VY$&!F}!)YMCO zCVA%-8V`Fu2U>eyQGX9`r_hdY+nYO%TCF8$j)iW&*1g5HJy0Wq;#+`AD|M8lLL#Ni z%@)mOxbR)(ye#jz<9vG@BKqZZ%zIBHh=ab(TM&8C`2^mLStnCe4Cl)<81+h>#e2@uGqikSBQJ)<4$^m9vgb zXMoK-#Q~9rB%>Y~lFL`h>P}?XhD3wSbU-%(yhFW$$Wb-KNYT4qX{*9FF~(6M%H+j2 z<+SiXaZ^Z^O$n88UTnP@TyCoPUBVwm@$mF~GzYk0Pnw&+1K#u#2vl<>X1S18cV45N zD9D1uZO{LXHh(T|wl)C^-EW8Y0%QA9e9AR1fXPnRTa_$t(P5A%jyPYwXQPx;%t^$T zh4R?;i6}qG?Hn3OQEI8up=94@p0*9-hlj$=ILHCq%jL0~Rvv7J z$ii+eC0hXmQmLl?DL^wh`8n(9uQdI_Rk^uWQzUF2S+558h`??o;t z4C4_iq+?vh34H1FDbRv5Cy8#8=@Y9;u{Xbus{14#)zBHsy2Cc zZRb|FuX%t{K>aPcIEGjFb8EhP8A@Q{##4_HpOB~jcuT2?YN!8LV@$o3eqklD1|ba7 z+RyBNISdm852x3-+No4^gO>N_b#xbAn{67cb|nM=HEH9#oxWOZxbz;;S3=kv0mA=5 zn!9}za=;Tk3o%lUORMN$y_ZYhNe=CS40e3+XVAMcq&@{2EQ?mtWxo$9<94X3xQ6Up zTF(h{NU_`TS{~6XPm8peU4vyHyx!4uNQ>XjM48%5)0p|I{(pF@gQ#Z zH&_mM3R#>^q6a)>D?aw$BR}r?(p;@XD(`Ge&0TVd2N?%=qd57w6Bn+xqtu-RVB~5u zM<=n>*IE_m1b@WmmJ9R1Zz!3@R&l$tmr{hEx}#_^7<+5u?XDKrO6TjZRGa>>(&%Ox zuGdD6#bDd?RK;LmxIy$YB+pM}makJv5r!qnYRMYO5)Jifg&c*1;va^oN1w z;4xATz064?yB;DCQ`f9OKn@ILE@joR(;Of4s7{B?^!(fr&rPf+2#ENded1LTaI0GV zj=;6A$aHa=zDsf(TT&* z((?7V3zL`2mBtk*AmEkpBkmpb;bUpTLMUn0jqk|n4k?1C`Oz)bh;W}4#q4l zEWLNlfG8Aua{77Ru9&{OlAb*R2QOuWDNwEYhaPVic5!c+5p590%gIv!-bfbdXG%Sq zJceScw%1NAO>9Q%v8pgq^G|N_dieYIqU=9$emg_&HKx_doF>SQUYZpbdaGfvcJYn> zuibCII>s2+neg#G@RX%JvIT(U<(--f{a~Kb8NAvJpP;*m=klh!uQiVN@oSRTcF|gg zgqmQI?j;1Y5i&Go;^I3nnn?!3c^pz8v{;>HOjTh>E~(avcFpSVtyVJ;nvbvd$h=?Q zK6QIt(r&#!+8*3NO5nPf9FrI5@&su=*pD=xYJX3_05J5&u5#F`QY-G=u11PqBJL>V zbz2E}O6Ka=uP?^=gNXqi7&A4-(Om@E=Bpt_3gJ&X28s*}hls(VLkOUbJPnuK$X1t$ zr}F?4E=q;Us#-*7F(ax@8(-K?_9EtM>#MRiw2w_Nd!}>dF!h z*+1w>R(k+Oap4>M4_#`mDMVJD%GzUPvXF;cyt-*yHQ8e|~T80i? z-)%4)X5(B{AphCQ&&if> zZZ{5g8G8WQ480xQTn{WZP-I0nFCOKZD(FWyJDRD^`>QNS1f)%*pY zo9W1mZKd>5FlO2h=Z0T^va}I5MGl3lVmx3P%$Yf?HG+F|%^1Jbv zM-+7=|B)>QBW2jJSL1&j9ygY0P8?@)hHmP=T=~8Bx#a?-EcC~c`>Io^jIUS3vE}vn zpdL9U0OPj_o9lEFj(BSO`)idfkdf1#FCnN{kkfv#yW2P>q4m1aQCBTRT}Bi5VtN-u zDhx}KWlELFeOAi~j=af?3*XkSG%M0++MUbcN7&}{KO z3t>1MQ+3MJscxxvqu(obhN~>WL=qcv#uN2L=MRybhwB|9;s2%E@_CM>p)V zXgXDrDmje)=w$t65LB>opl~m?q9L4vMu?iJhNt)3(At#sYO=u}>@cI+JU2WLE0d#w z!fcF%G2URgzfa(G1)$*O7dh*(+GM$X|8ZRWC}5Yg1Em5FSA!{!UrWBRU9^3%V1Lsn zEbC3*mN@BjqRyh%b}?qhJYtf^>>?uK4XmOLGBpt^j@x#B3~XP5Q`9V~5-tl_u0%3i zN#bzlB@QoMtott5_LWY!(H1_UZfn?>m_MOM;4Ag@^K804Ui-DVpVd3MpZP;7a3o<* z9hH^I5?O>A@q7Md)BJcp@F5g-gU5B;MAfS|s1ZO(u|`U%-vu zQ^=)G4y@8Bbs@OOhD&@>2Y7C=r^Y)*wd90yc8$=|H=qH49sha%gg=ZqAUxbpWQuw{ zPi<8~W;`C!sgF|wW|+v($R9Hu)PJj@xcj%5I9%PdcH#)7o6WzekuMF@QLI`Z$v5iq z?eCgqxl%l3$z#&%G$3ou5#;I!g4;H#GkZxz_^CarFIeh>GUi5Rj5y?Nx}YX?OFg8g&&a>U z(8RLfa-{fvs;AOc)fL+kF88fMt4Q9H-?gL3wu4ry?WhDTC_H`GME5B!xYiG+j2Nw_ zeH#gY0d*1}XOuBS<>?d@!$G;bem_PvoFX1=$Vb0gJPEf9%f)&xYCxA2(Lix`r`<5U z*gu0+9El;ij#^#Eq6>qr?^zc+IfDS&UY5u!$zLuY=wLbU@2@vwp zEwKT;whbZIv5^^yVN8u5G2yJ?L$VuBF9B?)&az->qFn;3Z^+dy5N{RDKU2 z(EC6vKBzX>9}~BH!hlHk4);3Wdjj0~mu`)%{_ zM8{$|sM}?fm1!~tt(ptBb(U987u;*s`@6jqinQPbITUb*v!mxx@zXRPxovW7?diXTbQArW#py4UGgvj7$OG-t0@N>luQRsS zt9CT%G^sOrUE^aC={hQZmk6)4DIzIBS}7?ylpAIh$H1gnnZUi>>v>+Yx*93;M|eRY z9{9j_9qtHFsV_y|O+?}gq zI5AFEm?U5Wo6#5n&wX^jf@U?C!)DL#Mby~RBb4E*s!gzRGRIx{krc?-(Q%7Gcb=%G zfw&ph4}Y%)tHi>G^O&;&^#VRo+pja5u8UN*0zO9pN3$)J-bIaLy|mXDSX64FpI?E2 z(9fR=bM2eD@|(|H;6ey!%F^a-biI8RWtO4~s`_Cyv^IF2&xc6xpyBIe=37fO+&e7m z#@f)@@N$MBkp~B2wC#Kse)*lc!+Cd}Z%PAjlb`ni{9)N);_g&p>v8`bt&(9!XrHLV zi(KMiwa%|dfEdNj#mv=5Et}OIjRYRNF>-0HaU^BtCy#zFP(sXOi+9k$;XC zmqpW;Ny6EzsFbH{uixVSRU26ulTNv<=3a~>{-{t?WLFvEY?@VT=NF;O{hrZcuBuG) z7R%BVB;pf|30Mhu6F~bB*lE51x$!bZ@j*{r4VClkd3o6nh7>@wyRP1tZfQ4*{rCr#e?5G|DydZ(TSAB5QiYg$981> zXM331)|JxCl5 ziQ*)4ZJb4@o48wu(G+qBZ--a4ZW$0YD8ag>t34Kf%E>_6Y0}GA2z~Yc|Lt<`#?z>u ze7(!J-;iT?1C_~o1kb76D(K>@KYp-Ww*X!0je}Us(E$=D^~ztiLQVe>Daoko(mz7L zJQbduucxZy@Rk5#%Q0^I7oK@A%eR%J*$fajwR}2M_M{~ez>Ji~KtP3&cQOvw#e3cM-z_PA*N@rhpLr~R3LGhyIuo$)|-=m?u`eQTgu zSd>)aRgTon={0GB<%;h4iH+ZN!h_-}DV z8ci-v4PjR)*eS^5dXr$Ht;Wawe^K0VU0FG~q*Rg#=PK4vhCd%JdP_n$>Mmwa^vjZ! z+lqP*xpHY%CJS#-L~dLv{KdK))Bew(E!LGU94J zq4Zbb(v;#>qLy>po?H`_>VZ6I409Fw%T-BBd7G1GHyGU>RhNc3=00Yz_c-$fa^1Ql zJ`hdtI?UD73;grZ3OQP&j5qU5-D#1RkrnYjq43LX?De5Tfd_R>V7#=mzJnbXMS87_ zi=91tu^@HWx1Ms$aQhp1T|zyRc_LgGmBPMz>phr1U$M-GT+Jd>RN>kMTo=}0xbk2p zMKPt<<~uVETeCnq(eh=YL!Qod_819AyQrT2Fx&rTjE4$4Z?V22cFrq=oHrPtzTanF z?3cbjzxTgim$W$h`mr|mO0jGkkDetl~onA2>Lniq7ede_L4yonCT3&k0QL=V)*=h%~0iBfFJo4-GgmVLL#3P-LfOM^aSnB zzg1Yu=rG+^F@JTy#V^5?+28HstSA%rpoh8M^qRe%Sx=c?E-nfD>h}Co=kPBFWM&!2 zBHYb39$k204irZAdRKTstMD%5aD%*i;v3^byh`*{&7mEbL!;q_D;kVv%$)WtEfDp@ zeC?`6iHGgpteOy(f-y>>WKcwHlRw?&2x@v5GLb>9E?41+^_A@O35dff>15$(0BCVM zev|Re_zy=XV`z}Udt)c9G2=c!jj>&``v_$D(#Ckq_Yw-S1+IobXOLzz7{_H{ zQ-+0s4j*NMK=cM(n}bJaS;E;!+Z0{ei1TI#ur;9l-aG5>;~=yUh1oqNb;g-AO87+i zD^_aBFAYSvb>e~7lnRq4F@&BXc&3$B$lSSiAEY-bYyeObMFdObSwO!FbGaf45F6jy zZAL(ELJQJnxcG)JOqbJh*KQZ~_J(Znby!a?nkywiB?nNv3z;7S0){NEKZ=d)<9Pf4 zrd*1pxgK3HimzT&B~Quk!o19+oz;rZ>!hilfS9PJpjj>ZrKuJ)n)OP(nGWb+CcZmP zXcumV)CqS$iv+x5-4pRg0D>QR2albLg#12$G7UXiLEX7o=P{cyze(oeboV$&;y|X2 zNvRnB%`V-#(V}eFpGz~ndloNnS*h}>X3)bEeEL9r*>X`hykM8PyL!h^-@Tv=8X3k8i$~yAz0XptXH0~-+%XybyxE0NwBEwQvU1ktSO9YY(JqPF&P>vhfBRW z2b!r8nx7PQWGc3zX6qAQcg zrZ9=A5w-m0`lI?OXOJi6Tb>sD#$-2gP05S5uBoL$Zz1FQZ5+uoV z+=K)}GVWM9z$`?{U^yN-mP9Y6_H=M3{I>~x!0}~ZW(qD&(N2X^i5i^L&ieS`{8@4` z{lL>~$+Q2}4gBQgcofe~p87Cw0zr*KB{UJ6A(~GDy3qR7?dw)X!o>}Nw&_cb<>O_)#~F!m zVhL`ojM0N2>P22#oN@lX?m?liD-nQcQQ=~B*g$eooX5zhdgS$zV2Fy+`VWg{p&D{{ zD}4J=B&MbVW1@G@PnQc@_*9{XLi_kiDm!&Ay|Ac3^;Jk=<>+VnGAkKWf{X+^en0|S zftXRG!t_#Ti8xlP(fLC^UL91+2^XLCx)|Iy3}{DZsgnA*yKE+o6B$5D>mVrj7*CoO z$A-jwiVA=Dl>4Ast;4kXWAc#uI436fP1vA)XuTMLtkv%U943>+@%j%=hDhv8%q_u_ z8FAURLTXl-qdw6(ZZh*gZx@20{La(HN-f8P5Ft^bxVF_7vH3}2IWj19Y(${F^c(KS z6P<9`Q6njXzGX{O@R<$N85!gTpcNA)+z%) zNn@wcZ*-*0&_U3!Z1>NOGBKW?_QmQi?+s1anVvKm*gpB*3nHxFw6>Tejnq~$=0z@Y zVXvCtpoyADNfy!0Az08(!|QEuuua2){pNVBs91R~@!o#_+r0$jBNrw|?ZL+D+)>RtKrb4nn9gR@EDG1>T_2Nc zp6XrAQ<}3#t`kSAa0Ef9+(XtE_bo4gL*11$P%DBkpH@N}+x@U{mWxX5k2TKbuamEK zLYf8VM%C1sZ874r`lFG*cdy_&Y$dL~%aAWBdHm(1j?fxY>pU;&H(6x49wu|YTI%c9NLWfRRDlbn5q3aYM*96lG|sUBVhtLubGvFA9=jT=h$+oA%Y)2nA3}m(>D1QJMoyQ3R|vyNcB`(t^FwS_2GF(#ID~ z@calo#sJs@d51#(g8AEr5v6_Hkr{x>8@W7t*2FVtX010610E-WFQQ?B(Dj zrZ@(u({bMV7)^%5eU$H*P`gqmuoh~fD_FFkPpuG_5+^T=Y!tL##1Cx`<3=q~ZOw9Y z+f-Vsf*}mF{1NwRD#Z?4ch~eKHtf_i;gJku1#g`hij=$6=wzw@^r7%+*DXarLOlEH zRNqF@)dy6NI^qOXWC1)=0~k!A8hNC_FY$(raWUE!+K{vu&xX=F%)uUqp03Ydbb6{q z&i57B4B3YI_t+f~(5Pjp>^3Gr> zf%o~W%j@evVyMGW*chVTIH-89e@fM4{n>;F0YMiNkTvVcbE%L)>1#0!?Zi;EHra6i zd(*pK&TQIX?-H`l;cdbju*)yp>5Uxw+X@uy09E`OU41)&$r`q`eo5tpCKU z_RXTeLDkCaqKo_#wY?V=_b>P%9(s`}`%_F6%N=T4Dvj|;MU&~S1Eq!U@YVj0U%ck< zK_vUc9Y(snsTMP7tjAymo3pE>f_h$B1Te3|z`s_KSkM}+G`lRIunJUY5U&jd@%%&_tkb1}ktKP%?wdJEN!|Jlg0Uy-P{Z2?jY zsa|F65mgC6C{Aky*fK>b@g19LZ85E;*`WjA@KGJ*!d;KbZW@aT2RX>-T_=oGY3K7{ zc0m_xNzm2(0NFA%8YtndHrT>{{2o{?HbPbatzIt8jLfo(e+-W>e@)dH&?bIi$T`)56aOdLsZ+zrg*RcX>YeY4(}8AV5CNf4o3C#8kU~Ul zWiRwt17S(DS71GJF(+Dn>VCtly3K$fJmHK*OeLW$RW) zLv;Wo?ey}55)tr(i75`_yNxFuh9sPk3RI@?tTs#la_Mg9?)@)Hs7*Djw;%rrE?xEr zYqtnwv{vS}*LCgI*>SQ_4}`PnXG}8}w`|r$|MiN~J_bA@731b|9TvVlMUnupD6}dT z5`eNJ=B|Wor=K0-scfcMPgo44{QPCB3G?Xo zW3wSN6en-sL$b25n_QbGM``*Qfpz?+z?Rx!9kPg(Kr=hIe-x8E&%N5m=GH=hf?_Ht~D88<`U~5@{d1a4eLeJsHlTZXhqQfxEHLIVC2s2sNh*pe1er~ zgBCqbVN*MPJv=q|kQ~9@Sc!Zgp^gOME*{Y>qEHPpl)$}ELwvEyM3i4L!R#rmyjDqc z(fG1r;lf7I>rh&|e4lwR={W35%!W$HjXzABC_VDFsfaBb|utWwZj2(|hvubp%lF18~sI>7~thruSRwKIKOL z;6~XZn?BI>#Tl-56M0{(&+Py#O}EbxDZ{oe7(8_0wbRMpAh=gQJK~|oZNUisGk{Pl zW!LDrigID^ESfPAuWLSG}|9!;f47Goi6 zQ4Ae7^w2GJhPBi8tJ;8#4N;+KR7Q5?23KLS(v3fyp0SlRw3huo6Qhtr@YUwph#jAf z825%Dz*|mLJfO7F;4BAvurosyV)H}Nb#uL&K$$!drWXjD4-pZMvjGg-I0b_RwqvX; zlA7gTvBq^MP3n z*SqMGHd}$vY%N%0Wfkz9PMQZS5<@E)l0K^Ryap!Z`IWSep{W~}OCU^%Z=%btO1Cyo z$%Uuxy^qi(1kS8^YGvwY7m}nwf=Ts=nhUk;i5e}ue zLDWSgKH}>e~I>_dnPQz&=tcWQR*derqms`0;4f1weDI015&Eb@A`O; z>~q!V$riquAm~2R|2ucf9U}I7usG*+NB9ury;V3Ww(Q=eZ}Zz@)DiN;)(NyhefKa$ z|Let*!2G8(f~B%hh#kY7C}7{i{k6eEqp2PFyQeAHmVgg#n8J6Fg+|dm7%)jjososl z>J8q)jDV(TL{@vHSZhe}bm*qtuDrm)J_r>GngNG}4O73{=0Yj%UEc0OSQM1Z#Hj_$ z>XN4~BZf1O+!%`c32g>0UAghi_y~0eSufLhYlVy*Aou~UfK&Lfd)&(e{m%wZ`)YAF zN=kgGQ&z$~%$XB~0|3XNMB=`PLQI?*Yqh9?q>5#JE5V<(rM5AMJ`_Q2*Z`!NJI=L~ z0>xMrB3QkzreCo#2cM(Uw^eB)Cl#5b)8hU~@w<3-OU@W=BNZG*wNt+@Cic3cVijm4 zNzu%JB@pZ0c{bu!rF!m;no=xaB{ai&}+(a2i`+T}NlA!8(AZ&;F(X|sm< zGL%+={Y`{xwR15*!Dq;wB6n*umrs`_O_8+c1%i#+#m`9}jDbnQp;HqA`{U~R#SHJu zj#6M|Wqub~n0SwlGYFABTr4FFB{5y$fPqVRN^kXAlJT-X?tMgX$nW*}cz#SB6It0m@39ObfduZ}>q9`f^!@#J+O@*N27e zi$nG>m5;o(ur~*54G#^9psmCE>_OvV-=nMe$7904_XBhCB;NPpDu@nif4rj#%zu~r zPtl(N#!g4fd=QH`SoKL>80+d~uwNH|eY9dZR$SQ~@IUKU22aQ=)pxU|?J7k&!EW9& zDbZ3%e8v#ZP^*-u+ri=xD6PaQ4fOeJqXOZWw%~HmNZBmZa}ERVt$TRt)i49vln!Tr zM35I{FtTTsu|`s>R>1+O6Q+Ikmq{6CRs^wE%V0WY>_Fq|qLp~7EiO|xhAO48!BTWx zbnJ5Yx%_uonZ91YlwB9ODeP_Z+-%%@>9>N3+XwtfHvkC^IFf8CQf$9xUM#9Yb(#)3 z^wf*@xh>)W5BN)x;i1YAipF0$5N=(3)MY?29O91L;lj*kQz0t zaIf+?2(OevQ`u?y`ByvKg2A=jx za+YmAXHH~Q6<~r&hz>5Z6)$**o|m)$k~vU|Sk+**Pn#}LbBo)%YBuomi;xeR8e9=% z%qHTEDmi9l;`HaVW11luk0b<(4n&3{+YsTdFLarcBb+s)7Y0Qs-_xuE8Ft(;YRAw` zF+{*ZLrL@1NRqd2JJ@yOWJbjxkR^*wi~TFC2JQof5KSerNLbXPT8Tf%9yxboIFpUn zVj;)a+m&j#LpkkV4uFjfaEIWvM$~R+34JFamUgIEHSFRQSY~=NWdMA@G9ca`rDOxq zA95wtW!vlDzXO;<4VMRv*JW&Uj}Zt%bSMkk)i5C-Fp;SFCL!*du+=o!KrvzzrU*H0 zoI#Psc)JHSR{D*qhtL;^nYvgCIGK^TB1j?0!-OEE`2^+!*64Z`${|OcQDAF^(23o83JAr_x3_{v;H;C z=nAO52#lA;;HrtzyI%r?#J%hGejY8GFqSt~L_}(3Q^O5NHEk1=2w1NkqGq76@FckDsx1_dm>*ZL7oWKtxJpJk< z3Q72JYZv@KzlqNO+lBs9@w@qyIsL|II**}M+x^c9Ht8ds8ik!~ix07-l^W~YQE_%l z2(^sc9dTdj(t^(t2eiWlF6A+XG=#wud>1FJwOH*P&75vTtUaEiGh_;Xw6=kgE7i(> zrV7Kxft}Bq#n&7=NVb1JR9y}<=}N%Qzm}mlMgY+BlO`MmHne*F$i@`lqQw0?VFmG zfvQJ2wyXXyA)@1p+`X^YPYwR37|07Z6tqO?f5*=3?a|E-XL8}OBJO*NKTD-l%<|p{ z1=AM!Xm#hTPL(FaWm&xxV?Q*jqLh^VmaabKl1Kj$Zp1_eA{hdLH1!V8q}^Ue@L>8+ zljp(Qjb&e$-qhR(K6ie0SES$HGR6f{NBrK!84EakpJs=}-~hvF0zMrH6{Ul$ z7Wg+OVsz8GSc)Lb98L66RT4Q&AvvQQQm0Ls42Pu;DAAhykvBHdq{y7xV0miE<*AyZ zDU})FKt89f5Dx8VvE`79TJsw@lyv{2k9%*N$cm6a7TnU*#HlR5FzhzA?e(QQ5#^M( zcfR%VIL{~1<-47~0xX@O(Y2BzlI0490IrC|Xrmbgut1}L@oV5^z&)&gV0Vg(%NzG2 zcY&^}&2V)Tu3APFgb)RgQpRjFI=eKO?2jj6yZ ze{F~o)MAO!6AQw?jMojHyt$`Ir<6gf#DTm!tSdP_TJ+x1#q#V*;Whs!UsL6h(jx2TzRDlURg!}2%C&a;Golr?`rj2{PyTQJyRY&9jSTLd9=D?#AfE@Ov>&@; zxEcNCtP}x?RHs=!;;7wf<3AFaQ?N<5YRC0>+W>|;=<|z_!ci?N`Nn& z;2RiOaT-`=;ox}YJSIB^dU%Eeh-4nL<$F(ECy`3uW(yKi2jP@rJre;JS~vzC>cokF zS3QAk&XBm=!kt6_MBvF#4QS=|Gqtbg7a^02Kie3Dz`r>Yjtl#-s<#dtLBu;3C?t3PnV&dK}-TXh~>sktJQsOQNBIwgwf**3s&rFU2IUAR` z!DIQ*3M-8TL1JvXB|L&qcjf4?PZu!0LArkbte+v2( z^-*&@<=C7BT@>5vFtWVks2Qb{`yea08n{11fS<3o!xMk+i+Tgpe}7(EHX>maTdiN8 zf($+u-~AJq-p_7epdbM~N@uBvQMV`6(i((-QMLvxylM#K#r_E&ML%5<@SK?TB~eT=riodm#5p~y^Yc1 z?-n+xiOM+D_p~Pe15$|i5`$TI1T+5S0{%4SK04yo6hMx+PshutV8vfib7^5`<3oRW zF$}0$8~WoMtF1p;N$2CHc3x&oc7qjm`t#q`ze^X-Y5J_!sY}AG4o-$M)Zm6YeMXr; zv9xU_fWym^r?Em}TBJm~A=_Nd@p>EHUngD!otr4y!4S83HxiVk{n(x@WmySNN{AnV zg3;(Lpo+-SWr9Y1^sYsb=o-Huf94LJsa5kvON{~Su(`x;jKIHq&LcnYwbkV; z^AHGpVR>Buti&IU{Y1iI!XrZ5&r!kmS%qutzE`lmKC91qNZ}>kDy!_6xVk}jO|$;bVaN7s%6~QKnb7jKH>2qu<oPiS zRRZ=Soey0Hc!VZoSw{Y<=wgT15^V|u-y}wYj7c$%bYgF6&EUMMYEJo=@uikjV#iJ9 zXaG{N-$@`#mM+@;i=7wqDav8z019kz?*3a8NfzBFJ6xT6-LCcA4p(g1V;6}dtYgwQ z=$++3!;x>)@o@gLu>>qMpd3>vuPft@NI=l{ zQ-Yk1TTabDM@gr4BfWYED1C|W^>eS`?nP~Jaz!meK zrTBzrgzzECpZoq!0Z4I}y=_*pya5x~JR1>y1uc1ZLDUM{{qs!$ctbHbw*z0~r4H72 zAJ@>t(6i97wMsI1%v0*}u!{Dolf|yj=eH;X2%a>8FD8sZ_J2Ntbbty&~Qi9_bNX-Zl*-cE(jg zyPES?QDV|cJ9ua1boU)voia~u+DRds$o~|V-aP+5^qx$C4tpkxLpl;Y#@)0&I`MEP zNT_~CiC9~Wel+lMWx9{QV&v2vLuQBA%-r%<>uOn}T@_zP%`6M8~Usvc8E&e{{e&Ih!_`+rjJZ_W8uOJyucW z_C?TNKDEmI>fGe@^$94upn|5bmua2Q64d_rJ#4X!C!Td9@pT+)S5{V4J^E}v+Bydz z{((m$m5NL>X8;4ADkexJXl7#;Bw)^k^O#P+d_dkb2&1x=-EH7boc}@|S^OnxDO{}1 z9OBFT=gvy(KfP}1b}c=gvJ9M8uk9Xpzq&J?x2jH|=MnqR1I(AaI)3WtZ6$3#=G@U# zAGcJ}!UndBqd-yp>EFvp0@yke4K^P%g1jBIH4_-H%Q)4+hh#{%PzfbhLJWHJ#bO>= z3O>p$G^J=V+DM48d&QgX`Uf;24W9V6nqh8BaXIvofyH31*FMV4oojDW@iz<&Q_sJT zj7WZ9V@4MLC|Jw%?-IFpZwhNgh-Ejppe!eSP!-`pAVWsM$i#DBR-&f>Ipwpt3DYss zFxXMi@{vrC?&9cAqi#UVVjiua8_c39nDMrw$?xWQezjHA)}Z{C94kL^9#5PyQveKV#VHo6z=EJ`~0$|C&f)la-j+>S?5?K3@GtUIgPvMV_`iP9fY(h z=0graztGv_O{h&7>nzCXEIE)el9PF6WVZ#WT^1av+<+yaWEGMOh>A3r6b=GR6f~c~ z2*5&ey7*|EXtW*d@-ge3*Wt=)3dRf&4mylVL8AuvJl0du@+TIuw-G9AY{Tz+9ff>-Y?lK&Q@2iSi--UKu=awz zk4@kAvUoZ6N(k{aw52UxrjxZpD(f8_79B6!G%7j(!+6#4%rG#t!TxT5>ESVFYzujo za`gT(O#K>I_4a?s`Pxk3TL7z_ywN~~5XZ+~)7-Nl?`Af8 zQb`sw%e6(4=15rDKl4p7il#1TeJ#j--brx1ykE0EkIA>Pq?W3B_pK~YjIMiTT98H( zHN#SP<=jO@6OYR((EZSCC_oFi1UIJqm5%+5&dcnijBUGRmXO#>*LMBm0TFRELFE^p z;jPl%mLeQ_B==7uA_HPY{d}E~zapO6qx9o@*?@MMzkPp7Gc>l)h61C^h$1N%(w#{; zR*b$76G7e9sUWJ|rndFlSpyg@d-tVI=uc7zdNh88Nh0TudQY0oHp^uBA-jd>AMlc1LXRukrn!wgHw;NGAr7 zQmo7UMWEO31jn^bH+rsCGjKu#OSswtFoDQ`L1x0wJsRLo*Y{%m^*W_hQEICkJl3X+XaI>#pZ2bh)zQrGHlYazEqKXEmm~fe_N-2Bst#u@$`|f2aQ-Ny4j&hoMWn zpAv;cYc#47HZ?lv^lf>FLr^7Z`sNp|i4s_mg}Vw>R_5zx)gyk2J#O&iHPGCejiVWq zFE`LiYEhQEoMQWu*y7X0vm`FQ381JG5fN?S~@< zms}2PSSvqc05QEKGKfKk?TV6^lwOPT3!w3l9~<7p7QwN^jEK~#_2xOmt}rYvE01e8 z-pNDX_$-dIwfl`TI6q1I2?}gUnDNXYg)ghqGCAXO(+SPo@1UY}nZ_Q6S)3^{QI>eI zgF-CK5x>Ve%a63>ZbsYjx8Z)Am@8tg$g{_=!Yi7RHK!fw2Li6hI$PbSG&lZ`kVP-U z&3Pbgb~E@2y%ZK%ETj*u#r1$JYnc_iufvN~Z=)C0OCfuxcgv~W)sAU{2o55<&jtI~ z?$=1%)-xEd8sli~aul2557mDS>LNNd>mw+tPjL*ZPpBbr3& zTl!3VX+?#af)Nz4Su`+Y)Ii)Vr~$3kAEL8#2=UeYjXrMjW^kUZJ(5_{yFL+^QCE@H3>TGzm{GSRjgbmJu2+l#bu8+(P8PY zo{ng6yYa|Eo#8>`34xjw%~PVO8^ek7E7(ZWyy;1Y>Bv{fBuR6wzb{xNl3ubuQ}-{w zGz!&&8ouF4DY^+>OM{8-yJ|_tO@;;3E`J}U(P~4rT>bCR#3&#Z5GVkLX3~R|RK(+G zgHY9y;np=L8l__UPV$gj(?#beE-hS-t3~w-qF~|kq9>CgZ4n-x__jAwbZ#sJC5BUk zO=Jx^H-Si4ASi(X>Mq;D%XunrHgVyFR)ee6pM@oRXqWnylFuFKR}S)gImXpEnxsHW<$0y$S06Ussd;8%f*> zHWz-=lEW4a*$j$sOCT7K2-!Ol*5vi7fzNDZHYecy=5pfX3OFP6CcpVwb-yrI_+c0~ z>Nq)=nUgRm&S@eApfu6?ZD^J6wraSQ}c2FznGmfsBB0 zS_$erdd8tqR|#RwEG?w78yn{WQ`JQVQAv+;Suet-Ox)Z}E^m>g;7JK3EzrvtnB(!> za!@)S6qH4Gpe7`reH9<@SAZoD43`Q))e?O+V6>74#j}du;;&GdirfDf=Bz=9QcX~Z zB#bXylIDh^CYTdNQN*x8XIM~j(FL?+>jut^Iz|V4QT?2Ov|^)rYt00GohF#RuCMe! zl|?Pk?#$YHzD>j()W`1#Jy)X}2yD>ssCZM+epzzk#tg=ggMW@nUOSWX%29&bM8?8m zh@I_rxE)^?cpsM!?#s*UZfJZUjQ?HR796q zt+K1RV}e%p)_y2CzLY!!(XEGbm>P zI-$o+(g%+3U@FTpEn1a@`DA%fB_@XxOqok1KJj1rfiey7dqMfnX2;BmAZ2Q8=PJOy z#&=({<%MUP6zXS1IMI~0j5tJ8h}5pEsHQ$(@}`DQm660qK}5>|L^JzbRAISXzw-Cc z`+AN-={QNyu+OtFn8+ub%vsOSI3@2Sc3bX|uS0imKj+VNvYj*`)kD5Mx$xxXg)^{< zyJMEtNRMp|Lp;QR)EkO(Zg&K`oNgTL$Lk7NF7H#cTrC!u4^7-J zE38$};%;B&D9`&7xHx-sD}+D#1|g<$brAHgn0;d6e#CFVItfw9u}dd;%M z?F1KPCN~h95>@ZB3;_sXN{ZPhwUD5dqh|b-Aq4`EA#_*KhSBsNQR3Pi(nGO$({7hz z3RB{!5gArMkuTbO#95j`dC&MLyEH8}{sP;scYW#kX&PCcD`EmmSqz87M1gEGsH{AkhRQGU=bJ zN^sH^vn&P~(5wb&;U&N^^C51v5UX&&71ppS3l)=%WpT9D?FG|LW9(n}yxMTwkJ|k_ z(6QzUaDj+dd0n9`pG|jC2o*+pRWMyIvonXR8zFJ(o%}?D*!fmS^-i+_FC@~ zcwS5A_msd%U7nD)1Y&`&VgK1>YJM>x4B{bc?^nX>m+%~~(qhVMOo{nuCgltCA4^us zY~l)Hbi@XD*{h%xZ5I~fjQlCa87&!(0PTnfQnEZq!F#*X`)s(2xM# z&e)x|CaWFvzuW7GldJtSyWNb#yTZN}MWvT=dp~y!vSqFFrb|PjUnAa$C+utA6ePi0 zD-4*T9b;83+qs#7HTi#?jBCP`u)_GE-1$TxA126rt=5)9%kH+wZ;Fo^=17J()IvkB4}?RvDhfNy!e0S%7mwXr%Uy~Sei zo2RliO>xtyG2?SY3C>&0FUCRR+!WuR_4ZgC^w}XFFv!M0(bMk))`lwuoz4*Sv@QS2 z^6B<1LmRd#2C~D(0i6zF_lO9lS+85dFZcZLDG}TdEbPP z5|}|V?-etrXuwZJV=|9)40fxV^vUQw()K1#EKF2$M0J*inh>5}`Tq!Y8LANirAXxu zjjdW|Ic@;aTO01)*TBKrJc%lHpyjL(8~MTRjOn<*@kvIhqN98% zds?-o)*^jPGn|hBT#OW-yKtxtPDVw3+yk+|oP37=U*oCJqEz-iGpi%kuR9|nb&-%} z8#aZP$erI}t5nRl0Eid|shBU6qD6AMKhEQ(xx=1ov6Eu~MkF1b##WDD;6nhECFxB& z=$}BV@?xn~46Jg;s8jBmaE#pLcHe!I&>#Cew-8>>JXo(U=J;dyVPbdcwth!_<<)XR zi3g+T35|MtG}^u)Iwa4JV7^t04XtISf^^^`;rN;xRE9M-(Bc)ew(Uk_=WEZQ)+Z_K z@U$fUy7z~IK7$*#YlVI!7WBDjL#Gz@u|(Am1=5}$Yl2Ori$vE9vJLksV^St4ZrOzd z(ZV;yP?zGptG7GxnPqlFaPOJ8>X!E+-TjdOY4x$d>i1mDl1<_Nnw`(hSH6#3+i%4% z1I((m0Mgl$Yd`Qu`YR2*5f&jXM7$}`tWni%4dxUm34vD<4PbND=xWJ;D<>zELM&w^rD9^)i2kH3TDv!dj5mxlzncj zUkaBDM0ImpXNA`pzpFt>@$#kDpr$ zy8g^gTY|KatT(OxF5%y%A}F6e;r)G7>7O z(-p@Jeg$fN97yLQr*=+0yedRB3@Bt7Ou*-b`0{raP(G(KH+<%v3a+GGXt?9&73lzv z`_`lk&YqM$aV)Boyp%kNjO2&X!$qIPkC~M=ZPP1k(6#4q=k*OTjwx~qFLTTO=Q)K) z1izif`jC6__TC$5YWwxy6SalY-VtnO-9@5|I#a;MGH^YNE`zm%2B%?#e8=_^7cT~q z8^8>J(l&Co``0yMH%R1n5||rw82Um<1v-zS^$rZpDri{;S+ocf$a8Zrq_Rq%A%0+A z4g1LXHnZEj@kU6s!ojN%gI8b3G#6oxo6r?c4@DAzNY06uD#b~(stkPGNRr-o7nVITf{{lJVu>-RG|7q^XAP$mlTJ!k!Q9@597z zY0TDwA&l89*oO?AAMv_QSnKd1F6l~>*`&(-UgY7+VUtH&jcarQsXV|ZY5lze<@;76 zo}$0ev7OjiMP_8>*3Oz~ zQ<|sShSB8JspP8jlaN6i0@wd-c2=h^D6iWO-Yrb#WPCGyNfV)m9@Op&wq4h!SOF%t z7%s+S{a%wYA=c-xOArz4I8j}(*68dVocR8gZbtJDA3<4Ru`B%KMys46ZUuo?Q`m`S z5pBab6(hcR@LCi?;#hVlM*)!76Ni--nA}EBkNcjgHWSlkz~^!Ax|H=~@WrhUeC>eW zMMSbt{JV%AxtO>6nHVlmb&9NM9*sYD+DxYKemeO*PWA8zgW>;wT7caoFwsLxQsv1< z)`ECZvw(Zi2RPx8o5HtA^me?539QAlULgSqDZ59xO64ClBs` z*HIhq^tI81Q?h_~ISKySp;+clfm&EuvL;7)vp~XJ$`btr&OBvv+Nzp^{n^Spa`NzX zCI@PGtD?0?>OfSu1}sI z_JBYDh-VJF4=4jG^M4GLeR{Mb820nKCBGcRIK!w_j^cM0F*?FGO65ck^D=4jH z-HT^|)>XM#O61n)GsmjkBJ2-P!FDKr6u~e!;&MJEMat<6KWr*9csw0(_gv?rP9Eey zP@}_FJn6)9g1R1JKA}Z_Zg%uDDH#axBxkart0^ACWFoylKa%U`)xPPJS**vi69RK` z4sXjLtdcAt5NH46$&=HA5kLL+u+>KqQ2XV&@4=Pmtll$eFq>&jPwp+X_`Xhtnjp8x zcf26>Q#M-s(q(qKVY}X+u*@lUO1f42lGG+QoyUQiHdHG}4*TKpq0i$7GRM+rtG}^a z=(rrvJ0IELkl^CgEE{66?hTh%$a%~}6e~a^S0Y^^q${&r7Dk4OtzS!)oAJN9beaX&Z=5}aN% zEQ8rXS<4QbMx+*V8c*9=PPv&4c7%LJ`GtGYzrdn=CA|b~JH2uVbJvxA>SyD!EChYOZGN~VX<^H*Bj)>WsxVQ*4)Bj|;L=ban$4oX1xfZeCDXuj)qBiJIqp94Et+>V2zc;4= zWNW>asIE17!Ehl2^s+D@uzg+xO3g@y4tIuTn~-8x`r)qE;8(mzXK*@}2E=AVZL;9eW`ZIJ zCR@Ds8Z(6`KgsNJF<9anVuFQuWOwG9?&Een4__}8sH2?G#&9EZZ(HG}mUi9s3YP{Emv4a^kwbp|i+|xQ z&(wM6e&+EQ>4UY0kUAScQ4sdM@7)2|Evz1|J%(G@S?N1yY{c)a%MG{TXA9i+&tB9; zD%VgBep)`X;q!Qm`fb-`0}jrgGBi8_At zEIYi0XO~`BwOC7IO>_*|OwkX!fxlFU6VxUsuEmzVeQj?aPK}#>bb0C|#`1lya>&4O zqnXzXE~1Sn08<}{c@a%#w-`)s%UFIhJq?bXhG~^@<;&A=&Q#U8TZu?b@c9j39T8eU zXM=r}+Y<>8S`$DO3`p}obEnZ74o^M7PkF-RLB;Xv3Ibk!h$Ggh!KHVNbAnl_r zWWtZ#Fa_P=T_(bRKQk%ZO-H;>L^cPFC!nC_3m2ae2QZY>j6{Zc-~ZKV;~cGnkkw+J;@GpSefK5)VLC%wg^L|B8zSRF#0Q8Ot*_O{8`1T zpZ}rrmIJN+p7U1a(hDX{r>Oqj{bWS6CVxIKCWcN?mv-Nl>bUL-vybZC5`Txu?=KT)-L3 zt{6dFy(R5k6v33(IyK_>BwTs&KO{6#mIb@SAjTpqJRV2uJ+t8-agL`L^np?klimy^ zPSX?R2(^2&cz6Hfa%SiP1A|JQ8L2wT6la%;iwX3hueCo zaGqE{_-XOWsu%kq6}0|n+Z@QQ*M5ZkjUg+r6?kLZCpi*tVm6f(rL!_?nOGe4TD9GT zl&Lj$_XH^80#4jOw?2#T`dEwNz5aV2bL9n30N4n(`l0B=pG?b6>5fV?`zSei@|#}& z-x87Yf%TFOau9%-c<~^KswjA!YEjI1&jNykyEstR1qUnQO9^c zifs~7%V7M9yqCqYtYG_KIhaY&A%zFK?5jz$L+=v@w>2pb;Za&5AW>X2aBDi5@xL(a z7z`sDRa#hKHU{#_7n6O5XCKLnFH0v>5S?+^g=GK_MoG5%W*lpaH{GqpP^5?n)oLMP zwNU!oYOZ={HCGd$X89vNnlu1>Gu(bZxzKwBmbb$lytmVsM0F-BVW)+Euy2B)Won>! zzc*Sxi_1xYXVxY*IBd)mjTM=UX2t~267{FGRS&|X+3NdkLuI#nvvL3pi^=QGwZq3c z*Xe=nTBRRI%uo@6ppe_A6gMOXQ>B2Fzi*m@dgl-C!`4J8A$`%LHZ}Bb@3W<&Jc$`i z`BPr3nEVCx*#=r=)sWGT9x?Bm^`^_mNpjzXqe@0r7o-u?_aN85@5XgMp2h^D7g?vh zOq+x)?j$yiP%-bc?Kl<7aTdolIwZ6&b5seAS$S#PNt8S1Ust|0>T8#C6S2u7 zzxb84NjA#|MKC*mwJgzad7G9lA+swYGaG@F$o8FR;7!nAXSI**+zVca&76WHu!uAl zT{XbfA`Kx7W{NFho|wh{%WgqC!M0p{Nl1Nyuxlp z{v)9%DKfE_uopo+Se*a{G!~`xuR_1rxcSImwTi@`YMU&xlGH47|L?DV8;e!fRtj~4 zA22&V%$DR;%4Wlr-|d#g>p{<=yYHKFcefMz3S)Lic8LUy-S^1RhV2kMn!%B6iH@V; zPUD+dKJC=mq12MQ4+!qzK6mKf)?LJzU;Y&Y(jVRaNbbe!b#~bXmyuU$Pb%~&{~ss+ zY_V{yi=oSYur&CL>pBE)3$vpCF`XmsfJPI-2~lUl(pKk|nV3!4`cqQ$U)!9=m#ZQ2 zOnpjqXpTljXLYm!cQ|j3nfCX}XrNgdvCYNK9T+PUvjGXA{FsG+f~H@Lr>@dO{b@d- ziM8w3_*qn>M(k{0%(DumVe#mXc(>50eBj&JT8fA;aVibywh@02D-tcbhKs1E<<{6} z+S1MnT2F{y%J@dE*0@92nq4nAM@7y1jg*uoc8KF1Cjq1F?60p>>KadGX)F!mYUERB z+2_SmT9ezeB(PfStJxuKPTI)8{^)lCI1AnM{;?nMjbc2)@zGDk9+jmRRAvq4t^ogq zd7ioU-t@K>3ckn`&lwZS-e0p9B0qIASbDhTwny+lz!&*AryJ$--n4Ia1FQz4Wf5Q} z$a3{Kh&yWmQ}j452g?d2c;#@6rw0tUm7TN{7~Xt+@F%8d&!u$bNT@~6di@PEK*1BU z<^}w}#~jJ`9Vu&qvN~p$r$=PMkxLiZdarv!=YtFC5<1d+3~&-=^&qzJ1ur1fW{je0 zfF?ft+a!5{B-scoiC=+LNv$#>S<2pD>t8(5wiJ7|Qkwvr*^zuM*Y%%~nUSv{_}1Wz z>M+oQnWbLFdv6r7{GJ@-D|hgUlv*tg9~EXg0A$aaNAjygf@gH^8OujD2j;mNaT}llYDdS z@lA)sDXP9N6f*hw0!r+piG^V~$LLFZjKaNz$qlsw96$K!JyaL(U&EPhmVRl7an*#| zH7fsXoDYWt*U2NddIzt)v)=HQZq|OdE z8dfeTaf3yP+VnRz_0%Rm9xDC^G+}?77^eHA+f5!6KShT0m7oYh4}@fm)!Yv_^Gu=c zoAnsgZ)3;PU?hxl>!KZhW#CC!(qUv4c007jaEy@;m0iY@m|PAPM=rtOR*^Il2>X(c z!=R3$s6SfFklhEmiu1nzhteu{E;e9TnEf(TRNm?0!byxSST{1C$1=mo8l`$O)|Htk zgFZkdCawfnGc0X?eUr!~|0)Vt*0K`mI*82=1*x6z3V?)?f6kK!+?#PdI|JiKsFemG# z!zBv!1S6N2ywEaMQV0S;P~9B!>I#vEHrE08A+0aQSh)0b&Ua zZZn=-?JkTwO#$Ryg~VZ&Kc3YdM0Y=v2~Z0i#HOfF6-|#v(xjulO^ywBoA3Lkbk{a& zCV&4^eqdyMpp*fvCZSZfZmKkC+$!NqV_DV%6x2yW=yKF!-vwzZJHd;wa_e$A31MCs zAiz8s$E=$DJsv2 zvjK-E#pDny1&H|2PJ*BK3_xRFUKv^C2D6|`Po6yT%H=FC%4}9ZW>)HDY8p@53N8em z^+Xz&&=|*)KwiM3@gQw{meCoTZPJWkfB=E#0UvqhlwwWSN=p-lE-79Gq-gsVM{!@YK}uCCr(fSxF~zk-QE-&X zzBqV+#zOWzzedd9k^G}qyk6SlUh6hy_@>hdR0eT-SFt`g+Q2NJEH2-hF%5P%JiV=F zjNYduc$7kxCfB%%OHECG=&`$ep)d>cYw7s)GTw{Kujw3cpG)Njqc&HJfRX?h8c1-7 zIOb!apxYIr0@%s!Ma4h3c>vKBCK-9kQ^x9e#5^*|a77kdkfGI9NzlO4v0>h*vC`T* zjP61`>D*$%8|SAjN*iLDw5qI;=jI#Hi&KuRc?FpGji;v@F|^6BiahJ&Q>+Hlt?6(@ zH3Dq2+Uk96L^kEws_@SsAOSakP9fm!SAUXf$`5g8k=m z4?RoTbOFkvv68Dx8j|Vs%IlF&rI@>joOBBEc2$<9W2wWwm=vB1sB;Cx ziGo|5%vQhDNF=C6<^ugCj%zRhO{EN%_wSN^rgUWL{z5qrr*97c=sW178WP$eW+(qW z@Tpp5NRI&Mr#+zGiB|vr_`2rcy1sB5JB@9lX>8kW(6F(S#MvKFAHyGA59_ZKy6g3@KiAt(`Lq8e zf&|tiwi#n9sz9nPgcMY}OY`K;Bw&}LS86etZjEZGZ2^dvC>Q>=$j|og?%boy@!FPB zoA)8Lu7D$Y>jJ&s$T;4ElTk&v-<9VK=yx#zgL6dFBag^%uxmLkkoC z3QLPqj^268wMXq}Wq18=g`v&_pL|Y!S5nwL*Aprlx#w;uH<_@|nvBu7eNMw&3780B0>n1Lk}ZV> zmEWDxbkK%rhyHAp}S<$c5?$!wdcrh5=Q&F_rqqxO5~XR>$t-tHn}Y^E6_0-pNGfxjV6g zl&CGnwS`+hJ6^>+EgvvFKgtasx3Y{ zW1!8L(t_g2=n&06P8u=4DkD46-x?TS%2|P=PRXTjG}?gh$ltwb_Dz~c?wHQNtS;D3 z$)rWs`4gIyJdwFvMbAXp5{JC>;+wUx>$Vv;ntIS}R~wc`P~x*UT$?0w`fLY^6ajTS z^*+6u__wrtp&%@FRNN>ViiDhU zT7R_Pr4LeN`vL9;7NyRNGMTvZqFtEFf)p}^Fr%guX|;0cAhI_yA3CW=iS3`D8LF*^ z&UfC9b^v0>ODb6+#i)H>BUPKs@O$^G1@Ya%`n9<}WM=hCY(-eXl;qg(ThE7J3?kQ6_!`%96pjasX)x0;L>7_uB6;M+dw9kC%P*Oo@@?dzSH!#K*MpG$_|nZ z3nPypCRDsW1M$qaXNM9r2#_055c+$r{#cYa*5*W3NwKq8{@TRkQhLOH&r|X-o}0*P zK@;Kl$V`eqsqpA|tY1fmO38*TLhtD(X}NLqY_*c^Y0~gD>0Mr?e=yJl#6;nI;N$)w zv-g+R`G4?M-L(hr$jeni+-{%8lYqyWH;K!UiYQm}LGd3Jp6T9#Tkd5$aWsyrQg{)P z&PG#Ort1Th0`0h+@3$6!s14lxeP%xm4S{Y2*W-J3E>I}=4B?oZ%QOR*Xx3U^iG44a z4T{aLhS;c_H5k-+YZeaQx9aB%*@O-V-1;_PABwE@8HUH!Pf*-rkW*B`m2LZS!vpAJ0jni&E!}Prhn6nEooC(T4_upg~N%Ioh~&fy;uV2 zL&k+LkDdrZXv{rCg*tbUr|$-oTUkB=)?_k@@YGIA@Q1y757R&#p-s;H~b z>{nqS8nL-MnKHR#b~Ugtujzty zXlJ9vlkokC!yEGBI*B2NCF`~_KhXd{D?JK4yrO@+S0ZgM23ZzAq!2kLmNa)Le%F~C z%435Di9KqiCHpo`pa>^GmWp(V6~%dU4?8@j78={{sv(ENIiLkL{i!gDpV7T3BXp&ra^pfI4%s9%4q(q{qhuM{82(qSdv--G_VbdaXZF=I<_r^#?Rq} znchUQq`og8r6Ht=axLac%yt{HO})`>0H_s8;wv_OIT#2~(O$*H9*7Ln0Xdf5uRGKx zR~&XVyWv)~!69WRpoOCYVD^W_3-nUFwUr5UJ)l3vwQ7F{%~pqGbCNz?i0yp2z)4=0 zr?M%i5Hr7zK@A=V~ z2nm{K!e9&6gR7nQ&R(j&R&I?GHza|%lP5-HI7lOQ;Chfgksh@1lvMr*-J03+^K}~n zaN-Ey`R;)}b;p}AKF{!;7YChv91Z1z3z<4073t#>UdUaFssI{i-~AsjE~7%Cul5g! zc%+&=T_zLGObZVH?>AZDzPhXyc~#*@i%%g zQS+7k^Pe*7}=72Be8#zZx$Ic@@qecf+y%$`S4Y08*M ztjfwMuUm3p;o&>E`*{gcE37~e;j59*!kDc$2osz`{e!Wbs^N9-{e^_7T!O-|-a&Fc zZ+K^Wn=C6&;^DfXpESN8uDC9F!5m^zMyAnZ;p+gUjQ&dc(2&W*E03J2P{6-^an$$A zw|(myLz0B;COVOrrNOF`Udq)nYWa9s$~VfTgR2S3#F|4_wl)dTp|=@hW@gN|s2oNa z{APHx4f*_igC=b$?GO_q<+$V0B z0I0J>uj;RbS%d?E#R#cIGSG%`l($qH}I_eO=?#s&1%?NOQ${6-v zyifhyo&%S#y*mf-edIy{6TjW%-Wf_F*=bxXLIFiCsQIotp#lB(_9Z56Jg=y9=^N<^ zdGqwIpV5CC0r6-efy^Qp<7=U*bft!pV@wpq@b_*MpiC)aA}{^{Vwvw;>_e=CEHCMs zZO^s``g@&w3TS6XspU+tSuNSd-$Mx*J4j#P!>3i)DoJfxKKLCCmS!$-iY3me6*6 ze^JiB`_NSaqKe_v&43c~p%AZweuK$6R*$k(5Ngzs zJl}a%jLzm4n%DjF!b<>aTy5%;QDk=+&Cyxy^sVE4Omi%QnW+IO3;8inV|OTcJqm*7 z`Uh90Mm6$e*^f{Mz>N58xSd|`5xwyLMfVWkjA$oH?=JyxE`RcGs`aPnKzwoeZ(Q5I zQ8_8`^x0;yTFZKlg`v#F7?(LE$(D&3baHuD)aV^*o^o8EprVNmJ0(Wt^n7;OBm$@+ z6$d_S?%QHdHZ`T3UII7I6=CaRiN9sAVT3%>3nN*!xdZCL-(~he^pu9P?E%L!qe=Bl zazzKP8+VHRBLrJyCbl-g!cLgRGwW%4n95gxkxfo)%0yIop~l*17y2}Pc+FK2xBt=% z@h|#AusBn7t}l&Fzu8ln%bRb_eXxe8vMPpIN$`Yc1sgMsmP2hi3p;ysED2^s z;r`ghXfPW;^l<2sCUU%O-l&k1sS-;fL($7xKz%e5{{&>Ac}FJJ@UOKf;?b;oFxY6t z{D;n8KkCnXldyfCZ(nQ?@P2{te!YkFG#`})n0h zpB8Jw)tPUd*X|4S^8`>{*Y+Kp+4|nX4TNLDr@HMBEt_9Qhdx30m`t82tgfj)jRk1{ zHkWB(9dD!Ic4s?rq%Q|)5?}CRL>p~EqlxEPF?|Az%oSgf?Ox^t@0Y|%TLpwVD=#XW`7hF-;E0Ut|s z*dlbrN+X!i0UkLfD2l*#&9!9ppA)uw&DU5@0k1t4%gdz6vhIyG7r06S-tYwVUxVjq zolkp!8p>xiy4T)wXQ}=NKTl@ney6F3a$rn|3YZ{Z^*S4Y$Le{E8=v0^*280RYwYfQ z(cL9P2FQy5&4^!FT@!3FRo4ArV`-XHZM-E#!Ajyb@e{dThN=NKW_gQVrAj*a73NGN z8Z0r=K=oNSx$e1r^}l9~0=feFCxysJ)1zNp^1?e;e|U@rAlBK>!oL7@ipS{!4A>fd zfWl>e^@XK(k2ZL8PLwuStex6E8CJ`^x1x#AGfPk@1u?S1G7P%aN|@e8OFa29sBoO; zhTTNrXyC3j0Ax|*`Fc$VI9yx}Utqz2lqV*3*7`UVYGwAjIeSRYhQ4Y8JT+95B%k5KE{WP=M126#0%(6iyhS29^CAAiW-@;<|YiScmw? z`}@+Ac26KSqSnZPiwAcaflZSO%-6XXIOxg424_p$m7O{?$PF51xY`$h@ZFg%yNqMzXDu^wr?%R#b;S3w6~C9e)3Na@!v5zuM23?YWH{9(;wByX+3oCiXS>x z?)p042Q#36Ij~4g7cyr=3EoNJ{wguj#6!3JY>;U*T+%f04%`!=t^kaR$(xtyKh}`w zG1D5|T*my{0K22?pMRh_GgSZ}5FjxT2_bI+y8qb4+|+P=)v>jT$fWGKs?Z`y7Q)Tr zrw+)=BiKrP!HT#`(N!?wZ#9=Y`{rj8>HVb1sG1}Rt6<`~_UF4cyx26k+cmJy_j<5v z{k#BZpLFJ&E-ob7GFxE(alBQlxh8R11!W>-hCVN;-(z z))UnOg$y)E!atNXubYf~3$eJwH-CZbsH|7M{YDyhw~hl5OfPcHzotQ}>f65l(NkPe z6p_i?o#GAet}IJ<-pGg}y~VZ}I*lyZ#AM~q@Ph@0{*LuetbkXW%f065i-;G1q`4r? z)a6I|>0<((sjEq4OAe!0+#IJ~EJ>Fp_7yK~LTrZ0aQ%R4yWjc*C^dt9xz_<|>3jqg z)Nt~;%|Qw3Hu}pv833Gv#JNHfea;O!krbxf6KDw1vwCC8;A(?Lygmo^dH-sIkct$v z2PQ^PLjBc(mGSHQ>mn>QV4!%%9cw_GU@CLr|yl1vBzl4D%pRt#4JjUNF{|RzLGTb(C z)~hh=S5Jl!q0ee%C4Vs<_sxUn>Oo$a)c5bIKX5nw#N|Q4mDRVd=cBfrr-A0Ts-Lwc zh+I4#CX9tJt=lXNlE84p%K{rBfj(7I_>QzOc3FSnL4qh6xEQD`iw5PCBwYgA{+eZq z@gyMIzx@&ty$OKqtBp7K93U?;oBaXfyk)7iVE9r3IpsnJr>ziRN>ed2kO+lZwR1tc zdx@t|38eJ%JLL&j)r}AM0D7IO!RliZ=6$<-=dpVW3E)E-oN70NIP^NY3etdObwT?P zu9NLZ1)QWNyAsxFN)ff_HooaEh=(PqJq8LYP2+)Mw_x%)&qks)lJIF)Yzxuo{?n~1PtkWP*6bY{)~SX*3gI}{J2(zH99kh3^4*dKIy<-k zhj*QwZ017K>|GlG%wyTdnd$*2vA8)KwgHxBPmcE&6DbYqzpGfO@Z0wlp+m$WqDA1T zFp)j&s`n7NCZBqbV1~tlIIfh3WQn=j3KSDtLf$Cwzx;0y;(z9Hi$-vkh~c zIU>9S%m9&+u%2HKJ!M!X7;Q=zhP->HDfFfrtVU|uS=W{f?OCNhiRH*T?%h-b|K3c0w zW4UIibt&dH(4(%Z1TegxREikoaPanns?G;|wegJTwbI|B$F{i9 z7EN{B@c1%hx9A$=$8eyM$I>H#&<{{j*FNkFiEcxjq;gfH-Rbxj@LL(PxU7W`E;)=w zhd>b>l0TnXoj?U2tEHs+ePeo&RZh%wLU^hHwYX1h$mpxmu%svHk{f4cOy&eBFuMRu zA$)_7PTznj24E5;cTeBuK#u1U{}|6nFwb;0CrzI{G?aEH(hGlK#UmC|GO)fKFgUqx z67sIz9;8UiPVntP`mt8wIjIqxnNqaGR+50FCN9J>zMHGrCZV#DtY$eXuoZ4gb&4}7 zcerE+g(fwpqFViy9lDU za5Ou&!s&L$Uf|@ySbM7)0my7BhF9%T1r^X%hvr8T^Ga;5&&d7*CGX>Y72{pciOX|V z+D=yX%*w3N{;y@pkHbp{7eHy2?;TIt@4##r@4?8NN}PZO*BmNaP%p2|?O`FRSh+#a z1B_R03UM2ABMTum6Tl)7eEvmbg8nF@eroS2gAm(hPr07iK!f%0!@ ztcMx%@LW9Ua1QTYDK!)G@c2+^G(1LE8x5M_N;?~;e}(6l{`9w@H%v5tf>{&7HeFSE)WLOkXLxa>!>L z{A|iYS9+odJeqFw0Pq+oI-m1>o!8RNN3M>iUmxfK-i7Lm{4a9h8bKxx+1f1YMTH(N zOfkSi^W|fYXQRudqY6>RR6dM|#g`|50;uC-dtbzO`wFZ)@KUv)hzKbYSs3So=S&0O$;o>ZtrO5vJR9Gf zbMV7{@=3KL9(v|gFw(Hbqh~8J6>M*}5gRtDy1dQm;7ULeTEkNm$GY#lR`Ce?+qaZ} zw!bhF*3$5SWefCoj<-88t#aEKmlW3IJ0BQ5qT?Eln`mo1>H_CXG@{1S*UYy*kKkoMs=M=4OKG>K$)np`YdW zwbz}xwBW`rqiA}FU=(#hfQ1z?IlC5@->>Qg^ki^sY$Q$Wa@z+QRPIrG{3kITx?_h(!s;VeIk8$97JL$YNmBL(~A{-BipVoicAn1E$(pQMYtPY zDxq@#43QPl`r+Vl^9-Y=!{&EDvIRtBX44g-cMm0&Sa7{g@wCd2O`_$KSz5S!!kTIZ z2u6mh32rli>xyPV`ikY~R+xZYX=2$4sDj(0B47YD5>fSh%@_sTH zYB{dEA**af?k788Gv1AxOdB$JD<_R4@Tdq^D$gg+%4@seCYJ&=A=F72JD+l0pQU*j z&#jF0wJ@J&yw1FI-s2#HRWB+DL4_|cJQXQ&6MzR?wSMeDf7bnNclc#OBp%?U;6R=h z`^+eAT4zxof{2zeY2Z+G6Ujp*XfckOyGS#H4AMT!DT4un{K9`c3CVL4NLks=D-WI_ z-U527p+8wC^J}ouG=zyGVIk4RhyU23P^vCL&(ZwdzPH+4k9?yB0gAmvE%emXP|~Wv zU@GAWK^G<>vIw_PQ6{QI$b9thnBTG^Ie72?_C@3UVFN9My_Cu#U_e%w_3_00U1iVC z`vR0HEKb-}Dz*mRNXAlGx3Y<*nX{3pK-R%EUMG-W!Hl1GM ziE=P+?IKmcG@KHyj6H>ge~vsp!Y5~ zq=KxsUMG^P8kuP6`mw6&dH1J2<;Pg9r6`zqJR94+$L7(!gq^^-b~`eUIz!))Wg`#~ zgL$K*=6{9z8;B|3A@GR&i%=lI3Eo71;g|x59-vx%{N0zi?be3KDilyb zQUKs^VpCuAKPnV9-S}0CAAhQ%rvzt8g%5-e`l+zTJSv5Cat>xDT=Mhd!p|4s$npy2>@f? z_xoe>qkEyTymui>C&YX$Ba(OFhnAXr1*=JZ%Rc!s5J-twAI}i*QTqqVRNJdLctajQItPv4CDtzpCr zGqaK|dg;ipVLyJy$f^nG9Q~!09t-*YT?1(!wx8Et*qsHQYo@Es+-~jxkVryeQ!*B# zqKPHu6<<7N6r${P=n7+2fPN+qz0)~Z8CuyV1BSjfiFqc*#SYxn4^Q@8&G9nW*{~%6 za~bDVOTc6n41*6qE>6x&?`;+G=D&+_m;d0)C;5{XTZ2x+uBaCAHh)$%OJ@2f?CR-L z%&gaJPRdAF6Xm4JU0gq1$SeK&Ik;d;YtnjPUEuZ0`_ckG-jkB}3S|FDNc7g%k7JKV z7oU0}_46-X@L(!BF|ei7a^IlcRUUTpCP+KpPu*Xy1fHOP4W1M&*GRg=$)$y}StIJn z43J3Se(ge8^<)h6o%dqjbD%Eho^khr)^}6Vd|tUZp~qz2a`E~=o5Ti;*hi%6DOsYu z9Cpa5IVEih0R1|LU5^FP!-29Im85Qx!rt39*I#&0a^P*+>MIuZD=1dd>Jek1+#b7Y zRs1XZ)_&6v=5I}EimN1nN37$Q>ST5LI34lv)ZkCOtP~?z$K%2ZlTll_Em+~mCQdSxchFV3~CnT6K z_zE++J1fzN#Wrs!fAVAC5ur1o<<-LZcP zxB(g<1}HKMRF6;9ET7k6l^MHpg?6M9yeTO$Iw)j>CS2zzb!!f_VxAd!W$A9^2$6&F32s;EqxP{qh5oqr!*B=C2-WdpkfNGwp>|9-82S7b-I zMt9Al%hQ+36c+LX4xhdj)cjal7*gd%0IoO-EG%PvE4cYk30h*O<^3P*Y&7^4b8I$L z_`5mmI2HX6w7p)vtvV@A+8@E%9XB9o5l?p3>iksUIbBH>8$cn^{E+DiQQ?M#f*}Y^ zoNt#II(dCQb$Oka))O^P8Qo~85rHa!TyI40DO#H4>!g20wbUw^w`|Xfl3D@ked0i;vF zn6ys|lAUx65G?~9>+YPZF+|GxHK5LpmTaAdQo zg?MMq?R|J#Y?pz6be$bxp(ES;rYyD%Xl110G-6u<7%zTJ-hG;j+vj0A)d#_1AjE=0 zPf5ist)%6lfB(3j;N=eIUVGUnIcAeGr6M5#Bhe25fd#9fpazfTWOl$%vJ+_|4RGKi z#Fl8EK&ZSS{KLi4;huCt9S}_x5$Xbgk7FAPvaRYDNFhqB4@)j6EIhRCad+{S+d`|l zmQg<=6)<^_o}N(g?lf0fYUy^Y(V^fKfyg`9OA&5nR-HX;60)}E-%Hc8cduEKPM(W~ zhXX1T2+tsu?59(E;*Q)WIx<<;$t~ zAdOmqbM*P-m%Noy4vdFR>zB?K(jj#i@8`v7KRl3dj~A|awQW$;LcTlP4<)^3uu*CW zEHt#m&xVPo{TjYW&vJ=1r^<1w%<NZ!P8jY98@?oOsO_zf63IPbw!aD)Fcu2u|A% zF?YWr;}?r~Gr#B8-?GB3E4~^ZIX)>6EWrDY7Ks;M@(uwKye1)2y*nOrIUSO z8=*|S>hf{B%T!EBLkWj8Hk916G{4-Rh-pRI^ z0$it^VVCO}E*-plTIe{xMm+yCUxnep`au#|)C|@KDgWU(yJ8y={kX!~Y91!Jwe8L0 z+x|Rq-Q1D?_<5i%gO2NQT6y?t(CA*AaIbDLQGz^l?QjvVkVFbXl`CQ?gbc*7R-Uz& zPc>ZafXVaZ+JTcqbDTvYm91HCo6Qt>$Vxf(Uj+;Zg+ zK_@Sk?cA|LEHXD!o*mGu(%HLx_2Q{g1hD#sf9eSt0w+Dnwvf~=W?J2NNLLVrANXRrt2bTcXB#2k>0g)0 zPdT^YHs6%pj%{um@2QOf3q)nSe$F5W5J9Me~|m+L{sn*%P}biAz_?65F?JCDOpSH$;zFn zBHan-*3Vg-f8&j_A9-aS{4;RqIYZHRXwr9(ZdQuZ?VZV6=(U>t%Eg0Oi=t#wzF;}F zsp9$e<_03Dq+v#FAK$jOareQ2Yo zGpz#Czo_|zlv!9_POcAy`w8aZ2$~pGb=wDL*H$uaIG_7j_SsBI^R?+G5m!J4 zx$g4{(jz}O+pxB{4u3>R8@)+ok9OMDf&6Zx*inDw!@v9@JzzMfc5DH24- zMqb$es7BVfNFYtEU5U2rS#>#H=;#sD#Fb@tM(~voN#uMHVK;ib%cYQhGZ#GQaeo$a zy!xRN80+K%@X5+Wes%lfETu5f63{p9nkUbIdfqU5q%s94Gny#E5vKl$Vu+X^{&1y9 zwQ}~|N%XwzsokUI)r$6$x*Eb`L2ou>`McwGs8Wp1I|)8kXb!&c97{@sCY@!MG!{FU zmP+yfLj^-x7g#QIfxHO*3$ZF#S=f%sae@l!jE!Qlc{t`_)lH6a7X62g9<~+NsieNE>tZVk zuB#GAN|z0)iNDy#@J8(2L`v}M`0^0Bvj_Q<`NS0VRi7&)zD~|qBn}5hyW>G+(31xz zudnbc=$OL`Ug;h~57(CS>;%{k|_8Kk{Fr%I^Yh zu|^6iM?sm!Tv}3?Kg-@?RVB#N;G`MCXs;=)?V~K@ zKz^Y?_bqG_-`AP6EV{rly?z&+H-m4kwkGU^>3^bLck&m%J3<}MTB2uY#|#EsAD=uj zeh~9NJyT!T1RD$-l3>RogJ%%e-GA)2rvjR{iG#e-^pwO08gQv01ogk;f$=@So*WS1 zyt_RT7M%5tVT(BF8%io*uaYIn#U&b^a5mnyFzbV14lo##+v9T%{bbNFmT)q6619hI zVSc#;E25ta>Eb;3{H>4IS}%xP`gfx&Wnm;TarRcOc|ffycH&yBYT_Zr-4R@kyWx=W zJEBn~BZhlA6#>H}fRM6Xr3sk$O_V@kpBHW$@KaJtI$P=Jdrtjk9+{_ciqWr~zHD$N zyF)?rB%OhQx1dE0TWKdR(CFVf-N18<9hVFkD3hHD*j|jv(z2^%yqC*+yI$LuCVfu3 zEx3F1r0v!jEcD)ZCaAQTunfozL(}eup@}xg+JP@(YR@1rZL^JO0eK_Y+E{LcIU(lv zM22If5wv{TQe4a2m-vz~@x;Qii@1sDlkj)n+hx#|Ru;GKLK*8832Y-s;|+2*QTd8W zEdAHEe7kOJJ@QELe`^IwRZ8Sgz_}AZ*LH&>JcE_y{T~)U38|gfwRd?ye!~~~K0-v< z3ccin!aQdNLp4Rf4FTjMjVz=gN~&Iv3p_Cv7aSysL%GB6c_jH31BWJz(=Hp;*YP_; zt7Zg*jA$AM#ZQIk0v&wpTl+?YN`%;zZ?xH7%}C9arhDRl52B=tz14IJfo(FB*AcU3 z#%7(X%@&>4bc|Tm=4c!QkBN}F7G6K}jXc#i8aZho>Y9D(wVBForgv1cWJb5e*JH=k z`*)J)y=k!`&mzLJLC_>Z}2x%F+oC=0YVrB7su608H(47-No2EoEUS!K%%`X zf;i63sZFT;t3hUNbrTs2 zBg{1dhbd0HPb&u*&sew zq8eV=7b@OM=T{|FDcn2mK2dSvX(I&q09txluwvM9?nL$wcw_Z^-3>nkYPUa{zMAyx z)39K?W8j6Oh^4*7*a`Mqh|n}`-wx{6%^=8p&tHgh)_;F#9Gy%_3_OWyH<2BI;bo}* zibyPb<`{v@r#W>tp@#QWJfE6?$l_1txtUxrnBM`4c|1A>7)I}s4n3>p8LmRXsm}ME zllliS^tXuEWrMzN!;fpdF8U{|2xSy1hj2R74LSTi~Bz5@wpn@Y(6O zc5mJfc*2qK?qyTLt^^>e%JuO_jf(X-xK8EvY&sxL?!19zKmFPjbbPW7jViCy6`Q8q z)Q<9nV8bE>N;#ewhLklhKSbF}4vmkHk@@`e01f zAJ&`LNCR$Pzq%1lnUImnx{G2*G2+~2e6e&9o&O6uB;X9?n^@>jk^@Kf>u6&iQiEU} zO-yOn!=Y()WTwHMDadgqu2iCTDppz{d6{`RV>;@6x*m%B$7}EU_4=i&$dkQ)TL_a> zjQnlaQL^I~w_i?S+OD}bYUjZofYbKBQyE$3bL-^NE`N?c_FP^cp|FC_cgl?k{wssd zh6ICZL6nbq7w~(x9y3W{XyvG4-lz!Kl~BoqOxq^orx@o=0R^Xy&0cyk5vFk^*`S>= z=SG^s(F-F9&Yrag6?oi~07|DWCsu^1!oYx6&|*`gV7<*z`kRl|gMM#^@T!0pKH!jZ z-E2=v8f#iJT{3qVJzg2d2n7(tuqyN>uaxoWn*Uz?SjI2kx=hyxXR>spteJ+UhU5mD z3Q0E5wNfnd9VAU{gp^RfTu23{{@%=$ z&A|H4?op0K2J0PGC>38_y7N|XrEj(o;yl&1D{XCPKxBenjF&r>wh0ps5Vx$w>;5Ii zlbiPNZtY6DpcDvn#R82LKHa+30Vg@2GYafzD@xmZ{EPivJNCwb0E?#E3`Wi@{%2z)`zV9sh-XcV)^rieP^ zI;KXz_c%6AjHCs;>W4lYPq#9NZ_ZRHv~#&tb@)N~d)SHiF{@J|aUAU6{#`N)@YVG- zc=&~`gM0o=^2pSmCSKGPH&Hi_-B>VpF4!_kZ4qA{c(K-T>bZo0OzJr_=}jN${gcTc zA&nC66U9c+XLT)YM+{}g^LXt^!N-aMg`H}0EC&U#JvN}=ZH&6ZqdJgmY0Hqom;Y@K zt$F|mg&&MJ!u=9amQ$8Rui&VsZq6HLr@}3l-}7>+$Qrcd4aYRZ+G z0~+2`R?vG&W0#1b`>8}TO5g43*vZrNj`;n+Cr1A{1z`*~!7uR<8)Vupe}{{6Eyr;J z#I_hg&Y##lv#O1og^}W_rDG|2dBB8q1>dZS+qOJgBR>3}6lqi3dU`cX0BE%mr6@LH zXiW5JT$Qs#q#V&-?8J@V>gLzr-PpXb!r#6W$`p(L?$ttwN6FuD!$x#Zxo!VhzKmvc ztI&5>fY~H=e1s62V(fxVFw*@^&ZqpB!s{~D0D14o zmOYS+mj~x@5OftGU4+C4mg7PG@=ojBQ&aVm*)h(Q_TJbjKTnP->iBZx0?pND?b7mk zO}!Uxt3fDnKlB0s#BN2`&4BoI^gwP9O&~Q=?j>K*RZfJ(NT3SvOwd0G`v5oC@o`T@*YcDCG>4p{Y*G$1AyWPk}} z#M7UbnoBSN)-sM#R02B=n;?j~wt9hATO&ZZ>gH0)d>uqyO}pQ^7rJLB&fcxenJOK$ z#MW43+9+{X!p7*98x-daP07AlTw~tMfw+5xf9ec#3tfyegWeUpEz?N8cs2Rua$R=o zEZVHHGPsP64pU%jKtjkW>yKrSk2~L1K_Xn!T0jJ<*UC&JXGw65wFbdF@ zs#X;z+~^%W_7T1w9o#=u`-l!J>Gar+!j=;%7_IY`FZc?-F5)A+zToJEU3z%P< z3_f^SyE0(#xm@`aK}Pf$By9Xp5!aO4emF~?35rMb@4u%O<+MS;B5vbORzsb^3Y}ch zE8<@UtjVCrru9G$9J^h?GX)^*$dH{)lMnSdwcIc;=I$iJVuE$4f`rIE3qC1&OgM4K z1YwDNKgfTO3KP!T#Bj<$1mDICE=eC5sHv#=ouCB^SI(FtNVy_{)^^*91fOw>xcd|z zYwf!yV8AkVQ@D4Dpps)j5P}VMAD(e|vtYw^PZu;!e@&;rL-i-dundw(8$RD$0ZgAJ z8x4lFP`;wXwZTLFr}Ks=CSCn@3{(bio0apKp<@pH#Avm9`WYRiy>eXG7Zge| z1byZWMSb=|rY0ZWk;=L5GfWb9QPzgVJWqjN*-=3BELC~ol+kB9xKN~GS!Iv^_dyyg zNb5?@MXAxoDE2xEXQzvIY~@4)&IJ!~E1M06))5RTVhN&f1u;$JTKoj0Ni-%t-(M0ZxWh_vj5U>ovdA0+`o@Z>w@|V;TT01)*11Ft3~;s+EVWC-Ae zf^MXU`uRo(Sx5+q;{W}l4rcRL28O|;uj+{llnJmqgE1FVQg^I(cXym#&vhmm&d%%z zP$ER*p};Jbc?uV(|c7Y@CG|PJnW6-YiraK z2>YYcn-4^w{w@G^75cLi~i|+ znHP6%h$&OYmA~l%KK#rqEGqRi6D2nr5Gtc3U5hc#>_1BmzALIKG7%)(4}IAF(h)e`eq8b{^$9fMW_0l9nW#vZ3o(qd%Ru^+HH6}K;n1W?@6cgd*S|SyAtoREP3rn1-^!ao4e(JiU=yN zu+U}XtA?VY?|2$VZdn<^mk@9eMwfH#*KMrMe~}3>je>1A6FjMsbKe#C@}-W#qoW5d zw|c7`kCbmOHUu`gyoUcX1$D`KO)j{wr*zPWwX7#^ZbjCC_arPgU78jd4ye|Coi3)&5GMFn- z1>F#EImZu=hyVqdo13dzva;pQ;1jsQ3q|681X19h4)Bo(MEty) zFIvD1(f7`m^VVv^!Dzy?lc*5}pC=hn35lJwUmdV!qR*r-{sxIIqN1V@^x92-+jJXk z2;Sc|J_vqwzOk!S>aLw}q4kZ+4|P;jHWI+kD2$W>!RB@}3pI6gP}0x{10JxgOpo)UL?#@%#tm;C zkYOzaWYLwtvA>DElkV*ug9~f3v*_`6&Pfj&K16$admtdSOOf3H(1z=6ZqiMRKfVxf z2Lk)M{d{+#7fC`&3N|V5;n`LF^z=kcPcQD}#TTEDz+^mv9*M^x&tfv3$|mhD=-}}A zE{H@VSZ_4>TTx}@Ac4#3)&oxIT(}Q#(m8=sqD_xAJw0u^pyTqi*Wt!X*mgbgReIuw zn_Dw#kBqc*&!o@0gYoHb0#&u~DCYPA&2cQ8O^8 z3x~O^Ibl)CrJ~z4Sp|o2hhG^4oa7tZW#ZE!Q_W9>v$30wze@$*JDN zgQ4@)zExZuurp>VYi&VKH4MXmr1`fbuQ>+1c^^gn-|Z6AdE!yCIca zYTvCppQVk>`K&A3B>xK?co!`#ZOg01Pr%*}fSA1l+q(qZtH16;iE8QVd`4{SCdb6i zRaNWx|CD#_|4e^>d_F3PTyhN`(#0hTkr*YnQp&X?mr--+vSP?Rd?>ljJ&}=X`dY5B zT;`HYCbtlBDVOD%+rp6T``YLGXMFd=9(!z$_s%)*^E%Jl-aGG_b~nXVECv>SdRg-` zURT76CPzn^q{!Jd|L2*RomXT8R7JV3@a?MdSwcAnT3RNp9$a(4U=$Tjp8QG}rh06~ zCNTj5-X7d;lg*;XZuXZ13AyVi+SeqrIcj&QMz?%Gl-_C%SIL~ddF`4Ydn3w^D%9aB z=|3agutwAFVyqJzHs3asmnY`u<1 z3$ENk3>KBtQ=Th1bRtRvmPn}p$tD$xJ-HXRJNjKJDm7F4i*9g?NcoIlIUvr(Hm1ENq`$9kS71ZY zw68`_U*AVWsbREmrB-o%{!^?(D-iFuH*4P1vBZRgro%^$oNk8$MG@W`qdvs#p_-Z+ z^*Bv%$L{)K$*cRNm6YO0D`as@Z^6}t4^O%9TNqQZWDp;Of`V{prIbRsygseNOk;D5 z7E$8yALZoaR6KU8Y%3JZl$SQz2#?5v{8HweQ_ z`FD;l_6AqG{uv~y#a!`~TXMCt3Spmh8Cz%*9N z0Ot{Gj__Rg-R|DKd)C*lr`#U=L@O>T>W%T#ke~z%S3Q_d)~$ZL?fuic7Jm3ciz1$9 zWpzpLa2OjKqtWCTbFxF7ZvvZRlFZfHu3eeVtiHW^6|y!z5Vv1KquXtV#r*7zL7VLk z$G?{q6cpH_Usrf}2P>1U{r!>AIGhUyucQ;}C;}m-N zB8q?5X*u|(@~Of1*hx`z%nnqSGh#4OK=v=3eYq1Sd*j^P+~61~U|5YjKR1``XM#so z+J}`F7vrGb0fhH@|DG|ovb1al9%vLkVFR<-z}#6%U$H+erxozyr-z?J`JolR`A! zQJVcQCO++*HF)sg1PdaQl6n^hml~Loh-Fwe z$E81g{Ai$PU5Wqz1QDy2n3$Nnl9rZ6xgXsUik&30aEzay9})8Hn~gKU?olu(CF#?r zg%Hco)(@z*>a3W^I(y(_ME9)M1Mm0BqTG~#`t8yaP}}=-`IMbL@d=8E9657FM7s<9 zqwya(1qIqmT85@)d_qF@=lff~X9sH@DG;oRR_)p3rMTktMpk_mUtnT3buY@K5R5L59@O9)7|sel*qDxz?t% zEAKyJRY$Fm(HQr?b%G?Mg6Pt~mT*@7(GAzR7qTxSs;58i5#lykT$s*6Qf7W4C_K^jwy- zaXZv?RnV{_gZg-(wnSW9Jm8n;5?82ZfmV*f^w*B_7pLj5mt9J$c5jukiI_b zw(ZsMJT-L^`l<(F1jL3qW-uft=P<$odku}woyf;(NYJ6i-4{nR5f-|XmS_<+#4}zg z^4GVvD-~Hg1h;x4jwijHu+nE~x>l1-`zT;~=eR%HoewkPp9nWA1gm*ZCnO}K z4@5>rLX|fyj@DwS6rl`lzXPm#0&4!tAF0>&qbaP+sqH`m6;I;d)1IyWOzoEL8dIsB zei#rbPc-@J)vM_n{eSD7`?IVM>O&T@pW==rMr1bMQCm0CaNv8w)3V7Kx-9FoCm-`; zP5mrBu21;bv15o3@RHU^3RH!=2e?59w}5S6Gs^xAE>sfMR{BfS#q2Iez1&q-DOd|r zRO+LEv!qDvY0w=L)KrJXKG(yC4=V>V0uhN*-44vH0aSlRl73>?p8a!u8Tvwt^&ogw zKrgZ6mGa9D`f@XG*~3v}-Nsk|!0{2FZ9+_JY-|e%*l3`l$%?LX&2R?HZET`gMbZ)_ zWc}`rIdQtDA6=uhovS)6jGgSU9S9CR^k-bZ@^-cCFE|x?m7KfH1+i0~_}wL53*LSr zHni7_xOl)&#mUCmV=QTDx214gec)!fOErN_^h%MkW<$5n=&vT4wr}P$xv0^xhss{A zo%PCO{{?bi+Kx0)<}HD+3r%Q##3QPVxKV=YCsfGVoFuolqAAJp%3`q*5fP2a@|MYy z3JMCwo)2fekXO=98Qy(^#7-FGi{4)T(ey(3mfpXe_HPVf<1;kR^&Ap1y>2^grEyrN z)cdCf=P?gdW&gcjy?&oqR{BPrPhcDtC#gld6$xwXL94b?{`87(Hy~lWEqYU0z)=1 zb@UvN3dQXht^bC@U4yS+5gaRR*sX%SpLH(A1uRx`ERi-OT{<%&2?WI!_fKtYO%pBA zJ7mT{@Qw&5+3<`E31xC=Fq0vf=H|9K;@KrX)^febN2EA41HYj*f%>#rr z$-gqOV%}Y&6sY69-AP5;D#ahZa48MUM3dWQl#oL5v%{f>Li37{`uP5Arsk+U$*hTeel0gD`X{ab?HzX7i>-MrQT7Ll_r`uUvobZC`yOz<^m(TSVUgqt`V8y>zVpOx=DdVKao=**)UynY%U9}A@X$|K)D z+P>CX`s7I-EEXGObb^&_24RNE4XaVX011!J;(6NI+x6}2>`Drw`3y9AsS*^h+s#g= zCQ1#x3%7#L~ OgS*4v?ry=p$-BRO z9^QS{Icx93AJ)vh?&guYiuIeyFc?mRRB4ijC7&Ix#FUl}5h;}eAaE*xY&~HKx zM|q+DUO6jEh`^MOknF+0P{2ri`K;=$f0&7&soJ~H`+T{aPK7TF_ZbrxCD)ih=8)zZ zJMTk5Lwfq=^5(Mlo*s^g>|yK8a;2N=)TL)923s56<^kuc(CKLSe8dUVr(9i22|9!13u76Sf`4C+CtM|J_&q`Q;24 zByLNJe?I?rhh4R&5(Y)JBk`-r{7>hL`3l=^jPT!9_|3~kM;7fez^!>^Y;u~0iik>4 zU&+6+J7msD5O*Ad{Y#>Du38Z45%Q*uT8{PQyllR}rv_$!5%%=n`vG~22>PgY?^@6yBmi-_I-ApLOI z*gG+?rhFm$eVPs~Kf!D+>;uvAHTO9I+@wStHZ&~O@!2j+d+s6B^WNTcbb37d%BW+W z%#XDt69Hn0=-vGY9Hxit`m%W6bdRL@CzwN=^V^iq#AWsv)E4uLjmDI3ElXO5TSlwTM~AI)inl&B*E z^INZS3CtXED%SdDx+dO+PQQBc-wnYCyk@M$GyZCc^3+-)J@nK+%JjlS%A|SJ_J!1Z zXzKL_ZbKilz}1?{a_KSP&y(lsbzD`Cq9?X${nF=?&6)ysOk4C-HwrRV81qv9MadmC z65j%eNA(X35S$#O7V(rp4R=~m&;PPx;fQyY_m6jkH^T$? zR$ek6wNZBvm$2RGu~2J&aW$yw^jrp{@DGRe(gOKp&T3_Oxg{x+KJ1N$F^%r{NABO7&81oMw*_YIZt;rIj%S{ts z%~BVTcW+vem3bHk@p4TD`#2x;1TRA8w1!Gt1IPAAz3nrR!d1Un-BXD(iNKWFISJsq zTAGA3PjS8YY3R-#t47?lwlR^nXMuCs|2Cs;J~lJ4j#gAs4$jN)4*b$=54 zANLDuE!fxPlldkIC^RmwuVSo=L4M_@s*D1SXBm^MVM#^ITqKFAy2fDZ%tRlIYXR6j z!Qk6NoD*y6gLfZ&QsJMfQ4hO$nl0??oIu4%28bBDwn1!!$oXKp znq5I@HQWwQzEn>s+~v!>(hT(DHxcds`!at5aJmNj(YM9LrKl;!E#S}CCUWg;Uf3?)Tn=HuM<4+K#G z;5YW>#&BN5HvF?BG%<_Qi?bDMDH-@n2HMR7(v{jYPd%+cgZiECp=h;TF4J)x@{@5F;dLs8Z2z z=E>(hm$!Mj?yCHw6n~4Tj<~yx@r8j5?t3FwGJT!K-}BUl&e4>5x;c4e0Vp@?VxxFz zK3#pnQP_yPbNH!m#DMqjRr0o~L6Aenv%%UmZ#1`!eAd!-Z2exVpy(ug^Xp5{E|4yRvAS`ZhO5_%RZ5)q{PAGWZ2T1%`vnV-A#h; z$<0yg6E?fk?aJO=kh{&GQsUvyp%+`$eFkx=A?$3c7Hbz$U-$lJc@uTUAGyEQSdN#5 zjm;7eL|2xUq7Kd;VVWd~U!)Kb8yOlZXbNRb73N#4Z{GcW&!o~4`?!EI`6E6(#AOk~ zaw;hpm)3kkLYAyEIMv@b1$UQ@b5HhG;K5-PAS$bRpsfbLryr|z=;|6rcmDpMR_`a* z$N43{s9vemi3Sb0S{D0=In{&KPQnuvzgC6zzW9vA7JcJqVk_EfuiFyH+=Yhyx>DMH z1U;=dd4 zeMh8i#-(@X$c7p11maroVmEtJsp{Ljx1 z;L?~7hVQSv*5x+^GMXIZs3Wt$BKn!!c+fv5zn#!VzbtXuDcTnviUa@E^}WG?qkG8y zzIEiYYofH;+k*q66a~7={V6in?E=YBhK}RG2FFj^{?c2a!w(Cm!lOzWw`z39K-?wj(`WpoJl4=6veBlwZD2Znq)&t&4jd%xmZ#>!rV5WO7PJ;m-@amr;m=RpbYj7QkscWaj%MEhP#$AC8_7{A)7f&p2{1G66^@TU3uFc3 zRk`h_`Uo~DO;=jnAhWGg$J(BT_z)^Kb_5oC{t4E#U^^E)U&+VUnJ#hGmkO4N#Ddj+ zI9u9Hx%YBvYv2hLPP!_;Au_af^yu4@ zwL62ZxsrFYY4@ST{9!aO(9qJxCU4&nAb!ogsH;`wOGi(? z<(1;D9YoB6y6bP`OExw>vt7tfR^jZRF1x9!r4}|&LQm3$6{bchSM#}WBsi%ch?v@E zsmei<;`rUWyw+BjlV9t#1}x1|Z8|C5=s^fg>aV>L0*Tjy znUT1=9dmVGcm~CgjzBU!R?43Y%wNEuelT{{ku}+NxTJR|Lh7g8$@w>YEX$yg-{Ba7 zY$tgP`f0CGOsLzQI{CYhZ6YN^sm~UxBKA{?PKmh4|M-mKs;a6PKTq@Z4X}tLUzeRd zwqaHxq9x$sIMmmG+?;!zI%Pb}Xlm=~ZdU-0`{{bU4rjiPHnCCtNu+Qod_@E!fh)Zj z2qS%E`wee!)+}xPlb`2kwJj$!K~ZmfTG+}OFlMsagE*6EZhB`o5Waa-4E3>WKG$=y zch&(-y(6tr0oPkAw~*iFgpx>U%8 zROPf?*4h=SbKRO>YbGQmZ`8HBQZQ8@w(4e{u5}wd)D#PqtIRn(!3xk}usl}jrG+%= zS(tH%E4$T%&KsLpMepHAtmy+@qYL3nzprL zP4a68f3;^zM{Jgw*2H!V%z6^-ZuZ4514tT06EZr;B(mgIMNxvuCvVnUm&>MeFCYy< zV{1kK;UG#vHz4*x+GnMFap7}Yc)qv409TZwkDem99$ij!a_Xrno<}jOhT?$ zT}`gvYg*ANs(=1M-O1Z<;1#K|P*i~xc(@w47@M8$3O9)pWoLv8Z7wgT%#0fB{joNw zm8+L!1EJxkO-{^VroLIvi=*YD$*tYWg#ijLbSj$_~{h@*3fWyl zBU?<|m+eWwgK$Kw+xYQLaR~8JOh`eal-J`e`yZE(y2cN=WWS8N<`2A$@AfNU+#B4w z6%a-wMR{0Vo(oliohwM|M2(7?wYrIZTCKt3sNH%r=Bf0evvQ0{cq=1|bWz#3@18o? zVz9(SS5{SbbWO=ZkYm0WOB4P1dLu58d|k=Py^+Ovj)Ls?aA+1uD)`N7QM1jpd8#?M zUBLqG@>J~dk%t7W@tqqCGOeBDkO}3VA#$TZ$n5q}4>`(PI|%6pB4rz94S7uo0Y>_%`?+_!}}q z-H;a>$Fvd_?&%r*X zj^*EOzm}cn?s+=8QdcBmrDAUFzb{H*&p6+^N!Z_@-@0E=n)2g!T-`Wq-%R~spLJm7 zeN_!YdyYO@T{nbvHlaTDVW4h@iFhs{_S1p-pMu`Q!~VR3771IX;l|LgR(7pjHXUMy z&27BZg<*&8ceJyF0pm9tYg@9`#?a=QJ9jggYUR;Yrzj~EV75>oin{$}YUj+rN9=3R^X}c+Wl);_%)XaKgL7@~ zw~nlbo8WY3zQ!YyEBa;wNnp+;p4i(L(AQ6V{|1RG3BQVHmvXZ;bgeivAu3Z|0<3_O zYZW|_^5~dvu|8nY8_9Ecnt_lFYYv+ApJWB z?L)*Ni)SA=`M-Ogd9$wEKUqd>Hr!Mb&{6SzLPN(du(YrUSc%E#n%{MQuZ^JiTXerM zl+^Uzc-ykLZ<~$QyK!T8<4Og^w{G>ZPLORdwES3;gCDbDBmS(SOu~Aq>FMfi#-7m3 zNqo5vyo;-NrGW)B1`yF#LW0Jrpktf0i37n@omh86_JZ$Dit!M82=V2eFp zBs@%C#E!1t5Haz=p7H4V2Od1E2$pC`aD7=A zWfSi_^&cgCvQ6n3;etCi@b{;s(@tn;oRk0-y5BinCfwc2ZF1=P)dZJq`tbd^Mk_Ma z1A!Ht?&oj4sC9Jt_j}v05wIaSdfGwv`Pa9d>tZeGt+?cizM-n5zdd_tkhnQ~7L`3- zgkG2u!g_1L6bqUh959)S(zM&S!JdeI*;ufUaM&b_l4)N%fiYVhq%`>epy z;5ym$nS+03(1*EAc7_T>8I0hcwbjT5!`{)eH~mS}KhQcszN;EfCth6hnEW1K@Sdw*JZ7; zn*D5QzSFs~2>VLl5y+Yc1j5nMf?IrcnDs)cs<3W$jm)hDsEmW!QSS|*(qVkMxp+Sp!x2QSC{`bi7}-^$O1);79Re=!|mLa!}pUn z8Q?6y=lUVW<`=V0>JEmAsA%K&ngwC)KRjb!=a7gQoMp3F!%gTJ8NbKIQu;;nOZo=t zg(#dwZTFi5OFat+x>IB<)UMwR4h*>SP?PGBKFONgFnf_z@8q?$365U$HXV8AdFh_Q z)Y?*etRyBTUUtdn1Lj;-^{HSV=laJC?a%DvRkjmI9?B*6^B1-pVzdA@MQF9zK0u%LS!ZG9dh=i@q?Ou&-CQ7yM(4uD!$*6q28Zm;C{UAI~O+r1I|OOiskP z?6kroqdU)>2UY|?&1v&Jz66zCkxLAYNEnsRKvN}^`DX2;oZRcM#=ma*oFRdk;zbnp z{`FzQ<2u&k-3dRXUW`a&0yl=1XB$L2bc)H^$G>iW3rISd~z>8S6 zTUP@)BZLdr#nG-eZsY}&j33Zszdb#+IC?*2#A?9ch{6)?9h|iXxd@oqdPF}q)zT_96dU5%Sbj8LwB)^0t3$>sfQN^4Z^y8DN;RKQs@XBKCBZL@3# zz5~>qGCDr8B3Go+6=H&ro7~LawyeedE<8D&l%Isuften?*ds_c-|eHER!dJiPO(eiWOVyi#SV$h56_e;7 zp|YN#7~G`mSI;~aj2WbW)29Ui_aBM9t@H_M{7C&&vKjbKZH@AMcrM%#nyqQLcDsA~ z>-nGJ?+P}~UE)~Ty1sjMwdS!?Abn zt=GG?4OO5i$4>7H=lL{SWCRw55L;&3c^|^J^Np-*A3GpBy=TMu?Ocanq^#aHG_;hG zFmOrBE4W>_N*IpX0SR!RQf0}t*@@m=DMW}PFEHNu-2WZaQfzW3zE>X5+h~DaKi);V z0ot~{=RzmM;YWP)MohCVzd!?(jkqxU9N;0deiTGQ3q2@O0nQ)!DTA_yFu52~h5JB# ziu4e}?*&pTWlEm$HHyN|DXg_%5o8_yTk9P*Ur=k?y8^wsirHERlV25l_~F$_P#IV61{Q)F?G(y8i-w!kL&C+!HgA7G8VJY!hh}o|^tgsF(_cny*I$B8`leznQ zYjC1D%k6@F}Cz=4`cv>!{{21p1Y_wO@k8?cN=S_HbG1~29!^{3H`~-q+!zsLA%4qH43j^0QSw|bG<<9MTdMoU%~Wbn+o1 zEPTU;wv>F1cfdYmv2KV7k z$Tzr?1dNZ>Rqpwwwn~_GfL2WCp^PpJExIflG!w8{X<56)eq0OAYee!*<%%RH^Dw!< zdN<&nq^1KrGv3peofHcFF75Lrfv;?IiSj~mV-&BA1Bn3>&U|N-%Wu1IJL68@S7&j- z!S3VOA>zE^>R*6Xxw&!39UbBMf^@W%kc^ajxx%=zo1<~o*v6)3w&UrxrDJHIfYcg? zowqgZvM%*}G7_^awbhZ^s(W~W8^Lx6kL>X7TrBZo@ zRz}eY5>`N`4X&GlPA-wuj_zguJT~mg1X6HJ?Z7^POw)y zTn?G(M>`m6-a0J+4Ua`0=k`!S!(%hx4cGK|dFq1mgWfhwuQWtlHqBhur(8l5k7GB$ zM~H#J5*PKX6~tRxc$Qm+5n*}3r#Qzu%u7EOSiKb~R=ye&H&;syfr~ZQz~MLqXX~pl zrGh?q-0Lc=SplX&T=r3iAwQYzl-J-Fhs=F0981-$6dME$ZUQmNF+ok09gpgT-9dYK(n0ny7-l&Ja=)}J}G{2HUtVs z+RJ2vy{mCqcl+IFSzPZR+Sd!AyKm;{9A6+2_wQK&!S z3zx8pyBAi9yD7)_Wgz+FLFTrBeV2dL`a9^pt?fSoNy>e^&#C{G@4xE2_~uY`Xx`?q zDtv3Vbru0h&uV!$6w95_7;c*k+OG>5W=o++9VQR#7O`mgm@9-m@$n42F921%kImPC zK;rK=LkXq2E$2JvR(gJnX+vFnCG?OYz36He7+Q)kRpX(Q9g)w7?cQs@h!DIr1uVKw zOqLoIQH`=x#o--CdxXe6Kayhtumag@lBdYQ8kl=1&RlDr^~d`=6Zp+6E1>-!2avA! z7b#SW*`T!Etz91P#vR=HcD|5BzPn~l!tJBrbB1-b+%CU+#K^OLoDvaN$3s;h4ba!8)VN8|uriW5<2W3P1&*jD zK;!dc)}IG2#5%_M*ZGvf*Lyg#3%)6CeB&fW%&6c4LX%)%e^{widQjz+8G3}|Ll@Kj zjQY&2qUk5dNk}G-eRBnvWZzceeQMqygqDTxEUu8a1LHe}Xx1NAxMX_B7`gK6Qp0d3 zxSOLd$k+D~xeG3@!Iw`0mG=`&rGn0+A|#Ud%v(=+9Q-S@29yEY?;s8btARP6ecUZ! zl2R5ge{-Ll#_uy$#n;O2c7Sp#yXEJXV`RF=F{Ql4lW>u^Q^w3k5_a5q;%&H3R@Ytn z;g)Lh*#Erw8n2(7l{(yN(zl3;ErO_~!|5es(5gDuXFhLsD+G#t%5qejT73&^~D8=Djx^eCZ_SM*CZ!67f% zfZ+0QTW_P$%*M>$3P*f~0b+<(9kp3fV$G;iQy1;9k=Ur>PDtk=bvlu=e^K}Wx+Ox2 z{cL#^P0pm%fou(aZjlF%Uw&vbM*-GUVjTjQN=DvJ$q><{w_eOUw>F}1cSDk^J&5Qb ztXxyQDD1RU)a)qfu7d=2vc%jZ^;|Pfatt3nY=I)R;1a3@E&)YB<6L{^+P~oIkm+zsXq7f?avb z{w*Z$ha4Yspp&EU(K{0FrnfgR*>-#-V=(yg*S#JaN?!4qWmtB87Udi*!I<=7>Odv0 zDEU+e6Hjsj*}X+HO1I;+-hemO0nlP{Z?mp;F*K?>c02uriBS!N~4fTg0wNIiEm*^;&Ht zTjn7m3R{U5K*C@u?M2S{wS~m(y}-LFG$}6C3h?IgAZ+60J9GHZ*_OGsZD~L)TL5@W z!?pwXI^%!+T6@=oB2&F)r@5Ql!{F+`LWL%Gur1KrIz6OQL!Nkuk;(yH#M=&r*YxAe z1@G``YikN556_pVVI-d0ZP7-u37`q|r+siDHM zPH$-c8MAFVRo`Am3OGKNBRu;ebrTkNZ5%{gdI>vw+|ko1zP7jY2Wk*5P;i}aX$j}m z@d)eGtf(abTX4}=*1DxGj8gp0WxH@TwGg#{BD>C%`dJ@(Ru)F!2xjm^dck_=nKFvV zA#%@kCpJ=>>c5|GMi~Qxk)4wUG>W+C)`DRc8*OcFzaGOCa+Lw!f6qk3i15TtpBh=f z)@$YM9L^W`>f(~012cCO9!Nad8}luyE`Lg(xmxLiJ-Z~2fcNzTCnQ2_*Yyw8 zdYm%w$L93i=EbeA|kG>WuQKQ42e%m`%l*5FzavNO@|UlQhRZ+%+5&B5j;L!@zY2___vOzZ<b3<}%yaretW?2K`8RvO-=1@2G_2$=q`l9UX~7w`*}S zw>kXPDpj3a-4gjTOYK0Cb z6TB+QGAnF!5WKl;6Q*SHX#nc7YGWc8m&0=Uk-LKWXZFo-|Uxxw^hV*}D%zB}lqCQhFSlEQ4)Z z@_Bu9RO;bAsN;xnYX6pP#HQ1q@Nk3qYUaHHkkb7CNSYn#XDa||9shU|b)!773K@W> zF~j4W(KI~*$gaVg;KZhYMBR4q@r{=4byRs}sbhA&3qq@#iwF#(!N#IY{$OHQngb)D z>?ZY%iBGLfhOUMhfTpiHE^FYveFpbYOBz&{5+!TE_qcCal~tbJ=TSY5^2OgjpNpoL z7j#ro#Gr6T<6eVy7A_7*W8Oi=rjDeyUNCEgIbW9`awjB~T7t}f6-Kn{dyvIcUz}bq zw6+i$DR;G?4c(dvz>N~JFs;x>WjCHhrT)eDFSBPHF^FV=M%I?!&Q{9f(k8|`i3~=` zx}G1`ntb?C!&AB!h9S)?x@}Pw7Q_Qk1Y4e035)%M=`7MQWPT;a>HKtJ<2J6&){+^7 z=9YX-I8{NHd)y?uOFBu-8jRb~~YR15%;D&XbdtQ175T8;$Y z({y;oXQCh)h3s3stv26 zm$HC)hEMt9BjaQy5~xYY+`-oeLD9@d4x3XR#fT>BMV$@+vl!>(@&H?DxwphaU4@l6 zXCh8tE5(!?k(|zvt>@^?H&nIAJ_FCDv*MiuWLYt=p9%SPQ*rDfFI{#-@aq*p@*yb# zf^TvGm3=6Q6DgyKe-7uNyaY0I;hCsig3*|77R@sgiXVoK3d`%!^`A`AFT3F*3J5(BYff{YKR+EUu_JXliL zeBoqeBX2K?E*&k)#A;~I9OMRP?RG|Ep>Xrs=X2^qUT@@$00gJbG(Zuq8owQhpdljK;b6Dc_LW zej1Yd%F5k&5>Y@^0sIRpi~Pf-Fxih$FvjxwG*8)F8R*p?yW=S8pfuEC-CCo5j*ew) zg+h0vPfQltskc;he2I4mbPCz=fWq`p?`eF{NId7hMhoZG>_^u8?J-9Q6Y?Ru%^5?e zKjUZo*6-tH%}JA_dDVLXdht1m77MektILz4kaB%8Nx9MPncfpA^){W5`cOI9ZOXAg zOe>p)V==q7cXoAEIj;@@jIlp5N-kqT0JEG>b-Sd%922X~OGnm^A3+6~2u3!x#g}?a z1wO{d1lV@(kC+F9UxWg6NC0;qT3OU9F+G;jo&Lcgesh4QGydh*ucu%Gz8^nQ8HT|# z&kOTfCVQQjB<(m|7+#rGCblIHz3`m#FRhE2B}(lTPSWg)uRfQSy_fpfYvi29Suwn7BMoW^8D_BdLc*#+ zr$8=6PJIno=xnVc#b6(v$U0cto$17~wJp7EuZakEq~s-wak44*>Q|>M4XO4Z<>S#% zr$mY!LN71%GodwDbbspQbg2Efv#g})j^&RwNEfJm_x0j48Gbqvw=7x37Jjk}I?IDI zgyQmWDknJE*l0M}$8X)0BZ)+irC}@T1H?TcGa_02umi&x3_Y;%HIBg>5leJxyZ%jD zT5~66lOcI!b#Im-PH;-a*b)ScWf|<@&wfv7uoI)+B(`Tqn>mt0L!E=fF-6Rf%CeEJ zlcr}e;x7JoZs-0gbS7k6LHXaQm^Q)YqNB^WJ@aOk&No~G^mV5?;}>(e0za37kwHCUih}7NhwiDvC0^LV}xR<+gSJkB>?9Zk;O!Qpq+7NBe`unY)tZ6u+d*ZrMY-@=K~1f|;e zZJ|dmMF$th=4gY^{C2o*-OnBLAHeJyRcfCP<^Q6^jUtiv(1Mq#xlroifK75#;u~lo ztX*Ky+S;NAENXCR`IQjSRK07wvXrY>ux0gG=M&v{n& zQggDGM3%+I2yEZbNI>P=?k`laZYD+m(@?1UR8m#dHK7jIWB8YIbfs@C&3#=J^AUGh z5b#iQFQXp%?pj}kF8gEpR$}oUn%8GwY+5{m3=TD!vbby<9mH^!6YRXDt?SfE+e$_f z`dRQ8LOj;L=(aYqfS+|la>x1qvq&|0fOO)nC*Q+Mqy^7L8R$EOPvjp`+3oklj~xSO zI%%wqqU_mZr-mmoYPk4c$KK>FfKi%-T%?d(o~lP$F6) z1_tPFUC&lW(_ke;G1C*2C4g&F3+NjX=xa+?@0nnSOai%8;Q=yX_!Tt5T-wqx4jqUP!j z0j-k~BEu|{3e-GdCKc--`aXHy>DCjDz^zhqzFO)(Ds45z*Iu=md9YA!>$%%*F-jbc zrZK-AE9E>$3&%r}jJBx7ONcDG?5NTG>@R&Sy9wqqq!Y~SbwiMt0IG>+@QbN{0A&(- z(aaUJJ@Jj#amL3RNe=;KcLEL8gJgRr34fNSp^5sxykyb+W#P*l{$~aZO7AC{F^p#B z6>$lKMcy1Nt=-l8;Hux#*DDg&u#>C$BC(BXN;cSKcbMh30b)8O^wtR<}^>Q^zfriXGV#C<&?b{%`dI{ z3k2V5>0<{H4^29LQI^99NWBY!#P>mA;!{>ZoHo6l-h`H?SOR)6OuNc}&%gCE!HW!t z;Y1TCq_#|zrk<=&MxP6Ty~#ygAFq*$rh7uFKr3r&19wTu@6!cv7ce{acawuCf|`4) zH8D6PQ#?AEAmiPE3O`=5RZfvAv3fzGqzB@h*m7q8l}wBF8P>d zb~7ygobqIxDvLotK{=fu*NIhm7xr6|uPVODV2F^$WwuxT8*PEbM*J{BV+a~_HQxV% zUCKOs02M)DJaZV^I#O|yKOZ4{t5G}OfeY!Gua})D6M7|86RbmwVuyR>_tCGeHeJg2 z9b-d`Zp~*1i+j;1mvaHAlJjHm)y(jz9byU+$qZwu&2Ao2OT$z-rB)l?jqWwsDge6X zrsgJ-cKt|J9{u@c)WI0Yo5%NB#)a_fIOMBiCItK21>h78&-c)n=k5lON5{^9(2Sm$ zkY!Fj*PD&PscB3p=gq%lWK@33{T$c+F5SBh2gi=}EYQDA@atEX+gZkz&Y4z;UxnYj z{&;qdHnR%}j4G?UqL(r<0dF^F)pTwx{GS9*ua1Yf6@xyC*h{QxYvMjP__vXP-(Uo` zW=2iH(V`m_#-oJ4qvH*H_t)2DVf3PZVR5s#Bc-_5OY}OsHP+~wdXQ%D$oQN(d_FJ^ z<;RZ?$d)5uo7ozYNzd&)E=Wy|CWZ#$9yTkn&lCYNWBZGBzjkJ+4RyiG9BL&drS}r} z!L7mHXEdUaZZ3t{OV@Pcd-%?Im4HF&iWU|vR}f*{$nc(7uO5$LC9w4T&9D)PW?DLE za7it-*rm;as%nAENt4!9+WMjIvv;1hJUpHia|KNTnt(%_XL%~lOtZ{tZyHXMJE>aqI#YH4j_9?61P zx2H_9KL?wZ`Cz3t+rG4>JFB<>l;?0fP{#Y8JpHaj=U2`a_c39jjXZHQ^+0PoKCJP&QmL8t(TXC_i`N~MYf;ZNYj}iAQ@3lN?@8}>wb7gz39W1ERGU;LH^tpos&}`?3 z8YqOI+#Fm0JI}+l5HJVJi!WM*Xc1o>D{P|xhL5~W8GU&i#CZ!1Uxz%)q6MetnH~?H zS9Zailr183HV1ca1iw0uh%kEMNkG9_djQ@*yH9-9U8?^QWSBCBc2X~Vr6Uva2u5V4T(s^qMmt7Y`|xqVGwTls72dHy`D7vsy6Ww5b#P`1%Q zFS`?JCYh7c7lnm2-I`g#v_LZ|bk_>?uN|VZdo(5P>&6_ShQD~Ne6L!=>jUBf z(=#x{8fdCWQYM(0KnvXXBJbfmTq-{f3=G^^8GD39k#7@ad8`@YeD#o$6${b4GS%wjqFB~;Scn7r@stT4zso$ zI|%0&H7OY+&K{RAqpOYRKUO<+@RL-@*;kDUvExuPGvkP;72QAl?G}{evoT;WM`b_D z|J};D&hDh@$<01W1Z{Sjz_hA6Fdqe6r&G`}p(LuUCsm~Epe1cK!s2(yXL^0nTTb(h zLEg%@*m}&MS@feMC>j)Ev|pu<~% zF*2bXrNw`G4h2U7e?d!gdWWi+{;6Pu@n#c75~jiYLe_Z>UI7V$w~ifI5X!l-B?7hc z1X8*1V0!9*SVu5eieH3>XyM0y%LrrsU_?J2T-Gf|Ud(G6iA5R_*XVin#+QEU(Z zRFs1@LZMZyS+%L7^0^$xCJhaB_rajoE3_z0+o7Pm>gKoG+}t)=x~8j2NjFK)u4}W2 z_7UcK(Z2oj6OJa7O3!b4R1#01q^s^ z#$Z0&*;dv$;VRcLPP1k*Q@#|BrSxlKF1ECZtR!WPZ#sP5tiFic$vv$P4wE^aas+?- zFw-PXBK~$^rb*ajY34)^kES`~HC}0%%>5Nc36y@2t>@erx7@RT1&72vwIQzYVsYOP zIapqcHUZbSupWQr(IC|fVxvr-jifF0(KA}L=JM|FEJ`pMOUoE8Nz*v_5Xd!hfd_e1&oqPtXXj!UUZcmIq^y+6UQ@w{tk3LJcd_6Lw^qyl znsF$k-I=(yp+@AZ6OkQFetnBLhe-r1Z+%d#KPlUT`hRi($mD~22kIsY%V7U_@@#ZO zNxn1P=GsVl5Gb(v0zA7(k+1u=j&95E&?TbEO5IXnDSev+?etU`{Z9t`d@(KCKkmS zd=$!yulYCN>RSbfos;cEjI=f~$b7+P=iBMK2S!)xRw)l%3!aYu(V&f~K*ELHT0pD# zhC;gmE|UQ@yQB?!ky-AnpsMskTpCjd*x%g4x{2dojpA2*|F3Q0?X+k;WkA!zMzYVQ zL}49s$634k5cubL-_m6wvfYHvU)l)jYP?aVNO->^h3j2ukn8BzREwWguM+26KWtE6 zdl3y9OL5u?5+TS9>P#$-NuF-0@fpI-tvS@ zZ3!l{c|%>zv$AM{a+H|p5XDRk8qqf{B)b37L*J41Ayl6|x%riUnOJh943;{)VG4?w zyRNo$33+{JNM!nt!J9uQu}4c}nQr3jejgTv76y z?Q6MzE=f>+c}aq5v88BHoUOZsr3Qt;Z{%sB>VR-1d0~`qT6J82-(M5MxwMrHiYJ-3 zYP+|7Rxw7asBGpsj^QRuSBPdl<=oV}FaJMXknp0;{1VlBVRuk-9Fs+|yz{&E;w0U& zDQFcn|2IGK0w4cBUU;Fv`HJaT!H*7ONWq0bW#hj!=!@z2Z%YgRzHj%VUK4jdBCU>i z;c8x>SO3LOUOaIxL9%pt-ki1mmYdH%-6|XPZ|Bhe`MrOhq|v-8gEqIG1IHPggCnW_ zi@N`h>;BISoJLmRDxta;_8_GL~wHvci>^Z z-Q9&(Wrwyod3mCNX(_^HW;A5^W~;uk{7rYRO7zQyxlsh_$DI+6%{kd#2!#84Tva`) zq*#{TuW7cRT|cBTcouf66?Z05E#tR+#qj?ZMUHL4S;mO4_o*#eP#mYNEt5#+wArJ# zj`0H&%@}_;0@GZ(zi~q0p-}$s2g}o_}%9 z#4oK9-&_>x>h1b3u1ipHniCsDw&D@luUQz z8>p6J+Nc;pp&pcShdIywn~=wXCH%(s4{IZOEy4dEWnTeRSF@~{1PKz{-Q9w_1b26L z2<|Q+xVyUthhPT}PJp1n5AN=6vvdD(8s{=4NEKuICwjh@lZ;FcQzvQF`K zrjCB-W2Bye9mh*J4ExWu`!}-9<3>fUr(D55wi^S| zXIe@HXFIY5%G@t$ei(_NcTGO;h9A;_*LB5~K`D^DHRC){ncp&BCTD*B)DvyK9Bisf z2K0gvCle|r{cns~h?SVwT&^7_ZJ|IGxmQ&-2Xn@fB?avtQ$Zd}Q4rD+jKs7<$HF3G zU_g+Um!FuNL=mIprhv-iuGtB|6oLQ^qA%}c6Vz-Wcdr287ySluT6pfRU z^TcrXClfP{(68kc72OY6(MaCBypx+j3!T1$jAHs6>SSV`F7{Rw$O zo2d{3lGB+ZMuy{)HNrTW0CE#ZJ=(0PN^dOzoEoGHOwYMOhxq`6BBa+ zs57*!&ChGvEH=RIj^_?WV9-sJ$lpq3TP3@$jK#VY8V(0sjI6`ooWi0 zS7c`5HK=Lk>NZ+o(9+VLZA3DaFLw^K#vRx1@9)o8TA0kt#5wg>hRLggozv&DshYtH=R=(GiMdm%DL&&o`lm)-6 zE!#vjeh1;G)L+)RjDK$Dp@gZbWXPyBzgG+2*I@QcVkhUPBJvcYur#rT5_zV2EMzE) zwO(}}UaTCuwIQ16Uc`TB-MB(L_?^FpYxZ2J3PQod3Z1c@U3VG6`Ah(h)&2!%I#=UC zIW{b+N2Z2;AVuzQvQ@1Dy7BNKTCu@u`wK@*Ou_Ji{~B`V{fT!Lx2x{wmyHBeaJwh` zie5X&Bd>1y0U`5jFxP+mD!fqI--fNx_MpjkE~i7Y%?^TvmDLlaO1rVgU*H*%@Z_W* z!snFeH7Kxyf5rDvPU-$|#N`I;>2vk7%kgUBEjBJL8>qdj@QoQ~HEAX-E#2hvwS96% zmWFNw5mr<`NTAc{at8xrGxV6M_V9wBww*ru{I)Oka`4Ce#G7VgLPPNDb8x*u*IO!H z8TwU!XoF+E;Iyt6sAK4-c@3+()ud0d{%oosC2geuGr!L`{{kI99Ohk#_@iwMn5~U}E+%^*o&LxKYsE_sytazr|!gX71kL;*XP!_!O5)LisD5^?hXr9;cmZ20slAED8z=wtx?4sy$=qqv;Ux z{NkeV<<2kZNIF{D9^k_!+T2em1@Rfo<#hESl8zaut*^>^v1*@&#B?9d3Cy&T{S0)q zV@BfZ_GZfnMx౑Tozn8-iU_D{U=;Oyuz7=r25mRMQ{Gh_@X*D;3XkN|bfruw> zAYp9I__{dq^KDlr57aS1Wpaj=cbCLIlr)PdC7&qJY{5r23s*a7ac)&Xs&^tbb^XkO zsk`HN)jv#MwkzUiAUK8kDeGJe8^PcGxB zojep5#w6L z&k@!~{~6a?Q0vXyY!h`&<=31Tjt^H?ii)Hth97I-n3xtIYi_E}2JX6@A|Jd)P@ep@ zP@DWdzPFP{go*V0(m&#EXgMc;XSW{2BdGZOGBPeJJ&=*054Perj)ng&yYWL|eh@+v3CTVVkm!JW_n+2Bkt0@`XG?Gkd8JYEsjjuIbFSwCdOapDFosp+quY@EdBxmR6 z-3b&jXEpxMk*U3+ABGcXdk}WmO@a67Do!CIkq_ITcE-lU?D)=fJ|{xBL{wvN8ML_} zEVsF1>4-)9;Bndqs^Cdnonn2Px(1?)ZH#X=_Mg&GfMZM_nIIqpbbD@P+OxO4gUZHp zQb@sED7e8;GEHll+=a|VIu?9GLj$Rqv7}F*XziXZa+JppGgf}TTFwyuX)zJYX+eE> zBL4WIg=*I)AUn7g>(^VEXQ#>M_GWmPu5NwHtaH%)xzxSo7DMjVvCtL&jT}7ZR`lS6 zclh3(>3GL9o2&ATO_c`de61ToHkTcX$oKAT2$J_kNv`d89UZOpUZj=HV<}0=ANP@| zaq;nQSF80VyK=X-YWUU%er0kx?hmu?Sy~qwbp5~;hTS1O=qVnNl$8}d)$dr_-Hogq zrN`&-fuz%@`E+}-Ji$~8oHZcQ2qi;H#}{z=pfow@V6%)n^KIaCL_?C_Zfkpc^DZ1s zQc^Og)WYKGXc9tQJq6^;`=L~L%y4i_51ZeLoJo*4k5ki=N+Em4)^fQO!|V1a-0gVr z!i!0-^J_tY@!r9~7teQf4Id>O&dzZ4#lC;9cRb%Pvx`ks!GlD?qgBfa310rBdZouG zY;+_an$@2d00HvFNLIsUBZjH2W`wh~KKN8r*-0~PUZAH#<#YQ>W2%x~7Z&ZA{{CLV z<@!7&CNVO#dTqT>;_S>}u$CmSm?>(pC;H)z`GuRi1qhdkEn{D742)kLLu{!2_s) zsRf~r5)cB-dq~$w#)6k6{G@0?9=&@id=GI2eV8QrNw#i$0c9C!-j1>Ran)h{+Rt?F z=6HDT(bnBu2tt;VrLicg(SV3;A6GrLV17QQhv96}ZHKOzK;KtnUXUG4L3!uhJufsxm4E&dMnP(DbTCIhDOsZ}m$tm3_SK7= zRC#LM(hRYLd<6$ruXl4`JB?g7-1i56*VXaw9Pc?pL?Vr>&JfmHR7EAN=ud>l%=|x6 zL$Qp^2s>PnjDD6`0>FOFz9E$-M_-BAhKnhmm#a%p_?aeQis=`L_b!Kuml7{C^Y20U zk6*km_l^&O-ZWDsRzq+W8dlbX2IN#zQ#14qz;iO!*26RQldmh;y?tnL|I#Icwzm&tZx zggh=V0RaKvz+UHZ{!$=3!oYxXlk@T6dwPCmwq0ZcY;$9_N=NrgozK0~$=gDW8hwwK z`wZ*D-LY(uF284FOw15Qz1B16@2^O>Y%pC<7c$wxF_6T67O3R7R7I9{1TwY+r88uernW&zCI92=f1giO%2w4 z2yj6PIqss@{SKugm)rZM?K3{qFuTKb_*nTwTDvEqQGj+fz8h#{Z2Cs*`G<{x{}T(}VpC7x z=%3_9{5Hmxd1yS_I}B^;p7+-AVpcB=4=>MoX;$-UsR@^mlf?<%;bB$}93vA_ABZsU z{-I||_ItAj6F0(OjfAn#oV*XXmYHXMoWPG@$!PpOGfdK_?+|}&sZ8FxkFUEQtYCaG zRB_mKh;-pdc>gFdC1Ct$+_CyVSQ7)&*E9LN1;=@CxC!uX@Ij~pTD%KdMnW2#T+QFN zXRt6+jc4NF_g2dI$3h2tdVl747nNmWpVk}QI#8{XJb1Jc=hZt$zbLa20+f#fZ}VC& zBD3v{-@h!u{%HXL0(N^d3s6T|WcGX+*tl!W9VFOCyKiF$Z=vBO{C95jbYo&di^EaA zdV6#q*I{|(cN{G^y~uwcG~F=_%jNZI<-O!ll^cH0`uq*O>3$3q?K6mrcdktE;e@{( zv}fkwzW>hKn>UNg6OKM>nHbZkT#=h(I?c)uR=s4la zM>du}@uw#tCT(!bQwG2N+tFXYCYlw9vf3Qp_V-iFH~1m+oCG;%-W~y#M+5Qofvi^H zjlj#T1<3CidLW80IBi~2x5Y~i_rh%7zRTpW>Da;TE3MS=} z!8$+u!`5X_Fx=W$b{oj+m}j*~aZI{ZqZEVpV zZUrvbyI_pVRcpc-vv~^Sk26*-es;u942aLTKZmd`y6%Oc)2I-Ow7QfVu&8eiL@BQu zM+M`h+-MUzk{Ue!8GP-K-nT;4&z z>n>6t+Jwzv8kegpI?8H&@=h}MSMe~$FqwsXu7B3McS}=PbImM)(jaEfO##^@&kuCo zY{CJfpJzz>xzgpgN+M~}4e{hP^N&E^i{-zvOE4KbEPuDunv|JoJ6Yqt(rXe4Ht@W8 zAdp}63uE`qC=eQ81G(&?l)pAA`ck4DMfARUwaqqn61A^I`N_B&_I^>P^@%K!U;-;y z{1%S-tPVxttCh5mL&U#{g5DDyiIihJVNPW)m!L>9jpw~w(Vcw7W5!LFiv2zN#;}(=HTWU`1G12u8)W{68jukg=J?fGWf7^@u;5j z+5dI%py(i}wNN5F3U9n!nDukM@@!UnP;zPYH;$iQpGTi9?g~})Rfkdt>k+eh!k1## z?zi!z&18d1#GJ~IDLdv~AX0a0l=yt%z@Gat-Zd+RZqviVB%41Pm(tpA(F??4g1|IK zs-C1P*h+=uP9+yksVL_^BUCivhAA04eO_azPEM6rOUblT&Xj++>$Jd!Z}j#3u%gI! zOj)&%vWm19^!q08q{Mnt_zqFOrzcJp z-7bjSc2?{ixzOKSuPA3Vmc41qF$BEyaGZVXBnF*6LvbX54>dvRD3d>Kj+c_LMf$LS zAX|Jeh9DUtBuJWBp42C2J z6xX8FWj_IxChSajm|1?~gv48RgL0}s44xtc*#Z$IBkZHd4W1}W0<{w9?@BF|a5mF% zNicnp0g#aP0eeid}I^mlPH-C;;>hfVB8gxM1#^!KwmB6F+h3|`i9Is!{ zRB;4|?g^BC2pH+waQk9BTO|v((e|rdvo;g<1yzMAGMAEd`n{GQ*4q)zD-(QQ^1EP3 zA>xVU3I1LvydrB=ILpSc>W(U+{#@8ca3QaC!_qK8oi7G*yt-guOK*qk#Z8jvK=t&+ zw@Vgy?4NY$8hj3XfAG{O#7v(jJ@d*Z_iBq- zLnE2QIgZarca#~H#((uXxwTZxVSSbPgv*2>M!zdEq~E#we%+Z%uPu+=E@7!pB**1v-Sw54sgzM@Fn{|FT-S-j^l5f+ z7f!XEy`pd5yD-gS^=_MamkX8)9`eDbljzZvSmr{pYs`02qO|-wfN|B&DYhAMWVKui z1>V%erTG1$?%(Dk#V4jwpWYp5oF$w+l1r3sW*VJL?vq$oi&S zMhZZM5tftfsC`m-_$R&?_P4U0zJ0D8qOs}}%==5=`ink{OI>~uL!Xc_v`ta8Wv!6-@ z7c(*JMl+ZZwCYVmG`}WSDB|$9xrdIB;0sZOBSW z5gB5^M7B%r4cO)-S|hVo=gj6?FvU+8yUC2p-er&C;E%xGvp9c0pm28zZq$Lb7xlHy zU|SF2$T8^j>nF-?B~~~ATdp>-KOo_My(L;Pc}S9SaCR1nUcCNrT>JZ0A~x6X&cGz; zVulNYK^eI!gA;*;j$Ot;cXjbIJ=o)PJ$x515-vY{E=q;3WEys5BN1kDv3`+Fcl#g` zY0%rq=5nzZSr>%JUGeK4?zoToHfkXh>*C=nDsh~8a111v7XRb|MA_@ea1(_onruCE zaIv>w@d^5hS66SITlB6@6jjbW&wCu9ibkWuMtZS#pKbHjJw73bd}zB49b3PV$ zw86o=JK;%huYz`NGVqZOd{)6{f}COaNt2CcqY)6RJaq0=7OZq%6vp$$~0^jx~3 z9YlD$ykh(^-k^i455b`YKl-cv|JI9ku; zh(?1h2qzdnq0qTS*yH*IB7+GWq1}Q%SpZ5^G|8F9vFUPwzs%GSN${xq1;=T%I~KOn z?^N-$tZ}SNnl$M;QjyCLEY0nG%N%0QTXeA_ACG-&(9vHJn}e-dtQi)`New=`R6rFZ ze~U`|?^l2!2{QI%2%BWAg9w;exl}&7N~gK}_I_hZsX!F=+PTqc#^D6az1`#Zcw>vP z(Wi?V5EOKT)|@nr6K}g+a%sJrK(=FpNz; zSD;FiGFQ-FeT;N}x>TbFVIfkp)-V8W!Pvs06cP`0M-0qTq&uxhlX4O1V6xomDlJOt zJ3WksB6feVom?Mga5M_b*?|0!R5+dms2aoqIU?ThtZ;F=$GPxvy<}$p_7(uOL|6k5 zic(3`eeK@j{GCR7{%$s?#j&}enb;2gS84S?OulU#MREsEM{eUL_J?vE%qm*Ua}scz z+0+%lR_sZ=$!ZiXX@n;;UrrOnxs?)F?`m<5{}J$kIE1uBjY@do(WL;{yP zwE~X40`$&26*tZW646ntW4DU-N6I#Y6YsdEi-Qav1rt`4zoDbpRq}gv6VJwrKd>WS zw7_sqEiM?k?LrT48=ebNeKcDl!GIG-48=NNhHaT9SJ`CDjTDio*th=BgTN3pUYzcm z9M|{U@!rW5CzN9w&QK^24tjmyCElOdc1kqlk;P<6be_4Og9qGxv!->W(}Xs+^Wh_1 z%=sZwXU=J24qu6@C245>^@z7~ALlQN*3#WM>{6K&?9JI@vFM(KcwS%HYkuHdD+_M& zQ1lqPG)~Y52&>djnZx=hT(XHEgNCdo==T!t;u=OuPg$;6xg{%|uprhBnjS47z+pD#Gc` z?yhx?@Rk=QRs&pz^IR!vUYfGMqcRtW_x~0=c<|0?W*fr{##7#$t1(Ds?ei-Q9R4Y+ zi&i3wUjwF~Rjm#o4TdMPR%fy<7>v!O4h>fuNnJZ`y9H#DNTo2@VPXHfN(GODL!aZy zVk|2d#4-fk0VBj>F&w1N--^RS!-(%_JSZN8&HRLJhcD>(?iu>SK!VsMLNzh3+sOb3 z77Za^Su~1d{iA3)jS&Zj{c=b*#ABiE0*iS+%9KUwQnTavlo=2deItp%?(n`*>_OPg zxDnKe_$nB!6(5o6F5!C;sNBz+Bp?zhXrN zgNZ|HzysUw#~mEa1{s8jyQQb%d zgRc9S^hEzq_C-WZWFdThYaUW>h#$T^V1 zD{PjYLHGRvUHkQujl` zSi`ilG?F5}3Ip*-CIC*Gamc4(J~U$E@#_&ax{ z1c>BRs`w$Sph76Pc+?ajNA;9gu?quE8Bu<09LBzVEM(?)QJ1 zXoup9yINkCip_Ze(l#)mCowfuQ0PRm$Ufcdj+{HFbxl9oPwEZd0p+*sWggxprk;G` zazRukkBV*Wcgi!p`5E13Y)80M(BwK z-n3SuWResq)?lfGa8D{8Rn!CEisHS{*ONs`BK6OgBaWM2raygnykt6>Z`BGGi8rMO z$GNfDOv#4x^f?L(w}!>_aIS~Q`tf^RcPEyPD^|;XE|N}01u7>>G1#5JxhrO2u4i_i zZwE3}8SE1!GyeWAePTWP6GoLf9i*Z`cn3&x3cJy3sJ4;>s9%fBvmZXX@y4%?5G`E3 z>VNT7hSfSFK)_}1zpE=$BJP?CsUde%t<6oqrbZH=Q9$>V81r*wik8(FD^i-(9F#tk}2tdb;$ z8AKA2mNs6E;T`Mapdt-o@D`0N^;XS?b^+F!N;7`fmlOCV+L3%qB~ly#tp1JMU*+Yw zOsl?841-L@z2`C>hv%>+8S3KC37)P9v6L%uqXDjqXX74_>Y(#JU^wq&7X7a|n)KR( z%Mj?WA8gQgDUI=-kAFjnSWwD=ChL7ZC5>L?3cpIi7mc#>7J>5ubc) zMRuaFp1sqP4{JLbEDamwV6v))CA;jtxMoZ$LO(`jJ+9x|RE@BH9gUC2$i(1f1oq|ddnaLklGz|9sYX;Om2ad5PaGhxhXg^ztG0VM&Mz%hoDpfG zy2GRJTgIT3Jfp{l1%2f9e`!bR4oztW9^i62!hU(aHR#dqDbU%P!Ghwd{4$$*y|xKXMo3ySbw-aRO8?9A#LxM>ucUJ zm<&lmi{ppm_lEyoRukOv(awGV-EBC3NfSgO9F*{E@$Dl)8LBq{%$#y4Err9$EWe9R z?Tp5INWkGNEFl_!Qvxluc!-J+HeP&t?)|=@+IjfBL{P_*;&NnDT=k|kz8ZFSPIK{8 zS1bnIMs8L#pLW1EbXDfu?0`mt0PzG9@}7 z5?halVS>yU{U0&YbE@;{tC2fD41SewOv<klZvKf*0I%e`ubBUFQR5me*EEBk z+iqxg?xfB5vbHHi=JwSaqN=o}|NLAJghGKqcxKjB;c&p?I;m8k{n8Yx^L%jZ?;1vAlV!J_HZX|mb`8I;0ePl zjk~NF-wdPS9f(dIJ3g=V7-Qd3W8He%Z#o--jF)bN-FwmR9UR4pfGu};Nz|@AEkR7U zPZl#K`QUpNBmP1KM1 zxIYNBnbqnW2>4r*u4|+Vpu)_RhHt8s`G_t2rfxh_c!zAFpt3(fWr&WdJgmcRc zBgIiMF>YH7Awd~LTL{&fsbF?0mMOlm@!7QWQq&M$YV$u+l}Fc}O4C_<4aXqM=mKgi z1D_VxQXPOOW^ZWXhRLN&7joGjjx~#@wV-E$8+tI>d^2TZ#v94rH-W{uL@ET<);ic~ zJ%rNcC+FS5cLZuYX)_$tF3uh|zbk!dlU$>7$yk`-8EI~cEqYg;UPM^L-Kc1idUV*;# zXUG~4#_=Ut&#fGA6yYerW3vl!*~dTg?r4=Xw~rmss4;#DlG|Q zOe-o`t;_AObHr`4@?Fh#z75=If@}v6!U|k(3cmT zHjT*p=49|9xuVwZ7w!B4MMw}*d~g8p1zUeWio?A)yUt`#*=&TI+ow-*8=9miIAvDOVif33!6kmAj;T|3{ z-{aiaYSSPH;&9gf$6CO19Eq=&&Ej{tYtQZP6hNtfJBC0o;05A+;paqgYOQvzJ`~gb z@)>BOpNrRcwdTiOHY>I2!Ff1b9@IYY$;OKuC~%rOJZmm6y)XCyO;tMinsuZePj}3i zOnTLrQk#QO%D*rM<867}${$68@JBQ%dx9ge>Rcv$*mE{CjZ?Ym;F3+kbM@E7)2E6j zzIC61Jnj>mmiAVgIce4J1h^JH9;8?1p11V_k#E1(ABJ%G^Vqk_E(S%ByP> zOSQKf3?J@0`0$U=Ou!Evv_btVO4&&jqK*0b1tp!XBgAS6L7GjsN!nTAo8qfbnT~r0 z1fxfa@0-qzO@_^>iXHg*I`Im`U&iyv$OomzJ%Y@E=9T!3$Hekr->=a3_0%Z6Goj

%a#|hiOH4fE<>&^Tj?yk*1hHCEu-+p3Cb}Ks~oJ zqN(30-|9s6?qQQxn`yq_Wl6q|RM5}xWZgLog#vDettLVeh4euOWVARiM9C3K>SR^# zLC4qSCpI{BKl9FOW&N@oNpBbn?q>}YH5f(-Tp0x^`Q>jeA7te7ft@PeiF{i+3haqQ zz*81Q`8_|BIgqlNkAC5@m7GU}btNT@-1?dLr(95*Z`l16o68{&m37EDg}*tJBsRx=V+XFGp*gR`P<1#P<(LjjtS=1ZY&W87vdBeWl_qI9(?MjI zsLAF%M{euaPuIgF{sU}Welt)&iK#!u$aaQzH6qZ0#OO$KPpJ)^R3a=a#+f6}DMuC? z3`#KS5)}^lO`X*%A?fBhr)_=b(-(n)@qCav2r;K&<*b!3^0oV*Yk&k#_Ezi(O0^W5 zk{Hb19P!C@q`+aP!Q*f}yoEQWXMd3(D;=zITz}WEgt&woD!t%)0QZvCrUXk;jy3ic z)|=!}B(jzBYoITw;H|$Ykx-AM4WA$Eh!^`Or=`0PWN}=k1$0itWaH2HqQ5s&9eOG4 z=o`7aHji9Clo=4FD^v6bT|cV6z7nnw#?Tz)aZ^j?((a5z5CGk4cTP++S2{={%w>qm zfhvc4x%SHFU7<8{`|VxOOz2oy;PN1qOK8|<*;Bo)0WQBv?4c!J(!~_IyiU$g#^s** zU-EIMN2BuBuEEj^K3DI&=oia-vbSVYQT=mUzQ*I-n2d)ZO6Jnn<=&cXNuqT4o&rGS zyyFHc&-m(xmRFgbp*--D#Su>lm?eQS>U7gjGzey87$9>%12D1Dv$aMUO!cyN#3bHr zq1l3u71E5ZWtssdtyrh%xUSwz$!%S3#2|e-YraRF@i&d;ribt0#!ffj`}tPewuiBB zP=Wnv&Y$8E=U{Y^RKnVMB9-(N2?-my*+>RP;QMO{R9;?+HO+cE{+-e6(?b0FV9KL7 zO$$;w}0ggck@8&&ED!Xb#8E<%}U*XoxllJFs zd>+^07$hX{LPS~!<{K}5m~rj(wWrkvr6+p?>V+refUtj7+YKY3iVZU z@fD>x(mYZ9$Mr97eEemcvLl;zBTfvvp-{i*K)tUZX^>K>17hGv8(0K^s`4XOGsyo; zXuJi_ac$UEO(R=)VTQ{JzzL>tOIfk&&)=+g`6%BiHRDn!)l14J`=7R0Tk<-0aPHn_ z^zP(a&Ne_dV>vpPaSuNT7fU|YEc-_Yz&GRGKm)CuJ{Cw(^xpP$nY6!5aLa<76r=O; zuaZwog5=|CSu*0fYaF;yt1SjNsAL!XRL_4UfDsvncO;HCS{PPhOJeX+Ud$z5#M)x% z<~}(4lgXY+ER?dn=#Q{(uuM63oA=(98lCIzsg-8I37S@Sb*X~#eKSp+F0ZbxTuDcMV8XuaO%~qYknn9~nmzaS7VCpw`y2oxt}S{TGWtH}(%t*La;i_vPrmI|=j~$Zx|?W*&QV zFCwzzpCWPiO*spHHL3tGV6nsI*rmq2b3fFv4AvRbh0ty)S5S?h2Q`Y&74?gA!6ZJn zcIt2_ClNm~llYY(EXCD8uS&R-Xoodp$9d9t;YigsneXE{!6{IT=PN{mxzO{x-LLBy_ED(H~=bn)$pHOfQ8LCehAplCrfSZc?T^=MpAkkibjlDiv|gbbfmQL z5F-gbBTPLAC^lT&+@J87O}nITl4VsCYo~{kJ~DkjHP%&d2ysgFx^72nW^+rq!CdjX z@o-E%d*7DjE(q-^sr5Mp6)sM1@j%a=1!qlH9vqYgf4bIFmTY zBu`o%hNG7D047U5q<3Uv)VYCM@jDZ3*W78jYkVd1t|Jog6$aAf5ZJX}7qUsO0`Csv?Ik<=}PiUh5d)p^3`Es{=spbA8XAwhrCLly$b8X+#G4 znje1%-WDe9&aHkxacIB1gLM4BEa!D9q2_mG88RW~^{}_fmomWJgVg2b{;Z?J_0#_6 zIZ2iwOyhFW1Se|A?q+Cgnt*G9R{VI)Nmen_NsXO>M}@&Z)KAuM!H!Ujs{NSX2q2B; z6@4hPqj5b5)`SF2(SH+Q|B1SZxnQv2IlmVASktHgq%7;t)|Q_`2}`^#f>K_-XTPFM zuvU9r#C_hQGW?uH1BUs5U87%*h(yFMoU70O&ViljJ{eN9RJF_s!Sq)KlpgPM{?Sw= zv)03gwn=8MQ|49F`(Qkw)5h04#YNL^$>R^YHt(GLb6TH~>yfg$!I(2&`=rQ-ZEJU| zsll~7lSWH_n+O0mzXpB@(rEF#q}&-zN5k*ekxTbl3D=P`5s?zP0<=e!-vW3?RbG02IjmRO!B4buo?ipB@4N=o6bLsyJVVk)vj*ek`$sJVew19Bm{g(G zrmm@;w==4JRG*;;kM_9g(@LV&{xR-`LDT^=viSR*h?VBdSsin?=nsJH!Is?x8~WJ% zp#)cx{yz>O?ne#j5B`WeiW>J^fHI%b#-21#*Bqi$8^f{Jf&~aHrp}m7@&{hP$Xu3D zBC$XMMI%|df$ZA3iUz2|O`>Tu#;>X9wUvJ;i=KJdOzt*PXY@dd_zw1{W8W&rx?f>;($UdNEl>DT>CGTdx2ZqT!R!@o6_jseurFX}Oxbq(@o3aTts_&6iD zOG+*Wn6O#Zah@RiK5vFy@{bDo5W?%IOL(;fbsNz9|A&POegRH=-{!5`Arw0tRT-gI z79za-B^PEBKrZj!rstjVdq8q>y8Ar7WCsbS2^EE*7@43Em8noRQ!h?rP;Nwv0gR&g zV~Ml73-%yDJd%KT`od6g!~iCaSvViMEu^5`?B6js|B8XSqTbw6zl#+he*CaS=y5Wu z_-=3oSG=2NaV_^R`LF`=`A;VOH}{G0QS%(g@DX|1WdDXW`uA}cFgim5$UoNLXh`=r z@BF*W`maChA$beO*|VNkKk^^n{C88I{q*IJ>fis5rxxZgy}c6aFmLac{y!1Q7f3(u z0GP}s8?~NjBEfH~ciV;C(0>c4{->Kkbnj3Ybz2?+3!)v^caHv>75DEj?U!Wau(SD@ znamkzF?@9v78~gQyk7tPX`wVqWD;RWQIF>nev_i0eIxVT|B;F+lZArZ33C7#`EalH zKLp-?rz1e2Mj1ju0Qn3+Sf)ir$KwBeZ2$R=CS3pwu-TP3^lD3l9+Upl8~itp;(z}N zW*RU>nCae;|KTUH1^_KB2nBtNfB72!-Gm8rAA?&f_OXB}B219npEBfy=;M$CJW08N?tt`x0 zOG-23e~m1N{w=?A%`7P#r?8uiCf>hTk`OgTo<+Rex;Qm~E=T77yF7Z{z7?1Y3H)S^ zCH0TxTp95tr$xj1V=$gNyNk^~=l#e0zcivw)DQhbbFqJ;xix2o(|@WHM(dr|j((LG zz*Ik)ul-jU1t>}jjgw~fL@V-uY&ia9l>ac9Ac%K9)d=qcM;R0T@v|nzKPF`e$60B$ zH;?_VvbO$fQX!2ogiHTUh5xauy#n!Ht_S%$0i`GDq$fpB5R{=Hk=zdT1w4YQ|Z3WOQxMOy#v6oed* z*PLw~6wT8Ai~+e5#^?2g03MS`Y)PG=M`I9TUI(xQb+%xP}nhh@8F@(I~6!7Lc!(-!b_tL%D6}xG{Am2w0(>KwH^Cd-cnX{`9+b1W8oSe;X z^bR%5lut4_?c->Z@9}1*r_qpz1cCwsA^e{10)T9t*m|}y43i+uKtzYf|5HST&N zpKMUE-O{L{X@2^T2?n}z{hR3s{xKbYlQF_Xz;uKp(U2zx&bkI5zb)nmK0s-=lRR!k zrqU0tn^39Z4W}|h|1MMhL1L>7R5cJ4+uk`VX=Zq{BLc$@LnisEwZc;SA}5nV|7o?; zcm3etU{&UMR1i3BFPrx9?bz6u`K4Z`4-Np_4o;UUINqM<{mJfSQW?djOXLC@2)y9X z?A{|0_3yLp5*x^e6D9RAG7l%w1{kY%PUe^TkBa&*`D$*HujIz{!Ruk zP9aIbIcW1y03Qhu4M!z0>In*<5!a&||8ct7b*mJEj~;`|UcPXlr>kpdZ(oD>{xZ)Y zFZ2skoDhh#)_G1)v+FZ_tD9A9U-&gFMUJ3r>QpZMSQoRjYLumfjq6q(?D*hh7h9&s%AAr5jG7 zDWtrKlih%0@m!<_x4pjMb~cp|AG`vHe`C!K>l+kBk~tp=QX=rVog_ITUH{KcB=iLq zo2eEaYdCh6A)`$0^-D>@Ls)gC)~{APQ%1zOJywtUm%n zCOqx%cbN%?LL?>wv1buJ<-a+SL%@+duEKb(`o#s zGzAK=qvp0?5HnB_*x#(b+#M&=sMa;FiNAfT(`2KRSv~MR7~&zyz6|Lp3rMVvkmoxu z?QOvA7-X;bUrleMTwRaO6HBqVwiJF>YZ0i?X-v3A8>EB5`X*N(Dd~1*+bJ$SpDS!$ z_t$9ax$O8c5(eP-7|PNAV(%}!vi!C#U|126Zt1+~4yC)h47wZXlZ!n&j|GSCq?qRG7!f_3(9Sj<$A1I({TTU;@n+YcF^UH{?` zTC7@{Hha*im)E;CwnnqPn1=+K?>c_2U`XSoyrK$Uy$y-M6S5!}=gAj|Da(MVfnsdi zG9vwzwuxc=-Tj!}hTDn7Q;7sGc@{3hKXAQvfG*-#?~37W@7H{D*FQJ&D*p6KiHwQB zFRd9NN0Yt?dW|C4ce7PgOD$dzD1=SoO!li?N3UT;p}_?z(5=7I2lyQt^eD@cqPY1v zPd(xINR8jOUYETYzn2!{WFQRTM8uhyVz^(paEqLUt~<`ovn#F|<5S6Ef8DU`h&tXF z^x&f<8a4Bb$k2zwB=chx6UMT6X`@bB%gNbrbvizT!k}7;l4vKEE1WNrF`%49y@V%Z z8hDi<9y!xsgj;L1=(qEhKF2ibbHf}?th|Bq{-ioAI3v)Gpe4n1i5L*$Z zUGmjuZYo|!s}hrC;6+maSpXiZ{v-F_+kT)4xwy$8Djz6BJ9~QIK%?}VdjW@ac*EXk z>%JGRhx!G+*pGt)Re79u5-|h6XYk?vny*tcj0QXDa~8)~pnNzazwaX#%e$$PPhHd= z=lk7NCWCJ>APcdzgMkdWF`k#lbmYCgF{E!BL9UzkR| z!VO~;W3^KIUf}k;VBH-0STr?RAe;0`)Kp=eD4&ZEiQ?a-*T2h5eKJr3E$4(kBG1pV z+z_tde=;Z-5lTn79?C5m?ooh~CVnPwTrP<^ztrlZM|_xMruWOYoS!D*N6_BmOK0xs z83nO3d-t=wPnnic3F~pO3_!}pfwTiweW#+FC^@!vU`Z7Ozoa$EpW_86&w@5SEHAuh zDQJP^tikH5WyxAu{Yg2aFrtPv3D|%BIHBy)MiK z8sQzsFed7w4hi%eFJ_js?hVoSK+-YA7vN-5yJ8qxEw|`|LDs3UBnl>e0XCF+$9le& zE(Hn037b~=(R7*4Ya6_8j$1t-@5j-^Oh+-^_9ZiY#I)%{ajNm+LoA5R}} z?Ag2gT>9ktw1X*SKDAMwEf{4dhV;U3c+ox2>tiylIvJ^C^ao!+&%X6^{VQ8sOu~Lg zp!AokCiil7Y5CN!x1HKPQnou}rYUWQ#FgIycn^kY9*h&+1}B+PrTd!`rHwsmOHB;M z!G6_x|CwZ0Hm(#F^k99-n&Ju0@>$8+;+lYHTOWbxc*%x=cxS7yUP22 z<+VYO)pq$P96O>`yvrt0VFzCvxA{Fu`XL3(6yEeHVL0?ty=^V6FB z5|_2X8VFBfOxj=G`EB)%8GAkfbA3bL4Q=N^+pzG`N0fkX#QT1u~orxpF;R z@#8fomkA_Xy(lBbPHtxUVRi#Zc8$G=DQ`E)l=ldj{*!eT%*h8Xn_%l#xWFtCabZ$V zOlo83!uHr30qKi+jcEX;4L1FDo!H@|C0C+rp7j?~TJ7TOva=6^*d$xJQDPOqmZiJ0 zX<{;7z8I5UoO%Z2u}`d!`05$MkDS)8qH*KbO&q~_OY{ip8lNf~OH7EDqK4QP0}qs% zwAg%4BZ-_)R^xG;$HAW7ppWToYcl0tc&J#JUTYck=u;#d+N8YX>K~Cn9Yy&)B9Td^ z3zxk;98U~8t4bfe7j12Qd%M{6_rbCr9X%Qee<AtxCS#~(Uc%1K-WrV(n_XYlW7MQ7t8M}!Zddq(o~Yx^3WKs^ za0|mxR{oMpH#<9GIdv=(-Fr9iub{f2bktZKFH*F)meP=B0Qts!8cy6aYSb7>5DyOh?P3+3h z+jNyVQ>t>1N|^6!$T$4vt~30VHs{y`lq;0 zN%@IpznY2!T-{GPLdQ+yKX4*3edH23$_;vZ2Db3ZLMtw-LFBpXyT^B?|F!P0kJltz z%yF&ZgJaQcr169*t-Q|m@U5(^$vG=l@2LHe5r$}(o!5F})X1g2gHVZJ(-DX;@Iefa zY4ItlkWAJTAe=t>qNq_6USpZUtb^QbG3$IxsK-bjsi`WbRK$Tyjm8IJ#dWqog3-5*QHgnrW3ziKMzck@-H!9; z9NGU_@$_*f@F;Gt&H~o6l2^MUicnSh9_#WP>hJYH_xH=RIe&xp8Id2a^wux6&g$3g zSpO_F%^^b|;g_kB-b}A&tf0Q_iX!Y)>cbQ)kji>Yt5XG=#(5{u_5>50ZxmG^a_-A# zgo=07h>imZHrU~ap_Y;f)CzC@Jyzbb6vPj;Pm zfT-w7TFMwEgi$5=1QCJ^q^hcRJg)Qlb&LC{Y_o5QG96}_ggAK`Unso5`bL9`|M-QC z?pGTMX1#BSD#{i=4+O3c*ZW^nEsVy~7J~lAFixhA&n^brkp6*N9^M>TF}!)i9=N6& zw67L$d#}Dk{O8{C!5JUPs@YvEdwa-iE)y(hXw4V+7nGFQ@U)=f$_d1S2q&NBHoe3g zR0ApiHv}q6ISjrCWp&sQ%-m6+5t4HrkR!(s;If{Z@Rh=f?Mu__z?3DaOnk0VU1Hl^ zIK|zM#KH5k>;L8OCJ8`3y&ub!2oCOV*PV^|z+s6aj%Tnh{HrSrD``H6s2W6yhjWX1 zp$Wtxeb0GbGG0p;%7_L7)zVu58cUh8>U9kb(Ed44J%Q_X$7$VK<5M&v2Tp6r1=MRdu5qvlc8rU}!<5`WE}4z)4X(Q>}f>% zS#*pL`I5AVkS;Lc5Lu$Z{(l#|4{|+!ejxn;qEQjSnLo6-N_tguK`LnM+uA^| z(1Bu~7kiqQ4okph80e6b!0J1PM27(xl*3o3w?ElbpfXQ(&M)!mjUo(zc808hLK-gO z4IKplQW}W47$@mYBLaetENkd1gBcgl#1A@o z`z*vhd>7}TlhHLEj4*VgW0Vn%>H8^GnUI{wZEr{wAB)=u@_QXT&s3R?WxejI)u4F! zEQg%8n?@Oxn}r~_yHG8lYcaSTF(rKIB1(}_*-2qX7WN62#o#FHa=?n9M+kt(r1N#j zYBJV}cah_$0_!<0Z3efX5FD0;)Wz_(mQbf{c+HoVfw@6Q&^;cOk3XB-9H84rSn5qq zRL2|rQD@d#a2FB(6%%L?z!td+2>IN%;xsopM>Ge#CEI3!fE&1WbS`{zOnM!ho*Xw* zZ5T$s`$mIw@Je~%g=)F3HHZ>Xk4XgDGlmpw+5c29{d>f8A6m^?yAS ze%J6}b`%d+ix02Qe2iI4R@(dqEM9eCVKPgc=^AIrp!N+cB@kUD-4eM?C2yG`KwkkE z#RmaMOk}m$K=wuT@bI8i%3L5s|D=@}*Uj{UyZ^;y2H*QPeb{br$;~-nv*k%f5xiUO z1HF|$U$hWSR80K6Y1%%n1uGhK0kty>(BBKpG@0<#?#~1fOn%9BPm+Z@l03Kz7;E+W zvhMkBEr1f*4CRGV6KI3=0@q-AWnwh2d*B$=g9!Zyo(nO1Umh2{QY@4;@m`T=BTvYN z=QBRiPg}>%O(dTll(YXqnb0)znno`9dr7FMZ7Z{0OJudh4|?c>ynYgv8R@B!8j6yV z62JRz_%KW=|1QB3rmz{4v!)>QnpdKPgxtJ^uQf6uwRa{yC1~coLnTPwNlX#Nyb>43uUbl`WErM3El+o0 ze{L4hxDZP&_J%lqT@xV>LX({O|1bTsFL@w*+R}8}Ol&5vyFUo)YuA&(WPc+%I_Mou zX+MuH5_I-$4@;&`iN}gTW`QZ~rA00(nL2Me!$=_G@iuKVigKo;jX9NKnW{I z7IqyH%IUJd@Cg;ma%2P`M4jNhSG=2~Ph`{>pBFLsVdnX>sGud)@~^xCuA2V_#-9Ja z=zon&bW8)YQ%{~0N^1iEF}rVG&px~`5#I=JC6_oh-X70G!=$P@C0`nyWEJ|8VLCDB z!L}eijIF-|)p12l&0DN*#fnrev!F{gNvjXEcgMc`)WVWzp=JARp{KnQ*bzdp#KW;M z@Ih1czBUguwOy{S{jbbAC8|H%Bq2)))j|Z|k%bq^t_QA7iRN{dt4J5|oijbsfHIwX zuXI;q45^T+q0#bG4CH&PXPV{5rZ&tRhj47V@8O9|lchz97`zc2rGWx*xK7?wZuJQ% zI^&tND!J;PGqWCW@4x@}PCn2CDuZE6p+b>cQ?lYns&Iq$VbYI|M+KI zV`HPkQK-2CnS_$YxR3p8>@L;I@B-rj(c@<(dW@4JBcM(xNogC_x!1ofWZItl)Ev&6 zL({)J@E??yOCTk6h~nV9)_OU}n(zIW^VlA`xKgHIL z3}IIaG6U)0dk$*hMH1d(y=<{m>F%s~B@F#<&kjGk z2eJxkH#%$bhXJF8ffVM&4zp`N5K4%kFUF1i*?(=az$^7OqQ5Sl|3;q<6@*7NG0-Rj z4?F^!Y5rhS@S1<5=9cG^*_YR{{$ew z7Oyy#)UsC&ru>R-*og9{V?#K&f8} zDh|t1icXh*{!8H7KU?Vl(94rxn)2UOEc`1Ncbr*l8(2CAoWHsBe?AL65PT3}Agc!U zzjpC9*#r3=o&#o7Dw~r37l!(WDRs^IuaNrZ+o>}=?4#Yje~Tszk{%fIUA`bfgHvYx z*1w~K|G)TUk?{1O|N6FnJ_wc^d=MPDJkG!OJTLsi>ox=(#*Y&<{{9^4Kd}I1iRS-C zf+<;WVyAf7t#JQ*C1G{Ii|pvVYV)xhXOtKJ%2vYWe^%g11S)Bcr&1gD*Qs4e!2)`NDTajy4cPww zsI6{O&YAeR$X<1YR#b+?Owc7zDDJ64@tST0Tc!?uaod|q9X={J0Shf8+>#KSO@LK{YW4aZf6s7*Za`qaZfTlT&HiFg?%QI5Uaxt zIAopEJN%arHoaCblmUemnc%jV%1*&FWvcdiv{X%P2#ZiUG_*abllA3 zKWn;@;S2wCVPP4fSc11RE6-W*!9UnHRG(i!2)g(TZKf;6Ql+WA5}shcT?c4uIf^qa z3-qKi4sx#N1eO}Ozj?c1JIhi}*Jyp|bQD*= z_jVW(KGtcozS|QAy?(MADs`$ub|WlJj~-T@Vxiu12%i&Sl|tiHDt)_buz0_4>B?y>mvXPiI(d&R~Yr8QtjB;+qVPnpEw#Nk~byl7`V*Z zZ3S{Ehnqu$P2RTzfc+9_c0YaNngpDEjpl2uT>;mPNi84R6Gcd&+vK{l1!&L}z*mOi zzo5>Qiiv*n>6J=7#^HRV+CSn8Sl@@p!I0b$_2|(i)&DG?K}1_^Mx*`l1U@q90x9sx zI-26aaO{&4d#x4-%!mz+j^C!TnZV>qo_Z_HNPk@ znZO3C8UTjT&V*dR$^3_OEZJl4axJ9GlMS{e;fZvvLIr}5diz_!PuTm9LognJJmDTl z_zX2m_~&X+2Ygb+Buccx41v;_B?436 zCL$twg9R|nKp@TdGLj0TNLFz!+-A9%M0vOizdh^9In8U9(ip5K6@!CvCWA#GyWZDY zMuGFr#n}r1O-U(VG3h3yS_REaz|GV0CZ$~O=;G*w=f#CeP?)@7igXIMDAA#n)hfkT zqXzvghmEusx=rq-;!nB}H@bmkV;r?JVpk{$F)p)?+S+ScpE7;h5R0exx=q1KSweaG zE$MeAeIaTipL@rbkUSx$D0?=^(pqD>d?Lo0y&ivM}3ale&-&TqH4#NLL>UMDZ zUXM_$(oA1vJiJ$W1w1I)sB=*0?^HBxr=km7PAPE7BbC#1ab^BzDQk2+@14)fYVL94naF>LLPRg)Gov+LR&oZHDJf>U$5 zj_>^L^iH?tY8H#a#ukVPYoGzW?<38F{Y{Z>ZkpV2hD(bZ7QWBtR4|7idU+s80tom0 z8)s+g-CnHrghe=*48nToxYMU{yV29XE%BAdADX}aNf+RDqqH(KUkB!a=wUOz8O=_e z){-6M{54wZ%m9ou^$w`$mqXAKH>b*NNmVqRuQfC55)W{SuWgxK)!e|=Ms#s2_Fj(jua*hHqsYS&`iQL@wfK#v0Unuq_V{dDWU54`}sOa?{K?q z!VrxYiW+L&H>1_t{Ui|d{4E^k-?}M~OET69Shcb7#Fs4_!XXynAu?FxU6^^^G32jaOHQUSZ;y{9u&vZ0A|@#Me)n%nIR!fqlR zLFp1^f3`e$2pV%lwc$+DpE&4c@c1BP33-XciQctx{f^X7=AZVyzk7nF*UaW*I~Mmf zl!y(IhI4tK@lvA071TBUT(Irr3+U}V0Bjnqw>Jt^7Zc4*=XFL@_{iA}Hg!_Pn<+<7 z5p_1XoxI_Gu93(7ud-QK8uYcCzq3YAg-Ra1GKpi(2$&=CKHnDrgitQ$+|~K7QgPTj zg^(Dc?v8G`3a2rcd)*x)zY4=ig5P^flTt+2!q2TX4c(M!b;@Awh&W-XOL7(=dFVhovkt94Y5{OzU0(D2txz5U6f*nJx7QbhXWY@=Q z9Hqb`QQS9OB25++escle5bmwzL=W(@U0I360hC*JsTMOHud9CcF3LU(z3QiE12H%{ zzu=INXYVF&iSb|XejeHb86CQG`%L|tXIR~}vgMEc*8BECCM`CfVaC%h-cR6ibQgL1 zG6wJI?e5PU`znNzGIXwMOK&|aD%Ml3UDiXPk1_F{$^~@Dc1Wyx?nmD`(NK6@EYU7z>PccWpF)jvbp-^Zp)Tm?TF_V@Qm zva#RSt*Y{?+r6KDBoc7qwKe2pYuhn21cwO^&DesH_XEZ0jj5{X)}EV?r+Be4IrMUq zxc<>|sE?jv^Znst+vR4d3%h$S855o4UL+;)sO^i{KK)sz+fbsr6YFJ1Jn8mJ~P&nLMYXp6_QoHx>agY2B3=~B|waXc& zX|7wf98KKPduK8A90+myfpM|{4=C`0OFetoW_m!Z&=}Y{(B=l1XpAQY0gr>R-0ax^ zlqd>Dt3?U^a|cRKwAlk%u6^~v0-)RGOHJQc)tlXGB|OW9&Ml#>n?iU3n#*x*l5-UDal(2zgH!MCzU4Z=v?!84=g})Z0PZ zj@|%XVQ^;Sj-PsWEkQvz%J0BlXUvG+ubfKX6gs=bh76Sy-Ex)Aq>M|y2Wh(#7<9(6 zyJ1p>;`UYz0w@%N{f+cT8zNvIm|&)xwUs}8QZemVzILDK;fAc6=dv#lnje-PM{961 z0t;Cf-i@7M3GDU^8BH@ZE83RdU_Yt|J`aDT-5w=+r~M zE=!dzQ#g*QO8jc2K>*))D2>DZa7Dywp?=K4hV46|M0wBAOo+Vp3+WH+1&CbVb!lH_ zVJgGO3M0V6KYnqL81>|718B*h6yEY5n0%M(GDKiLeu3t;%|>Eq{?YVT&(Yqjqe{1? z5G^5Emmq1TUb8#ZrIlB+s8;Ry!BYE?51KUp=FcByqrgoDL*&rZnz(a#%HDc1A;F$k z^djkoVIiA4&*Vf%<+HK9+!!{*u5zIW=nHeHW?GD%#ZxJSbKsv#OK->t!*-; z3V9S35Y^_r{dfjXO3p8dOnjp;`3?S;+T7`ZYHO9}msKG5PCiX)wdxWi zV){g`$I;{q*<`^ikrxi%UAJq?h+5}j@W}m#`cscyS+W>YND zBXiJZ7wV)Mf7->1&w`>MM1g;uMy$6GgB93#zV9cRlFDZ2YRRA{>(1{*kMuR2l`T%A z60<-eQdBD8l#tVKJn@ryqkB*V+1mI9eQ4Wf@gu{fo$p3WS}icUTs9rpDF_a_M?sh| zLtd9JM#L1IfS@>(+de(tww{!Swbi~QZW^$&8$|07jLgS)&M(W5tZ;X2)U~d#Z7P_W z$_@)seHJ~{r$f*dq3hW54!`s>BHabuR{fMNj4{e%k>)X&=6v*K2s@&_e_#i)iIi8# zrIlwAG!p2`KRt9=zQc35dLP}K(_y|0B)mM{#AsAp?ui=N4bXr}f@ZaXtw@jP((B~Y zL8ve9G>?nha1cB`W@QNur@CNFuVdm?xL7J{GTYEenNq7?D5+2;JXfR#?K#vR)YB^H zJPwqD(!YP*)RKIzF7-S-Bwy{0x}J@|&{gZ_k4{KfWU*@5nqi+CFBDTtWYIz-UGix= zervfd*m-T$P;H_7)%`g#ArDRxeWJvjrHhzkki`N9e#}2wruDYgmAgQiLm22u26+Nq=4 z?ABBy?oDk`QY7`B_iXGmkr6p4gOInP<+z*o^_gvb&*$ye#$K<>Z$>h|MIyIEoY(8X z_o_dbpjuZ<`96S#CiIe{{h?xk!L)7WOc1K_UX@7`ciNKsiTr z1_-fY0S0?wxKM8|k=^cXuzHhlt6QSZronG9SN&-wynQ7|_+xccH)hO1{##AG2Rc?E`RfmBx31*Qn6< z3w7c~1=E!R22)rDTc*}V%Wuu6hmXD=n~x2*tO-${ErNno966mqjd@Vn*duidD8*Mq ze*pcB@jR$al>yFn$wSsFY*(*nLFg?AqeqXEy%tQqK*qrwdmyk9d||&v_BNc-^>z~l zm6Ru}?qCVwjU`t!s4Hd6Be@QmU`M9rU776oTo6YxTVt&~Nz(-!-TB?FkhfTLE1i^q zOG})|qtaU`&4dwJK0dUAjrrz~%n zU$0n6X&klNo`;zmv=DV?u#K&CyEk8-t=@Iorh+f$sn&TE59;nlYwzDPPiPdgzJ|J~ zn}sOn1XQmDk9c!2EU@wkwo;P1oh&9Wv9Wf4^L#dPK9QE_`%gmfw1hETq9b&^0`83@ zPHoxb>>o&ZJZbCOyf=2v91w!sxi8>BWt%jRG`c!cSYk7gHi4*M;eTCBW0A7U-@xEZ_8k-Nx$jTbeE$$)sC0S)?HR zd4>HCQ@QyK%K}Yjl^ksidyb!@pOBK7HOY{AK=4;yf6N)NKb~!PsCyI5S19T+bdXFWT z3EI(k)IAX^a?6w>0ETQu-vz*F^{5|^EGl34sjK^k4CrQ6=9 z=lg6bhglg>2r8CTG|5+P8~KlHSYYrN)-$*@q#O1Exz((iT`HdpO^&g86|u|9t0=7QJTy){hvWh1Lc08{#>kxq zcwta-Ze2nyOXe-2*Mm4dxozc_;==9a1*xDGI4{#t1~yQ(Awo_w3O#9YE>`oAuS}Z7 zNiKbco-v327&1A*Vev!5kH+WFhQ)W@x%X?OZdC6Gw_2vk`Miy9Kr+rq={2d6Mnv-%d8(>&i8_?9&Q4E|^MZEwMBA`^;oNmX2My z?xLyTQ-^U~J8#kjf+E)a=bkbHf);bzX!u$3M0rjr_Ktjz*01+)X9t!T>lZFwtP~4< zNeo4SM27Tgwa9a|HgwPs%{uFtpp&gWHb+;uygeM(k)!yX-L?r zzqglr|DZkMSKtgst@l1%aII!Wv&0<3>0k~YxrW1XnE#S+u_73i1U`6{fZMfrV}U{E zbAEL|2io$mErk{40iTc3NAis$D%ajK>kW5d7cr^G4zM|xrh^Ouos(ZaFmLlHM*<#2X?J@$NOVK0*I`yph{mTJMA-9^w)JldBWrFmh} zs=#y&r|ou@0l7qtpnR!GBt~O5mPdnsc1tdh@Ymp`REFrcieKA2PU)v;Ra9XyDhl+g z8@pVzleYAxb)|kc_^-pkM8g&=^|=DUbR#LTM!LZ`a(iv3FDgVzdhQU%FVNJ{dKg4w z#jwi3y0yLnE%mXY%5t2kxN-HjU0KeFiTfR3m(ifXfed&}V){Q=IAMBsf@Tez zQP4srp7=0~55v^XAR}S}+ew*Q7()_JC~>R?qHf7Wjn4)f+)fJX%p6*}VsMxUXqU2! zvq5R@pzWQ}e@uIq%^GL}uf1aC&77}=#8uz64|1CX8+_-mGAPx$;P;kWN$>BjS+sR@ zObEBEu+v}ch1qTZkXb^T$6`$Z1Ll%-L0TClX&j7&uB0v+lmv2;f)V5#L9v1dQ%V50 z$))rFiJUMl4kF{;DN7dLY!NuFNj&e;x$VW3#r)8MAUBJej|?M=s1?%s8nL7CTd=Nf z&zDuQg&$+s#L_%{i9K#d1e)12c0dL-!mzpEL>=0b@{4dNAJKa?lI_<=e>3+0$c|bevFUum0ctL9O)q7bjOm&C?@A*l+O|!mzl&EM# zx623(4TD=ej0nL)XYmmFXLT1>*ooWBSSx4B!l41THkwGu?|{E?!U&kp*9fr z&evhTbN$AttQd%^VH||sSUP+RWX`K1kMDMz3B6Nn8fFa{hhilcN9lo4b?D13R~?%51~G#S zN=gW?vDidi^JS8>#fjF%Q(`I%I`j|xC?IY9>EuIZq%jpN%sSuvwBGLnG$?(wN|Y^( z2?|HdWp(=1b`2sn_Xe_X=y^gAhSekW9dArTC8qhPckPvOBCiSi=zZ)Oi@fAFfmg8gb-$e|#8bolA3Y z->n?;#Fy7{I3KRgNJBFh8*|O$I%e(;6eICYv+M#Q>Thxz1bg)L^xk%_2NSIV2+9Q{>eb znGlc*BY2dqNvx=>FIEtoe)9yqJXM|99*Gs7I}Mr~ zk4QE%x%zgAdypemXO0rK=Y4z&^g>Wc=~knG){#QI58WXhh;zZ<A+zYcV~1W{ zf)_6Q`wNXBBDdH6dJT2&=5@7S%HpsD(@$C&+@!`GV_M9g`AEDpVTIU=Rj+@&X)PM* zT5vn@LJ_NUn0#lyz$#i`$5v;Vq6m2e9RZc1XzNllI)kdb)84}KO2ckUZ=YK8ARyq% z>CPHjk6lOx_RJVx?a1%O@_MWK23fwSpMw!i+3q#;^>#<`ku&@8OTomD-j z&vWcWrF~OOrdp~QKsA_b^fUMJIO$2R`Kma=SkZeW)&*>_pf{i1V7#SQtM>3(@#-j7 zrfUkGEPIP3wGf?s5304oSCmT3imz+ly-Bf5pO4EkpUz20f0z+^v*Va?UL73uF}y8u z8mnP6l88gHB-L#w&n{s4qbgHcL;{wCO4ECS>C#NED{_^Nz}0&DgF7!UR!T1L)#PW@ zWXG7C*bBbP8NOD!i|whr6!>X82aDO`B+#=gn9QOP`tyaE(RC{y>$@)Hu1E~5uUo?j z?rhcafrrq5iRQjyWU+!bv}$lqy@wclj_D@Mf3zUctI?O|ynHLV3)3WrkAuTn>mq1LO=9V63%J$GZjREeq#&dS-+Qy1FdOKoJNx&zK7Aew|Z;h8;SGrEK z*&nzb-#o9X#rHGq_7*u^c4(v1H0Jj{gRwUfuO#%inc4VQ%xVs&nf#lVg{EvdB1wP% z;>f=Bh*+F{0bV&>a|TVA4A>-C31;PNi;KKRVwP6>{0712{Se9x;*DfmY-J2W`QG@iD*3$)EJ1 zy-&l#f5IA+6CnzzlZF$f(w@P8&UvLS6u#OY^&K?eFo_b^esoku{Feewb(vC}Fu)N5U-#Q90oHaL3T+MNRo}xl@W# zLkyhN%YBKS2(_6=e<_9)q&TE9d`$5M5$S~})sY!5ot;XSX!K%P2s(xP%S*x^vq&it zqwPVrVp57L-GgdXql!@2MPAyM`s#@~*QgMuzESDS@4Ep-yIi(|ko)p)j_O@_f?~dS zQMmy<-y+mv`OI+Yg^tlHrCao>DCF^;flj2nUZu{pSx1a`RspwT?7D-+-f}kwX&u@} z1_B2Q9*@vs%&Pjb*mU023%N&npe+bFCbGUL`IErvj23-XqUF@e0&+xCk+-l~|CPUf z&7a$CTq$6@!^@GTbq&ShONO_cS;iphq_Es{;{4)zx#NtGbnM~Ha?aGER7tgv%@2CQqcZk+?t?AEVxFi|d_sARe}ook0kTd41b(Hx+X%`&e_f^>ws* zt*hT&=Y(w=8LKWWF{C7juw1WIWDK)lw7~=kP=p%C(fC}CFOSzHYd*j2dP`<@wuck) z#9P7(n9|#$1B`+(t;Re^fpBU-v{bM6R72@Ll3J|3y*vx)PPJ{m%!)yemo>lFFCb*} zlN^`TVzsU~rFJB!j|1V=*o~z_>}*qIg7+k|XY&2igO8o)#0z?{1AP85mmFV?&S94G!+l%3P z)&V=_s5^7ARTySWM?)E|G|Ym5fo0ibT0hX45@s2AbeaI_5Snj$9#bYWu_BP{)d*2< zCR<8gnUYJhQXQz|iK&8eVfD1=5TH?@4fl_>BFB1TNb+P)(~`Tv+*$%f z0!y{>>OhNn&&%*Y9ehs1M2UKlIK*y!Z70w`5plC9pNiRlkS^duvdH_siYR$Yw}w7R z<*@Ds@+e0-aLw;1cu?(g_~YB_aMtc^DWj6OJSbd82dB*(1cDxHa4hF!ROsUq$iKYi zZlF}(ZvXuxZQu(7n3&QtM2N>~PP;jrNe=Tg9Ia$TK$pP{Eqg7&zO=&GOFDIQ7C6$J zHb<-_Y$*@zOtKnnGS-uD)2_W+&8MsPI4@gxcAMbIH;s~l*RYkZkRTbJ?}75v=Ht{o zh2q;Ly}gANiD4gJ=I3;}h(?l8!nGwD`b-Pzb>0-gQFwGP#dh~dERq0a=as`ODHH zVBnAzN#|{CakXJakEBL$tNQc_%MbiF`IEZkb)Zwgn z{{CgpkOM^9;c>^@7#pnd4#*;J>-!Yz&?(-8H+woA>WAWp1sZx;HMpxIaqT5_26+n( zju-gT6(ez#%*(VRbz?fkWUKo@^+9+*Mv3RN*0h(+;qKJEugcoa6eWkx;H)wo3J2FB z*^7_B#J^v?O3{I1!OK^a&%94jQ)OLU#J#tg1Ctc}JNj^3CsdJr7eK*F&+Ns&EuHoNmXG5aEYSB!>b ze%A~5qG9)MBbp)KH*0*|>MOi&CN$)@v3WU+hZ1!KhoL7qBexfP#4J`!+gk6jb|uI~ zo46HS&u(~@TJOmqsMNd4bROr8VQuXVHs8h6V$|9420H}r-~0R)?{MXJ@PP?l&)yZE zVMXn`YOSEV!-tr1f9zkIW}^$`@wkiU{xDh-D9Y*KWx%vh(Yvt}5YiEFtIzPX)~<7@ z9vv!KjDA7YIL(LVvBvWDxQpB6xCGwbuqTxI(nlN&Q(6w@SQ3(6} z(Ip6i?TqG=qtvTi!)7iV4Pvg3<&HXSq?kHTI;)md1-4~HreQkmjRx`&;+dR^M_1uj z9AQ?pv?8B=wI!d^C%!>UG6ak2uMr?bV00R8l6(j^B?_B$dpf#Eob>rk@3N0VPf!Fd zo8h{70B==MxbMracF zvNL6sYcz(ZX+Dfd4GSST@)ukbV^qF+!}E>{tR01Rq~6Z0*4HlbE+5EX7=z#D{CFnT z#QJ+Avh^NG%b3WhJ-1uE=8BY2WBYkWJFiBFtbxZRl@M;>C3_@!0Nn50wIU?N2vut; zajec2^&-8K&Gv(*K3Gt=j7KxJk~66muW2Yu5X;L+`i3>@*_;j^tzYU{S&1oExVATq z44fZ0uSpHumzLvt2g&9Lhl-L11N$7Fsz?n>sAP&F@u8OAjsFZfBHP|b0}7#6v*2OF zPRd#^n~gei5c29aTXq)X@kv^Z{yt;%yZOhZTAX!mwpG(xEg8Gm3}fw}rOa|(C7Hu` z$iU%Y9P+}-R*e0K z=>;&%HiX@LqM~JE;i&Z2vbz=jDcOO7R;|I%916t!TlacP-baA+N z*l&h-(x1G~m7O_GVsA^q1kt+8K8L7FR!LgFg4f?{4=Dws5)t@nKKCy~FW^?brs{LeM-4(9#cfJ%_bfTNxTx9U>S&xTmryvX%o$mdL@(X&i` zHwY>m5F+#dDdN$H(0!;}fOGDbWzc2THR&6T24P8m7D>He538MAjWsrb@*;pr=0vDN7gdL2#G;FZXr zrdX?i#05s0QeDTFjsPSYnsv)P%)?B_4TZ1~tK;4ECffyk2Rca#2o9om$!p;lzZI9E z@v|Eu*cNd{eRwWR-d?d|$}q+pCOkd=nPi0!ccJ^AO?+Z#+9yAUIq;l86wKe2J~Vd+HHmP8|_1^q=`x0bU> zo&XbmuRGBtxmOqMyzDRGW3m8k-W9WZt7&MOp9;02ju|l$aNi?`nv54J`ptkSYZ~x6 z(tIqI(L%KGpYR!EL&9aVSQ+Z*n*OowfLwMx6f=#oB8c#;CkRv*%|~VxGO1)F@ieCd zAL$oZU-)yx{KG-e`jLkGL1`>ubm|S@5v-sm-`Z@{OUt!uXR0cOgEX1tPk$}`_-GfP zH(s;e+?A#q#nb*#e6QxWSd@4Xp(-Cy5R6X8o#&Ri}hGd0p z1KgIn=M8m~Nje^b%;4g{CWry9avo^c`BA~uMtqXL& z^aw|)kBTOYENZmP`Vwfvnoa?7v(@=ZPN&2Qo67{eeHtsKglIM5%U3`^F41>H)q(Q= zQ1(>;RWMt)f`D|Fba$h4w}6Bo-5{XUrn|dA5l|Woq!EEF-Km6hcPQN;b!UVA=RfD( zm;2@x_As+%&Fb~7#FePz#395-~~FieL1XJ}q!>X5hyJnc>$Vzg}P;8$rONq@jCx;re7j@Ok!nmIKr#w^0ZRQD5qo7`agAT*q!7kBd$E zj?&4%6H0ND7gKuh#ogm)9v9Piz8gtxY5Y3_&qhg>A7$vY-S0Q@1Y^gFrk&ASlO0-H zIF5D~mgIr?$xxnoR}bpAyy&V)!h<%X_f)!MIIzu>-vVUVK%J+vOgzPmYG*8%ya}SnWMKMI9UIh{I}JV> zV879L?l0rM4B28DFZMeyfri+RP%#Mm@Whz zX6tB3OdGil<3tz2{EyQB?10`EYw93!hOq9Ob0k@LpO5XHtesCYgk0%B$g~<#mxwbp zRjkhsV80LmgdNHN_xz4zo-k7&mBhSK8@w2JLmg*m+H}(jqcP8M=oKw=yRHvW6cX8R za%H0EO0azRyXM@tgz2bX@xE83r3ubs?4#04>gr18W{;x~4`x)&idv^NGGH|L>Lo2h zh#x}S`JPnnZBjRmkV}3)ve@x%Q#qd1$`0cG>K7juU_3%SH#j(qzA_v=dc%f8A?6j7 zR=rK79rtaq$Y)29+-MEZNSSY14 z&`=PtXKx|+V~&RI5FS$sAw@Yq`KTP`eKO;?(P#KhHBAwL_WYPKu>cJ8pfGI>IYW>2 zmwG?`3xpY3K0<=er)(-Vn$11Vx7nZ2pEyxl5NC1akSFlF^If}qT7EcW1^2M@$bH4- z-roqhI5QmYiP7E13ApyVN+Ga%Ac-qu^-_DgbTMC~%X^rFgGh}b)o#=Ccd;6IR*6LH z^r}NNY#G00h*RqFSap=1?MFdO+j~YnBk!bBiG`t4M&_&MW~*|R5*HezuV^1WdPSGW z12Vlpxk&-E!o~A5S8>Twov(`1=z5jbabTQI*E^r)mUaP`af}Kpl~Z&VTYET-Q7#K^$t?ZfBjR%-~vf?jMT zM)gP>9nL&smENir3Rx;J_?j8Kk1=k=`qXo!p6vu?+jVEj5K2Dj_v4W1Y^D$uLZ8Ud zs@Rm&@Xj3G?@fNbGNP(PD5xSAsMXw_J(^@r&aK&3m)K%b9x++-K>*w=&mk)l3>Nq# zEsW1`C=7*mwcFB)z&ECs8Wticrm#dB)}BQ4-U*fMesy{BUbK_`>|B}5imYG5po13h z_M+54r4l0wz1dE*PqKN0^=U<=IjXU>V_?0)LW>8e#$nMe4g{U>feTJ58Dg;%^}kIP zE(A|)em%gkS4(I=pnCjE)B49cR(Y81PzkLfK4%ot(XYw+!-{%XSi4id8UAcVWOK*? z7PP>VZ2l$qH zYGqH}6qc{F(Vx}7$c$Onu8t9K0X2O!&hH-MYfp1}_3K7g+8c4cKKP)B5T8;i3w1oo z6!zQMrlHnK&-KcvUW5+T2>JD280RM~gBU~x4of>X2tfQ6(d_9|&Em3I5{uEVCG8iP zqjGM6T0bobpkMAep^yctWL7l0^Li8k-q|$EF2_2!?;fa2z+PY>>Sj)z&wc2>%8O2P z{-#L!{jPfr;{*F?9m2279`m{UL_2Rz$=ZEErdF-d&-YCK=-0?IM;|ccIm>jJ23MBK zfX>Qu;@W?1`Hq{+Y8|HGLb0+I8vFaa)ywy4DCX@>YP@h%HHpWnaA3bqkoqw zM-sQ37kEb-HYmQ_EW1Q>qi5+#^7HJZyEum)yJG<|ES==YigB5+bwQcfqFt1E*wIz-Y`06$FD6m@An z!1m2hufa}ar$)MfuhBNAvPKb8 zP$w>|Q1k`z*2wWz1*4YO>aLT<_A}l!j>Xx#?i0$L7Gc_tUbom#&q1C+qR8=nKJoTd z{yaAF_*YAn?<1a@%F<3tounnk{z&4$NSZj}!93kx_NAP_KAaw-NFlA>4uVHN7T2f~ zD3@((cG>#PZt&GlLuV58qnQeH&-nUu^Ct2fn~)<#HFhoazD&$7wsGlW-y?C-I;l|f z(7MKa$dXb=)pp)(s#K9GABXEeWg`E;oydMSXY@CkCr1|sv52M&n!%S6<7&Qwr^Pf! zm4x=Y?i`1p%!=e5CRx&!=fSe%NlC`CQrcMQT+_3Ce5KTIk+1%eV}0cG6rz-?Lasl< zg2OSRV?{$Lj^mUT!uq|Q=m7Lv$KJ8wVKRdRnK#>CNHC^6Rbz>2}kg%l7tb(5r^#pmzxD z&~dZtel@}1FpL!Ljy6O^Ka@TqI*>n+9-|PIt!v)vB?+oW?cCr{(LM#RsBThkxd%qp@O|5R45HIfGTjcr5WUcq(?a+c6WXL#krBDcBsYzaF*~tSBujNwhv|w#vtszSHWMCVpKyUTIUE1Q2Xh4%a6qcsPO= zzY>!DvOwndsR}*86%yfE?tJ;a_t`}fo4P?CBC4QA-#*D3Rx3=Dtd^vQN|uKkQ&Til zyIa2{YHa`%&yo+P))!1-4gA;YGA(Uonjp>}VXND?x$?v$)>O#zXqz7y|2fx}w9139 zesdBPP)GLZrL6k<+?0*D5A&)wQDuC4;x=Qi21zIv=3;^=t7n5}_&|4Zv%>p3^Zvl@gYe5+oG+dJM8_Qb4m#XP9_ z*8aQ9RNURc<6yNo$;w8&;>b+Qh{(9nleQ(XNd*=?H80Jq+j&{dZaLj=WUQ02K}4k5 zKZZ=iv1vu!az7I(i%NwaE)kS$)H|APq#jRh>I+|JxbylFsvYQE4=Ww8{3~So^@PL+ z{wZ|tVMY_8M#H-@zw!##4L+#y8Dv-aglT4@NQ%pfy`IwUQ?o6l4(<*4HDdj> z*Y)LHDXJ^1Ph}g$>SZji=T{ZAIUhI=R_caDHbI{NdFMNGXygeu@D~Vg2Lr!dxNj33GcR*$=^GQu|z3xBKyIjRRoAK9OTl8W1nU4Oy&2u)JKxq1Zp z1Yn(&{%(VHbCFH`!;R<~EszK3;`^W}*X(S6h0r~IC&U=55TqW7aJedWFG6KE?6nYJ zNm2P6BzAbq-`_Ut_^d0HZT_l^`A!DxIl;_NNC>(>vQP3RwG;^+&~=EkW>`Og7w3Ts zvoKXQ^!x6&yw1HjTQRn{ze`))YczAMTTO9(yww@2&(Ceu@xY%GIc-5ICu*U|oYgfbE}WKUgB z@=I1be6b9a4~Ra;uSG7{? zclKBMD41wEDC1uYeBy3*^ESZBlMpLS(E6v4_acu7jP~<;Ei{wdM%|Kbng=KEAjQ8;^5mf z^c@f-nTmldEx$R4pkQZN>>N?MEBV}Droo#sKFfm&RAoti($gdQyBKWeng}A9V)7vA z0&zh<(WpGv=Nlb5csN_<8=kMe8O}4(aGG4df7Hn{RSLY(%ikn6DBxQ+f6WgQ-g3Jh z35CG^g3Me>|I;7S{HxlsU{# z1U^1f?Ry(z1gZ-Oww}gI619U#3EP*1#eeN29ULy_orfevEwLseN0Y?=IyqBd6U{BT zf{*e5EKsbz$Hn+vN-;n5A{Lvk49Fp<_i;hdgzRDnisl#7pcG4WSXa(1oh3~0vQ1#s z55RX9g)$X0n;?fE7 z(%3uOM_aW9ccE?B#?w1z&i5_>_7BNb%o1y=O9o$SRDcoh1qG&8$@%v#D@=0jE2|IQ zr&*vR)wZGq`UJl8W8~tWL%_Zw zP7lY61&ePnhlla${W;yg){@2^@Z7>0e608Ab}?i*gm2T{v8x3TT4L8aKG}bNgK8H! z)w2t9SI+N^z5H*!yjgJ`bb;3$Z=C*|{kw&Wo43lO5lVXXzVPh7zT&3{>pB7IMgtSW z?#rLY{YM*tW6y_EWgkpZ=B9mldAk^P400;aP~V>}$Z`Ghu#5WlHzekPv7Auc65F&? zO8++t_%GTujp2Y(j_nQA|J}lA%FQeL0CIXt+6Vvjm5U@8XBR@2K9Z44TK^^S-xDP@ zVM$7?Rf@~-Kc~N4jEeY%1K$<`4jkT_#Q*m<0-I<72kHYrvrc0rt^css-wOyVrNtgN zm~Q>&$b!guj6#e9E_Q7h6SJz>-`Jc9`=1;hB1nY)VL?>;<1b!_y8;zur(6a8PNB zCFkXe8soXSeR0H_fL#bGzh4w}PORp?FXB}14~JJKx%&V6?*7mPnGHsbnJRBew;GD3 zlDpyW3MP2oN$2=@s^tziq*i(ej@r+}$*YPa@X0z2f6}D*>TH3CNQ&=MG*S2X_|Z!$ zvEMG%!EGpb*-!FTUpA`EPLEfO5r7h?Ji9zECQT|zzfyx<(ztewj@D-C2S~B5fm7W> zpV|FO$kvDJP{2rt$Y0;56esZg3~K!DcH_~@d=w|8eHvx4>+u_(mf!ok zOnt#?pvGK8j(5v+EkOg@#b%smAs;BD#4mWw!r}?c(P%(bT7z+}u1snSsSxBy{}W27 zQJ3e~51nMlMEn$G*h@eySx>QW{*zp63Qv*tZRyUz>dF-F?j*!s97ZklB+h-(l9`&| zij-0s`3@IC>U)Un=W*%S>Y%r-G(kX8WZH8VTb)KW=>o8WRLQrWbgKCYISITPLZA9S zsy6LatSxNs;d@p*1L6EK0q38nU|@R4hWj=(C_=VSNyC*_$!h(9F_pmW>XgK;c_+~} z0&;oF@*O4^kA zwb!R|9{Tkjpc%}>kG9I0sX3nF)}Z2ON-c;%KuS}_@XNyyRzuN!=B_nzk63s728xH+2whAr1{!aaK2#< z8_8%v7z26D1Y3n{aE;&b>q^KHfTAWAc}AEkA4gXLj0aKa6HAOH5!Fml=|P`Hla9|1 zt)Eu2@NG|r7gq1&J}I9|wSZP=xim8ATKYtU0$(P?lGff@i+}tzAs%q zW1l{O&-2M4#R*ZaTvUYn&fHRS9;3BEC0SK11tGP<2Tf+k>i$!lUJI31@ccV7^1~5{ z14WkfY!_B|97c_y_>s8t<6!ddTov;NPQ%zVcS0mO+M17${RY2lP_kYQxE5=(vd9_yH{lBUdR@hffjSXxH zMhc4jU3q65TM>`-xCtd~(}^#U<2!Enmw=WZV{4wW(twNv1eqLlZ?R3Xm~cxbox9G; zN+uRpRtBGcXSOx>k@;Y*yzxYp*Q#*@t|0EOFSeXh>m@j>mgvzN9dRpYkn>qz=IE9< z>KWl?V1G>>QcyM4qW@wA5lLG$Y_nlrm7>&CUQ_%ity0Epe)dDuBcAOY-NhvJa!nND zUIQ_^msuIG4Dso!M`+1Q@jcI;HU8`!&34#eKql>g^X+*2dVuqF^fkx!{czRHX05T{ z^~rY)%PS4N{0^PqB_}fI(hQes5}I4~g=@qRcfH|eH;B)8nZQQBzt-IK^ME^7$z~#+ zChqO~=qL!S=OO~rTTcGbo$=tIl#*~XdB>hb%7Ho;b- z&xH1BG36eYT6C^)Ruk`i7Ut;Qb$@$i1Nr^qDZ2F#eq7u_9T1K;0T)*GTyLH-(ZWn)kNnnnM5AM+b1 z2*-8DKPopCog~9!4^m1^hL?ZhDu&tN3zW`RTZEb_K_yS(T1M(xG6x)6o15WS$L!ib z*HQwrp`LNCOB~Ud>Mp1c;CGnI?Og9(A1$IVlZi#G*04$xe9U6d=zGtfT`%%o-`?Kd zko<*i1y5XtV7#mFNls@LMwv^imO+Cj8u@j8uo|_r>2y(O1OY8eONd)jv^J-D;}by~ z7nrxQx6~$gqW)^2Ue|Zm!`zBpDp>LTCB8lS#x&|(#_tk2A`^+i&T{FEPUK*~Y173B zDVW>#J1#5g1${Kt<9#|mo&oe*0b`N|Ga}1B0-Qel|1oy(Zf(d`1cmRp|8{!*bi&Mq zN|^N9XctXI?D4Kr0gc>st)!xy$!m;oAB{1#IqE2_%w;b@7Zgo4-EZ0p zNYa_;6#OV@?pukMW^(aicHV}G{N7rJ8`GHIg^qwiKR|N5*klDL6ub`3qD(YV00x&@ z>;{ojSQIpxT?r95 z>^yHr@?%bR=FE?yDxufwk;8eGZ_K(9SiXixO?d7ywS-~Z?H_a4m0#fjU;rw{bwSCl zg^LU3STX5*MELeVU~FW-*lm4xSaKt>>I3wEFIY-<&UUIy;p-S>>b|kP|gU@o!jvH5CuRllD7y5jL&4{Sc>^vSa)~MeRWtL$f?^pS=|!G(Ib97 zmuRk#CL$;mf`Fu)9tUTa*1~NdFywlqo9Q6z)!=!zv&{5yO5y$6x7{QRGgQs7fSI%Y z|1xu~v|3`RrNd0XxB-u=i?5MyZ3zD{S*Zl@BJi1UK?W!eOwd4FvwSgiOJk}#$UcRh zTL7W48PPwA%ZC9K&&XN-boc7T;5ioM?(vpBjvet&;D4N+E&vbzAge53K~~K7!osj}+KW66q8a=k=YNfaXmUZv#oy=PS?{L|D^!{Ldjj2Qr<%0XPP7yun0lsgZ0m*a_24q{G{>vF@lwzWGPS%uB^Tf zU;$ftP|Shnh{42%r=W z26NP_T@pBzXzl?ZzLL@hCSchQ$<>(q7mjq_3vO9K901E?j9uk#je7m{*H4XZE~y3v zvvc&4Li^vriuv%H;7=yReC3yand`X<$Ufg4%#*G7;(Hw^eQGnQe7G?~j*@|Q+T8{a zQ2>w`&7{IB28{IdbO@NTHeKh52b;41!2K@SIJ0@Ue0qTGVc7x3u9cvzq%Rh}Dq>GPgAJtJt``^EUeW}yRMV-8kWsp4}Qku_dl)jpex#A93p?MwhfD}2Sl zW!2+!mzqW{hUvO!2s~kc#%B)0)&ylqa;aRV7Q815;`YG1mU+Mm`tli7n;t2GnSS)8 z)YI!z)um*egM&CAz`9={`d0EEx+4?AgGoysoI8V7cUpvna-GAg#{K81`0OVbq<(l+ z+RSgycoPdd^5|Vm5DR{O)&O>PD^cWk~_#Hb@^Ng``l;*iPfCqM%akAg^J*pLad#g>7rf@NKYUM( zRc}RFSSi$AAFLGz(@W!8<>RO=BCv^v8~Il`4T5;B`n&u8#G0v2aZe{bizPpRB+M5U7Of&CGjuS$1;_Y{?ZlH1QqB0G@3f#vod$a$ zgzm*~J`Fw!0ZUSnA!z1yoYSec&qxADC6dsZnw}jnH$xh9bYI%0SpFxZ*AN!~(ykK+ zggplmoo>aB8^`31<6ViOtZrKq;Sld7D=saJ-To7wl}v0J z>$8dFn?UO)z@I91eex%0gG~&i3D$RDFav=?%jNZ`_rJn9$Zjy3ZVJzyOwbD*kKwWG zkQ~OYQVCg0cy8?11HzWAaTEX=i-kiYv->JdbpgpeyR{v>8^_~KU056ZG%pw>KywY7 zEeWQ7Me8HA6DYfMn5^Tea8QVP(RIF8>IBu%Wp-11DDf?JVUS=mj2cTWksgqBQ!CVB z#|h_}0pkJ*J-~cTYAFm_&LuJp{3q4+pa?B%w%_gf9|sHO3~wNx9{+%x<~v3Z@ngOi zE3y=90>E=z*6RwIY}!cg6$x7bLi0e;GkurjNo3VKvv)&VJig^%w|7b7pn2GziH;O+~@M` zc?#LM|1Q^RpK(YJL2r&r_o7=OC{73MptPo{Lax6;bjr49XG!RGB_03e0r|wL!4}p;EEV43*mrbf3awGepS%{G-sf z4{c!M=Ju<>K*J>fi}bk^%mnDQ9&@`@`%Uo*P1Px3M4X1r**Uaa9uf|1=f>3g+k z^hengk{^^maBX?l2s!UFL?<6Vk+-cG)xABUGA?qyXYrd*mRCnE9ZZH#>4s{k${$#v0`^(VgeT;`XIcpv-4^(*D4M!zQtnj>BF zDc#27gG7K~a>I2wz&6=8EFrjgju-OtTvAlRV$8U=R>UdhpG4HDmTSZEd~Y1c+T|!S z&$W|+cAh9sfUU`Ds@#*p8Sk;T_-H%{%oOQG17%Z8Nnm~xEf8W%`c*|CGH*mYc>n|_ z<6`vQQfHoC<%|6T0D2<>m2}4p6Wn8-HbG973`U~%Io(}+*Su59{auO&Lpi-Di4p!9DX`ka-JQ$NsXrdB6}O!4V0 z@q!ow1Ky6k)y+rkK}f5#4HqXFmW;F2egC#%jYHxkU1XxTapumGt?&BP3v(IXTowUi z@_1K|ftTzslMFDjgGG8%SYuzdN6j}&y8{7^X4)bEu&^4*Kfy9Crwbr&LirZt5iqnD zIJ&|G1cR-QZ#TZ%_f2@|^+Te53|S#R5Vs zg1M*37l1VK0Ck)05M>Db6NW5>qo=l<2vdvzmO4i|yaV7v(G{U;fK*um=w~Ana#4`V zlV3AyFaWf60x1>uXix|7HiN#_`Hde(Y{d zxf64F5N}V{hx-7}>t$Qy4c3K-i%vSg`kp?pe%Nt7by`RFKySKE3A{jz`YZ<(7Aig30h`6*8POzAbK$vxp z<%{{2<1o_@Y(1E}cvi9IF~7~R1saiH^OhqE#~i2}TS8!nrqxTkV%|UZpE-VYQNgC9 zmI^7eU6Ut3fAyB_Ic^9V(Q(DGn9q9Lh|SnS*%UX9PDd=BybPAI*oMQVvid53eBWDK zVZ||gB48?DuT$OL?ro)cSvMyP=%~Jp`FLL7JQ&{&hLwjo-B! zD3I1rg=5=3SVI{8R5S#05Bf9f&# zDlNUYe*`c+EGu&4*{@q;Mn76S$431?u<_d)TGF@tc89t{_x&p7vKK%-42Fks)Zz8P z5S*`fgb57Ro>;_|uEe0;a-vkOQjtmPU0K9KufuK5GhwSfP$*2@HxMW~))q8<%IGHag>asbBr_1w9rkLdEp8QZU^3Hk$ z04LM=)$F|z_E?{-amX;&=gpJ-^KK0*fS-@h%U7f8`g2^%&$!Mdbkhowqw~%z^z$q< zhC~<#)QG&|bBvoQ)z%ge6r3pX?_QLBHn))1(JiJdHxUMDtzkb-H3Dh{fi3vnVIo(F zvfZS6bLp8=o>TiiF3U)D0}lygeHTYLLrm#+`VoMWCI(Rfla*hUr{4Rg{UM}R&q$N{ z$cv+4)N3MyYg{#%?u5Aw`sDmB={I`aj|v{-e*=Y-3V|mjQ3lIMp4*V~f0HCHK3ih9Rk8hT|LZIN`P@bkxI2tVS&2o>%Am$B>p$=sSHH)SjIfwrwZMQTiG8zsu_gtMTY5h3{ZZ%t&o1oVP0t58ond5YseYEHY7w&S# z>9R5HQCD&AZIQ58vS@%nO#@5=okqtB!-X*2s?id9%Z{qm8?Vs^3*K_o1ZIoRfY^el zmwNn7UB#&s?2@D)HEFPm1c4QhX}=-_9UKf3U!6bFqbuHd@HiU$`ePhP&a*ZLcSo@aZSqShijBM)Fj(!d?#t@5AtZ^F1{Gf}(>13`7;RLV- zCIShrq z{7=vt@`rRa{;`l&3jMJD!5jM?`4_MRaE84VHg4QPWEsGR$TCp9o05zsEO@x1AXX{~ z06vKXAlj3mP5&u!3d~BA08VY9sJ9z|-NkgPg#HZ^a>>G2a1`xnr)qjj>K@1XNIfqo z&J6-_jWNPDPWV#05o9jQ129Va1 zZku7i79x<0Q0>I<25`La$CM&5%y^v{2B~E zA|B}w*H{!8)lz^#;8I`)N!`)%krV+U@r?IT$}Zy@UdyJ*BT~oR1kzt4pCW@0 z{f@K>!DRM%P()}w_5qPhD!iqMnl@2XpRilWwDku;p<13EJ(!??8l6&tO%x9z1i&Ux z^#?E?a|sK1z(S-*Vo^umj;AnRP4`@%EYAqBdVXPLGtnU=k4#BHUVAK)tbCt-vxoAr zev43gxTrRAIG5=_m9#dF*>H(2`9e!*`-3n==BH%9e@zh5EPSGFAbq?k9PqwZdlKKC ztEhMLD;k%rn)s(V@IOAq{#^;wgALB^ruy%8cg8EdIr;2oU+`*1iGG0DRcaiY6+p7j zca<;ce6bKzOkrba!SMEdHuGst5xU^EOiUw(91ljaye0m5n_1trLk8u!Q;^ZT8*&EG z!Jc!s{U9vlv-=7VkH|nAg~RT{t%-2!to%t0B5>c>3t!dR5wF>&t`J*o-YH}%OGRH? z>HFbG>3jqjzT7XSWu|N0jjz7dv0vMwMewb*-t{9KHIhTJk$a0Dlp3-b4Ccv zF2pWj7pjry+?__x&ucMD4TENE1_ zVc?%WEUm5@H}COv-=1aNCI=x&xumYdy`CYw_Gm&}mE+$%HEPo12%1+$!SX--zW%bxeTvFUP=!p0^pB+QD|zjd?%PRPUM_S7?Ejy7v8@GWkkoZbzuw+j!6P; z16k+SJ%iDoqNR#(sA>W5_}O<5!GFX48OLGr$$yNbR-K+2ZUUE1DVgmNPj6Kg2giL7 z6=|_ken*aitI!^mB5G!CjzdU@goTAQQ$?efrkW`uRiJIrleG7YGcS{p0w)ltG)CfA zhtxDQG~Ih$o(l^&ySpCT_8OP*adDCsn(qpTUk;o043E1WP4Pa|eq=cIGQOACqT$Py zDcc0!R4&+2!V@?o{wFM*YwBQ&Wp}}cO%q%}1XMMu8C2K-ei8y zt#clWp>+AdpOf(-d^_{A?mIEsdZMzBs9tVqz(31e?YomLQ!dr*OVWR{N?;1U31o>L z?#u;72u^B~zHnPV6+aXcvDg2m5NydOPn(`xmpojPds=`Q6031bL0gHY^qufkpPiAg zmiaIYWtLhPNt+A;^B_{L_OH!2i2C!uZcWtToW(47p{D9id~*LwenR}R;YOS9U)7&A z+gC8(-c7(`)YOB^f%KjF$$8@GvhL@WA7Ph8Ok@HHW(@{g3pfJDOZYw?cC;F<{o#KI z0yhMo{M)@)kiS5H=npl#iMZCza|GwSA2I@x`nE%Sz#4`q7jTTjChZutZ#6K(;PDm2 z;a7dSEFrX)-x$6BhfSIW5!jA)^qlQA1>drFD%~;;qe8<3oBO9*`li5NhWoQ8)bS4iY0+r#ckeE2ZDnj?hJ}SKN~$sK z6YX-J894hZ<6?cS!!y5&-Q1uL+e_=7d8p2;#@N7@YbJ8miP_z>GbT8PwRt!c=n zY||jP7A-ukHEF(JQmr%!qtySt#DEzzE~x2=#y7YpuiYR2eiu5iyx_e7QHb^VS?>o@{%XbYX!<6}n+Fsu+TUYo<7oXH0uHY}y~9>9+Di3)6+CHwQE+w=X0vAFcX zvP&SrA+4j6I>;v?BBBPctd5AmS9uR){&1}>AYp2I+bbBaj(=>T7RcdawI5$wcG3jg z_8mt21C2J!8{+?GjQ~tt1@6+7OHq!UHe_ajot_?n$X1l1jfAl%is*sTs z%^n7iVd2iIT~b701!>i?dVL9_oJ8Ou3m}(QhTw4;Y?Fuxm@O!-K<2`~v<-qW*ghf~ z`7|;nhU^jHOu6O0nkJL3h%PxvwFg1T`I-68b+~RX3e~ETrV5?xop*xk7wzFpy3hbu z;nu=G@&!gnwI(D4298TOqSCpR9>?Iv$CfkOb6lopzbx)?VO|{Zzda_8Opw;MGx@?f zhls>)G@HPF!#;Nq*#L)xy{DVNgl*M@32ap;{ejyXAXrJ^lwwbBW<#UAQSe-jq(iF|YX^iQag*JA-u4g8?@Apj-ZCbiL zaiCiK&BQjn?nBI*Qrb<{Qx_Hz+B(A?{ky{F62zaojz$^B#mwkBCJC6Pl7tvU70a7v2iu@zg-+Jih6qePV1+X8!ZyVJa%Y2gV%{jETUG zjXF8g7Kc)2InT^YCooI@$O^naeMiTU_H5&2{~vXhN(+uGs3;N+yN?Xi3rxo0XYClm z8HSkA;MlIPV=sU3Yj$sJ%Xv1W-eAFv|6-Voa@gzc+_jU0`h!9Z0%xQXDJ?MG{HQjT z^IlAAI|v7^Y=`BFd8%!`_Nj>?eZmL5E~1AXP$7#6em0*;T436IMdaW!f@qgk7wj0nFeH9gn3Nc!>3ZLf$ z(*oW*#wU^~)dlr&kCgn|$`6S4HeNm#uxc^z%bqr!R{pj#M}T3Y9lAMDf3RyT z@VnJVBr-;(p<28(`8loH`B9X|1s$$~&&2)jqz#dM#t&Ni=HgA-T6P?ttzkh|D6@k| zGv4yaG**4zTYKX_V0MacFk6HBwZ390&qz9vTN){5V?wg>!0&|m)Nz_hlgW@~kT3S> zO4%KPv_H&wLv@KL#KU0HrIezU66wzJ=d0Etv2l{YahF`VOJgkQIlg^HJnx8p)fvI{ z^6xagdrIo)aE&A*7OQf|yPNpR>g!X*m7W)VQqt0UR8071Xs4;^rBe;=YPmYpuhvq5 z1=JoLr26hwxW2=Kb8et~d%*k54hl1Yo>cPdh6~O?UyV?y-s*u01k5HBhtG>)x>_QU zuov?l5m*()zAAAMk&pKGJ6P<$kq=-{4i|pPobu}Oz-LXMyesSzySU>U8yf7rI3qMN zY`#QT`or!u&v`h8PWcwm#RJEDug%4yH0y^>B=9H2;Wi(X*F_yM`N&W2HZR~n%bwr& zaavLS>>vW?fxV9`JLeGCV9Y1o%MhEupTfU=FEqdBzO!Um~@WTMU#u{9XY+h3OwL~XQ0Vk0GstLpcra+$kUf0hK1PNsKP@$XM# zyb8~KamK?mkT1xmN*-5T&~b^a<@bs!I2z4>M}Tp1)uuFgdHCPDsObX&xS4%Vohk)S zZ2X|Y2EWvUC5Gk0o-jdauTS$GAuEM@CpGj1*9)pN3kSzmr><8rZ6eW+4tdLLy~n@o zD1?wrzR*}wd2TgrV1P|bjO^gxV2H=4n)zUYtXlEWC%zji0cKsW1I?|C4Ab2A2!SRJ zWXzHV=4cT|0%3Ek=iS<+OMaXDayN>H1ZPfbZDW*m!HVC73k&Ykqc-GH3}M;3kO?B% zoRDkjJFQddTg6ItOCdrQem&N-nYlY7=4t%YYTmS=Da-1*d6>Xv*p06AHB*qI=;WuS zQ04N|Qk4%_K{wq!bA7Bq)*RZzK+Ao8Ndg5u5_SgqH-E{~zc8owS%!Luy zAmfFptTp(?W|Six$KVZMO=br?MJOVeCZ7I8ANBAGH9GuAYwAN6x8;I6)RR%dE}X|{ z)@f7pm>;wB?W-nP#f{4QJQP+O#+?tZYXy#meDJ;L8=qeMn3CNQMeoQsKT*%IaD3`( zK3Z^;T4_(Zy{#XQqU5JAJiW^g_ZZMXaGywwR6r$E$jQ^YownweyYS$Ahs}GXT#q5G z7rn2&9O^z~y8ryZxlG$~G<6kO^=5W8;PUS)$SzW3YE@LJK~O zcgd8I0t!f@>aaq&>zr*4vxF$GK_xdzy$}r_A7R!BW$@b-rNa3z%~0!cS1ty3hj3NW zk=Aw_{xZlG9~;FHyPuc`ezE-H&a)#WuIE4Fp$n7|?9Lsu!4(zKeWp%Gz8BMo57v3q zogYp%SOe0nkSJHi7uGAhfp zP2OQtB1gY6WvRjB%j;m90|>{ZFrX^)Sqq^Hm^H34BkQ=ihfh`6}sTEly$ zQq@&2gfrSEEvy*@Sp(Mo^$OpG2KYhprpE6hd+cHlox8U_otru>+hKyKX4Xy&E&cZ{ z#Qb;%=kBsI{4Azt9{{wP7w`7gT*Pi?Jl-YxruQ00FliAqkx=Q)*sa*T2Qzlz7&D|{ zGA|otGaPT$tQ~^`8OF6*I10t{9SbYGY9%u2FjD{x=}2O!W@O~FCgx3ConSq6bFBVV z;HguSPI|2$n$fm>{zaqNi_*1r+Qz4AB@>lIcP%-kAs!)pEKtG`UdK;QT4)IqBnl9ab^ta z*=dZ(&tY#A=OgHx-}wbFfYBaWU3iJP)qK-W|6z0A#tYW}B=B1I%odq$_?GHB%o%caGD?8G)-7aU?h89NXM#Tz$7u3% zUQQ7qSh_WVz3^UojEHWPtS3Gp%vfiB{{vU|=!v7X=H`4AC4X}3#%08>#iav=b;E^cckY>ri))9lbC-I)kOfUz58T{h! zbpGSFe+{nNZv@oC$ivCo?Fc(Sc7Q1CBUVKhH|(QAPLq*94jilfJGFRKSo~nu2?&9@ zbjqy9|B|&g|KwzBn(yd6+ne}94<%Hv&ZEawvf!sw8Nh!`>|=uNd938;euR)B=)t`h&-%7^)jCEy!X z!u*@}Z#6+COcU_`AKum)lzX!QG$Ka z4|VU_B;b14^_~9zwQpPwW345414;ZhC@n$d0&DFU4kD;K|38!SH5d$5%>SHQmtUPY z50we`_bwFwy|pbcpRYb~vKFnT77GIAhMUqgA21Ti^7nY^AUu&b|6NP}3~KFXGTaKcpzYoOyA=r8etw>LulDzus1aYn zG(z(I&GW=mODS@__;A7o-2~kLg5JOso;K+X+Jy$n! z8z4n1sHue-FDU8^Y39$nM1!*L=Rsc^H2Ogm^B2TW-}EuEj`P1VuB(6cqgKW+NA1er zOmrGNwn-_})xcQbBDgnaEf>MO?E^!UcMOoa|1+tsVNjrO5+5xz^sBppg4<~jf8aiL zc{>odgegxOFqn6DD=!fia0g=lKi`3dnTW39Xdb3O?&abpfgv#&C$FL9=jVe&vtU^g za&pflvSIkFfC-xoHS_-tWg=KD9{#9sew{4C{dNSd5aBG$bV0Ne-y%F`M$_- z>)lrk`6|2|^@e1LVA-Q$zYq2rmaNvx8-J9`rybf81Uh2>%*0t9@2X^LmR<+a#D>vm z`KhU?_*E{=eXR5AZpvF@_{fh(*yT2Bow0I_@F2}A?h*jG z{=bK-C(*d>e-2mh(3w`n*_ebrQ9d>PQr;Fn!9b0e*pdh|G)>e!;UZm`O$M1KpZ2Ze zy>&M^djFZl{28S68gI4Xxr)0{dz1h^5GYGjl^3&EpQYUW%B#zzu2Gn%wt)8{&akIt z02n)r228a#U8_k=1_%S&C|FbrC>}+!N?KbAoZt%QzZKguFMP1s7D)!W6~4KMoP4cH z`AadozJ}~vw3L-Hl+9H0xwzo7uId|GOD!F;Yk>oyv_3X|RY?8Y*>^;C%5mG$&uGVTASSKle ze057vi%eNW`)2H>pa(P}Q4fT2*DyYVBtX2NO>PZKPDN+GQtS@Q9*K=OwK}DnXH)fC z3TtT?;j3uMd360Y5OkunvMXH1&A#$3y1$WcmW_^m&|#nqn0F?eDT__W`ScEGZ6IY9 zuhW962@BP(?c*$L6a1w}t}`{Y#pJSh6DC3>Ai^cng>E8wK}#hRbin`NW%CS>%_dH2 z+v<1W@yMLBYT@JHh=QKU3Tn&cIyzg3w2NoWCOr zKR;T0Je%_`_{H$C^Kf~0zoew(tk{J=TIDM5Fd@6{*!9g{CBGT^8pzaAL^V1TSH!=E6)Ue z$5C`aKYiL}YdR8Q8D<^@c5d>HErrY9cq|V#M2;leyQrO8f#C1XjaC`@0A@1oop7+) z^ckbDFWI87R3iBjwf$?NJnL?Pk9Q@Q11j zGMw8r^3auXH05E#@AyJHDM#oB>%|aKU9pAN224j4Or(SpZGu_1>d}Xrtk;h*VoDH7 zCNCww&kc0Ik;3lK^K-Xb!Jk~wuNOGjWk^Aq{7By{^G_~PIl{h;`XnCSaNgk2V3(Et1!{gznSK)8wS#IU06`+ zf`Y=wBJ~P0Ex0~1)s7)1;k?#MSnQ5z&z$@#h4OCyvkMu^3ky<9%I?&8_+;8sJwh~g z5P|TiOmpbb)#h`7+I%i}W^bW_p%i6pzSvDvKsgwEi4JW(0dH3Z#J@|(qNeIrjet)4 zP;-8l|KlzIK*aos>y86s%%^83q8?j&W~S<_DkE)q&MQ8W)A~SA9e;ZvORRCjqKNGk z>H_*^l={T*P#aFEv)Gz{xY&TdiD)RDiL;qswX?dRT2BDibb%Q4o65n;(_T|#iQFnM zE%k)cb+g+YGZVAO-I@4k;4c(R*-}sci#^?i`tWeJA)5zBAzg$?sx@#kp&#))>|neJ zYFe2SKXM+k-nud4p*hAkGk$gw_1La_*(Y`*ZVV?Zt)n^X`^zMamC(F5TTX}mOxm2_c?aD|&Xnl=p+N*1EHqb7IK%FahL}iUld-0kl$SX!VZZOx zNHnHnd}|o%aB$|G&~KuUL`;4%is27`+@Nfx3sh3KAP~`o*J}#h?|MFyFsdU7fGQ`m zp6Z5ofUG9r;wN7_@7ub~S+4B^9YPY`xU7b(-A>wH0k!c;V9y%T;S&0GJ0$tfE zJ*74_jn5@?8>6rmyL0Fb6@zO!{4(r<{p|ffm9Lo}_EvBMaRfKT`Hak5mF+pRUTetp z5u5eq63UA1TpJq_imy*hNSABiWUt0e1Hd5Fp5M6HQ!MX5vKYl>#QL*R^)6UwD(=Nb zcdGLnDXbSqZzMRK(u^ZEN$He}Ef1)QOh=?J+#_;NsccSfJa#yyJ1svbrSpIi@`et0 z7{fXA&%Zq%IO<=k2(Yg_K!{3)r1bFZfzvdVsr^2Q{rguj=~)kShivFd{-HBne}H7; zwu?9j2a8F5o?pgG|2N5zM5P1|g=geZGg4U+Y==0{R1?X|uCG%Qd`j}D?kj!(>-v7z z%M+d192{6FU)|ARL6kxnB1FEFzjK8yc-?~5RFfUco@7dirUpb48h=QFE8fDxbIZ-8 z2G*BUMB~B62#4k$3l9x6D!D*myoV;0HWSyM8V+9DA!U6tVkJqB%L6Lpx!tItmRpcI z$L-NdMM6M}}P_HXCFjBlrLc^MiKv=qeW(e`o#l#B5O#Za!Nm^EIR8VEqD8 zia63~Z%tYpGbQ*L@$g4Ir-dYEhcS!|zc26G(DNh{tiv??2w2`$T`4mV*iav6gEQg&bu}5 zSDR)wEst_%TgrAWCjGkv`!QgI&@}W1MXo;TwD|xDYfUz}WMj{67X{c(mucAZ`EiD?APbGXRnhWdGv4@%+|t;J0djfz)uT zz}-<0_0|_a--cT7y%gG6&~k1X-iuKvMlV}(-kE197HCR5cS5y3_g817uY(Ldpa(L~ z&E4I`8nTOq0F|BYbR8$h<2UMF=xg0f7_EwQ7VTO{1+PcAj}Wca3>RlMDi{xDKLrFd z3SDT{f^A%P-CfKV6INuxG2a>cEfY?`e|od}#M$aAChVNo98InCBD>^OC~8<0Au~HN zLcdK&Xh+l?2WP9m4n~wF?GqUpIZP!U)aVYatE*#*>ZyM9vNw~w)XCSlFyC&)npuk< zKbT733Hhk)9b!+x2|UGc1rSVs)pm-8j!GJihhZbY!XzX475R$bRwy2*{#T=T+eEEY z_AD%hr1b3UO|@~f9(=SLe;j**$+~Ku|T~1I4?iNbw2cA_K6c|&Q!6HN2mEc8QxIlk*^w91g zcQDWH5hng(7Av2_x(G>ZNJxF|$v#6F+>f3K0dnEDwIQJf$IiOFIq(}J)~j;Y2^)UM z>BW5M96L!IhUR9mh@5lVRwcOIOIcuq9TG%lvMLXU9yOyX?g5FuAzg<@U5eQf%blQYpOJ+ z@uSLB?{5H;iiav^W{ie8ZHAo;6Iko9Af!puSRrLp%E85>I=*p!{oG(8mBjh<10@~> ze*lQ8r^8Q=*mXM{_4YPpjcU!-a@6-|5l6=vd+(7}LC$6kqdde6fJOyEu+1Gdhn}3h z0Y=$G*UaC91h!;_X)@j}!mil*AJ0-fGM^N_?F&9Us23}4lCkiBrt*X8=3J%?C2>N@ zyBAW=a9%9sVh!0Zf<6PF;Int8UOh_egIb!`PXL5Md#?TjsUu_*Lz{H@+6Zc!ESdMH zLj4$$iVFE2!q_g6I~06YQhX2K3~7k?U!m-};=7B-ke}gBeQ)D>-Jz=8mnKm`dw!5G zx?g3R4(>){TllrRDwchu^cJ*-eZMb6BVVtD(7!yL*p0-du_R?yTzD}-f6ENicQ2mv znxYx`VmwqL>ZAgW-o?ngeNG0|9d^H)vptfqP8D_1cDs1u(mJ?ZO z`o);D%D~I8&OY>0;u!ENA!|k{a^4gmN&Vu(uY_Z3wcJhG7igTcd$7b2#c4y6Dnp(- z@Bc64xDW76@zXLrvj*pWE(sLK>55i@l6;tS+;jkXK-qh*FiL8%s0*gWzkc0$i<(DI zQ9!IIOJj5M{ijcHpU~=Ja9cjeKr!ImOC&{3c7Bv-r%nu&}W2qzNyI zEu@#?_$K<>AwRh74>^p=k;RXn+WZ|3m>Ktc~-pthEqq=V@Cj*XMvH*&Axfs_A#aqxfQI9Xv72+Vu6 zA7KxoqPh}x{ME~A{4;=Gz<%Wlwj~dozaZ&Kh?+9Fe(l8hWWd}@Kr>mERW5JhD$3lHW z3T2Rz+>Cd;9D#E1vSI?7^}Op@ zs40iKH2S}T_xDoTCMfbk;6^1XszNPN6c>?$j=CK@6!&sNM(~ng&;T!I$z13A=c6w- zd@xi~;Iub8q!+$+`33TBqgJ%u{Xq!o$9@9koBEE;e$f8J1x^&|m^Y0%@b?e@^G%fh zUV8B^sq;TtfPX$l77ULW4QjHQX}cAhH7}r`e(cF^a4{orHE+&6JCm!C`_E+wP$P}^ zcce>bP#aMD4F{CUsFn#e+Fo&FD0(6hHF-q-P9D@JT>aAswMN#+C-+eID_h%xfwCzB z^%$58$!zFB36~O2PP1mRY~<9SziTo|C;_Ifci-ZlJ+A}-2TXnag^vQ5*75&b@M>Hr zQRAY|I!JW+qZ$8omLeKj{U%6Dj7tzo7V7$Xl7Ty!2RxzMs2j-!gdPCz!zvd$VoI+u zpb)HkZI*wwJ^!S2yv&A#ngV`HOs*Z5gFypXrR-Ztg%E&w4K>QQCs)^Q6*7Kik&eRVm<0@=*xNge=T z*HgNfaZYstAoYRu$JK0=Fm2~w*X*0-lcX2`SB|Yr?VpK8|z~(u2dR) z^b3UiK>qsAaMsqNZQGsnE^*jyA7V*GvU+_J!&W=Q?l%ppgRFF2cet8GK@StDhf$A< z!jjUg7xl+qP;>Owv~nS z7^vET!U4FqTN0S0^NoAd4ctDd{CR*fJU?76%$+d7h4PTfKL~i1qs}u^ytVj-@fh!p zyK|L8qC(sBLqo0jkEe|f+trZh0H}Xl5ojG(o&?~?H>K7c=v^u(!eVa4=eFq0uVe93 zz7G5A4XG@ApGh9P*lN1w>FJrMKjC(V3n}DB!t%Btc zk*`6ygk%<*aHq?J=5q13k%E4nRG1LxccyVW(CqOhKJ_=Jk%)A7vVFlw!5jmaf4>SF zs;`8mRoHjDx%6TIU$$awsg4?$b^>LHzGIso^u6R3F={qNfDpZ5JN2Q-R?SPLJliGg zN_Z}7iSdYA@KG(H}lXD5ZmUW8kR=9SB&_|%w5 zG8c7sx^u~-!kIyX*`UdjJ|nmpEs%0-Q~c0ayBiuB3Ivks8bsba_wQ5DTFy(CF91x0 zU!d@TZM<{Mt37#WltM%Zfv*B)&v7dCXg75!e~THeDxa!Z^7}o*Tfw&^xMXDF;y{X2 zL`1lKYpB4EN&ZZr$v|n#Se8q&kPj~ z+IDeJ)Y!&dETE+VsLQS}wZ5a{)dIqhmHE8>t;fF;^dyUp-mo8fPOco=M%A8E~DGp*=0BvAtuNH(wJ3(78)YbM%ZLNHSMyT zf8PryNh^U0>2l#V-29yHXE=)o;K>%%3#Af#>D`InKq%^y0+)pwr)6OiYRE?Wv&(U#PY^lO*_T)fZoKT zY7Q3q(EzOOaP1VAiFn30l~I`%?3SHql0vf~>|oo#P$|%Jb2bw-#>A(-k>F_8r%W%K zOqn_y#j9H~ob!N@8~yg}+pX(!UI-1|WhTSyQ)f=RQ)fxeaF{6-Iy(B@A4nQYn9lac zKJWHGpNfi1=ldiuJ*S_x?~KTJfLGt&?aZD=t;E>y^#ZH1`y-{?j0L#!kNdnf#%UBy zx!P_@A9aIwPDnL1honm$>Xti=Xu%VDa^AJemP8K$j3rJUWDr}RyMv@LtMLL!7fKEC zcP{Lpiw8x!0z|C4P)&c&(}hjFarQ%D?}8$h#o({HN$;w5x|S=c>e91&`Q6^Tadm;a zk3CjtF@9&%4!v|MkB?-FW{3-_udV<-2&XPK2_V8BECCx@36D@eE<*BXuDYs%_5tr* z+Gc5CA8VF3$*P=^zVp{b#kFNG1Q|868SyC38}!VQ-+FBu9QBcLTdwm1n1M4@h6>+w zV>P7K)4z~|*UA7V1C8DMCoag}1OTk^-5uH-AIUD?j9v%PJB6 z1tI+|wG)PC`E?W;i!hBd;qy=^WWaR15m47Xph>R5{?yF}BfZUZ zx*>L>16wp4u%0F0~-VjhlE1Kvnj47Olc-6%0h3qxGj7eeVd^7qv~r z0JZCn>nI9taQ5x^ew7Dd6E^+92YwJnmF~#{1Z1^X+T9HHgHZ* znbv>bI3D=ycX#2U$`wmjyb%WhT7PT8lS6*!%_5!8Fcr^`;uxY&^jZ_ENhv7Mw6uhb zM+;tgQK#JZQ5aROaOSX>-4vJp2>h*gGnvfqP)$cEqo&KIFV}pBnoasq=sgq=p?kpQ z!0xjDbk8wkRL3}r_(P3uWPIkauYzQ#?vmfeN44*gz#?Mjxc`DD1e+t z0Ym=$bOoKa#3*ok?q_-?L-dpPax}yyS<&UiMwtsQ1_9h102NU8vL!V7V?H~NRS%?)=cE-M*)ww*c$!1WMrMKT5)Sr86 z+n`BG`gePHk0WWId$2yXyrBH*>r?h4eoN=nY)%l(49V9LJ=Cs2^G<@8q_9E957pRk z<(6FR*2o@1B=!Yjd)(^+pAs*8M}2bTB_#_W>6*9MT`Ts2eFeDp+X>3HVv2L1}m)?NZX^SOk;?7S{~cpn+lkFRMX-|zXOK{s#QB@ig*{% zhg0eK6Q7Bezx!Z+`y#))d!0t;O^IMw)dlt$aizC_s8ai9W4@Wyt2?Yn`!)M- zCX%gneVjPuR_lqwp+7{eFSfJ5y3cu(bQ8l`F1r`cRnvujs z&~MTuGOsa=Ar#3cN92u2y(*bglw9Pv!{%jOEa8xq87i z-srH|Qr-$LLWhYU4bU{!!z>@oM{&WHx+v||e_Tu`BOfplUKjLz zApZzSL*oIULY?Ws(AF3j0*9xJhHd1HLY69h-79P02suBfkz3qZ(;nlxYjG9>Go4Z~ z&X(HwrTDNJjk*mB(F$>SXu=%+boMdH=;6#FJF{kqoXQtAHB2q%tq<sIma%T3!r!zk^5YGQlJ>_m)!Y{QWhpj!NLdxQhOXZF$^Y z$m`z+3W;P1Tt&!P<%v@ESl$Z^oj5%gK0Y2}dZZ3RECotihRRFfzzYEM3?N&Ovtks>zP?#QoqE0=_Une&cFip_3V|8_LFIc|ukndl2!sYh zm0cT@4Mf92HoZv)y9ab^8!C$nusaPvC_S&U#f%E2NlCBFdZgm8=eqQt2^PKpFSp$cW;_liQCD^IFkL0g zR_!|o^Qbu9cQu>@LZ{b`_sq_YUl|Wo6M+gEb?rPj1Qdkd(8!&gOW9p|GJlnYDfzCbbz0syDSlT5k4*x=0R~BsrH0TNCo7FIYT~5x zSlWshY(#647wnvSElUJCoJ2j|?GC+AFY|xWWVzCLbYe#jIm@TwHz%^nBo+r7BTwX1 zV2VwE~Aor{`7JmppRcMZcuTmAwL|H3rCQOwpbU1+2DwF9Ih*^Ol z0YJ6%%e|RN_T1(_KLP<0m1!0+7F2R^vbL__@Vtdnxx|1KH1PGZ!--5c^DLQb193zs zhdy3kP|4hjz~w#yK$ZM?-_bNyanP&FnOWloT3=2Fxwv8@?l{CNnu{XZBN;WNy{;3k zEP$k^Z~q=jWV7~?dVRu0`zewp_+{SAa-UIVZ&AKz4jiDr#SlM=w-0o1AHJ-buAuI< z^}#1kq&hi@)XLZSqgbr*$vFBx2|pbjEnIA#SvmWdMyo4^0R~d}#QM86>tn%zY9(1h zzw*s@6pbg!phV3<&#M>UZ)R6ghh^d71<0gdFmt$g%1`gp2dRo@x_e*u1`BO!?6Yn2 zzx{kaIC-5>vB<2F<`;!@)Kf^3j*cM?(a^GZiRtZw^mIl5INtyVGtxfDvC5_^=cjl) z%&A|UQ_yZa>-&Wd&~eZJ1FB)pEJgH2h(vG*o0cZ-aS1-iG`|{O9@A_zL__mpXuNA9 zC7@DIA5oltkqhUJ-@ifI8w${jzxc3ijy>q>>TEFc)iflhzS(2)7W|DU9@uNa^jRN;z-#7IlHXn*MN*<) zIOuG)#lhp`xogM}s`56CpX4O)0YLML#zxyOvLt20eb8zD1%E z-P^&mlV6A6#WklD@LRW#SvX3ITGEKam&Ko$!XHh|ynpp-U$h<2zi9aQHem}dVhSLB z=uq6?%}ul7z+b<<6utfcee*_UYgGkTT|*;m7Y_pQ^6~NMarP6{(<2@oEub@y5aD>s zIt5t^nH2w(8Rpv$L_YcXz*NIOl6P5(eN`M zVZW9eqwJ>O?A2Dej*4|OLV+iFxR4WjFxwUQl#=r#^{l$Gk2Q1j)aL>UBhf%{drkQ9 z&}ImA;>0%ov-pK@Za=bJMbMae>zcD$uXP19ltapozr#4fGu5a0T6@B@Mi*o_2AlmcK;TOCI-WQ1HBe~S?`3Y?jmRXD zqnX)_wv1wb=bm}3u3;Mu&>z1_J4r8LzN;i~6%_o0I7Gh)x+1wKz{*c}XoLqK$9liX zI}bP2g>g(Jn;<-=8$KBqS_e4p`u)fW#`YzW1E`x|SwSX&`1t|}*Y0go49|2>3Mra| za5$va+q%_q7D-JUue}nMl8FH0wJWD_ovcX5jP?U#JSw5QM{?zz7iX$1Y*QfNcHSmF zKR>|*{KcCJMF=tTrj+|in<5+GvTcny?H48$e)!2uYap9iK6bI8qD01LdWvW_-M<(% zDiM(s0bhgluQE&c`1WIzMcn{!vO+sQRuiPK3wLm7actH2L ziz$czmJh1&q1^xCyitw0FzI)F;Uos2AHvS8Hi*@1 zzec$6KB>g(qh-dFOz~O|v%Leyvg!Rhs54!Ch-iI|H3`B)hrCU6W7O$R5cc=&M%}(l zAaf8M;S$3!ITX6(@oOhhvKZUErspAvkYDv@fx6zum7!+EpbWrbt~Ls?%}c$SDtYs` zpjXdjn0N`rq5ipw^46au=mw!|BH%}f%cq_UWW~<&akNRULuhLI8p5kPh5jU)&4D9z zTk%jRG^?JZhrNriXbHM0i6KN+MB@XV=jPG=BO8zVy)z_I^ZoGQkeZu;n0D zMguWnvyR@dX_>kw$VAFVh^VT5yUR%EC8(@G6H^Cy=~u{dHDahB_Ui5)1FMjS5z4v^ zUJG%)+^@LqV#0oRRTiWX=S9_)y>!cDVW~{QfYIe81ufKJXSkd1^@|dBUVOXT%yL1% z@9WpRRx7LFLRU$nmd%fA7m&9pxwn^|)-^e|aJ#oPdJIxSU6ZlmlCM+j&TwM|Pd1 z)_lhLR(zA-9}KRdtrty!3HX}crIAo7bg_F5CCnj@y^VbccbIc{TM8F0Y^*WwC%?T1 z;syykEE9v6AH=Otves_v7d`G!lJiKVI0lJ)cQz)6J9jxMZ!>^;995Oa+<0KU3tT<& zz+LXbRg|&t->C?amt7QzdK~>|A4OcDwp7$&p$CM9Cip!`*O}q9M07$`Gg_a>7}j(e zh8I?NLsax>kuk&b&%tpu+cxFqdQ+#|`hLRAC$l)JW}@fJQ-NU@hgmz7h41Pf+41)! z=-&1x^r{T(yyXEkXZD|R56VW?DY2k#BkR`HRLqiwu>Fsrrd9{AC1z0>^TJoO2x`Gc z7jQ|V>Y>zwdMH3nzG6y7^pv(PP*)!@^UO@W7{X)WP(drp7CYs_ChgS05a~0_+7vq} z{_!L3DVnBn)i(`pm-y`E;O2TLYiDQrVNGSk9m8^j?rrsMUqCzx_^k4yCOygl40e{| zIIaEvDP19KPXKlnfp)@^zZBvpP-;W}=T{OyA#kD?71VaEEgB@$bx5PtnT@n$W7VU% z4&ecs(j!ZU=?E7|bu-bCn{#&l1^#}f!k>;~K%jL_MZ^M4zY}|UG2%)`G8$q{AyAo5 zzi~_!O`=X3SzyIk z$Q^Ck8>wSlo$-n(^??7me$cSV%%w;+8j|~A3W9||7sM4EkEOCbeku+h>kb;RnL(pI zvS@<;4w(@%6RjCw6QLj+5AlO4Aq0BkWHZe=ZPkhm@VWV}hf6IK&Tg7ivjCdO*>CU} zh^K?DhR&Ok?HXR-|J{^bAt-+NMp!NDU*xJC7=84As>*|U8NNUNFize=BOLAyGID;l z94zKo*?W zAg6e1iXY%rwfs>O~!5VryYj#(p66BZE`x~{LH_`y4daq4cfGrMft9v;L}ly zmW$hbmGIvM0Sc@D`wNzHe`u$7?K%M9Gf*WXn5GLpTD zoYfRY+`5v%^(J&>Wg}H?^=O|Z^I275b6ps$FH*B@#+ML73teE9vyz>fb+H~)*l>!@ zpFkCC0aa{J_x%CZW+6JW9iD}>-{WOcV7v)%??3C)7cSpJbsr?!_c0k9zV@(ndHv_L z^3hvR%1ap3o$twPid0;GF*=72G(A9@qP>0C!_|`j0=L~|*ey^M5+!qD{+$L&Uxny#8T!xyNA-(6n)sU zQni}MUI8WeeJAiJ8bNFE^Z_<}>?p!dzP@$wRVQz<-dh0)(PQ857f$S)@UTB=y{kS& zD0f87>saB2QmFE(9F)tX?)-)i0Xey^#k*gLN(Y^pYap?o3aSyZKUg%(H=-}4QFGFI zxz24{t$VB0q3K_H&Yl>(wgb5U2oj!zQCvlA-0qi00tL!(M^eWw2MSHv)ws zo?Mwj)j*Ug41g9UqCxsy@k#bgXvmMWIriQZgrgx1%C^bE)yCyJbVWL{&qWWS(7AU@ zb$NFArSF3sn67ebb;zGX)1j}rL@xR!*++1E2at4JX?r#QuGsN0Wq+A?{$~m2qMN%* z^2E0ELOB{WD4SEF$qMO*Ki98;T8|=e!<;<;F55bfeNUO!?L~Ku1E_@@cc*T);gLzl zu|somRJwmy-o)8^VApXtR-KH{v)cHL1^h0JY&Gjm^FR0itr{@PiLO27-NAH93u9oh z^7Qsfa>zA>nx8#C=vX zE+CtkvUI?Hw&BmlN8E5=bGHBaPg>-f&(sd�u!;nAIyO3R7PdNfImrN&Oul(5*(C z^K8%m^2qCc3;-xGE8Qj=p~;9`YH?gjgC(8lvG^a=xzPgG;ui_f4mN~p!B>=b(>yAz zPuKB~O_zOE0p;_6TEo6m5L_zE>O*co(gc-P}Li|v4>Xzn>uO^_D(t0uTz?Yhp3(_2CGg|gX@|KJ%uQXxn z>r_DT^{jHzTlr_w#c^+fM|ZbuaS&u6+d7DgY}=+`06^UMHV5dreJRJ8E@zGNTAiWV zj<(N{Jp)Ltjc5)Ab)pvow%w`Lsjv`2m;i z+3(KCE%K9iWA6Qw>f9HfWSJ;mB|OoLUMkH1^!2=KXXrqV<9=HRjmOjoy>s z^Scq2bL@5kMhW5Hl65zCGq$?OEpom*>*N2<0>rHO2gS45rRWo%4l%Hmg|&Z`#Bqbl zu)sIv18R74Ah$+~0A05%v+cC}x2jl1hs%JfHhTfq)p-Wo!l>+7haFk>4#?#e(G_eP z0w$X~`05yAh4^MKY}UQ%hg7&=z9Zw$Pkbs)HQb>9<~*d49U?36^wM{YK&>j}f2TlQVC*;jcdwb}QMM&R>HDWBT4 zpOad4SIX6B0aU^jSKTzRy!OtXt|sH)EZ9h)RTz=Zb#Y46>#P|{0}j+tX_XQS5D$a^jp1HvjN7W7iR()T<2A0Z}wjB6=l-b zoH^eD?FN);zB9t?hl`Fu5=@u;k3D|bUN^A8 zrB@L!-Q+j@v(IRGI~Sh$DQBWcX&`Jr^>qT|s6&@$JY9}Fj<3YuM&ACcxnmIU#2OP7 z9}R;OC+}sC6*GmhT?Nv7ZL6q|7VFKhp7p#FW$l z9GKts4p{`^{HUe;_qkH;SS={L+1sJPv)uP1Ft_GZy~FFA7atF=c@*PiZ)}@xfrdX9 zTk8Dk;+2hJeeWKuHpaP|TeB%JQp3Msym5YVN~qWBFJGP!;yoz!E*=V-DRF9_S_{M< zH}c$2%7w4o*YBiYLeh=YeG1P`0?hZln*2vC3klAiHqh!H=dptnhDNIWaADzl$NS4U zC6V30O)?C80uO)*QV{&7S-D4l4jghG*<|M714;R7KC{L4phCH)C%^sHu<;Q|zv<|= z`OdyR5|)}{G|o&V&Y^+Y+KM}m_0XFGse(=gkF*WX=Qy2DN@~i>*iwm_13nGds1Svv zcDUELxGp>Vl{73Df2GL!CWgas{8h%-sPvj)_vOGTqj^`cs(hJPej}qzC815@#x@nN<-X&Xk(%ZJWZYi9w3B}H!I?(6 zSr9fmdCadoP#7}Yqy4Npedr(T{gAz3DvT`wo7Q^uHxZy#u*P#PB6FtQv|6Ur=no-~k=O6XRpbMYRPlq2v5H{Rn-F;tf1pKDdb`k&f6x;R6BX>WjVg9x)7Na87w|7`3UGsZ9422-aRoYT7oVplHgwbb+_Y=;gk#<3V1X55dhdz(l4-^~ z4R8?8+7?Ppq08R`%r^~^{U&*L9Khq8u`G;1HV47EN={d#CjqB2Nlg$knL7PzR~#X^ z58~wn=TTh1LcB@(1jO@;nU0{Q;b4&+)Ovl~W8XwABc|z>l5;SS7DNd+5u%tywA&U$ zOY0hCcD!<9#^FB%W@GCb#C1RjjwB*TM3l7Qe-+^8@9nr(M)Ltl5|A21IADS13cV0#c>-t)lC4`0Y2fL7wd9i1I>ZzD@;>zD1^`y_Pr+4(YsKAw>NWkqp!FL-7FeV9;7JeS6otk8!p+vuNUfZGO23i`dXNZ_1(Z79Q=r z_D`%JPL{ww!ehzY75>;AS!DW0F3^0d0s*1xrtAye!7g%TmK^O2ud9Z~~< zN-=h2<=Es85XleWP1d}OWVaX;9<8_#?g-0q|3Pf^)WrBG~^G z)OHq4!?z2J-e@LRgefBUrHVZs{&~MtqI+8nYiD$81MYg7)Lu!hD3YeAmsbjTiL48NhWn}ol%y>CCzXwU?8lSOwX@XXOC9dE37M2mFuj>< z824QNbnjNlYkA?*o!*-$d}kDT z<7V(3r?Kh-L<9Q9#<38`W75%d<)lh%);Jy;%_^T)3H+KEE3>IGCOYP*%PF@-kC((l6k<1mG_|z(g5PD zoYF=nyQ=mDF2P7NZy@SzB-1hT$o-3XUlyYU%nl!r?!ja#pI{g(PM!i1-<&}iKG8j~ zPe&?TTO~W|M3oY9ox7qDKEn8=3uhqSH2;1VJFZD94=UT7v-1kds>a`v8Yg?#Qfvq% z=ir_hZ@6WJh^H`r7erqP3Ng8Nb+M^VHkro$`}&Rm!4Ng}{bxlV?4 zS^%ha@|RNnP=mR@&gV+)tm==YD*>A1@RP2%mRNZxkcP!{R98EPK$(UieU0wWGfX@< zOnnY^IM=H9wXtgvxtwT9N%=^vrl z`G`@*zUFdJ?w{iDEaa}o!<$2b;t1sH=*O647IO-({Pgz>P19qJCO)owXSy#*g2zM3 zteJ`sl=>uo(Vh8JQj7jta!rRl_ zAZRQX2D`f4k3a1Z-S)eu6$V*W46d_VlNZMpaw=lEDZ{d6j{d z1pgIU7IDp8@kks^@E>QbvSFu-mD z@zT!t6A3uS=W9`wtN;kOC7-JXzyv2#@a~#`^hx{!o%=`UJdVAf0;8%jJU`S-%FE&% z&4k)3jgj61t_J6}uLDd7N!twh0nNqnVxpg4&J(b+TOE9m(I-x?>f`jgE`HPSI5eA0VgFk9fkGqN8{?V#E{jU@|7ZKG_^ z5kvj~=Z^wEo)wlln2NI-S_U0}2pvJhBKILFU*#`ONPdO$0|=Kx z*bWsRr?0UGg)C?F8lCtwR>0uk~CN;TTUAq@1w_7U%!{X=VqB8@xodk zaWrPRAw6GdiRWJhiUFUBeZkt5fB0s%9zyl&W(cvJr;jF%N{(1ZwHojE%7jjRu0!FWF|r;5~0 zOr#bs2hTsB9y$F;QM1?SfXwX>V0w3RLURoHp-`&Id|Hpr9qmTAuLIl=*QJJ=v#^jMoXfLA@9GUcj#ohrCROJJyEG2ctomMCJDH9b^_9r>`i!qKA8BAWJvwZEb7(Vx?8T_jul3J*3dm zm~B+sN&44Lt0?}rPinWBm65GK-6q};(|SXkEwdih6aA8o@8 ztMbiUrU#n??`FnkcOGYwAs#>R>^U9DHLqeZe3-fWjr#21y~>A`-kz^%A-|$c1oj$r zRrYT?odjH)H13Ge;1jo69C=$5+2q1piaowN@lL-bXE3eGtf3Y2{MdnIzWoF)X3`y5 zA|sTO!@fhtT(Cc2z`78V=%1+(sKeQN*<5q3mE6j(xH!m6v6^EZd;ZHiLxd~W zdA}Iw9b9SHZATqWv}h_*d`ROr%Lp5osfYe!74|N-F0$N4q6;m`eYvM%+A;1!B)B+4 zTVECrEuV(jQ+KEc;!hntppnTEWxVN}YQzGZ=VJ}io`G!H#i^Noj*doQ*nzm`>Qk=> zDb4-Ze%*&z~_^6csA?v^Q_og6Q!uZ3mPvVMTu8c)X!%OQn4d9i=P_h}1AdQDPbOa4749uLR@Ci|N^UEb z@k!{Gg`&#Y4#e<5SEA@!@ANecMOabYU_3*%Pd%os&Y@0Z$h(7fEt2RWtqG1eMnT$x z^~i}6Areem&`vFRIu@+R>K28;)(7nXfSUirPMN3oJ~pw;$}ZYc1dZnbU!070tq<&d zmu)(-rxx3t-7TpSav=-{RkeE@y}QM=UTT9g8%IgCPEEJx^&&cI&^Jdyz`)jY8s}djjDn&D z246&EJ@X!!TfgWvbh1&C=J~7c_~xtNvzx*adu6d}K{vccqeuj^m4+e+uNv8nP?Hr~ ze#pn?)U(syh11pn+kdqS^{+Wf@I>uc%endvHJQ&oMz7eF)Niq}vZjw_v#ud1SMxm| zucqY-R3&xHc z7)zqRB1fq@Sgw^6_e;6n7wP7o!M=AAZ#adP>lVx3)fQYXtc*r(eVedoFip;(Z1x`3 z>_Mv=;?ckjrIQ)g+@<+JoTwcCXG)ul!$#TDA!w78_x8Ap7D6*2Lq{rm{0(?&gl%;Tlsu~ ziAu;q=(;ii->UCBGyV=r@PHpBp3&umoj%A>TQ?Ei_k09Pn;Vl@w$96!i!wi*?kGCfEDi4$ipw3JJo)$8{yye~)q4{pMk;p}*sm%4%L~1t!1T(e=s1fFS>d=$M*N4`9e#w?7i3P zBs)xH0|jb6LO^~}=N_&@V((vs2`uu=S~S4t^grcWhG6*Vm5914QugcintX%*?&VbfuhDtw*)ktcsNmr;9a-4l}$F zK)%B_SBQLyg#Rt6HY64f4cC*oz5ldQSTx|^3(Wng&G)j(H{URAkFL%%HXRhuin8}Vt>S+xi!_oVm z;eKX+u+l7l_$Y(uuscc7&ClK*00xa$%IhpK)>(zuTsUFFe8t2D1`AkKs}qd;NiR!D zUFnYq0H1F$!jlI~mnssayz4Oky?A`w;$zvXSPU}5;TQ2P^ znnD>-m}^z2OA}!k^QG6ix1$lzgnGlUr>ilm=W4&cTVB0nVi3?f)QycTP`MzMK*;6i zU78ESy=JwsySg@y;Bq-y=C<;vX=w=l&J*wtatNe*7X8H$cs|2i;Bnzyv)P4VK=(|{ z-59UEuqbnLn0*(;;#Wqkllh-HWuAO+R*n`iqnFJ>&CONh`qRXX99W72)x|J>pYI=x z4jmtl_4ksKvto6^%qjWuTAknPC$3I#lqpP(F)rDTJQ}~!Vz&s1DS zYNbI-i>>g>@URuP4BIIJiCkd_q5A8oqDrPbsn0U73@vD>h_@a?~(J_JH~FD^a+_8e-*x7-mplNZ-K&d#4@0 z(|4g^y*poxIre!#rd2QdrKFr2bQzyZS}{0$Y_?X>{;aA5^tH;vs$U4z?!Fn8@mDrNY&wJ zIu8}*tK8HGe8EqxL?c~q4rP9KU0~dG-H%)gKEM~qNoG%3ReYJiyjXi?KSfi{i#Z-( z#!}%y#^J%ZK3c*US*W)dQj^JG(G}k?2z%q5Z5%HW#H-DrPU6dK{UeNcB6-x(|8_Pl z9F(9CWAs^G!e-}Q#EhxY>tv-le>s?vNXVL^dW;GZM-~8gR5Q|vkXsTPd9vYe&l4$6>qVid4F-dL0 zvFbf=j-1;d0usY;dBhUsWW6%+YTk}Q^}9#k-JjSRC--mnF9$V?X*>^Qo@3rX4MUwcXLy5wkQ~=Yi<$+E_l(4Nl+WYC*G=$@mcY zmJsz!cfO^)I}C92%HdMBwZ)Prnj|GUG4HD}!MlHo)r*sCS{+_Ij!4$K7ix*{k_)5J zLy}^lc74>H=ib7$zR110UKdt0zt)@Pv|NE?An#YD>xv{KP52(rQ6~L`T7?k1)y*GD z5*?-ti-sdx)0s)VoYj>S%Sp9Ng|+F>)rbB+Tz~?H4%;QLO&JFR^DByQ&l2dZE`)kW zJG#oAnr0m#ka%L7AxAipWpC{%US^PkZawz7NADTAwq1!$kFdWh!IpGeIS{6U}zbGzmbmoZ&7_o z?@ux^Dt1OYxvkv$fCnob!z>v}WGwNNSKm&tNlrgbTl_vj_?ff+t_BH&IF7k({@@gJ zcY9|#G!c?r&Ap+$Q=`m!6$jSd1g6%crBKGYQo*k;R-46>I1XG&Y&TU@*x4p%CpZ#a z#>1xh`3rPyXL@}Z|7lXTos{k?Nwk?}ue+N|rg23wcO{?8Zs#Icd7K&BYFh77(-g5+ zX*agu6Q}NJDTmsVOyA6scxSAeuAWhnM{;l3wL^E`I??28;yZ?%ns$WGeW)&X$VF*9 zbjV!;CLzhRu0XyzY%sE0Y)nIxoXcB|5+22cqa}m3v z=tn)Hc%l<4c{e_fChV-NQQRcb!N@jr?huyDm8(NB_NK7Pv^4`JUMG}y)H`mGUWpKT zh2I)$9aZDN&j1$0#!t)8>x)LGj{U{x{02MY2Q9jXUu zQ2)gDf~xBiOtxZOEYeP#&ZBnix?H73CPE$`rNHoV^^)SSBzw9uwr`BOU2WZxL@1mG z_iDpSV34ho*A+8iG+$&;trb~E`wvV1$CUMF5HF)+4hHUfO{IuDqn4$g2|DhS~CC%S^vnJuf_Qw;5 znbt^LShm)S_@OcH1mig<$Tzg$qq-@_meTa|ME*&_2{d`G(zt}Ak)hJ$j_FmlAa8zb z$QA>)T+%DS=fQcaHcU9;Dk-!FQNSXSAXw#~J?SymyeG@Wf{Y!;r;QpIf@~wcAg;V! z3o4ZYz6>x2(tj&s&d-)VCPXBJ7?&%3ty*Ky@)VrZ8JDR*L6xG`OrQvP0>~T;-aB?*5#FV*KWCiF&@$nHK>SAKk~*E<9hO<&5!t z-usP$U&d8;na=r2c`^?^QBtClSES)^M-G-LZ;el?uO;NfT2oXp6JtVpetd3uI>3@@ zu)k0NW%#V>1q8pnEU=ac7OyFD)S$EG>p z3)1UF-LaP#&UJR1&ol@Sw^TR2)jkpLZBAk9$=;xh`)6}v*41c!+HN9C4ekB=52l#5 z3PP4ZZ;iKJ-T4+o8$^TMRcUh!<79gcPm{ z!E`BZ>1Rq9d%elq;Vyu7s9EC4BW{h+erj%Ec9tXwv}Arb)Cm3 zxe#M6z7qgfv~3lqB*y`qyU@RxTO=&A>SQRa+-g@K*8`I$`eOSugY?~Z*p*9>g;rh9 zt6~uKq5j}wcaR9O5RVN-rQsA#>Fv4QGIWcWtx#Wn0LjmbQmA0sOdnOWOl#(J(>U5B zbnx3TQ4GT0w3U z3T)@F?wZCFW%4~$qSI1Ni1r&^8@NcSfwLR3;n24lT=BMa$`#RSXc+4`Zg zmGOFXd)5YPbkUPcYV#X^Pv^dqBIu{$xKyXep-LcBiWsas=${T%ygun3wks8VGMu%3 zI3H_IVl!NJ?p&2=iB-=*L+=^}7A#c)05QW9LnM-4YV?;6D-9_Q3TTz4VoW&Yi^q`4 z6gN@E<#BlMB62}_zM3Hq=u#K615I4v$#M{j*p-il7<(|TXSX_Z)`e<0BqFq4;%;0F z%(rTaWsB;Mcoz!U*wR*DAp>k1<<-AH02N4?Ivw;MwD;HK{~{S6E!bCz4a{b1WWzV^ zZD9$WJNPo5N_j@FWQcA9RU2L^pt!T^e$MJ`BVd0m-i?I%LkpxTOvzB+qsCXUb<<3u z;q-j{PlFdX8l&KCO!1b87c6>ah*glh5A|y0)C6N$8PMZ<38)EXTk90))_^aL}#^5N?5a=Z$$ zr?6~}`qZnpLm|22zAq zge9hP8O{B0B+kz^FIY+eJW#As=Bz6+50l(SrB&xkSJ|aua#100lVpBvnh}Xfc7FwO zN^6dZ$WjuZ5s~cH%2r!L5C_K(#dl?DM`@NAO=Eb6BGLYVL8V1T%9d9UYhz1|E_ z$&>SSY`pnHRqSNrYrpP7Rd!gA0_wpcOd?Q&c=TDf++C3G&ENEd@0?t0XterZsg*$^ zB-S zqB1$%xO6|anJ&>rtZ*^+)x9qW=@fp!u+h{25ZQS#kC_y5jy3Q84ndOKW-0+P z&AiP>_I^Mf<^`p`QhXL!KtpeDX-u278{l^&*?gO)IV18Qi*7XG!qGCNIsS)3^R z=PVEM{tQ-5qQ7LL>#MZJzRNX4xeNVX2~QkM*qulf<{ImA4*nLQ@N$w0{~#wd{=!+4 zfJx)p{q`?*_IX7~@c{7gvSCeo z7!hOn_uKOXIyhfFu5;Sb-!-oQN`YEC)K~qr^-9%WsKRQU>Y>pkmwFAM;A-hM`~(Ux zs3ESB3#;#d^vC`Nhc;+!s;xJ9o+}RhLcK^~<>=<^gO~ToZh%Fh4k>Dd;5Eo}^cn3w zI!(diQwn>bfB({QV6W9vXC}BF*anJ4oyd?2xV;=1g*R=F&X{t&X@RM!U>-pre8yua zcSW`lWk`O6Wc~d4C>douD1Ux>tNr^0S`PqQ)gLN(8{50Ob{BXz^BycEC0DCH%V%BN)igz1T9z=4bqrrctT{(q}djHXmyjWPCm>I-JR9HHM1vwk`TVCII61vcEP&mIzV~d(wgbVp|&d|j& zBU6zmP3EsCo4r*j#tv#M(IFM`-j=DUGP$<6^v+#OsB~OB)(TwQzLlSFf32TIbq9Q} zgq&XuJ&>N!%lzB$vo(Z^&3^sAEV>-d@9Xp0(pY0IGaOqm z;abS}T-s!q8#klg6+N&*d=L4l9teJjSVxoC z{WvzD(yvmaAcf4yHi00>>wT3Y>%GnJo^$~EO)t;s3u9MBzJkTQ!66-aC9Z|Wk9T!> zA#&69xe*3PVMbqo#0cbLp$_D5+G$^sQ>`&=m)9l8x^e$k5Zq+-1JFYVo0vdBs~0!+ z%F3wzytI@YAS=UNu8_za-&Yog6B(C&-x<5UHg6Pc3uuZHSR-Vev+ zIQbqI8(o5x#!%sw+r`&N$Uph^6UgBI=1YC>ZfGIV(UPHWDOALAQ_EgFQY7HKIhPKG z+yaDP$WJomda{oR0>M!z;$S+Eb^!d{+F-m)TGXeWh1b7;MgY8iW=^4YYs8=Fl30!# z<47rCjoMSZ(H^ZFM~Gc?WHUi__n0&?=U^grXbPrqq58(&tvauPL`|n?tsuVb=gr75 zMG%~LgJMUiP7^tBKg&e^yPw!rG4_8kzrPRqZ{P17ye+EVSDNJpW;TF{E3pQlUC&o? zO{M=tO?`58F-#`I?Ab<0`R|{`Ndm(P=%*BcyT6s{iy!-jO5w%k&@=fe?liJX+hz6T zC3;1}orF!CCG!7phH+}h^}f$i-GE%4x8-iX!B5Zfv7M@Ut7ZqR5uE{IZ0^R|_C{zx zc;cFNDOGVGqUMrEeXclZtNnHnUFq`guy;V)>44t>hcXvSAv=QNQfg$da}Nq8a^7GC z^?H&mQz>vTqyzC`b@smksXmH-;A7xl=;Low^S{{2`Ss;?z&l$g{}*tDM*lWDX8_P6 zjX9wjcpVVGFRgAHnPrsI3nu=L)9nRDZ!rmU2;*tvl-jMbW1`YpvUQim8MKOSY;6RdPVWqhu*M9g@iKx&yOL( z{4{a3A)I{SO}SdVLdydo;LIGV72LI;*Rzztf6wGB>fc+tNn}^_>Hj4$`1uy-*=hv- z7gqebL_1#cN;cpv@SW4}W5Wif0C{C4uFVeO<>&nr&Ax{HReWq1fAR2+Y+UOTM~OY8 z*VKMfW^ccNRBW7wGB>*)pT`kt(`<}inRz(uqH^nTD)C_lB4-BT?RVuG{GiC}issyT7 zt00HAmq&Of`EQ;|E@|%Qqy&WG7qZ;<*jV%BN|>)-VI5VXX(=y#&UN{oms!m{B(c=x zh7ye#bwaxPMp92Zylu|%e2Omm-V6*3bO5x$@t@+XpzG!jLZkaDA&;NsoksMZ4Nggh zm@dwvs|C3-qvxA!c=LVEi9SRT#g5T8>Uj(AEy+7>tvRWH0Is{=;qzh7CiN6BL5pe* zQT5B{M;V!()Z>=mYs3rD#>(;ipMpEV?JmC&fU(axz_hlx_`%&mbFZ7z?VGde=r?a- zF6|!o7x5`0NA4^bMl-_2D~NT^N_lVX(UR^)WB{ENwribrhS?)s2sQ-;MfTVd9Mj3~ zdIjnhqc$hS_Wn(2I3%HeSM_(0^kvLJh=suGCk3UT!HvrH8 zweLur!_4uyz^4PEuz*FiNwu0A-wSA;ip7%6MU4)(eC?)WoDX54gX#(QsKN}y4xB$= zOUn0Z%A?Zj5=P`_$8*Tii=cY1o$l9Vs*osFcD_}ZL=>i=kL45*4a=3tGcbQ#YoAkY zIVI&g#Z)?naQvY8*XWp}|22c*$>HDji43|*QFLLPI|DpUH%P?37lwSdH{^{a^G64n z+oO`^3oL`7qmxzA^8XQg!uf3aWlUlVD7M@@RKF_L=WJp{MhIAJTvY;l#fJ4O3x&9z zer=aj6d3nSf4Vir;x21=cX^na4BhDY_0j9b$JctX1sm&wZ@SqqUX?wtLB(w^RPua; z`oJ80ePd(dzU&E)?Su#(@s)1kqcAl3THpq6BxNN^lGuZ(;DgZ~pJy8-xxC@{sywsx z041>OgGIIfQXu4O$j%O{l*;!hBf+DG280L#UYM7WIQ*`)gBF~Q-WiYlGUc>R3c~BX z;cmI|f)vYzYV5w{nRomj1pD4OZ=v})ZW~oO-AXBZNlr)z`mgbLmVXAT0#u18EZ2n9 zPJ>cY`l0@SRoxp)F}ds{4hgu=uadZrsfebcsu!EFA;8 zT$icb+!~B~2WOIaeX~8lzeh&s<#{^mFJ2lQmnYAEaF>ca*w-Y6wq#?|zO6HniFkPM zFz7a+3JU6X`zUz9g8b@T)h1pYiv!@S=Kl7vmocPg$3BV4l*`M@OXWAHyrH?dBy&Ok z31AMGI6oWdGq%giv>^FDf7@#z6AvqV)}j9Oi~8j3tfsC=kdvbKn`yZQbNKws6R-T3 z)pnJ4m=UmZC4VK~wEghDhxuI4VY_`%V|V)Olo|m817ilByQ#5}mO0!zRQ}_a%nG}N zr^R#jp^h0JbH|*SF(@}NzbjA5yyT%x**Qu*g>>>l@a>(Jf?hE zMH=EtrlYOK

X6Lc-oSF&EBarD=22f$$g|H8nnk)Mszy*<@L(G4cimK)nXTv0fjB%d5SC48q#7na)$*C3!dEKuztsLne?d-U3^DHA!ln+0LP2 zJHmOB9WpX@THt*|bF+5cS2jt{LfS4g2m5Kpvgo_oU&d3DlM{`e zj1(DG^H~`qDSz5F_dQ4QFYEFa5?3THN*l|8oqw^t)(wg09$n9DYZ8A#q-I<71cObj z3(Y5TIOb6A5z@;j%PRQvmcFMST11umn)dC5FcLkc0IMCL6V4+Mt>$%Uv9X~)Hs6D1 z7gze7A*2lGFnQ(TR}i*>#fFXbb%h);WSPv{bk&A6bBs#p5RvW@(L#K#m5>X^)^OCk z8470#r&Snl3Y(JX>ZO*itcwepQ%zq)`HV;NN7>f8XWpjZiHh(Ww<8RSQmZfB(g_fdPV?rv=vV(;F9BVmVeUJnU>u*ZI^sliI15^!CntmXtLUfVm zC6^%64OhWWe#TYm?W1}PRmVHrsUcvkR*;=eh`ewk3q?#yLbiZ_^9M{tGc5Zfk)LzX z3eKuUgnldh%`~wvV_?BuD{RcbZFWly5tH;`rRhh9=6qh$KK2C0F$04`ReyVZzX5vC%20bBiRg4Bo}U^w z?tlBy6&ke&j@$GKUojTtgA?^TY-+8N*H@(k=YyjK9$|BXG5p%w+l$*pfem+ecUCkr zqbuI`%ro`m?t>hvF z@#P0Sk0%V-`dA;^M&QN!Xa1ljmC&{TdsXv zZZ54DC&2VlR}uckTk`!|}tPk)dKJP8h?cEcEYdda!D@mu;X z4p#6%rj^4tN0Kich0E%`5KK;U#Jdn!iSxL)v1>Cux7&$#E(7DSmZMz#px?{{NaVJVia%|f zwiiq@>PMkE$}K^PNgL*jTTPWDu1jVaHOa>0VAk#gZ$nUu(i6oDkCT(Ei%BH@0{c=5 z%OTi$zCpYeTalWOzuCDDP^kV~?uK|f51AA4_?tqdk`l`9wI#3cn?D~Sr+ zj_+2@ihnYz(d|LYy~nz;>)I?bD5gx{sh^PmD0M~qwG(Y+P~(WB`?TNB4KztJ(egeV z@?RW9XItu6!;;08D=V?qg51I1$p5Ew-DLk;Xmf}+#Livh2>{;DLAE0T;vYHxG*Ng zt<~IL-=Yicw;_j)1A+U7x7)fhP?s(C{eXS(twM50|3a5?16vP-VIXuO0bugzT-E}S zY#bI>g_NZwfxyG2Q zA=K`LYsbhphZ7u4s7MwC_`RMQNbd8!|Ju=35JN?KKADFXvo#3V`12#}!byYmn&lL$*NT>hZ#zCXTpPrnZfbEf6lQx3x7`uch*t8 zF<$@`TtKk8!g`uNBD&$l%_mDD1w2DL41lZGlOvb_aHI|u+jQ{q$8OLI0EV2)X5wI{ z+2^T6p2OuLf2q8Sr{GK;>w2K#8We7L?jXH5o>O1w0K(7jp5Dn2Jm zjXu?Q;#*!;%*OZ5W7>QGr${?=HoceVH_5C=%sQNs&$;AxE$075h9w~t78a!@=guSD z_{>Z(QyFWl`Xd_%Yt+J6s z*O2y&8_U_k{HtvK`>PV~#CuM0MBwZ2#Ea}Ih^4YPoi_2<$3QOWJVdYZDM=I6=u^0Rx2*N8dSv=Z{9F6^r8m!N99r@~GG>I$BLv-lu5&0? zmbqCXlV~Fd4Qyw$_jueOaO6<4ky}92)4uR(T(KaJDz}1x$(z3HiD-qSPqdkP6Y@D}lwq#uvs-Imu(mx4>)H({fpO>HY_1;yU&}?$TrUCXu#+##enF!KKz+a1 znfw$g`XXyxthLN}lpf=4RkJU@^o*GB&eWV;(Czp?EvB+sx^uY;0^jnn}HC2B3`!#K46k!-pUt~i2(3bdj7!raalhm@m{n8DTNB4 z{IMZt&hnoKH}9bHpNpUWvf92ju4K@c2#={^t!TC zqn3bDPK<`KsO^MaKB1w(EsYO9RNqIpFo4)=Dh?ecjE8E}AY0j`caYuf#E)Z--iari zGMXfhj14Gj*~1~mJKH3*{TVpS0V3fslbts=)r|2s{v!Y2@O+Q2{w>yn)>gGx9bKlJ zVsn1D4-B3u8Gwsu%Vu8F?seRH3@iHHZ@lFyXaI~rkb)@I%h{ZuS&Zdm&_tpVT>@i( zV8r3+fIGT__ao*@pk0qIw-;O6jZ>uuIDJB$$N8{mEja zZN23qaQ#2TUuDBJS75SBO`Rp4%KkSm$3aq;))?C^woj_gM_>Is`=RLv9yOrMz-@&bty4Puh?o#zzvu)6ki!` zG8tzf^+kLwnAVdj_qBpsE|mOo8+;kgv2AU`!jH9G3M?5e)Nf~~vw`|CZ%~RZxz>6| zh-8cjJiXIiL&zOBzvB1pJf`VFxc141y*J)P+4t#3A_oFApsmSuHwwcniv*6;@N90X z8tFxfVcL+v2K?Nk*U7|oAt7ct;VB$~cYuept!T4ZCP&MYeIz%y2WEPqxq${ONpHLK$Y+8dM#wBRV*c(E3P_mWQd0xf;qV2 z-5hNaE$D#?ePYr+Y;CEZT8fyc;*+EGaQV~Kg?cQ1cj>DiN?AMbxuuVg%k2%u@?77E zRvxY`-tX&Vll0%tI&EV_Fo2Ng3~No|=-|^Rz+?G~)W?8fO*5#iF2f<@oIn2P0B+(e zPzcb?Towl#^go$f`BE(w>InRktS%1r650mnRN{R%j_1tIwh-ziuZsd>I?}q@w>VwP zCF;JcnD!eT%+hff`Kl9%X(*fs9ay6OAFkp4*gdjQa#mVh;D>Ma@AvaZ~`<%QMk% zNs~@);VMfsZuHHg_ADR|nup2@kXUY{wQwXD-)x>Up6*Ket9*vTkyQ~k6M!~6+Fy+g zy2}(WL-)MP9*0h@t_I^F{)WQ~<=zBuc^dKCGP^KQxGwSzr=mBWILcI2zArfXC|c-K z9k^Y_xAs>clOeV-S&@GsAer|Y~0FYl4tr^M(>$C4rbQ0{6A6gsN2$pX8zjK2DzMl}H0 z=UUp=*)yE{Z6}^jJgarHEMXoW}OPM^jiwln7*MdRnMpe$==;FD|o} z#mhzJ1PpC3fxhHQo%PD7eH70*C|0rU)`KjeOv9qOFLEo6+HmFh1k0qo1`DUUE7BgT z&B4Q_o}^yStMa%*SQN}Uq_#194`Vj>x!P)Ypxj-sZ+~;0Vn}82?aGqV{sV!Ch{#VQ z&IUny!OC`^+y89iJTg&%k!wt=R%&qAltCm;E^$o>LfjKCFuk^U1dbDsE2g$)4B2y& zzw1KNwgu!r$wa?2|FtK;e!hMI8su8Mz{juGm4bnodn@ve7e?}tz$C4%+2)uX6A>fl zi}7)6wPsXw#ES?CS8)-Fh&`Af79ZwEvmRtqC3Zjs8*b$9ffh6&J2n76^`nwYDn2Ka zqdcSZDO=%vK@M65lqBOuBmjJCWT#a0w{5`tZ<8pNsJG=dBMLX4#$xJ@ST!3*DM%)w9 zo38*R_#5msvSvUw0Fvbj2V|^N2MhIc)be3b7nqzi%q(3}=ccZOM;2X?E@J|@D?UEu zhsrecZ(dK4G3|u|tup-SQqA84_FwG=ltWm|SDQ~R=q$~rJS6EwkHNK8$2ZeyOHpLD zJB>^PeQ`z5)q$#wkfdQ!_yYC^H3qZ4Z}YI+{v>=p%b>xs;+Yyjv06L3JZ zKb$NItiI3Tcz=cuOG(m_Y_I=Dnmfpp9x{<(x(P8;Nr&Px)=Dgo=M-~E#{=Kj$pJve zrB(yU5K*j;T+I?YfnaKC>Yb~;RA6c%gBy@9{o1)RQ`1=ugXBs??(H>w?$bN4NsfJk zXVRkx)Y#l6JQNbkZe`u!H2efZb5myTK5Uh~^`O_SgLT|y?3w%CSA1NBdQ@hx1>tApM6Z=|yd-Te-v!I%3Z<}WqB&DSgWDq?cl$aE%ry^IW+v!vFWxVZvg z@H57=ZN6&+{lZIXG@6%tg(x>_v0Z|;C+G2xZc{B)3-jDw-P#f;%3|^1%SD?C@KFYzYYLS`l3L05S@Q$Y#-MD z@`AV2-?jLi{Si4mXFRX+?q>i*tHU4G18)h4NPamH(zSXx0rgNXYI?HMFp%~l5b?G| z@Hks;RJ6~L(eR+8>)F^TbMHrlN2@Eclab38akkS2s;gu_);^q!30|`unNQ*YUlamN zqNFi|Nq^_`ZHiQb8rZzMJ4bjdVfTU4$|Kl;V+JVGoie79g@TU&@xeC=)xp6T-yA1M z<>03Z>^9+{m>Z`)r^5@HNmiEW)J=K*Q#|4)=p&7jKzE~Zr33dROVV6=7g8I=*g48*wtS-FS}kb@Uf)axyTUF)c+JAeqdRsH>v40?vf0 zz)8!42dHV~xXo_1c=k=+fAhH9Td#*EQYjAfRFSW3C=c^&v6_v3rK4gQmsGG92Zq-u z!kt83dmdQ^20vead22>@<9({SCP74@)o@>~=63h1A96E}89^-gX~EIW?NtfHzsQCQ zC;uOhtzZ3Bp2q^%TbXqtsS{z=F{Z#8gsm-a%84*GTY7N5MEJSUxc6Jd! zV@pB&>|Jy}iMNLMtIB%B@>2?F^(^DyM4?m6ej*}AiBOHC{QiOb%P1{C4Q`o;-t~xx z?q}zYYwxJM%iYr20x~9N0NFz5(eQbcS}(`g2YoLon(HEaFlz+!5qB=MJjDXkJLZw~ zsr^y}9MG45mS(has({aWfE0C)IYXHin|cJb#}wHnyI|Xrt^?f1LJCSjfn_(ih(>fXgTW6})4I ziVCQm>30;)NcUd{(&4jn+n2^|WlV0Z9sa&|pP+)#^dNAbj*bmvcXbqH+%IR)rLL^n z-grD;VXrq7vE_8p@F|4P8AX?;wRo}$9n7sJ4$XpyHlsW8Gf(z#LZ7m%zs@m*wY|XF zl5;M4#upoa0K~Etfhi?a(RcXg%xu&I`@#VM>(BiK!RN2Q5-VC_prB_mU4H*Vr|Ab- zjk$>6A#qTS%HkwB2LG3PEvSF4Wc0=y6vwcG*REKF`Yr^VGCw#`HL8@SU~b~%d)8f= zS+!N+t0ML$UlpI-mMrZ4mKw8c;{WzJGKWqtI>)fW<(2xu+d6=QVK^ij0RAcRKOM?t zuD_XeE7n?HWGbZvFrfkl7ug&ZoxC%sP0D*Z(!bxh%3{s}KK@KGxF@Y0h$A1fNCp$@ zT7C@_g72djC4V=#aOK)GH0wvU`H>ZBO`Kir{ZWw~^}qqNB59*qO$l0|`e!k1ECsQf=lWI1zc@jG^Q**u*a*Fz7TCZ|v03Ek#;Ar8t4dZQ4RW8=dE0?U@)gXff0zaC76x z?hBxkTb#HAd<96U~Cw_dd~R<-#Z(TO7ynS!{-H934H=RV5GsX0&J zkHqX)8y~gkpZ5QZ4-=>M^)=ztaze5h2lWCfM$J5-ao!Ex!~U@NlGCZ>+riGEQzjNT zaw@jg+)yc!PVP0=8h_8@HY~s$N1!l{nPWNG+OO4m^Oug{|p6EZ$An?mv>)R`=~jNPUGV;exOd> zSvb6;yXrt92Q4c!{8)ffrivjCkCk1jPzLJsn~1P5MNHWpoj*D!BX@(C@jtno4;vw} zlbv%7ijQ=#^fq4sao(c*KnOJ}UTsjI2+`FTFz-MBZ{gw$yF|tE^&;=}4|P2sVp#%q z6=z_D%0J5aBVq@)=a$Q$(&-BIewu%4b?{Qs?IYd8<#l`UBLJ?eb)hZ7UR$GZUetAa z10ujrgD|5a+niG^AV%9;uq@zmsM3r1p8c;^R5@}&m#k@+c5tT*xV2MD{i7E1hSYO* z4`s(|&#l7Nl92U_T7&k_0ZnEu04o-6;Zb)lWaQ@4h9P(%gae+?pBr9$jX$yCHUhM@6^gzhTzD#%xqAZj4nx`qb%lj!8)5d9 z#VDt;k-e^cyQv|F*k)|KO;UT4Jz`GR%(JRhxAms0n#0lhvvGN)39rO|HHC$vj$^aS zvFeN}l|C_%zPDzm_QA0s)j&>?^-;?!OW##uF&L1z{MCk$?r0Q%azj)}I7wcA#N#utK;0q6h|7Ua7i}Q5?T$s1u3+BGpRY4~ZA^enIj~ zkzbfeGZcV)SLF{E@F@xfOc*ECq5(I+_nS(L+6e&f&N^O^g!ld`blX2(GkluO#Gmlb`(;!9n(MCfbvL9@VKmT5>xD6; zF#oSR>AOrf;ep)|`|;*oJIYl2Nn6L#(vS+4lMo=sv&8D`oCx)*PBc8g|JBvT^i5dF z;im)ALgN2L)>nr`)pdOK&WG13zqDEa!i`f^3%Y8XYc~?@<1H-e1I! zyEz(uRU)F-8=N>0S4xu15^s2cW5zitt%97G*jvl8kvvfgbU&P&yw`anFcke~OC_}Q z%X|#mB4>@p7_6aXY@C*vwu8H}y}<_DoYO;;GTq&;*gvr}L5p8&iCCka$bV|FKJWg7 zMdT{tr?wT4x7nfU)2(^)vy{fUR;10yh~d1QtuP;&#`$J4#Idh_^EcVWo5=tG6mWx! zTtP?Pg46W&CX+pg>^VVqc~ULaXpy(bJ$Ii=JsERm-#|)^b-OkT8B3;t5s|mK{Q6sx)Y^zXmaQX`tD)Xxz zI*C#?i%g;mg$IVc^Gut75Vac+l}$-c;(n_6s}WLq)Cm=MQG~*nfiACHR(WCx~$6U&MIXP(BwOf8)<%%}@>g^ocj>E*h{55*d*-b zEd)ZMIS9i1X3&@oabaQM?dzGGp#kIJVtN90^K7};_gDyCk#998SmntboSbs@E(>w| z4F*{T_lFllUNY`YP8AjozidPGxTL86tTpv(TL#Ngt=v2qb-9bvoVjRJ-Yw+y>m%ul z74Gm~lQx zw<04uL^aj;;GCKvJptQf6_2L&Mm3P2#yB^|@2$Uu6ThKGQm>n_Ii)pK#6UoT(4Mo> zIPJIM;=C*99P1sT1~u6Lo+dsy5Oo`$mh2!$KsUf?!D(gh~H|+h}W&tsfvKySb zWMhn^&jEM&HY8RM+>USGP=Gx*k}udwgJ^jl;W!oDqWvORZ7_N`8^<`K_;R+Xeq{K- z0!(eM^;WHb`d4Rk2@0pF$T%t;d&TVQU`SMaHu zb0`+7hkEdrFe|bEfLVj6$z=l0h+?vFBl>mz-JGT6IUrTzq5?2?qL`3FcAel1ATL%l z25Ig!ssNC^H5=W7TQ;KhKWxOWOv;03|0ak3yO{bO@msX+W_Ks-@4_7N7k)Gf(n*VuDus0~aR*R!CM$a?;?jbng-4+tL z)$h^kHNXK^JC4;ZRsC-MVF1O9b{RUIfjNgPPotH5G*aDs%bCXEq2k231t_6{2ze4w+eS2aPNLOYPKt+W3w zehK#<%^;ddIRKGG_`gT>4}6}36m%6!0wC{R@bW$Ygov=Xs9>6Ia!nNRFjC<;)!_$j zwS2%FgMDPNkwZ%U!FNx|gNVVQr`@K)#C-DjFmXzN@J9u|% zdyTRu>fmKfxwE=yt=t3NVroDb0gAhbVC|?+?|-NtSo+1d)=)n0l>Bsjl-cEdq9vT_P0%^kBZO>+FJr&xd2c@ zK>f)%6YG#hQ_VCX1=C@Wn^(#B=N`{Iy;D93s$QjkbJsWdyEFgIJoRr7Na0V+U^9r6 zhPV0*3$-mk&m<$s1J7H)qa#BiIxHsQ>%AN734eCfO%Ajs4V)-G{~rBBD&<(2vJ#+| zu8>0*%$(slw__>Asu*hVij3^RfKl&!|Gb{D$_-m|3*>g^6nSndOUapj#BmD zN=1a8*b#B*k&X8gWJ!AJVnh){ekBxv&)HY&)D)PS*usChW2#?B4Ty+{C@Ie4PK$=X z73sQEi2T@p*F&_{zd?FQ1AHCG`aXzK-!VY{_JW#a{(E(IPx%EuNONTT>*CYFD9tUe z8@oy={c#WJBfbFXvUzJ$f=h{K>|5?SBt|I-2?&!WC9(NW^`bg@c`vYJI!Sa41X0(v zR;tyrQgyAa1qe5Wb9dy(Z`XwDZ`DLzW?c-H#QxyEbBU*V7^yK(&S1ea?<0kC*zi4S zxF6LoidzVDefo~)=kP5&sTA-NJ(tIGIKKIuEhAD*r@f3eqMniAtImS#l43d^PJJ% zn41%dBS$g|eH?F7?cdI3Jd!r2*fftdI9TO}^#4>{j3*uR=0y^jIW?L#gpV9xM0Zcz z5*Y-rEMec2FhH=IGo;w-SmGbq>usi(csvwlCFuUP$Jb1j!&C$@uPEx;`TbR%A8&Ay ze`(UfjwP1;8kwa6>Y?a1b(ArYT4kz4QFyG0Sf4JKpBVKvLqH^tEl_NwK>Su8^x|(M zXV*1M|L{LiqP{>71ks9K4ZMi3)&$;=(77*P2NMa8n!5433BRYcE~g8K)d%v%aAwM2 z%!p<61lo^iZCdRn_E=`>Oa+p^USt78S2H0HhYQx*>%lFviu^(WpL2|JNc;SQe6lr? z<`)>7*qRO8j@Rq-{-BGrYg0X4%KEOY(wpv(=JH+)L_lOfS^_e0Gij?bX>vcxpO3b& z(rGQ+ug(jAH9XM3vNVS~QlmvpZGNlt7Z1K;U%|uw3CmHe=+DdkC)CXS1_*&xTR}SX zkL22|s_{hmKu4O4v7RL3l8&k)G17wjc+T3CI*u(TdHG4EsY;z=l{mm78WZw1UF);x zG1_z=;lG|bb)Kd`L`M7}a@0BTCU$YxrirC3=vnI1o^j7uJwo&|A$=SKpoGeVXoK@pAnm4RHz4XTuIRlQk3m>sl zd!Oa~p;7}#h8<=3ygeI$%`)HCfsgStX7YiI>Q?ZF^jr(qa?d_fLZ>ni2wr3%o$r zvmP0EUtjS|&TO|(d9EVVsB5Ltl%I;~k?Rcc7mwZA$Sl1M#VpJH@9uFdm;lk!U!feL zp78Cl)<1dYHY#{|)_b8r$A7yb(`RT1^u&!|$x>BYeTI8!g4Y^J#o9RO3FBh^8`HJ! z%ER$;BYx0x?7s~5_I8~tJK|5*loAXu4EjkJosf|F4NM~xgx{~fh;B7Bd~6t8NxY~J zF}t4l@r@oQXGysOz3*~E{$1|a?UrpFh`H9Rc)q^AzPGn`FPY!K&@eUI2bq99-&1#H z=FD5?!rd8g@;q}RZH_OyyB%yu&F8+scYcj!- zM970AU7jBhJ;mC?&Syy7+i`k(UYvY3?;Wcest0yI%m8IA&C=L&G=S~Ti{Qjs>Smb% zj?0D!s<_YvKvLRF!Lb;RR#TSGUE^oin13iCf+L}Z;|k`SNj%4CM>KSkKA?%gKn2f! z=0>OMZoNg=4FU8R9qaDhnIJLXQ!}M`h$dLReb!By<6r{EWf;DBU8!EvDXzK z2`C(y3Ufzq;pYhRYX&FlzP#Em%r|4P`?P{DY9R-kUslDbV9(8}t$l*$V{x-B{KZ{t zxJbRr300UV$7G#yWjiv1z%4o{>^_5ZAMLEkaf9QKO87wCW(8#}`sRpTI|nzPVQc(T zou*OGw*5b$&rg5#p&2VyA23V&+o{<8lbHoB|Yl2l;Y>@_b&@! zAw9*+%*^vEN{Cd^@*}H!7~=%c_J8&iD8cNMC}#oh%&H43rc%4AC&n?PUV*At+%R() za#bVbhQcl-LawcMXz3vG8qV=N@yoB}r=gDJo;c>k_<-S7)07PfoRnP*R=2D*sJ}ak z{hv-iPc`Sxd~kYA?6Q;*lTo1UCk)^u#R$ zQ$(?U-6E0XfD~LodjXRzSop>&z;&?+c^lKJph!*qc(zI)VbP#QZTeC#I@ttMO$Co6 z6Rznocpj(9JSTn1fM@i4!y^(r4{dHLI`L%^NWjl*Z5;6 zQ@#OCFT&$Yn~(9IPz|3uB?9ToA6C-t)uRAWD*F{_R7ulthHt zq=v@i$1a4|Q#E}X)vL3i!qdF@SnR*dXT46p3E9GYe7FI@1698{2p)X6H?RndTgwPu zKi~V*KKJ9E4;K3|375ZoR@z9(C3l&I@pFX&b3ghr%O)qM*}dbOjK`i)C-)5g>(?nos#$FLkF;t^FrZ3rhM09awv?)@~HeYd%vVjv*1Xj=DCHPvuyrkg2vvJB6155MrKKVuAquT5K} z`1@*ykz?L|*tLaHO0S523Oz;6E)PJSY9mj@!T}^aQbqC{T^R3}QReJ;Z8NPmX zzM1VU* zYby!mZUoNf$+x(J*Fv!Q!O!itR7JQrVhoqCR?KyCEvS9-`36aKjTg`}h3CBnWXsTr zcY%)fP}aRmhCFfon*o(bQv<<6OJe|YE-uXc%}S+qV@(Yox1wy26ZVQ5O_`CcfETcC zGb`PNJNbVosjld2r3~JA{Azs(ygrj}%$7`=(QABx)3)KF{!;nHS7@4ds>A-mXah6p zgTp@u9?hp>T8sVjWa6~_**dPDH{ncO>W`sNC`L$COoaYZ0ImLp`42p)I=?y~~xLyU8jWY^34jRJJ;WxwV4h?pO@1YD%p_gQX~ z@!wqI;V??Zay&CxH^Jw#rVS?MF08Gp5hL5g=eAq-tFOPe_n~d{1nw1?chfA<$M3^d zu&dODajoyWaIBP^UTJ0&oRRA(Wv`cU2F;jxs{lzWL_lxQRJ3C;)7qEd2Tpn7p+1*(UYi3>W&PQQWdsj2|I!1JFXU6>FG#TauJXF#vo^gkqxDkz3&F1KDzM z@~sJH6ugDSNNo@IG&xw9^%-`q$hS28j)n2#Sz_D*k1!&Q`3_@TU<2TjT!d+=RD|Hq zAtl;IDSJOn?XuL8g_)T}Hq8_fzhSXIY*GAk|JLzCaTpen%`@CCAL{*<-sy{i0e;i5 zeE)WNSzmw7fXtxHJR>gPAWKx9t1R0meN4pjxPsKucp|@qndYa?H2TJfKzFQ)%#vJ% z9XcXX)X!k{Y5{zp?mi4PW4H7wl4de^EgGEIJTVSr)?2n!H5)rDk>X06S=u;EMS%kK z+R{=EB_W>^f=-HoObu8cycBRk5|v$QYHIdocdkZQ`t@;NPiyPQ*GYYdcC;eAONWB11N<+FzcF}MAAcJ%8ORc! zaJ^(DK3g*jbi8`RTBP_qZKXg+;J_eobDy^N^{W)w6@GI}?a%KP%spX&LW zF6x`6KR#k7{rX^UfCe)~_x%g;bHgBUJ$=YOAt4^LLo5wCPi{lPPehknE{}c-3 z_%oVTBM0iqf5r)2`#-B2JM*@)cd=Z7}{ z?8_MaTa>ljJ@@wf#ZPZtERK%f&ua3%Woqc&b!*-Zf}}W)NvV{WqObI-f9Y5hT{ac~ zkW-8yqsuR1iy}EzS;_942;|}sZ~H8Z@|a|`1w0xnZA$Q&oCt5_k|W8eJsQ!y(|6!G z4?4ZP7XDfw_@9KhiwW%3yiR!<_dYC`l+-shHI=jmO%6#Y?uDY$F3P14mh3wxTpVGP znv?KvGlGxEk8W;y4H%rGt9mrw3t-PU5|h~2mzJ_5Cr+!|@txF`uF%(mfivT0D|bXB zr1=11*ZxX*XES~5wBDYiinotm%s$@ABBqyt0cm9_YUTVd#5ET{E;@RDUo>ccjGr6m z_&XgjCN-kA1pPD+U-UeICxjAf zX{zBW5~qnNicTKYLcO9Giyc_O7pzP=@3ION#Eq2LU5T`~o%X*IA5H0RaD&634{j}2 zFsB_JvxXVodi+GvY}7I+A&atM|7VxVO8kd%@^$vdQZ9nJ+4m#+m@wa$z%%O7o-CBi z=P;sC3_ZseBDU>IesvwEns3Y2>2ALx9|lY(N$?#=E-*<1O_CSHd3^ol!o~=gzOIXW zP4>?AT1nHWu64z;HC0sXVL8y#{SbLTyQnYZr}tVa&+A0;IZJkloKkxdodlRQsIiKV zRzf$~c98h$BRAR2g}iYrsc=3$qdx_Hn%Vl#l^xE{v>F|60+eJuEo5^$zSCrdBifzr zl!`yR+*QC|yo^4jY(C?` zYR~pyhq2*Ie9oeA77qKV=aXOwi4%cBTuth<-e^Fn_x6cL_J6kj(M61~nfK^pNT^83;;k+o_yoV)yMAD%5MO1#JAY8VDV{*u*HVm#AejIExhhTPctMl_j)~GY`|g$H6e!gNsjz)vRAYke%e{| zAKNNv*!yj+#VFxi${eGsuIjF$Vd-2H3GoLJf0s08(P+z2@ zkyC@9Todj<&aCU>3!#4*(Fwv&^%q1T_U2Zo`=f6WMUelkdk~-p0EoI2n7<<`ryAC{^u3bxqxy_X0Ih|~I1Br>b!$RJH zwe5%5dq0;wI`b=MY5Y<+ik#=j?rKNpODk(G1`sjbN$pD zE$$=^M^wF5X(gS4t4oB47mXG`lPODX2r&4NVp$9XjEyPr9hdWFcokSN{UMS@-?^F7 zsmTlp0Uz>vYsf>d*iClJ>};a*pI!Etl>RQ~`##x9UUhN@Z>`=l{xm2Lf;F_$aNC`$ zdEtMc%+V?;^rt>Bn7xm`zpV`jCHNP|Bnn~gYOf6M^(JuojF^qlV95Pf!)_tuURn~9 z?vyhy=SVchnz(f%OyKE)#^pFl817)_J^0lOQMZcYYEI_~rEa=-tXxLFw$9|! z%+J{xDGAu97{r`9kr=~uWVQ~Ydg@Pp*n z`$9lZdH97S%|0u~xDvcy>kTo#qb`l* zT5H~;S85x|1+$LU%Q9ht8dQcWHL+a5$6`=VliiNF`Ls4_)JJLQIJDY+apHWm$BRE6 zH`#o(@ut$D%-p-Ame1w*so(pJsOmW9OuO#m^W+8UuM)br?7w?dyhWuw_phRREUb7P zE)h-SGKIu3?c)`wcnz=p6`e!!aH!4?^k$z?#xdZD(5r?RaATxYD{Ja^gi4K!1VHrE z*abX0qZD`xpJB0UkW(Dpm1+BLzaStF{SeBOm3Qt(gSc$FFKaGEQ}zGIT&9>CSDpGp zoe{vyp#DdJa-b>!A?wmI<(s`-0*5;qIofjl%1y7%$5Yzs<>Sio-xQX6=tc*vg)Cv~ z(q#qJw3XGlnZc-M#2+TLkpM}uHX?#*pRpue44mP^aqeTWWB1MLmiftN^`)vu2XBz1 z1q#ittKQqKyTCwoRCf#7%NI_jZpnx3FLlV%s{WRw+p&>N4r81AWtt+Oyb)09Bq^9G z4FAEy=rW8?j=<=I6hOfuLoAj^QJy<>lQ)CUYxgxA_aQow2ZOVVho8J5pq$w`R9;Gq zPRq5PD!#UKaCWAC`PD1uU9NIzj|G>-3L&mZzI6twO0hB1N_R}YTgmCR@2&#JhZVsQ z@z_B=Y6RpK^beWyMiJDMUs$hB$q0E|@N?v|L@MYLC5Z_5eAnRH5-x*F4-$CorG$yk zeu^sRRfhx5-*~$?ms4UF@hF7_@9T!k%0oA$;4SCUOcHfr{DS*CW=)xNDiv-|9pE)U zuC`K7eW^Ebielj*5|+q7f0onyHLy2LBhCABZTe!PMpiT<$}!K4cWb6pxkofpts{(= zTaEQ%cz8VHzqIGxZlU}+b9$mlt={T1+hXhhY6b-ax{TQ+IS>NrMVZ$F$$kY4`2;5^ zSU(g-FW_+{$bS}PrtFSnX-TD^|ELe)3?!E2*#jr2Cl)b&%gYi`xWg!vnf#&fqf8c^ zVZ>)f3#}~@%FvbSWW{0F&D_glVh&yL+jmJm8Byc+SJTKYG7B{cYQKQ!qL((AkHw$u zPurs)9j*$NwEI3$GsPs%dz#h9`yG}d&E3RG61ekjKUJYaH1|G9UTek0>@U68y>qxl$vPH6c*F zKYftmt2M`bk_mEx<#H%>8|#DMNtio}JBg?#S|E@4GW;y8=+YY8S4L8s*X1@q$lS#5FRIu?=NczvTX;zF zc(pfDJ_DE2?Er`3L#)Tcqs`O~}=BQsWPD+f~eh@$hJ1s0OAtj%C);1Vm4NoS4Phe$wK09z5a7naU)hDx`;CDt1Mqk ztHI0(e>M(hpl=F8ubZq`gI7vPhr!CQAGJ^6m7NQtz&q~?-Dd1-e;+Ct{1VRvq_odg zw8)qwE!{a!hgTwOI94zT>H_R%-O%_ME{K30yBw7!KGjltSlX#8V2Hc#-K+U+|Bfm- zyo8tVXX1a29v&eCj<+(NH+esnDIfbZ9;oG}9_)2!C~|RB;aB%aBmofP7LIfZlXOY8G|}3U4NexW_R_B{$r&-bB6ef zXn%OIGH*1M>@ehI$~=ejjPzB%M=G-X_ci&97(dwlt5Yg`+^>CHlrfA1!ab&u!*x{^ zHx;5sX)0j?;uMv(7r}8)m&K!f*)$7gO@`7vr1wct&@hz;sK8Jz$LKa=dERC$69!B8 zqsPq+O|SFUjW7tgf~!t;8uGOHmb&60s|<*gFFnIdF@WSJx5vqFNqZ2Y4mPw;cCNul_y8?(GRlTlr*a;qNT9XGX;fkZZLpDG4uZX)}+V<@VbQHR!8j;uDAW7x1?l0{2=EFRNzcm+l9lT zR;y0TpU;&(b6kgQ%tG2%tvV;qA!_8-S?@2z1;v6FxrDo5rFDjEsnZ*u1@B`TQU5oR zi;Xv%XyiWp6;}nMW@~8<#k~Nx%(NG;V+ygDaz5Fmar}lYR4N_+;uWicFrvxSZ!gnP zzJ-Ug>b1JKN(CP=lf%jTi=_LEH7I?}uWjOWqv+I?vUB-c{>1`F#$vBC6(wUyI1e70> zRa$RzNhR@xM0cJFsWYxFFyX~jGP<+x5#yH#TtK}+&lo-p2W=kVktGkoHmj2)^3=~8 z5jlITukbTm{mJZmvq^a3QjEd)YNL6Kh@*>wt(hy(JcEtaK zf{a0;-1k_4UoPuihQC21;hX|ITR~GeOuGcM9*my`E@55X^u0K3LiMMNOK4h!Mu?1K z@{!DG=xikBMs|uq7^Z4nj(&%`l)14iNVFUnr1IMMn#{z+V&107kQ!J6m!yXvrzgV0 zuwCxY3LU$Zz84oG7q#mOQ3sZlo@VT{{1g;jE{@h| zLQDbp89gkuMZ!P*{5-F1SQdl8LEkmuG0dCq@TR^*Vl0fx!qi3S!ocNR&A?%~H}m&f z=weeGL&_N>s`B#U_zM5HivsR`sgNOgwlc&%P%N%`G*QO?OXu29>u4hDjh5WPLt%_e z(G(a{VNaDqX*fA^O&&Sh-I#h))c;3TgQ4#6)Sruk7MjsL_Ck#J8+Xcn;nep#A%-pJ zB2z!AQ&KI2gz9f{$%Fir8p%lalzMcPpn}PAUJDQ9?jczl1ydM37IF=27BQc;)f7I~ zoUU)^EbJgqZ~{?R{z`W!$6(0yTH3Ryq@sDu2jf_;k- zIq4|*b`cmaOF=2$DVovX3*67)_@}lcx0d$8vZsdQlst|Hh`_x}4(;-I8EA$88)`1g z>E8v!6f*SMo!E5w*-EpjHT}hm91ZU!ZBR0^jZVO;l?8i zEW?GW(`s50j&eD=j=&(AS}hqrMYr?M1V+n4B}3R|IJy6Xxib*HkxYJr8A7Z|tUa77 zi(a74_MlP@u1)=1WW2xgXp_DF)7+EK8~x8lautF{kx`$q81@16qSwPlNl0j^ALF0x z9nfYsqX!?wdt410#aEcO3~EK^X_&#ytnAsc>sZ_G23KV75;> ziBFMPMAA#Lv572{IfK058%>L1l89@j@w@rPYf*y2KcXb$-xiIQur37HBun*@{YQ=Y zCFSF(6~&{y&)I=A{-cV(}(i^=y+4?V$fjz3KDK`(;G9H1(81Ri8Bv%)cDPDNJ>_?-gY@jilKT2n0c-s!S1w!&#AerCVls48tuaTe9E;1trzCo7{SOz zR_eHf{<=>L5tOn#Y9p~WD>O`B2k12D0!12S@|mEcq+!hweBPLX0)m1H@giQB4~ZWl zwQyi|2l`;D>2B1;+NIy&H2(!py~Xk9@0a00#}GOHydF*t%FOU(oe#sF%%v*v*~s_m z0b*rXY->@{|Eg4aH(aGv+mJ6N=etVlQ@kt2yZa0ssQ6||_D?LR^MyRJePzH8*7eE} zp|=^`*~Bx95zPKRFL-NCzIglru1$bjE9?((KTE1$?n!>l zA`Y7^)48Nw@HSm*re8IYE93Qpg)Oa?Kfb--!@E&EOeZO8Sn?Xt?tG^qu6%Q(NZlL# z`PyEze4z0@=&i`KPto*x$oQ+2TBeDc07s(o+otHE3(4S*|2kJbd2ftBYWa#4I*}aP zGTAKE@&A{~4c(xH!{G(%JlI|M-QCD6w%A<`3#laF00b#{Nq-(CW6^Bra*Lq4!h@2f z1gCF_f)J$tu3mFSn;OR-Pi-I_y_V0hf$f98D?mT$G^1aevdnGp4j0J|dxw!h(-=1N z5yxB@b~u>=vFxvyeHdZVe|I1xydsbbnXH5VYDk1j|IRD z_}esxhpN6pOhu9DL_tSuLEfzi*qWf@6npxU@oQ`QZflA{4z}^-PL+0{KGkjM^Z$oF zFLItffs*BrG^CH+Kq_`fjgDzC3@+0d3HaRW9J!xVS_?@#=I*-7kr>HwJQK?ZVKz!7 zp(>TUz8=GSlcy*iH6VQUAO$pMTk_uI!B``2@qh$4P=FwlyCo~VytlTD?hm2m^GYK% zSbLtx^U3e)y!#O`D|E59rma1^1N$qt^zq}p?s(3hK?xf-ZM~|$s1%zI)U=$^?o()c zI(6|ah%Do{4Q$BI?1?!-C{+f}C-x87iGC4%Sm3B-IiLR(#wLEhf0+=+QBVpK923Ji z?~sv}uMWjtG~H>x{l{Y8qVO1j=gYJDU=Lx3Z*S&7x>O{#$q+$Sq-4G^@Yw#E)$p=C zoHI=a@B2B&Q<|IfafVoyfsi;=3en(XfnWKmq5PkA(jC^&FI>(xY~hs<-=7)cFjlr( zVdaOyaH~fJ3U`_aDkvP{@e95^GzN!@K9R@;3nC6e3WVt5Krxz2C1hQZ)x>j`8=KuJ z(=&8Y7zMc|CNJ?3SNgiZe~$nG6zND0tH-Zi9tAqFC1bmFV+ z^SV3_P$GUiSMz$KAU}49)c!a-fZG)#ap-=ZOB5yH@qvgmYrVetTWU=91mD1wf$H~9 zq=ZD)t?XP}2x_wUCd&;a{!lwPE*^+tC#8x&ts==bD=Vk=iF2g0Q~YoQ5;kMeKNg>i6BH; zj_^M=dd@gwO7%RR)g${IL{eHFo*Y8AtgFxVHiEy*Rp+)<>kUjigW?=B%|Du;IT36f z;3^Tne|^SD@c`WN7Z{H?zO(;Xc(`ePdXoRf`wB?2gF7GDTmW<_HUnJ zn{tV#mOfbHhTQX65cv%;%HMWW%)1Y()Ek?)2o~K@#a4V{;`xRZ%(UfaV0QQ0Grn_x zs-)@ps}Dd|F;wAJ_$%sSDczbiBl*AI>)ZZDy4c(1pmaxg`qK9N3i_T=K-+DKnH1(JNyxb*gXP{dxAGTSN7`g% zM{Xwwm2tE}h+gg>@Gb_w3B|fSmo11aa2XClz_a_mGsRt4dTUMgVnM{3JC&LE?|1Ke z?~vZD4B*qGN6c*CQ*5OB;zY0eW`Ba|OYk)8={Jpu!6ueZhUAur8s%WP^CufcsGdga z*^%aYD(3(ex)lsAd!%-obTwzJC@hRGKEL`T^pssi^*j5HMuw6u7CWIBM6D?UBwd`R zQd}=VwOReoMOM#8d;b>@=I_;h3E3*t5(S=I`LxH|Q%3C>x-I@2hsc=3bH~%j?OOc@ zWXwjw*B@zyB>#!FZ{b+CH-8GqTSD7Ds@+Y)I9`E@_EIL`H-NrI`oY^L77t# zPjF%lc;i*rc@V_c`oX-;&H-&!k2g2-_v6{Q%h5hc%i;tM`=@MFatDU@t0kuXbmhPr z)PhqjWdLTqZSW--)N?AJ`lXQvxZNEwx60Ly^^t+EzdZi%pP~OQ4}_wifDlu-BD9M_`!6ra~1AFXmivTO}IAX{QYwr_Kh*h)VO1+gr}P~oN3pYWDTi)kO(#v zwFSD%d4B8+|0RX+R@Wj_wrM#8A1(dPr!~d%Mt*}S;;8ILbsu#!H*ORI3=tZeXp`4l z&}(b$8V=kdy{Xqk0)?A{@Ug^@z{3rv|0je`FVgV-uLZy>q}vqjmG;W@-`8CG4sYKo z-i#jm=60uhAins~0l8L2usB|c?ZcJ@2Ma>B-J&VChe>BYv;R=4bu879H0|NmHmKym zQd~3fIC32{%80@=C+A*=EqLcDWYfwV;Le>&OtqeWN zP4Ej-idKrk=^MhnP~^RPa}Q6mI)f`3rRNl8N%reYt8>+lEXO4v`D<@~jXQ6l zGM{gk+eI!s3qeX<}@LK=nB_5bHk9!7WK-M^5*X+5ai z92k25e6-(}8rZz#q;}eQHbe=k$6D;P$3TnDdZC3Mntnc3M>=#mGpTID4P$Tqq>iCNH7Mno6Aks)Q26QUs7Rc3K{*FAmc?f| zP}lE@dZTppUL3+pV-tL|QNF2iT1Nss?^gYMk@}Rn);!E}F&7aTS+C*7tvRXYLbl5A z$bnO9X9m4_r^Z>fE@_#^)mRjrGYQmWGM8KE?v2>Nberx@EQqCq&N^QHkIFT(8fcFlK zf2OWo`88lW<5t*~ISX%HtD^g55jR0!c>c*yEB~qTDtm}nX9U$irlL)0Rg}~1-F)Iv zT+B$wYlq;4=9se^zoZ1Vf~BZJE3mw{-KZV0x39|NDTv3tEbng7^>0&O{fK5K^n=6# zGsHJ4JB~^+H(9WOPY8^K3{Qx698}bP<6zpy5#-}}NV+*g_ZIXVR=RX2j2o0U+((8^ zRW(aV$;b3{|h*MKahGLVyWK3){T6a`aQ-I0*=vVl_O zRh2re(+9!H9A1SVxkx`H@x1>|VVgj@H(iQZy3#G0tT{cWTKt09!2d!R_XBDS^E@}X zd?ho5IL&=L2A%dFMHa0+7bjq(HV2>}EqRy2g@Dv(KBFKe{YW+H>KDSWx6dTl6by#sPOR%Zu_)tXsspdN~VvFIK1(8lp^#(GzNp4jDZZ;<{tm1OT% zRB7=!u_Af1#Nfw`Wq<{w~tPgBX2Z}q8 z65N5Jncm_Oj22~n3PEq@h0(uk%9-&@&S-YJV_BxmbLlK=#Wl+3_2skYTCx~i?sS}eo61l z#KQLH8XlxeL`xmb*77+0xtpFTekc5HRy4qj~V^l1+#XCV|r++qhWU+|Q1(NVJ5 z<8g*-YwN}(lNct0>W$q@I(M}e^kBM=lVuneIe6@pDE(q10VpEy^1ks9A50RpRfLQ7 zv0%5B=R^Ch2TOj932YXV#?_T|K*5qs&-?Lc-yfcYAQp<1b0XE_M>qApXqQSj7+tnk%V#dbVY8r!m$RA>|RclPk z&VJ19bbQZh4}B@FJ;djHdCDZ0VeK-*RfQ4W#y%UYAg3H)n4D|YReJ2H$7{XCK_QhC z+_6|ExY8Z9nbKOX3GXj_kbsOcFqBc6KnA*WD32c5IrJKDPuLi!2fEF#@eHw8eeRuL z89Z;s7*18;_FcSXh=uQ+vATn4ll{@5s7 zSUTTKR}g8Y9nFG5HnC*o@>g=!u_UuWH@=0t`Ro8E?$F7riU5;qZmzlsOPPMMEbQ2{ zS}u1-6%hAXn~|gxB1)W#^nv!_kpI4T7oNgmcfW&5DOM z`hzQ|GciH!G3c$t>L|!yDFe$+TA`LXh+Gq$A9shXRSlijiiiA6tq|Tou`O*Uq#{KR zAI5qc9VBbv3wv1#SpOdS;^x|JM!zU@bP__o@UN%jF@e((7&j#oRFl8(AYa{ zTgqW+K*Ek%Np}6puIc{as>UXZVa28H{ndxFFW3l3c&^RpBFu9L`!QjHVchnXTL;sg z6Nk^VCzqh6@pS4pa$#>)dK0jzo(#V=HbxmOoYm*;{m50`HeFw(ay&)Sp3FdkK(DC~ zAlbub@pVkIz<`AW+;p@-$*YD&J+VS2=xU>F1H#$-D#?!x!@el=pc%_AEfQ|BHlFK_ zFyEpKYbLH*a~kJka~O1yf}r~BA>Y-hpc((fC?@}PVBO6`%8VYDpVanLb~Z*J?ZMQ6 zBK3h+8Z=I)m#uP*$8nO@_EM!iP5Fd=;MuPU>0=+Sw(ASdp%E8ierT@klrpul&}#5D zqve7E`SG8%N!5|n%Cmzmh7?=<+#eW;Rg2$42&U3IpL6S=f<$CObm9968H9{KQWwvL zPRD>*92iIC@vZhnD+}jR%2vmGU_}TR=f^lB8 z_)8@F>bqoysys6yymu3I+c(!)zq;btF>7~*!%+H^DCzO2%Fy~1$WFlh;NHxcFW_MO-O&@x`H`6OmA+c>N-_l6c% zlRgB@+qD7GW5c#2Rahb7*$2Wwf?xcaHg#Gkv(pzii;Z5@Anmsqn}i4Ua`KXGpEuZq z=V;zSz#6@35|c2GZJfarJtF-xJEIIy-awNNzNTQ}(exTu5uUa#m)7-EC7Mm$O)>## zQH9R@yu)G8*gI9h3rn(6F?l2H;k{3x44*W~>pyP|K1g;w$C`0TE9}9s9@R>7>?~P} zb=lJ-i*Kh9S&bNQG_$+jTt&MOn^>78s>+wF-I^F7kZsFmaDoE!7WobCxStSJfWFyP z6Ztxr<+{lGjpBhE>c-%e1nZ~sM>E-GXKn`65Vx5sqcN3PiBMkoAvk(<*3RocCzRE_ zApY>^?Q%PJjQ#DtaB`(w3QQ+je=nF75xi>+mkXe-gXc!AUgRZU@m0|;~L&UWL(w3_PY(uO2feS z_F&5YH@m-wEf#8hTh=@Z*n##IH=AEqtv$^jP_R`7rMu3hqB#}dyj?ir;g${sbgLYd#H2w!{w)~XYW$gty zGCtjVsK?qyx!I`jIGEYwTChT!Cisqcwp!5Xe>yum=L#>gWcBGD{82qUj=wK1aO%`A z1FNb`k@xxKaQ-J};{-3cLbL;$yg$vJU!m}nneRHA>H6FVS*b|1=oQ*Eb4-Adf=<%H#94KE3=w0oAP_4Bi zk3XNv?w-=)3*o;x;En^Pho%Zescw}ndwa6o30w_^1jcAZ%UaYvQ9XPuDP*GibuAK% z&@IaH7_;U?n;_lyeU^#P!%@0WZizZR-Y`0|XMu@~xEU_ul#gCzE_VGI-wobYPkVdq z!ZyIg>X>n(tVIeWB4d~>qSRs*++a^O%@YW^Vq!}BByp|x`mt;SEBD?Quc6qQ&*WMv&X`d43tjQYNgW%+F-+Ex4^~M(m9na*Tc?>wt~>b zRV}xs(YjxY0aDu|U$4Ib$K~G3H9?4 z7}gyvrQrp8l#ZaK|*>HC)50=9sZ#0 zOI9^(A~r1=wTHfA(k7tO)cVu1mM}CnR7iqj=1|KR`PhqGbk(yW+Ni9u$0qaD1M+{d z0A6E8Zpbp?DJW}O1i2p<2|?Vd0vJl)b*BciQKMwmhRVa$$mW!ehv%DgtBwGlw9wSL zOI2yS5y+`M`O+1Unru|$PyrIq`px=F6!U9J%J#hkX0A^?z5kE3w+ySg>$ZmhX{0-p zRzMnL(?}!Tpfrf|rn|dK8bKNfDQS?B6hx#`y1P663%u{=Ip=!M$JZ}hY+D&@J&m(_X%gvZh%*);PJV|Th_ujcbv%G32 z=0w+P^C*Pt{XXE3+4R_R?ghi$TwfIvoDA z*q@ae2e7-iC`);)B7e`WamUSHl38Nd^!&98INZH^zBtyz&hQRB%s zRyv)loUr`MiZq3xMqo&ps;)jy@vyBkJZXPvpzn*ae@)#eNK!|#!}mUUnr9^khErX? ztV=xd0_NxUWQ=&rR^+FE16(9-)i-XQj6<|JUR+FrY=Wj7;n3#BBzV<9BIg&r4;W9? zVWhuK3rzsV!x|tEI0&-Ud4PXzj^D`%dgzJ6Y)lP*eU-};V`mUU&pz`0Ly3Qn>1+QGpQGHm-H!CqyANd*}f8=nJWX%n@C#TcG&3qx_=Z;M6Cr_oj{sx!N29FX}?+M!p9c{?SjFqciWy|Repch4UHmiA8n`m%_ z^_}nunpH0)Xd%-MpqSB_T9)gC+y0NWZ2K1BFqR{boCB6SqiP(%Dod~EL+;bQxOH!V|@Nn&SPk6RTMQ#1Zu~8v! zmkI6oJXarYj=PJZ;L2(ozTHU;!yFa`zl8K;szzNI-?5EAR-M@EmSTtrIc6RAgCoL{BkwRV;QU# zQ)0B7ovXTj<0Lt*9eZ~9xWk&J-Q&75nK1^d4dlZDn7~pJuzrx)d$Eiq643~+_uCa@ z*i5?K(FUc|BiT9h$DMs(0TgG;Xe&cpNHR3$Zq_c|j`iY~G;zw`BHOouhuXwMNZmp9 zFC5}p@M>s~Pi)X`a!m=X3KAXM?oB505LVn$upj4)>macdvYEM!h>8%~A z9|mRB*_ziH=cE@~0YrQaNFl;W-OT(?ZlWa6zc)r$9Y-peWz%3VNe7>LLq{b$qQp4f zPsPfd1vq+t{uB%-NC>-t zT3Onqk@?E2nzaK#H0bGCS?~@uZNb5p=@7l7yR2-Qb(uKKITaS~3&+3@=v9ldGy3s3 z%(rLjW5gUL1KmDeO=_2T%#ZB`ExSfg7?=WdKZL%X`Askb8gE5@c|#pIdZ*_xMxfgr z`LtB|XSt?ktq1^^bZ{UpkL_1`pmLsV+MC|icN$F4E(ec#sZP$PWn)FyR;hzsXT#L%$#3svOa{bMPOk8Zt_laA%sXx{6#zlUHO0b z*RBS~QGmHpgmo3s6-({zL`yM2c-3i@(>xhYdU>Go6EN4}9J7>K$Zrf;=b|xfjYg+V zH0#Yv`qSk+c8o*-x2%5(~?={Z#Q80XWO51JP2{ zhj3t%Hx_su*0GqZGMdkTKeWivYX8E9*##tK^7~$aXfQ^WcD)_fSs9y^_x`-FhPrc1We2KoIbTjLd8 z!x;=e`MjI@zsKy#Y8{?x#VURJRPka;Bqxz8AbjImt@M;PKZNub0r0^V$>PTkv7^$f!{z&l&G%UE3Q9et5}c7vJB4OOkuE3d>*;awM6GUOpVIVn`0@Xk-3 zzdc<35ecYd#d^OhnRDLkXEEm>mD2>&Eky7U?rOi$WViQ72R!|$h>f`J!cLysugUbZ zhB%Pjxfbix`cpKQ9l}1m_jDm0G*Hu)()W15o1;Zye2reZr;TC!wo6@dv~*8+?C@I3 zG$XGtpJoCmfo?^GeTwTed|JYj1FWT|>Aa2-p&X2|#&+B1DDj5}N@ztA*pP^*MlS=6 zIoF-EQ7Y(l?XX7Pqg2-SG+#{y@{10?t(5H&%LNo-D1VkW*7z^dzUxY$&Sf1&cWpU>nweC-Rp(g?MuLub)u%64nLp|UCLg;h*(`9ELzUpfvh zKaz2XN)CIm7^Eb0eD&JY);}BJLSX=2?7$nDDe$Lz7mOB54@|mqs z_pfyMvMdSDXf#{@HNNNyuV!9cNYAUrXDYYJJdRXDc`_Cpff1J$oI(*Dk;%X4bB@Ng zug5dy$a10;P)3SsfjlxWwhmlb*7+I0V_0Glk$RAf z&q>6ydx9{>o;u&+lgB3yl#n_DcT3#xx(e?*FUzSa6an{BRVsi1UHh1i7G=Hrv3?dd zg)9+87D~YMwvG|H|H-N&1e=Ie{}ty(pXn+&w++nQ^-**P>5sERiobC$4fn%dlLu_8 z`Cv(>2lKpg+Ihtp7{xs;{iB$IhGvt!7q+4(q_KxVCo1W6zBXDv7F#&Zd`Mxr_#6kc zdJd;5@rvrMcm!#l#p#OYf2#UMNI)|BNpL90iv>fI_N^Y?GC2q~oT2ZA0i#qqe+=Bh}w z#-%Q|*(u=>+8)TLZUHQUdoXw5grI35SwgmdIFm~Lfbs?wucK*B&`W@S;iue#ha*n! zy{w9&>y+wZAiU03IBI%@xkCmv6_zWhjxJ?`)6%o+Lg!l5=NGP5T!4$E68lKdLDDkbLn0s!Vs4R+7=xS+5=}k8+?yBr(IfxC;=K;e(f9broLi z@2_hN^HPl%fg-D`>FTUPfA=w9b{7xZzW?!IlGFZIQ>*)#szaDe60^UOF%faQ;0^3q zS+snc9;2OL0DN$!Xrp>h93NpK;|)5n%~UsYlus872f#$Zh1A08!BV$5v_g^JfD`%3 zu%*sw1Om7QYd-)&I(Qt1sg!3&d);i9AkD_%yo$FiWYeQK!^*o0IDcO=#X8powH?q= zP=wD|t_qJ904Ke`K~NSmlWG3zUJH|6VB4c+5iu9;E``*5uanodOP@267Rq++icGQa z3ZKb+42>XWFW}LqfhuxOd_7^QviJiB+HiKAdf&E>T4)S5%e`<+1J3dZbT|YAVZx%4 z+0b+iHJT?SHjibJZlcEZik~nw;YB}^Ib-21)NARgA-`No|GkLVU2`#DMKsdF^3}L6 zjDGn20duL0$6Xs7<)wr`I%f3u?kfHoY?A%L_^;lz*pA?pyEi)!h<^Si3H3?CL#9f z7qMN4cWd5Mn;Z({6!Y+k z#6vJiwUiw@)Gp?tg^aF*_*5HwftDUHd#R9ywH2SaR6EI4|L&xFH20V^?22Y2TI|k9Ds1MU z{n;KYYz~`hrdz7l;)|k^UwlxZT6T&$RShjX?eE;UuVfGANN#fU(q4};3Qbp93%wuE z$?QscDML`LKeb;1Q4_moSZkY(6XYZ_`_sRzJ6AyQ5g$kmXZ8C0B5#|>U<^e2s$!S~o<(@nyBLItcJC#-od|p-G8h8OBBNNQ7yShDsINpO4Hn~x z8E7%l2&L=S#VJki+Wdo-IQ!B(^7~VZhbnBmlv?Xtw`vkHnicRMbkDy1DQ|ZBIIZ|} zk%|j#Sb=o~(?0Gz8(;Qh2arF%YF&0@sM zRo-#$vOaYVbedf6e&;Y#@6uOsc>R?{J7%`-LP6Ctk6mzYLOs1!<^4~kwMPTKzz0D* z4wDI+8Sc@Z!R43wO^s{D2-c(XK_glyYe{?B1=>AOdXi$&=6C+Jn{a-y;YRxcIwOX^ zkZ*LwWsYswmQ7w^arSg8*&Vp+#8;GRHwA@)XRy@Syzj9)RG2P@Y$x|+W3HAEG_!$n z@LMsnZKA0(b%3)-Vy80_^bQ72)a0T_XSF;MvL)>fuTR&^K0B2tF|iM!spRcXwOUj( zuSXMhcT2sHjDB<5Bv!gJRi(J$`;aFnGgLG`gMviaL2zQg3cvH!S$Zp1x{j!;C8#en zKe=%Z2YAcXQJ^Dnlh2yfs%(nt$PHD@>yMe2f-wR>O>Q7V#>@7r2qf)dFU zh!>JcZq0Lb%*b{`5ng!2SD?X4{-t!q?%M~Woq=r9_B{NyZXKP_K}58D1g=VHL9{3H z&U?N`+=wF(jZK@;UOgim?KH#oAOI8l0&V`WcG~UQp8%?x;=E3|_)+%G0Z(Y5udCS6HLn^-}6e5IO?le1%i z=;SJFho_tC(}{hx)8 z_&K+Neb=nKpCf)vPmrmc#(fQ~Jo;V0@;=Ic(79yrL?#ZMEL5G%bG**YYRSXvIC;E? zbCaZH-dkvXs+tr7fs4avY_nrzAiy%bdvbJ7L*w$fW8faReaOq_NdoZ}I@8r6jPzjkW|-1Ul-SO48ROs@hI>dO(jDG4u0TYg4}biH2mEEs*vlL zD*b`0X%aUUpx#J7ArBwH&REa0qKwh}hhJXtv}t*;><5UG7CU7MluA&e$oNW?BUrx& z-;~+Mb(=o;Fn18bhLHkAPbX;EWWu6P}VR+V`df>76j8j4UTm#2UHBI1(~Zc2YBE39iNyz*tC7e8NCdKUqT$z&>3XK9d+9y zBs;C!tao%aiZkUbvW+6P)SMmkD)@lFc~6+0VP^{`m8e`9@6k&(r`NM(Fy4dLYc*Efj+dadGjjmRsID+L1Q+d-hHCyokTe`{ zzP`Tma5tdmvtoq^k7|)3fA8`*!U$Z?P^av$ubs3vQ2R&N9e4pKo%G z6>uM6*;=ZsludG&Z>7W!ELQK|+-D?8Fn=j{_QDDzUh^amQ`>-`^2y`&VvXSgMUE+J z_AuYxH-ErE%62_kWne&5$v(fl%m$G-SULCkqjcOvv!^?)_x16xLV;2a;x3>$DHl8J zOsQ4ZzXy=Uv*FUmr|kkNPuY)L za^j}|K&s}Uul`HGZUx#7ptJz40x>Bx_e4P{F?eMs7?ITt-ghk4ic|Ww&l~|pvCRwR zm|}2+o!PJb_W3p0wN?gdXDm=tMp0Q!RLtOSh88^~Q0g#yU33@(d`qQ>1<=v9RJL6t zbECu@dS7b<_{jV{YZq{o3mO0N5$`#Hu=n)SdvYQ(j#SYiqKYz;?l+<&U`wkMK&Ppg z+>`q9h11?_3H)OT;_T#u+pE1C%gL|mw$vJ>+R1#*r5~6_jDF74gNnkjWXs)cqqOyR zE_$8)o9)TUrExv)PLNqC6{|DFGrqwICty-8R6Qrp@c{jtIiq;&SLbhUu8MTzA_#5U zJ73d}{xco)57Q9|rX%$4bkM*ndtn6p24(RjC&}rVcs-eGooE|rP>4+Rj@-1gw@}-q@ZJ!Jomylo`yU+h?Lhio-#@erxK~dw;@%kV&5LAkxkj67riDda1O4L~X z%6Tl{ajy7-#B4afnrBw_rZa>rg~O!A^=@PMvs4Ou9*&6SgrG`sIl5<7-NM3xufxVr z6YG%_BE#PqM**=oke2{phFd3~3KTXRUUc>6mm(k6^2TkitIC(2m_)pBNensGC~VbenkFsp#wOZ@Zq9g+L{ z1x_d4e4BzR;U{yFo;XZYQt@hgHpeX4-wZg>Z;#87$u3Qwd>I%o3maKjB&Gq&pzog{ zva3)2&!PQ0AZAp5S#K1^izy#~skw()^nALAp5N#PI{&d9|W((J2I zSa1e%(TU$lO{7d^hj?Mk(Dgj@u|d$K-df_1K2Yx|wM)(Dn-i3rKS4Mil4uPr7%0^( z7rWeNULx}8AzgjeHHWB-q*Xv^7|au+EQ8Gb7rsGH5&m~n51Z)kH&_|>B722~f6p>N zynP_2)ktDP789GQ0Pz=`hABRhETAi0_(!&>AkS315)`>vn|Ss>M>=c88U6ZQq?v}t z@A}cj0v@@dY0Zwy0P`DJV9p)2jNVHiyONz?lg^o$#8ovwZ>{P&%?1xNN@-;BMR#ik z7p+QFQ4Ca$9q8}OXzL#g<$=T`1A$%e->v?iAp_DJ#bVdd3XA){f`ob0huwDy90~%z zj64wOJJ?{)W?xMNXmXkZ);v$|Jt6fjc}JeA&WF6-&-*(wgJh@%%-)dF3B8q#H=%+A zA@6o$X`acT45?Q)%m7YeYCISJ&QQa?0Fcaq;X75To@l=MASa8v@950vQ0^;jkpD3@ zOoZb9r?Hm#lvh-k##14LR~C?>Pf6sxwxzL}*gM>GopwHSk^Dgl)+L*h8rmAxo7f@H zRpGy_U~$>dGZib`Nm-LD>;W6C~E~Zz~K6CEOl8){Mei zpvysxQ+?16buhu6`M#RyF|iy@`IZH6WUm{K>2$I1I^Tj2lF38OP31-X5ezj4Qf`?P z9Gf90@=t<3iB#e*u`zO`445|&x6H)n5a*7VnHIY^W5x~%33-Kj;~6TWC1d=*w+WUvJdVf=oqETMTSSV#MG`Q% zF1`tQy*l6L-VT3evmS`D6$+mE-LzvFlM_U|=u-z*Y0H zf*^n`($GJ2#)1rKF>4#mCfoprybt=N{a7|8#NH{ zbGw`)1N6jaa`-u|rrtZr|Fz;vapwh=Z~cS!mk)5y&*NV$h(sWM{1yh_^(~iP)4z+3 z!WH*Hj|X%@ho8{cdGDu&61JA|)p;$-1Y5rBpfo3?$a81`Z!9(o&`XmYtHeR*!Ys9y zT__d|l(4ygW^GEH>reufVxAid+bl`D32W3zt(Rt77d5mY)<;Fsi58rnO#i5GBH(l{b-$$*3uoM~UHTcCS_ zuUe*#ki??bx#eiy-rtYze!ANoF?poglKbCS3d|XeJY0Ok73Qt_pBCfZWNg405WcEm z0wyQb9g_>1r_vpfntpNp|87%$q=#+#2M6d`$tWi8o58R!!`52+?o$pJT!TY%ug8JT zOVaU)v;p?>saxe9x%I^6(~A2lK4 zxFY<^fPbNs{k@N+(2B@W)aZN5#eV9Q`}uyBBjZeB8L`s$=76A}#lO6FH$2=N+pqn= z08IZct)Cy1pG=-S5(4E>MhR?6bKw#)6xn~Il)g$GMD*U?L3(y}*# z|0Tt%c)lB)Dkp?+HY~wEM+NfxVx(Zlk?r# z@Ov-Rt3z?2>j2=oY5?fXDC42<6LA0|g?ZxyG?Nb}Jw?>Re%}GljoXj8|KU;p#Ihkp z4DdF}f6qV4bDMD#RBcLD8b)fV#9|HNb?qah!}Y^=?0&(|tjd|fXdrMt{DEZ0YDrt- z%aJarG(%s&L;iJNZuL^P&1v_;=XTl1mm};Y>Q7Neqw=%iD_va^PLaH~MW<#0Al?rOd zNQr1(x5@mD`PED{aV*wPN2An%r*PCW@|O~TOT?C`XAK-F@pgC}#s4927a9K#0=H3L zEOp}t!EgL%3`zzIK(=-2&2;t{CIgnlnqv*@< z(#`MsflRM=vg-?sC4FL5y5y5BceF~idD`@(*}n!hF&cE(jU=N0X&NbSjdjjxlidlg z<)2dsuyZyln!DSb2)#h_ELeKpJfYWg^E51p6`RXiL|y*n-Md*4dz z3lj{>i7N4?)rrgF%|wb=kx!1F`tH3j{@uY+%nWO)bvY#Rgu1gz7P6GpwZI}Af`0BC($W^g#jCY>Gn&<7GReu1s%Yr5mP4o zs{x+vQiJyhfh(FMs7oJX0;$50SnQwsq%`FIDxC-;jm`+tU%6dME}tByyq-NNnr}kQ zi{YxaFnj)CD|V*#E>k*AWYBjJR^|pW2SYf$RHUd3+(Ly?Jtl}8w?@>dS`$mW4aTZo z@9&pK?y|Y>!lm(gB8nn;M}Dk@8g;DOW|k{9sJQ9rqS3QAiuH?q=jSPdWw z1|DpfvLNm6QaPEIztk+o=r?>~xx3_&{Qwy)%z4fX*<>j<^SXelSF|q@lZiMLHHKPmvaDI~k=nDIN zK*T+CwI<(cg@+|LU+?^g6&U4-=PR;pmI|tc<+#N|euj|NH!+zhP<_vNYjBJqv0$V5 zm^}^aU}stec~bue&Bk1QEqm` zbrSwcVvF19nx;!GEnCbFh$i)iMu^uZo6y)zdUM~Q_rgYKD`mT|;j87CjQ^t3YbHy6 z-wAv!wi5fl42mFPR`b`5d4<+(*Wxqe9s^kY;3PAvCzUq*gQ#YW<)0uQ9~mM+2duQn zVZrpU)4nbceiRl^f<;$E<)VmZP;b))YW`KKub%@MqDo8H2+{WOA0xSh?C3h%`FTpw z#CsBu7dfwoD%&SMdj@cs7g9wNg_2Ie!3^hA-F+(#i#l{m*BB*2^5S^h8HO*uMUc_? z{_+Rc|Je0da1|84m-@Umy|$Yq&_~CBGaTZcC!lZv<5&BR?9Pt*&=AtlqdKXwf3I!s zhfu#J9Yoy053ixTYPI6TniYa|diS0XT-!iHQ)575UFQlTsOA&bn7+rv*m0Ob;3=xd z5lD*Lr8PU48;K^FQ=4Zu^ts$~PVVfja$Yjel=8jF3O5ZvCirR=yF&XQHcPjn7S`S~ zuEb1xk)E} z@*K6TKaFPwH+316BmhxA@wdT?!_A|xWUlzdj#s}JK7@X}d|HFo{LI2+NjC0TwOj_E|L;Z{RqR~>PL=*dL51nz z!j@{)l-=F@5{7}!}26RTMpUA{H;MIYI zS7B_g#9G#-0@wLKLI%bKU67j1tZMsSK%^`9s`YjEiF7j@*|b4naT0{is@!xj$l0tl zw#xR;fO52%>hWP0x;I61?Mh`G7NkmW6NN1`%?4v>7a?ITSYd#ZDmwn_iBjQWpDnw0wYZ1e$o*Y^PB8%hJtSblz9Niz!JY4D3%)_{eN{g)gft0vT_O^l$@_sY79qW^rS<4n6z>8CnB>5i^RI5F8>xjRs7Q`}yc6;X% z{o_HObzgAJT{BXLtkvxtK4LH?;kW zS)6KEcpcsCEi4hc2j^6kd6c0z+P$u!8yJVO{tawK-V@#+d81)EJJX^E1O^)Z{vBJO zwWh}D)(G3+J*jYV1UMc(BJGPAiP=C3uedh)7VLlpZ0z%|doZKw;6H&WAs!k5lREYj zqDkLHR8bKQyUyWx{dQG)iN!9!{GyILE&FW&)xqSSz$Ri-ps#?fe z!TFq~+%rwu9hIR-FEwkXNq(|9))t6%dv0{{_V{j7=K5-mIYBzlb6TBldndGzV|D&8 zp;(jCo8Y)mIa#+WWCdKf`#=y!#6SN+EFicTk1>Ko#J1hC1y^JSxy}Wp7WzjdFsZM* zlQV(q-;?a&&U1jjy}Tl4eESU^RA9w!JzUw0#`uBZuS_1HtUPeCSa#qvX8gPRVrCwC zEVBWZrTPIx;*5W`)WIvUjI}8Qdp@CN+-Wl(SR<<6mA461jft_FIk|0FE*^69*h zuR)Op&@UJgklHC*)EnQYIe{YAZN$#qw&I3DZz6q32YMLU>4xS%Rce1Fo(aNUd>~8| zovJcx^O8?tLyCSXpq%m2rII<-!!%Tp&FMSdyPlY*;72sd((|QL_%Vn%-YG72AHO+L z)nWvMDp7ESsW##*m+UJH*F4q)kjQo~`mav*sBiB$ z5d2AnhRqMPHDT3#@bwYAoDd>h^BK)r=eq`)NnO0Yz`WQO#V=2WEx5e-jTb?x4THhp zsP)5D6poAY&Tt(Tviv(}M3?-VuoZGSg(i);rd)Of8Kf$oV#PS`By@9NfsIr;CbWhR zsajc_WGrw2y`981+(l&`tQ42qYaWo=E^Kd;Sudr!QRwOE&D3Q%?a%|J54*`Pvi8!% zr(boNJ&4D~#ugju1KF&<63>L(siC2wihQ7X-Td+7U~M4d;NpmIVv?4fo5v2WqPiNN zBG3um^E!kk6!#;If?Y;=Wo7uwU!N5yGwmp)mq=xGi(zm0g8~EF+u8)jN-kIFt-myJ z!8>?7#vot~aZ=pPO|N#e+*!;v-v6vnE&~dfkBp9@iq&nc6sA%QBNus@YfTXTnJVyQ zUPH-ewml9_#}Fwv!>)G~9y-(Dj;TjQ9s9z)CPUfc6W)tf)N;7{Ni0Dn0=yy;|F%eL zwU2ubZ}KV_j-V1oEd!n^x+_KGV|GaI+?{&-QBc$tJQV)CkhIaQ;4Y($!|kwMrjuYX zLws}m*q8LMQEU<~%waxE+K#01qKQ;IiynN-LLoEcv;>`8p&7xyo!9acjIRdXQNq zU$)L$?}pwTm4Q5l*U_9U1Cv}Z`A=GeYn&B>P5aqv3d=7gG5s$SCO2A9D(*kpKcDbF zU#__kexl4IFE!zSvv++?d^N_x&Xv*Vd{G0+t80RIez)wuTpjd#`lkkW>GAa zc^A;pTEDZKv!l*;rL`wG_}@Fj30wLm<{F3ZZm%%U zcK_hYW5d%Vv&XlhOG-+@LavVngbH+Z7S{UXQ9O+F;8%`!rZtX-3Y4gqdlS$=6%Lyj z#bWHs;PJ2dE(mIWZRP(tSI4NykLrY5gQ^qoKOr>3_~O6eFvh#Hp3e3CEu@?WSHDU7 znr!-H`6!8H@$J{#L3xj5X-VN<4sDc_<#9a3L)C|oZ^O2NxynKpbR|pO%FBJ4($nAn zDQpT141^I7g!hbKiyEN=Uc6P5JtBPZmm}4MW7`w{^paV4zcGi1v0z%Pj#-7z6wocyQ1z!x2i=qr%ZS~SPdVaH0StdA5oNa&g$s)WL&R6 zuSF0zocICCjcFHUCICZ;zgy)1p7EU3_1>gynQjv+I4~GNffO*m**6rW=evLq)AnRj z?eP;{ydS`@V#6hW_lw8HA-BglYraB8l-G^Jc(kES`$(_7_y4hm%i)AR!mYwU$#`u^ zx`F2Ez@9MRTj1fc$i)z?QnkmMFEdr>cVzq#U?ST%EC{N;=poUD;laa_!h3A<+DOgB zvFW^x*c?ZDN<5V16ju?H4LvkP#hr;2B;_=2}<}LWC*KuE{CG-4P$J4`EMMzVB*0+hen8Q%-Aec{8Jt zBf?V!RV6P}$#4DWyoYxsn@UsB##H6htqa~W%l1S%+sagv``6tXTBBGEUE1^KjEs!7 z%i9QeKNE1}e|(s~_7;RQ=dr&adCKn^6r|R-1YGO6Z5MkUDIIVfG)a%jE!f$5oo51&}50)jOMZ8aw;v|MxPfxL+nQ z-#$9;b`>#AW0M`CWzug`rUo?9p`0bFbrgH-JfI)nNSAKY6D~`FOa| zNK2Jbg`_Dc8e0+3_bEJ6TH_@-$ykBkGh@%CDD-8{f25BP9Rc`6Bsiws~h2dvT9{H z<%xwLP`Pv%Ic@spGXsC+yYEtEoi@^`@YoqbOPyP_>k|cB7#a0+uVOqVD;K+Ng5eT> zWN^HAiUj|i{Xp;V9M(0GoMnU+Wt7ZEgsiP?pZK zrK7b0%?d+=)4e$Wa$&TBIs~muVh12piHG9Q7i0+CUE_LRA0UD59O2-`SpZ;oHu}m- z+eI;c?_09CXL8>`o1ufl6`4UOu=*-ceSL!hM{oLbv{++lujQ^Q>It71pWUy_8Vn4K zY(|OkQk{dvPBea(eHg$v#9v`IA1UxPXb)QG2*st)2nBIK7(e~x@rFOR=TM(V0Tt&` zPb@W6FuQRt@_3NlN^jfrH0eh!E1U}@SDYcgU1z&6GwO|{CI4!Ral^hurtD}iKBN8l zwrm#H-yUYOfR2srIz*xrHKIOF5<4c7$mm;E#sX~TW0-Y#56Js<>@eAKqxq3~ZFgtt zMQ{}q6gW+P!&uKX+I*CuA_}jHg${`!UF7ORng%~VKj-cX>3PHiDrceP#0V>MWk=>FIEbDr+!N(64&FBe5Xb%n=6@Xpf-~o;u+b1%fYgL8s{Ep;w7ke*y;u_$Xsb&?Q`%V0nx= z3l4*A2I^cuJGD zgRtKE(GR0(V?V_YqjE$4BSxAd!jq}twwDOPuzPbYgfTD(ZD>2wwS;;q0!qA6dNr0Q z=btdb9XCgW+k?<6T#w${rc+?R zvFB2-`s<_87cdE9;Ket_JAgQ^6f4HsU6t`qzo!U$EHL~c%c`V#_X?GQk54o@@H0dvU$)qsN_w`SV0 zDx2(<8N^A@*#?L zZE-ny8&5=uwJ^E`v2nBoF39i%Uo>BkapbO#WV4y8(nY_uitp=XPUROhtvdAk>^oV@bk2Uya`erx2RiV5#qY3XlUTow5kXd zyR+$+2Fq2P7d9*2&;BGj+uAzXPptmVBdXWahVIA4wZju4yD@AEEmX<+LTC2XaEtkT z);+|w={BILN$0T*h_al^t1IwnU$1Y~7ejJrs%d#B9Rcph;ts#Kgm&+w_p4 z3{|5s3?l~Z6SH5Rpu)}ce42c+B7@f%%R#tce51(jCU;{wI6L{Xob0=ArYL$8Qt&QmiKn}hF9FW=<9d&s{HeOBNh zwn>(P4G;7w3J>MwsD(x#K+GNBbJ^)Rk!WrFZ=bn1kScn@ev%~rZjmqB8U$P%VlVFs zhs1S;79U$UM5%AAzNz*PR({u$r`7KQ56NXGfk*jG>6|SVx_`W(Vp}dBe6viY*yv={ zsg2TQ;fhlMAK@e~M*34cAovxS9_ zK%k61B)y?y>6|nLLGvW2en!XjT2gt+J#5tWt3MZ?PEp$;KumRz`LiAK1mvcau}np- z5;LFi6jVBHsb>Wieoux>K87YsTkSqP(Z2}Je=n(5uVL+BA@O#NYilgp%smE6r#DE+ z6*eh!c_L8461QXA+MgsZRa=QbGI>sRKuj#ao@th(E8$P-On#oVW%TyxPxh-)yk@H0w=u8>* z&HC5fougdVTBE#>dErtr<1<2^u5V%GAD!VhnD1o;>j3ZhSmLdQ3Glsx5#_6ejfA+b zNK}>RwNuow8S7(4=#`VL$Ph?`Uc1^}`3h;Ls~G$-MU6y3;vBn7fz-_lUp zNFB=MG2r3h6j3lyW+))2cB(OcQ~6S{B4kmZ@r`agd#s!p6z;WMaWAzgZT zdBJgKX7c3AeN?Zar3=tzFhw^lh35e}cpZ+lCigQ`Pt#8$Nu|FLphU%(JkD72BK3;$ zhcRS)AbDE;PL&WsxfT{ruVUUnAsNp22DqW1EK}5m*ZGiwNR!ar1(ZZGU32)j1VHeEzo}6i&{b`rzuvJ?w|0koVYiBf)zh5QJy;;2Hd3tq=6Rhkt->=m zrdHpj=bfH~$~4_sDkh3WHo_6a6G-Vuk5#rSEv6F@o%6_MGP{C*r4eF@zsp4}EmY37 zue>CJ%#kKYVDps?yypBBSMT3P-MZAMa?nOS==l=K+p-Vxm+EKQS-F zisF+&$>kO~e6!b!LsRui_QQ7rRMJ^weBKD5IFnQ~oR4=%MHlNvt;3@3y6<7SyJe7) zM!K6}XrxnVPyrDbN~B{50clV|8UzGEq>=7!M3HWgZpruH6ZiAG-mib?HOl3DX3jbL z?7j9{Ynv|Cmb=eGO=@3}nx;;MDb;VRr(mEj{!PBXolE@}78ZIAM~D#oMf_N_TCDi8 zF2>RBr&v>hFf}7({a!TNGj2SzxqdsC1?39KkZ|=eDcsqTP%AIhPd|rXNhpf3xv;rX zj}G*5DP;kG9Hl4Q#fH=&P%qzc_D+VMUx&tz)CWpHg!Yt(NEUNsg__T0MLC^a@Wq63 zB07Unpa~%seHH=~DX~Ga1b{0a^$e=O^9;Jmva#R|3NiWu9PAk_6!biVS6>bAbx1YS z$du+}RunP3=`O1$m#7$O*G3UF+LkZ>c)kVT?t#29JF^XS*#fXavs zg+Tw49`OhcGDL3+L9mPcf@&+AuHc{+3XVECUu6Q~(9Im#c>+<)VX)&(YaBT2(k7VJWTe2FZNo-oI_y|#Q`sw;R_aOZSTYBIUk4XLize3m z{)zAZa~>+mc|G6{7#UI2zB>{HV4#bc3zj@4UsX*47LZi$9Dd~0DXyw{RoaJqWsb}R zfYb}P^$tH%bxn*mM@UN)s!~jQzjqaU&xp^JpJsapU=_?mCiRS6y&3EeFx>ahFeNUN z7rJgU8}%LLG!j)A;LEd@gvnJ;#iG;o-zRY;vQmbg?S`&sXkhsq=#&pX+TAs;BG%`i zUvfoznVVs{u@$U3=o9{SqB3`H)6D*Np-q~$NN9)>)`(oh`1`Up0W}IEBb4PeuJ+nF z|2DJJ4k^LoZf-{~LWNC+7t%OE*dcqyh2wo8S#Zp-@9ga!FAn zJ$A$}rNVV`OU5FqjVn$Rx0}};?d{LT=ZIrWl8TmxS*i3VYMiyiwl`G`LIhLSYXX$A?#3ydJbf9 zwsKw9ho~f8l^}^SVWNn!F=R5{zesRJO~O4mJmkj)6>1m$N?(2fjk+GnN+{G42aX6J z4pL7HAa#J}f^h$%);V{ME(Z`pbIoO{Oj%FV9cjnJNA1ykwNg^znNRjW#`S>vqVnZW z5&+ceKkT)_1GSreAsJ5HD=kmzoh%Z86{fEazl60NS-?&@QSc=(ktcxYXx$^3R$DR4 z;c3FGg%a`?t`LIe&hz~}w1WRPUH%lAJM7+f0!^(^+@|#wqd5vzP3ozF+5<6JC>-UC zgectL7;>0sY}}IR{2@0@QwODDq;%o~WX5CvCl5UD@T1a|0lA}@FP5+pL1rz)_afyu zMrRC>LYPZk)@ARk^`FDloa1OPTpc)4er6xf$sPHb%yElAUC*9B#EZB^lt& zslNFb|0{H&kEj;9!}JM&Nw-k|Z4si_s;1+g*vtp@3N zp(&E)R`8j+oSa-RObt}H&cL?^*|R5`0!6=2k|0TrL3RTe#RKNjy_XIS z3Uy?5F>(DNpga1*TjJHW?9Oz(zY=e)<-W*gTln6oZg6lgr*L&mjl#R_i*)t35QSL| zNlCe@d4uN_)bB6rxc-05El_XDUU9Z8C|=nQJ@~s8cc*DS2W<2C9NPJQ@S;SPhU|+G zLE&`gVrcLWy-qtq)kd7Q}X{N`(Vo^ufyW}UO7?}gsgJlO)q z>O?jS)A@^ewj8>4!~>OhCM()RPGsc71hfxCY_cr@uTm1g;^lzGzAaES1~9QPeF>Pk z-}jEIc$9@ZUuSo&F%rnl!o7Qwf@f6n=sj?QjC#Zvfq#G7=O7bKtm76+OK^I;NT~r&?YLbTkG-s-+t#l7Y=Xj z0oT?+s!LoaoM;4ymBQ$YtunG%Va7mNnFaNLdUc#B+W^FjFs)e( zzT?K0lDCQ7)jC>8Ehpk{2iWYvBItj7aO5;=5XD-HeNR#JxPs-?&UC&jEQ!aQ7Q{Y^ zDNvmf0&iEMZCT7=H#QlMT@&XW0APW`R3`d})gl|9p-c8I@>yA^o*XGqOAh!l$l%-l zAU;q602nj1AFLx9z3iXC6ah@2cPFy;yEw)UCuOBDCq;NyL_hLtWtI z4_-c&D5zM5wC@unf;?ieN40fz*dEwHnruBMIlv{U*6+H0Bzy@-40{sU6NZFxNQBXn ziO6)z%%m!9N9B$wDSh)?*mX*YiHUzSde=OE1a^l|j%N}_{;QB|6D(y>kKGSH>;;{I zLYTTKQLM0Na_H{^D4Tgr^|vyEnB&M4Da)gl{l#{n>-Y+s!S^Nxw#}xsaHy!u297Jb zNMSJH4noNO`B_dpAO7fvCU0yEOS5iAbCt=^<5-fh zopb)P`H(m*_|Z2S6X!c4u?VrD(=&C0r+bL9bY29+yqISGzqr{I)!$71S=T~W%;N{N zN#OqRLjgMz<&&^Xt2~~1U<GPh`6r{W@$ z)=ik(qf*9`VwisOG?)!-!HLAgcKv-$|m>lub(IQ>e5|cU|lXozR zt}WOu)yfRio&#OXf`}^Dl!Mv4$%kHqf{u<3*;E<&1$z~0&pen^neSJn_H!UZ$~Z9~ zE@*+E{{1wG+aY*{7o~9m*vK@5wDPTnw^NaVV6;}K>WcD0D2-qCb;bjwXe#ep;P;lZ zLil+YoaBxlfS*C^?GH5NRD4#!EOcXi)6-9U=qM;CP-#+x9a4XIU#Jp|`XUp%k`%^&O?-P$Xe0_vLk6I8* zfm&FwzX4nL_3~a!sP4y&L7tU%%zY#h2?tmew_nRId(}4A0~= zF#I(?ydfD(d*GfZF=FU(8YQAbn-WP8Vng=Qrtq6c4DI5|)+9=5`FGTmdt0ncrD|E~ zWjnttpIMW_JW~7HyiP`}hiREyUqzQC4mf@gn*H{`Fa(Fqs35w>0lM6^&!&gPoGOIS zO%>d(w|vFf^$+djAh#u~MRuUfnDYDSDO@#^mdD3u#G(uD>3b>NH<^!`=Gg!xXQYDW zA^_`JeW>;Ba=zoMT&dzPsU~8D;8H4neo}>}@hjP;PlpxHkt#6(^7luGjFBVt13sPb z#f`kfRMw~xso!HEdp7Xtq(I8cOCbf5u)?*W8Hf1p{j#*fnf@oB*sIr}l z1mBcqT`5c0*w|<*GIKLTLFQcGZo`Z%L*;*wQeIb~ZGtM(?J_Sb8> zhpeou$m&!P9(!}xl*Fl-dJ)|tQfpqO`8o`Of)g8=gy6PJlO-)9l^+Fdkl319mtO*6Gyb6q%m_~}N za)L;Kcw{TF#5bFy+xPF2cjNnAQV>K(i#FJ5KZHLxJhBNMZG6(qQ>58nI8Qe=mD%3b z(fmnxx>-P<1FhMcwJTQcn_e(uZMM$h_~luj*XVE;V2(!9aga+Z$y=!Q#@p6gAoEjj z(=1zjaLJo5N_E!fSbWGl765-7JN?o9vyr7HZNfau*D}X9zW?CyWUA)rG_KEn>cIAujVvjOuGs^zg6)zxss6c zRM;8R1m7|j_QP=U${JhEvEiIN_X)4Q=9qGuo|m2SeA84(e3*&{*{4Sta1h7d>p;fA8y9-4zP zbms&Lnb7dl(u9XzT`DI{J1@5i&Hm(Ug@7V0DLDI^Ymu5h92}&U;rsy5M{Opb5%rwF zv>VHp|M<{Rt^s6O%RdvQ*i7G9)YdAETx!<39niMPJ+N?a2$8Qg_)<}$5Xksg!N!n# zM#0urw5_da0n9p5erkh|3#p(l%7x8fUIu!+yeEj&Yht2R=VYGn{9tKLO518>=lU{d zUdR6?oPTFJ9Q88Yx{H2c*R-MD9d|R5LZKKP*XphM5SG37sr*O+>zB%^5bKL$<()+a z8j+2W6xryC{`ZmIG*XfyucrkUpAu7(1>alk%f7C6|58;$8FuXXd$PT%`G&+nt2x45W$aeJtp-rkW@iNyC;+iyxGUeSBjyPea}a<`sapmS@mnNUTo z4?rW_HamXgO(jH9j=uQgk~fw5;Pa*oDJ$dEwf7Hk@toBlbgL_njb$q@cUhHI`bBO{ z!qUS@! z*dys5|7`WR-~Up4zEPfm99;w-G^M{)=@gNpuuA5bJOr>)Y&)csc55mxp5xdZFy*{i z-oOZ)M)bvgFo@YGw}dps^Q>Gr?|t&?tpYXn%80N->@;tKrSPx!q?YK9{&fH;X0Qlj zT5`hzYyEkM^8JTHI#jmhr(5Y@&WFi7{5HE|?0t665=eaZmSa-9)f z`TRsb03z*w%SBLW`t=!1hpRi)l$2#*_4@Kfa%&q(@r}7^Z!X*t+3~}#O6;)4h7pTt z!8|Y-9CLlB)0&R%c)A>Qr6e2Qaiz?huGwQNSjn)|;_|jN(CqT;0hsIdLx_yW?d(5X z06$4H>DNTocxQ4U$3c)4B>rz!3VIMelsZnst`II`_={E5pI7@F`b z!?NHbh3+Uwoai&vbkEpG)IbP3|1-Hk23Rbkuh$RuTG5?MAzZ)r+}W!Qo>*RgNaobj zBCfD1V}ocIY0bZ}(1$jK5nv-N-2ALS!LqG+#T8$m9@*R-6IPXee=GXlgNqd1DvlRX zbUaNg4qh+k32-?%k?B^-OpRrk(AcgdTv;&g%W%^eCc0g^4yIDYZbbRtc7hRA=&$#s z>5-0Jd=E~q5V+X+iMT5x{C1`{%DqL*F8*M{tvCK0q149y*4V+y7^z}iIm*y3BI$G6 zeq*Jcy0F+8X*6F~0ncYZlAF5mK04=nC+t{4IYTd+^LqRv%1W$6A=*q+)U&}f+#P;$ zt_T<|CF6EGX8HPFx)?%T$}8)r+Tn+QLuzf==J95E*0dctM^;};Aj%tt&!vvD5f|eh z8In4jMPuzOr(TOcB#ivwvQ-MyDe1`BJxFtCT zCG`v|iaI&t~9S@I=XoCf^*`Gg~9y4z^yyc#8*qXd(wm*kEXK6Uz zui!9{A2s-_Rcj{2q@GTV<|SHR`)2IE;Hx8MwFT`j7H`>g#UfHx`*Cf92!w9M#^WteutDPuYdeakFLr8lwjcbw+i`k z@=hX8*`9k-LxUU5k!>fuB;QKhFHYz@os@NdeY%RiXLV=1U};@`{-(ki&Wq*P);lqvg$xE`JV zDMbKwsEzC*$T?j|jH4vxVmBwD(0Fzp4eK_Z!gK6Mn~)^>&zZ2$LdFom14C#3LhI*# zU~i-94K|zKKA*2>pm`&GhGWNw=DhKOwa!w@*mOU1Vi?!|#Lz{VaX;=t$N`QpdmxGk z!1vU1EWR09fBN!u?i1FQ^~8gPP_);!-yC|ntzWlq*9fro;B@E*?qNGN_(LA5zEeKf zha#0c(Td7X1=I@ zpwhoQixDb44oJ4Z3L;`#0S&T@tax(IVtvvnER5Gw@aE9Rh^Q+tZQ z;s<8jwW&`bGBq!W1JFXWL5B*zT)e7jD zagwgj^&o=E0o2n-fv0&j1ot@t!twqbE-qaC*{A_wQ}Q)%b>y(Na&RiE>#VR+ur&Y7 zLx}A7mM-Rl|5diDY4793j>A>an&(jg$c1?QbhGuXEZPH&CHRg+3*~k#NN96S_%3YO zh+8Cc^T8*&;fY1fw*JT!!5u`i# zXfzbx`SRR(@rN99=~LcW!4}$PdY< zSkn)mF!g;RN`!iz$h^V}Ct>}L>qzy4GvOv@Vd&qjo4bBZ2^qbt(C^#yR5h-eQWdX}TPYgz8ilcR!8bKz~4&WGb@Mw0BNm0QxNF z84IDOWMyXcJPQ$J?mx8Rw{A@DACZ;RDxIk*qmtR*HPv22sJ@B)7WS%$><_dK&G9LhDRqL{ z`{>0jOVIiYXx$>XAKVY)AS6_`BSH}=e2Z20J{HnbP~#MW+R=IPTR|Pp5tY;Lj98=J zOe%$2E@J4^t3#9tNbzk3<*MiXBD1TSBn6`(7%li-M4Db=qT)ddZ-vq&a$lb9whh8) zrx&`4^o!wMCohhFRwyNI*SfD@RTDx!B8%kd2%{lD;tx&Ssdc>)tv=p~oWmrbca9+A zyD0G78jGTl1ycu4USv;Ja2k&6^$=^{to=A#eSLP$m+I*mNW<{fWri1JCd=8bY*aj< zA`DFmY*>TpYLvu{YJ18LV})v*qZtp@i8-PeXQbVHtWM^CRybd-sJPA73!M%psfI+M zVk~S%K|swU*TSTlAH^sKQ?R3&R@z0!&3Rd%kt*hcO{jDv<|;pbK_hbfISJcO2u}H* zyZ~ULT{ti4gj8!igwll6o_ao;;@-X|VUU-w*&ZNA1Wl|4Yw#=wV!B+cP2 zJB`rs#%EuTl&fh@lo{jdbLgKV|4f;Rwg2uUr+9|PX8I{udBA>7&ZN!@|JAEkMuM8x z5{U><0pNi~QmAEAE&AUWKd*osi67AC=8x+0o~GHm0OTMTma6XX9!{=d+g<0WI-9LgiOD+ zA!hhLK5G4m4}m}3H9>wgk}VFskL*wq#i#}C6u z_pE(BT*{qfg*0O{Tg6#Y@>$z{MOj`^-a;jkf^G66zAES#J`mx+tf+;e@^w$7@Q3TL zU9xB@UQQM(d;>84BES}w0&jk?YNCCR1%nAkGN;|=t8l*y3n!aaffyC5))y$|s#Rp8 zsV%Kk;23UQzoMLZam@BuM;2=_Q`+)LqHb4gg^i`1!+q2ldi>RTe=Mvw=$gvBG1bc$ zgHiN}i1ClD6<+QW_XQLO4Ciki$c6=Ejop{XvDleLc`MHA{z)5L)ysft5&ua)WVtWJ z{r3obNq$Dsi|kt{KI{yL0~Qq`_ty@rD^2V5kf77$<^KN2sgh-h$`bN5BA6zM7jK+s%P z*o+Nmw&>Dj%uUpi9$@xe|0(F=LVVze9!igF8%)b}$&@Z%YqZ(YJ2$NlE=?1*D@AYg z2{&EtYTY}wJ9xqp!YYcu0E)JKRue4-nLNh-aA+sKPUEdjC!BN7#stF%--&HyB zs3sHP!S;u$7u!4ive-sT@AuvOxl^PaZ?R+staRx-+qWPq)K@cMWTiC5#GIhb_sinM zblC8&+Xd2B%7xHUscf$AmjOrv#oDM*4GpnEI3=Ssw;MOVFHbG!EA6oSZ_Px_CF@@E zVbn6v8GAPr``<=2Ca{EG!u9C48tim^d`@u8^gm^dWkK1-zF3x= zneX`Au!OCzNYuu__+sk`rx+XKbxCg(-{c;_ z|I%*#-lCvQ-ALF(!=rNHgK3mez)!8={SDvalvjGL7$VaCH*dYq=vwB62sX#^Clkf8 z4{-snhM~{B!4F}QQGR=h2N0U}Fhca?`}gjJ18=kr_{_-U+2z?D7+#HIXh;dv>vyax z<#Y~m+KWH!y?pm7)esG@4@iblQ5G{8?lbCh6f)`qchir#8FwVrKYwI`5)w#fOmfvy zRf~V`-72qSaDSez+Fk88{PAbl(WJqR9ENckl2*(Km=c0%i<=ee%G(w^7r9utxG>oT z+}e84$is&mNvZ>Zg091{3|)=&E~5nkfe>q!N1Z`p0v)d>x)EVFJs;Q~Y;Rk=SD#Fh zSv}e~AoaPqLVwI}L*|dGE$MjyG^D413{!W01BlPBZyB&Q$MZw-^YiEaXn8waugD0+ z3+Hhq4Q12VO785Le$d6eZzrQgTRD{5r6K=$OJ94fMh7rw&>YFQjgSI)%ox3^OTJV` zV<)IxOB84@_kGeDkTqJyE+HAD%bg4qxfD zMqQzk!B`H=q#LWPe{sQ=SC&U9Rt%&=FD~+>ERiFr=9PlO+B-YZCxo>bjk7n)NejN5 zl%-P%zedt2P|g1NUbQayRD}Ah3x~-EooYt;+`dQPjz*96F`$!0c2YEu`C4jRKS(6+ zz)cL^110cuM3V&skK+vgJs0|XPT7U7Fp+?ScS2UtR-=y869qJLT7B(CaKr_U50^PbT!Gd4R=$)kVZj37JZbc8qenTZ{@V`>MXX%kkiG>#)yhuvCs7WVbO zVm5lAUq0>K7ZcQzWjcZgkwl}pi8``v>}Q;YM9B?4cVVPw#oE%9=-CY3Ww3ceMZ8)H z-B&7SDYu(?^M&_7OY>I|%$zoKjoy@y5Suufs@!F4E8u(38q?3Gk(VzW$W7^vqtqQA z3ZI^q?~WIwmAj5kY832Zh`%%8y@S^J+Ni$W0$lBka{A1fAPFa%PUaIBB}D)(qkM%U zJ(uhAR=cD9fAY8eD4Y@RM_!rN`g_lsoVWLUztsgnZcUF`OT>50zcG<9{2i=c4EX4aQmlK%*<66DSZ0Q6E zG0Vf?QIs#S0az#)8&AfVRCpbac^?|rQ2^sMlCn`zYehVYuvHx}cUED*d1hmADIb{E zS+%b@7>RnY$jQO@d?sG|TpX*Ie_A%2n?pY>^j(VqnO^>dYRqT_>H(d~kDOc>?~Op(yzq0u&1-^+m%F$I&~v;J?8 zI5)&wQR~-o)nu@3vwg4_@9{oG3k9}5puU1l6QW+8ko@+zJiY%YRTx*GK%--~@v_rz zW2Bn=x!0hQt!-gXf&2j@cwL1gg2fwmN^P1;gKZJVC@E=@*jJ=eBuV|fjMFSbydBqR zzL9j7{o?dNRYiHZVrIr{hp)|$Y0FZ6f4S8r3UWN&eLlrp?=*u!?dnIHRP|23nn?Zk z<_bJNYa{9l4f5m7d{^&}Nc$eG;VTm8O8A2np$3xwR9|7Q8K&C$+AP%T~jp%yAu!fxp6&@YM2cy(3IJ(u65%WKcXF212wOd*x3vVbMyY<3)xe#NYAh=Pc(DMQ zD`!5hx}bPj{aLI2sWXj~ABi4;)!gWDMg6+_5vH|;s?Mz~g+X!4^v=(cX;aRA+eqf|ZjSlljr8DaGk17Zz z0qyr%lb-cQ%u)@8C0*N_31~BNm|K8crg$qY#rL#>%E&e!He27e+ zoH=)>+sA|XMsMI zO(TFjG*pC61sfu1yug<$ithvsvfFuBGT*a?J~AWM4&rXmuve9Is&95}2}Q+O+LHl2RyO~ZF zfj+jgUmw4fQlanL`Q@=FT9u6RqlXMNs^iG8O8@hy#f60|=ZD#? zzCKPCV3^AW7>TW2`gBUh`v44rHTv43R{LgS%rK)CE#fs#Y9vr`-~@zP?Uod^N#()T zX;WR;NNPtL>>ilZ`{-{!s~-lm4kzyT{=Ty7v}7ROl?SCF#vaDszS5F5a^zsZCv8cB z=MDmKO**1Jq%I*dr+IWkqw4*vOyQcm_p6OLH5L4T_qAg!|Dx`32%anZ)*{pu;F zE=G7l@n^ebfx>s^vjR3+c~I2aRb?Y)k0srLbDGH0u6GQu1+y>o5yCIAIMZy6*UkqJ z-G3>+|K+Ijenwftax|%TA$MKp>FRLKjqMuLf0Rt{2m6W9W}{XBgqS!JN`S2j-6eHP z<`%P_@m~mYCN02%FOMd$dR>0U5D|Vk9q}x3J>0UVH`lPam1?BsJsUREk(jhQN}gIo z#5ujM9B}(P=xd=4*nPFGd(tQwm=^2v-mxN1+`w250~jrKXZT_UTPu{eg$U+zVZ9u| zbOes4*{)}Ew%_xRRg>7F9UCtqQ7P%;uqliH|qNr(xAS zoha4D&&Uw7u(KmCHo>aW@5?lST+>N)A;SDbT~8a>YWO@(1>@EMEXM0SCwCx(Opa!t zyu6tjBYnN%9rFFp(5yF=#0x5M_ni_1j3$=^fm@H|0TEz_Yi=B3o0RLpYK+ z-t0CSmbA5p-TWOe{8`139nJDBod61tc~kIIg96G@mX7SjX+7UUS8^Ooh}m!j5pO&Y zXU*CnorQICjNNZo+FH1X2q_MaZ_?AS0X_qQvu;}>6tiBZq_Gnf>&Pep7i3o|+nOBA z0-ni~HmC=dQ-`J617<2+8S%^C^h3u`Og@exMXuy`R&tsCX0R=D~xJ zA)_auYm1q5e{{W;;iZrpT9Qomz7)P>J@M=tdOVk{*syN}{0$6Z*0ryZCKL^o9U*)z zQH5UtU83Fe>^ih1YDs9~tnc&TPv-};!mNa?ILR8|4IdRSpLP5Lj{lPh5P6^v5YNP_ z#%hUy6!JViwHVi#wA8o6#ef9rV_D)C}!xV5IYjL#9FGMc$@H>wr6BqI$$H};e_|3-YCUn(w|#@ z!I+`v68A9t7W^)TWUOq z(jvTG!P6lyx>`%N_qDfcOAqS2~jb2*4e5)ZeW5! zj)lZt)v~p)-#bFGxi$FS!u6@qyEJ)<-3CKsz+K7JtRx@@T=n~1{{R*LqYXQc!%2Qn z>%6%1Y{0yd>=1R6d5#l)k{ZKCYK6r%(&TsB3VWL-sxRtz{zqo)SB-QxzF2LXxIPCS zwJ?WbwA(_apq)-*Gz5685M!RZ+fT{wq)v8>#ZXC^A<>|LDbPV_X}BgPCi~leTpy+K zlhV@eZcKgq28Ay-+e^zqf~3as)gyOJ#pO68V9&%j4E4UrDKpd=ZuE7=4owguV`*ke z!GK+2aAeP})Mfcmrc~QwM$>6QzOHc$5e!1QC}3D+eIARPGyAT&dinfdoEmO@8Qpv^ zJa>)qHangjOlTdKpxc6F`W-&SdIIR=L5j-WE;cFrzSV4)azi9~8o?$SOIx+sxHDPh zy+WZT3UcjjBRP+)7wN%1Abks4bz_Rk8)HVJl_JFI7$LT{+J^q2dH>lcs$!i7hmv^5 zMQ%bv#XNsrVFk+-Ow4Y$-A7L7j!`r+N)E6oEE(KuPEtJil+@vH(Si@FyXu(_loaN) za0Kv-r6XtCpF6UTW>G+=u&n-V!H4OyltgJbLXqip`#dH6>%bcxg(?lcZ0t?dPErY-0`R|AR2DJ&%05=(M>T}JWMIXAxBz<b%q*X}`Oy*;7-FHTcid*7(MRZspaYub@Q1d0 zh#3@+MtuQkR96tB&ebzVX%87lgUFu(z{eiZWt`AcCgh48oO{(BU=K^M5)x};&_23pDOw$s>t!GocCke z_uS?R@f`$h2f+yPb8>PE__Cpidxij5*^X~06#mGcybh#aw$Y57k?oHt`R~5N8KU0Z zl2Kg3W7|H6rd8uWFgD7y6McX>QlRNdHqc7&)cpd@A>|P?F@zRTE%CA9wfon^fP}~k zdqYAYJn+4pn_{Bms21DCa3rZ{>!@&yGB&dWG9EwK)xmZ(hkplK`_5WMW-;e5@&DLT z%CdKX2YM*=dIPhp4!5)53R{cKppr=>_NyG`;27sqAaz%PLNmD(mDX1%O=&}|!XcaKl(EO~}L=$03UfQn11qr=C zkhC9J*kbrLNw{Qz22CWeySEITlGN(OVfSzu0x@0^T1*|RxClO>hjCFwE!29ap{q`-IWjjb=`2l6Z9j#(?E4)Ct5T@x?KZJElX^Vbzr1g^NTglS zdNXOh7leUnX`C3Rzw_%#on*$I44c==CrV~3XL5fIc(St4RXf_=`CAq0YVyr5!3Z)| z`y?r%(6E341Mgn8uDQK^v5~2EZz`CMiRdd)u8+OM6kAXRZ`6AA2hBubzjFpXa12XJ4hUiq&Z*pfq(AfwQL3u_% zr85=xm5+Z5-lC<7=sGmKC1yp!$%i`|BJNs}o)XqAQIt1Z5_6K695pdw5zT}|_f}h= zhD7*=VCKd)cjJvn+X1Qx+tt4O*Z0`2sRF{~4@|^#X>UD8i zlrDq{qKZE%fVt=E5QaWial}B=1&|e+@b$Z6oD*U(c2U{XM`%&Zb`bkKB=@UeAp5`E`ab%cBRMP7ICEA6Z| z4S`K2Z&UDA6$tRcNjcYy$Ky%YwIUabeLd6VE|V;7xEn)$u6>8)=O(T@ zgA#Y)y>^S0MAoOv{zqrOSUG@xPg4~s3{6A}vh(|nd(+?lzNaFgiw_Xjjxo(-B6l{j z(HwjF^UyAe0`Vg_?kAqa^)-$(Z1Au#+YoXPKJYiCY+%3?p}nG%GV5w6?|%Mz`PUie zSqqL20tGlNG+9zL-F1}zkJCF+goKR6u9G)n((JYwZ&rmv&cRfQiH^Q_@{2xCJyX%? zvLGgt!Tz~Nqr+RVLjD5gy!KUabF@jpyjD&J!pCif?|{=ga0hg@m!8+$-fU1OUAo454$rWxPFWl7Sb;* z{PM#{*HycNiRMhi-zPrOX|cl0`ebb;#{A}G(?mNDk@cAt)*)OKXpS2}!g=rBz1u32R6`P9=i!{p8FpV@ z6k4bY5(xL=AFZ3*{y<-i%G!%_RRTOgSkmTMZ%c}YkN)2R?(etPA_;_t%fG)bf@=6j zqle5DFsE~xn>qjd6q`wN_t-t%ci9w^@O~$_Z|>k4GLGb1i1+d@_0KIqopWt*dCu(@ z;{B<~UXQ?rus|pI2+}#G0r%ySJGK@wn?*UPRwwuPJ0yOQ1hS+Bbl?m#9ozSY=mUKS zn(hV)HTd*kxq}4qVzcls%z8h?m?eNPD#Vm5|BDL&G$=WfC%DCgGg;C_CK2{s8`72Q zDh_OzLBeb+)3whc#H!r}xpFTuX7UH0j*8(MEKKPH0J4~Uqi6O1ar}~V!LubVe}ZfL z`yZR{a?h)X;vv`P0QG$h_Ah1DCvqOx^$dc@f+0!bKytlQXQvMLji8V z`rUU32njEA|BVuNRez`?Fpq?dgt`$X!LmU~g={4cg^Ym}1PfFcbqCt_FM_NTIz=^i zUgsbB`qlGdaPK_-CisC0Tz>x+FZ}n9=C^kb#IH6;`s`mDn-}=K&F~(fFCBxeMQ_Q` zGScN?BmzD@Qz4W(h#t-Garz@b49W)Ls(Tdq6U=Z}?;z|~)B_M?8XCdzT36A4Of!Uu zFcshzMFHK!*>ou+)rD7kRj0=pA?Jc?xgNFm#ko$+K(+?F^ZxGtd7jQk{~mM0fbRbq zrA~mqX_W}P+s%P{Spl8%0iV`9HqH%qbSNvKURa_~bX(xf0-xmt0oNR~^niBN=RVN% zuJkSXqxLKmHF!-sLJkekifj>(L-6p%*lgKXne#Ebi-WH8A!%*36ai=sBl@5qnaq5c zaYkqWmX)pnNmBA(Us{WYwrsvmt6b5dI;*PPu?T z7woo43jf7;@gBXP!weFD1^Iew4@P@Q_Q=6}E$FZBTuauqWz-0lM~Q62Ajdq_KTA7O zFBtxCXSBQkIwfKS_ju|WeJ=^tdCcTjBgmJYNm6&{dH>GNlo58CjRrUga3SM&+npc~ zbA74=hx2-!(FJ8AE*Nsd2H1I`1&+hw`yN9hF~{1E`W5AQA<}iz=|N-oqkFS)ph^=M*#D(t1z-Mk zy!`FIaH%d}4uuvauKdd%Axjf$2Sac2F-`*KopK*pKW@ts(4(<^VojLyRzMud&vW_^ z{y4SM6vIk+Cy5>lyC)U_VO07IJ+5<5RtJiO*o!zC;b4T4UJ;q6_{xfQMP%>$Xo;ub zq|N?auWtzYFq>i2j@AQ!`xF{A(WHtvJT+74;)9^D_1zvwyqGMc=$1%I^Vl9ET~;Ct zt8jfWaGVN8qrc#wZL7Ymka$vM%aIj#ju+%~yqeGR{$9m;>-X;%QuSTeBYaJ3qQ2j0 z0NpOv`+YRa{Xz;qw?Q-VKm?b~4Rt@*ot0SWd52%5lP^Eg z9kVg&9e^YPZ0bqg>seQ(3)x5?uJ=c}G~b?1`X>L1qLW6;p3kz}m@i=cYIEu3uyQng zy9a$aUk8a?8;lS#{kyPT3hrq1czmzU1cbBl0mb zy;JSIb^ck~IW4t}%l7NchlD*i$#E#a!L{qgpD-}17MKygy~l^PyL)ed4K|*agYS5C zHt&Ca^{2vW9T-9PyywZRr63~jtPu=W zut`jXM=~&Iv&MaxessjXyjZ~ZOd%_xbC|;Ki&O0dF?&NAMTCD9-KBGnAuYS;$lYMU z#-Ih5*K|oPT%-s^l-14Fc@vTr478l{J&5IYpgyp8HCP|DL|PR}pb<3~C!KF&XIE4n z$l62C&rf1tV35iUWbGYOr>Cc>Q-%1CyVXt)+~}^AeA&^XNXd?gH8i3DhMU+mvKw}h z)zH?~7JQJHo_?{P+!6(5j6_}mM3J4~0+*tPvVYnPMMU-e!)Q$ghKNkYg0KeQ7n%Bp zb5PA#!0R;)HFYSH3Q2dW_$(dq!DBw2dc`nAbab@1!#Ox3W9dO|-}A#Hu^mj4z8h|Z z?dsNZ@9_u<>IJ-uKXp?VH`)7MhnV{_0);Pij82a=PCrq-j3^x~P_h}wi2P$V-kECq zo+I|~;|Ipu?m5o@C2e=#E42TQuD_0pvirhEVF_XAp<_TwN=m5#kuC)(X+gRh3F$6L zgKk8+yE~;zaww4o0qH)Q=lMS8{e9kZ&Yv@Lf9AgLz4zLCt!rItU9Pl&bW+)Qs@WP_ z@}i>n_^4t;-$NFYiMH4$M?GXv#oYHZc=E@S$J-LsQ*mRAlPNW5I_ipFYyE=noomzKc?LGJbd*Md*?V`Jg zhGUQyi?zry44xk3(m4!dPsQi36xcR7eXhTCG@gU@9nHzb-eaoq_mZmFd?#? zf7|$4;pV~TtQbKJg|`*fQW5yJDbJn5(tk*^8*~K52soO~J4yw@>^j)j(*6}HSnfuZ ztXt{+$|?Z_371a@4z%Qn*3(Ge>Xojfy@#`|1ovBKN}|hj%B72zWw6V9qhjTw<^teJiExQ7?`z2GjwgxRcH_|kJ_&SD=^HNBYg>2 zF|MyS2WO9X-XHVhKB9XWvZH)ybkYB_%JApgb-%WSlbt)|+!CR4oSSIj!I#{oLzyBq z`@e5NmH(@E&ug3^hSVYsUxKlziQ7xqTkW#yTW@>pUjFhv*_rzGONu^>wYmc*!ttQ& z^RaVwSj_(Fi<}qs+}tI=Oja^3myw!Tq{4`fH~uv9IP^PFaKC3B83Mu<0s}!5rCgL^ zwV#a`XJ%=cmr9%+No3k&Ku491qp-t_D!JYob{5C=*Pa41QI7=upb!ZOb$@Ehsbz=h zBRgq;Y-N3u!aRItEG;TP6ADu=*0S4}YWgTbjExtz+KENVsa)EEGRt%);21Y@1&Fln zXQ{OodzX>dg6p|Pjp~$>JdJqQ=tzs@ggN#iWf<1UytaKu3nfMxm)|9y6}+jZONYCj zGh4nDA34_lMp?tm6D^Ic}H{C%VV={J=e0Tctv5pRFiF>PR1?L736*=)e{OJ z-EuNaNBg}?AE(tGd6Lcp%0M$&(K65Wj_lv0BEna2dK||qk29(akja`^+SCx|Lf~~!#Lzx@TSqgWf6pE;?<#wMiGh=C;Fq;` z8&Izr@v~lYsZ6f=8GZ2R_k3<<=FKO1(QWLPR}co88D|Hvwl$mHTc#zA|K$wy-IRjHHg}v{QCG_1a1akLOSs ze{6RsVA^5~r_-S^srjH;%*(AOB>>%Jv0O-d?wo`i9Hl=-ZQap=PeIY|eKjm-SIK#N zozIQMKj^74fVP9MzEj&7+kG_Wz^eB;i3ejv-l2-(XW=+$dVKg(Qd8l82tM_iwh-iC z)VW?P1A-pw7$9*%-Sg=0j=z-4gq62Oq%f?%hv;Wtk)3d&Fvi06UMVjY8_~rY8 z#%G7^x#}GrZzmdFyM;9G^A@yNb|dYH=BtMXj*SxYq*jFKg7bD|BdhfRIbOO+3)<;> z5<<10DqgI;T_ay&UL6rVdxmMRS7j^^UKZm+6F`!d#iV#MbX%B4ZFwUxSg;Uq&@8$a zZ+fb|w|4HWUju*6?|V&$`V9$b7yrEETblDThE=qwgGBBgABp~iXY_Y)!Xya%o8Q+k zjQ?$1YWI7G+5}4gklk692OF0J(P?*b6-_Wgn{(OMypv51b(ojX_CT)(y9?$%7Ti%l ztU$99JeEAHg(Z`M3gH{34nG$_B~{?EMeHJyABlK{Z`QNNzU;@}(>u=EBV3)S9(2LZ zeR3Gg2MZO(3Yq$*N^Z?I`gm0uTk9p);HIc(AZ*Nl#F`HjktZ~q><-u!k@m&M*Ic)x zR+#?yJyk*eM3mP8@edgWEUmA>lsu_CCTQ7m@o@nnC7AF7nKi(i zQHt8t+G^Zh8cnR+IA=FSHKIY3HH5e@sy=|MLAEC^qj0GNWGlVX~;oky%Di^V=)~J5GyQQ-Ilhc=iw@3mI3s%@@0Nc%gwtp%2&cN?A zV2bd=kdRwNoVWUr3_>x~i{45Q_MndcjkVI8L2`KDZzvHG9j1ib(^t}ZCm<0J9F@^e z%&PS9mz2fNBxlOao#{qF^vG&?4EU3nyNF91O7UztFL7s|^E4C$L^tX1>FQjIJXRVW zsvLeEHLnZujq}0Na2*L=2&9e<^5NHSi}g=5 zV#rC)z4-7l?MiKl2nfV&1YJy8i%%A6ovwegq}9G%Qp!6zA%-33 zHqmle5(ry9JkcOF-$?h+wD%YF2ytQ8a^le+eQG(?m0n4si2+x-U7g%&&HoV1;dIjq zV|%15j$dq#LYF&JZs@R%c22Pl)sm(mQ^rA(Y+jIyE6Gr^n*Qn&(D0&l!t8c%Em|5K zcO9F0&U8HlirMC)?EM|cLOT8Fc$oCUnNjV$iBj$2k~J+rCHF3qBX#Z>Q&IVOOUq=T z2kG$pr*^k=1;=Zos%84#BqCLNGeKuDc7Hn?53s1Lr<$_Y4-O-6Vnd zP113Fcte2S>yocpOukbkHM{F zL`f1=-JPz+INBbd7|Z${m@M74GH3X3ng%$~24Do5>}M-TNg&H82On?cS!AJo=OS2n zMD3H3Y&v`!RGGPnaxCjRS|CN(|CN;~`iE@Yq3-tNWQ`hk18Dln_CRz8QO?dFmlOz& zD$rrrbp2*5PwV2#spkRLykOB(lGYu|o2CKr98kPpu5US&;^ws6CYA=@r3HI|OD1*? zsz{){(czc19KZ-UH1Z%PXFxoiw=4RSNmcu|d*8}a;^Oamwh62HSPfO9`QP)gRCR0BvN>iMr?ce9Ms{iM;+heZ@)Bul~zF ztW!m2OsZRrs2aD8)V(VlCPcLRU0{ql81HWY(6yPs|Ld)SBbQSEsc z7@xu_H?n^=N2bk#D0^e$VV$AyV2eiHK0WlvAa&^0M40M)hel-N@Oq}vM`YiGc{X&R zmE9$jsNr_T55>dPiWKSiO*+xWRq@;AC~xhi7~s1O*j+Y!aX_&(iITba-=N7mNcA?n0d85Od(mptXyL|Em3bN@YpeB1#oszm5g=}(HlW}{sz zEvgR`RptO@16mV09sV*Q(Kk#2cl|idf&TrKP1P zDhvoE@1TrUpNTlOZ7~-}Rl56WcC_&2r|F1TdlbLFB4@j+gVgo!O*eLN9qvfu<(8ON zr0cn|^G&pSmzlVfGIm2iAaS+57fgofXVi^u=hS)jyxLA;w$j9bEIyXH;Ef1_+)RHj zZC(T$?Q$MFi@y;dFzY)YqiSj2%}C3|6<1urxTZuiCTg4=hY zr-eo4)Y|D}o43(kBKAQT@jyto=D|mSBa*T*bR#K!A(foyJeMH~9qBxaftr+h@$#gn zZWQP;wAZ725V*_!!pPObq{Z4eHtkp1K1)5Pv_?1;3!+kiz1r6DupNU!wjO9^MF-=NLk)b|(bZeNH@8{tm%X(b_T)8- zvTpKDuKgprCd@7s+fvYGMRAmo2HRZiZxv%hl>Hszu~>|zK|G!F!CJqY`3t-pE4l1t zM^r>owdF`68BL1S&l*BAZrP)D^c-Q8Iwi4FPFC$IM}FrXw$3*!!>0zZEVAiR;*Bj4 zQ$O~7tZNZV}$(9|14r35$T@f8x1T_ihUXlYrd)7y7T-%-EGR z-Ta95ApC^3-$(GDb#@Iv;8o&bRV&$wN*vvTgqQ`RhJ@&H|NT`FMwP0wpS?`b`ZQXQ3u ztyXH4sS&9>!VeTvn=!hY!8hRg?dt=f{I*&?yksW3 z|F{5FeLeEp7PlSUDF&-IXG^R4q+R4tTN3ml7{=-v|Khd@J)pmxf z9~koc8{tXzpJE6neRuQ+M! z{G*D1QrKUXzTpRA?I1f@?-@};%a5l$3QY*HzbALNtOS?Zd0NgE;Zw^nf{+rEdH6WdU5h- zG-s=?rFJjCq3n-q{9+7KX>jW6qAfyO+fwWTrGk&y&v$#EAMd0C$Jj#b^b5I4k0Tn^ z9;K-9*hQ{xiplceY$a|74nv!`0I^Nst-J||R*`Natv}xC3$OebkPRHaMM2kk8RQ)B znoAm7r#e1Y(Y%d|mVcewEXp0hm+Wx#l=wx+sF`GVHKDkG@Dh~p;kN&Wz zV9SY7?R4=(T>sIUUPMwXr^QI^-2LgSb~m6=yfVm=;Ap(m=7@|8L%plsIs&03>(by? zK{M2q;IZ3eS}*qj5A)t)Qrl&+ipOGA!4;2W>-+?|b&Y>>tF@MNb>PrzkAHt9vEXr1 zc}05(C$#0C4=E0W^~D+1D5RVelGfK|LpQ#3Iw z15Vn#e=O_vWQ2v`H_w$WkS*5(BjVihgf#cmEf)WWCEoaceE%(1dK}lnK=G-xS3YIs zjh-+m05*If@QD0y`&D_@ECk4OB7w!-lnB0Ta&s}U1_x;q39|4`Xos*5d+nEG$+!po zF)4zUp2U(cbLnicBH;f!1PWgT5!hzfspUvrC00nk%N=Mi7^xAHWJ8=U;e^3<;yTHG zbu}n{EQ|?bUQ}9BP?~y3hdo^5paA!#{zhb>=b6)!MQp>|*jmwi!YmK;XEh{108kpd zGjJT1!Pc*mN0W&udI@@sc8AYx*EMGCA*z#u$Xv6C?Y>W6mpspZ1GzofQ93+GI(#|b zVmynPBU zn4XPd(&=W~uZAQo9cs5RQ~Qron?o4A-)+f}*yh!C(5CoOJ%K$~v>f@$8X}Zu#YgJC z((^l?dvkdu>$EoP=V5``69)k-n*dE@1{mlA8HZ|o!~CuyF#FR(J2Y(vDU3%Ect@## z88H0PPry$J4N1hS2Rf6rc&$E*Lvt>=g_RWnySjV+(x^wC&KMz@H*#Vdk%2el2`pcKFq$({Iw1=b(Cf#HHG7 zN!)0k^_!`?j>jL9%#iY6Z^OVKMmTl-DqO4wr)(&RxAI*~02?`(S+s4cz}IlgZ5t+e4`BIow9-WM{HsfAuZ6$gbt;&pZbPJdB9L*bQ&54p_Wek3>2+`#vX* zXbNFr60!9(+$RQ-m@Zm%enrn+ z8I$(JOgkbimppA6;_qO`rCW=eQTuPlL!hqrp|Qbhb+A19SHJ54TLChrq50rTd=)d@ z9(M3i8xm^X$xf#CjtOd;mqTpNJcbq}B~_P6YGXc-l(D~DDfy5!AsTO58vje_^9WQ}`-&l+n(RY=D7`|d?fQ2!S|~jv)SmwG z^%3ys`A@tFCp|{uf~IU{UNdX^wmp|ktSiiKW4u%mgI-4v&_arMPfHbnBKo(FUvpK~ zUsG3Tq9D};g~zKz+lsuIIoe?R?K>*Yi4a|e=3jmuT5Yr|#7Bd(ViAMl_k>e}| z>QI5|ZCIP)lKwtmi_Jt0#Fs)Bouqxqw4N&s|Jp1kq@;ZPSKW}rayjy1QK+HfuF7^P zk%rNa24aXE!>oi%qyr-$kY!Ke`-T%$ zU~5me!Sf+_v(FS$SAN3h%P1TU1fC}pVw9Owgp%Cq-jF*lPG?KYr5u4&5ueXJ@=5(I z5bEx8h1A=SPc|J)>TJV#zhIn?Mxuo^qyD~xgc&K&B)R=PW|2?7;5K9Q(?sdT{C$^D zpqBr-S0TmNV+^m0T(&L~RqJHuwk_LbeMqk>(cqH_!-NcVg-=$s?O0&tfbYWBUd24+ z&W0GS?na)o>7W=^jZ+9RPf<{}oQ6GLQ0<~DCGFQxJ|KY+ty**-kQp;n??`IC6{a?M z(tB#l8cQ%60R!IV34UR7r)9CgPV0x(2jbFH#ph;|GZ;D@`LD7rtvg2B#;&hL^JBn5 zOS)VS2*J}Ku+?uZ2Y?IWKd_0Ey-$3r?fDA#B6nzG6B`jD#Q{!J#cBi%4>UX zc+Izpz3czPffM-%{!wl@Z=Az*3Jn|McM$`idH(XL9*Vu`VUvgj_I^bsR9l=TZ#8Y_ zq*aGhP9>RX>hWpzs71NcJ;%fC&@f2;O#0?S3Fz4Am``EjLjA#u>8p33s4+&UeP==f z1Wvc}>V3<<`rZ&ED`YwZ6z?B>YDque5%+ITds}H`GU4@;d#F_)Q!$+S5x*)Cu5>9` zP3SY{J&p-K{)R*Off4bv>{YS@J>Z8OpKB3B+Dp7!mIz*ZLsRB!FERV=wwl0>8Dt15 zG9_Vku>`iuX83k>3qsivv@{)&o2w|0=j>Vy{@zP90Z?XfmPpP4A5$O4xzsqiO`xly zg}(A|aru#eJMz0Gr;m0)<7g1Xs{HhP?f&Qt##fA4l+jPkD`J}gkPaNmc|cDK7yhJ0 z2eR6f8HESkW-0GFwja$M=0AW|yvrkaa`}dZpW3g)8OEo);{Pzu!e~CZuYmRwO8WyY zuZ)#q17jq=rzTfX?|94>k;O-GvZ?9v6fj6+v46BP4_r` z@AHv>@wJtRUMjoi~SRhp$<{2WzQgs+Hbg#FPvJMQAy zHaxV_hwRY4hZs3SN-l05#U1)JgD5nS8RB>OjF8ds;L$g1)TPq94*_zPqCEB>lodV& z;)cSwVtpax+y}0p#j|`?kNmgMQ6=0*ad$=7YIiwdH#5I2DmQzEl0B)q(3r;_tf2LT zSD-_rw<`xh-Du)K<7O}3XO+(fMY#Gw`Y>dVvi4o!JG6%?%X#J2BDE+r37C<}^}#HWnmv8$;Y4~tEO;A5cIaeMudd%0e*N%e;i+d7{ks{eN`Ty0 z^r*nVTIdS*w=)^PF^zos3HL?!S=PGz%>~i3>@D#VOdcDX; zO<1N;@didDi4=h1R+OOFdVW}sAPR&*7LzY>;&8g)(6Gckxcb>>l=jEaFOS{Axy3SW zlq%6;Z>m%S>z^Ja&VTsxyqqBc84a&Cn$)QKQMkYqywGa~_{!dcQy5WNCoppAO7|Z9 z$mI*)_hRPIaf3b96|_@YNIOX66NXwNuj&&L=FkFoE3S>?AgVeBv^7q}{0 zhcp)49JIo8+j?M1hfp$6^dBamtqj(!bKstF@v4Za@lpBCBz}rd5B!3iAlNxu0fJ6m zk^_poD0dHgJKBDpLX2?UvOdE_derpe9gUvuWsd9`!&yH4K6E-T*5aKoO* zZ=@4ab`?tM9&(wVUtBn>V`K%3d;t=WqX+!R?HGiQp9-1wv=@x@arxtzo{7DpG`4V9 zhbPFSdZOF8}3ijraLYoZ$R}M)v3FN*F;1B>sjc*ZrOp*UVX`V1nbVo;A!5U zPSc&o1vi#^)qe>qZ(d^9HMm&HByyW^Ij_Wf{mGQjIP1{37_6NONGaB4y#le%akv-e zh*+grW~Ik~1MuKJ9`B%C&T1F$p6WVNPxZm z;AyWCa#S8BUX*2jX;+v@Kn7>xx6wNA!$&EiQv@z|T_+?Awh@J*lT`%!@zzr=hVLr; zXcTY$eGJ%dd9I1|Vx^T6d2AmNn*21z6BB*8pqFfeG97N;*_om@qlG3 zgKUUSgA-`>$Ra5dMYU0c-DmoRP3ui<;>q(rD||*qqB4yx``NLDQ}!1XEzRBp4r15| zj^y8<2d4LTUZ0IE$N2Z%nec%@Fb&1cJV6ZpE{@m!kQ=ckKN9#9yX@4pHeHi%VIb_9uVg(^hyE~_z(lmqkATBGpKI=R z4V!8!bg=*XGG&acSa`v~n)6UBLI&dc001hkZIA26x{7_Qb3sk9{3m>qi8ywr z?PGF|RF$HaVzOVlPHz_8?KvYl-_`U4dYcX=Nq~Bl?1ETU<-fl_`^X6~KK=3xO!~6G zJ%%LU$Po9x74U%&jKYVJ(g=n7xKvbB5?1=4fXT^%an5&-GzvdIg4B|2tE1B3h0i*F z16D7U&qf6492avP z@BjaSpvZvi0G^vm#W45ZM|BmvzxE1y;QZcvSdr3)Bn{FVs^zu@2>}jgqmP}Z`d*i5 zu`lOUrl(V*Ji@>(X`JzNgy$DdNCd@i%^p+}`6_=Lq0XaT-55UQn#`TbkYWpoCWFU_ zPuBmA5BmK(qbnpOu>C*BhwFZPDllSK{=qQ%Pp^m5{lCt|F z4OhF@33$2?%I!|L>@^P268QVWzYT zu3fIiKbRFKQopQTP_QLh07GMEPH0Z{5gxTyX7antQnn1K{NY@|56#X!rC5!G>JXZm)i7S1@`n$$l)La`WCs`s0(4InRC5O*);tW`InW@ z_V;5h0t0?nBfy0gu1q{jLjgjhi?6w*{{M1A9Y&fCoOtCQAOBmqx-9ok@TO_J9^7(K zyv>YNS(C+%JThW68zTXOEX8DA30~FT@R=joD3O=};cJe91GdUgI5>?{L{1G8`o8-G zzh_b3E6nMUNyUKM$A-dn=Zb%KB;22v&p!My`TgIW{_pkaw|T!V$4nTzaQ}Vh(5?F* zeL_gIhZ8It6=dO7!k}0u_oNi)SBR*u!DLZ|&9bL+YKw80Zk3-S0NNPll+M_6#sqAN z?IluEIYQj(V~!bT`RwF6d|1G$Gjo{x8ZOLFDBH=

->yln`k>C&6hT<)C46s+EdsIl z|J$m}?oH8bI9c<4tFod4BQuTqoN+O49$ACu)2COqufIb*HQk^v`(^l?%PI^Lsu64ch5&z*9VwHAxS zrIRi10Vr{;@?JH4qFV%EkWCmZ_G&E{1{}#eo8FSiVn=jYP#ZK*D@OAxoqJ<*-{&^7 z$?d&LK@7|8w0|eSbnYoq$L&}77p|&ONVT>LIYL*bV;gJz4c1vHn<;JgT(3X=K~8&f z&J=?0$rxTIv|UIgao^%#=IDB%k1r#6F>6(P$1ho^w}LmH=~~JrucHij&sXigUYgF6 z4#FZ1oxI7K_;Iw(`F-bZA!CX?sY$(Z{jMef{KGewV(q#$@K)5B;6Wz3%IOi~>4mAA zUfuohq3eRqXc6V!(_*Sqdc<9u9=gSLM7qWG<_hjQ|B;@CjSulgeS?er{$`a38oFLK zC^s3+xNT+ufG20($7^+!9Uz)BV*YE8kDvH`!;s1 zsfgQIptZfZ$H!nq*MuSa4mCHU>DbmQAH+pH)ednE+_$ z&1)&xCXG&=!Q;6$0}y?1x#hh9O$qQ~pJQ_|`){S%yHLv5V)f2P|m)l0lubPu;h zG`)(Xn94Mi3acCH1J!HFA;Vy7T#EnkZKg^E1^t)l>?ipPE>ASrChI=j30GUre++^p z3cp`if7E5f@MLec_Fm!pm6%w&YL&eh;N*$Ob}F_1 zRt8ORK+h!IhSGP9XXCS#8@n|vPBLS^#cw>Nr`RBjT&9DfORD*j`6}5FRc&Z~yyqRG zzTU@x10_>;qbPLs=5xoxe8Zr>aXGx!<6rI*PqA#uY!word>e|X&%*r!N|nz_QgsXE z?>Tq(Tr1F62JwEW`3iTm?xTwNI*^v!8u_Vk++w(vZ0h|pPs?h1sZlWdi+%lkcY4h5NJFMPDBdSFjj3~>BJxaaV*2hOAj4ypu zc38Ohq}LPo|2S_C4(I*Z8@~K-ay}5{u^Y&83^0b6r|nqJG6A0?hFgZuKhI)yz4&^8 zUT!@)PcHYgB#ChCC^(vOzzWxDL@S)bad}Wdz?S|2lGXGhFJ|>3%@}@Vy4!u!J2dA! zSLL&t58_Vx>;PeTie(t^-&PKGcf5ag2W*UUYbMOE{dm8q{?IMkuJi;E@(qj|m)}^i zAVhN_Q}DTMmY;|6O;#Hi^khXw*rN!Ax^}+PrN8NV0QSOA;jc|DH`15R?Q|4ycm9j+ zXvKS^)#rF0R9S0BcEJGT-n%Y*$bI|Z`uf5V)9awkf&>?JWgk&5XV)A%^GH;~D=&ih za>-$6p|K7~2|6GeKSUES$aeMG|M|+KnD1~jMd@_TZ)e*;O<+iB>zVKjB^^CkZDI*8 zJ^l8Inu6bz|73q6V9|$@*XG7Z@aB4;^qSA(;HOoJUnZcHQR>fDeh`UF=ZR&EgprHc zBXL;jeE5S{d6u_C%PiI=eS0xL-Pa2$EZqWARb24t{ZR?w`cMuH4W zt66!Dk-Eb-`cy!=fRx?3UcJaudZ*HKM}9n{by=AKDsEKky?wnA!`zq=6c?YpIR?F#YVSB3?K{m|$4VrcBWLWcudlJE!z!J> zSNHbA9Te$XJ2s%U*wioDTDCbSOpo&ubW!$_P@{%@1?k$eDya zZOyMT(Wx0L^u42X%AE`wftpNT$1O#VsaAL+{lX^x+G zyXsfIf>U4j+_ugUN_9i#g?;4lP>zNymts|%MXUSBTpuvw{>Nlko zrHQHU^yVp^Ck=&kFhAxA44AS^UG)@cJttyPpcF=LGVBf;`t^_Uo-S{P(mltGA&fW^u+cg_7}E^Yhb(<~=PIjCm)g$?yFTtM0E8ke_0)q< zfiDTAnzPN0@bSx+4!>qvSSf_k>5p#u-XFXlH9@||qZT|)$3invE(ED>1y|biLd*yI zGC9sxFqp#ZI|)r+SrZ}OJ1Bk$qM}^3U4dG0_u&?l<({NN#33+Cj-(+8E5Ms5f>9_- zHBd@|%nbJ!+GWYiaZv1&PBhD(^jT<0iRKdTh{+FwA@CHpKuS_%mw(J^*tZsrudim; z$$Hox_{>isAiE?=JiQsY-Q2ibbQa2ETqjC#hq~g&XVVH5x#qG%5_0<+IAMP`lZlh9 zkQz4UvMJsjMv~)RZS`0C1khwMo>#YIDayrHVKG9nMGtVZ8KHxs|B+s~Ei9BVN`uJsscsw(2GAxM^yFTkwBe03;>59~;B50dk;(1px~4SJHPb;8{I5JBQBZ zHz>jHw*rqyIi7#lrRFw-04Lzn-i^_ff-tF;c!QJm03Fsj*7bTix7losC-p|AX(X&6 zB^LSUuKjBN&}-}qlbp1kmsXm0nqWFg+RF=EB%F#k8ejPT=)}ULj#HrFrN;$D)4L}7 zLoVE;mFMRu=i3{VV$E~75&KJcnFjRI^ESTxx$*-!PDfKVBr|z&+%hiPqczz#XU;qD z@eYOo3s6aVJzGUyxdj*pJf3|IZoRrT9jqNs>SZ?yDS*omP?|DICcfCbtH{D`W_{}@@<75 zmfHP*vYZyL3q0nD34Rz=Gp|-AD%^BL1bKPbYFrxYq+}+mF_VhFSvA#v~#w)n?ArdLlU%JXFFy zES1L_XjK`L7r$%$(IUefBBu5Ib5`%6Hwwv&_IB{u&i3;+Ey!Ytv39@G-nNcEe{uTu z{8yGtv_;>+XO~u=vxN`mHkMu__|@_HsRb3-Zb!d=3AFJStuO781!8FunqGaK(q-kd zj9@-=RWSQ@0ux@Qv7&o!t-q9Z+*)@R{@30Av#Y|;%}Fik zNMu9xu3dNIB|_@J^LGNqX*Eu(#dL#!4|N$uBgvQBM7wTvPW>_pl&J}jaXS|XRc|oH zxXd)giSG(1Yd62qJo)H#(jQCH;C#g=g7W#o929Y}(E-U4m^Dg;6L4j|D5PB`?z&^ot95f~>SG?pg5Bp-;QWPTCQvb}C9+M}OIG(FaTRq1?Ov#K znO=Q;oEbL+Q|ZCpdc}%p^G3P5ZFnPf*)Se|N=r7>Ui;H}MD|6zk^S@Gtle7D0Wod;(AG@vy=}be)1{$o&~$(Y;;W@f=9RHdI+&Aq?Z; zB0#vZ*NK9TTR|f+|A{<9d!&VplKB%Sr_F_zpvlmek5UlXE_{$pKu^bCw)*);=CVo^ zqeg1}0NtVKSvVK_p_iAy1OGNwDXLj(50RakjZrXQn1nnJF^oqV&0 zQznQ+^pPNSw66QI5)TfWC-d`d3QYm=_>R9X8ZBKejt2vWTo|-T7#j5d+ASA1QBb{u zk-v;DnI?Q>#v#T1-2SN3XyIJ#iyv_}V`vn&^nf`@Iv8OeQ z2NzijBAqxC#Mg$4FS@H)p7$yX?L`h~wWbuFb9?Nt_<{{#Z&FOt=e&I^GMTL+h>N(d zVe&$^`ZcoPVeu&2tcH0j91wszBl9_^pf*eD^m#*C&%5dt!CgrQW>Hp#evM+@G+ z9nhmF1{^1go*{2^9bw@|>DC#T#1n{}Y>mZAN!C$w{oH)WufAb{lBMol1<0JZF7y!R zJ&M!TMYbqF>_m;u(vBA9G1k`;A65SNKsARh_F1k`{GS+JN5;mNvc)K&qCgh2li~BN z@C_bTeVLhGNa4=Q3ryq;^_GtwNuWqc2nM&wbi*Pkw?{WjC?{mB4DEbfr~K4M__Cx2 ze(l10Dtk`4cv_p}Q)x7#Q8X3kvR`JH)pPzcUXOoQTQe6x(`JX1r_x0*n>ZpsTGsvw zd4c}0)6RyD=bZhNl76M9=^{MO{by;u=9qX&@jcPz8oT$U;l*z5X=^ygm3qLUeVA~RRTmt8GkY#j11 z-eohSiZ`?pRVJ-XFXr!2~-V^ckaaPSM90 zA`%u{MM7B{+>$Y$FT8(GviwGkha9A7H!<^mJ>3Hlc0J;*F7~}9i+#>fL zr_LS8n7K!{v@rk$rIzDxVL3=ojl8848!pysXYy5c)<>+;s2=ptGP6d4DB2dH<)b}{sQ5%4Vo zydG3B(a+)!*#cfdZAGyIM7pxXUi;Qs9P+Wv0S?RNukHa#RLM_UBSKgFuCc6UE|0Vk zcip^fxrV<%DHb_{DhUy)%|WkE?BN4HrSEIO4^WUCQ0r;E#U$1-&Osb%<2pR&vfI(3 zeK_zprGE8vPw<7yca`bk+$r2ppQKvb5k6*WooaWgn;KUZ`BeV6KTEB>?JrQR@ngo} z=Tg~WdP+SJbQKt`vD_xW?8;(ace2vvBD^OP^< z+xuR3aV?I}PciQ_^~fdwo^~J{bu${L}Ivcj)Q!HEic+aef`pFIfu%pXVu)y&(4 zZDSw9$XC!VN3r;iJ0g$kDfc;l;bQOe~k~hRAI?~i{T&ykmSxwT-otlyu$ zZ{*QNu|aF@x6F!s&OG5O3=I@=I)@bNHnu;S89&XJ#050IwZf@?s)4K?RM>5zFl<^) zmn`sX-EmXp89m|u<{i=usMuW$&oD^_6_fewvPp(0l>I!Z1tSzW5pB(I>ly1(rl><- z9N8oqp+?=h%p0SIy~w2o)vA{(FF`JXYEgfBDz|qZf=M^Ze>VM)@-Zshc+Om@mJe8+ z<2t6N4)`0*MK{5EuiN{+U#)lLsnXb3`pN&R6AUg@I|{U>gnDN@9xPpXP1_^(iX38h ze3Z}o`T_^}WWO~&2`~QvWgshHdDalw(o~`^BBU|C0+D#-o`@~;-eI9@>FqfjnAWu+ z(ah*@5T>xixqt1~YNYqY#rkXgZ^uA(Yn}4kYFjlwPp=I+9N`Dw|IC8Y&I^H$4w5Ae zaaRzCzQ{U@27S23;c8D*&U9}m1NBTha8Ne~cg1}P#KwPGO;th|0o!}B$N@$6GhI+X zv{q^^4n*)M3s>Y;a;-mZ{XJJ7TbbFuu)=gS*K0c_#bG47V#ovOHoKeaUq{Jj5Yw!t z7-6N4<5VCHUH94qeDy3qB%SSkTT(**0TaHgD9hjB5l6TZ?7~S7z)iD0Kar#%5w5=p zQ~`PDhK!XruLR50t-n1%JZ_!21meRk^;fc(~z&t;Ie zlhu&691SfrmlO1Z%X*6Dt#0cgJCOPxm_y@4jr~u|9wSDhsQhVuR*iTX3zr)fzROiN zYP-~`@r?Ca>S(61L{vC8zI(Z{i}aloXL;80XRf#2Pb~OkrDUv3=S}%^9=2+UDWc5K zmX~qY2imP#q_p@*Rb$DoNH+UFlPuufvDj30 zRj%_x;6*LeV)l>Ow^3<42UEGxMbO7$mbF>^qb}bqdg9R`T#p=SNd8Mo+~>wassH)Z z0TMY9IxDdRWdwFJQbZJ3F*D*H;kP=kRO<{S31fZfHg~ZOgVl{e!c>$~Y{S}%_@bZj z&r?edv-!5}qzKqbtL#*y#R&#m7lgf^Z$9C#T^KXFV)FmnJ}H$Y@?0gFWhBj7m0z|54x$k$^%ux?b!vI`dgV zpbXo9#FMxK=e(L+0@WmPz5eyq8*6T^63`2w&!FL__ASo#&u@lO*4DYN(_ev(tI%MyH0@~z-Cx+|)NhXRiTS`uS z6m-+cd$+S5!)_G^>4;2iba8w|(PWX%D&tac@y;22elmHLw?M<>8HA$$EaNu@mu+1` z6oLgo#>4aJ%i~ua**K%XPp$H&3)Q|SlM1t*fedzRV{tl6m2nxzHN%zzg=vSC2q12XRnb|02rF;9~M&aan;^Qyvh z(L$Sl7bqrynW{M~rRv!!0;_9oTC@Exkve#vQuma&&v5&GI^qD#PECJ%eB?h&_SQ^e ze_}Z=o5>}QgG9#avwF_P!{L)!xEofM-@jvVs`(!cQ`2_rLrqXa!g=0g`#4ZDAljIq zb{Q;4A-ZLLf7$xntXo@kHvzZ$^!bmv74N&xkD8-EO8wh(%&)!mR$Qu@_?!P(Is5S)84pIVl2_ z6V&rAZvq(`OA%tVAVh)Jo`^Gx>DjegTPnc8k@Plg3X{bU&l~-o{k=& zS?9{~e^RN_N|y_#H9Z~wPO^wY(aELW18G%qWhg(D$a6r;JabMMsdHF;J~LW5BC1dx z&Bn=0%jNLbiNsg`^<~=^Z~srSk6QfE3{bnEkfw*|dL|AXfGJwXh7g5Pzrgpj-quS` z6aK$Ad+VsGyEST5LQ=ZBL|Q<)8F!3lyWv|~@tpU) z=Nos7d;f6^_TKKjek-2!#GLbSZYMAaOMKu_)rr9M8uHJgJdp26eyvUxfcU;JFA8Ohdv{S=4o56Id9m-Zi!X1k5l6pyrv zUf1G5PKFxAr^YRrOfGVOcdkJT)1)fgpo8k#sLDN(lgouB zn0I5j0`thwcnBWH1YD6U$ZPmfUpETM3;rW>+uY|NC8HzV{O9_^2ByR5 zHayF|qoipoDf8dMC>|1oqjxF*O#EjX?cV1A(+m3)el$It=?Lo@_jVy)HIQ=)7FNZ` zY-c`MuTRozEz-(GcXOheFFHHsM zKEFM_MbrJ;O1!~5?@gudHfhVPaF`zsX#$30P4jm-<2kU8Yg+tWi{!)j^$e-vBwfXe zSM06Yb0feVmMfz(_>J>MfKq@UTok?ul)MJU;X4EbF|8;q)rXM(O%~f_&fzQDB3z%x z15v|S7Hr3LZz6Pa6QXA}*_w2k;PpYHS(Y+@rC|5xEnh;px`^Xtq@1zlyt36s;QoCh z+ag55#|Rjc!oR|Z>`mC9`c9Y)aI~3=J6f<|=;k8(P$*U&G%|4`EHyBm3P3hw`MaOe zvxiXe{MEL$xWUYV%rc|7ZoP(Nyzg%V>I+rF=Z%s$j7e`wEZ}t`K;|9S5@7L$7}32z z2ank9W^(+`-^J9d;Rzl97KykIGH$XaM}y&_Zz+KTC4#T)!>RIhO~u?>en(1{5bP7( zuXjDSaA$wzSB`9xzLpx-541S&u&~+Nq{1LOo4NvG8pU{_sU**|+jjPNgc6=RD96kmb9ZY3T@? zeb7vKjXa0YS@gOgV2u}m+O^?C4Lt_>jECDRAHn2Our+oLVy!P_$XsJ|xsWfwV)!C4 zQYZ#|%24v^zdUcHJb8I}7?sCk)-e)bpzfUlJ#S>^v0w+T{j!GC{Ga)dC9l{!OixQJSOmBXDElnuqW)B1cFCeyUkDXatKew6yN{-0*%q5f>i>$ zP(8->0JudgX?Ai&-z|W3Uc;o>2Nc7P@i$U;FKeS-?+d}sgp%?#-DF)Xz`Rp$;M`N1 z@)hjq6Vt;!rP#Mzky=+UMDj@9`g~Zqjo-QLc_>6OU9mb33WzRni=bnuF(Tb^@RS2W z&nnY`z0Z)`*`D9Nlj&rBc=y)xErvc973acmfnpeHlt|{rhDB!J=1&AZ;31Tzq)>tH zqS5GWm@EN6Y!H8%%b5T`t-ucc$rbK18WCbBR-|VnZJ&wyS8fjGlgW|riA~P5-i~E0R0&a(v{JtUBs;fh{>afcn2;+#R7~un72TZ% zL7#QH75e++>*srmmR^VnEu8^cO$^@FQdZKSJJ) zwSN&on{OS|LHjg^rbx^Mdw8?w4B%QR1nIpC;= zfUHw`mvH*!&?%sNoSUy5;z^Z5qiW{?X%?Mmyq~VM-VjdaTT0zw7IawQ+|$l$3{sD& zEQKT+^4@IFc`6k1i7Y-vFIyK;>u0=ZFVRaliU-Q)TV5iPH)&)-LQ)hhX3ZYH^2Pu~$o10O#nqK5yvpfY6q&?Vo)`)hQ4g1oRIu_Du8aJzaafQ2*OR#W z-(81S{2V=^S~lxs^ek$Sbj}&Q)*`VRm47vXzoS)n`E3k!TZ8uQczsaJjkDbHj4Fy= zW5(99w|y~iR&xA@fk0i)(NHJu+qC_oBRd&7@6J+tPB{J+%qP$FOo$5AH0X{slJl?o zaur_PjBfLn85iDOcd~R;Pv8ZAYbcyDtF+>sF4Nu-%3YJlTC-E_SV9?JcIJRJk(_6) z)pr3IS6_`t*88B03m9u(uAbB&5m42RenOra94$$MC+YK`mB_@skOkM$HI>U)1YI81QjA=K4<-J|#mFu#wLVAag}dEM1rE3)-1T;(qIeNew2tt3T)eNKYx3 ziYE8~%5PJqD_y*e@7EN*I0WZtQd*~%?RaH(zm^D-MIQe+V&OU+nWR zSA-0wbcx``t+&Vr-RCbR8KlNLt7K`ezlM@84p)1C64fz`Pep;d5^2M|iF8BD#7$s+IV@{(~Ny*%95=kw_ zJU3v}G*NNwvo0nh9c3xvi{dY;YKmLAvH$rC{mUg3a1t{#Rmpe)o%<5}Gej3SKvuim z4DRXo&zMl@tal%GU7lJfrN*pkU}xy8yrEbSgr?O;=d$Fd2V~nT-l%V~h~@y;lE0IqKe?=)Ls?=L*Pt_GEQ9f3^=WuFP|a)G{t~;iP}D0D5H4tV|>bfog#D?8UP9 z21hLah`QSRsoN07h6K^3HUfK_3s0e{4Bgr23 zh*jc$P`&74kahQ!uYIKT=e<-2>{Yym4#Nw~nIj3Tc=-V@ZMOiW#KHvX^oF#y$0OX! zQW{VVRm#EMU9Ku%raFKVl&VBwX!0Gi#R=&nXue2ewn6i zMBw=Wto1d(z*}FRKh>hc9aYYx;;rmH)tWfM%TV0sd**K9Ls0V-%Txxm2BnJQjf}xb zgghc|f5^m>`+e}=A@~zOYPM{v8j^H>-WyDUjOdOyzz2+|3c{D4d8GQoP6&$O08aW# za;)KW75X;|n6(8}@Z93Kxpd%PB9S$JOStI}@?l^4aL-aYoOp59gfBK!n~yT!ivS=N zr6^9GAm}gb?C-52+DHY))k2je7laG_`|+6{gU>Q2s1keupIrqrPcgU13VXbSg8!|K z7DG^q^HEwRj>SS1Lo>=@Nq}(Jq`^2+YM8S)A|?j4Q@nrkUPM~VjwS6p=IE29;B3su ztvU#ryVm5H?t!A^><>BT)19>b?kJ90m70*(8`GO=InPtZl*;4vbn%GvMTzD5L{^%IS_=(hi+%f1UuC!av*$2n2lz?eB}J@Q_mx`VpN0awI+fbAF%G5pCV5QKPY50M@w+1C=TDDBQZrav70+%HjeaJlwscYPEx zHKW63yj4KRbFj|&j276dV}J-eJUCdqGj(ro)7RI(Zcs0IbI`yIWKqno`p>V&cBUg4 zO_hf}lUt(^cW|8J-E3W{!Yw5{M2;S)hjA~VeQ>6@)8qwzZE$^lz|@ge2S+nk?Hmp6 z#f1Sp^X88L=$8VEh^ZWbYeC%lA>S#?L8#t?sxT{{XPIeiJ$+)UV5xU;MxCjvX~VbpVy}J zSAzVeVk*kauuCUxHFCGl@9t>NKnj>)5IJni|1GBy7m;JdzOTP(Fj12 z5P8aM0B>ct-nVx8t7XZ2uVpFu5H<53K-O~07D>%wYdQ#0^K5rMD+jAX5zNmHC4%;M zpfUj@F$qAW$K#KJpGx4>Hb9dAIHowsRAsr=Oxg$cAMY;$Z_a?wVOXdFBO&J-_QVG3 zaG|?3rMS_KB1FTC|Bnp=Ny&6>LWZ8fD{9Hh${e~fn-^B$d8fMLE1B*S{+*g}X681$vcT#%R# zg_QG4nf0UX>4-L}zoML1i*rDdGega6Y#2oUlau$zxa3<`r-7@z42MCp6^NkD{c!^3 z+zP;`QLK{m36k!O2NJ}1bjb!J{yk+nzKwvj-B)Un?N+gb0u(b;faVH73o0ZH+i!u> z!^^-koCh(Qd0AY|3t<#Z4WHn88rAu40qtg$9d< zn-cv)QBPgBn_x{⋙6bErX&(N(n&2PId>QAh3Li_>hr&AlXSD)^9mKoYlV$1U4Z& zS%@NBAQ9J7Wd5+l6re%~Ah2R_?7wvg$3*r$P$R8jL?67pH5pD}!vRW$^#w0|DlMl) z7+x0Y4>mT4G%?O}0w%B8%_W0$B0V(_hHM&GtpE{C5i;&zx(!t|qio01Svs>-*^y#5 z5}9~BW)1ngu|gUETiyUtm}whq?yFZJsKh-6%DvK6;X?BrsElD0zdB2n86`bFJ+Vm@ zKRy#OR(}g4($hhB#gA1ZJcyV&{8ezSZI1FQkl92i$zfjT=YXil* zId-ciQC_zt?32CO#O_St{IYv+&Sx`UR5A%eL8hPeV|jbRn^Pd{?Mn!dV1-8|{#EiE za54USbD~2Bg3F~9@9+AGqd`EMq(|g0|K1Re_OKzlb+exMVQ%$Svtma) z$^GS%q2^%f?w5mrl(5a2qADGSHV0^VKo>!nS_XR=qVfgwN;9pKZ#xGK*bT;*+4W_U zy~3c@M5;=h_uL3MvxPpRgQC0w;9jRHCrvzi{13f08JneA+Kf~j%b6;h2+1H)DGM#G zHB1WHX;vVK*e40a3gt~i+XkHi6&KsvIX0N-YAovT8Kmx2AgKRwGCoBh!@=9*F=j;k zsgcSe4lP^l=!wfWOq2KT=6!(<)SHGe=_;ivMJRaOs`c}L2*yuPR=T>naaUVb36s#1 zBIkl@eZ$+jZiXp8V-6zJ%~Q<>_=4w*K%Uz|x3dsxQ4*BL)|=a8Mvk)j_;t!5fJ7j| zs?Oq7X>)}8!|~wR$<}P*l>N3e(Bw;lJ9$^8o;j11k=->O_sm4;)O_Qg3n%(7#v0@u zD+p)FD)t4ze^)nIf3x`#N_m_R!C7JN>SCa^m^jf=mS`h{ zN6Xqx@K5C{w3)=_U~tFTG=OGgpmUeZem}ZGa!}XV{L3^T8WA6eRPN~sI3Fqv9$q9} zrU~3117+-lCsKMT0f&;9_q}%;2`x#g#b`s0tVY>e{YBrG<WSnQu-Yh~~OX+Bu?>s*Z700TPIfoNs3bLd$>@J-?go z{P{?!29?-aNWQh$bTp=Ab_hk6un`7(5Xqznz*8GGFuVCpyuHZfNVtF{5D9Y?WB3-J z!JsJlFA9{NB*ZNs`g;!kInp1 zsYv>|9X7D47#6iZc)orU_yP_QzwMOHlnFIH0`apj(1)+<#>9uHa}%9eM;me%k%?V= z?gcs+<^=b8yaPQsSSGW+!Hh-&#xueWLFWgqrYoEFsHvZSsu&MU9^uh)pVLEb5Zkpb z4E;x%B27Ef-*W)*=$CE-Dh?VRf8$qhhz5>-E)%yxX#%#xXFQXx@=0tUpcE}PSSb@- zgpb74V?GDSLl6v`GEk_kwtbrwH?Q`+T%)8Xj)Tp3Q}_xL<2K1yBAwoE$pUqQGF|tB zAw!4<7ELU2XM!%6TpPeZ!1Y8vR=y)7F`1RhPqG+sMGj>Ai{rq}0t$lWqztc$GC;X| zFzi!3W4p+cV36ljG`PFOF#qv!3%6o#BzP!GMh1;k@RtpQ1@_MktO-mFy8G|>2F3AffY$b1o)u`|oD30RkqiPN zEV6Z%aEi~LBOpVO3b=`5(I~7bQ%kF+7LFrv0S}`S+QVFmj=#Hqux-@44efsG8)-gKA912e>8tyKT=}%p(~1wFWNAc%bmhvrZ$Rj zEKd$7q-O!miuB|K^1~wC=JUxaXTr-48NNDg+JCqO z6bl#-!;dliSn>}yTlf)#&x_CU^O^Wx|3Mbw8xCx1XL_V#SS}17Nm)#CmIE$nl!X|> z1o{Zr996R5U_MPdjKjK{sf*5(O=>gbCtu*UIb;U~lW-p*Ko>~?a7MdK1opRHj_8+- z_KT7Qdk6%KyEAp&A~yh8V{?j#APKY*6@YtC0)KcS4478(Kw=}^50tu}d4{14-e;Iy z=*@kEA54;z1E=5du5RT0b?Xa4AnW1d>w9QQtE3FT>z7=#F(B=!%s^|PJl$%f%?G;Z z@!G92hR$biSOB#L3}gw1+v<+KB8zUL(|p1yK~BplQGlUHp;7p@Z}XN)iGb_)=80UK z_m8tpsaLlsl)rgQgOspP?agi7j-;S2Kp;X6>oL*HTu;Vf^{)GJF^J8Z$H=a5PsVTt zA}m^Wwab^@HBQbZ-2{DMa@oUky!NfmrCS^kOSy)ViB`->D>EFTpspd*pAp^y4T(iC zwl4vSiIBq~RlgFuNWiv<RqJTk?P9%m>sqfcF26$y z1lKc9Tb|AkiMWrF|MJJ8LA~qG76}_HkRl_TD5A-bKcQs6Dz!hqysSUQC+FOlN<;hY zg5_Z9q;@wxpo*u+1es3Oql$Ojdy8pOK+}S`*;Mj|l0l-`8}VmHhhM*6@R^t>v19cT zv7~E_SsyEa&XGnWB`r^chr`6a0-Cq)-cc5EbhR&a#Q+u{`9Jn-Kcr67|4pbw=TFk4 z)(;YB8$UIC{MSy+i0RqVXaOi#wmD(0G42QN=ojI#M7xVjb*<_UN2x@`ii{f;2RJpp zY?ifwm1bu;n$_=6qO~`sw`gkC8%fT7ST9mC>4J_Mq`Yr5Jy#5Oy@IGZO+4JB9-)xG z9SS?Og$3Gd5&-&`2^>mgz{#YOs?28|57&lhD*Pweuy7xCGI-tFP&7ygg%-!is`h8- zfU`?w{l4a);Bi^ISv+)g_!$Iode&c3hS7I(!qxSSiD9KLgF$L#TNE#}KZe5(R8XbW z7+$6R`WaE}7-g2VGgp&Td0P+BMvpsO{kbzG@id|0Byn)c=?0a4`CTI5FjffBg~F*N==4TfIFJu=sbf z|NFc}5J#pcR+_;7KE|N+INh06(bFRjux=5fQSA9wP`YmpmICxe#oGGc)YKeAtbC5; z^E0?Vw9_D5JNRyegcl_m|D4Un zWk`gyoTUi&&mDXJ-y9)7aZVQrb^jB77(hQ_WDmSp9Dr^2uUV+|g6wGnQbX+jeX4)e zNx@h12Y-q+fmsHNnAMy4Z_@Yz4#c|S4AXl3H68yQmLt2zI{D1{WEqY9#*hzS=JCg6 z;6s4Ukhy9M{1jzE#m*iHhe9asdUaaiz1}q+sRl1d5lZSO;UHb8eHks-6~kE?{qy4A zBWyH4tU9FDs;6<@J`Vi9Y?4rNbP{i(?r7#LP-aoSI9!paUBu9#y1#ya9*J;yiNlU& zATT*D7i3$CWAKTZ2E_C^cyXZSE-|$HGpR4fOT|s9;5Qkrc z6Be#5v6>fjI$l>QU!auyySk3AVS$pR)Wy--2l}Z`0)^Ld8k2ydI?mx`OZI2E?q@9Y z$wF7OIb@4rfBv5>c1`AN4E4J0#Qq={TNIPL3g>J|aRwP%Iz^c7<;?7CARjDr)9XOI z4}MG7(l%#HsED`=SEm_Aw-M1?5icCQA1BnjeD%U;wQKL2v+*L=@yk(IzQp5N?iW1+bx=p!en*q`VO@U;`1M z^s(!E#8%l{db5Hg|IALkEZBkP&(>Z`LNpb@I_pP#iu%ws)d|wDoNMY%_pkn$WAtX& zeEzrKtXxDKp6+OYNP#d%`H2*$5?P?sy4?`ElL&f(&V=L|LytSd1*T~}G=AS1z~RWf z@pSoU$LF4`pWY7gKIEXc`txs$Ir^bI#()NZRuW6cfN63W z$_eZG*V%4H{|P0i?5+tzkF5 z!_~&H@%lss4G`z{0^X)~*P@b17_U9OYT z_V|y7zYqbY-WMo4lH2D-e%-7)*poZnWD^dc#(eB=wLxf{*lL3RO=tPQuI=!7EG19j z{5c+2=2m|S7!Whf=yBOybg3N^abs7!Qx$6#N8G=jw2OaWvAX@S%Ham?@^}+>`%-Mn z=L(g$8ECzFnyWOG#3w&v+0=3@Z%8g><<;$HWS=+2eR>N6aJ?d-g(O}a@2_0RX`>*s zo*`sgh<;8C+XH5u_~t^@BG7tSB|OUM@APsfLAJAI9#{-P_Z+2vngnuU%;Li^CLk{& zcO9r^X0v^c__jOlA!v7hN;9+Y>bpUQLVNOU1KnbKlb9c?{vo>~D%tg*ZiX3EGWW0V zZeEZ^TqA`VBp6hZ<%nEJIGynGc+A9-5uha60wgjYQE}HgpY=V#O!lHS>WQgLN)m8K z{lLZLN9jqUkd$ixG@uXRV^P1Y2@2j`F77dv`R!CH+dyycD4DTN|81?yg|hw6wzh|FdkzjoPkx@C_-=C0!T*bMDMKdv^{TduoG0CKN7TlPY z)_qC*6yMP*_51t$2`qxm!tW-Lxrhr0Tn!DK*T*$aqWPy#7+JzaL70Ea(FQb@+ex4=3klY)}A;uwOTzx{lgs#BGD z24QzD1!c9x<)LP&SYn5-k^%cj4q(u*~g)9PO|)9^Nd^S>XX}^o$n6eEb^~2QSw@JmMbF4+MsZ7 z%St-N$q{`1<4|~ifPOhgXZ8r#&$$AT_P@d~zwe&~Z0MJyrNCvu9?8Y*-8fii62qwz zA+s@teYNUG>RqSGqjLc6jrOg3}~EXA<`(M7xJ1 zDrVt6jUfZ{Xr;S)ryXA3U}6}MS!?rDdZ?Wy(PAY~bD8%6h)1gbFvoc#9vT9W%ee*| zxoVOd%G7c^lc65hKvMN>UOXKrBbtGNd!b(bnK;qfk_0lt*f!Q$A{`t4Vn)vy_2ME1 zmOGh_v$+_%o!YsO8tSiK;ksQwZOuq)CAh2 zjJG#uxFCCxf7(s~bE$XLC&cQ$_~mZL%ib(i(F1ME(^)3M_r&~ap^<_rj8-4I!YZbK zAkfG+l+X(#d~%$CxMtQ^0d8BHxe!Mg(G7RCWqS|_8q!YHQyv9-v%6gRMQ%DLr{nX0 zsbR-GlhM?Gz*9{1`EpKAGk2r2lp%*x}r|Tad_>1zEl2-1$f)1TXilnvapnz(EQ%$<<*Muuih)BRc7tLqc!GLbR_|o#K)|s+k6jv zo3jiq;)6C=*UlvLuw%4&%JR0*NCY390(Q0HO18nQ8vQF#&}=C(QIVg;W@cU3B3G-Z z-XEKlGLF;ofg7FR`&N^3^DzXF8;2*E49Xs?RI{TdCEzehz@%vn#Ty@ZdaP@4b$*T? zQvEhyscW*pI6d_EFlP*idy0fZll;(j21%}#e4Yjd8q1>H#FD#43fVYbv0hz(D_h{O zOvQ9y@kAPa!kUP-Q(@f%tzPCv1*$+8k2&L(6Z*y;evV!m*(k%G_#Q1C|E97pc-33p zc?x|TZEfptG%x0v1#Z{Zr#{j+-P5P=Q%Gyo8hNKCgXQ6+G`()YW1$-Hnr+xWdbEo1 zX%rG)E|ce>COU)sZ2qposdN6MW@hptD3F_sRe5OIossb?o@%FPYhXWBeE?LDRYgNU z1v2M^EC%SGkj<6a^WieyiXnbf&X7$xr4Hn#ok_mI-@*F6H^Wg*bcM|)OA$#a@r;_C z+kF?h-BCfjVcv=SV`;i{Rg;afc&CYCi$I;K5VvJn{e}kI_-&8*k=+zohf#ZvY?Xey zEc47c?~5QohC`WVS;t~iI+EuSeEO15!jEFszjjP#Gk%aT&j7KeLfs2?a~w} z(E@+gu}q^tylW#+V~n`qIL(~$8# zESN)7|Cp7}3b_cs!~HEM-iK8x2WC^HTOiWkOq___k}aCkE}M{+#? z=ashrYg6Xzy{XdG_`6*BN|6-t5=x(u{`ZZKtO8uV%S|`dgMUeo@{Uf{73x74W9!YDx1Y6!yr;V(w(VtMT#>5X!n7E zaQZ{xCGmiPLKQBE^St85=mjA0%LmIeo5*%ZTnU444{6`BfM{W*+{ko3r$(+SCHS*0 z%5ceCot<;KLXx~|fF+rYR|x&7+~)~lR?%-(b`XwDpjAn#kD7gg7VkWX#Eg2qEz^^a zp)c21-wXOMB=VK3X$Nuh5Q08XnK7Og138yxgYF9}0xx)mC!}zBvFI%Icu6_-eh6Al zlt0WH%kS_mNgJsS`YHkya;jF5G_S?}ZVag)j!UWULuP|sU@VZ7SiU?V>Ix|2aSAri zl^mrv87;&D9fQ4VtL<_eXwCHyZmpgfiI=_HQM~PVCf(Zf4766H-ltPr;uEU@P&jC! zG6AY9i4(fthpB@mZCo*^$@bz9r{}_z0#vrshK5*H`trt$u!qI`P!0BOyi9ijs z!#7yV+^(gZL^Bt=5F?Ev%{Yyx&y)z8YEXVX(wJ3q4eS}t1gt=Z?K7Id{-@ft>Dw~8 ztkC!|^lpj=kYGI3-wiE!^Ks&I9AvI1l`~kDLI(wH7KaSQYD(}d zts7G62INWk9Y29CBq`D>f%Jr-H{5_Ym6qDT;^eI{e{6?Ce6{S_zD;^uz0)5Q3y|tT zvA2RpfNu|-7?^lbLJn#2N9U7WELphxGFP)rjzCmPj`g8f#4Ti6It8m zAa1M)(hi>CQz+xf!W+S-LdYKbkfK|NaZLXJ8mWNTm-GNRIpNzvlsyLVzwRH!i^eWK z!vY}?mH&(lul#R*4CED>86mOXp=bBS@YZ?;L!#Szw;*C(MUHG9z6&+G`r7KmF+{08 z(>iYPJ?qr8aNXZ-@|d9e7;(fD^NtVEdv>e2T9oDXAjPbGvk$y^?ZKoWuibas09|zi z@9S*FHFlI{Aa=$Ec##)P2}4Hak^68 zT#$|Ogm@EO@(OYrZc(arMRrYQD|i{GRW&&fa#=w_Npjot=e`NV!A&}mjXdhr?+R?M z&3ruLcK93^pgz?N59?Glu|I%;Lu-i%7h70dOvzoqr|Z*4!ph9$cKMZ!=~Goxox?K* z0)s zU8pGmS`klJ->dxCy8YWc9AJEO)0`ID6Zt-<9aAFl;ZtOZUX<#oQk4mWIAq{ia(6r2 z2t4mZ6J0=tWHdV>7@LEc8_x~>?@jV1FuPg#_CR|t#qu&;>>oKYbm)}uPf>m#f5q*- zN?iB;b%PBX=mC*A^p?fv=V;!z>eLs|s+7|82fO^1xS}@^)6{$M)BISqbC)tqY^Amm zEE*R3OX8^8#}4`Gx4Ew8>lnMU&dKfF&xwxkn3_PStoAE}b@|EV=PLbG7Y?(Qa4~7- z89hzEr?c)r5ZCv^IPt(sA0klHkw`Nth+0TjY`T8u0$!0FZr;BNsyaCTNhKy9(yqrW zJy8StzRM>0D7C;*$R|wXlD#js;U^yNK;XhR{G@wfCW;b>!fU^UlWn~m-G!sZi!68D zBskbNU*{eg!)lOiAUmo|?yl4AfI%&dJzeb)JQ)kvZf0U&H1v@GqcjaGcPa8zy&QYm zVcYX827^8jhRRM6R%EgL2TFXg(X6CaD@q}XTEVt9P zx5YR1rmp@dw`K*Q+hj*pwZRXd+0Gc%Ffm8IF3kg(x@Gru1O@7Ess5o7%rg^ZR!NJ3 z`bJ!r{zS6hhf?L>Rr3zn+-P4*S2T@q%6g?p%mC@qm=ignS4|~CI#!i^f>}2Y+k?(p zvz5|l2MLf>>dmL?RV3(G4Kf@0XKLJ;pPxMdJF9>~>T0`Jiwk9Ir2iGz*Wadr!p&n@ zbTW4`fy~qL_1#_i*@!_>W99{0-yPnarswpS(E1SUBC*0(1g_>V44GGd@+;&szY~!} z`QX*w@^0aO88$)c`=r+GBW|aST-PSeTydL7S{>B@TnHB>U|EuZ!mkWzShu*`bP{_o zRf5ePe<-%ra2l08{}qu&>09N&XO^?|K9VO}ms|2+C%zvVCg>^Ne*dQa;HU-ER|i2u zW1JUyzt(N&Z6zwrHAlfg2}9yQYw@a}mN6{XulgHfy^AKpGPd$DQ5}i0|kF=$Z5c*w-M$U@RFVUb_~ZqmDxc zUEX~FaVCeIOmeGMzmC_}PB~lHjidhsCXJ+DC6o0^7e`PMKZ;?uOQGnFbmD8---+Q%?gC+*`eF!Lg* z1O@9&Ci7Vfbs9o!mTA(go31^OxGF8@bCea?-znndC_jcdqs`Qbh%Eb zqi06<%N&l&+gZK}NrLLYW)wCfr$soGj|9C1Y0jT+2yM&zpGAc!CDuxrwgp;yVMu{I zg!iM3;Z&_P)J5esRZmCR#x-)_^VN|HA6@)!@z8#6lbE?G!N;3th+@l13?cK&bR`w z#4T3XjiloMSu^{Tz$OiJk4kQd>Jz?F2AZZUn&MjyiE8CYnPSC7Vs>##zggvv2v&23 z@>qJk&B{&aJ^g@E&{76Nn1B{;l!JGMeD7u@^IY`vaHuMg)DDQ7+}+~jpWC9Z8( zc$qL6`fNU0II1gZgf&D(Xb(sjHFa@pSqwr4DQ669BwS4=#0XeHIowoB^{RaBiH)@O z5=AX7Ez+`5!KMv9JZuNqJyjv3U;QvhuoFU(yUA$@@?u}He@5h#W9{zl`a0+fy)rUz zXnpQ}lci1s)^|FU&3&UZ3ec9hB{;B$6hAF)aOh+x>;H_Q5TJz}Xcc)sV>MMOMcOme|bo|&jNgh;y@ltW@cItlLn8D#EgY;+dt=VyH+=*vP) z5#N|d_CZuGQO{p}U@$q93CYe}@y6=BTW_r294Dzc7H_)#*o1&5yCuxG6o-U$`fwGOLKn5bH&~|nUU;wJ7yTb z&s~gW*3Es-6K7%V%2t8yL&PX~1v?%YKASGT;*K_7XG{im?4!!IW2ye6E80Q4;l_#3 zh;aTftMf2=>f(A+z5Be3g}YG?K91iTu|k!v-iTNWK6}VO{>dN{k;^gZMf{VB#Tnio z@auabMi7U?nxI4Gb-;mAiNPA$bSKoHL*K$@p*q- zR|;E;PIN)$x7Sey@j99=4TJ8zj;Y^X$B72;IxJ4ph5qezeEH*bcyEs!Y#jqU8sB?2 z-aHyv_`_R)g(b{U<*4_f^-d>*m+Np}pFaBaSn_!?f+wn^D+P>OELio^!Cw4|gF&2l zRpAc1Abi&S%~2U@UX$T^F6t`Gr7j&}-+j{6;|qLpbhyGG9)vGKf>!t%_CpUv38%??zpG26!F;`9 zW0MVEsn>YX{K72Xp#!3IBHLKdB<}}ynoCt2!TNfTdFS9@>f;%f;wFqwLk`|<)HpTE zAk8zIoRbe;jb0n%Buh&x* zP~~>xdwF?x{!?Xh%dvma3xm&r(cJ>@1LgO;RcT=bS)uBdud%pJCUd|4_$s6Y->~4@ z0DE=inf1ySBJ+~!RQd7gsSI+s9fk*IA5d9r)>4TTQ(1l6=Yaq=; zf4mX|tFoud_cY^wOqBOiP!C0TeMC|B_dPvH$d~On0c8-Tdx`b?-+@BDH|@~RdH$El zLk{aH2PUWqkk#&cT%aS^{9d0#%tc9mg;4gt<=j8DX{u?!o3pAvHAa7Y6Tkn`V>lK-jT;@)Rm9){Tl{?GRaBf!Q3N6s@?{^=i~Sb*1C zg3Yg08RMmH4n|KRHC6mqjg0Y6jV!pByKKn#Kco2z{u7>n^vNn_do`r;_dQ7QBNC9j zPXCg;?mx>2JVi*c4Vioe`|oG}VIL4U!6L#ECH@DBM&9~6sbnwhO++CmFqHhyClOYE zthYj;c(y6k&g?-<9`BP`4+H`*^>wdx}=#~j} zj)(%jLE_=H)q|Bbt}2csSE$WVM0am|*H~JEFlL{vs}X(IJN;s4qLcMR8kf%Gf|uuS z*;3eq@^=kc7sJv!Gd80BFLL4cV|#1t6Vsq^lE*Q?4fiZ1iGRbgJO1fJ-*evZ^6axOTr0W>%e%7@2bw&VwT7jOs5ZO8?)C@&izOG6L#eKC5s#J`q6m+;R?Js-*! zZD)WLM0dQqt-Eyh9ys<@e(#uXpr#9!^Q| zE|Rt~7WmDn;=xGKv`Qm9m(9*+0LuwVwvWWG_hP4Vt(SMEKj8DYJ|z`&3*;_&vosiC zZ1TE>9+Sp;`@H7;4&1GvJ#JJt>{B=!Umm9EDjc9jAa$cl53Bk5JI0)e)^}dawosz= zYS#{Vk>JCOa6!XE;r=MB-wU1+)fg08R{Se;C0n@~vvPL=QI|}&Cy|3>7Z=t%#a{OG zrWDxA8cDEM4PRy?{p;bAqW;F{fphh)p8+(L3V1C3qyl>Cvw5$I2DL(d{rtjPVN+RS z+RcegA44{nc;2xDo@JnBp8OHX1fI>W?rgnYjVt+CrHZcp&Lpny4O>D+eYlL8fe>6i zPze^#W`N!3rwnOoX}a5rDv3UeI+6ZH zCrJgI9v$H^w*jwiLBQxS0Ks_9T7eVgf&|f-xW{xHXJrevZeGV+Wsb`4&VG0R@Q=6I z#{6t^K(9p1@2S9Gp7UDhyOvGIU$tRWjcZv{Qg=<=c+BCf22SaKU-pX-E#<3dn)UK# zusdsy^E3IxhGbe7-E?%#k-Uc>8<331g`a3}HFvY=xaUxym}(7mvKIx;S>G2!$NhEI znbhi3=dDcING`5?BreXKIlnrokhE9bzW&5?n70$fIA>%6BEy72%Ri6SxUG-5wO^-F zyjp$ac(KXx)ndk1hRZUw3ynHVz`%)xvOQ%vD~xw?{CUK6%Y4-J^qakK18L!dnGQU< zdih78_=7eVmvRa9j)>LI48=ViZAPk{0m-AQC}N>`bSu)9YMRSbtu=^&%d+`wMJA!z zaWciarQYh=*|Ry=SIxb7l!z;wO+~Wx)IVoRuL14W4)du}+QKv=0S4LB*x4J2j}46vq3H z;{Ia$sN#Hg3u8W0i^J!z^U}QvkQyLpl&k%r%@rB*=@R7l@8%sq*hUFdwrI6ho!2-} z7yb=0(VO=Ws{&N$cVpRv$s}$hs~a4oLa!Lfvb}EG8@LAZ`X4+Z8bL$EZ2j;qDN!wU zQay3By<=p!*py-9wt^72cH2dSS3JnlM8igX?O=OH9X+940YfmEE{VT<_87#5Hvu-^ z1l&VF8Jb~H@<+L;r*grLcJJaZj(4=FlEH-eya_fKI}U?)4YF3VsdTC07hMEuycr?M z`2tsPc+9UuS_3fYZE%rya)0AyxX&+!y_$a#oHn_+=brGot`dU)AGbi0T_n{Tad8RL z<;o6D%i?x>t=CP54)aAKFAn{y%NM;xWvM=}hL(wMW|Uu4QCt5PK!cyzfj@I)qzE^A z^!>Ioi5aaciU}*S`#RCAU8~0LY=n(P9fyh>Wol z`vl*B*Yxt8;{V3h>Q%FjcD!T-CGBdJfI|XdL9<*QRb?_+(pFzi%+&gyzf*lUj>w%P4 zp_WMrvf)b}?vKmNuD*uu`awWIQ~>E_GNTOPq5sF$Hbx8oxwI3E5kVK+Hh{nnV=}{K z)UBRMvR>YtoZBqslm4I)_THwS80Eh07xUHQ4gB#i;@XsE=Sa@HL~nDufhI)G-lm;+w+Wb zkdr}g6EV@hYC2+2e)Ven0fqlge_2ugp!x;h*AIJhEgj?VtOl)$LJ??U6kAkZOqMCA zcr!1C1_d8ID{?;F=HcgmlUrgps3T_K(gG#xv%S3(XX8b>RGQ@`P-B6yuS;G_)`4;@al3P{szXL_M6Iif3%FAoO}Ndy z#}9>e9tK4v?TiPFY3N+dbaWV58JYD5d9_~w&{Sk{rbF*$u6tZnvZ99z)VAi9*W}cr zpokkyR!mFoIHBIc9g9hGtI{8@_W5z^UKiJa@@n$)Md<8vmFfqTZ_8=8HEHs-477j( zvb(eY96CwK=on|46XVR)_L`h7d_ys42g3(C6Z!#w+thZ*n&QOD>Z-c}`}Fj&S(~|~ zP*CiZ%OiJZugW47ZG66$3m4lb4!b5OCXDJubxg4&Wp8T8PS4PsOEmc$oJlOAoCB#a zf+pPz<`r)0dpKuiW-xdT{apJ@X5lCDAGs~A*QYd)nOMMJdv5>50&MM7#MK>=HkNFh z(SO_Pd~$Ne2%vmqa7Nvi%OT#drw-}!dlhCCl{-lU#EC@sTxHG}1U#i|1$~XX@t13a z&R1MN8i)k&)<0_L@2yw2Vp#2FBb)S5 zy1j)5#{Mc>3d-r8VLocXao8CnAh zS@3IkRQ;)J3iWzRsxix1k0%^?i__a0C2ww?`RVUfu6y-UYXmoMCNoL!2P;rQ68OECu2568BAnFg?D0YpYy7+B z@mhAA(Ms&^D9Ury9#Uo974{jX_%Dy!&KslA1I8))M78V zWmA447t|1v)Eu|tJW!`0K;5%GUWv%LJ4FP5T?5}q)1D-&?a-g|>O(VX*1VWaI(*yf zjd*k?+@kBId=p#$9_O;s)H8f|RXR7)x}wyOMRcK?s@SbXvL`_R?=xOc8H(H3b~X29 zzYzX1&tU`%;Lbp0$|hP)$VarJC~b`slFgz)ZbnJ*s)NC*jDNNL@?iG3cgy-Q&piW~ zCqT(Dn^Je3%F?7`Lh~~xiBi2eK^8LCvHWOt19R&M(cKgrm*ugw*3?&(tbV<7TIOj` z*+xnR7%O^ZgrYPoj}XgDJz8y+2BAesKy+j=|Al|@8zmGXl=)<$!nr7ySt-?feJm#t z6L~;sNx+64Qdv#NuC_IjI(mWv!#(s==Z7b&K?lPiY`=l~=GZMqV=MlsR95zlI*men zfcsrtMrwSq0?gHEbHYdDVjzQ`I|uSX$);(S^i!Qca=G~ZB>jocEog#qF#1Y2#pr~- zavk6KY^Nh~qiob3+hxDI{QnU5mQh)DZM(K0NC`-HqomSZ(nurSE#2KB-Jo=LcXyXa zcOxJzosw&!-tY6=@As|WYmDpHHHb6kJYwIs<50pgAeiqCmPlJW^b9`)2qX*F0b$;j zT?F(sfYVKUR#0?*Mw_BSxIP`N(P_oIKbD2*p2JaKO7#A>3~UoS;Q6I*Sy|bdP@X}v zvkigB;%w`w%%FC?kg(@!!};E{g0{tD2OI(GL0A9A>|FcE9FbG77y(6q*_yhZ?`RXt{YdyKQTbz4)iQ4>O1Y_ zpNwZq`_+~t7PN%Xsvsj+cwQS=d0l+nJ9F!dgz(U*mUbrD3nAho1hj~f-BtXH-Dx;N zLc&~g7Xo?l<2?Y)7tg1Zyg1Fhb3dPVINRZyb>s#xsBOUYucrtG@>IuPAGV@ut zWkwP;GX#SiAf}&OQk3qjV9_eMJ-uvvL$E+ydP7c;rLSZjcW(1~sl`bqNY>mG(8OqE2vZ(S5` zL@vae7%E+cVqHdb=F7wP)r#m=36^M{`kk-9iCiMivs_LA^C2ade!)yWMA*_2NY$TE$H+ zdq}1P`0QtKwyw2S6Ys4)s{rRpo(uc2z3hBfNZtKw({Bc_MSou@c4 zaynb9i`CJrR$8mb7gd@qnY3D5edc2Z3QY-lT!KSpEQuwqtFh@laZ&q1ihN&iArrt6 zFUHrHhl$&KCgf%*s4qC?%Hu*3&l@}`-Jros zZ*yD!B14aS**ezP$LDvQ4>bJ*4CZrC{#^t4TV_n=`}U|IP!bTRkD@jdAEmmPS#4u5 z&>`}o^VpGGjY}F*tAQbyx1VI37Y33u#p_Vio{*1gkesO$;do&{#GJ1{W#3Dy(yWj} zn*QRGiM;bNfc=gZc$jT)6Z}Vs*8>~@))$K|XZuT19xklb{jgJnDFN4=%n(%X$pycN zoZH+lLWdrw270!g!$vkO<+mntRKj4>q`VBRe;a_6(u5uXlw(hqn(W{H)sES!z31i+ z82Tjal|C?nAy@uZ3!?zMt!Tgx5N*rNVlsxgVjvlzU8LC2BM}!J=%almU*EyNkO`?> z&7_D##?5Yw@`GQHa67+`Hhd*^g?r*r@4qR#2-#36F{-20hKFK zrtb}pft~2RvB1VE6~6VkS1Va-q(EQqq@K zVY{n)Qz2!bi;M- zmL1nOr2@?S*4S=XK+{(EIU%d~oXl|Y+$7eLMu22pcF9zl=PiWGiF*in5E}HZY+n5E zb}LG}hiCErXA(a=d^CA3VLKbS%xA&pg?A@RC!2Sez;N30>lCY({;yJ-}NG8S=%;>UCb9wpf133rp;RoL=(2Ue}Rs+T1@AZg|gH zhVG^R`rX)1&O4Peflqc@bnMkxsY{$0Qa5iXk2M(_ye6SMAEka#Sr3$B-+vtID;N|? zFS(NFU)!_lX5!RER4^4?N{L?Z8E=aPTsl=UxxFa|5~~(Yy*41U6l|I}y$Aji`aAgj zvj2!HNl@5|X=~~2!z+^npk)j6T&B#VX8Vkg;bB1XYS9_?=5^BdfJ8)etzf1rTDcOJ zg(sb1erUbKx}UDFc|9wG3mF`K=nQIBY6!0ws}*sA`edH((j^hEKw|XQ3fFZdiO#U1 zhvm*}=x?K?S`OV2XfX1aZv>0u$D+vOT_x44Q3bi`dRcgjhPCp2F)4<%+UHZ;#;ROA zk{hkzLS`)ZBR0>ccvgQjgj~I{pq70*mZi!g>(2UNT41tFLptRKltm|tG$0l(i8^cV zymWPLHmTSAU)2)(n1sZwpY;@7{kqYkh7SZ?&|gI}_!nWMk=g_90m%uBI)gu<`xD== zz;6u)rKX~dwWw-#A0M@^qUA+_YS7Eue7RQU@jOXFElG8duY#tDh|a=A3eXax?adTd zhq;eOn}7zhXJEGY7;X)g6}x*zofvhQm--$0Y+8E6?6L!sLf%GdK7L2Hvw zyc6npB2lO1F@Kf9jYxWyGh%S-6d_M~#gc9#$E+p`*X=l)+0tH zVCW>qi~$(7IF;?hUBYmKf!06cAzhbx>A4>@EqWq4os!UbnQD>az&pufSOl;dla3bT z(Ovh$f{;*PtP^@lR}`$J4OcmBtfEqQY;S?&l3G*_G`bbhkz!4ljJPCYI_Wwte{$*I zA@8l$-0mivR$Hw=NT%{4ROL!N*TK5JKcaCbOB&rw!w5~H$LR}C^W8e)7jMpTVo#`O zu|4O+ZpqY4!lbt6+y5BODDp%n7?$&Wk#b4st&1Jm`|N(_yUiN$6`iTl>M})+vfGo? zaDfZ;D!8G7*#<#%gX>p5e3OGNr2NQz@0La(g3 z_cN#o%m(E|>&N0t%ULQj%>?FW5t;g?`+S))jh%R(8%RDT zaYuWb9G66BRcj%E$eV@)VXNfq@}+F4dBT%gi#7_VTIrv2jN(0@$<`r8@Zl!aLyg?A z+jIFWWg>ZeQMsY--s6nO*+r(ZV!Z)fonHIoxBJQ8(`q8QEqproZjlilIg3oLy!WqO zG{ZLcaP~Z}&4d2QTbMTbCM)Zbgt^SDk#CnvU-um%A6&cSN2Y#Fj(_{fkrO|Rg$wk#gS$6vZ+(88b=-=)64A6rj?u{ zD|ipdl0@$WIRoPtfHB||*qpx4L+1Znc5Dj7f?zF6wNOu2t74@d5b45IwEj7XgMYon zj@la%;`gO@p475l*iLvy&#&D4?$yys(Fd8{Wx;?kw{Gn7(@SB5wKA{p_3M%a6?$D} z#{(YYcl8}EDOK*T!&6#5_JfXvTywp#N)6;q@hV~At+G!isboPJ*cUM+a7W_LgTwrJ7LdK(6# z9<^JytyENVwgM#-sxPnPI>Ro`O^NxNk=N3z;!5=fGB>anE1)w)f--&a+#Yx{u6sMH zBcCqRS?`rdQuD@52NVk!(Yf&{WnL6c=Q5oGsi0mus9xLx#JzmIwG%4NgRue z(i-pG3HBoi=UiSL;3*kx%cfX)g}6rw)N10~SrI}&Tbe%lQ2<(mWE7sDPZCEkFF|qj zSr4BGYX%(K_N_iMoCret>6aeK`V6Bcrxl0|d!rv{9tH0kAjM;@q;nip>pZ{cMU%QP zGFy#5fkP!PH&?!pHmjV>^B?nNkQB}e(yjKimJIc6XC_Amo8#^z6&MG?f6nsLe@NY2 zkCKTO-GEl(BtX1|pG5Qy=z+urw3u^(knwFs^D1;#@Zs2i;$9aGa;$?WPL3aUicK@g zb@|V#qBWA%X3Xw|!(<@q;b8C$7{w5X7t1S^={@>Cc68B~Yg=J_{p3f*j%~<)L&`zF z>hCE7Yo1~~v^)3ysGagPQ=atOyWZE&FL`eE@Q0F8+kjh2dOoIT`dZ>#fWPyCpebfO zR@(WFeY==JjpoAc8-ty8T^&pAM-ICKjYvPd50{8T8I}fV7s;RWn=U#LD;Jtw@Or~= zGG5pf<1@+o?O)rKWwc;Y%eEigfA4p}oozL~P{`Q#4nM#PRWL-i@o^&-#=J&12O!M3 zmf7VG@gk;Oy+grY<{YkVwl5u+xYk+%P~K76>l&bNW=OfW%%+8x}O#ChpgK<@b>UC>7 zI}aFwC8`X+7I(+fhN|@CbE2yp1V0 z;s@TRQk>_qZ6j$kFc$>(>UXU&0n?QCX@Raon*`jR_Of{4VWo`lZTNn)%V2whRtnLJu z$qN!v`gS+YXVqqfneQv;hu%$sf6{dBG4Jvn_MXEI$zs>DT(AnHhTIQB4+s@)l@c`~ zHb3y%KI+32BXR(N$Hy12B~VukBKy~fQLGN8%ogLYHeBRbv{E~x%v!`^D?-nl-A!R48VgC1rJ2D>G*S90cXnE9!&cP z@*<;h=Gs@|2^{+gxZbPxqHbZLU_gQF#@2&y)@W;HnbL;Qt!!g-;U^RF?OPCy#!q3z zKN_2IW^47an)^a!?{d*%cVHmVEM>p*!<^;o`Y0qm$CP@UsR3cXy(lP*P8G>lRzNaV z(M<_4mf4^KP(7?$RbbM{GIzsNTo)J4C&8`n=X7CsR?th$^dm zlz+srH#{x7^)}16KUlMZ&@GQ8~-^!LS2S1*=Hke>o*>H6kGdz0#jy;el6G;=V>5I3hN&FvZ+75sFbV#f>R5Jcjl;b zSYK;v#H{|52wZj*W7l%5|l>&a290+`Mzlj{otz9rLzYEW2KvFQyAGe&_K+ zNx{!Ctb$UIhL3@w6gWFR76#Tyg@3rHHl)kXXi=ZT`Qh7hgJ}LKfaZ(D(k4tQ57k+&2xMJ5 z#GLxmAuiOKhSyo$jTRjeKdP{WCr05X^qH-eAby>=7meeMR#e#zaVk(gkWnjAZdut5 z?p6`)_w=J)U=dmU&%HKu~($$~+_LcXSkJ^371YWtUEznci&p z5cFv{dcr+iPp=Vi*@}zs6+u!fJYAe1o8J!8SE*Ee1_#P;-C#$tSi|xx5iw%A!Fa94 zJV6Pq-z(J}=Jf#Po19N6yO44B6;2WXy2HgxET-Q_Dh+rn+9#EBplF<=(p?DjqHttM zVzJCrjTcvla+;Z$Zd*vB%koX2qG7ZI=-P_Ws99z4I78%m*?|MzU+sxmij?KFw;3|| zeOzlQj1E1`mm4+1UOWC&5f?gM+mP5`uG3S7%G?OZtKu>YMpvmYWtp~G{N#UbN@6me z9naxL2-->^6{%fM-B-n$eq8J5;=%=cT-Drwjpl$KYEm zM$t^MvK-2*&~t?~g1hXF?puQN;8qCCuFOh2Ln6;a4HcVPo%a{SIO<@_x^bB}t&6DdIIaOw^%4ZmTB=qZHLTa~BU;c>cPK+2 z2eljoD&<;c@fgZ*z%0<~*{z}03s)^fKVUQ8Y663ksIn$;nN**K&gy?i8!lf; zhhozMq?6tRr*^(V3E%!IZrviZcO7DY4c5@Oov&;OS=Q zkVp~_HT%8A4%Q0*aLq9JhHT<`HkMV5#_N}&+VUrwFVMMn2hlvZ8u2`F^w$ZFL@f?C zNPyB+l*$E&3;}?KN_AWS%XZ6i?fZ+U8ukM^{>yjCu;gCNBq(kJ=!7l|b0K zS`_9Z$4)8|nEzf!?KLl*R{O?-@c2b1deO``m&bOoH(k_|G#nhnFd~|rtWkd~%*Xdy zAB3;Y2@e0^G(PTuzfm8L^0eW!Pb04v)3Z21iJf|?%jynhedAjkFz>2xw4eJSC50u` zk!q(d8c%0Kd>B#x2wYooD7cjd!`Z;@YfDeWRf`Q^SvWr^Owu`&1I_do-)UH&A| zZD+g&c4?v<`@qAMPcVFE#aKcwowX`WE@uU93&E%O>PP+Ei>(HckOzEgk7eQ0{NzA0Et*2T}8S$ zYTn=fY7G>_-z&_<#SZai=Yn?dY*mi@yxW=rK#CRa#aCu)r6i^wc{>2?jM`nQK$QQv z8BIp8V$+%g`uuBxvM}69IY(*T{^dIu#gyCKCe5PFTDpb(K1O?}t}9WY8EGQ?F#A}B z&MwgDHYcSdy<9xEk5FDJrQ1boYfqGJ zj~cnr{HEgBJ$ZRg3jqq_x8dIxCQ->d*Oawri zoJxsY$qaU10f?$VJaZq&rh}9PGLLKf`&rzQM{{lBJV?oBDy`Ss@{vE>gpJ*K*P2*; z`=CGFr8`*&${bm?Iq>)K2}^9X=1bwi5^?K8No=N8nJSWKmY_C`An5Nhe*h5*+kNu{ zMCq(1R!pJa-;O=W(tUhkI}wq3`@@|>FOU9;#!YXp869s8G@6~?<#?6TrF9M$FS8NM zwasxS@L*LRP7(-*puZo1{qS=rRiad*F;g@hc zNjs0rNp%7>Czb?gjEIeDWzuMB(lt;J=?o%L#bTW%P{+BwJ-S2Ow z7TO`d#FxbGS4=Zz;bLo+q#`QI?n7&-UN!^}o#bYGB0!9#OUBWQ|FyS|kb))$`Rh{% zk_ac&(&8edp^1XFj=o`!(zV_S1m`zE@lI#IZaEgb8D1JIv2!yR<)GJYb%?%&fV3DJISk{(#BW+- zxo9>nvR9f%2>djzeb?~8ogL=6$H4*NXzBh;Dh`Z?+pTFzL#L(&Zy*LF4G8qSN_g_p zi!ri(G3_N~otxH31vit5h8N%8%%aY6lJMms+A;?y%~eM5r?43|jihxg4ZR+%8MYgG zT=1WCey{NKIPaFSp z%cHVfDo-?Yre2lIFYV1(9UTy)jX*9Vm(;%8^7DjTR0p*}0-d{n`&9M43^1h8=5y6Q zx?A68zg5zAAWSumXW03NQ4aCAw7$)!_!BZ^c;e>xq(wc^PG_>m)vAI ze)fhFT7FHq#%X#Z^_vQpEbtM@0Ul1=Q+bf;+ygF#UJCKCh35^NXPz2uo=>4qw|c-( z>h@}_@JthqA|9jZE?AV%ahtQWbsgp+Y=&FW96fd2p5Y%2?Fq3Y4jv|epLU!xR3EDR zM=0IN_{aPMgmknc)n|{BsveK@H#3d6`;Qh|Bv2}V8C?X9KBfa~l*fld3;i)nG_6Ak z6S0XTp-Ar<|AB9XKFKQlD~wm58UzfAr^v_=^bElSO^)kFQCXDAwa)>C746lv`Sd%N zH?XJjluxfD9}g&@U83qAQPU^>-|}}g5F$J+*Z7wX`)C8@w+uUsZsd(Y_dmbz&y|Pu zjsznQ!XmR@Tm17bU9tbM6aXmny2`hyfBl9w>|cSdKq$Ze-+2xH^#lL=z>eggYWL?a zv{f1s@w@UN===c2dc{MOdbqpbQf1xgV7bGW}R z_-g83ON1K}to=t1nCJZW%?)zbH=iH15$<0|cpmXuu1iDebz^xCI*&3*plX1x4jZ-Y z9MkV(0ERKi6GB8lU9R4nB;aXu6dFMPdgows*!ooLGdaU&3JKhwr2&c}9fajy-ngG_ zGa%icV~NL6?_}fV;Qr4O`WV=ZJo*&U+@587{PXqnZ|(imt4_o{jSb0vzI{A;Z@TzD zNA2G6>||wh!D%=AFBHglsg$Wu=@*V4!X_KE-Cb|n_L38^$a9>J&c|#1IDrB8oS%R> zUvIiP$ob;70hi7XZ)ZIBn9V=6?OgO8RL4uralYvTxhW5KOYizt@J7rF@?yqH?(Z`8 znXgKZaaqvivPABLO2lgZbrDJ4fnz6mr#}A=2k^+|_Z3$IH?^-Kw&-8&lhzl1CGwu3 zt6-E9AgFx0j_?zJynpjPTdbBJkW1fYi=o_cbOVDoAj*;IbqCgRI+J*9t*?h*Gh{C8 zj)kCJ-CQ0*V8uOf%();gc%1Jle$-cci7pK+?Z3< zN_Yx)s+Cu&;;MgY&i#r^DzES$HUng}#I)7&RmQszR%0MbwcYIZ$9q_=4pPTw7^k*j zrU-v_0m3tYb?PBPvq(*=)Mn7XZjv0?19ZaL^`A6e;e>Zyrv;kZTU!CZFxIiOG(@7_ zB4rb3XxTC7z z|1eU)Qwf^}784ZSEk%*P)Y8?zI6&|+@LIh6=i5KG;Jd+JoRz_LT1BI`pa`+6y;HTt zl*YN<#xj(Ce^-=VsPd`$WpW49erk5 zT6&)^|AgLX8Ir~G(Hi$Ch1zv5>O|!E5|!2WX@?6)PapxXs{7>VZ4staB&VXddQ+Zs zTE~%`R&83yUrbXcqG+gdW<*)pYVtPB+10VWvrKX@0u~(=5|C!q4J`r9AH(IPpSZ^Q z?rt#dlxKyo1W8%8HbqAaaM(N8==F*GBKoFta4Wof3rv}mQE(F-)}p&7S7{Z8qh$A@4W;iqPUCRXItR+ms$YOCK&Di-^pOg!IT~@f$%!bX z=~8J-hH`W?GqW5i{P+?&Uh+a^nK(&rHX1@LXgQ_T#NyUqve zSwaN%^%1yCNG)#ma%)dp#4>D7S@YEzGEoU=)m!1s*vtj8o;k!k(dh+u(PfXd*A=M? zoIo@s2>=@9%U5yUb9h2lZ4C!(9d(FD>e$nQRNZ(imyFS9Ah5BA-lt7abXn@u@&;6lXeFZ5)drZ^{Vsno#D_!h2c%}cii4jH2&nX zhW(N|{Pywi~(!rS6-Fc2Sx=z5SEIhUyMk3%1g$}uYGLcM=8ZhR*IT%Gi z&~za*Vwn;RtG|COrPAWa^D6wbTRY$ZkSHkOGYMu2_-+5R)au)b*!|H)LwSRN zc>W+*z-}wSUk4%|`7z9GdZPq(Lr#$EWhCE&x${75P+mC)yP6%$;eymKTi|GK$1|_&Y=snG0efySvD8gXaN6=c^LM zLiWURUmuLm^+WD%nPwFy7(14I-PQV+8*~bj=%KqCt6ZkN3OeEJ_S^Iq2Yi7$Us`-# zFM=*vVOSUFPnYX&r5&B%W2S3fRDhhZKb5EG^+_O^2uGzMOA4At4_IqD?tQ$dDukwK z6Qb!~4JgYgP~+qp1p!VY?iS#P(OY%so!yiKB(h!PfE2YB7C)IzWNwtS@{!94gLDu0 z6)+iqe?|RSY)YHDAh*tZA>3@nQs?c8)_t$oYA?_=G3frJJa-e}!(p|3?vM1dh&1Wy zSIZ+GV-$=@iuv4U&g-?uh7F3vvXH3 zH%{niB;}7 zL8Dxv2#HVv8rb*?PCu0dAmCB{BBBbr&>gzN(C`5A^itFx1?SmwoKh%~Q1nhQGGs#T zTgp}c5D8|C24BB1641yEwb2*3GE-jHr(3k{rj*MR%C*ZZy8_UJ_%`cDf?4|JM-xlj z$r41Yxcqo}7hEJFj>2xH151EJSoC@D&i%{AB7A z;u?$7TH+*eIWfRg@=g9HJp6O9aUY{u=D|;AzwL6w;6||g4!T*O)$4UjXl!HuI|K!L zG#}Jwaw&68Y>@V*HEfE7r?LA1;7UIFBQ#!QNsZ+QRN;R&JtRr=A^ads<;4C;l;o9K4dZ{ut-fB6BqWQl59o%z|3riW z;cs<-ayu1Dy&iO|P9pKbs>%QRu_lJ%1*C>uW3b3=zO%JGJzQ>)-+8~>?Be6u(o~cW z1xU%t1(eIpo<6zLee~z>V19%a3L|Ah6jfTiqv6%XQ_^9 zS-et?14`>c01<+*1o$0CKX&8?;~BMt^Zo*O1C2(~eAduY;{ZU!izx%EDiogwJVAIr z7V}lj6ezVZL0Kq>%jpn@aUhMZ4BP;&u7(hNs?WjUCl@6|uIB`gJJBZ-qwD9`pZ+pQ zRLZxJ0i$S~mGDM^>O&`Dux73Kf;XsjlS#x%&Yo{+EjD@}gze6p_r0X-43k_jpihxe zl3e}D*C(Bi{uIJCI=H+9)8WLe*PcIyE|~Sq6uLc@1q@(gq<*r;c|>DiVu(VC21<^&Cya=sPGd~V z4RWCw7~T3L7h?566`9PEUR(gwl_qV#H3$!9P=xP63(bCO11GQJu3QXjs&FGbWdqDL z&S7cKK`a>4m<5QVvN^Ud9YO`5g4qGAGu@MrvlFdCzX$%s%TH1GAZaN=$D;+KSCmau z<12p*Oqo4OZ#Sb@fi0=3*hpa2|99Q>g5;zh;Dz4W1bP&r6J|ZpTi-0{kE3Aoq*b4f zMB#`Z3TkEgThrxClcY2^8LKAA6b|v9JH^zQNpn+xkD*OqqFR0Chc8J1K({D#NQun1 zk!m7o)Ej{57|&ovctOOS9WLzTBzjZ(+9FD>`rdr88kz?5A_~k@0Dl8;7gcih7?NbP z9{!-{zG@d@fS&AD@k%{-6iXEJvs+{*1xX@WjY*Sp!|*8iL;mI0_8t`m8CQlGZ#LUM zw`%Y=^+A)a6S3mufA2XEBszcX5-Lw{!lhjRWe)5aAHjOej*sDoH|6;Y2h548BFO7X z4)=hEPFCGEcXG0mFOdBiGRIKlk^a$VJ$sgfJf!RpK`6|$WvP8rXs>C^nX>%&)C~cw z+(bN*!{?y!vbu|FYiE%&5tl9=IdlVlbIy%H zy5qR1=t}+H>%w`9dukxP*dfT1%0Pe%T4ng(t`~{}l}ZaC#!h z{X5Uj-fjJfn!h9bj-~yD03;#a=Km_>V{O)S0J?n1G!7Vm!|X!Nk>CjZgtFXA`~QIx z5dS}@dUzl4f1k4>(r9pe3iKwu!1UeOmu`SAK>PwSid01C=PaRE)K4>z4WAfq|3NMR)%^id4<6~u(WV=05GeV&pjfJ?71}-y=6rk# zy^jPxB1?;gr@l>`q>7~X)DQ|b*hh{#5_~Iil7s4ebMe}8r6mFZtBly_Vvry6am1NK z4gUXMWy$^#v#=c>Kv#l=&cyA0i$1oL*#Xeo@$X>7y}yDM+0oz@w4PfxtU@!2Qs1wf zx%E8!vRTQujr@kFgdWHw$I<|Pl4fftvGmW|A;93ho;OVDNQ+GVE}9tq@_pkgC|&|@ zFED$qOEe;CBk7Fa6g(sRoiG2V26n}FF$`H+_`_p80s1ElzYE2N+Q22_r^)G>aTer=CW`4FOCeE?TI> z5Pv^`x{&CW-So1oc|jlJ>gZ?(hjdI5gyiq8l)kR;Jvn^pqm#nu5-oT$zaDC}*tU6W zJ>;9lQzF^A(GoE0o?A?IFHFF;xWscby91ZX&b7WyL2M_&1^AALIOYvDXDr(7tv_a! zX_KGE&1i`@C2*v$aGq~loZ0xp462qxX<2E6S$1)jymr03?b%*;egYTy1g;zN@$zK3 zC#>1e2fl7MXIn;l5pz~h6(?KaPLX+BFCv6UUp&O9seC&70)SIyK`a&*$`nfv^I$f52<~8@p&6t zA!=#qHyRn{q-w|}5eGrey{ng_EF0XTwqNcRH=u3jjCz`oi82lQ;K|=Y{;$t*Nc$Yq zR{5rv8Hp99sN%`SNPt$0o9A(deEo4xR8cY8J`aRmdFA2EnZ@u@_LQ$taP6&P!6Ch0qxrYUHUnRyud2D_r=cUe`V|{cr3!BXq>R_=cq-4QS ze>>f?&edzG^H*W`z$gX4?C z$t`J`dpq^(qgAqbsXGKCB5vW0TMp~VV+PL>Ra_tS$=hOvo~aHZK9A0$7_QNR52`-~ z;(0{^D$GZy*cI}G~Z@fwZ^T|>vSw;W%)1n>O-U*;p)0eMt+05__%VL$3`iDWQBB-O4s(6ZDz(VppcAba3qWtaLd*Q5~cWW_tuRnoU zYVzn9S_FBR3trd`88f?5;l|O0I!=ivF`i*__5OLH5a~fy2HJ(#?DpiIJL4eY#q8Uu zG9p8_jHZ!)W@%YQ?|eo1oQUy7gY9M@%140H=t^|h8*8(&icd(OI)5Lh-MF5z!i7#5 zNdz<JCYi{Hs5dm-G!v(M^+vk_ zRa#nxUUv~2P1I^pw}NC*<=4zZx$V@0Y_W=*MyoqC7#`A_`O9t!dZN7B-+KMt2WGa) ziLcgTC8Lqk<}A|YtxD44x-LnqGce=_OGJa1=riDFt7m`HSU9sVOegC!$XHA?Ntko; zVJ4z`%CmYm_?kP|n`T5$f%bq{&ZAQmNw#k^m)&+@7`Whc?(HVxesk zkHByJ6z=a!QFSF`k6@snph+4GukcK5?%qQBa!JpW#vO8zS5-c8q!p^T|+~h5^F(~V155d7Fy0aVi(KHVeNQ-FUJqG zGCO^YpN!JRt#ouEcb6BxHxz{O-%G^Plic3j=~`NrdhO8BQ;P9eMH}@s>TO$->!Aj{ z>m{n~XQ!ndRBY0Xz;Ilf)Wa_8rqd(oy6!FZc)h13krH?fJeqzDIO3QznY^)w2}NuN z#5E4$?C8T~d_t)S&z?bdF@B00+Nk>eFygAKYe`s&uyh^iGEsppk~gBM?R;%ckpwH&dddn%~2@Nf;5r*8AgPE_Vn!r?l=M6AztKb~)e9u>1?GA52zrZeo@g z!7>ITNj0U2@@o?(lBzRa01)%&x#m+Y>HWF$<#>DwW3EcL_`8kkTJdB-Rrl>-9t*`tvTL6v5E z4%QOwBG!!v0zPj(k%*pq9Cx)o|A1k0p5m2AIgOB^;(v)m{1wphw z_g%jY=XrGLYfZ1^WnQraM&Ww>Y(x%K`Mm3q6EIm%xgg^?ohj$4NLlLA>iW75I@P_I z#7sb_#G6R9*`3}zR`cg?Qf(QKk>KIaa~@wUC`PzQVu6|9@>2u$C}3h09?yQ4)vVH8 zZ7q0REMG<_Eb(xgBWlu=?@ zFmzYm8RmgysXMp=^Bq{@SgF3~3a3r?r?LEyiZMe@)7u_cs=qm5Ir$(Kkm~R)%QB&J zo7*nT_Sa~P+37PsRLA~9!{iel_oGU(XT`HP;`PTf9aSpTm(PcXcFPhYld6+7`*bJ1 zBT=SOobd!pTN8(q?n!IOpL-R_Bi$wWFJ_7HRn-#qHuL07jbNO7=t@2qnhZ;aW%Msu zEZ7xG? zUZ!VkWx<&Zp~^u?e^(T;+A^K_1-8u+mi>}m3#qR)E!N9=z}GIq^#V^_{cQW3W;}=G z;B~e!-UsOaWELRBxbla?4yGJV<_M^X%9f&fpG^2>r=pNF!R!Lf7^t(fa9A7UvhmTlHgYSfP|juofSC}KTo zL3C-eZny6KhqzpO8Cu<`R-QLRvGD) zVEO#$Oc2G%M(qq&GhHRj$IHaVBpM~)62-0h{=BL< z0*h|xY~-uq{YEny7M5mILxDnTGz0s63Ig(Mwgkb3O)j@xO4}V}ECF`}&FQlpZSv?i z#DL;iZ*5QNh);7rJK@+e=d~k8{BLX2d1UJ9-i38Y6=k|syx^A<8c7O+&=q%AOQqWD zeF0|ZN~zbbR(xTyoj2+$<+))n?T)lw14EKSarkh~Jq!JeMzo0?b|;Nz8im1sZA#RevBht9K@rduQ_y{PC3iK9~-z{IJ` z-j3(iO}2HL_4-b{IhYi2wlhJ+76P=D>pSvTlJU%{Q*q;o@oRdJYdX%WWfW>^NLj`TG^;|PS zigIK1RhZl5a>h4Hc1jg{iyT77T!won#Rn@&L87j2W_?*>f-@CkKF3%5dV!?b67hg& zo_8;1%6u>L++0C*u5oAHLbVl^bDGkJc4tCo?<-AIt;6v$8gtqS7E<_O>EcVzgga0& zjehEZtK4(buJhxNSB@&`8)iB3RxU|rm?w>+j`&Suz7jKC>^_&D&& z#6@BA9MlA0r8Zj&2YqtUFJ5}sUyOjpb0l>*$)2rqR?FT`ZQBVa*Q|Jsiq|}ZqVL0;ks%0!yxza6Z#>=nu3FS;z8+e!P)VR>S23&P+y73fNuZt! zqn~cQ@hyu$R`Z=Jn{C!*O69f@kqly^T>QQpatI~4lpI@6$mbFarq-?ZRlc-dIEH9; zcNeh0PHVANw7B0IvY_j&srR^q7(`2=TJ;Zz!y>QoF~2q%NyND%VlP-<*Ds7736j4E zGLYv19jgAcK0>QSp6Ea_(p7)bPfU;qvT&2>N8Bvuca(czmBl9Lq^o01BrHmh)um zYeDMalE)D&92&XMFUFp!0uuA=eWKtW0Sh!vf&Dqw-pyi3uVQ$Y%~cs6c`1d<2?)xO zlLPNdzVyjxfP&LgjBhcatW!?2r?TG~XWmm}o-WANlVqaBfq&J%L&Z2hM=CS?vwp`J zxopLmvQ-b?di{dOV>dZ(L~CtzokDz)EG?*AaI@eF*$>@m)ygP|FoE%d>`y+=tNdY# zxjh~aUf(dm40n;!NcQS(vjL_V%c>btso?DR$pYQ%IKeK!(A}qVzPid#N!y9Pw$q$^ zt%(i7q`niMEgMr;q78R~3zw>l^}1NI3aVohm)zpLn-EyG`D)W};LpfhmZ^z(8Lo>G z7pm!YL50%W3@tI5ZSz#2P?lGL0JJ}D71~h1;KApH;&GiP7)9257Z$Xd)lX)u7P}8U zt_#p#t!dC3T!}@~%0Z@ZR`-GRY|5y~(Ome%;A`jH>R=)dmP{H?SMiR#;5kJI+s_Ix z#}STVF<-l^ba!k1JPDh}5x>@IE`Kc=@yh4sGC!J{$L-u(Fsf60(q?De(4hR=$52Pd z!eKBBj^1N{oLnsaEgV_5g~0ppKx_TAA5_%m?+QM@)UmJ#b0pv_n)R}rc~(bosB<=Z zjLl#UdO2me^Pj^Wa3*rWVA5=rdUm05Mwd0`WG*kT!94G(>_Lc07xKkmgt0Bo_6iD2 z$qtXgld(CZ)Tntn^O#*=$NcFo4cinn9iGctTl3|H(F5Nke>_O zYg6dif5WBx!YAay<9e>8VAmfeUGvQk)slA319C51yQ6ZsM4{#8jpcTYIo<&+VfeSp zwDkSK8u5G*DurxwPES=1J%c)_5R4n?_4XLIS^8%AXm(Om%fR%tprioQ!0lkLknhMM z*NFQD@;eAqu(NZuAe+nQO*YvTU$wlX=K8_EKvkrZL=D|IMU{s%=ehapfXA*Y?QZ_Q z2ubFNlQtiFLu)Mr@&a2Dd&2{IqG&J8>sLH;3W3Dk||Nsbx1{aX$S&lzjzM)!VlB z5rgjTPU-IMZjh2j>68YM?nWBvknZjjrMpv*?v8J9&b{wD=iPdD42ENad+&d(HP@PR z{vxu65zk>!03+MPpAa;LU&A_tnP0~4n4M=j%-F8se2BbPBP@%^_E>TolUAiqm1!`m zPArGGuA147oIJ0w(v;xb_?~5*L;0wqafq_^>lQ)GU7@RtO(xqU7o}V(9)f`1CYo4I z8ipgQK``g8;#tVgp$OUc6ZwBA2|u2g75 zxZrt%R~pD(cqVh4xwm|Y2&#EO2_@S4lP7B1Be~C?h!KQy_mGI^ZExGGpGzmu`e@Zy zbO&ZS!2KoJKT<Ev6mb@r!yq1>JC=(M0Rv>aqAjB z#0OeRFxn}O(%YF4Y(W~7=KV>exG|cEUoGmPuunF=`GjE$>n%-bRTsO{Ig#urfF6sG z5DmR<5!R|!wWN?!YbvM1vtU#Tars-M&jx0nx1d}e2?P?TGciS=eJzt%NIKevDD3Yh zck5O+*S|W~9G{)_I%sf^r=lcK4(o|3%e-!x4_3!$bOS|Tlf%qk^_vBXjF4V7s^nwD z*kBaRy)9>y$x#jqMUqXQ7H~U;@k}^uUxnt2A{A-01^aCieQA$l@%l`e_{w)n-z5q2 z2Bl5`fN|=f1=;YP$Lp-$mYTh}xmmGINu}C+6c4m_f#KwPqBfZf{uUJJAV!1j6(1_? zyz0u%XkPIcz3$QD2oyxTnL6AADdDYjObG-jm5S9vwtjt!P_S`s@9I+dp>S<)q6UN3 zW#oi=7Z8D)!cnYZ6csAIY0k!EvgWeE5Jh;7!x{jn_SM5a;&R$lqkf$4u`qPqP?60f z8(e-d-yq@@zaW%|OluEO^EOytwwN%}DAiMuCun@wa0U#%k5F293TefDxLMu1^E?~y zT4|DN8J_O?rU{y9XPq0PT@oSF0019XbY>RxR zF;P2IFVG}AyR4S4x3hL5oXL?d42W(S$D%!)gi!PD|N4N>t{&PQJW(&UFy=5y;S?rv z5mx{63{POAA5FR*xpuLCF6Qv4gtE-=+Q)&$N%jXx10(RJFqXBjsBkz#n%YMpNH-o_ogud9L_si}ylqI}_6ytCz=mU$5Em z@~I|I6T!m6A((AX?43B!B05yMUQunvviS)mx?Frg;paYQ0IG9F0V@ru_OxhWGqJp3 zFPh5Gb2^S$Ej$hnzUFAMB=qlaL+HA9K8FzcNxa>2iWbObwTnE?*$&h4$V&oJJR}P< zoUWYa39k#2J&$+bPuPBi3GFBAyVPCWls0>kJEf^{20}~mtQ~BIt5T~J#JOY~K?lQ~ zgiE)|HF!_WGMi)HBGNTxiY(&Puel%&#A+El1hr}*j8Bh-Q-?cApZ6uAT`zWwV**Op zi)Q{xu|?Rx;SiV?-giL(EdeyoWJEi|-+z7Ry%L!I%ASp4t<&J4##e4NSsO16n_DC5 zv{284s#s}kH&Lw1qT>K$&&a>K{Uu`R<2*C+#~ll$UV~RaR5<_MtiGR|C}8G;vuD%d zZur>xoJzNdOgZ;~!L!kTOg$K-yfd;Eo!G_s3o9B_8hmmOxV!5e~Nf z!{I7pAA_DhwFu9!NKvgNU)n7oZNbkX#?wBpd^Fn@G@$x~Boq|%7RU_1DcE_q7!f5i zrM^uY5!Jy}eoXlxNI8UbJWz#MnhDato7@m|rQy_^eusv=H!ReY@#UTH3^s3d8oXo< zi|sETNP8qi5!MP;36YSr>J5l)MxZ5gN)0OHGSs;Ou~hyR9aa2rPw=F$nmxD5bR@gU z$sO{dRM$Esq-Quq;Yhdqim|1jN!|DCz0kjB;7(DiteiCrn)CVbmFl-HeCr@@h2iMN zzFE8#JXg*!I6g-dL}6ixPxuZxw383Q@=a%n<<^Ak>8%KX#n}33-=+7(fMX_!TeQmV zTu_PGx5fvfNxQDa#pllhBf1%MxwBLUkYsRmL4TIv0-qDg`|-E)ua{POs8=Oel^f2Y@Oqqa#@PaY-$hWZeN(`SgK{{u=w5zN7B5{7s^YnL z+&MwNwaEb;f*6hd_zP;FzzH>N=l0H3gxUGGsSZ3{Kn30HKy)DWF zd2uk7?}*KPhq%$7F2|rc`ciH+U}_L!HyU)+ou4+6K~W%?ElHfKA+|Sx8(=6vY=7^3jIw5Qegmppeu=CVKQ zKPJA7rmT|VTn&H<(Bbo(@Cd%`?bPk7xEp!7pv%nrZGsCqEf)0PE2u$tJftm>5QSXc zk8B`ToQge&3IW-wUt8bxx+x7)ZveKD?N$X#V?RSZCVv)U z@?U4 zBkGijvD!wII(X51P2gIGBfVE1^E}@X_8-7>pu)v69z1?foKQ`eY{zvZp0I!nU zzhyS0E2M85WltMz)`60p!y3)miQ$aM5JWE~%3|-e=-6B~L~gfUZ+p$XbPeezEn)29 z;el>VyW|9+Qj4z^u^{zbWGq|2>l#NbkfA$WX)#K`B0%wv&QNZfsfzmQ$Q40(oeU(0 z0%6>NKxilYqA(C6;Q+Y&5W8#%qVqPI(LdA{1SiV0A!jR11H!|@Q7rw`e)~0dbad9e zt5Ftj;a|^Htar-+M6y1KKwfnI*pIL57>HvcP3LnD0BRgGm%;C2DaEN4>K|90H9GE= zcE4b=P>nqEfPZ}xG-5}Jvf2yeS(zNKB;)0CTq+FT%~Nb-))_#*t{veL5ZwT|rOo_L zcHxb*bHBqnB@ z>QW}kg~Bi6FGNF{nt0L$yfeoNo*pndnbll14SZ-EpysqsUzQl+zj?bZ9@%L`Njb9x z<*IVgU$LIZ>PmybkQ#Y+-MPgT2{va{RaMd=RgT9H8$V(tpk;R^EP}u$?u%5mc;?Tr zPI#5JB^NyCC_xWW{ciy^K`*|+C;CGqSsl6iO4G3QtiE<;wEV$e{A>D^3G7Vv;zSz~ z5>}X!l|>i5lQivuCxpp~sYH$8wJ?|Uwsrc$JEiC0-!M8_wyZT>S7=S0Z6ZFl6RG0y zLedTLd{No2tiNf0xrk}iE3n@9x+5rvAK7T|P2f@ziJob*U2A$QUpjcm zE?c)JYx_+Z#1JQU=5h$WTSZv%Wm+Fom5j)YnPlku6vXwVQ;ivc)D(*1`+#8^7KTi{C#8CPBEy z+pd@GyC3(hvCS~K!zok9gve*-Wf|Qkzgs2}4a?5Odc9EZbx91gL?hpLHhz)svDa+5 z{b=7;UujKTY5M)+J>^j5kA7-fo@QuMQ`5{;A!FX*1-)#+aeB_`cQEt-&+k+9`K&X% zeFgEV@K%tuNSS~fW>cc(z&Bei9%XzD9&GLceks9?=Yh($$$16B->_DHAg=r7vrWwv$pN&efdmP^c z^oq#jWFvEoIY|2xr@(eMjv0fFh`u7x$p+jkX^forX}2kjTFB?m9Hk4kqI0Z;(R4E6 z3*Or=kZAy7M8;|XSLF%CB|pP&L?W+?D@98i#o&xk-*Vi3idp)NI8*UqgrWbJC_&O5 zGm);A#X`$r4jz?gH&G!=XQKudw>9WqrL_qR={D#2k-0j|cTMiYr?ZvU7@G$JKXDqqob3~ z8eHeIUuLCx&VKoI9F?ZEzPhh)c|W)ny}({mb=VIeNv&S}#h!tw_FeFFoLT9?l8sXHA)I5OI*RUY zTwq`%;ZJLUfR#wX@@fTKHd&Frr=EOz%dsMZ1^vzv+I6LI`x+l*`NM?M9>FB~%gQ;i z?ITM#$UnOD908h63sLeLImxU}6nd?WVz;#=fM>|$M9S>gjip+wh)`p$8k+D_sT{4+ zu-SaKx}x}k=fgqg8faO056fFFH^2hlBna@;M}8PvqucVd7NDGLpet)V@fuA9GHlnVvkXHd8ME92gXTA@w^JW~o#Q z^y_Po$2;M#4c|{!u-MPezYYvP-D1$cSh&`_pN2915ks!}h-NM7UQ`JI9o4QO{M4s{ z-jDyx&|5qk+M;n#BssV_5E5Vlll|TwsYzI=3_-gA72wX41!S}$sdaIPO_XKG7hJB! z@L|0yGWk)T_0GUQf)0C&bkd2$AWnfwQPj=eS_|cNjSK8T^Ky|R+4|g+_&qc6j-dvk zO?6^5io#-xoq?%9&h7Lw655*}KU`(A`Ck^>ms<#Gx;MHbEz}{K2-oTCv~E5ny zsKoi14_1{aB71s6=1rjKstY}s0_bL=D z=B@IJ9v{;~>k6)8&dBHw^sr_MPP{weWnkkw#iT_Gm6H>w!+w~F7)Ie95z|@FIC%kJ z()R^>s8GaIm5hPpFLhgG!X5v@uI zjY{q}eu`=9x#?5eMQOBim^PZDZZb3dKJ?nxJxg!XK4h)iUsbpwhu>j59chhJkW zbpTyymV$`awJ#xmK8$4O6?ofBihC^{*E7158iPo$)t!K* zOTui)4v$s#?i&r96T18l&d zFN6}&TkDw|Sl59!7NaNt6LzG=5PgH{(Z zC{q%zmrH(H>w%%R6U^xhUqkpNCM-RpO1;KTJPh;P_tOMHC6tom8lEcwWfn5FM3!jq zgjVzfPi`oWU#P~M*Ta}xu!rM%!j@hS9t=(CpM!W5cMOC?H#SK-(#Geq}-LfC(X!k9xq9`?j7^UlmHZHj- zQxZ)Lzp-dw`*JcNYPRCnWi%A>`AngE2@Xn=M@>?Yu>l{*A= zqh>d+g-Q=(@&zPfi4v5ToqRUz6kdySY_b+Pn=W(!n!VrMXe+`U133mbOWQO`LytE0$tq9+OP3^8qCE3mHhbF-ZSc0eVYu@R9g|c8TU&@ z>owzgUMC@dkOGlWyZYUdEE}Cwi`%_ct_U&*+d_@VtMB-7kBCiI%6Qfs|j2Hl1`@F?xP=D04geo!S8RET5hqp+-P-lb=5Q~ zF^uK>z)t2}!(BPp3bjuQwojx`>RPU~5)WZTbKzYH^kd! zrfcf-;#2~_CRcUXM5*^NkNC&dvr?YV-d(z4eo^Q_(Y-I=|Ll%uhaDW`-%TNp7Txg4 z&x)g{_LG2z;*OJ4EK2Rwb(;o;{YhXbwb-BsSCcChlfNw@+|8G<;=MoG=o1UMwl{tX z<*bN=zTNZ?7+=ZebXbfLOlSule?%6!BE3SF<3g-nFzz#36@Q!xSIiRBOH85cMZ7-o zlQye7UtxlKTMv^omM1QB3v`*bkP;B?@lCv`f^m@nBgS9?w_j4U55^OvwNFi$(qdM$Uxp&a)M%<=+}g4y@di&K4a&xrspByOp?aGTq0yS=Mc~MK+Vq z=sNUt_m|FDX zs*ZE?(1Kzls^K@#7nz}t@#AzlXpSktOw|Y@(;tdn){~xkoy8G4`l`p3%o3SB##CY| zXo|!=<>yaRaaeZ8eTz4UT08IXZHyhz@$Q}(3L@2tvPCMDHX*cB08!EWAx<@;9HGvRGch*!?>yWh6+eIi(cDrj#LkL|6<=D z8`EtDQ}U|CJut@rPk_Ye zxS{*ytoNf~mB>=?VN8E~Oxv<1CZfV}?{l7}l@5-K{sS4u4iH84;QG{P+DOjp6Q_1YJnG#d#-l+-R{`U$@madB=TM!gW#8llsiNBA`~g{S%ME)G{} z_$Pe1{<=3kJ_&-`U8kHUyMrKN9Bmv!Czg?NH8K7>yM=eNjW5;d-uffxapJz+qjpmK|3wx&Z8N_^Tz@6Mkf!*`pTZgkxtwTvt77DcxCMPF(yi?3! z6^6cT7=PU5c9L5dktcZka@W|?ns>}MRA%R4Fy7St8LPS&lFn&OhL?#6f$li@F95xS;?9%_S8x-Ksi+?1Z{v6FCx>Hl)mq_=Dfvl6|cVe zg4t~*Y5YyLN@TxHc?~NkDA>5PK-+CH=4s~Fh#jW4VL3oO;hUlai%}Rif0C#}cK5FH zJsWskzq+0eM&C(NZ(Dk#5sa?FPLM>_+Qy8MhRLpicgtR<7CozB(E% zblB!`=Q2It50MYwH5>^OtG`}h%DZ?}lXE>4T35^y)B}@xX^t+j)eSZwe9w1G3`YO5 zg2mSD7^SPJX1bX-4Bc9%>Gn7DCIrPHECDsz&>D9{!@G=KyYoY_{^$XEX<*YU>i&!AHy4N)m;oqhE+{z75Wo>Gm_} zTxQ((9EMH_v-KDdpn+Rcjr!T?_asuM_o(E;b8AV2Og2$6V~Di1yU>L1T_Nh*wcud8 zKe8z%rdo!{fWOU30l+9SrD$^-=1DD4E^P9=Ylr zM_c}sI0(BbGz(Eo{q+#bFWZ@2H>kNtaCXP@>1SFTIJlknUq~HdDg{f|6Q5tEaRwT| z0x8_!5QLX2KUe+D$-UdbzU_G9TBaJG9n=d1)ZQyG&*umoe8-NrB_(1+icKi(*n=mw z$qnY|IT?K(&EbwwqG?cUD}u9hH>`A)(I9)6z_eO7RG>*h=Dpj&f;r-N^ui_MZkUg> zvf~|!HQv$-nbV_$xUrw{gBo^y#|Taoo=7XL3g5mLG!fMw(a8c9SN^(e&Zx8oSLj2Pb8VEm8bdMO4S0`*yuOb64uO8_CcDRa!|NgTU+TTK0`Z zYG=63c~NKm6B+D@4~7E4fqzKsL}Ow6U0+0;>_`{IILTA~92pGObEqob>B^U8WXgP9N+}WNhZskXl(m*-lM;a)}k}t%J ztr&FiT)rU|OFZs1COj@FnYLNdUv2KObqHU2In+Ca!RK}#;`n~Nw~mpM;ICj^8mR9X zO-TGp{O^{E-sG&``za){S+N5^_eUH+DhiQ#NQj0nF9^v&ePj^&=FLXEFyfaOZu5Te%JoS-^RmAtA%5Zz83AR3GUVEN(vY~pV*DzlvToM?bCRIjof>6@O z7NGPri^0#w^pBQ~dJP|7x%R6%*gdtlZEUSPI9`aN@89ge6Y#rz%0hVA1&x;V{I~>` zgCx{@ESB{GFZdcx!R+wMoqW5{yj=a}ge<|{S19Y1~n8~MgBv0;U z;b$c!VZVaM^$YueomFz%fKIh=rSpk*2@Rs7gK%Ya(|1D(=)DB@XskCALr}Xy_e>8H z7M7?G*{z8x1w7XDzW#ITew>x@;0NoEi5t~1} zvbyRIswZB7FR)H7C5eU-k=RM`_3|_c!poEzMbB+(zO&WHpsHB*x&}NfKwJUc3;UIGQ@dhw%NB z?GzTw@LNwq?*c7T40%n6dUYo5=`@y^$Lc*@n6CxJ9c^;whW5Ps6$*&S8`KL|7^P%k zK7U#ch^C-DKub~+auDHf{e7mXC{wAYd9U>QgTSag6u+{83c< z<6m&gwX7>MnwkaaZ;M?nS4BJ!{EbNeoSXgr`U(aRH;>WfaRUFi;3Hks5x}c}4C(|x zl|n|BKM&H97a$U;)Mv(1JoU8xd@%4DOXg!Iyist)@3b}WdpF&)r)7r}P+P3GLR$Vz zwe%qWI-{0|50-sr9HoqBCG@KEa@WQ>s7KWk7$W@Td2GiT{|8 zVhO`hJ!Z`J=M(+owGp^716ro3za^wT_2geRlPazK0ONLFr^5M9AMh#j`{RpRV+J-D z|FS56o4@j!3=lIlIN##|9tODXc4xV#yN*u;PIEW6bLG$PuSNl^NznIGPcHrk_8XZ# zEx58U^4=#j#M2K_-HRs@V)%$La2pKhU;6VGNv;f{_9xELf0Gxh?-2geHUB+k9>@Ro zSQ=i&(q;F@v+(%(BJ1{Gvd1dMc3s=Q_wT{(PlM+lhtvQ6%Zd!j7eK-uGkyD)=KS9e z_AmdaF9@DGJ>;M6q`M@c^|K^(i$$t?=Kmj0x#L6t){|;gQ;tBojZHZ(HE(a%{ zHvY+1{==>Q^Lt2$qnN7FDA*}rIRKSMebH13e7EaWYP;?b`T3c0J@P(l1*oq7-{*m#4(id_ zStm%LnGAWeouK5}>0U$M$8DTM2@NDN^b#R-VYJm|48}U!m>pzFhD-5U?FPi(l zbDgSD-Mc*okV(;oA;@&&D$4>WhaH+VR(LApe{mCjgZ9{evDAh++6%GJ^eE^bL+MO^ zcHfdOwH7{XAhg=scDB@dKK}LHh6eUN^B1jn>HcK4!L1{;zM;3(aOXP{qV2bW#c%2e zNCOc3{QW<~5BYc_bPQZmd+pEts_H{|i*t4K3)Q;C#XtL!kaT;UlCAi~Z}xdI;W)1Q z1}4^~6N(wGu10;~?gbiD9L)KZ>Q+6D(MtU1N1Z2C8YA_#{AdHlp?=VY+4+eC4Yd~# z&!1Pg?YjZ-M^vd;aA)&*J$&eL>GjakS;=<9v9>WN^aj`0I?N(u{?EYud~S&lggn=E1N$15RDHo)Iv$ukWff3F}*q=Bg{|P`TpuJ|Axnnio3X35{tC+72Z^T$h|DVR- z$KV$_x{F79*RXdE+d<};;x#lou5EkIMb%T&IoDTKqi#mychtVVo4d`jU4I*+r>D2g zqE7{wWzZ}vEWCh^2EZfjLB!AbwVOxRFCVUIv?(?7WrOb_5sJc7x`Ro z-HUI}o?@=vjG>3)Oodu6wIvUW)!Uu5q9&xbe7fj?B~J49N72rymi^>`J=Q^@M3Qaj zde@5@i;&j&g~lYB#WNWT)w&rLuCtQmv%zO(E*y-Z(9irfO!wPw9BGtZ__r~w_U^fc zg1jR5ryOo)*EnnnyG@r3Un8~J8)K99DCBoEols41$y2pTvF65`MwIf@t5Uy|dsY>5 z7-O{FtO9NIdWS>)-UlW)Ty`4~TSX*pXGqo87n{)FndXa!({1Z$8{>F1N zY5wZ%Pl+tv$d#r8DCY86JmQzGwziC3zh)sPzp9I;FK`|EiXfK+?(BLFxn^2CDPvt( zoG&M`IE0Medj~(aUb6T5T*m=a>|P=#ZI==P4(9sgE=MA#$t(N0Ey2Q=p6HG#4Cli| zU|88VS~hIcpG;nbleOx~Y&FK2Bl8)<`CzFFm{nKU9>{9Gc~j&@lD@n2mC)^O>}5{~ zw@2{N4CH?pE{U>&dRYe(CHVt=gFdel=mmjmjlkFNMD7`^RX-?z=;10V+%;FDkpS3Y zF;0{>eTW2Hq(-JZa_iD7m;8*~dL2P0zw4It9pKJ1hR2h`n(i(#n*PxJO&b@t#>akT z#ehsY4(fB6PM6JM6YvV#05C<^)QrXgxfI|--PKFc60$RM96Qr;_*-*}XPl9brAvq{ zsqS30W~Jpz@kqR)onRs(;OPLGv!Wdk*Q2#+4hzluPX%4%^kQ&?W@GH0w0m^{Xz*?YFsb#dIRa z=H$Iw>X_W38>6TZzS)qP>>+P#)w{V`YxvB7LM|D^%l=-~-A*?k3@aSyq7`y1cj*x+ zq;hBb;T_)HPnzaf(&ovfyy6B#vvI6atHL(tM}Zx9$Jv#=kyg6zKYlRUtfFiTnM8tl zv;G6u8I4*8YO%>ld3Wq^k>~Eb&8gmQmt8rxQoICb@+^Wdx+dRlZtiQq;zk)eX`%g2K2{|6Vy$x z*|T|gcusnp?;OJ_=gXt#hgBB~V6Oo3RRyrct#51*25Q|SrA{(V1p5mum>3v8Z+0uY zUDh_R&#r1@a<;xdPThsCQ!4CEZ*ClCukNpBw-Q<}HNtDBoV^>Xe})Hx*$HSZBA$UY zmQz@`b(R_kNYpAhid%0cY0xWNW~J3M@G^I%3JaY*gWl28($RILVKO7;%crTWCy>ai zgD+OuN*=5-)2v-%X!g1n560s8@GcYpVZg{kCfri5D<4X03;HqtLH}msct_(zccSL@ zPXlCObS-`HRP%=!|!oFHN-6$oN2 zz7^DhLV2q930&xqPH)hT0Ety)PNMr=DvIca{O4ECFZ`%JhXDA)=T_sux)Azo(n7?TX6jvER~iram8NlT1MT_oeAv2LV2SmNhex|us|A6p z(oE$O60%$WHIaonJH5t3%`1^t7iy&h*}d|@ind5vtQKKFpA_gdT4C`Ue?)=pZ$ME3 z_If7)O;8D0ZWeDT7v7B(wAxQIp}jxfVNuN8j&h*cYap@4mx#YPZ&5^km+D}sP0QZ-P$n^kisVuwf8<(?wXr2%IN={@o z$~vI4rU@4G?t$?gZe=2GJvMJXcf@vu8gu>eseS4C%%)QRw6CCJ4d<*oU+Yk3sMKf- zy)pP1GFJuz%rK(|th}j}_DoW+78^XthUO2Ys$@018K=xV{Fq6@r|?UeyyD_8oJxmE zAer47D?bQK`m`?Lu2)XcgG+ip%7U;c6tGH4*QH`9)KadLhf?_h)7&pay0N0uSk@Am zJg0cU+M6l&HIGWWv6?#&peS<2o^$cJega}wMxBY#F2^S(1&53&XTR*`kLha<7sA!) zl8GcP@SbF?0FUx(@5BZ9m+5=fI(RmTYVE zxPf%+l(MDX;68=;aeo_qqySawPzf7erkxDb#1j>Cv>%4~shkPvtzmG~v6-R?VKn{& zAHSLCmoBg^b+L=tU%h-~_%IM!5JehlUz6yu0hc#b5^`7j-tMLXHX)-eQZb+-IuK@G^C+U+EIT(NS;JGRfa3tBe+3=&csB#CvBuD@;RN;TS2WL0^U zQz`ptKw>yx*Fv+#e#T`V;Uq^UTwLs=>&GRXp3Ci*^0X5Bqo7?91VkR^{hkI`%*mhE z^`oQ{c{!R_O}y^U6ciL*ybAFh#G!r5t6;S)U4$mG8cm_!a_-if!`!E#dW@(afE z-cZb2@as3+OHw%xgN+;5p;r52M#s=^>{sA_$!Z%r7euPGL=OOcA^ zZFop#=!9)Bz1&+u$E4Q@0ri1VuJKA&)S%a@wX|Ms$qnp!u$JW+P(;Hy$B1_08b3cFmnQnq-MAY#f19>}a_VmmU z9y$1auA~Y@AUJlQz%G{2tk>A--Qj}>qx}rg%vL|a^xKzv8ULZ!$ch}r_iLE?c);hz z!4H>Y?n!E2n3!QEnPLe_v2SoGtZ*|0#ro{Jgol`~0<2;&O4IuNaM54KY3vVb zZ#9w>YKe!Z6^vo_&mW!yRM*th+-SZa{gKS7T#8SE77cGS8-~ckuR{6Y5HSwT@uxgc zIy8nZoQ?TS{>Q)!fjmM!Uke63gA)Zc#eRCeA>I!iL-UtR)o!lwm7;T;AC{pd2>69g zNv@e5C&b7Xj$okL6TRiv8X_~if}VTPX3i}--98JLq$(RrmNbuphEy5XYB_jg{;U_{gEOPF1HrRAjWP>el9sm81h9e)D(-u4n`-PPa*)W*5!Ps2IW<- zt;iB5;_HQ|AD2Pjir>dF8hmqPeXodU@-0qT&CxIf?0gNn@=7wNYD>cl=1`;K(6|Uc z)4nb2%|UhW!}rAiTXJtv$5H^n!a_CDT@(Csp0Sv-JLF`6fz4+w9f=Gu~GIf(0E1BeC*t>)ch zVSQ%;;b6Sd5P86|fifjnLFz;1W1;dzjfsERbYu4p4>OE4K)LIQk}pI}&;~~0sT3NJ z`G;^`1EEG(At4_Si>aiC=N+lAvG;tl_VKy5SIrVKW-}Mz;~J0Iwt97pkLAsI5p{1z8*FYZr;W zCM@>)w)F6!9%1FAI4X6t8Vfazi~;S*6AU}ezHs2wQz&=LU1MJ07V|-H4oOW3ka(1~ zWK)^>CVp0120S#_vzf|bmn|(N{9st5$dj*EDiUR?89mrv_eISg(!Y&ZOk_4-wY0R% zN}1QZ<*ihu4te=8pFj_*<`B!e^`w1*J6@64Og+`XEr5>WP+zl#P;CbdSsJhL5{r_6 zE4xAD8TrChjU|(1{m&pr^@IWyB1}=(inRqNv~`#&A1~G%7tyEQWw8I zPGecZ5@1r5ukcQz66(opV+E10eD`st33i*RlpU_!1_ebJDp}BHh5qHIrY4L!4ClZV zy-$$NUsn#)bLwU6oZ%0m{Gje0oqt(!44Sg|kQuMGY@Jm{%_i{-f48(YTe?0-8svPu zf<7UW3u`M|xHHynkwF)>|6E^xd52!g=NdqVS=L3_PWXHfT_kIU@U@&rI0d4z+4l#0 zx@30d7vAb6dV!~y44KloFgwpGc#EAsL_oXxdd&2X62Icuz=?u+7Ej~BTUT?cP0&5a zMJW7h@jVBLy8zhSE8WZc7fDrwTlsTx>zqYiR-FaY$ekvo5t%_ zR2U8{6!S~@8pL^OY<%}-y;$8#UbH+S6;}#sUW~HVBV!@yC&CEbTK}5J{6TrkFm5KP zNl_#lPlC>oqx|jT+dz`t$Tt%rrq=|~g{;*p0pytDhiv;USPHP2FFEAX__Jx;&JI=$ zIOFE7zmRh<=rjTck^~aFEW(in-|KQkV_g}yA%Ubwvd%V_3J4ylpYQ;gPL1z*&ewO7OcQ6D5<2$W{Gl zZy$oZR>25wjmLiznS5a~ms4Sm&tbi!{EQJAP1-54G;I#IwBlz8j|a*^P)MITPoS(X z?%eTUDs>m7N=mcGwem|lV{hXd!lV5iDvE0rM;Uy`?6?l!v(xV&5BLuR9lWgj+zs_d;2?vKVA9)~X^9@!l^Z zpecJ(_v~cEVxqi*^I{nKj^B*GIl#S0nTi=d1U!<{+3NinwU$-Ae08U0*ISHq5sAW> z-IH>zXb*pKh9Hp>-H@gqd90Ji-wy>I@`jNvL9(;0fAXeVKR=iES#o!NbwQ z==bsO8_sf^Q>BWfhNl#f{f(0@%|h9hI|4R5Ebms z4OC#Xo)&_m(nc#p?e3c{Y9L;H8A;%&mYW3f*@EAqw~mx{o_SsnR_ULdy@?9JmY0_Y zejPMJ=}kz6wju=FWy{sGw(yn<&FF!MgguPIKHvn6zY%eH%fwR!%&~nfEc69N#Gj_< zlH2ERg@Sfj_&GM8ZG)}Tq{u|-!R$nh!_f$`8g^Eb1Z6+w7mVbnx&^S}2NcD>);~>X zt8nb0apD`C!2ekqKT)VsSRN>QN-X5F&+}n-NrJBu>gHWYr2F0!7Rr3s zoAbSf{j8rlZL8C0ulAAvR0%&J9twO}7F6hVjKDUxT_0|MJvy6Zk*vwzMi`wu41@uw zQ}LRj9UK&qLM;?DG%Q*VDs?ai3*nx6Kj%#wp!Bq{+;%(rmSNDqrbc@$nof(RieCwd@(xu@!NMnJB(n zUqc}T$`D-}g)B<-iqGmB$a}NMU&9Gu?BngvwII@H(3G_v5(s!@<)y|@jK3Oi`569B zC*S`}$z4<^8L(Pk9DoT2wGollRAD<{e=c6ayO9v6`;_CVv6z0p5or;6Eti+z0-Oeb zwh@M95t^$aJ>p^xL;x$b!g7O=_W73!VEnd|S)&RQWxu0LA@&KEugR%*(R~Sv&5alA z39|Vq5vMk-9H==M5WOhFPlfkpDkg?=8imr5C!)Ac|*1W zBfUSu$T_}_Cag~j=)A|8yfx@k4ZUV`ee95EyVCaFVaIGZ2;-&wTIYSAruV})N_39K&;5~2 z3~!CPFP^*X+{&MqWxAVIQ>Wq%jp7SCh4#PPSis@&s!S#k(gG??BVXOkX6AX?E%sjM zw0zLL_XGv3N!;~0Rchr95}&WIIa%$8Ecpd67**aGzJR5VHMCEkHdn~Z->as-5qPqq zwZ!^4a1bRCi^V!-bs^zBqZYeO))eyCO&FhX6Tp6U0V%*q?%dh=`E2#`BH&_KJ(tkd z)&}!IvR%4}t>2#6-$xbiJ@COpxsM|1wlJBp@hO|llt!;iL5&=pyy?CR^2D3NFi*x+R;#UU49fwxZOb;Uu=lhr7#t*xaIBtqxh znJmO!tB5+sdW%_Op{mg~y>Sym(Uw70PaI!7Wi{g${)ou-?S_2iXlK%*+Gd;?V2_o~ zXTG&2!dmw)zisqT!ks;>RKw(;dZg+;-KsVT3EglZ!fVKu}1gy zRFOjd(;Pz^Nk8o$1Ol|4s2$XJ9jI9TI-z zuvseDluaoXAvj2~U_O)!!(v+5zN%0bdnZSLBmEX14-c**VuT+xTHy09MZMb=l}8W7 z*lZ6=l*+54XSP8Y@OEi<1{OxXb%%Gy-=-0_2>Ck_LZ?RxHTABVVL!H{;m7ob!b9@# zJaxxp-U@UFuR`(QuFS=5xm-*^QtPgD@F%BfMHbI95Fs6>;Z2G#x3vp4pB;6ha7}N}m zxns(!&4$yvW@oQs^_4WIC=qjgKP_oDKae32%`>-n(doWM;g3S{!83Yq@GF-5`Rq^N zG#kYv;#Q+6OGz1)#wg}5jl*7mi_uC|QB000vuu%+CVI& zt(~1%^*cgeCN0=sn*GCaWw6j$&F))|1J3?;_rQ^tpDVq0K6s~(olIet13J6DzTU$S zGr_3cg!*6ag`UE3`xcBx9T*-j*S9+9j~==p_u4-2XrhOfm-%OW5u8AaLQ0fXBhHMn zHZO{EJPS{q5uEK3f~!oAT<25 zpgDg#Z^kz;=7r-p)r3nU!dPnZg-G^)y^JK8b{y7+fAO2|jA4!kOyeRC&)mcgTNS!J z3a<~L{Hod)nx8{&r~uQYd->4%^8fWBUY)psALhiCc5x~t{_m?-AkxIBj-gFl?tIyI z>+_kq8twmJCcms-unK{t3jK3}7XJVJM+3}FbN(LmOwa%CV{B1=+Z<}WywvqO$J}H6L0;FgGKIxu!3CH%R{7ba?H`2=4MtV|`<6{DP})S!wAS;DV~LiReQZX|Gg8 z{P&c2J*G}^jOd>e`|$Mj7Siw5a4!)-ZIVx$?|K-8+J|s<{dwO+1?yrAN z*j~`v^6A0hL0t+xefi&MMfqmRv@kDbzr zrSANJNSZ$$Ahtw|Y8mvqS4eqFeg9Q$c7Ar_#7)TpY`^=RY1~y1>`(dB9J+fjG$*Tg zXIKB@qx_4eiJkS0b!M=&_nsMiyt8~1a(_OclZRvqj0m>L7hG1reNxW9+__nd?M`%K0Qw3J$`6j)7D zKFpFY^^q@7MYoZ2?5=3szdDy{O~RqoLbH61kuNZN*brWSiGt^W!>mID8fIuz1}EK^ z(;HZeKo8RYU z5lsnULeHMWa8Tx^-)A)_qM0B7hlYM?_gIe$^A{HY&KaenaMBT}LHlWikLyXnMn8>Q zVzckJK_mgGNM3wc)UEtWwYBx4iV_KUO9|(Xnw6IGpt+{CwY6XjgL(wle#eL4vR9*@ zn}HIy%|hGv`Y0FNqy7EnOsS6%l;S9@;sBFW)&*Uyy+9k7IiP}V?dXVliosqoOCy)m z7A|lT2%6|^ZkK#s)~R#y0<1B@7#YC(SZEK;-z?QF82}B0tS?V2GNeCYoSdBKme6^` z{52I`R!V|50R|u+^;n}yuPVH#B}%$Kg`1%{6vX8VAa=HPa1g6_JwDWU%)VIsB}Cpx zYjt5EZ8bfzBqTYRbZ4qM{iMSQsmMaBy>7HfSJhxM<9U>rWO5byZjRhhCKhz)Da^dKdVkySGabp!0 zgpwaebVu5z+6|{MUPK;C@i^^~A>c6NoX8-xlwO~&CYz2FsDDw8p;Jac#ARwj6}Uo6 zibtqmvg!Fii)lGi7lcKt@K|oq{bmYTx5^2AvSPOdfIst#o9{qZbqd`it(+I184?l= zJa){_xqnR+g}Na9w&UC!I=kiAJf@Cl+8BHg|KU!v{ zc(va_n(Dz+g2UywlYl@$BOQx&x-%_OX8PUR!ezBD@v(YI#>8m4c(|BKrMJcE{vwT9 zr9LK;c6D&JTyitFu{7urd|yDh(6=p!0w}O4JH-6va6EhI^%F8Y&*NB|N)4^q&CCX3 z@eeVxdjz)$hF|2qoHtS49DOMnan-g~Q0Y+~W@06EN^fN4vASFoYCr zRpgM5;1~%9wvZFw12}@QPwnZ#NCi+PZ)sj;2zXu}HZyt(`ttIXze@H zK}9Be?pCqGwuVHC@Js?y|D)#6nR-_dZ`L1FysUO>FR&#d-J`C91C0r$Sf*FMSSl(= z+O9IUB)P*y@T#)`Ws#pd*FR$lh3IKo*mvuGFNugIj)MG^gI{O*vy!*__Zs!Q>P)|v z6<=uIRLj7&U`$24@Gpb4_kn}pFka(L4aC4(=vhpl^7$C^VMBIi8^ftUwev)ondxv| zGy&Aj#b(jZrg&L$sP%2B`)W?D{>T#1bkTV)aFye5rXp@)5qWM8x|!*Cugbj%f5z_# z&WPyUD2^ywOVMMy}dg81dh_Hc5hQc&G8m&=hUP!h!d z8jP)Y%Lu8HOW^Xl4+WcZ&rc~QBE^f{IbA*unzY2YH+a_bR$DnQB3JN{bZknD=fx4N z`RM1+3X92>-d|JwHFMuT}}I631@leQ~^L&=bqr z8Oxe}F`ftPQy1)+cfr{7Y0if$=6pX4i7`kb%VLz)BOW=FBxlKZ6E0ABAr}(!yWyQ5 zu0oVr$4X65!Ksp2C;8#A7ckXS)9-2KHc~MdZz5kvfF`!XB`+zIpZg;dW@Wj3r?c#A zh~2RThtz(*z-lk9Qa_KujwQ5x(v&vc3;_{3v928Hz9bqXpPB=U8Afb`&B4ZS{_q$F zm?t`-!q8KO&{xZcZ1q7Q!yg&c)7o20m~v0_CqN3qH*$F!3cuT2roE8OKPI^zp!&*F z4=p@1XG@r0jTAJO7`$8tW`nc5=l7Y{V77eB(<&l3nVFh$e!C+Rn*W$I#0 zMSL7p%#_w2OTwAK<9ic$!ShMjXxm?A<9uB%nm)~?oUZ2Lgd5Sl|I|*PW7C#DeU+rF zV&);Dr78IXi(m{Xp0w$Ln0vlcfiX=!(4-j{{?LrzO7sS=ke92pWc)?iilP}F9?Dc#0+SWZ>R`w_pVmdeWW z>3q7p`h$5qMjF1vpaaETMC*b~Ac}Ai1E3xLbw;%0Fx#-TS6V9^AMXYEs)A>yT~I@^ zz`=(I4*@hGxk9V+gJu8Z?$9^Y+`1VO=-6!IWoA(q)trn$#i?f2B1|vGA=T>4hY?b5 zMK8!8bD430N1i8J<8+-1p!rx@CbY~_?^tgHf7)jTn`B5N zA!)lF3C(+-D_7h92RvvFhcS2E%W9GVdp??LT*BmP-)Vf|5jrN zI<+AA;us3?Q!>@hTK>I-TGecAtcE}(#Ty{=J&&9H`x1HbZBj$BseBn0nR92z=QZ&g z+d~Oe-TMGy$4I%@0ccM1y^HIRA0z1DVx`T`;{h}_>??Mv0N`;-)3tp zGa#>rGsQ~o^=vUBA`Y`pem?H2Y;B^8ekw@}(aB@y+_`*Pz+CTf=qhcY)W@X@5tVCLF{{qcgmdj5SA)oVtTpF~K znkI`O{6;Arrj#FLl=x2nxpXD6j`J7ymzWy`H6q3Fa45n{dyU>#xOd(8w{ zz8=o|3|zu~sn4o?8QNZ0ehDz7O+~J6Musno-6>VN7r7Vu;XG!~e=8j?p8mAnb=RW@ zV7jGQGD@q@8-+v$GQRhpvD!Ye+Z;#z^u*{zG}nm56(VqT7kf|kF2m;H{<_bSsr8u1 z(B)H+*XO{?C<{C>l&~spbouy1JLpftD^ShTluqKs_kl%L&_{r$?sSszZhmQKhGfQz zGvZB%aT8IT4*j0Gja;U^lFdKrMFI5VC0hk$3vel!Up+FAg@;QP@Fcl^|2|GfImY{l zCcltDDpLlT7EBDmk*w>%I$&-g>X`(AA=#Op2LcgnI3MQ%e0+TJ@MxNm`7Y@f-SKbR z1JOk+#2$OHzsIJlB3Hc8FkkJ{ zRhkb~=_O3p^SY|JFtH?`8AMK$4W^KY!WUrRsPD!v68Y2hLbQ~~M68ZvAcu#4p=RC= z$zN_Sm1d-fW-yFHHdClkfAFw109CxvHpW2dZi?hmtf@d^o{E}c_vJ3^44L?m zFD|*S!ES_{84cE5Q0h{EIS}H~=lhSwuofQlM7R!;_H7LFy;A3WH#ukqF66ouk`Ato^ zg#;tT{a`8RtBu9_kIZ8CO9zguk+{mrN&-0o)uD)FGmzrzBKHahcjP=cn!;#Jw}pd-g-sQWM_C(d;CQoa9Uh|iZt~Z=-HFw~$G`<}l^VpZ3RY1+FUYSv zt=mnX73}X%0umeE)MLf3Anne`s4DucQ|-F-E}^m{eDW1`&)IWSHC1nW7~5QHQU})y z*9siD7a2FI;R+c^^_!8a*Ed#HvQ|FdtY;@P1e-$gsprTcS1xmYv9}vmTeo0Kn&%)UBT1 znV(Pfras_I_hnfUtFBAL0~uPC$ICh8d1Mo?hQZj*w(@z7oejZ$O1R(Sl=>oQ#eSLv zEIL&RHFB*3xTSz)3X`&ZeGV?zVR79?4`lcx z32KZ*z<~g_k+ZWNIkwDFa-n8ro&jA)^AU0fb+^jG()yFUw(yY*$>)_i*O4@iveBGT zaKzcN$zRW&E3&#DaJ6cFO4WU-<^3!E-os%biPdm56?qMCier!jXP_HQGL^}D-dX0X zU?$S89Mc}L0uG_T2+s@*zmV#Xc<31FvsYK#t#dQ&Vlq&V2Zz)NMkPThL`PWeT!2}W zImzeGpZyy-Q7k+0*g)GJF6+6s1W{742E%#E=2sxaEll`Csxk9{R=QXy(qx2Qv2TKr z7QMk(MEg~{JD=+gZ+l2`$R|aboZ_Mpm(yEiW!podF;rPuRwb4i`%9*^AE}H})1`i= zM$O0a|FoIEEJ-c3Y4jn8MoWk^Z)d!oFV>;)I5503XLAo0?{9dlUWZ3;t*~3_=PU=Y zds^>>1Wp($d2qtC)=z_sl7R2b^qkaMy%*!5Z8wx_H7$ctT4;RTJPpKsSw?s}>kxEP zV0GHlt8+Q-VyO?VLw-EyFYz@Lg!|;6tyv&8eM}t5GfTB@EGqDN3gifmr{Puu-|Q$4 zPEvYy86kzove6Xe538FkuVPZC)}oy&!L?W*KI8J?tuK4-dvf?M)qARH~gZ)R^!-(@&C_h?sE72xnPDR+8VY8PZ(69}^J5s;VdG(SC6|0SzO3Ff# z06x-gb412niN4l?sY<`5|G+zx#@!&jR{=B zdhmUg6J^gsoy#4-g@SD!VjSQ3f@E|I`H!GgolIy@yky%$kKr$X!tEb z-hRBJ16Rj@CdH-|RwDYqU`~{to?E|1qAiqgRZ33EBk5lexj90#hn&h?ji*P#lZC*G zcmJ+L3x`6|QZT#Pa^|5TG0E$+_R#p|goa=!->)Q7%5S6`&9m?4p%WAdZG?b*#YHU> z*#d*Ctd`Lg%$prkaoa?$Ol!2)G*|juZNfXrbzowZvS7jgwct!sl$p>{Xnm?kKwc$m z<~NxcoqCsCb2JQ%0n4Y|BA(8zRsa_1jA4wYi(-J(7}X#<8@yPVjmZ@PZhkHuYv%_d zc=M7)(AB%c%j2;vU7>lD4oFdj!%-ZLV=`2;I^L4MztT*N;o ze%15#y7JO`g*MFD~o$D zr=#;ZsC_At?Hwp$VEP4&3;M!$-s4=mcBPVA!I@7*9*3`oH?HpnEj)qY!CRU}uh1#y z`8K#;=I!~1*cPlhbP-t5 zvGQi@e@DaBKEB17I!n+QEx5tVQ@Y@?6;hjM4G1S2e)+_x=Pe0I;?SXG;d5(2;rkj< zCRrF$cpPplTH0DIC7<-V50Wg`>|WY!o)EWs|0@Xm$sU~Ts7t*fpVD1GT1@D2l-`i}EpG3%3%)kX)6*I0QK)BCdfsYB4tVkRErE_nCFXwAA&P$!xtr?A2cUrUPU~6y*4{2JQf2 zRu=tgmu%7-=Le7ZD91W*q)qtbc?(n4_E}I=EW3SHTym~#Apz)+NYbZU<%_V~J$Dfr zk0)T0=YnWgFv>D)bthf~Xc;F3y@jc34kRMgkz28P55cn21(o<|M!P?o*!xG=9aMt! z^V0+E5x}o3whkrW7&>4}`heyGZEN(DAAU(Pigpu#D*iZ(8aV=lp0bmW^JKn41piE% zLI&n$41CvD?lE7Ad_$<+UQd;ootNd=v1LWGe)f$u3VAHkKJ!Bk|8!$q_Y;A9mP+LM zgUoMSPVFK1bkHw>ckY5jy)@~VLi4kA=!u0!%M3q3#p~&?H%3yRb_q?cU>g>~$r@fsWl6&SY zQ|eC)qXgik`cnquwAIcGsI!@ECHtCgS*{@Zf5M?13=Jjyad3o^EDI8Cbb*z776Eb# zEMA|YqRnKNLPZ8GI)$RFy^iPss%ebc6%P2&9~52to7byb*Da-$20P&@h7${)o$QR zVOH)=3H>B6<+{JBs`2o6&rsHIxcV!8S;J%@S)!5IfaTGg)FWk3F5wEsVal;GdK&Y7 z+j-XWZCemVF5ro)BI2`UsNOOTrZZ@j2w$Iq^27)#n=}^c#AVx`2p65DX>D34rcns> zqWq#wQWC471QqZh-}*qm4plsR`f!+nJoHt0f47n=Mq9-CQA@u1gl?fipwe*EKwtXVZv+zX4lOT3n!FQ1dkQtK~%RI+hXIYjMFyhsK`GOS-)^8 zz3IQ)=+-j4)a^*=`0rLJH2jqd{sp=_;HV-90Fus>wpk%LN~uKesqIB*!jk}Od>pkW zX6lZxy$aSj?nT>;7I2RW;UaOS0>`vhCJMFZ00;xBS!h0MH>S=o$t2QIvzheyg60aI zBTxvhPW5j8$~Vf(>$MjMC`nLc;LJ254{meh5b{U{R6H3`>T5# z(1rx>n?=MuMzY|Jcdx%H#&-IX^1J!I8ZBA`oa3>JQNlb#eBY$27hE= zRVS5UA^e+fmICfPxIp{Q4CtOf*MXQXR$8YO#Oc&MXfloEERn-#OjR`+Sxg z|1*m?k1@eAtrvx30qB$-?60O?O!F8#Vg57gt2(I&3vn8`GofxD|9nxmkJ+$}asTQZ zy?qc#$Fg}U@IB4Uz@JlCzVeThYxkU3hK~6Z-rt~;pc3XE30KNIVvdu5-#ltI>8(<3 zd1>k8i33BzY3CoA;3BcMV8VH~5^MWk+Ywmv2>Bn`Xn%Vmsgw7=c^KB&2~5Fu(r1u} z6%TC=wYt4pCb`3fsm6KP+pPDn1`}=?Pv=RPzz`k}8!Ias*t|9m`8Ny%00x$xE zB-5=snQy@*_&-PB+~K2{_S+HYJ^wSMUR2RoP}OXEhkr0vi}hy`yq1@vYVgkV{^O${ z7S@+vi;BhjeT@3=p?Y=xwWtSSaFx&gezjjX|6gNjdjD$b_6!^oy8FJr&f-7ks2TbQnjBEop8w;(rbpMaZk0sA zs{K6yXigW9ccf)u7&8|zvD%`1?`{IB*5qfuxBx0NfJ!t>%;pe#_ZxRciFMWoLqSnx zbD9KsUqc;)rVcnPoISY;6iaBd+NMe_}3&Ah?0># zeh473z^m~RHK~t{)gJuL`xv0fyYR(_Zxr^kEl;X`GCieGlG?Z2X?(Utx?6T~RLKZm zc36iDxtEr)dU|?tadAC!@dO#u06;|$zi_Dj?HbHYq7PvD0#^7Uz^3pxj34aG)CW8Q zI*+bSB66PP>6m8Cp^i5#U+PYjV(@%9OHXwH#3Gufj2Sn|Hu{tR1 zU>rfB)!4`%p6hazHczab=F23;NgxNu&{tR2HcLm&Q|^0s>fpv3K{C^Sb$EPXVAh>H zII3#p9hAzRq*9a7>70I(C2a5sGLH)^ket%PBIL9{5g2w>qxkAr7mF zE2szGozI}DWY>bdEaLTAKSQ1E%^Q66T|+tPjN-stI{i?Vb9G6()(V$U{{}gmNlRz~ z>v<%lB5YeA$%W6kn7e=FNsi@!%imZfM_$-8I5=oc{9G`@?fjrKk`fN!2i_Re zk}1~nE$9{7Q8aRS*PDPD;%nhU|2O68zbvpJ>1`6(Gc|9*5*l>;nSnuFnI{U~gmStK z!s{{9L!7oo((jgeP|55Ue8&W=5E6*e4VJ7Bt@qn4dhkb1H;IktXG(a#m<<@PaFX(S zZHOMu?^Sp2?YjopWBQZ1wwKA9_seS61*b9ArYe0d2wcY_hSZVH_k>QaX=T%SY!46> z&D4o``4bnnP=99Oh8z= zXfzw%cp>A~_Ew9dfo@er|Mq4##455*7;5XGu8_r#aiiNIuR=xe&Dq>Qj$GiG$<`nbPso1f~cL>g+UuWgQLB(dVvG%YI?inkk$_{@Z zFaF@m{ha#}Xab+V9tyP^Bh!5lEG38*xUBosV2G^n=(#U~=wW~}ajS7}YiRB1e!K~D z!E7}tRCa%J+ zSa0hE08jb@qb82P%^4-2?OFq?K>LV%D8znvAKtRea+-jNiHXbehBsrEgoMQDXbl}m z1|ZSUWbciIjN2!0**tJP-2n$oi*NPIUkA(`kLu?~H|_g;LV;gEJRE-H3$dJTNO#~D zeRDmWete{g84B2<(>sk6Kydh79c*3~0tQ{DQX#yUovA-;bayPWWhdJKPHHtoEVJO8 z=k^{~JT1>P5L6}FN*A4wxh--v_n4}wBfmO)E6-Ky#`&IF@}cwI#LFfLUYDB(gjr$i zcJea}I6Uyuv79zh##c|ASGfS5F*ZK20J<_ZliYj09HQ38irzcIDGd#B$r}^Z{>K&q zSE%N8r)^!|pp`Y z;a~u?0)is0T2fH0|5xHWvN3Yc|uQfP=-!~>- z$Rva|h9@-LoGT9P%36dBR||1CvFE)Sn;qqE_!4exl4DIRz=Au)QkhVJasJ7`4z3kX zs^QjSXFUk8V^Us4xqK--XC^Q(<74BH1Scfxn-ez?P)L=1t5#1d=4j^E^%YU9%Nc*B zIW&}pd12Jv)%*B*H1F$+Z+t%E*UtM3Fe|_zN|6x&OXJ0s1ZB?Ac`4);Ak5vc&6JG3Fyyga>1hT){SbIbN)Z0ijST=Y6iAT5 zSXx@KMK%{lW+UPa;#W=5AqJIulzbYL`d3a)S69>*A<3zE&TXOVzU|SH z`3NZT_5{9rbx0Lk0^U#S1Lj-uW+SPZJK~o{fp*t7MAa9i(l*B_xwmcVu?-u{$EC*6 zlId2PViIV~D2C>KC?XvO+YOW(CgoCCN{S<$KAT4Ij%gjf>Jl*n%F17z>I|qYXKKSo zk_>FFx{%AS5`;){bZTOErde^PA_BhBc8`khKC)Mi=%{)r7<_OnpJ}brGg~5MAwm}{ zy)y|@{PJn)VPKHc-VwLujHmCr%H3Q@2+i?M&dkwA`!1-|$U~K!{^)Os$fdBS&#uOb z$xx#vQ1MO1Ru^{EzicjXt4s~JV-;EnagzqKZv-kh+v-^d82b~eRoarWWl5&eNnP3Q zU_1?vOY5_D=4o_YoXAnh%h7Py?yFzp+jl(PQ*F>SKH2m>5IxATZ_lxM`<9p+B;c~u0TsjJf7?c^y8Kf&G5a)$wkH6Ohq{i114htv8AnTj)rQfRg zrg}0dCx0hWvk~c!Twz0JoFm2a-71eWu#RsZbD4X%&=G`OWNCpMKb*(tY^7=ZkTDJ% zpYskP?Lu?`y%*);AFi&KxZP1INUq>&SESi}Nl=rXzDsF3eVjl~sMB~X)G?2Vv`AOj z5*-pA;zJk{6UC~c+0Q!WuvK<}@>(~Wt%f}>0Giqyk9XN|Z??2UV=BqbgmaBU`noUX zI79XT>Iaof0iC5pRIZ`}37?lTroY(Hdg=&iQgf)LoKDJUNnzE=lIWL)Y@5(`^7dU6 zew*3DawCPB0h5(h>3}B1<*!#ek;Ll^u*ocP&zmdrr_msz|FS!Vac!h99zm%s7#k5FeF~ETE=P}DPPT%6 zQZ@mnsxyMzCvSzkIh@mi-=E~T4DhA$n}U@7;DmnGZ4BdgztCG~3o@U;f>(JxU8B6M zda(3uf6}Tk6*Q%gi05Q{B$pHdr2KOQinOXR*oM298?U?pnIxA?9OTWEB@93Y7dW;7 z2%og-oaABTGvYe0&JUGS{6Gp{Jh=OxF~)yHtSY_Jg z%|23wWZc-+cL+$Ro^3ggm7P9Tk=c7DsD~z5xe+E*=pmnq>Wn7eAR<7d%>rYSkhpKV zoBB9i2i58wKgEBh;WFtoyNt;kf z6*XS5hMKKFl*CtBvw@`Xb^`P}p;AFj4ZgY6m#utsOm;Xa;IaR}pr+g>yoj_WEXkku z)1blCEfgBYlqvV?2kj1KUhmJ}kPFpSbza)?3^A(`S!^nIv`=5Mnzp-XO;-sz`eE8O zhhBHcrN3OgzhSYa^zFUdfgXc)2~{j#4$lMc2a&5EQT!`YsjFB`22oyrdP)RFAROOp z5V?4(*m^b5fWPwj91+T-r*&dKDG;+8zZW)4crdvu^}8JQmp7A4P9cdw+(~>9wDyum zL_FGlTwKbMcyhe-np(mH$Z%m|=Wg5sX~xu8-P{3eQ{WW$D>(bBQK~uHoOv za^mx%Kp;#_7P|rFF3C398fgl}-fCYw5dE);p*wKp6q5m>_Oc_^0UdJZ)#gdceMjI zt54@xOGaOXew&_55srKi+o+ES+pp7>t8heO%7mNxKqF^=W+ao#Wra7-o-l+b9+!}g zrB|y0lozw_5m)XdxU?IOO^pZ~(&8PAAG zaCG#nq2SX%wY;{nP3I4n8fTg2Oif4DiFC#cE^+&Cp~oK>qsXg@x98-`@OV)wIhn%- zY(+GkonRn3=M5sc-)$LBoL$4)1Boe}zLo<2U$})3|B3N4uuYYg;d5Ka$^8K7o5G|o zfv$}#nkpn)@;fILHhq?CVlcR4bGxvBN}HnRh=$h#m=`s6W_WVZ6vG_g6vBXx+?FzZ z=1qjL7O_F{lZgBdhfyg|BqkCqVB{y$Z6viE0QeL}UAI{s@8`q-O&MrS6|~^6$w+~W z8;ir18gL;V&}!FuBrJ%ZY=Z(}b8dLcqs>t{_nQ_!#4d4RJiz|V%L|l7rrZXBPmXdv z4yWZ*AObdBjyc7T3ai;Lz@A{OLZ?+lgWQ1|@1iL`3z*gbIZa+-9yuS?5=52kboTgf zYc*qX&KG+*KyuU%qk2V+miFf+Qqgjrb|5uGhd<*N3EJ$S4n5N7W3BA4=UT%x16EMUy*6V#Y5I6 zGzxFRl?hoqTW814JD@v7vZy{YtqsgAPBwK{?zEi0f)qO)k(FK8vtv}Z1(XZTa$N`dj=i7|MLGxhei9O}5|tEjr`*o{Vgd zy*nqYB>W7Os~45E(4QwPJ>KH1WW9LRH9H@(XHZTkwVG6MdoXf7L3}wxy6jqPRG61M z;5(!$HL4%CWa$srZ3T)a270HC>8wTq${J~>F|3$eVk#VWHteOH z%3lE3Sp)vQv_O=D%|6hVJ>#V)V8$_Es3TZPtO<{h%RImZk)JscQ*vakB30Y>{Lzl! z$1d^fO0*NJU{?dhM>eJXF+f6{Fv)EvAFKq)!x!#L6Xmbe8r-Vm9EZzX1e<~vWD{@r(Bxnc?@om#`YTfW5JlHE1jOt6~ zojOH*_%<07=BwbrK@88cpz4QymWe+ls<(!5ev+-)jQmMhZ#}D#)##fBM`E*_-(gHZgnx{>f!=5kuixr!_2{m#kgQV*8GLkF^(;ccY{2QZ| zNp18lP)F(jgv#I^ZfcpfFiMvbH;ON&q~ftdkwn*xiQhIaY~;0c@yAPWfhJ z6B-(O6p1Lf?ZKErMJu^({%#*>F}4u8>RXQ!lWTJ{K)Zjf3oxP7=gf6jlOT{NbT zZ~G8qO0ChL@gm)}2hUW#R5B2*xvc1bn0B7db~IJXYQksv$;Z!rRS8AOx`CJU%~(I{ z@i%Xpf=VAEAt=oD|G=9%yZM}%Q`3Q4G%MWDo@i}%gT;aU9sq(&?d|me%2je29r~C< zyX1^*G@dl0R+X^Bku*|bV?56k8vFCG-~xykpbznH0^mM27Kv`X3&&oEB=Qk1G zT(iTLGiVsU3vTC99<%ccyqOBtiCfKUL4GP!>6x3xf?HA%S2)05x5}4Wzb$rqbNjq> z|KM2jSnmai!$gaUOf^Mjb8T2$8cB~7*Zk0OzQlV_E!Ghlin+>^YJA$fHd#iZF?vlq z#IJGr;9#zGRshY1hyBS`R{}@;fb*6#?|8YSOu9m$(|wN2kg@=|4*M9+m-;U^~7A zytUky7&nc#2RIe%w7oj{t1o1u54homB>5?4i3{PvTgyDOkx*^Q-?psD_6{rY*t?*% z7Rn$hMH85b_h|_pvC6Jhvl400uG2e9G4t8+tQ^Kj!L8rJEO`z_>5H1n+L0sBX`7+)gT3w>XL zqjREUr6OCIK8_=WzUzAOBl(k+g_u*QR@Q+AE5ogqRwlTqtAPbquizk5c*WN9!q`<2 z8_XCHoze8T#(fF!K;EMK762NcG7X=E-z_IkN@DpVAmrpUdD{R+&Bjo!!N?YfVa_&- z8Y6(NKd@g6yhu6{0LVxH&h`5OjdFya6nOy6{e(QMW=WWsnp+{MKsAL{j><`2!$!oL zaAsyE_K69~OrvMfO{AG2sG}-KXxjvIqP%xDiylPDpiDf5vi)~b1bTcAT)fdVV#s+< zy144}tw@odW6)Fp4(;2J8w2z#2F>tHz?yuN8z1*3eZJ}Y7~dpcXyR)m+x)(}_se2RZFB1f9begGnT2Y@)Rl4(y_thOfc|Tc2}I8Q22_Of~Ty5U(Wa7L7_O2AicI237&D`cch(lg;bNl3yA}f z2d~E+9};);G}YMnL^6sH*jqvh6~tsnt+%#BuXy!7xM;p{qqY zHwem8I=oNH|L0EF`*SC7SZaxUMb3SO_2Za8z+nsR6r$Z_D52iK?_Xw-k@w^5tRB&Z z55?i+tXNh`de77kz#ImB8!~v@Rxmz!YHJLR}L=niFaE&=^IFN== zaC;~zzAhZA!NkNVP*9F5!@&ot6W7;vM?El8&U+6zx~^~sB0L-q)#VpE@!+CGSnc!&BLFTEd!amc8{me2%l0q^ zDkSsT8ssc253wgsn*&jL2U6bPcUH+vbXr=VKk-lhx_wOa1bNkJsy&dYQ0ZQ(Wk30! zu?{&WBBuq!x0zy#>fG_GE>9KtbOc&UsYyTJs&47shtH)WAN1zp;UUB`RL`YD=ezJ6 zZaX4?frZTz4b3JfJ{mXbj>#2#UZ_!iWJ#eAgNd8_kRnT3HS` z(mStn6hBjKe7NPR_m_@-bH1Xj>@G61aI_Z}3^E5fx%ZZYHbKk6VJujy>zUNuGyK?6 zvw#b&Vc}}lFBXa!Qju7dy8_Q@Qx}IEx-%ki-`DGO3nyc@pX8OKx}H)80LESsaY zWl(LC8xz^d(V(CAL5($$r3`4_WY!&?cI>GmvgogOKom+r-elHeJ1ituF$eCuwwP?o zkL}B$ek!~&mwx>}w}y@wUGEWa#_1hNm0acNR8@wU6p4=Mqg6a(1l3E04Cbzns%!k) z9bXwZ3DTiD)rQ7rX6e7THB;+YF-Lf?jqI^laszyzdbiYLj*QK{!tf#lOViPCfT{nu z>1rLkd9so!HJz+PO)9ndsZ0+BwkM&;q0k}7Tdm>n9!l>gUuiRiwP|f8aW8A^*hb4I zPeYO{Z4zfDW9HAhRXY{(VPqLU1%0p#8ae=lcDkFVgH_d1)&~n5J%rzx#~Qvl_T|jt zE}oXhBhShYOJY6C)-`W!<|o(@a7GB1SNyU*U~|m<$=Fh1wl9#dTO9`C@mUQ+CSSFr zYHB(l{JY1R)7H~-n=ccELdZvE$M5oji!axnvlFl&1ZgegHu+_4e^VxkJdr2s)^f2_(AxZR~Y!Gsfi63?wjNp(A0 zPX;FPEBVd237;TJqCJ}-`T(@j<9&ISghUNLjGHLw-iH`OLR^Z&zGC(X^QnP^S z(IBm=aeEzJ?P z*fqf|fhVAoK@=W{VEIgPmC~A0E}8#pB9G%7sKfKpoX`86NW^^vUv089AHw%S5nUbR z9H35`>*>>tovNRD2c=Xu8zb7_``1322CXY^@}^@ zGY{VZMVv<(fTp&5G+%P(56jDt0YQbF5y#*1uz)(#DcxKQL(o_4(Gn#2W^uWJXPeo* zla4o}EfZ$2kQTc36yU-QLv;sPrHyRlDf6>XB2w?E0 zzO<*e^Z#11fBp`<<80~Aml4;M%6*9R51GvZ8NobLwMnwsiI8#K-vlt=_w%%WF}V)U z({dGBFh6bHB}@q#{-k1wXO_4`nzdT|dmYKoi4HXXOQMCt02Y!qG2VW2XZoK7|5SMa z`Y~@F|5k1Sd_DD-P>e%dbLb0H0o*%Fc7_A3UyJfmE@waMI4dj0f6fC(2 z&Eqq{r*7eoNHqeAOqA3Ki!iUnz5o9kAmMs5D6#2ZXfM>X4kab6wq5p3H#o9d!#eM( zeYxUQ<{5z;#&6d|NvcT|j_sQuaMt?B*OLFZ{A*Ch$-@ghA1(Ond4k1y{couEm;}Q8 z^O@7gO@uwE!p>*=4O64SiLDo-iM5DkDXl0xxhB5R6x8jfmPeB|q19NeJgq+NLNQ62 zpsZnxXkD6uXm^W{Y7)7wy=Av~5XrAY_Bxa)r}920m(%S1Vq*R#KB0R=A)kFrJSw=!aZ| z6(+Ti#M+ae4QZ=9Z|^UB4Sn~WGJryZohQj*o?P!h@aY=VfRP+gf(rq%GbZdpXS!)l z@(8L$Y5ld~t4iI;)Z;#`z}>U^_jkQUZ#d5im!zt=;hG@>u#66EesU?uC2fdpNtY+4 zu`{@go=5VV=ZAHeH+6VW)fmtV$sOM#$Su*ba6P?DE9Q$8b!~{}uLdrb^HsTQ4$AZc zUUs|@i|P4<#^kp^OKVVYc06cOiIs9!ujg?e zwpLr!s7f(+G!2!?K91uOOx!eEgw}sk{L#Ev213Mo@JxD13h$v6spgck!MkDXq*m&7 zSL_7yD@QFZF({0$PT{uw+bj&TgjhDNxaIRL=L7?#rEikD&zX9gXGqjb422WMijUo} z4w_E=d5<^-7uv&+9Zz4^jI{azJ&Ids51LCZjzIwcm9+8kyU z6ddZ}E^)2(b-RpVPXtQ6s}o*KaT$q#fWX#RIo#yUOwcN`PKs>dMvhv;>kJZDAg}=o zp*W7P{(oFT!dQVJt~H=Wyv-X1@ypAv2!J>BNKLn{z8;-MmS|dB06a9I7U(psOPWil0NTJky)KqVfq_hevTx)g?CK@qSP42LTI zlC@yl=7^-jYA{x;<}`2eF49kjVyzyzX8T=eOVG7Eq@KBA>P=gSt*n~P%_jtdtr|jN zsBkU=+h`NOM9Qfm=Z9T#dB;Y3MWzgsXAvBLem;{D^B7f;KgXcI^^bZhMJDaFFY z)1C=5HP77dPZkK!!gW4e5(bKx`UaQ^j958v<37CNIV5l}Fbhei?$~aizANUUHY?Oq zEbjxY@FeAp7PR!|sFT_SGNb>Gw6~6`dTYBtMY_AYkuE8vQ@W)j1w^{Lq@|UTMxDGk!y-EbG@yze=l?>m0uj(h*x!{OfSy?*QI`OLX}ww|!`_~D)48CN&*HO>4n zYY*HgPnUS&wh%*N8@j4{_UWqIc}a(yhIjVZ>iMhqNqAh<%YvRIA ztI$vIGXsTc_9jYrj@A!MdfE*yimPzGzW?a{UCN`r#T0}=jRc8HlfFOco;-PSlrr1Ux8ul_kU+rW z=2tH-e*(mxaG0K#NuIoJHr~61ezo}n;be16cEn!!aL6jZ6|ADM=B~xikfNmjAMS(s zVc5-w(!|8X>k$CGTUl6L4F)(n=~pW6=@gdDS7mu=cQi)h*IOe2MX2Fae_axX=~F;k z#5VZE?D{1Rqt=5GU7qJt^aN8YsA|Q0 z{o1~R%=+*$``PZ^;n|lAoyB8fNB$H)1g|6lsOC@TaaZZ?$(c(9>J!iJn1s%Wv$rgs zZ08^065i?xnf4gCFr?EVl)|=|FU!>EK5VYigymiRmJH{4wLi(h`l9LWO3_%R=eQz+ zK}{7^p`YIar#-<3Hy*CiU$HuIN!!JU9ul2}A!w=3z9(9e^A$fSUJ#|`DC+8TT}?8e z^`b)^r87$}sGNi1>b=VJ>JkYxRoT2*@cV%4r932rkf*PksX4Y+&Vio6V!WLb*Yk?> zO?p%lfjuSdh*t1dyU>YUUmnTmN*BI`W7;+cMh{*^L@#uPjSK`Er>z+>+}_0Zot?GE zAyFjZvbcR&a^0u0g)yc)wzK{zwR?uA$6wz@8v*DlMPbYNvxU2i(PpK={bmDnGUL@$ zSgkrI(YO#*%m)~3cZsE1sN@;8m~V(VMorAja?#jMH+c~vH^&uf04Ab#ug5UAhQ&OJ zq$kUqvJY^F8FueAQ|CmY;<2ShgC*^3*%eu!MQ)BNQ~2I$O?Uq$ zlwrcg!B8$9nLg#{3l0xQ2JB--rlz>IKH&bP(F_Lw;+WZ%cPmBZE~Ba^AxDb=zQn|q z$D2QCf2Ntjs+ePGc@H8DHY#xBG}I>N{q%v4U|0!fj7@m8?m32bu@f-7)@-V-==rGy zQpCfzbFCfB!(HpnTXL|O@@Q4#v@PCsmB6bN&pgE^xG*WHkvd14;Sw*ro<{C7Q67ws zMF|*H>N_}Z4C6b$9*t3JXPP9KQT~V{P8d1gRVzZxZ_;1*TL178e|iBQZ{m0YE5%aU z`=Dmq){^j*!@vdUxNvei(+~o3kz4Bs_tWC6DgCRY%x?$kTB@DMQ5J88Pt+NIe8clI zbH6r?P5en`_aqkS%a*q!QD11~Tt}rVqNm%#IcQlTe0~UJ)CVEUQZK}(ri)s%8aWtESS*)?13j@>hUW(uv1)476#}>g^0q|K~b)4*6 zT+&yHFW9|%X_f~w*t%Rw^(*lPGn!ife4#2~>qqqyBHq`bbdl|4#NHEh3Ye5Mp2r)b z;^fKLdpz5dmFP!!tYV!=xceJN^r3703*zwEK8^LCcS{95z79#LtsN9|Ff_v_G`K=Xxno{6abCDNpH@!Z2rWg(iW5KUiQg8HzEob9o(6yZ7^+ zI998|3K0p<(2cq@_i5DszF__tY9h}tsDxT00g+jjR3y><>1l9S*t3S%_^Rj5??S{TubH;zTsf^Nut=GFl~evYE!YAP?=36 z`F11iO5Q9-K)o;3ZlB^t2_X&{9Lt)DYW^H^RWp9^HexIba$LqAtY6hxmzyzan){+M zDBgnM5+C5Fzboq6fz_aCt#Y@zYt7Fi=vIIba&5L06R5Yai)9C(X{pU(yQ>EEyp3)s zZ%GbGm{8%p=V|AC#J>3%)nO`lzAhS3&%sx^>|+yVn}Uz1)Vkvs8tr%3f&k?-#ZO|{ zsZe$Uq+~Pu`yBpT2kH|VXG|m79FQ#jkFlU`ZuT(V-yhC@o=2C=t8sf6)*9*dlm2Py z!#l)daz1%hqs1TjKId~~sybFar{6}s}i-;GXm6q!2>H%+qLB89YTM-%-uJ|+_Jp&va zdgIk;cQN62vilx*@<4ecjVsq!7`c=o><>iGW zLCQLCnoTLv0skS3~>u(>dy?iKQF7MseVBCA~y2`A_20cjr5i*7tnM z`)?iIA$%xW(a>`k-VSpfRAQdM>}+a)pZ}<@LQ{J4d_-SkHjHdWxiM3}=2fZQnVyyL z)ON8pXSQQ^KKZNe>hHoQ_OS`F+OBg*&xMnWo{jF)lB>(*^fT`TI1sic3aVHee+{*c z?mT386w^h8gNA41wr%l7V^na|w6vKw+=4nbNkYVmOM@#-$yBwHW;l* z-v9CAJJ+4?Io}%_lsxg%B)!v=)QZ*0W{y4qfzMl(`CInUe|&!~a5)E)6AEsc~4o|jdxA#{PdyT^gw zaW$qjba%GChmaTSIWs_0g`n?-R7a^HjajY-Qb{89X(OsTha37OeO-o5jfT z1Ic+`i=TCG+(fxO_U-jn12fwttA40?e~f4oh}MfiQ?lC`{N9Yc@hsGRVD%Hqa@<-u zCDf-sMGzYe4UO+=&47T*rNP5sMHZLC<+z7|i%Y!#?`niy*336_XIHP*hZ@ND1qEE4 zppcm>4mnQc8$AzY^fdsk&^ILH`&$tgpeyw#0Jd+ z93rs7*uJ+Oor3n;Zs%5{#{JS!1axH!w0#LnVC^+Y*ww{K9M`BB!S6@G9754^R`I5W z1+IfsAxF&tb%*m7p|nle{h_~FYii)V598kr?Nla}45G)OiOZbzx!xSI0nnuM)bOP_4zFx&uQ**Iec>P2HSti3H`$spZf1X(MDo(*{Cx-hl54NiRj0^M zyz9;rfCpcoN;~*r1#*9qpuvC{yZwxe_W6G7(nOP`YhcbE)%ZsiNLCe@IJ!;f2Zjz5 z-A0eomiOJ!!-L-J9U~}!g$=M87koF*^qu?ZfEU#Nfy<<;n16rYEz%$QvbARdAs`q< zdZ8`orJZ;~zN_^(X0_#*NKpcd-RibBpq+$+Kix^FR0d+#NKrw^*=Z@3ag(ea;a&$H zJ-5%p`0S5kX4p2rqu7KJl4zD*qB@!n29}gWG8gIGN^n6a2S$q}E!7LPpsc5>x0 z=`QV^b*!MYOV!>4Y!tBC73B^&2h5l3JUp$7K}YQFn@%Lc_E_I@<;4JJp((@4*{rAC zdUWIY{sFas(&00`|*P#c9q4fYNHa2q|Zf;df=+< z)Mt%k$y(>FDQ%)oS7ITDDipfV9F>pL+yTUitOl(^3)H55^niqolflr&CJOYB`r2Pi zyGqn?n!aRTENdPx>8&E1sP)9(-cjp>C^_5MqXO8$N5#fq2RsZ+*<03!_&ZOY4W8PR zLR{~lx|C9x2OlM%zHJEGl9PYJZ?$gdb$O21c!kf9v+Whm6uoK=LT8FC-MT|B8mc2qrb5$x;R9CEZu3uDL0l82u8blLG6M-RZ>EW~X+N%u(Zr3hi{uR1J!e0u%< zVK@)~tnR!MBX)TtW`F986!GOXwfR<$F?NJDuT^X(4@|btL72HY*2O+d6MS41&!Org z*{EU7;MPb;?*Si@1P-6$sZ#MYL~%4{(cmo+s&{@U>Z&_zOj4$3vGN|WM1f!6LQ3WAod4H+V zVY3`%CM+bR=ujm{Zbd!d23&ZI9|_w@Pzux z*=-ZFTtZ0;*dM5PIqX%Z1Y@i>?Ht49jKica&l*6Lpm}jN=X$<&;Rv{@P!!VA=2xfS zj3-mr44T_=wAHRvKf`dE_Trdc5NeQTdv2sDXQ2WPiN>ps@*4&}Dyv@|MLt~$M)($P z*IAi2Xm`=80o22k1p5LA*ebY{5(h|Qd6me3R`oMDaR~@tu6Obp?s!qshUr4XB!hkf zpSpkGi|Ja57xnwJHgxjIRChN0>HLCX@0)$mMRq(;hsu;}DXDHOtF_LBr+p*}F(-nCZwZyJex*xVDy>8+wF3cl?v;|Ro%qpD z;>Ttr_Z+xnv-KS(4hdX%&O1M`Jze+I*@B$b2Ikhk&j~7WjdaveBB9B@-O>`}()!0@ z^M8j}5=?&v&EULLau_W{cg!U;N`p_Ds$+@0-Y zTu^O^{Y4|cY%Z!)_nRiWa)kKq5?{lhIkG@D+w402wM(?K#U_Wz5ROFag8??L8>cg4 zAG?8@WORm}K9V*J#oXL>9hz!Qb8hZk2}!uMj!YYDyNh`u0Au2%P5!AG zrMdgqMQ+|xZX<9dNpIZdTuOf;_cI<}TpyD*tkAFv{uXXs)2q9Ef9D z^@n*?^4^;lmk{%dCe_Q8fq3K)H1gI^Bk?LY-dpc8G#1@jjlmwuRN(as3F$jNQzoal zRp{lplmJ{|hXbOqJKi_nz)+YvgoIZE5c}f^`+frmAW%X_1W}EPJ5(F3BiG}g(fJ6D z5M`pqgr29&fa$Ct;U&L=opAB3?mI~s_6~U>;<4M{$duY13faNk7pCqSLn6#{PXLyj;a~jZ356m>3K^*p`WWhTTQ!m@BVi+ttI?h|O6= zsmNfKhandliV?X=H)WPi6{PnL>^f53+Vj8OcH>tIOseSY>yu+O_^6YvnO2s zX@I8&8<_mqIiYeSzozGpQB=}PZc`&>TIGoFryYF9C(C!Onei{S~ClzBt zB$`IQq;H~Lx^tJ!_=|;jp^4RWbaZctab5_%Ws>>yMwTqu*}Dh7k~@xBg@kmv_I(K+ z`iV0!cS4`;kFw{_Z%ZY&YSt%yDp=Zy_iK)4R#c+6s2AuxO8`jy{5MF+b3ezI!}cPG zjV~f(SNbfyRY1J}WZH7{q{J#ocb+)=J7UwQ_+M_E{3DQs`6@Jq$ z9c?te_oc$;+v_@|r{-bhZ<72an1iTl+NGn6ry{f+f}^w@S9|x*LFa0@$$aouw3~JI zrF-;v*~&Jl@uOHUZt3yO4y`CKs72Fzp}TZiGJSZ)!^3lawJXT)C{bOgv5bN_Y+ac6 z6OnWZV-1@U$DV~m*g?5*IsG+Z)F@LTrNPez(4bAJwQ4V&^(?nOg44d;&hRz5jL_y} zrZD@0(HaI+xqC}f1sw6d=MHup=7h&GnGd`=!)4T>5F4k4=T#qHOMfwKN+4lHWk+Sz z9ZgEQpv95$?0qilW{wP1%G*h?j%{wGbfI<-WXj#!1zvt5BJ&C*nZaO|TM9@L5^GvKzMv4o;U|8{_C6KYDNQ{@nEl zuaK4^q0K1iH}IkM!9703@Al@?9;k&^A`p!WaM)~Zt6nb!8x*N0aM8fP!}bxPc{pt` z8oX9YCu$-IN~&lX;oR)Es9=ew(mxGPtTFBiHUEB=L?_=Sa(2rJIXEez2g~3k`n!^e$dV0lwbj+}Y?t4@^|L#7$@8my&Btti z87dBTsc~=u(O%S3s&z%If3N(K8f(0|UFX0CtxzGd&E^NMNQ$8=r9<>IgB- zz`&Cm=yOMsPV=-2X)pqwI0R%ome{^ePMZ_@!9dlaC)(zPK>Oev`OPeRw*KtYrg9Xk zw`}O=wjTu+ju248@|5VvELCsu_GnAwDy1-!ic=S?ad6l$=9}vp7*>;RaYdW;S%d_A!r?{PiDV3$Bsh?qE}g_ z^UDUo!o11ia)ASL(eomr6|FN-af&ynH&-X3mrffM_D5!M4EiMTOd9HJ?$ll8C$^R= z4m?1tBsPn~J~DL6aU!M_*dr{Rd^#NO_}F3k2#QIE%iRXn42Ec;t$jVanWF3+!TD(A z)QUP9fl8&)Von3!+??xPuQ*ugj!GfrhM6(IKStM7$rc;W~f~g2g zyafjt??MHkY>+IMsNw=GlBB2hsi|pV*GrZoaT|QT3vU2_pra!o{>4378%P+aT>JKX zT(?3D7KK~@!NtWz_RG8Z6$x_57|H9hb%Ui~)FFty_{kv)6-1?3krW_LzuG?NPkIb* zOo&-ATB@PO8vfa`TeI%EyV`P`!}L=1VUB_J~y^C#P&CU zm|AB*r1IsY!&C25^wn?a1xJv=HX`E!@`|v1g}wAye(aoqcTfKpz6;FrGhR?|2z?*r zo~^YduXo;}OT-$R=`go8o{R%rb02|9%G(gpXPz4Ipi!Qr5siEpq_E6W}i&irV~J8L_XtzA#1Uv9kl=k2bVtrQYijpg>{CIcW~MZS+IG=z?N|ON~>8& zFPS&eE+2tPOG`^ayGE+t5CacROY2kUj{5K}ekEV1M~ASK@l?kM>qi4){@9+BQn}6i zD15e+PF0S@PA@wdnYbK}kCxG(qpbRg{W%-;M{UI_$$m{LvoUtgw-B>TJ8m8h|D2$p zu|moH_TCXj{d9Y>&{t?UtHu}Dv~qZ1zUps9WSvZ#y|3uXDtlNLe{k%4w@R)#4K?XJ z$$t4kzQQTIq9WER@125U0gi#aL8n97ro&yQ6MDEu+%bK0MTV<>vxgA#Cc!S}F=(O#AR4_4Q(22MS(I*-mPp3H<`34jQ9t z4qlXL<=O3tV~AS?Y}E%sDneKd@Nv2oG_VXY#jtTtx#`vI#PRbd9oLpX8J@45EzrSx z+_{bG={rX`u69kxqhXib>sv{7jpA)a?ujhxDGC0car&1OC*sbKp}nC|-)x4?$MrEAhwtfnG7aD*zDx@!INxeh*oJYL4vKSUtDTdwnn~;?CtvZ z)3`^m$Kz5s}Xr;BEup(Psi#p5ODXA>QW- zz>wysz-aWTru_*Zehy^}AKI`LUsi3)gd-o6vx|Pb93x{Iaz9<-z|JYtMtDkkjOiv>z+X;aWOGN zW8;r%zF;)?=e_vM{`cYdWg&orHnVG2mP)z#1=RP?m+!vZ8wH55F92+o3eZ%E$t(e} z)t(eyw);#9%vc|psRNrZ1vX)33P%5bIV*9jKh8dwGLrA=w|G-FMd^m6dAp`Jis-1rzK3-Z%d(uEAdnrU7B{ zLo2E{k^SlKRLXE<1|Ei;eAop|5onTl7 z!=8t-yYDA12d@}-D0lC1gE0*-z_7U>u?<~uCBId+LwQb7A@m(rE*m^)Sg_0{3N{_~ zPj{vf{$&l#&~XhhtH|az#Jn{O7O-(M^cB^iXDU`=GxzL!6z+(B zJSJ-Q$Va-rmGC4ey?;zwJ3EoUKV;j?*0XbRzUBP{Zml9f3pdpHdcn%-%NzwAMU&Il z%y%O()F~NTQto9>1VZi!_CyZG zu9dFHl>NI~(ja79iPBX5QF>Hl+#z`{9DlaWEber)YJs=S|KVf zDN+6`VW0HjL%~_Mlkd#~xb%Bh;AiY#W*}(4G-mB}b{F*q_K5oV00{>f@vLL|I}iOP zFIWOXO3#|&w}2rTHvW%Cjxkak0N(g-p#z-YH7wQ@*9)Lg001|=iEQY+yu24^dXAPO zpTZR7av8wWzNJC5(Sx`V(krI53J)4&iU72s&`ZN>>7d8?upb*@(2!wwtsXWQK%LgT z^vibc!&{%s*2Sp?@WM>*ywdXWa*^QU4LbmjlK;RB1v1(=(-6=X1f^3J$TEN=nUd4a z2%=4?^>PzPwhedcQ61(^ws>QNeTA5H8!*72nS>N+JxwI;N&+Tj*9NMX>w##Khzy1D zM`S|_^6H%oa_Bu<=nV2K&2K~mT(1M`f$W=awvw+a;l%moMi}@S#?z~)oYwf$H#x2{ zR`;5s09DvA_ZicKu4Q6^;E}cU!9^dw)5Z_9c*eMBW1R1f`tm1U-~s0iq_!Vm=dH{Q z;(bd~X|~y+A%zBY6cr>^$UB+F8ei$(Bg(z=Y*B{2_HJ%%Z53VHy*NLgKYC97av=Fp zm&wv!@S2Xqnv&vTCmWMx=r}L95&^nrK-~NilI_rW=yrHa$jrjRVYTn)=K2ozT8Uy4 zd1I|*_FD^EW4nQvuRGk#^xMYfy-)}2(EZLZwY&gsh$0kj;4ZOl$}49kJuGK6s7anQp~Hb=9wD4d zX=I5yC7TlXVpZr1q6b-&EpxgLrsYLSlT}hYOgUn*_!!O5;woQ9kn!uiF#C~YUtV3^ zxt|q)NkoKH8r@}i?pCUBIMGorJ7qfE752+jj8rbODWM@H0LP7DL$eXH|MGVi*v}t% z-O+AoBu6e^B^wT)G>wdnvG!t>4+*O_!MY=8Y+Dl$5*ls19o;{;=mI_^gwGgOMPH`5 z?qNd{Lfj6yzH)!d!MHlJ4m*11TLCFPw~qV@nfG*$;p##X8v%gV<9Ih5TN-`gHX!7_ z&waW#Nt+i~=e&h?S%=<5e&w<>+q^eaEzPz)QA0>Ll9$;1c9Q=sJ`2(~PYD(zq&Vu~ z0e+}kMj({0A`}uIw8fq7sl*IdMg~;pl$0lD;xRf!uFMFE%`quE25=~1peS9o2NIVe zV79cf&CM}uuqesEdmo-I8QFbCxF@Fb#O{Oy+cVI~o_6%}BbPgDykYp>(s`VUuO?`$ z{pi4pp+^4(E=%R69^_?Pu&pk?huODCK7 z@li}T-bH~=9OU@4kb`UP`8!O8A7b8_Cz0+1999U0>ZLeYoS04dx_NlX{7?Gkn!Qet zY<8X)oek{Bd>Fyo4G3Y-oN^4dX@o^X@T zWsxRy(J8mm(I(!QqM= z3IVq|+0o6F>+;w4#P8{&LSFR7fw7%zB2Nir`Db(xMEsF{ff*eEWk3QhA5Jrcl)x&B z@2_^MYvzMTJitE95OUb;uL~Uij3F4$C>-p>11Zx5J#$ANfqcQi6rqAv(oQ^e2|SnK zC~c4wQJB5gtOv!Mdap>YB%)1&0KAtw8jdab&-S|n*$;o>8nCm*jkQBYn&ZSmPHhg) zqR9jkDq%ubl!07l2tZaCuGO#r{}G4i$OvXAu1jM zB4?_DS#r`Y8|F6n03>A*16Vk8@<`(-$@x{Hrt3-Ime{RV^_Y{Mh{Juavi<|ZXJjXC zPzF;I{`-j9h9rSz^AreQ&NX>|_rL<1TL7_Vuq*d=KDZDQ42B^-Hv%213j+fKZa|a} zwAiz`U_kNno^}uVBWN1FLsvq35HIyWiq3D2e*V&-Sf>dGBog66+7%rEfKm{&qI`Y# zhcH2(fY@A-to;&|*nVNe)ID|L;lqc@MK*tg*~!ml{<%a>2?10V$P{qhJJ*f{7ao^*@_#d!n~2g-eC3Lta4j|<)_LzF2= z0G1qBU&|`$Rt%uZgg9?U03pIYLLOFwrZ*SJ_$Eu2k9*QtbPuIX(NPpBdc6;i+2>EN zde&fIuAtF<;2lOEa^k>W3qeEu^t63D=3kMV;ZUnIAk12#7ZJh*=kP1C5r{HK=F3)b!_T7Bll)hP4yga4h z6Tpj|yT#`M+L%1BD}C{jGBOAWtOj9eUwjfJNyBkk&+W5gc@&5OgM*C+e|qz|og<`! zo(%Z=ZIcBYAZXC^y*1SUVnd;>dq2NsbdF#QD5RpuC(d%<_%ob6%VgVs#WsKOv>|*W z9NK;JVOOr7md*P2c80#(SI9Pia}i6oW~XI=T6%?iKNxlM>rik>iFL$TVix2xIk=8S zNTF*1xJBcOy`%f^tK1f0 zDujp#6A{r4O`NQ&_3C`@G0(Rv28W|gRWalG+@7<9cUMedkK6?Azv^4qj$CyvOAJ+S*pUUqDhf2ilmzap}viGwD z&8ETo3J>U5b^(xF43Girgw9>&dZl41)db~l^w#pWEc5)q6I+`V)RAhRgmDFm%lWRm z&9IH2N*i+%3nUsPDB81UR)S03IQK9csfsk;KUB))dwxK`lOa+plQjh zY=e6`m{0So`B0%F$P(tpOFoW0a;N-;Kk$}8yT|X33fDQ~e^j_*v=B@JfTa(^!gW=T#liKJcdE*Io8H$r0!veu>%-&sL50awV?U-iWC$@B|PbT{AcKNNie>QkV z$5-Z3iPu*h?7}nsrdkEJ*XEC$HAneg%-8q!g1!xZUcxUMa5zF7*U(1t?&j7iDjG-dMWOZseVG9XIzj@-Fed6-L_{854tXOvtYY zN5UA-8szb~aPf2&e!_kpgE0{(`!&{6GBcwXWo5B*@+7Ejf5>AG`B3ly278MxIVq`a z=IOQhx1E$d-U+ZE3x*y{yf#LMZ)kfmnCR>4s=F4{%BkafkRH5+O zM?a8ct%oPpqHn8CNhPUB^zTA(w99A_cwJw|jC4uOn%hSV@*22DOh`=bK|wh*%GmtQ zrdtN7Got~fhH&rdY;T2`7}#|Tmvz#IAYXl^(|bW;K#|uCNOTwG=QG{P?~BdCh*s3j z;!9oSugDfnc4Kn~CVlUu{x}-B|9v#575y@0m?oxcXQkR`CfL}7@>+Ek#MjNf(yp~U z6ZL24+fO`5B$1c9(?X)zA=3EEy$QI;nq}?TzUh4?MG0)-1Enl0Rs?rVcYa}x_`U2h z6>nhY5B8eR7dLXgM-V5L&bCy8id}Y+6Nu4MsEbBTHEW7xDDF_BB$(NWZzpm8c){9; z1@HoELn>BtzRCm4RAzhY3u8nYObOl3+1RS~cnQE#ba2v!xK-m+ZG0={@LC?5!B>;d zX1$>Re{M89h59)Hq5gQ|M-)`lvh!B?Z@i;$fnP|s<>XPZ_L5Lvxey$$gkiQs7#2s= zX1P&2yZ5D2nw0*%b3h`T8461X`el5JA_*K%<-7T=3#M^)ldni|Oe!SQ@W%;Hjk%7U zn*NIg2u3`Cu8qa?nf@#e$J;@dpu91j16{KxNRcRPF$#hD>3to@h0m6)#)QvZ@SM1a z*S7uEgg%zulZP+{!w9{CB|`}D1E-ntIO%uQN6AY#L_}{N9pNu+?lf~0Kj&3v))i=D zFMLBBbhOe5*r#7UFxjYjwk~Y;#-kvvd+@e(d!@+KvoMY&lG=RWs{jvkY5;rS*ZJVr zOfUK|oeMQ%TTv@Ui}f(k)1SsWhbh4DqE+zz@g~{YelR$>j^Z9;_c%b8V)XSLEyQJqh?$xB$5IlV0#RCmj0$P~eQePN4d}xf zqrAT$7!P2LvF~R(G!XmcWkTlJaza!~%|y9(RtqSy|gw~=2w>s{OowE%Jxq$&8k;UGKI%^448!nT%Lg(eq7rWaj z)Clq)=(OPii}MHXwJI!#1!}CK3UT|u*&#Uhlk%zt%c*mDaTjWkzL>7*`f!BL;krVU zZ+6Y+xInd9ss)`G?7Xl#!d$cPXN>wcBc6vx%oigDyMOU4ZrA6}Qrn3yL9e(1Bu+%2 zr!1|kj3KX}Fgj&S7!SI@y(_AqH-sDg=HAEsF(-?M{q-t7`_EO}@jT-&TYXxG((}#& z+kWjQ^wZlleizcGREhAzC^iwhbHt{yc!?2LQ6%kSjqooCIgmpTUf&0=_ra)Q(?Yw4 zu3LEh38oMP^FkmsJ*-o30nCv_sjAMF3uc(qUgXAMDtuvp!J>+cCnT zhR-7Y-J^OqD?Z%AcWLVJP-k^KXZF`QXO$fsWH2bzg}ApDrClQcDbm7f+rngf$>| zsXcFSqRAMOS@lzk9|yMSi+VU-^-8_a93`^|qTnBBr#d0ZT#(_<&!|(sxM{P7f1HxA zGwBTe2Dv>GlqZ-WrzHuWk2aw%e|_WY*h-e85k@J}pPJ3h8d8}I|U`wLXoPfuQz~}D9butmK-L?1k%iq>& z1z!RlFaX>|20UQ|raVhY0%gDsM-MiF_{QyG#ju0 zX4DVTw4?plr&2JyWJ2DIi9DEVh3dI++wUjLA_=3MEC4Lmh=CXG>c2XL|F|T;sh|Rs zI}|$?he`;K`WFc|Y6cn!p9A?s1@Zu5P=#xKeu=1<{xr;TywqqYQxr2n_A3y*NanV9 z1KMEgBN_}BC_29zK7qstLp0=tFG*X$5&nt;m2n>k^*VfyB{mi%52h1H0s6?eImzC5 z=k&#AuNxu_`}Ji)_n9c%@P(Ui@M^1Uv6WV#v}z>V+xy2WMGRavPd#rR?k?p?5MpsS zN&^e1n6Gu#3E4WEOK9uoe#*hhGrCPkB|$aC%oELPJM6j4cQFUNYgGYhIS7eB@Im)h z5r)sB$}+MLw|A*1@p&;oM4%AICd%3us$r*1S8@Lz?i)B=j3FQmR#<1eib_vU56bW- zZK{uqePzJtd#;mb=-zThTS1E}`H#8Ie+qZQnEU)b9*&pW|9(%@!U)qyDt!Hc9YMGhQ;|TdbyeXJv26Hd|)*mtKXTu(Y($7q~2?RPG>#4vXWc+gDDB>9P8K?#&9v8&~+5$55Y1Vfx|TVmptL0FK_UMYUhJ<$3P6I0H_CMt?~z;$aZ)RG#$#FHdM8AbT(0n z?lX=Y@bTvQWPidY{0j0zZ6Uv!F~11zyI^)dbpnu@Xb;{a>F4v5-33cArOV06W%y`n^!Kxa636^=;++-2^IK<%v>qVh zfNImxsd#_EJirADXOI5n!pfZf=YpNK_oMyuR{ip`J!pVR)@iGuop>~>D$g%ZnPLMx zWf=j>^xv}aWcp!%w_Q26%){-W|NZ6tGgL(Y6Kr0GQQj{}&_C}763rVCSz=@W0?4;) z^11PdFn^>`7&o)Gv=lIC;2pznnM=?Yt{r!@I*^XQGTtbA?`mF~+KIawko^){3?JP8 z!jlckxd%Oyuz!Dpf6fu+>G8p~zF+{cPATA&@;M|9nEji#N4N;ED+zD)RL=c!CjWTZ z5{(6Z82F1-=mOxsEqrTX{l&^3pxEp) z{myXt`* zu=(Y>t<%L|w4yfK`VBs(pi!@N3?HHE@+%QEG|j%5sAUu1KUZXU2;JsXc1_RU_B06d z5cjcE?lzr{=k>nSg8}mWkh$89$5o#>#5#i$7?e4K##|b_NFtsjKE&J?w4aVmYEN%# zLy+wIK{AJohv{h(}#Id_Oqy)JWa#@#lXhtQ4^V&+ipJSQ4&b3c32_8ltFDP`)9y zHR#HqQ*+sICYi=1xa;+ONA#MPcYNx*q!cE7yrU<7``g$j<>xY0@LKN-jUp|xND1~c|l z6`(Y=(eAvNhhJ{aUoZVA!NqKy52n-~-^TvsP)WesL#b2A$iN_Y1QjWO_?h`P zu74enisRgSn|y~ZRPlzXN&3HUqQBPtXT&p1g8x9h5zJWH8aXtiOh8ObuOki+@gIjj z|EmC2Oy>Q8-b1}a*|;=+v9cJwd(W2?d%1Z6HEx?G^37nHMn1?spY~Az@hsh^w(t;t zzM4@sS-Go$s`07I7fjwJ+wqBK@C~PtEx;5Z|-{H=Mg+J{ek0A>)?RW-1;g`0_eA5PJEOi(gJV+v-Et@6zdB8bV z;@2)5R5Gnkxv;`TF+~fdB~U*>X`OoDlIOUo~Jy}^sO*-Qj{tIxOf&!99lAFb?lauR^$jlvGFTPKY*1 zNkmykT2I`3kUC3ge7+9liL@u20qfoXQVJaHEHiP-XEp>iv%Ya1J2pwHvwH&?%fwMu>d2h zmmgi?$K#rLi%Z(N1?m+N=cRy?lhr71I}8d@$?{^ER2;1aO}ealq0T#>tJNU&g0?;4 zVODZ-womeeCzn60r~`;EPw^9Wen}es4oOqMsD^giKx`-Y#nduXDL8-@Cfc4<29yl~ z!oK(b$pyRFviy&Nolm3M;0|mwyBMzoW1b(5LI)jcN{pX=S7z|l);^m={!;PERQUYd zC-6f7u2j9PL=Y$HN>gyjj!L1Hf?j=-!ELIrD?fy<&ZMg?3IXZ#y))`&BZ)TW+IzOX zaod#8k}r9^pF6{UwB-Az*j@M270<9s%tk-TMr%WmBH+&virPhK+2V~JcK4%ZOmu9` zNOb9Sh}=9DyX2lM_c*e&Fx!jbC3YV#SWpN05mrXxj z;kAP?D|P zw#Zx%pa!ZOn&n)HBi1Y7X-O>?%9y^C8?6y|ot%pNOkEjnx_G%fi0z{w`7;h^DEoMX zymsa+M7NzOrzRS=4Pb42y|8;y4yxNYM%zfFm96>X$$iV#3K@5&*SrMn(qAYkhR|u> zYIb!T6vc3P`jqS#+lezF`~IsG>#^c}m=tfD5B~Y0@DB*rf3hwSRRkJMyQQPGXa*fd z($xXI0I5hFWM1Hhhxl;kp2&cJ@ZmuKaO%_uBm$69D3}|e&v}xKE#>y^w7`hZkgYDVdVxf zz@se28jH)FIm4TjzY<^cN?%erOCGw)nga>HjI5)$leFCX#PZW;WOTAuHnIW4i%B>M zQtRv^XzAqQ73M+c9hUecMO*vKHTQrZ;^ zTU}q+0)YByStwCyvO+!Hdi-oF10H~m7t81df631OPN^2z?sEswVPEvMu7LZ+o4jO* z(P~BI(3Mm+%=Fs0Sw9d2+Y1rLi~dP}%lz9u5w=R)z>lnJSJuT$Viry`_}q;9|*tiumAU#li|M)QFdSd=%a#&ihz_finM^_08)a0fOJU+-%fGxvSZj=v5iFqIN{qLge!%WXM?JAoDDFP`&( z^KsY%Qx31wBVre(K{H)>iRfv6K7~r`?CC=ej0eQX>F8x*Mt%5AlHh}ub}mAC6VX5u z7~g&X^~K|6#oTlr7q;EDT9O&doVz>9OofxG23tx|qyi0WiKqN@3{hd4x<3)22Y9U2F{xv)mLjbqeSCVH!2?>`U7#~|8 zP=4?{$kk4~T(z@}XF)0DDW*=1*PXWMwmfrf#d?c_Zf+qY@1yx{{`(#WhKJina@%%4 z59FpOBw!D)p+Q8*-7-A8vG9LR84Nb~uthvrHhS z1Q^Q`t%Ndv>>mWuqc<$c4lJ7BM zWEX7xHHJ;247ht#J6|%86dRp!k9&Jv)#Tz!af}~f{MeWR6S-N_U4=@P5`u3X!ePXF zeFdUhVKmk|_q~1}vhv+a&9WBM(w=fcZ!WYF93uEjHUZMZ4aL^`PgaEasG(MS&HmQm z8w=^)PaAg%BCcX%OP;917U9;UWJAkoDt6-cRFtbfh6@ZOOD8Ed;ba~O_2DP`Wjjvay(ppt(L=6nxQ&R_OvcNMF)Em+eX#g@U0=yy&~^Wh_KtMzMSOI zEn+SyT@Az)q=#H-dv5!tKC=V{OToCnE80wr+eS6xj4_25i3?Xh_$0vYc*jwEO-Ob7 zfZU#Aqr6?!Z@a_Jxb&2qQcFIv2RdUyW95UIY2-t3)j+bc4mtNM;HlHv)ib4{k2(QfAtx z*7Zj>#z$s{Cj?`>l8iC9=|8$mpgd?&$S)KO(RwCvM17Qi1Z=zk(sb-;70-?j^Wmj+7ENuhuT4=rT(< z@z#(+Mk~qQC(j}tc6WZu>=Fb*I*~Rs>8+uJj|4bbXMURCYD5>C!9GC}>kr7q+u*I^ z(xysPqScK4z@H)zSP|~L@^l4fn^4k@(hQ5bQ1RpV+%*+0+99Xn=C=txZuTNq>NCe$ z+F39%efGumq#Oy^!Y}qww~ACHFSjm|?oN+7-OI~g8IsK~bGe^!5(nH@g2jaKF2P?u zuaSrHi|biU3SH>apJ;0CfIqW(ejP5n)L++hWhigO{~CPHuxHPgv&z6a_GYT-@aJ!O z50v=y=_nplUXFJSZuZAqe`an#@MRPaR02s9ZX1J6eR7zy&^n{YC|l46F+sm+u75Xu zTYnjN?!6>`>-?oy@3(vEiNW&uFYX+_4llOr;Ksl>NOtZj;H zM_J#6Mu8BH9)C8Q@VUM?*>sG{KJBBdv&G11!D@ve9+M4|pI_Cl7#JAb;_twQoC?3Q z7x$66>ezLL37HgrxNs^_^q(Usn5Zf6ZOeX&Rkp{LDNuJ|7Z<--+!OXb)Tr1W&2Mo? zdP?>Dagth5vGi+lS9zml9SD%YBV^Od?8x2__g*U3Qvr+GIb1HfWD#`*2Q%u!!8^l9 zl~2mvEVtrcX`C%h;jKLV`7&hsepYAml`T_RBicHzi2EoN8?S7|Jb=ehZ)QDU!ESqf zc5%Y~ZB20TD#$h@v#MCBMS^ig?YVzJS7Niu`&e3Rou-~vIpW3uz7pPrV#T!mpvOdM zt`T>X)0uVyxRu^HwfZR&E*U=bSm(hT*ls92Cb(IGz3=}sZfn9(Fl=RQrQ38~FUm71 zVRL_YU^unhW~@cnGg*|!*^-Ovxqo016e+VEy$APRw}dq`2AzPqO)^CJ1-k&exU`JF zg}b3X`7wR?ApfC9@gr7kOH)7c2H{C&qE;mP-&g=$rfTB8scdCB<|Vk$RIWIjOrV7Q zv8#}6u5$U#k;l>nA~scJW9Ez@2BYZZVGCPrIFD@l^S(r>`r6=fpP=4!WqO~ZV)a7Z z>;w_&B5T^Fz^5lLxj8)1zb;_>exV7vhBsccF6u{a@AXW@`}{lKEbP|jb}d6+``{X< zz87Q?@42TDInh_)>x5w2xw*SD8+Qh9NxhnUQq7ke-Slrvr72?*cNigF|dGMlX7^!QYToL}pOrr#HMU%N}ihZmwy zOMime)3UaReId)sL0@^nTn54T1%gJDu!Wl!me}AQY?*k|{_crzM|!Z}kV)G8U)UO|ao& z2>{lTN+KfokGG*-j;;A(+TVMfVEpmd!mFb}e}8}X*#$rH&CG3Vo2mkKaOsU>x&3EX zP!De^y_mk-6nMZ_U`}w}S5ZRDD>jet*@zP*?OL1@#J~lngMHrJ^M!pAd=Ue(;u%Q_ z`7vvjDTf}a0wGP+=A#ro$G@6z;Lb$gqUlI?zT)REq7lA|A_+CnPy4b#`tuun8Nlam zca%QzgOMR>09+Z7SAFxmdw-9R29Fx_^ZPzCs{fQt!wxtDz>TiNgL-NiK&tTPZJk3`UG%nV3dBkbq(p_He?5cvSe6SGve z*LOQr?uS~F+fIcP=-7F?wY=gj`57`GWF(?^>~%K@E9f=2jn>?Osn{DLu-DeCgkCUo zD-^XP3xGbaVWHRQ;nhb{z+TwgZ+5;$=U@J!2AX#$N|*suV=rn?cD_=gX<&1ggSqMt_8j+P9M>EfS1b5417Vt_J)h?{U2F5?H> zIe&L6^)H%dH^)Bj!ugb=ZfeCrEyoE6+_m|jZ}Im0JG>sy{S?xOAHOrK^B)ua%a`E_ zm=&x$RZX&g%nIK4wY~tEdqAIL%UfK3LhP^^KsBrV1qbzYauc3fBr3+ zhF@&bz-0W*I&IP(ddq&l%11W-0{8qyzjY7w8I1?VK$=VjfDF7M1jzJ;$Jf|YGCq_~ z4GyY6Y}}cp3RXg?pflqVL|>B_JeZLY>3mzHP8)PrYy|0eGtsNlDtAH3Cay=$C+Z&Q ztjVQpo`0T58oVwHs_{lCyOs=vD>khqzB10};potc+O_cX>R|p$U#|e7Fc2ZWVzWW^ z@O%`HL%%Ta$B#IMj08V_L z{Q?=99pGsJCOdoKU#7z@A8<)eTR-vw$^adl^P6a*0L{IjqkPDNp4s19G)*X)T(|He z$DXGX6-U#c7$Bf$g1>LGb2ElA-z;k|+@6$VAdq+884FBWC`O6mr zML`X@*fw`#qW{8?IA887tauYmIQse`ln

KtTmn-{U@J{eq7Uj*jn%cQyx2m)2() zxP89?}qT)bFhjQ4BzIuG~$57+V)V#iGA5 zz)WGO!pFn=w2y@Yf8C{_nr=lpT%acx5Okbh2(ulMo$Jb(@=PEkBuxACS+u&kwhJV^ zk`AL+`tj&({#7Bj4N)qpw-I+cT9U+V_t&OWaw4(`6M!J=yotLJ-3WaV#vp5=%ey1I zz3t5oGV;c9rpfqTxDXZ}KRz*$Kcy)mt6mGU8qL9EX;5DvmQ&4a%kAeKyE03BPO0b1 zgIdiW!GM~P4R@>Xp>2Gu=>2UcMpNTQ4%TeI^HPAOh8`ERVq8ctPqbx0pACM=*4Ei( zqX&~nVBYB-IbZZ>cQt9PN zn`!70+4CHu*_J?Q(tgg_w(i&O%MaU=)DFK4j8?lgIoa@Ys%Y;++T-s;fl9 zdJ-0KZlLM#ce3^U&StkZ?wt;W^m zx>~@8#_76tS7GbBI*H@3n+)_T1{EW-k}M#`THal-K^2&kS_rr1Een^Cl(qSEdJQpr z>ZZL3m44(VT&1s%-FNg^KKG~UvJiPU6bbB-6W$!(*z)*9uSKs<#I6M z={5!SOr530o@uAl@aU;!M#+_14QsJ#*9xc24~mc#Sc|Ne_>l)L!;}U+Y&&U{?&wxI zX_{n*y?7x?DdZzodRjSjRpQAlUPWuq-O`H$EG7ynCC@u{nl?BDeCG44?ONL58nr%C znLFkKSqIl%=aY(v+2UhD{CC$1NMwm|u_Je&h2b|DVihM0%{reL})S>$Zs8+Ldkizjc-tp_pzXUE!SiGt~c5UUE4k}H(sw+2e%J0sc5 zNn<{>l<*+(jk@!Q=(9rEHRJ==&V04%rpAsEuphB_%i7Gr*mxbr4B=xRF+|hJksZuK3v$PmX3tjV=EL}D< zIf>!4U<9femq+%M^S++bC+b|lzd|``Hdqqt-2eK0v?PDsL%@NjuGmzW2s#q|#<}TH zOFC`$(tNVJI5mRHlQ%bADB#0Tw&Q~JOHiFv*kb6=8&M@ONZ;Alr$8xu%M8?*4k9hM zL4Ez(FalC$*y}_m8>d?DA5_v=a?M8YEl&z5=lT`eAXBZGX-dR8&)1Nmwk zuX3&MNhGZ$aSxe@Wa9o>wtJ=2h45)oh(M)T3PdmWG|i%z`d_%vi_ahX7MPTNv~nin zaD^9*Ts%I>-|%ltN)m9jSXX5MoYoP4+|J^b{r&UV5cNW>od4$2I)_O0f~n{Ib*c?{ z1yfb#Js}1aq}0Jfu+;~7>B@el;~V??mCd9kQGvv}Q?Mkd;HA$=P$tJVQ||pid#x(3 zbam^|oQ18Q6;bTiY?gaf{hf)dxhlGNk<MmWP=m#V*qE=oh5a z2b>n|VfI}w*{+=8@tI$Mb<@gC7UV`VM>ysrQhfM*q0rl_SmEV_A)2^Mc>xd7!hn1vm7sWk{v@6)M#`_;Wodml3+u88J2mMEoU)9vj3F=w@k z=k`6?M`|(C{v(ZmQ?fqYEO)MpooT-3YFJS?@0C%zFSy$uK?=J^PJb)(wzU?eh$F8I zmkkK*(ar}uGwOk+uxFeJn@(Pj$Z6hJlkxk$p)Wp*B97){h&7UWDI@MkIGohDHqNsl zJL7QDo)q61-EU92-Gswlh(&g|q{{N#P>hdldKSM+pU!q0^E( zAJ}Ek2g@6yi~XeIS0;8q$O(&k$#aMO4Y!mx*j@(*N0Koz5aaa6p<0d$IZaj>niNS{AY=S#^;xiuMZSo&+$P4^!B;} zWPn!z{O(5|Do#pdC9Vo*cFuKiy8I!npef$h3?wn@D-1}YhnW)kjiNe0e8MO3 z3>5fh&MB&c68NV)!IW)fWvrp6ObMkO8Vkrj`a^<14>sj4Sn;U?yVma`X6#{=5ZDROi?`-O#G!tB|SxGPI!!ooI`C0vQ z|MX=q^o#ymtDiQ6UX9cEYsl@iB5&lLgqB?_r*Ym1NG4Qc-=)IuU>v-2aBYDtNAy&% zUu7io-j~q6PcPYl(#urLPkBCU8k?(p4ucf&He0h9oaJck4Lud878SNmwZrRa|DG2# zRZY1V=%*h7lf?f{&o&5FKxx_$ziHajjlj6DIR$c!obRvmccKXHam>YFEXWN?fx95= zQ~LvmugV7hVZu=|#kUPR7hfITNg4ioI{t6afScg2_*?+}?WJKNh9D#j(gG133C6j@5A28p$R#e*|m(H zR5le1Nt;_k_vm`W!N74_KZZUFbIWk;zbqo)?8+Ft3d!o}?llRH0ySA`z0cD}|gwT%H zvQuZIV7hhv8WzTKMI+(#i~4~0_yM{wWsj-{7h00h{Y1BVQCc+Ip>};1v6C5qIyF6h zKQ+mJSrWgn-ZPH+CyHs79|e6k*#Q z*BbkJ2d;azuYQxX%YEWTYs@*uYg6yhG?yGW{VrxhvZtHh3gO(u@Gbe9y1q5E-V+x-|A9n1=VwLFQ`f^4=x80JbiShgRMU3B^skPDZXfl~ zvoc>DivLMKZx~S8`-8A)NkP(S?n~!4eC7xIwb%X2d@4}vi(G+>h!-!5CZKaJxv79+ zI!Pc=Kh!9J7<~gDFz&TnNaJ(3(u70eLI^H~j!ge^kJ6k1OIgvn3OFQf^9JvrZ@>bF zB;N}{sT;SeW}1WE0ca@W{l_+IHXQ0oQ8I5iw66XGhe=UGO(X+2peaoV{m&UHo(6c= zBL#&CplM-2CzCC3Cf_DrOjUfx0!knF=%uW?uBpBE4R0CVIXxZTD{tJV8Bo`)_E3`w zrc@d3j4b!;qnhgs73X*Sd4-=L<%GP#3g*~1uaSHaGvyQU7nP6KZ9XFRW7KeQA4Hz@uVNqhWVU=A>>RWO7ZIe!N-<$HuGLu-a#0J6;&+R3f9sTzFVIpQZXX z?Dm{gS)+Wt>rj!NP`Tys=#tB$LkxzOjB`{U{*zd)3uPayl;uv|qlwoOFW4^K;d8w-I`SSt3Ujwtnf- z#ktV0Ek~u*L5HQ4@JpDNFTbKN>fGAiRojYSY8f6uObXG-M11ExuwP%(MI0rMZMj|O z#egW^mCFksBVHb=md$~Aya4gi;_p~AX(~^JJf-!7eGJ$_IW=z*^@htKgA$dVU_g#; zkY(Lrulq!gL&hvIZ~D`D*FTIwfl4{x%^ns8h8Ejeaum(x{(f}kf>63b65A7UKP25j zG;aIL0Kb68iXl!5Yr5&Bq*w-59qv>aTqMWYCK@QBd#`#lmjhE~^1bkI>+w%2wkj|Y zjIOw)B8vO#ljUve;ccdi9{9lIyk0bfHeR2zk|GkY3hQEaFEy^CB_2P*HyzV${ye$E z_0}xzp6*QgzJ6o^E_D|5hf(>ZfR^-O1@IJ(StrB~I-+|TlKBDGRcAQU^GaL`rn2}i z1t3m);$pxBXjN;ym-HbV2)ZpxqSfTvFQ<)&zsBG+(<;52 zbri>3rzzD~FlI)nk!#Ij+#Rc{A4Fw(qO+M$19KoXak;^+pdhzCq3_9SUA$M{UtK?X zgOmp1>Pq>*?eVshPa1T8MdfH^WT?!RUCnm<8|+*Ev_H1B&e)0CV^ZM;pH9W(P%XH( zriy<<;oY|cn#hKcI^F!sa>b{D3AXhg)ue z#MQ=6k@{@?+pn)Kt*1)uHos4In)^v=+#As`x*jF)nzv9Z7q0Iq$I@`BMSX)ZuXLer zDg9j}w@-I_&eMXACrH1SO@Z+m1=(^PB;uWJ>6^74>8B6KU{%!(^-lCUcBu~={Fv49 zqKCm1>3e7F7ri#t!sTN8nJ)Ir2p#{RM?(sjE_kJ1MS3F+P!+Og1YpJ~;*%V{z_zp-Bp$&b$4q(b5)_mqRLCZt zVfMIk-XmR%$vA&NbyC=;rhLINq0viCNUBe9LZdU+I~7u9z0d&i`G4g1RA*2~g5}x{ z4Fr={nzhW!2{^9hc{EOm)4eBwgSc$k3H@@Dz>w*-5B!chGaNTIFS5-5a^WRtiZpjBO>jR0a55!Dn zuW*@BUbl&H^otfJ-QIN|V$zp~u8dNe+oe7ljvhJ*->h+;EAfDPwbZP%%1tqQgG7Gt z^mv&DRS8z)ez`Z41{_zFa%}$~)CiWN93EnRuT&-)X|ArTy&y!jt_ z#kCuC3aT5|iwX>)n$6UUV&ZTQL~WfdY%w8#8RcvhHkzzbPn6ViF7zh%QU{j!obGMA zj~3gc(&r&1Tgb}4agCH_>%oIy4Xe4Zd{}BG9K=^7d*gcYrtZrJeMD!-x_Q+ss6e%Lb<*mVQ8iLjs?Uc=ABxB*=jtOS(RF2 zr9in#A$(Hts5^GJ4oW@eIfFS-=OAI8x+ek67RCCyVP&b-Yq#X&Q-?-0DU|ukb;WGx%m-7$1xEYqK;Zz(q$rq3ykWO;PgvNMtvu7U;eiUZ2**oU-cu^pCLEPLea}6MFF(x%wzlQxJd%q9K2Q~;5Otax zRwl|M3cjw9qaYusrT-Y3D(X{C&daD{*FurR!+aX4bq&jaTKTz33vGii zOA9`PKhu*myHjA(f}AaR5k^Af1VU$;kIZgiRnBvbf@Oqh5xXB_liOi87Ev zSEuMc#@NrA`;pJqHWc3DcgX1pxu7n@%chmbDyw0(9JO1q3tZRn0_O)jTKYIZo@w0CNfxW|T1t^w=pkZl3LJwMXv@C)$*%Rt zWG~QGI6fW6ao&8Sqp{5D2jNMLd9KOo!DQIgjeU(&!Pi6X%~I;qGn>B*y)niz-3}~G z$wA+CfJ-E6Fe805`W`j?5WW{>64s=E=T6oZA)D2S#llhGQJ$&3rDpU+I@wp`*a`p> zZl%ajZv9ldu>4T5_6GGe6_+jncJsX$VS~Mi$?furGnb9*Xc>;CceW6#Z{5{NxuU1X zIm+2#T4lDG#@i%Jpc)6WN{(t8vMZXEoW4q_Y~_8JFUaJjnqtU*vN@(l zCmr_awG0t_N#sl^alAVJgnqHueON26XT2ph;{$!2g0)bk2oZY*~~h1O<-ar-hfa&=#o;DC*?o+v^kYsD6asqq`ZX$Ec)} z{wkK=jp-gcdCrJtg=yvuKwAwgT>preD=zh zmWNcvl*HAFlxN#9KZZ}jTO=uYp)0cAHojtUYpK*? z^6XNAh>x<6zK>jzm2T!Z=C#GIYg2c0n7?rI0;_!7-fH?xpmry+>5}u2*()AoJ3OgJ zx&IxJ>W}nJ3%yTSlP8}tmtD+^SO+=l9;yUt)++ZkJ{9u&$K(1TkqU$XjmtJY9s$5!WVK&z5tw1>r zY$hzu7UtbWGay%_?$XJb+OuyOwgk02IZ-^l+P54 zt1E7LN1T#4*7cGogF}-ZGH2wcXrl4Q;k^0GYK0ljER9OTooYK@{0^5NxP4mFtH~M4 zR(=g_e1io_`m_flw!UoVJS~q~MH;Lavx!%EKA@k(n5>gak3YPE7tGonQ#8W+@d zX({vA`X0>f4Jv$kx@T)5Z>Za~VDK;3ZOii!0_OhE*H;VTnjG~Zo)Jn-J;$o2Dkr>1 zRC2vzZ`hJ&`=u|e!3uLbwq;IcB5sq47} zq7>#rm4&_2c zbn9JuM)yw?M6{X$;W_YcWtv>vZmsv--8~Usl+$?(H}L8=Jy?+ye4vi<_NLOyI!qp$ zRpxrdf)6)NOH^9Ocm^w@dlyd=YAv*?VluocrTd7zAL48gsWxhIsV2iLVb1wrs^(SW zoBA77J534N%qJlFmR+`<)?<(DXk8jzRUV*i68~wv8AF*&kij4jkqSOUb$PVy7kT9@2lFaXxEM&XA`pup-E-T3^amH6M7S1k3>@)kM^` zw&_K&?lY4KwKA~+k>leNNk;-E=7bPe2%R*Uk9m-%Ymc*X7Y4(f(T_MbF%Bgrk6A$8 zY~3pR2Wj8M+)I|n=g8Hc(e6ZX+usq2r!74d_U0I<5Fj6Sv*3%r*nRWfq_D6|B&Tsz zy@}u?bUK}zcb5MC{l|&>f{}aDvu$rt_(S#-&Z+JrJM5VD%F@XT6^*#puY@4aFrBGH z08eA_46^(m{7zKt7piL(;CV(_eD~1%=;=ic%5l30e&!||sV;fOb_sxMB;YN+4X&$K zRZIl2Z63`7Y*w2TJ_*`_`Ja|A#ywy)Y5;J?yVE3?a#H8=Liu>ot6m=)XW^Rw~XfZi&C@+WwA ze)wM-qVD`}o(CYn(?DmfSLZ)4{Q@u(tdJjHZ=*V|^uO$UOM?QoO>1MZJSbuF_s}Wu z-ULmz5jBcpUgozezH-CfHN51mOXWoEOeg6f2F9a$U}QA`M%MaJx?pR|YYmg?Bn1;L zZyyCcS=w2T!rX(`tg~VYeG#>nzD7~?CO$rbGj`QiyHGDgVH(P%7hdC;Win4uv0F1u zko6bCiqQCY1a0<-<-mp8H_+a<^UmP8`Jq@NsB=^2gznlbpB9F$lE4o_1TQ~ok>6hZFZOk{xnn%hqxBwru#g6$8?v#JG zKP`gOr-E1MUod5&G`zpOca#7y~NVV8`VbDv9J=M;h>!Q%ixrB`f@16qP*(f+koUhq_LzEl?OKR?y#ilSMeZa}l% zKL>@+`*=Yce182p`tLtl|L5^qVB2k;ZzS}ff3>RA0SBpv0CaGWc)@QrSy>DUkl!P0 zSsCY#&izgH0PEO$EloP|2`T4uyBf;heNp58@kPl;Qxh=!0ysK@UGoT6k^X#^MDs}O zerAk}|1|9gfBl5wTc2t6u&3 zs$izWT$d!0CqOP(aqK_=@+cVIK)BTE7tXp6-3FPWH`y zW#QNVNE!f9Pp@$DBvU@2B5rS`^l&Iws`6?76TnI)fS*zQx&rfWXaS20z|2)pKmr&4 zV{GVIz$+s83Ifa0xJi0-0aVl75HpE3=^>Uz#I$7IBIkd5l}(({pj<<)cNNw7Uj2g) z(%{8o{1`Q@2^xZY2QmLvWadL?fbnPJi$UYu0I;j+YIpnJxQ4QC)n04??JkbZ{U)5t zXz+ljA0c1~KpOL-Amc_Owf`8DVX~+W@(Dcj2zawzUkYSK3q4ixpF`tK0D2dJTYx^> z|Kxd(=<(pfgU)FUO{>OjIBmk`BmDpEPfwHi0@VcbjO6GY0N-3a?c?E@VeY^Etr2>* z$T%;;ZghOGsgNiBUvqjH5=RP2{C+}#o;5&-6xHS+3W(Y>krzGL=R}LG^7$1H$U`=_ zu)ttzOMQ6Y)&+<6H9ro!TO39&mjNn`Fx&rVb#Qg96r->z*8cp8mjYX`bxmC`FM-zj zt!2`Zfb!II1CTsPB$=Gi_>(s-DENCS8L(#0X2>TB&)VmOk=) z@Wa7(kX~+(wNG0fa@%`(XSqL9DrVc{Nn8OU5t6{hVzhjH8J6i8vpp}Llzk0S$gis& zbUk(`8R==z8!rNF0KWJIC(UYLI74MU{|IrOzX$w}!%HQg5Jg_%x-*XBRR)FF98ik-fo>tU`CztdVWNCeJN7U3r7SA?A}EP3z0|aCd0;NL^CN$% z!~EBRi+yt%18LH?-=&B;oz@GP_6q7Ycug+FJ@1KANqA6+>p0m>>gc?BgqhjZ8Nm@S ziGbZ+5gIJ3uJP$QEaA-POSTbej^eTIw3?`K{IcYct`ILF zM3p)J*bvkBc%e^UG3s7yB(0|l&`{-~*>u%w%FKsTG-)H5HSb*L6!Z@7Icc5UzZDc= z;hK0jkvn(!frCekktl6EKnE3+R`rzPTakLykR_at*K@}+YRkKv_29CM9EP(cu`8BA-l;#R9JF>XFi-CKtSS!@mvZEbB0d^LC(!8;@(^CPLi2o#*eFD7WhX>Y@m zLTz(wxo2m-FXK2o3uK}gGopIPSU>^J+Zdq6%(qcz@^a@f+?@Trc#rKsE$qOB>@it8 zTEkzCgt}jjgf|)&P1^iHNTcROE zBKDW>cjjknxR-Isfe(v0_w<3SMQe;bvr^rg$$WhU7L9yZatqX=HN|gPiovQB1B2V{r6=WuGkz8&92HisN>Ui@K+U zXI^=DbfmRf>oJ$(u+Wh|kS;Si833HkF`?6K;^dAZJ~Pb{L@Zi&D;m@k*}=ICT!jP- z@?|DW0zSu8AlE%T!S%(-`r6auZH1GA+2GsG_Zu7Cw=)vm=VR~ha-PAqH#Ul>Y&f7d z5@Uz%%^H}zejLfH_I1;wF?O}-*tGd}#y!{lfSGq=m9{J(QRK|2-ac@jS2to)I`Fi| zZ^`{NvuS-Yzg~7WZIDY@?Kr23FbNbZ!1r2NN8(x_gLJn50RCPqSB`YckxV>&dG|WR z`b0SGYXp<>;!7%nXci$yM36ewp$3v&KRP(6@#j2!$Gtbx^s%jvub)|s&Yev+^il|C z*X|!DkkO`d(re`A(B%u;yFzwNJi|cHVJ+wL$C;pL2eWfdgu#tQueo=yys0!xfS2%$ zz9AF6*Kb9jzzj(_DY$M!A>tz@Vm(!GZGk-tST32hEAnpA$)tVtBL|6=VJQ;t?^scR z^sFi1#2VJPuz)@hTg_21D&V|QIk|j8ZQ+KsTEqDJ(Q401;OTSt@{UshvO_JX^Ac-E z#djeQ$Mj$>%=pM_O)!#4W%MXyX0ac-YcPeYx*s?y;I>#KOa*!Po}|}td5d^Y@*sx!`m|eS1*Y2 z>}@y4iLl$P`#fWB!!w5}yrsO$z226XblgnOIVIU=s)e4&onYMv+R$s^ZuJ@&M7;D- zk15j`At_(jueTVj3axQjA}mP2fZSO-dPN07Ei5Z}tw(Z_pr;ar!&wE%FR>(-oSUUl ztlA6ziXIu=PIPfJyFLu?is2#y@mO|4jeM>2C{}H)nGb%L*DRV}VFTQ~iFqWbtf9^2 zlJ~T@`3^@i?zU}1gEvx31Y$j^x;@{c0W2~d4>#(jypjmKN>L9O4L14Q$V zaU=@&el~f=!eAZk;`{S6426_w`j0FL?k@QVCiapgX0t%@Q7K)eB{2GlCP1(5Z?z`ZD}F2|^GKvWYTHg-bp_ zqPgUcbWtaeD`Kivf18*M7V&o0X=%$ClypDC+|C{}&4WhZPz$LK=cog=H+;p&bFP!9 zek`q8@&WB6g7PYS zika;hT1rk*#}*#(ax)BqSVjsr#Ad2@i+r5#)t+{;Gun|d%16W=6`Z&v@a98rO}lx~ zR^e~TvLs^x{;ikmjfI=@WJx(r(3q?#(Cv`zNh)Aln!di`lFN}6YCFx_eSp<)%TO*$ z4^5W{u1}O+B%k+rzIJ?O4%?BQNhEd#p-)~425Vg1;-5OgUN>sozo6oHhF>>X?H;zh zi6m4Bij|oVT(#JX?HNzvb4dEJu+9!_`v|gN+l(iUXND%@Zpy%aIf#7eqgC+}+8HWT z>oc}pd$dcP#WUrVjtcN(ikp^fP2~g~CgZVAh9F@5`p}b9Fbig1KV9f;c*T!0Jimcl zoL{%!esu!Kc_>4Ue9T3+)3kpHzDPEWxr@EAEODG2WGk((8cB)cu>?kUknwjhGs&j}h)F%#>jM>GnuR<&+OV`gGr;Y#J-{+%pHn zwmel^yPNBNt+8xPm#j_&@-qejv00v`mQqdCQbV{}Labmt+Lgl<5(M7m7J(p|CuNI0 zNBOIc(CwE^w852vD0KE-&cXJBf*7`9Mh0tk+|x( zPGaj{B1;y=WOSLxb7tm=>r|d*=Cx?HT#0bkd?bRfBV0t zvfi^Yj>k5Cz0z8#?Sp~oFb7gR07O_=kf5mC>=tlzM@3`&rcJlbzg6`cqu)DW#HDw#$qn>Smgyv1`o-qF>BX8G4yWl z)dfL~d8a}yI^H4_cw4GVLF8o$Wq&F0kWsEJsgX*!A|rTbxC&2pKjRI65&us&Iv zu_DQ+dw2=i^<>0-s!NtSn6gmcWuR9)yzENx)yh+@qx zSAEaL1*B-3?r1)dvl8+7uG=7|L7)0fK`Ox5Y2B`4Hqyt~(-zdXDC+})vbjLe>{Zx~ zwS4HKA(zB2CGlRca8jt|b#3=gb1tW!eT~DFuC9Sed=e@Qff}RS2ATRkfRg**3O(B8 z#SLkCl|HG?fl)p2*+u~_u%xpiBy~>=zc!SDKP6AIG{?D%*dtY*)sp`Gw|yoPe?Q-s z0a^<`yP`EtFI=!V=zWl*vA+6vU8Q^Kg5v`F&<}R%$=Mjquaeg(t-PBI#WGVx$TAaZ zT{Mw05sWrHY54ssdh;>1>iMu}*=WmMIBwD+k3Mg`@~pF5l7J@NJCbWgz=`uCH2&L5 z@}_pMqL$OgG)Oj^Q>Br?FBx@W@0W#)Cf+0M!36|)6Ju0jw`xBq(Q{^st%g(zC7pr_8UXYXQZV@uwkNhJ)MbbKI>H5c}HwUEUxxhF`G_BI&IKqGav2 zhAm7c+^S{V5qajN3tG1kpkifL_YdV_E7E%P`nYg9f01#uraoOcqEvHcdGj9%xMu!y^yIa zYwtxo4=(Dbd1FN#TDYD^ANVa4&#cvQkIXE3r;QjC5^PvGwqWtjYMCyqmM4eP44UH5 z+lEo>=CG7$ks@cMarf=RK#{{-;d)Ok1tqUi()Qew2+JpE9;pZsp2MCW|KAf%n>Y^F4o$X?Li4gW-D&_ zy1V5;lu*L^JoI_aS@Wj&T5t&(BcT6DYfY^C(bX-k!*6<-rLoOKlv1gtTQUP1`$D8Dx*3u+*7Z7k>_!$EuXzK$C<2x@v)XshVahJ965v{P+?t)^F<{oi2?+QKM40uP(YQgHs zX$iY$sTpRP=q?FrZI=T7;$D28P|X)ct}$EGxHh23t%gd*lTd7vn4Wvl zh9-+u&WI?U+^pEpmgBX#X#I-iGSj|9hRcwkB!P6cRq9?ULzBV#`UPW{kmHj}+_T&6 zopE%fWDvJ@fywSVgSGmBOxesp?TV$vVuIxppM?+`>msKF^JlH^(_)r-4DFzbFB-kp zC;O8;6{Os=Vn>5>wPi>LL}*=c_Zg$Z6&1Y7EhKW6W>K-h!X|GM2r}g@JKouHSLv_Y zm6q`#e&$R|E_%eq9*$P5etPlwFIL?Wz5)36@KJHQ*-*TuK!!l#z2Dp{vM6Sb!5(Rt zL5q7sQ!vP+;d7PSQc2W3qzt@3A0C4*Zk4(5ut-#-6fpag=*b3+ zVbFxlniG^Do$HL0wbm+E?HRSrYDZ3} z);LKcbO?yEm9taGc(V#?Y~i@u68?ujT3Y0%f+j7yE<&imOn2@GZ5#vDDWOs-FKdb(T5z!tgnW&BXU_0%iIlaye5accdNWn0NN5a93z3nW(x-~}6P*LQ~J(3i%DmhKn$b@$)po>JesMbr48()rbN z8+4EC+6|lTV?*C}g8GlyHL{=gT<7vQzUyp0rKQPf>XB1ZEl@SHJMDYqvyr?<&G(6j zC5l;LZ5(#VP-z0>+z10A=de<%`+xW&;FR`SG$3C(#AaNz(N}!9T3kDlec$j_v@P6r zD1&ussp*m}Vt*ccq?dAxNgH-gVTViK!;8b!clYj6lpJEWomxt)0gpo=CT^)Y;0Bdh zq!G#Zm6O-4U;C+<95bGHob1B$*p;7ry#s1a-geGXt_~w>924!)s_6eAv7HZfitPak zd+=DLc6*%hQ?en3D*PIwSbN$Z2J&{ZZ*4F9GR(fhe_H02eF~zoX#;L30~PKz64VAr z>04kO04iJFR4hBra^p$H@=$>}IU^6i)qTL0$FOCP|EM~4BVlKFi|(o(^BkfuN^}2) zN$!zMU`T9j_ijT>z=ol@`gBQ+c^l`)k*#6-M?>aLIV)XYX?v2vUs~)haBF zriVM{w}bOvYm`3E;v$LABvhf?vfgI63-r8M;(dNiPmJ&v0S3M|oCf3VIf@NBw~SCK zD)8kBmVtCOM3_gh?WmdCcU5p$i>{+eM~;_YlTE~`0FY=_GH4$mu> z&)n=@rYlo9=b{`i)N=oDKm&7ogWXyRDAGEsxc!?Ui&5Nv2gVO7aA@pLp6sYk2z16X zM3-Mq!?t?F&C(t$Vhta)g?D&`;?)hki*>2yRnz^YfHDoe~- z1oFe#rP|NB?#iFIiZ^&+Pw)Y@7He+=R2Enmvq}8Pp$?+sR+NnU*8Ld$?g!%o)Igbc zp{?5d$?*jrrMH`1*mgacHb_-1moetCIACO~KK{SB`|7Z&w(i}dBB3H6B1(u#NQfZa zCxmx;fwH`Q7{Hz4srV^{8v@wdNdi z&N1Hcj(233S}tzjFsJT+0c}0wM$61;1iWW)ro(DR+Km)xzC6BO_Hd}s&Ib~!1wAS% zx7+>_USdF6@q_NF?Ur;H)2BX8bmXCk_!E(Os zjv+=FolYmh@oP|V1BY)8JE)2?28uV;2yOt^jlm+rkRq3DE$H!<{dkRAd7{nGUfb&%>cy4R_!KXu*xX0GcC~Of@i&(5LUp zzF>R~%>w0oN~LCTZASNWTEiGqz`>pdxV`U|TKbk*U>l!nGAFcK!xdMRnL{cnyafHv zWW^@3a+uO&^!F+S?ptB9@0F9#MF>Ez9uR2t(xF{Ja!ua*TY*=v(p8=Z}<=9KYS7t3(wH? zH%UM05mhR%j=JSiM%E@xWi63!y)-IS#k=^h;Ffmh-E|t#`A15XuRn+cKS~P$MMGbO zWiqWM#maQT`YyP8roQZc0Lr%p9c~~PJ$%GKGL4qCy=2TQLF zsn{*r-?K3Cf2#n)0^+oEDYzW%sd*Z+OmoYeXuTc4c5QcnIGY}DmxR~pSA_m@^`Ly^ zc1Nelx2wP&mGc0=!3C;eiYzK+2t+8|KTP}4jt*?=VBKv$!s+zvtRN~;IKU(F1~&HX zd?33DTL)=vGU2=JUvV5y!jx^8%tjs`9z=9`L}X$qXYMqd39x9MEIhq@gtpi}bd|$m zt0^#CqoM}tV<%Vsiicbz5-1kny6F`A_K^GhfLS}XHaF#Z68)RPa0Q0%!hpB8KJHYc zvs$85`YKyGMVMF`zrZoR?5t#j&x>`1k8qyIjnID<91^P;uG{CpDnML9W4-2fD0Et~ z%&I@;Dc1k-&f(U4cUZwf=2DBHY|i{AsJhEp!ct6oSBwjHq*AYATuTcun z4g3c>6Vv3P+Wp3?%1hGZS#%cj&OD-*uinf}zCqGe6Qkyw=3O+w6&Jo4rkk0fkfU0Y zje+}csbpgBq;xXwC&U>{w#-#W>#>P`xE@ViK_h|SYhK`z#V^SHygUAUadnLaf7-T z$ArS~z0Ra<_(bcYkgZx#-Rm)C_WhWQBZ2^!2Z;mfvI@pAPg1z)MZ!A_i8AA(><#Z& zh}b8Fv{XPfEyz2xRKBb$Hc-z|$-a0w+9!9Iq7p|+uOafe*$fVG9j2}jZ}Yj(;3^^o ziPC_8-hqGIzr?5;#G`62=aiPeDue&|S@@kNZMZaX17c1m2Uh_yV3-wNq=ZGpl?t{C zgXLsQkuQ(Z_?>1~jkBk2zL%TfPbvfD$gd*=<1^o!L2`PtyD7~ON zMR2;oFU%V4&MB=&8&N&Q+P+~m-AnmI7$$70ls}Sw7|&}x1pNQb1t0lFq|3%d0)Tqe za=CqrhQcVED{R|Upn%C6!%omL=hd1_+oQYlR4VGcyoPDTow}WpQ+!w{-p)Nb!+L98 z(upr{)+A+;(@IDgKcd7C-M+0ys}(}g3w8C!2l7VKYWGVw6LDIde{wA}bKZtw)&ap6 zg>03+Kjy!mQF*xk9_pj&UnF)ZcW5-%FiEAlx5)Rmb zpc}ZEWv?00FSOw8)5;s5{?L;q)-A@`P|Mcs zFVGawg{> zT4cwnW(K`@;%Ghtz+`u=54yBxb`kN$Pgn3aw)Yhx_K4+5Up>Qn^s-iI`fFQap4m8l z-qEGA#S;gIj!3(5$HPi!R4}ulxYgPyPn#X1Zd+f`GCp_>nI?` zVxd(ef+Ns=7eo0A)OQBu?^#KEi(winxdKpGW}PJ+V{U>&_|tYicBVu{TJ4q~Dd9j0 z-@bjbyr5C-K9GiuKB_PCq5j0{-+FW}|0+8|9`F!^V*(*k7(btfAoeI+{aeXFb+uvl z9Mk9b**xw4bOS&HU;6$d;ZG3u&xF6CDD0GXZ|#zZx2DVSLBVWfFj>Gea`6nuvWGrZnK-i zBiFFXxGmWzLO9NQI*vVxPD}pKX|t%)GOBlZ3j|wAj33Uas5pw$e&+|JKQRQ--hWc{ zLVs54!P<7qTxa=a!Mn9AWmc=>Jz@ueLOm%wZu@H$mvbH# zFiGba5}}(MOn*$&`E3=hDYwkFx*#B^2-E)uYwDbVpyOTm`!jC45ymkH=ph9@Y6nn$ ze8xtRRFc~7hyJE%Bc5ohcG+>2QT5?&d6PGIOAf;&eB^HN{-XHZa10ar59faFw>={M zZXJ8$rzL<6z*EE)AE}Z5v0m|qCHR`%y=j8fYeP;A;tGXy^5@L<0i{}q!|ykAMW^~P zYJwh-1eX888>^K3Icju3>L^k#2uTpbcK-R+9uu}^4}U-MA0Pen9@*bxmVKH(jcS3^ zy1K`QFesKf%2FA3NY} zj#Kh-qMCw>;v4req--+w{hy2G{U;fBapZCSn^^`1;w}D_pC1j(OSbY({=}l&q#m}EI0UUvzg=wmXR~Nu#mz! zZp#lkI$yPhU=ed9CJF~qt5w<#7aK>wO+nks`q$SFj*ktSKHfP3vUbMD7&piy69j#4 zGU`A|_QBtrF`10A?JjmV%-BQdX9v_>@L2GTloT=x3HpGqV z7t{|S14(mzZt1PK>)sRY5k;UYu11VK!o zhA^Hr4$|tfnJ=FJcu#I1N4+G@d$Pkx=`_aqNSKhtNOHM9%h(vO;QEzKtCAGd>>7=s zpk}btVL$t5cRA&;YWbi8JGb-cp{~<*J1g*n-QN6}XsSjwNfWbF{w=b1nFC>YVoc}6 z#(r9!2B>zo-HgX%Q7JWh)}0_!68910^7T(o4ms?1QdPwgp1NLS$<>g5PcH;`1jdt- z;QOpEV_HC>IQrBS088MW8G;wEIn%rflvqK^hlr(6vc}n|qDP=5h-wu^{6zC>?lbHH zh9(3(q0-L6!M6+)lLz(!9>^<&c63J>T<@1f2Eha@MyVi%;+5_EOe$1pJ}06IG$;{r zr&&rxuj}!%@mSl|7uq9ITuu*#0KP9jl&=kV9~2dHE%@q=ae!j<5*O-kKG&iT`l&LE zREKtXrj2>_2;PP6dRAEyPTbR6S8I_ z5RvsW1jUQr>pB6OSuC|eb|&c9JJQDm*+>9Rj$hNT2N`7Js|OQ=tpSA^!l{$w5BjE# zm?ve0CVV`LxL85#;JSOf`V!U2Plo*0UbhjSqY6V+8?H<~ZJ~ng2nl9PAKkstc$94-H~?oX?@1P;DY)W=L0`GkBiaIZoB6t(CJG~wx(WkNj5nbckb`=wmEoe+;wcWu!2_{yCam_$xVMMOtuj>G8&D+TL-uz> zesKYwf6zRhG*|${)uZiBUgLXTjgB=h5`Zqbc{E<7#oX++8?n@K>50sS{i#4g%Ni5| zhstq05b`rR8z_?VPU9_IR>)Dy3LqCnRRQ!a9YPdPYqf2v&hgKU^QYNhU$`7Sr&}&j zzY6y53IM7+4>d&Eo1+@ofGu8LX1x}z*j}G$oo71115y%=sPquq8L(XqnAX5`_z5W> zn|fvqMl_my1avhg`3AkIIMZw%HvwdH73#?j8X{*&@WOjdgfz3CWN3rB_+~$1V*dg~ zfriX$0UTBa4!#(wkz95?o|0`bqQTU=lFIYr6s6teR)z>BX`?q@!F{X&4L2eka^EX> z)Pu${7fD=yfcIvOa3I{ZJLAs_LT;|~$oKy|lzx8i+kJGdG8Vtt}hnviKLEzPr21H48Vrgcptz4q6emg!(#s9 z*sZT8&MSj?)(+SO?H|}7gY_O)7ohn^Zb9aoxJ)A_(w*Q^_h1y>e21CX7gwyL-EMkJ~L>G zFzaU*P18@iA16tF521 z?lLRnKojhbu+g#tOm;SIlZk3$eiBdzk*{$BcbMMwg9irg@Kf)ylBJv_FO0NMS`El2 zka`x6;mHD&8W$ofQ&+wo&1$ZCXA+H)e*dU9*ILTQ)2JpH#SIqfTEc+%s zsd7Bbui|;;hO*}}MBTWQYX0YQXq@!tesTGK+%GgXAW!R1ZnVK}x?Z}W^A4jx`$Z(% zn~NXY%XAviaXmM75L%@nDC3@Fi7a4KH@b8S;2>K&@_Q#B!M8l$9s$m&i$vKCJ9Rs> zQt{90iVf9RGn_+T2~IW?>JNM0VVvi$VXgB^l}bR(WVYH=??Hsr+@cmf7sH~MZ-6&+9n1snX?cr2_sz3hn z0rQ_9_!I^2Zy%CC1fW2c(oo}H&$}0oaAE!Q>U=?1zYLB-L_hWCF?V;6uJS+PkxB^C z8;^J$gxr6zs}cJzsgfC~qtM%mKflLc7dw6hA@-f#gdGbPbdmL6TtYwHc`l(#;tI&^ z>iku0%CFl|JtjSYFp>A~B35i$>7O2Lv~0-o`Fqa2y=&L6VYmT;^>T}M{mB35`22@k zib-+@(t<2zI3EMKE~xzq-?{+UxepDwj(qu2+#kNUdl_;-{<$;Tdj0K8hdipoTo2Wf zMOFb}cOX7o%*_2?DxCm%juS;XSp-M({`ijnW~3wPD(o8KA?pA2kgBEoypeXL#J?ky ze{PML80HnEQ zdt;%0cKs*c{r%CPAK=vU1hQY2|Cj5=&q*UaX>#ZMH-o+ZD|p)t!D9_QM*akj^v^g3 zot=5{U+PY60RbI1y4FI{`{XKH{Xf!5VjbA6Ff6v;52|TdWRzQ!r)|{Fpz%4ep z-;*qyz@#tjfY;+4oKbkN-HAshPUK6-D6-6I1d8U?sl_AN?)R6yn$nCqS`Hd6f%mT3 zt#VpP<;B0-b?%N=gHFuR$WzO=g;J}nIOU`*>0f1c*du|THj@BXp;*m{xu7RWjIitV zLN>Q-Y;6Ugh7Cf;n{;zn*P8(nt+(k`=D*tDg8x`=AbX5jifd)TD{XmXmGgDJG-%V- zLlefxTg)SVek=KfQP{q`SI7g!q*DL~lmXzSt0mN*TYHrVh^-)SvT5fIqt!;2#z+Y< zXN?RfUJPcJ5j?iY+xJN~i*uXmUw`NGg%V_KS>8{rm0B(Zv^c+%A|5X4Q#PHK=}qmH zEqTU|37b#=`}&o<4t=QZ;$pWJY@(!OWSfBL=;d6?mu|1Q7Efgt5}Sl-I2yG^y@$c6 zaA0#33^#{Py_%1-`C}iaX-$>|&`PUy1=-WMD3HO^ST^mQ#U&h0l{{@QTj~T=4ot5H z(d9CvhYT-@R5%Z2Src>Uj|@cIHJrR+*A{jd7BA#~I=CIP<3VD5mRh{ZnSO#c2WVe+ zoX+5n#iH5Na;o`kXN1MduKyaG-vjm_`Kg{$GNGD1fKdAQ%t$K*-yI{5OWR-&AL#&D z%GxM{?jxDGj$oPH<$jEw0f0_Z%4fdxCSo_QHPmUnu{~!4;zrACm5@ac zY!3hoIhbk5=Ynx4OFOr3m>sQfz}E{os+G3g{ZV9Zrr*-OQmOM5BCd35IhvkteA{Meo|xH{{B(uvnDyS=He^BuV0R1 zw>jLxYxIL}IAZzLeJl!dcWuB;HevKqwF--Ak7-|5$q75FvW6e=YvHPxktXiP7@k%P zGjA_TF>Z507lbBg#662ec9o7|Rqpgwh?kYR^#Wry0j` zzXB+9`4oUq=45(=zo)&{5P>dv37XA(ixKKeQFp0OdUxnnDUx(0T|Fn;N)d2i1^tOr zK>S@-ZE_JWMIuH%WR2Tu>#MLswPF>i_-H9?pdzJeelTwa26cIRorFizWv#oY0E8K- zd;&gbFC+RGlf}a~KEa2rmYK~qy53G$t&U2qSHi!D1j8jkCaQ4%i8@3gf=9+;zN27a z?t7qeRk@8ED7W0z18oyKqF}vA72I@y!p?Gg^UaK>b))Ypr}gmLZ^L~wc%1T&{O6y3 zXCR>j+&^o%iwYwYw_nLK9GdSE(83+VAe57UJI+Fn&8o)L9?hsQ;aD*iZF*!GAT)*VJ&v|in#C+36LKtuC|a?PRqn8VH$TiUaV z^;Dsf$Is+-C?yv+l^fU;;Ztv3FzU8<$CHZ|+0Sjged~e2b&Y_b4fP_V=2A|n1|NE| z3&o(ubzDk=p?JmGerkvP)qw+yz?EVe;AP8<4HwCl_qqpj^4Yh`EsR$k_a-X(yv;Wp zNTz;ftBh*ryC(%-tk(#2GOvd3fA#dml3%9R8c(ti z;`C~kh)e`9gkkS{4S&LPFE!Q+pAc$E!$BWff;Q_!xYSLD3>2spD-7NV8NZwRKE>?c zkdIaP-vDT5&C{2T$%J1Fz_u|KGb#Ae55*XXB-&;nU=`rVg$7f$eL;_5GLGj5WeeI7 z)(pywiQ-YisH~{h2r}hq!-wQ&kAQSE|<@GsiP3L*j1L1ul+rqqsS0dakbv@vuX9>T6cy&OP0Ep zI_v6X050GWB}3p4Qcp}NkOf^S%U+eZh{oDhMJ=C}Z8Kq~Tx1|S0CcsCBxj&3Sw?0J zna&!;ake>6ol9ugJ(#H4LKZ+!*w^(8ZcLdVF>z|md<{1humIy41XBeHBz8pRAtF%} zMX-L;R8V+3xGLEeGE4Cdn@ajMI3A_psMmU$#3Gn;UDW5=K96}y^QafA7*?O~ot+%# zz?k)3t2->Wvs!M=3ioC2e;zJ0irbpwl{^%Ylgm5tN|&lKs5PXZ3}7{l_G*dYba7?A zx~4a}NNTuKD3tPe%!t0u$oIx54qNHw*nUNCoD4qUq;MF+JIpK3eQt@3m0RYA3;;nu z)A?3icbp053RO^>)bFh=8ceU@hOKTfHqz#*TwOQSUly_wpEfY%|g1WgIdIAt$LHe4yiuvU(_ z0Jk4GoV~Jdskfho$$)vA>3NZXyiDWPoI46DpZ!_cRg=mcX_4KPaXA|}eASVDyTOCK z%?Xkg^cEtoozY;xIX7G50ln3rjTvBmgyo5GxA9K`|9ob z6^};Ua*ebp0NuhdOg!dZbg}&24&M$S5)jvYLA!`*(twy4arkZsK! zZ!sv3gOZ$VQFehp1-2b*auOQvd;Zv^Ye zWYd>+!j*JfhrKm9s17Z&^NJqfIK9{M2_27m<|gh#P(fTkz-t}k)Q+NQ(4VHO0Q>ft z(Q6E~(I{(ce?oU>p*w+q(>b0x=T8$>Z=t19|&9jOL+$e#cCc?k_Gt-D!l zw=tjmg7SU%-pIPaczQc-){E`0@7PM|x#siS8Q73&48NmRboqOafQu+<0$jv32{Y11 zLT<%Kj!mUJ0t?UslwNNvTne$g3tl?_MQWqA<^*Yonv(4L&0eXqWqVyvLUqM@!V@mTv!2UDfAnz#%5`1Md(+pb{h z1Yfc!tv*nrH!a3QeWX(Pd|RhIH>a%lwPJ~Vk|x|#^cHR{J&k@_^k&$6TZE}Qr5LZt z>rR`?m~DFuhubxV?iY2q+BTaA4|keL9AvAM@cPo^peBu5Lmw5bm9OFwf!+vJM|*2& zplGx-3hM8?L>vxgoxgzN-4Neb550>d$;Eoz2{Z;llvu{Wn({JB!wDg(RP~vI=Aitq z!s&ydgCEFR7{GKHSBmfH@Py@dqG`7d;?eTi({5CeV47sUEE5S#hB)b|g|4c~XDboY z>trvh&g?8YGG>$(8be#6=dYm4WlD}`i_CBU@6B;{_f|!IbAJvC%xjD{UDZq6{9WMB zO#fj6(G)*e@f%-Zcs`D_&SM1$cuipJKLYICCjn$8Y z*QDe#x{A;kDyH0N1J;T>m4rno-CTxzcA~wN;fRikMsN;GHgtHGuyAKvJDk}m+-Vg! z`CxC5zxPBrE>vr^e3yXDHdQrF3(!QZkNr-a97YEGhz@0T30aC4Vz{hYvd1-wZ+s7Z z;;t&z@KG%7Mx$JTjurf^Yu+u z8LR2H=go{8o*1`0*KP^jjGJt#JiJ7$vP5Uvm0T`thXUac#A$mHFWa%k)^&d zr#h%gbp>%(kH;IJY-pUDQ?&=9!Lot_`=?j^Cz}A%a>w~Y z57w^5xZ68xhwu+G%{=YO3ykL z`&VX5XvhvGHcM!TnDj@#Ij4=8*1E4!ws~I$bnI)IXQf%vZ6WY^QRRYZ0Z?;VsJ+a} z;dE38!M+bVn>nVb#hEi#!TSl*7=zohj9rfB>O$F+u;j#qGHy|4_T4o`%OTZ%U4a#;amzu2wyze&%4$@M!72k0> z#tKq=Q-{I~+@(0c#2Z=FfrM&6=X02C7wKu$*d#D;$-2_}44Ld#Y%9b>+>fk`(Wm{ni3{c~SJ?w;y?m#$Y8)1E^*O-3=&m9OvgWymPYQ7aT~X90hXfLAAo;dLAK ziXi}}ol<#q?uKSr^O%fwb-ZD`8=T&c9vb7Yw;~tgd}-z7t;e$T--?Wfi$gG23Jr!- zgw-MG?A!BH3ZUuW*&62sQVn>37Y>%`c7fKhHK@i9wcjU99cIoL z*_WN9Z<-l*iAG_Cbj`tnGg_j#Bbv21KwT>Q018A#(h?r4Rq83A=?}$+iQJ-_f1|AO zPqgsIUh(|(Pm|*QpSFn`qu&B)6lx7{lD9{y59I-gIzIz-_SC7Bv%R2Mub{u}__?R(tDErNE9G zI?xUysXE5YjY9$36THF__G%ThHL#6%^&yQB6kNatQc_f->NA_VO3v;XPvntKmV+b+ z0{tOi)(o|}%VIA3v;stM#T-_883&s)oU03Zja_&#LilRsj@(h7R6{n(~U66 z8(-mYi)0bxg$cMUOWRl;%v0_;OI6Ue^fX>w*(0g2IZHit_Z+0vXoKAjrVdhQC+J%# zyI-}ZmjW5o-Rjj(2c;k3E0k@#maJ1 zsc6a`gR4(?(Q=w|6$g;fjnB$+OiDL^=D%Bw2qQI}bx?gM9$k0~~*wQ7^!x zbwD_ymasv!b+~B}A)`wGnYfWc>>b`W0oO?mWk|g+H*Hl^H82bM{MjJ~$%;__RS`0x ze?W(S?@1k(L6oh!V6%S$0nURGU}BWfDf~W#(7DhMuroKN2}-l3JO%x;3)=#FGkz8e z9WX5X?OnFWD{tW;HPT!_7f8F>Ir@`2c;sA$6Co^Tsvd2`SwD74te7QK){7tGS*r$-lAU z&^?N4eGL_YDWx9xM^u^5d3UIn#s{TId)Q{N!nL>_#yqRw;5TcSp{l!#TnwG=2%OoC zu(RO>^k14aZ`=aPpld>Ilb$7Qk}%{fp(}vDpK57u|L5={rxaxKc`-m~(>(H?_lRcR z4`y?r`pExw{>s+#;+h*FkjCl(2!+*56Q;6aTj-NukOpb=C*h5iE*5#is5f3n*Txtr zGm2zZ)*>489c)ZW{Xxkd;es3_)+YQY!v_I7smXBwkCQ$5i%+%Hf@TevIABdUVo4&C zT~F_U?}GfxU_8C&cp04RL~LeH0r+gC{2V0JgV-%}jtS~8S)T*Y*JjK7obYQGXrhC2 zlw9~nx(9eM53&tCvl&313kI_OBch;4EFJ*+g9D&-)_sIBKeFq0?EvBvkITm?sX!V!wB#>hBv~8%5%w@>Lr}85 z*wwAYVRcln5G86DD~7>th=02$Ja@^CrzS)cHWU)FjfOiyJ}X4QrO;T(g=MS za2s6)xe^Y?ozhb-XFj?Vk+ilYD3$r_w`U!kR!649ymlgVWa62SJ3W^xtB(gJESKkL z=Q=)%J<$FV2+2m-sO;PL)$J6g> zj#FvJ&o2FANPoXFb{?>`QW6(HsyKFfw*Cv4aYd)W2I?*qHtXqjA<-<88*9sUviUEb z!H=4GXw`}Y4<~F@S9$d_LBG}I(<+B8pPRxUL!?l+*nN{(MApy+EN1~fB7yFB?gRFX zH@m}fjUR}GByNlj?n3EctoD@*DWVxoMHz;x3d%)G5vv9&1?ep}X^y&_0Cudx9DzFu zxH#&MRjcCvT?6xlbY_KjwdK|AF#$e}&xCp=2kk*gp8K-HO4 z433u3ZL;Q!oW7*CgSUxp5d5k(E7Jy%6=gxt`X3P5r$Oir1^vBw68OVp45j#6O9~qr$f@sleh%ZUI z!Cq;nk-7pdTx6bPH9ui7oWJeBoGPzK^5s#o{`M_{InVZ%PepXfEPEFc8E3RD3P zuj+9oW=UW4K`@lzLcUO}n$v8*7^Z$s)5=rqRGQMyM#lAyYp3Bv1Ba@!Xw%kH2cyupo0mdiAbjCSsvzTk#N<@+S zW@nb_*rKGrJ(y0xuZ!fB(!cOwBykb);&1}IHnk<&*?#Mg$P z@X?g!nQY$@3+0y3_P$lD9PsF6G2d1B%qy|CM`}`7j7K!w2|@Xs^zN269=pg*`0oCl z!-?I2v5I}m$qgK_NbU&}Lxw~l-9FQ?@$B3@y`I~R?}2KB!(Ks#JeR(i*3?#T_*r8} zO9*2{d9lf9*R6-ilE4+$IW#XfUk%6f?aflDGs)7d$CL5A-jyjJTI94Z0qZMHGS}@) z?jvM1+!}qCu3i*yrFuIVgrbto@1s?XO1~D>3k~gG&5+814d*+h2tvXh4|tO(gT4;$ zzeDB9AQ*kwD%~N;*NgsWF4%D>DsjG$Fot1g5-!`t4-JIiypRBT=QuE00o`Bw#03`Lg8M)#{hp zoli2%LSqGoW$DsPn~T%?Dt+N&ZQTtkWyHtV^D}_Gj7m@ikYnC{{*cBbbLb$LqFpsM z=zD;HS&6teKCAdAVQjWisUvv3!C-MgR;yJgDDa$0Fn+HE%XJkw;=56H1ecFiF_10+ zqfvUT%_@6R@GxLK!?}o>LAm7GZB8jXky|oV2Emuq=oB*F6ZB^`ef_hAT%fy&PBfgV zP~n+nHXnH?f#~-><@^c3!C_eTQa57YqBv(;{MoySmVLDq)OnNKKsKz)Q&D)32qcY+Z5z%yh@D0c zNd3csnsv0#q^A({eIRnKqw!t4u9)2RXBYjV|2@6v3&j~>&hqHt*~*nW^S60pOIVEH z{U*WFfMhx`G2zMBMom~m?HJ3Ac717q+d=!{EvP3}Pun}uLZekw?HBO;ctKx+E_pNM zq)=Ls@s0@2S9$?tkXRx`b(w_={HyEvH35qHYR*)XyQqECG}5!*F7WdHB;S-{5oAy7 zk>oCbQ9Nz%TJ5KpS6iQN)jEFd7dOVa)QBGdf*Q5)+dIe*_;)(u>0ho-FS44BN%wyH ze2I@RI|OisJH{&ZNTTh`!6}g=VAc?*__YkVCwBTi1xW-*m&Q_v;ZEOPlr<-g#cS~p zc{v`+gaHek0o`qUUO+0&iNJfP^GL~{lTI!%w%=%6Ge?=rF7mN@Rs3l}(})~P+ZU=2 z)6D}@GY{P|OW({cJ}Fx2(N0Z(i({9PB7URP5Oe*0yrfqwXy(g&W4{v|7 zl>;^CPfCFo4Bef3_w_@eW4nF3QhwWM2MSwwZ(6pSX-yIkFXLt@ol?@6>CTeop;VJ4 z=}SEtZKL7%L)$fkgH;DQ7nqsyo4MOy{&o%lB@4ZMQt(x+;XpQ(4nRh-^l*rBF&szB zoj3<&%k=@<^X1m|_ICJ_a+~$&?1|Fs!8}a|IaRew&+j9L>iiXUCc;Bx0(}mkNU!es z3s+DF@caejUjrL9&_{df?uSWF_wNl<$mey&04?C6eFY@fOjI0rGF%7(fgH4kaKik5j$<=^QE5 z7KqDZ(%nICIp^n``!-i}QpB%G0>N5((+eEPm>T=#+ey^zpVG{~^L(>m2|5iWgAo6~Kr& zfL=dSoLFUq$N@pLy4?tHjs2G~c~6fBU9f;kKl=8q*aYNTx`LsiCprIOzdsDD`VBl_ zS>q9tf(IS^Ysd=BN%D*0?u2U6kN+k3`0FAM9X6f#H2{%O#**-!9%#LHY6*Pk?*wlN zrr~gz@<#Alrw?7CxUxPj$vC_V4D5_m1;zFo-uDyGe_NgF2BJE0MGWh3YPA9WZ?D*O zi_KvVuxnXUK}z2txf@9ee=C6)lMfp4FMdDrAG2rc2Rav&k^qtZ&Tg_48swOCfH7e! znTGuNwx{=)5ceqnxk`cp9~R_$If{d+>BPKq8R;yaH|Dqgh&_b&EpQ+mHD!>@&e}lG zuGyA>H5&;9{&Vu95$*0BfDnoVM?xu*C7x_*pRr?WEl>+FA#7#6G@SHacaZoMJ^&s)z~T> zk3U+1KfHf6D*Y@cxVg_|H-BfsZYkPDZ-V_`?}5PQ8{}W6zgoC-_%8Ppwf0n1OesJU zY`kwOdJ{`{-)VKiv@sDbF?q4S=B1)V#!F=np)%NcHC#qJR!u%uvtXwVe<0i)FDjK# zR1?7)ghiMv~)QdbduuU$;;fx;4 zG5)!7Azg~q1k^$|+E|Y?w&|O6!0R=` zO8d>tIN!I{Cy8uzj!TBsDlP$Co*BltbXX;B{}x3pfLKxpZFU8O{@sHw=Js3|FhdsR{%!smRAA$+dJHn`kyhszVv|K+ z#_CP<)%xy; zjUoS0g8V5c13%!a1nybj&<(_fkfHz(LTbDdJ5US4SPA&kRkfX+oe5WgC;heYJMz{a zS3DGm=e`Bc&HDg3=ZVFUZd9VO0+%Y)Jea|-Y1UXIg2UqdOSJ3obf1upCErQ`KD1qz zEL(!ngHrv=ARDEI$CF8%ZiQm}*>hbgXB_lN-ZiXLUdfNP){O^^l;JNq{*u zb=nPRCcj*EPuy|e*ywPp1Il{0iPi(CRE*Z>7HN+N%B8<-HQs&aGbg?O*j+aD)n@bF zy5k+&k+n1R=1Q>`&NS_@u+7@Jv;{vHdE93;YUM~0D62GLpMCteH(nud!KW@ z^bbRHgdlA50%_@#7H*h1(wE>9nzX|-QK__4dnZEHJzZ8qrFCR zJH2WZkK!q&_!yDVL*B|;48lOShxSxa#{(v6E{_a9;c9+0cWI9~<~F6-z}qGKBK`eF zFldU4|2R@%yd+RhvS!IX=c#bj0Uv`u!Nbxi9Q=n!!~3xj9fTsR@)FqFn<*IPkiLV5 z-&0%A#!$5^b}(<6T4a{;g1|(D%fRX3+L%MRGu(T+S@dQif8Avg=flSb)f1Ig{HHc1 zt!LRafHmYxIIz+P2nE+=Te*ez@xIgLw*{Q;uT99zzW8i42NM8j(ZDGHruN5GRjbXP zVaz=2c6UCY3Q#9&2J3&e+S#VgS2TnU(C%ZILvLlP*CYe_4q9n=IZwnB5ki*iuJ}WB zw6qbG8DX;qrO~RCZ&If@XEyM4YH2dwLjn7)2~HamP*_C>N>dka+yof6Y~ zF|-+zk2xw;@g5j%eib0P1)*zL&zxMMS>C-=fRE8TRXZLAOgBqlPZPE+c@rjcpH-B| zW%8+DE*GekSyVo(Icvvr$f3c%8-7eN`(}NdTj2VRTA9OuI?xioKB!YaaaL?HRvkB( z=N7JBW!-(slSoSidg_I4G8mUNahAr+E#T8Dv=ODrt_Z!b2nGtBCudw)|8Z8?rXY-E2GrPc zF3`xG^YinbzC>jO>1BRZ`~Lno(wadvCjDL^%w?-Q_4j)#1CnT1XX$V>>t)}{Mkf80 zqkG)DOr=i_3wXkrvQms6nyx(9FJDEPOW5jM9yHWIumX&%%nKG z?jlr_UL+OlEk-o3PFDJ6a+1WLKRw)!Xea?xFf0Z7a{{8|+TPuT&a;GQCnba3VSzp7 z0zRRI>-;<2&2wOUU~f5`hm83yV7WY71GbhKFPY8fygK~md78R-igJkwY;NZXvqqbW z9Hlxxzvpi6`);RI_&ALuB(S+tq2A*|k;@s0L2qIB^}E9fx4X5{w0*=4Mvk7XW{t4) zMpxCqN+xVZ3~zN}ajXHVhaVA7>Q`YkSvQnt?tew2vH~sB#5Hb?#ojbr`{ni%*nmy$ zR@Ld35t~@(WK*>}?_!|!I!d8bh6uisY(_}2iF)=aDQp=K@BQm$;{9^rra~OkuO7AiL&3f3T`tVmZO!mCbjhvreeg~cjBe+uRg$QDZ|G;JG39i311L%#4+`y_}5CTqk7nRj$J;mn$(1Z$ADaY+9xGoU>*mGwG@gr9`&Zf@?}0Ca&yl zp7az!e}@g{?`Psqd`Y;~U7~p60_MyO>sG|<_oE&hY0h0N(v#tzaJG7xCX<4txeaQ6 zh5U(Sy92_CjG<4GAYn?%HHtZ?zM_jjDt-{VBfZb3x57nqb=X;uM7|@X1&;ufiVPY| zl$ksw@x+SGz-sO5Eyrx_tx}MI+f0#=iyXx3I2EhqRE0xVRREFV%R6=CR{LX-aXtJI zR*``?`?VYNT-&`)lzJfg?{-6*T3h<_eoKZ1{PB@f=VPlCc}2KGyG+_NvyqwB9ITVc zWR^p_<&!EMka9~jlW+ryv1e)Kc+d>PW-4mg*vKzACy<$kHkjxpg-epp7EU=6)}knu zn%WIvV>O@6bsUtr%OMyyMi<9ZitR1KviG+_x+BXPitLunvsBD$vu{Y1zBVVEroRw$ z$;-LuzF)^Gg{Qq)!s{WGmZ)VhD;V2LhyBxd1Lg^6vej`gkE#yl?NK!_74bui{YxuD zHM03e*W1IZpMe>YgzA3mIr42Sdexx-YMlkKWx(6&%z3Po$t*(q$9ARM=ZC9j4CPX# zUmm;grqC(4WUq0L=*{J4dB@y~BVbBTJhI}IS`GJI2{{IAptQSVsLT7@HH!`2>-xuE z;4Po-1Eu6gFL%Ojb*QEcsI_J%(xDRDfZw>^ZVmp#r&E(nXTo5%IC@Z}URZjBwUQJy z;gpf3zG`0a;4KtrcRp*#^pnar=fhko5-hX0Sx8eBloQ3bstl2tx`l&c8Ld=fmrZf~OpuwNCfR>^PodGgz0iD>$v2{3Tno)uI+E=}Zf#xGiuCv+N*6$bXC@!9X63lM&n&tsd=?z+9NU<+GNhd?v!_>F7piSX&7um-8g1-6*%OI~nc5^vbmw%lp0 ziHzg9M4&goTEc84SmPx>dYdyZqd$ksWMs%?179vDLR3A6GX)e+r%JbHDjhdskc)=5 zRI4S)KbE6Ddy|UBYBEt~Ttd!feUf|1?x3_w7%X+hgDaQkNQ_A`q`HkS-kplGy<KXisF@9WI>vREw(N#0_F3B_s#;8dKta@#q8RXV%myLdU3Iu}Nz%lGqwk41i;wm( zoJV7TXMWIU?G~InPi}uXFWGW%@w8|$@*NKOZ2Pd2SvK|I;4Y}_hCU~XP`5F{?Q`>FH z8uTpI9cv$Y+YOhTv9=!>1)Gdk#!V+#z;-55g68^&l#2Bt9ta)Q$cbK@7|}PInFlOG zM(fwLNq}!4{Atw%xcei_@UjW`IvUn`q7VL=%tSP95Vxsg@FRKQ&kuxpK3#wsr)mvO zD%#Vze0V!4m_;DADo;hiOqE4?yfz~EP=Yv~eY@H4D2RD)f!}K{ReL0T_;}k&z#qpl z8wh6b-a0`F8~woVCJzyqurm-j_-l@2o7l zto$$D-ZQMJtP2|+3p%2RidaBEMX3TJO*)8lkQ$IKA}w_3T~NVBQ$jD&At4m$U8G6x zp@nWh0s#d=3xRjXdB*5`Gw+}8y52t;lAM!$c3FGvweI^~1nCm`Fa1G0YBsH_iuFf? z_QXonXc2Xps)%l@O*MnT9B&A*daXV>eC|&Ku+d!a-6wV2T%X>^$MmIM*TS7oV<9Da zs6vwY)wLw)^9;)J5T;K{p<|W#4;x=x!~zjvT&uTi(L$92b&g7fJO87ey9A7PU-a&h zAe+;}mSY7sr%xB1X*kb$4sHX=sYk4u1F>G^wR0+i!x}{gK@o!4X2_&*eHa0N++x5v zb=-~W5?bEGw?=y8!`wj6l{9?U7zMgEEg`Sml-mzzX!;46>dX5Ux_$Uivswy{OS$=F zJe1(tp*lk$BW4zUjg@<^AyYVNJF4exvVdq?c$QCYX`e5QPDa^+u~%|GX~5Fi%cdb} z+xyxZ|^ST;rj{APA7~2eRX6#FthR&3GN7 zL<*tiPRPPrj2$kyINLlQH({=R$^<00EDTc4m=`T9h6HODwuu7AEmi3p;(c)}aVd)3 z!uzE2)+AoHc_MO!sW|? z{?q(G#YRDk<%U-44D}l{1Mp>=L-y+&wbSHOlSIl3edjF%p!)ZmGaa-MrGo;N&2m+~ zZKE*%>_-*3JD6bQSM;pLFMxk(XJa)ON8$E5@?*;1kyE-72we{6d^}Dz&_7;v z2mA;~Dmcyx$Dm!v;q;Hrqy&fUSgk&C6xQ1e@#j>Wc~n}kVT54+U~-KLDm%yJqwTX)7gh`X(9`*f{X4fQ z?G0<(^q6#7*VU6hT`kwxYtV0t;!FxU8JD9(iyifvmdWpOV`aGfi97_bGxHP0M=Eum&bs1o+TQUtVt_bo1GW zoZtB^zNkQuyYDv)w>1&Y!L`N==&kw5A|MXd4@wb5cVOuo@#1L7VfCBByh*ujyno(wcfYoT_kb7cE31 zHz)R_n1;MPV3b97T6)dAVce?c7K!+>WSgGsBXPHFgN<7wg+7~5f}=>Y+NDge<=V8k z8@O1lQ21^V%jg8$o`f=qrdAZyYUdelCs{i-xD;6B{B^UX zj=AFaJLr}qzr`y>wWqk6?B$7j`|IpW0Et$M<^G5To;1o*>9C*tsKN2uV2wLTi#uOF2f(8pGkns)L?ms&Vcr2;SQ-9GC#7m{dO9;eOnu-9V9)wWHq z10}X7nI+Dab-vt4&#zw_|%qxi> zA+?XdE9gC@`isk;#!B)E5V|}$3JYgBjH)x~P%H4sO&V?WrSjUznb4y@$4JEMmk^}(jdpd7M#F|W4TJ`Y9DHkHSA1QqCGXK> zZn%I1=Dt$3dg~*%D%cTM5$lybromceS?_KR+W5m4Urgzo5O(`ajDd0OSHiWS@8J-M zK7*A^%@Ak^q(-0FZnRoSoWQS@oJ6BtWuY|)*EJ*wx4l20h4G&+ZG&}Zh0(jK&xVac z7e46G-7bGBm^YU8?AV#3fNar^)Ktj;{@y## zZjvdn=(mg$fr7ogJ!g70-ln^Dh2P>E%b-J)e8wx322o$UWNK|Xj<+t~%RM3AR&N4T z%D{;qnhb_iLFHk&3F>$_UcHGrZVacT@6MiD__U0D5#ewoXB?cE9sGB5HD&gDwIG!p)GB)-Zt_5M2ONB?Mlx%CeIL{ny1|YCgKz=R8JGENmOb#;F+bb9P^vw7@JS;<)Y7`dw%uzklMxbz~&z^@x7_$a~!0_tvAk@_3x^$eyoxXm}ufl|MQUUNQk%#BsJ$Z%y4zKLiHh% z`{*pwL+5Pwlq;r4=lOA10S?rd(0Ur= zGW4vKT8Hm*B=74?RsD3pNVOUdqQ#<-89;Ih6w0`f&1b2Gu!_)h^F9j_z2|w7cGgb- z-?&MK9mG2O8(*3YAk=int381vAOJFvNJOnz`Rx)Xg% z&kymtx1IvU7>zPs`8|3{&+_@S(7ijpqc~qxx>}i7zPZ8WWFdra_gle%2$4a~IFYRA zD4*{ixgoEH2CCY{GJJ(!`|VMFGANZ!3$tnsJ0@|_R)BbG6|g#GF5~!}cjn1<6 zf+p>HfA=J|DSFX{h#lw9`=AnO#_HlY`x?V!GrWKFk>7r&uCcK(sPyVC;FT9yYvh0b zIpw*MQJX+|u4I3R-I&W@SbQxCVMM>UBDr5xGq4Ivw)*2e)lyC6s!gpZ)x`*zKvTG` zWhMs(9)#pOadXA(BN(|fB$Ryf^2(juDJ(LM)Wz4fomEx(IJuvxN!a>4)=mgbO)*W; zA>1Eqy3kaEcD;-c8|)6<%x#qM3Pgu(OUTTGIdd=-n{%Dg^r^R?S| zPs5(?VYQ0mr^Bkt6CGGlMn=X}#l$(k&dOOQ-KX@SpHlWEO!~%hXJ%9modH#UROk~& zTDv) zQ=SQt@&SjL(UBPNuh$LBHj3cG3)_NWi{IZuv{OBVkw*Kmpay!e&-azm^KEAIXva*| zyyaQ&bGgL@RtsXPNgH{UF4&B`e7qapk#|(`%2WC-!P_iA%6>6)kvPK%3K{#AgUrK~ zjEv;&{*I9qxLL3hEC@M3GE_toAveetSLE1g@TEtaXA>rfHt9YJdz`6j;)@GmDS*eI}r3% zmU=~=tUu0$*PtNbztI2)P#S6mbYwB-Q@WrjGfFy2z)LEBSK$tXgJ*Okgekzk96O`O z>>IO;1i=Ggw>j~yeyXeJV;{Mx~Do^&!MM#VhrNP`SuY6FKQE zZDT_h&$l=`EM|C@?0?~9ztK1@U+wRkG@%)AXM2z1g$9|c%@Fu^>ct1^#7-#%24l~W3(QReow-|Jaf^v#{5F zBkz`vJH+(JBpuX5UD|lCERj?djPb+OO>-JmT&g>t(%CeZJCc4PcFCK5if4RXb@*FQ zg;lb|yGX%AU;3wqt~-M=UDKdA=gspOTC&b5g0~euaPKx>t~LebK@K{?2R7`){5iDc z_fM!rlD@`f_(`T>)q6xxB4z#~v3b84zvVxHrlS2W)@CcY$8z?IcN4MxD9yvqkpep( z)vZ3`hD^w8b!b@bp@-L_-aJ9k_Fjtq3Moh`w`u(Wt z3VJjzUgO~JcIfBDFG9dCdW(aZ84HOdb1oDgjd-XA}P#D23D?KNmVBcP6oi zpG+XT>;~R{I4}PnY#^zRKNiPBU@#IDm&nw-@EZW2bnUfiI?X>O|Ns6Be+E7urao66 za*h9`HOJ3=?FoSdZ0dd+N4BKDzp^A<$4N598wJ!qFO&K}1G;!ADDosZw@3~+0V>K> z!16JblsYVQX1g)NliVgJ<|$i8X8X{4Nb-BXy^?C9`5bvAwZ%(zi*HIgV{>1fV~=5bkhpzfv{yZl{^i5ZR%8y3l+W?o&V9D`R-NZM z7$;R{J%0NMGGt2X!`VN}J)cemb$&jBR*33PyhnZG^)6Q6mIeeIt^{sXJ!m`@sa z5XoFlv>YJgL71Ls-am?YDt=3!sIjl3;6myI!36o!ll~0P{PoCEP}S z;9oEM;~*~>VAB;jM`nw)mzw0u6b(VB@(hzy9C_-IaHT)5RU`r8h~dE2KGupoLT*#J z40vDkY|g(Tjls%tGzOp70C3Ly{3&m8#_bw2SbVKkHy0>>`3>@~{dw&e$=o&Eb!1jl zF`;|;vn5mZ;Qi%u84~}|n^O~{-t+}{)(*0bP>29;YW_D9PeBUY6wGMH9Vb#@pueU= zKqElmFc*gWi6h_W*8vRpLc+89J=1eyuITpJA#b%0IH#7UTH4`(9MBP_30Eu5a$M9lw+XqsKzTbNOe}7Kh zBlSoe0ICVMXCMD*vo5#(S;|Po<*EmjDb_HrOIn|3m;q>h zf>RodRrg*rw(2n+F0zgVwNv_`3klZTFjw<=hN?|ye<==bP!!iDz8AwOJ3@vE{Z2g&GEMbng&x52@n!X9!`Pf}T@uGX+jnu&*yTv=>` zl*41o?MhD1as7K&USlHlq?w{4^LB@m7a8t175JnokRFVfR+;q5efhn|dzU=DJoN&C zs3i^HPYlWiGKjDBS24Q!_)g%D8LJRZGHTZ4C2E&T`KcyWNd<>87PX<^`g%Z@J)`3y z9~S-GpZ{?mKj#U}%DYa9BJTHe^NifvU(pwxyD_lCB#7{O{&;kCk$Z7im2Lo%Rf;Sz z8)6Je64Ami@mMpg4CnNtz8|d~fd~-~4OC2CrsXtLSfTbFqf98qj>=e=M_5qNTTQ&> zxw=k2n3IvmQ|4;QKTP{`NPZi)GgTi!RvpPQ*UhvB2|8v!9CoWdq)~!kO-5l$CHz?q zNIvE*`E){Shal_*at@nb4N!z$#iv3rbFC(3x{)Ayq|%cjpLJ4y14FmC!HSIMM{U23 zUY{++VTUW9C)o^3IiKem#8QFEje!)o1_?0*!6S2T7&62voGZRKZ6Y-<)l+G;7U37a zRwb9|m3eGieY%i%+jSI3<9FtsTWv{c(0P(3-x9rk|K*Gq4q3(=2&zjSfD(6bQ_VdS z4$#)N!O=p?WZFNiwew3Ec{I=&ZvVAjt{ESo8I9pxJcI}suX26qp z6xlX5rjW*bv5ufoBw>_pi5={pg|=P%068Y-8ytd)pkcLpN*^FC zJzBXYBp%NGPDxxJt^b{Q^_-F8Y~q9i{7$Uq>6Etz#*MXr0mz*SO5^co5YMb-o+z?E zu%_8Qp9a$CF(T3kltY2exCb%g{9u7S?)D{NI9Y7yH=DF|*72Djqi1@y>u^Kx{;R*9 z8aT)=x-WMAcBUddwfFw*_bIcioc>AZIAM$Q4dVB#lT6~7`$!`PIn^vndjW^9Wx6qI4q-^J)+`!mw|G8AnngyIBp^L6#hBJ(Gy5L_06 zVeHJoV7uloiVpf$6L?DUV1x`k!)ToqgG>FVCf<_{;MC3ps-k`8OBN#xS2ojJ6G$I|MQIL2k7B<~$`3kxxnR>25^ARp z&%E&E-QQRMv*ZJ9@tj!}Vf0*e^g;t0A^QheLTQCaMyVOUIFS#EC;!~aelzllQd3W< z=UYV~9DmV~Y*Vg)f_KcD7^JK3MVRHj|xV$F(cz8(&9jQxq*9b|1mooSsgiVs^?T!U%f*gdM@sp zoTC*e6Ue6v3XE^)11Bj~c8N^i2L2TKBKl8i>Y@GG9sNm%kxagMp8Il5l;<_uGrO}N z#%jiuZLNt0($9TosM`2CYrbE!A;f7IGnN>GTcfu4ycv`{k$9_L-@M^4^9PHrTxQmL z%~nkyg^<61F?P@^6V(&3jI-dnpN*HaMb+q_Zw5s46x>|gf&m(1GIwGmw~;;(Sm#co z)rt~2h3yt)fEC++0Z{scqgIWLIXa&kpGoYvuf*BTQ8N6yhj3sMa25*OuK_06wk#KU zS65W|m{=e3*$7mD$OOX2%xXOOgjX>iEAwYW$&t_IlDMt2zPE3>(HrbeE6+FBj}>C~4C!yjmXNGIx`U ze2{TWlQN_bLJv23L~c`f0_miZ z)tk;k?x*L_l<&Ai^(_o&0%>=(!N07Ve*XO)!PKjnf4_CS8 z-??+gmbbd522$x_y~qo+tYsSC_Oh=j-p&8}%78D|Kof*RSbYE8G6kexc64`~?MacT z1nS3j{d|u;zXu8edSR#01we}<;%ugv9hneZ9t{R#?�%`F#gFRd>++s8F6!Rc77( z-dO2r*;i*ZqHgHrwtzVXT22=Q-`Uj#y^+)pFA`CC8_%WU`!;CJ0DG49JIXkeBIirbCma;JE$m{-a=^ zl)y@f69TNA zyp1AeAt%sUlhYEby&(`Bq&PiYw%;@~H+?16-#DpM9_^0#AebbMh`(~>`(P?ti{c6n zx#PK-t&OrRwJWEk%X{+8@%eagXTOZn;&ckXF=HwI@Ux&rxnbgBA*U_2Yic2-xOc$! z)1(@Kn8$W=K((7fC^RT6I-0RP213zqUW~-6JgGZ5v96_l|5LGeNmlf$tnTb;>;93_ z6_<~y4As+!kB6bj){$Y>Wdcs-1AGxR)k`KOhYq>&UzU>I^iHjCvY#-5K-H*e1t-~7zZZ(X8ib7Rxz}}8 zQ^xpbw%h({Nl0UNjfG@{(x#pGZhnrf+g@PJ-g^G61elayGGQ=so7Z z<9W8rZY+bLR*1$9yzzi$B0I8mZzhk{(P{3WjmnXAWAhFQ1DaQbBP`4N;?gqop)9fA zdWk-)z<77C_KTXVU$-9!dd?{yX(b#+XZt4lU+dHP8=tG>( z72}D^ea{acx4TXE=o7tb(R{JpWZC)d>sD6GpL+V0@sEe=1d$S!&671LA^Xi;2C9$8 z!V&{z482u(^C@zw?Gnq3s-oV5&*lPy;d|aI6IJwdI}VNwBhd=)MqaSkU~FlZ$fy3l zrtuFGI{Xg6xCq*5cYc~}u->Mkrkbbwo%$eQ@~b1LDomV7!lmwUm`?Y@x(@-a5dtZt zR@|sibdhL^{#i`jZ z51ZV(KY{-M`-<7ZzAFm&y1Clx1n>(rDSQH8lb3t>OI?K@_T(*z%|(b{29ARzKaOli zUy#^b_rH%90Tt~Sz`lAB8()+G@&}x>L_gqU@|~cr^L3yBe&w<*piu}|Zjdki;WjAf zliJzxdP=S@uBDia#rvpwuvMUZ+MO7u4`It6G0E4hPnBKC!4EMJT#0?xAs!#1;R#>{D8Ty;zjE>n?6S~x4NOkFuIR22wk+wNv zc40nO*gBfd$&QO#LJ5_+3F35%m9v$B<$nUylZ!@`A3C>^N6cYtH_sJ|=Pf$GBDPr6T>3eBPKI=B_)xV!2RLYH9apf4h6`yD5T9c=6eW%1WMPD@z z8|#L1A-2&9aP1WAs3qrdxGu8WbR}>Psya4Y=l(d14t1f0Y*mq?f+PFflQCdQaB=VKXXVKB|q> zuhEyZ-9?qYF$ARbV9pyiRFWcExYj54ye5_%tQ-ph4;_NB$ON&OotawXOkQ7DVRN{1 z!s7UGD#-h~x<2!+OBo5AKUi3^nVs5Iend8WBU|}tM()YQ+P28+&?=B19s!cX)s)9h z>MY*5zTWjg4FcDPc<$O*GOks*sm3yTOx0CfIG0&a;OObOFEoEg<_=~7bI~dOn3l;D z(m*Mh*DO+E@*BRy&p+Ql6C_&8z5V1ji@unOp9eud;d!LgpR* z1mhaG%SFC6LLR__>w+IyQlbC!sbR$H+;uHjH-jSQLZHptfs^|am)N(t@IE1Ga7;c>eOVkN&i6r?ThM<^DMu$Y~? zboHPA^oLHh9CW&f9`@gQZ;Tz%@;=E>;Klnv-h|4FsOstIm9sWREZ&?t03@VVpz6p> zlz;VYB{d@|`wk{aowb%~%R#M;R{hbMg_akf!zpkYci+4++4P zAOiH_O6GI|ePu-!i&+(Ay6o)g6(2_5Fr>NYefat*f?2=M|4AOBC`uh-w9&S~fgfbVMi z5^MIU@&53aw5x1JX_bQh75Z9}Uy&CL>U2S+`{GBR&T=K+YJm2escGv@>S-aTT1>n* zpnEUeT|HVHye_NRmn;k^yBgFy7<1DNq^I%P(1~+d81U_=(lMHgVilkh0L#ZWH`xH@ zV`wBFra5P;Cy*{n@9VnpEU8oL=1lo>Wmw;vkj307x#yLx#dbK6#X@)pJ$$9ORVn%k zbgK~tv|KSp?bl5n$h_CeXNPi&@32J( z0k8&3c7g58S!9ezKRokMClt%)4ChV~Mg&mBLqER-t6NThxQ@|{+p};`C2WggIJT10 zW`~c_f(p2sr%Up+72AQ$h-YgsyJL zXenfLeLp^4#7NRdt7e$?W03sYGl;$KlYw|<=Z z!@;S)^>7wF+40Of)(CN&-Jz1CMd-?OVkME%<6c%R6XMX3B7{WzO(Px&LIN#1rpzZ6 z)oGNi*~A1{zC~`EHyM&1R5N4I;X!PAeh3Nj2We72AA-lev z5*ydK4m}vR$vyg7<1BqOi5&L+Olu6B2Tu$NQF_OsI?y@=926gCKb3JWov*3TctMd$ z=PU_NvH{2VTWoCi6Y&|yS$7lTN4 zn5e7HCM{=VT91s5quC^O5GraG^cb}KqVty*eR5zjZ^q&B4h!X(RAoLCE?Q`iRfbgU zX?gh%I1)d&z819IZqgT?TJ9VHpnr`k-*n!Op7T|aIme@(gB{F;8Hz-~v+dtC!*`0h zzs5g*UF_3*G_KADQLUBHm-_wPI>7Vu`*l99F)k?`rC!drG{(JmILD3JHBA%n!f4vy zUpOUJ=1jNa*0rkyy=vr)AhzndNbkBF2Ku`Gbs++DZ-SvMLEIp+v#ze6b-7c`L+88LZnG)KjMe0}a6q&d zjUDtkxd7dGPyUtlH+ko?XU?Q^585mwK0mIVAw2-o1V$%jkbM-!oh4Y~ozsfQw_1rp z((U?ia_u=M3nC3OwwdK^zU_uZmN}YsGKtFtyW#rKc9IJ%v?dcmE2!{K< zdd`X$cLg1K_}j=Ct_u?S%+WlB&Gx%C;{)F^HsF(`B~jIqijsbXnr5~7dCP+~i19Jv zVD@Z#sg`I;AU%smU$F--{*vfD*LZ>c^gRb_e6=SXe&NobE&4vq&ISZNkTc-iao;u1 zpoP+&-*ds7SZ$veaSLtdj&o@!n**Z$4QpzcJ=F%tlI zs7Wpo`u!*`)klIaNg9K7h7!yCg^Fc=<^_PyhK-fwbSZPWKJGt>X@`wL?FhBvE|?t% zGO-GXVWq3Z8*2rHz9?k{Ge`$4r*o?D4=HYRxDm0i7X}%C3!zT6I^UbEc1|ug0i2AV z(+v@+h+Ey}TroHIKxkazg1{Y4|GFBb&(o8eIkPkZ#T#Fpj3oS}c_4^fTEhOoQ_nU1 zusZFc$|UcMw6Ul3($dnatLp<1Y4WZcXg%@%;v9?an3U+zlA#{chV^N5h5q_N7Tg#a z=R@3$Y;KVUV&)(S{^21;$!>32-dh*!U73L^a~-|O@q!4#+a`S>r?+_t!fB=NSfKXv zLy^L|_r!Zsp1LN8+ti`98-nqxZx&EEtqz=2UV_;5N#*k;1%!C$EsugWK~EHTexQWa zee%L7TsiAq$JsWFvKPPFJ=c{X6HuN`r_0dOWxG!n(;3YJh&ug>&WLwW6imG@Fv{!q zVM-`F&kioW4m;+1mqc>;S!}Z$*#ET zmui)YRSYiSyQ0Q3X%Q~FAEl{`Zg-FF2OMS69y{Qx{k2!#74wP0yempIr+@3N6L6lK z@O`o+TzYbAr4EA=NQ08Kv6Wm1pTzKoR(*y?3&j`X)`)Vr(Q083Svh&T*v=c4YZXW@ zo;y2P3u!wsXodc~%&;^ID;GGHFlMc2RAmI<=%v^lpwHtd%glb+3%BV`x+}V+TUN~L#nq-=@n^L z*w?(6k}C?$*Dq7LI8X`mtM+MvI~RKT#tEsd@DR{D+r#xw>9(QrcDJ1cm2NkS-E(9f zjaFp*UnKeONaKHli2}+g?K_A*gUlIWGgA%J~>e%03CMBP>t@wfyB<(J3TIacnh3IU_K*y(B<<3ah?36 zAQ+b=sPQ9eH~Qys2PP(}EsL5Bq(OdubBNX)x&l^q*9oV$osmS(dlf_pS$w?&miKjv zXOm8W$sNOBPzIg(sxi7gegt*{BA3RhsxcTRU^lj~1Y{h(jn`AHRc$j*_6r@C(E8p+ z8wpagqZ^pG7gIr=J`JfEJMZ@&;NwM=A@maFCDYs0vX9>Q_GN`xy*p;nF}_{o+8)xh zqK2B|(P8sN<$^4+^cYI#_Lt>O7{KX|A$p6T=;`aen{~9%)wcE>OneB(>TsHf(^kQU z`L49{-kUDB%6YW}=!A;n`0@PD?R;z~B zKG!wD@-e2&K2~#n+d>C#;ToFh$<#MRvG&CskM(^@f81?Fdjnlz+cG&gCD*=7Ezcmz z#N=Br%Zk_wc^!>SJ0LSK-w+F5UGW%W7zU2rz{N6$(`Kc4i6*aI9cRl_Alm`@7ghKdc1g!J)&&E1gTLk&-k*> zJdnP$KkT36^=l-dr;S4Z(-5oTSV^u-I~7Mt@}Ty%5|eO!(w1dQnt4lQ4#B;dLyIV( z;`6F;3ma3-aZSk!{facqI_PpY%!ed)&Cit(rP52(*pXD(^@-H$C_C+r4NPE|K#IGX zU9AsfttG^jqui;#Ti32FdNBIvzUD@PFw$%0YI*N+Q)ycy7vfw;e17y;Sy`x7fr4oW z9q%Vf`=yB*1J5-Kq%?P=cx}i8vYB(l%VB^G?^6^Etoq!rR-9!1C2H~X2Fcy`W&V4u zlqXee`?RkwqI&zqy(f654?0W?cnd(`tuLlICevTyhs(2)be;-LC=39plKtH@XUp!d z-*1_l>rBQ7`X$V%#HP~>5iw>(P+8kR`lD{U@RUw{Yiwpn+oq$bjq95(3`k`P0hMXE z0lpFiy_nj7E1Q;{=%tNnRGzGm2KAH32`%Khklz@qiT(=)xmD}@I zQS1yDiu%E+=6#DU)P_UdAd`WA?|FY>&ZPfHUWQiY0{Z1F-S$Wphfb+&AP`SHYT}(5 zN_p1zeqF9n7SEnUcJV^LK^;Ont5k%F33~C8sH3_ADkuMGBlh@!(Z=fQcD4ESE;92Zk$~_mfqP|JX~fb7HgoAg8Bk7$vsJW007#N) zM=xYGjk3EZ5HS^`rLy$w=b83L95DPY2>1B_B;+%C4E}PRbU^(+>(01UnzU=I~%@%|DkYMFV z?fvrxi=$1-SRtoW`|-+*-tkKKW1I+bq*wv~JIr{jK?rbVG0#&3sQ0wl%fUYr+ zF|l`GDDrI4O*?THf8!$VDC_OUjZIpFjz-H#hIK3_1FTN{N)0OKorpU&UBG7OYY3w_ zzs-(I%|r$w2|A#jqnUw{cb;QoyL}%9*MaQ&`3{!3Gx>gSOxdBnlr6b|D+y%K&@puU zuEU<0G8T1XaOe9hewZ(0@ZkU(0vCV&Mh|t-eD>fzy`*+&?uP$nVqSs-veKy1DpK;b z;NMsPTjCM;@C*e6I$?NJ$PNWEEd!2Ie?Y7U+ra92Xy`Osh8r8)dI{Ape^^q|*8IuS zS>WN6!49EMAfx+&>m?8-j4?5v~9AnHhD*cLYKz!8S%-Q+g`5x(B3=a zm7ZFi$0v;$rV)Isxnt#MUqs|FaWB0vcc!&Gfr&B)*cl;C`}??G{tG*20`KZt6Nh?nwgiKy@gxu7 zjuTMReY_F8<1?d;-+mCJq@C;Ny>u_3=QWW4?fQ5{q}sbo&bLt87b~EN)9FUIPLBDx zI~==+zG-)HXH|K}x|6PRWDEH!n$vQ8=S#zB<^k`SYXZd0QpHV5K+zu08m@l%l*^+lQ1J6@;k_iReMQwzeoq^~|_UrD(<<56~RKvzU$uJB{47HUbWsn^J}E{jo= zk{jjsn6{P2CmCi-rH!bKtX8@W_`lT#GH0I`&XC_YyhCbCV>kEs{zq@We-giB2 zpe#SoVf=%AY@he8$DsXA0Jc9Q=_UmPZ#E2%-E zJAma{FgdTFa6h2@g#B$VxAAVkVtN!#VpS#nk5xtagH@HOYU!Q(cBQ(yuhBi=S#%ZI6?ypEsvJqFSIHX6BF~UgppFDki$fHSVc{sJ6x1e zhzKC&S|BBz8ueP*akg<;JZ`cuEy#8Zu5I0i*08*<@B#$Mkz-lt!so#ToP06iK?s98 zhlMWL@gE4K_w#Fu5$+cU68(-1+H?N1K|X!yh1?$TTmYJtawTO|(K~B_SPg>SXFV39 z`bLK1#&Tn5@1*7ypUKe#v9?VcHJ7k>K@KrP3G4n!ZP|vSYs1TR8=n@e7Prk>?onCw z8FGg1)0$(Btohu$a-e9nWjy}agVu(IO4XN~z&E9mA7?pi78)y9v)FxHOCF4*A#deS z?OX{iGe7^<-L=sli8q{R zc@ApvT4nng6>3U$BqHc=qi`?61~(Ho3&ojR<H!zSP4(w(FfEJ@7Y2syf{7cxbM|upTrPvAN8Mk}qW=Vxx?%3|_4^nluS~O}p8HjC ziYkVN>_A1C78$bwQjv3Rkz^diU)jN3Qktj*oF!+HtBT2Jsmmt;sHX7%whqFApOQnj zqN_lq87I!<1k%5>zBs^9kq0#~c5geM{h1d2v0eg5#XU?{z;V-bj#>VfRq_CgnUl~T z|1XlF4;{X$Pyuj+#zUrmG%lUQ$M^dJ@I*l3vg&Vq$$`TUuagqmz0R5nR=K06GYZP0 z#VF@Xkgms^SEGHSsdm{4km~~N^1AD(}~$6($mI=ai^KRNmssWjW3mE z+@jYfCa{Fz+0vsGbZ0VevW|#}rys2rw_B{Zu;e4|MjKP%D@G0Sx=80nxN74QB-HU-f33S+!m(hb&D>7RTTr?IaHKRO)fi!I zah)ifj#c?Vki-HP*S{)eWK^Q*gpEGwaUB1%%3s_qbKOMC|otnR*LL3f)^k$=hneeIK!;wFa9^ofQI5q04fKhX^ zV&UM=Z#`KAOVCg#jZ6#rdC6a>1$vUT^8yQp55Y!8G=x6_hnQ<4DQVOH^yvOd@BLp6 zIiQ_gVgDaT@PApsCkT>7XadkVk$1yPKli}PdI0^YaIQgtm5hG+_0{ELKW5SmfDE)c z)2~flcbg zm5o0LWnka=E=ny-NA8=eB+#qEkwA;z$M^5qDfQ|{`U{B4Yj$Y;Dk^{X|0*g!LlTv* z0rC!8iNTl1HMK5Bkf!6cL(+V|4ermbyxc^ZR!q=9diFVXDS7f-xC$V&4T!v5^q*BfuK{ZwdP? zz-=>K0RS_<`782d)2wg}%z!hkQa%46nD1EiF%*R3zveUR)HH!JfD(+el6ZkPCmeJX z9RLY+u(Xk%@0urx%M=(GSmM0NNGksgYlA7Sa=S6yCw9sqw|3}V?Z@;7IUxnO+2^mL zUA}!jy`8Rv1X{dWJL?PM4^M9ohefmHb?=pF(gGxT#)ph?O-UH}_P@LezeK^JmY8DJ z5^7+?X;>cah4*0AZ~@{J#G8$`%Olw2U~<2F`_%D(>g_dj(R!?wrJ07PEO~_fF`#Jn zsSe9Z+1F=X=C7C;M)R34x@a@bPRTu7uzdsj1-cxbN|7LJEm%+0<*l{OpR)EJBc*Wo z?WkpCSMiWE@P{H)ZpD$OIe>n4CGZ2r{v_|T)xTfB7j{pt-~dvrOWlq1JCb5X^cArXM72`42* z$zQ%E|5sD4wM1m8kvr$_S5j@~0Q(|(*5uJKYHDiXy$suw^nP!eQAd_<;b*CfK-Q`rd|JDhkA4v=}J;a^FM!3{`zaHr-P7u_>K8f6XSXd!xJC@>gI4h`$Q)|F-| zagDS%eX;$7TNWKLUwvoN0{U50`yq7*ZYFHN8|rNNWJdSMcwy^G?rkHdioB(ZMc5Dt zhY1b)<#jy~XH06lE2c9}CUIiPO}=7#ZGI8_0QV3~(%%ngJADs*tYz7WDtWzMZm1h| zi5hNMHnhSfp@h(dRwt~0eF5}diyMY}?WVK`1NV`qCO8^b4 z+CtiP^4IkRzP8vkX-wxk`F+FcY*IO3<+%>%=0jx|mzGEdUsLw}vd`q+)KgCp|GnaN z+-DePa;1wWKJ;;sMb}`HvZY}jr~F1Wc0(>pv^zGlb1(yuHv}UFRC}ehB)Y1`-;&qO zH*u^mqJGqs!&p-};hDte8I`wP>9+^Fu5}W>4S58;amo#Ujg=IYu(ke+&ObT zd7-)d`@OR+nKhwMfcreq#!a3*t!ku|41H3vCD5$-;f5d9D+lMnDGf^Tn~sX8($IOy!QGZdYku?^>N( zMcx$#dfA+IjM85tcr(DLYSU^ip@Kte$En1>5cc6w>zOO3PMvxWG4VxGP5R|qs3s2< zg(TlI6)9ZF6HYECTxy8b$F;>y4(9L=$IiGftr0`r?IvxCj*eeUaLJre&dC}<(SCcq zIQ^^`Vljd$S?hn?#g7T~<)|%gFU=dAEvhuseYdA;yQnYn2@kW>r#}9scdH6*MM*Le ztx_Kiw;TrHFhRS~bb!LwKM<-M&AmWasnf-@!QM$zzcV?nV#R#(raI8`?fcraSTfyH z^E83#6=pE}e6kJ@`9{)?|LJgTLU>wb_)4Auhy!_DVBrK zLBezOj3f`Z^KYzT+EMXRE@RH!;#uIe4N$@H!scYnc%5v{-m^^dl(QQvg~SWm6}#c| z#dp6o=$zrrD`f(KMWZUWk~3iuWs5`kixKjSg%fv`qi%S1H$-z82+CywFioF{KQRLo zTAeKOK1$6v5OCV5>Ec9o!U$|bz zRq5pJE(uDq+9y84fpDF$^Mv<;yXAbtD_YKn{M;7Roz9DmFKL#SS@1th@-;1zSq0(y zT*DH%Nk34vg^DRvlA2-Q70iY|+n-6f`>;rykhdIdyKc`{-W5)*%oEtL#ZIgJuQkhy zh)KUOWI@jm&Ws}5;PZBj-$!zXGC>+YX&T#VXS9?#-{ zagLNmPsyz}05!(akYjg=wfoex?1nF3&>0*kqymaO6;j5mJ*{7PGe9E%M{GNHL$|&b zau~tW_4yq#d316ICVc&^w!)=%?EX(<-yKiqwyhlm(Ism1gb+mUy+lcb2%>kQvn)jK zL~oHq?*!31OScFjS`fV~i|D;~zL~wxx%=F6@44Uhm*4umWxjKcIp!$Oc*Y4${~0tL z<9H+2q!Z*C)6g)lKZWGyD-hr89DJb^fLN}SwH5%2NFk-`XxBtKE&mdP{}`3h@?d0UuPPj#Ifpj9g6}y?O`NHv`r@-?D1F(tnYPiU%6YGcvENTgI(#@ zc$-l%(I{v(no1~prrt?+92Mbppmep@P3x-X#MRmgTKiU-^}2Lt^&>n0Vs>0+=Y#=X zMEARFYI%{^#E&yUvEh1thL0+czc=yJO&79LNmkbFm{%7kbuMC_$HhKZN1A+=KP0WL zuL2#<_Ls(R4lOdg^UV8`h1ATNc1)!Se-ojt45W>IQK4_%ZO2iGmuzWN0YW}L*X&u6 z3(=cZoD9aJl)G(7wbY+7iAErr37Sjln!YV#^FBZ1;^woTT2?yuy}3Ymr`So0L9bj z^YFlrOF`GGU9*SY`@ecv^kC(20nW}mOl*vIem1(=C+$XHEhpak0d`E>2?9r9XmoAU zi*pc>7};Bg@F@btJn~5!rN^;Xe;BQ*(S9Ov~mmyUE&qewa$L zwR)1o2TWX=JUALcbtnW!9_7Y%=$^NrYx?&D4h!#Z(A6KtM?2%1fNlMYnCHn_bH!o} z6yD_4=zA4H+ds0#W5MePJ1CN)y58U@x$|f@57BoPfR2-wO7_^}H^I@w9j{7g1?Z%pOCQ`~CkEQ%l7m*8b#)2i$*q#( zWfz5pJ73_vT#IuFlPe`Hb!d6!7Zj*s-GAs+R@cWtXA#Bo~k&|tg#wZEpzo|Q_#Evk-7Q#VhtX}rdww74_*JZ3^%Le`y5a5n>s#!YMAc}CuBKZ4%bJ!puk9J3CD3KLK|?!7E=r`! zzW+RGs>UM2**i<}+RNjtGyX1;usd4Bb!#XuqwYIGLQ;sfuXK!qS94kMzL`%eq{H>@ zQLb{rOK;B^_r_r&&9aS%tB{(F%SY%KA^I+C z7@lEE5i2q9$c`k*+dJglGH=ZAOUTa$1Txtn*uT`eaMyMwt}cUc&K>)O^_$+x+PiFh zev)+4sPye>J!*UJ6p#uWtgR$BXO5NVtY(GK40q#*SCBqFeFGN-lz=0(?u^yQiEJED zLw*{=J^)y0y^rGhScuGd$XxrIllx^ShX579+iUHmzPb&Yv0|&)5N5~yfxFzCWLN#B zuK8<<+8-+gdgYVfhs-WN+ezwH^cXBYod^Gs2{`RdUE0pkJuKrkindUdU5;YdH(%$0 zlc*{Gnh#zSjBcQ|;|Y@(A*f37&I9~t>O~sb%(5RP-`bw6hhUi}O7_M`T(7GBCQR$; z`qu4`nC!soU9HR4S;{tG@TJug7xZ_rD3PmlKUmi4kNp+|dKTI>OA*}XW>^@HMMHJD za@n*T&NMHT;jeErHaAGDH?dVT>bbN%7Fe|4=dpM=Ep#m4^l*P)HTqLQj?Y0=60JFH zx39>0Wyi|dtStMHrE}8 z6fhfC2)kZ4VT---^*@`~Bl@1gR2LjYk)xyhdR*;jV;1QRDl2O&XEo@9@zl3;lyzcC zw9az#6jQQ}Y&3Oul3ZJrQ|z-7?LQ=*?0#Fh7duGZS8xBz$-G;t-?PGfP@rgWwmInl z`ygaw#+|m2YKHu1n|#A9uenIWH`mz)f+@H?_j}vD{k`qtST)z`#5`ZO=xHmZb4LMx z)ZHu(G}Qy%qtsKmFD@k%9@R2fAg%QLKD{^5sLBBF16a$A2jrIrZeCaAD~CG{!IQwM zrnaYAB-&tE4aE?S#KR5>Uk2Mg z(flS$O-uLAi^ZoB{BpQ9V)bnr%^m*7Oc(pP(+Z5Yi-S&m&Z|G*W5|Whh_M8#ezJNc zNz;K;A?|UXKIirv`4}Al$qJeU4cYa9cvq}*jkEO~p&aykJF#u0*tb-)G}!?&IXSj| z&PIx4?5 z0+(_4otAwIT}liAoeO{j1`PiEB1Ij?swSLm@9!@~A>iJi!|Ms?KE*y0NEmzxI6EkK zo|AvrUnjA8m{jF~ywQ~5NlB=yD^FoYh@wz&TcE;TX z(}=Qpxj_T(;y6vlCW!&-<61x*Z8Dv3G+T#w?0GDrIm#6yj}Hn7t;j&X+dagS(DC_T z)AxNiwa;f|=lV*x`&e*d1)ShxO|Pcy0IVR9%)074crxAh+I=Gmj@xjCHmoP=Qaop5 zu&czfvpp&y?7aR)|NUHrX-M2{UVCUqDJR$Ps}y&x$G*ZvvDAa6~&rm24BOemTTGj zQv~V?IqOv2_d3Z+zUEEFv+G-@8O<~&eagqerWW^_sC1gSw|X!rk&yJlyoR`Yopbp! ze4=@;i}G&Ik4G=!wU+w#XuJc;Xb$-D+Ii;gJVb4Yf)3ezshlbGcnWL7xit=payGI!-R8?7&wGfA%6orQs5XWIGY zz2EWAc^cGhT!>eNS8gJwKu)-zyoeKad#9$FXn49QWAAx`J6% zE&B-S#t^d=1`qP8A6cu{7%y&(vMYMq6Hw3{^v9%JUwhd130@r@kZx3v0tml=!H!8< zYr3$r4q6EAXu-$);)8dAwc^90pN-v=Dq4)nDFs))mjyn}h@UVlHD2do zL9>CkD|M&aWHWd0u{EX>gtf>DT6LT*4jPZ`3}3Ijq%OG;-(8XFPvw(u-9eP;)jO^& z9dG@F4ULQ`kj4(G^ z&F{5pv~j?BAT;~MwcEOPtYpkI_eDab#&9UanWJiOpM>>jav@jetaTc(%9j!Iv-IRs zo^o38a4t=2$9v#O3|0fx2Te^;%n;IDCjA{6KQH3GlBYAnNj$jc#0JVNoHd@cdzss} zly6P+*^TtC-(S{=KC^ApbLAet)qg~KaAVE`6l`TneSi2Fx6}I1f|5~zK0d;#B$ADO z?Dd_dgJ|cpKCfVtQbRyVl({$Oxzkg;YrGD&Wn)cQ{kB;tS7P}WtDO2S<0;E2qFL)( zc`b%6mw8IMwbqh50ww1wY^Qzas;38ov)8H(lkEB}*L`9{^hviw@zg5+x~%!)R!sJK<1L?icj%hwW#30XBYw4pn*C5V z{BX{bWB9Xx)iBnuC+eNY%@HOj#DwTl#7}qV^g};;BkJ8PCK(!gAc}O~>IVWAJZi9|(xp>pc3#W*z2Y0aVw5??*!}RSs)*lu@s=bOHe_%ATJeh2{ zo)tUCT^ng{G@2j|vKfQ41-(cZ`YfeS6#0@Oi_ouex;EZd4~`cdxSu}5VqI=AXut~@ zrZU``qG2Z7dR%RMBw*t96domSab1BSAV}BGOwkp2KM*q8o?!jP$hhajBV_4wdwYAL z2I$XhYzTBWC2;f7Y;cXLxR4f5`f(vcf%}qTC7t-aDvzxKfr&X?kB=E}w&Z-WJ=@P= zg%5Ljl@vJ2W8TLZxK{79!v82m%g)~{qFvB?uc4r1pCdE_h?t zAU0&T!RRzVt!4Mz$S9!KQ8)vbbxD*2*OiM(xP#iS0Z;9CZP7}a6n(IaLIQgf3K~Y@ z8>&H$y51kyF-hI)k74jO68kQg=u=VAmyD+OXXYQO# z1a){UGY?p+v!-xRZ&FHh^V?3DEO(@D^HA25V6Oib)^?eMOjDYZ=9rBcIIK z{oa_qkLbzOxlicEcxjGP9gUWtJ-*}0K+s->Vmt8Whl(s*54zoU#IKYxX0aez-6iuF zMi_p!|r=-_R&7Ogs()Iz&qrbW<- z(9sFe-tx2908hka`|D@s5iZ+rbiW4Ta6pij??LpJ07~2jpxmc!o0fF>ZTR_kzdG*U zJu$(C2>PCgZNTxSPhzkktD4of8R$^x+jefwpp5wp$O)8gj8ntw&2O>v=EZ@F&!}AI z1L0nN$&2LC0hBW|ttUoHcpFld7=q;6^T+gH|CP2o@N6K}qOBYvBM8K+_Q|>*7dx;Y zhY?uGlgv!i+X!4LXUJV>7^?|GDI!E%x3jf#$_bx;b=lduNL&DmT&O7pM?K@RN2=<< zygD_+uC5ezvUgd7Y>W7GYS0M+187Zy@OV%n?0lOza2j06x(QMxji7z1WChKloUrd3 z&yrYb@?JO`xZWy)d}39bDdw{q6IG+;PvvU-9szr* z)PVlDS5`nBJE2B==6-vY1Zzb30@_n?T$H^TuKJ#JVvR*LipwCAosL(i9kd$IKp#cF zN`P0MdZ%B!(XEpKzpddH#tuVnPPrU4RS}5R;gUHN64!>VBs}V%LKisA6++bEmU3Rc zuC>)p6?ABCY8^-u39+55Ov=|d6=v<h+t#Tz$wEI+o z#?QWLLjy^KUA##&@S;vgoUMJ0L~PLoh-X6A1tLMG@9iB!>iXLZgghuVg`dKAnzr7e zr8-@8qhTT&y&h4F6$N732Prk1BlPef#Rh8@*BW&!uOlzqh!x_W_-oir)7vHUT8=b4 z+F$N5r7>SXQ*NaaHz|TS090(XNi^8A1Qs zjwp&?b;jwI#TTa;qG4F35?$qYbNbqp#|MlLx^`wyo>r^n_NCR`S{cY7aOLQjmunSo zR_f%w$eRy7uu+3YaZ;+!gih{olsrPgx;(ip7~Qo;6dj}$MR2|EiHRX_O85kgaty7V z%Jq9PpG_*J!16$vO;>wj2o9>{|HyKlsOBingTtNW;Zd2HMyGvA zF)KV~GFMZ4{rkmD@E^9xKMN|{r(a(Bw9|?;R@c@4Jf3cQ6MpbqRggoUs)dGv>RpH{ zWO3DhgsX*c@}gpgOlpdEZ9b`ur)%0>L$ml5zpYDH#mBs)a)SJcJqc%u7S?eiqm1;} z!fM#YAq+qqX+_&YnlBdepN5n>=F&R88HCUfMp&sq7i0Cn$lWTS>vsl3dZ5x@t)3T` za#~p^bsAqq`V&|v8_AN)%(rnA-7n`lZ9_2|aOmV1(&lRO@v+w^FUJ@vxst<$K(Wc< zofkfl;d)G93TQ2a1#aD~>t&%7g=m=}9K9uN=ygbI zAUO(J+6Jpj}11DpqU#2kgj+;k==PI zzcZnX_jZU{5^jkMW*s+t4O6I%!?Qo%@JW;Jk zjt_9y4jE^Dg5$Aw%)cAGyi(3KOK~~14dN&+P}T6QotY6SkMrK3)?H%Xw%@)CG8g9e z860oYCi?m1Sp1k)(6Ui^@@$DclKjX4ra*od^cC1v6Lzt*I40Q>4`=Nfs`cUD`N?usiR85DXCgb9-Vt% z94CoG!Qr{JZ>%c*xZ}D!x#g;3$9^>NHb>w^dIJ5Am= ztt_y;uX8P+Kzn&6$n7lm^08*#r=($vU$Ez^KN^I%&2Sr6qOCkr0bC>eN1h#~UZV?% zPfPE6J{!`JEg+goar>*b4g1v9HE+SDqr#gPZrIg|>Nq!pG!H0XYTTk<5C$k;=oA4Y zhL%vJ2Hc?$Z^VZyPa<&I&9ZV(&4GMlm-1ZNhjUVy67KKr1C>o>3Gyy7Y;9q__}b+x zh=-0@15Ao+Vf>c6f`0wj7`Cac5l;TH>JEV;&7A$!mO~GD)X^z1ziVH0sC438r(VAe zE93yh97b_ObGKw{iB@=T_WnPU#S=0Qlxxo5jCa4g_>nu8)I_rbZVE~XV1JkC$qq0m$j zUbqn42*)c@#d-SBHZ?f7b(0!hfcz)&qX@2RIl;g{g!+A^g&LX>0^t%SAPbVHH{K|k zkYtY3#?YpEYJ{N-@wv&Y+~(yzYa|u_9jlQ%E)E1}#Mp4W8MwZq36Bsm;5@OywG}M- zzBfAFSOK}hfYQN}t%Jo+5>nTJ}LNZl}Hu+v##$QfY0u9h*gJpkitGw{ne zLJNtMoaD|`DI3Vi{1rYpHlNVZnthBp8Y}9q`o{Nx$OlI60cIMBX>B%}T!iYhSWkS( zbem*%eAEVXu}g^;GKLCl!ZH#zY>XF9E8neZTQ@dl$$4Bv&HGdRJx{hLx7D;_Bc@MH zjufV!>Va|}L6R3qA0EL8<-hVf9+Ep{jMkfC9t_VlU;Nm~ky3dXSLxoX5lIa?O>IqB z7rxtnK=ty0fa{pzuR+jhl%046dY!HYrSFr2<6RlV|8^jr`5`6`szy8>r;wZqU3YQa z;SUxDuAphxm>^@910edwdW?T7jzIT)Vfn=`%K+ zYEDx_st%*Yz&V8PP4j)vs;MPbO-@g^YPIF?tpe50ZIMDauhwSkc0FR-VQB%vp?ZB*o>J4AwW^iH+$Q(kW8I~4_i6l8VNZPhshY~>fdbWQENmZ>gqN1j z?x60>cJ3szEQO__T@6auByShx#0?kH!|FK;I`SpB)5-jO3Q%5=$h4WS2cg;{A0a5D=9|%RcLdBH(PHFGAl}o)tvnDN*xmIV zZ_@@IfId`VDo->Q3S8Bt340Ap<5qHM%~Fw5q421n_$ z5MKrX%O7n>t9*2c%#s4*nPz?}wjBsGkhX!>*cnel3;CKGz>7Eq?u$wsN2x7d9*!t? zMMOP_a9sL6nWs=u26}wAp{Ti=gJct<%-8w$_Ya=-eWC~aeY_|X7!q#y+WtXZ;GoqL z+u5Y8>+jl#8uhT{d(bVX*o z1E_@@?T^8akGpKlIp3M}_r|eBDUcw-NKZB=oh*l&fT>s(!UC9g;Xx#0*f>1qn#5j1s^vEtMCURQ_|E zOctB0E5%G<@#Ax~KGEG7_9Exw8%x3_oMyoKQf)!-3fh6r&?pPG%ixO_FTkOi*`^%g z6FgY#{`j&`Aeq0=p62bT!;RDvy@d$ipQd<*tWsnMZ;c&1-A&JI*IjZzw#zD}AOrgb zC1NUQV**GTpu{u4e7-YRblH;RQDQJVW&T|s(rYnAEDE?2XY+SGzvwtqX1?xOupEZn zji$Y!ei{-ZGYHYQQ_B@Bf+08RPDLrVqv5AjESS#ZnyR%5a-A#n%k8~X%#BuO^`dwGed4aG{GkD&R((2F zoq-dfO+0@}-aWio>IR@ z*)Went|i@~?^crOXsCJ5E$i5qOv^uSd&Bv%tdzQcqG!E^a_{8o!o1#EeeUUYD#w(| zUQZon`Oc-8OmVp}+kEl9TyZlEMfiI^Ou@4QteJW;;+&CJ3|CH;XBsLDO36=bHOTl9 z&_PN8XD8sSf4|8vz0vYMVATp*Nq-R#Zr>WzKF876#AbmbUJ5b<>9i(W4M$qlP#V?G zipCrG`O0sPU)6ZKb*NYdQmQ}~hmyS411YJ#EwxpRp5AzSd#hBLPt2$`(Q#W0*tQd+ zprDu&Cc`oL^UgI&^{lRK5act0E}P^4*JFY)D5Q^(v3zoT>>?Nyc(z!fFG9p`wCE>_ znReFAGj93_!w1?7noq+#jtbY%PT(kB7`&hr)-8?L)scJxFE6h?{zA>NXn-P15fT%6 zJdlZ%Z)^MrKOXAnLN!BBXP1j5L_S~&HogiBYFw;ahYup7JQqf*@4COfS^U-WF^VGw zKE;SRa-aAafYW@+!-bTG0}s_6q=on&kTSAT*8l^#{5#rHa*YVVNAh2>nI*1IbFi2$ z0W!lpPAU*1sZH@Kfro}1^30?>c%+Nd51xq=ld=-f3MKzuK~dzyN!Q`jX%q9{&T&*! zSL%MyI96Kg<$f>ppW&>F^3vywFNALNzMkMF82<=e@h<^Z!Sd8{KjxrNhcNDTISXc) zCx!sK9?WQt!&XHp&P1P}dbuGLEoO(Kg-lB)3W>AP1m3b}VVW66Vl|PPmQdDmt^mgi z*?D~R3g`g8+o@PzU7&#%NU~eNf`$hx=_+Tl(K{6}5n6G^J`N0iAQH1t9knc&fXTxNJ+4yAt!>_0@UiOp00G zhL<#-cf;G|wNab#GSf?@kGmZN63OEV2`oV|=O4?D;cAL~Yn52@hNT&P^d@y}_tsWCmBx2tvxpzY+k@llTu=57BbUR{>0|O@9clux zAutw_T2M)}?QUiD+kT0^wZpc|t`&K(!a)b1CePBJB%Rr2@cJmim|th#GbO>sm((4( z;J5loc(gIfg%AS#=6ppObWhI@&3TU1a;XHNggM>O0tljAlpNt2amhtFyoW$pv;-OB zZPP2K&n(mA=x=BMm$&MI7=O1fsqR)riH_ZI8qZ1uxv(3Z<5Hhh%O*|t`h7!hI|I|z z!|9!t7;bRJ)Y>8ZhfLdBR*W*_aj9*$OCIv012=*X8}e@QF)Rzw`FmBa8&NM`GOgaw zet(|&IChIJFz~6ZTDpwuF9KSOhbr0fae}rd5CMDBwgItIrqC=bg2enciswk**eJmp z*E`Yy0S*V70IYeY`8EW(d*o8q8k&9P_%JIW0aOXxshpAXf*@9K zFK44KN=aDn&;h`ZW?=r~1{_G}O_65BV=0>a5O{@$MHXJ^=lL%B20=W?DbC4 zF|NXHgq3{1Pa$!|kl3IW9W6WlTH+j&8;M8xw^QwXt z&{sNT_|FPj2=Jn?L`lq#yHn1+=o+T&oce2;sEw~p_g-vy{yfXimnP7Xd z&)B!F2vR;JS5+C*FL=N8scM9QpMO-fmD*zG=H$a5{%phPt4B1TF0#QuD4FF^gLCmX z$&4Grks|PZ8eeS&QVy{djn5Jpk!M;Arsr7)R?SCx>U!X{-+NK$%)^QmP}_$ws?I@;3!L4co)Y@+Mhw0pY_An z^Ag-Z_8Pi~FwoaA{PT^wziyv$Iv5$zmFm@pvuBjTk-c?#>wT<)`CXCGHA-;;J}1Np z1Shbc57>Uak_2@0Psj%JW#(pt7CK25zq|g>01;v+^t+%sT9G=yDKig_YQohc4CY36+PKNY~7rfWF7 zH$`H()vXUVhi11Hhp_*ce>#8Iz0m%_tx4bu>@OWaT#wFHsv-28#*)^TB({z*U?b7BUTjC!*pF| zT5lB6xX~I;aD8w1%!US}(d{T-M6 zhcxZJ#)3JH0E#m;XN6Ji|N8m&j{CP z2UZW8lG()OI5Y@z4SMWZR*Ht@E?ZOeutdJz@GUvWneQ5L%q`6L za}NJ_d<6?w;wnIxu235FPwD<|FUAs;LJ1a-mX_}O$&7+>GoRs$y1Q$fxu%jWWAH3h z5bFcOb6Zr(^z`(?>b={8aYc(yInKo`SODYjn!DdYeBz0c_I(aGn_uPs_BLA?Ue*!<1UbQ%;4nrj@p8JNQmP1ipj zj;{lcvQ%y*{k<>$@q|+j>^~>ecdu_F@t?o`%LRY@>z}VOZ*}oG zf6E@~{|FsPNvLb)}D_ML;)DE%MFl>k;2Ph=!WvcJ~b&Y?%Qd?Y# zIl4f4ZB^m5!hd?ojk^Cogd>d=UEsP%vn2Y(Uo%3d@H@CcGV?>0;jiiYYnXq09i7iV zNAW`Aci+dT07t<1TJs}z>?Lhi3eNTMn?N{*3L%DCUbg?#znW%bV!^O6v{Br+>wV6c~61rDIQ z`o1O6U4R9bBU&}>-{1HjrxZk$i0u>=mE_SE`ZyOSu1!nfv3F^B=&-*tx78{QX-9FHmXF2&nEvUG-Z>{LgX!=LZd8 zxy{_c1w#~m)Xe_>8`xiaXF(F2l!B6@jQ_Ij|MUL%QyH_O0`oolv)TXey1!&xlIji+ zKFlvupa1&p-{$wqcWO0qacIAx>QdAX=*elI zSO5NtYibML(XEoRH2-X)C0PRVr9LctyF^^_Vwv`<!VsglrVcgD6RLU;>4ESB6WlUe^(=9>!NVdBW_ zqePEo*8jzPKYRVG`2uC)xL^6pu?rW&z5;m>W)Cy#CBIJ~x2&Obbn$(9y9?NjyI!*c zr5VC)vi~ah;p(}N=%oicDlNtXv*y^{XXMU^aogEI$4;CF-pQXJ+pO!It&_gQ_eb)i z{bwdkn)Ej=<2m-Qhx4!v%@)r4MNVCARJ>kQFu37H>ttODy_c{UBj34sUh-{mo9C^t z`1GYdjQwYkDh5%ot1PNAV4PwrobNg{)`$K|l%Q~-2rFf?fl<$a1e=y%Ma-H_?;O#? zBcRdA)8tD2^SSbuYI;U@eMb}*xBbPaXA(ZOmJo)ODkIK#J%$*Q$;}>*mQV|;!O6ge zM)#mWQ*fP5%-1aS#rNE2PLLAH*>=|(AHR0zbK^Jp!j`W~p0v!l-u9hsh?t6NFJyh9 zeL-@3wU23zZ$~?u*WOHXzKgPbaU}PFKEgrbDHp>|GdhjI^HfM6$_G*P2Ggr*f<4E% zO~_WS53()OC^D@IV{1cGrt1d%jWB*%(6B5{=JTk1uDMcYAA!M5GG;%AT}|Jg8$2Y} zx_MbEt7ms`@!|2!@_j8V35WbQC29o>-^o~sAvY1?H}`_}&0Q}%LieO#6%PZ6UPw#_ zL}=c$k4s#xL;Lr^GQH?}YpGMl-GsC3V!9#u7LEtm97nv&mg>HnD3T?h&~kTqRY46< zjXYxe7u)VHW%KU}V_t&Mh<4@__Co(>*?Hd9of|>tyKy2>d^gedaJ=KS9ZZyG$qZbg zqN1FhXBw%Zz9ft1ygXM?R?x+{>!W8)*$?go-CoR+M-{bg!tOCBS~x832518{&nCTt zr?weacO5N!=Qej7Fa(OxE*%Fs63d}twFA_fhlwf2X#oUt?7=!aK|ya8)J&nKlZ7Q( z^=Bft(a|4_<0QSR{PrR*!js@C_~S|`opJlSFNV31NmC59pf@=#sp2IeNiUgeQnxlV zM>m4PoN|P;B%+!P#LSa4asJjJ6q51MMUA(#0No{^hjR2ys zjB6D!j=jV+^0Cjb3a9Sc$M2lvMdr3=?)wd2slbDTQq%Lw{)xTCvTx~JY!vFuQ7Akb zlPr)+w^M>AdQ~_QR3c%jbM8Z>bB%7fZ4pQ#ajM2UeBgTp5RWZ=t_u*PJWD-4*zx*W zW3Jpu)ky8X=68r>B2FJ!>Xke>rV@^R-lE&TVP?=D*ivG%Ft6h4<+>}-^hty=9&(PK zG?FWw5FGcae#Qo0S!TCccUSQPZk>6Z^wh^9!sH)lG*Vfx*mlYSOrMx}Pl5Mz?i6lr zkMQeS0F%_%HJa_z)yIODs?B{xs}ohR_8j^0y>ts{x$w`HT^!rW+K+Q9iH)LDGfUln=|g1 z&AW19?}FcDtJFBo6EoU+hxGd)f@gPk58LXmGU}^@rYrBVLS8@7Cs#+Xq2G*Or6(gwIC zOz73iILE#3hF_-4L@{a#{67R8EM8>zbadnJ8=V9^_!ckJjQ3_{X3$}AOiWFvqlMxd zfltnRaV3R5t=jucgZf>cQA%Fr?MX(i&k?SvK9cXg>*TQ3rQb(8MH;lf(zZN{$>nuS z_T}Q3(o%0riD;X=)s3e`UldoHI}gtnRr;xe{f;BUcU3|Z)&{!KtH9Izwimk%URVU| zb8?nfW_MbAFqjb=_--D-y5j)S5JKd^D>+A2Wwf-s11cdnCWLM1%%4oZX~)^*m_D}m zmAa{lKu#Ez#(?gW^If7{0w2pQ*X1@c7!=fCn#( zB~W2LO+&;u#cPw8myYlpo1TId*?6K9esqZev#SltXqD1e03k9x~ zCQ-k{7b624e0-^+0n;CO8tBA*AF0)aV>(eybgJo$dYWnez8z*U`Wk{+vPm&MK^%ZYJ zjA6J0|4XTW+vzZ$1AH(?cTsL`FML1JC9ktY!}sCGPYdpsOMcz6=TOFI-t3-X*PR$d z>F{<|hR9mT2}!|HeLt+ZSB}oK;U{~ud#PTte@FLqbr99}78OD^%GZ1w?0OYgh)seb z(ss_Ttmp@HYF`PJc|9u#Ad1vuSZ9vSe&72sGBs0lEHzrWv0JCdYJ(=go*Z;i@mj>5T#rexQG3sZs~V z*d%ITfJzhcR#j`7CqDhtsZWfsy`?#N@*geybJk+R{72#H4jtN1)153t|0foWqA6qE z27%JZaC=g`@sN3ugjl1CkY|qOc+#Robex7X3~V0=fJO)yuS1|dXbbdW^LOoPJE(t+ z9IFYSEMhvAj14eW%P5c9)wU{B#@*B+E5T6gw&7Tj%dM1+3dx}hsG64xYd^E~C&Zu& z7od12_Ch}M^~eLT-p-(7z+ktM8`FZj*-E_cFj4-1A%7X!w^*z*r#Jj+Ei)}-eiHmj zQVB>WBVRAdR&hV~A{UbqWnU-T6WU9(9UX5)&d2g&k?hT37JLsU4%A@>}$53l8+0bUz<){k=5>;egj|;;>lOi-Rx25aPmkws2;jY1@%-EqGK% zYX;n6`Z&3ORqHu&Ijwci;|hfl24_|i*RL0wsU{t(rT_&Z+&4H3FOqLxO^sDjb97)o zzsD5*_OipGSaO<io&Bpg4H~r{^OhmsHT45({!%V$gW`N4ftxfZE(RX>zvMI~`1Y zs4+A~aQIHdFAV~)xb$@k)}a2?`#xW+ZHvChuaBDd^zISN2%nKb_n&;2g@v~oeu>I- zWqc_0eWl|F>}193a;(DEE6XW7ja;{~x5m5$Dl~{qiEx@lvK;fXap(>FY2;P8)n`)| z(wWEl)qay0Dc;bIZr7?8=>UoIMLUb!T9YNHimWV&Gm0+`@1iH19{wQf*{`@;b{J=L z7Gsf&ZSCgzL>kbJ>r)eY5TnjlFuwIhrY!Hv<;&-Ktv)#D`^}-sUYDF^aI$5sMPV3x z&CEP{EiAk2SIk>6X4syLZ;AEF-_pH$WaR{qUp=w+d&hjEvNC+4PZXMLam2u4EatNt zjeVy+HSsVcf{_cXI6XmJ2mWzzW1A%t$RfIzfF{fayvoyOH+jm z#xEKVp3oTs!`kG+K=EWcJSe9zaZO-sduGKEiUvw0E{#b)(4O8w>BN3u*YNI?i4f*= zCLTcK{^00311e$f`A&lzWsrfn<7gB#15il6-P`q6s&q5y_hE*cRF5%j;rni8GDAQr zSb*YCAdYcNX$y2vc9ap88siqD)a(+;#ZIwO2fhfp#qUoaX#8cBhL{Z0d9Z>LBh8e= z^BHb`y`mIEa>F)adv*4wUEbV3I~4cRzWtt);%u_IY<%R}tNaVMH@%QVS6nV2N@yXc7?}u8Er9N2fMf7QyZUXhcz~W*I^z=Vgb(%#Aec>Erhz zte58avR#Kr)>hbgbVUZsqXl6x9dAG4o{WxfRzAzQi5LPHuJ)0~{niark3xFEYL}f> zSN@$4g?~2_As1|Kyub1Bm?hmZflb7IXS0$#sLc?m79-zW<#xnBrV_I9nJYJOu$?== zA&ptTy>rR2&=yOy%H?vGeHLb8u=DDItxxA5&d&N{TuMtPOqNp7&tED8-+7K-twP2Y zg#c~OF=}pg6n0No04rs=-L(Tk6g<)D#XFq$(%7eKzH5~RPh~qw+BnM(S)~LsMTQ;= zIw4tn1TUG)ajk5oMOh(-mO3Om@$6Jq8F1e;xm8WH`J_Ga;aprdCg}tyWLE z@);SorIK51^fL{>DY5H!Ol)+ibC2rgFK|`+#Bq1IyK7Aqa&vXdChy4E!%@@zismY> z^qp(z6Z3}mFFP!9UdLWqs)`i@;~R4PgwkJeO|^qWdE-)UX01@Ufu5I`3j~larb|{m#4n}_oS!#3q^fFj(Qi_r!|Xb-3f|P_owe` z0$YrT3a32o?%C~{d9+c!aq)Dyn?!+3YTBI7glcM@AD>1%nu4vPU1q4p8ApDhMiX16 zE^+I~r^EX_tHqcv_0&8D$oeGd|2@CV?fkZ&8K&+zFS1B^*8-Otdb=ceeQX&1##LP2B*xQ?{L?Mpke1+; z{o1GPdP_)ToZ$C<(K~LTt&myScttCuRozWyCgE#a9;z$damh}B2)TMZ3^r-$r?CvN z39R~ZdY-}?w=djo;1bAzy{*QR{xjt?Zf)3Tv3Q>1HI*uZ=Rodacp1*#sh6gGCo<<+ z#bqxp!70ZfO#z}GA|I3SwHMv7^LrNPn7|r275aB18U;%f;y)j9a@X+&JK(0}&LD$T zES;4(!?VT=#yRFl`(X7HO5QfTj1}x>`R$aX`_Ju E2N7}>Pyhe` literal 459728 zcmb4qbwHGF)9xYy(ke)Yh=6o=NeI%?9n#&oq|z-Q&C=c7DJ9+AxpX%RoJW7}`<<`; zIOm^b*|>M^`Rnwjef{vs=mjzWL}0)fyaK8q@VKuA6y&~vUAh`=j56CEPJA2RHN$wi*E|JP3fU$pc60V@A* z3%nFweES|m_utoj$@u~qg!ZU~`2}@msSN(X;GAzN{>bMaX5`SM;p!7(U6UudlC0dFo%o2_)+}c}<73`Kjme-L zmlj;TVx=3kgu^xJ|Ll&LEd*cCUF7KcuU$P~veP&jJujUfYwq#ftIo%EE)2AD2m@kT zh*38(U0v;H1i>~7>F7h+C|Le9#Bh|ni!wA4@vJ@4A4A7K$12GAjd_iJ9CYRO5?LyZ zV$r!884@1$-Jkgq8LrhEXq-P|{Leb>pk9N^VQR*nz7-A~dlH zHC1SUK2y@~veG>5ECVwIG$eaeBs$%aan`Zoo{4N>yYRgacX^I^`rZwwE4k5g+ye=^zD&4C>v8T>3%Rl>A{?|U@Oa7c*r@{XJT{4RRD=kU~JW4HyA!~o)8?BE@yBCy+ANQ(OA^*S5(^cNUGs{fR z2KwZpe-UscJFGkvZdda6eX+O}jZc2@NU036j=SheHPwns^8(XTud@uh;M=b#;je4G z`U*>l9r4~I1fE)+ZlLB?y<<+QDf6DSNt}x!Yc9XTNxiqFLb#N%1mCs7#k)0UN8@rH z;oEEfr=JhE&{29Js3x#**Vx(;zvLw#MDjGtZ#U<%vugsmdu;pjw;Xc}VPKO>!M3M+ugEu9<8R95M zr>e5up#2F!I|uuAot)g(7K7pDvbyetCbKi4ZPEH+r)!$g9H zCMOz;LOJC_X=ZB+mN+kaltAj@Ypi~k_}mIQvgkC+MX4;Yfcbj)FjJ7LI+Qt%;A%a; zl8<6FgC#1PeigMT1HmV--<0LF34%X8Lvbksv)%I0S&9;pNnZT@$4GscM)b?hy7-|U z*%E?kOCcwI!AHG?1U8ibuv_#?0-sP{;+)GNBKi;AmL&5rS)~yebYY?Ep;gebCPdX5 zjc!OCW5-CZ#b_mBRun%{WOTBw2fF#R=I3-$0Ua!6gWSg4)WZ2Y=7L^5C7L&K0*;vX z7?4$IXPvT{EHiV{w}NU-FMKrfWOEOF8HRre;vW*^S5@AY!q9{)wSW){S6kkODs68 zHLjFq%wPGg>LM*udpl%@Fpt#+tAq4FN1m4}|E^Hf)|I zb~GBk->ghfUtBsGNLac??xL*rAxzw~g;hzTpKeUoOEg2glA7mxDhmE)(JrRNSe8U8 zoT2pQg4p<4qaT_RqeX)&m?`TW>cNZgI3uLTx;=`=$Jsejyofc#DbGHmpucBnM|F=4 z`MxJ6iyixwK>vQ?vx8l^iHakhiBw_!A@q@Qa3SWippCQ1oU=E<>ROL3X;Y}K)lIa4 ze@TBz_K3mr>FcAU*e>|iZ*sdCgRK<~0 zo`|Z;U{GFjhCkM)t*qLJ zj3g3*cH%x}&>|~&>56?(bf$VNww34Mp6Q5-z%2LPCDxyeh=&~ft(C9UmZ$rY-s3uJ z#B6{3)#`S?VyMXv>`f_$ytwc@`x`daNKQ;+g{kpjhq~cSaa!n^VA=u6{@(Ta(ZTP? zX?ilA_Q2+To}VZPE<>`p*`-mq)5qzGMTAw2ZgRG3i3`y41-a`BLQpFO!}qPeii5sk zQv1N*wZ^?a*{UmFiTRVJWKe+*Z6GY1eY-sSoQqf6L_@`tMUqMFk3;+tqsg%!WpRsj z;+ii)zPu7GPzp2m1df!vYhi)_l)AamtqPTchBLAhA9o|%o)(pr8k*^&EwDP=X$?OY zM>>Ke3(L!7u?IO;)~DP*o(wz9+~d-9DEs`1w&y{T2*f5@4b2N&@G&Zl^Yw){qeh4>WcGp^F$g2YJ-=dhp&HTlOnt|t1FV4^2r@Oz1m>y<0Gv6CEMe-`Y z;HBN(*bw-3+*}hCaG8cYJa>rm#aHN^3rt@Re&$Wl|N%0 z;Ek*pa>9ve3Mp6BuwK3p5Wv%3vZZ5aSI^mqyXy4VO_4NL#o+NLrh@2;WuN_pWX>kQ zb-eCQWsSxB&kp)E5$TV&_6C35e4uRPQCwQ=FLk)(PmOjgSFHLV5dD%7Q-il@Hce4f z*@4zt7K2VUi1POUJg15HbS|ZBVg7gO4lmOSL;*oh>Jnq;Pv}l1hkoFuYxThD-(U27 zJ?Ol}1J{q%yM`wkZWx^U!Kf*>rRFP&qIVhQic&<#r78gC&kz?jRAYkk62OxY>!&HCE-O4_UK%lZ7bEOj zp;%NoQ2x4`FR{^LN9d$Fm2I{QTkyL~l6z^Uy?geq=e!Iym@t z_$dki0BSDLXBXyP;kFN^~!#d0VhY>w;VJ?E_KL` z=4>g9AMh_7%O31poZs{3{lH{lxu6axXx>yMH>vel79ua5`rUpXtVk|w>*S~>=j;`Es1`*u(Dw^PlF&LrXDy~t zaHIB-|0MvgKl3GA!Sz|Yd+*B1f5uI7w4Z&E8UJb8Ph*j9Vft&VBeg!^#TkkeGR8^g zNN*@ZN!&rR@ccY)0ycr@=X60JPGG+j_LAvV9B`q$x?hA{ZQm~Iqyk$vgfNz`eI*wB zCHzbt)NS;prPa4gHA5$rE-bQLr)1mk>q@vi1Az4sLGRiPo+%Gm9q_n+!zjVX5$;IB zKlQtF)h|=2;$Z*wYY))^1qL|xU?_U;&|Fl14~MhSmOA13B7|5SoAlG&t^S?{qi1AU zB8j-{Ct}>feemSh=tx|}PI%jDRjjq+?)k~*tz0qUy?9rHAStEEKan%Z*-U}@bP4vQT8 zrs)FEeuYG>!_(~4!|~VI$zvNvsg#?H&gSz?j?H&-IxJE&_gX3mbyO4NA~*ZPXci~9>CF|1kUV=ecJgmCE+k!g z)rKFOf$Jyl@%~$?HCweyC1X>0ug&aa(3hW*2+A@gbU~r*W6Ke&-LXW}<=GmkoNlkL z%$*_~hn7nj29sHWJKZRhT#hF)f-ujhCVMC5<@EtCLb2FmP8u8xh4{@`Zh!WoZiszY ziSI(VeTB6n0=9nT#DV7Rt_-I~6%*m6Ek1kvGpw!wfforuG6z2f`n)l>cYXFtxa7jO z_)^FVgEx`YZJm)+k0VpX|4;+RCOlX;`pH(`0;1d!K2W}uk<>%R8!7wulGS38+8Yxk zVApMeS*xB`b$zF z=^uq31LP(2h-aBlP{@(*}a^#mLd)7Rp%Bd*Z<82sH`xrSr?AV)} zCzonXG1kbwVaF-0?&yt#6`T?c46dI9vx46Dh*jtfqe=GDjO|^}CB=)uHa`n2Rp4GD zm%7STXEQmwB3|Mr_9F+2k3^XuPxWbn~O9syeZC z+FlqicBn27i#R$h&6PvhCIpINLBX5ZLe73SCL81aACE_oEiJ^?#X12RC7I2Y0iZU$ zafR2jcimng14UnGVh3fUzOH0oO|rAC9c=zytj2zwCps~`ERmNR+9&@NIDNZ}{IF3y zZ}WWuWK1B(jbjV!4LjP}wPx4j&GRx0#be`kA`#YI6FyIkkNY)wgNGv359E0Xi7=z5 zHLR53#@5~!5twJtyleWr))HS>KM#o}2cft-d*c9D0m-fL{QO>Zv|uVqSGji&|Fk%T zr1yGx*-yphZT|`(E)vot4Tb#Ua3k%7)XO9c_ZLbI4uM5L& zJK6;IFEvj~_{H5UM&#Sa11?T}DWz&w1yMa!e7h3pAx$N~0kub=wvb*dfms3%DhZS% zDG;-Q0aW*LKDOEk7qjoTP5MYbJf#x2mN2jS7)nhg5Dn$0}&BU z2JUU3soZ_AlNS2svpJnq%^IJVHgY<*mNsqs4elzhd3>W<;xDtC7PqnHh-g2Uh#9^} zj!3OSw7Fm3UGF+Swt;%Mj1)g+_zdEZZGJ?@VUX#VJLvi z6s-GvpNwKX_}~9fG;yH*u*+MLE1aP>eeoV(KKF+Y7E;u6t={y>S6A1b_DyRiNK;~?AYc}23fccMbUx_AYar$c z0-XER-l3Ui3ztAhp330Hf!-+841~S=?y|BU08zcqbaz z%~;0Z1YlL0keyVj$5Y*UT+wXM<~xquoOJ6`pYcjXqQkCDcQ>Qfd^bzRyL{!!3o`N@z_ECv~% zOr6)u9X}IZ>|yBk$E2vL3HMY?_-u6~AWfI(ffb05A})q=h=^9jCH3jjJX=SSYV>-P zq#9w1F#T%sMUhK=Om|Im$5#GouGsZ?vBzs)s~t44gGm}Mrf;sC;rl{BIB-#4JC%BStmSDnaFVSZCA@+ zXt*A9cahARJ%y%pRml#)hTo1f4`sm3;W~la^890wm<9Tyjv+_# z?K>c2fH;zeV0xVl79(%|7BBmWF4vu_TSM{S!Z^0tFXOHSR(jwdK~w|bxir;~t4bsk z+NAlB#TR#;0l7hX|;Ly0d#w6aiCt&uJP%8dW@=x zFK^N4c6n-u3OI60)8YuMVU3xMN*q`&es+{B2$^GEn_l_Fn$^jru4L`0=lY&&ZsGJ# zJ}w-~RG_(CFmS2hVlGq#agEP}LXS0iqMG#|Pq)4%$9pS}&9W&nkd*SY>d(tWFc9VN ze>gZSM?G!tenpTeBEJdg9-9>|^h9+=p>M4o_1j-X#r<0mff9zk%uV*6lUi=XU$4lD zX!ic_Z37XMV92Rbt@}Ro(Uj$8NezgUwT*Pw4u+bMOfDzYFvOx5Oi|LaFNI1otDbpIBh*X~5(}_8}@VI1Jh-_qJJk^mkmZ_Ol z7EqbAH9x${C9|AatTt@s2%#gyqrc73t!JjQ*=b25?1Vd#-*+$Bpx3J)Izs6zZ1Vk zA|(^N5mt66V!uJP&8;^1aT-_uqMtCSq(j%obI#x6Fb-ez7Hrp89c^%%GZ>C;GSk2Z zpfNz2Z&j}qcYUMI)2SfK_9Q?B7ZalzG-jy3akVskI(e_CtZDPmRGWbu(R;i zNsnoKa=iaJE;RLASvRRHrzRYhsUYn8kP(@%vH6=RDM`~kyI4^7OV(uCaxZ62ag%9XN5_7J=7?7A>BGOPTG@xSy(hie|+X)e}gs~{l4X1)8{EWg_Z zdQT(AZQ-~Av%^oVZL!k~hkwH4n1n01sR~Q5%^QIpqMgD}s(0TR^yT0My=Qf7Y6 zM}2yIFt%2&YnmiY4QiT__W*_-5<}qWZlgDE`rdbUpUe%nOf$O>6A=ZaV(Zf@W-G|+ zD6^Vs-|2HCGHcr{d~IEy%~z7#&ZT6fpnQga;t1x)z_?<&7_)F>YiWUg7%9>D98^bv z;Ha$`$Udc{TLuRdL2mBX%*iu$%s1DN*t(PXxQ7jz9nNtB5at#C_+-Y~b@KJ;Ni^HC zM97-3GI8KAZWTYP%dFiS8%|a8BqS2wz8QmO9Xcc)cPlFg?1%dOyDjPnFxw@4fXfG= zUUbWryw7qUw9^cOp08#OxL?knxp<$2_H#M!5uJ}KByh6&_ZMmaZH?kYL`x%%iTw`T zsyRN>w+#&?kl!ai1o9eWY`Z5q!%avU+GeUNygnMe#dVKY#k4KGZ;%7g2|;On2c1gb z^McPE9JbcFSrcF33&-n3s@NEQ&k~9JxErqTruF( zxP~q*Hj0<~jDpwc99$A2zOKgK(LnK(%Ssu7yL5VPq+^F1LyDMUUI3KyNGOZ*A^~TW z`I|~OPK(`5i#J@v_8SLrjdxJVqQ0^MC}Z07l8OT}LiLy-Wl`j0FNmiF&cvNpNpi~v z6Q&E}*P5GUMb%Kh-VeR@@+`2j>NRCq+c0jRnoU-2-xx67*xvkXZumi?C1Yf{kG#*2 zBWv&IqutmHZf=GObzfN_sl7>H5ele|79wOOT)>vmB`T$d7I8|(RdA7xghn}NPC*m9 zB`Qz-({IANk?Idvz8K@gG@D`xqZ`0fLyg%FKujl2B#wPd;tAFA3uxhR| zR~-nDlZ0>A7^&+UohCt;S5)*gekQ8R!dm5wHfYiMl!lo|Pwq1%9&UGh`R=uuRyuAcHV-|53Xddt3Ctho=E9{ z?U0ld**m&~a7`Eah0*8jR-xPL)4f~;Sq1r}Q6`VKqAvGe@|u^x@|Hwmg!bKrFtfbZvUD=`@A<^wKLtSBoCZqUDw=dm)&B}+u4X^Yht=cOgNJoTG{L7GirE3Cu$)V4$_9`5LuK!-&LUv+?M#|mv4~pVYb%Rz-^Kx6H{?zij4lrGx{#*`#hQGC>*Zj8@;PD76zg|D6 z$WPB3hf?&kj9+|AbAtC8&9iY{Q$fz6?1i)L@Um>UWPxZ_)lY8M)*$itVSQ(5F4im& z?o?f#Rah29Sz+8krTI~Eys)$S<&XL1QW{Xo(EB5%ZyLxNdB{u@FER5Nn0)4n)2q7u zmM1X%eCdSWGMp&S`*EM`Y%fTS-STqYaQQGhKIA-i1A+U^o}D` z&ARMx;f5d{n{ldX?%sxo>BofG&`oo*H zk5}Df3`#S08I2L+cg9}z*2o=LOVkB61oovBm3Nd1@4nmFmsjPcx3YXzQJQEk>8qHm zt-XA)rz21rJ7)L}=>Oi@#RQ$4ZCGsUz?a~p_$htVVP7?m*nSG zXA)G+4Q}S2$RmSjOMg!h?m%S}rB?WjEC`c62Zd+Xl)#r9jW?vL6fkKSF$Rt)EzJi^ z>%AA~8cC|f0H^L#pvz3_pz5X$Rkhl1{;qA{<$b-q(MJ_HqUPI1lk>W1Aa1FkhOI|i zz&cs7fXFf7#ko@)>#d~`eGYnwAGqPtb)|1P!Xz#mgXd|Q72f3cUnxdC$xpW0AKFXp zhrv;nT&W^kMwrnH1xliKV1=39&PdFWWOL+~X;t)CiyzU%u-cZI12HG$UafC^J)E1* zn5bZE`q4}?z{Fsc#4xNnqkg<~XP;S)<~!D9MP1Qc(*)&Wtjp+Ef1{G*`V~Asq&?SyG=6!~suhfI(vU8v)aRcfUqLRRxw<7q#t_ zIY-YCz>^rP}r zSpSGWVz2G@VH16(GX638n^9f^_JxokG6l@lq=S|G!uBm;+*I^j$@_+tCYr#}otVk@h zt@rse{zcPi#|)58vpY8dBz35_^2PP;oMvuwMZ-w7P>FUNX_4Z0&xSABGX{&X89YA} zyF^0AgD%bqYA!}_efwX1?bvaASosO6Z)m`9C2FkZ$?XzNpW5ekqeSu-7BX~w0dDyg zSL-}z%(_MZ2-vn>1tsR&C$tMkS$_d@k(fs7}%y4V`78^TO zUU9}JGCt1!- zyc0+r2T&}+(V4Y+ov#AT^J@Mc)K+yq*O`8@hb2;fg^uFgU`I!11tpc>qADyQxK=hc z4s@Pl+w7e8qw~|UKm)OhdhF&NT;=Jq0tc(&#{Hc1y8BRSyW;5tnTLm6RNRl*LgU@> zqX}WsE7@arCcu1kZ439ZYle7D`5EXv*f;7=Pacx=@sk1V+}6~4Kg9C4WJz&H=XHuj z2E7GZfP_laQA@O+{!msK;=Px|h|zM0u);cBYo?_HQw2aCq!4cXsa{e|BDjdb=#1HZi>vp_iw`LdBBM zSetstM2q#VfuA{KgF=~zp%AYE{F9wcaeB0h_-$KmDl7?{96z>L@U=5T`Y173SW%n` zsVcO*PLb8S|NXX1@M;bHJ>1Ut?i~2t!d>#Mk{vhmqkzX{oEgy|b@j5tGwHL-^$7ga z1D<%fA9;k4bdXOH+KQ2ElkOwx0m$YvdtCBb%SAe>C|CC648O~I-4C^SBneB81b(A6 zHyR0+2~@|K*tGfUTHY+?_R^KnfEKfD*L=tlohH*22<3MfAWSqZ&%_0h__UproD-O- zm6e?WF(!QbkmROG%ACGqvO+YsXq8zEivL5cYM6C-;isxEp zZ@lNh?TukeCXD4D$U@rqoN=FS)|qPP5B+Y{o`sir7|4`4UCl_9ixe5mB=Q}7mNJyr zN7H?paQC&=^-kht2MU|_dYOc{h42w3%quqOvj#_Jl~6Z@Gy|4u~4AD z4gjW1usgw~;@xUsUiG2CVm)vl$6?2Vxoxi6y}gmm$@JzSm!Hq+p6~JIHxH2d(@6L` zCr>_FB+l15d)0bT$t`ol&$KpR_yB#L<-4<>KUIEfVMKqf3NZGGa7*9Q*xQ*bcaXa) z-`*eCE#^ys5UF!<#%eZAlqoAsopnEs-Fi$-vfK7rh1xpX1I*Up%#z{ulPA*2!aVP6 zwE<)3cFtKlqz-;`uHfs_S`0Y}48e7)Y8fBNp4K9;rWl~wT_Xn1Ry12cKEPxtV)G3a zp+`Z~Zkl_9K1-sjg)-E4V zx*=axhNW2p&9Z?A$5d@6RBz7%2B4#{Ah$g#@Hy#%zSqIkyjyG8<4h;@0V*cN_{8j- zSsfyi=mvB?YEy=LSC(RrSCRr&-WdEk1bATyeByh=`${^2?{yP$*Hxnb^xQ_~`Zbnk z-M<5hpViCz`1A2vGKDIW`z0H=2VI!JU@x+aV#k+fh8RkqrfSUUp% zzI^$Bt;AM)azAo)^`e-BmM%xTXyfEoKluprI86{jizLsjtTa3#(0Z3KropZa^lM4H z?4D47l-EVIWaS1gKX@}os2UsD+g-fH8Pc|nW%Bl2*Yl9&P+A7nb#QBf_fBiSSa-@k z9o&yUJfds%?xL-&Z$AFXZD<;5XcL&61s_hFB;XD$RF-Vk(lR~V6P^&aQRS^c!K4x= znCC4qs7IR-RW)h6K;#MJ8s3ftW`^dnxT+_>$m$`k!bs4hpecxxOGjBd;MY_)epcV4 z&1gs87+kF6C-J=8k;&=dVOc!103mmZNKx&8fxf<12yt&OrpmWwwe~kSUk4~c>1vF0 zF-%%5YPfW}-c!>QwRg`U zw=DY%_c(F$a%U>h+&@GhEL_dhv_>@X^6KX)$qRnm0|Pr}#5K`qY($jKb7=@oYjTE^ zuDCJ8nH`MI@)_5K`to0yzmXws5!~;bbLr&2Mmj5T>sw62vGKG*RCzReNC-Qp{F4Eh zqg5!yP9YQpKqF5!cFMN0KDx11mgrzo^v=~@%JBuzi855>Jc*IJ9-AEzNu5E>5&l+J zgi6e#9l7RNYFMTM%*CY@P4b*((?TCDE`@&;^u=Z0Qh&(c^_W9^krg%mE5`?A-b zmsi7DC`o5|7_KV+3)R41-{J>#q2DqgTpvcTb_za?5kKe1N-yn>hir0;?lBpt97;ut&=RAggPMuwH2M-3L8EbqV!R`j=ax=s(zzT{|dPnwT z(P7A;Xwk_ZFsxU-`}n1Z^GngOyPL~MlB7XkZm;XFjXq^0A2=FptlN@pFO2P!EtNda znby*PzsT@`eC7JcuEM|gWflstw1E@R2AU&2q0XPE^4^8qy0rA_S!66#< zcYai=gPlurQSkzE>?Q5scZ4#o4&@RL}(eYK8q?iU9OY z-J2;UX&Xq^s*z4kfN5F=C5Ob8i?yM5J#iJKA$ZXF8t^#k9SP^(hR(WJ1}8yZkrmOt zd04|Ge&TG=J!T}%6vx@}Bi5$Mq{8y72f77Er5GCsP47#-DO*$ch5lb(@Y@lxVXNHN zT2@mP39_(m4tJmv3rs=MW5NT3JH-3uK^D@(o_{+ncI^EGh!}g*buK4cbEhlI*+ly& ze^rT#2absFfU?s-JDe~HkZtpHt{U7@gC=%V#nGaW%P9&*U3tA~tpQ2+{}dqqOPh|z z^DjYqSjAwbBu>w#a3^+aQ$YXyo34hN)qBObkHNk7F3e}bE3d?R&O z{~z?-f28c4eABUi;>xdn?$e!{!*PmXG!=q=S*!CmA415m-rK7DXut#j;1}5B;(v*@ zjDIZpfejX|9(H{ zwBz;K;nB0=^d_Y8xy7YdYX8d}2h6P>zIbj?2BpN{+HMO zyrFOS8T3D`v3~g)^moMmpDhU@^!uj@{4Xo7BW95NaXd>vq#z_O!5uC$lpvj3Q93Lm zUZBJ>HsLGrwL{w0slqIEu@L-Nar|67gl2RPJxfc3tdt*#mz|Xg;dJNwZWp5KKXLVs z-ON37RtZLI>@|8nIR?oTsbgKijjYskUE3U==b)Sz+>h&-YbmIz3JF8T=PzcYUNHXx z#=2ZlZV|w|81~@tr9cU|X(2gc%rv_(Hv&+~O3TUOT}W}(6{gy>v?SULOMR8Mjp@4RQIr+ z_r1DWhWibpxcKmDL3ZgC1^C{AX%(dbAYh}WmgXeYi&2>9+w$=65O#j(JuyG+JTzm4>bur+z;48nynAp!bmpNx$8EV-?IyaH&WU#eU3khZ zEwvVnbE(?j8P{hbaBq2<8*@0|PPXw}QpG1LWm}|*zXP-;ryXlm)h@f@mWf$k-`CyR z6F^7~(ZTe8px}?U+imrLqW@vI%}`%Um+tBg*!Az(pesUt+$ z{-5ZY zJZpyF`WqX03X6)w8&p*DN=m|YVS5yD47wd>u@?2`NB1|5=O!E@X|a%@9yxJJkmcz9 z?ab3d@_ggnEA?f7B_wkzs`ZVXQ#?HKDynhsAb34|iy3?<6MXr!S(XSpeCoyWehf;= zl}gK_7q6Ukp&YpbPhab9Rb@fNteUJ51s@z4<=UD`X4=wh<~jHFAIExi&rU0fb&dt^ z%7#3ml$qY`f3P-PJ8JWg7HKjTjho4sIDd?)sy4T3l3+?2#GdBN;?!zFy{=`&b-jaF zal{{w?tL&Ly3tTtnC`%w_8xBWUT9zPzD)qu7td39*75HICN|vRi*!3(*V+wnS$0z% zpr)lY7*64yoSJ%tgEMW>D4VwtB~H@O-HpJ>$*G{I*whGx4v?de&I&WKCf`Gx6JMLfB9i=T4{ZlPxoY>kwMlB8!tP#x~eUJJ++*Z4AIlW&P*NzDLCV# zDX~_bj!82V3T~i+%Ws+9`WW=eoy4R)y$0?IiKEwMnO1HtfUS2zJnEmYBb*<+Cz~!1 zkD4g_agW7{N{1I4xSS?uO4#w3@Z1G2bEXKzijgdWpwD%h4dAe}A!3GZ zB2&3zX9w;Jt`8ltelm`2l=~^T#A4YiqR9hkbOq}+?h)t98@ju7gZsKfM&GmGNxkkF zs=?%fbM=8P7)EC|zwpWBjsBe^IV=WE_>Y{78Sbadfg7_D(LEt1fUa&dCYmFHSUKpH_FKHybtpYUGtNv3m5)~Ie4M%G0(R{jVBY|7Z>Wz$nK%{)yNJDWL z+LxDGN49n^!B+=M;>u3wF$S55?5smPLxvnNb~`U`ZxL>8ZpsZ$-w_cLae1x3r;;D7d-1!eD!YjbqRB@G>=(q^tL`_4Ci4Kcl^NUQ)&+;!otg;^hvQuI0Eo z7X0Wgj-;+WcXNBkVsn(@HQ-A@(RW46nC**;DY3c%d~42CKxDK%!=I15-s zYpvEu=h6Zu1fB-Yw<9s~{U*f5B>CDlwnOejRV57{v7+`>W`3-XH% z%@v|+q`^I8i;I*$5`O5>H+lBTzJ9%qjEq5&2w@4ZA27ceTat3K^+{jjZHlaTaCL5* zxK10QVyE%bjG=;GJ>Km>y{6xY&~5#s<3?OT*236tbSd-PRaWnN47r{JdBveC$5eQU zG{&jH?j#;|JVFGa2Jfu>1rea%bF+(*M!u|)WlbJB;PL#nSZUt8q^%CYi44u^{Bhmw z8uN0;x5}4a3kT%vTuw!Ha`&PbI>k1gGqVBoeb-5uLFgvJ*A)de6F(G{#XZs) z15u@z@rDM&(0WFO5J2I>pRFvA5VKzK#+r|AUFPIxBpM)W0aN1FSflr3Nh&h9NQ^(n za>rgDZAfT{zC=mSuJ9jRrvYK;eh?wFexJ+Bq&Yp=U-8R+(D*aTCDr`3Li^R{uiRuh zBueac@@fm8PefgeKOs8YlD`~+XpA%d94#DsO}HZ>ncwE55hEsI;7)bprXG*GvnwXz zPSp_WbkopeFD1=Ilk#sEg_ z)6&U&OwL$XwWFxu9?v>n5#76dxD)42@1H%l{-L( zD~twkKq@5~pM+hKHNjvWUY8@FVn5$bwqY?DCR$%#2M;DkMRhbf?FR(~fmY{C(kR&3 zW4E`Bfm8%`O20i%dm8-Zj~W~q2_0Z;%Lb@G+QWfKz7oy%@84YyDtcWXE@$pbEM#QR zk6W%uKo--*yX^c_z}QRR9xbM?Ydl9Pk-5{p>|vPq_(yWGl)F2xP3tWsCjZ4tVDtuX z41vcRgT4KI30Ya=%e|=&*eGa-@HTA^8~|<_-CrFlDJhlPt_d3tB^gb$!UJ&gj*AP= z#l?lgYF<=Y8tu)SH`#f4Sg&4nJY26tYLpz+SrZcz7wfjAo}JmRZ)~Uo|4SOJ^a-&i zF+9TR+8m(s?9&{xW0SMf9f{F2I?YcUFuo;FJ-Zu=%Lt@@IHqA5R6eYyw{U7nvzHu< ziE8*&f6`~5<%|44eBOD&>SlZ8Pc;ul)WwS#mBduVuBb(QM=<<8X3A#V&F5!#yIen_ zGzWv5UsF0F6+ATU3+Np1Cy%IZ%huF(_W0kPU+mpB-|a2~Nef=xKZSvg>i2^0f=SmJ z(?{{FZ}YBj!`RC9Oids_qaP<1N}-p@i%VlZw*s-Vg$4tIC&cJ?&)n(nLkG|OZe62Q z)y3mwN31ARpC#$&?xrMolfT+yI$^^JNN%K63IB)u4 zH$fx=0!ga<-~B!VmWKjEFtanm%u>6B#~%tG0|Nsqo>qkj2nkD$mue4Gfb^-ozrWIQ zN5J@WbzNOoS7kS0oa%ZvC!i?mVphXTY0qS8M$kGG-lVyHV7+ z?>%8*__r2dLf6y+xDRo7#O+2ia%_59Oj((IYKk2%T#R88cXVuS%wi4zmb2dma<*5C z-1hb(=P)_1X@fi5Cg=0n7&%34Z4pmT{t>==et{=@T#b@A)LVodM;`P2J%DeLmh-7S zOKfx7y5_q)xaP8>i8)9iO7+-QclLVpck*oWx_#qyIX+NbT^((=!=!tE*9lvk8Xvaq=f((VWDuYWWRAAQ$22q&r5@GfFKYE-{U5$NBN@x4-c>FQ|Be$ z<0R{jW1~QP1Ar1F4_7fjlz!1r>8T^}{?6!fh{$mGl$YiivE+Vrl}vJ1dok9YJ!=J)Yj35e~odITDRj59X_%8R@^j$Yak*J;z2c z{EhumXs*f#S28ijoysg}^IF_Aoy`iK{_TxdY9KVjCB@y|#=h6>*li@C!gA5FF_Fjp zh)CDtvc|2UoK`h~!vF`R^4i>Uc4E2iw!-;I!n~O?6o)j)%Ya@07C~@4R7n#nY35BT ztJ^e`SX4JO5poZ(V2zw&{Lh}5?v?*t@AZ8<+byQyFgu^ySX1{Z=G`s zN^B#2%Rv!tMfNr9!3`JeyW5OSf;BSJgu!Aok){0edk zI#P13M+ZrYsBXA~-tYb)qBiG1!|*u9x~I--_oK)dJDzvZ%1?fV)W;Ly_cvQ7>gx*ZbjvQk zw0iTqlrp0g#t6f;!b7N(;~!wIoZJXmV?k}np>7&qIdSzBr*=|1nW_KX3gS~o^!@fp zO4asa7I{(Y97Bbhmv^Go(_KmB>bYjC2X{wDho8T{-Rb%#^O@42Bz6msqQ-hMr%mRV zDVNh8HZ${FpardRA$FcDgauRC`D{}H27`T2`rr=Vrcq*iwAcVU_I`p-HyVfoh_c}> z9e@o&4fb1f)9f@fAq4E^C!LsrFL7|hu8)?g(8lV(m*#uZB~qfI&+Dw0G9_XtxAp8k ze}2Kt%>4fSd)vK9Y5E=Wl9G_fa6X(b)@q2J zoKzCHS%nXUJC?4krBR~MH1=eNMg@HJ&^r1*w7q3mR$JFL45FYYpn@Q6A>Anw3IfvI z-QC?PA|NGF($dlb(k&p}-Q97~9q(Z8d*9Fde$W2te0B<{Wd(G0t(GW6?<* zm6mVqzL!;&LGnCN5i-D9MSsVsF4Se*rc`!H;g>=1{9@~6LiT8cZd44WPxpRd>YG1g z*2{d?&B;5+xqA2F+H!Js1ns!kb?!GaJmm1?W@_5@CC@#JWAtbHE-_@izJsCS#xbOJ zv6~c7gEc0p_K1_Qkt;{l%Va&_#qYDjhVU9@kK^ZGds)s(mngW?Xge4M>@>_PMIDKg z4%;7G-E4K$Tt)m_6YLy6aRuA$w3QM(2l9yK20i};&yp2-RJWqfh?4cC-VO@ea~n=f z6?IfnnlZ6FeClD>6DCE(A4aVMDmEf6T{_#%h#IHUv4k?*2VDrEPNub?3FYFlO@ypn zbb+t$502b7e|ok<1O#%k zgi5JioBC=bnSy~fR_M!oj2H6(t5k+1dKo(w$^ufI7SBtGk< zA0s^QZPchsvqluIXE+tba9?&HK&>?1kJ^(x((}RqXD-4r?XaD+)a_+-O_z7y#hmw> zH;vmY+%j0x_v(F^taor+4pt<+PWFu^f87csU}KoN9((JS{%KHLwniBdDJkim3%9$b zYg}B##dm(FAM1Ob9OLbwqTH^vbDF3F|utC&J6ujvgp9eTpyvd+Pqr{S0GgC>|9 z;`r%~?k+-gW!Hp0HkPQ&Y2|*h;GGhsE^q(H?p$+1o`=i??_|@v7~JNKcF(r9to~eB z;?PF3qtv#vgiNtnq}jLO1`sgDLek!yZLDjHzC0e$wfCnMnZ9#>?N9w$-Qc^oHUkN|*QFzZZ)+xrOfifhwGOdtk`+A-lsJ z{z>PUU;Qli?_=AZtz%Kkmg9^SBc9Bg4U)vmQ_0USNNnU#%}F;jHqGfijw?z}Cy$R$ z`@WUQ%A4GmT4=V-XJ&5RV^Va-ZOz={LZA5j^q{jq!^DJ2)1BMr@RI#=agHjoRFMr? z^@Rf+#_ACB;ggN2JS=+0)o;30Cx>gg7nl*J#H;nr-A5bgiJf1zlxaNSu~wc=sHE+g3uT~9W*)Dn z6Nk~viX)yEWoMoiMx?a3ghs{Ii!T+jR0)a3Zfy99OEX)wpyoC{ms*`1Q^j{d3FTyO z>}y0$?r9cUJNS99r95dlG@ak-+TB_s*;BwL{HZAW_N(O_ia(bpKF${dKR7rQXhjoF zzt0^B=*!%vad9Q#kHLLIVkTzHvAeE1}ROzabYZn^@l`$A13`)93(gZ1${7yzcCw1M05=m8cHHP7msczwVqoZ zE1_>`X(`)$DT=)H`2lr-c0DRERxt?K^p?95X_N~ZbS4}SlN|$DinlN@8vp$H^x6xx zCr^`ibF#`mAwjdaK%VMBJu230g|q*+{Q;s$((_5|ja%7r6yMl?kw3-FPM$f{>|-o_ zLcAuI=n$o|s2{P;@%B>>xX?V^WVzlNX9n>m&!$=h`&)Y*qxXb!#FvsuJ(k)^%DdCj zC~H{_S_G@dY~ImNt$sCCUC0VFon6;ziZXRPD$QFsP|u%CvW?X>?Xcq#{Qx>cbgsBwt07=~`2w8)^A-6VbPR?Do)`Tdjxi z&aWdYx*B3m{$N4Yg78RHLQ6Fps=mRCx}=#ZBZZ<%#dJedU5Q-SGg=69#HygaYCi0;N2I={NX97NF;0v2ZC}t(BiB$Q zkH@f&XKqyYsn zh-*_-!&oV>Zi5hcdSaGFH80L@-}jz+7E+Oxc=f$*34VcUn=f7arD z%4R$qe;k)tZ(u{Sj*3D3tuqH=C9Kz%rCW_ z2QN z(PZA;?Xt45(>uwgUpXCJQ>!AttWB)<**@4_9Nxw@8>{w$L#MW*Bd|?dd!&`qZT@C8 z56}8=nZNm%qt(eCJ`pi-nGI`fXu5=Kk%&GQw^-l>xcR6A$z*rcHr+6uw|PUhGqYqW zET$&$3d8hk!gCuXlPPY;HfAH`f#F#SwhJa4etv#0B8)qBJgN^%dNTEI>*(nE1qLnv zIw+T+)art$M)t-;K1Z((s!{&d&Mx-4^Zb7#xp3b_nB-c*rr zkq7vUZa)Vs5#0Ba@6iO@I{gmVb#Ib0vu&%PtE;ODn`LMI9C-n)>+@$g>Vl{_D&xGy zCFXt6^YeOiKI)8;)asdXxnnf<9vWSE_B{{u^Y?#B#Ti{&I~ztT`>D$F;?_4Ar4lpk z3Gb5(#F*O;)#B^2Cq=q$!4XISh@P*M=cCdkW|QoeY$9X{SnKVi37ClrD@ioNCs-JN z+&UJYCOYTdw%Yp5sxn05(^2({2{_v8aclv-$dg9)_-D2=1P)Y$gXiv_?L8BoJZJP) zwf1|KmTCR7FqKc5mq)WAG|-37S5jCPY~MM}i4tUI_@0&;amOf%7BQ2LPWRG@%{XxQ ztfFQW22PcGmzjiSpFRIjtq^WS8Wg=>- z^poXgS9C;Ba-}GY)abtatjG^m*LV(Ph=m_Y1mP8z6$e$3Dx9)?J7i8}2F{RxXq|7{ z5>>fiSJl1EWLvT|zC<0Mm|JShEmS;OSXRz$eD-Bes(YfO`+P%=cGah%@Tp>wPR}wE zha-73?gIob4emb0o5tTfvDFqYn2}!{Kbc%qWN=fD6BZp3MyUUTsoz-j*gBlYzIAbp zh{NjL-k#mb-imHKn^r9n;6N|zSHtA>KYsjpmxM&3(4fPp|Hr-D+}!oiBI+?4*ks_2 zKT9VID$|fdmLL(w$!O62aCN9;yxU`I`gOU(h6zb|_rwG-d&y~rN4j{7pp_MaXatS+ z=r7~N_@WmpLwTghLcv!6R(tG=P+HaEFCihX`S?CKN6j`ON`&{p!H<<#0vZ?BH0rp& zI)Qj7oAl<^*RNl@O=um7ekkQXIXF0|JQy`K8!HZcBJkO2x%;ty-IQ3=>uDSPHm>ma z+M+fb-L9qjZ{z8-5YRi@FQT7#=6{`c-Qe^5^ijH@K70y1=)_byhYjU5zzgZd*KVDB z*VSeh?nw##5^Z2%DTlPQS=2Q@s9=oYs`_B6vJV3y3DQFn{mqE;XIVuJWW1XAx7{ah z=R2IO(Gd5b0TjfeRPKjM+PN@W<$kghC5m%kwScfyR6abU^myrnDv3wlscN*;niY6> z6dp57@j!XhPRPNyHU0c0mrNWr*O$QF(K)HY`E$HmpIs`jBhAn~;%n}Ct3ey@8d8kU`fzbb$`T9`zwLsN`pLlD0 z+nf3j*ql4w1>oE$H9fOjS`6ikv#(ghrjybsr z6qqHcl^bHFdmE2V&jx4`N<{pgyvr~j-#d3LU-AMJj5sg=~uz z6{?*@mkfb|UK)AnQja5vB9G1I44}sPdaO8ya(&4s*^56{pJ#O^%3e}J;&qO+VVN_M zm9@2CdfOw)78_0!(Ex=M*G^%B?>3!|yU6iI?|KJ124Xo+UuPH_H#9a%XB$cP69hK8 z?`WB9i39kdw=H4b0Eupr0Q1q{)kVOce(@n2%X4v_6QI zJndgCh+nLB9~8meHfX1&eK?Wx!j^4AcW-v;hhpw^9*Y;3gGekZ_&7GLCo$VKj*Nlg zB8^%sHZy`aCAy*QyDx__#LDSVy!q-ztx=SBhpY!Td0U3{W8fqwDx6#nNUmDQZ)Dc5 zP8~8F#A3;n`BY^{x7|04EXmzPKiScn5A@k1sReRFfOj4ok>jewL?^U*1$jRh|z)CBid z`q~qC6Sn7?Y+=nNJulrMGz>G0ib760`z5a0HmM+x&KbTUm(B#?$TIU9n!)7(d8kVX z8KbzDU}RnOms8>o(F&A-{<;Uni770sa1MDUV01BY7YbQhn1>G%lv$xH%bzE*+L6<-5_2s4ToLHP9 zwjnkR@$w+Ppo7Io+}eJFMLhvmbqkUu4n2?XP*#H2bu(Kva`Bj;m}IYG0c3_7dqf*% zej+0Ir4m77ZYik=Tv&LrZu1s=RIjo0X)Es$2WN%y7q2HcpXWl-ym#b=FTka4ESK?& zgiazDR~vP-pQbC5F)x1;5qc-)@;0P13Dtuk5d&?DW#>K%4xQa8F`SAIY$`9$3#F+F z^|71%PBhSx+t0scd`aey2wRQd3bbAE$_|nfn5=61qW$z6t1dyRNHi+5gM&?ycvgfP zoBMOfl94<;)zsCGoq9iVwcXx2On)2lJAjCXW~}ly9=*+WZ>mq4`frG~nNn>LD?l^} zC@f?yv6xC!8!5nzR6eK|`GiHNvng-FLQuH(yaTbrZV`R$yGJz-4#v&t_NXs3yLsyV zwIeOJ6xkJ%Y@KbhAL*k~JwR{7#*k9TlJQora0vYt7N$=VLaLav*xWNmqs$SUgp90K zYa8XZK&(*|8WK8{jH5n_DxpZmH(%wVMb51TAgMH|&No{8vUw zKfMt5mP!0>8LHw|WlefddfOTGo&Ra6?NchAwqLybzkf*egd*g?_R&x5h;+bk670ot@;#+*-P?<iHbP{qHDI%-*!Sl zOY4zh?)-T5OUMQdy5h|-nFs^_sJSwE9xp`NAtvLzZ{uA{!|9bxm*}uQ7CjuT_J2Sv z=;Gp1eW-5HnZOG*F@rw=`0d{qz1&X^dVU$pa@w!H2_zViJ-()=r^n!U@q|vTvi+NM zJ*7NT^Q_Gc?cETm>XFi5^#n{tw445?F1^1*jOnJB^bcn(jct>&|OjwVGDPY=tsxCT!g%O1qMIt0-2;MIv9o{($# zU|#Ew#u{xF0?N%bKj_e7JLyi=wNt4UXKOx3ySedN&4z%|BZCpFvqtqNw#EG5SvgIeiR=%R7|Ro!N3-``Ni#H>=%>E> z3O(i_H4@1>+emW{(D?PfZz{0E7C^p@SQxH#LE(an*azpMxAx^hVChE6IcD+n_npc( z=VrCK!kd*^$3>MbSO{)a5Q|TsF)3USDoyaI4R>Mj@@iHeJJ309ew*a_>>s>zXg-!9 zQ+6LxpGEN)o3#V;!HWV+K+F}g7TQLptakcW%od6)ha#p*ESC20`@WC$^z?{*+her0 zw*F-_8IUzIG+foRccaYylx>bDy0*yoCK8wi<+z!7=!p3rpG;Bj~Ak+%EN&G$zi~UH!zw7GWFE4*H8!P#gle2-1CBQ#AvJ9j=~%_=K3>AD%ImRI2Kj~)$IH7=+5etSD8MaN z*Ps)hyJ$?(S!VdSIWMyH#?Dac%^>xPz#gM#;xTm}s+zVO9FlsUt_#I!biHpILiQCC z(^hTP*Pv2mpe&7vpspKzYUn50b45x#?{B2pl@}o!(*63j&)`dngyDv^?3SV@f|mN! z6=hzKjOWXzH;L1;anRcFDf?{bFz$T=4W7P`tdh4q%M1j8XLiqUT*EO2K1azsFUnJk z9)OHcv`6bYTU_ZYwdhf9Sx1yX8!Fj6RX<8wJ#Mc4-lKE2`t2n!2mE9GB{ zlkgEtex2N-MD!_7GJ)spXfBwD)9&UwP0#aiLiSBZrTn6z1t`FP=d!vubH=4ndL{Vh z{Bc=qTpak=H0S7?9NNUh#AnZ+1Flz}o)FD+ho`g?Ftq08=0{{?-juRw-D%>4t=H?!i?>q*vXi-TXJU;zeiT?R&Uw?Ky!ZHhxb4G@9|>uK*M*#pG9jYH^gg zkoYz-xvQ)yqGLGLXT?p)BbfhKr#kHRmi`HSMNi7wTQT{ny-qC`FR%n)a<1PNmbpe0+srC(vo}2a~33php!>} zl4BD|!j`=i96-kX)Jx#y#bX|_jSvq!Y6nv7^#bvfiMB_^Sp{`Hlepe|AxnQHT>Obr z-8rx27cE94butOOdYT<$E@%DiD>~v#VmHjo9)xP;o4xZ8H{IU1^t>PbC7{PhZzY%i z4Ov=uh6Gs_FQRYj?Y*p(1o4F!%cWk&+BKkw*l`l?ulCQ>Tk9fk?eEX*N~SaHw&f}P zvcrEEcpYsh%`9qt&YsOV?CvPkNIlbYu7C3}|+4HR20pSfjaEZqZ19vVh=Lc!U zG5_HL+~hfRLtSGxYiR2WMcrS^cVD8j!^a=al>22l_9?ICJP1Ig0-cpvwaBipFW=rq zZgPXMr@o!}-F|k)T#KW2rq_Gjz~e>C4gZKQA&JT2YlD@$gE7GcYaP+-roaDms2cU8 zajy;KG9vOkZ>y@RR>!h>bs4rNnFee8kYnTE8g3Y!%mt4a>2Qd&KO54Qw1FPR()-*5@}4PO2vhA>t|5h=QvL5u{opKg zBzm?#d83H$9_e#Oa|3ymc`?XXe12OnS$0W(WmPeWy!l;r{{z0^56$yTw{j>y(kKUe z<$P8MFEH>~R?lOSg#%&W*fd{$q`NHIxFSTD(y5GN*2qw_zPB-|d_{6pk+!X(!-Toi znb-hv=0lrK4_d6ZR#He6^dCbL*}u_W1UVE3C{=|&3&bT%{VJWa7IP?!IFa`imfrnS zfH6EeJiWPG+t4Y#?LtB9TSSF+G`q3>rbeJy21s@-(>F%!ak>@uxg5 zxlzzC8`|1#Lj(!FOsT@bJR;x3up?UF^5T5kgTia7%yvns%!ce$aepT;vStPpH9MGc zgn~)dM+$v_2C8FfDw?H`L!o}+L3nUD<=OQP8RclR0zn~@a+CO_!@Liv$0KfT;+HR9 zLPFc};l^z%JG*(Pbc@AvMFBcCGc)rZc0;`n7TO~&uJQ3UHcn0gPfySL_wV0CN7reK zpuJIyAlb8;K*fM=wQp~RQ_25sY;5c|UTdSLjNxA*h@@=W| zi5cUU6NrI+W6xME^f563a$5gS-E!8sju%<^(o{YA%g$B$#QssY%)>+$F;?nMMcHNS zhwl)Xn^UfCbPicM-q^9o%2s8&>xrdk5_I;#a&l9!X*wG@PKSr&EKgMS6TOm8omPs= z7hd~T+$BM~&blPeWC27~D><0tSu#SJLahEXYo1KBF^UH2ci(hE|4G;I?Kbw^#*->7 zmflhuN~#+wBriEj*fa>eKRENdFu3%fX5NVkx_4D-AU!a_cn2iK4O7MW4$DD?@6P77 z3Qgnlha9kw236ZkUQ4;Dz1=I&6t%lt(D^swPt=mOujgsWTV`c`O6orhWcGAJN z%$>`PD={JOT*`W_o-=w;zr$%5u-5Y#OVRAHQ@`SHh8e}o zQp<1cs&?g@8pd*QEm_6+^z-Or>6o1g7ru1jW!MQ~=Z7_aUZ?(U8;EK|>=#q{*Y>3_ z@Cf!A$4Lmexm_b6*&JT%_F{Pa_@1h&eEi%~;6CZh&05jQHJ=^ycmc1_%E6&CqL)8! zDD=x0U!QcLAZ}w_-8n0JTD|-rKwJTfB|`Zj+|u&H%*@Khrq$jV0=~6_xNp3Ns;!aK zqH1njlNuVzJ0mC$0|a$+btvS1+{JVbcpQrtsNgS{lkcK7Z%775`rh6i(V_L?VRK(! zedc7L_4fAg@UWgR?KuU^TfVh5Zg5vQMve7Rv$XB>#gsvpCYteN>BZALcKr?qkCQdM z+}AGy>AVyPhqPo6#bptx><@i~#p)V+NDO_1Bww2`5co;F{WI1<);4@A$`0RU_Ny#y z=MdqYH{@y4o9jl~*YUDxg5%KXSedybc*yZBc2fyZ2H)L$I1i%TjE2SxNmE&qQ0o*{Jfd2}q$?j@{>s@D?yL$n5bV6me z;cXgpJ_rFQ^A%GOW^tk{4F0+OCCp%TVPiF{DjT>N+Vq^f3yoWV;T0C3f+T*3!<&)a|8tKXHssOf1?9P3WCkZ0j+qtvSl zBPkb=nlz?13u|?&s!Niiuu-2<&<~w+gJbFUWkHEyJg%YZ1LDkx#ufY<)f2ZL8Leq$ zxunF`2S3TP8+IPJoY@aY_imgUDdT~3D`Vag|Z>_KLCe_o`4b|Pk1G-1cxHE;UMuK{(%)PsJzs&u;@CL@CHG%%gRn7rQqB!V{ zPxVi19h%FYio(*uLCxcA)>PMdpxGl$RYS2@8GQZsWirxN82L-jzR zMXmItAE*8gejVD|J3p`b`Huwe=JuHkRd^V+BBoH&8Jge~1Z*md#F0R>zM;HdUtp+? zvHgv+*fP>Q!07Rt3;A1H`VuvGYbC6klcmi69ONJG4%*n*%);h@yTUIobPLF}|L$P< zKVRXyxvlmU-q_TIoGRm|k>@!$aQB@?o=`^nX}_^$7GGTa?rar~> ze~r9eWwk-s|JK*g65(yykAdz4_xtCX4b1a1GtbSx-FUWR!9qe};YuiwC3 z*crHKF%cBT?h=0w9G!Sv<)m3?}u9f1&)ES}AsYl6%t&B9GfSbaS_cqF7&_8(r}yaUu3b{AO7t{T$TU&A};!y0}Ismy2>&CJIMcD9Q_?t z{r9JjdE%jNm^hGzqQydxU|sZ2N#dVPdY5lrFi{Fg%hJ-P#uI6igyhHi#)j45R&8A! zvRB=sI?aEIqyN2ulLW*gFpZc&LBnHXiKT?tru}RCz<0fW=YK13JtN!WYp^bIc={-0ZEwE!B0w;k{+Ew!!8yt=dj9Xxb4|(pE%pC@KJvx$ z+EG?~^}lZOrcP?1s5XbNBtek-uRmzO#*u309Xht@BLB|?cGlsQP_xHhhW4qtkQiP? z$-KWIga6kgZ11U8-`5@hF7|)Edqf{f!hw}D=Bc5oT(k~j|e`c+12e_+K9H(@G3P&a6e>uCM?#xCF4AzT)h zM&(4T2~PZWG;Fh4bw)Tk_sB#{@-JsSKSPNS&Ic&B0lo zY+bv%y9-r`2%dxDowYhw9_U@-cb{x|APaBqPhdUdE1692@8<2>$zoAV5L7BvZ2+s7 z(Wv{8|8Dj9fhy!t5vEl&N3*xf9T67R7vEodL3wtj0#RL9&hxh=`Bt_R_Vsx>v<9O; zpz5x2bp!-IZm9ssz_1H}w@lMX%3^evS|Picjr-ZNkFDX^E}mCLnU8>z0-(wdoFAbQ~v`xsFv{|L&(2bw8s z@?ZnVxbzxgF>L1Tp1fV;v-inFwqW{te`?pKS8oIa+!;JC_TvRYd`|R0hC&fKl45<{ z_Hlcj(MS?yp501-i2QdS$*T>h;Ij4Ur-hX{kYS?pb~XhCupbcf&-{+U>iCSdNF_B{ zk^VWLGA3^WC#>C-2O@aL_JCfYbAGaaw%f%E#nPoR4?VqS52)lGL5^r?X_-|rmM%#; zT5Nv176$WHSXldbX93B{$%$*y=RYE9F2l{(>jcvSaiOULO5pzO#OvuZTJJPF>ds;s0?`DIkRA}uWqswQBH9y-3{BC+}P1MYc1}^xRf#C}f zWA&BE>F9zWwVwt6KJ>Y`Z(v~K`A!nJM*1C3W6HPIi&D=zTr-W@A+ygc)?k4~x zV1PK3GS>|am&{IUVH4}LKk6$o9pZ4_c}6A@*4!(2sdegRar&gB>#OqRj~^5g@m#{Y ziya*s=X}1|d|mM$j6>TjEZh(%RY2+}1J{&aN(hmuS7=BToZgi|%{EVONJ zZ_hySKU=*bf=<2s+mPu*IqOiKX4Aw(9DI?zu7{gfl&95!EZdpiH(d5t!&4{qTf?sI zC6}iW2OxZRxxFcH3SMu|HokCJe+VX~2fR}xv+>dpkMk4hayw%P2~=`$H8nMXcF+Oz z(uXf>o>432rhr+-^0-Hz?5`DC&;2p0O3C}AITy_B$+VJ;MIkdBEXflWq>}vl{RiHI zvzGZ=a}Q58RmGy%LZ?+&$%uc!X|a8M{d|`mU~k%J))uC7;fcFE2zX(jY?@f2cnn*6 z6tfR30=NTF&?dqTT51k?T6umj)*jCtlcQP^jVN0k%98|lGE(74U*&peFjei||3liV zyIV>mlCGmO?qvt^R3+@D`O*%tmk#S%Thn!NKcwFKd;zX6p z{%q}gl&eqSuL;;K+CiN0Audk6ZiD0Rvpe1v9FI}_USS`cLO>WN;&FQjQv$G-ub-bb z41&dC{NX#;-u@)qF4LQvK_w;Z05k;BCI7QN_Us)Xz zSl=Q5YTtqW75t0$O7EEVH-pS^b374*jmp*JQ5(DP?bc%Yi{qsPE?!aC{LB3r*l;k^ zj*LWsfZH3&EDMN7=-VG!#ZK3k*7)CfhBT?L^Qzr`pff%!?Z&f9t)rt8#d~P_lgGIdFV7qM4*!drwdgT-u6BXk7IpU-5a&w&0e@2F#t$6 z3(l%PQ{EqLb|t{M@`do-C`R2+FOY}`2tB<|(WzZgtFPa@6FIig&rr`og%Bd*uUF=Rg^rYvdTAsqq-_aL-aS|uKxsa;7#UrN_Z}@Wg|cXw z!v+CRaPAOsd|}l6qou3M4`XLF9ZZ1|)!zC@D4?8D*-DJItGU2B{NUwv#qS2cosyc` zQ);aXb+5KlM2+RZ!N&T!&A0(j2er_VNTEptj6AW&$Y~*5@gbKJ10fis%%EX{`ya6T zn^;)sQi*&(Q8ZSY#tW%;GRkz-oXC9}FYYqpt6*e*5Ux&ekqE(oZZiS<%;x@gJXJn+Nx#??avQ$aE)M)*S^DOI9|M9)N8&A)`)C0 z{PQu~o1Gr9wA2KCvE7s1axxZ>g379@ks424pgHJIl-n=rQ_20Pg%}O0LkrV& zUS`8T>(qR}3p1MyGk9E{J6?&R8^Qm8S4OS{yEE=f>#20^^x~}9?R>e2a}T!dpZa<) zaDsP1Le}z?tOMSRps3;8I6l0*vLXzwG>XIe31HyqK&)SkZ^f#>wT>eg5YxRt4Zo?k z^U->7#ifdbl(g>%mCQ@T>O|~qko{Gkq&IcWy_P5n6q;-ZZxZb?!#XE~y(FL%Ax{LB z$IF1^BWK?;LT3y;ba4;gjRYeMxgwU_fdA!7FrL z${ET~9I~U^+S$@AxowBb%Q3Fig_w(mgrs7v=?Zyrc4n$l|Usn3k`)WKrzlMh5 zvza}-qSLSy6C+`XSGb>I7FI{szqG7+ADM2LYmf8S8oGqY*5RZ8>34R1{ta++K%toC zh?uNAUW@@JXMMD#4JB@2Ny(B@3(yvVs1c5iZ(xl!hnwofmQxb-pD=PJt69g~jwbWo z_}zzeDJi+IdL%lEspCirGa2OgD(a+vpGp^|^CK;suv#lKOC*qC=j$~31_VHj`;QKx z6Oavue;J21nlJW0x5&BoRB)>iPg5_31Rp<&ObP=6$=DomUUHbD;?+VNdX4eba`eYy z+%i?}mDwt6Y-~aDrh}0G1SN3z^%ymD(5?-SPfm`MOr_c1mWbu-@C!}fAx65$Q_G8Q zeOMbj2iphetLvoAOYR5j%2!$#cyy@XDHj?KhS=P_azVgRhuAA4ifbfrgqhP!* zt#9QUY)v??>w9`apqW6#m6}HP&z)T+h#$MG&%v_q;ovmn)m)gwM}X?a%q)Ar{-;3< zM69_6Q%EOWhrqr)hMivYC0i|+6Qz8n+-tWtS^C9Yyc7`F!zNHJ@&HG2$(kVGizn>8 zqYp8((d2EN)w&qckPt^?ihJJ<{R!S5MwGd-Q)!N!(W~d7@5u@X3f{-XHMqbdA-NdV zCwumc0lXm#0S0(y2$%{T5gHn<8?0yN=PM90z|*q9LHbt{q9g&JKsVpJ`UJ8Lpjo6H z&z69PU+jo6q`QRvM%r-TFZ#E`;qVaLj_yDaoV`%TfrCRBs5j7`Az!x%9MJyI?S`0izCCHv9`ovkDC#kg&uDwi%WAJTCRW7VRnt#g37y>4QJiV~cm?|0xWQ|%Q z7AA-jAiOiwm;&NG1FKm>Q`6kSf&iTS)`x$BM)GyhAjoh{;an&Ze+TWBtYFI_!Pc*b zEMo<xvuo4-g(II4)Er=jSX?&6=OdaV>m2TFSnzFfcg2OM@W*AlE9FGw@$DC znuw+~-yCw4l4dE;y1BVYWer?ab-{CR*{H|G#txU;Q^Q7V?C8KCBqY>u-v*tjY~ zQ-yy9ci9W+?(PX49UXk*6CA$Y5MSFaw&VXNnc3doZ-fB(JqlVhA!~NX5F4^!Fo`&X zsoiV)K)&otjR9Uy)S4RGED9F}9O~4gbhUJQxx*Y^c7xI5q2%9CTXC zDLGn6PXPQ!8;(X`W|NOGwMEh!0=A)?rXOTo2|Y|8Ol-J0;2B5^TiJM@Jo)hJ7fWjx zrI$!J_arePVH?Dl6hKmykdO#g?*eTi&g=6Z4h8$z5{m-Zr{n- zS)UO5_%%L0e)g$3w&(iARf?OYu<-$XNe>^T?tyx4C$zKwTmz2AlOMxbeWZLY&m_BprA zab(_`yHYeuu2>XDt~^j|08J&ZAljJpn!IFWWT1C4kafUp$e`a9JTcFpcq!{x|B4+z z5x3acOU!hYxoI9heh)2VW)O&AM3v9|zfaNzcgXKN4>n(Ne$K?0-m+wmi5I88D?)Ww zgn-MvFgk%(0>}b)-&|iOe*H?|9uDQ_cchP?q5;jE_5sFmhtPXG)PiEip2|nw%^q3G#(BQ_{ojjh_)re!9xO?3K zK9Z0KN=3i;?YVoJ*;|6-p#=RLA|WSD959ilz|k`>*nyJ)(B1E!JEN~q?u$99B;1Ot zpTL~C%t#Il(<^D=wG>IuY*dlxW7&NOSj7&%MXV_tnJ-pWfA6P#_j<~9^CiNweg7vR z3#Q4NLyNfWgUptOr8Hnev}fb@Sy2ljkS|$hkfU`{Z##EPiQ)}yInE%d_sqBM^AE{EOH6%y@2O?~#iizOHJ zXKwDTG~ZlnK>pdvJoo4A)*%lCH7Cm7^Z)m({ADJ{TkS`T6yf)OSCZQ7{e6u8UsD(U z;kqXxf#~($7WIF9?DXc}iZLYj{`d3n`3n7Ojptq>RVQC$o(4U_?XThZqCc-W{?8qf zjQ*-TB^6LBAeBZWC^|3k|Mi`)(AnzPFH>%RKZWllle5Epz{D6RIuFC`kZJ#~@%{Y_ z!8iY{{P^@=3yr@2R%qmU@;~~7|CzeroALsN|1GHf$OgBBgzla6!S)G>yv!e{nDt;s zef!s(XEA1|EFKGc6b-L*@?c{Oau}gRDFC}90O66Q3OAdojsy4=Brt7cH9!Q3 z<+T3{&A7ruPvCYWTz?OLHsk?mLhZm8)8Wxk8TRiEiEU)$=~kP+Z>$d-T<^~yqt_CD zDdcb#|h@O6}$4S@IBS zcJ!vmacvu}>PrpqOEM}b6c+DzB%0i!81!ZZM0qsr9Y7HNttMZom}WyqRnr?gR4}b$ zSpPHPePy+AaL=BC2kWv*S4sE&#rdHoxFx+KSE%)HZ8u=U%U!_sgonwzJ=A77b; zuaNKG9f-HzmXkPml}w%bwzrF2TkU7VN2-3{5u>l^hVjaOQ9O!8d)=#bk)I6e)pO~c zGHpZtC&(AyqN3#OBHr8sE`YCZz~WIx;dM0DFOPoSeGY*GECA$Wix9J25j_Bogm4<^ zXGuxZ*cc%%FYmQ$*M6uJQK5VDeXvU!wrNuW3O-~>Gcd66YWEn3WKg6a(a%)K0d$iW z95oDI7$5r>X2ehO?Vrv;R5VvrN>cr|>3t#bAp&lEOcFt>PrSTs=twZhxbyS{^wUzp zH3QxHOgYBpHWu}4CIHR*E=RS!vol+DILV(iprfzvEt2|#g$2jd)Ra!6@~wgbE@ZKQ z#XR67o(At7%j-!30b(?Z@rS@b3?x8NpzkRWM5n>Qk|U(oVgEe<4|HXMPS4Kmk0`+V z(m1(e;^Hm}?tTrG{h41>Czf&j(RT^jYW4g86tv6P7|R;n_Gaw`m5LK>`;8NElVca@ zjzSRuLjj!7sHmtJH}wjS&`ZAGqZTHR(6sGyXX{h2{f9xOCMKvsm=4b)BW<^>C{~lgDb0*3s)BEso?_ee?MRgjmRfVX}wk}xu&fDHGI zpkObcs1STVdqs{OKDO!zvgGy2stTov1}F-ILcDSxA72=r1|#RacXO|i)z3&0?$*$v z@EepF#sYNYOS3aFR)3^+3RLOYImN}GW(YgOk}KVs;%2E<&6mXm-E%Jn%Vq!vd z2+N71wX1#>IxeOHGZ&hG3>iUtVc2^GkfUD!@P0ovqi^L3tZ#<sZ8~wqv-NvB%M#6GW)Nuo2{FflN=R4Ko`iTG6_3Sd*|^js3AqK zpwL!oY(&Rgy|OhuGFPo0-qpcAG<%6jmos)xdc5?(`_ax%<@RTO{*nznJtV1oubtlD zz@|HLT0qQ}R(ekbJ!2O23Rc{|pQ8wCuP`gqd;EX6ddsk={-|9T0~HVul`a#I?hX^A zk?!v94hxW$?hvHAJ0zvMV+5qT8_pX4&vV{$z2CePhdncUuisjCE!QK&N!nJuZM*<% zL+i-DC8Bq^3uw91tS7$I%t~(7BjeJE?egeoLM|>YPl+H%M}Sz!s3-yy7%%*4Yx%%T zD_HLbp%9{Vp-?BNOB?Hj{~d^AIGy$9G2$v^18H&?Gs@fC-LdRi`@gknb|z?(lT)15 z;;}36sB@pv6nnfj?>`LhJ+_=DH|2Hot;0~*o^740e}Bb6`}z0RpVnPJ?kz0A=#7ME zT_LEFR;}tGuxg;AMtKQ90+4mte@J5R;3NoP)CDq=QjDCc-RcsV50?@>tbyJ}exXgX`}Iqew$HzQ?_=!IsOk9C z)P`0~sJ`!ev;rq2fR_=DwHeC<=2KN_SX^0-KEmzi2S>uMo6K==aGMa6y_Ts_e5KFQ ze}+Vd+aa9bu%Y08T-bL)7_FpQLGn3Bfz7qnBzf4l((;6Q#X&h=Usv~gNQ}8+UCB}< z>i`S$o?E(tV6XcTjSIbMCkG!NO{|fLhrw3Md6RgUH&8)Z78a5~3md|?udlD4F>IVA zm)!~o8D{6gg$iuxNcqu~^(leNC1Tyw&Fra-4Q_&5Hj!~^q@aih`j62jLvSW2>FsghfKkdxlo>*6Mtf+o~iz^NnSXak?R6Ff! zdD^8EL95mi5X)gzP;RiFfwR9pll%MN$&)9JbD22n)1?=mN-mxICS4SFcQZPnM>zNN zV>Ko)EGjd3g;#UJesOk?s-^kmes21(v6IzlXIH`rI(!U4CNbZ?|DNJl+`Htl&@wYq zOSXNtV0|#b2AtS!tV>T|ZxwpYzfM=Q!xZzrb`Vo>`GC>2rk0vBJt!^Xt1kVNFST{$ zN8`;3o~%9b-roa^CwrLwt3zLxoXcEbwR z*&TYdN`D^j@L-J5h#@ht|JfLS9&AYkB7PP_jb|~A##jH>HNexfr!g%bcx|@XuMk1 zzCPbwX-&gvLt2(v`>~K z@Y~hJubAWmZ%^`dp;}#08DGrHu`X*xFz^HU>UD ztE&c>@PUf=ij5^!S64Tkt{N^_hx#oDoCaXu&_LQix+Ds_#f<4g6jcz!JQbSBy;}+0 z0O0MVt|wd`m%O0VXackc`p3QbAP0|5jcWS<&~|9TemGG4i~*ta=}gzSGJu%lKJcXw z`i*qgfU!G{#{mn(P|)=|&iPOtFQ)|giWvZM2oKOaz{-B z7@>!gU&o6%@`Z!6I;^+n9poOdQ40VM{TG6nS!cpU%1MVUPNMI0};Pokd z-{0GN%Ed+a@u^UtRK2?!JP9Zult=>V?_@V5KEAueXwcHmt_6WeM8&{E_G3-wAiBFx zK=2LZGbrxI4HOXn04<63%Aya{f+QsG3c?(zUv<9>FsR;4VQ=#9E9!t zuL3GPD}ONS2FiDOc0OJgunl`7Bx%XQ+gM;KA%S(JUeR^=#$#`3R_E(iqWaz{t2Or9 z*yKwM8f_JhTsL#&MU9oYy#o^-@$h&TFEQYaO&r7AC73IfkEm!#r8&h5)#7NXbX?f9 zXsS4V8%T2HeQ`U;dbP`mnfV}BGhZF!DeHQgR;5R;27AYufI;tr2M$L^+ImUtJ*|yX zQ`-QOgnU$X&yYPmqD$*(sYU0ZN6E}IiaTDSJ-g&>4Ax2iR%=5NNOt92aeTAUd}eXI zQuJiN-`8hh%Ci$>%~+&-uWU_8pxcBu_1(VrxHPTD=GDUW{iXHB)a-M&IaY&BQ^XLz z3F~+qzsn~#xVH7bgwo`nN9s|A<4L#e99l=G39(&xXl3=idh0fO#*~#GR?I*}#>lxR z0Fgy7l{=m9v|-MlUq=d3czCK`r-Mm>*?fxg)?I>z?b)UkkT)i6-FIpDc+H=LD}*x9 zH3ZOeX4pl*%#V)j!la|^ukks}-GuWuj3I)4vCYn;!g_(4*!?_H)~M8Y{Buj9yDP#8 zjO+&86Lv@O5=tgh$4vHH(#s>|0z?DGArcF?Nv`)ACqq}K3K0Se? zakfbaJq}T(6ZzySJblVKom8rCOx zD zrg3(UC!LAJ9qB5ER!^0$KAWwK+<5jg&FXl5<($`m7NW%G%5|2+$g=6aCGNm+VOmE0xe4uc1-&~%&`ApXLF0!>ifRa7jiEWkvb0Bi+tkx2Hlm+vS} z>lB0!NWu!@Y>@;CRHl3Q_(H&&odA=C8J_NbJbN3!8{K7Ud-zMxG%j`aBC`d7E(DH* zR=MOG0Hin&nPqR!4r46qPXUKbRk)MB=UYc)E+8d*%l#=Qp!9@z_;ff1krEjohk6qD zkPSX;rO*e?fnt!$<&d_QckeEUvXGF6XITeGhT(GSx_ab5RFc^?0j-Farm<2imkk9& z?f!j`N-aQ@M7c}M?hhU4HP6UIKwgmHI#76g0t5A1d~tb?rfiT9F11{irjb#5o!coo zgTU1}3qFH7tLsdi8_&VoXm4aBNOlX21}P3Vr#nHO1;bv{V?`I>G;d*(b)_e|i^$48 zgcgCV=3AhT&nyrg$Oz%7Dmy=Da(5vlAFom!xVjSQ!GqXaQmtpW4654*I8p|k(duRB=vj`7zk%sWBfD5#YYMZ8a_V`67< zSh2Ds{nB3jOiRVFXCWabHi@~-@j8_`MLk|wHea4igN$T-_^n_I0l&~&L1N{f`UVD} z;i(>1;Ry-9#%=I3HBg6|z3m4B@XizdBZzs^Fx>y3MztGBywYaz#Isg6mTFVl~ zk-s`zL1G>My^r{3>YB%%Q$@A5Lpr{I%+eDEnYMS?!`7?oPO5S7Mw3}DO3!P!TrQaj zqoZ%$Mx9$SztoCfDIkaiK!l+m)K|Wn)A!~S_`1oef5ov?UR*et{IP1;N;t7k@ z;f?OX4|3TU(B6=lq@zkKUh0`IH>;0a*)bX}LajcUG9yKvp~3Y*kgXEx+G&oc43!|| z`7^%}0Kq>(ftPB!rxPS}S-hoad&-Oq9+<}=T?`B^M;ivMIpZ~Zm)^WH4k$Ogd0P^_ zu?pv6!}ph`gZOXUDzv}2m16hg$y4MkVY@XP`9cP^91t2sIh@(wl+hSSTwE+jsR_I1oh8IL-?3pW5Oi<-fatH*v(u6ner8ocJzT?6$*M3EDe2Zx0&WeF33X-I3UQS1=l(+pZm_1l{yr*}U zls$yfJ4pMy*?{Y8tMbWGcWnLlj0{8lu9)u4+A|1-glVo?4RzI)8?JlD(xJD!+hsK1 z+qWdMHhPc+--Cf`X)~zUV2fWch*T1B?Tga!2oGSP6nq?>iS9GHB>~sIcw6sVT#RW; z1|=HWUR>Io-knc~?rL}}$z+Q@^Pt1E?&5@q<=)9Hx0mt>g~4Le4}6O*+XC*o&I#YTOJ=-W z`smqTqBq_Ftj@uQU4NIj9GCN%tLuI&GpqJ3wih=2uNJ`0aqB>3!nR?bO<6JKD2rB) z+946#IfVs`Z7mDtsd({a`_s(6yO9a0zw*9q{vFxkX+I_d)#NlOu_(qO=338AHb>=s zGPNu-EVEGp4k0%6%^ue5jdwwRP+(<6L3v@ajg(p5Ody-GdutMO0!jl<8ZbCqR9-(h zV0aQPf=Z|~-b|4u)zs}nXVW%F-C!FzjDX|pH+DVC%})!DXWY_Xq@ z5HV@rgfRO-?1jGU$j4D?L(Tx&izV{M115^pJT*2o?QCy90uKlX*pTEzn24TF#~7ee zz`raVjB2!jybq+>gx6OqtyNY9-#(nN&i|R5oJ_4p_y9ZTy9o!U(5p=_EW$&u9@j||iqH@&y;;NWf&gGH+>mS%u`g%qMWkty=I-k5=njLRYWyu{h zsHVQY<|x1Oh?@cnmB9I)40Slw)?Jkd1zc=}H){hWCAQ4PtQ8fU3o4uTx~#Bk4^9tY zvf(AO93NPZlulwTtjKT!&vs2biqIqnjRwzI98_SDYE zXf78Jc+m6W4S~|`uD15($aU5I@%#5fLyn!AlmUZ`X13$LbgyGI9{VmHTUKB*Y92wa z^c9e8j2YKhy-X` z)^raw$Snd%1zt^mGD-HE`4bO^W!x!mV&Vl3A7 z487>xX{tKtislKzY4R#`n!g38Mw5SZ@ybBu19PyXs8%@oV9&T=IB;EE-pxNUuGXP)GAjS-Q5ddtSf=91U; zn_9KQATZdWd+HwIjOPw;y{KBiRc{Ji>d ztlNd$z3Z!$Wbt9O+Q86Vz&yu*Wx_iZoPG>q-&3U6LJ(q?>!RztMB zXhK!v%r=>~nZYtw6|&SRMFibqcY zxOa3Jraf}~Hegj+{+zzWR>5M{%E!@V%8gK0$LN#y7g8-Iv}2d5XvJbfc!E<#+Vn*{ ze^f84I%)X72p4HO_u*3s4M}MKSYG#Qrqwrnf$aJerHQ<}hz7V2VcULn( z(}M#Ay??v$4gD{ad2>u5$jNs0n70hNkz8usAX|#5Rd|1wMHNdL1~7x-@wKZaUjWH z^cl)k88tkCYL~TeLTYSWiA3%T73gSbqc|+oKeaW>aziv{V_RE#!@=%=ap~K4gy4iJ z{-{~_VypJ5Zgy+xPn<+L%SllU zHwb*TNvtjSZGsepM+Oa9VabRuEb);lH&+9~5hHiVD9axtqf!vbB}+Y+FKf#^?UCm1 zVSaX9(Kc6SPUjztT%Ji0NAzFRWzsHo7=(SDPB|KtT1A+p@wXn`@Hnev(C@z{$dRtyXq zI5fr-RkSSffs_c28sp@hQiB}n=H}MWm>4fVn+1~5Apm_+zQn*zR&y`JVq!7A;RNTs zRB5AK)xUbH6>wQvc9Qr_337h!{B$($!u@It#$``By9Sa5S9}kq)T2>lt$wK7K>QQA ze7lNb#ze6=cVfAH$@?At#=cu8eeO^hm^=F0ppUvguuY5>VP{ zVU8mqwSqog$NSI=|E9~~W~x)MzSpC(0!r`QgAO^0BclP9d9Z@d7A6UDa&v3hcwkg+pUpO#kQ{Dmhg&WM|VVBC^S_-=Fv=)7|Z?Tm0`cy z6>y(AX7R&!Q~h&8-U`HR_`sHiraV<=GXb}SaHIq&VDQXu7QFaej`~wvMz5D!tskSs z#gkx;s-M}L86on_d=3#|u*+c%9&0KYpq$|KMGw~}+u(@3w%lJ!jB@Ro9Vm&D6ne=V z_;25PK&lfq^XJ-)yJwR{PBvhkJa~WW;}7jE98YAX+^7co4=L(OQk+kb3gRF!1T=uD zM4P-XpP@(MlxV)m3v1TlEZ8%)y`D5*8QAM4fj2A`~7V$Jo%uAy|2xq0=CxSJ5wbwK=j+xn3 zqOHyk&#=nQEofYhNFjPDo|MM{<~^VMAPyV#_)kIQ3jJt4=pWK!Za>B;e3q6ruW4cy zb=fs%$GVgMi-k``W_Ubdxw)Edmu;M@`C0m$c4R#d3rp&5ow8K;TjeybXi3|J11&zT z2hOoekr&^>J$-RVF|OQ<(qwo0kKJoZv@tde7=Bn3-*V;5BiBbQ>AM$HhYZ~V;&bOR z{?T_(ylS`|;6i4k7mB4;mO_4l#d<%`_XO9K!B(dYjy$A}1vK19T|L0j{wXOspK>{D ztgWGxEdtI0txkd6nmiJ90Z}u4tj{FHk!0&H}z=xwj}D!Jr`l=~$T`Qf`rvk-6@+Q$nBKzfGF}9i&hltBqWy zv?sLNNFNy2!_BEV*^@Futp-4FBl^J&~0K%e0dN4|8` zzHhg7oFYY4VaF5V-$lDRa!4ar*C8q>NTKjLPllm^97I$idR`9Qt8d$yamW+j4pW~R zOg8@4U@JRw69rhM2JQQcb;(gTDK;%+K3iynT3Q>VZ^VlI46%^v<#$78l09$P6m&bs zK`#c8nk0N^bfYq5k&O~^InJucv#lm!Sy@)FH!wMW&;L-XT(`-44Z@#bBUYDtw`0!O zRAdiRVWI3!g^FLUAf)tVsBd#xw~TLI@V=#_zI;{pHIZ@C zNV$}CdKYy+*9@g=FOG&KH3Wn$*CQQlY~E$c-h1$%6J7<@G!rs8=kzl}+7u9;pyc1l zQBG~JO-|9-&WZ6bC6e(sPC>NmxVrKx=LTjy7t4NB$3Ih3`UjKUe4=ZqGeQPV&oo{R zpN3nQVm&lnr{o^m^J(3*C+iQI>ddD~#{2l}q*A!>2je)bYu&5|m zrVZ=7&h2(6g@h*J@`mf-iV$iZIWfMsvYCg*nT3d{DhW<-Fz?P^%aj$TPUlSmo-CeR zQqwJ0IE6Y#t2)O|HZho8T+Uu=sPj=%uabQrKt`$`2ox=NsO;<=RN8!!BPL18xgeRNHD10DYaO^NU5Bn(Sf zx7@dx65Ye}mXh@RA}E2R!q@ zvo3{SOXRGe;Gh6|3J!ic=6IOfkuyG^;-Y|~D8kM3sqH^arTN3(os$zqKc_GV zK9(!6y;zJ6B zYYs+KKGr=~055?e*gib2a>>&S|1^A}Rjv3ApHD>tD@c^OLB{X2nwefuT8cDCdO3l3 z?k6BFkZ$1#hbZs{ieP(yEv^aeZnW*r(B*@9CDbmxbR67h{s|0zDy>NCEeHX@6Zse1 z4vT==#PKL>-(v%Jte{$efH4x@hAzEshON?(>uVO7IV38m#*w0-)xMhMb_XiQe8%@> zZduDO_3rV#$O47Q*{wCt_;@>Q22Es0M8d05o?P*8k>}&% zF|YULW;Z*6b*_@6qi2_;wzn)C6bvL1xP%UjTbV)KO4>5IIpL)p2gIO4^Zqu-@APE?B{t#qHq zyHAY7V)+ozgps;)KtCBLaI#&D0U?X6$`klJn; zXpzkf5ind@Tor+JA+yDGXUk*PtIg=!?L|}c17cJwox@v$Pzlponp^MVl6oTe)YOJ| zM@L_u>#gPA9BM~g*nr;$Q0DH5tva@eEr3y*592)uP(O-hLlZ~h_*R*b;u%Hq@T#S) zEm+CX6!7ugRU@zTf*@x1htxgtM9n*g3k&P(0F+(aJ|x)+n>?;?T*p}E&;J>7lOs*o zQU|Q3mi(PJCG}td>|JJx%6dEuHT+~GO;=6sWKAVn-x^Z@t;(_4*c&WARt}J-4 zG8{Upo+t?&5*+g)KX94j;^V&6FFDhS2_G^=X8U0bXUpjvbl{#WwzMpe3#3y)9;z1} zHWX*Ch_#@i4%?s#qWg_8rEAAV7uaLj!?4G(uUPWxb!3oV5XaP{`1AwxY*}q;HA*2j z4sAf_QX)L)+)tezfP%tE$$z97^+k?rq#Pl=8FyOV2N|Q7-AA2ash+54K0dmDdKL6J za4fE`H-m_ffXS4KoqfbBkKX28TXT{WmA@DDJ-vC@W^&hg%>-z@;OO|KRF&Yb?LbQ!^Tz4@MjSwUAN5pT&3)vfY1S~sF^eX$O zR-#j?nAAlvmo$)3#f;<$PoBD$Boy8Wj}Eav=*$OoesIv_U>9Ym`%!^4B14*bO6JC&Pe_0s?%q&ni zX1DS!UO?CekaD+0QU@#rNFZG%l0hR4n7Wez*jb?m@T5Pv01~+YPXYmlISHNea^f|R zsv0D?pBe!K{NCD{S(5+cS)POQX1kt+g~qZqv`bKp5R5(9pyh*Jh{KkU3mk}EcL^H- z?TzNJNNBf(TpMw?GPo3E8iio)2OE#InAlj*GH4Y&HxLGSG9mTD@HA;F^L#nI_JM&A zP#7=+$_j@y7|?VL42r=Zg{;~TMyjz~RaRDptfY`7&15mdi&RM*jvEj%X@Av<1_hE8 zOwUcn$?J8^>)Tx3iQ; z$@9;*ZozO3RZ=^j{+y?KMqQjvfLtP;%R73&A65dNyKZ73Aj$O$+}wG2r{}OH0!ke^ z38E|+uJSX{$o$-b2??j;LzZwt?szPXEh0{?)f<1({xySsB6@umG z#uD`GOTwXy$IG_oRT~b#yT1}MrM)^kP)H!;U`G_m%geKxOnl9+JBb))F#v)2iPIn+ zG|=y0e2=mO_l`z-eZss`Px{N7+~f6LS~vRo{bHE5b1uy>Ln$SGb6AXS@(t}C z_2Tbu!a^|72zp9xiq<~dU60{@oi@NL8ru7VOV>E0((TQlJQ)%YAO-Ho%ego^d<;*M zMV(rA-{UV;`U(u1?e+PFr3|6HHs@##Cqz2w@x#wQNbAsGtg^u{i1@J4hruiQQ9 z@kyqlzGCyw^}>ufScNMTM5^nKCCfP5JZJbn$ub|x1 zDYFX2hBo!ami6uSU>M09eVv<{EZ-VyN&0l*^X;4FR^3I-X~*5B8gn(Cy_2E^+m)eq zDnmuQQ3s>W?b=ayqd_LSfEbbDjGapIun4-CLYFP~1gAq(KqvK~=k#(~bx~(rC_6_r z?9W+wBhV_VH&~XyAeum``q%o}FuKL~-_4B0>PVrGxCF=}V_8Kf+W$3BDS7Z`__3O> zNN0nR*}1l1Q??}Wr99O`TDL>AkOAg`A}OsO(mPHGdf2Yp$^BJ{Vg#D|PKw?XUJa(W zlrFF9naEQ1^Mf`c*gPaT+%-6(EB?yTcFT?7^@k_kLq+OjV6uI}&W;Bmp0a3W&EIeY zuW@;Jc%=Bcf@?q@YRcPp?`G%bLh|Q2v*cRe#3Q*dvR+90|SGU z24jFED;#&8K(>OSk`kfUyXApY4A5k}qrc4v0!y$8I02P|%$!2Ec7sX>p=bDQJh+8o zsVpvsrs~cs&*2ot$k|6bb$JDmE1UpT{y0;)527`yhrZINix1J?ebS+i^n}$O1ujSC zfL{QA%VPXaS@y&T!atUJ6Cqd%OGRbUb(&k?Vt1KawuG{ zJ{|mS?@t~y3P{i~HOny~o4OMqs3U81XJ0S7tR5Sr1)!C{#AUDmR;4pl>GVn zcW5vJ_+8|!+KPR7z#GujEq9XlMZP-S2nwQgi8AdbAUxKFWv7Far=AjX`};^_k4oB;f&l(EFFuKV7EEx$x*h!kvTk{cyyO>vE}9fsix_i z9g4*<<~1zv*sV7}$7D3kedU-o>97uS=Xvf=RW;QNjeL3lix)E~y&p!Wcjzy!kNWe2 zBy9I=gf3Mi8>VyKt47wjx%m&-8;($UPFW!&)nt|!uKIS4@&&AcSh3w4y4J?S(1|Qt z#pWo(?n?V83fB zsfZJ+_?U>+l1PKy6N5x#(G7){9sBfvQj$q`><+jwq$V??k0#=tEWN-*ud-eJT@tCG z)i{<85kODq`4jMA>#&H&%lbMoC-b8I5|>f4=`6?GGn)hV8cNvq&IYPV#+b|fW1s!a z;m}t%PIdC-_YPw*6pL&L$zAu+fUN9_<)PH*EeV@ZSyA!N>T2V1;k>Yf1R%IrCG9No6;vwIWLrA>POBKbECn6{RrV`g zGEW7y%=E;o%gh)#I4GH!I~Z@(l!oKJNg$E17D2}}85yMeUoF7usLuX-x1;8?O|*BV z_6k%Fzj~>qBa$9Na1jjKC3O$1DQx4o)>c4qV_H~jNn=y~U0+w-oZg!lAIBXxu3>E9OMf?BV)Ov` zdU|L9pYrg;Li#+jMS|6HBAF#bSV)e+sxq}OA*>Fg_)-s#7WnSAL30kQ%!iyBTx7-$ zm}%r!0Y$?+ovlDO=Q3HH{#J({|9L6$Fka*p`ebVpKt{A0Ewu9|o{4@g(cJWli>MlB zdVFc-ua?GTE2+M1AF$IGNr6|e!~IL2AT!~O1>Ms6M7~a zrxIQ7>?DiaVpz*FA2l?t_6){94o}RqQJQdq>p4;rwHuGr z2#$(+yA((Y5<`kJtn>EWUVP$3fh;{5W@_I9fy-tWi+ZJgC7ht7DWCM zmSSzxMeA}CGqV8Y+{@n54nTpZ0Mp4`HVvz;(aQnV9ysA5s{Bz=Q2_>erY8pC*Wg`q z#^<0Hh_XIeJ$MqC876t{HZ~~*(+i*W2Z@=>Id`lyC}#^>flk7&Cer0 zDkzyR_7##bCoG0>3$!&LuCj!2M!WnbbU(G>qn!wv5wuRdIgaqE@{o zN_;$MaD5AzoCt;RBGdxpY5O(9)wL$e=6pyA1$>UeqJO+!0>g(B+^>pNDPbw~#kVK$ zUbuughByjLb>OXPg0T)_XVIb4LbfEq!Pl0(pIXBQNnv_NPh=z#8#k^&2KAE+*rii!#lya$0t;M%ooL-`sS9Z|pAMn-&(zv`moH8%#fY`Q%i4L8OW;Z)9hrGjI zhhhHzE%kcq`p0IC=AIxnhkrl6EsTPUr}_5_js<{!o6#NSw>*#iDSVU`#@CUcw-sRe z_TJ4`Qelrj&!Oae6nmBSd9L}>BjWKQ4nrlqE%9hND7$InTjb$2VQCoXauouj2i5NE zy-u4p0!v@ZKk+P)AYcBQYMJw%ynGJgxcThFXjXcWPHm_83^H$b5RVN|{)-o{*7bXy zFZ17fef=%HM?AHoRPo5KPCgqqT%E<1TgG(&w?mTKzE$H1Eag)QiRTj8sahK`If$|wsnYG$7KcBSzBuonE$f6FIPW|2PWpl14t+^1+L{1pFZ#3muw;%3O};&roli6YkAQi9DqH z+^##9{!VoKZ;0?R1+k5U;9FS{I`6_amF-?ZTa}U;hOHp~CjG9j`&Xp3E7^#w@ zlyaZx`FzVTjIbE%>8s1XzC9lzH5o@wr6pTjVnp6zZC!q{qyI?bSt$OMqF=)3A;+M;ovU$`d7|Ci+aB(kN|XlM7ZtEBs)*Oel6tB6{JA)ooAtv6w5ER&^X z;^dvQ^xZg47cz(z9>p@tP%h+6N$=6T>VHsTG;xms+kt(3EFim>B~>)y&r(ZgrTrfJ zg6M6WKTDlEEK5G4#zrGaWH$KpS|_LCL+E*8K2JQy%NW8Ob0Y-pjB%KqvYMjgsKYuf zNqG6DcJ_9jaJ9S?i;Gx1FqvJN_ms~3dpwR|I#Hac;_&o^dIbtQan5*|UsAHCm9@3@ zUV;>@JVrGZ$*hDdE37t}^Ta4JALT!_cf*0p5_$Ndxi(7C7Z)AYWfrmQ-*dqtg}^T# zZBKN7Tr1$~2&leX9GQNN~b-$|H-<*gxLY#jaHijD*wV`t`UPP~x@vOMemC5`W zysn*!!`$jzx?tgoJKb83dBH^j*4Ts+Qf|LF2ad@!5CGd}>@u zq=0X5YP;50yKESk$R%mnVqG&_%(I293+$KO89z)w7EiS3(4g=En%U= z+HXGgsB;w~xV)A!L*6KArVPP?&D}f>MgGwb(iv128wv+&hO%DpCy?cgRop0@Kx4qh zMt&@r7?Ei8q_0-)w;0OO5RhX_5{+beDQ~A=%2dr`?Oq+$ot@}b zt+evPS7E16vUs%r8x6&q>4B}V>E+s^=e`er%B57D7wS<8hWf|{tR=~38%%0v-T7}BFta&QL&;iX?l^TuKpsCnz=`0~`-|1SC ztWU_7V$XP1xU+*|>)~P;qj;38vwoE;o0hj!Ro_z3ZYnYApexIY($*WdwBY{b%46$> z%QHk!iZnF652M87_g}nt_Ke~~vZ2;P-=S7=to7S3$9zJSTDyD-WR|F;83oEW1?N^~ zdpy@>QA$juV!8Grtu}YQT7&DchYmSTfFb? zz`euc7TCkU`uzM*ZTIZVdbR`8l>H99h8Nt=C{j5ullZ*nJkiHAjt+KzN?1O3t>Jy4 zk##e&$s%=e<&pkNIt>wAIH-!{_nl| zmVWnW4^`SP7j^eG%Do5pLZet4%U2WGBs_L8iTDf#tK~MCgsQmY3=CrWEC?|&@72VO zFLZbq@6hpnf2cn>KS#+>&wN5&cM-uCsGQrg&kqC;2qVGfQBZ$)1g$#7gXey@Za^X47A0fMfX5^+&EBYm-l;`r!b`#b9?x&LFY2^-WIWVD^s3>f96csDxB@-q8uiqP zxlTSvyO^6z?%`i}2k8!bbw8w6MDftjFl8qe@%%g@P8N>Gh=Hm1C`To&9n3x7InKVrr|v7jp;M}yDMj&3 zYil23pn0vugknbXySK7Aw!1$sEMp29%hL;K@(akDjlZkkWC-pZjb(6G5(~FZeL+I- zk-wz@esUmP)Foy#`&W(z{`|&@L=AngJm%`3%|(&XGCIW?bBs-MEqJI0E9D+^M9@l% zW!iKd8$HhJA%evd#(EsFBrUSK_mgb*?MCPO>$-fp^XE;u#6w9}MmD9~6qx8Yo5I-$5K zm-~G*^Is|ZMrpd+>sRs6-4DT!(OxpWo9l9{-)?-^6C0m$>=GFFH`i*ga(Ah*O?XeE z3EH=QL_8VnoqME|_!(4OReRdG@-#bWXvdCDRLqU)){nay?-@5P4$hJMH9h=%`uO>p z3?vTPbpeCD`B)$6UJ-+T*b)IY0pAt}d@%_lQ{;`UtS zzm+!MNZ>_p)-!*k;jp;Tw^Q5iTJB2Ped_jhc7)H-ZC@6m+fkS%ZaRC3B^$;n7#$qm zq4z?FJuqa?~IRmk4t_)TFq`-eKGZn@=^yeb@;tPc z{1Re9acnWPe)TBSsRQcgs8ZAq9V;riNd!0)@Lhh4XtM53lCLS1I^he@D+^bKv{*2qEo5ybh$4uGtgrC6ikm#XUZAB$T282|3&OYvk9Tnai+oHHgW z<_20JE(BM!J&lx$jT3k+)ZdFq&<*vFuz%YY_cM~MMZchQy{5}+j#4;r)BVbZ`01(r z($uQc!|fxT#dF-S7xG{GP;IvD9TwV{$eI5vU`5g4sT1;lN-O8x`zA5@#JIz-*vk#Hj8L3!#|gwLZE&A;I|4~!-Yux5$znNDim_lX6*s04qA zUZnWfi|zK5IEivPU*2zv=vi1EAm_9@p%%!W(XDqs8BtSa%jg~-t{=Esz}hF|dwyV} zMUhD8d0cKYV(56)ols(~8mZ1unku@s=oB9U@qBF7xBi0&98Jj&R|J2dc%ZDxzUW;b zE@z6S%b6}ttQGJO=GU;;J#ikabb50}*dSWIo-7${h{V5CUxT}ePzMemm|-3a^ZT1&&ew*RrETe zdEXk`Farh7db?-GmMbG_J!sEBO#~DxC=_lsh|?z1u7)*~K>M ze1Z44=C;;CM_&MLCPVo@6X4Dm*_5+rs;pL-Vg)|2cZ+c<9ChADQxz^j@!pbBXQjUm zN3UPFBLB@hmgXs9Rrn+l)~}3Kha!59d<2^6ePaDEMAHNHTP->Xb{2wI^KrX=yVri~ zYQvN+C#{wQ%%Dt>^bm*43foNjzMV6+@Sd~k>*S02!LDo(pBC-MPq-tJKV37*tKHFF zqqPaW{_i_{J5z~k6;$5Z+iYAco%7PYM;$X=Jsh2|jNv}P%eS_)6U{&G3b0h&dVdW$ zwjY;={P*9!IzGAXD$`ry8yM8q*+e&eaDG{5Yc%uGLa26Y`%($xDoHt7`n=4X#=^k` zN5G=ZK#I=~`kJf=H0?nL8R7S0`aJ`~wx^nRmlUod7Ao`yy3y3PIdDwK6Q?GO;!~njRv|LNsoaRr$=1Glse|6Wui@(kjw-1=D&|8ozHc z=nf_E5maQ020J|WD=96OKTzm`N&0f>#NpF>aIm?Ql3M`!16 zM$+ijyYDQT1twI#4?x!&ue!Q3i*sbCn#)Yz6C-rmMWqR@H$Y||e);v^0eXxLpmZ8| zx@{qpMPW|(-**U~1rv)G=3HrT=!=;=%7jgGSvr{k_gwkZA~Cmm0X1*&hVGXC!`fSi zRk?QG!YE<@!d6P!0;Q!J6cGezke2S0ZmyLY2e&uB9|@7gee8+Q(6_+zT3Z-YB} z$AfUFi_T+!J4Ywx44ccRI?9L0J)~G%bh{cYp+vfh37^d{Lw?Oz$`!9>IYad%wTo`3 zr=)TejUO0v*-uK1Z_}?XABqtjdsg`c26x`I)2_g+Ua?O%Ykg3Co6fZy74Hy9GYIEfF{KZ?@OvP9nb_)z;5fi7FK7T>59Ps(f&BorymO2VP& z(`-oUkrm=w2m7B?KC`5Vtduo2SR%JJA3MmyOUQ!Gt3|~p%#xrQ`GnqNZ5#gGd+=MekA3+B`ToP>^# zAz;rjC2gGuCXGL3c4ArJ`&tl~{83YJKP_D`y9Kehx;c^>9GB{|*=FU<5j4Nzilq~+>%5bF8?<;Q<7pqO8CzRCFcnc@-V zQECzU@N&^E4_xwe?$f=-V*#IOWdzw&-Y;zJ8hdW}!_HvgBeY5To0bqq1PH8N<8Zuo zt2ywFh{)=Jj}p~o!ZYf9J-;u|?C_wZzG$vwI=Wab2cuLH5kI z_@j&nNk>PJK(N-|YA7IPRoN^s=sMVt1ZwW1Wu*tp6RYL(oe7o1jOtjprrr}-f8Auk z+yK{&7To^=_>i{&r#-*x@%rq`m(eoxFuPdpEDSsIOdQKet#o-s#mK23zlJ=FhSob1 zN=r#i>!=W$6!N!u!nXAD@8C1B(vGi3-J#ymFC2b+kddnz_oBt_&@5 zGp^yJooP=RD&Muhj1H4q0s{21U-z2nz>whPTReS^7>^r2?Y%`RdFu3wBA}W;YobM<&qTYfqxS{zXO`GHfM>(vh!j_S;E9 zdT&l#Sa$SZ+Q}MK$S~Rr%yULal-nEkR(&2^1^pa{4;fe5uo0IEhXY%TzMYm1TQwOJ zz@VZm3N0%w2UCch(@6nkWv&4C!2QnDy@9@L1igrv@_!=e-<4Nd6>35<5N*Wgv3nvr z6q(CL#Ur(w8?pn?ABb{QN1gZI9~XY%0I6>~ zB2mexXg|5ApWnT`z|cnGv)Aq0ORhfZ7rDRSfGYo`cLd}OS-qy92PYo)34EASd+B-> zi`DoY_bF?*4e|^0i5XlU_zwe^U_<%#wGj}F`qbn%q zS?v{DTeh=X^S9vkY~(p6J9ki+Cvr3J#~^%;V}OYOqJN56DxQ3f_i)Z)U&0e?ZS7yZ zh~M4?96t>1*#C_mmOWO0pu4;M@K6v4*uZxpW>aOZcdNGFp%869Aqi*{`=%qmuF36s zQmiH=H^AxLLkwrpr1vS&(`*$nFpY@wU}KYyWIlRb`;c&IZ6*+~=F;*Rrm&aBw>Kd}=`}S9r1`)=wLqtP9^yb?GqXu6Xeuvg-!=8iB!oa$q zIx}f&1WViK$)wTbWU|#*QAA8HeX_#c$1*YoOOmvlHjWn?15A&-ugsWZQm+58o2z#u zY^6!rni9QyIKA6{Iu3&I8pY*!KDSuIX8Eng?H1^X<*$W2W!A0=EJ%IWQv^c+SMSIr zn5@hpUEN*tExSa#b&LA+&$#wRTECgBYK-a?Z3c%O;M;AsRpA64Z4-f0Ly+ED=3np_ zt5?vfGIsu z|QITFbZGbx{OQ8qS5L5(AP+Slu)bKggS_#FV*m<1m0C5B<|3HAkV#N%G&v$A#ODZrwz%uf5*8tD1AyzoM^y60ofHSoXJRX}85B zLNMN1eP1*ZZ~`Ky*5@1Z2`B2UO72-NFgve}$j-jItX}1aqn7t9Lq$ON$Npsae`E3crJLK^*Bd|lK!#=fT2)?}D8@?_dzWshR->))S&ky4TW@YA zy$!3uvY4QhRfNhpd_k6Sv^3i0L<~>Ith?P?xXgkC_7B!wtXc0iiw!#+ z>mn|rIU+;sz#aytMoZmTRr0Z5#2q{a_&j$5xA^R~xFQ%MOY>f_lBisjmnZaP*ID}& zxp%%+R(wvlGojWmE{;jDyL)%_;P@m_ajGmY`*JHsOU)b6uQkZn5qRT1AEv%U_y+_m!b2I(q8wYe$U0PdqtlF; z1~dzA6nQ7(@Y+nwY=Qc}huakrlJ$IRITWAg+}*mTOv+11g|FJ8m>$;h>UP;{Z5>hY zTKugzti*VC>E(gYqh9);H3#+T*jYR8AvCZ+hpQNLbh4NhDf{vQ;6TcdOX?Un>3@~2 z@J-xKrS&wbDVEpr>wHwAvnlp8PoQDUo`YxP8V5inxU!U;hDWe_V z+FdLlm6qo5kFSmshC1?US<x?omv~B>`&h;rOl#bW4tNs6Ba9Y*HRu zH+yic!e%D_ile`Jj;d;|Mu<{YzAl@>CoHVXEB(gHTM<=b2aiBgp_%EK;G*=Y*c?3r zEL)<-H;l$48nL^h<(Ba353(=hWGqe6wMx7;Gg}OK{`(Pb%MS+kHk(_yF^A1(8H%XS z;}f-F-K)yc_ne8L3q{FmYq$A4x;`3AOdA@TM}2tWI^Il{No9Td7_;y(OeFEPt}g9Y z?dr(f5+=30bcr3k3YXQhX^HxA3GvlJ!io$L@T%F_*#vVfpgzpZ6a%E>afOeOQJ^EH zQv-?GNmuPyfgSm%1Yu`XmqLfXwnq=4_bg`pe|De5%ug>aO3qb#nCsxx+J(X00M3Vy zeP@k`i1|dwa75Rn=(zM!=8~Cb)hgB}6^8Xk3(eE(>(Dqf+8jLrgVo0stFRY0SC8N3 z961o-oJA>bCjH3&>y-ZQTs;j78g!?7wuh30fA*N`KqfZ@2yXNc6VUFeEqN1A3AHcD zO8_-btnL*KpW6z!n~?^#K~H5z*BUxSFS-O}b2 z5z15Z&j$->A$PJQiuDFg%Ke{2_+-ECz|L7u{lV{;lCwwJa5o z1;6KGGuAGMeWYKk$?v{aR$pQ)ePMcfqbZ59^jDUlAT<1}M!p4|-&rxab~;_22caA8 zQo4KbmveJ%&Bd$J7+YQ&w%YLO2REGPN&xOyNFvD}{OaqlyhY->$YgrEP{?BNOWj-+ z=OtLvna1}(4yUV$7WQ3M76Fb5PLM>xw2;wf@He&^F9|!`S-~8*bq{?DopkFDois}I ziHa=;zISy+J@eSbFsq(FUmpso?c`M0%M;{jcN)e)m;6b zpUy!3EVf4r?O3H+9cloJi!J;0dKYpXJB(^rbt+^E3?A75Ina(kOo;XGEsVKI|JE}P z({blDY79tT`x49++NEB)_%rIO>?)b2J!-*PgbIC$^($*;IOAdMj(df(EG6&EzJFNN zQQbu@3hv9R88*vQL`0UNg*!Eo9dY(-jImde0w3f$|7aeKbD7vkGOmf)ncmny-+j3G z_&qU$%%07&Xym+FW_*RoPj5sW2I&TZ@@XD zDKPGhW|+I&24%H}vF&{{L=Z?s6Wevm-lQ|BUV)|!SZU3fJ(+9Yx~r3O*UNoJuPI75 z8J_>)sdcpNNa@?Jx}^jtQs$YFo#zuvVJBm8+~y7amV@NGNHfr6%v7k+UP19icU|DN z>3gvheN7@L!7nTfSB*>!5}G#|k}DcN*s6yTVNN13|5h^wAE~h>@a@+IDf_b9YHGzeg-!=e3X%Qsh~>S7)m_f~x300oQs)gn7l(}UB7RE$ zb)$jPng>_p0|(@IqH?><(A(@@s^^^#)0V8EZ*8`1quMi;7yjHIJKxicJ|5RaF$p z76MuH&CSinrS`(??3c*MOylG2OD29nomry(Tq&!}@qn?g1|3OTn~?AoflQK3HV>2F zvK`@*{pv3z1xaU`rH{{surTK-D&iS^m_PCB8{%b%7!y#1f!J^9a1z+_L zFEljA+xPyiw=SkkZg7y7uKjmw&zM6Yqe1F(29)gzi=A>R$Xhiz8PHehHVxRb#7np&3U z8p*K6Jn-@MV|^t%kAxxjz$EyM1nbX%JJI-so6AOBRF-|vjLYtzl?3>5NDnhgQ)7C> zY;(eqZ&trWpGEPBDex6QEKt4Nodx87I<|Ensj9jSFfLpGre%zDtr@rT6GRI54&olT za-9pAsy%8 zSxtL{`fNS|BGUO*jf^XOU!@{iNl>ZXbb!dpUS`K*IPMN;?PGbDlpqMAR7A-nBo5b%CY;W9VR30=irt6(*8e%i7`QU>V zkM+bm&D4drq#cQxNm!t*41{Rqw8zsKBeu@k)y@f*<4QIsrb-<=5s=KQml%*hL6GFb zvm09K#o`WGNx*#_EECJFDQa3xHF^l<2(c$oi~mG%nywF#P8V4zqBnM?QeJkgtxW2AA0^oO?E62|myF>uJ`dFU*8Y9ifNoH> zBXo$dqF8nH5jC~cCDrch0=S7bb(=OuX~Lx$%L+qRN~|Ui`i?q+A+ctCR&)4x553*y z*&5E;2s%rz#geZ(o<4wFG`fv^f!P<{pO4u2&C8P`rBde($>5_+k3FgO=`B%Jh$a!* zK@5;n`<+5Bu_=qw^gw?juS%5pO>aimf|E3CZ}G%XlJ8=Ei;2IxPIC>gntT8Q=*lGp zLP8jor)@maJ`4&(*R>WMjD0n8O&0p3c9Zg+;VtgBD07*Q-Fv2mgRAZEe4)=rV|0LR z&Iz}?6M&K{^}$rB;{G!#U~1ZBU*>hhI^PlTqolQlWj^R9ZZHI0{OK*mq zy;5(H-9w=4hqIQb#(l5C2>=nev!L%)WZwVL*;*^z(iApQrS~mC7eu20k8-Z&)5GnR zm%x{|h<|g=#OH*1kxeH>@8$jTmt6zCe?Nw!53OFzv%`ERJ7{W(vFhN^5>!`$X$0$n zpLswdb{aBzOp!}3pCE<$90chI+aa;AwPyAG&>wHrtE_NZq*_$)zP5tw4CG~26BP*_ zdnvBfF7m25+Clv$vl|J1j{I0_M;@Y<11J71W+`yiQ3-m#N=6Xe^tpe(q}gyKkPURM zqJLrg`UU!>ftUt9#U?2*kFxt)VMm}KT^iFK&r~V!e1{?@cMF;H)@_Gq1XqR}XzdrWO{YD|vEV zlOJ&wjhv(R773E09ziZPvD{wWDY6)j?@SO#YrB!^)=fwMxvkEi;G5~Bu6i!dySITR zP~d~x9wzR_l~~mq6ewhyTz21CdZ(F7&#%$->g^Not|A6TP}Q##ayZtECtf{To~YC+ zMYQkm$MdgRLYWt6QTJ4e{hE4_5x>4<@bt=z*y}^5<(`8_aEmVx`r2(OTzlw?e|8E` z%U+XClcw;lU&~ix_7AvL`m-80gnh1X%seDzdzLtTj7`vd3!bQ8D#1=kL@nNZP_XE& z-G2|l6JR?TG3_Ca*@hu`&y!!tT;sg@;@8Oq6d$k${<>+~Li+2UtvQ2ywEXeg&PXA6 z^pX=2?s4To#U2(O?$Kq54Vs7SaV*;#!wCfIqY8|fx5MrP%PJq^teNValNl%aVC?x`--Wzb87`aqv-}wx)T-X|l0mQN#u%3dX!$jsFa9Nq&es+Nc>TvA)@9VyU zq7Z|!fZqpwTD@ZRQ#UzI_&WNKjB5bi;&FNy2VPvr;eB}+jlbzzAB>e{nDnXl%%>+Z z28bF3U;eQwr?`V!w$Ji;G%_(lG=MAQj=BKi%1;q8G~|jíh>gT$e>`x9a6Hwt| z>kTG)y`dIvx^qj!K;`GXnPN>}2Xmgd1A|>&0Ao7iH8=s*wDs043rCT$&aBQFiuSIg z?oFn*Jz?W8nY+js$<~F(63YoSB^D{GMzCCl;Xq&)`7XK=@W+>UWNi8cnqa~XmQl|| zC`DuU&J!BJcm+)0WwhN&b+Ze9SQ@39Vm>ROlCAl+g{XOEeqL(n<-@hHV&Co?^)UkG zLSVO~4{+4|mB=Of!Wgy;pU%t=`fI~Sym0XXo(K_t{=k5MX1#l7??FodU~LYsR&iMW zS0H8m4c!%#g{URQ*0g?gA`(F7bZn(Z`^5THaENcU{LAm(WfnzKk(t_AH=*XHV-#>A z2&NHz84^RLn2JWCJALXjfrrC>SshCtW0>cPAQIlmKU%!5x)=>0vGGH6aBVMq(b(RNka(T|c z!~h_KaFtSnHo8k^Kp$5Muop-^U5h2v-V?JL)lR^J{z^LXdt>8U3@qX2ckWZ$6Y2xk z{R`0ChesR!D4gCKjwrLyLmXTZMl+w>9Xu90C#Q7jd1+U7_ns+P{7u1igV4)83XKnB1Mopj<)B63eUK{8boqBH|Ocv7kzU@o-3n!Db1_ zkZ&YXo6NW{U={U9ah*l+G&r;dt@QIbAE#A^s8u-C!F6rTw_@(RxX~f9)l7$KehOYD zoi3gw?bQWSPR@v7$->V;b}lZUzR?3A0nUP#I(dsQ>Q%M1^#m%~kD}LK@E&geXl&%y zLX3|^*B?P~$>(@CkS4Dx5Rxb;zN>nQ3s3Ma4#UtG?|U+~cM@S0t-PrRU1manMFA95 zbkauF9Gvt?XMALM<3IhUpO-P@w?9a$tK;n8hRJFS6S+=O;mLKf4GGS2%eIW@{;>4! zOm?kybDctU7C!#0t-GlzaIF$aAAgu8b$##Xh%k|*=>Gil&`#8AfjJ;D2WmeuK(DS| zbsVx<_MvQQZVv03>_R)d{C*$z-1!k7)w^ijb83tcyAd(n>;;~uvt2+ofv*V>T5cq_ zfW$mtkx)4++`Nf{yQE)#G|=8}kp2VPb=}V=V^RICX^30gQJ~+og|lx;E(+McCmNlp za_aN>`|$yQvsNWry%xm~3u_J+e7W)lGgWs^`L`5;2exM;=Btcu2++S1<+U>Dja=Uy ztP&FbWkIyYj>y)|5-XWqXrh|P=% zPbyxxoZl@ZTW*qxUb~l=7eXlTYz7;7xuMyzmw1p$1KrHXsP^SC964w8kUb=jw2E%b z&ij={-3i@G`DPUrhI~BfOIC62S>(E>mzR`l<}<(!LGNmKrMaz*2o!vV6lufQbVpt} zSZQmQ7<`}Y3Mh>tW6`ycPJOr2TjgDw|D~61W^obk{wq1(euKv5X2DTp?_N|jzvqX% zJVKc3fCoP6IBW4-b5mn-x7qUnGX=&7b!y^fS{Bjf*)s|ms+UPwb(#SG#WWXmhT|>& zS-G2~KOvf7)^H~DDFemhRp|%2r+Az88J|i`V+X$wUv3xp<@0!6nxx!ql}GKX4)%4f zZLEzA8}ky$PHT%|gQn-rTL^yU z_x(AF2?>>Z23!=-D9q6=44!9FGmXiv)5~uT2@0Cs9(DkA>9(&^U!L-L&k&cQhgU8X!joA4!~q1d|qKY@(xQ^p;J5Hz7K2UA> z>jN7th&C<##sLYa@Z0Qk_Kdk`u)zKMoLX*s5+$#4Uhu3N0CfC`5C607m46zCOc>tR z+?$XPUfb=BmZ-wox?#EFn-=*5`Q&$Y2Hm&D zLqr{>e(ATHa5latm33jw1x|jkS|tiqg#$Q6v=|QF)oam7(L>uzQlrIgFFh0$J^2iX zE$-aGC1Ztr?#MJ|6%JbV#Y);?pUuBOu!opI`=|c#oh-+!>jEXV^>3tlOo64tDY05ONLfFcQw=g0&&itif8uh7SpX)Bf$W73z^9d zog_G;8=!-E=68Bc;1hW#eIDI$`pbsuB-BdrjY-MN76UTlHzpT=9B1taFPjmeZ)C>y+ffAsK_^sbo z`uz>bE_3*E8JQobBu+)tt8O!h=6WUSzm^?6h3uIpeK_&RE;ORz1Dor&4~e-boWK{E z^J94U8_yt7%hgCFOuQm9Q} z;n9Sby7M9&b^ea-1;S32gWqaR?p*_jy{zK%sRKMolBtTOmNef!cDrIq3sA0{sjkE3 ztO5)vo$~iSoy#3NtWC*m^ z{}@ur`|$i_y-D3ze}M+vl!D~(MF!oqf}#%sb<*@`|nW_=QZU}7zHcGP9# z^TSFWl^g|;yj~d7`u!*)<1uuzKY{$GaQ}OfpR2@g0PU*&2r{Aoep2hD;9Un+AJ9-HP4YiR&zq0EJCrQi@wh=rbcCjN@W zmHyS+^z{5yq$Je!AS+A5^f=k*+do`@3?Q?FoM`ihhKDx*1*EW_2Z$YlE;kdOON6lL zWE;<~6k{+bxK)Yzwa2@Hljuz%-ygvo=B@Y;;35VYFc;?bgCUOy(4VTm2mAQ#7H!T! z1bG5If^s{QiB3jX=eXZRfMm0jE9tQ&CUhXz!U|_4X;@4O@-Xnq?zb?JOW1Ch2{6TGZTYpa#2)%}$QWNye_U#Xiz~{8wbDk0E?9ZU039#^@lRIYTDr2y~KS1OS z`;FKT%7z?!&u>t+^& zz1Qcf8le}w?=`Iijh}0z9I=Bs>xuLmurip2JW*4yShlR*%wq3SUotiHW-y$Q?8pvG z10Ji?W>UZI2OZqu2Q{AP?WJ7~Xrf~46{utImZLpd&>#Jkv6l_yAr62fexZifklhN9 zB%4HM02=WiV>ZeSugrCs1Dd005D_89RD0~?FIpC8l8Yi8+^c#bS|b>-;D+17Y$Y}6 zm9E6v@3h&2S7~YGp$KtJb&>D0aH??DDp}WqDiatO7X3L7@@U3^wDUJy6j>{_XIMCL zk>Kl(xV+j(RtXsyW?e6oaDt#yn#9f&*C1423oPml2PiUtkdkGyBa19YabJ)ysTmdz zmwDWIg(729%)bv7ZB>u-^t_=9+IFhmp__bU=irp8)VM`nBMJ?vZ~)Au0*ql3eqF zqJnyMq34_TpsR>M-k6QJFy8>~AD_c6)sx5*jNnuH>sPL*po#s11C#x=-{%T>IWT*G zJTtSgL6GKs(ETrfC)6niCz5N05uVw9_6*v(ofPzN3WlssPgzKaD1E!l&R*x?NyNTD zh^nhZ+&d^N0LAau*uFn96{{({bbT%Z8Hiq<>dEux5nOh_E`#Q>mv$vhr|GOD zYGUdoCN_XONuUIgZYTO3ph){0t87cdsg#plCym~S@yaX2EZWg*pMB(@Bs_pEcYVjj z0`7@PAziP~nT6AubJ_h(MO}A#O6A!w^}JkEG`((wl9d0|M*ioUe_^R+N1R+BP^{7B z_nmd#vpJW9fBFI-6+7YM^Y94C4r2DT^TtU1(uZl81g=C-OTx4wum*BQze8&f16KBC z$jmi$Xsrzu-|0Bfv_9Kg8!ej~%iTlba|X_@ThJp#jmNW*?@oK<=#(bH@rU(`j=sP} z_iloYRo7aK^5*WY$@n{2thJHCko?r4MYZ{1h@CdNST*!DW%wi!pC z?heEVPbN|Fghhw{gqM7Ds}@!ir$AO5`t+xK(ixVDxJ(GR#rlw z(?65&@&v@E=XQXQACgWaYALqul3 z96$ijf>C5BM3?swyFWzreY*atG*M0}b+RSQyb$#;0@r8_(D&g0LW? z^=k^E_|%=5^{h|;_C&PIXRAf?0(Cz3HNIz+jz8LZ!=RC;kSAyDyT_ZU7M0p8ug4Qt z4v#%!#CzQNHUTTphE}ess)CMY$gZ{K73XdB3Lda9OV#LY0%i^jYnqRg-H;4U!1^E1 zNyGYu_t`D(!kjh7?*SBcTp8-rCrAq1{{Ya$gKXLRfMEcqfnMUZyVFHRjk9EAWUsPS z>2Kb=`r@_k53})aIFE42Ku|u8v?G=;&=$V4{Tko6&PKd|^CMj44Amej;iUfw0iBZd zj+WTGt&F3DUVRF5@OP1I%=BrUcEcR$$j#?n&+(r!l2FL5FdCDYngV6T$Cu`lSh;=p zT^*{_Zt-l=4t^K(SrA$yNO}hMW}o)=@cRxA48IpiRV=3!;k4fMK-^F^VtPVMtRf!y ze)bOI`_}BcxM$z{-F>KX4(GwSVUJeULgOg0Ck*49)aFe`k~bXbWRn$&_7*E(4pfML z(YuqMUp`K7QAkYPkc&d`)6czV%yopzdqaW}E{cIgQpUnWvEl!YDH(`eM8-g!<{Exe zC6n*j`D;P9=`sMGjmZmUO%TBP%bWY`meAL-2qT_rL3h{Jtlo3dag&6#yn)H80%U)# zG9Fl7h;=32*&gH9EVX#q^RA%;R4PD??JZ4+{A0b7cOB5NA3u(c%WlhEyn5h`z6oq> z9i2q+N8>+BpG}EgAka58l>~ut<^js9?vci|c@4e2*lKEIO3J-kxpS;zH09apVIRYg zy9_nL01d&eBOUD=IoMerf8CzLEOO#`9^^bg{p@ApcxCdF0TRZHln`ECLxTX8!YO`| z!FM=@m%+PePvm%CuH423m?fd>#sS~#=Y^fi z$E*O7=`$dw6?y= zG6mD%E&OO~3#2|tk#z!Vau{XSTted7*f_3E#t?)QF>R00W~=t*KkzzF*jin?Y1^ju zF*H=)yXL`3g%E$fXs?NWJ){M%1JeL^cN3t;4yx^ zjB3=Z3sPl?Ww)5aYm8*Vq^ycmgf1?@i^J&+dR!mDA^<4hSH6oyXI zP~TKPP7RtEtU9>ZQ`<2LMa#>LRbRIIvPi^LO-SpS<*zc?c@q?$wF6Bwq&zbxuqqzPr3q=sj!VFq$AjWYK%zRjYR; zdoTz4dcFk-;ALCZrJnS+OXG*i_=0h0Gwf2&H%4lFDCSYgT4RrqF*2GHnf&I)8GJtJ z-sCO*8|M;kj`s+UcpO7vK?Ss6%n)`=>J}`_2=d1T-SApzw{rK89%=MwKSR z@d{wX7z2{^gL1Yxru4olV+20sAys+yENqKs0#5fzON%-1z74#qAz@M~mNuSncey&NOY;yoYp%{q%D`aO0>+Gnh6X-O zpXg*{&+l}n#NH+EJ6?U#boQ`AH=h}ntMS_1I2&4w^-y>*=-qSpppTW9h#!V4qWNbV; zr{d}{R|N%?W-jTV)~MoQE|c)H0Lw&=vB+?pygOPM^}{V$4S5~y?P9sA`f3d);do$X zLRx!GZ}}Ljr>93TYpr8%SXM@QCf9|Y-L_M0!DB9~f8}aKOjI!sSBy+rddBR^i~(!C z5l3ibWF>VO%OVSA1L_C07>Q+fd~Zyj)BVJpTbn>H7ylDnN}p)g!XdWBV7oOKY3auT zM$0g-aCh(a4m|lY`f&VVJ&kFaTCv~rSFl9yqu6?Sd(6ixaM*bbFA<2;`G!rfIF1$j zJ%;X6ps%k-L5uFsXK%H%x5&PCb`tRNmWqWi5x@74MvHCWZdA%fN8KK_wSHQbj>67K z)K&D?)oN{T)1-vv3aa`oO4#IK`QNt=6a!o$e!~Z?V&-|r)v~+rCBr>F{-!+9RAnSl zJubF*%I~^)5yo~sH_?KRCX&{nWdMqu_iWmKa`=7o1au6N^^vMWHB5%{`)&7hC*}~~ zi2bD4>d!^~o{bT5wJ3hCBTU1zTUPh_Q1pdaE3fIDJ59mv1v&MDNHh2LYfQt(Q%k_xAOt4S)`(J)j?L4Gjz86~L{Hoo6EiS>d;W!LTwQvbe!AvD zs9~Mea802~Tan55p=`VWk>(d;odCbv<$il@)q#yY_H2fkpT2qfsDo5{=ZtQoNO*z2 zul(H3-ALw>>fcw1h$uezJ`la(`^qlDnK_Ep7unp}zl|7-ijokL?1=5}=n}@SwG3aN zVnA2IQkjZ%ZPmYOtYX){dEfQkAmprir46>m z@USt}aIL(B1qD=JEUWi6q+R#938?v18I7%nOJ2We=#j;mB&>E9YI<@j(L-;iTEv@* zn$~>p{>mY5NTUxCubP^PY|{Je>?az&H_%bM18MwusGa za5_m?kd0F)lyCypkgkO>9`e(eUro!GeoL?xp_tIoF{Z|7zbk%TYZJh_@#e1O?}J3~ zsy8~~n)=QqkZRrN@{WK>lBI8jcE8M|a})EKrkOPk1tCjBZf#G+B+CzP>#u$87#*rG zyd&_806aJ5%T0Y}K$EhFT(=v66zR)TBdgZwlBAV4URxr|B2|xoeM0ZE#UCab?I)c( zv#1+sCvf|mhX+Z5pvaFf>?4vdi=`w?SyQSnYpOl4o^SrT0^=i%*=!-_rw}`FLj{(+ z{QUe}nYtlYx(Fd8v>YFL9T9FWf`=v-Ma(@Uc2f|IRPLwPcoCu>wAtvJA|fwaBd}d< zh7`_bt1@h9=e^N2UI(G5hK8O`4}{^5{iV~tjSw&}WO?#fpHC1d>XKbxvL}jz)jvP? zbyKIrlTI@D{OsJ^W9YxRt#z{=telv)a0F8e2D9Gry+kCc*F=_d_QS{6)-`?v`XI7NSz4M=StLoWwx(L6)(#JRs=%fQv|0~I84aO11P=l7c+>P} zYiEghe9ke7?OUOfxVX-pn_B`PSa00-lWcQq`&|CWahtIMU$j3(|s;dD3A&VKh zk&tP{zZaRn_i?@m%;U56r9aTiQRxj$jopxmfxshPqiddF_egY%fHnQj%E0sxk_eng zddn2C4}~Xu8%0m0w>#p_sphtpb>Bj6wOWVlzd850>o|5Z`-%!)&W|N9gyhcR;viPx5J)W?sl@=qe|(8oAnj6E}gDK&As?qUaJL}#}{cfHiSfvHNa=vl3Nv4HcT|8wVAdi zBs&{}${ZiB+G<~_eGmQblcSwv>s8f-g0RG|fK6V6RzCUZRe&S09^e1B=!;TYJ-p!a{SKeH}?4Zj(NU%)AXjI7_O+DvuZ^?tp$lc~#AdctcpA`RTw`XslJ6)LyUipz1sMaE40{OPP0j@d~ z6&H{u^1bU#dWx5U+!Pct;o}QO2Q;COVovGl>0zOErj&!=hluhT5EJWyJ76P%-t;n& zJ&ng$$)4`G)C`u|4!%R?1;S_+hf}K&H0?Trmg3q^yw6}CiFS_Jn)Dz;ojv(iDT_u@ zN&_wndj#|9dc4g_l3Q5mzleITZMm*@kHRk?;0`EM!f#FH@VW{tb~I5ZN>OO^1#@$A zPvKby`YQIs;#HpK(=+LwI|M!p=7+n>QXLfiF#^UMV3goFagw-HzZRpbkSvCSp2%-G z-hUtAv$Zj5yEV?siQL_qDV;z}HdG4x08bwF7_u;`p_D3c4 zezmronIXdcbFfH3lCCL!4k73Ix=ZB14`NC??B%9lnwGVgUWha5E|&3F+SL?wg%6WV z2BMU~ZB}o3MmHz;#`iH_kglu}oW9I>a2VTG3A22YZ2O_6zWA)+$2gd}3?5>miBetm zX`ejg;N)tVJ4?zhyXEC&NC$r8C(EOD+S#5vIZgMnnfyYAmb51bhm}}sqE^4nH#S*t zQAj<0++fC)GPoMU?ZL|Z<-*qbAm=rH1HM|;XErq%=9(3eFjd%d>R%%yIG5##Tyo_1 zgg=yx<1(0t*AU_~x`+8TZyFk|mPVwb3wcU%iuvbkR%yIMyUb%f ztUBkZ@O*7NxMk#cINw`XtTPdG@GiaR&3Fi1g8hA0tsF|`u7gL75xkL~V!5~0rIB4P zU-xAzkFM}_X1jDXV-9m*U>mK3w}7F>$B*u&1fAKp4U^Mm+aviI=;$KYOglas2P|;e z4y1|C%3@OH6rs?6b7;RxCm?6=SWUpvBr){cQ&Us#Z^Xr54x0V_bH^u)p`oD~YbSfV z8%Ms0!WD|;_E-cIm+KSVV%zkm$I7nAhBXCU6n3F`0f%W%wU(M(eEW&Q@z_BCFoZ8+ zfq|b~)I(_tMrirUpr7A_Fvp;H3|y7ey2l1eR{n%+R0QaxQ)(@PGpcPNd&_UZ%StCP@f=S7)IvvGV@bVrwYy{UaEm{{ zyuZFZ;so1V_|SSV+FKs2yaU4sKp2KGw^skK3{-zM%x9DqN@l4nXzh%{$ex8t-n-YY zv1KWE=N3AyVZnq9Jo3GnQw!4C+CqSz-dK^~0?mSB_Xz2?)n46{T;pwSudHX6v+A(H zhyIgI!U(LoJtuvW7-E63g%3k~fLAs3H@>|ge|cu?01q_uBQtAR`dyGSbVbXW;LR9a ziCY22U1jB%$sX2c1P?RXl6`7x_yh!iOc&;v&1G8|RbbW@y*yTcy+Oh_rPb{#P;Ai+ zzz*DvX-JTIKL??To!UsjN{1f{D#b(!E=+=-(r>{MoLrSi&Jq3n`m8LEL z9GUlh5_y>9eKkQ&Ev4iv^KMdcfpJ!cE#=Uu-GtYX?DlzVNCH&|HhD|4Sx|;{5aEH< z8p~rYe&X&_P*|91ivTH~;a8y2AJ=3T(p)jUwDdUj-DNmU(k&O|K(TOYb{5kU=|HJV zHGKzoRxwYG`U}qal-~JYC*5Cx%=0owtEHj!40?M7c@5wz~`aTvF5U?8RYz_RR+vih5m*RLqi#J_r_8m`tz%;a*`8n?h#t4gH znDT=(qY%C*+@5^3dGv@4hi0t>-EI2VQmS`jg#Jt_&u{UFBpy1gUL_)WVqw9U@lY&= z;{Y4XEMOQV$+Ad+|<9^k{mE`#iwaHR{A;xVR>@Nf1gG(%o3A}24h z>3{X|gqCgB2|Qr;Rdb>d1=2Mn0op;hb4M>ULAmGNwE%11l&ddDysFB{iJrjVPwvxH z(K(MAx8A14CLKqi^O#mWp7(K#<={;upnesq0o_Jk+GASepHt3n~You2$8=I>$E3&e0vhPJc17y2~#}J2_QzNfj+<*4G+!P|%RR_dB@=wNwR>aEhSTb|E^~Gx3jdOD+c${N%gZkz zWzEVmKlsQK3H^aBFMUWW^f+Sf#mZc>rb77pOTnbAzNt%wuqTu1oXpQ*!9}ARmml8Ulyo;cKSgAZfV_;>u4x;2{-r2g9 zCs|{SoIVr@<`ufupf!yJ07g0E9WKNHX zU?vTiO$NhTq8sJfmWweF5!T+vHqBw&CBb2@lx(btHWpSiQ_v+UNg<_V8yh6i++G&R zgKyp>a@uMH=3|SRq}&~29T&lngG1HZ&^IWto_wV3S#=Qm4B9d_CxX4x zq0V%|!Z3|E=9d)7Y=}T(Lpk~0*Z0UP_b9Z)8q;J1KL9o6or9BCk8*Sh30{2v@)RoWd$y_3QNY~N*Pp%?C;=aENyM(_c&uby@Br9AzgBl# z-Q1N}@^Lj{-nJ?H(;Jxx$d}C~#VA&+4yI!9`AlDps{e{f7)B|(-Z^9O5q zDD~2>ux3Gz0(=;Xz6}D{9+t{EiMI{v2!OeedgLKzhA1o(Mjk}pE3oz1aFvmh)8Cso zDYESSG9<9lhkKKWv(1wh1ypX4#4Q{o@)Df|ljVu2wbgLX`O;Bt&|>~jxY)jKv3hKl z8(0NRuO{T|osMkx*C9zphknM@SEi00cIh;Nm@_ zo$AgFGz9aHrX(m-eWL!v@gph$dt#uk^)o(oEqan6=HvvB#I5F6ZtESTXD)tmGqvmi zbbofG`0+&aCJp4gD!YtulzmYk|DWxoYv{GVK6k|iX{OUl=9z8-zLdM9oU+UGl^P2( zr1bu2wv_x}PrC92)R%k!OPhZ*)^0XwAq+SkM6{xdtcI%;s4r9W83LSAb$EELCKg%V z?^@x!@e`6?^3w&uOmHNFOv^%(0>C|xt$~JkT@@`U(ltqEAy@0ks!-jb>(&m7#^{8} zD&Na7k2N{8Dh3DZ=UykzVF-n*vE1I7zViO zT5DY^&ULPg=cm~EoL%byaedCy`RV|tu-==bySI4VLHCFTs_2JtRmEy>v zBJr?=L8T{6LhXS@wHj>}^Dlz!nVi{yKqK4Xq0Ba%pHu4skDwOqr%E8k!UG&tfm9we z05*_-LSff&#pCMgs1InOd}bq1Zb;jUh3cOxiQdcXEpU|$dgAZFGr zvVgP$6`qbLq4e_Fw1?2}wy))B-!N!MfST@FmRKig91@NYG(;DrRqPA4UuplJ6K{+n zAZ$%|o+r^FQpt*k3Jf^h@Jzm8eF@A56ECRg@9fN-+tks?h=As>14&BoS33uY$sgUb zc%b4~8X?`zqBJ>S@8HT&Dbr3US}zQQadu$VFb}78mes(jU)LjmWwc{jJKQp^_6C%~ z)sWz)C zcY67wO}PM2=8`I)arOl^*T`X+QXh|pCNKPmhDdyEi~0q!en5bn8-d_`o=3O1CsSRq zy0D<=Vj=y6X}5GAh|5w*XD#c^+0wjk-qouD`*(C>oO$oGT~s}+maU--u<5|H=-U}> zGD*u56;J2t>eztRsECXhX(KuM;zed)p4lQ>qvio%&P+)n0LB&|nZe|>gBvuus?U@& zZTY4?z2Gi~O|xV%%_|II+vlL!w8&ljbMxrh>RA0L+>h~YQSy0hzWslTn%gsPo>u+bJX-Q32mnxHDZFXdOfe==#odMQmR+oE<6sV<4eCw|G3l*r(DW>1hL;*%UJfir6)xhbZ z6i-Z07Jq-=$l~6_ek@u1Dxe3VedZPd)Urtj4Lf=pEy*|YfzFLiN|ODHN3*XSIz(2Q zI?G6L#%m-$1q*WjJ*ckr)ezZ=B9wVL3uw6U@bUw)5l;e+ z82TSYn%(T&xSu%)dOE_y@^f_;XLhDLHee_vikX(v#zB$(5Jkld9^x*bQqzA7Um=9O zy|`1(`-^BzzN7yk!G#(~Zc=_?jfl_PZFYSWtM1opa|{B0h-jN_Wv@Paoq@_PFQjz7 z91QeCZwSgfbJq;=|A(3|fpk<(E|U1lP%}i)*7@L8LNnw831$=lM~-4Qk_mAzwHaj_ zcYB%eGt@>XjU(_;T>eK&oRohhMogV`_<_J7oMUBx@aX!{x}3g02)HszjK1ILXFVe5 zcUhCCI!ofCG|oKRD9amy!nYfswXNdGHqL!vu^57Zcm(7G7cP^H_4I9EC;|LGaGrl_ znoS@~%=lZ^Ge#nA468nmD3Zv z@0}4lCl=*CYEIDj!^iAo09eLTjn#QY^*8^;7o&yH&APy`^S|QsMtk`Sv(@Y}b42?1w@Y zDWCt`?MsfMg@_O@L_J@Frn{6sgq-{H%?OZ&6T|b!c_{3WGXv}%_8Bx*P|_hNe|_9p znCa#Ibb(LzaBP(hK^Jg}K1h7r|4VZt&a;x(`7O-QLhu$_VsGex2c6|vdNZS=J$at@BS<} zzSpVgJxS*{s~P;>L<1slM{vMA!din_U(7fq^XZ=gSC(qX)GT@*Meg4DUeSPL9usaT zeQtk4j_0nb4P)jTtsW3UMUJ0~-Ty%h{9FGYv0~&O3&2<2pRQ-sU1&sHGn||D?)PTi zC)Oin4`^TJiBHK8+6#&R#-(8SCxhIRI%95j2HN>0r6jj|QWer6(a{k_;huTR!-x7879N+STsj>t4#~cFkqQWysnyjAOM{s27F={{mOk>$wkzXNZzIEw-D zajI5y5`+(AG->H)uW=fGMu*AkZyx*YO*iwG6LPNYszOG_M3*9S<*vT8G*}G`%JND` zNHyS90)wOgNDvbdTN+ET*Wie#R-Oz^+l`E{Fs&;V^_dLpJ~l5DS_oUJyj~N!Wp{2N+K7)E z|E0=h$z}|3w0Hh%e>kj3LnXeetS94bdN%0N}7b$c`#z6nlp9u_y3vy|h^&T)g02-CrkV*vTh=WdQoy z@c$%T|3}G5f$BDBRNFs3|C5#P{kIGv{znjz)!FSAR~cCE~&F`b3`wkmH9BIOqR`)VlBhH0@yn z%?|apI;3Xe;=um{d;Z_%G#OwdhyT)6Y32lard;v~7vkSM17f+%j-L6d(nv4UAHBDm zSn+or098+&MRc+kA`m~Pp!lT~DVF{j9q80&dXHZTfW)XpDZY_9pW{B;hJWNdlurN^ zodNRpztX<(?V(IG;z6lmz?e+j?t^T4C+t)ID{en{xcu>ylcv;F#-FwdXfw9U-+)m1 z$`Ub`6K~Gv^i@Q1rJ?@Gu}FW9BlRu0lfZ*uI>b(eDl}WYvPgKyl#9naR90f^gxJeM zse@ye0aT#6dCyjYC1U@F`@-tIR1kN22`sV6o+3cbCM{oux(Nqc7Ev7+>f_zy%^t8Y zjW9Bx1`IL$B1*~-1bSX)vV0?Z$G`8Jv8^tGuWr{Hr*AzyfKEVTW*BX(qRLgN$dK5T zq=Z~&LeVm2yfVPLPmPVj0E)=-3Ymcu?E^qc7)mST_L}5=U;n|Xy#7Bls}3N5W_1Pc z>P4*|GzhSk@)2Taz-%0H9uAzz^29PAPhxCrdcHh1Wbf#_m6Hq zAEes#PO&T#!v&UkHV=&-!qqy$SDdY8!{-H`qSI?x@ipgBN&gZS2z@Q3ywYrNW%Y{5 z0PN(O;(aZ+7YNX~nkS};(NSlM#ej(Q*_3*7d~{1}Y#m*^nGRfeXULyQKbszaKbe=; z?`ajyYX0X7-m!ir!c>GwxKLv z^Y$vi~oX z8!~nbAV2m#3RQ{|KvnXoO4?xd)vpb^tCYo#i~k|274f*#jKHC|Uo8F!r{?kDKkmkhYbLJ@SGO8!X1GR*n zmC;e64!ugw${ktR*^R@kP(8b~!vfk2jMhQcN6$1+c4}f!pqTPj^HTI~spycq$?cjD z^E|=B(JnA?I_<@xB5tJmD@9lv_c}3;tNV8h@Jcy*Dz|A6}btJFQZwT-p4 zX;8#6+n__e&ZDdY^)IonRe)A}v2wag_fC;oaAqbqKI&V~&ym2aCZ&P?^isufKEW!t z_Dy19BDy|IV#2Wn8?RrwU?~92W>vlFTcLm6_{$xLZUcd?)M`B+cqY8d3_h2%llJUq z@8^66vN^=nf-Ltx$k{x~HiysdFWFRw*qv}0R_%j1cx-*6odc)38W2uR2sF0~Ywb-Po)hgkv( zm%#eGsfBtaCnU%zDYf)wOG_Jz@WsA+U7%+xnHniZ7L&aOjm{(&Uv~fCQgL@GT#?On z_vHXsD^tpM{l=}QPie^0mBpM!p{>q$?XwqluI2-kMA~QKnj!GN!>0YJ?bh>Z(DNlQ zl&z^|D@;zHcR{cxI~*XrS>m?B@kHdi#}u5AfvolvSaH%2*+ZTbjUOnNe)b#EF#U-4 zaI;BZ?>^5`K_Z}3VuE5&dRXT?vAHqC6Zym!r6o#1dV)#e_tDLziX338-hjmcg)oyt zu{4fV!Lzl0lAg!1M=kI`hr-(Wy3nTSw8c_c%iZpT&Z8AeDnP69iG>U&zWC7eBx6{{ z7yk}(u^krv#>@5WBJ^E`PHo{7guB+@(`+;`>y!5<^6!xeTS}GvIQtG~hgqCsP^ZIQ zY3nqOav8(VXtVNJ8(RzYCd7ThyI-#$%}0w|ZP3OCy_j;6zOx_pM>Juxp8$v#TwGpW zCCgem-zsW*wpC9sLsAP5H1x~A8V7>wFeqOavjEiTp(bRmEP%k}paXUF1sJbs&c z%z+Fow%=zERS*kCkLv>qu^Kgj_kgjnkoDFfs_b&&Nl0IkFVd;4$xlY?lR7$y@kj_M zQ>(gs1rd+R%*W>rG7~XCoDy;gEwnIMSS0`aA&1R$5Ekz*NyzScTF%2_RsKm8e}oYm z=EVb*pA4a5$ z&XbvCwO;)a$6JkYpZ-yy^-3KMnbA{+$3Z z?_Ev#Tq?H6r|A10a|p|!x9<4%?_WWf@MWhCroIV~dWV9wq6W;3pYljw>(yflM`vke z@=QRM!!j1zGnZG#x{cXbZo;VWPWR2=tW(b@80oe9dY4wSrjVX*JkOWy}Ozv*F7 zVNO+lf*a2@o9DV>1tja&N(DX2`>ErlpkT1q{1lF6v4u6vks$fzNc?C^WT+_QFRb?+ z9J!cC&Hlw$7z$c$KqVuwSXANH$}G6OI(%!WA&tQk(QmneynX*~&K}z)9CDA5PK$1N zW21)0Sn{U_3-#97kL(P3D|KG$h;Tw2HalHex_sO=Jd0+2!g6XjVe9K6LBVU-coM4^ zf`(7>f|%E1@JlpmKX1HFl*?tUKDceK_KgW_drG{@f=}GPJ8o66SV8rF6og5flKSP$ z?*CdTMDwAP?dlvEDRiZlB>K#mcjt15rw6-`KeUbd);q>89`o8xx!D4X;b?v+ntSyJ z4z74_&Iiwq8v$&q*^T=Fe~af@{7GALJsKUPNspF0Sj**Q32Jm0>3i zn}?dw6&lf*QlhQ9pqwM8Zg`0pdHu<$u_gkd$c2G0jxqH7ql+akZZ=!jW^OX#)iT_I|KeocAQ(Sj-4&3soav9L7HI-cIWBZ^el|A0{F8|~#U z7!iV2w3u$E0JhPFYZy)m>zfZ_sBDX?e6-7WZ7^BKC=nW(6JSTtBJUnSaI}yLsaS4) z^D&(x?(I8Zc)@^#l<9JUeCR9mz9KQSj5a<+3pUZ~>VoQ*&5IhOcaNNx^Ybb|j#ckO z259)spF7jks@CLry1e}^^tgquk!VwE>gc-YN~EJ}!3*WqLicDQQNzZjaqiPFy$dnzMRy89Y20>^3?{L`N4ID!c`+WQN);^T0v*HbhB$j@U~Y z%zdpQy~A3w1p&KZ2K*s&YGhAH$S$FFmTIX!3&H%^2$5VRC?v47)I%?DN!4Zb>ST=7 zsY7`4a2R-*Yq7D64r@id#zjSwmV2zuM63jVh+83osX|)=SnleTa$n;60NwU%zp%}{ zuDbMf#5m=g#dTVLVa8!&{AU(~(0uU_(;dQmx!CNkf?nnRSj&-Q8_|lX_sa+3auQ3p z*wVq>;LSa+Wz&8!G%#3W(Wc=Qa{_f`Nc}vp#OH>7GYHSe{U}}PV`+0}_h6aSYlZio z9~UI(GI&r=Tm~|-vC#Hc3(W4DZp`boa{M~uEC2bJFQTRI80spQ%dMBIqD90idL@0E z+im@HPpf3R^3yTD?-JN~muT*A!gcwGyaB3w- zQ83le7kaSX&G&d^-B)%Sn7%s-G?Ki5`$)+7uFaBSj9#awN!1S%7pE_mLK-Ep)vfbI z-dOPYL0WxVjVT&4E(0c1{Mbh3?%!W_q)2|;2ti5% zDciKK%$HvIxN>~vw0n^=^k-`$3#?M688ORYoim?9HP6R?)2$IG*FV@u^>(V5wX%Hm zOTHesxz3HT1$FVk^3hEBFT}a6!53kSUgJ+#hnkb^gDWZz@et6N+5wQnSv|Pk``*4w zFOuh6?KsWO_9J8c95l;mvk}xQ=x}gS|7^-hPTHg&aK+#L{q@c$sq#y%N?dG$h^b{- zvz%@)&QZBnp9v+^yX!Gu&$dU7O1q`d_*P`W81Gohn48UVVqWvVrMT%uySAwoY5 zdn-T(gJ1KyO&Cm3tF`lg13aNF3}Uj|7(u){h*Dprw!E4pO>0NC`t5gmz;q&kvl909 zyg`oAQDI-RGo$3vJF`zZ!~t8zY%t64Lc76u1UVk={Hj!dHyyjOL#$jbGo{LjDh7Oo z<0qRYB6TU7z7f@IAKM`a6ZDkzj%jo|BC9f?g|)dbjt@_$Q)W-hP{rb<#G}B&cp+W+!j0 zfrkVp$?yCk<;=Fw;~qSc9-?0VCF1JE&pyDsYlRD zn9i|za5MrV#m%j&%~uNa{Jx|$V#-4Bdbuvvl3r`a>ZxpsEvcO^Iyztc;&=sIhc6J> z0c=9XY-tem<(kx@_WPE<-Zd8YxcW?|gK6xScWVe6jJV*DvifRg#}R^PhNn!k9q*xA z7lSxx0(B?)kA^OGy7oqZdkajj0yhPTKW4woeR$Mg4L z9j|+@i|ecHjtERG7#NNh^p@CXk{S?Ci?P24rlQ%dDB~?_5j-1W($#nWkMuu*U zg`G_JbS*;d7CG81Rg9MVNpZvfX`I|JAP4G!)Ch`*m<@W-=;X$x25dNb5oteSMFGp! zh|57?W|FVq-x`QyN7e5=usU~%s#NPjZCfs(^rCtJ6)uwUPbZc`l>@mOEGbmA8@}W!0FIwn`j1fYZ8$xs$!nS@B*4k#^}+_w zv>SKtRa&LZye$#o6?VrfjLE4KOO=mNrafa^%vSS6Q=Y>{QYu!8pq)UZ*!WaY!1y~{ zUy^O~yjCGV6AS!Smx2c+2e?eoEXkra08Jk^)Cd)kGW^!HjKw* z(9r9JyLzeE5kn@t`QKWq2VDA}%NJw$j`lg8iw#^Y&9U#_eX|lJ4Iaym=^Bl`ynXpz ziWl%x$&UxIX{Jk)?f3w9IAggbDz<~JbD*2pzhbk$b|)WWpUo6?x8daZBs;EtTLrO) zx&X1`o%7SG_Dq}eY`<@tv`si*cuZo|U#n$N1@Trhe@*A?FWisLW){7tADK5Qz8jf! zCz~9zb6D+GD$rb9#RFEJHJ#%O3cbTaL(&0*izf?Majy@VD_1(on_zU&^-UQ|wD0G$ z!ugzlk?);y1shZMXexG#!8|dph&l7W;WPAZIL#Vu3jhI$i0Yo0<7suFEzj~u3jfLu zZ+^F>4E3SxG31Vk_Cu?$#RA0V_k4HY&(K#iD(Bl9$NZ7dZCoe8>67`0pJc}tHbW1u ze^&<(vM)C7LZgZ6NUrI2-Hvh$vIV}J%?e7-jx2^-f~oNs+`nzCZa#-)`hXuu ze{E6w4Z)h^0Z}t8A_{=ATX{LmYG^NTfOxf=C~=LCZr)qHM=^<=oy)7Z>y1ind#u?F zxqI1QDOu3sGB7Y$xIHPH%9$g`V-q~mA^e=-*?=uH-{@))&42{mM z6C1$H^jKW@y-G<)eJDRl-`83qc6#DsNtJ1`oN59#XTqqR*`KDXcT6M3gR&Nd`;HPr zGwVOq00!sfufovsSxHQd=M16)qmVr4)4doOoH&Lq-6b@rHufi_6_AJ6x;b?!U6WZ9 zKX~iC#gdvj&t^?z4vUKi(yLpS>`HO1^xch<`Oko-%qCkqFRzVC z_NIrsU2Tse%>o*A^ex!gEG!6ju3-B7BI1+1y-UIT?{9U!*YmC6pBM`=b=zNl6Docg z{~DN-aUNw}GckE*U=MpKV`_;~PvVz>&KPC5Ohp=>nkEH4=HKIU9rg+9CIAej{8(Bq zOf+KdeA~IC-a>Y_I;e47CMF_Zs6grtNw@YZf=x6dy+9I5;<5MV9=QS*yKJq{pl8qH zO$&eD;ndyY*0tBxAmA-$aw7oGkpU19Qc@VuYz!suzkUsfJ70+kv*3IS~)da{>#~Ze+0+EMIl@m{97F-A<%+ zPfMRgAT#$Zkneg&`#<_4yZBz9BQ7#IpbXq!eq|BX=L=7f7I7gF7FO*U6%e~vPiv=Qux;gN zxjO^{87M$7^id)FaJ6#z{#cIT1Qb3rxsl$Zm~UC#={a~{b*j=dVJ7{EeF;v(aXLWv=hI#y>$6=j}_8W~G-Q^guA%?z^YI`K3x#jpgb5BGqRm zl_J>-NMGRj4I9ecFU-QZuT!~Uo)s|2)vC|F{bMnX|0d|vywEK&+8@~uSa(; zmjf=8mZkZ->lX~T1MUGeX#_7SR@%0~nZ)xYBj(gS6SN(pHC7dcoB3CK9*-`2k%f8F z4&h=ECC3jx-!=?N9ZpZ{oLx>L-UNa5OtU>G#X+YYd|o{6uo-Rl>z(ww;qu1giwpFG z*TNC12>o3KmPIn_aSta{8y6Qd`7!5n>I}Ps&eH3sUa~G)S9LAOx44hXKn}cjp?GJV-m5rh(ynkVP^Fwe~sXq=}h~#JY1Yvy_@y@=vDnUJg zPvB;@A<7uqAVo!ulFWa}w2gKpnk;E^`o}lx({crHr~1D^YRVCnt*j>;cH&g3o65M_ z7Ih2nPCybJX1Es9d^IjVedWHYGn$I;bB~Ijd#1TV9iW^2oYgxgenq|qb=KSa_G5kz zLsc=!WK!Th=|`Cmo@?pM?(1u?`!A8*lA{y6Rf)PYb#iD!wp1sAj=_v=tAFrH+S+R+@Q6u|CY^-&1?yA_lWxR~<{$369xuMWehv7fh9E8)>nV1wS`cL|N$va(xAc6&)fU;8(2s+I zbO3&Fq0w!;9sC9Wk!Yr-`uiEvJKuyHm)k%ut`}=aC2W1K*oR$tv1PkU4G9=BJHPyy zKqSOhS%{X|1-z%?7uX0{vAFKo_exl z)!Mu+C?@sw^VN_@Bq2S!YY!TN^f~Y~LR{F(YK71!Mn=+cF4nZ2;g2L?#y38EnCsiw ztFk$>y{&%GPk#4(iR5{TL{~0TvYBF2ATC@-H!DKzRbQ{lEWvI)<)|5beSnn>uCD!z z@}qo-rR!J-s4%>Xa&0B<1cnR zbIrCCPEt=e_Ehqz-Q1%n&Tt0p1C2C~h5fdte!+KgC$o(t9^V1ua$qLI=;3`_X+t=0 zdu7T>AAx&uz<469%2Yyg^0Y61s8!2h*Srqp3sJIc4feD-Kt&4Je`I@%&o-Vctu$F> zbt}^t7_GNTahw={OW@?FF_N`>x;|PM8J)HYuJ?(T=ZnSmgJBs|#)#1Mi8Hn{9afu| zUwKl}>GY(>@MS!5*SEt?@`j?fu6|BKQauNi^zQG*fT`RDx4Rv=TgR(P!Cq~~s5k6- z2WC7|)u00+wF7X|RI|^s!X@%h?b2L%NfkRJ@${qf?Z#}Sq`FQ>mig@$9O|rQ@e{XQ zUS!AY>HLFnclad%kR~9H%T;EVGceK=m#X>1nsdBtAW-V8>^A<8OX(2Q_0s6|p%`(6 zLP{SCVLABG?}zJs;MBrBZHUwEiv~3FyNvaiJ|ytTrVPv(ODJ@F^oG*)76V7x53YFY$I9xWoKx{b((ie#BS%8QG#n%tFR=A z55FT#iVTaX&CWz|C!2lw-7;MXkV>&L^~TI>!R7kIfaU3pR;8`Q4)zi*opm~&tyq&^ zg;ILvhb;`mGbI<$T=mnXj0Ieb?Q&*6VbE=Fe}D8Hy}forp+SvuCEQ(h<&|H(MSxvR zX1{$CqUk!qJ|&Zt(3k;m#_Ba)$eCuRf+VNir>y0gphJA_`xJQeIPc4o-W)emRc7uf z{G-Ke1ajbef~@v4v8>i@oRWU|-}6h6jh|c&G5APEn_!E4kB=u8wI)LneVc4!=|i8@ zVRn`}wPw{@HAC*Faf~^vX?TrH>^Bv8?@14o?Qk>RuxVk2Gp1G`yq%f2Yt~6;2Jqhbe5W~^FM6<;waTaD zvXq>gmHH>37lI*PH*&}P4@Ayl2sj~u7spLlqWND-$5B1K(M_5b)jXj=?mh+$h4Xsuqxhopt*cpwL)<6Q{-+zi>ca)AyJhu` zfE9CclBn~2Lcf%wxzn&G7>m4)6MJcvH)j5HczH|9l&J~vBcQtv`7TQ?3oMtESXfDP z_}6oenXbz&d=6Kt^V#vW&D^aV9e%pQ+2>FgGLyl6>op1!MTd^X zh!u(2k*uho54dOi=ufx7)l4YCbiOgb|A}TohVzNwl_A3zhVhhfoIVI-nbr2r`xHM$ zL}_|hk93EH_s08vGUK}3j`^%<^L)nVWZul_I!f@T$I4P3BaQ{BMeS|~ zqdV0^Pawd^ExwHrk?7gLvzZBaz#OOkScy?uYxw63Y1s$(Di4>t%=h5)3?Q1gj|a)U zq-7;9b&exDXi*)!b}9csFB& zy|RsGk7zBB|HNlEqx9&1OOVL!X{k1w0GsAp~5{pYcW)<;|hP% z=1rNlf_{%1$Jz6JrHlQ8)SGo_#IkC(@Wl!n&7^S32H3TD(i7FxNlQvt8u+e4isUM^ z5Pv=sq>0rUEA`rPvbueJgCzV^Ss`mw`m31HY^ZOUJf4PNq*JiS;_4oO0QRCg&5Au) ztf*USpAP&Z5A{Bm=4T%}6EsNWDt(%}rzOIDOB$57J-2C|!5$w~*%qKyWVAFczDvIe zIWXPXFTwy$K_Q%{^!2a4(KG>S3Nlnc&9WnMN`Fy>J~HUt_Fe6{=2!P$X|E!PF?t!=PTg)!*G!Tf z4{x%h#*gnD&B6dl(u9rmbc4MM+eFEeNJ@`+wZR}h$$7VJp>(LZvj zEZ19agiM&sxI2MNLZ@MC_wO=);zvf^b^jLI(I=g0b+hA*jC!xfm*MmPbAKAan-L({ z078HpG}l8MuNcyC=GyF06Ttib{uVi21@4W*57aU^*O2pWz1HzB_0uv%f*O}+t!*$^ z4h#RP4CSRuN+dOkiZ=ZvQnyEp6Job<3!SCYi&dJ4FdFHDm}#B|VA7pmlXhg+A|}F{ zkJ0+bwJ(~+w#D;Rshzyr#_0318*3wOo-V1DTHTbmP3hh+Hl6w-?+Ot~vDN^FJSqLR*gsyn)FV@EwsKXdd>e)Z}>U~77b0_Z# z?&Vysoj*;UmDI22f1A`iPF(%?*--qwDz^M+k>N zK4rY}h?P++m2L=MMVo-)5?IXz=Nd=?Vw3tn(49AH#JX3^l)m>Sq`2l1L|;yAjIh3R zI%~kDkd1ZkyM(YNO5OGe9^lq~<;sNcFS3q{2sk~EiL?JmpA&>9`d+C#nAIi~yiUC$ z@xJtHGMXQ}rA<=aNBhLygmQvw(fm2o;x*jgv9_6Nwk)wK)7DLk>u(ecq?UK1L>#t; z8Qc1C|1=CmQpB_I2Cv2)NPHRx(2f5hG@n03zfThe!wY%qB&MRWafgpV)U6 zTA~A1_?fSLa|NNQlQy}fbcKgL&52+HZ8@_pP!V^%cWZy6`X(19d5GRWgM|L~tQ%Dy zfTu#1G}82&gP;V}f&x{uXBOx@zS{SRm~o@$Ge0B_VWUj0W90oP;ab_bo><3-dzm(L zMDE{ipFm6^SW=>7z+zH}g(T4au?i3;K&<}H$t9j&3|DA$NvYx8Oy>LvtJ8f$GoOb| zj+4cE#G?6xOynkByu3ckTv~-W%9bwU;o#KNX1^iXyN?b!vJ+cXu?o3V?_cB$T2q>Z zuf-5QhnoMMy~p0hcG>qA=U3nbQA@ti|A=10k`Hf3o`&XEe%}cS*7kg;DbK{t88-e& zg_j2$OXeb_`|>tcWjH*Ox%OLJG6;gcu-^S)q&bE490PZT?G+uYc~Nr+?0#K_m`N zBUCtN*j!(~vz!*MaK`jwlFW!iYe6I96Z5{*3Qa_6mVSvNXRJ!`Sn4irPKCtc-nXT7 zre8Uz`G;=epc4Aa6vu}jLnIaC0J!ZH^TMx^!RtiYu)**aN|R1Lz;z?$GPoLoyGAbvV)e4a7F&0A!U{XVy~As{K1jhd&EluG;k+VA`TXC zoH?f~Wuiy+C*wAxuFUMx-xH;-ao#+9Vt<(g2N>x8yNco{z^qwSJKEFvg1`~E$ZjxRSs zIS#M}SF0;y;Z!74?;=?DvHG1B>Q}q;>(@^9x0^{=y>8_qZ$C5JB5;{}3rCg?Cg%k}kNxImcvdLJLPTZ)P z^0A=?0Y^@6%f1x ztX|LF`BFLO<}x^>5_V;$bN@Tg+6Q8z*8x<;)c9arkSxDw=@UPH+AQC+AG1S4H&7z~ z4#2y`HtKh{qOG*=Tz0!SsPvWWzrR9+Je|((YMk|KdarYKY@buXgxsuX?F7$X!P)U$ ze)!lJQYm;tlq_)i!3qX@4*_|ft)c1t?~_M{0`g9TVp+1$*k%2*%bE^<;)ROl2$zf) z5#=XI)n39d;|^3UG$SHcA~6K?e0X(g84#BcaM)4H@THPt%Ku$|102S)^Tc@Ga-E;J z59!6Uz5td0Zv&$LjMaUS&q zIRE5u46x}+t~Z`mdE-iI%EE5i+MP~ip68M~zB_zC%t;;Iwd6ErGD%wrmqSgk z5&P091zCt180d;BtNy_qU`O~z zF?!5*PL3#2B^1V&GQj1A!*~I#5xLr}|;lGIPZJ- z-&oPcc8&OG^El&hBhjBeq5k*AO)HC$L_1d(BPK23f6vZ;TQL^0<1nbK__*e3mK+l# zblc)(&%t?iiP1jR%(*&z+ZzFYdxVJl-UnUVgyMoxFniuCQ_~*A_I~$9k?UV9fZ={3 z$ZVcnee!JFGph~8<1B`CA$T*7z@+sb8`9ISN=HKV_7zrCuR?@sQKV3Kp8j7*wU+Fj zOLv4edcQ;Xqj+?xkXNm|Hw+G#t=F@C{3%t2WR0Hh6d-pR4R`E|vFWlU=d=ICeLCyddfTD3e=Lp}P#QYZ(#7PAUDy*|C-HmWEmYy6trEmil@3CR%>KnTl+ovcsAOZt$6I7HQIsXA0q*m_MC7^E>j2)l34!^ zed4dl>HdqdE<@iD+U5T%#NtUBe9^6AAtRQZil(B93Bq8>?z|G3T>JNK*)ie3KCwQ% z&Lda-^oLp5{O3c@E=HB%RftR)Qxd*16+pv+F_A>V6($l8J!-2~2K#a6WO|(ZR^uOm zV&1-Pqgm^mnp65{r9P?yZf)}=7_t^kmZ$s}7Oq;^Z^7{{YS*tR{k30x+SKd3QPW)B zx491>nXFs^1qSPZyx$$`9xeIw z;hUo&l~Bp7Ev4Ii9XIE?I#7l0++<0_2 z&PWK^?PnoybgjppFxN+yGA~#*`G&&*rMxN3BWSwADhtM|t>>4?2;JdCb~XF2g^1?* z_609}I-r+N#Hw3SOflh*1Nnu)AaSo?>j;-l|L1E`Zc~&f=j`YCE0S1!6LSh~OdKaU ze=Y0h&z`@VXDvLu;7R;KuEp{&H{G5tNpEy>7xw+_qwD1z3XQ*&P150$_Og%6uRRQ9 zuRsGh?{R81uz-s;bq3fkeKA6^NLZADNSdjm8mVYrB!m&}=g!s0Un}-`ZhvfjqnLE0 zR(3ldx!TVU8PjU4{NLWf%u9Of1k+Fg37r-M)l*OrKiZcLDKi}#emymR^^GdmpmqxW z*$GeAZk(K3QgBQiKJi}Ft={-xlQ>5R|p&eF=-j^_u7HEbl2)!ytpNjad(o5YoMt_t*&Th2Ax^@L3-?V9Aod>Q`26 zqx5-7*UMZ^!-c(gndjgc@bSIUN1G1>LvMg#$hk}_5;S{9=-+?U6qdvWp5euc1W1r| zlGv4883lcwCeuJyz$(aRAHN@ z2l7;zW0zaVIikD4v{;f~72=IQ8JLjNE84GOsY)HP464&Q@=c%A05()+lx?K0YLPf8 z=@PP8Y?NAKnS+vOeY#-9q9B!H>7exn??`*9&WVsl!Iu&)}>}413xSg ziBT0zn6a%xN(yQGKVriG?=5|j|MqeJhr3vP?H-p@W(MZLUU8Eu_jzU3^PBmv{n?Pf zjuO+Xz85ASJV;q$so1K?wf}D4RCS94r&=(!Ns)@jpRK#IV7K|wyB&@L(muwjH9@_a zEnYKYb94*!1t9$;C77>*e>oJd|3kD1_LsI^o+nT){JqYw9_Ik>mbfv5dp*!sL9^h-GeV zX?hq|A5LcYvBaqZe$kwuWoc;&*T?A^0fLCLmBISMl}S+};Ujpj(Fzh=6IaNuH~zCH zdt0qB0z)U2?calx``}K;5(%5`VI9@R3!GKyZ&>5HGoSr0!{$yqvB2dd+!vg4$_5s6 zyHdq0`R#l6EYsjvGIiC&bTn%R4`xW6N=lSF**l>#Ja+CQBB$=Z_m?`Ila?86jkSS* zoBbUnR|6GD&Q!q+*BO78@as}j&)2JKjvSuf*M2Wi6EJ zibMY^RwIb;?E_(B-TDQ9eu|XIU`moQvxLoxkaZT$*f`%@0y|f6X|ZWnlj(cW+|r_C zeqvpqTeQVX$Go1PP$t8FcGqn8n4da4xOxOF(!%nOtrJ=7Z_-yA7s%ALizyrhi1Ex< znx1R~M%_DVOFnvaTJ%O~2NxuS5xu8(2msO;;L??$CNk(QRBIC;H3e#4SpCY!cq>!V zA>m&ui`vRi{i-^S93Cq856xF)l~jw19a)M^h|(^ZYi;`FT#t`Gq^dZmai#EByl8QD zNEtdZa9ZRbTYqI@;#w$Y+iA>pdK}LFQrG}^Cs5c2)*^WUawGa3M!Slg@2T|jr?_iV z&B_{lCPa%o%fkffpwpCDLCeiTL1?@#1IC4RTJv@dYq48lz!AGm>+NX%Q%-q)a-S43 zr%qL*{IEIvTEHTS=}ePnmaiLea<&6NTCD4CkHqaSGeOZqJ+0qp(!tV~R3t|>dO5(x z`SM!S5YO>`g>W*ldqslnVH!8waLV$Pm{F5(u?KFz_)FbyP`#U8qGgp3Mgod7iAZYb z(d%FoJLxg$Hrie0p~i;V;@#h)+{}2z&(Y}rn1$1=v-?o04K7-uscE&^qI}vD7_j&X zirl8_I>0;l_;&B9jpgmD8V6r`1D#lG2%J?$f#&1$)h|)MCMHPkN z3Qf0dZD;Nos#Y`1w$@lwM6IDag-8NA9o)Q}R&+Q<^5VFgeH;!;8vy>xv*Ac$gq<($ zF;#|A^KspiCQ~jNE$o&UZOl2}9ATz`w6UumfhRmKiwv>&LMgv_Q=Ji@LcGe@dL&&5y zJ%$_?VHD!5W;1LH4fUHB$TcxX#}3c;30yO`gvLrhBc`^i^Gq6t1^AA%Y*B(wz&%HR zpvTaGPmi&|nOQ?zos-wijmd5l6^E2R zgtsU`cc=MLGPd~r4*hh$Et!G&3pj8)W2r&4OJ9|Ri6@KX_}CDLduF2bC^>gPKXRy1 zI_~awBZ4~?TXnp*R|K89gNmv*DoRu56nfcj1QGo?@pb|hNp~RG0^eM2bo>1nw1=Od z8?Q0CI;8)H zsjq;lvTNF=Q{s_sF#zfA5(HFI;D9s&(s1Ywk&+gX?rxCoF6qv5XzA{TfAhTG`~9Db z<#M?eC+_-xO!3 zQqS{CZBW$Nxr-27^|^k^VZir~MpMSi-BiGeOAKp!SFGl9zW>YM`0)$x?QdpO*JDY2 z%qz_A-a9w)6@x&w_8mt#t)Bq3bmF9hyrcJ|rHM0}f(a@lnrPEOu$z~Uvf%R*GrjJu zqw9BcKSOC?ehRtS1!M6zNa$l=1X9aiQ^sT>zxK~X#9Y9t-f<`Bc%SMz9QXDMXswK3mP<*DxKy4zXbP8u{0HOK6lXUj-VwE zOJ@N3WQ@Na>pEIm@{ZXAQKRCiJ+jQynPtr}M$dgJ;680>xx=eeZHgyLo7?+eCg&nP z)frPkn`(lCgYC$-%@LG~({?OIcN`eRC3RTlMM_Rz5UE05Jq^nkH;?DA;xtU8@KN=5 zcCABh82rE)pOs&R>zo?+_PLK*A)?fq%#Y>KotaV$M0%$5`bQP7gly%R?R+$bg&dV}O9kA-Hn0Rk;L(UEidmyyS)g^Xe>m@3dWC-f%q) zGax^Vx0UoXx1Q5y2rVd>tsX-lt_b?XtXAphXslgl|9r!GT0Gt=^lj#*!@8>M>Qph1 z^@2$+qo0@$xK`mu0UiIW9HBs4S_GlVU}?)A4jRiZUwFa!1@)|YRN7*LW2(4eq{IcG zqr`HO?W=C;Hve{!4ZF1*0gV-0LYO)?r{E{%YJy5c$XlC>v$e2A{Skto?%#1TP*hJy zJWfr^Z>=qTr*oIf3mGfsyYr@5SV6y~gZpi0Ve#LZ2al+pm{NT^L!1DIe{}bcc;VA? zJ}&{I8<=ihNQU6dKkz9~#2rShhp%)p$I&49&p`bIg_2=>@=L}NC4QJRc^aK3(Fedv zEBovPttN&ns6%UvCH4QMvIZL#N#s%6cqNZ&k_WU5qcXh}{;F5!Xu5^k5)MTrF%e)K zSm75DPtgBg(pS2nBt_Rjkfor&n2Fbl7u#L1o)iZE{wDRBnUg#ueViyj1+7UGX6M2U z+pr}+?Ho%T#_giPC~xxQ1Mxr-tg?*g0pqGJ0?uY4cNH^7#hGJh5(3))ITfVpc3`Ir z>t@fD?6P_JO)c|H1y=Y#tb`$Pzb1r6<^+ zuR}4{PSTZDLEs zeOePwwQl*5k3t~nC<;OuSQE_dNOhD=jkMCa7Nl+lp=_lef6Ea^uBNp^0azU zxeL41z5~8CNBOf)jDQl)Sd>56pxKuHU*0R=3kaI>IF7UDl|Kq%Jn!}{woY7LJOBE) z#cbk!!}=JYsYAwh>1OnXTrlTOhgvd`cVmV?hV&}Aa&IA!>Y9U$oE-B~S=Z~vW`{%r78uO=qj3$GT&HX(Pgk**b|b7S zkv@{P>d4>sjxK6f)~{B+$F!n4ov8?E=XG2 zJadD4Qh!Tl4?C->JeczZcx-=n3!uv(Cj3~emOb9W^2rUfKq*U zUl%W;@s@S*diS;8^N&9ZK0Kq$9xzx5;!~a+2|}FLz~g!3sE~{bT&u`&f{dOvsYx?{S5`M4%rB%%u%7<7t&R@p*BmX0roldIJp|_=IF8IDk#73L`ni$h zQt|%1)95NXW`N8zto(ni!4KbnAzg_yqNo29G5Wh^aXP@|j+6 zAxTyU8Jt^0EgP^lw6rHUD85DjYP~N~SDT3q4q~Ayg_G=t+b^fAW(L-)_u}NG2Yf3- zoPNy$n7*>-tPaNDf%C{1HN}v59*2$f^Ek}Nd)q-1;OusgOw7Qm!`?mzYx!2oVIp6~ zP(dlCj9In%(+daXLcRqrajq-f-XROtK6dzzk zI3_J_DAiV-T?6tP^CIGvtwLE&qKdM&+cyf{Kbmd)j!zrWqNm!UDw#;zvc|^<53djY=*WI+GG#<{=Gkr&$AwTgYcG><*9FbimEB*)V zAKB7-3sDIs&$F5r;#t}}4e1%(2@Z7VHF^q>N6mJ(;5X!-SoKqN*V73C;WP+^0c)-a zqf@3{%&^Rb*OVC^{*sZg-qZB1@v{n(W^v4WmeucFD^eYESp@)c1yn)HVN?;Bqo(KP zG;N#w#sJ_DhmaKOhSNXId+#`6BLsld^bXc~Ls$<1LvT5mys{j6u{OQ1@>h|PYsJyz z)D8KQ9NIuf-i#U~T37F@U18l4=@aRUM62-?0o&Y1?#o5y@rZ5hblY5&=hR@|3a3> zXLzHLujEh(x!Vs>UPTF@vN6A)wV~R&XNHJ0u%+L=OOefFFqOu?Zy&k2wn<~?ODisP z)MWX^{{+obJ2H4~G^@PG<)bD?aE1~@%>zqTw*I?yrQmIZ0xil9b10k!30D3<2Z@eu z5ITt&9O#8nJXz(Y7?0@30|AWzH`Av?{D*lVs!~O9Ci*xPLlR$x5dQP@b3P60N?7@1 zKc=eF)h#z}95R2+bq$k9gl&#|RmQ10qDj%#=6c?ByV}SPntS8j)0}mt%|rD33JoQQ z|C-ev_j+TbVo3q1L(>1x3BkW`@jwd9ozTQ4{dC2~;ji}8b3c6#f8W1fZB#QE1}ySe z>Kn%`2hfU;UEBYuu2uH2bAI;D`2HBz`|H_!6Kekj8g?NNE7B&#+>W@YyOm$Edj9}F zEF$|q4f{4vFQ6vA^B*J?b~ZnR#OrJ+IWr*l!1j+muE#6=hUZZ8B?i=4fe#_Npb4uU z+p*ibI4ij^6*;;bQ6ap&z7IUS3UsDseibigw?ieC-H>aNI{oTAV*36L&D(Q3Ub2bo z->(uFZ3T1wZLr2DDAa&^mIKPbK>_su%>|R-W7=jt)^;O;)*T8r4U*Q|U44oL_9(bN zY!|mv1&@$~XE2aYIbVzsJXyw-u?c)(%Kc$MyQQmrF_hKY3*%;c>b&uQ>*O@1p003y z^+k%RZCq$))O&-VmoT{Q)A!MsMBz^(m`iMb@Z#3d+9dWzT|Dj;EV?m87OTHr)8;(JDnGLzIIt|V= z+k^kc0e(yP!$>ClrhoBp|Awhu|GiUy9 ztQ$D9X1vOVvV%NHuya>_wS%pUv7c_16&(sq^B-gsm^MS*5_uY$qGQ^Z>P6;tHA_d+ zGL%hf{#N-638RZA4@xxj^eE*H%Zpe$2te!OiN}PR?kzuwm4tfB=Su86O$A_HX?XD6Wp5U)^nrLl?9n3r^T zCK)_L8s?1HTm*qk5foAY6N=leMx{-aJkQVc!33w{6@c3^am2YVD0q#F=AsIy&7Ec{ z5Vu+ndencdRmq(DW%A2`#}-f`j_=KlCLUdNi9T?iggGp9_XeK+j`!0b3J?N}za|Gn z_LrRY_ha@<(K}{?rR zP(gbc^}eL;9Mutz@~>qtgnImv|N_;ZQ&?>_*<9F<(^MB z%YmB?ZVLSOpN51k#!+_`nsR*usa-?&gyvqeIUmm253g^co?yjb%RCo84-`AO4~E3a z)5TC$e77GKz-}2Hmakc8i)enJ0_`@%R)Ez_m$@3fXz^7mTokjZ|LojlzV)gY$*WjpF`F08~#>LqlWXaKxiebwIK=9-b>q4SKw@ zoy%#!WLXHh4XbiQ6%%GS5y65a_ZtN|c}sy#E&2e1ssx*hY*BBn#3vmENR&7rbP|TI z;GyI*&@>_&cK@HUpwaCN9Vq|df32T02jv8xg-&GF$af>7vx5N34Wxqc6GbYZCKxW> zC9#ybUGVkxtE2wTcld`z%|ssPf==R_2r=>(G4GU2D#i$QTY&KN=R3NsWAvb0dRiy{ z>kX81nG99U0n1G%0{I$a8;~aTBW!Z#N2y!COV+6F{VY>D$=>}rR|vn)+8fILi|@cT zy34Piz;$vc`5r$F+QP_=o90>(Ub zOiWq9Trcj3ZZEqjF4v&cGY32BJ`1`eM=swUPjN26e9G&0IMm~=5ViPgj$8^#E7yYy zwRh|A@O~o^K)(^trYMd;>{e*`{>#N(@zlq~6Lv`1GVO-E`0#x;l*qNe{2(+(6Q7#iuem9xAG2%bD7EuqOL>xjw?wGH-FG zOfi)=dhucT$TIF~-~C{m^RsYp#$kilEm_Or@WZ?<7i(;y*8b(|LHRIMb@fr$PW$Sa z?H)v3Sx;{mSOrC)TJdtNVZ`T~aHl!veFLyZrDHB2h=suAX8xiA@sI-A+~vBFBL6)8 zFTGep;A(_O095yiN3B?+fB4{z$a&%VMSCO$P4Qx@x5qwLlJk%TAS$TcPA>qVuA~F$ z>YKD+U~?w)YoRI88kX(XTSi}OqK@kA6lu96QoKJq@L0|m-e9@dZdqK?V`JGUU@A>3 zs1NSBKQ!6DTPv;GPk?ed4UndI-lIO=O+N`*wPIc0{x4eIB>&X{tQl{;r^kO1@abX{ z?fynq55DtXOMZrrVIb=q-v3*p7zL^0Mq7qb(=9nX*iHykU%j8X%v3f)2vLFmm8zp^ zvfiv+v!VK*LgJXGL5)VdmXXc&8dGFJdq-|hv1;fEskEKQw!^A+M;zdxXpmi^UJ zOlp_SkF3p0V(f`{9y?ziclj1dW{&={)X8PQ8Z~_qF)i!pNVIsfU&FqM-CzaO#?SDd z5#n;WPd)Lv%{=%_resBq8|Zp5e{r?oT-sqRs{=o+I~iJzZE^i-FX~ArGnmpPLt~{s zw5w61-4vk6DiQ=KoMtz?R-J;*{Mi^1;)8lxJJWz2zNoF{RmwU#UDZ}FL{m#k{o|~l z*)Jx8NpBc#F<{P>Tsd_?(S=hsYY!g&rrh0$(58;FX|E_F5-{xnU3U_~d z5ws6!QU}$Bs4HA(51L!Pt%i#PJiepJIkQ|&`__wKf%7;i_<2;S?G_1Z7TA0NuHeTC zlXA0hW2Aco`VdD5@a{ZZ$r>Le@4W}1;<{O^mzq-9}?p`BK7$U3WN5Y>kZj0Vi3Ic<) z3$)rq#j~f0{U23|Q(`nI@KbINl1@Hq>_%!gBMs2U&ceMMdusOL0d`9PF;OHMFUl2XzRE zbav5HnufcPyEo_g{sZ+4QJ_NiJ31_^&0)e9@e1Rcf|)I@QF^c z+|&;`RxCkDOvWPAY(Yjp=jIZ2t*Ur(m&ZcA;i>!H%w|z!=%B~>rfiL znEid~l_P%V`IG*}wT;0o=vI<@vu?Qy?SspHD$2JvY9*Q-KzGEk>p2UDzjbvLpy0L4 zvfAMd*JZ~8@la8btxf6sPK&$Y!tuR0J0xCY>3P|!9_E#3^@l;s9-97`sbY__;|E5U z65y)srs8u?VCdAe_)p3YH?NZ1&*M@1&+4^Z#qgp=zXSb;x*{G9&RL}#>97n1Z@KxT zCNYcVSA|@|Gq4m8-jq07ajtm7@K^-cR#zw_QSRHG^yVIl{4 z9YUoe&S+{)x*WJZsbPsdiTtl08W^;nZrTD}nnbOe?j8^}Ph4h37ZjYG@${~aV{vDlq@I7gU#-}% zJ3`&4aD+MS-%LWme(G6QeOd@nI^Sm93e$ts^GN-{IlS79X1x<%ijv&sX4VF6DJg;A zjHM$Nj>#-95@3j+ejAF097SKXWOq?^8|}>n-KR_%!s-L93n%`ualDS4^@uEq<`x#0 zw^ti$^Sl=8p>KNZb~!>GBmFbtkcz)?{s_OKXFn49A9&tq78Ed^#IW(=*;`rR81`_V zl#;}b&yRDh;GfQPg}7YYMO(s}eM3Ya1Q000Is5vlZvR%(kT5^2!w!hy)i!OyUKclF zN2Rg4pSOR#|22!vhJ=mcOXu9bds?q8e7i~GvKiTPIrsJVjK)Wwp4CAwnuwmG zE00;My-ed_qdoMUncrpvdetV{2dV(k z&E3I(u`?$N-6|-^wKWo3J|hT0B#>1|KvcS@JfwY=i)62Nig zvfcbe#PL3JoBv@Sd$%&(vew%og3~&~F{moYgb{c$99Z@#bf@_QdCKFE7A$B7%Ly~5 zcfP-U?%GfG1Z{mNesKK31s4JVWfI|&-4kZbS_DvDGOrql6OE3IY3aMIlR^Bgf3Kb5 zz1(%DY$fOg|3oOYJn7vs#1W#5_!}%mUJu<8zN%@7diSU@CehOzikYf@Gi^Vx;{W)9 z1F1sjO}ctE-p}xt&iEFoPspBn zxD~SlAVeJxR18(rcKokX-k!y>Utl z5CSvdQ*tj&nR83Q-XeqMkGwo78rZU|=V3$t4jb7R9`~n_#5%T`r!K#L@YyFB-FsS( zSMPe(q`1L<*F3KJ{xcBA5k{Zl5nSqd$LQtOGe{aTfa=jJMPjp9>eUZBXqFMCHj%UE zqEEdHYWxx^{o>&+yWeFgeep9lIR*-n$4afCSvL<#*nzocrQ>@{X((-FuT9G6-wu_ItKmbm>-x3y(* zq++EmwB*Za7;!m;Om{Ti0k`#t0#1Z8fI2^=SMX2etv7Af9Xtvba5%<)*Y( z@9k;3PCCZPNuLUe=r!DmVaI5>9S5DBp4#m>@}*7hl+7014o|ZVTWbNtvxbX)vOa_; z4z^``UaOwEc{;^wgJ>)CaIoQVXA#R~RWOkF@-f_W=(*PU%Ca?oO}*cx4$YZ3=zqjP zIXT;pnWCuiFY%XxF6PMpA(qR~E!_R^1I644aR;$ zel0@dhz2Txt=jXE3FtPz5oU_UIdX*08riC<$A6`qiW0m%M^TREG=GznxY+GhQ!2Iz z=)%jiidZd{#kKk+c?1``b>@^M2SSwQI>Kw@C3%6H!-opz#bv8#6PlhDnW-2SXb;!; ztPm~!v(Hc@Gc4}UF&`NU#mTZOf5l3q?;?RYpBL0$h%kQi{#kJEaW})$5lx(#2UvPF=@|B94V@m)JBhL7S==- zhxN3yC`427LSEfj5Pa=eew#aPz)j~J`C0-3v2+rOCze%iSbr;;8lkV$W%Qw?v1xGQ zWRw^~pTik0mDSwrBlG}3gV^ElFPhuIB%VN5vD-g`eD}7wJxg|VBU=ueXV9|Ul;+7$P1$1kqEU6 zjVbkq!rfAslik@G@q4ttkz9=>xjAtQ7&QXU@obT)23E0;maW3yD~9yY)XYcX^FRF{ z)2&IOlCK?^+%*-W1pA|zD|Ag;G{4ca28H&1`ekOmXu?Y$W{ronM>9hg&|1dJ1Iu%& zXV_Z8OJxjXs^4d9z$W6+{HSBfk=;b&cdliLaSQs{Ui!D@GX}$YXj)Pm1S87uC2q$| ztL79sG}C0;(lQwS8ksnoHRTtCUGVs}iJN33tf3Rf(~NV!qo++Rs|zizZrjM1eL%Os#nPAW1n+BB)xz5L%~n zJzsm@1}Vg%=1VSh9#;14XZ5azsENv)f3)KN9j?0a3CE2)SfY4*@Nnh4E~*ALcaa_( z{Ou`@If3MoX~XVsa}$O%#V6kkeQ)-h=y6Ieoo3Hi@yb&1yj!a3JMcmwkT6jN@B-rU zcWd89E+wB&c7K_Y(-`|NruKTgv((A(}Ki3F%t0wEp$GH{P))YbAtUOJdl{Gd!CgSMS%oS zO+fpXvBn6)hdEb270`c7E`Osunf5_SA}^_rH_=zRhVRi%9tRGgC%}PC%wQF)juq9HOl7e^BV?U zgm9GMGAw2~K(1n~zB{uEnGTf56RfE?BuSfFey%*L1%E?fMYM7*ZwWKQ1f9|nyTKGC z4Q{C=EwwUu*3C!to`PtPc<$e4a?APH?)P0VtFczLW=EkyTs~ps_j93;uF3Q(@4aTF zv!cngOonmza$^-%Cj@aLF>LfJ7w3g_@;DXW1N3baEU;svXa7W{Mu6s!ZXRu}(8^ug z*|3ke|L(+o#%Uiajx1G{n47nZXzj<>9IOjpI#<%?jU*Xgv2B zb9LL-`HjrcXg9sCCmgqzn{J0RLNzvTEgftA=iB}J6)|Y*6#y03X{}DKazv(ungkkK z=aw^Ma^fAAe@`!;tYVgYxc5df*Hv!vp^ETCX>H#Y#2V;5*^M!ZpEY*&E1!rH=6Om=Up*0yvL!`K zAWsdgygU7wFtWy*8e!>+2!VW@RC?E#KRdK6A{%v1;3u(E&W!zK*%d8ziu-MiP8gYz zL2W5gm^DrC)5Uh7=uSsz=KTCvtp9d&{^wa_P&``vu9N3UIbuffcb?# z<$f0Xi}*P1hCJ>bX-{$NcoLLu{vz4CuUR+2B-3X*of5gM61U9*vDbR>%y7`mY+Olo zlu`UN1)+$)8cLB-kA2D$Mv^)hI37~2$tNb-TxGVkse_s6wzc=q*~$NK1XS}36V53X zkQW#PoW8MS%*Ea9pts~(=Rt?GPZSue3C z{AF+@?Lq9i+yC15qZO>get5J2g`LD$Dja7Oo!IS-@Ap>%wzTYinmoDL?KO$cO7XGs zbv#@pNTkp3pCF~Tsu%WtzkibcVdkBb%}WgH<4XzJ3N#O&^YcD3EEIzR%fu$pU}j_P zg!6uKWxrO0VjqOCl=G=SBAkPjsNa^)Tzk1FR@)ahbLMZKg)LtNPrEmr4iBR~BVC}g zZV0V!R5r~wKWHcxmzqa&*|q2^j^D)y+}t5gK>Wi)mI;{(q^TPXXZ`zD@vr?3TEw(Nkg~|Tw5HK zw9B^iZ~l$N|Gn-Q|0sgT@V4etgt%P^vRQV=*<7L>la?tQtsT|F|_L_V_LUnf1A>8R=DAX{l)R5jS38sZ}ZVH^_$ zQn1S!+`bo!{HCg7%SKCB*G^8_E>xNvPJL{EJWfHK#n9zhjY#CpPfVCc!T%58_uac^ z`lETZ3il!(E?eF;7(=W|e}_XXIaJo<^18#x?4vvUr3p0E7KJTNk5$mmgQ{;zY#s1d zkSEVaj)|m#0>*+f-bTEyeuMsXaQefdHWN7^p;S;IQaFxx;Zw$#SN~t$+j(Eo+?+zj zWen1HQc(|n!=7+?cP+qS@6J{Ttj8Ii_st|J(1(z)8Mpgkx_|L}44`2kfPS}z#gFhs zi`GqQQuTsT&f1g!s>Q%jLF0MqXpk5@_k&EtlZ>C09P>|7i?w}^I8c|ta z?O*7c2-iK9>)y0_{%yIlc69FzYI)f8xxg>OzF^r3W)Q|cX~M*T^Gv3hTR(}i8Ua5t zl4mpLlcPsDW)KmJ6I{A;)*YAsBcs2StE#Fx+Ab{RG#h()e0+R)I2yqgym(2WRr1vB0JJyyeI&bJT8$NgZXt9M#1=S!ShinH-P zwhZooa~8jDDo%;1m3y21{59b|#mUKTU^TK5=|ZWzHB_5vgHDkjMNJaY7RV$y|P$HU4e75}K0@h2t#C-n@8Va({a@W68_N#I&{8;yrd3%d7#gH<7=;e<&FjntW~5d@vEyOuZu$ zSP&UXB^1-$ExkUJENg5`2X^qa`J#`*;REgd*qCU(p_Bq(hk%k|{rb8wG4rRdYK7T~ zsiN*?j|!FV0|b$UENPOio;)}{tF&x9yh8Bfa19NaVa0>&Xd;VdlM zzwOSadmzUPp=W7+NWCcnYSq;<9NU~2d3%VK=>pu&hXBw>gair3CQ_;}#A(B3B&=&C zW|mJ>$f+%4`TYiYE77wf5qOf{{mIWz*5}N5QlbK``&Kl8c^4(7ck;a&0_T}vUxlP0 zV;{E+n9=70BD(RNyB4<+%OKW)#VhU&>-RDKn6VpOejVo8O1H~;(}DXW3)T>SP769& zi|x$Skjf3*4Cx4sx4Rx4i##bcQzaI zCX(^nJR8qd-1s4h`}y*48SrtckhQf~J>#WTpC_d3UuP>!R-GDFC6?G)Zl5;H55;j9 zerj^#q4B=uh@w|C?hYlJn404Bx^lcjWq z+k$Ct3vN3sL!vj9pzngM@eoOd(iTNJGjdq;=82(1pfCt9VtPPpPU}UCM);Rbr@CV~ z1D?=}+Ysep-vecDAWSizWAeILGag?$S2nNuVS(k}II`gM2@=I*_u^!-+QlR8?8ts= zofKyjpWjI?$j4#jOC;2e*QL=G_QOReET;)YEtA0#Pkr7vkjcKnkkR2pPFih>&*0CW zXTz2+B|nl*Wg>hvm)R!n!^g7YVJPy>z%0&4?m@O(_8*#uOBt}%dUHG%k2MxMq^lhq$e)3Mtn%`oz%}bvX^w75P+hs5ZFl{A zCHv>kAANYO?WpT_E>6zN`(+X_cpq)wHy9g3D_yBunOqd4^4GJxn*p2+)e7WEvBMaYt-oqtGUFgr~&Tz_7 zVcZRQke-uc`jEHHZ=DJbw?$n*`zg}@YK;wAfVsYY{d&1_T)}X*{L4U!Na7n`v~&h6 z92^iP!l*?AuPcU07~h$in+NOi+OE89)MW!^7#bS7xkfB&7t517{{9*McUCbmu~cdi zx8KHt3Pby_M>^j<=`pIMX5U|>^F{BFOQwH*`6OJmg)#W)G$Z+(WIL4; z{aO%F+Xn_!Fl6`b-cSI_eCUef88>IfYbfL%rk+E=R!>6)=*O{E5!r2 z681(4=4xp1w=lnMp>{|EK+>iiCp8Yns#|T zpoF{xk@eqWjD}&w*Ly9)_dDmC!>=^e-tEpu)~3G_$0x`2RiQ*o>Kr!W-j#EI#ggmm z=Wzq0dQx42cS`E83 zQa9%2t8;f|o$7C^5kd)u;erM=tTbu)`D8UPc~@7m-}bQ6J_{(P%ZNC@HdU~mNg_qz zJIWqPM-=31_5G-`gMC}DhCBR1>^6=#F)a9)v!r$xtOw$pY5c-O<8_NUt?Svv$|833 z=|I+fyKH{+%G%lLq1g?7;~~mxwa}jCgM8k1?KJHK2x}X73q_ok&$mSG|1Enqd5$_^|{IO^Yh!RYh(^gcoSbUFr+~jn+Zus zR!^=zl^bEs&d!3;Er?^;+1W0_)a%2k!<|6{qo&-W0$?86e%SEF>hBI*Wc|qkh>?kj zike#Y@mfC_uO%r$e=OVLjS!$t-_|^)nU@+NC~XKkhV4tLECEpxi@y=kH-0<4!G`S( z{X&Em^p8Ov0JJ337#L-Qb;6=eOv;2QKdk%1)MzFfC{6Lag`UE;1)fe(&*vh2l^@)* zhf6blb~mC!#|a|pij?AgrP^n0T5fA9^$HujQmypa~DTR6^GF5 zsR2_W8_kG-{g%3}6bHxwCDWa?+DiMfD2Et&iA8w8s5~`|Jhk2!=dCu-1R=^YXm7tcOT^4j3l6ZZ)05bNzez}P@y>M~oyN1hvjgvySc|)!`DSn!1)u%l8^ep4^Z+d_f;wAm?7MiqY%akpYf*tjuYp@+GIYVL-57^GB$9|3NK;=L zIQa$qc|ykNw>6$?SfvRvf4M~7u-#qD?g*M;6-5!L&!1@r2M6WiIbZEJgTTDLSF=dR z#)g+TNQ`5jtB~B62yK3^pn%K5!ZO;=#Kh!!cQ$QiX=yZ;_1G6=kCRCKfyxX~)P z3STWSjeLA7cG7BYCwNMd}(3KlF4O)-|^q{obW(TE>K5YoA%ATwbMYWtE3w{)6GHiOcTITyr? z1ua9Ba0V%~cN}t`L;^;ls$)`ANdmQ@jJ7JcZ~NL90gY%~`HQo3p}h)fDMf;%S?TJ+ zIg3`RjU^LJZ#HMT0sr|Ty2_MutsWqyoGr}CY{7IFyW^mqgPru>X5+-fY&vu_3;T$m z(uBT$C3EULJMBIU&Kg(DQaJlnm%H(mPyyLY%Y$_(bGYLeW=~hCJ)hM$iJsTsk2d5B zQ-sFS0lnYf7nF zhQk_5f{^7QjyMO67qo#iZWvlMRCudeimGkfMFh|=GcmTC=O$O-*qHMDWslg?CupGH z*&9W_YFB4!VG*Kr@awgTjbJhWSp)9rut-oDn3s9X)e-5d%}HO?B|DfDP%3bfzbc`! ze~BMf=~D7%=mQpI>@@G&j>Rn7AC#wz91jsqC7h*qUS*TzP4-2jHdTGgFG=l7|9CWy zw(=IuuD)1ID&c%Bz!`?)ry_?a$L`@To%sXGJGObAk?|AC`Elb^$yi>;p9<59z&irx zTTQ2>Mb;djvQOjv-1?@YeGR0?%D12$DwZcl_9U}4AVf0@>k~#9tZGJ+G+7Ark9>48 zV7*8#`@Bl0>$c`-ZoczpxPNWe%!I>Z^G7XA_+hMYAhiYG+k%M?eyhI!u#t=~v+G3d zbt+b*+YtV9g<9KdtLt?0p9E_Ct@5?Tv!NSqZf<2=-R`Rmg-rEfEOLs(+M8zdx{Hz) z85q^W9nFQ!P$kF=XYm?3+A4-yI_DgBUbDPTFW1up8j+1;uBvfICliXAgS-`RRZUJ} ziU|q-a-9w6aoN4iyVLfRL>_LrWTfD=&dB@y^<*f%uNCnQF;3*dec|EIQ1h;s(rf1O z*N#rDDJGZ6;Bvi%1WnxCK_QvtLZg4bm-9aekHN^w3h}XMC0}zJmRQmfFx-4;o_pb# z5nr)!I2j5(a%lvm=h55kQx&241E7RJ@I}Wlx^I`7nC4?QxKvU|b-)^KI^>+>;W^!& zjp}D>;wMM*I=_m&J=h_;yeob}#rgeYI9^&!jgB`lS!lmG_6VJ(vu1H{eLeC1-Ei=6 z?a^QYR|KBuEgNf1;zAQ+?PdGPYer_H<&0MYDO?fX+CA0>Z~kf09lqL-H=Ovsj9|G? z9=)OG;a`947Jx(bt!MRp-JO+{RpZG*;6REH9#0;p-CrBl`X%@#`mcW;KX4*1G`&72 z;K2JbQf$$|bI$Poyy3u*n_OUTA__6?exl;Zre1HE3=L+hWQ1@xhYSrF6;mq(w5i{@ z!kFMm0o>+9uWpZx&#)|RJbZ7@d67P^KvjJ*OL*vngn1?TLM*GU&R?|2-FEqELrEL% zJN$4#1iY`d&BE;KnysORgViFg9ClOv&9WN+8kCiOr1HuY78Ix|}Dc>Yxd@HY@WZ6Gf_X`LjfBzcUum9=|6*86U+k5Y@ zv-glzQW8FCFj$*kGvXHn9el+oV4$?MH$&x=jWvVLt*ik1e-V>i?uel2%v zbVX_w@cS*(#w}`^3-|+mll$39VCuU4_Ivt~LUl!5*FE`rFPPrf)6%GsBm08F9?_5W zC%ocTR#a?_x8xLjR&;E9vAwye?U%kiuUHIckBJ(uhHh?``xeJD^Vs+69ZIY67bM>z zWrM!zJ!kmfM8%N)%t%|hmFFFcoHVkDTs(a5;_2f%XUc>b?O%u~YpGCNB;lg?HeQ`K z3?yG58%M==;0gJ4$;KRc*W3$OyF0BnE{>MLXQ!tfB65dxUvw@&)HK@{ADpo9w;9V? z#>}g1X)XP9OC!)~^MM;aR+e)IeNTS|2jyMs=!^@>R8NqRZFM3*KDaAZ&l{fwYFSUt zhKGZ&H3+=b1HRT9Z^UXuCQH@vM5PF5*goJg?z}nBX6iXDPV@G{MLxD4F(=$kvffTg zx8XmA8rgo<-i$90ZW!6N@{+`L4$GifV%94Q9#<6d z52U%I2aww1wAVyDk8!1JOOfNt@k?s=zle0yUJMr^m+v-V_kc_elg~51!Im;q;qvlk zLSSpY6>LlEYjR#}^WRAAXz!A>;h%#& z_b+nRjjJu^`%C;1m5i1qMjQEo|p|ASTq#Tv2$xZMcI6NO<`SoZcg2J zzzX(eM~EE}BKYW=itsl0ip|@wbcw9MB3QxG;#>5J6`OaViV!@_YdPPKpaBFCP7ZGyC-JRZ3kHxp=W6E zr@Dl`=A+`-;oCE#@Faepk1qo3r>SZ_R~b9<^9GK04QSY_P;WfG?5RDQU0dDw^o`Aj--EI?nI_uyGi)B>b&44BtK! zn4cAFPB~(EeDpO7b}#VY?j)?aAvKG4&)i@jJGGssDfwF>1T{QaFZOs?^*~tndU(Or zd==iZ;PK+(cGbygH*ckatr=yhjzrh^FwIBq;X?A!Ckr1a_C`VF3_(dsJ>j$5x`%h$tt@~VrEHl80eGm&$5x19k3*LMLxMIJ+ zSt3FFWvCki7a#Tw7Q8Ny6B46ZRLR|o9&UO!_;nPhy_Tr&o%-bm5=3HC*V*Li71dMm zbWaK}cD1}#N#fdLzP~HIdHtGY zeQQG(MPkDT`12STw88!%@S zB%fL zQsN2kolZ3q_Z@MbNoJ-yALx2KbVP`oT5q{7KKucRxbs%iTNM@T$FrQ)@st{~zXmys zVOx9G?N!cB-J0Tbh1rQ3xS#JQCQrQ7!@sEO=?S?BJD!pQiUx38Y>(OU%)u+PmXAV_ z2iZE(^b>@i&EKot@X_&c&wg5LgSV79mpawQRa6BFXcc~h@Lc14$M%^#^zPCy?kkEn zNS#L-`$qGl(jN@Gzsze*#@v^R!lYY=~^U{>{)4AL;MH0gk9&DgxbrWk_y zSg2n5VyPD%)*?N8)UQWUWH`+7YnS+5B5?gD=wIVI|KlrnGf38Wd29jni-t8Ui$FF)@L}Zn7^N zfJ-(o!;v{^UPbBJiSi-X{jHdXJQ&3H+h){YD9%oBs)(79u`i18$5?TN5Ukd2lJQ&H zGx}5)VbG+xEE&kY$7iy1aih`TLK5;#@U*mFlllVkzZ%+beF z|E*b(m%ryiBSk4-izF~Rd&GmW+lW23F&7UP7;oDXbBdv#W$jo zaXf(t(`n&_1OW6=sT{Bl;x&nY+)f+%J7x;>u7pI#fX^!S5PeM_6HE^KZ8tc{G&(+} z=fr{7=N_)-?^#$H{s`xdMMk82j(WxQ8%RvJp!S_E`*p-`KiYB#KE-%XO6n~y!x!O= zfhS>RX68RLN(d5i#BN-P=mknMdmF4x`PB<{%g;LH6jTDb_4TJmS*RFjLpAvU+W^o7 z2|q)4Pfr7QyGVz7PGub1U7$zB8*Jg$2rLYv=2Y?_rW$p6&~k><4`U4&z8%}zFW${B z%fhFLljm?neZUlHdYCce&y=kT(w~u$x*Z{SfkWDhgYXqF5JX;@>j6Oj#VOt;v3=mN z9I9Rj%N|~z<8XS3l(MlPMoA!QVj}h*^Mu0d*%?A4rm0D9 zx9&Nx==Er8E)NIz;7(#Y);y)6=AF}2D%9prKY_ms5qYG1cjtsqnhe?4pSs8FyTeCr zp1iyNI>#5d$GaoW18{^oD|R zxJQ0i{|w^e_iT=Lv=YNKi_#zl{9&9|0aXmB=5x?cQDV0r67+T7NxYHC=^E1}rtOQ& zUipXe`}hXO3#5O>Xn;%+^Q(#*~B_8X>@z;;08Prk!B)S~s5cq5YNcX5(-txV~ zsP^^WXX41U1L3Jni$CgqJvhwuqd1ukse=9CnLjgK@Nvu{|MtdpjjR$9hUTm{F|v6U zsW&W&qqt)ql~N9Qhl9^i`DBLnA?5}x6z|2P2OqXTvz3sdq_Aqb09Qty{yIo!pSMAc z2_c6ZhW&qFLD6|YxjI7!Q^xiML1~axW4!P;lV_?Ln-;Zyazh3GT#JGdP-6#0fU9_e zmenxdoKvMXG^DhyP3<}=C}tGDgJexi4egCs=-CB_-rUqx84x+NJw_TYS_qg~S^BMZ zPgKd11(ULqc>ct9tMjc{+o4XrN;N7dPuP?t-2^-3IS!pjR7whXc|ZZ`;%OkKg?|C^GpkU*zUSg54EHsCZJeJ8^l7hc`lG z2gbbt%&AiC3hEN*)<9}ZAaAVH87>D^R%Ft>D3*>{h%U+C?(d_c!*1(s&l@wn9NWrr zG)b%#bV?pUqI;&tus=jv$jsvsFBtCc*CBEToV)v3yYkRZ!P2=}W9{a{dDrttmUWj! z3cq6Pdb%me6yp!__e1oY28{&<$|g7BG0X1krFkzOgQM#-@4;_a7MKm8PavDLQU3O-#aU$rmUs-D+1Zp^gZu#CmN>z#DGJ@Ww1IVK3~y*onH98I+YPh+7Qfr$&?9u*Byqo<`w*7k%(266zT5+2kgAaqUD?}(M_69@X}J7z z=tT^-E;Hl0Y47-xLqg6vwZl{2|EANzy}eDl_w-ZBYyV?NlceFo&t$9(0k4WysnD=J zSCN3n@&gzm5pyQ1FZrruVC(lAHU9&a_cgBb3sW|ZCs#Er;aP=s$p0D&PW}_s5Lo|` z{Yx+9p`nXX$D-Jn)3V^{GDWCVnyH_&arL5W6WO5o@;L|eQJTZn}qyf>B zhJ)9XP{9ZwD`OQLfJz6{6VABvm9{9dj-e~7zg^fwuG=OP>}ixbC&*w)wA$tsKstc>4{=#qfVD=p22G4G~4%xq?A zYGN!o=gBeD^{Ul*dkQBz&uVcrN+w--z;@nwN2Ax!&c1M|J|*q8q3p=ku4HODOA&B@ ztxMKF$9!GDjAl;!_`d#nr+Y$SSrtG(6*a(>vd+s?3#ezdGLOc&517n1U-knij-=_f zVllgalAe=w6U1=;3KA^gGz4{^g>lR9giX;Ic^54VBXE|xa!05 zimHAAiG3tca_{oX*jz7I2IhU3*BB1f(>lJqk>s^Q-AKH}M`c~*{}bOGG=&4I zdckO9=Gz>j>J?}sg(B-g&-F85S&oyRHaD!02LRY?oX2Ql6WTe=OW1dq_O%!uOz(&( z_g^Ox!V=+jybJ#%a`r-q=GN#ui3wBh_ma3#A=m4Ml(##D_R(yC!-~0V)%7-Gb+5)8 zl}{GX<5^U1@$<-Fn77D`>5K|%I>%Qw7pl~Z@sqQc`DXWnJfwY9!L2Zw zepdNe->)_FQo$zQnazyj<@-nzoWJRNuJJ@gqzGTG{&}Ilb-D_Df}1-6Y=3bb)N8E* zjp~yZ=iS}dGvaIx&`>^~ z)9%4CEpw|qmxVoFZ9f6C<%i%m3OaN+@O&y-R@xnH*gxX8vuo|W<98TXx-pdjfjEv<=##Y()D z(Zj{_O2mHDtDM2*H5D?xZn03<@VM8TK0V)>dtM3a19iP`2OEh2Ak%!k)|*#zwshVJCEw;S%qYqWg z8d-Y5kIwBX?F0=g(Gy`=nTfl&^#po~ISjt#0;h$87Pj!E<9m$UsykLBOVQ-JFN}ZqGl;O-XcP&+8G5 ztZdvz?vty@VO{VzWt^;;gpS`#s5=SWSUs*!*5fubB~dlG-S~&5cBXaw!#1voH_}q& zri!exu8oy7M?fgh51zAa@9ZVYFckC6?=6 z(pkPhfEGQ7Q`TZMdgTZB!r26aN7i(YOtJ=xtdi%TVV)k>)|({AcE?(G7=Wte6!>V5OX_kP$U=2ZlT2onh&eFwDc=e8(Pa1 zpjznQ+-{#!J_iMo?bfH*xB=eJa_hY(C}Udr>5T!x5v;tio^*NX<%9bwWH4R3SVwTs zRQ|p@jS98ZA46Ccn|0|;2I7!QX=qGu_a#nEXk?6;a?c)cuT1KNrKY4r@ZVlqfrg9B zEOa+Zxv&u^SE$2D1Qxtn|RdP0UUA?ae8onD&_b2i?;^*cXD!i;A*0LL&GyWn`7h!Fl|P~4@R%EQ2nzc7%zxN{!S0v!u~MMqn=8#M0N-%=)8e~^-ry4hlYv>LO5 zHnY{ckr4htISoXdK${>mymvNwoWgQ@b+(jXVgz4oybIMV0)ju=^&(2J z^5F6W@s;K))A)BGL&l%7#%#vc68R}=azQeRBGFd&gn-xC+Sqf}UMrS&cTiBJP9ImV zGaY^RKaMT2UfS^l;oHK;hFoT}8Lj&iV~$5z7!L3J@7q^St$SrfZ2_4V_1mu7cf)Rm z(CPT{zF~P4D?D6te#*>ZdFKy_4*g>3FebptE7MyCJ#K+v3D&br=F@e)W>!_WV3&M< z5FN;ZA?&bLw=l)w)UnU8fJg;h6TAL`-0w744m@G_N4cw#a~=1ES#wY=k_rP_(iDRZ|8yx!21Q58*5K!n(+ri)w<+*E8YOQ&)kL)f z-Mf{qYP(BU!Fsk@iv&f)IZ*jKBnQH5B`pP-hlZ+d9BEE}m0E^9iM ztRv%0wrsn~%Rrl8JmIYq?-nSO&7E&S`iZ}zzqe#CIi9BoNWg)59?55kZvn3W8ixY0 z7N{a*8EEwRNE@7EbX&87|4YDVX49IB$(P?;YV}`vkl49}nHlLz6f%#W_1yMGT28_> zxATNvpO7kN1eMs=1s%9FV*4`FJB5uD6x;XUh^iw(GP%$5i6x(}^cuK#dnOeW(JCy^ zDkTnbwHX6od;4 zWnDpD(FSzpU^&8nU+R+J)R_mwdG!2{5dhTeI1+$w3h6i**z&k^58yGRdm}N7^9J<9 zu<(K=da676E-VCzqz%47S+wT37@@0Vx-Eg|NZQmH^~H5Alfy1rqhlPZdc!(uX~V41i&2-j9eb(!O-ds^=Hz%~!LT-3kGWV;wON3P^RM!WnyB?S5O z+JiUfCt%}pU5wb-C>QAEbkrgZGPw#1%EVy0HK_D?6Lx#=P?*~dgY6=)kf4-Uw)ZpKytj(yY*;G9FdZPNl zl~5_|K|FhT-;~IsCx%#nDSY<5ogvIUfW*;XSrhU+tF^lsIXnZJ8HPwgs@)%D@iJFt zyC6bwjHY_)d>6Y1aYMe78h@tN8b&%60Q7Cd*x(BWxOPLjz#%;R`a2i)~n8f)R5p>73s!@^hKf+`20=LgJiDq{%clm=|xoxEe6;pv-4Rwj?vcRIk!n?3? z*rG%r0x;k;PE<~$Lv z58g!n1H=X2=^62#Wz+1mey&z5N^9RC9r>F!wL(tW&fd<>KGQYoKP?#JS5zdPtpMG& zS8?FN4)*%OlVA}-m_~!B>9QZO>W^&+v1-(tuOlu|ExXvEV;8%i^_esw9quimLw5&$ zM&02u1HrX_G#j@8E`wT)Y-ZQ7;SZcHE6F|8r}27F<``!fK%XNR{r*iyZ8LD`CeI(M z0B;8%@bN%mN31OAc~6b+Ci>-3K7cSDCUbstiSr_e{+q~;4IXBfou5)UO6P7bsCd{3 zlGvuZ;!F#UP5$o6`9)sNucT+VD3zbrHEWr4?pC|riZj!l%=v!T47iQ>e?9DlHdd`D5wFv`uufA944u_& z%pxec_ie1r?OqA(Z;clU#Be9UrVxF&L9|rNj@d$_Dm%P(I$k?l{=^%J!#%|s+B`;7 z&gND>>Av(EwzRFCwSa@G#EKNw#ky&Ip}G}imeDb!IX1g|nlfU1Sn&iUmxe-Pb4^?^ zMJDO>*RQu;n`Z)4$o&&Lg6wj?j2CGUZUg}Z|NV6nc@u({34#}P!tX|s1vM741r{oye%2TGnqhp8LdOKW z2V}el!aH>Te#41+`v26W|8A`D6QTxgvWU9#`_*0pk?=XyuBvp7Pt4#ZJd(KZDbak| z-_~nT9WwVS&Y!(Ay>lI{LW90Mma2!fB(*RC6y3ZjVlW9?d>@E2bV#uXmQS(|4B&Z7l7XYc3ViR2r7f?Mv3oE*+0h@<1#l zBu{NVp@CYxPGgjCjuShwUj;T*vagN9%8R8ZCk?|H@a~|_9yYKb@Xmmr{Nr;yUC&p# zVwsoz!o%QB>;Jta#N8k>Bgz)8>DHXTHqK9^O*(8nT5u-+wq6dK#76hj+Zdvg9zw0j zd$0H9h1YePPZlQyDflC`fA+4b$vm}rFR)eyP%`EbMVNQh)F~bxL3x;9=I3PQn*t}7 z)V<>4z7FG^Efr|&%PPR>^!~vuVEnzP{6CkWjlm0{$-RxVeV?thzazW*=Sx=&b*3ph zke$f_LqEMFUB&7^x`pR&79+UGS3PBJ3LT;`Ccs@3wmzH;oITt``AnfMb<`;8vs{_hQf zOw-pu^c@%=*aQ2spvMJ-zKtal(fV;KckMJ{SQq;}vyBlB%Ih2Hb)G^tM|G{JDL>f< z^z~gV^jK#tK-B?%I1Tj+UTdueN*A+y6eBLYW}OZ=yOM z$}~N!`h@ivTA}|*SMVKyf}%nNFO}tyGa$-1b7eS#^LC=fhe%nl9rI{ZPPi0)u)6WS zpzXT4YC)iehdXKydg0-1OB0t;gu>i?ocBBBf`p}G<>daxf$>obJL&5(pUYWd}zrTUh-NLin+<9dhkDd-R z!q14b!hsLC^+y=kGyI;SPq)Te;maG8iujvdYqe@XDGOeKSj<6jr!pL!x+nbZ<`!!D zgB!Q6Fxw0u9KTbPK889(VcNn(Gp~ZKM5~0JfF3ATi2@q+v5ytMVxmEU@9fmtlT9gK zy&WjdhD^_k_}M|Dq+ZHok7nY+8(vVFE)`$NXuSBn9(p%sHVy~+*Ad+^Sy{~vkhB#L z0mPnBUrI?%9CZ}sUPZ~jm$qBPW;G?Qr$@SGU~sZ2TQ1Y_@|g!lLeXickH1b8f61XY76;R`MYM(d9Ak29jhL#8e%lop5jF!)xP)qjVrwW#a zTf5ZA56?jf<;nTOVCre+nkL<#r%er?-nqxUBER`d#TajF?e^dq#P_9}=)1S8eU%Fa z>%E-V*l(;yh>J+LuVe6$AcsSgk~}wGkB*OxEiBe9V>H*U%nDP>%k_)G4gOnL>~z%t zl6DR|><Rop+Uh96d#$FD+!ew!%n$U1%s^*-UweREwrLY8i zmLG^Amml#${qh*NlGD)f2goPxpH+5xcdqD6uT31DJh}%Phsa~yWu0CnWJ-Vef)srv z(k^ou?p%G+q4t)onBPnLC-EDGjC982##=a^tMadr>FJ)4qK4)WPJWQe<#0avQg}Nj ztZ$%N%$-0TlY`c1B$c5xU@IPsI#uq0Y{qV}))wgh@b8EN@9*p!tHlDDhUGucvmP9- z?i?^#UTBLD@r8ZFuRJ`#KREV(o^|_ykL_lrRpt<)d~ex!{XQSSR5GLYByFCbIUkLl z12`mPgxR`KsG_lOCp8$+?rUDjEjJImP}7=KYxYQFh79^Q5p0~l9oTs1uxppzxDP%Y zjP9^Amd7KHO<1r-!XC`)!6xB7;Iq^4L4@hl< zV(_iES1uUMcIhbm`hB!?-_WshY;#Zm$xO)!l$wF+^_5zWruZL%|5#tjO5VtB?XYW! z5Ix-8v5Erni=0kEzzVFaLuOkeqs=%@CrL}V6YB1oAti=}hyy4uzwpUIkd%_}V}!RK zhQT_YxP^4^Z&AqGm_!t-Sec{ zlSTR7xsjF&_42ImNt>Y4to9S8osjz(-v`G+ClQQl7S)1u=7`EP88aSUI@xW>%l6Fr z!ifG!!a z8CsXuRyS0-%VTlXr~E&?>zbBQv##c4Wu1A;Zi{02)u8!kOogQ{!G2Ze?TPEdX6<3- z9lUszN)uYkqVU{lR}l=tuCC@s&gW$aC2QU7*2K+Kx*lWt#jZFgSfTibHvE%YCoY5% z+QvsfGlL(5_OA5ZIByw*T_JYWlBb%Lfl12U5nY-khC_E`Ir9D`xzzyz%^) z$K%iJet!c?nUns(T-?ytMoSAm&n1b{yoo{sXDot9lt07B<^>|2Nz%p!uJKI-L=|qRc+?DZ*?~KF18nX zrLmkB6S&jvM?^?=%2w$jm&0`vRrK5#gc}!I$E^9^q6@C?zsMP~X=ynU-UeIonTu?t z`o@;IJ|YjsP8XXqO{jPD&UDCI`4#r6A2bci?V^l$xg45h`lP3(H%x$Rqdh0z zaKcx5jB}yJys-h6>w(PQPpj}>HTEBtx!Y=5$sD=5=_*DJFiI>dqrkbI%r*oEm$A?) z7p-*ksd1RFx=+=-9?MheF1BlH-+IffgGxA4nWF1!dt-CLQMN&^-SO*Lb~1%{GN7t) zGbEz*KP@Dw*SJULj2Ow5f6?LLnT_Kxc&eDEkZx4j|9HN(^Os54A^a>;2(H`K)@FTr zh34wG=VSFo%Wy!Wi6O0XWUce;W^kVydNA8s`Z^Dn#rCbt55ZU_HzE!0+fOB_!YXB+ zq{ldPDOv~nAp}gnl02Rcr|dalGk}T9D9@jFnnM>iwLPxN;vz^rmzA0Z&Q-N#`j_Hr-+8+94G3$zjuUr4JTd!?9a508j*ZeyCQ!fi^=Vab*)plK*N zeDDMj83eFPnVS<3F}NQrF6~R3=iid&Xg)DAGFlHO_SJf$1$u8g%t#s<(r5vfr9hbfC$}bI*C=btm=NC^^rgetty) z$Erirf}5A0t$8uXXpMt|QtOCY*=lahf1G&fuhPoazF(T)&HaN0=X;C7`I^=R zoWf$y^UtcR`BH1lIF1!)EQ|B}< zx^{JuD{wb)uj8SXtwO4NNZi&LCmA=Ddm+bRWf}B3B)Oz>rq!Fu;>A?yMXH=vWtM-z zt ztPJS-qPwze{Iv+ZzQ$?2xB9p@srDx@Z&B?N?1KGE+uJR@IaptF6ny;rB4~}!mzV8@ zghZBO$l_n{dsa{iY_R$Bj>9AYb1zLP&&HKYSY0)fvNw(eIhy7d z@?XQyT=OZY_xb^Adv|vrbB4t7{(48$qP7?a?Fr0-zX8m_Tlz`kg(?VZfY@32Dy|{atlQoAVql+Nyk#H7mfY&11K#ujC>53 z@;(ZT-rGFv{^i7ND(x?S4lA<$T1}t776_R5T%t;?@{T{6rh{^kMv+Pe{eE}0$_2(o ze#oC8mor)IM(mGHOyX3Sz`>U&ASt#E%X3_SwEj7b-yDH3x*V^jxRhnC9-dS3@chX4 z^n@~mBi)o4Z7gTdb|=a2Eo$S7A;HU7se*ne%A%k>UpX2xd-0aJ7di)n1!rd)t3Bi> zARrj!;NlAxD^SuaX`>7kY;6JBWgKp&12@m4tQ}aE!ocVxEz5i6$o#1rIXcpMi@3qs zJ|KtPxilDco}E=U0Vl$W-6Ub##w0_jv-4N6l;SfmSLWZV^^J;pT1E~JPzfH3+&oC{ zg`OYEt{17d#?UQfNuSbOTwWcKvA(Df7aqB)_*UjXd90kDX}BhyQ0@E-)ZYhq*2~dN z%=Lv17BjM$FSO5~?Z~EDlk{s;_l)yicO{Y{*J2PZ6}VP7=UEcgu8rnt`fB)xF}iiz z0&lHya_vg|V@&l$oU5SF$k5Zblw3l0_x|k{= zo2VprW~GLwq&)B6519>QO2eqmi657M(Ml9y_<^;x+%`5`Tn-Xf?cv~HtfZ&F!uLv4 zJ|r|+N8pyNGwo)1U0hvZ5+*vME*%D-@bL1E5QbM);waK8r)$JpY1K%ZaD~Ud>;2255fJq!W@;%XMa>?A>VRU zbWU`}Lksv@_1Vfi7D&R9xq`!EDECw=#nr0m<_*sxqb1eKf8j;bGS^vQQ1ogxUG3GD z(4am!TFrD`63F>Ia(P`87#gg%2h~t1P!fMbCv-qOlPZ^^S<}0UfItTLl`MK&c=k_8 zqhZ*c{AO?1cKN=5!t0-76Y+u1mF1w$uWYZ41hd$S%~#MHETlyKkP^hhA~Vi6D|H4m)(ZO>Z9csubWGh=NLu{UV`OU zRS5eF=0!<9%`Z^OuqAign-aaWHGrR-EN)le^LXCGs(#GNQW?N8VGRo$cag~H^+Vg1 zEfH`zBjk}Bqlvb$9kxC?80qeaR#h{E{f@?Ge?+AWeL<3vGF$ih(^=NYO3l8 zIyqG;5WjU#Okl-(>Tn==5VjXEvIU2qmGXYs-dzMrucThV zjApT!{43N5xtg!7yH+B_7H+=XVy0g4M{hD_egz~zE2r*`6@oj;6kKOb(`(RVUS6Jy z42V?-1r}E#kyX(KM);Kx?2m3-4z+wfqe0MX=nl2-r&DT5&mRD%oC-oM| zo`en1+u6pI%Gl&WC-poz7gL1~q6yOBwRyn>x3-1@;s=gem{}t$%gZ5GTRVMtqb==I z&j3QJa*=?;kJ<)0<1u|vCwmU&_9bQpUW>oZ63AJ0gndwD)GF=t94qB?ttXnW?~eq1 zM2miq0n*rtY>fTy2N@53gi&;`v$s#zyJqW+s|-Mkhk~HQ_-_2BxOs&@CGEhL+bjxVc~9<4e?YRZy#EzeAeia?+pw z(QZClhnA=*n)dWG=bLDm=-q#50n(-=+DERAW#TwoxTK|}0jiJ#X4LfKH%;Bq(s;AsS6R|{XwnQN(na+vn$X@=jw~GyO(f(BJpacC z=!PviSyRm?(|{Ku@}_7;+_CY4kcb(zCL^&Y-xhKC&tge8g?HUrByISDugw^zHBxvs z?*xP1^xxMkgHA3;3JX6<$$-%Y$J{Uef!Auk*?o@FWjw9o1ZU^2%y!-BM4jNj&Xy;^WOCC$#+9 zbxGLR*u-Wsl?IG@4OyOgKX7t7SAabp+&balG#SQr6Spv_Pz4sTb)=PaYNdSoEh}E9 zeNkM(5Vo+3!9*T{C~b@XB#W)9w{m!BE#t9)(^WqLkyjBS197*r8^wKP4Jd=0Nncx_ z#RVBP=auY+m{pLt4PZ|e&uF0~97(Ew5rZxAgbXJ*+^I*Vlv2{?4(n`tH_l5d6To{i zx1`bS%aF7*y~xKF;sy_^GU0)qU#jWGOdW!{wYnzHE-A?_5h=xhd#-5lQ@L&}_`+I@ zSJ}sBByElD@$C1$0N4G=MWbpoaK!#!X%wHA_tKG|MNZu}{jWj)GbITgNFs{*FE}hO z6y3hQG5lY@cf%6TX0Z$q<=Yp2z37N$$Bo|+M}$UkxfO%I_vaBA;vwz2HvdQR49-w# zGC~1{$=qI_cg|^ylY$IGL=C{~o1f$3;!a{*TlQd;qlBM#Ks}U)aIxe4)nm z2@_;$dMV}k|928gKpzF+NSLE@pHr1FbN}1-|Mzn=!ygFx+1#{s_oBB_(9rymQiG;Z zi5vRA*Nm8$>J$x6UQ}w@Q}#@P)B^O@V0KQr^y*a{Au1Axk1q=6!a;b>%>7Hh-UL2Z zy@~;cp)F4bsMGG>1&D?dfr@l23!sn&K@lK=BMFR{<51AhT1_ja=@xWL4#_wk*J~#4 zo&g|JJ{>Ex=I7&QyJ7jx)%yV`hdCdR_J=Mk{{^^Il?hL3AUrfstVF$RD&%AH-Ih*; z>a%BP!pXg=F+r&>@$h~xbHzqP$O?&y&J@VI^I}$>mstd*PWI=qzeRb5R7&pa=jwrsK};}RoPlXt9WC5Y3N->;!iC^ljKHD{AB&s( zd#p1Z*PdH;>)u@?aJZ5cct6Gc{@?p@`vo!Q@4>;Zqck7A&i7feAy!EA09pA-fo4Q6 zz-b?Bl)=*zL~T1q1|Szf%2VAWnps5A-Zd*leGGQ$YI2|ApST^c5hMZ_X{!voAMTZtX)@Mw>e+SUtu=3I9-8ntXIAY zi;wX;-6?gvrI?|bn&++g2{2Es2PmZqjwxIm-72f9seU-P)PFlLgD}v(ayM4%g9Jn_NK8a)OXJY#B4H`M)v=7ie@l<_(hzJ%~zSR~`GT`d^wbYp@ESaPGgnFe!HQ)YVE?N9_ zkKOvLOO3;RK(f{w!vVDb-3m;69MR^R%dPPYQjjl0+%5rTOVr}UYUPyqy8oF)_SeGv z0=i1eh4#y1oWS56p!uI}jKuc-jJafOsRdrO%x^Re zzDlD~c*j3sIoqbsOn#LQ29)&1H3l5x&@U}7OGdQ#%I_Zhns?jZ-xo5g0CdZDw{vgn zuX%7_89LD|4q=hLfRu4PC2SiF)PtX$J=EUy=~gIG_05#RGf;7-K82t|Akv9ktp{f8 zi+g+RiM3w6f7k+l{(NcJ|LuD!m9d_#bLG@b-T6NE7R~v>ClQ2E_Lsc<@78i8cPk>H zZ^he>)=a)O7Sdfle~F9Ry{YACxZPH=+8-Tti;Vv0aPjj?m{NWwf{euH{c+H68F~3U zhK#T;ccSbcX4-AaekFM6@&y95T<8W2JCe%9jGXOSZ}X^_UL21nE0`;||F^GF3%(^v z9LX+YNfAzLA<;vIjrT?*ssk;S!;VReZ;{Oxs*%4F)}Afy z@As$Mq{V{E2c;H!Y$UOcQFD?9y*5~`ijaJJO#2yw*yix?RYxdMGgw=yZ>etqAs|&D z1DMd>DLWkVHH8AXz%^QkjBJDhhK|{_)hP5my2&* ziTBqdV{FdVKac7NO%*<_oB}@Q=T!v}A)(aHfEts{>=#%2gWjZiR)fd$$j5GjAreq}M;im3-SSy0FqG#T&ED^F6$=v5 z8TLHTkpR)h?6`VJmi+M=o!~vy=Bp^m5W}lgI5xF9WBZ--7I-k{ZdAa=#j%-ukf#hK zSMDe1)v6+EFV+0@3Z5}~KOiI`40nv`=#Bq~MoEb#Z`6;VbwY@bpEsi8w}ff9RoSsK z&aE|U{lhtX3iY4j68>Z387L3uJqk4%BUT%Wiw}Fz>4YU>ik5*X$k{gnUfA(g#4qVO zoV0VY%0@780?Q6&KV>;`fIJ^;%CtFlB8<3h&Y4_O|$OW&GiW7UhG(qZ2X? zGM^oGOF%5V9W08mNMC_bX>c|0*45Q@CDKwV(kQoecR!037Y3FGpp-|u=Yd&S$gbW= zb~yAv9b$570}~3o3kho{0`G{PzCVE*;uR3^r6-!MH6c#k8o>SXRX^sY$>o3_rqG(_@!_$EIiL6NFHH1Yghy!?YSwyz z2qAT=97}wUiyN}^{&Z)od1U0#_n_B3l+uV~s zbQEwmR&z!k^STRxkta{JM}F^(7HDAcH-3oir2q#da7-6MSaV-fFykm!qU*BFciUoq z*FvsPsNm)5V45P=O#<@R+Goq>p&`TMNm^S2g58I8WX&9uhS)@MUA=%kS*$=($Zo!7EpJO$$@L zlU8x&7|T^yFO%W#*xMR~-TR1V2o%UsUfoW$dYoOQD|BO)TU`@gpAqW`ycXzwze`9L(6Wt9NvF-KT(OE>@Mdnjq`st*5}$ z#E0);-Z!{hY%+})_BIa;#OzL$zB)OS4Pp`!HQUoP8d9~WDTGHsk_}I%PXQc40!dP9xh=WzPq>Q>#ZtftfKOVnC2o2o{@DAmYPxRLvKtEtV zHRtLFGZP{@MwaD|JYJ3e5L|@O9{f5*Z6nO_-^Q)KMrXDd z=9pQ?>Xb=vSM_56=^udHX4neYo)#!c6heN+g5fkx&COl_y|}yA$@9O%{Z^_^Lc@$I zENkAq2JkQeAtC(unDjj}DyV>#==b&UnU0K3Nzq|7{Tl8RUoYh>^cdt__4oXw+^@%Q z#QInMDy6BgtTzk0d0^t=3J^Kt8~HnS(Nstf z1Mh8e`vfvbWqK0c$>(AmW@gQT**XvCe4H&5Za?8B|HlX7noaC`Ae?}*a?A_5^X@2Z z@Pb+}65SZByR4-XZf2ksdsm@1P<>AR@VD(DQ^%16ZtRCdh%dr5+?eh9-R-#&E#l|3 zwU?F+ZYC>m>aWms=luFqlIBC^>RvYukcvEj%gmhZ^T)PA2r>@7CvVQyW5h#ww073} z=RWzN6XQa{rjFw{jrbs$OCrZzCHz}+R*ZzTC;Gh?VvqfOCZQHn&?vx_jpV2?81~1> zn5z?rh7lPJ|H1`yx9d4^Z=c$Oz#g?K=Qs;A>hD;P+rG(X@<3y@-p%c_mjUQ(`~7+UZ@`X@ zM_un6$VvNpT`5Ms7mRzNcBPZ|J`ElPO6--V_Wq>w~LU*NiqQud~FXL<83E z&sl+L1~U$W#?n!A-lrR`Y>D4R;-z7E?Yhmtt`oiTN~I#;^?V2hj*jInZf<^QM_rq& z(ZhL@_Zq;GmWAK8hldeaaE@14`0@McA*uzL2y{AA0;-rmjoK=}*WLU0`1r7fNB)s@ zn)${$qv)pSyrJaG%t0k9S=JlU?}US~TUzHrEw~*Y!6CJKv-L3mRXi#-Uo%xI)C69o zeWKI}qur&L79GmQt zzm*x1FPTx+TI@h8hYzy_vGKw)#_ylKrdCJ6!7*a9ngavmWBUxpEhZCo<-TlDpG%RE0=m8^yf=Un zF!lT*d7(=efl(m@ck+I}&Di4qe`PFSCvtkM6Ie7}{{e}4a!$wXkSTyVf(@-2+sAg; zLG#MXQ4xvX1!REIvq=-xX8se)W``aYhVBm7@(__Ii+aM~F##174yXO6N3i1NS+u%N zU;(l<%D4a=kW6HX2iT-Dd1V?6#N%IbFx&UWcfg6eX>jD_N86TBYW#q(ZeaLfhG?ZU zLV5#)1We{#pVZaWfoz5z$T3q+H!fY3c5k?vn13?pVYE-m%>0x!(7j?|l1@eeDgbxbJ(;F~|7D z741yG5`061VQ~WkZNQ|`Z*v?N+>weJf z-lz)LoOn|p!i&P}A?;z+>A0p^lblp?us#(>cJVF!Y3IHz!=@c6*WJ6MjiEPmzWVs+ zFGk(~WW_sEfnn_E9EiqagWeWs2(#Lsa~BAHpg&M>--7t%$01|AgX8uMVaG^^=-Or= znAr?ht{W@nNxpNuhS(CE^|qgx$dRhwtZFZv7}0c(r`uBFwXueHEgANt0g4DGe6p@p z_GP;7!jvNxlTFRd#4<8?fQ|#!)(%1hFlVP4BzW2yo{_^@UE*eRa=d%jot%rRpEHO_ zRdJ%CBb2#$UXKx~5^7jHvAhlxl#~`w81T3*61gBKQydV?y4~Sn0DZ99^ax-cY<||T z$ai~sRp9&)H5qloVWeCgnXpwbIu; $cC;!%7$xUiC!&hK|SZBOY#_VT^s9^=m0 zIL_iuuk@-MH9q+^q&hAAK_=YhazF-3C-Al|w8}uqMgtnE*?}d-QX?ebWPPiL$EU}v zt}72J4^~9;w$$6A8WU(69(F|v214EN<6ZxwY~{M36W?$Yj#ssfgMwm_HU$M%rFRT_ zfxW&J^+@QC&llQF+(I9OXJnWR%j)*0S_ZQE@6 zbYC&~3uNC{KIF#nvspA)Y)n^ChP1!*UmH4}t@(rIdcH&m2if;r!PAeDFF+k(dr{z4 zXvYA|7o@}5_21u@S605s)V)FWn}wUAM_#l7fnq~-SQ28Uv4+Ik$K=j zrc&8`k2quuoObgNl{12Sw;Lc$Y&v6#-tS!5Ew3#9!M$R1K9;WAzK5**@cZmRB6JiD zdF<^GoZ+~su4xoDY$C`cWPT!qs?T*ID9S4;Wi#b(FsoN;PiPc5bGoZme&lyRKRH?- zw$CfVJY2JcVUx}XQa_LvQYTC=X9k~GtES5Bc1LLD>z*(u=1qO@I5J)Aj-i!xsj8}Y zYCQQIXd~GSd0W$&`~G6+E5V_Nq>g)?MbDEH#Y!^U&1E)i>f-^Wv__aea683o7;66P zb1x*<4(V5em_}*EAoI6fAHsX#>FTt7io=A<0*!+4!WS=}j#y^pO9&?TP2l zgWRpzkOSJ9N!-B2l{KHNPW}6BN$!W6)`Xz2KRpP4l9n&O=F|YYL3Oq{U8G6O|K10> ziH&7PGTo|vw30>KMechy2QuQvXxozZ=SdoIl#G_1PBfT z;J%9RDzU(rpBwy^FJ(iIO{_-Z-Ad1Goofb;yqP86^ocI@QHqD%dE7c)D(HIf@}$&E zyxFuMWt`=4>#H~R8{;}A3CXP&@?Qdo^d@Qz+pYC}kA9N`rDRxJ8y$RurGqgW)Z+|; z;K$g|@DSB19u+9z_R^hWU1q~@bVcP-?GkvRY_`WQRXvb=&eequm(Sp}sQWily7^PU z9Y32+5^3-YkajbxYgpcNsGqLbR_ZRGj6u&^l*`^1v6=LIe4ckmz7t}7+Eu|35hRO{ zK0iH_+KZOXlR?Z}lkM;KY1b{R3T)7NW9#hZGjZr#gHK2pv1kYP8xZ7GA8}a%Re`4k z1t2+7;4&T0d=)7m*zPVKaGrsEY3DapsI9F{klY`+Q93%x)2zixRrNZ{U&1C1w0!j8 z`)qP+ccDccki6-RYAWN81(Qm~pCfc`M7^S+e#9nMkdiO>(8Uda{Iufr(V?vxS;-M4 z=hP(?8Grb+q~sF#(AV}=iliZnWc2C=uxk2O58?aD<*L=>!g5pfSz_=>LM;m#n$`1J zP;iC9av$rl$n#r-!aFQL-8toSENFcBgJADk)P2Z)=5<)p9CIRHrO9s>TpFP^wKbf0 za%K||^oRt>t(otHslflH-mJF&j~3uB7cBUf0sMMN1no9FMZH(Ya%{dtkW)}RQxq14 zgvvDU#GtpQ`I=00TCw8m=g+C!m0d&JDg_xBNPLH)4RhpxjOaJkf%>97JYt95phU&L z+4u$NU4Y({2hOk6G;6<~{?&X9bD9=V&fT}g^t*$!Vay625h@%y4N0j@EzPny#(FC5 zeUFCN;^N{m8m68J=c{(*rww1AUM*1CD~#07YYexV%~rs2W`;HhWojK}u)dWFqW zlk8m&)s%PljOupbKEU@y>py2rO`)`}C$08p+NIrKS_l0>~~x z>DAdTBKz_Q*5%R_D>zD2+wq&708Lt1F=SS&?E0GM1%TMqhKCQ;YV70kR6N3sH+rcY zURVEA>|P_|bNzH`XJW%Rd*ZAB73;TLVMwE^Yih3J;=D#w+`Wl&O9wQ+8YrW2V*Ck^LL3h6pu|~iv*{!>-skk3g z0GmrETWy%R`}xaftCKZOOl;yK0o=bRi>5J^7Yg(k=xLYm8q=0Oh;BA+=e}o#E%I7*(IM6kE4cC6(O6-#_IU1O(rjM=a*XEanyghf`p+uQ=^eMhve64(nTG ziOIM+%kZAm7Ius^1ohbt{j5*y3WZVob;rvBZf zfgmG)mXZsZfSTSY54o)v5frDcB+W?_+8;%ZQXd5s;8OC60n>AnkRftT@9bZ3oPRz_ z95-nBc4KKNZ2nXmg{sMC9_z{RF`Dm-hhhsQb^>Azg=YzgS+D?#6UAe%8+^Vk zd|kV>XX+IhH@<^|1H=v6wP8keyQf5cu16A5wWmqgZVh zHbV|0fb2X3>M#`Cm3x|=rV=LkMDv6nGS;N$yGf-iwuQ&1G|_*?Ou3SWjCT)q{>k!p zT0IN}`qL2k%x&#=Zq&vRl#wAocEVkh94sT5o12SI$%86;?oJS@Xp_9h_?_C9MMEQg zW4b6InA#_G_0}y53zkg9+?T+;)XEE@nE%~9S2tH4o1^MY2j3w{+v59_l$8A9-wsY^ z&mG2!5NQ1No6S>G{a=@Rv}6^td3Db03won8xx;M4dT5p$sNS84F|QU?aaOt~QTr3cG2Bu*f) zfA(yyt$zXSxtN&MN?`Ku?096Q@Qr&+a@T#weg)}xT)j=?82H0G@WXNXM@B`u*5OTl zSpp1b9#TqP1$Cs)RC<)Ae7WVrC-;4sYU^DPPPY$OhZaD{CzgEY-{L$kB>heHO*9t- zxz@n%C`g)+g}RCVTvV^vIiqoqh!ebc$jp4g84M)Gw|3n>O`0BW&yB8@8wNd!e5H>| zaf*(X+}{LG{98akix#VvLiP#{CTP0b3XYuxNd05)Lnffrn3jXK*c(Au_oNnP8dIJ9 z74XG@@@2(#_wYJi;OszHR%wdCt5;6|c9>ruPUv3?2?yGWSS-2UTz#Wt!WTtI08E~7 zV7r;Z5XMmGvh6Mz#^A~KxqlMa+sKG_+`U6XVS7s*`DU%T&({@(erkldo#El1aje$p zjA+120(gqY|y^7hs>EfYG{aXq0y!77Jr6H0c$BuM|?s!=SLZJ!k;w9^O~VUF2CM z4xLZ1?hFJ1)~HuTxqrdj4Mx}uAcwsJpetHyU_w2t8ql8WS?gXhG57R>wrULDv2rI;Xs#!Qv-Y+~tb~Jn zBJmv26<7CFp)QXa_MUEM_)zJ2Rh}xl#~gm;;hJ}|cA{fJl50>8t&e(a+)3h;LzilK zq=LzC5R=L9F@2ky#3Sx(%?QA3`%=XhRCX@Cg=VjU9i?`1{sz zm*upo7!pJ|8dYCw|1( zv2;kUj$70($qb9)G`PYPT_+0U%)oE1-rt$Zalog_Rmi=VF!3kle89os=Z@|!lH5N# zHzz&PLk{&1IC(w|q)H9|o(TyF-P=t0=-xx=!In?n-h&o>GUesvC|C`|K`^;qIp2_; zN!ZXcFpxXJ?eq>hCf>q9RMEG2=QP)fLcmePr>mVl9Dmw^6nUdmR^;=odno{guvzWd z!YSFee(1W_k0n8opZ_igl0kp-IDWap=eryuZ&4wJet<)E%{20MznSHOUZIzy|rY8B3L-Ku4S@EC)q zfW~~-Y&|upHb}1X%etnzTI2NC57=Nif6?GN)R)QvZdHTfud)#t(S{_1OhbedJ9O^f zOyi+O*cP}5xm0}`~` zM~+%b*PaL7{I5W+>5?2J{nNl9?t6e*MCp3Fhp9ufOshy87eE#o7^9qdm@*YJo^Qvi z(<>IgOpDc|3TvE6xNvjs%Xgppt9^vmRj0(eVOjs#a6${95N-h3dEOy1rqq;{jbW`M zem|;CIz9=Y?kMZ6gO{V?#H$L$=d+2AfrD%BW1G=kppgbjZ0hpV=Bo$yUm;?w@ijVO zga59$bTON*j6?UnXxm_Qgv|Ks*R~ORA?R>-j`a-6vJvZA2xj??t3D&vx!nB+$~I;< zE|kWO08}8>(08t(-==@4f%W&zL)VnvOe3)t|6c#U|8g{g`~s3(*nSeF$~lT6qK$p4 z@fL8#f$Xp;Sv>G5iT}5wKtCT5(z_umoG)ad*r4;#cIh_c02N{Ug=v#MED z;=ea&y|iCk1{6mYh$=AQ0ck<}LKd#JL5p>isTE#RqVm?1Fo&xp-1N6FlT?o4VB%&O zcxGBnxpdf~@X15+HPEcADyeQ5cMeuw1+f8@QJw+7;3zSC1!-i;IU4Mn5J5#*0{EiA zP2q2TmEOFC*BbnT9KV^6B50+${cxL|{xGQD@Rhu~HOZT)3!=p#Rqvhq#^90w0 zeVave7x%fiL7DjF%UDfrh)$knjv^y`uTsQ6B1b~}8ljUe4fYppbV)0c!vi0CAvw*|X|ITq(b283UxtkA6eIY10(_jR9y|{{ILC zlS))jrp%hNXFNZLKyH?<T)Uh^DoEq;5K1hy!V{^|3*#p=11m7y+~UD5!Hv-=au+hy-r# zb>FZ5zD6iVWIT=B1S$tYd4PFb=Er-oVn~wYI(01GF;5Z$q(7^)NMMowm6*rD= zfWX|!#x7MgB0#q{-2eYiqR1ml)~R^W19nzcB0p?0Hoy0xm{+yfVj_i1C>*viX?VGS zwr5{{0(xwy392VH%%)usaa8BEa8VycMI7P3~dtumQtxZI)&`I0y5u9$tF5Rgm{#Qr>D`P7Yk&S<>d3vN?#6~j@ponJcfmUdfXCoz5sDR8 zEZokBjC=Sai!k0Fa4G`1NTH;p zWXnfRKJF$CE`bo2iHT7Y(GS2_vRX7~%NyUbva&+4+A_lCH%2cvUIIWxFmvl)Dd!`B zM^}r+UiFaiu1u#s1{I+F!u?BklzLp3Xo&937v29Bv8ss=oCN_0ETw)zDd^r+|FAJb zJ&O-6Qn|nw$AZ)NpM8gDd=QYJe(|Q3ELjX&?`ZNfc&SG5jeR4s>memJ3Ta7F%u=ql z#enklJ-C>Sd;r-AE_m#{Fgsh{L_av@G0Uo1a^VLkFG|A(+>1Dva>|`IG4H0ok|~IF z!J}ZcedB>d7Q&*n2ZBi&tTrgkQ@5%EtK&bEH}5_92gpS~3U2x_HsF(A_BDFHq7Wtl zt^!4(?%t&h*-!$C1%)J6c_RL@8M#ycB=^5ba+JlT5c-wMs6@>Dhj4Og@?C{96Qg2I zB3P=?K7IMTtFW#Z%BcDU3Pv`4r0%rY5m$UXMd{vz>)AaJ%`E_5ihXAEV-tGp8Lo}w zycm%t$0uJ0)9UXi8^^jAHYC5ZL=6pzgmEY(q6VnJk?0Y8-1zJ9vC|G3?5@#DH`-es zsvS)Qk3Em?B<2ViNu>JRgXDnKtRoSdVqx~r*c{(Mo_JRy`8zUnfG$2@j=0{lT-KCYqBSWIo($d18`m5yV_f)@t z7MXDYkSV?IOJ#G?@+7`ISof0}f{Yq+h!ZZb^j1vf!_;*41F88dwk;!og@ zzUo_WUqOkf;HQ$cu1-!n55DR#Dzd}fzi0)imAFDS9@(Y&%z-pc4aU`!zL+1jZ+r$) z=m@Juj_!t;EHJ!e`Itn2v3j52c?uof%e+LfKHKY7NeL#g6+y` ze-)&_i5gSm%r@fgx$&RvNZp&kiiwzZhencJVC;TZb)kfLu)bc%+&q);1e6Xau;)Mj znnZW5i8l&qy#wNo<(}4{*jOLw^v4gM-hg{a3BUy?`;>MO`=FAh9b~O`53(*SD&nAwyR4!Hsd8y(J?Hwb7H(AK<% znAko4F%6`h2#`p39r>&s2lz4?2iW|+{T81 zgT^JnvBC3->b(4j->dApB>#cKlnOrvAy~~23LK^Vq#)CJ<+kg`S?Ml zyFU5q<%4Vua_QLPBBsZWNo13qIprm(U5+->oez!aLM2gGcCxqB*4?=PG=_tkH?6h| zq>_dcY4^}B+}#B(yWU>I#3YE}-?KS<0&Jco`$JD)*nhmCJMLA@_mF2!2UX(&q<7id^Z7#=sUnT{t{ekb_otq5h7MG!Hs z*5-WfeJ#NW2Vj(-h5NToDA*v1YOxYbd6$$Q)x>ahyzH%?>CLO}RpBsEK{_=z$w%_r zZJ2x1IdAeMbVZB4d4skjB2sRBs8XnccLE+(F5)xSG z=`prz%8!_G{X-d22TSp=u@_sqV=&z9AtZKu{xmz6=%Au+^^}^Ly2@^*EG(t>)f9 zU-r(Co{z`WF+VI;tbbDFwe76)l$DiN?D#aC=ajqd-*P$HG8kUokK{5^3%X(}EUXzS zNzEdJ2(6K+z$coOfvVkUX{NWzt+#pTy}do|7kPBWtfA=ya~i52idj!d*yH{LBo**_ z+&7;rZxb=h)N%ti*$dJAnGxqYppRYr|)K}a4|1^hn&?eaRL>ac9B zC2sE{nj}8KcJoIcUgHFW9FqwlJlkbz_y;NsNltZS~hZ* zc5iPl|J@U0zBQ+v@yH`89wJRmN=P+mW#TYr2U0uLYW_@Tx2N?7kqO`Fgvp<1JXUPs z99Tv2zIVxq=j?f3Cp{jk)+5cpoR}SnuQ`hi&w4{=IF!UYlc(}}U6E-+*rLChzRncc zUCUvqhQz4Vtf*|VGAUMJ^Ajt>>@^w5{080ZVe}TzfKV*V8Yqj$KAjVaI_E1QHu+uYtvBH z$Q$}Fa6Vx8Hfw8c@m<15@+>3#d+k19!oeXSULdXjPf;BEb>qVj+9f}N*3mt@*H|3ps~Ci7NIPJG{p zc@6X0_sGysDmi~X8zjtUHFqArUotMVu{Ojfm+;kpjb;d&6*}qBz&zHLKw{LiVC8&E z`n>9k`-+V6Irts7dWA4XF(t4L);m9bmO4I-xpxf%qq2s~#?Vj?6UWhye$W8=jAzK! z@Lf3MPgezI8gHzdSViJ|0)658R=a+#>*@jm2fy*M465*G*Si9ko`_utHO~^Mf98!ETvc(-o78#iqnRpnb_Z&`NB)d#vzabgLdZwGNN%C~y zf!3ewu?=C%+i}w3%|0H?I%+w__rBmzw858!sQNBvXL9hekmc4?<_nuzm1@88<68o} zruh?3!{n{b1?yT*kF@_7*f?IKjsPH(^301hfSmuz=ux=&G)MGhHR1{dg)_--JkiwR zZo6#tESegMtp-pP?ewj;_q6Np)L$G?58M)dD}(J4n+L;q!bZdsAI1qODy;CtZR)RE5Z zjH}I4tCWmWc~KYi=+kX9pA0Rx+_^)z;o^ zcdTLsC_zPq6LSOxb3nT;Bt~$7-YPlspCdGvH_J5A6}w4r139C*e=7XtgIW_@TPAz; zLmiFuAX+&)V*;B*Erj5L;zVEZzR>ivc|u53)Mt?O^P!akK@MT{aXgtMoXMbuE}OR* zs?8m5gES}TeN$`eiC{`<>fGk0znrqA)u4|F0)D9p-XbOzlV_l&py)wdaH>8zYOs~HC#&%$_|tP1R-AHsK7c;0eHLX2_Q-{8 zurWc|Sh7CS$roCs&lVNQqsJ%FPCe1sP7EaRBugE`QTf3EHjQ+Y`58LWLbr$T7LVH> zQ)TbDfm0mPv4gYlLfnOT9`|`Fnvjg_#&VX$#l_Kx)3dBl#TiLSY5n01CqHLI-K%)6 zkgO5Yir?A=tX3ViXM1)I#*KL~JnuOJlY{*VJ?qV?44sD;O1gS_LB_11c0?G4B`WFYJU2gI zg@er7>%DVaZW~%M^rYeYnxdGs?f6|fRc>l%*1}l~GkN-i1+)>UDD%htiI5eoIRwoVw;I61D6<6eB+j#p^$y|phMCK!1JNR1`I91X zhlBpj3}w0Wd*ga1S?=GqSz$%Nc~f6BJNZ(ow81kjX!m7ua#D`ISC`FZbwCeI4hPfy z-I60^uE1N00_3%q8voG(r1xl9GgMC>-YhK>|dabWVg7I z7eJ<`$*hR9bFHp%I$E8B%BC9}qjZG$zkUYg@si0KPtwIolT+$~49oOFhjeqI`BLMA8{9L=mW8Cb^sI_7zp9i7P6v)`aZJ8@q!Mx9R3g|mY%)+5{5Zv9Q3d7O6OTRMVbv#H?H z9Mua9*)abAyi%6++u#M(+Pe{UJE@6)z5dkWKMTjN<<)_6oSW7|9-g++UPWo?3>>sx z&GJvPKmKtR9=Q8q%H?RcwUpe?d4Us^(fy+CdO?=C9F0&huEjrgOj7?}zlJ z$_wqWN;j++_ZbmIMXor0p_d67rDt431INa@Y}z_9Fl};myyEdxm7RWX?fJ%dNyLbT zQ$NMFhcHp+%R=CAUk%dqV^fUg)yt{$%=1|v5Y4#N`7||AiHI_? zo3^1Wee;DmkRbJx&E(B55hg5jgk|BbKQ6R-jFxU@z?!n#-$d_szFh@fG>E%8X>K_yaa!r43`lCZv#_` z6Sy@!KEo*tXH@fis;15HiY%nbaTIIyje?c;ex~Q$XVJO5AhO=yBjR0CPkTk=E0>`Q z!-J5g6Wfb_{@j^<;P>7Oi&u?pd-8U8!iY2J1X!eGZ z^kVrb#VfvReZi$Lyxg(9^z?GAGv=hH&wzx@f36YpZK8-13g8%6n%SFMaWHjrX=Qd- zJ7;g{dX=e^_3P_gBWl;9a^db6?r(x_(NYo2`;c@zDrRR+r=QP>NqxHroBGO`Ehj%HP zx%{4;Z7LMAk71@-M#aYv+$>dBI@4;_PEYR_!xM%zQMQ2SR&DR-NitcM{-l`Ov}d98 z-KdL-E$L~mfME4Y_qAg!m#bINV~?oCW0!CZDz2M);Xv<`1(*YTe0J8KXJHY|>2Dv^ z3TJxM<&ZY$fu#Us0}zu2^!SNhSXX&AV@@U}v|j3f6XRfQEG}W>Ttr_{(G#gW$+_3r z*@;??WM6r|Cgf2ze!)(8cAo#Jm3N)Jxj8sKr~!%Li@Mm3FoyZ{buYyQ#|kln3ZofM zqVOl@U$B#df|958+J0PlF8+dm2LZl@CmN@myM)Y;#WvNu2jcgaCw5wIrv&n@)54|+qAp)h#PvQ zTq>;2G3VwEo#1=`6uNBv*j}~7bUKvD!_?q+%%ymR^+V~I{koGaENdH^3j1?DfVkd5 z$09KS-q3_$^VyXGoomNu`%QffM=o|@Eb51Mlqx0_%n6e6;iC5D&MeSN!%)+5zIw2s zs!de3_!a+pmXi1PS*>u7s*lO7GC){yL#V`OVab!L5<7RcgUFJ8K7#^s>~o@lut@8U zd;##*@xcPUACXWfwNzcf_Km3c_-Fcm5~S{eK!AVpYy)+7)T&W?g6;hz*2*CU;;u@u zF0X_{`>S}?FM#ER=)gz)S+;x80a0*ncJ8r!hFTQhc7us-{BXN5p>=3ZG^gQICI(B* z@e|3^U@IN5w^{l)-UyfTQyihwSwRi=U1iX{NQrzjt7``kQR?&F(lK&y)el)0p?o+< zGS8xx^4{x|jNd94PE51_GG3S%Nlir+8CQkaJNqN-=H$4XXl_ zU);WM{rdG;UsV_V`wn@qNfwvRD;7;4c^1>rFW8IFJweXUr1MdC`vL)i`GPm^UC!jJ`KSfm~kU2RI5+T)8> zD1;@3J?|yCfxbS(WNbM5LU@aW(o7*KqN!<%T+9%rvfK7H8UlZ+_kNv5@*2y zFXFefv&+k^GA1MFmJ9kT&b zcG{Fu(7bdI0w5!}(9O-?Y`Xp*ioq~5!9PZeS-Z(UW`rZSY zho*MajodUVjg*j-q+!0e3h!L@^1{~6|Cjmns|STvqC)X(o&k6z%Y(hkylO%d$_ez$ z;muODE!rilPQQr02tWM<(r-S$Mg?=903Y4syP`XXhwmpN`=3AOV6ZfYGH=kJ>k(Vh zodgdy|5mIcould#z~-u+l%=?JDF}}tTe*%}$rgnzYJ2#T#l~km6eOvKvXpcX@iiaJ zES6BYjAEXKr;BBn1zK>(+p!u0%DkF`s|zgwG(s1Tst{W&vg9-7jG`)h7XGebaGX}T z_V%{5&F=K;U=wqE2uzo*Z*7e!xSQ6O`&vrBJ5sXqez$VrMvV3XOKu=f=TffqzeuCy zYfSJMQ71*-7#`{1LpA?N+W0wSoRs`%w7>>WIQJro-JoZn@WsAdjabOaOExyY*g#)e zZtg(nRtrC7mu`uF#LgHZes%z(bKj)fGf_D2cwY5#-x{sjM)N2Aa+kQD2v7$|4zxX( zfP$!TL9pjvCLcSx+$AFV=d$&br$)?hNwU~vf+R;#w1`F)Zc<1@1l9*&2(n7L{~1`f zJ!(k)b&6Q`)ySjG)=+nKa|75M6YbJz|8iv}j|Jc;2w5LKph0l)iGWsvq@RnnKbYNK z{-^7qN}1`E`f%aWeu#A7o_RwTT5K`$1%%;*s0d`gG5NyL>lBaz5g_3&JWJ)X-%MZ3 zIll+3`+SJ9jid4LT@3vW-mJj+apoke$I`K1F&@C`;d5~P?&WQ2mEb4%0vL%G+Nc;d z4Jqm?=$$1>k{HHlMLpwv0ok(b((r?Km*Qu)UDi0nk_(y;YnjtGv)&b4?GL&Gn5RmK z>6am6Fi9~(p-A#&q_uM}1YBp8)wrYK*Sfm98^4E(y?n`x4}d=U`(P_#T>?tG}? zX(K3b;L2sg05>QkGV(bb=51YFkEl6^++US3$L;PNKnD&>Xh@>%(e>=i9hu z=wpC+aba$bV~%R_T3Xj zb3obRE+#FE&jiVVMIKz%hLPhW2Q8JW*<_lPu$X^qy$4vN!~o#7NUECY^irXSN7df zM;JhZdI?Ue(8J|hNC8HGReCRv?^1n(=z&XdAX9i>2Zsg8CM&K|g+!`+QvXj`I)W9u z%17+AGO+^RK$_<=(gPce~6=nTrttAb{Hb)f*4F)5QSvzQ(YY;o}FX8 zhWmOr(^pSDM*8ny6_dhi z#kZ4mb+=I+%PuXUvzOL_MNE{ydu)yPc(rQVD66~aY;(z%_(ZqgxLz^uTeXGEEZ@Qd zI|CCPZb&kGMy#Mq0FY?%3}NS^Am+3>82yGHmJl2bj+5_=BiLU!y6*eB@s3Q4yp-vE zz)zcA{{WyhVGrInlc)bon-=_NaPx7k)1nKL>?+geC+BznsHd6tfRz=+%MJ_-fKLXk z*l6hEVV!Bxg4ZUm^#+d@rU2$>xZs7;CMHxZ9CibJZDTa(o+{S(*0Y=>a!?O76vy^=1J5TK7JHA6!>ZI71zy|<=O~13h z($<0-$nq+Y?w~8$jJ@z~NHC8(TR32|p67O&nws#C4xDRL^$5jNfckyNK2rM#`qgNSXFB=BzFB>YjhqY z0|ROr$vn?IJw1*FRVP>3adn=ifLdzOXUW|9tz@R>k013{-HIB~&9;B4DWOh8tHWs$ z#XMZt=?k>lyzYBc-7%c>d(k zJ|U2skVS)`R8oj8*m;F?|x<;Ml ziiX<6P|jQ5#ZY;e+aqQxPvz-(1<1{v&b&HV;q2T-Q?Prqm(LQL^)X*p{5Rkh6vB|Q?`TMD^T;#?pJ7nMso!s_&L#~su{$- z_cJz}11~8_yEou%5=1U9W9?CL#`7#Aukx2Z&{5W4&o61Gfy=_qWKF zpE#6vynu|@U$Ie&MZgO>e(eM$cb&RYP*z`Z!3o9NwNNWmTFIS~%0J0huQ1cq!_4q!Z72MBz)Ede$GpQKN$DGYEv%k&Z{%`sBS09nv zj^8J8y^K!Z^Khv!0QDm}7lo`()<=_0XVdNgHPn?L&6nhAq#^xST#6cnD0Iq8|P3x;LS!uzex_L*Y}HU)~BzM7F47rzuPo4ht2nKS5O-B%DBIc69}Bj(|6+y|c4~CBo&jOBvua zqnTT>koaUvaG+qP;T)CGUXyXEXq-Cp!fiVzwj&N0Rm;Scd%rt+bZv3(9-6jH9I9&y zhZ+77Yb_MH{qRJ7XUoR15I$kBuP-hyeGBd8xvwvjb$j$tG0YFwJTI6VdCg(|yYGDz zFE8)Wsf4uj+~~KEqth!B+07H^k09>7JTz8-C(m@GAu93_Wm?xF{Ri;X*g@wi(%f8j zm+1%;=Z*%=VIR`5*3Ys1n!{Nunp2v1RSl+Qp(xJQS`J5d693A2_Z}uy4xK@Zn5WYu zteR!-A78n+fG<~5?*t$HF8e+(day%HC*GUXA=ym=Dfn^gyFXn!qWqc&Sv{5(n1nN3WH9s>I%N16b~=CV=K0NcQ+CebnjUO=cOjV4=4> z;SeHFi^Amz^!adbG?m!5bU$4CO~cO^gZ{J>QS+(kxeyV%XH!$ke=U32pgX4HNUW$R zWk4a0wiwH~?SO+Gt8oxk%sx8*v2Q~=!z1@Umj08C$&>O&QVV~(iy}kXK|u1!MR(Nz zGK#Ao+P=0Fo7`=k*mnC0-NAXsc(EzD%H<9EJ&a-=n3@h{yCNy;1r(swG+=O6Kst*cU~btMdiN#&)T0R|jh3iRUQpZ@g`s@-bPN z^?Vi0g`OiO72n>({y07bnL{kwBf#lOl-%lP07TNxzKzg2Yzy>>>_5l12tkxZkdKp= zb37;hC>9${cs!jj!CfcQ^6(#~5;wJbFwL6do_Fp+N!8ptRRXk%AUNO1Wwa-6NWF8FP&&Mq9(}oGDxJ zC%($JG~6Q`CN+m#uyA-ac%8CuF39v7m*^T83~u*NI~*(p4a}QsT8G1idK4$!S|o#G z(C{l2HQ89~F6KmpT+sfb>&WIv~`JmX0lKh7F$FA3=AO!6t9&QY~LIwhXzvS`NU&C#3AndMuteWNh?1|Cy%^qf+Ke zsLEp9Gg=jD=?Uj6aVK+h#3k1SXX0E}{fg9b*Y{c?-jVVVhJp3fBJ3-!Hxq zw8W}KXg1eauQJ#fE1YFP&*({Sf&{O_=D+7pQyibo*43~qd21&>WRH?HfToZhQd(@g zaFy>ie|&)&KLga%lf7t=2BZ)2s*&&r3Zh$BLX0F=-z$X4+!NF>hl+|2w!TEIdA-EJ7*hoLI^?tCTTgqNwI3 z%ZSRcb5FRZoqZl0;5z#HLDWGOn)}idMXX9AS5!5J4SzRpQO1OY`HN)GRf^jQfph_E zF<0&0L!0idE^B2Ev@u>@x_dW^Pr{$SmX?@#Gk~*l7S(m)1XUss=}II z5rEi7=tFwVQ?-kK(+tI|d!i~N(;6Bt;!VVz1h~2JaumJ#4V$2qDnt#xyg)pVaj87O zbvR99-%?A?&(3~g%covY(HkeU@HI^qQL-gchp?1@TZ}mfWYxDBsLjGjEudAg-l^W*-MZxB3wshyV}cNx z*9_f#03{|HTi8-}CVY z!9w0!EvHJ>Wh}g%8nw%0IhI{u?!g^+Ekw}R*wb(i$3qd4)vI4Zk#$<{22Q&|0wcohbS}mDRYr@{R zG@o|}>-4SSCPv=-n`pf}f;&>45{W)c_%EI{pRfdnBI=`nL1P?h5PA4~wSU#N*m!JG z=&URsn3Xp*mD$-lGD{4Bc#hdDfWqmGQDnXUaPkRC2z+p)xhNetB=?_SQPWaJvxq*F@4vd8M5T-N?!Wyt>cto0ZBYIEk3SU&4O)(8oT66N`(IwsQE$^L*g9EZBUSPW zB}n`qZ~3)uw1xP|bQ_Qv#5$3lsMkC1iTFkfZ%{1U~q23Gwj_1~z|o#~ClhwzVo4 z9pb&`JC3W~RUep;aAMOk6z*y|Po;L&r2=9d{aid;(h2CTLO{?p+*Ut>UP2wTo!4(- z=Pw6?A$oT`Z6-sJIuun5&Au}@H=ag*77)s(1g#IS-+JrzU<$6GTveW3M%c_Sw!5^S zhf<=%D`3ka+Fk6cVrW&4nX;HPONTa--$P?XW~T8jsja5W%vqQmq7y)oD)I8=lbs?4 z1rdM&i!Uck3qT)fW#lZX0N6LCGpI4_NW>!G5j|JK(LMz2|`7S-IJ zE|Va4c3Tsk2p#=@R>4<%P|Kq9H9)x*8T7he>`!9>OsAeX0to*Ci0sOp*c0VDnaqSQ zio;V0gmauZCF7nSuIrmUHdDDi61jrC45<0Jx4x zJ6?pZyq71XVovSCeqChUS4i1+$2(aj`_Z1o(+7^eHOP--dZB5v?_{aaGSd#~#+R>O zGli_Dh0fdgx4Z)WR>^p&!lb)*o!9k%2PLdS(P-0nh}nYL8Yna~H9-?0{;c0U_WSpG z&@}oYk?xx=pSKGvrx}ow5sL0laK04V&d;;JH|ZJQ02v7a`KgHtRFJ2H&-HA|Dr$-+ zjoin}jo4Ad$6WBz(PgfB(V;hR!9~c4d&rr#%bme!yHxT*DNwnTZ+oMDwaL8piqq;!J<0@5HM-6h>2rIbjCNJ)u+ zfRr$Fcc%zA3^0UrgLK_z+}$hw*YC;wWM8|$&cJs*an8HW1I5XyMf*O(;~c`;wnq1y z4M#oA1Emk$Cm(0loNdk+;Q(Dg)-aA&xv*@F#_BPDQEIYlZ0z)It-3D+6lL5V!p-(o0h`wTL)M2ewD&~AFANlvJdvoJWNZlj1lZQv_VIZWLN?7;41r-Yo&AMT) zOGJy|6buZWhq5shDr(t8_N1)#%PwmZU17^SmkA2`K*|9w7DB$g*s!|7)7UU5Z~*uQ z4Wc*Tk6&a{p60|bo1^pb07n5EE{09I2C4(c`5Dai%}19%Rn*6dAXrjJ+qi_KUF#4H z+&f0O_1e#m^yj*g=xaa7QzM4?Bc9yzS1VmtW#{DykVgAP%P#nog3ZeXwSPSVGA}B# z=hunr1k<->#6a9r#mN*uFoZUchQ-t8&jZ}5ERsuoWQ70z-8-oniK*Wn<=9t=S*AvJ zmQ`{zqvun|9xE!|g09tQam)6=?zaFSDxqW|!MZ|K+uN0T?cJT99ow)M2XpR0EfAU_ z81{5VxVUX&O7bR|V3r6d%}oDaiG|biJt(?i4krR)k|0Y76Aj9) z*@oTKeXnh`q9Vk?XvIxHTMA(%gGVAb)V!NRfj}~&n0cevyGg?PWYrbWd9Y`+erxbs zao!#5TRyPfCI+S8Wn0CRDFs~GyK~n>at|?swc3@|w?Ofb^{h(m74LtP`IPS8mAwcN z2V})COzAXYrzC|0gg#njtCJ<_x_?cM$kpAX@p)yIa!P`gGm;D4__ltK3zpS*t)E<- zEiEG>YJxZ*C8)cb2_qM2l8k`(GJXCWNKaL8@^0IBb45fl&mqVN0s+ z9?em^r{$pZ``@~bl`cR2uVO%G0iN)@+?-4@oJuTjxW8710z(-10w@vVg@Emg4^pki zpoUqM@oCj7Z&weAaR8GAwBhZYoerZkYj^S+$Ao${L^L;>7(jgz@p}co9+1CmtxRqz z8Y_Z&Fpaw{H0+xHC_OeVeZH^X?FKYVXyDY&x#x#Fu5Js?PipM|ox`Z%np=}a3q}S@ z93?AV5qM+eN0eUNM^~YhN*%J$DEdtS0&$6Ok66qirXn&B$+xTPwB5hy2VQ}6GvkLo z4TgpaDX9S9!`=32$ULdEkCnp5XnB_k5JV8qhyyo-HL{xWE)MfY*spm~0xC_$?{;fv zY1lqK1;I%) zzRZ$7CFT#V1P60k^5;!~nQ)WUV8KT1fPp zHxkFo!L;U_9}U+}N*lcf#w#z59873TxC9}_*1mRw8sr%eNxLg3g+3ddjqN?i%1Ht; z3!@{0QWjqIIy7mm=u&VOEDYpbg;UGrAX#hwq+KR~cz(Q&3g^Ufi*JMM=K~a~kcTU%kM}%38nMLR_NRlOYou z@|zx0Bl#r#Yp@c(0&VK|Z7)UOiQr?(sC4>Dgu;G(H;T;n*Dn>9b!3|*YfXK5VOnrR zT|4Bsh9s6b?&*4?kFnRoJ^X@cyy~MF)iut#KyXV0E2|eHe~L8t1r-X$YB+`02*9l& z?55w|>GvE>y<|sNk{}aO26S$qLY7To3u%8N;d$D@Nlo)J0=YexHe^A@W6BB0yjcpl zt}#IsEMxGT|8*s})N9WWpQ;s&E~uYmeFPE?UJ{bFb*)l|jsEMvyHM%yyE54e-OEe| zqui4T@&g7MuYF-S%KpP!O!2#swV)5EJVkT|TlW!i~r$4wC zg#YIMZFV3(!y$(?j+AH4OV@MF0(2|@Knv`{nF;S81dHDkeR=`wKPoZ^d@(u*)Eu+t z#so?>fitCXCkz*Ytc!eaUah@9n9D{Z>Oj~+d4rO$d8<->8XSm9J5xfflML@L>Vgw3M z>0!;U+Lk_#<2E9O)r}FXVB{wt;gL~Oi|IO6i9=L&_(TM3tD%OOLj?C=SgDIVK0Lux z>Df-%1i@tdRaBwzB2U@c;IJ(i>QG0ksZEmLL}9t1c)QTIZpKzjqa!wAE5p}ON$mG_m-JBgK@s5QF}s1QaDKE7yh<83q|6b6c(I64$L z^4f0^Dk)u;O<>0`N0`m?P19hmI9PD+_hq%?4LT4evY;Jhl;;C7(#gSzi>Dy6ccY+Y zGeuyuvO(3xH5xH?Fx~@7J!otI#Af!Z%V;+5ZbqSU>iZyj2__Ai5Jp06spRrM%B#OQ z_-0CeSwq7cSBaS+gYTzV?ieG%-h#v<7RM8V&4xt z9=TY9=QPc;;u`dKVuK6!8B}w9fsl=i46E>-fung9G$U}7ee-Yz-of5I_as^M#Rut( z8fxvK8qw5xbI$kCNpetefzXOv0h@zGXYqSB9W^yI=L^#ChzJ6LQXkB42T{@2+0Sx_ zM+#7e6P4E3I#o`0K*Q~k6iypKFu78}o3C3F2(M;X`VKfm-GZ5x`Q$I4Zvbg-u_g+a zuSPydS!1KG8FUp;s{I-euIYcl1)1R?LDZhUXzsIDqN$HE5lL{~g%n2=6tJr1s7)EK zSb&}h?rcmgYSbqG4)n9omOza)=b{CkgX@kP*G_0w!-9ga!O!UC@KYb8)hLs(;X4fP z;Zeb`LsR`TNj|cdZvmzv|54Be8n(^t9a>u2NSICsGoHC#YVm(aBA|&Hk7lq2QiF!@WSrO zKb`M6OY^C#g=!Wm@$=`;mpfQu6{Pn?N@t6wDWxgi?*};$+146+LJvf3zVVLOZGdoT zhSX>a-R|y_6)COXUj-H+q1X|(=;r?w&gFG$nOw+I>&{^Lm=P90NRQEb81$)6e zP_hCE83LG?Mhd+Jf=a*@i6$9(!L>?bE(2b{tGN9Y&-O6q0UXPL9agRSQgp=*^e)M;;f5Z62fLA2!S4FM-;`e zd)>W$J#1meZtq6RokYZQrYF00>h}pjY;(^H1Eic)8DBB~8&Hw{1Q#lo9Uw6bxEgj5H*Rt5oEAE-@qcWkF7HRl5pk|M9nF&N;*wdmrY!fE}ajc^ZGaEm!k| zgBTIeG1K-*g#nyA#HOBy6<*ww1+j^VqIQbc7=}_tnDp`~B_opT7$;i8$Q_QGp8~+56d9JSn@7%u zO^~YcAp2PrF`OdZS{(i%mRJ2~@p6VV_0fx{E*z+K%2fmD8fY7Qt--8ockTa`WT;8F z`8~{Z{)u==0(}&jfHw|!cYsb|))8>M!^XBaoLkFxF`tYI83!it*XJ*cktcE{^tckL zd#_Pr?%=N~kwARe-QFd{CZJAz67mJAM0_g##@QToi?J+&$Spvn9v6%_9*Z-=YZ{R zEU_H1P!#E|waU*qWO|xFPoJq+tKEM!%PSK} z51x)!ddTBt2Uc~W!ppaH72V=zk3UGG+z-%og!0}g_8FKJzstUY#hk!nv|O5m$+w1$ zKVF-R7{kwZBrZQ4w+34&oUq{Tm~vtI?53G_DGCXeJkyYhM|C$bnBar|zTaM;D(OKv z|Cj!Jz7Qmw5D^e~kx2rWR_pY)K7-HmWZt<>5gd@GKTDHXlBgR|s1V5T|7LT-3MB*P zu4CswxNSy{oV$E^;~uk6%_B1CY204ALuBC;d(50%8YqmkxKB$1;HudGQbhM*AiJmNB;$7u1chNF zy(ptP!%q2y3+Eq_eqTA`j+af(%$%874FkB$#aeS9V^9o~lL+&U5e$muBS4zi$9n6Q zZ*lSKlUscB7iqAqm!!mJ0=pCH-X&ZK2ER=73std$xhk3s2;%u{KhPkmetf}74-2Et z0@al-c$=B%DIeYM*8j##zp^~j1abs6((iGcr(%RS7hw}1Rua~+w1*Ak;31{!UzWDgM_$&3l2#JWE zh`;@O`SzRFZ^Q0VWq*IUAau>+{9?ylxT9`{dj&H-zZTf4Yq}mffA`m3Mtgsv6$xMZV%UOnF&sr^ zQZ4A1bQ7mZNnUJ@&24>E$y3;x-*UwIlgzv%_+%lI}v zRjPF<_6X+-uHo~-qz3C_6RG1(E`1ukm+`Wjo+<49LUiaU=9oTg;Cj8K_w-j6;B$Uu z68f*YgVaC(x4|-n%>~5ao0pNe|73cI)56{6vO3Xa>%;VABuYqHfD-GYKac4unnLPn zN20*quWSyhi6WwQN;L=AWua~}TuUQYXEOuh9r?&{FXeJGl3lt0j}gG?^ZF$k**Y9? zp}#|O4}@)7Teo0pLG#4NG?hHHs267PToA!S&YjiPIb>-uz_ho~hxJPJ0tDONH+7s# z0BbqbCr>^fr%E3IcbS}Iuj(40s1o@ou3%FB2Fwzo0G61IQ|Q$lPmsMk;k_q@Pa_m4 zo$(o*S>Qp!Et{+Fv4JhkHz&jrO5BrBWH4j;yUZrAK(~q-%C^^E)s0R9|Zh}h#KhbbpOgY2%1N30I_M}{xi4ZAvO6j@z-7mqUW@@j8yf0Q$%%*yFc-xUL+ zMhlTvRzJ(*9V6$n$te9>tPD`$I#}A(ZVyJTm6s85=dUE{^eRz5p3@q~NN6P#ok8$J z>%44tdVCQA9#-)U#=n|eg~>t@cv{I+RNM)8Q5|tydH^rYzX`5*HS~g6QGfyF%)f;N z2+7#Q2|W@oz9s{4D4=aNpFfTT0po@1^^f86itXDZXfdc$+1+zyNe4X=(t;(cVc@koC^9uM#it4FCkwob>R3(G26U%_hh*l*C zC*0ATl=2=KTS?4wg!$J6K1_4Jvb*`-LfRg$`=RVGCAzoB)yCDS*FgefRnldC2lXkt zSoOV0RWLh=u`nnASfn>ER zSk3>?lBN9n@WDVh7^OKpR*t}@0g#H{rCo?|V|Sf6pS*&kvR!8v9IPU-tvjN{#+T?X zS0cq+P~ATX`d^gz^WckRC|@UueZ=SE6NpdNyeGn>Keg^-$Vt99vPX8_#(9I&lDxOu zcK$nf!KnL;PAk=z6C4*dlo~1Ky~JwfXT|~Jq9GODvIc<*e^N|?-z8Hoy^lM&Fm&zY z$4$?J9a;FsxpS&^u4k^ggZ=%LOqyFHVnJcXqrVhZhikyk*k6CzeY9y-tceHpN|2U_ zc-W_v0m_M$E94N@l04g>Srg^+~TV~cZt0*sj zxYl&Vm=qTTA%Qi*r0t0u?9=_%b!pge!axnxbO?bS`t0$P!&6sJl1=7TDlp;~1X6a$ z7mL66C8_VLlN7Vw>H}OKM^0{vzf`itqwa=rY|li;#tE5G*PWi;n>{|+tmC5GNy4E} zcj;xBzaMeS(dPL&yNUVOecW~{R$AKlrr)C!=S!h<1tBeMAMIyaN4Fo|UZ-tiG{g_j z<^$lXkz2D}*GWbm6<44Qd%z2li^9#S~Rhi@y&j`_RHVTtsLnvC&YRR1zBJcM8?r8FJC0nV!b2w{$>+=t z#U5>s?}=*1=Uudc%H$>n$ivc!xPg3G}F6TFIGPu2&e^J=>r$CtizZsEu zX80;bvj_8A_4k+kl5B!*+fGcFxNTOL#qZAI7V|S>71SI$BoE?ax(ovTfC+sk-rCNg zu8}Max(%Bax<8xlEfU!tqJnRC{G;l4?j3FEpRIP*)N+qpV+ZC3P{(lHAOjm*10u+k3DfMc8JLyxJ^ zZ-E)o(?k6rDmhFv>Oh>C&aaVh>9@KCu7}6QoFB2YlIN9Qww>*A|9DX{?r7(on3o{X zr`210R1Gs#f4smb6XAU~hf(XBqIG6h1#<;>do3ilaum!WG=R3DURw)TyH$BoYHweB z^S;~o9AvE}m05FB*w&m-!%@cCpHN8e%xve>)06+nIr;tjw?RQKBl*==lTcJi2=PU@ zfEIQv+;!30bUp%CfP%GnO%$EE6fkc$ADZpG#vKY!pU>n>wVFB)b4 zvx?28=2-p1zgmFx)=JUTcE|j=m9-4{!|9I%qZ2&_l00El)+nVQe-OSF(B&%LPh1nc z|L-$x2F@7?aD}khh|oO)FybDfKdGS2(G@LrSMaG%FzktAj?D(%qu%lN!WWBLQm zTpH=HPq*+TC`D(dl^2xAaRwh>Xi-lIK%T7-;yfvIJ{4_P=B{&D%3`^3#+YGNBD8*Mv%6cMm0;4(Ek z+wsy!5{)3(8naz99X|vG_>U+dnRKf^J-bq+@#R0=`y1>;Tq8^vFlM(MMAaq1zm5?k zR_Jz6{BN}d=0`St-{JpXp^4igDeV6%8xg#f4v_?Z0|fuPJiG_>weSC2o6SO?s@Pgy z4{@8XiTGJ;VrdaH^Wmxz3Fv)$x2vFw6;2Qg!}XhDk-P{sR$_>t-sFxn$K25n6T{E18qkz398(27s9$wDL@KzmE4ue_F$mY)*+(P9|<=bfg#oexI2 zBtj|r`a)vos#bp3&a)eix#3C}y(%qqZ)3rHXYIoE06fTDZoVMP4-PrZLoLVFsqp|? zr6s8OZ^1d5K^6WCZm2kJf)b{}tv#AIfc&+eFCc-#-ZsJm@z?E6Jp&^a^9m9cZDUAC zqE{~c^D_72ihtwcQ;D>+Fpg~L>~epZ5w-mVd-C%f-Bvw`1pwE(y+gQ%5Ad^GuEP2 zDMQ*Md3_|P{_8m`*?lV<08mZO8ZO&Rgl0TG!5}1^)igfS9!{LERCCz(qtAU{UQVz) zLbt7WEW+K6b{CV3D7qjE{y5;OAQFKMNgY#7d+3Jo9z5U8n|BA&UXnDDbGK`r z))0tHwT4k7@;e50#TGntYG-V29-C}SA$B+wC9D+|{=G5~4cha$(G>Wj5T@fEt<_xT z+bO^7kDy6_l~Vwy2K>sD5Pq|#(hZ(zv%ZNFTnc_t%-}Y5i_Tct&^G*pH)ciwx}y~PD)DZSH@{y>X5nA(;>&nNm}5Ilc8Rya1r`QhNztxiq-oJ zR_zsV(e-7@&u=S;G>(ra?fd@)#CP*TWE0GWkUjQf(DT}6rjx9Gf4{ZS|u=I8XE z1$gt7dL3*Lc|YH{+N4J#n>1R2-0I{0oMr@KAFSqkcl6m$1O#=Yr5W<`^RYlb7nvLx zd2m3rX<7!KUg_%3jw;)_01!>$5Q>Xae%TRY#-uSov|T9eD~z-Uu> zt~;SGu1sR=8Jn3gsg(4gt1u=bNn2a6RIpR^KBlt_rxfaaV^9FuQpk#ztO?v_O;tt{ zjXgcliyXBkup)jhOhoVRi{oCR6T5_$uH5n#->7#z4y`d9X%sK!tCgz;i+}{|*ai1I zur{^}eBOQh*hvy4LN6@*3LNCu6*JhKEk_JDi)J;b>S0yhE0_4Qd#@3^E#LpEHkl`- zCMf)~gVOiU_M~)|@ak8GZ5ezE=1$v(g^nJqtHh1RZOR7K zoUPV+lB}EBO^enPp%S$Riwc@SJf94tm~V%t%w=Zeko8vujXS%nh=?0XGmMXxu^h{j zG{Rb9OJJ6FhJbH>AynzQen(MVmS)L|)2kx&|J)dtY1h~oqH#z_=%q>M`SXYaM9)3S zA?`6B%c6yC1#2Xv|6Qd&j|~j>{k+*53Jyu#{7E{pHw*MZ5Y zhbQ>$+a>X~=3k?`wHL4f0sH`$Tc z!!H1|KPz*whRq7W+ivM%FJY3jTx(wV@=LZkfpLv|%{+A@s%tzD5$EbC@E51W83>U7?>zHLtz*rNvOn4OgpU=+xAV< z8np3)(AHfK3cohN8~Q^YaEEE{okexTzS*9zhwFN`m|WAr z%VqqzvqIiBSm95$pQDDgYpHw6JM;`6k_Yp;ByQ?;*PHrfRtk2O#F0)MII&wSF3Q^; z)el6e6etG|%TXw0CyKyFc~>7aMm($RiZBW0eb;M#QEjHn9X&3m4qFeDtasD9!7Q&6nkEE9N5yUqL>e4w-YwW0?O zW7T8{^Odm37^1uC&eZOId+yN35%Vq%L`HgrZ7)&pO}aMi_S)GB>|yymFEOP$EarrI z?92R&&Nj1vu<*IMA`^T21J{(!SjM&iqkEM3BoriVkU8ykR6~Fe-rm~k^g!+EhE_Z@ zoSA-J@dD;tShpW`cMZ}lpKXu!HC7^W8P)S0PCPiF0Q;n7=5qTUJw2$(Ce4~i;Run=p#_RW zUe{M^RGJrXhOLl~{rI^moObvJ3hiBj(!+zpjCNwE1kpJZn^&G5mz&cY>Ak$-D>K06 zWRCpHnhH;ZNw=ZjTVZB;`n_2-|5xSb)jra8 z&+_>UYI^!+*7HJhDl;$)H@BdCq;<0u4G~BjozpCyAcW0{#9a4LzN%^QG7JC*Ckv+Hu=**14w(5=oiQe%jIo>w8T zkfhq$6%sCl`hJ)i6Tm{p7;~Q55kl=IUcMwuQAp?=b*5POesI0IS`bw17y?(MuBc)d zDt0o^nZASV4H2-)zvBK>b8Gam1-dgKd?N3@Dm0-Ox69D0JVv%vC*Mq4vqK0dY^Sm%f#4teIjcKZJVr)*FIkEn&8p|C1OuKj4`9ad z>B;)D0*uKHM*R8n;B}TbP7w|HAc0 ze<_i$p1TGrs`Zc<-jzwFu(*?x<2T{KwDj~uAw!)|C9TFJ9M}?h)SRMEaBaIs>v-P1 ze_zqv@yzUJwMkA>Wudyu#WX=Po{TDbQo@~ML)`=+zBd9LF^bd&yv=Wpea)Ax?sW&q< zs%>tPmyp}C_6hpjgd3Sjjd3%$qxs(5!Q97}*YY98fS8k9F5jyJ+5S;lJX>Y@vr~gP z=iGDobN(YaJyXxj_^y*ZY2xQvZKa_|Y0nJ^VTDOU37k!RZxi--!vJ)@= zy7)+M#KyqAl&Q5jiJ`CO_-cJVOS;x3^Cd8Al}&whY(Z7YzABqqTI%d?D0sNJZSey) z|FK=zt&cpGjRn9!gv|A<8rZGmh& zJ;dUA{dKTR!S;*yCKm`uLqlOIw2|vB-LNihk}JnX8nsSOPm9*PyB0JX7&vS) z@V<_e-|EibT_5RrNr4+QG<^$&>uH0FirFf-YAH+D8S@a?zY1Z;~=trt@l-A$^7_AE#)~~H<+!$GT(;; zL!heAyRH!njMw5G!9eBD}zMt|kXNd2dA zSL*JS&`o!EL?6`EZd-e#^*1tfKe~mdJ_2AeD{eUP8yUp{*%k*kHIll(`Q)WZ4w;g! zbhC3k&xMnD<5@Fhoyutz7Z*X9QH->?y@)}@^2SqFcd2;W-)At!#jQ%j1H?s7f6>)- zkJ52#f{_g!6B83Ik=E;2A<)GIya#R|r6Uo*ZGR(t7eDUp^%jL}$3aE`JpVNtKHJ|t z@DVQoy!oThD|s1dRce@2^#^*GmT%c98(eJPuI4`!qITb>ouCr_z?D$CF}t_TW=wjy zKrbRHGID{FoVYKkW0Gy%f%$HXM~NTOdGeY~ettEV+bt^1vh$M#&dc$8%PDs<(jiT1 zakP-x7S}EE3FF8^%LY*iJof;bq^;8vC)7k!8?xMzMt5y3-Gp>u=efWOmAuA^kl2IS zf)Y3P@@K7sehUfqp`K@D=7^7a!DkjwUE@Z2Z0iVfxUw)mYcL+uYNZsib6(TXR5ztGlG{+F87Xt?IA zXk~-c?3VZMRpiBszsS~KXXIEQ%Y~g^f1QoJB>D!s`AuY+`QRaKvd31iGV*ke`Rw6Z zT7*pc_DKA4v=gRL0OV>Cz#hVY4&%_3x(i8amV4)fDIQv{u~zSn4OSRBaPOkfWMLA; zuDFt3f2x?|?`v2rPkXfs{;Tov*MZca80L?&FQ0w6KYUsf2~*qwn;0=#?3A020{v;v21&1=91d;h-jb&OkyElvL;2l=`lw%Z!c?>OJXx~jOQaWOk>+MEI`2>L*Jg{ZV90bY?Jmn@;}Sv|O%o}Rvi{AB?gRtvd| z0ihWaOv9S>+e~418FPza){EXb=)3AO4^a+JSk82vV0G#BCF)G>;6(9UG+`~p<~n;T zw##1?Tfot)eNU!yyj_PD=eCegQgeFx-%#m&u75v|W-3r7VeA~=Kd`zjukJaF%buLJ zrR>k4_*TY!-YMJ#U&5}nTxKp(#WtF;0CSvq4=3DY z5PbqGJ(@a(*vg@^prAJ!KMeE#ktc^Ns%=r5JGiR!*G1J#`{zxDjL!t)q;H=|H`aJ2 z+0XGWN;x>-u;8C04x|U9mC(l$hUK<>|jm-PIgjinod?rESvJ zUn98c;7Q_sdLC-3nYA^1 zsb=BZxHt-bsH`>^FDT{=J(>&K=2{+x%scZN6LGbDf=N5$)^#U^m=Vi63+A``B$Xh@ z@>2CaWtV#1ECg9X8rycGqt_L@>r!k0(pM2(ww(*_8O!;Y;;&s{bc?!mhw>baIaR{|fFflt? zvW&rug~@p^X1`V+{$LoL^37p~|NHkr_jIF|$qNH`?UW4LK?fp^9NaM;w6vdmTMh6m zke@Ze9nQ3?VFY?Rq_u8fG8x~T&f(4h4a{)- z)jnW!TxkBFu+Uy5TRDFIXovRO3oIY~V*v{N@; zC$K73DHA^k@H)zDfDY6Ea1RnV2tj$7iNCrqQQ}zZe%*fIaviItsG;a>km1dNsF(iM zC+U166Wf$MD&9CVs%R%v`5>?w2RnODAQ|^2sPJW2g@XzT2taP~MCQ~GvY&tEa+7oC z_Q|mR?qaZokO`&}%Zqo@f`c?m+LgW_oTJ8zW^;Ibrp^}-xD$Qb1VK&_SmMA~w7B(? z&S|M1ABMJ??^X5PRY-Hm(_BH8rGOx)k%DJBz}w5=M+1oO;z7z!Mn>kjy-JC}rF%XG zUib$2i7;Ut!r~>uDeXUCm*qV#iQ!s41wjW)d9H$1IS?Z}@;gkeSjzk~AHG6aGAlyD zO3$UL@Z(P&>?V-?F59duEXff6*_nQYCRN#Fg5_W#s&4_6$;0JmxdG=LCyr%11gk>G zK}Vz|7~DmOnPIe_PI*P;?At+I`Po<=B+LWZZhEc9>%7DX+;SWBqEu{egfZ28W2>pc z?(v}c4;PfO#jlh!Ykn;=8lOYHniP-s{3RUQyYm5cGxO>(y%8=B&&}X;G1W1v-{jIi z3fI{`h{gD|%{j@Feewwm@RlxMw9IgvF~a#i1^K~ z6*TM4Ix}kN1jNSDL+%z4OqyjUgWN_uQwv5L?lMIEIkJBDX~cxR2@Ds=FrD zFDY`AOBDXfzve14D@}B;aN_FQeO(N0pEqah|K3n<&i5}5Zfw}~ZN>*x33zyI;`JS$ z3Zz}meikH8HM-qdf2xr}1L8#hLt6bK+O88h2gB6h3-Pv0wxh=c>*4MpFg@)ZG+l*2 z^=Z$3`SQhKe}N6Nw)JG=-++{zMj=ra<^w#O>3UFXJ`tMYeSn7ro%9b@vuotaLAGBM zQrl*94we#-pb&Ii*?-DyGtn5dUeomBY0CSUnAZ0hT_MgCAlJGFa~VzTt{F*$W3dN) zk?m{8Bu2WTy&0G5Fv_R`;x|8|!xNpyC^*qILBrTq8SpdW|No0eW{d1`?p2E%^YQimT_Z%RpC=i!i3i?qTl{z2~ zWj}7w1G~~%#!)+2C@H{ZxvQP41|Y$!Zi8MqQ;tF5vk!$v5?g)4Q~>4mZ=OypRlBF^ z(bOJzkOKi`IGpHSu{1a!Jg+M0nr3ZG;y81c!_-R>Sp0*-kPekxl~;UabGLO%J&E9N zWp|%$^Axrh1W~oY%$$#JcW)vM$#LVhSBk;3Kf%D_Db@9QWMzj9kOo$$!YDWt#nP0v zF_ggj_l-aanEcupIe_N`(aBdQH>!YCU=e@9X8P;$#7i?yv);rWRcw%Y>%&t3UC|}H zm6S9(W}w0qggsd$!+AUXRw@ODgE3nKqDtZ(dQ-yC>pS#jr85FVcghf516=A!FoRaXcrV#2)XhsOUmJDY$GuAvI=QN3%kI+M zPPr}5-}yk&-7&MktoI8bwB5%Z0E1)R7k{a;mX7^NdbsAA@^7W7ga!TT#kZ6x5Yv^bmXO4S zBM-T3DhwbUH0M04r5^%5$U46T7w04%EmGYa^H8^*_}0z{vpxC!iUP1_}# z1i|8zj_!me<@&_^P{_EtG5qZupcsBi zL*?~ND2N0@&JIvuZtm_ksBShv5ekkRU_bFNLP?$%QYH0YUAivY5=spDGGL}jLSurV zMt=YPeSXz1L^)V94@QQ38hl}|#DFYxBuS-pzG6Fe85|X;AT3C&KFAGEK(*DV^-Shs z6C~#8sjE|=Wm81qtjDm#*@hS4vUBXN_^3XPIWHbgUxRG@W)L_!oSs(id+IsyTi3du zdlwhy-vd#ld-=F8SBJEn7tK?)zoxB77g--uplz0h^X1@b1=b|O$-EDSSa(1YZAbDr z*~#!_Xzam)jFBAWsB_HYPe3dz-ckVOxvtsRIISL=tHt*Y_ka|8UB9OiFVx$S7r0+g zwqUYE;V~MNjBf1iez8w`2!cWT{c-D6Y8yY0umk1v$#Py2>2vFL+pf(BkFRE4ug4M5 zN^y$k)+u+ibO7YXW-ERke1TYMpf+<95HK5c_-|@UzJyP5Wp)$-yWES7u;F9!FLNaW z^%$=ul_cNnecQF)yIE&xdxHw^KYR#P&IbA4J;pN}3N78WZjo>37-_n*L?qnRrV$9| zxo)mcFrWz{x;_T-+-4D`1{Ym$)IA8SbaG$04syXAF|md1x=i>?@we$&`-HbSU%gUw zOuTsx;$M3qP!5aNZsQuz65tp%DD#Z!@RvwC_sDfwTT8nFIx=XU)`b7Z)nfi5j(LtU zMI)D3g(3C^+GV%*Cioy)3@_f|W(kkZ87?v%56oS!5fs{DR#=>VKO<44oLz5_bi<`0HoJs~&=m@i&Bt;+*IYDngKfRKZW0G&R4D{YcbMIdYE{#LR!lo?JLeG;Ax*;S2Oo z4i$tbcfff0pFk2bsDFJUom7$7^FnOuy@si-a}+$-9@8#10<)U_N-QhLZCpEj0Vd%( zHvd^hwe7)1^yO@=SX~7{-7GJbtZ6HXLVJ5k5%;$ce7S*kuCA7nmcA75S_3g}I@AX) zsG>k`1u5C)zB;R96Mik8GG>iZN&?r2+|;?K_wQ|L77wk%XUT)O?DlnZA(>E0w)+gP zAGOsPDUR)~r%gHMQaY0q_aV_%t2deENsq|Oin)b-0XQF*#}{F4=<(Ka3b>;&mTnA3 zfxp?<91|ZE{@+qG=CjF#A5d>`Usb$N7|l(+dhZU znA-~QT|yK$WFIWs>D1`<wrHchgdDj6 z!*{DxSHL1Z-Mt4&HVxF zMc%(*iE>tq_85dMH~#MI5RUUUW8>plFm%4q1_C^yzA8AsK;E4S(>U6@1WM}&sPSNG z94$Zp$K3gSfgCOe{p66tw%QzcGGJRNIeZ~@RiRo z*%{rz6nr54OWm6)os(;d=RLRziQ3Z94AFd$csYN&Zx93^0iy*g063^6MC1CMgYobn z>bT-NWcp-LpZgZ5A*Zm@Nq+F6wT#nt*dNT&qvL2yktaN(bvM+929iRd z?`}a;a2p_y4o(il&M7jL)|?h&Z$Ocf`K)bMnR@vq2LDn_K)-2psz5x zC$F3bom^NW`NqMIMHr?Y2B=*jqt<*MG~@C^J=QP_z)=5eo{Z=88Ri#Zi4YR4>Ax1k zq}5x0j`g$3{h#F)SBJh{yrE6kKIMu9kmV<(=NBLzmx9MS)%!#d+d1LPb1r;qqN|G$ zy%X~6F{&u-czbhKB10L&i|vRmJN#O(|DD}CtC{vK(CX(gfn0)r+CUbvYW>l$Yq&$F z(uA=YhHePeIB=a?;WIR}fr#1=LM`2`P7z7#MVt8)wVWQ;gx(+Vkgj3YEAjo4w~$S1 ztHZALo!QOSBsc?jRd_$R7`md+^WWW1ZQ(2J=tJqHF2tROD$ zBA-Ai9lR*P0ogumOem#V-dAA(=VkBeShYNlO)LF=j1}ZT_63e#FO-{x)xQt_TWR;< zS_Pj{HJDg7rXBm(SG&l}o#P#eYj>Br;>CoB(_k&e?TqhfgW3%?p<}t#f1qjVq)@KT zLu^(HIo(NRzIAH(cj=lQftPM$W8>3yTGE?JxA-YKv_$6MXSHlH{{30Q@jyEDeBGJ; z$TU!y>r(OGUfw>V*!?(&8n!5@K6LP@Jvx>2J~6ru6H1}V`AJoTY-tIwr;)$ar2i;q z;Ni+n!;{e<)cFfJThR5#aqh@)zQDVSh*!TEQFp~^sL0t*w6ih*n~t%;*aBS9fSDH(;#vu!WOlCaNfj!(T`oT89sYKMo>WASazaUAyy{It5Jm~lhyBj+W%eX2*Eo`SaF z)H3iMfN{)h=Id;YnIgVSbsxL1K&bUgJRh z=g$>50Vzu|s*-$qt!{1=AntiM&0~b(Ma~rY{OYhk2+MnMP{i6gI%NFD*U)F*d;{vv zf(Ojg_0VSUzUTFM^l-i^Js0ynUL=9k$e5k@G*66qQuV^ujk$%wYGLDRuxp6IwH6Bu!F{>jvE^qAcoIQI6goAYaxCV5Q0KiuL?lTz<>daV%0Z91 z9e7r1gz*Rn=J~O4=!Ar*pxjZ*aem<*(gMcnw!uM!BG21Z@X=)rE#;O4orbYqK(r(x zk;P7Ho0^ zu6u?)ahMgCtw_j_4@2e%r7u^I=jKzmN6^?0e3+ONSE*o*O=p6qprI*xGRvzKoJ@s^F+A5PAh`qWyr zQy!vvdbrwz1(eCH_vCv^X9bX5B54EuErtz4Tzj552M{RsC{1Zz!)Mn4hjP9rsf#SM zRWQOw$gmC=8+R`w<$3o9Vq(Bgn zYoz^Stb}Lu)wR9b2dJlj$)D5%>(l+O^@SD_Tef-}(9PqI)7a9IAs(n+ymv|4fL{`) zGVDF4!FNLPVS)?^#cSAf_^A%|sWwTY_#^gC-653(y2(!xNCuOu`E8SC7f4YkJ?K5+ z*?VUV4E7Feitz$OBj@>X0vc`RS&i4~YRV>YlzDc+HL^mbB#ExLAAR6bdk%k(nKfg; zWnCq%6nA%9Ax-JRl4#3xR?p9_2X=`(0UG(A3i-N}v>3vU9g87~e<)r#+iCwA_!n}& zSvO4VQq9WP+c||-A*>0xTr;-+T*T9Bj1!Vw|EScbh1rgG8sd70OV@t}#KzuR52NzR znYowwkNn#G&CxT+goi|c2dfXIKOn3%#=On~jxnZD42670?9o5mm@z5G-+1#M%H*qjEsP+LgwS3L{=0?)Yq%hSXXrxCq(--6{}&CW7R}_p zNfl6Rk7;X53;3T2g5*dy<<)?3qp2gW-J*~fGS5Wf2W9GnUo+S8Y z&tGO*H|39WaJtrcYMSW9rHfF@1Yl2#vic*mwY9Ufv(Iz+ov*Oll(q=^+vEY25MeO< zHSjJr`J+c){bV2$a_%eCRj|3~(6j3!|NJ$thdcb-{?}jQDSDfz^C;GZRP@6~oY|9L z1u3T0hksXAfV96sAd7^SMY zkXij5R{}q=O4LDft z#8*2{RT%Yl^IIH6DyUP$9X`GqRqdRuT1hMs78(fIj<>gBk`3z3xt~b{?*A>|A-E5?!{*GrcB!(n)>vB&z1Oe5qFb`WE#Rb83y1rd-CRFn=C1qA_VBn1SNR6sf;q`Mmw5NRbvV(9J~dg$&NdgvjCW@ygM^S;kH zzx6xcv)1|J9M^hWk2Uj&``-87*S_|3b!4qgdZX~oq6zfIm=~57Vvc5|VEHK$vm1ir zRq`p_tVC_DMMa%7pvsK<+M`;;Z0jF8077%0D(MYnB7} z*-5TQNADh8qE~CjjFxs6=x?mV6XjJ$Unj=69NTwTI;IxdR8&t|dSBUScy_6jj{8K|tAV0Z3Vxm?U!x!xTWznh~qUaQul zU9of9xTuX|J)`45``E)Ff3{ycZL+y=hyxM zv-|1?sGoeUM7~4sgMT~$y`hsy5%wkYSFUV|)*q9R+pNx4-P|$PWx<$2weu^#YlXek z>+gHhS<_mo?;@c81R1fY^0B<}VzV~0fF3_y(^oW&Pjw~Je&6ilYDH|bvFufw$wNXc z3JND${^H5^veNBt;a8Ws7Uy{B>1%s7Yzw$yJ9}pyza%8J89=~KR0-}g5{JZuL5g^v zIGV+*eHbCSz`Hc+**@(zsuU2M5X=#XoS;$g8w;G49_P*EXAhg=C#VLm=g9tTGb zQP6STcv-@8*zaBlZ*1~Ln1Ug=!FQq_Cp~6o&Svd{C`*hg(%5%dXrtj0JzNLTGj^N*pnCYrK4OMA-BPz8B>v)#uKx_!(3c@p5gvKyEUM${&U6kLe7iK|xHHYW)QMCl5DtGsC|MMb=Q`a_!z#Hss zRKP*T4JTDm$Z~<+_drkuR+dM%N@7hvpAu zAUP+Z1u}nB%7w}et(C6yJhW^IX!k;_ljRKZxpPx)0)*Q)qYBQQihKc=AZUZGWL^#Z zu0y>$Tk0H(#0G}W8C+W5YUayDl`}BWczDycm`=MQ_8DOC79HrQW%rs|`u?pG@W#$NhCG`!N$tyCw}?B$VRd$}@(@nO#fT3}=o`bNw!Ok%;LiQnKKsb0 zz3KB{u5v=%LvfcrAL^btS?LToBZBjAkEd6wB5}E#5Jzx0K~HGPh=tSo(yBqTj3ly6 z8qVP8S~Or_GR7opL=Z`4y*xk@0M>zng<7zJ?pByeK{pe6Z#CuB1@bX0%MtUWKjWi-c@5@@Rh)afjo>pR|w^V}B-m&=Y6ZbMh zkvm7YxyfDO z4LF7FKrf>yB#{epHpWz{zhjHz?D>;SfXAREg;VyzKxhcB%kOp+atT?h$e1jag=Jlh&RqN-XiKRI2#qNitN$E%PAlq9ONL&BM|%VMa8 zrB-0|httwI6YhSYceb2Q0+)V&l0AcodK~pch;2tUnLOiX{nov5@o|>2rqiOt2DSfr z#zEs2Q&fu~kj7gP${%u;QTcio>A>jehGQ+4D4|x6EY_wHQE53V`gRP1*6i|E%L>4m zPmW>{KZ9ysSbO{fm0aLb3%G?`o)dwh%+6zO?{}DTo|7}}I4QblbBGrhKT-Y$o{v;y z3U6TE*D<_ty$OPzVSed`GqYMlCZlgqEr6$YBkT&sz|a?UsS=X|0G!O~e-{C!IE#v$ z3oB!^?WCEq29kh2$K^Gs($`+(^7ypCwrkfXl@;I9<0am6i%orK8WeO(Wh+R3r{430 zQ?Z^@$@kF7#Nmi#E6s2Kr)xZXKulsga{f5y4Sx2vEIe>TUtQ>@JqYmoHi9m)^@oSi20U?l2L~Bn6>qsE#*A(9eEMXX znqB2rT8ckaDQ^~0Ic{_u6nbbLKTmXZOKX%p4h1;W1FY%V7Jcg$LPzIT(jvVEoZbvV z%#hB<-bqzvuRW)qVN{^8c>E<{(vaxHzVH6QaW-RW-@|7O6O!M4TDeXhGpk;zj0dK4 zWPnUlP*(T5h0UlvfX@CIXW95sbaeE^&Pom;g>aBeQB@GJ@I|MmuSSi8Kr zFi7EKjwEUj5-`U+&3KgW;m84*;SA$NUiNKhN_{Rf4>)t zt`Doxu*7cGT$khZ^T5y%+U31G9M1LnN$M`P)h=7{YELyb{^##Xc2B3xZhI?aX4ggd zkVu|kpOC-E&CV|=m|d9v=yhKcO{dqy3EiEeF>p1Q)1~fax%~wt5+8RuP1)eS?B?aY zN91I@{CWxg2&3-Jjsnk)NHao-VGn-IP;&W&l+#;RsbFR%0>7c|nsTu@6!7F~SP}=k zHCw_J=34hv8I-hiy39o`L_NyBkP3TKHMr3f%{hE1Ab$7Ah%=Z6_4Ex>)FUNEPSkgK z!8ZrSXg39j>IaGEt{H{6n!$bTeb(N6$x+W#WD|R{X}8tuY{^y_%4+jrm8gZn`+~bj-CBBHLMNN7nhToLH;TA8NEcabpqJgusaf zBXY9YPf9m^EQ4g-t1ofp>|*ns7FW#0;sXqxojDn#EtF#e)nUrMNU0Nl>Y3P)&&2e~ z4^0aTXvo>7isoNGI1M&^bLJ+AxV*gwtfh zla@SUVq%>=eFiAv1CvRnIQc}S+3PTtow3?1clUoPPur_=lXhT)Sn@9bX-rYo>IEvyaq4ec+usebluds( za&pTmyvs0CDpr|4qdYCSxYLumc2-nRkNt`0x5JGX>9XRFl@`-@eCuQNoR%7uz#Q2Z z)alNN2l)6Oq<>}@!<9i3O~7f}5&pI3Slfky5U^YQqnrxfBfNhOm)fBls$H?cmHhs5 zFL-1fVB$33=GRBcm`m6{Sxi*9-$Fq5XLasH4} zm-^k8LJH%>i&syV-jizcS7sSQmBC$u+2dQurNgb`+qLh(RXB(DySP(Kl$aA^Bq~nn z5$-ZFJxv$~(-3mvo5gI*ko3+Cwr4LM;v3C4el2LyRk&<;{)nN_?UWNmIT>!bBiI}2 zTg$mVyHi33;&7{1W9IN0#_rkO_(3zSbf>Mxr26&4&5>YW75@9zuPQxktfYX?|&H(M~KX{~$Yr*)DlCHZiu$*f+-M62MKPCmz$4g~#y0;4F zclRGL2Zo0m9P^fubKCI&DM(TbiU8t+R;2+Oc%t*}$joGGd+ToVwT_iV89)LOaNBhU z;|5TPZ#9f)eIXu@-vb_v-8AQzs`F0AK`b-;<-AS-k%JhzKhhb>443*TS9;Y;0+U#l zOvpwEBiq_5uxd*!I)uCBjAC{s0%q5jGoJ_z<&GU%Mm8E4u(cYNq>f|{Wq$@nZIT%l zPJGk}Sdry3!h`x=P$d^MKrme3~soY0;l5?A**lb!l_a~P6%|qtgv^|PUkJPq_O7Ug( z#?9lLfCeIeKAE(CvnSCZrCcICji!XZo$F56S_S0~Co>62FLtB60#OM3Z@IX#M*a+U zDP04O5SgQFrntqs3QN}Q$)w}G`!1V~gloUvyBXba7*0z zco>h((l1(YHH#S|`=eD&`P1=DN%S29@B%V)roE#5EswgHmw)Yoq;2^UX5OT-?I2tw z5+R7{ejpJENkroN@jNDVdv%fr{37$XkLCu9pk-gynWkE6hecq!L$O-i4v#k*+`=u( zM2rSf=soIp6)@%?LJ*pBqEdr?DGSH}`}TwI@SmXd7~;Jwfua@paTnp$xUYa%>{BnB zEH+TMq#C*t@4T~e1)p1*j)fSuKzrGrQhI}jTDG>B8`n&EEf0~90*KW?^7E(;NDV5SIGk# zoItewEt4EWT|FU4p3%YM7^S_V%0%DAFh&@vbGkyii}8@@!+wT>pzp5R;xC`0$zUa`~q%ODT?wEh^MKfVLWYa z>Fi_XtI4{RH4-?fFIu2Dl==Aq`_OM6b3bPwx!NE+$45<+`n2WcE2efUXqw_n(G-BO zB-ksx`K*zDvbKpJ-poP3;mHOq)5OCtZ32${Ad~yFVz&N)Tg{5-tIy|{@zQBZZ;g$S zgLST42VQ6X*aTz;C-lUFPgC52s)gJ~T(2@z$@!PXKm?kxwi;b2{NQYJRKdGDa-mD^ zG4vR{9~6Y|b-tuvR3|{=?G4}E(6sv7S;kh^c^9sY_0~g+nv9s{)>~ME=gE9ac!}Dp zS6bzN!f2G<%S*Qcrr7H6Pza4P_oGLTTwJ+l13_bIsGOfsa^wyB-(hJI$aUopbKUC* z2&4wDUd6Y~Xekp4E3CYnA6=&WYPkHU%)y->i!KqRL%N6*x3Z;pBa!ir@-i=!ur3#| z9_Oo+HS|U3iCp+BDx1>+|Nd9otsNv55@D92-d1)H|Hh63&*R%I)9Z7tL}~>m4+jFFg7FsJ;unqv}(*QO&Vd z?%{%tmObCIPP$kmbAyH<=Z5aSp+kllH0c)T1hBWN?FoV5!<$rTXMv<%Owp zd7)|4uj|*c@OXRhJ_sGBX5C8|9zrX4Omaq*ncHc}Uid8mk8ih3Mf0EPe z2M9OEqNTDt2^)jtreD5bNt4+$bV{$~kK|{7&KDiUuT5<9*5~k_L%$Mk{FRQaEZi*r zs%6hgH5zM8b}caw#ltx3J^mf>^2N)Q@gAvPy2@IXiEU;pg)glS_UoaGnjNvHBzI}u z?qlc8ez1u{D6c8?0~j) zhg3LR7?uUPD9P}|J|^Dom(URl(Jc7bxxjf-2t9RwZ~Jr)LB_tzINTsN1_({fr1?_W z3HOl_oRQ#2zT>j*lhgcU+Pv;iGa`-ULUE{8Fs`AbN@uP*_U3oq_~yHg4Uk9l_s zquSlkDI@EHCR}Ry<7PY0RV|CU4BL&$4hE(|$GXdtd?)jOA?43I#4Sc;C7y6v5T9m| z-G&?`*YkSlY+a1d_9MFnP$o^RezHJR;DUaviOs#el0s9YtP!Wbgv8iX(U{q5&3qS% z{@MG7OS<1smg~uFTV0^(1uZ2@#VZD6uBI?E^=mM9fpLwy(n(SaB zGz}b}CzOXX>~+Khf$8#fd_v$)j6l-DP(WBNwav2I1xv}BlpKf#)=Ithdo zPA~1IDpjM>jU)FwPxUu&8saN6D$kpNZYV>g;EB5OF|0BE5f~QrSE%&J|nD(#guh$V^Dn!)+P-HjR$w zvei42d)F3IUc;XD1VJtyQyq1$O`i%J(jGai`7DsDk17>*#AU+Q zU*pv1{2X9=VW@D1IR&+?4=Efo3k<%KrOtA|1+=*S`ujhinIw#y>@6(!+>({avdnu1 zgzQq9M9Zaxp^AbKSv%zyFzYF8%eXP4EVQrnK5AR_*VNP8DSohH1c+C5`v-c|*&R8q z=5VB$WXoap-4q4h23&50PA+OMfY;YEex`_$Slu9b)q?^eK;aKZX~%J*L8(Gh@8%$2 zT8+iJCY3cBChNI<7hO7^W_ov@0DqzCcXzpOC*$0+JE?X}oEKOHwRS}5*^hfWUO zC$(*-2F*%LpKaXI8G4t^&4B1aHjIFSARz2abmnZ+SHz#|E+DK~`gbu6vW^R5WfW|T zb+WC<;-8B0^1BL`rOzwAt?Qd)#j^B*S98OI^GIto*A~lnT%J)ri^Tud2Gx!g#j6qJ79q64K0 z2>mvsb?vnrtw^TcwrTR(?njQ&yeuUVn`iOG$&Hby^MUciRxW}i-yJ02m~qj1Pjml0 zT}KNq4LHV6g4`spuRs0e$RDn+lrp>)U&qF21P@n3B2~90WI(@>h^iJ5c;y)j`_IN| z5x&|bv4XA0-~8v5bRF#e`lDqS_P4w+pQ!nrQ#MZKfb5?(5hP2q*Hh)P%@!q!%39wQ zbDnjQH+~ZjuwDF%%MD8&toMFj{JZYrmh(q$X2zm0dhP-x%Pbg#jwq`|$lAtK{msgw zifiG?ZKnkJEcbNF)uElDqtkx)uLFvCWI&&leHKk2SDbp87bim*UbNze_rHE$;&R&D zBFX|iTOtxl%9%mhJJ8e!Mdx@TYW@&N5iw=x)R;;@OCnJX0N%R0yZNU#cXk3=7Upd- znGgQ7EPy&13zfWI&BV&{_j~hG=iH57U+8f;!@gA1Y-p<~Z&{51$PbL)VFk2&)5&Uq zcT9VFiTQ>uFR#=h-}A)vZG8|)O4ZF!9=)>#Az(P%=}qbt6u$Q4CdwiS80jiM^&hkP?mth0ku)1q37JX?4H!)F&yB#l`?GYv4Am30Zc;G zo?GUv4t<(&Z>G~#K*f8Ikrc+SU8xt14ArVC2w&@y5{tNqIMpVy8F{ufVqPlnOK0jr zgk>9cFx$2G|1PIL1H1IkWs8tgm0jhrNZ4U{o&_wj;(L?Y6aWwu;~jUzABF6$N-t;A?x(x}y#g4s}K z)Azd2^HQcR9L2j`*&~$6Q`plQTobAOQ5F_}XqPGy&r{i(3XR3EL9AiUa9mP(sa5-9 zSYvg4N}+!F!c1A6mk8A~j-~EUkL30^;xDIsG?Eu`MKe^veS?5S{y;Aj{=TFf{c+}{ zqr=Zqgz$KY?mzhkV9Iw6?;lI*7P*NK1LWbDwku;=s7O)GYH{N#k$h12zE2*m!@@_a zCzrHdREd&u$!mPNJq5hm&*|(&Sa?&-mZ|E%z6LuhB~4eK7d6u(67PJEZUw(VcLs{P<0TN@ z!?q=r&F-_~t+_D=1-Yk3Jz?GcB(I>$tXe(~m6Gu3Uv{i>H)_voXX33B?K^{ zczrokD-=_^3zxXyLo>GPIAVLAAMI6buTSi}bIkDlPuo28Nv;?CVK^*YAo?B`#lv)~7ny%x%UUMYh_z6EbKYc(;*(;LAdsA`Z@qlpypyEI-A2C+= z1gTV@GF0fu0Zz#$ES_L7`=*nYpxhW4+si=i7*n7Hkg8{mh}hPXc5hWxrib}Dut{#! z0>uxtJS>>1-U^ChuLPWS^gz$x#-4+mu%cgvC|QN32z`Y`F|p;;ECx(SDQT<(m=F1B zKHb*?TlFn6Y}6~UGXyiR-kM62p^N%aHWzzs02B5Y0^n!{#G|%qP?2^k`B%SN&IRevU zL@*&7)lfQadL(#sp84z@M~%Dtnb1DZ96yV=K*hT}6?;CI-)c&G*=#xg%kDnX@FGiU zVF$lfe*VUWc%fL4tFw4xh)2l$7ge+R;b9I`4O*0ymjBP6)gdkdVtNjaW&`8--A}Rm zYc0gXWgUC{`PeYl<+hhayOSMs59r8bMD?Dq)p7aHnwm~nI4Mp+ktI^JpehfzX*9jsrrC$ClIs$wKy7k;41xEg@%&V_^n(+Fi{6}y8_-q&u+KQ%V@dpQS+-{dUV zb5$bh!?Kdxa+}V9vZYBK;##N6r$LCa-rIjtEMrpom+tnuBy%6>D;@!mXoRouCCcy1 z^x*CCBo{va`B_cnTeyzuk{&o@Kbcl0m3t_3u&@?AOAg~|xvN(;{gSEZStq=93Sj}z z4n1{jNyJ%}VL{$2pHgW~mDH(7zG*BwjjhXTm3> zH_-Q$6jt?-UTM|pH+BU;iLySB}#i2M|+iVnE^j0}R+vJ6A*mi4e}WNJ;IUYgA334DNW6 z&Pi>Xx9!fTbBRDg`OmP&oru`Cx^%)`$D*%PsGJqz+R?DfPzaRlQgNE|JbYy<{u*1- zTNl)!OUGo0&@C;wC)#|LOgUZ?}WJB$T{EVBiS|Dq=gB~JOm5dMM zooxiArh1X*oU8ZL2k0csTI9vUiheRJGPdYkQAA?vdUT@ZTeZ%(y9sKRJX{-7z79kI zSXm>FURdUzm8axP;}sq@m=SM=mrQRbf8^Tudh{bnA#ZGzh-*AQ0E@9-5>1A=HB(Op z+HLw`uT=61#=jJ_theex;hQs6o0erjUykZh?7G^f4=fr$D460ut4<&?PHeISkdb6s z;SjN5*(6|Fg`RolD!40DDDc73soCl)#~bQNTsP1KuQfsFI%3LtBCo28cv&A|)0Mqo zfhdV&gm`|#Qw_bD!~r7-_b4d=2{KIvdA9NvB4RBc`c*uD&}i*f6ABXg?OWa1{`KoP z*$En=y1ZV5`;fnH)mpPC3X=AeUj3}&0eYZ?jkdk5<%go0vLB?#+Slub6_x<2bI_<0 z45{N@D&Yo2S_IabWthcO@p5tfNfNg*14!EN$uo0{APW$C8~)#>~VnHXEF- zSi(YYv%X})%qp96O$@J3ydJ4L1ywpfR%0#FbG0M^94Z~pvD}n2bVQSNkE)9+D7meL z9dMO)Y9EDav~3jBsukO@e3L2~stmNfxa^{O7#p3Y$VBz6z;p2%6)T_1|F_DeZ5AV*B&#FU`>ir(q6!0(>g&@6eL-&r0yT>a%JXmAeM|0Q}%%63dM3Mbd$hn__u`Xm; zNuX&K3h_wd0#}X1G5CU^K3V-va`X!O68SU6sl-inq1IP{^$DGDQHBhFz)Y$yL>-VcwuA` z&iIez@wJ96`=|Wrsz*M%#lH^r3)r5R89=AIy8EBAT;6oDcpM%7c?IBUM4g_UMNH)w zD5;8b-M6+D@|VcKAU~Y)?lX}B2Utdz7=R7FVKy+%ULmIBZO=Nnm6XH>x=tq;Js8f; zo?!q5{YBj#ct^baOUp^;$G+up4oP?pJ z|Lu(>m~0+vWB45rSS|kLqQS#}U{X*7oNkB1Fg`LxzkA2E^u6K6*(6K35Qv*>S{rlf z&8YEMPf7!b)|ZW1ZRc{E2$vIf5_G>M;DI4mlA?C&q-_Tv<@}A*wVd=1EUDwL`{>(K zV?C!2l2b@1onuWd?pu`)6!9GPYmcb>!{vKwnaB4Qa^*a@ocIz`n-w-oZoksF5CGl$ z=ANG56koP<39-74ZEx*zzhlekfG@(^pc>Q(1ZRsP}qB z6`X+8>p#rn^JyV{32lCRs;P?7Pa&Dd9T0E(-H(!?E3sj;fk08?2Dpr2HSUSA1h%oM zsZYr#u5UGqiRW5gBN08t)7ykw2x1=~clSwISr#%UlxGPw>(fw{ev~NSC}~N`>1+5CeRodj0GK1Ct|u{V{b`Mi;H(`UAV`cU-QIor=Ry;+6psYt8bq*t+$$$E%52R%i)7Qzm2^= z^UDk6t(sYBy213h>?LPF!0NTUlPLv;_FpNEVhKXqZ&z|!px;1zuv+G}%@0)Oz{x}7 zVm{?w;UuV9VLM_3AW9ql1dtplH4rBTiBkl)?yr*pzl0EK;gA$x+~1M$9l=VO`p$fS z41(c4GD4+&Wo|7`FCdWBbe>26UK3MMvX98MPJ1fiD!T-g1tHr7PwE9TGg?j3RGng= z{-m_S5>OwUYA?10;2!&@vAs#>B-_)_m3{WuUkM4VAWdn{9Wx*3+}p4(aM@o+>gsdE zeULLntZ`7fLvlC5VKIxv(+W9+wr+j_0l)9jNqx--6uHun1`iEy&lZeGgJ#G;{UJV3 zBTl}?_N+D>wYl){1Wm`-uC6}ESiKUpIN;F%B$hf1IWXsu$PQ=w)iD<%$U#du5aET4 z@!_xd49Nf6+mZv{mqvg3v2KA_$ebVF%XKjkhRA+-WGW)A@Lj!&vwnR zL+MbXK;?K#u48&Sevl~*`$iRAKlnC!z$w7D-hITDk6KC~i7P55ro?$i7z}B4eF!8E z{T5Pf`0VPc1Ir%U-=A7I;sbDj133uFKt)AG|26qUVr8rkhWAtYztw0!?t4zZ^!iCt zlb_#(bHD(E<;fh5WceFm%G??Kg;NQc4}^I779Hb!-*~Sz{AU-Q4ayL|&6#Y@Y?!(bWe^fN;we8}>4{4pK%C~77lZMvwc`OL<%W*;i>24k zpJ%+2l3GM=YFZ-Ze|=%45W4j>`o2NMtaDJX44CJC%Ekt1PJOCxp#NI=4H|GJfm#O! z8yl8w3Hw;sCpc(fT0sw*q#$-jCnXNjLc(@ApL-1P@$vIQ4ej|8A3l8e;Gu({lISN} zcHy}>Ko@vLN&xH=-WHAAw?CxS`1r9CI8S%>_P6)+5a{YcA}jYMJo)(fyFINyKmXH< zMzb>8-7h%5@Ausy6in)$(J%Q`$w;HCO9$N9UcP$OY$8}OlymJE$ns#KSdS!=na$Z- z@)R4Jx|>hd&=62U%F66JyL#xEo_=p^#Mp8Y04r@v4k4wZBMdwz0GpGEnR#g4A$>>S zt%WStCEHrCWSVVkr0&PY-@UIuXFWHxwWq)9xrhj4ZS94Jr$>K3-buJdy%7!Y^IOd6 zpcN}{5(;Bz?HEe&)T|@KK|4i9GYq4*JH8B(kWqnZY}X~+hCi`FxMkF-VD0EEZ9x4T zsAYr4UtNZ=j3oQQg%i4n5T@EA5^9>i$g$hSWqQ=|#2k zj0+0#9qON1ntaiE%*FQ;!&_t+O?Uh8n<2>HeDa9WkT(T5C$XJsX=?kzq%#(0iG^Fi zQPmO<{wr$YdtQfb7YJt^3pVphOMM~XB43BMp}+3Yb^NA}ll5G(1n&-%>T5?GY=SY$a&vc-!-*q%;ADl!&ft`O2N4#G_3FFvAjArYpgLf4N4SuK zNK=z&@8zEHl}=^Ca{9ZQNT4q!$gAbd?LLCuYg0v}!q@K*5$OYGEW)Z}Hn8%+qX_Li zTNTh~?I^pR7j<*m>CV1S#=9^n1bY<6V$s)S+;+8;CaCF;L$bQr(&L?S-3NI|6u6Td(%@1!|14#PdR^} zETNk2>7~aX8HleAsfNCJmEXZPoU7!znsNVCRMe2(Zy>~5P6zimqE8XlDaXINdfq26 z867!ruG;B1p8J)<-a8>23MB)b(Ek2GU{J^xWdAJptpZoq)4Gcd zsyhBQ?px5p^Zr^okDpCn0N?JG&B=R)0l~dHUS3`nGv#qWI7-4!@oBZIE13NQuI2KL z>c*}e0MocBRSV=h63E|jYrYcP?IiKIXmUW8^3J&hfR`Q!G!TmFxf45o8bw7#rNTF> z&?te^uAYMlJjQg#3!|~zS>(&aui)K-gOxn%h7OC8`R$dq zXw{Gfw8(X)Twcr}YRvbIy|;dwNZxyk-;GH^>kjJ)-H&3mo1M$NZv?PGlq@w?;D_t- zegiI!yj^cj+0?2|cv&g9XJ{^jGB#~eDRbeRyf)h!*b{A;J0Cqs! z)m*?KYBKRY8S#pDQC-*&`A?m!rN$I-K^KG}$e}hoSkLXop<^f|dMU!ZG8$1ygTxg& z`T;{ED^NE9E^029(XnRv0(;hT!z;`b6EHfUkpuD4c?*P;FxH0Zne$YN9C3YA3pKMJobt|-+l4!0O1jNYaMkO5&QXe|x^>-KqA`o81 z+_?XIKA@W3UTWTmYzz@lLXaP(sgD@*;hGG}cs&VmdXRN@{Y~p6K(MHo? zShKNN3G%~M1a`bTyFZ(+!J)i#p8Szrkyg&QPR7@}^w`+g`9Lt%z;&Lon!@vt)`bZu zMttzldIg%D7u4j8vE?YUqu4jQ#7{K6~H-Lla z;E*J|>Kb)*g+w&&x%xxgF7&_&4M0?ngG*wt`2g*v%OG5E9)JETa+H5cF+o^;@(uT@ zXJNMm&jHZ*IB2YQuHK$05M|sJ4PQ=c12g!VjV2OR< zBA3l4d4-J&HiLzhROo{dl5pWp-*CY$A!meq*{%&B3GmL@gu2rngGPu^Q&Dgg>hGST zaBQLrgd?ucv9bw)DC*x2|7~1quL^eejckG|g`gF(+v%5Rz_H~grf83gby;9B44B|) z?od|2^NWXtNj8u0zZ`8;2<{Ko8)squizU1x0lh0(&r8eW%pI)xG2TpDgixfJVS-?s zf$01-2RN2Rfx;G81HYPl*R-DB8%fh7Ltm3!ALD-gy7H&DaA8Y6D-u*BIr;g|JP}^B zUh}l*N^xA`#aLak&jLSYtr#r_bWkufE4oxis1{Ogr3tmn0_=0t!U2$wCpbGcx@?yN z1zY&fpGK&t!M^5}?EL&zqp~5GuI}9BJbk4#;zIyXVVrtXao<>SR5gL!CsmqcN0(=` z{uM_fS%z2>3EA<&@PHB4?x0T+>L^eY^BwjH=DkPrQu-e;+z$vo(bBL-sB3j^dKWy+ zDyOcOl=C0sj&&&My7l%udt;*2o53ERNh{<>y}%AnGlP=pHy_n{mxZ+lX=oP4m<0W* zk};fCm&aW5!FFYEuxL@Gf*xGPXqOWZtTuhCH(6y|SNkmeTs%Ol6FeX_m>xZ(?*bpR z2FyB$Kt{F;4v-f`*^i&`{k-`8oxdk%v%#RGN_b#2>?O)F-akM|QBfMSd{Up%=Z0?3 z*mreC#yG$FY4n=>1shs0*4#5a)8WfrgvcL`qq~ay8o}e;OVl=4XR)xDLcSFqJd-hwz~NFray9z&@#A|?jOgigjKo{d zRwjb<=;raFIkHB$tsP_!R=K-_f10ckU8z)9o)ftpZLP}htR)zvld1zaS7MHxwe*WYi z@C)M7u4?53X0COM?b!^bYFGXHnDQDI9DqiR4PT;RO!P>KI(dea6lLFBY2-{PzLBmo zg{>&2M};1hl9%o}tBksg)XGdjtsqK?szBNwsse<3)Ba%g@=#TOeU#2ckkM*bc%+7L z`M`hzQB5NQlFHL57TKiQU(ca(^RR@&L6l9g+mVKIW0{hf6h3~i8dQ%S@TnWlR^5|4 zww{Evza^sW{xW@BGx7lLh)23={LJZg-0W)C28*D>hv(a*(c9>m9oXc{;0I8_T8+#(l@Nl7!3; z@hy1bYeNj03~k+R#vfp@tXav$gF@YBec@-rD7`HW&s*(Cx-1dd%|e`ORU-i7g&wrsxj$ z+oP9+N@FD}a2+9{(6f`{4JO!i5{e`^_M#umUI?De*Mp=q=HiMmp4ZxP&^|89Y4o$# z=Y3fx6g~$f9wFhECE(vDYpQEGTQV@c?y!IGUBb`*N3mB6L!;w1tJVdT0V_oyU>s+B z(Ve+v%RIaT3n!5V3o96EA16@>L3SWE_;!J1`Eb zrEfLL<=bb40mI)w;d(c~E4Vq8ZtinyC3d*xv&`z%2`5`4%f$kOOm*)t!*fV3WH_*cVHUf3^%yeMrlh4YgQEt+L}o}H&p z_==|-c}g9hBCMuFe?h;g=soeM_hQaq;G~~sI5-|2tDrTXY!IJ0UwTluH5f#o$#Bn_ z@Qa)z15v<|h!6)*@hdjz+KEzCer?i-4VtM=S=&#zp8bg^l@A%k`RTfR)ImH4H8U>N_@1j`e@Vq)usQ)0QYNoP=wOB%BpK-Nvhp(iBw0N9! zA!lqiLs6C$8Z0_GI$I((zp5t4Z@xmHBYNr(^4YwzugAExO&r9~xcc?;PCgI6aW5~_ zxwhfEGRcaerBi2wInw_0j|?cud#@HcB%`03!E05ClU&YRL6qQCs4JYRi6Yu|IZu3K zQbBnE<}I06jljCK9k~ln9Wu$z=K?-N3V$oB4W!+5yv_M9&kmpR@%;qwtMHW}1IPgG z0v%jz)o@q@pd;R!-x&a-kpqVI*9Yw(v`tG2LJA{hRI$m!vAFmI11t=3gD+p|8`J=XHS|i5 zI#E6Vr0P8?aKyx!aIAzR*TFaOw0e0s(4+|#&)zJF7mw%sZd|3UrW%4tV zg!F-|8f=6!7j8nhyfo18Wnc~zez|dTS8~rVW?EUPxqQGTsYYH&-ND1ltV(a4-SeCs zTXI?2b_PmboFL}_Pu84eX$o)Y&($0ut^2+@c;=uMsb!qSc?)Mvy!o3a#zz`DuIq2m z!k}s(7qa7HyRc?TdGcg=b#(};z{a29WC-ec$8jjIE$%%z;cRXZ>+0)6?#oEYNG(w~ zB^Ueg#unOMdx(12R~jRSo(THMOhG{|zkn7xcilpY44QNKxw)6{&`0{$qEkM$fcAYoOO3(1@Z}?|W41QIS1w8=^mU zsp;>!tWh*7dA$S)1-t3uh(C#9IQ;m2N(C)$va=Q!+}U&hX%5{z%A`3lsSxB%M|d}g z%cgv^+3X{6MP3rC*DX5(e0Av4?+|if!W*k(lRM!;N7Oj=NmW&9;a^>Ac19%%RP2$K zya!hy3cCmA{s4m0U|b)Q4R5R_7)u;_y zS??Wjl=~VxAS8LZp$(m3!tkC7-;y@RtNEV^7yq6Ao7E|W(N(IQ8RAm87GpR zzLP($B9~(7>Tkf)({jo&f9Rr(zN1iAM>tj(y;(@xp*eyuSTB9F=AZ#=hayo`89GOF zT=Taw8?H!iRuhmR15pD|2rvf*zJA_O0@aOY;`Xlc6+1XVtYm(MFRcc`4_4p^fS2!b zkb_~vbn6`*2l?$zAegJZnLP)R;xdOx{3)opFX(L8+Li#16%Ws^Ooad9-Kh=Z)>AlV9OjljqIoIyc}$Y-+2e3oSX$aH z3Ay-wD}jiyscCEkdzywQpOnC@zM);1G&uU=yT`2yteFE$NC=oUVH1I1cwa|`RX#9= z%OQF@^vgJxx)%&dV;^iS`8(4Ibt<%t^h@yP;H@R@}aQqNa4hc#n`rB^D90+ zpsDBM65kQaz|F7zp|X>ct06Cbf^LvSX=39xs$9FZ(MgEXC7l9-A}L6x2&f1sij*`6 z(nvSbjfjLuBT9F7gMyTFH%NnYeq*}cckg$f{nz=a_Z)}JyPh5hCfSJ5MGkBAdMHDivHSO%9*bVEUcD+zPWfV!(JQV=r8m$d zLIH2+{ljC0tIzDnN9yr8wCaM0S$ZTGqEesx+pmnIXv*^k2mIF;f}DyX)%2VF(dpw^ z`)Ez!sLL}xCMKNE<&G*DXPhiy-n!X``lzwm2x7wj_`ffS?h2>1@%lua8&zXtk_-U~C6 z2H%K!oSmkQka+$2bzwCqDB^KJjd&jw<(sEjo$7vmvNBQ0107sZ-Q3(JDs8^~urqx9 znn6V5)xl}8QIC#}4y1z5ihmf^Tl6G~_6`huJU4#xMz<@L`=O$uilb(JP)LZ+*RNmK zo$IES`J>{Z{UX2h%*FiFC~#d=htVP|Cc%d|7oZ@PX1Vc_-8EctJF5 zY-~qo=TxUZOIFs_ncE)O+M(Y=DepCvPrGX*$mf=%3Jg@)tr3NbyBUsMdN%kdUFodM&Lwo{G9}b97#$s5 zLP{#Fh1=v&4@;7mTUKwlYEx4aEWypw^L?Z4!J8rsL}Id+EpbWwIzM};td2U8u3?8~ z3<(7WOx+8q4@%3*fEKteer4w4sYX43*!OO)udmZbJ+@vS;eHawi^;BD;_2`2pPF^& zSvaj|f&GR$IVB}3qRe74C?n$*6AO!!a%n-f>2RJeqy(eZgxt>rUgoI2YiN)_c!q}J z4&`YE+i#31SFV2$5Eh z<;b6L_nH@BT8^7jMNyT*Rv2#;>JhbYSp7vEjzjs9)tht`@q&NX z0t{W3n2r6@t}LFSp`z$|H#uqjn2+$8o$gt#=8lT)GyRDQ>y^oBe*4Xd+j7rezHCdD z^zN;7aTv(eC~x_L3bg=xzn`nBswTt5JXKQqKqL3$NlSvTLvnh$FPO=FCL)wuXL1z| zTeNz5dNXr#s2Um?2+x$18z+0e(O|gA18M2T;bAfi42*|za*i;s^_hdcE3*D)~g5pz3{kd>9S zucNMNw?d$71 zah$$SaV!4JV{e5pCnslSY3ZfjDGL3JB>lmMyaJDZdE5)k>tHg^ay_O`sC zp|tM&*J&<~Zk$_pY+OtjvMN-(i)A}WSB6@PA1~fyzR7s|Sg@<>$))@==fw=7kIF9) z2u#dC<*aX6u!8R+BHn$EWRa4VzA`p8Hd1ODGci+9qIw{tsHj+}${z7>W^FCFq=dJk zy1MztkH_|GckdE0Gcy;l)8*vm&TejUsA#F}lxBpu9BxWN{+>q2*7HaGa0wIIRXm^a za(+Iu5qi1K&d%nkS{H7e1_T@zP|2v5-stY`Zu|L}KP4^A8;?e)qcy&NZgCCTQxz^P z`EC+62Q0}j)|I$tB8>z^Q%wfdVvoJT41#) zZl?!DJGN?zF>T8$))R*wp3;9_H;%NBms^lbx#-K_$>!72=|&FoAsTucy|25L1_oR- zA8BCETk6S_Jss-#_5NClh@_;XS5Z+B0WtA&3oTPq)7jn>sr%4$n#*cNq7j_l%2;W( zj)@6tiRrL{$Lr>3-E5CO?u9vuJ~*QUWo`bv6ZU_$)9 z-yTMD1)?nSnjDXJ4GT@n^xN?oTU(_$Hcs}}yyD{G=t+ZpVNO$u$K{0=c+TEBHy25; z1b&nrQeaKR>@FUu?34A1_r@$Sfu*Za|?_XP(L%w?sbkI0(x0wwn`bTwGiP z&WD@qQ0HES@Dc zg6{b0r|Yf^sr?U`h-Ovt&6`%NBYm`M%P@%ozx*)dII_s(vYaLIU38iJ^*-RPzNPfM zB}|n;dW_j$isDh{4(G~-t#>7lIGJHxkZW;tyqt7JlE4S%8I3y8($abXBw!mNP2ksU zLT`i}X*^w5n+)y`qU9s|nw%rnYhDGmzm<@W>OPqF6*)P%#_!)B1q9rhnobpfcf1Yz zRGUMFR=`REY?heMV&WFOn%Q)IzM7qnuCK43qTe3om6@3d&Xu9s-mtZE_`JqFa(m5k z9B$qRW{_b+8+bx@)w;*z!q!1n^F!ufDPXxTXP5UsKNd;)i>V&l!`vg?y^2R((+Mv3 zpP0S!b>E!&LnagcnTcB1z39ijk-=*$p4XfN@XCvIqd%mUvxXLVsLpCd_)e}G3t-n? z;1KB}9{LE{EM0Ru*^8iYIX^b&OA2;}?TlOyz))CV*GRkREqU`?5}JGqIBdq#U%L$D z`S#=!1FzZ0Q{%o=-{h}fnb#+)Rlw+@?!XVJK-1_5mnAk>C*5WYNw8q!!K|p>FOP_k z3nSpPYf!lu!^F$>id_6n76AzjCBy|Y}m9hDnNYGRJt2vSng);db|U?>|`FEb0AnbA4hAJ)ExjV%Qm)~tT! zrd+hn@$O=U>+xN{Ok8%WFQ5(D%s}RIh!fIQR$Krg{iygY0Kz7#9v^N_HUoMKCS;VM zhYs8@0~V@aqG=SN|Mg6xccF0~13CuA+|tj_aQ#f~C%;*09CuI|BChGTg*5*9rfB`U z|0cMqhVgMKs0D$VDm1_#-ff{&$adb@FG)P^=nZ5%D=06QH85b}(5?#sYlGP|dH^Pi zL|{-7Oftd;BHyVa}{U{r^AN_X4n~hgO87N zc6Js*uC%f7Ex5e`fWvq54GljIEc^JN=V;f{!UU5F#~mbM>4mUP)ag!2iD5`$XuCOp z0)RF}cQ#h=+>}jCfb77YuflqbZ(wk+@0*I^L}ll>XW+xB^iGwX!}L3?{n{QpYr&XF z9#8LF%gD@}T^}t*I_}cad(Qi-&?)^w12%=~%jjomGAYl$DZt+~LfiqDh0CTA0is{)gAGKc} zc?ZTKp{7QWCL7*1T5J^Y{%M8J(pnG86-iI}Yfn{F+C!=M!F72K47_kX`TcFA#))Th zqS6~`;2=LehWI1sR1A?W}0D_GQ_ z&Uv48sXHMUR-CHbVzLPqw9x(B8HYybI)qchXzdTxhi85LlOzy@322D1m6es*F5L;E z-RcQ?o+}X$QDVq-o*2(+Rm3s;0~V1RNlxOC<4btmG}r$7MdsbDO~H-~Mj_IflTA_8fsbMx~ld3ksU z2n`KEBzJo2Jv?$W%JC#--HD{-?yaq^f`OpjxN+lV^zmFP_TKs^abTctk~gPj)%D`n zKT#1m>ZMo!iau@-;vk?GzQEgsYp=WG)mBS$SkchXRMpgUXPbN>IoY$-Jm_p&wqRhI zVB#_%bZXAPjjZ-oo|TvkVj;F$$+SD7drkUMuk7vb6H-#bq|4a5^J{<|k~1>{ z0d$Ne%EJVOMj%%ak&)g)cB>yp@_<=2!@dBDECn6~={hE>9iY*4bCC$i@2woQVx2c{ zFcH1Iy$xB)*}XYxJO%~^F9ft?q}wH)KPP5xYeRTiCxxRvbySp*kxoneMB&-w!DVV< z!oVsdqwA7_lz4!Oq0)&<>M6bT-TnII>&wcz z4OMcAK3cqh9fp`}xc>5{TP&~cI@MtFj`?qRs@9tmf}`zx3JMBVc6P16M!9U3y0D_G z=UOmf9G4XEAwI2v;bBl05zQW9r*y3!+HGl4x~r#R;0 zWl`y&)Ph8?)~)Z*u5uZ4ynh@;M@Vr+C8o(}yo_&1wMHk5O_L#_VWh$eTTEDk3SGoe zHN{lo!3&a*`cjq)Rs+-uAc+CN!BV!iCF?0BP7I8UNY8`xIU8f8QhIs}-HD<=Yq3~R z9pGb=JT54vJuXH4@ae+f6X9$DHj=x63xfQz2_$4uPEJl#Yn@BkDqg;Db#)DN;k>@F zXa%>2L&b*!rs18N%Wg4Qz~<`}_Ny8**w77zhDo zy+iWHg^q}hA3vH@wB3B^+>azJ6hj#DSr(U<^;=hyW|me_!(Xyz4UjUN6udb6tQH#o zc#7pv{!c9~pdOfM(f~w}%W+%hNrDhb45xM;m~C({8sb%z?IVuK#zqtXvPIK!!McmB z!$@g>iK#<=0=41&4JlBCG*;2KW4ZMUtY+^6+|ys~P5=t(P$-}gF>-D~hiGVP!+@ak z{rmT*pqQIJg6ku-_;A83R>0y(pc_3hMx_Rw!rYYdmnvqjL|*0{Q)q`=Qs;_dY17{0 zkve;Q>$KhV^tkoODpFcNeAPw+I2}4~60Q8f9jU0fdabna{uJ z?MJr`4Us}-wzZD;XGe!8pnQOg0k@xj)mi)zRiqDboP>2877&ONU~a$=G3h{y8hU#P zoSmJcOxCi;$}PhKiCOgE=_7gcz`(%F%1Xc$Y*M5>6uIgZsvhiHs|_njNuhCS)x1w2 zBPK?(zA2VA{OcF^4=N-|dsX@N3Uaw%(hCM2^{tqmp*G5xyjM|ja!(%nrKF(v;ZZQj zLA3RcO21iuaWhqEaLG`Rb*&|kc%IhZqT_8^2_jSSdz2&s4 zrBwN$q~&V&_N|wGfd!bF$!%rg0X$;QpcCsXf!USK}X2N;qJxeU86zSO^a z_ikk{J7)b*Hk?)xxSdw5vte7OikjMxtU|XO(@mDnI@IXL>7YO~FQ>_LU>pVpJ_62i zGly-FrSora&v0$_$9or1sEc%7U-YIgye(f1Pr4l5xP}U3YoR|lI>l8PdgfU7h$9X+ zPgRalc-zZ&%gjc-8ojS}=C*x|iwn9qKb;52XFOSDS7|shGSbl9oj1bg0@ei(oVB#C zyIY~mYcZQv#L<&mpY`%?L2l?hz+&$>5{pU#GK?MV&G13JDJtnLuo@XttyfD63}Ah? zQ-1JNH5?$BA2u1s3~-WGz>g@`HzStk=e^-&J#a2>k8yEv4NvbP8Y*p;3xI_oe6{`f z%*U<+UPXUOu1dvg?76;f230{c>>6bcK&t{LAR;OX#ZR6S6BCb10e98Cf1D0m5(7j> z6hyVdmLGT_;H0|7#sS|HlTwqD5nl8&{&emQ^X=h=%WG?Ej7&`EP+S4xXw04Qt}YxY zKb*#qLj8!3AJGv2hTHaj|Khe=9e7+?%mjo@7WB5d(@kMS!q1xS2+iTnAf$#sX<= zc9?c!2?ox|;R7gzlFv-lg6&RVWu@TB!A3A_j30C3;EbLD1*{bHl!J;|8gX}#gRSXs zxO22yXXQ;~+OF?_1V<^eA#~;&yOz!pUADbFSn;jd3Vc@Z*Vv6y!T z#pDwOJ}@3C!E_Cyj!9o!T$Fq+MeOWcRm7X5-`#v}z{ECr9w&I>cW^cF+ z<2Tm9D8Pt|aiOKkl}@>rKObsikOod^D2~KSKmrVVLgk#9 zv-9)AL4myiI1x0CsL;^hm+E^52Yv|&2@|qhhJC}s?I3h}=j5=BR+M$X-Vm{9 z5KqA#fCkaCvSPtb&$g|foQ!MU+H`v$+uqTSwfjfcM33!MR7eQJVe7d0XQ|U8X#&FA z*Z<}CbZg&QS$QTU(SZf^RaonTyGsMo8!O^;_p3re5J+>Ki*%ySyfElZ*U<2au&^*l z>rw~NuyZJDYHAA1M(+ZUZ3atHOcZJKx`NGRHp0bgIYrIK$7kG|i~^I&LqQ2?`jK@; zwV$M2u@Szlt!;r`D;E0It7+f`xcK>HLB17o*klu~ z2Mhqzl7x+o&A?@+&ZIM%or{OZJ3aj-8#{Ynjg!sZ#yHuZ^q8pdO(P62RMf0 zCQm-|;es#r%g)Zusgnt%)b0QB$WTiz+3N1`Sg9!&AD;}UJC}BHzJ@igW?C8AVhVNoF2QC#~3t$UOOG``8X30Pu6aWCN5HEm&iyQh@ zU+oQ)gyKOb$=FYyU~=2Z_TFAg2nAG%Uq+|b9E|~BF&i(#1u4NdGxK&xNC*J|fv4Tt zP?U!KaGoa8*h8rJ^IGapgZ9dei$-C;4Gj%tXxEDYgix`lah+W0@td7Zlie0{rY6d~ z{^JL0K>?RPv^Qr`x*Z16bAxO+_et>&al}92xm@n|^p3Q2Tdda$tYoW@ldl4G>=v;1 zRz{0iLck(vsK65Ns0BO$IYb{lv4`g!E9}65gNysD+(I*6$PNoQEEg{?a)*+#tNXy2 zyH0i#&1m3F^T4~k!@}@BL@pjSnhoVpAm4_9=XJx#2swyJBlRBQ3Q1y+|4Dm%I1X`X zvdUQxWV}(P0+7DUu6$pKRW;ik^Rv(tJ-)(4I4BfSKS<>fMZ{CoS))$zy{E6C?rq~u z9v))g%e{kxzEM%ipUAjCQ*?52va+>hi&lgz7cVb}>M9EPj};YVA3Q*Z97%E->maoR-(Q6zoSJU%WC%iMfJ>Chhrb;9guYBMvltdcz&>Fb)r zU>^YDJ815#sRy;{f#%%+yTH$H(PQk=ISKx9XML0h@+?gg6E$5nmzD0s(2Lmz_y(n* z;C)#Qs%L%N6&ns@e0)RX!b?0WzgMHxFbLfoNjcP*sjk(A8VbU97?}^e45vAj9@Y(u zVu$+VS&yPM|7g(;eBhOwOrMdR-3-BLbL<6EbQCiO2Oc0V(4r#8+fq^=2j@%Zt~)^{ zsHCLi@dVG2eAJ*e=$614Frdn+J(5KcRJx~TobyE>8UH&mqWq$FBAue^iTwNbvFMkc zS8u(4$Yni2J~BFXE9W1jn9fVTU2%3~Cz2e-sD<1SNQwRs7j*7H-R9};#+9tSwX5j( zb0^ZsYGK40$*F-feEf9y=qcCBJhj6%J8Rc$@_g|mSBT-@ZVY<@uShn40EKj57`T)l ztIN06AfdPo%x`6FEyhtqT$~PAmN&Q>YHDhOJJfZ7|D7@kiQdeEyS;*rqB~2tUF||Q zS>-qv`R@G31Ycl4Mi#jT$(m+B{UFgja4n$0DW%jHitZ^tdv<$&HajtqHjZDVtB4Gq zc>2&ZIMcg5_qe!j{iy(iQTTmiRcYwn?KSnR?Cdn~BP4mt`(mcX#>qg7NrcKZ$A^pu zGHzT{x?|50KI`b}@+pnFDHBeO;lR&v{^Y@8a8Oud(^mA4bi3aZn3}>W7Mw@BOw2d+ zFH*Nq5Y6H=UTxi>i0c>n`deEb2*igENzGs4B~JM=GBQ4%Oz#A>6!n8cjXBj*RQu;4 zW*V<&gaqxW$jjpbXt=X~w#)1u43A{SzxB`TX%DWCukSpp@am^esl`UJ$T6Ay_~id& zWW_zGg?5Kl-`dzU_K7RbOdQt-i+Z|Wh)7#-Hg$Ee0erh{fXx$TIXwY_2IO5*z{#9y zK6;edq+k6Z;6du$@;}d>Kld&!{zDaW$qHfv4vomQTy?0n6!ie@9g%GHXrQwA>z`IV z2Ip*8@o!(}Ikl-$%e$fNj+@J2&hOU*eJ)=T)xOL9B72tC^tp^ATk+9m&kt5s1cHa> zd8M1vN^{!RuYMefG<~hb`ttm~$m`B{Ng-x?EhMB&+ynoa#h?#C1;Ep4qTm37>V z{)}Q`C_s1_MMQ{1s~mhoOG)68cIH=;xQv!Azel&&nms)+kzJfc77t7rLN<1Xqec5~ zc|zY+Nlne#ub(CU=2#YQogi4mZWJ~xgE4d_oHFzB@^U#0*{)Cg5w@7D^LDvFDbl}v zJ5#lA)rc)loT{oy$WjXv>J)^708GxJ{{uDtUM6uIuYDUl(7EC1vf92%Wgrai9uc>t zD&{9vIEW(xA3Zu+K9NUA02)Y6OVdo>1*|-!47?csKT1GW5_Bw$f_?wIz5!XzYxi5b zpDD4r9+_DhWxwYeDCdgV;68$6uJJ}65pi3X-v_V5t4xpXeG!(m!ES~sG?vWj)0>>o& z^_79{dIY5xKc?{ED3kN@i;k-;DXXHrVF$qk5Zsl!|se;+d8GxLTWc39VO z`)prIgz@{^_$ekYpi&=Y9Yznx4wKaLPdOx z`uMD81TnPq6_UBAh@-2%O-(HXZ5Ym$=^IYRSIBwYxNAsVy-&WjS*CYqJ?!de3lZ;T z)Mj9}&&e)kXSRK-V(bQy@ER5tedaa7ECT}`79K%NCcHgR z5>-DlpT9I~m{&1UxE<@rHeE$FUiTRVp<3uB&V05_9BnZfyj8v~6aL+1M$lb|VV)QT zVQPQ*?hpS~U1=G%*Y&!KcQ?z;r^dLQ^hC1pzmdW zz=u)*6CtxbsALoo5O58OVN^_M{_fESbf{sLg2?Kg);Tip7hkwi`U)#9W-!;;yQ~)G z?uD!jDsLVI(Ol)SwxU}Z8vKy%)?bR|9=j`uNS0t|{E{xNzogDd{i>MUC8ozEd&6To zBkNXLZmnUVtsEN72>Du!vzDzbZ=#43DkKVl6+zl0O%*^fWuA6@7>KF&;mRN;0p6;W z;l=-VEdUFE4g`|j$p8oJ`uTJ5hx^Xl6{H*l=@2CP2F(--P#~Kw4XHn*)b!zlS4+zS z0YO2?ZDB#yLkeVE14Cq<0kZTA5gGS~!8OsqF@6LBE+k&i1_OjU$f2VnL?Gv~w6uh* z41jc&_sd*$VCGSAcnA~}6j0N=3k$h{dnN-7G1Y*pfh#l6&ibdM?b)D}t46@Q1_OiA z^}mH;So3asIDWQko|s8{ZF%#{3t`Y`V{T+|ZDo11Y~YWw@{8^I%>--CTj+@G<5Xn< zt4$(=PT;Tw+f)s9^J`9D!*Inu!>010S|3HtYTuqE_V%;TDXSG8qMsPy?Uhsx28&vC z#GdwP^?u4dy5x8DF<~2ZhHZ$uU~)(?Crj2pQ!U$Y@YM`<7z9+0R3agh3Q4w!8mHnG zUclTS#KAw1??9Go@CkHxc1nTR5@<;edii&ZPtunzrw8U>9*j3`pm?0^Tm_zLW^Qf` znl7BVgyME`*am;=9gdEVl^w0lSOJ#-&5ezVV*uqGY84Qk!014b#s;8*9J-d(_4-`F4|BJu(~_i;H`Ci3gL_di=K!}bhW>vbLa zJCL1rpM}n^xqH^8Us*ESZi_5<$Xis5fe^Wd=WS0TuR6@bUK}qR?xkz470WW~#9E|P zgO2#}+F-6_@UuY8Yr-;hkKn-ROBhmvH#>a%Yny?Ej3s}vjnn2ULvK4(J*`OCC)3*A z`E5R*_7?pCFOrdJR}OW4bDx`9)!c^1&eR%*Xo)`3dShAI1unm-ODx8&X}BsVZ%Joi z{1&Wi{iQ{!cqcV03oGyeD*S_wj}Pm6LsYa@l@bALDg`7`D=Vw_37nt;tn}U}F&l+u z3zQWuhk0hnuw?@vU)S{WCobrSkeg^-EiWp%zc!SMf`FU=>|+=|)D$f!PtpJ}cV-&Vo+OFUKwAYMt&)X8|E&JXPixmsWU#o6hm4#LZ(ImCP~b(A zTD?&fh^3qvC9PJ7Zx4Dyj6n1~`p(7A$7Vluv;H);Z1)Pfq=bPh1F95bfhC|Har}*0 z%yJnhj@dNV(3#GxH)xL=Q=2dLh>71E&cuy28%49$qJ`O@kM&c5)+ z;hv+83UXSn_lvJgjnRmXm!Tt`P>B(A)=Vemdpj&Kq4AB}Q!Iv*zkerFmZ7*U%aB)!g&6~hN{q~m`Q>j97a%92ShaL*@@==Sw zK{b7AV*}t36E>AvRbrx6D-R3rmYqUtWr=$5K%=rG4Uo)6852rdLa>?0w2!CJ?PT+GTvp$q7LX+^g5mUsp-n z-J;KuV32;{O2lz;C3!L6d(r$?4CjZB<)vKTKCaYes_$gp67=m|7|{F8`3Gy;}aU1LAbb_>b(Jd{OQY=GFn=+2nho8qoX5G@)4R< zwh>X^z?_wpkL!n3da^UXBkE4qxj{)_1eH(pOIbURckzIk>lhhb<>BE8Xw`!hu>@2_ zz+!{YhLkd1zh+KNO*OD|`NvQ8eV#vhxq~bsJt?q8?&_@ds!PTeX3=&QP2rCIFpLSeR5a zCI`)b_J+S#d3sc~wckrlUHJ#y)bHZZzA)2bQg0b*B4AutX2vB0}>L2Osr#&5r&U#wTn2SGJbgwF`uYTh{4=9Kg zD51SaQn-wNU%qr3cZ3^TrK!IQUHr*$P0L&HM3JlBRdy{tlC@msi=4gv1Mde5PZzGN z3&6mYvfS3jKPuau7ikq$`ZNf75oX$-{_^)Hj>Wf`*s#v))B#s%p zIK!a5g3Y$<- zQMq&)JRc7~r}?6E8}hzT`^G+e6=DaJm#wU>zBGQs^{+)+S2Jd6FVFwWEwVJE=PXOz zP+XV$o@7E{oEP?TL zEXU$940L~;!EW(_t@dNf6yH|2jzjIHKQE~3or$jyVe-)kJ=074M%ZUnQs@(viJ3Qn zE5VOnUOrSu8cI{BH|FTNyFoP2_f+;}w;bDv9usuEnAw~_@W|l4TlS&INaMJ#g0GTs zDNG)u@USU<@mG{lWQmYyR|;bBeu?T z?LQs&oK@XFScWV3Ak3H5BTGK`%}Oxi(r(KK{$&z=tx->V*Y)yar*M%2zldU|XJS~{ zI<^5KR_rZT-ARc!IPHPH-uLNSg8O7~!WW0A#L9G%U;^eE1KBG1Uq3@B8S-nd4e51K z9ekTuJnJ>9DNcmO1S+isADCoybaG0Ba~jPr*NUC3mQz!Va&nnYzKlO!ly&5_Lq$;6 zzeUsL(D2{PolHs3e5QbDIqeYHo-F&h>71?qZgH<$znPhsE%h%y{HCeJKPDA+=r!7h z%JSv+1n<#^Z|pmzVd`YX7NR-N%^Y`DxUwJ;*Hc`-_W$7kfH68=B;Wb*7hjMh+<7amM6%3vephyZ+qtHXiZ7F%zQ= zD-3@5{fFbuT{7b69N(Yq&9fsOywT?4-#RP?VncGs-aky|>OZxt98WaY&};PRq3`az z`c!~o$fU&})`R!DTfLU&`wUgJsnFB#CZ}H2k^KvtdD48D$IciC`rG$#0f8c+Eb_w} zjAk7_-D%^`_VC?rZ=ShpfLcZ?sJVEswq`s(e~>#vcO5m^O0gGhnF9q8?YPl4_p_SI z>_AEN;OM$0vuiN;KSV<&9GDxeS&Xgkqr!8ONgbWp5pb9f%bDnOK<%~I8!lKC#F2W< zCTZ4hGg^3V#Mx-rfzG?akJVXruC*vOAhY$$O*x`0+D^PCE64TbzQfkCw2Fe{^_z^~LYk?m{;_{7 z>A~PTB+yUIdcJ~g^}vh)^yGLm_Qn3Ij%BR?h=LZiEA_=UuZT9EqiI-ed6Lok`RI=K z@gO|q+%HB}Z75^Pb6cC6$KNMLg&JyLvp9Q<*<5?`NzL)C?Ntsltw2#0&KckdLF-%j<<2GfJYV;Y)?IK724I>>}6 zYBgB;E6#1NwmLdGQkC%D<8q#5MMy}#Lnp+1^iV;rJ!!4Z-#hBcQqFYH$2}a8-O(`b zY%<-&Ftm!<%ZkSvWauakNg}?=qR$b&r(UmX9WfCPe|EGaMv`&abX{&Qtl-5`Q0n~5 zlR|is304X?ZSYZ!j?)8v);~FH=_=Jicmn+mQ7=FhSD*@iPh34~tV#DgI{zv{1T(m$ zM7dsP@lxJrx=#C9dD!cyF>Q@n#Y1H$bM`fNM`g9+$7@@?n~5XEwj5BZZtZp`Q)0Z{ zahe|&OS!85tLDwUNt}N+1M<&Q^+zdk67|=EQ&MwqaP6M??)Fd!Q$K#}+gT?Dexf)5 z*Q+TFaos|JGvXmZOgvV(4BocZU1Gt@&0J`55khTE3kSw@%`Nk$K$Ln zOyTgf;j}I+uDy?r3YF9x>pUPx&9m0|O%J4VU zAzf>zXZw*`t83+1F#p#5n3q2bt>zvg8ftLIVL%8f0_g{4MXPoCXT$;?J!va9t>tpt z&mXxsXIofU()%8h26zG;RIj-|t=Y*b98DD{ba#q`Ehmqu9CpGz=%ZZ)DG@qvUVGUU ze@%Ap(Y+QJBrVD)HF}XP4c0%SV~B!H%*gchj2|;PM%%Nc#FqT`Drt86hy*@_prcOH zdpWD0t_y2@(YT{x>$132$V8)20l|$l>i6sPSn^eUo#nEd9Au_u$^I)o3ntmsWsXUk z*}G%vL+1nuN7GX^U^dzH`Sa(p|6wg#RKA-iZ1C6y6i@a0@`VXvUIKE~nLHa=)V9h}hq{o3Brn-&kbs zE0@b>SK{j%NC-xB3#=x!E|9PWFR3Lko8RzFJBPM^v>!&!Px-!beU11EXW|HJOoV4- z9ej=-ssp-rzJ)hlB~S+qK9`k3o7AY(t2`9D{*Z|P9R=9@ z>_PKP`LDjmE8~T@VOmvTo-<81z4eJA3myM(T=VkO+R&K)vc(Rr3>`sTV^zxh`J~$! zxgz80C+FK)MZ1t|vWuYn;zjR5=zBQr&%(@2F;`O)XMyqGmeNP{e1)t5!KJ_V^oxN( zlif&6Z(bTEfZ#Wb7`jL8nn8;R{O$r`pX*Vt_GtUnh4IC2r3es4!lrwNW~b3Eul`@*-t5dl+sJ7_ zWMJ0P=&YjCQhr%ibYg1s1}_Gq%y{>^z`B;u)dUT`<#UxsN|~PH?<51{6yD`lQoN!f z@lczwgKX~kH};mVPTIpGMPoefyMU%00ByIE$$7N(B}Gf@;hnjOVTb1Ym*T8U(OwSr zX&Ix0JPPsBFJxiaSjRGyI`E6qmEb?S?>{A=F}h9aMe^hmp`&C{eBv6oQ}=}pVNly4 zsU?YmV`mpcBloDsv+AKwl^yS$!Lmb16B*JM$}b*I$iYDd0HwEf#+Jw)!ux2h?z?I# zSa1NXNdBg&a$_TpL)vZVSD#;8R?tLY&6z70T1Fc3NS2F74Fo>vG4=lQr+u#J`zoyL zCzc<=*b)x4Tfr>!X842YBOdoP{6M{Eyivf*(@K|3`q9Y^;4Zl{Ueixas@{(7lh8Ho z%6WvJ$HbNB*Xf*+T5;iZv4OL-RdatXM0XN~IUc5?)+LE7g^nvFjs%deP*O#GVqrWM zd?Mf3E%ncaeGy4SoTOsxI^J;cv;7oaW7<+PHmKZDL59}HnoJ)yFx5$+7wBDVwqEhp)DsR2>-&W2~R)@>y(+hpflPj8t5XXk=av zdwVeO-A@0p_=IwTto}Iu!}#TiCd)NcT5&f&)AFm`esj%3p1Vo_ObHmV5;XIgSf9PtM5_cFCK~ zS2^)9m3m#1E1_v*ZYe6|9Ceg@1jHEosDF_TIC87YH@D2Xo)j4DE*In(d0qZIqov@~ z(%Wl_I&waectSB&-*tlOCAGbuC4VhkUZVVEUXkb$N<&u%BH`8NhGk3bCl}iFt2G8# z5wT~~okQnd0kNuTalW5!lPV-(+5F1l%%mYC@%EQ&ywwqt6d?b^JCmzL8!C3HEC#ZIuhd51$>j=F3G-bq$ikwLQ*IK!8GcYL{)vsJ`H} zH&=bWPW>Niq6wrMQd4x%nBFHdd*bEXPNU8fuG{Ed^vUuzMz)soVZacP;QJdXM}R;r zJ~HkH9Ct>1N_d_VFSu6Da8nd5+_h|eW>s1h?9}2&TqaKdU+T4cc;bfojom#lw$DO% z^K}}y^0;=drfUhS)Z>oKXD@Y|lBW!ZVq%iQb!}qOjK-s{iL8e^ zNjpi9^f82Z`I2=%emV2ah{t+Q`N-q{y4%#TK;%jEi2J+_MeU)QR6CvT^vSs`DF&n& zy2$s%Luh)5`B7;Z?=fQQpX@it6_Nvy13AHe4WBmUv;XIukXP2U2T9c-zo=rQ7^0fs zA-V~bwf*+6xWTx51$ONd8a@Ps+?DT$lER;B?D2r@I94yT%x)_(Q( zO2GQ?wBz_@1z|atTKc}m<9q9tX=E1gypDew#vc+B_Hkds!}azKy?2pRdx{sHrHUqS zHg0DBD^i{l{oyrsiTk*kan~M_q0|QSOA;)y#yH;&y2Z*$--@9Wg&pLnO7OIy_xd%O z2lQVMqkB`u)ra8?KjI#b_#D*s%8Z}dbdxYC_5pOK z8~2!M&2vi;8DjOBtfw)U>mbW`-WlG*Z^pFV<-`_6T4GGy65Q;kr*AGV^O{*s1&+ZU z2cr+ZJewM8!{kbw-ELUCyx#O_P9Y1^cA8p-ttRm{2p#wG7XUZwsn!{Dq zDQBna;?ze8D$^Qa>HVnK=^qBVo~YxwegESAHtx+^Za(h7i8EKfF4xWl*ZhOrUS_6e zlfNbnJeG9bsz|70zwqU?oTfv9VeNNVdeMUDm)sYuZ~yH67+iL_y}DG?V`uV-xu9M2 zGJa<*r0az!}fR;x`(BEQO6Fduzi#}xHx`yN5qgZFw+<+Fh6 z8PiX1$`tFjGhIn!TLO7_xf=Z`c5?GO7tQr(y}TJKAEwJoEJx#;+ZDIJSK+e73jX}E zzViJS+qoXiU~TQnU@1>Mtw77#7N_p_Gr=0cI_wCy~OtZBZUJ5&fF&lqdVc>grbliF>@ssl2 zrrj;%D_lH}5YPmaD;U#~U3dLg?HeU=L{$2Ri-fVa>+4BpyDsEChwi9!{3;4==S~r8 zShhm*!sY_3P|{j`r)Mt(EFH|^2M;=CdwAD$;l5ZQ}BSa=&snyNM z515e1Dkfqi!xDy2?&A1|`xff_Znxdqi~YV+O2tjG8S}3$A0izLjA^PnJ4OgNH~#WN z!~L^n{;P^bI)5yPeg#`-za-4VE9)XZLq{9Gha&N9IPFfaE|=U|GU8+OxPot?e2w#Kb4rgnJqliH}j)Dzn^ zTcNja-$KP!YrXS5Hj9geVX)eZX-eWhp5*(^E!xSCcjYqVdfLj9M;&ONia zbF5KqkAMb3BzMFjnF>cB-WwgVwKG*IZ4|?M~_> z9y>F0P_{E{xbmJG&P6I^3|o?;)Fv%gyZLAQo`08C%f7axXmrreX)I!l6CR$>RDDS+ z*F1KCz**@}oVA%+oE*Hov+rIuG~~*+d~Yd7HFP>sDt2!Q>&&g@iQb6AI+LabfBuKz z4T}Nn3}2Y%1Wp&G2^f!M+yEyT^6j%};4nE3hM0OOX?p*M{Z281of^S5s8qj`Ghp)J zlKWQ`LpSt8FBeyT=bw#jso;it`uY26|A?vvk4Xo;Qh$G68w+_)wU98{dqCS~>$Ay6ETwdaXe{0U<$E!?T#y(+{8Y+|}46OO8k? z|8Ayd!|ZXVSpG(fx7_Q${sG%XgDU!`qc8p?&%1>Z+llyuC(#LSC|-o8Y3I@lveTHB zQc|te8##XUv*35%SX^p~#-FCY!{QI4IC(ATSJVDo3sBD9I#KpWO2OL={V>r-~hu2Vy`zi>p zhWqV|p5*rm2)_LqvY4blH>XgLfA#KGb2?=32(PP#Pu7!g%;uCl-L>6f zku%SC>m;z>!e49|#cs2qQTN|I4UBXxd5gQDQ95%vSr3!0ji>K^q0ayCFE0_G;eKTO zjr%yergH9AMntpfeycjX!a}S??Gn!T_b~`QL{$aHtCp!8?N}ugqq@1i@>Fkh!z?$q zu#}^&YcO-AOBbOM`n+=M+tXV?Odd9G|HPJ_VT&F09965IRIrB9U5MD1m7Udyf2`*t zVb(K!@kiHcTFbGbk|fhoSGTcZ`LdN|txm7cNW1roBz+klUkfvn4i`E3y#S?dmn~g`zrlt@+RQ{I^A6gVHkPL>$;@g(n#!$A@QV|~+FMhK?-Y9Koo(|5PG5yr z_(i((Ev#=S%@c3$vDJ2O>^X~OzWJ@Hp`oj9TBXWB#~yI4*>8FZ&k5PO_lmHa(=z+XwfzHgdpBpzaK+UUgK$ z*wcTk759iqWe?tkW3G4CPC{M1gOj@0O1n#a3^-l|H_OdGOpBYkbv?aYZL76B@JNpX zQR%ekGIKwF7|P>)TqrKPEee&ge<&+n+tI1Ey;;=Nqx}g5Mls!=;9Us}I~4N4DlRB! zsEnoPy$KD0)0rK&$`?4VcaKFc;55^l7k71ULH2!-eKP#i&o{9QjbKVYAY)b!NRM5K4)0 z_slnC>5b~OosL^og315>n7^IOtiz$rChgh;$)sBe>*Dw4-+uRHb83`X+)+9h{h^$5 zxtr}mp#1D`-t@5GJ7@3C!P2BFSCu$j$ZC7^Cq}_NBXobxIF?GBg4gFU8Op4ygSqB# zM3Eqz^e>k9k59UJP1Ndr=^Fpj|HIW=hef?_@84jdqF^9Mt4Ig}A{{a&NDCqz0s_({ zor-|8Fw!L=AX3uJh?L|A2t(Hp(wze{&l>ml>}&s?KhD0cBO}gy<{fL@YpvG}vxJ6i z;Q>jXHG49QOE*%?_{*IR-2$60Il7BO;o5SnaNtGCESWBVGN4)fQCb(#b)?X^EyP$W zH@emnH#t7;1JlPaJs}Xydj0yZOeJOpMnV;BhNNqs;D7=yb*rB(x#j$F{3p9UT9(Awb#Q#<@# z2QIJ@p&wl;yLbKfQzdAiIdT^uH!w2r%x_YmrM0Q0??muWpL<{b!29?(-PG;3=RV#3 z=Lq@tK{t3Ve6M@pQ9DmwSm^Lgm6LY+#}l_#?r&)H-Qx1Xoejo)GD*O`^vvbWoBSCH zsm71VJCjh~0T~aqap`omwP93px;CacFtF?PtKG*<;q>*HDY-AOF$=a1j@)Z_-ZP$g z4TTrkmAbze9L0tVMH(jIni3is8~Kg*<(oq2TJVRcI0omr-vtdW*vZK~%tn2zpb?!# zUoN|-sNZ|)jyORFv3zubO}C=&{?_Hq{M5yv4Sw15NMxpB(E(QJ=g;DQ+nAo$_dXPa_BlbOv04vD80?`JvV0Dm41ZpU z!93%iF%$w?<1!xvP!LD7(p3W0vL9usPA)98!E_Q#2AM$X4THGT8R+PdkdU}6@bbMK z< z)dwpr#b&*cqcv`Yjzi8($5!X~O~FXA_+?jONXVHC#gvv1v!^csfGTWgc=?X?krIpE zA1y6`z#K6&!uA*29R>4%A8Rn>^Jb5Sy$luY-%P5Et>Ew%iMuSiNJM;PfhjG@D| z@LsH?d+6yLap(D;5*$LOB;X}t&hr`*7|Q4PgT2k=ks+5v=y-r(Hxj^ZK=#lLqs&MP zKxmMChaRR_0kaFe+3L+BBT2y9g2PuUml}|yC=@}rQH_Bt*I+%c_U$6H{B_mpYLj?W*O-l!o^{_@na%R@B>mG<#m?hg(L4_?X~(aG+&0S9 z&Qy$B`f$mHQ0oa#UBp7*caAb+u26JSU3#&r#2Hi5v)m7~NXD0!6^DeZL|*Nlgnvuc zvPh(n^>s(Y0e5g_CObF`vPg%)Nn@%4kZ=n-2^OMFW9Bdrm-;o^}s%z zUbeO7bPf}WWs|;Ia(E8!SwBL81JB_9{xcjy!64C4rd?KG(ra2?UjDIX?oVG)ctN#N zK6{+t>{+0E2SR5~ucznhA5(cYCFVKWHHD880IWpvXuGoJseu9e%WjeWenriK=nRRq z(HrVCG?7T8LTCEt&y(}>DyiEaZ=GV$IvzMSl&e(|G*KUbou2lqdwzw3;~mUEgA=r7 z;fqr&QX$U|cGm=e*$7kV=U^(9IJr-}Yw1Ey0NDw<_}m93yzKD@t}x4_ml{i5{VTyc zf4Fr}KMe9QbjUs3Q>(RAWT)Sr`;mD4@1_3lN1Uwv5S<(bn+V!Z0c!cptwZdCEGt~y zBmyVTG}LvyHs+Evxl8bBT8J06XmtmBhKVunOoePUm?`JCnz3Z77NKUg;Vo)#l2}|h z^ll4!2A7PV-|@LQT9QX$Ty!glp$gp%69pLsIqVK1toy6+$-#aN3P#Bv+8cVpa)b_O zD@^?<>hA7-#vf&>fZN^uW`W^>0ZQOy*6)=XS2c&w*2Cy5OnC^1QUW3zJ=c>dBP;u( zu~A^I=6T(l+on%qG9prh-Di}pu=3MOYg^o0UN?9Xd4}N^YEkz7N#!##BxBMhj0o!k zH?NJEom&^yZdG{dj9kOY{reE^OPmyQUi_Y{?`1sB{{TjRXB!LBWYCXilXgZ;C#r0) zE3?uo$x7f;mJKXC8)^)_ z$JHBs64AN4Z&~GH(%>c(cB2aQ_2rbv-qnL;5A#NOKV3_-LbY;v)+)W(ylo1;eJfvx z6>t)A9s$cw)f0aMRQhuep#H?8o;|$q{qJS_4u?+XiV&%&iqc{ilq6L`cQ5?=@pn`# zE$>%&p>h{dyf)yk!!@BECupRVJ}NCCb|6(-*QjI?U((^mTdUAO<3I`+YhjC_GL5Wf zQQdjxCh;oCC|>o}Gvm9v$3A^ZvvYE48q1&2T}fa4Qg!}fJ@8FdZJpD+YTVLmlW7S1 z_#xfyRXQU6m-;THjrkXWJe>yC@5I_V5ob_-bF;sT#&TnKp~l~ zqoredeHsY9>nFcVha-_j1y(wzP(f1Iw-%?AqW<-N`*C21o$TM-60XK=AGk9H!OpiE zyX7v#wmEJf_3g4;`h`%b`qp0f{_P|j&B>^;=xJ#i$%12)#XnNh#>KsOVRGBEHCseX z#P(3?4D(GbSwUu--)d?e_(nSTI0{eF{MoD$#R=@>2%R4vGjTl&Ez2eg(w3H8p0@ux z15YZy?42*M1dj)rWbZIH$AxImdwh9P4{z;+Mk1Syq{BaZR+U~ls|?GjoV`7sgolG; zJe%OzA;%k*s$72;G?rKiE9zNZozDio`!m(OELTw4b(CywRRib#+d(;QQ!GidsdtNBxPPra+;X7!d}vc3H1+M@xf5$jM)_lGEc}sN z^!nJ`Q!`BISrRO};$&u0RY;4`RZaj-r$Q!RqL>hJKlOPtrTD->hZ?sW()nR78q~8;G&`d z+*R#c|J!EeDY|g2Dy<;Q8*WL3UUpKq+Qsb^SZ~SlKl+V2K@TUhjRLc6+_BOQBW2W|P%9cLDcdeRlT`5ud-|O_G9dE24X<|g2 zUs7&v%k9E#CnxCRkJ}Im4=FBw#jv=fu#I(mWq+NUyQaTVF)Rb80{qJN(a~z=;?Ntc5&;O>l zg5V8D@#sztSq+IgY%|<(kF_z=xhji{ivxyX(pvxMXc#nR+B+y9%OJ?f$+3jaYeJrd zsdQ5ZI=5NexdGq}8cyTm25{9INYv7uZ((i@<98W<8r6I0-!S2%a-$BTr6~P*qtfk8 zsfO|S)tx?Jv8_ti1nKw@qg=A~rr(~MKF?(IR%^4Ka z6#gJfm9Fg?IIve97(sV4aYZjLTbnG0oNI)CfDN%ZO4saGGk50sVFztp8RbT#WSQ4+ zMQ{W3+J-Tc`zU5&g9R68_w!A^!AOY>+5h(YJL#YKD8^dM)pxSL(jO$aGv4>>09Dv1 z#^xH|hy-#7K4~1^?kQ|Rw@P5%UFoipc}^)i5Zd0BH|CsrUZUlf_woBwqFyG_M&i;7 zW8+77gq{)v-sxZe44D|G^AuQXF15!B`BBn%H?$%3((XO?gvcT&Ab@Og;zg!Seoh4r(q3H8z&B|?KDdQidi1El2)|fdWA)yV$t~AjWns9mhz#-}v*H!tfUQVK{ zU!bQR`>W)jc{T#PpH;Fxe;nVg6uTLfu@!dU^RS_8xaZgb(Y)!}G{t;`KpZM(vAH#Kyv-S}>+Z!D?ds}w;YnKx z904tzohBQ?+JLYnJI!qJva6a_-56o3{0K@7k&(#I=9U{bU?Ah8TDHPGc*+RSu}2b= zF`64YvwamC-s`;?Hn9?B*I-{aZDgVoS^4+^okz7B#8Q=TNO=lHN9v=NJq>Sb9+Mpq6?JJr$fFTmwL|hAnb5{89sU&MRr7T@ z&*h;Y1;u1IA`BT3aq4^R7{$5YUr0&7BTT3Ef_2Ui*dyuh_<=#{Ply3lSES8e67rD6*$Pf0N*muc4&OcW;%@Ps#c1eMo!!= zDtrkk=TR~VNA&(pChm>|!HFL!G;z0$gv?7$I|~bAM{CYUDBnC-Wr^l-qb$)<0IxHR zwH8@DS1V4pn%5=@Z{~J2#7S!LP7p@W5?_bhZVqL-SCkQ&U9C^DfXQ#hU}9i~Dn@f> zvN5=S2+`lB%+AURb400}C>weCGw|fFxn-kY*WLfmm+$X`YZ!UbkYVzn676E{am4Y6 zd9+%(1}$wIWO$$6KQyf95c3+|-8z`*P-uml3x<29pyYb-V#cRg`N=SDLhujSU(;6&J%o zO{v4IB9TL-mYv&;gJHo)U@1IV4fp)@zwGc}$=VBb2{OfpjUQ$=%DSCs%gV}-Q~9)_ zqGHrCd6!}=pK?&KvU$syOG{L?^W{Ocv6D_A5Zl_)r5uTxOfD!cz8QINJm}D)u(UKU za%yFSDDVJL!eh0L>EvT6l-4M{n0>U67| z8b?Qy0e`qLWaBp^42meY!t5SwptGK3Q^WLD^;#3Xag!5_%fVj@LLx8vo;Yg=@Z-NQ zKY(Qh0x=g0`cikgT$gzX5#s?USdgML%575%7?Tv6r&^G94i0I+1#WU_yA8-Z;0i&6 zZvwxg$up@4A~$iTn~;Pe5C|k|fw<#*!>32VFGs6IA&oh6`IZkzinY6w+ zXmmKhK#qKK-?4u4=8dhr{U;dy0uJ8MTb}!`fOR4Z=xsnn0P^ZBe0tiIBI7pdc}#vd z(7OPfJOkfNQ{kgvYUNxlL81VL@TzXXFa9T6KdF2^D*7K!7*|F~kJx5r??m9l#erB! zyfu(Yk}{7UpM-QGN2ek(M$at}FfVaBnZ4$7gC$&`7YG2CA@k!$ANCZFNKlY~dD{RO zM%VeQ%*P4}>F@)1{(y^Xf_bC2%N4W0^C1Ja zC5cXzQ|PZ>PXILa698V9Z#^f0_X2QdKlnViotJgO#&mMW;eAaE*`SO;2|U;yvT0~& z_^?;GI9L)4*lGvhhXXfFMp03y^S#$}lsb&yv5Set!{}55!1ZX6Bd}(S0DeZKUnPn= zhXHG+$PO!&?2UIV1;~<0))ah%V(XE3Uj4~kqivA%lRPSOb4n9ZDG*UV~4o(zSLLV^&VS@(51knuo>hX=*G z;RwkyD5!sjM90U!!%$YNq^B6DAC~>!UIT0bl%>_RH6n)>7*HeE^UQm{0#orUpbguA z%cGp73LlZ=xs6S@O4bXYR}sq{pim)`k~-RWQSJFCyt%wRC8OAfXl`xL|L?;1bV!j0 zCSP9(R=Uf(;KJ;d~k0n`fvRFVG6IephCQ! zS%bpDn$T$Ui?}V2gjP4u2>NhLu66*J9Rp`qI2mj)t_TW7!7MCtJ2EmdM1QPSzEmaa zrX%lgZ0zN)>iK%}7Y5k*sn+aif9!5a74ICLQq+ z(a}JyVgwqODe!RtbqH@vqw>`apnh`}DF8MOcpVmFZ495;}Spnu?7Y;p5@LYm=QGHJj z623B+Z|9^!!m$ra%oK*;Ma0GV&3|*iAInESs)eFRAz(j&^7$H|0))dAZ{h%`va&Ks z^?EDU?>t?4Ks~`l1>RfS8+hRCG=bX%@Ic{iB(h;wYH>Uy*=o7hfbGl6%L~604s*GR z=-52?EdT&b1x^+5^aX%Zk;|H)+vcBpKz%Xm{(P#$yqB{yT#SP8!@s=%7DJ`n#4Q1M zxQ4N@6rc$b_hOn#mdjEJ=1+eCONj-h31TJ)FD_D1shU{+cMU1i{nhH8szZ(V%f%-} z#hk>SmLHADdpJ3z=LXKZ=rMrW0%fb9sE9vV4ph(1P6{rrZ1Eu08#hkD_XxxAZ8-}w zGg6Rpv{V2o*zRE04pc(oniLhKH8nK_yrpKXhbRmjbC%{pLA}4*~?2P()H(oQ$5HUf>Q_m|i|R4B$IEI~#q%JikROC_ovp zWwgz>!Z9fzKsw^HotKv+h~ACSr~XNx8V(n&z5m8X4M|+++5E-7qO-(vIIe>d9l*=u ziMF%7?*04s1C4=Dl?k^A@rnZIXsSxqA6RjLTfOFj<|UO4_8@N~u>iOQuN2wPl@!b{ z5cfN;8|X0smKp|&ViO_G0*{bUWpQKOOqDFo-x>csS*WC=eTc>M2Hl}rPjT4hMEVlc z&nTEBfu_|_L-8LC_~cb4(c4FfjSc6VJ1`hb`AXh@f7Ls8>A!s>|NS%g#SiZP|0-?7 zeX;f)3JEJLMKH93xhipcM%czH|G}5rxAQp1(gc$KyK_Kn^hVPDzqPu5e#4jIW8W0> z*?A;u3*)^%zhGyJu${R%r`!cQR0I9|)_XVB#9d@&i-H1|O7f*NR(!*a+cpg!`lZxz zs!hXBJA`tP`06RCg+y0xo*_A1SSVA&ptp(QnuzMAxf(=NPg7_JlT%qepVKpAw1in$ zkYLJUJAn=cZgboRfJE4D4u^(PU_x~^aeJ35Nn3)E&H1LT? z0Z#Uv)t&SA-{D4}fDt-INr1Rjwh9f$QpnEvXU&UpU_YVHviZv(j6qZuge1tEOqR7J zREnj;&(~tf1h(cQ&qE`Sxun2lv13%Hk#1l#*OQWeomY^Np3<4e>+o!-)R_lQ#YueL zr8r-7*gY9mVjfYsb-Ol6OeIZ@oy7iW&pUGQ*V}*iHuv_5_g6MKS7v=Dp*ReMRT9`e zcFqpLxu9ud6ANmkC~$F91$(8turH()J9pV;3=n3;l_w$3(M@ZGTMoTu0%X1Rw5-0{=XW>WAJ=JUMs(Za4Y`FWpOXcgHOIm5++Mu2_qj)3HoZ%qdj)|q$8rYC9@pzVTkb~1yt8$ZF$O)~ z(#E}aFDJlnQ1;#u%o%JvrPgN37qnga`sU368Ls4;>W$Sc;qm2X2kv=XK5yQrq}1@I zKJiIs5H$(dL`SelYgD`NojP@DI*b=k2w;T_W$=|xF@A8&X;wLL6RF_c z>v)2}3Lxh}O{CMWZ!Io;4Dx;-w#xqDB)tt{(#f3u=j&265Kz0WX%Xp zfVl(i7laMpWl@+zHhzAjj}J-h!MYr%n1pgjF1_&k3%qb+LxJ`om?Z*w5?JO2IgoG3 zL3m240q-3GO=1ldNDxrrG|hohr3ipx{bOR(dtb?uM7<}`gB5l!luiZZrRyMk__J%_ zmCit|?+G+zV}%~$tBQ&Pe4qGdoys>E)>g<$I|KF>1;zA6Z@tDJ-H{f!2Ni{$WF72; zgv8G;K6#JG1rw_ML#ya%yD*{!lSb9?!qQ7qcN;o&Ny>#O*tTOAX|&^6+a#L+_9?Ed z4G{vyrhzD{V5P!2HUdgmP|VYl`Y|NsUf2^teL_uBI^c@=vbXS2dNbt=y*f$YEYCUE z%ybmqq?uayriI0?d*>ufKFer(<8Ao!LWA(Pc$mWM98m*R2&xj<#&$C#6ulRB4cHS< z1Fhbfgv`eyHl<$D0nLMaws$8ei^vfN??&9W*EgSf4s33f5$)RVDeaJrSFL!1m@6)S z;XCm-*Ckxy>3o)8ng0@+weoqZM_V&?*Voy+NjJrgo835JxfGnQA2GF(d)c9o>Pv1g zFDl{s=X?4tHD7lbW?2#rj{j`wc6jA&9e8ToJ>tNxaI6T&w@3ayMgMX_w)EO`xa>O3 z6<*Bu>7xA$7r#?JfZoC@s9O)(X4A?-oxlaF05>9>(8!SJ z*LuXkT7~wY6#KHMX_+K;AG7(8s&YPySgC>pO^DdP0_^7D8<{ILj zg4m58qGJ-|0-I8DJJ?-7-X|Y-+YeIdo{#sAl7PETutYx#XUYIVcQls&q7T7pRAn+p zKv{C2!0ylbMyQNvdeo&bJpS{eN0(%Nr%UVCS6DMbJMQ=KUe32%;r5Ggrm2)w)mVa6BZ`)~qbwCS;dhv`o7FF+3aB5w&VdJgdW6#y|R7j;%c?z-~hI!_#f+784nn;M8VZ5s3hW^~1Ci zubXazQbWPacQ~;P%kyRbM@bpLaQ7w|J`>o}PF`qBIN(+~tO_hDwpbB5r8&42Zoa+~ z-M#P48;P2(*g1?ns7WvGXNsCy;ZEP$F?ft0Rq2nJMDdQwtnXOo{dIwKi3R3&TF;zD zk%>Y@z9?9P!Ix;<7<9=b7z=Rwo7)E<=L|rtoRM__qFP%AhkEGi(wVrU%H)?`0b&g> z%O{hZM{lU8MerFb5*s6cyaz1Y8VG>fqT`I&Jb;kIZ_>^oL^=$XGr+s{#_Vu}185jv zH3^&*7~e?%4jXoTdPFo@c^n5>bWbJ?DrgZ!IJAN2`dvuK6r8M0$G(*db6Qb8x7%4S zDtt1~AA6lkwX}4~)RZR6B2_ISCC*Gj?W-!s&6_{v6dq-%J$)Z#ypCZ>4?SCvl@&Gg zTG|Iv2Ze-Vz-oamlpDej%XoT8nss3w*V_BlJIvbI_A&fG5eoX<^~ldQ*2ozBreMuE z&m}MM4m!Y4p8NO^z>YW_b3(4WL0fKz#jrlXMAa?13>Dn)nrsW%6i#q z+>l-olP+Kxoj4sMKzZ^cXkaw(-he$GiuoXv0TwFZ(4Vxtyeyxzzwa%f^TK8^$g#$YpL6CsXoklR%nyL$cd)OYVeTbeX@D!k_@Wg4;VxVk~idci3 zWmui@nGb4cQovP|0VX;8o!xj7V`E}50!T`r7YGLK9qx=l)7MCU-x7AU1fvH=(R(NC&1V#B6l6p7M2fv#N&1WuS1^ z!7Ct{wFeIs5+R#Wc|h@oZh?(lCkPU4i{YZ0nwkLaR-IUQ#`&zGcJ^H>9G$qh+Sukp zZmP>caTlgXznl-8?L@k4ONh#}=p49_pQwS|$Qo91+SF8P8SgjzK_KtY$)|YL7Mr7} zYzH;S)$H@-6;-1PPg>FPSWaGUMqj<~&?4xy>HM^pO^|ZmynHGX9b2sY9_hQiGq&cL zW1igac3I**b{<_`cAYMC$8rr`Pj z2SQ5xyVlIC`R)1ZwF9D^0@Qv0Uk(dH?->DDFM@2W6h2y?rcKO%9Cs z;yjPN1nM!oZFm9Dr<>t_p~jF+>Y%)m{``3fty7AC1|$KnlHp8y9LTWXJ27uRV%ieP z+72ZTxEqOA9Aq^lAW~0(%?g;E(CSxd%hElC+?S}SgJ<7)TG|%Sj|~go?j_jN%0Nlv zBAYx>;=RFN8cEEx?+`r-KvRWo+4$lTQ#2FszuGAg2T=A(cUt<|-XTuTrkD$p<&m$|UH@oFR7(^pM(_9~QUy1twA0`aMlAcOO z3oL3x8%$E}!{z~&RWmqlaz3DLe1B%#v;BVheea>CY9uF;n8=O0YI+#V)iRgAlj@9A zTs$*AQhBMMx&Dc`XsT-VDLTPD@j`V?9hWRZpFVS(PA!~`sd<|u;-{C% za_#o%n!3B_<#gU2cLbzxt*D9y_YP}aWsa!+@`}l>oEtLUx<8g?RGLVHDH!YO^4Xm9 zlB0$S$cB9-^Ol9pOM>1EHC6mA7Z(dK&QhN~4!yi@-V80we>-SK1wgE8yu<4rC+K;a zGwQStv)3T;(D(8Zgc>dz0tKD`4Bb8aw&ejuBReZ&3JIl*$}z>7^SZH{gXHZ=TckWZ z%O*CsdpiRJsh)~0j``hZOOf}~^OL?m!v?1v)~_Y!=xy96DA3AKO3IAC&Bk4uX!{nLwA1<^NMj^}TT%&1`eadA{{9brR?jbK7DQ;Agd|Y|qqEzcu z$q72zxU5}_rH0eA?5ml@s|SblhBoYovcK(3@7AAYsS>3_$UP+Y|FFQSerkAs?jH2A zpABP1bO!U*K87m_I@>un;-NBA2yz$Duqy1Z{&r24W^h}`n~01q_qA(*dZuEdt!WRL z5V6nz&9;##DPU>i-%|Tg(4tR3=K2GJNTpmgs8)qTW7>{hVVNQHZwWQQ@QR(SEy-!q zzR~?k0Z_gn`w|^4xATQ1imdSvq&o{)A@Db$8B!L=nV`%BjwtBPiA?>llL~MXqZI5GjJ;Kg&NOOpsbV3_vN+`Yj8mlA;cmMh+3D0EH95#wv3go z2tv1E^KZp4s;Q}uK(lmpDB2n>rdsr@4$fT}_#~Rl9e?zkyTlpkF>?(qZBoC$>I~jX zdFd(0*oLiNM@4?;XdbU|*#-IeX*~v7z-1sEBDQi-Q&V=naDzaIJc<>1eut;1u=wuN z@*_e9L+NinluFQ1P&LYTn#37GW< zZ+E0*ue+=JXP;LO3<~-Z>3(?7X5w^M824z!y0J`)`@%)*Z)*wD@*ZosoE6@Wa&cqy z!1`Qm`faninIq%zLonK7{{lauCV78L>sk4T0}aJRPpp!ggkJe#AO6AEIoG8lNOlkN zykA@|1~U0CZx0I$mM*(0VgCu>b`&3ZQ^E(|-QOo_*rRR>c)Td;CMdkbhzle`+rX=oB-Y-xsEk9McCu=vmRNp(g@;XUFflci2Au%P zGEn^+j3rUaQiZVcl6wcd{}(eWp3vsG!)HNbx+oz5wzMaE#T~D32_+Y=o;2TCBDuNv36}j-0LGAC6BbOJn*>v=~G4ZlDLPsgnw&isVr{e+sktrDQsmO zww}LYEp#+FqRNkxo!@KA|LtvZ&XqRqdZL)ZU6f?g!ep3VYGDavYe`?1rjGu($E?1S z&{TKtz-EKmZR<~1O${T?OZ@JWv=byyfH-%a_7OCHlL(xmn8bLd9uqWw3`3*=-UwMx z5lA3$nCywlcAZYQ+ue_soEEicqC#RHF>_~HCk<}86}n&A{N|#j*7ugN##}x{xMQ}zOUPd> ziF}~zT{wEq^YB_&SYEM>gEQq7nA#3uY4#Ri^C8*4B$;U=qcsQJ=E4JF@FSw1PwS7Dz;}r!oxEmkcAS=(Go4)MJIK_ z=dPFK;2l?CBn#HRjg3T`QWXI0L(4nHvpoyuJOIZ^bi{(=#&p=C9QNDV<^m=h3UYwU zzYqM>ILt795V}fYxJrleA@z@MY5&trC7b~Z1$teefP0X40ad2@!sEk3m^Xp~rW|jL z>eTDd?xqjv>8$XQ%V+$nl5KARZ53|nJ3#n<2ur`MgyxlutlJozTQEHXPL(?c)LOG(1BvKvMpKtaF2mMo55u|Yj(XKp^}VSTc5Yo4y{w7tEE z0M3!e21l_Xl)JicwP%Idc!o~B1h>s9E}8rQ61>fk9b233%Vi&>{QOQF?ZWL~ht>)> zmlDpAKub%ioh?g7du+$&mL9OeH2TT!OY-hrh~Y#4Gp+agWlR|jC@R(KgQ{#whrFbC zuU8&9j3flpmFhI?mt~=YVKeRDRWDjfhYR?g2l1VAWA}gZfSfV%?)@Xjj-(!wx8-H#o;%5!D*F2uANPr)%cb8~vtz8Dq7Wt~C55corN-ZFQygA-6hl`+^gxNz z7_JtDLhM64r)~5H`upBuMJ#J{?~v1Ybn;9zG;jWFSOEG;(p-xq>gAjz56Vv6%gv12`(VgUqmPi)|;S3(X4v{;v=Ty~P!!-<<-o55Bh zQ@f{m5?!x!aG&+@rX(y)#4$L|+fpD3g2qN(aki)mdzWvWS;pbyCHFQR!w^Occ?+vQ zFACdY^}SAfx3IZWXN+N}%k{n!zLFvlf>mU0OIX2+4~?N`I%YyPN@w3=xymOijbit3 zMy?Z4Wd1LByu3#7)%%tDLtJt56G0Y=#^{x3+wt=(yFFGk6C!wvi9H&o$(R_1XseyZ z_2Ud4Qye;&)Lg6MWXz&L34{Z#ZOLyTt{aH)&7$q`*8w);Z<(!|mvJ=qc-8=;_?neV zloB3CdnogbP`=sa`}_R2Is^zF^G= z&6;S}LgrE*b(1d5#3v+V<>dhw+F#qc!Vlt5m&g0|9fFuA zy1E_N`L*$$kouT;thcbMK6_?2WL0*y#ZheDl>_qj7 z3emT4VVI`46ApK>^7AumYm>2I;?}J^|1aNTf(0_6@878aG`T8xS)7vojO{u z(_luyeI1EiHn2RTXm?vuOOACET=~qomW2MSG?!y%zXHr?S`d;y|A{5y?yVe;yK9{d58qwT8-~k z-fpMbWF4^FG)0AbF72RMB9d)TF>o{hxg7R?S=Lh}J%B&j11r z>({QmdfvNs4x!^UZC1UzZgj9lsl@-)i=U@*QRMV#+49NmD%{f82hzxaWJ2>i&ueFd zOL8`0b3!@is;NIiW^z;@wJ82N}UVFxy%rxksro?C1_|!W=s^yNX{xqBdj+ z%raq;X16n$yieg49R*@KC6Y@^rA+j;Nle&UczHz=lbjPfDV37zuu3C!SVCozxXqey z0k`JBR=A=WWz8_Vb{8Hcf*=y=yn5Y@~Y4W!6?J~l5M+UFmqLJN+ z7JiXGK1i4S3ipb`ytazDO4AlJ?@VN<6BUNsQU zEY*=k-&xlK{0?dsE{PXVoB)eFqck1q^=YGcHV_YUGztuBh9@I!PM{8#Y|N~zruP@} znSZbGR<9m`g2#B2y57LgJKDn5)oW73fzuJ^9fEHClUo*jH#;S9mWpC?*Tcl-zgRL( zrp|z-j13hY9sfbjyU3C#*OyXvK;UBeD13fD*dlszB?jFgtRsAVR&*yZv)IXhN(KdsgTaJcT?v`cQ0bnb>(L?0 zqC3u`+vi$d7(VXwT=R=zdHWG|+00CoW$hlgZR1+rC*n{=E2b&BUb4n<`fXD`k9xOd zlDi=oamhq{4W z)yl0A(-{7DkI3UBylhUdw+?s)JmvVwm3AdRq<|%(>vE#|Gp9s*sx*IGf=cPIB|^`A zN0P+Eds8GKe8@MKZQs#|Vt7LWPKK@b?Q#YN=jEtNK5?9ui@s_2V^`*tlhZekMw$Vw z8C0B|ARMHNg&WJNs;akb@Uy@BC}vwSnXpkYqv@YMMFs`QQrwxsJy1KkTflBTTW-{8 zuz1VEA{!S|AGROQ?C9D%~Y;^pSGWtY(xl3tQ2c9y{r`4T^wu3>i;jakq!W zj^k~UNNlb5`LAEslFY`84q_e0Mo>bLE!N526IYk<8`@Mfd(5_8`)OQzTbG*G>XBqS zej@{j!#jS*SqH|H#Fo`nKVV3|HBKdI6#n+s#c#9>iEO%OK7H~B$g-*Cq!K$OT|4tq1nPWg5G49>9{YI&@a(N_C_4}Mhp(G zNAgCEI1eRkbk@90Ias_dCO#-SHO^A8`lbytYI_dGyx$@fMd>h(w2~gzQ`(d2!+L7@ zug@+o>fLjdSyB8szh0mk6W)PO#sw5!`)w)jASZp)yO!`m0-c`YBGQ&HbK7Z(;;?jq z@>$m})ta4Q*_8_QbR}jgR(Bm~^^4Q#TfVe2Vk~dRn-cP-J5hMQz>C7ox2}=6t4lD9IoS{T{zqh|QB%>Kpj3u>(1>%2)J zYHqk)P}t3>rF~dFR_l;!lJ-uRYN%j$BsBAu_XOFQ{DiyC&h*K`yIS%JTr?YaX9DU~fL({DLfn(#`yLLn*OhMb7<&tr|a&IWE;8RKN`R0PG z?1iP3)k?c!X91-AR!*uhZ+30pvFzcPIyxR3op#+Fy_OovZR=m0rzTHQ^zXPZxlf`Q zBn|~;JPz2@J6&GZG++PcAiXvheC`e4VsP{hj4d(ssR2x_q-48hE(IEAwzT7)>{`tZ zn5Hy3>Z(3trKZ<;+YMppfJJ`IFUO?E*9#-u%dK@h)*AmFu{QqjCGEzndzC}TS4a%| zHWwc6UpxN%ZyIo2pOcYsiNSqSCJ~=j^zx-fE3cR9iP=P)5#Fu2p59|wj^|Da1gkN$ zF?y%IA4iELbasZFmE^r^H*u@-V(!2gze!|R-X+zja808sY5buDTlf&Nej7#QLzYtg z{)M^EnT61Y%J+^ds=$=?7kbUYKBr65Q75mywAPa` zm>?PGq`&*jn2|fTrbN@K?Q^atD{JE=UvqsuEeN_9>TJ9`G4FS*6b^6|;xDairt*c+ z_fGm@M%~_MuZTJST9OOO9x!gM-<^&t%iq>h9M0 zcf!U82{>BHJ8l<;K>to|_vro8s;EbKmiMZS(5*n9b*^A@8#XTcZ|VzJ4+8Zpb=hvblU7c5r4UqfdCs>P#c%1YC7IC+D7B?05uMk+wNph~MYddbohu2j!%Q%Zx(;3?CgUEp z`61DtG=aSvFc_B)ZKx6Z8yx47b-Xq_CrEPBJ;BbwfPl-Plr$*zO zXm)Y zlK*@;kv8<=hwB89@j}GLuk4kc`u?us<~VzJ1^`>SN$N2pA&- zriF>d4xVqMqNXZrjD9Lqj<_n#Y{#abqtX64AiVM2!y7y|r}r(G=x<4yO|7oUUl#T| zq-1JwRG0ig(X%}rV>JWHOjq z?WovIbSLdM$*$R5IE=B~4SY7d6H`~!Xw>D=Nf^-8ao=b;*h}8X%42w>e6LX|E;G3E z@FIVnMBGt|+`3Zk49gNOQ^MvBiTr@Mdg+)obFK4>JMkI(R`azBo{(`K9EW4ZuD<~L zGx*X+`V%qwuavg;=5S2S7Ws%qrYfe&I-}DSU?=W6GvK{(;J`~cAj3plgCqdO6eHGIignUR`xdR{6lx}(ufw-R}SBFU93 z8oT!EIQx^x6zPZR%2Xv|YhIW7!{nL@9~;Y)oHkV6e6Cx2=H?JSV|hhXK-z!uW+TSTdE)Ni zvX_69`Ns`e|9^D7byS=Ewk_OJpp@e7#oFTT)?%elpjdza!QEYo6?Z5u#hn15I0PvU z#XYz~fD{d0C|};Q_xbL*_wG9ejQo*6GV-ivt~uvg>$m;@yf#0{uIW(cIn6vUQ&R15 z>dL6g-%=$2mmhythpbFmWl<9SLVw*~QYopUJs0?W_Y)?n<`|AUITxQ6wCwKXWuo`S zqU70x{MnPwmsJeXi%1DQeSH>gBV@$={ZoyIlXlCov(YBAr16VyuZ;XvVY6kq=F}KI z79o!Ov#98mXIX&AdliPg3=|Ig&h12RTlIJFj+Ol4ov2;bwOrxz0+v2A1YO(g+S&)j zUrTVee8E2(V?oOzP4Zr!#rym15)M5;>8SDK=ot3;S05!OiaI)?3VZmpRE$O_@2rOL z9^U=Ee>eJc+1;Z#F;6F@y15PFovWar!;f+M+TZr$vxO!_zBySF>2=ZODx3r5q~QBT z1#fr~uV!b6$dq(|A@AFJa|x?lPo|kBN#jPdYtfbcYnqex=|_d6qR&~Q6>sme{I4X~ z{^+tDwT&asv30~d+sZ;dGKUv9c^jlT=(~G0YZ$Ctzl?sH*BSHJ`IiJ{a5nVSq3n3+ zk(}y4Fhkt{CaZquL{4k)g8knh&7D(lT?$K=p*{#>d!W{3DrOveHn+?19VD7Y*VJ_A5Gh);&_xJ z19hBqfe5o)-#{*f-|d3WKQE&J)YV8ViXby;#^QLt8WgSgRF(w%%b=$>6VH*liKd%Hg7Otwz%ycL7Kh=0AI`<%>^Yi(ij^oCC>zDF# z7t&EbpF|g`X-s=rg%Si$PanojH44^&McN=(3@ogNfh$>-7rp_Yg#4Na=ew9sSH_3) zs5PYbSM7hVwynY4DV&~0aO6&s>RTVHD-J5^bPbSb`-EHVe%G~wbif%VNSIt@hL!aI z^e0#D?Mde~n%BxDHJ8+56GNNokj|w=`oE~&uhQ|fqC*Oh=J-~rwwAn_Mn;59o18#u zgH8R9+A#UJ>ig|R{0f$FtI9i*-y$e%R;H47`3rS2_5hIs)L9}GG9~K5?+#rJ22Ip8 zsd1}wIDm@-=S`~G4PIwUD;O!Hd%RF^EN?GcIXm}&2Pl-FJX&T}ElPnA^=)ql6VSyY zO!S0gu#`8y5_so^Jm1e!GVJS`)Ut>5Uk-i1urf%GwfNIh3*Lg_$zYvt^S*mf{2CMS z-dJ2H?Z}+A2D*g6rc+AfCqd_2zQS;1nADOEnC)r+X{5y=eEM)`<<(Ey4GC{XT%*Fb zDyjQ85n0g?uy?oH-=!9Rni<(S;X#jDhsV3L?TuD0s3U=(J35*?%c98UY3Hq2bQ$Hy zn^a!KEHcU&W;4-pY!dPv!i0U20kek7V!}!4gnL1nK~yZp9Nm~!BCh@-FwLUmndCwO z-Gq~U?Qc3vm++#rvW^=LVmjkvs8`YxBR{AMs7gyH1U+-<=5o!aV|lL zIc)8>k-KAlQ`6FXW?Le3xrJ&e0DSG`tW?i(x26K2xAD>lc$9fy|F`RD7u%aX8o%m9R^H(h2t3 z<9y9+s%8X;F0ca<>dt7<49XMIfx%BZv1p=`I(sLW92P~IVyLIo0fOwuavr!aPl+ECIh$%&rSqA}a^-YMcLd$$o~Q`d)IWK$2HZf^hd^#3Q){>fE0u@F|X;eD#L zTR%$9)fae+CNID6y*Zh1+6W07$!uEuXn73fRLNOwZ_W>TDuZ2mL!ohc3@7MuM>hjajCmB{SO|I z2{%qHCGYgU9yw4o-&ZU_VNF)7U{+#kiJZG+k`hy<44%C1% zj8`SEOza$Vn`9Ytx{(qB@@HnbZY%w$#D#?c0Q|}zlX*W}7iAkDY4$ebIm3M`ovn`Z z{vED7haf?R4k-YmlZ9?PMvXM({rxa$H|8?8k$Y1u?Rvq%7rI;m3NR*`fILGAj(>9v zcMlx9v*7pM=6Zrr6M?-rUPY|Y+r?h5M`&(Dfn6Ud#wyPw;NA4fOVeRlSF?s*mzGKz zB!CDT8NY45+EIX9Lbg}MfUus@E&49~eD$S&&BNnqgz1-_hJD52kIQ&z7Iy*u43Sh~ zF0y4j-0`JY0-Os^h*lzGA{*zUR5Qt<+{5R`nMd@*b)j`}sX3At#eCjaI4ULWB6(A! zC9zXYHckD=ynx4R??CBiuek1leT*7-yljZw z(uG_eKb>e80f+kt0l!-oS(?gg3aaQ6A|acY$42ruf&8g~%J=HNSOXhgy7&+ln*NamLL0gV`1=3#%a(5lekfqC;ZQeq9e%vD{RgF}AhJ&80}8UF#f3rQ^{3 zKZ2zcp4(S;yP%GTgEDW@E~FxbTnSl8}D(W$(MyRxMI;z5+KC|UccXHleijCSV87_dEXY@`qi0Z4E}E7 zL?xYC`-rW33D2yIiTLkxMOfWdMgqvS9?Z3jw#YpQUDlra*>HB)j)MCD3_!q(gT1Y; z*QSxO3uiz#=ZMkmdk@nhVW^9jg1J3-TcKTB6Cm^mVtCr?Lhpu&_|kgscgHv!9jz9J zg*vSf#z1{>C%?{&^I#D(Fnc-2a8WzUJ9bQ)tl-i^If;Y@O02SYZd(TQ9=G5Y+n~vZ zNF7!6>e?d+QC?eVR%tH003&e#0yhzNyt)pG$CqDMGrmA@v%gpSBSiAKV-mnshlgCL z-GP3kg^fjbZEmE{lZlb2M=+9!#rmjz*B1wzs!CBkSn{>%6`*@v5AA&+kQ>b?G@4@Or0e_BhWurb*v^?z5K)2I6sc%|^GwX{J zsq?(UB+Fvq3!tWf-d8oa&}-#Ve0M?sOtCcf=2Nu_!l{kIFzxVTwZCa1pun~>M{`Vs*zAnAk8dD z(ZPo=E1M9;ZJjqIY}jDNNCm&^(&sI?F|@N!ggB{ZTnH)o3BLN1yU1PJVT#9}2wh3w zv&ZIXqo?h*g^|iL(D6p@>%D@T{Uq!P+Am{6C0X+#SEMOn66MQ57Ziat4UdOh4y5I15oYVZ63Hm>U?e$1?S8|qGm%_(t}-!i!m?CH-?DN1*^8(- zjK&3e81|+We5J+CrH(#X@^lVS!I=~{YAtlyzw*!~6zgqtmBi;J34Eqw?-YA;cx<%n zVuMiqHoRbNA1Fl&lYO!F?0idoD?GgPYXPD>I-06ewQkSx5!&hzfbosTK_e4~b*7X* zkuekHMwnY492ZoJD>CLhMMs6YhvMvK8W#3KNZmrs0cWsV8y937-45Y&HI!54{Ose6 z80I`wUFQ5!_TOM=AKZtOOp-M1=mW@~E#qIP=l{^1oZ}TC)K!G|C2of82VmMfolQyV0E@Y_+vt zY)VK0p}|aEYgyF_Frows-S`-b#bQn)V^+=~cw|ngb5E`&aC%|*H-^z^pT3*!!a`4Q zDH)ki-U6m%a}VVp~}j_26|PXv{W?QG*c+|Sr*YO@g*|b&GuK42RRjV zypM1$wz9gfiIz%F9N1JBC$Hjwa(-{TZJ1taH{`Qn7um8=0M$o_hBZtHX-BTMqi{hA znxQ8f?ikTSgtB45RI}G|H~!IwY$#Wvj+SG2z*Ay6O=aK;(Q=seK@KqKfva-4Z32Sz zdxDY!SWMVfXPX z4~&<;>4iik-o*NiL(TgSFJoczIt+e{_y@wrT={zn>YQ4^XhJk5f`?w@GYV)pfzmwic%9nz zRfM%jd{E!|TI=t)nsG;>p@Tnn(Os=v4#El-7(b62f{9wvePLrBt5SunYF`kmcZ~K% z>GiL|XhnueF$P^wT2#`87**u4RMu-F`uh-zk}Bm{N(L|on( zW{T(KjLv1tcuJ_V9YQj0c%+~BJ^y*4eL^iLnV|+6)H zfxGDosUD^q0kHYX+4)K%Q=`sKEv=Vq;LY#q>ed^)M>_BUGF@X?$Q<=g_7R>t}3;Tj;l zq0lAlH+VIcNW!^3CMx+ek?>LruV+{DWS5}IzrAS7O=qW(`(m{pLtUn@nAnvTY~5+& zXmbR-E+%KEWX%+W^SJDGkQVF&;NjDAqVQBQp7yH9!)epdLiFIAS2{QwB3w;y)3(2Y z4ui7ZbkIYhsQu0vVUc-H1LbA%Akaup-TPk|)>$8zou6mfP(K09p>!npRNhJja1Z?< z{b2H1K@EW)bOLFlHPQuy%5a$Gvk9@z^fWlw!(MaS-o$Ux=oEgh9z29SZ?bQOHue>gMSeEhAC*{A|91v8?pYBk!y|d(dxl60{qDSJVi5^W<8%*<`)< z@{&Tt&}Z(-j>sQSfLX&^^ZDJMK2`Vt2RvI?;=Q`uJm^>?{wJ`@)OJ5BeCQy8z?@uiCI8#7%WdiO8!e0*Ni=eJyocwfs zQW|l8C;h)^=l=rD?-F4?>cf04AGA`EhIPH^+)McWF##cu?ft)ePri{#f6z&HnTvXU zhAP~;J$|b9`P+fop=ZN1cwC1|tf2LjfL8!}I}F8uI6;!;_7Q3SsI^t==wZj?LD$1h z@u_6xvuOonW`{H7$+%N~BYSrxtz`TCPYjYhc}gSwUpGriZ|1Z$vdMd0SGuIB_CFQE zN~p1|z3Ctbac8FR_-*KH8Yw>%N&{eVe>213Xln+v6aS>sRPQX$AM-tnFj_{%g@K7Z z2F1EmeWY_=EwlSEaH9bW0R6r0k{qysvz7Pd=b-p-h{-;c3#=cTCLU$7E(kR_B#-KL zs#T-fQ1_nQ2x^D0fM91uULb%xU`49YSJqYjHGt4NH>q0qw|J%?i9ACpuL~$$j!l-M zu&9D92w#N#uaBXw8!W*}JM@(o=V{o9K}1O%cxbQ-GVnK)d;PNV8=nJT+R;m!+z6^! z`8NhYhSQ;n2hJI^tigVo(nt$G0VX&{&H?C8 zc{`!JEAraz`ijHvGkNBGb*j?61lf<|a3I=ZcJ#|*9) zVwCg55>HMfQ2F4a7+zMPnvS;Iz!fMNf_N#!z650*k4Yqt`vFTi`(4*h;jXfqToTuQ zyGXQlXaC}pzSuv;4@$k~qix%vWD!?BJ>Ba>)y++H^^DKzhByiNh8!JJlLe96+cEEa zrm$+urER3MITi4G8|7ld7VH*VdnmMmk?g`o-7AZIh^VVZwXiQKANe;u_(MNnD;3}2{lRJ(3bF0q}Yg1 zgdkYf%XYZIk5@uuZBh`$G*Bts*fN2YE^ zW7G+H*K@6I+zLi@{>2OrA{P>dQr`dJ*0CRt@5dD;{kpplK;kn{^C#y8s(?aoxi42J z2HhI07{nnZjNJ2?isZi7vzIyzJuRvxm1Z-u+Mbc^7Ix6PD0V=V#>{}s({Df(Bx&0T zHOzEHJak1U5749}jAXYzl2Y%)PkNojCE+(_=nw5$hz-_e%sA!9I(j~)N2l8_56_Vy zxC;4y_IcjY@lI-mMHfn-@()H~`q(~L162t^!hlYEolU{#J?&C>y)PP5?~ivvd`?rZ zy*GBRZ(!nX|Hz(g&%EJ`EDepcuw)n3NO=lvZ8?+_MiI%cCp^cfCH4DaGVe_|dYZOB z{8()v%ns;M^;??k6Gx_>jaz-nT>g>d!>*T6U;JXE_Fn}&kJuXavcmFjN$psvujRE! zN%O%04pUWbJilvRra4%F;??B`r##-w1NaLdRPtD9g3a|Uts!A?oC032_m#PJ13#q^ z&j_O685L)->T@MPud-6Gxw6rQMrfCtfq^tV*7GfOdPX25qJT~A+>|0Knz|)TWn_Q| zZK7`KnY7{tEEKn2dg2*559ix*rzLiCwi{DT-Go`sFQ7V^_W`r?4p-O~5IEr+svE|O z_N8Bt07(`oVU0x}HUbrUaYuq(y2%^TjRzVF5-EK?)%jOcQXtiEY8v6uW7)r6wG2Ga zd@e%551S_^Z14yc1?Uj&X_E%g!j7nsG&ID50)^p0SbM)*v#Tb-71-cHbl3s=ycL3_ zhVk#6nXd4)Q=tE`Q#)1=vBe~OT!%*&up@xBq89mlg80Imk69!0_rv$$n?`?P z8`Q$g3?bI#QufRq7YPG;M>$lju!4gvA6oo%IymDbc4AHcukvm@io_y$HpF6m@q}q_ z8ap2@r-SvnS}&SATaT?X(K`Az8Z)Ij9~bvv7d17#GUl zZnNy@_lY=K95kUA7^Uk#2q{wnP%!rM7aZmKEJx&RPtrDT zcq*xS(yKD2L`JhkbLE)$T$0^V6^q(eF%kuk=rM&^=X1lEe@yOXDWl;kd@1Vq&>7JWYz1sXi2r;>MO!aqnkSjzxNKLFA+i~z&shkT6C=mT%8iGCh; zi7r&q1*qzaf2t~Z;T%IY?5g{#vkcza0^vN2k*AfqkC@XjmL3nKPwO>=}CQmAJ%D_r7LeujrBU?`(J~u zO`qw~)Hol!JQx6@chY}q4OvvT`d$myj<7Q5hI&9Wg3(X+MEJK6q+YcBu?Ja|@JCoj zYkWZ9IpPGD3^Nqmtnh7SP$miMD{hCK4vZ1+^P>b&>px?E z;xbq5y-8uYt~}Qr7hL#1@17=f{v|vaGaA6ZT8LL<0{a)ht}tkqJy^I$i>l~V6+TB_ z$tA_-GP8?A50pxV5+b{Vln;B>)}^d9F+#4BdfCBT)iFnr=@6M z1^w~Co45arW!rXyLPx*fvJpU$r4%qq4@S(UkYdXGh&b|Q$!*iSfE3ttyn_y$MiVu8 zfS@yPaK})^lSL&r9ekvY0IJlFah7PT3ncWgkjJTEDXE(DqWB;{3e)^S8zCnahw!!r zze3{lkh?tN9i9~YnN|gdMSGw%S5fwj-l@t2p^osa$3z~BI0_{%YWfz%Fc27qeCcAy z0uxMme3{OCzf#Wv{8V}lw@(D?{j z%zVT20RVz%dNWk9H=@W}T5`cK-Nuo|eShbe6c!x0Mst0VCASe|&_(xcJYz8feo7S% zA&Q{@GEku#Zdl@0szsoEq5ov2=UFo%N-*CWa7m7v&5q@S_4i9Kan+|tqR|AbJpuRr z8Zo2RYZcwWmS+DNJya`r;b6ijYdOKO1hs)zUUG9&pJ3_}W6xoCBrGv5OrdAX?$M%2fQ@`8L>4usTVCCQ$3Wk90~> zupeXA$vEy{38rAUo7rrEu#%+LsO>j`Z>V;%dPig=!~$d2;Lhz)NeJ}+7ia$mbxU$W z$Ed}6f|8QUu@&2`*Y9N2NpS!csF-_6rSG$`>y@dd-+i+*{M0V)ukrO!o#V#si2luy z?1Wq2xTc6D%t0+I_<1qk8wW|nb4JXtGZxg(En&!2E{V-d;WF~01;$~>cc2- z8uus?F@;y79K~0oP8+?i8~MvToF$^u%=6minhtj|2pokxMK6 zS|q#bM!*3S7!JSOLVY~8;K%|LgS6*~81F>EHo4y>kO12`fcmFD3(iZ9!4X4oVKL#@Y`oR+&F$8B^S};m@)hms zxKGZG&+8bS#mX7JlU9UaIWm=BFNt%Jzjc2fV#E%_rCIoTbTvPZySm)UXbj;OpnjmK zvSU%MVR!uTq6^nxtQAf!lMm5=36lUNCz#sxAg9z~)ov5S(d)lr75U5(c~!FM3zt15 z>|xTxsGOi`kg$n~WC;B^!07CSK(#5_pzb$+E(x@^Q2FVL^_NekOXYn(V~;e21hBP0 zRD8X%QY;cbTKHK(O4T*KDae~h?aK4A#k}OzO6=g4-P9)xnDxG)dZA7lh?Euy+%zjl zrv4)DyNpfyn_%kl>GnW`(rCJ$QIjrqBk5IbA?U-?|#(H-qJQdYwLb&Wg2?7o8F@YDWAX)d3L2#dxy}=4D z_Cm18JNCQV-l4d|OQxbCX!u+7+V?4RMmnfs2ueBBwY27N>xtVO?iaMOcef$a3FiQ| zBQdD|l}0)m#y%-f(%b}woA{bzXu~`nG7L8d7lThAB%*~TEaqW?0kQ?E=$G!2emXz4 zp(3T9sQ4p8$bf`gZ~SUG?_DGlG74(mJdrWloctAKJq~3D7%eo~Q;&Go^;DKd=QsU$ z$2EbhWAu2%tD!zgD2-kdQR%%Xv`JN^_gPTFh=nh_itPq+=u9eOEY5|>?x?>z8x1eD zG|T;CIN0ln7Nm=%C7;i3`%0&3w*{zEQ3~F-U6%?o8_StFb;(c2=oE65U;iN)ig(nB zwg>4Ka-gYba9ssz}GqpS~-&4dbi?!A~!441><7Kv+hBS(Xswc@f)4hMEq_ zdU2STPIYL%z11+xYx{~%1~K;07sllTNjw~v&8Cs_)fJ|o^h?8a@r^wt34D;{A@FKV zVmJu_LEf+Un)!Y@);|LNVf?j}p7dIO&D@NdItw#|*KjTlxH98N^~E?VSC)S?yP&|P z^gHhYY6%NR__Hwzd$YwldyZm_R5H}m3md!LSk(&uI?+g6#ydy3oe{m_y6%XgtpNAK z^6Xni!@f9g3qZiup9c@X0RlV&Iuk3-A#AY8&93t13WBEvTO)1Lr#7XEQ)2V-cJ~); zRFzfvf0}C~n-S04Kg0|!i0}>F70?Oc<8O!&vBuhKg`pOJ8IV+jAK`1$!_D7h{c4TJR?OGB_TNl^0J@L!V^nR9xhPaNfWU8EvJP7SgRmdJ(-D9Bi+ z>WHX@MVs`8k(pm*NkLCY;}NkGq7D0 z7*gcO@fld6G)AVIMP6mT`ph0{tx(Db&3UQA<0|?K0mjIPwzaV2$;$;6PYF%yBolda zg@8Q5p>|b=C*5w$kos&kZb)L$sDueC3u5pk_L-ff^`HgOs`@bVEH^=eUYT62s8oqu z=C{CBJM{E6V$PZmRZp69ImlxAO>6(x!w5iDNAT-`4_TIj<8o6js-3InSB0qKLVNr+ zymX<}F@v8UDRDC!;8{g!ay_nY4D{oO>9LT$$cnSOaeBOq@ZLcDX?e8s^*O$w{5xXg zmy__=CHdPxScW|sXx{|1RS0#7O-cfvY_b97-!=C{-dbY4=a0?I02XhxUd&hGc+P$6 zET)w&#wuiy{=$WbxYOmI?7d!X4~c4($IH#yIw;!yEh#d7yZCxsh5HA*i{jyu>bv%3 zt=$opzBaz={R)l-+nw!G*$$6zUxYWLEjxvy50r~}1!8(vBx2$ah%dOl3!MURG|4bk zTaje|?du+QfLD295d^_;&pPZ4`G@w0=mDP#iZ$N|yyPuI_A4XZZ3^nya-WGX>m?Uc zDkkk{h{zUO7IA!5XCLI97Q#5#QCu-FSG3tN>G!gM6SbgxAOE0sV@%sJ367LP(ed3Z zONK7Dn3UoQ7-uJ*e7|!v!N}!Ae?SSr$C4pFCMyriJz66vTJ~Z8c7tJ!GS=$J;%srd z+{&QzvSgiTVB#w;R#+I}2^%?LW!*^3zu>|2Y=(3#@3$4f|6pLpOAZ6Da-5O zVoo(BBR=cBUk|sI-$hi1BZzufxFY1p89PYr$n+d6sX3;l<@>ui#{NYo=?mHPq*Z_%Z8DnKhu>i25!H6CG5+sG}QiU$n{|7 zBizIR{_kD@4>OD(|69=gR|rC=*lr~jcvPK>clO2*K6eX>=%sJG3P{iQsGE_OR(NNN z5m!IVjtKlgrHpzR1r;TI?apbxpRfCgAF=GcOn5gD^$QqqR&TU3Xc$O*(g7zkcn!2} zK#Df=61%;`xxP}vAI)BiK2gW@qdJPLD8W?1E|lZ%m^3b!Ds7{h)Og*EOK_$k;EE|0~ymAidSTQSdUf2+ z7+*5IHj%&^puU#gC)QylxWI^Ws(@RRCjZIY=bXA=XnuCZcj>}p4GJ>T*)ifYo2<7% zBjy%O60*Y2q1=qd&(GRXVegMq&?brmD`JPC1`Ekd3<} z4RDe49MpDO{EeiF1DWim!iD03qEL=^&0F<|JyyLzm!YBkjCcn*yWEA;_@1#6Cz7`U zy^-2&D(utdnS}c;RZ}+M+gXTXF}zw;`|=eHmTRb%w$ zF{Cq1lxhs+)E*s&ZBq>8uvj34$*ok91+M$F`V{B+?P&TZkb;Ybp+1cFU_(dmkfUjGp?h)*}DiP!A7+?5?*`q>tcLg&8XZI9dOPfm#7FI! zPp zf6rl6YAGtrKau;)496WtL3?QBUYs}QzeBDfFip{#*314bEge}L zHB_m0^@L<1zca{%6Ih1Zr&)X$x3FQA;})OMc84fvYg4?{o540KWR}L_f4k&Gs#HO0 zvsox48c&>rr^t@(t(0oBJdQ*)gfQe?`$}t2rIi@7Y8NP6CFoBU>=DOj8HiEnUC4=KHq@lOH#9u2EbVeGNc6;&34H5V2 z>ECe;4A@61@!7v}{$C;J3YY>^^E6Hx*OJ!x9}$Sd;+!{T(Zy6KkB>}U9TTaAYv3Cd zin$W*!Q7H(L?`V>S+0Ll&qpGMUXl*scU*m0bM5t%Le5FjhzS1TmOK@{-(M9zWAa)b zGEN`KCTS={&#~lalwERB?jYjOX~9->>QMSzEkp5oR8XHoU>TJPsgAG|lq6sUZCmgp z7WUl+In=jgJHxTPgj?C-=q~tpxV9RrGG2GRL6Pu^YWsE@F5-735iyYqXaD@l90?9+ zs-iNUIb<-c&ddOzGn8X+39gql)A39%$HB{89qqGT3Qf2WV)cl8z*=ba%&4w>9yJqN zKjW7D9kew&i!<{Qx0IYp!vBK#GJ0a5AmBs9pSXsRX}|G`%-!!6!6eC!vB{y#V`?%R zt$0Cp7h$SnqngzuHfe-*D${tMeDs-}Q%UGu&t79x^OQ~rxpq+9l&G=KPkmGbC@nLC zRAtDZcRiFXKeBH~GpP34)xUF)ciN<-PR}q4#}#YSp1b*YjktL)tDEjA4!!_d7F%>| zZMShnrYfqq(R`o~S~khN;@mM&zxFGbjY-~Z9qIqQ@M#KoVle*sIHT;l#T!Cut6$Nx z;KdIc9|6N_<4pV6fqo{3w>?>KIXg0ah9j0z%KqKXXy)1?=3KrL&C-HK#oI6OGHfQh98qpekWY@~IY5k&uOU0|)?VfuD!71h2dL0I5vi2Z;bc%x(S3_IOEz=i%Gie_833+!W0gsiwH{boa&uE%5!B9IrLRoO^@o8g+^7VuZgTo3?x29FUro$g|CdF zm06MN+Bf-_+;ecp=2=))L=h$RT8-EHnA7Jq+9hRLV%GF{#r`HT4~-fR%cDP)K;veL z6+BwdV*K>fBj%kUbG zFsH0iYu&`)qpIJ6!45!(#~b7H%1R5v<|;y&)L)yX-&qu`;fm{MgX%1=%XQEsV6zln zp=Bf6@yJZ5QiaBSCUSy3QT%vDU}TuGeNq&Dvt@1#msogdSFkNN6Rl#Ztr(RYC}plL zIM#17HU8+&da&Huq@G0Z;l(EtIg0*~3Nr>Q19{Y-fvwM~3ZRV(v1$=9IbTs>>eRrL zWulx_Qew?1j!U*N9@E-66bJsKuFM~+^fdVd3#N`U%Z>_?OnuwB*?26oF~6dIxr|91;=9AA zfc0LN*}4{1bmE=4{%AQns9%Dw(^9v%<7${H{}mm@cI~r4pZkp$rF-ca+4{^Xnunx$ z2%%~d1Xx-K58qixQAFIX6Q=)iAELc~1fJHZ+yQhFRWOt8s`rn6iYHd7(wxV+_+gnJ z@jWQB{|(%dOhi=Ds@MYTbJN=Em)u)LeQX5^6h=%v!zE^lNF~{=0)A%Q5_qj5IL5;_Hv};|EI^8vd`pwrnI>i$&`9eK zv|_yP5rb=B#~2vKNQh?d73zLfjidKWWgN*T{SfL>C)0EXk?r@YxH0VXA1)#KnL|1c zOxxVSr%b_rYGC@t$qJ(uA+qb>XCmorwbZ)sIm?o{LI}p7qKKsIjpu`ns2?Vwoh5nn zk{A1T&t^9lMQUe%V_u3}6p(+?30HG5@S9-OoUuuhPTLEfYY)uI-0{w!uvx}7TT(YD z^(*;?4$+}OS4;|~|Ga4%no?||#2%kv7b+*lOGGZc(Q@Gdp!f}*23%Hr*+T&(5xm}K z#vV9L&iL0AR-kJ(mw2ecugMFVRqJJkNrv3ohu%ITR8nlefBKcZ0J-MdYG>hdY5E`a zh8PqaMA%jR?JtC?*=f0}qCzxRf^R%w#e*qgT=~2wioYFx{9VM`Hp$GY>}Ewccf;SQ zrBRuVY`R(#&8S?SFIKtLW<<P! zp`MYA50W2QGwm8gJsqh&D`NV#Q5;sxtONS54U#pquwTD^`eCg$vthe$#9k}%QymELg<1%60*dH7PZEf=xTW(dpyRq3ctw718k zE|Z?5TT&kJl+q416zvpF05(Kf7)~YAImlPVIMF4%A#7o`S(XAzye8&X02&2LRV1`JY*FBWs@SED4@FWj!zuZv&-6a zwOyVSt~|faIXF~(nzyIuw#$;;UMfCD-2SHDfey`Ob{CQRGU;BTYshrM-v@~5!#Qt1 zVE^>EWV^4!t^Gv*|Fm6VcELquRL)eo)=f`a0%r6&&w2>Q$2pt>0;0s5oXk%Oc&}(^ zwq>1KLyT^df9^Wv`9)PTg{-t#IEc#D=YQ*ZVlxO!-_5H??>MRUa_uekSb3b>rV*3u z54`W?K3ns3+)^;~BG$mNP5sKX&VK;NC;ZS*l%dx@I5v}#vsJUzR&{(-cQ8&((DXIx1XWTn{RX1q4T2Mdw;)ZR;IYdBlaPwyf5D$Wf-TQ7R?0ByI%gmi6=kIP_KaD)_dkhWWilLErZ;UF_z&jb7em(2aI)6*S^d#^Onf@ ze6T006H;wRoQ~f)&iNi$mlBm3=I40IL5z%19_6mPJ{9qAq$-l_u%|dSTQz>QgGk&@ ziA~{1F6JBAHHysB+4%wq(O?BqglOyx6XZ~_<~#)^edR#{5h(Md1VgOG_l;3o;hUDK zhjGm$cA|P<_^1_+)h#a>TEjO>rA%O-2}%6|_Eg0O`ts*=jkaN3ZmzePAZDc)Y|ETd z3qG>gA8ukqrF?;EsN?Fm;5NH*WfmGO8P~oQ=#C5w;>rEwYu8GOOl32(S{5<84&u!$ zNo_f)gFAzB*k&k3YZ2xp&0D{a%9ywOG6%3IgJobbFQlTWXClWGYc2mmouo)iioX-F zvD3J$r_>`NUCgR(I{sP7O){Co!m$FR&6}*FcRlNOhamle0N8eZ+W4a-StijeGQ~{$ z%RW`d$V+K`t6jX`2`)CwSK`1{6GL^#IQAQ?qk8tiMdNtc!%&pfZp7)Ue|} zXI{K@k8*FWY8J~1QjMCMl_n2KqlYW$D_T1E;7M!P!`lg$^LviA`MA?H*m_T10D_h7 z=5E_w5BY%OF~_w8SNc`Y@#QPt?ek_w{RtKQ`LjRxlH=*uokMx|tD5aR0r7vJH`4O!jzL#i!tfwV>`(h?WlqU@eAmIRb(y0-@mY;i<`nQbpH%$k)1Jwi(MSmX z>efttVo&kgV(`vHsD{ow-_Wd+l5ZVHREjs`gas1{zVL$W*XYD$42Nm&)hJVGgVL+* z!WTL{DbTZX42}J4dr1Y5!K04rv6XOF%?gy1QGtkz80<7A2*nJEU_Lq`O(V5tjTO-}9dL{Ljq! zW?-ISVFvc$ey;0R*L|;=7}Tg*%kW^8366Mlo3OEOI`+6GdOvRZ0pdIyqg5!Sm)FK; z!iXtL_-L4Em=~0)(GdSu;CRp-eLXb)qg7Iyf^?3+pt?LN3%B?(cXj^Lgberxqt@Ox ztZTi3rfPo>5RTaAp2hsV*%w4;RB@=W0-GROUR^FI0{vVc8nO z>m4{12g;&$LOaQC@O|rVonIhrrvJP4@5Yb-#cv7Hs;MNdCBbSzWMrTiUD>y}Y9ff<#YQhc=b!@M!qJvs@0*_HG} z-^cdRfqdFy@3vWsw%Gzek)B{hJ#=B};}fkXzS@9|Ol(+?l5HOqAN$uI zuG}0ofSAX`0zSvKM)b}49;2=U0*jC&7KO>rLSQ5F>7VwCxVC6M7`dT*)iDsTK`47} zA@S(4R&KlDcVe$EZ!n}BJxAz2t_zWT`&nEOqvda~zf>7C(8!<)XLm7i$q18;NmErh zUK?-~(x@_S$X20yVy7$cC9Oh5^!KYO{d=-m(00lP^gO~VXh;d6h{{PV<8MZpIlG9O zuE-A8?Q*RX3c4-LvN7)@!J!JrslnZsJ){YRXyS|A$8 zCn<#!Hb#z^n@!OKy5Cd1M;}Y|oC(`iRRF_lRFrcBN%F$h*+R=yHEUGU;4}x2oo04_ ztSUc_=*xy<-_16@GbgEZE8WDz3R$X5LdO;1^GQ}_IXoF)mje7AZ<9}o5HS_D{BM*! z>~*wc2k|-sI^iE=q0{~qV%f4UNuwa<{CYGZ0+Y)@d*8-mi;#?ELQ;xS#c>;l-n;y>h@kwkNu&ik;+3^4|M>aA5bpLabZ@v9| zf9}oK)9%FN+tIA)>W2-~b%dq2-Gj5lRqy@?5f}4Ol8o)UO2K^4!W915`Rh(_`q)a%;&0K@9^_@@uP3)CA+wLDIZ1Y74dWE zX^!=a+aj!sIJ%P_^FD^ZRZv+W9h+3e2kF}Dsw=ZaOQjdD0`OK5Q&(NSR3JVH6{vM(L6TlfwY2@!X9Sg6UEm5l+snqHU+ zpKyJDrK=`|=xdp4`%j{yUDv-PKH_+cYhwKPAeNV4X12+`LO*40U%Ad~6Yxd=2x49V zS`;yv3UC`omw><^=xTVP^8_XO(mp^5gSk~>XH?u+ro{Sajty@84jnRx zt&O5y(T!+OY`*FrykStqU!y-rh%}K=aZDU-b!saw>Yp;_{b0y_RG*Gl>fR)6W1(XK z(;_uqKwg-%%j`DFqj@q$jfgGlUx%MmZ4Xa3uZc|feT_a^L!_=4C%#A1XE|FRwyL4C zAQ`D;F8&d7S^N|V{+@-kneXu_fH6mig{}9=bUqQ2GFP2dxH>pK6@51d(D4Di=BYNO z-!hYvioZ+Fh(9f^H@+XTniJLh^tyAx-Ez`Zw_FFhJyM~mK2$bd1F>cg>qih6HCafE z@P6pK+4fU)0!^FxLeD4*J!6W`PN`~KE{pr_KTQ3#>p#=%jLX^LIkzn^E4A54^aE{ zX^7pd&>;Cy)0yun)jxDe?~8FQ3}D|EOuC$R>%!6V^%aP*J2}A9vtDvqBsOezr2|&< ztmhRf;JKaNzh3BNqV`LH`vDgVzOxWi_itdMY>T&6z?5Z9JYqc z*TwEKtVA_|a__xmNc=c0#el=TLt^i>)Ykd``;SgUZxJ1bVBi&MKfeQuJSDQ;C< z+T3!n>peylv1Pk)E4g8Ie!#X{5yejJ$lditEl-BKj&S0?S5yq$%ec%nEwGi)zPKLQ zYcM_&3D~vwbUB`&_r=LtiRvm8ax}ExC)o{LNU2%s5l;q;Kq6IM8LxQnL`-1&**f~cX$6+pv41r~dOOi*);(2;kyG~!xV2C`UU3N#;kLb9> zHG3z*wrT#dZ(H9^MDcO3#Y^7WnQxS`=J?`6ykgTlzh|7~`KPgV0EamW;a~dUvz{s|2E_ z$;hVH@q~0Yr9EoOd{ZQSBG9s`J$da>2n^Y$TWFqNqk#|i-X#5%mP>fEJUIo@CjU1M zIAz^>9e6n&n%K#Z>gw!a;NfiN26_#T8*`45B&C}pk6)Xieg-76h_rt!}YZ!7?FNn50u5DSxlDA%(WRFYnh?}s9} zUH*12sXiaPc@1@Y^U@i-p)m8&jx{3{_k6OrMl4Mz9>YDlU&D>jIutLCyHg8)+5K3& zp0ETfj`)B(IH&28q76~D;!4`s5q$=K?63? zGTkxcwxwFEtO?>bQpkij6|&%om3P-wGztaF8Q}O)FhnJ#SiG#9uzLxP2K(>H(^dHH z5^WLdDZ@B;r|mYQTnd%zaVFT#Crixl>W;v(LmM}|MGmh7@Y}r_a$F4^5k4t=-?(T3 zVu}$k;xB9WDyPp_@^HNe=Nh-k3?rF8vJLfXRD)3BHS!nk9ppt}eFcFJ-k<+1B2{Sg zszTRR#!T%Ng$5%6_T^A!+RXVh`S>8&P?~6yw&N9T&Y-s!drX6l>%XESx) zblLa0lAAjSqfYfCJx8w>k{7?Szu}{@3y|G@h5LaljYRrEV=ve_ISl^X)v6j*+FTbQ zpomMVD^o+yKKmA@6KX5S=C5^>%@qI$($r&=-Cs z@*$9bFEDVk^in)1l z44L@vEP&w(c-_+L@Up$b-*IuI`LLnf4~OBYK`M%NFMF--JB*sHbkecBEnhEK)pHlh zFkIl_QZ=U+Qha}DP#lo0U{pYAoP&W#OHWM7IQp&m;y6qR5A{%4)ItNaqt-7&nc`}z zz^4)0y?@o!uRT3d~D+B z3JYI~N{&pJgn(r;Ex%@eUuy(#ddGG@N~Y|!Qz)&1ik8dcgo03!fv}PeZF~mGB(uk%IQSp?;Ozl z)%zeq{AqQhuQZ5bS~Ns~kcl!$Vu&|K2o!G>D#4S~XjiPYrb(DVZ|3r}Ft#Y8VL;=*h|i)JugWmua0yM*QY)p=D@{t7Un4 zq`iPW*ew#4BO*MaZ1PcYchTK~m>8VlSUH-(d8ELCTC4abP{MUi-D0u0@k&brlnsZm z+C?jx4f|fjW0|r2{+;D=>#}y)$-2cp1auh%6Dky^JYg!93Ojwh#K+iYtah3t_Ql2R zdLp*1MnxiXu!mNkpO0t$3*fM3! zc;G|H14%{eriH|PGIirVPq=Y+_XNLDz|~R1<%MUW)krd29Nrc9@Y1pArdC;5g^x#I zB=c}?T(`_90k9}dpKE_96H|@BhVb*Y}?u*0jFmad@OQ8l)XO5k7yg%T{S*z zIoJy9=hgj>&Nn2fqzZZY>`^Yc;H@V0;3WiL3<}H$ln^j=v;P5igsR%<#%l6{`v{|l z<8uFNBe70`h`vS(Hvwv&vxD1R1oeiJT1$Vtz}tl;|C$BELN;^7?}}Ax+I9K}wlmc4 z2r>)`L{wX*V8!YZdA;+)+ncN2>Imd{h_9E$K0mehki*AI_tYbX{BO+~ztm+n@~sC= zO5$?qwcvb2ok(_V76x_5D0Un_DE{r@<)_pmM*!%5pQVi@*dph!ASQRydVIaBwd;LK z%>1=kUfHHBQIP}QP86(c!OUPC!DE~>8jr6phwp`bxm1&N)NIa#qDCR|3mU?7)yj1z z9;J%>-IjKBN^nzzr1IRS*aRB%Or6aa4+wYdj2ZBoJc?vouEpAt&ZkQNxu5iKC#R4s zA#cY;%Pj{W>GwXVi_NmLt+s%P$OuRRKrb`)sQjh0j_|U+rBGB9j6JWkHv6Jdg7(9= zyy!uNUjd|XqHkiKRA`)YLK(5-69%mQw%MGqXqTvT4Fx{nofL;fl590?+il)1ps5bM~4p|d0)E771zo|C3O>Qz@V z+&m^dF~kb>ztSp{oL!$t0~t?2q80hDJ)y0{c&u{D$g0jp{pF#^<=}U=N$=?Li)`EU z7te;&>8~H@Us5v$2Axu|X${7OW4UM-B;(0DgX6yMmQK>f zDPKf$bCcJecm+ZU$3OYPR{Nyxb<2Hp{I7pR62l3YdXe2n0hnL1k>Ko>U51|uWIp`! zcvvHXi&|%w+j{loh|wKD1(f(@Fm1Qi%dzLRx*-hX67B;3;!Z!d&7rvakP+CNj?Igu)!vDQ9Gl_lMTw`-A4A)o>MCMm=?EG`=b;A`IN8`%|`JxZPPttw%_*E2Ke-&Y}=zn-?x?x%>5cP$h&(>r& zH?F14eICtWUSg2svQ3`uIWp??QfJ#+CLuqIjEHRU;Vw88+RC4Uy+->R*}8JFH}bzG z{6ah+P97eK17T=#Fx5;qC(n_*kP@OCdd6s#9Bp)kBnzOKmy;Xx9Eb{XPg}XVxPSn; z9+CxJ-`+W+5akQQ4Hmdtw9^#_n$)Yi3rs*eI&JJ%8W9|ic>x=NA*!tmuA54Pq`!Qy zDpU9!i?kreXn-m)WK%0k^wlLq>F)UzRB=BLPAj0Nw;4{ig)snqG8QHfg(@f$w zFPfB%+`N$(4wRUPH0|UzRLxL~I`aPTBwLr^^T=oF#ah+_?lr)-C*3;B8GlYQ%=6Lj zYcb-l#>-dTZBn9wCM5lswEV+_U&Q??8PRf=R6NB58{+ zsencLNBlI`v@sT{NUO_9$(c9It^cCKwcT_e!`z~+QdKjL&@28d`oOoM1#W(_sB>Z8 zcwPCQ=44PyhH{2gKx=)ltF_;@Dcg2&m8=Yhl_&go`{c>yky^HR-_hMF^|)2t_95@2 zwyy2mL4t><+4yzsW^zKBucGsK_{Htm(JgV%kyjsl8c2`ArXI0+FSN6%*oC)Tnf{(GPeXqWpOj7MHRoN zfZNHe?G3XXJ>l+p4S=)x*H3RlF5pSrtx)}iMmNh&b(WCIGM14s zg*r>Gh{)c{@<2=84^E&*I0vU#+}lbCa9hKId{O~5s4<^0jyq3)$aTqnRPSP^OiLZ8 zt?$R#^=Jau=~*^2jzq2+aXF`CY*jLXQ!u%$t(Kjy`dgbD|2kPVKF~g#tk26q>tfzl zgg4k(W=B$IU#_Pnp8y(ZB6)qO>CfigbLkMU7^T>>RdN=%*OT7gK;U|p=(>52(IC@m zPF*?0DoGY=8Q20mAl+6@dn}qjRTbt01cjMka2Fe!`0?>GvFkNw+3TiRez6YuKoW7S z_EI|-Z)6hTGQkIb9F`8(*qNC1bc@ocwe$wc-|;5;Ea-kXYTyk^5SD6I#=EkV$ElbU za;riGf=xfJRK_>w)>Ug%$H3qth*fpGA_hfYkLN_Rz)_071`zn!8qIk3Q69LnN6ODLi{7%js!iag!my zkE5FITjj+qy-C~pW0BM1fjD~+NW)ET`oG}f3c&Kt-oh{qeWP$;FkqBbfZR88ZGj>{ z(|qgA6=s~44*}YGdWIwaHjsu&QYiHVfx|)oDnqM^@6dFp`}Y%@N*H#&zt2!VP!;=d z4}SIo^-=as)-r88LBN{n1NN6!$0y=nXB*j)D<%~;sSorq3oN#9rAHShwG>VDluZ98 z6!IYCHn{xN@9GJP-`4%JzpETTO5OWw(PUQK)nC-qB;f>dy?)Fmwi4(9ESInOVz5fAeaYbETk*tLY83KFiUe*)G5G zy9LhFT>tBo){5_o3cx>;qpvxLn#^k$AR*hgl@|{mEWAdD7HXCa)Iufjwdejq|H1rJwX@lm*)RqRV!fK2bXPtsAV7!0qu|K#t-VAMur_+! zW6`HrSXH99X&v`6Xgo^EX-0Tem0{e1##;p0K%~abgse={$A)MM=e)|li+Acn&tV>m*QXhrva{P~=-v}o*U@zIQ*fvp<|Oz6;4*u17$fm#qOHU)Tlk!t{L zkw(-`D=Ma>c(q|kk6Ot=vh_^96D8)cl=DZqYO?^*8vq^Z_RtLt`)@TzXB_2DR2_3_ zlqqC;KCT|?bWR-=# z#cRmY$Udk8n%r%^n*GEQ*po_`ob}-AZu}qG5BLLKXN#Vv01`S;YX7sh;C{ow&M6?| zaZ2C8z-Cg#{?=9{cXs2Xux;eNOAh6X1m}yMV?(@LwpWIl|DoFU!Oj*^X+rYB)b(}) zkkB6P1V%n)CR@T>?#i>g%7==-)AXukuLemzD6vX)1kuS2*<&L8u4Y~?d%58_w(P-< zkk0?$6D3(({z$g`TP^SPaer#$tL(;yM{Vbu6~}y%7s(IZa#yXn#8*O!WAP?)>e4G< z>bT_wZ^~t_d-TG>Eg?UjBwJbSYF~sbkgwVR#IXjCE_A@7LLO%xtq>Rmgg$GlOsijP z!3u53qi5N=FV+{?xn-~h&U$T%m)>~%QxoPkRn>NKUA9o;{i6M0vJW|hC5OCwM!i0} zUU)Uu>}Yc5^bmcisR5YEZ)EvmW1kQ6W*A2zfT*0Xnx=YYQerx|R=7u4p5^5a?VX}4 zc7b{Ja6G_7QU`0n0^UfYL^qJ<>vG{^t8`sY@Xd;psSOcy@j-ITD1H3;Xo^m}f04X(9 zPG-D*?M@*ff!5JK`pR?3h0Yi16Ar)YG1B>G=1{vsPU7~F{xruXS2}6MrT<1qxAQHp zo*|{1_7i~U0)hvsVe9QRP;Adq3$c$U#x(WotvNy#1ss+I2iv-sy!Ja@O8QO5E%+Z; z`~_9E@O=b1oN_DvAeZEz9dZ|gys0mO3RKHivorKWl4!G_1~;U0&C#4z-3DGxu=?$1 zdAcrMV#aN&L>Rm|xA zp{glgRfQ%z^hpq^BMZrE3>}h5A(TDcEZSZa75wSjhbD3Vcg3{4a31)2KrY$F3q8J?R0q{3u9Ilh(PugFW~ z&T{5w;{L2_kD%O>{h{rbj3)8AYi5I=59Q9~Pb#OycSqh6()#pq2t**`-VR3u3(osz9Rt-i^=jD_bd zQ=iyo0d-VYDkX^fkd%SYsQ5S-L9L80&Y+;I(M-t%5HeX&dS(82!hE|w6k!OFE5)@N zP7V3F#G*u~4ur1$X0y^OzNiEEUYfRn8V5Vr`tRin-%3+B zHE)+?23*wl4D^kr8@&ki5GQ_2TBAJ%F8Mn~Lz5A}ypPXp6#NWPI8(Q|_P|&DFaP*- z(fMi{!zY{*RGl@Poo!;av1v4}kWnzq#g30Ek^0K3XWF*Ry7ujE?Jh%m`-GL@AK!;h zHS;t_$nCzFCg+spYk2#xMy`~2wyi$E3u2VwTt1$Jv9ojHp-Mpa0@S`v{)0%9@bU1t z%LKOH8Q%MO!|!>Bb!jRV1r)V6HydT~hbta>rbk8AbB`Kg z+@G{=^RM4m92i#;oz`V~x*UX0zKhyQqq?#+6mkZsblu%{;F3JlIu_ zbZP)IT1Y|C#YxQ8T1>5Fy~*-fH-{Vt?A#?1~A-Z=5bGWOcn+}iF%n0S>2eRNUm1uwvL9u?bnMR)m4z1xiw_ltPu3#MG5j* zsnk}Z(u|1=K4Tnci_N8v|Ih+iXO}RF5-k7%Q(^NpK{4M!*n=xccZKoBN1(P zygy!Lx{7P}OUG&5^a!|*SaL}CG1iAln>HpRVIqP=^11pFAH&p2R58p~X;O~tmh zQ-LkG2#wdQX`P>AV^TKPJnDbV|7kzcP`vi>Ex)=@EJ`D4S++&`?p&4{oD1;bT>U;J z@tQr-`Hz4a)AL)wa}s^6=VPSmxJImyhRYD>g_!ddsv4EVKvR%m3gJSdD*=#Rd-P|Y z+7!`*7y1RK)dV6!oO{C!7I4gkk2% z8cD!>#n<*5DgZXGo-O-C_Zf=7fN`#qHeZL$as%>5n$C-0s^|J7a*6=ya^}45Y*6TN zjq@9c{c`Fw$Zz4?f}$7`mGd`(*jPWUgM`P zGpCIiw9c+gs+7pY6_c?oX0B6%!S+a6aSG?6%6MCL$@NlY__gj|QbQ%l-@Ei=y@g)_ zP&)|#qS9JQzP}1H$ZT*w6LDCm0!4wJ66@i`35F_kO0x|kCIolNuidmqPNx0RJP601 z)1d&6;I9M*gois#N=7RA#wjF#Re>lV6@5K&wZR^r1Pp%72u<{D7e5O3*?nVSlbW3V zJSYJO^963?dMUc@tCPX zPw=wZ!o?w~$Kzct{5az-Y*jZy9j|Dpb252@5C}N+Uk`W}96^I`^-> z5I$xZDc!k+1rO0X0XOdx)0Q#DFuMbTO4GH5bgkFQtEmj3F{HSSMsIoUNA#&9eq+7i zjYB`&TvypY`3chLgC}gtkBoNVIocAOq7RogU6`N$%l&$wXO=q&7d`qsd7R3W^$*>} z1nHnYI6P!v6UJUE4UngfJWR*gCMXk-;Q}*$P z^+K(qspV2W;-R2-E)tG+2AOhl*3cF%(j*!%N-E|f zY4i%Pf-*Y&o98pVD>6wOdUbXO8jd!#6MF~ES$D(KaN$D7`Z+Hej9&o~TAe=}m#ZcE zw94VgfItfJ_Wqd(3LI+kt%8FP{YK+2{-Uo>7wMRgeRA=~n$vdQ)2lHwjZ2Iq$UluI z@Ro42rVUyyr#=3p#OkK`E4hGse%!a-pccHSH+?4A=9x}SA>L&auucON5(NzJpGQ@@ zGv_Zc>%wp!!_zdXH<7%*m{ALGHQt5kf+$oms%$>%jI(KiL}XRp_v>8cKX#2{tSwL) zceZY%D)=$3Gpq@leHs1={jJUgMQEhpfE{{}JsCJ%X|L*0%}e}Ctc-Bz2kBgnDchmh zGLcjh=<9>F;MWU3pGZavd6}fh0rQV5Q9QkXiQVj${%{%8$FgZ(zE}eipAYxCn9Qtn z%bN8`28W?lUl3!dq=gkIQNZa!Rr5b<)^Lbm3U)t!_F@`~`^B%+w?zu*vj{3g@eRZ;=?`@N3^s%hNKBjc;&6-_1%#R=$u5eP!AAMkM4TY%x^; zCgDs-htkE3o{Qdx5tSQRuxH8Qn!v@i!5#v!PN**17ePyeu#vyxQR&M+^qI)Sc79$! zGhSX$lw7SGT_;0hNtdL!3qtT|+x~VEZ+Vr%=MdJxufpEd!HpU|I)+a}8A`)fOFSu? z+_cVQZSdmz+a-QxUE;+su@W}Q^OTrR;os7$`)9YJgEe61agl4xMW3hS1?orNkUUN- zee{ViZOC#?Q2|Se*%s8bv57jLQeBx{!78FM)K{sWTR?+5;5oN>6q8tL>|(U`X;5eA zdbMv%HA5(VO-M98)r-bNcjQrk`8U*`(%;`R6Gl^G6&N44-=!HLovFkB^%7>--;1Ht z2Tb8zjx?L`?;67deH!U*si*qQ)*NbCqVQjurY#QB9w>k8sZH!`;^ovJrt@=#KB9^X zHTIE~a$MZnz_HoO!X1I$<0VzMtBSy>j?r4v#01{q#%8X1cdztmoyK)%Jirjea;Qt9 zk?(lPOq~UhQPYDnb{56v)s;*DGT#4oqE=5^%<@GQ>oN$jek}#En{adyg%*-^a8{=7tgE%`KW>wD9JDU-UXyd9)67e6?PJhZa3krSc9 z+9O7Zq%g#_*coLLEVUTQFziHUv_OC%MZ6*cLw2>Wed&-8rf`-y!98Em*_wig7kA?Q z-wHuxY0U9a{FEv&CoNxa(FsltBY4Iq8RHQOI_VRrSO#>Cq%#Fluq1o|A|I)j>bAlY zx||&FzO%qs|~|20c+sgMM7iDAZX+@#F{2Fo`yei z)Bkx+BvLlUXDEN_yo%LXWt@2q?dg0@dNp3tLiP`=!Kaz`up~(J4aIMD*jvz=R%FkO ztp(9+Om+CUZ94QO$&ypywm@scnPMpIWoV+7a>YA{*w+It@(pDIaql1+gTS4}HfAKb zY=eSIeYq0eoymr6(;-xCL2{`m@4vGE779xwE#^H#L=0bu{%g4r{?Fwk`WvMF(I+br z6khX4LSElG?9++HGcgaFl=+IKU~BZL3lEo`6%@6v5X9Iz-Re8^j%- zBw~;ttxvU_(?KB34kN%Gr>{u~tdiE9QYzdT=8km=N$9wwQHU`FYWkwy>x6n0pb!c< zxunR&XRY@)Vu_vaa|31n(aP?Nl1A%3G>19C?h$Rfyd}4W4`qCMC49?nz`t8%dc9Mh z^7~$j3*#n4#ggSKOQ^DHAKnuK%F<%O#(*K8Epio@8kduU3n)xBc|3U>l9|y(Xi2I+ z*)zK9Fm>r}N**kP9+j{r`kSAkk0H|h!l`U?#iy->xGAL~ACfh~K9y9vhDw9Q5g|L? zqp&qN*j*fNpGnA`9Bi+s0~t0YmL7Ey%ZOJRIdKxFmV7=s$~@!2m=;!!XG`WℜFE z2Kq(qD!ZZ)u%2~N&d_A$2R}BH+oqgV8TtxN=Oyq}AJt61=yTRhqr_!&RO%;rlGJqm z&Z!Wt@`twr)4gAvkl@|vX1Lo;!D#a7flx`YVbrUX(?;>4HhP^3YbE?&T(b9Q-<9tR z=4*%31Vvx_A41ul-fGwu5pk)dpnPQh$3pvC|1f*lf?Mp3Ngs2eTQ^Eb(?{vkm>+=z zN`%CDdQ1y@XVQkJ7wi2KEc-Z}b~_0zIhCJi(6?V~*&=sy<*wH5p3OG4Wyjr#EBzs= z&BqTbAE+^he3*RfL91;bDZlk)*Ja9@&_FPgKbDp(KEj*~eF!M+EF>Rp%ivIo&ll&hA`6aA>^t$(1rDYI_7%|G&X66eW8Sp48`q~z zcus@f#f(>>AfnSNl}|C@&OZJv#}=5CdD@pdmXz8xSuo_6n>tV}q~JbSQzJ`QtMK}* zTHdRum&)zA=B`Fz1yY2oK5fd4btAt7!c>JV&8y?rg)DxwM|{7h3ivZ+pbx1y+dcv2 zG09d}qVS+p;EkO`h5KtG9PWwbo+W$o2InD>^5qt)(e$!`jO`+utfqAyZ5*(U6}} zwJ6)U2O+LBv^rdQ!zLr#9NkCcG(B8_Fx<=d9d0I0$A&#- zV-F#xJXm7cj=@B@|Im?8MuX6n7{t;~${3IYd6AnQW)Typ~xVBfNHC@(Mjgh$DQ<8*Ux6lrpC+e2Sv9XYf+XY~AlW#tbE z%kOoiii4QM@g2|c12#hm=0~M}7uvtN>VIFNwVzXliH&2q>pU??i27`hY_bj5*}}l0 z3(}<9pBH{d*tcOHlUa{*a(rS;CCsDj*ofNk0@zkW+wr(#yzpwxKjNx2JMeAY*FPB_ z#qlz9JSy$6onXAq_)*rGWKy(zaf0eZ;Trd{>hzjFkPG-H=e^{fRkmj$5|>$W!T{Ei zyeWLBsGEN$H*KUT=kSM}J@(}4VFvf6gFa9}fq)7-qdyRt zjCH>K0zwcl_I=)Uk*zc*oxRo3VWQ*^zI?gOy6Lr8Zr^f$ePET*`zx7F%*7=ANuL~P zn^0flfX-pSF^12e4A65;;8Ri#3r+Fg?;UpI`+(*-tD8Kln-#uZHF|nni1_&;1ZEN+ zY(DV8lTf|N{-c&+>EYo@c-h`3E1~B`8JiPGB}lW-P~}*Rn7_m0FHprO;DNO>TvTaH zr?Vt=OT{E~5nf~NjB#H8_4!rHluXj1=J`Au;$}v0h$wkSd$Z(@+wRaOwd_3A$qXyqbo`5UrL4)Swd60S*gncZ15oI4wf$`_e;9&bf@UQE& zVZ_ib*tDv#&$?KDnm?4rQj-g>UGklLK|9eqnsREhJ`)Ve`5H4l{+QI=YhEOIAAQmK zhO0`!#(2uI$@Vzqsy&BPu5zFOBve^&Pb$hC_eWL5&Yl1 z^n31SzSj4af%;Yc}j_r|<#6mu{GG#N0EOU=Rd}+b|k-ZsaQkabk9si`zGh zL6q>W3o((Hry`h*4EU<(22;dLlaoyamI8C(G{pG^E=vGMP~=hTayIwjj|Dr{Sb0l$ z&lgmu5B(YAe9njQBZ$UL%*ZezeBEMt0yj9v-dL}9?b6MkhmtjrIk{j~-}ptSGSyy( zZTVbhnYJBmtSMB8Z}3+#FhM3fxIH2E;CD=Vk6htHH?V})UF^?FbgSq+)0x+!L6-&> z*!!^aQ)WQbx-im9njugKjb(;gn(Miz$Is&GcZ9$+wX&mJRJlt~3EH!l*#@6o+6LWf zqo_k6nUJl84gNx=LLDoi;SaVGy4aIVZ_9RYdslootwf&cDK2Y#k7U^(wao}Wdgdh| z6cD-RT_Yyh?AcVH-mkOW3Dd}HDj;|g{BjxxTr&O1stN2S7m{PH!8x;`42G(uRU{67 zRqX+`Ai=k8zJ;RM^EquIM67twnv^~2qoxtb>FN{&1*szg{(_1Q2<)->iK}qR1)0Nk$l7USv(NEM;Co|^N7U@cwE>1zToGV6!)Ygat(cm z{|abqNXLieR=NJeFEgukIk%qoj=${@uQjf^J*xArB@bp9t2>hCBN^+HLRG$`X&jGH-tU8>+r4_{< z=l)So!9tbEkx{N@$&#HPw0Wx;*MXCqv4TqnCbB~pS4x*v52fzYNfNdMzm&#(lxmV# zu>RY{fC6q>x0F|%UYMJ}j44x(gmXt}RY|?ogK@f8lxKlmzYSK-d zz_jSw^GBgr<{k&M?&`JT7rzc4f+R8Vt}M9EQp{BLebux+ZXPAKEqvE;C#^w zM7nvpM??i(CPz_FYC&DY(m(|Z0qZ8~w)TLr_yATP`hD-*9aOa8`XO4_1*DLl+cBq= zMd->KB;jHm?+V~FvA`&x?ltPhP>Z>Ol+N7Id_;5%SgO58SQT5%NBLdCrBHP)T*lq4 zy&uKz;f1P$z6rjN%1`L4dA=sEc=HN9a_!|?bX_Rdk>@y_4OZ}+MUqwBh#j^Yp@K1_ z-hA$L)+BrA9|)gwt`K9SNzTho=3yuUf8@A#yR;F6X?X2UZTj-`Ak0`ky+t06VQpH_ zzR{zmNAcuU5w2q(cG|Q!)^}6(5i-*!p&5*CGjF6D{?K$4!;A`5Y798@q4K)sHyuBNv~l_%j`CB_4%T?AK4hTIeKP#fQoxY=!r5r@?T9D#@z~`pzwl6t^0igex9DoG;%?rj z0k~^uZMRU)*|yL;)5>dyFJ#Rf>j?X+;MG|aRXLvVWaii39K*`dSIG{bm&%Ehc^-%|1w_Iub46iAi#cZv9)oXYQcfR(pA_u+Zgcb2HBSN)^Gi|T0gynSJS@Iv@C_uu^p+a8f&z%vx;%QCHm~j zDByaE=ua_TADCe%z=jm(w!c>I;49zW&f(=6>~G2gR8wgwBUFYT=l zJlNS}>kmzc=7oTfk4yD|uPMWB&Clf5>j=M_V_r86PGoWdd`dT0rh3z4p7H58y(Rcl zfpY5L2Mbgao~Nw%JjCztbO{HVmft1iD{N^<$XNnsi6Q~%ctVeg#A1u|&l8|xuvn^d zZuFC)At7Oj{rcWu+R;sAlkc`M8a#N8F~PcUR0H4Q5A@Tmo8A+YBpmTPDg;TwLm=bN z>5uv2CdIQ_@(Yuj9omSealAIJ(4VP7))P&;AdTEz;3$^+Kg|)_oFp@~-W=2R`hDeb zwxqj9J%qtFB|UDnFy%591o||&GK|aVI4`1npmqifA0JoG(-^L9t505nVIR%_N3tF) z^aG%-w*Vn5DGEQSj1hBpc-(ikbHHBNR1#9VNa>b_S!E&ASQvjaglV=cXXT=LD9x9* z(;yV^rCiAy;6sNdP?!eQ&?n{MUT0+qytYO=;u`jk@d_1{Ez9b(=3UIR(Z46`U9ytB zJEW(%Lpi4vaV@g*FC7Lne|tPXh*~BznEn|WR8YolAz)v5EnFt&&}axkF}h#taut_@ zGX+-P4P;qd9P(6Y%<%@Ed$&tI=kWec6K@Je3&c3BZ!OR}Ieq*8SyQtbHj{d6F_Q** zQ)i30Ov1uEJz=vpj8VQKihrNU^;#gb8Rt4gL|%P#yJmZN92l^=C+6puPPzANCUCLN zT+iQOjMg^$ZAQQsyijzSpDG~`j=dsnMY((K-^)hhivy1B{*n)V+ssB+FsZ-A5FW2` zdN1m*ww0C1DO$BjR38Sx=w`3!xbTK2n%6VVEWc2qRUS9OwCGn(cu+2F1!>T$kudAm;1=VS+;}t8~}z=?WW; zipB|*L;SVv%;2CG`T{i>@qSd_cT()K3lN&NHR!IHebAYA{){sI1pRcHj5=8lp8C5#!EafYWq6ZG z?`@Ym6oJ^jms%Q!&u z2Nu;s)@FtDiS+x&pZ+Bs{IB{_!K~c%$`S(@Zd!6-*-V>yGheXMtFkBTW|PvV8g~N9 z%tOKMN;t5+77`KrwXyIR9;?4H_~Hpbf!}C9J6dc{gWvCU`K>lTo2e}S>fV|aL$0!g zlH6aE!X3-~JZRnxy(>Xui7}0yYre!h`|GBwW(arZ#gkCng+>H0-l#i7awyuJSWR$y zBDv7FSDwA1ZCL+0GaoC4?;X(4(WN_?JNZ!!dc=&))+6v7a96HR)s}dHCMG?dCcpCG zHzo})Po{%dv}tI;*r`8Ryb@uuy!@{@C}y4YZzqFdm1kV&>16`ovH{^=K!?bJNvoEt z=;E`7_UD;VRDZfGu~i6j;w2Z1KJf!IpE38W9GagTSVOqH;$#EJ4xM13XzMGga+1;W zTXqFZr}e3emfh&M4ZE1t7(Ow-eTuIX)LS!G3~guK3Wwr;5a#IF$^Ze;sdAIPIf<#V zT{C}2rV>_}93hLkC9`5(#BcpLo7{m7<tZ+)Z^Cb0^$Yq93sT6aXYGYCs{lOjj9PQumewm8N=@$S_d{H$|)Ei)y%_a-yN zV6~Y=iayMfP&VeQ>_t$)o{scuRYS~A_jex18)>#w1EY^hh3yqgH{b2EZhc4ZTMD%% zxI6+`?`}^2KOHJECsISAPkP+g7>uH-8PQx1#Cvyu4nn#vplx5E-#;)5&49f(!f~cJ z+m15!C_RF=-Dqk%u1;LZQ2A{=&whYClDKuPfJ-D-F@Ps$L1@@H=x`idve14)3kijL zi;Et(t3=WB@g&kNsh9Zl0u8{iSfs%!CBDcI&-TO$Dxtw;zZ;ZGDhXJ!Wgl`=)WHP) z=Q~k*i8Wa`?#qE;eK=0#^C0rjH_Ah2&VJb~=81eNELp86Ds)9xlTzc!q_w9)wZG_06Oxg>mW?Am)EngR$8NC$YQNX$u&z7kovF1+8`7Eu z$u0sU?Q&`W^q7{%L|j;#k0JmI-*XLAgw|}R}&Ox7i4K$ zd)rO2mPP%&_f&%AyE)DJuM~F^#so0yq+nG%Zjsewi1b&OJYn&~iIdg@ecKs~CF$d7 z_;VUnykpI7;ia7T7?5Fuc!DC%_I75s@rygZwbx}3Lu*+lRvQD!j+2djJI%<_!$yOR z-l6;d$JSd1Mg4aF!$^tbiU>#}-Q6WfNGu45G)RM#bc0foODP>vi-;@&vUJA+ORv)1 z-JQQTcRb(EGjq={{6TJ9Cth*RHNg$ex6(TKEaNtRAv>k!7|?S%a^%~z)9_}*Ldac8 zSrU2E_(iN`1F%=6>;61H_^+IEr(Empa)}7Q`6p^?*nVYi%Tb74m5h|D>`dQn#rIPaAwp%w9Az?Jjjat8^b3m|_! zXD??}8>Ki(oNyG^L@lO5mlm<;#gJbFw3AF#!mR73^&>s$NkfN;ee5a3q2=En0Qjxc zuWWTP_kr}?4u+(V|EIg#v$>U6k=^BhvYARt!*IPzoa5qB#RZFJ|QY#p`a1ZyOA=p zzgFxunS;4@hfSR?GPhZtS~BK@$+G{pBA(*slIO?MMF~>CK5q$G6}pgHiKwCkUEvC? z{L7g$j61-f_jKLQ4}@*;tWgI5TeSsr$Mawjqt<$-Mw;CA1%b8uEUpw6$Ls0>aU-*? zy=rX-bUGt}-|5B~qiz7C1852%si$?lKAw)xEXTTpfc}vWAYIJiz2|*YXe&mLOe-^- zSk`27PYY8b!-sFpD1&Piqc`5iMjr_&a;potx=t*1y z@kG9f_k8N6re^=!h?WQE7rupN9-~J!kh@eK`1^h_gps$|KKU);U@+K@7<8Rq<^{-t z4K}g|Vl1bPWi#!xckN#1h|h7q0{YouGzJ*2d>UAPeH*p4lB>#(FIw@@_i!6Xbc>qm z)Ou?=#oRhlH$#Unz{iNHrr`hO;}d%f{oClj9OV1tZht7r|DXwRo)R*+f4;#t>vsi& zKW&F#-_wjD594+?KA`8kT*Jq}53x?fge;-ayZ4G^0Md&j?O=*4x1D7dKjv30z6>m? zPd$2}qLFV150cb~S-78dpX>1f)YU3f{hKV^v&7 zM-2gx#Fw4P6`Hx=V8~ntb3=G2n7I9APKN<6R=AkEYiPSoSK5!!^W6lBGiot~+IWkz zQQ5XvFb!%wl(CtI7nTfuTCos$y&&SEmiz`rETNta^%YX&_3N z*S3s)zD-Lnb8~@pbsST;X%n%xa_Qw{pwQhyK=sA$C8#{q4BiP7k}9&DuPDtgc+kOABD=|C6Rk-T3di6zwM|-rLLM)kd{!Qv*K+p6fd5wGSse zqLC8r)7Y!!zuHdE6>9L9tGZrdPy*CF!u`2fzoJazjBf6a;Y+W774HA|f}1MG5`!N+ zgd}cd+tFgr%FP(bzWnPUm9az-YW5a|m!g`>8|4jvxQSX=4$o{*goQ=Q`MJ#OV8)qI z>($-Pi{T(pR6*NI>Ji{zSRZ8?cq1Lo)3<+KtC=n8_o?r&nzD5CBD*nG5GFXTa0D8g z#sF*A@P!^bMH|u@K~tL_lXNi_0Ar3_$L_GcRZwE|9P&IAq!*r0nyZHbbz?SeVSTep zH7^g8fLKI459Q`h`(bCvw(q_Zo}fmqs+q=&ToEQ6D?e>eHj=?f`ROO&Sj%P-C1Brh~7icMVWh4-#o!fXlM>N=(==QeqqiOR0 z)?6^7ADObuu3$lPa+*AN=i^rcV}2NtvlN9Rodq z!l!3wT0a_&bjE;Hv;lZ(%8W^ zM2L=pBvWm%%z?nK%?$QM1ja?pT3sC2f{pQtNMJz$l#~Kssy0}ci%E`v8<@#3fp

-|VGAY|Fm*07=_EZL^(jqqDkt&M!7g%8e1 zg0oTrK&!*dAz52jfV@ge?>+z?;PXBtYf@DAbk{>!rkG?oslKm3fy<=l*I8W`-ZO11f4f2g~9}9!c*U8cR!lm zDd{hA#oG^8v=kbc`6o%9JKj(dYLb|dV`Cu!^82BA=8J)@ zEE8K!WfO#p8i_)rs2Z#qB$}(S{xD*>CKUEWiO+-_6h2I>%oGY?!^aiNP;Vhp?Hi-$ z6EPIb{P^AtczY^IT$uq@luV0*j58zHQR^4yP|Jb;Y6fAcn0_;dgDTB=O_rl?R%3A)_SrC~T23rCNgVFWMNXlY*h=dpkXpzDz@ zz@2Z>(WdLHpVIoxW%&b;p!VuhyZ_E`zNC+J=Gk0%ioFP|KUAMwQM4&Di?Wk18H8D< zJ_|flEpOnGdbX(V65RdrF_&iYs1vqvYq+yae48!?V2wKp2&Q9R zApCIj41*$DgIqx`T-E{kW7T@Te8?Rz8d7&kmPkmju5wZhu9;VuOY!RCtw)P~9Pww-UFl@o*)FhS=kO{jI5*`8Ut%a-8ry!qg{icg^7a;Ta zc{$9lQd8EtOwnN>fvT96?Mf&Uv5%e;21PnFw!W!qRm<-QUgGmDj#5-BOf4$O%r7!B zU*DuL2Ye8vE`gq(7NSvV{eQ(g7Kn?u)gB}GLQ2H-=f?WO0nO)7%(dX?s%wd!B(8r9xrGq`^ncr2frzC2l81|Hx9fLYt>z%H z{x|cQG*Z%SPq%cnyC)`Ws*UTv+6K z2UbmKmkOAArNV@V1Y=zX^5QE&br44i<=(Llkho^W9bNI&U!la_)sMbNv!;dD_HfI7 zm*)&z02i1BNTs2KFxsJ4tJp<$x~e!1$byxtH=?Ij6me@?r0!8gn*6f~Ue$OGL<< z1QE5-s2GiY0dc9p?mtvA5oTcLu+~|1fN6tP#siiJ`4{Av=dx-fN{&a~LT#^9jKHXf zL`;A7!&vyAn~}Oh92xu+#xsIk799lW2~V+$N#x3)Lb?Gqw`za&69iv28HgESmyW)} z)H~;SEYFQRiWXS7_LrRVfji$_XtnUjGjaqTYW|xmppV;M-~*6_FcpE;K@4|9 zUEu8%u%r|@C($=UBt0NSL=Bjw%m8^#4=R~8UbR{=qJ*^ShU9LR1$2zs1+2dKkr1#cLH@}78iOIfw^k!C#0wKY6`gA1G# z%%Q`VdE{bP`l=jtSjH=Io>^ry2JJeO*yr~=;PMDn91ZPi3t$Qp^~zS#fE=#(Xr5n& z81an{?s9G2y9>iF>)9qrnUHzaMwY+IGFYR&3mX6pLf>DiA6%cql9A`XjW9~st?E>K z;P}U`fNX1!Jve?W*`9=oF-f;@g?C*Pvr|##*5|jRXLESEmq6f_MUQ!hLOgoK;d2^op7gB7FtfJYXEHeO75!e&=;rx_;gtUk&MVc%BKny>%E>qq6#HJx|z zR5;CuJ2l^&uHDQ$VNrk0{`D3EvN;zwF`-Wrc)oDAe`8Yf;gd$-Vbb+5?agq|dDB0f ztOt89$yus;kXrs?s?0i#1;HXVX%jIf#wdPG_odN$35SFMb>vQRnBo|;2ccItO?*IPs%_7;*F4#Km5j)rLj>zy6?m>_00kIi>ss70FgE@)O;?bm!ldUKw7IJ?ocQ%48rb^c zGN3+i$a3c`<6OUDFncvA#Q}Znh-!H`;D6%JW`wfmCU)68rw1-N-l7mfwBCClEbyq? zd54Df(bG0PuH)%|eIR2*6@s<~`Nq8yT2xjpNTOIW4 zwU@0ZH=f65gZA7v-NVM++H5O;MOEMgXj}4Ee0om4jMcr%_;Q5R+bKygbQoa01@@PD z!6*>zNY4un5ryd6)~fZ7eXnZRPIXIGHdRU(aHUZlE3T&jBapjALmv3x{IdLxO&Gr{ z`LL^$ASZq< zG}l)GBVPm-NG{h!TVfr*;MefYUEwu#=F_&X7;*=0e0Wzk`Vp_Yb^t2_aH*HpdwzRh z!%`$BA;wXXw??U^ODXB$nF%!TUAImEO5`0M3uCg3q6EX1c(aZuJ417MtbUcVTC~3! z_&n-iJnFQCp3ql3n)t_`q(?9aAJl1Em)!SdRM%i+0*F~c|iYkmIwOY;NVd9KSE?+aLrn_U(G=mrD;6c+Xi=T zlZI~Ey8~K|e_9TC7$%>zs0Pv?09z(7HerBjRmc2rwFjuE1N=2+TXcZV|12lH-r=f5 zJPOz|ACFLv1Hg#cY{eS;doD7xDU#{m78o)D9t5Vhvu3*zuEDy-wQLuwdDq}h2NFa_ zN6)m0=|G+kevBpddp|9nr^GMMRvjMsW| z|N8q+8DHNJWiRgq?K7GNEZb#MWY6CKRP$!8P>L}gQgG-u2yt`}jF$MrCUI%t8M@)J zRn~8+C{>iluplcg1`ociIJXCaB}Oh3gxN&WCWg#=_e?K2a_^xl;a+CFd@de6Yih6& zf1JouKfZVYeB2po!0iukZ|+i?;LoaV9{zI(IDV9vSk8nnI3^Qf*PU*gYj>{M?cbQ0`KT{P*QVieZ|c|No99Bb;^2G(z?IP1$=v-oPuSa&vO`p||T zF=WR9hLOgoMv)H6)sed~4q$}GfQ!X$>fui?=^p~Aa{s`MN|diRY(gA(x@@-_!$s?y zs}t335dl-5$LlRH0HTXG3Q&FrF}u0*u2;7it4zkxQwr(n@^J zF8y6X4Xc~|YJGhI;*Blih5A3hpKX*_d_3KWrv#s6r57%A+b2|V1+ykTnq_5-d4V#Q zqag%*R>d7WTzo2umO55|snV`gW1$Hn^updG;{5`Zafoex)_ReQQy<6KdA|S^AjX*UxXF z!b;V%VGyAtbE%1qjlI6PxoEuSOXlWwDASSA&)j@j(yU@*!}9XwOaH^9oW3TvDaY!A zNDcpBN~fAnuC;wrv!}vThy}NtD=KGSR0g2Q0uPtQcby)s>1M~-?c}encJUkUcFNh7 z@o{pr=9{VJe&?G}XP31suaV*5*4>$UF^|nR@EpJ0+RxMyoonVnZ zcr*$#Ry8%HrM;ei=#tra$^H+8`Fd(Nd)-l^y-;S4b9GoKHY~YbPoiXNVh?&~3-G~c z1B2W{?v2RPN@oPNidY6f%Ms=z+|Af#V0T(F?@Kt3iY6q7+9&V?u6N0rTgmoh+$Z39qRcT2f&|xejQcMODx&$4^lOr>0OAT| z%&GNTt$}y(x=(Tt0xaP7%}yqZ-{j#6SK(9gs*Ql!^@&ge9i2ec(6<#|t?hJd<3jW; zUkQDb4%Dd60!NlyIRR!z0R=5{Vjy1?)P(<}BSfbfYzIayAR6rlzwl*EZPHZel|bHo zA{m^bgz8!-hfQ&&sl0b-=dvC9%Yqu2G;7Blf`6gWY?$`G;(+w^5m*vorK9v%1}D|N z``CpXF&_S{Ew;KXoOq00dl?Yz&r|O#~`1XZH5Y&#s>3PrtwU+}FCXw!x8a`NkmOX@M|rpZxzgLS^VB54#x}POHjRL;{yY&ZnAh z42{NCVx9dN>b>@?-@lJ)zTIkG9ShtU^Pd0oFxlT3i0hlHv!m1M=B)bNx@bBa?1jw1qRv+9Gk)HfPp1fe5Re}JPPiEM$J48{Ns1^o@lIornt8*^5NfbMw-uwk%7x8OKJ)7!b9;UJ*M zOPPQU$BQ)`vY(tN z!1#jDm7iKu@f$s&V!LaJQWHPtd4V}IfXDbgYKUnT3If!c?AZbS6@Nk$NEPmJ5-xN- z*L?UEux3`FUAGfK_HzdVzXGM|Q67MZY=2W34YFV#!Xt~fJ}QQW+mZ7xJOX0meZF$l z?zdbFaWkp~X8zG34>jZ0&SGkPZ-5DtA$OxT-ZoIM)-1G0%lxIONJ%{hfU^B%;&p~| zGdb)TN5+H+BxUAD{9^%uBQ3R*-_)5HqmfzxHp$xp;{tY3dOr1;G6&*pzgQEJl~b@A zzMc+&Zhbi-m7-RV6C5x~T`fngi3#y_8qLVA2Y-U`>pJQ6gQp(q&-|68YBy?Bm^s;R z0~v>?%mPNFkXe;T^MT&gDs)S6UKQ(pbf2lb%<4iMh}@4@X7Cu|B;dNB?b)&_o;4hM zaeJ-4+G!r6tT}D)x@+(tZSGuOdOtj))^iC>mgHcla_u~+Y#JdUb1HIO7UV$`bT{-E zAn*ZD2E0O!6zM6JE@9g`XF79`KB?2nw2!1R_1_KQ?FAT&LHGKGSc?ymIjo71=2L>ai91~~ z^4sr!$z!76{bZ{3sZM00$hG)pyygUMgj;!cj zJM!N$oHGv$%$B)sm+24$JJqg`N}sn99d2j@rB6B46MTGM)l2O)-I_6Xy{Z-^eLf%3 z*VniIiOBz>b!88bH8%G4)_~x(9D^C7`EOg$<{NR}SL)%hF+@)i%fxRxR21SQg!cOW z$M`Cs`t99zqt6#(U9;6IiKE(= z{W?EJUKi?DSR#|HRN*n@<$UlAdgd03E-aZsU!^m~BMf`q+mh}Tz6^<^ zrys)nASeEgw~PE|t3aY77_L%S{N~4ny3O?3P5GeM+1p}9)o?WatLnG41%884?b27h z9$Qm$XTU>4CUY%q6y>b`D1j{^O>g<{tAFiw1rp7B?rIhRGp-*HhkH*EW_7xiz6?%MM+iMb1PxZ@Odi@nJa#eI5v;VIm_ z>ruA!walN1Zl+B+ao&d}=&Cvh={I*}QdhsiLkJ}Qz>s?ge4oYwKc#*9M>4`wh!D66 zQcxBAVMYGMC}W~dscHeG!#&{gL{3{xzp@~u5x9b4ty_7PQ-1e1)_!}04u%xIdzFB& z_Cj$x%Xnaq>yV{V@hjrX`pKG=-jnP7G~iU-)azBdKMtT?G1`8>#+VWAPLB;(`V~Zz zV{T*3H^Tb{RGsYO8T*~4)qXj~20F&3613s)#A^=ni;J|v)o>v({7z3lcA#6JeOT)^ zoM?E@mUDC3P9+(bF4J(8<8yP0^hP0t*DTVFKbyqo86~zvM%uX(U{X*R&;%L&#;@zm z`g8rUy!e?qxStNQ1`cu5ONBzRq7op$lmK?Zt9|WOfKeo-e}Vede|#YdU3mD0g2se= z*GE5*mFmwZ@?yQe`!H8 zP*Sqjrl~6A>5Z|2p+vWi{pTA03#}I~QO`MziyF%~Ow}|`dEe2#CV@*yW(-= z1UcO)G$V46Gz)zP84B6exZl&U(?_X3%M0d@Ea~+{hLbAG#dE(I5+axqUW_<0{75xbZ8uyz(z!E2#0-MF02rIvLx2rR|J*s<-j*#m6f9vBMqb zAc?yxsk7-2EB%Hocx94$psrQXYaWUKM^{U8G zLY#kS5{t&_?(*B+nk5Kc)4;-lS<}_bo@)e(AzglUl!%Tj4 zqhz(n?-e&wQ$NbA6?6ib`QZ=-qsl<67u?_9r*|QF4Er1FfxFZ1%!D}&<#i3qH#kRy zgv$&R`-!|y*IB)SyvUmU5V7mUhJOX|Wx1^uCT5T3gA{o54ORkP9b#cJjmaLp1mKGbF=xWNjKj-z z!6r$&+SR`PAN0nHW+YD(`Px42!imdf>Jr8r>%Z_uO&n~Sd2Z8MuQf4H(PS-O3_rR( z$Yt5!{t9f^bA=f;Cjv53-^`{Nm8K_GuhT=-I{Fw)?J5c#9?Lp|_9MVSM8Irqzb)mO zNDy-KQ-7rWDaXUq%wiY+inj7dHs}_O0FVU*{4?|H1^$e+zcYQvap@Pam`X>=CU?rMeRO7$_@RsP2)%p2F|gtHVqqNdzo+nPUg^Ufo)rO`PLIZi^Oe>jBC4ld z@q!M>f?B~MGaV;mrh^`1#)y^{G}UBIGjH$nm;f3H&+XvB{O0ByAXttjg_VhS>$bR? zjthBQwo0qffB77(l2w((0I_oa_4^{v546`;vuDz?z$aHA;PS8jT-^QF3t&ef;k9cC zgfrRi!HfHz7%I{jIT&<%M0Q+PsG8z>dAuPOCv|g-`f1vn{pr(#S-?)XraAHtv*Y=h zEF*Y9h#~qFw(Enc(s^`&KMlNd*sGp)*7&EM{Mz>W-L3gR#3*pz2FGj}8?%3y7$QD} zWX>-Hv^QLC#&);}K*{EHt4#-ri}g^9VokmJn9V?CzWea5db{e4S!u1^p34lFl<_W9~Y%)bMaK zJy9;|ig51ySP!YE0fxJVoCV)9A59n}U&LH<`#ERWd?t1o)~YStUpI*>UyMG}#aK2}5lT5S`Sw2IAoW1u$emJ2b;=j2Q+39u_kAl| z()_>)C<`^_Ct3}3^Wz)O!V%1Aj^5i6zKJ&oMLuvy>#S4wr8qE@qS)~`5Wmh06or|9 z6Fh|Ab$>?YG+^BE%|6{oaCi|Hd*dUKoY-e@dy8;}=EzYkh+dR(Nm7cA@~+asPuO5j zAFemg;_|>gKDxI{W1aP_k>q#6e~%GyKQ|h)GB-#6c+UheDxXiUNk4p5yyS+Df{H~P zlBd@$*c33$I)`Jv=&7X3md|3HmMt1o8pDZ-ju2@&h;7($bp98N zYP#B8+A_Tp_nP%#3A!u_>fPSv+zYz9@>!FZ^Xb}>1|ZM=JvO}W;Q+=u<({N&0NS$JSM9v#%PcZI z|Kghf#-`k5NfDrLkw9$yoA_mjlWbe;jAkQ^o({a)0V0O_$WizaS;p<%XqtPJCjuovkhqgy?jrWy8^}Z@Scahr-RJPUlnRC z00Q|q9xSy1sH^v^R2u-@Z0+sadGYU=XbXMP<}<%$1W?5R8XO!rdp7Mhh?kx5kNr;E zF`S1&(Ln>5DJ@i=@W16R^Ya;6)V;N7agwpIS%v0yO1kdj)DuyeoxC7o8f#VGO5j&I zI8}YS-)=*6ly8%>#>F$2c(!M~*!y=YyvE|{slVG8&F!vV{dx1=<<~c<(ZH}+w0Gg} z6y1p0JT?0wu2%@X#0KrC0Sx0l2~+`#b1VjjzNb2k5U@WZ}`pbT=rEbo-HPQ z0Ro%XBQ}pCthbK#gM)v1d71$?P77|+jUT^(4%qNSr-Ep%Zj{$BOyGr} z#qvS`r(&uj;H(sNPgW(NmY~)+^kZp$&emo(@|BxadiaYeI)2lBO1~Hcd!mh|LQEQ_AScRg*YOV&Ox4B(M?u%)o7rv7j9SKWG6$3O?Cv! zfb$C*n<1JQwx?zKAOY=?2S6(Ez7-8RYNoY5S)_rRRs`>){CwvT#N#o?LjP3oBoyKr zDXneMzi0wL#|kYA;G=GpPn#$ehULl^ZdGA-VUBNHw0c36m1?$p%!putiV2A!2QV0p zy{h>BpgQOCxF_)lWvPnzCPAI=4As2|D>z+p$9*mb-qv zmIXgjrG5Wa_rT-Bi!M1EzaEA$LzBUV?;CjZ8F;lVKaE;=e12;S{B`R+7brsL*ZW@7 z3Tyt$Bi%6}J!I-qfFde!LeE-NjqRS>LFsC7HOyv$gr^$6j@y>7(J!s23_VqSh8 zJau|{y67{Ti5M+29khs(Qp_K2@i2x$p@4v6zS8^E{}Po0ltiEY;49qVj|QcRy1HY* zgM$MDTC608flEp>KA{;-bsI4|vj9cA55&>)ATS8?_%vG#US$wVhcn>Y5C)Rtm6ldF zHJ!_(-9>bDt?%w;qZ+T}EXxdk+YUdIdH30@dwF>|c#!S?!)Tp6{4yJBQ#sfY+0@qX z1-F^-6}!+QqfpSfS!j0M&By7-wgqhlB#2@Gt)j_&z{sEJ+G;kF*n}lh6tGnuKqW0S za6+kj7)$N<{o#YXrWJ!xxWn8e_4UP-7a#D(UtQ`r7>ji87e9i;fGa(fX-i1Y=tAcQ zn~u2%sc4tFkYk7TBF;z#|H2kKt+RkGC;+HR~hiIvvD9meEqiLD5qRN{?WV0mkCBh@Q8x_Lgble#MTAcofz`^n8(V!Jgt#;)UgCMb%aC4a6#^ab8Cny%|xw)xfh zq4w#R8-aN>6Cn;1z$UVe@;?6tpzudLx89UCnMC0Oy|#Fi6E~&^HB@T|*{J}|Kvi99 z$oNJ%@6NUxIyFQ|z$OIOXsi}q8+YZOCQL><`rf|Em7~&_?RvP-IR&F7?cTu&ZY5=8wQ-4uXCe>2b=*rQ2 z*QJ|XOYNqx6c#!^Ity%u8h*RBD_4xU_L39<+qx7xbAd(Jr>TMR?cB7VlE@eitlc&D z{#)noR8Uk>LOhG}@bYT@9$?(P1qdR8m(%xvt;F=^J*@E*xMn`q`JFzg$ejO?es#4Y zfOv3q#bYbOb1aUm zF!>|>PmfDm$I*22VYxMx1E)N9Dn*?-TkM}wVM#XJ944BHxaZ~xzpPH^>IrEUBG=-| zJ(W#w{oz3$fz`nW{Ys~Y-MI`#b>?Uc9*n{q(n7O=OFGv*WX+uz8q}8HAReA(2ch)Y zZ63fzFqLSo3R0|rDjAO)iyX$=c2TV&%wVsp0+5B~Jnk^6GvSaWwvMu|R65-=O) z#b?`mk8Lt9u=RQ5X{J+BY;p1nIXO^gsAhaz!Yg9jdPhLXb z6X1gp!X9E>;p)SQ=B4f#qdt z7p^B$iHR!Y3K8=01&iiA9_yS>A6c}z1KdujY}JCc25zZd+U_p}rI+ zP+n7IGdXm!>Q`t5A*0SP6fRpz?%zTiuifL7IHk5e`}9~{z3;HBJ|}k*D?)Dw2i>XB z6+^dFKgu4EapcKaenee}F15oXye|GVe9*fPIQ^|^GZuM^2@&E@v)As__ti%c zq+RSsMV(Wibu?}$)~el(U=tSxcnbZ|sey`Y^#)dEoae;E=3K4i1jGe34it*B(VWfp z#b}&aEy^QmpzhhSBjZ+^=+`-SMyExVvuC5a)!bBR8p&_t9nZ{t!`5m(^6Z~PMH4Zh z{hJv(kE}hL^}F~}B;C0tbLTT!Y6wu`5*uZ`PvJ5fL*<)F~G;GStm4%_{>Z!Xj z?Y!<$aByq6CDBiAM2%m&3e2c6hVpj3S=$lQf8#2y-0PfiuWsZ0+vBqW^AxJFwD(z} zq^Zz^x*QLOsc+k&U!u9?I&5EjiE2(;`f{93EG0|!+LKBR`R>Q$JAbHR;ldiB8gl5_ z`uqH%MtNsHF^@Lv7=XXl(xhK)dZUS6MiO|PI zjWv0@n(U(Mb?Q{nVn=goOD$NgnzEp-Z;v=%I!AtT!tK{g1a-M+3p$DgQsL!^u10-T ztuZ#qrwkAfaQQ0@I2&S`*82$A)woi*`IVwS*31&9xI3K zebM#T|74-a+x1-3QQ;x+23r5+Mt52u-);hUQm8-?7f1s(|2 zqhhp365?n`n7uxUG36M1RsIQvw;5wrd-=EgHywWnNWHxFkGolejxU@KOU4`*!&P+$ zU8K{KBkc{pP(`1*eqwBdD$-eeYNVqhMt`iTRAEK&Wd=RkI76ja|=Is(fxKk5y!LJY0~ z>wPS5=ldQ-L04cV2>8$^MbM%WpY~sDxZQlg?h5CC#9l3yJUeI&@ec5|cSaQ*iAM*M zDnFkY%JaFauw7A2K5^@*2*fvD113@{eO-74v#8b*LX>=thxllu-0?qps9x1r&wzAG zX)IS>XwVGPbn>0NsO!C&?8QHsWNdM->hdmZl`jPLq700y5rC5jXLA*#ep0OGPwtcF zl)ApJYwO-%Q&iW;-4a*zlOW&Rv2@X3QJ9iv1cf~|D_FTB)Pp8SELVQFY#&;kE`oCC zHF+5dji|L`%{|VP60wP?y!d)!*olXbusOTxjA|)86RB74RDJT_6ZwA{9H1gFA>?-F z`c^oM3nq>(sm_f3in|YbCZP2sZ07(Lp|{lil~l*_0A8AezMubD(Yq7+cRZPmI&Z_? z5oxJkn~K*NM?+zz6J*L=^Q_L@i1|^&7PNF*M!HLTkalS{%dci>5)5Fe!d*U{QVVkN z=cMo6y8{DpB!av}PxR82SLQ-^(-~e{wY>!){)9xN?>$j);r6tm&e5Vnw~eX`hiSS} zslc+j@I*RcYUFWGaDoN-#XX);6zBhetKF`H%a)Nc{)wMYr4hO`zKKQIG6RNA(`|K3 z0VLFTDBk^m39zBv`MND|SQYdhs}4F4FBxDLp7NWK@JSomSo)`{FuVX}7&(VLVj+1i zo&6$bA;S2?*RObu?Uv<)KRWiBn2sfnCB<5uHVU0i4hcSc5|eErvR<6Xk{HVRSQMUy z=j+1xfh*(|CM=HR*5N7G^}*EaTmQqEq>}^*e(6^n4++qYVNRQRl;KrvJ!nr63EHSB zNEoPtq~YGe?T8hD>oVuV9@|pvVA(+Q#(n21OjcKStHjFZ-I_kK?l=y>g|ub;>7yY1 zT)ID(s&Cto--Z1>wr zuk0EM^td67#+)0DMfvj}rg%D>Jl0sFlxTJXEH~qvJzVQuz{eX{>Q;O*SPROO=1%7c zJ_1=9E)|ePC1z`EiCIn!xX^JtK4*&jk81GG^CowY$gp)M^xHa6Y@LVW z#*35S_;j-QN#?5XxL3q#FA;qGV!?o+H;o_!LsGysG3zQESkLfd+A5{?er9QFl0KV4 zdZ7Hk&H-up_XQDrf}~H7U^0rk`Lx&m-1$tpB_(K|T(w?8e_~F70p|g0E#ceALHk1U z40pz;>4daMaej6K@$0@f4N;-rR zxUXWYYJ(9>yuXy%f>#hCDpf6F+MEXFNZtn^MrON3lK*wd*%5%WRy@Xxm^+t5p)_59 zl{E3A-R5}sC$qHTR0lqN#}5vRBmyUNUY6Oo!-0n}FFQQS}GY@k|e=jVbhoB(gB zFxJW&b6rk|lQ$k0CGnW6PuBRguiztISS^v0jYxsQ3em{4RPJw2~T(tWWjjiV*F9Jx(8iVm43F;#-Pli4h#f^oBptr_Z{8PU z`0fNiQ&jP@=m~f%^~WFbtRMGFdq#PgJ@^qoQibRe!AK36Z9tseA~9r*=1uFsvJ_)nA}UE*r0wHwP6^OA$y2byYi zRI#6MgH%RqIz(UuAO@d-WOa#B$?b6B5yWXhyV*aKKZG>P-w?}1BZ!LI%WOpqW8=E~<` z%+fzObL>Ydn`vB>t9qal)pnSE>~jWOWjJmL(NRrmtSEJ3qI?PL;Nv9Q;3NY`D^wM> zhs-5l!Q94Rtu0|GvP3%zvSgk%8C)N}rX}_)c@?uC|?R!IJ0vWof6?C+*3fE8k z(UsV2tIW!r3~&WWn+GAUh}+&|rUVRQTl>b4O)24h0MgmLa@~ByA#&K)%_?z5RB18C z3oIU6z49YGn9p8A8;3i^myB`SAb%9PS3iBU6oDDbN?NO0{ch@~-k<(=rexy0I?lXe z|BtP=V5%!zmWB!LZoz}Q1oz+$AxLm{myKIO2<`;81b250?(VX2ch?PkE9ahjtG=rD z2aux3dS-gMdwSH&OO}71JrlMltLTPhHDLP_s^0n*Fme-RO>oM{czK)QE>vsHgS)2B z-0|<-DNV!(NA6>A1COspcmp#C3$zR9?$m`P!b&O{oejSzlJqcLC+-IA3T(M^}09sH!?S)EY{l-iT#iVQ#tEPPUE)Z zZ=_=eV;NvhBT}J)p|FYkW05y&?&sJ+?0L1dM(It_3GPp6)Mk{LYM+ODi`nset8wLe z_>#6#*nW1=D^F`#@r(Q$?(C5ZfV&NVrqdNyJ(sHcV9#p@5Lf=Mn_V(Xt~;=UH=D;)A=^@zFo zS2!F9?I;W6qOx!VO!Ob3{FGy>7qk`mpwfRIDY5t!kT8xkWrm)wSDeqBoUg+O)@e6TiTiZ6*<9pXA3)>Jc z9<~WfNbN#zHp(N=Q(CjKZr@vOS0l36!)mAfWxBAjm@10 zT7bNAhE|^4K&Al(xzI1FfDJX08JXxy7w^yjHzF0_erThoMCB|j0xc{T;I4%?{4`B( zE>ehU%lKa}KpHiYbNpxf2Wv@(<*^KEpjO1P*d|}zuLlGn+zSl|ulxMU1lEuJw~4%$ z<-bg-{Lb9~hWIENFzJCnkg8%2pz_4>#dQY|4gkx2K3#tnv31clQfQ+nV#TeVcC~1u z&3E-HQayo;kvhaqo#kd?I-;;p*JQW7wOKcY0!yq>W6A;3KaYtMeW1<;>&X>^oKn5t zdQOvW?+1Ln8~P8I814I@PvH;%t2kGCUmxj*=`+I-uIuOYK8eP0H>DXTdz25@MAa0L zCLsOX-@2|_J+&emeE30ee=*v9&xV!t6j&W(E4wDsm5+Y*ZlJiuS!9lk0FL*i^&VZv z#cm*2G5V#3)AOIbgimDr`}X!f9H=!t_n#usX2OuJiTayZ0EjiE`-5w#1T(^Zz}O7J zM+uc2-yM>VN=+M3AIsel0Mzx4J08ZYm}G$(TmQe+Vef&-g9^JVeoZ;ay@7KQ3`m(Y zk+8QEz0+>p>J$WFP)Y)C36go^uO}}om8vSOwb!ASNsqBFf|Ep3z9Q9=OMyR7-oJ6? z{MMMgRzUu52X@ACnYMK*GN4N#$Onlmwv4Bl#PvBCckSb_eQQD3uXWT9$%$zAi(uSb z3oEOm<}{AM@-nd`Lh%y|_K)7H_a8v;#ZRlhh!N|`>IuR)6PtZOS-+QxHUL#QtOm7P z?{*Uh#X-C|wqJ2FQ{a;rI`KD}hf!5V6}S4PChpn{pcdGhYjV@)>`75X))$*&p4tVm zG|nx3Eku28Y7{P`Z5i}@h5{$(+%OoUuAe>j3Eu06G(hW2>0cbqi1k)ePzp`l$L8BI z*D5{P-Bv68<ZYK1ABtvKATW0Psj^Q;a@sc%qS35AW>ZLZmUVdR+sQ@#NxLjCMIj zXOTP~OY(i+4)+N&Gd2%5Rp&8S<8y2kCfGg!Sr&a@QpGXN$JaH9wyP_*l;H2C>0ine z^FGzt{0{M0t4n0_b>ublG~(@iX5y{ME5sT52y}`x0?aU2w(x6zeKz6yQ8=rkFHoF- zP(?*rsl4o*(fq~LSrc)IMS(~uLV9(Yj#!$*P4xHCBUjs}7H2e4x>E#J0erZD{*UPu zpG6}Prz;gBBh@Y!K7yD>eno##GR^t2-@wH7$4J}vxcWuN>1#Paz=T(Hb@X@0#6DA6qY&I*Ngw9wNoF+XLUm~lqfFQ}SBDWc&jOcU}IEGs6p z5CiFl*V&dbhQ>MZKYHu&Mi#IyQ3~ywI7QI=iul!-e7`rhY#uz-<+&&sI}Qsny8oUl zJd z1AX-|vosVT=6C_`B*ApPP7}>=8`<>_C|4=Qpn0FW2>MrOPv>47&II5e3DE8}gi^gN zT5r8BgT7D@hroHECBkP&L3LnW5>VhG4Ft*}{ZGsnJuZPPnKffQL5`QGZG-=G2HUGe z#piEXci4rNC8P7g-YW{9h;TB(%e|MC(ve2QaBI!yK6czL&Is}QW{j04k7EV=;7amp zm^bn=QG5csX$4ErpuZ+A=ew~);qN8L~@ZK$Mz@hEk0Uh zpKmXdGBf#2xDkXST-7X`oj~Tv?%7lsO7m?CXEo=sEWWj)V+K_3gKFe{2+)8qrJEII z*+I(@zywSwwNOz14v2GU1C9}x_0|?x?_gWS1IiI{!^!W=3LZXp@9;}`Dgr%TRMx#K zJcY-#tRF%yMnUI79Wh}`$c_PhbD%^sM+e%Dl_a^Y27suqD_FG3%gK`kFFm%aoNL4* z0!OjT2|dM91PZCT>AN}1-<(_Wgxf7#IFuH+4o`yhoa|rFf=`TpQsZsyW%odum%Saz zSC*27;?LXx=pt~6kX1aNT0HN}9N{umP^@F;buVx)*F{TfmZMp-HfD~|T+ ztg|{z)ATx>X;$XZuhJXs_fz9k$pT*aVn~F#uX7Vt-)27m4IC3{p^SKISVN)N`xFz{ zW)#Ey^MQahr6ubbT|Qb$x68PyF@Xh_#x#s@StrR4mc|o;~ZWyito%WtD#0p~L$yartDZdC9w-vG8_{ z88ETE*crOz*xx*Unk)qwu8pmByNA?5Czv# zvAL+ZmP*_Q%@k#fpIY142Y04LTVakR$)Pbp7ij_+96*H*k50IUu{5>FXZ>P@HL&NW zGA(N%K}Vow?^=PI5alO5uaOz%UVdgIF>}C(cR=5weuTzo5Q-TH9DX^}0qS1rcus^l z;h5Wlbq06wb=@JmLrVv@QtrkgHLRqn;@I^Rw-d9%nxI5@b`3GV+`zO|KcQ_JNML}Y zrMYVMSNnht+-OtKKA+605ZAb3JdR!9Qoo!`Mor>&*?9AO>o!>pHuN zNI;-Ig7l)BQP9ph+1_-Qe}#_VV3Nj&R!5PbpD3+XL0B=dl~pgL^bEK6a>Pvofp+KU z@9B$_5*~n}VAp+$AFyEj@~hGZHjxN$T$y|TY|(^*7$oL$U&Cnp^dCg5f}_&~DoIBG zfeuBTYe%=}y|$>OLw%&!9UqJ9j$QR+T7g)^aT;8MHBDCopi_L9MSi|WK9C9b~-t%%7 z@<~BoNX0onUZl;mr?EJCM;rp50tEbJW*G0+_ULuEa8T&?N3jFWwnGDDEMg;oW5+Tru0JWlO|X>|d_Yuf6ygh< zVqc=8Y*T+NhvV8S^otZuNQujK@n#Sw*h59z8yAktD9sdcL1wE-E^p$dAS4PEQUHnC z5zP}GeUdXqQt6NByfg_FaFw+3FpQDC69+@(dx#LjDa12W*?B~?94>WaKym(^b^?I@ ztC>-l)Pv7vgk#OIU>`IVJVhL4iNf52FV_-B9WmrcflXpv9~lTpP{E%70yQ-y=^lFG z+&Z5@-D1lYH$qP+gRR%{y2`B@I@bN7|B-(sSS;Wx!pmPfuxX9X0E#%U0wE91Jy-LWM6<$=eRa^RGDxY8>Q@}xXjmhtN)I}kpFN1XQMM6v~g6t`~#wpQn|n!j;!_;e_E ziYzrX3aIJ!ZP4qR85P70E?v9o9|K`!duL1H0(7;Ph-jb(MZ@2(2;#$OPMm7^n9VDKWY@5n_YHj(L<6wft zscp~BuiL|;gzr}Oj$OOl`J&hQQ}_&mO2*csYUWO=anh|j045Uhh3#?ei1in)`cNv& z^P`S0m&M3%Ub~(_+~wb zJ(F6UWiiS6E#WeEF;45-6E0&BCLN(x#0Guh1z~?EvaIf^{)Dh~<3%ToAc%)(Yw#D4WNDeu zj>KefQQ{?|FLTDR{W4GM@)N%p;{rl7taGgoFFy1N7a;QO#H@QWVVwF!PxxEXwce3$ z4(-Rd0y{s=)-yyoTJEHU*ji-QW!9MCgdea+B~|pBzvxApiqX0uO@~@yBR7QEzK2x} zN)9iqb;IC2)t}etUFN6MW~@=zZ^&}AByutIs;ge})nI+9ADuXPHLLi{5+&~7mPIQU zXglI*756D0pvyMZ?qQDnzuBkNwerBpM3)yFPCuqcTT=$%R_juBvPcX#*#~~U+vR~k zEi_zh>lDPvd}|C}N_ADw2!YC&I?@{J-LP}8sADy-iV{T!xWte4D;d}R4sI$D)PLF! zu8vB1FVf11!?u8rG5X@7qvvGRBghn|mLz>~WWoL9PpRHUNxg(#vkB75JlY@I>0$>f zA}k{-Oi83_L|}b;LSCa7vTh@_sPONn(J9CDwS-^-NUO@&X09>+t@O(y>7a_#o%WeR&9+ zN^N!df3UIsmniE~2pu4UhUYmavU_olC0gryn}xgj0BoP{yhyp1mc=>%w(7!zk3oGN}XBi;y)vn(F3>d~$_ zAIB6wTS`pCXAi#`Fk^_eq$@1wi_7>tPuvRquZw^H!>h8Of>$>TA5-$KlUka!(N*6EWDt7S)4C4p0Hnb!U(m=m7iA6NlC!`EH-Dn8xBI0egwQAD8QX^4D zV}<>NYGcpYLo)f$XP`90KEuHdV)0OXHXa?EWyay;wh{Y<;`ehl)AoR9WnLjpDKsdJ zZh$#_OYeXaM7r>?iUr^h*ipSy44fZzfSsY?w>C#Qj5Ge;w}(dZ%bn{1ulw?a$?e5Z z>JO2*tEog0O*BvZU5XLmwQI}N5$*Ho5ilTq71LOyVOg%bkIOM4>I8qc)y380U&z(^eC>-|T!dkyO)EyYyX8$=6ftY< zC&Ie%XlCM+5&gB)GiyN1mPn2nal0TiYi#D{9k(Ik{B(88>$HYmz#(Hi^=9#YOzrUo zB8I3>3YDqa>f6q{j^|!~kc8ziU^%F_h%L8;w`OZPIzNZ#&j1^C~l5P=mwrhoSDS>WF52B7!=I3@Bd8e2hN<^9p=@50%jm)l9k@c zot$_(|K7{hKA87jTwJdETM(^-M{y2IEZ5tUmw4$ICRT_4do@9S?;jmIpFfB^<+D}$ zz6ji%t&L6nKzPJB_Z(0$e`_TV$Z+KihFo1842l^902aMR=eO*0zo@T{ZD}6*elru0 z#WymcfCu&-Dj9#;f#uuExAe?)2(SOXqv%-9pIyb6%ss(-Ad`Dr^lfco=YcIL=KPhQ zfSy1gU{=L{rP4Ia9YK?vsFc8qN`YSt@=^`s>As}6Ez1%X7@ncZWj;SPc8&p|64*xs9&aqe-_GVk01NHa6k9<0xro;{ zv=RJTzaC`N9w2@zkiMVirmeCb3l>-qqlgUKqK^^h0g;YyGqj=u`(`_fzlXFABxU1( zL4g7vHV${dO{;YemE z!vCB-!p2dAZVAaRO}d3wu$X2ji^9U?`25g2!U;MTdOc!-k-90tr{w3d@g4Wzplj>(&IMD&xT#Px~dgR&|=t=a{Ms+ znv%j2SUX}QYp?lmvN<>TU3CG<8yBEY@YR$U>-tnzPh6DXE|_h6L{cZyG7W<(tU*aA zpkK(Nvqz(|{|FqGml~x6KpF392$hm#HkkyWO7xSZ2ghYg47pwTA4(rJxy=}uk8n*N zxV{@a9@e|0lw)VTK}$DK!T({GZxXc*DEr8jNIQB_UK>CcfHn&n+iAd z{l7;ByW;$?wH>n?AbQb@a{{^Z6XkxVHS?LZ&5*qVw158Arm~r{`_Lt!S7Xmq%Gyct zjcP)uhxe^>0@980_nA)RVo#yM-2SU5R7io$A?q)%)1xubDgSIf?omIPyB+9@=SoN) zrXD%ui5D;k{qKTw)1XyU+*nXs8%`3l`&Z;fAl9)kFxmK^`IvVlTD_O48GmLj)EjeJ zl@WRa;X`dbd?p-09Cbtdkt|{Fcygf^lCR|k!30PU`kfoapT+V~ zIrdWv?<68xn!Hab{y7L1cTg7$8<1JtPI9;_W6GanTXfJQELB5JZcbSVTvVq}fFIb7vOM-b3uF<{B;vQf++L0`E)@P zy{k?7482GDpec*)CJsltnr8BW!1&`yO(&%7lvJG`hbY7?3I_~=V&lN?b6(>jj zZUp*n&TgmeObvKG+Hg`*NsJWoXxy0C(<{^o#f^~HCe9vMXe7)k$oR3BC&m4m>shnq zc#z`S{>y6+We_D}iNi*X?)HR92R_l4*{L!astSyGxQqwyfsC~L}S&@_k%;fWt8CwvOG!V49G{q-D^xnl#}pI^NQ-iqgokL zU*_anEDJxjHNM9auF|d0{>snzO@>SOmBeC|H?K)ati!URxjCnx_$O;B!z}M(n3Vwc zngt_qIsg`Prs!0UZ>y{8unRT*C}Ii0Ux*zfIG=AI<(nw^0k-7M*og8PzDGCW_wI#kE z4+uGR!^>E;WM|X!gh5}D*ZSJLJ;Up1dMggn-@kb`aCy)i@b`mmD*wG35k#beiK)Ox zn&I$eab@a5~P}D!Q{}YNDJjp;UfnJ1(YSTkKLh8p0 zK2{QcO3wWbKuxr(SR32gin231+1^S86ZGsK8`lqOesa|Vs+aU!30 zhDvz93Rt<*U`qAhzO`FwiE@C06S}E<=ChxsW-KisbiE2&y-U_@+J6n$w!dK`LcnHW^!B=AX1NU#!0-{`5b?X?-)nzBjx&lC8;IHV@EGe&$m$BP zc!_{>Z2MVZ3psoU%W!|B@x2uu3v3nTb6LsUNyqd=~}y5|BLk0$Jh3)PEQGccuTkK%>=drA9-4} z_4e%Z5{1R(&qF@Cn!t_ju+^FiQ7+)L!0WI*#I^fT@sK0vXDiR;J&j{+YjYM>v#{4e zUc``!vJ@{Wnbs`>Tjeu3mj3SS*^kEsBm#EVp;m~;vkkOO&}QXo|8T_lR_b}DiKQCL zeddGh-kDZUKzP#BSi+ECdS_ShV$*rhI(zc~2b8a&ez%fgyRw`b8V(9Pr5v`JH~QvR zKN+$+y^PoN>!!Oarc|CsE?*XwRlaM@wU-^!c(9zF@7g0|dm=ze6?f0~M#NRbGyC4a z7w+3BjbJKhZOKlzAv~=`pkG-y$}roFXQJZ?*|6jJUBJ_GIppewq3v~i#g1WZdM3Djt14a90Yms67enY4HcmFkFq0z+;q6kz!0(<#NH{So4-^>iuZ zQd5KetPKbK{XZ`zL`88&4kCbmZx{ADg~sWwHFMK+tRA1|>8BRj62ifr<2-FG$Ljl? zJ*oprxzt1;BsVa*$D+?hgB>-~NlR*ui?T$TK4)5(Giq+dy*kf|&g-zas3aInYx>nJ z9<2OPSZ>EMZ=+`AFe|f5!O&kKu`z7ST;t|29uKcHuSly|rY_AzFMuaeqsC=~HS5jp zedk-BXB*20oxl&MJ&}cpECp%{_Vw{Qpbh6VZevqF!0Ri!aEUPH-SMZ0_-hi2^CmMs z8Y#|$c!_k>f{eW@N>s;h?YBh}F;(1;!pa|oR+^TtMIIs;VpVP8V_9pf-MytUQo`(^RTAFn~>IL0hFT`L?K8MW*AM@%O-wYy>fbBl#$xv)C;-jz-AGc#7c@7>4Ev&I_^a}iamhTTFXF?zt zWCf}@^!E*!2xCI^#6+wx$)>w3pNBED0JFcL+n)ZHIX(CR@01AzD{!QdvL~`9a8yKw zO7NKIm#TjR2gASK-FJG(ufH|zXO}%WaIefe7#*kG`gS_7s0iKL72dp@)OfYMyqN46 zy7Cggp34!*oi&F4uNMF!Vln=r0)Z^(E?muRq4Nksr^(2A7Ue?1u%BTE!r$Ow?AMz$ zSIG0|$m1OwhH0WXk7gqF)ND^yvUFu~!bD29#Q59P=z=bM^02C=-xkTMyd zq_MWV@MLMVXFx>SJ>B~a-&s{S8f|7Y@?QtrdfN4wOxM&tUQE#mTCTQ+KMcfsc%7Gt zRzD6uGsuo_H1s*XySPhT;H1xG;*H7b4=B(d`9&t-xskUXzk648z{{Dc=gBPCR<9>= z{{EH!)i=E2f!A;Py6J2r`JJaRSbS}zEnda{mZ0MW%uFQCvRZ!vbC&8P5^U>wB*6>2H=5FI5Fstt#1jvt&OW&*FXf z8sF$eR+^LcoT}9JOg+ruSo}qSzgw!9oHm1Qa)sGY!2Z?a0?NZa6$bR=$+fDgKAt0i zD%G!FiD~2=Zi(?VUrKCjQr_--ZjP7IYrhIU~ zijxg@0?2*Er*d}7*6YFoL~jWTv-sjBI$py`^DPt~L$dwk{go>)1O8j2{Uv*0*%zsp z`*O@psO!?!DDwd`0V!SQLz>?E6CP2soehMAd`hmKJ+r*`gf!X;y4W!;yDl$8o} z0nDatZRWkom*d>mV!VM8RCM{ISY1r>Nphi@>7#Ob;D`gw+$jZkn|8>UF30Ai;=ZOL zFVH+)eo=Mq8yjX<3H?qU?Np~N&o(^nbf+zPDj6@9QV#*5D)=CGjer7^%XVrR_kDz& zG;twKtJAXm^PnsTK{0MQ95Jz@md1A6U(G(;0JPB7&noYylMyQU(yL#PFA=(hggrQ7 zUhe}ubs>cKpL6||%L{&diD}6c6mRRd2~=1#u8rSv->lKDmfdSghluF}8guE(M1^;T zVYQZ2;6zJ~E?Vl##LUOl>n3`F5AS-dlsHXe@7>>M!#ivGfDOJmVRRXFb_(txshCw% zWY>=uO_>y8t`xG?_EZ{CB9QN~49L>koo;ubW2}Xw{6sNlC_#v&Hf^t!44yX5?|7%C zR>+FI4y;c~aQLFS527f;MwJPb z?7K{HauoQ%`F^U9n2uy7;_`>L%T{$ezuN;;KiY|$u_h5dHREx*R%dN|<-FZ)JzVL7 z(=L1x{;APdB^b00e8?s{mQqB2!|~-9a`k2-B=Ao+EV)hAwRxtyuv z{FZ`XQv`GqQ`P;@@XE@kv}0PuC_xKLr593^#`2i#&cmJBq5C`-_LeGgUEASzP4-uh zvhm+}34izRn;RMM@@ORYt?0A+LeIdbDG%wRaYN||ZW4H&u+rWV%WKAmj0`B#_9Q9> zGo`Bjd|A}dU)v*OBNX|*jqDBMr1Q4f)^KGDwWiyek?@SZNdOZKv%yA}Jtlm;e)h{t z?$Wb}iJ`}&x+>R<4(91Lck0;O!^;Z-^W1sXmcEl`Myt&C{iKY!!451fmR!;Hb}3W# zw2oao~WBOtsIkX3Ndtj~x2J@W>u> zfhK!Z;L6l--?{(azty>i&Lk$d1#!FMQ0T-@Wf?DgE91M~M43 z?R{^X^UYD6*AE}KyTijxpySvB$R1H}BYrXn2eVU`>K2YlQI3g_yNW!0bKD!J;}nMZ zrrr3O8By^9(>T%8Ea4~QG@zfCpVtp0b>8w$(+q$HV~F|VSymd~U96VYKECuN$7k6X z`0Pp%TpzejT-+1CjXtR6dOdH)G(Dz?UQM+%L!M4t1+F>%54FmTy1mEQ-5NKHfRo_O z>})ZX+>W)s)aeYX*NGeLbOTf5rEQ_5Aji3vLSxrG{80Du#`*cqkVDtRW0d(vGA!yrymeQLw6Z0n}OH`sXz(PD}QxGET4oe35KL z+coJ9wsP^4Ia_+n!K)y)b7y0BPy0p=(dy>VFn@fx?!UNB8cIEr_lSO)QvaYT1M-lv z;Ga-=H3cX~3bXle^x!IncS6d74uzyB_?*ysAN7M+TN6JMc9%#~;EK(lX1Lqx38{0d zP0nLp{?63^-brH;wEZV+s&Y-LBs+#5m6Qh)MDehW6AUn;^P9D)6pHZld6Y4 zhEq0%4>d4+^s*+qnjWpO4LjQyh9{p}qXlYPk&RtJHUHrJv`rE{z6+x0Zxf;WN7o*-uJEpllEV%w&h+mI==9}d>3c4ds_iue9L%kL3hIdrNA7g>D#%@SDf z)%9(!mwP*ykrp(#c|WIQf#U{*tf=L-US-JlQV9%=CcnK~v@iHpL@a=RcQP3jW0<7M zoj6>=2uunxbbYkvN`6vs&BDmrhJt#mzw#>B)jWM|wSX>p?=6g2Zn)@WJAl^|$E)o!74|Va}CrRQ}8( zyMF{G74tje0(Wj6E)9y8ZsboFTNZu%emtV&$#*70^6EUtN~xsGmAFevrVD*09;!uz zeZHuD4XOM=EPMBAu3TzaGgwseNOZ=`vYRDCw)MS`EGBzmm|f~RVq7@e(lB!@k-(t$ z%JD15ekuXRV=6Ec{AX;87iQSTu~HHFfY>UXHeR-LmVCRL;6Sg}eI zlZ?Prt@rHYDHYeW!NzklC?OtwYQI%tIVritMm&@Rp{1ib6v8ylNQaMv%{cVgH*)@_ zNWRTaoaKIAYAOwU)ps594{MHh!-mlsxI6B89$BacU88&NSQvHvB|zQ2MX*MK&&|mt z4FL}aeQ&qAfYYk;C%)Dsa2{zcOu3xdMC6g`Cr8FocjHouX_d(@I-Ui_&Pe21EG3Br zH%6i~>kGJ|%Z6S!z9o|nJ=>H_MCW!II}du#62^g8QJ?7TknMxNYa~_cj-_>QEI7+p zY5dTP*O`0PFjM1;Lh5whT#Vfcl88CQbZ4l~})Og`*J zaJUHvo|4i+92Zil@5aPOAKN+~lwd%Os#&R$%I$(N7G{J`pPF=+ibk=o=_@m4lKbL& z{k_DRo>bP}w)C!&%LTvUWjTG#VR(!{Dvq_jpjK|fkc?k#Hc@5F^s+P~ahp2t z(_&q1;AyMv*ch!GtM{Jymy|ehF$Z|`2)I^out~KM;TI50cUE&;4kaHo;+D^ZhB$8B z1=JfC)_+;Wz+8C=37BL97bIT20O3~mQuPl%aMCr2fB@Po$>GqPS^?Ca|yQ6=|FT`o!u#;opVQR!vB6HjG zj9&W;H~g3>Mt0qH0SHw^AkWLQ;ykpr=JIaOa}&PEfHJc*{~(7w$32(lDU>NvakHw| z#$A6|IVT%b(Bdt0c!*$CAM)#jSz3udb6wQQu`uTJ)96}N3S(#TF2M^-1T}}p0Fi_4 zjb_M-Wvg1sye(gh(i2!@|7x{(7T)hazhL4kt#<*5caU?#jD-E~$JiB*U#!huvhk9@ z+XaMkD0&vQfnCs+i@;b@6?%VUy^Mo9&kS38hQh?#n8^Nkx;O2@`rTKufJ=U55+9+Z z)YMEDmH&CF&|RCk$MC^@xF8xT9bJv2DXy7EWD7rC+d55a$(cCzt!@)~><`#(WJJO5 z;I-^)4q?&L9ftI|(Fi|fvVAK#9E_K&83_g##BRC7C!KT~a|i5Z(NmzEYyTx!cQl!s z{|Jw}^A29t$E3tGC!yeQr@#y72;Keh$RY;S-&NaDMms>H$vw)_HR(X3Rc=LNZ}J|# zJgKnHYpO}&kLWZVzIf$&Qa{n8(Mg!YO*aiJTXE=d0OK_3u5IMcuZY_xh>|Iw#>VYX zb8@HJ#Sph@ge@SW1yKccGk%w))-h2J7tA{4A!bdliE*s~FR-e9{;7GJf~PGV9~v=R z9qJ%gBdNbu%`tenJn(qPu$#0Sk9)qClOWCE@X3Q3{Fm~3u=YJ4 zK3m(pC(gFxeT6Cs&fr#D%cuAmpbT98?3PqV(?G+j(Q*A}!8HVrFJwCHwMmt72N6=35ntR#}(uL`s-n_@{Hvy@qgBsZ9cyiR3`8;>9I#}@F zQ$$inh6KQB`I|M>7|7Qs%Jp;y9mh z=*(Fr13cH0?xGHG6~jl(QoMA#`Kct9=MF6%DOyqCpO72e-}Qo?K&wxT8dK-yQvIT@ zVyy%NRP=54DLT;~-H}}0pdsodiLk8mx?0tG3-Y{kRE)^J67_EN- zKwvflPe^7#|2USYV1f*p-!IMrB`RFxsd8Q3U<`6)H8r(oG{H{_3Mfir1%w(pn*9(s z!+sBba@I~EcP=*O=ZsH$LB@ou{O3v*{!iY|rpO^y=&9U_9zMrfRc`hn$D1Jhe`I`H z&K%IL;Wk7|3EXtnSzhtE^n3QNfp}%M_9x^|t=A5XEBpYfe%Acv57IBJ=*Vim7Co+W zjuN&dx;FGq#II~_5b@g6o_29L;P-S&U(h{uN7Wx#-+?pgJxtK%@E{YMPvuy5+imr_ z&U%i1Kp+jER{V^HGo=n~lXBl!wp^Rr3Zr<+9~skFX`xjAsB?ZdcO8>|ZffKtJz?C| z=J4SicjWi3GDnfU@q7zVy?*sHq0mDV64jMA<`lO9n-2Wnmb8yNbB&~`{(Mat%Hu-z z$hBl%nEDGyGTo5lsgTE8?R}$atpn}FOu!PU3N-AJlD5a!KQb=auKiqOzE5&CM@LXv zRUi(PPMdjE4Zr59ip#>2KEn=~bW!R$E#pqdgMoq% zd<7BRC!m@y@po7OXg#H%sf)|rQa89Z51cY2WJ*ceIf6Crx2qm$=9{~BRu5Y?l62-hymte#v&YlxU4N$^^ zH%&vz&Ix<&zX!4Fl|*;|$k}8?M=W1ban3&#`^7<3?crGz864x%=u3rT~ ze3mN>ee+XYMOlvp&D<^pug=J#wb~ux!R5Z~^R?oMC(|FTctn}Z>UcBcJ9vw>s*;kT zlIVi>s$VM(t?C$&8>~pd?QnGrRPYyzbDbt;>keE9JwlI%CRtgHu#O58WNhWqR1p}G z%;JrS4QAd3Bqd6xtzdaPYx45cwvI+?jp_LC|2OC#5h`FCiwCL*jE{yiu2jCx*s36J?&mS5KJuCnrH z(&wPi5;7+i>Us3nxl4&=qi%Lq0c+}n;M>9gF?8kDsI-3C*G30HN0!Gd8IgxHUV?yu z=_o<^a@$^V)La_@>CvZ*i?Y4`Wa0W5Q{~NeUQtAU0YrrVN`Y#@*?e&XXIXtqeot4~ z-0K6j>93QcO^39al?F=w3l-FKbf%3fUdLm+g8AoyZz2hXFL%6cBKu0yGt>MQ8=u@0 z6YJNjU?9%j>h7}|({EXai+D^gt}RzrKY1Hg&dv)B{yG}AXE%1}DyA`oedmY!#XZ}w zQo;FNV=+0MHmk2!<}JL(W;Sp#9t)a9bkBczsM~gFb-fR|Zra$Eac1Pvp%il2a{3{fq4=U{c+BgI=6Y*QtqCW0eZjSe~InE>>uKgg*r_tms!(r zw^!@~c+Q9`XdDNjC`*QsO#5BlPCcNVx(})qMT{xIGU#14^)5$Ybfi~)4o@$j;bD&% z%T+``8CyK%u@Jp8gFvMAvnB%e1N!;Z3drs_`yS41YqhVIEQN&cua%G0{*`(_9eCpf zNytPXhX8TjoT%N#Gx?0V)Mnb0B&yX~)F9HpKcCz7%w^};QLT`EBEt4ONMLdGfDoAQ zQHmW1hFAp|91vK#5NW0c)d6_GMa9jE-A#t27$ZPwuD#bJ0@l(|A8lMw;BR1$agxlf z7+PgM!RVK?LF!|ip`l6*`|(^|&=d)FQ;IxZ|M7{BgtU-B53URoG zE7y_d;xhd9W@LnN>F}?$8Wd9cSUB*^+|*Fq*6?e|NB{U_@YJXYo8>n-FWF-XSJ+I^ zZ+|9KTBq_|#)T_X>auP;JHCiSk^`0X+vhYD9K-9>MaD5K(;#N1!N=3+Oz=O+d<1u# z`bm!{TwgSzDDQSM@my>{cA3{ck3PjCvyzBL#=W3~S^t`EKdO-?r;`ty;Z=qF^ehK2 z`VLPKO#*NT0~1jOF{s-rO*&WfTTh8mOp7oJz5+-%?aVPhitorX>ZmBR*m{caB#1u( zDWkgRq$j`J^8omZ{AvCvZ3tBe4j(w}b*S$L-(YD-)Dte^y$3@f!GQd-Jx!??ThhkO z6+qiRy)ws2>i7{drDQU@!r}(2=qLp=*>skV&tH(b;n{Okc%^SyB;%<88L--SM)@D> zczs5c*jXGbRb$qp`Q7R-Btv;_$e)87Qc_yIcUlD@n49&mrOsOX((XwUTM7p=~ zf-?7lz2j#%bxx5TN=j)MxY4xv>)I0t@EY`8oAzQ<&Ks2^s^DV4?<*U9st5^ZpVH;r znyPhl-k>RRiXSLHOp}~x4)mmji(*p(=NL}0)TtKn;2bAa!h8ChD0c{k!(2-Q~&S+C{c7?>-R>c2?T{bVPFfvB1@|XS!!`V zQz~FGC>Me4@j4=LajStnx! z%qG(Z7$3_l$#|9m=WN2WN=p75S=3c%B!yWqmRS6@E(j%>0_i}10N67lEgEdqxSX5} zuuY$JvYd)?_qNMMczEVo5>#KJTiH@|`X|2bUQ?eL7ABUn7B0AW;i(A@x>D-Yij@#i zz0i`wNb<=9B1cZ3LjoV0R1E;X?TM9nLD>EVnjOPK~z|3tI#Lz#Qeo_W}d5_8SX|g znE2sV4-&@Rs=TEDjE@hRafn(#6~XjbK#6*xW|6}#d_84QSK7XAEgU%R=--oDQ2H}7 zJC)x=OdJ}K7H%h&bYGsjtU7!|s$TfXEIj>2*uluBDl+0p5?#S{Qjgefr4MFNj z6>u>E8QjgjaFb?OL^k1OW^37RQvGBzLhgDsg4JJOkFCr;7*2 zo^$=-y1#qQj;V5UD?xfvm`?Z%HJV?QC4MQ{7q)NxWor1Pg}{F9opRZSHr`6#`uKp( zXS`%(qQ1ylm1VjH!8ov+ff^Jmqs8w0v}d`#{=#8u`p`v|KH*#?@ekzIjjAE~@aauA z$Br0{BR_xl1uq81@|?PY@5AtH#$$So=u)(7R6j+$v{4yH^K~tV+)E?P;8~h6Y-{Z{6ygw&ERy22UbjvTJK%u?@bBg zR(_~7R(3HCDIQFp|9+P1B}csI%lQfDieF;a^XK^Q-|@W9^ZtT<+!3Z#uIW;9*LJs7 zK-;0y652}Emc38r*)(&8V;Znk`5$Hs`ulG`RN*5=bu-Ge=!zc|)>_QiB^H>-GNT9k zq4Kq&X2=;>ER3LU%p*#l?9boI*^3qRI9lNRXI>$GO)x2RHp%&wgx%{e zF+#!h6QZZSdu(aumq@e6Y6gvqw2E&xFrtrP@O1rrwfb5Qf@JPkTMtCcQ(x6~K7+<@ zclDHYUOy-CP0$L}4<@q9lMQ(#W;bOy!o=vw0Vzlt_moBWv!RTKgw|1!WJ!D9$sBdN z5S1%_>;5D-N^BB-!fRwAKY_a%^&y2U%GMQU*yfZZt7@2yJhb}an3eC`;0i;BX4CX- z9;jx0K%+)C+sBj&kbFzd8n0bCq&b4s10^>Gl_HeHuux zn08`Ezmj^p*@Vo;HghyVOz2iM0Y|u|KcTqwgO)srWI_k!9t=?vJ^5IpjzaY(rIIhyxw-ru35*2w?m;C%VtoA1@ z)wt&SNS%~E#NEsmuZ&z6bm@#D4C`T`^D14K_?&pfvL6*{cXK@paZ{h3T-20cC33(0 z0W3!K+fo&WPm52tu1nr`ufyae`UeMkemTu-z}jEnS@T`{khC-*>j%&L_+h3Wjqr!` z?+fN?6^fP+Cr?HJ$g`GH_~b<^E?TQJ)({^0`%5w}K3a-T8f{UK&ZK43^7@0+|bbgwk@P4Y*)(1eS6cs z=*fdQ3YxbAh|s8aZj^*1OgWbPp6w;EyI0AvDymTEY9CZ-QP5L}1S?Z>4!<41v>P$~ z+TWiKth1s}#a<4C_=DdzF{AlreS*`jU&ou*&ToU0n%$%c$+;0u zaip4zA53x|Tzctj(@5%@W7JOXE1J$}KlVB}8iQ4x`ku7J!rMoADY2Op+KPH(c7%3O zzu$f^PFE?Fwl^2YM@uKbl9%x2D-!UOXw7JR((XmHGbVj2?{~>e9gRzl3o(P+`RxnU zV*f(QIW_YCu?_5W5$qg#6!nckSB}3^Ze#& z-UpJ*AY=Ty@i_!|-8h0x$>FwE?r#o~K)AlGlF%9jqiVBo3uf5icXF5Z>-&=jBE3)NN z@U3rVBdvK7Jdd&fWo(L}9WDv+;!|tMiB-QpT>J$)U|r~4}sHs64L|zz2O(j)MfCDcO#E#$O5>&x)myXMvDJ8nP; zfMo8OQx23Gzv1Fw_uP&=yA*jj$e~lot6$X4=q^`kEAU*REyNkj9FNF-pDa6=){4?| zPI10~a>tTo{E$K6bRG@o+5q`7Md2%%3Js=k`q$arUKFZ8gi%m#GRrR_Omz9dY21;E zzSiTpzz+bVs+i+xZ)3)&d>3WP=Q?fK8lC640*!B#m-?7S?s@J~cxqATaDMI-eMG~Dd4 z@gV#eQnVBA+M5YE7(XNLU(2TSt|7L)C~E#*_w+i>yk-AeU7Ac&Es-9KZ)T4SIs>e# zp3u*fPcz5H6o2GX&w~IAbq3YO@U`~D^KqWWH9eb)_0Q{wnAZYH0HPOC;+Q<50d+;W^IlCH;U2j>%z0 zwWTSkt2OCKRXbD%yonjA6kN`|;=FmbFXP*mc7yQlc>eEPRh;eLA+3^oU)C%)$Pd-n z-?Fl3#PhotjO@k{%A@i1&6Ngif@2XOxRXZbvQ7NPv^4cR#-YrhR0*c5!6X zB{%Pq1rNwrr*o8BcT3*xUi-Oo^mG6C&2B`1%gvjLsK!I*O2ew?MJP^kr~TM@L4ggC z^ey5ugV?_h_dZTJs9vU>DDh|{EXvi{p)Xp`(q367(6}(VwlQW$3CV<)4Q9E#_Os{o zS8iEppE5pPCQvTS{A^qPct}}RN;xw^Xmid!%Hecb^NeC(?xOp~r9U9~|Js48{36K# z1Rp{D+i{O)4TEEXK3H8{Zlc;A1=cI~vJwz+^PZYLHN(qGn)%TEws~*ipqi6JUEXrY zl+$G3$}J&w!TE+-*YJ71Z^u-m>UqCgB}KTuN0qt{61llfGg6WC5)xaCnsTn8k~)qn zD^d6y9eKeERgUGCWJy#|_U*BPQb^DfSbLj5_N@yaDM4_+Y{-pq!-zXgBi*%#l*y1FalYv=R34lhjMLJ2G)L#ZD17|4JyHpKp5cKM;|j_TSt*I^F4}p{J)}UvlQCdH*D;IUD!fp8^_>L@8WK$UpY0^NQ_uLzmKaKD^8KfYZy_Vs z#^>MNMDC5D2ZhLwf1H)-KSlGxKUtz^}2fj@_l+n_l&({p(&j=ch*% zdjqP%Yi_U!31wx+KgTz;j?Pau9HAi;MmnbYAlFs{HY{OsUS3{*H?~(^GIt1c>9k%- z3X@S*9$r4XZZQ|CxIGu932#Ln-Q&(UfdezKPRpt6-STpBIW|kb>zAt&<>cja^;&}y zt+GkU71Bfd`uY^2qzyVF8~r&ZTDoF*Xr4TQokQ{U^$lk;#)ZkSva?U`98H^oP}C+% zL=BZ#lFu{;8qPHNZ&_n_dB6aP2d^(b<9zoY?Sa)Cf!q?}EWqQ?uiw0Sc}sI()Py}+ zk{ZM73S{yoxu-v)d63#+9bZy{FVX7&TgWpu54~)X%n?;jk7h$+*aOnDtI9fO5bhVe z*_HbQy~z?Q7Mc+e5qbs&(^jS2#t!^X&fUG|_fO6a&)lHTsr#Ds`s)EXLm3T?uE|=D z(wP9Bk*5dHh}qs3dtzZ{%l+cOT|AD@HO?A2fz!h+FW0~Tq+~P&5If7Q@5ySzhCbc> z^->)AGR9dS9UYy*pr-lbur#j@*2igRXtY7#(1|!VUt!8ypnUvW%={ne(PDs;q(m69 znu^`jehL;dveul|1MSf+gC>$y#_Wb&P7#E0k@fJS*P4n_oJ6>0$gGa@GKiK(fJo8k z8Y?TSP1{-Z;WV0+wY7+-==6H|hMDd9Rx{}WbY|6=sBoN}pWlYAJ+?ok{2J@j?Z^A4 znED0>S*&JXSy@@Nbap1CrlyXwgI;lhc!T0w4=5YPrx}%-+N}=N=4jVXAM~)&xvdut zYLN5u$Bm7t#k!v#9d4m9RD6LqFosHJH=d@;`{tR492{ZL7qg4+!~_M|_;njj6oXNz zK5S&bXVgL&RI|Q~g6yUQ*BLTl$7RqMGcpko5xIwp8ypf+Ut&2kowaVeGQeapS#y{V ztu~8JqSF<#0|Fg~a*&4O$~*aVg`nWz7m|_~!^6XBj&q?~>}YuOKNPbyX6NQChxNk> zoiQ27+no1TMKm->T#t8=OaJcv+lh2Vh8OX7;JWA}PdO*%pBWoL2S8}U@+CC1v6BNq z#Lows54YRW-kxZ`F_EEGnm3-iX71V%#SsYRFZ>!B?w6>jQKOmqA0i=2U~UYfEw96H zCZk2S8Hv|GGy=1u>=CXU69(?aMtjTs=mf0Z$;ni(Co|T|2Pdtaos_)1F(M&Ug#P+QNk2MpFG)ec)C_p3cvj` zBjZOx!UtmL1xfz1s1f`~1gE9WDPJCKb9ao}@zU3@upMY{Y}L(s&=6R?)kFxF%ClQj z0a;rwS!8+pn*wQ*KxE&Tn9RZ|2Nstur=>eAr>49yGScacWb24vL46m&VhF~rb#tnI zln4=~=_VpCkE5)tyyZP>80+{6Db{UmqToZu*I6#3lk!EwyR@`4PH4Cl!Ru^ys-~hs z0Il|t3ktqMXS^@Jf6JhdI4wRzHiCZq_^|_6R&JX(WTzlxi!E@pND~Mxye_|Mp3y$p zUmIH6KOAcuLPVxzXD>iw6+`Gf{q^hDO;{r^dNXUV4D>Kg$$X@-!|_teDDmj|Kr>9b z3+!5(2z88rzP^5XRTb#_C-nPu(B=JwzCLB8^TG8FZ;Rql378AGS!7pw@8V%ZBmtib zCn38@&CJ$oW##*EvSICl@ayIkTS8GYd}{^0Khx5T3Neh0jUA^v@un?D@H8B>%eyfR zcsF6z&;hzqq50sTjMy924Cxz_rQ#&5tywt6ZDdc!&IkJ18LB(cwo@f`Qkj`1gp%mD<0Db_M;vAOc&6^OE#)bRANSRw6Ewkeb(*>XWBY2 z`@A*^z4L%{d$zAyX20Ra>P7qJ3f3jMzdVC~JnbFI`P0m_G@WDF4QaXFF|#Po(GKId zNH+{eM@O(ISg6Qf=YIe$3cAkZIv<#kxb8|DbVZkHK3__CR%|wYxIb!Mdc2%|pUa9u zQO#1Y-1Hl*a$P+pU{%&Eb8~Yieb3GOnwpvvFq#E)x<*bfa zyX!N#bEMLLOiN2^LP_C4vpsCW9vmE;Gi*YfMM+5bQbR+-1-&dQBsv;BylZ5r8na=2 zygY)-nhHk0hlj_a-}d#eREbVbP`ah1rDkPM=Jo4my1L}*Wj0H{ICUwCmO$^lG(66F z`uaXnh@74vF0OaPDZ21!R(!LaUg-@QDfPx!}x`ofI z*P_ka9dEHeY-kM%0|6zjB>$OB7xxP7@%|dxGeni^(WD0^%Kq?YtCO|jkl^4t$}qLM z)Rb5!xn|lSyoY~7qD}1Nw6w^6L}q+m89{lc(DUbtPJ4@zZf+Bpyal8*;I2}jjE#aFV`eJJ*yep!6NScnwNo-#@vUP!6LD82B%A(6q?uF zHy^4*js|j%658i^@gsIqJk0DL0H43<_%>mx`I`pqV%gWfLT5hRrle^dPd!*_IqQ{? zrCA*Dta5b@i43-qTfeaW!Gd@x#lJ@+-;at=l(gehlrkS5#17;YGj(lzeh?ZF+g#{= z>WZAlDbe192dScyD4%;p?p_IrO>=4%vrG=pt!b#!$n%;sCA+c4b_o?qh& zCzZ#%x5|UZnl9q`;sTMQ9h}@}F+c|ocCrQ`et>@aw<)Vqd=>-o^s>lWtuN4Dx)(yt z#h%30t}Z^ZZt^=f0?@t6;)Q}KzzwyvQpa`hUmSHylJxiJFaC;0x=C={md(WWjF2|i z8RuwNHsXL{djydSTdfril5CE=OoEBPMK`CsNI_xhK3qc!XmQ18$aX(7c7smz%!XY= z$cW?feU=eZ>p^w<_(!*(+n|)!cm@A;T3j(TwQ7jzUx|ux&sK3eyMnsQ$jXXHNa*h_ z_IQmWYQMz9bb4cvFAiptLO_EIi;T`T$bH)9$k^CILC}kRFY|9y>>Ms81|okaCC=>_ zlbOAEv=jUV%o8;!DarEEkWu0KfnnaDhO-2xySuqCyeT>BBZ z8@X*w-1M3YoQqW&Pwg}<6JZHQ4ZEH$R-Ice#GDZA4D>TAa+Sn%qR1}WZCG~<_O(=! z+R%P_5~SKS!m*v6RO(Z%c{=<3&}Oj=sN=t7WFaCrscc#?ot{(FTqxfdoEDKx z&QZNo9vP{$xp(2P5_3>`Scits;xzj_FgLNl_F}xe{mA4z>|JdEOETkJLF)-l_%a~@ z_zsJXvjA9yM^;t%d#zVQk>Rpu+%V+n!W3cIuq_XIET+#(}O_~3iP zTk)-;=#NM0S7&8jN^CrIoj)UIyesqSft-6>q0(%0emhGD4c7vf^9H%_*4|dKfj@z# zhQL$jeOhd4Nm^T?5GsksISh}FY1itT!pbr=-5DITnc2^YCX_D}UoA~HHo3pn(scQ) z{JWS}8Tp=r!C{MniSpAL8d_XrHfOxYEjJR1l*U}EGQ-r-Wu~-ALv1S+B1DDsu5-zw zD@~!aZ`H=^I|ZAi1U8pW891HyiK_Vc4o^-j4>zS1GL?moYEV955{id@Z%Yc;5}k0r zaBT`CmC85hw6L(yf{eG~;`{{tKJ$-`lQNBfMr!8s>d}_A*7trJvL2UczY!krYqfSh zF5iF59=d^e)Q^PzY+w|rl+U90|O1uj`t3akAuU*UwL5==M)!HGctaO zf9aK{(|8LRw-Fw_7MvwGJUmnq#`&hVJkyR0%E~70=^Go1DJTrs8eb&j#SQ+j!JeRG(sboqy+OzkJHe>*H6xjrb78$HBxzS&p^+n>$4+ zu8V`YjMK9+S)2-+i;D}EZ8q|5HJ*CsO5!7`keiB%ipb3Mvir%sgUGzXLP~0CRKG^6 zPInewh=n1Ei>Y!w`3-6Q-OOw1UlZKS*Vos9DQ10s>WH#(G59;s%S$-Ew;kgD7|3UW zyuH2eW*WLk3kY1j?(tqU^s&0E30_i4iZvvBquWg~Jp?smWMsuL(a}U2?$%V*Wi1KX$YW=0vVe4p4Ea^1vTuV!r%0ogD66VigLjI+aL9H>g!k#A$CgY<0x$(c2eS`IW}e zO|CQ|)WekgmffeH=!WyIs2`6bqF|)CwF3j3((~B>VxEZOCe>^EQVyof&im_?%R>Mf zgrD!1CzUDLWCn-G9I2PCb1&eM(tO1mI-^e z_V(vv?wd2Zj_7GP?9(JmMRoA7Ow^2y`lXtS8=eIGM&Qdv*Lz{IIPJbcVl~;-=WPtt zr*#l>;4|r5UFZsRyL!~QJ+A4s6I`t&(KPY-qH}ndLO}D3)q9jYq4n{U+_&In6L#yT z(>7JEi9-I<;8G0w)8uK@%f3QDA8}J~Y?a;Z)Bzd&ePhs+ba3DVhqmB>xo!3l!cnP5 zidjUeMJC!yzmqC9>(D-v@E(`(Q(@8Yynp}xGZ9y?N}^^(xposvAj`RGh*)68rl<1D|Dx4XE!l1i`UW6&}M4hUpYKF+Jb=nn+SiH zYPB2h`T03~5)>6BmadSQrDO=XEbH6f4aXHX2_?%lh)2+rfx{O;`$<7})ucWNLX za@-%TP|kwtEuaqBH@!iPH2?ig<*K zR_8=I6G#~B4svRhPJ0Pv<7ET7kh@XA$lt$*S4uqpmkaQK#O-j(cwH=u)E@;G3#+t~ zR&@(ox~E4xmNE7W^U*d6z?2EN>Z;V;v_|^*OFJUrhH;yf``wYJDT4 z#~bd4Soss~UQT%D-lHWn(SwL+NxvL}zD!xKY}}6OsldzvzBAeliq!FOQ>8+uHHiQr zGvV~XEZv>?Oq+GU`|UPp@}eQKm^fwFJlN6iXz$iFG(@e*;&o1a&38wWl=PVQSJaoZ zT9?BuYSy2cfn~Nvp~}%=2i2SDjbJEvG>AETiFxev7e^_dUbstbwGBy&#~xEXQ8@R~ zIIv~NKhJKMn24qHgF}^Pp>lST7^E(&QLWjPqWQ@ZT<+&jT~VJlbg7rW9r>|~7e9+g z{efWf5fPz1w8A3hF3{JysCqUbLFIgL>UVu_WqN6Yo?n%E-3JCd=}MIw>+4CR zjdI}(Rfit{m0ck08GkwjT;Z1Jn_rbZQgE#lWpu#OB0nm)(c&YJv~8T z8cset3*9@=l40j$qgpmm==OYPR5NtF?*hB<0?=j)Qjkker@m;GOOZ zHJ-6-A5g(*rtthc&bU}KHFa7n5oJAn{V6?m-CwM~C~@Py@Gngi8V|Y{H}_{Khk%(X z`&9H=awe`pAmWCGDkwcx*Vcx? zcgCCAt`0FFRC4et0firkgF8l>RZlGG161i&UwJ`CG?(=@arq%JfM1?oUZ{XjHU{9j zPrgTWfUjGtm>3uUfxCC1L1bdS(!DlPICHo)BUq#yp0Hd}T8f2(Bd=GPpdo8seZ~%7 zcJI&l&vrxh7C?s?wQAlyX;SE0NrashoWQRHjeBvx!^MT;nDKM4PtbS}_x!*XmJBW9 zwtC;no$s(_U<|LK@bmNUuMXFLf9~PCdLR>aA@O=_!)YKx*)yOehEe-PJVzRv=}1A# zpd6SPE{n-$L6(K4qqxwWS;jvgmcv}br(MHlwgn4PeUXdvv&@w{)qsV0QcXb6qBI*h z9(K-0U+lPJP-Hf)l0eA)V|9^19SbXH^p&36z3L2&_Ik|y=F!n7<|)_E@fcpKY}3n+ zjE?T~wKQ`c9z5J%KS_Va135)_=e$cVW}(UOhpGBcUqWL#tE$g+hP zT1h(D+s$XVnKKn#nxin!(p_0&FZOMF(L2aydBkH2TO(gm{%cS~>uxb3-ufVRmw5Az zSQuS#QN-7;4U3l97Usn#4yUb#-rk(b%L}@zKf~~OmXj{`4*PzU>n0hGIG9F&57;C zs>@eSmk`C6PcHI(;fQ|va(c;ujX;A)tlPfh`qJ+hRMPt$$7uQ2!#fR*F&w;QQ+9;R zDJiI!jaD7FH67gD54TJvP9AJfIChOWx}3JEt(;usQpe8jF1ZU~m?LsSYU@AsmX5ks za2lca^e_$Z8Mr?6TIW4soQ!||@uKL+H;|Hy>_bO~c%(+joypl*fitH)PK(V+93$V; zL@+Z5x}!_>9E!)|7u^LOH+_6MVo&bh^tqrYI^JLMERTAEpi@^cfVPQFUsVckP1tM$ zT&6m>>;$RhP_8bja3INCOAt8#hF*bu$2VHam3DTz`FEfYVtu^(*2M+-CnsEc`3e0Y zJNviyS5Q?3KZ!|5%vE2UG4ML?&(5}nAd4>(mCm}kN)W-*YP#;>05X-^b>mlx6lt1b zwxo^@8F+7<=?0(Gu~O`J&G5ubcGL5t)6TZmRze?VmWznaaBHg;c1>3@ZfKQgCu#S- z+lXdjPF9Lg*8 zLbLHm_zWC1pmZ2#CkNF!F*r{Y?%cim0(8N=wEM$NY$`_mwtKNIdAnkVUxgrCzz6>c zV-MOc-6bR>go}x}%KEAi{&jx-t0R?o&OAH>97Z)kiOnVDd+KB3$8kM;8yyZ;-jNFj zO6R_C1Za%QVe`)ImBIEwq)#UvDV*~R6WaOZapjG(J)t<2{V}fvKT1S|vVgGQ6^q>= zCWERI5?PI?S7%PPN9SJpL_BUEqN6Ly_jPo1ln++2D~_7(br`Tn@$L|-F2qTaAi-M~JCJRwJeAK3ANBSU2k?@ksW!b*LLvous4oj0UIaed&sL zm?1tbKOg1g?uF;&fEea!k;F|A>CFlDPT zOq0oN^^Ig4SA9A*_15uMk-lujFfQwbt>dU($BUTzv=^3?g!S$-9tRV(ot>e@h|+D= zz1CKmlClyl>sFtPsB%Jhm*l1);H%3XHC(tLvJsjPv@stap8)}eSxPq+W@Z$?`EF#Y6zTv@kB@%+E;hDLKtM8pgsX^)Zq{XF zkfc#rQH|$xur47kj?U|}i}GEw+6`*7jgjBe<70$ zab9#P1>Yeq9;_s7l_Gy9C?H@)E-l?7mnIj4^Tgd?x!^t#mx_gdB*-|E?Fjm}>{Cq0 z=JoC|v9&iSHnX@4-5EGPsNQw@PO951^~gpvb&rt!?nnWReWA(w^z7n5 z(k{NYg&s{Na)~>gWxilg$yV9XL}sI~DYX+5RV{BLL=$ojSl`uZy%ZI_^%l+@V;VPw zq4CxCH&SYjL+V<`VLqQL>@}^;j3ra}n3$)aTQRwpmpD~EpGs0vvfvGgfvNjmWFf0j z-xq@Z^dOkZnX6N-@qt-a9DjHA3dgU5^NFj9H|s{*{WN%;)wV3bOJ25T8pTJyCKTbL zmj2_19y2rZjj~m1GA1UU;W!r|9UYmfGx-mXLxO^&4LHcd#gkonZ+!an>34;rHMo4; z7z2866%YXSrpi(SSkevUdFff_+JOOFXJ_Y?qMkP$Q3R!5w(+nh!os>sbG~gvvKjx> zsN}wailGM+G>FY8amuuVkKubk(Vm-S12bydc!PfbW3+_{g_xXNYiIDZtTw5xx<7XmQN%^RBx z>{(*iv`uK_^wZNb0L2=NJvkbD_SRNWY{A%#sctNtEu^G=vo4i1T{P*wQEo=+Hp`n6FzBpNB)pZlSC^JIU z9nqz6zwK*Y%4HICyu`%#uH$*@=R97Tk54Lr&Q1<@ zNaLP~i_^YuEKtTrMRm?&P+P2i#KD25$`f({Ly6j&bYjyjr#v=`oAeqH6_D5w)wMw=-(1emj(Nh{rw3kERwHwy?24XQt=pRjAG|?=yew>yy)P zTB2N8yZ~$mo0!;?crN_gH=%9MgNszz6eW1Jf^FR8K@;|n*jPy!nTZ>Vo0}FGq{*oA*c%O1LKDW&LI2a2|X`;tt$7txAD6lrRUKR-qJIST!);6=Tdx z1(+R~Rf^1ICFBMp*DWtEf4FQd@N%=8QdKZ@tXph+AaCnOk!-L}wP@YE>WgxYV9ROG zw7I}D=dY_)Ym)~A1Y8q3DKhDarc*6e4tbhBm_a9<0iUv>nYN|u-~m^_4_P3M@-VN2_vw)aPI)4K8nu)G}-Q8W6xm6R>o2I`%W>+5#9G_2=nX3AbEWm2z zyUkExoNc(H2nY)AY*AZ7N?cHuPRUQJ`5Z8fVJ1_pay*V%cSl$7+v z%a`{#EgpcWzN!W3Fs)`45hf<)NRg@7t5-LurDADA&i!;)2^=rZ4(@Z?Jeru8_)N+l z3owxK2{B-U!1gHkhPltW<<$J`5I`JEyj`Q`3;Y9>m_*VUIo!l zMH&><#N3*DyE0$k7AG`fS>Gz*DdH`-Gy`=<%*2E?hTAqza&2jPx^8=}9mz(6Py=(J zI}TL~yvUCqKPEReq`(2(L_^a(+?+xI-jx@`7}AAC@?a1-T@D!mN?5<`o`IAoGLGPR zK5Q@@u%kyka}&;oMq9;l*|;By?I#`;ef=t@aK3<7W?LH87W(+^BuyoA+e5Q788fk(y_beetEq#)Vk@jwji_lbofZW1^v-v(xSF&n zXKgiR&(66UCpYJv0ovU*DI!L@-FETlr=FBz?hnXWLQ>*fK71!j#=~f+>|ymla;`P(*d3OfXu-RNW{>0~rwGG35Qj+6+jLBuBH zH?K`WNv&(lI=y<@{nIa5f?%iDmo#G(bAO}#CFVXgSeAwc3U<$nPhjFv5H6LBn&sI6 zq{e5%5XIRWR0s+QU59k2r0krfU;o)VeodEsnpPT`l2VP)d*O7dtSS0_^Mie#PRm1| zC7-%g+$Avx~O0$d~=L_ir7Ksm0`PiI!Tx zCdR3s6uv$^rA?NhJmJ0b@uNT$K%gh*Bi-2KB#q-|#}x7O0l~DNYqcJIIjzKk;3HF3 zS~D#}=vf#W=x}8vF97--B*R`lehRr;ueMm8jS){b|9Bs>wX-9;eQ=#-b#F$c1MyX` z5(82Y0fBV^(LW)h0VLx0`R6IWWghxC#xdwkDf*?VmEJ`Pi=Oz~5>4%U0%~ec$zxr7 zg|A~YKs`ke;Ue6;zjo{MJ^FyeMBSi7v~0GcCsv72aM*5|z3Ec5X`EcaM9jg#@mMkA z8LU}KcXVSN{;b?23cal+rAvWwRJP~ zc~@ZmFwYg@nIf?GDFR5~+9We zIInztl2qg+qyRpYQNSSeuNhC#N?4USKK~;kAR{qd=Eyw0BG~0(Wb8Xcb^m?Ma?2tE zz5l#sG2*Z0{MmzlzqJs*xT*E$qW^vi;`#VT@c!7|zu)X{{IS6Q8EE~^AEo_w6y&Bp z{E93d{pVHs^3f&Q|BM1V?v+zHdyE6yYop)OGooMfAd7c(_xQ7%f!RNs)Y)0#wZ^jALJDpVfet; zYa7ltTpBM2Om6^L`(Y?L1!6al2)g9=_P|YsmUU^mpV`X0`uthOSHnF=rf$fED%}~L zSVe(5nQh{>UA~8kNzyPp96==!Ik~u~q^0@d#bv1f);2bJTFtd#0ZUDlea z^Ar#gx{Hq=p1oF3zzX$(HXudZKu4#brA3DT2Mn}NU?4Rxib_g26A}`BD(6#$K9<)3 z5+|$aNZ&{k@E3lnm$O4DO3{TDvS+zW6`YXPkF9zMc55R8y3PmdbAVDq9P+EgQrE;} z8*u;j7HX=?8w}d2^b4I&vBiOVX;9AW7u`L|n+2{3ZrQQ+>Th zH~&R+M@NTCV5=76CY13&Tv7qK1HKYva?r28uo zEuo92?14xN@q>{7sfybSI>2B7(lk)tpk%CVXebQ$^Ltkme?pEXkOu(Lja~DHJAx_2 zZrr|&EKUNS#tI6{C>0eIz;wHU{5=!)USP3aK2uDS^8uXdiUpLO;1q-~kg$(t0{L&; zx}^gG1;fv!%PNuL9UUHS_Q^`+nj`oWGL)V}O0hIn$^y3^?|yL(gnL=YD8A9D3W2<5 z>;sAq^jo;5r0ME-jAKpr${9Us{3P|U`d!G7DtO2 zpfV2pX*O2lfzLTPIWG>>yG+=TWOeL2cb-8F9|f3wmu#2&EB?_8k(9ezfM=68yg$rgc>weNUKWM@Nj93?kfniwHTFFE(7@J4K*tl+xE~WULGFx zIB|cS1Qrc%3_^!D8LSLeX>{^CP^BY0AAf(!$B%shDrN-w0Gf6ksFi zG^?VazM@*(X~5Fe)#c#qj7>x&4kWI(zkl3>a>~&%`B+fz?r9GK^G4C}!V8N1ugq){m5wD~|T>3=Isv zEj#{o0YSlF*+`Hs;*~b*ALv38Y0&u34?Q52{t_7}3LA8592JT_b<>T0K7M|Qkg5`K zTA)C7jX}hT@(e80jzpYo5R_`bECB-M1!Rf@0n7eu%{U0-f5U+)8QxeRN9F0Y-US}! zbAXGHbJt_;$v2b&mh^{|6lyrE0e8!+S&2c+y$RG)IUN=p4VyF#6zv{- z);Ba%9aJp~hGQA|_8S^bd&~06ZVwpjP*J^HWMv{c4Z!>WEr5Q+{dd(Ja5 zXjgVZ02c*hu;K8JU*FVnQs^7-#2@uY1{fR_olbHe4L`6lcGX4{k zWceWN+^oX?!}!L;+ztiqMy8}*nB2_n#y>YUD85h(|K#}gH(Gzh&%Y5x{Nb;$c?D1F z(Gio&Qt59SmfJ!(Zu4cH^=W*y`T$O`eBt6cSfJ0HyND;GkplC9V*z)GhXg}Yk z(OztKP12Qf@@AszG&2zG=wo(mtm8Hi(F7^yxLsIB7dM*;+>H zzO%Ss-?qJ&E zn(t*CeM~r)Hm%3W-julBy$yHni{!@L=5^lF(-k3tfz;0CUaH=miGXOo0PVR*TfqSz ze<`i4Z5$3p(f^4sgLp#z78{Z!qq#fd6Ps_`OzZe^$@S7t4Yu&1LkFGd>DIP3gT`gH zjNv<(R%tktT>#s}Gae7Ntt8`?!qUNxT{3>|P8;gI+I7dV*A|W1!fZ zN~&rl0q^=+jiFx^IXmBbs=ejSx|Zgg-re8-2pBSK?zsVq5j5J@iq^}gh=$Qt3{T@H znGRiug)&z_Ujb`^&WzIWj*(h)jD=0kLZ#GvzJ9Zr)5PfeoTl5#)pPb$%ID-LadgMu zGIq; zH=47m_jd*|q~6FCv%hz%GMUKrL%1O{mYe@T(11Y$%R>Z692`98NR`K6U4=YmmOV5! z;^sS9E@2cml@m>ctfTC`!#*YkWp}sJAk?Licw!XDOriF~$rU=&G5l)4(|oFBt0LsQ zlgDmqYP~6);i(6pozhH}r?!jkio`SK?k0wFBbsktmtQxH^ukf5|EY7W;^|YRTqoic z4)acXlg>{TC_=nvfY8Z3_#vvF?9Li?TeYYsMa&T8w4(Cx&B#5#H-@Sfq)@oW$9;uS z_YGG9)WuIM*bjfu`($G!%DYdmmss@)ZmX8spii9YwsXz1kkLtrR9fc z*{B+W4X%Hst)UP$%Bhw=cFyPR&R zQN9~KxvxAnN(_M@^|GFrDm7;zqgLSH}2@NVu!l#nwRZHhp?+pth(vTSMB zbs6!83O7&yU1v>G^@_i8JhiYUuSe|HSce+t`o8B)dszO&RAno6Ml(bx7CFV#51Ec4 zb$K?c>npZun-85Fnf3e7O4ME{;H5+-k_Td}is@M03S!C~IMW~@L200*xO|5&F6_?! z{&vMY=O2(s;9P=U;v9pJ+gsS{cCt~w7T>u;R=6O+jHKK$}>A2k5{VQp&Yc$D*~d z&f0om6evrgu$sOO>m0RbI%pRR9~&RC_gwlvqQE z1tyZE!7dbi?eB(ZWk?esd4KV=z+DN;m`R9p|&Ld z5Ethy50c@0f8{DWn9l}9>Mjm1y{Xd;k4>lC&OB?g36#o4x!IKi|Yp{|P!2{Km2umjMW-Am{lArAgvlRMj3$`$R>_tcdH%|Emzf zpfhHR!M_uds<&;#YQ&Q$B`x=(ukWp0c(@vKD#(uABnm9+BWm}|F2gD&TNqnH}jz2(Y9HFpPptC$L+?S{LSpG&;5V^E?%;cg!&B<(3 zc>}RJV0^T7N_m(2K=op`GlxkH2e&HpzvDV~oq?gDUmR<~!67}pq44cs<2$!pow#am-qGZgX|cVX>wHaFt#B=owdiDW)3AugIY@AB7OrJ>{kT)F6EJ_rFl1mh% z2!mwjK?#qqo+W6770G}_`=|U(=E){GwYqVxrm7C^4 z2x?G_K?~LSWhz9oV%?>gb9Q}1$MF=PjppqSw0W=y?~o%Kkf)*`Vc-Ms1*9mSEhowc zq0xYD45g@p_NX18o>6eCK$)Bc8gM`z{lF>)(w|QF4Ru?fKk$3^?s9LHy)kG9@)@U_ zc2_F}V}34uknoo6UVJ7k(~xr@E}oD6cXIzTgTxnN_a~NEJWj?uy0eU5nm^=p>HUck zR?7?R-vVjN@>`L*ONHvpd#i$PiqiEmHB6KbDEZm~C_SIs*mk5F!S!Ek@_*$D>aTo(Y3&mK&J=0@Xse8>ZWIQ#asQ>t|GmKC zR#HF=Jx@KxE|7KcZwVtQMiex-EL9Pi;tq#yO;s0L97haa{gZln0rH04Qqw!&(Ie)5 zO=kGC;dyS2rrp6L|2xr(`&2)ERMym>dM&W5%&=ZyM728%ZEsFiCDMhF>TnF-EC`(+ z!6J>{ULsX_pqEmkRnbwQqg_j?n(4^FR<73t8d#;I zA*CU20)Q>()i2v@P4aVcajil~M!mpau^S*FCNS^>b8qPcwcY8!UvtpE)5=Z;n&kObqnUw9#V2TMLwO;<%p3P4 z10&{?Bx3*0uyt3`F(3Ri-G|e@VL!fu1mD)#IcrFV<=SS+d3u=d z;^wlD*iljHv^8!i`;m~yTxy(waXQ3p%9--I?!NzTIb~#YmNKf1x-CYKBT8nV_af;vR|nOx63VXld4HUW-ndQs-_hqTmoWq)yr{~9NRA^vRj zX9;16ji9JPZ8|Z@VPh7sGesV3ju)Hllcczuaqw7SEQ8kZ`aM>W6wp$hV7G~S?q=NV zoXhlN4Lb6>3a#OdY!Z)V^@1<=x2vnG)xFD$H~{}ExSQH8j9hu`?9BT)-7r6=OXlh2 znLwzuN=mp6r`_2K>Q5L`y)XDB(<6cG?fW8i2NscMz{xN$+?o#CY_uo-|1JFmJp=7`?BvcB#7RwUZ)TTSd%g`tZt;gF7-4pDEI8#KiQ(tK} z$QhlCN{HwC|Bqco=EQQB&`Z5M=~`-6^T0q96s7`>oBG1j=~_g(@$5lM`dz?#W`V%! zk*-|@071-W9=dON=I7@xVSIDc(u6H8Q{VSw*eM_1+*TUT+SJw6?E{ck)_Mj8c)GeN zYC{wYv~Pb}KbkvKO7%P-2A=xI%nT)9N-%*@5`K1)u)nTC&@{ths#N1-2>@#gSYR(5 zL9WT_SP4CtH z?olhn{ QcDTNz~<+prg3uA&t*(PSYd$lLjUBHr&(ED#koE|wzoPopjjX_FNs<& zw7ikYg!=j*t6+DV%!TUg1_;tS??VH9p@BSUSSy|PYk)a9LuqVPq{gROp`PbAC zus`}=Y<*`1X z%^Hcp3<|^-Ge?oK|Nhs;f->!ZD{J=c#T8Sj=MXSdX}|u74{5ZaGdt=s?khw4%~jke`>OR=U{tFJ-+lcu zXh3xDFQqor!OKVi9kt-}Y&ve`sSA-79RnSqXv19Rzu$QBxuRkbtw2NF^hg|$_bK_) z2=e8aqVxiD(H#WtLkqlsrBJ2;9&@4X>-0o=ij4dfzlkteozSEI@kCC;3#7f1reaE_vj{yMOSwNLbT8fGj)i>jnUl ze0B?Mj^QgO!QcS~h?=){2BlZ=Iy)kr{)d`I-Tt<+fAw+20GIPvPkWU7tel6euI*th z>#6?>IKufz%c7{$$O&<<6QfeNP@W(tC$6E?;0`OjmxzdnK)clpkThl$af%JHI z24RQNsIC6dBQ%g@?yZkR`1xH$`yXZYVj^A*l&Q6+TQw+463jJJybdT~z?qf>^aeBu zc=-6QWGf4FYGMIWp55A#1EvM!5%_4R7!%O5{#%WM#*N?OsIV**f)XusJ^})^}K4dxxfvW_Y-89l7Xw?yI7d z{7OoAfEdB;Dl}}xKG>S-goDKkxpD$M#Kf5orX2V>5)l-_e6Bn9Zwv3?FsbF=2T{@+ zppEWOP;|rH1I^xVWQlWJpCY*@T1#prQ)E~Gj*y9s?0cLWFG?#3gDd#(<1RN(h%s0) zXks*{@nx7W;0L?kqbj$hvfA}hSAP~H*6ZxGyumP4<-Fu=^xE3V={1T@gE$l_;EjCI zZ*zK{II!y0-uMoi70S~CAyf1q2n6Ew+xK0&qd)qW6185BQXg(-)!PCkf{ z1}e?Q!C|2#j1C*uCJk)51)=6EYlqTttX;6)4I;rP z<>uhv07+zVCv|V$pv}$C!wmEYKLg@-5IGF^22x8#CIlE}q4^t_m_OUwZ(45FQZl9V zAYc^(M=1sf=Dy|S0i%3RP>}QuP{h))%<(h&4WHnapo}mOD*!esn0GoKA?Qb6Uw^Hy zy$6;IoyZ6-Fk=HLsstjSeRrS;AH;Nc?A`=sxw%;)IWsr66I7)`u3ivi2WsVK$ySz@ zI$sRq{^vJ5VH>-|jQXkw29O|tP1L@Y2p>N>{Z0{lJ}`Oc*4EZQu|9(GPvHSR+#Dcm z|A?jh`0+y`{O9m+EG+0^mP~%1AS2IWx|SHa7_^)hc_&J)!US;EFzkuB&G2FR8^9=p ze6){HI1^)GVF9BZkeh2BxpT(mFZLL^cp#iDBMwo+nGAq#`z=HxP2SzHOgjXSm2D(lU{RUhbNd>sxki8TFQyqM)FCndfkB{#q$QMAn4Eb?v z1W`pr9FXqy5>g4()z!g#iv~7AyXPTi(Xp|FopEegVBJ!OWHT^aD^xp}f_w7ncd$u9 zZ`s=2jV&lB2wo5jW^eEmt7~c+SX)QH+yV215d?sup)4_e0Ria>4+@Km4IsG8KfwSp zs`^oa7Py2U+=oa3N0j;lwldhq6+pxQ48EOk%QE!N5nx4B0!|+$N;@pWe2@qOlM;d! z5?~dX-`WDTA`KANUmz~zS_|F(yj0PYVSkRAJOc8Yo=PfKN6UC6K0^&Fm8*wmS2#+# z8%nqvdS+mED=jPI;N(g%(blR0A{f`#l=H0t@zmD+M z+ss}DDLR`4FL;kZs*yQOFDxuP621ZaasR-;E;Ac1j2CeU34Ke;ysZ@iF<|ZAW@H$J zm&IZ3IEa#xCK3sRf&DHpD5#xV_CJ$kRp%hbdq(>2mvitxK8rC&lYzhVySM!Mwc&rr z%)+9_Snzp+h=3r*SQ7*vCPO&{puf~+A>E(?kpSi_oITHZlK1?H72z7^#EYw7JrlJj3yN4?{V+S1C(S6yed|8+<=_k|mO zcfkMk^ABHc`)#28ufzTGnv+NWZkqppZ&}TQ;Ka|`Rd&&!QHHYgppNY+>WI^Hn-%15 z;1BnuB;t~ zZQuL-l%&Lw$1<3|WZp!YZml-E)(XW!&IVYaN_Pw?cZuVV~PhmTkk8VI}EH z28L49!#20u-R($B7TI22yp=`U&5~l35u{_qCNd)}tvaG~r!r0{wR|7ZUiT$C+iZP* z*JOP_>1umWK|@{d;MFIFZ&My`jR?}{ypPOO{5GQXhqovM#ZQS5xz)ent+m%2h2TbtdcN4;_KZVKL{m zc;b8FTdO?-y*MW8Z(^NvT_3-G-G{h_h1ENJJx{0}He15`w6$aAx!E@*GhI_F4#RMK zAnykRqJ1MHJ(011lz@*qFf1%XC0psC^)%TV&{}|d^9htldTneVNrFueK#Mm40q9sH z57FSUj3{0FHt5E{&A2bkLCI(H2G->HwY3xJ<62f&J5+m1pxAZ#QP zHm0>wsH`A|52A@~f|2#Xu-)Q6W6|w)T@YKrBUMQ+y_dD}$qk=^xjCp(_o$Obe7d`k z?#pan!$nyI5PNe%GYA>f-)OjL5p1g%?z$L4^prN}&8Lh^T8=t9J3Ip3v+Z@!^6vX0 zju$?R!)N0synV-~55pIlY6}k6R{{ydVi1YUCG3m!^2s`5V>vFnJ82bp*UFR;W^mlO z;I1snWgS;9uhg}li7ESrC8r=l5gI-5OU>G(f&Qpi!|F40V2?u6`G^ zXPy)K3u~};PeQGe7X!LAPv|2~hdX*YYx>L4AVrA_f@>_epSjy-;_r-4vjMkpUQYY*-w%p4%r;?k`(y_VDX zdJazyB+R_F2^VV@+;7(#FE1b^yhau+9WDqnHxBc>9$#=Yw9hl-SL@;*FP;h@if*q` zbg)e$1IoD@3_V6tt%G-~=2bnO?a#_~G;}d*(i?kCG<4McVbz^L2Dq;QTLNHF5r{Iy z5cb=160mitSJ@dAH5XY<@PGt8`$e8+(V~Vns?>%tJUl$iKMjx>Dy`F+A%~ZqgCi2M zD>z=Yy{{ne5X^q;dwmV}4Dey^nW{P!~3l$8y??tUn+REcehJ`a+Y^@SX=E zDYj-BAi~EzxK8`u_4Ds~^v{ClMxXKJ3%=`#0qiiaZileEgDMFXXTSxq0QeZ!)bh0z zv#=;d$Uv?MCknAGwI}CPPu@Xc5K>mg4Xr4H3O_W$qhn*>Pi=&>@F9fpt5>~HumfZU z1tPzsa7}f!-EucMRAQ3ZN*RNQ)030W3J-dF+m3w$q3=S676LvA%2kLhR!A-f&F^0Y zd&$qq$t0MA1Q+)S9_zM7B`3>*W)Wb!AFxTl2jw0@dzuCsLg-WAc(B`D`VEylKlL!LZdkD9ESfzF# z;t=8~9^+&9yWzWf9qQ{k-sk5hW@2Lc)zvkG^sFcI7kdjr3ur3UBHEDFI%n3#E>@PE zP%p-dcnW;d?12#_G}4Fcsc~5SP#p>=$o8MvCyohFvY~Fy__$JmuCQYbF$IMjK!!zS zWnCOPwvTsmXrPTyZB>AO+<%S@`aT*I3Go|H5I|ZRVn=rb(V^agEq!inEf`7}H@_`d zc};siy{!%h`(xR6yPfLc=Db3PW%#G{{AW=8{r{@3B2<(RTncKtH0ZUe!mAmB^}LS# z0aZbfjM37xsyQl(SzVCZ2wjn6I9WD@Eg2|vLB;E`w}K1lSm0htfP(vS=S_(7VP+16 zSgqY5HNET^QTwG^0N+3jm8QbDeQ?lSBoEQc{IKjo{?*#yZ3>}hj~+eBUxd;NwPK+< z_Jd7jYhDlp0{SBkiwxvzFpf(x`qYLmgT__6)+G|o0TwVg##cAD-+)CJzJ4tUQC`v+ zcyPnfpos5=k;2Z+Es?EKtpD@fmBWMvaOC5(FEM4y#BKN1FgkOJt}Je zLLp()iJ}b&41(^N=KlSw8A?*?!+CnG+3mdLwF?A^X=zl_86V)9Ec$x_4HPfv%sNt_ z_cU9jK6cfZ3SmC=O@j+A6L`gX92-EJeut3o#fqCMtQ@G#2aM`JpqB6L@1Fy)e;G5uBez4Lvft{hQUG0(Lbw#jtlYROt$Gl{rGa{Vm;=EqwxyP@(iIGc{2=9Q= z%8%3;4KiX+d~aZ4U5CY`q5Yy~^4qlxB1m-2)u?od6==|^nBFwbC@j2ZHB)y|{_{aJ zKx7HrhtwR~=N8MmocjIj*yOC!rq@6@3M|j2=oPHHqlqgkXHP|>kf|_uP@J`KcTyTy zp#e_WEQ^7}Gx&+S=z9aQ{q9O$kO_k8*SmrdiDDI3GS#nc)TCX>B)Fudah_sdnq9&stzi3;~3! z^G^%H+=XtorKcz2)2B~l971^^CnqQTYX-W@pCID{Xm~u36+?0t&>t*+T)=d27c9IW zPh9|HiY>`^vIB~YpO7~3y*4#&#`7*EWrVNql}{w?x*yjSl8Oi%u-}kzJ$SQr@-83% zGO@^TzOUb>1gUm{9 z`d6=tEOhG(1;*;sRP0Qx88zdbt`{S|zwpvM-4f~PO5uun8ljTPy}D|eBy@aHzUx}$ zwn;5*w8FHAOF_{Rx1049iCpSp3QgTRNPT;8ynKc^Fd4 zgzh~C05v5@SVKjn!@{7erIDGL`7tpOp7(JNWF41=_Ju%&4<;NyDQkO`3+rzp>@1o$ zEk|U#KKRB9Vh^%WP$@Pd)YVLdGb@ZP>OL^bQw z-_|=ILycjW3Nf^(S|=^-33n;9f_##AQ(FPT3(*c%9tJ8 zvi4uUz5r3*DiP9_pP__LaEJPfjb!NL zlAZyWidlz%JURexn;IKGf4AHfpnwtvs_QlostXDx0?adIESu0Zg3Du7M-DI{K)LcSI_B34#c z7X_|72eUPpyZE;bYhmAthrwdMyCe&cy7JeZi8Ax2kkok$dl!R>t4 zO|-!d<4O2mEaA&-amStxGGVumkY2uPThYCC$fnIFpEo{K#H=s2%u4=DR#r8O1?k4X znvc!LH_qk=dXlEjZ*G%5LxHw)+Mg4jx}r?;FD_ zo6{3mb{i6c)k>tVUOm}mMWwim@p5f{%l%}BB_kPucw*3BV*0%vX-ic`%BPeedGlS^ znzX~O67*{87u{)+!h(#hn(Pj*i00-E$BHenJkgJUae72g=W9VRA+iF8SXV&TH1Ii zR`QN7gY>Xrxo?G`!lV`IPUZ`Yl8)CvosA2KWJE!{EqmpdybQjD7{ws zw(-4qF-PDdeAl71e4#&T=Tt-GbwmIvW=L_#C&?uAW?7^652TdgqJCsxgx(Qbp}$c{ zwO0BfkCff}hXaV-1M8wLd7e1^9xwCWw$da=H-4g7X7%1s1;Li+ohj`|q&@lEbYeQ> z4Vw4Xbd?n9W4w|c&0I>>sIucgyG=1UpB^r2YsZ}_cfJGuI*nv`6_u+~Zlx_{(ZnM4 zjvqNKZ{48}Lwh;AA?3kya;G-&MV2*E&NUXZ5c!?eZO^RpeOjFjljY;7>jY3#M361p z46vDhUDCiiET%m&OEV)G#v=9lWL{z1a3A}Y$D@4`D{%?JvjC&VfGHA->fbszc=2F^ zd3C0tqPp(FphKKamZIk=`S?pCOX<23?kaDj#zdw5ynu9^ZF66HEHM}6MYEkEnLus8 zNm%FXi($Xv&2{_vB?8CsBGH3^N>f_L@v?Pf&VXiFUgwxS{UB1*b?sUGsjg#~=-NW_ zp(t~PtBm|)M?$alOZ5JfNiBfVe|_YRwTt=oRc9vo3c54V`nJWzzHyFQ_3t$+>6(aI zm!pN0z(571ymw3`%g-C@zR^Op3=j5*?=wW7ebJI+#;tv9D!YANecmYQt=ypRXt5c( z{Y~|4dMh@e*0d|=MU4B23~g9V{nJBeQ*U`WMZmD^w|?YImc(Milm{1<;o8Cr7j*2c zxm}LbLURP+!C8HnK8;&s!UxbN`nsO+QO)c{rtTZ{eb6}boV}G&rjlweB^3lUz`d=- zU)gJ`O>w*R3K0vFb;g*Ur=q7Gw{HAVL#UC}U%bAQE<)KBmZ+vt`U-o%IGl#>2zPf$ zo{3$UQ%p)#UX91%?Cl!&l!|5NXN|R5LxayN(Ap(p zcPDTK5tqajj7J1J8Gpc_2sB3Yx_qDa7Uvzj}a zRTB7$;ss$!nRb=U z>@6bJq_pgw65~&2bEY$WAqX|L3=K?q=~$k$nK#Ckr@1EwiK-^%L_J5bu#f!K><8Kc z(`|1XJ>Z=TG4fP~R8kcF zBbN3XesFAc>ab@5a0x&tKqu#ZKhr8T`2lz%$lKBZD8GOIexYep4ojY1g9zx#0A)y1 zc!1I>hkFV-uK7ho^k6D~6oGex7C`4M$H$K!QG^Zbof?HNFM+F&%_cPqCE0{J8>7rp zw-w~)Mo^CxRaCTsW)52LoTq){qF&mb$piiUV8whZAPRdY%I_N!qZ)26tlxMQ9?cL8 zCkv2^f3PKF*r4#&shj02qT`=k9}PT)VrdFCu#jLh`?wcTF(tE@AfTN=fu_h5#la+79(!PUx5ei4Ze>Hz| zK!$@YfW7ct^uG3dha+;pmjUtnC^Vzc5zGNtcf2(KN?=G{_k|Awr597-tu~|xgm98T z9oPu)6GVXaWk;>Kwv3F#0gMBE)d~PcX&tWd|6(Rkmnpy{9WKx-m~L%tMTZjFv1WJg zqD|gwghXW@rQdjfA53O$FUZIDHH#F)6er##U1dpPHzVZnkL$LkZ{z$$Q3z6N4zKK- zZ?ODYwssp2DH#1IK0A_Ac4V-lf=e04+&|!FW6wkj)gi-WitCuj)3=T7?HXr=Zeh>l z?-*?Mkcww3ZOwICdZ*nAA>3c*#Tm%z>EK4xKJc~k9{Tf*>D?_7Cb7$$&6EKJH#|MB z*qR_k#fb0w>2+c^78s%19==ZEb3UoJabjffI-R&^!D^vDX%z9yn`X?+=O1$A=jP1kKm$vgWE`6VLl~M1S^=8u97K zrG9Q^H*#)}^3XpotnSEdm5usO3J#?+#XZf3)@)YVayUp72B$-1Mp16#`3g$3&Fq*_Lb=?GleT2DU| zGFNLFaRW;lZ@yKQXe*;5aP$Ect8OJdTG}lsMTE7XC6kktD7DXJJinCul+m*JuYoGB z1N&0FsXAiw?ir-}jaHop7M3zo!5?p6$`KwMgd4Q%T@xctU@W&3eh?Za+f>&1wyH%< zdzqH454Wme{Kyf<@=PEw;BdaFdH2vi#9nH9H$qFo#pE4YQ+(8jxPu=Kt&U8P*^pT< zshUsokj&f0zCI0)5|6OJa2$i74y?w!FEy18KlF}ff(RYWcyXfWe&O}uit+JR-$-5Z znj0=t*zTD*^b^x(OCr;0sv6*J{^?%yImj8aFYE9gE;&`xL0*7ghQ!Ukuj0I~A$-B1Fi~kwgXL-b9>OYTtMoV@pp{>S`V?7FCio5IwJ?hb6Dmt}*SYTC2 zY~Xm=+Oiwg&WG59Q}eSUsn7bplGM~fa(@02n71RO4St+SP_w88dU>MX0I1ORWN?O> zk@NAN%H;mLnKk}#!@#xmsF^$;m;8C2-bt0X7dWVMY zOn3`3!eneRrm4p<>Qup*{UMel;HA8>P8yi%J<94s@g=xfFOQILDR%B)-vpO}*)O^A z@mclu8-aoY%bMVxr*gRPmdfgAyrCTUF36jNL`ZD>aO`e_<2i0>A$6EV^#pQq`EyN0 z=5rm*IJ4^mFVwXrmPqtmY^Gc9WO!_sZH~|%Ht8LTt1DC=RmxEIeReg+&A^`%XqzLRnnO1bA~HgnF&n&QXONx*8NZrbs9M5P?yrql-xu?p6IXat z3K;?)j_kU{95n~%M5x8$@8|1m6Jhu#j}}_VM0SMT=sI`Y`lVB3G;m2@--@B!Lg3yz zEModIO|Sc?Kl@x6*pWSKAZ5#x)ws7dvWs^cAxwyyCg!l#`{bcnugYXS1;fSpa^zQ~ zG38KFt|#Jt7)1_!w;M~`EFH&;<)-o8-0+N!G`DaK!tObDT=>qvJydHgQI^BqY@K-f zhBX@{hyKQ`BJZB;%L4_XRjns`B=;|$rq+b-cR7RWZ0U#L6jA)=Q>>P zkIAuA!thykJ)BxVJ1}Jm{RXDJjP2g<8R}lq$44inxRlPTET4b+^EsX+;0v?QFJdx&+f=@&*Pt`&Zh$U_hVybZoJ+VR;GCae;egDMs88|cT*o45 z{6rL4r+N;2g48x{R58yrKCRJyI1@H^|?)3kv5Ha8y6WUsfk>E9Vz zWKBXQe^o8154=HOFr8E&!BD|DcQ$s~h?J}SV>+$5hY)=3cQrHQ+`R{bg@tAN&$J;f zVKhUzB|kMYi!^i^k=8=;5qX+J34c#<)hEXi>9(3cJyaL{<#WT%FQ((>k!j%ozq~xL zqnX=;vmIAK`p?DT(%Y+D(X~7NZsFp@qUn`lg&d77(kZFZo<=j8O-<@oQu#A+KOtw~ z6pP$?3Mw&+^TqdtMT&t;M85vWO_#n(eXhQSo1329Z|?$JUmVONx@I%*6qaDn&onrU^`927r#9GK{i_=Cya!6r-obvcr)or? zuiHPp(<0wEJ$;Fu-gs>|uNClqw4?2;A*g9z0>1;#j(hb8DL-0btX9-iY`AV)|M6i& z;4@lHP0i5>e!IhNEIf)<``^8+bh1Zy%6GW5b)>h4&Q$LbCw|JxipURVg%^TgaXG(n|r z8qE+z2+RX5TDiq}@l%G@xBvVg2YJ|N zkvmN)Hi^8`3&L_9>{65I6q=`pXrI!urL;Y60q5_+YtEcmG0#P{u6D$26;P^7Q>HMx>qhaAcb&ghK|i2b&saFbVp6ew3(QgPy^*?^B`M&)8ODOm^#cFr5J|ulUY3{9)tJs zod97HP|kfVyfvd1hOJxS#qD`|tEEwU$ZKzF|K{m!A#+i;eX_u?JaSr@YUK*KCz=&o z&sI4XIk>r6DfDL9riD~r9E4a zGk$z%O9($0%u!9f@C?`)=wSjI^zXwfHAe>hWZ%A7!19ejF1T>EZxbgcY&ujde1Huo z#i`0_|DwrMHBDybYmbYuSGTaj_#BtU*oLxX<0FcSZtkzU>l+#QHXwBXO#P}{bE)R= ztK?6FXk}tJc{RaLRbNwOW4k}UL4(D0Lyd9!&)24|#Gbj$;XHa!^EEa#`NguF4{n~7 zZ)yQLNbBWg386ACe|_9;#=9+~#@6_xop3Dl!UDtGOJOJ^uOY8BSJ7UxY~xLSK80|N zw@-~bzZ2r3Ou;pRgyW{5{}tFY2frysoXSgPAjWI_A77DF%>Ratq2+#ZK%r#OI#8&u zoUez~+%X;toq$4nI%5T5vaP6VLqq1PiqyXO#!R{8tHD1v;rSl==H~Lbv77uhHa$$O zP~NnpzcJA~Dy6>nhib9o#XS*`t+Ims)8>Wvv-)M21;l;P+$3o(VznDNC%~lyq$7^RZx%!Od=NhGf2@>q<&nusx*Ek})Kevk ziq=Y6ezzNUDcdjq0`;a}OIU4TQTgmvT@5hBe>&MniFseB9&T=Im`;>K!YJX4#nn1@ z>_)lSNAdlO#2gkvrw5|$(<_5TL@b^Y^Dhxi!+AMQ!v#Z8PUQhP$x~(PYM|49VrGT` z`$}+jHgP@6_^e`)bXvzutr5$U>k%zOW%zV-nZJ_iKf+_ld;46s;s;imjl0k0T-W@| z&)d10Ys8e5qd?{^Cg#Jz!J$9@js@J0Md~{gyiV6AD#&QKXnX^2&=Pd0%^f8BWc7HF zD4VFW!B!_GO8X2-?zzR?++Au>;IlhfQ)Hw{DOsOdh*oJ%x2_`Am z$bXf8=v&A8)*#OwRHnLq^=jeEA92h&#h?mSZF1Dxv72ksum325f$mN(9bHJr$mnAc zDJ$;x0oJRe6s?|t+(`LZu8W?cSHk?Ue*)RHlO}^{4@MY-sPWNHja#=~6f;}Vc3#FI zArzMy>0f(D^ThC59)S>s+cRavaOhnge~$T6+*BNy#1}e89t*#ScD#wlHOE(0giafk zQS#_- @O0Ae>EMMb$dI-M17HeM*PJ5u;^_Wqh{l~TR7(Ysp-pG0DvV`5{S!r7e5 zN=tFX@JBCMn3yzWhSdN!%QH`Rt2Nh_i%vdiztKs*Lm`PQ*?zF9z7CyW<`TYdTb5(* zYL&oBMvkxi#JlCXUN50|iZew8G?`e>c3!3wb5ZGqX)hqn(@$sIH>5N);)y*3zVX7t zpFcm3-vM5A*;N?su#J-wh{&Iwrz9o{dXtGhQ+dS)+RRG6xL>=YsiLu;qjTZev?WnY z(nb$dUO1YVEcN9(ZBB-itv6(;MZAS4&hrnSRdV;Z1kd%QKXN-b0T;eSQnC)HSOxai zM6}Eq3)b;T@O*O3r+&Q9DZd-|`k0F@RCy?*xA)$pbZmQ39W>8Z zMHnYZ21taQg%ZZ$)}#~`;%F!7_H2WvgWbW!I$yU&9Ogk#kmq)a3rQTOP-yAiL$?FV zRGPXN>mLJ*gyK)0_%6;cgS~AinoSQER6%d3^U(J>eS9vj4j`)BHS_wS!tOk7}kr||i}0XrK~dNu`lN6XxqV450O zSbVUq&JH4e@2(Rbssd^9{`Mlk13paAT7`~FM#npP7M{^wn{op2JMZcmZ(8R0G#Hpo zRFj6p$x$(^a-iR~Ot+^WI_dgBbqOpM(V6u6B2UlI7>MDn7XgH z%7yQwlmDTFO&nNa_4EOhNt*ii+RI9L1nXb7oX zNqT0QuZ&zw!k71ytc)J)r`p*?=?PUeBhQS7YCcOvy@toN`^#V7r-diN$dT8uJDP0^ zS%Z~<)1<9+t-;r7s$On00SjZYK=J46P-1R>z?f-SMPi*St2w zAJMxa37`|3VcmgU5v{MUXSh5pIJj+lak#UvyquO(`dHev_9liFxzETXZu-r#g@2I>_)?=98_i^bE503@BFSR ze)i+0{btb%ldbsu`X*t9HaL6PzvWqA{Hm~==$@=~Odb;TlBshGD`IRC@#iqzaY^9b zokiHk9a*l+X_oIX4SMmEmxGrZU*;Av=EH~3r_E*?Q?3az%an?l4%Y;nREIDH-Ql{~ zmA9v*MLbY!#Bk}Cs}m2%EGuJ)>?>Gy8MaoJbrHYoom$tKiRDhr&x~+yY#Ap6i3s+l zC_K{=uG@AaLXSUuoj1Su)v8*Opu4}0Aa=3aP_uCG4qk}|P`26y~?ry0k zJj<`leWpcoTZ~jw8;ZoBUkRF_<; zL=NXGE4o@FRS$v0j+;MrT?|$$IIU_&l(bHFgF&W{4B_v09qtUl@NoI@G~2N-(>McJ zpxYL|Fh73~`fbEwwWa>Ns~%V@`g7IvSds1_16kd>zu$`fe7Ag2tD{n~6xv#2iwPBG z(|D>=f31eOV?u1EQ;MaswgL@4v7WpT?{^asf9LM-@+m^GO~}! z(L$;}Act=~Ff(&W#&MyeTQ9rtU*Co2qrLt8prCNp!E#E^!N`nG!aKy-Cm)u3?zDo- zXo#s5o*xW4LyU-22e)KF?_fCB$mAIR$ViSbQl90SAsIAPbg`MYn`4KkJZR9>g5-t4 zF1{=A#P(=K#A>Dr`+GS#sqQgfN-#L|e!iPKzFeOnkIr+kL(ag^euGNA^cBV~QBG#8 z`AE6oI*-Q_4-aOvT(2Vx|GX=zj6-wFj-9KgL6o2kf#*uhEA~Y-i4PqQjSSEOi{j_U zhnAEqJ%{{_-NzC6>a|g^vGr`G_Bq>=D>Nj$d-~h`rtm{*zu(LIGdA1(#Qpus+XoDt zl-?JRsLASR?w*#L`&4NsH=>ZSdsheF$q5^JneCCP0W_e>-+WY8)v0z_72-CF0Rh)t zWo0fBo=1n&I8UMwuWz)?r9TuoP>$?W*a&?I67{dO(qpIoCm`mY+#tq z@9}CzCXN)JtnJ)Ahhgb(b0Qq}%W6kb0v91@VvZgj8m{hCHS?TveHHi(nkBRw*w}L* z1B9ZVppXa>4#Vr*o$cq}xElXsQ0LxA5h2*&zU_v+XSFN}JgYrq;;lXmKZ} z*y^ycLPf_0W1=~?2D7T05vh}gRFBVW&&Gs@vyiR7QUnR!FvjH0{$BYqeW1F(B7&ns zuH$w{;#X0@23^Q%pXa?YGwuf})hQ_=Me-@6w{G1s9s5i!6W2ovgJ&<)A=Z;CB4XU} ziL&w?B4ggI(-|sI;XygggiI^LIliq_vha96~FY-`KtkJ-kP9*Qfrjx4G# z-Msc3_D$xde2nyZXy9-kM@_;hCiE8WY8@TfuKa;b?$n1G<3dtJ~N6BeEod3x*>P3|m5NJf$6w^QR zv~rvd3L4~WE*dp7PaVI!=sJNLvAZ6dda2TF6VG`|B++WLxe6bteFpZv=dcKldcVvP z$aBoa{-$%dq2V~~ll?0tJ;6>L(avRj7G>Ps*s@!H2Zd z0$!9TAkONZ=G-PzJP7<&d3%n4(<~>vlDYBts6h|Dk#{OvXVV^Po=yB z-Qz_IrsqF+<6Md?5*L-D=05KVbL;ulF*m5{9j;y7RaNtN66+>CA9eUqE5jG#S0DCC zyl`TYSpq|YTlK&QEB??{O6q>rm&n)@sn;(Etv~U56Ncb4(PtGO^b(h+oCP#ki7ve5 z{BYESuf)aK-r?o@Lnw%zML5}Af7Y+H^-k(XacOCic#Ug4lB()rH$Es2+z1cWU#|*D zsyTg+u8-^2+7y+PAou!(Q<3%+s(V~qA%0(8U5>_W67qU3ro?G#x_aXW>G7nO4qlY< z@v;|=AhP<`?*iVU-xV|)!p>O8-e(__`rACZdgiTv4iNV#4R8g@KUW!=7<{;I-)+uD z+1B>!J{4`uXw!Wk8bb*2r)ClMwV={c&SOxHQlzo zUc=fKnGpF{+m170U_eS*mPVMycVlFdqWxd{;g$Z`^zglnp)iQiE%f%jNR~(qBayXH zz*%Ifga~GzloSfl0u5vb2THo;yksXCw%U5s{^WsH^<`8+Oon&$`v-qfPK#IajA|7$ zG+e&jbAuZL3oi4=7t5kM`<@%;oxPRE33Zii%&3cXKAcv$>X@*|t9zv*{K6w|yk{um7PP7vRy4--r%t3;>%3Wt=Szd;8$RXb z*kL62`oWvXBeQ9emQci#FaZodoMta><`%iNZt=k6~cjiV{XpysB#xX)On{J z%U}6=oD~61;L6G}W-|FTg-xFOpi6l2HCdJ17U_U>XSeD}p|9!-B z+5bb=dq>0dhhL*gh(wg=HHaR)_mb$MGkOUVoiKVAkq`_bI)mtSv_bTeF#71dMjO2| zx;x+ByY7AOyY9NP=8v;17ITizQ}*7^vxkjQXQC0Y+r1l{If*|ZLtp%@CE^ z-Sf+Qx1+9ox#~6euUxdKCP;P{A0D3xhu2G8qnoF# zV3Dlecv7lSH>xbDizgq(jJS5@T4Y$4h6O}LbCb+=q!&Kl4d9?B0Ia+1vGJY}yk=s` zu1bASjUt);`VE)TPs5_+eC_yOaNWtC&c<0nD)of@M4|K3kb7^mvOC3~V*9PmXg(II z8~_tVBd$f3_ZjGcz|mHJ{EMVNRb?R-d^afiIHL)4ZDyKqES{}|Z*Y<4QMfylc~3y! zBHAOr@)_ODwOcgA{j5C10MiSFKVVB$hfJW*?0;T$J)c23_HFzIT8>y^FieQ<9Wwmt zx&4aY?JfoK-x3`bdHGMtjQvsZ*50UxZ=bTt2?QBfy)n?Mk4Ha$G<{)Y6^=HRltkau z@HbQHz>gm_7DO3xi;Gosj+xa{hC1?(0UB9?nTIk`)wX+V+&tW+I$hzvK1|6pxSXg5 zp!Npb7XHVKX;U3={Zak|>g{uODe}g!WGIK7P`^JvAYq(V%n5DxnaHWX{Bw{p+_>=r z`CpZbTpM!q{228lbmDuukb(ZxOzFgTcx;9~vQm2zxzkf_IN%^-t=w|{YaP!%6PIt=|( zqNNh56!S#JclFn>q)-_8Z!NVtO0j9vYqa>tOdSErO;bztQ^tJd-=7n_P*V>WY8w6nbtcjz>t^2P@ZFYk3t?vz~wSwM1llE+(S7=4bG-uV+v zjT4|TPW@tnYp)kX*spY^CZ1Wy$P6Tx_MyrR)(l1{BC(~41y=n;~_M~YTH6S^$ay!6C>KahICD6TjKzdXF&2rvln zka0rO61eeOyY(>!Wp@9evdzr_cUQqD-RHUKHP;wem^3sjMFpN>EMHofUedMu;cF5Q zc-7U7&P;R-=`g(42ksBWf*NW%y9TfV@r5chVmYjxzJ9C0ylIxip}bdN?)vg2ZS8;56HX*L0{{Nsi`x))Ie?O;0PUyeB0PMiXwz+D1?5 zT{VTj;i7+Jd#5xdYAm2u6C`|1oo*tnr3u`<30}l|@wcT+ifQa*d)o=UJUixF0@D`m zO&SgD2d9$w+{#xG0nHB1VGVJF^N+xz;c%Y*)0Xy;Il(htw<>7rj%$GM&!Wf#Ts0p2 zuiuEN@V^#x!o!%WyB^a!zq)?Gz=||}efN~&?JU#RXJ(98{Lg>j)XH=JVI*dYP$I#L zr7B3z-r1=yTMk%hd2g3J9D0Xno074pYIZ7Wwhv(Ic*)m{cGdJh%k~sJI=GcsIWlqv zPZMpL3lala;C&}OUpC7MQJ7FNWv(}Sqo(>*Gf~qVg$1Wx(ef@378sYD0@fETYppBHNq8q*nl)HWQYANd!I?~2q z&l3wXnAQQ1Bd99IIH2vn0+kTy#@U|7FLQoY>?BK{rkPGf9oZFAB(*o&AYv-8H@9sGZ93ko zTsP+uQJ>QP(ZdS4-iF*b|LSa1WpTr{MR1YjHVzG}CO!(J7{qCj3iQ3d?zy9b3MclT zYpxvK#%+3ZeF}3!l{Z-A*24owPWqWf9y3s9rP`2=%`1!!$kzl3V-QUnKhUCKngWo5@Y&ZtzGD2)#n7%PfTAi@i?>yz9a2)&P0t8L$HDKy6(x$MrH_ zqN+Y^9pBx7i>P%0R^t06l@wR#@kq}t!NTsb6CNMm%cE;?ZS&K)mA`aHuv?+_4(Pnk zH&ixSi2nPoVo%D>z8F0feW1w@u&mkJ`=6slN2%wPr+4bk(?eO_j$70nZ+7q{_MLX< z`R(#4Y!JS&aeTO9)%FDtJY-kAe4~1vaG&n};^sR{h9?!lj zgAj7)qU&w3ww#f6cN9wfHkD0ZJ=8S>?hjSbmMz?czJ63p_Pv;s(i4r&F6Zx z*NM03TSNI^DDv(O>!>9VZX}k<;`VAeUzZu#O5M`3V|j))i;F|u%UB6jEw5OX`6?2v zKe~131n-mbovJ*ZYM}xBe)wudmy?36@bo}vuXj&LDfNs<;(%Z&-Ma4Zbcvmw(PXm1%6hObQYI8-FV_|G zJMMbwDD*|K@E~vXE_S*q;5puz}Kur3EH|7FN8 z?S()?S>ksap$~g)^l0sGuNIH~CiG z=gFi10OeKknEKYQgFuiM<*y5_s^zV!yTqLJnl{(=!}MO`3m(kjx>9OD1jP1XcR-gq zTp**ltlG5ytS&{@;$Iz{%7n<&nFFzG@GE5~G51Jju#&k*g8?f_L%E*~w~*hoETv-1 z7&-=D1;6Z!!#IR+R_`r)-tv>{+l=|p zfG5saWuJgWunx0;zLHz>2+{aMS5KgCOxu9~v%MoEzm$u{{z-(C=g8j0k`C`Ev7kV| z>08bw_T(C|`ConKoa@2bIf4>!Db!FcTb2liE5G^>L*~p);OBoA%_i8RNhD0Rl1EW$ z(;H)RIC5tvl(Q=|XU^@Hjy8B3+$cw9mnJv;Lwp*0dQ;odQ$1UPlj%K=wogFrc!o_n z8;Kl<5P~X6_b$ETTDvjWrz`Y~enr)lOxFGlJ1XoVBGwL;pwwQ4>0H+e=TI7GVtMs3 z2oK9;u!*CPU;TvWaky$Ua3u7Uz$$z?A_)c-^39Iqq!mmW`!+k+teN9^$R5e=c6%cw z{`tR!2x$E-pAec7l^*TzMS$+-S#z{PF+D16e32ek^&)Mz#oYja9DiM__pNvPSxYt& z_1G@=Cw4FXG(7a-_Iml~f$!)hY%6?s3z~V?Np#o5cO~wYX8eo(gXR{BBv z(oO3spQ`rMUyp~7%CfSp`KiIGn8AP_u>v`icQ}X7FJ7g{Qu?%J!PlPw58eJwg>PH8 zhRBp8>81X$TFsWbwb}i2LwB- zBW{n&E7zmb^Pvw?p*$TAat~VVhkNbmp;ttqboTTsr^71`oxKU(SH~-sh-tKayJ}+hhMsoRKfZU{Mhik|E!u{QQi-iTV&P`eiSu4)M zLy0Za&79PAGio!Bz3S-X!0M5kZ&~`SbI+Jd6l@LG(kpv8(9j~DD1oX6a|;MpiQknu zOO_{wZvORci2zQI8pMH^dB@<6=o-gfaP5QrpF_Xy!;eD4kU`7rMULd>t>PM8AgY|NkGWs8!pmyxi8 zCdjrw>Z%Krab-6)k1*dZd`&X0mx-w?K4Nx_tK-t96jHOTCDO5pHp^oCyOXED`E3e| zxk6Oj-rY3HbCL=(Ng}r%?WL+~lwxY)Qw;P-iDl;ah6<}hb*J?`ulpj)VsLy_v3-m| z>zjqa9!+XO2UB*|p)r%M5TMcdC|K@2>7@>S6DgDdH)%g9&(14-lM>wP(*Ci*xMnwS ztGu)9D2<1=kso(~24blvr2>3WKVdNap`wu(T5r%Z)|yQUi>Ncq9dlq3-w?w%A&{P+ zc`A$u(>q@#RbWZRGd+@dg+tv;%&$Jy%UDfdOkNBXh**wXW8o!UqADBEGrMkX@A&&W zWE*=?QVMA^HU90ZUOLE@A2E)~M#ON{oLOT(g2#GZ?r#LB`U_Dap7*&xq$6rlnoAv& zMK(0PtC=U`9O4|Q&Er+03Og*ip^m#uCvCQq|GaU2#^qyI+?SEO|Kdo zQOe&pZ`eH4&6mwSIr8%=%3jDfLRM&*>|f4hijJDCfCw_#b&99r64zHW=rlGQa~7tAn9+N*wiN1W=S zej23nT<@Kkg2j}r!k5MJERo6S)9qv#A9m&x*WR+d9R-$N)yV{Z%5+~DWv)3!8v_5f zQdN8mQT2X*GNUTbPp}hJ#%h-!YKh2tL&zTqQoYwb8bgkr!CR0q(?q>y?7ieg{PJ6k zaw?4D|5c6)Z_8Be&Aj^ecy}f@5Px^Uumxner4CteyQjaKd7KKp)rq@Tc{pYW=IEvN z3Z;SHLiN;7!b30dkB|=@GYq%way?deF`;oCC;6et5t{*7%AWI2 z>>j>y)7jzcEklc!!ql&pJ*m($)aiEq z(XCAm{MXwfHNf=okE4RltD^~vr?n@ zMh7WEpCW02mS3QhA`gv>j3wyveBmXQ@m|&AFawCQsq;HL4n{6?-|#i>NQRR&#r3JU zT^9Q{Ft7UpjXngn_R(kh(_&d!CsQHu(-PR`RYp-59hRwM5O}SCYlN9C?BW^7Es(J* zvlG4UdnIIxz5`^Kq(w%aW)o!bIGGz5@lN;#pM=EfhIq zyy%;D_=B97Gz;}LsgHwXE#;gEPh3BmN+E2OqFf}Vf&4?cJZ(%pRtZ!Dt4Mt#z*U4Z z##zV?GpFBqo@m$o(D-lQFzMhV4LUDSN?+EP6DvxkZ(f+37)v^>LoR=J z?LdD3(Q98<pD6-X-{TPx#p~K3`9esBB0Hw^}4Qk!uX~%C*jAqmTON?+u2B zCdGC|y>tU_!mg=vP?G0_x;|}_n;77Nt*qCfNZO7Qv*pQ1zm9;dd#j$6 zo0`yb9P~b1^igipzu8vFLFO|A+b?s;c&vjSMj7t(kNRpl^v-)bj&3_vd=L;x z^wRZ3f(G6*2I*fl%GSxs)SBw)%Yn_Zf@WUE`8p=nP|i3Wz+xV*>kGrT>n|oivEvcy zj&&2l$+m)J)DpeRUfs)n-G~BfdsAJbaV8Cl-z5Sb`^2Q>?Zp=ffSE!6A`Nu=hxhSG z3D107X0Lt4d_yBAY&0@ybU?Km1`~FsT$Q{uRuC$q29TTOH#d^?JfnKYVz0zN8a(q7 z_?jgu>Ox@j5=*uFnpW%(G4R|Sg!nbO*~D`F=Y!WfF3`@i#ZlwEQ7tHSKU^sdhA|Gw zJqxQmQZvE$Xv-t32=aZ3nHw|pyqJlybGG;E*z?+dV_B}_mlRMGchIlB0Lc!YUN*tF zH{po%q<3LJ<%bFafwwci@x1hK_8oUf4A+Rw-KgB*7;A)!;+6p3J%v>hfJE-%cYJn&t1T4TaMoPCe0P*JPKMXRsi1ruvCu`0Dwxxbh1z{$5QuQ898hC``5Po?yI zikOu(V~=D6>;o8jM5wWWV(+LijV0`DzGL0@J((3(032_yB#d^l!D(4_N2!$nc^!bL zOGE0~msCx-7o5sTV~V-H1;qTEd6-}&BsdNPd$u0?!S6tiqOxdP;p12Xw`6>L0stvt zRe3Bc==7$cnAE9wHXB@$B`(0ltTlOY)(9K>y9Ue~i%KX<6J_>+%NY4KTxFmv*lopI z(mbWznna|K7x~ohS764xCSF{Yk`mT>GcK{c`&u-FMa&sxDUA-!)uQ}vQhkmSe_ftG zfo7Q(S5_R1#3qIS>pb7IFbVGU1v190PnjxMN~ykOJZD|Ki(Q$q1>!N%a${Hov_Q$( z-L#?#X3w9!SM(#9-GzL(VR7~&`0BlrD{A`Qp>Z6?5-B!Z`g#4rn@@hu;hQHpniqCU<> zm00v*JT8Vby0Q5mQ0>1C=l^xF3=6m$Abh+Os`5B$KmtVTtIh#TOP$NLJw*&I8b8@qx4;4(gmPw(h2@zhL9BZ-N_7+Xko` zek*HKSPRk!RdT_T^L^H~+G=I24J5+sdhYG(wru9CWB>JY-R`@^?&u|jOdw$AB;SH- zOuN*VKwZg=TU4yOQ>Gx_X=RuQjoQHRSmM3*L9Q>Y}GO?Zpm3ba*j=0|WhUDNx#fXj$83DNz-L4iysn?#wj$UC;)j`S&) zyLOxrK<0 z@uPY#&d#}Jngqz<$x3MbJWf+0Y zM8ucTCxMrkijl&=75pdGsVt3^M#7c`+1N~b-I;IHF9B*d1~ohQ-+zRcvkL_!I3*B)#Nh`SSp_DS$ zjo{m}&FCK_XAMAefCDp%wLI3#K2<=>)GZ)PX^Q~ysSOkER{X!SBO1c~KTaE}B4gmB zy}YG0KziNXr_1f(rfTcx@h)_A+a_!}<0#}oBIE=nc6~m~yk#-+KC)OtMPvX^)o*Ja zbLDu5)T`@kE?>w}N+KT>)o>&M87?fJd1}hA-Fl9)Bi5m`7W`Dg1+s-h9Bvi2nblY& z8FrepfBZUn9h-cmpV>XP3FNph#ZvL4V9y+Q<|~+ALt!Ri9v0HvsG4kOte*#j0-X&6 zO1UiM(0eHY47>CthKi8bPHGBXBfgx9)bn@E2Bd=mGai$5Wmho5;O(o()u=!ZNG zW<;xEd!t-3VXpc$QcaplB}G(jdsu)tNjN;=k|e!kP1WH=MCwj(I6YWD2s9bU9(-h!e%rj?}=B)9Bd*!9DPXBeiDfKaj zK11}jgVOG{W!xQaA1SkaS53bgxNNcjWGEF4@A+SRghOHYL8`4jXqP1`xx7mHmPCP; z^@#hOuS;sfev|yAbd~2}w?EV)eJ}(EJwDO0dx5SEr$;9%7l{gT8s5;7PSOU1{PVbK zNpX4JU;7NB>5~{El@6z?O`ZjH@x}TE#Kb!r5tuY?9PTpC;XD?|=V|>y0zTYW#pG$+ zE1fFR_F#hhZiuyyF=lYNDOQ1k6;*PPOcCxP|Km(=BT0?*#@vkg(4648CSh0s38xzO zP3>N{YZgh7*B>!0(Uo&1;#!Oi#M2!`-w0e5UP(4a5|-z0E9IOEVbbyv3dUF3urFaU+e*Z9OwG7gQZP zd$N6lk;Sb+!t0ys`V?90aMcBW!{81~*}(?nhK&;5O9tubMy!?95B5XT1x37{rq65# zcY@RyNV=XjCw*^cWs4G^2gHH&b?2f7R3pnoqNf9IZ25SN^ZO0+gE&A%Jr+pr8v|?b z+SFgq9l}G&h78<2ZbL`5e5du-*}~+B^ED#r)pDhCIdRle$%+UX&6$fj&Kie6yBJpF zVBDF~`y=L<_WZp-)2cK+)2LOEH5WE^36-SJA8=w5WjD$^CX@38)_lsHVpvL)U!>5* zEC9mC4Q*VL?ErM4uC&L&SgfO!K5OT$3!lYs3k600mK_!HN!Uky7R55D|H*4Wnk$+S zAZRmoDPMGfX-|+pFc$e;?Rg>3L_*$Pz)h0Qo7Fb<#4+X9vHEc&Pw7dso*s}!fpuws zzdQ){xQosqc7^WpaW#$VfUtsSQNJ5m3S*v3OsDc1_?PK(rZHqAW+lsxs;K0Eq+@vJ zI^)SIoGPlt5*^jG)(^(Ms{ugEJ`f1sF_TA7%`YPImIYE8q`THHkIfenTwhQH1$_bu zv3W$#6p~K3Pa5{FR_YGVrXrFO&zGFOc@U;Yw}P@F*Cg3v@`X1HAiY?$P{X=HN_em3^(=pzVIz?xaTVfG%_b zpF!9SZE>ZvA(Qi|`C3C1^-UVsnF)*ZeR>JJZD(JJxx}jMYtzsapS%n@zDj$hE9&7D z98Z*CyFkg$jkHwu@G*LgmpO2Hph8bVz1Qi8C2ziV-f+GSbI|e1PU{O zrVK34%{g~_AWa_o_4qS^YFgXCk4?MXT~;AQNy?7==oW|t|0^T?tgLMX z1-m=KV+oqu$VETSsrZ`s9b*asiR;YZSv1Kbou~5U()X5ZgUZzL-qypd1v0kx!nd-1_@~0n znyn8XjjddgAAK9kUwt$`Y{C^;L>7&{J<1zW$heJ!@)hsl9|p&wS1Kc|E%u1=0*5!H zn&9n_>Cv{W1FnC|0adq?sW-Qok=O0(_+zOP7ssD=mr)u!v#nN~fX)Gn(97$pZ+tyX zZ8MF*g*!WYPw&nik6-6Bd3RSm0!BzI))wSW0e9yew=7jTkTcT9-Swc6GlnfRaCrB} z-f|OZ<)r?f;bK8erLz=TS#SD9xVoZdcTVhuXl3HrDkV^&ENHLcQ0RQJ}r zI|eZL8k>8pNIVcglIj@+^wH9%^({`ERquvEU(}cOoxb;yC06e)6CyN|X#U~Olvl_0 zMBA30llgGpyTDuTisP3SCyqc~6bVnolQdMD;zwUg*sgSaBA#s)&XtI_5|k{_bnD|3 zy0-C3Ou@4*?k{WPCdEp62anW}v`lRDt0!kPq7G*w#lPAI&URWwL7?u_u50dzSmZHT z0_;hGA9+6QLtu@H=q!m!u%(s9`KM`$Z?5vM0&W~W5pm!D9sSNf!(peyr;x1?&j8ul z4OmmaEcRq;` zOz7(0WZ@7mjCVPK*%FQ#x%6KvrpMIZ8gSM}QC~9I#KO0+@H}yOJa@oei$zI0?=bk> z=OR@#()Vtqq(R=PZv02GRIA@!S|v&tQ7c3b`z>VcCjE!H zrxC=O(q`ipr~!OZhmsu&&<3Z=KH2HwO*kBE=w?e4s|xi#s4lE(^}sC`NrsINx8k<+ z%|e&pByAAZ+*N|rnaIW_<+qT z=vZC;T5Ds;x3%QWx~(nUT8ijYUkdab+Om9nW%Ay1<|hss zG^vo~R=Cl4v;|xqS=VY1jEO-ZWCCivuRX6lI)1k=1v?!*hr9}QZ0`_IMjQzSm$rt6 z@L3QY6)hjm!wA20$l+BOz?%m{Kkau=Siz(B&m{B+OF_$z{10@M&bLkZZz*N4lY7Ffu0ylBK3O6xCC< zzHOs~#2!Rr<7APp-$}%p_nBczD&KWG!}P$kgN+`-fS$f*le!#zP80f$b>eH_v5g

;$}7EWp1bsY1Phi_=$MWfq=0~P>EKx!HOMid#Ku{8ZFl-BNdGOS z`m{q3!?w+bIUjB_?Hsc5%KSYU`t)}B4TOqa3=YRm$1tbbV-baMy28&!WSNb#w4DLF z`HD?a?s&$4aosn%*WHbnc{a>o9F z?nYx=LTw}@o3F9q_i$IrU!;MgEoT0E%34lc#CSNZ7?6>e0;d6z37|=8lmU|THT(Eo zn&x{%FfL%d_zV*-=jZegAmR>;B1JsUfLqro(%%v{8P}b+eHL^kSeSUZkQf1AXbcwR zi_`e)U^)@mH@2hE?3`?~IQiMjkIPvUv{2?%UD@$O3!iM-)CVhq`1?yp0woUM^KXIi z;WxZCN(U?{ZA1yvTrL#VZM)3rs_Wd^77NHy=i3d4ghhq8WXtNMOFwi@0<+1^vekQt z{k_5UVS#n1eGIhdEtf-uo%49Lh*Mge6I(L&N0~y1V_Ro0F{$g!`wIW>=bk2!^HhiD zmv+0&c@5**mQo7({VQDTBY@N;A8O1FDAAf1k8@S&BK>h@0`GR+VWlQ*DhSsFl(C?0 zzNX9xnoVi+AzRz$B@9Vwv~l&%PfmW#sdQB6IRp4KLE7d+?+j%nk&Kd(OKx{o*J#vh z_Hr4dRbmjbm>JCACP`xCOB`mzpQ>Z#&JN4s>!x%SVDquH5SLoM;65 zwm#E!W1<1ts8&m8MbAq~dvv{}7Xg8pIel$k}{XS+}DYzQLuGI?^V9@~H~0nbg?W z8&tYb)s0_H@wZyrr^wU8${fBF-q44MgFv_HE4}H| zfmJrRaJta_2I4lP~cx3p#Nv!Qb)U=r&Q;P*lxP>)BmuA396x&KD#*q&uG~#%F3V{qn@g|$e`1Dg^YpK3R^elZf1143#lGS?oV^RT^LHC z|7}l6XMsK)J`kQ1^u?1OAC+e0j38hbSyS?HRE#I-F5>mMZqN&@RUYICBcL6O~3{af~(c zl0WUa4l_%D#X|)dq7Tjw6_I6|M3fgi)B1@4)Z`^-Mz%y7RbN(`uL|e*VH2p{8I(+{ARwP;{uB8U7ePn7#Cd^AF33x< z>pIYQAfX=vi=p(BcRSce!JWR@qfeVC9W>SP=P=Ni_-S(Bl;psI2^TFMmx}E^J%;5? z_ROen8`3Gu$E6<3Gp*zJ{@{%h(mgp*%b6^Lg%&sZOcMUxFk>~`#g4OP>sgduT#rb3 z{k*i{@v9{9hZ%tZW#^=X7?#4XLlLi&HG@p|NTPT`jZ9wunn{>3b=1Kc!i48PcNQrp zE>MtCYDTO>z}_6ZS0WC-O@+#Eyb{R;Qe)ZFD+d*CQ}GVcKCZvBl&fLF3iv;u z`Tq?c1{ZFZ?%m$Ow1YB67G;^R6N}b@=JZU4-L505HjnQ1tkz(^wXdQ=uR-m%nQ|J4 z^j;z#zq=2SRslO~a;QICtzNfZN0ueGjAZUPRxUSSL0cE3vVneoirxBWfan8x-$(vw zU#k?diEe+S{k@5x5p#K)LSou} zCzk>$NPIK|QNHZCw}Ax}q*ekF#9J(^r|%hE^^wNAySm{QlE(mg59YokUjO_%_hsT5 z{r(A48tf_SQ3)%L;r-eC+47^4GpO?1<~3qUBX3G(=e3(8tLGP8fIu02{QhBen~0s{ zC;mcq&*jSh;sm9R*ipca?Ew}VcsX{7c$ZrTcZ#hi#4$kdJJGGrk2Pkfxu%1iiU7mY zjc5k%Wcz_If8b@<1~wC`*Uq+ig(*dOb^~h2h`zibm1FCNQAazY&A{~FpI0I z@@sPy-iaGk)%1p=6Qvq$XpZ0`q`4sGT0*7Y?F0 ztxsY#+DwP3<~Nhtxu>d0bJ+qRlq{L7fI_Uui?X;tK(($?cTKCC+9Qc$L(SFXJPdvJ z=4z2PprL7puH>v|2pX3ml3r(dE)W7v)|BG6C%RXMSdHH#btcj6QIIv>`JZA{5gA+`*0KrDbCP(x5rEgKt=ZHpV#w*+1dNS`agFM)>nr9Cn#-#@k?KRj zs9=pb3V+x^mS%<3$y{SAQSvNy-%yy8q;S(+5Aa@#e&r$9|FBf$nE(i#UJhV5zqLl1 z9HjKrhbUzti}AsRVCUWf$Jwm7Mt{*%PnFj_#hSwiukN~1kTPUty{Ow8*=nNAq0pE(5C- zG`=Qn-!NtxfKy_HrdxAwQ4gY_1Q>q*KPS5lSuaEl0=i{p79)dhwq71}fWGNk)a(X8 zM1p3-g1<97QZgVX&|=ty$KBMcO1GQQE$j;-8BjP%&f{Co{Uq02WUAX~3|~8<*zMI> zc}_3`L%^vdTD0_?^3$ucffMQ~$dGti+;u0=$bW6%p@{En7eVnKK^j5S8n3kQAFY?u z?*GUB6Fn%X#%3;X+%;`7uG~yt_H-ye=xj#1|6oF*4b>`}>FJ}}d3gN=7Q+e~S>8yj zdi8u%C?h~nY3aixSV6aVBtZE+|}LuZ)sxDD*! z0g|x_atl1}8`X7|HNXu|q5ba*878GITtXz}$HKAa9z(+3!?PwnzuBdi_XWzFGMe)Q zGGaD=`X5PTRvG)yqj65a4D2-F>>KjjCQ9Uath|m9V}j^UtJcG7m*)oaG-CU%v2#w{ zV~rg`wx&|tH2FRBy9zdAfho%{)A~ADfl4{Gp>(x_>iM5~d9G%Xj9C9Rz!gIgxdx^& zurUX?w?1599b#8rS>oKg><1RefYZEL*KsgV0zFr*)$6WsD3jNU;{S9kFn*aGQ)pjv ze#IhRQ!2bZkPD#D`25t*?X@~>f;MsFAT`V_UP^- zN^EjidCfOf5m--HpPR2W-mdL?nXZFBAAsL6pEK>3e9sZtVigAmhyhRsX3u$Jq+O)t=p5aj{$^rB~X!agry8NFthFq z;R0Td3L%Vl=XFhbO9Tz3b*VK05_xV z-z=93o#+w~CdFE!uf!mPJg(K^N|DR=Q3+tuXB*71Q(vHP#*^t3@ni1b7G+liUy2dqH>akmS1XdtagsM=0&22hBYt35}*Br6oVoPu(-#4xs|1_Tr z?F3;Dg1fAhu4rLny!tLU$o67k8d_SG^DP zIRW=Sa?o13?3L44tCq0NSlHcsm4CFo8{IK1Cn!DB9(gy^YqeSvZXtWKzy2S>{9kEp z>35%oPOhQXgE^a&a%YkwvH{YDWI)UI!$m5?4@a5NvX0FyW~vqx)h5F-!K zT~3+@+}h>~$bQ<}RyViQ;wt)TsaGe?a_1pM-aXgqHpxWxNVFm#?RU2A3~XO=%hhh` zeJiX%IS&Hs?A0xF0QXE4b4b=&bT|Lw2Wz?KUeUz%DcUT&h zHvs*KKTh&P->_+h!y*!d_Q5K`hyinhHA!K0#<=)34_BWCJf=jCC#<|{#MsMEgK`8! zU#tCzfIB5ou-l=9Ku^e}-;XUfW9}3WBw+esW$D7Oq zj@$DZ;x`>9+mx4tE*$6g`E3;2E_|HuEn3+KLHC zh8GJJJJbyfD?ROn1?!GTvEYh&TA*^Lb`h8gQU(SIjAKMkkQW#=du7LcV|cr8lG z0-eo;oSc-Wf7<+Qy>OT8HI+EZ0{zbbh*Z&f(X1P}E8mZHw0uiA5%kw`=L>?v0D*P+ zzMvsKVfp=tJ7TmUJEijlsAG36s49!|<$iRGAx4N^Vasm}H~nAyP6YWPG#?IDarFot zoLTH7-k&#fYOTmB&lA@?e`7y3{{c#;;LMY->inau8`HJE%Za&W)K(vx!$yk(s%rVG zLwwPerv%b3VC@wpV-yY27rOS)BLgiXyD`&Xk@vhDK+7ni|sZW9kRfL>_?s%+V>Sm-eKaTY0K z_Q7Q$4K9j=O`8GA&X(J5vtdX6rl{N7kPiC)&nvX0(Kh&-od3C6c574Mx!b+4oircE zUPMpG0A>5C(aLk1c%Gwh(s|T|NR@nr!WZ0ycw>L`n&OL^3CrYQ=+w(k-81pZ)rdtj$!(P_}u4# zbQ?HE4JbdS+t1MZXEP|c-%%;JkWz)tipIkQ)VIVwBOV&`%|sW(pCgoAAKaNJk(g%# zNu?Wl&z36Y|2Rd9hbcz1#lcz{yJ>>ds;+77K43TM-$NrSYt2MT$)|30631cwsJ~5ENfbHpUJKINbvd=O5Zd8_Zk zezv+_MH5|XXD?Zt13w>6;vP5NOlJz^DI zT5Nh;MQ*Gk?&a(JPe&|zObF`HH{#$z{IT_A35a)h)TgY!Z%YVlxBf}5Jv&kZ9_Pg# z`MfFxxD#R5wsrX(C5R{Ku?X&;{7v&lhTq=u+epWWz$JI#6T)nYN4Na^;p~d0v=hqK zgTy90rgPH@a__h6Etb4pOEYMIG7WnehiG%*|Ih1cp?kc#_r{@f_yo-Ewhua-6;vO{ z=h$woFrg)ghjhl9FTKONT0|~-pEJpRCAvOZ7KdMxmbb3ga7mv}vJqJ}StstvTmf>!?!O=C!^rZ28pXB96tlXG<7@JG(NhPhnc>wWkD}}1TK;DF=-}Aqk>+nD{&6yO z``axXqM-5g*$HHjC7SjFK4)66AH#A9|G1Wt&g6jRlTZoUuP6;CN`fWA${MW7WM@|UAPvRZTGB}* zVB96+?T#GzY;Rhb8{xfwh_K2_ul%?U4&P%lt zhd)1r#!l4X>FxX0b2yUVHr^WrCQ4F%&80g`P+3jYqay8{prJk%8v0mJ zdGj9wg0i>t&&m{2>f~cSauO*RQlCBf26txbd$!w+ z?37S34wJRYC@5bHL3|k39MQmeXdKQSw)BEDzs8+pzeAABmQfeqSBki05&4`xXl*ef z`@!7Ezv~cR?W^C>SMbgKdAxLC=)&*hGdT|qbu*vRmHYcsO?>r@$Yj!%^3sb7sfq}U zaIf5nZ`t9OaI)@GXeb#I<3FQ8r=CHDJzM_+HZE$iOe{7wypc~NLLLw$bdw{)?M4x$ z;3k(nb$Ryr#q%xJq>8Oz&rwDbvUhg#&$-oyt5GG;x^L2UFs? zCsP+k7W`8hR|YuxuPf%?`^jJe-nksL@=B;%4NliRLzN4Dyc_3v)V}BO+I#{oNTh(5 zasVf~Hl3MS9=Ljrmi$EWVP}YtsTI+ET|UQ>q;OzDPYiCU@2Uy|ITk$R?Ud6Xz`LUT zNqAd-Kc-iYs>_E@eNEdL+F+o}Gw}|}h{##4mfAXqwT6wvro8u=f{gFiBy@KfgUDI1 za4)mw)fIFm!27@bidA|Qav)B;n`-LpVz-9LTq+sLn`+6(3{k?-a02m#Gh^(CL$>sW zFR5ZfzgGFw;Uzqs@E=@TQ3w~V*dhwCROcTAoqPVTO^Tw)6jCS!V6R))LD6DHbP<2n z**V6@L)bTNkiu6w%DY59Ms+9|O?|(u;{4h;A0wRYGLabZm=ghdSa8QHB z`ToNTuY??x#}->-X{bn`P{=lFXl43perjpYDS|F~3Kbs6WKN`mt^NZ#+-j{ouk z^gF@%ml14&^y257b91@XVmUe{o$c`Vv#)-@rMGbRRPZ|k6(M{z`IhE%g@1H(lepU5 zh9RKX-W3=h{<+AqtZtY)|I9mwY}LOk-Vt%GT6Fko`3A2%`S`8jap7=&{^4=4BIsMd z%FVROhsJ-UqeqZX>JYX-R>ru!^hi7TiyAM*GxeDqOVG0xK4MHkxiDTvsp3yJ*%s2t zE~EJ4ys>vaWX4vE?LPe2<+0xkA_Uw$X=0gII&Ef!`E6h?ywp5qb9X?>H9gBrqbXE% zRj;Cg)wr#ShPe=4AgRpaT{bkcnuOiHR>XM}dz@V9V%UEmHoOCFXl?${-NDSCr|L`X+b7;=?@i-zuPM(0{KxKHwl< zc8-_regY%{y)BsdyOwnJ7_HY6G_|@}=0c!VI%k30*>{LjA61p;PMT*CIA zrxA#oyI+lNyBzxn@6^Ft{I=Wrh^FlmXimVkx`FCr^wWqr_xhE?ZHcDFx}J@@FN3$j z{ULG~?Q*vd&R^}#btS?@M^*Dv94AykOKV3k0CfDX<}r<}(#v`MlTGy!9{>oM+519| ztA{w}I}t&_`KqgjSI0G8>P)26StcOig2X;&&h&hzPqvW4s1UnfBH1+(z0*=(+&sMo z>RRwM)I7GcWLl(Fy82+J%b!dtg zovf|i$?JU%djkzlBPkJ0)IDLuJB z>bY?VS*#PICw+)?uV!g8s3HUSwUMAd^qq}-Q1lphvDt%47oU}1-J`2A_qm#G68J+x z*U6LEDoaDllxJ{$q93sZP-0{lmkB8Nk3QOY4*r=7t&q?&_9c7(gf{(=1^R z7@}KJbmWWDIl%h~yS6weKZorpW^HaQ#)Tf}fRGjxtv5@c?55QxUf)#8PZDwPDBB_C z{5>!?gf^^B84c0FbG46YR}T|rg2-ywd>z!NeX3THz@z9*n8fmj8(RP`nIxXFU8OYT zcleg66=)br$$)THb)m$zb+92uhq@SIWX-X9s?OhMhI46+u$qd@BC&gn$sMs-Pma<& zVTu){WQ^HeI@hx8f!k(pn6`@*#Bqwms;O+p*jEN-STS+@E3!KS1m%l!wvNwNH`+t1 z9V*enPo9}vSIW^159wB;ePjkTk#&~FVos4lZ}RJ`^U{TOY)_KEC{W~)%>Vi<65g4a z_4LuUB2n{sPM;Cawi{C+B~f)~UIHFD!+wO$%AlouwY^=&l6M12M37%YbfEvr?sHG0 zl7uf=)+$$4?r<-|S?J5q7J(36Io+fmv1=TK0?hhYxapMzPgl6gjT&?o_Cf-+8CYip z92cdc>+o_9RWuS`X1r3*;86C)wBncVskJXZP?YWhVcB(!42ODwHZtOm3V!bu)B;^e zfu;RIE=Req4My64Z0kJ@LX>X{u5_0DUDdgfUF$5{75udqkC~kQ-{HysiBS%FwiMlJ z_g-U6rx$D?&iG&t59FG@md=E-G4z9T0op;*FDW{6R_0ScM9XwmgV~qkgLV2W zbF;ORzDFv~G-pXloeMe^LRc7x+uyUxm|w1z#&5^b9|M3IeGe4M2_-7%173U-Z1>Sg z)Y@j44IRZ7Wyoj^1T5d|=+eSz>3{!_N-CBHG_v)zz6k6H2AD+n7di{ z8t&LISdh$je>Zq4Sue`28>OuIv^sQMfmGS;cEO(C2EtVuo{w)ANI zZS)a>7^m)FB&$YE$LWf&jO}YFh-yOXmOmf&yffNVDO3;kjPo(Cmam{0B1HPoVpSFw zA2EUGLdkY~wFAZ~MF#C-)&tTdXiutHh`zT^&}gc_88srnf8W|)b%yd8R?j5z$DNA2I8_RUC^&%|z!2^Kc8`Ax8x<;41KU9ZJC|-Ul20 zEOJs2)h@(F`-EZzO^IwXl#{E`h8iNUi{2C~@PtKCYK^^*C1$mvf5IR3Ta?(`5#eS@ z&4nFBhRvV%9pcXrCNNWMAMuzEtj)$=FKqZigLGk(AuB^OnkHzETzy>7n-E4=c^7FX*`x$&hVUkr0Q6U_TlD z?#!M!H_I4BkrHO#GNoDUDJQl%g=JaiwJ4&YuuGJ~!(Jk-8GmF{MPFA8C&8{v5vx{k zrah;!qL$!rvudFncwNs@;&EU|1cgxMKBMk0SGP-TM0*g!nccKMz3uw3)qn@8ps1M+N- znD73|YG~wmVQ5{XoBC!2O_xhDe<3b!)0?~@@z+DS8*6VB7v%Adf z%vN&0?Ni9PoKI|xBk!F19{49=081k->9uIUY&^i)h&4!U>Ah{o_dT1UurK^NDK_cF zAyZc~gtA6%+=cS~!j<{xliX)0j()1nIyim$Y?Pftkat6Wvy+dmbCd-F@k~TEvXNW4 znpetaySvM*UM+;S7?FiD2RiWLiR!vp+5hQHCI6oGa?aN(^)&3E4kcD9U({wdbi0da z#mbrQxb#ENbK5LxN}DIj-)5dy@Q@slfn-sdpO933W5I*-_!=7dhGASEK(r*fY1iD2 znuK#uhgd$XNOnAdvE{M%Zyqem$jUSP2n{_K4xpOw#1DWAvajw+6|E zB*nDUb?`Sx7OtgwK8z3DWlv$+V)ROWl6SMxEBQT(XrT56HQuOQ+#RAR9;c-)F_ zU5$>rP)x=ItR*w88!Xi7EOC@lQNhOzRAsEs)C*vSgezRGkU|?+3tIR&L5H2r#4CCw zb8)ca;b&d)o~Pkivc*E^Do>$e;e+wLP=$;daT+17IC~ut!Jh>`R=X|ZyA@!x5~%t~ z=|`A@1wFqZC-DNfBf|5fI>j75;ymP(#1o@us689R`@>nujQ&N!OC8>mVCkIzDg`2> z5gq0bRm+}qOYT@GNN%bw zvCl>?L0M<&oqdc*8ZrXUcYpbtz>myf2wVk5xu=p*ZBJ7uOb8rblSn9!BS34-P32aK zi|I>W^n|$}bJdl%`}K8*Z6Q{c8U>2X~2y9C`M+Mz~l@8-_! zgMCFjgK$|n%(Ryq)I9=MzDWLJP&JWA;D#keLVZZyC1iETWSLWhY^l+IcQ}3<;B8KBVnND`W zrfT=!dJ^YN-T|3L69-du&Hx(IbP035dpY;XD(skZQs=ocIYyr`KZ0Iqga&a8kGpz1 z$Qmn*_g7@NZrj9YE$2XoLc-=Br58yb=ELH#(bncTs)jFdh0fO*# zzaf4a^%Xn@M|EV(YQ>-%B$n|A_kR&Rpx7OMgtUHqOyw%-Sz zw(b&AovZ?>{U)dStVw3VGjbhz&e?ulU*jZYVVzkK1T$Sfq_}Z)Vnf3paX}g{W`o)d{#7T%69)rIA>74T=;agd(93 znloJ>CbC7RC8F5szBwq4yXZfC>k0dYu9Kzs2Ewz^9~&0MDP)fmRfk7flW~UObwDXp zPF8=+$7h(+q1nQeeIi~%fV=$ZJNB=!EF+x*V4PT&an+Y+?1@$h>_pexO!4Pw#Z@dJ z?=2*7W(mHk%rAv0bGO?K7o;nTBHtHv(MR;;6)ECtmwLh;)u*ZTSLUbzU57?Qm+(=q zX|uA_wAT0()f1#(2NW|WAKc14u{1-IfBa$dhi#lb@A~YAiIcL66&_z;E5aA<*Ks@F zunBX(UTBOJNbi7{ZE~l5j(Za7`hwR1qPSm|W=AOybs&B+^^&!NEhM_lq4I@3TGaA6 z8w^e%lhlD0MMIp_r^mVSXso$A!HVkL2$usA1YUfZzMJQeV@S#)d#7y}@x!GSzLmH; zI`awdJ^INv%h4j826$J%sX`3dS(>W*uJETsW|`H4lk*Cr3teo z)=(_ujH!kp@Uq)lsUWF9d(IblG423G>f`nl#NJA!fB008G|V!R_2iU8idev_NRG?g z;`4r9N`5&#og??p@KNKVY62w*v~W&32%qJKa={Po)ny!(7o}EU)3}dCZV^oUmyF46 zfpzw6D47I*yy@@a*mk)ciSM#KRWS*=x?`Cl@uiOTTt3i9yX@rAysa zZM?gi7j!$Fp)x<-T|A#Wx73$bY<)s8mL^u)#JS& zoVM%V*WR;`^hCu2d#_w+iXc)m|KEvtM0xHPH@*4`K8HO2(hcVpzuF-{4sm{ibDksJ zZYi<`oaO)??7UWFI4LS~7BFq=)sw!?GNgmvt?_&}cuC`^fOU9Mc}>m|DVn$^@|8Lz z*2e3(ZC-lyux1lx0Jj?$D-d27qZswaP$2z!WbT8cYqmo*Vn$jTWc1dNlf zg?{n?X+&17PrHYKFuyxTldWrxJJeCyBaWc`y25!i3*#Jbu|7A$0}wHDO;xC?%J_uf zLxi=A;MCWR9cmS_ueR=6$Tzf|aEIU@tu3mM`NXBsAqrpnu9f${xio1DGg8|>i|U*t z(J-nmVWVbP=6((zW+_8A{i!OaG?lt4N%Mc9>G;`g^z_8ys!O?J@Lz>0rh7pZo{Tym$z&8+3VJ9pf9mI%CrDksP9XS; z@7E=%OurxC5B)u(m}~0<7s*L?innzd`sl*+YAT!V6H-sWnLG6JswP_;KMA-=iWRVh zjO_ib<`^P8%C`}==O)7jQEiTe@1i^ZTrTSGIWb)bWoC-doH8;OAYDSN!^-5-nDRlj|o zW0SiC*4&_1%;&0ir;e99>4=om(^bR~b0BTJMdMNW{|j{nnogg506c!_KsxgQ;(55qcAXj~C+NRXmL*@+(LHEZ&Kxs6M`}?Jh@75KagnWx zLYGqE+T{u=#|V)44)jNz7F*_}Q>fB$WA}G54Yl18(K~9+F$^_&2Sh|me43ic zJeb-LPp|(J2^p;Fen|hbKg)=|suj#0&Bg*Ak7~|?({JcsJo#;?DIW_Kr#py=g{XmO zFjT*4Xy4V7Hr9&(gz0LP&O?aO>i5)=>tB z@j;xSf3{d40ixCr=fqUYcr|q(E~@3D9pb4!+;0Z(LmH{IU=!dMce(N z6G~%U&bUC(7d8&B9@jZ@#TNYFK^{xic9d~T7&;`uc3T#Z}Q&LO(OH9X}dfZk(Gqp z2W6S_lJUP+Ym4Dgl@;t=i6ncddJ`jpe>?=habYj;71BZ%Ce-i?3HDyiBR{Z-&PdT= zlx)lEraozFOcS&r>s|DQs}#XuZy!B_#6SU=@n;CEbMpcn>V$WG@U zm+xvB+m^3g*!_uI#|E};cv?=j`fF!8#QB=d;F&ja&pU23>Ic=^h}#r%3gJJ`N0lQ2 z-%~03O`lQtId(3Pfvil(&e|O2M-)p6u1|4Ek3!i`#Ep&cD9Y3!0prvNnayQ?*dteX zw@O8M=-C^dfi_J93;kh0fV9c zYx%Rf_aE9UoObEwG*-D&Vs6?`MrlMEM3K5^Vtd}t3jrHol;7RlK>fY(7+tQk|IcWQQT%>5BcwQ0ADZm1<7M1c;MI`i{H_d|P% zL!t(z(3wHAPe_qZ93l%r0hzyEm$~1q(Ipya`@j1fu%IP~1d`h8J_#|jviE~;E6(E=r z#X@(qFfq|d>gG@(!Rfiogf6MB=F+9NJI~1f6%k(j<;3qvyOvqq5q|2+otQMR9S$&r zf{tgHXJZKKtcV}0eRO?&LjCSp)HKXkFSl7n6s&i@a~A~01Hofem>h3`oIRYTFi*s2 zX;y9n2V%M@SVyuQ!o?NJsv~S{NFhkOl-S9%azW5Xh;rJmaZmX7PRgB6d+Cmc8|l;q ze^M}?0EpGTu#3Od@I&27A2KWd%wkX8tzoE?nqIik)MKNvKh-ILf|kxU54oRt8jaCt zLKu$`?_KhKC<;0jvfr{7=W-t`<-`8+*@~l@5KV(2ij~9th75%#V>J7}DSQ*I)jJMH z9^~;!MUg!}xe1rkpGGne!l8!yKVlWUwdeN8_ZiLYx6s|j6N5T$YZ8)Xe4XZ(Zg9IC z{w}Q7s&f zq-QPD(G9n=+P6pGGCYb`ChMjvq2#uVpG1EC=83I|z`I?l{~`3R!{g&qRT_%lK80j< zAiE4YTN$Y+T4KtdJa{l0XFED2XTI3p5JK5ecGeSRHg<2WJ|4UQ)T&BjkA2CoRAYmydGh0it@^uBfm?%`ngQV-Yk!&0{F zrq-{_Y5q*jWhWq|3bmEMtIOxIf8y`ENTHV{oQ+UO@?`6t-vxEWKd87^p>|)akxK>oo(3&twl0ey zu70*1R@9!ITX=^`++{MacZ8{O^(VRBY`i;8Yq;?Wbh&t$qI+^30(_d}P@us5+4sO0 z3B;kQaPcys+`Z<-yZfUa_2d%>)FBs1f4>`lAR>S6+n2voV}A17{JO0raUxah0aL&U zsC8G&qTi3npA*=bhXISnoj2L(x1<6F{tn1iw+n0ym}uWoU)maJV_SJ!)f|Jw^FEIkfkKDk)~Auep~-4{px(Z*Uebvn!UbHpFr+2W$_oaxWxgwimADHY)N8{is1#dSHg5{hYM+gXe z`?8Dv=I=3RT%RJ?Z}mv^lKB({NJyr6=bQ@vtdsyC7EW8G| zVs)G@-ePfi6wNeNy(X(|j>-Ej-gLW0htY-$|4AbCbx}+H0)Y;A8wgbZF-8)?CHTpx zPtM-k@YIoiQCejpA)RXSjHIz%dL7xGVq|nUg(iuwTN(H}@l4!6)d|k`oX*->T{%se zkGKQ!R9|UYlrpyH2T#_qC|a1GufV*|eaJOoA%IYq;1h>?`EDGbPgmDTd~h`u;;r|- z*%A*b3_f=8oLW8UgNXo?l)2f;Ngpd3dwEwV*pNH&#b+|n`n+6a>#7gq+VQ3VXvuIR z4G5!`Gdyt%R_Zd7W6`bvh)$Uz_KpVfhz!j)g*EgH zB51u_847ZrsbMXc9L*%WBOc3Nd7t6#E(LLYjsXuUd?3!#8j0K16_E9y&X=uQ`m8}oxq0V*s5XJ>;)nc~B&&g_5@WR7Kvsjqgx^SO) zHzD3H@5D@SpD?vlt1viLgE=DElGH$^Znp$7iab^z#Wpv(Iwkzio@zyQ@NRJ&jI0I$ zf&z~dT24h?_PvT29VX!DsO9!EgRZP#IPs@wRT|4%@7JXE49ke$8A}A%2a4f$Zpvir z@xDcj#*Rtg{9F!p;}tT%zEH}6*kBc`S{R{xRz&2-8O@3SdT*|pPTAVbhkmh>F$^oA z2YjT^(6l5ZU5bIBB6Ee3(5oj`Mg#oY{f1a$)z*$dsMuR!6FQ`y@cEY(8UYtp15k>NAX*d0x^XMscz9=`1IZVnmx2$A}Jx=PmCR!SC>GKS0~O zwj_&8rBpq4+YeD%@QXJ{%89a%!Jb9N_))KHtN0P?!%zmsiRuc1!~%Prp?HoVkj5X5 zTg`d3aifM?#qHp!?14x~Ebd#s-F&sYnb#ZOC|DhPtXK#aM+IGJb34Am*LT(vZrZr3z~3_M{DSCY^Km z&is02ORC}`Sa97_{^k~OlzI>A?tXT6F&OkaJ!twT*wZ0IO_llVBIstqVgnPj{Qcr~ z@p3=rWi;YQzha44{<8Dt*!4Q6?Px~si^W}PF2*)!kN9Q_2q95fO=0^$mEOiri(8u; zWai!HYQBr3cXwv38xxCvD(+|Q2QwFMaQ!DH{b_@4B1jJ}An`{ni}$-XlZyeo-(Tmh zo7_!L9+)lOYG0;WT$RQDy?S7N(&3i9cs(5AKSCXVFMpXV-=6N@n|?ek=<`=q#w7;$ zt`|Q3-S2ML?v679(*bl{TC}e{HS+z_nW_Kg!>wMw>*fzm4Fqbyf2ItLtbk+_s6g-r zQ-r3^PD*`E-$8BQu|x+)zsCQkDy~i^w@ydi!a;-LW9ez__Rkw9ar>V}(zC6$Xfxo2h41NHGdp*r@4Ki>`7%GXe$r_qIcMAv#cJ%Xk zII1i%KoM?_{E=Q=4Yu|ntEm=xFSJP>S${n)xrMBj7Eqjnk6Nn-I}@RQzA@XDQGswd zXd0!yMS}|8SEWOpYG24lZ*~jo6e=>qy+rG53=C3YiL+bLLfrIG`Bp(`$?t%=hv0Ag z*okRevy~Q%%=>CrHkgEtxBo4r>SSkCr+8ba7D{x8mV%w@P@1NVUN2!i%>hIV&9EWG&}#QM zq~Y0jKu(MEnEGi0NQj_M5^=*kjmT$AAelrGM;KcGC8=O2u4`oK?|v{|B1$RgjRdj& z6J?bmvB$Aud)~MhmM_Igmdp;URHxhOV zTHYjajX4_nJ#57{X-_$^5=VaohT9Xx+S&1~c`BLHvpxfkb#~ptQ1=)-lAwKTq#wd7 zMJv|*^Z6eRB6qdlbuINMBld5##T8;+xyH-Wn7ELL5X8#No*b#g^x6tqzz5>(?@o{C z^l85ueY73ImEgh!NM6F26Ugy&ca`i^xj|e41R>;Z>}k*-RF$ ztmx6uV;JGUmKR2ZnUstc7Ki;#M5?Jkh+>H`uhf}MM|WkT&Y&v1M7Zy&y2wY#UqbJ> zd}nAnuSOH99SlvFLifFfX`(&jO2uK~)iW5Xju2|g7caIeUn_jdf52C z^;FQ(-t`T_tdE%Sq5>W2r~ZGVH-FNcDbd#rc+`*{&NMS_^zwhelp3Hb}2 zg(I~5hR@KgsQKAwI&;8Kg!Em|O|E?ZyMT515BB!7pDS*1Tf=j&{!RuBU@uu*0RXyv z*W2*%eE$5=K}F!^=^XT&hgtv;&zXaOd8WBuG`p(ewQHImHQoF^zjN$k#e@m^bCb$? zXE&F6Zr5_INl)$ecF`E>-mi9&`-d@X2BJZ_EM@B3k2v4*K3fx63f{ zD~IwIo%hJS1%ZmYt^4(RoBhE8r+$*7)ZBxp>#p!gr%e?4NJ|6AnwIyYcevN z*(wm(Z!001$Gp7ev`?*t%$K^b9(`Qld!@EQWfjW*!Vx=J=o!(&f5`0i49>SD+I+

>J*RI*l1F6l|eOb4b`RJzLyU-W-J2AH83=b5qhA$OU2B$p{(m zPaR>sGn{9j*hmjDf-LuenqUMRR)-V3Ngg^%w$5X-nW@F9W$-ozR~8w6|I11DOy_&z1z{sNnG*OaBVT?XfgZfjcPahpD}t zg|VQe93Y!2QOC*Tb%*SUADRamy<{N!-tC9aG2nimt-FW7@9;+PeYWkKc9W0`)^eFJ zY1S-Jhl%@u%@`qX(F+ZLa_kcgshj?RPaXtRO zUcUy8k&(X)tK?0fjRRnFKFJJQFy^ZOAqmE4v&~b>wwh?9sWUKMr=rJu%4TjCYD)Q8 z)lorSE3%m-#ajRE0JWs&ZUTzD1g2(`WFEne*1{_PE)>@+>g@`}3-$6CgXst=aK|P^ z@dxds28BKa?gU^jeA|cIx z$$?B_qq3)Q(KgE?as}_Nf|Rz)yMJ4W_uHOE>q4~oIY+4ZeUXP_oTMa7;7>08>I|3i_pCXE8Lb#Ux6aq>zt zrUsANv=GV=lwUD5y_EEniC1~7han8lf$AxtH}f0<9p3tW)fD#a?9JEVMHAy_vTvcv zS1%it-(=7sUTCVVd>LUWPWJc_l~qcfmVFL7Vn`rBxGO7uW78@Xt81{<*D@am6M8!L z*5*G^^n!KZ^$s2*x@XV#{%o z6l!B2ve_l`@h_3ID&d|sW}rH2)dmSUKhx2u7Tc^6V-Pamt_F%l;YC8>K$li?`o6v@ zJ_80rKRSIzPVyG872uP*mX(4U8d^Gk!GKnzz<>V{^2(5JAv~v4hs}S|kJURGFWSzC zv*xyGY#Zr%C9wyY#G4LYdK6#FF+z^=LtoDi@9+3e#gRrs9JaYKhgfI3EutxNl4BwzXqMX zUbyZFdSOI)Gk1R?f8e}$WhQueQ)VJ@ahQ9d6L^&^AJ{w?+q=;(-uh&3;n(0}QW^iN zee;STG@90B&Ohq^`eQ)J7K?s~bgkM)g@uobf(NXUFMeC^ZS8Sm!d?@d>5^6}&K znO5Mknf#FJ-G-}>vB@g){YCsyReV5b(CMDn;aNivamd}0N^YCaG0yR2%w*7+h}k?a z;PAv(Ht^7_Z6N+`D*hlu{vyD?7l1_OyS)1qo5lYp^hHN!ZhItu>FkaQxlHP<>^&Og1$(p>QjJ z`ErwcZUN^B+rJ`Yd@mVDb2G6kFj@V%snwHF| zL2n;L9Y0|Li#%i*jZ)ww&Tf}$)b>*!_?8}yxAaDu085xyMpq4IJ|*Wo&#$Hw%4xNY zv{^X1dgr!phuXbmb76cXnN`tPUjq!w41k}<_%WhfVj96lm=154i!bjOyE0~!5Vx_^ z;o~Y-UlamfseU21gRo6ak7?%42Cp2UzlcT&qdtNyppAxA5+>F1*){UOUyGw z^8(2V>4Q4)HQQ_gF{-A9%vSzn{Q7Jh%oQKwHh4e$OuF@frN|kV8?I3me`H_~n4Y(I zAEt!Y&dTfk5tE>AgmWm8q^vut4SCtZ??qN>9$;HGxJy z2<|hEvn4c8ArBP<0fsXjiM-j!$P^q*WI-KETFDbAuZDpSBWoJ9=2>;{W%YX< z%5fwM9(3jWyZau~;Db#&6}qr6EREi!l^E7$^;d8)I_->?T~byF9C?1tD)!7^Bt znIm)!<5TjEr@-+-V#wzA2?omu0`3G2-ANq1Ny<8q^PU)Nn3~VuE%&8V$FF3`!$=*5(VCWzRGf-%LQ6gyfmH03Y zgpSyUzxcks3vVK`<5pV%^D!JKG*W&xAaHanB%~{Pn`GGcp^d#6+DGS@sq%mc^trhM zBvf2nA8zQ?BxAJNcZO3e&LHsoY=idt7&}@Y)$ZTD=YijVovl_?CvFW%sBV!{~zh zinR9yRdx>+Iyf)4y9^$<*#EmOi9n;|tB0YP61giTZR@{`$_z}KZXVFnXBMhoB@M}E z4h}kplHJVQ-$j@^PU%A}f70HtIi|dj9 zv?@7^s*V}*y|q0yX*={A*w71H;k*;JI83!bo;sdq+#l4}{%75+uL6M15<&${&=Jw zsxr5AN4U&kmfh)PJjDG4fuhDhiI*A*=9A-^JwGy<BWQg~y{3&^AS^NvF1CKzTLN z(WUJ#<>D^QI5qEUI;4`@PZcr&tRwOpS9|2zyG$R0=%hmBKOW0%-;z*^qnjEfS5`Kp zz^c0p-r5YR9uyB-C?8VRS?a$9$o4df?T)JF;>x7-+q9%oG1rXd0hXEIB)+JOg6^pK zRmt=CbOuzq>7wM)#@@1epP1vVz~mfjD!>UcAvVfQV4?FiT$wkC9Z9FUPOqSc zhw$9wQZD8#Yyamw|1a~?AEMwNytZ7LAzp8cRa*x(IhM^qP(xB(6*Ve`DkM+=o7`vv zQo?G80`$ii1A_P-Bh6ig*Eok07fXNMeeSA}-Kr7WS-uH{!>4iuC9^OLd}(X?gM%%P zUG}5LwgdgjhQ6MXQ*%HN4Q~gn;`EJ@Q>lD(lJwIqORbIG{+KTP>k;l3p;ukKvCvLg z#-7ckJmpx{Dd|B{)Nxo+)@d+dzvGqEWk-G{GI!o?97NZ)Fb9Pyij!}P#$#EU^C%ce zN0sJ37XW8QQ>fN(6+sivrSWg$UN|b`i+a}k_71iF2g)q{uK5;EVuLc7uPcJS?BC|x zCwSeD4jp%2np~c@{$>1L;ZuScV_(16#QW^h&|}hi;e0bCe+3HM;tV1wqLjauZ%v+T z+apH&)v~y#j=y(y4UpEByQHy2Wv!dEUNYVQ6FTEB?%K}JX^Fyf$B!+5xp_m{_sPtd zGK;%U9LZXN=jVZ$oH^cEuJ`r(fkr)-ldX63mtS*l?OV5gw*FH$BDL?23F@A%!Cb8_6DmGa!3XfO6)0v7t^ z8;t+6?glru&|l)`W|ol)T{eld`rosGEbp8K86zEXkM;GyPZyIY%aCV5I5bkPNPg0(Mqa8d4_ehgNYnYr@h z!8U9%@*fY0CcQ{~jusw9L{l*%syZWF7i_(ny9_ny?CW0!Y#1rn^QlJ1C~)R2sy~3v z5c{(l{(AXYU-$Xurype?ULFUCku|mt)k;akd&Dt96m`oL&#$p(z^mbm^lRD2 z4Wo8d*ZpsWOC8n&VX+`;@ySij!x9J?NR3sC!XB~DLe^gQ4n2-aQl^9Or{Y5gRBVi> zo|aK!(5j{xF@HG}1{QJ!l!6XC+V@0Z9jg5?eTIP>_ZLb@YET!Ml^g4>rc)4U*4N4w z^nDlW2Tbr+l%MFMBFaC*Hasb~7&2o^(@o}yJ~n-#g@TlPYE_V|L1@kd0!~9JZLJdN z$Z8!%#@C-Q&10Lf4(I9g|0>*1aE8&0JI;!WOW2aj2j&r0eR$4Lxv(!pdooSqIn6*! z^U12&WIJoow4l@>O=Xjcsp7Or-o(vCW{r@!NyALKy7Yto`apEndZ|_O0N9uhipopj zplA=E<5q8@AJf$JsAORyBWmUjaY-LkNHRuKM8KGW0c;yrRVyAix;-o|Am%b+8piCBCEsVIA{* z7XsZ)&-^dCzB;O{Z{4;6B|wY2LvbmkxRe6LDNwXHg+M6|#l6KXP#{S0qAdh>_h2Qs zL$E@ip;&Nz`*+Sg@7_1YeQPk1|H#hHUTe)YzxmBs+4x>hm&{`@ulh~Q1N$dTha!z{ z>Lx&IJ8bliY~>5sZk%W&oF=ij*oYa}g!S}D>}5%K!fk`UjQK1c*OZ%JL&YdB-5~-N zhoPT23F0>8?Q}PwKopC*P!=o8ghXRFu0{YKtpJgxqv^(ivxHfO*?VTzauG4ELk|d) zS@k7Q)%Od=WDCvoYSGD?NOkuapnhtYZSa;>gJN(sjIFSdR4j~JWkf~9MLpN}It#=K z0##oD2a|x*uG+^aS~>ozlhu;w{JdVnkXUf7t~^B2 z09OUZy6hC~MG%j7#!0!Jgp(C2Tha5{rbl|DI?)eDiH=u|fRg7F#X~?L&e&2DAyX;- z2he(To-TY=%di*A{qfj9$!wPQDA-!7dVo7c!L|7Sb%`XNgfUH|JLT=LcljWvY3LQc z*BIFsVB3VywwC<)%EW{%m(9B*&~=}W4T+uVVv61Gsh>>uE7jtDSQV3IbJQls9!5(Z zMpl(l;7XJ>DaNY^8k`K4EW5Wf@y|GNrVw?O?%Py*2OzL7gsnNV9k*`Mg{Y1{e^)xa zZnHZ2z>Ig#JI?uUH3N@2E)3iEaoUq-TlXF#{TO_H*ZH5kyQzECa2Ry(ItadU?bQ)> zA=P`E8QGHa3-eFz@qMp-#g4yzO+M&H&euygDihGd z%SU(Ds6bpUHUM1aT+Ig!o(0@B9Om2}5GJCiUtJOgMbEZwon%S|C79pTnXj!WvAa(Y zIQyaBxw%v-8B%bb9NnhwUY^*SG?5@MK$P;0Kf)#m!Etl#@_e20wjrp`EAXrVlmF`U zDK91d?WOr$hJ%B{k@H=$p#Q8_0Kc>UBzi9GP1?wZR!s4o?RoIE?NM>ir8M$(+Ie#Z z^0Ik(ueh!4f3Sclq~#9rDo;m{4ugj*;DCef74c@3ZWjK5Xc9K;OT!f}={vpDD#W3Z z=F;zXD`#5BTlnn3>Nf~#c}7h^jutH@$#As)#%!4M?9^u^siDbBXams&9c}i_=Jy?W zD68wuz-$2On*RHw+{qa@!NTkOaF)a~tK7skKPF>}XZOa?y>G$;C=ACzVQh6(kNvo` zL7`&QV5-rmA6U7CmQ(1jslq_#L2x_;HBvH!)k6 z%R8B9zlf!|molI(tGSJJD+qp)Fak!X`9Mc=MKsEN+sujOs~UK4IK8zTXlT%y)&&$* zDXj$Sq%sYphs~uZKv$|&FrQO)erSHl7ndr&tXne>{KM_c#h3fC{H(vBYO~Nhx`@X2S#ahWOdf*n{*ZWRzB)~rL3Q7&{uq-uLz}q=Fftu;@!yVY$?b??M36rT&Iqc@egLO5)8SB82Hj}SGU^NV6RnW3&@N>{&_!2 zNK_(oQ{;%aqEeql-bl!SD%s^j)wt3X1QI8vrt13AqV>#jJ>)sYEr`Dy^m5CBq7Erc z-q^~~d94Mz)&IgTfHF5Xz39r~$MP}EYgG~oKpNRY6TO4Q9PjVE?1{5+IeZ*1gwK15 zqW1e|GvSTW63iN+z=Wvmi0-3+PPx$J* zyEN~=V2`wLcB5y~_||U)bBuOQ2hN%K!B5SM3;*z$bf*TdOM{fMAAh3j#xIL&%Ld&h zEAOSz2S_~icm316c-XI;^8iT6>Hv%oXxS%zbzo0$3GXwX%FRG@SGthxAXWWs9(2~i7xr_W9{ zKoNERNS#p0z6cPG74DUL6)=GGqwql-R)e~siLuS}ms!8X`>%VG(~`*>fbuUg`Z-vPnyI8v*^ONP( zIAJ!;Lk64J3Xb3S1h;%-Q{His!=Di`cfaF0s@^(W^pkRN>K66yvZp3|6nlkh-{ur~ zoy^_%Ei6|gd_pX``9nMRToz(J!x~!0Tw$Mi=8ZBW!?xDSLewN-cvv~9mx^rZLa$ik z00)&e)(=xEvJx;-dDTjh?H79p`aXR(JBij> zt6{~Z;73_hT;$f)VV|p zc}lGO{WDXyFCi$N2+ujdMPIc41qrdLa8^r{9FsuZYtAt_VxH|{0aua;PCMqecrdpq zcF<3RI21}n3ID4>5hpa;Kt@u?S|oB_6!A_q%((xp2%I5p})&0Pc3~EmuRq$YSFsy`=dzhu-kcCc%&DteEDP3L-N+z}unXbTykf=>j z*K}{xT$Q!&^UDF{PzRkniGTj5=p)zbUp3m^_C5Q(1--Otf2H*Fz?p?2&w68HTt+wx zpAT=U1>V*Zto|2*uz5}wmyI!KSj<=3_c6OkjpvM>TkyZ%cWfP)LrD^JUj#mSms5Fo ziK%#eH#~5OA1kavQr|GzzPmqr3TpTtgqDx%$*;8jy}hHUy>T_X&SjyZ+O9Q2-4hI6 zq4{w-P9@@yW7Y|ieHNHjadSO;)H#p3V>sVc{)oE%c}{B^aOqECi@e@`Xo95sho&02 z*$G~`7!WT1OLq_+!C&1b@-fdaX9wgd?f%bZF6Hh-TF6S6y=;|$(XlFb!|qa-zwRDAaV{a3aC{iLvqa zm`w7wze`)Z(sA0Oe_^^Q<#{C?zcSw^IeGyRe&z&e6f(3an-!-Y7`(+rjj2}8sAWj6 z6DyEs4%X;(tyvEG>s8yCxav9nfE1o~8D0ZdL70=18NKN@iS0#bvpbRkQLbIR1X%y2 zSHJI0XJtAYXV=!ZXi^(Q#6+n-?e*3<(Cg{^=91suo^qA1NP3&WbUh8vR#c>{6Zg=! zD~n17`YRLk0S$SXk}@-AN%{^qXwlGcoHSThg(9Koc?twxXO=N0yZaKvZ$L&qEQNAu zx73^7r5m{@BYZ`TNIGG4?FF8*!^+XE%F!RBg48EFaN-!fxVmsiV7zOGnkZyPo*6lB zplQtuFeS4o)>=uMY#3f})nlz+VFJIc)wQTIM=B9ohHAEtNw$l)GJ2kcIH~eOsN7p( zCAxmn^=n05tFKR9JZ*ig991Lxs|KNS{Mh~m8Zr-vc7PW1cQ6kfgj1+)BdI_@RSA$U z-BraEGPV>Ye4`O@m^<2}68tkHrrI;5nwJamga8a~3=rbrXS9*pKH8pE`)xfh|20*2 zB<~T5t`wkfeB<=7Nuu1?-3{==Qi9FslI+wAUYnzt;)pK`@aMo;oxULr1UB|`492pS zPdpq|NFsjZmaA`9mGKljCLVO9+oN2-ZO%&C_@On%3qR;hP_&iJW7C3;MRji=R9X+b znV-Xj&N9i+bO_tbGiJ+XPoRr3F}pjkRrEnMmmH2u33)HXpnL0jzqtOWn_NRg5<`VlB_$pSLk z4e=U1#J2oLe}>kx<8;79vLxjBq14{GXvZmYYzU#0N5RqVQ&A1m*>Sn+11j^bl0;sL54Q>6j3SvF9v8G=DC+;9q)u&RMjud!1M0cahF+4nNs+(y_jZr*dpX9OW6TK zb#=jy$A*SE(Z91;oz`t%t*J^AH}E@_yV<&B1)-2gY{XS{lJDkiTOACZ{> zt3slM0-CvdJ1@uHrMr{FK6zP}?6yi*=K(FsvqLm}?ONM`$Z~~2gX;ouk^#i}U9EA& z;>GS;-LCuFxK5iThEl5`b)>{x*^M>*x9)wXKl(Qz9{L_5{>e%2!U46~9vxjsF}2bY z5d4P0zKwvA!`@`U2t1`u?Mccc_ALx58(J0&7LlLVw@U8PC9eaf^7gP<3b|5gu!8>A zWO9ZG?cfb-#2R;x-&-tZO%*xTPq6I*E$?9O z(m`*P=6k@L`nSi;Q!|z@{0F{3aez^x&~Zcxzq_oTR7oI#tT&;6w9nmAp<@vTD~$ZH zB(Cws{rF6JaGUdGIGTz4H`r^J^YZG(OXqgCwhLGuzU^ngB4 zo`PqttqxNkE9BvG0a z*QZ!ikV<&d24e)o?DE-%3RqkzjXfsIV9IQ62(vh!ORXQ^!vQ#Q;rRSL*;+d^xI7&gh_;RDY8VrMh=z3sSE z@<8^F4fO;^k94}KV2`y5sNuLaaP)D~SpT2{@e>{Aq`vgIZ z$b6VOkxi;N&Lmq6OYw^?=C%PhZk?JAgQMGGr-xnRVhqRgbe{9uUf*C((vBs8+7w8x zwi4h$UqTAG@hA${T&gU~a##wi#&(E!$hUe+-kYVUN7Pt+O9g@uXkJ_J0#m&iFYW_M z%9T|)FU?G}a7BGvwa=)d=k)Tc83+4BdYwh;MM-YSlNvom3(NXPrs4Te#XEe0-JwcO zHHzU_J?gls6AI_oLPyoLy+f{2qsobC3iaJ$nx@8Y6Aid0;(BT0Ni!8c66!>FQA9mn zFC;Udq-%qRmm|Bq9q98CVwzb??MfCBriJya-;Q_~8FQwv)tPGPk{fDSv?|#vq;vXe z4Y^DeW)y+gWSUo*G)XfL4eVXan4rDlF=rNgWK(oD zVZyE~Do{o4`QBGb%G7IgoYWL)20Cl4a*<4(vvA8${5=b%6sC;7McQCkVaXeVuNHhH z0Exq)9(>P;7IspM8G67S_Z)GbWaDLd$y;UBwS-W#pt_|Li-RVf-3FJb!5mW-uD~>l zyf9B;ly0LpYvqhOb&)_S$J%YBr11fV<`S#(WrOoy^`^CW4QV_Bw8uYXMB!}#YR{b$ z305tvXOSHUzgP?`Iy$d>uryskKY`C)Ec>ZK+T?@AHc17p!93XZFlmH~i%yPiU!V4S z*vr2vXGkqt8XNb%Dr0z^eE-|XIh1nw5W?Yk>SMQmpn$!al(ylN{yx2N3kKVk z)+7_^G&Z}#%Z!LeHjVlruPoa4@Xdys4&BhnCL6cpazwT#zs#m>q6&;uCJc0R54JaJ zq}&6O&R)7^NaFNgBb6#Jy=||hQC*l!Q^xG*6xl7O)9*eVq{RoDWggF*%WB+&P(QCC z0QRq1(%8lAE^RQk|Dg>BFrUF=Dg&hwVn(=CQ?^eZ=fn!iC*T!C$ci#YxlbnB8dzid zXpN~!x=-5NE=9$h^==jwTFt3bpK6==1mZJeNh-NH?Q1r9xcnNo1nd(fukHb?n^=v= z?_Zan4|8J@6FDb(wONv-UczMyQcUKk1a>_tXI_k`#!-I9@zhJPQW$JE57n485Zo^M z2sm=V@#h!_zr|h_E7kt60|X%RIsEfE<&Az~))J%N5N^`vQ>I^KO`4luuI+jcYz_iY z93Jb-Wu#CH=E>N$L%&oo(@p~}m>HW@OPMv9S}Dg zT<4l%O?4A*9?{p&L^u#!ImG(Dd1UI&-&Yz9%t$>Fas^o`*pnMwL5AbXXWmlw_CM9t zvuX9=Zw=M-lBsC17Of2}0gqy_5181SeDN9aTA*TE9sxKjW<{E1<`opc$D=Iwfcm#t zYFQn_jT253M-*$7#yri*YsT`r-_~ix!_~PZyvexz9Q;p)oAY4Ye-^%O3cLOuGs+K> zVLsq?Z}ashVlPur{!+=n&x%xmx*wCOi&p>mBBvU5K!H*q^2i5m@aj1Np0?HQRx{6s z@d&omwuXZ@OFD%JW+$lj_8CNH>tB=5bs@wPSy`fm+MHBN$g)`FR23HD4-w3*g)i3H zc+j2AW3y;%q^_8~3sQTU0nLjSnal!_qjcq0kCYI&(NGnQ{u&xEtICor2b4eVfkPgO zk~~0RYd^v%Z=gWYs}5HlbQ!^j=03Qp6p*{pS+w=wR)*eM7RVSVO=WtagprbO+;$TZ zty3cWfW}`NB7+TAWcaxi8bqk}r^ITnD~$%-^YTYIJ?GmOVk1h+WQ6{Q_U2*Q!Smc3 z-c^={q4xV9>sLQEvrZ(AK!inb=taUGHb+TAhGvZt@V>ZYTjf^T_Ey7wmZUG~>egB7 zQ7CiG<&>q_u-ypd&F+k;VJAS3GtzE)cUEP*7>wT;U}#vq}Mckv%u|EyCZkE3IX z_e`0w)@>IhcJQQkzDhL+tOM%a4F!18*=bX~-+*fhriC#e+O?x+bHsx|Op@7FKDT&( zzs9t!D}g%_tWIWo`O`W%0y(9Sl0?qdrtyYkXR<1jDMNZZ$uS$$VAKB^0g3QO^6(1) zDv_mETZk?o=L=_P0l#Wo4g@HG0VHBF&j0}QSfWh0Le6fBWA6uMEI>SBzs$5vX+3ht zZBsw=Bi2TbCgmcNHBQ-*eCca~T+DMtwvhLC@9A8v?b}?P|JkNbZFm3`=aOW0m89t> zN7UzHPr{3vt=94rfa#|L+!lT%j|k61yyQj)6V1Dm)7q=lu}6_Dv$D^0IWB9Ga)UYl zq<2%Pf}`|E!+2glh8^TuyU5{jMb=v7uWW*3+iGL|xbih(G1(fhsEx=xAy{={W7N#a z%`X0FC&R!VshZ-`1zfLT%2E#BTo(UpvQMN|z^HM=a-ng`S1|LfDBmtcHrVIemEHEwviIIv{J#G5|}Z zExflP?cm86@SyE|QwY{ou7iuqgh267QbyddAqz7j!Wi89QVwc~y|}7IR@go6y~%@- zLeWuARjlcfg#nv(!|V^_7zY(CJ(xbZwIdM{JRI#~D=s2?UMrSK)K&GEwW=V=bDNb| zfP_m*mhwcIeof&`qW2qmiL9&%E2IvTe6m#r!HNtEV{PBj*Qm{#q?Pm}VFnr@!X%_A%gm}+}-HpF)z%0d@6)HB-Yvc;J0zl00jJ~+R zxcj>fp>2i~e;%fY$N1rxU>M?ylX`)5R>b$E$m}I(Eh;Zk_kl|Hr7u;I$C{B?8sETh zB5U*ybo6U*TKSNR2DJAnmAj>{ElJ+3f-?Ar-D~TY@3mCJ#hkM*3{U)PAGoOfFJst7 z%80An!O_L>>~rxRH$mCP`yi>u+BvM1_HI}r`Zm0%HjYDsR0S|+e;M&kk8sJUBok>ZVYVBY8hyg%zyN&cfGec(ZkG& zlhR5h;nvgK#bSI6X10xBB53XYtRU{c2F=5otDkv`kPPB|`aGJ5j2_ z04iL{%TfA7!7yB$(jM?Qfd7bqGKF>fXl7IL4yEUBCbnHf16dXnSBQ4jz$iT)x zEM+#TvwyTgqH z;QUw9H|l&Tf*8@NEM>%@dnR0(OI=LRZmN)em&{E7@^0{=ypzY#C)*;k zSsnz=ostiMbeQGiACh=HoYlb-1~AN2a+f$@y^?3x%1jJ$-eILFBw=Av0Yg(b`Jd0M zhIL-Jw84%@_|p9%?%B|{32lB#bn)=Z>MQyE@tYgen(kK$RH08p>(iY}c;gdv2!YM) z>>NYjbFK14Gef>8-1$ z9Y>J(_gNc*Spi54lJKxD=S~71@(ljytU`bECh_c;b35skCWGY83XnRKv#`&q%*%z{c!(3fyt;s3uHg-Wdj^m`3}Bhb77NzInh=Wf-d+mDPa>Y(XFNRg zyZTlAkNAn5v8`=5KegVcFYK=l<^Cjn3y15N<|}Rk}7cixEH zny|z*5QvLd(~XvgZO2xYV{aT?0M%15j9{20wJ36sP_0XpZ1Xy6 zmg6lNcs3iqy=O7LXZrRwkgEdBb--k~XEQo}c|jJ`Wz;d8Tqcm(Alg_d{oZZLnXabj zo0o-_oT*r=n{L#1FnybtVu=euiVr!~d~2_S5=WE)+KbvfQ3pVtZ)qu)zLKv7MCPgs z8DV{&H=@0KGyKARUY}gy=C1mzNIl&I#}nz6x`eDd-77cy{D_8C3`;zdS^W3FrKQq< z1|>uu}5IRk0ute{Clp{4mkLuc8gfH`{X2Gg9L8*+5yr zpho}`wS8|)&v|R4RkUU-U{Ab%4JONxF68Z5Oj^$Yj+PgA_F||$zg$uz3oxb8SMM)z z5HocUGj==|KfIR3A`xmyBEB*vJ+%?^EE4y_Pdz&lxc+X4)*5ULmn%4|Dq^%Vy1FGPhlh9=z_>IS@|v<`)Tw+ z;*2M>tkB`HhfdWqS{g7{#`aW&M1&)tTXT?ua6J2nqK|8Im1Ci%r2eV#Ry8jPYloie z0l%Ppq|;^*B!ln8-^Qh>kMyQ>_lZSGR&l>@B2;|>VADl;4wBDi*%;|eS*FuN{>ls5|Qll*>aDoj8}Y-u?NdHY%im#e^x2#%!CU~(y^K^J(L1< zKK$3X15v9#m{z==iAsK_Ox=HOm}jbwwQ$*SeO?%gx`nyk)GyESH^)odw-3CMf6x3t z;$pYrj(y`c5B%iue~)YSrH(56&JB#(AB2e#M-cG_FW7LpO;P}k6+{tqsbs!c5qKc7 z&zN=Caed%;``fs~YgwRF+9q|MW4ZGki%SBVJKVw{Ht$(A8CQPHS;tKeKc;J3Jm?Au z)=05O`uKPt zi{s7*7#vkv1nD*iVtmIR_18#+T|r}#`p-<| zPkRZ}Aj!xLt)&0SwDIpY!NX5_eRJCw^3i7$CQhor19W$I(?5$j8G_K8y_{P+MNr@v zgB5LqJq2#P4MkvRf-*Lw4-Hz(G*t|xQn!A3D>BIf&rmvRkcl)qPJIyi2n7Pk=kC`+ z5Jq2QROYf{Wn}W!1I(f1qx>n#g&-f9bs|n!1DOPK2ImLq*8|j18e>M5Wj2#EB96nB zZ5CRhu#)tok?=`%6_C=Z!tOZRb4GFpAe>SIzO?X7fa?XjkE+aZTN43FjuGF%7Se;I ziT2;^q=;5wr?xR(%Jf?(f5<9}r(H%}7+thuFilU1P8=@j_4#O;YvSB!pl<@>fnlyQ z7;iGAR5+oz1Eh+ELqDhzN@Nl~FtMpV!b+F-DyWm&;gl}=8He~w#H2O*>=T;KW0^#b z0>!Pa4DD^)e&9Ky$YCF8TF?kyD1rW!M< z0!;1eUNWl@y0F7N{q_&<)6nK5FMx(d!mG=F8ohSp(_7Y}R9rcO04n_hIlOGQoyNI<*Qo=^IGPIy@Ys{LaXSDWQ4 z)rJd$1o*O!Tr#hQS5ZDh-gcbhUhi4>L@<*TV-REc>~_`-Uo6H1rWQxZhC)9{%}DG= z;b&*^PEH{rgyFUH?3Iqoa^$t^CvSalI}l^ENDB$koJp*~L(V^XHiA zCl`B^U{H!lM{4_lUdP%V_@fn!Yw6(t?~ei_1H(w4aF~^FZ`n@av1Z z^W8&kzPBC8ccNz(-Fwa=dn?ae{oeoIvC1fFnCIgW6cMk%e}1qXyVBx?zO?68q6q@j z3i(onb`m8;uj8j6M%ytIK^L>H)q;52r#oAX%3?-5>OnFXg z&8j*<^YFX*@VhgOR%L1)?PbZv{Lr~{f_-p*$&>q&)S*N$)8S^AD>CT=uAebBMk}02 zBEBV1M{d>wnq{pc>Ymkwb)Peu*TTqZDKlORNTttpdR$ipD~VQLb~T(aaZm*oVU1K; z_q?x+tuCpfaO}x9f{c`JFqwZ ztno;{D>sHEq9wBG z7qb)9b}ZU-kk6F%$70G1PON}?QNBoAiLGsUKI|df*l2NGYED{z-VcYloiJMHweNjA zGCXFsjFSB7M}^pY51?|F+r1o}aN#M({=Pic$wYaz2`Of+ba{M5LyeSz*ca+W;Nuz% zA%c(1ajU$~BGDs^s-OaGvM6>H!RmVo*<&;#Rw-4&8M2XbO|A@U53>%jcxT}1pr3nv z#>9D?&xGZ=SSKAAohBE=(K9a1+~TG%anrK-sVAe)X1!6Mu9}w_E|o9WTqHIT$V}IS zL=GB88KN*7FrW3JMRceWv50#12^QJ)bsys90Xs9`rbc3KiYV3P~7{f<4raz z6>V1I38lR3!|TC@j-k6_#@jd!l-ljz_#i~b^+tstSG%|9@o>TzvwVV}y3mXd>};y+ zVrt`hEu^J2$Q?l#ctOPYAPBSfR9Z|LWlXqtG}MJ(waRT~_`t|s(a>G?DmCwWop!6w z8GD0QgO6wXYEP0{cDDJ^!SBreViesk8>z;op0*|Ras2CvHlXc!y)B;Q13v{f*Eh%~f6z7I-Lz;W5_9g} z)ibGU%+!M?lABAm~FG_|yh{4;TP9lvN-xe0AevH0)aPOB!eRpB%U6M!E- z8C#HMSqLGD*5V$QXl_lq%_%#9nnvAIH0*ZJ%`IT@rVLX;&wYc;Gf+x3wylgl%;eLj z<5L6HWZ)ZF{WE8>4;nh$-DgN1?2Z8YX141-98pJQE*$PL{ngB)9Pi5%-u}a=*yW1E z#_|H9P~#OcjKRk*1js z!FQk(Z&|FFSZp7v6{*>oCNWgvM7Mr$*c-1s!?PnZE_N;#GxyRxYw6bWW zm-+W1tbVnH@ZDZCw7&tiFlIE2ORlW~ohX<{D&~rUTK#0#ihg51A?5Vwu!}VK zy&Z|sMx~QHN+R@aDDr+e>&L9svVL*3Wf~*=(h^HkVctu#m6E;6nQA9A<*3m6;O{$h zG1YLfVGYwHwsaxASoh%L`wE?kd{n51j*g%@W=);i6q5-SKc(`s@f&;GSdy@mXjcKb z;YN7j1Sh#@noz)KwWue`O&t)F__gV(*98 ztCitaFch9Lz4p=ZqTrYEDN10u>&|)l{69$j-+2B1zIMEB^>j!oxk6bsu8yWQuY+A1fJQoQ%%&HI=nl#5aur#A0;Zuj4 zV7(au_W3!q88Vft8j90!dJeyN4PcBWgLl{acZZa~r^K&x1Sw~KG}+gtM^Q)VcaS`} z`J{B<4n2%UT8ljM-Z*85*PzIJHapva4D{}`Z}9YSvFDfAEx4XC*emdJ2snPDgomLdd6%MIC86cZD&5X$fMO0O&lQ!OthkcD0WhT5A!%* zrBBJPR$aR{vU(nBN1u-(P222@{ve(|`xGrNIEXKQK!tX>?{5PRb$?ZSuUlLEDh+;uC3>1%|kT^ofhpoOkIUs4K;1QDd$Vf`~ccK6HNYV{y9 zxFAY}57f(Ts%k|Far!iJu@2?NAy3-lh4w!}@`Zu8lGc!FyMudjc_dMfNto&IR1!bF zC{uy5j*!%nk@ZpSKX@i{(AG06VMGdE48h`hImu!JWnV%rD*m7nHk;*xcr@NN3CsYI zhlkY#ypq+t%$np~;zk=k7CsZ+{#lD>@dkZl?vkCa=j2mKmQ#a}F}v#CIP&-V40BOiDsx-^x1l<3D%Dqcz(9f0nNeg_5Lqqa^`OgW-Eg`mOVk&tJKn1 z@NXY%UVJe6?Eq1dd9P3QJL-eJ18L6hQ5&MqIRAyX|DU%&8_sHIi{GM@bjxo55+hsP zHrzIH%oPWzQcddU^(KKNRo_=h9t4aJe(GPxytIG{v|Q7n39Jf$LwI+y=${*ec6Vi^=dbi=m9W~_V%1zZJaZt#vOn%@tnPvOCFfj zH5+cf4TETn2e2MZ-{`1*suX@Y8C@?3&H8RD2_tm)lcK)-Ah*yevG|vg0>33Th4skJ zr;+N|6*oYFqtgU>j}jI;wvx z14C`zM8{^8aUmpNz?ua%HHOulo3(1zv5%6R)_-WNuAsJ|mcy0U5HnAP4TpQsE@zZg z@s>o_V94p2C05ZXG3q_Q!NE1;3t4PU=-Uvr;^vMFS3?Oacr=*hg8}}dhn${9>w4%{imK@a@WOynmg`BLa zaIbm-k`;wK7rSnb~7=}Z~$M*wd!o3;3lS|yg zd+~EnP(6VQkCjzrcm6bc^>G%&vdJTk2@Bx^58Kjc?h8cyXlU@MZ~Sek=Zb^^w^qjk zrb-(B?c*MugH}PhpKo|J`5VI_8$Me8;Td2D2Xs>A1et6!RU#%?ykVIkN-3Gp*KY^(Ds5Vr%xw^Zio< zzUI;z<8OK2ak${V=lFRldp4oJMI=oY2SXb`mADk>1GZk&4p#Iz~8U@ad6MQ zx5UoioiL8E&fYGt2t!2hM(Bk(t$Ax=& zqL${fF#XQmmO6*q$B9ZdYX8jQgX2WtSUq7hET+~}C%Az?{PUUADC!MlpQ8iWC5H98 zGU=9#W8PwegOLPnR!?%QQ|DhT*>+(zCQfv?y8Vw90xv$bA>uDaT^L8jMlLpZ{! zmsNAH20Dfx38x{bXQy+}Owc|kloUN@yc=b#mZUvQmTd5DH#oSq968)fF9yycjMA*3 zowWl^H64AWev1G?iFoI@H*YtxS+w~{?^D%JZzP{s`!@ZC>V(1T zX-_Sytk?lk_4(RJqQ)j+MKcdNW2H&MlA(l_5w=fCWk;Ll zcQ#dy@h{PN4t65y{msBJZ`K4ho9WE`ER`**4v2mH^tka}cR%Wtn$U)nwKTPsRXU5x zU`?!R$$a(}tI=!FY&T$u`=yuUk^l%t!wc*4Q7h7^jRn(DQfq&%BiP@-So@+}fctK$ z*7kG9KNr28?hXJK`xo+}O`gHJpjO=9MhUiGQttmGPi*vT#ndwA7QlTYZ0QZtgJUzq zUu0D-d+}?&fPC|%6DXpSUD9P@Q=heXle_!aWAT&W3~vdL$+IpA?@v3;6?U{CegKOZ z|0CTf%`F|hAve@`3*O{^CbK9`_oc2BY|gLMnL@lT;zqG3!YK`- zS%97FT$@kq zFIJPk6WktcKU@`D@q739!9nN$HulLXmghEBZgw9^OGx)O&C%kT@7`;-gchewOc=$G z`SZ@q8{mJ|KQeOQod|t(hcLe0JPR6{#IUVgtu0;;zq-Aw!#|52B?+p4Q^@5Gkmy^# zwxN%zVkAv8@8vrq?#*J>OANa7t2jz-!MQ%pM`iNPUNhe9q_&F+EzfEpA5-NK@fUVpaQ?PqPI#xG#uWKE zb$ru4E5?og%D|OLMTp_c@qIoiZ9F3|Zs$T>K(Qc`h1u`jH&%@J?S6ds>a#2+X-fVf z+eJKvOGGbQq83GwI?*B4w_*@up5fMdHQdHDHVJZ;%@k->$Hgj`9c!>wc0w_( z56RPwvkzdWUmUH0ZCxzovq_ubz??u&Fd8oUJEtp*M)H-{DMo%iyB{AJ&|}yw zG|D*<%A&@31hr+zq4tkdxv$NlC-c3kT!Bj=mWTrM{Qv>z#TMoqcQetXAR!|^T^BOd zB-Zh7nVbrF!U!6vxAhd0;<1>v7L(OjnT5~&N*uh*c;%|hATj*JXiT-Wo?d~`(e9`5 zAo|*=0y!cpe;e<8Eu(5ZD=NmwvW^G*SoLU5bjnP>7qZ#TwyfXqHRydnY}YeL;S1BC zyY-ujw(oAPlkl2JwIkl0Nm?QAFJv+lZ^fVw=vlk_&Qy&XrZU*um8@hy3M^8`raegf z(1U0RLoB@zgih|wC;BhAkZJ8uNp!SZ(%9+a{Aq(5i; z=V+VSz$lG!Uh(_YGl|cTZFT^;YPi^<^?F57=)ZZL%;IU+&ie>usG3j+l!8kBd0z5) z*Kz_+gj1|XfH``8kp!0Z4jl5+jGzA&=k4N`GwZykWtD>r@)r)|0`FErgPZ?8N1V|& z$7y9J+WP!`<2hS3mbcFvPGm+><|o>)+qc5wg&8(L|7ea=2dI^zoQTew3`zgL)5ZV< zjPV!&7^`>$MJBJPzqda;qTlA;tj2av7PTK{Fb4gZYLbWb#VAN-nT7^jo`oo@8mKOE z%dQuuvZuD@+TgX8KycL-xmAhIH6vXYJZI5QHA#+i1?SU0RdcKOei2X?&Z?q9e~WwZ zVI#8w+0n;3%9Rm^0ycVpEc5mqRO&}vuOAY3Y=cAUzV153dvC6O_Gg-4DiR(~^6kp#!&t`;%oYOUo?RL(9H9HFFY4R?e)qDm}t6`^x=ASvV@VZ5~vH z^-TjHPu0N}EfJaqFgtBFLp{D3pA>X7VP9X22cAQ`((Y)#Lwx@)IJV?QtRIeXf$Dl| zv8&eqq3gS&;R?U56A>ZW=)I2?b)pRh(V`PVFj{n?cY;Xt-h-&oqJ%Jd7i~ny2x1W3 zV2ExKCE9oMuJ8A)?_KMCpEb+BSu6LR`<%1)K6|UU>Fmb3CH2t{a|Y%&K6(W7r06T2 zw6-^PKpE9bU{3d!RMZuxOcR@HcCtowMyh`Sjg|d;gENz)1+_)NX-!_1s%ZoWiuIJ2 z*J?*=CnV|@a;oN2aVP?Y6*Ht@czOjx_@ffPe1%ngc%$sdtrYg(1?|87nsPo$r{&{r zhos$Chv3qVn#$MktMybqqL__QM#1YUwSfH`!id{fJ+R6r&Hv~+@QGZQjY zbULvI=%Eiv8YWq!87rbo6FFIiyn;J{2UNvC_*XOM_`|ZhLU&~wAs1$cZ|8$uYc77A zZt*hwr(Bl}mO^h<6@G*M+h9v@9X5IuQDAwiXZ?@aMenmq+^G2wWX4Tx+P|CWx9V?P z1w`oK^`)%GkwVxFFAUbcQumSq8tJ+C_QG`SfJTWhUa&hk{8R3}G4mH=8;9Jj9r;Cp zrI#DDb<007Y6tS01-!$Ti!pjZH(U80@@)f5F&Fw!?vodmaUnCDzqBy9NyL=pCMQas zjx19!j6i^gXPX!nn6QC6-_fYG>*_F8jhC2}dH-m|^TyT&_x61-_v;wYmtZMiHmQy) z=*#OUm&np*9TMZm{}h1tlI`Vf%J5$AYow3*(GmR~2+w{>UvjVc{Y!5Dl*UM}!Zhx` z@cORi49_-M?7Y>>C?g}>)_S@cZ#Jyk+`GvHcj>Kqizlf6W3VjqzPndIKyqdSn_}25 z%s#Us(yJ@0(QjmADEep4j@LfwzWc7b*f+6Bl|MxUQ)+hES8$g^d;Mom!hMoU6KIe! z;e@;66?X6`_-OSDCwKxRS;q;Wkp-jzpbL3N7j-NR?u@#$+}U~28xB+#soA6n)3!_3 zEBv7EaBpDDHul&({CX|fdfGBukSr>^5i-!AdIg;q#HQ$y(xN^|u={*f(- zl6o06J9p%x60m`b0XNYSMK}<~b(r?M_e22S{PlCvFDvQP#F#^+Ydp9ShzbN=AFAt}y3jZjv++g$iTg8snEO^Xl@D~SF0@zqgV3r?Iv zOI($ZWWn$Nm$G}f7CPR7G_pXJx=*`g3_lgX1q8;vM$vZM10=G z^hsdOL{Bmqsyc<=xGBFZ4aOqUaxjvBwq;-HPGICI-`n?1N-y5a;|slcQeElA36s7r53`!`DW%JiW0-4#ZrI# z;P6z6{$L9Z1n|@n8TzU6O7Lyf*iIXsJ$xR*9@%Ef**0sO4`c&za%)jz9>!VB;kjau zJ`8D&Jn$u?vFgB6Oa~b873PO&PE`~S*(2Dso<8IbvQH1&9FG+sxE=UkbnQxOCX>|3 zb#csp=YS61F`o*539IRP>63DEh>8gb^j_-J+n@{EqM|m{oM!;Q+F#Lv8s9ZTwO1~| z00(LHTX%&#W&C`}>Lyd+{KWW8rNT{z?z&eYLeN&E>e+<#96Vt!YMoO@zR|Hwz0~&f z&w$+Z$>K1x#iz60u)nMa@(NgTtKM%*T8QuA^r|63CC5tY-x~32X|i|X{iZ#87DV}N znD^Ma{PPrE;f($ZE~CO91OE1kdcReIH)cJTF-`9svwjbau@o z(TIf~WpKz>u}o_G!MDluL(2WlU#1=D)GA&$^5rG_Ep~z0FDw`IMJ_F^d=A#HOz@>d zg}i&b4|uHF1E|>W^ibLVTELO>@Qn}a|1h)Dl$2B@&w#M(&S0_qeK#?o<5wPUo*PM; zXG!?k<|O+dl^-AO0w#p5`hQ3E6=@=C^PFzKGfZoONQsyfADMeXYO zIVFFoa%g_}*yFo>K`)pr`urT*Ogs+N@xzVDTh6=ZJLp`2mO2-}dNCWh!;SzY2He8F zC^a>#I!$R`g(_;XTRPx0puJTAd)+6jDG*LhsFFBDw%Wlp_l`cny<1r$iaOO%T9asS z8qD$1k#A+uZ``#SpNvBG`B5bM?GzFOPO|Ma&$XrR;wg?6hyo-m<~LXz$5LbEYKeV$ z?pNjMXe>&jp1DLO3S;ao^qUFhh~J-j>>lk&?Nc(l{>(C(t9OMz10*6(5wnK*9+HC9 zGK}(93C&_m_PZVcVy`{>Zm@91IgRpl^>#e~*Xm)Jlf1;y4KElEC;o)csO59#>gVcH z6IEq3p`W6K=vu%W_p6=L>$A&tsR)(6GiW&qNe2Ez8%UArI68Nb6&w0a{{3w8)Vt$8 zG(a)^!Nb}dJAOEKBJmL4D8uOvpiRjIgJrghYI}-g@w;$eZplpGKO&AYfF#RLFml7% zwHZcU=pe=m;Q7tY>Q?z)CsVqmlA zzwLU65HWTJt+<*$t%`^IIq!g(I*iBWm5;^bASxqt1i^6m|H0&ekM}H;5Ba_F0HyQ*m2;i(;Q@PQF8>A zrGI(GuIif{13EN(v_kH25VkrVt9Xl*{(m@U1-34kKB7gQT?>a3Biwb%3s*@g9I;2W zAFDq!CmTBZ{vA>}KCv4t3dIUtA73b}USSl7{-!j22-t{-zY8KiS+Rpn+GnU*%k zr?o1nWbZo0_KNtp1S5;CCyf6|EC9CFmbI`Dw{@0Sx7<4<#kRn;UC>h0<-k$m>S&P| zsMFMyOq7iHF)>t`xek=z5_ADOvCVxTCkrg0tW}T~;WEgJj(#SwEVYGxMz_Vl9bi4G$3Z_6+-_%v=R8TI4*!(Wza;L)w!>Igtp1cID6t`H zE$aOhq`31&j$^R-d5GT?;Tys?!NF!-9lc4nlCxb{3(b$$chfV5qSY#}Fj)7ko7=%t zL^zE;u-05IHOMCO1XUJ$v&h!CM`A=*P+gFuv>0`YAcjt_n=;;ARS`oqx?sH*=^s0P zg^rI*Wq#N(nI=up(O{1sPzv7`v?TP$QpL+F$>57hJ|>C*&F0c-t1$$ew4R}v0*FvP zO@h*99)T}=R?g?rjpmL|r->AT0~03!8aLpy6_CN?1qaVB^dN>%ZI4_?IpXsy90@~V zUWJZOM}*`_|I0^s27vf*bnA5!sJJLX0hl%Tb_pme@%c%W8oE66WeIwbSdbvKw$!(^YH->x^oo||{ceNi*+G&>H zn`S*J3r*}eb`BJ#btjzC%l++ZO_|4W4(W~%VaAl^GRv)}e$cys6j!3`WOV0@xh7RI96JsyPM~y5@rvK0pkW0PhGf+( z_8!lkE4_!1*~)a`*ujx!x}>39&8N>JfCi{~>MS`kd_{rP{>JowMU}t+NQ((t5P32Qvh6@ z%1Pz~>!(h3xBX!{MDE?$XK}@0PFaDwC;5DP0MJnMtpC$cY!)!}9$%p@w%&_p3Gmx^ zNFtMco*BhJ0IdI8NTvnxM8HW4bm5&>!|dUHqgY|S#WCO#2(Xu)9v*r3VuBYI-i7T$ z)q*s$el2k`0VQQSGRfy~pW{&ec>y-CooBDKO*z)$%M_<={t(1MI$2@+clX-Y?aPK+ zuNJw->SUTv9jRI#-(7AC%lp&_leanqAYm(cxsAnAv6@Cg{8GVkce(`M@ z2^l%oqbL2d%w)wHR2n6Ozf46UJNSU`#ShN<_dyeHJLN{+(Gpq7FYs!K=Y7D~EP8jD zAC?6WDae@}uK#}6fuI7;WU%HVdeyvjo4!Z+vhtk_ zr8y=(%t?G)DUPhwDxY`|{|E1T=>1!q&)q%;r8GZjC2daXM#1?EKj}Y=+qWgEGU)zZ z<8&eH8eZB6!DHl5kBUdxa8z|fSMOB92O1M-bg-h27Ml#+)EtErf4f_9yra2`5ikBi z9rpwL4k;6ZyN?yLsK+-qPe84~oXWrO5~-%8+Q+wAb}N4aO+pHwfLK%5!EvY{5b9KT6a4UiP2-mV z3VS|F_sBM>t}i=1j=FoV`4z%mCW69m_VYZh;aGq9ClaJ_v`swzWxp)XNLOckVuy}~ zQ>P7Gu1E4t&yQDc1M1_ag_eS6rwSLZ0nyq&`m_xpHxTn^KH-z`dK}NheNf;5aE}KxY%@BC>SKmgsS+=*2_W5d; z`1KZAEQ>H<-YCZ=yOHO7Qswl-FUx?Iboxv&mSuvC@dDE+=Zm8bSPK<&GwPgSe`T zMm5#rIIxx&Ag;#3b~?DN-sTIT!J3%Aq_+wXz9?(geA)SgZ-MlV{1~MS`*hehTPsht z&^?$J)tgj8y80!m!z+SYYBPR;BBHFngumy~lir+Qu;A`H(i%^_Yrpt?wS%V$3_-QN z6J{DhF`mCe$0#F3o!)U$_VMW`-mf7)viRYV>4mbDRi2k5tb+*qGi#N<(|Jg#{~jL< zx2j-20}U_xCRe*ueU1LwX0>xA|G&wSd?G=!?~><=lBLbE|G_(NBMO$c=#9gTN@#Ft z4i-}XbP9HC_J6mr-II<{uLlaGf&BoFBVa$^=~9q)WO{hm$vvy<1)M+9pqb^CY01b` zQ;Ksa2Z=e+hoWiz-R|KNr7gdMPatO3@iXjl;ZXuF@8#ANFRat#xSLJzAOC3;ys_E* zQF70=u+F?`DP}7=E1iYgG?UbR%KIExtl31g*vAFUc#sCeunRuJQhI-W8Tqw#cFfDQ z+d4MrP^POB5#r-V-O^BDwg>S<#y$$?#E%8tyGsZxa)MVt6!>=Ral1`PwwS8DhEA8Q zPrn$KJeLD2#16bjFA*p09+eL|!>PijE_mPm`T;~Ib)U%W?3x{f?p*XlmB*VQ2bj5s zs!IKRa&U7@(jpdeZ~q z*0m5qj@dbSZ|mU1mk-d=DvotgW}ww>5UWcB7nHAywVZnAUGOd+X$fMBId3P(e<|QD zO4KxS?AcxP-BZu3!H~a5?r3LVQ+T9d<)oC#U0!Ch&knVS;SWfu08(P>VN@ji>5^t)PUuF%=LRu9_(M=q`Qj?R&x0-aBVi<|9@ z^JQKOarU&fLX*L%4^)(i83tikr^rERV%Crvgic2=8x?YMg|p-HLMXIeO%+x?A$Tz3(J1Q^ANn`z%D5ynRHYKd7wJHHK!6xilO>+Tx4nb6W?R69Jh5;e^- z!3K(396EKZOq-oP3ik{@615G^Y?NYdXiUo(f<(Yni4|R3JrONJs9;7jOj^y?tOiqS zSI~=sTjjQyKESqb8E00y;)jujOt1kVf9%A%vp3`Przo}9?^9;Ji_@x$4SX+XRfkGy z_+BVaHJN;79O!z;%%rwhxFU0UvREn|QySjVT&AB0O6AjFR%M5!C9B(xu#E^+x`8BL&F>%`C$;{bD?oe{*sXe>UyCBbw?lWK^On+9>8 z>;=smH>R4DcT5SXAeU4X!m8LPWeSe+;ao<3e1dtubmcO3G-OHETc}c{Eg6S5Z&HRg zL7$mn!qD-$*`n1(xr{q5`N`MxatH=?@trB;x0kiP#TY(()w>#BY$^91y@p064YN0I?4_;T^4!xmn$1}czG`O>Q_?U|?6#SMnYDe=dUHPj z=7A~Vs8CfOVIVYRL}BC8Y?I??2Y<*22$D$ns%2D|vuQr^5Qa88L$qQJ3k}sm_L26l z7Da8jM%xrjJ$F_iQf#bVSkL~N%An92in@hY_?$JxTEVu$9w|Wa4ox?j?Ix)WK76@w zx&vF1?td0T=)&SR-|#?SQ;EF{Oc|~YL}jq5I z`Z=3TK64t1ZZE(@lmiQlO$Leg__3{OWr%&rKo#w*yTdr{;YOMmTu__;bOWCY@IPv{ zwl0ph_;Q#}YmOPbOQM!Yzz_j_JWOfLQcEh=+gD6NnBv0pt7S+gB^6*06L=h+Fs-TA zOVfkYicgIrV`jFo{Kv^&>7t2Ta9h#5(nG)6w57&s_ygM<5n|f6)(w16Q(9)-Z00QD zXGTCAi1~1!$C1)|aG8F;XacZ-G5{@(XKDZ!*E0E*r7FD#q>LJjbatkitRLC`5~qj( z@sEwu=|*m*&u9|t8DzRtL9wk3Io7!=EM1+n@(9k)%H+cgm|gokFGyO;e?B>Xu^oHSOBt5Yn-;J5gb_^Em3=-l6TR}=wfo($9#5aZZ`Dm_k60*_K^Z1bl_9h>tLKRmsgLFRMyiYSkk!LT^{kmAt z&6gpuE>CN6?CSMVrfdq&E}Jg!5_Day#0IdkavkQ+F?t0#W_)xEm}9ahtfhBSrIq$q zlh&xwn2NMt1dIkyL7d$B1`r@M%1D`ZhutDT*NsN20sO(Q@Qu#lQpRJ(gW^h;cx3&9 zk1N6+_#aDTx>I0D40ikjFnbT5NM7h#LW7NIRL^{idj!ZzV!=_jjCy9=4X0y_N*js~ zn)4I|igzVac38|^0k(O4lz273uWS{ESWF*%DShF2^ZE0Ek_vaOaOeX0jb z=ZZXpk{f&$)teoA=->J{u_4lnQO2#*WDbe^cb;B|Or|prpvlc0+@* zLx0z^`%_;2D%V5E!+=eT~-Z{hIBuq%FY~IB$WW7_z!Y48eFw)-VO;n*nl8xAB6%A&BCgKy}Ziq zMG|Aj54W+xse^wFzgrTI?&w-n;melh+fUc?xolea9--NH)^gZ}-+i*OTAE)wUXqkz zV>$Y}7qcJ_1wN~RSIO9glbjR_nNb`zK>74oOn=5ele3oIo+u414vbx$4vcDL7G-sy zwJP^z&^?x=((ekpx{E~y_Yc{@gdEPb8+NqJ?|PU{`4Z+B3EsTit3Lsi7J4zkz4tzIPy><<>%mYLLDUQtA*?`eN*X6#PWJBg?XP)`bxfKHd)S&x; z2DwCK@xwKn_Wwq>5I5CmD&{&hKsj`M>3oE~KU#cbFKF+gA9yTopZd~2n!~%L(k!>7 zSW=jl`d^@abV1^6?6uO{>&`$V$6iOIZw2DR&H9Y8Dr zsz|=9c6LfC_DV+Pd>U_a=&?NI{EdKP`@^*Q*b^AQ`~%|Fnb<`WIr~L#n3X=0mWvPy z4&z`ox#jp+`rWe{#s~;48!b^V=CTI2xoHXCOZmre~eoH*SC6ZO7&psNXK(8`qQ zre!1nrHGtGhI`cuy6_~dJPZhg+oln63eCpawxD=Ie)kJIQ;L~A(@sdYw>2@m3+SUC ziip;33}ykD1+ng25kNvfZhe8Hs|VSvy3eFZeI5x2jt~Ue_(6KbiL9}0NxfLn>;bSt z>ad-DV!AaKvRasrDZyDeup^st&Mi8YOM}woaYUwmAz;4V(3*zZE9!UyNk&V2YW5`Pmmuo_#c9dRBx_SiYNH5)cte2(!+_*p`TEtftjY9Ph-n#x z$=8k&cbXOmA-*L*Xa{=eYf{+9i^n|&JMX>jXtvfd6mqk$P5rS%5e)RsU9t6Kl_cr3 zDa2P>N+sQdc>?C6d`U{<9<9zu`a6~rzi1D*B?|5JpEi;DEl$eZTSVSgRDX3Q`Ww$v z?|(SsQnbZwl9ycg;{|i8WjhX6L-^09h}4t_e_yEZs=?ESDD0;isu__HyUKCBE}x3# zS6f4_F_#5JK?Oy@0c=>IqU{AsuQH9IxF@epej0p13Ax5{{V_S)+rKb;AG$f)LE2ru zQ#7NQhWu;z`DDrGYJqHKeD6@qV{sL`+&-EYz;<+Ur7Z7rMY$Y;v8n8{P}}=ETo(o0 zz5Ix0W6!w#TmXwAh7EqxvO;g=Y(J`(Dj!!Qug-w`Tdr|vU_1R@216~R>*bC-IWKXc zLhC?t;{n@zflBTXd+7_VEPK^y)eav0!N*yVuka9ED>7l4F1$yTB9hf9b?X*-{s<0AoV zJsJ@P!z>*ob`C327YIJ<^7dil$N%_YlidodCr;9GB3jni2vPj7KeYgwHXgFY2e4)m>%U0lt zogf0-xBvMbaeL7b;;m2nn3>NluKrr$884V8k{fhO@ae1d=qhyuzM&4Lt?Cp@+0bMV zs`0@KTBD&Rr#2t)p- zh~`eHwztfxS;VB>??zcGRgny zPF)B1zT>_OHVAzX|SN|@i`N|L?4v7J1aQboRP%Iu&j zALbnT59cVUNo(wexv}D@KK@KeFP;BbK5z ziUqr_-m}i@j(zjy(FQy4!%UKrIy$}IX#ak$uHM5umA}8?JLm9(4pgvw=oO{$Y0LR} zz`pm+^Zrq()ArDieyqE>ykD8TtnPuFGc$!+?p(ujqgHKNfuDlhan!0tjn(r{>3AQp zs+BqSZ*&V;cJMeSZWLU^bom{m4$OrEzZrLhl_=uie~6TxZr#p4B#FzWwlX(MRo^yo z)yZ9*Ye-Z}@9sWt@Eg5hJ&^k-+EW}@KXciV$(M?j#=xv|c+}5LOcc81S1df8TO!qW zSE9^|I;jF8NvteRc?0T>0N4r$J4iSG$?D}5Jcupq{W4)Qa^07CmBHUi&ci%Lt4%B6 zp#WX0=s6Ll3utL?>+G950`YUdGXUOjAU?ji!p74gW@(-~^>MCX9K8d-k&9DpIfMWP z_VT=McHoJ=&DkXdS8nYq7Vk@v77?f+&I7EMl_$i{<`M;U)l0u?z|>=!&<4|_A3I2u zYGbNf0^y8I`Yi;9>fr2FwXQ(-yqcYjMTK1Nor%c27~X{--@&fRz&-RG%g#S5zL-7$ zkodIg=KW_(*!TpQc#k3J&yS=5S-rWIzyr@w%ALEXAH;wiJUhht^=hPv3xTtCmecXk zYr)AueNa`c1jorj1RX~_ykq6XGBcR@TZHVTUC+85!X{XpUC)M*4u7M=ttuC2risb* zDT`Cp`RkW#=Ls-MgMlt2XxX3t1e5&gjhVIjj|+F#RAXZTgnc=fltF)M`{0WDOv!Wr z%m-8CS1f$IuF+q<2a!U#Weh^n490*3sZ9ah_~_EP{OtxCcoub%wf;8>cUsi8@{dMz zxMF5QnzIc*@Ug7rbhZ(qVrKzUYNu;KvY*Umzk zcda{LDAkU1Eb@BllFe)i;9dhS7u#6tp? zK41MMwrI;+``iD+Igeg7J)&FLMHA#jByLx)Uymdb&tp#I{DrQog*DObr}4eOlN<9j z1;QZ9xYExCZu~-A1nF9aL$JJ7D=}6<2{Ze!=RT>&LL!z|swp%N+h)4Ry-+(ni+&4` z#VZAY%Ln`#n61!AD_yQ6J=?6P=fRn{9fd0jcQ)O?^MX*|SzKR_T49jqa`LDB+>*zF z=Eg9gbimh+{9)wld%VQJ$2Jm3n-iV@PbN;Tz^37HuX+hNH-_s9u^8iV+@H>rz@2M~ zgzC*vse>Z`6@!Jn%0}ltoq@b=?5izs(rKX3{~?jk@WGw5mjBCCj&&Bn(YJOKJ?oF| z5_f4++A-sy?QYi;Z)8Lwbdm$FHIMfml**=bMoTOHyYVksUUzEe$gl-jlAV3KpkD+8 z;a?mUF?`#OHVpyMcP62mYfC&uJ+IP=LW7I0A{f%BVflhV;$}xa2TH60!Uwya&W;fR z!De7Dl@f`(AiPJWt(ktxZi46mS0mf1FUO zF8;%J%BVBlw)%u~vpQPD-THq2ZoFs8oWV2Sd+Ffir|~p z08soxQ`(xJS!x+~Bft&;K7)aoPb2}I%@ae#{3fNf{JvnF8g2t7kzCje> z^IpqRJWi2En&4Dl&W2PD;SP7Euhr$1z-2z#AXsIVfD5;uD4|vlpOP|&S1d%NVe^+6 zGpu^?4W1a1l2-_@vg$$e>!6l3IVfZ5+VUF4O~d>e&aT%g_ioGTJ(VQj4`QBbiAI{H zn-nvRdPxk+0;#Qb8lb|255+Iw@zsE@hck0=wItGm6cQ$yekfR@?7dGDag}N2-H#7^pV9$)6z+jOH@C3Nrj#6V)b=2UD_@$y zS9IpRaKdzLF>Ox3t1W@*nD6(CVNIJTRRCd%tZ|{N9a+nPqM;Z*xSBPLoJWhfID78v z_dj{O5cp?y9gWh;&hf()9J-`57D^d-Q2#05*6HtmCq#Lr8|&iH{cXhVE9!(+#IiTp z;2`P!->?Cz>z%NO0Qbe!l*=~OZe~Y1gJt{N!9#%(pQ%* zQWQ!d?+JH9JST|`G)lh9?dDgwla6$p(mJ_%zJ@d9w`h*A@5@aII2Xt!30ekhYEDSo zb(13+@d{--zxg<}o*x4c^LasV7w#}NfQ|L2olY3{ZAQfJDXYr!9p+I0nz=inrb&@s zjAiiJz zxDbiJ7z@NvaSBR9_mVAAM!7^SS_Kz(99fq7hFI1@YXkBH`)9ji^b3zBh#k)+Q7rPW z{=j;TEOE-{B-7^fa)MOz}Pq`K3``|JM!(irn0Wf#a&1`h>WXGn62r3~@sE6m*hT>weT_Y}2g zs9`)w`2d5y!+rf0?8M(z-#Ie92$?~-LbN#vGzK>VKcDYGbmjr$*^Q2XS?Om>MfcCn z*#By9)Jqa>Y2L4)gSzM&)XRNI)fzu)aFCI8xS5C)1WY|Px769++GS!_3-k9`by&+w zRzg(Ymv7|{-`|##(Y=*&nvQ0u@e4cvB8$;MWrykv@;9a84n8?+p`Nr%JI=YZBJZ6Z z#Fu=i?8iC03`|56ex-+F0MYjT+NWmPT~|AExz2&dv>8sS(=xw4Y?PUJ85nA3b5Csm zxl{lsUZQRdk1*sw!#U|mscdc!fUTXp8%zMV{*MhD$z1L%+LcVo&dkVYsPkOha;YHU zk5X;1v4*KacW!PC=Cy?#;j$G!qASG{>=AYeVIpGm4ZHz_WJehHsRe@v7%nW#ntYz))LOvn{B zxYwggGgtPHsJUr?Od(ONIrXQKND8Lxamr!+*~7K)0ZVmJBnL=bCqni64~eDo{qv)Q z8~N>U<2PeP8|cO03aie*eZjCx@+(E*e7OrP`I}nVfS^A~Qjps7 z@57g;Hv>0=^R4bU^6u_vki)v~i^TVIy{>WjkrY6SOKz$*9aRpi;dKsYYU(BkDsk}$`SZyt~ zoFxiUbGRuG=#Z(mKJ+fO-=b=%<)rOGd1x$XP@!{Q@O_y;v3v!xsseo zn<08cy&BXVHbvdW^M9Uw!fI&D#eL34K2jK!vg!qRTt|SyJORKi4gl_a_ktn=dTN(9HD95ybeHfpHCGF9db;4Ze|lXokWJ)NRV==IHCC zzbN7xf7<4BiTHeH=ZRyjQEZ^UWNe2;W-|znTZNBy|F2d7?hLi)BKrnX!yoojsMavx zm5Aq(b#1v5X~qU6NCgf-i8VksCyq$?m2Pl2$AES(ce>Y@^Yr<9ybE%co*oZvZ=CwC zSBY5r(4v^Hz&GKvrLDfZk6nv?<;e0$GpXN>b8Vk#j9($fRFSfE9bsdeL&YDbypmt; zZpLUEL1hplAv|-s_(w-AXv>a_={9V%8w)Zf zi4ZCC)kt-&NpaSf!#tSfB8i;r=eT+I=hm>xpq9sXetiJK*z@zq$=gH4S5H@Mq&yHW7|C>>!E(lCN1h57%mY(;&YN_4TSY?n=QZcrpE8(&_s%;?%>WotWELNh$TI9ChE1U!)mrtANF#DI#nZ+JurN|BG&$ zF1TrN6aS4Tr2yJxaj5Q z*yy(uh)Mr878zy4^k0OAHN2O|GFpuMb{|Qhp^>h#t}zy(Pgwy;`|i3atrS@EC$pJo z{2qQ9;rJ_V?pm_$zCj|CY>7K2?HObB+MTfMn*TQ_TOmWni!S8d7rTdhf9JirvwU(s ze*BBc=QrKI)qO$EVIc^O*j5(XOIx`pfzpcUlt@IEldG*V? z00-od$*pb79n*L>7&EM4f`rkAy}gWD>~%SkGQSrM_%#_BNC?44P6MW2;!SY^vc&Om(I^*R{HLI|D+;@v!?yprTdxz?|AiVYrbU6Wg6llJ%2AAKGGJ<-2a=2F4?OqAPM)$1^u2j!9SVr5_(vNQKeBTcEHe1Ka^Y&rJ_^Jh zEnX3Gq`rP~yiMr%s1hVC(0xnE?xXWwm3mXl&4cn({FzEhN(Aj(_W*}ehr~S&%9r}j zsEv}ca$#}d35E~Ks0a0_ODbzg$<~Aw{JF*hw}0KW?6{wV_{TV7pZ9lX@Mjo}_!=F3 zEx1>fw)yp)g|K@{TUY0Zs15_z+ReyM%Z;RvolrMEH^WF3;KA1U4bG-?h=a1Czv035 zWljoGx8Agv6=`Zp;z%GMLP;mHfs$&z4$Ccj{kz6BcQLRegd*WS{_2WTj3R9Ym;xSs zX6-0Pt7g#}i#oDsjUE^QLYCSC9TKo2t{IOhXvb^+VP|^nK{v0Z4pG)in9qX~>rd*042gPX|Iugw*5BSzEDbr{gmr%tQkW@gcqyXwStWel6~i{CO! ze6>d@r=YAlw63HEl4`&Tvmi(f;!N$Q`%G(x6h)MHN{El7=PcK^xb(NZa^7vrqTDH# zWHptzRzjnAYgySN#p_Sf40a0qo%KW!%-V<*zB1DE#1V zdi!FSm#=n0^PwhHG%m+Fy`eh|f_e&sJQ#3SnMJtWP3W-hseBavjMLRAj+2ukE|dM6 zQdg%z`Uf`%Qa=wAyv#Tnf++c;_`NPSI>SEc^u8yDuG#B&PH>?$vzRs|$}P$yqzbHq z%~Hq_e)pEt-eRIjNY#yRhX6b9fq^?hs|!*%U9%2gNg5|yYwC!%Sb#-`6FoLnDxpb> zKkUy?p#T!HolpI0)iYJpa_#>VT5%l||A%vW_0HSnM%beVCoJ{JVq^K*?dJY15&5u! z(hMrH6g{WhtlmF&6uyvOe@Qv|*n1ds-IsC=4O z`wp&JuSpxk?c3o;%U9*S{l-0idB&}}`)%4UKku0Byqc)o&bA7At8im{!`SY!Uf%}v&r$^{-U#|VbKalY$2x#A58cDeWP)vbZ0@;zHNy626fE;NanGO9nX}9D z?tK|Ow!Fby3yJ3)4=t&m#zF=@{PESX}KP1qwsy8{fq(a6f zMR}K2wOjWO35#`Emh_6$Qn@ME+I^#ejvruQI@O-KvoZT%?fNEMM`ljh4*$rWQYd-8 zavTE?Er1kmY=y9&LNM0I>Y8^nG`JEwqhR2&Dv))6sp}hX4BDo#a)g^TUog+QTbjE( zdbB9>6Bvhukfyol_ir6?MnDuoupYPf3B}JA2}o>(oGBr(m=$^*rRADzGJfhjXG(k* z{3Pcpc!HZU8zO+VRvdm`5|=5Kmwk?=s{<0gzMkHE8BbTu-Ej0X@&C8PCt}GOSS%Db^ou=q z7wn7MgN^>wZxRY8h;h_65_ba`7m)XdQS-Z-&vKx#fPe&7y~f*nA{+r;{WV9LOhUdA>J0fSwdLMAv#tme&PXK}Rj~35;>Z0r zD)&>20f%d3V9k_aZE2-hWIBn>n{|NG#;aenH#I9xFm}b5>OU0vRiD-$#7u@2Ld4VC^GCoqQ>Yq* zS>=+!=-^K&_YSVOk4U<2ElmA8xY0~mi(MS?Oi^@^mxc7}}~{QV3;`wf(q+Fmb_-zdMjsylxROcHa(mK!lQ z2SqEgVbiTgTU$A5Y5;0jcS#d+Y|FM$5q3Qqa$t4->Kb!!eZ{Qj0F#lCmz(izS(%uC zLT=~$m|{!z!Y+h7cI-}5m=5E!ZlEdF~Ibsst++W zGISed*U_~Y_NAEAB#7C2nLFe4wWU*poBO}2-dtwjTZ|f@lZgy61&DsNu1mCB3jv_t zlKhfEUn_1lka;9}FWjufnWR=iFfV$N9>AXVCHrHp^<~n;+9Ftq@fV| zGJdkbHGX6f6_T{vTQAM*V~0=3`0;TKHkO8g?CAI;@M9O2!Cv?MTWB#p&tjjzz3=iY zE`01+4`S15n*j&~fJNp1#lM=nt>|qXp=Q^pMZ> z#7z*%81RX-`#OwmbhG?x*GPp6-`rCaDh7Uvlq^Uoxy~zzQ%3-3` z>CbkPebUwM%}7&r6}vOmNHn3?yUJ>WYX3lII8{8aTF|QneSskLNJ>JF5!(@U(pXwFSh|-6LX14yYM_>a zzz4k1NO9_CJuOil=on1IS(8R$puy-;Lp-tK*zy<-O_>sbf?7}1>7~j zbN`Ay%#%N*V7xD559B)?H0Q%0N7h{E$y75`Q{TaQ-`P|&M@k25ErW482kk8gT3bOsi(YK-!LY~q zpXCvco9r7^%ky7Mmk5RPiuTjP)$P;5-j`7a*K)nGi8%5bwUF&mtG*oaedZ-n&6F^tOpO?|L(vL_pIP;`-S>#}G0G`PoFWyNvv?ZNQIqR=sP z&8Y|Y*>GvSwu1c)+AE7X4M5_pdyS1{{;0h@ScSpOeZihG)g3UuWj*_i%l1SaVLTSr z60FW;G`~(2t~9tg>wq3{rw&r&4dmOK#<+j2=1C~6h_vEYnHd=cib)LDeC;tev`1?+ zP)*i<0H==z-H{tJI0nnhZO$tMMbHWFA2oXH`G}ew4%BrG&66jeFA!(XvEH4Ki0xGT zV$u2D5x_(@Dj5eh*}0QTrp}w?q2d3BuCtDcx^LILA}!rrf;33ifP!>`bP5B~-2&3x zNQn&SP)c`)2n;=x4BatwO4s>4@7eEO?>_5n{(xDq7BdX%{>F7*_vdnZ_<1WvYeO!? z6|vGAhXiDm%*rLde$GZZS3z@kLF0d#eJ(BTi5gNqiI8yuMl`s;Hj9#_+9XA6L!nUD z!H;xH5(Q?Zcn=;~>RW~f6wIR(?f10B)jbUAat7=HVX?- zz1<0&Fa~9}I;#0{@pjKgjc9Z|CKCmA$`&829j85YnT_H7}v45uYaOdarE9wM2JEfTj)b`to$zct`&04H3cfQ^C03BYouD13}MOGG$) zD2?sDjunjU_jJv1#^FyjAePIn&e(YQVM?$o-JBw}Wy`7>T7mP~uIqlCQd_x36flgv zT=v|dQG$*u11;a0e;gL$;Xp#D4_@&;J-o@|m0UDK9X>jtzV~HQmE=FN*YyFec46qT zi)u7hW-3>VVk7CKZg-dCKuxyW(N&gPhQPK7QihF&+c!p!idRObwYU%vP6b6>2(=js zWU-^`-zVFnj|W@O5j)(=_SN;w5ulmskfzrQ*2}3xTzYLkPh6iAqLRvh&~RH5WV%Hw z)*9&M43l%k{?ihK^ob9>afmdg#`%oH&6o)I((NFHcHB0HRmlvu?ff?5z2 ze>5@rPrUY7L*+6sD5J#5Hm8pwtAb+}p{a)}XZoU$IW?9o6%*Buh7T^!Ty2@$V<8ZQ znOA5%OTZqIip`2E;NKq9!VXYmzRJB ze|S7~5BLZkgEh=MNi07GJ-s|Kx(l2*x&Fk)G62MZ_QuK?0LmG@Z>JiXbQ z)`^WrsMp!9IF8QyE8|Hn7{Pq6kuK2~0nd&sC% z5MANlchf_kvt*UFtlxrhfQe4FOPq-&VimeLhCOvN_RXK$oZ-I=qn@ghp|Qr1KFMqI z&Mle+YwL8Gisqg5R&q5})%Knt8=I>nVP1g%{#IB=X11=ZB(gz>rjc6-fWb4S&JgEh zXe(MxKT^wSEXR4^v7;Gr3a&u*EL*Lkzj-A#c!cr-2Wz+zq$hg>^dc_bHP7_!@6FQN zeUI(izgBDmxauN!gCh9!HxctBGjnX{&xkZdd(qr2*NdIP zl2*iU*}@^&{Oq0U+S1_ePfB5n2~>rXrwJ8sf0qSfR&`nE-s{IlaB!e)&_<6Oo zU%s}Ge0v=0#j&|xc80x6bNR#tV+G3mio`HKID-aTYMNz1bDbCpNw@UimeueQ?4``r zOflfhZ}_l;Isp)m1nHaIB9huY(SjR4i%H^O?pQnsy z`VFvsHTiuPoaVOrUbtu+a2$~dUOWk&v>tJ*x3V+Z;JPq!!Et{xCf-+8k>6^HnJW9) zUMWQ}Rq(A!LNZbLn?2^(2N})zV6R9)wUDaBcz7D~jlG4gCUYL?OcKj8qug09$4NUDh(Q{TVma$LqhPUAVcoqV?aDG!x@kpJ+(J*_r77Ln2O$&xjzmX+fGxTB#ve`!`a z?isAgaa2iXfrgRrYDFpiLr(FAAsiqXT2CG$@{3KfNgOiUeIjMq-HT@_NF8xJA`PiT z4A~-dAn)cR?AL#&zL{8ic11wUSfleoHa@8$p|Bwlfx%CD+v)+~r|YN4^1p@@&iy*W&xi(gIgR|Ed#O4@sCsE!!oQWEvgfg!v zlcu33;%h(ub9@N-NKD?loOiPqgd3c9J)3viD3AJZzm})J(9$-dfAo6wa1|@BB`~o4 z%k@01$L3tBcE=Ar-w}>nQG)fflhyf)`wH3RI40;mO)h80QTo?3uOZ}8K$3aj`rch@ zWl*%N(kTE>g|3f!RsUfGrZm4hgGpRcSoYT2Y^8WURaPg;O#w)hcz-g<9QzSA4N6im zqXA^%8D#6m-}%tvY(m(j?LN73Dd>0Ra$x^rSaHA+WUtNpK-+V~n{v9z(XiT) zdy-%LFD&db(1x|C$9qz=Gr{f8L2B)F>KmFf+pJmvnpboi45+m=TO&~zZ62<${7C^i zy1Z&3t|kxbDC0~YS5wrcv{1l7>4Ytas~{GMiyx7$&UK+jF)C@Ie82hUQ{J1-#B;nws=Y0ndOk+Bdq+_4 z+33w@IgumGV}u131#(~_oEoq>FJ`|oMl48*ZguUX8S1_p<^nGnxJ3>fr*s zq{bNvJcQdqTnS7}W2%8`URZoLf?+bX&baia`tgLEG+*#J-Vvz27O;0}Qy^b)ig>sd zD1~Cbf9v_wMw_W7O@~z{-D0+RP>uK%Y<#S$EE~RPUL`z$zcnz*2bBkvR;^5 zF0iMq7t(Qxvy)VRV=Sj{`-AE@l>s&8uOm*BqsGgCqw>=J6;We@+?-KAUw8QDNe?_Y z8R+9jSa&`#W+(&N7m|G!7guYSFqO}I`VGQObtwXDJZ}6z5oC1B^%^?O^b5fJ$Zcp) z>`D~VnWjqShY2N|?_#xAPft zQ~ahnY30_lvKH@tHko0)qQskF(-w}6KhO$M7u4oxYoq}4^*A5|BN=4(-?3JVu1Lmc zI|6sjLnXoeFb}ikKvezu^*37 z5W{o?ogO74)lf$=plJ7d6`wGS7bvGNvrEIupDSW@y`zjv#V+Xc`5F^xH~2~;8Nxv4 zvJ_16?KB?R|HD|tfhNJuj>dPMA%bx-_TVJ=gIULlNZ;9i-*WOay&D>@o(J93-pzI1 za6f!~Tn*ZY>Uf+SCRaI>@_o_+={;igtbRRIv#}ho>T`W#?DA~XJMq&p>uZ<`V7+)a z9DPLjN=@8x7kY(!?RY5Z`|I%}=$_wN_iW{aSn4DN|MN?%TYvwBpubspx3`bUOrzJZ z`J=MewM2Q#Ew?<6Ya&5kUthk>yMIA%^B?z^(LB$GlghhYqdQ$l{&{iGF6;G|ynC^K zzQ^&{yL>nLn5A%~(1#HdWahSail?lc2qzydjcgb6TfNm=<2}BO?SzS!AP8jk6C6D~ z{|LcSSwrzn(5n;Jvx0JEDV}4jAh<*YSOO6 zI>gCg7a)l~m3h@q)X?_~7KU>441pozN@Dk0!NqK~d-~Gv@;JOPm&T*T!2ND3v~uC~ z24a&NfY342zw{ktP-7!fv!($;P0zUYB0)oJ+7Wss#NYBM4)k9qeGK27)TSwYhI53V1nG|sbC2Lz6P4|9yChKN@ zzLX9gZxZ!^QOzOBrx{QKqUrs2PVpKm548)j&-{8P4F|fe;|&cxIvhnoL7AhS=REqt zeQj->BMAq%!cosSz|{y@i%RE^U#YpjN`mAUds9u`)IZCOoYpJskDO4W|!kHJMn39M|?fS zkteg17&ab&iOavQc)|Z;U{z{j*2#%px~h7|1&LC64w8gBmcw zNZoA_FYSYe!p5jXq?A!)W#@^-D)ZT1jR(z4xgdTtd}=YvK7y1kwENn3REA_;Ks&zP zm%M6G(zr1Z-*V``JH)TM?#dtkvQpro-%Xl7>bG5AJ}^EJsWjc}3;L_jRM&dTeUzzv zD)MRV^;XdBa!|6+vziXJ+Qp+XJlgvx+ z>-}PLWMk*C+@}ZnJInvsf)04{X}9uGD3#eTuJeg9`=^`YPekBh`t|;Ypp|E^*KbJ{ zoK5Feza}O59{-JRPZ)1(L*g?%Aj)?>27#08QeM`X(!0#ojh;Whg|po4H=#7|dYtDX zX3nei`fgV>0;8p~k0X5Oj;|XJJpygk4e8y;&$uK`+>%*`Gk}@831;tXGf;7j-Slr4 z8jbx~2##gj*&X=K(0=a_1i@%bsLpfK@0wVP3?(>$l4ZQ42HsiP?>*N;AJ-m=J?D> z#HX~wq6O2s9JR4>-`yc7$_HPg$;THqYdMg4$bCI{&)U{j+v^~5Nx6YVMM0`%3(*%E zDzdKTV&|03eTh@!*v=m0b)a`RH}+G?NGU*s)n+KRB;j(IZIps^_Qqq$zaTczpo_!a z#2e4OlPpblnwPqz9&EDzQ;YUSBWgR=8F#MmG7#@y#Ih{YKR{Z_;{gwr~n zF+)b%RxMZ2TmG%Hc??+e3%9SkIPzhVn2vVTFM#S1%lAUK&t!gf?dBrOLE@`U`Sw!x^GY zMT(-#8P6B3^Vte3Us`=8jv{R8lPT08vArka%NQ7IhL=2rz+YhAV!{^2{qBv%Blk#DIN zw}bb?tr*cbFo_`F>Scilm1NuI4n1XM$Kw^0Nv<#kS9M@`D?E*@g^w-9JFzagiAETm zvBjlT)Rh_qHb-%`2;)H_jMYEj;_qhE7~8-xbS`OB>ti9)-J$bgIXaw6pH9;zt$&+e z^*F@yk3fZo_W()817zw7T!$QShH8pRs1gI};C)SwSsPgEmT!vCx|wVo_}>$uq!Sj{ z$#Zf}=#6IuyG7PGyYYO}^)%y^*(c8IL4C@y)=A8g@>4dIF}*-2W3GoSXwHWEZ3pd| zYs*!labA%|lHWO8rSmA{za}81C|ugl=&1ddIpAhiH-EE+GCR-wdDhx(#J_$$@t2gYudE; z$VS*a8A)k(y0$nY`JW#_o-}lHLEj!b@AL0&H`ixF5#kpwU!)!pOtlfwZTe{2TO8!H z-)>|DU2HZswX}ByU4`WZ97>Y+nzuwRlY2diAN`zXbCup7Xy3jt)xj-KklANY$=|#D zEvhfmjvulW8jUl~m%-e!r;HY`k{7hY{m|v|DaB9s%>3c@5%2Z!>OAD|z72JZLS>2~ zEmaj=On0*8hjE5lEm@r2I&A?~7?&Jpy%b{i{4%fdXsswu%(V6B5S2;Bzy|>{^hXHL zKn8MomjZ|N>1Y@*H^hO}VqxX&G_RzDUSExKRwiy4G~w-gEg@g}E8xk^wW)`KF7+Ro z{HeQV>gPx7j_C@1`6UORH|))l>{Sy%=Z{t#;Sy2BG>}nES-vCK5?LdUQ?(Gsnnt*R zM2Rsnr6+4kI+u@4JJj4iIPWVlqbx~vrtUsfMrs0}<&Q#3F9XlGc*=yxr{>_KRDE~7 ztx4Ar%U85!tslSSU7amAk~JlG{DE0Qx{Z?fgk#4|bFOxk!wJ@X>$PpmHMNs%6Al+T zr7=rNx;()nsT6*+Ee<^OvRA2g8L+rw1J@AFREiP@fEhH(z4&@{gOO#f5gCW zv6O!_Z87&VK;Im4EeE*vzxG?-b5x5AxJmzNO9|;QQU>Btx3K(DG&j(`Oav#5uLb+y z#rzUgnWeA?+d6)$ph_lMHz8RK^jzH%XB-iXAyJK#^Gqm8{XCl*R*QB-3pw5hfX#Xm zF3v*)=Eb`ZqBbrbJ&=3aLz5*-AFyhTGPWjmp^oP_ANb+exwJo$520y1TIMJU;Whlj z4FkL;HkzRW3>SDuiC~?UmD#gNi72DqWa8tlx6#XA3$RjW7$Iy*P%qH(lLR|H;W4T> zpF{@B%3AI0&pSEGS96kpFaKef)l3dcDSHsE#;N!@{EcU|F@6_i*(E{lc_!~(w&ARH zePZnqYMMF9EpeO|Gu@yqCTpIxqG|c+&(-U(Ej?rb-9eD$UZx_aP{j*UpY`A zZty6!tUm_=KHeolc2Gp6#L=`E zH0WZz^7yeWFt2jy^-5mg4tK?ovs<8#$Ng;FZ|B*%9C#*B9=XI+XR-nu(0LygQCYX! zFMF5Jy@DCVn)zE0Z+=y<~z?)rO*Z|UoMJ^kF@G9wCi*m4G zV;zE@Q)Nqc;79+!j0j?^4+0N|==$1Vb2@Lx6%nqQP6#qa#b|4Q$4= zKeM>e8q+HfzUW&Q^6q*Oz%ZVzU$K8OI3-DD-Mv0ZnWSC}g79W>J8W4GwJIPn>0JH5 zJ%tH;t?MWdj;+GtdcKbam=R>2Dbsj6jN^$qh5dp{m3p@Jla}+&lBfHi!nCm%H)Zzl z%kdf|WJLxFFXJ?O>sM;k*r(INK&HbUm9?pWX~XzWN3J2e2qR&|YFYLel2`qnZ4Y+x zs#atL%7ma5;|ZVRE%z3qj89!ToT z+0}kdAL~0h5TwQ=LzSG=W$CpnR+m+l$KD`-U}|Wp5nDUm%97ogp)4nzlxxPQF)F ziHRb3Q5O*`Yez(zKid9B)MZ@eo8Bl1@cvn3Oe`k%uV8ge&KzEo?;DMoc`Kon)}auh z(p7&tbWCuMJpiCZ;Hj~Zd8tb%uXJ}HWL_b??8ksJ! z{HWIRM554uRsDszKNib3N2A1Img2b7^_|c&>w(!CE5pX&uaSPHK9>A#KCYo}UX>a* zus&-*enWxfHZvt;U(1eHXX@kR@0L49KfnpxC$G4{$KSg8N|g_epQ=y zk8_&|OlCI!rx;j_#2?0p4{G3nZB$swxEvfDUv#}Yq|H4ZFrGes_>$aAgk#S9(7|?k zE$226{wCWtKF-n&KnQb)Q|uu?ymv3NRUHaQ434HN*6Jx5jE?p>#}b~Fjk@-*~naZ91&}6 zW6Dl{e?CgnS+iG|z~e}`_$vh2G2}OT==%%5^MT`thUN?gkg?%pcb|DbeFmu5K$oI& zt$f{6OMsUXRm*kg-H7j4Ou4C5%_Uv6JB82Q8_%tRv5p%Aev>5$yi#iMi*Xf2p}5lGnBff!73=m}|KmO`HA7P-|Sz7Z#=k_ZQjM2_|1 zJ%6f<8k%OMJ$^Hjz}4ztQoufa(J(_tE=mssf!OJuU0K2M*NK-Tgxh=q66@S-VYn^g33P_Zl zP|eLSABPT_z$}=al&PFR707H(Q{n~0O(Qvy#alTw8EbPz?+wlgz2OfP#U3n zrU3aZc2Gs)ks7;vi78Pkuq{W}1l73U;+aC~%UG_d{dnvPk-j^2FG+7@jM46OfsT{o zEEf=H<76N$|BR)!W|h+iUs{&+-Zz<_5{H6ZY@YfBaMD9f-V_Uy1w8b^v1#Q4(K;$^ zafAcXie(O5dYEg3@u`lU4`a%km|IDZW<00aG17&NTW`ua^ zYadVn-?oV%d2^NV=?>@P&MpT;3gR_8*fagjf?~&tiX^-Agr+{nMJJ6(@ zd48SHXn^ejuLil6#T(lKR3@+YyC?$70{i1p*;6ONtq|I_NH4v z>vqZ^v#Gsvh}wr9nC7BCfk|9mF90K!gXxma2Tmabj(E?V&1b*wE+hcJo@uA}J8SEg zBoIYXD0sY?r$Gc;NZY~H`9SrMLx-@&L(Cg~Fz^cb&Zpw6IF5AnJ>>umkK{gACm;uSB^`KXKFdp$d$ObyoRoij&OV62=%^FCt7T`(UE+ z^%O_8rk>YKsB4yG-Xi+dygDiD16#IlpwQ$dZ^5YG%fyCizK`B4HH31@3@l8tT~faI zU4-F15=rNH;qigL`VS>^k$U*y1afazLG{Or*~fKsMh?*6T~NoZ3-`0u?$Aviub&_En9?+*{c6l3$*8)V{l{gxy#LtePoL(7Pr3TRx-j z$A;`@W^5#M>_|0ElY{Pg%!`+d6-U;Tv=^m{w;(mPnsAWX%rc$39luFmD(`M~jdL>p z7TUKp^yrmm<;OH5WHh6hKr$O(b7ZzoX2q#ZlTL9DtQt9AEWa9_id`HCZsGgqQjx>U zfoJm^PyIsl!!#yx1s_|2at+V!qr>C{(;H+igvaH~t>&m_wl|6P**qYD29 z=$}dh-Lv~z0)KY>(A|T3({SI<7=1QeCD|6aUeN8vl1><`VoGp9cXO-&w z#?iIecZE({`B|Q7fSpXJyDCkm7!}Keu2x(bv13bd zQNPErT}pXUKOuqlIhcrrA+jCjUsN0YQbuBZ|Bwvx<2p@K z#jI10PCW8W(BzOWYJIau>*Qb;@J%>z+Te5+}EX{^hCZKl+N$+ga!0UcT z{2JehSFm{p|DZxglY6|fofh;^*oY-n)hV>GwZx;}Akx$z2^@vd;Q;#t&4JrO+loYq zq@QrCPWVF6XH<31n7@3CLq3$1$@@)ac}!@%o~Xk#WD6l~GOe+n(}g}TQRn;3E%B_y zLJN_TspeVbgAWI#kSN6)X%P1^sI3LMtuB!;tvKF&AwVe?RAL$c(p?FqoKY}Al% z8yw18ZM5U#Tw2tGm9Z~`VO3(%=s@I)R8N9T`I+0Kx`U`WU~>cLEJbld(~CaJN<@V- zGu0aWokpKW*fw%ouYG2+G<{>U-RY2)=In5s66l}|KJQ&_ z5u!j6$h5sW^VXff7z>(K7`fh-c*Tc>iEr6XlFA`UP};{IhM>(@o_#5TctRuFh0 z#gi;SyHj7e_A;V?(60-TrOnqj-=~|~gbb6oTb2dm2DK0)bEJ*2OlD%{a+wiSi|wBl zFI%L@4f^gwe@S#cTn}Q=K-$;DqFgYaBJYf5@Rq^|npRGPu{mtcDC9~DSE8i;62;9O zUwnT1L3gO~e(CE%b6a<@Su>1nNO5AOuS92G1d>kb2mOK*$9Cw~DaE=h)}gQ6DBIJ& z?L5rcx6->;FK%-b$fZmgn#p@~JhAjLX_Tz(Y$Lp{*e2lM;i-Ax5tfKgBe0O>r^`CT zcw;l7CAhVnZ)37sPb14P%WjIh#Uo8T_q?i!v8%7R0%jM(yL}g@DgjClKZp2gbflygbrqbUu&7_Co9l%Z5jjfCgy@>&QaOD4 z=A3T*nKk&wZuaL|O7r&1`KXvId_3g(wazt0!I8&$z8zMQ_aPGPG!a`Xsv7#>j} z1|IeGyW;j}TGvS9`NlsNEGn!I@dHDD96`Sd1DcOYae!ybnsSo0gO(x+5d7uuZl9PeeHYFsvHO{@>1d`U%nbkz z5N`a&u7VJ7`MQb^{fqGTsWy%YeU7+9o>cku7;=LUX&B_boC10H%r^-)WCyz8sOM&e z$l(FT9In^QQI7KeJXefB0^JOwVyu*gH2t0hq%>+eD?t zZ)fWakmJf#eErv)L0gk|yVT1oORHF&rxBHBnNqh{4f0`LnU#ko_6gN#YAPu&-8xVq z@9$Or;Es+I0|H#b=$4@gL1g|m#R&AIHNe1Y61&QIQDr|SFfaUSIj+P)Pw$T!iD4Rn zqk5!c0(N-tw2SHL<)PG8f)Bmh<&GG>dJ&*>VCS`Y(E`EaI$B($V@7>-WixD00*Y;u zA(lpaoSwact=83vbqE>K}|3Bte^yu;MniBgS(P z9P0c~>Q>{nx<)z7F$0xFaS&cf2Gb{_d2j>9GkLkl>cj>woe_|@5h;lw z-L3Q6_l6=mx^fPto&k}+2HJZ3LflSrPAveZ1p7pqMeg_31Ok}cxF`X5Rt>yma8o2I{v^l5QQoe(f5jXZX7F{0;yaP+Xz?y$Q*p z5n>}oW^enCFkF6GG<3FR)z|PTux{A+@B_PHw8laQe9x!iMau{qU}!tJ+RnL59QF0( z2kYrCNcs*gh7sRQTasTaA+k!p67w9X0(#O17ykIm43Z6{!B@nBi1F<08eA!PyT)=k zw%M2;DCxGU^X}qFi;LFtYi|K@Xiij?pg_4sa)5FZ@WKZyQs&yrmFOa=5-%YqZq(rd z-uEU%rmD@U*gG_sNr$=XY|Uh_bZus3XgaL#E9elJY#Q#B+VjbgezC{XwCluh>twOk z=p1^Q@o_sG=faw2p0_#req#v}WYl;UE6Yb`Wu>(L zoW3BNYXoblTFVOP-NjN%wH%dy5cu@^f7>LN#h2*s1IC%#c54E!C&;9Kg?$#V2M9-&o;sId4jU?si5>vijaluScIW{KAU#JZep|d zA8)|>V7EdG(8gFKK6s`xVRwGqg0$uMy(j zl1=?avB;}?=bC1n2H{_$Q!7MKBQ`jl2#T&A&--|e-dK5X((6Na245x23)*`MJm>Y2 z#B>UWcidqj2Bu}-c1ktQ8AVWgw$I{7`4LlUf*0!A%;F%+qMWx1`!t@jtPR)Y*i1%? zR~_5}lFyf$Al+3Dp{2{q;p3$)I?FB*UmF;pY~(p|_3(*fKp-F+cE#ZV6l6cHX5HzymERqVc6mZZ@SfIpI#3HGAlqTn#x{_ebt?Y8|+G{4512~F??j}&l22n;2gPn zEQJv5DQ?fTA9|r&O0$%>6!_Yae!pKSweZ*yf)P&vv|dq{pJIWfgTX5Y9N;>yU?YI1 zVYBZ@vVY{5?8$eTDS~b?M{_nHq3?=WWId8UDTYz}j_#k#E#E=lnmX=@btDxts>Iz~ z-97*qI{_PxyOT{A(`XhBzhf}MDE@q$)}*&$13_i9UJaL2;l

q3jlv;~cq95HM?L z>mJJVY1Ii1#(i2AXW3GjjH*MFm#z#$)=!ieJEL%~=kfn!09s1?(SXIqpS0O#wKbk$GANKSjV$K6ZW-rr6R_w)gaCCAtf>tg<#um#9yjoQ`G28XAb3P1?{O44FNStA5y* zG<+Y+PFigGZDZ~qQ(Q}VnN;)#c6zu`s}QwKgbBQsKdEKvJfzt{-7LZEL=I zFgm@b^ZAVP)X!koPYRi(?M#wIk(A_UVO)TFTXzw5A{?1Nx#J;Y-bgTRMAWt?>q-kb ztRkbR*Hfg|G$LGkUkzW4#o3cA=R@T+;Bv5E&(i0vH#CiFqDp_lLh6^Q$(*g_LoWz< z<>>T2$C_Cj`-o`FPd>MJ<(V{$Pq=*ZbSoJMRi@DZl1g$Q+Iurev$yO zIunTSq0fw~7rJTjp%?3uV)%)GkA#1Hb%2ufEcTzan7?Pu;rP;gwkz2Gb7?E_g>WRv z&ky5^9tb&~a{TJjk0yY(I|^vLcXNGrHll;@9MkO<6>{x~F4xRop+NenL=>W(&qA4# zIT8>6y3k>ynL>*$e*vv#UZ>XmphXy7O9G9%$l&A2%?kf!`5@_pG zt6T+lBBhY;4{vsbNc2@ zX2Y!pHf(sFsw2Q@JR$pn*RicxT+#f>|A6U#FH@h`payuQY12)phX^VnWkg$^?-=L; z9!W|9$GmsW`%aZ$MeuUr#|moi10oje<*Um?mzIW+{kf!e$V57;ifJr+PqwnSi^W7 z@L8G)>2D^itYn97-tlL{qQ;9=Qo?n^atF1B}RVVJtWa?6r6vL(Uuv(_)H4$#om>a7R?2`#Qp|UnJ_H;Q$poPOkkG3iH zQ25_u+w-W&n=F2DJ)0ooHJ<~EZi|OV`r3Sft9($Qy!{eL{z6^#MKraU?1JZn+!kvL z%)c?w(M%E}$LCMNTaIQk{L%_f6jVZhy!p)StulcvyHbISN(;qDg!%!Dis0FH1%xDY zMS7RwyP0sLonaqR7^QHHHq9>Lxm)>O`iLRy%(!=$bGF&1)m#waPXuspdvMuX*QEmh zvu_Q+Z3rU~1c0THCDl4=VP1R|(EsJm`H_dj-Y<9a1|61y#3hlLQkT}B_HSRS zXS~Ej4ddF$smg^>#B%M0C&IsTz43*X)_HI;p%BHGkIX8Q?A>_j-w%HGz>qlll7VY; zCI)fKVj7)Y1g766Ddu;SCgji@ik7>*sHd1h`gq9js zh$@MZ9SL+V*E@ITQ6Xl1(0-VE3c zGHf5b!gx!!@mOQ0Ic@wrt+Dyb2R@_jImX+l3x+YrKx=h;kJ!Iv*b%Qsd_}B;{UUtj z6nFlrU%-qy;c8c?-DY(wG~ ziakaVh5vL?G^Y$mZsg(@Mi(PsGwy3Ev5hZuLP;!C2~nb;$*zYCRv@yAS`hb6o6`Y3@V52U|?XR}EJA0w;>$D2HCr$Ias@`MPJF`0lZ zg@8$bkU8LK3MR8uFd<={W^_5KMfg`?qG(}f@%V-lNB!m!00+6SGi;;b;2ZUD9CX<+ z9r>Pfk=F9^V}UmCllEz|y};!c5ai=s?ybVRLz-N7QHX${;J(@ino(*guXQP9$_YUmX9odI=YKWDb2bIF^Bmz%0A;6FC!M^o8%QHdSX7%uN?(uv4b)> z&IAGc8yHyGp!`)sa=|C%iLTtqTSio9=67reAM%^NO^OC#dX!g&VCbJZS(fSTvaV+U z(NKXp%+T`0x^^Y7QM@!Q^!J?On<0jXOD*vv+^p5$G-k;qQZ%RO8YxWXNcRhtZ%!R6 zmn}E6v(Jp6~w82j+S=d&i?HXO|X#&w@toOdlQ=U|E0y;7p%;+|tLRg0as} zOUWWvQcv;0YrcF5{Kd>eUI%(t@^3G|C)-ZJ54~6S3zuJb>|c5fl{rVVmlO0-=QDoI zkCnb|j;SoXZdShLkS2_Zhn#DDGzlS1oVDwIJiW2GI(U7LdZ|%#=Mr?G^e|l+cu?X| zUxFIaYTM$ds&c9aL_=Tb&{5C=v;%SK-=(OY!p)?qG&t;TqF+2fq=J<~iEiI#&8Ye5 z^h&J`__e-Jc860iACniD3$yQRvapuWGn@2o|HSSFqB0nL8(=I^pV2yRQ;bysRaC__g-)cxkPol8`b1TO`@v^43e za{boBAb35ijH0>zHVWqc$s=KCevd}Y#-!7yhx0P2$;)@}y!}PPG&;!dfyQ`US##Nz z%&VXlS9gco2Gz=Ozx;q{+jFNjKGCapVRe|n^IVOD4G>*mlNFboU*BW<6Im1Dss>c=8&%&WN#SzwB%{==-?+^ zSL90CVmFq^1)gCYZ7Tq$UU>amjE`2s=6OrG(1&uH8e2uBk1nOq0#9_(b_xJTy`AR& z1<*NHt;_@*#6Nhc{N-lbap0-5bP%)xaT(C-q!o_bDs5Uh7VyU+6n1kSR0qE4%2KCK z_C=mcN6>L#JJ{uCT_oTS?`4N)^~X7PjeE-LlIcWz4k69V>l`$2b-#JL&Don4G%SI! z`>=~0_%rtDa@~$51%has^zv7tjYjZJOs@^+BFoW=d)0gPCt`GwC6sZ~>% zTZAJiK!a4rAwRfe1Voz| z6_b7358nuR&PqG_%tot_kzMVt6#ieu%K8BeCCpsJ5S<&m4BoTpm#&?6xN}V@|&y~-)!vM3;F$CWqIx)_2aXq|8HToe+)Eam$Z^SO&(~Gea%_e@$H)W zo#m2eIDzlqeKG*iu^^Uxtef=umn1LlXcm#$Su?D%KJxcmywa!SB@?FNbZyF$IV%sA ziid!9ju|RE_vs%WG|BL_JMh1B$e3oZIjN==yj4OW*HN#*P865pBSnt@C^C@gQ{$iu ztbeLsg8q&q=n{7n`tCQS+FR&(ifAb%{vc_j(8~cLhn_p4d_5d^+H#Oz=R5fw?m$f_WjNNE7+7+P$HnqE@B zwG)SI_Hylc-g+CbHb*PvcYs&fQq?_~Im*w2JqK4w;;xdSs*)Vw#$0 zOpn5cP83q4lB4dBiUKAL`_0GkToAjI6!9bHB?6UL(MOl=AGkv@MY(&tNhMXjVc*BY4ZykcFP)MFL2jQ5= zX`;S27jI)$;lo!%U+^=%Mv(En6SEu}cB3+qhq#4tz2cp+>@Rz@X*6vdSrSv$tbGKA zDjhRL23iDPbCk$;9Y%KbCoC`^_QorV9Rm8fMhxZOrfPA|2aPiLu9UnrZ_rW z3s;%L#?@%ZOaQ$XX)%>I*{D=TNS|KH`g>?BEc6$OgOHtmN$Y}F)F<{_ zD+jeYK1MoFCJx|HXSAO+ZYK+3Dqr8-r-DA6L?Hd5twZ~%AkWQL8l#tafTx;ZmEL!rQY(AE`X#t;Q)sRD9}@*xq;KHt1xyVxE}^;e5|Pyh1< zes7;!IC#h;0YnAtuPuFu;yE7?8q+I?$miTp&@5oE|OmO zCKb7$lB;o2RZbNy5P{HZ%+#| zF(wN{nhkrBVG+*p@6!>92So#!#f{&` zmEXc!xC>sbej*n0-eNB^?3BvQksna(T3dkenOT6Jg}uxDI6`0j52iSeY<3a3*=&(F zrpi=DViwTl?|nlbW+b9{sD6gN>ko#^$1!aRAHFzVszuJBq~LbyAA+WuN9`6^M^F+m zP0}DNyC_xSC@T0g>$2(af^Zhzn`GX@g-y8!~EH1 zdN5Hj21kHH*xu4=0EKwB@)4{9p{o#RGd9WH_%nH~W{i;6`qxRjl9+6neH{}ES87j@ zvLYv*Qh#YI8arLxcrf`@i3|(p*yI+(H*G3M8LLno^JXtR6>0H2{@(7I`&$lqLP?2-438mrtJa8y3_67NN6O- z$0j8fjp;ZqMvn>Si1>ca0n*FnznFp$r4~2${x!?q6v8Rj-EoAlIU6`C$Ddl0(LQ)T z_|dQ0Xo@8Ew?{c~{2ddu%y7uK6;4?c)YIS{vo0t1n)$MirE%g0^SRWOHs+gonuvCg z!+4VbQ@q(d(YG_3EPj$H$)oZ!5`_Kd{0e`~H_-}5xfrVqV|bJ2f7KVHXaFNK*lA0Y zrB^-Bss?l~IeT3rrE3tlV!6s_2c1T3H>%OS%~jTXB~1&72;dV=>|H#-xt06P_Yb9% zo5g++hV6dCogui@>!Mg8f^>X?_;ywUySeD|gLKmSzsWEeC;D1$TmEc+pEOOQy=R%Zkn@InJ(AAwE4nMld2?3J{2}`!Z9d(^`X{?B z&igD%pKCz?j|>0wtv#}R;T%&qM0aOOy5 zy&H`w`!_#Z$u4hki;Fb%cQMR!+uJlX7;gvk+B@H_{NG~q8MC7FtN*pr1I~ZfrLPrY zk25#jhl+PBO{21+p@DxT6DNXuc>{~@A2~0H^O+4#<5L444;IlK0kY@mG+@%H`fc(X zme_BsWcuQqp9dm?^;Ur{0s0tUj{sS_LC{F8yB6lR+-+%DB}01RG*cf!<*`Ovy~uWE-Ua2DyvVhrR37jN5yOCqN-?F#Y3Sn9DWBy1t-5I|iNURv#Z>)m_R zeCD!$o~m<7;rzVz7R)be_}j45)iG>rO*~gKBA#B>+9*XcBr>Q1J^OeKI*d^;dBN0Tjlg5*gdtC_g%>f>BKt;q7$=L(_nlB-V+- znC~$1Cn#R)8d0UC@&J-@Bx_rG-w5Q9!3_a4(vV;+jW>LbmAO(d3=GP#Tjw3R4R>WqmLulR1@-gB>uXsI?QCx zRzk*7kTOfRZbiefcdEK-s_{v!3Ah0@&O^ot47&rzPhYT`F;rT*0>?+HHf?-!64pCl z1F@NMw`V315^~q~>fSFKigu6agP_AGR1f%{3~7i?E}SDL!5<=%2R&6Lv5IjV7J}2< z)@{%+iyJc5HKmdXJ{_hLa7z&G90^k%cA!-@D%1FNu-3^w{DRJLAE@E$4ph|qu15IK zfBctfG^*0_j&>kYD*TI-zl7@D(J#^;|IT#(3qLvb=^KejU3 z>~J_$Uy3gvBWffw_q!D}Pq>^dPn@msQudyim;SL|V)X_t?iTCE*k<9m&xY9u!F(WG@^tliK5VUQeH>_$_9 zv8A11oejwzx-KjTG!LmRH9V6VqP>9 zMRhzI+SQe?;esO@{i%YJek>IxFC@iVk3$6%hJ#JBP0Qaw5G2(oJfVAEmxH1j-7$*y zw2-D)2(G2qmy(mnx*lRK+JJ*Z#IEDR_%F11QLQ?>bpC4YVw^_5lycJbR$Z<(B4=g# zYE#8dd-dic;)giw>$K5{@Y36^fR*h0?O|$8P&w3}$^{P9RpB4R6IpQ{lTJ_Tnza zCnZ-9CBn-0WsI!F4FYyds6(}kx|JxhAbB%%eI|n3{DS5|i|_LUE8@PU6$w`-4)_DAaxgk9iOAxnp z+Jk*%Z;5!urH^Z2DNyG9w+_{Rz=Cj^d9!hQZxfsUl=5n{Q@VP673{>lyDN;?;l3~N zFp{=)JeWBK1||eGjTE1tPgY?v=JpA)>@`hS2B8Xiq7{1(Q$g!wzq);x&zrOM2xovI zQ<1D{c5cI%f-BRsV;LEb=Rd?WlW{0yE zrdY{c$wF7O3D#A_$&iXU61G2Yo6`Ddjsb zEOIHjyxpW@JU{^KWqtH)spH=qTob#h-d)VG*@I?d1yWfZtbEDGTn zkRyb9Z$P4KONVVtKv4KzDl>GB1Pu3{JefN53rV^zO<;AZ^;)CS9_pX@*G`zKHD;?>Mmkj>FA>+o zw>?aQr7o)&%q_VOJFiP01K-eQvE*y*k>Y1$6_`5D$*eG073cGen^CUNyi|h>x2(96 z4o2m)Of~X#q94;*P7sYd3?am^fM-WI^)jo?;GN4g|bCYA7U7r}Cc=rNz*>G`f2N+yl{S^@6 zGDi_4e8)81I zJyWL;Yn1-nmbIKC$1>{^MG&WmD@4kFRQPuNvQ6honDT)quk~|AwZr{C+qLaz=c{`V zpSMa0uLo`<9A35=6VZkYjjYQoU2p=@uvVJ@NS2b+p$sKrZlkJ~0A9Nil07zsBrmUD z_;YltYK5Vc4F?0myPx%DQ2=+viMGI|O=1;3zV!W4=E0Jj9Qhy$g#cA~d#}Kx!#}ni zAxC~6{U7#3t(Av{99OnSvv}DZpz8SXl7}sgyyjXUmVO5`Nvr{4UT7R$Xe=gX5S;Fj z8r4rL*d)Ys0~I7i-*!%t-B`4@L|oS~_QuS`>Vi$#UkYkP+*&t48Q*>GC$TvIH<{dL zi&KiJmH_wBTGkd1&Toz3sW53QjL^wD%P@8YW}L9O*a%pJ`Qc9fOED7SuSi@o4?n0& zKNC7AMhB0dY=txxxxQ9ws1d{iq=8)-!Y&FdTW9%YwmwaX=gcMR)ket7jC!nsyRk6` zysoz@nr+xOj3Q94=%Abi)2(w1u?`SidlMV4ZKqt9?%mfoorGF3nXt9YwFKrPUSu8ldXCxPD z{=PB4iOkTDUZ^)z^tVbU{<|ONu{qRC4KG=a55=5zmwojEg{(X_m<3_(k`=|Bijz^X zLgB@sG|jXK?4j~w^u8?ZU3T2$zWeEDz|#ydMR$wxCYe5y=WRl3E07HX7RL!H0-57J zFM~$LEgnw1SZ<&F;#drF3jl&dMrwrjjDE;ON zzqCVP+DXP4ZNBsI8<7nSxPgt;hc+m(U}CUd7CR)P!DQrWR(pIKON7}gK$u3}ffDxc z+uPD^mH(8e|IL?nc2zYVUmH*>eN zi+I>Zh=1NB$?NdRVc>AAL9;3Zo!+n!r4H<84hx#llNUuM6*tji4_qt$43p5mG)XCv zl1Ij+yUG4yW=18WPiY%4)WTZtLyr)uTRp=;D#t^WXigg{Au$uub>u3AtEJS6sM#hb zO-Pgh|2k_&v41Oe2{X0+d&tjwTT^FIJlloSP7WADpG#d>knfx>KkM9x#rkK)n;)3p zFw>eQc%aoQ6roL0NIi;YgH8}P9b6gDwWaAuih*s#$_0lLWjl+cEtoSh^D#$#k?D=T zuewD)16LFcg++et0JG?R)i)l3(jI-EY5=IeECEyOcl+<*i#=VkFZ_*P6wN*#A8@OR zV+I^bxqL@$)S|y}uvG`s&y#eRhG#rOP~=~V?Hh^VN9FR$<^kL>!k-%1L=3NA{|u+B6s8tC|?|B%+ypsQIG&aMw&YCzaz zn9a_lo^7)b#7WlZWhN5nTguO8B`d7Qv-FBC!n4)qcqBNS`@V>zrC+F-d}~PDh?)Fg z`99D>#8RZndk#1%a`*Svu=#<;z|O$_f*Syf`4Q86tIjy-6ffA$wKwxu=%_GSU7fQ^ z0W!CE&YKxw15YJe5)&@J$_X{lKhw!$kzs^d@h}4a^Fm1`JMP!c`Rq)~PFW2V#4)T7 ztM21D7?o)v7KK!@TvSb&f4M#&SoPSk=k33Yg!YX{o%$?T8Fm%lxTdpZr~4S;UcpkN z!jtwzyMPp2DZY`15}k8>OL{Q_qxa1KcFG~CQxmq^x-3RBuwdX^ z{l+3^)2JZg@;Rq8)W`(w-&z3nJQ}LJE1Ry3`Ipq3$J@nK;my4@mWIIoysmQ; zCc5fX(SDmgO8;XY!Fbf@Cbmn6fYNgdw;^XSoo54Rhi-cTEK3ld*)e*;?GZdoA`oiPGXP^6^sm z>GU~7ODxf9JCXne(abDq@U_5T@nWUKz!&Z8$WeLmo^Gj8(VX+f*rSa znR1Lml(rpUZYQGj_vRX*L~>lvacKu76uFC$VOvu$FZnmt_z5SjH$H*qF)x?4QXBNw8BB(rx0z;%;B_3$ArM77> z-@U`#EAJ}D4uG0w!+(H1Zv~p^WI1WK?1Ol-r%k_L2I0YQ^%U5`Q?4KY38@3ip$im8 z#*7G)1;vi3%1mviOA8z&*S5gOX6!7_ zp9Y-OxT_Upi)q0+N5X~cxHDO~Ux=vK0Dx$ONV#}g!~uh63|AL{Synf zJAge(=+-QXEs(JE5a{PP0DpaXNomzu@I+vFS~UIGBqF`%GVxpN z2smw~66GQLX--zu!_@J;pN+;pJ-?20So1K-nb~rFEFhF-{7$YQuQB13RFr@9mB{rI zzI=s|m{)j0r+4mZ$so~$j;LqU$qja2g{i|k+ksI*cNplvZ|zof5E?gIxUb3sFVjre zyFHHRRCB(M4T{D6YQNOmoC+sB6-K8ue-JnSF;ZFl(l{8I^`T#HtjyJ$QkO$fHjRc! zIXa2Ydx;OrJU?b;fVhAtEk%Z*#6|&tYxhBfUM+QA!(hi#E<0i4Hn%+M%H6pPugFD4 zN&*a!B^-COB~K43LfhXcc3E?p62JYBOjj<_!B4g`109ak3V`999?NY|C_8x=SEXfH zL%pm<^4GQ0vnCc+;4tt2r|<*tH^;j0)^7XlqHu1lpR*iDpxV*F^<^BPp`?#E254Gb z#=>pci(;}Gk2gJJaf$}gSe+5CSGhZE>)*BWmC8ldx`B)SQ7W2b5+e$BxlAE zS*VdflA4@izx_nX5w{yX8X*FtZ{a?(t|FC!S%9Wk-`Ybu)+d1x&enkq_J}B5K`2r& zW{!T{tyW)gsLqX%t#fuJsQn4D^RmJib&aJ>e})5Q8*E0)CVJku)gSW>74c54`vH*L zswRS%KSu0(;yP&@fjrsmHF43rr?k{f>}f_hb{+r)V-ex^`4^a=XrR&QL^3Z0gf|OBkT!~|V%4H=e@S)!C zZ|{8Ogv-F%NbF(3-r7Z|g6CtG9F!{k}XO|Lw5^N2{M#6YG*?|=Q^prNES>2kC3PpRJ8 z)-XAD1t!j5&%64G(CP`rH#*>y{o9}opfGYDMti@hX;}p|5bRr0hGSjiGK4c8n$X#L z;e=Mp*wQqH5Y-JP&%j>)H7WgnyE*il@})0uV>FG$f0jRBmhfq5KQHj>h4<6?X2nbQ z?B*sFFnBfadi^=zY^Al2<7JEEa#s9#_H}i={eR1zp2bu0gWRIkW9~@{X#b=~tyI*S zQ}Z~e>_v}kLcSe}_?2q5#U`i-PV-kQRP<`-j-h&;x}2<0nLKL6s4^EiZ8Kws6BfGN z_xWo`*ySXZqFBA{S4xIt7NG?o(L&|LtVG;tKlDIL;Hcy|b`I@(di@}LTE!_-yEIo} zrH*#~`?fh4cn5G|x6LJ~k#9wi^RVz5JQ>q|YHRX;m60+DA?LX=959-U=rWrTt*NiJ9UrVsidE1_eQeg^s7hwuA$;^6Qg1PF%C@$N~24;0U zy=}b`rU2WoP0OCsXN!s%7hAs+U^+{S)Pr-=JX$4;9S?v99D(ZeZx!z|Y0DvSQ%^r^ zXlNXF?JNvSR%R;*K@ZLN3W_sbwE$fmHcwROEIU&>37Zc`JYvOWn#vCW;RQwvlVpId~ck_2Xty44+Kv8kW_;HyN?Ms*|$i_(3n$ z?7xx)I<~Q&f1Wus_S&#z?mgYRdzw*}V6mca&$Xt$I$H2-uzZC5+UA~~avx0SiRpd6 zM&Z>7t}heJo`|9{n=k@Y3C>o2DLN*iL-RI2YFWz^7|46{q2ZWYmur`r%GuV>2qB@W zk0Vbxwz1Cdr)13>Gd468&CuOg?b#^OJ$Fbi1~UpT3`4?(N?uijIZ*YU`ae|9LPp}} zZT`<8HTT&y_XTJh#;+%BUS|}qr|Zw{|JnQh!`X6Ri`sX%D|WcaK7SXJ>&>w5V$NhM zQstu>)Qn8>ndNqBk3f?mvUIO%3dh40^PUf<+m-}+7JF`o zZm)FY$f6vCA`sZM`yNH|YsSiZy3Q6R?Cifmb!EIgsOF1RLUOxelLY9>%hLn>-ntjf z6y2kM1nV?UDRZ0@pu-#doO{zyb3|M`Bh+_^wBseI!k0U4%vouU#)np9Ah(OrpSpOk z)1*p2%zO$nSRjF5chomoTOq_;5J`@FrHRfWm!fVY7o!J|CIBR!cONG>L1BW*5jha0 zWjFPFx%ozG1)ZTy`#HMvtLR;@5ey}4j6T+azT$#Cidh(5^I&57;c6_6*C02mVyt#0 zT#b7}_MF?}liU7P+`6DCtOoI{Ixp_x zo2dP>W=)|R@#G&cjoHRDoug3^f)c5@$^txsR1YJQHI^L^4doir}^`Igi2 zxD(CA20BdvQFo_;`hGE>JV*^@H-!#-at5$%@;=v)&J<)o1%<)jhM@umG%SlGm~{%< z0r@vUsnj7A<`AwO2Z~YR)c9TnoX<0jO4$T&z&w2w$vvcCHz&ce-Nk~mV}1*wLm1f* zkm^l=ZB}!TZD;-=baO9!83bTWN>&`pJ<|27tES}8aPB3E5JimHseizECZ@34+_D+@R%ICN|iem`0VOJ)Zo7* z?v?RAdduAJG|-qO3lR^^_!J7$Ccwe;#S*sz*!h0{)(t;sOdlEF3K{!f$cUW>VV+MX zd`>lay)oGbW*xG=o>RU^zg(-nrUKydrPIqq_hx(dWBcn&cjxD4p)>Cx;k%K%C;7FD zcrWLZCEm~Hh=GaX_bK9=BMf;vgr7GFy{~fC$5-3Ee6~r~hZA1!60Y8hU%iJwAm=pV zmo!g1sxLbxehz^z`+<{~&p$CQF2^{o9M=CjFcy11F0W7C`cK`SueeQJJS=p7eZ9_m z!F|0nc~R`T67Ei+eE3GW^?Vj6Zf9rrv>o`Aa1ZoYxlRx_|-nF z|MO|<{=aUa=6R{+q8F9pJiWOi%&YUrsN=}!Y>VOZ76TI1`EQGa3(D8+z#Y=AP13v0 z^+(Z{5%GJ5l@^zfn#Z=9ZJp1%IxW68%;JA7#ARcXR0AJo{WoAKHx5hl_KePa2~|aJ z@ZOa?|MOtnj^^3c&cpf7$GV@!M4qo_-#h`X5F+BYZsH#oJp3P<1BJz3uf$bBAd~Ct zga6%yq4#O=@kqxyd?wpxR!pwT+7gOM#W32xavmcwtUHrQ9p;9H!u2@-&7EtS51lId z8*Y^0+M0PFAn0lT2r(ipNQNm?m;c#Gm4ob%h^J3I-DEB`lxow?e(O4D&pH$BDt^Hy)qO!ztPyEe<%)$Bz707T+Epm zu*66LC|m^m!iw>L!Kg7|(vHJLhI@{@&ryJW*DQ7KM%B2uR$-=Ib~{!Vomm`}gRZOc zR7-|hE{%i9i-e=y37I6!{Q~8yAWo2#;K58)G7m7!@NC7F3`SnQSC_?kF#0W&t*^i| zfJfpmmP|Vui@FpzIqk#m62hCl(fs;qJ6q)|15!b)jICTF!|*5LS|SFzO=eqChqC(7NxOm4aQXm&k5dj#sN2&*mUh)VR$h z@8jgx&7@pjPrik^rCO!%}!9q^=*E?c)EiM`L&Oj{P zzs%yL5N+-otSxXQP!q88MvCMZbWC=yo%d}jNtdl%0XGRrOCzytFJ~g=O-IO)!Wa=A zETs#Le4Ur8XktZScO?0%Qc5;SQgRy);Cxo#fZ@F*&Rgu5EHOs1d5{f`d|y`6Tj3ml zcMk`&7smXpEJ7OmxDuxe-khdty5S&65WZ!+7*qe#vD?1SU<4*2aN|i_#}t$}V(@#) zEWB^2I1P9J;&-vYOz4bplrN{61d7{8&IQ+~-SKBj?`x|sMGo!;K)O3WZ=?cQSgWT~ z9uVR=Ru{JimT%=L1EW%L!1K&NSdFhVAU)1gB2JIL@1P1zOqxVUL1cjNN!XyFN<%kH8yfiP{!_vFJK#?~18;`BSrJ@?04xGt1L)19jRJ?%EcEhFTmlge`mzdy$@_VyXYH=D$F2mgj%{-9GoK@a_0ikF*W0VE+s=er z;M>!4_v@|C{cgs^n%nb(huB>Y=H)*j8#CZQ+JCIsA9ek)bA1d~Rpdg)SO>W1Hu>2G z;^z&-yHX&0UcTIR=bgQrp6%sy-{-t-@i-#5x`%jmKdy>A9yfHHI5=$|b-x_lPpm&F zi`|c?UJmkiB{{w9Iqlul1d0N2se2s2S14XKFkil$oH)Epi$8ocIq!NpJ$qq4^WPV~ z-#`=}URokqe>qv7RDJ4KJ)iXIN};?@qTJlr_>#l#(7o|w|?Cj;IBU6{GEr&{#&?trkq6QTQMA$pt=Q+I=Fc(w-S-nu<5N#)uN#z4u>V@DUH4zRrx}iCoIn6s8s6KZcM5!52E4tV z^%SWsjdH!2G$ zD2JULNL{4PuUFSXM>{I?2%juyO1`!}eea>|<`^(Oxs!?8DT6_KYg6RET;3|!@4wi^`(>)V(Nt#>rH1 z?XaFEq)b77jV6sJNuUPD^``AzReT;J5obM;wbq9okRc6YB(}QRd?aIAi#bLaBeNu) zq?$yczuc}9>%;f@dBdc*(5G5EM|muz8WG! zUPr?ZxsP`)U<~+O-W|Lbsi{~kUoRE9$=wg?e}xNra2Bf02Td3Cpn>Dgx^~6dXy_3Z z=^*^sTB%hm8zH>7GR8ET9#ZvS&Co|H(m5)p4sh(2^Odspw z`y}BYce=DP-Q*K%7ZqB|K-MMPf%O9pZ=m100#1uOP=W#L*Tp?-Iw#qr2@4ZSHgyW# zc2UQS^p7vWm&_uP;^h}E0w>w{gNr|t+;Q>X`#9g=<`g88k>U~*Qk6v@!3BE%A_WaV#U3c@jdQ$$2X3-p7~@eIg9Ekp(RmZAx;(6Euh zYRjW{wK60z5886WERm5&WO<^Y5IC1beJV1DxviQy~!w%)SUr243E@e}1{0 zAWrc`ufZA{7q>5wN?J}{esjSj&_U~sajPpGMM8w%StlU~M9ljM@A>hzrePx2Yi*>w z^ef7b%iS?`ys)Pye>@o~8k&%a9R81ny(#p{1zu-sZ zRCtg&OK-TlyU|ch#7|3N)gL(Hw3<>NEB8Lv&?S2k3_ZyteD}WmQPMXfACmDEInl$a z+#5o3+kF$&hG}gw?}FbdR8}lDvLtwNVJJ!W(!wz^qA(`MQfCckhgRsf%Ja&<)ssq- zRR2{=y5M@4ZN~4+X^Djf;5q4U%+0Asm?e!cyVIxROa;6ulzvho?Q5h>YoQYp%ODIS zCV}Af>iVr$Im<8Z%P$br@ZrI!O8%)S{h5pfJaZ_RK(((gelE7U}yaDECS5V`7QZjbYm<;8fVR zMp)^gM}+Yqkv^7PJU~x4xnK}N-SYLf0+IBz6KS*ZZB6A6B>R4tWtV9in)>%(c`Enq z)}~;cQ1gw3*@o7Ze-emjXcQlJ@n)6%jeLx$yXk9Z)EQ{E9v|DU`+21)!>Dz@euC{? zWlO49?($W0tfk?mNLv%e#**Q$dbngVG4^m`;y~I6M*)8>oP(06Dcm2VNLWA7{XbJ$ z>*`{Vq(`z_d|@q=tH5^^@_!NO`U2{v#YT(C%cQTM-gd4i>Tf-OmS}9ECL5{s#&<}G zbiETl8>K7Fk7X~9a#vQYzbqm_z{x+Fzn4Ja2uBhIS@{Isx%FZ=X{M{!_98vHlRLfp zU=^33kVk3M+;0fDR{X)pi5+tsveJzDzRcO{1~XfdD6VsC*2BJi?qUWce{x! z%WUD3z*+rnBQK3vrSdzX`raPIzSdNS&5rL+vPhz82dk77%dt;$|HOWuXR}RyB8+v6 zra#?djxkRIGK=N-mUc3_)Hm`TOUa+4D;4MK(rBZqPifoQQUuZp8OtvdHMK@hdo}*z zrE2J^D;xXJ9eM6y?YkxdfwS}%TpKNedGqo+i14SCim4hn!QM2#=#}%@veH7Te4#4NCihm2{OMd(iCC0ZC%&n`(i-+LM5{{0@H^&vBW4pcI zm_M{1&--&pYhzrV_l7Oq+hou}JW1KO7X^U(c%2)DW^8MwZwM07Rjd^{QL$BTmp}PAYA9Mrz_y`V5V46 zv#)ySe6z3h@wAQf0OkddnFBftVi8?#_9o{yT@|Ywa%B&hOTR%GVdMiU+S&f<3ITEq z91C-~=mc31zEp{%M;v9sdQ6{VpW|#~y*qjsXu?r zJ~luQ}?MXFrZsYMc!s^CZiu52l!`w3qnpV<%e3siZjGC?yq9oaa1jA(Jj2>*6|i zAv%1RI2ykCILrdIKKaXvGFo}C&K81kvh`DI4#kI@fMcRI6P%rHHRl><@U6Zx=p9Ai z8xx5kN+c}qceIk6Ww^hj8F9?0ez{s#)`u4SR_pC;B_WvOREAW9M+GU*adOr&F=ONe z&pI|N@uU5~*}x%lj8{>#20LOeyP+~M*OcT}CC9b99i}Er0MXMtcQR5_JDC=*YNa?+ zx78J2Fxiif=vVnAeEHvpva*XUbfV0*c-pbM>vw!0Ko{cNdaOP9Nk(d*qEBB;Qh93YdyrHVX?_wi{1P54MAt;^UJW8{E%i0$T>Y^j9qx6_x7)fBw$J=$vhgQ#TlJCki zw=var(baZu^r+gEsi~`tK#@_dp;uc=ea}^oD`kJ1<^n78nyA};ZFv95Xo_)}W*?MU zuO_~Ok*tpy{jI4xSp8&P(ee5FG0R3qK$uOml)gV&t_IFOD{9YVl-k_Z^D~+c59ULo zft>M&R_RusnR<_}nPPRXw_$h~4IxFiWZ=PrG}Wxq4wk~mN`f49rRqz5M|ujB{nhhH z=~FLXG0_d)#pKp{D_uR4hcS4K*A=k^Z98&v7U{0B558ufon!&NKU1yKiE$wqfv}5Kg zx0&dkm(Hh@(- zg>Fw*m;Zb&Dk;&>)%{)Ipgd~{poSe6gQO6bLE<;pC(F0_e=3Trs$yNX2f1u#XzLpq zvN+9P7L2^eIl7;?lWFU$CrE_6PFE^~0%Mj>_5g^|vL_fGx>OVJ_!kc!e~xLn!{@!I z@AZ!pPq#jFeon`gmi0OQ|4FETkGt-8ih5TeUw=tv5egAw@ve878d!^3NZ9>o@^Tfy zB}{jfouN`xQt2pB)Nkv9VTPkanJb6oY@#h&y#TpPk~)a)SXVO%ly*SGfNw0GT;S|3 zTe16xhs~>i!js4sMpEQ02ZhrYk{V1C&QNhII9wR2)nqSpMH?-U;*W+!TC(i$_k&Sv z5HApjHKLH&fJz>J5vP|2B$Gm?c*lqKeV=d}6(Pz)u-1+lpVyeV^F=Pweu76n(glWl z4*1z4Hy?i>Lv7eKPu4I(ZaCT!*}XoN)_|&B^X0+9=8^Xe$whLRvzs_9!IKD?fGon5+3iEUFseb9t8YRp&e zzs@b%ybwQK&`xBEell>&(W)RdtFp`cpVA2Q8(R2eeCQ^eHoHUUSqD_2WNW(UG2Ysl zPVi&p21lGA`#&#4?@w9MT;!LbTFt#NHAo2OBN$t7i$;71L0ZtZ3I&5XeAqG z{$I zIjmG&h*xJ;u7~BQ1=&e*tS2x9kB$G{!>0QAr)v8#La#S&?pUeBUF~~zopDZPoRD>3pBerPY(_D##Bb#9)jzM;=Q`oP~Zw5q80si58fp>-&%d(vs;p!u;U+;{iX* zv}}H$YkimWmj|<`aYg6b3eoxd3gtCcd2OB`n}}S-h&X`^SOb9sC)#F5-QP_FQdr16 zD{={#pCIwDQZmw*f77&TOY>86?+5Twb&^0DD%vi@GXzmZM1;A?I0pwRMbhowcmr)` z!^xqJMDrb-X#Q_=Nle~!i$`)`Ni29+^0E$&0VU^V?PBes*6}9+4j=xZ z@^TP&@B5KR%cD%QR)XWyh6E>l7a|$V&d_Cwl~EHl7oR|9fjC|g#N@F z(x~eAQMO$`sI)(+h?nCG<*n{NWoWQCHbz7UP*1*55kBEjn%ybRFy0zvsiEcP&-h1U zLHyqO!*?KgVSq(I+xQkiv6ZaIZq^r$jz%Fuls7f>bbr`mFR-nclJK_{(Uc>&%&3r*88j{=6B99#vJom ziiPgy4m95%MRGV!*E$E1auG&#wZ>W2kC~m@F8|gZE7o`0ZN;5-@z4JCEfxB;DLNVTZYa5F5_7_#JG|ByDV% zE%zjJHDmHj>Tw}nqYw(51>T%$I+9S~UXU4BD~tJKn%a)*i`j=P5$u%C{H(}K8ZZ8O@BImO zru%|7;^Hex@eW{oyK$-(Ktc1d;$pQaBc^XN`*TQ_X4zad`}WDpk zVX0bZWSD|7U!T!1m8OckD7N32yjRpx9q(4{LBq2(E}qN3@b{<#);A=*yKC$kNi#Mw zad(7RlX7W0e))fT-UUQn9a*Ai@9u;dHGP~xRmL0KING!<)L0X*zZPOB7v>hjAM#5o zDv2c`WZrb!u&=Yf;r3*GSn`lGF7UZ(zKWotv^=gte)l~ZuV!u4)Oy-COZ{K!)h7n( z++UfN8|)4ws(EyF>KgLiyBV@7pu&gVimNbq>y!KmtxWgJrc*@;@r&|~SM)Xh0~XE3 z0fJ~8?j+1{&z!n&Oq6$&nlMJkv5Idm4dHw9lH-5>p4!<-Lf8-3_q}Yc>C5;?WjWd+ z1sPm5=B|%a;?J{FA9vy0v+g_KVE^p?Bf_k^gR-LZ(?*j{ae&z0c?;ofj4b>x0d0L; z{UuWBI_?V(9<2|lsUovB?4o`FkK0nP7wpJ8P?-hGA2EDsr}pXH-o|!T^?&G)(OHb^ ztrqq!HNk-=EDj08CgT+WY3?6U!Zuvev)9^hTpIoAZSKj)Df+)!!FlG&#Fo`*Cq|f-kZmfnVo3llvrGYqMBx z>Y$50>9j~wH+!fxb+h)0{LK~88*UzMPb5p}jPaGU%;GzuVOA!DeHcWI(su`#vUX4U zUXXg0pQy-i7LKMi;w#`=-;4$0lyvfF3VCA|b11q&G?NzAt-2 zMocJ!K{>=tmToMqCSy*A^C}l^Zb(n*UQ-F+oTMgu{{F2oC0RiY=i6g~`g*vLbNBwj zbu%=TBuzKAS@CV`)l=M2SBsk)8IM5zXIg&+0 zL`+&W-wz~soj&dHfKqZ1vX3?bRvk~f)?OY>1d{P2qL4a$$j+vwuUf@Fan7jy$=Sb>#x^z_`BU5>Lf z*c>nW{^Q4-P1Ud8zs<@ospQfNJuY1U;raRbHCj{%e_6oObPEOiHs?^oC=t%>er7f2 zg~zPA(kDzNF;nlpI$A_wS$FuzFy8u(6!+=Vn3$MKHTvxA>}WPygA&bU6b#~DrN#rS zyDbl3i@Y)qxi1gom?U)f7CROf7ysm`R){nJIUY5e`5&R|V_WG98ZA={Zw_y z)J+GS)D3|NV%ANdnR#bA?$(%=dj#lc^)qjX+5YYuKspDU$dHFMC3$B4(^U{=VdF?u0^7T^6?bhgwq`uRo& zLsQBpj>o~QJ_#pAD9j3i3b^9Rkxw`LKXvD)7!xuJ7ORD3fLZ`%&G&>0+!K4ovUc9$`Bz%{+@HskD5l z2MgjyX7(LNH*}04n{bnC6Tj6kTxt~sI+UU(Ui%Np$e+IHlMTPL8Z(dgnC!Fb6)_l! zoZ6tv*Xqa)vJ(?0Z(F)crr9M*y7|Y~dfc~o!g}nXngbED;C-LLvK9?N3-*x=;~R5U zbyvxf#tQd;Ea6rXJ8UrD7cIY~2tg{HXQ~nURGw~wc0``$o8?X2t*}^;s6he$&YaOo z%8;qk){Rb@WuHygzh57EzQxz|i++K!+ebg28vj(Ns?gZqK2YBj*^5@ZJ9sICFOn{F zm`Os-|9)IHP&Hlr=eTdUi}(FIxrh(CO_@yWz}}9ITBZON7e2v^F8kH=^v5N7EQ>@3$|iA zoKp-r924*b3zMk84F+ zyuTx1i?eXUx2?sdW#j}<<%PVWg51Kf-0FQ5tt7HmUL=Frsq_6z8xE$t zU(;0rf~wPpBpyV`skQY?>Nwy<7QZg2)NgM{P8~Nh`Rt#n6U?10Cl`mv0B^~SZcjKG zU`NFdE;38FUn$DVCudX3$jF2i_xH;Jq$r%&%v%#THm1Vxxf#_pv{5c9Dth8p&#n(# zNNcLv9t3J)3>1)jo<4p0=Z82R4{sE?&ga(h)QMUF*Im338=mzDJx>n_u{20s)gYimYOnL-&H(~W`9iRkF) zBusX7%hYI!iHX%QbTn#x1-0tV%!7X&0s@~=#LS$Zm*+XH?hi%3^=T0ZTTrXqV4hD^ zXEh^qkZ2`!ARt8rMt(PDXP}3xMOYAfy>!8b9Re3Pk&FUvoXcO5;4-I6WRK|xuU@hz zb?TgbG8n|M_YrWCP*yqKTwKw7EJ!XQ>%he~$iLV|o1LU`gAk+US>dI|$BH-6=^ede z&a7`DZbdcQDEJ6QEXTK)cb}24$vb~``b}<)!QqFoUhNxV^LV6sa3Y!iG2oHo5{iru z4n;C8mGO`{B%tVb)t$J8c)kyc>UQ0`yZV^gom*BX%?J-qq6QyNGLDWo_Tm?ovuc3x zr;(Mk@daH=QG#8@zLqLl}ovW?}FPaGB>_Gg$<%g|FIUYvLXYjW>#B2BvS zl36bmb#qJLmwpE$>e%!$F(YpLPcFWMNl9V_A)O|eB>iDupAif(6&fo_?v@+PtYb=R zZ2rhi_b#T!+&VF0>K4lFGNzM7^_jJxqdUDY4@IJdGk@b_vbk{wrr!Ud!dQ2M?SgOp zZ`^z>UMhfOA#>Mg7nu(6Zr+I^cSFU1@&`!`|3}v&XALu6-B$hACOm09C3))q15f@( zItD1d_V||8e}2|~zIqZs{{QwOu_9jzRy(mRI^qH1=;c5K1!7+s=LG(@Zu&oQgxDw6 z+~{;s4GmJ$;oP~koPzv)4SoG*U@S1Wx;S;aI$a5cMo?6V^ZxRkbsAdQ#lsOzLwF@u zt?HF*{tHz2zqFxC^AHd3I-lEfuY+=9tYpP;$od6<|KCYGWa=ZBj!L(DLK8R~_l_nk z$+j$*e);3lD3=&?&uz6~w};wU-n(_9_GCW5r-tah&C}z}x8-JIO~4>xcs#kGO_Z}g z-QBx;6&tENS_X{_PBdB9&goj5AoO-ElQhqt(bBk;&9lQy*!?= zge!RSACCDyhcwFq0Z5LOT>AZ6h@x9BT`#@C;_ut>S3hYGkHGk<52}gkzlCY)GvFO> z$;l@X;=k419hbUHlXbUu4mAnI#l_6)&H7R5ZCwlvzw3^tLDMo=XbTEGwy0ix4w!0n zIFD$?^V3xli z6avnPr{SdCg(*v8WX9>OZMFI%3g9B2m>8;(hO@q264aVI==g6*K?5 z7tj?c+HKnc34HW8gA&%ENdXwsFF1Jl>U_JPq}LalLPT7gf{rdvaNlI9Goq!veW1?O z@zv|ss}LQO33fOh4P-`c8r=yTQKtD--ao{n<{fG%==aj|o7Kua6Xjlp-Rr#PxXV zmup{NpB>KCO9jg1uxA?1qAy?#p=M^R$f8+@P*(rBm%21D)6 z4c)dtWGx7ByY=DCuLpTqx?f{r{Ajxn8~XeAuP=W^cD8@xXB6S(U;hXT9B}OA=|4`_ z|L>Gyg_LeQzkdqwenFFgcCP%|qjiJ>^~K&T#&<8@!9S-i!pIeu$23=mO*pXJcTU~- zZUMpgMDZb9lHKpims`-`X<=K5A4p!$ep3sA0fIWL4rGKUCG}djli)dT!-=K@DFt?e zZJw2$j!wTXRZ!2+Fgzln)wY*QSVBUgWD^ppPi-wHfKErr5% z;Ciob45SHTM$)Oa^(1gmECKN_XYw)Pk#*v`(*kd7Pd zQL=EEm=lvc&iw4xhePAyx~A(~-63ocjB1MpYZTpfBll=)z*6m z(l_+VR?_1vOspCZj0@Uok9u=-L%85r%XgNdG>ZXOJrvaLillqHu)hXxoIhPjqI~^2 z{Nm!m_j7I5dSMaUyiL^!lrw3C2q-= z?Yhl{1fIC-KDY{~sHkg8x#ofC%LvkSvQ@MF;>C+(-S*&%ZO>~{nFRBpiuB+{XdWU~ zAzW;EB_&%B#E^Di#~QD6K0n%AKzM~=N6n>gnW8}o zLK2aZDxi2I7S@s$!c91q4+|nQGgD~&-kr~rjx+9Nla-;x#jiL?r55Y<_G|!jNv@ zdSMk?*tc&2YHDf;#R@r!yNlscvI+`fnH|s(I;M@S?HB~4rrYjq zV9VXXhCrhchrKaT5d!|nk%^U`4ki-}a7Ofe$zg`g9LqjW? zFthvnwNXZ$Jv=edp|Zw7V0TehN>)a$Z|!nEb-r?`Ty^am*X4=aH^mC>Z^}A$Hy&h6 zs%32O*e-`@YV@yFPwsA3TF6cfdGzvJb5>PV<>k|GaV0?hO_v-Cw_TBuk)2$to*#c^ z-6g>?Oy%l!M4U~ddhNx+&YVb9A(<_AH2R< zn$P$>8%9k62Fa_xo^G0{X+)mMwwdEnz9AX>Las1U$WY4RS1$L4-nn9dMo{yd?-!AalA@f_cor6OLtPKXkJ5h&4;q=!57wxQnKx6H z>uZbu?FC3}GuriNc&NZ=J?&YwH@E=N%WIM5bKt43_x?HK<3##|SH8xxuS=_|W5E`` zuHcG2;=?wKNYg)wX0KIK6-B1{ld36d+0V)u#X=F*=+8SEtNr z;SGv}2?z<@0Ur~W-kf@=<^EAV!eBaumc#m0Pd^21^J6Kgzf}k zXtzC`py_!T0bpz$bDLimns-r9QTO(Hd0xAp*}Tm(3ERw!$2M~nU>F3e*$*kai+SaReDjXgem4tC zjl0|n|0aMpCx6pI0C6)!bGy5goOAB{ya~_qV{)|s(q;^d^lUJ{FT7{(RM`I0pah$Y zObP%Ec&wyKCMuSyEb`BM%y1aZ-m76?|sKxwG z1 zDcrUPzR{`YLOAV)obh`^kvrgAj%HtqW43&p=I%PbfT{6TE zulDH7GlsG5W5*$p&HmnKy)GqHhbS@NlFyjfwzjquRo_(j`DZ*)QEk~SzYqIJpYPS2 zVLlHK-xonGz4FnuUX?rS6r-`(&96%Nm=~9RuxPjz5ut=zc;dH-aMF?ay@|7+gNHvrtYp^~bl#f)j1+ z?P=@mN@~`E0qUiKf`SKYLjeyYS&pv&q zaA>ipV0poP=Ee>1U|nrHh|%T1$e=s66_B4w>D|=KOy5un;rp_!jR%`rA-r~WObG5#JXvg3-JM`6 z8b-)@9TdSbBq`4Nm-r`zaPVRqk>w(wHv^E#5t%uFzWQ%6kI~-#KEm#Wc*HOn<3N@V zs`Z%th=PPbdMfrsmwmaK4czmDPC%{JpFXq!h(RY`23v7P`3Ky$e}SsAs9tdIA59iTvW>N53`IW{tb;kOOHPd{;W2wXhjyTU5Mz5^v>WC^S?zV5Ll*P6q7F$)7%2lcimJxCHsZf6AH&u7{Mqk>a%bFCd6d9|^x>mAu|-}ai^-=1(bIih%1W&dPg zyC%SJrDu6N17p4l53lfV5DTWLCXwlNeND#R#^jiqU8A$x-s%eH)#9YkzSPxDGdpSg zsa4&c>vmF)cMuU~wI!&o!lX&v_3npw$i&ptG&!TCS*P1%WS+&}ObZ%9mo(kG4+t== zXAV#VJtTQ^jJgfG$H|8GXMYQeh>Feo2^;SH;vb0NTood9He#3JWDo!T-GP&JAA9)f z&zTpaL=iNlw<;Gf5WN!wXyra#d@$|2LXuy1q_VfCvQ5sTR$FCU^X!UGAdrjrny`^v z-wTB--`rgB@kax`H>hi%Ox2Ve4O7)X0|}bu=s?o+fhb+9YhKS!3q7itvL8`Ll<8WC ztX$5%JKa)SC*@kpOtY$) z0#{@=gB>@BL8s7>0?xkxA)8)Y93~j>2>GSaAM)`EODPo+2rYG>y9h zDzGV7EN11HjEszk-3QCi?oKnN?NWpibBz?;O1v!wz#YMWa&t4zc2ZYbu$BX+P6!M{ zhqTwmIMnaq+;WIWH9R=5CI}h zjxFb<2M-(?kex^LYQI|XG$&Kfes(U6KMLMzYa0lw&(o+QteEI-##C)UQBcrd8_YV` znj)&0n4*qy`zP<9A%-qN?08?KBN%R9c367@0r$W@peZ6Du>?Z??bvz@qBsih#Xsiv zF4S$ufKy7sKM6{q==Iel;6k9^Lsewv)3pQ@6A}Ov5XN~Rm=+H2_`T7!L32VUWXcrm z^P;aikVQlea3}=*2JKP@sHMc#Ye;BdBM<`Z2RsRu<@b%w*byB@Ht5rVQu3ICBMwe9 z)`#D}-+^jJMMb6NFs4suvZ8f1Jje*G!tbS}-w;gL3k^@`h;1S8^;dm1o0+US?%32U z+xx?AAS>d)^^#OUgpzK_7${jOnhnc%DisIQ7d4S9JQq97p#nXSmEvtWseUJNohR3e zIKud77?yK)>>Ds}oP2#Iaz)_;`iyGn)OeZcDO^}jrJhd|2|#oayN`rO$i@0y${^Hk zXF~;z3B5KnFnHy(qqS9kz9ll&h}z}p5J~&K=^kbLPY^0FO|HSV_S$UpCA+q_OzGPMLyK3GMq@&3)1c>+f4VVJ?o44QfCT^#wtZeJ zeVdv2oR_~nS+_>H54MI%y3bB0j_~S_?gUIbg}Yw4bMWMzhmPP~hp1ZCht_P@Cahxi z%-3OZ>kL*=jOSi17mk@-YzI+npDRg^IGaqDylc27mE@ee1%nxB3{~;=>z<2WuJRlU zP_Hce`+H;e{81m(p0R_xJXai$H^al76cWT^K3@r6&KmvoXCBMUul0cI_D@Qh8Rvad zz5%9n0a=eVoR@GVc`gswF}@5)@gz_tI(-6G0>K8-{-pCt0z$07_ih9!&k1IctyqaC z9VX13I7!PbraFP~3WJE|1nuN#5MPqq_U>&?RIEVs>!0k*)gBJ3)*keWBNPtzV|4&C z(JYpv06~^OOK3AFu|D6du$?fkKpxiFMsN{m4m^O-lDvxP&W5W)2BaR2ZO$I9W3{#r zGR&WCpTaJCW}3ek$KroPBDK8BT3N5Ba0~Xa68)y=myZ^VKlJSdkFQ~znhg5bLW_rt z?Zk2`A2&Y&%}VdNSzgk^PE-8C69N;kl~6rqlKt>|AOiQBU#e^@BZP2bkA@^jFo7R$ zqP()2z4CpB$+`2k<*6Mx=-pbNjvjV~hleAa*M;{7n4CdgJUv@4pqO)4ZQ{Aw4RPt| zM2KX2*RbSXJ~2V!ygFGxJm~TpKtl@>k{M(QI-c=t=yNv>Vr*!gvl>*raDu2V)Na0- z;Re;p|AL2}J{ag3PGO+KVEJ zR>KJ2jB|kj!G7-%nFwgjYror7V%hKbr&^60XIL-C7&5cx-#p#CLXmZ?MFN8q(Wxio zs2K=>fVF}jS?gASh``BJrQr-h&WziB_v39C3)8c$A~z}Bj^!UwaVB$sE06mWR}!(~e1fV?LxtcV7S0t7lJelRU$(~7Gkt)S3a zHlopWusVRyZy=RFf7oL=ILZn=G_Z3Zq-sfUUF+Q(e(quFQz>El2Z;gIY4zjUqRw`G`oyZgdCDA0Yxj?M?JJ zGe*#3$Paj90K5_q%D6-vb6=IMAvFyR0hfzi0%l*7hKnD)di5WG^^d$RFmBxly?Xxq z`74KwQTCCb-j#*yoct$`AAd~bavgq8FxtQW1nWZcc|$U^)-K~2qcq;h%5voVxs`Q< z{KJ?lyL8NKl68&{L6d`cEVGrQ?CsxpYY*O|du=sK1=Ni7Mk6_o<#3f^|SIJfBGJXg!F(SGv&{a7A1spGT<5j<4utjcfjiW4~Z+$D{9 z^ZBtSPhQ8SVy>EmA`I87*$WC>+*U5!v1hitdbU?Rv)j(-G}}SzWG@p}{Z1)YtvfOI za`U=;dAz)TU{Z|}D9VYEaX@M#lYpEpI}J@--1DhUo*u%+AJ?^?mgX{%y|rJ$UUiI_ zR#kL%c2!;W)civ4-OfmIj-*T~t{3k0+`653+G`tn>e+qBQs}ttv9bfm)Vei7Dct#} z>RpvPwU?J*DDyJ+>m+Q7-j%Sf_F^6V{XSj*{DAl4u{;V_Y^qqxrO3(wm%esIy>)K9 zYSz9rb%d5or-)=MU+W`=G_@0`(nR%yE;>2j3Y@OKfk z^HfN6AC?AB=6uLTt86KuPp1W?=yx0oW+7jOJEY9tF|U1~EsE%wQDww80axBLnU z06K@Yluxg_5LFPmLqV{l8EqCtEGkpFh`8@_|(vtH))!4 z<}GQhh^W2-?80n5KA4$Ig*Di3kn}y>cn_MHEYY?OyYsCG%UF-5c$geZ3&5fi(1b_9 zJr9kjfZP^D^UevfD?*TmoTNXHE^(iFv$eI=4X7d~C}bPsWdWcO{xVruTQfm4a{vlI zNgeEFnRy359$FQMzT~?k?gSX-ywfn#`zw@!fKlfbC}L_Jr%U#V{*X}xZ_Pn}eit%t ziOEp5$i{w_T*ls@oD`gUc}eb5J=paxsV^jgb)j*Ou(G)Ug@g>wLWi+5G>B>O0h-i% zh_(tC(1!C=@$TL1>(?ERy!E-!Wuy}z!dk9?DOJP89vUJQ0YF{Puc6=j$v0w;P!+r} z$s|Fm0DTY>%yguN5#=*d86eRh5Xw@Pd zZLfgD0@;U2Dz)!HS}#Qu6%`Xu8sWIXYV)%*`~nF14hWqiHRY-<(+!tLst5+r;`e|e z0P|>TstddXP+wUpH;TJ5!TeU@Y2E;Obx*oPoNrK&{#=t6b|{e+*a$9Q8jSXR@fT>r zu@I4_W}%2{n^Vk_~G+yfiPQ;E&@7q3E7%j5J^W?F| zLXgA7#iz1i;m-4YG4T#-AOFB)N7o~j>0Ex_9bXlPF`ha7n&ZE+D)lcf}h}bF++pi@NX0+ z`^EsXi6fe>`V*WFY*O7nYHL4L%(#6PCQI!2wB&kIx_rno5!5#91d{_larkJ zq&$(X+toKk!|<*6coN;r9vN@Rmv4`DShpWOeu%oeew2VRq$p?WGMpA-?KV^IcGh?P zu6k7{or^VmJ`4vO2$1x({-92soji~No@+^~@~a_zvZ*s7hYAx-3(lq6K_6ux5r?#vbD3zR$Lq_`U=GYsTp z``t8hIy;wtb z08>!oXG!g;v-^3S`-2Z5K?n#73v0~S4M?a#_Y(04{iOm+a3O%9o*W-N4Eljd-0o}N ztr0X15#3PO!08YIw`xFm8D?#&D*vVii~=6{-oWL0q__Ah6t-wPrXQt^e+Pn@gFY$% zIPqub`IcMGU?|TK8g|DDf|bKR^=oJ-wlNF9Hjhj((Hq~Z**;wFjC`U95+-&20)0md z2xXV;A&n>$q1sS=w&Gvh4^f9)3(D2Vv54P`gtgFBOg6!zKeaYe*oDJW$l!N$BSija zr8Nb>%lqs@gort8l*`)dg5d1z+M{t(`$ss}F{e2oxDjs<8~Xx)K&VU54HH=zUF=jmrq6)=H<{)al;ORi)jGu=1T;U7LG*G0n$I z8zX4+S<2wPj6tCAHFb2{0{{jLxxnhX9stf*W^+_LJUm*BT6{3J{<$5~)YSCSKYslrCJ-=vVrvgC=jFSB&-G!DsMn0Cc-&Q$-BDg->;LTrl+Mx3goFw&@ORAD_pA z^V6qKT84%`A>3zowY9ascIbT-d5YyHP#tjCd9(l{_00gl`zoz3y6us%Si648D(AR8Ee5-NhOL4(Jjkvkk!R9N^DorL{iWMm}VWeE?;%xy2e zk06zh)6k&7KLX(N1AL0^=;-*lFC9oYpvRwJ3_@aIVfo_YL&Ry$X*K({rKRQP$Os-0 zv)NmD`G-2Xx{o8o5DpY3qd!RC56Tn0%==qrzUEv}UhXaO^pn7okFX_;I!L!8uJfnb zd@0h$gr%jWUj&}?<*CAOy_varAFzqas;brJ$^{|{ERlpP7J;Lq%F3#$x?tY2a&Tya zmXZWFgFtWf!2$Zo>8Z}dQNoEFU_Vj`x^D#FrN@;8XkURi9xI-ZJ>3{GP^c^!;yuB$zt+u zg{)=T_wTn{kG7gWu$=Lx_5ExeBiNiMYwgo*Pm#^CTKvlxh=25mn1mSXA-*pjheM{_ z%(lM4lev{mkrU?{i+r8b_GesNH<1s~lMH4GtzXk$TEDl9Nh-h;c!J%(%_AVAx;e6c z+@8^;^w?wiNg7L@Bjr|mt(W-MSQiu=KLLh)->Sg63}k4~rY0vN!CEq!%6`V|QH4>C zc`M;VvCn4k^Jm&8s{FHmXFtp)liO__glWY5&FnE6O-9bm&BYq4j>x~_@^kIWeJ{tU z#B&SU-+yt5KEH0b4xXRaA!c>DTjyHm{quv1m9>M=yI!T7Nz5Q2-LE$^UtkTY{0Yib z)6jsWetV7UfDP;yJ`qU;{1*9F{6WZv7b(&&Og6P|p`f6A&&XK!2=VoO3m_siI@-4@ zs*5|#V!GB3$}xc}`!ELHi}9}h}$Qu{o> z@X?l$qx>kYyY& zk9lys?CkHqHV)eaF|h6c54tQPKjvJN_0O$WdPveJa&yAqv_TW12^La*etv|8)%oe^ zYOtVvh_OVbJT=@rVo2*0u+*U}Pt5$>h?w&wi^b$y4UI%z|5Bfo9q>u`2&H8mMDvV- zRF}<5#?Qx>P0Xk&{L(S@9&>HoS7m|J-4zhw|RtE6k2EBM3u{2?zZEa*o7%_%B#PY&QVOjDuhp&`{h>e5Ce zX?giC5VmQ^-JM6xQ&Urm%v~|AjR}c~`DlBJ$I-)I-jcs`%0ntU*UR_uL4k^91-i0W z7xadC!9C8!MFQp)h2iyug|xVpY&B462${_?YeZEO`koK5ZR2A5352+{1XQs^c52!# z*~$}fFf2=!OUg%qEp~1&Yi4$R;eNw(kx-Y&QyhVE3qOgthR^a(1Sfte-qDwQn$)tr z(xZLw3;TH8zI{>j!Jjf$%#vRu zud=c-(Zkadr-f^wAf_5JfwIP_sr#N&mBzATs#z5&iaB#z7AKd*)tsD@J0n3vPI-o{ zGj$0G30UKW$n}#aZ(>={e4?VX3kMq;k)4k-sHigfOk|{`rI(IvA;KZFs&-3KWOJ-9 z1YQ~R1hJUMC=^5&xq-3*HU$$ zDu}CsVq*SVDIws@_}SGZ9+j6Vm8KP6TwhfU&tAhb&nSg5g37S|TnyH}Bx5 zhvfPJ$ejZlSpRJmOj1r?=vWfa#eMts1<13mHc_MC?F7Rh1XSM9=**l%G=rj>xzm{xhHS3ANh{bXq9a&?yiUS_R zoDC&GfhVDjrif+^F88V`3CvA>=1cjr8K6er4y^q^HXT_X`CDe@3pY?O{unX+>g;R^ zCgGsYtpG>&3E1nb=bCOK{hVv|v4-7-W;q(HLb#aKrxif_y#R`bpPBYJM|J2$3=`qw z`@#Xtf+tcsOTOCKTViVZVVeal*NICF+=x>$f&DfTz(N#6C5F$4b<^-owC|4df-l|i zf6$SEK5Q;A8eGv{8}PVUSXc3a6Cy5&%8|= zdcwd%)t5hCX+C6-Y~EsU!aKyuhFg zlWO9l6)H)e`>L$`mOg4dq68}dd-r1hzy5JwJM$^0T-b= zif;9UDtV7K$IBasznH%OV?mafzAUv9CMM<}pfag@JU5Xnro~#T_VNC_O7#-GeEcc` zZuqiqFvl8eSKArL2D{uICOLZw_hEeJY)TJUh?vs}%djW@V?qLnnz}kf^GCp{X>hYB zqz^Fh3sNLy5Wg(2B@%F|;g?M`U!SXTCOd54dwlB&;|8aiwx#*i={?)XC%=0i=!E)ay_O(< zh&ngF@nt2B**h=jivJ^U4SsNe!`Pp;u5Q}7C?I&m%EZO>0{n;c6KuPXw2hq~Iin+~l2?NB3RU z*lQnMRarUNcpx24Wl{V zNLybYkxmqy)kte+Nr4OV@$(-hF9l8uecpL7YL-|=h%8@ehMy@_0`HjBO% zrMm;adU`NG)oKL^`X$Kj4<9~E)@<+)5+*HBF1i7Vzm=8M2RIr&K0fMNU(4xQHW0YH zVHq{{_u~L?hTC}EgsX;(1l^jq(2~-E-2jpnE`)n?IpG+QpMqGXGhbp|!~H49VfU}D zuE3)5l2r<*Ixi6Smtc@X^sAm9Zfk>XCun9yTYq(C%F4!;0)vw-1r@WiT8MTLkh3q4 zE0C z>ZmV%qoSk#MAdS17qOjd%J}?ETFeu2&}_mSF$* zW}R7U?Ykp@Wn?5@*AgDL+B&7r&^>+JXYzei$H%I{U0+S@0-16@hE&*<>m=v_4D{a0BJTW#2c z(1}pNX)&U!*_;$rkZf4M{Z;gb(a@{ZwVNnfTLa(Q?p{VF{b{hYMEa2S`KD0Ni@5Fj$zxRyJ`E4#vjdkr#R<%N_Zn09eWaC@ zeWCVLR#&h62(TP0eg;t*8WUsuvaB~sb4}{{C1|kfJLpJ+Oh!nXmuxm*^f@RNxQ&9c zJ{&>QTY4J_)Pi;xO#z?LEl_>xY@nTfhj-^KrRzKQ#?s^CwA3LJs5{m`B?48da6PAA zo98ck=a(xpQ$I>fOw^}JCP2y$1(ip>nwy75^Z3l#*0veO1rV#*PvFMtO^QOnC)kR) z${%5f=oYHi4F?B@kkT2blL7)#H+fw&=9*(d4i=}n1VsKctlSX=Q50^wV!!H2#teH7 z67Oud6gRJ;Vq{-vLmL<-c(ddQ)e23@R6r;vq-7Dxk_STiGr1e?x&W`P-o8aM5dyY* zWfhe*i;EaOcz4|_eTHHV&AUsbAx8HGO6)pw_Or4_2{%_fUFAGac z2Wwu?15D;(Wo3;%JadUw%z5LYyE^AFK01n@&|H|k&v#%MWpnv_L!HL6GNrho0W$Xf zBYIv){&(v8@Iv!c`N*-fIs?ayW|(mbYSj*J^0}BVt?<+0D4bQv$jX8+d^bYO3k1jm zl9zW~9WKnUX!CvfQr^P(G7I|txtrm|OAd+LD)6OQ&tEPWSmK>}5CMmsNT%OBkC39! z3Y@)k5n3m7N!d$|W7PaY6*&B+hS1Y3)Hu+!Xw0>X+9BBX6FiSM^nM zpQO&45#z?NmDcd84}~Tseq`I{`BIlaH%++r94eyS`Zuv><>oUV)m@KL1_DT4&IWP6 zvFQDFR8m~RXx;hlcQiY8BX1j-P_BrKHDmHnY`k|}yig9E__mp$>fEsxTr!a#vWs{R ze-5|Z*~jy^3-K4|;rd0?+z2l3;&M~Z@FSg~tJgV#t*u|hp5E!o35!a?R8>{IOLM|a zL`J5WH{w^c2}isun?qnQVn4gcnPy-0VurCM|6NCh(0UkU2y+d6*Dy`s@Zq}Bat3Cw z(|%xIb-Aa}cylPGi@i;GUv+(grN`Qo$AGxWlI{FpK}L~DH=a>{CH5W6HOzLDWv1?q zj#lrWIP1CjXSH1ObONPLrK?d{1_0DRjQ~RtqwBr}alNAR9bb&bE#K`KTp%%^ilJZO z^u10?AE|&S*W;GEx*Cqb{<%a;OKX>QFGt5@2k!;ZGt-UbXrL@qCurY(JY*hDm#2Pn zw?(0xZ0H`T*wZkvl|EcQ0o4uN2a6h7w^W*RGZ%`dOzfpmwMF4#G)`x2f zW>eL;l#=n8#TvS{VmChkv*>6H^NDep-rU^Gp_LmW_Kdh~E&)_IJ2#`)BbJ>#_V4>= zj{=}UA#hQ;iI=N>jaxr{aR1`+@@rC(W}XkrM$U;_M`vf7Z{M{K@8x-OYb!xq!zF2g zrb}OL?`yC8k9t$vMHOrtbXVgB-GMZS;8{W5Jxg*JzT(1=Nc;0cX&A@T_!ZO&fmdS}5; zj`cI^)As1lrlUfVy+B!te#^dz2^Ls=)mmOGAbsf(jZMu9MDgp$4nX5vJMorqo4fWDu=071GbK{u?P8l1^oU{I!3W9v&Sz z5TAFIs%lL?Wxg=y7JwoljQkLXmsz&%#9047-3+VaEnBPf6u-)jT~ zZWSp9PS@%DsaJoBs5PD$hRN>-o;wxspQ~7Qjg8&2ok{W{;c#5osIqlhZN>0i-8IRp z;6Jd`vb6NEz9#U>p&GH8nx`8- z{u>=ukMX0|M;lWp!YC-Y7iLs9Zmw~yT3~ZM0_}^@@CZGg!xLFaE

^R7hmlnl?) zyK@pvze(#PrGnp*e*l>?yyQW3g{7Y)wgh=p7vyr}Z(K&^#>V$z-rYg-yY(dHYoq29 z#E%O#r>#=rP{PQ!L$yjQwFnx_ZW4q`Q}SoBgc~U;_|%9(4<5DPjD=i!|Rt7rJA@| z^8Oy~EN2N{C;mpb?0}rb_{66gxBE}s}{Vh zp{I0h_Fx;WeljnyKTyLlN@(C$RN~N<6W)DITUx?=0lyrC8dl5Xlq5hDoX;hVz18H{65qB57Zl{DU<4huJGk1OUbE8%XWxMt&zCa8SBHEc#C% z3CQE^oJIQj{@s1Ov|X^ncnsDZ=uI@42Cwm8T0<{?YLy?=`CsZRo~j+aqjzjmS#w=3x7;@|H@Ll zB=bB(dsVz=(%*`@w2U|RS%K$CLGtL|vyEClw}Yi4laYdIN3^{!f-g?=sY(eIe(0Ny zE9&=XRQZt|#b;V`5xjRkImyus%s=1kzusAx)Eb#M&48|T&7H0k8&%zpHo5n)h9R7*PB%xFPl9y>yv|| zUp+KPNE_nyAC_h|hVy#qUNluFVJPNU-WK+wQZ@FT1rb+z{sCs>q3juR@1CXTLzSAdJL&TM_jZW>-On4+p8W8 z;fY@2BNiiKQ>}&${5HF;zGbIh)35KGo?aIIuQIMY9Llzfk8FiPc4Z5x*IHRZAsIwj z%1&g|1Ci%UH6;)DY5}VJw5OO_r>^w#m*&5+h^Cz6{^fKi~JhefMAYb=}YP zoa;W%Ilps$_qm_rIn->mT;5ykRp;y~9VQ1Ay7m`LIl3yXE9#J@dhra!+<9X1#`l!I z+zo3ltODv^HedJ_WrzLvV+gx8zd9e<7d0Mnz7l;woa^Y?Pyda6*QLYJ^U5ph3ZW?5 zxOtD`QzbJ-jfhrKwq(s>aDb?)KqCqrZzDB~CDMcVpM7$O8GJR*JrTu{>rU$hm*fzH+f6qyzQv zY5Ut_CJ+*=dsuVKJIVPn{@G3PN6n3~H#Uy<*DEi5im@uzqrgt#xOjCXE2H(q5q<~Z z5KE&{zhR8LN=vhil-}2Mf28OUgKikAE03hro?OELsj+L?A{!lsQW_lh*2R2ufJZ|6 z$S9}Sn=<{bfNXBfC#S0X`t;R+cG7Y-8$4}c_jEVN57sCp=+G|j(JI)`%2p5LtS0w7 zzmHD8q;Mb|lYj~trdh8oFU1G1j`;o(7^xm^S9kB{9`9!4j%3{S`IIxh)s@au+LGzB zp)lzuGHCG1xHM#Z{$Wz?4l`hTSA6C|f2miav$?|S&Bf91Mjo%08QZ{HJW3z{r2jWe zMKbM@$w0@#%m7hlupcP8Q13YvF@S;9)ee^8LD5Z5U8F9e+nappzWa^wf|KugIzQPX z%JNTi^BFa%N2tGgzxcc;*&nx0=N_-8DkT_axNluH=2ml67iJ2c`}RG=MjNKQjjoR# zAR2%Ek$BgIK{l6()%4*op0KzZ5?+1nj({B5e?_jzfm&eh1y@+$xA0VPqz;}?tYb&K zK&zCbB!O*kiXe>MyS9|)J-c)B>*GfgZVrUBXDasF=d`(i>$4pExKEYf^`*^Rh_`Gao#nk4D|s za{^vSmr=ZMwW-BX#FZr=9+2(mBY>hvx;lHfGJ^~?!k9hr!Uk#`z|StRm5=)v@~^)> z0m?b*c|3i$ucJJZlv*Epk?Dkdr~K}4%?l^SPE<(m-^xuQL}A!YVkd>h@3M~^Q~FU& z^IiU`0{W2E+_N-=l{fKug>WY!T(&q5e3!%2tLP*go zoO1&s?G>{MA26bdk0zst&#c~K&57!)O8>=YU@{V-CE6dXr3{+lq_cp=16Sl;ZS3f! zRv^lgnz4MNe+x0EnIY#F%P%Movft8Ly`JsIbC9n1f!xVPGU#X<>Su}3TD7_1EB<-8 z3PX)~A&{19k7Ssck|g2;Ypt$!G;d#MnFyK2C=Nl}0~x*m%EEX}!Gjys=jx1)8;L6y z3a3;_Q=PL@eDcD~5{2emc5y6iJ!BRTW*DLb^VSZozb-yLz(a4qw|;zImn6z~?~a7r za1>&DO@`|^n?yiud`*ES(?G~AZ}}7H*0)Rkj-9((?{49Fn%`6qDK5r&ecaY{88`L? z;*~se$K%RcrU3lg=Ii>rG)B|AvqgkPW%4fFarw|7R&JqgeZc$xei9(WL zt^J*BB6e|wP|_ltvMlfR{hRAl0ZCA8m#sJe4oL1zYrp9>*h9`pZ0qEDP?uBC>RfoQJm7dm-zbc?LZP@j4Bv z_tg|(_G3Px#o|NV^H-plAx{b3LmsQ-1n;NuKWc9k$bnskLpGy|MGkK~#Hmr_njVVy zD$0mq+n$;i%3=LpOSy0_hY%={*>|MP{`#!n=V{C)G4$=$%RQbNek(KPk=RTGhhL_& zH+5t%>y_Sf4c?dOx+mqSr)%r*8Lb0-mM~jLs+v#nOsxH))zYNu`Me;}_R^N2-Mv8} z@4evgOuC}LSK6so#;#ItZHxM}tW%)i<7(PwuUhHi^L$It z#`L9eR^Sl$IF~3Ioq5_lC6AAsQ+MPl}OJ2`0jz*H5W%uhKbt@;CFgS>FM_$+AY$ah;uwPRwBVZFHa%j+lzrQu~7KP5;Nj$HW45+=pcnS^(edNS+K#+_a z;cpTmRklTr+Ze&ODryccqg67u39qux0a0hZU9pzZyQ=Yo|H|>6nVQGXb|4^bMJlW0 zJlL6Y6(zlsR)uOOWaRw`igpP(wQuT}fHsIi0Feo=&qyd_0>LE~_-j`*EvdElRD9jU zruV3bKcW=GCXgo3ygW-a0}#(YPC&jO+)BXvC{jm7hLC-)Eg9s4>a!*Y1!nt85mPK77Akb7H<) z2qr`|$X1=pA*wQ%b25cB*06WI6ywC)BP}NRkO+Z-qdpTU`d4^DgCJ8F90GMz$I*uNpXx4}-H|AXo~1ZXM#XpA?#z?&%lSS~Y=aFWt21ElQO&!Ufo! zcR(Kr$xpuv6uj!sHdvm!9s!DOnVE9kEwkM9oxQwbuUXye6Quz?Nw!@BN_;sCVP3|( zvKcnY&ftDT{8#X7)RveZF;5fwG)NCfcgFw{5+Yqg>(J65Esgl# zz5n}rKIh$eF?06$p0m%|Yp)fp^+t&RL=6G}00b(^@;U$j@DKn%dxC@YIMbkyMFjvb z0952<^n5LTeZmfWtA8;#S$y?Yv?KeF&d8qxqc}__)dI8QfutXeJ)g-+=HV8b%LbiX zo>;plR7XJuqZp67p4<7j1sg^oT!H|NF@k@*&d4U!C|Ee>U^~|ItbQ;Uui=e?vN5 zt0&Am-8nU{^#A61ywOoUt3j$Lx3B$-3H2v`fRkSgA4w@2#v#$mY(r zvX^m)dL4JVnajtXT|%YQ1XH+pi8yI=P!ofwlD!6d^2o=)VHM_HM2jn;$5o=$u1-`0 zF&c?A@6627#+VF`Van36U_V^8E+G>Nquk4JMJtXoA2Iu$cR5jiWNhJ*K)$oH-|0NA zh&?}OweXVW6v>h$c600tigN%39+<9v)YX*qx`%nQkS2?HY%41%MIGJ6zUX4_@9%e? zH+E1_Q0ULh!OWz~zy7)pZEWe%mm%WYbOqQr_{cMn7&#;gocX1wZmmV=7Plj$LDu?y3WmlCEYoD)I9p{3r_FEGGr+uFdW3U0M>Y`GwZu z`E5c9t$AlBeOM(gj~*k-3sDvd1;0is)wWGm92Bylp+*h!10gu_B#D{RYOG4pS6O2y z8VDr{RY^R;3kCgt!7-%IXv>~trztAzy$fFser2+~vpG~9-7nDAseHBkLE>Wod>8U= zCML8|X+wT^r|ybenFe!!4lLI;^G2LUu?PEEpq4?Mg=A^|VNab>ON-}7)d5X$ZL@B3 z)?S*z*?y!V1bq0h^pY1d`o5Dk%glm3wp349;qf!WjSBOH(y6JcJKMgf892yDQd@@uwKTbTlEmgpaGg+W z@P1>1fP>v>Ax)x zkq(3PxrT#Ih#2jTiUm00OjxEbz3*uJK)xVnAM%s@PmKBF!(Z{^qg$D2lb5uVg+JS6 zXX^_(9sEj1r4wQb2rW?Qvw}SJ`)>qX-HpGRK-x70;I^iQMiv&Pbq7{QFroAQU-1Lb zZ5Qbmai$D$ZJ#w-n!PKq66}plGM@`p#*|dE`^jMNJe7X?MnVuwrR=%9gjYk?8!c&N zj{MTnCWq=^a{OaeZ#lymYiFWAm4rrq<#d3r7R1GNPe1qYJbl|CoI^qzb$uX-DS@e& z_m~|7aS+fu{UW>z_|U>aD_4qTOSAFWlzb62H$W#dgR4WMPRnw`h_DpD{7ZY6w#*_{ zkGV-ES8S;PI}Gi+x%M-$g{lLwO$dK9m$4kgc~pwhVZ=rp`wRw8e;BkFR5&&=r)j zcgILpr{V@40C{8c8DypDfnF)9u{OO1WBxjR1!K7{CBP0NxAzhfkKs2a{tKTLA*KUb zl9be0#Q5%2UOL!={i?Z98F?}=T?QSbw_049t?fD-xa1Y4+IXKQRiWMt)pP7|*(+rO zu8k|j^@KpOaQ5Yy2b9jzY=gg%b~aR05P_SX7~yipfPSBXS21R+=byhMe%AWzzbTnn z<}pQcz*@4zrkyapUy13?-US!dQehaUJ=v-<7Ng@3acrC;e?}5_7`;M< zR19N7g6idxGR+Lw&)G66>)Afg+;AYfZ_%{CY;D$rDHQoed2tuiBYH zv9m+?1PTz+%B)Vu31EMk5b*tP(X7PTrTd_NAAjIErUbYQfC3ODk6hS# z^-^ku)646+mHBwF18_XP%KsIi?0F=4&D6v-n|G#n_#Pr7)Xk zx?HhE6((OeG|?4oiReFUGkrbn*r;P$b~+S6>+okDXn2~$+wYZy6*wVGGWEeV*xf_U zaUD<}_TzM~r8}2xn@o^oZe|!VqkRpJu03QA6>C#?Y84huIS*g{@Hk$yI0K?Ym zrTsDF8#6bwzR+PiIL#-VYwMN4>MsoiazW$x7=%L5Bg4!*=9*9IM$ID9crXHk{-5HR zA1xP=n=!rebo0DhT$bA!oHGaJAbq3pdmQofuLFNbDMS>{g=ZuVchTpdd~l+~b7KRH z!3p$~v2T6@ZM5&R9v{{oz`qoN26lz)BhhGjfnd!F_EcjsRV91`@OADNZ&OqJw^``< zFTYeOm6`o-q39e6GUc({-%84W_=ux6H}w*4XX} zeqwMeeeGYNE!490E)x=?*`pv z4_c@0TJ}$Yte7G6nxbH`HAPH*rtV>dmY>g47jn$anM||Ah4)Rld>LssKZC3QKJ{ps zxBbi{H5qR##2yYhb7-3Z`6?;ragpP$)j;7b1)V9P>nQ(&oYmzt73hKc)pi$B!r1cR z@+95VTgF_i%o*ZnsD@2(@nNZslVd0|=jt$IKA0dE%~s<-XGVl3$~X%Q&MZlP8o$lb z$4)loNhXQG2XT)ughHq8p=IxM`d+b|KhIz_(-@n3O;lA!Y60_Yhk3z7SYzXfU$5^miz(h&s?+B zfKS95&e*deJJrD#Zl>d2g_pxzQ7hmdIC?qQMSg`l&egSL6`Br)8HncQ!O8;)3QA>b znUKw`Hf{{5$BV}G--|{|jnENN!W71ZSHM^nFx;4!ilyj-+eR`rVH zVOc3Rw2_+YWQ85)9&)HS3;-B>u%9yV?Upn491-@!#N}^q5PNrwm9>mV<`{n-*^&V< zCIllJGezx_$ji8_?2Bm$1@UmNEAJDg!2m~vWc3>Mi4SOkw!O+@IzK`47=>pZa&Yn2 zB@#_%t5HST0RbJ=M$IO{?`Fo&_7Cbt5f!>yat?VM*uVb1;dsGCb9C_Fp&4=re@vCS z7*On`+rPZD&Z$iAeW~}9;mj+`MKFbnhKFA3z&EpkC_(h53alUkEk`l}DmT^`v*xRE z(4-IWosg^0%Y8e|D(-3cPjq8)#GmbL`?+}ngs5m+A)hc1Iq60}n5V3G){_r#p%0?6I(X9AL5{eJ8Mm33+L_e404MaBl3@TgC>e~5a{OKtbvw*9EGo|nbaDCv%_E(>oI z|Gk5(CN!WOS~)2_b*$u&%WND6z0%Vr z%DmaHse!{O)eNWKn6x#zsopH2l+jSA%(osMc|sxxkFoFlo7ze>0QM@uQ-=)v#t^-u^wgk1XVe0narntoT?E`D73c0i*_{Yl#umb8?L7KI1jf5?~0E%E0**dHE(n)1Ti%im4(@ z+R;vPb!mwu9y%f95(ah|o3@L%xqZI<;V%_5zKt|)VCf`<%uESH6Jd%Nx62U^wU0x> zB8fhKLrA(16Qnj?etNf}gNe(tg<7fE4j${S{`6I#@8;V^(16uK1Ep$Ki?>%*8bGEL zj9)Zg;OeAgbeBvfXT=I`5HWi9?BSD!{X5Cn_4>fg&dK3!COj51$vi#GJzO8P;^44f z&rEnl0}s>${LbFiLCXB||6Dbtqd|a&&+`Ix2w&|oh;1gxZCd`lHB|j()c7{~SLgXe z<0x;((CCZq9D`_ogiME&ZF9K=QzOR@F*Cfuhw#~t@Nv4(HX1>8^Z|)4jmm69NN04I zss2JGhv^sULP1yCbhh^IItx}0;C|kPjMtN5vR$HZZu?Vtz~VNY2QCiVqVIa}^@c5= z#2^;<6DPDb%u|BW-x<0W=ZLU2$D0S;_uEor#pf%8cZuT#p`VvJSe>V>`!rw0NZp^l zaKETKO1`DKi%r!?)l!Pxth=i-^ZhEm)mN6sQetNZk<^SH8@D{*;F~8`#sla1{)~1% z{&F>9`Ed3`Y(1Pz$3nOL*nx~1ie$rahMH#+hucwn&5YIOm79rwq6a9Pa5F-0Kz<0Q z@@QKV5OP545A9P3_NjdTBh92l-(GoqczXsb2_a}`?o@q{4nl8Z%#tjSXUn*1$y4{U zRl3I7j?^+q(WTemiOm>5*O)BaZ}u?G*3a{3+ZPgJGz{W~hZ}iN8vZVIrSsuD(+(Cf z4Z0^FAUNCY&P&Z(axbek>Q<@b8rjStOH7~9d@WNtuYPKBiPNq0aG9kMk}7j|v0!Of zlR1S#-L?RP0`*##++*P#mVR3l#vR@@>YrZe3!kgK_@cKx@##(kwCueIJu4szQm(tX z>i+vl1eEX!9K~$HUsFq=(dt75Za9CQ=4hMj3sjKl5a%9sG8Muc#ab;R5`OIfYXAL= z&nL9!x42{>+ykQB1^2z-1t_gi&CP|P&j`XV5tTnbYy5;Pmb19N1sa3MgSk*NUx( z#m#yxFE3BeuQ0}s^GvTyF)Bnv=$PoSv$FQK9|_WiGZ_lQ`R_Q;`pqp zOEB9663bWa*JES8w~yy_xR_=;LyqQ_tjG9v+fr180g(KHm@>(3OHs~@<7HMZM@R;4 zZHFHd&KgaLjj;&+d93ecHY*!cd+7a!t~%`l=v9bBpkdoLflf z03OotJ%jWhQl*wyi@!G5&nx#m#YpRAx@)q25#|y8u;*FxcJcO4pd{w4E`uGCP4Xb( zi3KrYgD7wfJ?QBDoW9|3nxRF-`@X>7wGeDoQ`2m$DiX$(*;$sI+<;oF`io~#^#0`% z57!&FR13xbf)r0_IdGgqqDoA7;wavWj7d&0Fdix8e{YA@fXL%M-kV{TeEhn}6-u(C zXiW$J$e>%^As(p+y)o0L*L-d)vWuW^Zk9s(`_r<`g-Ad@ zh5*`;cQr>WMbi2)Gu1m64$FH34XGDOHSEE@|7zDfa%Efu4Gm36W1|j-9Dq6m+}m(a z+cDx)_l0f2BA~`B@U%bZbrblUIZ;A~-fuIxRr|{J*99meo}_u|MJQ`eUgB@D1Bkx5x!z#&_DasupWE1TeVl+{dMDY}sa zhjNAHcdP*r!}_H#wMJ&j=9PKY_(SuL*(pU^y2Elx$UWT%Zt5=@>r{H~8vXnDRV5Lb z=uBtPPn37ucmu~aj_OOUj`ngYx-%X@v~=aaSXO;E2#gWnHdAa-lYK-| z)xnod6R*@bIXQJo${c6NfxVh>#%bExzufJuQ3V*&rC8Z)dn*ILivV$Wl#DZ1D>3dKQYvnt#i!T)oa(^m%+2{d!0@PPlLTq1`^hNqG)U*t@ zo4+BXzi4P2?k}?Cw<8!dOZ6!r1<3`{jhd&~<#un8)Q3}NwFY-|&-?>2n#zqR8tKZ? z54soTIy}YW9X^0C^gc3caVPsmdgcVZC(;ByV#+Wyjt~*H(>_9Rbq?#`4hG|g%hvAU z)4^w}Q97`bhr8n!;3aZxDtyHItB%#-9}amnbBXiS#wnDJ=qPg69&AlLaoh9larf)> zsBQuTkMF2XvrrH_ArIC0-Wkuh$p>a)zFMH{wE@}qI6ZiMtmcb2w=2{o#(?$!nx&#~ zB7X-Vs+_v|JYgbl>+0gXfV0(cF^KEdo+rqyw8)_enaCy+^ zrQ#-*JERE+rwLPalmBkpUYZmK{A2Z%$f=j5ySYuSMX1fa<}GHDOT-@Sdic<6SIS`^Y@VQ37RK>zfuDyJ)v!g;PWoKcUKwGJ zOBE8l8sV4_DES4|{~j3-|M}V6JRgUyJDG`I2IWxrbSPrX=kw0h-<%7+GJ*?eXk>x{ z@HFaah}aw}{G+H|eZH_9<6}C)Mrhyw5r(eN zxIwd;RQLYRfvoY2_;IJ;MOw^<8-(Voz2eue54{fNFM!Ykc7;|hJOQRBJ_F%4@lWYv zl0E(mM2Zw_kY4rv#beGJ_8A4u6q*}T2!^Ap8lj{;iZtu0HTq# z&*2Vldd^w-E&dY6pt?zCNVL9V z6<}K@tO*52HnxE2t`l6EU9^BiaI5%C9qm*~E)5e4miH;u1=6neA+hyi-x#K=8SNw0 zg;jubQ!yf2V zkD&>bV|{&GY4e0*HBoNuiIT@L5lVhO#pyLFAKC!qaypglhVL~h@t{w=3ND30$EPLW2D??ikz+c~?H zEb~sZr>>1KduFOyf7e)cZJst7xiS^vneQ4g??Eggy^pqVysdTD{gsy3K!9-1$ej&~)gS&(#f-%Emft8?Mq z+mUmWrE!N0gKL&#sIjSp0z%cV@JK&LgvXadEicYIyr( zhr^1wm`d5C2X#P0tzXX%m&5)^@d4-A7?iY$6aU=CeYxd71bnk=b?662RFhjkvDlzE z&|>|?I1|XKfw2RFi)aLfSI>=f^xOMTHO!>r?4zqeg_w$|h*4Ck4M9P^-ix{{l~-88 zPJaDpisDhb9@Y%jap^o&oLiGR&zdZb-<3g%r2Gyek}RIuJC-^aGs(4%WA;b#2{U(Le(;g_C0 z$69Rcub@zBd)G`;zI<+FY;J0pcYS6|35o}9l6=-?l_1|x1nC1q`BvfX4)Mx6KMvmW zj>~>qZFcp4b&fT2NqI*@pak5qq+4!u_GscnGw_YN#$VD(W96mnPyAIZJ(54(IPAp+ z-6zYt4o|ZDG*Zv$R2<1;(fQJzO>-;v(j5Kpv9+X86f|{DAH12@_^!`i>@H5%&PHG1 z7hjPz>88R7d02v3X8+8%5cb*mnZ)^d>75@x@pPwCMy11YJz&FbGgGO<_($`YwYzbF z;x|)yF~yd7UI$g|lOd^rF@kzQpU`zIf&NnoX`kH40zlxOnWc<<3bQAjyO6vY4H2<1AIiH)E@a9@o+=XzLe%@ zx<>Y9@f97j_(V>%ogx)~4YSpvI;B}8oNSv*ec(Er0EbV|mVU>9g~cWweuUpanzQ}^ zUXGhyWb@?QSZ%hG0)vr9HMSDGME>gRQwyjs1mfW%p=qfA}lbVkzTd)j&J{H{N5YZ#b? z4d1U8aP){pv|4lEn?!scq|#SFx%d>P0=q?-H6JMwkzTu0e#xC2kIl5uT&K*SZrqD1GFI+iUW6XGD$j0cNy&xDoS_)TFw z(wg8Z4Ixp(cy%*+{$N{v0%0-I0*wM~TgX~E4lZ~^B88m!{$Q~%t@Grdu%AiqsaCBM zSeLpWXhWoj96JTOx-3;((613-yZ1(Zh1rNfi&%2}PiP!gTxqE&Fiakd{pS|ENZx2Y zkqKXXwfqYB?&*_S?7)C%0bZ_hv}JC8+FN8X2DK5n6dHc1GZ;R`NB!N;N>lMxovDWr zpbZ|t9FNfZV5^A>J7*4Hhhc&k&&D;zzqpA0)FCc^PVSWNB!FgjsbzJS3wgx80@}5y zdUeM^#{oJzIv@GA%Im!c>3oJB%eTxH@0?zh%+jFUse6jqhW}{+21n0O_I7V3U*AC=|}ir{P8!qHXXNi=lUiK=~c?T^G78S}P7)Uo{-G zY$d|^4dJcK@)MSBP@0)%{YoU0+3L$%xfHCA9BwlganmIf3MTgvVku6Ol2D_yr!wZ( zwJB7+63}p-+^JO^SzeLJA<7wn2&-})V!qIFzNl>U(eP(K6o4x;=?V3Z9Q(pGNw`zB z=1GFy%H*%Yua{zrh*0m+lp*Q6AzRHP3RBbB&f7eP+>{cog^?9(T9z3$gUU&4GR_D+ z0Bq{%wkE>CIOgf!_=;E?p3JvJBeihY6#3LsvN^Ez$nOb@_6n8pg5I^(KilfF2}Tow z2MGV|$eXU({$@%$zV5kA5~miYbDsmJ4gGV!+%Hp8A5GpUUj6)r|z<~#21w7#)ULyag-kQy_mWDG=(n#H&9oi;(n-}P92-Gb4 zTf~q1gS2RIcD^K(+W>cdqU($|=@~u3EpF>>E${FVRWbKtYr-y8M0xz({hc$y1d! zK3)r_mR0q$?!rpco*IL9uc;|;u~O5i-8)Ma7xssjGVPm|1Q-Zm z66!+T04O7TVlc5lJ@MyC=eBkq7{Tv8`41HmQlf@zX%t|Jrd}bdCV!(5iXJIF3oc6F z*ofCS-E@Q^87YM~Qj3hDeBfu?55cJcH^0ve;)Y5=jtUL!Y#({%1=9~sCojprTX694 z%G@Dl-snmL>W|)U^7}cSn!0axBqj*I3^_F&nKN>cV4!5vs_D{Dc4CTIl*T^+e*4IO zil*#|!wgy~x!MHp={~qDcW`?}=U3jOjF1D&rOgrrytuOA2>^~oJhaIZ4O<}OsE76# zW&SfN+hXfB85=uouKe&zB_TobtL56VmtEc%)G#ICOEB@XuY^}LpzxD*R~M#;G0D7L zH@sRJoL!!Xc>4Wx1N++0e7mWKaPPF9RSsQ)$7ORDl~u!T?xF?e9Av^P7Ns6D6XU;)|mHz<-u(}VBL!1}dM zJdNgz5xUZXnF|$D^I~EqjfhTm&9Iu?Rf2rrKDZi36c)@0G?eEqT2FqZ7z2|2&@z%k z%yvxxxWXpUxT$nX%UGB@c*U)JOxN@r95DX2uuXG-_Ef4zfl6PiyD^@3lMH#L1K*jemuK>dLEN4G{D* zWjb$bwzZ6T#XLdT9`0IIufvqI=)Cf`ms5M!)5+ZVKq>GDwdBfF&Gx&%^BVJsAT8OT z>k10Tc}*6axVr{k)F;`n{B-pRYGWety+wM`CXpx5EzquN2RQRno|uPM_Uw;0W8kG#cJ zBZA8}nF)-Im&s=gqe<$OimmUV1vnPAoE{f_LQk4EnCU{#KYaBmzpmgej!2O>99yT8 zZw@=G8~Jf>F>PYf=R+w3E=`Sw3J&)KE+U4 zkw{)Ug^3)<0Dep_F|LC}1;MexHdC|i6rqj$TLWV|CN>V$7ICR7oPX{9LzvJb9(6Oj zS3!?Tp?=52#EW^GLJRW+rUM!jrUy@{a}SMlreuTOC0w84FzeIjmKrN^h2n>?jGdng zEjbPVW3|>uSx%uxfq*tpD3eki6@QH!m1Vi2y; zg`?Wd1ryF>vqUS@y|XPiqUVW4u;S*&zKkg?y|?HMw7naHqad1W>LeZoip+(rYim?fz*8SUfhol_Z|>+C!RV#{;y#Z3wD-5@I9 zv!ti2a!2W$F|NvXyj#;K0`x^w;On^CBwfX10e^^JHZ^K)Uq&61VqX~|SAO32Z`Gb0 zYcc^CGBki5M0{kZAEKIFbG)bzNE`Po{%e zPTAtC_LXd}a(Z6o4(H_Ky#`kf0DqGYMEhu z5jmFaS_NMSgaMeKII9Qq&RUt4W-m@H?O`W(H{dw+*QraokKTBt&HQ}7?D;^q z+yHh#xFWz9kr*yyf6=4brp=zf8Wev&+2mv(DwQ;~GG}snv-oz#lbLgNy&WeVqF^EG z#^TiTAG&j@1crS`f(8YJBf|^6ST=zW@_-k)_7w2+Il8G@Q+cDAL8>Oco_I~|Dt&@b zoWLhiEDy>6d$m|}C=;><%F-j++OEfDh>wplSz?{u(CIBSA3|mTIqu;m-Qq8lbW4b} zS}^xh$PTe!f`;m2@>a~WNym~oX}uP}^Ip>kk%K!)N`@gbzO1?$S6xP&SU~6#*{8Cz z(qH zI=(u#@D5LUnArHO=c9#V>Q4m(Xdz2GA&4AyC*i|DkESYX$w%>BI%k9z5Qg4q+%5Rb zNi6L%kf zI4E@agOR?>$tjY`RxuD1jK}0fewepZ+Zg0F72N+^Qg0(M|3qf?^W5t)>c!a@*?3xP zgfIO8iwzv)gu}6jdKEqf&9$`}INyH5ssD=a8D|z`{A7uir&z!YMsKBZOQXG|sJld< zSFcve!(O7=D&$>mwFM6fe`}-C)l&HF*E78wV={_$oUu?sk)dTaUVzl!OAw09Z7V;+GT4bt#Q$%gOvdFMw8YzlWM`=z!pW%>tobS z23D((nO4zrkegZk{++kZ1+1locEV>z)~Q%&#DsdSk34~(kHx7n_1&fUE8MZpMeln4 z@$oUjv56^xsVH;Cm;-3?HEZ5YPgXCyV7o0)->JOtiL(1)zYsYCK~3oMHB}l3FUyZL zFA-U9kB@6mi&~w_*XPSE6gL*WMoInNX!{Jj9=CELep)ShbqS`|OzXWq4tQ*Y6=$Gr z5F&uzY!f97+S_RXl8@>FoyYbaIoRU`-h@ijFjC0WJssB@EgTS0aK8{nhb>)EP@`+H zh%BF4kasD%uqjj&M3f)-Cg@hPt06`+vBC+6dmrVTrr0D0;6`vob;w#t+~r;F&mw$0@Nc<)fpLR0||kj z-Z@R+$Xi(p!G5F7I zxD3r9z8fnO4FR4;vWwOq-AYn1`z10mL6X&UwfGya`EZ*Gb`E9s@#te$N5=&ThXaBd zeWWa7&8npB2hr*DPDas`@;G zVyJq58W=P(A+%BwY&W_nf*g3^igM}vEt2w(oejS&7HlvGe0Wr`uG&-JDmGQshn$c? zuc(ea{&@XY99f}dWfm&(2LVO$u}q;h0Hg%GC+8*&BtqXGMZvhu;rNcFFh=;^&kF*6 zo{mmrb6N2jxmZIq{QVRH0wX~`WJg*>(wD!=0P=+5JlHRoj|%VS&#}%8L<$~XNyYt% zO$Bsq2Gmu1L1pN!+enKuOE{2>brB5KI)75`)@+s~=c^ol|>-!Luy}}a4C!R9CVd3<}sgZB{sWE%GgCChaROAkKG63f5JixFq!kky!}Gy zbR=+cNrjdAM0hs;DX!SqrbdyZNfF-I5AX?wSwSch&f^+VKb08{EIUqz0|gm3Jh0ag z-hLJdrKbGd4=C>ZE_>5hXUAVi8(x6q_B&~R$F^9JJPUoHa<-hI29X-7D>NrN3-W!W z#gD%7R`?MGV|q`BWY>v2SIrMITRV$3OQCx8V_`*#1=50oZjn27t0Rg$k&K{#3>Cr4 zf9os?DTLU{wm6!@81|GfyyBlUOxaRn6#@&UsK3Oi@T^&sbh> zkc>*h12lH9scH%$Gx-%)S&r+6L-0|U=g0Tr{N?GXl0BQTs2#M~+Ca`;Z%k@)I?dKb zUyG0eo$a4D!JP|6#Zn8;ZB-Mm#C`;SDxpb;Bu+a-sJ?x`>2*3Vg9bazRaV4ImA;Bz z8nqPfdc>>ZxXA4xK=mhc>l*Uy!2Vhz6$zMhNJ8^P4RuyLE*!_HW++Y0DvgUMIx;pf zhcX9n>}GG9$>ZVY;n5UYbAxIl5*x$FBf!4Ln6Fvf<^~9{%LpQc_(A3JW*Pk313@2Z zOLOd)df(ZeR?3)i_Rh6vXow$L>5?wONE z3^Fn=PtZ``EJ?53`qg&RmnAtaj7Vl#eHn}(3@An(@2^I$C4>LB`!`HxUTn zDXd=jrHuT}dGzuSzxc1n^OUshuh)Dw9Osb2)TEdL6~rY)w7tvnj^$){OM(9|=(7Xl z$E=%tx-&TLX5@xYT7#3CRVivFriR+I)$#8{>zi=VwvC83u}Uw~GM*k+!Yy&UDEpU` zfwpPW<=+N!rh(~lQyAk<)PNegE8myO#|@s&7dTIR)A`X*8fYYAZ`6KeXA^lQ|oMtewtZpr0G7V|nAS<(FN3X*>9jo$aF|O5TkV!So>PZi2H)l{a8Kl%&=G|zkRoAfr+X`}} zqC|^7Vx}370BD~u>A`+T2lbJY>v*U)5bQ`t&U@HYtPDnC78~oe{gM1}RuAJSeRw=c zqx@>$9Af(en$&-#+gNZ)K-%l00K!QD97IwK24~2dUt({57Zmk7!Cr(n?q&;mQP?ss6zoD9;_QU;yE9;tT zg#32- z0KDpvW2Y{!a`{S8V>+%XIDbBRxs%N|;y2~<(WiF-edrQOmvR$;q?be551z`|4qzJ1 ziy|D2^-K)gan5KtxJJ_a=1MBJ(0*Oh)s*9P@i{eR@mkgQP&oz`Q5YSAp{B+r`EX_! zdEzC`cjlzudzTcX6p8?$=|O6fPn46*IPBGVHhi@NU}ccI9ICU31^H8OMKq!r;q5ib z##ydiiBR$+&?WwG=CL85=1z23Uejcn9idf{KxgS4-|Q^=P6q#^Q6|ME z&%8LO6>CPDp3)HKE~mDM;<)SP;2+S!D*JcVu%J~Vn0-sro9e^!t*HA#&j#7-Qc!kD ze0>RgLSHAJ^-YwJuF{p11ySS88ei5=pPc~kEhhu{X5|mb++I{mv*(Z_)FkxixH2=@ zMYyKX=r~@5GQUODrPyJevi{cwR;k$)-s!$Lq0q~5GN(}H z1YaBs$LSDBa2XK6SgIl$mWCU@lTS4?fcT{4Y7Xr=p1X)Q2`{-at_2Rg5r%nNvS7O5 zuq=L`EqHCXtw7#R0c&7m2!nj`HVP%R5U`)lTqE`}GtCucGh*6lpk@D4Xx{n=28tWm zEoDp>El8327UlLgn?lg3J8{cGuC)E|kR(+#ln{$a9GmC@MRSAK<>it~bQ|v2*AUA* zK<`^H>7?;cs#9o4Nc4cx+Y#!2UZTb{v=g?Uxz~&bn1%(|hvd?W_gNSk*3_8fNEW5S zax8n3z&?yB<7bXSmZ~`)C+UO|1z#ZELT!JL7QFZPp%#P2*-7DFqx%Liyd-zg+(f4 z%+ke(<}F01@TS#y8-a#t73Vz8--i5UFh9e*W|oCVGO-5?DLO6uQ^_glK`a+7>kZI% zMwKUnZhj;^wfPZvp@GqhtGqAeBc_D5d_+$FTa?v2-8J;9sl=E$|6OlFUwDk`xhLM;zrjTmX+ zs{MJ2clszJseGUo;at~Du64iuNtW(a)(%5w>gLXHT;*d=;6vnd8x$aG`DcHo+_C#v zYZ1xr5_(<>=Ag`#F_~HsR8=YTmF;`Y-9h8Nyt;fkQVRQ_2Bo!w_buavg@TEfN}8*C z&jS3fsUFRin3zMIjDIMDjm@`ZOt02@$)#!b9Q>fMj_>C0(V@gA#zM_DJ(n3HGaonY z4X!a@w)peuAKQqN<8P==&}l6fXW17`+R3kp*>SM4jr9x9X)9vXzl=Y}x;%zM;3f;) zDjHW)2HB-swU1;9$IRJh5}j=gCLHHoP94WAuwzE^B1(ue&!Bww90e#@qNrsQ`1HHY zf(}0LLd=At=HkWXFZSRn_w}VVuwS4 z8d;nbfxyTHVD3FoLm)S`;w@nsWD|_a92Eab0yR4Mit?{cy~iI7c(gSm(^L?fKS5keNPndeq@ zhks&)mZybZ9xmiA`I4B{yPP9sI`lr%jpFw)_Me}_zcgC{qu8$v=Y@X{ODcWebUuFd zMIfCQ8%k{|Zs$d(fBscAlZ6-EksxV4%I!baVrh5swNIf$F3>$aJL~mS0atoWg_+3w zKj&G(sJ6$3N8haIA~PH-`~|#+4=dPYtO*>e!nyp&v)44v(@hcDT+6~2`%K2;{6r8w z9AKveFZN>Ut3tT@9AX1>^(CunZDNqqQ?+ zwAOwG7$63OqkcSK%M$$n;lSDE0RwgsZH*hVF;BtSZV}mx_Qtqkuh3ClaMa~{gL{xt z0@}7Biwh`&{5a(bQf5W3bYA6DiZbY!DJ&9>Xm(TPhnpx1Yp|5?jMMSgL`bu_*HwVh zC#2bWqL`im=+rYDY*ovWF{#PC!#*x~jES#3xQ!20H~@ban8{17=&1T-9gXJY$hoZ3zCPQ$TQT!RWZ;9T|kP&u(QQG4N& zK=oLJ0~lqTs7&%@@X`6|=Tpqhcv>wFG4*!ki@RLp>oVUY87rNkDv-8HK|<^qc?FjGvlDly({>Qhs9@ zs%ST2UK*+d%rDALLT9|<6V&f>^Xn>kO|s>3(Y?WwPCD7J0V6q7*85Cw@C^Su+cZCD z^xI=c-net6jiEXd-=0axXZo2@hQ3AB4E0f_gF;n0Bg={Fu8bp9Pl74zgC8LKi8Skv z+7DP+Bn1i5X>VjW>EU)ig}3b)KP1A0E|Wms-()e+pN$tbRMrZoW9Hlc?lj91ZPSZ* z{%GBjz?@dx+-dut7C;I3Xu-&baIq_fAjitm%b@m)z0x%22S>~R6ql1Z0)aWeuO$5; z$3_}YN+WtKd}e=K}8p*vZ`h~cdTr+lI5+r zFVz%7{z|K2=x|dS2@wYaenHX{IG?hnnC3w}&(1H%pK5^O#F3E|&-`}_rsw8LJcEBv zDcSwGy>Opad9DJ1Kv0mx?I^#_u1^efI|KyUKT6pR?KQaR4XSjdtjYhlyGOb(58Gjw zO}(q^c)ss%MUOc$F6EwkH zzVx@gcg?@EGLxAzXU@IvYwuAxCojDpa50|$t8Q=a+tH2Sfn6WdYL1u6;ZC=t66v{5 zIw9~)FXpnn-=(XjlW7Ro;CF7K=t_RWyxhbJXpB7#60_^Y&dQpI{+205@>0m;`KYYw zqpWN&bU0nW=4wOqq&k>@sHhA1w*po8ML}_iL96!#LC-~@zRYRtj~Usf%ARod>!Xw8 z2AhSEf)7ard3j$KQ$9PfcPSNAueudrczj@ZD4+7~m}|??XZW4xd}xZ3Xn$yJldPfM zbR|c30Y@80XG=8;TU$jcZ|UBQ5VHPBc4Sd!Y5Vc^5YO7-M<$3)N8LV%{{!#mSU1l8 z?f>2!B|kZ4gm@dY_b6eBs$&vyB-GZ{n%-J5>?e%-IPd@B)Mxtg<;y##?Z2kTWv&uF z3{Yg6a-$AC3=9nOhpR*S^N9aCm=V#$Fln6zVo2F^EFMh)NcgPASGmSl_Qx^`^Ydl* z!D&hJ6-z#_jy*WIzjz0wNrUl9(ge9-jbd$pIaXAHeFfb4~4uGG*&4!p6~Pci|{& z(m$XZ&Kz|$7ZqG-R;*Z`>R?frv?18p=(n0{zV&M}>{hVA50#3Tgspt!t3+jT{Ljy? z!}s-ZBLz3$uJ4@()L?k@_!K|8+wR@|r}5Q)m^<8;*LKpdV1(hmBxaHw@U%ny1#PQi z;s$P{VS^LG#y@eZv$wamZH<4d`rWQ!%nwor_!>NMCK0c$uXCx3orl=2wSG~Pe7>s3 zpk?_9TG<&F8xPBYJLYQq)EV(O6Z_0mrR$ZHy0XE+YpA8Ijg49_7b#sVAQ=4r=uXJ3 zEHCe-+f*jz$BBHzk+|Dz{s6iHHa_YjRoDx6&izs&7FW~D`l3eu0kaQ&uUy5cU+)Gj zwt7Q#CtQVG{@K(x^y-yx#LlEx*+!rT4pPuKQK*J8Ay>66b!=?x1w`^ycVg*r{Z@jN zn|tDhao8c?QQvJ4;Jni3_4v5)%5^dWr{Bfte&NBb<0yHtyW~64qP#~pS|%Fb5U)wK7|R{1`g7u)83koB^c?rED{v!yfjXG;t{P3M8#VJ( zq8tjf_c|<0ne7s?Tdw~+#JA~Dv1+~SAU1@pucybafVhCni@MY)i6)`^i{rmnvB#v- zegCgG>)ywl0_;UAgF<>%9CsAp=QCir+g%`EtQDi|+Z$Bm(B_2Gt@awpGy8eIH$mUw zCxL+Pf3}8AJeCO#Qn?c4QQhx@nYgmNjs@*|&?R<6N=U9P=<_pjGX|o>p4+T+>6Q^; zNB9fA2^U+l`8s}rV6*i;_w#NoY zpfU0AQZ!B~|5-Skco^PT+8s`sLo@;B0OKtJfl^m)f`N$P?(jZ_h(rDH{UwCGZa4R> z#r?8P)nNb(ZnOLLVaV0QWW78*Li?%U1lM2a#&WII?P5Q};YfMJyGSMN-SQyw7Q|_N zk-Q%Gi3(i`^WAGv5mQ49UQ1MC`XSArx1jA}E({N14TsQT(5e51n-KDH{;W&IhT-|t zeeK6+@UN!w=R^C>@D^x;YeS3oj(nZ^yG;t0;U5?nPLY>FqWpr1yKg-Q?^eb|VdbP) zX=3%{Mpu+QM?INd@j_sE2 zM~#CjyodA~@2~tWND#^H%=zVEp=(~rJQcTxkB0maM2PG6NoFa`@-Wb_QZwx#p7&`w)R2sP#I1TiRcrVGA_;h*>%? zxR-`w!8oAf=?Nk^5tU2PT^E<6E+LFUlI9I{ynTjxbZItG!!W)-`D{EI30z9T zy%M$G=Gd@1{q}xp?~WS3I1jY(r)OliiDz=Z#BTnTsP=e;pTZv8YO(-EUax~Y?)W*M z#^C7_S@z(839-wV@0aMznYrBTDv&@Rjs`lJDinSl|HF1*(43wA@Md}rPa>j#p#f;R z8$lm82~=yPv@sh~S|T>~J&!0{D>PH(Atf2z?vHlEZcmnjWxLJmK77hs>xlt~+#J9S znxmkxS$M#LkyoMbK3`6vRgRyQKoH-Am}VLajnj%<(=hzsl}e>zv)cW$_dLDac4?cY zfbo#F{`t!=@ZPU`=6^R)RgJ~yC}&R6Tm~S9#0*mTsQj~o`YBGXD{-5{bZ})PeB9x$ z`%(M0)1usj;blRXcrLK|ij$WXk|-cLP6V4{%(7J&QFDQ!Y4{E z0SilSBOa+(cNe%hqKql3^l8;)VonGn#N;OUHk!|C$s)z#%3DPVsT_aZ*#F+bjg=N~ zNm?4FMS`*3BZ5yfWBQ#k5kEtg>nxybv@h7H3u&r5_jFn3nW@y=;`3j zH(pLi8qYW{rs~wop6IdNKKy4I+s!& zd;o2Q9qbPXrKjBREG@m|u9OGG9S_5l~V)@GEt2dn?hk z+9lEG%fkb#-hs?2WLSIXLMMm3Bg8k$@!KP5e1~Ym|01F(CT|sO?IQuVC3@}9*R~dj zup+Hr;fB>OjF{|%^M713-^1$w)17HA%s_-L9End))K97LQ7HuII5Q*x6Xt<@>A6|y zRT!#dV_^b1>EVSRyF*Nb(%PAn<9o5xlFQQQymS$)=FvgbMBh=Jkj>dlR$in6RLVh8 zC)i~1r`X2;p=Okd@Qz{g09KoA+jFQ1V)zSDnk}nWv-#cop!hT#$9W2*&HZ-My}(0# zR^<)Cq1-C}YBUhcqz@^{RiC~1-om8stbz>?S_P+3kIFV>st#FpryO##xuE>D z6-OBXZvf)D&Zh@7nI*6lnF{rF;!5|d=}DG5&CLt}K)^b!sKfl;s8rT-&BQyyl3HPX zs6(}A_TEh0zOAr>R`~a89stCI6Ces+niiNq@*2gZfo$R$qY`JPjoJABN3%p0|mcRXVH{JbG5RttNivC6-Ry- z^e@cEl=z844EbFkqUBMaYvduJF{Q+374JJW-kxoGob<7Z)~uh1`|n?zprO>Ot5mD; zU6;b0+7k47Ss>HtukVCC*?^4$>OGn?3h=|d@cgsJvLFMr*gF4X5A088m<@HqW5{=r^^E<4!8h&!^-qX1O7OF` zW+>|V30H_T0b^u=1Lmr%n$r>X&08o-a0iiq2hl0%*&fV5Ig!G7YFM>67ro_hc7U1s zCjoI(P(txXRRjP9Ho09E0iScP)mVC=@FP`y-TmxcOT6Gesz$K?`4WD0lMzvtZ`XaQ zevL3p+!sqemwxL{wm`0DO_uc+X=wzFB^MxPB6vjYXpG~JrQ4Jg3~a=ULWMX>&Zpx2 z`L#T{$xO~Xz=!i9d`Y97mIsaZ*0Fs5+D=yF&=feoLxPM|&ug47pq?S9$}W!ZS1S@z zsu+v$<$&18Q~J0}bA}u{>r?Dq1%hp>?SI43bj*Q5W1Ju&Sw;RorlvB?B(a||KkL&E z{@kVoT_28EU5lQwR*U~*;BK1B{8h6NKWGFF*&|M#+3X|@{8g1_J{sJaVERO%QK%(m zr#1ECJb31oa#H;K@7snMQt59+yfZ$TDEM-5l4sq(8i2slUi}oq!PrGTg3m~gp5!*e zug$J)*6KA)_yOFz`u&5l5zqhY{*&({Kw~?1%!2uG>BFZ^p0u45lyX+chy%Z6*-Myk z7F>>54ipa_U@eIH?{Vc*=j5NMll$Mj6u`6nHaL}#@BG=f>_*!Q!<-m?*{v4*@0YwW zV&EguJ`ADwCqE-)OqVXH>gZwP@EIvU?ejgnY?4L3@_^657m4w{a%0|dWuukc8Qj;D>+=Ntp?!@|Bdhmp+L3BkA$I$W&>bocNzo8-xLq)~#}WLRL&MRX~_ zkBD2NbEEeJhSN^*a)%O|*W$^eC-^lRzs0^;MO}6C-222o!ZdK?1$F`o{Bj%)JW$D| zAj=H~#3PhXq~3;d3~$`K?CinOu)VW2qAp0?hw=AYmHL6d(J z&2(sRx*c-ZsjJhA!#nZHod6M?wnEbVd^=;%g>tm zG7nvpg=HPEz7B`OobGCm`b+-LYmX*}Ms0B}5_am9v~U>W>C3elR>-5ad+l+#EqyPB7J@$t5c(UimWrcF3d)u`R7~f- zlEiYS6pt-E8gQF+p(=r5PhesYO!5rv9)yA~|CE&tR?fSq>lFBv4Q=N{>=HzrxJ4?d zbt)BTnqRum*-#Or1^iLErow3t2D9G4{K*o(+7v5!L@U`RJ|14K9S|c7k259y3?Q=B zWv)HrNR0A&j!PHk8*vpqlAD)gt9_7894Mq~>8I1gAy_(;g|-1P(4NzLUhfs;$Wo#? zItX8KdS6*BU(Z>&wT4mB+ zLM8%Mj>&zYCNP87`ki%QUSak|(tx%HTcYlkYC<(cxac2wv8Rj zF~Qht_q-Ah!y{Cdnl^+fPOz?<7?7%zZ|Zu4+z6`i-(|nlD$UU)Qc80C$dE*`p+4yF zdenQ!S=hSq&%Ny%*MlQ@f_1<9R!yY9x77Z3rgmSHeU{-88J4FV8^)@JXNuOO|HUx# zUT!eX4_O>xxtHszfd1?ZED*PDt(^P1m(`ebzM_Lj;dPLd=n!C$|0N?OhZ^|NCfVfG zt_vO=VKE_oJ8RVUub>>C!wD0R0R#q*;eWraeVp7wlSV#9l$?Acg<~(_0<=BURnbKG zSOaa^@aMIpJW2jb?bRt@QVp5B3Zf=ib6YTEo=m@qHk&S>U1hD^R;R0a(J3%18}fnT zmo7^)tZt>QPV39LKV}Zi%4TX!%}~yLGX+l(lWb~Nu#D*F-W3(g8QuRL%6u!opT+h= z8{QwC-h&340J<9&BHP`Hl}7avvn1#~)zJJog!^)@iR4~Iw^MhfSL6g=lnb1h6G!gp zc*Z#=q6j`mP`G9(`IkOsOB5?IppGJ>lm76O3Z8M>6{azf&^LbL1^t+qHSsp>xpUo0 zp#fhsXSG!_;RaQs?N?o|Ri-J4#%tG#Ke-D=C-BC>2X+EJ+b9}CscJ%@cNdp=bnw3< zzn@O&EP$abI12_}@+w#x_Lt|UT5~_GWsj15hs;2&AQ_z-%{yG3ciTF}HJe@#k&HH8 zCMb5Sicp-j_Q^`)!m9u7uZYj5B;wpHYMz-+=G-i1Zl>{zR?>ZY`4MQ4^ymG|G)9Z1 zEV?q-+oc^$x}cIRTyzT&4os9g*WRNNW298GQm<>kSzRJ?Ymz9Ks?F9k)`w zL0R`)x0KmVuq~+HI_wXNU+ZIM(l_x<_wuFn^8;Tq*rzLjXgOEhCFK=kALK6q89FZTU9%k8R5{1aSe(b@t{<;mw8FpK;- zl<+B3nqf<9yr!#DCs=xXljx{TQ13vrbX`aH)*av4V87luu*NrAX^CU-b0a6dwb3z& z(mh4u)4Rd$^{3dG?^cwYpE`<_R+v2Ep*V>@$P%OO>F)RFupJ^@1tOCt+|miLa1aog zfIy_?wiP+8=P%}m6>6I4K0kbLuyBippR77p#)_>Al`g+AdlD$-X!1|-7R{^DsgBAo zH%1X8i_-pfO&^+1@sakK=T*COSlO1~&gR%sipS8_aTZd}1bXZCQ7qc{yC?|D{!N^` zO?T<<5=MpJQ_WHE(Oj9Cc+I~x<;Gq%O1E#^Tm)aVK=>u@j@RYb`@+gfwFZoFjCs;= zd`TYpZH;F8p6|%-T=rE?3+-~p#NphXFM`tkgd6y$)j267$0OM59dqSQb~&k~o~CBL z%T`N!_-eFpkBZkuCw$%-4ML?Vk>R_w5HAlp_GG@hO=i`cbqgm#Hrs#X7f9nZ3mcD| z_!5Xfa%@EC1;t2Q8jR);>R8YNCO9kTy%*9jjTb@%_)M95PzhmTJBajDnEz>`mRZ{` zmY-kct{s%8vv83o+i;elM`W~0tXrAdL<(!CyCnr;sx8@~I%b+e$E;dH>1?P8tk+m- zH*J|qoafm+Tp{iGMjYuw6YNAwcgc@ya~#u4G@st7 z7C56ep&%iPZ`e>MrA)jj)nWM&?I;=;nd%W+R}M2QYg_1&!npMQkeXov@s|1w`I$4+hG%6mGJ0j@6~n3l|z~nzHs47pyuzAJ&nC; z4d;t(_hvnpf)PMP)&UUFjVa;_xPVgePvT(N#s2NLvOK4} zFGV(2sCE$m**=1J6wIw9nimvD#Hg;vHCVD&bsB)d5`09lJS*rJY&)w2I}LN zUqz~AG&lR#FJgugn?y~F9wUaPGvwW$O3YM_U!bYL7;L7x1!8$U!HD)dO4L9e@ON}N z&2`q=dseHc-7aP*SM9;uaionFRfeir-h5I;VO8II>daD~^+P&`b-0p1LZ^53yNiIe z+;Jk{@R3g3kj^LIOA!AbE%|th&-sg2)QJlYc!&1xF;rV-4~cY_>h48%g9Iq~LI>1s;)^kHRy!VrPNb7O6CloVw?n*C$0}@$qq= z^-HSzU1mvEu^qV1*5aSz(}#v&C;@zO=z4aas~0YA*Y?f19Ix}@0zAO0z7PLI;-fT+ z$|Pp>`DS90b&sw`Lu5OtUzbmCK~~?;jz>S09h~eDOug@UR9egi%4kC~-7LzmpZ0MK z*dJ;`od_Zpe>|ycRh##RCtE0Nq?A}1gctdR4i)%iZ4MYYQvoaq*X^Br!Y4BPQLvdyitjAeR zT94r~AR(Qy{hOtyn71e*jV;H@R#7KTHNb}6kBI`f%{HDAo8!V8&vj7Ub`P|YvKOY> z3+^fU7(v6`RoNLF{1%wd?b;I?*&oqrd6qyN@|RN%vqT)!da%>NM8xdL26?n;4HX({ z19uchi+q7!l8*#YL>MF8%m!!e!44hwt5QMPI{GT;tZw6Yzx{lJ&c~SPQ%9T6_)dA3 z!EU$B)q4m6*fijupzni|(8~v3Lm4#C^iK59jx)Aj2fRQ6k{7-+qNQh&cN1-0V;bLm z7rUC2bv~|W!k|2A#wFy79DRV_tkMN~zzO_WbM7b9M$@t&D9&)`)D5WSaG~yu&I_6D z7Z+;d#Z*fNaM-%suviJ^w|inN5mdJ0fx>RVpndiWl^?U4KMB&j*n}cad zv5zJzC-OHYUJ!{sl!!uPpYKn4WBPt8MYrj@RoFLF19e{`^Bnff`BrESopJzUZC|)t z>k6e*UpZisu*(CCJ7zYQBk$hP&C5}*BZa$<4p^XoFIzx~y^(aIFPjX00GCl0wV9uFNPWWiw4N%pEL|1|#3oO8Uhq=e(Q&O*k}fox=9#3F zIN;BSjgJOP_TAHv{Y^Fa9}9s0$>=^&>Dq|SWgQ~*bs3-TZVcgjmc;(kikCdR*Uoyo z=Fyc+DuvU76Nt!wkAkp&T-9Zih786uk!25Lb-M8!Y`%f3&7s+x<4i>4NGkP4C}bQE zG#gxqB|P8hQy2d{$@tB`3@q;Uv+sxkw_eZ|$Y)PEkQ9kP!Y;+{!ZUk7HyEJ|Pewc! zcW3t=u=h{Z#}+|$^l}i2*D3eJ$#DumQVG#b<$)0+O1dZtnLt6;;77ikdljsDuVQ@L zyX*#(y>*bf7>vlPG94BPMwY^aDr0T#hbHbE?PYoS~zx z$k`5#+Q(43)NbLVHs59Irei868Cv+8qTEl(eCkyw8k39>l6G8!;bh4KWxALRrQ?Gq zc?PrsI|x0ZPkbw9j~h`|hcF~sc)$zA)_YTb z;~P zqWe?A3IMQmS$)=zuB@dO{_e1J|)*9gM?RbLjv z%e;d;(jnz2tWnBlDdkx-Bg$%k_(TvyUK@Dg#I=wF&l&>`_&K;qD%F1Xy?} z?fulZjds}r>rg(_yq3%P19~lyj6PKw9h%6O-$$0$TGJ+n;W~jpO{XgiS3J^CCIh^T1 zG>SJ*GcIa{S*_6gw-%|}Y23uQy(x8|1tmeQ+Cl;(0tTWC`#H6AcTXyrB)2c{=&ZjT zf470^DqMzE_(X|`@QZo@0!q66VAnyNpq>9>(?eCp8th9c`r zii4o;8mAqFLS)yVg>GdPSy|8i^7p@PsjXi`lh!0 zh?VH3?uBx(aHmt9%lXNZlZQJGw&e2{$ohYi3NsQD)|=!xj(S4CnR~FAyd^dJ#nS@3 zKyK$7yS(jRXqmtxN?k!%h#>ePn$Z6+bMyQ-2Dncvp4+^l`1xh%M%(JvmSfYzG2>Lh&P^n0ktDznhG%OR@$ z1~aiSmM;8h6@CA=*qU;8B4145+rWN|eq2a|3z~7ThZ)--8_=KTq=&pl452!c^Nt3F zIr1iV%u6~tY=fT0#pv`T59=J~oPvPa5kUKkPw7^PfH?$xofhdsw*Sq(3)YQbQ51KoGZW0qQ<}BAAR9IlvK*n(NVXWWCG@(ytaUh|^p$^@+hQ=kaoE?v5(xOs%8L@=?q!u;*L7 zL{;^O6ZfE@nG_Mr5{dCpoK@b~Fz0Kr+S?OqB7*hzfvJ9$#$KpXAyc1(gV936Dcw^s zJOKoH?^Tc#Q2Jyq`wL=}k-Ga_$M_~0OdKRTx6>_7d6*kFfuxy^Hun zZ^6*zRE*?p%fz8qnAh(LKJ{_Yh5S>xX5cb_34*J!xB69jJ9B5dhK71vz@@t*3_0o+ zeNsVL0xrQ_8}dzBuJLTam1gx&M}8`PhCqtKpcWa_eB{m8z#g~XG@!QxL-#dxfdZf< z!|~X6RDAa9mu9&#s&sMwfDxyjqWICaoDF7c_Yy3{!x0R|o44+yivjWz&Rdz)) zce0D~2hkgvYw*5Krs7LEDW5+*#(Q*H`@+gzwmHjpEtGKn!{P*J%lFf9^tVq3U`0F1tk&-Byb#><=9SmsoycK}@@J+Pk=$d;d5 zXy0i+GA!s2xm#Xj$AyGQ2F+h$KLX`DI?9-JV=d^B(tJO-{T;1DLyWz$1lByLW0~4#Dl^iyb+yAGDjCjd!9iAOC66z z4}ahR53Upu0*+Ka0XEHr$0v3K1%5)H9gBp zo2)MX9?}kbHYwt>fGc{sx;P(E(B%ulGEzVOYfwV#6BTNKkI`L0y9lgxm}+lR43b|iH=GeUgK`yDkLHQ7-Gd!!jal^3 z9GdktaskQ)0#DdR(TpR>be?>Anc75cy-=Pn552=2Nf<$RsJ)l2r)sm9C_CbC8 z@7VQqmApWVVB-EB^pX`-=#0D49gLbF@54lb?LujyC$WL>o+gfT?NbMj?2gTRiStao zg9n)ym;-G&b@$xiYwe&Sx@@nAl!QsmUlz1i?q{ldFNAS~Jjz}3G zFs>+M*sV(0a8}szKb2xIrR3LBWjY`Kp8Ezy#Wg<=Iw(0caw%XO$0THO_#Q4qW#*aE zaX1?ZjiRLk*iAw=2S^8#6-^j>3kyR`{kBMXokO4sBov8BNH#&B$}rM!OGGyrqTp zeG59=o5IdMEZhdp7U!E-+4mypf6+0IwW4Z(@N|((N9HVg;%l~`3d>|UlCp+&KA~J?Ov1`=Nj_AK0UjLCaW2})2HtoZm>!$?8X?{J4 z2zV93EcT3ePnE(Nw{0i!^HnPb&2_gPfvQTkbE(0WoPXVGbF@QL{IsDfQz63}ZAS}7 zcX@E}M;Lw{(KjynG-ZM8o6Q)twVR}fV*3vh^Un}nv9F_V`P5JI&s2pnr4LD{HW#&L z^tJq6nmh`pz$+=eq)rM&`SW)&WJ}+ae2>K5nCdt|ipKL@^p~0=rnD7S{hbvC!I3FB z!!0|y1Vd}S21QX|kUVHefxFaJ< zjeUKGm($tk>s7NNGx-9Gp%GrKfW^N? zp0VJD4%2fEd((oA4tYsx-rD>uS+!vb}F=)Z-8@-uZ*@HM_-r?LjNR#ZRH)3efjOw0@Lt z4~l-6VC7=KTOQRi8^VWxmHXxG*4n$1kZwY$Wj%|`KV}*`CNbmU0e>l9xox<2%j~Y% zA0Le)JWn3@Nt8pcnmJYxyQjr^C!ol#v4q`^1B^2fCg4(u_fV4GPzy1jJiuTuwIX8w z*V&b?vWM;cn?rArCbm|bvpJM($E6E5FRfM|DzlrG#3h_3^zJW@Asbnc&SiwB#|sM5 zEt&OrqnujIdf@9xt|VL>oP<|pCBD`;6@@Jl-&A^DZ2@%v!;o%NwXiCJ!2{8jZSs^s8vh{1++DHl;`j%(}|AI1v=U z{h1(lb+D!U?rSe*6Zhk}&5VoDw^1An%{~eQb%>|^f%hoMi9oi9OYVRgrQ}?7W?)1C zDI^qZeiPh3Q^a{G?ft?B{(~%DwjRL;K;^44D&l8R+(27qYjsLkT$znI zWsaM_TU_G!y;eLdlke?3+845wk7SzT2awjZa9lJ{9fxPWL^;(jPe`%%vh%mz)-39u z^S#{?xX z95Ybe3fc!%?5I=Q42lfadW6lLrlKeer?B19WA}31)AQolYy<>5Vtg3!pM>%h>Ql^m zzhY;--VMbPoD%d)wvRQGe{Kf_aWI3w6AK3i-GP-RD^1<0gyWk%u5V`>jdL#2@L+neMj3!@vQ3o-~KKM`0`hVEGJ{59Ypbm* zBAzo+JK!={v(}>RpFmgo?WTq+pWY1a(Y&&Bz2BBL^2Dx?x~yT8T^P4xFT& zlw`sT(6zs0O)}8g+dW!QDhOW;@B~_ssKHLg2WULHWv~Iw#<* zy{bIN{{{P{6K!{rETeoGSy z9`PMP6bmyK5|2wze+r4*+|$lK?RLP!XwnMmQ?^hm!FDsl-X^hx9HM&E+V{ohdW}C# zBzu2-{_x+3V8W7SL4Jw*wcezv(qnGThcO9LN870%>z8fj2VeR1 zz>%REv84yLkHf`)_a1zL-?{>4nNx{~~Pc3@h8{ zbX?tvVU!9V>OF1SYE}4=jYECH-B1IHZF@@eKD6c zkAA0}wS^)#Z+d#O)&z)dwOiHF-471_x5}QttEVHB9gUgX`--_&=zM?f(a(cA8KORty z>Q`;u9xW|3LOgaw8UZ4mNoV;O<|e>n+VF!Y&qya{M=k@o|2WzMQ>GBH#H`*=@D()@ z|Cs;OmHV;d_7-2%FwMxm(4?U{--J=Ib$6eY-nwUF^LQB4Uj{SU%s|F;A&!r5`rLjV zb|s6dMc)G>>6Me*&!c_*%;ii3I#FNVTsteNCp{DQwExJ-CB|PB98`Yrn>zuCf-+a* zk<#pU=Pc~yz-ATaz&jEnGWl~J0mO5|bBQuMWmV7Irqqz7M61SlspV5-1V@;X`5)iv zl4y?{DlgLpr9Q~WvnDdm9H$oF(=r|A@!KdbkLk7S$MJ~0jiifTZWPC&usXb$TpT}P zMs7QYyw3i`miyGt%iD8@xUhPbq1c$_^PvbrcV#Xr3D<|!|Ov_`VW!SBd|v#>;IM?NjE?))~DW;f?HyA&s` zr8j4b^*u1YZ<@FHG-K!j=n5jvk-AjEbOVM17yl>t;ri^1m+zU%1dWz zRV*p254iEQlK);GNk^EMY01g9ya_%3sBS#1$D_V~^O8}L=3n+#!=K&E4C+g~pLFv} z_&smWbjehFe<|~8!Q@x++oT7qqazi-c!-;y!df2kDd}9@bF)3dY0~t&_08M}WNnx( ziwfQE7138?Hj*?DW>r%3oA^n(z;CXhxAF#lCVw;FA*YT>CR?V5YlP9Bjfj;jX83EH zZxs+jJeFm+IL1erT!Ti*9R!Mmv&roN08{N?*ngC77^*K3y0=NH&wwa{`TVZ_W8ZKm{oUWdC5{eUMI0tF+IH`Ai<2J7i);v_|7h?oN|&Prk?hQjoew_{N78Int%Ix_j&`@6G+J>Mh4@ z)=z>4BJooA9I-qb@+qjyoAf!xY|Z`+Y^JS;UQLAHRk()MTqTfb>+L(HF8#(QOMNyw z1nW02Rk?T%HGRNo)vNL;K7*<4heFRmD4+g^HLQC3Zk-h8 zvk?)aw^56`%@OZ$KJ0N{qy_JPJkKE9NI}85z|-lQnN4B$W7)o;E}s5%*6fc!B&D-R zc`K1+zmt82Bn9!iyjXbF3xgo!MPEc=8Xi0ib0~0*`XDoaKB6aTkmSRlLI9l&K0^lu zS%JwI(%k2vJz<>5#Bp9@GM3SH;jgpz`1BL8i&u+C8mk8fisG_UZIbLOa=+Y@9Bu*B zs!k|)K$E(ij7Nc;jb^?|anWz43aBq`M?Tp>HLu;q!3q5E)s{Eeiug#xzxTSenkDSI)z_cD;9)IobCv!O@5%jhMoiT*RQW_ZN< z#XJQ!WrGkW=oV8uH+rn)(TSCjk&o|-9sjN3m4 zHAns%pYsdX2!8PSizs_(^f}8DFB{m6wziXG{OsaoxXw1mrmm*Z*A+@f9zWr(z9JLE z&As#ptPTnBT>k4Jw-@nvV6!fWKpABz=bFiEILPBdLC6eH!|nFLL#8#__WO{6XTJ5* zOdwgX#zp>PVaPP+X44A~vFiYV*tT?+)U zLJE!wh8b|5|&+=t{5F|T=1wv!hIZhP0!>W(hOP<;L z<4Y?=0JN$N(R@M1>6%?Z_yGMVYd<79Lvv%_9$w*}ncFk;C-+phbf2^FKLw&}K`op( z&x@i6{H~bAtxU1Oy8>G7*RhCp)TBZP`LAxBxz?!Sj(|97@2%xH>G8*6CiewW;V{QW zJ}Bw_G4&hX{j`V`|ICH=f{}ml_<5m3dd%BJ`Sgv?UPUHPMO7VDdF72h3c*5HF)TEr z)g)e)af;WJyUu<752631@cz&SSolcNN9r zeXZ_C++aN-Do7|`<=Y&0gCEz&i+LM=3Fh+9a0~Dyjg9r2cGI*70g1Qg@rIw~qEUM> z^K5Jr*=hHXzk*Y1`e%rUzEDdigpmr+Obv`^9dM=a%JC$M5g|Gzd7Lj3$H2wjrgo`ZO_>wI`p`k0 zN3n(9K822mRR?GAfZU%@e#jD zopC@z{6evl{^ZH=;sC60EMXSH5)b}0Vzp1Cx57IT(!1!>d2QY?4?~-P2@i0A)v~P= zt+qKSf!c4v$rj*cc8s|H|03pFK4OSs)7cV4h^@%S%Y_e`z4WJkrpl#oP+=h>NIHXI zMT(KUCgVw-y7E7Jcis`Or8XwqEtf4)!l>erUwGk#;45g$r(gPoRE2X~Uo@!CyR+2OApp#A-b z#WzTGvzw1kPgz=q3~kLbSI~a^x*ksUd6!J%g3%(1vDtB1%%~9VqEDpJ&TwJ?X(MqR z9xpX8#^gf7vJZvFJr5aQQ4T6*4A+HL%LtIj58#wL7w*2`6FEK^nSP_+J$S41*5%z9 zBHf-gMY2aDF8)j!V+?0wTD!a(9z8>K`JGcL7SCm9(W7rOH&H+Jpmjb4GehJ0K~st zgBQ+Yp9r)G7(CpB*SbY2#%JU~|5%t=<3*FaE8>{Y)jJza^ zt@pR-QE7ZwYyr}}f5;GjkvUcIEUc^f<8qOEyLY^Fbj57t{Qzi6dc0!-MGPTP4Mndz z?zm$Kg#+zQArkKlAp1^=gZB)y8DLeo2-6~YQr@&Eij)OTYUjvrdq48!A~VI));`K{ z*L@?wR4$tAs>S}Q10v>KD&pbuGxsYmDRj)^Rx6+nd654;DPp;IruV$udm~obC8;_e zzAWOVqas%NU>?U{U1_&mtSNG-aajI+J)kWOa@9eZi{0eNG!y_(ak8r@4^Ml$^t6Gt ze5w9_@Nel!0+1DU%J=3zK{f$S0DErN?WL0z!-gxyn*(GbZIjOR>+B=^4>+<~0iy zGAei<7PKvYkoT~F0j(!)$Q)$}hi{qQJy0Zb2`G$*+2)FI?w@ zRcl~NsK^E|79FXcw%P*cC>&&9iIgzjkU$BK`v7fTwyJV$jjk{3&I{+&8v|7hs#K-} zUZK|OkIJyAVn_y)D1+~S;P{s!-tzm*)APvXdU>ZJMncRZ|DMqbz)?VZ*X&QAt=Mdp zkES{p09oVH>7_n&VR~;Xe>g!F!0`H2bxU!GfbhuVJ{cDJ{fS#r`t|&e=KVMRMudVW z^XQ4|dO%zMs|ptae)_J6OFk8`+NZKW)V+(ReR>+j00!t4pxh^7?nSbO;r5?IZ2OCp zv~^$Marthc;+u|3pyO%tW_x?uo@J9`dO*A6jDMB}CC~!ZBfAmPa6>PsOg{!Yr7B4c%a}O&QT!c|MJ$tt>kHk z4>?CQ9NM+rAv*Hvp~XKz~=zW-N)YD0Wk5=vdyi zh>S7dy(kvU?PSe1CQ*vvKaE)V133=mZYfjUazeyx^G57&W|MQ4rdcG7l2@L{f-NCp zIb0yT+;P?E;@bO0JaK()$Kx5Q_mJ8Ev}^Adv7!P*;7phP;mpA@SO;&LeQxaV zGE0vA8yR5{#s@@d4ir(zubOxFpP2?3?;fCz_O4JiTvu>nCr{6q7apNRgfb+Uxds z+Kf@fdO+GUF*ta>)*c@H7AIs8oqrn#_UsFhdl&ivXiE!?x*)ght?-_RJAWB5;*6%a za!8JMsUc|&wE)%AHs2U?Hy@X&40DXP?zyx{*u5#tY{TONibU*g8yH}73_`LJQ@#2}p^X9yH{AwcxeYcl`O+g0?W z07qC>4p8dA!cr^C=UF^MncJS;vroHL%dxn)dNC?z}TJ%L>RNd43EW9x`xz?50d>4E;>bhY`Qdcjes)5s!N@!>UVf+woqza^b)0w;8=q z_0J>I$BGLFZw-P zD}3*qn@`MQFk`|l0-<7tp?N8q#WH))ZE36Vi#EZRZBO9rOq z_O*xPxK#{ioLFB`Go;+p^Q`j0hHNMMrv>e)Mw#}&0qp?`QQ2l8>H3x*13i&nF*yElz#$@W#M$A;Fl_j3UTMNB|@;e{9O z-Vs|czVN!9yRAn261OxtBpvp6=- z>A8J`_~eM?lP!FeU_*EsC|9%q#8|*Q=h-|L@ClMKw*EWJ*ssf;{7lb zN`H>cYx2B=$c5-E*44l&`?Q--{qqmyeJzNt3&j0h$ZwiGx!P`VvT#|zJeOlEP`qu| ztM9o(KUx0(R2AX+l3`W%W9t^bGoX0FbJ%7N zeKMy3IDP3|l)bbXA}swx0wW+PjWEuiNl(!;@e=iuV|l%0&$E5TgAz22U+2p417M+F zpjsAnd!fCX`6eVwaSxFz9&t%8%$1&E*_Uizv$6A3hHdpZ1I?anKzHl+BbMDUqc-N^ zd{s(xj-K~y9C%0GH4u7XRJPH(b}wx=_kb(_E1}%T@mW~oLo-E#;+WB*;n4|{VqUW z_e@6~qp!;Ta6Ae6a#YR@>x*Z{J5Zmu47|!CfnNagTvHQJ_FT{3vme`g(>KP3K4Va6 zhyHe5eN<{kn(<<+NWn-8_){45yvHQxX+e8Hk*K{`|9W6bVga3;$GzF4I?o+={%R9r za@^FwK-gTUoM+7&;}P15q;O4cw9=*auTMIU?qq6eo_A7$5Z#>9o#*$}FTMMGO7xnQ z%er2764#uFRH~2nRoYlNp^J6WTy#cpTTffhPrZmtUrbt)_^!|QHYp~qj&@JViwcwCKAG2^fCX)GB!YdlWm03ZueSGRd^Hrqlhjq{HSZ_c$1Q00r`OwK+aBod zfy!%*90jkr@VLCEy~1+X{pPi9`?l?Ync4%w>JO&JDiE* zZF`{Yfwl+Q9%y@@|2@!xcK`dVJ!2qxpl%ncdqK-J2fhltdn-w~UsuoG(|$igQ~lYg zXFc5oFVk2x?K$KlZ3QaT#kDHCk?@#qEqh7dR{$J^}SR= zf37j*yG-p7^<6fV?4=LKH{-8S^BRb;=p9x1*QwH*pm){!Fk4lTG-Q+9r zK<|8IiZfI%wfma9BA$2yo<+Q*vA9c>?bsx8!GeXY4S)BWmg`wWy8)O7jNheJ<92Mg z?7mmy&AKkOFw}rnu?pp<1 zW3#Qb>elmKdsxI%w?@46_YG)Q&wKXhimn(xzN@f~5jnw~ZZA5(t$({*^{N3iPug!h zYix3u$ST)6&?eMD8rARq_*CMQ&i&GrPrUA*ulMMEPUrpoR@+sDM9R2AzH#9va&Pa} zKThHgLNfpy-#r48(qFyCRUrYX{neM}+j#7?Uuh*@wQr-CwNo>mdipcH=LUq!xE(uT zGzfQjp_1J+1wD}7)N30j2tx3PYyPj^JEIZyklm`ORdGm-!tNo#ZJS9NduEATXIdSp_jM0&UEE6uhdCkqdXv z75zDW!u4Vx*T>0Rs|D?u)Y0v2di4OtuIrCTCL)3%=s1fY{n%t|!tiDB^tUY?Nb?KT zW}|6L=N8KoW-lTZn818&12N$+d(A#)G74b^BLiAM`>F&n)Q@9cOj<&d7$X;kD|yF~fnvkmL0yj|&qP)g?@4-R+q(nW#`c0V@5Z zzx5BJ$+nqm4o&Jzpj`w(9%yvVmyPkW%~ODts0v~koZa@PV|qge%VP%8=vq;=BAUSj z=Qqr94?OTd(W>UD6JJ3}gGmm!Q|1a{)u3ooy!g@yy+M zEn*~|$Fa_#6JJ4_bSMxt{}|e(&xYi>U=Hd_z^na*J#6V5-=5R+zW7+PJ~Yo+SoRu2 z;rgSqz4+11U42~Nw`avn=N<6I3$5_exnB6r+MrEX|FFO5kHTu_GaZq)sRW4@w5PJ8 z+QSC82P$a4_-HC}ndq!vi_aqKNBsMHsg46+9J|=Y$?t1|vxEsMSnvQXZ*%oeCe7dj z|47|!`!{*>76}}~yb)gVdoNAZsoQ>>lW*B~rsgi*W>&dH6Q}ZOA5PG^^+zeT;8+Wx z#bS|RJ)qsKRefga@Cso9ac#pBZDGP8j)xiNv`I|}gkJTc!!mqoL9lqbFFC(Sg;Cwh zVsYV~DIl=sXPeMnvvAf|RQSCA9C6R@(mMk>bIhM&3&dD3Vc~8rbg+d7G-9RyiCF$U z8T}BV+_q6!B2$-}zsDt)TvB-AQI`@9A!oYjrkfUuQ64**SodFg z>7@&WEP@*>bwom(adK1cTX_^ybTM@5h`B~n2=qHyUCO7KLxS-8RP zPdZUN)W!`^$4w1H?l?6iOi4EyE8|{D1A&LR{{N;x3=Q&O2WGo@-p}8ch9f#n0w3B+ z)|QY59r_rXyI#%yC~}p%r2!=>w%VR4u}j=U#He`sk>6AP zqk2a4!*f^@M3z?nRB96tHyM3-1j$eLC91RPNAh`!bm{n1WWztsm?(6}Po#hfo^KlS z&)$_HCdNPGz%hj)IU*KWFXu>&#!+H3hGtSap#|*$#-jFeQ`rL*v@KXmZj(}kl)FgS zJ$7}f-H@M66)wo*4pudiIfrW$+1B>6HZ{f1QTj&7t)d#1svBsw&?*D7V$g{I8yk-l+Ki zc)e+bf7}q%gPMdh7BX5f!2> z=bUp+5nnm|^wSG54P`Z6_wmOcU-;Z9v-#uy^v!?&``;I?cWPaK{_~%UH@@3$yA|N3 zsJ8j$o5v?U@rk0DO%d$f?|yd)}PDFZ0Hv&kYX{_l?;uP0^BZX~Hf&!}Hr=$>y_s%HA^}QUymHBf_xIQiU zfB(2qd-`H}$3n!sYUA;~KP9;G1_^JtmWauN=O)PTL@9NN)D*?Edoo4BBNY__K%xo8 zG|?9Cb+L_7>h{T7BZlppY+{~)S4#DCtEVgOHY9C8L*8ieI3}Vj)oCnR7bB=PEzA{eT z4>*gQiH1;5tJ1yt%lo45FHO=25f7c0ImE>`%mzP8B;ie| zwB(ws`xhUKSoh$FMb=6Wgp42>N7n;zyl#`3E-(Pz_LQ8UXdf*WB|N@QhA4R+ympJ$ zw#`CfQPAcakB(S;^OWM#_5#`waWzl-*@#V8`xiyrdSa>{ks9m}%9yCfd04>Vvd^by zwcL&qf_BX--ulA?mN)+@JthF+KDV5hRNU&@001BWNkldUMNM7P% zr%MjBdD=kx?6c2~cfIRf1+;m}RJDZHZ@cZb!sG5bgjaaWir#+u)1Maoao0Wh{51Q6r>lQGFOdk+oBB*dg8?ZL zvd~&hD0@^EudTIr=3RYwxD2`t4oL+z?@^K1b%&_ja8cCcfY!J%%9VwYQ&@;c}oo z{G^;KjK7j=ZgSdJd?h{Xh1W>q1{iJd^(HL+a?V>u41=SD@dxGjzu}t^n|(KpTGFwU z#TFczz|C0VtU3XwaKy&PL@cvi_9?YEkqDt?pa~=ig7{uPI7Y~Owm}igGCa@D z=$Z%?Z(m4TluOuq)IYP&^)t~GvYeFX7+EFV!P7oEjWlymI>Ns%-79nH-faQx_oXqx zXwYWH);VvEc+=2`t$vVFtDe#P+VC5VKuZ&XAK>M(^Kva{&%n-YFFlzasG!YyUU1Eb zmmZE-?Nbpe?v$WC;^ztC76o4RO~<8m5409qJ7V=cdz7ed{C0ZCyciziu&+ievUZb; zdZw|6Pf8D)w?L12$h)#4mscT|F8nS8W*Tl_4Ts10Wt*0T-bc}c_sjD01b43_Os7E8^8I@Zwippw~1tW!-A4t%{5%kGoW<1MLewnrc%8v_~a4^1RpmTK1V7w{a*J?fn33MM*_{O1j~V z5z92u84r2q8JU*Z=&+1V7&jyy6?M^>e(d_Zu25~ML3lOa8!);0z=*ZJ6tU9#8pW(8 ze9c=03P4*LM@avfJ0hOBt1-NG&+*FB7L^k2l?OJ?JPYIUUmu8AaP^!6qc4uw@w_y~ zL{S*5#*lGPJjC%4qpym%^2-q$0`1i!uK!l5Tmfz1%}BlOu*{|Vjz?cW`yXk1Y<)@^ zvm#BTM;G0&CqF;tr37$)uKC}HEq)lW#K!pyq94NAetYKjh*dt4(E;8+J$Ze`GZv!u z|A+pOI_9DcK$|x#$A0C3sr6m;r%Ni~)ilbjA0=HhK8=x5h;~RuH>hx3_|c3iF{l}@ z1+=Ay*3T4!T>9DD=NhuvaS84WVTQqmM>L>44Lei%2^1}8_p`&=!w0Ab3TPjZ;Wm}8 zCghX17g_Aa9MmGdfVVm^8A5eslcbt@(T_@A{lEhcEJj2DZHxHDpUZyP^w``DKzEru;<~)CH>AP#z~3`9 zQpVSiG}M3x1IU6c2U`oqe0THl5ld~Cn&UnebU-Ow?)@0^t9~rQy2hOQJ62Jgd#`^` zF8m@t09&-<{y(R-xez`u8N6-&&D&*INvZIfh3)~L@xg0XD96~n?Rybxej(@9=!+tD z{QG1;yDQ@H8zV0LT*T_1OCyDMtgXh9`N1QVG6Ke{f1)QJ-U-@r-MoIFy~LJj90NAn z>ZBe#KVycWVIB*8>u<&_WFb+gV)6=mTfl_YEvPC;6cV;^pp>0BZqY<@4ed@&NRz zv&(Q;`ppsd{W*;Ui^|wnnyp%ECupmly=1Sf{8f}xfPpvoO2kdyiLmWQ2#e6{??YS?SGjI zxOBh*tCnzO*Bh27TfS6}D@0QaCKoNItaxnSefKTE{HH(tsf5mjt%a;rjvsW;L8Z#O z)6 z*SzblyNc({%a_}hFZcfh?XeMe{5)$Rc)oJFLbBD<=1~C=?{hsl&O6d8RsHOIkqTfW zJPTw?b@8)V=*R;syBs3lGsBTlYW%1dC`Ezu<~Wnz74eYT5lM2M_W_`Qm+&`Z%ln*b zp{z?NI`MO6n;3!Ky-=~RK10HLH?F06L{NmP*ZM*hbOGNT&rQP)(A!RCyaBUXRAraM z#h*^Y#yoJYB0R>jFtTU2Q-hHp|Ew)O4BVTJirC6{SusL^>0QR)C24TFp5jXegwK^< zig?4a5%VpTkqgF#Xo5LN8(WCqGXiiSbI~v9DZj6ONJiEesdkU>ruCUhaL;@5i4iY8 zkZTFgoWUaxUeZrZk>Cx-K>OGZPy5A)4Gz!L zMVr$eSe&R=Ye9R)^lQJaYVndY2CBSRp-LW}MZ;ntU&J~FN`PH;FW>^=tmh|g&V@u# zj>%X(R14P=xAti43X2Kz@pNq2S$2m6H(uxSqY~8Q@&J@@886j-Y2fSQUW&gg7;=fc zS_`F+V_C49;xD0TZF+KeR;{|P?OPU4APaouF+H1#RR#yoT3h@ktd$54S`-`S0|m7g;k6o|3nJHX{$(>pl41V#la> z{H846TWYI(H#{q#zt9@dRkp!(#RCsKShi~cR9>%KF)vrH*}sLafu`Sh&cfot*ow?} z<&Jee@0oWFaD}w*x#yk&!oK5GGYEVhfBf-sEqQ4MfRFQqzMaQ7a1S~05;`0;Dn^VL zQH}xPeiIsZT=^73>#1D$J*(nBMvVoxjKw)KTxvW>vlNgVp6|(VB0K;Kh}ELOnx2rp z(eL`I6mmV8e+$8SSNfNMYFnN{DM0NV)Ze@}A#crNjTKej2!&izC3um+ zY<4c#>gXQQO2)Q6=Jh&H-x-toR!zmD*JTKPy@S&D2H1Y{4AKUk8SpbMM7J2+?pL>G z+5u6H8=im4ds`!~ZLI4LbC%~WqNQNf+EHaYD~XFOTz>OC}4D1 z3fXTAxw#h1xm(+yD6twa{U$Z)*Q%Mr*BBrDSe$zDPf9dPT4_?BL0y&Yp#S%orOs$U zdlq;dCD(+Nilfrxfy!1JgazfxoFpY*+Yo^iVgp+?#^u6Q_c{a7I$6rGV{$^3tt4~j z^~;u#aT$j6efj^`o-I@LdctR&lN(5~@_7mtk=oYMwvPSOm4L;u+FYdqb5B*a$29;z zt@tipincWEt)6fBjxjJMx4G1Q=-vZb=^n>6{ouLgn6P~%_c|s4LZ8)ssQGWtuB|?v zt3D4eR3CP?t^Plsw=}D(tNRbHnD=V0b_GShSGiK(`K^cCB+sv(%7j*r_ZzSV{yu)M z-gLcwC0cO~!1v+BcivyS{O;bJ1S<_{H`}JXld;X1C^zdN&tNo_@zRjwlv;;ody)Ps zW1$(R^Yu10K10Vr8ceO>D&np%oFZfdo4-L_@?muK%qFUmjFwovFV!K~t^lDOD9NVt!vj8QLCbd!X%swg>(zdY}dE|BBb#KIE*?15KrGVL8*H4q3(```4=) zdAb_i6#ex3x=kDVY|A9tKV9vdStmFB(M>MbR1tT|!A?{S-bk}f(8ONvZi3%xpVwDA z0E$ml9=4MeuN2?+9xv1SzNe=DCpRXh=KRSWGp&7A$6~K*59l14-e;RJ=eM9eWBRqd zYTE-7_kisq_T$_xR-x=4&p?_%F9XoxNB!Nr_4wfjeH^+5w^kFP!D zonT>`jQy|n+}e9QIiB=c>iu^mv4{P?MKX1<+?M2d@PFgBwwKxd=+3Q!ezWJ7{9+N{ zxGeWf+f&?Wbk%1Cut-|GXM2vP8$hVK-JcSZ_H`GMk}>&yD03AV*JgVa7C!B@6{+q? z9*B2fD;JU$Tmv`&5Qt3o_-qcdNxlY^Yw9npll&hU%b|Cs- z7Q03Z+OyaTX`3^t9^hUK0GLhk8ojSSE%%$;IrdGDO?D|HFB=@(quGr#gDfdZN8}XU zi+z9E&~a=L4jC8mkKK}GijvY~0k-2@i{EAYB>NoR?Xr)!>34vB)z=c>sAJXr>;pPz z2jV?+qiC}a9+}R45x0IXIjIrYs9N?sc-qmGVny>zRTmi$pdqE0hK3WH+(n;?SYoq? zb@!XFU&?0sX74|(bHKXZ{>|RqzO>QnKJ`hB=X$-ah9OgqmmP9D_313BNYEZ-` z-)i=PcO?nV@Y9oI1idOM*7E7^oat;^SKbfX83T|6C1Y-q#z=q0YqJL(i3^>3w87p> z-GkldnCiHGW$Q!hiZljM&W49HTgYaFXvdV^*?>-h$zH4l?U~ot?VY-Nz+y0_hp@y% z1!xw^LiB+jxFJv}#1eC)cj}lz+lhFhAwjV4@}iKLU}EY7yh^g-d;|?+UyYb&!RGpn zkU$})aIaVM+U||8!8I*>gdr-yN+E}+gebLrv*ma0g_*3hqoKAe&ufdzixJqD9Cyoi z(?i(udp&fQn9r`-KVt2Dn}v%Ph#2MN1QA3UKIM7F+o*$o$KNn|HuEN)FVn%_bgj;=1Gvd7_aq^h;_b_>}sC3 zlR%~re^iZWBqI&+g*Le#gQ7f7Lnn%Sqx0iAwA1~HC-!u{)7rj59ztw`f>T3A!uu<- zhz%Kr-#wS-(LT@c+=CG}ek+A2mfoge!FnO$mJ?DO1Xb($hbCXOws|Ml9@dCgd?+O? z@BTw-NCS%cJjSKA79onRh^r3F_HA-xwn5*OchZF8z0-0|^R9}gY%F`OS0Y|{Hv6Zt z?cH%k($%j0#bi+Px#fE)9r~8vriWU9l``JXQ!J!#ee0WX=^0m|mO}c1uZ#q7omEzg+_a_}|VX2!fqgQ3@Hsjjb z;aST45uxDmN19|!X+%V@$mxT*n|9XsVoaL9W&X_D5Wfs$Dyx6c(1LdV`l~&9x_h7r z-4er~>&%;@qJy6Cj#E+x+vLLwOdio9fqs(6hebqalK_JSj0Zv-0JUVHT--60mkQ`N z^q@Qyw4pDIOfW`kNZ11%BS}Nli-Q^?VZ~jO{?P&`{AO_?K7!KIf{1&XK!HWWqVC!h zm@HDn5C9&)T4JlzAGQE_PCU;eOv#y2ef^MFK=Ebm3$)lREyaH zt0h0P9DW`8WLe7t6(8_kRLUiHh%kLKQ8(x~{+X`mMoiMw-=6^>u-Jqd2wZNWuF>YU1vZET?N z^sZhY)i`g4OBojcL0H+?LS2br3wRdL{!MawR%civGRwKgZuI?r$Ea} zyF@&8V~WWLts7s)0Uc?=F+$ox)ZV$i=cN<&KQ+VSd>$(4d8>USJx$|BTM2DY$?~km`#g*1m|bYKh~cMYpYYll7wz*?Gy!cScw-T+n^XDnEIrjN9WR0VxwoEmwyMCKv-+V#m>HT~5`_GLS z^Gs6e0&c(QV|?M2mCYO`(@BTC8k54@%kP|N2^{U-Cjk}j#dtQi^dSW_psl~O+q*+K zsvilRc#ip&Px(~s5sfg0%o$^zge`*yhdhq=CvMEujlhsTLHwfcA2>Ik!F>vU|5mwX zyhdU87PO}ugxU-AuLl~?2GT@80OCsjlZzz1Yf_e*AD@dD$<4(#%S8}(GXST+Wg#54 zU&NLB=7MekG2vL`gg)jUk{0u*f2CK#KF}h3_pdYT2cS$;3;Cm$C$Qr; zHpxx?l|GP*GXPod-~?~t4^*&(pMh!2k_hw0Lg}7@{t6 z$)5ABU*=-IOv5AZoq9(!kFP!?y)NP_fPy%RXa!Zal9PQ?MjL=e1?`c4%RUu_F|PbZ zIE9h;9&i40K+T36fx(5X|Mn&y!tfVfrT+DbPvpUf8$%odgbUe z*l^x6WYse8I)%0Y^%mcYxaN@Ti;cgLW0JS-*^N~yWyY;2f_cCY)c;h@+{ZX3Nm&f+ z8#8*e;b9T?o|*qAd&$uD?9}!=6PSa;(z{Fm5R9EwoM=<14>Ejani( zSMC?F^jp*Lqtr*-M-<|b%Tg2F|Miiz#B=-JeA?nWJ!7bUi{F48-GcUjbYpvw{`CM= zo@Wx2dC8<7uQ@FBpkI9|b)fJ4zlg`K%8(_Gif7Ae=amvf*!1`W?KdnLvBno7-bB)J zw)8@)?yreRCmHxqQ{r{;^e+Em#ES1vPr|in8MDwG%gZfV*(>H`zUJ%MF5yu*QR+j~ zmssf~ggILp0;_#8fz3H1ev#gYg$K}D_~h$&rmkm^vDg;Su3X3CQ$CTrBQMrs?%4<; z@I+SFExjCz$R@|-^IC9)PDwFp6VK{q;rHPYTmCTOuWyT3WP=1v3pcNyM`l4Q+T=H8 ze+qBvQ$_=0;=EmQ;Vp_|vuDotuHQwh_Tf}+Voa>_<%kR9S=UM>EZ&yuF`9UFK9AoL zas6Q_rKmqI5aAe{z_RLxBX0dc7HoMhq8>c`B{xfBNXV2_XcdR>E`ibF8{~Z!UN7H; zP%;mg=R-{kJtkE*!Z5&|V$>s7MXdYPT<9zByY^Mke&p(iW!{lS-q25^AvOHe^s4SY zBVx%dBG%X|;;gMRnj@4B006OYy7viKgwAjMQ3}Is^}}4)QFh*bQjRfV6ps_Sxj(&1 z<3^i2KSN~AFQ;+CK;*?MG-KcqD&c7Z?c$-1OM~ampJgBMc8xjhalInaVZJ;c@xmh! z5C1b_yE9TM6KKnYGxT_*A~!$~*wK$BEh}=Ozi&P^$2CLm-an*5mnaPbPrp*z5_O@$ z{nA4@{){7r5pP=`GM?nv%?lt&oWNbr`Qe zyXe!uC3WA)(@H5YZe91jTN6x6c#7iJsPr_pIW3j90Nmh+457(?EwM$0f)#7=oP<0r^xe65vW81% znEd63BZeKAp*|pT(+O#SY|giuhNP!(HWrc^?bc zEkcp+$xuH4rqBdL>7M)doxe=aa_ukl2ypPmF8fk0;yiZV^U8Zf-240VBK6zQJu?;I zH=e4{wPL;DCq?XZMU#^ro501}<3TdEc-i`&QE}-P(~}c=)y^$`m?}{g?R)-|;Y~&m z!=^9Le(Z+KsnXP@_bjZcUoGy82SCUm0NNIEDsI}m(YKmnLPcneu!m9Zg$vQ1l1si`eLA!X`=Vp{iglWUWBNp2@+b#Tj{s$vgW5mpn07+wA z^r#ra--}rL%MlM<9P!ZKBIX^O}%U=Q-A%k}evP^Qok&NRsZE(WLUO`YJLUh{bX8*JwTM8Q;h49s25lvUTP9h?~Bh z3(!1EL~Q-Th|9kk@#2HI2=Z=t!orHYKH<@O{*d{#O^!{kfww9=XaVBEto@bDEm{yN zXs_`8h!x(OKqc3C-md9MlH;>LuK)Es{)VG+0kuH#cuevej!eK{Bs_F}dPH(t@{sF% zDZNk&AI)n(ZBd~m%-a`E6JEEtX}iTo^|jDw&1rXTF{+>q6h$8_x}*Uw{aof!UDJa0 zwm&z3^vCA<`y{CAQ@YP;1-AQH#JTTCaNFpJG$;!2osf%F$psII82a%{7hHFEhD3Kb zC-bGWnt7~@5zh?>OF5b>IL;e)y&mU(;j`$eD3 zMH{d>NBFmbwpxV|zmB-&xHL{gFN_5qtLO$vO5tN+bHK0vF8gAF)LMH-T=(^e^$v*` zyk&y#?LSK|l3~*)XwxjeG4+s3X!ZB$Z7~Rh#jpHIrVuJGM9=Z~au za@{wxy%n^1;Me?bhKNN{Tno4WcI_6z=E*(qmx#CgA)_~x?iiN}vV_-1U)Bq>o8rmK z_seiJgGgKDw}+pSVdyen*2?q*!(*$Ha^4uzTm2}4@pO(4&Av@%}UPqLK!8Lo1InVIQ<2lwlL7Sm_-67f6-j}fwP(|?a&8?nRLxjxJU?d-mm&K9&= zNPTU3z=UOe3m01igtO!g<;ZS2Dq?}5nJ<--;@t^V0%*D9r*4T@_n?S>|1iN!DAa@m zC>CxOdj)NilvmGt2dWk|MQJKwg|2-pA^=^u%=Lkb!XY_rc{4>=a^OG}h(9|b0d2L9 z=7N9Y(Gd%-nMFka8~HH9001BWNkl1BxWqGGzE2uo+ngRT-{6RAkI1~GewAysxOalK-26qKP7w6ofPu({5dTtJr?=`I z$xjwfd!O`t8GV=ToeOWt2R|Kg&+qd8>m4|8cwA~m{|V`Ca!lr?MLP70cFUx-!|@q;H@#+ z{48QY+y^saYuS{S;}*21+(+#ZGolB|USbQ!A2Up9@s__V`-Jz7SZvdXb@s{aQ3{#> zHLqBeFP&-mG`Yx;|Cb&t?^no7NXulc;c*@TKrUNgUQG{~MeSa!cpf1zatseanAhU= z>N5#=a>6`n6|cNGAwLF!q9?gP9?QLFWzLWFFKnjr7Rbw!tDqHzcD+)~yg&ls26Ar; zPPhm&3V208OBfSaX_v4+!$c}UxN!6DCZGXQ`Cp6UD~~l*)@$YB!$A4x?r9*X%odJy zUw~mD1(EA)TOzOeMB)#W>(;%V7$uia-EE|G(g) z5j<_}EdBn695cK_sgPAZkWmHgFMGKo$1lTCzcV5LhQ1KpFdmH|p?jct*DunGG=>)4 zAjg=o2H@3XFwQ!+G^#-y%dN&U$?%Fm1kAZaE zH*#Fs?>&2y(`GO+l!V0@2|kJ@&12Cc{ii7Kw1%tIzk2hP|yyszGZo}g<0uv^8 z%{He!vwOVHAWu$0lih-AqSTzQP@~BNJiTRDTWz$po8T0O;#!=dE$(i`p#_RlDDLir z;_eQ?ixjuw?rueby9ReXdH3Gm`I+lVR+1%;%sIxm(?$$d&Ak@EJFdRw;;wDyHKHtL zXkR`&TigN`B)HZxgwmc$s5HY*Nypm0kd-wRo4diC zr!^I=JB9!9lspnZSf4Bge>PNA=NxmIjifa7UwIMSs1w~Q zYC04CZj|foe?Z5zZQh$gU<3bLVpt!2nlg84hHR7k%yF&5>iFt3Ig58W7jh~>o-=7Z zeOnGujjH(+E&lDU*BWp8hfkjn+D|^B^Fw4?oc@a}A@=0~fvY$OlAQjm$IJi;CgSz$ zWFT@rHR;+1ni1cu0`|FYC?;r6R;?w7G`&R3XX|Un#WN056l(AHnXE4T4GKPOZ<8<8 z{$@@7SKj8lZQBigfw~G<26iO#O#g2AIpSRh->uE**T#TEx;=I^vVb<6>dC>j9~GA3 zm-yRBxZfaRoJa73@Ejay4^=&bF!Q`!c*%KhkrTO{25^?q- z2hj?15x5;9wVp@tHQYD;0h`>P8J7PH#gd397C0BmVx$_aSvgqh7c;QP}p^Yc|R6@{XAF z_Y0o(Ze@FX8!p*D%3Eu7a>N5roJPC7j582YpRP21y<&qVE> zE?-|%{>~V#YL**>dMQJ9bgRgY;zJ@zLLzKG7+>{K*nK#@>6|Ab>#AUPYha2lSld_J z5>~lf5`0`E%QO;k5i#}6^Q}N@NA@s0E2-KqvCWBZJAE;H*8N{QPaC~32R})-2mu^{ z;OG(o&XcI8!OPYN7}DQX$4T!#@xIbrd<$oU{4y-~MSwZGcyV8&<*qQ!GlKAR8?>h{ zr!sUkEKNXP7SJZ!4xQ@=MQZXadw22G>?$lM3E4i|c!^jYD#&`Bq9I^zmE)&8UvPqBCTu~Mjd5B^lffY)P)-nO33Vp`L%sLP|v{y?^)VI#JV{Pj^cPs2!q zk;!(_6KcUwd?9akYDvd^Z51+UoUQ7S$D5rLD(sxOuvSrwtTSaN+w1Rubxll@6`b?e z_UyVdD@N6xcTE zZdg^~e~m8J%luc9%QzSEm+d>r&^(1?w>+h!(6?rW-7DP|^mTl_#bBD`r zn|>dMH{IH4UFll-SFH=YQ#Du2OR+nSxM&no`saLYPuuMFa($XJu}-G(H0yYy@^(7E zFb#7+NlU-5(OXa4okomVQ<{{uEyQe9^RNiLR8_S1pdSYi)SGKBG!lY;U;%>4O0E4_ zlRxxxDA;AQCzZX?B_>5MX935|$%m*XcJBS2N zswG+KrzA8u#D1T~WXmWao+xk3hsKnyA5Q+KAFhE|{psJ!v=;$%tsYd;=uCHd>`u!n zJ3VPoPJRp1sSIm+tHNP!ufkb9Xh>c0Gf?zF5yLKCoL#ZsHadE&7cPSa9717#4i?P0 zd{tb5{O&^!^RSo+X+vOLZLj}VK+r}k&HyHP|3EH^4RhX#!5d^*W%275csp3(5zsY#^&Sb5LjK=-# z!}n4LX&Slo5`QmSLnp8b^so0Td-|kmE2IwkG;=rpRQIpag1Iw`t4Yr5nWr0;LjP@0 z?WNW0^o575*cMW6-teDcPY}r^_&J+CR zZ5Pq@QN>`dj}$)V-D%#Z%_cBgZwy_EHuYYbNeqIIZPWJt@V25R`+B zjqaL*{73@q+ji^rO$>X++}G!;$w3A7_OF#N4ELMBf8xzW-@8>47+5X_kx;K1R1<8{ z7lu=_VBp;kyJT8X6bm9S6_d$gwejv^s-Yi0fv!!BHq5+X0(%(P2l`=<@2{uDvA$Kl zMX{}-j}Sp$#-DUIs5CLTh-z3i&K3;q&O4mncp;sijPrW>)PMJ0bI!9b^g_N7wN7cy z$oNw&ZB^S7D=cnj8Q#*#)=oc6@Cf-FCf7_hMC&INuaT$l)>ldww2FF%8D?58tliwK z!}{r+uj`w~SEwM?PtoS5%JXy^Ul}CbOI6FC1;Rl-4xE%m`8 zR!VS6Ucv;oFh~eRdINW`=v0UrL&1(%KX9ht6$VEnH3xf|0d=813$1JTl#f%PTQD)1 zrJmozE}|;1QnlG!;2<|}OUd3#<6*oG&SxK!T!0H^K2S+gy`2y|(~I#Q)m>AccpA6& z!z0vl5ch!*ZDZjv`Es-1ckY($J3U}t2;!?TP8FEKx#OSkp;0LEmE9h-aGNK1RUY1{7z7Du?Nq3T;oxpQQgRPa(FQ}`XBIb6>M+^VW zF@Dj8UH<#f8h>E|$KJnA#?se@_w|BKBLoU-bGD+x(n&_}vF}s4N_%eP^hC(SBU3fm zf(!FwT+I3;Bxzt)f6092lPr*q@D7X%S1IoNKK2sE42?L089NZ0JbwS@{s4A;)BH~N z3geC9bHMYULR5HjUk0z!KBXAz6(rSf*&W*IJB#(n$QGl7R*O!?xKQaRZR+=+&V`q7 z;EYk}Nst9_(FvP$ZRm{{a1HEk6`}9x(hpeo{Hbyy#bqw9me6zT$9Ej(Ug$Fyxk|r0 zTYouqN3;kie!hg!{3y@-?phTN9ybE9*u-8ovHbbKzPC$omtD`ZIj=50*9DZ(_CDLB z7cuT_1s+SC&%5jj+RrfXu;WENd-F~L?&%s#MW}#~?*-}EG`#O2`~e$ISr>etF9y-X zo_t|kF@yW84nE@GJRIc}JCc5s?tzU>i|l;d+-d7afL$Qq0uRKhyJ6+);Z$Rw_> zp`CTTPm=R-O;u}*2WSD$*)^{4{v$6c=ms`msrBr^0?DwH#OGR&3rhg(*b6sJsp>Kp zkG(WJ{31WPlW8o-*#%gBEOrpD;g=D9EM{}LDCP`eUQiwqYb6ilNx+dTmA6a2P`e+T z9ZivZg{p)7{OOnIoS%(cbCNK;r3qKT3nePM7 zl4;^r{}s3shBZ#@@Vm-fC!@UYLXHTi9{W7nm-fkI3kIroznJm7qQf%e8jn@(r_Y$2 zA?y1bl0$MaL|6Jez-V%CZz2ZJ$UBMdAa?9e)iC!x=Sj!o9oQ+w=X-rBKD1QOe~)q4 zz}d1bppNH9xTF>;<{EYKQQz&3O2o070!LCbJ7WjnJ8N&=%|BtcV2T~*U?c9WLlAVE z<@cX0{^g+jb_#d`{38DMmFlVsWE#j#^$BK6BWCB~{-xfMwxs~~Mli(mi`Wqw6{xB5hi06X7yZ%L!cc9z; zJYSv*EU0TCMAxpl=zYFz^KMF!s4u4I^Eu!&;-AQ6d~6>~U#@$(=$Z++9A!6*xm%@r z5wq5<^p8CI?amq`{GTBCnfs@@EI2VCx=4Gh)t6s`h8C}CP4vgH1~q|hm0FxvQM|>A zdB}Lct`n73Pat5#^xxh#YEg}`zl07rkZ@%9FZfr zSdD^BcQ6BJ#V8(!(S2uncP}71Fb|ReDMdVZ*7@#t78R;QF6&#{No(Ck*zM_;R$25H zZ5NCTXSk^p4Sc(fvyP{CP3IQDzU~mq;w{7!Xgjx%@?=IO$C;sBqUL2!FRnwCa1#*v zO+ylLOKYVsR0GRKjJs1`mRh+D3^P9+#uh#IJc^0JWa+T%7lEBq zx5VaIIIy%eyNmhYMf@x#?LTWgQ)W_O>Lof_rnhxDFD#9)wYn1}r9sCN&~*W@B5~Mp zB^2?p2Ad^Puca>P+Zi@3C#wuVIL@<m@U%rkcQKHRi+cbKaXJj!)_awY;r6>h#eM7QVJV z*?M?{%s#={hV%_}?%X##IY2HQ=e z`0@20YrTqThUzk!=g>s@14vY?E81s9Yjc^ucx}gpY2`!^@iq=J6Sn9bqaFTSzij_n z2ss!!(DCWrIs~>*K5rl+x`1x~+oxQ%WAg(9PO5vqi13KFUexb$d?T8y(+*kv7RO2D z@t_6G%xxdiNq^dDNBuX_Jkl@dH+{pY;`?OzeYpIG!L?Wh$oTS}8^glgMtDm#hFlk< z-O$Jb_YHriXHRUZ4#jd*<7t~09|9IXcwqN`P(ZC1B}Y?wQhHsxWifUr1zN(&oF}Iw zVwrd4u`_!$>aKwDbRo2!Tk# z1XU0{hbi1zYDp&y%q85*VpEZyhqp| zHy&L`r2)6Gc4x_O!N+g@9YKb@VnUnNe6#60h@9mse;m6!imLc`7u9sCTUykyX>3VE zWFiDLHnbIjihr+i?3PvEb1IO0%1hw>qdecJU#E^$pDWDV9{pC<=wd;26}MZ3I<6bG z8%b!uNob39tnt^Jjd)1cCUdLY>7?%N=LBvVygJ3%uRl_4mx^BMLJrHd&##NFhefRQ zUh=Y+x2K(NuL*zm#34O9v9VC~h(epdk3eOaV7Dga=CgLx79pPI{nQ-A0+8L`=QeZo zar8MDItUmvSP>m*pOj0>4Jaf6Mph<*mz?i@Hq^N>J6M&)D}4p9O2L4(Yg$W~VuXf1 z7wR{x_0aU7+ko678*pRnx?TItJg&rD<_|&tthb#+l>rRi71gqiV@-~I*!dSgO#8MZ zsB&t^*J?LC1D-CBO+Ee$MPdhIJ?QzM^vXl=UYE!MgrGt2ov)*t`DoxD1GW6(B-v8plIhgMzUex znjp|)Jv)R9#JWVd@5Y`zp9-LdPHS;*-bZsHoDl`X@?0fnjf@qk(Gu3MSz%qqx3Xkg z8BrTF2xm*^^07(>^2g}XUmqfizNzrRhKU*@c$>jTgZox&Q!Xjmi7Q#Vx|7rf^VGSG zG>Y%a21&tsCBC=Kmvi)@bH14u+X@zBpmVrg`_^#rqZ19?|A6(Tqcyy~W8zdn(O3(yWLA2Y@qJhiqqfPFPVpx4Zzv0hb zc+kag7M!#%n-$Dy)eK*FnzuE(0pIwEEp_Twu|Lk}bRO~EO%GPmSD>=LV&^vsG$VwU_yw<#ZV}1A(Q=>YGe13$QWjK)FN160u5LI7e ziEy9f&2=`$Bb4*;&T=`&IlBEzy?Vaf0FAu%{zH8;)QyQO4OX)8HhQdSA91-6lb)Km zsc??};}q!%J-*QuFPd<5r0zLGZ7yP%o?pwPq2HrE`;+Y|e!5Y~ws4lTl%=?@ICaXz ze)_W7HBCAvsQa0<^QM1tZRz*$)nA4uNFij(7`y|E$hG7>S27m5_B5!v`!xOO<`m;z z2fDHDUAP{Idn^Of zv^8dB)~4^DonI+%6gpXd9LO?25`{Hd{RQj?!uqH}|B!{@BBj4SSKO~?;UBGOFb?ZI z3Yl@0Awivmn8_f@f4xd>St`7(&fM1C$KF@XuJdoNQsK3r^s+z~F**xl?npXvmvjqD z8wbDoc`QenCOzxg`7A6zINH_&#Urq8@ibZ)A%j z17ff3@Xyl6jM4!0Ib;-$SExAFC-^mt`iSpBUOYq-n^n*tO8ax?Nr))kNpF*)Z_mN# za6kkkhV?vCDTx3kG@Rhrx2JK5;PjC@X)A}R+)Lq0)b-XzYk`ToFt%r?_gm$4T#T#T z&xjtUU@b_{Epp^sH1C==0*wWg77oh$q{?jy*R7|{<0ow?pGnTcuhtp!(w2`C)@@1% zjOE`Wm4Vt{e`3k#olo!F8+hI!@Ffm)v6~XP29V^8nF}FBX?N`NtJ*llNLzG#kWW(^ z7KqEE`s`>JiN9At$7A`m0AMBA^NaOQLhjdS`~COoF~2JyD@x~=PK|0$AJrnvnF>En z99wh_|M7+C8!uyfI}#R5*Q2>9$DA0IvbPj-5pp%}Q<5#d9~(Kdrwu^nUht%QnsTk*jsHVqK$a{3Z>lY9{bAMf!?GHRE5PyB z1w!u2A_mTX+Qx2U)O-EFT2VC1gokyZyEpSQmah7;M&4IUR_fK&RVuiAt*<8%RcqEp zu;KbtLaj!yrd6;D5R8^Tv#LL{%JH`UcYdjtmlA$#1KqP@pV)Cvux3)g`^>$6?JTmQ z8Ix;Z%s$;{GE!XdNB<8var1lF&B_t|1Bu8=9-ROITc^RQNW}Ls4FtC`=5Z%S&0{gu z#TA<8WC}-3&Gx;vFkGoicU&y!%5$SD0I5V(fm&rKNUR=xoCZD(H6)C9M6N4sIMgIw z=wzv`*pVkuqJaEA{(333qY^bnA!g_ErNYbOaTO2$mEe(rgZvw;7F2hYE+@y-!!+&= zs|q{DhuA1Co1*rm1E$i!ukCLNg6|ftO9+jgZ-f?7LkL_RvDkV`^^|qPn@|!*`>?Vz zlDg4$Ez=v>j`?oTDCI1y3g!`l8CTZPeY9&w$mzcct$3E0Upwrwk|CY~gBb&B{q~1i zCwAfSy{4HA1%#Ob|4QM-I;54Dz3urd>g9+VzRGoq1ab(`l&RNudYJ4FhX_9Xal?d! znRLO-HfY7u@|l+!X8Q=vW3HGpuMCE&?^tsz+xe* zLt$@#^4o7Nsm!X*S1;0HU{YWupG#SkB$&|8bpYS`J5f#)uuwt;)^*_eqDe0?5kT4Q zezrDm2SKP3Tnc3GxbLwU=DZ>+&hcxRZp=?XdSRZN)HcI3GBC=@ue?1h&VhL6lCQ+N zIbfY4!Zv7IzH!{W7n?0USPeFe0iR;{?bK+SGms#{F{xj;?ocU%xzuZ}f9CgcUlkp_ zxh<&y;Mjbsi@J9)qx|1ad$^}Aw-)oSFjWL`Yp&j0HiDi0&P-FpzrKX#m}H%nK*(uW zN!WH-saZ2OsK#H=7Mzl~KxA|xWba1wriSvFCSRO(6TUPim1S?e^E7Go_M!;?_DV4j zDorv3^*g!STC+g^DxwML%y%A|gzjGJox2^{pD{wX335-DwOJ{ zuNZgfLw2P(7UCxxcMwe0^pQB)b-+6qbEZ7U=Q%$Tgb8f?kXwziQgGmsD{NnVJs8c# z5J?X=C>E+<7SxRPsJkbU1qTV=qHH;>cNI*JA*!dDGOMLgH*$b$Jb3<0MaZI^JCQ9& zI>}iZh;GzJ2dfzJ!W+<+$x?XIDscgG5gGY&7(v5mIEa(TRlJJgZBsEy5CUYhU@7+$I6`oV#YKtqU8q%r4 zG5~~3=`%&&sgDHls136plUQ!boBc&S(eBI}GOZ7xiytji?wfMLyOhKb z(Y+Q3;%Lhdd=D98NZxZlGT4zmx^$hdx_5tkBXqm%0%PW}XeLdo5V9|*@=z~#i-Qc1 zuHL%w$?ahk-oc^la**egXCY?&Cfwi8NbkFm7^d$Zw15&0+7P3BDJ%Yvj&NRvlghYm zP_`=ncq&(FC7T)|^*d>}VKdn*HoBDQwvxj4T1{hwy7iaO9z%}Lk2h*x)I~U2zGM_{ zKn#e*mnc_y^%#~E(D2&V7t1-+8RoK4{psHE8X&?qs0QpM-qpG01|*7vOGY@OXv0fM zEnF+)E0JjyayufxGOg&~1ptwac^imEK)u4y!#~$1e#K+GHvqRs);k$bbOz%7PhA+u z0Ue{R2USv2D`>wfDkgtFyfgZ$$Bw@wKV3 z-XF2_T72f7SBP5H7X!a7U6|}E@gF{v1H`$boiFBc1+^gvm9PK&6|P<#irciw5C2Az zvBXRF%gYXuNsA7!d<1E9CXJ9E8HH|x5(7-4wkReEC z!#a_*jKOk2LnN@MEfFEhHeVqFdLC*jB;ob#)opT4HQ@Z*a+;o?+lfUYTHs9(o^o|P zS?87TG!lHWe7yK**MPWDzH!&*@bfoC4ykDXS0V(~d;JY7a(t)ld$C}~WB90`h^{E% z@hr#nIev;FpRkZPeW!`tO4EXgGyb%eiyzEiYD4|AO-U>>_`B2}DELM`r2E&G`CpqN z2Xda{um6ti6%h(@Qp>>f-+up=)v1V+MKNi40x^u3{St>Ko=gcxWOth>R*#mOk)$4n6( zD%tl6>$DQPf%Ny!4_D*E=;_2U-QQ_`A$mv@VjSQ#i^2knkiw+$rBbi;^VO&o9^4-il+1viF6S%625n8z-v<~bmA}Z|M6}jbKV5J4`-Zys?fZW&lk1$FsD-Nrr=V#66x5-cc zhOE?>*nsyyBqp~IJqo!=> z(5->oo7x{5=%6Vs5^o~LG$$T&my!;q3b+ImP7n&*V940-EsTkxzN6lv{%n*W>xnvL z_Sxs6pU}3*O4VjW-Rg;wGV6#!05S|RIQ<3wWx&5mK1L&&?AIz*CSRy8MRJz{&lu0R zp=7%D>}I(lICGLiCKO&vtT*KSxr@cBeMDEFF!PVV<_Gw)V_4w!D|ErQdgBH61E&$G z;TfKioZ2+o%$A~nE%-Wljf%y!?i=7*SUo*ZxFU8I#1LCgiz)ZeThvceG{7t4S`iI~ zEA~Yep?W!Ua+eAt`11E=7?Z9vNe@y#EG;y&6-SSV(BcNQ+CYq3hc%n`>NnA6LJtWG z0}loH;-#8Q4G&U5f-i&&7`ecEJn<)(l%&xb#}8mB138y)Eny!8SpAK3*q`O=MrQM!;e9F-n9a+T== zwkiFe9W{trH$zCv^%p@kLC(M0EktAZpfrhM-o)m5$ouKI_&6RVlz0J9oDG5P>Ssbj5PH_iqL zpA4|xk-|aQLraLz7r?N$zS>fR3|67a3$JsAd zj+15|NFKS1K0MO+62?*ZO|Cdv228MoK>!Zts%MoC6%s z(4Jd0^~t3M+fLL(Ep2Hv4vzuslmnbHVYg!qu6A??6HeTLudB z_cz1uIZibb8x5$*pW8(7EKhn3oRI;lly8;w4sl;Ev?u$3j|~&IRC#X=cI3Wu z2Xd=8;+zKn+b+T>`eY@90M0IM;17B+Br3eYm%DZQPP_;8f^GNHZejUJ93^Zu&P^oP z(wu1qBu~9kZxLX6R$}(Vzhy041|D0p)?rH4asG1M5%vWfdG7_K4UBe zL}ocx_H!MMY_D5(^-vYz8TvB1WTmq5>6;Evu*ty&>sdTc`BgCYToOaau^K{P#6gNT zSJRC3w*qjg&f2~u(~&}F7R@)IkEr#sk5q{DOK@hn^2cuoF#_qp^oy^(Qz z9%=(IJ+vm1rPc-nhDFz+{lpN9fT1J4toNwFmwR@C@Q6vszJL;MutB)+B1tkH(x7YT z-*s@x#BWWdk6C^pS0fB8sx+$#qT7Oxn7-tLmoW7U?^J%(tc+N=ABHxZ%e8Tq+T({( zAIO+CeEqP|r+Eh#M;;GN0?kXG`fSG@=QyPvW8g`c8-L6`@_V2yq~`@_JAii!7v{)8 zL|C{Uo?%G{80LF}J)kH2)tr;!1VD4RVw9=9SD$K99PTAHNPh<5gn5>F=AcM@C@u+f zW66QbA;f|*203@Ut&96!P#G~@C<_ye6&m~y=mfw-UH>l_)y<#Gjx3E;{K+&HE|z%ATi?6NOQ zvK1REF*EnG=%gwT@=|$`Bp5Fc?{nYDHV(BWUR@~a)cVnTM2^taDhUcKRg73j}D?vQ7k+V}Zkm90{YoE6iS~vY;VI^aA z*Khm~H^2=dQO|bDF>Oa}D@JNgF_=e?ag6-@XTaI3mo}1p0fD-tq zmpU8}pz=eeEchcLE;*ywmxxV#M5$Gy&M^<=67xrGlPoN|4 zM|-cj;wHIp;83)kLlroAb1vq>0R~r;BJli_TkLll?-m{c{<05|>Qkfw@wChvPhpd* zCZ4)iU@6D^jK^YQ4t2&fzWQ@ILu?4`K!;zd(EKT4-^kZ=(2<5Mp4 zD$5bP^sKV}#FS)Z{Ach1V3lO!(FsCVCfexlQzlP$S56P9=P1IB8GL|02|EhQ0HWtx ze-^x!ek7hSle33s;q%Lr3e*r2{XGe%2V#q1-sj+9#ES1hTx=4Z{xnSorQSv7fD^m^ zRw*fpUTT%E0$ZW6+R|=ILBRUhLdZDu%J67>{2@GXA9By&O`}A+vad3DY^@ds_giN(R0+iWFmbS22sT$Px35l?S=mw_pQgOLL|0LnSR*Lx!67VrQxrzftr6um{u9T##u3dH&y zTi+=4>wc%=v4UNkm8I4TA`8|NQjnyjfjBGV`l>rI zAaa0F-ovVa2+ho^Ma!Ox?;?%uDDDa^cPy+k`uV_b5{V-e-G4*@w?3TT?)g}KH_`Wr zVJXa(1^d5QBur)`!wWAFt809N_RGc@x=WkuOcc7Rkk5<@x(^Z`+TwW=akU2o#1s#Y zhsh)ZNSq_0r2j}SM9{!-pS}UGH$d3u{KWBq4dis>=#EQam|++xj-DfxUrMwy{q?T2g64mbRvv||&7qczgy$rB1%HG;Q}s|??h7GN zCt@(kwB63~i+l+} z!QRxv&4#1q`&|g?P2qS%dWrLseWQXZ2&9R;JKrkDEedJjpJqI?KkerRey`>8X~K$! zZEJ!QGQ;g0iR2JD*-B=eg_PMS0qN+#25T~nT7;FH3t83-761rc)tTbPM2ti>z=D7j z0U1FTw$_(|Zv@c9d}dyE?6JgibpvN7uSgBnPjawu|C>1iu}INQf z2%WP#!?}8mz^z~*XI_kx_1vVRS@0^qx22_<d4d+Yh<~ro(k* zyIo*fPUbBbQU>rm)mJ6?2^)^+e$@#!X&t_!!1L5P+9=f`FiQAf<(JCd^JTe*NV*m@ z5d{XPm_?&Zf5O?xH>TjmZnB4<@A<2fLZAJefrLcLDcM{#2@#Ff(Waa)bl@wD`hh9QH7^q1@diel4eLCiVR zzROgn&|q8;^y9&tt_@_1?SYS|oDBG~EQ>TI-OL#Z8-66?*lf>Y-)HmxXe$peQdWqc5 zy;7dbzV*kECvmjzWn+=;v3HBfl(M$4veZb|&+5;X*qfizKgAK{D!!W=PU8b8(KCw0 zS_BQpWH>JFEA=Usk)HpA`&o;!Y$s9^uZ%jy$Ol+>{5gM7-QvVvX-WRHj*PtcR9ft<7m-F=hs9!pjuY*gv{+x)& zL`{#l%%Ia{Jy6C2*G5MpyfEI~ zY!cBEEYq-7F)jDS=MF2?kBfXmBC_;dR@UT%q>?~;&1%qWX{8Mdy<9LLwcT1d>?VH{ z3}U5>vVUxCEjdbQ<6G-m5_o@1fErDUXw&=Ue_PY=&l+F};gw@S#0<8<1|ZMR?K+#jHsz z6JD0S9Ull8WT0vLxmqjhY*^=_Jj%Lq&{xjfnKdh~no#7NHt4Re0S*h+9b9U*Un~IM z8}!=6R2K{Kz0cxhq1I%E%tD*2Mef@x_j7A;RHmY*cGZvA30^SZ~FP*jN? z2AGHf>i(&j?@qU#(dtd3ZXa#>5sf;*_>$o`_-g(-K(tBLVS*fb!Ojxhgr83WEqkD- za26e4zA5sz^DGkx!k&I1%w%N{aIBv9sZFP6u?(;{dB}e`3M9 zs-xUL$1P+0PWP#>Fa)Q0mDux6geu)TYY=WoZgrC%Z}@X=xI=oi1caZ6#WC|MRg~N_ z>4E}nuv~8`)FIe@yp33&S&#FgweN}k)z{i~`Np2f;Yp@kTGyE^+Lhyh2s0*(5U%UD z0u$Y3s%){nV{{ZtHS3WEByKS#$OL})O9+}AE+jo>UucSno)2Zd@Wfd8%Za<&KbDhW zmD9)%$;#Kt_2gvBwl{fwuW3GdO@1=A5QzJ-07IQGKj*^Y{0rV7zB2B2>{`ph!3SPW zw+Thk&t70wL`mHH?LXzt@lCV5K;^kyNdL*-=D zm`vL|isBQ=;PUaECE208?U(1)apcT4Oe_n^M~R(h37rI?%7msj&McEgZc$qGyhq2n z)|FIRq6Ad$;3uCL7^U|=HB+{damkAaRM>JMmCIk7#4)>3lwH3s_@Qre1@c%P>8+QG>WmK3WRwSR} zffQi-<79OriE2tThtf@Pm-+ZMY<7DZ4Xd;~j)LZ!OcHrx&dD*}*XQS_MnpJ=?J;_d zywg7^s7#)(N{Z(DNy4Am$BAv_X%Q8IvcDNzW_f|Ko%9`^y#HPrAClE444) zXGb({A@%kHlYIMY-q1(_@f1#EMVvr4Od{?MQ=5QAxEjRTWjJ7c-BZiOP3=0|CkyjB zr9{H~pI5uvqx}S7tk}9#%dBx}e&e^1gM?!|Xi2Si2FacKV4GHh%it|J!9hh*LyxK& z0JC~81KJ-U_mhXewLLtmN8c;kS__3Zn?Zv%X-(Ap#gH5$QO?)Gy_W|{{KkgoA$gG#Q^iq#*4(lcx^tk_|qQoa^{&OR1C9!i!|tPALB zr!2Q3gRui|Deh;s=+6|`(bWD(fOHqWF+6%BCLE8^) zPt_)IF$Oq1i?62e?!FcG!%e>h`DUODhoX2`#`=?$urpYg64qVD2G%q zz4)l}QJxh3HrjJVgy7xD6fbLJU?cv15r&w*>&3Nk#He&A6`}tuN8$BhNOhb^byk{8 zO?L*w!QV1$BLvL1|xmcnqqilYJ3D&(UHG7Wb)2)vzr zE?wKLr2d(MKnmgRUB_MXg!}^UxMwvDif#&`@D6lr+WuOr8w)_SeYc?UHbKSpiv#IV zO&k3IRWTrrIInV`b1J%r1}t}vOMO}4$b>)LfNZrE)o`N+r%vfgqZ&O*D@RM&tq zTx2*D_44DGYV|e@lZa6vdXp>KSJO+_qAgR`mrwn>^a=kStjIcr2*TMVeg^%q{1BE{ zRn2u_l3E%3`+c^}*P$smz7yLsb`B)vS2-)E$WfOb4RE8VP(Y-ygO)j!;L+9fj_mN2 ztWGE93sa!{C;c4dN0H*JVVkT>lc@T2d12H|7;tbX~@bjucHTrJX_g>;3jD5r#r$ngKP0M+s0d-m|`>bQZyD3e(xM%piqoC;{ei@j6e}YV=NzeKjD0h z`eJ9tys$6eQ0|O%JMp;`I0T}M0dge>F(;Kwkx2xIdRa1EE58&!13E4ivR zVTPb3X4J47uNT=FF78U00T>t-qn;c^Y(rmAW%$696sCUbo#o5HcR$87n_nJ0F-@wN zwh6&KvueF*x6JwiEZvl9 z8n?VvA+!_C-}jBfRj7Z+7V_KM&?fe?uL2)&eUau_wJR+;g`IyXQT3+@FIyPpaRiH! zbvQ7prjtF8B7Cf-sg=!^OTx;+lq%uq5HEe#O1vy(42C}kc&1G+PGZ874E9zMq@luF zlcU?Oy7fqoz2n$j-+lebEu^j9LmR#KSQjzY}fVXWPI-S5{KKE&%VZ>@2sxn6pa411@q( z4IezLed?@#s65PB`sxaA)#u7t_oN$C)!iB9J3rRn1T$hxw1(`WH&08pdUu+gXs^rA zDXgg+qM_VQr5>O~ar&8~rM-X$V+(R-V-G~5m>bCek zG`AQx3&I^B7C0f@-wMnoFKlE}%qu~v+UnWz-FEm7&_Gq8v6X@7>^BM1cB#*FSuBNH zI3mM6?6E7^9k2K^Dskfe$;UB9bT^f9uVhxB$>~N$aF1+O#Ryfm#E$uPb z`EHwt1L?pXB@O|N_;}PyB(ExcqBigHrG1dSuW5a@gYK-&F-5udznGeMwW8pAq z&2a_8{1|rk^`_Rk^D@ENx;Vt|N#!9!b-vo0-6Y*su{8M4A`?n{_$DZ@&I=!dk~y3v zhiS0ck=hI)Eal}3!=XU^g#?({`ozW~CN*XntB!NXm)|NtcwZPTML{<7Q|IYzJ9(BO zDN1g4{FJVtZM^`An)?*-04F+OEpv7u8HDMnoN?XEb*EK2L5Dfu{JQ_xR)RYIIL$y? zhz0yPH-ar9&XsqTe7dL=YB)Bg(kI76HRfD_8QzOn40Mf#J+%n3gA!hX7t( zNh)VodhZc8unuo5*ITE6{`;Pev~he0UoDw^#&+L!-zH8r)kHSNX=Q^Z3kOW)3lUIg ze1466II@P_i2IxR-E@X+9p?CPWEH*vU-QG~NJClRpdaoOb}>^wQj!YGik2R-zP2Gj zNQ*>I^~Ku@m;gnG)c(*(nEFF0N7~K^gk9(gw9E30s4HdMIYPG!YP96jMr}@#f zndMDCQpWv#O(-W0D5UzXyL2~FbKO95f0j}R@f!Drw){7+MEh9*&3DoTJROilrz6~tKsD~{U)~s={5}Dx zRCu%}Qj#;RLaNSid6Use`3<0?09j7B#?`5Vb3#yZF~6L5LqnZ2&1F|Z5Ko9jM%8(V zdy-*$>G+e6pstD!S>k=qPxD$N1q9VBMBbKk;=5BeEB=TE4FVc57v{cnN($Po_nVA% zPnvPv>5g_T3(`ijxbj7l6FHM|rh%tzlU2^_9KS~II zHmYP?@gleyrlM5uS*l8IM&pwuhy*))GVyqTgYrbouRi#ptKS{B35&s}YGP8KLwQRx z)dwlkmj?O8K?KU%JYImfr=W-~>A=66#LgF##KCEUlH};p-hb=3ZLu_(jeA2q;gXUh+NW33 z+UPVyyz7hV8Sa^KkhSZcr(y+oZ-z)*dyATfTvM^q4%KQXTx^h@@=Qb=*cALCCNbSpme+gO%O=1K8bo9<}Gv*jwxNL%i%J= z+dYyOgO$LhGkaRwKef6gv+JLfxje?4BWn;vWy0~?9+&K= z>;x0IJPb#Wd%oE`d4w1V*uhM3<^~3&F=9bTI6;IHT&1RvT1A0I=VhoQ2Cl7}Uc4eb z3mS5Z&xv!0bY`Z`yi6;IQ#1P%vWW|Em>ZQO!*c0-v!MFC?ZWoFA*|r38DjH}JWr`N zrk8O5kR`Jv(})1E!@+L>uPL@56-{SHUL$P4Y1E=v5NY`0F;`p6?#^nQfehr)9iA-C zx>MbJz~Vuy5NSzJC4EmZ-d{@HeKWH^L7EszMGx|}056Lp!p7Rh8bSuLOFp#`5a!QZ zrEK+3rP+I(i#z3IAMiPGE6a!M1OEKT7yXvh?pmY0$rd+#7aRPvXl;W1bBtSjV$;Sk z-izd}qIdwoiExbKx;d^-?CUWfDr}i_;d-MV0XVH3sYW6QjyLr3Qr%yWXh~bT#Gb3m zzDt^W7uk#8ItgY!zIc_E!QA{CERA3+daWdX*GVr%DcQ1-ki#O~Lt5kHS}(ulSZU!( z8z*o_VE3Y=`J@~KDi9Dob%RfZ}LAx|b zok0Nc*lPdp9oqSLlM6B#9jj~BfCeUwkYYBF2VzNKxt)(Yz}~M~gy8}$z&LFXpTZgx zA0`2wkMta-z^{Z@n?t$dR7#`^UPn6%lsYnen8m_uHY^LQ)xK#RnZQd>OqYIao=$KJ z)<>3ux%cBtn!DV3jNGc(`xndatAJYxXx0joT9H58XH5I&Msednr+Y$#{y6m_EALpY zzc+pS<{^!h`W75>e|6rA-jA?Qd5lFy=Us#*iDj!G5qLKe~CRLHB(Q#pt z#z}LrBX{9Ype;E|F0-2(Coj zmw360n~6eD1#$7@jr2ajQQ$+k{=K%(9l%)XZoluSN(&pk(qN)H*!}eRk$DWnFU04l zc`S2Z!M(c+r#7i0IaPVVWuFUI{}{_^*}|WuSIhM{4Q1m9etpV(mz0M!Uz@X@H$a2t z5uL`Dv2+k6^QooQc$|Z2nP(+i7PuyslOU7_-Kl*YE4-QF7Q7a8 z>_`giShwVbmkg1sg&bsgZ5cNOA)k$x##*lVd!Lan^rfX+ik!l%)e1DE8%^YjYb3U) zm&<(%K&P=im7T7OM@qQg=diENkiv#V@A(Q;{Dn3FDrz10%<0~ zdI~@26yB%#DW$yOi83wO zuEKa}OkqHKXT(Y8fr~x_ON~q6of~lQ}k@C{tRBDsm zc*nSag9-qn<^bvy$JwiN6+|cMLUsNx!o2(PM`19>F<(lbZ%ib(L3LFAr$LlwAHDOY zC81QsG;rQY7aR_LKsSx}hUKQzL^X=XtV{zN9+2nj)2%88e|fVzz9l*ug9Hq-djVjD&OtVsln%Np}4(IP3FH3WMQSN-9`Nyn<@ zB8U~B_-4e!85B#(&u6LGQ*m5Wr3}qLF#@M72T@ZlhL3P zgW?D`I{9vmJ%|h#6r=(1+XX`9!K%Z#o-cZ)LDsAj2*J?L;)0{E_U}KMsz*VlW+1G$ zpEb+v=0`Pa zAiOT|@?Ra35L=b&BeK5VQIc#fT#!$%`H3@-PF{l#ethgsB~s3&+M9@Ar(0Y@=B&tL z^op+Q8orriFU+4lyHE~!!7JS3ynG`OqCBO~fN!vUhyZ}<)aAczWiQ;oYWp_A;y{i7 zAS(W1zy*-F^N9OvhjubDxdQ_u$_Bl|EA`Cz>5J4zae~}w!$nEJ!5oxD!(c#;a1fjP zR$pGyI2}cHKFu4Mo8)?O(q!c=Ha5wt&P+!XHPTV669mwXm!SUt!!Ivz=S{z z17LNx zBNH>19CP-%g1cCjr+5DQRG$k2Z$Jz&#PW8@i_q-7W)!$e<&6^(FEqq~uc%dgki-|n z{$=>ux`^&5%4A183>IE|Ch_9xhhdnhZDbGZh-$5*pgO1dw%I zHgS3M?$wHb^lAgUPIOm(ZgH1IMASHhO%C&wR{>A^mfj<%kdTCm0t11SSyk?%%<;+ z@xPF?l!H|P| z)tch^LEn&KnMl%&PtuuK6-q%Ea|xkgEpy0OA6594i$we&CM zK(ziS{tIdi!H6c2tpl-{JUnj1xPsS~Ovg;6P9R6hRN2O0k(AaTqmbvIx~ul}s?!M9 z&|dKRd~}YFvWWHj93E~P=)9^8hw>2)$z>StY%AE$0wcAq_bdsI$HEf^G2D7X6l~+K zIU5@(CE{@XJ#K}J9n`4WD+eX1`J)GHWYkxq?}pr0H94Dw^E8xw4p2cq z%N6(c&Qb?sxF*@yyzo-xI|d_~*&SZ9I%C~aV$9+u5Rmp zY4BJ-vY)EjLuwhe`PAkzJD|6*0jZdVCK1(#y}kVOTTVBZV{`MxuLFHM+A4ke$j5;e?1L>J0fOAui3?lYG~nsJ*Ff4-|VC+Dyko9p6F{=$0`*K6~- z!f>&ThBl7pA1Lw8ef&pWHisMDj+nU7Bs~4s-!GD!U#|F7hW%b;bb5`#um5>rzUpsN zogn5CeTQtP29{bl{y}|~F+^4aj1Pi2I$<>Lr;B?4rn7~a*ddA9`C0Y;)Jys6Jvfi!VY#t^9*@2`lB)TD%+YVL zhKssW$p@&tPO!^Z;k>$%e))46%*dh{eV7rucRXsqRgMDD#>P@zF&SbFRWI=61op{DJ^j^`uB zQ!rt4ToY;C@4^w35U7m-*oTEU5q7Q-H!z~q5>|D+NIT;zXnpPs#glrYLUR?NU~2Qk z^5m7NmE2u|lFLUR-Q$qu#0nW==w;#?Xqy+8GelBU^39c_t8?QiRiY_Xa5s!0M#e{n zeDUymV`r~4Z{cXl1t0D4<}(?Se8R|O3PR_4?HwB3 z{fd!#5VS`})A)*xLFIcW+m{nTR2q!@CP_e&Mn_@gxa_l6`7~zf1plZm>Z-88Hj@yE zo!Vu4cMA@fCB8{gGYPd<;~Fr_#$+GG?>?D!9^NDk;6lsm2Rj)~&pXHR3(L?jC+Pag z4B`PO$u6pVpHGdJ<_29pBO!;hxGbKthsJlyY;hLtw#{~6fGN8OZN}<@OW5#pqeL-yLWdN8EtwoBKGM_tj*M`r zSaoK2^LmRpA}K5Qe*YRN9sS52x8Vm_a-xOIdzpgxu9{tPv+z8W?^;09iK}l0d_ZRp zj#cShbdXDt=<EsISSBFx}}xV#of;o7?0yO!Q(4xxrbzj zEL%={PIPZ5(?l1-pK}P;@p0RT?7`D+UwPifdeafC9+lY%qr!}>?}DD%Rjgcfr8N}6 ze@|4N3k^gnsi`zeWH7;ZW};sXaJjxS$3KVc5O67(sXV?1y)*emj(xDi@fl%;If=Bj z_fh%l03GIDH%KnI!LCv(0Y8#7jNwR$Osq^U3z>9e(usmtVKXjRie-XL6J>ZaYxsSM zTMz>#aqq0`L*Y7Xhmq;6)X5MI`Qf-Q2RXCq(-NaDkmx7Zc3{C0+ZMVFB>gp7@MRg} zZ{z+pieJ5MxfY`weZR3dd^Fznisl{kD&~zONhI25k%W5pau3jr@pSL1@Wz7auQ!A= z>_3yfb#kf-#V4>va73SBj@Du=5(Y{aet%L_XS5Xtupv|TchHVJsj{s6wPP(OXS{0b zrl5K=OYOGa<{knxUjHcnF)Scs*3Yo`Hy>exb}?9{7y0Ao<62)WB0q$Zab1&v;D`KR zlk_iH)s)}$eq7{L_NJVcMc~xC#_we96v0LMP)z1T=i28l|F8?6X z`6-_l0Zm*DskTZmufI2}=e(tnfI&0|Yle4)leek})=sS%ATk){?8^@{_oGUV+Y|Y? z`vF6E8)J8L0AX!8&nT_q>!F?p#XV-$)5jAU2$E00$cylcz-IIbiIyPY`0)qXOxEhV zP{4L1V-Aq~5WucoIbM-Z7F)%?ChR!>KImdZpy<0USOHIq=nEUF-#FYkvs1hOc6}Z$ zW18*N7R-T&fP&!8aiqlUaAz?FA|)A|A4!QjqF+_lly=F1ItVsR6B<%IpCrYc{z-Rp zAW4T(R~f8&y~Kh?ijB+-p-5EW_yN+NluQdx@)0B@@>aQz^ZNTxOS#A87O;M%!4K!q z68rU^;S1Q6o;gH0H=V(a*b%B0RTn15GwC2)_*Fu+96u6u3DF75< zd1$)9TO_3s-7JEi3i>!w$1e~4`;jNa`yC+&Ieg%VF4dZIHj35vEq~U<``+y=-0Q=-)aV}K8(4739#OwE-q;da%?w8 zNN~2tkcVj}S&+5nzTo@QA=-WWIb=wtZ@{=YYVR%Cb#Zq6sAs%16N)Ey@C9_#(D|ex z{yqdgbh z#fDWck@|;!q=9vDeqV$aD3g&mL{ovt0*ERLw720mpBg0(rKUu&#{t`H8Sc%9s$KFO z&#zkqTR@10F;KvB?;`=RRKpvnF5ICYOq+-N03`l+aGFMIfrxwl0(y_f_JNH&s^oQ^ zihr})W`BR&XgyWH5myW62PQ#65Frhx;2VJd@sh?Y(s;jA*i_bYr+%IUoRGbXbI);7 zBxx7&g7QaUO6MR!TR=^%Rj+4v-W)RH7CC z;{rq~omP}*?{w;etB{!XH$rcOBxi)@w4$d6CN7GeP}_tTrL{+He`9kkQNrG(%ks~)W&q;EI4ILN0{pzKd4fUy=7J~z+g~Q* zG6BPn{9_NTc0QQ9ayjyq`;TyMpVvwJ0Vg*oXVi3SMnH(bsZncRjp0FSQDZK$q{>xT*9j62S$Wcd0i|k}J7OnWTpKVW9fS zp_<&Cxj3RaB}2yZ7|Ug@BLb*>4EKo(i?-CFAdz_!dkmkm-}c!7K;Gm9+CNEmJ4VK#D{cwvZxB+&JRDj_@Nr!=Q2rD(`0xtTpY*`QU~G&+7- zWoT1VeTX9~Of`OL2F;z!`Kf05Ail4Y3sphIo^K6q7hXMhJfG%Ck7-c%3+XJ~cZ7X@9paYV%?E{~J%IAYOc zb1rC2Oq?swB7nSWGw44Nc)=;%(BL4lM`Qxq7mzxfU{HL;bM0E7R>I-)k@QeA4WT5L z$=^bk_e(d2>Q#kfpN`L-o%lf;hrA}|1;p${H=IuX6qtD5O^Bi?km>r`prd`)zU}n^ zBT*%ezp+)xo*r10z+PXgN_bM&u~*9B9cLJp^Cn1n4|+2$hf)dOSN~IlmqttVD4~<5 z@N^QL%H(D$z>U&GI%9xz+_va}DLL?vPkbCs7CdLtQ{ZOAtuXB>Na?8iK^qU31+ zsLbtNga>EVt6F5$4BlV-d9HFwA-gWNiNIBq0hft~0hSKPDXcCZ~H-XtUK9F z9>g!LUx=J+Xq?FD$r+Jg3C?IVvvLB8^qEaFbN(*7aRgS3iS zoc1?HX;%n>#8$!hQV+?`8qjA>DqAm(nya^wd8!9wA7yC+pC9j16N?(KI%~(HR}q|P z)Fpomw(3=z=uW92!*)h858G~5cwSG=RvIok(7B^_!iz42fDdkjaCZ-vHnNu$rjD$N z_#8XB=LfDi$|oi#^RB%%yFOVpg`ZQJu|EzW{uL`iqNMGYw zvma!EX7U2S=oDbm;=A5qu;QCxWE3;*pQyYiK`n@iE-Eyk;@u5c9NiU>P*B`5 z=jQE-QIxR9CRxzgTjo!^4Ooy>&vD_J^0{0DIl?-=_AbT`2N71R5%*4g$8vG{4<;-+ z4{;*zrt#61n&^QS&kEK_?@E0uTr_Am0l)-d#z|h138p0OjUlE<=YP;5=~LG9slTbO z6~^mT&t=ESZMMNAOgMfJhw>+Q(*QT;v04Wxej%Nt%~oIg6k=(n zXo+UfZ`&t$L%1b?ed@QJ6qMWqY;-;S5Tsqpef?4;c^6jfx%sqwg_fVZ=XR!Zoh?7v zx-tOdsN_g1WKpF6IH4#AC1^&gu&nsDo-ugs1WE(*Db!tVEfTxp+1~;{L*(*;ep(CT zOJ(-iOvm?p{)Hoc+nH~x*rGWK4uMs1(& zfP3#6W&7=7MQQaMV24|c{&^oHc5n@sSMTbG&7#+rjPxmmW!(52=FI2*Y6Z# zsNgp7HUtOHApTf+OsEJ+r})DWPs^rVadtz}3Hd6=2qO4(xY$k->jWBJP37N8&U*jx zsmQvJi`QAagn&*K^J`06&R zvt|?;Q#T?z10mqc^fRP7sM{=szr66J365NTc3JG^A2d%)rT0?VQhI})SLb>(CPD#( z>lSym^cifnc>HeH)%}IzAGSI7H7F;jy)>1DqzAd@5I{Q1R-}MJba~~N>PW(mVn>}L zWkKZF`M!i#={&vH1%)eWleH>eb<~rK0*_1eYf(TN^Mta)*@GE<&J{JNkNRIDc>2*z zI+L^o#`K@G?IwvPw{Dh%0Ixm)RU>%90RV-7_r+^OaRv*IuOarJ%6Xy zU)%}2^#1Xaoo*ZuLsN<~ZEaBXxtB+&VVQ$vYVFme%Y+vrMs0B9YFx1T^;d1N^0iL| zAX>c#a=Q^tyL-K7l~#5~0>)@pu@z{vVPe_uv)$X4|`C0oBwDS+( z&R6pm?e4eAm9b=2)~@~*_k=B z92l{psF&0*nn@(@oHX}LgqZ>rUtesCsCqCxbkN)DuwrJScV&C}-jVckFaRVA6(nSf zu;ilL58y@-WPi-&eSvrEa(*XhFUEv7N_1ad8*4?5r#j)+uC2ZfmD-95lz1iHrB>PR zybKz&tPTh``2q*kp*3G#e=ixak05JnM~_D|n$}k=Ma*Mc`sob>k zUrwtw)b|nBNLum(mbUm?{@_;CqFRu8699X4A?HZjZh?1<*j3EF!0y4DHrvcn*O0C9 z6WiOWjVqV@OP!0>AT}k8v7U|h2kzj=PYI(PqKs;23117(Y4h<8^5=1C5ZMT$U0YJ^ zHyjWIDR%@7mq+THF7NqBFoOYq^ZBxBkmSDwT=?W)tqsOEGsxo9tYao{+nQ4+(9WSe zHWBT6(>6vNv>4&En7i1|plP4`bl15%LG284&mG(6&Pj4&^1O{IoFUbMH#XxoZ2&v3 z$-DX0YnAG>RJBCizo*)M>%$3Rx^m3d8<~fbth>z=OvYvy(9yd~PUz^vFWJxYywzW} zKAW$Ye##!TV2CZoYPF12X1G|J$8rdo5xAy{>eQ7ecd5Q=Z??%f0d%4QSXu~~c565g zY=_Agpet21;n`sUk2SI}_ie_up=myjA$~G!A9C}?+$n-%&2R`48>tXy%&C^5#H2zL$0d|z5I`mdg?3!1MC8bzL>Ws{K6F5_k}f{uQz zbk4rpIs@Yx9tb!?sB+L4KR1ipxoch?En+uBIKX?JG#um@LLEExCV4&OVTN0c6G*QZ z*saT{x}y^t`wL>#&6q$;yG*%(d7S+&(*Uv23u;XOO?x!*4tVatfo;u4&;QPUC|>3{ zyV=XPn?s*dY0_;9qJC@--!T!CzulZx9Mu(D1 z_-SiPQkK2Z)Jp%4m<}ijp#mbb_w{md;#WDxxEy!+IMtkq#9R@#>y;eU+R1NO&9m2z z8P4cS--D8>x~gSXlEhEn-pLhx*lH15wDzoqwGC9X-~1IFyLQY@Kk>O-c80Zn?I5di zapfk|1=k^FF$sp0H=`JKGixHTmRJZi@5~&iAn64x<|?Kb)+` zHHz>`fG6v;9&LPltD3MDY~YvGjU=CiSz!DJQ%Q~*P@}@K>Rke_{)vqK_d>iA9L^G1 zR3R~Cav)SN=xVD+5ipnaZNB1*?4Ya47*WDV)XQ*wSn5rw7YS&Q->_e(srA-N6tU_X zKKu3Wk68T!(nd`J`t|-)pyYYVtYg?I5-xROL&`c|%ZE9g*G4^G4 zaKx3r;%`-!>Q!6DdyQYYqzz?TVhyjyx`I`iD1PdHHNkt{Izl|&g0T-7ngZoqiEpvD z>3Ku`McFK3kcIsF)bovOaJ^CcRl848vFxBl0;|W{ian>#A2$Z$1d%K^-W!zP*{E*{88s%x>So)%z`>Yvc_yUnYn-bYXl;jD*Q?EvmKrT zLJw zP&L~yupnLj`Sw53)`YRy)ZTL-Ku=j|2_m}3o4pQIw9Q|hZUj!ZM2QR5IOWnyJon+L zY$#0^6i6|f-6vUNFFo&3#Aro_=S)M|H0Zt^x?!Gw`zTD4reCJbylINs1UE_bND|r7 zZ;D4Mc;f`(L)T>{N6;_Cr-(Mb>fe0mhl8E*V*iRI;E33iUYQV-<`;&+Bw7923Xs5WXSYX0in6UPhkbsXdISTja$659iHsbuaI%5AvA;PM43%rjGG#Ma!!hv@?AB&TC zFBo?jIE|DI#0Ksv)(5`Hla3s`LDTC!#zTQ;C<0`zB3_XR%T322GJV*NAbkHBrP83j z_GJAdstST45C`sVXpuzz2zS!v4Sw_`P?Pk=ouL*?5h4_`xJ~{kFZy`ePY(skQ>%7UI#$5!ch;2_s?%lAZGR;9*_SV52z60XT#}r=^&&V$>h+(0lRZCkCNWXSoU}zyk~4a*F>@5R<6kTKqVi% z_Q#K_)=(~HqjR1G=+HGh%Y2i|iJsib?u6gU(zn>Jm$m3}dL|Cxzg zCpU4#cnyJluSdc)6c@>%DIBS|4h}j|M+ScJ=9G*8BH)M0bOCQ^=m$HcmP?e=I2eR{ zr&I;@yD>N+R5Y-39$SOyC{p|hKFOz$mz$6>je>6ox33wq%ul9qaPm}RTAUUe8U$k?g6?55hvr-q z7`qvK4h_nDAfG(j-r|4FK0XxQl4D!?s_G>HFgF(ktg2KN3Ru)wfBQRj@`L@e{ngvm z^4xb%Zgs_7WX7AdF+tUyL(-n*wof#wPs4Gni?c+TBM*Q0lGCEyVVj%5$>^!j&jO36 z-A4<$;SBb&j6Z;6#%2dYAR%UZ&DH6jr9=hw7`}-sa<)HkN*y$JpB`@XZjP7PySMf8 z?KPorgVQ-U^y#c2I8f6ReTYyy{WmfPX${|rfcfTN<`4O|;S^Rwbjo-J7=>geui$7e zeEnd*?|&>!niG*TEu@ATHM5}*Fz0=BdkmMx_WTpXhQHl(IBG)SueyL-eZ4WdXwdeU zdoboTD)X!;ZkHG1)Dc!H^J?JT__TlWtht_{nT-Kfq*A_kNgi%ULf1(ojE&cQf!SU2 zVNf(38ndwHGR63FA;NI&T%7rl5IPTMD>LQdD4o`#i#Ye)HRnM5Yf8(RgJhjntc2x5 zW1<%-ND2oFGNXXA%l#=G_{PKQcxj7lz1!)Vij{oLhT`5i2Q~*HF z7#k!VL&g3nfKTpDT*rbD59Va1qvRgED+>w4DzVa)()sc8o^Pl$Co(k8`qdh^8*{(7 z!L10r?v7R;$#uU-x1QgewBux6`b8GO9n>CM{X*d8MrQ`TsBl}2nT7bY8edEh7DkhT z5DqEtpk(H&ET~)G_qR@6qzQZ)T&qdq8D!i^2c$s7<2q$2qY4=>P)YL1JgC_88Sc&q~#4^MdLBg4(3mpBcC5CmC ze}Y%n9%?@s^`E@2atm(Hf96~pgCBg>ml(gOQ}dc55U~#QQ0{h$rrwHCtICiO#)gsd z?jlrV{SkK=-4^Z4@#pCX_vn7MtLnp{YF7p`VLf!*<(%A}23cg{+o=iV@PB1DT{m&F z4;-Upa67cbK!$gIikmPvl}85q+$z+c@Vo5NhWW@3itdnxKA{{>3QN7H(Zz3D<}_pm zG`Ogp%8%lY>;Oj^3Ohj`!&Q`1EEOA)WlovJNZz7#Yx+iJH_7me?kCI6l|Ez9_MrcN z2l{UagDbij*>S&ks~HHid;iBE>LnbMgMX6jnEq(axA5-`UJL&oOzxBLde{YfZ8{A6 zfAk~x3-G1}fX$f(EevL@1G>)mhWb&DzAMASuWY>yDFvVZ-xLThslIDn!I-BC4ukr|$R3O~ms54WEF&;XUCvbN_Jgdo;s`BfdOU zFjg^-X2k!h{C@-KksYDr2oB!QAezZoy|@#*Wgcgj|2`p|0Vw(m{seD!ak|?G)vGe7 zoY-XiVTNSzrlp5buj-AKb(wa1)^O@d?XjBbmun7vh<;M>ScGrAkMp04osj}`>pvwb zrHLdg3QkK+iWo$kv(qFz_2yrq%#T=ekc>kY_WIQ(b-J_zv2{L8c3Pue z&4G94WhRxR&}zw0-q3_zAG0!>DO=!KV&O&*%qiFCw})NFnNwPFBatT6@)7frQ{>totLVOkg_zHhO%S7_PE(QBftu%t&PeMYSd^G9?oQpTky?A zcH)gF9?K}$9Q*yTT(5efXc@WwVr!`KGs^W8R+?$W#Y^3`iTeRbxo-7rqr}x@C5~uD zAyKaJ7ece<$JRQpiBGmAlFyHZM&2XP`unrF_U6LF9)o&+Rqti*xF)sb48F?+hq25_ zyLxHyoJld z)>xXJ4vX&eK(%POg>01Loo^`_IK}~TR_#&fh2e2}=Arl-gGsM$m%J%STxIDpOr%+? z$R*^U((7<;*UZrUdh+t->6$fH_9!#(JIo7OM2agZ z4!vI4)n6~sF4dOG^$bz#iy~Y`2UdHJo3v2x-V?h2`hBBSRW!z2_;I8Xae)E{{v8BA zTF0Ss--|p^j#nA|eALbHs^@4u*2N+h4vY()tqk?t05 z$|8cOu*yYtR2apf)wT|BSbKIjtl+Xw@S+z0=nC_hPIsbj}zbGP_u zQU!Ft5W#K=J}6RMniO|a4Uk`5nH{s#aj#nX4a>GT{Cjjc7(8xssH?C4gQd{MecJ__ zUFPC9U78buQi=EqSG%oIFCG%uDy#Q9g;=;Cr#_0RF!7@poq zavcgcUO((3GF7=Tj-wQd)~bgeb2CJIoWIe%{RI2Cert>Z4fW0QPf=?AdC}*;osGi_ zyd8vZOfF>^vcrS^B(s(Bh~xmbu%lAhX1=I*7>>kao@J~M1FV(LVHPZV_)o4- zBHAJ@f(~uP{gGm(|GCBj*6ekCUObj%{nu=Sbf!`4yT@}*^?Jd8{qnsRi$=wd4Bisk z3hnn_pZGkR60nzi`{?~2HpgOOzQ1-HjF>QJ^(+;$@Roa@eg=Q91VFY0Z5!Xb;*l&K#>y!hA62r3T>BK( z(oa42gtF^1u_O{wNkwXn4SW@bhV)THQ~7<$e866XLT4pD?>zjzsP9bCp?vmB$d#rY zQg;`-S_77G+-t}8(-#H}fnl;~8whJa)(CKvL2v0_x5) z)y99IGIR=_0v@BQ*TL|AuslPjeEy1bx~hh+ zrlzWrmVWrn4NtyElBI9Op-Cyg5$SdO8)DW)Dq;5>#wAt+ue5%}0lUt;ch@Vy$BXJ= z=!DuA{a88>SMy4vdL^XrnDNBIKia=7{OW;AgSCv(aM4V==; z!=lo_s{IQ%P&B4OcgDgk)}Pbcmf)GXkP@@@;(aKEG`bi) zz2S`=lBDROqCAydEasEf!Qb?T0kVN#2HV4BS_NgAn(idD>pxx-RJu@x$OQZW;^=+UWryg28#}pOTew4eBI8dPNDnubgLUu3nhKKdBFg1_%hv& zf6RHDLDrZ$1mV!*=%HWZ@ZurYpb40e!DnywaGE~0M?g@lrc;${B>WiPz~6ZGqE$3D z-lV8?6ht0q=8+xHUz)*d-7FWAYqq6r)FHe1jYX&S>ujZQ@y~*O;ArbznbFUz4E_?A zr=aPkv(H_a@tk@^(b)DYz4zq&q{8-)oe|S`IW@=t=o)?s(*{TIVE+QdgaIRS{{<-r zJzVqE1V7*HPPOM>xH@(OKRK>1lvlTB9Jg{?4+B?P{Zbh^PP;McFyJ#_(TEk&ys@7Y zW2W}bXlAuI((`l#*QRIR-EN6jl+CpO!^@5MgA(mP%v^`Mpf1dyetZ>!(4aWry1p?w z__BzVL*pe>db&zS8H=3X=p^{QP*qR}0jlzO&e%J_^{f9Qbbw(%8r#0qnpJl%+$6~J zL-;kSnzd4D&8o!ny@*b!zLbDxyF&R~)y(Pz(Oye#K)`n<#G)fqr>tyvogF}xIU(0E z#3G}Emd~WzDzL@+38CU_M*`I${JxO}(BAfLwxxDi-Aj%w2tJ9J?%#w;W74TfoC)$( z>CMqN0b+dI1H-TR@ATO8ba`yXbkhcM`TA??)Wj6S8yy_JFePwF^F?wT*4<&N%Oj`H*qx(|HUw}nulg6i|z5z^SYrTBd@`s*<`5;`xT zUz{|9)@I3Kz@d>z-cv81FXET;Vm!VUAeLeWp`oqU--yq4(?@w7xXG6zn3*&u*N5?Q z54GKNYh4F3r6WLYB+jz(h_-_$L$=mQ1?+13RkJGeR-Po^H)Xr4pcxKo)oY?0dgKNz zN@E?)Ot{ID+W;;Wd?fa!TtaGIU$pY5&2*@Xs%qmjwPt52UGF=;@k>f&$iKN>ueN}L``)5AuW5^H zQ(eYlW;tDp^7J&M?|hAsS}OZb+3cHz7{aN(Vok?&{_XjDj$^>B_2Amyt-_nZ&|KK& z?qeQ(o1x3Iu7~Q9H+=53pV^PR?Lv58D!;cEPtS-yP3}PM(U=o zzD#P(bVaOy2^hQ+mbHTYT563(J{mW^on|W(LiXEZ+1U?`Oot2W?=|H|YBZ}am!s`O z8HwJ13`0xR<^~s#H(yU=68m^7ZLQb6_lhzYJt88|scqzY&=@+KJ|ERod3!k0Rf>)xklYKrpu}8=?YGs+rL>cw@sgW zdKlY|>Ok$L>GYDUQuGOIf|#4R`%PQDMda?6;<*?BtuggV)+wx?xvVZ3a#St4 zPHmpA=Wd_z_!giQ+n9^S13QnmC>!1X)w2qYpGme~0L(rLEp~q96uBu3=ZpFD?cutF z-)Fr13^kexrPp8k4%-f!_UD1+`Xwo69e2_`>(}Oy1{Cr+R)~83t_;9z3R0#KZly&X8)EPQ& zyKedL5jOPgE9>zZ9lVijeez=X3OYC59#|ra>#&HGOUzuFEdD5Bj3%pB9nIg2SNy=y z=)N5rUlS!jhx{xhBh}=TWtPh=8>ym&riyX@EXs&rw!){Ka?iJ12`|#iG}; zdChdVT#BqIw}^*8TyikOp@jV0qVE*E@$}#{reV`b~;Xl>&s3#c=4F~0Z#Zg%M zKJ4()^@^-{unW>^F@2~|$dM#i!_!x5)hA^a-qcBL0+8@Kk|Drh0Zu6@IGs&sOul#|Osx#|-drk{`VV z^_6m1>ksSXvb!}*EYB3s7(MR1d+LUsZB2N=33(G>N2cG13}!}Mm?=w7uw9Ne8zQ6H zN=n+P7S1UYu%Jd^`wk$UMmVchf9V2jy}4@FDC9D+I8Uq)+F}L-#{Y1G5TBStb}BEp zi*QJE>Ms|wUte9--2!JnjJR6Rm*?jS%|6MM-`<7|+l4B!LhTeq-Pb~Hn=rq3%pvM( ztzI3LL$GQzj-1%P1QPmXwS%c?^;a3yF$n^)f!1Z#GFP_{`6L+!re0_Fq#Qn;_-N z!f=iql;^8Fqo_r;fkZ>N$Ku#O5!`XDOBpq)q(2S6r zwv?-5)||ELmyAX8Ha@gAUtcf9*Xy--9O$Fc>^`yewG+7>laEGPyCGIg%W(VdX9eYO zap5j{$Uxd0SM!mgQ=<@;)E5csGF^X9H$Z%JeD%I4{n7u+W+4yBj8-c|yvaHO=4s}j zut=YLAKc?Q&$?Z`)p1>));c6#qf%}KaW7sF#&25JBfSQa*=GzW`fjC5_cJiOM@F*;~7bD<{DD2JU- zqk6}0wx)%)jL}g9>iWFsTUw`cTa<{|j~}WuD)6@2tQds>qiTtT=p?6BYW>HWtwx`# zA2ySkcA39M7#h^r8A&SIg;92PTfcEIy&n*f(+Cwwqdr(|n~Z##N?!+(Ugwc6+HSCx zEJn9>i6N!xb@(aoT~Y~u4m}jI__Za|Kz!Z?0y^C;+64mmbM&^GVlx3XnTb9v5=lYHsp&JeCL)FFhj6EUDOF-;>&s7_s0t;PJY_dDDCD`Ifb5k z@XQRp=?#J@KYlfOFf26eCqSIDXw-T~?+QpBK3pr<&qG?OgjjvA2ms7rG|TJag6V9n zn*kcbG!DdP`et;g9?ifh1vhKvT&C7Qq4D@^CZ)B@lRhr3dHmJ z{DVAb@|k?&$2|CsZw^fx@gJO%cVNLT7yU&@MQ*LtQmH;i`*^Ohj{4=WDHI^%sfAYl_>VK>#T57SbVoPLS4pq%w#mw%?>se!hDy+OZ*= zcMDwYPduaEZ*=+Kg(49M`-4OMHeuhH?eg)e)M}D$_O^txULZaLC9tDqT^)=B>Jh9; zJHjn`wiSgP*XU|>e>;xBH$eRy{CYAlX0ee+f3#3aW6g9EhJELA^}+>xdqzTtCPGUN z8fm}^Ysx|e$yq1&cbXh2F!xxvC=*l2rcXMm7nLYvBe*~xz9-OVDpu#UnoOMnrwD=*|?`H^&Qbi*{>C_DkV&=9lxeJ$2STviKkr;hIjd9cYUObvd|B-CwS{ z!slx#99F}EO7i45)h+~lkI2kkUQ+u4n?2?ho!#$Sd1*~Q`q;^>Z66EvCT@Lj(>NJTYG-rW z$qMf%qb!2_wA+PxHzG@3s9JCw@Y}LP(|680czG`!YN`WB$jEghDz&=sxtq2)yW@(; z64>}$QBg6@F8ql|yqYUHo!-DPtF$NwA@)*Tnk_VlesGjVzx54))-sy2@ocVK1EM9E z`l<|&^iXjZVF;n~0_B>EYcG%CUMIdzZ*HO_>e~6t7VFrbqz5f@DEVmWum5u5a3$cR zm8y=ySAt=J$Hu{+cJ$@=3)Y2ygEE>#OaCzOXj^nxqx6pV^V{27LPdk|lrL+Uwsv)N zr}JqDC#5j)l)l0Hj4`MCNs#CUwBNMI{^66YpV4adx-cVdn?`2iGE6lG%gSJH2d3v5 zE0Vz3x-O}O4H=p&jt?2m+?*L}=oF(gi^CCZI!|SVLMl>%r1!ywkLKLIG9pXAC2Im> z`03iFdjI}l6gI0MJ|RURomLZ}sSJ7|Wq`DYKU7pn&dMXWBaZtJY)c{dsra`_o9>F+HWG-`kEQd_NL zu(t#{Xs0zvdxIvh!RR!!H1K(MdKKvqSWqqN9D#IF7|!s`i?@&WF8fy+51Ox@II<~* z`z)Pmm?6K@g~mkjs~H>!f*vm5Ip9$`J3$G}jXV^_R~T6~h^NIEBfa(vP)~R3pWs^R zeQq47Ul4nkr2>0t5g%|>iDNBk#bTC5w_>!nt+Rfo;5pZ8U9QWef>=P_U zbM!D-!rCyWn&Wgl_z13{(q^O!_B{zj-d}RahAObjrY!-5y5y~IA%i%~yVD^OqN6-^ zo1K(!iugRu{vlvw6#a?tal4c7Wj7iytAn=!Zy^zp#-pO5J3hH7aqOvtVF;!H#y9oj zN`$te&5kD57-F(t$K9AsBt$Ch!30KfzV@(J#_xpm|N#NhBUI%>h;cVx3>Fwq*U9`lIV#oW#EP5 zQm{4XBHb3M3Glw+D1Jo5B!{HS>q&BGh{T#D0bJ|1mb2k*YJsR<7V#nEUke-%ZPEg- zt={*XDD{^(A93@-kplT|D887&4)qm6+92G8Zuo)SC@6q&i|o=;Yj-`kj*{&$c0Cr1 zu;>d-#mR8Kd@jUxqyrJcdOxY|Bcujm%a?Eramg!Fbo~*D%0ZDBRiscrCgDbPX|Ck2 z4^H^?Gvs*v=W~L4x`4i3yyg+tD9OmzGSGxap>42fwnO9~(Ku>}gLJy_>f@Pro73nd z++8@2@FADeh~s4JW+Y0VDa)ibZtw}&a}SpsW&hxUdQ{KhAr<;?=JzOxNw!h?h9M7M z=)LS;@ni5wN))on;?(9*Iow>_Bnp!!q)sbxAtS*4e=$p-Wy-gkU8yuQQk$iye z-vD-Ta-VV(LgMhp*}$^Xgd#Tsx*?ax6*-M+De-#_vnf0@BKDVOmV^jQ>CFansOpErhJ}aS4wxX^vA3T0Xo_- zjBiH5HJY0Ph%QIBj=vEO_!|$IZrZtvwqi?VT>bSVkcuKz|U>QnZ zOV=M{Ocz1EpIwma;i)^0i#DWHAt9eXduh`Co)Sz;V!I#*H5SC~c{&(;ns;RoB+{_U zCGL&2S&>~?GD3P!k5?0@DZH|#X>e}9Fyf-qQY>V^E8d?>NRa9sCE{vRNMfDlj)x?- z_{|L$_k6cllR%M}K^K{X!(Fc_)3(V=q4BP|4dfBN$W={oyJ(G~opG3wE4F=> z?ApD2b4jUnNT5(x>74Tw&TXQ@`rt-hQ4YJ`n2V)28Q0@|Sj^Zs3|ywIwIc4U!A= zCUp#fDg8dVs4YTvN?0oX?1G67tJHXgYeewSV+>GWt`X+8RBQOK6-uP1%+DK>R8qu* zKH1B++VSfexQO^_vm?X_sIL*`)!NGW5i*8jb@0z}oU~CrJQlbmfIzWck_7R+^^+u(~xw3lHOJw&uxx7P+bXYNGH;o73*^ zhpk-c!DhxEJ-1R$;4W9H12nw#r%b{z*@OP14Zj6u%iA zOQ9v<0vpeFUpF@4vRv(@Q2DyFdknplaI-DSpOX{xwg69jv^*w}22b5S`ews7lHs@8 z*oZAc9}b#`V@zE;T*vWRW%X_46*QI~W0JB=XK#4}#j!6Yrw7Y1=s%4JFoA}tFk5V9 zo@HfyAGF0yuzL?CAv|{mk5BjSNVulHhBl&k)u{2=cFFSeR7%E^{>7|q4gT(mgu^T< zyfqkX_=B*uAb7FqoI*D3=T=|nkXNsk5rORC^MhpO2HM;U!rpygXFL?mMxGuePAy{7 zG@k5;5w&Fl9l2GAFSamqv-%@JA!cgLGXja$*ivm$V_84W+g3*92~jkdVnb=0x|q!b z7Y*arx)$+u04ttlAcB|=uy=YaY>Ane*CceXQRPn{Yg=twf*L<-Udwuq1?em|L~@w& zijx!Pkp1TCLM4$t`C?}MDSe!qmcsUKsRzw|1kG4=5N=VNA4>QfY+E-IH#!w1($*JM zG83}Dh*Z1;F=xXsm|27@2HM(4G({Gc?yao|B*$Ew#Y|f%roR0Bvo5aJ+I@}KI<4Kb z^_x%zsjVl}O%#CWbm68qIdT}6g!I?D<&x+$s<747)iu0>VB73W)v>wUEe$ti)o8qs`_C{_LqFNR zMF-U=|1k-2b^+1BcBBUzW?O->*FHQr*j5TD&+KKvXf`H_m6mLfwx-`lO!|i9O;6NqaX~ri^UD|nVc7zpQ>n*fwTf7)Me?vAj41v&Omfkv* z88d$)wSK5CB$hYa)|r#V* zJW;f}QH$JdU>Ob%YeL+0v$95*aBk7JPkfmDcjMZ36=TuD;C3O**C#UX2JB`bJS?2! zTKmS64TYSvtP5hcv&PTl2V3{r!AI`^hwSwkjQt~t|I z;Qvz#fTsd6b?2zhJjKf4q>(UF@ZC>3pZa@!Yoo#{xX}xGi@t8Riwsh()X0}wH6GKV z(boI4AuGqs%rd^_HS11W^W;vfZ#kLpzL}q4{dfaNxxZxB> zR775$x1ZG#n>O1$MQOZkcwT|0<{-MBP@GM$=)|zM|Ef#l)nT*vRY)959(`%B+mV zf!2%VGSRTr%2Ps={mTCs_pCZ|+#3q;=(iz_TSef} zwFM<~2lf3~F@~)qrvmPu7gMhm7~kIa&SgIbxDJc2aX(a+soa8)lEYH+_cY^OLkNB6 zJ%RweCUz)YW;}x=M8|rpv^>6P^|^;y zuxq8+a4mvgRxHb^iMyXz6%XFn5w72Dt?w3uNP(9u2BZ)3;~laM$@c_2r8M%oZ7 zL*=JZ{Vl`a?z)3>hu=y@zHyWdZtv!Xe&tsNh|3ZSS4iTmEbkm)&mq!XmtW(cfPIT+ z55Jw+Q9R+ZhoMvu==UePueCB%aW{ADRZvmbx>=Se)#pLJ+IN+>E$8}sWW=E7zJ`iY z*4K>%UT44DeK`G#ktXF@Ows~9rKT5E_P%h2^BjsnzVSbP%JptT_IrCH>|o*AiL5~)m2lBR0?PZ6sMV~V-*}J13 z!xx0Vyry_wrIW^VPHVL|8hlp;-?#j4{UJmxn;O{n|HsTPKC+pK1t?;KlM z>aGn0pX0%mV4jxrx+d+P!53+v)!-YehVJ;;?i5oA=|9iu3yg za;45RI@AjTHj`?s{J=xFl%&u`u}?uQ5TyyB0u znlmlmsevbqs@DNc)Q0^_BE#8Z1oIUp5;gQ+`*+kq*(kyHd;Ap_tqEWs2KP#4AO;|P z)Zm=?7N^e{)7$-{UZv(NqOS)Z(_Ls`Sj=qUx>qox@tfwK(hLZKRrHX;LV_G#xI{%y zUjc>Ib}nLaa%tgzEoYF1^H1Lr!q{tn;OtHvP+RY}-);2HVqgvQb@}dag&n_`Ix-HguIY62GckApYgakOFd5mF{&ByaDp=Bj%Y_GaZa+szP%tdZq!=TCyhY39pCV$Hrmo&m(AJU?U%^PdCoG&(bcXc=x$k4z zu8lG0*NKa^EsmATVsE`~gPSQk#dr^3|LcHrXcF_(cx@E~u zkD9Iu;GT`XFbb_8YQpft!A!j`(4S57YTM0??(Ug5#@^x$sm9;o5e0B8e-c~yf$DQ> z2W+Lkx5NekjZL;1j@DSl>r7(p*)j++-8s-&7nouzm_L)>2-N@&KB#&t`2il0Ka=Z+ zRG?}j8dU}uJIchVW_?wLEABs*r3M**iyCC>+hTMv02?BDD`>udfEN@v`Dv-O;03-Q zRu)Z0(v3LhCwaL~Lo}bZ*FKr47s*PrK-pw}S_QpqRHl}OD#LzY9b{#>I`BA2G1x=0 zJU<7*r;1JR83tvgzJytHR6DcZ>}WqZ-E1>evZD$9WjYRABbHCTT%AyNtd;OkAb}j0L!Iyj~2Ym(btE6Z~ z*;Wl0aYD#Xdi*DI^L!o-XZJora0I1@Sn!}jeo%A z)dknDia;M&J^Tq4JF%G`vRN$h_uvdlt(>qsS5v)^%*-$^)?p%J6Zx_hC_qg^_2{s|X!HF)V+E{x{wFP{uqcP?cX{%OLWB#Bs&IPzTFJnMl~KK$l_1ThZC=kSnkJj)H!RK{FvftH?1=?|V5g4fPMHr7>% zXYvUwa_k_0v{dT-c$(fivelY%g-FPYBmjJe#H_`ZC)XD`wUcVJ{KI`)@<9-RNf{b- zN!?1FLd#yo2o8mjdfsDf!z4t8i|#G9}|rEx_I$`^ltcNB)G|J zZ(p1Ig;!)xIhxe=cx)c8R0;46pL9EwfsO1w0ZSg(_zzCu;gQpE&pEUqk${jNY2ZMF zhLo5X63vgxU$gtq(7IQTM*Aharz<^4|HO1-nXtm6m_7N^=Qo7U$NNI7ZU~0&TkQ{q zS8$Cs8AO!we1ef?P#2S{z8Cg>$&F3ieZ2)2dyAoe4^2YjMZWD^HI*#Y??BV*`-HTV zABZl{PQoI@imz+6?QIIbMKtO+Oc#wG16GPyU9SGIr`i5nP;b^x2&u1;XW0>bV{<6_ zK7Q!0o=Kwdy&D#bw%_>Q^~FfGBU5wpeoQ3{XV0yh)Z=#UUR+RJR+dciM{6b?ley8m z!CCuV?eU|Jo(KP?+VyljH`_~SUd&3ahVzt{pdYfA3{s<*1 ze$?N3F>(@Bj?qwPS?E2yZLF~g7k58ktmN=HIWfbzQ)mG12q+0n9Jz286>a?TY+i_5V7y9dv0k5- z$6-5(v(|PZeyrzHNIT64v?6046K@^y2k9n_{a0#he!i4F8em(+=eu-PHc@8AZ6oIUB>z zK#6lH;q=gUGU2|0>7(ob3k?S3H5~%-Oz+oyYm4=QJohVa0jZaFUoMjLgXp8ZP-diKeDIldGjz`$5i$|*lwxHoLS$ciVPwy3DMF~GVxukL*g3*O1> za(;@RKb?knC{;USO3@p;XZT5$0#Wk9ea@>J<6&X__APTeZx<TpdS?BJ4;e=bjH@9dS9EZ)@w#<=%E?7oCvM_RJl#w^QfckaK^h=9D# z0AsoQhnIsRjr(MItuZ~q^43GtZifTQG`LD(+1|#L_aipJLRFx~y=`!{n5@vbzIuGh z(Znh8b8g8>Jb>I*p@Rt_)U(ZybhniN&c(5#ND}kP7a+NR2{51PHRjW(O1vp;Fm(w| zO*KxK!dGDX39u(Nk@&0-fUY5V9<_YT!ipeq51XxB1+&i5L_Kvy+p=N!zE5m#=C5XpJbNL&m!-n`1TVp?XzfLL*qCl@Bct0z;i|f z%kBP~4`PFkVuDw2_KoyU+B|(56^JS~(*nrg1vft{a!F5FxzB)qKKxx~_6?XkOyV!0 zjVzd&cw6K!>8lXckA~mHJytL!70W$T<6X;f;OD=5_`iWK(_(@|&X~Ut^ud%Eluy`x zG#hFE9)zmh0%L#+dbK?<*vY_Z{@Mk8!na|QIKN6K4rB}l;>w8rqwh#yKIC6~KEtNN z90ttkTu)flMx*_`qc+%qTf&|srXzCj@B~S-7OB#Yaw9ldOxF$k8BF9)apNCej8XdsE@@cmjJk6IT7i+;59Iv zwuJIW)E}d#BLfIMU2Kk3I|@Kqk~u#H^^XXke*gTUSR|1#EY0Km)z?*FO)LOrW`4M( zppXqXha7R0+Yjf!7%d27cC|B_B1JXIbh9eBCW14t;xD>v76u|EPEJ2##r1!84{g@b zE0`PO@i2sY&%C#7kn0HKxr?#ckya(mXcI{&&Q$?r7l$ga>3w`5f}31|#&t1UP(=k_Nc0*5x!>&|OB9hB!Pf{=-}!4`u3GUyfggcEppdHWM-mBD z=(q4}@sQWG>zA`NgcN({>a4Tjvt#&d!d8Hq5yFI!&`85znR}tr{)PIE<+XINVOwZc z8*_1Cfk@Cs1cWy;dGdDSz~%4|&q+f6lr?ub9He+yS>apGp?9X%TWU>*KGSB+z)s4$ z9=`vxbGFdM{dN#32qj30{Yg&|na0Z#;r$U~enNrdVmWA} z89;5ui*mdO5rR{b13*=a4lG=F|4o~@{mp~VgPB7Q5DNia2)tHmQ`Ebb9qMwkNS`Bn zr%|4jS`{f+%QLa&_OpZ*?;{Ir%4qGKyl($6S8Ga$iyKdze-F+(khA{e#sM>~?MTRB z$B(7Z;ZxCT@8%SgnaL-Oaqpj~5;asU$s+;_bTgt2CE5y0}hK;dDMBlujKF5Ro|Fs@PIf z%&)A`1o639L0m2zFmS~JX$i8#)WS+@^U2*P++^4p?b&z`ly<^2du+J(z!RoZg|j_)v!Il+Y7*Rv0qu%0W&H3kE}zNPUL zbyWs#ULXf#cYd~e5Ex4P5j)&Yp->u~FyLb{v8ou(J;+KX`H@p%94(K9_m2WNgXHrN zb%_bzFW>C7?OXY5pB36!3gEb`+9xzfeEVwNJdO1f9okzF7a+I(k&zGqdZNRwj0(sw zm$Q$&i%s9(eW5BA5*zV|BV(OT4lj1gGI7cA) zXq2W#2_z!%Kdf`)?yXPJ`*j@!NRt#Ob#`o%OzAo!Y1X&q&GSHA_JMYWQzkHoGGJq^ z!$N~43@_^uT0NejfD~R&Z4X8qM=T8fiEW)vi2!(RP@&6Mz&2l~gsAb<8_!bh9=Ck9 zN07gdOrd3;_r;YX>Xm@~Zce3}6Hxm1Tu`b^f~V6M#10HccojvpvwQyKyVLgN>%Cnr@2eteuQcX${6$k)=ORM@S)Jp$ z>C)%(|=! zlq{7zV^2&uNqzvleh1g!8v7_rD|#B#^|JIMv3g;T6-+KtE)%9$3JwG2Y#{#m4knv#ylC2s@OwC(i=x{VhUS;p>v*yYZ-~;Qnoe+qTYr0I;(bc zOKl8!we%01qCt@qzH=`>kr0jsT3x)u|2_#eBZvH$Ximf!5P4u=o9n8)>ly!Z8mKj+d#0|>Y zsm&e3>_Xt0=p>n(F?)PT)nMlQ3ND+~?~S*;Z*mh)hTNWqn||+NfV_fIfoQn9mucZa z%$u{K~lM&nB94hUOr6Swe+2Q23!`(R?PUqXZvS%fj zmxJ(T^%~5gZ))T+*>QZQF+Tn8&(M)fm#I)j;d3zyA+ylkQhr?pX8Y@mn#%{L_(0-< zkK{ah!4eF*WoB%$=SQ6P-{Hb10Co2R%OzL6EB_?^_g%n5fCK-`PNdo(^?Wp6(duc+wTI3uo?kB zv$F}9%_pOD+8lfO`b6y9mH*@QA0WRk6RHWCs5~hUizJmvp?x^W^+S~#)2}rE16pRo zfkUrtKn5dW0iVrzA4O-8x`9a7#QgA`sA_(R2=S)@)ikB0P=V# zh>*_Q*9M@9UGlb~$j%WXxbR9_5ps3TT3;>BlBvg?d$Q zzDTGdpsXW$T(|50Ao;w~WDQhtNDCrwrYydc7JQKuf|Oh`G&F>ThZl~)=Ta57fj6ou zmnVXyQdoU)kWFd?q)Wm80g~;imW|$xPOph_F8ngSvE~3HT78*ONNUt>wh0G1PK^3O zK3mKb1Z%PlNvym$C?ByL6kW#O)fo@%PGflTmQz9MQG&-335Yv8vmPzhymRYUY!rQw zboy91zhP8zTf(wpf|5a#>Q*?5t*x!44iA=Qn`Kh##ji3c{XiS#H$vw%HrpyGU;%^{ zt91vwHoN`0AL-LaNzj=!kM8YrwizGc3w~&9VSYZ-QtY zQYv#5==tXa^Bl_Naq}%(z+o}_3yAS2Og-=+bNOBT1q14hh&MPQsb}{OfEMLJKqZ8{ ztqQP{{T6nAN(@VFC~>uL41i?XiZQCG{lop(P{=FQ+yyU2mgeauuKNB849UzsEib!piqh#VN73aYM} zo2T%{`xfFbSn7AUqX4QPi5b;8ZKR@=$v}lRiSvr-pB$6-7LLAL|X6Zfjut~9P{R4E8!Dbx1DTX{=Oi6{+wK18acatn*vN= zYLL5>_Uh3<`8GxV>2iYvZ2G{TiJXrruGQvkgxD!SgQa&{ECL-Y8p1khQEp{zvcdb& zad$i&?L#5?A&FC-6_+=P^CGDY9)kuJQ%4J%(>@R1BoTdk-;h~n)_@Pt$mQzj>@+<_ zfg|^Od$DvB)+QwyU)bMx8HmIx1m4lermO5&3s?tc$D?Hs>BY%13$0G;mng?Bpygv2 zSX1Q+PvdSCkS+hs$4qapyv?@u%L=;#l2p4O%8;3z6ri6QEgF|CBDGPc_kSTf8YXeooCY_tJg_=?;K(SBX!{yFQtzq9%X&)d)#^m?r-9thByyTHL z1T;i{o%-nkbMyCLB9n5c)fZ@O$84FS3B1PrX4tq52wpv$G)!GgaBL3OwMlWgF5=2H zV_LF2Io__Yoh-MX7n#izjwbSOY}h3{_)8Q&IlXNnFuzMD(}e4AIcXJ+)wu+PO8lM9 z?+Xiy66}M%mBY}Er`WncQ6X^TYXjK(ovT`l4 zvRFW3Sw22KMLB@jj=?NQ>fy9yGmcV$uuKNQjb){Wks%twchc{grz`Z_?DZuxR|#&) zC+OsVY5_J{9Yi|Z&XjU_J?eLfUVvLJFK%vNBQtdF)` zn`2*1yrM5zs=p(cHxTk0>mUmldp&xIql6`5UM(E$v-Af;!@o~-KJwD1j zRK_Xey4<1D2@8pUKVYG1Lj-8)OjMQd7AWYL%;C`=JZZ?!O^dp?Xuri{mofo)Ez*;= zTQ5|F0!81R_eXH6s;*`{s}fxK<7i%^1r!QNN^~aEeB6;eV^N8eCuCE1Mt_{nZFYkC~Pn7s`UnD3MGOe%Wl%Wzc<@xY91dzE;m`H zR-PteTb#aK4iQnQl_$N#kdIW^7RjWhz{#J-PBH4}wmF(E&&j_u+pbcS^v^Vy1@)#i zK5np>PlhS)G-Lse*<1pUOBk>yxcYm}MFIg1Zc^Yh;xGOwJQC;C1}!#buitLI90L%h zpg9<7&^>|iler=rx#qCJ6B&i8f>6P+KPId*TrK6LLgqDZ2dqLkPZizmY%QJ}N6BDI z89Wu-B2F>B?zKO75czr3^$QU$UVmsB%bzLW_CW!MJ)R|)g{ir-CA+tno!?X8I{R=rFN2Ad@f|j43`A)UkGkek?NL2LqT%X8O&v}4|@Gj3Or~aGobxIYd z{RN{|i!ZVmJVt-yUjt4auDfVZ(V1kqv)rWyzsQneo?;{vHws$&dv) z-p?P#*MTP9&9vPiJ`EY{>{qoq?$JDXPa|xkGy5a?M_18Fr_xaGj0%7v4oj&la}x^- zhXc%b8<4u5N9IbdS}GzVhcN{XHt&#-uBvx2x#^QyfF?NY{bmXUUe3_#tlZO$PVI~R zhH;2(-YsvF{sa^*%t<)HopCghaE!fdX0bMt?ou+&ng{w(xiu##l*VitK_vxW zky6?W5T+&b9WvXH1so&u2glvv`2ChUws`jE$y>8CrNyKsv&RH`z}0(^Q~^SS!mz2w z*ID?0Gy^8{A3MyQA7Lbv(3E5tL~t=^X@(9oF58ke;c!k+th2@bwSWis-CE2rY}kHLZLDgkY#eBN zo24>!Oi+s`j80*ajGh%KZLz20Qv&;DmCtuT@vOmQAp_Luw&^>rT?^}ECNEJe8=^~~ zmEWP;Yadrx%oGc9H~1#c9=@ZTMwX(u_C5Qfwzh{r(dazCGG4mAUBY^=as;;DS>m~Xmq~OS)@mwJCV)vegE_2 zUzYw*#|e+AHsO+R6geZ%Kcem4N4d`N7o6tE`aW(>34w>d5HrXQWDq?lGuR!Etn507 zf(91k1v~C*tkd;gocTY#3PhEqHac+tUbskkHy`re(z>4)xMND`W-u5&Ww&RwT_eq1 zoTSLS07C^NcQqXput1*N$`--KXDeR~s4$Lbv5hFPXt-bDbsFO0Wg(K6wgQbsDXlZB zU*V53`!H$@I3|-W2#oddbQXuZ6V0+h*>vVvfwvg=@R5khRCgv^ zk=PKl%t5$kiNGN8iA~gRMiX^g!R+{G^xf0i<~&lr$lbeQ%^|oWq&^ueDDrpQ7K)1zk&P-FFL?nrrUA4dgnUKFfBDvx#u41t)HIB94 zyEd#hYFK@djPZCW%It=ij9;R8z1aw%hM9A4cLz_L}!kQfXN6F2y`h!2B-5yzT#d3l8vJ}Z=3ILl!WYisT*v2 zp(b)L26M%7%nDLTtX9;iNqnOu(V|DVxU=Lgliw&(W{mm$-gw2MaWUFEQ)UR8gKw{2 zlcaFbS%W+xw;8%$NU_Kr+>l1RRvIl)NeUdK3FJKt*KGt=h5P)SatYZ@GrPm_OpPHA z93&ydUmh72a=Jq)^W#zHQ2z~0?qW5f+4KdcuYj8GoFlfUHH6kU=Sx`qhXZ6maPHaTrYt#8Fw$( zhio}94QJA9iw9?)O#LOZHDTJ4^@4>)k%o19)c0x=v6I7kL3Tq#Ol&GR1U39002b&0 zJJ@sBTWMC-zWa704HTB=8x2@!ei@LPm70du=B;J)nKcZ*oX^6ffuP5-X0sMW4wpl` z!c9BO@cw#N-(hcs4e{Yn1W+nNX*pjTIBB~MTKnaE6z21cY%qV+ba6cv+7k#JAu(2a z#Gq0FoHe5n-5m!`$0>SqUKl%DEMiV<*pXs0Qrq?R=U&*2xlOkkLYzD}QNFD-V98~& z3Kv3u2HCE@KcJ0$uS{_B;d*ge`{nb$7<;R*IJ&4?m*DR14#C}>;4Z->c;oJx5ZoPt zI|O%^;O_43?#{07Kl|U;=Y|KKrmMP3R;@MWJI6rCABdDF)40r&=?!*pbL;sYKiX_h z1!p(a{e@b_d*F;0o#<%2t_}A!B!;+mhpH>rK6_&*g$4ziN&DC9Bgv0GoNPc!#sP=O z{sB1h@Hm~}3cYXUm?m&VVIO2FqgX+IMG`>gam9-g!0)|_=Pmx4o#B5M&HKSI@wMx& zQX54njq*C7poBt8I7)eh%9Sc#Q;)0Q&B~LFnYVoa|!}T z5%Jef?)8H>uJHNZE$utDG@K}+ag9mR=?1KI_AMXrQ?7q}qPLCWLmK`0JE=iZ*=&U0 zw(B%%s4eRh)V(rn?v6^@WwP#=c;K4NmEu{jh!200nq&H94Jrmrx>5&MO0Q%jQc@{8 z;6q-=anYbHdM`73)s)AK{QBLu85esb8egC0AqKu{4=MzfrMVwE-fe2EL>kbnZL^{XSV>F8L$Ka+TH&&`jgAaFAZ9(U!Q|Qd@Q$pma zWGGL6Qi-;-VR;*7Et=V@4WW_&l~4XDP(X2AiPU~N>g^P(WS|WG1$85rExq!JO!#dO z`J75SN|K}ZnA?7RKM1(+_rJg$+pgJmyp#C~irs;siTKTA zx#stGH(Ru)J-7jX?k~W49iu9;R#g0SW`DHApn|T|_2M^RwKGhJ$M$4$y`Xim(Gl`> z)*=+0M31ba|<+u6^>-cOw0D^1*A8V4Nc8|nr8Di`{$Vl(^-uC8(GC^MeY1U#UMQQ zb4p%U-Gq8xG8tMugo0mrDWkEZy(@bBV(<;Z58q$&V7p0UX z^&m(Gfn!z{yh!+v@CaLrdNF?Om<>3Y^Z}S8!o@Pnvup0Y1Tw{)F~5W#VH6z@UUzp| z_3dz8^oW;^zR|uGWHPKAGLd0lC{WZ>b$0M%(l7w;#zJNXGX z+sPhzZ0Au`*EGakv9Zs5u5?J%4qB^!Ui!TPK49B(rL*YdhqxbXX80Sn%i!`J6m=&q z!F$Y=^eJDztD;Y23Hmeb$=j#wPv;M&^7#hiei0YO`$gpc@ij|O@T4aQ5r*@c8v&cC zXWjeD(c&QlFkaZ)6e-~6`*pP5C|0)lvpUtsx*d#dXtmlvS*e%N1&446=@l1qZ&WGW z08c5p{XZMb6vl{A3GEGmakSQnh9jKAsm`%{0k*mFs?f)tvs%SWg}HJj@uOjsYCFBA z3iv<9ZnsI879Ad=G;lM?;n?5CJ$tCw{03U&Y7gH`Kv}k10@@v34P(OiS&_f51#Ot` zp+CnbL6KKZG!qynZV$s5=!LVrpO&zV`hH**-n#X)$@**q3F1pWRphqLQ``axw3fGI z@C=LiyIGOuAJ&LU@!g<($BKJkqS$zM2q$E(FhgCck~>Rh{*?H8bhuweN^IMUfrj}t zLA5|ZDVb9IG9DxTw?bY)h@ylTN@gxwJooBim7#D#fkL4oxGCsQ7T9o_?8i_XMeT!R zznDq*WsWL~MHla;5@AVds>opD^sf00t{`INCc9_cwuq!!3FVOr3*uzCrWe>9dg_xH z)!?Db5G5==m7bjuY=#^ozGa=A*Nr-#5BK1&@G8Kk@J7*VG4cm0vm`M(u;im(#wLyw zHCLSgE`*j1(wxY3#R z+mC8&jV;&J+D2R!!3^{@q&Xjum&Kq2`*UGhOlA(&r`1iBd2_4(RadF)K92h2v8)|J z6MrgNs9&tu3}{N{h?fSFd40&_#}zV8jCK2X^Goe=sQJC}>Nlk;_QC<_w^wy+&XEce%YsD;<_w(xu@mB#y%4>Qcd6&6ffnhZ+9wVeG` ztf^p~H2|FeA+x3qO(`6FQ35)Go1);N84S?iL&A<{TdZqY7(*qh@D9E@`kKM#Dhr!( zZZ6q$_D{b~G7&~RP%kE5ELXJv-DD{S7%-4V2(U=2>qiBeMtYh!#%o83ri8=7o{qBqd9(K(VYkv45n~xA*bt4&l*STJYP+&CS&; zahTMl1#Ii2y|2+(eK?f7`~Py*Ubcy^a^>Bnt#^1|3aOW=Y75v>*Zba{yI222`orn1 zyD-OW(Ej_}|Lv!pK3~3SKRl1`0U_=HHJZCmS7z+P3FqnFR^kkm+>g0XW=bc{7i($< zzI=(>A~y37WRij8id7ZB{dlZk30gelX_(F%AL zcOh-)w1aQ*ZJntGLQz`iyn-$h`uJ@eU|KMT1gAy+Mt;lSA7!Z7AVis-(BVTMjT0c&2pBg}!7{U9(yz8nMyAS8CQN zdeKpOnj0s`^G+`dFGx(z>Fp1A9ceq?I1dL{&zHyKTG7D;Cm%;SkKt8p@d+Scao&Cb zK~7(7>2RKsc2c5y&2Z3##w8m~G|r~y{_N|#Yt%GFSKmR!s>9BnOuhXobic_2npUS%gU1Tx;#!N74CQXqKK&096MBQY zX_LXL!^$qxGA#Cn7OKeY1?=(kT#4I*_?imOrdf-LLd_yN-9M zzc15dCiq5D7%2?w7s|C+e3q1-BXtJ=-$dFzy4MI_w$VQV9WN+ekC?py=ezb^ZkNFc z#fnC~1LL5%>MvIF-C9DcmTAZ0adQ1h$@l{Opvu>b56MHsu62ocar=(R^_GJ$|!7fH@4 z^PPVx#Cqh;uhg(vuV7r?)_^r~+_OLQ4|a`lU%VnDtI-DRe$wd-;`FUxq9t|V^wbZ` zfZe_l%+p-I9iN<^a=zVE<=n1TIl&D#_2V>lbuz1Obem)U3C-tyq+Utti0XWlM09TP zRmmb^`z9HwdHSlNn7FEkeX|en*1yH&Qe8pXnd)F~y>LTe^7)~YH=8<7f3(~5tmkX_ zmx%$Nhwx8xf_jYU`Uoj4K>R0Y=9;uPwzQ%NvDBS8x>mhT-8CBw9x`5$rTFQpW&}#R z*AcXV*_43@(LxnI-(!0S+)RjVW>VC%EUC8j(O4bn^S73<(&_l~*xP#i_0~R~wT6aT zCmz*tQBlc+s60Y~A5XS7Y$WM^%9?6oWeG&ni5F8!HDk*-lbo<@e8uG_oFBg;V=n-% zUNzebG=06KQ+KV9QS?PO4;fK;`P$52zm^Q&yu+XvW85BbT6Jb_*mY$x%|953FzjJu7}4>R-dKf_<$5G<3e7Oza1&HVxEN=)5>$E ziV4idrM#T@m1iMbIGky_8CxU=v8ePT1<8zxfT>$foJ2XVeWVh`oI`<8kH57AE-2(2 zcTxOZl-HCf(f(Wvtpa(3?=!WHqKB|N{w5NrC#eAV8mtDsC%MaCyk`${k{=nW7mGE=z|@he-!+`;+;FBq94c`)R1@Xt~%ysl? zHV*SIvritBFr(kOB7VXGUT<1?$Q*Dk(H+o@c)&-L z1l~a!{MnpEVwfA!OZA1?Ui*(irX3hZ9ff6B{rH*cU$4kMpW6k-a-BNG+Ic~NweAR6 z4?;TTuiIbP7AViu=RN7UgXOdki)VX_MY~;{5B|1S<^i-r0TxiR`QGXo55wTVPq5h8 z%v5aqn1jBD&$@WFLw^?y`pGWN&zmLL`i1>xG=NS#s}zl~t@&NgQ1RL&$w@!Izs0gk zA@i{9RfcQBvg}P#%J0a`n8y>|_ny)Lk9#Q{poXkf3gAoFWIzR+ym_t{5BGmc)t$iE zt5H>=gJk%x&Me_j8p6)|Gs@;mO8A~Z=mfXVoMdp;s;QJPZxeV&Z_tPWJF=# z5|Wf_FX`M&}c&D{!Y9|#?bTj72@G>UYt7kPnHy3-)6oD5G_SO}7UNpFQ1U#eu z_jQxWx@{c=3d42HrI+YhP4N8ecPz7#2XFhn%kY6mn%@uy764r$2l>etGOIqc{|`C2 zqW~_i+Em@xcGY6#1{}pF;;+hV=IZ|Fa`y*aEQs&I}CadhCOe@H=D{ zdu90leT5csh7KHX_#^`S({b!?XOS$K^;1bEWwwo~~+9Hyq!#{y|{UDvRjPr?u`cnx4Aw5dqAO!|W!B-}7xc zXE5Py?A8y{n}_7|rXBir#e~{_2*MuMUp^H}uFOkTo9uy+)!@SVaPx1fBx#`xKc!d* zzY<04@;LHF=+EvQx;x_{4xZ+u_-#=&;k5JGPftl$l5x6 ztJ-$873=l!QmS|&6GM-_)%g&)=Qv>+L0}i%5zO*p1gnaa@_1TU$RMp#-G>Y^XoA5C{VqaA6e)_P>TYJ6E&I z%=|t67&paa&>jjTXqZgp`~%9n>as|?1Z9hV3w-ZSzOQw7<0R32N534H>DjD}4#%RW z{)@<1kv^GTSM+{&tY)*;{H08@qUXsTsi4Db)Vy4~17E+*O*}9dDdFbC!@rl)4O>l< zo%$}b6duFd;B{l}6`M&f0OA!T$2*3&M7z%Xm#?YdTQ3)lOJN!Ui|YTf00jocfePTJ zGBG?geCQCX>e-e*h=hD_&sQ4%0R=1NPM;vHndqvH2yDi9M`8{Ts?}U**Jr!CFFEm#t{MKZcZN`pB*CmimKr_IO`|{<7S#WU$Nak%A4|W zjq)f2&;B-HX>8I%DqQztY5ZhIty^p_9Z5**WzRkH(;}f^^EB*pEDF26#Z<1}Bu-WK zPBD%&>G_39jw2W@pxJg0@4D&z{PC?{FeTQ>4IIK)8OD&|DMePoj$t6MuTLq?z15tv zH_m~(v~L+$>__Qwd!H^a0-PK;SM|R!?Yga_qtu+UbjCK;)-|aPty8jDT1%}5P$!C9_vo*O zVWm@iuYE1w#-7R@b-ywrz52yLYOzfagTETX`vu)Jda#m!rZ9d2#sek__us14g21hRuBj&a}wdzak zNVvV11}rf)(a_PNa;`wn#9jn-(rt=HO24HNY)CgefZN@2Y=_Kt1o{xHCPwKYaxi2U z$Nj5R`s-wtU{I60d0N{Ft`igR2LXV=4Sc-Ae6zqyc!*46|F_8=KkU7?JJPA~I9sf= zwVTkt7mvLkQ9H?ts%bH`O~8FYkRj}jESK^Dy=k+&M`V-Ddn<+_n3ta?;kN7s0~1JA zcx=>}kZoEZdCp2{b>krQyRTK zoPz*vDE`n7_^rljo{o^u1s1Rbm2(m-@&h3QqT|I%145noL|?&hLcf=8hZQHF;Zg)@ zba){lKJQ^9GU{p=pkd*K0a18)0Cot;eA!79Gd0B`pUo-`9R$f`HiG$0 zQbH!x&207HLy09<8UBPUG9A#d8KJH zTB^GPjE9GB>nM(boIy_*|7N%tv{GLxAS+rxGw$c0syt*hS01L4FF6WH%y$P2RMlh) zBDCLI5&d4CY4#?PUa6q=FE3*Nf8q#<@!`w8vq)k=uN;#>#aaWo-C*2VwL@GXPjpxm z6s3P<#WNH-#7Yvbk*O zm<(GZf0Fn|uC+Mt0x%%1pcSSaFjDI3^3Rp(!lbpcZ7-bblJeFPd#(69#`T6c0vK2` z4}U&j;bWZYzz{VG)HfV1*0kp;bWuES_QEtTcD#TU=l$t|(Z65MGuU)|_*K~`pWtRA ziD(%|mbaJW65&54v)09IfNJ}|lYLjx)jAOAWhyhkU&pPOEfj_DX@I)6>JEwl7{=ih z-c@er0T)6Z59J{;`%a&yr(MxsoLEahoCB- zNJunYq(E?YHmx>rv$k9Zgy2BCU4F=6VzGW)<$si@6-Uoaip?PF@Pg%Yum5h#C$bX^ z>rQL?x8sOhl0Xz=@NK7TyvgBQrTK?4c?f+cC>|l{re$~MU0HsUAmA(ux%q~LP|6;X zOtn~QS#qCRJNMIb<$K-E()f?D6?YOEyAIS}lNZOKD4Qd}6G?TUdeA`< zCf9KxT26Ol#E=s3&zeKK(JJFk`6Af(-?|58f2Ov43RMcgCNvzQFY8~udq2ktN3au~ z*<7*EqSHqU_pAk?T#*OYd#jHI#}T}<)*DrN2%hI6Iqi(CqaNe%>r!;VKrc>y5hk%{ z7k)%P!F~{Xw9<|npA})UxPUZSYveCc>BH%;APfksGs27M6SDxl)LW8MP|}RdR_FG9 zgPD3N`gh{rYj^;eub`qbO{-B(D;Y^h{&+vfGIlqFN{y;dtV|3ysaB zLpv?+r(|*;DCBzu;Iv`RHIBQIW9j@jQRy5506mct5k0U&B}WB6;`H|97)i{jnjvvw z@3p7^R2dbq@97WwN%-A{+8vyoB_^{vM6!lYP9w(Cx#iT8oPm%%&Y6#|YQ;tXIr%H9 zEQ0>y#Tw^Vpg3egRVOiht1a;KgZ26#1h7_|^?868VnqfF&!ew*2j$YqDJWvO?F~E) z(;IE~UjfpXoP+WkVhJ#>$^%TAo}BumF&VU`Y%1&EElC7CloJPa?K^@xydVF(JE@@< zG&_hw2YOGHbfe4N)$Exa#Bwpx(MMp>Z_gr*+pzG1Ams5@;4}6a!4>DWNO1>V!qIUpX z{Na#hwY;jn16EmvY06^ThbzosQMSU4JCtsp4RWD{-%l5`T3z5eUmtXjFWW9VLTr|6 zP5!-k&a43gL9YCA?NX<2dO14|qbjEB$pY36kgt(I8y^FM6kHqvGZ2Xv2o80#ds?&E zr&E(J8P&JUZo%R;rfJ-Q{Ji<&Uz2v-frF!K|A())Bqb#kkxqv}<*-`Q zg1z1P8OY;)K?v<9fSSqY>L=sEb8+`!Ih7i&3PK@BcmUD~`k#QHIxZjIx?CWb02T=$ zArz|PVz}##PEzADMyRL8L`o%BOoFwbB(-@#v&9K3t#42%qq{Fmn3Rni9f^SR+b}wn znXm8VhTzjf+ogo#L?*k`N1N*@*MIyGkcdH+ZqMZ-0I6Oux-l{PlsT+PMD)ah{oNEOmN@WC9_2 z@xgZWYB%OHWFoVzdwLiRz?vnVo%SUrK7h^Ya@nJc*BkXp8V6Jwb|IgyG>A8zElX&7 zd3o$4C)qtSM)!F!T1o665>kZsFnjuhK-|^sR50)Mg(;5QitWgAsH4bblb0V#GvCT~ z41$s)D=8*BKi0S545rkM&o3I;K9Rq)GnMlLiYaSs`7mf@jO+Mt`ohxxrPiNTdfY}u zcyG&qI2yBj$&DV5i4Z~$fybQh4(rV`Pp+s6bE(PgvdEh=4W!AR{V;%E0vvJNjF{E$ zod?fpwwIjud23r&ciY@=w-5E*9WU%?sT*#^pW82B;iCrrV#KgsPx7ZOS76e`yg;}q z1~VGox#3B)`5dGF>AH=Mow~sq?H9>r*@j_#qW1YD0u1ca$K{Pkbw$3#HhiKEv-~m#? zhvbhL4pKh$?;iFw4M)CMt^qg-gZ4-=v!UHT(RDLK945VQIf}R_c!<6O`Hi4$@}Epu zK1qMS7lvFf9gbz$dUtJFOGIGS94_N*Rx>wBrx-f`prh16mAxSz85BHbtcp%<&nuVd z&<}{k*zp}I*^wvF6e{_|p)AD=EuH{~U?Edt9*-jme}Ca)jyu&iNVtNOsZ5|-WMKnX zeZ|>sHY!NEcltcnYdV0YNaBc8z*pK4%X5Kc?FgIy4BGsn^KBTA0;=6U^m2D>V!h}~ z+1~(USatZ6cL6y&@EnA`Jq=&lWfG`$b_W#hjIShtJYP%4oq-1Iab2y3llejpl`CMx zsC#?9UBxl9iGx9|h#;+#$>B=pw6<$=yR0=54_OI~%P$xC`Q~=LLy{-I3^}3Y04<(C z9YqCsepL=|!dpN$*7;&l!Pdwh(D^#C@_a7nne-0GT+M9eY7W-(lT z=$Ek#xAO7vu~2TQR)Yw%J|!FmO#e0pZB|xr36GFfJ6pW&r}Qq=m;_)ktB75CAH|YA z3>Rk)jV?dl3K0l+R3{q6WC<2R{?Hvs^qjO>{L3i8>vo3wdOS!{VKHftd_HfZI?!al z-dMg|`_-kFFNIN8u{M}oQUwur%CKCi$!@*g9L0-!&zk211xliJy>@@p=Bau+9?#F9 z#<-=2=nD}4$voGy#vCjL&`9_oOV#4W*87vy8L9}|*`i6C z?(Uz-^qNfkes8Jmc?{aM8@ra->5DxlV@noN%xm?cmtCZj$&n{t4Kr#B`6qST@+P%& zBf}s!PW|83&3$|a@G+$=tBMtVWG0i;2v=@4%5WMak@6!)steF?;IIB)=)|OkdN%r2xg`AHWP_ zR)XLAxp96trALR6$24Sey_(v-uoj$|s{XX;as>y5Svv(w%Em8HKAGG|o)to7x4&MI zN_A9jAQtxdr5?%PGu@SrxTaX2N8H%+4wos#eytI!ZDO^6Sy4Np>!7EDA6w2g$xw+} z{71Lc;Q3q9Dp!@ZTZF#9=Mt~2fWija4OnO#=EJU%@JPVvCJ7CB9TGl=wEWN&8U-UD zuX!;O@zl*Hev^L0n|q4v%>r3|#1Z$rxk+>l1gL^R@p-5E%L`Ds&oA zpE`8U^wR;*yWfYdD3O$zKo$zh?Qufida*N;Dm1%Wqg>0#`{4p@zV}Z}G-3d$-y0;j zI2aLBR6|G#^pGd9lo$x?T#ZIaXVRb}(E$ns@dFs_YM~HtWa4Tclm`GcVIkv*IQ?Rr z8$oMdHfjI-N9q#L@e1K2fTPZv-laL2ZYC%Eyvxu)GlgXd-jmTfks(rel5gJ`Ac!rv)&aCx@An2a_fsF2Hs zWT@<@saaxG)=Wf%=pfckL9b;#CPCw4wE?tu1Me30RwwWK6HAN9jPI#j zDm#4(?b_`8-WTPF`ZyDNqb#uUxm#y;9#i#uLctQ)Uql`2Ggp~34mI=r;2Haf5-1BLqYMVCU53FuJAlh{+< z9gk7c`7J8@Bk{!X20U*LuriS|r3u4vDY}uSL`(T%hJJEgqy2^^+j5`k1G)$5JZ}$I zfjPQu{|MGfPMbvV91H%EbdrR_2Bq1s5C(R2V&E?X!NtTze> zDIGoW?do}bm>wkg$`mAV%r%@P*oHN0cDtJyL%^?CtJ)9x!wjYMFK+2h_hBR$T1bImlL3^?^6~(NR+(CS6tc9;p*O=dQoy~ zamN$OZ>syW*D>GldGzh&p}TerDKUu^UU zG@kpbIlB?g8*fU$HoAuD7Tm6x!EFU@xgwCm*qF1PEi+d?9v0~v_u8CC7$y_xqN7$k zdVX!lSz|duJWrY2kT=rYA+E*|_+LSL9zFogf zvHvPgh$57CcKwxeRyR#E;WrUXAQr5iU!N+a#|ZU;&oK5mj|B!-cD*cb!g3XkU8r5Q z-mRJU@p8dq0M{8FG6Y#7%3mMS-8f|uMTnd*Au^39GG6zMw`vPqKGSOBZPydj%GZen z|8|3G)17HM5$_PM(&zmtuw)iDL!ak)-!PDA42BzceX)F&jq~9|9DAU=!{?&&VPlHH zi;^Br$FF~ySDC*WZC|;9LXsKusRyarw~gF8bRL@w>2mHlCkN z3SX|Q@j5f)s98+UW##yuuY5nnMg2ipn`d~H3S5s?r$R5Z43|(4zi*a~rT~4E_S-iQ zDi^p!?|q!wgCL^mXfk8L?9^fm`rw1l0S&ZmB0N~2yI$Qvhocx5D+fM=nGBr}GqM%- zJ|?~<9_Y)LFOMBCV8|#$qTO;4;n&SM9S+-K>1>|yw8{psU|U4iG?igcQqbh!IBd?z ziR%RRdl)7G%FhkgYCYnBWQ`buq(ppqHj*@oy~H~OM0(Ny%jL}dp|nxOECC~+iZG4O z2t<(##1PQiBkT09um0qc5DgW)@wA`9R#@rkIX$no7WBqz4UxU z@ZmgIq}yrJJV2*yzYEXJLc1q|tskfq2(j1R`4+bSC7$7dbc$LO3ZCEhF_{%|B~0?FSkZlFyAFuAcR(RVK$4AVdl z+*AL%BeXKZs;u^5U}kf=Obor^LAy_%xY%|DZHtJN6=&^?vH=wT5i6FR50(Z=d~I}_ zY`-u4nu1m*7zsC(H05StQRa9K+=!w9wY^dluQuALB?}MosNCR^7s@8p#}~>jS4qXJ zRB!h(>eL@$6JnaeVNh3xB~V*uUY%Gil#ucE1dw3^ZE{F>CLW9|+|GyN4FK~hEk!%K z=(&PizbRMN$0nfG4niL|;2r{5CIn|i^7ubDX14gq!I=^!owUD&g88cC%Y(P^`~UHE z-iyE2@g2*Oc}o;nrFKRRpP;t1S)%FERz6l%HV0d|w;-NcKF+J6Y&bZ(zmam39L@pTaPrI^cofgdmt;2ZB#4Qc$7r@x~ zw6b<2!c^8qa8$s4+IU@e0Mk5zkjM%?7B{$E{1AP?ax+()7Nmqr0uNBe>o6-mms9`5 zxm;J&c`-8>$T)@$fhIP)GL1@96P+R(-k+?{>lWGe$(p`9eQ*fyCzTW`3Dio-dR~EC zY>>EYO?bMj?3&9D;w;a+`MV_?YD)Qu2*Eo-8L!ozG#<`x@D`HSfcHN< zj^t)*;xV_8`XsE+3?m}xa4p7YlsR#s2fWpGIngS5;=zb5hxSvjKzBMk)?Eb7XRZ9l zEgD;`#aJp@F3cwnDY562L3wI*{vfMRj+%4^_*3-*s_f(!PWdx*x>B8n6D~m0vW*2+ zBeX_`fR++B7}XCo4>2!e&KpitWqo%voea#YmHDg=70s&iQFGgClBHtsOZ(v3&!xWD zR&Ex#(tkDJlGqjt!uli={cVDdfWxGEjTTvXJX{1dRT`QMd-RV&y3l%-{|A(IExWkb z+5R2#=#vRB@&8Ljhg)rgQC%~<=VTM&iN9DkV^pU>eYT9YApr9_a_H-_v&Brh-RKhf%MW$|Wu{Zp0Ar z{QAjUX$7i0ptK|!`J5go5U~6RAmZ~GdbvNXYDZ9%jIBX@RqK#M0=niidw6iI@z~8~ zUaC=2-NOK(GVvSaN&q&oL)Cm2om#tYDF-%%4u_eo{fhsz4wl!#3{4CLGyWAcECH5u zp@~-D0!fqM#3svU&*ZXo>245JUZDcI9OkShM>(XH8;=g$gq7G3U>CUtOiTNtXdRZQw?a( z7!?18iY~qQCVf_KReqO?;0D8&h`T^` zJHxk^O%JJ2&u0Z48RXGBpSUn{gpcKdicI5sG6|UG|DFPkPN#AMeIL)8WW{`OLA^Jz z>Eg5@2{bHHLyHHK!YRmPaew7fDrK1{-)35zEeM2-^2~-}MRVzI)QBNhzQ)s}kadL^ zOY65;e(pj(9HH4j-QXzm;7e)<{x1st9SNg&d_P*tChaeJD1{a8jM9a3X z*QWWRm9J6sNK#q{|8mwBTjTbymW1AZoRSfZCb`AJm3A>t03 zQ*P91PN%H5!i2d-VsK9g!>o94M@Ng7dbhr6%~r-j4mMQ_2*50ayb55#CAS}T^OH&9 zVBsBKw8kK;fFW?~0v7;Pb;s*njr+#45;phZp$8avo7t^7!o_qi-FJ9}>ue$0Klc~w zt2&KVU%en#Ob;h6`2~TKmK>n_b$_GbOK?&_8v$?C9jObLGoZ^1UNXfCnusvQp7JJM3a#U zs|Ah}+9!ynFn{sI!=5l5jkrt~nSS2%uo^oZ4(A_=Rqk14^O+^le@CRR+&QkWySqJAJ2AdxCzp##brW%*2$W2h$7WYH~R>2cD5iwMn*B+>CM7jxQpPh)K= zy}^=*gs4<_M}X&TN^dxn2CboJa1uc@@nD2S%#VH&o@&F#t&Z4w*uWm4T`lu7s1 zvtU<7&Cd1`?+wnHL70y8E0OeqEIJa0g2STwll4J(93}?lG;1UhuCXHd%pw~P0a`@e z$O?$pM{E7iXR=dTJ4C(>gj4Be`njV>>c%KS_;?rG0IucTdvoGyoP>UC&Zy$?r}qCj|XoLVG-P}dXY=ce<*AAroqQNx?O22ZxrdK z&)$Xk?Bv|DFkG{M{di7JE!uZv47Dc9=2Pf&EWG_S(Fb&Gr7G z+YVCZ>_Eb$4qH@53Zsmc$B)_0hy~YumC;)<@Nt=b<8~2(UZ1t48ou~Yn9;VKOrt(1 zC>VO-psDqH>qVPJsiC3i-2k@_aHxVh7G;@<_@7vUULcPWTiyP=IPM!ftGSZO*{{Ft zc$}d0C)%QiW+l7wVZOLW{~}*J!WY=>X3{UThigM;({1#T_#&iaE zhpRy4D%MXl6*7560!m6Tr1C&i#iIsc<38+hX*=3RjSr7$km=Lc}#@;LX_P z`+l!U*9lqY`Z__xYg~>&W8~mKz-2?~^+s}AzplbeJjV|gl_EDr#|ClI@K*{QY?CYv zK_?>xI_Fz|C?Y7oBn&5u-`@Ze7BhtYml!%S{8!r*jyyX7m`#Ya+^C^|Jt(rFYS_vp z$S!dQu~W_L+I%Vhd2=#FNCzk85*;pV+2|!In*rxZA?woF0u69fi+n+tZb?>{S~q>W z?)fs!v!+eOq1}H7`$N!S(#q);6Im*G1R`+rBZAAcHlS#_jF+-XuG0$zJa+pmsFRbi zV|G5xF;^CzW^VY*Z{pqaRFpSFSx`_Dt<`Zuvi)_`fjo+5OAlhLI1<^dl>D9I&|mSg zl=^)}vi!F_BhUncCqA5zcD{K(`Z0%R-7CbBc9wf`JvMD#RQJmzTM6l9-%gDMS?sm? z5R;nOYVo6&45>zyNU}mtAFCC+C?-)5gCR~HIx%@%3UJ>_h&q`I=(pmy7?ucnp5bD% zn#jhH3j2h({<@&yjp3aB2*Z$Sm|Q3I9L37se*clff+Ao&Ayn*l!7KN6H``it;Q5jm zjq>4lohNuJPnW5=pEaarx)JqAEPmlh4SjmigV!!BfL}Y}DY=k*xGk7peQ6w8C}%Nk z(pSAyV|<(%Dd)E*&xH4J#<&;b1M7|sG1Zu4d$vcy&8QK1B-=y&CGsC9vtgI@pkG%m zgMGkRkZBErLi|!Pk0Rpg!>HM5$3d!@62>HcSCXs&t2&2N#f$*aD0+Wb>Dh&v{~Efh zVjjT{q@}D@m(i?ff>~8cA6e}^Lgsu}cw&6V&y-pgZ4 zVRl)ZW#E1UXEV`B8h&uX`!D(C5b2a3{vs0oNJli^i|Pno+l{Ingv0nZb0xGc!WAd? z0Cky}rvRh}X?#H4^b?cLZHGTK_wWI7Kf48k_Khikslp&!yh;e&ifVrDQQ2NP=C7iy;@ zh(*74cz8KB&)zxVoBIG{QB|W;$%X&i3WWw@V6nD>VhFf}X0R4gM+0SR;8`v<=2xzl zuQsr<;q+H^Z|JmErAi$zmm5ro1%y9c=U)W6P7m*RQEk&*R)2XE!(=dHKFB4BGzg#g%=GGTO@M4aN4$F-P^Llouyv5@nZRqKUsAom#ob1v`OPCyOuaw3?aXZ}3t3_0UM{EPXZKkm9$+=(GEeVc%^;+`aYV zp}{owZ=0UvQ*J@Z%{N)!?Vn<}Hu}8i2mNS1nAeNtF zX3Gz<{pmIlvmonZ^qT?7`NL?ED%x!B?8A^G`@=_Nese=6TN>}oXqV*V=Dw?QPB$~laPW>4n0JER zdHPmIe+4WW=YY9)g(Pmlfb-ObGir136}SOUATIaT*grpRo)=L;<4IBZ2`a+a`$5h; z<0lb*I*n;}q)qrIjqWD!POPV5jjb@z^xG6dvQXO5bgia|izpKRNp>ecjM!r5q(=ws zW5O!9@o2w3$t$$-B9!{iudKK0i~qg#sv^K1D$f`y3%C9{{41%bR3%KqtomxLq2IJ8 zH(QSkemJdliq1Udc6VTLxQ;p!2}o*Q_N8)H_sjp?`)41#04s>y@(%}UzTHxF?u4fB zu*3I-t2F?YA=qwdA8ZLhsVA|R_u0JuZ&yC_Te?5}N8!K0fo@q$J!c8m+Spd|g=oVp zL`6maDk&nJl@JO|MUTwi>5u-u&-bxPk7|~qP>Z*ZZar6$t1}(LK16;9i_3b$X}usY zK}GzO39R)Nk3*SsT~hM)38cbG_WGWkTLoA>>}20mm@rp9je_{{-f}+<5LCZJ)#eFs zUoKL?sy_X${Gkq=UtGtZkD}J&DD)Rn1v&|T-i2}Z5=dHBzebZSo}o^df?w|zhykfc zgmM+pY#=QrD;hYiN z3Ctvjufuq0|A=#1@f0GFiFr!k%>{(LNG&S${>DEjjT)L}?Owhho{GQfL}%ws3g}XQ z>OZxz)5R(YVrwg-Jd&}_>}Z3 z)2+%%45xQcZ5V+`zUar9AKRFZD-MI@EK-Sd`N%D#ITwO+pBfL@REzKef-325rHY9( z^Rp}lq;r=0%G2u3f^d$uBr;EgT@Sh(;_^;<6@~f|kfX!rt27sD&Bu$l{+6l=Vz|j< z#l&aKtrv;HeE2Cam9GdtO)M)EiD?Kcr9!ijU0%=hG=) zs+sRVauD+a3-x)v338R`;mKiOgq}-4j3mOBR{oVbK)2CxT*@zMpxD{&`8^q3Id9{& z(^t4`fWP*pATT}?07up3j1^}{HNn7c6e_~;Ijvp>aF40wj)?BE z^Eo0SH8uIAH=M~WQS044iWchpbD@CbQ3yCC0T4e6QO@bBOf{VEQVe{iD>s`f>-N*R z?9^?KSxpB22K*nU&N8aXFK*LxNq2X5mxnItQc60cOBzHPMN%4pLrHfk4T4CA^dY6Y zJ7@oA&Ac<8Wi45p=j>q&ibA%YSG4J*72)jzE-XR`}{N+XY5$qaJ8AiBQD!9FP$&> zS3uKv=gLH&-_z6M9qj6G#h~@-@DPYZF zcCaX^RmAlx_0(higk9$=j$T&<~Qi;m9j;g5>f13E?=n1F>p(0s{64Tb_0eDFkakf5VE0qvV(m zjo#VR`CXNH+IGaEM=O6%d~4_8eRRp|S`N*@m0QlGdtmx2zxoR-V>&;7c%6|WnMxzWve#_R!*lNWHcO!hmcBVbZYaP7xyjYC(F|OR z{V$7|{@owzHw@BzpcPN+EV$5?ZG&8&%_BWfMK7>XvdSeJ?rgPI_R)MG!I>3`?8-#- ztT8^-xRD@!C{zvV*WIL9=9uD{-G)A3BL?5E{sWksQ7nJWp2RT?bORX`wY2&@MW?V{ z*=u{}<&S~)G7}D_}J2BC6Lyff z=e_#Z0^Oaj1H>^bw5nEWx<5WY=9~OwUz5XwM03x?D%=KU^$(NL-_Da=BTR3U<=KWA^UQQspBb zubojSW`1}&%ljb@NdR?Td9L*mbNPFY#M^#ppm|h40Nuoe$S1`u!NKVB(jpPmK;TZeY}8sg>e3;U}b4*MrDVi2b|e6W#qK zAMYwnk&#Pv2wiHev?<@=9b}6=zEqLpql<(`}UAqJqk_v@NeS1S+Q!f)P00-O9kS4 zX@dNhKF2CYUnORT2l+UvnhB1XEkcp@`Zm9X(DDrEeoyGIIW)#`s|s0`TRDA_%TBLK z1a~wPxANdBAg$UMJ;3ZkyqEkZw3_3^+WPI$sF2}{K@N-efomJ+(PRuoMt60R(7PT~ zm?>+-8U}iX#d=>{ec@1QDUF*vHBlx}e0@;o$1{W`=OuRW^t9hYaU?t)Sk(NzDA=U5 z`x#X>XowVHqVB)1Ip$XB

gO(s^ejbCi689xqEQ-O#LnshLwXwSrx(9!%yzLa4=N zdTtvV5B3UcE&>+w#Aw<`@&dCKI3GA=u|Euk18LHWr!THGBUl3!~f9~sjMpeeu(PamV%}KxGh!*@W4#(c#9P%J8 z3NlkKjF0`b?~4D`ULm*VL+qTy^u6&5X_)h0;#y#mJ7a7o`U|j1PTrdO+xy$Mn>g$X zBbh&@-X}K&k9_-~rD;0jIX#%NXC7G`{wu_ksYrb%GM(RXq0WY5VybGv=-S2Pl3Gi+ zpMGqqDiC$r<{J9v>G9s_AiehNv(}A+*SDAPFs#26=>e88^l83^q{_+B3K{jp4MM%r zq(bk*Z3e!*IaJeD8E&_dX7S3fbPkg6e?8cwR|#`4i~g!#{tinuQLq%V?R34bT$N&( zGx+o3`LpZd&nmH`*)DXVJAWSIpVC~~Vv1kRte{WM3#D2~0-gZ-E4N|yfR~;h`jCok z56#8;sg^DNW*B}jRS3z~4jJ9IyP{AnMdhAibM#J2?ThIcshVdeG!|0CQ6Q7kOMd{0esH%m<^MKs>S1fL8Qaxf!81iR(K|v zG3K)p=-4gO-2|uuBaxXVm6S4mVP8p9Sa-L?lp!yx=&P{^RLorQg0Hs()NtnLw-W^7 z`61L+feC?U2EK9O=mdtJ;;1UT55;Hdm2mi+E78tLCi+W{M~VZ znd095pUJXP$Yeny#wHF)#9>iBQsA+yv_)Cf2vZH_T*thD>4}Zm0L-cmohMc1Po%@e zvJn_pGnuX`Xq*-qkPgM_SSGJCLr`N1z%U}!QxD*yznAMK@ST>Zx<#qTlZu(PqCyHV6$zpFYpBR==aD-}0>h?(?RsX4AA;B7UpLyDTeDke?Vy zWKw6gI@y_E;BPr$_8TKLWaW_@li0Nw_0NL%4U!9&R6p&L_K;$qZ;ie=_P(M+!DxSx z%57Ky-TDvXh8J_*dwqYka9n}VSBEMQmmi6-)vHnsl|a&KHXW<18``ji+u`ZFNc2}) zcb?RII3JVLeYS_fOaC_KG%RZnC-}vFxx1vQM!c`oX)i))SD#aw62Egf>tmTAX(IcV(gWH=n-({gnL(`b;i3UbP5{SA)>Y z)#$>p0Z3*X3{`g|o_2qD^?C7T7YI`~(8wfq^sIj>xg~6=#JgRb%(+`JA?^USV(X67 zd`HGw(6H`%lf(2UVT%V}cri|mFqBK@>nfA0qt@S*KnhEIURrEzOz?iAgXVQ9JrC4$ zrHugNYx}J}+8}sAe@m7pMT(GbNGX^6VD1~PHvXnuuT)Z;T4)eqDBhRQ-Hi}J%&bR` zaq#$ss1k%k@LPcO#riMfo;LB^?;Ni~g~FZvQ54z34BvVF3R;z${oo0BkoW?OuJRqvfu9_kauCtZgf05A8|M_R|QHebQ%EV)!KUml%IPdSOHp4+5lu;5Q7s=00W z@YJ?40%CAZ;Fcjg`EkPI>1LYQt5lFht&ZgL-4T#`$F5xFSHE=yChkTPmd9TzrA_BF zeFXvOoA7l59mcH}b85I5Hb{)muNxc-A9`l;!@E+*Zd?nl-=E>U;uQQDHyf==Om7~2 zHa|d;*i)9;yoP2fO$vPQ2?;B%kFj8Y-=ApXRRq-s>}1k7xk~0yXvkvYTM|}nloIdd z;ndfbQ$e-yt<@_^$%klbI1`|nfL_e@rI`nN6CQR$RQfiM4r z3&Gk0(o(qJs3>w_qg3>SL7cZn+IDKy6S*;IyX2NJ#@Yc>?F^!p{4w?g(RkQ!zm_f3 zdMueV9vU!FW_~51pfp&h3OgB8%PUy!@S+7XQ~On$N;IPI@*KD)ZYIR1a(#1b=VhKq znk-gNTJ}1Y$u%ka-hQqjb4akvHcCGA69(&xV=6*S&C~gN~QO-a}m)sMaWl8Ie zj+uPmAJ#M!Wuf`c?ZFRxS3BMt(&1QlxGebt0!muR;eXp|d~_xW1c$xzvBSyOOh$RUkPHz!5;h%qVn(RAvYmkorX@FcaTs)A zDM(qL;AXybg?9BMNg@Is|L=DV2BVA++vT6`464s(Lpqqf#-lk>EZ@*<;`o_dBHpOh z`?IpMDo7KA0M}VK5~Txb$STxHi;yNt1kLK{0h#`T1``?0#SKr3+n{eM{iy{gyzbZU{R-`D&|$Je!r-iQiMZyCytMd*#GzM_9@8<9#4`U2`Ncsd)k@^R))%57=e`Rvy`Qfv{2EEa z0jWmNxP|Y7){2{Ba|8exj3oaV1P077ROD;Vwc^90rI-BTS_%CxOidehCSrP}lZnHQ zy$C>VY2qsWgumHkhr`FplKAmK@) zWOuIC%=u{1k3Y`tIa+@pP$`bQkQcdY@SZM{A}rc{H(vF>WDOOa({x=5CcmtlRzCN| zMvNJ0?Fs(GEB;EYjx3PMG^3_jeMJxZ0TP=A@&gQV!~XzaPDK6>cHlF^tu$)y%_Jse~}v6Si2f* zUdkQh4b0%q54T_J-eH!Bd+mQY{U-pT4g{(@_)l}0!>E17zddiEBOgB=f_9F>MIoIGn`j7i$CoPwg`D#Ae(PK0E)$Ea*NAo z&^H_lo975j4wV!hrKC(^8*D-R)#_*Vy)n}U227)_3e}2wPvQc^SAJ&b6Bu2RFWFWyo(k- zU%MbO^)_YrEQWwdqvAVVMPqLizTqPZmO}Y*o4alw!WW8i_th@=FNlBd8uX7%y&qv- zOy_RS(i9l&ikEv$!3W0(cwtStU2u3FHctklKvFXO&@U+AdlC#E0hvuM)g?OqV66GF zOrezN4HCIzZ~oa34sB4XF@t^ zWDHjKHTf@%Yk>iw!h{P>I|CJlHWRJgm{^;N4=!il2WA=!bq)6jDMM2|Y+ZYF zKi*#-CY@{u92QK*~?XcvkCo*Duq;Uv5B5G6>CQgIja`X8X2Q#)E5b>)IID)Oy zUsK?oE!)zq^v7b;jT~~=-ZA|K5HG;GT3UQY{-wwFlh~A0`j&RQ&)i(9#v3}nUZc$& zwHqsPhR*q_gkhaZuK8W%H;aIbTRyaSJa#w5xAIYTq+4K(Zv+u#*r-XX!mi7$Wi&+o z%m}>7?cS8>;k5&Dj0@}!n*uw1s&8-ahurenHyd^*73f++plcmFgl)2zh-W%*I@ZWx z!K5{lQafyI<3MGu0tL_`cgx&)GDZ&F?h7}DXUpLoZ4AWMx4Bwc8g zwqw*^W_widCs8gaL|pPkg%Hg_jZ8ifNGzzNa5F6pllK_WN^M{z?4N&tHRv@N`$dqi zv3zzFco!ZXA{T=<*J8;%7%i%a^~i_;RJV~BZKsHc-rI!8{^)L&#ParcPEt^ zhyjH6=-=}w3fqZ=T59)MXJ~NT_jp8bT}}4n>WQ8&cD6p zD|&y{wB+TSBo3u=6sHTDVh%=G5)0Ul5RTVIvJ!9G*YAQPwKD)rYDcpXZ5U5{@CURG zdb{)Xe~O&Smi)Eqd~yKZ?d0xYqLD3T=3^7-@O{snaZ?4meuq!oy}FDYupee-erLVJ z7H}ulkoXUNVcw_sOx9m#%M2$6lew%$z6mGEB0mi5u?!$Hg}#3uCPa53BZ~ZuW-#@Z zp9QlM^oY%WDwmpi=#OUw8cXZ2jmCHCne5eYa=e%ghzJ#)yW`B#7P(6`c_kNMk&Gnb zSA6)m{D5qvYd5-@dqgZ^3W4Y9BU64un#FpwSlwB*p&0WiyVaYW8)skpVaYO8OqKZD zalN?0xGQlI+c#^x;$O&B9My`!JipC_h%AIuoA-5|QU}5%v|WaRIO4|Ej`)-|g!b$U zXM(o6XvpE1x-^I0(-R~L;)n5xHuV&j=M9}a+Bh?L|Kc-^c=HHVM}_x zozsT__>fY1nlPCibU9qb66p{GOFmv%b74P?^cRUT?jJwfCkeii9Qt`m(5q9Y$oK#b ztbhJ~SNEW?t2U|cYwzojX;!s6M3xik z!GOGp#O|D7hIs%Ln3cX>8q~=vvzf)kyB4Kd=HZla99& z@tRS%i0Kg2WWXoj>fr0;=)K%P;Mp#VQ4oHgN-AqrjH{h{45r;q{7fZLp>iD>;ZBKm z0g)AOYc=hd3X2V}uqwnsHb>Gl`E2o%&1pY-AVPYNd0Dk`4W5EUyN2#hsD0nm(8Gzl zFNiGnSAWl!MSk%GUiua+Myh#e(wPKE3!U@sImIS-?SBz$mhlEFEei(~@u`R^Ma_m@ zGA%&2uP^%g&k7SzP2mI?(1ooN1#&<*nuA(NjgTF8GiF;wXMJl-i!}8|DYK9~fEGX@g)Z^2x7wgAhv6(-TQ#9YRb*`HpDBw4+Muv9N@C)=Vb38(m zMWB>^D419H$)ZY|AD{ek5{XW6m7nMjw9DUdk?~Y;6yuoV%!A0ca6|cQ6}bHf#_wG; z^`q~Dg<|9Zgjbw}HizgaLnyaia&aaS8 zX!S6fYCj_^b)8NaS8wAxt6g@(y!MRR{V#u6pWoD4sdUM*yl)BRC8_<8UUW*p>@bGV z&uft)RYETj3J)g~XVqi6md>E;zoFcPu+$u&#EB9|vMjhSJy3sN2ns5ca%!ng$`g;b!w z#}ZAe)-r90v9)lu5KNRmKsNi5pfdt903I&M0 zoqEidaCH1VBQOir&xk_9gyJqEyPv-O;c9s8vV?5i>+q9#K){#Npsez3qh66+N!p}7 zLKG2&=_NhB3M&Mjx8Zik!R8|=D`Sg{)kGxGc*so1Ux(?s!V)cE!av>piPqS?LCRb7 z^{{#fCt~E``Q;|%MV3#Dy}VMwbb08kPcmVsZ!aCDlMBD-Sed@AMLf5#^ z29z^rf1-V$!u+DHPmtP|tjKZB?oAm6B4e?TgkVKZuD0b1Rt2~;Qe!~@KDIWwHv2dt zcL=r~ym|1}`h3(My7)F!@zZYUe|e3x6Z_er{$AFP`LE%n@TW+9PgB@CsyCFkhG1@y z;v}mSv014@RtO25Tg*1N~XPL zCd1YwltUy&u1<<^w(kAilAU!LcPh(AZcrZ)P5c5WouGo;l=ynhzqe!H9g9G=MA$Wo z`e?`Z*RDlsWL_BX@dM`-!si$g9YP8kaB@m1rXQ4*JxRa!i{w6E>YK4~CbDYF+D!A9 zH5uQt10*lsJLqm#Y2-x#l8KPrsx+S;91jYv24d9L;V9c*ZcH-CAz5dB*6EDhCovbB zL#a^;41P)X^y^s&GN@u=ro2HNTZ6FQnhDYs#C-yHUmpk0W#i?v3w}`kR4fOj5&d>ds_Z$hnT83%2NOSB6BG&`+fNl!(NfmHw2%YPzVABgU|V%#q2g z4&x1saIsk`(#UZ76Gt;^==O_ogUr3*#rpTRv)ri?O4!*4?*Aw}e=E^^B@i-*f%lNs ztW9O~xQqKB0aw%h96nyJ?U#opqPG|p$pH=RIy3C}l)qhA-~2hm{88~z+HW;hd6jzn zPLSRTp64`0Eu+Gspif((v2)X(6~FDRqHhG}jf5lo+}CnxVP1+yca98qDN1W3k1sYwA#HAFR5X63%S8U~K+ExfCrk2-4&~H3FjFNG{ut zwVq88Xkw(|7(Jt!EVQ5Z@0EUPe_5Z)! zTOXX4e5EN$^_+Vde*lxLlKe=zd?S5tp+lh%^yw))a-*NbbHCHs9GPM2Szi4xXu$|F z`r!oWb4uk(jVZbuBcs^wjWW(hsz})S@bop+3dRFZHQXhB|4mUboJHYtBOo82|56nG zBI|m!brUu!`IJ_)-l|Sm4M#0R);0dQmoE^G>i3I-)+|?K`euYI(O~XROJ~C|@f)+x zmo(=gSDjBpx6C{L1M_tdp_#zb*xfUB{||fjf#W2|8u>%+W6*}eZPD)k_oHAxr-||( z&-Xtlppsq}D(qRwG}-mr{~-(i_dl!r)#=@mIZQ5i+{K=Mq%q@B88~Gn47vV)0OLtz z*K;EgASjVsV;qE&#|x6wLvK#sd|s(PTv~6lQxVk(N_7zT#LJfyqzWj}R}1*{+?NZ( zelyR?M+Td`ELGyBKV3<;^}Sxr);jZ;EQ)2n-ZA;gS+=#wUa7r)bHej!8Y$xaXK4G! zo>meYTzkv}5i`?Ev7js&CPwiuHvQ?^LOG>R7d0}s(`MK-dhK4~Dvu(lOtft5a!bxC zZ=a|X6sRx#c!zh<6m;>vnQHO&W0hrV+kU&ur!e%52rr3K2qTTd)J_!Q{~c+^FJsFF zeum&t`$auuPe5{SyEIvGSEFU4J#m+4I=y&R_X*+ljYy8sqTt`tgU3hK>)bQSLYE(| z3l1Q8RmYi8Kc{aNXy5$4z3Ls!zc+3H$@|YqIfeTqckg*jrXL>O93{V>xZuj|Jq`*0 zC};c#q~?D7cF)RNN6{%(c|}17ODG_|Wrz(|2(g7B_eM z)lSz{OM6D)XKR#vSS&k(m-E}1G;=%<_M}*nZ6jD{P1>p?8A3Hoqy;O^}a%j`7P9KvR&HWfK zM9ekyDx?n&ha+Q1!hpcReG(G!jx1=lD>qk|pG&QjD3-qH#biHT53mI2S9+MQcCLL8 z&s7Ii$bNrM^0e}PS*XggsqJk~X2(b3SE0q-!>!mn>z8OP^V>c-vGV?FA~piC^kDU2+CZ!IxAT z)atY&^TP3459g9!H?(mYHKYR!g|mWA*>|=Gb1%-dqn69;L*6p7rcvXG_V#nl80czy z!Y2&?q2x3MC5g*-Bbnu$UH|7pK(%Jw)70l~q0}BrmAzoqDvMld@zQOKvKJtM+J+QI zD#Rm5XS8C)2&sPkIB2LdnCzkgda-JMtbDwu-W~O7<)Qxf~O7-$?9L#l=R^lLs*GT?7)6L!Sgnb>_j4>eJz;R-fZJ zFt)uE@bF7O9hLCohQ>QaUK>iTLswd_1kb&XX__qpcVr{A6(+IM@kQ)hozQJwKsWO-gh?GaY^vXLqg;N9qK{WFki8CLfv;S>n{N+sCO@FrS=5)!w?Zn=AO zx!XF|t%nX{KYL=Ygn3DG@BR|;?bi~b{pZKGWzQM@NdhQrM|>1ty_&1cf<{qu8I@GX z$5S6o+0)AvWCuz;JAq7DO?VXkE>)eTJ0UMF^~KXyKcfhZEZ&KZ$D`IiXM=vv6%>wJ zM-fMBWH<93Gztw*8rX)aWBarMkRec5JB5&pU%E5hFCHa=jPCNCr315|tWD{s>K0e?CrM8loO`x15^pyu|hjSo=Z1AI@+6 zs@la$&`(B&SA?9kW=6}s$`I@Lwr_;O!S&TT%C%Fl@avC&AoaqMB$4`vzz0_YW)OXs z`+Mr@ou(Txjn>(q|C4N{0zUqeaKcNULmfx0U!tB&gNaP#)~-viM*er`n^PsGau>9Y zeg6DrEw4^BkTzC6Fo?zBF%-3*{5nr`x3h8$i)|i{XWOw$4M72PfL^~#BiZ!+a)zW7{?h%6lTe=XQMg#t%TAh%1F=$^>Pw#DeqSM_^C z$sAU9%Qt@zfBtfOxAq!G{F7Ha(aWZ99+Z-vT78hf!&}MYrrQ+;_j$%5Hn=xY6+ z+AC2TjwcXhEAhMo!wMKH3Cm@C1UFj0D%I0fjkQ{j?&w&j=48`_KSl- zvJC5vs9e^TDoLFi1 zmbpzEUWHy1XDqe&={{E3qxx*5nN86U!-cAZhi)=m@6Vd0J_2_cllgzNq@#W{S%WT+ z-%SaS;7Xs^FDN5oYxKZm$h<4crtG$JX^S5MpaP7P-g1i%6zT6j?a!nf%%?*;ef4q*qn$qQK zl!Q}~F4oW~sUUbP)2}irBu>tI3>7Fx#HC2~`K9=0O{vtc?{7MV>7Rt|Fl*lKt^IX<BAHF6 zKcM%;HIg$d<1a$O3958BzbqZY%YL+DkB6V`4xOd zuj?f}4)@-`3m(#}_eODTp@&7?7inZG(iI4n>Mnrt&O%&2rF?v)7_EJ!8EA6}OJJ!^ z3pU&a3JUIN0F2a<(QRqr$MLJ(zj7}%7Jtr^Xvb zdHiG97em(*c1-U`ic2MqQW9uWU!)Egc##7jtcTrSq@j2s?v`c?*oL=c8t}IN%&m7?Uvg_P{v}u5)v-Tp%fz?{%3$%-B~J63%p+X0lN+sMR`>a8TR`QAKxa*KtUvx0$b7ood5dYD z_1R^qMU^MtmY3WfRU8;!FE5M4(5^RIce46oDL72yJ&^jp&@~6>AD06NebD_xkkb7- zfMv}|!`jBAxS!~hzFaFg>Uxq!{@YN_bDFWu3335GF$~1R|Cl{_q=Y&t_m**i@K+^) z8j(J)|C|Tr9yX@n3QEU5)%OarXl7Wl=@unUN79ZD5pO07D(ftq44~}83Zwnc!DrV4 zTrE5}?XOD{9bBVirFZ`x`vTPF$}^Es*s~uu#2fS;6t2Rn`m@Sa1J9KrM(Wc5Twi{~ z3#J2rkfi-kUQoiPx69W^#DDDr0_YCjD;;vE@IMfpw=XAMlGK-g@`c0r`)AG>KpwH1 zepH^``M)fHCXb07-`W)cbIhz)t^xet)m(F-P#TGMF@X0~KtWvQ{{?Yb^z~DB0q*kg z2iT3_uW)os+^$?8z0XTWxm#XSn5a(uIGg8veQq=_9$iIiZ|s&!8ERkK5Ir8`HNriq-#7&6ZMK+O#ZVHFvZpS zy=`=&E9`689L`WR9j(ceQz*w=hYU60)5w7d~W+vO- zzr2KIBdH_b1f3mrCvC^S{mc6qQamD&$fW54Qej}@hJEQ-%*1+&-@pQ@*S=I5bjW(- z#`B`Qi(jQ>llA|`AVR9j%Ylf3nf$lAYnMeF(ztd(O4t*LjYrEL1c`dQzZ&Q-)E5ej z+r1w?_dJA6|2KltuQG0AOJW&1?;d9}&6l5RYZe*Ah4cGy)5;HRa=QH`j_moGv`~H^ zaqmw@07!t4@CC$7G(CMJmhi{S6tz!;C?C=AxEK$Zws`W`#jjo>2m|#BI!Ob#f@a%_ z(n1OF?|wi&%e}kWx7{2}`9UA?VxT_U`PTRGkFYzSGISbBFmaZ7#(KZ~dN*EA6<@D$ z2;(1z``CrzX7QXyp|#5D@zf0Oo3Qu_$Em~%;?forBLWB4{Ab*CzN`@+^X(4@ws@S! z-~;-k;V?H9Fubqyza($D0KloR?Uj?`LREVrVzy*Y*B;P1O4d7WYrwOv-fU&MMuZ68 zVZ)g<*nPcwN5Y{u1*GZ)Hy2>EtAN!rE{Z{(Vcz~Hj*P1>IEf$OPd+N}F%6US*j;{WOboM|Pz!|Z#!?Yda`q65S&T%n5JU#Y6>AEIA=NJW zoxQ@oSq3IW#)1dzb@Gf}h9}SUq5z|SweQF%-c2+e&!(I*V8J-Ni>2_V#=qPXu`?$c z)KAd!hUfuX9yLhBS=4t0r(&@(SP#se*hBu2o#&4OxG_+LaZ{d&qhI03); zB}*ahSz>oIT|V3I(UZA+v&*8_2bK)O*l$9|@Xpr; zi>?D}3NwX{BJdf}_Sb0GP2iGNc{ev4P6=)ejMok5J5Vc^X_ z_KAt!^=P615vR@1mpAvf^MD4h*C}LOx?$wSE^;cXuAQAU#X9mJB}Z0> z&O&EUj`Mt*!p!lDu}<2}v%CG~2EHH83;r~Ai1L^Fvn1K*=~sKxx`Pso)>{${8-pnv z$ZEcHfH994$uSN)T51_AA?36DUeYb{V&li=kp5?7be=GZa!BA^8dt7W@N~r+)!a`^ z)Kl%5pex1jI7TLZ8LYzd=k}BAk{SVekQk67i#oG0x5EuX{$BRF6#U1o4;Q+Q6Lp1w zCo(B+*MhmRe|s1l*SCu=f17^*zE{0g4XO}PTI7Jq$^f5ef|pHIJw~#biO0dHV*XRC zEN7;h45?w!l^sp8hx`oE=gH?z`vziwW*mntkdcS$Pr5 zQ|IG)+=C@8ax4gZdhi)%E8^eTIQIWM<~IXT1U>s1;>r!xIPlECNp z&`T#7`c?z2(FLSTWA4$??@)Cp{~HWYBrV#lMaJ)0B1?~nc~u9><;WbQCCmTH{)Ke5=wQ;Ceew+>RjE7C4d{6>ISKo$S(5d$}1D^_~s`gmnbM=H&z z>-T@sbC7=-SgtF)nCIqB#I3%Sej#6 zQm)zM`Ir;7$t;YmnB|p#IlSGmA9IeS8`Gb34^wRIJLX&1*f0O(rhC ztN{4VN&pd`eLq>w%5QgnjFiaUus7^?5*N|JF#C8L0fe7l5tu$=2&^7&yZW7P3J?M( z7Z#OL3~@Z718!L|=j*n&$xnu4G>oSy6N61f(v7wB2}dVyFe6k zr93)KlA!0Mt|0B$GJQPb{cI-4H%mVjfe=hPL0hL_G-%N^|uD44^Pp|5);0s4!;# zl>MaqAN~_!i!jiOWe?Vg$PnQ%e!oHMXlkyOh~X@Cu zB_GCbGZII6tB{91M=-~@%z#owK^j&gr?o#!g!q*J(WMKa(RrUo4#f}Q!cJ(wHo*%M zZYKV~cWX7H6Q1_@W-=aO6kOB;mSuiB3xhG{~<#5XZ=y z|3mMXRFVzyP{z8oW#^{;h|%wY2e`r9H+O`O68}5gn>LJM(!84!*%RD=3$!MVG@hX$ zm2ZL)PO(%czI>;=R7tP$?v9>_`&Iapz+{p-K4viWs{A2g< zLa){oUQ}{Gz5o3(onMzS2t`6?Dq)4QvxK-pQgxVAKfhxKZXlqml~Nn9imAzbTM<^#eoF}=RY8k= zy-N9sb*f`D)P{Q;QaiBONXkQ^#Xo2EhS(mp1xN=Bto;`DJ)!k;gQAPA1UHC=rVpp}>*ql00?e}*bJOVstVly902IjyvmH2{69(d)!q}<;hCysjuW%U^{1Je zd#)XJylwl5iM?$v_eO32Saz0~HKF)@Xcp;-;jfsz-QuYcoYN#sbEV)1JC+>A zSQeAIjNCrAq0U&JZ;jauTRg;5im|J4qiNPa?Q=9a)?c`>-Dt>Y-vQQ9)Q^SN7gCH! z?}`17YNiYz>R-H+`X;v|;>jgobv7gP>k&R{?{RsD`Bt;sH_1riVnA#I$%@bEhS#RN zCl3CJ7j-#z1d=;!QS!I_By{a)Cliz%C1^)^2m~sAjtK^RMJh_QIeeJBH)VR2^pPl< z!h#TDfAR=hU%sViVkw!>8VNYNf*;K+!vz7{F&||=K2VQ8xlNbdOSb~wmiNvHT?DH+ z7H`)g91iaXb6h`ts0E&6Pun`(5^glcr;cj2mz;gVl8Wp zbQW6tr!-k(BqK7FC=&UsZFc}>{@0t7ucz!lKY-?lz2`ge3pqdc*LlM{>+p-}Lis3s ze5XXc#jiX_Lj(=VNab(Jn;Pww)dq2F;O5pwa4G)Oe=56FW2F~E-;2lU#zT`P#~{GH z`EX9mb`2zxh7Z1{l>u5l6LU_lcTRz*l658ymq7Q^JBE)+Y6Kj~=S$<&kpEV0>Eu|j zH`q8Sf>S(0`z!}sy~vs3US*>Ohz)S!uUC7dGrfkB`NAOHXC&$MThFs!tHIei{WkRW z9P=Ag;FonvzS__0BZ=0{sQM~xESPUJ!2DU82JF%B*V3Osg;{b1GB{-*V|XO_ZYcgb-zakO$sE1Jdq%ho~XmIURuv5btoGx%Rgr+DF{8 z2wgUZ$_C;2EKUk`2tD6TTD8Ve(9r+jj#>n@)=>Q;3`P^i^owl&&oWirPe6NnJX@fY zBCm+YY8_#%uYr@`6Y^w{HVhocZVi>Wgx1P^f^f+5w9SorW zV*Nuk$hhuEMrJV4)=b!S=5^0qZo=gP#4Ae}Wol%unmZYWDh}3ZLO=s1)WqOrWHF;XhDguD>+KDZz1t zBae8&@r>H9;K2NbS60ln4Ng@iziSk1GjXFYDV>owh!{@0xM3CqJwG)Ct$d`~{Y=4A zbvRGu53w1ZtAz!RpMqqpUMe3k?;kcKn8%h80J$#>!vg_YE#6thIYv4`biaJNbWb+p(xAg4Tu$NWc4JV zB=90Bhtj^Q%SS*|Obo_+Tv(Z8MvupZ!xg6%&G>CB6tzgr=33`>PR#FSBFq3-}xv zAL5*v)qP=`3j51E5LNL2+92mPRnrc>KHOeXnO_2tkMgRA^LQ-H^v;s3 zZvqT*n$Z14@c@oD-y+H1vp8o7V@SP-V33Ar0^~%6XpKl;I|HxW-xX`3*uX}?O79-<=5mmFn>*g4`A%F=l zi$Z8k-tVDbwF8@vh$itQ!r*Cr4t`P@zPxNucIcU7p0${(k+OnWw_1tv+I9pT?C=3S zB(OjCA6JF@un~5PnNyJ(jT6jKDroXk(#c>No{?Q0EOC64w`UL$4FDln!cgQOerYnK zoKF!0CG!8Pva<|}stwyUokMrGq?Aa<0MgwJLzjq@ba!`2ONn%McQ;5&BRPb0?DZbs z@$LP4^P8Mu*4*p4&+9tBIh~KXnVNt<`<#%E%%87FdZQXnVx(RZO`Ux1Nd{8SGm|-} zyTfl%wk|4UjBuV|LGc+xrmZew6-AT4uH`o{wYzB`<5M@C_+2jjwi?sCvx|RHixcVw z=Xl?pr8fSBFovM&{2XCF_=O!wg~GlwagNE3j8IJ;ipd6F$Y(>$f&}K@-mn=Mb*`%?BSHpON;9FqO%6V7k@=XNKtu!uugOG#rjBdQLR5`?#OP ze+-&TUyvyF5?E+%$1hDjZ~q7dCXfUhq<6f*GU7}2fGW%KpG#*{#WWtH$`M#h`;_a2 zZ2BG(6Q|ZE>7y*IId*)NL37nk%uKxZ=z^b^=S~R3t13NF>G9aU`fone4?)-%S56vb zupN&9*A;DHa#09(o!>{(owjP2JkkO8Z2$$F@Td0!)&aSj*57GbjtTT~vfZOIDRc(< z2kAs0)ra_Fpzu7KYDVO?>15A%SI9 ziV+N!Z4z%eoJiG>voehBjmQwRjKaqbLy5u!FyC^>Qi645D;Byg0B$%9y z!XLCN@U>KtieayImSl#6mY)ql^OIP`!N@~?XJR!bvLHBe(UA=1LXhHSFm;gx$ziO2 zKlUIz;tS;u{JSk*iX_6;Q(rJT;-N=ExP z;Q9}_8jlfn7i*WG&_rhjsJ4$)v*5=F$-WY~if~3UWJ~$?^%nf~7QoLhM4^A+lMspN ziL;?t&glAFSV%fOo8Mp3IY^k@C?){F?KH-`$%goN|jj$ zBu+XY*$MeP&&rHti7U5kTPzQ4c37B<5{V-{O3bmBOnxBFB&H7GY}p*UhGOba zZ5h-{ABO*s07Hr2_KjH>=`cxYlEJI@@5A+1m=9s?*JEujd2UWzucA!|pxj_Tltjp{u0a>{>I0JOc|PnOr%KkQyY`Q@xsVI< zwqs*r>}Sk^0|STmT_>owp6Tl&ZE8D#w#TsnhPzm~w3*4JpwLPZ3Y` zli;pet)d;h&EfjxlT?UmPw6T0(CNPcH1i*Hn;RvQSw)|i*OP>$&^A!3b((XrNzJnO z)We92l`>*EaaQ(-13~w+CD*57IyNJ@wZm0M6R~qJq5&lx;l2+l*FSev+|%yapT>ka zp`1RuzhM3<5P?*51TgiHk_4C>u%)muC9Jyhgh`BqdKtD6UAi*zl2d)gwVXi*&6mDI zz@u3F`@L5#eB{SCJ{TUk9fBZC6}*GM&SDy~?+OBM5g3;xN#! z%vXKBPmnQ-As*Jy&(iTrzFvTw^7)PlJa-CYEnOQILNQ;xO}e`{JmsGrkG?7RN$rq* z%?j48?F-Cq`*u=-rsuS{-o=o7D|)Q<2eT9g=^7aL9PVohf<{RORz_c_&2x31VnKau z+uQSJd4q2x6j_~#cb?rCxp1e9mlujy!qo7m%EY;IU3lOA9+L;Y26zYf-UlZk^%eP8 z8cqtI=UaLKmi4a&YCRtd!JaPX#65%0+n^!jI*bO+e23Q-)jo&D`?t%{7JWpvc`cES zjr3FIvo+svxQY1RSpETnjyzx7klDAg>SO{9qysb12G{FQJ*i&T)Os{l{oCK)5uU2` z6b8t^#>2U@APN`zmY!$xImW|LA_}8<;NSoMd|ESPT#i;_HsFKx+p`y(h7%?lF@k|A zO-5P!4oU}~suL`?*#@5@4?1tg!@$3o@r8Z=(HN{0o5Lth)tR2|do+Ld*LbmoJ0aC= zGQaT;7O>YB6)#o{*Id?hYNJ#QpL-<# z^(}ESn}P1ZCdTuZt{aRJ<{;LEK6kj(=-6nJo$HIPC&}LQ`}1~t&#_GBLBXA;xR!$x z54=~W!&Fa={+#a@P{PID`)2ycY zC%N44pCa|oF!%8%%M;lAGVLY*M0kp_-1L)3)bIKJsM-b0lqtt7FaNf|W(uCPAkM-~ zuHvh@Ncx*Eb#}pRIsR*Brjl|YxYpO)u(yjvT4?)4g?;*zG(494FWMf*p?nKkOW^cox%(}E-$d?TG0X636A=RF#jpJ^w6;Tn;95ec1K^n%}(0<+~L|GrdRj8R?n0=VL(XJ)V*`?#d zdBYSaKV&Z=#t?)n}97v_6HwN@Z@{J#VqxMC^CoUjeTm z4Zn{jn?Ap^{OT>NI^H>T;aSrI-nl z7MSzMJ-{ax1?&rvxqPu?N02mODd$D)c)Q8FLvWd@WCrOhk7yY=F0SJ?1zuvt2e+ZW zb)VepTaX&dShblrC{Y|1WG$s$kQ=+aZ;z^gxQJBSO0eMO%*i^{;VFPb{G%Y3*QIS^EKwefA51mwW-QWL_xHPb|+4I`Ue&bhhqwSiq+i!D?xP_~deu5_+pMi)s zn=(a^;N|3!1F!pLhyC}H0VxAv)$h79w=MvPw_`hoGH)1uZeTes-MG-X8OYZOSb4p- z9}Z6oA#>9V}9re^-fqDF8uBbMJH)rIi{Y1=pf5H^-hNa9wC^6fRn-B>*H&?ejFnGkv zbegMT^ElNcCW-uH%I2NWrlTDB+h*4T{C=ZcKcEwSqUsPUs0jg@AoQ5O3H}UK%Kd?K z^JV6~z`Z*6*SM(JC(TG5B>Qc$84{1=FeEICv7#o==T6AK>%)H+PM({X??R;~a(t~F zfL%$0llk!P?;q_y&mT64XC3iOar8pfj&-A3@Z4Q#Q)~9P6gNT24kMQrLA7D)9Dpd=Sx@KSVR0b~M${5 ziOI^fPI#QVuFFZeN&(Y~5W1i3FEMABISV=8u!3(<6TE7iJ5;Oo$ z1{j`xHkET>GzwE<+7Bq{r|Y%z!0-GM)9<6*lIogD3ZL&RGcuZEiy`I|K6lyu?%;dC zNPe9Ak;5#v&zN`&Fpbv}z5U~OdYGZPM02s7Ylu_=xKN;`fju*TO}uMX%YO3vodv#W zev7y}U)x+@gHsxq{x_DOpHrBV^ilS3&!2olw(asb3L!L0arO$&3z1Rbwwcy1Uq{%d zNUmZ;Xz-DzjoN(ld}I&#`LJ#fHfAuXL}^{IC=0TvPA(^r!S5t?30QT0Z%c+V=)7JY zi8XL^*`rAZddsiH%QxU<^Ed?oa-*51FKdJ^)dNOWQyHeIEIPRLa1L}MN8^g&8C(8h z#U2ZVq3God^b-6f+bQ3YhhjfZWw#zbMIpA^&cA!Q-;Ez+(_I9VFWMY`69Hp=opnzU zPc&ngq{0|OG|?JRHdFl7b~GF!2-MU8?%BS_j>{6*c=J^FcypS$+r%l}hRKTSF;?6G z3^LvnxTnC}aXiLjiugVMPiVoIGURE)(L~FS{_Agr!nz13=FY$Avjkky1Sz)5Xl@{? z_-ipF+uQ+1y|HuBo|hMNGI2G4Nuhl5&mcO{S(am0+7`v^uPP!?ln?6SGS$RRsJsGhj}@ z2PN6*hm#Gg{u9-9v;F`=aW0BSIXp%*+OW+A#pnHdr*gHzl9=RXtI3qo*tzq$;`+1A z#_=}SGr|pSJX6(T`3MYBep$G7=i(@!?E(=MK1Q6)$tDi>e5F2}T6sAZL>F$n=o7CU ze2Nv6^&)91SUtjUtXAqb+ZQ^fC7VYRjQ=uAC&N}GPY^1Jghfgph&4Sgiq{X9K^_{z z_uyKl{!Jyy`}8Jr9``p?poTk);0*Gx6;3(E&Y)bq3lwAP4=d-;x8(U9Gym7*0MXW8 z?0S18Mb&N#D^O%N?tlP$xHFhe_p9)&P1o||Lt&ThyG86>Vs8< z7bDQ%HJn7R#9~aZ2(EMrxnXrX2I3A5S_ZQb5uUgI__k~=z>;>$Rh3P3#9KamzF{}G zbJPUHK}>E_0v+NU_WF8lhPX!&vj}hE_7d-jg$fE{Ef$cR5e)4|z153qUg44CZRe5F zRhK0NoJUYLnjNbXLP{pTE1-7W+M#FhJ0;x{wD#%+5~*&U>b0gDYhL57n!G-qaPT5# zUanZrR!VYNsc&Vi8vAz^AHn5y0?$#PamzFAz1@9{srpx7qpXz?^Q|uwjWEf@>E?)w z*?Q^;koOLfJ-a`k?VqLU7}vg2`fi7DBSrPWE2h$*dkPQ?k-T?L5XtjK%%m)*QwrA!^o13YXF#bgTNrfvx&d+JBWP*934=J2H5^gq!l_4!b`oy zB(1*rMBlROw`dicIgQm<`KKA0K{?ycl&$90H{Ec-q2b{MvisPqsx<*2$bJ4Ze|iNg zbe(}x;{-RoGUo`OqE1k`c!Q~-0CzfxLE#H=@*Q2do}*nls=w1FD{M#Xkos3a9*ELy*Gfi$h< zwvb1*@uEhFV$-zP)B0+&BL`O2zghY~3!LvsIQH;yqiE$xxCHz&kl$r>nsrtTV^J|T>)_WD(GA;bMDbt34e!EIY&?mEj}3SENAX~p*DC1X6g75 z+i~MD75MYicwlqDwt2!2?I46@dymCm?v;QQb?KKI*?*oj1hU}nQkicLXaw{L*rZT0 zO8n=YgDCeNcL_3Hd?htq6jGb0-at6t|H}RlPLZ7)?jtvch(CMipDb5419%KN;txlz zO1gLop)d3O{qNa6Cn@FeDs6rNh;%mbpb!b|BZnC0-uVF=5HQ+`t^&O6) zHqrHPOJ+ac*64P&WF(JU$c!x<*GJ0jkpSR8Yrk}=zX1QHWk9pGj(pXZPOl%Zhvs_` z+uSUdHQzrvuoP_kaQuHzQh2YZV7Mv{^IEL3YYXL?l7RU z95P>`q!EXVLP|-Gg6y3PbnFn5y#V~`Y}eDRP>zg#01_#+GPMSAJn{O?&(c=Z%Olc{ zb`d(uRYvxBL-EP!Vm<@1qabqlzW1jbHWL}Mh5uDma?^t2!V!{kM?9j-?H~dvveNdnEa=JW|EgzI3<5TiT+0nn7Lht;DM7SU|mbfE0;HX>4--DcN zZ)jTVrHFE4BnT2-+EA@wo9s3@1R@iqCEW}{-SjDp&k^ySN@F)5G*?{pT#Y3Q)qlFB zVAJ}Q5+$-7N+JApW=zyTTTyClG9#s_W6vjEH#K35*Y1Xx8I)2J-Q8oO``EMV;r%Q! zA$MBol3q2t)Tyxw)GeAm~meK>Q_KjvOynTLU4e^z<__ zNeK^tpBlAWtSBp@@Iovk=lldL%zxb%Uz4jIoUJycsw0{iG<;3OpEwn8skr%2j6fyH zh(I3vd$Iiecawjh5|hFPL>x*XD@P7vHk8!Bnr}mJVTl^6p=bmR0N|%k2KgtdaZKWQ z(_=s`$R~qINlABvoWOvTOvWVmhaI;O=-(o1pL;!KE!X^8El*Zm14y@K!$_Rk^c(F* z$BT{fCG}*XeUfzec6bBfU2D>MO5 zKfvtZ)m={n9JDk7yQcAc1$Tcz690yVJ#Ba-aq40W=fxH^x&k!l)6SsdT9o@{E#U2w z&%kYF@b-8K`={Nm?QnSqOfm)a@O^!`0l1Jo28Hj6OyK()+a}1i#M5d0^ge|o(G;EZ z?jCcp!@|$mN6e_Qd$GKP*>qMNWrg%}KU7PP5#}>;to<59blQ|!rItdV#=nVWfLTyHT&UfIA!dudS%k&YoR`>>7V z0^fvm3I7nGWD9@sp_)}kF{<5WmNt#c9DnP4y;f45uvkeJa$TY%A9T7_-JQVY%+87Q z)NvUW^KNT9g_jRs_8TIF7r%~jC4A@!)jZOf$4ldKsBqUxbG0f-OwH*^9cpj3phMfE zEuS5}9i4RCTq~^7j*!@M%{cBmS;*aH)+)d`GOk+san{dZXOqS7#vn@|0~Mb$%HNo# zcNdt~C`oK@ln>t_g)t%#xd6y|tRK}WH02viv50A(hu*aAd>quU8RmTO`_TNCjbEuD z|&q|l?7Jf)b&(N+( zhecV1NILa4X%uve$${;U0>H70zSk(J01Bdi&y`N+mkAV47SM#Qv6`&zkcR`%Sx7*Ch;$vU!XMDZbtWcqc77Z0FU*nxLsy|bi1q^*rz0KAD)=Kn zuQ2Zekov>0bO^cN2S+Z{8V2q?sGueQJjpP#{*MmQ*7fp;#zmbX{;iTMUjQJ_)78ai z3WRqH8@9(+8|_$xi1=4~3*rvhP1-E>1o(?FDk2KPIKN4pwO@4C-)UE;l^Rrfx%K7+ zrtrEtEMB<{qPODSy&_+r8;34u@z|Qpm#8#znM)2^T>?Bi_ukm_k8-G7jAKcQxQ8*hYwp`@?@Y8Mqfp zD3;4Q;BZnB-T(jw*)Iqhc(8tj>3jn89u=?4BGIQDcz@;hX6LERk8RAu!1(gfTprp37_tFh!<1%Piqm z(OM4{fW|zicnv)z_YMKAyMkQc2nyute8Zb5?c4%cn&&4S5|gXnbM0`5IxgB^4T9b9 zU(|0Nz&)b6Zn3V4?lfRg!*Srk2{&qTErVF50R42iRA`ILNW{s(y@7@|w>!kivu5h6 z;6dQ69B308S_P`jQ+OnBaY*I{;;`9qaByy=^ETU*C3g@a6$g;yu7X;Pgz+v?`@`mt zmiF7Q$1qDO^(((4R3-IPS;ga-4C#*MzHg_NVAO=Tc14@^6)-S^dV31`^cg9Gdv4-K z?^(`jMw1EX-lYxGj3kJ5rc{22sL=%CBbMDSkL4*0NO+qRm-F1kc{rz7&*v#boI1Nh zv1g~5AL`=F$0@O-ZIc(XnbgcGlLcr$$qubPuN=W{PYLMYRoBV;1Fp}rMB;D_dpM{%4W`<{I2%sRVN7QyQLG$?^Te^v+$ z=YqiW9udE1=%o@$1e8!moXb@J*fXol(nJ3!aY?B$MddiaSV~)W#=u`xhg@QomtM z3l}b3xe)k6iseP<_#^r8oYc*HErPl>>r!`yQT#jXx}tTYL70VM{SkKqi$y@Ni1le! zY+Nv^w^>hiUp|P{(BPmc_{^R=_2Kn)e3xCn$h;6@@1G{)@Uby zgwMNGngH1ddTHsYK#kRzT;UMX#d21)n3ugcQR7~~aj%shjE$goKXACSYdf9&aUKv0 zuv)^ZaAH-Raq(f(;>JUN0;v!`Q>a-3wzagUDL(vY5{M+L^bDWKNne$8X9>jvn@#xZ z6j7M%g{W@`bz(KnYE9tINVY->2o3ZKR~Cc?EE3o_fXUB}+eZyD@R_R#DtK9g@;6~G zOx(-lJI{{JPS>7rPk)!Z_uo2(pu0e*L4ysA>GP_6HAyoF+5$!#Nf;`p8z&Ei!x-`R zJa0WD*o`Uso}QcaQDM+f6->XkU0}u!A%~0yw6L1YwgvjP)#u2rqSwhSHJ_Lq@YyK^M^mT8-a3FL0>$M{=#N(4-V1O9N*)fc z8D@yvxASNHCrRRR$>F#p>uhETPA0~C5uS#Ez5jfW?!dX%5Tt?DJ#fCD@B@<1epB__ zkd1)PeL@oQXwe~?v&KL-1mC()`k&nuU`cAFNdcmfd@%c8JDHzlh z*Y=-!-m>uroM)*vZ zGYpc#n-!%FXd&wBF^MTl%a9lKwK ztfn)c(my+!u>zupLK(Y`_AL?YF}VLM6-KuV_l#HQLM?X8v3!Qz>bmh;;KsphuLFrX^Js^_G^Z8&9t$zWc?z5NIv$1L~4^ z*lwg_8@*LZ4kJS*qPG~i8a$5g%5`g0WWVl#=^M$HAg}!jvFTtjYxGDaw)8;hfL9qG z1dO_zXpoC^NqIoAjm{*QOH8OB32?-*eAlW6BirUU6&l*q@-~~{`Y#Q8;E79KSn}rr?eI~E)bUB|r zJKU#;`NY8=`J*eG9)wuwtHIdNp3$Lr^;c9jppZmj90^2DFX`c|n}N^y6Y&rxbGVJO z$gq|k^o6`G?Y#++13$74au>vCFWn>e7QWX?h4N6#<0e0 z6VXz#W}}(&)~CG_So$R~nWyVi{v+iQs6q_#+55j|%>kN?8Iu4R4khajdl^BS!8Ym+ zFo#B090EBa-CSYM!cHFi)3ASJt{172*-zW+Q6@q7&@FH*3ZyDFpEI)fk*EZ!wH^Y> zXNYv@Y00d&P~$yYb+bR~2@F=B8%TKIL%_Njve^+@$J@_h5=$~}d55&FWTtSeS%!#% z*L_oYjj@1=FmVxpP5}q*8&?r~qc8vN4s)2e9-JT^-~cq!zO-D(C?s$O-jX>cwmvQ! zhw(+Q`acX3-L6IAr3t#R3~~VbLZ-n9@k2YpB|h)qBt{O{{b0VS^;S5|A{!iqEZ&^+ zM_LGWg<_-^Z;udwh@5RLRt z*tV9o^XIkNLYaMngnZ;J+MW?&85#-JE_6EyZj4Laly?bKVVKW-{>hABa;z>3lK_GO z4j;+B$uz(qPLsy1CBGpc({m-V6jfuLGqawz*^%W4-)at%Pk%4e@e61@W{r$MkV_94 zea*+$gYO6tN3B%To(X5QFx==T3j)mc6sfdjhDtRm$jkRw3fK@E8P{@!p9&hf(J$AFX-ET=YUq4@43Ax_aNJx*I zGv+eUR@fMq9xZ9h6}+&KJ!9We`;)zjn{nH-ACT;!-t>p+G+%|a39rLjW;b!Jezl4z?%u)d|U356lUC4 zRqm9p-7XTilrB7IuEQkz*r6#>ABUm7VO!E4*R~C1w7jEjp(3~GTlaH4TAzZOU#5!` zj6qGmGK4;;)di3z?|s+!+B;u znbl}=dv><@S6#KhdeTBPdmD0%Z04P3kS+;8S8j)iE-*@FcFucKwBES;4veuH2ZKPO z-qs|%sOO5YJzZWiHj5{6UcD<$Wj#$SaHU4NmC?9UTFLUwxZ3Hf0sBl=%6}YNa|#@j zc>c}5lcir>u(HNAVUzE3?)@)!0mcr~tUP}xg*m8CZN1i$c=_^i?UqqD8Q*IR{vEd7`2X>U z|B-ir`OJTq&+_H=MUMWL#G^#~^8P;-&;IX)@5cZ89tcXXDz?ZvQbR}Sy$eW{ULpacgch(6kggQzp@-gtK>Y_P*9$YhMY`(oiHOpe4Y=!y{H!lGDM%y9L3+ z`zQ9!t;^qdb!-9uU31e>l))?Md$5X!_YhB6?zx_q*+%N^g!}SiL8PxVs0|FXwe_A} zyEP(o`~4jit$S`J!g-10q zcYC_g0rInWdCuGxSyy{pJn&+<(5+xlv+1;UK zk7w7e{Mg;MZy$dmgGeRr(J1}pgLpSoo~2J>z>lV5--<^C{^kB2ce3w8gdNLy(0{!w z?b~nS+W`xR_b$VDW!^Wgey_WEQFtxHo7ex#YyT%0vG~^lllk-SgkHNMMwcJH3$efc zpFjF9!Aw`X^Kd#=Sze3izlZzZOT2ZFrTg2u*vQ~vk!qapE&t2S{?B>_(qaA*;=AnR z|J(uD=-i|DTQnX{58V38GCWJX`wYzy6Pix_muTQ&gM_aF-sPWn2jaD;C+gj3`&%^b zfGYp8J`c56fi>#Re#Cz3FTi+)&LI9vP~Y)0y>-!Lz5kr=FVO%X=JbD7;=io=|3irB zJ$UD;saB>K6wzt8b>`zt@Oz%h(Fyxmr#A8av3ke-2ljjomnZ=xxY^Jgn0#N~uz9IB zIi3@@Fl*$52p-x z^2t_RKf-rQ6c4$GJey=A~2?f+nRCu{_!5FgsalUZQ8YC^6j`#;ICM#f%Mrn7O{qk-0b$Kboc$L2B; zFLkmZU<@ust(oZbwL}n{bT9^>FXGlkCEVX!b+u9N2htHHx%G#*RC35Wy-UMfFT#*uG z_W$!>!=q*&f>mOIdo`uctmiwTpf&(Lqh6KgeUB#=p7=w`of-igX87e`>nM&6Gir!8@Cn{`g}AHQ)3tV%mjn==srd9l!rx zFUWH>CtfTnIg(!7D4xf3tv;=#e6{i2_1m@3M36J0C+kI_zULoo@RUU`{gQtq>mux6 z)L?3_U)s4}>ZIsoFYSDv4fh~KQ+x|OpE;xJ?R&*a0m&9lFFhDU%$Vpi{y&*UwJ{Tx z8c_RQ813?yH#sX(tov{-Aix0G!&CPIpTSkR<$Is__QtvUkTM&v?Uy>)rFwih5!FD` z2su`6HbBRHxNN4;Y(=`ckz2I*;@uUE%uGuKg(Yv|ivR>`pjSr=CNzD5_++T`6y{fVR2Q`9{=ZOJJ?`GBjDm| z^{9HIh0mG$yFI*9= z0Fv1f(fuguK?oaJfdAQnfw66(%@6^o)^^+!isH~kqB~R!FVnX8lf60YAdWny{uA?{ zQpO-sJ$dOnYtG|Hk(Mo>Kp8D#h^U`_gL}o?^_=k-pYlK1Om?37>3;=A0kS}w@T@D4 z&ilvf`knSI4^pv}hrYj?Z-X0-O`$V39SpujCo@gw2fS2f+^H^ET3`bcS9qQN@>Gi7 zZdWfyo?`}hP0wE;Y{-%xee`G0r*4)E_M{=WO3bU#d|ftZjZATuu5C`7eu3LX z(aVZyQL$ZGvArLSRm+Ifjd!;h%4A6;M@)TZy_akDJTrj=HG6~Ou9~nUo(}hVa5eVe z54HHQ3h+6bc+-tUJA~`@&cV3(6lY;kv=5v2w7!Qj)*t2yAiAT})>tnKfg&3#h}t6z*EU{ClR$EfvMESi@0obt{F3y=Q52!(7blE$jQZ=tjmi9}ulFF#c}i-bdsW&&tAWY% z&}qK=tm;gI`lcSEMWNjKq>}quYftEAp6ukpP7cRVU;}V@^DX`H3${W<7rv_l$HIL1 zZ0Dy(RqeFkgnCsOrp5hX&Fb~irdf+bF^>YLieBNZIoFn6MMju)Z!$=eNsSFDN3-rn z=e_(VHo|4N#8e!*q*fcNf!;wp7YkNc-nC8!00*Mt-^>i-dBdPUNX1hW2k-0Gz9Ul3 ze04@?dEZdsoW3(oW0zt9KtA;`8=p0B|B6uq^O+D)u~M6*ABh|Vz{50MoNdQ0tE`U| zZzh3D_*8#FzXB^csUf}@+g-;LNY~I0E^Sys9QE)vO^~TR`K%i@*gz^R@x48q#>uK9 z(xXV`o*nQrQp=6`>ZITdd)5U{epz9gc!P=sEv0MC*f4*GncF-evU+ZbE{@~j3c=_XZI+!@a>B-N_B-RNCDovM`Y9jhxl~6D`g|(KATgmhilXMuQZ?h z`!_rhmSASK6-O~tUbBYA^WxLMN~6tI@{>IjJ%jl8Gc$o-AU zVTOQHSLn>Y)#-to8t27R>#0vnvac`BaHXwJ%z;;&0g5n6&#(g66S_3SRU%loR z#|G;d59cZSEaJ^L16#~Qxzz>$F6g5DNZ#iNMqbiP$&Iv&)7({~v;~jh9960*msVn@ z_VDeM;F!-A)&!+IQ^!Fn?svpWzZ@m_)~WZ&*}_N03F5mehAF4>{3U&xB>g%m~UD)dsJ2gXcnDL|Mtg~ z+E0=qf*p@=RMabJ zNT0dmeDTG}j9RiQEK1P72%wR@_1=4H)1|-d$YjR=C>b(T*!6oNgm({jRx5`!Du6OF zc82Z~Tc2P{^RpD+tc)Qv|H1<>3g48D33gdtKptphvF1o*I z^VwRD_LirBBzVmT+b`eK_-tR<#Y#5?l)uD0>N)?DV%X(=_MJ?1;&{E(ykn0|n-!lo z+GVf#_J!RX43}D5zuP@le^h%(g~m^Qqy?N$+V-Wa&T1k=xQ&XOfgEv2b#cQF`*vlw z`!4kH-TV4Uf)1}EXoX7l7)}mWY<)e~J{_L5OY$`{(CCk2t+6fAubbaX>);MB)xn#i zHM)bMFLGRT-5n*aq*HkBqRBoIfK~}&lwCOVq~P!0x#+S-FI?HjzJ2!L9((LhojgB+ zgI{+*@JGs0SAv>=Iel-`Bgn5@2VkT{uJg4_KXzfW6FcNi6Td&xRICod7}uxEVVHG- zIL-F=%=LI!Rwj0y4_6fcy~pqFJyx77`Ns<_YE*ez$ZZvv>{zHhd;2Q2 z?9)v^Dtq!u=v&Sm5HVh&;*}aocO0PXc#jfY{&PF$-Bk}I$o>u+6(t-3YEvPI8G~)} zv~@SG?aHI`YdII;S7z1SJUu|ziZgPHrMv3E@!l0Y2IL%%7u|$^+0yd?35gT6#16We zhrCb(w7Io{SgI?l?Xz?p{D;$ej=kEDtFj00MnNPHtI-!6yf?0rLEb*gA$x|-A4$rZ zz6v(i?*>r_yvV|M52ps26_LCF_VtYNxRrpprpV*J7&r~dBML5WiVf}#VCd?R~h z=4g2UF)k=k@n*U@D4dr7${BmG7<3hOo~5q=nya2^+^)=Dg2D*|MWtA@oA~M&kKXHK zpVph9+xyG)o~8f57c}-&H)v6iKHFWFIh&6WO^fsX%)xMVly0O&2=|FQm;d=$OR$J`Qjj;n+ELIZ$a zH&?>=mBsH_`kPCvXqam2Tn)W~6aad022V?GUmcW1Knc%Jsm;v(ON>Q<7;~1sG9$e@ zDBYKuv#5u>@?Y}t&1F8CHP`qdYzXFrtgy5gTj(Vb>!c28KvOk|l>qOoF2qftV zK=0HqxUC(h(dFEz5gp`3G-v!XRFwE-@7eI@SJ)w-i%?cZ10A3!(Cuv&ISeCj_QwBs zs6}#P1+=I|7@IMT?|0rxDr~*PbvSx@bd!6npoa(CFa@yyKWXxNzQ$Ow#p#}D?+n1f zs@f=xpX{Q%fZiIDz-N^r^3;2G!ARn}NAvrekz5>-*FuDn@Fo*ebBCx85*Ex$+d|F?zK4WrJ_U%s6l6LP6 zYP-T3Pw#5>Ywd0rz`-hGCu2`^*}H80ByrPLQIdxV4aaMRNVr>tZSU*q8BaIy$~x#a z1YA;MTP)@ch+k1Mcd7Duw5B&<`HB)3)dt=UG z<_0uY7(j#D3Oxrp>!jI+q@ha*42b2MQoS@6M349hU;bt94$w%GuRjrFWCLt05MH?4 z7N7?7Z`C!N?)D@%g2FJjt{toI(AvTnA}`fEl;dc(q#w}mR5Qs2Etr0~)K7Y2Vg(tU zW@cbDNWW0F~n{mdR(losJC*0QB zkG^>|vX6Rt*MmiS3wu7?$zi{Fsc#uk18V;;pwoUB5%>L&0op%X)eQI=Le7Q(x&cJ( zEi4j3uFN+5G1XIsi{9^dGe?#j2kpxmX*J2 zPy6l_ag^Q7l)m#5kO|%B@Qx4G4GMp*onQ=^unO~-aq|EtKnIpvtT(x)qSC~H_dVeW zpccZ!e}B6^W8Nn+PbB{H?R7`f1K_za$YjWx|9G)6h)(#m;p|P(g-^1t2hyMOq{W;0 z%UJ4VOCvg$f)tsGy4gy-w64dURyl1(ON!goM-oz+{u4eP2ASa{ zaPAYSV;|w)UcrBg7^b9+eunf=mi+>^eH9>#QP_zs`FU)>Q#lN!owWp+S-Qw4G ze8@HKYl`CD9T9YPfL_^9M+wBzN}X-GGosR<)C}3Y6e+${38Pc3MDLFxJ*Qn2lL2?gsd7*OX*#7$-lDFf<54P$?n*Vy-`@Y_1Xu#5 zB7OElw}>` zSu&-sJPw_^zl-GKpM4+%T?#r=^7+gkR=BIDb?l%Qzp;;t6r;AbXyHW(qHf5#ODM?# zum7Z0UF-y;h|ag5Bmh}VG;D-?S*E`O+Bs;sftHv8=c~pkqd7c|RL=a4)mQwC# zsz0BXbwfe3UO~;N9&e&-{HMJw4r=n^skixd7O=aE{-u?7Z6?m8! z7*L%K0rhLr2wZG)slK@fbx@i6Vf*^;QSBJ}B-*U~4wKRhPFrX2zFu6nRlDWA=)&_) zi@Lh{eHpZNnzpabh0a+?MW0xR4Ex#Pl=I=BB4eVbR4MvbXh{>BD7li;8qmwS&HB(e z*Oy;PN2p`v2}S4}3CDZ>sFx z(7NzhO0?S?HLy!+dD=ZJFTMtvw2twa)15y6YP}_I(`oc-U7>$X7i%)c%-5qtXm;KB z_*a;a#U3EHY2nNlVSS>@wE^4cc@hpJLC4Y2vN?L-1K^xOH})2HL>))iL9Fa3hv9ao z_6b1GuqqAMM2&9%!FLM~U-HZT z?S{HqSH2`cv%Z9#=#ztMxA))Jb*&W1cuTKs$Q(og3JJ!x-(T|nnks{kY28?5F$}l4 z+K6uv;5b^4g94B9RB_Y;d&Aa7NtE>Y1j-dP4>)3z-X;pefWUtF2s5R)xd3U9xvt~N z`Erkt|EU+%nA^eV#X@6GLHu%BK=Xlluj~PjShdUO3j>d8`w~(6fmgWg4B6mI7ia4n z1~^DHVlVxV7N=`I=P1Di*}D@&(5h6vu6=A{7pSCT9nLD3Js>tyMK4Qh)U6%2leVkv z2U`SlCjjwj{neh#i9E;Xc$yu=v1lG0q&Qb(~2N0 zxL*8HFltmnajvyJBCBxxLVJYP{YOGMq%Zvlg?YQBd*)C=q3#I%a9eu8f2PWb4m2il zwl4r!MWwanMouokeLUt%NTUjBI!E${H{etVDE5U=yJOKPuCXyzy^dgS(B#?SwK&D~ zu3q7(AM(4GEJ()+>IGvu&e|Pz^WfPAQVzR>OX{&FL2ldR>#{^u`2R43&Ul#AB?>zw zt)3Kb@6v*cEC2};1#B68RU2P>ko0xY;h@Qq`+`*ky!P~yNOiEm9RJTgz(Io%Qt&D4 z*-sWyn){Vksy~dEN?1?Ixa%ajTAdr~)JWE`=eHDtZAb#;sXO==`e&AFdWOECd0au0 zEX0_^pR+{t9Z{*-#d=jNwxrL!B2OB|;IovNyX*4uut`sR z*E7^FuB-fV0Djb4?Sqs0Ca*LkVGib-j1}B+XhiN=ud6PensP2uYZv!JT(GwNk~nwl zi&(+WnowjX;9po^MDwx-9QgMG89+t@YDt2FB{fS)MjnqJj{)__j?PIB%9lf^80k0N zCy9Fi+94P&soPp3d58<1U2`TV%r-q%xj0>x-UJ9~iAVoJSIkU{ItLGP8!&(12)KZ* z0poJasqdJ6=#f)%Ly($jX6rALByj6ckJP6OtATVhKkMK90%WpkT}?@pzCT$?pY(-a z%xyhE4z)30e}nWq(KQGkdX_c7lBEdTAX(&e-TdNB*n9h-1(W_zhDSwOUYGV4z3)bO zNcc(HTHqa!ko6wm(wyc;IJokDFiUX63_Cc$69Ae!>>fe1Y%%n1(7@E=MG?BN4Ff38 zb^r}EF7~ZVcp$$gP59boO>Dpk$jVx{ssCo(e($abDa5@*;KCZ;$)Z z!yY{{uEKS>JjpOpo<*LW;7Vh1F*|eThaj9U%^(!xz=m@^V56~*qYzfX9Y4*oV5RMV zd1c!#9hbf@eJ_!u4n*wtYo`A@h>lE~_O{-t7C;uh6tHMm{T zqy#$w=v5V9NRHKR14Ov;UjY>|l+CvJ?YeJAW2slFOACI^3QxYBzGKtiKLh=Bg3_Ov zjNDS~#a7ZkYyis~N?$#y02Hl@iCXPBnx{W`s_)|K8dhJ92hi=obdraU99x03Vq&WYN}j^F_TwXD=UVp~x&z zW#dpL$P$DESgl6YXb7J5y+u-~&u8}%klT&>s3}2q10rX?TVY!o8eT2OA0}&`!jw#Q@J!*dIJo5ATXw1~l<`3&1_l^z~CBYMA*gkfu z`2Dki>7qtH^u%UEbjM3+Tl-nAdm3(I_R;qImft^$2?u4*tMh>2E+yHnX6qW0$V}xb zdYZ!dma3(p+k_}v_QUGj38&h|Q!ZDDemg0e*+TEq4Ie27#Gh%m{v3avQR>7VHz6}{ zafaZVh0Y1}x0r82?kif*h$WnV)@#`!Dp>XxcPH)j=u0yX!jQ`>o;#*6m>r=@+Y~Dp zKe7~DcKY=LP%B(LwuYfba|p@9ymBE$-I{=S6;TDf^$I!@G(H=cpLW`7Uj1N;lAt-b zCE^0M0{_)2?y$pD{?H_0-ADato%>|Z4DEs04$d*Y6|k??O9mtLn)YIQ#Mkj)rgPO7}ojqf|dzEXfmg7S=2eKsUHo4|;B(h$YCuQE7z7vh+= z%sJipn{ECpMzPjEhji})sgz-^j}ZRhtqF8hhOm(DAzjrWMkq*(1%^i1@Bia64dWN- zo)Gfh)y*e0qdxDQ%UaKT|GM&1hIVPAt0E&fLc7~oe4xSLZ6DsCM%UB)Cm3a9W30O$ zyZ&6>cle6j=Rql=wIlnXYaG$7pcBL_Qy}>*btt%OS zLV&tM*ksHQ z*y?>WCRf@`?v_M=tpcn?o!z8Bdc`+$yS$O~yoUdg%AFVIQgHIg->?@Dr>Z+AWw`I$ z`c0j&&N+w41Jw5-?f88hB!)z`L_1QQvv0;y>NNU~Ags|^(nRZu;<~c^1@0b&e%8}5 z&03pUX0f#f%5I|DgX!fSs8RhM_UX=vJlC0c&H2*k@Tf*V?Pj(Rm*Kl-{o}zP1^7Xh ze8MJbey8KJ4?w>jpx~-%V_+y{ye!-##KV_YoNzU2j5xWoG;LBPca2Qh_<{~ zj5n`Motd2|SytH?5NO>oYwra()9eg@*^a5V*Pyil0l=OKfnZ~VBUY!DVm!-xMAl*g zX}w=@rUE`(elPR!%Q+I5Z0yMS!eIJQe7!O3$RlDdeQC;sT?D=-5OLwJtFBFJESadk z=0y)d-c`l7Jk}51qkyRj*>)Sxu;EW1>z{bnv^$`#_tLfS$=!M!kthXkQJ?S>`T~YR zCp^!#^>`villC0l%-PTL`?8XA-#8ffK+yM8`}G2%Z^sLht<+(4_ores1N0D>gw=iw z@v^|0vA+{nDWUg#Ea!_|5jtFhZt|BimK2-=k;e!|# zi7_#qRoL$Jd#lIp|`c zy3;w`!ifosU%ZNtl-`~jPyq&Ilw!m$u%DhUN2{J&0Nbr@`(0CQtOCz3*m25&Cn1;L zk5L1h>gH+Oj`FWS%{NX547_X9fVtcRz!)MNaPC(PUdfKpP>JI(`J<#XIOh>HJ?Ph2 zKJdH1PL5O}KCD=VZl%>97=*Di5d>Ri%w+qQUwYHxvb8eL9QgBQJP?VjsVCKa0ZAhdk7)fk=*=fmiw0mVwsVHA8hD0a%C5-C2r^chxgtLmKkZ zA04V|7$6(eY!;!Qmr9I5icfBVeoFb5{nuGJ8LjAFf`ZhPO%Q_qj=h@`gzwn6`b zNSiw(RGa+!9-Ej^Nn?dqG!YG*Y|lrk2knyyh}|%wypK~Ti!d1h`-6&!M2u^t1l$?; zjphR!uY;w6j$M3O-^;Klw7!>{dZmZfHXnJUe$-ifke3yy#y#5}NuSK0?(n$?o*Lb~ z0Oeb=<9-YCx~WbC0j7d<1Yx)zDk*q{)0osu`X&{!E}^9pErKL_piwg8xGv-Fr(L)A zKB~PH@ID2Fsx(tXy5QA=UWJ~_d>z4?J&TPpJS__uEE&2?D$L(hl?EY@H{0d#4ZPTScs z!kD&6Pntg*;Lb4jWW2I%^0v3kyCH%9sghOva6%O#~b#&zKadp(4Xs5CC>Gl+K!6^r9^DXvO=AN|gLBV8izGnvg&oy7nX0d39j(bOLdzVZ2XuV2Z z2P|6g2T;>i{E3!%kImfI_2-o{L=o*Capua&9wSYs?J>XW$ero{x>*OVv(!_G3RHPe zDufKeW>gL~2Qv=W%eY-@G9!dbz`uR@+|lnQ#9G*Q1~SdyAB{YHplFqqmZkuwla$@_ z>5Ypk6$SyL85hE&1(HhW5sz;3Ju+{tW8vI#6)-gIjgtYtSkJdrc|G}=0SR^GGi^8g zCR?qvX!Ob)DD9m6bD`5z)mDw;MNn!6;ju<1z=tz2v-`KP?e4DW5 zUoP@437XoW_sffcKKN^*rowidsWu&m838^o@>b4o@AN|$vtyAH>utwlEZQfsMnNPiZs9?^O8H#hNER&@aRlT_?M?7(ketApFmxG!K*zCd9 z(QNHo^y<5U*zm3CagPj_EYduRB^Mp8cd{|;EbzS{>*3si8TFW#ZGl8FChahL(wcMM z59uZYQDVDF(ERZGp?2$3JcA-<7>9)hlS=fMwWczo5AoLnmbfm>&iQ)Zg`iC~E~7lv zN*!PhZBTBQw~-=AIVk@3DILDNvGYvdtd~`l!0u63G*RI07oBMF>|fu4IZPgOf8@1_ zjP`5>EW4wvS%FZ%u6N{}jAJ66~TYD?tIVmQaePAknPTh@%jg3NHSPXL{DXBeODD2+AgZ*OhHT`2;O%f>v|+)|~v;jSU@}*`0bwnezrRwr{lY?p2?n z<*sdtMfnIi+Le3qaKV|ZM{HT5xf~vhzT_SpX}Um-RXa!ELQB(3wz)r*_ z|4|JfW&0X$;*)Rc)qE4xo$cI66)@iz1K*%Z+%5R-p9Lj|xW^wDk}qBOt*HVNgNf5Y ze^6VdvcJY8n@H5=ukmx6aG7ebOwD2@C@h|R*$?OzVa)a`$(f!xM~VqZjnt%FYQiQ( z<-p{ijerb36*{uYE_OBk&|`I>LHfN>=4oa=)=<^*KsxS}1E)b;OK{Ddb*7@+-#_|X zUdMgQNNe4W3HRX-iLZ<3vjR}N;N?LxuBnU z$)*YeF=k+8j(1;YZ#zfy9aV_l9A+RZRx=>>fF%=x!WX0#rbF|M@+$`#);yQa1g2ZV&Zr7A^^p93=KX-`B<8=NB$Bx8XSx@VO&RL%?gbValejq8B zyt$;yJ}n2OS)=9lKP}P57ZEGdbE3J*rMVV%+TXu&z&O6mdMKNYSjgXdhX|2&{&TNlsm z3@)TF2=J6&S1Un{*l&OQWhRE`am|BCpsnSt5)uL(n)}ZAAw)~f`Qtq0Ji zwMKyXm+T+wPuR+Q$Q?8GN8Arx^lxO=bl}zK!dq?4Z-e87Mn1L(=o#^(^GP}EFZ{kE zb~?K%x!^in>p=$|SqY#(`D^RY?SK_Vb1>=Aa@A;5T;m1C`ko{mhe;SRSu+qjm6>tw z*Cq3z_JU*qQ&O2V*_6EW!?DQ~v5PffCkjpk2k6zH&PSn7XAFyQ2ipbbrTnpv7CEP5 zTSbzsf81H##r}y~o%I_dP+n5OCJ9!mE)L%gYp`YCug<0TmqjzrYtBbfanxHC@43A`3Z0!jSt3 zbEmy)R%$d>#ymKcYab4B3~Etd8NH_;U9T*7FYXP;O{B1$gE)7#%`DKq({G$g;W`u#`7$b61sDL{uA^ekQFHvF6$Llvf~=vI%ACO)7p$3+$ufX6rUgwe{H_} zYEAA_sLQ<;b>a~%^vmjWJ%?hGjsA&0=d!53~6Tn@UgE(hoFIonc>J)X+Byy>sxSSs5o8W9rgOz zCzr{wC5%sOJ4h8bvDKjA*O}|0*1ePx3v4}ykDjE6bfhY0HgO3q#%OB1Dfd`xKsM$t zSea3&pz-^qLl7r-$JD87^$_L!ryMMaoyX38?#m))tTgYK+wUw=gbq5&X4sYd7!yEh zLMA+dT!3sQq&s~aW4uy*z>+tBZ4Jbyji7D>kw4lRCC*`TZ z>Bqw4*Wn?xO%p8r_3H3M!wwL%v8kR(Db2ot3$()i`^-*Vh3)hZNr$z@mlhQUetp70YMZ#s0D5`i|7` zYE(p4CFk=}u5ZVQ^xq5nog#Mjr1_=AE03+ueTcBBeR3aE;H-&uRfg+i)DE!K4Hzpj z^ho_9mk?mGvS>2(VrBCIH0W(W$r#jZgY4zIg)r-hMHN@#k-` z&AgbrEangKa`et#amJ;6&wdlq5nJ;2IlAV+|KFYd4vUzGLU*F}FG51s`Wp(C70kD%j8 zK%~-21XYl^+OY<_u>>Gf=No+GpFo+OmEUu;lzwNzyteew!=mKl|AJR-@$l>sr#`1( zYzy>HYj+lt66}IK)`fhFgg`bLENEJe{1c900z&*A6sUDPkSTGVre#>&Kf_bcav zByBbQcH~nXyYwryZ?%y@1OwuJmkKE(tIXK33jLqs11&QZK^3dcWXcO1l*FS?n)ML% zDzk*6{ocT=zB}Mpf=wr6vd{PdpUREdHlqT#4FPOi#k2X?j!$ zdk|yEy;ZOEc)qBwc_)l>^U2|D8diso-Ku7UA8wQKr%pcJVN1ya zsgp*6U3s~8iMWa@zk=%|ecYi(!7b|c);$XKzwKB#nwo$URtNe`5?0KafArL_3TI}s z)+!mGSJXYT9qc&1&jQ>9go9Nv3)&&%ugVYWV6s_n_F=7U2vTRt*+S5Z!qWNIp_E18hXh@3* zr%<*Fc~t}2Yw$q33uqtRFDq(+9u|3|qdLjOmSQiGzwq`yvj9E3HQBu_Q7GU z{R5Ag`Bnr+!Q1YGW$BB_ICU@qy$>C&GDW+-Rq2@IV2zS}xSnzBQ(bc%CDj1LE1D51_n4NAe>Gq>io9$MWaw7j?+fFT2LBF zCb~vP49l7(Ww;?E3&^o0bBG`aP~8!1G{N8bfG-(Xoz;o>d?Zz!6qsB#=NJ>-*p)=r zMW=hnIT_s=Yu!MH7+oLlj@vhNTyeF~_A>iG0OB7wP6hLCb&iUg5>To6EBcqTM3~eF zmA{B~NvEfFRVF0ee62$O?G0=RmvCm)L~Mjt)SB^?#GPJCBZ$bhQ>N*~of2>ljX2og z=_W9wwHQVMv_MSF5IYnbP0QW7r^LVMsWRjsh<0Eqptm*(XU_?{j$m%`D}9d6XG#cj zArF$!P1FCF^fX(8y7nPZiYmSgrBaa@loEKeXIUU`I!reJk!yKsG-!Gs+w$Dbz#FS; zrM~a7?Kky?2WRl>h9UO1V2HMkuU6+Lv^(Hq=d{~1p6^~BlQes)f_?rjabnTOTqJRL z%gLKjL3iaH(j}3sDUM%#%p;|Zalcqtqw^ni z65>zFtY7bd5{(?s0yHhdwMhJnh)Fd`XU<8b{=A}+;-oF;NJC{v(CVP^K@**w^Q5yH zGF*&UB=s3@3}1l`oNly@CfONsR_pFDN)`&L2^H?nrEZD1;ml~HwnrS{r2Sc%NYca} z%Zh>6JkOD? z+Ux96==>mR-8c~gi9Rks#E<)O#bx;* z8YXI3)^X4KL8PGwQyTuENt^TOT;SwH_6D)?lD2F6#_#ZqV}x<|VUiOjWAzaT`Q^dG`x#TUIv|? zfdBy8{(_XauaTiO$_F5+L2M`}FKf^N@4F#74(q_-8>V%2F!7xX`sk`enLD6W8Sqj4 z3rhM8dW3S$P0y1xE%49`hYGqLJvJR_9843C2-+~#`|1H0z%WQlKoe72XSt{7R zMXguiQ#+;Wt>tA*@Z_hbW?oAQN~#KKC=VJbU{YaR@5iZMV6x?YlUjS83ME93(N&?X z34)6An5#z>mUuUvTHYq|8EC(NT4^FF&55wA`+^211DT>pEfLp%9g*U2IBh=NKl?yM z5YEttrIj0puiwQNCQFMH`K461jHuI{TroyQ=&p@p)N&~#1@z{+FOT`0sh`PN+?#LT zLHl%#cnXZ#l%Jc0>^6{T_sKe9+pSM;c%pfD0E(bl zHx$IitCO?$m85~k!#{Q`RV6VTQOlajCoWMa_sgMH0O`JEoMkCAd*i4*)m0aNzQ~Mw zIN=_~&b?u2WS3U+jk6RO&g_;02-1M8F#!%jS0T2m*`AYgudw{@YCF`+7Bg*Jz{j7q z-2I^vJf0LGA@vUy0<)tj69)=PH;^IRTZ zKe{~8Bj&EFK)<;b&T5+L^5FcFaln8rfb{U&V&e*74_NS-2V2K)llpg(h^;&WPG|$C zNl|_41KTn$45fSS=0&bF5CUVV7b5Q-s}XoCMT8|{rht(5vBfUrp@w7$l@AH!scFOyUWdF6jpru4mNQVsWZ>dFvTs9SNEXc1LI>~G*SPaI>xN2;wG5W&Q zbcWt*z&O>gB!&Ib7t=Ik3_dFsz)U2WBZNH*u&bg1s>;9?Y>XMkY(IMZ?;#4h+M^i47PA=>Cy|Yd;Cr0|*JeeG&m;7dRO| zSJ|qp+%B<5&+42PHr1KF&RnHLF$Emg)wy+lj`v_wmsZf;rJ(7!zEvxa%wnYatRh;? z`W|GLPDsWo5HnB6+h`BWo|qM@wH`A1-0E&sm`6wVX$;ZOSPXdw!Y=6MUpA3KecAGj zXUMCfeuv9mJn-(j{Em&Yyr+e;&+^lRa(9CIfZ_2`{2f8}mB%GB_;FKD-$A+#Uivx#~M%o?G_?^_7IUwNsKLA{-*FwTVe<1wPGIO<3?*vmTDDCqLD z0T?Y2QgBHdsU96){9G#Z&iumKu`b6k?2_a~# z<%TzB=%T~rWx0&zq68p?HaQ=RSAJIA`>mxm0?hd}V*K*wdi>M1%2jF(6=w=PBBafg z?27UjGQlL1q_>FB!_1WV7hfK|SQFvW_x~}_q!`6u;f=~&$`q6c$l@vlE#1ADgJkI(hY2_}{@02-rF z9%#sOpAs7i%Ezl=g3fPhBHnQcWPTQBm()6Aav-tcN)IzJFqnd&EDDqmGj3yr{6|fd3 zg(t18e2*3lE)T=H-~jzyS+E}`6%uatLrX*;0-p3%r9Ng*)oDBzC<5mt&Mh3dDUQj` zjfu*E<02dVqA1gu1djUxYe$ewHIFPIgc|67@n+=0{QH-vjqim?1!r9RM&z8A2^zM z0mrco_mUJ$~Hn%1%1~^_gdBIQ9v`!9b zp>L<|Lu!*If7iWc2uoWF;&qw%7F6@o%j^M*SF}c zy{6NYvnuHOqOD?Stz6wIy}_0wplm&8%h}s(^LG3}Pc?SC@r37oUvIqZB9Z)`6^qq1 z!VH{E>2;E_U`C%jjW$OHq~}V9t9O;kN^HlwrETckS?Nf<8sdnc4jG%jX*>6xz)g{* z&rOhW&3AeI88}-KxADK&d#k88n{9tLL4$<^CyfL`kRZW3cz{5F;2Jyx*T!9w03k?% z2Y0vNE&+nO)403SxSZl!d;iZ~`>b!Tb8&9Y82hfr;HCSms##UD=A6H$EVc^9r$PPR z!kD}nzLZA03yk?X-z8UMi^25h4@f$%t-d-m7+)1?JQ=#uxIKZKePf;m@mEgWFrR+d z$xxe*k}S_3%WtmNh)Ku8PP&X$1qGt>FT9Y3T!AD0-1yhFjH$W0%xj90-^(Fje zq;aZ?YaK_E05vYh^$o{njP@*UdvU0^T9*^UZKCW$1tc7n z>Fj$;?Q*|BB{y_bVJTM(4Vl!-p!JaN0OVtiv6gynG7wI2N z*QLN(cqmE=U)h;QpIEQm5G2LpGCko-F;I>e?DJ>%wv-YOO+=|9+2^NDRS0yYDd4=8 zc3Fn3nW|k=L2#qPvbVs(gLsSRw)arvTQ~TMS#M)dHiXpqa()r+jlIhraY=%xp$$^l z+>@jx@e>!I^rR`=xzzTyS;25JU*FR}xzJwnHEB8jE80+B1P{X|{kEes_mibxHsFt* zVm3`eXS$P|Q_+`4*8&!9!1d))Z7rwN4FPlaLdIh+=Yap1<{BVC5(YIOj~5j=8%;=> z29|o~UheVi{Q<|6!SchPaCGyU!_CRVwvCxfZw;|`AE)1f<4ff@q18}15P*;jR zl5BuT!4j0XnAviPN~Tyt0)}U8hQ!0>vMoh2QH4{jLcxQ+VYLzA{IA zN8u#uAovuUv^ACfh#C=`q=DY*t2m5?#(Wk@@N(8o#gB_FExUn3>Tq-5Xi+hYE1+%> zXkelbMLI?tOJTyk)oF@rJT3m;eMG8%BX!ytC~Q9dsvq-OTfeMsF-;HWXybbqw3Amg@hM)D$jjU2vT1{AWl#j< zIz0lV4A9hnP71TtW?W_jvkYBj$@e{n0r+^iBRQssWvB9g5__E_s$FdCfF86bNp#akSe$ zHolt#$tjccW2@pnM5dZwQ82uIR*lF~u6EBo6>gD(8%*r$@K18`kj|y&`xQ3T=+=H* zVSZYa$XXWTxOC1T#L08ex#v38&mNRSHaSzYFT-vv5r07CYF{wDNvPNkSxYq>|DwJ} zXqYE&|3Y)x1CuS~Pr@dXdsGm{MSXLL!J%u1pI*f{_4LRiCCYvDSU*b!e7T*U@@}Vz zEH|zQIgcNsCuPpciq}Ooo4MsBWNaVP`3$&@dF9=r=jp}=t+Dr^xwoD2saK*@3biE& zicQhMn;fSw)+d-rcvkKczwP&O4$aYjcG3J+^gPz1d_*e~Zy=Eela9VGJnMfm%`P-%RvEV&Z0=S=8-2OFKpo2A z9(5Qt-aMvR`OYPEJuW+8OlrYEJ2imFZcyF>9$dgpE+8s>YTlgPkX-8CJdz@czBWkv zl59^e=STW1v*x(j^rzS(ZF z4Rl5TloCBFKhjLp@F!Q*Cy-UFywSrm<-GCt5VM@ag5F$_uP~(9aOM=5@}H~)Z0yCt zOr!_+`{wrcl!W#v5)Uo**GM9AZ|^ue!N$4hzP3S`)}C26B07_^ z*(K{@xSXsOIV@B66qtaAM#|?HpWq13DPN^CdxwdW?|QiP!&+%{>HGH*tCLZ1dXH9u$pzJpNbAi#j{f+W97Xc?`7H)=2TC|U9RHlF zY1#Hb0LDLT(H3Vhj+txMs59!!uyR}k3jV>x<5i@5KHe^po)`nh(c=%#4j~ERmZePsfA8Qc7hf_IY1p?h!Tl1gv!5)Mg^n*9c_mK^+$1wg*s*r_Zb2w4s$_ z_^!&E_}Ej%+N((Z85Z2%!DnO6>CsTCv$CM@32l@ zz5M-{9mjK0WWqvmhMD{BF^BYHb9cGM_GYiQ%1M(U8)l^%^tl490jL`jYqm-7q>BJ} zb%WEO^TtByqNDnGv0Au+3tk3(bSl22hunyjgPih+^r>g8ym{SN=}6_s%Tn@EE|!j; z**2x7z zxXj5TMbYm+V$gk}5%@48ls0nxGR`SjCvPvOjWqb>lksK_mcvfylv_9nL1{0Cs|P4~ zzh&xW9xo81U&G~+nzlUB(k*Y5o(Tylp;w$i`kH?s=s))I_99p>Q5QmZN($PWs@uy45GYEyl3VBVJlPRCqX-Sml)4dQc~S)M>F<1&T#j z`bV{N%`tn+IV)D#*ZNzG_dHwitztJb$bkz}sGHUW=u zl`)I4sg*PBuGZ*AW4UCeFLB#}z2uMR$$*r+xtJ!)83~TMzVyNTt^UYXcEmJ@zG+G6 z;GA!#?;hZ&(xa zIH}GaGiZzAXSW{2pBso)hSl^deO)$*$hwe1Oz5|0RZUxj@t=7ZU{4YcTUK<^y4!R2 zufaEIfmVG6(LMG2X)<{*+()S=UHf3tHJPB4e|d%#rOZvl*mbA0e|FdB+w-EIhbs{T zFBqqes!Eu>E>Cv0;xVEuDFPP}(#PGEV~pi<09*=FI&NIfAJTRiF72P#P|93RQV`(L zYHWGvI3&wQj3718nM8TvP*-TN8PSmP0POOCps2AR-8E4uV2S6bbJNtz21X4t@Et?w z**>4A@A0ew1uQc=DeqyRo{XtvS(6QAIWgyKZ!&%>thc*!MM2Lm%#X8!7FNiti-b;Q z?H$;%6W)B>lPECdoBJXwy`rc^i|}C{iR8jEr;j9FTOmn*(K3I`dNgcD#jH`d3aC@o zy*kx1Y7e_zj`FvzPbV3HwA{;xjmM(68IyZ+pv3~Q68%!@#z2GouNQxKQ72Z6@z;wh zZI3B(M$aMwg9Fah0{rX7UR4f6tPR}W;EK}CLd#p$M3MoNz7OO!xV4^ zOF_aNZIJeDcI>(nsJG0#p8t#s2Q`>K^<}43v5_JtV9m%*Kz07Ub}5AKn@{G8!}MFi z%qND*?#@8gkGMMb?c8sy&adcUAIsYz`pS)(p-~^BvgoW`U;aCeF!psuNU3K*I>#f2 zOiTq!hK$Qu0Ls1<@i zpyM_MQr(0w*Y_CzSqs2r2`@`NS2Z`f*+MHT8oEufF#+uXiEdgZVuRCC__8briYXV9z z{#>{3-@|KigI}v-K-p6Ps1svSJK=JIk}A`8;9-Eucv)K50l;$80MbC|G?y&=dAkW2S315OWF#%_ z2$kcw5bmBDr@h289hSepEf2ZNr8218NTkbpYeC>aT=iwmv_5t7rDnW@sQ!Er_1%Lwupgg7! z(Xa&)XBHR78z*37YTfRX@H>2EAbce_;fGDSxO*20vjksP6y6VHjplzbaR6dFv!v2$ z1`Y_jSW{+s1)Exzz0kP{0BD@vQ=whSISOhu1?ZbfK&mM=aR_5sl6n|#1`Q(zv}Dp8zW0)f>mP1Sj~= zyO&Eh9!>Y_EdriLb=0t=Hp>7&$sLJPvV5h&atdBCWn~^`S)ra#N9lQ{w>48+dFfHZ zVFj`dq7Wg^x;ymZ9Y?9=$QdLH&4B{jpUX;X;^+ASZ@_{(o-QdXA3&C=kBIqMWFd|tu6@W7YQXB$mO|cSDD$lW?#)&SO+5rB!EB3su zwY(OX(5$i?9;S!cV5%?v$s<`3Z=s5X;AA<5bf{3 z9Aa4(dbbg%HY!ee02)@jKLq2SdgH&E((4R>YGZhf^TIw{B*|rPu?+&VpJkFdTI+|B z<^t}>;Yhg1!YY7iRDe}8tIiPMj_%(fLjYx8dRg5D%%R$(qUzNrr=^M`@}Aqp?Qo%+ z1KhjKV&`uA04y+OL$dF#Wp^ZW19`QuP)~rq&oqx9NR`py1$5zekx&9F8VZK($XS*C zC!lig1!ru~5x4{a*5$Se+GD>^yx4UI>z+Djr-W%*Rc9Qbh3yXyV8HO{WNoR| zk71+1D6yf>-twj=0Iai0(uKBjTQ4BJthN4dS1c1qbQn{21ZveOOve2Al6sKK+1YQw zeOJzd5q1*;kO>I#m&%)MF&xGkaom<#6qH_9#dk`6ZX;=#vwDF4m?@{j`}?(D>JCol z{RF$-(m*=O1drC`2^mNyb6d~9KHZY9BIUKuMr@9DU*E*r^%XM~)s>9ZgI*0hY6|^8 z9V(U@q-a7v2d2qPKkrm4oiA@Vda$B%lIPgbu~tSq1;hySND)FBLxDGI_3l1^MqJ;x za9Q3?tLhb^Q@4c4;p(Hr@?8&r8%xLv9TG+-Ulyqo>&~;2q#^o~5U1q5DG@JL{s0O# zzY-Shnh{r+Z*w?Z7tlX1dcKr`?LI{qXP)Qb~lwjsCd43JE# zAfOZ6&`QFAP7lK=<;3-+_Hk^+CxH zRrk%_?M**e+I6ztEV$6#V27>i?W0pTe@M8jaopMD{}@5D%v37fd;j<_BGf6Uxya*U zBdZ*RGD-41%gbpA@381E{JgPT=24hSL>|BDs9RIOzI*}>Z8bu446ysT)Ok!mOrbzu z0!BNluh#$5;$Iu1QqnhuY3wJQ9gFZghsFees}mWULAjLWCcYFH`~bN-uvTu*VU_7j zO)zTv($6>I&s{7cH6HZj9@zXnVcdrkzy>h~I01PM>b9Aar6r36ZjopUhKzS|C0H+s zJ%sgyFowK&ln|M=+#>e;u?Q&qc~A>h_!$p8&1Ijo0SmBumtAUuUCQEYf1wy<5xk3d zUVe$xrYq^(QrH)Uy^V!_E=k2%BxNyGb>&*?BM|q_5}DTqa|=ky<_MA$A3$BJM5-C? zRO{TPLo}y*7kyO<9m13^akQYET^QtKh=Q9p-%~+ zo2~=DQ~@?#ItHW7C%%qK+1y{^@_!lDy*h4|TC)M$&mLSHV!3=6b}zLw+WkeObtxdu z@F~dYO%rTN=LjyW0?N;?yE`K8ZoqIVAVxyKR#Ld#+enRDU4sq3bfEsd=h^iG5E$>j z5L^3w2MprDfC^f~e52BL%}nPoBKX7<@Cc7?TH?KielXXxK0%Eos7xsS9)xc-3jj$Y zG1PcDb=JzdF%G+5`Q5`Jpu@Gq7ki_-HXP<-OyjB%fRD_yHD08Psh9HwGB@jBH4H9@ z(RKlwk-N{Rm5MIrHQj+?XW%PxUVCeoe1MtqwW41BdlF>wZ$R24xaU%&Q*W_8kitUe zMIp^OWlsSm=W{H(Bgb`n0mp+Ey(WuM2ak$IwkouE%HKASZ+}MUr7VzXkWGS@wp{KA z4cK_j09)+AwAU-gf&v^NbhJ3Eua@Va6<=vtifTIDTnK0zesvMi!f~aZ0WmG<2WfRo<)R# z#R*mZ9fWb%g~!HpK_mh9u(6Tmu?Vo_m0w`BfZt(&*e`+GW}cwAl=MS3=umHg;6~cN zw+Mhn4pv58Xn*U5MO5BX2~{B)Wtr~a+X5SCfMql&eWg)sOYowB#Q;8A&0+kVR{?7B zs=c!C0h@%(1RzP`YsHO^-%M#Z`^kAw8>j|<3jBNLIpXJE_VEFDRd-u_O+2`h!#JEy z$Pk#D^ouo6126(yGd`yZe?`DwuuJy16qw#46x_Vqe~g>IYyeP}gI+Jd_&k{cr1!_qx3)PlUQ08aSQR%B2twK9AN4vuu>k9L06@$pTrTLEiq74{}<+B3(-4Z(+!2i2*t=Sx8K%80t2HX<( z#a2PI>uf(LIV9(^{{mf=CFJ0KF`fM`1joGHVN3w6 z0Y15b%B>dm-(pFV$?l9XTh-td1=K3OTZX!K?$$G5lFA54XxGls^O@(FEMUvTS+0uD~FN>7pj_K~ajD zlQ8=Qp0N^hbFj|)M9sr64d6Ngr{=Hffx8=U$gu(}%|!KpHezY&0QgZ>pln5V`_732 zHanE)y2+sS<&Hpqr)qrx5GQy39eYB+Qh&+DRAtdlwXrck1g?U1V%LJ214S1dP+G*m z#%_Z=FY?dl^Z)8P8ABfD-|l>3W|q4N!Rptnd-ma42B{BBl9&qz594WUO2KB=lkLz7 z-Srvsx@p=e_U^0xZf2Wj|6?1(K^wdY4*}6N4to*Y7*PZu9xet8?73XSoJ=Y zgW&5JSL5x??e+|+JHgva^nKmXMUCkK`ER0u<_z-FTvfG1mGcjM=682Bw7RfRzeS6r z5IAN1`F4EGUplG3XB!>wt7Y4GeRT`#oayRuI&m~UiAiwrw^?e-kz7VljT)f3aEO0; z3S=PSn8zj>^wXlmD6CNn8$84do+pPV6AS#5+~kMR1B4G?J`g99P0{tq+Lxq< z+h8XucXB9v`>*=rKfe3-183!V@m0^sdN-%9M6uWksx|hel@y}0_d3Gqa9MQfvT479 z;jVk~M25&^3ar^DW)f`b2K43NMw4p9*>sE@k{-f6eEP}U{LoyLjjWHR!vCY||4%c# z=`g^rtxlF2o9SSa)-ci##h|BwzREo3pLPfW+kYCUeKWgxNZKb!6cb15d39!V)J_8~ zx4;QE;!&up9r}I!iuRFeKNQW1jM2DI=5O2eltkC`fcyDj zjev>1bQ(&6L8`rZU=L(*ZOtFR-)cEDr=tV!TCz1;Uu)V&Lz*eKTD2hZw?E*Gq^H}o zgap+~P+l!M2a!JOt1}yZ_p?X3o-vPOIJ`1wjn_o(J7JLV*uJT+CuI9b17Nfe@Gg$y zh1Hb*!aV=8j~03}@bf9RJx6DFxz;Q5!6@V~qq{~KV?xC{?yKmYfc`d=Qp z`^akDV)yqZ^^ab1{(27?N}>2j8trdp|9^hxhk3uXf77u9`;S1^@~1!jiTyu}(_LRR zHR1ICo1UPbr$WM>c9sxkCH?!k{g0RPfg~dTn`fFtQMMmW*E!$LiiY(V{F|}&*?<1% z*~d4LRA^SsYSrw}|M|PW2!lp9e@J2L{5Q|Z-92Yq&93%up8MbL`uy$%so0r+1g}yMf z?Ux`>T2Mi%Lw8oO;V31r4!k$jYo)g=d$(#$Jm0^$cH{TBAOJ3>7;t@d;BAwUBvm$w zvaXAri-o`ZYfp_CHHRKKU!1Wmx3Si`o za0Az8Xb7LiRCDCT{*=?+W1cWKS9b1A9s=AXLD7`>$$=~x(OQnR-3rPnGsj^&F-+%p z@3j6Tk&6Ycsa^`FZ(lS%Ia2ca9bl>EE?u7P1li}1xtUMk?^dSxwIeGv$==r=5TBz- z{|rr`sLGj5c{y9}mUXCE{Dz9NNTrjd5SQ{sbhzQ!{_+M#xo2@*^gcMUfB!GMoi&6@&8kMlBT=FyFQzrICJ@{d{Hg($$Ve9ake7sOQN7n z@%b^E2uf{b zc|~gJsb=)Uu3&~o&3Es7K_v=|FxLlCJ=n^uG5H2U=gN6i?ZPJbos8%G?k%~{XWIlJ z)vB#1`k;-^ZYZ@0e5%$?D+1}rP+=|;LST=~;F&}(%+?XivJx^~An=J71D7K_HNH&W7@ zWZ7|_3CHbpUe(`44Xv3QX^$DcR^u!Z4Dv2V^+rRw+b?Rkf-Ru6ksMmvOxaDnfAXN# z3te10?o9ENz%ga-w#%pxD8AixK}-hxQ3@4wz>JoTub->2m$#Dkc|`Ewg-IGEclswN z1z}Za4-4ru7NHaYc2sTf-g~AQkESvTWawDuw&{a)P0)+mrfUP3ZA~&qm>Hq$ri)K2 zi!=*q@aVqo4X`y2cbzB;BCfzwiBgF!Dc(+4VAjm6^iTU2dJ70c1bne)U#Y2rf6n2b zRCwhS^3+M0Q_fN8ZRSn5kv^gjd3{?6xnP==+NTsZOoZLK#m(Dpjj%HHwaEh#WT@>` z=uT{^Ou`H9a6CmHNJX4z+OfdxPhnK6wqEU!-$zlo(pp+jp#i(BQN9!Xi6F6#XaSDQ zlf7>b9&155<|Z!-))+Z_XX!u44Tw8o1k4Awqgr)&hGTWpVPhU@IiH;|45@K*k_yuN zXDt9_^iQ9-CW8=8l;Z-@I-5De4w9-#Av-c#qnjZQK3ror+w{Xuuxc^78~G#YFg0D4 z5fclRQfwlHpjd)A(ohxT6UVj_n_`&oJ&pNQquN@9{fV%m1ge!Yu5}?H+^+^LS8u25cpOuk;>taMj~t8)Q~_2FLQ-u_x}ob%D1rh#nq6NNN)E3~KhFJ`^YNT7QHudk|# zL#ZXH-#lE5w0?_-&vD;upO1rvnAv&A5j$V6>PEhC@z8D~igFtm)pXilp0sno{YJ>> zH+tDod%Ab9JL6VfaOEd-bxL_tV*?o)q`Fkwcr0M1T$*3&I^%pReBy;AmvkFE(i!%2 zf%xE4eU?=0?zGp}sZ&a7@ne&YAMB{qUKE|Hj!{HWhFNPoB3~YyP4Cwh<4x z`Un;3yp4a)7D}s*=WvZ>=5o4#yer_GUg*Y__Et2PCg3rnk$q*NV4WP8ebT$qeZB2+ zi3>xBxUUdCB1KxsFC>FKUU{x<(>6NY9y*)NxD-Od&1VNcsBM~GpStS{2>Y>AY}+uL zT1Fg13Z&thfrJ!RK*xw&XJ zFMiqJ@E<6Q?6SHVuZk_E2vo6uAb|<(P?lE7An;GT$k~5r=ZH_ zBkELUS(czVM&5XJ(M)w-gH$9ZM#ER)_SNDqn`>%RK@n$Jl@ zak*W8iRHffmwx3ZE9$TPlsiM$v5pizi?H7gwf(5@D{%bk&eG4bTo~6mW6&eacCX(b{gI z%KJVYE(1??sE=)Ge(KVITyVsHCZ6@UB)KScbjb-1L0+-kmHLsp=k*IDav&>x=toGtXB41T(B9{$VmQm|+GSMTe-g`&yhx~p{aG7s%x*eY!+~l_y)%rrkT059zTVdDYUNd2MwFQnRH2QHfX(KV4sfn!V;oDplVYFAx+jeSw zTWhy<-uA9f8upj=-pskIX+#bd3*)#yhK5|MPfQ-234Ra^+YsPOwesET9kN+(C5_lg z?`5lYy7>9p?r0-?s_Qfg2GOl?#Q&VtgQZLt9bip&yqnGIM-rX9DcbKjyM8P=FEt=8 zME@Cja#V{~g|Yj)e^)m|e_+|gXP3EvG5Sx_iOgex+;imUZ0=L~GoE5a^QBs}dYmSAI!5>H+} z^eZ#ZOpMX0_aLrsmuVkMqw8T;D7W?u+J;Lx?2i$v!Cy!D#Pw__JzH=ZwQQEu>}>QR zMtHPS;s5&3u7iM?JLI=yc`7+ni4wEK?8w2rTWTvrLZnH11aWt7>h(^AgW@Xr2d-4y)$25K@F^pz3dOHh&a=8tJn(>37U%Z9Mns=;>PCB*gh8p` zvtKs@3W!jfcb1GhUWUa)Rir{*sA#?F9}P7v`OXhIky$)!jOW|PaqbIfW6z@SUXxuk zjWz`ze7N9o_L#y`nm20g`ID)Gzq*#~n3y3MagVY6f?5f#oT*(fhv0aEiegoUD`aKL zU-|rX42z*{&umG{DsP_niRgxi3pqPm;dV$@R)Y{4ES?3;YF!w~iIQI=(@dsE(O{>N z`LrY0Q}oBMe98`&6>nz2I1=9@YQA zelH5$e6+?~G#Or##6mg*A^b-C%TT)*!LWhmeXPR|6lR23soUmdi5q>va(-hVMxNZv#Eker-jJsdvI*4EjSf z6Hu>IR}LB7V|0{|#PK1H0@byf3A@$!-X+Nvhp8U6P3J?^!r6`@wG#Tw^Ba>)&H=B7 zSE^R>NeC->ta^M|!Q{HCJO9nTheX9*nd3rIB0y7B|AzAy64IKQdhp zi?c143P)|X!z0%$slB#d&1~h$$AvRBJ0mA;!DaKkNa@mg6cSD@?F$y@RD@ML&R5u7 zPGg_Gj(NVd)qy1ncID%T7obZPR$P-Yu!BiCxL8B5&vbuDv_(HKbAAeqT)N+{uPE`e zK>&X2^9k)c?^R%n|HsI3{w#qSb^F<`M?J>OJq)9lu zaI_MlD#q3xlRalAb?aj|2-Bme})nij>)IAdq)j8{mzgHoQz!hY7vhcDS6G7e{%9yV`9f}mw;pVx!f;#lsvA0c66mPWlZ+5| zgFylWQFH^p%MG-va?{5S3PXKCI9zHKNKDO(9pmjQjIsv2;LaI%s_<)8_!-l@KD?aY z@iZqyumCczwBj`xrEMZ$8z$BEOEq|)p~20Abk5b2Xh!1VRuWqS~ zzA!!;%#A% zZtmCBT=Gj+haK+WjDB|OQrAmCP6)5gPNhWyKgnz{kK%K=Pl0NMX;bSAuk3G9FRZ3o zQ|N#4)m~KcfisGd)7nROj*f&&gr7(CGvGg44P$1=v#P1KetV2Fx6+?R@rmT+ZuM~1 zpEC-}0|&pdD!bdqnM|7gF_7o;hxdp0yt;#mGu0}Yk)a7@D#GP^SkJ8T-%lXAZKTyJ zD7awO21|f%N6lX_+g&(_;j~OSXT7`%NWD*Z4Gyj!TpMNS z>Rmp|Ts};j`Vy0gd7A_w%3g?L+6xTf)(FCNTY18p?jRb`lLUd?ToZ4dUg6?L z6)CmL-a7FbY@Mp(eAD27k&)LWo;XQ(M9sbGIHRuz$;qgCedSN~x|M}=^^(79l?b(XxUdp(?eFjL z<<0zRv+lTjjSQ|sp`lb1LAa~a>qKxp{X%#a370YHs^v`1IvOWJ7}~PeG4`284el8d z^?2`o$Tu4gOy>}9HtS~s)z`#D;*F$OWIiLQ`>yQivC49u)Uxca?~%kd5}apHM=b>=h2*&yklZ zPxHFo;pYw6uXN>iLbW9(T%C zy87m2hNxSLd-12=Q3(Zv(=NRZi0Ybl6e|r?Cgiz?y+88p$q`GTdibg`WM)S6`nJZ| z(-IzI+0q!&o8zb#y#wsl9FBd8*fEV-1$-H9d?Q8a^{W{#@1mL&@Pg6e^aYm>g9cn} zX;)QPBbNG4o^19Ul1d~@yEh~>c$Tud1QStlqggGZM`Rn|AY4K?bBc`PA z&9c_;=%S}BE%^tOnGLqU>DVX@gVbm@k$`(BC7Al3U3-U8zhQMNho2>X^nu|jGnn3d zTMASw3eC4?F0a;_K9wrc3S>K25$CX+Au8{yyP1(MuxCTSfCH+2u1GTX&K1K$E6M`y zQ;|j&C-{DSiahci5!*F0aZwQ?v~|ZjWs+iBT_4f=s#4$9pI{#ec&@Zg7n~EUE??B; z^fpYDGejwee_`{{et+FSrXCT*W<8v%s2;RC+a}!;x#b5;p0FIDi|;kRiU#y08Y@Es8Rdg)G5JRoMQ9Ac>~epx>*iayyq~m(O+c1cpR2Pvw(! zG_|U1AUwn7h&P&|Yf;y<#8Gksv&!LrCXZ@{e+B%!9kwdR?WRICVA=*PRlscwG`Pfs zWSKQC5o$Wc@hV=!LXt2kx~c0oFuArYGOa%zD5uLMh@{3ROy5Q5$RGq}O)?M@5H7 z;VU4ou?-M0>v8cYM$Bg!WqD56ECy{Fx;p-`Psbz?)T{`vF#;MuVJHZJWhI!pN@4>zY^`y4}8}V01QC1|lCwcjZBb zzSP)@VCjD82H6-SbYeMfNb2PK@k7hi&n&^^eY}NbKKZ>iX~bhy)!l5)iDUOq7i-QX z;+x!c@HBnm?uV~_SbVV~v(<}_mev8~>Fx5`>AN;zf4? za4=Cxd$z2JU_G>P#WTLZOh0_8MZjFeTY|_KoFSkR`SoIg4wJmc2{o^Gyu#<667+?) z8AMbl+^D!dk^UOZ10nvbqInO1HEQ`})JKMpGU9@2WSuO08b|g^(lCPPCfHeIOg04Tcx= zrH=bqeT}ofr4J1zD{|n4m8KCswR~!mWU+lYpC0}R=BEW0KTwXr7A?+-#!~a?qGjIl zwm6@&3py3$*o`_}ATw(EKuHJyIchn$$H zER{TGEB-!qkBg-Z3#|2an^(^X%ySSdTD)C6Pund>j`YQ}3_uZ2<73L)Sx<(QX3FLkKTafddLveomS8sUx>%C+@j<8(zd zEqhY>KNvlt!JTL@AHtwxF}E9dU;C2xvQ4JgBBt18v%NCxSU)7Dlt2`j*OBD2B%i0? zw^)y|htDi?BU-*%74*{PM@a1#)WRVFLrPLfJ>hE{sAP|SP}mP8eLXqs(AU2=|xPIxfwDNf?M~>OzQPD4L+_Y;Staj~u#| zU)3EiL3mwfmz@v}y{nu3#XE6%)j2^f6)KdrtqEIxiD209wO*X`l6=l7&j zu5-OcyNmW&GI{J8rRDX=3A%1PK@9HY89j4py7KQEF{Tvq@GB#PWP3;&Utb5(J+p27 zPQGP$wrCf9Gt|)kV~pwRaz_kfOXKy?VFsMWETSLT!NT+8R7gTa7ORki@5Pg;0fDXY z*GZ~AYcA21UQ!jiITfS+LX$_m08H2x$VIqv*@!fUg&6#e&3`^4paD>zu8Pd&9jy+q5)PAQ5YABc+w zw^crgs@)6dcXGS31%$yMW#3)I(45W`W=I+x(+y3&Bp_8?)*qRHhcK4!+Eh}$0}6$qAaQN4e~tY{R7MD^l>+`RaUT1hEWeL~0{tgWdx zt$wR#_9VhVyV?pQM%rfg#j)#cS?Y6$gU41=I2?^wPnt^JL zFU!#8N)j$d1SVAH+f-+o##}t^B3pZ$P4+t7XYdTn6|tLmb!FH)%{7OBHgc8MDt?~o z?2gG&Q%=FWxeI;b73Saga4GZ_y8sc_w6bS_H)j24iUe|s7cX-yN*+l^I+Uy){LSZq zVS=N6S)~WxSoT+{gfjGl-`7zyDn!$A9hjhj>;^{g^Z*MA>x(8UBRdWaw|#vJf62?D zj>=WsM+R$Zuvu<_Gj;AV;x1I|NIgrh!m?`-)eyI=d#L;}O&as!LniKaBNG7uJ`g!Z z;nNJds;1slgiwk{Q{8j)HR;zCK^w^AT0%lkqFCY`jstzqb14#YdO@Gt-E@d;#pkE%+0e+^Ek7_oIO0v_!FHo{n>$ ztISZ;-XvMfo0)j2RqVpGEk&{70!J)`AI{I&_D6L-^Jri4XQgHIjBjq^N(te@Q?TAC}_l0HY+s?7V~Wr zA11jR2pW2$Cd~q#?A2bl-r1qsg!$I}N*Y-|*TW4SX&I&*xo!HScVdk?=X-;{Y)Rc8 zvpSYWCnWY1LQsv0WetMt`o@2!FV1ja^N(z;-T8b#f1h zOQ*e0`y16!8I`}`d*y0D!@L>AYvz`;8Lul8A^YvTn}#yahRuwhg<1lH$)rOi_j$Po zkb2rGNw=x;HE4uZamQ!z9`06J^xss;u47fXg~X`{?T8)e;cxd%e32~}C=+)nZzu=h zowDm~SroPOd#KI6-UUs;JuwQYlE%aF&)@kSi~BC3=8sLbprUZ-#V)mtL7)p%*81+d zJb%TiNvn>63zVopYW60Lj?JWtU&&kCPara2*O0BE5iB0YTcvV|*TF={Z}m?PN{ud~ zjC*mqJ#mwyGDfGr7qYz6X>9vyiY4=GnB>TyCz{Q=^ur9dJ@)z;jIqj?S^Kv`Sw&>@ z5A138uB&%9uE9wmrdt)c`I`xyh=&I3+tW#!QD~bTn`Wf`t0xrrRct3iTp{7vjTrjw z>*;c2hH~>p5`k#z6Y}Q#8Z7J#6Hr9?!7)NDKS-g5*;6z>#Lk4#df2wfB!9w9ey8Ze zYS7n5!i`t&UoJ}4^X1z72K!NO((4X#zH}sL0a{4gp#a?F#NZa~&DRh0jTW`SOTV1Q zJQ4U}JjryL~ussO_#VS#7m$Iv@fx(}%Jl$sb&MG9$IbRt< zs7aN+`mKmerXHK+9gJr&@8kd#?7@;?{;=D_i8ijYu_vra<<%{0X4N@b)ZAmTg^ubD_On04O5%*g?mYz~`5A>9+O!$E z-*h+%>a;KWCbzWViNv1xDfWbPrO!tzm?KANnm*3kOO^^j!1)vUrbDtt4f;m!c3OW2 z2ik2CitD||G)=bw8p^lplNv39QqMT@XpCMx4Q+QTYue*xe%m-bR#pNItmFv>>>2M+ z{8883xX5bWYv%MGn|;Q^r21Nqi-r3^Rh((;x+@t`jp->df(Fs$ZxiBQmqoioY8(DH z2DD?GJ;b91+A4|UJee72ZIX{DWvYfXDZswwLD1r+=p93KSEAKRzgP(ZZixX{GJywF zOUMZkTzjfigu6R8Q^(4?o4Qm&i>r7q;EAzR6golg`&rqPd+t{%Js}PBv>Dv z>C!xV{P1d2A+K0n2Ab&TcRs$>Z>iQG?Cz^Uo=|NY$_=606vM&o|6sIHZ zMdL2IM*ZC05TSRbsC{BPHuh2`1gDxSNwZsED;57nSo`p$xAxbW!r=p#?{<>Oi=dx@MeEiYU)-(H0>x#j}cy>gezVPb7s_(b1i8`}k#E5TW}FJY#$2(*VL$n-~Q#XNV6NNuyZ;v6AI zGYhF&1&+nXqX67s83tV3=kCL7wiE!FO8h}{O_;y|t8`VHCyo|a121URv z)lWbJ>LYwnIJ*w#bxl?~jEj~3VXGOB!4&-B`G^E~QbOIR-z`_Hx8XhetoPH~%rbA% zm+K`}%TZgau!_R3+C!_Z=Tl(9*M@S6B1Dq#K~wJ)U-8(iaiB-Fa>H2vghiDXn!~A8 zBkVBMHR-;#NKX1|J?xGmWe=?5O-g?JflZFLyq{>bvv{o)w_!X|h-om=-%e9C0||=339?zIYnlBV$ZatNbk3L=o6T)HE9$VK@$}<?&Symq=(=`o7GCk8s+6!ouiOP zBIoyoGGKGGUTN-_>48eq4)vfYgHpznU7up)xiUT-_P)iZPNN8_E4gH-^qq}gD_4yun_b@>kFvHerI?&-QDUq8Gu9SZ7o zkuuXL;TConKN;+SE3JVU_(!D+W(`mdmSZkRb0oZ(fI3wk7+d{r7Ky{Xc?m`fU+`{V z1=`Q7UC`-dSkU*h>ri}e(ytJs)dwL~NfG9Xh{;2)F7>nwDE2^e4RhY-39kvAaK8q0q?oaZNE;a*)(1 z3l-uiRiI`;PO$#0BUXxmhGlA9?3}N&JT(VLH@dz%^nR7Y_7=ou=S?w@?q^E(^KDfx ziAejHM`LzK&5HXFOU!HOhXM2fbI4lEdfS}iUCI7)g0&Fbx(pxV_fS~%k&3vxMl%Y> zW@`b*Mxzwo`c#5cHk;xg3c!cV{!%pNovU2NU26izlq+T$uwdH4y}5(c@cPg9h&n)6IOWmdIpQRCJJ>y`|d4V%{+h%TXVENwJ$!yG&XYmBGF=`U>PqBWY4Z;6MJ5z{IXpmR)cgEfCgRP7jxkm^;*w~9 znZrpqQ0z*+0GAlUOckA-Z^2R7kO(n*Xwa4Hi5s0-#2*bs6&a;YN_8q)7!v5kOn?P$Cv9CjE64dDkKdCBIr!UDV- zj?ST2(D<@+w>xi~Ce9>PGaF5&qhXKb1!M? zi2_Q9-!z3LeVb3ND|()xmBXI)qVR22W8NGnS-jhCM+wnv9ynnA!s~Ihg)^b_F!xwy zS!0Ji-u-kO;N;he&WVHm(&&6MmTg)mgwr;5$sa_<5GfYLWSJnJY8^+ zFK8ZSaX3Tgr3c*~2w}q3E&fv3$jM#V#ujj$ z%qb{1;ViPois?&+mjQUEl5bv+y#{9r!HL!3FLTvzm?TMvBu-V;i zAbWk3#DdO)Hwp@T1Kz7oJR3?g|FZ%R%1D|YWO|^5)ZtpT^O0Yvy&31Fd zQgGz%qq)_J+=T4gz6`JyFS@>&gyiH^qDsID z7QO};uZbk?XO^Y9@FmJKwR0wZ5Rk#u5^@Kb4$c;h(_|x6JMUm`4L#*7ocxu4GqxnW z$P^$?!=;F0Bd618`!3altf$*fp>oke;+qWkg!;NMRx=nPbY}L>19mnePzHkuE3{bf z&QR7%DAkceE)Hu(m#wcId9V3zuHM&QPs;yhX;%9HJOyx+xM#}>i6r8e!HH-z*YyZO zDQl9w)j{Np%d?-V1h|{TVegn3>~RMRjV`_ZB2_S!T@>& zb2%#jfM<|a%JLq&+IH|1j~J&u(iMvnDa{|F$*a~j^$UN;5Kg(#gltt{a4Kd!im3`! z2Es!9uI9Ejw@^E`4H_|#obRcC9kLpiE&~&2MZ1FBX7k9gE4DqcQP8l$A$yQerb+p)JEA&{3 zxzAqrTrlipXz<(CaLyWj?_IQ;pxib!Vy+f~77LB_yBvUaLpw*elGvX88Ztz?bNkpE zxw;1MOiiD`#|86-)p}T2@E;yp&U?SVeh5|cjvI)^FM5VVb|+pH>#CklKNpzk_r59! z;4Q&TSh+%?8`ZslI_vx#_<2njyLVLQC$W7Tv}=ntQ!&f{#xr|c(jPQT_46-U`IWc7 zVmF=8-}6AY1DU*Pg;qC9$&??IF`=uV14mGcI88+c8Aak$@FTy{IwH}J-C z4t>)OK+s;LGN2tId4$*v+;U9j3E$?{3{ze99B<{ayY{PxXc!P&)5i0$1vr=laPuBd z9YniTfAI^-84jadq+4x-LBlNlowIl=xhkeuWm8(bx7^ulu|bWq$e^+eHfv!_Ny>5! zg$w&70iJct6=+Wn)!3Vs&ZW}`Z&j#KLAf0z2tLB>VxQxb_jR+hUGK4s8Hz?MdaiDu zv7n`{J?W@_M?EyctX8KqUAZ@2jkMAG>|z@~dYxSQ2LUH2e~mWl-VrUcdw309;GH1RW2z`MjaVjEQ0sJSDKXnWglUvz7y zCgQenb(`iVbg+Kjnb}V-BCUe@xa&G#qeb2jt*eaJzB$}l&v@orwK^m!UJCBmmqIdSj&Wo@B zdTo)SYbtC@d&zu5vg-0-(BLOyp@hV*CJ)5tJoD(vfe5smV3RKH20QJx`&*rmgc>Lf z4`{konWeNo;Ov%)*b>^=H-F>Ha^3W!AwMe!l_3p@|Qgsa=X0?zVc{4?2}K;NIcAu;H=JFc>0E6`Nbk zeGIO4ZzL~{*NVEFCA6Tep>MU0R9QaVn0MCsqxC%{3YYoJxrv4MV~LW3!WQp)YP< zccjV}I6i5kSenok1WO%Fjvsv(srLP5zKK0);HvFJupa(SqsCRCIAsw4`|y{YGne0P zS?4+oJl9ITEMd>pR?J^YsS)Qt9`D0@XNIpzRyk$3Ddfn}dR#gRKaFLSaSHb?#4_Z! zfK{q!05^5pGK=vt?yqcVkNoY)Og^|Up3-Q>X(laEED3y%TyuzsG&akl>F8NCe0^f z>c|!I1MYpi!%FMzn?!RHp^kg-tw6jmVPF9~)Xo;n2(VY-R7V;FnyvMSvE_lIQx(}x zmb$CFwTaX^p+rCMl`cO9jLYg|;Fjn)H%&{N>Br8X@}&wcKT-J0Yd z=#;2Yziml*|6Rr`gcOA6Q(U zqR7PeY+7dUf5vd$1E~D7gW)#O8CjD*p-Xgm!d*U7>*(v(t*ktDqJZ9(^7Pi%vl$Vv74Xz**zF?nf%IF3b z!dfU41I{4&jo(O4>`a5G&bhpgFI_N>&GGa)MYUS8j@GcB`S<>{5NxTIa;ek?98p6SO#SmZ#k5RB;MF@Os@-3y<*( zB-@JB2JQW>=YocK(mhZ$p!lHbbNeP01sfMt&ow2#?-?nPK&Bn7*Y8M)_((2K z^`n%s(0mm6V4jZTi1!N&HfZu>2fmMpg?|h)3}ylrIc5HzL9{*eTm)ut>d(IkB7F>Q zmT`B!XTAll4D?(Pto`Y^QfSA4s7+3h+XSPh^Q&UsA-Au3x3w2fCo{T~f?1ZYwDINY zo^FX#OVYow5o1*Au6_C)JY9wKwdBu0#<3_0S+J@_{!AuaRV2;uz%*7Q*zcasdGVW3 zX8&}^f6#vCg8aUWY|ulFXbWo23W-DGBoXot>J{gpOtGqz-T5+(QWw|-yF0q0@d;)| z=6|WdulO5`1ppaq2`U6@V~anxEdYK3KFX>X7-#d{yAc{eNVdcx)96D)6K%H7pJqv_ zcK@`H-5dT!2m0#J-%~=YycHCWd(7d#!}!|7@f1gEFAM?af$s9~WSvdB`iAh$=Qk0g z+7=dx+>rb7WUtwhJ!?{;FqYW$_t{?#IbfopJBqOAKagv4$A3b*{DsFzwywlamGO_J zSt4IyI`sFWkf$pxy%kk$MKrnMNptIBxLsADb=#r0rqFAJqwf?JCoXh2B~s`K{{@)2fTgxPeO@;s~^>;#$2T-I+F8b(mq-()kgrcp<{%+ z@jky$a!f#{tl^(FreArY7V2H!K|IFD4%wf~e{FSnKYjUBmyR1}MV-2q4UZ zQ*nUN|C0pa&y)FY^bGBjP}ue7)u_5||NTGz_w~=zf%gCA+Py^E|D7A*FS-&LYLwi- z|DE08-_!e71QP$gd;dc~0WtjljqJ6r1KqcSDm=8vlF0vRp?}lQ_gIiPlX-IYW1EbW z@}E?^y>B*#+g|(mtXArCc*`{zHMdd||MvEO`6B`8n$22|-^57vKh46w)Lvg3%CA5+ za-HdR2>t&tuQMXR4sho)B%uGxEB%*HH){YaFQ;_gJE{M>9Y96}%#;^;oJafRt1c&X77 z24JH6Lk;$UPupW_Bn54nO67A5g{3NEVl5be z`f6XGd^%4w`7bqG+x|m!bPwBp1dvns0;yx&_VkR7vgcLrT*nKqWEe}08d-0Na7(_| z0(Scww&TZ9-Y#PZb8%T=OxJdfzB)owa!C`XU%;dI`jkxxFkl87ExrW461|cKH#4ec zx{R+)_OkwQPy8d=3#ZL1w)5~YXDQ!6%+^ERUuJ%p>_KX2`8eDAiFN@hSr7KxXd>gZ zMGNa8o8IJ3Nr#n2o{{5|Y;KHc3$2ECXJO5urFIdCNLcZ=&!`b_Kfn8eU=)|1+f#t= zXIIs}sI?P;+S3 z0xn5PcC#(htU}VLvs6j*2B?zrH47l+b40`PMpJdWdT3ql_97qX#5R6o^BSbj`weeX zE3fCJG)>>0Z}y5bROXz2X?Cf%IY)ImT0-PGV|LmqXIRW&R#hzp?ukov`~2#N?ys~q zas6yj6uAPuci8~=n$3E(BOo;S{Iu=0@HC0l^vB2VN8Xn^z^}rAbj#DV=Nr8u6Tg2J za{{u7f2>}|@@O@)^zLpoqwAomjM>|8vP`ldsxOi!`9b^J;U>A6LaqmJU;xFVkg35) z0!rCxb5Dm*8~;jD%$Jo`93H(NlU-WSN(l%{>^6l>kG??d5NRziOKI7Y09MKc*2O>G z!#`^>R_&igUYi7<6q`k7Wfu39`8ZZJ`ev!gn~+hz+voMJ;-Di9p=z?#p3U*8FU>m) zHYWcC2AeU4n$|3VwDHZSv&Vb*gCvf5>t9;Ecq|UtxCByhD?E)rVvc^e_A(8O z-y5DLpLYFJ0ng+e+h6+3St*|nWt9!%vt%+AN@Zu@co_v6y9TjM@0w0#E4Lug!~-A5 zPu4zSw~Zi`6KwjZ#&i{BK@v@rBOW_(V!OLFt>pTAJv|sNnnFdEDH4w4PFOFY4IGaX z3@n=%pdkjka{xp?eFeBcK5m;kYPBCYwBdZML+H26**idyd_*HZCJOX5eClO)e4xo4 zNyup}I#q!A0*|5CVn;JO%jWg`P;+pP25_N}N=K=N27;D8_PUpgdoUY>7h<#Qx;Z{D!v z|5|lF&K&}^|9;`U&S@+c{!m|>!lC1RsHrD-d&G8gQnRcuE?26iCHNmOoALHafD7nN4Y?CGwW67Hge{?*V5-_FM`az!x=KVk9b_Wh8D)kWq7DnIc|Mw zuzD7@xHoMI!o!_Z&(V8V(^}!%*&dpeXFjL48ha`FEp$R+Cp;Kyc!Z??897Hh(=1jz zR}AhNKAaWDT%YrV%jSdmtY!OU+bekSbLNs1Xj&v!66fu)_(i4tEWtI`)Z5YraZ~v` z!A)phqjCF9q%Z=mux^QX7*6ffC64h*HMG1-6sHlW+?fAzC0)|mw@jJO56{sGRrGg} zju}iZSgIbBAZw&5~-u0h-bfE1pLR1{|HIhig!wb2bgCW+H=;Kdb^I+9f8P zTrVTtL`S~Vpiy5cZIRO5GaupajU4KsgBqrIe*}FN(*YKx*O5Cz=&St#9tRtzNNMk? zoe>rMhmc^rBBx_q3c2bZ^SeFGv!zP-X(B92`x_m1=`iWE zar3okXE3N^M7~!VN~Sa_7i;=iayb=xBHSF81(-0=1;>}PmoB?ci!kR&!=W$Xfb9_I zo?X>E`J8tYtJ))4uD$1HA}^e3@#^sbN|>)_XL5IkWz;{gDIs&Ee|^~SUshTEO5D9w@GG#U@ay*zVv2;5z{AJ#;V68F}e>n1r^qg4>RFep}k!fKFfK$BIF3dsj9Af+vH$jjGIKmUeNN0ly7`f8A8DO+0mrJ z*>t%SO}ow2Pm{wwUEy(Uw?ESO>6Pm#xDe};*e{B)MX;UbCOpB#kdEHF6Kz2<8-4#7 z=4=?2DNQp7Gz_tFQroD{?4A!a2DxC*M(}2~d5Jp97hez8Va=_YB8XO@8u3!yC^pO4 z1q;hBa9Dy>J%~fK(J)g&0pZ{lXhVd`y~TZyD*O_SRxK)*)2UpM>LS=YuIyYtJ}g(C z$!7Cpa-R8Scfj>(cY6?<%PXoeAwf#k(t$2ZIruy7=HUA)3si75sVd zp38Fv50B%aX!ug06??1>Ya&NVADR+EmM6mWkWKggAnT}|{V1{KIJ<89jJUN>z}lLZ zJIg;2?r&x=9qN-zvae2f+Eaay?S>`jTK!&ig$_8EQRh+%rur?J4YSvk&2>uiFtf>= z==G=IiWHM#G!1Dw>Q$WG*m9-WxNA+srK5!=(ldqgUdA|2-p*F_$KpZ3U z>0C||<=9MyC3O{lWVNGuwP{(H;e7N=_k$S2%nFnxf??%Lj=U7Sh_z|;OAwy zL<;`EpvDY)a>HA6K9awC__*mcFkEWV0r}&~)xcu40o3%??TuK*T`0&*0=SGyXv7k_Qm> zS^4X3CL8_YUxN`A!^vRfGPiyk#R&z$G|drgF@v>F^^?pNUZ(@DQ%!AUGt{Td=}X9l zvJ5)fzkxn+k?^$kfobz;>e0%*-N+~DY&qwLBkKenXWs|uj|<=7w?zDZphyWNrtr8U zZGJK<6O-VtR*w}2JS}RgmB!GNrrWi6l3vNxP&{xSl=t-m;vLdVPk0C}D-|x=mB36H z^CrMQFxTRoRvjSaWW?G3XDhqEP^zbBF zWjmfIuC-vV119Kuy_BNg44#=*?g?P)pLH{pUF=A&zO?3g4vJy`@dv}R=Y1J9Hj}2g zH^@&vY~~f8()#q_nxSr8pxq@Dm(R@~_v84=_HZ)W-jhB(>xN{pDkG!m6ShL{8tjWg zb=dHmozYY)$9N|7o+uwSH#~gtz7-ZbofQ>F#!@jZ>DnWZbUc%A9#`GOVHNdLua<3SPtS2)kUiPbTh_YiFDQ$6tRWNwOd-orc$fuTs%$5^q#SLJ-#D9aY2U0rlEr z6F1AHyNA4xw^WvP4S6>N?> z7I=s*`W--T=s;_>2qqU`jn6xc`!iK_oRkJ5$tXhAK@5NspH@cD=1aXBiGY!Q z%Rr+_M5xYUX%VLbYeJ{dpzireNJLafOedseF^R>@NAC+-G7 zn0?Vr%Gr&Mhis#o}nd8NS z)vmyYk7`ljn@R(xbt-&1OYklVCIi{$xo;F~?$7Sfd|>|+Oa74s0y^k670QsrJyn(@ zx8t*V89aCJuGKCK`WYsp_jPMkwh7{s0_Q_ixPQ*Akb zu=*))M3zvjY{1RYyue!~i3y)v+HA9cEnf$VEI9f0Wa;(tmBG5><8=!)0NxpW`W`&( zrOsj=^6maIF-K;C&NU)OWLEm_;c&?Jf=-C~{^nT!MtL}zTxKlC-MXgKaQBO+6@jaQ z@q+rU07Wz{TMi zcdPHiXC$&H>ObXya^iB=MH$r=qn3wS@3d6WG&;+4*3et;7NI(x^d9r{61LJDZDx-> zB2wu)TWr=uX~VS-$0e3E2`z}vX+bD`dX^4!o@fO^Crd3@WjbwgB!v5u4Whd)i3i^lYr0bTPaVqctHpR4YCu7aEM85*yoxnnDHK>U~S!)<4-bp z#@9;Z`u?Rlrzd?8ygVU1!Ig%?->g!&pe~rhw2Tp!o@~!ig+mDPW~^tjiG$FouuU}d z!-HL`atng!-?H8O%G5Q-R~aFJHEDLqxDE(L-M-}4AIBxXtHg_DtoI4LT5x?-{`BMf zL8wW?P)gkgm=|YJPYVkl{D&2AWgkEph_7wGfYJyDePsq5x+FunSYMHvJ!JyX&3g|s)QwKpb=PjHsts!sknCm1g7ZK_Cn=VPSYEvSp}Haws`>QRyG43mJ(wsJZn)1V(UitiL;rUN9;kSoy!E`Cf=kpytzBI;r)saDg|>W(9P z34bQoR~vF74FUz%JPkHfJw7+OQBWEOfi%bFSQdMSSvlWQ6RJL@V~foL;!9)6soLxu z@zkub8z%jDBFSF-I#Vr1QlPprLxq6YAiqT9MX_;|(Ox*12%-_xB4)%FpUXa{dcwe9 z^U_h5TS=!s6g}l`t{zjqn=XRPIN^KcmLL7lB|fIm9Xbw%5-mRy;y$CEErnfrCnufC zO~z)uEbo071S0i3UZ^T#jd{o2BaTT;<$Adti#KmkLKtek_p|Rqa9w-yJ>JectH^-N ze9J>j`NGe(N`XPi6gr(p{OBJ{=4bAk24XR^&>bScn@TAcdDs0nGI%s=MeIVGIH}-k3{Mxp{ z{NV)zs zt~k-~>MSEy4WHBFb7!uG-PA|Lk1^#p_qh4>jG@sOVm?rrKiaDlm%fV5trB0vwjAO2 zobWs#MfAS%DwCvfdxd0+MK6d$T*&r)WHuZyiH;}0P%gRGobhgwn|3s+4qL6b^|yFU z6A6b}cRsf!dHq^55SuOVe2c$u-HZN<-Bp-1n#}yu^=f(>A+J1=;O+=?>W1(t10=4U zCp+~noo2+J6f<#FDgml^cvW%Qskki~r)4f4uiey@2evk^;!=VzCIg12ng}+jT?>u& zO~!OGLaDc?OV&%4U9kGoZL{1Gk;U&o!jft#lbFX)vuD$$yE;!uA(LG4K=!*4vW{&c^(BW3lLhO$SychW;{)}(dKM0+VBgxetze1g63}CEA*1=;q@Poge zF>Ldsv6^GzuyU)0cs8RDAi6T0C1<>O+}skw;ThR5%mRINYkFm4UNzcHycQ+m{4mA? z+2mw)dev$_Bh#1E6OxvX&U?Pm9h>0?o&S09#!zpMg~RK~`@onaD%cZ$*&GILPDRI+ zgEL*15LlBQtgkhjRg{cMiCoq+kJI&fV4zOqiyv)}WtYouLYLMjvl5S=zrL$m*)Sh> zUgql05**-!j2XL~SgY)It$FF~Ddr#u?oYLrpwnK|CJwqPlJ`(q6)Kiego38*;e_hE zSnR&|ixF3Fa@-+xT|J9rMETT28d82pU#T~z1IcVDf#O|{a-%=7=SU1s#oFV1aJq*V z91jhpK9{1)ptA+oy;J$k%Tf7_p>*m(P`? z`-w&xrC>brKBPtVDW{$hyL}Cg!|CRjFI}&U`dQY0UFBTwOSWYZCYZQS#j92r>`^C{ z!fQRll8DYJ^<98kzCOa?WK4Q&CBFh~>U^A7=v~0qKJT|>sleW@k*2$H@>)>89!>HI zrJZNB!QI;Nlw2%H)yQ8OZ0PBEeqo4%$)uhVXnhT&UEw-!xu}EVyePPwUh*bf)8)3g$qmv*c!QKEm?Th}^(E|V#W=_wpx=20T>=|W2`JeTc z58W!-W|6~B>#KrXG7tlm@wyW?gwvocD7>Gq{VnFI)xy50KJvRVJI}Bv9q)QR8qR1A z3aKOe85vO()H4eGbOc2FA1@*|G={AD@k@ReRH_o0*ABbm2gf3;A2_IeT$8o>DoU)C z5eqM8_4fwTX7^T`Mvf(Jj)$V5W=a-~`KR~KCH3R<4)+5X+ug|Ta0G+WiI#9WQ*plB zrtiH}gA^o$Occ7UD*^Sv{WwNXHz)h@%5i&k*TQ;6I}?ME7_puZyq)%| zO&Pu_^_Tr1P(98{i?hr`p48!$uDQPozh9OJQZ!8>)4VE6V-VuLnS4P#Z2tDhNYtA@ z%m4H8QGhf;XKQ&tMD03sIDeWyc)Jurq=T%$qq{^=Bg3i?a{Af-@p}$usj*H74|8WQ zBEi_KWEGMl;2P8CNvA2d(f{I_Tz6MwySfP6fL_gSx_Qbjg|Yq!RFSsV=mQNFBqi>Y zRL?iLx+r9as!x}+)E@lcn;m3<2$qh%^)B;a@dIR@bgVd#Zz$;eF{ja++U6n_fPg4> z%`^X+oM>J4$(KB`-Tsr0dx1t-t2hK2n>Jn|5A9G%CzS3)U_eM5P=%z*k&5m?%$eW{ zYlyqfIC?QH8`3COeO7E+d6aK4GYpKx9k7%s?nz^&(+-0YC4xrdw`x9Vc_=_x0J&jz z&EOLWBM^R^ui_ldDA8YNa1UpNi=?Jcu?Abjj4FGVN>2(kX7cUD7x56qu=IWZ@f<?YRd>9K4ZtQiMHMmqV38TXXcBI+!&DY22jAQtCy8f>gifKROv858( zXF3cq7*8?jwCGBbSmkslWb^CKAKk((paJ{dcrDotx1D3U82~;+CTxF1e#-Q!dfl6# zy~Uj>AvraR^W0Nd4AYtt!GuGt{wQ4|cjeM}H!Rzp-_|RoxQ<%BpUmm{O=ympr=S>x z4-1)_l(WTtx3tlp8JW;R-gqRD9#~uS#+P8#N7Q-tOb@$x2vnkfz7(Jwx}}ORhqEpA zqrkhwF<3X>D1bw`q9fKi4y>8KJ(Vmv_f>8a7Cg{z_m`m4yr<8`!rni=vyHFRmiaYT zd79E@^7ClHQqJaUTIh4F_Kf#qO0oLo_lJJ0?oa~ZCY4*di<#v6;&@+Ktc*y+@3B^h zW=2QRUAgc#gA{$se&1R+Z;mK#RzKV!3cgqM%VbBRl1yV&LBgx{&`+O(SNkCC+PTF5 zQofP<)V%zfj8irI{T>Jh3?}R^xBG?)u!9EQp$g=-W%;b0i*ax3Qt*53X^VewsgvX8*Ja( zrt5>e8}j}rve^BMxFy#UIKlCoBQAa=KS_Jx1WR^tZk6#;CP7$KvM$NUr421+>v7b1 z{0bP0<;sQ_N~O*nyW~2nXbi#<#kN=qImv}OtAZCWcSUTm_XInT#*Q3zZMr>*b%m!L zaPT)2ashkCW9QZ1Kd$iXPdlei<2Re-z{%HY;)o@&SKx6tX#$CUGnB6|@5Bh3<}%6^ zliF;4>LCa?Ugk<|#l~Os0o4qH!5PBhWCOf96}S@B`vQxVW~CH(MD0c8VI@@ddVpik zW81iB+A;F-Z7TndI?3+Pws`w1lhH-TY;SbkXQe__ft7)H6}s<%gFq5RQ57;PTPj-k zQz)V3a~;8_4=1iE3w0IBj7N5t`7y#mkuRyenBM_O)qucJ41m@W*kg%!9Xs{ zv~DY*0WpqDr+F6$YOayE|33TLkC{R0$QHK8*md;oKP?+z-1rRuF-1IR(aEd5_$?Ym z5&6`7>f>=&vAv1?j<_zJhM$q7FHmkGVx6R<|7%8w$xL>nLH{qckrY09_gnmOx2VG& zX_Yda_|~@ps`jl!I9B5yzi)RuKUSW$3mkIn1=0tBD7@351O-$>&8Dd&MvmsUxBB@E zC*w-&E@x;D=OTAebQ_1mmJ>IixjCH=$!-a`WshShwd8{^yfkp&UtW5})Y^2jMsM;MF{MId@6o!kA{j)Au zwsmclDsSXBr5W;jGRZ+qsqGSv`>pk?z>Ce3v|??}F$_sOHt~rZv8)BPW{d9@s}%~* zh-&78J5r=7BY2SWWIcENg`>rs0gS{#WcE9fUTOJ&;6o5MzcC(4r3TKBnWJQQAB-|F zv~mGYFI&Gt$l)|ZWitb6cNG?Na_>g`WcidW%keJw=MSie8?3;l`v`&OV&E)ftEbk~ ztS^48#U#J=SgKwa#>n7z=2Wr5u$i@`Q!4!p8G>|wIzL?DblB=YFDSynePdd1I|2%y z+bv1cN*E@^759tC)ZAEyxVK+6g%PtWQ>Hh9Vv7t0<4Q)#D92Ku#gdhWa}+An(ytEr_i(xM+Y0rJjz-Yg*s%iS zbSI6~Lb32ak&BWVUZ68k8RUoV@*F%r->y#Nh!7r9-mKiSGq|q^&OcuAD!~LqhT_gR zbH1jYybgyX*5Sf_c7|+(FzWdBF57(S!4m&L=&LK zIFQcElxPB+hM1$*&?ltjHpps*&IW8S7s!0do+q2^iKeI9|A(xof|}Uuf2Buot_`4Ykx`Ao0L0?v^#1E~axdn?7?Q zaMflZSv%(Z25B>_Vs1E@OA96$h~RB;IGB^hq*2f0u9024iRX4@GUwU!Lp%u(_Og!j;!>_->y;#j; zXFoytuh{zAsWv{5Y-?rdFq_BGTxgfzN{`yJg_(e-kC6Um`F!vpv~1soCjsDr#Uql) zyBeSje&KbT1UA-g^AdVMD1XlaB;6=N51WuUd_9@Doo}A1XLp(qwdw9JwqtjsaMdoW z_pp4wlXjYe?lo-?b{$M+)sHnQRJ@L-Rbt3L+~mBMGRWm8j(#m+qit|2)lper3Mn`0 zxwqaKEaJ9syCux_>U7NeuHN}85r->=IWQbg>H6A}_XXeUx{yY_SyDQMSHGe@oMP@Y zo>l`m7POcSIDpcY6a78eh)#XFV8M3;M|27j3 z`f@W#=cVlGX$*~;Ag_t+s9_l6k#U@N^@KnzthL@&IdGC}Jbo$6_V7b!vf*;$HTaQQ z@pDkD@^CU0{V!vs%+I!$#n79@S~M|$Yd6@^PP=DY;Hf|WLFC`vmz%dS^4A7`e7!aHaEQdmV0}wFQ z;tvj{DJR}3Dd7=@DxGDbxkHI~dU2rZP=nf&Qfs_46mb71a#H^yDhrWc>{KiaF`T1W z?LW>BYRsvM)e03U(-s}CD_k32y$Lj35K({pgi5b&aoo%WVxR7-TUW`gcE-pzu%C4x zBZRb@9n>OjI#M)W#PJsQES%jRy7-NC(a)N9`80a0)V{%6ekU%_iT7bIXSS8C8}j62ZCo(3=` zQ{E?YujHWiIgk{KLINp^|9X8C>_&`-_?u$=BWhZG{~NtKbk(Pv_-~dSNO(rP!C)hR z)OY;9{`!~aI180uzkcvH7aDlW>U&w+O%PwI)ISIO$H?g@2^`L?N2}hl&y`RtfUm+Ejey{a!kNxxGf4|h%a8Dh zzgr3+RTC-nZ?pQ_rT#e<(Z8qq@4NbMS^c+K{fDt~;a_`shC$_f2}UKC#zP*_Q<8yw z0{q)30H7%&qwo3O4dUO7F8LoTTnYT)MejVyL0Y=IkrWUFq@=sM zK_n%myStGTY3c4x=|;M{yFt=taNldKeeeA~&-eGk_Jap{$e-z)bHsI>=kFX%{xZq5 zI-uHdcUk$u*#iy`lLTw50j1y0+k9%dH1WJr-W>Pa%JB>M~B z+Jm04-s4x$@?|f^UnaF+BwwefF^*1Q(XWcAC{VA3F7~yY3hcA;1X_DrN^U%y%y7Tm zh@gA&)2*4JNdBZtBc|puY8DwgxU@OSBqKlAoXcs{t{XIbS@Y%bd`Rz#AP^Jug_W8v z)=0A!dwFUmBo?0Vyn$G5E|UWLm%a!BjvTc=0_5Pjzjg#<+XXp7yf4f@IzL*dGXj~S zg&6U4aft)*bi$TF)kS}7cgx)``{}Nvf*ebz7EX)131nz!cz5BR2!yYQ zc;kF+kubaQ^Y**Nv#k$`#CSXzW%%731ndJQMSN;r8=QeVcwsJ(YGt~ytuKS}G3eBs z#XguWwmGj1M8Hv@xT$c zlc9Q_X@lKOWVPj#Vki#%r|oys&*DHXl(U@JL`cZ?l5Op1$hMC04S2bJph5UYKiSL> z&oz1kv5dS?X;#l}>C|;R;#e8DeTB32^mspz!K^Z%tXTfh)5v|7js@!az#JUU=m(3^ z-*Bp!eGw z&ykc&QlxV4feZ?crT!DQ^5=cQ)BRmhnPex7Lu&1-fWbO&6GxWZD0z6a`)hushvTsp z?pU_Emr`7%@OcTS0+9u5=ifM;JeADLrP9SW-x}){+&sC(yjLJk?_Dp1ptIuPKd|=U z279CSC;^qnmPqgI>5_%>!8MA|ae}fIy3ga;$l{-#aC`ry0*eFFj3IFC#E=R=5@7S* zBSwP;S;2~};pl6l!Gr{1cyvjh2kU__rdC|k#d3v}26Mm%uVD12&}Q}OqP8NA$MYNP z56ztqG6ktjWMcG6fbFM8gLE+$MkZsR*!Z1 z+~)aG47BLMCaD&0$62D?2@(~CnA24no*IRO)6B9QbZHeU1YPoQ+Bua>hCDU-I=-RC zpLq)T@Y@KBmuJf*Pv;^XRte>e#;ka9>)-OOFH)ZipYmY}i_++ohM)Kuyn5aju2MnZ z-gNZMTyy3S+wN22O4gb$jc>r=y~i2Y2Zdh0oZHRZC30Xc^ZOd6Xo$dYLi2cNe6lAM zx#}l-(}nr9MeAv6RN<>%y_tMP`ZOObPQ6XAe+GpTpkQaTK_7!r`hpKe{b-r{pAJUMD2!D?!FgWQj#( zd+Zz+o{VzyB+>i8d?0nb++#u^=80p;k&-;X9)^suRJP{=_a8CG_-tJyM<`hpA)qdl zAcY$g=A2(nqm>J^&yt+umYZFqT(5~T?%+`}(Yr$n+gel>+XZbOHklh7j~c7Zmjn?u zz3Ax@UY1EfQhto_ZgL_6=k<|l3B{npTE*t0aab_ zxyj50+oM=xJ{4`D!9t(8uBPWjp;o4&)C&M7CIc~~Iy8&YhfCJE^3P#hX>=-dE_Iql z5~(aX53cJ@bM>FYRL)pk9=>_A?Oqxpt0w{};SSB4#cf~`uh8IGB-Ugz7r!pn*nBR} zre+SH?w#WRZX>l9ljgFl-D)fHS{5PJe5S03J;Prj`E`WhXqpOeFK&{;`u}kMonHaz zLWaQOS*TKw-HbV!!p)@TQ8PWCE_<{f393;oA3;14uHhIK=$Qi5n#$(u^TG4gwU=`Z z=27kD=+Mg?7`+kaT#H7Atm54fum=k(kWOIKd6W1R-nkJ$M3f;!?fTBl*!at&=Mbmh zu^2|5WeE`mI)Ek@JRYy?qwZR&?f9Xe=$O$i@l|JP`9M|=PcdN<|3<7z(NZC>uR zO?a==wh)R>T{>;&NG#g&H`P=W5i^v|dJleTfEkL8QaE=rHsEEXWTJwfF$!XUNr zN^yFdS(uQ|ESpjyX4duinAgo{xubi3Wt2tR<}w}cIvPAJI{5HpOtUKlM0n!tj`#Rm zfd4?}8H!mZ^=P!GQ;eL0jOu#s^v1I{*zG8ard+3mxVnKgF(^EVS>rK|-bogZtGvzC zm|*LnTZ+XnU&IqG2U)P3z^H5YjE)C?Amhmc^w;$&_x8g%?Tr3B=}lU{yt|H>(e>y) zl$V|fL+?i7-w^ThO(gJMgT9=Zv)jK(;jH9F(y)KLLuw!-X6%olPDI=r|2}R=c8NYB zFiy7F#7y9XjNi~UlA3rAhTOG<29?4O;ZLfokrmp_&JrJyQr;TCB&s3hbLTfD1 z!T)~qeCtbt?N(v7WUMAo0ym~9^C4XZ{d}GcWfHm0m?0Em&>7SxkqcRG`jG9~UUjv;=)E;-2bPtJ7 z-cH?!%hWhbL4!wHb(Avulc8AKojMIR8@bwz?i#!}RmS~?s1vw$FI1z59}SicaTucY zxN58F?HUoT0-yBiofT3O-@=Fxi zfVo;kO6nEqieHC0(`3?XX81gj`_+DLyirHU_?S(teP>87e=%GsSCUpA#y-SzfpVX(Vtn z!6x2CxLeKepGY8zNfuXTO10ym;4un!D(AGNms|B#C9plWLc8D*Vuq4f8{ARqo2(;l zq93_?e=nhGuf2y-@=E0`y2h=~O}fcTYKfvg5mdXWZrx`#KCC-U{mSJ)ccpDNrDn3i z{2R&5)oHYAwszb@1LOMQ`liLrc7O6S77Px_JPwnN;&it0 z^-JUBlG0-%gYc1UITF4e|36LhUapnYXZEcvsjz8ckfXl*KvJYUA+Q#|t<0g)TjtoD z(esK8$()$X0S+wtSI4dnE3ts#{nZV}4UX1K)`H?_v=>P?}Mc=|j93S&LM&(YtbsACcv zhz5vnhvP{*Sg!!`)o#RHrA~dUW4uC#pl-+GY-{FxieshF)x*s(w%NM*_zN=m&FX@V zm(?ex$y^~EEFTv01ZfttdXecIoXtx%!*G&!#Z2+^Dqj{z{BiiHJ%!GeGz|AfVu2I`$uLYaKW=azQ- zOqW;`LhZb8u5aIr=szTo)SgsxqA(V+nJLExge4TN9849wVJlRtD)39B#O~rCXjS?y z)KYdbRh+qhK;jFQ-$w11d96$ba08<1{SS`o{=-}yyG5#n8JNg{FTSisuSxzoDPASk zcsGjvVVDNB!}F(vX$FxDK&XlgK`Mgp{33o7ec%|t6mwY{bd^AO_QPpeqdAk;$ z7QT~2ERr(&dfiOl+Z>N%Ro$r0Ip-ZFP4XtkKiSB`DO_`+G&K$jjt+WFbl1m8^5cx^ z&C0YNuYBKkA`wi-o*PMWTOyF8IoIMn{-U27P4z@%3Ko${*Lt^L(RpiG7$qda_E(gzDRrRFmuydHCD3 z?ew>iorOlXp;1K3kLnx%YDokysxV!jsI;~ESw=W6mpTBDja#Zq>ji@0+!ygxSwwT{ zmItW8Tou<9lCDW3h{tAF-#wq_2>d8j*w6?=5Pl5F?&1t?=B+k1jDT*pCYr9oFqBuO^b?0Bx@$+yTwbC)X8{%X)=xWi) z)aLxWnBS_D6HM(!QuWtF@b=>&2tB_QWVf2zFK=@>7(y->6TRxCs6-u4dY(Soef- z+hY@t*&iI6t#!k1e8uh|_E)iRsKalX++D)6HEDd;-2LbxGsa zAIr5HTvgCtOVTJ&M{rzOBIP0CzR1LUquob_!tTjoyR(0f?@s?v?-n(`VYKvA)Wj~s&q#acCjTW^#l}D<3vEY0ypoxm?0qEJ zivQR8!Kry-cEgO#fuv3tO3aKv@`)*z>(VGweiXOuLmoJ;-be%mLE@^7V2i-}OOj$J zC3(kiJkFuq{RB(CzR)OD%`_4;LWkDVU$jaC=xTN#?r*xWbUVYd@JF)@Vc(E$+UDXKhdiLy3AnROXtDTo~S#pag#syz&s;cx6l!eYI^5-C8)Nj?zT-S zKpXkfa%OpcHr8!;uFqjB+#{I#@taL))eRe_8#n~M_LkW`r{0IzVYY7!TOe<^>2c3) zL`6{`3nkDNX8KI&b$AV4LTUZaAi8VFkvog))M9!oaszL3GI)khVNLjI{pj7wkfI5* z5-&QWJGrN~i85O@QoCKQuODsKZ}=v~g6SBqF|Th|5z7WrI0>;zO^uHluPV0(%T!|T zSasV@$eYqygWjt8te zpo;`53asQzJl&GtXn_QcYjCX&^A7uk%Ny5{x^g#^#yblPPSX@V`LBTq)*v^E8OHx7 zD?)fG(#t^_x1f*|=znz~(dYjDgxmb|9F|d*I;@@5X`bNRN;0(L#MHi#ZSQ;Dh{#4dHHJ6r; zeF!LIeMs8<4cb>S9A<8+=Vhju^|ZRh`Em3*id#azKd*SkQ$S>s*8JOP;mRt2IJYKyzccK(Lu3ynFpSH8U{3{>Hp zwvDgHmSA(5L0;{WVg+?)}MBOx^Mj{mzJ9w2W43BA6R3 zc-cLN;OJ*3yi((%zZy)op&jQLUA&IDxtf7O>3ySB*WdaGJN1@w{X6;@S%lYy50}{@ z)RjOGv)?JEclq|+aPs+BZ@MOivr4hNt_Ernk(eQ?6pn_3uTf_U6@$>%N@d@($G+nInJ}-T15KbQ}ax{&&aD;VW-H2r1 znuxE^YkMF`N%P$w{z}6E%5qQbX2YbZ*Of8ibU#h( z9B6`_UI6C;$)tTmig(%@H^RfUfaeH$S~XJNJn}7Mj2ZH(!G5fuLDgyb1rTXQ;LR%H z8o@mHI;?NOYs^$F{*BaUvQ$TDdFUqaT=&j#!a2_G4m$;a$94D2Dzh*DQr3kk zeBt8aLwr8!4RmNrM&B;(u}`GVo0|gGSHy1mWd1T+l8K6=<4b%eu}I(5ijNbH_ERm& z>VI-S0rv)#)HH+b;jT>$b;XT4gFs>nEQZp|ZRddGNC4*~mY12)N=VV=UnkNS{VFPt~Z^5~S3G<+v~q~_D^pV?BpgLI$jma7?G$lZJ} zUJ3YmROJw6fk-n|NVg=2Ke9CnCi>xTQap5E>HiNS7% zNpUKgc)gbw+Zwl}JtN!chB0^IWF&&Es;P9XUSE0Xt$`0nGEh?W*Qrffo%p-Q>A^2U zoik{z_NNurR4;AU#;I~dW#A>=6CU@ zNJu7lcN#pAI;*PD6JM@AJ)a;1$=S^_RS2Y~h!0M?^FmK9hW*?%Uyh{@?gF-c_ojR1 zdO8_L;INn#r`#SCbA2!o{Wi7rrLX*}?NbNz)&1-kSqyFGgmZko7c5Lr-&QcHbyaSV zCYJPZ&zc$Zs{TTYlb6G65=XdATAKHgMhl7K1C3OomS9G;`Gle*CcT-R1Px`zH+~;) z0$(f4#SPwj&2>lPzG#7-NJ8TcmZ)K;Hi4hE_t!-6Byh#@%<13MFlj;u6KcB{*+Z>9 zPc@0DnVYgY!6!Lv!N*O=D;_{+rhpnN&$Cc_jp#PR=H=DRrG{NeN1?F{fmDEPtt!fD zmEl}aVJUrggli9sR+`PoI^%-9{~viM`%IBVXB$exzK;ZD-+?zsyv);2S;x%)+WLg; zWlI{tfbO?Yu0{|MRH)2i1w5HE>#0qSTJb%=URpzT5r_A5zu>a9c=5a1_Ww06g6N(RnUr<3x7|lp=#id&b|5KgvH)%}k z6(&0zh6G-|BNfYxH`N6=&ObcsJJ7k?L@r)Wqh>tGFTT6Y_^Rxhmoj{HiSlNNbvm&n zs>vy{$W0TckYY%1*WV_FSsya_Y2-V%p69X&JZqsA#ND}cIB(Gsi{hikVgL7Xv`yHM za9nobN|PGOEp|!e%gtI5P8gW=ueOJ(k9G8g&$?$0iiNuG@z=%?H!{kmOVrkW zD%hKQT3=HdZ!aL)O_TZT3bvDkCPRlMY6xL040hO4m4KV~RC-PcrC_h$=LziGQ0zVq zD^}4{=B>(p&wV+TyK1Jpdp!=TNQ=!zr?A2u@=8QQD<$eCQ z*5;{GV1@Hl^aKU5iQRIpa3o+Y_v;9B;I#OauPN#158;M&n9R;YjF)7brYBF>WLSbo z{N?89v$&bB5e2GC4d1edzqj75rj<3=JZNC{g}sX9X|SU&`b{Rk8=RkQ`)plbE$Jy> z3-+acajZn+t66taJVLAZ+j4I)v!pY7*H>**!Uw&5=)LyvF-RaHGa&EyIUD3LHfobs zFEES5qWgjs(omU?ryK$P&GlT<+ znmpi9+Q=VawQS8Ni_c0YBl;TFWYq&6UOE?K&T3f^%3*!YX8xLYfI{1&JrPi7$F5#KIq6}&emhRcNwqS=Qvs6Jkg3szK3nyR|WXYAY=7lxrxImF#j&JsAW-~kuCg_H^A*xcldg)Fi^5yo$OeIX`mvbk)?g?7UqeO>jFHrE_ewIM zHwxI{g55IqNuRI%pv2p;d`xocHL5R#<|-!8w_u<-4e1k@^1^k|s3nve($@g#-9mv{b zrN5-Vdxk3C>m#S}+{#f=1^s{)0h{nN*5BUULB&mwxt3F}Hu$zg6l!cmf|Q8)Ts~cW zn2aYq_E&NJ#J0pL)%HR+7xf*1Bn8b4mwknQzwI{s=alD9=4(s!u&CcaCx|)_e6{pa z(j?Q(0ymUE@0hI`iA-w8swEDx3?Mb<0-blrza7YO=;hFa1Pu6AKqdJ%$O(HRto-dY zjq|H*FDaLDs_70CF0EJpMjJCf@HT1)ZSOiP!N0n4vM$-5+I$R#@@=KDTJ#V;7%)=v zU7xMLHW>Wo@RDSysoV3xb@8qrqgV2~a)AX8>u{?cs^pOTfb(~?Jq;D2%q0){$7F%BFEKM~2TG8MOm&ManY_thr0!`J*Sv+(w+8-Am41dfwH8vkH2h7CLX6&sb|UFyt?l952Fihs2RQ5@2GTaCJtXpe_4PVM$owcPsgWXw)8 zxi*9z)9GP-wA&2ASo_Hei>rPlBu}LbEyLIJwUewA)n8ucpKa;B)Z+b|(Xtcva~TJ` zcil+-ADl-X>&>Hh#*S&VG19c->02qRap-pK?;^hB!&$#`)6AcU_{yzMhQ(2_H4^$^ zWAdWl{lz;D*TNIBaM$H#y~{_s^S3Q(O}U?OM->6Ysy1$L?AG+xbXPMv&36Z$%+~6Z zb^CV~hd@H04nIzu;+}0KnYyBX5*KkA{e(C%_nrAdHhkYBGKu!wnD4XkAs7bBty)OX zRQ{O2Ul3MN$J~+Sksbb~RujqNvZeZo=fY9$lkt$Ta}_eYFb?E0XssO+vwHqu*%xAL z2GFYb_2C?0AlqB}@2mJUflj3!RR3XC8&~!DfZyN~#DADo3Wu$TA7Y7b!^IXe@!q;N zr*L^_s!S;5?(XdAj}7Cu>=F0LFZ;_9noB~w%&H2>R8nar#uQHW5$s=~0-&mP04oGP zFLBFPdf^odu2-;r7eEuZjM{%!pu~;D1di`SXEd<;nV;~F##v@O=^zEvqr<84QRfisuo$F5UYZm0w?qYL5U^jbpA7g&GK_q@I099;(rlt ze95c->4(!``mqEt07>xu|D;Nx%xN0ed&0M3ANMEIsmozN@|{EWtKVCRdWs?A@{90A zh(8JTKRpVoqAptje@yb1udQ@eDFOOncTKE!*X`lII+8Ma65V8$4*vFw6fTRQPQRyb zg`?G>wF*Drr$w}G@VH0G|6MLgjW8pK2D&T3z!%aXno)ReA~;8&A8x-7yjCu;&n&RXC^*{ zcdY|iL65W_VebUwwci=tc^ zSg@x;Ol$-Y2953gk5?SP<-^-J zM+1>b^Lc6{rg#?Q9;7i$&UL<;|6n?FAW`Q1_)q!0$y;TC^AMsktmCXGS zxa3V$jR03yD^xkVpY<53cnwI}TO&5?IKjQkwOLep;)a>8hn*LzEzIGS;Md%OYDWL`~PETps!{U%uocz05+4S;ObUrWMp5;Hd;^ehsu58nf?5bQW$Xs2XB zdo)Mq06Vw$kpYVX2v*TRoKp69d#tZ_{o!~yp!9k!aEJH~jmsuw0=4(O@g}wu@Fz&) z^J!i!B%1u#lL#imTH+0REB#-uQf?pEmL*j*DJ?qRSxw#a5G~YwZMeWGcpYwS=+8M3FH#lKjq$G@h#WRj?W&kg6KJ-~BMOcX_z|(I{)@%ek_R0o*t%5XKBd zk?p*%&hpYVcqQz+hZFTm;+t-c3t)d#1(l%bLLlM8H(a591d9x*4z~j{FDID4SJ5Up z$pu`m3gdHHUrD(;0q*;1T!UOk=WQOn)#WL>4tI?c{x-aC6DXtUv5yw272zi$V0kbZ zCWNRPuBKV}8!=S()(AjbE=4Bv>_HfpNBzqjbzv`OkEWn_(a)E6T<@~zvoE_&a&ZJ0 zicSCh{uyr?`*j~4?&+KHay?I0sVhrVjby7mwp3`l1T??Ts>_8FaG z{$2)8Ux%%eQNWzHudWs1Jfj~BpO0SoXDzv2sgPg=oA5b=c6Thz+=LZH$JZ|}LWe;~ z-UBmTY-NsA;eo^cw3JIbnKZf}>MRa#wTk#DDae*;DqKHq6-ou6T?HuAaoratMNZ*N zZXo|tQ0@Nk&5AX~CWfHR)!Pt4zeiY29yBRTro!a~npPf+EN8qAH-m0XuZNm3vTV~0 zU_j9z!D`@COLDrk6lx-HKe7~`!*}gf|3~4U?D2*RK=ov>2Ktw|rWbfalHMlkk8n|< z>cBYz&MN;`CRx_jz*LbWh)cB*D!7a^C^ho1X!4q;zrbct z{q)y*N(`|iKDqp>6Sw5}#oJH6QTx-TT#zkOBhwZd1(vwZOH(u1_V?3RMc>!pRqYHs zy==?R)yC7LpnDN6t`Oe$f|-$s*);!dIR0(QKbT_bcYrCjH}7_JFq4YdpR&lG**LU4ACuaCy?T2I7!)Lh2Br+=?<_XOl(H$a+l|34 zbzk;uKTj2hu#KTTC&i5ZofK1-R-m5Q+-}!JV~Ru4-qYEmn^B-uJkQtu#p-W{cwneN zNjb$VYxm54YMz8sy3(++9y*ekLm@z_J=c1F6COE@(p6D|!jrLjT-@GuXGCWz@INH6 z_;>AQQ#5lua)O|yezszNii>lw2#<9VU+*uAEW5I%Usa;!lBI-^*$a|8QQC_s2sUJP zPO*{--CeRcPJSWCfsL~Qo$ctswY3-q4aJ;n1-rK}Qy81L0Mx1q#!_yG&3q1|(>T~Ye8`Tu2l6cnq{crLZt&sadTl3G6Q>EE3 z&VD^;q?E2YZebr-F&Zq`unN91@x=!<3I&S7*pGl5r6zX9ulMBH_PJme3N?y_dA~#G zIT2fUKtST3x;Hly!!Vaho&NWbI6@A)J6qR4779A0S5r0#M8czKu-z`-!{xCo4-%n$ za3tFsuSi{4W?E{pkMo5-U(g0UVC#k4oH(FQ5Y2QZ;HjGRg#3o<^i@so?pR?;-@7Ev zjcPwYt&*=7GFk_FS2Y{^SE&+zPsobdvLyE%uc_+MyY58QfB}f`@h@TDKq6tfk-h4m zmHS3$%xZs6gRy)pF%&-c@6J>4I?M_4VTfG%t&{^1u_d#so!ZB8I3X1G1)(H_gJTeu zt06bh<`jm*L`Ou9h_YBSxbc@~Q4aDag=l|6)s9LmQ1Rj?3zRgHgLuld$~^ZM^b(^Q znp$0-u8ygr{&*ZJUzgHrDrSq5DN#qM$&}tZ`W5S5)6388i9pQ)%>v)JH)^6W zuVop;B8d`#9Ha>~DpaaD^HCC+i2rH+@Hn8cz8YY@&hdcx?da%I0l!K3Fl26My9)KPs7 z$PZE*t6NbGg$=j6+R+=RIhcuO(f^B#UMtP!*BfR>$MyD~!)!L8|f&XM(I#jIK_mI3C2+NZldsQ8^66nQb7Gkwp?n zjQ>hEmcf@u7)sh&yuGM&T7f7EiZ6v~c71HTBx3IRZUQB-9txrWQI1ydVi!{%XD-ak~>+P)4E-b#UiCxIMF^mQZ%hCku6!R1J1pF{edpn-@%NwLQR| z$C`(TH#_s)dJyc*X2PiXf)$XUj5cULPQ%rwmvnS6%>QL_AoA5IOI{6K``&i4?-&H23!zcH+J*K>B< zej_NmFa7+2w6?6G?Nn&gRB0nfm9&7DR}$Oj6A7E?StVAbM-bH{t6|BTWDW%w=V+Zz z;pxS9Lxl#o7%Y?aR)liKTwtMOcDBIRr!|2SI`ZLH505q$RfpSnubc6uh0pfzo62f& zde}v{{~-uClAiw!h-(CF47C3Eqq4B5buzy@4ZSolrYn_S=9MxXm;!Te?lg(%EcGPO zTVqfWJIupOjtAIHwS9dF(;IPRu0%@%=L&I9abq?UcVniirt%Tqe|W`HeXT)#rk)9( z18i35EdeRK+=zj*l&~oK)+LayHi5OKzk4t-6xVm4srBB+eOXUgJquVwHh zyKTP)HC`r|PtsV`oYvxhZwl zI*49ZIkf7uo%v0K-_Uq6Ex_(8_l;4$T7yNj(w4-x*aMinb{ipv#VS1`>sm zr@krvhQ>8aqb^sT78tz@7jJUOtJm5*-Yh{;6kqcJSsj_wFbZvF@qM09)3n)#ioh>K zytHrjci}6}1Wv-sif+S(+d5fVQ5ZHvvRS6BJj8A^;cx*dQnX`0 zh*KKi7e+gQP1{LXQx47v%Mz-QtSQe?4Fd!XF z+kDIjQgmSFlgE$3{sizuLoox>L39(!rY#HTIR<(X~zjdi+ zV)WF}ZF{y(WnNW3dcN78RlJ`{b;Sd8*rD&dE16Mnb=TukF2!U#LV-xN_!N7BuFVA4 zj2c!|Cfs;TtROXcVW7z z?zw+8_VJeInzP;n?R%%Rk1yRHEo-_gEbD8q&=Jphw#PaZJvx)dz4u!4T}|dN%+KP- zbD_x_u69@B?}L0vtk!*)2DJlXfbg!1g&@ZQUZmk+lIy;NfRMzlZEh5@G5uh8bKAcl>tIR9=rGTxDb2a&Tel)=#5=ze$UY*i zcaQBqf8BtPuz^fSXwgxTu;wFXsOo#5=f*8go|X$x^(`Mv6>Xf~23e;V4e})@?es>U&c*7}%l-tmu!w->B$)D_ZT6hnG1OAV7=xoj4aFE$aL!ec z(HL8R2N2lhE9O%R={%BH^RYed5OH}pX^SEA;0n@~%142QwXLL-OIyU39A>cL$$sK; zlU?r#%k$@j$IukaYM|f6@fQ`a*?9I{6P=ehvm%?!Xg3}T&DCy*8Reju3+N&ELrDI@ zqK>Teyq>h%yaut!c+s3nqInmq#n#TcI?e7HPcFa3S&Rm7Kfk9*iMspsu+rcm7EtX2 z8{ol6u)+14zux8|H(M@o+TIHl{}`YL{c)VJLJV>ykADs?n6{Fy2sWQNkhzK6`lB|c zi%z>#j4w`QkHAdKpwSBX!J5Tm07@d^u;84d@LR{P_2ic3tZ+^|0sxU;DLgf46liX;i|4trtw*p97MGSjbrKW5>uZ!CM1y z2tz(lAIq+Uli+G#rI-?S#Xf?%cyne&Ry+_9FMGR5B})%B^%73kq7LN2GLBxuPrv;1 z;*b))3lj2J5VHpoitq=K&$r6gt09m+-gD^eF3q$CI8{d##Q&iE`46c8*ngPn7MTL| zi4wwJLU0+kUN2CVu!tc*BaPR`c&&`96W`C}@7?Xl*##ESj} zY0eLR8!O4A5S2Q@KN(mEK6O;Q#e8eg@pe@}^`mq1`|NFmx-OdDH=(AU%?1KOJ{{McxfB$swdn*RGaHl|v ze?E|Z+`xbSfCoYEP=dCPh7|w#=Ktpx|9i3jduPE5_rI^f|GozQ<2Cp}>vIpH4IX|o zNv6EF`SBUWK(y}Z>E2ob{AmamQB2_fIb|tGdxJdkv=_Q*U@e_P{e9GRg3fN4Yri+C zd%oq-xg`RQ?xF#qN?z=#!O$fiT+W5L9FAzgNnr6XAfi@YUY-G$E$F|80R40R8jS>$ zF>(3-zd{~%SGH_o1-G7ILspY(+|l2OLP1+ua;gOqd%sF+Hv3Z#8l-=D{dvUMT6U@U zoR&VAeNIkENye$lc3<1&{RxeX{sUXnd>>;B__!8=EHeA^d^+vAteR)EjS4tkr zQ-(C9*_}@3S%R0JtlQAs8*+pClpTO)HsgAyV1mVV$k{=(1@vh}ugr*3j?}Lf8!pfZ zStN<_H8ymBtNcy+{6@czK>Nx84YTOugR9H4qnyRvU$GCQ=BWfC?=vwqpZeCk6pJEC z?AM=2cZ5T6LBr#q6J{|K|MS3wpP^h+b7$rqxsZ&hhzBN@;&_q0V~nISzvO^S|OCzMHYi@61iEs)sTp&f?GclYbsAq9~=lD}&2t ztN{ce=)j2~z0i$+ej4u}?@E%Hiz(J@ z5gkc+k^-^1IrHLQc^WqRW2Nw?%BVrog5x|RCL=cpOz#wn>>JDKeU3qk;R3Y#?H12? zxvq}HSMr9zCucXAG8j`Qbnv#zU)Hs!f|!8S-i*R0T`_(;aC+zM)+w6EUc`*9!)-?B zG4A8r$O??tgCQ$_qBr|v`u!^?s04hW*gKCwy#Cc%8igA>tyXO{rDU``fcKSj-Osvr zBgL;!2(EyNIq3C=_v=s+%Lk4qDD8!RBscsKq>hYLE>MJl8r&V1a5CpZg}wu!k7f3| z<2tl=W;4!e`@*=?^;&JCS~h-PLWmkK<)z51n(He~j~UVvyBn=resF44{hMT*E{d-)ArmKa3n&znww)ZtG7=dw(`cHnHo$7)aix0z=p zL4O3>Ims#20eo#f0drlNIbqUo-IiMZKx}i2;X?kK1c96)j!CVD@1-IA^VG5m{hwF| zC`}OSpaRZ=8qdnd>2a#fk$D(JFC@rWO64hXk7A-{de>qN${2aM$mX602#Cz4f)Y890*ND(=hz&`E9PtTb)kQ z?2nhVh~#44RSY2}qerKJqv|L@WQm%G*YaAwHvGF&h_Ng=FPGER%;(@z%{o);Xp5}E ziQ{QcQiMyVKhxr)GotriZV$Vb({0; zO(zB#i$6R#=UCi&Cf@<0j{%iTp)$J^BkB%k;W3`>UytGA6_2OwH|-`zo%tFoGU)R* z5mU<51TgJdp;ds`Zg0_#z$G>?lG+rvRqGKVZBqplyvnDAlSx`;;$oemK*PZp4Ln@W zt1AxMt9dpDhJVY5Keq?u_+pWgYx6gN^)kk(NF`wspmAl?o{163wd&B{Vtb?D)%|1{ zS*Y5_V}E!O=eAcr2gGQ8~do|iFC*!4;_8xRk;%2O)`aHfm!9xtKO%QoPW zKS-@wrI882;PK7BO_|)AFrhTOd>@e2!M&9YT=S675i)#B@I`4`8RQtI?v-XW?sYa* zjSu1F5;5;SkDJWJ<4)B!)sO^3K7KWz1}B=PDH7`g0Yz(PaOo}rp*w;PXM%)UZeZ6Y zRykG(7Ns0MRuufDL{-VGZ2M9bW$ne<@0RCs$!XCU8@@{w^38&yvQQ8znqV7nZ1n9- zV4s))r(l!QpM+B0`+P2@=HEa3WeDj(KdOSktP6pyZRj)WA*P32r zj(rS%?>Q;{{I9MSm)x!gngg&qX}tnoM3&eM+B|0u$-QXMLMm&IUKOAV&r)F2ZDsh` z$*_kso+p(@zV(gv5e8;3zDP}FO5o9TkiM+h!fyWX_Lb4evd4ZMSlIiTrV8`huHXpd z=feruI<^}cE<2+P0q(7=b6-uftUEE}JTwhBP$cbdr#}>!3UPGhnK+xhpL-#XX{=(7 zd1PUwdTnHhot;z~=bJHPI+{u$3#gtjJNz$$+;KuMs93sTN{hTwxtVTGmSPX*DkXmi zhjbOU6B#r(pT&T@3aKrMFIaj}p#(}w04)OP{Pl8-ddP_&gj2HcT>+KH{5xcQhw|w! z5qii(w|s6h5L6-+A}jd);-a?73brExmEJ!#Q|w0can!-DkNuo}-rnB%aN;9)h~KaT z`tcyBZnx64TBas1?N2T*84icem(S8iW!0S2mI_Nxk6*nrxYqVjnRtyzasCdpi1ze6bB(u*IxRAd4>#dT1rnrHLO!mspjl)Bu&8_6 zl39e^8{VDs3 zYfQAZYPT@)l9=?fAN+$u?2mLn7<>@&!3a0#W6|SAb<|yGYA(hnksB#kJ z;tM!$5V>`J_m4qUlYLF+lXOb+(69IG-0i;pd%m;3JdMslD-MDr790vS-FzpH@Ws8*y9Q`#8W*;sOJ9C&+ zL|^!fU!eZbX!1O#)ory;fc8Z*ZJ3sx&tHiY?jp9yG3qx9jlsbw-kfdI-;V5P$DGG3 zSKEzz>y+-pst{&5-%R;n6z%IWugSl^=e0LVQRH8@QJXrZ@Y1^98*wuNlO{IY&RSKy z_5+f4PsUQ(_0W<8!k$t`1h5X@-;eP-0z3rTOB}o3kx)zPTA_&ruc%3)V_-vNHv_rh zVmOR?c`7u@N;^}4-~ z56<%_p2Xxw?@%oksu9<{cNt0)Dv;KP?y>LBCdXKvyG@R1>7XxHrYL1HD2J!YmD8-$ zDmT>X_qm;a$C?s{E^D*fO0EA)#D3(nKYI(Z+!~`pPgaqdRSe@)SCX30t?s|kMk+q+O4_c%D%&oIKr7|=|yXZ@c5`4 zVv6UAfrwaH73o|dWc>Gch>^G)f_JT|;RPxc5$u^#U9}+Kmm=id7MHnPIyKe{v)WF~u`Uq~8)CG&Zrjh-dsP1P`l48_S<5w&)+upkW3qCDk1hGm=)q_*DW_+; zWu`(k&T6LUz#i2EN=X@9k3xv0suk2HB7^S&U-$(v{I71~45sN}?v)TXM<9S2Zw z5R*=-{NkYxpb*6X3K6wnIHSj=M*+cCHH8AOd!LInh1jJGwb>@4#yfZoRn*HGLH`z& z?9aH9;wyhcn`NWZisRp3q~AP?5e5enyR=HM8jAxM1bVO|yv}i>&4S^dD70+hfbe!q zf;k*UO)+r1cWHhVu2^_sO&`~BIA5ET$f&a*;cA>vJ z>WRKFJRRY1P<&j{I>1ql(YIXk>w^~3CeSH8fnkOXIt1wFaP-~3naQTV3qfdIRj06N zaXJtf=zK^7Au@kY-cVP%JMYrRcbOTv9DKWM*qve+{_+kH84XP; z7an<2za2+TW7s`_9o3X&bF(H$a7vkBOF=u@aZ$V2EHWe7!DO2OQEAfvUIo|UpDxia zeEeI8L)vGq!*MJ(_T2n_sllZkkM1wnQ@=@bz!8G?u7eskI-!{eCcW9G_J1E-8tvH9 zA;4L8)wAvh0#+Jri@eej<3E_cNm^cSG;kX1=J@IbYjPFS70>BFd3yxP>LtbU2-n91U#b#I&+au-?Klzbb3j7GK+a0#d@eONk$OXss z$p-0P4#z~XzQwy($HWU!9jN}GjCHnbZutGbvriafqGtJ=* zX-P=-siG#~?LrpoN8k&XZV7C;`hhQW{sNe>#-*9sB?Pc_p?EUD*uVknh0jt%ok2mLyanJ`i2eYO< z-ZoAD_HA3+s?C~+ACp4QHod3EB^RZ&(Ks|*__V5}RM4(x?c0xAw4G20IcYC+QO`N` zKhKE}SL&Ky??Yimt8XueF--*^2K)ov@XRnze?uVB(f?lNoHk)muRKWgaJn7Q@Q^Uw zK%W>Lk1}kkNHKj!Y<*1i&^KE?sb~t`l_&#Iag6C3+Df;=Pil~NnB^b*COp$zK9l}T zqoeHuWpxx5v|lEamSI7JE4ye-fJ7RQ_GOnn9lF`JV`3f4K_yTnM?(=u#=wmqB)2yV zsm8WhM$e#QC(!7I&DS}ObbS@&p!cLt2d4XY#q#|r5%DH7F$n#m1(x+v!{W&j#I{}1 z%fr%*hC~L^yQXlFX@31a3f0K`E`UZWLWfN-`$V@0!TD8Sz)o)@pIGie52>}DO02bx z@S9f}zTzAW!7ou9rTgJvRM1n@mIHpDqa7*;^QSDn;#$r5^KUNzBIKw_A$zTQA!^IL z8N~VsvB1?BPlaSNiZ<>;0Pm$7wG-E_+ZG@tw6(%Zo1F&a+RIdlr%G?1PZz26trNN) zG$F(}t@~-F3C56$Ra^Z=p&J$y7Fyh(X6NYE|r{td6RuuAeO&i+@l?5N?0hqz$Wwq*eO}N;n zZ8d1;&b3NIuj1Lz^yH45mHN`Ezh0LL&k~&-`EFp*aWL$h8jw__P*G<`c{TOj``^PS7GZNYFVty!FJ8N+TB#$t*9(QmG3N_Cg92hNCz z%t5JG(%3YOxv)n84l2#>@gZsO!f|h+hmEpT(nu%1FWGOMYTk&wQ7{D$mt{B?tLf3x zsahF>`a`};8Di9YFFma(_U51Mo0FfForN}ajHTE{d4?a zGMRhIsSgp;cbMGdOwLO?jxq*}yWGrk^%IJph&ECYjC=anY-iZd4Lc4T_HwpO_=_8K zqnMIx)g{~T+39=xZsCUmLA}B1UCvLUmE${@*bbNIiW~&~hqDi&5wrAC(_hGHycRvq zCx_JEDi(>LUA*4sa>6=%AKSK6(dB%*z<8h&g%)BByNAl*yi*i(pePJeZ0J%b8|H{` zNuEiETy%6fcf`C1KR)Wwj70te%)1VAkQ!XGr;Xd%7Ql@o92s+WhrfCsmGuKh zk4RADP^DCgA{+|~p&f;oTdq{C5{q#Rl{4xnUBL2aB=pb`(Uo~VUmCM;Gs8y@#nc(v zdx^=Z=@9pl^hR*sg+_k~;s_ue^EKAogglNSo$O{)UkJ-4eKN8^xLfZsfDU53o`cwK zwFfU-b(Nce2I%V-_!*{t^YZ!c7hq zPBHi8d6CQz^laHD8W!R1&kd7EEbAHW4V)Kp*#W<2QE+xQDS>1X>CyYxVX8U|M9MtJ z;#ieJXNGK(hn-#9Ko^v4{nJq?s{pUXlA`Pleg$EHf7-}SGVz<6}Mi&A#|5pWc!^Rb-kExx9zl1HOEHp zTBy#7TEDQ?Rvd!%IWlKc?~doUUNxYpd(8JraAZxtD7EVQnufGJsSJV?L@SaH zJ08EyfNATq*g~=Nsm|og`QTeZqbLM?&j(L8YL^2J8pAtSvb!{vc!IL8RSo#<2~|{X zXIuPQ$H!WW9`I7O8n*@&-}K_;ZvQMai!^9c*gyxu#gXx+aygbz?<%?08W}0DGG&ZbTSDz@1u^8Pp4J zhf)8?s8&SMCykmJMZhihX{Kxv`ORO3Bz}E8LPy(6KIhHYt&2Y;eeb)QjM|5R=>Xoa z@gi<)>q=c~>*bzpzj(yNteXBtAr=4d-7Yd?ZzPU!chTSgfhJ(H3}0)#kxKoDus(E} zXi?Po3I8B8)GLZGKK+0y(t4onZpovb+BTyxfa4V8iEjgoaL(%z3YrHs4^jdkSzH15gCzr~Y*cIuWs^lb8pQ;ug z8vMDF3}Nq{`zDjv{Oww-JrqE*dwKm9xBv<(g)s`{W|7iDEq=FY7Rah0Z@)a-H{JQY zilSjh`1ZLNi49rS&VV6oAnK|Zr_TcnGEvDkQFdc6T4*Hn^_m)~SLFNaUchEP)v(L`GJL%2`_1cs(p=qAiCkmA|skgE5OrRDK ztzJ3(C`MgyvQ89C>9$SDYX!aHwUF1>Ip6nyXA##g9wJQ7 zUJ3kZzk8}v`sS1|2#b3oQwgxDld^xP87Gj>%4RH}JkqbMoxC z)$J#{R>z64U1kcKo`uH8`{PYqJ3>1W!2NSr{@I^M-8bHj6Eyiyohb#zxu<*SxGIzSP>cUhL(HO4p%M?}KBGqQ)wRlad%b z4YfJxRlmo@G}O63HZ8GR9LY&>%jk5`Rsnvo#c6@UjPeHK{xwT@eX*8Sad>cHz%N=i z7<;^T^|U3b0tsQZ%By1Med{!n=G((hkP5}VlL|GIALc7i6j4n&sMxP+(s=@NY?nVJ zD4FNWypdk2*~>X@7>!@NbUn_qxf>s`nWf}W?iPkL6i%CQ5#VDgKp_CqKnA|3MLKBPoU}$}|G>TVc0(_YNU^SydT8mhb!%*!5 zZ(6<2kH6Vun`FJe@D&L!;Z8O&4BvZc>Z`c;@F0$Gfo?AmO4nupmNCKapVo# zCb_sRclC%{%zVFwa!mgNr6_FfwaP4~onEC1k;fntQ@*>Je-Ir80FSLfMTTERR&ZNC z@6O7+aA@sTN0PrNuDwD-CdQLV`Cuj4oc~dC;ft-zp2OZ*E?~UPUu^2TMhW@9YIU84 zG}-yPpX0wPF<{k;UuH!5XeK);6ffoLGBP(P36+2Qk?j*i;ZFPDli=UcbWYjKWx+Gg zlRxhF-aHuCB@-VdRKFI@+{w)taNk?Ma$xL%ze0pz5rq8Gt*)A`&F#$efDD61!Su*s0o})a93B%A2O8M?<*- zV(3WwBxdGRweF&qa)tZMtxPka_yKQ(;aOB;2XJ#LNkn5`c?H3iY}MqOQoV=s*<}kAm5*cCTJS|>D}wGQoN}P9?n-K;k6(ZF8P-7(4`W_y zvk^q8=ovqJXK~80oFgxOTSaCw)q+K*mCRM|a_IATrFCD5ozY=fJTBhU9`c33+@E%E z1=f~71h3=Qw#F7%;YjdEt(sWZmbtztgx}-w8NJPyzATaEHTb>2Nn25-s$(m^s?Pg4 z)jD-*uKws50@0lOR98~-0EV6acdXU^hzRHL!7s(f(02M0ZrpaeFSWX$ch%dOD{0W} z2Yv6mozj*B4oi(pT5&fTDUzxCR6M_d&W?(?%1Ew_a(i(@l=0F-0bZ8`2pyNMzR8tB zu6UWqi{12J?J5nQEv=?y5G~(g^hR1e%gI3r{D3)znu5^-ur2>FL+;C=Hl@a(oqFBT zJM3QZ>g-b%I>%B3!Z`^_4=*)CB-GJ5{Apu)2R5eZhBUXB)y4alLE}JI7G+b(FUOnz zd{(q_W|cZHlczykJ@z$ECP8W}xXJjENUKfcCpSJI&S#uTZH)g)WkXEo$`3?U7iNnj z;8k<2Cf_@b4_)=t^4~veB>V+V!+)9JucRPFnoTcd^~Qk)3C(v;IKEDnoUh z?;RmFA04k+(aIxnwIVO8NIlhhYwdKHFOCn7?DqMse=WSweQ9&ve!$)3*=RBWp|>O? z%lG83MFIhqja=1*@1O!beDG9(|3e_o|7SlD~gei)aj92>=R%i9dc4o%-Eb_mOg zT-@wdDn9=QM-eZgxG=*|9=v7jt57x(Q6x0p) z#4Zvo5?Z@lt=83N;r?Y*g8Fs)bE2-$E~}bUQYM6h$K_n{mdk7@KUXl=3w`Ub6?ki> zxC~iDuP7z)d?Ef$yuH6Ll$Lfwn*=#E`}e9=5R%N#TMDZyDa(`e(rDF6#4~oH_Dtyi zHkT;L1pVkv-k+*391QhC)tA^a$7EymXZfB*ziW9{5~fJUVOs2|Jdn)f5KRRYJ5OZ8 z&s7L>I+&3*P|mj(wSr`2Y%4TKLp0jQ$}+uDq-%Xm^r z8?F8tZ?I7POpQdL+C}7MbjG zUfxEaYMouhw9B=5TdH0xQMWvL`IyyCWV=TV@(#8 zhN&m6xCPBg5=mnF8KrOq{<}7`$HI4cE<%tWR+l}dbdG*vP0JyLt&}YslmH06dyGLj zxp;edes$Z#0qx-~$Bagx-t1vREk#`LXy}MRO-T5jhrIv7Rd= z?q1|KcOS2`HQg7=XKPhPC+A$GARloNe-P%`J^GU7ApXTdJk-#b?Hy*RF?fAvpfzDwCBbJ+AJO4l>2)TNn#B6u!Xoj2c?87N* zQoX_@YR&h!bJ4|0D0knbm3qcIyWAjkCF29`e-D?EiBAuE+ctXl=%s^_%I7@t6UM#U zcP2QGO)8`RjGH~`lk_rcmgceQNqM=8IOlmAAhjrT;TkPJ_@7Dqsm!T3img!Ewx-o7 z%35zp2dzP`@v+J1<*K8TR(|JUmAqq~Zm;9Y zOt$RGdfoG7WWmLKfwK0*F0rXtD<7S$M1K~Od^%sUe@mSsP3?HEECl~tA^pAR>&YW( zE72HC^fY5i8zUq5+u09KLuv>#q6cyy!G^+zV>1X9E9d9*hN4gSL=zzhJ%=*bIs9`m z2f52QhBto^0DcEQp4H9>Ez$Zi!z|-OU}PGPqNICy%yo;Jsh}eX2p#L9susMv8Vx0eh8- zOVG9TH@UEGx9E)&BstLVw32E1(Q4IlkDJ2gdjwpl+~5&2NJ;VgVhOaSf@mMt1p|lN z*Bgw#3}YU=+*7q$=5YUWcE>+`DP;i@G=oiId$roGpjdZ)F&Go|VHK^q*DlOqwh!#t@z zrAgV}wu~JI1cAe5dIOMeYvh=l{HShz8xM#csHt))=C~?aEtCWzYBobx+3L1`GTdnK z+jN^47Ae+AkP2NH@-Wf!2o&lh}_;)GtC1 z5_#zO_%|q0SS=UNC|bv|%m&j<%*Ea!6{Bn>fhFEc-AFl%bir@@EB#J}plsCS{|xE( zwu&2ScL84 z5D5~jo#d2(%n8y|4Fj=gDtQ-}Rl-43`-TvVQLN>(T&=-nVv}NAUgb_z1g6wZrNX1K2S)P$iTU>Tx^;b{6 zHxe(lz$X2&*zCN7u~Ow$g2D!yK~oG=w$My@n^lKjmAG-Wjliu+YEn4hi!^S%trp?A zXdrA2%gjY&vm96z3zGBmduG_6!9)J{-$O}LJ0V1jzv9j{vdT;{laDYGk8i46(Vjsj z{v)YuI|Q7;nDd?nCm+Dc(U<`t>cv{fMezp{8kr6v^#H(3+Zda5=2<`tYGpD%5 zt+`-ipSfC`_Wgirzits6GG_KC66m_aiD7X&aNxVsN%vAPoopf1UihhO<{eG%#sn>FCJz6jvZH;27Lcy0^s9rQ><>^d5DJzuH-#6ktM zy8omsepjs7Aqgpp<+iGj^63uUeX2Ux;XGG$u}P%DVo)C{cw$= znD;qlVyZ<{dEhIVD6IWm_iD95HVmkUzG^h@JL7II{`{THX8b5h*CQm70&{4RQhY~E zfR@_e!GyYm2BTjo_MIfW+8ckr;7}vAYeKNtsWwm7xGB@>&uCfZ&iIGo+Xh(~#GjiI z6#pwnzP3gY%Ss;#?{p7vrPrAVb>`RnP@TVG2>`QDMEZ^m0wmJA4`fLD=_tQ?BZ z)+ReEw=XNKC}7v<^7#CC@4{N^_fMuydVAEb@GrXFn|6PUUUIKd%!pUDy6OkAO3ve6 z$aj9UmnhgeW<%5K8bWiC09nz(tENgeTMYPQYqhRoKmN6=5+W9{urmWy1T8^)t`+2} zg!}ZQVd<5Z2$0TXOS@G6Db~#8n)Z6+{VC@0&!$?!R^R9l&D0zD%i-1TDy}kRnC*g8 z2CSXG3upSjhhr${U;q6B)jB$bL*B+v@)IVtILP*8TbV^ke**c%{pe{G>aM~7ivB^%D$ENE$u2JN%DOemC ztLM#a7dqmO7=+5+#91{B#!`fZI^jdXbtKdd(_-uk7vp4Yp+zxyz?*Sq$5a)~1PxgilL)OZOD5!Qw?Jbz za;Ey9q1xcj`6PtFJ+}?P4|q+8&J|ms(@rY^055n7>y3*J45ilGU$&S>GFk=h0zNQ} zc8GmjW4|akH6J^|v1lTSct(B{L6U{Xj)%BJmKQ^r z{FU&(-`I*4=Geok1-Qy|PNuc=b3(=H)dHaKuivRo$(s7XA_Rz%!=|YbP}?rG(L4mv zxdtI^pKIF@R;>x6O$IHY@>DjoY!y)Sa{Zw4 zBDaibRiZwlSfv`K%R%IIM)-@P>Q(*l%!pv1lhk{sUv3ljDT~PJM0$WS1g3~DCR;|u z+gnB0h^x!3>TX@sv<}Hta!7YZv81W#oeuMFz^VX{)Z^Fxuqp~iz6%3Z1*p=sGybmc znS_r~>;CQL<_gZBRl)5oF4>-Lr(2bQ?~zw@@+J_52EGLlkj2{z2ZeHySf{dL60!dZ zJbSjy?mGCT#qs(*h^*0wVa;JO8!gBk=sO~E&~CP>Z_?}3BfL*3nYO6l(8B>F zgFn?CC=7ZvGIs$cP!f#@MBKq$-rEbr(ux3t`eSDE2O+dm45N+aI>XhZI;#;XXbYBI zE;>ZbraI&1M6>PSU+Z!d+@DugMI_e?;GRhxN(!6f9uhI?M>uxG>YYw2=Jn4?Y$8`^ z)EA~u=xm)s*inMzyftnBZe~vYJ9U}qqZBd_p7cL29XOE)fzgCa?<1=#iRsVOzV-E^ zx-KGYrMxesJ0NHyqWpPvi=U1V%+29rd0>(!ESbEfnvK;oRZtQUfw@ z!PKg^D8LXr$%kJEa3YSSkfwZ%j7$IUgszy>F{&Tyuv?`(-{F_&Z3xP7_w1!^T-yin zSQD2zB~tdH*DTug2s{>!ZJuleWbkOnSRZ@5-*Vb0-b{GHy!f_^hRKGwN> zTwo)}S=F~RM+#9K^7}H3wo26kF^+h@^3MT*JJ|tO?1w%oIL8}a<3TzrtzTHIo}$(7uGa60c=Jnic)As@hMkdKv z>2;Pd&4#{9qP_{)yjn!zpO~>;sJA7Pnj&D)cG=6z|H)da@)@aAyx4 z{Yp+9%KzAX%Ic-`t}h%%KK_1V0fW_U$5GHk0B@>NxbHO%HU{l{v->`mVLQru!>cOP zVNB6jcPnwncBXb86=_prH*g4+K#0LWr7kE{uN2b!U|tYMc}g%*-yIk0YSsA`H~ zRxDqI?ZVAuMZ8lgJMR-aAT_dMx_LIkEc|D<%pni=mp)JyQ|W{}T2(s56LmebfIl1M z3-xYPAw`P*H!AfL3pclZ!I4?O6&BuHB0f7BPic)O^^HDdu1Q!jWS1m@v`D^|5}5|r zMM2Gtlgsn0>A)~Q_N#iOeqqN8zjG0533PQ3Ufu$5)`Ywd3En6fmZA{Pn?LSow*=7g zbrHvV{Mkx3yjwY}8@U0$UTr7Ce%n7aruo_aubP|&LXO~B#5Hv}mQWY3&P7>v91rY( z{^KAunB^T$?r~ueyc2rZLG_L&m_*Vs9c3vuN#9cvWqR%3GqXKqeN*3?Vy*PK=2y2? z&A5IQW*@zl%fHX}mtDTjcs&FbAzg%$JjPK-Z%p3UgFvYrUV|#WO#cWbm8xfpz&yT3 z)36UIrVFbhhJ8%o`%_=7Qw-;bo6OE(kqU-h$ zjb|C1LP7u>GG}>pzQ~UFuK!$mH5O*W7;2N*zA-treM9F_Y~5~j?~2Yy3g3w7+<2|%=ZJs`SNrX-E4sPD>ef3 z^!Q?>uqwe1o4=xmXQlk|&ilg_^_kb)pCnz~UnhZD;eEdPY5Lgl{~-kfcTF}0Vuy-GuHOx{U(?Qqyg z)sb7f$utgv#kQ`FE4P>KZ=q^i^1-kuUrx0y&eK_b$Js?SJ*U=qW=KPokS&&#MK31t z0T)|HPn@dz{Gs=9dH1#XxgLZHqXs_|pL(%BB2A#sfCVj~Zt+TwAk6>O`6Q0~zpk^( zPuE$6tv|Rv7WFLI2f$acHATblD=A*|)GXA8>=jbQ&*NPsYHIkluioVs9`!}e<#;*p z^uATs+%M^P!tEjta{%)|CEo}xX@F6;I;_EZ!SF#2#syErT8pi4fm{;80c}QSfPpr;h9 zr&S{?IGi!SkrQOj-9FzRmQ2rWowHl3rO9&-n%}~I*!;S<4~$S)Lp zanq!M=X1P{t<~;cZrNGvkcDMOF4=vB07ZO1Mh{7S^s0YQ%-!nmP!8nN+5q)9PJtkS zo@KKYfk3~vGrJ;F*}9)_n7HUna`8JmXvNZh@ydm!X*%GHcL@h?C#c81t`w0c6B>5f z7kmsS`=qE>?|qSPvi(6zu06ZacDVq6%fwnKhwi_EJ-Py`|6Z(`EU-xVwtB%Xeo4ilTJx9^l_eQLbuYGErqdKoa>#e<_Q3?&WT{;3k=RiXv8Fw+Gja`c2PV#onEMZwJ!0U~=43+u8eZ}OPsfvyGFjkn zwcgpQ({^W6#YCAD3x!8M#_WFe3O#9j4r^>xY7hz%f=ZtMX^gLBvooEGtdQ9LR#LJ3 zyw6tfib+C*(qf?mt}nV0H>VW3%e_A}shk3)rSoAn1u-Lz)9!3*@RtF0DF7D>pdg9Q z?Rrt4*IDx8JzC;oOx238hz+u8g>EaOk&E;$nH%!VRn-?Z+VFKJv{Z|8sye3yb{r;H zYPIoi@TAWLq4vf+ijY>zUG|&1Q)G8fgLu)ay3c=V6;BHyb?jw-;1MPI#khQ$M$L}Z zfWCy08$g2>pmqjOo(&k-Zd<3Fxu}g%eQKV15(RWh*;ElGDwNL?cyDk74kWJEK_Ld1 z2eptEsh>;h=G#*YpU;0{H5_I=rW1-B(m1Gr+{o%rTMOrA})BtSgDvYs&&eZ*sri-N%2C3}!9TS0~_! z^owNejwmK_ruJ`xJ*xWl+Dcz-uI)N6)Qy4>%TMK3cE(9#$%gK1Vq+&VK6VVbzF71 zT)MCOavTiBUW4&fPgXSH@pipJQiNC099?K0*m3*4@QEpG=rg3yA~M0-gyJ-+Pck(?E=1gY==o@;P!PW9#>#0Q+H&<=f%u+iISkk%fgMaG5EPFQFn{MB0u~7qVXMrpNF1Fa_ zXeLfSti7xfA{ox|n&o^mj1>0UBaKjwPgUvc3tbsMnPDFMo^2on;03W-LcY?fei_sB zub0lC*`L85YGvt^=(^+ZSQ5Iq=tW3!AQH;yL9I2qws$5TSqF;iS2R~LcmbxCi^(xd zfK+cWN7M^&czzZ|q8bs@5u)%s_%(b)MmQEj*{p0v!oJ#t^$TBQ=*yRBN6&_nNqJ32 zV^i!m-G#Sq%6eyA=F2}ht{Vk5g@%SLc)ff%d>x*&mC5ZwZ8{tuPydI`*_L9hqS@t= z$aFZlE0Ijfi<$ijqzxA2NyaJwhLCk<9AZB&?Dq)rHIZh=?f0Z-#Qpk?LlvsM%xGQv zpd9%i4akemKkEZ(NIu5IQGj*=cWSoQBH`@2&6L`+J47aU(`a0B>kIlRM5)}Y&CJ}h z%8nftyX17|+-p;q_B>zdA4!X+bfR527qn=iOR7|8 zIopOnAJe80j|DsDszUWVw<%ItI46wny|y!(+$$%m50QzMqTo^#AoSH)84CA@oy9W6 zN<=+8MdxQ`ckYvXtKYXqAgd!DfVeM>m_(0Nz@JK=#iP6EM2wC<#W&m9|wXt!rneo8r!VF zj>Z`o$+%8x+0L@_ER6CMdQ^Iob;jwY04l7soP<8mB9=eVzasB1ovjE}7#ND9I&~-B zJ!_Z$gd7!mbNm5_sD95R7CJ#F91`yPIljz+ga!xhCp!%@>Q|zZ?mlTD+jU7MruJY{ z>doZOq@&1cT(!xb@-lpMqZk}42-y7LVB@*Ne?Gkrq0fu+ndPhcR7g22QpBs_UJc6! z^Xd&z!Jkv?kRX!&&&N5UI(TrVnEGnM%Pm?#N!&S|n31JTu{dq%guIx$as-qXzZ=f~d^ z(XXLt<_){eD-i+^5d#qE9iW49q?W?W4(Z!rv1yp&*MeK;i@zKE&Fp0KPTS*JyzyfN z9KGVh)v7!m7K>hhw&43I%ea1zeXpG+7*BFwZh*yvu@jXfR>-<_Gj)@>a(iWW{+}QC z^tpFL&na#0I>MX$faLNQ8RqB?o`{Q#mR`dOt#H9cg2Q&H$CQ}73J3sCLV$>%;8d=( zIBg6+aSz51_%h8)TO?^7{B9VT%KEZm8fK1-oFVg+x-5Yba_wY|%keC;6c0#*T z#jspGWR%js(7ZM)jM`jrTBPuVFZBA4D+kL2yj*0Al-6XJV{rmb`kIj0mH8`IXL#|NUS1AqL+0j|2V+-hZsB z;3YgcR{#4Sy`u>Y8S z|MQ6c|Ne+X{C@yD`4%wE3)vXD@acRYA2kn@V`23POMaOb% zwE7Ko@?)!MFJAa26N&r&-YL}nN$h>~tzRygUhl@H9Pg~lqh5#hXklpC@_1t1@!`(x zX8G|U7X(*D2?@Vc?vKFDun~Q6WGx&No#)|l__Q%8g%?C_1B&w$pg8A#Ke%@&~m918P#d~*#;WZ*Loj|!xHH>Pp4olXvhnqB8%Rl0!BEU)b zNtUz59I@!e!4&to7|1sQu!Lw{TQ`L{u^&xi)n4Q{CQnb{hdAuRW#{AX(=qkL<7QY5e5P4_Dkr53O%r;F%a@-Fxq_M!sbegD76!Uly4~?&v}G_0IPG zIADTCDaNUi>o?P&GWWkf6ZM~H2Ly4^aV?(LXp^DUm+qNnvq3-(lO~X4X(Cl}p+Yi`rai3&b0;%jT^N#Y`|c(_`)_r9FJbes^xR++Vx`#LP#Ta+aAq^I1GHb~ z&b|=3esIE)` zzD!hf`91@N)k8K&_RiM#;g$rKUCcwtg!dGtV;PYE_8|=bcA?b`Z;5+>8-KjNt~)&x zpXo=mu&A*+!SmG4hZa$N9}l6dGqnm1a9_iG9;zWzN6ur!bAPgH8_z0<9tKY=2wF@W zx^m1jpF5sbcJ|tWgw7oM^ZZi(HU0QVrAI^GnWQC-i>wnIh z&h(^xGXz8hbcbgc9KLs|UqCbiEKhl$zSljnYzDisz=>G}M-c#XjG^;D)Pmue?N(7g zc0{7N2BCd5-vs(O&hU_}yk{Z#?>fa7B`Vc^H1C_tC#GPkqBBw)gcabX;zd?Ac;UuphkHEC2icfXqvj`8vwOuaxP)WHv z*xVB5a_yVFX1@^JWcmC$>&0$Xp~T4>603>i5D7oUWcGEd?dMa?Eg*nKUWRD^Jalr- z0;~fdBR=;gpv9Y9g&!}%P%XtCDbh(%dLEiwx&P5&gPyb(4wkePwM81MYAwC>5}Thw z>U&IqYy^_TcOo8F0l?zGaq^j887jlX`zUa>HJJ(A!1AU)<8wfBFWkEZUlmIq5}P*! zTr#zrjHp$z1RO!J6dn{=A^4JOiPVY_Ty>Td^Ig5NBwlbjv*x(Z@Weh}QO3YU1 z7J~1i;CpwSVcOKR&yEJlMwALV5#W>t3nR_1CFyZ_Q0Q@a*h-2{_ypPb=iUJ&di$pR z(nfYTp0u5r`R=TiX$#;Mp<45-mef3-lf#W1`i7$|Cljrq?tlrpoxY<=Em~u8Hp$dE zvB9w52*R~ka$#n&;(~F&iUZ3ILsCmlC5sj5x)Qj#y{N@T(X|cNoLp%67jXq;7M|OGe}9n4)ssg6DF1Xmh>Wtz6HuHFO+XYK zM-|~k#+eDcM^Nn$%Rp`n4!y6$!D0PpA7NNK(1{*kDl7MsKbmrNE%I2;*Rh)Ad2AI; z7CvT;f6EnhpzF}hNM*CxVv@ZqAp*VxJ>FkGyMNQL@@dtlc0k%xdF*z2?czV$88Ky! z_O%QC00SCr1?}wiurR<$axm*5=f)SEcE2%>%5rVXE@xEuB?_wH#6Q*R*Uj|gs2=dW z8(MEY$~QRpEy14SHUWQnitF1HDDbm^P}JYRH}VLwJ&~Ue{vFItP=IkcxRV8DS~Syt z^o5V?-$6EE-isH}7acEzw>C!7ppE0%UGWskV#l^RJ-GkkXi$EJrI3nO=)C;V)x+wM zVWx8K9B4n)CYjp=_pvbuyj>WW=WDA8dcN7D{vvP1X@EeV6O*mw?hk^R!X-H6OuM=% z>O7XclNLro@C(ncSEKnYH8h%BL5g6zeaGrFABp|LYV!Mhmt$*U{b&3;OC_l^u7vVlYxwp6j~GYzYesZR z34>2OKb+3TYB#qI_#YKEWN>K!ILJhOC8~jBV{s(SClvBR&9F4Nsd^ggx$a<+UBKbm zME+05^B3z^h~w@azm8< zuqyBV(7Z`4JJ0Gzc=674EaB7a*6=zVCcn4mH|EPO7LZS?-*M_rCYbnQSw(f?uR^=aLWk3XKE-!JX0LEaENP# zQTtlqI~sxR!uMmK%5?BEp2h!X7fFk=PK&+h8Ao?Dg>*q6U$|Vh9k`kA@VkaktJh0W zpzX%>dB7T22J6V8YW!(Gky4rr29v|(0D`vc4BU$}_obG)C)}FTy^~F~Er&bjyHkyi z26oNL!3`=PXy@3L4!UtNUFx{qO(B&)OOY=JYyuq!njD|UPWQ`s3>ik!b#oXKf17tD#{F;H3vqsa;r1=f*EWvfFip~lbrm{~4C;7!&*TVGk z$+qE&lFE1zi{V~l=i_y-Tsjv+_g^x` z7R8Jiz5yEgr9G;Ve)^edAQgvc>^RTJ|Ft`wF!h_&1nFde(1B^Qy1b*EXwACIUw?0b z@nHTP(FB+K)<<*Z|BkST7%V=Tl;@wELx}4u1!k)N5_e=DeUjv)qRu^Fv7> ziS*6+0qL8>5dKcV z9M~rkC1+iLiVI*Gj@!0%gu~aMFD=aOT5FVm)%9z`+fwxRJQ1L$lgd8m*S}a6kDlcZ z$`}MtY@ep@6}p`VN;K5GAlOQvFU+bp1T&#Y(4uAg!{*j?nn{Y*Aor<_ta4!fqMdml z>IUpuh}&^Kj^)ghWJ~O<1SC%~PV3!?@+JzwJHe0Gv>HFoj+bU+jlTU?Ooc{XW-n+di2cin1x+|1AVR43oY<9S<=DI@q#Hm(~X?E z`ehqf5i8(@D1kbQ4&HQyGRJYb7GceiwIT6yTs{+K)6wsecOLV9+}#|ahy$4{ZMV)_6>~rHtXPp2TJ`V9vI?P zNVa!n6%nMyiwg8e51MvjFW&vVg@65>3Y2C@aBq>uBVbBY%Vm5X+=9HXj;W40Bu+zD zi7@u7tH+KDUbQXCmsr~>biQdn>kii|&jit;dH+46V&ngSRD8?AsWBKu0*A)Md;Wv- zg3fkOop}!Loa8usU4u9Jfk6^Qtz) z@M?2TUvCUY{5WtBUi0jgoxc|c;y*Vs@MqX2kS{(=m#R2>)Z^K=t6wq(v^R2)@nF1y zMZ6b>_J$S-wsW!Cb{QSRliRIId*u~IrFg5(s0Zo4vSkMC;H9Agw% zu-H$-1`fMqQ_c}$qL*NB+`Nr!LBaS5`b^=xo7g`ccpB;wEzS|)@x;`ajzIl5;T0rJ zw7f9HX2p2~kUh+tiQ|8-7-kC%8G~MRUI z?cD7B?*88H(|x}41G;JzMNzO8kKHoo7}q%V_yQe6wG_g|48ySWtRLUCT|#4tP@q$pB@$Yznm2v+B9!L-4{@FfKy*cIU%IbmHo z(SN$+y%~<9Q;zzUoOce-8#>LONZF#VJr$IHga2gw7iuC)BU62ty2rz2tO$kVPkDr| zRXGspzb;X~O1#!iT?aZxY0+@ci~8nJo)DV-gQea>jX$R8Ehha;a}DmY6V*kjjMb$s zDQIq>>CegGZ@zo=Mi^@ZXK4sgRzKxtkSiq&_Kfu-7xb6JS@0mm zuMcj{hvFm~?U4r!{EIE&wQ@46Q3LS+V(=(G-+%m_a_hL12f8+nrW#i|4-Tj3B5w;b zAxAj>11_=ubRyXFV2SBW*9+6d_R1;f9hajYBjMXLA_k{8s5k;TU80aAqH!|eMnCcB z(byj4Yj+Em1S<%W?G~VOc<$inB3}b&fXQif;u@ow0m4NCOg5AP#FvOLn1er|`FgjR z#-d6@SnvWNz}j$u&ES$Bv}VYHuds)MgFzQko=K3vs(n@;B7XAUuqF88ztpGqiOSa+ zz`CvGVgiT4yoqMa zdFb;Eam?!u5kjRTE&i34s;m;QVVqy28r-k&LG+(uGn765!!3c_>OJJ2$4+R6m0!pj zn7PFr7eJUDR4Xp8O;KeyEJ2&Z{^RY=7;-TICXH6H`*J1$Dn|TX>&B2Mj6;E zYkgF4x%z|;LCIq4;fGI!xY_^}V6wU;N8sX&POBvs!}B=Fe!jDvAO7PPP_ee&JwoH~ z*#=YSixl&<&@y3p^1VxY4Q;yqW0>=hs((dL1p*QlrSxB* z3FK{MjXCU25*Mz+p$H|!ToFm_Y!ouDW|#B-z#dHf3wy9uQC{5cLDp@$7^1c@8Xsu4 z?G=sEBTFb)k1a&v?-u~O{*8TkNch41%EmM+Qmj9Mmq)osMSbJvGxNd}h?E-N)iOc^ zM7Q{yc#1J;f+RKM!TU*7-AVl<=#ikUq$Hw@C41xWkM}|A zX=GJCBVgUWvNc~sN)6M7kV>IGqr7&x<>&=1bUVHwE)s_miyj~RH{>-kvnTChIf3AK zLS8%$rl`Z9#*I(LF5b3KPUi^H|LUsr(m8gb!2gC5O}PZyn3Qk|ac;73<1jrU?qsHHEqoR81kGR0sN(W#!fCogP&}eVP}a*1f<$0`2^4 zKY#sfKhN*4)f49hwgXSRqz{gbMl(_$zi$mQSyq|>)Q2^_VmQ9{&)~i1#vf=JUr4=u zPvJ+$K5%n}X>u$#%mwM@jukl*%Qupesn^NMLps8)%~^|?_N4MWjO@(h1~L?jR%iYq zN)oM?N4iCkM<9gT9;rshpR>}Gr~3~KM0hM){sd+++jwu$^zH%wKO6{BEr6GCB#qyF z{PrOu2>Kro1W;69LRP#sq@Z~q4-H2ORI|`&I{%X$sL%Ypf?a=vn-h1l0=SsX?3B7D zzrNB8RSwf)_k?%Qub>!ZwTw?hS}kPWY4@j1UdbBiDGc$s3xay@a&P?nE=M#wdyp|4rq#=vs6ZxrCE zWUow>Xil`$#bGTDy%Sl=BYV$IT?Zs&8r2`+)F(=%C8^Y#69%aT#C#Hb_-EmA=^>U~ zMq4!&MxOim*MLJ6{Mn-Q4*pFh&~JRd=l}U8O9R%2f=*TByEct*O|@XLR0Io>ENr6k zDZ~bgn3-}I-cv9j^U``1Dx6rFE#$XeU&ZWHIT$Ke{Rqwf?5bJ>y;22KN?FA~P`EXN zWEsZ%y=h+o`B8{4V@p;j9|E^r$rm$*&^jpJJwD8>gDbWeAVa=s!nBpP-2O_P_x^sT z)X}?Buee8oZq)aHre_1K63Z~!c8u!}h3IrrD1cQC^nl-bu|w%oriLLwnZH2rrZO&D zayZaXiEy1vnK7Bh)eeW}b3Sj~>h014v_n=ia654V?KFKx>rt$#P9`I;^ey$Ki!bo= zYnW%U8Z8CwexQipONWVuwQX!2N^0^!z~`h%(~F}({Rb9tCi-u%h@E;+BL7v)an@~J zXk7g4m@?0t-g<6BY}}yCjP7lsmRJpqph5#LPg8?lKGn3++SYUD>9_uSVb>}o%xmqM zH_>l#QQ4gWO;=*h{tFqREt_oOFEYfp;}^Ea$E$5NSvGLkes^FJBc?eg+I?y9)Gowg zyd-$yzA6ZrZ=Q!hm+D*oHi3btJf+t;_*=E(-N;&9mhcB*mfX~ z^P%**j@%Ia6tNGNKxEMJ2EmjgBcL;~0iMBoB!Tlc3w^LwJt%S1SoQUf6|}fNXX z-Ewi4B4MI`sd!PuIVl9uKp^w@*i;`DK{Cdq6NL`bj)`2lX)6cmn!555M!u7f6VLf{ zwtVhjp{4G6oMxx65tjMPr_=LaY=v&-38B34Msb=5&Cd%7k-rg0u?J{$n&XA>$+FqQ z+-6u6UEYg3#phpc4@IVafxbjNvTwv>*qW#qxH~KMBCyR|+-)}5+Vp4p{5Kpz_TS+U zU8s9_TOMMwmAM7V%(M%7;L%Wl#z3lN@{S(*w)$*D(J-kQRf&C6v8|h|3c`6a0B(QG zo{Bola{D0Gcc{BKul_T?1aj;Yw4GZSUm=bkO%1OT$4M*46hjHgNT>D_VxbwIy<2~P= z@|Td$r>rZ~O@^)N*l4Xs*DYzU9n3!}FxP@HE`rL#b+fh7lE{`Y01!dG(cD}b5C!&M z6JN8H?UdARe$GJ?cUBWFNF^gAT_HrJJMS(0t~N4~u)3%Nl@Ep7H>Gi3Tq4kIzitc# zy?^6-@m!Q&So$uf+V)iHACUOLDg?&6yDK#QHTjF+JK#gzYVW}KH`0Sr|G!8NauNJ` zzRl#SrP}XZ3i)NyxO1t$E3H9^>jJn>Q6Rf-uNolSQ#hwB#I3qdbm<0lYyKqZ$66pJ zmCxx(KmW+D4*zlz^_9x73fb9(I9@j7*g2t>qa9YB{hYxD-*(` zHHb+h&uN|pw$72|-wn}j9oyLQCog&00-{8x+_ZZ?JWVwHjy8%kwG zI&Ndav+=g%=_LWW3;}OHVk^UDyEzm%Dz;3MfPrL@TaRcNzFT42s>KgvEDfL+03?o; zkhJnpVVaehfVf?u{=$yV&yl;dnj@mp8dcJZq2_f1_sRN;_1*x*fsKA`ZsvnhdKgkN zacn;+Cbwgez@umqDk=jsZbO(?Gl=(^T>{=W`sU96ka6 z{=4Sq=EOX>=N1T4uDd8T!ZiGFpkS%tYYm!!%IN@q>xvn4Ny#D70ImUtZF?wD2rE@g zZ>>kM%*FLV99+|Y3b)t+2x?Ad4);fH|F@IH(S{tXBr)oL&|+$UfzHLrDI?;4f;iCP z6_GLNm7=aesWcJLX=b9bbUcV~FS4rFGx`#(sfDLABpxocmGv%TCih>T6iDqvoy*iv z(Y+fenRog%7OpaP_<=PgP7y#Ff=H0~?5?09o*S8GJg}Ev#Ys<`m+&@Q&m#bD4GP)|_r8Rt4 zY#2%a2~n%(83jz+I^v-XM}OPt=ZuRa%5JLinp`g=%ZbUQb5WN)=^tZsK039kl3B4p z09J*Oe#Zz7$~+jM2x6lDWvnMuvI*e#Y7!mrLU;6!cZij+Rs>VcVj}f%ugwjS z*kG9D%jI55#L-ZahQ#~GJe&l|6$>bZzvGIN?YYfAgT+Wg>sS29)u-!DOI~9+sTFeq z5F%&f1E3^A4r9&kWX-&%Ze9>l>}b*^0*61o8LLN

EM z{IPA<2kSez82R+lzMLP8M=uRs1iUkGieWGcCfD8Ff`wBT@49|k?M?5(c?%hv_(6Gy za}jRFRd+v3%B!giW`@*i0ymr~Jn5Mpg6N)Xz7K#ie<4V-PCw^&g^mMSQq3;}TU6~= z@*KJuPtODg>hiw{4(4JONA}#AtA9DRz^11d^=)Z+xX-I~umDMFL0-80mjCf23xFx$ zFe~l4d(BP8<2Ac3X2;3L0Txyms~Rk5kUJ39UG-Lx*KYfM5kUwsY_zp6IbNPqHma77 zgC!xGdq;8^^Q%WcA21l)URogZ3Aa#%$<G2KXogpt4yxSp4$O(BW`yDLh>RPXMpxrN4a>*^Xo3=HtojK2 zjny-|;k5W4cEhB~otSbKy+&n-)8W$lfkN?>Z1bul^3HiJ2GFEts`FJo#I158!gmKV zXLs%&LFu`Zded1II7L`Ufxz050|%aXMna#Xhlw4&k7Dg0b!9J22RXZwLK+Qw`=4Pf zKTGQfg;YjNkvwD?6&=t^vi%qpxo;HMWz{mgU@pGkzK8(zDuo87TO+e<9XT{TP57>DE2O4$d@GD>z z1X-XGO-@JXj*&zI9S+EiJP{8m?t(_XU&A;lHUh z#Y7b?qbKJA9E-AZrcHpsR5A}D0sJao{f`ufneb1%0tjLheC1c7*Vb58KYfIP|MR_8 z*99+#0fqREPEhSXLmW)6gY;tP7K^M5mF=MY_5rzIUlz$$8;Ga~!+qW^4F6(FHXtjBNsk6t#{E8RGElfA{OqG@`wA>%AlubqDP|y^RTT=G%Lg?2 z0?VEjj|M*|(CXiw?{66yW^dV?#??m#pP%oH{mw@gTJ+Hb^v1<#0F9aQyyaND*(S)O zU`w_zbb;iy*$B#vA=2i=91ZR8eIGt<_^g`9E*W=D^V6N`|Nz+g% zF$5r!I7>gw^Dcj6Qe@Q6H$C~}tKPAdbU|rQIS-+Xi9#ol8^+>PiYuSH@4|3+6Tii$ z0X5Tk+csQDm?lQGZH z6Q=dO0X^j_4m@YVt7l;lw=Y27%Q!B3k5=n}aZM$dJkRmW50Z+?{?|_lm!6n!ae-=i z!RmSLFS(A^ttrZp>;DGAUM9GnZD7Pzi}>1AYnHVN+J1Gpj3#DWOK$y3QM$Vt;VaHsm~68{t@8ewai8}DRgr(AY+M1x)#zV_c-&^E(y(K+=J$}lN;aFmWzUQ)<4{473}Hrn^Wat;nL{II&avCVVfz$r;Tt0 z-uA0prjVfM7$DC<0s{;XGu_v^mm1bsLL=b)n6<|YO1IhSo}H$MTIfl0e%!|fjMBfz zacRg9N?*mZGXwqjS>14XX%d)>hp=clsa48yquWxeY3v_*q#K(OLXBAm4%Zr-%bzHz(qZTZH*o>mu{lNr8868>3U!t<3>Z}Q zRs`Lrrsa6s9F0+>LN(tN4r0jB?w8lk$qceRLh)u58f_zY=V5DP$zWq1OVV8MUll* zs3?_5IvgBN%#TTY;G{=<9!YoeLFX)n-Wva*M(zhu%3$a__AcwfSK1Vt0dG<5`TvnG zo#N%puMl0cPC0iHyP{;6C4{c%gK+^d4Un5SyQc4YE`d!Y6&|`3 zKfGpu%@@1T;AC5db}v;mNYqGl+i{Qf}+#mG~=vKc=w(ffZC7#ONK8S5m zD0}?+@tT67uvaw1PI8IYv4_TUG}rCV?2S%h{cktz)X^4fRHvzknT73{#Pq*;I~EUJ zI(Y6*K__p0m-z=iX$dkJ4~TUJLN&4I15~NQJ@rAzOGYYIBpD8{Ac}Vnkth4tYV;rP zDj9xtW=A&&5$d=FoBv{YPm(2SZoJ*8)BOS@wr{FsAHg+li>=7@l6;31K#s(g^*ss zb1lag8EtYnnJshLek%iPJI4S<2?md>TkH+3c12XJ)glqyI#Q4pn%FDoY1R6evTK(b z7kWFdpQtddq+p8$2%~(XcAQ}oLdZS3n-b`hx@ijzC#QyURnBcNl7zzW^S;Xy48As_ zdlRkjz6nyP8iUp-I2fhYZz7f8Fz!GEQPvUAA=g^XmwKYgXKe+|HtLhpYX4Br{j9In zVrDp?OGxl=HmZGl*yY@a@^pilmbVj4OsUiClC{sioR;xTF>h}*^&ehC*XzG{4UJ9@ zjfAKHi2KxHpZ?JTz-3CwlN97ReViT~yA!QZVvD=_xZo4>g5xEiyY5aF$xRI2yiRlqLs3hcRp=>Cueiwi1qd&W-TONzotleq&J|WGq70CM<>UZ1Iqb&Ci z;2~1VH6xXH9H9QfFyHLh#C8OM4B9;Dg;aDu+B-#_9rWE=liB9R647k%xnglr77Ljq zU5-dSNE3PL(E%|;o^G7(hq!pWZdzC63gSPXiG<59+udj!A|SehF*1SVdhGYQ?#|Up zB3QsS+RRp@9H-N>Uz%l6-Uq@h=xv5An3tv&q(}4l2ZgfC5TL^^- zM>>m8KIHh80rq&{N7Yto<#KHgKypJNdbuBmcliDDRR429;Ip;EX|nzs-*oSr*oZQy zWsa=_BWWDP_IuZzrLWM{-pemv`NFmHB5&}mQQTFwYPETNbwk7|9^EEfheM~~e-?4M z2U~JE@4`l``jXM^DI@ajvo5*UK>=T-xLSS5a=Cc%q5>Evw4PQTuDZD6CKAh}FB;uTUKbUI=RV9nYr2}LVM?;#8IDuv^p zt!^?%V3~!=J_jTJSJgL_mE^h7y9JT=jFV*7ig70Mrk|lh`1AHCRrhjDHLLf2-uEm~ zItEP`wRi8u%YF_~dA`>$WOgw$@{z?L;|f7^1ee1Yxt}77(8d4>>ElOv#)$BgNP`vk zr={dvXXi^NHm!|i+2wU7H@8Ob#qmW&Wo>_FCm{3PO~$6Q-;x?@?iWR7d%0}eQ+L@R zOfWcd{DFOR+f|0wOip$zSC+i((M=GLiwN+`lw+c%qS4)@R(sqcUch$IzG|dq>FeXF zwIl_%SzI|BX3PSf$go(Ac^kbl6)y)zP(mXEMf=igIxW2*3sP5wg=-B0?k0eOvE#Xa z2Lr`)ED}SZCpcSY-KGuTQU!^MLbz)%8U=N++_o~dUq$p^`sJn&y>*0osmG|5gl$C> zvZuyxd;T~h%Qp)-a@$fr3e$I3T<`l6i2lFXpM-@SBs_*EY@>k!I-pbHo6}Vf=pQc zJa&P^kZS6$=kDB;R!Eo`s%<=XYf)^2r7c>Lz|z*^lB z1)-$|n{#S~g~KJ)^m)p<>aYn%L^1NL0YA`Aq+yQ-^iCbS_Y z>F_Td`eJtM?&EbA53R>?rKvju-&Vr`yaV+SH9C9k;UxMqa+um2W+1%OGc2~DWBMT{ zwzf%=FB8BW*gntJPcVy-I1VT=(YR!E_PcM~0SHQt=l0>HW{T|gdIt!_*jT9xRKmv+ znJUtpNAs_{^QN|}?MQJIBm99>o>ed3W7lFqE?YwOa84r=hVYJcicZYIbNOq`d{;ON zBECv`r^j>ZBofRk*^R8;;j1|T;s(2oh}M=yu6hRD3bzuAg=%%>Oq z=AOqE`xRtTNhq0NFYS1{O2b0Xc!HC)n+*GV2bJ7GT2gVCK35)w-fSp~MIS%9rjRTUo2#}q!S4~T;}oBmx9D~Xt66BNmVQ$yi!RB`M94$>RI!w0 zs=rAE3+p?W`tWUSNm^5A^E-WO>WQf{s?mLz+hmdAV0&(Y zj%^Btz$e2+LCn#iG}`2eVx7rzUfBa1c0odm-I0ZjrV0D;3a~(|VCG|+uAdA(iWNNLKP3t7OSk+|O6o14h zO=`{TToJkKH{X2M+M-TLqXM~^JDxM;Lh?CP{^-nFdDyV)uv6nmYI}Kwa#tW&Kq5Qf zVqay-&GS>}i+G-ZbbGB%9;BIUKE{A!TmZE`{qwToM8LXdTKnn5IZ~hRk%U^MB=$^C z58=b7OoePW<;^n{AbMBZ3RG&16gyl^P9H(DEKK+v@5>cO{$@UqwztePCvzW?S- z3Glae-*+F5D%%?@U^X@!X@<00?GSdaa0v%~7gs~&a4e^ho%7i$CeI$+c+QT+Ie=!d zc3#Ei&QD*&62~0Vw@j$B`PP}%{z3ZME7Xi`^vw7O^|ywJVfw?xl;y6wpze{JKnjMS z_ezt1tjf}K&{kkQa}-Zq*EFM^Av|LmKKdPQbCr#>0jYq1GU1cCS;?g#pK0y^a!Gp7 zFpGElXAalh>P}v?BaZ?F(#;k#WfJvDgCEjBNt7_>y^_rCl2OEuZA(EeTji@ z`oP?S{R)VByPnw%l|L^CdI(<4YKng#vZvesa(_3<7e%QL6|W{q@%jyd6eoBRtD6+6 z6xdGrDIK=fyNxD%EBB?;~4Y$`jfi5pW4)0R7xJCTJO!G zxuY2}hZ4Bk^&cJp#KD6eq8iKnieN$Y@KPbiB`YH|#K|4U`7&e2`+<}+82#+e08xbF zxe`0|D3HyC(`Z$q^~MDx-yuZDcqPI!tpPjNcU$vIbLmzmWdMMz4_`zl%`%`^^LBt*4L zTd_23JV*TCf_G|qd-uw<=?SrmSse?D zPQ8nGe+hU0X6Sfl0QGiXehvG@?{q|Uc!ScXhqG|-7nA1NzVw#g&Vt|RW*p;#xZD|W zem*Az=b&6kjPO+WZ~iq?uMImU@o8ET)}UU(u*CbPFSyp(k@hEXC>EQ|9JbtT#Oun6 z{g6t`nQMyuth}hMjuJ!*G30k%k$YHdynz%%t^bN#9&iXhV=MGs|BegMrorqB`S&1p zS=yIWR%vsk#+~AXRwxM^#%aOJzT;G=y@Rq{&B8J;fe~og-ge@8Z1Z)56MK}f{XNziTqRs$*)dA^efB56q zfPf~*!HjzcO~)M!yo*q{QLP4}RF9ey^T-UsorTuWW*tIrEfb7+FtdW!r^pxn=NJM! z!m}U9(y~U36vhAJ&3zz<{Xv#-J2<0!5x$MniuHC~b7}OYree}P) z_WkDw{`$20=a^padlzO{K;oRC;Asm3s+@9dEMWIS=W;?tD<>k$7w&=o##74D7u zQ2x)^`?n+gPd_9igvhUlg%QCJ{I|dV`(6HDUmsC3)_S}HX#Vp7{inD4=VM+8`UEHY zd@>;V_nYIt|NejfS^ii5duB=g_cr+7+W?F>|9%^Mrtk%JMzO4qu%w_M##kKyYTw=u z7x5(0Ni0?@0VQDI{qJACCS?5G(k#v|2*9X_!~x;ObCT=_vW$V9u=PF?_~yi`I0Cf=(e?j>9<7zj7q?l2WmOWJUPC-okglwy31 z77cXQHWAjqH}{Xd>6I=!Ot4@J4s6)6YrWy*fUhlnxj&m#n^kda`a1A!JTy2HOU-3s zU`g2r%H+A`Wv#^F1d{D_%Q3(&+|!}beNPpR!!BQ{+e8QIBq3)ZZG5+1Jx+HdCMioa z*`l}4xG_obK+xZl@ZC;xUO{?xj^a&(4>HX89rB;kS5tBr=M$(lOWWKR{4ih?Cmeve zzdLF}0Y=R9wC&LrUY-c{NH9tJ#6zqNa6_&e-V-RNdFKCxB5*y8d5g!Wv3Sz%&YEKu zI{;7wNf!$ZXH0}H35{|kyG;s3MviR*>%$da`7?Uu_e~rpCQsM8CC9vvk#ZyYBi}c@ z-Jh3CbKSyrhxEGNsSiO+Jk1dl5ctAOoE-ou`9lgjyELofTzpuwPSHZwW7TyBfC|mJ zKkXz_e z_)WKJ@kYU7q{1NBo?2C=K&PgXJDogyl8TuC7Oa*&;`nwh<3;{D;M&|M z7&i-(OreNmN}!W(PKcq=nK-pa^l%rOD%G^+;A3LTSJgaiiyQSq+^w{`;0!lxe$sKI zJipXLxB&_Q@c=%CM|shk z%CA3GjeYuX#Yf=*> zX5H`$q_tMd>hS)6K{|M^KK_7@@ve1&;(4pg+X~{s4bnAbQaPyeWYgt0F{u^AP)Nj9 zj*DkzM!h;ezx*xnbNtR_<1U-YbxumTS5?PL+|BW5P1WYJL84ec2&WRaUTdV3IkMUA^t4thG5lRFZiOTh2hjOC2xWx&+ChT+Mtm% zO{&&xz3ca4HA7~MFb4nlP;TjW-XysaXjR6#XR~fMpF364BqH2u%*AtqHxF)BSWV9p zU|+pvnU67tL(CYRymC-MOQmBqQ>^GziJ zx#KM&4%K#NhtlO!%k`HSDs`>l{yRjkB7+LKg!QiVjc@wzNw=8M*>#$Ad@<@3!2^5$ zA%^wWI*iF$@Qe0kCqJn~x(`-q04t5nvoM(ovOM!hU9KrulLlH9H9!TPUL}l1_DgM_ zh0@1Yp|Yx_ab@h*%HioaOfpgAviOP0-xLkqaqcSQGx!`fux`#qqX$lbM^ESS@s!0Y zTgVo*ul@Xvz`O5QeqAZ@_1%S&O|%FoUx-%~^CKOf^Fpm*+g7}lwRh68I2#`$0~^G+ zG$Sr?LI#MWYLo0YUm)2Q>_JCUTqdPHeWiZA@Rd+3$T<@5 zTqM_DimHyLaM52KEk>tsR7!%-kgmd?c$U7SP08%m1uhVW3o7!q`UTXV9m%|Vke8w* z^!jJvlM!II+xKdagvn`$J~!(Tfn@O+`m_2UEe9SG~i3z4a9uabseK z8HG=WyFY<4dkn!{!es<-7B&E9;dH-hw9th?Wr@6ceQk5l?qWb$Je4Zepg(GMlOm_= z;MZPAf1CAF`!4zR`^cV@GjNgLkeQRzTNY|%rgU;|3<1mn%iV{9XhwaJ&BwtH7}&`4 zDZC9fJCzHqj*_6vUZkcDtL3!bBi-P#6P1KnWjwgMHjd@_LM0sk!E$-O?ZoY+>3C&g zVHlUHb-wqEKiqCBC~I+eV11kjlTh&UJUp3P z$zHS<)Kw1LmdPMMingQIAJ(TLmV+=O;^j zHiDrPW?2MWZjyrWoVbVzHetp~w*1k`%_4)|(#7363zdl6le(=dKx+MFw(3o48!IZvG1idou+vAx?^BC33P`HBr*q*NZ)>B zK>saP+1Sgd@3&me=gdA0@wx4^x*4)3#TthBw-pTaXbMl!WvY6Wk!@3+9X^~lnD0R# zpn{dnD&``GtH%5SLvad!Uo+|*S*-lCE~}(@d$~_$K5gx?md@PlFBf;d zKcx-}u|ketDjc#d)Ay?F1mHWI_L$K$D*Pqms50ZyGStl{%6-4Xk-kU#i^>q4+I0D0 zA@F@6a0JG=o?#X&^SP7-D3vJ85+P!ULwtU;8=sc2HzAp*F{&w~YNOl8TqFC{$*~o) zJ^JBGC9(=rTiSP4CO>T;^DK-K{yVGQ0@ox%^zE)voQxZ2Rp5vyvy3UeE(tOx*MjZu1!WJn&dd zQX{E6Wm|u+6$KZdCLHF2@{Ygg6>Kj!Jm5`1-r5MUdv4*n7n7~GngzXAY$+_@@7-1V z;B{|&*Skes)=bmVIQzNn59~=S=r0v}70R_1v*c^elOk@xb-B8dtuiy2?~>#ulyiDH zc1!m-J5zAN=+=oKqXPg3rg<6qWyS)o-bZGS5p=tZPC73h=o?QSahF{ zX*nKz+AbKcbPqpx-!BFvYmud?bCPV9spDntO})Rd+fi(Q9HjE;=gYvB_%p5bgVw>$ z@}Ti}U`5ZqB)Gl=$uccciEQI~d_kM+i} zw6}X_nyWZrAMA_Q)Nwu0SSl5dOE`2%=B2o#yppvboup08qzg*$X z_i|w%V&T;P@z(DA4`U=?IN-k!gKL~>G-Re!$j=bU1`G!ZmwL zgS*$D$uGh+bO|FzCX>ptw5dOl+|Wz09KF`_(!}M7Utr(k6@OXNDjkwL@_Vvae3mH_ z)GY_BLc*Kz(WN0$5%-Ycy=Ys*{c7B8tPn~yuPj<4`*(f?s68RaCXo34Wy&G$G3Lu= z#WkKKiJK+#dr`CQ2E~xw-_c_~enZvJkR_fgx~)8HphjG;6HR}VDNC|kE*lL`z;t)q zTl-|Pwudij43Qbf+ZxJ>H9EDO#J{il8Dxy*ypc}k&_uxFJ`rFmdow2&AMk(KO& z-W?jt*@1-wH7ds7#P*iPv98JHBD+bPd4Tn8{_)jJWaqw!k4oAg_j7rFh2Ho5GC^$r zxKZKfw@2?r3_C(`Vu-~;ai&yD@gBrKn7-D>Bw>y>yw+jZphF*M&3+pwlg3#Rf(oz# zRI`-^Y!_-1P0NIv-Gj3(VrAwaabW=F-SXS2AM-L=P)yx0-O`aA{y7fcK2za$_zDFo zhd|VGFreIf5#tN@X9<%CbQo{!(PpCHSUILq8A>Fw=!Njmvn4!0K~ei6vo+56wJJ8| zkcg+Kg*`ZE0XWEKzAsCy(vq%sCFJdcj{YcG2&|U(na$^GaJ%_8pqw;Oq4b`E+Uk6m zL#wjJWa=Z{h2VC(LI(_8o;gZEJ?w^D7>D5va~R>zz+@f|n-s*j{`(Pz#(&+zr>L2?n@3*oqC z>JhM+h1_O*O%_mt68zu_&<{5Tvv1G?pyD0iMPQgUGr^nZ(Ajawz-kv{|^Jq{LQYSvpn=i^5!Gk*8vvx_xAHW|9??Q42 zGCk;=txOm4eGLYqgg-she_H)~XNr?OT#x9u%We~Nu<=nYVxmk_Qv!{a=DDCl={s$G ztpLf%%yRX|yxi^jYT1ch=^94#rwK`l9E)Eez&}Wl!0eb!7XR=Y5^a4FNImq8Wr6ra zwB9?Ty{X;oB7Xa}ydhc0)26X#MbkRJ8D;^5GUkU%-yF!;o~_IF8hZ4h#r8^7;M*@v zBq*ZRZ=9SXaKU(f{Q{xV2f6Ga^yqai=5(-VTvy0!|83^)^cOV&mG@Y}dD3oy9pY$@q@*q|iQZBUfiYe z!^yTdHrv?cL&>|BH(}SsvvulTf2mv|n10Bo9B(K7W-I!YA7gN^+bQa4UR~HiF zI;dU7r%Y5AHb&EB8=X8VcRp^m0jZWsiH^B7v=(D5-9;BGGK*ok4r^HGUN7G&G@44L z7{P>_EFSDMYPG4{{>nPm6l`=)xV#2yOLpY)Q14O*$JxfG>u-?Sw%O25{zrx|A(&Q?cPor5OVaQt5^VR6)Jh5sQAR~w*8oo|= z|B^$0|I&2h_)~w>&bKy+<~C0#h{4?BXu;?ly9DhbHMm&uo2QZW}~EUnOvQmDbZr zcW$|mpZUG16+ydcaFNTq;M5_rj9yLDdr6u@%&Gw!_m6y}@fxhsgsmbURKHySB9sL^)nxtw=e% z_Qk~Gdl*Z4G$ z`r3oBB-UGB2ljy?kkVw6^G^O}Si+me-V@`}6Bgq$Jfz>~?C|dSI>X^(& zJT8*GH0A^%2uPR=B8tN8bf?(3$&v1GsXh1h+>7dXyuP@gEVQL}7U0x#?ax(}6@IBY z$+=5Ob)NhTBE_fIV1gWD#tKyo6zqns|TpN2MW}~vA0Bh z+wWQx4%;Ig%)NA{K2bkd`g5E`@JkUP!E_IU?c+fJ??@$sw)mcmZFZTpuZ;kj;!Gtz zST|IB{TUFNY;b{-EZGb4?x|l(ZReCdHQH9u(@t!@4!Y4U4Ove^H6%_MSkbFhoTuVQ zf$+9q&#=E7G2AcvB*m6dCVjG=a?VpmCwq}gYjpLoX$`8hb45@}cDigi!m7n0Spk>z z%O}-kk2PnA&+HJt8>6~s7}i=%qsbHS9mn+bu-g3{2LB)S&N8a%bzS?4ASEH)AR!F` zA|NS9D5}fQ_hGHI&slq)ea?A5ydU2&91aGK;hg_D zpSa_?emA8n($d#Ko{bhJO{=4=zOL3=akuYIlVdI{b0_LYtr6NtEd_!xD8=Lj!%e%=|> z76&UU9({otHkG`gR=r*1_bo0`%d_9C^0sKC0Tw*V4GR8A%B6H6WKY0l*>%3Gns<+R zs^5{v4*nkf;#C#ShT5NWGHc? zvIh~%j}WS8Im+eiS{v_Zt0MPGp-%zY_l>v{3t8`1ZEWm%R!!4QOy6st6^m}8Q)T); ztLwPt(KiXmnW55Ow9bMKZ7F9js1H|0o8HxKb!J^S$m-8yUcOe3C+@{;Mb5hUZhL0f z@Xc3d)|o++Dq@!f?Vze*%0uo(!1^~hIcUm6s+v=)G_%Y%xg6ZkWfv@p*KrCwURB= zsC~|z<9*yoPP^mPZ`Y3I-C+NFxOKN1j{6J$1h_39ap z=|oAM-q+fF`3&YT{(=0Yn>cA8)<1p#mHYnY!&+i|dGSs~qUj0AHS*=08}p>D8Z_o|N<< zAcbVj(S6tM>yzZ1XmFmjn5|*{Sv!+2o>!+XY0{{z;D$l*i$y*OGHcM0U(GO%CX=|d zlC!J#K1_doi|9*6-`u{D7FK{c+%28?apaC=G!jkzF8w33w58`YF0li&53%;&QZV3h z)$|xRki7}HTvC5nDnXF+x>jDj+Ni*_!m6x0m$*Q|3R|Z=v_UstBc+aF++XcA5Vbve zjHVP5;#yOS;lLsTDgd?~_K?Rf3W>c98O-wsgEa5$6`$!{vsypZS;apoF~{8RKpHTG zXFU_OdbBkeCa7kvGMK&0m22BcG1~v|NlF}!`=0qw^N|>V^S7dQdY^HOoc|^KFZYMl1_PDj{8rI=O#jYIynRO2!B*ajF|d@h z+e67bho*+r{4oiGh&|S@7|c`6D?wh9_S_Gb_qO0l{M1mh^pI?k2Qnw_;G(2G&d)bM z-j24*h2x9V{cT}e?9ebw-}fmlS3@He2pMX6n5ode;=XBMHC3kom4fW^!?};fwY=?U zI1J~0leHF&eB-Bi*^DxhDs*Sx>Q2^(%_q#3f3lCuxAITZN@H4@<+olGP)%k$@rn=nv$2i)h<3>eg$$i^KUP*tDpS#X6Nij?FClWKXvZ57rJG zzI;UF?@bCqI?HR!rFyGGWAZm`g>$yEwIRBEOQ=MxNASBp`E>Ks-^I1W=#6$IfSD6{ zJd*)zq2BofGzm_VhdEg0=0V|w!?xUWiBJ&T;4(%#F*;$POe@7ROxbA>?=PkWb+DV+pRAuKbl1G^H0Kc=%Zk*8`yO2Aq2`0pNU;(H3wZIcumfpElI1d zkum|IX-l6F5a_wEE$S|6Kr>uE;<*eZt!xq=-THUi_E6j&+V#udN61W6Bbk!Kixln$ z?fB`UBVr6;VBwWODOfvX-y-ksh@oNNX`XKtEp_ywsrNdH=$kY1g}TWKYlBXUc8B*H zFZFKM%jIY?v%isT@Yi0XYt7dFVq|SJK!J^%pD4v{4#1X+mL8Wp zy4SyaoUzj_f0N}!xFgF2u+%HUcfNY>U60(v$rf4k!a|b z=5_X7yIkVbs$2iD5>ML_CL}4IKivl#kUQ|Jw|}06oNL~4TlLeKC3o|_JRQ`H6Xf1FOcSW(MMfd&H$EUni4B6-{eG}uJ_#W&s38O`ySFW%a3PZu0+dM#3! zl#yk%&ZxeCz|Z@I$vTwS^ll<}Y%@>W%EeGxa~iLtg7LNs)+N|T z=j?bP)0;t`kC%g#Oh+Yi^VQ0J1w8wzL1dWk+Z90@orB$3OCtEn989x!!_B|v_Zz@g3R{`t?nNKaec>CZmraj-5;k|+&`USp=2V` z+F7o%%c{B{l-aWY#mBxD8fim7Nw2)g!Y>?lRhxmU9yoa0K5;f4gw-0kBvy0}ni!>b zr~9>ENYy+`2!jwx&J$M|k7*e7#TBs-&j0FuZ_){Fa_S{!y*-Sx`4|13;eO$+nqLdb zr?4%wXuV?JHmSFxY2clb^S!Mu_FL3R_|cbc*<3aIN>U{vzC8gLQmw_qln5iaOISdz zVin`b!pjvL8T4bTo7BOdmhb6sy*A-9McC|DY=N-b3-t&ZNroKxjF){zt_lmI2e3E= zC9>sYzuSbPK0oVD&BTwgJNvf$GW6zysw8GD9a!EgAPt!;@U+Doye2Hn&U{D0NH3p` zsmgP_BdBUqfdqf=0AaustaDg+(pU*^%aho;bX_8l3$w}}(9ZBHzO4r#8~eV*wa#YNDd&++_3 zIh^aHAQ?p$P5}3eP8Gc4^@DQA5FJP?+#V8hn8a=hGIqrZK6~kd5Tj;kr_a>9Bi1;_ zuMsrn`>Vo4S%v)K9R%6&kFX2ulZI~yqXcY)(+<0Z3>Z}o6NTC;cOAyci6&#%@OlL^ z4)Wr`dCECV!&cn%~nV| z`;#{R{NSf9HJ#DDE{f@<6HS;y#n4s@=L zv};~v(i6}ZOz(NW&Z3$Q8>EaI8aK1G#cNL9RhJsV(~5`qSRXueJ+IvxlkF$hyp;U@x?(QU zp(2vfdBFt6Yc>qOnl&v^BdE!F+KT&Pb3Uzu!Ql_EgkVSeP8^xy_|GDUId-*}&9TF?!i&D>Qrv56-@_bWyvia+!bRo$% zVnyw%sr$8`ke$$LVdL@-Er3}_L%Z{9M;(u@lpVGYs5dKKh1bV_9=+9n9laC$j6uXm z{{9$*)B^$ulXGt_Uk8z+c}(4ITjjq1g#b`f5}*AQR4qHao{mzUVI3x_)!uMTzbBh}gCSrF zLzjd2mw5t-eqo?hBjXTgTO|9$irrAytUUeYuY!>dC|950&rfH`Bz;iwFCh+@pTDLEgeDK=)bjR?PxtFc-b6~%CRX9wLxovkgGe)yAW=O?Etw=_8mn41b zsY3`Jr9=$&+m&hfi#>sWPCgzg@P+QqWzp$g?BioTpYys`qF*WnbVPrR7tD+qe%{9n zhI_MMd5kOG9aHqN01_Na&W-E?#ZrW+5~Y=}L>4Ve+|jk1Gin#+1NgKGi&n#ZT%%x) z91?ZQ8h6&zAF{jK#C(uznW5Iwi5J^@MG>Ka+hY{tTv(Mk{e|4>=86~Tgn2*wT z|2Ub^Yf`>JtJGj5n3Qg%)7Gn*I&5nBMsv~})m_r7qe~1j1|Z+csm`_W zw~t^`5R*)JT`>(6`R=ubRtIao8*1v11PF>_OLE*T;@_9@~Bp?ex^4};S_lQ7_{L)$Yl)7g8ij#VX19>Ni zQAF4ZHukKXJLTSFiTQFcbaW{h$tXb@|QP zjQo~r!)hoW>Co-ZdX_K@L{3sOeK=eTLxuV()prYCW`b&|u{iEm%!W(>P&I9{>HO1Z z2_xE(GuN_tGI4CD#98-EXN&#YMSj91R4kb4;=D4(|gj9fxQB?>id9wh!Ov<0-)gCL5 z&^7s?^00eT{h`I@Ud>ti4ks(>lMI?w02M(tS%^&#v1c~jv%waD+hunC6Z)=RWbaiGAk6t$G+0|@7FPy9$3_W z5SlLkva5q@x3KUmu2v^y<^ts`nn78SndvfzaJB;S0hy|p^;Q6sXY@PXM}a0!O-`6Z zC6ii)#olhjOAVobtA=am;C!w6@$&g&p243>9hk}d2`g$Dy&N`Gcx7{wu?h(Re{3a> z4sSL@0+zx3syN=ktqBW>DlIqMUjR(UlbC8F&Xszw74`ym;K*?IK*@^3bQf;QV2ChWSp zT@3iBQqR~@>vLJRAT;f0uV^F|JII|`by#PMR2+a4B zg398&Aou8NIti5eo6Pbt@2-!yE8-IZohWwN^XiOd4*1KD{XRTX$eanq*W4tej(Baz zK#0dTxVXZ9xKa4wpz3JD_4<|mDId@I&NC&ZCsbQw1!h4lGn|uB2?Z}ckzobU!-E2J z6jpW2PE^X+XpS4P)A9)%11~J^e?>tU2L25NLG-UE2%BLvgGBu^QN^@Zu-eNkNI7iB*Pgn0M8#U}G_dLbfnb}?(1_oA?Vd_A-W~In5Yudx`qvdC8bKRpi{(gg z1jHq5mT3P9hX6+m6>05>qBmLFybuZc`f+Cx?O3=ixa; zx!AA#Jc($npUaj<8~zOrQD%!G3uN>^9J-?-a^q2XZv@WQ6S+LXdt7}-6xxIFIqNZq z?dgJSD~nZqw_Z}|@-?U8dK=y-;%-7%wY7{#iy^Zf)mr4L;!QPE`!?T9p@_mx$Fv=o zkTk>$Q8FY3%qBc!@?#^{*%NXPd^;jEVf-=&0+y!~)V{cv`_Eo!7dlUq)MyH5Hpt(= zPdN7fpa*GGl>dm0c-S-(95B1AEHofB7HFMSQ}m@Wdw146{k z%^&76wECgePdu)<7dhkcC*>=%vBZ4NXVg^$0LORZ( zO6{;Q*zX>%in!WC)`^l9utubP#wgpv3;L?X+J9gq1h8la7?hY;_a?H}JmEVY0Kwy0 z8_MLsSm7#OT#;!4*A>YzhX%Hqq@3I$sozi#>s~>0rGCACzr zLRJ1hdYhg+j|%<5iC$$hu69E^@|$Z+T@^kSaCtjyxxn{&l&v#Ik$)q#QDrPi^88n3 z1O>it>32J@f*6N!&ZC>9=0E@;=;s>x?cJTo52EV+JX6ykC}%4UDnePh_rYfCVs zF~D1Mt4*iR?VsThzfchnpZ|=aSBOUuq}+Un6xW}~PkVq(Ehi;0d*}N0EJX{9y^Tsf zKcF^U>t#7mPTZ>)MhBn8$Lo^q$$Awvtd@_1Nj`lqHkl5V=vB<;ASBgpSC#RPfCcQ! zG{){)9%>9r*E|NfBp4$c&HFO|YmEy!Tx)anO{dv&tkH&vc-h^R0tR(bU^kMms1~q9 zL&WD)19&~|=;cD0ym9yE+U^yS5Xo3Mqj!*nlH1#3S&jOMiIP1u42w?hr+m{)#S|UM z@~^H>Vxs7jd(#pS>mhR?+7{F6e6-FSXO2gSU>;jGlzQKg+pvW|GJGkJa#n$7l4>E= zvE^+bjsB(Wk99}cRicUJ@r3F&lj`1e-iKu)ik4Q0To2>e4Q&I74Ns{(CNhKyXm`60 z3}-pI*~@A=x&0_EPYY&#oC$-}%5`HlJGRU%N97$XH2& zdBCUACs>X|$T|ge|BfLsnWp^@h6Fjkb2>v%*QTOnDZuT;IyZ)*FhseXp#TENgwIyz76ZmP}u&Ww4Gf+Mu%N^sIPI7Qfb=y!yBCK)vx_r;LM;Gkud4q;T1c^=EGo;5AC73cwh{^YEff)N?>r?JTdTS&Y)Jg>N z5kiTb$yhGE5~ET`B4WuX9n}kmMan7A*9n@%qNbz)^3%-s0zswgM{lSx@sZ27M&Iww zH?jixc0{-cVrTpF%dzK)(2XevPlmK>Uc>Y^H?Q5JI}_59n#$E|R`wUEaw%;-$*czU z{ocbG{|DaT{*$5j@ickq`42mSJZXT|2yN<1s4@V+rr~T|evlE7nR2nk$ijne3kzp% z1EWR#g`e!%QD&^@!UT3>*WzAScUd5|^qh*;4}8e_6?U0(Kt*6E{Jz$+7cKx6Lk%pq z`ufiL>8y68_N%&s=IjLp4^T*7^MsLVIMLllF(lWbeRd^!GpG z;2YKdiE9H)dG~0M|KX2NIu>{g`GZo+|He%IH4Dfw#<;VUVOY--R|p{_$XM8NdRj#AQVVjp2X)!vFdE zE%00={Xsl`-vIyisU#@m?>B3XqZ;@B{ti@W0c*uhxmWU^*2cem$Z#nDERksMY5CvZ zLDOsST=`{sGXLvSVFf6Hul6m27TzD#sek*z|MAQJzhvS6|B^-i+mglXLAp=m!EAB5 zgQfOhL(VYGu^WILq&6N-FUcFuXZ~+DK${#`c5Q>-bSuCfx~AF(S~hBf!6cgyY z5J)TlfnW6b!Sas)+^r-9}%o^ zJl}#Z)T)2Ze|fCJrAT-6?Pa!h=Vjl+USx#fUu@X$S=k>eJ~KE$dYF0bcf!F`?A$Ed zE!Z2ao|uV4>`s|j>Q0Ya(K+B)CgRMuxDc>lC%ajUWm0dDT51oYZGDXK9Ud9$S9x67 z>L7>^Vx7t|bLR8Y!L-a@$qS3t>${}JL*;=0ay{5>)++*M6)%)LA1oAupS4(KH6+~h zB?+4ucTof!wR$uUq2K2~u<~WTLY;6Ok5!(##a@T?sy&8y)pZh~+T*T)o$g)a>(IIb zv4@7Pzxz4hPq(yPD>@Gz|RC&d6jvAR69EK9ZZYSg9@W6zP(VVjhD{!2jDf>BzY z*HU5CxMcxz)yF<70ArSaJVFzM58Tngm!p&SGO+^nDyljzLbRWvV ziTxAvBE_3~Z$eeleBXWGtqD!=3&R!2f)_yq+y7JI)O0)JVLWa~6ER&=|olA1T?TKEYZ z>W)TjBp_mtMYH z)0}q93LPQr_pQ$6wL{!IgOML{cKm>%bZEYc67kB;vQpIr?y+DY5X^dq& zpBa5KUC4hmYEuN}sYlHJTzY)ieowy86^G|{XCi*(ULb@0>^+g7n0$s5;b4Cn_{I|d z zBzR9^H)}HYJOb_E6lsU(^*A478Ux@9096dqR>8Y#D*nqS-vQJicitQEBu0a$G|yxC zBbW^nox%O&sW=8P0}xJE%%d_MP95Q8H&TsgT7B8&82<^9twZDxBCa8Kh8K=P+N&Ky z68J2d5f8t9Swv$u`jyPLs`@@_01^!>mD$^KbZ(C^NS|d5BvvHJ^(F}>&FY7M{#Nws zW;EL@OVQy3iv||bnaWD*1Qn-Lpq)y4-w{sDWUjhW{NN{#i_8tMHp?i)h~5k5|LBKD z(bFjS9shuvi|KtyUtQI*>+)yT*A9=2Y#m2U!8VT>!11R7TkS+~bRik1*Z@ z(o1X8RS6GoP=a0op;O{6TWaFfduKE@epP3QUz5+8r2&2t3FG zgYhaYPUju#Jd#&2{BA{Lt8s2#N3AqFe%t1Vl>Jwu=$zvPm-R1`>N#Pt=?yU=Nc3GLwYcQ9?dT zlKGjwS@(Ntpf~AQyg1T@GsVxh>X@`-nQ<(7YA~jmtQ67*!Y0)GeGY?Oij9%XlS!Fn zo=FPbH26DcUjpBOB*0vFHJo57{6h<1Nz|DdUTV;{WWUSK! zg7K4#KZa47`)A@c45(=v$wI$4kG6N#SI?;{Plvmf_TUH_8zaetSD`eR$`dqY^`~Q7 z6RZCqRUiXWh1HqXZ`@O(*|JNBZXq&iEk!_MG{+}&$@t?y9R^BOI>SSJ1r&AP*>Cq6rBwEv@*(JK+@pFTM-zUmBU9qdS5tEvCf&U+~GCsqD{)3Pk4DL zCl$j~czd&x(h8hLJGFQ9n@VGnr2LDsrW4f(uto=MH--M6#$}G5Koy6=E1S|1@JBWV z+wm|is@JU(I^uy_=|>RT*Oz)AR_jabl0VVOM*C`(4vc8s_XhQ0H*f^WXFZjUVW1a9 zsV^}21v3|z{}U{ z=5@vF2mc4718npP)>-t(4sn&jWU1~Ci_Wu!oqC4;({E6{V5lLP!2`9sI4Ey@YM8TC; z6unwYIi0Jco;k;6$|vhx-WwvH+9P~stGFUiL#F)6TdpMRLQT>>4@mlEync@{6vekg z;dRgd3x6X1Z~TcW`0OYte8}V;rbF&smo6%<{fkKLgxgufc*O$crLJ zy3<|?DJu*3to?}f`2q#?H3U5tQ<>CidJT6vp*hMGL5c+$Lj_BOhD}*q`HtWHo@{6N z)QAn^a#=q03Y&?{lHnOe!+TW_&uN7TFG4uxQQSA3B{t?TrV$K}V6@lp%GY4_bww0o z1^C=v_YPnR+wV@w{8R)yF~c5}YLZqKrBW!MUnK1L_&QLs7LI&ec}SewW1E{ci)YfR!CqkN+2G!v8GS zWzRiV^?dd2Xw-PB{!`JT;Bw<(i3ynbkNrIY^~klYjmpJ z3kuesGD*n%ub_#GhQEU*z(^vk{zM+e`)q_C&kyd|GK2vCZKpt|$yNBk3~=V~jwkpa zLk>&?7y71afVA9e&z^eyhRS{9ED`7et=Q0s{?adR-Xho-aTD-5meC$$HrDG7)KOz9 z!S5I36JL=C-j<2C_pJ@?9D>;kxj_LrpPxIvmD`RhThHOEf&1N4^r|bjBB|QV!Rq0B ziOboJic>PQ*#RE=J^_D=`*3yy?UW;$G0MT|m)nayieryv@kj$2P!>#a`>NA z{s?&(&Urfl+5WX>n_2J~a`qtvuYWyb^bTXbF{n1XeF5ih>}n;PWnh({-3O$clSegM zU#H3Iz~BxgOUK9Eq+C{|noyl_Bf4J;X{v&54^rHK_L}7=nhigd+~w?dCJv2sOwsqj zLDFwKgKG&XUoU5vKj`A}8MJ*iJSZASdJR%CQ)C}X=iwXXT2sNpS_PO;7orz+#1u4u z(89Pk*S8Q_GSN#dL|=$T%-7UDJ(=Lpm%mzL-7(ev)4dNm@ul8R&tem>Zpi(B5)~7M zPV^e~oWxFbCMo|8@=Dgv`f(P{^AN&~L0}2|ilMZP(7XA??)^9}*HgBpGE8{9hW6Qt zJk_BVh6hw5BjQbRu-Jy>k1upNdepVYY04ZX2x9&#|6$+@*-LftlIN$J7GVRe& z2M{ZvY#YV+Bi{3`_Ymte)je)kRR}o*-g0IEi0R5~H!f+sQKCtE*bCSon)rUfNU0fO z#W&u2yaR2?^t^I407<^(dI)+QjCMY36i*=GI@@0eRNd>oRI{6i#lJH4-pH{a&@czN zW%qKZ&WKcftp9zg#`l!_uhg;o@$$T|MdPYdKD-JAj?ea%YMav z`C{!|^zcX5IPl&rhaW$#l6V3AmQPU4CTyjUZuyK}Gc`8I-*RD47Z{HBL*W~f0>nR* zets(XeV_2cSvuRtPyJ__!t?h8`UAm{@BreFmv%n+TMzqEW+Nhk+Deb-bi^vI(K7G` z$@%IP^Xg6&1fF#QS88)oaT#MZ17BOtT%&SlGUHnYQJ0!knnnL&M1d$!_hsYDTsQp( z#G&NyV@CtuZ3q?8{uq52MYsc_QdFuhiWKOUt}HC>8LVzrZ2sbiVEeWY5u$SfsqeiO z!4B;|K@Pi~{~O4`48UUSe`ob4MlYnix(l~F1GD2qx~{r=tWRN1$g>S1fbNl6*o@PkGY9``~!qFV?=tbu?ri9et6XNgC@A?(yF8e>*=hOI z&$<_Tjh#}+b?&V(QZ-%zB8|yK&6|t!cNTkmO=)zOg15oZbJE%JqbfM*65;5>xNqOq zpl#HjJwUGapX1%s#&HpO7|uYc(>zx^=%OH}cst<0V$-W>Z{y;ETunXi+kP( zwYUFts#5f;shP}703Ifh{tXU8l=*iHcZp7_ki^7w`19`Cg^_^86s{^jDlUb!R-mx5P8_)44_4FqY2ParNDrsN0jFs~{6_-t=kp@nkXNkm=$u&tj#ZYAzhe4D)QRTi;C5oA)|a$r+5gBv)c}>|7dzNf89B!?kP6 zrStlIN;Z`purV=gUS?(TDb7(oG1=6-9HMnGs9(f2tudS_=(-Ie&OZoy=_G-I$3Um; zc2O}MdF~>hoTDLWqMVm2{K5V50>9LxqO*s9#(tA}4F5;DXpe(q)Hu5S$m96?d;H7WlH%E2D_Gq;mVRS|vQfi8E%$Ch{;=CBwWiwr7Btt^2yRUWBFMpa<{Smh~3_M{c7eVoOKzkm2=}y%TJ_ONQiKODNrw5hj}lN z=q&TK-Z+EPkeoS-x=EfRKEFQ7QtJ)jo@WVuw#`0RD2VRck3glbn^vd0(;tnD;;#1S zo8wnu?v=$fzEbgDJGyU|(qqHzDg1p7D%BR^=8IIqJaw~0lwdmKV`&2qP9Xh1m=g|> z93qsPy9jQ!sDW*KQR=}MlSPq-w${h9pfg$@y4b&B?#PD}vPz)`}e$137!wubkn zFaZRU^v_-$K72>AHH8E?okrb$XFMsrR6ZyK+_pYM6h7{^%2Sxz6c@ZGb=3PQ>C(y6 z)xWg8iV^5aMxI}MP8nKf;lKJ7-B^^pJos_z0=4I0eWD@Vy{fb$n2fhMazXknUT>gM zH)+(o^Be<{{A7oMK1p<-(?5z0p)!YqYUaRul zi%UL^hqX%e%ro}Cy2l`c>_1=gF)QsBt=LG?Q76X=d3h3ho8#~;yCI@~@DLXh0~0mU zTs788F34UoN%bc+CLccX!bRDo-DO0Z)Ajcnn{k`Sm95cgV7th zEFQqYOWK@p5}K|w&bfu~Tcm7XjbeW~4(yzf`1!Hn9_OGpMq~#Alz_RC4-kh$C75B- zw|(*;Px^A`K_)S^bDJf35s?qqCfDcK+%1dzg;TYW-+eH-%!PO4TnGtMHY?u)^~Ic$ zY(}RVj;M-;q4!W~8p>}|^ycLexZ`c8>;1P(diTJ^)!E~s zi-O7+#Y)RxV}EKavVPPYrpfED@0V$v3iZmOh|10!9)I^e;8j5cR{S3Nk=h#7cYCDI zz)ZPD<%j-leYVCH0Am|kvHdVpIMu66Qf}>QS>gs*1fD++4L)_U=e!Ww3Y@iBw4b#} zg*LmGYxL5QGwM02JRv5eqLoRM(LaKaRW~4DdxIhNrR1RENT1N8zE>Dy$Lb>d`WuPBTSB)>e487t(1b^!FjvHB(I3qX zMlDc+u7sIL>!w_vTqxTr#V-!6s>(e9u0d{Z9>{hOu@AZk6ss%|)Nn5`PLXmjArHJY z@7g*f+6obdG9yGS2(0E{Y9q}0D+xq3U>NPn=~8>NQe7oei$8?`(hceoP8gw}hm+r2EB?efO5w9$sH(t9S??aH_r~wqN5?RHRmwETi~|8 zhF+pU9yrRRAUS8+IGm`rqpW7Q#C$sdBwa^Q2oBvtIk?bPbG+;Q)-ZPW!63AbMhD)?r@Z?kzf*W24Xk zLJ=Qb_~PcSwvHj6Bb2sEEV2Vb>Ij-h>;-T3OaE9b(S`5jopRT5?dk6{;X_>+ZG#wg^@W ztvwzB?72sD)z<5$T~q0d#sh6Gd(89z%^AXF_D**()v0W0HOk8xOG*ldPr6E*HmozlxT>T)$$DhFbRz7McrGFg*wTI`{D7)^E~V-JzQ+ zqTD61EE6H0;)}9OT4R=yVnx`4Y&`VK&c3l?-PK2?*q3$q1;UrIq=K<(Qj%eLV6|7Rn;njuz2yy3IRC+zkhp zm3yWV0jfl~mW;~n@80^U))_KKgfuhDGX{NsS^Y7(JD0x78*>EvEu((HC7y(pKI9SO z<$6sPleMShqyQx%w@m;k9 zmp;8%C=8mmeABF6_|AB>`Nt5F;AcAw3^Ddv2sw$ZHgZyuXN zvX>L|d2a5-E+n)e+jAD?XN=7QiBT?M$qsB{ei&bT2*l#pjT2Y8qI)_~$IRcq+jWz9 z;Xo66lODO=WFqK!3sqCUZw9+PcH|o;cP>sTcRYT2!awNX*%|EmJNcH~V-f2Oo%M>P z%jQ9)$zJl&%xLZhP2Ue}xuXWh}_lTwZcGTu8KJye<$TIAPk>rY=Ekkz{__ z{*2D|)&p=_N$|t3ywVk6o=hvM=Y9t<^{tcj15M8k_XO{9iC>rvJKjs-SNo8F&(Y8L zG|Vpw$3Z{|gs*7&X_qI8+b(%}DDJlW9Mn-tP=a#(ENC2?X`yS$opk4!IO>las8tA4 zyW$f=GTrY1KflEuOege4w&QN7@*}X~<8TELt9BMT?IIL;i&f8Oj~7)0dtA{1Lid(2 zhf!BXwTf7cQp1CZxZlcBA6(UizoG+QCbJ7 z`DP2d(E?w_{&MTQ;92;{ZF+^Xj1Qi&cf1^g^Tn&k$CoY*zg;kcbVg*X9;IN++3?!$ zM&xyH_?osv=DE)zreC|QGG%$8`^O82IL8T^`Wcc;3AG3_m=8~55mr>Ej8+kAkeHbqZ(r{-)@QX^dSt>GVSc`%T(efNc;q*feLEb zto9lcYW=EvBmoWSW5eZ=d|efpaUi$$^fe#5QR1QBn>Um#LAZ<(5a8>v$qYH12Ts=% zPptf8!5V&1CjI%_ExbIeX#~0YbD>5xrQ9Tik3#iT zx76vj8jXI<6YGTuZG>(faAGaD9d>yL$M0b~lCJdXnjt3-)E@Qort4qPjtM?Oo-VgW zuw(PUVnDLsveGD*h5nMmE1JR@fk)qaEUyc73jqg&&4p}EM6#&Wz z26)Z2f4=Agd1uVBbq0JIR1zF8U{qj|dezm#GQsA;0@k|Y(tHn#uO@JdqFMd187;}r zwqLYhq}7*TKhIl6x`!zo0+>S0=eaKys@7F5ShV`+Z3&%{6p2XC4={@LmF(YECSk!A zc8=9seCD_M>Xp`^UuGIaZoWisJ#9=FGTsg;YY8O00%ZN~HAqdEq#N($w&e+9pVDJ- zh(AeWSkUl_kV{9c3L+lSP1kEb9KLy-{#Zf@gcLsBb6-Bb_uycu!aIy7ce_Piuq6he zhAO(qerRfIGLO@CHq=U(-f#@rkSs1xd9NYM=gIa+k2vz@232n*SZtSYAHjJ1ACQDJ zRd8I@dZMiYMi%Q9*O#cGrF^&KIyG*KAG!aBy|<3adRyE56+ub_q@@KUC8ZlArMtTk zkmeyJ1f(81q(r(~I;0x~q(i#9`^?9+_Wtetp7%XxkMaBWjNw>1###%XnBO_)ec#vh zxz2jinpo{J)~Rd)g&iHJ=jdz)63j&|Dd52W@`DM=Zuc^rko{ou8w4r?2Is$qdxNxV z^6MRqav!UxWuzq$QcmhHgG(IGe2(rOQK5&g+YWJq`_V^AY^#w^-QnMY0}qW!uo0>R+>j zuDi3sxQu!^pGOyZF77tQ3rqVRA~SLC++yBc?>%$v{r%AE)x?Iu*}YsBQ7|VoMu-a& zNzL9r@*{K8#mdl0RGCcaAUDIEe?wUtL5ay>SI59odLH8-b4>?^I$ zsr51{Hl5d9{&5Z^!_J{uyC2Nlj%#7{!DpB)J zf0U&(U1dEgy~VFU|2@O=g(mAU*Ij!2uo7H%TOr# zh@ywLI(-Nx;1{u_H%S$pdGqZyQ+J-`jf)-+=*%o6Q%^tH+=9-BFFk(DA{rR3B8&4% z>y0?{z_WqMS;{#iInFvQ2EE3OVS&_oT;;joSWi$!UH(8Mx&J^qzbJ9HY3^Pdp||UD0X1>}dB*4G}&nxM;N+ zSnUJ3(o0c^2(|qWJ&h34w#lCY(&#jEfzU8TmJU?wcW?fo1*imxtg)}R^cXZKJH86VJVNL$}8SwZB>H*^Hh<(ArPj!!L>rQ~>|AX7v^K=_qjxo;nI{?OZZK-?j~} z3tb`OZL?P6yN^3JJrpW6M>_87bLT6a3Hqwt;55wfn;Ck=@uNw`x;qstZ+Ldt@SVK#b67{>Ff$^7xDR%M@^;G7T*ns;jPU_)hfDZKqKQ>_X$J!=F=2jyYT$003|2#c}Q@}Z{$^**u4 ze~wU>wiIVcG94r?&|SRkOuIB4w#BL7HDlbA!e|P)I=gat5{G zNiFLy=s%`;8G`WfT211>>Sqp$WXME1`in|;ZEv^7oTH8(r3v-W3xm&8nbULFnHM?$ zeKFAD?z}Cz2@;q$4woxzuH|szg%W1#9D2v3mK*Om+Tqs*V68E(6no__zb zkorX2M;Kg!r*C-U^w)q#Hu9X~-O(B&E9a`4;1du~ad)|{|4SykKoyW+>!T^OIkK5O ze3lW@&gB9mlhs~j`z{*s7@gpAJ8hJ?tDkO8=^lx%#idMD7KZcUk`o2B;UnBazUo@j zYJB-X#OEaGvOl$cTE-gp0kFa1eMQCHj>E{Lbh1H{{V4lwh5176yyK6Y)TOmk&UvNs zVZ{_JIZ7w}(KZ%p5!42g4%;;LWA5PR9Fn$7db7BWG=8%5ooH)j=X$p*Bdh&s-1A+K)j{j5IPvEW`_~f~%jq$9I_Zg*`4Lp%IBrJfeUZXIXC*(*w?C!-m23q! z7J=sPhcILDUmwEGDuYhDJ93plB1f)2NP;UoPS_3hpO2s7?C+#hZu90VGx6R8CM6!e z+c$oqt*$9|<9Z-u;@ziyM@NrCqoX%72`=;NQOzkhV#0Z4A%Zs!0#B0Qx6UgGOuc zVjC;CP!473j0JR(XsUj7z-f?Bb;keX>b_>F{pCBIEu&r|4ga z=Sn~l`K9c^P*Tee`X{GBh=wd8pD(q&7rVZndf%(-LlB16>bT^oP0rP4e?PJv86$9b zfQx0{8+TiZ>UxaX{uqKM4^AX2Eo!?4Fh=Mwa$>z_Zo_$tdts4a+$A6V2$9dQ*-5j` zDdP%@+u*&?RC=hpA;&e~9h&GeS*EJo|I$4ZrFa;MDo z-4r=&rr&wV`tH3J;i>XbDp1Yeanut5&(P54!;W1e*~dz=WM*r>7ZvsF$O~PA%z|Yd z#>&3W(;f7Df8nq)sn~yx7~8qp9|uxLcrG-=yc$8!i)M4%nb*f-E4AVm@`9(e!?zrw z+naJ59nBZ#Ae_zg2)x0?C9&kYVC(^Xp+GbOGJ<9J0IvPrbB>;R=TeP%&SPQ=z@~+( zIw2ULH%(KmtzPjGY2V)h$3y1eQ2>Av&|5 zbzjVfzSb}~D|oRlOs`riUr+E!H?`~b0XF&# zdpHo++v@_;5AIABP-*F0r zy_vOB^|ETE5WQ1tAP&((rLWB7slp1#qzH6>Mw7f+&AEW9@%w97IKd{`Zq_zTr;E#| zxmG>&1b#&!roAt5K8jb*@StB{n7FIg~oYal&qv(ysY3 zf>VHb>xHLQ`BLXfZ}-f_%I6R4d__cxB(_J9C~+OpJV>>v5(*ERZ?2L7r2i!;22#tf zVry#6igzE6#zcHu*@2vJ-u=oSZ7;B1s4lY~^dD(}n&hbCM>u_%Ua5X*No?)0ToQ{% z$rVmUSEPR@gI%$YyugJ)D5p%KK%jTE?bIxFRw9I?Q7p0*f1Z7f9TkUx2Ff=(dDJMh zT$W4@EY6X7w}|-(uKrif*|PoJORBeEs5#FpTdXCJBfxiy$}xh(X68PbG1QbTO^2R* z=O2`>{5y)xI*@uLhOrDqln;q<%kJIxd!aruwXliSzo=Hj)PCHrM)9 z3S(-T;yIQh(gaJ)$k(UvIFbgTe(3J>%`WFmukO9CP6!B?JB|<4NF8g$j@`JvY+M-K zCv3SM*Nx+(3Rov%0g9FK@x$?9^y`mUr!5ELKpWXvz`nJ9=dD*zUlI|nU!)j3MmQRZX>at#6eeY9<+JRhwW@X@O>!V2EQjyYy8~4Y`b#MC|@tj2^1m{)sZzs(% z{I=|-f~O9u-`jsNxLB9Y?QaxDn9h_LdRhKz)NI^N&QK}dLyzrRrj|VxAj~<}(Mr3v zwA|4G@dcH_O+0YMj~r7!H24JNrpK~o?}rC<4%V-%O#Q->w%|vuQb%){tF#`*o*xG- zQ%INHLV3ISuAi90LfTx@e8)=~PFTKS2g z!yrH0yiaI+NhH(R{<-E~gn(2n_Ee5RcbF|Ok`kT_&ujIR({#BDedS2s2U6w8=2 zJ&sVjCk=k}y6z{63$`1)N+o0?gQs-8Uu*01{M(%$Tpau~K3WGdUwV*imBydE+)v>; zxcW9B`+bI=@B;R`11JeEBe0_!ep+3>SSm`iLaI%Y2wwHxnY0()5F8L}=vcgq{7vq7 zaDaJvp6)}*YM16#7q38y^0Xso_%nN9_5lU?ft%v(*|l)pVNP=Fvym{t^dFE7JRMvL z+eTrOm3};?g^*->4PCp{0`{ZDZ^Y7-Pp!Wzpm4PJ4ITv&s?gLJ@JkG(3zp751Z90? zBf6Sb`}I~&xv|4)X$zIlohNdj|HwXPz(~XUJ3lf{5gOZQy2Q30fQGD0cOo4@G_}lc-Q!zkz97(>L;)hp_yp?ed$*&7B;l);9`^-( zGR{=hMoRd^{4gpC62~I+<=Iw!tirX1Pf7{3%Wkdaxs$e<+W7_+{Ll5_RM$p46jLZx zaLX@y>T5>M-JC$jqDE58Q6h5fN|T{yCnT>iVzQ>!Euh0f6BFI*9df6=$VsuoHX>dq zRo{4s07_0eonrBa!JaQDLciUiE~IuY~WY(pY~MA@NG$l(%Z zm~uu-JM(SUKe*%dSSwoT4R@*3A12qWvCeky9CW7WMU4VS2JgesU7|${>tA{CJ6_WC z#LNJ{KSsjPq|pX#{YK2YIzdK#-X1VK1-x1ga2V?)VcZr67 z0;d*22v;xuVKG{1;T;n8H`eSh{4|bMo#ORY zDKh70LWz_s;l8NLK(6FjM54SN+-|HA8qb&jb=i$ij?@4m*W#wO_G5e>tTd05x zSf~qX!-?R5NlNPX#Ua)+9DX$nLag42sDM-|OC(UyiC>{T&vDp(ZFd*^+IEu6lCeV# z_TI@5umJh2MW^0LDstJZE%7I<8>Q5!v)k;G=eXI=OV5RDEN5~|M|6UV^*G@i@fhQq zJOouIv?~nceq4%_YD+-K|ILVuqzrsQ0h{55HK5}!Lh=4=hZ}ar@lBOf&w?0ri}1r8 zc;v7!0%}=8L7LTldI=@iULypD3lAHs3mcuuB(X{z8j1DxKp#XW`kbC}ZcTVbMSV)E zO=~R`^z{!y@6V6PT?q^(%rfb1i1S56{g=-Hd>|hj!Qani-ud~jANzm$XJi&|l1eEx zzWWdC>?triJ2(CKe_&^)gxT4nmrR%cPk;AcruN?{4{$h#G|ON9`+NB3_xdk?pri#$ zGa8$T@ISD#uY>nxKNQ0LuS*+z8~@EOGAUqZkI8bI`VZ{vTrfMkqgv5_U}u+t+1V*O z`@8<{ub`D1yswl>BiVmjMgOf~Us4HtwUo4a9RGoxeF(g-{4I?l}9ah-? z-(SId7=dBENaH^sFhs|KuU0A~A^d+dGXL|-{eMfA?BV}gvT*;hWV4vzU=s{&yCyN) z+QmTZ@#ENEbAoplqO4{Ei4{D9^Z(@FRd&Gb8iCIFdP@xB1cM zlN@Ig`aZotHu`+JbL3!3y;LvGmj7CMcbYxh^w{hfCT3Ki<@=5Qap%H-!6*C-+%7g0 zKc#Z3r~W)y49Ws(4dE2xmaW4WYSXQ%q^(v_bdFdp_JWUNB=T|u@XtI*vcnYh7xcVu zPdQ=ZVdtMg$$XSh4x6P>Us9hdO*Q`OMj`=Ejl0`(!MejPLP{R1T5LL%gDaQU2zoXq z16*~Un-#GPkQ%;IH*GK~C^{kJlUdnP&DU5I*qqN+Mj=w|+d1mUXInYRA62T_urchs zy}3MQb!o#!sMbrJ2DzcB*a#Pu!!42Pcl%<$)#3{3B%HJ)+Qpwm{R$#!iLUypsLF-$h{uF|ozSg|OvaPdj;acZ~95-;Oj1 zTH~>a(gX=8NepJDajZzr`$Z9$L$>a6ExC#K;s~@!wRU!_i9>=hE`nu<2w#D#T&cc< z@+ z7PvFrBmrwK&+)j%#sEA(YX*gi>)#T{BpqE;H(i>fmojOL2SnSm$ z-fF2cE%NepH7dOycFW+9v((_$nRFr*e=e`Ib)t@x-;OF>-i45(v6s)F=Cko7!80If z>^dTaz>b=fXF^Du#JsM(YsE9M_O{i1=hSXn>-swhoFE$oCOJPlWu_U3;tz_YR~IKB zofZphoj)CP9q-Rg_hv*yCkB;3iDdjhQnqB&%*tX{I82Y1>XLK{JH^O)k#^?J^WRN3 ziaotKDs=D8Za7slW!7!dQq5N^4q4vzzUd`_tp4I8nvm%HR;(?#>G2ja?7KL5O~}z3 zp-YOo66j_pqLxVQYMZZJ^KGm^Z;-=pAfR`2Ww!1ZSx?Y7CyW(L$-Z1|WU=CK%F%TG zl6vRMi^D10Dlevr`ywD+RDF&7WYoG&FMMDYbi^GK{ zIj;Acr+Z~w3?{NFI;`}hz0k;6kqh)+T1)r2i(=$=r#ICb1q!`N2@*NQkmQpIgUIP-n?w8L^4IR3yZbAzNOpD5bf4(mAlob5y zI1I*N<(Np=S%s7!8zV$V^}z7=9aD=^TQAd@&nEFIP8`4Jd$P&K>OG>u z?R-^b=!wM|JS?y}P{5s7|I-${OD+yj$JBtAPy<$>`Io_qpKri~Kw* zqhX3K!WN|OZf^ADXwkIumM?D4{rxcTXpp8p{?Ii8J$%7zkNvx?T$v=czS+r5TC}LG zeE`+~X*B0*KKlCyCN6MjodPcWBuDcQgM31$!2GMwcn0-J zqg=UY;DXPl=?qs}Q7h4rs&}#|?E>=%X?K*#2?b<$EqMcOK1;14SR0Cm|2Q`Gl`>D( z+m|jL-)UT_VDcY-{JaN4?y=l9ys#yjiVsPeF5c}Uhv6GMP5?lc9U5V>pfATB=1!8 z0c@Ia!Ta97;^jn0IzW!)YWNSSaL95IJ(F~V2go!q5r2Lz%Q;7b&S}X|gF{Dyh)xfF}a9OyT#|qN1W$Ep={wD7Jt{{S7oZ&rCTL(W)2drgM9e za3p`k$NEc4emV4EDv3FtU&vz=q;@GV0mEq8hUm4Kr-+?{iO4al>*?q;rKLdD`-@+S zHe>qFq2Mvaix(cot4WgT< zDf!^}&l>dzk(zR~<)DQ>FOJZL4BlK_@3ZolHS+AK{EWq4{%J!Qy7YLOk>RyfM*XE( zb&ui0tKD<|t@E#9wv|sb;U{v8yP@5y_?Jev!r)|f#ef+()id^mshk&9s=s5_kKm7KDH{wgiTxI3aB07s}K zN>ZXZT}#{;Jrb>JyUf$~6D~vJY1E)K*00zL)D)Rs_}~em9UrasOV4;Nqj5^k_cYRx z*naWbPT_KvmLn1*-yF?VzcfhUlgID=x!k?F@+l^oUz?*hT~MD-U9x7G`8q7&z6>)h zp?LGzC!cNCA*kRjgL2NWiZjMYzT$1Yz&^RpV>dgYN_6?uM#yo&fxeqQ0^NZC_-JcW z1YPAERtLaU!W*8>9C)NMyCd??jWYZYmO5W|@jobRxo=*Y+ex6;7O!`47iYJ@+d{h) z1k)IvQqY+aAbpH{x;gm?Ys;I0Nc(Ij?T0xs^6LmvL2~~fsLJU-WXKjhe73?5;$0^B zzO?o|RePb0#*w$qFFIlvgngd5-h;>Cb)s8$xT2w50nvNYJWdgTbNFrQ114ZyH5I zhuk5JlOhmxSgilZXos^VEZV+;NLs-0&Y^1Teri4Y@m*9Y&pj1G|v!E-xx}k6lCV zQ97!R#1*pSKePZhm$^h-2canbp|u-#tM0pwv-7yQ!>^`m+yzb=Ubr%vZ&SMw@w@2! zUW})PwYs-(z8^R=mbpluyOcY-uWvHgubH`SJ(dJ_Iwt_@m!5Zo zj+JQYO2;)yG~b@_Cb1gF*T;g9*W#Gjz~{m(zVRDOkSA=|SmIR%2`%#8yC2(^7rd+m zidWg&+rL#@4J}jc;c>YUng=`1`=k1dw-6~WL2m{eE8z;xmevwjl9T zeF5hVAtM8GguwJ_1zBLhjQMF$6jxuQ?`>9x?mcRCp>S$CLr5}u&AS*NEKw#V=E!Sl zJnGV(SaR%gChdzBzP+Y-NU=0*clBGev;nI?2z5Ni6m=#sqvh@@xk%%-2zU~eec9W< zPTYl>kp(r5so$DfH|-za6(A$$v!1PuV$l7jbbF^!nKN>cAuixtCiz0@cxHP+`Ln3* zj|qv-uhmXvGnl|GJ@^Y-l{*#!Z%R>Q0-7}*=@9q_XxqOOQ4mwJ-fsl|1V((-qSu`m zlFdh3+iL4U*cb4p-|QPJ9;q-C%Mlo&A9wb?Hfs z)oJ2biQ-%Zt*6`4T+X$j+EI(^8VgNOe6bGkzLzSQkN4(iW%4tJ%vKzq<($E9%lKIQ zN_CUle&}a7h3PT;9_N=Sk2rg;rc9uZs+P@5`bx5~J*Mf|QLJ@*Q(aqVKk@NHp>DF8QvO#7man1t zwZazl5L8@`W6n(;*+|#5#jf}^wcO(&+Y2{pGKqn~nppj`}%c#eOA|N%s)c^9p%Ub3tz|?)T3Y_y)Yz<8Ma4DhrY#hWV(NTCM_NZNOVX zDMDVp!7~4eO-z}Q{tfPsgLu~k=LEjfJCGm4Sz`yo`Ugy7=SHizU?0vMzKje-JEC$BDC3Tt(e2K#jliU7%)dQoH&cW6i9Sqr&!j28D#_Y2|SD zb;;xHm*J$*UE$B&!t2MIFDl6N_(JaQFk6y5hB}YUyOsCIQjOOLN@abdlqT0QsyNzTdP*9H1a^Vx%u+mj0k%{3~L zb8Id9r9gZ}F2-3Nytou(& z9<5nU$H4bW}{7%qUAy)4FIy{P3p){MQ#aHO~cHXh($%#c_hVQDbzPR#41mt}G@Vz~*m9Q@Yh#)Uj z=1vxIA!l`XjSNd<9ZiaSBs}Z|kR>bI*_(`-k~w~h!^zAe1)#^Dc(9z$W(N6)s%9MM z_k<;+x|;p@2b|TisGo=P>Q}nK*IXtBKG`&ovyaskmZL$<%gpnt#^T`zT3_4fxXf-S zS6NJ&1qaU!ws8j$L@+B8594>cpjTijPIE~X`KJ6c9_@x=bBXTUH{)E8K|Sp#n{3_! zqP~?%_a4oATMCz*BPKgPOOrqN!1|W?cnAf4&7;)&QQWCh@$+A+o76Lq!Xy&TiK`s- z1M6+(h;U+JoMHEA*@dNYW-gJaZM%FsI`fmUC7;t5)YcvS{o7`}`ss^_-T*0{26|3WlJ;;j$!`3$Y=IEC-Z%inM8 zm$RVEj|0B5p@gMY`>uXo*H;i9qyfm@a{&LJ`PHR*;p%`ykQxSc26ej<(?hqCR)2)f zumQsee8VveIWz=rQ;cbrSU7n?{Lrth7u=JLDgJ@ty`N&Je_i(D4jxBMCGC%8qpqVg zUYA4tx>*}tD@>~+BA@lS4LG&~AOGc@v{IqFY8?9FGQWpv1pJ2|2=;w^v0CBS&JpggCw7GmiSn00D)u+r*z77Mq(<|XhvH7P=<*VmxG7l*2*4?<(COn$N{4uO%PI2 z$ms7X)E^I(zGO9BEv5JAmmu|dQQCACSc7_OKCECoYI<3~Ug4bF%~PxK^Xt)Aj7_$| z-3{D!_bR;_q{;FmQ4!tixd3a|G8HB!xs6tJ+I|4HiR zs>+}*_iOHabN%Qlc>^kOX_H$E4Dqn0**n#4>2eZ1d26?m$H!nA->kQNJzlIOd0AnK zeQra#8|^yLvcGCeN8kzn9TQU;S^cot!C`g31*Turd&_&zjQo9wmtJ~JBEKcOq~!sJ zSH06nl_geP%@}_l;r84)XP@sQM3u_2qVLx-cr{+f=88E^w6vN>w!Mi0{wRxUr1P|N z?nSI=wLs*~TI)laPJV^jh>A-?hDJE9%>BOkW{VKAUF^CtdwIM?bdP~=dj@wmAsRh} zg0rVwK5)F+zaDN$LQ)ym^!{yYN~YwGOSj~4rKP=wF<#>9`P2phwS5olV{X?5MugAm zlbJl4^3SFV>ow0)fSO>B-R`WcFa0BPiglVkJy`*;U7$ z*qrtYCUJZ8)SIkX3G!!qAkV^k&{_czy$dKBR7FqpMaxJFb;|u_?bmk!J{^}l5Wy6;wL-*>uC)N+E_L*#WZ0#1>Gu3H6QN+QyS$H{J!zaP>$)%ghjtIz(Mf&3`UQa>~R zv(yi{L@x>HqgyJ81AxLkgMM?$$WZkvHnRO#UG$qTG* zcaAoY%)_hO-r`MjjFbUa_0ce{FD?u8!>*s;`w>(6NceuhC6%s+myQnAd5Wa{;Tf+@ zG*lelYj30ys&hFLCfxwKVfV(%12Ux7_>{MNw^1l4pQ zH;pS(o^M`!YwW1n{XsfT;dtIMIH6A?!jBr4iWm}GgP*sO4HiC z$#R93=xt*vW893z>@Iyg*q*ZcpwoB|#50Ty-;nBRmR{BRq%Qp>VV~X@3xYi7yp#VM zDE{8Esz0*<@Fge@UJ~lp?k1y$cF#!fYO%jFPe?-V$Hv{lk}t)S>Bn1rEuAc*c1HIU%z~&+08z;r>@lf&V>U-*?#mN7JDq$ z-Mcq1-;6g~Q?^$u9_9;{%#u!;2{cOJjOg8%15}Hm^yv@CUC&Y1^-%Rg?%L>7*4+Yp zM?piZ&~U@+)%@GHxC5tqx)~dg)9{)`QL$vCgq)9Lr7fosDCiMJTE`7j_q=rra*35s zkpobDI}~PtEV7RjLs5B=hv>{@yUbRKE8svjU!o+8c#u%@OcGw)-q_8#XijP zVVUq5t(_V~8r*kWxhc_}aUD)lNM?=*WT`&-_9-|LnI%(2&$cpgU$?=6WAd#mJ{|?c z(PM;&(oD*w6HO$DJRnh1E?t1)7SSVs2T2U>dkKLSQVRuU1MZt-Y1}5m4hXQ})W{6k zTJ-}PW;B@8sH+`LS0Iu4U67qH<-8wMne{xsMQ63|b5i}U7W|k*Wp2J{6jKu644`Tx zvF7SXJBNx{zr669A)UQn8sGT4FD56g7hMgIMr1HS`PK9At*2^T`qiijgrqDwZbe zM1vPiV7kwi8;m6P;-mKp`0W1ysncowH4gb*nrA&JQ}fa1M$j$aO6PIH!q%sY^2`bA z`!(0n+UIs~5Vd8#LI;}_ZS4#BajdY6a0?jN7{p07SwjWrC`lds!Xlm*Oz(~rCnyE~ zZNb;W{@a2tDi?2?y1d}iaGj{;6V$D`@Q|dFbPcX(O9mZtrRi#OJ^hz`0Oik;S}lwn zJFgP%7o}Ky4-^NOgKgJSZSm9^fbvfLzDl~@%C@bD@Avz(&5(EAPW8LVX1<=-%GBX+ z-_va>m~D>C6&x{NdMqcBHmKQ-OGeL8*xvl@-OnmncVYUSuH4PIFR$e#pwwSGn4&WM zp_?c1JC4fJT zm{*n9wc*~?p(XWi|4;_7hwYo(^P%BW;BYQFHV4ZcrQsvODg1u5Kc&%7D#0``xBebc>Mpvj#?59lpYhw6O(J6F zuq0GLUGRPf84ZiqIU2=BtW(xVcKN`PIu>FQ0S8A^<$SXu<@@5eFRn#3fNmEJvuH`Y z25l9i2s`S0r6XS%P97&V-J9pPtd%XDZRAO{`GW7f0`38Rp}P+it!6=%%>@Y?CV|mm ze6=Ji;A9okh_LQisnQjC*8(?m8krV>H9I}bzUb(Ed+U06*FcI*J?meney@zIl3^hX zY_~ZH4+IPj$qDm*>%ls2kR@S^g&$0a$V2z%TdJk!8Ts(YlorX%kk6j??a%_$9P{`o zYK9yn+Wa_i3{U6HMPvfgRpk6(w5(cTe%Xg;>131?}HG_?_+wU*(bn-hRX%8|LN`x^U31b2u^pww|mW z8vzRt8d?l2kYG6-lDA9H$~RP)zI~fcGQoF$VoxoCPY*msUZ@=+=Yuk_8+K7e+qF1r z^>e6Pb$VK!FO_BzQwJ1nIwQ)h_ut*@n&~?5l*0Wng8|gla}WXQN2E-XL!BRU{&)yd zpV>`QsF303x3W`TJGIOOOB%nX{`m=fd3D*x%v?#Ry-maRBAtVd+a^0|+tgQ&KB6>} zyX?$TsfXXvMSOo-|2H9E$yv8_^D1fN+KrfGmpdC{dWZdl<$T0!Aj|cJ*JRp(z z7kM3;vMY@mPY~4;=!z3UYlSl@Tz&&SPOjv5ktPwl@$*cx;dt3DD8Xt>`?Mm3eVm@h ztt>O_eKWBT3{+RPi*(*h-$FYq8| zy!r>yD58AgGpfDlq9nG$vUl1wy9$S;iZ?i%7ic9uAT2U}cgDrtaoS>$wap4`XQ8{0 zK{%K(piIaY%%&d9Q!CtT5UBxxff*88s?#s4vwwK^F&Lkq5C$aCxaw;H8FHbCOoH&! zo2x=0?jR!|Q_~Q*Jn!~Q7vf51lW5br>$!HY}NG`Vh0Ndq34f|B~Y&wWHHb zR{l{tR51VTcA4UT*}Qb5GHUJr;n|k=11A4uyCw>z?p0}Iar>Cr>l7gsfJn2QkgpVE zu5A-A8lLx}lPYDs3}L$|@bnSeoV=q=$5_d!-UNglldUjKx+l-uo>JT}PZRPQR@B3b zaEVBT+;C1dFn;Eo*~Zy%x!*S#@O3)|@xfRR0fl2lp9qIv&dYyEo0w#Q2bz383A*wW zpi`_MIGoHr$NHq6Ahl~qfi@+voCyp)^Ftpz`5842-^m!~o3uwZ+4%Z%{AQzKxe;V@ zk6ET=s^tj*Yu;_R>Iy@yD?$Vj^U@pNN618Po>gYi0ZX)qupLLSL6Uu4b>zg&#S|-m#N=1fEwaW`Bn(_btp&AVRPeKo4QmJ4833rSYE!VN~a3Q}O|dHCUI1LvK$YjVa24E3V?h`;{S({*;psj&f6~Hw2eurCe7B)qC zH&s7ZdH>{vik8E^Bb=iBH4q31?p`_WbRe&Gq9YKbIb#R#icYc>HrY=M5t}S7nQlei ziFbKtX_q$BAyPK3l$}dl*x}o@eh|g`vqAlX`2Zeg;hr`if>J@U#((OvdlELQU+%XX zDMPgh7;no|Kf6BVI3S`-0WlnV3dUb+CFKJxuiXUjiWOc9HDV_BVezhi5=tBh#^d=Y z{l&5QcF!Z}wR2#BOaH5yo{gyXY@ue!nNb)49#AmVy8kc%tp0@wu!Gc_mPiEvG!JsD zhXt&Rk%f=IPWQ_3kz6dr{_q&tX($WSy|^T@G-EH2H2*AMy z7&2_DOSC`)@D<95$DkiRvQ#eds+2&|9*fO3n&_f4Cg2xcR7rj!8`!*p8$pt)cHq|! z)SYLkr1{@?T`fvEerS=I#6=2_TL6038k`x*)uTD2+q-}t7`QrWhy15HB9q~ZqK~_* zN3feYeO3%lqlTlIePNpR^ru9Tgp?v$HSP=~=j_8RWXS>-%=6-8;Ibuc?=L<(#7lEt zf3i``=L<~jk|fsSV-5yj$+=|c&7Qr&Ky^}C|Kb~Wa5Gi@jkMhMW1a0eoLot_In62- z(rby~zu^Fn*#Ck93>CtlMtZ+?>+wQBF6^FsqsXc_+VZon zlox8j#71o`3FB&EfW^l{(2&}_HKa>gSn}QaImxmaOM5_D2<1ypT-R3>dXS|Upi zXm`c%K}SEk8%%#juNFLQh8*s0>sL7tdd!=Kt_7h!Kl2ANv~Ub&w3oMN{IB6gH(1P0 zkm`yRGQMoIa+&s&MQx?Ps*MfIwEet*K08Eose#GE`N-JzpeNBrVxg37LuXJI2nFdB zs3t4_oED?-z{|%j#pAOdA4z-{O%aKpQ7&gV}olF2h6uapbxdJ_k;8Et0 zRhDZ~Sc|gcSFVw>@m&vQw7?^6^*Hy+@jklWVC5Iq;;?&({ygo4S({x7uj`roELE@ey`pa0f6ogr^ZoyL0nTIp z$_v0ygz*AKV7vfMl{YI79$?i;y%ARVcXmLV>tE~uh%k8m7%I(WRChm%ps`IrAqx}D zwQ{$W;H#MDkljyw=6WlSq1VCiSIw8MEJ$9*kInGDffF@$V#Z}hMNOB0&3&zX$&}t? zT_O$LhkiKQb>2%}&+}3h#(6ZRtKFS7dNkKx3{W!(2h+tmo%24R?_W(1>$5j^K0IOH#&!05m~HrSDAwy5Xbh3hoqqdzGmBn^$B zpAJ8#A?6s3{cn{oQc!niSoF!}C?wafE@DZ7n29&`FAHa~!Wn(Oy|;FFuV;FV&lYmN zW>bMYd%#hf9tIFZwmlIK}dC-kDOoX(2x#jAc#i{|C%Adb9J4XrnYC3EL~%UZMEGh1uL;3sn{lM4+)94?b? z#>Ha$6)6fhW3Bk!kp~T7^&5M=OUboGe%_ICaHk4s-n}v@xESr<@h`Kqh{N_yAo90txmX#^|u0u1FM@M8uUm0^c9|(k`yMImXV>+I~)9(ReGKeEyQnEuM z>EkB^FYj-TORaLmf6*zm2E1!1%AsGgeI{K_CAmP!$}?9{kyhva{}!NM&0I}DS5S0x^s1! z(lCT5&h6CG{X#FQkT~;tOW6>fyTvydv6~~AP-;YzS&m8H~IZ(*9waU*%7v_}*>c|VOCkNDiE)k{oBqo2XmE_H^uho=wnWg$(> zF8wr<#yq|LE?NNuJlqZ|dG$n3MtS*lgp4OBqPO|N8ex%Uck%if zLW}M#02$HcYfFo+9+XuyJ*@L=S={yirt%ezR|LokE=x$da(8o!TE zMCT3lG5RB20A+>Zi49yxIsE=WJ&?dipTMZ%^8)cn#P;R3GVKdE_lNuC5}!GuBtG+H z6$p8R4KCXwqKc??)`XDE*0^dV^SL-^r0TGJrY-Y`Uq+2H0uy-PUrhW zRmZv;&U>O)>EA7=bCv$D_U=3y>VA&{xHTiWWWV;U#S&7+ZV+Y9HX>x#VkeoYv1BcK zsAL%-Av<}Rnn5ILsHtQgjD1PN*ajK0JYTwXI?q4%&wK7U&z$*V{+Kg=%$(nRXFlKe z`}Otim8GuOqh!h~0@^XM0mC!6@w!e_%KWw>7-a z;n_TI*LUw`MzAKGkGcnVz>@BU{m=OLIId)eN=nQ>sQ^2gci4QmoEc=~C_Jiaus&oM z=v$Lvi0l_v?^_UP2>g2S)gPA#S?E1$yZi540duA$D?D3>vimoo&G$vUrUC>=1X=_; zAKBr$H!%8FbU*?&ZSAgz{h3lYlPEMNE_k2R)t=I{ve?Q9+;tKT26i0P+&oJ$t*^lb zhm%A$VY}Pn*V!-Zz3GaNS|7m51BR-G;qiQh6&HVvvU{|^0t?C-4ktzHWt0(lO zZxDTzq1PX!O>56={R9eRwujf%lp;S`_iw!wg|o!psd8+rH8@Dw9h3bW-h$tZczgfa z&aMxa$wS2zSs=LyKZEG4<1T$e?m^?&mI~G&ywIip3KS^)9Vnpj_vm)O!V2Ic&wNP| za&}d$SM0qblmtFX%9Bc36i9fYs{ky>*9@m^XUX4Ko~M@J2a28@$N=fL>QJGpL9LmwtF<9ur7T+H!d^@@_4wTEJ{1&_Z8+QTXb@&{=K9 zT3SS(V(gR1Y2Xx-hx%66mb-gHLv`p7VkswiFlwTES0)Vw{=okZ5;VonhW`W!Q~|+Y zt+Xs#xGMeOf=XW~p<3Gp;aG7xw4`#l*&~54z??MMtc|_Vblcq0|C^eHz@e2&EZ_(> z`zgLmVCDKAS0ZQkog&qkKrS}VrJelh$^P+g8bQbTxm_&uTP%?P>|cESRK?^=kS)Zy z)L#3u(&1E&3erf~3-76(1r~$eZN?GYN2v+6tUC$8L?=QRbF945Xq{XuWhXzmpY;Y& z;%1;kR9FW%^#~p|(CBw4)Tfi+5EFVX(ne!WH6twd1`}?F@0hcM3uR=X!Ok5q z_ynwtJ*|0Zxz}l5kFPI}8v?oZJ~$ip-4Yq%60-iuOU9|p_2uo+k)u%BnKY66l@9f^ zc4`PJ$j(fKX%LV&!LVx-jQEP!7cs7WO_{}Xbp-9!=63>&>w)T7oRjG##@~d3!dcxn zE2IUMsg7KKYZIdr+bI3%LYF|XWX#e&nRG=L97=9`TI1gdy{mTB=cUB_Nrg`bYxxe8 zxSptV5)HuU#Ranw!Hz5lmWWu2N9uHackNZh)uak*9zM6d;Ry7^(l)ZRt)*Duib7tC zIHZ6jfMLf8x`9H8=c(VYqkefihk-%Z6F5}>CcUGjL-+3XYNI0| zMT7#)1%x6GUi1iOWW@xaj{U3eetHkKn@suN!$+)dT~1A}a!|g=dYwb?(x!1EfjktD zuIhC8q0T5RudiH3T_ThE+`J5?8q3 zyVD@~AI;3Bv8{8&bT7(@W~w~{3tq|2aAeNt+SytgdE&G9l;c@Z%h~s6bvb0PhkSn~ zE~)%NQ062PayJHEE8+SgUrN{=qy*a@2b4ESc^8?*4#br3gD+n?X6kYfT9X5M1Xw r8v!2tLjf55LjnB1=@n5e<6m~@t&j?a)i$w;bl_%eXkk#T?;8CVVnDQF diff --git a/docs/documentation/_images/lit-winogender.png b/docs/documentation/_images/lit-winogender.png deleted file mode 100644 index 78ad2ef7179c4f8575c08076d7cd50a1cb1994bf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 254066 zcmZ@=1yohr))u6@q*F>kx*G)qBt=l9JEc1gjfgaebV?%)(p}O>cQ=Rb{ul3m_r7Vw49D9-vE0i7SC0rw<;$@gpICcj}h=aKR54 zJ0-~%4+{H9Hy=Epd>}3UT-jL*nuJ)6*FNTtnUktV`AMN&G?Emajq);_l9C7p`IWOz z6D=aLPbB=8L|>oJQvK3cZ2F>I&wacIyV7&KHX0pg8{=#2vW;DhYW8}QY6sM;gkm=f z3omP2iyc!S471fo1h*tQs41PH5iMTut4kgS#z2v-HAFspy z%}wCw7ivA^CH1wfO$2@5q`dzAHADs5Pv1oJ94?3c<3OnK?^k4y!9EXx zTpZ3sJDON$(1^nR(@Po&D&Q=BGi&-713VAqKRpbNR4w?dtXa2#h^XJb4llht67=e(ll}*nNKwuqv0~HD?LO%g z`)&0fCZ5AiP2M0={~`O^6<8v0CeWZ1x2}kP+*@A8z(UJJYTUoC{^R~Ol3uQQGqXw< zpMKjnO%H*ETpmQr{k|Xm{fVM=*gB8p>t1(ER58Km6xR-6Wpq zT>Fg_^S9N1>`P~0p>(GYlkC4;A$pCKTEgP7ODp-}H}Cvm-(+B+P-Bxx*56kDasM_l zn5{q?CmFuKi55&?p>-H#Zs~u#|G`VIK;8pKNj~y_jJ17WA@RM5Qp4Y_@II#!)z`kB zkqPztNBar_3y}^Cmg@et`VXUi5`Z1SUEcj_EBbq=k^>73Jk0qJ`H%Ns3VDEQv$PXx zEBO2Bf4{SEZ=tyo!=B%-I1uydXgIHqAw~Xs`})c0OrMfPK7B*il|b(_VX@zKP6s@G z-q1)&_75vwEVTFsl^V^u=Bm`IJ;^?p;1mZTLR>RR%JA0}UQFKbK{2mxYAU2Z!F@m; zoapR&{`Y<|O>8UTbwQFeV z-Rx=caQ03%)I!KLl0}8}|Ksn-8&ilL1nuz(h{-QXI1Dl?Z%0uDrpW#5^0sm4ga+JY(|7@g)r!eu=(%shpp%+_$ zy5E)q|Hm^nqB>oN(WM_QUUA`o3l~1R^1^{+=+~3=_sNj*D>8JdUQ%W3rN0GS2&BZl zGJT$hZb|%(ycqF+ZvF3HvE*P`PeKxSC4THpf@<*Z)(~rGntz7OGLB#ypc@ zwaBrgU`=Lx3g3*S9r4ktsY7_N5P@=y#T9y1lg4Jo)&l1)XO{p<%@wV;4T6xR5 z1B5P*VL7GmQo2uH*X0;=MYf-K6gQ7Zg0z*pmt4~M5AJ;m6MIP~AIGe1HMv!pi$=u$ zGlXX*m9u@O+D^J_sU7ZPV&3F-e0juhB543-2*XO8oua??Qr3dy2jc zC1P10NWl!0zrDW5@R*&7LSF-v{aCLW<|@>#T;NhB+MQ zAkDnC+fId2wGw=;T6MZXZ!BAeor^W7CCP+;Qw))0b!IQo*^TFX!dW$4R-LD~L;o5{e->Terg_ghCVhJOuVey_ z{#=w$@qO`Gex*X_L*1m5xAK>#gStfg*U_o1OiESZ_Pc}qr@WO@$Wzz>h>8mKNS^~D z{s^`IM-myXurlwyM`rfC`+R+6^;5rkD=$C8*8i}30kMptHCc2TL(^wX(0hI5;M+qz z`+Ty>-A5r1%LoGjuzT2^FO1~AiR41(8&gOYd^%Zb7=(NZh5M^DM7Jo5_1Bq+cx*mv zr!i{Q*pE?u8QGAu?oGUSxjE8Mu+nX6B_%^fQ@2g)C;_*wbMPW1Ia0uhdAfDRj9yhF z(PKcIG&{qY6ggbf?6D|>iEFmteAirU_{Z{`@Pu+lWc02t(YPZA>}mJ=~-aFv!TuE7B!UWGef~K7`rjC#90vID`6Qk&dnprY9t}^3#{Rw@R>72`wE;9i*u}l6r*fdH?O3k{3Dy$wEpwid37EW!Y$itfK5jy@ZUK`XWPE-njJgQrlw% zhSNVRN)3DPs~10#3=MAZDgRdxd5^qk>Ys@L@MZtC>syb@1IfuB`q>|5e`tDK z-Ds4i>-wYMD|Tu@PDXPLC!UTeRHC_9RxFP->1!$&^rx#k#qazNJ~n}MTx-b1?d*;# zGhSUez%7N0lTX$-BwX7nupX~Vv+)bFrW(2X{&P06Tubz?JK`x#JoE0<>OVfHkmV{azV1pE zavPL~TyAC`&N@lnkjDTp@>H|t%ZzOgQ?60}1l##?n8?b>xOU7p$*}Ib+cS}_D0&4& zZcFn0R!otf!9*M@m)k`#UzyZjt@XyuewaJ@(NrPo4ZFpEek1CztV-1S`4QvFOtlD& z`Peh1YTMOf)n{6Ds>~WyPwp-T`ji^nT`sPV21c#u9y{&MFl;W@Y!{;DTO|Ka#}dws ze9m!pvh_;^Wn~}+?x(jeqTy`|ZRuW9GffxoJ1v*YW9ZoX-39@xDL6u%k%o_T`Gqyz zMV2sg)pnD6?!1mI29p(T3Z;xx5#5~X2-6n>1tfSo;)x(nXbN9J?K0^-t`9nW_?+h< zXVSS!nX3_!q!n~Iub$n5iS0xh-531WyXdlTU?em7D9LoEa2M(xCquW)rmYGlDwP?QGX9M=pUo8hDE1Yd~Maf9InNUD(@R z2YqA~Kuq@iJlr9kjw_V*DfQfn=npie% z)u_p!obx1_LFHKe1ANU&cXYn89Xu+2_)>dNt^dy>$HXlj&%2w-53@BYt2Q2YH)oM7 z+QQK(_fMXgM44TnTCy}$W%Et>TP`12?K%&YA1d51m)&}QrhOkMntp?3A1FSPR*3~* zp3dSF0& zpKImf%1Zy5XEnp7YrMnAZinCT(RW|>W#FnYN!1v{dtX-*KhmebVaro?>2*Xq*&2=7 z9L@%=dOt%E{PGnxG(jAs)x;+x|vDh_=jl0K=KE&95VbL}tDLvig~^ z5NXUnxv^4Tr=hO#Y|d>ph^0a5m&e;8EzP$Dukg}b&vpwOePx(zHiu}RzR3!9zd0Gt z>tSiUE{#UQM%6zb@Vuq&3?++_+GWh+ygQw?Qp#1LeP7AU7FVF#`jOr9*8OB1|shsXiuUEQF*qAT2_$w9bG*_i)n_75Dkq&h!vD6<&9&e2@K7lQJ zpq%Qs-#2PK!(cIk9CDpjThtxZKm@FRjo|hP@60!9U!Lu;*sb*< zJBOt?4aA?+j1;KTci9ZmIe4E6LoR=YQ;DT>zk5+%jC-?IIqwnUda~7hd9oeFDWcbg zv^i5<#xA_Y#d!E-YrKfUj3?c;E~-Q_Qy+$zIIPBqwPWJJV#T=Dn*b`FQ2!lY?B%mR zYi6#$S5fuA_(XQ6_Y&_LkjT@2&E12i>OGpgf4cd0r)njzXT^{irl=(ntGYCXN$QSZBI=z+$D6$U~5OqOUKGI(w@ovHz>o0kG)3fh}6v zE5~DKS1!!m2k{Pu5cUyhd(cK@H!|E2uL&!E+8Mv%dppT(SvlSzP&8ecQ2pywTQl=X zG~>G;k&>yHx(`2GF7vaylvaY{hNY>gx2(1h>r=O%COqYtmf! ztL2|jEYnSc{PfBfAuupPD%S5UMb93e-bF*P)t?Rp|5(K3wLdRjVIOXbriNTX7oEW_ki%c2u^fB*5+zv8KqTFo_mGKE&=>#H&&1;$pa7u(_> zJC_;sCr&cZ7?}kF(1wi{J5(*1J2|l~-sp0^7_j;+O!!p`q9>8CdsX>|NhM2mlq+<|t{ z+K#APV+wbghp==#peRy$za{dT=h8PcjokS@SnfApGT{{^)S%~UpV|{lQeMRx#~p?^ zc0;9`)*n-H@th^S5;^DWuE!fRkjCXuff2_&5X@ojC!_D!I3-@}b%T6g;20^@9B>JH_K`2+4eu>2TKjqdfT}{!-_IrC15mP92cZd>SZ3JT#E0 zfn#kf&<2FBzU%q%+N}l8I4_5EO(hFBB@14CFh3z%GXn5ev$i1yT^Ch3c9JrkR#?V7 z!)%m6ON)Kw$E=j?K}?;0C>pt-Du~?dOE`VTU9#U&;mcs+{9Y$bemdS)DC27lmPrCq z-q#nfuo|@ZZg={cewli?>!!NwLo4j^RX|F7~ketHvi-{8+qdW z@{^Z*Yd&Fdoo82l&u%qFC4FZbrfkYCc<2 zAxbg~!-NdKTHLw}3PZs_1e!g74DHVpJf{XJJg=!n^WVh)*rgrMWlqOo+;3lSC!b8h zaw0p9pf`-Q)(+aj(aH&UoG#Y`;`@!OTJ`6~Rj(^9P)zeVspWLoQf?OfpS<}Bd%|-e z70uJIoTl8AiB<-VMYgaHLcpx?WlpFD0lEgr66S{iXfgVoVd|Z$KW!4wcIU&|TW(W6 z{W};R{2Ib_@Jx+vip~0Fz1T8T@8*>It|*zICe*6|Hbj4OD3d{3hU7Z6+C+|>i{#2@ zljjLTGN|M2utuH0>-lwzcoHpkq39&x%YkH=Y4tvVV@7Yb&bsCumQ-rlLm&s~<_HP& zAS;-@#>DIhn*WoA5RZA_IKDmgt@4ZKimpq#mW5=}ueFBv!?-+NrKsN}Iuzm=KpSmF z=0morMa(X0*&RRnt753-xfaP@ou$agNf~`d1E$EeBDu>7_GpadY;6xCOJm}9Z2(~- zlrnK}o5|gvY${BAkjvvS8_v_r-A<-Ng4wK+y`sk3!&=kgyGutuc*U(K#7V2tis#gXW=Ur@Kgeg+ZLj{Yi#`RZ z&77k@S%^{MGu~^uM)!-uTv#<%NfFX@nl9?dtE9;FtakB_QX!Cs2x#F1TFz9H7Csnb zc`A%OXlDSk_jE@yzBzRKXwM{IffPd7)qPftlxrh`C;+jn8{(ke@k~AHGZ3WteqUOf zc(kYi4n;=&vxpl78OYRc)2*!m!!KOc`lzmT{RM=I$24sm;DX+WY^(9P7~5HW*`iRc z)@n&=l8EcEn~Tl9;>G%q$XLmp`9b*?#w(pcyWtj?e>rr1ms~VO*1*!hPTS%d_`NTru$>kPT1Do3%ck`7a>Ok4K1jRmZC+ zpUi7YrheLdm8sIR_IyB&5%Is%CjvUL0qtv@gCL8UoAx}F{MEwRU1emx25hiPx`o76HZ$%G(m@p>tWlej&m!dVJWz{|8oV*@2 z9M&w@8qJX3i7&)hKR>`7%AXIi-P~(~W&5*S|4%ns4le{_WrIJZJZ={7q zXr9Tv-tJ%AsHoAVmJC%My}$+`UK3r1A52}C6x(K0^i(eqWJDv~k^Xiblfu;JHRe#Pr+ZX>=cphYCn26fBu`uqTe#PQMS9RmO2PyPS29)L)q)PNPa z-v4&IBl2@97j63xSzqfw-C1D9e4*}rQRCA+&*Q*RIF#U%?O~2cy5%*E|BqrP>hv^v z28Y#oPnEgF-Pu}|@yp{)YO#-KHk{fz-&-!8lon9q=~Im51oBCzt-kRub*%eNPh%$Z zlS~Xw-R|-s>pfVVb_bDEe&%5FD z*P%JUR$D-aiOD%{tShnDlVI=UiqRX35IcMcnkD9CDg(vShJiLlWEO>fHT%;*eRDdk@@Ne-{@vf- zm%&MkjBD71ppkI*{$K>HUbMEyg@gqUXkZ5D1u(`FIgCTiFd;WPmGjDX#Z6XY-{W4P zHO)JudeSQ-e-Uy!%@L+j#O4R&+19{@ei*sXNDB21wRoU@XQ=eSQv0JKfcLsf4P{h3 zf6)g^vh>>sK~Ld*XF&Z`j<%bnh|QiVH~lt+jHg~{sj}X9wOhO8&f3}^wAvFBLnjx1 zPhikcQ9bAKM%l&`CagRB`bM9^ac8(z2y|j^S?96R*dG+-zRB(e%r28R;`^bx9As-@+Y(5tb&o8*RxY( zi{O9mIW31?km?GSZ73X0p3cNfRp3^7-yHU^7@k5Ww+8Nk{q;rE9ktUKyyPER0N>Be z!&!1~qW7rOHZKka#V~U((wtT}uXe6veW(jT_ptXwj69h@F#8dMvSP=4ZyX2W%J#G) z=x;|PSy8Ab2beu>PTrkBmp!GB#6WK@Py3S7Y(xqL|5;9+-D2g#qf*d+cEw);j$-s8 zmZSz3_BF{~}|D=wQCX*9wn!zG{K-CrI9-t+rdWC;ORSHuoh=xFPY=k;#SR z$|hZiMx(sh2WzNbSE>0KdH#02tG&Ysx$|rT*%7FUu~~&6EB~x>IU-dEROGAz4*%In z;rU_HZ?Ir(Af<@&fr&(g*{IUx<8m0hFE2#h{C+I30Qb=q)t|;+=D8fLy>+lUngF;| z)>KhVvejwAv>4E6u=8Ih0mboQMG(M%zlN5| z=ioJ=za%MC;`*|+KA(`T?zkUgcZo0vCg+9pDmvh zsoQ~?1rTaC*eEOcMGZ-zw>WEA z)#oP6r3*92cAB51T<#2u0(7Hb7isg+RWHZD&w|Ri_z!5!oC@=}I!dj3Phbbw?e%FE z7wt5w(9duNAb?4|xpmCMFQCw`J3pIecj(6BqEEe8njAg?oYU8#)aQ^!0W!~nb^==f zr=Q9{G2jJ#ieeT|80{Z(iu<{VcQI10>oSweU8{J=gV*0pus5f2A*vSe{F`mLZ-&0D zAANO1#vPi7XkB(CaLC4L6tY+SSTESkUuT`>Gn5Na&(1~^>fb)y;m1N3!iHP`3bTNe zZiQ2KhbSlZ4XamkFytppTRcJh<3jYChf@-OFQKJMs~0>~HEfJQa@s*EKy-PjDzM=Lv zK>$2ZT49P1+bI=ahpglKA0Mhma^6!f$iLg*y%i&4v3m#~{8A0%+FQ^c?eyB+cOJVT6whg2wHW92yKUgJ| zB#QH-01+7p_{|=G6SHwNdNW8p^`G0ua91>3ZsjvbKU^%r*`Kx=i0%k^C=zhXpbK%MX=M*xxn+Fk?Qg+7v$}? zDh7~eIKw)xM!F<#3w`~{0DqB3!_NUrTYU{OWcPI*?&ftxt?LP~>0Di0d`wj**xWLX zs;%@XUoP%aW{`YKMD&fC0ur?UN14(F4@TRLU<4UhTSvKDB@}?RH9rtlVlmwy2BxPb z6-i9yZ;ANya_GnPzLh+uBo5@ASVYQVEud&>JDRZ@crOtI8-Xn0JKXhf5Gl1l=f(m7 z=K%(}V9xO~nuk=WxzE*)2mq(~y4@9vbr7_nEM2<11pd*m@b+JueGwUN;3U2)K4DU9 zqOn^J;bD+NTYs#Wf!scLEfK@433vH)2|(;fb<1jro5`oBq(N5?Z-z#=+)v1h{it3M z(6V3IE-XBMdbQyDLyfd5j6&o&xo2HGe;=xT%9zJ5VHC0Eh1f{6$D<$Z*`92uNs)3q z%o4^+_I=8v_)N2=cgR7^#nNXpt`W2|(F||PW$kY-!*dWVBL!V-=`W^6>~-6Q1)vw^ z4~;}(@sj*<re`C5e#l>7xqMH@Sa;8he(}o{CNE9 zn*+(S{m$Wo=Qt1i|m!GI}jV8r)*{#0Zg$m~{UNx>{J$yi3yf-(y=T5;z15 zB05%&&5gmrkS{gae)PV3A|^TaP2cG0othxiYBvH4%C5BWM9w-KK!SRTPiT(U60GtL zs3_#kWfn1b!%Hyvgc^3P3JbPJa=#r?I8ZqrQzuqXm-BwWXVqT`dFGcx8tvu(I zQS+Vs5O!hM>{xMeyB?V|*GB#=c_51F7fNg4NKY(FqO0D`j~*?8pFF739@J8%D9=Yn+vk&kL*qC<;e_#pg-kdPS zg0VqR`Gm!fOhf4VCR@JeA?Az~lXJ;=dp#^BA;)W#ck@Moxb$=~4WGX}Pxa@^tE1+V zOz3VRK-P^_s1jjK-fC#3`8c4ciTsk2W3+-B0shzZ$*?X-F;~^u?1G$p6{)qrL-*s`3 zy$zDQL;ZEJ89Pr%8ONzEfjHDMaB$6#9?b>qe+IJd*v?L^FXL`bSIPSF-WJlJlhAPC zRdX$YR`k_0Mv@9_O(>WzUUKbKImrFM)r18st@j05yZiAaS=ZBZx7Ls7H@nA~PyN%I z<5axUmY@4J^OLEy0&6Kpo8t}Hv`(CLkXYT*p!t?d#Dti~Sa{^VT}ZBptvrnjwhrg%RgUM;8cTJoW_NR7{yX$Y|NEXDkw;xF|T*{0hh1?t~^oi{Gg)lZK zcz3~grI?P*QN#};9W~V(p4W@dk&Uy07ZN$$A-uuwIxe=MDH%qt5@X9x@z`+TBe#Ju zRBT>HFi99v!!@27@cc}I)_&u479GMH%HvMO&Th`K%B*HMfR|y9EiNy0 zFuxJpY6lc$1s&;Tv|hnOOA(o%G1?xl1D5%`ZgWpgL>s?2cbJXIK9dhHMj5SvwAS5S z3T$`{>PLtoW?l06WrbFMZmRcszXL$Ga!s2IJGM}K{-4VINxdDq5;^IQ)t?cdd;1VL|UlN!*aZrvv(D0 zVt(@^6|ql!0F|)58Ea3s*LXnNn=es6Ic%QxX!6spC-VN*fAiP}uPD>r@bEe9CUOa~ za5c2ceC;|^39J@EVmaw?uGh{r)c~Ad1PS~RF{dwu$2nE{>}At5*ihG`-!uD8OfL>s zN7eAnn=X#l)h|0yS?VYOl~io0&1){n!6UW)^u?Yxv(L3)LA0n?^GQ+77DGj#H}}Qj z5&;lYWjjQO8`T{@)zZcdRGdYaLfdCJ>qA)-@kD;$67$r@Hv(pZRgH%#M7k zC}F`9B5hAfrQTe}y43eadGy5tk@@G-5$}soQoaA8BmBg4fJEtVbX@)Wn_7EWFlYSy zaaeiK&T(&!n)+o(MQD%9c+ya#ww{glOLrWp*ZLG#dNzpEzd(kJq`{z+h8y)2aD+Yq z6nQ0+Mg2avQw0a+DHpabc2H8s)>y$e{CsC!jMhFt^b$pwVn`E6T{iXD!O2>yQYMV5 zfT~s)tTLtSZxcqy*0NPtEjlWIafvZwp-+MKZXy$Xw3hATJ)PsGRAX-%O$eujil6$~ zSx>@-tjwsMnMsYN#+|L>AtHuqpctWcS0rtL0fMqS5xap@BtvNxBH-WUZ3kK>OZEV8 zjtqWhTsKqVc^3_cj2yP-Xuod6(&1$Nk>+WzJkeO`!$;EdgO&+D5yf)whm*p$M$1o$ z`e5UGBk>SUF!h2iRzT&wrZ$1frfxC^Zd&*=|MnXBkI#qTgPr(w781BE;xF?H=XM3g zp}`QTt>!B1Sc+Iw1(75Z%3&Bw-j~`Gk5+8t{Ps8kFMKobnTQt&X*#HM#ZwwR?>xE^ zc#5nDqHf4k!W<3>*GgR)kDId=yx>TKJ7rzPXdP!H>t*QrIdB=m4L+{mAbB7u!}$>5 zH&XE{79br-?rj7ba4D;g>Bg-1(1=6za@LTt|+C>&xdy-EQ22%tEgDG!MwAKVn2CSoQBto=jNVBa1U) zBd)!!``O8C-_Y)&1J~Mb2Z+i~88YiBVYul1<3AtDVfeSDN<7xF^fske(x>RP9L=NM z6-G=lTx^keRXO5)kd~?(fI;?sAl%)4+M+VIQH*}5*62AV3HJxp(&x2tQr;aqs>j>o z3Oi3eiNes}P1S5>^<+_8b5lkjw+CU}T%E-bXuH3@A(E)E|3!OE*7@lB`;|fEm8qhuF)RH*NK!KL8>(_?O+R#tBK1mUX)Y(c zBPQmyNtG+6%b<#)w%35M6<4%a!>>(4W2++&u*{i z<`(0gsTS)*R==-vwmG>tg$-C(}b_p9z33NF-{uEvEgIEawRxi#){YwTI`qM zIWYm0+u39wd8iyrG2erw`^j;9B8G|mPwAH)RLPhod#nxY{~;48Nnvj;F(bdt-{~ar zS9yv6c8qk9^U-mlb|^(ma{bl&PQ$Lm_b(eG1$ihQk2@qnEaRoRYSlpd}3DsZbBq`+eV1e$B*JmuHu zFrzUJOMxV4Q2aF`AFN%f$ZmU|5SJ94D)Y%w|5rNAdZRP-%s2o==Gz-u^rn1ex#H5v8W5)1Cp4cQFazXn>V0KNgw$9e;-t7R zDBH(7(>(8+SxFy85e5qxQBgq(K|6U^FuNa_dzIeKG547 z$&I?y2BgpkpF9rHjBG}+KFqMz*!TA;DaBEEkule%-v*6zCSJTiI1U3qHdjwtN_0pf zH#O;n+hI1mClD5G&21rdP9Vx5NtD?)DP{##Yz`D3QQEU49j_V)i+49MS^P{X8Gw>> zm~1Jparj@s)}wg4AmGM~)h7z_IJ#z4<38Tq14E~nwvp^BuNRtwsxd6ug~G%l9(4>= z{;XV@+WJYt6h{bCv@O6hR~%+$;ZL}Y;>k`*)@}k!AHm_?(oM zlgc-hBrkVXC>6nCJXsd8rNY@Ude$7xr?bR;K&AN~l_Nb{W>&G@RGHi;1$BcKW$tgIjQl`iSAlfWywpzYB+$g7~7P=66(c_m%e& z#9*pk9wdjLQ#wo>v{yl=ko*kruWu-}A0I9jk~z%LOdZbhVW#MI3dfe&>$1Az_ddZ7 zEMZY9;2?F3w*uq)wHu#Zvwp_?7cf+1Sj4tm5j|PdIQ8^1E}L28WT7Pk&o0BrE>jKT zV9;>}a{8Bpj?cW-|D20vXu=juJ18fZZN>_Elxx`aaV0-!7T7VyWiE<7D75YPg6wg_ zlx*)6lEv$tLv+QeM0lzA+~5?-Q=nN{-i0}>-})h%USY_fSP>NYsX_JLD{7KJ(|!#s zIJc5K+;{F*3kKdq(iApAM-r8q={`oE;oxYdCvKW3v7giPFG#R=?6{%Rgq+K?{L=5d z8ClD<4u&`?AO-tX&Bt;ytUaMe3olP6s8)TDfGoDg#U`SQ=ZlTzo!4IV!zIL;Xaf0Z z))U_qdQWMknlMK@CJp@*Q~ZbTl4NzAD8k{m+)h87RLEDcwlg7Nm<(&DGPnT=(dauV z+vlY+#e+v(g;qH&4$4QNjy_%SP29G_ZnXT#$ zKIS3$A$@f=ptGGIx}xmeG$uHM+4+rVCiljs?)8j;9;7)3>9lyvf=2jw zo@l#{;OaC|gU_x8LiB@x8ZJHJ)3VhDYlN;7FJ6ofz8*gMQT8z3uLW6Z%t%Oi@`Brq z6ln7F?&(!(ZOBRVPLjl`;fB1CHzR4{P=~MpzE%Cn*SzZx(ZjI9Pf#n-K@saltS8QX z26%)7#(nXb!l-W-kcoeNdHQCgWRdU+O1a%)FzBsl(9dbf7l#?aZY@J{XbklgMuZ?? z%R2D`0IvZw*Iin$d@h#IW7(tR=JI#nI#!dgA$tLnA1^dwT^W;;54l3SvjiZyWBM|f>E*TSVkA3KmbtFb5645AYo85!U`8MZ>r&W#{Vt1D0@4Y1V)+d0pA*^BFQ4xN(yb?gI$%^1sNb2LllxN| zDJ6pF@RQQ;=uTY$>1-6!%E2JD4fRNq zrFD*hUh-bsxgni|pFUK~-#7`)TiCe!i!>P5(;M~((_jjpd(ER%HWQ|j9eI3gfjuLK z45Cr%E+|MLM;B?%w{o4P;cz%6i0cIOz5ezRzRlNcc>d;|cx>?5Z-MiA{ z^oyVpvrWOW1daU`9jpIFEU)Dk0~9gi{dB7j!w}eCQfwM^_)K5HVDx=^eX94) zbfv00iB6~=ZjWu2QC>0->Yr=w$Bq!2k{TDQrcwOj z6)U{(&GGOSI|wXAG}(8ijzfDL8VEYd z5UJ^5YrWDxB>*ClqJ0;P+!LUL$`b+d1Ru1vY+~cJGTdK`2H%(-f~FxH3_Cv_p6BVy zh42EnlWcB*aXKED;&CZ$S-Zo1^62>PUcz$2S7CB9Xr!yf8M6L_?tDT&4B63J{Nx%8 ze5Mbz%Zx&RtWpkw`OOjtQeQN@6ZHPiJ_Vp85r@|iS|vEXZX02Mmq31VDD$sCbK?2% zWzuS(tUq64@wMqp&hwu;`+g(ODS=>Z47C`48t7QsieZVaQYA2mIe#+v?YgnyJ?~`p z`2={6Nrv!8{ZrWRlO@}+)pO$gcw_N^WB&>s=I7`;?W7D;EuyQLLH<_50GN(^N5eUm zH{)=O1u4(9MSronTYV&PRp32hpXv~{Znm@8UwDp+IEOn@sHuK08s;)njsb1?%WHuq zg#UoyRGBj^+sj@e)VBQ?gf36mI>Zpa2>{wCAy=5C@m0&Gr0hA3Hwcmu8bRwF2;Q-5 zr>3N;iK%8~TA#jaHwt&5u7PR?ls*wuVjm|WL)$pBudq!JOLZzI{vYdJHft3oM5|f5 zr=ke2ITy3G?RuDiWfWJt5)!V%+kAuW*HTOMPyUlJuh#pLM74)E}$Fk{qSCF&W?0yF` zs4pvgD|riE0VkrJvD_yEFxM+iVg|$U5=XI-4&kUq+%i%I0#oYJMwDe8Uz^9hnvZRg z1orAU7L>=N)f_t-0A=uV)@io5TL}_OX01cG`p-sJcwch$uHr6aR`b zV(nBJEvH!r4;GTZl7W%;ph=_#0!tL`a)bHoKVmICv;K6-95j!1GC_9f1-la^Vv4e; z_ice4jNRie*6jEE+gI+Dfe8Y$>DvijP_l4ZUySx2To^nvc_S4gYyr*Z2+GTKrr+ z%f!v%e{{R|JQ)@SjCKenA7)f%SOgkTAxd_2>iYRs%)iM6M4>Rm40+glSzMa6BI;ZF zpUCe)Cl0hMDlm*m>qtqkA0Ol4ypShq=`{xWHh>7zIw>h|Tr?W0m8!V8RYY~EHF@V5 z!Gow7XWWZ3N^9>mY1k|2RMshHyR+txB!=uJ(Cg_FT{e}Eo;N@FfafLpnqD)JB^-ZU z98=P55D#cj@@0QC43OQ1nu`)-G!JyKkca(w+_;!}&~s3c&wb@sQ4{qKEr7uG_IizD zklRAD}jP|tIVfiymWh|gs+LTz9|9GKn;DcN z#7)Y?+gcYP(!ThK6Z^d4Xr6c=&X%eLQ~+{WUXkk5LLtDrWhOPTi4`3VO>PAhL_PZA zH5r;p3$$e>WT1cI?4Xk(-x!C@up7^Oy{(uIP2ur>W*+xKW~mA|;megbE)HuXZ}05p z9I}u1#yg`9+)qy45{a089(CN+;9K=ycXP32;wC16OOO8aa0lJoGPVf{JL-H=sMa9h z1Q22(p-Xv#mjM|ZimI+8ou{sr-Myy1NK432!^a!hTTklAXFM}rX#?wcDcvmzdEBS= zp0y6!bl+ZvD0%uPtA1CtwfoXo^606ODs5t{+KfLcf%4+BS}$^hS!`^Xjs_{Bs!VjC zj`tt>LFNQlAI!}03qlDNZ>%8@$8`gbGA}oa; ztQ@7?;9fl?gzN3Z7D6I0jlB!>3l)yl_O4-^+DDbh?Nj@^t;|qITKj*+RG&?OdZiXP zOOSVqE_%Snv1vP$Aw2|i69$AIG05`D9oqVn1mFjd{;I&OqZ!<(7PdVcdAf}QM7UB1 zdJ;m_293AAD;sAbsuoV$BhNqMuX-N2!U`Y|hkQ-uHTj9#%!nF9l`k;e^`hstv`cE?5G`8t@+z23P4f>J_ zkJEghMR+y13ue>>ueciSN{T}Gvr3BY<N)8*K;y%rkiNUxC<$teZrmxKlY2yQ7 zr~e$By>rdqON+;Y3{)=Xuz0o66JBDK7(nyimwo-NTB31+Dv-CSxt=(qTzO9b_vNiO zpHH3efUfJ}89$rlV=AU!qzq;e!8AkyHa(R^i_i&U6#QET0)<%C=lu2?sm!b9IH&cu z0B4LcyCPXYTT|q2n{oPNsex9UX>>1X)(*%mOjM{)v1P^mo)_!2f8J6B>{`{fpXl*2 zh%6^|$Zun&L~PMtQS!5{YApLDSuQT;Sm4a(+i^*LGbr3-gMRktt|tXEeP4>B5t?;9 z2iw>}>;X8PT{!!;=<*oK%qm>-2&i7i2foO+d1Lr&4YLk5kDLL_0WY32z7GZjI5a;t ztkawM*bY#YdnRyryuue96u_`Q>tH&N30`%dM(M;yPdt2LmZly zR5{imjVMLp$-(TFs6_ZFMd{Gd7Y76iQz+WpLM{qRcyd z#;iJVkdw}L25Z=IwLpp2Gr?AvWM93-KE9XJljAXK8}w>loUQYCRte877SO2YP$ISXVyIe7V7vwj zjs%g(nF_r=Ti*Ef&2~M>DX%eIiud!`dhe!2iV!HukrnZcGxQs#Pjvi6<*5oIfDF~( z$y$FBBftkrDbpa=MTCLlz-cL@&p z)5_AEg<2~2Ye`(gX3I!Tv|Mu~1%9>eTm~62KyyIsH(a>K_cLl^rXV}#gspRAKFe8|^MI zydBsq(eE5t2d!V}qniH23zb*VHIhUZSUJMMc1glfpl4zYu#a}9>7|P3MWZx5x=0bG zXO~YLK2<66)q6;5#SOAMZ_`X1U{#Idjc#atC*(~${>t>zU^&4dpp!8pHVPSpY%kgx zW*Txh;o203ZVhGzq&`4_mFD%mI*TIZ!@(sQat$Ws&~k*+HNZ_o8JnM85D3UgXz4Vo;y2cJM5N(+L7 zQ+`S4`SHghiIFXC11jkL>2{kokThGLg&JsC^~G0!gdma+M^^v|CgG9ici76nIAVet zC8G-A#P{#c2ELqBWj~epH}#4cXfRQM2IB!nuxT3LAh5^!F*p*wy3!SO53(7F&=L9n zMfh@F4fKmLN;X|A6_;{JGa#KmZB{gOZ4*Y>GB}X1vG4?!H3! zp{qcCAd;-yFT(3(EKR7kt*b>#pPByzj1=*|TRq^NdX2MPVQ3b_#!6 zYazs5*8_e-{3*!5dsMo9eZF{t$j!5HLz@xp$$K1BDU9I(TUH_W^PZQiFolHpG?DIJ zdD-}Zodxs9)s_29HYEf+yE%MM7dGbi1nOTGcR3Ur6YMO$xk6vDb_0bze63ks$F=b^ zbHS^Z*+MUi_t?drGWcu>kUHN}l2FaaR4x`V`1U@7?m|16m`bnNyPapxNu{w=vo+nf z&y_~%V*~q6Lr~aORu%u(V0?hRKid`?l5@fXhZLZ$3S=3RJM6GU1UC*}ArbI-1sUTh z{*kxzZ$O5utgFp4w}FpW`+DV)m%}<(rC)S)cv&An2rsVDsWU-o(%}UE@5@?NoT4KI7kFp2NEAi zQ$2z54h4zWc{#a^W95Qj8e|KHp4{91LTKAhWVM^xRYnp_En`M{&ZMVAgfzM5jyliyWm$%RR;+%{=&Ec=wJ~QHfmHh@}pXc8a zR(XOl#2@snhM@GLuFiE*Qd*4(>fMWzY_{|0lxq8xA<4+GFX2{&z13`u&MRFp{}DOA zn#w5-EHA<92shhG<+8nc_4AOo`D~ZXv9PcL#mZ6f=tTxNtRKVau5$uhPVd(zn{D|K z@oD}(2u8;7CEbtP#IZ`E&Mad>8RlW^ia;_JDsJ*~Vz`?p| zg6u-A9&_8*akF2p>*aNpZ;tPNL@aPD;@i-vOtIWo!yw4-Z035WIdK%9&o};}TKWC|Oq4i1`vsR% zX>VGJRHq)1B{=u#K2s%lkvFiYMS+om_GA^FG3y3n zCV~bjS%$eS7n=r`MwL9ZGfif^;>Cq&;g0&?r_q5r6&wHLP*UCZbrwRa@^jqgeHY+! zsvTorYa7hNLt*mw>M51A!vwM6^xREUx8-rPPC9(AIw>=72K7=B`Hd5ISX4aA7pD#gj~ncstLa!$8~Y+Xl9By&~QVC*~3|PnS&A z5|_cV#OQ4FmQ!MW4qY7QR2V9*Q=$e}XhiVu2u<^Sx3A&ul5zj#dYN%caRJsMfb7B4 zhY|aarq6EgeUL_brsj!7rd{hdhx8D&BVfsA+R>C?r}ZLMyBXmgw+nTBsH-&CK1wyG zr3Apz-ZL}iW@RW0c#`x9{I3qu#jln27~ct43}_(hG%CI$zR#brPks!D;jQa{2AYe(u{eT!o_-gUlN`T#)mX{Jz2o4a~4`e>j z>fM6;3_6K!x;~{`hO#UZk>8!b3tq3Ccb6!btfz5O z*@EV^*lKvB&j~J3;uy3$>-Vlw-pSuvsNkf6RKf}$B5uVgqRE3OcGHF+$=iAJBY|Y1 z!O5aCwBHvuM>>KF&X=PG#|**sH)%U#CqxyP%=oVWQ0c=f_no&ajCvxzSNLt8zHkv5 zbfkZH(CJo97^Z0rb`NPPyjvTst7~H;IVt8*uRY+skU6W$cjg^fcrn6=P0QQ{$Rg#t zY*P$hLbN#41)gc8s8;ad%$$9lH?PWkWn_KTT4*}tqL6Qp0I3|GBk&kpL1w8(?J>pEiBaCR zzF6z8RW|G|^8D)b0n1X5*RXrQ8bYX@n~O1MrE$Xpr;ut#qA?HoH6Rp^o>oBye}b1? zc-#9A*vs-`UMJ}fnpk&6gBeGHV=j9YOMXoXohY#q^NdgMGW?k)>CE}%S0b?rA2uVZ zyVig^*Ud0DChhun7Avo=0I-RJS`x$Il*LPR2Y!>+D)ZQ0zO=yiqB5UdOB57Bdq9EC zt1JOhVnNsZ+G;8w&Ldw7%vD1Ks9vk2qBcqsx(IfU_WOUUI%;#7ac-G}~_d!eyTjI+ch~ts#THfYr9C2J5oNFBH&F z__p11E3@NrZa+UkiWKgK*Nnk!)-sE!>^Z1GRwc;BRbZ@?`X&&}SnZo-?iAFWW|<*J z-+RcUP6#f6?fNNZ{ETe$;IfC;iB7g(XVcU$IpgEUu&RG5+O+b+1sz3c5rIu`NAXig zv~*k4cNs4Z5IaZnwOrpu&!&A)x@r8$6hnR+RQ|+^A#!A~Xvpx1Mi3{gvybBa8-n}w zLH}8mA7Sa^(W0drA_Kx`mlsNG4Cvux>Pw4!d1u`vSJDfYa<;qQc5+dpE|^)j_r#3Z z>wgkb!vMz&N#J=@9`2#@AFQaaj+DM7uE7?2W~n*arX0ttPHWPIH;I-wt_kM#g{g%* zp{X9b(9Ms{x;jO=aY@4B>s%tQ6gSj{U}U&IWpyQ9nK?p{caZ(Z zP`bLM>;CTPJrqE&AW21`lDR6+GI24#Pp=uZ8uOh=K(qJJI##pJk(CdKE7${vZitPU7Ur2z!n% zkn~$^bz5Mi&ZSsgyMBtCX^8I;3YuBB+cbdC7yA|<2T$bg-BQxhsj2#OhWydpgU3v> z`(2r8l}`$HU^w-iviiR7{DpS!Jd%W~6X`d6aYf)i_TIrnb#z5Kk>aVv=-Q>S z?|SvYg+$whLD>ZD6-5TR_^iyybUhR8U?CH6Q8@eQ;o%!}?P2~@Mx z;{mSPm2%HW70pwmn;X3pf7@H=^5i>)Ja5vo(y^?kP?sR4_hs?Nr*yBG@s0NxKK4fQ zIJz$AQnXaDpB^Ni5>_u^+DKE#6oruRH@R+ibYWf{pkGsaT0ctbsmxF{D60QBl8svo5ru`|V@M=ytTfr&HWe3$5Y5Ro&moV|U3+N6Pn^{kB z=6y(er#0VizdW0p9<=mS0+AwdlluMiDg{p);^chHuujwvCB~jDMoH9tLpaOkS)5{fjX5)O!90lEH)xGBEGAJ> zD3+&uTMLeZKyXR+A@Rl99*mMEm(q%R_F}U5Q;B)r8ut~9iqeM>(XAs{rMy3u+qyjN z`QKh(j`;!f83XjZlfHI-PQI}c3jrqIZmr)*9W2|T#%D8olFy&ab8!W0fpSr`iuG=} zPF|kNDrc)BN!TZiwA&XFZZ^McS>hsjpx#zk6gPs>eCpp_7vYj#6GN(%h=);|^O42aS9?)j?^sQ?UcWPlD+vh6J z#_%tTQp-8@_ACTStzz$Npz>GlRNu|_A6b_Q_04^FxEte73_h5P@Anj>rw9qU=knG2BEjtA-_l35%Lk)9<6Awy} z&WL_rD!=ICjBz*X0pAU@{%i(?spn7l_MU27IK#zo=k7D!m53|ORv*vQhQfVhne6W+XT3|H}<7v6rH zUEPT~f+Aisb*&1%bM>JMCJn6wv*hunkm-}_FwW2w)hLd`xHWSb7cB*q!==PoAupq=OmHydU1Rt_Y z*DCRP`ZS?rUytIO`Yj|qmZjEopdMkxoW()ja%D4cGEku*gJ^zg67DS9@POTz1~KOi8w5$~4G7!Q@V}&(|2BT5HPDK0W3IE9-!A&Xk2Lu<>?S(? z(vKINhMaAsFIAVo4e#mGOAnk*N5~ePB)R0(9k+)?=0$B87ZjEDpwmxh=+zbX3G~un z4K$$Fku84Yw(RqfFtUB+V+Vkpl6Efn_XbOifAB+=l*JGSA*XdPRw_vL{Fa| z4Fx}-G==4~R`Y+1U0=_*| z(E7B}30V&ta48q<+zJRwNZWbLo)+5(a6+&cJ@f7Lm`gHRY97vGKM+o_y66d+7wTX5 zzop7a;?gO<-$!fHYmQ=1dCHR_)`KF?CMOrCSm{zOohHwis86zWPT-!0uLtW;6fH1F zdQS1=TK?f;Q%asNe7O{qSf9b|cyC|aVQ(g*ft1V(F9-{~%yfp+19s1RfVrCNRM;I$ zwaJa9u5R6~yA1p>N^{S7kPdXKHE;MSX=x$2ZT0=Dz9uxhlZfs$_7>7i^2MwpcimAkakBraO=gD(VpiLb!P++BkJwyp2$2+@y`q6(_^I` z*YXse`S4RdPt>Kr4qa)~S0Fy8`ckCjy|jPyDk97J#Dy!j#T?dW!_jb4nX|_*2FB?_b)1Bk+5|lM$?@bg&cnOzr3VIqz*GPofQUD!J8eR~+04R2jTG^)TRu z`#Y(-O0}hL+`rmz5zT~LZ%Mc5*A&x=RU+-V2yDJ-7Z_p7X`PFOTEAFCV&a&Y=WU-d7TXH-v%ENO&auRmThF&jc;V3DOebp)`@7tgTBV93bBOnM zah%LTb7bFihy&({dIo(wApOPVo%Z~PdHAqOW{aFKZ2jCI`=#{C?Rs}_ynA=mc&H)e z(1j8ok6v|k)uNlF#api{+pyJ|w{tG2=CrETPa@@a*)6nzMo`+~8aaw`iIp(fgjnQl z+PGGW%@A2bB04q6q?{7@&`3F}hPg1LBqdUl2{?tSq{TPrAD){IezA|l7g z;U2O?6bI1ar@v~c>`wF1^;BxKtcDb z(1hD#S$UKxL7V(AUE~~Xk)s~d+xXI^hQ_HN6%)pa$hX<_6$|u&f1GcBmuK-q z39G4q9B7f3HZ1~8-zJLMxfnhps`7k(uyXg`P9FL2is~FZgNCm@ZAk5odP(e(vo1wB z1r)h)tSS4WJ`*gkI{pr*6i2?HNP2B*qMu)GDCJ!s?8o`g=>7MUBEI39#cr*scyk|B zH0gQ4t+mhlw4!Z9pbz)WS2U0G*d_Jf)VtEqRgP1BE(YDTgL6xQiJL-7(26Z<=VsKY=1^nh9$>xkL|DLJuj zq7ou?ABSG{wYm`0^qTgJ!ufLwUkRyy2-JR5DM34Y?PMj?3mT~g(c0u)pFh=@kz$0i z$SQmd;~etcm#vNq*Mu&;6Gkn6c1s@#_q*KgLb=VuJ5%?)uBmuEId?Pe$rEYHuP7*F ztEwOcJ5H$0Y(bBim??DGbeqd&iucKx9W%>2OKqIy_hS~6yic4&LOzFajql0t4{=f_ zJ=vnMivRuM&DH#g!#dRX6Fy?x2i;vS@rJ&k9PZSwS6a#N-H?z=P!{~Jg@4<8V)w@OkFTxh;<7R= zN#y>15ys>S5|;V)F7=5&9zpz+FBAq@DmHfa$iz&3LOQ>*y*M1n@#lm+IpLOZUZ{F1 z<@L;wiTvl)7?P_OkM_W=`83YDwaMuDBMtnT1!q+lVyx@w6GtEU+2&-<6Fbe&WM!cv zopzSz(@-N;b&{g^Zw-I{pj8IeQYF}e@b5mKL>l%S{NwA^;wK*~nthe;{C@twH^#M~ z!Vp(7PnnICg2(9baWi(#iH@NqtC-wyY1i_t0_I_z`Q7_CL=Q2KHU~Y#cHu27J80`( zvX8tM)x31<>SmsU)upC3jyY!BiOPIj=JglW4)^sWQWJfvhQ<&9#csuxuIYtF#WLV8G#2#)&s)8xA@CfwPXfgbJjiiwMuCdY_2UtHmN zCxVfN*3t+Ml9+BKx!$59Z}}xoV#QDFhF@QqcKba?KfjJpi+j5;;dy>%e{aq?LhTdU zF;8NIy{lTT+*jGMmqXnFqbGFC5VtcxA%|2PnUD0(Ed$kRbuTR|bLK_Hkp=!W1FfrI zdLmpr#a|ui)6Zq&YeKHZHWWxEIih5Gnjo;^Wkrbs|LVxUAL3-;Z3bk?#7Ca^B^^!l zFul8mMn_kNVGLw8vHt=3F$0P~Sf6(KY?LE5`By*Rhr?i-Zd%{_w{64+aT>6(o_Jl~ zj*8vSN4|-`+tNwb_>VmCv)Q;Uu(6S@zD-9b0Ypt>=&$AaH8t&Efb_S?Zr?d(q%7DN zl4_Ezy^s|R+AsK%)dse12%}|?YE=ye=8d-ExD?))G-F|0X4iWKkys+G2I@=!;m!E zXSvOPWD>$GKtQBS-k&}4?Jpq^N0_0h&~D^oWc-^Lm?53l95)WDwi`KO2d?%uG&n{; z49MVZvVq&z4?ppbT<^j_n<{H`j!uFUY{I60S&v^+GX=)>)*e>mwPQvaf#N~Y>GMeN zNGDpWL3ShT%*B0w$>d=x$d`^xI{Z!K5$};Fe)Tg#4F(clNnCzq-t9!`54=|qHlT0fsy(X2o5O)zRgVeq3@d(43+1!@FxgE~ZAK|(&o`A1(ebWH38O7o3e5Y|pYsdEI z-M4dsn~dz%yQrTzX42Yw7I$O*YA((nWp&MN7-BUX&YpbZUE{RUga>ImGii}@d;5Tu@j6Rn zcTLrGZ!JtaL_xEGw$NvPZ^w2@74Puw71wjxAuVemuU&$gIFT@4jJ!wVC1K(hR$e-& z&@#ID{TaIAPV)UqsarQ$u@5izuL0=Yb*qT+SouV}pG8`H)#A%_vhc*xIl0Phna5m~ zn~OiP8<`rcHr6FFDa*G289Lw*@VnZx{g%dpYuJN? zgD@8LZ+X}b;ZyUc&`}+MG$4X2Mp<`yW>ZV&;$ISZHPBab<+RRo4sA);nl7wvBly`} zHcE%A?No3Fo%d$c{ENpUQrj!YZSU03Fx&JL5L$nG2<#_Sl+#^JhecHn*NupNwjnwW zQZ_1vgEcV^#1Sq0YmAv|TX58ZG*pHi^fptg?%sCT(h;U@so6oJw@TEb!q8t#`; z=G%P_zwY;3iP5xnVVgUMY7E_K7sGC#$u&}_0@%YX0e_e4st!|QmwETwu{gPBvp#7~ zCnsf0Uuuy$*#cr?v2eqihQOPyM2J$>N>fcH%H)WZKxpi(e8i-zhkUFMnb#iEZj@SM zs$GG+Ksx(y09n~K!dqm@Q}JVWm;7CoZ;M^wu+mE_nNC>(uy-w7no8%kpGYMLi#$Br zt$aw_s@MqHR7xT(w8fC1{P}IRxafR`;X_?A_3nYiPB!`GbuHeaW3-w zOOnAKZ$1r*BVkH8+dvxWyxx;E@YIihg=+a-xma9}rZ;WM;N|q3w%*ltN#ddX^+HZp z{bQV>R$X`rS9T%J`dFP4m-C3T4Zje`Za}eg) z!pM1EZx4uALmYJ?^b_SFRNbc%Tl$C>Qs)z5-EkFfo;FD1%^)oF84UMF1JAfG0E4^djg94;$^ z2XZNBW*fZe$`(J`4SQ0El$nRB*ywNUHfz2Q{}N>0Y?x7;SoBV~#yVFU&FUleiP9_l z&Y(-fprusJ`2J0ojT6d&J$5PfV3$HCOyh;T)6!>(VqxVPt(EdG-HQ~lPFRxMYtoMy zN78be6$kxk?#;e02Y&N}gD5rCSo3idt%_hrPRo?7H`7PG77*Z8@6!$(F>D&mYGi(| z89(_fpRdvoDphu#52j5g)6gPBZ)um3X`VMA z6*R*^!aH8OY!>oO=-GXTwwi4@uG}qjJ@|-9|9ZDU_|m$z?#7^_spr|mk%xkWEDsNY zuDBBDG}4clKy?~R&kY&PkgbU*slLvE%ip`RwM2)Yw26trOabFiMzsNj&wXB~0HfVx zsf@o9Wn9q1vD&ynx55bo?PEEE__1qr^J)i2^W|0 zK!$SOD5k;|B<6K&p|O-Wi_9!o?yqdO(ZnL*RRPZ2!1+E$*MJ=7q|+yb ze6U%|8-iXQEUTDIimZ*Pny?ppu;N-zoCy@JMS%7t!FKE|*nI_yJfP?*y%pC?`s(Te zY&IS9+q@ldZe#nZBSC!@%*p}`L*Lulee~e zvIT!Egpv|m8I}9nUq*dI8o~zmcNWxKY}R{p3%%RM$kif^a_a6yzSP#NKaHo1q42u1 zKs${wQw{7XdCu-i?13_tY>rUc*PH`LkK%v~7_a3O{)_DItVwd_tEZ+_xWHF+j`5;*I{+&}B1HV4(TlvXN1caym5+hLVqCp;NXFu`z=UqEQxnil!yG zK-Zk^c?#Yw;htIJ(zya}QTlSLH){>H1|Qd&pGSb(P=w=DU>yGC_1Ag zZ(Nve7tiK2)PyLRum@NWsV*k*?j>JUZ!OTKp&ALYzx?6M6(bB#C7qc}P@q&f4K>`m zI%%{M2hWIipxLB^)L z?nV*Kiw6JMeql0f4qSQl56ii_v4kDl0fV=Hyju>4?b5N3AU7SAXb)dq;XPR4{da$f zVcD6@t%d2sd@ERqc&Fl)!u)m_uO{g*curNRrBiKV^><=OE+~+wN73r z8u2TFQjzsTmQnV5U|JtOMOF|BtD|~JDP|8OJ{%eFVB__8+Fy{hD5?5Eef+l zD3}W0F_SL*+=eg>T=}sUCIQx_TkRp;8vERtEf*@OKC6Z^SoZ2Cy_G`8{EY<&9vYi6 z1P&=VG48dhPI)aJEm(0+uq!3jpPBYU&8v(c@yHAO%*^U*P~dfqiy~{SL_|Z)cEoB8 z3~2WLIBO;4eG9ey<31?5-q&JW>`|xyGPyWEsJL6WEG>5J`&eP1skcTo+t9viK^LAG z9+{y%Grh@d%G^aU*M57%GMqWw*pn>8$Cq{R{iuyB_9+_1&mLhWt#MeX%K8bxTD~k5 z-^Tjeuk!cFTkUg?G_{MfI+xn&f&rs-kMFS{qKGoP>!~)r6VQcD#KrH)syoY~)MsZY z7hSUFUw`3{n|3RK&mV7nY@Q5iSQ>n2Kq`k_h-n@~Z~0E7C#FJH$Q(E+^q%+%=WM}O zD8!u}tCb`F@t8@1T=nr&iG;oFu1dN((qb)}c`qq_dnd;jmrz>olg#ExUm^cyd$X%@ zp2n4X`3p${PoTYF9rMCGqs9_=^edtM3pW--0?yx(TRDu zLKJkuZQPxin{G*6bz1x|rbX8W%18tr!o#hVlV`6!@G~OjcCd;vufZSFMR=5G#1+6bp#d8`Dwjv9L@ROG(blbe=QJ z{whKpT&YvG6k55fE&RGi@2#&Ulq{p?J(!YoRm8Gl(wK;Qc9H6|daw-~u|6}m_}p|& z$C=W`62>*v2EgK&R%-fw>CSq)Brl=s<|kssh0Ol;0lRTLneI>&vG99=v|6da&)`MV z*f5Hq7^%Jf@~ZN1&VX;cjw|>Q3ZrzR*z3wfvYpQ zRA-Z@kcGP$#^fE3EyO{JXr>$1nv0AIddNVcH=hhdAvO2|ezo&@#tI zZzzD{)n^ILx$YDzs23G_VFOQI-K`r8VM9v``$QC$V8dn)96Y7GdZ^~0+N6Kw{#xc( zW^ni8nn;)BpxD<%QZ*w?cv)Cl^zsv6pDV7ht(PXuEA$>oF%CItuH$dVb+iWRSdCjlQp(9Zja;K7eZXBP#rqwIJBeM6V0h4=aXsgigsn8$U=TkSRaM!lf!7zr)&LJGn91Yom`I-|eF@6xb zBs~)rX)9ABjqjMB-Rl#KNH>`~$0T=aqPNr8VnGl$P-kD)L?CoSdgNQWt2`a~f1#?l zDP)JTEPC%nCiWY)EzM60jErqNnkx(UgrXKn3U9=0=o*$P*&@UYJ$ctG1LtIcO0kGq z@Z;Ee!F{;;AD&S=a45asjJ;xk7rgtxxHQ*x>`jyu`6(HmRcd!<1=3B(&3Ao+2m9-m z_-OOjNRtx%w48dXv3nJ>yx0;Ryz{4<)j;ggInt z#yk=NIoo3y$jQXEOmnFzjNwuXo%02K@^vI@s3S54afw4~>KacXH`tML!{# zt#F;xh94j>1N9!V4`eWBc? zr$1Fx2o{SALQj3~okn$^iV~#{7RX3!%orJMopeTQ>M`A2ZD*~?PiWtG0H)yU0pRwv z!nH%fXZusFm(l+-mj8PGRj<#33)wt+enEglOepAo^;0-_&PVU8$?pcUqo!!NO#LMTsF|&U$7KhyYuW!KJNOM zfMM|u#l8^tz>NW0HA4+Gxj}zQ>xi$ehVw_RMi7?e)-yiIT5O8Y6}g^%{fy#qFR+`1 zgcGj&E3tv}2w!q^RA!%ta;N_bFY9Vch`Y1>Q?;6F)RDg8(=kC39FzzEZRf`d#hTV$ z9(qem>a%oWY<~STG^|LG(y2Jr+7&u624Qnhtm0co$~gXJv*k zRvB1OQQ)OESvM`ooZl%~cF9{yuSv$=FONKR$nbTbI%&8&vsXiag%vs(!PE=$$)VvQxvhKQkq zQC^!sv~|ba#|q{aF6I~@os_rkkRkELrRYkrp0;YG`yH)2bh*&#iHNX#OUa^_oN1_z z?w8^4UL^0JTB`Dq)QQT$IyHM!U;{>315`%JCG|YHCo)Ty8eta^uM=fU{#XGqByJ`* zJ*az^-D{Bg8RBjI+a93iD>c8=d=I*d>3Xm;MBzBBsg%T3o@t?}CU<@Zyr>XF<}1aH zOWs^1K@z2c;Kq@Q5QG>;+(&rn`QShgm-@tu)7dWl4uwMY$7Ml6YiVgsc_{DW3js5` zK+zD!R38=NtPf`p@#=z_Ylguu*%B7&KvR}mUo_V3!d^n|)nd&G4#t0LR4Uai=Xt@F zr7#~lp(46*C0LYUNDzm`J>gYVE>p3LuXb-8>j}--;xW%cf zh|SoKK1iP_12mjCaNs zR~^0NY6HY@3_!6wL!z_$3SgI~XR1*047DlDT7Z+E zSGxpfI;ny9^xl_y83>R#c;V?--WfH?nET}fhvoX`*&}Wcv7yh3G^@!;%!($7U=DUF znG%LuvT5wV4n_=x3Va|O!e9gEnfKLM9A1pt54sJM@-KxzXK)i<_-_O2e7Br$Zt%&;v8ZhcA4gX0}9 z(4r+Tmy-Cgy_t0iN`L#Y0>QC}2=Z7ofx9Cg$VHVtw_pRghu|fj*0dnrGPWJba0-*# zu19a|*BFC}qH_L-qg@}gc{8xoS(li7f=io$cQY44)|TcF9SR*vFPS#Tt|Px9H}=g@ zO_JmDf;y=n6&x>aCm8mD#I8H8b#x(O zG)i0-!9l^Ip801ZUbfBmIoZi1%L&E_9A}0Yr)AIKfa3JvQ)En;%-%eLz63JEO+$P0 zw!n`vM7tH&Qxa&(kuWpqa%eYpsI0<+`+>(>@sY%3Jp}_ceewp$2_lcgU0Tb)XpK#T z8wH_UK}5=D1WjCS=`yM(SW9<@R#pysQIC8$OMEkQyw;M)F_t)Vi!nO=kw>U&4A|-Y zefX0Pbw<&f{!n3h`(8DdC*=qGJ7c=JO}CY1D-ZS)7PCqz*2fU;uAVXk<`Xh!Np>7} z<_bk`2qzqfsn^N+N-emGH~nQ7_zS;Gf?J#A8X4i@p=;_xreYP%E`9dRjiB0)h!+f-sO=VH(>` z%e~ZH`-B7K37YM+n&iO)S?<_>-HLxcAWRu}``Q|6H7_il9RRd8yH&eFqXvgrVh#41 z*RlEB<#Y!zk?zqh+xSaUNwIq_iQzg_T{>cnN;Q{rhal3lpBBQHN2xLbLH)5JfA00} zK;m%wsF%bpcAo9ly1VQZ@P`hjGx81ca|mxqg;_OxE2)PmljR`DwWUbAK*gpfA^%!l zsf1KX$YBQ}&K7l5USkN_{B=hO0nIU9>;kR~Zr+Q`@#9}e{C!TII`f(^l)mWu)8!RO zp1OPCVmbPh#4oqpB84f8m11^7g*n1Ka#p{JO0N3!vyX#u_5uQB=a{VaM?58=N+w&~ zdT%oeR9$NiC2$eb{1-+(xBW#xPu7iKfSW~X;tOkoT)ZXuz$Hz%~i|Bhc@=fQIEn{t-Aid zyGfAe4NyYWo^xqAGuGOJx>4o=!YK;i{b)g$!MOIJ=NxVRx3Aevw_`7*X*b+Rhr7D> zq;gK%`s8v>xb0V9(=&onCUZ6e8U2?x{|T zvO$h`>oJXdF9@K#74)Zbe;%yaxT}!xooOhb--%X)Oe}4li`2gW$?17VU zzvBWo;x4+Du5`A4JJpGvu6*_Dmp8Tb^HUHgoN@*uC}nQcS27~)z4qM?zjeW-(@s02AfXdm53MG#QJ1rY?FdFBN_6=$GBWjAC^x`Bz=jwVrSjrZzpJwiwA$ zUg+mD{@7I0ThjSeU!=34{BWc+gYOgWItyKRz@dAC-$(mNN2GFg%%p|%5d1@K;_tt{ z&jdh^^B(t6yr08MfZz;fO9%)bW3@8?RW)6|@Z(Sie!J!l!SJ?BMY?BXzu%AWWZXDV zZqBAcs?A@%@;Qu2ad?|Uy8%A+pTZ2!ZJ!66OV?2Q5qM6V?K!|s63#q+eM|?Y5!lI$ zT_TBN`Yi{jne~)0Ciz2q<~fY_K`>N~4~{g)v_D7+Z(~gl$v&pz|C_k~O&mg@|0i)j zRs8=_RjcBxg~0UNvxLk{B1iP@pCgU|UDjT(E3NaO%NL@cIY(b?7d03982J^l)}z4W zpBBbVl>|_mh9UKQM=gRM5~1@yI9_%-Pd001LjOaN&EKY=^%|HOg2&gd(2 zRnX5l%|duwOE*C#pB0rHnFY5*Ojw0mqWU+E$kVS*I7k5Yx20z~{Fs(9Owl4@N~p~V}Uj! z1Yi}~X%ak-Xv(jjOtJ&`ms>Yg_n4NN$YB+XsJZpBh<{@N40w*rNGmqrV;%0w#2)$f z*NQ}l!HNXYzMnd-)jObOMAaQEM`q-fFRVzSf(Z5z<@@!MR!f9W(=6L^Tub7xB0aL- zoQ}*$90jP^+Vd2iBg*%W?FfezAy<0Peq2k>5J?=L0L>;j5^Fnv&C52oLhi7i z8K;22lF!sf;2mk`m&GQ4?4RW8i5W+R`_I52|3I?~S6)M{D@ysWo9w1@36v*|+EDeF z2{gC~BK0DyIab(mHP^LmHHzUpdaKHc2iTCj^zXY1oUPt8c zXMg#EP(3JYjNJf#*HkBSxHEdPFpEtkIpc@>{m<~@UcmAjcqCIFGl}AK5B%+h5pX)w z@;wQs)umd-IM;*AOrO4Q0+s$q51v46=|VX%6xQ@-*NLSa57X8IKBLTm^JNDg&Mr0Y z5La(5jcB!2xdBS{+tRK#eek}{WiGaH;@h@pQ4Z6cjy1kl@aQY|1@H zyJmCqOLabyHQ%TRRduFSb%ImcYWosnyAN|sRBj8w2KT1f?)R{v*9{wk_NCn}E8<$; ztK6hkU-%HR(y7`_joIz_vNlAWk>piry*~wYJ08HLIqw6_rYDK zTQ){$5jGKFy3OobHTY))MMWD(Yl9&evF-q!N!2!KzYuYIJW6Z*GSg<|#wd$v#fpj3 zZXE?c5azyEHcV^4@Y4W>oU|$L>U+$eT?_qKE^v*0P7~n>2Vl{1K>}%be7}yAn zmDC5s+3>)@B8hqP{m{=^lH3FH3d~Jx{Ii8KexJ2V?mQ!B-)Oom&#FVnajUs_Gsk8_ z2Xo-M;{wr4Mz(_(bCaw0#oX@sI$eR9E!Q%O8~(HEl>;_D;+;wqIs{Bwlo?zL{&Ll1 zaw}`Gh8ULS z4qn*uZ-_f&8T6qdzy7f9gIn}CxZu?iP2KszE%GpTgP6d&Z-%TYrsa5Uwd|OJ5 zhiq|M2<;d5v+I`|3UD{Z@^w|r%qfMa)91o!TzTSJh&jmIogq)*VgKTW(r|Zs%lHq2|N0k(xde|Jc3t*UKxW^SOdf#-G--rduS(9GAxAh6{D02yF*9__p>ATxPz@ zPl%@GbNF3eQ{LTuE+zV7us1dR>e+={UCPBB^~SKG^_t3BPu*zNr7~V(eq0rzf`u+E zH~R_7t~}b&S-tYyS4Xg9e3FRdLw$|CBi__6>!*i=(1}|oBPoy3iOC>@N=U#C@c-C* z@1Q2P?rr#hC?YBju>D>SU0*Rmy=~4p( z2vP+Cp(a2Gd2f8qndkU>cxT?3_nU9NZ|3=jf1-DC@4fc5u63=o*XlXtT3oBAV84_V zjcs=KAK^g~sHB0X2&I!AUn&RoghmbXpZz_j);eV!L!772JY2z_<#s<2m^o6at+0lO zSvEDb9hEhT@HMik+}Uk5qjMrhAy&fY%^^+G6MsU;VnRF954?;l>B#HTDQlo$HsIg) z9vg^^`(P>3{Fa9shW?Qgu%4f5%6hy|oY*F%v<$yDnTt{0TFd+b6bMFW+SUlfUztQv zGG0xty3$Q&ROn@a4_AInuu2-gl+k@>rmij=Vjeh@JsF84gcp`zq|$g53d~VkM!0B* z-QESo!YT zAUUXCqp;NK5QpvL#=skzKfWeqCf=?+<`B$>$g(nnC&fCtW14b+{FE7Xd@fh?&U0XU zNtO5{9HF-9<`I@@eSumPvY3{dSHIe8D7scR# zm$SpUBctYWx%=jVz%?r`?P)Uq^fc=gdtCAC0B9d?EO;XC-X$&evP8yxK2#Cj^G(lR zK&VTf)E9uEHjU;Kj2D0Ps+^N-wG%!XhbnMME>^ z7X!UhtBR_wOo6QMO(rdXMPQ{Va+F4ONo=W> z0zYra)QaAY-+Bgf^RSg^aV0^igOm~>5$Ouv!8+2G>MYzaTRD4ILOkl_?XZy%APc}I z=7^x!0}K=bBzG`q@|YPlkWx>XWP{aRl0eT7_mJr4gH%JN+gxu0USzlfQf1=s=F8r% zG_k2U_ZAy(UQzvoo?|bC|DB`{FiDn7g>S|#gIPdYY8~JG=2eWg$zYP5^)$gzr4_8+X;*_ra*Jpn^)kbl8po*McjYp1-J3YTJ4QAbN0!#qp>=Go7Kp~% zcATe5cd77UQ=tw@>p$6x4@O3aSE!EA02KYk$EUxY)EDH>N@)5g5lLVKAX7hd*6^Pu z@YmUe+)3vJ?*BFoDD6iplU0=`!rfV^Gf9xD>)XrEY{T!Ijr#CG%$HiEOrKEC{=P(D z198Q>Z8k_@gh7Q>Wh9_lGAj3;GWQ<;0jQ1SObVpRYr@=q z3FyiFU}upJ+0>=2RID_cUhfxKEI0Nfv-gOQEX9Zrz^|pWMp=ngT$1qK9m`<;dWp5& z>dg!k+L*uc^|d3Ar_G>}&aieW7AZ+b%-;nV$%r4NUdoR+nBYEOVplI&Y?>yY&seWS zlVsiXs9TKkqo0O)^&uzJMN7|tF>4-w`?0FCJI9h;JNy}E3g#;ZMriTklxhN`|Ph4#XA7@6~=)C_7CBvHc*lV?`-Q$1m(_aLH>+ar`9Fq<_ zun(J8O*h*ESikHt(lfT^uY3}yYZBEH^Vi^F=glD5XC~5^d0oWUhwYQaZR3lPZ*M-! z5yw4#H++B|D6>l_jgFQlK!qHVJYO1vJNoyy88T@~RC9XoGVuO3*tx_>GY7GrTrq$u%Dop_&{S}HLokxy%8m0Ixy_o(G zG7#hn&9^8w0}{!foFufn6se8slbuxFP14o2uoqjf=6HI1@!1!Up{^`#l`|OSNy^IR zYsXKFpLjY%+QfOxz*U}Nn7&g|PQzVqE+eM%!?CH`D80wk-8ZbFl>LWGQv4DQ{%Mke zBzY({*VCa_CF*BtjrUyWcs=E{qt&_5d01Zq6?bna8|^-r@`?nsY61aU2$L7&#p9Y|tHFZ1=NW`phc| zX!AlRbu!MgI}Z1?tY!un-#nzUR6UEXUYaqp>n$x}4_>UWP+I?HxAMhK`|Vs#s$7&( z06oBO{paTBR($LN#{Xwn`DP<)GjK6z@_k`xq_kx9I^utQ@*WzT}J*9G>-jMGtCp(8_ zpl^!*T%0`@orHSToK#pOGsI5)6tHMTp(#dfw@9`rC%cz<93{9-o|Ea2;n7>?yLur9 z?l-*I)E%_x~D3Z8pMLi0<8I3$iNKB66?&c;z|Qk83vJ*ezeL@4(5uDF#B7 znKV1{H^w@p(WM#K*h$cCN6R#&@_M->)g9mCx2|6LHHQCQa|gXnda0J)FrdG4d?=W* zIs9?~`#C>X!mehc6E#WS-QM&HPV1qp=Q*~)*$DK7@|Nv|SoZBGg_U(L#vdZ0V%%U1 z&0}lL2)&bi{YjUF`n&Pxxspp5;NTCq6z;iY!FmaCajA_y{iZ(wCJX=@kkF5VefxjX z9^-&IFG7H{mdY%f=cK#;*S+wB#0S+8Lu}f5QZRhPvhSk6xy&OvV&Pl>HCI_>s(VHm zlb%U&9|%7yA2IN09GL6{m9ps`>of!NqC5}=N4aF&7a%}sSMX#9a^fSROLQ#>HmI~x zug3QJ&e;UaTLH6TR_fU#7`l34mw96DT~=mxwpCFDv8Q}0lQlljkz3Kjd?bXLx`H62 z>FuT+3}jxcG;3Gt{nM+}DotW@ZBpA^{AZi%o=f)PBIrekpCX|t&=lVv0-n>pFjvQ& z$Web_8%LeqAAG9FM!4k1iN2#D@AUol!s-f8e()62D*Q}=%nu9EsPTw*uX=4!HTG$= zcD(~u`46)VRaFM;wqI>jdLLS_er+!RSig4Z%Wo;XzYKibJ1pocJ02)%ybAT1`T=A| zMehRLUfc3MRWEb~FGa(7U=Qm+4jM((#P=)3G>UNUu&?3I{;CUCsW(>BX|}Y=fhz|c z;y&cgSkNhEZ4bPXOE6j*pi!UfCyM|dix5iVH94|`rbX7<%{6hji&s;}pGkQR!Am2g zCF?4D5R^`Q6FC{o1f&U=Y~AjFndg!~JQl7Z z8JpY#oFu1ZN%>vnC}kS)TIU`-RE@gDBse6|qp10gch4-y7zbCzO^yR$M^o(3SjfWS z^~E~YiP~had#WS8chjpFpbO-I#?N(ESTE5D{>LNZ;>~g@RY~C|`S)04WbQo`jxRGw z(&&xIQmmJ{M7ODR0>!?2G8<>k4U~F6DMGIvk?Id+NGo$NM@NTi@i(L8o`-ph`3ErUfmFtv=wo4J?nF15sfHyJ& z*VzDfq54wK2H9r}iTm$}LIXw~oSekQPq)U54Q%zeWQUSc{RxrD9w>f^n)%^Xlm&9= zn%`JZ#5umn$wtwVD3JMX?&}rZH&j0^bf8%6IO7U%HM0^WL;~oXq;|C;rKfG8r?6DC z%L;Hkwh@u?Z-*Q>xwMc5q#RAgxq-^$mY#Gz-@XKt#lTo zyc-)ZU5Qi2FcWLki)tIavahTF7Yd^=BkPpv?U%`|q$+&K9=22%O{9%U}`}Lh?dw6bT+B|ZnNByh+@j>~SMDM79;7?aq-xt!) z&zgG$uB19QbJ~{jRE68eTVBgaaw!Pd0>bT9%!tkrUhj@*mG#fYj*!o`O8r$SJoE-b?E3F*~cN9i{(l8wI4YhyUKMR|w~D<2^PvUhgM*$JXTb zz)(13$mndBg;xh05K9pENr(w_xT$(<%#Y)EaFtWo)(m!W?LsZZ;EDL6KBbjvleBIzrs6LY;}ccH`n z#vZTR^SZWx$~3GAUT-V?nm=oC0$@9o#{<~{a;CFw<-qa87O6Qd`E*uN}gP^lYm0y zUp}%Db(EmwHx$%%PR40C+znAps)dbk3Bi5GZp#J@Q2?)c0tLos&Y=KMhbzN&HUoC% zPOhLp=BFtY3bK;0c*>M;fJw@SuCd@;ce|L4fpEurm~%jLiG`lw8Sj~7$0fbM0;z|i>g>PD+u(;aod{vjF6xI##;S#c?1E@~ZQkt!+o~u%9 zGmcgve*V^ou27HW_NWmDLYa{VL1Hq5x^e=*-QKi`ojGvmsFOS#m_s5Er94?wP2GKE zyAk&xT8%RF%OefAdhO!qlU17=!WdBywc!VI9Q!FMg+wTUuS4eIj3#?rcTX9a2Y|eAdDmt!FL2DATLqWr8@o^iC)Z&sC_ z#|~({@MhLBKniGi5t9&@b8)%`o9gADv^h9w5u`kv<`*wt2N1=T!5Hnh@{X$k+X>($ z1-sqAS518f4t>?aH{-NM+}FGz7ki z^Q_tk*w~PtXgS#hgp=@SPd?cBUTyij)ABPgucI+8fcPLvLsQ3srM`?elrQhBHScND zOFc%G!ODBlrtqZ{@ZgBlLc6rT(<)GbibY7)or_l4@R@=Hc9khOO0J~@M-7?b5U7RG z>^o0>V}%8$bq0+DQt$~7azXR*`-Xqb70f&cwKj`21k?yj$YLAqS<@X8qF6bET zu^2N}sz-Wbsp8_6dykH}< z-{bUv$Eis~{Qf?FJ?_81F6_T+_qPD{|DN6HlxWKRT?_F4^%D~2G8s++1W>h3>^~D? zz@n*&AIw=GV0?0c`&k9szn#c`;neq!jQxTWGQzK%_c_WJu5#`@`Utho@V8U@onx=y z;Dv$QKdu=4;ZB5G-fyq1QwjKtg1M33+pzumC+Q@XN6D{yDIeSaqm2mg{eLZ@;%`s;?;`$B z`}pr7{*!0#wLbcaI(UUe zrtC9Nm^Ha5Pk8H`n=Ap`^d0=nFAL=5U4+L8P;uFf{-2Dy^r%Smt!5)hAY;4no?`wx zRQy_tdY$y)+bNdU4b*F`MM|iW)~QD7Jn`{CIGVQ9}Q@1 zx1AN!3DrLs{^uXtgis{g#Mi5WwGn?X9=;IzAAjE0@o2xzvxWyc(U(Sp-*C%EDO+89 z;eWT&IGwL*r|9|0q-*zJnAG-8txCdT=!FpuY02={M=3iM-qD9N)7&#&`FRvG)_6Tv z44N!C;Ir}uo+hcM!-w=ZEwNGaa{K(56HBZd^H=KVBSIjIi%V0;m_XoE9>a_I>rkw_yxmEc+Mf zLI2q$<>Ha*J8S5zo0wfsV@FA<@STa8R|vmnZUoa??sx2X6kCvx zo`LHi1xxaUJZ1#Xt4kxZ0xmLR#eOK>+F(k_!?Ufqyv5wFT(v)x4t;zHc{OyyFq-FM z&z&RBT_H2$fd%pv7=D)z!ug46!7l?LHxCA%j|0}pd+Cbr=WLK$-})T_(@+l3vTwM| zoZQZ7P@rR}%)x*Qa(dz*VUkbg7aX*x>O7ZKr+~nBDMIn3FO?4on>60u4tfl-558vS zbeuc8wQ62gV-4s23C5RVTz{b*-(1f(^U((S8AclE-vPtEzu7RWSXe$uwfIxn!Zc1) zPv;Knlx{zVx-cZE&&IM;lJ`#x4`ijNC%5eEg+Y#i%=2vfEinV%*=6$0^L&CCuKO9+ z;R`3;h9W1!f1DvI`mem_f~<#E(L6Vy5q6?vn)dE065g)1V^>>Y&=KEOyYa>ve!Az` z&~dRwh}0}Dj3wt|NcqdfCvkdBGIYdpVt?z!dDjN?pHG#eRM?l+MyYdak{tQikBJgI zJ|Wx+h6h805}TORss3&mZW7XycXBkIG@!e3I{JlrXYo0jKZmuBSq4v+C)fDmNVQM4 z-slNF$mCEz3n5Mh28AvkC3}*BgU((m9YKG=_El3a@Z1QN7{qW$=RC|1$U1Zd9Od>7 z_uWZH8m4&nS_iC6coX=e%=;0-I{RIY(`UOCdSlbpHblDx^+NC%}NX4pRahdEzKu$H>KSCG$JxPp5!-72ml}rWC#mlK)awVJ+I? z9v=pGr3ZD!yi8JwYev06Wr?<2eXDUdA!b%mKi*S+G0Y5CkkgQA+PZVx&%)4sq#%fo z?Ni~K*>5GX(s!9f*vaA%miMN>*q^>=C-*7V6U2xeZ&lX)VEV*sImR)S*X-^$?yH^L z2gXmRUT9|mkoxF?HDQRABQDoZ8egiBujhipSzWogvw4$@Fo4@6(I*8_?!A5QL=r@E zX~YL*B+vt3ylXEXR(pOsGTHA?j*woiUdrGS+jEfliUkaoN?!n{-k`_77u5P##MvWi zqDT2|qZ3*0N6XPlQ7na(SQvdcIv2YeF7t+4(Jvtt(vuq!|h6GvBK|#^AsJnk~Ccg{S$nRmHqyF$RV7Lr;l}K*a=P3;TSK+ zu7c+*Ptm0oD@$AST7 zCf~q&FZ(%_HyQMh=W~oT+{C+=zsQF*=6sGd0C& zQRj2##p=|fiRUb%+uTVDW4_pA_vOG$Dx8{02>J1#_JT0Up_G05LWQ3|a zPi8Hb+5r8`ic^GE+8-BB%vg8UXEs5%V4qbyo-{)6_&-JNig>N8(m(8aBDszhW+6xKx};R z*>zqc)tmbt&t=YEuJp#ByxqzX-*XDxwZ}={Z*?rx@fNMfFF=&>z@Eu(B%N(WMD?RQ$Mz%ii`DAhv4+ zdOv2ZfCpX({`qkz2`P6W^rx}jWv!1Y;@tVV8?A3RB$w>0?nSRzS7muMLZTsDnM4L& z`9Y*xhu|@|iWMpv{$#;!i!rbtNkfSw$;ab^aMpyKn|!WA6mG`R1HNr>-OC<}v6r0R zUl<*58_kEpwb>rc2Fn)YY2zIprd$ofLv1*T!70|!S-Q`unZ(5t^DhIrh|%AqzH|*Z7&a``gBscvcO^TJq3zfGaNsBma39cu9@<1K^T5NN`|&Ew7~)<>6|eVpDw|e#Mzl+56K-slh zxwF~10U{R0;i2Ulyi|uMz3lsEA9Fj1TV%6Xi6ilXltp65$>&>JQ$ws=SD`OwO1=DOL(vwjmQagf+ViZ`Y>}!yob^C)> zlX8$U!8GfU5G;bj@<{^s#jLAgN!NEc@9q~eQK5=T8T z?$TJ1X!UB+w|r?4x<@Yc$3fh%h9-lrZ1L)+yO5FHa*33(fUEfKKLD%r70D!ajvb=5 z7g<7@p&3$Ebjh!-1lg;PkJKKbp1-n0G5fp$W;{XAIG5QctY1CkK3sFJ|Hh&AT8=*G z3xs{YJo_t=8ucqzi=IMkP7*zRUOusktrxh}U-q4eI`2Q96$fH&zu@OJtrQ&T$E~8v z{^1Z4l^4x-7B<|*NnD$$1yOK>AR2Ayh7Z}ij1rNhg`@iHB0+ime}-}%l-J|qsGL2*FL(y=Sh1b=emFX&=1dN0McdDif7)oVOQa~Mis?>@B`Q7?DCie z$h4(pt;Ex73S5d+ddBo~`L?S9pD6o7P*IS;XA8ECp`{h`A)s{bb=jfHn>>(_VF>76 znPeW}ppao_d4q~H%JEAH+^NZr-T3JCAiIi7?x9jpb!nXfClDA#a#1e;x=2~HD8s(A zl}YIrZ;cjBzpy{vZT{k|Hax__?%Kiu8k$gh!$I+gxEDYv7v#ah`q}b}Kdxmz%x7>X z7;K%ovrbA?G_7$)-57-ne|G~Rg2LWk)_UB=d&5spfC~)<&EAjK`f>xQ*YY&bck`>W zxN)T+JBeAYbt>?#Xzo#eIh^dr!F;HAf2rP0z)$qBCHv1KIM;la+fB^KurJiPruTQ$ z@S2W+>~{~hH9dc49HRaiZ%wGO2sX&K@Q=_fu~zYQd1RCwar%3=zM~Adi7V3N+|>hm zFK%sBJ|3|a8vfFNHnoTABa%u*2))`ZOqQsqgpXFo`6{PT_4-DmX0kp@!QQdbt2w0}98P=gkC*R`yRh$mJWJ<4%n5Kw=A|I9-UBY?>E*$-aV+$Ff+b0m(r<|KGi~j5__f1K;(L~V;Q!L{y_MEegbj`?TB+bg2>?f; zn;{=W20X7W9 zBV(9V^zLndk9o^&0Ax3)3M%Tj`Qz)GnuqVi@<%O^YT6J=8!xxZrhCI}`;OR#8u;A3 zND9iC24?s{=q;QPb$}`CAsw9=I(SCCI@}U3pysR&eoaJ5^eYM!tp!ZKU)1j`C z2DD*+p_6g^K-h9!&60MSaw#LYsthZVqMVGT+ExRB6@6R<6{zleW8LS_j1mi(1{u;; zC}3uCw-PZ|jc7iqlQPKWfUNhWS{b_rr$~77zIp8V-vyu+^AKB!YFqU(p8-;u*9H0Wl4Fo+P96jxxIOo%kb*LfZJGxd@a-#sZHuP0Y4IP z1i_G=sClT;XQ+n-qTrA}v}^IA=h`x5&YOeiC!H0+|CwU@rAltc`U3&8eGAa2y#0Qp zVK8#|<@f84YlUL@7h=-Ou( zpF&C+GF~}yd!G;4smq?1QW+mpF87LB^H;myfVQC0b!q@RQt<}OmAFj9S^EZa9)Vkehp6-i^= z#5f3VXlPY>EWdQAHyH@F!=>*(R4T8X~{@&ZtNM+Jge zrSAH!R*6Z@M~CB!bI%-OBrcxVICz+Rhvt2ob>Hav^|fEoxBU%OwSA*=)eDV(Mc?qr zj9DV!<0zTVmK&gIYxqLLaUM{<6=gR=8fMW4grqG5Iw-Z~iEbMbxUpmY3}RGjVKg8D zR&;zOgE+VJ_9)jYa1j)uk)2$DTo?)ZOT? zZxVg04^f|TycU-(wHSIDC{wW(+?p(nLgcxYkw}&5BMt@9FY4--UTG(n?)J_O2a%y0 zFRr1UV|n6U$pI~Y2X48T{e1X$Ex<<7sjFs7E8y8H_N$+5a>tL}IzsL+{iL_J#C()m zN3H51uqoH_E>JrZD<1b6qUM)BnLJFsk?m5kRN#vt#k1%x9+?3%0z`ieeY5~~Pb+2M zy=?OO24%r_e2NqKr`4-k**>JZbW;@1RT!K<-AK&QuQ*kzng2HKM9G2}l#R3l1T_W2 zQWtzE_VnoWZFL6eHHF>gV&jVRv(YRGaXr4C=4}q6o6*AuhjKi!l)>lc|5H%k)0GqW_kv-md#}^>1+LIgK>Sdw^(AdlCj7VW3*&Z(kcVf z$X5N}5g*6UE?QdPRZ%^sXAr?q-Sx$RDiAFRlNA+7h+R1PIL*iB@hd|Y!`vkChh<&t zQmp~}<6K114{O5N4-!WL69DCTzD1}<#4KlBB#Gi22dTQBF2Z|;xJIreU42sFP-JSi zfGV4D6?n}D(izP-My@0(Yp@P@e8R5atCb#^Upz=PcN|-rN{=$>JWuhhc^X(5vh)3d zzrf&ZxKq368a0DI3A1`HlDf@3OK?wJ=+`4vX^P(+Xx$)+C0ANrDdv0zA|L+w`Q4;Q z|Md$`D_xC+zR{vmZxl9yD~~){(rr+|ZY=5A)m7h9R+g9s^s&c4XlQIu=JbIVBMSVkA% zeIYZZnf$ui|KR%gi{4#zCO-ldsg_BnAH-d~$tb>S^K6Dz*5Cn4v9==2fD82}gS?Ji zoCYF}#I*Z7mmJz^`wg;eKWp4)qGpcy&WeivEqbo1uosjliww>#`qCT5%adv+g7F_P zIB}NM;L8;N%YnRf-i@~5BYGb@`k^IRz1&Xm(#B2wsJSsq1%$of*!(fynNRRmj&Ftb z?1#xO<{Pt~eD?2!-`gq8N>1g+#gr>bjTt9F(m#_l}k|- zsjmvocZTR)(Gm-}2unNBWnEY8S-HM;GX;q5Uo!#Q`7Tr|Zr=^PZNvcP`x;(C%O2hL z^9$qkd+It6z9nCU<<~|gJ1Abug~`{G^%AWWD_3SMf{OLQsCs|Iq4|*tH0`{38MwXZ z#k{P2mAG_C8x@H0?U8n*O?Ql?M{j=#E3ibSn}9sHzA&biR2fo<-hrl$K5m4dI1W}Q zS5LQZVb;HVNaa#;FX=Q#+eUN{d+*3vNi5J>?6jG9FOIvHm3q8N+g^$f<&=?!O5J+l z1zI%h9UQVMoSic9vjEPhnLn+hb&=8GLDKNrf&P4ROIPI5qYeogu{Q8PZN5v*IEnrW zrBN1*zfi~2sJORbAeRB7&a2yDcY0%`EQVE?fJ1mJaW(r;*LExK>|dl8TXeBwP~NFW z>={Z{u)Nf#h2FnYGB5r%moQn?e7^^KlTFUf%Yq)+T z>5z{L=MbB=(ZP$CGFV4~c4N^>WEd$Rt(&t($xm#0qS^5i2FX{xJw>gBc z`Ii8jMdnkSdhfu7K(7rq9 zeYJR&xxk_(Bz;ZlFWI$(@VAE8MJF>?a-BNiFnrbi`H@+c!;8?$)q9oaWLlw?WD~wP zNdu+tQkr?Y$-ZX9ZM1u`ux=w088L~vny1s#*zejO^7+1*han+4McQ3uo^f7j-5avf z;a@eFwiOe**zz{a&w0%I_1O|a(dlsZxv%pFqi;NZjjy5bMM&QA_k(b%-M^^Vdj-d# zD8@Uiex@x}=he+DS-WX2{EQu;-LrF>ILzWrCxU<(9z8jRxq=(SoXpDPg>Nrd$@a$; zIW$<-kspP7y{8^WTI^`1+kr#|ah}WPG_6*ijY?LRc^F^xE`Akv85`2@4~>s_l#$N zXdbmX)siKsnRGksLpRgDN@AnsUk*Mot&;odLxdsSNl~F%Q@S#+&>{Ue-}Rtd*<6*C z3;F_DnQDY~y`6v+VpqdKswtT_=b)?n&^6I}Y&wayY!3b_C_f8dJf*J+bR55^U+dqO zOi>Hz2s%2DdCbhs$+`=tAGeyp`SvA5%IJV&Cz4v6yq^DNrcE3dYD;ne7kc-GGB@%> zB(9Lck5n#3m&QqyD8LW36DK;nHs%cgi|S9dIItLV+2opl`Uf$MsHU5lQK7D7r7kVD zN%D0her`u{;C%n~UO*`x4Csae+DTt)2tWdK-6gqX6@?i+=^}gZ?;Q50?6j7Afk|f3 z2aV4=A(C`&gBJ^ONNN(5LTS>E1Cnr~_5RxS+*Q5km|VA^V^(i+jsD<6Q z*)O70+S(QG!z&GlM>zx|35%XZJd)3OJ&#fFa`H7_7lHdHPK4Nor!oHE*&`Yt*vfma zeiy+OD?ts)mv!BTA)v>OA4|>aa|*;!P5@&&I~HS2XhF;xjBB!&Y#8lHT~FHoXo_6B zzyuyPMJ-}YDOBj0&NKsV2iOv@y*J2x6h+D)sdch&rcL%TbfR71Op)W$+FiL5m7X)k zNP^JJg?n1526WHf{>l2gL4sxu!6PI&52MlO1Gkz;hLAh_wMcK&Yd^jneMvd`=aS$N zYd#8ey%tnTsLS4wO`czkT&Vi7AjoFaUDw4l|9q=6uV+VXQ3cxQ;T>WmZiaXexdhYR za5A^zlLe1gk+v|B`L~}9kb?{C>bd4|WDC@&uVI@MUxneMslfe+uj8z3itXrSudc_=isQSnz5*CfmcZ_`OS=o?*==`|_JFG!Y0}IOM?|;*PxZ5##+D0968dq#i9z2V_RZq58A#r?z+vb#8B1p8{)(w z35U6DKc4#45EkVa@d!V@ZGCBu(!R_{25H`7E~B?e@&S|O5`|>}s>wP8yVR#w>H)2= z6mVwqy`9g)o?4}KraaJgxSxwet>fg)U{wbTK}NU07)ul37@_W}QL0QxC$3WmKD3MZ zL0h+N$*d{@6uTWahaFc_RMHWZ82x)%X@-<{F{w6LQ1LNc>|O8;Zp2o+azRf9^4K4V z_P2240^`~QAXA!^8qDU@*Irt&^_lNY@!+t6V~W>fNY4k>LTflMIDjeS@W!1vvrCU6 zSxG>y^DPnwfp_IP_dU(70?knKjgke)W3!@ zC=03((zk@GXl-*bMHRfi{P420of+nVv@iJ+e3bl4MAaERtDCvJbH=qVXxVs{5HUKI zUsx~=*Uu5^nIBk$RZ_a_xRhPPXq{Kp<4!fnz;3ISjhdVFk1b?&P}zpy9R%lN1x9)k zOe_^ay?&Yrm_Dd>A}Ogd24wJ#n$h5j1Lu7;Bh9r>i~3=p;#>t}(dk&R2e$51cev>~ zpGT=3f>6-Ke8VwD&K@9~(gfv7#r2*fE6Q~e#zUN2ZZidP#2nyb>gpJQnWFh@Du?e+CO7SryNz901I9VJeowz?$s0GiuWImm z_?N0s8GL597+-Gp>fwiw)~R3~`SYgSGg)z(IWj;9=GENJv?Xe`sqme4nz;m) z2*U;fX9F%j(e22GvxW;5^9~l252N+XsBC=tiGn=OYL+^9>?Zsf80vI+%!ZcJOaP5T zaCtsKckV}R+f+yPLH_N7wY&G)Hy^?^Qn@E+as9z9ks^XV^tU>XE1(hw|0jqLz zmzQO8OfCYJz(lR4WOYI2oaSCGVhVIiZ77cM$EvxWZgY!kf6&-=7_rWN5Z72U6oReq z&i5~axh5^R+ET~`{;)%i*eJo*_;l*HH3r`fMW}4)l*YpviiM+(kP{mLNu}S650VKH z>S79{C+aMUHnF-ie_ry-!D9gr}r2AN&SAORF(5H+eQ>`ZtmrMe|UyW^~1uW3+ zv&P-1>76EZuIrv397-)`tI(ePZ{~*zGSc$9zm`ZQC`ZV(^DY?9v`rJ72R<1Ld;WZl z-}ZX3HkakFVUS~-q3W&>{3CN4s$#(n6p?tx(>*=prCBQrt@Jw<9(i{uBT43RjqE0vA0eZbXhahH1nZ^fi_n1T88W7tqu8sS`MW8r2K{(+B~Sz zf(=yysh^+6$yp121`p6azN}ZN1Q_3{cVsH+YoPXxsP2m4Hm_LEqIM?PFM@Y-yxGld zmS|UP-j+Q}Q3|$X=MY08uB+_GC)HG`I6X4*wSqigVgJh3Cx|J;^#v1U#LX~G?q`Qv z1>WSTeHjizyPjvh3e!#k#*(-V&il1rQb6RZBZ54nA1EGC!lg$ZPf^Nx)5JQzpbKYO z@Ln5mhurW@%MrI)91vVXI%i+&DriH2g>UYBhOC@T!SK|_*YcQ_nf!_xPgm@ z#Cc18?nU}Q%^Xk*Taug3=9fro!y&>)>zqXkb81E;^G=(fBU44isE1xoI;(opF_ zdf7VLLOo2urB)cvUS4_MH&YMcavS{7u17|Ij0cpSMC$f&R>EVm4lwJ!4knn@d>id* zKk8ia?l#MWsNHtO!<6p`On3X1oTOd#l)pg@ytN=;Wg@8WB)gMxAUS0RDER`svdErL zusG|S5fNYVv$V}9R)NOOI|@tVrTp*$((A?NsZF;5fyOdrqu2}yv~Ns91k1S%>L46C zRwu6fZ-8u_eGkZf;(E*6%eP+nBR;CfYt441#!SwZ6~D;3xL=rmqH=HhfbwLkzMePR z#Vb<`?zbSibfuogyo=)xKEKkj>bq`K!5CI{dVGvcT{G%T|G`bXQ~~_rFoyxtrM(PZ z>zPFY#!5&#?UVG#bZ4r%3BsWg{2{QMcl7$-8wYz2&a z%V>+2#DB@rOg3DZ6#Bk0iCtgoQjEL&;FLlBs!O^^$J^jw%2NLjVm6i^tKS+g34brB z$(1)!>57}0oy`SSBws6a*e^InP*cYG^B+_N&xx;9?qd6z^=84ISwC-{B*5tXBn;gH z%TA-w;zV)M*QCb;*2foL$%Dr#>>xr~DHYSKXT{Rn6Q!9I(*h_<7O5cEm|WLe3qkEP za|ex{w+u;k_1iA?iX}g5M^OG<1D;dgbQPNuK`<47$7`1J1+iDnVS(Z90&8qOKpA@Z zt8ef4Uje&j4N6|+ly*3J?3n$&>ga33J*njsF`_nC;UjYe%f_A2wYzPZIjZ*=_<-G5 zOX(J2YP=O13=%u7aM$PLI8g8CmE+|27$|lwBas*J^JDcWfID&KMb~&u_dI7|H^^vI zze%P8$gLYMVIdQ^I;D!&T=r;w%PFFpc{|I3OdoUE@9L+@8>VO`521cJ0nj zV+|b=FynXc5sW;uz<|q&1^ry;)$Ao^zK|1-tzS^naT70>Kqd0Pw-98mtL~*l{j=H32UWX4?FJIOjDr}r6Itu(`)qW8=vgk9svjA1j^&qQ#NKs<;u+S`~Egv3qVx3{S=~0Z9lXTDwl!IgLFDs^qn~@ zGOm^Lc?{!I)x4xi}2?r6?1Ttdh=eOCnrc_H92mmg#TBew3& zY<=|D=lvO&8V&ZOEZ+V+5}K+NCu&sH)DALDE>~Q;BrZMUV42gOp~gI`5z?EhZ3JLa z$}1U=Vl%BBEm&t%Vy?iQWQK5vgeWA~DR}~;Rs7t(mn)qoN>h`Atb*nQ08o4gC}Rfm zefhr2<2U23=r&e0#7ZHUlZG}mu7F$K3;1bt>tgv}J2qIZ4&$G5y}66q<~3eJA{}jC z2TCklLCFyBsc$P+xT^LQa`%K@9_`D69LicXoRYE;fm$(u(!i_zdB^N2VY=;MEKt*P z`TlYMvmF>n3dk{zP`hUyb$`El0@%i@s#7OagilB`pn-NpSHNR+XT>aPeTET^(LK4^ zq(j$ze(C@}y`yAd2$9>)UD>e;Oi^#GQ^1P>xH2%)k-Yd!x+Egd321Z-swf2JA_gYP z+bcSBcpoDt`l9?6^)ha~7$M8E4JQn3x9imfcydofa7d;h+5v!nl&;FaqY^S$B2ANW z_Y}*~%&|oH5C^*zBH-GV7k!TGcSaaE_L3HXr)>dwF}0x{pzn%~&E7<$bFUzERRR$! zVKKaADT@s>|i(_7}V66S-&H*hOTYoXzRHAce~&hCk?or?H3jw-2=64Ib#*q`3*t&WyY94vjB_m3?!P5|=FJ8LVA z>Ki}#e+MPiY9^}rmq0-$T()|=YLC3fh)&PP2a7>#s!@T)Sg|+}gC1a>92nFE$Ea@1 z*K;~qt>w70S4gvsC)iV#Mmv|&0A-}E|9`Rf*HKZfU;HpE2ui3lNTZ}6g0!@BBQ4!s z(m8};fP{31bax}A2uh7~i69_7)WFd2T;utkBf4DA`>yw0&p*%lxz1V#W|({Kdtdwd z?7crbuH)1F8Jy}?%)P`X>Do`dWj+=2I_^0PWIks#wODs~w>@D3z< zy1Sp9cr96g)bpOh+nK)^?4Oo!e)8e(&gLsj)bIG~V3rn6O4YcK;8ZG0A?By)dMCBd z(Tr+fkC;>W1p{xg>Jwn#_F(=GFy=jl@15OoUW14*3 z?=>;2^NYhP*U1)qS@yG@Lj3&v=M)9B{86ri#)!nI-IbxW_s_9wmEd1O z@_LYo3d=OFPGUA-B7hTyyIu+o2hL*FEVim^YB4@mX>S2GlEnwH-ap^i|BXb?9O&@S z`Pse*Qa#hsRJ#A>FdroS^d=X!fZewNh*A5gKUF}Z`0@RS3B9h{o6}8sU3hK=z810WUF$!(1-Eld#VTm_zIRTjNXHE7^Z5kPV1HR$j@JL%Z&w zH9q@Y?zq{=g*EW}j*dJvq4qs+JD9Bpv#GXc>YYA3Xfgz-S`FN1qkT@!_Z{xS7Ude?&VKCk){i0>`ZNJA*`ztkhpL{}Ku{vhF+O z4Igmi=P72eVWE&x(@6jG(>m2WB}y}mQnnLj{l@BAy9tvXFZ}g2;E%qzMrzUns4;D} zX7%rpmUVU$Br$?s&br}7Gqep%e+xxsv;Mch1K3X;{*Zk=W{^BM@M9=9>AvZU604aO zNOv-?R3jm1dta)$)`k($7x!4L<@T`UG|stO(5WnXo5dQ1}8)yR#Gl zIWEg?&m-c^*;1mXkgt+|gP;39Exp)I61Qy}8LxxgYlSpHZC0IXjM{orh5MSt0eF&Q z6T9H7yTugx&F`0swX3AqT2CtVPZyINZQ7rrBdQqNg~t$K6c1D>1>CQVtT2v~FyF)a zn`u6HgG`~L9s4fd&S3fDUfQw113P|sb8B^=xv6A0Xw!RtgEAil2vjAB%X&T351{MV zWR0zTA{n=h)#1($M3t9OE;zm~5YgB+^Ue#JVZTs=^ zTc75*ZAXW}SFQ7Ky2tZ5nS_yX%cb(WRjvWy!R~j#Qx%}KPZyYZ;DOnD$j0AG zg|O@cbNFMl1ss+83GEVm35ry`JAhT}hoK#tyf1l3{kJ&oDbhnvdBX+Zya=4ItqJ;u zYCjUQ8D#3z*fhd`oQPxZsCAZdqO>9zMksJaRY5ob!|vz>j}cM$=sSHKM63950dQ+4 z-7IojU6%SMoE}zzyYs1sEJ|7cjjri()(1$PeM|g>Re#C@@6)}p)MN~V6WbsA*MmaGdrqsQobh{*T?l+d?l+ap@S!fa9Aw>UR&TpbVt#@b}diO2ou)RCVaF^+w?7T47m4t!0SkYzX87Y zAlT_kCljIaE#Q=S#1dc(3jNQ|`XO2+I`(T$chk_06|~j*(Xc6DobAoTtU9Z~AVbm? zcv+{>wZMg^9oP?BK$(OPFou`BFq+Bg7oPgt&G`b9Kt_@+-jZL~{)iZ~kl~_!le;2_ z6-t4Rx$Has!`Pdk_ZTtdr~#bZIz@&@W97!;kn_|1_6^(jPc3*_#hzm|z}BqGp+T54 z-fOH#TnAwy6@HR{N80LG*^=hfc43Fxe|!=0*T95-;%(1F(oKa7C|;V6CpD)5ul=Me zxAow-eRQHq8GryXaH#C7bd_Exs4& zHB^FuzOy`2X}0qlz&xsCNm+yCb2v`o;IrKqQ?|diO8# zK|wPKLRxIk5L1J~kpeYF*m%VU`*^U$3gqMO^(P)Y<^R?lTQppxrF^>6!{(6O$7fRK zFs+fN1QP}4X|(7A-@JBBv6+G5=3u4&xt{<-z4zX#s2jLx70A)93UH05YZHyqO%cNI z%u2B8UfmBL{PjLEYyLs|%suP8?LVYTg%#uj>UVB%K1;{krC#%Qs2>}|=AN3cyDDZU7s`8)4LGkXuo#JqKT2kI?uQ1Y8~ ztvLVaHt)J3r0+1(QUZJ-@x_~o9OkOPrVCAv%sVfBG?R{?8Ud~=^0@SICrRSJJ_jyF zGE(#PWdC@E`wwZ}10+X@7XE9!(d-&39;k10lRkR+yEpTXD`GD|0oW>wz_fpUQUp*Yab}!;*(Ejn=w?G^A{LWt! zkC#v)kY!h0^H@x;{w9V?sKTH^08lN$=?!Sh7{Bi^Q4EkKtrz@jCRDV|6d9dt*P~+n zRr~<~P>g>ZO3QmF{C~u%xKDwI@8SG?x&M!d|CP)C5%GVj_y1BYrsDVgYI*I?eRm19 z9dn^OvCjc(>o?G({^o``DR*oe<;

>0^WkSVB%-BbhruL|%UQ#gQF$(91=Ji@dZH=$fQ+VvYF>AOHm z)akehy^&ydSzxzm><6va@3(_LkCxdB{)#-{dt58#OP2_Qu0fHF+zB_IbZUrB`TPG=lTSFlib0mp zmi2n8q71}8GRFn5H-it9#Rc?C))Q&h(&bry4&cY}=6CG3jm+T~b*b-#TP(Pc()gl| z_8lPEF$SJoY7CW65)RF*88VYh#)?cswo{uxe>>R!&_sAH&LQ^_)Nz{|8(=G3FrZ_6 zzYN7Vgd`pT{j2j(>B8u*eX^{6=o@xbeuNI@NkRRp5&~kyUVEh`x{sArrNaD*VZzZB zAl+=VaKLbnIH7bKZ&_iC62Dt>`Vo4~hs@K)C4YHfB6JAKJKCK0gNpH9-?c$HTHqcf zWUjZ<*B4X_(Tl}6a(`D=e8h22*aa&qWvsw2uZ^s!v9wY=Ns8U`CO zCcHZMT6oDiYZw&2yM;iEd|j|f&s3LqEmWGEINRYGj0}TcKO9mM^)5AxWQ*2FB63To z@6!2goo>s>QF(RgzDxTC3w}dz-ty~PdudHQ=xjpBP)PdRGmsv=9;z3=(3B8D$O058 zT;qHXhez}TYD#10a{IrCCSdviN&5k4?TRkr6X>2pzMi*u?SAECty2sQm_cNnj;qxA zJgR}uwq2RCoc6^OV_8nfv3Sd{U@H)Kc`Ol&Obz@gBv)SU)U&?jWvokE8kdc^3`UR{zv1DO+GV*-$PC?J!82|utmZ%o^?jjGAIh*=k-FVIr-H4>LtTavasXn$`n~ft0#Wi1 z#D%@?K#kQ@r31bpQ!13174WtL6Gsy750Epnj@5~WU5{8*^uNsWZl*#34O%8i%<+hj zdJ*!ePu`;ASBv+9SOd7k+guH%Nt~(=1_D|4pTn9;7Y z_gTzY8Yy1Gjn{#2ccY9obDakKclg7)%mtwTTJ!zLag3)FKEW-1n#4-!|A1GzpDFH9FFol8bN!q)0R$ZTTP+X?4JD7Jf zeu}uQZKC*c3<0fr>{SHYyIuo(Z*Welm$*mRZaD5d@W@7K=g_~66-~*hFbjP{c-o@- zpcjSMNTwZny>XA#9(`^OUcC`;AuUV34E6GUysK?SXE;ebOAC&p(x1)0_qv#{7S}@x zPgEK}F`ji|W>XZtD&xJ+(@MkUeH#L(L$~F&yPxSi!bd8zULC+c#o+qmbOm;$DsRfe zc%ip>Nutv7%CZmREMl+UnT(uIz3K@Zv~A?tg)*bVYcTR;u6>fqij~3cgZSieL-mK> zYJ|~gBv?AJ?aQ=A7Ku!&{P`U#`j9V=)V+Y>T0=aeGl@JeB!Q%oJFOxHMa0OJg_Qp6`;z@ga&66Pkd2 zk@)NwDRkInJ{zhx!uVD99CjPc2_!2KfI>s(Bdg>yX(BtabpQ@gFhade-}jP_hwSoQ z$-SLbM#?Qg_pSM)9}u!VoEKW^3bhidyfbN<%TVuwC9GmdID{{2HO3M~T**49es}Y$ zbZZv0jr8)<9)YnaquhB5mKx{9O<$Vo^c;i5#VDH|fCX>@3-dC5l!sBR*Fi2KdFK;Q z3iq6)>>*Rn(_#kPo3w%u^|?rD6s5!n`@PlE?zR15t07)1yKR0Tc16Ko;mM1Y4f$Q~Q91k;12VI+cw@LO&8is2fuZh%p(5| zFgryJ%y@ot0YIt!f)y;iGA_(UCxF<=b)2A9oS~&awY%{cNNzTXhh7Uf63~0-Kc26* z)NPmnr3Et5kI;HS#zT>ID<$V`g`y4Xq}lloN{wA+i=pF)@u&A#Rvp{jn^^Xy$)-93jRP(dhxCWc@RX)=2} zNMZZ;fmKwiCwuaOjQPRye$sor&C8Lx&e7qfY5v^FVO>qZbezjWy3rlC9IF6~GIsV( z(5G5=GvLVL=p@MF`qk?^StUKMSttk-1dm?7YMTyES7mhIIeia56mbcOs~gPqF`AHaNS&kiB^8+!vEmR*CHMQmmFBZcB-D;+#yu~YbfJ&K z2w5y%Bt~C^TCb%rdR%y8cZ zvqIq^z%ijtgQn+EGJDt%KK4%K{53a_-M(r`!J0FQ1B0nNM6ORf?Q|ado-d1s7g)2( zOBPdY=42Vq)G%1Q2szlBbbLQ75yA}Al-Lx)!x$+`cQTZvXZa6lkI@9+t+N0!cNM3R zEt1SVOBGkp)d)tO)!Kff-d04Uhh7XZd0}Cu58+^-T{AlO&K+0UmJZvrs&92RLu2`^ z3)SkKvNH*1(2JjAc$3Bu_V5aLf{TTXxOWh}&=X!kNZ6m#XNkhDc-#|sIZ1UWWqigE zmGFce2wfdBJsm%vxAPR*^)jQg@5Z+66=BCvP^}_=?hjeQ`Cf&L-oV~sa<3_dk5pNr z?yzYV8X>G48^p=P`Fa4b5=6~s)@}J&d^Nh+oV$2pHaSv+jtv z3m2&C4CV)NRmbf&q4Dc7A2bq>6i{ox>jcwdQ)J7bks>5tuim%}H*xAa9emei8Yz~c z*Sc}(YS)kh9{~0jDV^sU;JnbXM?{+gT}=Ni zmrAWx94#RP2me#BDv=H=B}>Ghlf2C8w57tIM{dUJENYP$i|j8 zF-u_~z>Lh00Dp0M8h}r}qY(8M0AY;Uj)vWJ{5j!AXS-Gmr!<6+eNXtHq*g|>jdM8T z6>NNj@gLD5#AaJ#JaPM&37=L_HIr0Klb^x#Y4QrH;5(nSAc?Psv6q;4pSqyCt`gRh zwv8j`u#;Haf*?FKnn2W2-BKKnxrcwhrqHp{tUUUiVd4vzb?Rwyf^}PmS|Wj6x2aygZyEmG2(Yw-sS{i$i48AtC{`LILz!E^ic~${ zr1!_ffciDd?lk|l1Tnb)Dze;*7A(554_`;L^;SBuvuPD)ZQEvgU8en!B2}s*XH&Vrf_Bdw9>!naa?e98zmQjN>27`+b8Y*yhln2`zk3(a5=xrva@QtTKjpGa zoW^S4ke)kPZyHLCEQmC6Nj%x7pt44__Qlls%8fT;?B59PBX-8HDeT+k76bV{CET$! zqy_E+@NJ6%z$3$36#}G}GQ0|$4FG_OopUqBR&nr_b>^38Ot|whjVM^P)H=7w1V)(l zCh<6rOFpl1^#RsNO3M6Pm^-|X=rVe-de-5U7sG1NOV~yhN<%T(=d%Z9i3?8xsqe1) zxRc=xa8Q}f@p5(SfFV}I^>zm zHf-wO@N@0Bg49l&+h)j=SDzrEru>{Z*b&?r`MBPLv1A9Ok*G<}$!m3@9*}&6n+_l~ zL}=8WOb5*oQ7|1Y@4sSbq=Y+WcHSMnb}Tz z3z{XT(z)au!k8Qw&PJ|X7|nq;#GdQ;(DFQyDP{YyH;-)0yVM+-8UT1SW_(~-LeEuB zzE>JSrG=HW5$`L7^)Ea1B@vTNYn0i<=R#_~#GE>8W@QY7JxOn7%jZ;6$Rv3c>o16D zp69Gyd-YsRrTZBJ-}jzJL#%D`D<9ez+@>!qpx}uGv9Ri_urZQ{z(XdmR}M7QtqHXF ztcRYObR<|`66pfAC3^+bQi8PepDA9nrLo__EIL*3+Iqczn*CJM-agJfdGk$vr~g~f zHz}d_-d`s$$z|7Ac&HXrY*iVM7(GIW(RG^%S4+Z3pA$3M?&y5ISR#i%%j-*saP1-* z(K{C(j?eDpTZI|kDS=QJ)NsCykbV7STPu6H{Q0;0=&|)~g>S&tMzYQnh}-g*+#I|G zP^_8m=tV=&c(_05EHIxd7hB&6$^2tnb61@UH{b2U&i^_l`LVXW6FE=~I^=~y_mu2YrYQSDdGU|0bY3w}1 z>T5-1ng9mD*?;urX`@;i54#DmyU9{+dl{}+1?sr=U_fM(rn*C_Luc9+brta2VC&L7!Lfuw z4DN+pcIk@r`2%J*nmebr%sCr)Wvj?_HPr@dnPy6rdH8ki7a{_Hyc0xZ+arv6oH~A} z0qH=Eg9R-l&R&UiTGX~dzjZpu1YN~^q#AsUj?m+wO4#tTX~E)5=@q7 zJtXHq%VFGq$?ydbv!`uuaF2dmufIeE+W5gnT`96}<#KB|c@m<45;>(ul`HX>3!HXb zNqx>0X!@swj)~SMh-9e;zyqi19sz%Vqy0IFehaoPCi5hJvCAyo2pg8k`E0hmZx+R$ z0im%mL@#FPG&!)X4C84Ryq>+(&77}1e%T!MRRC})Y3}MvKHcsOj%Ue3^DiccH8MiC z9(P^(bd6bp2s4QF?Fo>ituuu9E563VC1a_JAKI339$*&x6t?^ZUwur(!}3aI0tw0e z$I|%NKU1JoDH4|vJ3moSTd1vl8gvGMix=-rNp6Y76+QjX#2%SAU|8kamZ0`QmMk73K`yas`1P0%`r2MA{SUcHu0f!uG6Mb zTL<*6F1d*vZ1wcZP?6Ec@mZ=p_1oCM)%cTs9=^kpY`&$+#b*V++)gk(jXVOmZ8+#n zjF_qFBI`(RAeKvqgV3-HAZQAJP0}j5FBLRR!>aJumllsKUe*vYE(S!G zmDsDi`J7|etl>l2h3JNY&c6rk4?fT!)=D&v7a`KHdF3m+LS}>mZBy3)2-kx7As}4q zz542E@RQmXm)@l4Nz*8|d9w!a<#TG*id9?zs2j*`id+Cwd8@wp*BFqa3!tna(At@POK0;gBc`zw#8f9Iak2L> z1H+6L?9$OW4|e%*8`H%%TBw`s0fmap>ym5CSc@RcvzOPR2VeKD)E;?tF-nm+)4zbncV zkR$D&!oxBjMH_H6VL6g$fB~d~Jr2Bfi^=&ifWNl2+699pW9JvWL5E3TLu}#=MUXez z&0uWG>5@@i?14_dd?am_CFD|xZLQbFn)EpWr`wsPH)=sm=&=$Nu0|mS8P!__CMuIP zA(hK;;3A=`xJ!>qOPRv)KF7Ta3#b!^BRGXiqGRXofVCMuFxMa$)Kg?%J$|*C78kvg zrod1Na9p?u)rW8cH`6UcP6W0IEB0W=WzkRXy$j%BAp@XFoM#P1?LxM@K?V$B7;x@U z=(kn2X)-M~`PCok>0vnuS->|7S3}Nq7yQFQ;1u5B`R_4x;$);ZLE)1QV?T<@2@~S; zMcDN$mx5?TO2aJ!>i_5TYU)|stUe;)sUTDB&eIk!Qv+E687=RNA+dP}I7>)5 znUR0-Jq1woRSNe2>^->f9D}IFO7&)Y*5YS65ykp~qXGD7DD7I>0id|j0*;&P6wwga zPq&$XT1TIL814g2KKN?R+|&syh1gZ^a~BbzM}cw9Mjie+$^n-D4Y5{#!6AKGru{Ct zB4f-_hzzS7SUJk>i^NDhb+?WYhgS01j0k2y<3Y4-2?3&}>XHy>U+;@6#(-UC56UTR zM%+G40hDY8`y!e^EwPAi1NXDJV*skhp71@#K29FM+8!=vT{v4n`_rRSiik#P-Cei$ zk|H0oaDE3zE6BUAgXUQ&*KRB6S}D;k86f%FRLoH2ECFC(p~QP*y7_(rt>g@UR;}F> zi~WSJkB3a!7N8Vp8QTmNrq8!zcis3i6P4k)(1b8Zg#E~tYBvek(Ujc8d3DVf#YFR- zQihvXeoV{&W-A)~a0ugeAWQK$BQR*bf44LPtjWkT*LYWJXC0EpP@rzr&#nA?Iv?lS zJh1w0_Ldh$d~PdfdbUDs)4}5)(5V3dveDbA2bxMpd0|E(E(lGq2dkOr>OxV8IMHHu zQKfK3#w$GRR*}XESa8{azn2cp;Bl*;Y4C5uHtb~B5@Fo9$fve)=~rFOz#C2C_ab@( z->=v*nwp4mX%r`!ZW`$vml2*jWr6h@e;K<`KkLLBDew*P_NqPrb1S2*NY!zJ>k1zBqa6-o7-pTU1~?*k zlpYkrM(&0JZD!tNgYcICxckZ9}uNNx&Y4weqlOyC-cVcilIS|81go}HOj0HMMVv>i^kX#@%PY}_%kEPoJ zcD436bG=IsY~<|d2B?SL+Wa0~30JK`aI0JBBcG>A_3|Ku4{;|%p}v84ui?6Wyozp) zo72nfn2K`kUBW%#zoG!IWx?OM;`&^V>_x;=J#Y=-NwA$`uu{FNL9q*S=}C{5Nf`%w z7yniHd%T`5Tnl~X1I0Ag`$y$7uE-VQylU8M2g3-NqfS5F+W|hh@?g`9OV1Kl#jdCE`25HS`YAmC%+L_}yTqv@k-IXrB!b z?gn3*^LE;SA@CgEd!+bzxiwC4EVP)Fnj5lJO-lXXGaZL^Y1^3}-D%JqARcP;_HgoQ z@KEe3{5hdF0kX-lDU1GG^E`I}i{6`ErfiCOq9jql*Ri|cHAeW+ z;Z7}=QzFi}8Fb{WmU5&}Cg*Em)44f2(and|Dcd~i%+-@E?8aYzuJ68&zvBbdixa_k zBq)71AFFm7D7|?zzatQrz&+H5Jjx^%Ic5ahkjE7gPcDHKctDyi?x%+9ue4Wfdd-Cz20D%pvc48gV8og_u3 zbT_O*w-WgC0_w{XxSm+fevt|CBd7*vQlF@jVLJQ1@S48}B_uWv-~~qFtO<8tUE#Y# zDVQZOX1*4v6oI0wZ271jp>)tHe)^iDF^|JIF$K%RDra>qP3Qqqz}|DTa<^~{;N)GL zZ9mxK-)#V{k@m1GH%a`1jGSs+2PEI_dqA^e?9P9VpQE^xb6u#fZ-0bgq_@COj$QH# zqIQ_^`E|vQ%3Hut$jj>7OZJ;l>cgt6OZ$M;L)aCjEY1cxOx%YeTUtrR*>oAUR^tfW zmWbPy7rcRD)qc{SRqN=`+rx#yLRWM3wCA%2EK+I)y8$uGkt!eGq?}=g`0>i7!yL$| zr9WI-h{^Ct7EmaDW5!^%wwEoGCXkwgvLQEe3J1vro?qNXi2b`8McTRu_I_vJ04{_U zGKKRvCU)R`*;z7$Pi*e@=X+y!mosmWtD1d8t3}k~eEbA%(Oy}tqExKepW$RYU~6ar zYSE?n@f^(o0U6TVUdcFL1MheDN_ALy1o>M5z&I8MXk?p89Y9f7=5~OFNL1>jUEZTe z{8=C8%xu@?G8RIeYn-HS!Vp_}!=~!qXG&h?u|m=bJCM={0KYY~SF#$1F^; z5Nt9lz-nl+dgD{0yYga@)*A;?zFnC$J2gnZ4vAW8?%rKKG#@jzkYVN0)Xq!F>QTUX zK$^r_^TS0NS5Lcf6%9H;#p;VB%f2*Qn(ctxS2d15FRAi|^9K87hsW6FEMLvx9(vfc z-ez}-@o2!Rpn*y?#9K@1=Mxfah8W7kFdbDp(>@@8t_Vw+Fcm{sKB^zTWoaBInR~Cdrqle8MR;T73j9pA87q&ov;#KPZbD-0Cvu z2niHxCI8^}LHU#NBb64`_5&L!@%5jxfsp;ld3V10gXFDE$8qQlc;s}q-}l63R(>S# zW#(&Zf`)OhAQu8V*I9AsCVl#nnTioC1!Ub5p@-R3#<5n;UCO9=dI7+&R_TN zY_74m9dk%)CGqj~oW}d(g$NS;=5Dsg`oE}BS7%F#Z=lx0+G_aB*K z02QcoZRNJDn*!GNon`gl$yrPL9%T555MS_?XS4hS_0^K)w}kfN6%xqk4oH# zCi`;UR^Z$Wd3`e?Ba8X<&BC+}7~o!aS$Xbi$BiAVxClhka46(Hc~CqPp2y#Wc zoqpoHL+RjDdGU`q8srvgM>uSxD z6__D(j6khhEhbUg)kutO{^%<;;_gsmdZbr6Fh{I-eUB^4d2XtBO!E$LicdN=ADi`%>snxw)J%~{b!?v?V znQfX;ZPUEu?8dNY;ywb{qH+XzVND;rIp;L>tMQu>-70H2)#?XbY#ia4FFART!JKT< z!=TGBw|~1MK2pcNIj)x3q-@Y6)-84s{jGa$s2e?QPl7F+DoPN6yCE&_cgVRVv~auw zZRcTebr7Gt&7btT)Sbq5aM30X+P%ZhpYPxp{IY*a9&>aFK2S1fnpi^=uUX8?P;wnN zLEQ=Z?U~xOE@8;l-3mAj9wt^zQ;bWbEO|u4^PRh%cr!6dUpqJ7_T*LPCLZ|xq^E59 zSly+vOTJs*;IJS)-7!ruM}=W-oS}&A+A$A=%3Vz?cM6ME$-KSc|BV_0rtIydFy$qz z%&Ze`_G!rbl(ezJrtLHZe$U2J#~&^~Ny`3;r~|AOKF{VhS3pVTZ9VSo;5?S zqA0bDPst19DEEhX*J4WGS4x1c;mC|!XgX1@>EqYTwp$;4hS?TdgEU8(Fx3(~=Vt|r zNS_7q*GsM-d<1vKy}gTorA^yH5$+8mTlFx77!B^uDt7XRTn`DS=M?g7G_4Lo#4sA# zTl|N{TDeb7g-+J3e=T13Qa-IKfNlp<(JuU_=L88v&?4ec$;y~8=A7pb{M2Z(CsAQu z3jx{oqJCGLHMD#8(2%3b+w*js-O>D5ZAhX~V?tZ#fc15e@X5qBuTK!0_8|YTR{OJ9 z?o_1!(@N&`#FSxr50j!6?p~(da0GuFZBtm$a5{uyuEVX}A!gNcPQ(GG9glK-4mm6} z?`g0u=ybI*!j!~802U~x9oHMLFj`W;p1s_!N$VGV8eQC@L}$$|TLIKlFSO%gC%?7c zsj_l}wp46w!%ZWQ__J@279c*oH4XOZMn4~~NI)roCC^8&qOoSh2_EZkCsXCNEGL^5 zT?i0EIKWJg8Y8>QHI@b_UW1vpUuoYh&sws+3mOZ>z8+JkY0B5L)r%&kbYHJycZSCg zOM`n>4x?*lD#N~3QU;C!skKAES9@z@Mc4tGCil&iXK?qvd7-PT%^_!|2e0zv%?K7E zY~-&xn-tMQ-U`;fEzijH^Jp-74vD+?ZJ|h%)oATUIRqw9VZyRfW&F<6XZ>(@R^X^= z&}BT+w5!#U1Zkmikw-T+1iEDCa2CEv8p`Mtr30&6%$^0zDw+egWE%gTB>1_WjOmKf ztvvyS=i|9^?LXUst|+ym^Gb)Z#a0_Tc2~AZ0DIXDETBAvaogg;^*pW94s$@CJwy)} z(F(-O*2im3-6K3pq4TDBXR&zv=(&cATOa4{?AC95MQCo`-SFS=7qX>hU(yb?{FZAc zT5o!!DG{AT7kKIvL%qC=)Kj8{&%Cz0G6-pLyLFwt^SeB|^}D{%4gZ<($6GTgYExCL zyE41=-8$8t2F;n5PZmAN+B&US3ha&&$*;xkWO^~>i~o_$zC?mGj?^8C1KmGWqBZBy zk3QpU^$O1)oz09WOv}$@7pC?AOY#o4*sw={yewL`pILn~;Dxv)j^g|@H-Aa~CNqZi}(Zd48^uhJ` zY-dvu+sbrtd@FI=O5_2xfLJ6~L`ZI|dC{=PWTF|%V!BkZQh8)S4jAHNmz5u@8+dw} zq~^jqIII!t!ADl)!t-?mhMYERMo>VOAClHqdJYul!aUB#=Uab%9Gra;^}+a^)W&F~ z`rgo81$t9PRh_l25HH8an{9QdORSHmFveHZ^>+LC`KhXA(^l;(PPe9)|KdTUR__d2IA?qI0a{0-CuAD8CJ`<6p09?_;@Olb^a~wZKhk#~D;T zbIk@#G1t(pGk$+iIe3p_$53&=TG7D-uif46&w)HG8D~@4Y<}prT$FfVg{X8cpE4Gq1OgH?MgT1VB1MR?{D@+R`23#niJE&a4^jeRPApeW2 z9%ix0oSB@VP!Ml0lRiHA9zj2M;y|s7*58u0Q$E{Q^I3eM0wXUB0bkvt3{Ts(#%UAS z?(SF^y^Rw9!^FC(EiFtcuO|X$*&u&ayDUvGB^GH~4IN5%v1i z+v);quZ47oIoNk#?Xw9kILCH)&hjix3-)6z%PULCT$4H>w zaDe9D%FP7sD)mwk>x%si_8721Rtl7DoqrHD>Y=tV6l%>O@P2cQ@|x#@0>r}5sZiPQ z@Ut>Bdv^$h;IG8gUtro{xsQ(9V?;I1^0rolnU;>w0ehAux1BCZc@wqzxJ|dQwvRNgcwTQ#7mge! zfNoR+0KFcXI~*z6)QMwE%0H>j`Yz%o`G&uPho<;r@q(>t$U_D>aXVPH=VT8<>j8al z-g7oPL4{w-PbhBrLC)&FouR+Vl4=BeZ0_tKYF?j-Uq#ED7+0M6;UdBxWqQM5rwf&9AS}RlukRb4LdaVZzLvnP? z+<ulNE|DN#MnpC9JX=wyP@biMJJL*QG93(D z%9tIBoU8NRGXC6Al4DohD&}I}Ze-GlLnUs%Z#}2*s9jH|@~E{YBm(B0>|7yXJRVs! zUSu~L`d)4K=$0^IEU4>f|;x_3zO^PjD5dsm{f!^?MRfT-Elr9r! z4W7Cxf#uwB=zKEuqTjP=!~F%uCC`y`YdP67#nS*1G`+3a0lx}o+wk|M4prvx9~m6} z&I(F@2HF1O6-VJxsIpFW6y~Hr|21Y*QeS>W(0Yt=QQ$@uSe6bM&u}~)D2wpJjIMf> z4FYUtSoiy*NU)IZ^xL~w#s2!<-K>{Bg0JnhXnvO%b+<^qv%Ux7X1ESl_{o1ypK;$Qeq|&x3h>$5&Jbo%?&R>37 zCmAOtlo#~p`NIjODb#63W`CV%5&Spj-04$)-W%?N3KQ6k{**k$??lmOn>C+-a8k!} zy#dM9M9)JsN7LbY-=Rx3HYPR1Yj{t(NbcA7eQ5q5t&cw4q5UVW(yt>aZilR@BmcE# zhZBP*+&@7c`TL5FuQY-=Dc@GpYE0(Wbu;DnnYt8vl!COBuL_V0vR7w789AuqI^l~1t6KLG zsF08#7z`|dsg$p7a7)gFQ;k#3at`_Av`N{T-=`bR3`b=ntt zaQ`0(&hco?(gUw@QTo*1p4-X6eGE?T)*IX+`}3jWew<_g4t2=|ANk##cgRc`4s zDSiIr{O1$;%ZKl*0l#O*uTyn$g5fa!;2(9v@lpFoF27TSo;mea$iaoy!15S3V-{zN1{>yhGT%pc=GQE_rF7(zj^8I`OK#e zMSf4uzh2igMZ-VtVxC%M0A-s-@YlaOIhfBPc;cVM|2Xyg4gB>SR3I2C{&pe|L=E^1OZ{b z_5;=5e|mh>Y-;et_s*aC-yr+*WJwy5;ssF;rT=!hSsLI_4e_g;f18mf-}!VFOqpBh zSN?gixZiI08~l0TlMh>9AwUaszxvm`y_DPrPyFdW*Q%3mQG#WRO4a;#EIN72m%yQN z$~UhF|NG27Pr#IUm|l#7{{Hz}5Tr=|K0ti_3sV0DspGl&Uy%BDu=p=X{UwO}7o`3+ zK>o|5{>!9}SJ?kDsedOL|7B8tjTQfudwaW81cE+v?cv*tTtS+)>B2)v4G<$LiR2ZuR?~bH>Fu_q$_!qkh${ zy?4zu*VLNNe4>;Ur4V3oVL?DZ5M-pqRX{)>c0fQt&!8cJSJV;AffqnPT~wq*L29P( zk3m3)L1e^5)I1H&^r5uWq?Y}UySXIPz`-#@>OIZ`9yU3KGD?pB$la9sAG1WUL{U6! z`doI$1jABGs4072o_|i!d+4Vzc%(ysTI3Ex?JM%!=C*s7Z}Par8+6vDeGjIJ2ayUS z`-QR%?Fh~dh7bDRe|3!yB&6DLi>Ikg{C~Qi8w?&)5pWyy|MG6&KL^o@2Buu8gVWch z0bgI%4*j&?G4NCadS#NscrlfMU+sm@8DJhIv|-`_JzM2mHZfsM70)t zohyra#5Gw4DNwy!5MK`7Sf_%iVrn&?&hCYx;+B+k5z<%OwNTM)XD{Ep@+;o^m6vXp z;%f=e1nt(W|)y0SU^;Obfq;=NgpI)dc0S)i423DQL{%d(HzQT5=UIdh0 z7Qsl?FGcYbN$Bw~6k ziZN?TGpzF~fRE2DBJr38T}_d1ljDNqbPkFw@|w zD~)a*6jQ9KufJu>j0t_C<=Y{AF-}DF7tOw6*=Ix?NR+tAYMQ(jBNEk5KWkyesNEmz z?d5x4FEw%0|6P2^i0sX6yB6QNwH!_TrIOt-QhLgN*%=cU7%$b%q%5p*zC)ymVr3Wf zUc_S(ner*}%KZ*~?30y5bxLOo3_avwXSkPTLHJv>-Fr>kP4sL?20usjzN!lpkjW0@|XKD!VVq_t&PDwgkg$Mva)j5>hk(2B?x0o-cnL9RH7Vl=Q5qnKtlsCFyS)RwuR*2Q^cU&5fdJqOkt_ zuAnF~$8$9rS)p9C3`2M_r?aI`VDbpED27JCNI!Z9(8zq^uGYC6NcC*1nO~;kJTtP& z>&{yHeN2Su9I6C;z8sPfnjBA{(5{Uz(Mq;nrrD4~P5*WC1v~HsJ88d-A4YcOC77Xn z33;Sst-^LaSR5g|KVY!bv!!@t?9ViiUc6suN$6=9L?-r1&j#8#$rB`NMy5t3e3Q+R zYhYw1C=KKZ3z&w&A)g$zn4UN*5}>YSo=i?r(9tn8eKa|ew2|Xeu67sHriV}!fJ?nO zf@!#c9mMcfY=7b|)7h@3pV&S#N}z&?8X2AURYd>C9@Xy~^iv>57^r{ctcb^DG0!ab zg9JF3V>B~S%NI6`vGVC=_s#SSY zV8W{DzV~^uFw4w|dAL-SpARCpWRFFbrg*EBm0h5@j9AB{+eJxExi|1!Il`o@DBE*? zBVJT&VRYW|&YN1yni}jyvA_a>o%mXeIe#wJuEo+r`$#2d2w82zW1b+*MSgu&#Ld$zhDY;NmX4{7}tt zarRuvbHgf(nk0b4@@ibN}#hT%+ST*N4q0Nt0)=!MIrWkWTq0k zy_Q)}4$*|Tq&;B?(<*fXIP=dOrjiG1q%Q(~=;>)jchi;P>FTN1_x?FELirFM0^TC* z^-Pd_61-*cET>x&XhHgX+wMnxKe`+hsIV6YWj8Z;2qh#WV3&DJHuE|nVJ^{texHvA zZW%vM=Th)hM<+T-sCJ>u#Kn~C?(tDl>T<}jp+($864PBDap=#;FzzB5=dJFSj-RCg zs+_&B$CZ;%DCoE1wirydf~@&CE2~g;{J4OH73lg=D=qIc)Z8K(&cGVRd>yWe2%4aC zr+stk_)uyCsVR8dh?ZQ0>x(Rbp9r0n@3-t61TN{vX=KD$?4R<4fszj`Pe!L-!G|gO z04vb7_t3%?)8X(fF-Zwm)0xC(Sm=PQMHHcg^N5I1D^I(A{)r8F?TM`q81t8-RjDBBm&4(>U>a*ZarKz~B~!QlbcBRX+` z6$r;mk0t#hzl2>s-SvCI)Jtn)rfRK*YKIX5yNh`?zt_v=_da)W8L9ulKyQ%wKKB48 zqUFOVZG|>&KoIe&w0k|DJ5QewAco~D-~@d!NU`1T_R5Z-VCQeg^`TbZ9fv`gfD?Up zCoe8QFVs82bv9c@VryGf=f5UcRHV59H}G?=u5%MfR1z#q?;K@Bun$lwUhduR6AL3s1*eN6Sbf=_CV#xB)#lHoqv= zVkxG0lod*}z6#~?;xTxhp~dd*9+;Y0zUmRdN-y9{2xT80GgfIuDY1p2aJo(2Wis$R zjwi@=0sV0Pu$GvcUS;0IvGOuBDdct6N))x_LZHIQO97T&2{o7VdyIL)lDHmuk;Tq^ zz@WoO6UmNd7bl^68m5-V3#`5PFe&d>F0Q#h$FgVu==R9~i}8#*N|SZTLNbC#1~J6t_dU z>ve?@Xr|&>&rU9Xa~bX%T92*1KGtZcOAtgwkM2z{P-9Aj1ppZ1Oa8+QZM(SezY zc}pl&UBj>DBQ4*iTlCk@yLbkcY8yJ+F7(&{rcg^M0A3nqq4YG!$Me@G);|_nIB6d2 zd8$uB*k?y zL21$yv^`YIFmrLF>CAd9yZlm`4=3xbLv~=;iVuy&cfE7%rz(7H?2Y@ht5%U{jG|`v z;*xHka!^ott|p~U4m3sbn2>4?$~eN{*RL$xYLeb`DNaVUjFu;}*my0MQqDSygCHa~ z`~qZXHZ8J<^ppws;66UO;9D@m$8uaNZJGSu%vII&PWO_~j1V*iO-t&i{;yDM!kFw$ z#2RU5)e{9!0;&K1d_>7O-a{a=%XKloh@j4@WH2Ejxa-G7Y5+k7+C@F)C3 z-i2NL2C(7m3=e#l3`|vg6i>jNF zgojdL1+*NLNKc{m)>PA?`kzl2!zbfZKCoi3@8jjd1EO3%rx~N__dLkJaA<@qCI!VQ zi$nD0tFo?9GfRw5#=5gou3o4Iw}6@QrM~Qu`>G>37zhD#fH1TgP!6z<_r=cZ3ps(=kx>H%n60(t zFYj-DGc%)vk0xk!kE`d-%YR1H2g?xsEjQ~3Ba6tEnWe-?SEPJ2^5Pxqo6TdeJ7nE% z9{e~#m5!DWEiNUum;I&{qq({TQj>hh0t~*2jLvtoilmz>C{Is?YtxXISnSq{StNbW zjA0sj7;f+Us^uXF4Xo}ZA2D;aymnbBJsjYCY~(@(;)h=vmw$tu#C_!KEU#enUJ8-9 zrHEj{7{=rMsyhC&5og(XU5W?{cvQjszm}mk4KA2DScXERoSUMEa{;ca&f^=%^ERM0faq zsPW6n4|S<`ruti2)^E;?g3e=ASEhNwn!HdjRn;);&=6091Q5ju^+bg9YbO#($SiNA zPGW^Djx9HaK@E8z7^S_zSY;BErr7U~bQE5@whR|t*lo}Mg5Y_E;Kpz!!ed+q*Oq-3 zGzBLlCzs)}TG)P?`Z!u_D4(j0qMfsfA$8(H4sGZlgaZ4Wk(4=@mEX_H(p%XOO65Uf z_ny_?oXa-H*67GZ59V;O$a<%(THh;S26K|e=XSuM2DgN&ss zBmlyLeZz14TIDruf|ibf4$4N!@SEl()Dzd>(Ny)0t?3~Beezsm-QkJdaW!UE0w0$R zV6$*WO6hkN@lz7`DUQJE&y)l{!8KQ8nQsx90$Ci!mkS+i%Z`lvkPYO%e6^BSj!uEi z?Kqtn>EAQMxY9N6{#2gpRh_c%*`3Y6-j)?sbMPhpzGw%-)l?_Y5? zW#-=n_4VUVO3zC`;6tjnAkcXQ4386-mrzP8Ob_g&9F9Myc{H?2l(u}7UG9z?4As5P zwpHy1>iO#_;<2G45e~9up7QY2J<_rspeX872fTh=)Y}+Y#1ZIpH#&_gQNX1+BWkX^ z@Y^BpTBV7$_}keLC%(E!Bs|(VRVSfpS12Su-IW+|y|5?u|4l`L`7On9yXweDx2@Ta z{D|>GkoGr{SNn>oZ#u{myQBGqxV?~Xa2V9IjH!3|T13xgEnDMMD?5krMd^H_%Ze{g zrKXRh%Cv5~9PQ?r0l~`V@{BOiV;*@!H&eB?;im_bZVKZM9uWFo{{lNlFJ8#XBz$s^W<-Jr{K;X9&(=%G9kwHCb6xW=V>SDh{}>~ z)?t3j7ix~BRN)IxACs13xk)+0H6`=n?I!~i?sn@NvzWb;_=Da_S*Zwka%?S6Fi}z8&=$^m z^tUY)zTIU=Y>X!Q#LgruHD#>4O}Ua=m>WOrMr(NNi&e|9A#wlKV%=(@!Qs(z-Dbau zk-O^up04GS=O75L&Beu@gzKKX&!&J1su9uOK z!OZ&E*Ux<>K&!nUkGqbCaMGFIR+fQ+7|c({c_HquNJyQrF%d;(WMmZBwa$-?i_U~@#N8M<}?QwC-4K~Ykax6z18OXj!4KC6Pa=2k2{#SICdj{HV3=c(PF%JXDrI< zzZL+Q($Q=j!G+EgR3ilY8Q@__+?Y||y8U8DFThw2tC6}%gbNKt7bR$>>TDhlPzbUm zWO+}n)m+}MtnmYAE_+B|Vv)WdA{>u$QXK=moSiMn9u^$6r>7d@dk&`=CMD&W zj|V9?J{(dG6vNH21Dd}sLpQ5D=5ty}2`m!QpL>!|T{EW=Z zhRcz?mC_ZjBXTl?VZ>9W_s@}_?(L;~!f_=Q_K|Pjg9<=jOJ+Oew!~fpVV$_sYBq+X z$5Foc{51YDs(v3FESfewFp%-C*X_mC*pyDSGumPO(q>%O#BQ;r+i@e`Fk8@n!r(*K zHEyywe?q$RnZt(|zm#UXNtP_^NR*nJLU#|dRa#87iHkq-B4V1uS^M38(+z*gyaaor z9iuV?5&y`1X0wuH#f1#Lsn20{BsJ+Z6S(EAO=f@0KO2*@-C0!1;J6YEC@wH#c9jx8$+q3P#W`K2G2VvuWw4^^_b7NBC)ptwz*%kDI3J%=|Vga_! zb?hQvQTfy$0lvcWQa-%?CIc2$Rk*3&_<8k&aX< z23m9s8G`VHjPXymzpRc|wC`@D-L-C>hx}~iM<`jy-?kd1`tAd`W~AP`lFwZr-e)$+ z>6jAEsVuihs?y8+wNd>oh1n)9mcx?nZ#B=9t&fTnxvKHFcb2c;>!0>HY!Ot>I2R^| zP=(@-`w_nw7&Ib53?_@!)Po9UtW^?huK9|)pl;r)66BCDrmI^0t z=(4BgGSZQ5%V4ULzrA>=8W~&1Y6sW}%eoU%i#|#fzR2hU-aOufpE%tIE6~z^moqTH z9z_#VkVIx`=-`8EAag;S!rg}(;?dOxC3f|44`8He=r|h*J_sjfi$K8r@+OU%he0=6l!=a}k#yy86D+})VY{_cx^j-(MO3edhzy?W zL?of%AV3#(8VW^;rPk{4hq}3e%jgP&2-9j2F ztNBWQE8M^u8BhJ!(At{IXnIDQ%^xFGb^#lH!P=ln-%tiK>KfV8bpTAcY>@Z1)xSZv z>erI$*f{_vTvT#3os3#>Jl%YCfyp*X`o=-|5WTtV=4ugFSs$%l&@0?d4pKtQe2 zZ>hyiuDp`V7+%FUf5|z9$Cc|C=ujer9L+hPx%|#)W zOE{{XMMexyNFbynOb&)F7rH*EObX_50%#r?V>0`sYNfC_R7kxDP>0~B7{3EHv+B=% zkvqRu)6Qlk#rA#hdWLU2l{8r{Nw@K=8sD~`u6XXGEnv(47QEY>H-ooX!*6_X4X+C8 zMh*#+_H^EAxQQF37J)G^Y)DNSa|Nk0I*>k))KEpueZb4JTaVyNpx{bctaghT8_`Ir zP|mbFglbGo%ni~UUmsCf=M`v2#RB|XQE(;Q?ft>r_CuHWcU7>^y(X4}c?Pvylfl}@ z2mHg+{kOG@OE(>h_gCEZ2A1y~Sg6uZz?x)NUWje`{${ios8$)G}Y-N3!MLs`Tky!niai3Q0SI33A6*kMO5+}s&AV) z5-FNWlSUFR>gM7q7#!7u#Sr5y7r~HNrtV}a>5k#(R!GzkRHC|VY-gCl%oI8P(2%g? z)`#PDlgLD&C^x}+oYZki9S2P)OY{}zM@T2+wBjQAJ+MEZlK^4x7s{Oh0c9cQSGedy z%G>TXc8#WS5+SnzWnwRl4#lG6*O9jsBnr(&%47YRQ?*C!8C&OBfbd!3vh4JxNKU=V z$$)x9i$&o^-epAbNGyosP@9HaX&8GvTy+(CcNoN$9~Ps9`Z0g+<3y#=u#&OL08-cq zZZtfYt>y9n2?QaM^%V+L&yGUXsa+YJN6w}FOCPRhe4Qq7 z5ntOXS+FD?2TT{wWm%rh{g7%N@lFV0Ar>WJ6sG z3EE>@&^?Ko;h^1}tYAUXyuZoA!O`RZOnm+* zwRgv{>ZLWiLm}Kx9Iiujew{{(qjVXwjosfvr$2dMU)%EV|k9 zNS#YgUhfQejDVi`gXf`6yaRD_yYNgmGCFGdt*aZC?NO&y>{8RQo8mxVaR4>LMq#M8)qn-IK}vJJ$a~RWLXW>V1he!vJe4=iI1_0fq~iYjd|uryVav{n5i;1 zeRQlpw6m(%==%Eic7GK5KUSNiu18Ni<+&a1@J1KkfSu{!QkdjNVQm$5O*osdeyXWG zgF7(|wMD(^k;87^&w(x`VC#=V;!6H+NCw;_7p8^nTKM4c%D0dJ`W05F+{-YZ$sQEB>Cf%MJ9?`7z;FJ5wb_&f51yQ8r zy?m9R%t(#6N-p$ffC1c-eV}H%weIB3&Al_#o^|9zRcqN0F=6PjQ^{oQbw0DpG(bD< z!(V~L!-%Um0vveOyLl;Cga1Cnpw;g`x0taceaaO8IEXLgh=TcPN?AHEM< z>cALMAf<{q`J8pQ!c|V`MQp3a>&=Pt zD;Rwory47#NI#Wa*dJl7gtZ&yi)+r;Zgx%5OVcEU;Uz8YdxxWH_ezKh(H}1B2J}EIu4HYT_oc1OCkVqwL47UtoBXq!3<#B(z?jRMwQnl)DiDp zZ)Ix?ry8H0<|GPr_??kvw?DO4`sDsbED5kU#4s97x}ESAwIv06ct`QO8n4;2X4nqn z9lVq4@dNg>Iv!vQ7q>9H_{+L`4RLfy${Oim0+<+4VhnI9)l$tcT*%46nqZt8S^!U5 z8m6N^>gzbU23HI<<=!Qtap0QW@Q+rTq5M1~5icfpWudnsLyOSQ_?%&RydZu`KgEMG z%ofBMwqK?d<{(hU<5neymOezH)6>ul3RSkM5$_o0vBbBJseA`N_4;k`_c%wq6P9iG z+3FO~u8>6!qvXFP%1u) zO+#(=c8)I(es7d}x4Ky5UD-LQWz97;lAAFi&0xujGzEsBG@-6R02vHV}Y__eg=lb@rz>(KA=t;vO8r*r=jab$Yk1Z_yEC+`sR}VVirwN}}3> z9M@bhTh4>EXo$C;lF(Fx4;?ZA_{mZQm}o&C%pi6xLS$%P$7PI{AmLpCd%JMVq&%ORwO z9uCY_Uq3=#?8S7|-C@+7O$i)oE~cd`L3~yJsFL3oD86D5P8(qV<>;qO|I3xb#iTD8 zTAxB%7K!on8@>v1t47b}1XNc+LBYZXSgNKZKna%z8u6ipHl%(mUhc04R$QJH+q4nA zM`|ys@_L_;{v;Z#7YpJtSD=;x%)2!FvYB1TX-`0ghH);RU$2C@b;|pZ96kOm0xTH5 zn7Vqq)&L%+gb_(UyXaR{gnhWN;%5zp!C#M3`Uti6A1B1Z~d~)1~w<4BUQnC~QnynOF*r@&!iGpQ@)0rDpo=NYcRzCFv2&tc9Zw)sJYCOVW@XDmsvu`zS$983uSP>Vw zn+O1I$fVWOsm&3q|T`|cun*~lf4$RDfq1wQ?~!Q7kuNZdvM5NqweLv zm&-2l_U0ODzbh5u4$jB#LqRE%w-<>QM>7jK&nXUPX4C8Y8`1u;OlF80BSZnf&#{7t z1TaBJFo6eP*duNx$O)%-BaYBf1HOlyVvK2~lJgt8JR0M>fXeszT6}bClkE{nfK6ZQ zMnvVj)$iIOFO4Ui-}*GCRNX5Y&}q7Q52s};HDhoZzz+3diLyV!2({h83Nq`0s)nfS zXX_HzxsbuITo?Xo!3|SeshPIi{}(?L z6-GlfAV?m=q%@Zd*ZOz?=U15g)oJrkXB|44T@^^hq&H03m@@dXPN7@W^Tauk2MErV zfAM2zv`q(RWbYfv)0CAcIJyy1#2fnf99`|6Sd7gOe=niCb4inaOQpMosT~6g8iUb1 zIDRa(!h!wLH`|yc3V8Kom%O|nKz0|>Ie`?ps#g?Td?e%v(MFRZW)MKjew4=cvUsDZX)9zBi0!px9S*tgj8JYoi zG5sa9)TR`@?YOyEw^)O6KYM=uH|R2vv~QqXu(VuFbTY&hmoB1AUX-_2(?pT|8Eu8e zas&$)j+7HMbrMH)##X8}h7utUG$y9`1Q91hLDAjG0?P!&QZmQdiih}DBMog2_AD&` z5wAbyBat*1?>tv?KrQ20qC@|b7|<<83nBYArzEWz=(pwm019a#;n527fEf?MSv1l@ z#JN*T*XX)(FDZ!*X5vJD8dOLDj}bwO@h%Q5yV(4&Uf3|2ekY9X#&zwyn`y`9z=n>e?3cJvNb}Ttn1B;tvSBp6r{XJV&WUjoFqffx_ELkF zVVG!aU`+CMg%zgTGLKY}A4+TRNY z8ytLnXyHbHnaO>Cyi~4nmasJ`rJG$58OQN!Px@yXIBDtKzj#p?THlVA=TVm^P=h*v zPQKOMN9{tbw^W&cD%0~s(BD}N@9Y~Ih2r+#U}0le>L-MFVodLr%vv0h5hiFIx|z(Y z=^!-~Zd~nGp#|@AGCFl+J8QQ@@H{lxUF%Fgl_p0A!>*t_vkd$lsMf;k4oitI%#Ngj z4r!7KCOe*0S6=)84wXCB7L)c2iEvn;cwE z(y{YYby)nMUwLfq{g1ca^a-wSSNuIQeuOV`;+qTJ-mm&K7j+?Y<67a%vDK|y;juGM z3RkrXt#?gk+ThA+^LR@q$c7~~QaG!^&1@Sm!$#jna?F=u&S28OeYc~4JGBixLY8kWCfhS` z#GAfSM2n4pa-?BiLj2j($KqspxtO63fd)1O{jo^R%CDbY>EIB@ILSY*;M*%t09*Sq zm5=byK102ppk&hb)sjR^qlo2Oj~|5BsNd8dX_&91dDMZF&+uCwe>meIBl_ni)QpWZ z+{k@9DG{!IuYgv)AXwCx#GncVuG+tq8}wON`}+$ftL8DBpx=)JadJvZO08}$B)DA4 zyb1YO7N0T8gA1yYKC+^cZ_MLPY;3A}ZK$EAB*vcKZm2VW7!DSEf=S*_88R+zzTa~C ztjamH3PezTegf-V1mS!;Nzj(RW1r1Ro};U-&Cr_N4jOieC7S9>#X(ibewuFUOoug7 z*gk~ys1l&BB#w+p+TUmX@i(w1gj-sjTl>=8;bErXU+_qwdE)2SrIm}o_dv$O@dYrH z3;j9c^Oc#4Ei7Hi6mvu|O)bB{M4H*nYec6hzYO}T5`}*u1_kcto&P8yZIs_~(`c!p zxrEzEmM@01r~Y$jZS>_BaB3&@Y6@=!qx;=&g&_y6?{TK7hYYSq&T8jFmD`C5*5$?Z z*LDj-=B203w)y^kL3$q7>%oLxQ;;@56}4tyPEvT~$g)sZVQeAPDc{C}UDQ$SB|dZ` z!K9w-=)EKZIcC{*v7Lh7?@(0qvY@REyjqvjbPJbcq+(m~bRw*>4Fean^+gezr;SM! z1!A6D&KfqaAdXEO@xZ&!KEzyKP63n))8#m9MNvbyOfzmosVAh(<0t3#whI$P4pAA zlV$t~?e4@?fMS;)IG9>Y?uvV5<-{tm$l zV}R{1Ip{5eoOR*DGhq$GGA@lkSc&_hO1j?-r`?Ls>I=hi;ai=1kg&s|XEeE?ahaQ? zWu=Cse$;b$1^B|jD>W}jR&-aT(Cf9(TkhLLm)}Q~?7w&|;fAj5x=(L#8IZU@P zG@>HE4h%-A_3ToRHlUM%hb>$C=~KW5-6fU%sIn=g}`K z{Lc3?$}Y~A8|S9Jyc9@LByTMr7VPYrFbziqF-FT0*Q>!IMSptgGhIAH5>gp}jio#Q zFCY9?w#6i4k*4VR1)$J?WJ=R2jKuT&QrAc?xsLXW=8lu_aAh~{r&3ZC70%n(+=Um~ zwzW<5m6NkMBIHL4q9G#OK;n|1me&jKhoE1#o&hkqJ0CioA(i8otx^Z4?*OL@tf9av zIE&1pB+XKCeV?2l^vRatfD>jSI+>sD&-7*@j~n|WbEhU|nfJ^r7juPkhPfn+T!w@0Vpw{)=IFdW*4c0I@gZ`Cw%H#PQVx3dS`hNqZS)fmG} z4brN2C{D{ZHV zb5(>0`XVASqY_{g4X&P7S1gEW`l_uh?86xa?-_<3vQ1V>iZcCEAyh>gC8EUQ-ir37 zZ@N!)AP!^6U0ZG>L_qW+G#eXF&Tk*>amZsdQuCdt| z3Pw~}{pNLZwYGi1fqxMN-4|S`<|*xP1I} z^vdAqXkNU!qh>uI@X|e3Ia>(}XJNFe4B_7sJv06xk1wM2}<-sM|;l?NLJ%hc{&hVz|DMq|QgG7M- za5SfQf|uJ<-g*(bv!1Gp!Tb-;B5G)xmRfkZT!?TZfxuOj6t!;^fUeEsmGQAm`M}kX z@oK#;?75Wkvvgnm9u9O{@4=|>`=_}%dm=w!D* z(H1#xo1p71KDEE70F_j+Sh(KgjGlrGgbo`F3*r&+5BoA0sE?Ba>t6F*>sP7+KN8ej z#Fdfv6kpWakE7j3qlHvYU_TdEsf}&f>RFaS%pBLP; z&EBQGG7kll#apJNj=ft>vFB1WQNJTpbQ@pXhYIjK>Yg&lxnH7}hx(`HL{CnV--mDZZ?zk_YLg=EigILPGR!Tr6Q5W4*>0NV zNAKg=kg1<8-5Z+)y{_Ekn{Gq6%J;ux_&D8sG`^JhvGm?von?36osMJ0R9-;&!? z>>2#|t|=rV=d0nr;m2!jAftTF{$jjxY>~2+g%r&rCnXgz!Pr{(jX0^FBl0SIv-i1I z0H*?$n`%g|&Mz+-IdUjTZ+La8wYjD-+NSv7HO{2}X1_E-E?5eF1 zUc=2*WxO2ZQIU^Lw#M<4T~U3+mZex`taSxy>yQ)TtqHR~rPQ-e1*eZ@1WIsUC1n0` ze`X;=D(DO2CV;Jm%8G!Fmzo*MqdcCy@6qiC3m9i@&e;N`VP5?W4w)6#O3Oj>&dzk* zZHpN0ZeIAvl2eH8(lV+a{+f_d+M2{NG*k zGtrsD&x`O5`g$dPFPUAJ$GjZX=278ty|J6;%3cCbf}x>iMDfthq~E2X>4;~9nJYP9KB)wO+vZhr~S5~It(u~~&?494- ztCe01+yx!}6aBHk_9a8B05k%TN=vKiP#f}%jm%W803=@BloUWhS*1FWq_{D!rOtMIle+F$F`_;?!;>n`d z-z~x-ImG@`fJ-9-IZuDI)WwCl;XPf9xPWluPWr~M6JyuU0K>tku_2#kcEZ)c| zrRH}Bndqw{db+^c(OBWq%_jj;wi3=KIntG))z6heOdUw@3wnU2yBV(bvx}CCo&|1{ z__Fh2>dSx;l_ZoK1kwo<1iQPFue+RlkHgo5-3*E@&a!-3Y=}k|J{=pjX94%|50Dwz%)DB-QNTu(b? z4@?&c>3zgM-HV-x$vKbw5|wOrm1H}k=LpY{rA4&y}1^m!<@T7&PFfJGnDRYbV%>mgDm{iYNBZ~ zQhOFt{a-;<=e;Z9CVqt0TIp1E@%!RiCXhU*QEjamCn0?W0%Lv>w6g!~PmyeB<(Jgx zKE+tX6A*MKNWmz%ld9)Q)_#F3m;yvec56lS#7C zV=?4mpA8&sOY~Q_+@+t^v{*)uj{*;n|1x=DzhyhEO+M zd=w2TFKWablGM6C5RcWblcc~e2=}_8VI6FQ3&HO`kqiV3gyJ0(cqLio%%!gQAHzBb zrn!X`*`Mz03AcKlba4K|*mNKHzwtGJy-$>;iPsUJJklsny)5sJbiA0r!~dT$H59P^ zwHDz@;F}N`LT7qYP%kFocj4YcAA#1PhaZa7=4!uy~oB*yi~od4K!HxW*nvNVd&Ez9W(NknFuk&f>MO*q7(> z-?Gz{4^d`pUI({;etm0wK(PPMB2SR1vtiB5L!Fn4#wO8|KV79er=?xH8&1{ilF7(> z)Bhky#~D4}p--@amM5KnS2P@oxD(1oz2ZIOV&v+3TqVC%$ENp^Cw{7+_M8RXMc@Z9 zz1KpU^p1H?(*2hj{}07&dy(WXKiu|Wn*uVQ4vWDy8UOWhYw$6&GmO!D6<298uWjfkV=p1L0?HLo;J>|sFED+7T~{Ax^hsUK{<5*D8AT#Y)V-D`pkvu-6T8 z)u5{D>FN1iRnming;f~(!pQnHlM<;P*Knqse!uZ4?6n{})>aS||_zVY>$u|0SLoID(s1ul=cBbvj3P++!D$))eog zFJMeOZWpv0OFFtKY8Q^2SE7`|5n)6gyqW%{E?ZO&{5?$^b8J=#5C-k3z~~C21-svE zt6d?NyMVQd{K1$fmA1fz&}*QG8Pv5*;bh2u{{<{7>7oJi?q>h(miXWsQl!Dva=J&} zUtL0l`ojMo>Kr5aCF3bb{EwpvBM1wp{UZOVS!cg&_+gjX-1(q!-T=<`o=cT@>g`Qz zqF-0X$<9vy$k#4~@=+4Wo=!0UF{eo!0-<6sQV4DG`^H2)KeB2$G_=(Hd(tCV0h5C^ zQ+8hNDC%eMW^{D4@Tb|RUr=58d#BGGhj|#2+zOhuA7(ce#dtgV$iwC#0lN?_`h3c5Gzp4(-C0*dWAVSx^_F-F{4(S zjp+s>@;SsNsFA%9JUlw;nRpc*4i1ZRj(_?))#-)!lm3$o@@UFILugyWR;oy)mA`(4 z^rlBoM+e5A^v`VJDLA2TqyAnd2Dx>mhhbr1XNG%al@ra0!gDq@3QTenhYFwa-WjAm z(m&-)atZXRUNB!`dX=H50{)t17cn&YyAyPH4pbL$_n(b_qyGx75Xks>{>Kfi7nlTkX2L zxEO@eY>~q`$jqA#|JqNw8iw>XF7Xw!<}a#VNP&fV7UUTJJ14L672anJVdq@<#0JKF z@_!E>gQ(vHJ6$!O^?fAa!^n;A;9jJ28%UC1~j>^ucLG>J4r;=Q)`3Yi$p{Ib(I3z(nB)+ zug2?tf}D{lo0-baq*XBlMN|JxN>{5!{Y0`|{PykJ^H}`a&=BqbCFM^JjsSoEzA~NT zK%E*pCWPJLA=k9ctcZ%K{%2z~IZrTnk$?JjBrweFaT%0$yT|Z_nb{kIaY`W4QQbNQoJ0 z>Ou8eC^e^JNc2E-C8)pD;ck==SC}(TCa(#9@}*pz z^V)YEDWS`t5hT^|<$q3BP8CVlLwehENzsc)OuLO;HC&_J+QL_cSwuXx?+6ey!}Hit zwEH?jg6hCYc<<6=F24~>c9V$~=8YbkILr3fc&R`$Or;f*Bl5)zG8CK`e*x&ws(SKA zD?bi%^>>Or;l+FY_N`^1gn?`kDLP93kMWofK7M?xOE?|gzHEq3a@<87p#4|L=!e&Y z{Pn)bj~@`n>8JxR_L5*GJ4lPn*f!h`1(mdj3yt6;ztPhMdG2DVueVQxxu@ix%r<3m zm=fJ0A^|Y2#cahkZT@@)5ibDebmD@5K{Z=9`UVEw$kC4^v6@(yh>%(8*iYWo_~)9i zH)p<%=%9J41lRuwen(+1JBw@@>0H1=_6rQ>?719OFX=hK=_G-RwOtaA>A6gd&|*1+ zpNl7TM4KnhTA;mja5TQgm6G9DXxDY1-O`^LeR5h&U(5v33jYR89tuLEPlsST!y za^i%{Dx4cj%SapiF+?;nN{GNdH&H!bt?LXy48o@k;p3is*E40;QzoxX#Swq%=8%z@?ZY-k2wlLjOSw<>9p!kg ze6V6`PvR9Ho&qNlf<{y5P|xS6aMjJXj<{9tage^z?V-s3jp2@eK^%c|Y#pw2|L%0B zamPTJ=&vZ<{@qebZud8pSV(pV+3e%HF0D;i^C-X66tx{mcc@A<`2rN0EBBqRx5?f} zojLVb$7YPCpJ=XR&rPJq$Mj82kumlsb+%1IVBNovgq6X6oN2oH;dpJK{-xSaYfp_w z$3!F1`{lDYEGd8j{RBNUIw?HbD><$`-!Z`jh1_e>T+Bji%d!ZV>&YOFV`(6phjKuNq>2_HUFs zx;ytj*(vJQg5oZAlLLob$&8F}6;P!~>}aXKm6N;C$`SgP3H|!94_#N$lDaxC{yKDk zvr8t(MC|U~YVNaX%SD{{RW(sAz=SXED*t^wg6@MeG+N6YcxepB^!GA3IeGQFj0#O- z%)ICEERA-%OZ44&lA5l6bhJ$LF-`OXGy?X|G(LWQW{2G&e2R@5^bl_tY+uNEJShD1 z|HDz#aL7_4zDfrE`JcrGQo7IM2l(N3Mhq(nxApdye1$BQK0Ro1d|X6G==198D&VCw zCOWcrKt}7Q=RD%#^0I0kT{=#uI~^{ST-E^Z&BnhDJFJu+uAeN9EJ_X(n*(gnYlV5J zHs&T|W%CB%x;w33WKk7Z?S6qJ^NERkP&^-qyI$RGS@P;RD4Ch6>wNen#rrFV#Aw^C zZA=4x2{JYEkb+gGuZAIAp~0=CwG9)gkC?BXmxSxz*Kk}^_aV|K07+2}d@j`sPhFk1 zq&b*&8}KQ@A;U+L&<(mPYl8ho=a(^tF#`(=XjayGGwh4q3E_$2c6o`%8S)PBQ&Cp?Z3H7hpe&hL+~Hhb-ftv2p#9FTnL(vCL)r#>V;Z<0_HC z?Zqr{FTRFQ+2isE$@qE)ee)a?0@j(b5~70qjsQ~ikq)3CetctMG4pspN3zE7!Tug8 z6&-=h1AWj_Cjr*#Tmd35GJwM$*MS5s1)MqxBC7!H>2>QbEmXLhkn>eiP)~a*U>$V_ z!i+s>*3&+CGG3hHK#$u9UT=2`ZjjfK91KjT!(35eVfV<0KvEK3oJuHfCbY5 z1kReNvvPB`3LMB`PZIkz4Oys<93tBAI~>9WD)WE7jV|aN9l>>-YBt{)i01Nr=SybL z3i*bFPmRe(N*ZwW#n_y*;PKHd*xkaWzP>&|ApgQjTbqz~Y?j>O+4^6>`N%#6D9Dg+ z_`bf*Sykj|OTB2U!_;E9yz_Hnct{JHgsXj zj`a(%$nd(vl9N&Z4^lL*X>LMg&^39XXv?)6!v&`Mi?qvaMH~2+n0>q=vG*OSNE11u zQWlwzl2M@`5uWK=zD6CC$?zomUd-NUWE}K`wk~S*E>8W**iND)6P>h_cq}HU=0Q$H zRZnYP|9qDM%ukDrEuj^Bd=#{^cNuuO05Q;l%cRXFvj&TSzW!t|53F>%%c*@G9TCqW z=* z`Fg>L(2N9z1dFRvX2RP8k=6+oq0eI`IT$RlDhxs(;yz=V zwFJZ{#}QTQlj3C%%_pyxJ6s>a85{VS)Gdmz?< zt--~sgkc@osRSu}WW?4&jl)e`$-oFpXRRqyg|y6NZ_9gLM0ir%H3N?e9y1Nz;n5oG z1=2BPnU6`@S4G_)yEoT2aTy7Lr+?t^E}Zm5g7eDxo(=o9D}Qowru@yN1F4Gl%(SBt z5{_})_`coY+@GxshDqsAEsrJ8OQkSk$>1Mrek;2u2Kw}f5qtM>lq^*1iG?D6{}uYB z?rTk+%fsnX;8t%a85Nb-7D@kHxthpAVWiJ@9tXtG*zB%dIHNh$W}g{V#KQ%GFE1yi zN;2epTfbp2gz{Rx1u+~wK)&ksd`qJ}i_2Q5Sci*7hsK# z2n(y$hcior zl3`T*o3FwB{g)4R<$qK(Q)0uUet{?7yK}4edy2PiIR9Yft1-JLLOJmBeFIi5P2SfD z#qT*dRT@=dk>%yQdQ#1fT>2;$JMcy7!{kDo*joKiHp73k3TzH7$E?U;i(wJ#iyqQ zF7C25IN`X87magyW}Ao;^S3)!{OUSzZxlM-#B7N{_$PyWsJk&E$LKu&_(o zrqObDGK7ypMA|f^nvfKZisB^d+m2i-o^H!!9cZ`_!7%ewKe_BuIIb!xfqjC8j*6Nb z84;RU^X)p?9C27Q@o7XB$@(T0_Q<}`E$>h9%DLecsOR$(jOM>_(x5fBzp26hfIqa6N2qtoS!=5y1p7Z>Y95CSAJ>FFO;`{{lCm0q_A z-BB-1!)8sWc_Ij0tqX?B;&thg5>Bi}sMc-wUvWJ*e4drCL_*z_aKlev>byml&E^}X zXF1aE?d=t|=9fyQ?_On z43%xi)i;5cQ&w_H%7CFH2-BTZ zgGP|)nRGkCNQ6T+fxhns8`{e!Bb3kk|2SU;iGBMrY(a2!#z1x}Y(_m0VtmHXBeBn; z|C&0wV}eYAEe77FDFa&8g3@ooxtEuAMRd+E7eTRptmE8l&E^Rlf0p5!zf~Phcb1Fx zH?CQgt&o*r2&ItoX?)zj?#eY?+*##47KPBdTOz>u@=+t!f2>9Ui%>*1IL5EIXs|YH zc>;K2ckGR}U@UE+kJEGBoc3%WS}+DjD+zO@?IYP>adNNO1it~T1)ojChNd+op$}%AvCO-f-ix> zp|Pa&e1uhZC;6C#>K(>uv*-e3WEg`n#A4E8!VTurgx{B&L$k6N0s@8Yu5a=FY}8^1 zha#HZxt_0vYt&?MxkudP`n-7@&gOo>XSW<$?sR&BcW`hpFgO2HH`Ux&I{-N%BN{Ko z1x4H2{iD)EoXy{G7s0?pOjx+q=$cE<(_j8Iyw1<`9uLREyL7aSzb~@=FK=(_>lfD z+E>_*h6X2G+(Z9Ws_sn-s?}lzW1Tr*uDJL=9YRqc`!sp{~n6>g-5Etjo{|%fe`86w3Jw=GtI7M`!|Qk zjZuSXuJ43UU%dHmZC5&0x5FtjlsGT^#aFU@WTuy;G70E;p4eD9XknuBz!qf(JH<>n zu8Z9cjOIhnZ})!OV-%ltp1!xbQMrKlMerLGF|Kv~78fO4W-vkbj`l;z&9I=MXZWci zo#cwKx~iv&Ynx3u%HhBOC<}hD2;fB%{$Vc5Vj7bn=YjJ;jpVftPgQjJBCO+m?LkY+ z&<#4tZ6Qd3RpYhV|7;>A?*>`VXk4rv#W8bx-1K-mbG-+Z+{>t}PH)-^Gc_%v$c1S% zbE%`%eoyc*p97@7$#7@7Yd$^6-ZkEfAP+s>p7s`s$D?)YF^hWtxzLQ&wZWbVJO#$T z!%fL2Vx@bL&9*sQyA3W{wYY9w4*`!8_3PW)Z)Y@nNn<*V^f)Z`&gwb|4V^?FNB;%rrHYL=t{Jc# z&$l}eRIw@~EIeInBzAkUfHE-=zd{NSm0xOJ_mCoilLN5a$>`}32g0D3hGLNC|LRFd z`VrUR{?T5@Y1jwrbVj?RPDgqxF(Dj^Tzj3UwnmvP9+p(Tur<#G&ohJLT4H*v7;x>b}yd2xTww%a)cek z!cR9U^<+`$bGiAO1KWb{?r=J=QxIUT0Ja#LNMj9+7PGRl+ShdWcz-)h4gms*2_^$P zsqq)+R4aZtIkE9Z<#;8wP;{g+QBL-vO)-21bbZ{O2sN0mBUX>66(*bKUwj(JxqZvK z$mEf7<8dlraZ-xh&ke_*s&!x*`UgFsOzBtRo0C;!Tz)nxp= z7*tCfSv0#`vAEQb?jf(RC6|tR-_!?<}09QCWi(YsqRW=Q5%1rzrVmWLZsdEJij(#bVy_+ zmZ*yr5)N-Touml4m$5df?APEO3(apl?2cmKCWeAF@&&8|VNyHhQ>e@ehAFTP!v1?A zeISZ*}?fAYL#XvmnCr38CEQA;HF}becCuZMa@EZN=hq*n%`MFL1TA_NaVXz^z zq`zT5d_N83Jr|~H$~Nk%P5`BN&&S7vN$j|N>q^Vz_|2~WuBoe;4{LM#%>?I#I)*tA zu{}^YqaNwPpAxO6AtzOOc zH`NT;Ip_32yJQ&J8uWYPmr;=Zih;3MY$)=)4%py>1=6BXi)M!uruI$F(XM+ zIYM0vg-HAG=o_F%(ESR(T~?>(=)^US(%x&9F`2;LD2**|)Rov^{@4T6A!v zf2v6nuAH=^lH>mVzB`1>4D$pN4*dH_8}Bb=_%O#!^a1bKy4R;CmZF|_$A!P#BBYIq zeJpVg>#QmE_xs+MlA>XG*74*b%&GyLA z&X%T5rHO76{gn{s(qttjOp+8H;JM6Z0iyl_qhh`6{43^kDUMn}=sy5%D7RQHn8qRH z^KKJ+;}(URh$R;6POCR#HaGs z&!5dgkxXm8LjB{z!+vQk!Xy%{cTQ#e-SzaJjLeUpESbQWNvHh=FdCCCAH5Ffvs5zU zU>TNFF5JLthk2Y(i_00$L>AbuFcN!nD_=}?)U=$8&;1&6#&kl#Fvuj2dJ&?*MlQa& zpv9i^T?zuu25aI5k0)fxjh(JT;;lz$Ghx&2-}=!Gn6XOS%$M>xf^C+ z`J)PF>+EXgF@c-P)aPujcd||_nnsXGYhUYB&`y47R~lasn`TupM>Xr2))MT|SXM^+ z-S;>m2o6JE|HFqv!Oqb1dKOPVtFo{xiS~!G>o10+(KsGB2#FEAahxJtK0?WCu~fD5XtM5MVt=#w zL`T@_K_KPf9V?VJvw7RdTf%Kz^c;n<1nv2L<5=O#=bGgtcF}rLnK6L_9aI*fynv3>q=`k*D5<8McKEeIe*k9v&!kB%RPl6351zP0(_U_jWudW&C{|u_{HbWR(Ae zA1OPy>_>MSc#FlV zBBYwxQjz2Zc0wdB7wer6CZ-wPpt8^p_VUpJ9@rQM!)90wE0yiVuUR4>k;*v2>=VqHV<*$_1mWjdfj23SRJzOu5jR2Aeh4cnb z{W^-CdN0h{w9q_cGG&WgVfzp$8f}{2Xpsp}6$E4ei!=SDiKc7CuE`9}>hzX8ldlh$ zIdjM_=xRCgn_B?P7s7tFd#GiiOHXNk^XuJVYON;vCY!ag_kjod_fl{QclBpChdjqMHD2vY0s3^1qh4F7?&}sXtX~HOs=CVE%Kj-j)2Z&I)m0 za+tN;MSC~t57^H=HyYfw>wIih^J8+l>#khC$HK*Bku@oOCOpxo;GZfMxUJuj?ygsga?)b__rVy$c8LCd}HpS4a5Z}K=Fm%t&f zt363?J7)Co-CSjlPP$iAnuYpi(f<_k(jQE}9|*%-^hvA5r$fp5JrnOz6J_MWBqaSl~Y^EyL1H-9FUqP%X(|=A$ z5&tMdAxZ9ikZwjfH}y|Dte#&DVBCd_$sdZPi}bRDGaZgtCTL{Ob_&8e?%T>p^&*a;b2b2em+QU!S04gby-pOr zAK&!Z8yc?pHHqVLVmA>9#y0sfsQH$sGa(>rx8zpnl&ApgodEO7;d9KVQu)h|a}80e ztI=M-sNGtZO3Sz6A0n@dsfGsNkvFKtVw!B2hGk8tG zD@gx=xs3W%*GG*O#S({eDZwIqXEL6DkVK?|YbZqkdY+Iw^p8zAbA9`fhC#WYrq9Lc z8Y_{2r++$lQr;7Fo+k6l2O&@3>ye_qM>D1BOMbbOvLJ_2rrn`{GsQd+Z){tz z*2uhtLaZruJUhefU1c&;q+#1tpNO=%62V-hw7}vCisNF4wd2Ly0?0rT{aJA=b=`EW#AHPQE7>tmJ3_DiPRwRO1^=2LdxofQjx*cKNHCy zu+vi=`k_|Sqppac)ze@MQLvZ$O{(w0srh<`cX{3+H{LIx8;Ee$dJ2}kOig5TeNDSB`KgG|)ZkX8hhC(vlUMko@A$>9Ls>%J(s+;m~SFjDMZPOQwf z9F_|%_h*7h%4)xpe+yAK_CV9M;{AAx`v{57m?e*BMDk^ad@_kbEVw-=n-#}otJ`4v z^2O(Dg}8d7W1!F8Xtr)p)0rT3)S!CX^?bcIhlEU-JWv3ONfozJ%Zr#CO4V0@Oi$O! zWG?cun!odMXa@_uKRQ^NCSLzyY4rFn`Vwo-L&Y2i*%o*GlG#1}U0!df&Q83$LcKX- zU#!t`$wW4+UfBWHuG~e4g7ryBm~q6paEfjJRxSVL-8uiY6JBt4G+mwsx03Il=Rrb% zvqMh>(fCjE_iulA?59t$TD%_Y30v&G8?CI|hZl$$luskrA1onI^sy@V9rPN^Ps)7W z!y0mw_v@Ih#`^b%-5p-ZPf)G4GF^QK1=`JqP37?6NF680#NF(IuP=2R=JK)8Vn@>3 z@~D`>47ZEC&fc+`%W4!_e7dMw-_j>|FhL|+j^-m6mO(86hahmh7 zGiDekU13wn1=#h<(TKLd-ll@KKL2#eO)%;N5P`GlYH54Rs}D+{ec7RuVUgp^$EH+J!CCu2e~rja$;W;r5oKwd$S>mE$u;_deA4%PMJOHhyx%Ea zFFEb&`28SDUz7g|()T~+huRAbjY5q3EMy?ex^q0{;vpmVeer58{fxV;;M?=egfUA<uNm)iMDY z3w&GuW52p!4pLpAWKo`Fy(^)=&)sOQ^PZtz*d->e5@lHAaF$FtLxcAK?%m1NGg8DY zZm1xrI^z*iY3e)^2-UJK!y;-_hVLEgm`k@3w3AyT-AlwYlG>Z zH{x}XMAdQ@&~XoN5-v4H+F_dD^jxhsTi`cnCAWLThi*NBBLoyp8Y6wZ&lM!K{ui|G zlg4c!RPoW-3D2e7c7p3Mx#D-D^sJtBSabKrdhN{;KX{FwuFs!i04*5vCHaZI5l_oH zQ^1`xO1lZGF=8LEj#xVTkh3^xG+m&q`>K4RRZqQEY@^XoYUw@6ELzx{Uh}m*JPztLMzDoB&i=oMf%Q~*M=nT!2D|!N$Tk`Q%Cab&wA}S{mSk3blj*B z1a`d;XnR}5xI38>>2ND5e1}x)lmeL}Dlu>BO^3J5jATUz2P5#5kTCy*UqYY;a3KIT zn5a0~H}{s3bAvx=Al&K-Ql(rKzikGA^SoN?RD*5ipGM}&xtyO7)mu%+vYh;_x5|VTu-}tTI*{)F9craeSf@bfG`K;GP|a>eD!aN?kt7+#p^J) z1GW6j@S?ojE9>Und-Omzu$)BvBFBI$1#&BV`gLdN@Bd1id=OK?-9@m~Ss7Aq^Tgbd z+`KY_j30&2*JhF?NCe#1loBmwf22)Z4vPwx!S+UZ?WzkGCLz! zn~64O^*ZMi$<}8r@|7y(T@uH#yE_ucbYBjG-S&~nK218xcjUnWT{0{TPfU`qTNH{j z&^Nf?`ntdAA;TkPo4N(cTiumBEGTxo9G=-?@g~vuMR311$J7iC%pX9ZZGp!V@vT7& zIkK*oBMgWuH7Jh0CBbgY+DWk0AFDf+ROvE$!RLDjG`!eWahFXK#Y{Kn2n&}7$-=lR zHKhNjm@D^dZ-Wk=ff=#Do!xOyJKsmlbCm4u!Ua#q-A;D@m%v!g)eHV^U(SoI^BXlT zmm2|xV)25!mqzi&JwXn6A?}&JN*EQuTi*Sh{pPg{;zrAcT$;JTjLDVhZIw1=KTA;) zZO=osE;_UqCu@4$&d+jz7{sE{cx#tgLcm<5kdM+`a|RTJiw5hyua}t8h~CU~~8+=_tw~^C4o<4d#*P zKu^(Zjfl(SgSrZ!??K+-udNKUE=&=;-(qO$7~VAJiUm1g!@pU{uGzcil40e1Qke8q zN2l=626rsF2dV#9WnW^R;c1BTqIbeh`tzo|IR^ZS#4lh#f_Y9?i2zlh=>#3TCFil6 z3~|hJs1({slMI6k!WFES8x#_Vqk4=JDb>giJN=ikqskV7&_-`8wmBFuZ?Q!n0JA$T zK_GhOn4l|~>TvBh2@k@sSAkYjFxMSD9n`+-26e+xShMPhrZ10-mdIuY#wBVRI`IKz z5I@&qZna7Vbi-&{bOUlbA!T&+8h!ucgD9W5YINAJ3zkW$?92P}oavQ4}OLu(Nv;09ra zTpEkW+KyVa?pwcU9r*pZe9bcff-jKdTkDCY=jDOuU$Go<`)Nh^8+B>lAT&F2lg7+2$xM4}(UDCwpwFM(UET=Dtx8-9y z3I0BUI_?r*TvVW%-wmJc9;g`Ck^a*vmJIqxQ`jt>n}d)Cfoa1d*F_=0$1M| zN%|v)nP|q28~mmy;IW?b+-SPG=mjC6(q;1ibL#|qI2@T>vh)>ZLicw9GeXh19+t)I)-vwY^ z#9V&YeJxVC6HP!n8xSWNJz@SuuXEDvq678c4YHQbAhKkA6(Dp3hik?`U=cXv_|mGJ4quWk>DyrH+s^O%ViNdCbGuAIa+fTwN4{#<1L{w*lCZ2Sm` z=^PbszY~wL^JwRbG}84r-c4kFAG9+RVyf>%4CM11*NOe0yzdD`Ay(N1gFqOnXI(`` zIJFif!&sC*hQ)bT)>4xU8+-yW$EiT3(Z}YCIYjuJ)>Wjt2~-d5Bt|oo(O0jnp&CKO zD9?Wl$dsL0BddLX((N1`7SNkf*Kyj+qK>DtHED`zk@9t}KtLhj&PtVL6ps>ODh_Nm z^V)E?QD2L#kwxr30B!=G+8+*sA;t6@uO$}oBw7k=M%_Hpxi^e0ykQwx;crOt&bhYU z8S_9}zNqt}hu6A(1R;?iHBP3Du*bjXo9;-<9kW#nsLv{}%hC6JzEnwq;7Kat#;dau z!H|6U-wAGmeTQ!6BvX~6ay|ez&)3gnJ=NNc@HRc?(h zbc+Z&rVHS%g5mcO=3(8=o<%_&^CS3#E^Hl3j=ixZ3Yp57ycm-!*B?FH`D0K24C&By zJxR8Us-RiCX<{k_?9kUtD-=fkwe!51zHB1iZtl;`-A!nNBj;db4f_3O+>V}*$w1W+ zA%!;tmP9gPX8SpSE-Rd!w@s1!j>r9Hn!Dmqoxxr*JrQ!5bmefu^upirB5u#!taX7F zFRkV3p2sW$obMgO1|6wYVWsV^_yGn#6DWH=v~zz-nmrL-IqlznxqUK&5uIlWr5{H3 zCaGJ&*rKspNNd5AK{)u;E5sc@-eW7^h?n3(*dNg3j5@gBIi(l`1l>^2XM>`)kCc8G zZ9j5(><}^Xd+k@lPJ-TNUhmwV2N3%I75`fPx}kqHT|bn`1p<@uQK2V)Z}(%*A~2Yt zam6|U*XZcn43ua(b#Pc1j>k|!7?37MwVysKXg9~7IhfVR>G@rVtlHUB-ycY_9!cM} z-aHE`Os|oRc{rY^SvsddOM4}=N^I-RxpX9m#5W{eYkT>3ci!guw5mg zxe^X3${Rb`>I2-g4)S2-wlYRf@RBB>SfRDyv7;8H5-6k5RgT)F>{HPCAPyosFyM2_ zg=3xf%l+91e4ij%cHDWxm(6xuPMoKVH^0UV0IVDt6t#Ip>*4Z#8nxPfqLRSHtJ1(fvi|dDX?lt@ z1TC{6XsOO5GJbvQ)THk;~`lTib;Cj;(PWBp=D1CR4i*DrbT2VzG0+`~8rCCK*%=bjG9-tM?Q4 zj7F2ZL|3-9_jy!Q;^D;21D|4~T!l@cKTuzlVQ5phd~ z2=bu3)?XAXlljdHY+y|WlZ=<|Okkj7yfIt6F8=2p9uVgXg$wh{_14H*sg%S1coB^zH+m^{fU^b6l1#c%NgXTRHDvgP1lej zJhbns+(^B<${#$OEzG$7RBVEP0dxIopsP7!$DtU>SR6d`>`d^NQ;(=XGVPx!`RkJ7 zLDCwmwe=zEL<6LqGm3~;c4?YkyWy)+@njd6V7|kg; z>9_fLXfnB-$zvB zG5SP6Ovx@j1ch2Q{--?()P2Uug022-iJ<%s-!9hzGjcexgWGAR?tbo{Orjl4xh@Fo!!^)EuL<8hbay-JVNQ9!)xy{X0R`)$Fl50~Nh$=Ut@| zopx{UN`fekZwOd=m~{=r5qg%sRv?XQ%Feq!ky(ap7#v&vU!8*c`Zf!q)M>0c2cA$= zdxV6S7t@a7=u8|A#g0mG++@i%3QTyhvySF!7_v!j#|P#L0e851%{f4i zIx}MUWg%;!sMdx!BxNDadx$v0U90)bLMeetj+Q-r2CiHW)+@&pR@jJ^OCjbCbcdNN z!GdjwC>3Ocp{zvi_0XS@D8_eY)WC9ArmSpTGg2TjDQB(?XMsL|a4-Id@IaKiaBaOm2i>tB zcIT=5)z|zE$A`*roFG6QL9CR=F=4yBvF%6idVe=*&&;`SB-cWpDuYm3GM)75X}rXZ z4N4TO?TPmCwP!>%CKhhtgg>wM=8=?a2EI(qULPaX7R1*yP;K#s?Z1s*v(}}fy+c^R zm6jMFr_HK*r;*)fA!4{mb2H63a}NHoa^K?Xi)>U>5&=HzG0C`8fqqQOR9w`aVU%&X z4NdPxknjuEa@Wu4^su;_sHRyCp+ck|-b>s|zkh21am~AiiOv;%8HD$M1)ivSly>vX z`y3qEizz*7=`jbEP@eBj%(9g?xt}_AZU7q-n!qb2rk9_wGpaE)Ob&(t_xzcDHJDpz zK<9r5XUonS990!Hr@r(VZapw}G<1Uq{(cy+6{xmyK?nS?3C+(h5gZZ%W)p;V*W=l+ zlj8t)y*V+r8T{y`Kg-_f?EC!jU{*z4;GyS4xVfx2tAg6*SL(`vhH=ft*ZXss`|ROl z(vJU_ls8Y5ElFC>(*V+*6%QBlN#@aPOkAk!1K2V3nIT;J;Rz$l4mU$Dxjm@rY}=0w zIf)g$vE|fSr6j}0)^)Qh<7JMhXcX_F`o+2+&#d}TDt5Z6$mmQHnrg; z%mujFbZO8#T1MGCxa$F`0GnT9c&+2$q71db2}DG#0aj; zhfk4qP%54@qRQOh&6bdYnDibI(AHH6v|e=Mh#zKI@!=*_zR2l;m~Hbqt}gMMGM{7X z*hVs0(#GG-TR)4;q`tPB)i4SO0LSR)S{wrBe~Z)?s>};P*5h*!TDcnYG4R0FPG_Dh zv3i<{t+hpqo=s|$Uo;*E={ELS$PtLAk_urxm?#}rX?HpgYiqPJI&Fbltg~*fGZ;>w z!igc`jZrCIpuV~rnX}p#ck@VjpPIiFvE68j=2;j~DWChNBHCjW@DY2qk}JLyun2k9 zk(4G`FiTySpM+8BHNwdLDK2MJDS4}2_eUm@f|6wr&k@fu*Ncx)FD>hZ`N_-3H z=Ej->IW56AGMhI~2{sYFn@cBGPX;5p_1)m!PA#HG41wbGuAnq9fn}I_PU412WPLLOW zv~Fo7h<>x$?YE%e;KUj(*Q0AAiETJ~|1W#}`_(5)?%NWy-dX4tbp5kuq%xp@V!Ho%w)@{-E0^k)iMzkqVa@m1p_O!Y5=BLLKn8K zqP}jFy31L}7?Mi;Q$)o4@$6Hz$xsFfblWVWRpUr>=;T17*yN?uTHR0_N1Dg*5wC6F zwPC&)kYDa`W51$*UMXezqa9v6g&s|maii>yP!sY=L0+d7;!hd*H$^bLB1L$tyB110 z4x4Dt2a6Gw3$Q%|%rh$-z{SjLGbf8xTVtlI25`P_kJB}8z`0P!Xg(9&^8u2TQyIb$U3@Ii@&H&qI_ZCye6`7xzYAb|>Fgs-C7U*C{X ziw$@2)J^bKo+4jAq6DF^J8^6;<%&Zr>u9MVfg80sk26IcH*c=>k=K8-50LVCVlaw` zo91*wb}RgJKG)7*9W;dZm%`$n>??7Wy_|YBNqJ#-RR9yl4@L&!*mh1q1m(OkXp*jj zHx7KhSjp;$?vr0Jml=rE=jc)@(au7`mlwvhzHLa6un9np*LFRQVou&+f_DUIea6&W8Pokz9ZNi2EB*Tpo!@#AP9<~#Da&((5Y~{6OsT)mPEdBMjFr7>|1nN%uuSR z*>Fjeqeet%j}W2q;zI)A2QCb6)7Dv#&03r3hmB~Ly*obxA1;lc%c*)}>G%9n8joi) zG2z@4v2u zF^>Fb1S+PX%#6p{3GMl6_uG?6DdwPU{$LA`@HK?4PN(9zaR|sa=nZM{erbw8UqEL_ zS)9Pk=c4J8P-D2#{v!s-4VOpkdWAJRryf#VSfjY+NFR7z&nx;Uo3PY0YJ5&PwV`{i zE#oeuel{khBnZ>i+l$8i@8xNtH*!M}mj~`?oEW84_nY)I+$zIk>teU5Kr_WnP zUGA14M_ge}EaI3L&7*=VN1%iJz+b8Rsx|A0zArc3*B=jKvp}ej*u64><&rC+K3KPP zVeZn=3;v5hh)0WGZ)3Cu1U_m98Gn%S1>SQdZ+aqM3?nMm-<{UX zpGPLsi$&}X%hv&FKY1s7=ACcg6rByaqIGA@_nzCfbAqTzLVx6Gq`j7?k{{q?Uw%2L z94zZKo38%tjyab34Q4{8yW?!I#zSB0?p*h&c{q%i^;_G*8}MRc zn^6Os&o{Uo9R-)3Jd}>J#m2m8M5kEW8-L1Nk1?Ius(-XUmZY$BoaEGuw96DM*TN`} zN=9uOxFVdKE;HKmpGjTF$5SK^d+8T_z~s7fVY^@U$6#v$Ji65yQRh0p)gl~j)O@Zh zkc<#au~oWT;4qyd&Cn=M zcW4){yMSw5;b@~EtMcd_NRQX+nrOcDlhCne{mZS%Ypo^KW7b=_lCZD~Tlsw!;6cMG z@$KgW8bkw515u~;yOz&|AL1~^(rN63tPlUz*&6FSF<&&Ws9NzwGV%RGz{W``wZUEx zw?CWBXO-!hjF9lvtD2b4Gxt7O|7}@?CgcV}9X*bmnX6R!{p+b%x(F)$j%3S+LL{L4 zdEaLP@AQvGeU5QBI;3n{_1t6s?e(H`rq=X~#~HZYwVRSHNayS1P0q(@yBAV|d1;~4 zlSt<2@;ZN^MlO-59)2a2%%Db)rC**==lL2HaoHgK@7W~HR;t`*IE;;QJVAE@Mkp|0+Un~*RORvAN6A_Gm*TC} ztWXyw_Ev8lWyaJsOMyvO;>&}GN>kp{#H$@YsaZ{B>Ix2zMyei17XAOn)?0^Fy*2N{ zf+!&Zo9^xo=~lW0q`Q>{>4vRzDcva`-CbK!T1vXRHofWh!||N=_dMU{To->JxLGl? zX3g9)>z>iuNG*@;2mw*IDbj_ys1##!)tvjZ+TTaM0c;3eKA?E=hBs`@id78MH1;)x! zi&u329J=Yq#@uGk#9%z!OO&lwx}_>$wy*r$zVxRm(zF51qPk*~{VLwS!x3!N?Hh|#wWMLE2VGaDT7 zzPb^2|IoCb+~WUA*AY4w&7N!iveuX>`l#Be8S{{iw-}|~-4Qx6R;~4MJ?&a|RjZ8g zXZpn}d4UPuaA-@^%@51(d^2BZI_$aIJ{5<*U#q+!W#jm`Kw1mOjCFcZ{8r9ZVn6~U z@|IcitmrLa%E5>~VSdb#+n2##Sc^IYEc`<5$AsBJ@dyjUQ0|G;-a^&%t2dYaQMm9cUtX7m5wZPDtiVW7{7Yz{ zOEf9%K!w-kVNoByjyHXqesdtmqvlr@w}RLsg7f`dae_cQE=eIC2zG1a;jT}MQi<(4 zS8H9+rJ|bwjd;FZIV+Wot19%$Q^AThNkzdLmS6F%*|oJ1T5rAWQYrNUV)`V_iPdh;!`Iy@9TN zFBIw;rHb{Oc2-GG6k+U^#xDUae%Cv6wP9lN*jeFd!hCRIom~keFM03H z&FISqPB__w@2?IO4Bclj-yaO#D}lm5`w8cj@rgdMcPcl&+ao`m#<$WVw4N(nt6;2| zfo|}zs7|zLSqS6JH^Ep~pU7v)RAPWOBw1$`{2EALRyaklYBI=_y;6c=$Lz!~Yc*Bx>2I-y=Ri1OX@A9)gEtCi6X^MtgDkA{RUlH8pK4{fF zJ9W!c@!;Pi9;*@vGgB<^ZNFbe_Ea)_S!OUfJlQV$PU6xBovg{~s}9FPgM=MUw{IgE}iT$o3u^L3DGzT0^6R`EtzVtbx)ynsTxtxtQ>JP!ddO|*IvEwnwf zR08HH>71-NR*mk6&d(w+yB0~eecZOT|IVezQ_|_X>x6{+)cgM7T>MI>;HoNf(OsS5 zSKEHWHRmvonmg;p%=q&&Fk6OjsRzz;P3;L%-1~hit@~5nqul91Zi`4d{Z)5Zt2WN* zC3Tjqg7Vo|v0D+38I+_wwWc83C7M=lu8KN`=2u>=Acx(8NH?!;SeKP{8ToF)t7n(L zuMKpiAal)@><=Z1i0ZGJYrVkcetC;|4+f|BQV$P8rtw!dKZYW`CYZ{ZGfF0T2PNGP zUUVa-B_<}eqdQAEI(nq~p?lroeGM#mN{qphGJwY`hq762*v{eAyvGH-z171~ZRbl$ zrET-hr(7+S)OLK&DHu_^_kH-}qBQKoWKNC;i%0{@ULIZmLzT3PVrg;uD>m`%?H<=ihNyI@!1?hs*s(A6M-zr^ zxi`g?hmm1K4I-T+@JR4hzEVFonRlc@GaAoc2t@Z;Rt43{^I=Ta*0qyB$2yeF=~ZPE z=_Iw)E>02_fjiR7_G9(HvO0pIvDa3yC!*fEPuLbc8ILZqsw!L$@G=ZOm~^x| zw?kLA#!9Ypz5Gr(_uP&^(p$MhM?Z_*j)uOzoaH_zsy?yTqsb3FO4vB@egL5!nuC2+ zzSeT;2-59!_J8)TQxhAI7I~|D@OsdLYT2ph=*x+)-=PLk*;{b*%?N@-I=6cIVhWP| zdXp!c2HLNymin3}D<1T$Q0+Hk!i5YKTbw6KtA;cCGs(vbK_g;RN9x!JF#U>iJ8XQZ zXj0Lh-^X7aA3C2l2Xl?)=q8fI(i^{S_J}mgLK=B_L!aW1qjpnvsvpNAHm|NCKRD1Q z-{uFyGagy{Z6LKM91*8{eymwO!H7)TideOATsNC?ly4(SRZMKVQQITQgeYpNO<-F@ zbHQTkEH!XbSbHm#+}BegB`YgJfgyqfZG#;9sPueqY2Q8?hbtmjV&l`8Dt~oy1Yn=E zUL$5wGe9DY4}r(zX^NQ)Vxj)Nlb2@lMoz4i`yc4*$xS`dJYIYQ)*_{ zK_Bpznw^v(^_uqEJ2!YQbpM_yp?B_ssqaP4o_@@}mj_y1sNWqq`CY7ey~{`z{=?5x z68wJq>@J zWizt~^Da=+MTEO?tyA9Ua|stm|HTlQpse~i<+W2g5t;9x2GXgpX>QlHM+hMeN?KZa zkYq%(RSV0(2TGl*cK2)nKOEC~(w-ACB5=bf$)eW#*dy%8Rc3sP3%}`~R|1M?s80QX zJqw=2R@z}9tS=t?Pf^Evk~=9N!MwDp8KYEU#y-&H&fUQ4$cK`6|FO;aSMg)P+41zx z-(!hIl-1Kff;EyMKU{!R0eUI9IR^Y|a(aXk+d;y((@)c;<|PETET-V1SfNfsPJUAv zEcRbzQYYY#{2R9v${jL-;Yeg5uD}aJ0=uO~;Gu96;;I!tH8Zk`)_2ub+$zhF&#dXb zXKN3H2^&={bwHh;JEOfB+l#r}kH@c#CSK%PFmwr~i})8Fe#`%=b26AlcI1TpV@;~P zQnv6}(azr>qYX(3WWptF@?jK$d0uR-^!~3@_xN055!m&29L-n93U3( zQ>hm%Me00FRL$gdj3R#*Yk~qtL5@Hv3`b!7+z*QgI5Nu6M1^7eU%-5eV}&U6mH7So z0GSR`LV~>o`*6Tw{>b}_Zus5d>*$GNesE<92%`RVPjApj-xRIV`niUo&XN*fuf2c! z_2W!tNTWr{WQwObONbkP*s6Zns(WfKby}K;?qmo#S*M^h0!tfh!>M7|VWzkDghg?J z?~%^=tK&PTUHA|X*XNTc7uV3JsPK9tuxzZOFR^E|GI&2iv3$IlY)uya6IC{1xzM5yL9j6P_r zjhxaOX2r(v2?P3OdCxP!~3!Ngf86>G=;RgM9zY)>NY{-l?l$OVeNL4L@tic9r z)^H(2C|F~bxl;O$)xp83Yh0>zWq%z(nvTx-V@t@1@%-=Dvy-Wuh1`t!@WO(N&W(L> zKWkgerPO7o-9U%Pm9QiZQwDKiowM!V&R0D1N1~n3&p4CEKR>^wgS3~7Vh?keQpkPO zLjOWK9EnZ;4H6O@1x6Gypla?!y|eCPvp8Tcs1rK6 z<<~mkY+{J~G^$|>K_U~Gm6xMHxW#ZkzkaEdCKP_Qqe>;4gMbMldwv(hm5fd*+!jA^GdLu5G}JM)_uS`m1a6;orIX=c)i)M4P(Qj z0_oIv6b8EeqLbH58zn8;JWYHMrJQN=;^@8eszD>IgK{$Z+gz!)fz8F%sMWB;r-;N2 zPDET6_rb}f))a46VH%P!q$rgzHUzL3I|hbeijhBk0bo!7c|CcQ7rHvtn&e$PuqX#$ zQL%q73S;z-ym$e5!2+L<{o=J-=&ZIRg?=0Po~J^yyuKace!NQQ@)KL*nY)kiD~|is zR_Ub1HFmTH!(LrwWtg{nwBg~AKk!5(WpTm2{+6y?HXQ4iYZ;4pqCI%kA}}cT>GE=6 z)cG2XGP<3tA#Z?k=Iw-GxH}tkp5!XS;PoP1V$9_XPIJU?mt25HfB1LbItm>^J^|?f zQ*}H(sZbPYI!iU`=3Fd3ZEWE%uCRQ!H^r(~gYZIZMg++AmpQ;Q2BZKPWibhu%u<)C z_~U_Ne_U?sF+8WiL>cXT&@iB$;(x2>8?l?f5a>$oLLN4-F%t0b*M06flP!J^qy`2C zz#D1x2inF4vbVz|QtFpj4vlA-*@RwO%wfun;Y@I6Y8hW(G0inP1mfZusrtL!9-%3` z;8zgyUvvExP(W&H{rZfMg%z0Ha=Y+%gDAR7g729?Yy~Zx#hm_yEjCg37Q~|SN+Oz6 z|E~B>0)U9;r}xiUXdokm5z%bI(3JySn7f~uIKQ)5q0kpuU|D_A%~bE zGLITcjsW%t%px#(gh2lgXn;R$@LxZ*0gc)N{A~tU>)dbe7n7o) zNd{?}lx31OCgi<<(D429CDG&e|4i<$ znLeR}$g}-9BA9RkFS*Wh@@a?FA`1A*kx%V3(SB^Ka?p(ag3xAxP7~gp_P;~D&2EjP z{WZ=B&e;pr%a7}hBpHzG-hxAScw(nGNt?KQ~1D$3Pcq-RP zF|3=A1Uko7@!pm$KRvfFYvmp@Kpt%JzL%UKqQc^7JcAdMH&S%CR8}wOJIuPOMC1%y z&?seS;2P`Iua3)(QL0RbG~q6kAwyGsmq~W&V$BD=aYs*0_)`4W)%K4n{ukm52>Kcz|<=gpQBC@OcXtJ1{ z#rIu}uCtnA_u${W!xR^#r`f9IyacB{m7uLTg=bHQyqw#HRQsqGgMU5GD8oZ5e))#w znHzkV<8jhzmy8Qbw*&7TOWycEoHk!%03Jg%Jt=8X^^eX@(AL*Y|J)!d;&fu*LP6c4 z2YRNT*t@w}NHq8VSm^H`yY<6T8b?74m3p}|_4V`x+<%;~f0k9D*s+p1X&pCfq!@$Y z{zo1dbqLJ4mE74G8FRPUiZAU~Z$-O3Pe*#Ap;r>1CB(&f;;A{J#!N#CDQXXQMdUGs zP*Qy^P4?s5J!9P&8PD@zWVO@}o6G*vp}z_r7M0VKLf3lNP7I~_1o#S(E=Nq7sM3hj z2mMT`n=f)VRvhm`_c1p}Wd*;g%m23u|20QSYPjI9mLooxa3Zhk(y?^_(@`Gh@3%N7 z7dH)dv$wAn0~A_ho^M>UaO=TG|A7UkLkCU7u7(Ja|hjc<0?m(LA?Rv;lT@w zT}OMv+g+UwDoNVvtl2YxX(=7b45dlat9V>@Ff_?X`Bx0id zOX(&5`cE*-3heD#uO<-_gYcZK_J|P6t`^$G;t~3Z8>uPlcBX(O-c9m7T{*;(O=9!jC>pNkRpgR?aA^ zN^Ng<1`8xyr7EmrciV_EzFWD_G^OTDa&s8mEoo{^^GLtT5mer^CNaG(@Bgu7J%7ui zE(q3B_?K-5iy>jMNAG2}d$MFeDUfuOSRR!gi49>eutkaba^z47Yl?tnWM8i0vX*sR zdfxhB+Ivdz{+#x0MriN&fPtXF$ZJLX?XLULF;}^d^)@cg zOQ-L@)d!4GPAfjVCMg%0maN!&=5qHSX@(xDk!byoe*U-B)rChZ7it9piaDN`;=lA6 zf&*u5a<>KV>uYAE(Mpq#59w!cu2Zwi06x-A0?QItw50iPD+&vj{V( zr%kw7ke@oblF&nsoQnJRu|n_>hz-12u|OgwHSuw(|F%VcUsiwA6dx{__h=D_S~>|8 z!L1I}FuzLHY&&9KiO-;aKHyPvqYjOT->3{tr=J7+#^+y!0gZL|f z%LCK)G4m|RLsbF$K?PB3jf?xS4cxkMLt?y;P z=xiG=@kaA7{$;)x6v%z}e6M*@A5Y$+0ih&-qZ%;<+-U7wd6$0~b$O56$ZT|Eav3w^ z!sQIHDF4sJ34ZzKV?Vyxt^-t&|FWHd5*>Y6h7vGxiiDs~e{bz?8l!a&X37@*h(}lG zarplpQ4B@}48{gH<<`6mv42LAV1<{;=%s{6m+>Ud{>x`NG++N2s63BLhWpP*}5=Rk9htWPxCuA9+aQs7xEke0m2;NfPDc^)73@#{mWwUf{bI_~)@CrR5m2c)&`+J-n{zQAUu?jE-Ws7mzm$(12zYq>Mf~Uc2J+V2+k9!X| zpJZfYgGs`8wz~BZ9kocUIYb_$!J$YG`!mkiY#I{!sSmWu3F>zbhpjii>mRbNMIR#Z zj)*`jZ_3;I;{RK8e@U1e9>mVMohVj=G?AsM{)f5>dZFyzjiIQbx!{7 ze@7Ij5`#0jT)d;#Zn0`G2xBu{&Z?~@{$tzh5$HS62{|cMx(P?i-C{n$lru$)FVe1l zuMtt}XX_Ev_s(WB{>Y-wZ7C&pW8{8fOu3)rFlW)E$5KJB&9wt^e^rM_w_J5%jzo{#Q|5&<= zz4F5el{iaI*R0L`m=cp#Ap~~3hPd%+S1T&fu-*5r+e0;9?o;90Tpi(ucqYvlW^K-f zhKA+!{;z!*!p+z1)Q=JnGeWZY-9Rw#pdHDYK1=nM(lqBXS2~*A_ZRj=x!Q|&#pk-P6++d2tU2}hrcku0`&+1sQC9TxgaB{-XE z(0UP-5e^lUi#fFUS2*ve{fuLHTWz6uwm*YqXJ_|W;0&OUbXe~LVYBMtkL619enjOO zO5uJ{s#{-|;`b|0cKi2mi@)kWwE&g5?OS0Ws^^=->EWK|yV^tJRp#>S=p$4>Z1Je8 z|0Q}6tWk7WI4(m7nGTPpxI%!U-ijh9171*V?X#~WOj2HvvL&H+G0btmNg{#6!RX4< z(-Sf|i9@{QL~P5J4sgVTN^4h{Ri@OwAOEJ+;IM+1na<}3?{TtT>4{n!1eC=xRhC$d z<$Msjzq?$bs_^u073kXnEP{j`{2tG3czp4c(f0Da#f_a8_qSHJrTd__^{$HQk5CFdf$EZ;!q}&l?9-h5bpW}>w^hR1)<}B7VYE_Dc(4= z`$H)VYCpUa^1CNa)6WDdlUxtyi+oXVnXT&c4i69e()hXT<{RLK(})zkW0wc9)QUAq zp(h*iC0fRw{NXrE35w!|67IQiG@1V$)Bu;nGFQMdDfDzu%2p$Cv)ZP-kMlX2oTy&A zuP`8iAe))08R3_`)7S@hFXVEOMn-~B30AlC^dd=Vm2j?Y5n@P5Y%4GIr`0F=sHrX z)k64#MseV5?RO$ZT_aA(sjbS4Pa#kNLhqO|y+%wIpb_pve0r8{y`5H-88SflQ*eJj zZRl5&2~=HV0TKPKv3`~qoXuR_%Z-6VO%E7`{b&~4BLO5p3S_k05y0oNi_K{<7(y!S znI-#`_Wq(DU_L7%_((diesFMb#C^pt2?J3{`E#8=J_|Mfu-L*+$ZJ;;RUZLfsIM=*L4yKx|9gZ*MlC{R%tw6;D`q{c){ zti}bOZt51cO>9`MQ!BTz6?OrflVXlCk)P?EuA&dO)r3#?uuey(EN)@P8aKza*3%PL z_|&~sXk;S9z;V}zg_{4269;G;pj(-Kj6NMHq(yB(i>1{Mj_*(`>r<}Q(DDrglFgSr;i#+q{7xwB}_l-@cB8Bfn(s6^sF{TtM z0X}s!to+!c#C}`_w8Cq@@U2X{(wjf^uHQ=JPWJWnGw}3mn~&hnc&1>0e{|(+XMFdW z@gsb^A_6>X-CtI7E26mWFp>Lp%=hke}@I<3A!Il=ITr4D)5vo(kLYa zjB|F*-NVh1=sLg>#lGamFZDl$0>chj3#<8!oIf4HbsN`v5$JsYN6N?vEJWn_ChX&I z8vh5Og?f9#T9j6|qs5w%V0NrC>3OCcM5f70rz<6vP zIq}JZGT1`u%KC$OMn;g_hJrKL2-9T!V9;!!fZlxliZ8tUir6W~-vtJ6V?Di-{POf4 zfA0Ssk(F5g4L&aFXRy&iKMAs@)|9sZW9v}tL4=XzD?Z*ZbARn9Vt)0GB-~o1>J z+qt@TkX9fg?rl9?_RdrfW%UyZ4&>@|D?Z54|EeR^~j3TGD~vxT2*YAyA{d2p}` zXHTdA_yni+F5Fpey(V7N7C}d^n6T%xJSJf1_NXv$GoYuq%$-sC%^Vi%?4q$pQ`_y{ zS19Stm#;rLnUBJnuLJC|0F@@DrEIB>M!!D0*4Cfvrulxg^13)4P=VrhbRvF2rKl*R zzMfav$M8-72U_jK0l;-F6GINy;2p(vi9O9f?t2S!j3DHen`zR*TDjuv*mxh2R6z0) zi>xbUtJ(ah)tszHVp>(B(2nw;#4yVdR&AGb%vwQF|O00+Qf zdz6AEN;eEjyr+t9nbXrz`0=`DJP>FvJTkeaH#AJf(jAH=E!p9m&;N7*Kwn5nNg1yf zLXbw@K`(Y8mDdf9Yombq>pQFc+62fF;|aVm1%yqfideVqKqa-JCyHdi;{E%#OT2fiPql_mIIl)VD*r^+VGK*W=NB=}f`bck4x5_`Hr)SJmna3y^fA z5gJGAnH@=KjuxO0Lr#5b{~9phlW)@HH-JZa-m=RjJc(12W%@)wDp{)BpcS4P$Wqgi z&8B5<+3oB6qJ7%X$b7e&94vpVr>8d|@g(tb2g}eM{~h`N`UDusNLE4jaCe@jJ^PJ( z4p5}9Ki&Z^BEvIFpUBxk{2@#2x>1akH%_Pupp4=!%b^tWGC~$Blb(oBpwc&pl9xq| zK(b8v%-j-N;K7aoGLkN+S*kFNIimcwRW6><6?i9?0j+Tu0vszsHS3+bo68S+wi4ii zk(SmbhY~yO`{n&;Csx2yfrtiF{7yRW=zNpJDU{ z;-$F&^u|l^yh5#eHF(ciCWiqJI0(DW(c7Emm=!>P|uo@+A@xJ;+d^h6U z6-hMhK;6=6eR3UPGu_@b8umHowl|vW_y@XZA?Jx?Sn9aL+7wU^natrt8L)VA*7y$~ z_TNg$x4rdqKhCcIjh;UpZ!S-<)TwrzByiN#z)KB|RCY^kwu>R}h@><59A5(p*Uhh) zV~xv>y~FhGI~cIs#V^&LGD5gGeSw!A8qKvVAm6?iie*yUvz+M?lPFT*u)t?8bZ}N! z&i#QWQ!}OEA<)1^nf3|0j$97Bi#l5O1&J6r={)g;_{- zyX0QI)&Zj*a8zs}E8pN;H#?&$Qlurks(F{6jw*Qw5E~ZLJ3X&()EnmDDK&Y4$4X2N zsO#^>DxZZW7nuZR0@Xa36-0*ep=E(G_i4JQrJZNWx`a`Qjs1+5;9NK1%gAb6WcwmS zcCiryeF<>1f*Vm$I0h2&qfW-t=+}CZOqDE!=x`TjThuaIP_%6UB+%0a3!tM^`$3#0 z-!fNRbMr(@O(XkfOY7Xiw?H-ph? z_)DKXE3O|8r_VkI3SlK4pC2t5wpy_tYw1j~3y6LBA4is)6Euo`t(GTKc0n;-P-QNc zYj&K|sbOw#w0MUolR_OTVEOfEmqLwpe9@>TOS{4B)Ahq0B6B;}00hFsz~R^IHpUj}c06z{lPY+|bYPx@kGxc(&4uIMbIh(8 zI9;UHJO9~JkT9x%i2Fkxg7@=W?)SfdPAlV=>5B&mp>MCSm)~2zd7)!l0^~C66_VKD z04L`)a1tk};d0j+>4?4>pc@GvOm^#B1(kCB41J95F%TdStPCT*9e(e1e7#1`m)g~4 zQj%|V-?bcHwh?l>J=nO!g{nS{+i)5o>RtC6+A~f_*{tEp6 zE106h4qzC!VCbA{$DXHb**GWUJ!1myfDf1}$@CNT_SUm16INl{rbc&iwu--%;^<>1 zcb&gZ0Wq=pH#HSxv*MUlrZxez_#Pb#LIW$cY)A zh{vwy#7`qvzTg6S}d{{sk`*~;W9*@bvXGOW*i2^V(W|rTQ zL8pb`-QykzNrKTo^2Yy*;{g~cFlzu%CmB@z*%KtfH^Q_9xC20}rVd}@N$_g@^!X@U z5h5=M`gcXta_MMT@pRcr&(Iw3#v_>Vb-#(^Xq6dtZFclbRrLRc zoR30_Lx@1VK3Z%GM%@YATp&_~(nFldxOJLj{u&So4hs(Dcx%KE94+~($W$(b9L^`|%U`)<^8b#n!D0=6<8TeuJPa{^<8YjR<8W0{iM#*L@%#UW z?wA(;8;8qflVSNAhui-fhjTrk()@QE&gyR*jB&$o=mj1b1jklQ-&ern-DXV*7vY4U#teMMke7K;T57|2-z3)e=Z#{>y+6 zgb0a6S!!=2-oP}2KVeXt=O1bLoi9i{`4?%4Nl^bmS|x0>8LI!5F!kRO&cltb`q!ix zl;*DwwS2_;XEP|||7>B5?Nk2df89b1ia!H|WF>z6=Z~^uJ%Xn1K=&I1npzd^3@O}K zXq6^Cs2ATjRgFF1kX`qkUjH+~e=Hd3DS&^YJ>7Pa{pXjs2oXZjZ{7i{&g=O189Z1F zs?@z~!cEVcG3@gol#qc-iT{ZT0o?N`0E0?@)`%1MvoT^4bii>S{!S^xR%d-_Fqqs< zF9CL^!U41?$IY6d{a=<9BjykpfUe*8sojnE6S~M1+#V9*M|!m5hp9xEfGo{_*lK7k1`IYv1Q4Hf-=LEn?|d~3II=dzz&!ux;2<_ZKO92v17~G(E*cwj2Ws&qi zD(GtS>cfQ0orue>IuKvLg<{g6aAW{*$s3@1$J0KZz<-o`iSOJLRx#OE*p($yy5jjlfvF^U63R(Y?N z%?LS#)PW!2_oAwoyGy-RK0%6LQRhXHA54Z~_zXs)keg%KR7 zs4ptu+)0GvzARGB#{{xtF18G%j~Y*|iU}OjDNUgXNq2*JQ3?@eN!Y>-TCRKSEhZe< za2sw!$dVfrUk-;2dsvRP8}y%+sX}Ub?CX{czG#_5N3hYQ(fZk10jW&fGEu5#Y#mak z6jFd1k*y|>OUb3Y{rnY=!{LBbw3a|C7yJ8W9VtS$3=HTdlLNddbAPxO20GmoNSp!8 z+@{;3*>Y)y4Gt7Quo0Rm!qTkmPUa+=GTTLYDQ1ZE={Bml}S z1@I!o(kYYP0?0*!%U*)OBbF9I#LN0&y6mN!o14vi1IXia69*)MaGja zKo#@@7zRA=b=&6;;iL&ih^Sjf!-4tb0VZ7p-o$v{u`3e(iVd~01Y+p{KZdqVbVN;Ztav*Jbiav( zep_YpqDK5aJz+^;F63Lo#PF*iUNAu-Ww`;E`&Mows^j^4P=VmafeD zzl0)@jkPzZ`aT*aF=}$a@RgKXBuPN5pH)PJJU9;`oWIrjJ%&&)>h(~B2vFQSD@P}b z<+61$Q!rLQ^4i$>bmDUlX~|3_6rsgD({6r;G+bBd#nBJMy$o zAz^*)((bfyyJf}7DwFUEl*1<&tosU`OeCNn5l^*14n%AI3Nj-@`hfDVvL-#>dh^77 zvF%-5x-2H$tD2^OVy(6A@bHr4U%`Bd)msb4upQ^~Hq{&%U%i%(IPX=PDLiYe_&lxy zKV(uqI|aM*GqXXLicZ}x?}btD`bd_oiQaPos_aF1D?j2!FZiKs=*0GDhPX1f8P@*> zWMD6y>mxHq(2A5P}Lw}$cn>t8$2 ztj}|nQcPKq^?(FughZhd^!(*(fL$;~q_q+b3Sg^~PRjsf7!>sFB@s`SezWU`W#_wV z7qh`65b?+3YG?{Qqw|b2&}j-@Uqb4GV}~X{HS#1g=&3{<7BA`xE0mp!{JxP;99pRy z79iRJ5I)U}(lo7==ay%>8`M4184U;-@SSY!x0puQfJEWil86CS;(()~%rQSE7;14o zqM-REz|YS>_Wqvbv-L;p!Nh?W7!f{oOHXz#T`a3DBefhx#rECTf|0c$U1e;hG&c4` zv=a^~KB9ipQgQ&d?w%y7_n!L!0?fZU#I@6#|6tbbaMle#mieon*(%e8ZF873P`+tW z*U)bD*$aKst3>GtfywM75DzOw@qOIKt};^y2dFAne*0NY(AL!uzmyY1{FWV+!54XX zB$A~S>wo!@%GLs~+sfd}<16r-vSCs&uk{fJpP<0%jY(#2son8f$Jp3W&rb>ph?=)0 z##5i=D^jVsWFRrH2H2%uph|60P#yqikC!{2Dx~r#K0_b_i?|5UIrn8?|Vu*Db6w)ys=z@M><=|BHvP4K7W@fITvjNxo-W< z^_?k4Krp%ZZfdXfy4|{_aI+oYA6pa=`OvYlZRB};e03(=ybjNrnm!mx<=xdpX;Khk zJ5t0}tLd_`IdHSi)Xj({%^lXrA%8#cqkV6{7l-|_P&QgA4#_pr1ebfl9}fcGrtl% z;~Ih&TWXsUna=#m#I{W{u(6xa%K_wnMkXw$uF<2<%gJU1qEdUiqezI}=19El<+_fV zQk>=1iUOJ=83Q@6<*vBONv^5mL$~y_DJL7q( zBQf%tcFTu%hydaIOI2!l6Or|W=1YficL$9oyGklhK*$ zjJqQTw|&gy3)l^fLwa5tINP5`xa=x zaF$W~{NOvT^uYZDsU+9eT57%7G2 zrOAwR0Ut;{bnSD*J>b`Ao;)eZuq6^5-7(*|acS^7nd>O+W<204%tgTxw&(@^@CL8& z)KAz^mc(8+pKqRv&lu9vx_jeEgJN{T`_kCdHZ(weXv0F9bB~6|FwE>WibPPu=We|p ztHyrGz{5lC{cKH9)vyPUx2X~a2@;{BqwmkwzTmc=l2B2J!SwLE+Q0+6`8Vd=J2wqK zJx-kYS$TE7%!ru(#CB1`#l+01S}?a!y}mdg@=-7Z^J*y1;tdea;493M0rvuCPHE}G zrHVRd88E6vO?$Cs`D!>@TL+Mb%&|u@ZwuwXGH6k!+0*B2ae>6y3G_G+MnlhWxbfb@TWDkqbVh!@%AnWByyBV%d4;U$H+n|EUGo91Pu?E-x#DbUM@7X1DSx zy)TZu)>Ei>ta>VySR#Ol)jW=?7yBqV^*!W}(_q2#0igLk9#<9xx{INHP}tOY+JAL~ zx0P^$)KUy(N`?x63<^VkUtPA-EoXG&7S-;FR4}Yl_IMiw7-VPqz{X*gn8kq z+Wu^*ZZLZ-!lwKcHyn3ZXSeH6y@%}-_if9^grri(+(|WlW?e`W9;Xn zc_07cHeWfT_z{nl7&tXEAAWTB_EGNk?U<^6)|Q@yIF* zIIy=GramD(NZ$+RPko7ypOObim?DSyp^ogs1`Wh_Mp8XC=Eli|Tq~x%`o&20zbLsY ztDp&p>rHv+cjKm_GQ5@VHR#|l$sfO}v1HCDZ@c9a9S?82`RESU*Zm1ITaTm0RcjRZ z+BA>z$efW{(=F~oP|@CV9PjZGjp8$=TRwpOV;mx^Z=OMNbJ#z2qq%!E6*(_Tf{)b7 zF?BSVB7x3}xl3UO^cmwMR1#xnL`{l3borTknK(J2 zZfQ3g-Y9tAlg%K!VrPU!#&Y~hy_dMsW4g_Q6qyXI0+;A_ z->xk^Qp)XcXwPn_XwexH!N?boL7TS+jf%YP7i88YbW$NLb9o|b=`N#wW+1o=xYlJD zlo(Ztplm52JJ!Vk>2A`VPPBL8fDA|*`hH6$jbw_7*4ZzWA#66RGL;9(D@f+)0O1vn z&2Rtmwre@tI@;92&Aq5XTS%fb2|_hRmJ-;9e5d-xT9}c`%1aL_~Bx z+dL?{h~nt#s$p%|Lw=C#{E|AMotqdDIVq^48KwQ2vZaOJYvtEFAv81%liJ)j0=GWv z2nKDwp_I>BFbHu2il^B0GWc>iN9A#t0!Iss8yv0}ojlDXm7;C<=-O7` zqGQ>VS%3e|>zsKZ(igLc{OM%t6D%Vg-~cp)xywXnd+#B*(rhadi_4aq)2-dzG*1z)9X9eiuh7*EcY zMtvg^S<8KYf0^f*w5redpli<~!(4W?*mcl+sZylJaDEXagwIY5k*96R=IgCxMZtrr zQhH0MQ#+ZtN%x@cP@r2y3~67-2fw*G@qE2#oN#Vw`(6^X824n#gpV&i4r91t$ zSL5gkvHjLX$9xj;)8|~Rk)mzAT-20z455R=Xzs)(*xHXHctEXf*^kB9&ygDPK`O7CZ?W-?i z%#xh-l3Fo5k{@vcG&t9~J*ms?^9+-t%_R12*MRo3w{N;My;r(V4PgC05IwReAIuIZ zAwWVKCc=JHwbP4$$?cnuz^C)E?Y-Fz zMPfTpFVO-aqLZoz)(c@^=u#hlia#<}_&k+uR@dv6VZ)ckGM73+r=7}azru>{OnrEw zBGzIl30|ssk9B{&$M#N>bhgjq?)qG9X`m?%QB=3ihGUOVCdV&@&jyoSW?3I>m`)P; ziXOgpcvq4$O)?AT?fr7BDR3kRPPiC=E|Qw7Eg?0lop-O8^+LZ<2Fl~M-e!cK4;ltX zLpW<`oF2AV4*m9`Fm0F;SO{23dh4{u6csq<*bL9#rFuO_c+Rxa{yG`6qOLBC0+K1< z4A)7Ky_@YHmz71=;QRo`n7~xjLut|$ae8Bt?gNrhsa*BGrPhx-|}-Ey%Nz@4Sdr zjh5o1Bg7w=WjnD%cqW2Gd@HJCA~_qYt+jni-u!iF#NZh+{Bad^$S@^g4^~NUwhu)7 z(lLJ}p1;R2r3iZ#85xh`ee^7AvrqE3XeE&lr=^MuK)4$Dd@WJD>!Yr9u^aA6ercLv zbWhdc5Ojymo=5!JZjlW-_yx{~@SP?=mZnIEYJYCgdv%VeWOQ}tcYFgY+r3#6xld|# z5xsBP4-VAkGIb9pq)%tFY-v{!pfF&h1wUasNTK36Rs!S5kjG-dFeppW0zzu5D2hW0 zR!10eT=pZiCCOtI-XDKSWc~=+bxG|Ai2@LephE0_N_>}kq}upxxzhoSultu6icv4qDxSiwX~y zk8q~0HkeY^+fxymQRG+Vyf%U*p$4JJ-OOx-^98B$YK(b_t zEOjE*=0<^FoGDi09vul)Rf8b_PW{HGw=^69YaxL~40@3JCZ z)OA~U4-9)|T;O8kU1 z9cv5$Vz0xXlv&}3^=571FGI2Q>zcLtWxjdptrj5Vn#fXVcQ!>h^qb&S-gJlKg@lEv z!k5Dw!}(Z~rzvf=1`^R@V`G0lr*#EUOf4+vn@fjhv27_Ov5RZ}khy3{qk^~J&%s)u zp%N|gJnaRaV@KTA=rM>r0SFu*|?{}*4-aT;AE<7(garOZj^x%?$ z2rQ+VYmTYUimttJK!!c^7fip}ZG`qRXsY{PNW8FQaWQdYzTY&NR3$eg-FRS?>}3e5 z<`Qx?=OujM16st#>#u6}xUoA6!rj@LO22XVSfP2rhRgyX(#5NkbT{2o?xpq8;9Va+ zx3EFx&U?ozth^lu@abMF0~`~LAd7>>`$zi zYtCmr^O-~#zC4;I%WZivYBPBm1hLR|p+~`u*<)qs*vCY$sum(ut~{TA5Km*eAEpd{ zskLPudt?z9Q>2q}af#Z!EAL^bV&}g{U38u{*ov(-RY&`By~nHUA|$U*dtiXX=X<#| ze~OSv3gQjxuhQMt=cHu7Ho(oy%)EjxwGgHqBaB#`%Tc0^s$zmM)`HX`{(#g=QI$aJ zq@v5z>is=xjIyNA%`wr9DD!mA!(>zd8lBC*oDn)924`6OG*$y_`$^ynqOEU#<3M+m2{$lW{(q)fu(e6t4c1ng`$sC6?@k zBVa2U&3qcg)cGQLQiHf~K;>DRLP~rRq0i(FBq{cqx$2<-qha5E7?1WO-8Vob|Im8b)i_KsXsZ$^ye8DHaOF4u?_R& zL97kjBh>VXv4v{wD@QZ61z>rmrFml*>o&k2IK6LV)#i-~PMn)mce@#1G?a{bNTWg1 zfDzPYIy*Ude@^V-!bof&;`;+pB&d}-Tgz#?4CR-=%A!rxl99vpK2#~Gz>3HI%yky$ zbQy1*_engIBy@cm>@Sk0^j@_`jt|3z!g$+ko@jq&`c>dMx+~=5A1FAkY*Ih5AURfR z^r^#Y80%Vt+dK!eMsATh_M*9&UBV$<$`q|3z9OoqeuvDbSnW2_sq8fU)(@bCkzFA~ zdE(uV51nZDZ}xw;8R9B!nW3~zPE`9dHus#hueq-Le9iB2jiOUEU;BbV z<;9CW%(>5H9e;Vk!Z7#5oM7`7L_X~e9k0fNMu@*~v?{OeJt}|wBXx+n+jN%vFrERU ziYgjFQGH1r>?f=)d7Mz&;$C!gopYR~Ni~6e_!tzk$xGz`Bdb6}hNAI6 zp<4fbgEmO)RQpu8ZTF>Eev~bUM^z@X{pD(NC{vc{t)KX#)$p@~`Qbf4#(4#);zvO* za?_{RS%(Bjp$mdK3k5WurNE-v7o^tcTGj7f)Gd;x2DFM0mvj=ay)qJcwOFWWZmHdA8{tE}uUjBQw1tLoQky{?>yCpa)WFesNc6;hg;)~2W|LwQZ z?#!(hx+k=cS#<)wMRJj@c-R%*R~kpzj1)GY0>-z93|*&H4}E-CO+C%xm)z&kAhmw~ z;~*?^dit`IoPvVjsfAaZT2Tl+iWZg@Bdq&YxX7`Xrv2m$3|dbj>s~x`T2(3MQha9s z*y;{6+O^rwzC&J4PfpP+>Zs27?+uJ(7AP|5)aPE#W^}Hnt4%nqI+J&Alw=rVswZ04 zS{%_DhF8@|4FVV7iHI9;qGRo1qP{VR!8z|Qj|b1HF&u&8v+@>?g=B7?+zSh~6bp-4 zTKCX&Zr|iA4i=ELgk0V%VeNU* z9L<-)p*Zl8xbytSI)!1Bz1~m979w-u%}cdVxCog0jF6>^UJ+5Jvv_kF^Q+0y^^Lg6 zAM=mSW^opu%EVO&Wf>j5dOa}Gz*D?V=Amgctm=#y_CxIUlne@15;b15^p8z21-{sJ zdk5w7lOH874#!M$)b1@l9U+8Uqw!s`u+YZa7@kO2j`O269LHd1&qyt_ge<$AI(8U~rlJ~3AqYIp7>_$*Ng7U4O)bXr|Mr)zZr1YOr0r&Y7FT58i zpAHr`VP**h%Kd%f(Dx@qvLWrKHu?-0z8=rZa-SBiRU^n|JAc#u%b}qI4o&=HT03n| zA3@ZXuHp6YX?6rHZ8kRYIUhUL@QS@7@_79Ate@`aSIvIhDqi*~%;Qr7Nqs_T`Qy&=E_y zS?mjAhg2iP{!O~vt`E^AJ<@79# zkuJVF>_6PACdNlT{3h3_B7HmNK0)x)RKL+$$ro?{H!iWB1e_972+$SriHwZo6-U1o z5QBdH-pQ@{pD+FUvsb!=C&YCq5MM(24qXC`pl}x5TwV8$ekpl-msM2w#f%fySOn~0 zEn=<*tY!bbsQ&)Y``i;!tIkq_{^#QI&35i+HWSsmy(jgV$}EysV%lo z8x8R_5B(GQ{Cx@V0fYU1z}_bwULwNZgCML3d93LpWV_@uxCq!i2@rm;w!XLWsQmj4 z9La>yueG!HiT?b_DPFh)cX2hR8RP@y%PrKQ7Z-+rBZG*D*!WGqWnp{Uawu-$f&Yt2 zwb*|>2PqQff`ARiBVs?xK*wG=;SQ#kIXoLbp1B(=FUzC;BL?= z%(b_R+X*|}PsPWk2NvL;S^WK(!WO0$L3Zi>%HCbThk@#4#MpduzFBn3-AUqi{s3w# zn*qH7(0n9737wv)X;wXx+PAN3dV4UU>~ty=e{lGJUR-hsuGbCC^=#v5t?Ti_2XzNj zwroU#e{TFmoK!t<4`4;l0Np^j{Q^YSpC1HEbJNgBZi~~`{J;TZ1$I_DT~D)}FW7&_ zp#RLo0xTxWslZ-B2L0aFncdOm5Nngk!TGUyP_h6?j#5^87_l~HezN21iJN{mQNh3f z+g!j++Ox59i&-1tsn`(^b`qs{YwYM3m9ffK(SrHsrK5#Qa2CZ}2g1n_0QTnxyj*?Y zAOD=K;i`7n&aKC_cGA?;?DOe!yPsNR_&;8m)C*0z5$roiy{3lR!j8A!<8Xet!i0^R zlRknx{JQs71dEI4-{j0s$53=@U2{Ts(n~`HPe5JeaoNX@51JtmJwwZa`e;Z;?$g%= z^>Z~=_D2J&7ykZ;q{?&?8UOR6Lg#@}+~xcPfZpI!h*Gsy;-==FJ2D_NXr{HD|A_?LqJ<@4ENX{Z|E3d2*73Xe}mnf zqEbeuw%;RuS#3%J>gXPa%#=QNE35* zp0I(gs8fasp(0C!(-0E-u;jpBK8LPGo6Nf@cOa&LN6r=9GuXz zvn4V8cq&vTox_i%BD~P~Iy7@BdMDh@z(`ys!>e5v1qxlOkvtXrUnub< zs<16FCz0a7pdgOdA}ZR1Yt{E&v~PY=BLDZcrGo2qMys{je3Y-%fUl3fh&Nh+ko%e5 zo19u!f6pg}M*TaBV9~4lrO}12RydjBL!%ljTBiycQopI{tn?AoO z%tj$5GX~NJ;L-*$)?5q2n^NcN@}o^VY&Yd+(7)oV<1Lpseu@3Ve8Pq6kyWN8b;{#dZw8#eBN1uhmhsNJrTR7iY55w`H z5w!>No&Lyf2g*Kc0Wao@M57ej6v`}Y)30_JZ-!%B_j*DEXjB@3u>1K}dv6VzFg{%I z-fLpnUt9Z^ZOHs6D9<~nj*E9YZ7DZ!kGs7C$E~vwNaoHC7sjp-Y)a((`WXrIw@R#2~@atADKGUszoP z*?qfNScC@%Y5IPJFI_#LH23Jot(!n6uDyXzN_YZ>h25Uk!z)sNFVxsQ1Y=cLXm+M; zP5E68pYt9d1iyUTV81KquET;nkNPAd#PVvmpme3RdEyYxTK+MmO82Nzo@pYHtF_Pw#!;RG_h2E057#xb9J48vFK3N_Y_Zn8$I(LVc& z3s9`fb(G9ch?=V^E^aE3KVOCRls>wt*ba9wmXZF=E4sj0gwTblzUiM+2lS(b{?}l7 zJ9<2^Z)brt16^_qQftvTl_G**F;|NZi||Oa++xyZsTJvRuLbSrU>d^n=g+?ZEbsVu zYqE4XxUPyxcxl`J_qYF=y+8B0K#s|>F0j|)DQvt9NqsB4U|4D5pb-C^39295Z8RPw zTM)MtxG^eUq)qKzs>|^j#aA{dMHKoZF9uSO_@o*Q|D&Ct>fZ8YY-hwIr7z;mK-VxH zhkHO%xqF-tCS(0(0Wl227Y=df_VG8P&ybD+sX|*+6RUG9E=CVcTDj-d;xERE6!5p( z1Hc3|pEEaXKP$Ab8qDIz))AX*zx<|8$fQ-{RV>i(v7kT(1vnqvcw;JK-6vx8Ni}bt z2+}TmTwZ5x>gPmF7|KxEuBxddHRa^8n5rWouklE8=X}$T!I7t={b^4pi8x!O9P66@ zEzx?Bj>IXa%>GZ?$C-@U-srOpP5$chE$s1pfTNJn&!}E`FC?kXvz7;t52}VHZU&GN zYTn8uN}ykp-!zxFV32x=%G|mYfDHe!riL$sL?~pbEl>i%0BE6n;kJbsEvxJY-B$9$ zz`}xdEbr5r*w!CNrs`l55&d6(C`>qjI_$@3Qtr3ta^V zhYoWt43Sy=cr?DgI67R~iJqR`Vy;-pl1B5po)`CY?^-nFoP8Q|a}Ru;h$%zsLce8r zQx_6-zwQS|cV;Nib=dWo3(}gL+21&(fA@M2FN^tHufwYaZz@Az?4}-J+%#l@YNoLmIV!pANIhLkDH!irN%%dY?S-7uKFeCiSAz8g}nG3aJ+ zzASi^iG@>muJCEo9JjYMbKXJ!s)&zljAivDR!iZPU)WPAlip-*0vWzjecUO4YlHg3MJc8BdiGva}Y)j2jA zjQ0q)#z=uzGsv{h_Ijmdg#nKN0!jOkVmn(Q3Po0R8!V8)&6CZ+p+cBZlC#Yc4#4qbv{gt1UbRF>UXx`TH*E|5PX8eTRrmuOez@Mzb?hrNK( z2x&7Pqbt@9FiQ7OuE5ESW)AG^q+!s!kUC;5_WyNlPgs^>o@QNLkG?q0phWm#V|vgZ zvBBj=_eDTAix526`2;-%5*vLFJKns!C5$)RSQUy(YQm zEOz^E%gFLRFMUKdP%GM9*jn*HKqJAoV2|CuOTm7?XCNf{7 zRcZhB%)LH8za1nHUWkD3b9X4^XIyLd^dq?2nypq<|sWAcg`B zm&f}maK{s3qHB^oCZ?uC6Trtu8iW(|9LL`O>T!I4ZDApe`KhgW^*C=Fe!yj%Qzow0 zMFpo`%6&4GQ$7mSgg)v>yr6q^zEnBsF0RvicpHTwBgX21x|m{M*36g^`5fCpaWff- z=xu*pm^we-tWlB;7>fFP0rxx>8t+p!^YQSssV4rDxKm{DT3FBnS|&2u>?3)q%nu?L zM(%c{G-a6Dj+e|6u1!KJQZy<+TMr(&u`GEhd%MqtVMs!5BUF1D`!V*ax2qq@%8vQa zWf^cuZ>d5M{s&OUhvagQJO9xOOM;Z2p9qX;Gmx59oSEU#|2=G8j?}len0JHckNgwG zVjy@KF*gU2TqX&)+^UE`0C^Jr7$k^uWYo)W?6f@n*Jq0wwp+WDOmEZl#FM2YB@ar`jWv#JuWGvF*KfA`O|K)a$Z0X z{?Ib$#KjFgMIR|rML^vc8^ju$fYi>=?9Mlk2nq^@srJv#%*dyTB4N?Jl2me8%YAo! z>AVVZ0nT=IPrDrctP)Q+aC1TQ>mg$ji>Z<)^<0;v<2Vu7@<0`8q(BLCiGBdUWVaC) zpat#<*mRS(waUtxH`}Ori$u^f-x@<7g zvN$BMt}a%*+2rmeBOZF4)**}~uY&>_TOe5>DlSeH^~)~d&qYCXQ*dzbOP@kew_Tea zQ3lHB0X0B5PvwoBirweax_kJ7Z-@eLFW^u&>Js+_Ek?LM(hD=P*W&&4D=EN^siuY`sGCE9oW?P^H9m_S)0|DoZ-*P$MAyeKAcdACo7}YJ z9QY$o6W6G3BLp?Rd}*U>GyCMVv8zS~My7Of@SZzO-^+{C_Oa8v zi{31QsAmjU%WC~7mefS+Gq1GY&>h$fEpSG=1z`I&cX!k2kO_i?NJd818A*+X!=&X8 z$`KCg#(OSwJm3AALtu<|`}lBmzF#(3z?v)}F<~%Mxzwp62W%T|LD2DOr88Vaz~;xN zO*Th$L?A|+TZc(4s|P4JFQsE5m~{oeTg_@PMnqD}8Gs7@!4AbN*L_#^ogZ zPLClcJz|jwHxeFcvyF+25Cp-v;pDMs9aFHR{-Rv%EQ zHfnE6TdHt?pzzcOiIO2e<;~51eM@W>5)$g1$$ORa0sNv5-CLwl$^Y_Ro~-#C5c;FS z<_a{qD4TmQpLCTB0O22u3u>7-I3TS@dES$0IphFnmC7o&BnCj&L z`;;(_!|IC-tWnS1KKT^VcrgdNNrg3EPw~lWiRkfPkeRS>&$<=>sEpqZXUTQG=#Wq(|8`JYDtS&WN7kqUJFE6iL-L9ktms6&bo!LAFvz0Hh zKDdk8C6jF*OaMY@Hd&H^ah`!_YHn_xaI0*#Q(X-Zp_dER!9_J&5#;nenm_!Sss|Yvx8>jVM}68mS4V)vvoY^jNaz^WOMu(^hz_??~US_NJWIy*(zNl1>VF9obH1*v^%Fyi6_QZCaRMHkPjNAt*Tb z4tS-Ig;}dah>m@YPK`nBwZfC@dGAGQDLXCg;0y)D>w%j!#*En3kMo40R+ zWJx(38!Ud~(HI{*qX(*tVvv|8XKvjX0C#+540MX=P;QmF5;1AsY$sDUU1!!36>c=F zG`1C+WTV_47+hAnS{^XFGt2}TkE8t-gC4&PZG;!93Uu{?_^}BvS_o~ zjU9y~WYFqwHsHj=WB^j0z%aDo>bjloSiP@kYYj*lU^ThPD z=G9iR$8{4}m!nmXwM`dN1s^$oUCZ*nk`I}f{+rDSfLO~_Ij^aR=ul%_{nc$+ zC0nbQU$9+^(`qjFBxx`z#rvF0&PwjMynZWVJWoQ^370kjOa5)p?T-42m@bK~BWi%2 z69YNJ^1IdDio6OeybsXJ)~BRrk0a31#8EfXtP(3fIsx*F&k@j*r_K8U zUbeBXPey&%Vzye@&9jTOIR19X-qR=)=?EC}k;jj!WXnH8`UM<`XTzB?qvJ8mx+;)b zqrSkXAS*+aL_}szE+FKns&fu_Nmqe>uE0=_t`%S{o{jtc@k_uesANJZ(y1wAn~mqZ z#&~M}sw1OEaN=V9K4rI5=1eOs`)7&EFfTXE^;T}WJI@M^9003&j7y>)WSUV>9e2hE zpG;MVcP+KOGN)I)@k!vZ18tz*nwZTVQ90~R1`44OHMbU9N32RSoiSZbE#qb z$0OsOXil}K<95xX+UPHTSvSbRMUR5n&qX83)D*nCsJ8)Zbk;B z`}LWru{OC_?V>U4G)PM11UVEJ^EmB&Eh!ts?uq~c>O8FvC8jW}p@7%4@FPV8Ud-v& zt)iSsC<5W%35FlCjT0YJwlvvIuTO0pdp;;qN;M7wu+LxU9h9W9rYgmH*UILd&5t>J z^FP}S83v@{IFIltPKzt7=08fDSiHGGH*A}~p<-ZQ3?H4{E_id$2nDJxok@L9LPA0| zD%I-es$AqI>$`6tmjT;xTj5m4B>b*$MYUCohe{Q^T`@&Wna@P3l{d*zH!B z4kRs49dB;P*iYhV>o$ZL@fH_g6LQbGGoBl|9?{&>^qBQprj|9_^Azk{+Q@~ope^nw z;*;Zu0J)gO*J|AScB}G`N+wJl52osK-!I)?c4r%k3bEhK7&UzP?od8Bv+8PC98q=U zwxU}$9%NLr-kF4&qohen!SSk%(}C);=9>&ogHr+=QkZZAc^Cu`oqQWEcKBqPA}r2A z^(8Rp7ea{6aN7c$JAQeYm>H_PR&v#*?3o2hoj5o+@HIgB;u*;FdsS~y6~YxdV~1heY6DY2w?3qZnY~4% zZxVM=mJ$-hXT%2gVUsPWWkm@`l*^zZWnkK7#eD5k{w@L{0e8^YUTep3`0A!^YeGRJ z3JTQ8q@=&_qXK_Ab-;Y?JNg?}6>X$l5s4s$;}&wrNYw$Sa<2WHY1w#`ucLJ}Crftmty)<9hcTsUO9z)KVsU9aKE=t6m%k=W zNkKEiz;<0u`LQzFwwGL9h8=PS`z6?PYiuFBW#)}j-4Ej{t^+8M*J~-8)!dd%2N4sARtne1D&b!A`&EF@r+n z#|2ky%FImY*KX6RXMfLFSBz&ga?1*zOMlRB1GS)y_+^t=?S`F(f&$A8;gQ(1N?%mg z`LEJ-7V~}>X#%c?g@v((D0Vv^c5S!gm`$V;zm^PLJR$y@pZ^H`+InVnVAC=rsFy>mk?hld)^@p|OcO1PX9fk7Y4@uq4cFzEfw;XYXsK=WtMNtCU!PZ%FWLfgmwjYLZyW z&DTXlG_;O|`)=XXj!b2z)8QVW`inF8h{(tiAYxJ$cgtIov6(&fokG#}u|z*`IVSXx zeKM7zH90hK+(DdwWlX*{kaQ9qyc2E7H=>2x8(Y|JXmJUwN0a~H@?fEilyS1%Mz4Br z;*Hxos@iLTZlFG3$B@J)3`phMlfe>4dLj+N+XUnw%_T(x>Uq$rvxDS;?SYk6~{< z-kPOMpCj`kqv2e4MBEGJ?6Y!U#_F_nRR_*uaPUoU)#1ecG*i^;Li+Qhy;}-%=EsL? zTy)KZfl==AGT4h{CD_lBKi;lVK^!kE=4NXk*$OIs{ah;p9jglcDFbWksRVyzIz`2A z!mPOAwzhu43?~zTU;V{YG*bKzCMK)}V47QTii5SjJWexHvOj6D0=Qm#w0ve+NrRaY ze7gm^)!c*Ej(uCH3X ziJAra+yoTui6D&gg)lMA&zFFk%9@Ey|C#;wSY1!dOZafLt5lFAjg|GizuoD8fn(iF#IuycgwEp&uAs^xDd0i_jc@&!H%q@-6rJ56YJS&nt`ea4q)f0B&|E{&bG96 zv4@fSA)KFV_|9Fy(<|t#XE71hoosO70Y^q*$$d-O$q-WOUvonw5F&PHLNKG-2VQDm zbW;s_HH3$MUi}s5VIVs0%(YR^iA5cU7!_Gx9diW{3S1VTzBU9z&h`e=d3UgtVWXMi z24?p^2aRW0^jPn$qdfJ77ahQ1v!Q{ zce`BuEXFjOu6~fKQix|5oz^ZZYW7pYi@cP zOv=(^_wVDrQvu4Afnrwv9i!*3i1F?aBJuL9+VL_B#DvUU7oW=ce|(WN zlhj?mI!qUpdNpOQVbg(@s|&P|&~&Q`rYFiD5)<+cpT`&)><|5lKiTV!Cj^VE zBWy9v&?rGF+Og_w#@=YmO=;TM=7N52603R{V{`d;>g|Aa*X_9E6or=ajfu>@>2H=D zyPeyy$Sv@vst{M!-Bh!|E&6xRazaodvLDf~xL$M~om!d}E8rGEa5`#U|D|HVg&zq? zp#vG0E_;o_y3lg=ny~!pJf1*=*TrR|@R;Y#D0Hi!Q)=vHPhlDT{D{^U4Ignpizg_= z<1l)gE>9=GX$3i%vmh?*ZQB9snn6%bg3H3fJov*5JkWD{OpNXom#nIk5Y+b41BMqA z<1<-a)^DN#3{l&8Y}56sZN0%P{5e(W=&tGB-eC7ewrK?u$s(7ZHt>DZIbg6BZvvep zB@tzl1yKR?;pFU0OL9wMi5&O7UBx?JsQ)p7f3r6l5vXos3y~!s#Cn68)YUmH3pGXt z22?9Wx@~_NhS-%|&DNr8z@FL&J_nQAX2!(E_Hz5Fsioy{{cQH3@!>ef*z38t$e?Et z2+Q%IBgn|eesxzjYnB$5pr%E1q?9JAi$s^TeMG+Dd>cPd+4U;!u(J2r5;kAR+LpIv zICv1x5a9r<#WuMeKqn4E^MwXj$WzHx0(@B8(`-BR_-|14pAQR$=(k%B$9BoEFZ}8c z!>REC7iX}kt4h@t4xM+HhU^E2RBY^vewgdF}Y1B(7j3StrmJcQL#PAMc<2XOT+&6rd2zfq`F{rY_ph!fFb+64EUUy56L@9*m?VZFTYn`JdY}El z#M&_H0b2{Y-$BCqW`u^av!}llfDx+mp+r1G6#bc6p7K6iNR0o3p+o@zdjwN~g&XVl ziB2F0umzt_Dl#)U-UCrm7#D*evxHiWBD2Lm9pKhko z4Na;8h2s~$iYz~zP96NYY*HXo9|5U#h{Y#UJtCz4nmGy)n8@hDrd2|&VuQ=aX{DMK zhjP+d*O6TY=htaj@(sH*{5+LU)qkWRCNng5zPPhQuJ>-A5VsuwFKwVyIn@>vy5rui zeZta*q)Gu*07B6$S!7hoQfUb*VpPm(?@=wf^(t8S1WBPt2~VD|yzbfnnd$L+#6n2V z-b)~)pIaMLa~?OyCDJ`r+;rD_cyH_@%Oht36BbTiXwLve5(a44(GoV+uj0li$Gv-YmHB?Cn!a_u;s7w=K~~dekyTilyc$GideFx z{~c=Heh5=U#KTx@Ax{gVQ_jU39|LZ_mPl4vsdrgMo8}h-U0o%gP!~!7mMV7huJGUO zj0h4ygtr6o1OEDf?topBMjC+2To~f#>kDC_!P=Re;qaEi#yOV$E)m(CsOcEqG2D`F zcSPT_mJbAuTY={B{@$Vp5NJjKCEX%GHbmNLcm_C|C6nf5jZMbv@)SkX{BJlVW*=sJ zdq3{}wA?r9rQuGPj%3W(qjBr`XMtYJwr6WkxHHN`m@0brdgCa0F?DoeiCA2acHrTg z7`@rYWS)2tSryWZmeAK1p7NY~%)*RY%|6@5(Jp@bN|z&BrEBFZ>j;x`m&cPeaJ=z! zPUICs1PM7`g;-bf88(i{CGvXLgDOvwDl^KLD~GM+4WW4x(!VCrcVgL7HY%>t!XLdE z#`ESYZ^v%XggW%TOQ?M>@Lv(2yeN9ZgS;< zcT(i~;!JQnO#(aLdD#^mZ@X<-?9g)8*?)33(-~j@Mz|a%e-z7)8-H`I`pitB4wCuk zC%lU$p*`xn$Cv@u$x&ldY0Sv}E`p;(>D1`xxUKf@c@nstr?EFH7Judm^LC!PbbQ7i z9041#cX%i=SL?jEv~(bAd;J*Vnq*<6##Ta-)ZpqBQBbWvo1T)bP>*#k8;d}4GyP>M z3t2G(hTsJM(}CClJ^J-l)MoZX3Yt6KAOdzE?nf=HfJWwylPeb()QjMzeUf#-3^%jSWXc}UtC74a)|X@H8SC-n6H3nLqm{Iv~&j#`Q<81{W4Ttjb(vv zBwLMONu+A|hXN50hYMFw=sZxzw1^eNz?O0%hp;`&(0KRkkU;rIhPucW_a2uxlSZ&P z-`K)h-Nj3vn{s#5ql;>uYaYA%1rpM2qXqPO#;=ifsSk~$9yUDT_mwGaUpNbl$)3w05qEf#;o~s- z^fDr)PCiFefnolVo~mfdU*dw3bmJ_LyQt_!&^FqE!#1B1z`+mIeG{mDn-yU;ir-F1 z;NJE1HQmKk^GD=CvO>_wVys9P&D7L1viX`!6zU9HlVUY`@J4IfSJu;%(-CE3;$hY1 z_vTbG0fjt8e0%A6O!xjcRH*(mQ+^_c^phIb77|MdnGWx|O&~)QJQulUFnryD_z1Zp zL#AgTnl|mlp@}i+-V4OHZi57FnjE6>@1HKl(F(wPNXia6sS<};PoFxX2)&qvjU?n7 zYitr^WP4@hKffL#!n4~P7M$?LfiNKPu)T#xo0s3?3JA{zD-j@50B4-UZvIm5-fIMvilWmMgUG@TE{cna`k*+9pAg^j=v~%iYWI1qF-3n z=1ax$6RB{%I=D*6>bW?zMDLR+sZVjRBV%Dt-Iy~2~p#Ozr?Zk7t zo_n9Ki2hm6Pkygw4WH0}faf5ZSzKNH2wb|BmKG7qp()Tn2xO#|0SAie!Ig;r-XVg0 z2d;8=j;%eu0IIqcTdMNx!2XLvCc1b5xs!bBPkV{tGHuK*Xta5lS0(l*YAeT`zEa~? z3Ypqy@60bBw4ZL74JD|bdB9!sxZEFhhvIt>2?ZKBzcp|Tee{x_tNrFE!HjS5l6yVrpR4-VTOFB-oJ!QRZ{q9lfcGgu3aN3kL@ z&hIOF^UB!i?#2F`%cO0Of8Z`M>zs;Qpev2cNUaTc8^#o-zVfOCSbWami^!0lbNPZp zYU&-%eMw!DpCGP8c`pLF!wqmC)GzM{3|ok1X9-eckjrp#3Hd@T9ykPq7Eorw+X(U^ z;@6jFwwq&&Mt$evBV&q!(TGAT)0}(xvlxMXrz&F{itS7qNH;a7QLDY#XFbL1^Ge*` z-|T1(KgPU15usk_9VP7Uxm=lgu-Cg$Xk4A2Cb2NMtT%&-C_GqO1v0Z+%A2e%vz+`h zHN==P`JW;^wipNuA(w>>p{ZS8_g{V;_&i4o?~zDddmWDg>TT(|ov#}Typ*cBV)rBl zw4a|a#M-v6Yb02*HU9Sj6@dr}Lv>FG;46agS*+EpKk7{+P{n8^E}At6hY$Mq>w z)mpR@j6dZQSX|bT(P;hj`8y8JT^)?!xAVJ$yU&@!OkCSrqk3 zj0(rAAmnk^_PdI+^5unmXwFm5rqzWt=>t=Ol2sRza@UdKF^*MdF zCI>YTOSSd&_NQd*i_2>A{~rTMIjp^926i9pzSnpZXz-B+ntcE-G#q2OEZPTS5sfkV zQ?v8irZf{f2BI0*GWr;0kqur4crEr!KmR?hT>)Wme%tJ{%iNyd`>sjdr8fK7*SR|b z4ckqPJUyRxYbJ)IHzx0|2H=Q)!qH|~*<6E`zYyR@M0q|3zs-^-NB!MeO=9!AI$C4i zc;k}2CdZNrKs-yknj-AI0@Ksb&REN*; zX1C1~YMmZvw+}S0#yeu2dRY?a3;U_;HMq!q+Kb_0mWU3*A7KTVLu(2DoSZ zQ=NZf&ZO^GG`@>mf|9>V(3ZFFXt1s>39q{^*u%&#!5)qngRKAA!?nNnumi|qRuySg zfmZauMfxx?^loQHUHu1h&0;PXCJWg{~j|Iu}IKGok0lQ{!RsCf@85sE5LZnHmM z38R?0-hO@^F3gA~ z%?(`7IsY^C{PXs3w=VTl1dWYp##FHq_?-vl1siV9lMoz1^tO+4m`N9o`EVl18uv<|DFLPX%H&Iz?vN1 z{i(}WH~@E%GJ;+uU-;r=TUlOPOUnT66s$eT7^cKEPbHu6pn(4Ya73`&J_)xI5%2GT zXhfjArH@R8Dc3H5OZfxlU(@6y5AQt#x#91xmDDsf%^wBOLTX2h|APMiV+netOOl3W zAxKvtaB@lj7faEomGv)j-s8XUB_NeeFaeq^1vS(EAAkvkPg!lGbUe=dMs>fxpe79M z#*sFj(^7HC#mNckqB$se1JEVsn5w8nV)`>SD)}JnfzDHK@bK+O(`{`JBG8McD(}+eR^V;Z#j2u9zX!R`@-$V*Jm3SAo`>ca+(^XNY)Jn>HkIO zr${F#&Ev_^s%6aGR1<94)y4iDfeZN*SM~J3<;9SYwILD}h;=iDirh~Y%}vf~!e^eyM){32+4dEt=KFXxYU?YuzxaOLp%S}&6cJ~`n( zJHe~}dW|MJaiU#8Nf-`S}?h ztaRNHO9vM-5Yg)a>+@T2aTAc5#zG0$BQfuyl5Tjr$maw#qx@1`W84IqrpXsd)4n^; ztefOTK|&In_YxT_azt}l?F%NqA@(lXMg49uw^ATz(jSYqn<^$>_ExO)m_%1(*reYp zIGC~8{uiFEaw+jGX%#xR*8=D=eN%-z1d(`d4MsdF4BBRI?F24Re6mcLINqqCS*dFk zyD#G$H}LzM$y1)-t>}Zyu=k#FnlFt~E*zVYqVF!ASz<{(UcyG1l3-*?gP?sPuy^2rVt-7kuT>PIBxqh=2s*(3WG;7l*ZkX#I2cI&dBU@^sNwpx536LBC|T}DgiQ&F`M|3K`GKzk@YDCJ4(kkxBCm0~sQ zh65GY7UlN?Cz!2Y-L_2yDctt`$SfA;OS5D4D+t83s>E2n+Q{~J85D~GW7eR|eA4(_ zL}c{A>#Y-maZJ95EPZ`ewu56aC^Z=wV8=L_&jAS}0|OYsc#gr2bjDb@jgcI5ETW*J z{{A0*N*fLDj|m(c%5$#+ahdlo&)6rX>cM76V7^&#eJ#PDxT33Nc&n=9@-!V#r>m1I zVT}C!q6Js@o#_`q%5pzo@4$xAa_UR3_lFOIH8*-FTjR(&&WG7&!FU41&W9`Fo6&tE zTK1HHB#DEQqwG-)xqQdpOb%Icvul>uG6;S4h4^fp28UVGDo3~aKy`h;xX+(ozH5N3E`x$H_jDO^w8>_2!SZ6~ z&V-Dg9eqEby(fMjQ2&PT(-C1n&$-4)yLE-{lKK{N)rpYWEQwlMT(WC`sXN(S_1rPC zg<)PKds4W?&?rE3?(3MmL{EaaM(FOxb6U6T)|~2fHS@e-f_$?FIimNc&_`l{SZqC) zfHd;a==5d#=>~~Md%?70>U1KX-OC_VIqSJ^nBlSQTubMLADPN_lvsg?9=mg}J|F$^0yRvjso!l* zAthD4eGb>FZil<%o7_N9>fcr8@=m#Vt5E1fZ`PObTWOi{RVW_sW5aeiajOBXH#3R> zZcC^!()h)8r^Lr@AgT6qyru>t$wRFQo^3w71wMz>--!t5N*++id!W2c8WFJBvmW&= zyaEKfoRgzKR^s;a$Io25kJR@L8*<|8Y`fCuLRdZ{F}wA~R>%u5gh8wszrPv8s@R=r z>tw}D^;62$yPwct!+P!#JKXyk6MOwN`UeLZ$IX3^l@0-;+S;XZ&f03&v0FoS z!hK6RX>bt~RAsTHIL&ZZ0seBzasWu}CBhh{*>kNTz=! zIB&?qEX1H7ebCg^^`h_HElv3bbR*5XfrW)F1`*7S;VwgC9(Og@wZVN1#HQJTO5BRn zjPH_OLrXi4+Gb~Gr2=beqLy}c!WNLie0=WR-0=OHv$EQ$n~mamu3x9GDrGly zXXmTA=#OQ`z!Z#_L3&T7W{&akM?31~M|Ex#&=Y{n?R~yR=_6{n#HLPt*r=GA3=Y8J z(W-HW^*%psE?sB-Tscv$Y$yM1l-l>nix{Thhsk!!=Q7f9oS5DSN6)4>a=cgg9Iqii zjdhExEV1amko2e)D5tJgDztpQ*RS?j%jqk(kV&(Vk!13t0!@y#%a0xlTUE%p((lDi z2{}-n=H2-3(kshDE=#b@_lD8tm#3|fmqdi`!9RNP33ORYIS*B~f&R43S1ZFo!lV$c zVA_tN1~Ph}ZKSf@>Mv`iX3bKsC5Hwt5rwO)TpH~XZqENl-dn|0^|foDiXb2e(hUmI z-AGC!A>G|bhte&bf`Bvv(%s#SbT=$gIu@O0@Q?j{`*-&BxjC1>TC6q49CM6!Jns`W zixGS`D6P>5HlcwM&U1jskT9jDe6V3I- zl{USr?Ot7Xc&N2Dcf518+0?79(C06W4U2SXROv_to}>5)2S(B?VSab{d74c>UuFkY zse0XhnF&Z-Vs(d-YdQJKrIuahdy8JL_BGg5S8p%-#=nudaZKt!%Ls@)W-?^NC$8$a zX<{BwwBF8_dr&5FTKP@nDHyb6kUQ^zN(n>EaQeXGO~{ef`xR$nuAkLJ4eG`X`r|60 zynj-<{bQH->R($-(W%{Tu_W_*s36`&|975G9ju5SJTaeh*uZmMh`^63EyjN`V_KsS zMYz%K_vdSH+04GB^W$-UHv2Y$|3({A<@iV_U)-}M@=2GpQzRu=Fao!QUZkI*=d2K5 ze_(7M|D7PTS%#4l^Te8dv^cXzHp950`!SsJB-Jqlf=OqI&|x|v{6mNxC+JU`*3H(= zPuv1oOeyMYi`6$B#efL*NW$njRd4^l)=_`CPZZ?Z}q|Zj4r5H4jqb*^hh8#`ptgODjy|gw@|JtV^eaUJ%tbbCej>~Eg zbP{KZ&+N)eHN^T04b?JRVp#hrCN$wsR0_G23ESm94%T(nmz$x>y-a+Ma z-}7UYq!>o(TlB}!q05b6i{qtMVY*BxmyXSd}&%c;Y z%55AhHK1OA2%izbyOAt6oArUHmxGCHN-cIcoo57`a(O~mdWO?leyE}R6QM_-3Q1T?Xlpmar1Z8_59Hxaa$RSGoEUe4X(UII>JNh=r0%G#wGf^~AjThEqS9#7=3Cjsa8?V}yu(9>+W;5py0Sx>m&(EK@GSc2{as@CB)jwc-11#n!J`(-(iY8kJ}RwTI_xU%jjA- zs3|;)zDAWJ5eP5!!&B@Iq-wVyWf6woUJFw^%{Fbkf_VjZFM@~x%R@Dz(t?WynPuGM zI9k?{gV-z}X3)d_=?S@lQE)y@*YV4tM@~}&anr^Dj$ZaYD^=6GuS74)$O1`0bjpr~ zrlr-fUYgBZqYV9oUDOB0y}&-$H~#-gIeV!1YjE$q9FL?r{!XH6Wq=`VpZAdxapuwU zXe*p|+*5d?xH*`ZE#$w@;H2xXw0-BsX*3v3Elr0Qjxa38_Tl^6fP#X87cMMzC!dvy zl~AfIp1U%zGDo<~M`#~Q?I+UkB4ez5QhnGC)FZtutV6QhpL>b*JvlfqS*P9|Znna> zqcWjFU*^d)ub;~Z)p(dXREY|UEcIxB1e=tX?*OQ;vqh{aEJ)oYcrAmE01Zj*O>XUF zyAg<%a$k?Unz>Jb3Lg{Fx;eCeeBz$eI~E&Vl$+oLI* zPD6UD{8kVfIOvu#61ns(m;3rb#KHp!kROpYj`ACMxT2++QXBn_o2(QT482)uk(FI& zbipW?wqi@!(xawm1pf>hwP+YOaOq-^Ck)@jvPLOhnph#|f3nYBfZR-Dm^p7~TV2}N6eecm@$Ba4OVmCZ~e)}-g{ zQ}%r2mkJN{pNanE0<6zMahN{!Bi~;C9;VXDeLYn;pKDOfD#m5lrHKI%k4%DH_dK`o@^EiPk?;0wXFrU zW3hv1Fo~^Q_qU3{Lz}SKcsaE~mUM8iqG|3kd6&}Cs~PRn9$i5clPZpgu=DgfgcjF* zSIhY_O(NtZ?l0z5ZtZJ*iqZ*8&ksPT^Mq`}6#c|On7`L;*0rz~Q^8;NbB@jIkHi-- zZ_hR^55K;csk_sRCQ!Rj=83*!cB?+R~k__4_=t7Q)64}M% zwYl(#OJ{${dywbyJ6}q4$<`P@`<>3zXfe!htXppM0RlPhG?0E=vnB;SksBP=HtCh& zaqw}uyKnVW?g822i*zbK0g#X8+kmd zc`)GCtyAU;)NW4wa(>D({|F|&MqKSd-7K>%(50KzBgR--UM4}pz6%ChZ+y4#58#kN z=oTQ9$Y=9(D4DOsQ|dc6d%dGMJZFvb&WP&W%wp*$srZZZC5%)gTHdf&Br%O;C+lUg z@Tb}DpxB9?Yqg|`O$a3^vaOBPGjpqL78gX9nnbNUpB5y>(-*G^q3+SwtFI%b|F;&gr$Pf1Ckcij(E`-E!*s-6h2gy(5L1%QcaVAxP1 z2en$5yNWR?s>3+$SU_X=p6|-)3&Ug0xjsD|hK>jKYrog$3VRXw>>>G#mD>(C{>)Q% zx3`czLY{cU`};$z!loqp}ngxy-D1ZSp2VSLR%`Blb3sPi{#yZ$63CIrFc!+NR&dx_}Z~Gx=^S!?1^v( zA-6l`=`DkNVbF^@40dxR$ohL&p&emRvcij{yTJBY)`MAJN`MqSoHiZd3*KgH_IUjxiwojl_5Z&EN>@f;*9m6Q8)U=&&M);r5P1(a z4Q^qb_j}&t>VJRm|9V?%`s1YwJEh_NQxc;Ec?TUiehz5#o_Q+ue}}FSnvBdKfhRJuV`zABT4o@83D|?-2c` zut1Rkvy7csQ@Cf&Wu2e z7G||!AGO_9r*+NKB_Kj=#p-3|^u$1hCe`B@@SAm*%XCSotNcUebvi>wDiV<7e=Tmg z5N%oF6CwngU|}~n?T(ab)4Jt}R^?`& zaJy)&e_tyErlGrp-{+R!kCVMwZwgp6=pWvHovCso(Q$Fj_*jIWt5CO!Q~7#5pZoKH zk8}dd$`=0Q(J&-a5;sl24WG@HMAA< zL+(@fHvsOhhs>K92J|$9!R1UcfOXsMcy&XH&1UY^V~L^S{dGOsMh||Qius?Ff|U2K zxlj5y_or|`GU~O=2<>%4c@_X!O(qJ@$(l>F-VD(HRCTE|8a$&~yhWhT8jwwslnvUjhNMb}6ORj=+c@ws&axlV|OF*SJ0@Gsvt2)Go!AF+63 z2yCwy+L!CxP`?I-xBs#ugKTbQYfRU=5L8-^D*0=suOyQ@P-xY;%G|~AYioQ4yUlP~ zi(I-vWelw;3TE$*p11A0T~;#E!{2!*hf-Q{8K~78sS?>g<=)?nZ4`iKj(@4qqd?>y ze=0b6;g-K3m1#6>+JCp0)+Xb(q)`{oUNlS-`DXiJj z@4+cX{$W~Iu2~B&)@EcR%3R(X^5r!63;Bm=HUAZT$r!3P*JnG$mkFUqH>kvqRq86} zI7;3=G-*;A4aK0H@}~j$zZpEn{79CeCOO@%sIxr@pEY{^gA&%H*Y%qqqUwHJPP>p7 zh^PJINT9X~I@}C6x6(}HUBsbR54nTCSJ?oaGE8D(SvuGD3RJO(grEH@zLJDEI90Sh zsYirqmWOS^fy(bdc93w%K?)k94zFBg8ixae^-_ING3_@2#<@z%>~7YptPd&u6X)+e z`BpZuhfNY18Gw<@PbZa)kd0%HtP^ZJ@OmPEEwh!G&*#5urdN70b-jwTG^P;yU%MfA zV49!xL>>lw+@Gh?WYnz-VP2y&9181`jESV9E^PKGS*#D|C+kU9f(ZSY$Ox9Yu?Fh{r}xeuM$cy)BLjfM~7!gTrAD;%BHukxC-( z&pN$!eOSUuU@>W34n gg`g@!UN8BRu}w3)f$bcDZ=o4%tkZQEh72Bq3DVEWMQ#^ z?0wy5I0~TS3rN=I!k3!v(yPU0MO%ta=?cZ}DqeIebDz|xG@Fx{eFx4vhxvAxK40W{OfL|X?93_q_F`uLO@>5|Y4^XppY+CV@njU(FlHU6DjknI+ zT4``>MZrpb+p2@L>;M?^BeM7Ta7>V1C5%V_Z=;zuJS|^E-tN3ayTwQF&Mgo3q(dyi zpCaJ9ZpeDyMBrkI+Xa*95~)(25;$5um{myY^zd8HHZp?~m``lMw7QX6*{xHp?KTUA zOhS4$T1lN9G;XrF6si)l_wRNCs)L{j*!s_h;R@s-c}}d^ZWkm}TS<1A0n}UHd!yTT z2rkE}cFm?uU-e_t`uZ$#&vlOf^ibusy=bk!VvYG8Hd^VvNHK8jfLC8*9gvUJ@9#Xj zMmc=c-2<;amZf}nght*3@V3B6lBk)zMnhVn{XpO$4x_L)=q zlu);G=BnZtOUBA!k6ZAIh8UTRR+gPO9xOC*0&Qp>td6S+z@6w^+9UCpMO?nI79zk+ zs?aBr0yo=ueurXosj5;2&6-1zA;Q_%X*N-3sp*Y@DEfE=o53MSX15Q-vJ!V!JTj#f zU?aZ4N0c8^IA-kuBt@rnivv)BR|9K-)w{bHIX7Lvc*6cq>ub_mu&TxU;OaPI0vTvH zUbj_*6*;m(AhK|BnU}BWXr)cKP`yPSarQJOhw}D&j_fgz8?XOPg5TFre1dv^E*&w| z{}W+&ghwL@ppu2xfytcKvjG6=GVG2y-f^{HhNye~u1*=L)#s~n@cBT3(X84cxU=SC zip8}5AM9^}v}1IQaukrYt5S*47xzj|42V5H{p z4B!-a{oi?n40jw+|A;#0#51G)rn4lIQHEgXwy31P&b+^Qsi)*;TH6E6&Q`LvEZ&BZ zpq4Z){S^MnEfFV!hWmu&PZQ??%H)fg73%`iY;TVj8s;uW0;e!m{~88 z`u5MPUK|40YzdI>o8c_Te>=x3$C;wLu^m*cvtfKwuY+g~49zVYr>0B`8drdu49n9QL& z==d8#0nRHoJPFS=*ye1Yr}m3UT?|I2cn=I}_OKym@P#bvGQUm2k3cq{wfvO(~-h8ZoGp^dyb6)Ej9Fs^wr5GhZP*hmc#Bj zQGv0XUnCYS$6U>)bOu9bU|QmsrOBV7)I^@m&g&ofDap@J@;e=`-Kb>*pK*(BO0T8yz=UJ86Ni z(ZYCx%hSrJcN*)z!(&AKf3R zEf=8$I)X;X@A33*j$QcFY_!zmhM3oD!(XLk%5QqUhRg9BCfTq{%qMwyB_&N@>R={x z9+f2X{9@x9r>4q?;$5fz@7{O{ES9X7?hjiHw~+CzSls)mdH8LGEbk->tp%4OTvh8u zF(1O&Z)|oeD8XJIQ$();zziks@D>wH-Ajn2ya9V51bRSJyi{)}@5fm~?^vkz6Jfb< zNVfLki1}ozHvrc9Sc$0e=CV#I2x}Y>&cRr5nUu6$Jb*`G?lmkarH^9H@K324;+YoH zoDVz+TrT+`%_AkUCAK!7^U61b3)fbf7vF3mQh%*O@Y;(XDKMvPmyjwzzah2_F8$J;%YgwiDS z=(M`!^L9v=a3Ncy&7hQLccF{(?!FZ|B#qCj82cH;$Ak#6m!872UQI1$)iX35aR|dH z&y#8nm|WV&30fR3blTcS%~FqK2&SKPTr&-7mm&b*R1spvMFHI$%ELAqzz~>&&3r6cGG9C(}O5K3BU!4B+@WP|(X&PCcsbXTyP5RV{1z)lA|<*)@OT_%Hb9btSAb zaa2tWY5?+HX2?vn2aZaiP5~hW-Tn}=6`$@+{Si8Z=M>KmX}UO5ejne~>jaqxl~`y# z;7l%O4wV9pU*DY*vo{3;*zzhE+++)EuFPy#{Nb}FyqtIH3f0?9{d#nM))u0!Sb8{u zCJZq%xvi7*cg@o#m-~DS^(yiEa$j`lhu8a^o|RX(rH#Obq%!x>TGWZSZf#3)`Hgn} zIxeddqP_88&^%Z*#Irx=s^<|tmri|IQ)_p`|N4onZlh2r_vFgjZXlMX(;J&=x?1No zY)R~a(Eh9tYDhA~L=vYzGU?)gmieK_K8wk5iKO?(9YLcflp-F1}Z!a=*j((BMQvySG@DR%ij0pbDbpeDgCT z9LBbOW3R*$I*mqH)8UkkUx;h%DGO;*KlFzdu2gnE&1T^3JYe(QmNf-{$~Y|fkv|>U z1=7$*KT~9ZX($njU~~8idHxnc-VUfnXs4Jty*C{fu}ZzsFOzDXzl&!Fru2mG$_wI; zfOZ}@Sxnk)_bX$K8SAy^&=^Un1s$DMnj~Lsh7-IN4){z%!Mm1`)Z=Fw`6-qE^v@)5}B!$*w9xItES4;;yCj-xts&jF#d1EHW ze@pp?f>>ZQlY!J6lqTbbGx&;P^_r(i)s{V_ZFkCqpFLLLqpMgz8{&XicBEnX^_Llo zU;|MlEhks##UZp|dqt&)c<$YAiVl#W3^HxduG+?L2RS)T$>=gXzgcaB5>vjyh;jL&;hccvcB!ABP) zd@81&;M{M6eoxyNtR}&iUmKUyxjy?5z{hLMvoKYFeDMZ=wBIQujT)(1D(@}=^rhEknM>NYqCbf519 zjsGY%xQJT⋙2evHvazI&A~l3Ncxw>FaQ#pG~3!8oR2A>^)xcx35UhcMj2yaV%a01O=G@OT_8 z-^wIn0@u_7O9OPYrG9{&-iIy_sL&!ZqNQRz_V8&{N)*fT{=AfBv?X3q|7H7zJbnx# zDUg*p9G~auBLa>d5zx*Iw+pmHuoS#DyhY$G@jL5A34(1>PS+@XWl5jvg)W3~~WUHOf&8y(`-w0H*&Q+tF-sfEKG{xga1OzjW0sDf2 z`=r3hXqg9oz9?ql`qwg>>4jwCkv&N@Hpa@_EUMU|?>xrHkv<%1s&@)j3M?5eHP zcnsqbqbE=*yu#V_liET4BJf15+4#pv>ToPOhP%gd`tmPz+ⅇ(J z5}@#tNFf@G(26dM+XYeU%rQo(74$jAcR;^_TtT;V-x7waI_?s9O`$ z>&ySrPur|~SFbnV9Pq{E{sa_dvY|3O=RlKr$Ysn(Y}I?0cyska^&c@-J2bpan@HOO zMRYIR)SA3!H%NszJVX}P>h_)?-l?m#SG<&ZYqsR+gAh;ggicjn$>xi zzQWJX@96YzL)nL((z2k^u6fJ6`u<;c1T;sI--Bb*~$r$u>}7S5Y0jv?LV z5R5H`*XpYxYWx-vc%ZD+fNt ztQ4!QkTno9>)1!KTfK5yl|;j4bkZ3-QuvX*wlgB!4*JkKj*}`8JtE_uv<-AxtF>H) zGpARe(k9oqRlo?Hwra1Mzfk`3Bjd_GUE^wOrvBj-3ZcN)c;=Lqn;}%N#0MD#qeCLk zG>`uDv7YTuoc!34NaM~zhcvL=Pkxr$1@C4u?cxsmGlk8Zk{pBJbvYnvOrTh4CeK_b zr5Rc+qtmE0`*69<`t}1Z3B70D(`hb-8HaVQbK-ZwpzHTWJ;TpTwS^;KFg|kGGvAMH zdyM-s7ZVD`EXWcT7p7kDyGd^{Gnqz}Wke=m%&f-bsg;}Yk7bARI>doyOxVIdU;+(n zGnEfU&c`*7aApg*Cw=H$-zdK1>z%R2NVf()0eCY8I)(I+=>Cmvei(dN9F-2HdWF%w zu6cFk|LS4AhCxFpu+fw8V^nRVx^~+4_5uiOp+FqX(k0wXmljvncn;fzW2xq(QS)9DtP2i%mhq=riHTP|J84M z1*7Z#-r4h+;uF)_ZnZK44J(2UmhKQdR*4xg6BOjMKhJP*Ohv-cHwsEeX|mwA7O-~h zp!dQXO*;8>v#kFBq-&nFUz zq7MeG!pMLv@J&o4{_k%B`3M?d;bhrP?h{nPAF|Ls!}20!-d zPUHT6(W}dRY#~bg+jR8ve)j4wY=kz``R2-tCHZDKERvX4Y%}cBeiNP634zDcV5;)~ zBv@*t|H6p=g%s~85qdd~9z-~$$o^iqUi)G&o$yX^3W{7JETtQy{!b|kZl3qQKZJWn zMcxOkb5Zh9{`1?{Ea>2E*l7GL=Z%#g{*MnL<$Fp-atF5FYyH=viu z4XM&Zo`vk~wG=%jwH6g={8zw!AT=3?H=9_gLC}x9;zC5qv|eZopDxkOe1G4lFRvA3 zOvrDKOs$yx9&liV2Q1ix9|SudS@$uFs#AZ+b?J1~BGMTa-7-J!Cz@LaNo+6j2<**! zy;_c?&pN>QAk>QOqgujicf0;UDPQmA3Y!?3!rs8|e(4Q}sTm^289@Y;L#q4lGu`)? z?a$`UW*Q!VN$S-b)gi(^3+dtY?p^s+k6Z`_qWM`xt@zCiLOj5bVf&;cApJYG-OoD{ zZH4#q@fa51-C_fCl`m{i;mYY=@s^;YHwH1t|K4!^Q17U%vSyfI#0T}-4Fd~U;9wjG znxb96;wp+;S#qJ-0VhimQ+T}lWivu0r_FMP@D{P8-*EIh465o_8g)Xzi@GB{3p6H2 z1xFu}bE3Iw-|vdZ4I$Q3`F!|O56X!7x@1J}9ARpJO+u6IZthNxOtLRnLoz**upJXR z;8FlzC)4DNWHLiijT~x+j=jO4TPGIo6w$;Ob&Z1Sn<3gP3JlXa3b`4UVs47rJo7ck zB@)tDu{-)}M@Flt}f;FigqfJucfOfYX+Rj=B(MQ7CuH&a~f6r$TCK$2Q9@p=pevx`axatG5;ImYUX1x;>DIZa7 zuA>Wqm7eV|YK#@YPLWRf;1ieH13+fhSPK!qoWL*usc30GKqDZ_8Din)b2>v_;-T1s zO2t=)&CSig8TduC_;T$dou<5Uf2T6`!H`J9AOWcTgNS&za5l4WhA%%TGJBkGaq;lL zQ~w5Hq^kKjM`y6z$rmEHyL-^PzSUTLKVMm05iT9K2R%L(1v@$Y3jxcU{>fciVDuG6 z%&*2ghLo$b$ErH5XXtabV@3Y;;_%r>xs^CM4d9ees<~Bp>ZhDnjz?1&f8yPC8G#-@ zwrJ^o6ZfB=Gyk6IMtqppNGsQpYDtJ>j?=f$(%5BXaffcwFD$IKMI$`a8OraPNuBN9 z90KZbwp+rNlVw*_4lCp;i^T;BTIf5$<-qkntLX4Wb6;MNwkItwZ+?XWgTEc(iDAUJ z11G7w-ZJc-uCCRYDmIhBE#kNj`r}>XW_NoJt<0y0pyi8wNPYitp56r}aoOhDC3t^A z&5qc#{L3&j)r4ShOIm8-y`(mFQ3SZpvyUM1V~F<3>AlSmC4-OCIQjd4v?tU84Ae4_{> zN-rM&k%t4>Cqg<8V;v-xa)_=&C>cb%zCdy7)+`OIycI+cv4z>?v~IgX!g+MIESxX> zAaWU|ztxD|)&Nvs$T03XF1!2B9xk5l;2k0aFSmST&LE2jtr#N+dn<046Xp1U*bvre z0Co!#pTcIzb?x9T(D`Z%gXI1Wn|V2Q-&;|+Do&Xv136GblajpP8W5DCi@ zhM_WMt4*zi#xI&4eypbwNpXX|h?bz^C!XPl_~^~5JpI^$b6S2Xoyw$f=Qecf&*gX< zQ!XHU{W-rF7V#cKQ>92fkbd4V(YeZMl5iQD#v7pL-H+{_K-68Ev0P$FOj`Uf5KGCH zr|6UFCVfhJxKu@^m7Fq(6i1FS00mSGrneum!|;>{5>B>$BfUr~9G>riU!#y_j+IIp zm>=F%kBH0uNceRYirv0=7hIp}tK!bdS!pwmj>q~-75V59~doBYp~m7z;1x< zZc=|)Wv1``dPE?tYRT;6N2r~F74IkBll7rshb_i@ZmuEFYR3($tD`iM@ECxhq7(2q zCj^dZN`$zQ?+*pd3tG+^czOBwiXx;mJsj72nFmr^dOr)uVHTeo#=cHHO5?${njF4g zi%0;T+O!1d6cXMfUb$i9QmRzM!RX{lNKD9e!YaTtM%2FSJ+z+V7yo+g z$&s_KbqbH(*aRNvV_Z-OOu0E8hFLBfy&Nk6tnIE})Z>$l?Z?B+X4JpXd$xi3-pa<= zb&FetJ|9q%=mZynew0v$>lgV#GyQ_Kl#69xZ7>Ri73|Z$q@xH6z4|K?@{uWqWRr6$ z{fopS7h>g-cwJb+2)UVp_JK!fSK&Ko?0)iYEx{ka8L^rw33uWvK*k$WZ`yj-BAv+6 zVMJm@`=E_C&YQtVsXDYral_T~F_C+mEizYIifBF&`!;NW=S^&SpnfuB< zXS?j#`9Y^xbfMO6B+oddC>lx3Hv^Tq2PaS;Z%379%XzhA z;=F*N>Evg3!*2D9>23_lzFOa@f`S%dKZSVsg&U#q_*@i*bNZFPv$)mPG$BD$ku@G` zo7;pA1?GxuT2qiT-uN5!Xc3i^al%h~ayCcK*Myuli=y|9@Ak1*Mg3|<=1JSV?lkrK zPiJi}ju0qbc|;gv65?Gnoe#6i6I{acpFJlf^=9{*t^QWroHi4V8KZZnfon zx+M{JZkl-{zkKcr`(pj))T^ay>)1VPl-8M z7)}|XebSpmS%WS=tX-Si-3_?TzI2JD`>tr+5+qQ3`}EeS0&$$PRUXrO(#{AhDSx(F z*Zumz`>D{Q>h7#6elo8Y*6$pQgcs)o3gB3$hDQXhZP^}|hH$)d-F{4JC9Mt9;WWeb zctmqt`B$>9mR|yOpy0Ws`eX*Yx^|tbc5o`N5(LJUsIgAHt^B3zlx7~imxGoB!?|Yj zWl87|>dl8L_t;NugYG)3Lm;nYEVrwY0HEJvl?k}KKV?g~ZZQ{~QJ%wzoRf4hhOD(r zi|NGu=A-!PUF&Yj!l9Ve>sdYV5z=uRx>$EcYdlZXT=+~W4HcImmAKhDiLC;!o)bdriDJ2cckHNY1%+n2N;;YWtoR+O{ktdy3`b>k2BE*)ki zwSXj~ug2j&Ilsf!jRjHjmzuiuW1i%wOth+=U+2xprJzH z>#=?Dh)Zo^30k%8G9GC;(!^In+5GlizCTKMqiEga0vo?s!#}daQ9p&bA1^x{&PEFS zC~EE1|Ju&hT!x+f78o{4a=9O^yt%ZK77SckpE76%*1WR8rW%b(^vxEL#VIQr8^Kqh z_ewf}w_K*VSj3ed1U~@{YX8?_m+xXfj~q@fKU7*y;no2^{M5yd%*oQ4XY9Q|G9=?y z0D3@Qn2Z4D5c04jATjea&f%(GnS4*~Hiwd)?*WXV^j%Ug%nQ*8NvwWqH0d;@fnBhP zWh)_`nRb`SM3LfYuvsB%65?hAuFlRx2}gk#!7ub(I^D!MPsZv!OgHkR51lC(bmaWj ze1rJq{RA9WF}uU@v+t#!#*!v?doBhH&UmfZkiRG=TDbeOb(nJv?F?3wJW3RBOS}%Z z+FodW2`s0HERh4NQ$CITVhP81@gCXD@Ds0{D!fY=9y9ER=(ilRibfg=T>Y9qz ze_*#(lig>~Bej^za4CpxD_f&v_8d6UGnBxvFqKL20|=ndo^XJeWFlK|zIcnGUm&gq z504LoiAsWb>J*5;fw-1;;vNVSlZZ|SZek3maYEx&inIe$8qO0M-M54J9NUesG(s-Q ztB#9tKx5i1pl{qHp_};kMq|4$$2PT%r|h;3iWTAU{g{w|)nYRSSfW%z^`>^FMV!N9 zi|&6%zpFUOI9Mnv%KutOCFyV+mO+1`Fsx-ma%e#zE6d34RRWke+8q|*OFY&6O#Q2^ zZNe&tW$nw@N~DdBUbc2+KmcgY9KrJ<-kCudxHgZ}w%M2$b8tTgWIV&z#jk;=W!4?o zVqGnUKGEz~uil8_Q`m423=22ID<2mMNrGTJg-V=Rp30VbpC#aJdC0Fi0 z8Ha(i)ass)$r+Z#L?XxW$LWCpu8aK!Y+7jbPBr^h(tOr3bt~MW%073daDz&3)ILGg zWve!`mSq`71Yq-1^s)vvj11{E`pI`ZPe=`ad>joSz}?L;oK@2SUDWxU1g_T|$m5AD zlUpi@P~#4ip~u*JZ)m+w6l%mwzYXBBA4P>>>ZKjx*_pj0eZ> znlRgc_HSvvl0~b~7*aU*;2Yboj4;PgX)q}`wj&+j{)5ByWb3$@ItliMF3sn(T@sRhU_E47z!K1UkdEbTS0&2-xE@fP)Ym0YR>| zp3iH4$wc@uDNZJe?bC>|sDq#n3=Ui)khCN@EBrBte97L_R)UKa3|8U(V52qn5PuUp~<@zd2tNd>#Bbo@BydNxTLDca9>7lmCG=l*?c zkQOx3Mmt=)^1p;s#D#?%iS=Yuj~H7G#D^ZyaoT10Wix#YJCsb1fk}Ty8v*P){IgNj zODI+qo*2dBNChJWgFdCQgY-Y@M{@Llx9v6yAOXATjhyekdFa<-{7(u)PDp(CJB8pf}zswrwTM&+~X)?A~479qnl)a$s zWHY)n`z4tmv~R!yXdB@^U%g1G`y=+JL5;A-i7IY*T8CT7c#z-4bV+KA4pClQH4ENa4^k=ff6wG32@CIohUs1{zChw zY_;DDO~P6kz>djb(ri>i1BjrQRm*g!+|>0XF`DOW$Rt4XUT4eT7vQo!XYR0eFGjE_ zNC9g*i%Yu$5;or(`tY0)F!gR`wA7{=z27bMwyJmmUaZAhxt98_2Z*flz{(B^L^cl; zh*tMMG5+e8sZRnH_h$FA{>}I@Rln)OY_2bxblD%%UIJ?K-TCR8-K>$`{Tjdml7o4B zDDIJ=wpeYbdaKZo{o;GO$f0_->OCP^>X|yhp)1<`{T)0F@5tq7M--F(3OxE2?GO<% zM4#XBw3_v_d*RAUuiuY3`&lldR%4;#+x@wUVe>oiBo*C{?~Fu}3_ge24{RY0jwiga zjW-!c%)wr!YA1Lss`O*J=FSL;mJCn(tHlYc#Qg-kjx%;hr1o$zbQs&`ccl1}*kqmE zQbRZI+HO*LH`nOtmM4GF zy*aA-OL%xYjqetrQi2Ad|HZM`=z)reQJcpUQazU7@T1N4r|1i~gX}3v&rl*h7ZrbB ziI|aU)rPC8$LTrz!;EtG@}?K@?Z8+6=Kux?;M;1>J{MYM|z!^qI(p+9}0X9 zJZx~<$-y1Xe4{?rxs#j|lp0pa$wpc=WqpB@%Jt=rf2j%e{Q)v{6#1mrP)-pgqi7b) ztX!tZNMcO+sp)^a2YBp9ULw@qbZf`gv5+F7+E+_rP?t2 zi#v+pPls|20X6whEU7knkNVHGcF^n)_CZ^wN76LlM<_`VL-tO=A6#on5{s^oIxNN#d~`N&SGwj+!+wpybrmv3Z;#dEdsTNRhpK1c(0484P2 z?ls+sm7r3Q0$yMwp(0ecio{DUFnQ-Y9}FF8KsCpb3l}-6$s{Oc_vSE=gO4>A=gi;u zy~$(KAB;mN=@Q)H)hZBU*Q&Qy9(39%^eLDwngW65TZa$r^0PYv-ELbMg!_ic*B4Kp z_BW{U%(uHU%MOP^<8yxecp-ZRB*s-0!SLf_{Qt89vBz7Nm`Q!=g~mXQ>!MHde&ah4f*zb}?J&|44(MG+iw6EhwvTK(D-qW$9>9`&?*VZ%c9DZ14*SL}Nf z2W}sfe6ElCoP;|Yn|?2x&ngBU>VYEbwqrNZDAxToiZ^cV;UelgjR>W1`-!ISVJdTm zxOm%b-9()}Bz7pZ1qQS(jfQaRpVfswK9ub9H(LjWe_B5C&}{UDQI;&N?s+(cS=^F& zGGK9;PT;b^vrDaueLWG(ME1j>wb%&w>+$?aO?vx-xV|+yix!9k?)9*sax(P9&T48^ zm&3*&D^|eVJ`)$%Gmx6!ySv07ln|YZrI&xsL+^Ks#UK?W?IthfIz!gPMzYq|8B>yZ`xs}W{4?FgRW5B;8xD644^KChm z%l)aQnlHkv+>={|5mUp88eiEZ2-Txkdo2LuK0iA{NSCpNes6|PlETdMxy(s#RP}bg zLPw75a2~ooJ>6zS2KsBvI_IEm-!7>Y!g+O~&%Zk_Coq@siof#Wo&@qx#Z$q`dr$e< zykOyR+?RK(w4P;?;7hm4p}_pK);Z_A3dzF6II|nK^3QzpQNQ zIcgf{H1=Ro%J5wIs@b441q(EStR`(hykPPx`XqMw zJ4@n-O+e>2N4D3B#)1=Oh-RK054^4&!-Ujd?Bz7t4R&x7U2g?(+xV`pQ&89 z-*C|Th6#6&-u@~xM;o4V-U>~mXdh>Nn5){2=k?%lcXyv~?|8;m1;ycVJiUmyYLwLf z?(j9KXeLoE{%K&*{PFbr>4yIUNY3htXn=X>fL zcLv_&GtNe8jjRbyBY!dY>{+QCAdfv@x=);W$)$I6q<7(2U=l8`gcA`UM4!fY9`X(OxieGp3;7;X+v_RBUdT6q_^DBI5ppc zGgM{>Sx-P}6LIFYbw@zJq#-K@&7Xav8(i)fl;AhPM@AoH9UZnr?^A+N%=w#*@E7Vv zby5p^=F%I1WLw!|fxLu#uJu74W95cBWv$YQ+{@EOBpm;(POS-R$yWQ5d86$kr@1x+ zm}}dbxhkU`BFyXa@;j}|(XE;-Vpf)e@bxk!N>OKG$6G5O-kmMg)Ko5q`xof7UBXKX zvob%9=I0+go*4984?mT@iE4oZ%zjexcuFhx(q*?+-Q5jJH`3kGAOg}Q-JrCjfOL0Ary$+k-QDpG)P3Hwzw7*DZ`WFLjydKtp130_ zrKza{6FLLEmwGPcs0wG(vq3JAro`rGj(}q&nB+%YRZOwX;Rm2gMf2#d3kw+)wxlpNjPqGTqNAz{N7qU9a$Q{$(|ri5i8u@g8D0DhIROFB5T2>fNkayt4Evdr zURHA-K6m|!-ou|4Ty_ek(?6N?4jSQ@ILa>I;~A zuJBQW;_FE~2~-NDlwA#%qhYiS25sd9CTVnOL*bD3$G!sg=fw3oP4Z1PVt5NT#OV~b z8&xOc$*wgQi={yjO+Qd6B=v^S?x*{BoK7c&)|AsM6iJ2FL$^koB5-+pK0Pe>$=Rr& zwU!%on@)4-Aq|K{q%L;u{V+fBxr^kLFnHI8x;eTEuvFPKddK{L{ejg6cXhJ<*5Gc< zg5zj)%g#Q`p$cQ>c)gNi{^}<8_I*(ib(3+qXS1uKP8F4AEJDwf|5kT7W{vG$R+$e~ ziiH;X&%}|Bg$u5pXE+T#QZH$s_UnOql|Pkd@H>g4z9t78tOE^vl9hRJd@1{cki*`# z8((j3A*RxUN!8+o`a8#6aQfAA$s9~|)s~!%Yu>G+x4}8vy8G1FKsLSM;>Z6XAa4X! z)|<1>L%(YpT+ z@L;R)ngUyXIV=WEXp)9u!oYJs`0tuMZ3?;4Ebd4=nw~(yiXwkKpt1Hg?e*faXo^F| zXA)%v+*%s~cMtji41wqp6E#BCJr)2s!9nSm84&m&T0tW69j5NfGci)vy=GcRLcIg&}bA-J8w2TFfKya@8Re_o` zl=L@_1UYaL=m2mUTttwln}A(1o-*Tj0EV7olwnnZ4e3p*B!Y`pOx!=tb+4+AA#AKlFPiiWt&)KrELXva& zLcnK(VWXAwh0cQf?Pt&3BVoAqQ+9!mtEBt@OK#0<@-~ee>m(J@cF6jK3T1w!o8`Mq zvLM_RCcQR`^V-JGSS%!h+P1rH7Idn3)gUljTXs7y_!@2McGgJ;fLSlef-#iZf-Th? z8hNL{wuArBLhKlBJzD!j!*wK6A_(Yd0S+dE#UvU3q!l0A>@yL4b-kAA! zu>5EZ2x9bvyiTj(nvVMy#1k;^m}={jxv+>_Da{o=`JM2nX#5%6Z4dV&bXbddBJ%iwkySa zU5wTfOt{z+>U*r&K+etv65+iXv{@9nFfZnfpngD>J3w4q`vYK*xSV*YGOQaBk7%alK#bBG#&osEon^d}Mv^`1`m{q+ZeW7b z{T|i!-LG`v)rb17s6^h{Go~dhvHPhIRZ2}}#%HG+?Tj45&q$nGGm=kF8$Yhqp~`Eo zJlod;MV!BP!#c|S=@q<_b7Kq8MDPh5mQNRD!n2e*I$xuat31?48u)R6zkJ>RLq3$u zZsSF&9@#E=c(*Z06{Xj^K(A99o;{#LS(=zKdFnfH9i}s-YCS7@Kg+eazHYvKfncTx zCh$s<;t{BH!KiCrE9z=Lv~h0XQlM|>HXeHeyvh5yhGInKOw;0`u}W3692O(-05zs$ zbeiB{brzG?J*y9R$7ZYZ%*^W`ca`xxSAj!Cu`q?%jufmB4m_2dmL-v?|vp1ZtbUC%=(y!E2C75T4XjH3` zK2mW0K}G!s+U8X(-259erJHMqTc82zlT7jk=bab9+prbE1i@XIBE>STmU!GXgA$(L;U6)(|J0C_9Wwz29p|{ z!K|7AKR`Y{Km1N{ZZ`)h{+5XS!_cSsQMhH8l#vX$JuPvk%Sn{<4JHtU{Kjmur^vQSGx%06!*E%?`Hhm{>qP6m^@BS{tT@6Jj8 zo(KxQ5!htG28ZKas(Xlw`+lRjkZrl2k)oV=YD!vMy$${K9cz9z-_V$x(|!oq$TMiP z zUwM}t7-rKRmVDOt^%Q=e??v)AWNo9 zoEC*|0?fmVtUq4bX5VL~Q)A;Y@>T(-&7$QBi*z1C{}V<{5>WZ_V(F~kw{^Wi9Ckna z`SeI@g>va(GS`l}-*erQud?!xYB!%|!rC2Fdk~K)>d0p&aV`&RwaahQqlP zn8NqH=leA{FD%;G0P4$ajtDr<%S|&zdVWXLx35ibu-HX;YLs=K4af(gLYqVQUQGD? zniy*kX1H3(?r-V3NFH-KKvDKht=u9MEuP8doigMSQSEEkyGK~N?r)CuqEjw#Y@oRP zX*6SVxNK#KGtd5NK5Ak=?R-;YlCOY{IZGTAraBqo)jJbQqs>F9D&R|pP=_$Isy(+G(s+I$4A0Q|$nJvAab8nhN2d3|;^rfh0c zfq^^A`o&qI-(y`UDKW z;sF#=(Bj|yktKrolcoF(L;+-v>OeF0DE%Km;He$rZ9myQoB0{V0t_ai1PMiif(wdy z8(z!V()Dw#=!=D5zvu`-e=EY=c}7z_vE5|Y`N13HiHg$BuCKAoKqq8rOqLFj`&Txy zj6T0j>!qYAn;dUol)igBCA*?;Hf1WAA~%_&SQrMh-$Pij?3=_^zP6#sUr|S6&ainH zt(pgIgPH!xAR<2huToSV2iljw@u{Kr;pbhDM#<3bx@;(4?O6TX7JRnPz^UK6~TTPsY-k<4_Sm%+-9U9X#M)yT5=n#Dk z%iEv$c9L8m&7fuXoOLdm<8QhO2zx?fY_?zi$14cy#US^1h_w4Y9D^Kz&0oc|BD=6L z^bVKCxI}H7)@Oe3)YN!)XONu4iZPO+;>==V%A7*P5Wi7EpYOXcIZ*T$41ML5#Gt1zLV{iN4pZFRcp>GEnsAQgjK8ykigItak6o+sKQP_C&6vNdFyTvvNg_n87|>Bq z=NJ&j30)1^-1{he(<`(o9L@d;3rX}?IQrbz5AX5y`oc|Xd81(D`}-^gkfB`sXqW#S zzyJL{_!9j=j0X@Mifcvx{_chU`|eleeCDI3S)Zv;GGF|@b(Bm#ef@yncZdi-)2M_6 zCPe`09C)ak2a}2aulMYqKlH`_ob~#!yr`IGr&lzjvYWRFW_F$ad_^!V2|$1xPP>YR*IDrq2}0cS#;=BnU7H}$Vy){Ov2 zeGf27(0Slg=mRY}py|+VA7piQI2t&KZ_l~LBk%|Jr79fp{^szln3aj}yMr9|M?{C+ zIkWT0I1b1rg|kApKGRC1i!Y(bAvr~457?XlpVWawG@F&0Nw)Sd-U!gZfX{sgSXcj& zRQvr0G862pt4*LgYj7GvqV~q?y09AQb^+#7dJ@TZO8N9=D$$QXJr+^^)5P>j;NC~y z#t-N?M!ir6xr2;p$etJXLXYSIBmx0$$qUU&7LCyy@z2dKwuZl#X?`;KbNf8Ej5eXq z+yM1iwMeH64Ep66J^4u`qZwyk9E?^{c-&=T1f$cV@7wz+wdAX&aC#h*QY%vuD5zY` zdBM8ndNcq(dVtvpgS^iKUx=nA_$Vl@jwKi_E0!v zab1Jqz`hX+CjwI|ponIl^9#1m51?KdKm3FRNb6T{sFUGs*a^pN%Lzs_Dl6cNHz$jf z)zGthU?WVL>-|E$kl7hWQ_Iu#?uG_JJO7K_fJ0A?h|P^E0*@(}8GO9|lKvB3&Rdr% zZJ<4cHJlC5g;i}zoNvpev#=i@#ypCvisj$OB}S~b>Rezghi)z4`6G^-WccZvIKUD# zgtNx;cRebaQOSD?@`?l{R=>}fju7}JTA7!sXjx(b7CQj&ET~$1a@F&J_VR;jG`%{n z^bV84WSdyT8?RiU85JJ{QhponaqX?CTSTHznMgI|+S*K#%gUWyjeuZE=)RuL4S{SLBQMI z?9uRHdDTohm5l>X;q5G1SGRK1@47yqUDDbY#l>NA+wb_@yL*T&3kMArn&<+l9uzdnF00GA@8Ze0EgvAF#P`Mh^WjGhY!NcalIm&i`{x6lr| z(@*I~n>>Mm#m$B2bcI=Kc3H7np4(GTkxPZjzo&x}IKS|G-bXpHGXa|Tz#j9J62CGiFgy5~HE?|43uH7mEn}XZ7Q2DSfmSeX& z*|Ka>$_HACeu#tcmjbSl5fKaqogd3yB?2Wh4#2Uix=buCW=Kl9{}Fy>=e4rB z#nSWZixp#akk#_TPwfT%@s(X%9AK-WniXX@nlm)o>g#;$a))iBrR6>Ku785^X`kqN zHX{%c;YAa&HPLp-dRHVcmH1%ndg|O;JW{P}joF|tv}0zJ+b|CB8v=QK#=Jne&Jw<> zq_cC_X>eNBcz&M$gZ+zrqxFpqn0ae}Q5-BE2VyC!%cxxyexvm|<7sEz0Z0T(dn;j1 zMMdPhE-3R!AzveG5i_ud25~pEWU4L}pi_QS$a?2nO<|`GOmPgWL$j}N zk&(r%cTdy?M%!GWB7hUl79qHBPBiqD$@CVr^Op>NlN`EiR~&s=3SkeANpl@W^qMnPh;eU?8|5OO<4|hlE(%e+t0M zdmv@Wp$LNt_ppaU&i`qtHcM>~xXvT@C6s^4l09a;Au_T+Jc590(U!2m#WP#Jl)tS; zm+jtKFPynWi{-i4To)b65LtGNI+t1A7B=$Lk2-tS zHP?}Ks|uI7XBZlhWHPN^E}W(oDvW+m3E<6Cu16@7^`IFn0m2KF#B%$`jeYH4bShM~ z_iy7QZ_&;i0KPkc$(2793I3^*MGTE%u(?vcCF~2Qh_8zxz*om$2|WtAFOhwnSF6b; zq@F^~$O{ARi$fDz-ayw1+G5r|Z|Ip&*$-KGE08h|QhPxUATi&v zu{YZgrvgs9Wxi>-6Y?-hi`ZU&&d}sV5xEq8qn0NGdo|V}Sz%^?GUmnr0|R3|T?6sb zma5tL6|)ge{V&y`%y$w|&vsO=PS!HR-_LDU`=8}XZ+&xs4uO=8{OI`L zINQ8H7o%RwaV;P|)zQ35Vn#nYR! z=S&`I+j3hYnQTGf@vo*z%xL=Jmpkl_!Q^#&%H)X{-U_GGfPjUOh%sZV#Z@ewV(<*? z^b$~y;~X&MSqwNmpW_kQ6Df`$u?DsR-{U+yZhP_BERof>S!yVz_i{?{$+O~}pjCxi zBXC(-mRWj-)hzd>ib9EEQ%XfAm$6^%tZ;U&dzkKjwUi<#SLw$p-x&UqL2;>LrjSiM zfoNqmkUVG{cmIla7xppge+lxO?s>IAc%S%Mg#gCF+86qpI2ewPAG zv_RjoPpL5QaG|&%mCH4yNV`cE43v!`WMN&-CGYPcSWPFzz4hQqU!YuE#z#P>6CYf23tf=LRI#z=jezuWx>~v}zTh0!c*MD~(;UNrce^81#TtkOerW@{PQ;IXcM+ z6^;)OI&2V2um(ySMNKC?{*YJ4WrOxWNA~y?$M9g@lR#nBVr`Qlsyv^k@LI^$+Y`AW z(9c&hJET;H$MPp?!V7{9@#g9j$7#RT^x<Ar(6q*+RE^0PZB0ODWK_{Ro(W z*M>*Tjg7TG)vac#M^ic@@bLwGt4BQupJ^`F8cyK1oq1E5?&bnV@8>C|wJvMe&ax>z zcTb3`tN03Z%2U{_=41;s*-5fjyG{G+{h%UDts|IDK~AwPVEU?BUroqrwm!yTZwgb| zH{hGM2Q*La!VLnetFDt)hTKX#eG%T~`rZty;W%&J=|iJhxu`P65}nN(&DXBjyx)*o z0%{cF@JG|MEfl}!DqzO;6wJ;HJ9&@sNyQeYI}~b`d}afL4UE-F2iCyo>d~yBi$PVU z7R3s2qUj1F9Qe?-XBQhUpfiXbUcRk%kfGKtdlm5|p0W9PRzL)PX>(pt zwhjJ#JtVAY8nVPcSO9ykZmNP?ufqb^k>`pHOrxMN8&`aB&=-M%))~I|bN;+Y+Zmy4 z(kFhWkxbd_mv zDN$d`nZH0By>geJX(d^nRq#{@IgEGuwCLMSe~X9KhQqEek^obTvI4yfO@o2<8S_;b5LNLY%K>+qQqCv?$7sR_bLAbg@;Ee@(|bup-Mn% z%^I1q!&K|tA8mXAKXERN>la7F$7ZIK$`BIa3|j*vikCcv+5woIsnTpJiBO3o0i~5; zxPQ)dvp?CD)+rY)z4-I(tnfj5J#SL*q@eq*%PNPkJ(DV zjwM`CJbj?HqaBv>#%)$G+T(ti>;)c^zu&EJ5bCi#5kf4jeD7yiVC1A}YmY?FxI7;i zEKK@&V%4nPhOC{4bQZIibnm?hTJTMM9?druJ&@Mu7O5umM8%c4Qu~Bo_db|B&Wft(|RH+9Dk3iBGDy| zYSHVX<<2#i*Yjb**?_Qb#q;k%sf4=iI82z-u~2uqo(8|>4pHU&%-@?r;R zl~38+s5*1=XZ!hc8xXyWM}Ft|6U9YZKi=mh0;=QS>{W&Puk&$ ze=#*upFzPFpBL>bRoX(Qd>2aKHe{E}dedHQgiyH-R~*L>iWTeBO8j)MW3KY)TJP6n z*<}62q8+bs)EsPI#zQV1W?LSMq}go3B_d^g3gVU zG^31INi<>(ZI36i#fiT%PVBYxUcy*Bm5LV;F@eM$Trq`g!1>hs!Z0kO{14-<9+%B5B}VX}et!73 zN)cZ%kAN^-9BEV4W9U-Txoa6#SC_ZWp9!T8rfx9d#gWG`7_|G-pFyDu&%D9)ETAk_>5U#cgM_>e2NtGeTRhp7cvo@jO1aMeIk&B7OK@1*B#b(QCv-kfF`vF4ki%nzNydZ#C=qRAe>Ph{+I8 zVsuW2KMUti$5@JSQJ6IEdK>sIFqDJaA3MmmtCDsN-mr`;MG{9z7y!jn*-++Nh^T8F zOxr|+l&%1`)QPs`1mdEV#cQV8+)%}ixW3k<^*Jr9uX!Sr6mk8;YA(i2l!|YcFocR} zOI0RtF5y-83p8xlAn-MiGE$z%k1ehZQ}>By&mfhE{BXlItaEzJsiK*4k~Lw{j85}x z&|^sUGvG_4xmRgg7>Z6&C!M8qi{8Yiz(!m!6===W8}ZD9FU@5M&BR87MjtXUubLt6 zAbOf&-(GWZY^Z&94i6G{^@vS29p+Pll}ari`tcy{AHw zT#ZJ(V>6nj)loodfkt`P*r+rYFzNTg1_P*u z?gR!3{;y{JAV@Dw^)io}bG+-@HF)?bK*oi4unK$;=pd@ZyvvA6Cf$rP*^+0R9*3k% zshhApo`)sq8_*mkqx-T&W(Uq%Y4-)}Y4+E0%#sd-^n+12Bj@W=E-n-CE|kNNxWaG1 z;PV6N4|eY#Q63@2>tjE_dUsby| z(bu8sc3Yi=GrN39nqP3I%Ae&UY916~REtKO=vf;~z9Uozq?~EiT|9J6YAqoYE{m}O zQQ%%uKFMEd;uR}pdYq;9fij&;#Z}MGhYLjq%VZRPI}J++#0QtF*45xlCP?pMZUr1P zC6^U~a6h)VvH+iPwE0NJurc~TX;qbb%6vT9sUh(4%~Y7ng4%dpqLcVR*a}dAN|)Od zJcmJ0zTF?1Adn$gN=NM08QOoV#r(KqYuK$fM?m0Rd%nhr+Gupr zY569A)vlk{<@S~hhokzP;4BE?dOzfYb%>dbX% zMZXnUa-7X`M(c^CgTJeNAmnp9{j5=Kib0E0leLhqin|92HTUqJ?f#*_;*xW^G^ddM z{E1I1#`h=tB;sOQo%;?3`sEgyX8&lOd>D{ZkbXbsA`i3`bLD;NZoh=B-Ih={i{^4N z82G}{7IbYUu{%A9wc;^7n||Rdt|t6Ivi&OYm!RqO@fAy0DreA+!c_cN z&g9N+Qc4HbDjcNRYdyl7pcNq;l*}4>Vk*1UpZz*V$dTDju5W=@iHs4y=MpiH)M~HT z$~yJ|j~OH3eUY+R4HyBw2*_pS2GazMIs=o7fFdHWY%B+^isW}BE9>1 zrA!5A?;0rlv3!;FKI6(g2zNIi3Q#Yf5*39OcQdp?!Atb$nY%q^UDCaSOY=<6;#*aQ zJaK_O%{NEgQ!}Sw$DQFX!1z~)f5b#S6KqU54Ib=5*oa0bIn%)M&5TP=duCf}siE~8 zIW@*+Gy$1B^wm9mruJ$hu9h4jLZM-$<3msdFmst(7Ej$ z-g%$t&@P8$D*cO_9mBJy2f4^>)N+W_XWv6vAnqYXvy@pRlPHM}qCWGvV$6%HB%gM^ z1waX%#>JcWK_;U)h_sff#Tr2r;d(w<9QSX;-9Y%$%$#dRCZu$P+JVKgU?y2>EiJKG9X_tXRkxPoEj$ETJM{waA+gnK5^v$&mvChD<_L%0T~Z=!Qh}_zzhA-DH`Il zC<-Z2Gzyuez5x{Ew2R)iA%`w|^OQRy*#l)~@!aVT77N;Ix7I?SGzs#3V5gJWC;nTR z7(t4%nz0d}EIs@xBt!TWE~BV#VY9fXk3okbkFet}jg`FTqUvO8Xh-L^N<@u9aDp6P z`UVd*T^YsdMa$FWz9eVQ!KI9@OAfbQ`@P|A^u2<22#|x{b6F;z;{GZjV%Hy0=%_LV zmMRqvccLR~vsyDJ@D+)@SOOiZMR%u0*BGi(8R@a=PT(A8S0~h=WCLQyh){A zcPI-fN8x)KrB4DZUf^;^?jYgpz2WU#j|y}W^`5x7aXe7>U8r)WC{%QA)hy$a zKZkC9*Swm`!X+nuc+gR1H*2`IU0Gp&LvIX${mEiFj32fJ+2$@`;?sn2371+E< z^;L`Fkn2Z|vXX@UQ=^3HNkPItBbBbxLwyY@a3mKim#+RfO9JonaQ3MR389`i3ey9G zhVxvGajZU^eWr&9veS+Gr*58>tL(|O~Cd{rmVI^kfuOyk5$%09&)p7*|`Xkb#B zD;m2ohWhbIwvn-F=g4=n%BqW=I$nUF(t1Y0@wRO;P^Kic$*IMCmPisk<&#e)YWsqz ze1?42`I{Rl!fW?mNHNRklxAdtmOG^xg;AkZbMarQOLMMT;cYM}ptH20YcMGr;?Gi* zEr@O=WoBO%kz868F4SOM3VOcBgFrsP$n=&T!C$@eocmQ7g^eo8mbfqp*vj(EcqtexVA(xZ9hq$9g63P(aoq zI_b|qp}ANRyqPR)G+#j1uy!Q_(HmKKu0*oL_v+YhvTIhnwQIF2;=YAAzb`oew%T+k z{p%buI?fXVG)1>r3p93%FccF1v@qcqJEBff+33JxtXIfCbs9mIpBdVZB^{?)K#Uw# z2ol8wf^+N=tDsj*PVEfgEnN(}seM)-f|2Z!vR?-F#h^L+s%7$x!@BM<=^@Bj?o|%H zM@|b4ldptpvfm!|q0m4seW--n171N9=zx7!9yh##A+0r->sXNW=|hmIkex&^-;@Hs z6t7k7vr7Y8C>rRBZY};6B*B2Hhzyyo2+UMfHNwab*SpTFR%O{89_Cw(+hcU5uCd$Q zT39bzvgHPfRtvVJ)~BO0nKccwCpJbmG%QBqomeQ{3SgVpyG21QVK~`4 zmLL*6|H?d!#$)1F9KKvM&ba!vjYu)U3Wwcp;TlR*U#fslqEDqz-+ed}o{Aob>5C@* zniC7T!bikJkWFX)fjX&d#FTY`!W;HYh%CiCDF9K74}&{#NR$}x3-TL54u;slz*U$ z|H0CD{MLpeZhg>;A)i8l^ziW5#qxM)Aps5@Jb(k6Nap~w=2ByxKy@@B;*$#twQ=B7 zv6~CHWvsOt$4u4?a|yX*WFOkZU&7v^i&y5UvRFA;jzF*K5g~U%A%_7gO8nyn+howG zknz(#PTV!DsIF4=e7-{Lw|xvQEv@cr((hdKQsfUn;~q2DlFI+jMEbS_D)bT6@t~hC z$4vg8jP;+%9l)zKGylP|NWr5*{y}{pSN-`6(hT?K{69W@{|$ZtPYf3AQN*!L!`Jg< z{e|^*!Q3}K>F2bV{}|;RKK-L1c@I;-+5K-TvVTxk7LThK5Ca?0kiXuaECmK|tCrl{ z+zN^8R)Ut_3h3K@ej(YaUhv33r&3U((I{CUI!@)X^Di?Qcpp``v^A2wH6ZXn3aC+u z`xG$$Tw{sfqaR(L)D6iygq)XJZYOQ`gBtzK$y z{V%ml-{uQ4z;6*K5O#u{#o>7WeY{XpF_Kim+pEUoj=NB|DFpylWPniM%H{>|8H*xr zrI1TWQYq4s0J?zaOa{W#Y9)j*wCa(?HkXI`;X1&S_UTfM{|lVR>}-mwo15|{x>c6y z7}uC|8p6N}A`ML86vy(Esf7FyPOnZ(G#cHwv>RMvNYD-En$GvLt3-);?O zQmGbcRoL&S)Y)wy+HVbakhZ4sIEF)C8uulXP9kb1*4gireQ12wjhd(1#7`y}9r!TQ z-3|QVe~F%~_hqd2B`UW1!kGb`4|D+!w>*_XZ1{Z~cFS)me6GXccs!fOYrjU*Md16p zfbtL(n4W{TEI3TJ=g)@!D;)apR5|{g$p6B%eUksZQ6+s-yuZ z@jB;G;WVECcYjapfuU-is(@g#YPCz;%k%r~v;sTV|HR~dN@%{geJ1*mhh19cD>Ipi z8Cb867yH_vFVFGdm?;_Kt*p|Y#N`uo2%dr=JQf+5_~%cExSX$<3_Dk09qqwb;b5UD zI|z+J0oVqs9jc-VI}87u$W#9HQCsVv9dKM)rK*8;I(SFC7{MlWF6amRKYa~6Tbut0 zK|3e;y^$e@knIsQzn<^Sl&`_3&twP(2`c9)5m{SXpL+!`BF=mT4(V@4vSef&SSM-E zfEMH~1ria#{k|VOW|nHPPN{oXem;#ZTFOZcd4Uz!$ekD7Y7yd>_0A^>Uzv@54h%%Z z(rfozXjZ?+yBVyunu#Sjq>xEyN4a?a{{6WRz3M+v>KhTbWLn~SR-FHNwF19Ehx%l# zh8apuMGHS1Bk0}{#tPkrqfsE@@wr5Id{pax{jOL({Wl=%R`_q|4Wd>mqyAr^_cgeM-=TpFY4XX-#C$=wfDc8afh)*U zkCup~t-xrvt<`ljN8ShT>4KwhPZxM0CKm)eZh!J0B42#@;66FAh`kMkg0I3hlr9q0 z`L~J@BV7vZP z7RVFa<=r%SocMG9xOj)c50oNx?diCt_@RJDj}NdQ69b)*ssZRV>OaTX-%+#xnHLDH z3ZT=^X~3=08-IG+0dGE6Mg?F5$BMCC3Rz*lk98^KTJ*o>j2^EaC0{|n`SkK4-*~Gd zByO~P;ECX9U4w`dW1D>`0?IG^xMD4#F1eI+CK7*NwFFp{#?Ml3s6PYVqrWv_{j*A` zSCwZ^hWJEJH?zoM!SGBANkUyAXw!35!rh&$n6rQOpsE5w3+ESqOlInO(Z&9pYcMhq z?+q)pME6s6fnW?eZa*XfdSU#dp>!Pub1L1M*lRUAXQ#7^grpl6G1yg*yuLDO*}Uq|9Bd+&CcunPIss5Y(ISXwyjJp-|^fC%tf1=PhvaePP2eV++pExri_rb*35`h zlPW6!SYopnFj{kdy!^?Oz;1`=`J|cKWMjVp3MU3ju^s_#ep(Wn-yF9i6w9Zs#$hq_ zd{5vta)ycYQP!vCC)fu|GC=EaeE|r8wi(rf5&Mf*yh*4Ovcf=SF)Lv#e>lM&$8@#C zE1FdT6{C6vAOga$N7HPLBzLMpnw#ZDixe@z%%2{}CnrTfPizdN+6i;-?``q<5w?=( zLqn14SM5zoJmOtIVaF_W`@&h3^YU6JO@4)Z_>kx+rE}T$mSaZ4b1iP$Q>Y1|*q1*X zOr?Ot^O7y7b&#)21~gxL;&JwFc-wP0s#YOl^R$Ej>1<1b@k~tyaMr-ESq}$BSdFxV zfoZ=4XqF?4@DpMFi+})&0|^w6(>ZN$We!|18MN0OU)Ng*Mn5P={)P{G#!ScB{;jei zBp*e)lN~|K8cn!`KDK{ENbwyY0enHEXhhOerg>5Tj-#*ZBD`)m@~t0l#xE}mG|GkT z*6Gr7qsSFje||9qQitd?DzvtHgZ{rx*Y`BsANZF%YyFj$KwP>?sjAGb><)mXxb~h$zn|S6-w)o1#AU?xyY5e z(1~V{qt8>#Cf}R$6r9ST`UeZ}iQRIxl|TUCf78f*smNFMyrlBHuRo zr>@tqZn}`#uBS_mdkJiLwxaJBYNdSq!@nP81SsBK9yMC8?>agD2C2`W)M!cmlN@3F z329OzaCVSDMtl8*G*J%*gGPJ){q|m`P zxL<@5ivH08WASP9wCG+S>Ke)qT-Q8dZgOM|mEhPlkN)9q@IzO{V;#w(WjsEixyxw(*e{=$rip*9zk~a*W0p-v~01w_U4ZQwn6#1hPF$ zJ(Awf&dgcLVNr-9JwFL_grV`GHi{kGM>G3Hnb|%?xf1e^$O2>Zw~?elIhq5FxJI7W zz3SXH$E;$zNLZ6`MLG?#IP6w%ME3#CVqb9ns}y?;I~n$5eyLQl++|GCO{QLV<<4<7 zM?aeIjoXj84OiWtzX^>CKVnz!{~T?H`Hvd^DlDJHFLfJ4+_H~}j%O}<*tTa&>1GNE z0oFTsRVhQ`W!1A%v0;t2S13yYZkOUAar7HGroz@Fkd0tAzPfl=Y|VXqetCqJQ2l}F zjcGUlO@>S>)2Ob(+8G(Dz_tKQTR7w7bl8!2*iRxapbqJic?P4+%AHtL)kd3(pj%5K zE}(+(=@Q_e`BBfm3SZ_#GaEf`6hPfoeO`+W>u)t2y>+?9HwzU7FV7g$h5CwVR8r?k|$t5|C?dN!0-4Km9nSoO~Q&b5~e(s|ak1UjkSpRQbpo zylV3e$wCd*%yd8PoSTEY9LukfmR^dbZtC1FyPVZxlT+;xm=OuA@AV2NkAM7Ap+25@ z%}A0@Ah5WA3R%O5KJ+fY-Qk*gEq>M|!+ONt->c?YQ3d?1vvVGky)kF-U&RW$Q+ag* z1zS4fB)va8*XOiK7^M}RA@LLS?Fw-Mve%P!Ys&zpxw$3;z$saEmF5X$P-*w;g_^W( zBztq!sj;-WA`LDziopLsn%J!s>WFK)$v!0OFZvSk0es^qX^2SYprtkG ziVMjf+e*ysHo17O>$e0(imO~^&sk)EWHsAOAyI?VRb)m3%2x5qJvtFcDrZ5ZOLS|b z^FxjVAokaB&VQH~KpDR2s#R{} z{Pgbbn$6yRM;r`kSv5X#$^H|J9+z$rhUAlS0w}OE(tNIM`>QPH-uzN2$^zqeUvq*i zf&!KaxPvOCH9z$C|!17)eLihgzb0r?WcffX1ve*^l$hqfc2lK$#G zB+5@L8rbZymC6sT0JK64A(7X7HAs0g)ruq0ju|-Sms&B;J@k9feFulwLHC z#m`?(&-XOVXX>EcPal59()VKxe`WU({K(aA1$+6GnY*0g3cv!K6_t#>TAJd(k#p%u zpdlkS>ud!kiM4a~yjmo9ZKc6xxZrp>1#I^G_N;p8y8I%z(}%tYtSTlFsvS(1N07{q z4V`iB19r-&_2SzUJ+BGwdxFGL1L7y%?CkGfz#^=QyH6fy)qkY&g^k#0)+C^T`G6#x zV}aIwkN4yJLj^Cp;aLJ}4D=09p#*S701c4>_x>F~G)X8ZDDL;b;A(Y`DVA6?v^k$e zG%UH<;|Te1p~-V#=vExq;;!H3qX8rhrDOlDzuU2pW}NN6%t4wb&|V)RsFWMLd{_2e z;-|^Bbd|m@-Ewg>fCy}jOq)O-7q`py{8MYZmRUSn=|bmtua%hA?0<9hYXZ1yJxiwT zD6gfPx`Tpk17vf9A84**WT=h02l%^w{fWMac-=VPT|)7?4GP)ypUNT?ckdn{w!9Ry z>2fHfG#_0YS~!I7>dZi{(a%=^8b{`8O^BLlgwqk$)dT(KP{Ezdp)LF9r9H%>P%pwm{oz z!I9;CCR^;`lcSv&+rqmYQ%__&YjMn4PRthGQnmp4)4BE`##zhYA$%p5OO^l)kCmpD z=g;P^CgYWH;35_-c4y=sVV`~0czAe1dR}V#ELP;nO&@|hrT#R^^&cEz_b6%D13R8S zg}sMCB3N4~dENrBOAi8(WnPxa31hhieuSk2Uye&iK)plP?jCbp)xK`ABiH}0jIM+L zqJBpvl`RekP`6-qJRhCstGic7EKAoSZk;La`x*165w+MP1DfVI+qychEkB(RaH0<_ zOdaC?v-Z9??*m$)Lq$!*wwc9z!K1o5YwW0Z_8`Ssp@rE(3nbLofit@AyeiVsK3)H(&Qn&aaC^c;R)F$h|( zQ$eR>Sn$7oMaB2xXHqg~D<_(&*1>{rULcm1TS!lVp5f<^1RW zT|-q6-+pB=fpz^AFEt6nEEbMS+`2>bk_UUs_Wxffkair>JbE>%=7>=F{5`~AAHM)J zj6RmfP{`pwNXVKK@_yAJwo`?)waec?jDHPU!AL_Ft zF=gC--(-9#Ft&7faDK3a>5C{TM?~oLf&P811;gz9?Uhv7H7)GJA-e?Ly43R(q(AP1Iqg-cn z4>p|E>YG^9OY0|Gpm}WZbVYE5zNF}c1a5BJCu+qauP={&P3RV8VBIjyd+!XIDO$Y! zJ)KYch4qRDRDCeX4KlAEEhsF)EX6O<8K~n=;L~ zq@Ns~J3lb6uxEcJmq$v(Wf^o8LMVD^^)b_`GwAb1(PdKnyGmDsyNY*TKQ4&$t|xiQ z=UQZ(a@&=w@b&4kP8d(cgAVtUfpjuwCSUF5P=au~zkvFkpIOhJ?HyWI+HJ~P$(tA*zSIJ6E7m2C~B$OxoU8O>wYigI#)wVczkrw zlK=jT7pwl7)AsyVV$%it&t{A6VpV;y8Cc?&W1CyY`9gO*ilbDh!r}PQ2hLX!OpJ41 zBdzr9aw2hE^Tk7hqBuX`<8Qu7Ce-ap^JsnTbaX>im9Ly^N5VCj;fAttVsm&Um2%M& zPsh99dJ;#d`z`A%)MzXMd2Vxi&pC=u&x*@+3jx{IT(nZTD6;`IRW_w)&}RE5_A>=q z{w4Q`>V>FRu4)Au)f}BKn4fB6M-l#7xG#KvZL@l_$6)1~>rHTRQs1w@!coek+$Dln%g@t_z_i9CMqz#cKiAqI zr#n;Qd*^QBEiy6^@$KJ-IcL35h`9v5M^L?TZXU7Xcen_6f=nc?D}s~`+C}(0BjFzt zfAj=37a$51;zy|jllOp-ehff~hk@@Y&pOvG3iN}K)$E%O1bweq_3ub*b}z)ADP_sV zox~PSnGG+2m*8jxyS5PXg7LrV(KA)^B1{kUv4tSbAfev6u5m1W=lPwIS%0CVKx0PVHS;U!`$t<-kZ4a4Q?oKlVEV*6;#7G}zN#8y>Hs4v7&YdpTk;j}eyCKL}#QYYnALO^xV8pWE zeiB#u_=}t3QpyPcK5xIUz`LK*|E7hrjDCw^srg<1C(NN?TNb=x$(xrYqo!}Yc5NCz z4X(hQsYTPPHLe$^DipCjs)9oej;9M&mMi3%xM-ZApBmGusm7wRqQqZ)<-KRStw`G` zx7R)NAuHKGO#YyH;8G>2!RXq|>Ez_GoU}SUo|vyPtA*yYXAYTgN8O3gs$f z`25c3p*w3`8*e_FD`pc0L$>6pa;=2l8yqjTY_?Ysj91z!)Sqv%NNLo1iJV$wr|353 ziNycJ;+Hm2E4O8TN2~TZEV)6gc{aAZx!D!5!KMz{3Ksp_^rX+Noz>!5w(rMXm!)^4~Z-Nb<-UcewMONzit0 zIwpcrS`r0??3P*3)smbGSmvdY`GTEn_9W?&l4z9}uHC-@cwG=^PuS@?G5JCp`X{iq zu;#fRXmtwNRQkuFP87&Z>{8B8G0UaS6(rNYx-BM?$#LoX3R>DqBv1kmo!t{tc&lKNuNEVxe|>OIR)a7jP${ZGa~YF+z3n%vcOqG z52f(tnsVEXEb`xHczFDS{~`@F`{uE)sI%K6e#f&U)Ayv$_?_>(0DiG2@vC(FHLPd_ zeg2;LX}(1KsA93BdgUpH>51$%dzZKHg%qN`+=;{kw{9kO#_J4SovwaTg{GduBJa*8JaLlF{VM&P_WecLMA>D9UQVVyldRu3U7ln* z^w)C;JeU0%eku*QOB^b%)uV^FNat5v z6DI&I*2jd$1?=j-8p35v97g7H^x`*r8Ktjc4~AmX3q7&;05@J+GQ0hVDX;g5AP4+? z7hO8JHP1-l!&mCXC0BslYukZmMg1;FaKTeuLrCFu1JM6*pfyauIJI%ek2 z_xjR4-Mr;U3hGL0OWRA9N%E7!Wg>1s7yV7+g0MhXk9S{!h?E4t1z4&cucF_x;X>&Z zyUCpc+izL`x;I;-Jk9*U!u2^8faVg&G*7moD$(n=S657U6wbQX0Yo=In6m5 zsZPgdrf_BwBrM9*ruXto-AQoa#*blOxL2Bdx)8aMjIrmBO0Zn_U)SZXXBg&Cty4jf^_J$8V@A zj5_#Cn-VdXzvP0RoT^D^tWzyjt5Ag<8N%20A+Hy!hF&o$?{Rz7C;R(-xr)zm zouoY%;bVD1+$I#>)h80gHKppe9dhsCk!w-*w(12#=44*X_>hCs$XF7&^HHWg{m#vD~TNHmqtN zDF*S%j|3_8OCk!C)EhD#woIk`pyk7H@|srBn!@1dkL z>;1sY&K%O@Q}7qD-8>Q2oc(%0db%_0rDQTAK6S8|NnD&z=HD>YNEJnzLgD{Ww5Z@}3Do$61Yar<_x?YU-7^UZBebGoX$51j>Y{Ojj~tS-HT&pyyH)vfkRH?x~5 z{Pa0A7^!FcBzys8f1X=*MHJnKP3V#$ugKrwF+a<%-G>Ln$R4MmsJ=ZaRT9EDZIJW; z12|_Ip*n{5U!#02Tv$8sGYqt2wFKDQl;?heBrzsuDB(fwlv4wI4KxY>qR8)MX8gjQf)G#~E^FufmfsCR{5|RNX+~F}Ka<_*?X z4OrPF^D%Cgj&YvnG+mz^yLZ?@pJC35ISAni?h=6W)d!sp3JIqO0F|eUr>v+5Ez~(P zwV{0M!YXzD_M_eAXxuPSm3~c0$RQxOO!dmuhdBVI=DxWJ?Y>^vDI}tpDYi%tXiakH z(m0HCzKxaoV0ZBu$_KfaVGVhYzz(!a(6GFoI?D$Q$40ho2{?wnM^G=rS#2O~%}9#| zeqvXqJ}Ip(PO!FN`^yWMe-6xJJui<+D5p2Snk@Q&;|$@&$lQc0!S6qX>tsBV7kNKx z0xNy3DTQ8Ng0I@E`_OCtqr`T)xtocZ!BJa2*qa$$fSLs1q?x*Y&@LXRgkIn zHY{?KK5wZy{P`ojgH_k=^ZoO#V3|~Yg}N8nc_LN4Spj2c<)B$CQdiu;jWdRC>VRo>_y;3k_ht1@ZT!}KOeQ(qVr;2jNE1o9Ti(9Bmd4}3D zfw$Kv>5{uTUb&g->{rFwuFn*>HZKtfh;9}a7NU2$=No)piS)eeatpy0+b(~+aua8n za+4(I)^RM*ApdwJZNyTODYcqM^K>?{O5bM!N)`nT`UyO(vn!ALomc(&HrU8%g)b%& zt0T^n9yiJvm3v(pZhHwclrY7=_@ZRKC_>L>My1k$)ti`Dy>}ZNK_f22m+2>aduE0s zeDN_5Q_lO$>|}H6Wx^YykbRGy}Oi(cuo()yCC*tb$;-KCF--hTO!DNQE z!Y75g_Q!dz2a8PJj-^?tN+ga3`d#n%bv$}^gt@!ZYG0My&jg>F-H)rNL^t;`IW)%eruYBO#m$#9vOx40unjx8ol{gqc z+jtN#?tZ`gNPV?6(QPJ&D2mKh;>>Hwew8x$w5j(CguZ4!OIM#s&R?X;aYgx0)fU3^ zu!I_bt!D0@9RiX9oN)_dVc9BWHV7H&(mCjpBEJ>U2}d%8=9ep-Aa=mt$UZZYC7zt1 zRHOzpH%S?C9k7?#rV{p(tQqE7L~xC|mi)*M&GJ1R7tO(ks zq<}@>b(%;P=QlgJMobI{Zl$98SBD$X%3@9LTh}2X^YXeemm5V+>ncZwIxB1vu>s7q-fi*ty z1!#qQ-G)g9h;|0@Ev-Tq(s=C~-g<|b*g2ddg=$H<4{a9TE26(TAEb`we=x?;r*V+V zVE`qJ$|d}Y3nD}v^{K(X+6-_Km)-vSIS(^kv6bhti+GKsX;U~tKWZoG@*G|ltV1PN9I2s^ikIfoSaEEJbvY5bh@c9R3oVG= z{IQ(L^VC1EbpOK#P6VezdYpoz|#V;lx@xRPmZL8b$zTVPI6 zCtza!^r}EJ7HlbPUOY;TdBP5o7Pvt`*I)Y6doxJVqGtm@xD?G?su~w zyBkm)Z`pO8plsg>&2(7bI#u6g`r*9x4D1YvDSXa@w&Be|;(`wX(ZZ>sTq*S$OolxR z*AQX6hDP2l2uJ=@3pP4&H=|m;7mf4L`giP%L~W}V??8Z8ZHrj{2LZCeoWeM34|n<< zt%2n*0G@t#Yc&5Ys@Xk6p!(#wcIX$4)WvdZ_V9F5HMW)NZD4wP>{tv}3b!-a<@(jO z$z}G)Wx`m-$+bh{z}Je1EbXCJ<;ZOVDy=K6utP}v%R7~J9c~Qr(H*5?F)G9c2tv!u z+n9JaZ(+%e7%4}=so7%gCxH<6{&nOx6Lzd<%QXkLk&T}if8<@&5odC$z$aGejJ>1W zV9n2uHC7K=M|)KZ2bQOICi4+{2BhuRw?GK>?Wwhcpi&mkOogobxilfn(ZzR#$|=dn z7dC~^WnAo}%pO4Rk~Q}ovL7ODy~c4vuwkS;;dX+mHS%5@)M0b_w?^e^AwnJ0Lpj>} zd$a}K-peS(O)1%!OYS#faxI?8Ny{O9p1+TKd>(55iay|<)+;}M0XX$ayGNo$IWnnX zXE&ELrn8O7ds-M&5(cqJwAGl)9sas<$3P2s(jBpOGZGTYJCOpp@bH6W7UHLLK@xcH z>k$I9DI#G={tli!myi6z;@HT(A!5OdAL+fV^e_-d>N4k$-s44t+5!`q8hvq;cj7h3 z<1(IW7i*V9B>4_pz$SW)uRW;H)Et}ZyRqRqb}?~m5LTN|AAX}Flolo9HI34 zn3oi5ni*+aC?1#WIkCYUT0e`YH;maYCAE82WYc0LZdrf|=FQfLS zSC6R8s!Y}A+*k~K-yy|mtvIzf2IDZONsPJjIJQFF$QJ)FWTL;YlgQRr2w#HTyVUqZHc{JhD-!;XJxSKt^nK1WTp`3u-9t$#A8LP}JLGivqG! z)I6E|KiCPBxnb{gg<+vI#35<-H(Qkh*92|tYkeC`!1=%TYH#=kNfX*d|G9b}L7tBH zjLxN%eCN+4yHc`__~=K!4(D2Ee`Ry%>gxMXM0mw1K71+iX98|#mPqwcs{1`)s1}@z| z9oUc8+{)x+orMHncYPE(U%Hl?c|kQJ0lRmxS-xUo`Hvj4TcZO5wQ;0U-gsZ4ouGtm zsz4S!PZjovm@7%Ku((P9WQW}}-FAol@k)!%DgJEbIa5l=C??V&0Sv9Mf%3+O2C`>9 zw-<*$tr|KUXX{&A%CCTogvJE^aUuMPoMckk-qTY*cAEA=_JCIjsJ5yC^zAG7YHnzs z(K(Aljg+TerNEb!&O9i-+|xqs4dx<>OUJ((xDSVsOkO<@3V5ZplUk33xc$x!7QE%N zEGpvco7~a>3_)f#zZ+2!{|!VrxB%#}znT_V3Hb13{2Y)X-7cRr&YeAb0GxHn303W! z(n)@1(5O#(Y{V0c2DMb78i@uSbXDiI^U6rpzc-q0U_dZFt8*2P!RO?v#_1igQfg~Z z@B8*|KPsXNFF%kw9(`oU)6M7va43Dt2I>9rG7Taw*Rvu+uX|&>tx(1?)D9R);2E#Q z1NU+B34Gi!GGK>1|FbU=A9!0KlciAsABn4wgQ4n@-#^sU?f!^Ep2`nr4-d+zIRJlI ze6sjEd?pSOY1F%Zt|1YgCqX$a_}ZZ0JZTRK3M{;4wa9bP~X!~pBhReiYxVU zbUF9ksRGqdt4~8+_jWcY!^3YUp>Mc`o6ISxE?R zmHeP(KYejGS937Daj%}r<8a~eX;9-e@rsCF0K-C~EjM6&4Pe2C2N<6dHwjLUq?wc* zzHUk{n*NCUr5H^dePAH+AMfjz-eow;Kq_nYg}d>>6dnF#n_W3d($w@l%rNm`3$%cr5s{`ePun-Oa1@=WGV(1;m+uCAp=lyDfkI?w;0LV%8UQ=~o9 zOq(E6NLBsVNBLZp3ghlaI)%yoOF#}es}*UtC3T|c1&XDB=Yxsdx#F^2qPGt~2=2z^ zxw?uP*TalA=x>b<2{zUMpM(`XtJU`(09j_NZV_llARG_n3^#hK3;K#SX1f@a-WCfx z1g!r+Ehqlcy~sC4+k4NxrPzf<jZPNdj1H29*Fv@v}KY%E__DA1?eZj7zCT z8PHwir6u#)FmZ;c)sG6N_)dfznk>Jntp(M)A}Fy2Vo;NsXrLJ91#0jqrn?vxsM8xv z1VoGvVTZ)Vzu-JRMuE3e+Ux+jJn}|!m7S$HpqGI7tA=j2mp#i4n&RYU`SU=plmiIbR(ml|;KJVb-pgcWy(}Q~y9sJL?_~UMU%fHaO6p~RJvwwQG z{TTfqU{p~^V4C&8jcueb;dp zRJ%=)zB?bWo)tdmGXXD{s6R}EXa=DWefqq0rS44=*RDTOxS=&*KRCOUYFLh6G&!Hc z)02^wX`gzsfByGZn+B*Qlc%qNp>vgg-U@n~?G>Wzq~fI2rK+}+vWXrx}aQfuO29z>aTm+%s{Azw4^mi~kOlpv!Za^xhMQmnQSuXj9VD_$rIEF*#0?PFM5AOBPow_ptT^ zWqhUxL|Mu+rgE93wZHQ!ZMyt7M#*>`SAHrzy>e+bGSN1=K0naBily9S7Qw*G6Wrpo}XKbSpp?JOv zbW&vF>#!xOePufO`DpF?K==N9m48g}`;K;E@^9#uegijXUv7Ua3*x`(^4`OSpre#_ zz`*}ZL>Vu%3W7Ax(JJ4!ui8`tfy-Z(1-+d6q*tIpHe<&~;NIC?Mxd zN_p1+Xv4?X%#R1SFr8k+6NY)t3c z%!M~S-5)7NH!X=9k6`Rrf9W0;No+1QSrp)uB0zXPFk}b~!M?dckVr{xB zK2z?_G7Q(arBfc<%@MO&O93vZZ`Zv)c%g9Y!GYsiBY>e{{;cy0q_Fj}Ktks?Pf5y3 z`GLSl(Zm;e<)imBWll^b{z=R_kVCFCYw(#mHUlJ_@erJE?h%U5tyY<)4<#9z8b}m^ z;YenyDK>ulXjq6^){7>i#PHQ(tq&9 zFY^2#+WQV~3DB1X@!syD$KyT{(EW{1(B!?;Dh^SRAOX(dAUu|jtd&&YO+uYqzO3cM zYttTMsjgsiIvh6pM{obi>C~8!AMH)++$5VRBJMZ=18m5ZPvJ4rGG0nVkFHAA@cKZ^ zk?}FIc9+4@yFuZW01PSz-eoR`3tRWQ1L94lfY}KI-^q)N0k@k?nUM_N`C&;WCNvoR zfe)>bOzT&)46e;CWQ8j!5&TUqD)fRXcVXq+%*?IZ99Xk#{*CTZ?!yE$A?v)XH_YjY z9CGAtpB_Jfk)KL&&9fgWF+t3cin9=)WTTcmiO_HpoZ~AB&2(~o#=1g#1fM=7&p*DS zAhHd$)+Y1;u$cr2OW57$+RN+2D@(OMJ|8j|I#_I>@TW!L=^Bb}@gU}P(n;uHm6vwr z$E=z{G<{F$W1(&K+l8ww->f#V8A(Haz0wo7*FN`< zLyBm+cLJ|(yWzA(vCqWmk|N}0zvgfKXv=Jb^*{es-bNk%1GdGr+ia1tT9lo=H-U4^ zJ!Cvw?)~(h>HJq;_HV>od763D(x!CZOL(uR3lMZWz#8PJ7wSY6#5fi4fEKuLgrD9a zz=P&dT7Q=(>*>u;`PZ6tfelAm_GxFbxG`fU0gZ{g5&4x_>BH^Qf!hy;K{KrV-*669 zuxLJib*K#JkmF;DfMU=VA%mx`Qeknv&f76=g-2zY;eBIBajOpi+`s=4 z57M z&2#+k62V_;v;TH+t38=ksks)#&u{j0Y4iWl1rq@$>0lt7`6Gk>`-@L*5NVPz1u=SJ|w&fWO)t11J|sV9k>Kzj;I&>5I$Dkp*W|6)_+d$uYYGJv#)^ z$wjhOzeo6S?9WtgoIpl&C6=Q?bh^U^T40|%8NG!?1q6Men|l&Imo!#zZ-Dv;*Uj&C z6a_rlFK6Ouab1ts85e48gCnS=C4u{c!rk4y`7AA+A|GTXiXfJ{yI$#*p_Pd0S>4f(?hcK1_^UiVa zT^~BXI7^Q;#xj*MKH=m(S}L3@+StH)PI<#_bYTzke1qw|Pxt|$Tk>qoeAkmm>X0sf z)H^)pk1&47b|RpKhUMWXw&ZC_n5VSs7k*9fS}ZZ2E9A869tlytjlqh{k(}_cPd`K6 zJ@`j`jwiru-_~dfY3dWgy*1#onb8MsyE@x<=P;^k8^*(hxjOk^E}!o%glE$$S@Yqm zpCFZ|xsT;Mrou-o!R&@yeE!7`k@W_z!bo=fnP4$|K<_7U%fIXJzg~(WP1+>Bih2@h z`n2IN^H=k+2;BnBTAQaSi!YfCZw#`o_eY9ZKhB1zLXI0Ah0|fqc+VIPTPV^hKLLK` zwhHXR@`F|~BpWNC>Z15^VBg!FtwaS7@zri|pVD(>Q&uAgJ28(#fZWP^l{l)yiP3hi z`@zqAyo64+9Y7fSgUuG-943lEjxh0lCd|EhuXXpS#xBc3x;3iJ{y557U(9lat*`?^ z_zQ>E?mj+#TCG3O;co7O1^kh01i+}Okn*`5vAX0sl9H05xh4ZADA14$0Q|#;Fl)XC zwC@p7GHhm{D{K^_0zR-fw*|f1VP5EC^z!GbVst($Dmxes<83FpLKSM5WR$IvpgP%; zS&J23@jGSFzY`$jwZn*h7A4qyX6lf++%tk1x4rHK?pphN@ivab4#wQb;j&+--RINh z#xNp_Z^M~KPH3W_f0%Z{29}%SC>E+WIgcsN@RRPaWal!YJ*PW+e*ctt*xM&aZ?3D0 zWdWXXg8!v_8kjaMG$3z!w{KrXP5La6s`Kx5``>mN4>Z|i4>e;g*PlKuE&O*)ZkXmv zO?u^Z>ao(a3iTgr*<|4&fN-&#-C+yEj?l>m!_kx*nb1!%{zaLAWMF&c$>tadID{1% zA@^1BAz^po@OMrhA8UhO>y7$!U@M_`woI`kw2xUc9DyG?-&e}>ILcDV4DCZmONmBTl8RF>Et=IcCeVlBKGL52x zO!z01Tg-@7hf;At@zWz-6}stGA`yfA)@)^FOn(|M>=AIEdpu9(D%*5Fjv)cbsUHYP z+DlaA7B}OzUSd;pOA0kNIyzwLf;6yNbYEKLDw#&fE=d~m%cvguo7Of8hW1G1 z(^G;Pj<8xgqmd#O=PvL(L+WL5f~&N|mlAMzGVHjZ<8M%>`+}216m3|{0R9R%^ipYX z!`#G>mpI+N%ZJy^G{tq?GM_#{eUT;O&!GBZd3?*7_FV->aBt8if110dgTrO(TnBd3 z6_<5D0(|5=^T*fxD4c?(83Ra(2bL$%NB$^QUZGMIcx@jJ&;!~2Y5^Js_@A{u7-VH& z(NL*Qh7GtLe<35PpS6#Y`RyXc1{p`8*P**_-YclUeg=%?nh(vs{s(usZ^Mp0RhNq- z3)BhwDA)04bC78)5JB)nt z_;@1}jh)G?nqymOgfc{jLcXzc+U~Hw4)kWTZ^P(^*mZ;Yv&DA*(*c&DJoURJYuR0q zddLQdV|dy~*m~f_BPcKJlB~~MQnKFu%_@Gyq!+yK!#5}MzQJ%P2qMic)eJXXRaw6m zb{5yofO0~e9D`*6Lg!mREp*bgiR^yS$#XDOgNu#|j=ZFfua7wvXJrOPnhGD0rL`I-PjmQy!^OX(kAR zo-%2_I%AedgX_OoXLE_*JcUcI7Wdd*B66W=IuU?er7tpV#Q6+g+sSd@P`M2Gg#z}S z`9uc1#O#dcb7x+QO?S6_c1KHS&Z^;LUK>@}r|ib|Y(Kk6DXGO}Pe->n0*BrXN7+fCF8 zYgaf43258WaT0Gm{ruksPSBjy>h9?a9i$=TNNRDfDf302hT4}UXmZBLMfB3Nv0f2r zN!-fPC` zD@i;XeKCx_IiYvBVe7-ox{xD_wF)|7u4vIU03c4DeRW}_AhE-4(giwFeWBM!K_YqK zA$;*uI5_QHa8B95B*82>PiI7n^8w$KlsLSo;0|8Jb<7gcMSt95gh+vW**55TYPA(v zlka%mv8~D-((41?ZvZ>R(N(nCG!b;lrpMG_)$#pf^?`dj8lCzDbjS{1OcfGaA-6m6O4%U zXx2?sgmu(Q;5iCvYpQrbXHq5Di&v4j zT@P%YGOe4?R6pMaYD{4-SM8Cj7ZqW&_4kJygJxOBdJ^mF@Dq4$@_%TEzb%Kak;uvn zwh)qdY@aCPO0L#HKz}TY{TtyhCgRwLUjYQnzzp541VHa(2;pF0c)`H;pJ>QStPM9N z@_fHHmY)=woSa0TwERk(QRSg#?OcB|(LPTukl5n~=pmW2f;->too3@N9zTA(^I@kG zX8*oQM#@#gdCz3KGC~u$f0tq(=G%D_NC5;t*~Yg(;Sx6?#bz7ijK_^_&6zc21;A)D zISr)10r8CB-Oc6aZ(QXXWS1=!+!mW~2W4a7717byOSGEH4Y;0mGpnKe=F1qLKdef< zW}mxPy-qxD-{U_2vA0rq=#(d)4?X+UXt4bS(NmYhBdXwSZEfuvHQ=)^2Lh5o8NDjw z1+S(Gx-Yz|x33+)U%RI%Xx_0$XHs&#ctGKvSQ7qIuSFxX|9&_B3#Wp}e8as*<(FJc8Puik#bNycSR3j(k%%S8Y~(=Mx|Ks?8?9_hA6xiMSPR^JQ46%H>s zTc$3=N`wG9GQM+;R5DV+u!s_MvO(PLettQlRKhqZ6U7n7)F~hPw+J0JyQ+gU?N^I> z2&1`g`wq!M%dY{ZDy~7RyvwYfGO*EbGb3vR5VtDzz+nRDFZmMjbbKRf6APN?KC3S| zAar!--WI9%_+McPi}yc{qtr5Hneg{-toalC6&m+yvAP66p2hN0sDD$nT;MO3VhbkZ zGT9kO732**{Nr}EtLlwCGc$8|y_$D*Rm}h5)1cN@?L%k*ffoGaYv-Qlq*Es1W+BqAirG10PwYGriivS?9GtU17;Y4&hfSWuw>t0tb!9XMQBf9r_>q?Jzp&zZnEb;*`18{J#0-&g9EgEq^Ccob73`_ojNUH z=|&D4vA&x!&nysJ9?w*06%+c~>`(c#v*pw}r>jj!Tr`*wg#}8NW72*4(WhMcMu2@n zwP3Y|30?wB?sX17{lOIfz6-fVQWnJ=E1NR)jW9xmv2J@d#G`t09->^;(3gs<$#=cz+C@P1lSMN z+2sr7p6k19M8V8Nndb%*ORC)Vd&_a=l=aFbics9=yDM?7d?{v5;p6ecYY9aXaj_SN zE6V`<;cx*#k10_JWufq|=&rTPP+zArL3AwMxVn$?T_rNrjSS(43iC0Mz&bXY+P~eE64X`%m8CE`Vhsj_$j?%XTa-x(^?*MM9ym~SjF%G& z!Lfn+Y`^XBW-}n8gvQ0+uK1P4&1$hU;^Q?85(E-KQR4*~nO2}e`~ni`fdm)sz;gX1 zHy#H_zzV@=Cm)S;vi4z}MLKlaO4K_100lD*`rYbQWg}_&$GmopWDfT~lQ;=xuNZ%1NyQpCC2NAjC>_v+)d@~BNp7}GRa9)bG)Xf|>#`-4!h z(;iXD|4||Qsa)vrLnRz57t6z+?o2Fq4R6ULD9czr^#_%$&budW=AK|#)%_O8@kk2) z4>+WS2ujy&1GJ6QRsqrRi1J!XxaN;e|L}yG7~&SV$_qfevmqNWHjGfC(Ck_|u8)8(MaVGS!FkV~jFyd=V`BskO+x6! zf3I8bwW;@h|8LKwa1WLiYx4F)=I7%H9(W3CWv?2v&0_um@%1a}Yx89P#v)h!feFIf zEW`(tS!TgTIeE{sj0OyU4P_r1&vO90B9!nQ_4M|id7H{Jxzz0HKXZ)JzF-S2pCj3J zpa6$^WR=VOA}0U>_&jYBh4Jk)t^cgJ2P-78-1R7JvZ>C*n8!OjVWIe)HKrqFpr*-n?i5 z@D?XE=|>%Y)mMLO3h*dj(~vxZhGwxFmmRDDh5I7424ci@keQ_Gn~3C3;!opQlCxQ3 z%>B}B3H&&x*6Ke16;kRDbP(ipDbkTQvP3nn!6P6Dn0G_jvqV!R`RssnTMJNHUP!_m7yPHtfK+k;F}HUy)P8%IA<5`H>>%JaS%V1 zda2WOVL2dCwzyvwluYCc?l_Q5at5CsHu;UWe>h}&f*!ALCB^fBzkpJ}a_)as%AQApN?>3tD!w9r$892Y*b zV^w@wPr8IdL|n08c>s?MKuLVeojOs4Lqhtm)?{pQR-3KPqOG{78x>nX>qGv}d}S&cjV5-sjH z&+E!Dj*<-ok3aXDuF(PDOa)^DOpRq=D(>$ZZHETuEEZLT2L=yPcbK6b-Y@%QmOv*?-FlUO}&-y=nkOG+BV~}T5i}e>^{sR}|&oAN<0;OB{cM?kfZMpa_u*itOLmeH&cVAg$ zpZ%qir$PVOd7!?6AON!5NXag|z)QWVf zf8WY~{Za4>gb<;A&yqx@?O!4CmA5A`%Kav9m4 zzYYw3-4He$-Z3`~c_VzOWBfB%LT?{s%l{pcXJ~&0>otf^ zS<)rG|L1A``+$?G!R7r9m|~ttWd9unMbbYXn+Ka7^oyHaRZNMP|9QN0P&^OqKnpKq zlO8KDYH?#$oGaz)Sdd|Yk<=4hl_ z+h_4rgK_=i>p1!ReV5nM1)chabxrZiDpM&3|r%67-nq!zPAoC*#XzYmcb( z#15re8qTq;7QcTQBi?MfFLvb!qp{c&Oo52|b9S;=EafE)eh6V8(qjaVu4?<+D+7LK zw$au8%VVU^5&xPGZcm{SjQJaF;0>+Uee_1NT8b7m{}*v@8C3Pxh6`JiNK1Evlyr9^ zDcvRAA)V44f^>_dbhjX(G)U*ByF1T9{XcQuXXbo-{lJVfy4ic}^;_${ulovxnBarf z4;8=uu9%(g?_StI3k8zF?-|Bj+v?uFE*(|1`LRfPt2@*km~Lat%#bREpdNUiKEIPo z&)l!EdR72jr~C6PF@Ih=w@6Y-%Sqyw`_WUDW7;#Ww&c>BNnAiKm;cZ2iRkTjCt3GS-9&{3mmvF4Es)1e-r!9AWGNMOteSI#56j~%R{9eEIH}6krj-`uVU)^O+zxwvwv;!S=Bnxg!`#3qJ6&)T2o5n1M$Y^l0mW1bwT z_~yvu<`M~s$3QW(dpjrzlN;U^{&P+qWWa$F^!(=1;d7=b!NTZNr3u2gg^5Y`{`K|s z@~NixyS~(KrrgU={{CL9T<7QEQG|SgdsJRSGIYn{$M?@s?s|M_dZMXwDO9*St-X&n zSbwV0UkDptw<3L?V)lZCL-Ygl8?{7AA0rZnmo!N!z1-ec7$5wEQBaStK|>rEU?emd z-xEOg!>jpGUFI9icl2+cjk%v2&#b-Q`c7g$md@Kzo#sD4tz4K1`5uC25YRpmJ(QZG zL_KicK8WO?QRTC|Hz$#*#mjK-eZJS(g+h8j&hk={$w){>T)ae=owwc%eP(X%aA$;E z?Te&e;ap?R&L+4089oB#xNlWXd;zHO$6kE{$cvFcFfDB$<{eY!IF@?Vq1SYnY5| z*B1o`629mO#@WoMjMg{?z~_9+SMX@}@jvinHdz9e{;BK^1#eB6>`36xS5}*?M#yGo z8xySP=0C$R4@daP-j=%^=ry%EM;*s+PNKv&I)2-RL3&-OKzcG?0rg`fFKD6MP;GVb zQQqyfx^!!k1ErI6diZ1aGa|Cr$hcw=?YmE5CL>Y5YM5S-P^_*!$M)oMx zyr`7 ztg8Cn*A)?yr@^`=UZ7TKTqc=8aNXQ=VKbA=T2Dw~$#FBp?#uIE9a`oqaDY$2i6uP+ z(PqI1g^>)@(ti#J1N7hX%90G~_MpH($hW!my4`cURT^{w1B*8`e2a#!Bk`I-Q|m`a z-kepvW|uRyFH#HU-woz|GrZS!-O z?A9U)M!h6>+n)_H8hLnF()Sw#YGl&GRnPab=EAWlDnoZ3qo(p&{1Qk*A(byvp^IMc z9S(p$onD;Fd~8XhBC={dXS=*8Xo<}k%l@oKGu7b3jLO$gsk1W|k4q-D7uX-%mb4g@njlZk6o4_ z13x}Oi@F4XyP8b-72mhl1=85_(p2)56qxm&oo(LHYhlGVIz`yKNJ0NoxIf%*z8in? z(T16iKL2fUf+c~(LbaaV>kI7toz_S$Mf#TnM`r+J2SJ$cR##&x?JV; zU?cJBLJO-yNd!M!XsrSJnlhVpsJK$CMj zBay<*?k+?V!qchB%~gT?mF8@o*C9}JZ*6{l2mPzl^d`jD!D52Ma5x(;a);t4r4Y=Zu}+>TVSxo?7S5D~Rrx?X0?RKd-CqVM!aCFk%D zSI-tnHeb?ID=WjtK>g5hyuQ2=OOBTvB=lWrcPy;=q8iOAd?%3!N^&%BJxrg$W;VE0 zED97|0|km|s~f>=EiF5~3;Ju)hzg@dW3T$m=2Mri(B!UaOYko(el14$1!2csX*i3f{hkWu%gEb-f4Bg2az@D8 zUljAq+Y!DJa74@b-jrazD7w9jKl)e00;X@wppa)Exf#S#ef#Batxx~EY0(7_`2_1} z`_v3=9OkQJ?P`@Kw?jm)+VpJ4sV0}31N4LxMu%6aJWlxa_IcukEDE}8g~^P7bAVZ` znJWcpPr_5LLtbaIe&?$p`I0i7C#Puhdx+|@EjPn%dpzrEG`Qw4Zs$7;F>+0|Gwbua z<3U&w9=K74+nZ<#ReCna*52HO$%!fA>Cs_7Zt>;>lBe^I&-+598@>SbkOZQ~-RgfC z1Q(vmJtz?ZrE@w*7bNuKZJ&o;7Wyp@j~ zDfN!P3CKR(I_%whzh!$L11pyh`*tH$np}#=;&5r_R3?S-`-OukmHRAAlk3yLWY!M2 zUs9JR^Ff#lYO_cl*BC*Vv~5YNy^I@^j5`^e9~m~4y9N{FG8T`z3G;a!scb?M0qnGt z*)JmEQqAxB_CNis4cLAQE~2JLm5TqgkiNQt54AXTw-d_U_^CLa)7oergFw^1ZOap5 z<3mnqnZ2eYB?@B=J2J;um)pEbW+6VWm5b%htqJjfNc{Rt@dSE(g*;glp?>+qk4gQ> zSt6CjR5LBjU)~}{#9nmEA)0F5Z|!OKnNPorppX-5;BmEefe4*#)acf{*tE1_RYzB- z*P1A~$T51u)A&BjFtav=pU}*H#Yen9nMytnQMXH~oi!lZY-8!k(H5Jizqji;qRn$9 z2m2+LBZj@%Z-+*`Lyk)#h;YkqOYqFOII|?0-H7xjo2AerzJ3WF6vw1%&r+`(njAw{ z55+K2xb9!>rp;#9oBC*2bI)r}*5V(a@07wuHIeo7XN^@6L{MLa$9!T9>xj%larR#O zBc(&C6L~7~DYJH+6fQdU^OujTTJTN|1-}vt%V*mew%|D_L=nIuAd1cTKAp-*XCvMi z(RqF>Y?xgT1XBTM2W<2k28u_S-ZGGg=~@%9%OaJ|`u-Hs@BR~r;)XqF^TD@ZjdeF&Vnz=`=Y`U_-Xhx!y0q3sT2Sa5T@m%+}dL z5vH>v1$lUqDybB!SK4M-N>@@C>m0Wy*8r_%*FJggCxm`2 z?HCFZ*(UcJtZm@jUil`Wj;^X+e&z?lQ=}SSk3q8 zXdZKrlIwA{RIPP#H2upCukAX!8-ghvleR}IRNBegW3||aqoPsA_5Mr9_>c)gC^)iy;eI#D~NV9w0VXnWn{cLp@!$|yp z70Sq-;LgHC;ky#c_(l7te`5^z-T8}HVnA9wEwVLc z-DI6D|N0$e`AunvP`!LUz9%KTklzQrPp`8eZY^G`VVdukFH+1grvws~V{2QTuC7+$ zg`Pe=O|bEaDLBPl(lb}TC+82q3k}JLx*wr%{jYE~B4ZRR8xt7C@wUKXb}(F2|B7kx z&*_dO*Os_Y4?=-R13odYJ~WsrdjEHW>9_RX4Q8skjOR|?3OfMTc%DZqU|)cQII>_u zLdjTl(Rk(g|8j!=2j$Cr_3%7&QV0CO;05r=hFZP7U0hrqPBrdx)zE`iDfIuFA^AEP zthrcDZ1|t%`2ZJH9yAvX0JB1R1YQ&R)&Kf$0^wvtBp%^A7>s{oWDFiXwtB21a*;7a z45l^D@`1J7Kkx0|aO8K62L!8*9>wp^`Vc`Q51}stM{&3`5|SG^AHe*6{GWx+@4pCy zlRo^aZB)j;(VE#wJ|&MB7$M$ogMwl2KekDg|1TIW2b>v%ISs<$C{KRZOr{jbNsr`= zC8fc7h=WD(mHJ=QUSv|ZeCqZn9M({%=QK1$SW_zhd_aF6;wOR6E&!XOuA#x8FOdr`@fQR1D3MU}Ne!FpUa=K{&G*g|{Q}M1o?C`zME{}<`bR!0Cd6$=i|F2UJ6@nWR}_%+S{#;4*#;lLkpLTEUp)LPKIH6I1oZWvQ z8sPb5WJUjLN120n6*)FX+4U#zQ{V*&P{+fi5d#!oPx5zhEWmhxQI8*^nD@nUqS?P2JcFlW zY$*h>06A|1?DKWLhJFj02P08MlYvZ?h^;P60?`5Z1bV}@olC&PRjy{rsm!d0#~_y5 zo6T2iv2;v69NlVJb%p^F3LovmY?Lh*U45LXzk1~vfr5P?J4?p%KGCr*^ z{?YeEr_L4*&?vw=XMikkLR)NqXKaQu$oSVfAj88AY2E&tzsTscd#F3~6X&9J=%dL$ zsOwD>c)lsZp_6omFK7Q{5^-dZmR0)BAzw*~K8p*P{Bg*Nws`6|_@ zcO{zLi^8FLd#ikK7#J8`s(M80o6PI4ff*ES>h^WVDzDqkGeG4R&q$xsvraz<>Qz|& zRxm%RP$i+SRG{=Nf5{+rw+pKYq(KAi0g^Bbr*Bsc5D~DL%Og!y8a>#B2;y=nYIP9< zQ{k?cn3Tsaa5*uI?x+G9-kUpIZyd)nn;^1SU$6smF6I1zUByJM!av_zcETg8GbC(A zXdp5XA0d-Gxa!CK%X$yd=};=s9&dZ~H2$xKVzKtYECEiN;bA+78jgFHF8CCsP)gLv zexgm<`s8u381+5mYc!GI6PYR977vKG_vI1#W8cRTpIFTN-T1xlUU=U}m6c0&kz|#? z%I(8Edq!e5LY8bI>6lv)-#~?Q%S}f1Ot67C zR(w(|vuWk@>x_+5V}Vr&nr27ej`xnFKZE8PQXIWmcMS{_)VJAL9<6(-2&Q+9e9#S6 zSuL4NRo8dGjG#<5l|#t0Vb<~6)~Byk3P19i5S|)9~aWp@jz|sfyMP;MZGAxu4;;O`oP9?hekZVUY4$bz4}Rpvw4Of-drcA72RH@a0FAyLDfl!3mmR`n^r|Zg+czA0M4ammcteGN&uWVC z@%tw}T^)jw%zmmu?h3E0h61^SuWJ1}!22!uLBs>xjX1av#Of=&4_vZqfS~U2u12lE z*sJ*VQ<~;IE`62<;yN0ooFN$gTf%z=np%#Sy)ak2e=Mv}F2p&Xn0de>^-8JiQ7WGM zb~UMUNot`Nzl8ojXM=y+zNp>_2PT=EHE?W{nz(Boa9~YNiKZe{jV<gOdHJx{a00(1g4Y3L&_ zH-EXTP?OU64wSUa{zeZHyISXYjX0~-y?iugK`ZbP>rJ;!HA5@e@F$`C zzT~|h>3aiyL8KX01oN~+j}w}<%*v0p#w^ah5HdOvz5OCF;E}>+9Sqoo2BV*>Xe+K{ zQ+`^JlqWn>HV}h|o&>CAah$VT&$n-&_#J}RFL~qa=i~3DJ@dma+$g_tL}e#G|T0@_vAby>#){+@D6xv_FM(9K~Xd`p?~2d!Jep!8X=>_-Y#Oqq6qkmHrF z(g1JiAcNhaILahsA4Z=>v){F4Av+ogi2Yf)qAx=*`Sj}CNKjSPU)7RGaH>Vq#<D zE?4TMNmi>>(OUiuFWXfURM_Fgk5MXK2(`bYgeh!Te4boJXE|ElYnx9mH+6;lc)OWLp<%dsi6t62HbYx;g6MT+z0uJwJOtjcg;SoMvaiWI{1s|i3g?Q zxowQ*$tAx2v73_Te036IKRRE`;dJwCjZP~RM7|xWWgqZ3!qLE8&X1aqNTOOe?oH~D zwvQ&NT+Nm{BZ074H3unyg~SIv7l%rf{AaXhWCrJswnD&_(RJ9=^k%NnnO_QpufmIX z{~GX-4+9Y&#Nzsg74gaa*wZZ8Etzc8jJx-M3JA1e>o+WWXM5a_?xP;t?u`0%I|I2K zGJ}rCnzXl~W`0^I>_VBBc9Z*gB)g;O=m&b^$e)O;t(2c>|5eN{o)ZfkYjbsq=V?-R zjy1ZyL%6vPH#2)sd4f~wMhi4RDQ&6`1!ibqFqKNI`>Pz` z)mD`S6SZ6Dwo48=Rog`2O;tKzC4vNEB8zcatw=@^9#@JehonB8%@tNToh_it8lIFg zIR44HeQ>hLjFG}!W6{4EI&0NoF$ zadR|FTXw$6>=F^DwO19Zx5ns>0&~-eb+7R76epeM4x`<6k8I@Yq@C7f0s$L5$9qA? z<#2I$W*~4NxPrw1s5-3bbh^$03KHKC}Cam}U-P3TK z^(W88V@X`?y*_=Pz!@vD<-oae1_GpHtTU{uTuF=&2qtg}|&>HTq>#o&V!awE{B^t1GBGkAQ3E5R+6 zy4+6#@rVOlMjl863IzS`G z`!RP;?0{r!?r-rkQs)RF7<{4gIS1SO5Uitj3<2)hqcA6UCV^L{R9me-lCFJ?T)>{EZOs(oS-%|F*1eez&XuSTT4~teYAy6m?>6 zD+ENP7uj#B(E`%!HuzyLk5`QZll-+BM3f2!qbZwEXOf%RHCZg$b(mffYKFkII^Bu^ z|0kF;{AnVf+uXUl*|~&wahHY;_%@6nj+V42#aKzmw>iJZ3CBYQX+jCTR>g;IG`n0y)P@kAc{9Zi?b9p0 z7QGN7r`@Tbz|(EBNN-$J2*OmBXYHf%+^~0Hm~`Rqe#92sqLZxtLq!GJ`tUZuU%nh5 z<7$?|oRd3G>&QZ*w$#y*0=U7OW@@Xy@X!Xpvzp*e{@EJzN1t6rfc!w;nt)FvSmVos z@?2-s#4gnd6%3DyyD&rElAz4Lib2;cEMQ3Eb4PTvqjFWGtS#4q1ASWXe4(P6{-S9_kxe9pd%$4Lcu2Tu@i3OW5Hc3flIf32|;Nmt~l| z)fvz1pKl70v^b4a&jA5(^9!nht9M8Yd#XpaB#qFB*dbswnG{iTJU!MATr!oiw6Gmb zCz6GCMY?1XV(g`a;7C9Fx0sE8er!ILKQJZfPpR`0s&S>h)!|&{Mxl`Gu27NY39c|n zll|l3ycGBcQoD!na@0KKzK4y3}7ZcyfMhZgr6Jjx5LADomxOVvmDI$w8lz{d`aGUzy+5~byB=h00QDq6ZMV)O(* zxu?^H^*A-ecOw#N&gIID|JPCWztEBcO|;C*{^EN0i_cW#$=pazdzg9jM!8Nua4u>I z*8X9a%RdMoDca&5Ag3i;71V7iOce zsrfGkqkr>I?LI#0*A*5LzD!T9O9a>#rn~a=Urc`ZVE~4f-}@V!J54}4NL>p9Q4v{M zNh5VYQWtb^kjR5V{njH)_`V3W6M=GY86K0taO))|Ks;7dmFZ4JgnX91?N2vHb-;0+ zI}3cfx%7|!*V+?3T(7~g01(U(A;bRDgbBbtkUL#+UVHYE{f6ttb!B~cdd~M2qHx)5 zNKGPls8qkiQLOZovIH)fgV65B@3()gz0oEY<$wI#{ed@)I3=X-@GqO4zjuNmY!4v+ zOZ|&FEbt4Q`ccU-6hYDg(mv$>3*97AK?9&f@g5)J-xx{*<~$9W{(Q#o55biwL)c7@86SW8pG;OY8G-S(@`mg0e`O58g1>Jg=6C;p1E_#n zY%|;9mql-#uhu|z<+N!U9WuHBR|gWg*4*nz)JMp~j%S)2kTAZgM-l95EP>w_^|_F;<+Qzhza7%@&xEXy}D^S6fwo6MGp>`#AKS%zDm|3uJy z?XdZr!?{*`4reUeWADdt!U56?k#tLS6b7BRDR1>a_Wk+g;{*nYG!oai_w;jh_@{-c z0!$X$RL3QAT~$=;CUTYT_F6Q_?^rQ6c8a4W{M1Uo_yTSNngH zro}1RVE}w5_~98aQkbZc1IJZunNMy#=lZa$ZY$s_AQ48hn7#deUy_MS^AHaRWqtf< zvA+>XB8dlkzGcV=;`t93;9NYTrazk4%Dg#zA5;g&6V{n_yZHg0tXyWd1I;e`_bB)& zzoIJYzA1VP)q28zmizeXXH!nINsdvoMp=J4>(8dx--)Zp_|Je7mY<+-&~jHq%4D-4 z4J|Egc1L)IN**}1GJ#y%Kq&ryV(b0_Rmk!Wn(6ih?-Q&NzDnEOPlUBa#+^qSQ&|X> zvE%_H?H?y@?hGj}Zc!qe6}}3o-<^K}791}9ZcSd-h#_d|`Vtw|RJsjh;ph-&e9lP2 zb$UY=26rG!@p;dEwlp?#zA;{bGVgs8{1KDB<0li!&hs@LOWK}8&~AVVX6N~e@boWg z&i&y^%xGRkv5PrxSR#VZmBIe>opSa412(;M{x9c{! zpa53p$eW(Nz84_36LNlYdwcj--bp4yq$41)p_=31J$P{eL0cKXW_B`v*h4=Bj{eLZ zemn5~on(L$?qckLcn<_1o`I2Ft6=N5m#;TF-j8Zna++t`akBRHa!>U-#L}XtcE&lvElP{l5Wv)uw+s+w~QlM19 zakIy-$JnY<9h%7G%ow^l7>0Cr2P7|`trIV^lAk!!`lOsK(i2ZkI&klfrme{$FwmFu z+HOtgvqZ9g=Q%qepPuP?Bp6n0Aw~V71owdCGnHa3gl)3%o>a!CcvqbFZ&6wd;%!=C z0!OlL-Lrq9u3k5!9{|&kHsHm1%4cF_g`laa=_My}Au-hTS;mjbU6<*fD{Y8apu2Io z^K)DNh%jUNqX=v%CTjx^)sR0}^hdZGT9mtQ%aj*4n`nHVmme(HZ(qMZ^H>>7gJ-6Q z7z;iq@@S3*fNgjx4|BO@05MILvn}v5XZY{rEDIA6Plf>J#5Rv=Xn=y!k~M&kL{XUy72yyA~fgX?AZ3C!_7-*=UpEj&q8-9IGgGK19 z58HO_i1nuOo+{9Bzm4QNu|>Q5c&I#>#DlB`;eCehyj2Q`VndZ$^?S?>_If4Alf-fl z{GF7W{- zlfX)&`eu;IQS`!je;#tSJLA^dpTtaQ*|HD@ydQ!O?p+TG)E~*P0pWHh9Y6m|8jWY0 zqq)kJ7pBw}Am}1rDGRSqwJ2NaR`zMoxB6B;K{mN`zK;BIGzgdei?>*IDABJ13*;sE z*NIKXt5AN%(H97r@#h6kIbhoIRGwLB-ljg!F8>7@W)j1$7d^?VGj_8JoXr5?%o|7* z{EDNn|GB7B@@x6~^Lfu=oyNz&%f|PeYzH5D_1A2HnEZ>QAB&6wGYw(KQf_pf?k#oycQn>Az!s8eshmv`$8l z_AFI)L+KX@CJ!)7xdYOMMAP+(O}DtAIhXU@lQnv^2Q;R2_WOPNMFK7jI+#=Ip+3H% ztFu4VeNg^^a+`5;YBKuLB;>#XC`#MMa3{mknx?6%q)Up`Ur!juiutS38*7)@(>+|H zS)L7sr)yR_yd^1a)iwyBr`CO)#YMHdViFQq(`>~ZolPLwtd@{Rh9cHS z_Sv`5b&}u%_=)=t{dY`W;50)zlpiR8g+I%=a$GwSa~~88Yb`Wf9iQ9b)$L)!{P5ue z<1FB3z?^-vMbeeQbH?HKoBNVuU$9i?bd3n@Xbt1Z2>GF@n_)%PPQwT}$KwtuV&4Zl zTfca^28Oe$9fKub2fI?G1aLIiJT|_I5g(+W1tX%QM~hQ@FCuSK#0OH@<})z#^5UhU z3U=oMp|BDuY;>{Y*BCnCvB3v19#nv<>efOhQAY7NNu&+TAhN`&UzyHTsGnfvyajR$ zB%$iU_ygxTn~xp$$-oq)4OolBP{^3OxX6g-K%bJpnuBN_=c&YR8@a=ub6)EjYVWvZM}vQhhkn<;%gYqeGEjn*ga z&h8`3m9Lex$_e8E_E&qe^|;&oc?}3Hwwpk|pN_%Y z>E2su4)}s`oIChfr4yRuXzv3(VwwJ^O5aHm&Nsa3E1_DwX(HFN9jHJgY(3N`$*<4A zQ07Yn?o!lS@@OWb=O5GW$C5THnJor99tN&OMO{%$cdLO?0RVc!l35%pnwSLPYo^C6 zw6rfkn6BV>v3j@{@IJr6Cb?HL)D9)Swk=l2Rtq8aZf7l!{VnS@%YS|Wb* zPEx+uhifWc@?23Eo zu>L3nBHZXKAYn?ygIOZd-SwW6LAz`^%g%F$-wx+mHuc+u7w;sR&Nb6meG&WO!p!+_ zzOm8SzyxLcLc_g4sTJ75;eQE6FVu6PzQ2FxGffF+ha21R%@>AB===h}_-*;ay zl15V-LZ`zrfGHgB+^+`7B%YU4>FM^r(s}kDs7KG>P)%`!4WyU8t3Y&ecuvC498PHC za~TwP@9qfo4L`oP5^>p0WAq%fm=QHV=!8+SBtx0E8gZFd-ku)y?c7`H4E2X6%%p3l zlu3T}Qon74Y02u>36!4EX=}~f=7!x7Be4XTXD~r+(_D7XMmN=ui0sc(12=W7wQAUy zQQb^2UsuS(00(@hxf2@$WK>jCGk3>pS>5|rtI>y7^ApxewzjWzD?azjqDZ;F-|yp2 zyP6hW-Ex;p$Ym(}Xb<0WO4z$&R%Y*VHDuAv4TgxqdiLSB&hmMTZ zMld&h`pQrup>ibe*BwYKBo;kdNnW4#zIe3#J)~o*ph+?V%Br-sr%P5(UY z5sucp)@qJq*7-^Kn`okz`F#e@ohnh63gyQB(6ogvj6=o_Ey)>1H`=qx0L{KR+_#ip6xe2huQ zNY%c5ZJj+4nZXeN6ubs|eP%b8!8_a<=MJb|T4FbRH!+MDV;otRZBxgXtN@BW)Y~{$ zUr-yZQ9NfZsT#)WlF}VMf4lU3Jo#??Jf-yZw)C1;Y}v1+$npBy(7BOPYgAxMFM=mK z&drkq_5cAq;xfBq6|DvjDADJb?SV3ypgCP4VBbwV=(su)Io?Cu0j!J)YI^O)$WcrN zQtd4zHO^7ZWjHyzMGIy6sM8r|JL!x5Fk{H%W+fJ5=g0dJ^#Z&BUwdFJKSD@>-U>)b45zoWEj1=c&e@%F^+D6K1SHBEYtLZ z+Jy)jEm#&My^KnzY5ECIJcv+$dn!lA@aRFPD~3!os3^COecNB;a8jKGTg^g_SF!lMW)mOawo$!Mx3t z_I>b(a!;wT>}a`#nPQuByt$Ce(>hp#*mp3P8E_K5?Zj@Vv!kpiIJ@sRFe#1w9@?rr)Ph| zX_L;D-S;h?>jXT_d6mc_yE*IBO+SIfhJNojexD!4J%IJweTYdX9oWF6TdmBL8WEqf z%jkjm;FpHq5t0XTlG?_18(ExyVGDMy)bxW3p&BqYb;nfj1hBB!Wd%xeAlUx~((qY= z1Cg0wv^|xre@GCa^Jg2|jootT6#`pe>`wTU%kGH9cpxdtEM2kA=4^+%P3Kz59lb*m z`7m`2{`t0G2*;Vj#t$L((}j+psCwN3-e2qkkHa!G#i58PgrE#j*4{<7L-(@6J5#uE93n!zg@$7xmCW{@>3pmy zAj}TLRrZ@?wi?Mr-(jLLtWT^FGFErA)^5mNJb4uWG4wci+@82SWs$xjSGe z*k1KP1KIkTYFqwU;`p3phq;z)5KacY9gRt zyfW5pJw6NN0&=GKhMd-VNWeDS9ye;EsBI0!GWpSXq> zBknrU7&5xr<3=Zt=dQ`%LIyQhNlrxH83xMsU{wTk)%3nYl5v-;%Vpa>_K(_W3~3Qo zDbdMeY*r4V$X9Ppc2Xp{O_iq*UU2;q&bXD)(*+0D^Kp)s)i7T6L-U1qj6q;6j2qX9 zIB*wLXr8VeJlU|Lze(9zxo91vXtp*jj!8S=m1`}HqtZeP@O)!w)VV;|^;*TtdGi_q z%=>KZcRE%@&QkcN=HMB0T2^FO`)xo7ATYrr^;T8a(8vZ6vB?WzJuM9JZlu?qEGOEs zt#&bs>hEHxMi)+5+(# zUB6rEvJq;h1s!c0?Sw)urjBo}^6xz5SFb(xGv?eOjiyjR6~v4!KXj{yO4Lb<=PD3d z-l(+IH}YH zzobGZUt2U#hQfD~CmNC~dVbYp>8RdjFEjmNkI`bGRBB!YEBCP#Scqop`FfZR zS20>I)c4K@ykr8VG^j8=!Y$(L?if?X{pvm-Jrj&`39R{w_uRmbR_~a9M*TBoR>HGL>OCEl_MM^6XMlpzl%IzX`dKn| z5t!{HvKYPEn)vGXe6`mAn26F&hvV|5LJ91C4n820pw+C0ZgzJRg=;jR{Sb|uTgtnV zi>kh$fakS^gxVtE2y`r+fQ{qQ@qvw?CugFskG35vrB;s-L;&?k_k04AX9vPq7qJgN zTPJLog1(2K8SdS5&ia?<1TI}gq(IN$Byq?t)zGtBAxVh(m%gnh!TD9>2O_f$*B*y_ zk-c@R?7sAuwB8v0%Ir=FMpM+^pP&8!G#XAP7OQ7eDdf|@*j9}^m@tF4(5zU2F!r23 z1Om!2AWO8`0`l z==Y_~$3BsTE+EB}D=T0~n1R@lgxrTnjhci=8Cf)%BvYb1=fh7z1%=OkK3@6Yj}H-1 zGiJdEw?B^5bK=iI`#flSZk1Eb?#^)fPxn)oIok)Co#z+&(u^`(*RiY1Iz?m5KDH%uJ`N1K7Zv4_wfrgBm-V#)`{2tS2t_{Ua`MGO`5c;O-rgKPag~Y; z`o|bpT_!46VQ7RlFe{B4>S?cg0uQ}d$v}~3|(?v0bt4)Mi3sd98JN)LPEvGtOMZ^>g!93q!KbM4+o*R6+0?9S(J3!x>aB+-^R9#v_ra2N zep(NK^QD06-rMBMV-Gxd{-TPBlyM}{BI5`dgatxO`p$G=amJla6NO@1V#Nsw@`o9H zTeGy@!rfD>i=RbmG}@YxD}xVYPqM*}wx3;vFKv@@>&%YX;$x&33)YVZjSKiW zI-lJk=WX=tynQ~f-*ky%JsaHN|6_FQv0Go6Vb)?N;YkiZj=qM!$(OnOD1K!p#y%3G z;T=-~?-P{xa`A7ckS{X7Ov3Ip0(HGJqSQwzO?qa_&QQmnaa<`{d_q|fh3NIrJVnOQ zpb?fcGw{KPQc3vm3W;~s$vZTmucFEA^wk&XjDP|B46)v|D8uhTggKyadBvQLomXu! zE+6*thFDJUqYy=JsB#esftO0i=9T^8A~AXB5KK~%N7c*eI@h93%p|L<*Yisu-L&T; zB@-t6=WY>=`H;v#ll?tidY;sC^0Y$sTa_AH5jJwi&C=6q( z%ArACj=ESklkoHos6e`znxgO<4c4NfVhchWLL-LHAqPBRka%M309xZfW?>12_T&0+ z*KL08Ux_A=b_`L02qb1Y{+k6#7sE+CrBannR19xha>~564$=gTVv==E{@ZK}J{R6@ zp{Vr+^{z)yLdN^Yo>gbE_a@!4T4j2=Oins^ z3sxO|EZ}kq3=V#S%>+sE6@kQA-L7Zgn-i~Wmr@kDQ28jA;1v%rXDTb+s|MzW+eeI5 zVe8Ulg~20U8T1dhS>BfGp^O)6mri%5k7VnsYsWw*% z>gv*=;8`cNI)A*p*woqi6odZGYOZE(k2p=tP?9ijcvhbUbE?tXT%)kxwFyj`x6;Nl zXui4U<1_BJ7;&)m#!<&h`q#302aXjPUcB&}9Y5xvlZ1YO^M&biJ#1mfosm>R4Yx54 z8?54TZ$8}>U)8$mo+-h&lkL=z+C*3M*YkI~4G4h_1Pg|hhJB`~2WhL3PrRHfH+UhZ zyEBb8{CE2^gumL$y@sPEup(HiAI&xwtu`h(sL0FPHC?nH7q<4l9&gDr?N=^VQ>d0O zK1myddO6UjA>Dd+2Xm*>GF`zO*67$3nW9(jRLQPu|LyxcRspEn=IUohM|<~Xd$d{J z`nTOmfGO;R=!Lsg(`)W|(uANZ=fWveOhP1nnj-Pa2`Sz`?3o^QFt2pZZUsM{sIaMw zi9FhcDgNYHc*|Lo+)j9WGHM)1iPXOwb;^IQ5efy5sVTzB7sel~S~`_kG1xyneA8?| z?saz>_2PV31u$zkbLuWW_DSslXcA}@C zD`%-%Jv9H|wYE`9!YgIem-JLsK>5DGem=3lX#7j!h37Ipxf>Hr!UQw7YzFZUeoaCy zQ#y)|?42&ntdF3cPEVOG`Hk1U6k>Ut8un=VTT~5V^4JpOv8(Z zK!Xc%!(gqU1yCPl;nuwAw5^X9rJL~)I;#{6`4rW6`wEReaeL>_phBvh$F8&?dss5F z}pBdkFf#%P%&veOqxJKL+50Po>Tt0 z)P}_wt6x;?yp}b}0Z+bXYzB5i)Fr1JTcgn!WCoAlsDpr#4wH@Ln)k11oEhvM$Bt7c z!w&MTYQ3}Qb98C2`XXFYU0(|9^IdFKsCv0OOlHs^`28JXBs|WHlkReOa}yf=>^O#E z%l_xX7@^pCI{tZe0}jXy?>GJD?(b6cW0V#M#SHu1hUKmYyepL9N5j9i=2eNhx-VQV zcyLqt!M55SqSETNNHy=%dMx}1W7E}oR>Q7qPSW)CPzsmL-JyPX*3?QoPWk>W_8RuF zGbJGP1Rw12iRF6!A?+;^{NBWbe>ZV%n;1N@%)#*Y&wLDLWt)V1=A&#@^MyM!8#6zp zhfNxt0?(XvJ-BcJoD#sS%KFX%G;DX6Wwja7ZPFuAznwfkC>4Z}Yx-&hI_veEh+6?U~to zKmDv{-S=Ae`Y_6h`mDALq<=dgbKqC|V$`EE(kbZv`smFUb|>^!&8u_0ai1inn?Eyn zT5e6TfmQaHA%$c?Fgv7PC|a+2ii!P#`^OG&HJ@y^P*B_;b}Mn`l^Q?VOdBh{Ii6lTkJ7Zm}M zV!sayZj?`eB^ zEBvQZ=LrT~Gjf}t$dYO!VXc@GGC_)B&4vlO{eUnxRvTNelX@?%^u?VVxKPbLFCv<< zAno#k2#GuI0Iq_Zl-Knuc$dS7y;7^bXG(Np+IXJ5@~fWaK>WBC{^WYoh%hBB3h7QaUZ`HkixRpA*kH1bM*gLzHO_nQbgEf7cw6ElLPC1te_GO9jnc+J zk6&l!fwxzMy(sFUaiROPd*3JQHwr2Bc*}r^fQjEt7Ie~cD;w?)#jKq!SQbu_qJ#u; zcH$g*C+bW12&jN@Dm*Tef(LyF-|M}SFiq zU{1#&`A+vbFeU+vB`3<{P0QbG5;J0ef08`U!O%!rT3*K1`rxK8#G5ZLB7MoQp}PyvhmqZ&bI{oGH&?k)6FI3rq(!FL*pk9y@Y3EU&TC&h#{lG zsCe_aDn*v%rWZSqK2n%Aw+JHVNFdgKvy$ z#NZOOZJ_d4^z*Spu){Hu4g5u;XEsy|44 zi(0_mUq6rx+8!v>sC89qHV^^?L6pqThGC0ooy4!dmoNVyHB6z+oe|#)SVg7w&W3;Z z0Jks|RS$mq#A8-F+h|MgDbbno!QLf+C$Y&KkI$n$oVVyw34@I6K@KS`IMI6KalgU%ro68rY6 zk%Zfi=C6k)#O{}VyJ^3nDVXi~R53y(QVnQ$-T69U;SpsV_YYPu^fW4cYhd8K@WjsX zdO$ERj$zuhmB%?|Y0pk>$F!yq7%X{yBExqZz zbmUpnKm=YdGRwh*0;e6*_Sxydy_4;r-_yyH8R3=sVocF%n0Sy5Y?t0a>OH%&w-woU z9N?+}EaZ2oM5I797#m`kt%Qo}6ytLsEJ3TT8XN`5rl-_%tXMzIgLXn z$*r!oZg6ly;s*dQp)Egvy^S8W^mbt;om~S%mN%-bW><7c0Y$`b?W{(ui4XcjgXgOD zjaKb$oKER`BshK>UGqS|a1lFJ6(4N9cJ6zvI@-?_0@spUXk-F+6)&NUmzcv~_pHHe zroGhD%gF@lB82s1)0t5fL5a=elbSsQcbztFtq3roWCC2yB-n_^u9*0^*K6p3&4G00 z>fhBI!wwKzxeNtdBW!-*&P+x6{558L5Oa;=o0#KWQYz_v!0TxY|57q?9eNH3KcARV z5L>wW@6iiF4$2=FJj2L(0?BPs22)}dp7A!Xrzw{$f7kBQ8WX56>rzPyLi1XTcv-4R zr0H;{@9qGSr<`quP`NgDGR_!IqtGCegTWRf_aORk=38sFcKgnJ)ckhZ7$ljhCAPzb zd(!Cx%n#q@jnh{RM~_ktc2lC%CWASI1&LNb1CRew78!% zvZK_qgU#Gtin+14Yi~xi#V%RtRsPZPGNtQ9(NXJ%bN(WI)(1Zfg#jZd_$|+BjTnVq zJJnR5>QYTjtJLi0>^@aV4s2)qJmK~)a4zimf@rl3Ub?A#+5z3X*VyDyYK1ndA4*y} zM!V&mXah~Bj2|P1ClIcfqD?R&j2|S>Yv=X zX|zFvFGPk)d}^ESEHf~*7>@VZetpQ?=@N%JFwF%)7vIk5ExM2qHTrVlTMJn=tAmEk z$SgTbztyF)-V?maQmEge7C}GL~GwZkh~DPr_=o@ zxbjyLjy?swfo7txZMJ)jZY}!TPlHYs`@|jovrj(RS=dFAKub^4KCy$7nG=751JV5n z32RwRd!A8mjAW|GtWN042Y!S&D^-3OxM%G==XoY_?s#TueEDw9I#QqOn&lxG+1Bbs zv-s}oUW3OY9Ep`@zeLPeidXPdz|5UFM?h{1!)n%#6s!T>O~cqWa?X7JK2r$Qw-mXZ zp9d09?yUyYSY`Jj26^}Gtxb98Q+=P(9e)#Ihu~^C_>j?Nb5NB7mR-aq{2f%RvKMABT znF4pqs5PGfw%W;O29Kutw0Mf3r?+KIBes^(!7hbmkM~4NjU}p#`|T}*%8GVgW$btk zGn^ln<*RJ<#U`;tbQTO6*zpN$bP;oo=LcXR%@g00emBDPqfr2k4kReYwSljY-vQYC zfU3(Z-aG>we0`HkYkAE6w0bTS4%+M`T$Bg}K#87x+%U%d90*0J6G|eIOu4AyXW?d6 zR#u)A=%j5@J1up7c{vNyFe9m5`NMvMd2{vSO_}e)ZodRavG9FEL!aM1W8vqgaNAp{ zdb_k|x&AsTR3oBPV={Ngpiaz%^Z4uxNkh<>;`CvPm!{)~^VFj84y?FxZcT_Rrp^OC zSc^J-4N#^V;&=P)CDkGpn$^-C|L}*bKQG}v?bU2nbf5FS_*OWULM0M@@!W4zyBAVR z&0`ATCx(u8NvJr|t(kj?XEsMfuHftMY$ba~CDB?#x;{14wGA4WZDI~r?87E2^%Rtp zRQC`CQgiKXeF8FFQr9Fw1%EY$UC&HJ>6P znoWQ9$xWqqf}w;m^77^lQI33LAEw^K>?WW0*9aITpse{~srw=t1y)%xiQQu@;l0B8 z8vqdsuxXbBN75a9ju<`N(a4{!vf5P# z-nGOCd->-tB!Zo7IdKZ+i0u{s&TC5MepQ8Len(+U=$+lkcPe%NsN7s4hx)|Vd8Ohux z|Bh++S1Y$Ry=d)?@&JIpJvyJN* zqFW!?fgG5w9uJ^&KCW(V3098EABHuJ)xVQnr{az0se?Z}bf-}cOp!4&<5M3VQYv#< zRe;ga0cpL(>z-s?ffqT6R#(OUN8$d_yxUyB@ZRCN^w?S_%Vx|dd0+&a1~gK&7MztI z8F0wU%S+oB2;aE*3rx1)Xq6N{8G0b-4&T4nLKb`nP8Uzj$C`iNg)0NHRHCXi2TRf|GsDq0lc42M9V*kzfKj{g~K@xmbQKkx|F}sN{=7^0MQY!QqSsY1=$(}Qx^-yb`32>wU zT&YBqdA~F6{OSI`s&z?H>$!}do}Nw=eZ1Nqp`N7x0rQifDriqcE?Pr+q918Ld@R>x z$$X2~$$<~+O``@@?*|-SrzH2>L>+$8oqVUnUCUuvJG#)#K1U|ezYH#~_U~W+@s6tt zzq7d3>=*jzHWx8L;nZ@gs(ebm<7FEbCI-)H#+DqArL3zX*8D{1@FOxx-}l$C2@AHT z9Iu5we{T6wj88*k%ESf;h1HcH<1$Mcweu>Ar|cd19w~V8;UMu+BDz&v6EAOVEt<>6 z8!Y_F+wyk(K(Fg#jV|qOlm$1v=mQC_rLE;qz)toJuiiH7ZQl%&FY53@S@Aj3;K@lk z;9F@u3jL9Vsi<5RL&;U<>XUCJ3cuCisk@s3=&RN%38Qv41Y?5#dwMuv`Q?4iVFWfO zU@?1aQv$?#ynnA?_FPE-I@8e`4P+y;z;mek&Uph8Ai(%CwpjZ0oL?Jy@1Vn z!eX^WUO`EAQPzofw85UyFcdvnfR*ub5UzX>^{)y(rLNAGA+Tu5N%nI93n#lND;HTq zgyZr|*)a!+HH=J5*oKCNsU6St^zJt{HL8{c0# z#m6qOH4{%`M5L1AsJr`-w46nCHmgQ9VPm5(^vtc%?|?VLj*Y=HhCViNn!#AsmG`}j z$%XqgQI%t++J)*;b@VQ^3nLw-?xNIdd{&9U(?J1WU1KOv!G!_^6;SSs{rC}xuAIIN z@QTcs!J8WdmoO%sVuM-|mF)P6g5>4zs}tZa0<5gMB8aXoFov5fN zg%3J&$;{Q=)eIn5PW4j1HSy&syBG`HLLVHc9gT)Lb57dh1d1AVA_75PUKWN{yo<9+ zwEBolTtr)B+s2qSNKQu1bi4(Jgi`fdT2;O-SDJXrm!$X8-p%oLZ3uOB4b+t6g7_kL?HD3#q|a zqJ}Vj8P`rKFA=)yZoE-c-V|+!UndsxpA!;p5l0z>s3@uX>_GjC1_kY}rk(8_Cmj;+ z!GsqvwvnFCH^&RZ-k(IM95_Q>*Cp4-GG^FsOk%kd8ubHs*`vmAnM4+2upWVRA;B+^$A;{ULAgN z!#fApa3i1iU^$QnS(MmrZd<+jU$F|mH=DmE{7$2xBvYE3Dx^aIhlj`6 zOV}akIxjp?#E=Ys+-^E(h{^x$;W;)Lr@Fj(x%IM@86RfGr#szE_3^>sez_TZXQGLi zXZ*F66PIOHW@f!P^Z8b%+xgO)BvD7hj_0??l)}kwSH|P{98Ww?0{f_qX0__E;UkX+(oU6m>?PF2Uh1Uzc<|c)+T5Aw=)vtz~5GsIE|+#buhWS9c@q z9(%rMRIMjDkT*nQ%b4|}7-%DCtkfVeE-6#gRNHMBXVV|deVgW)RUSyQkurbUs)l!` zD&8KN9a&_d7mhA$I|_LJtSD~6tX|X zPij6Z$AUf&Bxe|t&1DW|?Og)3Cj^MWZnc)~MuMUsIC-@Duk+EkI!|_IWp@qEq0;sa zmW3@S#eCM-3)Kt*Rb~?J@6}$%=p6Hqkh;j%*uNGMA0X28Cijyq&VOz}@1gWO8Q3TY z+Vzv^+DM&-?+IA7oa5!kvIX_Ywed7Anyw-1LwVb76t@HV14QlHZ18)oxwIQtv2uCo zfp^HMgAXq0q>-Hmk4=v6V9he|V0I#qk6pgAomV^a)(b#`@^*+Ftp=tFXxum{mi5Jg z-$0w*cikVA;$cszSr3_Z?rcHbb|FPw9=e_|Q0kc=3U5(Subw1GXZMp(|(pU!5 zw<|;BKTpj&UzwWGE)FsEl-h2JtxYwtLl6lOFfaFXhqp|MRg7{`x)|?mVn>p(R8hTZ zt7s;JW#<3fj?8GUH_?l_Eohp**i)+EqM}1@BKF>%j=VAZ3W&9Pjvb^-e;2x1wLM&f z?b&E@;0RP2&Zg<5Uq(o?GpGM?jT@4SX-PZJfTXts>9h98v$63jE{KX2aCfSo9($hbjiFM*0CsWHMexOX3!5(&5~ulhRcB za5qInLH3#4eDQ6r11s^OJBA1$s#J zNl+g$Iw2;A?HhS(ue&=&L)?z+(DyEiTh>5!a!5i!ey-uNl!?8?ebhJ!h^D*8z?EUr zq{_rr(MPsg5U8o1zMGcOg^KP06q!af+QMvHcW|t9q}sCz=HJT{ZD@_uUDIm>ly9X` zl79KK*|y;5F0q>XEI`_aZ_5SImSch(Qio0P0MAc5F7PK&0bK(NOXj!Ykt2Q z=A~zq;GR-TUv6*xEO8(~D|zLc;9nc|4D_7%(HAk|&c@@)nc_j@;7>6xIu$QLQqoh= z2%G|~_Slw^_A2VoxP6Cv(uUzuGY?W0EAGMI8bsEp;IH~T)+gFF$DX*2!ax%nrODHa z{@i`|gMvNahFj9!g3Hw!`icx?%4j+tI}VzyFXC?`uaRZyU}@zxqC4m?sSXHE`Ia6S zzWaL4&?@mmkt7KwR%KQuywhX@2u&+VwF;hf-8+eNtuZ3*VHzwO9}Qp4LMF5k*HNuo zy(7e@=#Dbz4os}YQ<)i~v$K6JuONvLrmC@|>_CghHm^-)3pvvWrWYrk&#G2DC~((H z#K$HpMK8>8&eakn&(THn6nOjB)acxbu`!iL-b0@Zc&|+_kUVB=*6W&`K=;MwQW;zq znY*CG-dk>qg%V3ny+|E&ygAsSVZCoPHw8gDZ%+jJpAn}c_h#lzObb3Y`F<#-K0sLl z)D5|C?LOXDT!1MmCHWmTO#M z=r^TgFbNB9(-BBGU3%pF&tRD#$ez{zQF0Gs?6R?bSWUFr zpcSf(3YMds(h)jr!I2I|wqt)$L!HSv+3J0d++= zF|CN-v#NYXdis{EIrcA{5deXS^?^vN1sBtg3QNQaoXBfPNcmB}oNNa@*Y>T*6nq_= zc=bx1@r{L1tPKV7AKwt;a%Jg{XzvCTCd9sA3&9IJQ)XJKI}sO3|nbtuwk z2y!p z>|0$pi51BQ4!3zIY#I~u3Kt@{wiy>XP99x9oU3c8mvO_;7CJ{H$qo0ZvZVDkXdvaq zana}lJ22nyhhY5thvx!IYFIvL41a;S9@}6=rnCe+sGu-jUh@OOxkB!u#N1G;97sC44k#b5aN!pg5qD0<)6o)Gnhy=~~R^ z+SlH9BmxqmUB68y7SRmyj%;FSBl*|`@`t?%ANR;2ZqGnj>`sG0i>k*$2f8zCOAT)M+oT6pCY{01gda4kRWt*P%w7@Qan{PAXaen$E+lDl=ShKD z{tKffFcv4s$~PspP`V|GMek0pJ2d1jvdTe3^g2_bn7>;}Q!vZ@Q8}AwqAymHL_VIP zH=_7+!=3$uG7JyyG|pXOJAK#SZi&E=Dll=KyQE;-_l%+g2eFc7r`ugTTf=y|3`;f+ zIzgn5NkEOOXxhs)|I6phjZzB#X|+t#-slfQ+hnmz3OB9P*iHsfs8qKu>5J}{5PDPf zVDy4YgG_J%(^!beWos7R-JBVhkbbNpUq)@4(U5mW^>#Ii7QaQ+;^u%&z zISalFM-TFpP1ISWn0K|MF?NxI@W*=JMXAVl19W#RPg|bWDUD{=K{#8+T>NXubYh1Y|IJCWB=K6G#YQ1KCGX6>F%dT&MM9ri$yp=O3hMRLG_ea?nQ^mcPPx^O_ zy5FHW!p?tVrel&(IR4>K>Xs1ax^5=P;uT#ysgfK>VUPM@qstg5l* zK9aqx#cHvc_8%x`y7O_|Xmm6jopNa7A9FCg^)ZPP2qmV6Kt{ijlVFqy(1d+@0Xf7T zO%^!D$Kf+*_1J3HrH%)=`cEktaSq|L8C`=`10EBi7WnUbV&DTR%&4_^$77q9J_qk> zK>T+jtTfda&TIB!jobHkO6Pl`ROyWj8wD3M_N~Tmh)h*Ik>G0zt6(^XNp%fW?pRX_ zWOC~Xc-(Qs7zC-!^>*~9WT)Gx;&HsH!Je7BB#YI?;B!NF2&v9IXXS>QJ3s{jsn9c) zGUqNjgNRTqXFj)c&oY}u{(b5LCd2h1Sx(jSN*m4?p93nkSWa63SRutiGCAsig3sOh zK0x3kmdJbbwkY&$C{?J8%s>}Y{o%f`1o=^~G}m7w!9B|a`LQyQL49F*5a!pa}Z zN*(~LU-``IGOiFq-iE0e-m3%CRHW*DwmD%%yzb9Xv_-$6s_0h2nlj=o9mHBTz$J)f z%N&k?A>Mx6j(5DLM(<N@6&k(;XxK_)D z7?vT_-6q2E=W4Qf?I`A1!Pn~S0T%=E62s#l1-ERZRoo&N6Sr9NCjMB^;tv}+{ zkwh0oRO-U#8J?3Ooq?6;PJCn+Z%bR*@ak9GIg@S=Ts8yT5@Do-*Wu=z_1pPl)^k4R z%s1`8%CXp-9KLg}q`lY(l5dfjnU%-iJhMkdxOU1H1Dy&|hDONto?`POOW$2+3-g|v zcKF9%`ZrW|gv5HV62LNY5b0a<`y6}Jc%eVIy${!1Xy{%iew75gH`&3Fn*ZTJ6pHbs zA~6IR01&-v)+K$VSAE3rswk&!Bbg7Ef!TK(GYYfBYLzst%^2sCP}~&L;23@WY4S9+ zJt6Lo+(x%H2_QVYjQXUr0#IZ`=F-Du|31mS{~{JP+~rOY3MIrJ|)?rs)3criEf3Ln7G z`3nd(9hb23?@9Neb_@7tDX@e89<$w-6>t-QjVJ0yaapjp+}eXM!% z_fqCI#?ZJjUg8GdnQ|0&yBO9H%a!Iy5~M0_ciN_(yx6%eE!&mb+?~iG;JhvBTbcM~ z!{C~2G&2B!XcoWJ-g++x&~fjN5Ce0X>`WKPP?P3NE~pO}o(kE=qj8(L0{aB}Zo-6K zDK_bzGc5f^{$DCJdnt!rJ=NfbTT7mWSR`az_*dB<8(?9elaLRf0c?vB>4ngvY?CQp z(b446dU-G#>13&NbwhpB$8DZmba5F}q0Og0~#nc#M=7 zV$X^i=4x<0^f&L_=^0;`VZ99gB!iy@>2NrP?Be%QV%X>ii$d?eI$Z$r;B!vSy93N4 z(JkZi3(Q{n(cW$~?h@nqs}X3X*H_=I)Nx#*q8q7+svYhcu^1Aa0Tw_Hc6I+899 zd`eqsHFbwXCqwmQ9TvAYm}nK9_B=|$wej0cN*=V#Ll%~_9&1plUSK&T?>UK6R zw8Z2S9u%_woc5p2p0_Tz0KSaCb!#4hpZMe(_u-xZZtQ>UlC)srUEz02SXSe?3D3_n z@5m2+WU$tJM;Q0K_#|nV7&+WV8bLj#Rg>A}q}luQ;IesER9;EB-1P^z4XH#3*_h4~ zdSX}gzneaZaJoofW+#XthIp4>k*=&wAyDHf4M|$ zM1}zx5A778nq^KLphHq>3b3U7N+R%{u3n!nwlEDxAPKJ95}aW zJAkl~k;~8Ks=Kdo@sy30hB~P(4fP*>w_+|1LEE&Yp~GFh#yo$DQTv_OdF|Q^;|v_2 zP9N!Ws6LHm@a$r)+MQlpH$ACw0`CqYd=~XQ)627{2CIZ%HmVw4{BJN;PL%9on^T$9 z05ko^@cST!^9e)S!A8TU7Lqk1PE4Y_36;$}bqjYtTi)E(9Q^qzsebLY7C-4*<+6-H z#;_)mD0R;Ig#wpbX`7#;3Zh&sH;_&B>5e^Js?AygN+8jfp<^8GB+U{>ewH&22^nwg zzl*O2Hdnb}i0N*S?Zj!D=0We$h$fkL?M>zuo@Ubqb8~Nv`RUe+aQ30cBM=t9 zr$oL7Y0J_uLKGz>89Y53lPTt^&JwAJAscbFB}MK(3%-2OJU)f=>j`YgWt4qM`gDWt z?)r}j9?}wahAPp++GFX*5);G2yXkm~nNUxRemMB_3|K+gjv}T-ixJe-r|n;ldo71f zEkbd9!h;%Udh?xb7g<`lZ2Pb3i-pnI>YGdk6;bkgGdI&r-Q#w4#fN(H5P3u;x8_Kl z6)3{o9KQfmk0Ig~)ZWgj$;z43V5+kdhhYUC3&NWsV(Vi&KGykNf1W8J|et0lXrrf= z*V~)cb_;3S$m`74KQj7ciA5zP^CxxXmBbsRoKV(Rz)#~6)p4~()OsWdm3fU(JlnqO zAHQpy9of+SnSAT#SuZ+BiMVTk2V3lXRDPMUR2^kEs*dyW<|u7V& zpK8LG_Ke$`3jgJr-=^~`q(H^viP@m7AL%sHNJ_F%-*N_&&6A$F;V&|KK8Q!VKyjz{ zRQMSi>%dsNJaKu8+x9E%hl3R}ZEeG^;}^Ji;;zPWt)j5*;BDUBdIoh18D#k;-CsV! zh*=&+xP?y6vojiu6es_7(6d}EBQC>GX&~xoBX#H;ke*m4@E^$NBV8M>E6TdhX>#}O z=Z}caLm~^LNwp}_W6PZef2q&(@Dt%daTf~^Er-;vy!+|X6pv)7Ez4C+sg@H)t;>utk`I|5-oLfAxf<@QQq$2E z#n+>%0>FNbg-avauj=mxG6deR(d$?Wh_lqSKe6HqqfkETt=4gH|G&86UvOJ~zeg=? zID-o-U{BXJM+!dTpqx;uWEQJ*iP7ZB!0eIAVo!2=U87Gp;t1 zmcz1yi+Ft4uO5p@arjY^K1#0ixR3=8wHQeDUXMa3_c(-lv8*7*v_0RWPS zxc>`CPFH!nvb#ro5%D2R_60Q#Gxdz7v@4KUU4}%Im5F>$r?3qOBvWIrWk?XflS294 z;35{R`-kr3@5DD4#?m)!klqsvPOyAqQ`7DkT7ZO16K*ntETU&P-@5x{^8m~Bv6t565(HjztOdoqLQtRdiBolCn`QYFOFxz5$N z6X@I>_kB9N_;K1DAGUK22F47)(HgTD9F!A`1EddEEmmU9!FIg`fVd%OAq>;UYyaJu zlJvX)Zf&mlr+eQL19`Im&lw%#zocUSF;sN{Zp|@A2dlszk=ywve{vHv08(B;!aexUMfEyht8J44ub*R~=3$BX0%f^CryU{ek941PmvXN5Ctbmkwb2P16t*$4|5>ZQ-yL)H?z^8)|5SUM(9ebh zWt#DNTWRxEqjmFpY??4M*Q_4bpSJqzwtuyZHdgP$^g1p7ES`ToK;lMZbJW3u)i6b+ zdN<-HA3y%7*8eQP-)s=4s}?)p`grUA|C_(RX>GddJC7<0Ca(X{l7EWzR~c(JfnICb nd__<6kB|Syg`daQ*2|kmL?%Z)nzJF-fWPN5%F@M>#_#_hKv7;q literal 34353 zcmd?QbzfV5vo#C>N`d0ViWVuwtw@V|acFUOcMVRE;#RykE$%J}5VW`!x8P22mz)01 zeVzNd&gVR@;Q1pvvUm30nVIjJHESl}%8JsM=x@*w5D+kBK1+N-KtO^#zjk=};(0rY zIK=e)gy`}`S`49Lglrc9feJxJLR1x~e~^iqfiFqgo1M6i60-~rki}II5y6!ZX?c&% z7-rnH45qwX#&ECB&3R9bjPcna@0_}|abGay^dXCv*NBZaWq3&?^TzWXEkC$+bi{s3 z*nvcDa7Oq-gs40~U4$uzU<}<7r4FEt_}_0cq|nQJj?E(_k>FOYk{8AQWB0$_zRv+^ zcp(4xxBm6t4%b zC;opp#S1<04e+O~r)4Ub9Lol|q32J?pt10U>KM!P|8(F#<^)YDg1#U+v@T}ueCMGo zubna0z8SgB7qe(8Z7AE zwD1#u;J3tj_-<`{8l3Oq^+RlZ(-+-Wk28nVWPL-O80{?Av6&D3zAf&hC=QqV-+T)3 zu@!EXTun$-nPX>eT_t4|S&y>V@taW;i@p5|8;Ue?1@zNfUxFt%am*T54aI& zD?N~>W96p`Nm=nga_kje2{on_>unIehQ$~Ar_MJp^H^)=Q`^HGDW(sE!;}ag^a#O! z?*2z0zYhV>0hXmc>NqYua#)5hg;jaQ?boc`T~`nr6cahyR_9w{vF}fJ6yZ^Z$_bGL zZDcHdIh4~7xb7~ATe*N=>^9Glo3Jh@^^ig7LUjl$5#dB9+N2xO?F3GPao55Zu2}Z7@M{h z!Zkf$>?6fm1O`}pG%LO}*A7wI$0=}PGf#>~%yx(;e$;_`Zt>abuelJozn%3$&1{ix zt2VKlB=*o!i`+X5*YW@KH(xb+FeW7F412X8Xx%a1ggdX?zW=KltiiCk9&x#n=e2j9 zP2yhEhvQ_~wsrkxX3&gzHLUV3v}@HlcX;7v>|JxlD^yxbJie8*##cX6Dwx$0WYHmz zg38MyYJ5d(`A5tfMGX;Hbd}bLcD9@{%Ug2PvYc(TuHyOh_(sx8znsHjs@4t7u`bO`e|)kPQ~lLV*Rp7DE2DU! zRU4?bb?NpUZ`IkmJDPWNH`;-D|I7C?2CIdvFxbag zZvdV`?``AMch}G^Xfh*}s}JU@4ldZ-l=05A_kce9KRp6>F*IetRuB_XU{BN<|L;fx zS}zc>gt>u@LZoZhcn7sZu0r^kQx|zjYTi#(h{&in3>kW{j8RH~i*q4_9AU=N?-~ z=X6wsC`Zip6$PY;yoK8e;T@8(k?lq-)6DwA&EUyH+~DS!p8;@Plg&<-65Gu_ba%fI zcGxTzJ5PzaxPraQ=JZ3nJ^kQLDC0~esnagKL|UY6yYp;(`=A$)SHiqdkL@t37g&FX z9eNPf5pb3Hxa4R)714CLAk$PQ}a+((8`%GI5u8VP-(6pyM2uBmQ#3V|%V!jIO31^9b-sBnxD$-8_42TA6isOX zZ>~bZs^*TBw=tl|`pj1fw*!@{bQ{U%qNhzv9l>o9(UMtdt8yh2Gd-d{~^9A+#lADq21@^6*Bw<41pKqNK0s6hw z?hlqxWa|-x3LR)zgko1w7dppV*>Vv(1r@(@%XD@5&GX<8Bt*D{#+6v+X*lua!|Q|L zK6FotjF-S)gD9G{aGay;dmZSboBEV25d4%6_$A&e&x!IYml*=#b+C28s<3xUhE_1z zp79Q9tlzcIys(vPy7+MXB2mS^=--(IESLcY4_LZEDS=|~hNqib>M3ZFUBCn#??8Vr z^`|x+P=G>$;&XCG<0NL8lUmOMW;O_uwNBxQ^k(`cGm}TfF8(W2pbc&Bdb-VBKSDCn z%#Du6+m%hRGwUR}T&%%Ku5F{WAJM1!hzRBG-khA{HC}2%%QZ+0b07I?t~H3&6*`a!o@zAsXpygK)y zf#%bYpCj3Zzg^70-hQ9d+pw>EGz)3%Oa#S-w>7Q^OE*>zbeZR>QPZ$cU#i}lEWYbt zN%Xd4hp9P!a9e8M@tr2oY_MT_6ij4P?~lQ>4kD}-=7B>W68w@HqA1-%EOQJc=$IF> z;}3%>T&z`l?ljItd`yEi*PoVMM3^&%=5+))^kLVxaQbx-qZ)b?O8dAW@SDq{A9 zEg=)3?MgK77IU&qw@uG}x9R8LF5$)l9N5N5s$0tEfmeUlH7c(3q!nK;juqsem-`L> z2s880asFXSZ1ME=7|Y&`hvLW?v`CsEG3&!8+16epN)DQ*M!8NyEWV~43^Dnk+G=F+~-|F3N>+P5MBS-DW!r8rAgXz=?w%NAf z;Hqj}sSZ9V*1PrWR@68glJLkk)3^$Jh^}3;#ceV#^n+HUb(x-yE>Es{0Pt?o7kT<2 z&O2u}*v3{^ZWMpaw#tJxe_&rb3pBi=48K!D^=i2b*;y$Ir|mH2Wai4}gVDkKT{q26 z<@;P(stgxcpR+I?Ht6!gdQf62gN6SX`fFuFyXebzuQ$M9U6$79|3tb%kY9)y`k7M|f6In#N zTlL1&P^qr?D^mLtST9*_txa{;&74NSTZBJRwzp9OC(mmur+Uy={)*VVI|xnhWHC#xq`wHzj0gxTiE{iCQCgu|?qg3Bof zMSLmdflEqV6^Sy4fn$Y{PnTMcn(%%(e)KBV`8HA-zgx+ee3?rdvES*8;Kxqf70-rXpuRJrrx zsh0)UL&JSN$ARS&j^{(S_?XTfu*><;w+rS%1-xW1Gg3bGf~1eiWEAC}>a1~Xt&F$; z2&hlOm6zInYPodwN15V1dsAnVPI##D7%Q`HQwHx4fBq%{>8Zg%igp|ukgfa|%Z{Uk zzwFjwS;-%@A8&mhO`z8r<}3L+moDuizm-aPkPqc@15%EMQnQ$yfT3lPF=@ z>unhythHt{4OnA?T3xUrXf&;IXY%UsJiU@IWyjCpK7hQKL^8nRxDmhl5jxH~j}EjN zru9LMu*zRJi<=&f(A+0Do;XbY{dHP%iapTk>K*2BZ?;^w*>w9DcRGTSjccq@+ttO2 zG6w|x&%@R4vuuxTWv5E}s}V~l4W7#@wv=-89c?9OhU2=3YE0w>3$JS#D24U9eUbC? z{OsXRc!WIr7^7l}Mc~adBLDFG*3Z)skTOW40KT#QwYjx=IxZZ+-|WBo!2Wp4WC{pQ zFv*~0vieI$*wU7j|DCWwom6r(VRmutJ5=hu0`}7tj5wIAq-0wNDCUwh^)g6uY zbSbGs2|=4&snKZ)rsY3EKkQ3g{*U99}W&u*wUyxX8B;=q77^wT+H zYfb%r*uX{%07pgg$`OCi23j0_aYDgTwYOQ(=DZLx*zqfat*>-35MNJ?BJRJ3J(!NK z5Z52~eX8k=-enbB-x3AL5yjq0wS9pO&W>t4YO0#9WbkRZjnnT-S@g3O>OP(ns%oTs~Zf)4t!n+Q|cEk%vK-BPmaES+QC@XatLcJeuSR7X*?T)8v)PPJP%&qfqQeW`E zS>Q6(OTs|m`cDik`ttHIYzp0=Gn2@x~O&&%3O=y;7&kHm zaZA;L)_;$TcCH%fU?>lI z4ABC9+|dZqL_v^OoI1*6Lu%L^6!oQ@hW~J&H(mmDt&I#w2nP#w8dTNXw~^9$PN2ZO zu5|EH%%?H7ePri(v}LV0xWA^p+U<4v8f5=wpmXq-H0ZklLzPMAuSyJ-oE|NpT3JyV z4--)BxFh(h$AbWup&ANAKBrrA#V}<0tM;R(uhp;`R4$BKo+J_=#bvk2!~4XpXPluG zfuyf(f>tj-yJ@hq3Uh7l=(ddl=l5t|c(lMhC@$>Aw#M)jB0q@6UJaZeEORlcL1SmI zp)r444f1#^e%|#=wO0FF2`zrG|Dknb3O0n6-hOI*wPS}BWE>mF;w)c*lUNmg!+y7tWL>&;8MS%_iRzNTK9W#+#|`PlL2F zk5HSa`U?lmXBwlvCPGgw6MjS*14t=Vg_0iKyoX^n+R=dZ-k(%NA(=HSt_^e?WEhLG zzdkMrM|v^|#(;eNW4WXGH?Cq0<^frK`f9$p+{EU7K*xdbL-B>M;0kSMLz zjV>CF-N)_Un)bb}lNf=%yFdiCg`Blf5|?4(?G!J!UNZ$!S!yn8JVmq@5Oewv%hfH@ zgdfZdR)So9!>kxf zfFp479EjfEa#!)kl&$_yGwj-~pt$BKXx~-;h6EXSh!6i3HHcjt#L(D3fdE&q8|}y> zA5E~W4lWl7NsIBPa5uwEF*kqb_gJGSRGQ}BN^{aEUGpK-`x#G2@n3K_DLdKEo3qWH z0G5?1_rlL?W{!JI(yg*du9cy8%lDht0#IjF0W1^6Ct|1aCTtHNoav*h6LhfYH2-S( zef8$y%H0>{Cv!P=m|0$_uzkDY^wr_X$rYaep#gE%(Ck-#SpG%hS&;*vx6+x?RgZG~ zQ8!AzK~}dnmgsomAtUFL$3AP+{if1T%f%bAfe|VAs2`s-`MUBg3exiG^N-Pcdt`8Q z*OQewem3;2E%o&KG}q*|SZ3s-{=Xx3fO^is>-U5}hXIPned=v0p|#KIYeNIvFw1#l zf)dFt`*kq^k*uzuAxv-FS`*T|+Sa)rTF#m3@@z?o#9(=!Sy3MGKKwvX5OiQ(zY73H_o>OykfRDXt ztg}%w)yn%Pxth4cIA$(WhI)oN<(YE*SKIJ^{;cwuX)~_W(*m%GI`uqs(P7;|8im-L zbqT(Hv|BP4;4o2y^5|){^E4C|44(2ao5REr*=Fq8)&@@yS5*;nIkKAhV4Kw|q+{f^ zu})gdPf}MO?_LefL4JNFw4Gv0Wl80zFZocG8l3%2@9o2JO{ZB|)ZN#a#OxcS$~yX& zW0QxTotPRC^xX==@(KHTgwI-rz&&@W>$*s_G8bquiRH%&g;Rn(M7&qPDbv>}WyS{B zu20T~`~6*&0DOPF+i{QYBrU%#hR&OnxAWR({#{DRA$ZS^5`nU;7()l_d>~+y@J_LE zlIVds?l%;vOuYavExcsaNz268C|d?C&N>&>xzOY}*KB}&3JE4pM>`^&XyhCD$Y2lF zjs{x%Gr}jB>%<0ob6UwuMhuw8HIGG1UM~flFjaa1Z@5l5+fwA#aPFfkCded4As26M zGB~QDLexSAPkjWc=<^O5sQ;owVx3*tZ*HK@OvyW^=%H_eKnpcXx_cnZ3_z`0@=b0U znaK3=MVC zqV7EJOYKY{o#@AnlB_Oq8z{A$A0qr)v&$|@lVx_)cW4V(!(Oxy+4z$q9>DexueR;@9(yZyd!{+Mox_5wQ?1Mk?0ZKE&N} z&+7oBk)YiwRp!vZA)i09bzel-CXKpgD(s2LxuC8X&(zHnLl z^G%oxADfE|as^s=?GOOd!BeCsLuH;l`rv1Mt`KYx{5bpu02plVN*e8V996W?|} zo=0%q7njff`uOyEV4(l;W_yc#VyoySKWmwR^fZhvk?SMAiL+YqS0UW>P`$U?pI<5r z_jkdc?C~+)r|hrR2>#jHRwJ!q62!mwJ|GkLp@LjqPH_JYiLI9FY<|L8*kPabzScr` z?I-nktCjffWE3|Ak9!TvkGS6A2LV~`C$?AV(na`lLnN<`= zxn;gr4a1`HAF7^)wu*EX7!h)0^%1N5vq?GP?Gr04yRyX9|7f0JmnqU;ZuPEK_wiRR zFZa2wzdk0^5M|--vU@45OP>^^uC~+mxzudo6E|(Vk`*ZBZWDIZrf4^IHY5e0VGfR> zeA1#HoEsxg1CIQXDydRnyWC^0C@;bBD=1qEeijVk-M(I#lZCHhUithHlAGX}rkfQQ zuSa6FSJjy2QV(IxG+@>vaeUBx+W#^Ql^cGUn@KvAB#x`xG!(;F*DW}o--__F`dJT6 zpo`%n$&L6YQ;j9A(5a`K%=fl+ug7Xv-4}7E4?m~oj(iU(SIcN?G|8Df{W=qD{d+sm z=)*jaHG|f(?750@trd9M_lYv7N7N0vdQ?0VDScmFTQVj)B=qQ9IbvLVj;b$qKL&rd z?!UyEXk!QQPb0rgOFQds)k~^D&_80D^}N2yb*MZHtu0j}OffOHW0hgR0yYaP!UP{w&?(9vZ?r~QfW6aI&icirK1tcB41FAmIg5??hsNsa6#b7|Bk z9Or)qXedPBeAAvTVyx;n;aYIXA>MY3>F7tUh?Oh-G-~!N^T@jfGrF=^W7XvkiUIzccN9zEqOwYnzIR#P6_UP}6>9Qyu$_fwZHvbxc9q}PZfn; zoQ;P~=qjB-H%Ja>9zRQylo7wtjwKneD5!QW?O6Yhi)(`d(1Vfnr)$6%W0NQJpXke= zbC@+MZ%5G5r`BDfX^|(46O+xv=kc}F>sbo5};X9DMw;vh`sEGV` zLFsQFGpCGz9R(s#G_~IAIg(^a+W2NWX(fEmi6pG98O1Bp9)r{6a5i2WOJ~B`u%MNO zXPz|CO-E_=F*RfYx=kupW=$R}}Qp|p-PEyq}ok7*0;kox!i zC(j)miTax2Gt(KYroS4%Y9k7sbm{+kE0~ZyXn2xxTqNf zPJMc43(WO#Hqk8m?penVna>>?ik2qwkuvQMT6igZH}*Z+GPd0pCQ1^2uS|XZay#`6 zuuG-%pusHaoUQRyGBL2im(9Qa0_v{@ssd@CnVs<&g<@0zVc!T8W63E7 zlh32CDEbLn} zT+qJ%c=Sr$+}n|BJxE%}gshR-%A%U^Q46-#sLrHY^;z*{N)I5VXU`WKLs#9VIHjc) zS?BX|hOQUWzbRCT94H@-vy6%4c{Tna)yS&Q!*5ILflEkLfaHJ80$l9{*5inwh@j;O zA<%{43Fw_Ri!dw>iN1%U<@-3SS{T}kJuV=XhKR@kS?(KuAKIXUG%g+ZlHn_?@JBSr z@+f4CsY)(xvvdl*u;)c%k~G}`o^!e59CDJ`0w7)C{hUcP)UF!3{+3t=W<-9WFLV|7 zfs}2bKTQ)Q^~Rxb>fPOzx8J+p47TF&SL&qb%shO}f>+Y8Y03Xr2Y|lHB4R=c|7=b~ z|LyfDdZ1W35xfkMhAC^wqww80cyf!-$B!S12LBG>v!GZbYd(FmKO|l^3HscKKhBDp zr;8HiPC!+1>`S`>zDYw;QG|Q&#A4vui*c<^q3|!BX8k_%lXkrHBieLFH_Q$byJoJM zZzVLu`HWV^(^SU8$AWBe;ZO=?6rDG!r&%F%+8BL<7|H_hZ1@bfn0~pj(E7Axz$)A* zO}#)7UDijuF`Eagn`?y*mC{s(z*y9+*)$_1wdcRSJX2??Q@fEk$Mco{Z!ZC#XBtYq z1OEvYJ`nn~ZUly2B#oY8;^?TvcNz>C&$RcW8q$P#XSMOLK1s+VM%@XDPj)Eqh8dfK z71eV7*Y65V)1KFiQi^czO>yQG0>5|D3p6XWX!kLad&KBh#j;g)F)2~YT*rhaOlY~i z#)~m(kV28tsuCSw@;9$MvPLz=*V<7GwplCy65Q&(m@p|q(OHV1p)g`o$!;nxPW3jq z*a&fJQ@}(XejFi5=*Er&$iA6fO0eGM;$)BYmhbb2Srt_3nz z47%c8w&0z?C5T#{2*>hdLd{bb<|cB`0^7U zIqqv7UK}Yd-QBSQv*mlC)frvhe~qpv`l28Mbs(2AePwi#+XYGw_%jy&wf<#G0|MtQ zErjsMKLV*HfXM#0cCpHjxkk^`cEOZvYKtMC;qu@-wFX`z2}a6RpXxB#U~Q z*rR53ellcMpou{ymCraq(^yYRb@9E&ss&zY$)Y2Qdh1aO-Zoz6l zNLs;lSBom2xoBkPNXnRse>jo;ZEZAE#qn-7eKBI%G_ZoUgVBc@ASn8=69e{uYmQY@R|P>?x>PB ze$(3@HfUvCc)5E%oQo-E@x zEjGzMzR%94JNjKWoy^piJc=BE@v_YmplvS7vtmqSsOFCqsj!SM>x-jfsXzxkJ-hFm z(e2IGris^i3BhY;Tp*m*xIj0!$-MGr!@<`^aYt*#OV|t1MQLgq6&WnJ;%9hU7N6@U zE^iUZ8fB!OY!q0*OQP|X_U`ep9?N?@wv}T9@=XQMQkTJxyX%CpDAkl1hOokqxxjHb z7ye!e(Rc~P*eRt2(5ElQzk)$b^bXxb*Cp|H_Vl~x&UX_?4%zNQ<0N6OgXVuPbW4=`*L(m-ZgRm`g<8wm-?UTM z43Ni>6sc~8-_E{YIlZIp7{(;rsR5)CY08b)KnKHcuU z7HSOYEO>Gegtq?8Iz#X5nWn>$0W8sQBMtuHC-$RVQL>D)|p>;-@}oQW61aYA8+aV z*Rg{@0o>gdk7%76+MZ1oG=|;@zMeC}YyQ#*nk=KV{T=A|-ku4bo+(ye(4afo<;gB< z9!coVD&uL9BsP`^6Mc}cORoK0^@g`Z;FK{PVWsbXc*Iwd=|M)KN@arG8 zveBGv6Dy@HAE-_f3@D`_H>&>NZvEi>Q=q<9w0vT6I`X z{31hDbyz_%3F7)^NCB6~41OwTO+p#kJv%W~-$V!8`H~@K7#&7nsL0Bq6V*@pZ zZO$H|n02*vKg_A^u-b)@5)xUrh(y&j7pgSvfBt^=`*xv9WHXDm#F%pTxvl1BCXC&M6@T4Z zbTz4ew&qh2;PkT#c(q>^6$_5^{R%1c5+U@e^E-qx>yLPqX#s$w_}H|d^LrAOoD@3D zm8_gN0a;R_gCqe#LpKld$pjx3p>W)`ZQx3#%W-mi%+2`1-ZMIc{vFm)(QIeCrDnPM z4UOh?`)RFVHtBxxVbns&=DP zYTLHhb6GEa+P1$e@3gxa@UJZz4Qeg1Q`57zSWKZ4CQ4qkojr9i+$^ObN`^eYbT%9u z{6Dg%L=BYY9qrjp!h5gz+-|Y zsG<}p6BMbE7wO^`>5A*Ka5z=H4s?{M)GG4&)3NE?(dy1{z_y6IpTz=#cPR5utl0dO zIY3W20E!q%RtkifpOjtpjd#5SPofNBSv4V&NDiMf&tE+I04h_4P%e=LA=CVV-I3sh z^H~W*FG!M{hy?9e0)Uf|z#FYTTWff{(mGg6xGIhqWAD(Rc(ymow_Hx=`ZP5ekb8K)z2PE25{p*=4~5(=4f=30bn9jr9xZ)JEu6(SGGucVztWN%tj5& zV09|?%O_@Hfpm~5%}&iyum4>;Z=fU9OTt+$kxDPhmqlhPtVFiYcENY7os7LV%SSt( zui=7FWn^OMuo}%`^s09{iuxg>vFPKl8jxf$)(4c-uNG^QCR@891hOMG>q_SM&}qKx zQ5mmFG%6z=ZO_RO3E(}=*D+jaEXM)1rnM<0327uhXu#$Ep~-w_An)cf=2VI6*B;X+Yw#8+3mkG+rajrV@?4vUVKl#mE+IDHYX zh2%hTF5HUooVcGCxS=bTo5KP^nGX8?o@7;-0TxENI0_b!FUJE++nmU|V2>bY?@D&c zG%cYRE!9`9PuV=RN7HC6*t9m-VHX?RV;-7Bs6+Z>TSW*c8yB;w8@ffR2-GsG-@Ia$ zVyYPDo};vWcuS3=n)u>F%;?mu0~uZ7#q18&A$Avtxf9(dy2=LGjbWE0!JGzr< zT5}(ZIy61RZ_B`j2M2>(E{wa|-1(`opJ#dm7i+jK8}}p2K3SkEhl1fxQlpa=f9u}+ zl-Dq>$sd`Z;PTQj!vWN=Az575@ctO;+*MmpQxjkHX~{{SzYHnYb_r-EO4f_?uepL5 zU`XGPz_7V%k6Z!|I%ca-+N0@&v=^op(6v4cK1YupTB>#*f(^CeAjm-d=2X0@n(lYH zULH;QwUAYX0comRvJg9Y6b2aSIdmowZF&ecT&k?WToG{^`gJ%ayzyv)3dUr0C#I~IKMFprk^nCGyoS92O;g$v?3ASH_!n_MgUn#rWA#Tn@UD|^ zwIS=Il!ldmWL5h@EkL&g=dAUqbQDki%CZn2*D4ezt%g#C;SR?Q$V-h47d16Ur+(Qx zXSGH#EI%PBYx+ST$r?J@lr*!Z(-=+^TsocHt?>$%J$WsFw^fhrmj@;K2b)5@^BC{g zNz_08MNt2^fT?b%%ASVAqaCtC1s~#GEVHvFK5x1w(*O2>e@h{1yDZJ6)d<8{9DXsJ zgI85#U=NN&hoG89<)ToeD;V3R4fPV>h6Mhy#tTi?D`cp#<_-C2jM-$e?wb}DJ*|V% z;KMCuPbF8u@iqz9aca&cN08@11YU27j$HGCv{nqY_8!lN;GR*g>X!G4A?Luk;|ok= zXqhE!p%vH3`%!WzYdB1H3DpK9UL(wPG)L`)@-k@}FTKg95!M>hdP^vg>SyO!el}YIXw4 z8iu)k`n(ZmZY}=H!yC{)3mA(c3V?Z#YW)K*8l9?~hZiBX{j`JiuB|;ZT8X;_&s>&( z^G$=8d-=Ol2kaDCqwfsbPBhepOvu_avu{?Im>hC80|0d285g*wy(iJhC{X}Chnih)Z`UJkmtb|vwB{THoh)dEJXL%TqbpgWkp z5GjGMzbukN>dfCw;O_8W-ZsHRh2#*5q*+UxoZk*8C6rAz)1pZk#N;rFnR>UsFcFyk zwUndAhCBJ!*O6e_ru6}tQ!+W#4+p`z=?W7krPn(COcis;U-N~zT2afP;TlwlJsNav z=&zqjb2LGf94|C|)uG-q@z`?ipUSj$t1Jqr_l_yL59b4}^+<8t48diH2hlh62;2Z$y>G)S|rz1T)G(M`aNEoT{iWt%_YP4y(+JJgF!?~6h$w6RH=e4f6!bqjA zj&34ai|bd`B4tbz8MRfJ_iXCAKfO6cdE?TZ*)b}dU}bs}_E}Zxp zY~21k9A6-|vAYA_)%MPVu1?C)2nE#-nTiq_W2PA`JLRz!3}>dPK<`0oT8L)~n^h7n z(8SodF63(C(7wg&FZ**+4#1B`US34l1RF*0TqL@ z?fCZZamBl z>yAh)sNL!|P?ov+$$CXhlzXEY;@@`{^V~qEe!PRBzL#E{ZOB>_*cDduuVd@&LR-Sa zYg(N?(r%(Fq?kSyYZ{_J`})ORoA@T-qIKxj#m~mm+Ai5^h(N1*lirl!7<>6%c6--iY$j(W46b zy@{O)#SUdbySg!&sUY@p=Yk(vSHHY|v#Qa-+L6LxE`{L!kqp)nFJrSsZ8fFaeQ-l` zS@uDb+;i>VplUvTX~T!FbV_`!B?QnTACS)iF*0D(6Mc?0zUaUAd>dH`YCM0lC-|3Z zioTAMuf#%K4882+x%HeS91fsAjAQ#*%Fl?ktFS=Tte|B2;iG}Evt7JOSX4~%=I58q zK5B8Lx@k$^8b!{0aF#l>R3s-q{BgORGUeeOf8y*+j&8EvA}d^}#VzGvTZ#>B{WebO zn7gx*Mwqe!qO0j#6IW%#@Ll~r;urTB%*dD-JI<#1C)8RRvJ_DisH-Vpj|s_d(Qc{v zYvdM&oacMhsQUwDl3{)x5htvL`V^V_o%a`h{`?tQAA}k*e;(}fw8an46MeYdS!o{G-8ZSX(~*1mlIC8{OVixlV~MN-4zm zH&)bxk${)pG}3T-rmuXA3L!rMld}7}#dM9XPe= zwgFm#m8U0htrHDdoBVb@|KNgl9W-5!^@Qc7rU@1-Ap!$AmyDK3J zK)UYTSSj9<&xKRHZLncs(SZ_);6S^m>mwhKqV?mawnt#hD$A1FWPR*=$DOgazkdA+ zrjsexuE!xFB2v%%ZhOCxpk#cq*7K#_`|1d|lN%~qlb%p8@=GS+c-b2+<2{hX6q@aK zyZg&(p?DVO+4k+$bO8OwIE4%W6k(;*;MTj#er&z+AKc@W4wSDT&Iq>ZHkvG8=P~Z0 zFU_1%tyhYg7cn!vDf-i-b_*G?+u02rs^hP2g?$L^^Y>Hm(0o7x#F0 zIOMsCRnbv@Yd$O{VXOJ#4wU)1$_vNptprk^l*CtT#x2;e17El-d*-gd!LU>$0sHROH+7upFhTK zezWC$%bDRFc^DoW`}=%%(rGn>h+=Rn*8{$MeKBLeVcLh|x-*8zyXe@(@iD7~cW}?M z@5EnGF=oev+CL2+%0Qxj(O|z6(YWlzw6pa*EB{{W zp6B^bbJE#BbPPgPvF%8HPt*$v>}1v_4F8eLP}WSgUalu^&az~38yGpKE#Dh%+kki_ zL0on4pI$l?eeGMJ$8#>o<*A(I#B~%NIhdJAA&ZmXjEJ=pV^oMm8CTJB^Mbd^_Qrr% z_!8_`lKE%h@q-cdvfq_&#&}VDfQhb8MgV-Hcv2ax&f;_40X7;vu!dc~glt7=YD{BoKMc59gF?thl(C znBSeb?RJmJ=Xy2Na;ikFs32wcir?d?o5UjHEyBh9*=WjcTWrtB%X$JP_3rzdGqWoL zzngpn0>o0AnTi7Jn+1pV)d@Mao}KZZ9JaGn#`{yH8rXF)B_=ce306zAlaJcr>H{J9e zn`?0&PngW1%p8?hMf;LA^k<_Tc-iup&NzU?iOwa>OIfRuJEfi3GH#+xkmUj~T34p{(D=cH`djHvnfNt?YrsNFXOKBS#e1)pT0%@5=ry)nD(SEkg7c9?{;eFKHbTO@? z!W$J=TyHZoAo%5{6y})QkA%+-Z8z_dS@jqzdXcr3l?G7e+FLVVs~&L38P-wToxQ2K zd4$m275sM>ws6$eaC(r)!(M6S0Jm1NbN+o>Z7S#^*KO+3mL?K><THnMG&qIS5Ct z|0}q>MUD?UUo5ZqJt2(>JW*5l?jWA;d1}QAI^242WqF^_>3)PcpYKmDT#=(@xaKP; z$cZntxUnBcAg%$*W!YhvYOxo)&b&qwrnXBhm}qDxd{2-wN3ARSQ*i;e+gG-?R|fLw zLP(o~^ts}9?oBy%I=W*OcFK~|4zn)<8BGND{!~PZYG8L)tu~TvPWW6qa=w%Q5geWV zn1o6X`msH%8N0Dz>T_{OY&AKcR_f$b7#WwSN^!N~(g<%N<+bblW5reFJxYVu$M6zH+@rtgB_W!kwQnwOP0aTP)^i_)N2yk zNvW=eRW@Lmdeho~(KZw{ey#?e8gJn3JDzD&Fe5{f6N27%o)bU+&3ayT+Z~)&?W?!c zVBk$X@5aaDY0}Cyh)ZmAsi(}m59bU6!?FER1Ln*MkjuW+ldl47e%$X9@pi#o;2le$ z?IY2d$07P$vIr@1%@ONLBla0K+57RwA=QZLh3cngF2UR9U%qc>r>d1na6K_ES4zMl zZdF`dRiPL0{12Si*)mg2K~_`mvc8fjzxrV}&~dm!IcW?}F_%Q=NOGNa!w2sea*UYLsi! zISz=)ajsTLMiQp-d)QYmU5xOk_rI5&f*WUuX@s3*R#NJ;ELD)n;IvBLt3e43-TlaMJ6AFe&S-0352O{ zXVBO)2K)6gPoDP6ptf9}a$&K5s%uBU+?(OI(nA_v#_O_gL9w#hP37~`g)%vZpWGF*wT+T*f?QpuOV=yu zH9oWSjzj04l4s_#^%mGX4$IVIa@ZJH2wB%FlM`(8_k8M$bDA#?TkkNTa~7ElzD3L! zsP%uk;uC`Uc;SKnr>M6Ki=%70MzI72mteu&J-EATa2cH7?(XjH5G1&}yF(xl+}+(7 zsf;phw+O`l^1-=ELnp{)DW*kN}HQpx9%J{pL4^YOTz`O7jLtC&Cx z9b&_tG=7~6G9CGy!x}I|?t0j09pQ4yX|S_5#^rp(Y^hqqm?YfUqV+^J^aGM=#od<8 z>^D@E=>6&9KvU4?pDGlWF3QEN5#O5R9Wco72cthcNWtNh_~qu=SqsI^b$tik1@r)_ zTWYr9O&m|dwxW*Py_}td#L0v8t9sJeVLAO<783ydIbR~?q~42?xCr6e&TkT{CUrOl zFM`mUqdu6Y$Nrv`4Ir-3H7(&6;cByz|MuzJd$Gu+LY47FUX z%F=Q+@$2O4y++%GT7|0cqix#w8@9r7LT)U|2N2Cw_a{#%nmcaCDJ^wxoKCZmzO4e+ z6r9(pVux;^RVHT|NY2z2x#>&#hl<3RAPlgbs$-E+{EbPHl+i}8(w3@TS4hFgRCC2e za`JqdtlScb8w+;L<>YU|L-*UmYU^b;NDlH6ymHfCzYzjAgWuWQ=t*O{ZpX8q9@m_v zmFrsl-tMslK3<((L6<#S5NTM=r!_qrZba8DSAHKLBG0=c5@=7X;Z29hUK?lmRsV$aYy&HtEv zhZJbXHG>D|UUn-PHklIq96IEk1u;ZQk{0m;R3pUOy}N|L}nPrBOF=OnN59NMyX+{ zI{&%W4VHC^4za5+IIiknO7i>yYI@!jKKnS^T+FuJDyy^FO3rv6{TYdB4gK}&m*El8 zfNAgJg^rz+)oZ|_96#{YDik>h@?oTKLvjcn(?q}Vq5Juv11c6q3X6?#YHf3V5gE<= z)%~v*tG#Ik|DodRWyaymaRGu)uk0wW$rEWf_W3JjVxkG}{%6qMZd?JVcq2VsXaQ27 zi0O1r|IYJcy~PL6o&4#fgs3|W1_*BnmkVR6ov;jM;XZo#Db*Rye@t+FCv2c9iMl_k z?F`2Ha4_&#Am`>3J&enPAnm}Aa1nA>j#5uD#I8RE#x9G|C!5WL907t;vEwiE%uSSZpdAWz;d|(3yS2nUnPsz=z?_Be+lUANXe zfsaiPWS%S}aKHDi{`wYYLQ|twL1|0q8)VYP>Eye8Wa^4;x%vLqYI)_dbKHvqbU|#6 zAQZ_K+WXP@3*Y?~c+f;^JL`CcBDfQTB8XL5qtSw_UZoWT#{7x*H-6g4j+$iyLDV*RYzFp~P!R@tubfLYsE!{30 zb^#xJ2O2L^0w5&N>)Tn=*Z!LwuED<+N4%*kidde5J~UMRD61Xp~$x#wSB%+M|Q+B4vNDlXcVXi=J)%sASaF3 zF4g`Vw4GfkH8MUnlz9B!PKviK2N-h}+_(C8e=~*n?K88YP`kB10dDIMVV{w!&b(_5Ik|30$UL^)`0Fx`B^&0{+Lh1+j9<%NnLzDP&f zFb%}o{w?bq^bG>stGMPS4K4_}Qek=!1pZJ!uhpL+ooYR`_hsYWzCLT1j;yH56jH_l zKIG;3A?KC^sOt>Bpxbh@eAhM1W?8S|b`V*#!eZ;4Ah)!ZoXTV`CPMSIa5;FMtFQW< z!ZHvn`oR0Zw9)cP@N_#Z=GqG~3^3{p={0_3furVv*YhNa%A!k6aFU5S`x^`}a63ykYcB50DM( zk!lFa_DJ4Wnp6c$L9@^9$0uH^1a7d-VRv!c`&*eISR`uZB&|E;eci&Cf+#SZuXQC9 znVgtILud;x_|4)a(!O>c2s=ks>tjI?nUi)YYS|%VO)SE7D-gZ z0*s8*S1$w8$rf|hC#QBhT`ila2w1Wf{%Q9BjGE5(W`F5?$8~m%LaVf^ol}{)HxKz~ z^S?8yX7&$d0%`g*`FnN_Y8do2oll*bajyZK*{7oM%YIw_n$%Hr0%-?fM9Cm|Oela} z9k1S!GJ2!K*8F8;g;EcY-}|bX6GT))R~4N^70op3H)Y;tKBnS*vz!K5r5wBtx@d!T zq0{hp`a?hH{rL4P>mz_o0FWWSy0g_3N78Pl*R~0e!Ou?#QPXJh0zDAmI1bqBvK?7Q zx85Jbmkba!^odqW7KS1XiPTUcbwAzEMZcfm@wtC=b=M*Sv9)(+iGnid}M9YL?%m~wfVF3;ywzv*qcX><#&r5FE(~^E6Og-;FEAWCY?|ptv)KKsESLXo>NzzgzS_MyJl;E%aV%U zX0@Z~E9({Q=GSEjx|)m}IxD6s?>l$VgAn`0YCYb%zvb!L0u=yKZ?y#u?Raw=lh%Z<-}T(qU09#Y&d8?&4hM|U zdDQ6Xs`MM9eQu{Xw;sT4@r!33bX)uRInXYj${O)+J(YA)V8%YuCl}MAoTou8jH3mI6XL?YfV=+e%5NvL?cmROu->7TTkN-|$~QJLh@B_#&JMY^ zhkSBbEYM)Ne?XjocdPA(#Q2c0ncPNE)tk}56GRE!wuZhpE!zjU%lj80155NGTf=J< z?pE=9GL}-|C&e7&{311H{+w?f<*g#KmU>(C5U}fu$lYIC)^`Z(v9UjzOqN++A3)X) zB$P0$00=$EV+pxaIS1KkM0{@sbPV*XXDXs+hzTxDwew%Hq_82n7ZHptee|906RXru z>NeZ>^W~a>4I)J#J-3@TqGA&vh9~8`@&KIP_=aS7s-X!`M|@hI(!)Z}UF2R06*( zwGR#_A2`-*E;brQw^vKy~ z+h^TcQSliZv=D0Qok}jPvDdIfzN#?lT4B(F8~S%R&u6ubCCJ?~TKZ(ux)uj96-7$z%q7+LDVT>^4h{>n1YVI#UvW#?&i^=Aab zf9`xwwHt1_eQ$GEQd+a`a6b=7)hJ)4NIZNj%sOS@YnfOT!atYbMmXf!|blXdGs5oqd4#K!@<)hL7Rp0v@0 z!V>021PSCsMZ1_7@t+!t((zua@}#*;%o^D{RaKBDnB6)Gif52i4pumnp+Ffka=%C%G_ z^f8+Ur@6WdD1Mv!Ab;vKo7RD3T2G9bIIz!_-1>E|6_9Y94g)U&v#b2$cea)oAtl7l zGwZQ(tqA7~m?uRc@Kwz<#)s(yLNbx$Ean-jYb!nTmdSvT1!O>J)sM~(59d6jW%?G7 zwx~nl>v>XEaZ^1gxuk1U{N!3Uv$ zC>S2rQc=qzaktL@mL;`5&F&UB?vJaa^u&ObPz==lAI=j8CV)%DT_4djGf&|w;1>V> z=Hk@f!WP&|7VWr{Rl(KXYY5P1hN-^+6kuM@{W*^cKZ|7rrX?{7_v~P_E0!mgxz(+d)Vl z@1jc7Th@LmiE<`0p6+uo1LU`rbu%${?WcBk9-p6}?YI_8=>5}B_no;}4(RO8aP)q( z>9@0UTCCxaU3B6peq4^#Hq3vWUWV%mUWdKx(W%_5KO5bK?k$=|<+VaQ12w~6nKhn< zywY9XLDo2$GQRDejuJLoFT)R;&aDOkiGD`5W1CH-YY)x^-nX88O=_HapU+ArU2*}W zTGz<7Obo6}yL3cBw_@viV6ypUgk;Q7f^<=)M5vHJb9fw z5of|}r^)(12TVd8mmQg8%ifUB^A-3SU3l1J>$KrvbdT(2GjWJDDVaKeR^IXXRRHzM zR#CcdkKaq~Qc)e0!tOT!vvGt|Ne=_W9I2@6G(-9Q;B@1UD!Rq+_`n}7&{zR?B{4im z;x{N8-d&1aP%(cqgm{Z%3fZ}aqL&2Vb{9uVlqF*N?^2A$-9rVUtm_gR#AZ6Sv_rB=h)yS7W#l z_{sfsEJ1wjDjBCx;6<$d&G+M6BQbv81OnI`Gb8(W(B0)lsKIGwOr@;t&HuvY@O;nY ztaykrkFx1^8ii5}Vg`lPm8NSl{t{#|4wVYNQLh?o!nXBd7u zr;x$?UP{ieEg%Eer5}eI1-fh#U1&Ay*~_P3+GoyoDj_!PhYerp#;R_;8Rf4asJHXO zWobH@aClq%i}<({&|FgC*8>T?uhsiQq}GP?%r&A0v^h6zbn*I}{&qT9XtpjX0O}mP zm^O3dthi4Ht2~!?=ovi6KV~c~T}c^~1eL4r<(fydOg{SQZvt2;Z-MyE=QE@~amuR& zuN+mjW4$htnq4m!)aW^2_&gI-t9D$L&Hhbj`CY@c#eR~KnP};WexeD%G@TUjYBrf2 zu|J^^UZVKyxPLV&ijr>}_VBCY?vPHy=(|k)@p%m13sq%72qy&@w6W_2{h#;#vcKI% z;&NZ@Lzu8OTlo@}->A1J&d}U3Hafwxm14qWg%-Z+lU0lBM0^}Jh`t@9VqURcBmK;Q zHp6P?#`tVrM_Pm$dVDZ?FF66_-u4A!T^2ACtkrJp$Sjv;0aXkIYz~-Uk)4~tJf zTb#D_2o|Mx!mb4gni!dW$j!~pQIr9q1g|p7BxMKo(I-}ZjzXld6+u^jrLXhW#R>|+ zGDaScnvj_YL)aw%e4@?3I(78Z(DjKyG%~LvvlT;Tpw(^k>B4Jko3yv$ z^Uv|(^wlz#=r`jy!8fCC-S1|T%Dod2&N7e|y_23z@sy66BR4Lvp( z2ZuTVD}6AuU-wQvRa63hcBo(L*vDhg4!BvwDeL;U5b)@)Nuz(kjgrY6rtrOJHxBj| zpEznh=e^o}+8B7|@=tBRRV%{SzA0N1>FM(4S#@n;NhrqsaT|ymBj71i z!M@IlA2tWhkXB#@7_d@E2@xZGJ84cAVFFGE)76Hnzk+YOqloSAHIH;=-|XHT+U#Cq zfgq(`tAkhY;Hg5OHRk~Oq?`x=-4?s0_yl`i0_fp*9$lrw{9^=}EsL;8 zo_LF4bYehq$V8XnPXLtaiB1KUz^Ow<>s#tV|AduRttHydW@`i7)q&<&ty*bhWyuKf zdvpU@UcAyl?}RWpRrpG?4PC7?9gQBfg|tcHSGD0-f~dYA*fhXZ`JljXv5q@_AQD59 z#FiRMbz|)xcN>JftXZi{qovs=u5?f0Y>f?+olUPew_Bh zfndV4smmsda6?$k%SN)Gxs+zUkJQMQG`=<2jYdBqxPIZGuf&wnxBRh^8NmI)10H{% zegqzxsl1kMac!#0e;KpGD&r*hpN}k(cHfNC?Yn!kW4%+>#Ze)8k_~=XBu4|W(oT@}hr8JcxYXWgD6bY}dh_ds!`{nh!!_bzf?UH;; z|1o_p11A!81v$}hp}@PCS(1d`%f~}Ej7(x7-)+=ndt7yOZtgMeRLr+R<8O(z@#;_{ zCPGmOrX+|5GutWA(eVLc>Ty1!OZ31R>`ox`hWO_kVq`s(nQ8`dTxlHCd^~X9e2m#& zr)g(JMWT5Z4b$Onrt-qk-(@G&Cnp!j84*WmObrdJWTZXeqtQ(7rg=A+LPXFm{Wis0FIKcW^%&R>xIH}t&Ktig zGp1bi#p%MYHrwB;5s9`_#pu7Cu*@ib!5G7qPH&zo5<9~n>Vd~o6u?c+-@J-hk=cCg zxjk?Hal(7iE*S#7?GxQKQL9MKrTXJ7jOioJb8TAzj)?+fA`6ymj|h93Yc>0-%}5;7JjU%Z{SC;K#AOv5 z&F`V4Hj=yb`V0K!3$y(nHMr{4@LsXk-^TLT@yXm*T>^7VcE;>PkrX7<*be?wyUtBTHQvF5hs=8+viz4c6ByGQNTz2SPV_W z!*XhwGzpbT{h+u!vBBM9ZoK0_rybl<-6TI6|kj^^>HRBXy+a0GW*-c_?BkvwFpy;zgwWdVfENEwgf*nL{} z9fcZsaa$uV720B13adLqPFLNB6TZ1TeXLJ6ELRwtLWTD66kE?PoBoLcuCcarotE8_ zkN1Z5LQG`Rl?GOrkl40StFnGswQr$i20Kv^v&ssTpchLLyRXarO^!so<1Mxy)rq9H zWPQ%F5meMD6+FXC)5=wMcJB|DN{kwrJa*eI+15Vyetraxf>#juBWkY5X?izkd{d1yiVo|^K8*i}=9y3k_qOgILWitGCy*`mgPEarV zAJ1|5Nna=z?&BCcg+jj1&T`AU8rZA0()+!4V~wY^gjhLnZtYv>JYOv!cFIqSrqm@HjINR~mv!$$0R3uMgCZBRH$# z<$s#}&e6qoi~EDufj;rd5#Mo}20XKb_&JJ*w0*aQ)*3_F?l`h1lh?tvi;%w#M% zPW#d;^Iq?o;88LWulNUEl#CQnI$!e$LtP5KW!JSxdrk|S%I!N}hT3fusZUuD)nFr; z1zpuoqWEsT(TbtY*Vwf`a}>Xvx*#r|h-f#wn8!_?^$Q|Qk=i1hPZVJ=%A!+pPH%b6~zx6t< z@BQ9CGZ;Ed=WJS8Mf0z1#z{8cxA1>?1!m#~wdhiBEe8nmW#C%z_Nd#1FL40hX2Mc_ zMIkdSRHvDxs_6VI+;z|AN-5ZLw^5L61?S%Ho1|Oj=PX^R*d!KZCU$^N zt$_?G8{kq`7p8`6Z>tghO1vD*y5Ho{Kwjf_i61=VKM@HAUQ6L+=2Zk>yC!CjQRkdF zI;#X)C_A$+|Foe1P$+EkK3)&!L3vy%Cu^m08xt?HWXxS>iM zB~aHg=tyT?skr3O_UV?A^xeoZm1)cJ%JQfb+|}y=m{_PtGJl&b>K{r3r!C#!YQZux zU-`&M(^7N;aKX~<`$LM zGcE5bQ9x#7G;H%fxtTI!uUHjVu)kNOM+qk%I6|iRWWELcOfG#;yczq1?3>5U(PrM~ zAjLX91PHY?@_6swIPsYb!@(eG<~{B8m3JKHG0$?4>DFRYyVAk}IaQd>lws$k#8z-U zG__cJ+8mI^lXO-^?`7z-k@Z(Z6;_=E{3O}GEpT(V6z1sKuvE?#YFG&Q_Y6(D zEsjZh_~$-MTwMSjg(pt&E+8@enDQ0zvY=)jc=L5%8o&&o)R$0|woZOZ*c)WVkDy-V zv?FzJE%rjK+hO-r?0kh&Cy+$jFssP0Mv-ZGW-WZNq^rn1cP3DfINl3Yv9OaWcD>OI zUp(QUO_?~-sW;Ki!WqWhClB!{!*n6NbkB%-F!Z6_kG$boube9TJ>g!M2eM{xp0uVi zl9H2RmUeesZ7BeawB$ejaD%=Rp@Ye8!rRjIX5aH-6t1P4SKV2XUe|o!wCnyP=y8PB zg#J5OYS7_N2sUjDVoeu@U&%9!jqEeBA( zhoPlCo@2frt_h>t?{NJ-gsI!E=4oyMCD9$kau5i?4lZ6A7Z}tW^sf6jXgfR&PTS4X zM*Dc#1*J@J)a~^{iMF#aK0`mg^}Kj(59`7GW7Re@g`~HUGu2CZ0CQH!&%Wr)G?${)TWra z?o{qOoie_n0aGPiTzFJT$4m+aGu;2Y>re^cfoLMWH;B1-BuXW+QO4?fnlC6+-udXF z5(hk3!ad#Y89_&Et43_9#xAPEF>Pv9A`lE6UvkJJNC_Qx%23Hja)*|kOh3YoAdhj| zWS3FogGh^;HfE%%)<*2UvhzOyNiGdY%MOf^W3MNibRh~Kofneo+_*Q=wP}JD>j=0W zo+m2>u}PljlXda>dDFUn#o0PU?OsYy}!#`g@kr$G*vmqYElUdut z!V{U5>(!icBG+z~sO{7gDbp71C=f^Wh_Vx++kO7}tAhj!ZVUUe3t|GBK?Pya+Ru*f z+!c;#wY_y8^UM1=b21X5Uh__OiU_D}q z6Iqhb9?)7enW0OSkM6@hio8B>N(s6WsW9=wcf^Olg^;8XAski;Li~2e9*nRHNXeB8 zKPdMNBi$^^W+sSyp}%8|Gwal)xmNNM^zAkV6>%+oZ(1hrKW(>{a!2@NYUvCvS-^2w z*Rr|kS#Cx9INpnKIc6+=JuheLh=tCW?)Nx2v?u%kL{7gVUi@B6@DGYt8Yfm!Pcxz0ew%`L-O|P_>N-QSgsI)5{ zziR!+37KHb!iTEU`gLa{mts0xJFjwvt7edDSHRCB4{_1+;Y-1i!+7?W9@}rw^aq^X zp}Zydg7aG%84=R)w8c*2nx%~PN1|}P9t@67X6&$(Yt8fENJ;WaQ6;3$IuI-L zv!RU#T36gV>e$pYaXdGK@coC$*WVU)VSKymsCd(%njZLK^ejwtzZOW1Z(xo1!O9bPBKNhRkDo}p4(j7P znhkTgcq%)!RYj(#ROEcw^|&xU zLNk;tv+hYU@AY$G2zBGP&M^4G@{Jn@1`!Ga?y9&_6*EfQ6s271a*6uvyk{seZzEvO z3cPi^kkZt7f{Pu@_(NT|=h#QlN`ABgIwU&$Pu8ID-eh;?=%r&j-v&o*)7igpIGrn( zB#~DN)~a*GGKB2(t^7?+RMqcOY@@siAY8ADr?{@D>y(CRb(6GN^_Bb<{Mc}p3A3%( zI3ZhK$epqmr3Dnu4D_lSSgj=TX!D&gRRXqH2Vfmau znf{~bqnyjvoFC^I2R|;@;QnppHo~8zGpEqzpTRTn5urW@0ATJ0vrdc~zmpu#<2_i5 zzKntDjv_#4xaA)03(^l&fwvD)#GB8;nj^WoWZm-keYmwq;6EFKJ90Q=r`s~ZkiKm8 z0ohMEO&fu}CGMD|13Mfk7zHhY>e-7;(oE7$hUS(p79!k>5ucwFiG6*UDi3`j>*8ov z8~=WyMaKbp(!(E{9ub^L8d*c6>I@zEwLEnXe{W%~c{NKu3 zBEc79b4Od#-sZPR-&$&HDM0GaDj1>BX zCG5%+s@aBo5y}?ueHwBh?=xEEG9c3gl^O1vL@(X`eGRa$uC?(p??6t#{7 zd*d#s6$^Bd8bRizw6T)!5}#%brxhPBhGg65o73o) zfHZ~7+e?vr&)txn+@Oe^hM5kZQ)7+&sG`B zF@RM9Hp89A*PkJSdjCZJXSdG(+3hQFzH|+;hS+RHi%K0F6=&>Gvj*zs3!l*{P{P>& zuYbUc1gAx#-QQF+)Hw3a=>EEQCCNW!MEHRay3XX2m?sNr%wo1d#y{)*wejG7Xe>%A z(qQ6Jo(rtgm-hF_MNk=^W6N)(#?eSa*Ik)PG=h=4_ru z+S%r`5%wBFB>Hsc=6qH=?u-!RFWgIP-%4fxb}0t)|M?Xq+))IlG}E~!jmvCN+Q?eA z2;t9wbE&Q;>UN+9e%~Y{%nj~RF`wAb?#~5epNYihL(%SK#^_%ljp=vHjtXdk?~-LDt-&jikGim_wR*q?zY0qEVQR@w;TG;Fj>T zykPfzns82F=u*!_P?tX*Vjt3oQVfOigbjD&~w1wD?1d*eFya(9}1JV8{)!p{t_hIhdW}C z#Nkq&-I$Yhy#F;)sL@|BpMu$k1oH)Q0bNhn;^MX^_`bi!pzFyh+@?k$UpEQWE2$BR zno%d}+NH#JFWD(UrvWW|fsgmQiX3Yd#c*ZZ{Yt~p^NR}{$^~=qBlTs+!S%oB6odv| z^)1lwf9AkKy(;JODwfTBrNx|Z)C!?P%P@qIghg9!K^m)?UOe-beCWH8@ecVkhAI*9 zCI0Ah;(B~VT$rw#_SEux`EG!-o!W7gw<|Mv4$_^ub_{Fg{OIn8QC_!QG0<0D)<4*7llFGK1UV$y2vd3 zp;2?|{hvAfg|~=d8Y3HWoxSE6nj+cM=-ar9N#k*a-9Hpy!d&TY@YWkJ>jHd(!;bbM z>%@I#i!X-aqtc*d)rAlA4_(ieydCIbmdOPkL?U)mk;f7ISbCIjK=RK-uK!G=H;CN5@jsxo zA>E3>8<%d;*r@<80cxAsD`$V(o1mhhZ|K#K)E^?jjD(?0#*lIe1Pa-HQ7`7pfS5a0 zt3*h2?e?J~NvjU!GDF%cFhyPOV&9QH{+X9@C)6GoIwkJs-^d0TASYg^SMi)583W!(qLFKI+!{VXH> z=f@SxAcdtPOUH_c>i3vL6I*=H-5Sv67(m{ALnG>rQp0F!X$5wgNsND?9l7y;0naSl zKkv!&-1}{CQPx+SCGKj&cksbh+z7rww zXRJDY$=}?zlE)vyanswS@Hv6@VgzJ3tYYq=HdeO0&T#g+5srX*)l!?Gz?*VjZzUQOuBKW89_iQ=AvgtUC=DCsWUthMS`*Bhk;?BdEw!&);r3$7 z&z6Z5V^zq8Ma69^l$sTC4fwGZ;O*!MvQXfGktz)KKcrIlA5tBmLiS`9Q+BV6r980m zN}uRd(E^m^9o3XAe@B4rRQF~|?%EkSda-E8<{YVi-X^W5xAI!e54c&1X+o7+W77MC z7DG_@|1uWVyRFpfkuqf}#9(jaZylu=BI{|7v=|A6Na zLe!miWM=PQIGZGe^5xa9x~c4%upGN2k86mg(x&gFJuoPnq0w4;cECI!=c(0OhLmjm zk*!ZLX1S%sf&X0vh#LdV7fX>$P*4v5dPl=Y1m_Ag0WNT1x#rm-5b;R)q6qp-Tu`Bs zMs3Vg%Sb1-A^lfJeVa5~TfJUL5ZW@0%Z!k>97r?}ZijFdyZ1hmQM)k-TO5BijnmPr z*Oqpwxc;&RuG+}-$CDKa?ysd%P3^Lrcv-5cuT)FJi$M^WP(=q0Z_gV>NabdvNrQI= z_IqMpN zsH{EzSrZ1broBP1F)|M(>Gi}(`{Y!ewsu(3AP$LySs+>{bQMzEbD%JYcEiqmrzP|8 z@H6=mvVwbn0%Y_pczKRHM3+!f;U02j8mvgtSz9J<42;ZiRD6l?XEjy|zC-Dx4bw_nt8=G9K;ukUt~a+S89^PzTm{JGYlo1iOZ%}oK~dEK=~)t7k-v6&*sNC>wg($7&;^cjM8R&f%fE&B6v}E9Xm8}cTT%y*IM(! zd%pkffxoZ;5cO&VOO1TVWm~4q+Cy(7V7FanrGmWc4&q#OTh+>I(P6ulZ`x}O0Mds| zc%?Qnh7ONA6I~ny4oWS_6Hf*d& z9BX+3%Et(~BEDsd!83MAhmrYXDv5=7!9dZTMG==ZL;Dl>JCYA-mZc(H@gyPBKxKQ^ z62ZxsE)y*=m9o~v(xIxs+I##CaHg$2mSRW?$iWNB;m-et3{?m+{1Ixv_Hei43sX;q zsw$ex2#~!;S*+hyxWkr&*#bj&U}@;iXvs^wJd-F#*O%oxmeB`#(GUd20Al(+U)6@H zCI-Az8xjLp1K6{dje2X-ic^YK;Bi&jR_?;~{V$Oo+?0di)+#~U7*rI2r~D#Yt^igNkCID+19-5z8Wtgnt=E zv;XnKk+BMb_AU_bRD@k4Hfdi|`DA*^{}V)v&ZByDU2>~+j=_!e-C3VBK6k#(eC{Rwr5DPaQVnnPf4n+K#A(21iC z)Ulut8Fhd95nX(mMo=wQT~sGYaQfsZLP{4ONWZI3MWiTAAmzY7$VjWwIf1IB4%@WlP#nPAq<%BhLoC53$(Taq)3K; zR5-06-22ITp6&%AGXoQF7&>rh+HrpK;*7Q9;5xB*<_B*7gdZN!`{JaQ?1)|*EoRyp zI4gxaWP>cDgFvln=_6xzW^9twUUR(!%6d#+Jo4SzR9wx`>GVGr;UoR9`m~U{84^WO zJ4oV+F@{xMjXx-<;%ALU=#=qaTr4FawsOK{-pT%+HB$OmKmm@)Mssah*EO#X(D|b1 z-4j#14Z?>O7i#@?-~Nx;xRY-A)L6_`L@-BG2^>QD=)#*BawKDM4>WLfC|gq9rv9gT599gDxBpj5HX8Wt1wU(kK=DDo;W& zUhoh=H@1=sqxCjz+#-=(fu&@4McI^QsZUXtidEjPM&3ai+^+6Jtp`Y36zNqSAz#A6 zm*QfShWmh!j9h8+xFCgsN{z=rz{H}L?GN-nZ?9#jSTL&&wuyKt_*_vMP6H@Mh3l;% zIK2hG*C(fSIFJV!kht)*jsk#C5%VD%OnGB*38L9XcatnoO0g6s)kzpl)s0STO&i6+ zH;G~#zGb}mgdLI{r28v!Ek5ei0Jlv~ZI2T({*;NDXwuVY;Ni*+Sbs{@oq2cS#l?M- zs9QsK*p|tK#v9u+%3CPa#Sp`8imhiF5l<$ZH(9PrLX5PXbBJaZ`A>+!`U2(KKjB7- z4I_#bxeWjCaf{jvJ*qefdDr1B%s(JfD(6LX7NTVQ9riyX%m_dMk1q$I%19-_&F`OQ z4HzgMWFqgm1%EDhMD7a*a|EODl7#-P6L!Wnz%GD*_|zdSCaiidK9kZMe*#a8+Yk@8 zDkTAv$bkybgj*3BMTc94GSpdkNL51bubt{r?ScJbNVZLOpOqyRsQSyIQ4(I0N8QRa|}AZo=(9HL5U=|`+#3Id$vb-sj28&ey)X;_vLD3Pc7TvjbY zWlX$!i&Q6hG@5%fT9vuEB>FlB(*!t1b}NRpEEhBRB3=64gVuMSr0LVMak}}2t|M>D zUYA1`xC&?5oB@;zhs>9CViY-I`9`vq?g5>_3+4)7v_=c|f6S`so`ZlVJZ8kMMv3Kj zgMpkGE1aAUE=%Ic@cO@R>5}Dd`T$AKG$J07w3)8w(P=NanQ(8>EqXHVi&z(7Q3WU> z_8bh!)nO8JzlzZk2x(|Q=qU%7OiEx=3_u3BD-oL^h@As4wRCz(pE1{<7hwK0Fc2o8 zPDJoa2djR`SS)Rye`MeBHu35!a85D*E7h6I4j`qdKEe0Hc-0q?k*Pa|t#XYK4Xlyw zevi2*)r}~C-lJo@NnTPBkwwpPiXY<|jpiA>pfj{~`;?IeKgyRS>Z+(FJ)2dA;036n z_1e*9vY0nnlnsA_(Ui6BdUoJ@rf9j9w#AG2(d93eC=1|u)IRN>ls|YuGQZ&jKS;z66y(j9Ta3{i|Gd zr}FprCeP+RU8!f~6WV}+Q`*GwDsrpxp&{Cj8fpD`hh_0@a%F0nFSm^Kg{IMQ>Inp; zq#YfBYpJC5ac0Z{zO_}VWL}FBhp#40xIgdF7bQ+c=9X7H&+Aaw+iVsHUS029kRn3< z`pM~m^**r8p@fBcCc2{XHta^B$`1M~LP zEP800G#FMutI6OoE{!gjh4vo*<=dQ|vD)#?GmfP9sXW>g~x3abm%3Y3#i zjWn*hsuee=;0hREW!!scUwZyGz*eajU zc0Lr&bu-X{VX`BkTM$PJpi3aQ+Gy8wF%{H%acg=BD#{!=RZtcVUuU&@cOEn6Y1jNmSztiODx z_-AxsvMoP5j>O-VtY>NHps~6~Kfz@iG2fCT9z_b8hxdaj{hUE2D5x%F7;NdK2nZ+# zJdT#q5TP{@e-oZPQq*Qc*iTTxvS>#hpjcJNG5c`}0M%tLjZSH*t||igFUIm+-o zg?j#7_EyYh z8zc_#%3L_h-N^d+h;j-uzBQoHSchQS5vmV^Wmi|Mh9E*O_`Vp zc&5?}{P!<$U}81F;t9V|)&gHT_{VD@(99*mOGs0E``3=NF|($BxUEGSSZN~HBjoP* z_E@&$;Y@S>twNnwSM|d~JCYDwWEnlp%9**w?u%#P`DeC;5W0icUE40ekcPAr(w|+{I7gK$oID33y sCt(od?8@jFI5zkH7K#XELwxlCnYK1;<-DE + @@ -349,7 +349,7 @@ list of scores for each token. The Integrated Gradients saliency method additionally requires a `TokenEmbeddings` input and corresponding output, as well as a label field `Target` to pin the gradient target to the same class as an input and corresponding output. See the -[GLUE models class](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py) +[GLUE models class](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py) for an example of these spec requirements. The core API involves implementing the `run()` method: @@ -675,7 +675,7 @@ Each `LitType` subclass encapsulates its own semantics (see * A field that appears in _both_ the model's input and output specs is assumed to represent the same value. This pattern is used for model-based input manipulation. For example, a - [language model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py) + [language model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py) might output `'tokens': lit_types.Tokens(...)`, and accept as (optional) input `'tokens': lit_types.Tokens(required=False, ...)`. An interpretability component could take output from the former, swap one or more tokens (e.g. @@ -712,11 +712,9 @@ this can cause jitter (UI modules appearing, disappearing, reordering, resizing, etc.) when switching between models or datasets with heterogeneous `Spec`s. When implementing your own LIT components and modules, you can use -[`utils.find_spec_keys()`][utils-lib] -(Python) and -[`findSpecKeys()`][utils-lib] -(TypeScript) to identify fields of interest in a `Spec`. These methods recognize -and respect subclasses. For example, +[`utils.find_spec_keys()`][utils-lib-py] (Python) and +[`findSpecKeys()`][utils-lib] (TypeScript) to identify fields of interest in a +`Spec`. These methods recognize and respect subclasses. For example, `utils.find_spec_keys(spec, Scalar)` will also match any `RegressionScore` fields, but `utils.find_spec_keys(spec, RegressionScore)` will not return all `Scalar` fields in the `Spec`. @@ -807,8 +805,13 @@ _See the [examples](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples) ### Available types -The full set of `LitType`s is defined in [types.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/types.py). Numeric types such as `Integer` and `Scalar` have predefined ranges that can be overridden using corresponding `min_val` and `max_val` attributes as seen [here](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/datasets/penguin_data.py;l=19-22;rcl=574999438). The different types available in LIT are summarized -in the table below. +The full set of `LitType`s is defined in +[types.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/types.py). Numeric types +such as `Integer` and `Scalar` have predefined ranges that can be overridden +using corresponding `min_val` and `max_val` attributes as seen in +[penguin data](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/data.py) +`INPUT_SPEC`. The different types available in LIT are summarized in the table +below. Note: Bracket syntax, such as `[num_tokens]`, refers to the shapes of NumPy arrays where each element inside the brackets is an integer. @@ -859,7 +862,7 @@ naming collisions with protected TypeScript keywords.* Some properties of the LIT frontend can be configured from Python as **arguments to `dev_server.Server()`**. These include: -* `page_title`: set a custom page title, such as "Coreference Demo". +* `page_title`: set a custom page title. * `canonical_url`: set a "canonical" URL (such as a shortlink) that will be used as the base when copying links from the LIT UI. * `default_layout`: set the default UI layout, by name. See `layout.ts` and @@ -886,22 +889,16 @@ You can specify custom web app layouts from Python via the `layouts=` attribute. The value should be a `Mapping[str, LitCanonicalLayout]`, such as: ```python -LM_LAYOUT = layout.LitCanonicalLayout( +PENGUIN_LAYOUT = layout.LitCanonicalLayout( upper={ - "Main": [ - modules.EmbeddingsModule, + 'Main': [ + modules.DiveModule, modules.DataTableModule, modules.DatapointEditorModule, ] }, - lower={ - "Predictions": [ - modules.LanguageModelPredictionModule, - modules.ConfusionMatrixModule, - ], - "Counterfactuals": [modules.GeneratorModule], - }, - description="Custom layout for language models.", + lower=layout.STANDARD_LAYOUT.lower, + description='Custom layout for the Palmer Penguins demo.', ) ``` @@ -912,14 +909,12 @@ lit_demo = dev_server.Server( models, datasets, # other args... - layouts={"lm": LM_LAYOUT}, + layouts=layout.DEFAULT_LAYOUTS | {'penguins': PENGUIN_LAYOUT}, + default_layout='penguins', **server_flags.get_flags()) return lit_demo.serve() ``` -For a full example, see -[`lm_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py). - You can see the pre-configured layouts provided by LIT, as well as the list of modules that can be included in your custom layout in [`layout.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/layout.py). A @@ -989,15 +984,15 @@ needing to reload the server or click the UI. For example, to view examples in a dataset: ```python -from lit_nlp.examples.datasets import glue -dataset = glue.SST2Data('validation') +from lit_nlp.examples.glue import data as glue_data +dataset = glue_data.SST2Data('validation') print(dataset.examples) # list of records {"sentence": ..., "label": ...} ``` And to run inference on a few of them: ```python -from lit_nlp.examples.models import glue_models +from lit_nlp.examples.glue import models as glue_models model = glue_models.SST2Model("/path/to/model/files") preds = list(model.predict(dataset.examples[:5])) @@ -1021,16 +1016,19 @@ For a full working example in Colab, see [LIT_components_example.ipynb](https:// [build-metadata]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/app.py -[components-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/dataset.py +[components-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/components.py [curves-interp]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/components/curves.py [dataset-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/dataset.py [grad-maps]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/components/gradient_maps.py [json]: https://www.json.org [mnli-dataset]: https://cims.nyu.edu/~sbowman/multinli/ + [mnli-demo]: https://pair-code.github.io/lit/demos/glue.html -[model-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/dataset.py + +[model-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/model.py [should_display_module]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/core/lit_module.ts [types_py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/api/types.py [types_ts]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/lib/lit_types.ts [utils-lib]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/lib/utils.ts +[utils-lib-py]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/lib/utils.py [word-replacer]: https://github.com/PAIR-code/lit/blob/main/lit_nlp/components/word_replacer.py diff --git a/docs/documentation/_sources/components.md.txt b/docs/documentation/_sources/components.md.txt index f2366d7c..90b99dbd 100644 --- a/docs/documentation/_sources/components.md.txt +++ b/docs/documentation/_sources/components.md.txt @@ -1,6 +1,6 @@ # Components and Features - + @@ -44,10 +44,9 @@ every invocation.) Generally, you'll need to: directly. Alternatively, you can export to a `SavedModel` and load this in an eager mode -runtime. This leads to much simpler code (see -[this example](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/t5.py?l=72&rcl=378713625)), -but may require changes to your `SavedModel` exporter in order to access model -internals like embeddings, gradients, or attention. +runtime. This leads to much simpler code, but may require changes to your +`SavedModel` exporter in order to access model internals like embeddings, +gradients, or attention. ### Remote or hosted models @@ -105,8 +104,6 @@ LIT supports many features for classification tasks, including common metrics, confusion matrices, and custom thresholding via the UI. Classification is implemented with the `MulticlassPreds` and `CategoryLabel` types. -* For a basic example on a binary sentiment task, see - [examples/simple_tf2_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/simple_tf2_demo.py). * Models should define a `MulticlassPreds` field in their output spec with the `vocab=` attribute as the set of class labels, and for each example should return a vector of probabilities for each class. @@ -116,9 +113,7 @@ implemented with the `MulticlassPreds` and `CategoryLabel` types. * A negative class can be designated using the `null_idx` attribute of `MulticlassPreds` (most commonly, `null_idx=0`), and metrics such as precision, recall, F1 will be computed for the remaining classes. AUC and - AUCPR will be computed for binary classification tasks. For an example, see - the - [comment toxicity model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py?l=518&rcl=386779180). + AUCPR will be computed for binary classification tasks. * If `null_idx` is set and there is only one other class, the other class (often, class `1`) is treated as a positive class, and the LIT UI can be used to change the classification threshold. If `null_idx` is set and there @@ -139,7 +134,7 @@ faceting, and scatterplots of scalar output. Regression is implemented with the which contains numerical targets, and the model's `RegressionScore` field should set `parent=` to the name of this field. * For an example, see the STS-B textual similarity task in - [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py). + [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py). ### Multi-label classification @@ -147,8 +142,6 @@ LIT supports multi-label tasks, when a model can label a single example with more than one label. Multi-label classification is implemented with the `SparseMultilabelPreds` and `SparseMultilabel` types. -* For a basic example on an image labeling task, see - [examples/image_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py). * Models should define a `SparseMultilabelPreds` field in their output spec with the`vocab=` attribute as the set of class labels, and for each example should return a list of class score tuples. Each tuple contains two @@ -179,8 +172,6 @@ or decoder. the model can also output a `ReferenceScores` field (with values as `list[float]`) with `parent=` set to reference a `TextSegment` or `ReferenceTexts` field from the input. -* For modeling examples, see - [examples/models/t5.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/t5.py) ![Generated Text Module](images/components/generation-results.png){w=600px align=center} @@ -215,7 +206,7 @@ and otherwise to different parts of the input. [Dataset class documentation](./api.md#datasets) and the corresponding [Model](./api.md#models). * For a more involved code example including per-token gradients, see - [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py). + [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py). ### Tabular data @@ -233,7 +224,7 @@ these cases, LIT validates model compatibility by checking that: (`SparseMultilabel`) field. For a demo using a penguin stats dataset/binary classification task, see -[examples/penguin_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py). +[examples/penguin/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py). ### Images @@ -246,12 +237,6 @@ NOTE: We may transition images away from encoded strings, moving to individual pixel color values. We will ensure we don't break existing checked-in code with such a change. -* See [examples/datasets/open_images.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/datasets/open_images.py) for a - dataset containing images, including converting images to base64 encoded - strings. -* For a demo of an image classifier, see - [examples/image_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py). - ## Token-based Salience LIT supports several methods for token-based input salience, including @@ -301,8 +286,8 @@ $$S(i) \propto x_i \cdot \nabla_{x_i} \hat{y}$$ Compared to grad-norm, this gives directional scores: a positive score is can be interpreted as that token having a positive influence on the prediction -$\hat{y}$, while a negative score suggests that the prediction would be stronger -if that token was removed. +$\hat{y}$, while a negative score suggests that the prediction would be +stronger if that token was removed. To enable this method, your model should, as part of the [output spec and `predict()` implementation](./api.md#models): @@ -366,7 +351,7 @@ An example spec would look like: For a more concrete example that also supports multiple segments with separate gradients, see our -[BERT classifier demo model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py), +[BERT classifier demo model](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py), or contact the LIT team for assistance. ### LIME @@ -448,7 +433,7 @@ left-to-right ("causal") language models: The UI supports multiple options for analysis, including: -* Select from pre-defined target sequences, or explain generations from the +* Select from predefined target sequences, or explain generations from the model. * Different salience methods, including [Gradient Norm](#gradient-norm) and [Gradient-dot-Input](#gradient-dot-input). @@ -456,7 +441,7 @@ The UI supports multiple options for analysis, including: to words, sentences, lines, or paragraphs. Quickly switch between different views to refine your analysis to different parts of a prompt. * Display density options to enable working with longer sequences, such as - document text, few-shot eaxmples, or chain-of-thought prompts. + document text, few-shot examples, or chain-of-thought prompts. For a walkthrough of how to use sequence salience to debug LLMs, check out the Responsible Generative AI Toolkit at @@ -482,13 +467,11 @@ using either KerasNLP or Transformers. * LIT-for-Gemma Colab: [`lit_gemma.ipynb`](https://colab.research.google.com/github/google/generative-ai-docs/blob/main/site/en/gemma/docs/lit_gemma.ipynb) * Demo binary: - [`lm_salience_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_salience_demo.py) + https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.py * KerasNLP model wrappers: - [`instrumented_keras_lms.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/instrumented_keras_lms.py) + https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/keras_lms.py * Transformers model wrappers: - [`pretrained_lms.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/pretrained_lms.py) - - + https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/transformers_lms.py ## Salience Clustering @@ -540,9 +523,7 @@ your model should, as part of the input image. The model should be able to accept input images as numpy arrays in addition - to accepting base64 URL encoded format. See - [mobilenet.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/mobilenet.py) - for an example. + to accepting base64 URL encoded format. A variety of image saliency techniques are implemented for models that return image gradients, through use of the @@ -553,36 +534,6 @@ and XRAI. Each of these techniques returns a saliency map image as a base64-encoded string through the `ImageSalience` type. -## Attention - -LIT can display a visualization of attention heads from transformers and other -models: - -![Attention Visualization](./images/components/attention.png){w=400px align=center} - -To enable this, your model should return one or more fields of the type -`AttentionHeads`, with values as arrays of shape `[num_heads, num_tokens, -num_tokens]`. Each field represents a set of heads at a single layer of the -model, so models will often have more than one: - -```python - def output_spec(self) -> types.Spec: - return { - # ... - "tokens": lit_types.Tokens(parent="input_text"), - "layer_0/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"), - "layer_1/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"), - "layer_2/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"), - # ... - } -``` - -The `align_in` and `align_out` attributes are the names of `Tokens` fields for -the source and target tokens for that layer. For self-attention (such as in -BERT) these would name the same field, but for encoder-decoder attention they -could reference different token sets (such as "input_tokens" and -"target_tokens"). - ## Embedding Projector LIT includes a version of the @@ -614,7 +565,7 @@ example, we could facet by class label: ![Metrics Table](./images/components/metrics-table.png) -To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Performance" tab. +To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Metrics" tab. To enable metrics, your model should set the `parent` attribute on one or more output fields, pointing to the name of the input field that it should be @@ -653,7 +604,7 @@ analysis. ![Confusion Matrix](./images/components/confusion-matrix.png){w=600px align=center} -To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Performance" tab. +To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the "Metrics" tab. The confusion matrix is supported for classification models, or if the input data includes any categorical features (`CategoryLabel`). @@ -739,6 +690,8 @@ datapoints, giving a global view of feature effects. ![Partial Dependence Plots Module](./images/components/lit-pdps.png){w=400px align=center} +To try this out, see https://pair-code.github.io/lit/demos/penguins.html and navigate to the "Predictions" tab. + ### Dive Dive is a visualization module, inspired by our prior work on diff --git a/docs/documentation/_sources/demos.md.txt b/docs/documentation/_sources/demos.md.txt index 306d3139..448c0d23 100644 --- a/docs/documentation/_sources/demos.md.txt +++ b/docs/documentation/_sources/demos.md.txt @@ -1,6 +1,6 @@ # Demos - + @@ -17,7 +17,7 @@ https://pair-code.github.io/lit/demos/. ### Sentiment and NLI **Hosted instance:** https://pair-code.github.io/lit/demos/glue.html \ -**Code:** [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) +**Code:** [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) * Multi-task demo: * Sentiment analysis as a binary classification task @@ -36,26 +36,12 @@ https://pair-code.github.io/lit/demos/. the margin. * Embedding projector to find clusters in representation space. * Integrated Gradients, LIME, and other salience methods. - * Attention visualization. * Counterfactual generators, including HotFlip for targeted adversarial perturbations. Tip: check out a case study for this demo on the public LIT website: https://pair-code.github.io/lit/tutorials/sentiment -### Multilingual (XNLI) - -**Code:** [examples/xnli_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/xnli_demo.py) - -* [XNLI](https://cims.nyu.edu/~sbowman/xnli/) dataset translates a subset of - MultiNLI into 14 different languages. -* Specify `--languages=en,jp,hi,...` flag to select which languages to load. -* NLI as a three-way classification task with two-segment input (premise, - hypothesis). -* Fine-tuned multilingual BERT model. -* Salience methods work with non-whitespace-delimited text, by using the - model's wordpiece tokenization. - -------------------------------------------------------------------------------- ## Regression / Scoring @@ -63,7 +49,7 @@ https://pair-code.github.io/lit/tutorials/sentiment ### Textual Similarity (STS-B) **Hosted instance:** https://pair-code.github.io/lit/demos/glue.html?models=stsb&dataset=stsb_dev \ -**Code:** [examples/glue_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) +**Code:** [examples/glue/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py) * STS-B textual similarity task, predicting scores on a range from 0 (unrelated) to 5 (very similar). @@ -74,7 +60,6 @@ https://pair-code.github.io/lit/tutorials/sentiment quick filtering. * Embedding projector to find clusters in representation space. * Integrated Gradients, LIME, and other salience methods. - * Attention visualization. -------------------------------------------------------------------------------- @@ -82,76 +67,20 @@ https://pair-code.github.io/lit/tutorials/sentiment ### Gemma -**Code:** [examples/lm_salience_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_salience_demo.py) +**Code:** +[examples/prompt_debugging/server.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/server.py) -* Supports Gemma 2B and 7B models using KerasNLP and TensorFlow. +* Supports Gemma 2B and 7B models using KerasNLP (with TensorFlow or PyTorch) + and Transformers (with PyTorch). * Interactively debug LLM prompts using [sequence salience](./components.md#sequence-salience). * Multiple salience methods (grad-l2 and grad-dot-input), at multiple - granularities: token-, word-, sentence-, and paragraph-level. + granularities: token-, word-, line-, sentence-, and paragraph-level. Tip: check out the in-depth walkthrough at https://ai.google.dev/responsible/model_behavior, part of the Responsible Generative AI Toolkit. -### T5 - -**Hosted instance:** https://pair-code.github.io/lit/demos/t5.html \ -**Code:** [examples/t5_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/t5_demo.py) - -* Supports HuggingFace TF2 (Keras) models as well as TensorFlow SavedModel - formats. -* Visualize beam candidates and highlight diffs against references. -* Visualize per-token decoder hypotheses to see where the model veers away - from desired output. -* Filter examples by ROUGE score against reference. -* Embeddings from last layer of model, visualized with UMAP or PCA. -* Task wrappers to handle pre- and post-processing for summarization and - machine translation tasks. -* Pre-loaded eval sets for CNNDM and WMT. - -Tip: check out a case study for this demo on the public LIT website: -https://pair-code.github.io/lit/tutorials/generation - --------------------------------------------------------------------------------- - -## Language Modeling - -### BERT and GPT-2 - -**Hosted instance:** https://pair-code.github.io/lit/demos/lm.html \ -**Code:** [examples/lm_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py) - -* Compare multiple BERT and GPT-2 models side-by-side on a variety of - plain-text corpora. -* LM visualization supports different modes: - * BERT masked language model: click-to-mask, and query model at that - position. - * GPT-2 shows left-to-right hypotheses for each target token. -* Embedding projector to show latent space of the model. - --------------------------------------------------------------------------------- - -## Structured Prediction - -### Gender Bias in Coreference - -**Hosted instance:** https://pair-code.github.io/lit/demos/coref.html \ -**Code:** [examples/coref/coref_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/coref/coref_demo.py) - -* Gold-mention coreference model, trained on - [OntoNotes](https://catalog.ldc.upenn.edu/LDC2013T19). -* Evaluate on the Winogender schemas - ([Rudinger et al. 2018](https://arxiv.org/abs/1804.09301)) which test for - gendered associations with profession names. -* Visualizations of coreference edges, as well as binary classification - between two candidate referents. -* Stratified metrics for quantifying model bias as a function of pronoun - gender or Bureau of Labor Statistics profession data. - -Tip: check out a case study for this demo on the public LIT website: -https://pair-code.github.io/lit/tutorials/coref - -------------------------------------------------------------------------------- ## Multimodal @@ -159,7 +88,7 @@ https://pair-code.github.io/lit/tutorials/coref ### Tabular Data: Penguin Classification **Hosted instance:** https://pair-code.github.io/lit/demos/penguins.html \ -**Code:** [examples/penguin_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py) +**Code:** [examples/penguin/demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py) * Binary classification on [penguin dataset](https://www.tensorflow.org/datasets/catalog/penguins). @@ -169,13 +98,3 @@ https://pair-code.github.io/lit/tutorials/coref * Use binary classifier threshold setters to find best thresholds for slices of examples to achieve specific fairness constraints, such as demographic parity. - -### Image Classification with MobileNet - -**Hosted instance:** https://pair-code.github.io/lit/demos/images.html \ -**Code:** [examples/image_demo.py](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py) - -* Classification on ImageNet labels using a MobileNet model. -* Showing using of LIT on image data. -* Explore results of multiple gradient-based image saliency techniques in the - Salience Maps module. diff --git a/docs/documentation/_sources/docker.md.txt b/docs/documentation/_sources/docker.md.txt index c9cad085..ebf7eb7c 100644 --- a/docs/documentation/_sources/docker.md.txt +++ b/docs/documentation/_sources/docker.md.txt @@ -1,6 +1,6 @@ # Running LIT in a Docker container - + Users might want to deploy LIT onto servers for public-facing, long-running instances. This is how we host the LIT demos found on @@ -13,22 +13,21 @@ LIT can be run as a containerized app using [Docker](https://www.docker.com/) or your preferred engine. This is how we run our [hosted demos](https://pair-code.github.io/lit/demos/). -We provide a basic -[`Dockerfile`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/Dockerfile) that you can -use to build and run any of the demos in the `lit_nlp/examples` directory. The -`Dockerfile` installs all necessary dependencies for LIT and builds the +We provide a basic Dockerfile https://github.com/PAIR-code/lit/blob/main/Dockerfile that you can use to build and run any of the demos in the `lit_nlp/examples` directory. +The `Dockerfile` installs all necessary dependencies for LIT and builds the front-end code from source. Then it runs [gunicorn](https://gunicorn.org/) as the HTTP server, invoking the `get_wsgi_app()` method from our demo file to get the WSGI app to serve. The options provided to gunicorn for our use-case can be found in [`gunicorn_config.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/gunicorn_config.py). You can find a reference implementation in -[`glue_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue_demo.py) or -[`lm_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py). +[`glue/demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/demo.py). -Use the following shell commands to build the default Docker image for LIT from -the provided `Dockerfile`, and then run a container from that image. Comments -are provided in-line to help explain what each step does. +Use the following shell +https://github.com/PAIR-code/lit/blob/main/.github/workflows/ci.yml commands to build the +default Docker image for LIT from the provided `Dockerfile`, and then run a +container from that image. Comments are provided in-line to help explain what +each step does. ```shell # Build the docker image using the -t argument to name the image. Remember to @@ -48,14 +47,11 @@ below. ```shell # DEMO_NAME is used to complete the Python module path # -# "lit_nlp.examples.$DEMO_NAME" +# "lit_nlp.examples.$DEMO_NAME.demo:get_wsgi_app()" # # Therefore, valid values for DEMO_NAME are Python module paths in the -# lit_nlp/examples directory, such as -# -# * direct children -- glue_demo, lm_demo, image_demo, t5_demo, etc. -# * And nested children -- coref.coref_demo, is_eval.is_eval_demo, etc. -docker run --rm -p 5432:5432 -e DEMO_NAME=lm_demo lit-nlp +# lit_nlp/examples directory, such as glue, penguin, tydi, etc. +docker run --rm -p 5432:5432 -e DEMO_NAME=penguin lit-nlp # Use the DEMO_PORT environment variable as to change the port that LIT uses in # the container. Be sure to also change the -p option to map the container's @@ -66,15 +62,15 @@ docker run --rm -p 2345:2345 -e DEMO_PORT=2345 lit-nlp # containers on your machine using the combination of the DEMO_NAME and # DEMO_PORT arguments, and docker run with the -d flag to run the container in # the background. -docker run -d -p 5432:5432 -e DEMO_NAME=t5_demo lit-nlp -docker run -d -p 2345:2345 -e DEMO_NAME=lm_demo -e DEMO_PORT=2345 lit-nlp +docker run -d -p 5432:5432 -e DEMO_NAME=penguin lit-nlp +docker run -d -p 2345:2345 -e DEMO_NAME=tydi -e DEMO_PORT=2345 lit-nlp ``` ## Integrating Custom LIT Instances with the Default Docker Image Many LIT users create their own custom LIT server script to demo or serve, which involves creating an executable Python module with a `main()` method, as -described in the [Python API docs](https://pair-code.github.io/lit/documentation/api.md#adding-models-and-data). +described in the [Python API docs](api.md#adding-models-and-data). These custom server scripts can be easily integrated with LIT's default image as long as your server meets two requirements: diff --git a/docs/documentation/_sources/faq.md.txt b/docs/documentation/_sources/faq.md.txt index de6a5b57..aa8bd03d 100644 --- a/docs/documentation/_sources/faq.md.txt +++ b/docs/documentation/_sources/faq.md.txt @@ -1,6 +1,6 @@ # Frequently Asked Questions - + @@ -17,9 +17,7 @@ works with any modern ML framework. For more information, see In addition to text, LIT has good support for different modalities, including images and tabular data. For examples, see: -* [Image demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/image_demo.py) - - image classification, using a Mobilenet model. -* [Tabular demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin_demo.py) - +* [Tabular demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/penguin/demo.py) - multi-class classification on tabular (numeric and categorical string) data, using the [Palmer Penguins](https://www.tensorflow.org/datasets/catalog/penguins) @@ -32,13 +30,7 @@ For more details, see All strings in LIT are unicode and most components use model-provided tokenization if available, so in most cases non-English languages and non-Latin -scripts should work without any modifications. For examples, see: - -* [XNLI demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/xnli_demo.py) - - cross-lingual NLI, with up to 15 languages supported via a multilingual BERT - model. -* [T5 demo](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/t5_demo.py) - - includes WMT data for machine translation +scripts should work without any modifications. ## Scale @@ -99,8 +91,8 @@ manually entered in the web UI) are stored in server memory, and if `--data_dir` is specified, may be cached to disk. LIT has the ability to create or edit datapoints in the UI and then save them to -disk. If you do not want the tool to be able to write edited datapoints to -disk, then pass the `--demo_mode` runtime flag to the LIT server. +disk. If you do not want the tool to be able to write edited datapoints to disk, +then pass the `--demo_mode` runtime flag to the LIT server. ### I have proprietary data. Is LIT secure for my team to use? @@ -177,7 +169,5 @@ official training APIs. However, to facilitate code reuse you can easily add training methods to your model class. In fact, several of our demos do exactly this, using LIT's `Dataset` objects to manage training data along with standard training APIs (such as Keras' `model.fit()`). See -[`quickstart_sst_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/quickstart_sst_demo.py) -and/or -[`glue_models.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/models/glue_models.py) +[`glue/models.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/glue/models.py) for examples. diff --git a/docs/documentation/_sources/frontend_development.md.txt b/docs/documentation/_sources/frontend_development.md.txt index a51aed81..fe8a82bb 100644 --- a/docs/documentation/_sources/frontend_development.md.txt +++ b/docs/documentation/_sources/frontend_development.md.txt @@ -1,6 +1,6 @@ # Frontend Developer Guide - + @@ -46,9 +46,9 @@ and rendering the various `LitModule` components, a process about which we'll go into greater detail later. The JS bundle entry point is -[`main.ts`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/default/main.ts), which -first imports the loaded, the `` web component is declared, and -attaches itself to the DOM, waiting for the app to be initialized. +[`main.ts`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/main.ts), which first +imports the loaded, the `` web component is declared, and attaches +itself to the DOM, waiting for the app to be initialized. The second step is kicking off app initialization. The [`LitApp`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/client/core/app.ts) singleton @@ -67,7 +67,7 @@ pre-configured layouts in * `default`: The original LIT layout with a single group of modules on top for exploring and selecting data, and a collection of tabs supporting different analytical tasks on the bottom; and -* `experimental`: A three-panel layout that puts exploratory data +* `three_panel`: A three-panel layout that puts exploratory data visualizations at full-page height on the left, tools for inspecting and manipulating examples and their associated predictions in the upper right, and a collection of tabs supporting different analytical tasks in the lower @@ -76,15 +76,15 @@ pre-configured layouts in You can also add [custom layouts](./api.md#customizing-the-layout) to your LIT instance by defining one or more `LitCanonicalLayout` instances and passing them -to the server. For an example, see `CUSTOM_LAYOUTS` in -[`lm_demo.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/lm_demo.py). +to the server. For an example, see +[`prompt_debugging/layouts.py`](https://github.com/PAIR-code/lit/blob/main/lit_nlp/examples/prompt_debugging/layouts.py). Note: The pre-configured layouts are added to every `LitApp` instance using [dictionary updates](https://docs.python.org/3/library/stdtypes.html#dict) where the Mapping passed to the `LitApp` constructor overrides the pre-configured layouts `Mapping`. Thus, you can remove or change these pre-configured layouts as you like by passing a `Mapping` where the values of `simple`, `default`, -and/or `experimental` is `None` (to remove) or a `LitCanonicalLayout` instance +and/or `three_panel` is `None` (to remove) or a `LitCanonicalLayout` instance (to override) as you desire. The actual layout of components in the LIT UI, see diff --git a/docs/documentation/_sources/getting_started.md.txt b/docs/documentation/_sources/getting_started.md.txt index 80e4eae9..0ca605bf 100644 --- a/docs/documentation/_sources/getting_started.md.txt +++ b/docs/documentation/_sources/getting_started.md.txt @@ -1,6 +1,6 @@ # Getting Started with LIT - + @@ -72,8 +72,7 @@ variety of model types. The code for these is under [examples](https://github.co ; each is a small script that loads one or more models and starts a LIT server. -Most demos can be run with a single blaze command. To run the default one, you -can do: +Most demos can be run with a single command. To run the default one, you can do: ```sh python -m lit_nlp.examples.glue.demo \ diff --git a/docs/documentation/_sources/ui_guide.md.txt b/docs/documentation/_sources/ui_guide.md.txt index 4a38a88c..bb5028ae 100644 --- a/docs/documentation/_sources/ui_guide.md.txt +++ b/docs/documentation/_sources/ui_guide.md.txt @@ -1,6 +1,6 @@ # UI Guide - + This is a user guide for the Learning Interpretability Tool (LIT) UI. @@ -42,7 +42,7 @@ LIT provides three pre-configured layouts: * `default`: The original LIT layout with a single group of modules on top for exploring and selecting data, and a collection of tabs supporting different analytical tasks on the bottom; and -* `experimental`: A three-panel layout that puts exploratory data +* `three_panel`: A three-panel layout that puts exploratory data visualizations at full-page height on the left, tools for inspecting and manipulating examples and their associated predictions in the upper right, and a collection of tabs supporting different analytical tasks in the lower @@ -130,19 +130,26 @@ controls and information. The left side of the toolbar contains a set of menus for quickly controlling datapoint selection and coloring. This includes the following controls: -* The **"Select related"** option adds any datapoints "related" to the current - selection. In LIT, "related" is defined as datapoints created from some - source datapoint (through manual editing or a datapoint generator), or a - source datapoint that a selected datapoint was created from. -* The **"Clear selection"** button deselects all selected datapoints. The - dropdown also contains a color legend for the current color setting. -* The **Slices** option allows quick selection of an already-created slice of - datapoints. -* The **"Datapoint color"** menu enables setting of the color of each - datapoint in the modules that visualize all datapoints (such as the - *Embeddings* and *Scalars* modules) by any number of datapoint features or - model outputs on those datapoints (such as coloring by some categorical - input feature, or by prediction error for a regression task). +* The **"Select datapoint"** menu provides a drop-down of several options: + * the **"Random"** option selects a random datapoint, + * the **"All related"** option adds any datapoints "related" to the + current selection. In LIT, "related" is defined as datapoints created + from some source datapoint (through manual editing or a datapoint + generator), or a source datapoint that a selected datapoint was created + from, + * the **"Parents"** option adds the source datapoints that the selected + datapoints were created from, + * the **"Children"** option adds the datapoints created from the selected + datapoints (through manual editing or a datapoint generator), + * the **Slices** option allows quick selection of an already-created slice + of datapoints, + * the **"Clear selection"** button deselects all selected datapoints. +* The **"Color by"** menu enables setting of the color of each datapoint in + the modules that visualize all datapoints (such as the *Embeddings* and + *Scalars* modules) by any number of datapoint features or model outputs on + those datapoints (such as coloring by some categorical input feature, or by + prediction error for a regression task). +* The **Slices** menu allows adding/selecting/removing slices of datapoints. Next to the menus is a button for pinning/unpinning a datapoint. Pinning a datapoint puts LIT into datapoint comparison mode, where two datapoints can be @@ -322,9 +329,9 @@ such as model predictions, enable them from the "Columns" dropdown. The datapoint editor shows the details of the primary selected datapoint, if one is selected. Any field can be edited, and a new datapoint created with those -edits through the **"Make new datapoint"** button. Any edit to an existing -datapoint must be saved as a new datapoint to be explored, to keep datapoints -immutable for simplicity of use. +edits through the **"Add"** button. Any edit to an existing datapoint must be +saved as a new datapoint to be explored, to keep datapoints immutable for +simplicity of use. When no datapoint is selected, the editor shows a blank datapoint that can be filled out by hand to create a completely new datapoint. @@ -473,24 +480,15 @@ background of each text piece is colored by the salience of that piece on the prediction, and hovering on any piece will display the exact value calculated for that piece. -There is an **"autorun"** button by each methodology. If it is checked, then -that calculation is made when a new primary datapoint is selected. If it is +There is an **"autorun"** button by each methodology on the right side of the +bar (the methodoloy name is on the left side). If it is checked, then that +calculation is made when a new primary datapoint is selected. If it is unchecked, the calculation isn't made until it is checked. This can be valuable so that expensive, long-running saliency calculations (such as LIME) aren't performed on every datapoint selection, but only when explicitly asked for. ![LIT saliency maps](./images/lit-salience.png "LIT saliency maps") -### Attention - -For models that return attention head information along with predictions, the -attention module shows which tokens are attended to between layers of a model. -Dropdowns allow you to select which layer and attention head is being -visualized. Line opacity is controlled by the magnitude of the attention between -those tokens. - -![LIT attention](./images/lit-attention.png "LIT attention"){w=500px align=center} - ## User Journeys In this section, we explore some example user journeys and how LIT enables them. @@ -515,51 +513,11 @@ model. ![Sentiment analysis](./images/lit-sentiment-analysis.png "Sentiment analysis") -### Gender Bias in Coreference - -Does a system encode gendered associations, which might lead to incorrect -predictions? We load a coreference model trained on OntoNotes, and load the -Winogender dataset into LIT for evaluation. Each Winogender example has a -pronoun and two candidate referents, one a occupation term like (“technician”) -and one is an “other participant” (like “customer”). Our model predicts -coreference probabilities for each candidate. We can explore the model’s -sensitivity to pronouns by comparing two examples side-by-side (see structured -predictions in screenshot). We can see how commonly the model makes similar -errors by paging through the dataset, or by selecting specific slices of -interest. - -![Winogender analysis](./images/lit-winogender.png "Winogender analysis") - -In the *Metrics* table, we can slice this selection by pronoun type and by the -true referent. On the set of male-dominated occupations (< 25% female by BLS), -we see the model performs well when the ground-truth agrees with the -stereotype - e.g. when the answer is the occupation term, male pronouns are -correctly resolved 83% of the time, compared to female pronouns only 37.5% of -the time (screenshot section (c)). - -![Winogender analysis](./images/lit-winogender-metrics.png "Winogender analysis") - -### Debugging Text Generation - - - -Does the training data explain a particular error in text generation? We analyze -an older T5 model on the CNN-DM summarization task. LIT’s *Scalars* module -allows us to look at per-example ROUGE scores, and quickly select an example -with middling performance (screenshot section (a)). We find the generated text -(screenshot section (b)) contains an erroneous constituent: “alastair cook was -replaced as captain by former captain ...”. We can dig deeper, using LIT’s -language modeling module (screenshot section (c)) to see that the token “by” is -predicted with high probability (28.7%). - -To find out how T5 arrived at this prediction, we utilize the “similarity -searcher” component through the datapoint generator (screenshot section (d)). -This performs a fast approximate nearest-neighbor lookup from a pre-built index -over the training corpus, using embeddings from the T5 decoder. With one click, -we can retrieve 25 nearest neighbors and add them to the LIT UI for inspection. -We see that the words “captain” and “former” appear 34 and 16 times in these -examples–along with 3 occurrences of “replaced by” (screenshot section (e)), -suggesting a strong prior toward our erroneous phrase. - -![LIT sequence-to-sequence analysis](./images/lit-s2s-journey.png "LIT sequence-to-sequence analysis"){w=500px align=center} +### Sequence salience + +Sequence salience generalizes token-based salience to text-to-text models, +allowing you to explain the impact of the prompt tokens on parts of the model +output. + +Check out [here](components.md#sequence-salience) for more details on how to +navigate the Sequence Salience UI module. diff --git a/docs/documentation/_static/basic.css b/docs/documentation/_static/basic.css index 30fee9d0..f316efcb 100644 --- a/docs/documentation/_static/basic.css +++ b/docs/documentation/_static/basic.css @@ -4,7 +4,7 @@ * * Sphinx stylesheet -- basic theme. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/docs/documentation/_static/doctools.js b/docs/documentation/_static/doctools.js index d06a71d7..4d67807d 100644 --- a/docs/documentation/_static/doctools.js +++ b/docs/documentation/_static/doctools.js @@ -4,7 +4,7 @@ * * Base JavaScript utilities for all Sphinx HTML documentation. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/docs/documentation/_static/language_data.js b/docs/documentation/_static/language_data.js index 250f5665..367b8ed8 100644 --- a/docs/documentation/_static/language_data.js +++ b/docs/documentation/_static/language_data.js @@ -5,7 +5,7 @@ * This script contains the language-specific data used by searchtools.js, * namely the list of stopwords, stemmer, scorer and splitter. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -13,7 +13,7 @@ var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"]; -/* Non-minified version is copied as a separate JS file, is available */ +/* Non-minified version is copied as a separate JS file, if available */ /** * Porter Stemmer diff --git a/docs/documentation/_static/pygments.css b/docs/documentation/_static/pygments.css index c2e07c71..02b4b128 100644 --- a/docs/documentation/_static/pygments.css +++ b/docs/documentation/_static/pygments.css @@ -106,17 +106,17 @@ body[data-theme="dark"] .highlight .cp { color: #ff3a3a; font-weight: bold } /* body[data-theme="dark"] .highlight .cpf { color: #ababab; font-style: italic } /* Comment.PreprocFile */ body[data-theme="dark"] .highlight .c1 { color: #ababab; font-style: italic } /* Comment.Single */ body[data-theme="dark"] .highlight .cs { color: #e50808; font-weight: bold; background-color: #520000 } /* Comment.Special */ -body[data-theme="dark"] .highlight .gd { color: #d22323 } /* Generic.Deleted */ +body[data-theme="dark"] .highlight .gd { color: #ff3a3a } /* Generic.Deleted */ body[data-theme="dark"] .highlight .ge { color: #d0d0d0; font-style: italic } /* Generic.Emph */ body[data-theme="dark"] .highlight .ges { color: #d0d0d0; font-weight: bold; font-style: italic } /* Generic.EmphStrong */ -body[data-theme="dark"] .highlight .gr { color: #d22323 } /* Generic.Error */ +body[data-theme="dark"] .highlight .gr { color: #ff3a3a } /* Generic.Error */ body[data-theme="dark"] .highlight .gh { color: #ffffff; font-weight: bold } /* Generic.Heading */ body[data-theme="dark"] .highlight .gi { color: #589819 } /* Generic.Inserted */ body[data-theme="dark"] .highlight .go { color: #cccccc } /* Generic.Output */ body[data-theme="dark"] .highlight .gp { color: #aaaaaa } /* Generic.Prompt */ body[data-theme="dark"] .highlight .gs { color: #d0d0d0; font-weight: bold } /* Generic.Strong */ body[data-theme="dark"] .highlight .gu { color: #ffffff; text-decoration: underline } /* Generic.Subheading */ -body[data-theme="dark"] .highlight .gt { color: #d22323 } /* Generic.Traceback */ +body[data-theme="dark"] .highlight .gt { color: #ff3a3a } /* Generic.Traceback */ body[data-theme="dark"] .highlight .kc { color: #6ebf26; font-weight: bold } /* Keyword.Constant */ body[data-theme="dark"] .highlight .kd { color: #6ebf26; font-weight: bold } /* Keyword.Declaration */ body[data-theme="dark"] .highlight .kn { color: #6ebf26; font-weight: bold } /* Keyword.Namespace */ @@ -192,17 +192,17 @@ body:not([data-theme="light"]) .highlight .cp { color: #ff3a3a; font-weight: bol body:not([data-theme="light"]) .highlight .cpf { color: #ababab; font-style: italic } /* Comment.PreprocFile */ body:not([data-theme="light"]) .highlight .c1 { color: #ababab; font-style: italic } /* Comment.Single */ body:not([data-theme="light"]) .highlight .cs { color: #e50808; font-weight: bold; background-color: #520000 } /* Comment.Special */ -body:not([data-theme="light"]) .highlight .gd { color: #d22323 } /* Generic.Deleted */ +body:not([data-theme="light"]) .highlight .gd { color: #ff3a3a } /* Generic.Deleted */ body:not([data-theme="light"]) .highlight .ge { color: #d0d0d0; font-style: italic } /* Generic.Emph */ body:not([data-theme="light"]) .highlight .ges { color: #d0d0d0; font-weight: bold; font-style: italic } /* Generic.EmphStrong */ -body:not([data-theme="light"]) .highlight .gr { color: #d22323 } /* Generic.Error */ +body:not([data-theme="light"]) .highlight .gr { color: #ff3a3a } /* Generic.Error */ body:not([data-theme="light"]) .highlight .gh { color: #ffffff; font-weight: bold } /* Generic.Heading */ body:not([data-theme="light"]) .highlight .gi { color: #589819 } /* Generic.Inserted */ body:not([data-theme="light"]) .highlight .go { color: #cccccc } /* Generic.Output */ body:not([data-theme="light"]) .highlight .gp { color: #aaaaaa } /* Generic.Prompt */ body:not([data-theme="light"]) .highlight .gs { color: #d0d0d0; font-weight: bold } /* Generic.Strong */ body:not([data-theme="light"]) .highlight .gu { color: #ffffff; text-decoration: underline } /* Generic.Subheading */ -body:not([data-theme="light"]) .highlight .gt { color: #d22323 } /* Generic.Traceback */ +body:not([data-theme="light"]) .highlight .gt { color: #ff3a3a } /* Generic.Traceback */ body:not([data-theme="light"]) .highlight .kc { color: #6ebf26; font-weight: bold } /* Keyword.Constant */ body:not([data-theme="light"]) .highlight .kd { color: #6ebf26; font-weight: bold } /* Keyword.Declaration */ body:not([data-theme="light"]) .highlight .kn { color: #6ebf26; font-weight: bold } /* Keyword.Namespace */ diff --git a/docs/documentation/_static/scripts/furo.js b/docs/documentation/_static/scripts/furo.js index 32e7c05b..0267c7e1 100644 --- a/docs/documentation/_static/scripts/furo.js +++ b/docs/documentation/_static/scripts/furo.js @@ -1,3 +1,3 @@ /*! For license information please see furo.js.LICENSE.txt */ -(()=>{var t={212:function(t,e,n){var o,r;r=void 0!==n.g?n.g:"undefined"!=typeof window?window:this,o=function(){return function(t){"use strict";var e={navClass:"active",contentClass:"active",nested:!1,nestedClass:"active",offset:0,reflow:!1,events:!0},n=function(t,e,n){if(n.settings.events){var o=new CustomEvent(t,{bubbles:!0,cancelable:!0,detail:n});e.dispatchEvent(o)}},o=function(t){var e=0;if(t.offsetParent)for(;t;)e+=t.offsetTop,t=t.offsetParent;return e>=0?e:0},r=function(t){t&&t.sort((function(t,e){return o(t.content)=Math.max(document.body.scrollHeight,document.documentElement.scrollHeight,document.body.offsetHeight,document.documentElement.offsetHeight,document.body.clientHeight,document.documentElement.clientHeight)},l=function(t,e){var n=t[t.length-1];if(function(t,e){return!(!s()||!c(t.content,e,!0))}(n,e))return n;for(var o=t.length-1;o>=0;o--)if(c(t[o].content,e))return t[o]},a=function(t,e){if(e.nested&&t.parentNode){var n=t.parentNode.closest("li");n&&(n.classList.remove(e.nestedClass),a(n,e))}},i=function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.remove(e.navClass),t.content.classList.remove(e.contentClass),a(o,e),n("gumshoeDeactivate",o,{link:t.nav,content:t.content,settings:e}))}},u=function(t,e){if(e.nested){var n=t.parentNode.closest("li");n&&(n.classList.add(e.nestedClass),u(n,e))}};return function(o,c){var s,a,d,f,m,v={setup:function(){s=document.querySelectorAll(o),a=[],Array.prototype.forEach.call(s,(function(t){var e=document.getElementById(decodeURIComponent(t.hash.substr(1)));e&&a.push({nav:t,content:e})})),r(a)},detect:function(){var t=l(a,m);t?d&&t.content===d.content||(i(d,m),function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.add(e.navClass),t.content.classList.add(e.contentClass),u(o,e),n("gumshoeActivate",o,{link:t.nav,content:t.content,settings:e}))}}(t,m),d=t):d&&(i(d,m),d=null)}},h=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame(v.detect)},g=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame((function(){r(a),v.detect()}))};return v.destroy=function(){d&&i(d,m),t.removeEventListener("scroll",h,!1),m.reflow&&t.removeEventListener("resize",g,!1),a=null,s=null,d=null,f=null,m=null},m=function(){var t={};return Array.prototype.forEach.call(arguments,(function(e){for(var n in e){if(!e.hasOwnProperty(n))return;t[n]=e[n]}})),t}(e,c||{}),v.setup(),v.detect(),t.addEventListener("scroll",h,!1),m.reflow&&t.addEventListener("resize",g,!1),v}}(r)}.apply(e,[]),void 0===o||(t.exports=o)}},e={};function n(o){var r=e[o];if(void 0!==r)return r.exports;var c=e[o]={exports:{}};return t[o].call(c.exports,c,c.exports,n),c.exports}n.n=t=>{var e=t&&t.__esModule?()=>t.default:()=>t;return n.d(e,{a:e}),e},n.d=(t,e)=>{for(var o in e)n.o(e,o)&&!n.o(t,o)&&Object.defineProperty(t,o,{enumerable:!0,get:e[o]})},n.g=function(){if("object"==typeof globalThis)return globalThis;try{return this||new Function("return this")()}catch(t){if("object"==typeof window)return window}}(),n.o=(t,e)=>Object.prototype.hasOwnProperty.call(t,e),(()=>{"use strict";var t=n(212),e=n.n(t),o=null,r=null,c=window.pageYOffset||document.documentElement.scrollTop;const s=64;function l(){const t=localStorage.getItem("theme")||"auto";var e;"light"!==(e=window.matchMedia("(prefers-color-scheme: dark)").matches?"auto"===t?"light":"light"==t?"dark":"auto":"auto"===t?"dark":"dark"==t?"light":"auto")&&"dark"!==e&&"auto"!==e&&(console.error(`Got invalid theme mode: ${e}. Resetting to auto.`),e="auto"),document.body.dataset.theme=e,localStorage.setItem("theme",e),console.log(`Changed to ${e} mode.`)}function a(){!function(){const t=document.getElementsByClassName("theme-toggle");Array.from(t).forEach((t=>{t.addEventListener("click",l)}))}(),function(){let t=0,e=!1;window.addEventListener("scroll",(function(n){t=window.scrollY,e||(window.requestAnimationFrame((function(){var n;n=t,0==Math.floor(r.getBoundingClientRect().top)?r.classList.add("scrolled"):r.classList.remove("scrolled"),function(t){tc&&document.documentElement.classList.remove("show-back-to-top"),c=t}(n),function(t){null!==o&&(0==t?o.scrollTo(0,0):Math.ceil(t)>=Math.floor(document.documentElement.scrollHeight-window.innerHeight)?o.scrollTo(0,o.scrollHeight):document.querySelector(".scroll-current"))}(n),e=!1})),e=!0)})),window.scroll()}(),null!==o&&new(e())(".toc-tree a",{reflow:!0,recursive:!0,navClass:"scroll-current",offset:()=>{let t=parseFloat(getComputedStyle(document.documentElement).fontSize);return r.getBoundingClientRect().height+.5*t+1}})}document.addEventListener("DOMContentLoaded",(function(){document.body.parentNode.classList.remove("no-js"),r=document.querySelector("header"),o=document.querySelector(".toc-scroll"),a()}))})()})(); +(()=>{var t={856:function(t,e,n){var o,r;r=void 0!==n.g?n.g:"undefined"!=typeof window?window:this,o=function(){return function(t){"use strict";var e={navClass:"active",contentClass:"active",nested:!1,nestedClass:"active",offset:0,reflow:!1,events:!0},n=function(t,e,n){if(n.settings.events){var o=new CustomEvent(t,{bubbles:!0,cancelable:!0,detail:n});e.dispatchEvent(o)}},o=function(t){var e=0;if(t.offsetParent)for(;t;)e+=t.offsetTop,t=t.offsetParent;return e>=0?e:0},r=function(t){t&&t.sort((function(t,e){return o(t.content)=Math.max(document.body.scrollHeight,document.documentElement.scrollHeight,document.body.offsetHeight,document.documentElement.offsetHeight,document.body.clientHeight,document.documentElement.clientHeight)},l=function(t,e){var n=t[t.length-1];if(function(t,e){return!(!s()||!c(t.content,e,!0))}(n,e))return n;for(var o=t.length-1;o>=0;o--)if(c(t[o].content,e))return t[o]},a=function(t,e){if(e.nested&&t.parentNode){var n=t.parentNode.closest("li");n&&(n.classList.remove(e.nestedClass),a(n,e))}},i=function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.remove(e.navClass),t.content.classList.remove(e.contentClass),a(o,e),n("gumshoeDeactivate",o,{link:t.nav,content:t.content,settings:e}))}},u=function(t,e){if(e.nested){var n=t.parentNode.closest("li");n&&(n.classList.add(e.nestedClass),u(n,e))}};return function(o,c){var s,a,d,f,m,v={setup:function(){s=document.querySelectorAll(o),a=[],Array.prototype.forEach.call(s,(function(t){var e=document.getElementById(decodeURIComponent(t.hash.substr(1)));e&&a.push({nav:t,content:e})})),r(a)},detect:function(){var t=l(a,m);t?d&&t.content===d.content||(i(d,m),function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.add(e.navClass),t.content.classList.add(e.contentClass),u(o,e),n("gumshoeActivate",o,{link:t.nav,content:t.content,settings:e}))}}(t,m),d=t):d&&(i(d,m),d=null)}},h=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame(v.detect)},g=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame((function(){r(a),v.detect()}))};return v.destroy=function(){d&&i(d,m),t.removeEventListener("scroll",h,!1),m.reflow&&t.removeEventListener("resize",g,!1),a=null,s=null,d=null,f=null,m=null},m=function(){var t={};return Array.prototype.forEach.call(arguments,(function(e){for(var n in e){if(!e.hasOwnProperty(n))return;t[n]=e[n]}})),t}(e,c||{}),v.setup(),v.detect(),t.addEventListener("scroll",h,!1),m.reflow&&t.addEventListener("resize",g,!1),v}}(r)}.apply(e,[]),void 0===o||(t.exports=o)}},e={};function n(o){var r=e[o];if(void 0!==r)return r.exports;var c=e[o]={exports:{}};return t[o].call(c.exports,c,c.exports,n),c.exports}n.n=t=>{var e=t&&t.__esModule?()=>t.default:()=>t;return n.d(e,{a:e}),e},n.d=(t,e)=>{for(var o in e)n.o(e,o)&&!n.o(t,o)&&Object.defineProperty(t,o,{enumerable:!0,get:e[o]})},n.g=function(){if("object"==typeof globalThis)return globalThis;try{return this||new Function("return this")()}catch(t){if("object"==typeof window)return window}}(),n.o=(t,e)=>Object.prototype.hasOwnProperty.call(t,e),(()=>{"use strict";var t=n(856),e=n.n(t),o=null,r=null,c=window.pageYOffset||document.documentElement.scrollTop;const s=64;function l(){const t=localStorage.getItem("theme")||"auto";var e;"light"!==(e=window.matchMedia("(prefers-color-scheme: dark)").matches?"auto"===t?"light":"light"==t?"dark":"auto":"auto"===t?"dark":"dark"==t?"light":"auto")&&"dark"!==e&&"auto"!==e&&(console.error(`Got invalid theme mode: ${e}. Resetting to auto.`),e="auto"),document.body.dataset.theme=e,localStorage.setItem("theme",e),console.log(`Changed to ${e} mode.`)}function a(){!function(){const t=document.getElementsByClassName("theme-toggle");Array.from(t).forEach((t=>{t.addEventListener("click",l)}))}(),function(){let t=0,e=!1;window.addEventListener("scroll",(function(n){t=window.scrollY,e||(window.requestAnimationFrame((function(){var n;n=t,0==Math.floor(r.getBoundingClientRect().top)?r.classList.add("scrolled"):r.classList.remove("scrolled"),function(t){tc&&document.documentElement.classList.remove("show-back-to-top"),c=t}(n),function(t){null!==o&&(0==t?o.scrollTo(0,0):Math.ceil(t)>=Math.floor(document.documentElement.scrollHeight-window.innerHeight)?o.scrollTo(0,o.scrollHeight):document.querySelector(".scroll-current"))}(n),e=!1})),e=!0)})),window.scroll()}(),null!==o&&new(e())(".toc-tree a",{reflow:!0,recursive:!0,navClass:"scroll-current",offset:()=>{let t=parseFloat(getComputedStyle(document.documentElement).fontSize);return r.getBoundingClientRect().height+2.5*t+1}})}document.addEventListener("DOMContentLoaded",(function(){document.body.parentNode.classList.remove("no-js"),r=document.querySelector("header"),o=document.querySelector(".toc-scroll"),a()}))})()})(); //# sourceMappingURL=furo.js.map \ No newline at end of file diff --git a/docs/documentation/_static/scripts/furo.js.map b/docs/documentation/_static/scripts/furo.js.map index 47053022..c3b37aaa 100644 --- a/docs/documentation/_static/scripts/furo.js.map +++ b/docs/documentation/_static/scripts/furo.js.map @@ -1 +1 @@ -{"version":3,"file":"scripts/furo.js","mappings":";iCAAA,MAQWA,SAWS,IAAX,EAAAC,EACH,EAAAA,EACkB,oBAAXC,OACLA,OACAC,KAbO,EAAF,WACP,OAaJ,SAAUD,GACR,aAMA,IAAIE,EAAW,CAEbC,SAAU,SACVC,aAAc,SAGdC,QAAQ,EACRC,YAAa,SAGbC,OAAQ,EACRC,QAAQ,EAGRC,QAAQ,GA6BNC,EAAY,SAAUC,EAAMC,EAAMC,GAEpC,GAAKA,EAAOC,SAASL,OAArB,CAGA,IAAIM,EAAQ,IAAIC,YAAYL,EAAM,CAChCM,SAAS,EACTC,YAAY,EACZL,OAAQA,IAIVD,EAAKO,cAAcJ,EAVgB,CAWrC,EAOIK,EAAe,SAAUR,GAC3B,IAAIS,EAAW,EACf,GAAIT,EAAKU,aACP,KAAOV,GACLS,GAAYT,EAAKW,UACjBX,EAAOA,EAAKU,aAGhB,OAAOD,GAAY,EAAIA,EAAW,CACpC,EAMIG,EAAe,SAAUC,GACvBA,GACFA,EAASC,MAAK,SAAUC,EAAOC,GAG7B,OAFcR,EAAaO,EAAME,SACnBT,EAAaQ,EAAMC,UACF,EACxB,CACT,GAEJ,EAwCIC,EAAW,SAAUlB,EAAME,EAAUiB,GACvC,IAAIC,EAASpB,EAAKqB,wBACd1B,EAnCU,SAAUO,GAExB,MAA+B,mBAApBA,EAASP,OACX2B,WAAWpB,EAASP,UAItB2B,WAAWpB,EAASP,OAC7B,CA2Be4B,CAAUrB,GACvB,OAAIiB,EAEAK,SAASJ,EAAOD,OAAQ,KACvB/B,EAAOqC,aAAeC,SAASC,gBAAgBC,cAG7CJ,SAASJ,EAAOS,IAAK,KAAOlC,CACrC,EAMImC,EAAa,WACf,OACEC,KAAKC,KAAK5C,EAAOqC,YAAcrC,EAAO6C,cAnCjCF,KAAKG,IACVR,SAASS,KAAKC,aACdV,SAASC,gBAAgBS,aACzBV,SAASS,KAAKE,aACdX,SAASC,gBAAgBU,aACzBX,SAASS,KAAKP,aACdF,SAASC,gBAAgBC,aAkC7B,EAmBIU,EAAY,SAAUzB,EAAUX,GAClC,IAAIqC,EAAO1B,EAASA,EAAS2B,OAAS,GACtC,GAbgB,SAAUC,EAAMvC,GAChC,SAAI4B,MAAgBZ,EAASuB,EAAKxB,QAASf,GAAU,GAEvD,CAUMwC,CAAYH,EAAMrC,GAAW,OAAOqC,EACxC,IAAK,IAAII,EAAI9B,EAAS2B,OAAS,EAAGG,GAAK,EAAGA,IACxC,GAAIzB,EAASL,EAAS8B,GAAG1B,QAASf,GAAW,OAAOW,EAAS8B,EAEjE,EAOIC,EAAmB,SAAUC,EAAK3C,GAEpC,GAAKA,EAAST,QAAWoD,EAAIC,WAA7B,CAGA,IAAIC,EAAKF,EAAIC,WAAWE,QAAQ,MAC3BD,IAGLA,EAAGE,UAAUC,OAAOhD,EAASR,aAG7BkD,EAAiBG,EAAI7C,GAV0B,CAWjD,EAOIiD,EAAa,SAAUC,EAAOlD,GAEhC,GAAKkD,EAAL,CAGA,IAAIL,EAAKK,EAAMP,IAAIG,QAAQ,MACtBD,IAGLA,EAAGE,UAAUC,OAAOhD,EAASX,UAC7B6D,EAAMnC,QAAQgC,UAAUC,OAAOhD,EAASV,cAGxCoD,EAAiBG,EAAI7C,GAGrBJ,EAAU,oBAAqBiD,EAAI,CACjCM,KAAMD,EAAMP,IACZ5B,QAASmC,EAAMnC,QACff,SAAUA,IAjBM,CAmBpB,EAOIoD,EAAiB,SAAUT,EAAK3C,GAElC,GAAKA,EAAST,OAAd,CAGA,IAAIsD,EAAKF,EAAIC,WAAWE,QAAQ,MAC3BD,IAGLA,EAAGE,UAAUM,IAAIrD,EAASR,aAG1B4D,EAAeP,EAAI7C,GAVS,CAW9B,EA6LA,OA1JkB,SAAUsD,EAAUC,GAKpC,IACIC,EAAU7C,EAAU8C,EAASC,EAAS1D,EADtC2D,EAAa,CAUjBA,MAAmB,WAEjBH,EAAWhC,SAASoC,iBAAiBN,GAGrC3C,EAAW,GAGXkD,MAAMC,UAAUC,QAAQC,KAAKR,GAAU,SAAUjB,GAE/C,IAAIxB,EAAUS,SAASyC,eACrBC,mBAAmB3B,EAAK4B,KAAKC,OAAO,KAEjCrD,GAGLJ,EAAS0D,KAAK,CACZ1B,IAAKJ,EACLxB,QAASA,GAEb,IAGAL,EAAaC,EACf,EAKAgD,OAAoB,WAElB,IAAIW,EAASlC,EAAUzB,EAAUX,GAG5BsE,EASDb,GAAWa,EAAOvD,UAAY0C,EAAQ1C,UAG1CkC,EAAWQ,EAASzD,GAzFT,SAAUkD,EAAOlD,GAE9B,GAAKkD,EAAL,CAGA,IAAIL,EAAKK,EAAMP,IAAIG,QAAQ,MACtBD,IAGLA,EAAGE,UAAUM,IAAIrD,EAASX,UAC1B6D,EAAMnC,QAAQgC,UAAUM,IAAIrD,EAASV,cAGrC8D,EAAeP,EAAI7C,GAGnBJ,EAAU,kBAAmBiD,EAAI,CAC/BM,KAAMD,EAAMP,IACZ5B,QAASmC,EAAMnC,QACff,SAAUA,IAjBM,CAmBpB,CAqEIuE,CAASD,EAAQtE,GAGjByD,EAAUa,GAfJb,IACFR,EAAWQ,EAASzD,GACpByD,EAAU,KAchB,GAMIe,EAAgB,SAAUvE,GAExByD,GACFxE,EAAOuF,qBAAqBf,GAI9BA,EAAUxE,EAAOwF,sBAAsBf,EAAWgB,OACpD,EAMIC,EAAgB,SAAU3E,GAExByD,GACFxE,EAAOuF,qBAAqBf,GAI9BA,EAAUxE,EAAOwF,uBAAsB,WACrChE,EAAaC,GACbgD,EAAWgB,QACb,GACF,EAkDA,OA7CAhB,EAAWkB,QAAU,WAEfpB,GACFR,EAAWQ,EAASzD,GAItBd,EAAO4F,oBAAoB,SAAUN,GAAe,GAChDxE,EAASN,QACXR,EAAO4F,oBAAoB,SAAUF,GAAe,GAItDjE,EAAW,KACX6C,EAAW,KACXC,EAAU,KACVC,EAAU,KACV1D,EAAW,IACb,EAOEA,EA3XS,WACX,IAAI+E,EAAS,CAAC,EAOd,OANAlB,MAAMC,UAAUC,QAAQC,KAAKgB,WAAW,SAAUC,GAChD,IAAK,IAAIC,KAAOD,EAAK,CACnB,IAAKA,EAAIE,eAAeD,GAAM,OAC9BH,EAAOG,GAAOD,EAAIC,EACpB,CACF,IACOH,CACT,CAkXeK,CAAOhG,EAAUmE,GAAW,CAAC,GAGxCI,EAAW0B,QAGX1B,EAAWgB,SAGXzF,EAAOoG,iBAAiB,SAAUd,GAAe,GAC7CxE,EAASN,QACXR,EAAOoG,iBAAiB,SAAUV,GAAe,GAS9CjB,CACT,CAOF,CArcW4B,CAAQvG,EAChB,UAFM,SAEN,uBCXDwG,EAA2B,CAAC,EAGhC,SAASC,EAAoBC,GAE5B,IAAIC,EAAeH,EAAyBE,GAC5C,QAAqBE,IAAjBD,EACH,OAAOA,EAAaE,QAGrB,IAAIC,EAASN,EAAyBE,GAAY,CAGjDG,QAAS,CAAC,GAOX,OAHAE,EAAoBL,GAAU1B,KAAK8B,EAAOD,QAASC,EAAQA,EAAOD,QAASJ,GAGpEK,EAAOD,OACf,CCrBAJ,EAAoBO,EAAKF,IACxB,IAAIG,EAASH,GAAUA,EAAOI,WAC7B,IAAOJ,EAAiB,QACxB,IAAM,EAEP,OADAL,EAAoBU,EAAEF,EAAQ,CAAEG,EAAGH,IAC5BA,CAAM,ECLdR,EAAoBU,EAAI,CAACN,EAASQ,KACjC,IAAI,IAAInB,KAAOmB,EACXZ,EAAoBa,EAAED,EAAYnB,KAASO,EAAoBa,EAAET,EAASX,IAC5EqB,OAAOC,eAAeX,EAASX,EAAK,CAAEuB,YAAY,EAAMC,IAAKL,EAAWnB,IAE1E,ECNDO,EAAoBxG,EAAI,WACvB,GAA0B,iBAAf0H,WAAyB,OAAOA,WAC3C,IACC,OAAOxH,MAAQ,IAAIyH,SAAS,cAAb,EAChB,CAAE,MAAOC,GACR,GAAsB,iBAAX3H,OAAqB,OAAOA,MACxC,CACA,CAPuB,GCAxBuG,EAAoBa,EAAI,CAACrB,EAAK6B,IAAUP,OAAOzC,UAAUqB,eAAenB,KAAKiB,EAAK6B,4CCK9EC,EAAY,KACZC,EAAS,KACTC,EAAgB/H,OAAO6C,aAAeP,SAASC,gBAAgByF,UACnE,MAAMC,EAAmB,GA2EzB,SAASC,IACP,MAAMC,EAAeC,aAAaC,QAAQ,UAAY,OAZxD,IAAkBC,EACH,WADGA,EAaItI,OAAOuI,WAAW,gCAAgCC,QAI/C,SAAjBL,EACO,QACgB,SAAhBA,EACA,OAEA,OAIU,SAAjBA,EACO,OACgB,QAAhBA,EACA,QAEA,SA9BoB,SAATG,GAA4B,SAATA,IACzCG,QAAQC,MAAM,2BAA2BJ,yBACzCA,EAAO,QAGThG,SAASS,KAAK4F,QAAQC,MAAQN,EAC9BF,aAAaS,QAAQ,QAASP,GAC9BG,QAAQK,IAAI,cAAcR,UA0B5B,CAkDA,SAASnC,KART,WAEE,MAAM4C,EAAUzG,SAAS0G,uBAAuB,gBAChDrE,MAAMsE,KAAKF,GAASlE,SAASqE,IAC3BA,EAAI9C,iBAAiB,QAAS8B,EAAe,GAEjD,CAGEiB,GA9CF,WAEE,IAAIC,EAA6B,EAC7BC,GAAU,EAEdrJ,OAAOoG,iBAAiB,UAAU,SAAUuB,GAC1CyB,EAA6BpJ,OAAOsJ,QAE/BD,IACHrJ,OAAOwF,uBAAsB,WAzDnC,IAAuB+D,IA0DDH,EA9GkC,GAAlDzG,KAAK6G,MAAM1B,EAAO7F,wBAAwBQ,KAC5CqF,EAAOjE,UAAUM,IAAI,YAErB2D,EAAOjE,UAAUC,OAAO,YAI5B,SAAmCyF,GAC7BA,EAAYtB,EACd3F,SAASC,gBAAgBsB,UAAUC,OAAO,oBAEtCyF,EAAYxB,EACdzF,SAASC,gBAAgBsB,UAAUM,IAAI,oBAC9BoF,EAAYxB,GACrBzF,SAASC,gBAAgBsB,UAAUC,OAAO,oBAG9CiE,EAAgBwB,CAClB,CAoCEE,CAA0BF,GAlC5B,SAA6BA,GACT,OAAd1B,IAKa,GAAb0B,EACF1B,EAAU6B,SAAS,EAAG,GAGtB/G,KAAKC,KAAK2G,IACV5G,KAAK6G,MAAMlH,SAASC,gBAAgBS,aAAehD,OAAOqC,aAE1DwF,EAAU6B,SAAS,EAAG7B,EAAU7E,cAGhBV,SAASqH,cAAc,mBAc3C,CAKEC,CAAoBL,GAwDdF,GAAU,CACZ,IAEAA,GAAU,EAEd,IACArJ,OAAO6J,QACT,CA6BEC,GA1BkB,OAAdjC,GAKJ,IAAI,IAAJ,CAAY,cAAe,CACzBrH,QAAQ,EACRuJ,WAAW,EACX5J,SAAU,iBACVI,OAAQ,KACN,IAAIyJ,EAAM9H,WAAW+H,iBAAiB3H,SAASC,iBAAiB2H,UAChE,OAAOpC,EAAO7F,wBAAwBkI,OAAS,GAAMH,EAAM,CAAC,GAiBlE,CAcA1H,SAAS8D,iBAAiB,oBAT1B,WACE9D,SAASS,KAAKW,WAAWG,UAAUC,OAAO,SAE1CgE,EAASxF,SAASqH,cAAc,UAChC9B,EAAYvF,SAASqH,cAAc,eAEnCxD,GACF","sources":["webpack:///./src/furo/assets/scripts/gumshoe-patched.js","webpack:///webpack/bootstrap","webpack:///webpack/runtime/compat get default export","webpack:///webpack/runtime/define property getters","webpack:///webpack/runtime/global","webpack:///webpack/runtime/hasOwnProperty shorthand","webpack:///./src/furo/assets/scripts/furo.js"],"sourcesContent":["/*!\n * gumshoejs v5.1.2 (patched by @pradyunsg)\n * A simple, framework-agnostic scrollspy script.\n * (c) 2019 Chris Ferdinandi\n * MIT License\n * http://github.com/cferdinandi/gumshoe\n */\n\n(function (root, factory) {\n if (typeof define === \"function\" && define.amd) {\n define([], function () {\n return factory(root);\n });\n } else if (typeof exports === \"object\") {\n module.exports = factory(root);\n } else {\n root.Gumshoe = factory(root);\n }\n})(\n typeof global !== \"undefined\"\n ? global\n : typeof window !== \"undefined\"\n ? window\n : this,\n function (window) {\n \"use strict\";\n\n //\n // Defaults\n //\n\n var defaults = {\n // Active classes\n navClass: \"active\",\n contentClass: \"active\",\n\n // Nested navigation\n nested: false,\n nestedClass: \"active\",\n\n // Offset & reflow\n offset: 0,\n reflow: false,\n\n // Event support\n events: true,\n };\n\n //\n // Methods\n //\n\n /**\n * Merge two or more objects together.\n * @param {Object} objects The objects to merge together\n * @returns {Object} Merged values of defaults and options\n */\n var extend = function () {\n var merged = {};\n Array.prototype.forEach.call(arguments, function (obj) {\n for (var key in obj) {\n if (!obj.hasOwnProperty(key)) return;\n merged[key] = obj[key];\n }\n });\n return merged;\n };\n\n /**\n * Emit a custom event\n * @param {String} type The event type\n * @param {Node} elem The element to attach the event to\n * @param {Object} detail Any details to pass along with the event\n */\n var emitEvent = function (type, elem, detail) {\n // Make sure events are enabled\n if (!detail.settings.events) return;\n\n // Create a new event\n var event = new CustomEvent(type, {\n bubbles: true,\n cancelable: true,\n detail: detail,\n });\n\n // Dispatch the event\n elem.dispatchEvent(event);\n };\n\n /**\n * Get an element's distance from the top of the Document.\n * @param {Node} elem The element\n * @return {Number} Distance from the top in pixels\n */\n var getOffsetTop = function (elem) {\n var location = 0;\n if (elem.offsetParent) {\n while (elem) {\n location += elem.offsetTop;\n elem = elem.offsetParent;\n }\n }\n return location >= 0 ? location : 0;\n };\n\n /**\n * Sort content from first to last in the DOM\n * @param {Array} contents The content areas\n */\n var sortContents = function (contents) {\n if (contents) {\n contents.sort(function (item1, item2) {\n var offset1 = getOffsetTop(item1.content);\n var offset2 = getOffsetTop(item2.content);\n if (offset1 < offset2) return -1;\n return 1;\n });\n }\n };\n\n /**\n * Get the offset to use for calculating position\n * @param {Object} settings The settings for this instantiation\n * @return {Float} The number of pixels to offset the calculations\n */\n var getOffset = function (settings) {\n // if the offset is a function run it\n if (typeof settings.offset === \"function\") {\n return parseFloat(settings.offset());\n }\n\n // Otherwise, return it as-is\n return parseFloat(settings.offset);\n };\n\n /**\n * Get the document element's height\n * @private\n * @returns {Number}\n */\n var getDocumentHeight = function () {\n return Math.max(\n document.body.scrollHeight,\n document.documentElement.scrollHeight,\n document.body.offsetHeight,\n document.documentElement.offsetHeight,\n document.body.clientHeight,\n document.documentElement.clientHeight,\n );\n };\n\n /**\n * Determine if an element is in view\n * @param {Node} elem The element\n * @param {Object} settings The settings for this instantiation\n * @param {Boolean} bottom If true, check if element is above bottom of viewport instead\n * @return {Boolean} Returns true if element is in the viewport\n */\n var isInView = function (elem, settings, bottom) {\n var bounds = elem.getBoundingClientRect();\n var offset = getOffset(settings);\n if (bottom) {\n return (\n parseInt(bounds.bottom, 10) <\n (window.innerHeight || document.documentElement.clientHeight)\n );\n }\n return parseInt(bounds.top, 10) <= offset;\n };\n\n /**\n * Check if at the bottom of the viewport\n * @return {Boolean} If true, page is at the bottom of the viewport\n */\n var isAtBottom = function () {\n if (\n Math.ceil(window.innerHeight + window.pageYOffset) >=\n getDocumentHeight()\n )\n return true;\n return false;\n };\n\n /**\n * Check if the last item should be used (even if not at the top of the page)\n * @param {Object} item The last item\n * @param {Object} settings The settings for this instantiation\n * @return {Boolean} If true, use the last item\n */\n var useLastItem = function (item, settings) {\n if (isAtBottom() && isInView(item.content, settings, true)) return true;\n return false;\n };\n\n /**\n * Get the active content\n * @param {Array} contents The content areas\n * @param {Object} settings The settings for this instantiation\n * @return {Object} The content area and matching navigation link\n */\n var getActive = function (contents, settings) {\n var last = contents[contents.length - 1];\n if (useLastItem(last, settings)) return last;\n for (var i = contents.length - 1; i >= 0; i--) {\n if (isInView(contents[i].content, settings)) return contents[i];\n }\n };\n\n /**\n * Deactivate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var deactivateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested || !nav.parentNode) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Remove the active class\n li.classList.remove(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n deactivateNested(li, settings);\n };\n\n /**\n * Deactivate a nav and content area\n * @param {Object} items The nav item and content to deactivate\n * @param {Object} settings The settings for this instantiation\n */\n var deactivate = function (items, settings) {\n // Make sure there are items to deactivate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Remove the active class from the nav and content\n li.classList.remove(settings.navClass);\n items.content.classList.remove(settings.contentClass);\n\n // Deactivate any parent navs in a nested navigation\n deactivateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeDeactivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Activate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var activateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Add the active class\n li.classList.add(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n activateNested(li, settings);\n };\n\n /**\n * Activate a nav and content area\n * @param {Object} items The nav item and content to activate\n * @param {Object} settings The settings for this instantiation\n */\n var activate = function (items, settings) {\n // Make sure there are items to activate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Add the active class to the nav and content\n li.classList.add(settings.navClass);\n items.content.classList.add(settings.contentClass);\n\n // Activate any parent navs in a nested navigation\n activateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeActivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Create the Constructor object\n * @param {String} selector The selector to use for navigation items\n * @param {Object} options User options and settings\n */\n var Constructor = function (selector, options) {\n //\n // Variables\n //\n\n var publicAPIs = {};\n var navItems, contents, current, timeout, settings;\n\n //\n // Methods\n //\n\n /**\n * Set variables from DOM elements\n */\n publicAPIs.setup = function () {\n // Get all nav items\n navItems = document.querySelectorAll(selector);\n\n // Create contents array\n contents = [];\n\n // Loop through each item, get it's matching content, and push to the array\n Array.prototype.forEach.call(navItems, function (item) {\n // Get the content for the nav item\n var content = document.getElementById(\n decodeURIComponent(item.hash.substr(1)),\n );\n if (!content) return;\n\n // Push to the contents array\n contents.push({\n nav: item,\n content: content,\n });\n });\n\n // Sort contents by the order they appear in the DOM\n sortContents(contents);\n };\n\n /**\n * Detect which content is currently active\n */\n publicAPIs.detect = function () {\n // Get the active content\n var active = getActive(contents, settings);\n\n // if there's no active content, deactivate and bail\n if (!active) {\n if (current) {\n deactivate(current, settings);\n current = null;\n }\n return;\n }\n\n // If the active content is the one currently active, do nothing\n if (current && active.content === current.content) return;\n\n // Deactivate the current content and activate the new content\n deactivate(current, settings);\n activate(active, settings);\n\n // Update the currently active content\n current = active;\n };\n\n /**\n * Detect the active content on scroll\n * Debounced for performance\n */\n var scrollHandler = function (event) {\n // If there's a timer, cancel it\n if (timeout) {\n window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(publicAPIs.detect);\n };\n\n /**\n * Update content sorting on resize\n * Debounced for performance\n */\n var resizeHandler = function (event) {\n // If there's a timer, cancel it\n if (timeout) {\n window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(function () {\n sortContents(contents);\n publicAPIs.detect();\n });\n };\n\n /**\n * Destroy the current instantiation\n */\n publicAPIs.destroy = function () {\n // Undo DOM changes\n if (current) {\n deactivate(current, settings);\n }\n\n // Remove event listeners\n window.removeEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.removeEventListener(\"resize\", resizeHandler, false);\n }\n\n // Reset variables\n contents = null;\n navItems = null;\n current = null;\n timeout = null;\n settings = null;\n };\n\n /**\n * Initialize the current instantiation\n */\n var init = function () {\n // Merge user options into defaults\n settings = extend(defaults, options || {});\n\n // Setup variables based on the current DOM\n publicAPIs.setup();\n\n // Find the currently active content\n publicAPIs.detect();\n\n // Setup event listeners\n window.addEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.addEventListener(\"resize\", resizeHandler, false);\n }\n };\n\n //\n // Initialize and return the public APIs\n //\n\n init();\n return publicAPIs;\n };\n\n //\n // Return the Constructor\n //\n\n return Constructor;\n },\n);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// getDefaultExport function for compatibility with non-harmony modules\n__webpack_require__.n = (module) => {\n\tvar getter = module && module.__esModule ?\n\t\t() => (module['default']) :\n\t\t() => (module);\n\t__webpack_require__.d(getter, { a: getter });\n\treturn getter;\n};","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.g = (function() {\n\tif (typeof globalThis === 'object') return globalThis;\n\ttry {\n\t\treturn this || new Function('return this')();\n\t} catch (e) {\n\t\tif (typeof window === 'object') return window;\n\t}\n})();","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","import Gumshoe from \"./gumshoe-patched.js\";\n\n////////////////////////////////////////////////////////////////////////////////\n// Scroll Handling\n////////////////////////////////////////////////////////////////////////////////\nvar tocScroll = null;\nvar header = null;\nvar lastScrollTop = window.pageYOffset || document.documentElement.scrollTop;\nconst GO_TO_TOP_OFFSET = 64;\n\nfunction scrollHandlerForHeader() {\n if (Math.floor(header.getBoundingClientRect().top) == 0) {\n header.classList.add(\"scrolled\");\n } else {\n header.classList.remove(\"scrolled\");\n }\n}\n\nfunction scrollHandlerForBackToTop(positionY) {\n if (positionY < GO_TO_TOP_OFFSET) {\n document.documentElement.classList.remove(\"show-back-to-top\");\n } else {\n if (positionY < lastScrollTop) {\n document.documentElement.classList.add(\"show-back-to-top\");\n } else if (positionY > lastScrollTop) {\n document.documentElement.classList.remove(\"show-back-to-top\");\n }\n }\n lastScrollTop = positionY;\n}\n\nfunction scrollHandlerForTOC(positionY) {\n if (tocScroll === null) {\n return;\n }\n\n // top of page.\n if (positionY == 0) {\n tocScroll.scrollTo(0, 0);\n } else if (\n // bottom of page.\n Math.ceil(positionY) >=\n Math.floor(document.documentElement.scrollHeight - window.innerHeight)\n ) {\n tocScroll.scrollTo(0, tocScroll.scrollHeight);\n } else {\n // somewhere in the middle.\n const current = document.querySelector(\".scroll-current\");\n if (current == null) {\n return;\n }\n\n // https://github.com/pypa/pip/issues/9159 This breaks scroll behaviours.\n // // scroll the currently \"active\" heading in toc, into view.\n // const rect = current.getBoundingClientRect();\n // if (0 > rect.top) {\n // current.scrollIntoView(true); // the argument is \"alignTop\"\n // } else if (rect.bottom > window.innerHeight) {\n // current.scrollIntoView(false);\n // }\n }\n}\n\nfunction scrollHandler(positionY) {\n scrollHandlerForHeader();\n scrollHandlerForBackToTop(positionY);\n scrollHandlerForTOC(positionY);\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Theme Toggle\n////////////////////////////////////////////////////////////////////////////////\nfunction setTheme(mode) {\n if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n mode = \"auto\";\n }\n\n document.body.dataset.theme = mode;\n localStorage.setItem(\"theme\", mode);\n console.log(`Changed to ${mode} mode.`);\n}\n\nfunction cycleThemeOnce() {\n const currentTheme = localStorage.getItem(\"theme\") || \"auto\";\n const prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\").matches;\n\n if (prefersDark) {\n // Auto (dark) -> Light -> Dark\n if (currentTheme === \"auto\") {\n setTheme(\"light\");\n } else if (currentTheme == \"light\") {\n setTheme(\"dark\");\n } else {\n setTheme(\"auto\");\n }\n } else {\n // Auto (light) -> Dark -> Light\n if (currentTheme === \"auto\") {\n setTheme(\"dark\");\n } else if (currentTheme == \"dark\") {\n setTheme(\"light\");\n } else {\n setTheme(\"auto\");\n }\n }\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Setup\n////////////////////////////////////////////////////////////////////////////////\nfunction setupScrollHandler() {\n // Taken from https://developer.mozilla.org/en-US/docs/Web/API/Document/scroll_event\n let last_known_scroll_position = 0;\n let ticking = false;\n\n window.addEventListener(\"scroll\", function (e) {\n last_known_scroll_position = window.scrollY;\n\n if (!ticking) {\n window.requestAnimationFrame(function () {\n scrollHandler(last_known_scroll_position);\n ticking = false;\n });\n\n ticking = true;\n }\n });\n window.scroll();\n}\n\nfunction setupScrollSpy() {\n if (tocScroll === null) {\n return;\n }\n\n // Scrollspy -- highlight table on contents, based on scroll\n new Gumshoe(\".toc-tree a\", {\n reflow: true,\n recursive: true,\n navClass: \"scroll-current\",\n offset: () => {\n let rem = parseFloat(getComputedStyle(document.documentElement).fontSize);\n return header.getBoundingClientRect().height + 0.5 * rem + 1;\n },\n });\n}\n\nfunction setupTheme() {\n // Attach event handlers for toggling themes\n const buttons = document.getElementsByClassName(\"theme-toggle\");\n Array.from(buttons).forEach((btn) => {\n btn.addEventListener(\"click\", cycleThemeOnce);\n });\n}\n\nfunction setup() {\n setupTheme();\n setupScrollHandler();\n setupScrollSpy();\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Main entrypoint\n////////////////////////////////////////////////////////////////////////////////\nfunction main() {\n document.body.parentNode.classList.remove(\"no-js\");\n\n header = document.querySelector(\"header\");\n tocScroll = document.querySelector(\".toc-scroll\");\n\n setup();\n}\n\ndocument.addEventListener(\"DOMContentLoaded\", main);\n"],"names":["root","g","window","this","defaults","navClass","contentClass","nested","nestedClass","offset","reflow","events","emitEvent","type","elem","detail","settings","event","CustomEvent","bubbles","cancelable","dispatchEvent","getOffsetTop","location","offsetParent","offsetTop","sortContents","contents","sort","item1","item2","content","isInView","bottom","bounds","getBoundingClientRect","parseFloat","getOffset","parseInt","innerHeight","document","documentElement","clientHeight","top","isAtBottom","Math","ceil","pageYOffset","max","body","scrollHeight","offsetHeight","getActive","last","length","item","useLastItem","i","deactivateNested","nav","parentNode","li","closest","classList","remove","deactivate","items","link","activateNested","add","selector","options","navItems","current","timeout","publicAPIs","querySelectorAll","Array","prototype","forEach","call","getElementById","decodeURIComponent","hash","substr","push","active","activate","scrollHandler","cancelAnimationFrame","requestAnimationFrame","detect","resizeHandler","destroy","removeEventListener","merged","arguments","obj","key","hasOwnProperty","extend","setup","addEventListener","factory","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","undefined","exports","module","__webpack_modules__","n","getter","__esModule","d","a","definition","o","Object","defineProperty","enumerable","get","globalThis","Function","e","prop","tocScroll","header","lastScrollTop","scrollTop","GO_TO_TOP_OFFSET","cycleThemeOnce","currentTheme","localStorage","getItem","mode","matchMedia","matches","console","error","dataset","theme","setItem","log","buttons","getElementsByClassName","from","btn","setupTheme","last_known_scroll_position","ticking","scrollY","positionY","floor","scrollHandlerForBackToTop","scrollTo","querySelector","scrollHandlerForTOC","scroll","setupScrollHandler","recursive","rem","getComputedStyle","fontSize","height"],"sourceRoot":""} \ No newline at end of file +{"version":3,"file":"scripts/furo.js","mappings":";iCAAA,MAQWA,SAWS,IAAX,EAAAC,EACH,EAAAA,EACkB,oBAAXC,OACLA,OACAC,KAbO,EAAF,WACP,OAaJ,SAAUD,GACR,aAMA,IAAIE,EAAW,CAEbC,SAAU,SACVC,aAAc,SAGdC,QAAQ,EACRC,YAAa,SAGbC,OAAQ,EACRC,QAAQ,EAGRC,QAAQ,GA6BNC,EAAY,SAAUC,EAAMC,EAAMC,GAEpC,GAAKA,EAAOC,SAASL,OAArB,CAGA,IAAIM,EAAQ,IAAIC,YAAYL,EAAM,CAChCM,SAAS,EACTC,YAAY,EACZL,OAAQA,IAIVD,EAAKO,cAAcJ,EAVgB,CAWrC,EAOIK,EAAe,SAAUR,GAC3B,IAAIS,EAAW,EACf,GAAIT,EAAKU,aACP,KAAOV,GACLS,GAAYT,EAAKW,UACjBX,EAAOA,EAAKU,aAGhB,OAAOD,GAAY,EAAIA,EAAW,CACpC,EAMIG,EAAe,SAAUC,GACvBA,GACFA,EAASC,MAAK,SAAUC,EAAOC,GAG7B,OAFcR,EAAaO,EAAME,SACnBT,EAAaQ,EAAMC,UACF,EACxB,CACT,GAEJ,EAwCIC,EAAW,SAAUlB,EAAME,EAAUiB,GACvC,IAAIC,EAASpB,EAAKqB,wBACd1B,EAnCU,SAAUO,GAExB,MAA+B,mBAApBA,EAASP,OACX2B,WAAWpB,EAASP,UAItB2B,WAAWpB,EAASP,OAC7B,CA2Be4B,CAAUrB,GACvB,OAAIiB,EAEAK,SAASJ,EAAOD,OAAQ,KACvB/B,EAAOqC,aAAeC,SAASC,gBAAgBC,cAG7CJ,SAASJ,EAAOS,IAAK,KAAOlC,CACrC,EAMImC,EAAa,WACf,OACEC,KAAKC,KAAK5C,EAAOqC,YAAcrC,EAAO6C,cAnCjCF,KAAKG,IACVR,SAASS,KAAKC,aACdV,SAASC,gBAAgBS,aACzBV,SAASS,KAAKE,aACdX,SAASC,gBAAgBU,aACzBX,SAASS,KAAKP,aACdF,SAASC,gBAAgBC,aAkC7B,EAmBIU,EAAY,SAAUzB,EAAUX,GAClC,IAAIqC,EAAO1B,EAASA,EAAS2B,OAAS,GACtC,GAbgB,SAAUC,EAAMvC,GAChC,SAAI4B,MAAgBZ,EAASuB,EAAKxB,QAASf,GAAU,GAEvD,CAUMwC,CAAYH,EAAMrC,GAAW,OAAOqC,EACxC,IAAK,IAAII,EAAI9B,EAAS2B,OAAS,EAAGG,GAAK,EAAGA,IACxC,GAAIzB,EAASL,EAAS8B,GAAG1B,QAASf,GAAW,OAAOW,EAAS8B,EAEjE,EAOIC,EAAmB,SAAUC,EAAK3C,GAEpC,GAAKA,EAAST,QAAWoD,EAAIC,WAA7B,CAGA,IAAIC,EAAKF,EAAIC,WAAWE,QAAQ,MAC3BD,IAGLA,EAAGE,UAAUC,OAAOhD,EAASR,aAG7BkD,EAAiBG,EAAI7C,GAV0B,CAWjD,EAOIiD,EAAa,SAAUC,EAAOlD,GAEhC,GAAKkD,EAAL,CAGA,IAAIL,EAAKK,EAAMP,IAAIG,QAAQ,MACtBD,IAGLA,EAAGE,UAAUC,OAAOhD,EAASX,UAC7B6D,EAAMnC,QAAQgC,UAAUC,OAAOhD,EAASV,cAGxCoD,EAAiBG,EAAI7C,GAGrBJ,EAAU,oBAAqBiD,EAAI,CACjCM,KAAMD,EAAMP,IACZ5B,QAASmC,EAAMnC,QACff,SAAUA,IAjBM,CAmBpB,EAOIoD,EAAiB,SAAUT,EAAK3C,GAElC,GAAKA,EAAST,OAAd,CAGA,IAAIsD,EAAKF,EAAIC,WAAWE,QAAQ,MAC3BD,IAGLA,EAAGE,UAAUM,IAAIrD,EAASR,aAG1B4D,EAAeP,EAAI7C,GAVS,CAW9B,EA6LA,OA1JkB,SAAUsD,EAAUC,GAKpC,IACIC,EAAU7C,EAAU8C,EAASC,EAAS1D,EADtC2D,EAAa,CAUjBA,MAAmB,WAEjBH,EAAWhC,SAASoC,iBAAiBN,GAGrC3C,EAAW,GAGXkD,MAAMC,UAAUC,QAAQC,KAAKR,GAAU,SAAUjB,GAE/C,IAAIxB,EAAUS,SAASyC,eACrBC,mBAAmB3B,EAAK4B,KAAKC,OAAO,KAEjCrD,GAGLJ,EAAS0D,KAAK,CACZ1B,IAAKJ,EACLxB,QAASA,GAEb,IAGAL,EAAaC,EACf,EAKAgD,OAAoB,WAElB,IAAIW,EAASlC,EAAUzB,EAAUX,GAG5BsE,EASDb,GAAWa,EAAOvD,UAAY0C,EAAQ1C,UAG1CkC,EAAWQ,EAASzD,GAzFT,SAAUkD,EAAOlD,GAE9B,GAAKkD,EAAL,CAGA,IAAIL,EAAKK,EAAMP,IAAIG,QAAQ,MACtBD,IAGLA,EAAGE,UAAUM,IAAIrD,EAASX,UAC1B6D,EAAMnC,QAAQgC,UAAUM,IAAIrD,EAASV,cAGrC8D,EAAeP,EAAI7C,GAGnBJ,EAAU,kBAAmBiD,EAAI,CAC/BM,KAAMD,EAAMP,IACZ5B,QAASmC,EAAMnC,QACff,SAAUA,IAjBM,CAmBpB,CAqEIuE,CAASD,EAAQtE,GAGjByD,EAAUa,GAfJb,IACFR,EAAWQ,EAASzD,GACpByD,EAAU,KAchB,GAMIe,EAAgB,SAAUvE,GAExByD,GACFxE,EAAOuF,qBAAqBf,GAI9BA,EAAUxE,EAAOwF,sBAAsBf,EAAWgB,OACpD,EAMIC,EAAgB,SAAU3E,GAExByD,GACFxE,EAAOuF,qBAAqBf,GAI9BA,EAAUxE,EAAOwF,uBAAsB,WACrChE,EAAaC,GACbgD,EAAWgB,QACb,GACF,EAkDA,OA7CAhB,EAAWkB,QAAU,WAEfpB,GACFR,EAAWQ,EAASzD,GAItBd,EAAO4F,oBAAoB,SAAUN,GAAe,GAChDxE,EAASN,QACXR,EAAO4F,oBAAoB,SAAUF,GAAe,GAItDjE,EAAW,KACX6C,EAAW,KACXC,EAAU,KACVC,EAAU,KACV1D,EAAW,IACb,EAOEA,EA3XS,WACX,IAAI+E,EAAS,CAAC,EAOd,OANAlB,MAAMC,UAAUC,QAAQC,KAAKgB,WAAW,SAAUC,GAChD,IAAK,IAAIC,KAAOD,EAAK,CACnB,IAAKA,EAAIE,eAAeD,GAAM,OAC9BH,EAAOG,GAAOD,EAAIC,EACpB,CACF,IACOH,CACT,CAkXeK,CAAOhG,EAAUmE,GAAW,CAAC,GAGxCI,EAAW0B,QAGX1B,EAAWgB,SAGXzF,EAAOoG,iBAAiB,SAAUd,GAAe,GAC7CxE,EAASN,QACXR,EAAOoG,iBAAiB,SAAUV,GAAe,GAS9CjB,CACT,CAOF,CArcW4B,CAAQvG,EAChB,UAFM,SAEN,uBCXDwG,EAA2B,CAAC,EAGhC,SAASC,EAAoBC,GAE5B,IAAIC,EAAeH,EAAyBE,GAC5C,QAAqBE,IAAjBD,EACH,OAAOA,EAAaE,QAGrB,IAAIC,EAASN,EAAyBE,GAAY,CAGjDG,QAAS,CAAC,GAOX,OAHAE,EAAoBL,GAAU1B,KAAK8B,EAAOD,QAASC,EAAQA,EAAOD,QAASJ,GAGpEK,EAAOD,OACf,CCrBAJ,EAAoBO,EAAKF,IACxB,IAAIG,EAASH,GAAUA,EAAOI,WAC7B,IAAOJ,EAAiB,QACxB,IAAM,EAEP,OADAL,EAAoBU,EAAEF,EAAQ,CAAEG,EAAGH,IAC5BA,CAAM,ECLdR,EAAoBU,EAAI,CAACN,EAASQ,KACjC,IAAI,IAAInB,KAAOmB,EACXZ,EAAoBa,EAAED,EAAYnB,KAASO,EAAoBa,EAAET,EAASX,IAC5EqB,OAAOC,eAAeX,EAASX,EAAK,CAAEuB,YAAY,EAAMC,IAAKL,EAAWnB,IAE1E,ECNDO,EAAoBxG,EAAI,WACvB,GAA0B,iBAAf0H,WAAyB,OAAOA,WAC3C,IACC,OAAOxH,MAAQ,IAAIyH,SAAS,cAAb,EAChB,CAAE,MAAOC,GACR,GAAsB,iBAAX3H,OAAqB,OAAOA,MACxC,CACA,CAPuB,GCAxBuG,EAAoBa,EAAI,CAACrB,EAAK6B,IAAUP,OAAOzC,UAAUqB,eAAenB,KAAKiB,EAAK6B,4CCK9EC,EAAY,KACZC,EAAS,KACTC,EAAgB/H,OAAO6C,aAAeP,SAASC,gBAAgByF,UACnE,MAAMC,EAAmB,GA2EzB,SAASC,IACP,MAAMC,EAAeC,aAAaC,QAAQ,UAAY,OAZxD,IAAkBC,EACH,WADGA,EAaItI,OAAOuI,WAAW,gCAAgCC,QAI/C,SAAjBL,EACO,QACgB,SAAhBA,EACA,OAEA,OAIU,SAAjBA,EACO,OACgB,QAAhBA,EACA,QAEA,SA9BoB,SAATG,GAA4B,SAATA,IACzCG,QAAQC,MAAM,2BAA2BJ,yBACzCA,EAAO,QAGThG,SAASS,KAAK4F,QAAQC,MAAQN,EAC9BF,aAAaS,QAAQ,QAASP,GAC9BG,QAAQK,IAAI,cAAcR,UA0B5B,CAkDA,SAASnC,KART,WAEE,MAAM4C,EAAUzG,SAAS0G,uBAAuB,gBAChDrE,MAAMsE,KAAKF,GAASlE,SAASqE,IAC3BA,EAAI9C,iBAAiB,QAAS8B,EAAe,GAEjD,CAGEiB,GA9CF,WAEE,IAAIC,EAA6B,EAC7BC,GAAU,EAEdrJ,OAAOoG,iBAAiB,UAAU,SAAUuB,GAC1CyB,EAA6BpJ,OAAOsJ,QAE/BD,IACHrJ,OAAOwF,uBAAsB,WAzDnC,IAAuB+D,IA0DDH,EA9GkC,GAAlDzG,KAAK6G,MAAM1B,EAAO7F,wBAAwBQ,KAC5CqF,EAAOjE,UAAUM,IAAI,YAErB2D,EAAOjE,UAAUC,OAAO,YAI5B,SAAmCyF,GAC7BA,EAAYtB,EACd3F,SAASC,gBAAgBsB,UAAUC,OAAO,oBAEtCyF,EAAYxB,EACdzF,SAASC,gBAAgBsB,UAAUM,IAAI,oBAC9BoF,EAAYxB,GACrBzF,SAASC,gBAAgBsB,UAAUC,OAAO,oBAG9CiE,EAAgBwB,CAClB,CAoCEE,CAA0BF,GAlC5B,SAA6BA,GACT,OAAd1B,IAKa,GAAb0B,EACF1B,EAAU6B,SAAS,EAAG,GAGtB/G,KAAKC,KAAK2G,IACV5G,KAAK6G,MAAMlH,SAASC,gBAAgBS,aAAehD,OAAOqC,aAE1DwF,EAAU6B,SAAS,EAAG7B,EAAU7E,cAGhBV,SAASqH,cAAc,mBAc3C,CAKEC,CAAoBL,GAwDdF,GAAU,CACZ,IAEAA,GAAU,EAEd,IACArJ,OAAO6J,QACT,CA6BEC,GA1BkB,OAAdjC,GAKJ,IAAI,IAAJ,CAAY,cAAe,CACzBrH,QAAQ,EACRuJ,WAAW,EACX5J,SAAU,iBACVI,OAAQ,KACN,IAAIyJ,EAAM9H,WAAW+H,iBAAiB3H,SAASC,iBAAiB2H,UAChE,OAAOpC,EAAO7F,wBAAwBkI,OAAS,IAAMH,EAAM,CAAC,GAiBlE,CAcA1H,SAAS8D,iBAAiB,oBAT1B,WACE9D,SAASS,KAAKW,WAAWG,UAAUC,OAAO,SAE1CgE,EAASxF,SAASqH,cAAc,UAChC9B,EAAYvF,SAASqH,cAAc,eAEnCxD,GACF","sources":["webpack:///./src/furo/assets/scripts/gumshoe-patched.js","webpack:///webpack/bootstrap","webpack:///webpack/runtime/compat get default export","webpack:///webpack/runtime/define property getters","webpack:///webpack/runtime/global","webpack:///webpack/runtime/hasOwnProperty shorthand","webpack:///./src/furo/assets/scripts/furo.js"],"sourcesContent":["/*!\n * gumshoejs v5.1.2 (patched by @pradyunsg)\n * A simple, framework-agnostic scrollspy script.\n * (c) 2019 Chris Ferdinandi\n * MIT License\n * http://github.com/cferdinandi/gumshoe\n */\n\n(function (root, factory) {\n if (typeof define === \"function\" && define.amd) {\n define([], function () {\n return factory(root);\n });\n } else if (typeof exports === \"object\") {\n module.exports = factory(root);\n } else {\n root.Gumshoe = factory(root);\n }\n})(\n typeof global !== \"undefined\"\n ? global\n : typeof window !== \"undefined\"\n ? window\n : this,\n function (window) {\n \"use strict\";\n\n //\n // Defaults\n //\n\n var defaults = {\n // Active classes\n navClass: \"active\",\n contentClass: \"active\",\n\n // Nested navigation\n nested: false,\n nestedClass: \"active\",\n\n // Offset & reflow\n offset: 0,\n reflow: false,\n\n // Event support\n events: true,\n };\n\n //\n // Methods\n //\n\n /**\n * Merge two or more objects together.\n * @param {Object} objects The objects to merge together\n * @returns {Object} Merged values of defaults and options\n */\n var extend = function () {\n var merged = {};\n Array.prototype.forEach.call(arguments, function (obj) {\n for (var key in obj) {\n if (!obj.hasOwnProperty(key)) return;\n merged[key] = obj[key];\n }\n });\n return merged;\n };\n\n /**\n * Emit a custom event\n * @param {String} type The event type\n * @param {Node} elem The element to attach the event to\n * @param {Object} detail Any details to pass along with the event\n */\n var emitEvent = function (type, elem, detail) {\n // Make sure events are enabled\n if (!detail.settings.events) return;\n\n // Create a new event\n var event = new CustomEvent(type, {\n bubbles: true,\n cancelable: true,\n detail: detail,\n });\n\n // Dispatch the event\n elem.dispatchEvent(event);\n };\n\n /**\n * Get an element's distance from the top of the Document.\n * @param {Node} elem The element\n * @return {Number} Distance from the top in pixels\n */\n var getOffsetTop = function (elem) {\n var location = 0;\n if (elem.offsetParent) {\n while (elem) {\n location += elem.offsetTop;\n elem = elem.offsetParent;\n }\n }\n return location >= 0 ? location : 0;\n };\n\n /**\n * Sort content from first to last in the DOM\n * @param {Array} contents The content areas\n */\n var sortContents = function (contents) {\n if (contents) {\n contents.sort(function (item1, item2) {\n var offset1 = getOffsetTop(item1.content);\n var offset2 = getOffsetTop(item2.content);\n if (offset1 < offset2) return -1;\n return 1;\n });\n }\n };\n\n /**\n * Get the offset to use for calculating position\n * @param {Object} settings The settings for this instantiation\n * @return {Float} The number of pixels to offset the calculations\n */\n var getOffset = function (settings) {\n // if the offset is a function run it\n if (typeof settings.offset === \"function\") {\n return parseFloat(settings.offset());\n }\n\n // Otherwise, return it as-is\n return parseFloat(settings.offset);\n };\n\n /**\n * Get the document element's height\n * @private\n * @returns {Number}\n */\n var getDocumentHeight = function () {\n return Math.max(\n document.body.scrollHeight,\n document.documentElement.scrollHeight,\n document.body.offsetHeight,\n document.documentElement.offsetHeight,\n document.body.clientHeight,\n document.documentElement.clientHeight,\n );\n };\n\n /**\n * Determine if an element is in view\n * @param {Node} elem The element\n * @param {Object} settings The settings for this instantiation\n * @param {Boolean} bottom If true, check if element is above bottom of viewport instead\n * @return {Boolean} Returns true if element is in the viewport\n */\n var isInView = function (elem, settings, bottom) {\n var bounds = elem.getBoundingClientRect();\n var offset = getOffset(settings);\n if (bottom) {\n return (\n parseInt(bounds.bottom, 10) <\n (window.innerHeight || document.documentElement.clientHeight)\n );\n }\n return parseInt(bounds.top, 10) <= offset;\n };\n\n /**\n * Check if at the bottom of the viewport\n * @return {Boolean} If true, page is at the bottom of the viewport\n */\n var isAtBottom = function () {\n if (\n Math.ceil(window.innerHeight + window.pageYOffset) >=\n getDocumentHeight()\n )\n return true;\n return false;\n };\n\n /**\n * Check if the last item should be used (even if not at the top of the page)\n * @param {Object} item The last item\n * @param {Object} settings The settings for this instantiation\n * @return {Boolean} If true, use the last item\n */\n var useLastItem = function (item, settings) {\n if (isAtBottom() && isInView(item.content, settings, true)) return true;\n return false;\n };\n\n /**\n * Get the active content\n * @param {Array} contents The content areas\n * @param {Object} settings The settings for this instantiation\n * @return {Object} The content area and matching navigation link\n */\n var getActive = function (contents, settings) {\n var last = contents[contents.length - 1];\n if (useLastItem(last, settings)) return last;\n for (var i = contents.length - 1; i >= 0; i--) {\n if (isInView(contents[i].content, settings)) return contents[i];\n }\n };\n\n /**\n * Deactivate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var deactivateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested || !nav.parentNode) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Remove the active class\n li.classList.remove(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n deactivateNested(li, settings);\n };\n\n /**\n * Deactivate a nav and content area\n * @param {Object} items The nav item and content to deactivate\n * @param {Object} settings The settings for this instantiation\n */\n var deactivate = function (items, settings) {\n // Make sure there are items to deactivate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Remove the active class from the nav and content\n li.classList.remove(settings.navClass);\n items.content.classList.remove(settings.contentClass);\n\n // Deactivate any parent navs in a nested navigation\n deactivateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeDeactivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Activate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var activateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Add the active class\n li.classList.add(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n activateNested(li, settings);\n };\n\n /**\n * Activate a nav and content area\n * @param {Object} items The nav item and content to activate\n * @param {Object} settings The settings for this instantiation\n */\n var activate = function (items, settings) {\n // Make sure there are items to activate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Add the active class to the nav and content\n li.classList.add(settings.navClass);\n items.content.classList.add(settings.contentClass);\n\n // Activate any parent navs in a nested navigation\n activateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeActivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Create the Constructor object\n * @param {String} selector The selector to use for navigation items\n * @param {Object} options User options and settings\n */\n var Constructor = function (selector, options) {\n //\n // Variables\n //\n\n var publicAPIs = {};\n var navItems, contents, current, timeout, settings;\n\n //\n // Methods\n //\n\n /**\n * Set variables from DOM elements\n */\n publicAPIs.setup = function () {\n // Get all nav items\n navItems = document.querySelectorAll(selector);\n\n // Create contents array\n contents = [];\n\n // Loop through each item, get it's matching content, and push to the array\n Array.prototype.forEach.call(navItems, function (item) {\n // Get the content for the nav item\n var content = document.getElementById(\n decodeURIComponent(item.hash.substr(1)),\n );\n if (!content) return;\n\n // Push to the contents array\n contents.push({\n nav: item,\n content: content,\n });\n });\n\n // Sort contents by the order they appear in the DOM\n sortContents(contents);\n };\n\n /**\n * Detect which content is currently active\n */\n publicAPIs.detect = function () {\n // Get the active content\n var active = getActive(contents, settings);\n\n // if there's no active content, deactivate and bail\n if (!active) {\n if (current) {\n deactivate(current, settings);\n current = null;\n }\n return;\n }\n\n // If the active content is the one currently active, do nothing\n if (current && active.content === current.content) return;\n\n // Deactivate the current content and activate the new content\n deactivate(current, settings);\n activate(active, settings);\n\n // Update the currently active content\n current = active;\n };\n\n /**\n * Detect the active content on scroll\n * Debounced for performance\n */\n var scrollHandler = function (event) {\n // If there's a timer, cancel it\n if (timeout) {\n window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(publicAPIs.detect);\n };\n\n /**\n * Update content sorting on resize\n * Debounced for performance\n */\n var resizeHandler = function (event) {\n // If there's a timer, cancel it\n if (timeout) {\n window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(function () {\n sortContents(contents);\n publicAPIs.detect();\n });\n };\n\n /**\n * Destroy the current instantiation\n */\n publicAPIs.destroy = function () {\n // Undo DOM changes\n if (current) {\n deactivate(current, settings);\n }\n\n // Remove event listeners\n window.removeEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.removeEventListener(\"resize\", resizeHandler, false);\n }\n\n // Reset variables\n contents = null;\n navItems = null;\n current = null;\n timeout = null;\n settings = null;\n };\n\n /**\n * Initialize the current instantiation\n */\n var init = function () {\n // Merge user options into defaults\n settings = extend(defaults, options || {});\n\n // Setup variables based on the current DOM\n publicAPIs.setup();\n\n // Find the currently active content\n publicAPIs.detect();\n\n // Setup event listeners\n window.addEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.addEventListener(\"resize\", resizeHandler, false);\n }\n };\n\n //\n // Initialize and return the public APIs\n //\n\n init();\n return publicAPIs;\n };\n\n //\n // Return the Constructor\n //\n\n return Constructor;\n },\n);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// getDefaultExport function for compatibility with non-harmony modules\n__webpack_require__.n = (module) => {\n\tvar getter = module && module.__esModule ?\n\t\t() => (module['default']) :\n\t\t() => (module);\n\t__webpack_require__.d(getter, { a: getter });\n\treturn getter;\n};","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.g = (function() {\n\tif (typeof globalThis === 'object') return globalThis;\n\ttry {\n\t\treturn this || new Function('return this')();\n\t} catch (e) {\n\t\tif (typeof window === 'object') return window;\n\t}\n})();","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","import Gumshoe from \"./gumshoe-patched.js\";\n\n////////////////////////////////////////////////////////////////////////////////\n// Scroll Handling\n////////////////////////////////////////////////////////////////////////////////\nvar tocScroll = null;\nvar header = null;\nvar lastScrollTop = window.pageYOffset || document.documentElement.scrollTop;\nconst GO_TO_TOP_OFFSET = 64;\n\nfunction scrollHandlerForHeader() {\n if (Math.floor(header.getBoundingClientRect().top) == 0) {\n header.classList.add(\"scrolled\");\n } else {\n header.classList.remove(\"scrolled\");\n }\n}\n\nfunction scrollHandlerForBackToTop(positionY) {\n if (positionY < GO_TO_TOP_OFFSET) {\n document.documentElement.classList.remove(\"show-back-to-top\");\n } else {\n if (positionY < lastScrollTop) {\n document.documentElement.classList.add(\"show-back-to-top\");\n } else if (positionY > lastScrollTop) {\n document.documentElement.classList.remove(\"show-back-to-top\");\n }\n }\n lastScrollTop = positionY;\n}\n\nfunction scrollHandlerForTOC(positionY) {\n if (tocScroll === null) {\n return;\n }\n\n // top of page.\n if (positionY == 0) {\n tocScroll.scrollTo(0, 0);\n } else if (\n // bottom of page.\n Math.ceil(positionY) >=\n Math.floor(document.documentElement.scrollHeight - window.innerHeight)\n ) {\n tocScroll.scrollTo(0, tocScroll.scrollHeight);\n } else {\n // somewhere in the middle.\n const current = document.querySelector(\".scroll-current\");\n if (current == null) {\n return;\n }\n\n // https://github.com/pypa/pip/issues/9159 This breaks scroll behaviours.\n // // scroll the currently \"active\" heading in toc, into view.\n // const rect = current.getBoundingClientRect();\n // if (0 > rect.top) {\n // current.scrollIntoView(true); // the argument is \"alignTop\"\n // } else if (rect.bottom > window.innerHeight) {\n // current.scrollIntoView(false);\n // }\n }\n}\n\nfunction scrollHandler(positionY) {\n scrollHandlerForHeader();\n scrollHandlerForBackToTop(positionY);\n scrollHandlerForTOC(positionY);\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Theme Toggle\n////////////////////////////////////////////////////////////////////////////////\nfunction setTheme(mode) {\n if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n mode = \"auto\";\n }\n\n document.body.dataset.theme = mode;\n localStorage.setItem(\"theme\", mode);\n console.log(`Changed to ${mode} mode.`);\n}\n\nfunction cycleThemeOnce() {\n const currentTheme = localStorage.getItem(\"theme\") || \"auto\";\n const prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\").matches;\n\n if (prefersDark) {\n // Auto (dark) -> Light -> Dark\n if (currentTheme === \"auto\") {\n setTheme(\"light\");\n } else if (currentTheme == \"light\") {\n setTheme(\"dark\");\n } else {\n setTheme(\"auto\");\n }\n } else {\n // Auto (light) -> Dark -> Light\n if (currentTheme === \"auto\") {\n setTheme(\"dark\");\n } else if (currentTheme == \"dark\") {\n setTheme(\"light\");\n } else {\n setTheme(\"auto\");\n }\n }\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Setup\n////////////////////////////////////////////////////////////////////////////////\nfunction setupScrollHandler() {\n // Taken from https://developer.mozilla.org/en-US/docs/Web/API/Document/scroll_event\n let last_known_scroll_position = 0;\n let ticking = false;\n\n window.addEventListener(\"scroll\", function (e) {\n last_known_scroll_position = window.scrollY;\n\n if (!ticking) {\n window.requestAnimationFrame(function () {\n scrollHandler(last_known_scroll_position);\n ticking = false;\n });\n\n ticking = true;\n }\n });\n window.scroll();\n}\n\nfunction setupScrollSpy() {\n if (tocScroll === null) {\n return;\n }\n\n // Scrollspy -- highlight table on contents, based on scroll\n new Gumshoe(\".toc-tree a\", {\n reflow: true,\n recursive: true,\n navClass: \"scroll-current\",\n offset: () => {\n let rem = parseFloat(getComputedStyle(document.documentElement).fontSize);\n return header.getBoundingClientRect().height + 2.5 * rem + 1;\n },\n });\n}\n\nfunction setupTheme() {\n // Attach event handlers for toggling themes\n const buttons = document.getElementsByClassName(\"theme-toggle\");\n Array.from(buttons).forEach((btn) => {\n btn.addEventListener(\"click\", cycleThemeOnce);\n });\n}\n\nfunction setup() {\n setupTheme();\n setupScrollHandler();\n setupScrollSpy();\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Main entrypoint\n////////////////////////////////////////////////////////////////////////////////\nfunction main() {\n document.body.parentNode.classList.remove(\"no-js\");\n\n header = document.querySelector(\"header\");\n tocScroll = document.querySelector(\".toc-scroll\");\n\n setup();\n}\n\ndocument.addEventListener(\"DOMContentLoaded\", main);\n"],"names":["root","g","window","this","defaults","navClass","contentClass","nested","nestedClass","offset","reflow","events","emitEvent","type","elem","detail","settings","event","CustomEvent","bubbles","cancelable","dispatchEvent","getOffsetTop","location","offsetParent","offsetTop","sortContents","contents","sort","item1","item2","content","isInView","bottom","bounds","getBoundingClientRect","parseFloat","getOffset","parseInt","innerHeight","document","documentElement","clientHeight","top","isAtBottom","Math","ceil","pageYOffset","max","body","scrollHeight","offsetHeight","getActive","last","length","item","useLastItem","i","deactivateNested","nav","parentNode","li","closest","classList","remove","deactivate","items","link","activateNested","add","selector","options","navItems","current","timeout","publicAPIs","querySelectorAll","Array","prototype","forEach","call","getElementById","decodeURIComponent","hash","substr","push","active","activate","scrollHandler","cancelAnimationFrame","requestAnimationFrame","detect","resizeHandler","destroy","removeEventListener","merged","arguments","obj","key","hasOwnProperty","extend","setup","addEventListener","factory","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","undefined","exports","module","__webpack_modules__","n","getter","__esModule","d","a","definition","o","Object","defineProperty","enumerable","get","globalThis","Function","e","prop","tocScroll","header","lastScrollTop","scrollTop","GO_TO_TOP_OFFSET","cycleThemeOnce","currentTheme","localStorage","getItem","mode","matchMedia","matches","console","error","dataset","theme","setItem","log","buttons","getElementsByClassName","from","btn","setupTheme","last_known_scroll_position","ticking","scrollY","positionY","floor","scrollHandlerForBackToTop","scrollTo","querySelector","scrollHandlerForTOC","scroll","setupScrollHandler","recursive","rem","getComputedStyle","fontSize","height"],"sourceRoot":""} \ No newline at end of file diff --git a/docs/documentation/_static/searchtools.js b/docs/documentation/_static/searchtools.js index 7918c3fa..92da3f8b 100644 --- a/docs/documentation/_static/searchtools.js +++ b/docs/documentation/_static/searchtools.js @@ -4,7 +4,7 @@ * * Sphinx JavaScript utilities for the full-text search. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -99,7 +99,7 @@ const _displayItem = (item, searchTerms, highlightTerms) => { .then((data) => { if (data) listItem.appendChild( - Search.makeSearchSummary(data, searchTerms) + Search.makeSearchSummary(data, searchTerms, anchor) ); // highlight search terms in the summary if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js @@ -116,8 +116,8 @@ const _finishSearch = (resultCount) => { ); else Search.status.innerText = _( - `Search finished, found ${resultCount} page(s) matching the search query.` - ); + "Search finished, found ${resultCount} page(s) matching the search query." + ).replace('${resultCount}', resultCount); }; const _displayNextItem = ( results, @@ -137,6 +137,22 @@ const _displayNextItem = ( // search finished, update title and status message else _finishSearch(resultCount); }; +// Helper function used by query() to order search results. +// Each input is an array of [docname, title, anchor, descr, score, filename]. +// Order the results by score (in opposite order of appearance, since the +// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically. +const _orderResultsByScoreThenName = (a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; +}; /** * Default splitQuery function. Can be overridden in ``sphinx.search`` with a @@ -160,13 +176,26 @@ const Search = { _queued_query: null, _pulse_status: -1, - htmlToText: (htmlString) => { + htmlToText: (htmlString, anchor) => { const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); - htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + for (const removalQuery of [".headerlinks", "script", "style"]) { + htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() }); + } + if (anchor) { + const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`); + if (anchorContent) return anchorContent.textContent; + + console.warn( + `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.` + ); + } + + // if anchor not specified or not found, fall back to main content const docContent = htmlElement.querySelector('[role="main"]'); - if (docContent !== undefined) return docContent.textContent; + if (docContent) return docContent.textContent; + console.warn( - "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template." ); return ""; }, @@ -239,16 +268,7 @@ const Search = { else Search.deferQuery(query); }, - /** - * execute search (requires search index to be loaded) - */ - query: (query) => { - const filenames = Search._index.filenames; - const docNames = Search._index.docnames; - const titles = Search._index.titles; - const allTitles = Search._index.alltitles; - const indexEntries = Search._index.indexentries; - + _parseQuery: (query) => { // stem the search terms and add them to the correct list const stemmer = new Stemmer(); const searchTerms = new Set(); @@ -284,16 +304,32 @@ const Search = { // console.info("required: ", [...searchTerms]); // console.info("excluded: ", [...excludedTerms]); - // array of [docname, title, anchor, descr, score, filename] - let results = []; + return [query, searchTerms, excludedTerms, highlightTerms, objectTerms]; + }, + + /** + * execute search (requires search index to be loaded) + */ + _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // Collect multiple result groups to be sorted separately and then ordered. + // Each is an array of [docname, title, anchor, descr, score, filename]. + const normalResults = []; + const nonMainIndexResults = []; + _removeChildren(document.getElementById("search-progress")); - const queryLower = query.toLowerCase(); + const queryLower = query.toLowerCase().trim(); for (const [title, foundTitles] of Object.entries(allTitles)) { - if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) { for (const [file, id] of foundTitles) { let score = Math.round(100 * queryLower.length / title.length) - results.push([ + normalResults.push([ docNames[file], titles[file] !== title ? `${titles[file]} > ${title}` : title, id !== null ? "#" + id : "", @@ -308,46 +344,47 @@ const Search = { // search for explicit entries in index directives for (const [entry, foundEntries] of Object.entries(indexEntries)) { if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { - for (const [file, id] of foundEntries) { - let score = Math.round(100 * queryLower.length / entry.length) - results.push([ + for (const [file, id, isMain] of foundEntries) { + const score = Math.round(100 * queryLower.length / entry.length); + const result = [ docNames[file], titles[file], id ? "#" + id : "", null, score, filenames[file], - ]); + ]; + if (isMain) { + normalResults.push(result); + } else { + nonMainIndexResults.push(result); + } } } } // lookup as object objectTerms.forEach((term) => - results.push(...Search.performObjectSearch(term, objectTerms)) + normalResults.push(...Search.performObjectSearch(term, objectTerms)) ); // lookup as search terms in fulltext - results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms)); // let the scorer override scores with a custom scoring function - if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); - - // now sort the results by score (in opposite order of appearance, since the - // display function below uses pop() to retrieve items) and then - // alphabetically - results.sort((a, b) => { - const leftScore = a[4]; - const rightScore = b[4]; - if (leftScore === rightScore) { - // same score: sort alphabetically - const leftTitle = a[1].toLowerCase(); - const rightTitle = b[1].toLowerCase(); - if (leftTitle === rightTitle) return 0; - return leftTitle > rightTitle ? -1 : 1; // inverted is intentional - } - return leftScore > rightScore ? 1 : -1; - }); + if (Scorer.score) { + normalResults.forEach((item) => (item[4] = Scorer.score(item))); + nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item))); + } + + // Sort each group of results by score and then alphabetically by name. + normalResults.sort(_orderResultsByScoreThenName); + nonMainIndexResults.sort(_orderResultsByScoreThenName); + + // Combine the result groups in (reverse) order. + // Non-main index entries are typically arbitrary cross-references, + // so display them after other results. + let results = [...nonMainIndexResults, ...normalResults]; // remove duplicate search results // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept @@ -361,7 +398,12 @@ const Search = { return acc; }, []); - results = results.reverse(); + return results.reverse(); + }, + + query: (query) => { + const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query); + const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms); // for debugging //Search.lastresults = results.slice(); // a copy @@ -466,14 +508,18 @@ const Search = { // add support for partial matches if (word.length > 2) { const escapedWord = _escapeRegExp(word); - Object.keys(terms).forEach((term) => { - if (term.match(escapedWord) && !terms[word]) - arr.push({ files: terms[term], score: Scorer.partialTerm }); - }); - Object.keys(titleTerms).forEach((term) => { - if (term.match(escapedWord) && !titleTerms[word]) - arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); - }); + if (!terms.hasOwnProperty(word)) { + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + } + if (!titleTerms.hasOwnProperty(word)) { + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: titleTerms[term], score: Scorer.partialTitle }); + }); + } } // no match but word was a required one @@ -496,9 +542,8 @@ const Search = { // create the mapping files.forEach((file) => { - if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) - fileMap.get(file).push(word); - else fileMap.set(file, [word]); + if (!fileMap.has(file)) fileMap.set(file, [word]); + else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word); }); }); @@ -549,8 +594,8 @@ const Search = { * search summary for a given text. keywords is a list * of stemmed words. */ - makeSearchSummary: (htmlText, keywords) => { - const text = Search.htmlToText(htmlText); + makeSearchSummary: (htmlText, keywords, anchor) => { + const text = Search.htmlToText(htmlText, anchor); if (text === "") return null; const textLower = text.toLowerCase(); diff --git a/docs/documentation/_static/styles/furo.css b/docs/documentation/_static/styles/furo.css index 3d29a218..e3d4e57b 100644 --- a/docs/documentation/_static/styles/furo.css +++ b/docs/documentation/_static/styles/furo.css @@ -1,2 +1,2 @@ -/*! normalize.css v8.0.1 | MIT License | github.com/necolas/normalize.css */html{-webkit-text-size-adjust:100%;line-height:1.15}body{margin:0}main{display:block}h1{font-size:2em;margin:.67em 0}hr{box-sizing:content-box;height:0;overflow:visible}pre{font-family:monospace,monospace;font-size:1em}a{background-color:transparent}abbr[title]{border-bottom:none;text-decoration:underline;text-decoration:underline dotted}b,strong{font-weight:bolder}code,kbd,samp{font-family:monospace,monospace;font-size:1em}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sub{bottom:-.25em}sup{top:-.5em}img{border-style:none}button,input,optgroup,select,textarea{font-family:inherit;font-size:100%;line-height:1.15;margin:0}button,input{overflow:visible}button,select{text-transform:none}[type=button],[type=reset],[type=submit],button{-webkit-appearance:button}[type=button]::-moz-focus-inner,[type=reset]::-moz-focus-inner,[type=submit]::-moz-focus-inner,button::-moz-focus-inner{border-style:none;padding:0}[type=button]:-moz-focusring,[type=reset]:-moz-focusring,[type=submit]:-moz-focusring,button:-moz-focusring{outline:1px dotted ButtonText}fieldset{padding:.35em .75em .625em}legend{box-sizing:border-box;color:inherit;display:table;max-width:100%;padding:0;white-space:normal}progress{vertical-align:baseline}textarea{overflow:auto}[type=checkbox],[type=radio]{box-sizing:border-box;padding:0}[type=number]::-webkit-inner-spin-button,[type=number]::-webkit-outer-spin-button{height:auto}[type=search]{-webkit-appearance:textfield;outline-offset:-2px}[type=search]::-webkit-search-decoration{-webkit-appearance:none}::-webkit-file-upload-button{-webkit-appearance:button;font:inherit}details{display:block}summary{display:list-item}[hidden],template{display:none}@media print{.content-icon-container,.headerlink,.mobile-header,.related-pages{display:none!important}.highlight{border:.1pt solid var(--color-foreground-border)}a,blockquote,dl,ol,pre,table,ul{page-break-inside:avoid}caption,figure,h1,h2,h3,h4,h5,h6,img{page-break-after:avoid;page-break-inside:avoid}dl,ol,ul{page-break-before:avoid}}.visually-hidden{clip:rect(0,0,0,0)!important;border:0!important;height:1px!important;margin:-1px!important;overflow:hidden!important;padding:0!important;position:absolute!important;white-space:nowrap!important;width:1px!important}:-moz-focusring{outline:auto}body{--font-stack:-apple-system,BlinkMacSystemFont,Segoe UI,Helvetica,Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji;--font-stack--monospace:"SFMono-Regular",Menlo,Consolas,Monaco,Liberation Mono,Lucida Console,monospace;--font-size--normal:100%;--font-size--small:87.5%;--font-size--small--2:81.25%;--font-size--small--3:75%;--font-size--small--4:62.5%;--sidebar-caption-font-size:var(--font-size--small--2);--sidebar-item-font-size:var(--font-size--small);--sidebar-search-input-font-size:var(--font-size--small);--toc-font-size:var(--font-size--small--3);--toc-font-size--mobile:var(--font-size--normal);--toc-title-font-size:var(--font-size--small--4);--admonition-font-size:0.8125rem;--admonition-title-font-size:0.8125rem;--code-font-size:var(--font-size--small--2);--api-font-size:var(--font-size--small);--header-height:calc(var(--sidebar-item-line-height) + var(--sidebar-item-spacing-vertical)*4);--header-padding:0.5rem;--sidebar-tree-space-above:1.5rem;--sidebar-caption-space-above:1rem;--sidebar-item-line-height:1rem;--sidebar-item-spacing-vertical:0.5rem;--sidebar-item-spacing-horizontal:1rem;--sidebar-item-height:calc(var(--sidebar-item-line-height) + var(--sidebar-item-spacing-vertical)*2);--sidebar-expander-width:var(--sidebar-item-height);--sidebar-search-space-above:0.5rem;--sidebar-search-input-spacing-vertical:0.5rem;--sidebar-search-input-spacing-horizontal:0.5rem;--sidebar-search-input-height:1rem;--sidebar-search-icon-size:var(--sidebar-search-input-height);--toc-title-padding:0.25rem 0;--toc-spacing-vertical:1.5rem;--toc-spacing-horizontal:1.5rem;--toc-item-spacing-vertical:0.4rem;--toc-item-spacing-horizontal:1rem;--icon-search:url('data:image/svg+xml;charset=utf-8,');--icon-pencil:url('data:image/svg+xml;charset=utf-8,');--icon-abstract:url('data:image/svg+xml;charset=utf-8,');--icon-info:url('data:image/svg+xml;charset=utf-8,');--icon-flame:url('data:image/svg+xml;charset=utf-8,');--icon-question:url('data:image/svg+xml;charset=utf-8,');--icon-warning:url('data:image/svg+xml;charset=utf-8,');--icon-failure:url('data:image/svg+xml;charset=utf-8,');--icon-spark:url('data:image/svg+xml;charset=utf-8,');--color-admonition-title--caution:#ff9100;--color-admonition-title-background--caution:rgba(255,145,0,.2);--color-admonition-title--warning:#ff9100;--color-admonition-title-background--warning:rgba(255,145,0,.2);--color-admonition-title--danger:#ff5252;--color-admonition-title-background--danger:rgba(255,82,82,.2);--color-admonition-title--attention:#ff5252;--color-admonition-title-background--attention:rgba(255,82,82,.2);--color-admonition-title--error:#ff5252;--color-admonition-title-background--error:rgba(255,82,82,.2);--color-admonition-title--hint:#00c852;--color-admonition-title-background--hint:rgba(0,200,82,.2);--color-admonition-title--tip:#00c852;--color-admonition-title-background--tip:rgba(0,200,82,.2);--color-admonition-title--important:#00bfa5;--color-admonition-title-background--important:rgba(0,191,165,.2);--color-admonition-title--note:#00b0ff;--color-admonition-title-background--note:rgba(0,176,255,.2);--color-admonition-title--seealso:#448aff;--color-admonition-title-background--seealso:rgba(68,138,255,.2);--color-admonition-title--admonition-todo:grey;--color-admonition-title-background--admonition-todo:hsla(0,0%,50%,.2);--color-admonition-title:#651fff;--color-admonition-title-background:rgba(101,31,255,.2);--icon-admonition-default:var(--icon-abstract);--color-topic-title:#14b8a6;--color-topic-title-background:rgba(20,184,166,.2);--icon-topic-default:var(--icon-pencil);--color-problematic:#b30000;--color-foreground-primary:#000;--color-foreground-secondary:#5a5c63;--color-foreground-muted:#646776;--color-foreground-border:#878787;--color-background-primary:#fff;--color-background-secondary:#f8f9fb;--color-background-hover:#efeff4;--color-background-hover--transparent:#efeff400;--color-background-border:#eeebee;--color-background-item:#ccc;--color-announcement-background:#000000dd;--color-announcement-text:#eeebee;--color-brand-primary:#2962ff;--color-brand-content:#2a5adf;--color-api-background:var(--color-background-hover--transparent);--color-api-background-hover:var(--color-background-hover);--color-api-overall:var(--color-foreground-secondary);--color-api-name:var(--color-problematic);--color-api-pre-name:var(--color-problematic);--color-api-paren:var(--color-foreground-secondary);--color-api-keyword:var(--color-foreground-primary);--color-highlight-on-target:#ffc;--color-inline-code-background:var(--color-background-secondary);--color-highlighted-background:#def;--color-highlighted-text:var(--color-foreground-primary);--color-guilabel-background:#ddeeff80;--color-guilabel-border:#bedaf580;--color-guilabel-text:var(--color-foreground-primary);--color-admonition-background:transparent;--color-table-header-background:var(--color-background-secondary);--color-table-border:var(--color-background-border);--color-card-border:var(--color-background-secondary);--color-card-background:transparent;--color-card-marginals-background:var(--color-background-secondary);--color-header-background:var(--color-background-primary);--color-header-border:var(--color-background-border);--color-header-text:var(--color-foreground-primary);--color-sidebar-background:var(--color-background-secondary);--color-sidebar-background-border:var(--color-background-border);--color-sidebar-brand-text:var(--color-foreground-primary);--color-sidebar-caption-text:var(--color-foreground-muted);--color-sidebar-link-text:var(--color-foreground-secondary);--color-sidebar-link-text--top-level:var(--color-brand-primary);--color-sidebar-item-background:var(--color-sidebar-background);--color-sidebar-item-background--current:var( --color-sidebar-item-background );--color-sidebar-item-background--hover:linear-gradient(90deg,var(--color-background-hover--transparent) 0%,var(--color-background-hover) var(--sidebar-item-spacing-horizontal),var(--color-background-hover) 100%);--color-sidebar-item-expander-background:transparent;--color-sidebar-item-expander-background--hover:var( --color-background-hover );--color-sidebar-search-text:var(--color-foreground-primary);--color-sidebar-search-background:var(--color-background-secondary);--color-sidebar-search-background--focus:var(--color-background-primary);--color-sidebar-search-border:var(--color-background-border);--color-sidebar-search-icon:var(--color-foreground-muted);--color-toc-background:var(--color-background-primary);--color-toc-title-text:var(--color-foreground-muted);--color-toc-item-text:var(--color-foreground-secondary);--color-toc-item-text--hover:var(--color-foreground-primary);--color-toc-item-text--active:var(--color-brand-primary);--color-content-foreground:var(--color-foreground-primary);--color-content-background:transparent;--color-link:var(--color-brand-content);--color-link--hover:var(--color-brand-content);--color-link-underline:var(--color-background-border);--color-link-underline--hover:var(--color-foreground-border)}.only-light{display:block!important}html body .only-dark{display:none!important}@media not print{body[data-theme=dark]{--color-problematic:#ee5151;--color-foreground-primary:#ffffffcc;--color-foreground-secondary:#9ca0a5;--color-foreground-muted:#81868d;--color-foreground-border:#666;--color-background-primary:#131416;--color-background-secondary:#1a1c1e;--color-background-hover:#1e2124;--color-background-hover--transparent:#1e212400;--color-background-border:#303335;--color-background-item:#444;--color-announcement-background:#000000dd;--color-announcement-text:#eeebee;--color-brand-primary:#2b8cee;--color-brand-content:#368ce2;--color-highlighted-background:#083563;--color-guilabel-background:#08356380;--color-guilabel-border:#13395f80;--color-api-keyword:var(--color-foreground-secondary);--color-highlight-on-target:#330;--color-admonition-background:#18181a;--color-card-border:var(--color-background-secondary);--color-card-background:#18181a;--color-card-marginals-background:var(--color-background-hover)}html body[data-theme=dark] .only-light{display:none!important}body[data-theme=dark] .only-dark{display:block!important}@media(prefers-color-scheme:dark){body:not([data-theme=light]){--color-problematic:#ee5151;--color-foreground-primary:#ffffffcc;--color-foreground-secondary:#9ca0a5;--color-foreground-muted:#81868d;--color-foreground-border:#666;--color-background-primary:#131416;--color-background-secondary:#1a1c1e;--color-background-hover:#1e2124;--color-background-hover--transparent:#1e212400;--color-background-border:#303335;--color-background-item:#444;--color-announcement-background:#000000dd;--color-announcement-text:#eeebee;--color-brand-primary:#2b8cee;--color-brand-content:#368ce2;--color-highlighted-background:#083563;--color-guilabel-background:#08356380;--color-guilabel-border:#13395f80;--color-api-keyword:var(--color-foreground-secondary);--color-highlight-on-target:#330;--color-admonition-background:#18181a;--color-card-border:var(--color-background-secondary);--color-card-background:#18181a;--color-card-marginals-background:var(--color-background-hover)}html body:not([data-theme=light]) .only-light{display:none!important}body:not([data-theme=light]) .only-dark{display:block!important}}}body[data-theme=auto] .theme-toggle svg.theme-icon-when-auto,body[data-theme=dark] .theme-toggle svg.theme-icon-when-dark,body[data-theme=light] .theme-toggle svg.theme-icon-when-light{display:block}body{font-family:var(--font-stack)}code,kbd,pre,samp{font-family:var(--font-stack--monospace)}body{-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}article{line-height:1.5}h1,h2,h3,h4,h5,h6{border-radius:.5rem;font-weight:700;line-height:1.25;margin:.5rem -.5rem;padding-left:.5rem;padding-right:.5rem}h1+p,h2+p,h3+p,h4+p,h5+p,h6+p{margin-top:0}h1{font-size:2.5em;margin-bottom:1rem}h1,h2{margin-top:1.75rem}h2{font-size:2em}h3{font-size:1.5em}h4{font-size:1.25em}h5{font-size:1.125em}h6{font-size:1em}small{font-size:80%;opacity:75%}p{margin-bottom:.75rem;margin-top:.5rem}hr.docutils{background-color:var(--color-background-border);border:0;height:1px;margin:2rem 0;padding:0}.centered{text-align:center}a{color:var(--color-link);text-decoration:underline;text-decoration-color:var(--color-link-underline)}a:hover{color:var(--color-link--hover);text-decoration-color:var(--color-link-underline--hover)}a.muted-link{color:inherit}a.muted-link:hover{color:var(--color-link);text-decoration-color:var(--color-link-underline--hover)}html{overflow-x:hidden;overflow-y:scroll;scroll-behavior:smooth}.sidebar-scroll,.toc-scroll,article[role=main] *{scrollbar-color:var(--color-foreground-border) transparent;scrollbar-width:thin}.sidebar-scroll::-webkit-scrollbar,.toc-scroll::-webkit-scrollbar,article[role=main] ::-webkit-scrollbar{height:.25rem;width:.25rem}.sidebar-scroll::-webkit-scrollbar-thumb,.toc-scroll::-webkit-scrollbar-thumb,article[role=main] ::-webkit-scrollbar-thumb{background-color:var(--color-foreground-border);border-radius:.125rem}body,html{background:var(--color-background-primary);color:var(--color-foreground-primary);height:100%}article{background:var(--color-content-background);color:var(--color-content-foreground);overflow-wrap:break-word}.page{display:flex;min-height:100%}.mobile-header{background-color:var(--color-header-background);border-bottom:1px solid var(--color-header-border);color:var(--color-header-text);display:none;height:var(--header-height);width:100%;z-index:10}.mobile-header.scrolled{border-bottom:none;box-shadow:0 0 .2rem rgba(0,0,0,.1),0 .2rem .4rem rgba(0,0,0,.2)}.mobile-header .header-center a{color:var(--color-header-text);text-decoration:none}.main{display:flex;flex:1}.sidebar-drawer{background:var(--color-sidebar-background);border-right:1px solid var(--color-sidebar-background-border);box-sizing:border-box;display:flex;justify-content:flex-end;min-width:15em;width:calc(50% - 26em)}.sidebar-container,.toc-drawer{box-sizing:border-box;width:15em}.toc-drawer{background:var(--color-toc-background);padding-right:1rem}.sidebar-sticky,.toc-sticky{display:flex;flex-direction:column;height:min(100%,100vh);height:100vh;position:sticky;top:0}.sidebar-scroll,.toc-scroll{flex-grow:1;flex-shrink:1;overflow:auto;scroll-behavior:smooth}.content{display:flex;flex-direction:column;justify-content:space-between;padding:0 3em;width:46em}.icon{display:inline-block;height:1rem;width:1rem}.icon svg{height:100%;width:100%}.announcement{align-items:center;background-color:var(--color-announcement-background);color:var(--color-announcement-text);display:flex;height:var(--header-height);overflow-x:auto}.announcement+.page{min-height:calc(100% - var(--header-height))}.announcement-content{box-sizing:border-box;min-width:100%;padding:.5rem;text-align:center;white-space:nowrap}.announcement-content a{color:var(--color-announcement-text);text-decoration-color:var(--color-announcement-text)}.announcement-content a:hover{color:var(--color-announcement-text);text-decoration-color:var(--color-link--hover)}.no-js .theme-toggle-container{display:none}.theme-toggle-container{vertical-align:middle}.theme-toggle{background:transparent;border:none;cursor:pointer;padding:0}.theme-toggle svg{color:var(--color-foreground-primary);display:none;height:1rem;vertical-align:middle;width:1rem}.theme-toggle-header{float:left;padding:1rem .5rem}.nav-overlay-icon,.toc-overlay-icon{cursor:pointer;display:none}.nav-overlay-icon .icon,.toc-overlay-icon .icon{color:var(--color-foreground-secondary);height:1rem;width:1rem}.nav-overlay-icon,.toc-header-icon{align-items:center;justify-content:center}.toc-content-icon{height:1.5rem;width:1.5rem}.content-icon-container{display:flex;float:right;gap:.5rem;margin-bottom:1rem;margin-left:1rem;margin-top:1.5rem}.content-icon-container .edit-this-page svg{color:inherit;height:1rem;width:1rem}.sidebar-toggle{display:none;position:absolute}.sidebar-toggle[name=__toc]{left:20px}.sidebar-toggle:checked{left:40px}.overlay{background-color:rgba(0,0,0,.54);height:0;opacity:0;position:fixed;top:0;transition:width 0ms,height 0ms,opacity .25s ease-out;width:0}.sidebar-overlay{z-index:20}.toc-overlay{z-index:40}.sidebar-drawer{transition:left .25s ease-in-out;z-index:30}.toc-drawer{transition:right .25s ease-in-out;z-index:50}#__navigation:checked~.sidebar-overlay{height:100%;opacity:1;width:100%}#__navigation:checked~.page .sidebar-drawer{left:0;top:0}#__toc:checked~.toc-overlay{height:100%;opacity:1;width:100%}#__toc:checked~.page .toc-drawer{right:0;top:0}.back-to-top{background:var(--color-background-primary);border-radius:1rem;box-shadow:0 .2rem .5rem rgba(0,0,0,.05),0 0 1px 0 hsla(220,9%,46%,.502);display:none;font-size:.8125rem;left:0;margin-left:50%;padding:.5rem .75rem .5rem .5rem;position:fixed;text-decoration:none;top:1rem;transform:translateX(-50%);z-index:10}.back-to-top svg{fill:currentColor;display:inline-block;height:1rem;width:1rem}.back-to-top span{margin-left:.25rem}.show-back-to-top .back-to-top{align-items:center;display:flex}@media(min-width:97em){html{font-size:110%}}@media(max-width:82em){.toc-content-icon{display:flex}.toc-drawer{border-left:1px solid var(--color-background-muted);height:100vh;position:fixed;right:-15em;top:0}.toc-tree{border-left:none;font-size:var(--toc-font-size--mobile)}.sidebar-drawer{width:calc(50% - 18.5em)}}@media(max-width:67em){.nav-overlay-icon{display:flex}.sidebar-drawer{height:100vh;left:-15em;position:fixed;top:0;width:15em}.toc-header-icon{display:flex}.theme-toggle-content,.toc-content-icon{display:none}.theme-toggle-header{display:block}.mobile-header{align-items:center;display:flex;justify-content:space-between;position:sticky;top:0}.mobile-header .header-left,.mobile-header .header-right{display:flex;height:var(--header-height);padding:0 var(--header-padding)}.mobile-header .header-left label,.mobile-header .header-right label{height:100%;-webkit-user-select:none;-moz-user-select:none;user-select:none;width:100%}.nav-overlay-icon .icon,.theme-toggle svg{height:1.25rem;width:1.25rem}:target{scroll-margin-top:var(--header-height)}.back-to-top{top:calc(var(--header-height) + .5rem)}.page{flex-direction:column;justify-content:center}.content{margin-left:auto;margin-right:auto}}@media(max-width:52em){.content{overflow-x:auto;width:100%}}@media(max-width:46em){.content{padding:0 1em}article aside.sidebar{float:none;margin:1rem 0;width:100%}}.admonition,.topic{background:var(--color-admonition-background);border-radius:.2rem;box-shadow:0 .2rem .5rem rgba(0,0,0,.05),0 0 .0625rem rgba(0,0,0,.1);font-size:var(--admonition-font-size);margin:1rem auto;overflow:hidden;padding:0 .5rem .5rem;page-break-inside:avoid}.admonition>:nth-child(2),.topic>:nth-child(2){margin-top:0}.admonition>:last-child,.topic>:last-child{margin-bottom:0}.admonition p.admonition-title,p.topic-title{font-size:var(--admonition-title-font-size);font-weight:500;line-height:1.3;margin:0 -.5rem .5rem;padding:.4rem .5rem .4rem 2rem;position:relative}.admonition p.admonition-title:before,p.topic-title:before{content:"";height:1rem;left:.5rem;position:absolute;width:1rem}p.admonition-title{background-color:var(--color-admonition-title-background)}p.admonition-title:before{background-color:var(--color-admonition-title);-webkit-mask-image:var(--icon-admonition-default);mask-image:var(--icon-admonition-default);-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat}p.topic-title{background-color:var(--color-topic-title-background)}p.topic-title:before{background-color:var(--color-topic-title);-webkit-mask-image:var(--icon-topic-default);mask-image:var(--icon-topic-default);-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat}.admonition{border-left:.2rem solid var(--color-admonition-title)}.admonition.caution{border-left-color:var(--color-admonition-title--caution)}.admonition.caution>.admonition-title{background-color:var(--color-admonition-title-background--caution)}.admonition.caution>.admonition-title:before{background-color:var(--color-admonition-title--caution);-webkit-mask-image:var(--icon-spark);mask-image:var(--icon-spark)}.admonition.warning{border-left-color:var(--color-admonition-title--warning)}.admonition.warning>.admonition-title{background-color:var(--color-admonition-title-background--warning)}.admonition.warning>.admonition-title:before{background-color:var(--color-admonition-title--warning);-webkit-mask-image:var(--icon-warning);mask-image:var(--icon-warning)}.admonition.danger{border-left-color:var(--color-admonition-title--danger)}.admonition.danger>.admonition-title{background-color:var(--color-admonition-title-background--danger)}.admonition.danger>.admonition-title:before{background-color:var(--color-admonition-title--danger);-webkit-mask-image:var(--icon-spark);mask-image:var(--icon-spark)}.admonition.attention{border-left-color:var(--color-admonition-title--attention)}.admonition.attention>.admonition-title{background-color:var(--color-admonition-title-background--attention)}.admonition.attention>.admonition-title:before{background-color:var(--color-admonition-title--attention);-webkit-mask-image:var(--icon-warning);mask-image:var(--icon-warning)}.admonition.error{border-left-color:var(--color-admonition-title--error)}.admonition.error>.admonition-title{background-color:var(--color-admonition-title-background--error)}.admonition.error>.admonition-title:before{background-color:var(--color-admonition-title--error);-webkit-mask-image:var(--icon-failure);mask-image:var(--icon-failure)}.admonition.hint{border-left-color:var(--color-admonition-title--hint)}.admonition.hint>.admonition-title{background-color:var(--color-admonition-title-background--hint)}.admonition.hint>.admonition-title:before{background-color:var(--color-admonition-title--hint);-webkit-mask-image:var(--icon-question);mask-image:var(--icon-question)}.admonition.tip{border-left-color:var(--color-admonition-title--tip)}.admonition.tip>.admonition-title{background-color:var(--color-admonition-title-background--tip)}.admonition.tip>.admonition-title:before{background-color:var(--color-admonition-title--tip);-webkit-mask-image:var(--icon-info);mask-image:var(--icon-info)}.admonition.important{border-left-color:var(--color-admonition-title--important)}.admonition.important>.admonition-title{background-color:var(--color-admonition-title-background--important)}.admonition.important>.admonition-title:before{background-color:var(--color-admonition-title--important);-webkit-mask-image:var(--icon-flame);mask-image:var(--icon-flame)}.admonition.note{border-left-color:var(--color-admonition-title--note)}.admonition.note>.admonition-title{background-color:var(--color-admonition-title-background--note)}.admonition.note>.admonition-title:before{background-color:var(--color-admonition-title--note);-webkit-mask-image:var(--icon-pencil);mask-image:var(--icon-pencil)}.admonition.seealso{border-left-color:var(--color-admonition-title--seealso)}.admonition.seealso>.admonition-title{background-color:var(--color-admonition-title-background--seealso)}.admonition.seealso>.admonition-title:before{background-color:var(--color-admonition-title--seealso);-webkit-mask-image:var(--icon-info);mask-image:var(--icon-info)}.admonition.admonition-todo{border-left-color:var(--color-admonition-title--admonition-todo)}.admonition.admonition-todo>.admonition-title{background-color:var(--color-admonition-title-background--admonition-todo)}.admonition.admonition-todo>.admonition-title:before{background-color:var(--color-admonition-title--admonition-todo);-webkit-mask-image:var(--icon-pencil);mask-image:var(--icon-pencil)}.admonition-todo>.admonition-title{text-transform:uppercase}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd{margin-left:2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>:first-child{margin-top:.125rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list,dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>:last-child{margin-bottom:.75rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list>dt{font-size:var(--font-size--small);text-transform:uppercase}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd:empty{margin-bottom:.5rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd>ul{margin-left:-1.2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd>ul>li>p:nth-child(2){margin-top:0}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd>ul>li>p+p:last-child:empty{margin-bottom:0;margin-top:0}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)>dt{color:var(--color-api-overall)}.sig:not(.sig-inline){background:var(--color-api-background);border-radius:.25rem;font-family:var(--font-stack--monospace);font-size:var(--api-font-size);font-weight:700;margin-left:-.25rem;margin-right:-.25rem;padding:.25rem .5rem .25rem 3em;text-indent:-2.5em;transition:background .1s ease-out}.sig:not(.sig-inline):hover{background:var(--color-api-background-hover)}.sig:not(.sig-inline) a.reference .viewcode-link{font-weight:400;width:3.5rem}em.property{font-style:normal}em.property:first-child{color:var(--color-api-keyword)}.sig-name{color:var(--color-api-name)}.sig-prename{color:var(--color-api-pre-name);font-weight:400}.sig-paren{color:var(--color-api-paren)}.sig-param{font-style:normal}.versionmodified{font-style:italic}div.deprecated p,div.versionadded p,div.versionchanged p{margin-bottom:.125rem;margin-top:.125rem}.viewcode-back,.viewcode-link{float:right;text-align:right}.line-block{margin-bottom:.75rem;margin-top:.5rem}.line-block .line-block{margin-bottom:0;margin-top:0;padding-left:1rem}.code-block-caption,article p.caption,table>caption{font-size:var(--font-size--small);text-align:center}.toctree-wrapper.compound .caption,.toctree-wrapper.compound :not(.caption)>.caption-text{font-size:var(--font-size--small);margin-bottom:0;text-align:initial;text-transform:uppercase}.toctree-wrapper.compound>ul{margin-bottom:0;margin-top:0}.sig-inline,code.literal{background:var(--color-inline-code-background);border-radius:.2em;font-size:var(--font-size--small--2);padding:.1em .2em}pre.literal-block .sig-inline,pre.literal-block code.literal{font-size:inherit;padding:0}p .sig-inline,p code.literal{border:1px solid var(--color-background-border)}.sig-inline{font-family:var(--font-stack--monospace)}div[class*=" highlight-"],div[class^=highlight-]{display:flex;margin:1em 0}div[class*=" highlight-"] .table-wrapper,div[class^=highlight-] .table-wrapper,pre{margin:0;padding:0}pre{overflow:auto}article[role=main] .highlight pre{line-height:1.5}.highlight pre,pre.literal-block{font-size:var(--code-font-size);padding:.625rem .875rem}pre.literal-block{background-color:var(--color-code-background);border-radius:.2rem;color:var(--color-code-foreground);margin-bottom:1rem;margin-top:1rem}.highlight{border-radius:.2rem;width:100%}.highlight .gp,.highlight span.linenos{pointer-events:none;-webkit-user-select:none;-moz-user-select:none;user-select:none}.highlight .hll{display:block;margin-left:-.875rem;margin-right:-.875rem;padding-left:.875rem;padding-right:.875rem}.code-block-caption{background-color:var(--color-code-background);border-bottom:1px solid;border-radius:.25rem;border-bottom-left-radius:0;border-bottom-right-radius:0;border-color:var(--color-background-border);color:var(--color-code-foreground);display:flex;font-weight:300;padding:.625rem .875rem}.code-block-caption+div[class]{margin-top:0}.code-block-caption+div[class] pre{border-top-left-radius:0;border-top-right-radius:0}.highlighttable{display:block;width:100%}.highlighttable tbody{display:block}.highlighttable tr{display:flex}.highlighttable td.linenos{background-color:var(--color-code-background);border-bottom-left-radius:.2rem;border-top-left-radius:.2rem;color:var(--color-code-foreground);padding:.625rem 0 .625rem .875rem}.highlighttable .linenodiv{box-shadow:-.0625rem 0 var(--color-foreground-border) inset;font-size:var(--code-font-size);padding-right:.875rem}.highlighttable td.code{display:block;flex:1;overflow:hidden;padding:0}.highlighttable td.code .highlight{border-bottom-left-radius:0;border-top-left-radius:0}.highlight span.linenos{box-shadow:-.0625rem 0 var(--color-foreground-border) inset;display:inline-block;margin-right:.875rem;padding-left:0;padding-right:.875rem}.footnote-reference{font-size:var(--font-size--small--4);vertical-align:super}dl.footnote.brackets{color:var(--color-foreground-secondary);display:grid;font-size:var(--font-size--small);grid-template-columns:max-content auto}dl.footnote.brackets dt{margin:0}dl.footnote.brackets dt>.fn-backref{margin-left:.25rem}dl.footnote.brackets dt:after{content:":"}dl.footnote.brackets dt .brackets:before{content:"["}dl.footnote.brackets dt .brackets:after{content:"]"}dl.footnote.brackets dd{margin:0;padding:0 1rem}aside.footnote{color:var(--color-foreground-secondary);font-size:var(--font-size--small)}aside.footnote>span,div.citation>span{float:left;font-weight:500;padding-right:.25rem}aside.footnote>p,div.citation>p{margin-left:2rem}img{box-sizing:border-box;height:auto;max-width:100%}article .figure,article figure{border-radius:.2rem;margin:0}article .figure :last-child,article figure :last-child{margin-bottom:0}article .align-left{clear:left;float:left;margin:0 1rem 1rem}article .align-right{clear:right;float:right;margin:0 1rem 1rem}article .align-center,article .align-default{display:block;margin-left:auto;margin-right:auto;text-align:center}article table.align-default{display:table;text-align:initial}.domainindex-jumpbox,.genindex-jumpbox{border-bottom:1px solid var(--color-background-border);border-top:1px solid var(--color-background-border);padding:.25rem}.domainindex-section h2,.genindex-section h2{margin-bottom:.5rem;margin-top:.75rem}.domainindex-section ul,.genindex-section ul{margin-bottom:0;margin-top:0}ol,ul{margin-bottom:1rem;margin-top:1rem;padding-left:1.2rem}ol li>p:first-child,ul li>p:first-child{margin-bottom:.25rem;margin-top:.25rem}ol li>p:last-child,ul li>p:last-child{margin-top:.25rem}ol li>ol,ol li>ul,ul li>ol,ul li>ul{margin-bottom:.5rem;margin-top:.5rem}ol.arabic{list-style:decimal}ol.loweralpha{list-style:lower-alpha}ol.upperalpha{list-style:upper-alpha}ol.lowerroman{list-style:lower-roman}ol.upperroman{list-style:upper-roman}.simple li>ol,.simple li>ul,.toctree-wrapper li>ol,.toctree-wrapper li>ul{margin-bottom:0;margin-top:0}.field-list dt,.option-list dt,dl.footnote dt,dl.glossary dt,dl.simple dt,dl:not([class]) dt{font-weight:500;margin-top:.25rem}.field-list dt+dt,.option-list dt+dt,dl.footnote dt+dt,dl.glossary dt+dt,dl.simple dt+dt,dl:not([class]) dt+dt{margin-top:0}.field-list dt .classifier:before,.option-list dt .classifier:before,dl.footnote dt .classifier:before,dl.glossary dt .classifier:before,dl.simple dt .classifier:before,dl:not([class]) dt .classifier:before{content:":";margin-left:.2rem;margin-right:.2rem}.field-list dd ul,.field-list dd>p:first-child,.option-list dd ul,.option-list dd>p:first-child,dl.footnote dd ul,dl.footnote dd>p:first-child,dl.glossary dd ul,dl.glossary dd>p:first-child,dl.simple dd ul,dl.simple dd>p:first-child,dl:not([class]) dd ul,dl:not([class]) dd>p:first-child{margin-top:.125rem}.field-list dd ul,.option-list dd ul,dl.footnote dd ul,dl.glossary dd ul,dl.simple dd ul,dl:not([class]) dd ul{margin-bottom:.125rem}.math-wrapper{overflow-x:auto;width:100%}div.math{position:relative;text-align:center}div.math .headerlink,div.math:focus .headerlink{display:none}div.math:hover .headerlink{display:inline-block}div.math span.eqno{position:absolute;right:.5rem;top:50%;transform:translateY(-50%);z-index:1}abbr[title]{cursor:help}.problematic{color:var(--color-problematic)}kbd:not(.compound){background-color:var(--color-background-secondary);border:1px solid var(--color-foreground-border);border-radius:.2rem;box-shadow:0 .0625rem 0 rgba(0,0,0,.2),inset 0 0 0 .125rem var(--color-background-primary);color:var(--color-foreground-primary);display:inline-block;font-size:var(--font-size--small--3);margin:0 .2rem;padding:0 .2rem;vertical-align:text-bottom}blockquote{background:var(--color-background-secondary);border-left:4px solid var(--color-background-border);margin-left:0;margin-right:0;padding:.5rem 1rem}blockquote .attribution{font-weight:600;text-align:right}blockquote.highlights,blockquote.pull-quote{font-size:1.25em}blockquote.epigraph,blockquote.pull-quote{border-left-width:0;border-radius:.5rem}blockquote.highlights{background:transparent;border-left-width:0}p .reference img{vertical-align:middle}p.rubric{font-size:1.125em;font-weight:700;line-height:1.25}dd p.rubric{font-size:var(--font-size--small);font-weight:inherit;line-height:inherit;text-transform:uppercase}article .sidebar{background-color:var(--color-background-secondary);border:1px solid var(--color-background-border);border-radius:.2rem;clear:right;float:right;margin-left:1rem;margin-right:0;width:30%}article .sidebar>*{padding-left:1rem;padding-right:1rem}article .sidebar>ol,article .sidebar>ul{padding-left:2.2rem}article .sidebar .sidebar-title{border-bottom:1px solid var(--color-background-border);font-weight:500;margin:0;padding:.5rem 1rem}.table-wrapper{margin-bottom:.5rem;margin-top:1rem;overflow-x:auto;padding:.2rem .2rem .75rem;width:100%}table.docutils{border-collapse:collapse;border-radius:.2rem;border-spacing:0;box-shadow:0 .2rem .5rem rgba(0,0,0,.05),0 0 .0625rem rgba(0,0,0,.1)}table.docutils th{background:var(--color-table-header-background)}table.docutils td,table.docutils th{border-bottom:1px solid var(--color-table-border);border-left:1px solid var(--color-table-border);border-right:1px solid var(--color-table-border);padding:0 .25rem}table.docutils td p,table.docutils th p{margin:.25rem}table.docutils td:first-child,table.docutils th:first-child{border-left:none}table.docutils td:last-child,table.docutils th:last-child{border-right:none}table.docutils td.text-left,table.docutils th.text-left{text-align:left}table.docutils td.text-right,table.docutils th.text-right{text-align:right}table.docutils td.text-center,table.docutils th.text-center{text-align:center}:target{scroll-margin-top:.5rem}@media(max-width:67em){:target{scroll-margin-top:calc(.5rem + var(--header-height))}section>span:target{scroll-margin-top:calc(.8rem + var(--header-height))}}.headerlink{font-weight:100;-webkit-user-select:none;-moz-user-select:none;user-select:none}.code-block-caption>.headerlink,dl dt>.headerlink,figcaption p>.headerlink,h1>.headerlink,h2>.headerlink,h3>.headerlink,h4>.headerlink,h5>.headerlink,h6>.headerlink,p.caption>.headerlink,table>caption>.headerlink{margin-left:.5rem;visibility:hidden}.code-block-caption:hover>.headerlink,dl dt:hover>.headerlink,figcaption p:hover>.headerlink,h1:hover>.headerlink,h2:hover>.headerlink,h3:hover>.headerlink,h4:hover>.headerlink,h5:hover>.headerlink,h6:hover>.headerlink,p.caption:hover>.headerlink,table>caption:hover>.headerlink{visibility:visible}.code-block-caption>.toc-backref,dl dt>.toc-backref,figcaption p>.toc-backref,h1>.toc-backref,h2>.toc-backref,h3>.toc-backref,h4>.toc-backref,h5>.toc-backref,h6>.toc-backref,p.caption>.toc-backref,table>caption>.toc-backref{color:inherit;text-decoration-line:none}figure:hover>figcaption>p>.headerlink,table:hover>caption>.headerlink{visibility:visible}:target>h1:first-of-type,:target>h2:first-of-type,:target>h3:first-of-type,:target>h4:first-of-type,:target>h5:first-of-type,:target>h6:first-of-type,span:target~h1:first-of-type,span:target~h2:first-of-type,span:target~h3:first-of-type,span:target~h4:first-of-type,span:target~h5:first-of-type,span:target~h6:first-of-type{background-color:var(--color-highlight-on-target)}:target>h1:first-of-type code.literal,:target>h2:first-of-type code.literal,:target>h3:first-of-type code.literal,:target>h4:first-of-type code.literal,:target>h5:first-of-type code.literal,:target>h6:first-of-type code.literal,span:target~h1:first-of-type code.literal,span:target~h2:first-of-type code.literal,span:target~h3:first-of-type code.literal,span:target~h4:first-of-type code.literal,span:target~h5:first-of-type code.literal,span:target~h6:first-of-type code.literal{background-color:transparent}.literal-block-wrapper:target .code-block-caption,.this-will-duplicate-information-and-it-is-still-useful-here li :target,figure:target,table:target>caption{background-color:var(--color-highlight-on-target)}dt:target{background-color:var(--color-highlight-on-target)!important}.footnote-reference:target,.footnote>dt:target+dd{background-color:var(--color-highlight-on-target)}.guilabel{background-color:var(--color-guilabel-background);border:1px solid var(--color-guilabel-border);border-radius:.5em;color:var(--color-guilabel-text);font-size:.9em;padding:0 .3em}footer{display:flex;flex-direction:column;font-size:var(--font-size--small);margin-top:2rem}.bottom-of-page{align-items:center;border-top:1px solid var(--color-background-border);color:var(--color-foreground-secondary);display:flex;justify-content:space-between;line-height:1.5;margin-top:1rem;padding-bottom:1rem;padding-top:1rem}@media(max-width:46em){.bottom-of-page{flex-direction:column-reverse;gap:.25rem;text-align:center}}.bottom-of-page .left-details{font-size:var(--font-size--small)}.bottom-of-page .right-details{display:flex;flex-direction:column;gap:.25rem;text-align:right}.bottom-of-page .icons{display:flex;font-size:1rem;gap:.25rem;justify-content:flex-end}.bottom-of-page .icons a{text-decoration:none}.bottom-of-page .icons img,.bottom-of-page .icons svg{font-size:1.125rem;height:1em;width:1em}.related-pages a{align-items:center;display:flex;text-decoration:none}.related-pages a:hover .page-info .title{color:var(--color-link);text-decoration:underline;text-decoration-color:var(--color-link-underline)}.related-pages a svg.furo-related-icon,.related-pages a svg.furo-related-icon>use{color:var(--color-foreground-border);flex-shrink:0;height:.75rem;margin:0 .5rem;width:.75rem}.related-pages a.next-page{clear:right;float:right;max-width:50%;text-align:right}.related-pages a.prev-page{clear:left;float:left;max-width:50%}.related-pages a.prev-page svg{transform:rotate(180deg)}.page-info{display:flex;flex-direction:column;overflow-wrap:anywhere}.next-page .page-info{align-items:flex-end}.page-info .context{align-items:center;color:var(--color-foreground-muted);display:flex;font-size:var(--font-size--small);padding-bottom:.1rem;text-decoration:none}ul.search{list-style:none;padding-left:0}ul.search li{border-bottom:1px solid var(--color-background-border);padding:1rem 0}[role=main] .highlighted{background-color:var(--color-highlighted-background);color:var(--color-highlighted-text)}.sidebar-brand{display:flex;flex-direction:column;flex-shrink:0;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal);text-decoration:none}.sidebar-brand-text{color:var(--color-sidebar-brand-text);font-size:1.5rem;overflow-wrap:break-word}.sidebar-brand-text,.sidebar-logo-container{margin:var(--sidebar-item-spacing-vertical) 0}.sidebar-logo{display:block;margin:0 auto;max-width:100%}.sidebar-search-container{align-items:center;background:var(--color-sidebar-search-background);display:flex;margin-top:var(--sidebar-search-space-above);position:relative}.sidebar-search-container:focus-within,.sidebar-search-container:hover{background:var(--color-sidebar-search-background--focus)}.sidebar-search-container:before{background-color:var(--color-sidebar-search-icon);content:"";height:var(--sidebar-search-icon-size);left:var(--sidebar-item-spacing-horizontal);-webkit-mask-image:var(--icon-search);mask-image:var(--icon-search);position:absolute;width:var(--sidebar-search-icon-size)}.sidebar-search{background:transparent;border:none;border-bottom:1px solid var(--color-sidebar-search-border);border-top:1px solid var(--color-sidebar-search-border);box-sizing:border-box;color:var(--color-sidebar-search-foreground);padding:var(--sidebar-search-input-spacing-vertical) var(--sidebar-search-input-spacing-horizontal) var(--sidebar-search-input-spacing-vertical) calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size));width:100%;z-index:10}.sidebar-search:focus{outline:none}.sidebar-search::-moz-placeholder{font-size:var(--sidebar-search-input-font-size)}.sidebar-search::placeholder{font-size:var(--sidebar-search-input-font-size)}#searchbox .highlight-link{margin:0;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0;text-align:center}#searchbox .highlight-link a{color:var(--color-sidebar-search-icon);font-size:var(--font-size--small--2)}.sidebar-tree{font-size:var(--sidebar-item-font-size);margin-bottom:var(--sidebar-item-spacing-vertical);margin-top:var(--sidebar-tree-space-above)}.sidebar-tree ul{display:flex;flex-direction:column;list-style:none;margin-bottom:0;margin-top:0;padding:0}.sidebar-tree li{margin:0;position:relative}.sidebar-tree li>ul{margin-left:var(--sidebar-item-spacing-horizontal)}.sidebar-tree .icon,.sidebar-tree .reference{color:var(--color-sidebar-link-text)}.sidebar-tree .reference{box-sizing:border-box;display:inline-block;height:100%;line-height:var(--sidebar-item-line-height);overflow-wrap:anywhere;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal);text-decoration:none;width:100%}.sidebar-tree .reference:hover{background:var(--color-sidebar-item-background--hover)}.sidebar-tree .reference.external:after{color:var(--color-sidebar-link-text);content:url("data:image/svg+xml;charset=utf-8,%3Csvg width='12' height='12' xmlns='http://www.w3.org/2000/svg' viewBox='0 0 24 24' stroke-width='1.5' stroke='%23607D8B' fill='none' stroke-linecap='round' stroke-linejoin='round'%3E%3Cpath d='M0 0h24v24H0z' stroke='none'/%3E%3Cpath d='M11 7H6a2 2 0 0 0-2 2v9a2 2 0 0 0 2 2h9a2 2 0 0 0 2-2v-5M10 14 20 4M15 4h5v5'/%3E%3C/svg%3E");margin:0 .25rem;vertical-align:middle}.sidebar-tree .current-page>.reference{font-weight:700}.sidebar-tree label{align-items:center;cursor:pointer;display:flex;height:var(--sidebar-item-height);justify-content:center;position:absolute;right:0;top:0;-webkit-user-select:none;-moz-user-select:none;user-select:none;width:var(--sidebar-expander-width)}.sidebar-tree .caption,.sidebar-tree :not(.caption)>.caption-text{color:var(--color-sidebar-caption-text);font-size:var(--sidebar-caption-font-size);font-weight:700;margin:var(--sidebar-caption-space-above) 0 0 0;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal);text-transform:uppercase}.sidebar-tree li.has-children>.reference{padding-right:var(--sidebar-expander-width)}.sidebar-tree .toctree-l1>.reference,.sidebar-tree .toctree-l1>label .icon{color:var(--color-sidebar-link-text--top-level)}.sidebar-tree label{background:var(--color-sidebar-item-expander-background)}.sidebar-tree label:hover{background:var(--color-sidebar-item-expander-background--hover)}.sidebar-tree .current>.reference{background:var(--color-sidebar-item-background--current)}.sidebar-tree .current>.reference:hover{background:var(--color-sidebar-item-background--hover)}.toctree-checkbox{display:none;position:absolute}.toctree-checkbox~ul{display:none}.toctree-checkbox~label .icon svg{transform:rotate(90deg)}.toctree-checkbox:checked~ul{display:block}.toctree-checkbox:checked~label .icon svg{transform:rotate(-90deg)}.toc-title-container{padding:var(--toc-title-padding);padding-top:var(--toc-spacing-vertical)}.toc-title{color:var(--color-toc-title-text);font-size:var(--toc-title-font-size);padding-left:var(--toc-spacing-horizontal);text-transform:uppercase}.no-toc{display:none}.toc-tree-container{padding-bottom:var(--toc-spacing-vertical)}.toc-tree{border-left:1px solid var(--color-background-border);font-size:var(--toc-font-size);line-height:1.3;padding-left:calc(var(--toc-spacing-horizontal) - var(--toc-item-spacing-horizontal))}.toc-tree>ul>li:first-child{padding-top:0}.toc-tree>ul>li:first-child>ul{padding-left:0}.toc-tree>ul>li:first-child>a{display:none}.toc-tree ul{list-style-type:none;margin-bottom:0;margin-top:0;padding-left:var(--toc-item-spacing-horizontal)}.toc-tree li{padding-top:var(--toc-item-spacing-vertical)}.toc-tree li.scroll-current>.reference{color:var(--color-toc-item-text--active);font-weight:700}.toc-tree .reference{color:var(--color-toc-item-text);overflow-wrap:anywhere;text-decoration:none}.toc-scroll{max-height:100vh;overflow-y:scroll}.contents:not(.this-will-duplicate-information-and-it-is-still-useful-here){background:rgba(255,0,0,.25);color:var(--color-problematic)}.contents:not(.this-will-duplicate-information-and-it-is-still-useful-here):before{content:"ERROR: Adding a table of contents in Furo-based documentation is unnecessary, and does not work well with existing styling.Add a 'this-will-duplicate-information-and-it-is-still-useful-here' class, if you want an escape hatch."}.text-align\:left>p{text-align:left}.text-align\:center>p{text-align:center}.text-align\:right>p{text-align:right} +/*! normalize.css v8.0.1 | MIT License | github.com/necolas/normalize.css */html{line-height:1.15;-webkit-text-size-adjust:100%}body{margin:0}main{display:block}h1{font-size:2em;margin:.67em 0}hr{box-sizing:content-box;height:0;overflow:visible}pre{font-family:monospace,monospace;font-size:1em}a{background-color:transparent}abbr[title]{border-bottom:none;text-decoration:underline;text-decoration:underline dotted}b,strong{font-weight:bolder}code,kbd,samp{font-family:monospace,monospace;font-size:1em}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sub{bottom:-.25em}sup{top:-.5em}img{border-style:none}button,input,optgroup,select,textarea{font-family:inherit;font-size:100%;line-height:1.15;margin:0}button,input{overflow:visible}button,select{text-transform:none}[type=button],[type=reset],[type=submit],button{-webkit-appearance:button}[type=button]::-moz-focus-inner,[type=reset]::-moz-focus-inner,[type=submit]::-moz-focus-inner,button::-moz-focus-inner{border-style:none;padding:0}[type=button]:-moz-focusring,[type=reset]:-moz-focusring,[type=submit]:-moz-focusring,button:-moz-focusring{outline:1px dotted ButtonText}fieldset{padding:.35em .75em .625em}legend{box-sizing:border-box;color:inherit;display:table;max-width:100%;padding:0;white-space:normal}progress{vertical-align:baseline}textarea{overflow:auto}[type=checkbox],[type=radio]{box-sizing:border-box;padding:0}[type=number]::-webkit-inner-spin-button,[type=number]::-webkit-outer-spin-button{height:auto}[type=search]{-webkit-appearance:textfield;outline-offset:-2px}[type=search]::-webkit-search-decoration{-webkit-appearance:none}::-webkit-file-upload-button{-webkit-appearance:button;font:inherit}details{display:block}summary{display:list-item}[hidden],template{display:none}@media print{.content-icon-container,.headerlink,.mobile-header,.related-pages{display:none!important}.highlight{border:.1pt solid var(--color-foreground-border)}a,blockquote,dl,ol,pre,table,ul{page-break-inside:avoid}caption,figure,h1,h2,h3,h4,h5,h6,img{page-break-after:avoid;page-break-inside:avoid}dl,ol,ul{page-break-before:avoid}}.visually-hidden{height:1px!important;margin:-1px!important;overflow:hidden!important;padding:0!important;position:absolute!important;width:1px!important;clip:rect(0,0,0,0)!important;background:var(--color-background-primary);border:0!important;color:var(--color-foreground-primary);white-space:nowrap!important}:-moz-focusring{outline:auto}body{--font-stack:-apple-system,BlinkMacSystemFont,Segoe UI,Helvetica,Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji;--font-stack--monospace:"SFMono-Regular",Menlo,Consolas,Monaco,Liberation Mono,Lucida Console,monospace;--font-stack--headings:var(--font-stack);--font-size--normal:100%;--font-size--small:87.5%;--font-size--small--2:81.25%;--font-size--small--3:75%;--font-size--small--4:62.5%;--sidebar-caption-font-size:var(--font-size--small--2);--sidebar-item-font-size:var(--font-size--small);--sidebar-search-input-font-size:var(--font-size--small);--toc-font-size:var(--font-size--small--3);--toc-font-size--mobile:var(--font-size--normal);--toc-title-font-size:var(--font-size--small--4);--admonition-font-size:0.8125rem;--admonition-title-font-size:0.8125rem;--code-font-size:var(--font-size--small--2);--api-font-size:var(--font-size--small);--header-height:calc(var(--sidebar-item-line-height) + var(--sidebar-item-spacing-vertical)*4);--header-padding:0.5rem;--sidebar-tree-space-above:1.5rem;--sidebar-caption-space-above:1rem;--sidebar-item-line-height:1rem;--sidebar-item-spacing-vertical:0.5rem;--sidebar-item-spacing-horizontal:1rem;--sidebar-item-height:calc(var(--sidebar-item-line-height) + var(--sidebar-item-spacing-vertical)*2);--sidebar-expander-width:var(--sidebar-item-height);--sidebar-search-space-above:0.5rem;--sidebar-search-input-spacing-vertical:0.5rem;--sidebar-search-input-spacing-horizontal:0.5rem;--sidebar-search-input-height:1rem;--sidebar-search-icon-size:var(--sidebar-search-input-height);--toc-title-padding:0.25rem 0;--toc-spacing-vertical:1.5rem;--toc-spacing-horizontal:1.5rem;--toc-item-spacing-vertical:0.4rem;--toc-item-spacing-horizontal:1rem;--icon-search:url('data:image/svg+xml;charset=utf-8,');--icon-pencil:url('data:image/svg+xml;charset=utf-8,');--icon-abstract:url('data:image/svg+xml;charset=utf-8,');--icon-info:url('data:image/svg+xml;charset=utf-8,');--icon-flame:url('data:image/svg+xml;charset=utf-8,');--icon-question:url('data:image/svg+xml;charset=utf-8,');--icon-warning:url('data:image/svg+xml;charset=utf-8,');--icon-failure:url('data:image/svg+xml;charset=utf-8,');--icon-spark:url('data:image/svg+xml;charset=utf-8,');--color-admonition-title--caution:#ff9100;--color-admonition-title-background--caution:rgba(255,145,0,.2);--color-admonition-title--warning:#ff9100;--color-admonition-title-background--warning:rgba(255,145,0,.2);--color-admonition-title--danger:#ff5252;--color-admonition-title-background--danger:rgba(255,82,82,.2);--color-admonition-title--attention:#ff5252;--color-admonition-title-background--attention:rgba(255,82,82,.2);--color-admonition-title--error:#ff5252;--color-admonition-title-background--error:rgba(255,82,82,.2);--color-admonition-title--hint:#00c852;--color-admonition-title-background--hint:rgba(0,200,82,.2);--color-admonition-title--tip:#00c852;--color-admonition-title-background--tip:rgba(0,200,82,.2);--color-admonition-title--important:#00bfa5;--color-admonition-title-background--important:rgba(0,191,165,.2);--color-admonition-title--note:#00b0ff;--color-admonition-title-background--note:rgba(0,176,255,.2);--color-admonition-title--seealso:#448aff;--color-admonition-title-background--seealso:rgba(68,138,255,.2);--color-admonition-title--admonition-todo:grey;--color-admonition-title-background--admonition-todo:hsla(0,0%,50%,.2);--color-admonition-title:#651fff;--color-admonition-title-background:rgba(101,31,255,.2);--icon-admonition-default:var(--icon-abstract);--color-topic-title:#14b8a6;--color-topic-title-background:rgba(20,184,166,.2);--icon-topic-default:var(--icon-pencil);--color-problematic:#b30000;--color-foreground-primary:#000;--color-foreground-secondary:#5a5c63;--color-foreground-muted:#6b6f76;--color-foreground-border:#878787;--color-background-primary:#fff;--color-background-secondary:#f8f9fb;--color-background-hover:#efeff4;--color-background-hover--transparent:#efeff400;--color-background-border:#eeebee;--color-background-item:#ccc;--color-announcement-background:#000000dd;--color-announcement-text:#eeebee;--color-brand-primary:#0a4bff;--color-brand-content:#2757dd;--color-brand-visited:#872ee0;--color-api-background:var(--color-background-hover--transparent);--color-api-background-hover:var(--color-background-hover);--color-api-overall:var(--color-foreground-secondary);--color-api-name:var(--color-problematic);--color-api-pre-name:var(--color-problematic);--color-api-paren:var(--color-foreground-secondary);--color-api-keyword:var(--color-foreground-primary);--color-api-added:#21632c;--color-api-added-border:#38a84d;--color-api-changed:#046172;--color-api-changed-border:#06a1bc;--color-api-deprecated:#605706;--color-api-deprecated-border:#f0d90f;--color-api-removed:#b30000;--color-api-removed-border:#ff5c5c;--color-highlight-on-target:#ffc;--color-inline-code-background:var(--color-background-secondary);--color-highlighted-background:#def;--color-highlighted-text:var(--color-foreground-primary);--color-guilabel-background:#ddeeff80;--color-guilabel-border:#bedaf580;--color-guilabel-text:var(--color-foreground-primary);--color-admonition-background:transparent;--color-table-header-background:var(--color-background-secondary);--color-table-border:var(--color-background-border);--color-card-border:var(--color-background-secondary);--color-card-background:transparent;--color-card-marginals-background:var(--color-background-secondary);--color-header-background:var(--color-background-primary);--color-header-border:var(--color-background-border);--color-header-text:var(--color-foreground-primary);--color-sidebar-background:var(--color-background-secondary);--color-sidebar-background-border:var(--color-background-border);--color-sidebar-brand-text:var(--color-foreground-primary);--color-sidebar-caption-text:var(--color-foreground-muted);--color-sidebar-link-text:var(--color-foreground-secondary);--color-sidebar-link-text--top-level:var(--color-brand-primary);--color-sidebar-item-background:var(--color-sidebar-background);--color-sidebar-item-background--current:var( --color-sidebar-item-background );--color-sidebar-item-background--hover:linear-gradient(90deg,var(--color-background-hover--transparent) 0%,var(--color-background-hover) var(--sidebar-item-spacing-horizontal),var(--color-background-hover) 100%);--color-sidebar-item-expander-background:transparent;--color-sidebar-item-expander-background--hover:var( --color-background-hover );--color-sidebar-search-text:var(--color-foreground-primary);--color-sidebar-search-background:var(--color-background-secondary);--color-sidebar-search-background--focus:var(--color-background-primary);--color-sidebar-search-border:var(--color-background-border);--color-sidebar-search-icon:var(--color-foreground-muted);--color-toc-background:var(--color-background-primary);--color-toc-title-text:var(--color-foreground-muted);--color-toc-item-text:var(--color-foreground-secondary);--color-toc-item-text--hover:var(--color-foreground-primary);--color-toc-item-text--active:var(--color-brand-primary);--color-content-foreground:var(--color-foreground-primary);--color-content-background:transparent;--color-link:var(--color-brand-content);--color-link-underline:var(--color-background-border);--color-link--hover:var(--color-brand-content);--color-link-underline--hover:var(--color-foreground-border);--color-link--visited:var(--color-brand-visited);--color-link-underline--visited:var(--color-background-border);--color-link--visited--hover:var(--color-brand-visited);--color-link-underline--visited--hover:var(--color-foreground-border)}.only-light{display:block!important}html body .only-dark{display:none!important}@media not print{body[data-theme=dark]{--color-problematic:#ee5151;--color-foreground-primary:#cfd0d0;--color-foreground-secondary:#9ca0a5;--color-foreground-muted:#81868d;--color-foreground-border:#666;--color-background-primary:#131416;--color-background-secondary:#1a1c1e;--color-background-hover:#1e2124;--color-background-hover--transparent:#1e212400;--color-background-border:#303335;--color-background-item:#444;--color-announcement-background:#000000dd;--color-announcement-text:#eeebee;--color-brand-primary:#3d94ff;--color-brand-content:#5ca5ff;--color-brand-visited:#b27aeb;--color-highlighted-background:#083563;--color-guilabel-background:#08356380;--color-guilabel-border:#13395f80;--color-api-keyword:var(--color-foreground-secondary);--color-highlight-on-target:#330;--color-api-added:#3db854;--color-api-added-border:#267334;--color-api-changed:#09b0ce;--color-api-changed-border:#056d80;--color-api-deprecated:#b1a10b;--color-api-deprecated-border:#6e6407;--color-api-removed:#ff7575;--color-api-removed-border:#b03b3b;--color-admonition-background:#18181a;--color-card-border:var(--color-background-secondary);--color-card-background:#18181a;--color-card-marginals-background:var(--color-background-hover)}html body[data-theme=dark] .only-light{display:none!important}body[data-theme=dark] .only-dark{display:block!important}@media(prefers-color-scheme:dark){body:not([data-theme=light]){--color-problematic:#ee5151;--color-foreground-primary:#cfd0d0;--color-foreground-secondary:#9ca0a5;--color-foreground-muted:#81868d;--color-foreground-border:#666;--color-background-primary:#131416;--color-background-secondary:#1a1c1e;--color-background-hover:#1e2124;--color-background-hover--transparent:#1e212400;--color-background-border:#303335;--color-background-item:#444;--color-announcement-background:#000000dd;--color-announcement-text:#eeebee;--color-brand-primary:#3d94ff;--color-brand-content:#5ca5ff;--color-brand-visited:#b27aeb;--color-highlighted-background:#083563;--color-guilabel-background:#08356380;--color-guilabel-border:#13395f80;--color-api-keyword:var(--color-foreground-secondary);--color-highlight-on-target:#330;--color-api-added:#3db854;--color-api-added-border:#267334;--color-api-changed:#09b0ce;--color-api-changed-border:#056d80;--color-api-deprecated:#b1a10b;--color-api-deprecated-border:#6e6407;--color-api-removed:#ff7575;--color-api-removed-border:#b03b3b;--color-admonition-background:#18181a;--color-card-border:var(--color-background-secondary);--color-card-background:#18181a;--color-card-marginals-background:var(--color-background-hover)}html body:not([data-theme=light]) .only-light{display:none!important}body:not([data-theme=light]) .only-dark{display:block!important}}}body[data-theme=auto] .theme-toggle svg.theme-icon-when-auto-light{display:block}@media(prefers-color-scheme:dark){body[data-theme=auto] .theme-toggle svg.theme-icon-when-auto-dark{display:block}body[data-theme=auto] .theme-toggle svg.theme-icon-when-auto-light{display:none}}body[data-theme=dark] .theme-toggle svg.theme-icon-when-dark,body[data-theme=light] .theme-toggle svg.theme-icon-when-light{display:block}body{font-family:var(--font-stack)}code,kbd,pre,samp{font-family:var(--font-stack--monospace)}body{-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}article{line-height:1.5}h1,h2,h3,h4,h5,h6{border-radius:.5rem;font-family:var(--font-stack--headings);font-weight:700;line-height:1.25;margin:.5rem -.5rem;padding-left:.5rem;padding-right:.5rem}h1+p,h2+p,h3+p,h4+p,h5+p,h6+p{margin-top:0}h1{font-size:2.5em;margin-bottom:1rem}h1,h2{margin-top:1.75rem}h2{font-size:2em}h3{font-size:1.5em}h4{font-size:1.25em}h5{font-size:1.125em}h6{font-size:1em}small{font-size:80%;opacity:75%}p{margin-bottom:.75rem;margin-top:.5rem}hr.docutils{background-color:var(--color-background-border);border:0;height:1px;margin:2rem 0;padding:0}.centered{text-align:center}a{color:var(--color-link);text-decoration:underline;text-decoration-color:var(--color-link-underline)}a:visited{color:var(--color-link--visited);text-decoration-color:var(--color-link-underline--visited)}a:visited:hover{color:var(--color-link--visited--hover);text-decoration-color:var(--color-link-underline--visited--hover)}a:hover{color:var(--color-link--hover);text-decoration-color:var(--color-link-underline--hover)}a.muted-link{color:inherit}a.muted-link:hover{color:var(--color-link--hover);text-decoration-color:var(--color-link-underline--hover)}a.muted-link:hover:visited{color:var(--color-link--visited--hover);text-decoration-color:var(--color-link-underline--visited--hover)}html{overflow-x:hidden;overflow-y:scroll;scroll-behavior:smooth}.sidebar-scroll,.toc-scroll,article[role=main] *{scrollbar-color:var(--color-foreground-border) transparent;scrollbar-width:thin}.sidebar-scroll::-webkit-scrollbar,.toc-scroll::-webkit-scrollbar,article[role=main] ::-webkit-scrollbar{height:.25rem;width:.25rem}.sidebar-scroll::-webkit-scrollbar-thumb,.toc-scroll::-webkit-scrollbar-thumb,article[role=main] ::-webkit-scrollbar-thumb{background-color:var(--color-foreground-border);border-radius:.125rem}body,html{height:100%}.skip-to-content,body,html{background:var(--color-background-primary);color:var(--color-foreground-primary)}.skip-to-content{border-radius:1rem;left:.25rem;padding:1rem;position:fixed;top:.25rem;transform:translateY(-200%);transition:transform .3s ease-in-out;z-index:40}.skip-to-content:focus-within{transform:translateY(0)}article{background:var(--color-content-background);color:var(--color-content-foreground);overflow-wrap:break-word}.page{display:flex;min-height:100%}.mobile-header{background-color:var(--color-header-background);border-bottom:1px solid var(--color-header-border);color:var(--color-header-text);display:none;height:var(--header-height);width:100%;z-index:10}.mobile-header.scrolled{border-bottom:none;box-shadow:0 0 .2rem rgba(0,0,0,.1),0 .2rem .4rem rgba(0,0,0,.2)}.mobile-header .header-center a{color:var(--color-header-text);text-decoration:none}.main{display:flex;flex:1}.sidebar-drawer{background:var(--color-sidebar-background);border-right:1px solid var(--color-sidebar-background-border);box-sizing:border-box;display:flex;justify-content:flex-end;min-width:15em;width:calc(50% - 26em)}.sidebar-container,.toc-drawer{box-sizing:border-box;width:15em}.toc-drawer{background:var(--color-toc-background);padding-right:1rem}.sidebar-sticky,.toc-sticky{display:flex;flex-direction:column;height:min(100%,100vh);height:100vh;position:sticky;top:0}.sidebar-scroll,.toc-scroll{flex-grow:1;flex-shrink:1;overflow:auto;scroll-behavior:smooth}.content{display:flex;flex-direction:column;justify-content:space-between;padding:0 3em;width:46em}.icon{display:inline-block;height:1rem;width:1rem}.icon svg{height:100%;width:100%}.announcement{align-items:center;background-color:var(--color-announcement-background);color:var(--color-announcement-text);display:flex;height:var(--header-height);overflow-x:auto}.announcement+.page{min-height:calc(100% - var(--header-height))}.announcement-content{box-sizing:border-box;min-width:100%;padding:.5rem;text-align:center;white-space:nowrap}.announcement-content a{color:var(--color-announcement-text);text-decoration-color:var(--color-announcement-text)}.announcement-content a:hover{color:var(--color-announcement-text);text-decoration-color:var(--color-link--hover)}.no-js .theme-toggle-container{display:none}.theme-toggle-container{vertical-align:middle}.theme-toggle{background:transparent;border:none;cursor:pointer;padding:0}.theme-toggle svg{color:var(--color-foreground-primary);display:none;height:1.25rem;vertical-align:middle;width:1.25rem}.theme-toggle-header{float:left;padding:1rem .5rem}.nav-overlay-icon,.toc-overlay-icon{cursor:pointer;display:none}.nav-overlay-icon .icon,.toc-overlay-icon .icon{color:var(--color-foreground-secondary);height:1.25rem;width:1.25rem}.nav-overlay-icon,.toc-header-icon{align-items:center;justify-content:center}.toc-content-icon{height:1.5rem;width:1.5rem}.content-icon-container{display:flex;float:right;gap:.5rem;margin-bottom:1rem;margin-left:1rem;margin-top:1.5rem}.content-icon-container .edit-this-page svg,.content-icon-container .view-this-page svg{color:inherit;height:1.25rem;width:1.25rem}.sidebar-toggle{display:none;position:absolute}.sidebar-toggle[name=__toc]{left:20px}.sidebar-toggle:checked{left:40px}.overlay{background-color:rgba(0,0,0,.54);height:0;opacity:0;position:fixed;top:0;transition:width 0ms,height 0ms,opacity .25s ease-out;width:0}.sidebar-overlay{z-index:20}.toc-overlay{z-index:40}.sidebar-drawer{transition:left .25s ease-in-out;z-index:30}.toc-drawer{transition:right .25s ease-in-out;z-index:50}#__navigation:checked~.sidebar-overlay{height:100%;opacity:1;width:100%}#__navigation:checked~.page .sidebar-drawer{left:0;top:0}#__toc:checked~.toc-overlay{height:100%;opacity:1;width:100%}#__toc:checked~.page .toc-drawer{right:0;top:0}.back-to-top{background:var(--color-background-primary);border-radius:1rem;box-shadow:0 .2rem .5rem rgba(0,0,0,.05),0 0 1px 0 hsla(220,9%,46%,.502);display:none;font-size:.8125rem;left:0;margin-left:50%;padding:.5rem .75rem .5rem .5rem;position:fixed;text-decoration:none;top:1rem;transform:translateX(-50%);z-index:10}.back-to-top svg{height:1rem;width:1rem;fill:currentColor;display:inline-block}.back-to-top span{margin-left:.25rem}.show-back-to-top .back-to-top{align-items:center;display:flex}@media(min-width:97em){html{font-size:110%}}@media(max-width:82em){.toc-content-icon{display:flex}.toc-drawer{border-left:1px solid var(--color-background-muted);height:100vh;position:fixed;right:-15em;top:0}.toc-tree{border-left:none;font-size:var(--toc-font-size--mobile)}.sidebar-drawer{width:calc(50% - 18.5em)}}@media(max-width:67em){.nav-overlay-icon{display:flex}.sidebar-drawer{height:100vh;left:-15em;position:fixed;top:0;width:15em}.toc-header-icon{display:flex}.theme-toggle-content,.toc-content-icon{display:none}.theme-toggle-header{display:block}.mobile-header{align-items:center;display:flex;justify-content:space-between;position:sticky;top:0}.mobile-header .header-left,.mobile-header .header-right{display:flex;height:var(--header-height);padding:0 var(--header-padding)}.mobile-header .header-left label,.mobile-header .header-right label{height:100%;-webkit-user-select:none;-moz-user-select:none;user-select:none;width:100%}.nav-overlay-icon .icon,.theme-toggle svg{height:1.25rem;width:1.25rem}:target{scroll-margin-top:calc(var(--header-height) + 2.5rem)}.back-to-top{top:calc(var(--header-height) + .5rem)}.page{flex-direction:column;justify-content:center}.content{margin-left:auto;margin-right:auto}}@media(max-width:52em){.content{overflow-x:auto;width:100%}}@media(max-width:46em){.content{padding:0 1em}article aside.sidebar{float:none;margin:1rem 0;width:100%}}.admonition,.topic{background:var(--color-admonition-background);border-radius:.2rem;box-shadow:0 .2rem .5rem rgba(0,0,0,.05),0 0 .0625rem rgba(0,0,0,.1);font-size:var(--admonition-font-size);margin:1rem auto;overflow:hidden;padding:0 .5rem .5rem;page-break-inside:avoid}.admonition>:nth-child(2),.topic>:nth-child(2){margin-top:0}.admonition>:last-child,.topic>:last-child{margin-bottom:0}.admonition p.admonition-title,p.topic-title{font-size:var(--admonition-title-font-size);font-weight:500;line-height:1.3;margin:0 -.5rem .5rem;padding:.4rem .5rem .4rem 2rem;position:relative}.admonition p.admonition-title:before,p.topic-title:before{content:"";height:1rem;left:.5rem;position:absolute;width:1rem}p.admonition-title{background-color:var(--color-admonition-title-background)}p.admonition-title:before{background-color:var(--color-admonition-title);-webkit-mask-image:var(--icon-admonition-default);mask-image:var(--icon-admonition-default);-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat}p.topic-title{background-color:var(--color-topic-title-background)}p.topic-title:before{background-color:var(--color-topic-title);-webkit-mask-image:var(--icon-topic-default);mask-image:var(--icon-topic-default);-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat}.admonition{border-left:.2rem solid var(--color-admonition-title)}.admonition.caution{border-left-color:var(--color-admonition-title--caution)}.admonition.caution>.admonition-title{background-color:var(--color-admonition-title-background--caution)}.admonition.caution>.admonition-title:before{background-color:var(--color-admonition-title--caution);-webkit-mask-image:var(--icon-spark);mask-image:var(--icon-spark)}.admonition.warning{border-left-color:var(--color-admonition-title--warning)}.admonition.warning>.admonition-title{background-color:var(--color-admonition-title-background--warning)}.admonition.warning>.admonition-title:before{background-color:var(--color-admonition-title--warning);-webkit-mask-image:var(--icon-warning);mask-image:var(--icon-warning)}.admonition.danger{border-left-color:var(--color-admonition-title--danger)}.admonition.danger>.admonition-title{background-color:var(--color-admonition-title-background--danger)}.admonition.danger>.admonition-title:before{background-color:var(--color-admonition-title--danger);-webkit-mask-image:var(--icon-spark);mask-image:var(--icon-spark)}.admonition.attention{border-left-color:var(--color-admonition-title--attention)}.admonition.attention>.admonition-title{background-color:var(--color-admonition-title-background--attention)}.admonition.attention>.admonition-title:before{background-color:var(--color-admonition-title--attention);-webkit-mask-image:var(--icon-warning);mask-image:var(--icon-warning)}.admonition.error{border-left-color:var(--color-admonition-title--error)}.admonition.error>.admonition-title{background-color:var(--color-admonition-title-background--error)}.admonition.error>.admonition-title:before{background-color:var(--color-admonition-title--error);-webkit-mask-image:var(--icon-failure);mask-image:var(--icon-failure)}.admonition.hint{border-left-color:var(--color-admonition-title--hint)}.admonition.hint>.admonition-title{background-color:var(--color-admonition-title-background--hint)}.admonition.hint>.admonition-title:before{background-color:var(--color-admonition-title--hint);-webkit-mask-image:var(--icon-question);mask-image:var(--icon-question)}.admonition.tip{border-left-color:var(--color-admonition-title--tip)}.admonition.tip>.admonition-title{background-color:var(--color-admonition-title-background--tip)}.admonition.tip>.admonition-title:before{background-color:var(--color-admonition-title--tip);-webkit-mask-image:var(--icon-info);mask-image:var(--icon-info)}.admonition.important{border-left-color:var(--color-admonition-title--important)}.admonition.important>.admonition-title{background-color:var(--color-admonition-title-background--important)}.admonition.important>.admonition-title:before{background-color:var(--color-admonition-title--important);-webkit-mask-image:var(--icon-flame);mask-image:var(--icon-flame)}.admonition.note{border-left-color:var(--color-admonition-title--note)}.admonition.note>.admonition-title{background-color:var(--color-admonition-title-background--note)}.admonition.note>.admonition-title:before{background-color:var(--color-admonition-title--note);-webkit-mask-image:var(--icon-pencil);mask-image:var(--icon-pencil)}.admonition.seealso{border-left-color:var(--color-admonition-title--seealso)}.admonition.seealso>.admonition-title{background-color:var(--color-admonition-title-background--seealso)}.admonition.seealso>.admonition-title:before{background-color:var(--color-admonition-title--seealso);-webkit-mask-image:var(--icon-info);mask-image:var(--icon-info)}.admonition.admonition-todo{border-left-color:var(--color-admonition-title--admonition-todo)}.admonition.admonition-todo>.admonition-title{background-color:var(--color-admonition-title-background--admonition-todo)}.admonition.admonition-todo>.admonition-title:before{background-color:var(--color-admonition-title--admonition-todo);-webkit-mask-image:var(--icon-pencil);mask-image:var(--icon-pencil)}.admonition-todo>.admonition-title{text-transform:uppercase}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd{margin-left:2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>:first-child{margin-top:.125rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list,dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) dd>:last-child{margin-bottom:.75rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list>dt{font-size:var(--font-size--small);text-transform:uppercase}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd:empty{margin-bottom:.5rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd>ul{margin-left:-1.2rem}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd>ul>li>p:nth-child(2){margin-top:0}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple) .field-list dd>ul>li>p+p:last-child:empty{margin-bottom:0;margin-top:0}dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)>dt{color:var(--color-api-overall)}.sig:not(.sig-inline){background:var(--color-api-background);border-radius:.25rem;font-family:var(--font-stack--monospace);font-size:var(--api-font-size);font-weight:700;margin-left:-.25rem;margin-right:-.25rem;padding:.25rem .5rem .25rem 3em;text-indent:-2.5em;transition:background .1s ease-out}.sig:not(.sig-inline):hover{background:var(--color-api-background-hover)}.sig:not(.sig-inline) a.reference .viewcode-link{font-weight:400;width:4.25rem}em.property{font-style:normal}em.property:first-child{color:var(--color-api-keyword)}.sig-name{color:var(--color-api-name)}.sig-prename{color:var(--color-api-pre-name);font-weight:400}.sig-paren{color:var(--color-api-paren)}.sig-param{font-style:normal}div.deprecated,div.versionadded,div.versionchanged,div.versionremoved{border-left:.1875rem solid;border-radius:.125rem;padding-left:.75rem}div.deprecated p,div.versionadded p,div.versionchanged p,div.versionremoved p{margin-bottom:.125rem;margin-top:.125rem}div.versionadded{border-color:var(--color-api-added-border)}div.versionadded .versionmodified{color:var(--color-api-added)}div.versionchanged{border-color:var(--color-api-changed-border)}div.versionchanged .versionmodified{color:var(--color-api-changed)}div.deprecated{border-color:var(--color-api-deprecated-border)}div.deprecated .versionmodified{color:var(--color-api-deprecated)}div.versionremoved{border-color:var(--color-api-removed-border)}div.versionremoved .versionmodified{color:var(--color-api-removed)}.viewcode-back,.viewcode-link{float:right;text-align:right}.line-block{margin-bottom:.75rem;margin-top:.5rem}.line-block .line-block{margin-bottom:0;margin-top:0;padding-left:1rem}.code-block-caption,article p.caption,table>caption{font-size:var(--font-size--small);text-align:center}.toctree-wrapper.compound .caption,.toctree-wrapper.compound :not(.caption)>.caption-text{font-size:var(--font-size--small);margin-bottom:0;text-align:initial;text-transform:uppercase}.toctree-wrapper.compound>ul{margin-bottom:0;margin-top:0}.sig-inline,code.literal{background:var(--color-inline-code-background);border-radius:.2em;font-size:var(--font-size--small--2);padding:.1em .2em}pre.literal-block .sig-inline,pre.literal-block code.literal{font-size:inherit;padding:0}p .sig-inline,p code.literal{border:1px solid var(--color-background-border)}.sig-inline{font-family:var(--font-stack--monospace)}div[class*=" highlight-"],div[class^=highlight-]{display:flex;margin:1em 0}div[class*=" highlight-"] .table-wrapper,div[class^=highlight-] .table-wrapper,pre{margin:0;padding:0}pre{overflow:auto}article[role=main] .highlight pre{line-height:1.5}.highlight pre,pre.literal-block{font-size:var(--code-font-size);padding:.625rem .875rem}pre.literal-block{background-color:var(--color-code-background);border-radius:.2rem;color:var(--color-code-foreground);margin-bottom:1rem;margin-top:1rem}.highlight{border-radius:.2rem;width:100%}.highlight .gp,.highlight span.linenos{pointer-events:none;-webkit-user-select:none;-moz-user-select:none;user-select:none}.highlight .hll{display:block;margin-left:-.875rem;margin-right:-.875rem;padding-left:.875rem;padding-right:.875rem}.code-block-caption{background-color:var(--color-code-background);border-bottom:1px solid;border-radius:.25rem;border-bottom-left-radius:0;border-bottom-right-radius:0;border-color:var(--color-background-border);color:var(--color-code-foreground);display:flex;font-weight:300;padding:.625rem .875rem}.code-block-caption+div[class]{margin-top:0}.code-block-caption+div[class] pre{border-top-left-radius:0;border-top-right-radius:0}.highlighttable{display:block;width:100%}.highlighttable tbody{display:block}.highlighttable tr{display:flex}.highlighttable td.linenos{background-color:var(--color-code-background);border-bottom-left-radius:.2rem;border-top-left-radius:.2rem;color:var(--color-code-foreground);padding:.625rem 0 .625rem .875rem}.highlighttable .linenodiv{box-shadow:-.0625rem 0 var(--color-foreground-border) inset;font-size:var(--code-font-size);padding-right:.875rem}.highlighttable td.code{display:block;flex:1;overflow:hidden;padding:0}.highlighttable td.code .highlight{border-bottom-left-radius:0;border-top-left-radius:0}.highlight span.linenos{box-shadow:-.0625rem 0 var(--color-foreground-border) inset;display:inline-block;margin-right:.875rem;padding-left:0;padding-right:.875rem}.footnote-reference{font-size:var(--font-size--small--4);vertical-align:super}dl.footnote.brackets{color:var(--color-foreground-secondary);display:grid;font-size:var(--font-size--small);grid-template-columns:max-content auto}dl.footnote.brackets dt{margin:0}dl.footnote.brackets dt>.fn-backref{margin-left:.25rem}dl.footnote.brackets dt:after{content:":"}dl.footnote.brackets dt .brackets:before{content:"["}dl.footnote.brackets dt .brackets:after{content:"]"}dl.footnote.brackets dd{margin:0;padding:0 1rem}aside.footnote{color:var(--color-foreground-secondary);font-size:var(--font-size--small)}aside.footnote>span,div.citation>span{float:left;font-weight:500;padding-right:.25rem}aside.footnote>:not(span),div.citation>p{margin-left:2rem}img{box-sizing:border-box;height:auto;max-width:100%}article .figure,article figure{border-radius:.2rem;margin:0}article .figure :last-child,article figure :last-child{margin-bottom:0}article .align-left{clear:left;float:left;margin:0 1rem 1rem}article .align-right{clear:right;float:right;margin:0 1rem 1rem}article .align-center,article .align-default{display:block;margin-left:auto;margin-right:auto;text-align:center}article table.align-default{display:table;text-align:initial}.domainindex-jumpbox,.genindex-jumpbox{border-bottom:1px solid var(--color-background-border);border-top:1px solid var(--color-background-border);padding:.25rem}.domainindex-section h2,.genindex-section h2{margin-bottom:.5rem;margin-top:.75rem}.domainindex-section ul,.genindex-section ul{margin-bottom:0;margin-top:0}ol,ul{margin-bottom:1rem;margin-top:1rem;padding-left:1.2rem}ol li>p:first-child,ul li>p:first-child{margin-bottom:.25rem;margin-top:.25rem}ol li>p:last-child,ul li>p:last-child{margin-top:.25rem}ol li>ol,ol li>ul,ul li>ol,ul li>ul{margin-bottom:.5rem;margin-top:.5rem}ol.arabic{list-style:decimal}ol.loweralpha{list-style:lower-alpha}ol.upperalpha{list-style:upper-alpha}ol.lowerroman{list-style:lower-roman}ol.upperroman{list-style:upper-roman}.simple li>ol,.simple li>ul,.toctree-wrapper li>ol,.toctree-wrapper li>ul{margin-bottom:0;margin-top:0}.field-list dt,.option-list dt,dl.footnote dt,dl.glossary dt,dl.simple dt,dl:not([class]) dt{font-weight:500;margin-top:.25rem}.field-list dt+dt,.option-list dt+dt,dl.footnote dt+dt,dl.glossary dt+dt,dl.simple dt+dt,dl:not([class]) dt+dt{margin-top:0}.field-list dt .classifier:before,.option-list dt .classifier:before,dl.footnote dt .classifier:before,dl.glossary dt .classifier:before,dl.simple dt .classifier:before,dl:not([class]) dt .classifier:before{content:":";margin-left:.2rem;margin-right:.2rem}.field-list dd ul,.field-list dd>p:first-child,.option-list dd ul,.option-list dd>p:first-child,dl.footnote dd ul,dl.footnote dd>p:first-child,dl.glossary dd ul,dl.glossary dd>p:first-child,dl.simple dd ul,dl.simple dd>p:first-child,dl:not([class]) dd ul,dl:not([class]) dd>p:first-child{margin-top:.125rem}.field-list dd ul,.option-list dd ul,dl.footnote dd ul,dl.glossary dd ul,dl.simple dd ul,dl:not([class]) dd ul{margin-bottom:.125rem}.math-wrapper{overflow-x:auto;width:100%}div.math{position:relative;text-align:center}div.math .headerlink,div.math:focus .headerlink{display:none}div.math:hover .headerlink{display:inline-block}div.math span.eqno{position:absolute;right:.5rem;top:50%;transform:translateY(-50%);z-index:1}abbr[title]{cursor:help}.problematic{color:var(--color-problematic)}kbd:not(.compound){background-color:var(--color-background-secondary);border:1px solid var(--color-foreground-border);border-radius:.2rem;box-shadow:0 .0625rem 0 rgba(0,0,0,.2),inset 0 0 0 .125rem var(--color-background-primary);color:var(--color-foreground-primary);display:inline-block;font-size:var(--font-size--small--3);margin:0 .2rem;padding:0 .2rem;vertical-align:text-bottom}blockquote{background:var(--color-background-secondary);border-left:4px solid var(--color-background-border);margin-left:0;margin-right:0;padding:.5rem 1rem}blockquote .attribution{font-weight:600;text-align:right}blockquote.highlights,blockquote.pull-quote{font-size:1.25em}blockquote.epigraph,blockquote.pull-quote{border-left-width:0;border-radius:.5rem}blockquote.highlights{background:transparent;border-left-width:0}p .reference img{vertical-align:middle}p.rubric{font-size:1.125em;font-weight:700;line-height:1.25}dd p.rubric{font-size:var(--font-size--small);font-weight:inherit;line-height:inherit;text-transform:uppercase}article .sidebar{background-color:var(--color-background-secondary);border:1px solid var(--color-background-border);border-radius:.2rem;clear:right;float:right;margin-left:1rem;margin-right:0;width:30%}article .sidebar>*{padding-left:1rem;padding-right:1rem}article .sidebar>ol,article .sidebar>ul{padding-left:2.2rem}article .sidebar .sidebar-title{border-bottom:1px solid var(--color-background-border);font-weight:500;margin:0;padding:.5rem 1rem}.table-wrapper{margin-bottom:.5rem;margin-top:1rem;overflow-x:auto;padding:.2rem .2rem .75rem;width:100%}table.docutils{border-collapse:collapse;border-radius:.2rem;border-spacing:0;box-shadow:0 .2rem .5rem rgba(0,0,0,.05),0 0 .0625rem rgba(0,0,0,.1)}table.docutils th{background:var(--color-table-header-background)}table.docutils td,table.docutils th{border-bottom:1px solid var(--color-table-border);border-left:1px solid var(--color-table-border);border-right:1px solid var(--color-table-border);padding:0 .25rem}table.docutils td p,table.docutils th p{margin:.25rem}table.docutils td:first-child,table.docutils th:first-child{border-left:none}table.docutils td:last-child,table.docutils th:last-child{border-right:none}table.docutils td.text-left,table.docutils th.text-left{text-align:left}table.docutils td.text-right,table.docutils th.text-right{text-align:right}table.docutils td.text-center,table.docutils th.text-center{text-align:center}:target{scroll-margin-top:2.5rem}@media(max-width:67em){:target{scroll-margin-top:calc(2.5rem + var(--header-height))}section>span:target{scroll-margin-top:calc(2.8rem + var(--header-height))}}.headerlink{font-weight:100;-webkit-user-select:none;-moz-user-select:none;user-select:none}.code-block-caption>.headerlink,dl dt>.headerlink,figcaption p>.headerlink,h1>.headerlink,h2>.headerlink,h3>.headerlink,h4>.headerlink,h5>.headerlink,h6>.headerlink,p.caption>.headerlink,table>caption>.headerlink{margin-left:.5rem;visibility:hidden}.code-block-caption:hover>.headerlink,dl dt:hover>.headerlink,figcaption p:hover>.headerlink,h1:hover>.headerlink,h2:hover>.headerlink,h3:hover>.headerlink,h4:hover>.headerlink,h5:hover>.headerlink,h6:hover>.headerlink,p.caption:hover>.headerlink,table>caption:hover>.headerlink{visibility:visible}.code-block-caption>.toc-backref,dl dt>.toc-backref,figcaption p>.toc-backref,h1>.toc-backref,h2>.toc-backref,h3>.toc-backref,h4>.toc-backref,h5>.toc-backref,h6>.toc-backref,p.caption>.toc-backref,table>caption>.toc-backref{color:inherit;text-decoration-line:none}figure:hover>figcaption>p>.headerlink,table:hover>caption>.headerlink{visibility:visible}:target>h1:first-of-type,:target>h2:first-of-type,:target>h3:first-of-type,:target>h4:first-of-type,:target>h5:first-of-type,:target>h6:first-of-type,span:target~h1:first-of-type,span:target~h2:first-of-type,span:target~h3:first-of-type,span:target~h4:first-of-type,span:target~h5:first-of-type,span:target~h6:first-of-type{background-color:var(--color-highlight-on-target)}:target>h1:first-of-type code.literal,:target>h2:first-of-type code.literal,:target>h3:first-of-type code.literal,:target>h4:first-of-type code.literal,:target>h5:first-of-type code.literal,:target>h6:first-of-type code.literal,span:target~h1:first-of-type code.literal,span:target~h2:first-of-type code.literal,span:target~h3:first-of-type code.literal,span:target~h4:first-of-type code.literal,span:target~h5:first-of-type code.literal,span:target~h6:first-of-type code.literal{background-color:transparent}.literal-block-wrapper:target .code-block-caption,.this-will-duplicate-information-and-it-is-still-useful-here li :target,figure:target,table:target>caption{background-color:var(--color-highlight-on-target)}dt:target{background-color:var(--color-highlight-on-target)!important}.footnote-reference:target,.footnote>dt:target+dd{background-color:var(--color-highlight-on-target)}.guilabel{background-color:var(--color-guilabel-background);border:1px solid var(--color-guilabel-border);border-radius:.5em;color:var(--color-guilabel-text);font-size:.9em;padding:0 .3em}footer{display:flex;flex-direction:column;font-size:var(--font-size--small);margin-top:2rem}.bottom-of-page{align-items:center;border-top:1px solid var(--color-background-border);color:var(--color-foreground-secondary);display:flex;justify-content:space-between;line-height:1.5;margin-top:1rem;padding-bottom:1rem;padding-top:1rem}@media(max-width:46em){.bottom-of-page{flex-direction:column-reverse;gap:.25rem;text-align:center}}.bottom-of-page .left-details{font-size:var(--font-size--small)}.bottom-of-page .right-details{display:flex;flex-direction:column;gap:.25rem;text-align:right}.bottom-of-page .icons{display:flex;font-size:1rem;gap:.25rem;justify-content:flex-end}.bottom-of-page .icons a{text-decoration:none}.bottom-of-page .icons img,.bottom-of-page .icons svg{font-size:1.125rem;height:1em;width:1em}.related-pages a{align-items:center;display:flex;text-decoration:none}.related-pages a:hover .page-info .title{color:var(--color-link);text-decoration:underline;text-decoration-color:var(--color-link-underline)}.related-pages a svg.furo-related-icon,.related-pages a svg.furo-related-icon>use{color:var(--color-foreground-border);flex-shrink:0;height:.75rem;margin:0 .5rem;width:.75rem}.related-pages a.next-page{clear:right;float:right;max-width:50%;text-align:right}.related-pages a.prev-page{clear:left;float:left;max-width:50%}.related-pages a.prev-page svg{transform:rotate(180deg)}.page-info{display:flex;flex-direction:column;overflow-wrap:anywhere}.next-page .page-info{align-items:flex-end}.page-info .context{align-items:center;color:var(--color-foreground-muted);display:flex;font-size:var(--font-size--small);padding-bottom:.1rem;text-decoration:none}ul.search{list-style:none;padding-left:0}ul.search li{border-bottom:1px solid var(--color-background-border);padding:1rem 0}[role=main] .highlighted{background-color:var(--color-highlighted-background);color:var(--color-highlighted-text)}.sidebar-brand{display:flex;flex-direction:column;flex-shrink:0;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal);text-decoration:none}.sidebar-brand-text{color:var(--color-sidebar-brand-text);font-size:1.5rem;overflow-wrap:break-word}.sidebar-brand-text,.sidebar-logo-container{margin:var(--sidebar-item-spacing-vertical) 0}.sidebar-logo{display:block;margin:0 auto;max-width:100%}.sidebar-search-container{align-items:center;background:var(--color-sidebar-search-background);display:flex;margin-top:var(--sidebar-search-space-above);position:relative}.sidebar-search-container:focus-within,.sidebar-search-container:hover{background:var(--color-sidebar-search-background--focus)}.sidebar-search-container:before{background-color:var(--color-sidebar-search-icon);content:"";height:var(--sidebar-search-icon-size);left:var(--sidebar-item-spacing-horizontal);-webkit-mask-image:var(--icon-search);mask-image:var(--icon-search);position:absolute;width:var(--sidebar-search-icon-size)}.sidebar-search{background:transparent;border:none;border-bottom:1px solid var(--color-sidebar-search-border);border-top:1px solid var(--color-sidebar-search-border);box-sizing:border-box;color:var(--color-sidebar-search-foreground);padding:var(--sidebar-search-input-spacing-vertical) var(--sidebar-search-input-spacing-horizontal) var(--sidebar-search-input-spacing-vertical) calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size));width:100%;z-index:10}.sidebar-search:focus{outline:none}.sidebar-search::-moz-placeholder{font-size:var(--sidebar-search-input-font-size)}.sidebar-search::placeholder{font-size:var(--sidebar-search-input-font-size)}#searchbox .highlight-link{margin:0;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0;text-align:center}#searchbox .highlight-link a{color:var(--color-sidebar-search-icon);font-size:var(--font-size--small--2)}.sidebar-tree{font-size:var(--sidebar-item-font-size);margin-bottom:var(--sidebar-item-spacing-vertical);margin-top:var(--sidebar-tree-space-above)}.sidebar-tree ul{display:flex;flex-direction:column;list-style:none;margin-bottom:0;margin-top:0;padding:0}.sidebar-tree li{margin:0;position:relative}.sidebar-tree li>ul{margin-left:var(--sidebar-item-spacing-horizontal)}.sidebar-tree .icon,.sidebar-tree .reference{color:var(--color-sidebar-link-text)}.sidebar-tree .reference{box-sizing:border-box;display:inline-block;height:100%;line-height:var(--sidebar-item-line-height);overflow-wrap:anywhere;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal);text-decoration:none;width:100%}.sidebar-tree .reference:hover{background:var(--color-sidebar-item-background--hover);color:var(--color-sidebar-link-text)}.sidebar-tree .reference.external:after{color:var(--color-sidebar-link-text);content:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' width='12' height='12' fill='none' stroke='%23607D8B' stroke-linecap='round' stroke-linejoin='round' stroke-width='1.5' viewBox='0 0 24 24'%3E%3Cpath stroke='none' d='M0 0h24v24H0z'/%3E%3Cpath d='M11 7H6a2 2 0 0 0-2 2v9a2 2 0 0 0 2 2h9a2 2 0 0 0 2-2v-5M10 14 20 4M15 4h5v5'/%3E%3C/svg%3E");margin:0 .25rem;vertical-align:middle}.sidebar-tree .current-page>.reference{font-weight:700}.sidebar-tree label{align-items:center;cursor:pointer;display:flex;height:var(--sidebar-item-height);justify-content:center;position:absolute;right:0;top:0;-webkit-user-select:none;-moz-user-select:none;user-select:none;width:var(--sidebar-expander-width)}.sidebar-tree .caption,.sidebar-tree :not(.caption)>.caption-text{color:var(--color-sidebar-caption-text);font-size:var(--sidebar-caption-font-size);font-weight:700;margin:var(--sidebar-caption-space-above) 0 0 0;padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal);text-transform:uppercase}.sidebar-tree li.has-children>.reference{padding-right:var(--sidebar-expander-width)}.sidebar-tree .toctree-l1>.reference,.sidebar-tree .toctree-l1>label .icon{color:var(--color-sidebar-link-text--top-level)}.sidebar-tree label{background:var(--color-sidebar-item-expander-background)}.sidebar-tree label:hover{background:var(--color-sidebar-item-expander-background--hover)}.sidebar-tree .current>.reference{background:var(--color-sidebar-item-background--current)}.sidebar-tree .current>.reference:hover{background:var(--color-sidebar-item-background--hover)}.toctree-checkbox{display:none;position:absolute}.toctree-checkbox~ul{display:none}.toctree-checkbox~label .icon svg{transform:rotate(90deg)}.toctree-checkbox:checked~ul{display:block}.toctree-checkbox:checked~label .icon svg{transform:rotate(-90deg)}.toc-title-container{padding:var(--toc-title-padding);padding-top:var(--toc-spacing-vertical)}.toc-title{color:var(--color-toc-title-text);font-size:var(--toc-title-font-size);padding-left:var(--toc-spacing-horizontal);text-transform:uppercase}.no-toc{display:none}.toc-tree-container{padding-bottom:var(--toc-spacing-vertical)}.toc-tree{border-left:1px solid var(--color-background-border);font-size:var(--toc-font-size);line-height:1.3;padding-left:calc(var(--toc-spacing-horizontal) - var(--toc-item-spacing-horizontal))}.toc-tree>ul>li:first-child{padding-top:0}.toc-tree>ul>li:first-child>ul{padding-left:0}.toc-tree>ul>li:first-child>a{display:none}.toc-tree ul{list-style-type:none;margin-bottom:0;margin-top:0;padding-left:var(--toc-item-spacing-horizontal)}.toc-tree li{padding-top:var(--toc-item-spacing-vertical)}.toc-tree li.scroll-current>.reference{color:var(--color-toc-item-text--active);font-weight:700}.toc-tree a.reference{color:var(--color-toc-item-text);overflow-wrap:anywhere;text-decoration:none}.toc-scroll{max-height:100vh;overflow-y:scroll}.contents:not(.this-will-duplicate-information-and-it-is-still-useful-here){background:rgba(255,0,0,.25);color:var(--color-problematic)}.contents:not(.this-will-duplicate-information-and-it-is-still-useful-here):before{content:"ERROR: Adding a table of contents in Furo-based documentation is unnecessary, and does not work well with existing styling. Add a 'this-will-duplicate-information-and-it-is-still-useful-here' class, if you want an escape hatch."}.text-align\:left>p{text-align:left}.text-align\:center>p{text-align:center}.text-align\:right>p{text-align:right} /*# sourceMappingURL=furo.css.map*/ \ No newline at end of file diff --git a/docs/documentation/_static/styles/furo.css.map b/docs/documentation/_static/styles/furo.css.map index 1924b333..6e02d0b1 100644 --- a/docs/documentation/_static/styles/furo.css.map +++ b/docs/documentation/_static/styles/furo.css.map @@ -1 +1 @@ -{"version":3,"file":"styles/furo.css","mappings":"AAAA,2EAA2E,CAU3E,KAEE,6BAA8B,CAD9B,gBAEF,CASA,KACE,QACF,CAMA,KACE,aACF,CAOA,GACE,aAAc,CACd,cACF,CAUA,GACE,sBAAuB,CACvB,QAAS,CACT,gBACF,CAOA,IACE,+BAAiC,CACjC,aACF,CASA,EACE,4BACF,CAOA,YACE,kBAAmB,CACnB,yBAA0B,CAC1B,gCACF,CAMA,SAEE,kBACF,CAOA,cAGE,+BAAiC,CACjC,aACF,CAeA,QAEE,aAAc,CACd,aAAc,CACd,iBAAkB,CAClB,uBACF,CAEA,IACE,aACF,CAEA,IACE,SACF,CASA,IACE,iBACF,CAUA,sCAKE,mBAAoB,CACpB,cAAe,CACf,gBAAiB,CACjB,QACF,CAOA,aAEE,gBACF,CAOA,cAEE,mBACF,CAMA,gDAIE,yBACF,CAMA,wHAIE,iBAAkB,CAClB,SACF,CAMA,4GAIE,6BACF,CAMA,SACE,0BACF,CASA,OACE,qBAAsB,CACtB,aAAc,CACd,aAAc,CACd,cAAe,CACf,SAAU,CACV,kBACF,CAMA,SACE,uBACF,CAMA,SACE,aACF,CAOA,6BAEE,qBAAsB,CACtB,SACF,CAMA,kFAEE,WACF,CAOA,cACE,4BAA6B,CAC7B,mBACF,CAMA,yCACE,uBACF,CAOA,6BACE,yBAA0B,CAC1B,YACF,CASA,QACE,aACF,CAMA,QACE,iBACF,CAiBA,kBACE,YACF,CCvVA,aAcE,kEACE,uBAOF,WACE,iDAMF,gCACE,wBAEF,qCAEE,uBADA,uBACA,CAEF,SACE,wBAtBA,CCpBJ,iBAOE,6BAEA,mBANA,qBAEA,sBACA,0BAFA,oBAHA,4BAOA,6BANA,mBAOA,CAEF,gBACE,aCPF,KCGE,mHAEA,wGAGA,wBAAyB,CACzB,wBAAyB,CACzB,4BAA6B,CAC7B,yBAA0B,CAC1B,2BAA4B,CAG5B,sDAAuD,CACvD,gDAAiD,CACjD,wDAAyD,CAGzD,0CAA2C,CAC3C,gDAAiD,CACjD,gDAAiD,CAKjD,gCAAiC,CACjC,sCAAuC,CAGvC,2CAA4C,CAG5C,uCAAwC,CChCxC,+FAGA,uBAAwB,CAGxB,iCAAkC,CAClC,kCAAmC,CAEnC,+BAAgC,CAChC,sCAAuC,CACvC,sCAAuC,CACvC,qGAIA,mDAAoD,CAEpD,mCAAoC,CACpC,8CAA+C,CAC/C,gDAAiD,CACjD,kCAAmC,CACnC,6DAA8D,CAG9D,6BAA8B,CAC9B,6BAA8B,CAC9B,+BAAgC,CAChC,kCAAmC,CACnC,kCAAmC,CCPjC,ukBCYA,srCAZF,kaCVA,mLAOA,oTAWA,2UAaA,0CACA,gEACA,0CAGA,gEAUA,yCACA,+DAGA,4CACA,CACA,iEAGA,sGACA,uCACA,4DAGA,sCACA,2DAEA,4CACA,kEACA,oGACA,CAEA,0GACA,+CAGA,+MAOA,+EACA,wCAIA,4DACA,sEACA,kEACA,sEACA,gDAGA,+DACA,0CACA,gEACA,gGACA,CAGA,2DACA,qDAGA,0CACA,8CACA,oDACA,oDL7GF,iCAEA,iEAME,oCKyGA,yDAIA,sCACA,kCACA,sDAGA,0CACA,kEACA,oDAEA,sDAGA,oCACA,oEAIA,CAGA,yDAGA,qDACA,oDAGA,6DAIA,iEAGA,2DAEA,2DL9IE,4DAEA,gEAIF,gEKgGA,gFAIA,oNAOA,qDAEA,gFAIA,4DAIA,oEAMA,yEAIA,6DACA,0DAGA,uDAGA,qDAEA,wDLpII,6DAEA,yDACE,2DAMN,uCAIA,yCACE,8CAGF,sDMjDA,6DAKA,oCAIA,4CACA,kBAGF,sBAMA,2BAME,qCAGA,qCAEA,iCAEA,+BAEA,mCAEA,qCAIA,CACA,gCACA,gDAKA,kCAIA,6BAEA,0CAQA,kCAIF,8BAGE,8BACA,uCAGF,sCAKE,kCAEA,sDAGA,iCACE,CACA,2FAGA,gCACE,CACA,+DCzEJ,wCAEA,sBAEF,yDAEE,mCACA,wDAGA,2GAGA,wIACE,gDAMJ,kCAGE,6BACA,0CAGA,gEACA,8BACA,uCAKA,sCAIA,kCACA,sDACA,iCACA,sCAOA,sDAKE,gGAIE,+CAGN,sBAEE,yCAMA,0BAOA,yLAKA,aACA,MAEF,6BACE,mBAEA,wCAEF,wCAIE,kCAGA,SACA,kCAKA,mBAGA,CAJA,eACA,CAHF,gBAEE,CAWA,mBACA,mBACA,mDAIA,YACA,mBACA,CAEE,kBAMF,OAPE,kBAOF,oCACA,yCAEA,wBAEA,cADA,WACA,GACA,oBACA,CAFA,gBAEA,aAGF,+CAEE,UAJE,wBAEJ,CAFI,SAIF,CACA,2BACA,GAGA,uBACE,CAJF,yBAGA,CACE,iDACA,uCAEA,yDACE,cACA,wDAKN,yDAIE,uBAEF,kBACE,uBAEA,kDAKA,0DAEA,CAHA,oBAIA,0GAWA,aAEA,CAHA,YAGA,4HAKF,+CAGE,sBAEF,WAKE,0CAGA,CANA,qCAGA,CAJA,WAOA,SAIA,0CACE,CALF,qCAIA,CACE,wBAEA,mBAEJ,gBACE,gBAIA,+CAKF,CAIE,kDAEA,CANF,8BAIE,CAEA,YAGA,CAfF,2BACE,CAHA,UAEF,CAYE,UAGA,2CACF,iEAOE,iCACA,8BAGA,wCAIA,wBAMI,0CAKF,CATA,6DAGA,CALF,qBAEE,CASA,YACA,yBAGA,CAEE,cAKN,CAPI,sBAOJ,gCAGE,qBAEA,WACA,aACA,sCAEA,mBACA,6BAGA,uEADA,qBACA,6BAIA,yBACA,qCAEE,UAEA,YACA,sBAEF,8BAGA,CAPE,aACA,WAMF,4BACE,sBACA,WAMJ,uBACE,cAYE,mBAXA,qDAKA,qCAGA,CAEA,YACA,CAHA,2BAEA,CACA,oCAEA,4CACA,uBAIA,sBAEJ,eAFI,cAIF,iBACE,CAHJ,kBAGI,yBAEA,oCAIA,qDAMF,mEAGE,+CAKA,gCAEA,qCAGA,oCAGE,sBACA,CAJF,WAEE,CAFF,eAEE,SAEA,mBACA,qCACE,aACA,CAFF,YADA,qBACA,WAEE,sBACA,kEAEN,cAEE,CAFF,YAEE,iDAKA,uCAIA,2DAKA,kBAEA,CAHA,sBAGA,mBACA,0BAEJ,yBAII,aADA,WACA,CAMF,UAFE,kBAEF,CAJF,gBAEI,CAFJ,iBAIE,6CC9ZF,yBACE,WACA,iBAEA,aAFA,iBAEA,6BAEA,kCACA,mBAKA,gCAGA,CARA,QAEA,CAGA,UALA,qBAEA,qDAGA,CALA,OAQA,4BACE,cAGF,2BACE,gCAEJ,CAHE,UAGF,8CAGE,CAHF,UAGE,wCAGA,qBACA,CAFA,UAEA,6CAGA,yCAIA,sBAHA,UAGA,kCACE,OACA,CADA,KACA,cAQF,0CACE,CAFF,kBACA,CACE,wEACA,CARA,YACA,CAKF,mBAFF,MACE,CAIE,gBAJF,iCAJE,cAGJ,CANI,oBAEA,CAKF,SAIE,2BADA,UACA,kBAGF,sCACA,CAFF,WACE,WACA,mBACE,kDACA,0EACA,uDAKJ,aACE,mDAII,CAJJ,6CAII,4BACA,sCACE,kEACA,+CACE,aACA,WADA,+BACA,uEANN,YACE,mDAEE,mBADF,0CACE,CADF,qBACE,0DACA,YACE,4DACA,sEANN,YACE,8CACA,kBADA,UACA,2CACE,2EACA,cACE,kEACA,mEANN,yBACE,4DACA,sBACE,+EAEE,iEACA,qEANN,sCACE,CAGE,iBAHF,gBAGE,qBACE,CAJJ,uBACA,gDACE,wDACA,6DAHF,2CACA,CADA,gBACA,eACE,CAGE,sBANN,8BACE,CAII,iBAFF,4DACA,WACE,YADF,uCACE,6EACA,2BANN,8CACE,kDACA,0CACE,8BACA,yFACE,sBACA,sFALJ,mEACA,sBACE,kEACA,6EACE,uCACA,kEALJ,qGAEE,kEACA,6EACE,uCACA,kEALJ,8CACA,uDACE,sEACA,2EACE,sCACA,iEALJ,mGACA,qCACE,oDACA,0DACE,6GACA,gDAGR,yDCrEA,sEACE,CACA,6GACE,gEACF,iGAIF,wFACE,qDAGA,mGAEE,2CAEF,4FACE,gCACF,wGACE,8DAEE,6FAIA,iJAKN,6GACE,gDAKF,yDACA,qCAGA,6BACA,kBACA,qDAKA,oCAEA,+DAGA,2CAGE,oDAIA,oEAEE,qBAGJ,wDAEE,uCAEF,kEAGA,8CAEA,uDAKA,oCAEA,yDAEE,gEAKF,+CC5FA,0EAGE,CACA,qDCLJ,+DAIE,sCAIA,kEACE,yBACA,2FAMA,gBACA,yGCbF,mBAOA,2MAIA,4HAYA,0DACE,8GAYF,8HAQE,mBAEA,6HAOF,YAGA,mIAME,eACA,CAFF,YAEE,4FAMJ,8BAEE,uBAYA,sCAEE,CAJF,oBAEA,CARA,wCAEA,CAHA,8BACA,CAFA,eACA,CAGA,wCAEA,CAEA,mDAIE,kCACE,6BACA,4CAKJ,kDAIA,eACE,aAGF,8BACE,uDACA,sCACA,cAEA,+BACA,CAFA,eAEA,wCAEF,YACE,iBACA,mCACA,0DAGF,qBAEE,CAFF,kBAEE,+BAIA,yCAEE,qBADA,gBACA,yBAKF,eACA,CAFF,YACE,CACA,iBACA,qDAEA,mDCvIJ,2FAOE,iCACA,CAEA,eACA,CAHA,kBAEA,CAFA,wBAGA,8BACA,eACE,CAFF,YAEE,0BACA,8CAGA,oBACE,oCAGA,kBACE,8DAEA,iBAEN,UACE,8BAIJ,+CAEE,qDAEF,kDAIE,YAEF,CAFE,YAEF,CCjCE,mFAJA,QACA,UAIE,CADF,iBACE,mCAGA,iDACE,+BAGF,wBAEA,mBAKA,6CAEF,CAHE,mBACA,CAEF,kCAIE,CARA,kBACA,CAFF,eASE,YACA,mBAGF,CAJE,UAIF,wCCjCA,oBDmCE,wBCpCJ,uCACE,8BACA,4CACA,oBAGA,2CCAA,6CAGE,CAPF,uBAIA,CDGA,gDACE,6BCVJ,CAWM,2CAEF,CAJA,kCAEE,CDJF,aCLF,gBDKE,uBCMA,gCAGA,gDAGE,wBAGJ,0BAEA,iBACE,aACF,CADE,UACF,uBACE,aACF,oBACE,YACF,4BACE,6CAMA,CAYF,6DAZE,mCAGE,iCASJ,4BAGE,4DADA,+BACA,CAFA,qBAEA,yBACE,aAEF,wBAHA,SAGA,iHACE,2DAKF,CANA,yCACE,CADF,oCAMA,uSAIA,sGACE,oDChEJ,WAEF,yBACE,QACA,eAEA,gBAEE,uCAGA,CALF,iCAKE,uCAGA,0BACA,CACA,oBACA,iCClBJ,gBACE,KAGF,qBACE,YAGF,CAHE,cAGF,gCAEE,mBACA,iEAEA,oCACA,wCAEA,sBACA,WAEA,CAFA,YAEA,8EAEA,mCAFA,iBAEA,6BAIA,wEAKA,sDAIE,CARF,mDAIA,CAIE,cAEF,8CAIA,oBAFE,iBAEF,8CAGE,eAEF,CAFE,YAEF,OAEE,kBAGJ,CAJI,eACA,CAFF,mBAKF,yCCjDE,oBACA,CAFA,iBAEA,uCAKE,iBACA,qCAGA,mBCZJ,CDWI,gBCXJ,6BAEE,eACA,sBAGA,eAEA,sBACA,oDACA,iGAMA,gBAFE,YAEF,8FAME,iJClBF,YACA,gNAUE,6BAEF,oTAcI,kBACF,gHAIA,qBACE,eACF,qDACE,kBACF,6DACE,4BCxCJ,oBAEF,qCAEI,+CAGF,uBACE,uDAGJ,oBAkBE,mDAhBA,+CAaA,CAbA,oBAaA,0FAEE,CAFF,gGAbA,+BAaA,0BAGA,mQAIA,oNAEE,iBAGJ,CAHI,gBADA,gBAIJ,8CAYI,CAZJ,wCAYI,sVACE,iCAGA,uEAHA,QAGA,qXAKJ,iDAGF,CARM,+CACE,iDAIN,CALI,gBAQN,mHACE,gBAGF,2DACE,0EAOA,0EAKA,6EC/EA,iDACA,gCACA,oDAGA,qBACA,oDCFA,cACA,eAEA,yBAGF,sBAEE,iBACA,sNAWA,iBACE,kBACA,wRAgBA,kBAEA,iOAgBA,uCACE,uEAEA,kBAEF,qUAuBE,iDAIJ,CACA,geCxFF,4BAEE,CAQA,6JACA,iDAIA,sEAGA,mDAOF,iDAGE,4DAIA,8CACA,qDAEE,eAFF,cAEE,oBAEF,uBAFE,kCAGA,eACA,iBACA,mBAIA,mDACA,CAHA,uCAEA,CAJA,0CACA,CAIA,gBAJA,gBACA,oBADA,gBAIA,wBAEJ,gBAGE,6BACA,YAHA,iBAGA,gCACA,iEAEA,6CACA,sDACA,0BADA,wBACA,0BACA,oIAIA,mBAFA,YAEA,qBACA,0CAIE,uBAEF,CAHA,yBACE,CAEF,iDACE,mFAKJ,oCACE,CANE,aAKJ,CACE,qEAIA,YAFA,WAEA,CAHA,aACA,CAEA,gBACE,4BACA,sBADA,aACA,gCAMF,oCACA,yDACA,2CAEA,qBAGE,kBAEA,CACA,mCAIF,CARE,YACA,CAOF,iCAEE,CAPA,oBACA,CAQA,oBACE,uDAEJ,sDAGA,CAHA,cAGA,0BACE,oDAIA,oCACA,4BACA,sBAGA,cAEA,oFAGA,sBAEA,yDACE,CAIA,iBAJA,wBAIA,6CAJA,6CAOA,4BAGJ,CAHI,cAGJ,yCAGA,kBACE,CAIA,iDAEA,CATA,YAEF,CACE,4CAGA,kBAIA,wEAEA,wDAIF,kCAOE,iDACA,CARF,WAIE,sCAGA,CANA,2CACA,CAMA,oEARF,iBACE,CACA,qCAMA,iBAuBE,uBAlBF,YAKA,2DALA,uDAKA,CALA,sBAiBA,4CACE,CALA,gRAIF,YACE,UAEN,uBACE,YACA,mCAOE,+CAGA,8BAGF,+CAGA,4BCjNA,SDiNA,qFCjNA,gDAGA,sCACA,qCACA,sDAIF,CAIE,kDAGA,CAPF,0CAOE,kBAEA,kDAEA,CAHA,eACA,CAFA,YACA,CADA,SAIA,mHAIE,CAGA,6CAFA,oCAeE,CAbF,yBACE,qBAEJ,CAGE,oBACA,CAEA,YAFA,2CACF,CACE,uBAEA,mFAEE,CALJ,oBACE,CAEA,UAEE,gCAGF,sDAEA,yCC7CJ,oCAGA,CD6CE,yXAQE,sCCrDJ,wCAGA,oCACE","sources":["webpack:///./node_modules/normalize.css/normalize.css","webpack:///./src/furo/assets/styles/base/_print.sass","webpack:///./src/furo/assets/styles/base/_screen-readers.sass","webpack:///./src/furo/assets/styles/base/_theme.sass","webpack:///./src/furo/assets/styles/variables/_fonts.scss","webpack:///./src/furo/assets/styles/variables/_spacing.scss","webpack:///./src/furo/assets/styles/variables/_icons.scss","webpack:///./src/furo/assets/styles/variables/_admonitions.scss","webpack:///./src/furo/assets/styles/variables/_colors.scss","webpack:///./src/furo/assets/styles/base/_typography.sass","webpack:///./src/furo/assets/styles/_scaffold.sass","webpack:///./src/furo/assets/styles/content/_admonitions.sass","webpack:///./src/furo/assets/styles/content/_api.sass","webpack:///./src/furo/assets/styles/content/_blocks.sass","webpack:///./src/furo/assets/styles/content/_captions.sass","webpack:///./src/furo/assets/styles/content/_code.sass","webpack:///./src/furo/assets/styles/content/_footnotes.sass","webpack:///./src/furo/assets/styles/content/_images.sass","webpack:///./src/furo/assets/styles/content/_indexes.sass","webpack:///./src/furo/assets/styles/content/_lists.sass","webpack:///./src/furo/assets/styles/content/_math.sass","webpack:///./src/furo/assets/styles/content/_misc.sass","webpack:///./src/furo/assets/styles/content/_rubrics.sass","webpack:///./src/furo/assets/styles/content/_sidebar.sass","webpack:///./src/furo/assets/styles/content/_tables.sass","webpack:///./src/furo/assets/styles/content/_target.sass","webpack:///./src/furo/assets/styles/content/_gui-labels.sass","webpack:///./src/furo/assets/styles/components/_footer.sass","webpack:///./src/furo/assets/styles/components/_sidebar.sass","webpack:///./src/furo/assets/styles/components/_table_of_contents.sass","webpack:///./src/furo/assets/styles/_shame.sass"],"sourcesContent":["/*! normalize.css v8.0.1 | MIT License | github.com/necolas/normalize.css */\n\n/* Document\n ========================================================================== */\n\n/**\n * 1. Correct the line height in all browsers.\n * 2. Prevent adjustments of font size after orientation changes in iOS.\n */\n\nhtml {\n line-height: 1.15; /* 1 */\n -webkit-text-size-adjust: 100%; /* 2 */\n}\n\n/* Sections\n ========================================================================== */\n\n/**\n * Remove the margin in all browsers.\n */\n\nbody {\n margin: 0;\n}\n\n/**\n * Render the `main` element consistently in IE.\n */\n\nmain {\n display: block;\n}\n\n/**\n * Correct the font size and margin on `h1` elements within `section` and\n * `article` contexts in Chrome, Firefox, and Safari.\n */\n\nh1 {\n font-size: 2em;\n margin: 0.67em 0;\n}\n\n/* Grouping content\n ========================================================================== */\n\n/**\n * 1. Add the correct box sizing in Firefox.\n * 2. Show the overflow in Edge and IE.\n */\n\nhr {\n box-sizing: content-box; /* 1 */\n height: 0; /* 1 */\n overflow: visible; /* 2 */\n}\n\n/**\n * 1. Correct the inheritance and scaling of font size in all browsers.\n * 2. Correct the odd `em` font sizing in all browsers.\n */\n\npre {\n font-family: monospace, monospace; /* 1 */\n font-size: 1em; /* 2 */\n}\n\n/* Text-level semantics\n ========================================================================== */\n\n/**\n * Remove the gray background on active links in IE 10.\n */\n\na {\n background-color: transparent;\n}\n\n/**\n * 1. Remove the bottom border in Chrome 57-\n * 2. Add the correct text decoration in Chrome, Edge, IE, Opera, and Safari.\n */\n\nabbr[title] {\n border-bottom: none; /* 1 */\n text-decoration: underline; /* 2 */\n text-decoration: underline dotted; /* 2 */\n}\n\n/**\n * Add the correct font weight in Chrome, Edge, and Safari.\n */\n\nb,\nstrong {\n font-weight: bolder;\n}\n\n/**\n * 1. Correct the inheritance and scaling of font size in all browsers.\n * 2. Correct the odd `em` font sizing in all browsers.\n */\n\ncode,\nkbd,\nsamp {\n font-family: monospace, monospace; /* 1 */\n font-size: 1em; /* 2 */\n}\n\n/**\n * Add the correct font size in all browsers.\n */\n\nsmall {\n font-size: 80%;\n}\n\n/**\n * Prevent `sub` and `sup` elements from affecting the line height in\n * all browsers.\n */\n\nsub,\nsup {\n font-size: 75%;\n line-height: 0;\n position: relative;\n vertical-align: baseline;\n}\n\nsub {\n bottom: -0.25em;\n}\n\nsup {\n top: -0.5em;\n}\n\n/* Embedded content\n ========================================================================== */\n\n/**\n * Remove the border on images inside links in IE 10.\n */\n\nimg {\n border-style: none;\n}\n\n/* Forms\n ========================================================================== */\n\n/**\n * 1. Change the font styles in all browsers.\n * 2. Remove the margin in Firefox and Safari.\n */\n\nbutton,\ninput,\noptgroup,\nselect,\ntextarea {\n font-family: inherit; /* 1 */\n font-size: 100%; /* 1 */\n line-height: 1.15; /* 1 */\n margin: 0; /* 2 */\n}\n\n/**\n * Show the overflow in IE.\n * 1. Show the overflow in Edge.\n */\n\nbutton,\ninput { /* 1 */\n overflow: visible;\n}\n\n/**\n * Remove the inheritance of text transform in Edge, Firefox, and IE.\n * 1. Remove the inheritance of text transform in Firefox.\n */\n\nbutton,\nselect { /* 1 */\n text-transform: none;\n}\n\n/**\n * Correct the inability to style clickable types in iOS and Safari.\n */\n\nbutton,\n[type=\"button\"],\n[type=\"reset\"],\n[type=\"submit\"] {\n -webkit-appearance: button;\n}\n\n/**\n * Remove the inner border and padding in Firefox.\n */\n\nbutton::-moz-focus-inner,\n[type=\"button\"]::-moz-focus-inner,\n[type=\"reset\"]::-moz-focus-inner,\n[type=\"submit\"]::-moz-focus-inner {\n border-style: none;\n padding: 0;\n}\n\n/**\n * Restore the focus styles unset by the previous rule.\n */\n\nbutton:-moz-focusring,\n[type=\"button\"]:-moz-focusring,\n[type=\"reset\"]:-moz-focusring,\n[type=\"submit\"]:-moz-focusring {\n outline: 1px dotted ButtonText;\n}\n\n/**\n * Correct the padding in Firefox.\n */\n\nfieldset {\n padding: 0.35em 0.75em 0.625em;\n}\n\n/**\n * 1. Correct the text wrapping in Edge and IE.\n * 2. Correct the color inheritance from `fieldset` elements in IE.\n * 3. Remove the padding so developers are not caught out when they zero out\n * `fieldset` elements in all browsers.\n */\n\nlegend {\n box-sizing: border-box; /* 1 */\n color: inherit; /* 2 */\n display: table; /* 1 */\n max-width: 100%; /* 1 */\n padding: 0; /* 3 */\n white-space: normal; /* 1 */\n}\n\n/**\n * Add the correct vertical alignment in Chrome, Firefox, and Opera.\n */\n\nprogress {\n vertical-align: baseline;\n}\n\n/**\n * Remove the default vertical scrollbar in IE 10+.\n */\n\ntextarea {\n overflow: auto;\n}\n\n/**\n * 1. Add the correct box sizing in IE 10.\n * 2. Remove the padding in IE 10.\n */\n\n[type=\"checkbox\"],\n[type=\"radio\"] {\n box-sizing: border-box; /* 1 */\n padding: 0; /* 2 */\n}\n\n/**\n * Correct the cursor style of increment and decrement buttons in Chrome.\n */\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n height: auto;\n}\n\n/**\n * 1. Correct the odd appearance in Chrome and Safari.\n * 2. Correct the outline style in Safari.\n */\n\n[type=\"search\"] {\n -webkit-appearance: textfield; /* 1 */\n outline-offset: -2px; /* 2 */\n}\n\n/**\n * Remove the inner padding in Chrome and Safari on macOS.\n */\n\n[type=\"search\"]::-webkit-search-decoration {\n -webkit-appearance: none;\n}\n\n/**\n * 1. Correct the inability to style clickable types in iOS and Safari.\n * 2. Change font properties to `inherit` in Safari.\n */\n\n::-webkit-file-upload-button {\n -webkit-appearance: button; /* 1 */\n font: inherit; /* 2 */\n}\n\n/* Interactive\n ========================================================================== */\n\n/*\n * Add the correct display in Edge, IE 10+, and Firefox.\n */\n\ndetails {\n display: block;\n}\n\n/*\n * Add the correct display in all browsers.\n */\n\nsummary {\n display: list-item;\n}\n\n/* Misc\n ========================================================================== */\n\n/**\n * Add the correct display in IE 10+.\n */\n\ntemplate {\n display: none;\n}\n\n/**\n * Add the correct display in IE 10.\n */\n\n[hidden] {\n display: none;\n}\n","// This file contains styles for managing print media.\n\n////////////////////////////////////////////////////////////////////////////////\n// Hide elements not relevant to print media.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Hide icon container.\n .content-icon-container\n display: none !important\n\n // Hide showing header links if hovering over when printing.\n .headerlink\n display: none !important\n\n // Hide mobile header.\n .mobile-header\n display: none !important\n\n // Hide navigation links.\n .related-pages\n display: none !important\n\n////////////////////////////////////////////////////////////////////////////////\n// Tweaks related to decolorization.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Apply a border around code which no longer have a color background.\n .highlight\n border: 0.1pt solid var(--color-foreground-border)\n\n////////////////////////////////////////////////////////////////////////////////\n// Avoid page break in some relevant cases.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n ul, ol, dl, a, table, pre, blockquote\n page-break-inside: avoid\n\n h1, h2, h3, h4, h5, h6, img, figure, caption\n page-break-inside: avoid\n page-break-after: avoid\n\n ul, ol, dl\n page-break-before: avoid\n",".visually-hidden\n position: absolute !important\n width: 1px !important\n height: 1px !important\n padding: 0 !important\n margin: -1px !important\n overflow: hidden !important\n clip: rect(0,0,0,0) !important\n white-space: nowrap !important\n border: 0 !important\n\n:-moz-focusring\n outline: auto\n","// This file serves as the \"skeleton\" of the theming logic.\n//\n// This contains the bulk of the logic for handling dark mode, color scheme\n// toggling and the handling of color-scheme-specific hiding of elements.\n\nbody\n @include fonts\n @include spacing\n @include icons\n @include admonitions\n @include default-admonition(#651fff, \"abstract\")\n @include default-topic(#14B8A6, \"pencil\")\n\n @include colors\n\n.only-light\n display: block !important\nhtml body .only-dark\n display: none !important\n\n// Ignore dark-mode hints if print media.\n@media not print\n // Enable dark-mode, if requested.\n body[data-theme=\"dark\"]\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n // Enable dark mode, unless explicitly told to avoid.\n @media (prefers-color-scheme: dark)\n body:not([data-theme=\"light\"])\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n//\n// Theme toggle presentation\n//\nbody[data-theme=\"auto\"]\n .theme-toggle svg.theme-icon-when-auto\n display: block\n\nbody[data-theme=\"dark\"]\n .theme-toggle svg.theme-icon-when-dark\n display: block\n\nbody[data-theme=\"light\"]\n .theme-toggle svg.theme-icon-when-light\n display: block\n","// Fonts used by this theme.\n//\n// There are basically two things here -- using the system font stack and\n// defining sizes for various elements in %ages. We could have also used `em`\n// but %age is easier to reason about for me.\n\n@mixin fonts {\n // These are adapted from https://systemfontstack.com/\n --font-stack: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial,\n sans-serif, Apple Color Emoji, Segoe UI Emoji;\n --font-stack--monospace: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n Liberation Mono, Lucida Console, monospace;\n\n --font-size--normal: 100%;\n --font-size--small: 87.5%;\n --font-size--small--2: 81.25%;\n --font-size--small--3: 75%;\n --font-size--small--4: 62.5%;\n\n // Sidebar\n --sidebar-caption-font-size: var(--font-size--small--2);\n --sidebar-item-font-size: var(--font-size--small);\n --sidebar-search-input-font-size: var(--font-size--small);\n\n // Table of Contents\n --toc-font-size: var(--font-size--small--3);\n --toc-font-size--mobile: var(--font-size--normal);\n --toc-title-font-size: var(--font-size--small--4);\n\n // Admonitions\n //\n // These aren't defined in terms of %ages, since nesting these is permitted.\n --admonition-font-size: 0.8125rem;\n --admonition-title-font-size: 0.8125rem;\n\n // Code\n --code-font-size: var(--font-size--small--2);\n\n // API\n --api-font-size: var(--font-size--small);\n}\n","// Spacing for various elements on the page\n//\n// If the user wants to tweak things in a certain way, they are permitted to.\n// They also have to deal with the consequences though!\n\n@mixin spacing {\n // Header!\n --header-height: calc(\n var(--sidebar-item-line-height) + 4 * #{var(--sidebar-item-spacing-vertical)}\n );\n --header-padding: 0.5rem;\n\n // Sidebar\n --sidebar-tree-space-above: 1.5rem;\n --sidebar-caption-space-above: 1rem;\n\n --sidebar-item-line-height: 1rem;\n --sidebar-item-spacing-vertical: 0.5rem;\n --sidebar-item-spacing-horizontal: 1rem;\n --sidebar-item-height: calc(\n var(--sidebar-item-line-height) + 2 *#{var(--sidebar-item-spacing-vertical)}\n );\n\n --sidebar-expander-width: var(--sidebar-item-height); // be square\n\n --sidebar-search-space-above: 0.5rem;\n --sidebar-search-input-spacing-vertical: 0.5rem;\n --sidebar-search-input-spacing-horizontal: 0.5rem;\n --sidebar-search-input-height: 1rem;\n --sidebar-search-icon-size: var(--sidebar-search-input-height);\n\n // Table of Contents\n --toc-title-padding: 0.25rem 0;\n --toc-spacing-vertical: 1.5rem;\n --toc-spacing-horizontal: 1.5rem;\n --toc-item-spacing-vertical: 0.4rem;\n --toc-item-spacing-horizontal: 1rem;\n}\n","// Expose theme icons as CSS variables.\n\n$icons: (\n // Adapted from tabler-icons\n // url: https://tablericons.com/\n \"search\":\n url('data:image/svg+xml;charset=utf-8,'),\n // Factored out from mkdocs-material on 24-Aug-2020.\n // url: https://squidfunk.github.io/mkdocs-material/reference/admonitions/\n \"pencil\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"abstract\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"info\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"flame\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"question\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"warning\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"failure\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"spark\":\n url('data:image/svg+xml;charset=utf-8,')\n);\n\n@mixin icons {\n @each $name, $glyph in $icons {\n --icon-#{$name}: #{$glyph};\n }\n}\n","// Admonitions\n\n// Structure of these is:\n// admonition-class: color \"icon-name\";\n//\n// The colors are translated into CSS variables below. The icons are\n// used directly in the main declarations to set the `mask-image` in\n// the title.\n\n// prettier-ignore\n$admonitions: (\n // Each of these has an reST directives for it.\n \"caution\": #ff9100 \"spark\",\n \"warning\": #ff9100 \"warning\",\n \"danger\": #ff5252 \"spark\",\n \"attention\": #ff5252 \"warning\",\n \"error\": #ff5252 \"failure\",\n \"hint\": #00c852 \"question\",\n \"tip\": #00c852 \"info\",\n \"important\": #00bfa5 \"flame\",\n \"note\": #00b0ff \"pencil\",\n \"seealso\": #448aff \"info\",\n \"admonition-todo\": #808080 \"pencil\"\n);\n\n@mixin default-admonition($color, $icon-name) {\n --color-admonition-title: #{$color};\n --color-admonition-title-background: #{rgba($color, 0.2)};\n\n --icon-admonition-default: var(--icon-#{$icon-name});\n}\n\n@mixin default-topic($color, $icon-name) {\n --color-topic-title: #{$color};\n --color-topic-title-background: #{rgba($color, 0.2)};\n\n --icon-topic-default: var(--icon-#{$icon-name});\n}\n\n@mixin admonitions {\n @each $name, $values in $admonitions {\n --color-admonition-title--#{$name}: #{nth($values, 1)};\n --color-admonition-title-background--#{$name}: #{rgba(\n nth($values, 1),\n 0.2\n )};\n }\n}\n","// Colors used throughout this theme.\n//\n// The aim is to give the user more control. Thus, instead of hard-coding colors\n// in various parts of the stylesheet, the approach taken is to define all\n// colors as CSS variables and reusing them in all the places.\n//\n// `colors-dark` depends on `colors` being included at a lower specificity.\n\n@mixin colors {\n --color-problematic: #b30000;\n\n // Base Colors\n --color-foreground-primary: black; // for main text and headings\n --color-foreground-secondary: #5a5c63; // for secondary text\n --color-foreground-muted: #646776; // for muted text\n --color-foreground-border: #878787; // for content borders\n\n --color-background-primary: white; // for content\n --color-background-secondary: #f8f9fb; // for navigation + ToC\n --color-background-hover: #efeff4ff; // for navigation-item hover\n --color-background-hover--transparent: #efeff400;\n --color-background-border: #eeebee; // for UI borders\n --color-background-item: #ccc; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #2962ff;\n --color-brand-content: #2a5adf;\n\n // API documentation\n --color-api-background: var(--color-background-hover--transparent);\n --color-api-background-hover: var(--color-background-hover);\n --color-api-overall: var(--color-foreground-secondary);\n --color-api-name: var(--color-problematic);\n --color-api-pre-name: var(--color-problematic);\n --color-api-paren: var(--color-foreground-secondary);\n --color-api-keyword: var(--color-foreground-primary);\n --color-highlight-on-target: #ffffcc;\n\n // Inline code background\n --color-inline-code-background: var(--color-background-secondary);\n\n // Highlighted text (search)\n --color-highlighted-background: #ddeeff;\n --color-highlighted-text: var(--color-foreground-primary);\n\n // GUI Labels\n --color-guilabel-background: #ddeeff80;\n --color-guilabel-border: #bedaf580;\n --color-guilabel-text: var(--color-foreground-primary);\n\n // Admonitions!\n --color-admonition-background: transparent;\n\n //////////////////////////////////////////////////////////////////////////////\n // Everything below this should be one of:\n // - var(...)\n // - *-gradient(...)\n // - special literal values (eg: transparent, none)\n //////////////////////////////////////////////////////////////////////////////\n\n // Tables\n --color-table-header-background: var(--color-background-secondary);\n --color-table-border: var(--color-background-border);\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: transparent;\n --color-card-marginals-background: var(--color-background-secondary);\n\n // Header\n --color-header-background: var(--color-background-primary);\n --color-header-border: var(--color-background-border);\n --color-header-text: var(--color-foreground-primary);\n\n // Sidebar (left)\n --color-sidebar-background: var(--color-background-secondary);\n --color-sidebar-background-border: var(--color-background-border);\n\n --color-sidebar-brand-text: var(--color-foreground-primary);\n --color-sidebar-caption-text: var(--color-foreground-muted);\n --color-sidebar-link-text: var(--color-foreground-secondary);\n --color-sidebar-link-text--top-level: var(--color-brand-primary);\n\n --color-sidebar-item-background: var(--color-sidebar-background);\n --color-sidebar-item-background--current: var(\n --color-sidebar-item-background\n );\n --color-sidebar-item-background--hover: linear-gradient(\n 90deg,\n var(--color-background-hover--transparent) 0%,\n var(--color-background-hover) var(--sidebar-item-spacing-horizontal),\n var(--color-background-hover) 100%\n );\n\n --color-sidebar-item-expander-background: transparent;\n --color-sidebar-item-expander-background--hover: var(\n --color-background-hover\n );\n\n --color-sidebar-search-text: var(--color-foreground-primary);\n --color-sidebar-search-background: var(--color-background-secondary);\n --color-sidebar-search-background--focus: var(--color-background-primary);\n --color-sidebar-search-border: var(--color-background-border);\n --color-sidebar-search-icon: var(--color-foreground-muted);\n\n // Table of Contents (right)\n --color-toc-background: var(--color-background-primary);\n --color-toc-title-text: var(--color-foreground-muted);\n --color-toc-item-text: var(--color-foreground-secondary);\n --color-toc-item-text--hover: var(--color-foreground-primary);\n --color-toc-item-text--active: var(--color-brand-primary);\n\n // Actual page contents\n --color-content-foreground: var(--color-foreground-primary);\n --color-content-background: transparent;\n\n // Links\n --color-link: var(--color-brand-content);\n --color-link--hover: var(--color-brand-content);\n --color-link-underline: var(--color-background-border);\n --color-link-underline--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n --color-problematic: #ee5151;\n\n // Base Colors\n --color-foreground-primary: #ffffffcc; // for main text and headings\n --color-foreground-secondary: #9ca0a5; // for secondary text\n --color-foreground-muted: #81868d; // for muted text\n --color-foreground-border: #666666; // for content borders\n\n --color-background-primary: #131416; // for content\n --color-background-secondary: #1a1c1e; // for navigation + ToC\n --color-background-hover: #1e2124ff; // for navigation-item hover\n --color-background-hover--transparent: #1e212400;\n --color-background-border: #303335; // for UI borders\n --color-background-item: #444; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #2b8cee;\n --color-brand-content: #368ce2;\n\n // Highlighted text (search)\n --color-highlighted-background: #083563;\n\n // GUI Labels\n --color-guilabel-background: #08356380;\n --color-guilabel-border: #13395f80;\n\n // API documentation\n --color-api-keyword: var(--color-foreground-secondary);\n --color-highlight-on-target: #333300;\n\n // Admonitions\n --color-admonition-background: #18181a;\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: #18181a;\n --color-card-marginals-background: var(--color-background-hover);\n}\n","// This file contains the styling for making the content throughout the page,\n// including fonts, paragraphs, headings and spacing among these elements.\n\nbody\n font-family: var(--font-stack)\npre,\ncode,\nkbd,\nsamp\n font-family: var(--font-stack--monospace)\n\n// Make fonts look slightly nicer.\nbody\n -webkit-font-smoothing: antialiased\n -moz-osx-font-smoothing: grayscale\n\n// Line height from Bootstrap 4.1\narticle\n line-height: 1.5\n\n//\n// Headings\n//\nh1,\nh2,\nh3,\nh4,\nh5,\nh6\n line-height: 1.25\n font-weight: bold\n\n border-radius: 0.5rem\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n margin-left: -0.5rem\n margin-right: -0.5rem\n padding-left: 0.5rem\n padding-right: 0.5rem\n\n + p\n margin-top: 0\n\nh1\n font-size: 2.5em\n margin-top: 1.75rem\n margin-bottom: 1rem\nh2\n font-size: 2em\n margin-top: 1.75rem\nh3\n font-size: 1.5em\nh4\n font-size: 1.25em\nh5\n font-size: 1.125em\nh6\n font-size: 1em\n\nsmall\n opacity: 75%\n font-size: 80%\n\n// Paragraph\np\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n\n// Horizontal rules\nhr.docutils\n height: 1px\n padding: 0\n margin: 2rem 0\n background-color: var(--color-background-border)\n border: 0\n\n.centered\n text-align: center\n\n// Links\na\n text-decoration: underline\n\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n &:hover\n color: var(--color-link--hover)\n text-decoration-color: var(--color-link-underline--hover)\n &.muted-link\n color: inherit\n &:hover\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline--hover)\n","// This file contains the styles for the overall layouting of the documentation\n// skeleton, including the responsive changes as well as sidebar toggles.\n//\n// This is implemented as a mobile-last design, which isn't ideal, but it is\n// reasonably good-enough and I got pretty tired by the time I'd finished this\n// to move the rules around to fix this. Shouldn't take more than 3-4 hours,\n// if you know what you're doing tho.\n\n// HACK: Not all browsers account for the scrollbar width in media queries.\n// This results in horizontal scrollbars in the breakpoint where we go\n// from displaying everything to hiding the ToC. We accomodate for this by\n// adding a bit of padding to the TOC drawer, disabling the horizontal\n// scrollbar and allowing the scrollbars to cover the padding.\n// https://www.456bereastreet.com/archive/201301/media_query_width_and_vertical_scrollbars/\n\n// HACK: Always having the scrollbar visible, prevents certain browsers from\n// causing the content to stutter horizontally between taller-than-viewport and\n// not-taller-than-viewport pages.\n\nhtml\n overflow-x: hidden\n overflow-y: scroll\n scroll-behavior: smooth\n\n.sidebar-scroll, .toc-scroll, article[role=main] *\n // Override Firefox scrollbar style\n scrollbar-width: thin\n scrollbar-color: var(--color-foreground-border) transparent\n\n // Override Chrome scrollbar styles\n &::-webkit-scrollbar\n width: 0.25rem\n height: 0.25rem\n &::-webkit-scrollbar-thumb\n background-color: var(--color-foreground-border)\n border-radius: 0.125rem\n\n//\n// Overalls\n//\nhtml,\nbody\n height: 100%\n color: var(--color-foreground-primary)\n background: var(--color-background-primary)\n\narticle\n color: var(--color-content-foreground)\n background: var(--color-content-background)\n overflow-wrap: break-word\n\n.page\n display: flex\n // fill the viewport for pages with little content.\n min-height: 100%\n\n.mobile-header\n width: 100%\n height: var(--header-height)\n background-color: var(--color-header-background)\n color: var(--color-header-text)\n border-bottom: 1px solid var(--color-header-border)\n\n // Looks like sub-script/super-script have this, and we need this to\n // be \"on top\" of those.\n z-index: 10\n\n // We don't show the header on large screens.\n display: none\n\n // Add shadow when scrolled\n &.scrolled\n border-bottom: none\n box-shadow: 0 0 0.2rem rgba(0, 0, 0, 0.1), 0 0.2rem 0.4rem rgba(0, 0, 0, 0.2)\n\n .header-center\n a\n color: var(--color-header-text)\n text-decoration: none\n\n.main\n display: flex\n flex: 1\n\n// Sidebar (left) also covers the entire left portion of screen.\n.sidebar-drawer\n box-sizing: border-box\n\n border-right: 1px solid var(--color-sidebar-background-border)\n background: var(--color-sidebar-background)\n\n display: flex\n justify-content: flex-end\n // These next two lines took me two days to figure out.\n width: calc((100% - #{$full-width}) / 2 + #{$sidebar-width})\n min-width: $sidebar-width\n\n// Scroll-along sidebars\n.sidebar-container,\n.toc-drawer\n box-sizing: border-box\n width: $sidebar-width\n\n.toc-drawer\n background: var(--color-toc-background)\n // See HACK described on top of this document\n padding-right: 1rem\n\n.sidebar-sticky,\n.toc-sticky\n position: sticky\n top: 0\n height: min(100%, 100vh)\n height: 100vh\n\n display: flex\n flex-direction: column\n\n.sidebar-scroll,\n.toc-scroll\n flex-grow: 1\n flex-shrink: 1\n\n overflow: auto\n scroll-behavior: smooth\n\n// Central items.\n.content\n padding: 0 $content-padding\n width: $content-width\n\n display: flex\n flex-direction: column\n justify-content: space-between\n\n.icon\n display: inline-block\n height: 1rem\n width: 1rem\n svg\n width: 100%\n height: 100%\n\n//\n// Accommodate announcement banner\n//\n.announcement\n background-color: var(--color-announcement-background)\n color: var(--color-announcement-text)\n\n height: var(--header-height)\n display: flex\n align-items: center\n overflow-x: auto\n & + .page\n min-height: calc(100% - var(--header-height))\n\n.announcement-content\n box-sizing: border-box\n padding: 0.5rem\n min-width: 100%\n white-space: nowrap\n text-align: center\n\n a\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-announcement-text)\n\n &:hover\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-link--hover)\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for theme\n////////////////////////////////////////////////////////////////////////////////\n.no-js .theme-toggle-container // don't show theme toggle if there's no JS\n display: none\n\n.theme-toggle-container\n vertical-align: middle\n\n.theme-toggle\n cursor: pointer\n border: none\n padding: 0\n background: transparent\n\n.theme-toggle svg\n vertical-align: middle\n height: 1rem\n width: 1rem\n color: var(--color-foreground-primary)\n display: none\n\n.theme-toggle-header\n float: left\n padding: 1rem 0.5rem\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for elements\n////////////////////////////////////////////////////////////////////////////////\n.toc-overlay-icon, .nav-overlay-icon\n display: none\n cursor: pointer\n\n .icon\n color: var(--color-foreground-secondary)\n height: 1rem\n width: 1rem\n\n.toc-header-icon, .nav-overlay-icon\n // for when we set display: flex\n justify-content: center\n align-items: center\n\n.toc-content-icon\n height: 1.5rem\n width: 1.5rem\n\n.content-icon-container\n float: right\n display: flex\n margin-top: 1.5rem\n margin-left: 1rem\n margin-bottom: 1rem\n gap: 0.5rem\n\n .edit-this-page svg\n color: inherit\n height: 1rem\n width: 1rem\n\n.sidebar-toggle\n position: absolute\n display: none\n// \n.sidebar-toggle[name=\"__toc\"]\n left: 20px\n.sidebar-toggle:checked\n left: 40px\n// \n\n.overlay\n position: fixed\n top: 0\n width: 0\n height: 0\n\n transition: width 0ms, height 0ms, opacity 250ms ease-out\n\n opacity: 0\n background-color: rgba(0, 0, 0, 0.54)\n.sidebar-overlay\n z-index: 20\n.toc-overlay\n z-index: 40\n\n// Keep things on top and smooth.\n.sidebar-drawer\n z-index: 30\n transition: left 250ms ease-in-out\n.toc-drawer\n z-index: 50\n transition: right 250ms ease-in-out\n\n// Show the Sidebar\n#__navigation:checked\n & ~ .sidebar-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .sidebar-drawer\n top: 0\n left: 0\n // Show the toc sidebar\n#__toc:checked\n & ~ .toc-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .toc-drawer\n top: 0\n right: 0\n\n////////////////////////////////////////////////////////////////////////////////\n// Back to top\n////////////////////////////////////////////////////////////////////////////////\n.back-to-top\n text-decoration: none\n\n display: none\n position: fixed\n left: 0\n top: 1rem\n padding: 0.5rem\n padding-right: 0.75rem\n border-radius: 1rem\n font-size: 0.8125rem\n\n background: var(--color-background-primary)\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), #6b728080 0px 0px 1px 0px\n\n z-index: 10\n\n margin-left: 50%\n transform: translateX(-50%)\n svg\n height: 1rem\n width: 1rem\n fill: currentColor\n display: inline-block\n\n span\n margin-left: 0.25rem\n\n .show-back-to-top &\n display: flex\n align-items: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Responsive layouting\n////////////////////////////////////////////////////////////////////////////////\n// Make things a bit bigger on bigger screens.\n@media (min-width: $full-width + $sidebar-width)\n html\n font-size: 110%\n\n@media (max-width: $full-width)\n // Collapse \"toc\" into the icon.\n .toc-content-icon\n display: flex\n .toc-drawer\n position: fixed\n height: 100vh\n top: 0\n right: -$sidebar-width\n border-left: 1px solid var(--color-background-muted)\n .toc-tree\n border-left: none\n font-size: var(--toc-font-size--mobile)\n\n // Accomodate for a changed content width.\n .sidebar-drawer\n width: calc((100% - #{$full-width - $sidebar-width}) / 2 + #{$sidebar-width})\n\n@media (max-width: $full-width - $sidebar-width)\n // Collapse \"navigation\".\n .nav-overlay-icon\n display: flex\n .sidebar-drawer\n position: fixed\n height: 100vh\n width: $sidebar-width\n\n top: 0\n left: -$sidebar-width\n\n // Swap which icon is visible.\n .toc-header-icon\n display: flex\n .toc-content-icon, .theme-toggle-content\n display: none\n .theme-toggle-header\n display: block\n\n // Show the header.\n .mobile-header\n position: sticky\n top: 0\n display: flex\n justify-content: space-between\n align-items: center\n\n .header-left,\n .header-right\n display: flex\n height: var(--header-height)\n padding: 0 var(--header-padding)\n label\n height: 100%\n width: 100%\n user-select: none\n\n .nav-overlay-icon .icon,\n .theme-toggle svg\n height: 1.25rem\n width: 1.25rem\n\n // Add a scroll margin for the content\n :target\n scroll-margin-top: var(--header-height)\n\n // Show back-to-top below the header\n .back-to-top\n top: calc(var(--header-height) + 0.5rem)\n\n // Center the page, and accommodate for the header.\n .page\n flex-direction: column\n justify-content: center\n .content\n margin-left: auto\n margin-right: auto\n\n@media (max-width: $content-width + 2* $content-padding)\n // Content should respect window limits.\n .content\n width: 100%\n overflow-x: auto\n\n@media (max-width: $content-width)\n .content\n padding: 0 $content-padding--small\n // Don't float sidebars to the right.\n article aside.sidebar\n float: none\n width: 100%\n margin: 1rem 0\n","//\n// The design here is strongly inspired by mkdocs-material.\n.admonition, .topic\n margin: 1rem auto\n padding: 0 0.5rem 0.5rem 0.5rem\n\n background: var(--color-admonition-background)\n\n border-radius: 0.2rem\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n font-size: var(--admonition-font-size)\n\n overflow: hidden\n page-break-inside: avoid\n\n // First element should have no margin, since the title has it.\n > :nth-child(2)\n margin-top: 0\n\n // Last item should have no margin, since we'll control that w/ padding\n > :last-child\n margin-bottom: 0\n\n.admonition p.admonition-title,\np.topic-title\n position: relative\n margin: 0 -0.5rem 0.5rem\n padding-left: 2rem\n padding-right: .5rem\n padding-top: .4rem\n padding-bottom: .4rem\n\n font-weight: 500\n font-size: var(--admonition-title-font-size)\n line-height: 1.3\n\n // Our fancy icon\n &::before\n content: \"\"\n position: absolute\n left: 0.5rem\n width: 1rem\n height: 1rem\n\n// Default styles\np.admonition-title\n background-color: var(--color-admonition-title-background)\n &::before\n background-color: var(--color-admonition-title)\n mask-image: var(--icon-admonition-default)\n mask-repeat: no-repeat\n\np.topic-title\n background-color: var(--color-topic-title-background)\n &::before\n background-color: var(--color-topic-title)\n mask-image: var(--icon-topic-default)\n mask-repeat: no-repeat\n\n//\n// Variants\n//\n.admonition\n border-left: 0.2rem solid var(--color-admonition-title)\n\n @each $type, $value in $admonitions\n &.#{$type}\n border-left-color: var(--color-admonition-title--#{$type})\n > .admonition-title\n background-color: var(--color-admonition-title-background--#{$type})\n &::before\n background-color: var(--color-admonition-title--#{$type})\n mask-image: var(--icon-#{nth($value, 2)})\n\n.admonition-todo > .admonition-title\n text-transform: uppercase\n","// This file stylizes the API documentation (stuff generated by autodoc). It's\n// deeply nested due to how autodoc structures the HTML without enough classes\n// to select the relevant items.\n\n// API docs!\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)\n // Tweak the spacing of all the things!\n dd\n margin-left: 2rem\n > :first-child\n margin-top: 0.125rem\n > :last-child\n margin-bottom: 0.75rem\n\n // This is used for the arguments\n .field-list\n margin-bottom: 0.75rem\n\n // \"Headings\" (like \"Parameters\" and \"Return\")\n > dt\n text-transform: uppercase\n font-size: var(--font-size--small)\n\n dd:empty\n margin-bottom: 0.5rem\n dd > ul\n margin-left: -1.2rem\n > li\n > p:nth-child(2)\n margin-top: 0\n // When the last-empty-paragraph follows a paragraph, it doesn't need\n // to augument the existing spacing.\n > p + p:last-child:empty\n margin-top: 0\n margin-bottom: 0\n\n // Colorize the elements\n > dt\n color: var(--color-api-overall)\n\n.sig:not(.sig-inline)\n font-weight: bold\n\n font-size: var(--api-font-size)\n font-family: var(--font-stack--monospace)\n\n margin-left: -0.25rem\n margin-right: -0.25rem\n padding-top: 0.25rem\n padding-bottom: 0.25rem\n padding-right: 0.5rem\n\n // These are intentionally em, to properly match the font size.\n padding-left: 3em\n text-indent: -2.5em\n\n border-radius: 0.25rem\n\n background: var(--color-api-background)\n transition: background 100ms ease-out\n\n &:hover\n background: var(--color-api-background-hover)\n\n // adjust the size of the [source] link on the right.\n a.reference\n .viewcode-link\n font-weight: normal\n width: 3.5rem\n\nem.property\n font-style: normal\n &:first-child\n color: var(--color-api-keyword)\n.sig-name\n color: var(--color-api-name)\n.sig-prename\n font-weight: normal\n color: var(--color-api-pre-name)\n.sig-paren\n color: var(--color-api-paren)\n.sig-param\n font-style: normal\n\n.versionmodified\n font-style: italic\ndiv.versionadded, div.versionchanged, div.deprecated\n p\n margin-top: 0.125rem\n margin-bottom: 0.125rem\n\n// Align the [docs] and [source] to the right.\n.viewcode-link, .viewcode-back\n float: right\n text-align: right\n",".line-block\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n .line-block\n margin-top: 0rem\n margin-bottom: 0rem\n padding-left: 1rem\n","// Captions\narticle p.caption,\ntable > caption,\n.code-block-caption\n font-size: var(--font-size--small)\n text-align: center\n\n// Caption above a TOCTree\n.toctree-wrapper.compound\n .caption, :not(.caption) > .caption-text\n font-size: var(--font-size--small)\n text-transform: uppercase\n\n text-align: initial\n margin-bottom: 0\n\n > ul\n margin-top: 0\n margin-bottom: 0\n","// Inline code\ncode.literal, .sig-inline\n background: var(--color-inline-code-background)\n border-radius: 0.2em\n // Make the font smaller, and use padding to recover.\n font-size: var(--font-size--small--2)\n padding: 0.1em 0.2em\n\n pre.literal-block &\n font-size: inherit\n padding: 0\n\n p &\n border: 1px solid var(--color-background-border)\n\n.sig-inline\n font-family: var(--font-stack--monospace)\n\n// Code and Literal Blocks\n$code-spacing-vertical: 0.625rem\n$code-spacing-horizontal: 0.875rem\n\n// Wraps every literal block + line numbers.\ndiv[class*=\" highlight-\"],\ndiv[class^=\"highlight-\"]\n margin: 1em 0\n display: flex\n\n .table-wrapper\n margin: 0\n padding: 0\n\npre\n margin: 0\n padding: 0\n overflow: auto\n\n // Needed to have more specificity than pygments' \"pre\" selector. :(\n article[role=\"main\"] .highlight &\n line-height: 1.5\n\n &.literal-block,\n .highlight &\n font-size: var(--code-font-size)\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n // Make it look like all the other blocks.\n &.literal-block\n margin-top: 1rem\n margin-bottom: 1rem\n\n border-radius: 0.2rem\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n\n// All code is always contained in this.\n.highlight\n width: 100%\n border-radius: 0.2rem\n\n // Make line numbers and prompts un-selectable.\n .gp, span.linenos\n user-select: none\n pointer-events: none\n\n // Expand the line-highlighting.\n .hll\n display: block\n margin-left: -$code-spacing-horizontal\n margin-right: -$code-spacing-horizontal\n padding-left: $code-spacing-horizontal\n padding-right: $code-spacing-horizontal\n\n/* Make code block captions be nicely integrated */\n.code-block-caption\n display: flex\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n border-radius: 0.25rem\n border-bottom-left-radius: 0\n border-bottom-right-radius: 0\n font-weight: 300\n border-bottom: 1px solid\n\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n border-color: var(--color-background-border)\n\n + div[class]\n margin-top: 0\n pre\n border-top-left-radius: 0\n border-top-right-radius: 0\n\n// When `html_codeblock_linenos_style` is table.\n.highlighttable\n width: 100%\n display: block\n tbody\n display: block\n\n tr\n display: flex\n\n // Line numbers\n td.linenos\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n padding: $code-spacing-vertical $code-spacing-horizontal\n padding-right: 0\n border-top-left-radius: 0.2rem\n border-bottom-left-radius: 0.2rem\n\n .linenodiv\n padding-right: $code-spacing-horizontal\n font-size: var(--code-font-size)\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n\n // Actual code\n td.code\n padding: 0\n display: block\n flex: 1\n overflow: hidden\n\n .highlight\n border-top-left-radius: 0\n border-bottom-left-radius: 0\n\n// When `html_codeblock_linenos_style` is inline.\n.highlight\n span.linenos\n display: inline-block\n padding-left: 0\n padding-right: $code-spacing-horizontal\n margin-right: $code-spacing-horizontal\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n","// Inline Footnote Reference\n.footnote-reference\n font-size: var(--font-size--small--4)\n vertical-align: super\n\n// Definition list, listing the content of each note.\n// docutils <= 0.17\ndl.footnote.brackets\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\n display: grid\n grid-template-columns: max-content auto\n dt\n margin: 0\n > .fn-backref\n margin-left: 0.25rem\n\n &:after\n content: \":\"\n\n .brackets\n &:before\n content: \"[\"\n &:after\n content: \"]\"\n\n dd\n margin: 0\n padding: 0 1rem\n\n// docutils >= 0.18\naside.footnote\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\naside.footnote > span,\ndiv.citation > span\n float: left\n font-weight: 500\n padding-right: 0.25rem\n\naside.footnote > p,\ndiv.citation > p\n margin-left: 2rem\n","//\n// Figures\n//\nimg\n box-sizing: border-box\n max-width: 100%\n height: auto\n\narticle\n figure, .figure\n border-radius: 0.2rem\n\n margin: 0\n :last-child\n margin-bottom: 0\n\n .align-left\n float: left\n clear: left\n margin: 0 1rem 1rem\n\n .align-right\n float: right\n clear: right\n margin: 0 1rem 1rem\n\n .align-default,\n .align-center\n display: block\n text-align: center\n margin-left: auto\n margin-right: auto\n\n // WELL, table needs to be stylised like a table.\n table.align-default\n display: table\n text-align: initial\n",".genindex-jumpbox, .domainindex-jumpbox\n border-top: 1px solid var(--color-background-border)\n border-bottom: 1px solid var(--color-background-border)\n padding: 0.25rem\n\n.genindex-section, .domainindex-section\n h2\n margin-top: 0.75rem\n margin-bottom: 0.5rem\n ul\n margin-top: 0\n margin-bottom: 0\n","ul,\nol\n padding-left: 1.2rem\n\n // Space lists out like paragraphs\n margin-top: 1rem\n margin-bottom: 1rem\n // reduce margins within li.\n li\n > p:first-child\n margin-top: 0.25rem\n margin-bottom: 0.25rem\n\n > p:last-child\n margin-top: 0.25rem\n\n > ul,\n > ol\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n\nol\n &.arabic\n list-style: decimal\n &.loweralpha\n list-style: lower-alpha\n &.upperalpha\n list-style: upper-alpha\n &.lowerroman\n list-style: lower-roman\n &.upperroman\n list-style: upper-roman\n\n// Don't space lists out when they're \"simple\" or in a `.. toctree::`\n.simple,\n.toctree-wrapper\n li\n > ul,\n > ol\n margin-top: 0\n margin-bottom: 0\n\n// Definition Lists\n.field-list,\n.option-list,\ndl:not([class]),\ndl.simple,\ndl.footnote,\ndl.glossary\n dt\n font-weight: 500\n margin-top: 0.25rem\n + dt\n margin-top: 0\n\n .classifier::before\n content: \":\"\n margin-left: 0.2rem\n margin-right: 0.2rem\n\n dd\n > p:first-child,\n ul\n margin-top: 0.125rem\n\n ul\n margin-bottom: 0.125rem\n",".math-wrapper\n width: 100%\n overflow-x: auto\n\ndiv.math\n position: relative\n text-align: center\n\n .headerlink,\n &:focus .headerlink\n display: none\n\n &:hover .headerlink\n display: inline-block\n\n span.eqno\n position: absolute\n right: 0.5rem\n top: 50%\n transform: translate(0, -50%)\n z-index: 1\n","// Abbreviations\nabbr[title]\n cursor: help\n\n// \"Problematic\" content, as identified by Sphinx\n.problematic\n color: var(--color-problematic)\n\n// Keyboard / Mouse \"instructions\"\nkbd:not(.compound)\n margin: 0 0.2rem\n padding: 0 0.2rem\n border-radius: 0.2rem\n border: 1px solid var(--color-foreground-border)\n color: var(--color-foreground-primary)\n vertical-align: text-bottom\n\n font-size: var(--font-size--small--3)\n display: inline-block\n\n box-shadow: 0 0.0625rem 0 rgba(0, 0, 0, 0.2), inset 0 0 0 0.125rem var(--color-background-primary)\n\n background-color: var(--color-background-secondary)\n\n// Blockquote\nblockquote\n border-left: 4px solid var(--color-background-border)\n background: var(--color-background-secondary)\n\n margin-left: 0\n margin-right: 0\n padding: 0.5rem 1rem\n\n .attribution\n font-weight: 600\n text-align: right\n\n &.pull-quote,\n &.highlights\n font-size: 1.25em\n\n &.epigraph,\n &.pull-quote\n border-left-width: 0\n border-radius: 0.5rem\n\n &.highlights\n border-left-width: 0\n background: transparent\n\n// Center align embedded-in-text images\np .reference img\n vertical-align: middle\n","p.rubric\n line-height: 1.25\n font-weight: bold\n font-size: 1.125em\n\n // For Numpy-style documentation that's got rubrics within it.\n // https://github.com/pradyunsg/furo/discussions/505\n dd &\n line-height: inherit\n font-weight: inherit\n\n font-size: var(--font-size--small)\n text-transform: uppercase\n","article .sidebar\n float: right\n clear: right\n width: 30%\n\n margin-left: 1rem\n margin-right: 0\n\n border-radius: 0.2rem\n background-color: var(--color-background-secondary)\n border: var(--color-background-border) 1px solid\n\n > *\n padding-left: 1rem\n padding-right: 1rem\n\n > ul, > ol // lists need additional padding, because bullets.\n padding-left: 2.2rem\n\n .sidebar-title\n margin: 0\n padding: 0.5rem 1rem\n border-bottom: var(--color-background-border) 1px solid\n\n font-weight: 500\n\n// TODO: subtitle\n// TODO: dedicated variables?\n",".table-wrapper\n width: 100%\n overflow-x: auto\n margin-top: 1rem\n margin-bottom: 0.5rem\n padding: 0.2rem 0.2rem 0.75rem\n\ntable.docutils\n border-radius: 0.2rem\n border-spacing: 0\n border-collapse: collapse\n\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n th\n background: var(--color-table-header-background)\n\n td,\n th\n // Space things out properly\n padding: 0 0.25rem\n\n // Get the borders looking just-right.\n border-left: 1px solid var(--color-table-border)\n border-right: 1px solid var(--color-table-border)\n border-bottom: 1px solid var(--color-table-border)\n\n p\n margin: 0.25rem\n\n &:first-child\n border-left: none\n &:last-child\n border-right: none\n\n // MyST-parser tables set these classes for control of column alignment\n &.text-left\n text-align: left\n &.text-right\n text-align: right\n &.text-center\n text-align: center\n",":target\n scroll-margin-top: 0.5rem\n\n@media (max-width: $full-width - $sidebar-width)\n :target\n scroll-margin-top: calc(0.5rem + var(--header-height))\n\n // When a heading is selected\n section > span:target\n scroll-margin-top: calc(0.8rem + var(--header-height))\n\n// Permalinks\n.headerlink\n font-weight: 100\n user-select: none\n\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\ndl dt,\np.caption,\nfigcaption p,\ntable > caption,\n.code-block-caption\n > .headerlink\n margin-left: 0.5rem\n visibility: hidden\n &:hover > .headerlink\n visibility: visible\n\n // Don't change to link-like, if someone adds the contents directive.\n > .toc-backref\n color: inherit\n text-decoration-line: none\n\n// Figure and table captions are special.\nfigure:hover > figcaption > p > .headerlink,\ntable:hover > caption > .headerlink\n visibility: visible\n\n:target >, // Regular section[id] style anchors\nspan:target ~ // Non-regular span[id] style \"extra\" anchors\n h1,\n h2,\n h3,\n h4,\n h5,\n h6\n &:nth-of-type(1)\n background-color: var(--color-highlight-on-target)\n // .headerlink\n // visibility: visible\n code.literal\n background-color: transparent\n\ntable:target > caption,\nfigure:target\n background-color: var(--color-highlight-on-target)\n\n// Inline page contents\n.this-will-duplicate-information-and-it-is-still-useful-here li :target\n background-color: var(--color-highlight-on-target)\n\n// Code block permalinks\n.literal-block-wrapper:target .code-block-caption\n background-color: var(--color-highlight-on-target)\n\n// When a definition list item is selected\n//\n// There isn't really an alternative to !important here, due to the\n// high-specificity of API documentation's selector.\ndt:target\n background-color: var(--color-highlight-on-target) !important\n\n// When a footnote reference is selected\n.footnote > dt:target + dd,\n.footnote-reference:target\n background-color: var(--color-highlight-on-target)\n",".guilabel\n background-color: var(--color-guilabel-background)\n border: 1px solid var(--color-guilabel-border)\n color: var(--color-guilabel-text)\n\n padding: 0 0.3em\n border-radius: 0.5em\n font-size: 0.9em\n","// This file contains the styles used for stylizing the footer that's shown\n// below the content.\n\nfooter\n font-size: var(--font-size--small)\n display: flex\n flex-direction: column\n\n margin-top: 2rem\n\n// Bottom of page information\n.bottom-of-page\n display: flex\n align-items: center\n justify-content: space-between\n\n margin-top: 1rem\n padding-top: 1rem\n padding-bottom: 1rem\n\n color: var(--color-foreground-secondary)\n border-top: 1px solid var(--color-background-border)\n\n line-height: 1.5\n\n @media (max-width: $content-width)\n text-align: center\n flex-direction: column-reverse\n gap: 0.25rem\n\n .left-details\n font-size: var(--font-size--small)\n\n .right-details\n display: flex\n flex-direction: column\n gap: 0.25rem\n text-align: right\n\n .icons\n display: flex\n justify-content: flex-end\n gap: 0.25rem\n font-size: 1rem\n\n a\n text-decoration: none\n\n svg,\n img\n font-size: 1.125rem\n height: 1em\n width: 1em\n\n// Next/Prev page information\n.related-pages\n a\n display: flex\n align-items: center\n\n text-decoration: none\n &:hover .page-info .title\n text-decoration: underline\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n svg.furo-related-icon,\n svg.furo-related-icon > use\n flex-shrink: 0\n\n color: var(--color-foreground-border)\n\n width: 0.75rem\n height: 0.75rem\n margin: 0 0.5rem\n\n &.next-page\n max-width: 50%\n\n float: right\n clear: right\n text-align: right\n\n &.prev-page\n max-width: 50%\n\n float: left\n clear: left\n\n svg\n transform: rotate(180deg)\n\n.page-info\n display: flex\n flex-direction: column\n overflow-wrap: anywhere\n\n .next-page &\n align-items: flex-end\n\n .context\n display: flex\n align-items: center\n\n padding-bottom: 0.1rem\n\n color: var(--color-foreground-muted)\n font-size: var(--font-size--small)\n text-decoration: none\n","// This file contains the styles for the contents of the left sidebar, which\n// contains the navigation tree, logo, search etc.\n\n////////////////////////////////////////////////////////////////////////////////\n// Brand on top of the scrollable tree.\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-brand\n display: flex\n flex-direction: column\n flex-shrink: 0\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n text-decoration: none\n\n.sidebar-brand-text\n color: var(--color-sidebar-brand-text)\n overflow-wrap: break-word\n margin: var(--sidebar-item-spacing-vertical) 0\n font-size: 1.5rem\n\n.sidebar-logo-container\n margin: var(--sidebar-item-spacing-vertical) 0\n\n.sidebar-logo\n margin: 0 auto\n display: block\n max-width: 100%\n\n////////////////////////////////////////////////////////////////////////////////\n// Search\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-search-container\n display: flex\n align-items: center\n margin-top: var(--sidebar-search-space-above)\n\n position: relative\n\n background: var(--color-sidebar-search-background)\n &:hover,\n &:focus-within\n background: var(--color-sidebar-search-background--focus)\n\n &::before\n content: \"\"\n position: absolute\n left: var(--sidebar-item-spacing-horizontal)\n width: var(--sidebar-search-icon-size)\n height: var(--sidebar-search-icon-size)\n\n background-color: var(--color-sidebar-search-icon)\n mask-image: var(--icon-search)\n\n.sidebar-search\n box-sizing: border-box\n\n border: none\n border-top: 1px solid var(--color-sidebar-search-border)\n border-bottom: 1px solid var(--color-sidebar-search-border)\n\n padding-top: var(--sidebar-search-input-spacing-vertical)\n padding-bottom: var(--sidebar-search-input-spacing-vertical)\n padding-right: var(--sidebar-search-input-spacing-horizontal)\n padding-left: calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size))\n\n width: 100%\n\n color: var(--color-sidebar-search-foreground)\n background: transparent\n z-index: 10\n\n &:focus\n outline: none\n\n &::placeholder\n font-size: var(--sidebar-search-input-font-size)\n\n//\n// Hide Search Matches link\n//\n#searchbox .highlight-link\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0\n margin: 0\n text-align: center\n\n a\n color: var(--color-sidebar-search-icon)\n font-size: var(--font-size--small--2)\n\n////////////////////////////////////////////////////////////////////////////////\n// Structure/Skeleton of the navigation tree (left)\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-tree\n font-size: var(--sidebar-item-font-size)\n margin-top: var(--sidebar-tree-space-above)\n margin-bottom: var(--sidebar-item-spacing-vertical)\n\n ul\n padding: 0\n margin-top: 0\n margin-bottom: 0\n\n display: flex\n flex-direction: column\n\n list-style: none\n\n li\n position: relative\n margin: 0\n\n > ul\n margin-left: var(--sidebar-item-spacing-horizontal)\n\n .icon\n color: var(--color-sidebar-link-text)\n\n .reference\n box-sizing: border-box\n color: var(--color-sidebar-link-text)\n\n // Fill the parent.\n display: inline-block\n line-height: var(--sidebar-item-line-height)\n text-decoration: none\n\n // Don't allow long words to cause wrapping.\n overflow-wrap: anywhere\n\n height: 100%\n width: 100%\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n &:hover\n background: var(--color-sidebar-item-background--hover)\n\n // Add a nice little \"external-link\" arrow here.\n &.external::after\n content: url('data:image/svg+xml,')\n margin: 0 0.25rem\n vertical-align: middle\n color: var(--color-sidebar-link-text)\n\n // Make the current page reference bold.\n .current-page > .reference\n font-weight: bold\n\n label\n position: absolute\n top: 0\n right: 0\n height: var(--sidebar-item-height)\n width: var(--sidebar-expander-width)\n\n cursor: pointer\n user-select: none\n\n display: flex\n justify-content: center\n align-items: center\n\n .caption, :not(.caption) > .caption-text\n font-size: var(--sidebar-caption-font-size)\n color: var(--color-sidebar-caption-text)\n\n font-weight: bold\n text-transform: uppercase\n\n margin: var(--sidebar-caption-space-above) 0 0 0\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n // If it has children, add a bit more padding to wrap the content to avoid\n // overlapping with the

+ +
@@ -130,7 +186,8 @@
@@ -186,11 +243,17 @@ Back to top
- +
+ + + + +
@@ -200,13 +263,13 @@
-
+
-

LIT Python API#

- +

LIT Python API

+
-

Design Overview#

+

Design Overview

LIT is a modular system, comprising a collection of backend components (written in Python) and frontend modules (written in TypeScript). Most users will develop against the Python API, which is documented below and allows LIT to be extended @@ -231,7 +294,7 @@

Design Overviewfrontend developer guide.

-

Adding Models and Data#

+

Adding Models and Data

To run LIT with your own models and data, you can create a custom demo.py script that passes these to the LIT server. For example:

def main(_):
@@ -261,7 +324,7 @@ 
Adding Models and DataFor pre-built demo.py examples, check out
 https://github.com/PAIR-code/lit/tree/main/lit_nlp/examples

 

-
Validating Models and Data#

+
Validating Models and Data

 
Datasets and models can optionally be validated by LIT to ensure that dataset
 examples match their spec and that model output values match their spec.
 This can be very helpful during development of new model and dataset wrappers
@@ -279,7 +342,7 @@ 
Validating Models and Data
-
Datasets#

+
Datasets

 
Datasets (Dataset) are
 just a list of examples, with associated type information following LIT’s
 type system.

@@ -341,7 +404,7 @@ 
Datasets
 these features for slicing, binning, etc., and they will also be available to
 interpretation components such as custom metrics.

 

-
Transformations#

+
Transformations

 
The Dataset class also supports a limited set of transformations, similar to
 TensorFlow’s
 tf.data.Dataset
@@ -360,7 +423,7 @@ 
Transformations
-
Models#

+
Models

 
Models (Model) are
 functions which take inputs and produce outputs, with associated type
 information following LIT’s type system. The core API consists
@@ -422,7 +485,7 @@ 
Models#If your model is on a remote server, consider using the BatchedRemoteModel
 base class, which implements parallel batched requests using a thread pool.

 

-
Adding more outputs#

+
Adding more outputs

 
The above example defined a black-box model, with predictions but no access to
 internals. If we want a richer view into the model’s behavior, we can add
 additional return fields corresponding to hidden-state activations, gradients,
@@ -471,7 +534,7 @@ 
Adding more outputs
-
Optional inputs#

+
Optional inputs

 
By default, LIT treats input_spec fields as required. However, this can be set
 to false if you wish to define optional model inputs. For example, a model that
 can accept pre-tokenized inputs might have the following spec:

@@ -495,7 +558,7 @@ 
Optional inputs
-
Interpretation Components#

+
Interpretation Components

 
Backend interpretation components include metrics, salience maps, visualization
 aids like UMAP, and
 counterfactual generator plug-ins.

@@ -509,7 +572,7 @@ 
Interpretation ComponentsTokenEmbeddings input and corresponding output, as
 well as a label field Target to pin the gradient target to the same class as
 an input and corresponding output. See the
-GLUE models class
+GLUE models class
 for an example of these spec requirements.

 
The core API involves implementing the run() method:

 
  def run(self,
@@ -568,7 +631,7 @@ 
Interpretation Components
-
Metrics#

+
Metrics

 
For metrics, the
 SimpleMetrics
 class implements the spec-matching and input-unpacking logic to satisfy the
@@ -602,7 +665,7 @@ 
Metrics#<
 on the unpacked values.

 

 

-
Generators#

+
Generators

 
Conceptually, a generator is just an interpreter that returns new input
 examples. These may depend on the input only, as for techniques such as back-
 translation, or can involve feedback from the model, such as for adversarial
@@ -638,7 +701,7 @@ 
Generatorsconfig, such as the list of substitutions for the
 word replacer.

 

-
Backtranslator Generator#

+
Backtranslator Generator

 
The backtranslator
 generator translates text segment inputs into foreign languages and back to the
 source language in order to create paraphrases.
@@ -652,7 +715,7 @@ 
Backtranslator Generator
-
Configuration UI#

+
Configuration UI

 
Interpreter components support an optional config option to specify run-time
 options, such as the number of samples for LIME or the pivot languages for
 back-translation. LIT provides a simple DSL to define these options, which will
@@ -708,7 +771,7 @@ 
Configuration UI
-
Type System#

+
Type System

 
LIT passes data around (e.g., between the server and the web app) as flat
 records with string keys. In Python types these are Mapping[str, ...] and in
 TypeScript types these are {[key: string]: unknown}. LIT serializes these
@@ -731,7 +794,7 @@ 
Type Systemtypes.py, with
 parallel implementations in lit_types.ts.

 

-
Conventions#

+
Conventions

 
LIT supports several different “kinds” of Specs (input vs output vs meta,
 etc.), and their use in context has specific implications, described
 per base class below.

@@ -747,7 +810,7 @@ 
Conventionslit_nlp.api.model.Model

+
  • lit_nlp.api.model.Model
    
 
      
 
    • .input_spec() -> Spec describes the shape required of all records
 passed into the Model.predict() function via the inputs argument. LIT
@@ -762,7 +825,7 @@ 
      Conventionslit_nlp.api.components.[Interpreter | Generator]
      
+
    • lit_nlp.api.components.[Interpreter | Generator]
      
 
        
 
      • .config_spec() -> Spec describes the user-configurable parameters
 for running this component. Returning an empty Spec means that this
@@ -778,7 +841,7 @@ 
        Conventionslit_nlp.api.components.Metrics
        
+
      • lit_nlp.api.components.Metrics
        
 
          
 
        • .config_spec() -> Spec describes the user-configurable parameters
 for running this component. Returning an empty Spec means that this
@@ -818,7 +881,7 @@ 
          Conventionslanguage model
+language model
 might output 'tokens': lit_types.Tokens(...), and accept as (optional)
 input 'tokens': lit_types.Tokens(required=False, ...). An interpretability
 component could take output from the former, swap one or more tokens (e.g.
@@ -827,17 +890,17 @@ 
          Conventions
-
          Compatibility Checks#
          
+
          Compatibility Checks
          
 
          LIT’s type system plays a critical role in ensuring reliability of and
 interoperability between the Model, Dataset, Interpreter, Generator, and
 Metrics classes:
          
 
            
 
          • The Model-Dataset compatibility check ensures that the
 Model.input_spec() is a subset of the Dataset.spec(). The base
-Model class provides a robust and universal implementation of
+Model class provides a robust and universal implementation of
 this check in the is_compatible_with_dataset() API, but you can override
 this method in your Model subclass if you so choose.
            • 
-
          • All lit_nlp.api.components classes provide an
+
          • All lit_nlp.api.components classes provide an
 is_compatible API to check their compatibility against Models and
 Datasets, as appropriate. For example, the
 WordReplacer generator only checks against the Dataset
@@ -855,11 +918,9 @@ 
            Compatibility ChecksSpecs.
            
 
            When implementing your own LIT components and modules, you can use
-utils.find_spec_keys()
-(Python) and
-findSpecKeys()
-(TypeScript) to identify fields of interest in a Spec. These methods recognize
-and respect subclasses. For example,
+utils.find_spec_keys() (Python) and
+findSpecKeys() (TypeScript) to identify fields of interest in a
+Spec. These methods recognize and respect subclasses. For example,
 utils.find_spec_keys(spec, Scalar) will also match any RegressionScore
 fields, but utils.find_spec_keys(spec, RegressionScore) will not return all
 Scalar fields in the Spec.
            
@@ -872,7 +933,7 @@ 
            Compatibility Checks
 
    • 
 
    
-
    An In-Depth Example#
    
+
    An In-Depth Example
    
 
    Consider the following example from the MNLI demo. The
 MultiNLI dataset might define the following Spec.
    
 
    # Dataset.spec()
@@ -938,9 +999,14 @@ 
    An In-Depth Exampleexamples for more.
    
 
    
 
    
-
    Available types#
    
-
    The full set of LitTypes is defined in types.py. Numeric types such as Integer and Scalar have predefined ranges that can be overridden using corresponding min_val and max_val attributes as seen here. The different types available in LIT are summarized
-in the table below.
    
+
    Available types
    
+
    The full set of LitTypes is defined in
+types.py. Numeric types
+such as Integer and Scalar have predefined ranges that can be overridden
+using corresponding min_val and max_val attributes as seen in
+penguin data
+INPUT_SPEC. The different types available in LIT are summarized in the table
+below.
    
 
    Note: Bracket syntax, such as <float>[num_tokens], refers to the shapes of
 NumPy arrays where each element inside the brackets is an integer.
    
 
    
@@ -1084,11 +1150,11 @@ 
    Available types
-
    Server Configuration#
    
+
    Server Configuration
    
 
    Some properties of the LIT frontend can be configured from Python as
 arguments to dev_server.Server(). These include:
    
 
 
    
 
    
-
    Multi-label classification#
    
+
    Multi-label classification
    
 
    LIT supports multi-label tasks, when a model can label a single example with
 more than one label. Multi-label classification is implemented with the
 SparseMultilabelPreds and SparseMultilabel types.
    
 
 
    Generated Text Module
    
 
    
 
    
-
    Span Labeling and Structured Prediction#
    
+
    Span Labeling and Structured Prediction
    
 
    LIT can support a variety of structured prediction types, and provides rich,
 interactive visualizations.
    
 
      
@@ -404,7 +458,7 @@ 
      Span Labeling and Structured PredictionStructured Predictions Module
      
 
    
 
    
-
    Multiple input segments#
    
+
    Multiple input segments
    
 
    LIT can easily handle multiple text fields, or a mix of text, categorical,
 scalar, and other input features. LIT does not explicitly “privilege” one input
 field, and metadata in the model spec can be used to align gradients, attention,
@@ -414,11 +468,11 @@ 
    Multiple input segmentsDataset class documentation and the corresponding
 Model.
    
 
  • For a more involved code example including per-token gradients, see
-examples/glue_demo.py.
    • 
+examples/glue/demo.py.
    
 
 
    
 
    
-
    Tabular data#
    
+
    Tabular data
    
 
    LIT can be used as a replacement for the What-If Tool
 but with more extensibility, when working with predictions over tabular data.
    
 
    Some interpreters, such as Kernel SHAP, require models that use tabular data. In
@@ -432,10 +486,10 @@ 
    Tabular dataSparseMultilabel) field.
    
 
 
    For a demo using a penguin stats dataset/binary classification task, see
-examples/penguin_demo.py.
    
+examples/penguin/demo.py.
    
 
    
 
    
-
    Images#
    
+
    Images
    
 
    LIT also contains support for models with images as input features or generated
 images as model output. The LIT type ImageBytes can be used as a feature in
 datasets and as part of an input spec or output spec for a model. That feature’s
@@ -443,17 +497,10 @@ 
    Images#NOTE: We may transition images away from encoded strings, moving to individual
 pixel color values. We will ensure we don’t break existing checked-in code with
 such a change.
    
-
 
    
 
    
 
    
-
    Token-based Salience#
    
+
    Token-based Salience
    
 
    LIT supports several methods for token-based input salience, including
 gradient-based methods as well as black-box techniques like LIME that don’t
 require any access to model internals. Output is rendered in the Salience Maps
@@ -465,7 +512,7 @@ 
    Token-based SalienceRegressionScore) and generation (GeneratedText or
 GeneratedTextCandidates) outputs.
    
 
    
-
    Gradient Norm#
    
+
    Gradient Norm
    
 
    This is a simple method, in which salience scores are proportional to the L2
 norm of the gradient, i.e. the score for token \(i\) is:
    
 
    
@@ -490,7 +537,7 @@ 
    Gradient Norm
-
    Gradient-dot-Input#
    
+
    Gradient-dot-Input
    
 
    In this method, salience scores are proportional to the dot product of the input
 embeddings and their gradients, i.e. for token \(i\) we compute:
    
 
    
@@ -499,8 +546,8 @@ 
    Gradient-dot-Input\(\hat{y}\), while a negative score suggests that the prediction would be stronger
-if that token was removed.
    
+\(\hat{y}\), while a negative score suggests that the prediction would be
+stronger if that token was removed.
    
 
    To enable this method, your model should, as part of the
 output spec and predict() implementation:
    
 
    
 
    
-
    LIME#
    
+
    LIME
    
 
    LIME is a black-box salience method that
 does not require access to any model internals. It works by generating a set of
 perturbed inputs - generally, by dropping out or masking tokens - and training a
@@ -578,7 +625,7 @@ 
    LIME#RegressionScore) model.
    
 
    
 
    
-
    Target Selection on Classification Output#
    
+
    Target Selection on Classification Output
    
 
    For all salience methods, we require that the class to explain is given as a
 label field in the input. For example, if the input example is:
    
 
    {"text": "this movie was terrible!", "label": "0"}
@@ -615,7 +662,7 @@ 
    Target Selection on Classification Output
-
    Sequence Salience#
    
+
    Sequence Salience
    
 
    Sequence salience generalizes token-based salience to text-to-text models,
 allowing you to explain the impact of the prompt tokens on parts of the model
 output.
    
@@ -625,7 +672,7 @@ 
    Sequence SalienceSequence salience - visualization
    
 
    The UI supports multiple options for analysis, including:
    
 
 
    
 
    
-
    Salience Clustering#
    
+
    Salience Clustering
    
 
    LIT includes a basic implementation of the salience clustering method from
 Ebert et al. 2022, which uses k-means on a
 salience-weighted bag-of-words representation to find patterns in model
@@ -676,7 +723,7 @@ 
    Salience Clusteringthe paper.
    
 
    
 
    
-
    Tabular Feature Attribution#
    
+
    Tabular Feature Attribution
    
 
    Tabular feature attribution seeks to understand the importance of a column of
 data on a model’s predictions. LIT’s tabular feature attribution module supports
 this analysis using the SHAP interpreter.
@@ -687,7 +734,7 @@ 
    Tabular Feature AttributionTabular feature attribution module module
    
 
    
 
    
-
    Pixel-based Salience#
    
+
    Pixel-based Salience
    
 
    LIT also supports pixel-based salience methods, for models that take images as
 inputs. Output is rendered in the Salience Maps module in the LIT UI, which
 allows for comparison of multiple methods at once.
    
@@ -707,9 +754,7 @@ 
    Pixel-based Salience
 
    The model should be able to accept input images as numpy arrays in addition
-to accepting base64 URL encoded format. See
-mobilenet.py
-for an example.
    
+to accepting base64 URL encoded format.
    
 
 
 
    A variety of image saliency techniques are implemented for models that return
@@ -720,33 +765,8 @@ 
    Pixel-based SalienceEach of these techniques returns a saliency map image as a base64-encoded string
 through the ImageSalience type.
    
 
    
-
    
-
    Attention#
    
-
    LIT can display a visualization of attention heads from transformers and other
-models:
    
-
    Attention Visualization
    
-
    To enable this, your model should return one or more fields of the type
-AttentionHeads, with values as arrays of shape <float>[num_heads, num_tokens, num_tokens]. Each field represents a set of heads at a single layer of the
-model, so models will often have more than one:
    
-
       def output_spec(self) -> types.Spec:
-     return {
-         # ...
-         "tokens": lit_types.Tokens(parent="input_text"),
-         "layer_0/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"),
-         "layer_1/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"),
-         "layer_2/attention": lit_types.AttentionHeads(align_in="tokens", align_out="tokens"),
-         # ...
-     }
-
    
-
    
-
    The align_in and align_out attributes are the names of Tokens fields for
-the source and target tokens for that layer. For self-attention (such as in
-BERT) these would name the same field, but for encoder-decoder attention they
-could reference different token sets (such as “input_tokens” and
-“target_tokens”).
    
-
    
 
    
-
    Embedding Projector#
    
+
    Embedding Projector
    
 
    LIT includes a version of the
 embedding projector which can be used to
 visualize the latent space of your model, in order to find clusters or patterns
@@ -762,16 +782,16 @@ 
    Embedding Projector<float>[emb_dim] for each example.
    
 
    
 
    
-
    Aggregate Analysis#
    
+
    Aggregate Analysis
    
 
    
-
    Metrics#
    
+
    Metrics
    
 
    LIT includes common metrics for classification, regression, and seq2seq (BLEU)
 by default, which will appear in the table when the appropriate types are
 present in the model output and input data. Metrics can be computed on the whole
 dataset, a selected subset, or on facets defined by particular features. For
 example, we could facet by class label:
    
 
    Metrics Table
    
-
    To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the “Performance” tab.
    
+
    To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the “Metrics” tab.
    
 
    To enable metrics, your model should set the parent attribute on one or more
 output fields, pointing to the name of the input field that it should be
 evaluated against. For example, for classification, the data spec might have:
    
@@ -796,19 +816,19 @@ 
    Metrics#<
 API documentation for more.
    
 
    
 
    
-
    Confusion Matrix#
    
+
    Confusion Matrix
    
 
    LIT includes a powerful and flexible confusion matrix, which can be used to
 compare predictions to gold labels as well as to compare between two models or
 between different categorical features. You can click cells or row/column
 headers to select a subset of examples, which is useful for intersectional
 analysis.
    
 
    Confusion Matrix
    
-
    To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the “Performance” tab.
    
+
    To try this out, see https://pair-code.github.io/lit/demos/glue.html and navigate to the “Metrics” tab.
    
 
    The confusion matrix is supported for classification models, or if the input
 data includes any categorical features (CategoryLabel).
    
 
    
 
    
-
    Scalar Plots#
    
+
    Scalar Plots
    
 
    LIT includes scatterplots for scalar features, including plain scalars (Scalar
 or RegressionScore) as well as per-class probabilities from classification
 output (MulticlassPreds).
    
@@ -820,7 +840,7 @@ 
    Scalar Plotshttps://pair-code.github.io/lit/demos/glue.html and navigate to the “Predictions” tab.
    
 
    
 
    
-
    Binary Classification Thresholds#
    
+
    Binary Classification Thresholds
    
 
    For binary classification models, LIT contains a module for setting
 classification thresholds, which determine at what score for the positive class
 the model determines that an example should be classified as belonging to the
@@ -856,7 +876,7 @@ 
    Binary Classification Thresholds
    
 
    
 
    
-
    Partial Dependence Plots#
    
+
    Partial Dependence Plots
    
 
    For classification or regression models with CategoryLabel or Scalar input
 features, the Partial Dependence Plots module shows plots indicating the effect
 that changing those individual features has on model output.
    
@@ -874,9 +894,10 @@ 
    Partial Dependence PlotsPartial Dependence Plots Module
    
+
    To try this out, see https://pair-code.github.io/lit/demos/penguins.html and navigate to the “Predictions” tab.
    
 
    
 
    
-
    Dive#
    
+
    Dive
    
 
    Dive is a visualization module, inspired by our prior work on
 Facets Dive and its use in the
 What-If Tool, that enables
@@ -900,7 +921,7 @@ 
    Dive#
 
    
 
    
-
    TCAV#
    
+
    TCAV
    
 
    Many interpretability methods provide importance values per input feature (e.g,
 token). By contrast, TCAV shows the
 importance of high-level concepts (e.g., color, gender, race) for a prediction
@@ -918,7 +939,7 @@ 
    TCAV#
 
    
-
    Example#
    
+
    Example
    
 
    1.) To use TCAV, begin by creating one or more ‘concept’ slices.
    
 
    Every dataset/model is different, but for images, as low as 15 data points are
 shown to be sufficient. Start by adding at least 3 data points and add more as
@@ -944,7 +965,7 @@ 
    Example#<
 
    TCAV2
    
 
    
 
    
-
    Statistical Significance#
    
+
    Statistical Significance
    
 
    One of the pitfalls with the TCAV method is the potential generating meaningless
 CAVs, since any randomly chosen set of images will still produce a CAV (even if
 it is not meaningful).
    
@@ -968,13 +989,13 @@ 
    Statistical Significance
-
    Sorting by Cosine Similarity#
    
+
    Sorting by Cosine Similarity
    
 
    The option to sort examples by cosine similarity to a CAV will be available in
 an upcoming release.
    
 
    
 
    
 
    
-
    Counterfactual Analysis#
    
+
    Counterfactual Analysis
    
 
    While aggregate metrics can give a picture of overall behavior, and salience
 maps can give quick insight into a model’s local behavior, many questions about
 model behavior are best answered in a counterfactual setting: “How does my model
@@ -985,7 +1006,7 @@ 
    Counterfactual Analysis
 
    
-
    Manual Editing#
    
+
    Manual Editing
    
 
    Examples can be edited manually in the Datapoint Editor module:
    
 
    Manual Edit in the Datapoint Editor
    
 
    The “Add and Compare” button can be used to enter comparison mode, which will
@@ -999,7 +1020,7 @@ 
    Manual EditingPair Selection Controls
    
 
    
 
    
-
    Generators#
    
+
    Generators
    
 
    The Generator Module supports automatic generation of counterfactuals
 through a variety of plug-in components:
    
 
    Generator Module
    
@@ -1122,7 +1143,6 @@ 
    GeneratorsSalience Clustering
 
  • Tabular Feature Attribution
    • 
 
  • Pixel-based Salience
    • 
-
  • Attention
    • 
 
  • Embedding Projector
    • 
 
  • Aggregate Analysis
@@ -288,91 +335,31 @@ 
    Textual Similarity (STS-B) 
 
    
 
    
-
    Sequence-to-Sequence #
    
+
    Sequence-to-Sequence 
    
 
    
-
    Gemma #
    
-
    Code: examples/lm_salience_demo.py
    
+
    Gemma 
    
+
    Code:
+examples/prompt_debugging/server.py
    
 
      
-
    • Supports Gemma 2B and 7B models using KerasNLP and TensorFlow.
      • 
+
    • Supports Gemma 2B and 7B models using KerasNLP (with TensorFlow or PyTorch)
+and Transformers (with PyTorch).
      • 
 
    • Interactively debug LLM prompts using
 sequence salience.
      • 
 
    • Multiple salience methods (grad-l2 and grad-dot-input), at multiple
-granularities: token-, word-, sentence-, and paragraph-level.
      • 
+granularities: token-, word-, line-, sentence-, and paragraph-level.
      
 
    
 
    Tip: check out the in-depth walkthrough at
 https://ai.google.dev/responsible/model_behavior, part of the Responsible
 Generative AI Toolkit.
    
 
    
-
    
-
    T5 #
    
-
    Hosted instance: https://pair-code.github.io/lit/demos/t5.html 
    
-Code: examples/t5_demo.py
    
-
      
-
    • Supports HuggingFace TF2 (Keras) models as well as TensorFlow SavedModel
-formats.
      • 
-
    • Visualize beam candidates and highlight diffs against references.
      • 
-
    • Visualize per-token decoder hypotheses to see where the model veers away
-from desired output.
      • 
-
    • Filter examples by ROUGE score against reference.
      • 
-
    • Embeddings from last layer of model, visualized with UMAP or PCA.
      • 
-
    • Task wrappers to handle pre- and post-processing for summarization and
-machine translation tasks.
      • 
-
    • Pre-loaded eval sets for CNNDM and WMT.
      • 
-
    
-
    Tip: check out a case study for this demo on the public LIT website:
-https://pair-code.github.io/lit/tutorials/generation
    
-
    
-
    
-
    
-
    
-
    Language Modeling #
    
-
    
-
    BERT and GPT-2 #
    
-
    Hosted instance: https://pair-code.github.io/lit/demos/lm.html 
    
-Code: examples/lm_demo.py
    
-
      
-
    • Compare multiple BERT and GPT-2 models side-by-side on a variety of
-plain-text corpora.
      • 
-
    • LM visualization supports different modes:
      
-
        
-
      • BERT masked language model: click-to-mask, and query model at that
-position.
        • 
-
      • GPT-2 shows left-to-right hypotheses for each target token.
        • 
-
      
-
      • 
-
    • Embedding projector to show latent space of the model.
      • 
-
    
-
    
-
    
-
    
-
    
-
    Structured Prediction #
    
-
    
-
    Gender Bias in Coreference #
    
-
    Hosted instance: https://pair-code.github.io/lit/demos/coref.html 
    
-Code: examples/coref/coref_demo.py
    
-
      
-
    • Gold-mention coreference model, trained on
-OntoNotes.
      • 
-
    • Evaluate on the Winogender schemas
-(Rudinger et al. 2018) which test for
-gendered associations with profession names.
      • 
-
    • Visualizations of coreference edges, as well as binary classification
-between two candidate referents.
      • 
-
    • Stratified metrics for quantifying model bias as a function of pronoun
-gender or Bureau of Labor Statistics profession data.
      • 
-
    
-
    Tip: check out a case study for this demo on the public LIT website:
-https://pair-code.github.io/lit/tutorials/coref
    
-
    
 
    
 
    
 
    
-
    Multimodal #
    
+
    Multimodal 
    
 
    
-
    Tabular Data: Penguin Classification #
    
+
    Tabular Data: Penguin Classification 
    
 
    Hosted instance: https://pair-code.github.io/lit/demos/penguins.html 
    
-Code: examples/penguin_demo.py
    
+Code: examples/penguin/demo.py
    
 
    
 
    
 
    • 
 
@@ -456,7 +432,6 @@ 
    Image Classification with MobileNet 
 
 
  • Regression / Scoring 
@@ -493,8 +458,8 @@ 
    Image Classification with MobileNet 
+    
         Running LIT in a Docker container - 🔥LIT 1.0 documentation
       
-    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+

    • Px3b!;eTsRgO7ewIaI>8@OP2{$rysF=e~l>w|}7E zKfg+(T>?49G$HQa{m=jXE$%cLxTu3=DB_Ptm3RSWe|&nBr}Ud-{=KivMC3)Q2&7#8 z{v;A8odmRa>4ks1n;8Z!YUNUB#q`%Di)3tj#usU+-1qkf;RP4Xnj+0={^RY)TcYJ` z9K!_!e=|{mRt(^x1M5KpdVhVA+bRLu9WotxHow0cXhjPyI+?;u_SaD!q6?T?G)fB- zYMg(4kO4(-(Pj5eE4JU?7BxdE)-|_PiGKz8-+l&PPm_eaD3^dS7s+3rM265v@IL-_ z0om{G(o7;R%99uJ;*TZ#$J*k0A+^d2G5j~~C_vPe09>>&_5S1^j1Mj;(5n9jRaK(6 z4Y2qim$+2SB^g49a%k|`7o2Dnxl<1D?LSz@SUVVAVP&JZx zjSvK^d(+p+^+s_(c*F?#AaEnhyNAxM+O#Zedb1`|C9MViQOif;ij)FBn;b3f5YTut z!IMa{6- z({3gn4Tt>;lr*yi!23|n@y()W7oOpZXc@%@ah1E&3J&T%dM|mUq80SS(xQ@+^IPI0 z-AAu!duwe*m;sy0`U!MaQI+E=T${XIc!fm>l;>0O4_`5$Hs~#mTs-pV<*>HMH0u=c z8@YJ9q6&nw4^t96M^{`F@V6`k?`J!abP|v%Ut2v3zQJZ=DtMpabTO;!;vUCM19o!i+BH5;ir&i~eg$%bn^j>R~9yI7v`}t|9*FQ0iPh>ilKVti| zmM0ZPhDdTt-5%&&v@8{Iu}_2so%-&Kv84XSBa@&|b$oXgZSz2*0I5HUf&00iJTs3E z%>}mur4`7b=7Iwreq#d!7cuFT9uiZ>(kFjmsvrT)_)=nYSYCvByJe}K(0+aw~O(gz&V8}CJ`)ybNoX$u6mvB>YyNLxIbCvI1KKLaG#8Z1v| zHK&q4tr)<)SC4XU{C4C0NNc!MCH-F<51PvWxGtvH4yl1fTl1BU{{~X;_bfvIVxquj z``Vvfg-umaR?WICe`!ww2`_a(rN4J&qC8AMnTY;ZbiT7W#oCVKBF zh#9>tXE#Lz+6~+8`h&fw3D5+#Bpb~z@g#k|Z^MH8p~&X+#BW9-^99n3g~3HxaJM7^ zwk4Efn4XCqV1xZ});ateL#m<$o-E(T!HV=hL~pwcRPg?q4Hz9()$ifD!rI>QvnU{x zfE{Nhq3v7X<*O;i!dhqq>zogTIG>G!a5+X8azy|;-SkS!&8t!`@m?9BfLsVl;M9C~ zG-KWM!K6L$mp85tlW}GlrU`nf7pmV8^TYEk&A)LG@ZU=XTy=Wi8JR_cYk>NeR2g7P zGhnv*K^0u;weZ)XxIo&@+7}}&Q3WK%=caDAo$l@LYpsu01pXHqWmb!V-kh_2A2=w^ zxD%InYvF80z<5t9V*a4isBmZ0=ne$dbNVIMMsb(qg_yCF{!f3=DoY^=G11XuZuKVQiDi=cES; zKAiiPm-wWLG)q$U!PLVpn1VmUZrAT&k%SxACc&$guMnUTr<1^RPCF0U!Z6F9W_1Q> z6U3Np6ckK*40fL(ZHCB2yZ}6QDC5y`@Lsv@hZhlpEvHx2zvnpH>>_ljHYD%=)JubEs{%5|-k7-&Nn;u<3K@-E>;u^Pn`eff>X0(7?qtP4;$2FahK0$ssm!XTN@Wb`%ukjX{Jx>oK;0@1JqF9=`xr3`lVEU{V}K^M!+i~mRbMJ)^aG? zJQkOIW_BXybFywUSZNwx!6~QZT3mYi)LBlGe|C`dAm3Q(Os)8FtHJIvzn%eILhE+{ z@60C;n<5I_yuCR5Du8Ib z*{AOGsy94+%|uKX&`LE$y*%(LOgIpm=q@p^F^T6C`&EgNLnrHv313Pv4}jedx#YMj zJY7w7VZWvWYe$hTSmMe|h6!*bOo>=glI9wkp5+49OJM7+J$mrla6O6qOY^~a-IU*B z-A?Q4`VH$dvSp)};VK_4kBB&RtDo+yIcSvbR@#geQ+c+ZS#x;(DM1!yZam{I5Kf|Cj`a=X~sy2s3Rc7Tip+@m|#oky;Gk=p?lYTlK zGWYcTYRC_aQ?D-sF6%BL_5+{*_p)49NDkT^RVJ^|Ub(1S&nn*?WX{nk%nA;M!Tndd zBLgN-#dVZQ^(`&uIOP*tnh8a$RgVwTX{Gmi4uTObDM6UARoz8$DZ;4^1}D1GTK;+d zWd=1MRo3p1={)UmM{0 zzK6~{Uy!)a!eZoyL&5jt(aRf@!~XXiKe7vzs${(gA-t2RTL;D)wRy0ic)$41rwI_P zCIEhhl}EQ#IS!EgvN&UODa~vS5U;`e3iAI@9DG0`3A`97MSY71q^C%3g=OFavC>?@ z>^*TV9W9-j9i5M7Y038ZR!H)UaG4qPJMAo(I(O6npWL3nm4|yO>;ts12iC_LIE6ZW=#G%RUu+rU^M-_mPX7~DpdcHmRM?~gX{yS_? z2juH+;xL7Q0Ovs~Lunt)f}H1Mt$nidQosENehX55*Zk`+I=L7bkbKbu+47iMAD*#w zV%Sk>+zJq-!%CRBY~ij17nnoB!yB4Fe%EEA%aBFmR6soz0n_SEEP~n^>6w}TTd2|T zj86{@Ln0*r=&f$8ox2{=*jME-pk+1!0jiu{8xX!|_n%-$jBHDYwEC|rxB#bJ4G^d? zbWSD_N=dD)t^H}O8S?(;C1$eG%%+{!5Tp^(taXkvwa2IPOL^7SgG}Ntc0(uyw&n+N zg%(BN&Ih1?6WwbZBs|AT!HKG+@SBU~gCG}Iu?AAej^|@B0!};Gy*{~pc1rD(o8RSn z&!JxH2bdp&DRoykv$b~2K7S3VA05f^@IQ6i&V(TBcemcwrWADD7wDUA@-Xj3&h})L)pFu9WSes+21-*_h-1>y#2Z%UIO+mWay3)*>!}LnT@lig!(;cZP zmI*fE|JDL9WA-L+ORw>up}nAx2Pc|v*?qZ`qm;_b%pF@xgUgBzMx{{dSEzRR>scP} z+jZTLOL`EkYv^dWJrsxXY`sx|K7>W9nOCTiy=o6eCZu_uB53~17wUE{gQ=Q_u$p;; zm3rb-a-;0A`RkbV!HND)mT^tIjy7s#EeMy%lSB0k>v_?aho%GgsoyF`O4+7QY3UWB z7b~U+Vs8MCi#hfBl~Y6@4OL7PvUmCX_o&!Xw9NGEvrwr7M*{is7zhGBxz*&X<&L7Mb^yzMwPjx@BRB< zgr&o&)XoFN*N^yXY*%ZT%O;_qIel<9(Qp#lEWA<3wsh~yfN9rP1T0q9Go<-P9!zs0jaf{D)oYsTqztvW0-Lq5liG0A+<^$h4HU|$}3PaTV|u-uQ<=3FiIpMQs)fn zUq&3TnFUwm_emfRkrNi!?HBFr#}A@?UYdSXZ5n0Oc=vc9;qpUeJPc_Rki-ku-k1Y1 zU*+ZFs}o77AEZ}SC#vKQht-&O&U~n94tCl_s(rdiYVE!?y6s97;5!_9aq51X7VxOf z*<^GdZRR?J=Nk>>_L~}r_!tPhxY{ddwJLx92x4)X(|lZGd2~%TciE>TW^RRoYLC8= z@b)-~e!qIJ4P$#tf?LaqJsL&=FA1ff=NHy5OZlVk-Xc5Yf}C&93O+(d9nfz(xd*Cl z13@wAJ@^Zbv5#mcz1RGDcSxt995Cr$JE8?k2BxyW>E;R6i4RaSn;McGv z!vlYz^(9o}JGil(1n1CikN|0o9Dj=Q=SiY84|PQ49>oNRqUM(qKMgawu37%&ZiigQ zH>MD*$0#ZfBTaNGo)Ud+Z9>sSy{&kQkXr^@C^9N2?%bu{>_rfrnM`x^;kPB@#IFy2 z2&KD_R#|TNKo?ncxqKIfN>gE|sDy89Gd6rU`h}M4ra8(Dg`bwSq=D+&RC8#PM;2#U zRjmD)v__HUz_MkUYSxwOf^Le*&{i%37EOkwvUnGqSF%Yy?!y>R2X|=V4vXgGjwC$- zj4N~0_YP*MfYSX?^q-0yUlQKwNE}L^fNZYhy;z!f4()ib(pMK#JsU4J&*gZ{{{$~} znE5LMBFyIpw=U0q^WBZJ(xy>5guc~`h^EQR)90^uCl`3J*=w#(!RxNAmbpNMS)lb_ zgCU(KU*3M;AXrIL-1kku8Z-0=GjX0{>a$I%1wL8eATGN=gWtht%OkgK)fz0vf+@$Q ziK_Y40az>dDJA4w{4BfW;i;qQZi8jK6kj!1ipB33uZf9P%FX6%<>a;V_!-mk?}@)8 ze0)|{mur38ZHE3LD1WNFE5vSy@bPwk(`2J-gTnjSi7Y9b^E9FE@pqC}5$h^O^HT14 z&CDZ3Yo7QgJdCWvg%QHFr_vv%bHAwR_?XD*R%yyR`{As4!f8^!+`Da<(sXW6CP~0B z35Pk<8-(#odvOyR-jOg#FYAr*|0rvc?%&6o#d;N`YHAdehwki}xsP$k@-dJyva^>{ zWM*Ka;pX2(wdiW;=%52hXf9~xGAMx}q@ps=e({;_f^RC?b`>qfl{Osb3Epi~1MCDa zY{qNHY?PpxIEw}qgF-%FPong<^vjcw0JTwqzI(0_*U1Y2!!()QB7ZM@;83WsNYf}I z?z~0JQPD@&!b8aAtJ|?X|NJhkz&<_eiDa3wJ1j%BNRxG%)T2nr8dAx@!Lhfp&c=0q zOug=73<{WgIhDPaT{cTy!C#SmIlsbfJE>02n`g6HO`4{EneE-I;Iu1*TDPnk|2Q*~ zzi(3_>Jkmt7rYR6uLCGVzh zo)vXuKlkeNIM_0VO*f6Dkw37hc3=Nm(3Zr#cao3?djS7(4AQR?W6$XkB?eWR&~Qk5 zT!Cgu;guW9c}kI#H6kqXaK97KM&SQlcEjiJaG+4DERE5?!z5h@4>!Z$KFLb&y;L`& zbHBdxZN}3BwMCpWf=jWkC_|$2` z;vEXy4Dus`yfl)OrEFt7Y*b;kSw$1WxqQpm#I({Y_O!!iakK)nKd4St6RB;6#I&M} zcHyQwf`pmubo=-G-I96L`rhE$AH((qB^BQrHmw~O8XUVD(C;VCj1h->8ITHiFxOiX zqzZF=JNvdETzgNanCSeh?QGoqlThJMrgqC04v+OmbIVKXhtX_J5`8`r$0rm^RF{Gw zu{QiHeMU0tMONXsoKj%i!?P{3$?g9d>h3!pT z+@kE3?Qni1nAdN071ZP0&B@DS;o*s!7KQjHkzSlN8&3SBJB%+}>NX$RJ3=F&0ePkn z;Eq+GKUTiWLrL_D*TEIdh(SxKOgljMoR9jS^FqT{lZwiQ%}KfzNWbR}t0x~=y3b(W zC@pbf3*Dp3yH0wPpD=s_GFk*k@xLpi&8*g{pTWL{bNF6M64H_ZcmK=EHtb8B7ip-G9x0a_p-8bxct3dp2s^gdsCrxuqlRH^1vAb`@xotuU$L z1MCFyC;0gIW-Tx6r{Oe;w^5_@TE0Fs6}IiQgaRT&=mSsF zQz>cb=-DM45>(R*iGmDNv=nDrCG=~l_wbmwQAP>m!=he*_)i}E*c_C3^I}L7)A$p; z`en#@?JEU(6e-S4(iXV(GZaxjDvK~qP^WwDKCBTwG=ojoDSKRRfTpeaZA>(JiMIMm zu|#XFG>~*nz%6)1s-|W#4N2Bw#~7wuq&F`uJIsDiwp>YeT%4q44EK2mN_+0bcC;MN zZEAMifWbc=j_!Kwp5lm1!f~ca%0M^3s-h8Q4qtmr*X`(k($(2p`!4U9YEF!&987H(u zI6VzG5KMtFF@&HnTX}I4C}{o)Aj2e|OSWRr%vz#;{`~m}bo0eVMt&#tGBV0&bX&9V zz~(M{aM4f!(~XaWi5zaK$%h$&NN`ZLKLYc*-lIKMUYPukxkK)X9l|H?z2`uUudDo5 zefM#Fe(9Ao0Y|nsMxO`G$@aT#5zP-TAKf|nTD3Q|$+G*thhV*-e#&9AwJ~jlXr@)< zY-czG?A6mo&tQgk{GU73zbJVyM0SLFoE}}DtTla!tX$Pa zM2MX2(2d7RnamW9*m4~`7~Ake|M>li-_j}0?zBI_dIX!`elc0flcx~mA?$;63R%*W z4Vd5bq4nhcE`mp2PHkLP?-=xvf&n?;3Gh8Fdf_@%hzLQ@M(D^bkki8B72>D8YuoZ9 zGYdMB;l~@Nm9YCPU5O8zaTk`&{Yyg2Th5A1v}F)WHzHeVnh-R}@UrBNPaY`K66O4nPN- zR+1Lb+pm59{{4_wubwDnNIboS>UYa1tv>Y)yD~O0-2@||9tYlF=8pH{qV!SFKPAoTS>jPe<4Fh;S@ykbU(n(ed7Ngf&s7zdsvAxFUQ04}E<~WXOnS(b zV;8|V$h@=`+`?zu5i0tF1T5PQ^giuH%*{kkDNjofs9?)odd?9{fKItKS~m8IF}=cZ zFQh>RQr4`~5d9_XCz?()b+imXTeCsHFjbopHNL-Oc*mQ0X>lD`xSsg)Qj)G#6VvM$ z7>|;9@<4kU#`EEVEKsIv1?t^x%qtskB$=TdEoF(h>;pj3m#C za{bY8nF`t#?x^j#C=EvN+Dl5htDj7Jj6X`JQyN`2vcE1lQ2V}a zO!a!96)kiM+mB&C_t8bf#;0q6YUy`{T5$r1)5>KnMc>ow&VNhmW_nlcmr?T&Ktp~jAY}Kz{8+}s2e@TeG*M+o& z=Q};`x*Zl)|9PQDu4? z3$35p>k7UVc==1;bvC-eCTf!Yf$@{_2igj#GGm&t52KO$BB%0j?fLy{*lK!uDIP?3 zo`cw(Poj6^c0VZ>3D>hZc>)?RMFyA(K2^rYK+4(8Ft!pSKg$ZcygcR->6Y`d?xm;Fw%&Knon z-Jtk1HK0s2#zPE3_fPKV@-!YlAR9i<_1&v=n9fb4_BVkV4zfrwrVq=_oGl47i@<4p zHZ}yVtnJ=Qg^zGzI*6R?Rtbq5#62w3uF5s=vX3G@ZR|+%u^5&~9jDtoCpn%6aXz!9 zbi8fZYKc7Cig^!1@A<=_8NacX7Pd17xAiZ=hW?I9sc)%Wj(nESd`3#`gIGDYM!`5X zMjrb@%QUjIvNY0{q!AC~Xe-#b-Ck39nFQHGJFMq~jz0DGj|z!Xe*vY`L}d7xPHf?O zgtsa-J-XAf zTfzBOHrpAtvs>jqBYetrBI{FHj`r>;sxCXi3pQ0d&2Y^fGN+;;wCXYPwdtq^02V7- zBfBAIqV~XV#absmI>>kN*?!Te zim8x;(Mt`m&5a4f_%s7LgzurDVc|Xz(U?lTW*UNqj$QyNynO@vh(Mo=Fs+gM%~WpN zS^&ZHccutaKgoI-9&RnIyI`m5$L9A^ENS0knFsWb`5YrMnMTa z`*pUZp(Ez;1}Rsq=NHw5gzd70EZtvl3UnmSZ+-s|(t3Ui_N}?=%nrX-Aya#Uc7MZ{ zO+-XzZ*?SE(SV%i{kL4a(fW!sO77cG2YHY_7&QHmHXK)?t5N4bspz@lHMJm3?OzC> z*Vb^q8DRsE{nJpath>)y&bCek$3z;--HNgdeM}FS+|ZY+)D?S$nni_LUCsGzZK8=h zj?Jg{Ky5F=Gm;_PN2R^JMhJ3ts1=e%3Qt)&%}XaMwNOm<{^qfX(5kT^QcT<}L`6m2 z8UO0uCB*+^HbCe3OWO{D(lf<$91$Kp-8%a!5uAT0AwgxKDz)@PPL~uXZ<1-Z<4ApC z*>#uxR>#|bJDkI$V?B^8YrX#?AyyfX3{-wbOtO%Vw7JBnAMv*sD%eiT+;mP>ZEH^# zr=coEEcfcl`uZV@bp?GQC)wOp7E>;iR}gBa2x+R?*(3WNH;U$=nIkXwUKfes#J*B< zW!?M!Gp)4yC--e@dCsFv5Fyffq~m|?m?ku`g5Y~zExeL&qvu;f zW@^#cILGu0ky0|ZHSbO*&vQRkPxoR3@Bk*m$X7zIZnDJ{M6*PWFD*=L&y35g!)F>S z7oKA*_!ZU`$pqY{r3JZ%Q2pUqq>JUNNJCGL>~7H1(Me)-g~z~zAxEFqsoH*H3^Bk+ z*BElAcfqk77%_Rkj{hi7Gz9QTg<8xQ_mTs0A;06#OVO^uA05=|Uj0m`cM@Bv zgb8mQV|z_JwXgHMZuk`=)!uM2|2$>i`I+>wOAm1$cg9SZ&2ahKxVyT!4d;hSYh#Y( zoBDne^o@=CM2NkpoF1+XqOra?3y=2KY~cedshQP&^HP21-x*6DR}2pM83#jh+Y&8P zO4CTv%5oLoS6jfSlXe%?&CSfl8%g$83xvn?epp*B0J5ZV!|~X~vxj)qYXH5FfTDOt zvv~L%vTvxYn(lR;CNMvo7F}I*PRb^rsI#)yTmB<%VN0FQt&?!m1T%@*mv+L z+{+;;@>^2s7Iu{>5MlJjM~Lavst-?lEchh64-CC_ngD+j!r!N)9`Ey#aHWa!fp$-> zLe-C_N_-FTcy~2Qaus75ATQ4jb~$r$imNtj8WwH1SKKWkVTU>>_{YBXohP&g_{S%v zX{0}#FpzC#8>vSM@8#|6ir;^L3zIJMC1oLTYZe0qUJVNh@{*I2t8Cg&>}aX4=acS` z!u`$Mk)tX#;C1m|4~Aw(iN~l zC2w=vrCLaD=bd%GkL^yf7N6j`+Hnc9@m~TAQJWASRrba!Ov-5fHBcEHeQp; zvf6o!>7;6(#!<}>vo8A+0tn~5mJ?OwX~0>nCRVU51n)(?Hg%mI(VBDtQDEY}aN_Cn zmXn>er^m6#w&d&nbN6ek+)dIDvg<5G{w39*V(`ZucDK%^r1K9rUT4QfX9B~gU#qyw zXTlDn+`Bn>j>Osw(cdYqA6rh(=o~HT^2a1jIL*55gArn?^WA z1{Wn?W1Z=13}V{Ty6T)KtJiq%-JXKipwb}@CqoaV-+}*k337JdMvID$w%7;Yz8uOfa_@vwS}Df^c6bCRsDTxk6iUBTvC zkxCh)rewYS#226pRXRxy9;o61LHh1=1FiFg5QAB#&3Y|ZzY2bQNrk1EsgqjxtGsXx=LH{et~GtA2mU-h5g1OA9bOXEu%>d{_hVbBZ9t9Sf1wEfG5DzN#(!`_~|C{ejz_N1u%kznvqRz`YoFc8w?XPe0#RuP9)mr;jQK+4#bawcu ze^gmnDC^V*F>coGpe$I(tWo66>o_qn37q~C0Nds{c|NNN?nx;FlHZ$6cGmfq^|M-3 zLOO(J5*YnoM|BAMCp&c}D;sTmZIDw?0KsO=bSjhr#F-pTdrn9j6RU3oTC_QMX_KIW z9+igX)SUAd2Q>j>%?Fc8nG1WWgAt?GCP>40>sH`iN0iziDk{c71^@_QKI@%!l!s5tsBCyR(J`2UqYiIA5^#;E$xS`SzqJ zEU*B<1fu$P*(+fDLJD)6ccz-|v}jbQdr`|6scMjX*$7YJ^7~ zFEIgM1?uH-ln>mmqicAEi5LlN>58i96NylWD{NA++52ORtUnjBPMl8zRiu*j-&%l- z4Cn_?9Xx?1@>@NmC{5iZ-nl122USShAb1=K4t90ME>HWk2k!fqMfnB-+~pGW&)t#Z zS{x!a|HZig(8jnyfac#2mP@Sd!~-xO1{mR+QRtEU&#-J6NA*mz>xS8;7XwY zkkh=xuYaL{clH_5y@FJFzSsyz{C1c9!BVzvhHfPR1*D{da>H z>i9svm_JK+Ke&c}{4OZ-aRb(yajnv?u9}fZ(ugM#@JT(3ZfmN@c~h&$| zz~N!_zJ&W9Ui2;HmGx0=Us$V0N2p(4sU783FYAGONfqD)T^*?XL|}azT*S?O=^BQ5 z5YR=Uw@T^1Uh85JHJRBCIdt~|+tTNZ*>)G~htWiHJt`Czf^aXB;s?E@YTMh}%Re`s z=Ph=~kt>+F&>zRulnml}=G(X5zfK~&I7B3{8>wQkPMV}@4}V7gA3si<8}|P6>7UpI zW{nXX@2+G4#%TP)1{G~nMq1aQV9W7;?+r|5cr(6aN}&1v3GhU2(Twy+0OjK_&QW2+ zFtf0jOwH{jFqwWSD;FFR;w>B**V*%pmfD(C2ApSV#cH8+mE0Gi#QbHX|cStTK3Nh-zGcV}; zVw<F??C&wm*e=G-$ijz|Yk33kFO@9?rAzfG>)bYS2I+P$ck|@N$1=9)mjx16# zGH9-Yeu2QiKw(~D)C>Cx#E;ldXqC2M`76Fiy%3R>0KJecv;ZDAdx;`1iYN}b*>mpM z{|7%9F>xSKnnS-r4g-ro4qtFoi5g#WT#+B|mBEIHY##h*Y=+5P5*ne0_gXM;_*unKR=0-ZPNtn5phtEwY3ci1Jc z9GFHN){mynth3h}!-$N!HQVlkA!PJ)bWH5*k1k)iM$=G+x)^ZpLK>OL5j@WwN2ene zTOivWodg7MR&`OLFV%rb2*;0D;awCA+v5}#us#YfH){-}qp<8a`1y6fc!qMfKFj0> zUvVCC;r!sR^#rvQyF4izcX&NE^ynEFD$^b_H2$=B|FgOQoIqh+7vJF${b#{M4S>p? ztc3v9sC98lOG+MD(?RG&rPfBb+t6CfgFZh$Peeu*LIytZs224lLcV|{r>|AEpeMWU zbxyCn`P9-t$(Z#m?iD)j6((+LHf}3cboDz!H+#dRKtn@$Q)bc!-*24&Lz10;V-PcT zuz+&^NY(YHAO!}NZ!MG*#S$Zdn>)J05+Byvm?Z1YDeL&0l2$6T+_5i-TOPEbvz7yn zA4+#Q$*t-Ajc7V6{4<4y-CbAZYv!yUyiK&RhlKxoE&!m&+Q(VWpU~y z7X78Z5Bx2u<8GKYx^KhR7vt|xj;qP&PN1jr+VgJEafd}ErQYLy%^Ypb%{#Au4%i$n6VCqd;n843#0$5s=V4iT%yk=>=c& zl&K{pB*tA1qqp_eUZbE40wxW%78Hcmmo8!mx{@^el1i`InVUDbA2rQ|un-avnNN8i z!|GyT+WfsuFP4??x$Hrn6IyFL3RkF1KQxWH-p6mKO#!~}IkWu*44JhU9-_6b$IRQL9{WHoR|ExuR^)NFw-X6(_3{Cz})}!KMQHD|V1qc1nvP z_QXT|eY)(ft$XcoWzlf)YgaMPZ4;)9xHZlLdvlA%sN>!~@rnxHEAeFP*Dv%+&9a02 z<1`+Gt5g9Z`n$yBv7j;|0Ts-+s0{W%r`*s-^zM^W`?3!aW8yek6TrTHcC(NcfiHR9 zfInC|>+eXFNr*?dBF8JmfopnZT9{hJ6-SS947Tdqu5-(HT9Z;yM7|&+*2$^QzYgtotbL z*ewKmD7#NDfv8DJCl8P%reVWJ<~8X zPBmFRd&oo|^A){dxL;^di=AH@Z|qIq`qB$t-!~!n=?j4vYxF! zYwA5pBOL;D53tgwi^_n&kfT=zX5e|G)CC`43lnG%#3Ts=|DxppYw;8v)auM)W*pC9 zC$Pm@_9c~Q6h*<}X8{_PE2sR-)`rl&fw0S?6tzbC9ZO8^tf?q2(80OanQB@@ZKlPs z>=kdSt)8*uY2m3ujR&bTr%GUdvzxj#dY3)tp_oiM!-2VpKr zqBqZ3Dol&+9jkvmeB`?lL#3L^&^7&zmf231_4K}>&T&b#t-X>=L)3{)I#a59&G4CX zf%`L)=XMSz&NB&S4l!K*a^BCBD^TC!Uw}l6m_!iM#E`OHk4Hu|KdvcxV5o})W_eud z6Y2ndh`!TDB7_gNp>VI|4^VRs0B(sYVxqYW9Pmd^Mzt19KbOUE;c~*afc;fgAb5BI zMv%r|y&PD1B0&^a{}a^3&lT{+zUbqEimn+{ZloY&1=ONMrLQz0asu$cW!v@9=%`@J<#i4t&7vmP@n}XcA~PML`1c}h(2mI840^Dfs*8u!9fTWD zc$AbSR6^c_brW(Lj-amrIl9PFfuR5@xZFc`;N^pi+zEeN*qopa9w3-w|ErsSAlL~& zFcyCo@4LAHUSxn_awmXu6}w`^RDZ#VhR z6_*9b9Fz;IwC#VUm(R!x#Y`9oBco-#Xc`q)NZf{#X`*oCK}nSG3e zs`X*q$G3pEovlInloPr_r4Fd6=)LDA9e$|>teKFv1e~Ubf-pKJ9@M~q=t5wpygcP9 zXJPmG{b9@PXCV@;l~DO% z^!OME>&q-b`EOal#epzjSPNK0PBqDli?Rc{LBs^?F#6n3%|2>0W9!@D;l5fiV77+q z91S;F)PR9HQJ($ccgMQ0`haz1t374=stl|&u0J^5=E`xptdmqqt-;X@eDDQzxS-S2 zx~nJRQNihtC{!%_5xTv^WT##{Lc(m&|60{!!I|u|MrKBdg??zLcbdozV(a}kCRl!qQP48(}N^}lT0JDSG1QZb{O)Ub$ zFS{0ug$8EIs5&G53r!!9g3VnVTGgF!L2Z!`B&UmvG>LPXIq=wdzxM);Nn2Z+jKk~| z>gCHl+0P|=Lh)3iZ^Rk}5U~eo%*eqF-*D7XgDTl? z`i-73>QxSJQIKH^y?H8N;OPs>P;i%KpQ~6 zu&aMCfi&|2lc8U6%1;RdKmi%FRHe4$ADGM*&==q88@b`{0)2(IrDJ6Obk|>5<|<;6 zc|yaMIitsDCG<=+*2aKWyd4#-(p_Gph57XCd*njPq+*V|!JGG!-jbbtj|}ds0P5{O zS$2V#B-}LbMH?2Lkx-;OC~*nFmywej1a1F2gq*<;hW3c81=Qf+U@&j2H1AgQuw~S- zLR32M)wSSnOe&x=^}j1EA$dW7#vH$1`uWomAS9Mj8fcCOHmC%r!JKjHgJ7f(-)$KyV3<9fT^ zt~a6PF4G9A_6iayntbLG%CK;Yco$0tsh0r(SMFBbo_dCDC;0d8UlYS_jhJ~Qa~TqZ z7nSn01?(64H{Mj;BdbLr$mu<>t-AmUKCgSE(;{^0omPjo+*E^#CpBq(W|K?B$x z@)68CToKVDUYGGuDUv#Z*DW+66>kfh!bux9$rQB?>0**U>9ro%u1X@or$U`Mn3aC^ z*1ark7M*94nNyQ9Q>t=uF-XGQ<}|KR#0cYPQO{iclcRzcF#hnf*qa zTVg4b{t^QKJROUvw7exr`p$3z+7eo$s-dL;9Ly-T_%u%5TcWwWdXb4mV9L$2bK~Mn z(_Qh1LSfX0lXz}iqUyUoDdwtH8|qSpWGTEdtLv8Wo`UW>PSJJEr!QQ{&dA8%2zotv z=plp?O8|sQFL_{+UjldjI$Sgn$eG`hc^$>Y?JPEui>4XpZqU|kiLHQor;@Jj>tDZ) zH_|_*v;&Wgvb{@k$S8&TVxzrx(zJ)ZhuzIuHbAKJTXh)%JwO`xt$=G8jh49h%b{F$ z=-UVlihPXay&qEu4d1n|#w9kW$m+>p)LM=0+*#M-6id}3yuL5}R!D_6_7=(Az!Vmp zsM&<@^bdmxbMtTIrOmPqc^>%>SPbt2nJ~H@vhon3W7vyzBY|wvTFAO#hnj-IaNjyS zK^U8y)H3q(4>~{(n{tF1l&?!=3_Z&?}w>kdr}C% zM@9-OD1<_VNk0H`NHHjbc=8C-Ij(Bo9l@K>mK%qPn)JC#hwhMdEZm`sjOV@_-gLOa zI|{(usf%?mBH=|-Rs>$~ok0zZ#nRkpgU#3?yzZtU>9!@F5XdW`D*M{>Sd_Dw5Yh4Qx|!}$JZAlyL=z&F$OHJ zm%U4NYOWw|2S>8evMA@OmF>1yI^tp+#1n>D7bG1bNHUnUmPrJ4=d^@%i181ax$Mz^pndMhI27 zKE`R(blazpmD3;ytK^BSj!H3D8n>gSi*t$Yv`slHpNi}KuJImT5lXz+S5m{BM`8S9 zTl~1-+SWxXDnh!$Ckjf8T)#F)Q??#{gYdfT$t@-5K7sV`N44`Bf2zdn+L=6Df55>s z00&!Hk9D0A>?UK;y*GU*+4fSvR?))gOb#3o0J{*mDr!>!%b6Xp?=@V%%M*;RLqk6j zBPQx)hr#>OVs18${9`UlCORY+w7zdxhaevq^Z_dyjw)uF5eDzC%Xfu^ssSFD&a z6&JB09HAipKwUzLH-d=Ddm?iaG3=0X=p8zN%QDyu!gl!Oe=XU|Tv&khcTUY4KF!==^~`2NVoa| zyBP({vas!&@meGj=}+>Cp!&==0iDTG=W{7rwcna9&G~7cRyZ68iD5q=V}|aadggTx zTRLfn8|6;{-7`r>o_o2%l9K)in>?O-_wLy()u1nfAKYUraI9J%=2VDe*^-i}lu(rk z&r;fOJU>F^@s-VFlFkIpt2($bAc;sb`Mw%~`bus4CQcn6gikfbE~_6hGK%g+C zvhxt9KXC_Zn1sw+4xIV5TJYmv%9BBnE<6anOdS(vVK}=9n)xN5y)oeL9BK(NHIluT zy8wt!$15sM4Ymv^yY6r*dC#Q1)JnX|Y-_z>=gwxysdnF^DLHX$-Y71~DS_8hOao7! zK85nhn#SehLBAu`-~V{B6F^wW-W0n3nHxa2DwZf7i2Ayc#Ypzg^Iw6;92c+Y(@~lB ze4cwEA_m=a=?j3zti&E6(MCNSHTO$h{ep1Avmx^k zxUcjP4z8&b=MJz@a(e4(KZLLCucnq370-$ho+-!D(4DW7mK}Exn+54IYh#7|td;^D ziy3TM{J-#_@L!r`UafF9if-sK-5Jb#0%lF5+f87{Jd&d(5!$(-Q>MC^Lkii|_2rHy zCT;Ypq+N58yMiI6Tp6Q@)3x_;FHlG%e39TCH=PV!k$mLw2%w*0AyHA$EXSo`hFR~1 z19S1angB6DS#8N;4MZoy8V}Flc$@}-;({RaJ8a|Nc>TR%;j(!oarkfQf0& zu44nS)9?M^cf_ic<5>>Tyx*d{N@R3cf%(5&fIDtzoz#4chKa|H$x#xMwtM!UG%~iJ zwNrhezh3$?i*d^22ck>~qEh?sXBLJF+EAy@ok{9vyrWz^ZR`^}n1#F}!+(CD-0ahS zv{SdqNZCT!R%LU{%=4Fb$}A(0Z+*H0n_IfMY-_vxBUoVIo*^eps#@q5o&LDisu(=I zNY2N!9^{#THFKbv^!ex2t5;0{ZMbv$3|}m_$mi$6JVZJB%5UwnQ_LlB+6~51Ri+|s zN$pgx;`%A3_~ci<&C?dEV)Kw9ORKi>I7vv@4ufOF=h?`dApQF{HxN#=!=l4>)F!Fp z*aI~9nu0V#8rRUV9O(b9FV6l6MjLM5ucK)Mj~x*nZd`A5<__?iG9z9+sN?A0Gxk|i=Asm#OQwbjH&_NSXX%MhrwjCaekBo9|wfhrW2)pB0k%2_{VCKlk z+q4>uvP!BG1lGG24hy&DdM{lv6*5lrj^W&R%VV~ry?bXyW?{IR$10|x-(q-|y0r4w zD*p+WtC{Q@Q}nre;~lXscM|zmIthqX>iH~Ht;b$C|GH_JWdll~{HaiHf^clvI&}JBxze#FMb&09m5z>%t~w772wluS_e44fJ;QyEnzJeiZ4ks%(R)M9Xm zu;%#*BK`WGWaDB#3*)E7!kXnzFW*A~&@e7&TLNPlLC<_6iQ<9V13L7M=>7W{hRwn; zSz)-KkzYn$XJ-2g*R|GROq6%m3v+fG(99hPyk=IP5 ziJo~ogh^VgkOBj@(z!d;TDLxDmY1>(Tnw{ii}DQR0E%tbj;k^Vv$qb5{RSf!HpU4y zrdz&V-zkQsJaAYnBnI2dl1R6eixd=-%4&oVLo<-Sxh1W>mTG3rSQ4=<8*n3AI@PR&q+(JqI#GwDw zGHJUm=V2zeC4Ip|wq%NT#5QWS%>1Xb$Cs)lletg> z)YN&anoOV*PB^#bd?$HtUw~Q|N+(_zm@8HNO3p(}2+{v{Y?xVbi8Wl#s+Us|&Pm=BIoWDXPr~mED>L&~fSS=l64x zrLN}2Iqv_~+_M9FFJ^9y)2_h1pj~UacA8ro+qkL0z|X(ql&vs~f2^tUo%4++kozNvD8#KTF3{+S@2uxw$vrJf#`ZzPoEaQY#XpsMu8^ zLDrS;;jK!!wsH>3aW6A*8|3@;9%J5{=moNVZ;Xu2cc4I)uG(ge`4M466%xk(aq4vz z$2;5MTMs+8QCW{|Ok5 zxAAQc(oq$8;-ja46W`BXTQmWTUEh1^rA?|vTNkYQXm(AH;m_rSe45Af`I49oe+usF zVT`r$=be+tnFYU2Y?x^I}LAP_BmMkb)ZKQXuF6IE}9 zn$qcA+jn2G;52*dnDc=66>OySATU5^xXzPHD(ZqxD2H5U;LDft=H})mcVsl+Xe;9O zwO92>RjE`Y3C_7^Hp&Qc;(80ndhvWp<;>IB5z2Q+rLbx)%Ww7|N=ix!D!%D|7;zGI zCg7eBja@y*g5bvH;ZrTALN3V<9L`X>2E&v z+t#~Ip4aMRyL@j6vHUoGoF&ZMsWEYH)*)@~#d31+7$=9{OZ3#>E6cAM$?Eoq;s%GR_AXbQX*O>lfLaH5q5Z`?U6I)%Wr0~B zrjXy_?>OAmo!YptH9aNDk|;^e#HTUffsyI+O+~tFtS)pLH7xd(sMS@E_ggHDH?k|Q zO)sK0hMP4?mLK%AJPYP`s$;7e|K*0*TkdFeS%0c}=I8S$9i{Y)ZUuI-t|n+Xxm$8n8xth)d(NT-&vA~L!Z+ii)5PfBhyL9(V<`! z|3iZHzD1lb=0HaQ%-( zCT9lykC9Nnd?r?dxY<~zq{@>t3cA&GHJma7s#jTV(BB_=QQ^?Z^8M*D5{K2v@D;YJ zNHm0|GcUpMLfRX#hvs`s56uL3n;bm8?usZ^`ORJOGcoHn{XWjMFjttI(55z2IZ5=? zz^3T<$kTEGp`8^m`!*lS@F(XwA$r zwWqlFD2WcXkfL_2cUn71P&u#nkq|bZTkfDY31Rtw`5spzK*PVY{E6`7leWB*pG^*f zCudGzZONHa-VK7Ruiw16RxAQ3m!Lr4v0&j$g7;+A()z$*Bg~Y$&G8R$LMI0@lF#d> z=?@$hEg`poz)d+l9br$l3T{!YDmxY3Tsl_G^=wdah-7>?5B5b#>4{jYxd5+u%AFW3 zCEOG#moL*fc}DOi@~n^G2X{6V4dxpQ419?zSmYEGp`F|F2(%H)LlmsUml4@A-QKr2 zX%rNaEIKfR!iC$qrXOE6V8XR*6hF#|f`pt7>hd*x|nJnEkO< zm;GlX79W%P0++wQUA;~JxoiQtmceJ)Lu%AjruCfT)-6u-zQzdsD|{-kE_Lx;^Xj!nE@n<5_BI&BelwOMezljL0dhH;Q{!%^)p3 z`|bcl&<65eFSGyciA_qNRUEbaQQzKL!?peafhj?Cw3gU^=fE6!j@rd!-u3Mu%!zlD zGht%=(^q6*=EKoW5>ei$+K5g!kGaCeCj0ntp0qVoE|+h4;oVB1?{R1~b$ekqbiw`j zX#J<5I@PyNBf=|`X%~4kSkPQ0=deRg?%#h-`{{<=A)^q>gf%X)nIcLPK$g&RzSe<{ z+d}!RMkB$QTL~ap50k_gG?Ky9WHa(AmO1FV8v`#0P49}AV(iS3C4-rLgG3){0v zYio7MK_^q08+58?C@MXPuN+}$>fl@28;HN~V_!6`XIB$b znekaLj9_!~3du~0%1`J17!HdU?wcz{J&)Kcg%KD{jmyciz`gU9KP+X%2*BDYE$QiJe|6`asqsJ zMr0B8v&YOjUp^*0WzP`%Ps@OO8#W3?>~C7rKFGM!I7N$_?Vk49oiC6 zSXk)q@4s4clhk?zkFdWqc;oXgSA|0o$zDZgp&46m@pCOx*i{#YPmKZ&VfPI~zc=07 z2<%Zxl_akU7#Xg?%vXSrK?Z0*Ill)*jpV8&1Ty}XpZ(PjEr|DI7{Y-sOZ@Ywu5^~6nh+MugZM9?b7+pZ6Osx&0%~^ zG@8@QAu0YMPg5;h9vF?^V>{bh(M0Rcoq3cnTQgi2%&r-c-NGPhS} z+P1E}5ZZgm$aH&RX~V^E-F7QqCWM5 z$pW;w%MfO$D=QP8zV-e2)y(DTeO6#N_F^R`U}Vsr%Kz(@%uO1g*bD&w@Blpb(| zs1OFkX*&d)aNP zK0)^0YXi-G^z&hIEVmra@OO7T9Q-WUk;d1?cI}#Ye%-1~ ztz}UCHAg+2R-%@kQ$0FS`8AZ<@rfhuI*(h!dZ%(c);#tilG5YPhp}gX`&SB{wlx^` zFl@5ja##mB=og~I9?~+OKE`s=CH-y=Sa!upr$^<=y-EKBVyXL!0^3td8~rs;lbu7o zv9Un^pmmM+1+MGXc@Fs_iE-b*m*w^4TFtdjl*RMN*3yeMxA4gU{|aRUVECR5KJp#p z1w3|o%&w1slGFwekmY{N=?kuSa-F&JWG$Pd*Q7_ExdZP}b4eTJ-#JU2v-42*!)+!L z?_u$}A6GX@xp#4)INeOkaPIJIhySFz-gA&aDWu8Rz9wgrXiT@(Y;{F8;@2y*kibmDR zctn&H#`C*BaPsPG9CB`XL>cMnET&`)N9kk@7e=`XSTIP;ySl8~s$=RC%JNODY8NYb zs<}n!QO*JeLD%0iaViH3gm@U$e+{IX`Sm7Xy#=%164eQF*OX7W?wl?)A07O6#B9Id3-2($IAcjbL4G+sYi9%K{N;~0A(Hw<-?vN&-m&USn%k~)aI0NIeWgg>yH&9R0Id7L#nt+3CJ_keH*z+}qaRYYei=kzE=J5r5dkDeS?Nrd4$sXnXX!2k3*YVUObEH*b@fnM(AYZ%t4${f5Bm z=&mVZRYJSx-9Kf!2_|efoD{{_OS3NRt@T^V#p-{gT!?>K=bgzL$yue%7TkUm6GqX` z)#5gOx2vH~tzWCWz$LoMf$64^@6c5(-t6WLg!u(SqdKgHOHXT{v&#Ogi(##-YOZ#! z#@M3WZXUY#3iOcsJP7iExJjM^Viw6sF$?TD@%lyBbe=7D>!UIz2b03aBjNtVBG{#t zb-9_Wy+42cTzm4O@>iyt*viDh&C>$^#jDU1DUEeHN*pRL{>391&WcMx|EDoP>-WU7 z4%`!+d;_kmn%w%;LaY9PCDY*@+8m^?|>>25rtyUuQ)`Dk@~MJPRLX#agvh%!C7&(PkL}JLS+s@`W2+TEeN`ilJ z>Z8>p`KVKXqG~#d^kOi6oppd;!AAFE8`jfH>L0kaP+I3RzI`6}?VC8Z9mwGROW|mO zrZ~QyJq*_fOM#+JG$}?i89Qxu7=hNJ;kE`yBq2uNP*2e^{=bfA{eu`*7mkm0acEjF zW~0K;W2;oaalZzgA%f{xl^*yNVW1Dp{02R+M)KzbVqZ`DR~IOIvsU(hPL(= z&Z>p{a|FYS|5HkdN7n?-uj4NPE-&hwG+1Yq;7+xdB0$;ABYB!jQ)m2Ix7%v;oxND& z#yA1flq`I_iR|LXduVmcRusx@%5_m;D3UciA~G)_!C{xUH%ZJf&aN+YYnG;=r5nvt zSJxG6oJ?FkY~D!STP`Ow`Pum=-V{iBY&lZIu1}t=LGR(0?NoK7XFqi`pKw^47e3Jie z)=1fM;@k@f%1Vl3Jj@ly7=exPt37%}Jfg48J^YT}wERzyk3H1OtT^dFUeGYTukjkW zlE=8W)+*FrVViE@4+ImYV{STFxh81D45_GS9QZW&^8Mpa$2F?q$xMOT`c7E{+Jmbc zt*m0wVuK0a&}@GVqKRR2fnu~B$BBctkwlzbehEvrLm8VMleaV$%@W3K)UUNZcgD4aem8nt2>rBPKm_#h-u)8--kaK7 z`6*{ImL`*>Uh1DF?ZP>-ugZ4)G&}mui$VJ;s0O)O4gD)o=x$YGkl3=N%Jn;^Agh1* zI5_)3G1=PZSXZ%6jchfKdNj|Qjj-oElpw?S+hmvQXHefR82ny<=VK7I{bDeem}d3r zXI^81=YP6@J;eaHs$H+^Hd)Ee@8fN*N=Q~w)wI-!iNg>}_3wO=Q@_=?QKj$ewX0Nz zaFxSMBG4hO>2)$fj3yh53H{}=6|<6@JdGQCF;y}&f;nHt7){Y%15rB_`tc9DOuOdi zmS}17MAXy>Po60Bd!dYL=Cb(f&hEnYt|My#s*Kh3AC0c~bCESSAMmN>7Ycc7uSj#| z=!~qztGR->T}%lJt4yxC&)h<$;(G<4CsSkV68Pf{!(aA`9T}HZWHGe$b?LJ9Z>Q9b zhJKU3Cu#Zc?3vYIO_383?<`-CmYY=*P%@o)Fez#H@JuQjhYtPyNYEx{GA6bvbx&{7xxxs)`s zd9miVT@A@X^c0wgJM9jWWV`KQB}ctJ61}1o63oLt{?!)fLN1vwigShf-tbxSb6l3O zFxrSt9wq5Q)vE%#Zaw`Vw!A6lbj(wHHVbx z=T9VAFx2A#2eYZJ&TXy{_YD5dg3}be+Z*Ml&7O?4cyAL6ReR#sxMr{_{RuL?9^qo7 zXXeDjrt=Xbm-q|TGP4kaPaCd9WNrvGb+LzO+tNv?=49Lvu~HWGizTi7LMz=-BqyZ0 zpszkXioo%TbgWO4+5Yvxx70}I{ThosC8rZp+lb0o*pN9h3zKu2a?wy_yJKX*7kauHNwGSsuI|=O9 zw-Y?N(faZB?s=;Dc`t@t0*HC1=~#7YHA#ec?+NXk*H4_;Bl*%t24bxNzLl;;)cF&F$|k+gna8Mvf!}+bOh=H4n1Jw(~PCV@@J& z%-|u)1PUzBc$AunhRwKSlk|sB6H@V7PgROv^g7;D?=KP3w%@`n_k(#ushQgk=$Uj)a-5T zkh$Fb-j9$;7F=RkLpg}6i!QnK2$;_p9tH}$!Q%{<{5#XJCq1rU>qP62_Z|tEE z66jCWOWDl&^H~fTOdcn%9E-=4Kxsmg%AmN&ZmyXt>+Z9o@_%S4bOy)tPR(O%SI+D% z%@n>9t`;9*3a-p4&!UMhUgUIL(r&Ic5x-_O!1p3+z1EkzH(+k6r2{<{AF#R0vOFZ6 zC0`yNRDoiS=tUPCcXeKh7ueqWo?h~_E$QWm^0SdS;w5J<)6#~T3V#Icp8dyc^{oxA z({)n)=vp#$+We};&8VV=aEWO5lq7v`YI(viyOezVY3W!KNy5;m8O~6wZKQ!3_-!tL#*)jSK|<&z+(b2Pura^2cJ#7t?Hg<;PUtG5_XlUAiFOle(5U>yA>xe21aMBKb8NL1_yE%It66 z$u9I)X6;9~xXc%Cj|CgFGzJUamWDwJHhTi2l^05#*C@L3RprowJhw+K7Cz|uBo@@Z zU%P)Pe9De!exUq<)JQfyh&yWWPA4AawEHH5i6}Pyt{}iUc^*WdIM(AA*m_eW$c%bw z`Z>)ed9T*3dV9U>&TB~r44jOSXX;cMA$h~x>Tp!nmo~8qy(fIc!@7LLlDrEgvXuq( z&X@?yH~ru_3@vWemq$OIIQdUbh6H;qWfwZlC#mxi_r<@~ zitp5KIAl3WIL8aoJxep!GZ!UcWxTtyRYA(kWu76@A|OUioKa5OLNXTLQCYDT8@HjZ zIV7}9=TlH(-(|YHw}+99UsfuTKF_&m=TB_xn8d+x3(eBwjZtaZQV2*#WW>dAO}W(d zU-F$!%roMy+I%40*JoO5T&RuM-~@YnH9XZcf|+;h6eFpVOsE8Bo56C}g)V0P2zu2z*gp-6UBQPC5e z89MAGwz@e!_xm4Pcccl$@xr`pjR-x0PRWvoDP?E7SXF3O$*&jKOfWAD)@Ym}$sqZs zkAaDaR8Ci?z^jaG1XVg$;@GMkk*h4ikaX!^yS6?7VP!MyMFuhJdea!I^p}sIbsC|Ryzx`ax5?L=TBYLcwsX#aKwzKZfIhDc? zyPp9H(S$zi&#ow{jz(pw^EasvavnGHvaqgB*18g5SMfEh<#Z#ozpeZrk?zkWIQ#LM$gH4B z)<_X)z0FJZW8FKq;y+lbE%)EsVwH@$V8Xg*)6#` zHP6HW#`oDBKiBO~3p8reWlo(UA2E47)B1QLa000pZ8 z1~uPb|N76C|K4{b3wAlFx5gE>x96;ABGbhJ8vk!r!ViCVEGg2z~-EzJwf&o{ri<3smkBL{eJq<4XL;MH&C{!=JZ;d zNlIz==IdW~MB%ocs*(sOi*oFDnE4`LKl;IUyD089;lYx7DUmHV+>2GRO|C5@x{+|M zik#>4acG;SmuNV#NJteUSx^KRx;IF4D>K3AOc;L&Q3|57>9w(ciMk z)u@tX;E6jby@*=6p&+v0pQNPWo)p-%^qD`&QXN)hVi#fgU)M_dd z(!Pq7t+q5em@bV*_;53MJzyYWK)UI@>*XfE(K+#%Y*gwFEpzg}MPSGtIQD2(#-+hwWZ3)KVano zj0IHPm!EpC5yP1e5Q(;>8`bi9bkq&zhUKzBOIrD*&YVYhqCwP|5Crl}%@0--%X0sG zt|uVG_?M8^H+W_aj)TBK;jSmLR%x1H_N8YXJn@?2zDtsQTRgZaCpkN^2w}RXxI~5$ zVfd3e?q5XPeb^-pnCbI~!($b26Zl<&1+|OnGi@=+Br3kPY_gf#ifaFE8yw^vX5>BU zI#dq2|BG7^diy!mCHYv~He5HBKdBZI3rjY4_LmC&>o+V1xmmTVdozEwiP7fTw(!({ zDor&#SXF|Q;3I2(GaWr8|H%-E8^BRes6c1%;qH;r6|~asPS2>EUB}u(*UGsJYTU&W z)qMBWxf$*`pI1N^D(prs#s!2bXzNa{kr;pdXd%nTOWh~GP^A;OYLSF<=ud6l_4MI( zpZ?Nme00q(vrVq^jMsg_vu8&KvQ^nR;W@4~T*6UwuU+6Mr)nppJ_%fN{m8~Os#wIAc^h|yXukJ);M~=P!Pl7H z-wx=r&PB0J_0g~>+OGOFE*^_{>qlCpLUsB115#rLTSqERjss>!Qf@0bzKL-=nbrgk z*N6NY`+s@B9vp&_X+tVM&vfh|utRTV z+c;xm6(^4k_T0O4Sx9fS_Hi$szJ{&{ws=U$NH^p;QlgOi!{@X2cbAhprYV|9IvyI4 z^+su5@$5dZ!A{DsoZ1WL_qzkO?*B2j6kcFAAmi-h?9t54$;o*{%qT~70y5;gP%{tc z_?0F@qTCu!neuSXg!#~g9VXWmY^y?uG#@O04H$0y+mLD%!9zS`$wjK^LVdA$UD~Bil4?VqPW;r##>m#j9VszxISkINR}76 zvZJ65qWLY9`{aQo#D10d9`B9Zb<3wM2Vx-d=ioRJCV#yNtgSRK!j`5ADoS3XWDXTL zv=RO%2{sk~gc&o-wy9yqH;V&H4p~?D%;n4@L{HuN3olwxtodDBqRa9X_Qu1-sSTc) zP7YRxV$(X~cE|s~YyaLjYwStm;$%AD>(D)f^Ti+;X>(eb4)mZfdJ&fs%y7%jrGp@2 zUWC|PXtUMBZLEzjrM?`I`C5-W{qVtsWpp7bAZ4t<2u0@_3Eqs}j=kVDPIO(pL>z{g zJcLkSl||&#!Q%h^N{>QU@TMU%$H9jG_JS#eum&cBTem?L?tgv*{?qFb-lLaf*=M)@ z-~WaEad@k*;LHx(DfX*>tm$99(g(*^8xEO?(6J-`edq8e(;0%r)K9y7bPMp(VJH}~ z_kXMi&awZ0ArGzQKMR>R(F=o%RPwcRvGZYJ6brLPS&o@Oz2Xm0c`5;bcWOr^xT&eh ziMR(eWwG5U7DJWF5Rs?^QgMcdgq&7A4`kCH4bV;Cing3`V)1=0+)tRZ_n^P>=8v7w z)Rg1(^j?=W`Zs+`Oe&PpLW|6(Q(iT3taRxwS(+>?d6g;UFesbR8-%~ie-)>Z!dWL# zn~h+ER?S@Q3^ zZ3AC2Ry?&RaOo8YhT_QtuRXN7RVt zj}-Zb=6$yA6MeiO;9~dr_<*J!02E!&C6GY}NoyxakHq;tpOCqe&xnS(8LsyGJLdur@kXujxxlLP@!p=dCz^$| z(2=&W)VvURT`h@g*hxf1CB?2?f^jBXQPwY0@X3F!|IgNlzk*%ydzz~B*8?BH@%X(f zd(^iKUqN|GWmL@^M-p1A&ZvaN@j1@E^S#&(@>_)b^?y*nw-1_%fk`j0)^rQ+qLo}< z?PBHJs@AJp(8Agrd;XHswHzhaew5JOO7L?vi1p)1H&>l!*2FHWrg9&}I9Nn{jb&aK zR=?4BK3D=j;Ve(t9}aH)iyT&+eu%Rt8HRx{_dm zXCR!5{Wasv-o(fTn5Uf3uASGZ+Ra}9_RAmer(&k^>-O4V@L=W0r z4V=26usxHWus)lePw^-i3NkZU*?G(`OZqwi{X-;C&x@&eS6Rq{{4+?+bQ3Q094BIq z<$kK?RdZKY=L|ke`k^cnyfx~?jf8LVhs^5le2K0S+)Y~`VcaK&^kS`5@9(%HKotk+ zUB_<}^-qk9e23>o>gupy)wC_SU7|pn3-k@WyI!WK8+O&#_>2EUMZBR#rJc!;+gkJK z1ZxW~FBlDbBI2=JyJc@d2*veHEs(z=sTt0Acx7X8$h8h;N>3%U+>6(ZS?~jNt6OQJ zK{=KKSVLsIX^QExyepr{$n@^MBXGJm`pGrLIe#Hr@EHERp9mT5n9vMx+S zp(xgF^m}_2ZE9Vlc)w#Hv+~1POvn@a#+a{mk!86pCQ^O)@5Pi^ zHamZNy|Cl>(}!|VwFS(=2J$G$^NT8mYkm};ftO+5oUorgzpGnBb4&vYft$p?P7=^d zAX$1|h+TBPf2YUlyI|N)G&caaEVHE_9N4OtYB4riN5T4x59Sx};wc7Dh|MKFBbHPM zetNja5qo#YbOl46Vzc$bCsEiALYt%u&A) zN8t4zwMk(+$KJ(zyL_Xe?9FlV)>ZCKif^A9wcL!VW>q#J z-E>~EoJoyu|2lG1sE1#2c1yF!HF)iCK6(V#gaxkXXU7`Al-A5lhDVbIEURS7=Co7n zdbAvUyxnDiXuG>$y(S7_{&RS#e>)UUV$vY-xoOv0y4^>j2}GnSJBYb5j!R) zu%T3HF>ps!&0($2@}5S+()Ugu!L8b(3p1sTBM8TgH=q?R3Y7D2%JTx~L9+gv?Cl-7 zpPubszp>J-VbyG3UE0=9CH)MaLCTtEcstuTB8) zVxC(39@N|}?7wbMj*yHZxxJE4-v0g;?mk-{QjqAa>&|=XUjZZGS$7&9#P8lWGnnry z*B@qblx(h=SPblawCboId;Q~R>pbT`;nD~E1soBtCrgkc@b+X1?XD|AgwX5^*peyL4Z3-p z`=Pb_d#*JrUoW&^CK{u90=b6Y9J-?rEoDJu^)7BjaDQj*JuYVO{hj9t9S*oPd)sqi zoh<*)*1d(TYkTfQ`}d9lI^kH|+FPV=REASZbGnyirs_f-l10{QIc}A$W?g~CY1Hf8 z8FR^e2aKt0z3op zi8S%GTay=R)>`;lq$tiBfAIQg^6~kJZ7{$h>}q^D0zYTqGPi;6nXT@uv^TS#2_>7? z|KPj7)#?$8ClI+hu)*$P_T5X^pOF4affeTJ%nUJ3!K={rQk{vfm>De-m)^ygdM%bX zYv*|WCGiflmSWaLX06y_OnTT#&87AwMVp`*p1WCnw;j(f4brm`UT^Pct4Xcfy)w01 zKE;VpeZiKxovHmQL=%M=U@656UlDadj*PWpPr_S<;_DnZW5T-6^J9qe#v#fV2 z%JHyIp-JQ zZo)v%i?4wfvQ_i7Gus0@4-s8qOT_sg*XhV>G`aCVHuKW4-okuR=d(9HplF4)5G?GA~47(2dnCQKXp{LZe5b z)gi=OwGR7(R@jPH?a+?5!RHITT)XZw=_h#XujLJ$MBFMcCiv^GkLJNT3~szqdP_M; zmR!maiL7Oiik$8)QVw#wqA#06mK4RP{muE{a4I>4)@=pD{TL%a- zV!Y$8vFzgZ@S2J>_?bd~{UJ~RgPLoU@WhT~8CWbWP_1pTpL}u*6?joV9Z;txb8|t607`bOXn;+Z7qa#kv7|pL4WvdfUv)0$Zrv5Io#*V<@nRw(2FuZSDr2 zsd|lYyeQ5Y<9Pq{`|lm2a4`^~Z!aCi@O>fcMQ@k37ws?Vh`#bd^i?@t(>JGtsz_d% z?Bio7XWJbGmcxHv{KD^;A{%Vg8yyxdtKl3!GDcJ21$YT{NQM8fC?A^K;j+41z`mmI zb1NmvQ#Jq8cjEbg+k}!4%nSqHm*$IGRkl_qI?NJ({O$CS`T$V6xMi!Nv0en(($vV8^S$Me69%5Uc@G*EFk+l$N$XeBGMB2Im z(427{!_$ov)F8NRHC(+r3*`u0e1-?EibxhOL`d*D2qxYG1?>OtwNJ_anPIgYcWv}V;?fe_b5kLBSVZvZx&Y7nQ zB+mO#YFoRPIDZDvegc;p)jMVf8OHtleea(pzaXK#_~zobZ$DVe2a}*~Kh@ycDu6a_ zjYm>{25>AHg4l5vA%5Kqm~>3VZLOP!hD)FOFjUhn-uSQaAmFBgEK=a}Pg07F4OJe>=m z=J)RU!3etcrs!LxW~y|ajBwwd5%Y@YSFcKngTBy3myIsfxP%k)Qlp6}##V$*37> zR`m=h$1p3VNl%v=dm)G@t`p!<^xuVyBrk~j*UKNoUf7$;Z*zQ!z-gwRH17;pUmA^0 zGZ81<1g!wrop~jb*7zayLcIsmf<86fS;{P+B-X`8BO&wGRrR_Jf$Ys@-q^|i!O6}_ z0%CNp@QZ`|W;2SIhWEMm=KQo2drfD>cYcfh+vx?r2dKw*C z0vHQggNhj)G_tg+%C^x<`L0VfT$9LJ$iCFE5x_MM=;yQ_d|KatOU!z@mvUh9a#ZlK zYSP}Gto(K5Q6@CAnr!6`!eljf1rKEq8Pe@Wdo9_;c4moPGFkSOK*3VMTFTba)VR>3 z*g)23aK3ku4S@t)_f;GJmuINR3hee_^(Bzow zH+x1h)i+`|-&5+PDf%SWh>qj;i+uIw+bh)9 z`Bi__NIcIo3T*!wpA*=m0hmDf07VqxpMH@ZrR^e7w~LBdQz$j>%{suAS)f6|AjK)WgEUPK>=thYc>qjibrr_~A>JQj3ibMtrs3 z$Tj6hK+4(1n9$Ttsnc}AU}m5^e+^kAZUVNPipM79x-h#sRELe~fzYa&UxQN5^ZY1o z09z~b2Cb-t%8O;Y2YZfvq z;C@)sDU_h`s?YX1>KbLv?cx-FJdU!j6yu$568`Z0<5y?ZW*fuaJUE!Mdi0 z*e{T?T>hQ2l>CVes-a`cK?!;nR|THb2hqG0+`R%DB~Q^rRy&rk@Sak73lG(YfjiM9 zMvKUSfYt=c?eFw+a&&*t0S4d_c(5F5I%g-a3li*lDpRok?@(b=0#Ih5jjI;_TMP(? zGvXH-adrldh+<9{d9P}kbfo3`pDq#1$_*xn$G8}{_9??PuD}!=A%^Ev}J?DFYUcqR1Bpmft4bbnyMtjEfKw_T7uVVEO*8ni|I2gAi`&LVqbp zeeBEA0Ig#F+8DPEffG3V-*tT2UY`yL_>~Aqi3F9I6)&Z~ayp91;)>ea(`$jqWJ~X5 z$6xv1vhVM^5Da(WRktMM_a{~aaTkdo5m8V;5Gh3vK|(~N!Jtu)21!9cx}+Hp5fv$EkW%TE?g1o5kdhiY1tf=#p?-VR zbB=nycddK>yMNqu)^a(XH8Y=i-<{8X_TImoAp8xqp@*owFb>nQeb}J9`t%j3#c& z);lyu$tWJcJZx%lOSC%-!Vg@bSsyzYp&Mf$6ME_0Tz0wKY1XfY4>EPDbYLLA_3$*| zKsL$W$JWYjT!k@h=HYPyERs`8t4RU3ZDlJR!U}d*tIbd(ukTNnO0>ADVXYsvav6(U zq$O8Pt|X)DbzF{C?3O5PTV7=E_?YI2mU$=>aW|+*rL8f4nPkR0A5S!b?Xvb>8rn4k z`^&&OfJu<2art9;54gQA_o?W>+<$jSJpJcSjgX9lnZd+muwnPLCNqI~ATP3=Xm=+~ zG3ha6#SQjCQKzJs4&~@jlhXE5&h%gT4lD9^&LBa;(qKSQX<0Dn(Y3s^->k=$Ht12+ z=9PtCYs?_l*0+IO!Ari%GU3A<*A9VijANkCij+NOSXixf>4^XlaNA4863Z9MWFc6S z`$DPxIOxqali;~)V>g{uB{R&NV5PNB9AcxdUA9Q7f#UPwPMB)44nF3EJLH4Wb_-L+ zR&IbhVj+->5juTYwQC)%8$U-gb~6CXRQFxpq0pnpn#8K3@fwfLbNd9LWcpn3E)KCD2MBK=QXQvxZ(E{+2qdv}|%Pp}dg-^E-Cz)!R9K z(}wC*TqKS3O+EL!y?;W0GnB-({Z@Xsji7#G=|@| z_%s}LbftdgC}%S*|McXE)!|oXdLt@b%dZ-Vys5SMW&(Jq*ff=0S%HP&Io&X?q9+gIZk~T*^QFzNYis>yx;+{uz(jJD{;N z=OjU?pfi%o;FgsmOo4^fB7Q_hwa-tyx$@wtIZ9X-_+LFRUTU1RmQKt_kf6UJi7EO* zw2Z_9#^ZQG$Lg zV-Q>RYuxyx3TOP(JUXB``(O8gGk$fr_z^L?IftXAM{OI;eTb8)HFGzB2il zQk|NpHUC_tp1@3E$m1rK6fujM`M&(vzmQ80%cuHU7DnaVH*_EywO=SiOR%+BJ|B1* zRbi+Ov5>%2q^iJNX7*0lg9QZW-EChBHZOd^`_`j9SvwAg2OPT~&q)Q;PQrqc>ZFv0 zr#(^9rd4a&{$gy0uCJYYwu@A2mEgWox~p={-JznJXUQDc`8HV7?v8vD(yh9Lz{U@5 zo1-hTGHe}I@*Oj17__f)**b?{WiQ)4^@_ct+7N!@gViOTgYw5s`|_yP;mX@o267<| zdsIztwDStC%BX}F5jY5)NXnOx@h2jF5-|Mek7a5{$yLF@dWZS$@d5d{zhbP!<^joW zPz=EfeER0o=3n04^il?p(2e>L$qp8Z?zb=lUJXx4&JiJ=Q6qqZ3B| z-^SoTE2u4g3OgA0rjpsH4^;B-ewg)3FcT8M=v4(W}*n>ZD62@ zPk;o^FZ7j*#Tkg`pz21++TUutskSnl^Wg=}b(0RpdY9xQ*BW49GiEi{2Y=+MBQu5>^=*tmw_4UrfJ68yR$x* z0+EYYv%xeSmwuhQuhB>D0fsnSILo_mfl2d;LHW+YP&x023yn=(kN~D)k#O zc%KiLD|-ZsWFA+@3hZV+U8T7Gp-qN%ME3sbZ6rE%KG-nSX6$g9sb2Ayz2MlLQoBTL zim%i&0ukp`9-UivxyyRW`FtRS2S+9My{6$Xc|q>P+il@;<-*swZGU%OM;XQ7f(RcB z<=p$N!Xz^G?E38Bb^+dM^BbPaYI?fE%`ork3(U`6iIp$dZ4+Ac3+K>&gK-WJn0*xM zy2xMO$sdF7$#~3ZtpAGrta2X*A~!MGvP>HMf`4RTD*DJkq1D>AFQs&EBR9nc&0Z!& zeEO%o??;fqs0s;09ad4`54$M}cJuOccdZiZck|CTpP!(9D4$gHP_P>o(#YcW4nR@X zAl+No$EEkfgLf6o@ostMXry{4%!zw=P@K}U2vk}MOybOU0{Jt&8DfnP{f=_@b^8Ft^H1xB^d+A}L6)`GXyIAZ~P4u#L> z{>EeB`~Y=Rx3=ClV}~~us)&rTy&NsWB@Wo9ldhwsQ97iW+u?IN(jB~E^|WuwHzH=SoS?Vjn-_}_~Q{2t*?u+!txwtnPj9VXQf)&f&z-qHTXT9Tb*W| zN!Us37L^jbet0FE?XrsLxxz{bflC`^+VdxvnSVc`8$y77`AB9wat;xWhm6{w!LKjp z6c|H?sbvBC*~Ht#{EVg-*#G+GMI!PktZfR{$19|p0&|^yyM*&@9V*euv_+eDfJ-{J(XV~%oc-M~Z5ceI_tX+rqBoct6HLNbV=KR#mlW6j0SuO5Lr`c}@71Z1k;q=^uhLLEva z|7B6$f5P@;1ny{}m@Y~9k9Yle$tZ_2IDLx0u8)EL^TY%0XjNXfgYM{F*qVae$vA~p63AW zXgVI5$n?K|-5s1=Pe{`H<6S>qy1^a2$CQO0`O_QR0BG#+TgCt82mN=Pus;>&MG2xFfLDgO*`-<-#$VAm#-vGfyWp`8;N{DbUx+?0@mc(K7Jy{tL`6L?-?Dc#*bwT10 z6qw!3C>CrK-a=LZxOSK?Q?jZ8bjXz^LlwDCM%SUw(6sl%JL5UY`d@_b5(iwVuk4%E z-?i>XLl(#S@W#RbjElVzA(L?CFdkm^jwHeOc8umc=t!oZ@D$fzy2q*;cvcrKF@v zP=Ykk!$p=u=}@`4vQB-Ah?KScy*N=U!T~FC$^2(|lFU>q^y5IGSqi+DBI#(rFI@O) zN}N%CPi=Dem*WEw0M6&pc{{=_ARu%C0`xW1NM6FSzaUMPN$E}*VRJOEJXHN0-VDLo zJAg9I4ISO>9u_|c8!o-xo_wD@>2LWJwVg+I$M826gOF}Q)^3GH9pX9U$V_t4l`I9v zneuMWbExn_nN-`PSJGBrnhNLER~v%mgykOHlZf3J3|(F0HgRLCS(XCQWOlti_4@y|U zFl5A#|F>J|yQ+^Wfs@gi?S-ur1*-5uEy-Y0g^-oBK-94q>*e z9;ncT0y6r z5e!QR^s^CYf@0Dmvix&YK_g14!Ov`{;8>{qlI@Q=Kp$WZu)ty zPyQf=98G+RGgIpwM4T0G@rfw-l5pG1(siqlKV++yFK_wb3=aH;!g{>r;eAug99rh{ zKJ_D|HbTX_4y$Ww1eCcvO8ZPL9?bVX^~uYe=;XZQwv%jscH^7Wi?=e3+E|omCD{$f z=~&0-0$UpcR-F3AcK=N){R=OR6DLkP?GAJK+Bl+XNRZ zdNQK`ZhQLusIY@}Z6;sdi_3LlHx@F$Tw!yg3esNVQSccZdKk`8_KktZq$BY)Q_|uC zirzW`{90blT$y|VZBwtSbuMYi05*J@cN!~m0hZmBED(dvDO<;+cLD=4(Yw*I3 zY`JK_(r#b&*4rz1xIOid^J7&HWvWvB($gjskXna0QPmTL?#h`hr`x3A43&&zm>cete8?fk z8X8FD5U@rhlT41UhTA@Y;TOeYybaOF!&E!D-%kp9fWUit(`o)hokP1mJh-h5)|w+! z=F|+E-b7r2h;SZOo2t8j{r^hGyP~y9r_v#1; zE+x)9mf_ZM5##pQ=`^v8xL}&G?z|`5xf{hP{GMuOwrBfgzd+4x`_<#5r~ix4r7lBg zT7n+Jl>jCJMHk5*39k1AAQ%t7Vp#ebA`c!#MedZ>krRq=U%rYosEg9o*mi7(VuFM} zOn|^Jc0cQMQPJzmGdv5lOQlLkMARvD-E!43-h6O@jiGWt1#oEE?B__*$=3V`1-W11 z_)9;Vxqdk-oHzPGO(*9;K|YcIl|@t|y2wH^)@3$LA@Ka)c=&`BJB#Je$dwbz21{w% z$6nAAtFs>4T}r+-(R!mrb3LMeL$+S^-n7`U`5|_H0fqi@C01?eSzhiSG1Cc7MK85vnmm}EW&q&D0BeUF1p57Xfa=lcSQE(uvAS)A-J^+XN|Fn883 zDtJVI9~sJk(xRH{#=Jt*Rl~=h*^5iuj$kM$k(cAp*^WBHciVS_Wl#KfM7x*3X4AWd zUH>DPD`5u|pXhzjQ5405dfDhxq8R39!6z@hss>R`DIRwD%<{BeTRiB_N^a+3xVyXX zJs%v7BY(%%o3D}?|KfUxs@tj5esL?A?z7H$Z+z0bVjUNW+`}Hj>LljbYu>Dm-wn|t zy_A-wBnOlBtWENC8sc99wQ5et6Kryr7jX2(E3(klg(Mc7zp{BOC9!~fYvf=*1@5lX zWQUMB=51@NU`o>Mbl!fP*mV3vwUS*zQa$hv$2m_?!B)^NmhCrY*$TiiC$*-)P|Qqj z*8%Bj25i0k(my7MGWg9ehj8yWczlY#ucrKwrARsByxF&pz(dmliME#k7G|_^k+}w? zOw!B86zav6u@V8t4~NiLS05_dUHRM@b-{jM{}zeKgq0^&m;ZKCdQ6$cyD1;C$i0%a zg~%J*v5P^(g4{OKE9#Axrx9si$VTi;?e(^`%hn_?_^l_ZrsMldQbLtbo@%?=Ds%MX zT;l1!fFC!Oaq++K98e5Q00xxvg#NbaH?2%rKPwwYXVE!1m$OS4V)+$|7Opd!+tq4O zD+=B_n)VMDpoqvfX&j1{xU%YOOa_F+rl4!NF=!&@DBu-by!+;>G84?chx5*-Ob^Q- z1_>xOHx`%up|XRNOIpkd=l``lp8Al+trr)=y7u4C1#85ah;O38mg0-y{JsKKjBiP-=2@O$9=N)s|DhF3XSrHY(YyLk|3WnKsrQUrE`<-dpI zzO%p!^=*Ypm-S%wsdGuMt7ml+9kWA1r1scNSB`MKNW*J=X-_lm)-w;i}{w`>XWR*IJ_K->tUF#uF&qjl80;I(?8X?7EpgZIRIXp14;O+j3d) zg}@U3y5(Rha9h*wL|vVc3+i7OS&k?$i&lQ8YFg~o&#bDqfKl}KB6B4si9kN+a|_G5 zcUL1U!!BgLMP~Gbhj1*f$G5q*4Xty| zZzEnGf7kKfC&J%=n*3`T^j(+!|AYKr=l}negOp0EM$XUQ zkT-moXcJi4yY@Ea>cfKz=U>ZKXSGFZPLg*C*V_<77rqYp(m?N~rfUVC(MnGvyIpaU zG(LA#PmqXTma)yN79XweKXU)HRJ}Lf?!JSEkp3((O;_fznR$r{@v4tIl}17BUC;3? zw^EIfM~2&3!e9F5yf=rgLcNMJGSQ6oTWzlkT}p4vr|+Q4sII4SjQpCFRr{Z7E_040 z-q9P0&~;A(K1Gd<`Cv(IoX5U%&YNVhN?@mEcghL2q?y6eK}c^HRbW45ntd@fwa@YX zJCC=e>+QC`>bfm^TUIPfq;%nkbwF;r+(iXs!fdpTYYYDdwA!cw{hmlg?k0hag*6Nu zQWC4SG8nO1koJBMDuc!d=igX(K1_nb-d^d) zciH6Ukg2G$YR{1wjz-wxzRhfeu(BU&J1&LBsgyXgd&A~fV!xZdO~3W;m1}@npW+b` z&F?@;xZWy=A(t)_^C88;mWedTjlV&MM^{=(+-#_^rv$X9xCS-JZF)iDR64+JFV5h4 zvY=&w(c2K}v1JQI18cy&P4hU|pM~Y*8S7Gyx3g7yE_maLn6t2}I7rk=P0Pj`2ExsS z+JP^c)jhyQ%&~v%9~EH1Pk#Aiqyah7A9AerQdstS+Gv!YK-oHN3PgK(n8k1%=gF{V zhsT*~Q44ncn~~)hR?H0`xnXu^LuVI(~O9W-BywI0P z*Q%6>oCmmLqY>NP`+REu!mpO-G{CkWnhf!B;2V2OpHTl{qf9_2_y1~5wD=}x1Q^=2SU>i zMY!nLSHAnhEtPX$KvnG%wEwVJGfb~PR3jlQEvp7rh2=4IwM@-oj->B=@N8hkcuRbN zMnT***fxJwPW%mAwZ80Yu~y8%f(@wCl$Iq+tV z)|_wEWEWmSg^)?+xA6BX~YKFKgZO^>&@?MZU~Vf$V%i5>c*) zM8fIauTl>TT(^3v{`vByc(wh8JB9qGdFLy2o>Q+%=vXCC&PJFTjQHEsxaltk3jO{~ zj!R9Bw{kX*ulnd<&d+{tVZTR%lPI=;>$r*Tzx!uWcHF5!T8QIzpPCbey@Drb_^zxC zLjX_4r3>_-t_o*6=HAOHmhF=#A~h?Va)H4S`OV$0+zk#Uyd^Ml=xw$ z#SQYuH{O4CEX>0vr`V_B0|;nk&#hE}K4&lnN4BzuMkW5cvp|282&AjjT~(ayAC;(b zdglj6sPo7wZ}#<%A7)&-B^j-jya@wbS|he8S% z6gN-D3pwY(!qC}=Y3jM}^KWYwgtGE})2|#ml~w8EJ|YXeL(2@^CdUa0$4m+krf5^& zQ~K+7C*A7#iIw`&QtjoxKaW({$g22)CMPW>%&aov&aP_2&tD#A3=$;w^}9`2D!y@* zavTa({<-yzl2&WCGYen-zmt|3y9V_t!KK(MaH4MdzkcpC*&e&>+#h1H%Q)&={hiYb zxa>VBgsWt0@f*LWQde?tC?ZqGP2=p&(bbKLN+L&%z3Y5vJRq8H$ScIEoO;p)0SMna z+MV~^pZjz5>yL$T>gvF58UGC0*1pX`!=W6Q%VC@g!C1;Ah zU)TPyD@DAlE@5i-VIB~&IcUbQ&+839z_@KfL(Wuphl=%0Fr6_-fLUMl$2nQG_VdFa z(TO!XNQ-Yz>H>IrR?s0+sZ9`5q2%!Q<#2NIRZ#gLGZYf){wSXMxrd;M2=yFgNt<j`&WUnVOy^uq3n*oH60)x@31W_(YC@-t>D#@%r`-(bXb zfm;Wv0n@HhLh)5j?j-jsS2bT6pgk=H@X#&QBV-$b92-@V<2DyKe`rG^h1Aq7n&Q8A zDy|s6HeL0(zCVav`~=30gEw-eHG={n!iB6NWN7h$RJOwPL^Jb|!-FxLjaK^t9lgdP zxz+}v!_JW(hcQso+-oCP_2Exm4w!J7+S70R?51Diu~5Q8*#@}xLHgI-@7gzW@pbcd z-Q)b^%0HAb?egmmPXu%uWrFiQ4St-x>u&3JR0EVxx?F&cPVw8-r;)TrYDytP=Yl#amWd5NsszG2An;| zCd;18K6k_3ZD8U}RJf0N5}1O{oEk7g7~Rx|mi-u^p;%!X=Fvc9%;#HrA`m!Zj3HF;VXv z5ULpZC>&@8j0dyT!f|x~h?&ppkKo+%JH1a(T$=@oX)k9yev~j&QCy(8#@7GDT)AAV zfXTP^ccmg3;#4n0_qP)45P2@%y75416pOWOVrgAx5jrDKk>{|71^jQi;u?h7%x^c5 zJBy#~{qx#9!|ZDPdD9zf2n3xMRyS8ZbIw6`#WC#{=DWT2SZG{$jW}{l#(Qt?q`R;i zG`Ppkg>K^lg4P*aERDKe6*`}5g>C|9Ss~sXn+83YJNI}N1Z-xKB4*3xvhDEFywWaB zFa&!J#7_d?YKnt>+C1o*y5k_a)$-UG7>OC7x;{k|4V(Lte8?`&=Axdz!1gxf-{JUv3*(WkdUmt>~AvdaPjCY~1QF&<}Bd_dVo8ojI?tqX&b% z7>^x}mG;{tGtl`;sLefZXNl(C8PdC1hM(kwT87TCMCg3rRsIU#@EZ&d!!FkJ=87(2 zJxnI7>7aa^+Nxq~H@onmL5(}Jq|6w?WT9xZy<#S-c-S^OBAi%w?H#6bfsv{WNWkkDYC5|t6@8lzY2u8nZ3;sy9ViD3?J_>pZfJ|7%K}iXPrDq zju15gb8W<8VKdl&XtZ#6r5_Uo;JL1GjEzes+t(lUZI}icTzV3fRV|X!OhrEBs=0MT zy20&z?1(=m0GNGV=Sg|v)kAaZ-Sk&5JYraHfCz3ti^`rP*bVyUbk85zMMBn4ZWo{V zVe1fzF7AGR{PC_TIXCt~oS>V^!C z7r&d|DsY+n3VE6V(9!Nx!XuyB*@bk#4zK3p-`EwSg6O)UC*^>uDxmHTpDW!Z{_s}` zP|u$a7l~8g+O+V@kI7J+vF%n-6K}q1GoAqu`6`jna0OdxyJg;CrD1^qeH$XDMotYX zVAKv+-9&8pQ)~WZY0v(to8skw{_+yJtez)+lzRMg&fx%MHKOEP?eTGTkNyG@`(fuH zJA68E))5*odh=RVlZ6HQG(dayl3HGgr&5^kR z2fK7Tr)g#5-JmNbK-_(g_V~pUJ?DF9ci8T=J^yH44oaXY(jtlIRxO zC5`F;d|iAmgW6R(kKN^WHwdZCD0+i+^P=aWeY0n6hJGekmV;v{#z_BqkfMUS=rdiC z1;>~8gU?bP#d|*VN0hq@LHp|V5#J*Ndhwj)MTh@>O5}=Y%CQ^VWgB?PTQ2vEz+_rD zr_gx3&S(2b-RWyDdte6#o$!7eAszcAZAjsO7a1xOJ}6q9ni@|+w0P`@md0otzLvNQ z#W}MY({Q$nt?Jb!8Qv!2cl-I>9{9;899agSo6 z2pcHOl6wgN{J3J>kUj87=>K|@kfJrO$5+?Sd+uTzsX#>f|}mM;$hpM)i7 z)yJDwvza-dWiwARX7lWd>QhjUa?lYPvMDk&1pN@Ah7z$=zA|$cSs~@S^ ze2UtI@-U7la0^fMIlfb`Kb7m7X+J9NTZX-I&P7|iPI0?OTA>Vc+xNrfeBZ?3V~0Z) zu8<9$`sBb#G_u@6aq$Hv+0b{*i>Mj~53su4vb`d1>dVeiEIu_xN6~D^Ta*>M;oe?5 zt5<%xFTf>yMRW9lMPYqA1Wa}g(L_176ZPINQS*+if2bxQYRc7dmL`(?Q6iGhkPYHr>ZtsFu%|rd&bsB6^Sp@>)*75jrLr~ zHW2LSYt^k;VOMW)PzUbHgG*JK;Xw@%?1M*-SOYb@xi9KsmhJ*__yS&srYxEt1uE&>)WVZzD^j9v<1iIJviJE`|EXj%It+jF|PrK|U#P=>3>M zo5PVT7?^TX<@0*nUR?3e@>9=fRpj1qA?EjWysw!XJz7$Z66a!Z# zvW>8ucl@w0Wpb$8V}INDQzx3>cy)E6G-n1yyPXPEV9M-#kOk_wH^W=keREBaI zsY_pWgs{sz{TX`q82{4)3w%!6d0Yk)j6xcEb^w;$=Ik?Wqhol@izC*oS^rIK;4oA~ zKC@~602x6swG)HC6>&-7eXodM562E2)qY=*Sq0)nhE{3b>J5_eB7zWMp$nMXmyhkZ zUQsu4($n3tZ<_rA#FQ+p(hkB)98EkIjqd#%lJ=U>^C3qa3(Q2{!dUG%3V9fluVd<^ zhEyUk7OHYrr^yy}E!`a1?odI&aQAJ>5|?Tu&X?(l)WNWvB_u!{wa!kot3J)lQ=5gT zEZ4u`FBBXydh`$#hc`1XdU!-`*Hv$Qz|b@^Uz{PiFXxMcy_J zJ#QUNG}nv2>mmxk5q4+ffbLkUI#8U+mQD}eWW$Vqt90FL!dqZ-YU===dnRt&5sqg2 zauGZ~44V8p|H%jw4>KFNI;T#o+^=x5$v*c%?U; zPDv*VHJMN#$q%&S&9+4I3a*nBbyI8&EV7Q>^mXv6qi`pn4BedRWG?vpAW`qyz=;Nj zA)+G;{Weq7$klgL&j}_cwO<<4khh5*RAh>TvsK|=yT9|41=H&N<>{w=%)vfq!R3IV zZy!b@I^{8>tZfd<`PBX!$|kZD1qQq%Uh8bBZW+3eRUX7w3VMcTT_VA+s6X_#^x&Qak;M=u)GERtbvItd9 zx3TM9wWt`sdb6N!eO-h(4j(_Ja+xsSduGR&R^WK%)#gia$_4xlZ8GRDT(F`Eh#ipw z5YXgKtw)7!I{LZvv<si)Yig8i)Cw&&8*`Gi# z&ez*N^g40<49)DT%h{PZg)QqWQ=g4RR-;%jJTbkLg1!wxuO9YXT5c%;;+wU7ze&nn z6Uymj4dYlICJi$u$AU5K9c+nc^J8J5@t4Ia(5WQ8F6pr*Y5yLTDz=<_frw{wg2w+@ zaWV}ISM44c-Y8;`4up+FQ=wl+q_FP8t8r>VoHE%q3XU;${QdPbKCT*eet{ml?_DH& zlIsdN<4E+8l0LNa`po6olQ3&5O=q(VeIgwty!i4$z!^V_K{5zK+i$*CSKeK8tkSe7 z_#$B+jcg6{mYUamX|}iIOy)C{D`*np=yJWa(v`#)(62n-x)7BB}VBsYf zeMk(78aISPiFA9M-@JtfO~Y^TUetzIoXXw(WxRN>yW7p1<#qO4!Dpkd3K_d^f7T^- zlNib=7m3(d7UDf-&|zoHcYXun+%z!i(=`E+(2aNl5ok6-HZJmIkb8Xft_wYl+`R8} zrqh1FP-=86zvyOZo7#X?6~ppX8CQZq1qmJI8&Cc^g!lQT9v9{KT2L=XtEZaRqn3q1}2eYCOM7S$>Ac$NTOMq#?QeP80qF@eiDg z6E<$e@a^+fZMT>R(%0XblM*uvJ~ZsO|m7I!{b{(T`H|Z?*r>p z@PP08jiR$sXaz_m4UpHQRcgz*S`8@(y%%VSE}XweYVcgvPkKJH({JY%(*}FJ*=_pO zl0a|1g~K6IuS^_LO#`)?7aXqI#Z=wRyVW&!mE-~!Tf;k++}j<{Q^jo&P$#FAds$8C zx#L9(=8c7l)z)sN2(7D=`C{dfwSlgK6G!a$gV`7w1s&F?ITj`==d>|r=dowjLD!D! zl3d_VMIfl`1B!L&nRBgTO6h&7?sjNu)lQrhRa$vaZiPW$Tr+r)%l=AborXGovjpRKO`)qwoys1=kAz3^ zGyS4dUbOPnSL`K3Ed6S1Z}B}ec4N?`@3W3-J+VV=8$%E|b@@9UpN8c-r>32uH`kfQ zmun*Kj4t^}rq-&9`~_5LSP&S>wewazD;b_ zD@=^6ms;db_Mq&;0nCQ0ZV`~7R!NIdKPm^nz!#|M9Z{f`D6W$Ua% zN{K+IDQI*@WUC*IRK=+GgpTY^@p@@5>Kms(VqWTQ0uXo>N5#@ds_E(_`j!b2l3L$p z<7gpm3fV!20SkKu86^fP4u`MNX*gEUdh0WVexl?0FyH$48QIw=$a*L9&=baSx1&(B<^p_~gi$h!h>w3c)Z1AQ-=OtPEyGk?79X?L?W#0_-C#Mbh z-Wg?s+*%pX=zJ0#98*6`U!E-Hqy4u5s`gR>Mdb+4!PZ-!D)i{ME>O{O!t_5@yO`-A_L9%XPzn0r!ooR+biu`(WK?~#5&Ra7cj?)-)EIM^YO zZiCF<>a?y<`}8)~h!29uKFcbeH>kP?SydoB;nFRq43cL=*)B3=!?;q$!!ENUDC%{;&dJhi#676hK`r8tI6<3vC%Qma<#ea0`Vn6@7SR_tud#lYPERI|50OMR7w^tfZ*KaDxa-pJWNOC^gx?a% z%`rxa#EI6ENw%b)&T+)K8QInUd#yM?JYk6|vDIl=-+ZuK7lt?PljJD84&5;~^!N$c zjD&3X`L{EnspqFtfxo=g)YDk(<*gVk6MiOY z-6yd$N@o5z8PR_9iWmK^UK6pQ-Q6e-UnYGUt9fiss1&1?MPav*kU8Tzk2F{AhaG_Q zv*rq`lB~16mlSv@sz%_r?8|$DE>heg@o3#Tz93R8dT0J@?|j*YH>cY>m;KdvQK!82o<3afhZ89{n$*}d9Ivk}g{8l-HmLh&B_Bwv| zD|0stJQ7jAvEQBJp7csP{k@;eJT=<3D=AfW{EjP^>wE)+QGQtOBv-IdG^yQt4Mx$3 zKA1PCOKVei%09o>nTw*OO_f3**D6hi8XJj1Fm8yyH)dSpVRBFw`udtzWx#UhrPpQLihApFSRfDtJ5hY|{e}&SmNzoK z*6J)ePJNWrkk2MLaOXC9ZtT(IX~E|$j~A?pEp*8mVs~oenSyI3?w_4-+F5WszDP^I z{pm$Un}@sj$LTqUv2F&tbs|5nnRt9a({u~{{un)R@Ek*wV@6id z8=KUIC=~CY_3gsOi_yme(EA$?-zEEj9{} zV!8&71RI?p=V=e+Wkb5l*$M}R84Nrz@#jv5J53}5! zZA8(${(ja?AqAn_0S#ncxYM}Pbe_}rTGVw*eQ1(t;pxUQ<&=7}(|EdmD*bP&@?n-J)7A%(dtpd|+Tz-oQU`rq*PBj_?Go>$1*wd(i@-(H zWnT_TRJ#uh_Hvia(n}) zw60MauBbnv|F6t;)JB6Zn@tRnOK0#b)xJLBw(63Sxs^$6{$VUr+C71^1i8PSqvnB4 z@etr!gXv^S!sDj`BkcnULf9Chm>lv=WzgUtKfPMzZ7T6WAO`8nIPT2bo|>~e->PL- zwau1GWXTwe3P^9sewdGFt(TjR&JcB7EHyqY?UH1e?c6ES1NH-1!{HXh=LBFpWu;2| zG|G*6gT1Q|`L)7?Gc}Hd%C5t?qR%K=1-LR6!pXT_x*(W^?3C^mI|uNqN7v{_mlF<`ugZXg zt=L{br(BWkQ5BRq(xp_j5bNCpoI~IWRoIp|Sw1u6a#9qcvV|0&fKy-!Sr+?@k+x$O z)Z}A1hnXE}Ok`Yd%C6>LJY|}8abs^*tt!1o-N64QJrdiUqZ*XSqh^9>=p7bMof}Ve zteBuxVY7|TVtY}C^e(x+#ud1u{<70gX`b;h0BC4JrdmRG1!hw3Hi)5F%5U*lNHT%h z>;%adj3niztrFG+BzkI=Mc%n-R5D1JqC8q$0~T{5r*5FVeY83BiJ~B-&25l-pq=fZ zV9dh2Q7`uhhRABiL<_v2bx=RusFon(ibnOC*k;onG8Rz%AxedmCtIh#OOvkbg*2hy z&(R$yq5WzCk$d%p*JbicvSOc5iqa34I(5bPpba*wU=m3|Hg+vVv~qtFnxME#BvBj< zT*du}myGjL1r``nm#tHh${vn`HcG>`UEFdJ(;a+z|4L5h%oU&2!nt)*zFe!0ows#J z4sIP<2xL#HcjHrlR_HTstiw#vROc^~r4}r8WIHYn^Ap>4*~Vic<5v>m3L|8NY`O+X z*Xn6|-Et_QWDCC)6i~7qLp?KBPNk zgSB1fA@}oC(bVIb@X09396t4*+lKzkbjH^gb2)=$RW&UNYkDicGI3JP%Uw6UVL?01-gB`FsHpBvNt2I z=CMERp;NV~2=PlCWrBk(&2Vl`CHJJ3(Za*ZgaCnbm|tOFL>n^sy0`cwPHSx9fv!}| zaB~ZXbYxeoyke!09Ja1KvCenh$H~S5+iWbNWRY7>q1520tgk!2yVaEar`tdkhW+&9Zo zVXjBnb2(h|&kH5n8Sh8*8Af!+bCaf)U7WPatq<=G5X>%VXj6f3gG9w+UCl#9t?$7L z+Vozk!o)Ra_hwj1dP{pwwl#Vq00HGNiS;+=isUJb86C8FET{;X@i37tjlUrm+!ohx z9J0><^Pjcl%P@X+H4-J1ESDT$3*0uf3QcAy1#iaT;Z3GfoX4BBv4bKFC4whGL?h^U zbLE9>>M7m8+5VJQt+wv}2l9F(t8#Q4#s+2UfC1VR2?wVsmUoBou$T#jWrX|d4SF}u zvTyHaCpkTwznl-3h1=J+gTaSA2w(4`%(0IZ6+{zOw1{k;hrBY94c6iSXzko-#H*{O z0U(p2**#DW_ngK>*`^8p*V7M#Bl;i;Q=raOm`s{MYlc|bd8LV^X?BjR&A^GvU7O( zJVjNVTs#+Xts&02Tb6uDxs+RLHow+yY@$p3BBY|cLOy<4QZN^z6pvLdgxs@r>r{jG z%Y4Y+gIAL)d)Gh(&dguyLkkgCTbq+!AKBk1M*HaJUg2oM#dbY7?W(xR;6$Bdra!{BdD91x#I1|?Zr@J-X5UKN|A&3ckP*uL zj5BUl5jorYnt-{e3)$?G?qJJA|FLdFVZCTI8YAVHQrY+&De!?Y9PEI5Jyh1x5?Y=; zdwKjZRB3noQnH-hgKb6I*?;%K-4x%WFZK+_-=i;9!bF*Qvx8+l5sF<@-M2h-{jF$N z*t_0i3aII&H)^@EEr5lp6jK$p@8Tke#nS0Gmu0(oCrYA;2wDA+DC0Pd`Vw*Hp8Pl! zZKx6E3uwD7*L$IL*VENbIGl(!JKxHZ5~GL_Ic>Pw!kZIv--s1w5P?jRBeD_{*roka z6scofgP-qG=-B2XgPXBbh@H(quTNj4maBV3>;0VU#2a315Xn^pPLYZap6pV3EK_#F z0Dh5)-u=CigFQXtwpfS$H0)PqQ4O^3vr=fpDA>nHo%6}{c@{R-p>yd>&JciQ-Th`c z!l^xmHR6nZ*L^P0?~W2={7oWc-Q(Q5zp>n_y+D7kOiy4>c{MjDkpBY><#@%sA!mlj zvX6Y%RIc7U4A6H;Zv_Rps{QT99^k*s`J3!H75x!lLJKg}d>w(%dR9JuyP1mJ z3Yy4feRX&B3&A&>a8Q_eDpH~TzH+I;ta!`7o~!9 znu6?7)68P6Jjz{WFGk-HTm#{{*XDb1o0a1HZmsBU?b~53qgtP|+|L7XFw1?uV6x>q9CFy4C!2TNo?|EYUF3w96VQRT8|7cW?%BX)JI zkvU!{NhiXYYjzMbp#_6<=Q2`6_h!6`Up-5U4CD?21g+S#L6~&7Jd_WmpE7i?6?l-E zfeNr}v9zpR81QL%Q8~%p?ZX^%PiHf?@i3!+Hhmp8}8AM8$dU!YrlX`(XW zLfhtacN=gDm8{%`vz@ao;T0NhdU-qTOe!?cbLf(h55hC0t8m{%E=ykYLe^0h5lwCG z8+P5kIt6=ghrKDYwd(p%hJM z`DhFd8V57&PPT)M{98NcMZ)5RW$dl`j-6MvFPY`&RhH{GxDlo_IQSK?Rje;tG-s{3 z{xS}NWiI?K{MEOP;&7z%*lFQklmPJPP|ER+_6Tk3g;^tuL~-$QdQHUpU3-P;1%*!^pKOAqk1=nUAp(QHA+uP4TGW zX^C+q*Xev5I@f)OfaV@EcRj;~EJx|X4}#KbOu@DcjjT=3NP18FsS4xq>yx4ftDgRslD+w}MAwYK`&7PIvo3!K`Lk280#8}gf4))yBR zP0v;x>>OmoZPlGfx#laXTpwANeal~s&CQHiUcBQLqdZUfWAVx{?Uxcv$DTD(8OLxf zA?NetRW+^lp4J%qZ2lki-aD!Ztcw>N9T61;lq%JNA{~_8t$;KIq<2QDfb<#=73m-% zy{hyUkWL_Uq9R3FLX8jsfzUgl+!K@;nBlH_|G4YDb>CyHZ+(kFa&pQ(yZrV(zm2kj zO=XVK_G7$l&fzY(fZmHFxgoTldBI%>$sCd&U6($t>1%O2aY0ZNsCL<`$cn!jrWGH0 zEX1NaJu99tOB9pgF0C!ufE>kz8fM2p|A93R@TS=FX<(^GJm`qCwAT5yG`JATrZYMO z%3~jbl(Fk0ILh7(i3j}+>vQoTk&KADb(HmP^&I2Q~7I3*Z~5xaD88$5NUtr!5d zR}J_~)5?QeASBEh8$niWEeUIgyvZt`j_ccM+z|ZPK&7Wt3G7z9?M8^lBGx<+qIxyM z1CN%3UH-7>;892xI1HykOAai)EAzAjc7CZfR_P6j%93(e6D@8%EN1kuA4rtMh^9nE z9TqmYlsnOE?Xi%g2WiHPKASR$7&WoGViO$G*E|_oO(oJ?B+FjmvRcO|K4LQ0znUKc zdD0sP!5T4&Oy&H_A39cg1jVAL7~R|LKt$xy@_p@Uf{!6p{ZhA^wwT&51GNl9WO{W> zIdE9xilca7I|7mit%t834PD((bnETN0rcx7=Kx9NM5@OyctCws314KFD4l6{ylchBPea$7(PYRsf(0 zN@nrC{=L6+VZe&TmquD^ZG2|U;g%eeX2YdW{AvnyZx5ydph!3>5-p!&E3XT}IgSG?CE+7Dmb?wnidM+!woEmgfhZ{dhISd>IE!J;sMq8{?0hr=DFD9 z-q9$XF$3%?7nFg|nL#$nnyHUXoDR1fm}nYmqes`t$J&`C&cmKe3qI~;|I1LXVlMet z%vQz#s-#WZB(R+$nByZmlkaiENC*g=+Vv+_7!L=ax%brD9jlJu6*7C|G<8F-CrM<~WyO zB=E&?9J4_^ICnjF$z}#uiN;k<;4@08qD{OrIx+ZIe;uR)SF=N%>0k@^yw_5JY=Mzg z1?6U7{E0r9YH(2-$L$hv?nRr+Y);<-5?hO#%p!$4I$gGLXo)K}!qY=@DW~g3Kr%m9 zcg|n!w1;RPXU;=|&Q0M7dl$|r*UcCvfXvvXRW{kaARAlyz_66QUSW~A&^%culN2^c z2!ak;4=Yj7h#^b;LFSI{<~4E&pK76G%jaq|ZbwtW0<9zeeJ`1V>hKBt+$u6(=G@i! zilK8S<7q)X!*|3Sf!&<fKEAMSa?Uyk+UuQtF-SJ%FA>kNIX1S@J71^P4k|P>i4FmD2N$^1MB_V*C31G>M9KYSA zQtT5l>%5g1O{rfPLXV)=RROs-B#Gl0Y}3c4jTkekL{otZOe=7yqRmSNbcJk#rIggZ z&JERfJv5$6NL=sS&T$-cNz)k9Exmimf=U0*d1in~CW@|oR?Ia#D+{~RF2$64XPoW4 zDZsH#6Pd84F1|~8_*i&T+#rbG{wTZ_`I!x z#LXwYmHACOa-Yx?`gS!_thiJCuojGl=VGR1*h$Y7@K~ zi2fL6O;-Z?JOz`%x*J@&mtr3L66~r$){?4i9Uuv~sRYa<-=EK=r`x6SOdm0cFEPiOBV_YYtt# z9yHo>Ie{K{=+9X&*FQt@K)w={&!1o!bG?I#T~4%z?pI03*AMtih{o4?xQwSB_Bs>5 zcZLN)kP^5ugXzf+F|v1|Oke^K&uSA(0?GlO4v|m>=qxZS25(&G5&>?5JkM1F!J?3K z&Tpy&94Z+c%R+pagA-9y@L@kTh~9EQ>Q6pB=e1a zfS^O|?!5k6X}MM4^-gjQ#3_vdKWLnhf!KHU|d{CEW z@(^c^mO1Gs0I8Hx<8t}T2@<@fzVUOQh^7yp7M*$7g+0~V>4<Z{ReVvbckzzOuj# zpA*aV$^Y>Esb76oDY1ZvA8{1}GR8QLtMtM-ebs6Gu3TD#*}4nh*nWgBQ3_mOKbO5V zYQ2@}!Ex@r#H<&|S9R-teEQP>8K!@6%mW*>nkqnl-BMQ!1d6!|LL+a5&vH=G03h|P zA+p70tU>NLB(W)UmTo0B1bAsLm=Z@J7@CjxY@^*3#~#|W`pT`BWD4mmpya~LD*yI( zaa@IQx0~UDM_3%AO`x=uzm7L%i_bkiWb$d?KuV;purq_-=JmW*eOY!Q8T$ow#F8 zu+CXbT*z1hzz40d)uP&sl_ZT~sV=XA>{!H`fCevan@XaX;zTY?1>{?Ru8Kqn zLQEjR0zpoAfh76Hi4Y2wR0|rpgMb@En85Fwicfh ztuySW+**(_Tk=X~)TV=Wu72D}W3K-5c1yPuT`E(HXh*>t=V6ubhjYv690`J5*�d zbRbo_F;l1GNqA0?ToEg*)`|BGy;4~6qUP#TScaANr62zA8b2EF2368|{1PR5{r07s z?2c{fpa#Ho%{Tw)kI`7`+>oN7SG1}jE? zqVknNw=8g~P>-rdMR%_M1Z5<;GYXV`K6Ygh)EgUP640=Fpq@-mHTKCznW7fq$+x_E zugm9rkSM>aa30~&PseGWaNCw-M4{!6S~5|Hf<*nqQo+5W^4L)dk?p&;CQALT7eLZi zKjIAuhxCH(ney{gSlV)S;LMJOpFvbx=_%pTNt zdFnyY;33b_CeMBC550c9kP4})_rYwuDvUB?URZY|yed3BqMqtPq)jFguL0mywV+4Jth$JF@0(9OvIu6I;dI!Zaro-s6Qup5(%AFC(p zI8#PU_AC9>q%A3G6HSs7qPVX@lIYTfeCwN0l_z&$y6U`YB`x2D>OZ%2Du3SXQv*Z; zcQ+s6fhIM;T$SkccjU9m2)0O$V0ZRj4dkSX+H#P;XLOBQH-AzZ+axgR zDz`iBb4O(jF17&hRtoq2`hWkr_7teARkxnGx4R3o5<4>x z8jDi~0E(`1nrc8qCxgw{@M_m9|5dT|t^-j@Ree6rORVC|}SEdRM@E_lue>jf~| z_%(nqXgh#}G1sce+^bzdNa57K*rLREF)`%#mgbp*ugvYm>_Yz4namdwN+*Ic820HL z$?c;6_!V%t^Y==Kk0Q104bbn_)HWt*r@LaRJ{R5w-2K+DCf8?B-R<)A1mD~P{0 z9n?$5X9AzB6fI!0E2-72m%vO|ufHzeU95U4sF`ZA|L*?e*LPgVdFE```wnTd`;|Mp zc8&BkO6^$+>+Tl*BN<-VKzje8ciG(Cr`=-)!u){qLV~(gD#5-_{UCddinRW^6!p&- zyZeK-70)3 z*uVbyf9tsSeCz=`U})xvKK}bO_fDW4NKz`jEB&wf>D}W#dc+Sxpq>f1kN@?}q@P&9 zP~D+O>phFuz4asDAV!Qe_k1zH7{$R*YmM3=2P}h}2y~#9OFgo8KEKBDDg;BB`RF3{ zeJV*((opY6MCJj@_;?C%dOQ4Biru%nJA+A<0eL8krrh_b*NR{$I1ke3fMqlQc_0rn z`_IxZNFIvTzs2Fgp=ce7)*dZ!sI?BY)*f+qc4!a}4dNb~ap-Fu`dWL$;mFZLU+aGr zwe9hy4}GmeUu%zXJ@mB>eXTv>aOi6tf)9H!i$h=Q|7Kt7T#~WqZY{v?OMZxP9m1!3 z;mSk!^bncfh28eyW1}QWQbpdgdvzTk zb~E)FLMJjVHsL%sVW!1hpBd=~G|&8d(fARRPHZ$yt|SyB4*RjBdMO-GVE>cpLITQ9 z=E}ZLOLKB>;1(|A&mbh$W#kvC5(;nHUK-d}v;V7z{?AvDeGo=oCKSt%ANGc>m&el73%l*RgXa zq_MKxpUS28{~G_L`byya&Q*%egxy{J=T9UVz*wS2IcdLd&#!fH!=Kf|=cWpo_GY+$ zFZo{etvKG>IUn|Y;Md<>1&0+E)plgxLN9oMv5vjS4mjuo6nUg3N;jwWy*v0dxgTK5 zzTW6|-M@Ye5qPkUR*>CyT)%L(!wviY*M`k*_rOTFVF4els})^+UP_*NeeBjXuQshe z&fa;=;2JrYO!bg_Zj+pX;@GkAN}2FW^1?^oNkLMv^zqJhT53J5#B?M3m0VdHo&HUW@-s zl8iLHKpzcyI#FMi3jX>MurWMb#P--F#C^CIjkV6aG^l&kfbY#lG6_2SW&`%71<}V7of$TOA8yPD-~0{mF*k2m@gQ2I0;$iE zfR1d7GiV8Zz|MN`1cKC(GLU46kma6LKmsx^{Hc(^)<7%sN@~pTIa&6zfTL}#HbESX zVU~{}Cz05A`ZYmJMA&IM4yoM&O~EiL#6^+xxlZPMxa~u{Ao4gkaeE*zgNF`HC}ySQUh<|gt2?_$mdw2;rXB~UTeoR;M4RcpO(#0gX-FRy6D4R zxCE$*LaR(2CpuXa#MgctJpE(8_mA8>1pmfQSFRv$3N(I@O>Vf3XOGT?uTK!Ut-FVK z0`f+~+3z)LrQJDN2z+Y@mxM4%0B#A< z1B|8gQTfUQ=eY(d1n6XQ7IZgx?14ho7K4sBm!|=<3|)ca7u)xIeaCAYxY1nQ44c`{d{0? zR336sL5Kj?o;(AdN9GUvv$Z&EwSp&_{%ICev{*Ml0gVAvNkM=MNmM~_=%uC`w2btZ zCE9a#l50e~ORk1x1h{U%aEJnomSgLUFu)}_+$@03UUlKAfoCYE-OH41iQ>8Jvpz9= z#B^l)GtbdIW+Wy?vho=2+ysf|YTYVeX;%9%1NhSzK-)q4hF1SG%PB<3X}VMe4Q|S@ z&KNw4=)WeB$Gx)@Fon@aMw>sv6v0w*)1$TwUqHr>hA}G!FHiMxebxG$|KFP?FNqiQ zCJq!5^mG-RD(oO9=*NSG*@pB zOo*b8V2M%O2Dg&86Wr%N^DSSS>W*}rVx!aQcprurd%!vn1?|ewD*4%0Vr`E_<$qaf z=WD<9h8)Z0J{K!!W0=fbnVfbnjer$skU-ECS%NVvH#9fp08zWZZS7UA>#JNDEbs)C zM}7S-=|#{HNmbpz+jOwPW%@g|r@&}+c4*BcV>Hq+WwO6)L0cp-7YDd1#%K(-w>FJF zUx|zxlkBK{^X|6Ks9UmI8jWE9C5NGI4SX>#f3a|4F?rlRBdn99mQ;2pLIa3 zV@uE4bs98R=rZj{l_#)W*T_7ZDvSmK&e+6W@Ku{xAM`YJff!^4EKMT0kPV|q@y*2! zXFzCcOK&+6t`_V#)!VS~9OAuhk{O)>{_oo(E9;86d;NfUsjS8E3rpHpC=t=-0%%Pv z2&jI)X!prFz*VaHj6%dd>MSh-zKRAw3(|^3f*z>u?o0Z5nSH4isWFD;p!;g8M;Bsg z38^P_oilq(ZUwaJd~!F4C+CQ~9iLTy>Cc`5lkCFw`*zw!?+7Q4?UD8qZ}TMM332>` z&KT$A9+Mk2p;8RzL1Xar+PQC1j1A!0hUw7?KGhf9-dJ$)LR|Erd!r|-*W2Flp@XXU z3kT$;9AX)brWbVf^1XV%GD3|f-1n%=(>HEQx;Y2!73zQMCR#Vhel55KHeO~1L zII)5P{GRid-rdTA>Z5I&IH*A1*%r(ouu6t_KGXJ+MU|;V`>DU8Jhs679rfm^0*rg} zHf9f7fb3BLI~r5R9ApC8m$n2vQId5)gFa(SK3777Mx!=*CAQ{5DxR4G61FC!G*J?3 z2|2OoV%zO3_H6T2rxJ#Jwt7c(bQVkMAjyav(!tmQ?KJh|gIWE>fDjW;5itx@ar6g| z$XW}Qdet%rn4Ha0ms+b$yh^OLQ4pVDTD)V-i)&(7HiAJV`5ar>B7{n!oI^QiN^+gQ z=dUn-MhQTIG6y7AHNz&AF_qA83Xl#`AiC7@xVmJO|KK7Z1EfOZf*Z4SW7H-WlcVUA zrntJO*$8ofPqGqEurf-mT<)kDt0BZ5WgfmCL73z-y%CII0S%-$g3n>nh{A;VVFRJkDFx1@ok`4Ndpyj7_tXvKR zw_HXE82k0=BlUu1aK}{X)J`m?5Qgdiw%bt34R_e;tCk0S+5tMcu)8j63nPuf9+?9N%XP5q!2uep0ykKs-|H!G=7 zY09kN%mcQf>}t5V$^dM|cc{*1ghtmK-;Mz9c5MrbJ;1&X;Pfwy)y|wuA=Ka~`=P{R z-uY=m(;SeusD?k)>$RBympVONXL+Ja#Q1Ae!k>_gU=33+?ToFciPsq^G$s=rfIgj0 z&tvVehh+nWS|A{I5ZErqubn@N-vHk*bOF*a{mfg~VjZGcw+1K<`L@}``q>DsC=V2o zVr4CETUTu^Z!D;UU^`68R@W!z%5t^R2T~V6Bl?(-XstZx_weWL<1~q$TN-dD^LSwg ze|!(3IS=)~z<&&|*HsR@E3%j(Bo=xFGA^&^p|CB_0g>6lFm6Xx^=|==i5A$@BjV*0 zBL+9@9B3j^G9QVkrE0X_0E~|`<1$>~B{7M5c~IMDTo5xky~YmZqK-@NK+o)KnX0p= z4~UwpD~?ULUQ`&-*VC+cLz$l(L0Ob6to!bfN1NKI@p#~|y1e@ej1v8ygv4KcC@6iB z2}I1kNgMc-EfxU&g^Ln`>_xYvt$%z9T{G*?$SE7u%wK5Pc3WQtO_7HI6JU0!=TKZ> z+Z7H486tTF&`a5${-@FakM}9%(mW$Xu+Y;eO~`Sa((H70LCY5hWTD6)kYcTG+lv>9 zRLJB-CQ_Jv)JT?7VkW_PL^8HT+|8-)TF5#6J<#d_hF4G zs_IUt3YP%9T481A4);(^_e#;DG7rl*zUm{fagh+&-unq~-Lp!FvK9G}F*kZs>8j5? z%fFRp-I@N-1~eBQF)BtG2A}|W6x;eDU~WSI=Pk}Nk-;~dA@EUR4ZJXQ0r;^^7aI#< z`V)5V#Ad7ibn&U-ZBe1!9GLM?yMl_m6f&K8)u*Q`d_z4+noJE6#P^3A8{z>uGp;4^5X>D(j9oJ%-MDXV2Hhf=epS;QI5O zv|^(W=s~&AVVX&ZJ4F@-e;RWB#?_h5$b`W+Te0wGX!X^L zH%^V1kiSddxy=EAVN~RAr3Lzi(*jC6&+yzha6x$tYF}zo$q|XLmfVtm8t>5UhbIUF zfkqges;onuik(~y>f`EsP}3kQd)%!)K{Fcq3$7!K(?E`rlUirCyipT(yizYv*cZf^h*_kfxg zgk#);pqVBe==7y?no(SobtW(JD8!6M-kdqX*^ob-0h{GMkZ*(-^%nSirRxEp@0A!M zcxYCmthvey_L;_x#%)A(ZG6!CX_6xSzx-r?Mqh=Ma|fC57X!i)sk)uKKNrS-2V=hVN@*ijE$w=Yo?Jx|kRn|2>wVc9i z3!04#xCE>N-^q(z^bs>;O+nEm0qFPnh-L3d@`RsCn@y%hv43Ik9RmKfWqIjG9V$uF zNZqqCf+HQPL06X6_oRbaq7fp~rI!cY7nLaxnTSUa4yNIw4~t^#Zu8@p|$cm$r@YAvNO%%Jz%K_)Ejw+S=PyiH;L z7?{IgG6lhRr=H?te#1=p6q-jPgx(bV)al}v0hNwbKZx$vj_77|tCo87-sGHOQd4F- zhB~#>a_h|Xu1TfY99LO~GL;avW5iVU2snrdM38J2=Ho}e|8)3@CTig09cfahzNLth zGhiR7>qVQtVA+V=(o)XjqIbfB7Cr@!tTG&9CXxvz7YjgO$BMkhruQMQ(H>Bt1pueJ z$_CgW|9?&kZ-=abnv!?x%@r$Jd@KYxE7#YX258(I=1ZXK~sIAN3jV5@DiS zQvy&JQGB?8`rC_b0t-`_k#(p7yp0@=KJw>YqYIJ0S3V8_@3=px4Cde z-fg{8%V+3?dAU?%IK-Yl(X|9hJ_tCZPF{{!S-y@!SzUP!vClBj1KFV+yU-{fkz;u9&Um#}5_a$^lAmdqv!Eg!XJz?5)z&qd$9xOmEWZY|!TUW$vT^ zfgz^#VQ@7qhQf`|fSeHD2iSc}Lz6oUzDS`t6!3VxQeRKmeUj$J--GP_APG6uxpXV8 z_tdf&IMA||D09DzRCQ%G_H_*dZ;D~S&1N$Q;p(ClKY>SsokTmx-s_C|_338W5EyvnvDz$tNac+ZYLnqwn z0QPfMQGD&M4bYf580g+cU_i7mFDV&5K02{XVg4F8K!JExZMgMwf`NQ%I8{v35iqNJ zK{OQjZiU6tu>$0^fo5v8g(3##U}hlln@BS=@*$U&TSDA&1FbYMpew~$ESuw-IH`XW zqhuIqI#OS6sL6PJJ|dy*4W$>*iQ@U~_t_p}f%w;w=|yN5M+;)}>N4e|*J~r;t0`Ae zNT$K8XCl;Ax8Xk_(Y?h@~)O#rlFI~b&AH)#$0a~LxM5VyzABqsQa z*$mhBr`>#Ud<2R29^QQ_Br?b>Q?>FYP#EW{fgj(vP|mk22)nl=Np9zMXw|^$HBJoS z$&CT1YVq}A9K)+{2LDH>&$$oOVztiLf|l+!fP{8zk{qmo=7(VbN5r2`yR?Lvr{p3h zoHF?C2nJ0iq-b+8>lvyuKa5Ta%gN_K4F*N0_a|`h>Z{Fu$9o3S)E-El8$J<&ptFcChd0ZSHWdbaf@NA)Mjc+OE zlhY#7xc@SL4v`+{ywv8wx-%&)lbzy+sy|vJSo012H4prlCp2AppN;+ZOE_05Ew*1%qvSvdmf$d9cX*r^^dvXNrvUPO)u) z6Z+y%-5H{{H6QuyxzP6 zgE)6pTydTvkz)I;=-T1XMFMUPf0@3nG^7$hW&A2YS3IM7-=X}P<1E~z4&vLO1#z=h z9q^^5DHNMn`k{FXdh3@G65?|Hd&Gd9ZwF$DR->N*$o8iI^Y+?kpgt<@6V8-kTAU|y z1dNKhj@N^h4Vo#$E};F=kGo6-#?8UL)-TL}E7zjvl)KS6RVxFQ^8^66f?UEZotLyq ztmpyewU4igFyr zW2sL--y6H{sYQ6G+UYI_N7wNV;YO7@y6bNc%{{u0*`^-RZ)7%7U*-H}TWEqi}F z`j&@T^A8ZHhu7I;RIZK2+5k{_R1+h^9IrA-rlo9|_cRQ6Vmu<*74xk5pkt(J*$TeX zFP%ERU$~Lqm55IgvV2{Oi@(Q3ABv^YXpGPm0|ND*#Y$-XP{$OH6yF zry2E@k~oEc-|XR=y?LhJMp6GJ!Iz?hsK!WsUTQH{`^Blgk}r(}cC>D;4^a5T2IGkc zbAO_CB@UaPZSTGnSshTx0K#bA~LQazGM9t53algPe-eWH;hN^lJK#cpsh=D)*9RszOEWoWP=Vc=P?HqP_oy7$7n~mZq6|h8 z9g~OdIon;JrxVY8x%6eq_<+&AXoAtQ(-g<{eJ&~C*fHG1$zIES8}Q3Nds_fT8xeI| zKd27o|F(@2`%q4`TMKaXa1(cq`%wCJ?#cf{*H+)_1!P1>wDJJDT*)MUf{3Z2ucBN6 z=06ZcE+WWF{{@dElLGPT#d+R7exF*JkWX4)88Z$`RfvtBwz{ZL+3ZDofYra|0!qj3 zd-&VG-uLNWg7Eo7I&;KVm7gc}MJ{jis@-2e*mCl;Pde!#56}>#>9SrcKBrqF_1e4z zC;S|QXmj^?KD*zOR0!rR>*lc-y!)FS{c``dz7;xg43*z{E3Q3?yK+~F?b>GWeQl(G zQkM5+x!ax~W_M$*DIQs>pN|vRzn@;~6r|WJJ!_}`=2b2{hybI#9Vr~=-M7k}@AEo- z_JQIPQb&P(R>JE#8K~?jIN71|?>HK)h`G7~T*G-yLUnhM*wq9%oWQsXiGyszhHQ zc&{arGy>YyBKwAg_P*`?rIO7bf_h@jdV7`wzAZ>Q>EeXn4U?8Y8%$Mj27sEIC^_CQ z7{(hm2A-e$hDfY`=@<6?ZUE)C4{jwt^Z!EPtB=CZNAbGYx{I0F;tK+MOU%eDdkcdf zCVE6bOVra8^0lFl-^)*SQ;f+0@I;((;Zfk$aFg_k&d14f`SvSTkAgGA8(8XBdZ_do z(-J)y@F6T`02hN8jEe$Vv1Pomo?SIsM>60Pg0e$Qy_b*W4_G9Q=7+etZ}g1ujArG# z$i)jg`aX7D{Is1j$Qn|4yN~}{h7p2Vz`!t&ZplV2o}Z()#DcbI8GAl}tD7YTz(Gb; zZxAMW!G7QL+(QxF?;xt6?{C8#?E+1{2%!JM@J{n0#L77+1|qRB zV{lt7)S7Pc=cm{Ap5W-k3#hTFU5fv`Cbim~fW{Cs78M!!@n3TsaGd;EekXFn_0-$S*$GcfCpt0Qvuff# z+vqlYbBl1T%HqsVMhTI1U-eX}6}n+J>rZW^Be`yvjO_}Q5l}2yZcA4@qnqFRg{|c* z6Yb_mR4E4T*^sj$`d}oEVtp}~VW7P61{XX=Pp?y7@6>SR`e>ic6o*qijFC9Q77EUf zQfk9_2HXA)f}=seHzQ&ZN&u`bDj9q@(og*MD(e71B7+25a?~2 z6*`9Tqf*!^rzf}<&F^K$8th8vUwQUZlng9L5|6~&O!(!uO#I1O`<&&i)1<^qfQ5DC z4b=&l`^E<9@_V!`gmsfaO`z$GDQ|o^&`Y1#kYp2m=V71r8hx%@U2^rISqbISI_otChPO)z{dg{x{ z_}B-`23xM*nBJQ8*4lQw`;#Zd-(FD!-5N@44kn)5Hsa^Qc&=$hm!DBt=#x;%n!-(meUY*Q#|4xcvNrc1oqzTOZ~d*f zd)3A#_8iKt;~A4IdAk!N2$uOQC}XYitOg%jO$3_ptd>z>dLs3*PQ<0q4;A;?hne<# z9ErOL1$T6%UCijiQg_Qx$xSWm^JY?IcARAseets~d;!e@J>2|^r8l?Mj1(ovUg)`B zAtWTsEik5YLfv%nsVWTXA0QEv2L!9ayFl} zwdiIiWJGEiNxJiGO_q+mLl}OVJ-ddY_bj{%?qEXxs$sz0-kUS?wAR6%Vp}T2OP1v| zu5&NskB?S=kDaMv^sK@Ro|^1X6cy(0bJjmiKlgBB&N{MwHbgww(j(7|u526bB2d+d zDD3z?)3T`*NWbj>M<%=|4%l=;UlDe|zP|mkwQ627&T&+4zLmJgWCdk}n6kY#+Y_nl zr?^0)KyFyBFRqT=4r#oL?2i&SCOZENVi;*z zoLSle?Bj4FUSka|NW!PN6a`s5Rx5)(0K@U9anSNJr%n4=pT>0y=y?vU!cSf>Cvoa? zCOY;mgW+6L?oMAG`bf<@jtKrD@-wGu^qJt0?`^}L1hM(0G{r;)5-}mcE!)rGYb!9z zl@EfZ(1C?XDm^zN(e=fGd?oYe>?c(e#U)~Kv55?f=sx{Qx^6iLpb-Tk(# zc?BE3_{gIs%#04E#QqeTy$?C3+*bl5;^OssJwxJ+pf~#vlQR`+`Az-H;D-9llsMVz zy63Zwi7nL1&P^6<#pto|qXdi^1F5eMf1noFn#6lBi`YSq89_B_TwwGK%r|C2L?UMe zJ9;eYg(sbebwL*$jG~)&nF~O+oD~!0&huqd3sH(9L+R=^Ya_O%(~6!jUSLnyeP$H| z=fD5#gQ>wyPIU!QFWH>-m>a>Tr0hYF$ZE|!+8?+s@-|u6c1ktc=tW}I{KM5cE`{Kr zZY}0UPqB-fu%T4vS-&*4qn?!!(;AN>tLRJCZ_*W`bzKB%@EKzmqkFO;qMp2TW2^ei z@CXu}4f6QBqm9chybODMh5Kp%d9)w9*Sgnj{T+_K4a6S?OLWcTehA^WP9?h1M!HlF zDpBMUM6Xy?V5UpQbKMr4m7YHNUT%Sq-G+R)^s@+U^}?`9$I&0u*N+$}Nl#T-SCUnU zjXkFp*_!Hiik7z*eIS zvN%{BCuN~2lKPg%aIA_gZ>`~<-@!leZ>|1LCB_Ww1 zV)VE!l#R_dK7k+kkBH@f^DrVXaE?TDe#XCVrgDK8cnDc{p^qc|tYq!|C^}FFf-diiZ8ACvDnvVU0jJhP2-E z)Hr*o-vP$hP~$ekFx6Webw1}Ly!hH};^rpv| z(=6Po?4jT7!G-tiyzY{cVzrKmrX7Hen6e%{lTVtKfucDGo@l)K`#2t-LV}wG z7}OsVmQ37)l7qtBa3rhapw{cM-X|ZHFus2-2c;#r0V&!Vb-!PZB;oH#zmLk{2PuBu zNXJ&#=x85iO>GNTWi@(+sAKzU%XXwD*z|UX!L{#og4_O+!Liq2Y7{)p zvS~nDHxq7+rXdiie7Q5;)9<4*$@~e0yYz% zE4va{x7>Fl!EHPoe}|1=j8>F{GX+u=bIUNB#xkmVK8{nvokk&nA>wOHxf?jkwbc#< zL1EQ#qyYYrNyz|CQrn?p3axM_g{RfhczM79fpQwVIXCJyL$u7-ED;mDsg#=2hQJOWo>JtAek5 zx1Lji$a2bTucxjHhsT^x!Gchqb(ssce3Snh+_JAssnE3Nx^S@t)wb*K=hePP$T5tE z$Kuf3hh~8w@NP;qP7UO<%bEYh*WZ8&;t zc*V0)aJzyZ)I1?``rk}3Ck6$RydnuRDua^DncJN#6l0no@WM$KF!I#&yU+98z zs#}jeE55hm{qJP@*4t3?S4Nj(p0)SLdOZJIc&;1%r`Nb<8iU=PC;8)z zLi(zpI-jp!s`?H}$F{==d*bF~69xF4d)TL){dTi|$3) zU@#wPt^5fSoy!g5!ksX(c1s`-V|(s3o<#1uF~!1M?`n~&d$!HZ^XIJKVj*aZ3SSlR5M`n#FN5?p);X7kfSLyb}Nm3wSoB zvd350m2UaFNf!ZxPoag``^@dPXWoW7M)N*FT@1+WUxZUdTBp?=!YgF^X=f^^kZ4z_ zWKwP3fYr}OaE+XOPbk21w*>1pHiG5^*J%lxMi;8PUlZcf*rpbXd+yPW{((l4U9HEw zNDSzkcDb;PMZl)WanskY86&WzYXE*|6xlw{BVt=>ov7m!7{1QQ2r40SY!!r|D1E)& zq3QL$8Q;Dc2shdj_^*vgmc{;7vW`Iy89ixM#5YXwP6CB>K`n&xFKoEepK`E?c#n3T z{QFfD!%HRTpc`DJO!qv6uIjC%zgP}9)2(~M=Nux4mT}v418p-?7c!POm5<@Ksb+xP z1>Vd2Oh>TCirBof_R|pu3W)G}(xxFk#4-46?Ic6TV4~x!(U9wbM^Vz~9Guzv3Zxo@ zSg2k4DpwFiB?HkA7&}~@t^#S5-}vm&2T-Xsw+7lqhl<=un@_pg~RJ%pWY`^8o0HZ*E!Yx7PQzyjM`m@+>!gDH7jjFl z5)LV?KGDrV>7&5|IJ}=3D53pShPbOa$J!e=BV-B_)DO`C(Uju?y_Bb5coDw+pV zwIvM9VUEqrWyK#uSiJwXJuM>Tvpkh`dM2z@3XvkvPp&AoGAufpqVc4%XJxnzvJ#k5 z&dGxYovfK_!gnPYzkS@+M{2}pNDq+jW20Wx)d5*&hshBm#1@8|T&OCbjh;F-R^?K?EKkG3RecE=-L9ie z>KwX#$w)*5UG244efmfFmdUZO*;)!HHuo!Z zb3NH;p4g8=voPH@{s*q-C)e;YZi~W6Z1!o;CJKVEG%A@Y@tc-)Y#wW|{z`Og=EB~6 z?|cpvKF5XfV|(1Z-xBWC$caA-8d%2MUKsp0ZUzv0{87+hWsexZk8JPO0u(BTh+UtV zUS9UOZTMBq2;8WMd|UL0QMd=&9dKJ&e-hQ?0mzxsYz)={z(_YcMx;zVHv1L$4%&n)^RUojCuy+P;es6&NynZ~pLaESdfc2iohS}FR zp&JoD+lA086|%YhNHoOSYmgz_2`06G%~DD53%#jQ-nS? z%(xN}mGwFB{0&e;DiP!)PIqp+!d?NIFt8vPIsUEEP@KvUPGx$I?#>?M((4icWc**+ z(Hw9nsZ97oiFpIfKPXI*`+Yw|Hj|B59V6J7`$ELGm|Ebg{?3?z6{_?;7T;A*W_nr+ z5_LYGp8e%Y*BAkaIv>p@c2ELTe<%K_IX>C=kN*4TO0&PgyQ{Rad0bQaD>Zp%@w5m8 zF)v1&W5?o;!Z>;yyn>zfJHc;*f!vLM^-kDxyLY{{YZ^QL+ed2Q1B!y4Rf`e;D~D2l z4jI(kHy2Pndkh!TqD{+kz_z{L2~WPoJ6!tjKZ4vdE8cnW*GFR%8`=k84dcuV^qXo} zD&V16JRlO-TO0*!tsTf>FAVMpe*Qi>eK>xbOyKdh{{_pyZ?5cwK{BBFnXI*v^h4F^ zCE(-IqtQ<{e-_y**1+Gm`~2LWKw`ox%0KsB*xmj5Un-!+~D7|Lkr${nvmi(iGs+roP3H)_@ zJEVn9ACN)+!^`Caxt1b1cA_U zH;4!d{rju`{y~!CBsq*UEy8N%`T+{)#M{uF5#iTk{?gfJ(!Ac|&1era0yy=Rh^r&h7Z z)KrV`@@JkR5$mVN^=^aY1>f5W+yQp{+HEgGs^Pao4;-TZHpc(_;B}Y$T5*DUW(~Xt z?ZT^dC$jOWt7eqgI80y9MM^5K<`cby$<_+rJ_bqJknKQWl^{ zh)Ab_C?P5(4I*9AxlO=8DT78Bp>%gol#m>~5n}?je@ zd)s|q*O{O5yv|RG!~B4AGj_M@({%aDR~*&zrzX9As(n@!)3MPe;iAHbvp30G>B^1I zBDV*mw*Aw0k}675w+?7X9v&4rIRmBcnq+>!ud>m1W(SR&pOIaOSoS>4kt;Q z<$eg(*(E&oMikFKxAGU7!-g?5{7m8%05RKhK5W+>F`GaRC1yLhAs_Zv%KFPigBsnN zT)qK|0;lbe*ya3mcyK)4_nI-u^p2mjho8V`ol(wkzEh5bX{4kJ*649dBWwHt@+LNc z6(zTG3kuokB}9;ao{$QNJ88)(#51CM!IlkPHtdXe1J1fP(AediMo7+fX3qKM@ zg1PF{HQ$8Eh|=VVCEdeE3)QtIkyhcyWSnZQ8xp2_?MP6ugT99(jxA=pFTSt(feDxA zM2$F`ghFfwi!6?UV{-OL^wZGY!Uu9SC{~*3s%kK(3GRDWesarBIB55>Ks1ar&W>-` zMM#TEmpZVLCGq9mR^8&0+P2iaps_=Gz^w5`@=!Pkk4^T6@#OSZmN%LrPIAf`&9LD!KD&Vu#M=!6n%o0)Ko2~7FXhL+h(;KXj ztLowqPdXPXaj~HPoagEmYBZ$Vyjf}bDCanlJ*W0N%Akv(&!PZn1-ovQJQn8b`+Z4r zDcY)u2#1QJV8R=?BCnBk6jqsB2RWUWYVp*H>>&_%x2N$vD4Sn?ZPP{nui^Ti=ig5? zd6p7RubfIS-a}o_fUE{&JoD$!640*=o4ePWo0qyxrq1ToxFOLK%JI!vr0s@JEt(T8 ztR|uHT;BYL_9I{>(0e%;SmU9vG%lRM+ZTfe1;*-zc1}btmV%fb9uImVPUH!V=+?Mi zg6m14J<&%MT4mN)08}SB{_R-mcrv->xH+Fjt8o5cx~Ht$q*QmFLp%-lz(@cjA3-qV zAQD$oUDJ;`4?5j@orsAt{8@KYdb`hSCDikAzj0fGs|2K4)f7@vb!cM?hib+N4#_oz zaB|0Uc-fC83#WJsU@Qtxl?*l&whU!AN@!YXZ4n;(oNC~NZK>xVe8@`GHs|Gr5uEI^ z4X1Sy=s*RNK0A1im9hT#%aDCMefv+q<#(hFhAdI^Sg8P?4y(G7S3@2f!6bmbIHB$J zyWNF1iToG@xy8yH+e?lxG03zE_gb7%O|b|*xkXTyLYH4*C}v3d3JE16Y3l37r@YJp zB@TCKn+C^_#fsY0F4XS|cKCVpb#VbT*LUOy+vQ_=S@P6WvXKH6)W1yd(+ z*}-9AX{K-_)TrjBEjcb4yMo*tRMMSf;4W?3SZ@9h7PMydbaLZIFS6Me(CKq7*|7KWAZT$ohN=B(sz zandr*JrSET#mI?y&|9q=?$`~<%^S0gs3shq*(mT8lQ=2S!wPqkZ^yec6`M-XvjNyjPs@Q?z2sARQ?y}=zO4|zA8 z6l1C}mi84A+-~xa_0d~!u77Dp#H8_!40i-Ek?K~siRbm*bx;Og#Y$v;CXjN#6v~r|uQl>e)uxZlxqa532Mof3AxPlm{ z($2Ov{)Wx&O+yA9gZrJdX)cv-TMOb+bRcAwWT zu|8Q^YYyb=E@WqFFt%1>7q*=jT17auGV3=>rd zO0j4=2@vacFT3vrF=BR>Ii;;Cu6{Z_2+miK9UDJUciS9vx-O^_Hg7@io%Gn)8Fn^n zCqX1dGN1UYoOPLEthh6XQu7eSoPK<0^h~0UX? zW-`rn#C0l1&v_WZ6^=FbFgnVp?HDMouYhmwLpZ^uI#n5p$bN%IoL8B#G)xQ*%Nq;h zWKL&Ajw{yl*8N$N=Mdp1EzCT|rhxFs9^vuzS30smS}m-1?i4F;fGPWFS%kzh&Tu27 zcDo)`lU1~h^Eq(UlkL6Z@NikNW-HV14)HKosI#HKXyMIJ$8b5a%g)AEyQzw44UZx5 zU2Ng2Tf{PltdF{20)i4S&C(!jDB^zgVi6rcL+p9sDYvV;jLydHVpbX_Jb#)F3nOc< z3DwQ}?+gWk(BbGVLP2*&&V?{Y7KUDVig_b1h$G4;NIHIPkX&wO7|*N6(nKFx2;wXc z8wCQ@D_kptSlcOOy+vk;YD3hm?>3JIDI~yQq_xQDrqh=R*)EHHHofEF(b!Yd7#{+M zF+$FdEa{S;kYW@+uso9O)F9qWw#`e6PW17^6@QCjQP6$?Uhm z`Z|A9W0V+yZ9wdq@1djUQ*@n*vQBt%`Jy;To`?Q*q?HUn(8-?1~6 zC-BW=n}q@`D~@Q{cpB10W-t&+Ne79?U|G==7EQ$uzo^9A&$5oiT8 zVTM$&RLs?B3YS2UW?{(r+$c;5xo`Fip0!!T2;b|iu$wa#NU}O%D6z#b*|vKHZM8@o zAk}s0D&!w=f%Ene7h?Q}#;aAehc-$kIbbM5{BWU>e%5HblO&PUxVAMXYT@yg=MnYEKfCz)t516X@i{>L6&iGezWkF0Y)HmIha`GJv^bxCR+hulh-2%R0 zO(r#dO4@Or19=mCTw8XlOFoM$#_Gfs8dT%+{aEYK}?NDjDO$H|1gvuUbLJ@}W zgEbJQ=7|IMnf^(uKty zUe&DKT>1O4=eFF5ot%OO2&Dz?_7m1+a6=Ij`tjys3j()%+PQUuA*9~Jw7#ye4()3i zM@g=0&!>buPy=NrV zcc7K4Tnm_@!mFR|e#XGKdorXL)_cWGtO#;PHjaF}qIuI2W|X1#b1gM40mro%V=DxZZaQl(?F@le6^vjyVN>~3;B_44>758R`T zV!ML6hlMvzqo;1lr2g2wsod{8^T+{RjEyo7FG3g##h{?O_(h{gA4GrPkI1zL>#epc z_bhnsF_{>Uhf;;k^UnWlR4v0z&=4yK+=P4da6r9rc8w7bl%uxLY> zXs#7j?-x9s*~I=i;tEvOVQ4v8{|MJY4KH`XyIwK0)ttEZ>XBN*Gv&v5g3^l`87_I` zJes@amct7{d@ak=tS#@axu?y}WK6Ekcg0TWV=I5C@~Crc9)6Mdk$$(+JLMJ|H5Ka_ zbaSNtJ}SC1&;IKV7lRk^Ojt8*(wRNqrn|+q->I4Tn>2dbYeveU=)%w{Mj+oW@X!VX zVOe{6ZF6MNb@vN7)2}7Pk?7P5tFX*@dyi=!gxD4?&xVVh46*Ghj`uG zA3FHjdyrDM53zbm(#yTFjp6JlXy^Upup?fd?nd2$3C1~cqdf$MJr^`9!>iET)e@Ph zVWHUdtbDB-Uzqnh1w!CqF*(lIU2Dc=Btdk;i zFV9T3WBEiuj@T~RnPyxKz4>BZ-18-Om{3CMh1bW27D|UaP^}9x4jE&}E#`=`4z^Zu zz2UZk)wT=p-7ze4+w>)~fXxlpM>IrPksh_eM8&p7p9l9%4QzpJ3h{u zbTvs$V79GqXkBXScPm?uwmJXNU!k~%qx?R`vdW9}(ijO>#)fg3wh8TS>5Ac2V@V@9 zwn~tJ%ooE@vXqPAWSo1+`qy)4R!H7lMsF|oz)sq>oV;tiNRJ;rOFJ(jD+Z;RlHKyw-l& zOlF$TVTy};^5VssymPB*h?Z-MIdhZ7?lMzR3DxVj+wwe&f<3dW@B5OmXTvNoQ3`81 z&Bhzeque#=8=+h;hf_P*KJ(Gt@&k_j7@4E{#-5)09I(cWTVvyCZaLw4%6)|c-?EY;31kCeEy4W7W6VZ^h%qF2`qEX=Am@;Q^Kg6 zL%|r&?28EGW!0CgvI|_3Omw9blguvRG}{Ry56;Uy_)5J$OvZHQ@R5YoTqA^UeYDTn zQnJ|MX`F#{3c~o(PX%Js{8f*Q8ziT%Zq=CoAge0jRD9jBIEKv( zb&owc0?AXZ05;?vX{}UrX94}X97PJ4%w8XRHs&GmfsDFWdO7k)S1Ma@RAvY3?pYa) z07zbava%JsE6#6Zq;cErBe~YsZP0!i|MEuwL}r8I{;VaZLxL2kDpMu)`2L~or)gJb zd#ZS@7B`o%ORDrnk?h-cMLYwFKB=-N8Lx8PbVzz{3V+4wc0$0?Qitn`Sy~;@A$xHU z93sruds7>s&5iO^c0w5U)iH{`yBd|zi@xO1 zk5#oq4<6t);=q2$Mi^>|zH|!@u=*f$mTCDQ-Gn(<3dj$tUSExqigP6^v6>shp zV=^h88KJJ>)HpnE3ZF=xR=cG6oiLnfysnU83ZL)X;Fd~L@ZjuffgxvcTMQJgmV1eE z>3DI+(niBTh;E*-=1Ud4lvSWeF@3C_=^NJXf^fCj0}1p^xQXD|)qbm1L*lbadX8(* z;u;l}mi&}T*NYEskoB4#G0`znOkh|UrW$5q$(u}44x3*aT$P5kz@qAMVT;{mfv*;( zL3nccHlx<^PUQi&-abg}3vy1RW|imtjzbnD)9`QnqZy$_ghjjjtS9fN_Rn$3LwneG zKMo_Z`JtMzK7^a%b$mFbABJNDlaG2cdFr|D)`+T-qKr-!f5b&EZpmk!3J zM#6^6G$V(%UM<$m4eL48PAQ1OCuAHesk}>`Mv!wN@`5My#pj#c9XYMzn>zI}jG8sj zgZm`f-QjG#srT;F?Wg84cxH+9$}H{o4AC!x}_S!(SU44=srq{_qaG#Zx zTEkSF_1ED+PrtTayS$3p4U8+tv4)bSXr~EfVeX?kNS#o@+b<8f;{@WJ5c-C_v?S#D zq*~hWj7K-gUyR6>NBXLu9g6cnU{$t89k`MV@6^jTuP;6@uc=U$!w63Tt@HvO#PIB1 zVGiAyABB`1^YYtw=-hutLEs~b5yzH1WJPiUAx84t`Shw$dMHG6d)I2qhl4iu0j|pT z5(Yh~S_WGTH=zsjas&=Y_C39|jlW`ELR>%<2hMPK!cPnVJNrC#ekoRYIx zW93?p((Fv-;M;FFFY829M$O!5U|teOmwPu0MLJJmbTSBw!-=f-M!Hm%B;)) zGfuBm$S)q|=0l^1-w1tmW}KBT-xhsR%Pc|iF`g{e%gxHt>4foK03H@!70fT_a%3Yn z;hNf(Yt4zQyceK-XQK*##kwR-fYeepxf7@4zspJQP>}DPpBzU}Mbi=u4+IKNFFk0F z3A+RN5s_L|`d}brHX_v)l29{~eznroy2UF1l3cZP5l1ec#oy%buBdh0_!+1=jrN^% z4up{626W?TN~yHvpZ<(FguwPVvUk-a>(`omgC4zvp0@sQiD;XLt52-AdfYrPE^V&LF$qdo${^!h7N!Lar|S}v76q({q8ue;fX;=^;`$a z_-GLUv0Hc3sSIyZPOyJS$$?7YAPNqRt5lTZMHX2!dDvzWvUQ#g69yCrGwUafa8+M` zH+|uRtxQ$$SU|Pob!M{R188;Lk!fNsY&cN=UgDOng40Oab!O8Y{9y{6IF zRSC3&IuKmlW;uB7Ms%6~_+g1-mvl~h3EIOkCAK?f}3eCk6b1~l^QK_Z7k zYvkfVhZvdBRPhJEE`K$7W(tpmrJUX~k2!Yx z%P_6;IW^kE$2Y+VpB&4M5wf{jmD}u-uTX(K4aO~{e=Ilwm@1#iK#!=+Nu03F;7_yb zE(C4~BY20Ab$LFA=$*!u$s&p*geJ6KxyR zw>&$o!jHG1Lj&_|t!2mRiXBkjy|Gn9eC2^K-T>Jihna%#R!wy4iOVNU;k;VpZ*id>5WJ5131LSL;^1=m zm4f>{0W8_;X5_K5k@nGq1W|{VZu{LiuHH7;E$BHpEajAPweBsiVkBcV<3KI7eM;pW%UqWQK{0Stq&w=3(=W@B%;_z5n@N;xGT_D1IxImqvPv!BjE z<|SMqAQJ?Euk5)_Kq#&B~(iJfMt8} z`hePw+Cdk~4|a-$Rv!p`g@xn;V_}W$n*_hX(;Lka!K^(vqEQsSTK6lqpPpQurN=^7-81NWgxEmnwj_Mz%U7ErfuJ? z1Z6CfxsjXp#WQ;#8;VaZvoDM;vhA+8uEHddSG?HRrW=tz@Tx4Y5=PdSRHA2YK*2om zSx-ml(*v^ zY)e8aXzg5|lvqjC^z++$F_^lIZId z%^a?<1ZA0&%nCI;Xqib|PueUFU*mu<68Ur!1{8 zzbYTnOL5$$YOVsiU0dw4o<*MC6AF%ovCkCi&ge+$PE?v8&ShhW zo*gzJS;?N>bUt62L+CU&qBmQ9CZ1f^EPe1;RgqmmK5%z){X@_F1B{K;qIHBn-OD6M zulF;?L(30lM_o)IjAkW$dd+NIjCVW|PYM<7vnqorv*@S2k%eshE z)pK7$)4Q|Fx3Gbs7;BJHyZgg~F-L|yvmOp7itl?8wQMw$VYnRdhUIcp*}_ovG10n# zm$kGfG(}1sHXd2DECmR%>eR~@=NHgzGR*~dmEX!ZP52ZDNfQ}0Ce${m^#^SQJHXnp z>0E-R2Ym@h2(1`&@kTDT7CER3P=O7np67a}uloAu5-baEY_Cnc^f^1Zy1fvd5Lf!- zMU>;9(51AOWwtp}?paa<1(yM;^^e!uc4hNi?IHz@yJ(Jlkfr+u6M@uitHnB$6F=R} zMJjAPI_R=F^AT&|fT>hYxP7k#p-G8Xb4@f#{J#P*%QpPrF|><3Ymo2!8P#8L+kz*E zRl~BWOrF_lrcX(sdI5x$BgEt?!E?99yj68)C$6U^U|A_pc4S+`{h?{inW^02p>={; z=tn8+ZpRhX&*u(`;Tg!L)sCkRd~<`0%F)u36;wa0yc+srX9r=WZI3J(?(ZB4ty-W8(#!M zm3D06X$N2Her}lrf(goUJ(35a&nfHiP{C;jBcaoQFf&C6CBSU4HA+(>m99R39k3S7ti31n5M=lZnyB<)+sFlHh_a7z$y$5v03xI8 z`^h)VU`!i9d$^-#iqy;?xmmtTO+4JeT}{X|M(yvUO+PSkl~ElwR1qd`vywMFB~E%} z*Yu{}BLSO_l`4-NG%_Y91-gnCC=+ZprsP}xuJ8iG4+EFx~ZM# z-Puq4#ENS=St2ynbYgWeamPWHeL~)ECt`GAM58)9;qcn7X!4N6p~>#G{TQ5Dd3f~_ zX4&~*CO0R*u)LiIBpil59p_O&#{nu#RC}ywEt=u~5FNi?qO;|5x=c`jeAdCWogUsZ6(JcB;?KO$K-$D4FaVbe)s4j2l?k)JzvP_HdLCWhl)vFybD_ z8UNUEQ6P`biK~mZkM-orF<)-pPf;}yu!^P+7K*{QZI>P04f;Is*lldk-Jyaun9lj) znE7(eZ$tbadzD!XV792zOigWw{uYvY^IIHN3(;(~v5Ged?Vgbe{z&*_&K;Uvled2% zj^B7h(qFu#y{X@I?S#Y7YWc9U>J;+xN%!o`TmG_+>n>Ujruafzo?x5p!25Z8kRy2^ z5@Yf=AmQ0u%X8uJ)sNs|@s8|e8*Ru)iQ(X6+fVc_!-*Tp2GdwE>`?4Xfc_0%Ogt&3 z%ctConQF(#PH$B`QYb>XwE9TVt6^EY62Gfkv{QA)W%?boVI^>sI$N5oydEZQ4U4Hh zEn)SpNqDn!!AbWRTp-J&G+<6Qn<XeP6W{q%9TBRQHZfdQN8f zge7M2*hy4%+%QPK11-%pIsXNFS~VfZLP-b>f{>(i9Wbuur9Kezg)1SwWf z6NQYbKFRrR%%BS=JYH7Y5Bf!%y-Cvu@Pb=S46H)dghhZO%uFWY6%wQ-$lP1) zXp8ZN*A`6|I!+}G>NdV%!BwQpyAT$Qd_w|h83#o=4J%#v!89unztt#jjy>L9#v{l> z5=&_scrv$G@spMm_xXWAWSU>xHJcka=7W2ydCo62Z!v{uPbwiUOS`O;Jd}%8%X}!C z9wS0B>6%=4%oQi^Hy-i0@y%y}*Gs5{QT(i<)a+( zX07`TQW|`68K9s9*z*m`OKJN6u|Mxf?OJH62ic$~Quo5#nX< zKK`uoZX`8$Y`Y_V1E0So6SpFTobxJ~P(0*}_q|MTn~#k>+aY#bxU*R01OJP0-z990 zdT_^UTc?5aT|I8lR>C&pW5|h8ivIHgn&7wx=-!Pf})(L$D@>6^wo8C zsJyEa?of+ zr7>@Rr1~pr&w! zM#7s6$UHnet``Fy?`}4n>q4M8mKR``tG!YQ94vdakofam{;?1!nOI`m8gXfR=^NvL z5L7Hn*m4CR`o>C4%~WYH&&-3hFL0kn1+`9Q?YA|6j=m|q6vTqC`&8z zVLex>6Sht~#`+{P&KGd0E=+%EV(#z}y?3_&`5`;->Rx;N?!lMgUQ! zJ8G@haDq;VqDqewMfG1OKB9YyfA!)VF-U;Q&oe~8>WzoIxskkYR->d9cR2xc$H_%S_$;M8L0TuE2Nats+Q8 zz2l}on4jMZ(qFpu3xxS}JJ+!CAq&4&L1Q~CN8H?VN=e_cy`x4g8*ue@#%_YiK50O= zq&#h)9wEfoD&891DmNSUID=B#NQhL7xvVqbO7*bsDwI8q6J76c2K?7zK%CV|ZTlat z{A?+8!pgH;de~4_A0bjq8#lPAcF_rpC-PA1b`AklZ0N$s>S%W|urx#FsX)2Pp-9x*lDWnO8HI}q+pad3%N?kk0 z3D-0(G~eD68jz)?KxCiFc%&dLbMOt-g=1nNVPcn*$;< zyOD}QQXwG5>12(Lg?GSWT-#f%jGtN>yZs;D+KuU-Wk*OGa#O;~WhAR$2%0MIm)#*6 zc1u%#efZ2*K|pL!_ZI7qYV%tPH%ss~hrm|B?Ie-Z3m|AXkra-~H_`q2oPNP)RWZ!_ zQM15gTQo{Tf%HTH882Z14E@pjs2ZDL>V@_Ll9tQs>+UZJpe{U>J1S^UcKAN_`LBL9bApjY;89neux46_Ym*!*0MLnRgAmAl1E)tUDh6}HB_)7KiqjR?bC|I#*wJlv7&Ls?gW1Oh#9U`E50n^zu00y-#2YSgY*LaTyPLt9L-s zD@ZtflzS86Aj8QFz@Fv-8o%)IPIV7LPm57~lx)U9Ed#y3G_A*keFZj2cWcE7&F#B3 zlUxTON)v7t2&;@TxEzzSeIeM#j63hn`E#|ptK|c?a$3%(L~!~v&JGwm3JqgY-KF6)b@u8y zD`cWAxRs>l41@B#)z1{8T3mm#7(mWHzNXOaQOHn?IPqITBWgHiPW*Ynm-AE_fX@_o zW};$)BxCbp$R2XW^x~J=N>Z&p&fO&uhtKhT(yjCJ4sQfCxikcqFuJvY(C%p(B$X?2yjbWCRK=oVEiI@LJQ+-C*vBQGZkAQ9kZEm451tr zdjWtc?&#?6nPT6aSB|)($vX`-vcfaWnQCWgbpua~A5kkn_KK=V?NR9W z&)}ta@Omjg=e0^R*xoPS>6uXr%=P5~a6>wd6x zmW*DLtt>ohF4iGTM9L{1e6bBQEw;F?zPcf=|(tsN`hjW)J zU_e@hlwDOzatDZEt~_KL?Eqq8lrlHui2^{kMJ;3@!JhX~hX6`*?$1^I_2B+9zn|0_ z9N*A9!Y*E-#H$|n2?PW*dLtrfr_R452c^v0`@~B)d33%f%p3(%m_DOSV3<5WyIMAd zggYtt9tRLQc4_QeKls=E1SlwikEdMuQ!#&Ok>ZKtzcu$n72V9CKQB;xOVM13r%R@g zq1<@640`N3ZctS50C20Rfb6uha|W0gwp`=dp{Puq+&DlTC_@~Sy`qVLlJ>bfjn-s> z8BlXT6Fi2&O+<)V-TS3#pH(7D{I*;Sc0mjYZoHK0V3o&09FS6w(wSE|@S&SIU+kse zM!y`1WIh&3RJWXxD~=G*dk9Kc3?*J5a4CJ#a=f}D1k)JKZ2}nO?t>X<3sqpztU-k9 zKai_eoK{ELFsSYjlbr#fX=w=CtC2!;<+s8Ys(se8j`OO`4A6k?{dLD=>|P=3FJCb+ z^j9e%=qP1*JaK3di|=piw|P_|?f^bv6rkdrnVQ}H(((P>`F@Hy#mJUug2;_1WmM&+ zkAT)5S(ZAv%G90?hh_m1*g-IGiVoE9x>ptXpPv&9RUv0!ww5r z*e$4@QGy9T6c7n);d(B8zxH4dOZGb?ifZU)skFQ={vjX5I`c-b3#gM5} z2M?X-3T2llb)KLJ<&+udq_Z9>H?5b*dN9E`EdqM(^5dV6?$v-J`>Si??P1uicVufc z>?SX@RTNPCdBFXt3yS;;ZC|847wu8;%T+w8b-jT2adu>~;WhJmw=%aBOnl-!koF>l zeB)Yu2yw%Gz^Kmeg$D!TzDVNSi|WT#TSz#h774DJ<=Gie_L-F_F)tlIf>+kffI4}MCfshe-y4@gFnK;$9G?cp6UN)4*x z%gP|>`0nt5zOO&u#6*F#ruo)g{ZUu@RJ4SXad{Q!nOBQh!gyjSX8q((k@lN6T&LQ# zK^1c(?0P|XJm_`!uWde4b%@fg&1Y=cB*Q%8`h1!z*Su*y?Op;UgQ;@3Dmq88#vtis zC|d;QQu~swLw^4d&uUQ-n1oI3eOPmf;zX8Mzs_fp}&Cw(Z^VEgZ%+UK8f@wZRP z@Dl6d`||>S<%5Zj3Xsl807ACzO1e(T*;dh(C+iNe@MpltyN<;RmEwzF|4xfMe%=($ zjn_d%P)wH(2)6O)!sh`%$y$3{DOHvR+|KJjgOZZ_E?{N{?=!IrQG8&(Y7EnGX`X*?%4nV zWC3A!ixjhoDbb+Jz7pI<9$>Sqb`YNk0xZFrppZhPH4HNDH>|>rsQ8Jvr>0Na66Jhx zF+V^+N5zo}Ft$065|1~B`Y)iDDFjr; zg&6m~qoqf`a5njU2mdh0|K70TnN~V484&CUw;EEpQUA}se?9-1QoPpHJ;?3Oe?j zz4vTxdG@TCQhl0O-hc704gXht9)K1t3SRYK>Uh%mzn;3D4xHm!`5!^}^Va|W&T)ZE zqMb)k`OlA12OOgVhuuG6LNx|Lp6%tAKx61N7Bm@oYyG(<7#+)H2MH!&qW4(tY8o7_rw(UQ>VcH@$=Zy z8{vP5mH*5|#R6gJMEC8zGPh^XqJQncOC5l!WbA{RNxzuNv zUjJibUu#IK|7~L*fzo=j*8d^Il;ypC^pAV_AKCi7yr4L*5yJHstayuWKRk!c!8351 zj1N)DF>{MLjR9PApK)lNO>$ie{R|>Wy(3%<(yut zzjosH%Nk0'V6EVk#{OhFA)A$+&TKPdP9AtIoEQvDel@oQ+@fxRuW_dzcvzLi87 z{k;OAXNq17R}xQ+j&m^nxp-%;f|(Sx_HqbkRt_zJ)*?C25{^GV_WNT0rIV(hj?gH@_2<4QJ~?p) z&B}&6?XWj2`H`{!AM2$!{`}ZKj_uu}XUh$D{8p@`|9o4qf*wE_61GSG()-`WP4Oqo zkLw@5`z~5b{rRzfzI99xEPz+AtL&e9>HnRg&sP)0hW-?de+;amBm-Cg$v{`hKR@=* zYMd+FH}U%2=FjfGRN4P2Ggtt}K90Qt%zggfFMkP?d`B4RcG>e=zZ!rASUNfF^_M`u zdjL*rJOO2EwmmoF=}E8vPidx~{`IlnFK<2G-^6@=xg~Y>ueZl|!2*nANHOiXZ0~fR zfu3G`W$NT#AN&3Cc{x~sF~QE|zYNp4)P41J-@OK`MXAQlJe}>~+1lEY3XiyO_c)Jw zT;FaDfXU7n+y|Lt^#VxjL4Ej6(qwzx$~2ODyl!Q(%_`hxXncO2eZ0;ChaMZSL>&S{ zinKs#7l4VrguhGVBpzz{+6~nZv?lkid)69vNc|nMJ!SoIog zUXvAJN0c{~?>8}TCH(0jsfE9IozwkaC$9K}X{OM@;EA_c)(KS zTo`1edUxvw7>_LNIu&xHA{I8@6q*gHwu1v2aCy1!R}$%KA}?t+Ma_d6&D+`q5Y%GI z08n-2z_Y3AQ6PzUQIQXd0Yl)rrj8hq^Ihgui)|k^Xv>9N_h}5_Ghd{V67{=w)91PS z+!LhTZ2`KeK7|c?n^`F|(eT1w$Mhn?@ z*r-4DO>qgBESDGm`wh2ffC(J)jRHm>UqU&U19*#b&E6@IbkFs_92*j?ms_1O7oA9; zFFjZ$`PIHHS{MbM`+(qtO-#oJQ*ciFRRc9MMp!~4k6R!?gvBNG1}fW5eIknR-M*8&<% z3T%CSG(6079OT0bayE04yCP@ro&0k}u2QVb6M5ef&i$T1O-aqXY~j9D6VC52@a0?3 z;y;6?da%piS^hUfW@4k5aJ(KkdRjNiA?O0)xL}Uy*E;8Z@S5K6wd9pA_FB;~XVwAD z3GW4+Zuq7-&h=$-?Z}jh7SM`P(NPPVF7hx(0C+X($bRXsFall`DBJzi+o8Cly!SrN zoILJ^>wkWugT0gUtX|C@p3eXK1&Se?weQxU9yxeQ>jrCw|00Z{&b5oN|AJ>xaXMt+DeB{$->p0jRC;>39V$mN`mi2aExQ(`m zXyDfNw)Bg~4MAoK=_-*bU`<^+L#DTv?p>SyM5KFO`K(fybf7qMp-wrB!^Vmz>aWnU z8}6E^nI2XIAn-t#<%RT9v3u;Dr3Nz{!MSURD7z^Q6QA>CSpj7>2 z0Q4OUzTDSQYZm|sYs>);vl>pn{g>JwQ>Pf_A+}_>UuyrI#b5C!#T&c874*aZGn3p; z*_f;f&=LdaW$CH^-4>?ggE!c5)r2Go0v@Y-SoFa6K)j6ER&KNNVOqocM32kh1I2=A z#&;IHKUQV4xiA0Q3lQ#l1HfltT<)n^;L$UDEN68;ow#!LOmU29;+CxQc*8!@6;P`l z+ywNkx1R|=Otd)7nQ*WjvOqW5883nDY}lF!fj05oeSg6gR4UxkQtLdPSO7O3vJt&+-vdKn!Y@JtX8$wH`1hYTXGXis&X@QijUyqsC8ui$j%!Uxgnzyg zJftiruAUje7?ivD^$V}axM)T1N?8*lFWjWz>5RBO+ZL&fqo%)cxX(Mld0|9~Glm@M zMot_D5SF~VEp3M7kn8G>cLI4;*l5I4k@YA?S1~{d?nbGp#0n!4+oJitm&LGN`8Zmm zZRLsUik#rHM~w5{O`#V4qz%rYL|(9)x-zS53IQkbT38fgXDF_=D#3Z1eT*9PAU*je z2k`s?vpT=6l}w-Yxv~TR_r8T=EgFMab>-y;aUp)OS1pP}*TL2+{$yQ(ci;<1oKL6P z*<#B*V?IABe4O>DFok4KRmXeyyBhQz*{}CMPg0(%-UkkIZ;0L@roI7Q`oW}H4v@NZcr)KcnQ8Wx`)LtZwewDx(o7nl@@DhtKe$i! zT_Qj$)_5S9x{;N01{xPelnd~MLX7;%4}g|ESZnCX4HEt_Kc8LeOBjL~MprmbWC5_( zBXZCZDsCnZOl;5))l{1&n^1^ZsbU-5oZMjp#PG-;w6I;RbHb44rst9d_4p8-TyR3?#r*l35y?fWreYn5Mn zm+H;`BkU`~qTIf>1wjEtKtPZb6e$65=o%Ci>FyR~=nxos0FjVX>F)0C0Z~Nh9vYEu zrD2G7&-wpU&iV5CX|4+yp8c%4*IM^ln*@?|I@u_b&1Y4*N}3^^+mh^{cvW(VE28j0 zn_#(1{vOA{7cEE$VCyfgQwl!i=hQ91k|6yo6Sezfvd%%uA918rU94NW>oHYSR8bsZ zyV21(SiRa|Ce-BFq!&HWCdt*H+tSVBeA0Q7R=c!ci{B>vi*ypijm3@lmECI(25Ke7 zBLK035Q_6Bo?Jh=K*Ys3D?3rz?!S@j298saIq%+WdAbsqD1NpdlY zPwJgi)<#O#_ww81m-gSMuPu_fykZ5ZClQP;!U5R56&25*wP$ymq)VK~cQxqi{Kq9+ zol>JlWW)g7Si1XxKr?6JAvax>)9OU*GRd|N7Ay9;UztdU&1Py{(v7 zT|*EvO=_|yzb!lm2*lm*k`FzUK@UJ@(31Zl6#JvD@V`{+4)B7DQY&RPzvC*HMFZM~ zVYHwBf5gMsB#t6|J)32TW|&fN`#Xll>z~6ml~7%4ceA?_hJ3ddBUy|dfhMsw@XYw7 z8=z}z+1P(9$@x=aGn;; zyCqi~KiWIl|#Y z-CTCa$>lLevmmk$3W;N>dyw+o^&~!tMfkdUL5&?bJKS;->B`${IGt=DKXllLUaMkE z6dH@Ys24rEiWr)nJ~7mocP&mz;(FJEs9J40>qBt%{xD|xmcT78e3rn|+PwsORph9KH9+4SdysdgZn@mV;?tKdtSUA4^n|G*{UHv@gTtRnM;0h+9r#f+ zDfXbC^HRytHA+hqsz6E4Mm^6IT72TznALUAj@bCs#Cc@i?M^G?K2nINvJ^8P*h;@8 z5o|GBh-!Hv<8atcUhSHzoTVD>x7jhsAGFyG<#it%xs|vwSd=O~KV32&kC+&{bPWP) z&(NQ&zm!vMw|%24vHDgsx13?w%k3=b=ndZsj$+o6`ux@tiroo#%9@`L}tJ|iaLKHydJ5vBAvNmam`Dxk00y5popgO7cy?gKjKJaAH$_+u&s z5yypK*S(ERXt`c6W#A09u}KI-=9`8=-{p{%%eT;W%da>zYetHkI-kPCrcoZ-P|%La zxwFBURtI33V8YpLZQ zpD(kn4LDbIlXSWzHefRj6~Eo9TUqcn_{rrE>YO=tuKL{$k~PQzAVq}>z7H*57NE~+ zsjsxiYw>}Lbh&x`<|T^H5rYLn)yACydP44x-|9O*^c}0luQ2wMi_Nlk+heo-aEEPb z)-!eGczqRB>C$XSJuI^^o8BN7Zwf+!_a(HoUTs>4$I;AF8*5IC|dIrEuc$lM1j2C6XQ-|Nty)t9av zPDH(>6^^3fEhxr5+*;Wy)X_$dKjqNhYJ^PiAD2Irj#`_s3RRRU>7BhfxzyfJyOYQg28djVtl{sWw=^T0J%dt>^`XdJU6Z)SXX!Zle3i*wZX4%`c5K zjxKIWhz;y|_OODhP}|S!w#DNO+XbV}iVRTGS13kf@w>p*0m2pbCrP>tzkFSV!MdSv zB?c-?>VAnimQ&0H3!*a&(g3y6w6pkk7_vHG=U_$<+LNKlgggH@1qJ2iPU1SV0h9HK z<$S;tIyj^E>CaRHG#2!zB|n4lziSN5I^F?Ww?eDev+1x&qyXXyaNsk&g59SAJ}$XT zE%W}4v7nqf!-~-<0BG|K)QcPp~>vgF<=y5GDLb9b&f4Mw8Lq1XaB6?4?Gln~H z7t=A7pR8NmnrG+3<45e+o*fz8HwFY$m%$>nE7ksAdlH3<73w@z67*~bfA&P)Lb$ti z{t8D%#ESOZ`vj#g$dLLVFmCq9y-TNZC~@3rt&WR1*sd-nx&F8q03T6{t}nrqH@^3S zEh39KFt(kIDLIf!IpnVjT{QAOJ{+tXYU^GHQ`LTiQv(*6(se^tL&)?Z{a-|Mp>(IQ zVAhK)DO#lMe?@WcXKdfW;4(_VZESQWsV7mUmWmgzBKz_U&i=QTxu{rpU!*+$5;*_< zYpciQIpNW>m)EtX^U`)QWk!1*f|13lMAD`~-;0;Y*yU*=mnJ1jlU){O_64Lg!st+Y zN~c^x&*E6qx2nxaOm#32e{Xe<2`YR$)%crwxnDmS*NPHaLMOn`z_gWxo)(mPp7@u` z(kI7w6&DwSmHWmQAtq*^NJ7{h!#@QG#46yJuFu;{+JHk5H^g3W>H$TE7YHb?&D2Eq zb+9Q(A45Cw3zi!R^P)#xJ12EK=i9_ebf14^tq(rDm4>NwD0SnkgQkr?h%LHT&O4}| z890pX&Ofq6(JP<7g~Ls1xo`W|`VP=|B=fwCK+ndIB(pz! zjbn6uZMC;5a%IsZ^Z6dYs)k3EcH2&R8qVQQPzLq65onDrFycw(o z($VXE67gVuyPI(e2i@5j(4}2bioS1k-^#^-8`4{GmXXhScsMFIa5v295;-m4II^mk ze{Du$t#lulhpHEA!BG3h75QZ^7DgK{JS+HL(+cFv3J`Et^e~4NwNPjGr5F}HA#%$B zWp26#GR7LfdyIrG_qHcn8T3cHs>M#Z4jd*f0|P!Xo}&c7bI4jD7FzrYd8VHNJ4J1X zI_@uUR9msWnpX|Iw8{RoK-2ZWHL#@K7S!<)ncM<}Fg?5O+6?9y7TbfLMumFy>I>6E z(Ufd@brJUP0$a;#{us@CO-?EJDg)wW`5J+#7?eJ5wOslq%KT}x5&u-Zl_nA}Yv#u4 zFaG#CC=W3v5{`j%gaIFj_XF|x?@S8=Jex_q1MVj|gRv)%-iAyo>(tkWLv^i^-h3YZ zoAM!)qTSXO6D3ILX!j?c>tlsI{$XXSar{vb7J$YkvO#N|!k%Xc>qx9i*w%Q(n@ zfmS|;4qwOB&q6o0-SQv#60`&Iiz!@E>l|Ps4)}siGV?IOv{M0f`)_M0EfoXq{7DpvN(B-3g84L;@Tr#XO9umco9vsPDOFqf{s)CbVxagoK zTXBXnF=3phd}&g|Q(wnFtRK|xEGc_xKL@1p_!2A)ZjP_#MdxV@Tq#Dbk#sb99+;!n z1gi@0_sK0$V}hh9lEObzh(C%Ey<@q)j`5iFD)RpH8it@K53dp{{~Sc20OkcWPLB`i zovH^hZSAC-=1iGr%jO;w3U#$nC`>I|p0>q9K{YAyT(gzf5r?tGM?gt3JPEX^zmTR6 zjAj+%J*LHc#8~S&4=KWdu_eIs&sRKkY}BbYNuiMprBx{wySP>rNIs=Fsm(h_^=S1U zC%K|kV$%yVFr5}V(^6)XF4_E^`e{Yju*51HaO-=ZPG%!t``{kIl-v;<@nNs#4xnyM z*c2}-&+LwcU%w9Y7T&1IQ02_XRjp2G%_P^c9((o4y1Hbjj-#qJLTfayN-DofuT-vn z%2TPDbHp#wPd(5Kw|3^5+3Ucco{2D=hvFuNlu5CNBE``tqXm)0W5gz;I}_5gDcDC~ z)AxvhL9XIpo2!z|qH?#6{|fqayRXd^ow#3Mw|TtiOzXDBJ#0*Xrdlz8%>G|d{rfa_ z5!oJxhj~#TItl8nZQKn9+JMmz`%;Nx7ii2Rla<^!JFBv zEE!V1_QM>f%4qney5h5dwC;dveT$nO!7V~?77Gnk#gv9hi^|zWUUh>Ry?T~3RG;}o zK`b(!d%zsU|BIk<8P(%z3CF)DDt!fqh{$1geA9H`gH2(!|AeD|T&3A;AO8hk54!mb z2$UqHq(|ZI2c8v$Tm1YQ3q@llu>71Hme~5CyUffM&0bi6At7p}rlu!^@)*v9mp^V< zd3j`99NYFNm@nkVFfOS+9@E^sxjfUibgpoSg>x*`e2wDAK{#{mLGgvvx2M9@FZ{%B z5tJlR29(QppVJQKr_I+^-vW-LT0h}z;TylJbQ!DRMY#_I%Pl4cdYE*ICmlRKTp|?F zpHHTCS|19eeK5ilBUs#+ThW@VW0j0p;RaJBEt%UZ_HD?`D9!;$Pm^Kmd*}Iiq4hzP zg0_8mS8-}SYX`9;+xk$kIt^bmmPZ>Nd+^X%L{*k*9uD_s$;5wX~24zf8+x3uNaw z4GLJvilHusJ}0XO34gy2zosqo#8Mvx`>UVtJ-K*W-Kfu^vntOHdsl?^rs~PY$})Fr zY*C!#>#P-gq?S`fR*@2mi0#C(1z{(JP^r47B>pF%OY#kBm6;{QMXwV!!?4Nr4rdEK zgty^zcDpZxjxF5B<&u(;qFap*1yASgNA~sW*OI`ONrKTP)WPVE`1|@$7@%2BGOoOKOJ=-0(~VI$$Jvx_Cf6)MPL% zJ==KDuIu4q+aPRH|D=tM)T;6(I?Qf(I#CEdSaJETno!T2(H6HqGXeUQJ^yME`mWAN ztbkmDKRpu@Q{D3Lc%|EZav&ZNDwsJzFy5yHDXlB=yDdORY?}!HuP0ak=4BfZ+ZNht z)&h@ug4>(m26h9vx@lL=SBAl9T=hEv@5$FjQVl3h76YuRiVjNGcB@Vjn`Rw_mhU{- z$wM%ksSH*-wO!*7Ja9AiANjaq|0`85AJu?H^0_A(?K*A^vYJm+m}OE9bDip1Ks8^8 zLVspaJE&F{(J6`z;{L~EMc5TxHLSLsmisEqRP?d};E(V)(8Ak7Z z-l}iXbAR}{TXeC2K+0+)BHxW!zBCCU{3(|9N2ijmZo#kW$y`8d)q%!iLsU%FPg$CT zr@`gf1>o-Qb~gQZ0WG%ojN{cP2^HpirF03mIvN36@qO6_gZOI8J|)S@-U4R&@;Z0m zNOzLM#H#4R4p*O02|m{xRm>V$FJ*?A&$BI7(hiaDsa3MibSJvh?S|GDY`=c(v$Gb= zOh!e;Hn0f&GMRGma_9VXKLnDbsHwSK#_f5+p))||Qn9vsnLZ|?8zjk%`gP+5ii)=z zdC*#domE`(p%z8;Qt16njr|-JIb@F@@}_-@Xn4iTRrS?Hsr{);aA68t0t~(au{R0* z$b1#}r)%qF&x{Ok*$}@`B@up&@<{ZVPAJlIPtf8sXZGon$sQ zl3v%M>5-;f$7uES?s4jPH&jOud6RUC4uWy9&EY*=V1BOoBLWM4i zdh25q-^}UV_7e%LChOKFLJYV-Wg7`Qao_Q!$oV8yO1`CNSBgwN42D~c7>atf-yR@S zZ4KdGd8A-uptmD{GQee7+eXDQ6>DFKXv(iDC-wKcMw@qVAYh^7a}glipZwlyYnB|k zHHt1SE-!Oq6OTt4d!|j|+|MaWPP~^M=jU9V8wnv^i@2H!I}NO&j9y-i;A6%9F){7A zdP~ZH#|=> zckQc-^db(bJBEs^bY2!|rVc8I4S~_ZLR7c#zNH?|iublYWHS$E_OLwXf8)&VVMxUXr+!oH7GTDgyoQN|SZ2xRW33Y%DA#-J%wAwjs!a zmNG<^tjDua!6qH3q~mJd3^+_s$^Da>SCOaaW!TFn9t*qiMGE~X-fhu|!d&xK9uBtr zP?Z2v_}#07gi4y4F+*8-En?fpE6J#(nYJVzHN=A_-k$Zx4+w*oi(5R+J@EaTsKR&z7u{as~Cxk)!{E8n8A`F9F>F(hWM=DO5OBf~V=<-}6#v(vtzetlBaP*#=dl9)YNI^nkL|*myiCP2X-D+ds zb&Q4)dbhMZ%FN8P`1XNmfzC|5H!Eh;{nArON%Yg}kKdke%kQ!oMqja8;gu4SOu2zw zz&wl{q5>S*KRS2FdIyt`{pJ{~=rzl)zU|OBPRUM=FHB3jsJ37QkEeEfjrysh$Mrm6K$Si~nOUzQZoMv3K%*yFRMv;FXq=E_qW)?wOkL z(8`DeY9fk^g8ighg5OKPto<>sp!4lFaV2`JYaNGkO-CHN;Szd+H0oz0+;a!#b;HB(lJv2Kz#N*;faKzsoJ3*6>A;m^CUwY0R< ze;6W%Qu_6g%wiKUZGivi@nh<(z+~QZolg9rEDaPPlI(-vY0CIZ z!0{5-!&!4+kk{M#u8SkW(CnJVOtuUh&hbO9-N&9WPhS0zB(Zo30%xr%sm23+tqbw% zW#P#@iU42ojsI%e71EvPaQT88Kk|c_jx^fGAK9 z=b0dOp6)j}fPJe?YmVg?CzrEZmnX`fstUnC{nYhWWbIL^Lw2MOhmhl14tKO}2D6EX zm8ku%R*IDbl1~L~WZ_9yc7u11-E zpeGhn?yD{;mS%8`xj!$;{JL#rNzYC>fDVO-MUQpO@~lVI0Qj#gU3tn{VBaSF>Eu4F zsOqdjnnY=m%>G2cf?rf4bTb(tf7oa*e~=EO#C&0oT~=DX10tia*7cNnc}Jabz)%Y#m$5 zs|6_@XZ5O3`Ie}to|&0h;M=#Q@T>=t`ua(o)*dtf*aMUgl!QyOM3I~OVmo|QMowoi%V;lk@gxJm)~mT5sx(=>tx|*>+_GF-1uGACTmsD z`(!z0`BA(#aO!UAMRu{SZNFjkIEV*1+9_Z9+-#ZGVVWQl(~|}3vdp%nzVwbjP2G(E zKTJB7d?n@w%)T#e^rOw^01|Zuo`21o;3RqJaec;bh`lxI2Vj0_>fB8VEF5<^V2B3s z+&})%w*E0hO@#t_)F-#XypkT_+mJs4qu=SVE5QSWbyDBG0#e&AiAw7n;zr4hi~dV1 zQXpqUv8_Oaw>Xc5S>|2lhbablng!sW6?$xaD3fA@orHN0BHHoG}|J*IX| zc&3R#2Ft(jmPM51U1VgY?-h!6_gc$PQ06s1_&KvCKL60T4wMJauHR3N-d@OLVP5RL zmfhFaC;jYM3H;aW9~%P!#=DvL`=f;B7+6`sy=GU&O#&d*W>KtR(#h?#^9_MhHsI8p zOrpS32>f|bAjt&}l&C|1ZdmOyMKXYQWYbBi@yjzMI;CWWr zz8;>lj)N-j=B8qyDkJ>+yZnV8ts4(7?QWt_!WaKM-L3D;z{R^bF#=H*@uwg9frmwM zD?DDt@@{Al$$!^FbLGap!G*3`X<6A9)vQD#{kVV&8R}IV^UH@wOi@be?WL;$eK|__ z-r*v#=lFue-?4QANWa^7U64)Q{d^(8K^bt|!>*JhE!imxof|c2hJoZ_r(1P?evzGd z(aEAjU(_wfWqV=jW{lFG(Ed*`qMlR=NW1Z77e5ZbuOTjs?Lq`Gv`1xSWd)DK;EVaU z?`Gfj5^ugTx3Itlv9Em^N@Ju&cH>67?%LNyi{>WY3x6g0(;kcS^RI3EyNv_@Qf&EQ zej>sQWVd*48UL@AVHp71=!-T9()?Zj^=>8yN>y*K@ZTrFiwUyrq&4a?g0E3S5$?3E zv#J=&_uj(J%CP~%)9Oa_tpg4Ge@+B2kPYS;HV>KVB{0umjd_L@1+U%DN9CF4=PcIl zg6EnvdE@-|ck`}e9%2(%-M=(y_)*GEhmk$=NdIjHhKJnT+?7ihtOUL{@49A*p?4IQ zLHFW4oAdKw*y3JS?63_#ToidSOnUK{Q2Yp(8#z#<#+J@o=M-t=5%3H;vKJrzwbj8} zK#`rM8G-Vk;``hsfay)gFsC`Fcm>%`;G~1;0-gYIDWz1JCvKS+(U~W{{oWqR?+?p0 zUh#Z*9slejgR&xN?yrwcUG@(d2(R0y`E0pZ#OK~Rf1}EZ9(cNy#273pMXxiYmAJbf z(4lDDPS_A2S9gs0zj?#*;6eY9ATx8eGIZX+$>p7^_18r!(TfA3=kgCej1ZrOKVa~u0&Tz2WM)-k=CGuUm8*22n?TU1>HsCLq?TS#9_N?X`$n%Fy@~%7 zZ4Ue|fO=n>$cHCG7*+2EDrs{iX18J}Uqh!Az7Tdu!{!-G51nGG*?wVUpspUJtgOtI zsjWQ+Be>A$2wVn-*_S^pXb_TSzvFas8zq&eKuQzq_^;8Mr5PnIO?~lj{VnV1|0S+!HbstRqKaIESyi_)&RKO4%Pt z2V?c*zV>8@ZZY#uzz1eWr3>_z%AEi&g$_J%!DZFD#}~ZWa66rD2nq@gUvmM$Mx9y% zJ_<=zDQ?`0bJTY}NKM?8<<@s_ppQgc{ty+V&S$N!kL=v=%xnWLR{ed7S$GmsQ+a;( z6KDm2okDiQtlJA+1Hc>#H+4Gc%OQpyYb$N8jAxqX70?D4^obkd+n*}zPYRHvH3*0Q z*LEKof^{6ji59GP?XZIG0#|@+PFnBhN|qTlkXmhu2;8F?maJt&e&NX2<5u=ZC24@{|$KNVf zGjuab5Ya3=r?D?pT5gqEc+F)0_~}#E6sJ0jv-QZdzKQY@VI zD>1Z(ot!QvjRh6G-DKY|WoC0eu#h0%t9!=wE7?k=1!{^dB`5$-!_u-~H-VX`91a^^ zl|JLc^@`_T)aKsVoHhWQ{W8CJu+U>D>)2>`U-tcUZ>of-_FNmtNMJF@-wyyDr6d{z z(7iaKw7=??qm2O>NC>c?^YK#4$BT6d0`7~a16x1#mnb@9K^BXX(|ju0pGTCb7L>se zt9Fa#-h#!b&dPo9KoNEGX$|v%0XoBY^=I*j4}52Ltd8}^%9jmw)yR$Jw>7a_1gdMJw*c;(8hF^>M#I2r`Q9fH*dYd2x59-1_uYF zTkSHJWs^ikT}=Z|JBKM}+PVN)^ z8@3a$v%XpZHW(Gy6QPy@BiNI*(_J=#&sj_(8|xf{lvP#vpGZoMClxs`Hx?8OwSW7j zjzA#QmM}{vEJC<$-~Pm=&$EgEfm40Mank7B?&I+$4!rX>GFD?8cu>%nb1w+S^ICWHk@0eyQ)VHQj;~CD!0NUm zRBgpBP`d6~8sVORUVk^->NhQO8~)TWzSN#i$mc2+h7n^GRMwqy!#64DB(0(MM= z-~A`%U?Z9aa5DMtic_8D@-3zowg-;6E!-EL$;($EI6Y%f!4IvRei@6F7L|WK4=6`u zfI7H!UG6*ocQISIhu!m@`3&6i6;50T>7xf!sOK zH8aq!rJzwxzpETJkZIigzHX?fri-~C1Xm98(L-?YMj7&Lvh268l za#Wdr+TC7!B=$Ju)6Av2hjj&5Wl5C8HuN9hbE=2l8g6+`-{OT2!-hmCbtQMp1Rbbj+$$HFt;@%ERS@5Xk* zLxmMqAi4yCY$Y$YhGn$qrPwK+d0H3L1R3O;ntiS8@B8&Zm+L3QiNm1A)+lxsZK**u2xy=u`GuC8^Rp$ZE! z_Sb;?n_qf6c4YKqNqfGC7H(y56qX1)@gFP->(IlMl~DP1|3#Si*ipb}>LpwffZkAdrqm&Gyquj|C% z2^|HZkC7Dj4UXf4=i+=OkDP5lDI^5@kUF!6E^64*F2`&(J!6DA1B*f?^eHd=q0eo+ zHMGi+dDV__plaEfp@je7{)1&MluSsxn%kBneWv-h55Z+U_8MG2jKu!s%#1LCGCH|A z=>b$|l7IFp4z^x1+54`f#De2vk)SlQfh?*AF9Mz$8|$$>y5i7ud)~&fs}Ag*>ELxg zu< zKlnfH<9i3Nw!^J8T*b9--?&)#ox&sSlEplDz#6^_?MbR67$0)tmZ3oZe)t&O%gT|K z0sKVb<+=$%!bvg~*7pc^gQFEQv*c~-1#_}{gtT11)b2=TUL$I1e!$KBD}Z97<|awk zIkOiBc?6Iio#JxY6egkI*A{x(T#VDn`3me9k6>L3`UizIL>e6afHX;uJpD$A)+#s2 zO-V_)$2M!TkecVS`si%u77|K{}n-vH(++dRR6BHIE^$)!L6lOsS$pSkHC&2&jfRW30k?#BQRpUkvk zynOuOuEztZv8Ilj&gq6`Be#_|A#8V^6I6BK3ax!!G2R9gy+7)K#oFvEfF-yt7R>{) z3;vfl!Colb{(*s)a0I)kEJ^GrLufpKs|Op~)tK1W+%V{=CN3^6)%{yf)1Rt&4Dbz; zQp1xd&o9#WTLAf!U|{~3HwHhabT<&qB_<{o0{pD~z6vbN0^7W|y>swMuy7gxwz`)o zA2obWNFYOEMNpTDPs)6v)57RJ*!#0JEOi!pYhBaPH1x+t_>qC;ywpNk-o%9N>La#) zdxvC2LMQ4VR(zc1{cPp2%P*aGd&OP-5JNU$V#j`_4ULP1Zz$sGIs z5~w|>rDWtNhCU(9a10`X&%e8LDj{@uR0r=mq`Sew%Jyz{nlxiKnSRAZ@q>eM>+^Lm z=xhN}e06FSu%e1~edgJ}xl}7`Ktzt@bH_&j9F`(|m+7&lZ`^ZuBp^9Sf<#ZqYK;sJ{Ej*u-a!rv-;m=N)Vl2zbcxW=j{qGGCsoWji;dp*Z=)NGR=}0ASij4P5jdf zQEqYOqzV#SrDpeOLxRsEi9Jv5Q}X~^uj1R@AK#lJ^Sa$lI8(_kY(*q%mz0@NPD zWbYXLO|x+dfDgnH-o5jm?Kj^s6?$vKzCmH^`OUI1q({b=kXae{=2uYC=c5oP(QrL8 zF&p6T7WavhTI`CbOEBDS#xH)|>{Kjc0Cmi%DL$LdsPWX60|AlOsfhJByiz8Av@&c` z+vV(>avRcvqGf51F0s@Tpye)-0FF3f&j%gJQd{3ya@&mj6ohW?VE`bFKl$F+Y(SHk95BzzLv-Mdf5Ag0iXORB}4P* zdvgEgvU&~ELxxv(M7SJZJ^7qFInZC2Zk&eJ~ehA_Q*Dc5!^grd>&d!XKPaZ|?3(iwy3%w!57dwZU!ZV%}|p;01x!juT4ySnyXe}s0VtPLGNaoL|;(?l2iSZU>z^rtRSFap{B$0qUkU^55{V6bNEkiaR^! z!L0&snCmmSsPQ5Yr}2)TGBWP?`uUXs|Kq}N-v3+!SI+i06_pGnt9UjaEQ@<@AI3DvWKX>L(1Z`t?aj$MR_(SXH~M6l zqLD=jyR`sFf!+b1liGf@AT#}6*OyEV&_{BjP!nOo?&GFJ?duXL>e#-%z7LYG0J*xkC(Kb}gLUZ_t~;g{wC{HxPsc#h&ecO`faPC=6@B~T*nYkQ=@*sB z9?O~qrPI^OY~YCY5~96=+TCZsMpRw)&7VJQCtr1NV8O&&K#nW_y;*;`up_g7yG+tB*D8B*mzYeMF>6@1fJw9jeb9e}96 z%?VoqBypJL?Vqy&3AZ5qVjupmZOsZooaiFc_p~^En^ik^FPGWr(J`Sx-8NIdv$6AKl(#z|m%HI&MD41BrGJOF{y#O;StJM4V?@#ZE zTmRKvyb*m2tc5G+E0r2Y3h&&paf$%k!r7P@=dd3pUFW;~*+={n0iaB<3JTV)T~eA5DKT37 z6rT>*AmSa-T-AO&{J7u-l5EViD4_o+h#!2e;oVGv$#>A>vwh4art^9C5)s-7MGeRO zLQYG|rz&WJzWGUZGAne^Y5rs@e@Mj{RV2igmtU7)SNA%eKf2!6R#>B0shc@@ zP=HHM0jgIR8p3Iz5$}wM+m74YoYI@s%p`oIUER+e9cowGC``z@W)J#%r<_2cntDoz z<}^;_>&UDRn%|HxV(+q+ScLC2{@{1oC?=U=@0Q=H!Uh9uaOtcam%2uEcxv2s* zxSwtf#Zp-kb%U2}ZEus2kffIPh=B#gyEi}=Bc6@%Z|?w45onY}(g8X2I49BNkicR} z*5?wP!OR=5B!q3*@7J*X!;cSLUG@M*aDHYxr&YC`Z;>mzdIIxR(5@PsN8>}9xXqu5O|f?)DTPK3VIJPpp*3x zYM$0pKY~YQY)`G=>kw3}pMUAwqevpLu9LDfR#LLyYVw6NQa4ENBch9TxVL5CWJoYY8?G3x!%;ua!-YS$U_E>?K&J!>Xrlq3)Q6vJ zmeKlOReD^Uq+UPv zCA{7tHgJC(`drm*dplx#x~G6|Qa(s!-@Y5paAiLp^jncPVgGPlz(9vsw3fAX5##OK z9-P+Lpw>);f4rAjvGf!M3wf0B8CRJy8K16yx6pd{SmWrci+|WWI=#|Rqr$Om9b78S zB6QTt_X8P8*7p|;-};WmfC{wzlFdy3Dr_LqVt6%N@1mo#K?0}kt9$$DRZPPVooMT4 zfbYK3C#hZb0)O=_f;a!p->S{`d;m{}MeNCPhAdUpu1uIOn)sLVEi9~f=Mv?Y9Lqnv zX4W0FHUjfMWVqyZrPE`U<7CrtM!_rtmSh)KRO3+5c#&BM$6Xw}S0ogS3XHcUSCpAS zmz^gg$wa10|3SphP(6W$C zNVfo-%o(lCy061t#-YchUjN2zosxg%W(c^1h5#S=IB+FXS2fUo)Sqis2l zn6ra-?OK02k!X&3;Y#-RFVXG+U#Dqr)mp+(54;QrcFgS*Gc zcZp$p+RH@Bn|;wWH0ldr;Awx{#(c8A`bf{MQf6^TLj(<`mA+gYa4_7|e{wBYY3Jqc z{#hT{UM94Ias6R z5hi^GzcEtxG!C|LSCvulb%xBMOrhJ?3E#=JskYxUDE~OADTrw3x+tL!Z8WnHdTL4Q!(bvNxWjl7$@i8>wxSw77WV=Vm zHl?P8CzJ;6$4TjkeDvrMn~3M6TyN{uh7uUdnYA&pZ!agOyc_8)1}kjoLvPDXY;O(jcIk?C7MKqjax zxxl3HVSno8c>|<2$uQJHZESrO7_`$-`oBt8?Ww0BpF+q_P;DXf{*d-aP+!!5 zZDK`aH8{7wbg{1QqTGr4_a-9g{3*35?;FxYLQk~ZLc!vsNl=ZZY?6!pd@j2xDaXui zl$Mi}4q@i+c2{LK@eV#TgJt-bOFG!+zzuXd{6ur&hG6FrpeR+}0+)5AaM7?sBh5@%Vg%}ho-m|B&0AqOm$>`JFe2z^k}wwAph<9 zQHI5fz+LIEI0AG#u1a^#=Q`$cK~AJ;1Q^G7kr)D|-KwV@i-*EksVd+<*pnp$qjSSI zRiZf)3tNyk6`+eBbS@&-FPbk!=9leEy(X#vSD=TSjK8GnZ8C^FEH-F*xUb-rp{!(3 zUuETZmf<#3VP+~``~Ds_rr>?-G>t0TjLrwMCb5hQ;A#<7{Ozp-)b1fgWYAGj-4;P> z;;RQSAmL@e4E{Yxc9C}(6*TY54Zk$$Y9D#~>|iT@tcp$MpJ~pehPMwxB&FW=Z`e*X zr=kOlR@@hEj+L`&py8GprtxqBt8wknlv}j=-!Ydmb^WvXdHz2?K zT5kzQX(JMeEtpeyS=S*wwwlSh5Bt?8AiIOdW$A z4&zN)OF2bf6*b|J%}LpJhX=w}PifQJ%i=^_%9>t0JHOZcAOfQszgT%*@8$sAz)XVT zxT`m>HJiXU?}>JHTds{QmJclVHJ6u_MSS?6oT~s5lXh9yIiyr`4>K7?;0wwd-C`DR z{H{^u^qR=+uJ^xm-JisLi3_iuaAEQ~%Qr}^ zI@#@M7X@55f`Y2*DR&9qw5)%=4g8MEG_ozvWx#|=#5AQcK3Nb9;*5-0aq--F945Mz zva36gCD#Gx$}b|e0i38fp81FQitS`L`Ywl=RPHU}s|~FNh{EcHu4;lCUDj_DM2<=r zTRs&c!HmQe5DCbmL;JYfp5~X7DCW|iX&Ah`$I8C(|JeJ>sI1oRZ5&nvMHCSM*>p>T z(nzWxNJ>kCbW2HIgo+3VNQt!44IpxX0dG z*SgkP=XuUJ<}r`yvYS@d1;f3r6NItOzq7f3sdV#$)9mOHPnLGk4KlZV?E@Ia*z;fV zz2@!9`1o@$4#KXXWs;j7(~SAWN=s4X!G|V;=_pM~$%^tz%`}8= zwI-FX1g}x)s3W(WghRKPtyKQ57D6ekWIviso2W|DwBqtsAC=PLX~eeA-qw73c*tT= zELYjd$Z?O7G?9|=SMA}c3u8C%eD`LlVws!R3Rbh+RjIa!_P7fc2aB|(pMR)yo=mbO z!vRB7ccnS*183PrM45RM)z92El(Yn>CXy&L9gNd=+$|pz3K}JMjVp$?CdzrByRKxe zA4o=4?dfL?^!7+ZmgSzQ9}2nh2asAoowuO~SkOVQH$#?Y{3AUt<`xL=4DX&k|KDr5 zgbTwL8+$x)qE%3TAbimndT(RD;W?lF!@m-K9gK8QP57IdZvFpZ@(EPl%$z(IifrRB z!IH|;f{|BZ{n<9OF+7UB`v`NdHL3T5RZ~@Z0^ByAuKGj&pg~SJ>%3(7SGJhT+8YH| zaTX)=@f@CbarQ!gV5`j7*`S#KA9qMxVX>laAS`FS zuLP>i72}q3VhW)=<32NZU(*`=-2*llbsnyjZ0<(cjR{+OdB(;-YcaQ(^5zhSSE#>WvqDl`IpR`V8IZJ^dLJPwHjxq+KpcteG!tprbaZ-!o_ZDzYhOKfSW`fm>@h z$%UCma%UxYrZa^psZ>zQDaRyqN2j-B@-P+$HU(tr{44Sri+jqqD!GW6>ILj~Z<*ra zD(daKLvm3RD5SbL>RjS4*SK(h2m&X2zUleAuY$65dV(&MF8g;5N}T*63oVl!Pyt7W`XSMEUif~ zvdSE#!y#5Ji`M9V`4w(|R+}ts=>-!5LqpRqAAIq}-p1ZLb64hAJ>m5Ql!vOaOwiiV zF>loP@FQbfBt0d2jsBG5q}Mde)1)%PuM#>M(i6bH)FA@%g0f$~b=k5Uc5GVcu}#ix z#qA3tP4Yr?FWgri$WBHnn8jGJEL$TrOR4I~Qk(G+BTMIyG!&z=&E}QiM5A&q8$#|3 zZSM;~&W^L85(kr$lXEWzV|uqhto9C;OoXvOc9z`EhssV_zjqIb`S***v-k4t2f5~E zcv)Mrmu;ji?Hvbg($Ap)juE*!_AyLNrgSSiFaGoVXs^k@$3SK1swiWZiD8q25h@RL zsUyk9+)=QEHWQU|4ohy{7u%Xmb6F})n78HJNm6O@EovgXo*4Ae+pJlebzKOT?IyGU zW2*KQxr|>y91WRg7+;My!YT;#k#o!;W$4#VY-xHqyOm#Kz(*VRpw0rrY_#>#nw{=w zKxSOQSDIPzgmbhRsR*gde2Oxs%_ld^9N4GidMXlf*U_-1!In}g4x zSYj}hi|z^xJ9W@INL&lUpBEQbk#;dl!%uJYzdF{pv-wdoeRaWn7oKW9S{<9s-i!hks* zfLzHhM$y?#EES3J?twy_l0t_Q`%Bj`_U1RNS0Dp&))}A*dqlWb)PzUo;M+WhY&-4< zaFdSYXb-)!m8z$oSaFGx5Vf4{>OxRmK6IPn-DWz_U}j{?xhsobsiDQ}O*6C5jy08SdtJTKD#d)-W`REo( zlJ?!a1NEf0)tU?QLdand1E=LwM;ZslRnLv4#I2m3=5p*tMoUu~tB1~$`#9Vl$-XgW7{}N#>KTkZS45u7DDlA zNI#Ln7#i#D&hGEev>v$?A1IUH4A+5dMS#1(;@s}kV3Lfe_nLcV)dj657KfXLy4pMO z>Cj!7Aa{1Ug#V*G{k+Ta7qNoPaP6$OT8NdMJik^mJrUiwCI!Q$r$n~4_HBqThll2) z*)gqz*Q9c)HgY6H5%1sMh;&@iob5^SW45KFLoKIShD@QrwFWEfY1w+PU%~pG)IqtS zMN;q63j~>S*%bro6l@nzPSTIb=xRsl#dmMbW~AHg?!-70TpK5vE7-0h4Z6VCk%4J> zM=q%H)xL+VSk>Y%p6y4TjHnJEsegJmx3!^mea<9f)G{S5dC@2^Q##c$4w`78?Q*OR z$t+o!*u81m-{0^1>{;&N1E`{ToK0+dq13L~f;5CF{H~ z^9$`JFLlcmBmwgGk&;F4o4iRZJ8_e&k`Zj@QY%Ri)!5mSwr^k4ueY?ew!gZTAka>O z*nV5Rzq1B|gc%rbVca-yjK2faoS!!Vh9Fo_J5V|p^*fYZQkLuEUO7BdU^(pER4nRu z6_bGN-oikkl3(r=0}Fk-Bx~DStu;g4xE-sn^jL!C{x0u#rWwBM+iJRDb%9>RK8r$5 z`EoQNr>VZbIuRAdo<=O2I#+X3TQ75w^aEZlg)WC)lA<(dgJg-jbqjT0i5x81`o{Zs zG8LQW1fR9RDQ9Uh zczi3Q;V4(jCL=!XL@9NP8I}yM%S3E?bk{4ayjpoT;;5j`rgHBfmS=_3>xp+6u8Ss- zT%U@{jn*w%B&=w{)qrd-TPEBXM1 zD!WB0%!{Z{N&XGmUhG5KGTK}t&-tIutQyY~s%%Ng$!gL#moDMr;EXq#tAs2c7B8mL@vb?vxNX>|&ZL(F^3eT@+ZAmielMUj?9;jO>zD z=iw+X1R9!G>0+{arnRi#jELsimPoi!7K<06XxJ&RaH;PN^uEpRq{QXbW@ce~Ay{N1 zn2A6QSLF`(a|e1Z?~iXlAS1~fUn*QC9vj7tX?a(DZGFbbgvH=Ll3_82Lt9s`qb2JZ z5kd+Nk3nPydY0<}riJR^J*x_NG(WE0ZQ^BLxw2`4~&hE@2= zfQ(6GnQ00Dx(o~wh~0HLef`9k4^$x7xBRqvipk_KsWoWe!i!p-C7oJNs87>~qS-VH zib64x(~^aT`6aPfso2@S20H*}qYPlgneuOKhY)`bxCcDDc+v_zF)@+u`gOHar_V3f zK6w6R9NFv4wnSk2YUxdL!1vD8-%C2C`O~*J%#k>lO}EBezB^-Sx5TJX2&En=PdPt4xB(iMU(r|?O!0qRECPh?$%sNv4TwD zKv!X|)pRTWuydWJG8s&b?CEOQQVldS1H0vL#N1P7tao%RyVg=#Zd9ml^xn*;{TTh@D-;&Cpo0xK2W zF$734WZce~&zGK_l3C%ra{Nl*o zUou+}5s`cD0d}ugXG%iSo60#vs$s5tW%$eT`H^DxOrVhQw3)OkT~C+Xm@b;3ig6Bc zIp`b^LK~@&fkv6#tW=bfux<wRv_hS|rZUws+( zITSknR7ixYV}Hht4oY7~8-0f)x+~R7rP}z99&P9;Dym4AERoKwoH^RLyHrv2*%`9= zlo?-1vG5yFA9y>LIt(Hpdi>UgdlW|6J8YK$4OU%mZY7e&UN5q>Hvh#1NE$d>>d+?!!S>5QKk<2qZopLbS|GcL+k+VyWa@0RFiWVmYxD7*7s>-nC1 z_~@;Ea_KIxtvOfPv}EkK$ZIt7_1vXdeZ}4nm61d9JFFk7;u*Bht1B5Q%Z;{hr)yXF zqP;y#66ONnJa-~$X?_13E6K{I1ecAjCxcc=sci_YR^it@$b&t3^fF;74$(@O(3Ivb zx3$*xjx=h4-j@a`S`tCYJLmB6t-HcpC8Fu;wVZHLZ!4pfrZY!9rH}c<$Q&l|Ooywq z`z<}D$}J?TdK=waYy*hgeVt=nvNwuZRzhp@9JVYG0tV?DdLnJ4z9p??y%X|%Dsx3l zw7YMhqU^?#HX_sDN)JP0n)6u21bE#X9iPw}XwMytRQs zlY}}_r`&lXD2q)cm1hMC?sQ$Zf*8Hy?Bml692_Em4D{G`<9&s}jtWQ74+0hC?-#I( zdP9va2P9zC-y$MkCZ9Uvi$_eHIBh791lSbu+o}#n>4aK;qPg@>jCMoU>WpP|Jq0BW zL}t#ga$#Xy=;)LcG#s`|VYzM3JfG3f;&9ZxEi)k-^`R$eRD~edX*43fQZG=T*5MMR zJZd?0uE8MJu+tVIcx}Aw>z5b1Bo5KFqmCq^2(3u0r#D_JB8y9%4`-gI6qp@2&*d*t zJxx0pdvC*Wp(lXMtz*_6U+A)yW|3cXEr0c#9muuLY%~N_^YdSY{X8Ou{ zEj~NEGgOT`2MF0LqTS21J;U2~Ybob*4)KK;$I)SovskQA#RIhp12e58+ znJxhw=iJADh&_CTb|2Y+xVpLu^uGBOqSLiCHS~glm0vFD>8qb5K0M+Czhdf){zto? z`~>PeP*W>&+vX_^9}Z^N@emVUcYKjuwn>Jk<$S-kbN5S1Tsl)VPkD}twriz%odE0# z2$(ZWI>~abPW6LO4Gq4gj)01$Zk!V{^MP#(VmvE-?HYaSDx$vQoR5 zp|NY1km3rC28%?XgoBTFSXJX%8|&QIfJ|E$7e-8b`JbIT>5i0|SPG0DE!eLKw|||R zJG)MDVWY~_+zX{781yzqog7s6z_TlcJm$8hL)aXAZ7bLuJxW`3$n6+y+tsjpbN$nW zw5ygDU+EWgjw%t2#YZJ%ef#_d*f)uFy9rc)Bp7)@qm5sRljRGpgCxmm=WHS8)pMRS?AbkHJDOPwDk-G@-|&os(9LVl3w;6=UO`Gf+3!`0^kk{vDQ4bFujr*F00hTf$?R8MCqzc*NE!oV=Be(=0-R8usy>d%6 z3X}~-y%I9xaw-lDLBd2^z}c?%Q`u5xm+a=!-1-N}9OKU9p}gMa#YYv+8+i|h%|;6? zylm6wa`G>>PjKGvBiQZTcgVDs421e}sWUXO5_}$|x@}nZey};_4xc%n0&Xgic@m+7Vd}HilI{g5T zb0|~n<|BMdGo7+R?;fgf#tpiYxg^Q>lFWYS=YXjfyBCq7B+o03i;~d&7A1LSJMOz$ zhh;lux+j}~i`^}KtvAqiMEpxGl~oJt?xfIBiY8HXmHJCkq!vkn7)`2ZFN;#LR+OWZ zSX7lJ$Zn1n?#?5=pv^kQZwWnygf`HD9kH7Zo&y?2xSkKX-T==b6*#2J&Ch>xyq1QZ zgQM$d#HC9p=!%TXBmNyvSp`l^yr^vsAJ|+K*0%d1i&E8ArjnCwc|VEcwJf(kA$w0; z2NnLW+y_WR=FG@lW9~2Vz!FKPyNvITy)5a;Ydb|pOIt@(5)m(`FjVI$>~!)SyS`=i z8cOfUQ>Tr)=%#Dl{>9+9dvpwk!X+j)*BmW$`*@n9`zu|6nabPkEQSb}jcdF%#k_0V zMryy%p-MqPL5kMg)YLo0tlq^&c@q#HW$0ZUnjQUA1p9mfN1((vn9)3>3Giv8;FUMQ@BAgAUg7S|6;Y=7aWCAMGmz5vip(=SWRXJ_){*Ry%&X&E{Gw+=`l>t0dOi*Ebe5FKM18{#}fpc-lH=YZwhJoYx&KsuT z1IpdTKa7!nR@<})DzICA7^7~%XWxxc&!KDUx|L@^+{_`jP?62~vo9A*9rE0#B_AGh zD}8`;K!B7>yy&yy@I40BKU^S znSX2Pc#$#0=iTE;b61{HfbSk8gwUt^)`8$y>b%;NCZ$N%o>| zdw9@SO327O+2*|IGl1vmcdD`i_E?`bEV7%!{RqMQw51`j&5==uo10|6kULu zYt-hn;+F~y{VB)US2e6SN5kwOcWRf~WzQ{`5EP>%8{6$k z7#*s(L)R2u@n!vEgmDjiG-SO6U%`-$6{)>q@ZjmKYQvu%&z_gzon%~pR^TbmNK|NA zdb7Xpn$bVepz&HQ1V86k8`l^;GUv@6EtVTBvQVKCquN+-$t1quog%*;<)(a8UR&BP z1G09`o8K0>oq~R|?#Fz=9AwiuRbqM}V!4yVMv>Yn4%4lhK~YD2aUen}>ClIX75KT> z`VIyN-66D4p&ir`z1$%o|BEEP%mZ<~DM<^LlFu)%c*1*kmxYz2373d6bL^Ju`d&Zm z5~ihaKW3%NDUnvXJecV*2eKI+^F!-v^gan4n1lk2-q!S2e(lCPW5}@vKqJXAoQ`pb zJ$-@rUMGF|v2S()g%l|+bn2PiABM%QuW2#bN_9r?yO|SwN&JN?RCu>ZA+&JB=}g6^ce3(bW4f4l z7(W$(zr#kq_&dWo4SBJBI_u}3docfuH8sXDPmO>5ic3aj<@f6BheMRfb9=X+|M#Y^ z@7~@S=_ki*%eE(c0Jp0?iNBF3R1a7RO!kJqErPZvsNM5tX;qXCL?b02p|NvUsTE0> znnZnBMa3MeEO004up`Nq;uf^B)z~J_xbuoC?*%<}G5gjZUh2w%dCVFJzupAuk%9|f zs~xD=h-{S``+HQK)z{aj>Zu}cyo@OpHukkf`4$n2 z&FpPMeC!T}i_NaBb4Tt6>&+F@v1@|UEVfgwOF=O3KwmK??K}$l6ZG@=XgewYPjZ-vo_an+A+MUXCK(;?n;AvE;)HKQ_pjkL<6Ll+QZxmoFKKi?;3+MOO|y^(Yi7-E#mTc?BG z_CA~MzqEhjF)3w=<{5kxxwFkgd-=^;1ucEknd9jaorN(819AR;eh6e>xlUgB`e~|G z>n&0gA9NKdUeKe!aL_Q_k54CEbU{!vh6V2U4GviWAhl%&KKhoOR>zX`92H zY1)~3;y*dj3D0@t6vnc_IN;;{1lMLL;ayDCe5--`WUJ_oaj|c@?O{W`Jan*Y!9*=PftN3`?$YJ7vT*y{Ah4FwRF}YjL=DX4F$l5 zAjmxk#01xx+0R~(zCrXr{I{|3oX3S{=NpVs`}6F`bud+X{_nGc(1K*F(-grtX4zyT z3AJYF5EG3=XnlRDJU!|~I^nUbMasF$zTyGmWj>T)flvPOi}1;%QC~d^xq=yXqeh?q z+GE0ybn=S{)zCd_0QapO0ZoH<#5VO5*QP!l=bIyAfCl8(?LR&ooBZ-gl)d|Me(q!_ zdtbS!y_>Pgb6IT%*qBXM54J{|fc%}PR~I0kp`4XZ$Lt3C~3IxWy4?w+40Ty z%glLlU?ZQI1Gnb5S@``o|L>Fj|HU`;*&Qsh3LkYp(!{`HpjJv(41y7nS603`dGD^Z z2^qkI-P)A`Vo_gQpLAkSnGPR?p=vO~n_{vtEJPxV;SNYQC_2rLRH$=V4$;AoU-r#j zS8;Uxtm-93k%#7(id7Hff@W!H#jX_VX43BuqMwZRZoxxl*Gw-#8ROeV6q zfK9J`YeGmVp7E6WZ%g%KvrQ^8O&!p*pCUX4MRKWGqs&DU$@_u{$IR3gI5!DM56t`loPtIC{gOo4%VNf5H z(9!<8j4N4c1?izIngiX1=Ksu~AFBWZFcK9E4R6QKq43n%i+$l^T-`pbWNzDUn6%38 ztye9i8MnvVwDL}iKR%6lNdx2Bqva9jIcC)gXZuRMFlKdS(E6l;f~D`h08ApT`oudS z`p_u5Q^>de`Bsv}U||4`P37UPnbT6mmWX?95p7JULX{h$WbDzo_zN6TJfvrY$+1!R zik>l%(B`=Y*Do?ViP0&FBn}3P5MKjn0cBsQCDuI7qk^pBKHMv@Nn+9{{)|4`)Y4M0$vgg>JrU{^0Z!%X9g=x&2fMC=GxzQT z#Pj^^r>`{xtPh^(KYo63xv79+WKE5TDwdxk)e0yq*#r47D$%BqKBaiz8}HD@P~&Ub$$gNBx5`EAuhbcUhAMWT^<r_(KRf@;HE{<@XM>`*lt(jqeyCD ztF9|<$5XTCS{?LKT4@nQh&0&_+XczveYBbuCH2$3ykjRmVH27~-!Vg?%|YgM%(TK& z=PAJkZ7^|y?HNG8ejDIWoWc*5r}jwQwsqUB8y+-R=!`CZ`6#N*rF=JCF)i3`u7{Zy z^P}8F@wXmi*_c|CS7J~5%E#Y{Lr zyhcy7Q4wdyAh!PGAZm53gKxBrKWpTRo5v5~36y?1*sq_8O0{co;+$vc+gJFduLl^B z)!7mCIe-|Uy3QM?V$AtHNaYOs+rfp+;p>t!C{#&DuKW zxQ67rxo&^SM2X~6dC8(_im3HPM7S#7=F(fw->(!nuH>YRH{!l$g9 zrDj0<1{z;$O&<~}rrdcv5$n2ohxfsl$BI=^i0Xa%MGy-!m43*(T2D0@X|{@@2f-o* z^pzLoRm>zuB?3d}hIf0OsZLykTA?|8O3cH^jU{@8zPSqyUNjb3I}69=t^$EyU_?mx*?FKXQ$Y!@SAR?)OqlB)B` z4>^57aJl+a&z0d)d!%ziTVON(Om0?F{=h1?;LMSU&i$jqgU6e_*G)BBy2>1^=)qln z<_e*eeaQ-9``hZpN(Zn4wC{}CxCDF83YFTBpY?o>*SDJ?p0-L^BXK5u8}gZUeAGie zRZoOa3%*m4*w`yk37?@n;nDYTVu!s}lzOdgdt3hRL?uXZhp4qCR^FWEmBE-GvNWic zt$W6FxV0-^UM@Zz$X2L+_uBF8DO|mTBK7Hx>$x3WemS!e>+#!Z@=3mL)#8#x{Vt1= z^cCrTJe>y4&TF%gF~{+8-_~N;l5h4@%ALS=P_g*LeL+l^+zZ96gv-%d%Oyzc1}OPA zTylb=}^Tc5kQDjddsk>%v{MV0?o52v<=7HptuYWno6DV@%7h#^Va(>i+N@LmP zfZ62oN35c}&)qYzE{nVkEiIgfFH_IbZE|M!UOdRlhh* zCb;qmCr_{L!uZ-FZ1dN*^>}x}6VZD6nicj;-KJ5j z)9pgbVbjSN$U@<0G%3gm&=B4;N;W>VH=nT+;Uq%Tm*VL~sAGHulBq?T`B&K}Zs+Fr ztSjqXj+f`dm`SEV(&b>sg-f5FFacy+U9upCHxc}`HGk`-XYntZNInx zE1w<|Q0KC)ShQhZd`3OiYxWrbhLhHW?tlRD@GOz++T1`ikRMkkhD}3m4~I0lHJ0l5 z{lR!72Et37HP3kDW**0B_LAvdF8R0mH1v5QF7sFBL&eupiQ7>(A%|?bXJQ4Y>^M$@wa#$gW!ie2w!VcW`8Z#Poy9lyo0SY-oeu^Zsxth*D+Ji zNjF@W-`gG!GyvZCP9wIo&giRadipTPY-jZWEZIpxr{~wQL}8s;rMKSCaNe!R`y6B8mBW{L2cLo_FEiOd8yD(+xKmfJaH{VDF^|r^1KX*+Li2t~(2)ol z8X9t)M82)ii#e>xNE;iQ%<}b7h?%a)MAJd!saeSe_QN(@ug(r{SyE@zp;JU~p6qTj zJwtFAw``Y%j&{D&6ZN-N1H+U;<@h`g-`uA>v$?-FDk@USe5Y4AdFZcI5FYscEu?>Z z3n>GgxB!aCj5QFf0c|i{!w&0Dd`smD5-*t|wrjtjqbJ_2&Vk6_(Q0}9tti9gvG+)O zk`N{%u%TG8{NbEJ-+f{b0r?ZAT@)6E#ZM&rJ3@h88zy0$xOZ~R>Q4^)DxqCz2ci-G zeP4W53J~cJg`(VlM>2*wqtN%vNH_$+0w(9xHVvmXX&t1>|72Q9Y~G_wFn*rJcDgmJ z!sXNrVM~;~0G_Yt1l*R<1~83W-D%vP`?)*L?+}d-^mYuZ&DdyzwZDs>>uz~{ zWwri)*6?>EN#A%Px@Ga4iuS6QBd9u7&jy(sRcc1z?R6A*D_98&r4n?Tvvk(YvwuPWu4K)Jo#D*nPz0uGjS@nF_2; z!2SF4Up{v=_En9)Z1-R0^CW|!nm6>?h)bYXn$jLxpuRO`>xecT+)+gZ;8 zZZaj#t+W|tb?_JlQHoB$mc&QQ*~2*~9R>UE&kq4LB{JgmCUvg2*BSMpjirMOHLCyt z)yK)IBLO9jvAZ~MYPL8x#cfXtp>E>Qv*gWWoY1c+rBtc9vU)S*8<@w2kEDGL^9Ga| z$&(~&6Hy`oRre;sls#?!Uk?^+rqNWn1bqk?ZodW5xU6vhh)MI_>=7R!`$ZGQZhSv2U7S!4Un-Mt!+B9QM>`*$l<16~(Y`M*6~x<_w^WA7a7(l*rK zYg0pSyS4nOy_<|SHFzrZZ|g`IVVSoPQci**PGW-U7(K+pk6$GjgfFFt)nVZfP`>?D$@1 z`(ZOBzS~R#2Keo!cR<8-g8GC$?Alr}A7@>)uj)}$&#ZM`Co%`(8*t1h2R?Jw&cHZwFK0FRiY5F4+Sp3Fh?%shR)Z;il;Yc)H63MdLr** z&X;|Q_nSxzkzreXW>_N_!cR*p1_N_ty`JgC(7{vOk|es}JYLTH;NJ1?13DIoxz4^Akr@(s37(*O$=iBo`~Jc^Dy}G7UT%Jlh|P4!x)qjCBs>Iz{l4N zwe(%XLEXRDr&1hRkI63L8{UB9&y~yilKv5{c0Po)OGu zu!{1G%W8xPyy-Q;-s<;2iTyx>NB!V9kFQ0C(hMXTHMBX`ZIp{@y`0C z-%rDbAEyD(htW+))5KBSD!4uog{IgCaAUcA)`QF{Nz|`A9C`_kdq)Uob>RY`n({|@zCrmHU}>6E!KDL1qGftbEq62TrbUj(Es%B z5c6U^h%JLF4LV?p{ZCDy3T+brM+xN21iZD%y+uja@dv1=@^lbFBe$ajp)Bbp{%KP! z7(*D=7{-{AoAghn>*1m4u_Chjn+5XgM7Khs%S%*KUW0@d!PeIv!VH<07f7y)w?um4 zvqF&vE5GW8i~~1!TO0#I($!py5vfCKV+)u6$kH8g=)}t}Svqa7LzFgL|;&C$ox1 z@>Yu>R+^j$k>yfe>O^QGHk8`C(Kx$P z@p$Ja>iJz9o|PMyO%ZpiC90AI-8T?9+_^O|JVIIJj$NPdfIcYu+}bq2a*RT_5$$}e zOUYY4T^7vpsk!xlIFBq+<{6odt(p3ZunD+J(1as$Y`;30u-B=zM)@l7om;&b`*8z@t_@ASx1tj7?c0$ zX_FVR5v@Gq=S_MtBlIu88-4%yjNj?Ak#`=GaPm9=Pkdug+rC@L2INKfdi*diimQ7HxnGJf zjCxRL6<9y&*s7#eVv75O$&2`?R8G9JBMy>}h`WPs^*d^v-B< zF2xDI&JLT^V(w_Z>}qtx)XHzOweT_;d)jyYpsA6w=)tuHdNmn+6`dLd#sW8)MCFMS z#?un-eldK0nq%QifG2#ES`XX+CDJG~k6_YxwG~W863(IBn4}j0!<)Gol8%N;Y>mbZ zwBMLChSJ{{_kkeyU9E`y^Dg3Z0^4JcCw&>S(f!unpCPM<(~;E%X$3g|nwW&0{8O*= z65-S=2K8U^7C7^b_l9L@$8bXfgeqe-9;yW^k*u0;EH?x6oxbrhdcHyO7c$5)$#)3IyD+L!Y8k$Deq=6`C~StT>yi{g zZ_0fhI%!NCnI!(oB;Xy*-?+#F(a0 zlBaOFcA8Le3)BMD24fMM{qY%_CDMNQtd|emH4Ur)Ym2|(b$upTIqRdp(q_I?Q1Ibh zL5l%9)dJHbpg{kKdOsuV3E8-9Y4t*im_Zo~`elrhZ?9le=k`{rk6)}{ogRy&D< zV%(oiEaK1u0kMmM(w-HYSNhaNTgs_PQPNd_>Bt0_R`+@-%Zg9~REiVp-P8Rz7O&Vm z*)xmD@O_7UJdgx0*M;2rkxWx0@&d6uE}O&=Lhi8{t5Ct`GuIiGWUatm5!ExCf_?Sg z^NV~jza77P9fw)3puAck|ERT8rxHycI@DstHwq}^rtNtS#d}W=A9|Cyy?CovM_4v% zMS^Vq{NQyi<&LEMadlt7T=<~w+Z^yP`LE6**eWYf#KMmwb2*L}{C4;+@ZfnHd<~O> z|5?-@|LRCt?HEt{T>sd#MC7F}zJL!ha6F|T@YfFcRnREEs6!cm?>q4~a{S9UJcJPI z70H4W^FJBlR~!hj1cf$_pWWZ-2stB?a)8$&Mf1;9KTQ6z2)Ihw{~Az#U-11|$Ug!i z)3kg#+4+BdJBn%%VpiM+uKi+=K2MUd`SA);~vumD0b{zf%Q)=UXeGYiG<(mLrY0(A$HNEJ!73ik` zcl0oyz2Kip+A~>?>dNi?zW=%2p9yOuqs+k`_Rm#6zC$$*sHT$7>w&s9IZxd$x(jm{s$k4dI}zX<^gtkF~MtKG+WO21dR`Wysmj&J@_82SA<(IFcg z_vvqM?Lv-(J@)qGf>4V4x~6CK*MI%>b@GsFq}txB_|H{8|6CRh=lYW%spB_ zH9BvllkWZdL>}8r9{6xLS8fI!69GMTefL3()}WP7%_aw+bkGPuI$O%ku1~g}=}H+AD_?5_+PGubG{Ajb$Ky`V1800SeWCw& zH*pmPJa+HPHyZ!Ev)d)|+_sNBjzIL91R?OB&;9WNpOj_sm#5}e>Z41mh9oB9>?0J& zOutrCI|cd@BeLPa?*s_39*EzTj)}XH&;gQV z+_m@ic#Q9c19fpL=9^B(mKyn+`*aYkh-JlFwILwT6KM1|zle@L1jU-WiDlJ7?$64H zJ}CP|+vQ+SZYh#;zZg7ABHB7TW70Yk+FxhI&&poaGE}|I*vcalV9~=B6Zs_Xn1Q;e z44Zf4;rUveiVbS+S{(KyEF{#o3K6}bgng>mBUBl_1r8HPTOZkMxfcQnUkqt|~ZT{(+E zj0}-4#v3ACc-9qCwmg&0D+vSTVVtMb+&74Wwp`E{Z0ge}If;yflTshiqU=5NaTVl$ z(fxiyG@E$xPT|a}h9^c#AxlNLY`$)@6rxE|5%M$l{9m&jy>-fPeaCyTez4f^j!Ao( z>_D#%#<8aX^KZ3>q<%OX+FC+cQF+eHrE;Z~=ysAFUM-X#jg-;Sq??hVOCf*&oIS-QOuy-6OOHfMce+wYlw~RX!kh@&u@(G3lz6fW zU$GknG{ao&zD+=l!%t%p77qmaUqr{t-AY<(<&!1kGDnxcevZjeM!&ya7_*gt&PHR- zE*sNeOKmLaGG*D}#Rht&63xpJGC^Op$S9asiTIaE`-9X)IL>FgkMbpnudK&CTie5G zn(*pP`R}k>axrXf@4SRx;p-R2mPX_fIPIc?$15UM0`GW{n;>IDXnX9`4s3$w63|tz zCL_2r(VR|R;3KK?6DS9n;2@BykOZ{$Ya^?s12A@8!<B}!~@|Li@c6X;&Onfz{+5dYk9UMPxq^TM-1XHEn zX5Q)#rpojHc*%`9RfndE>1MszwWj*is8XKR)@cuN~U#!KMK|Qu8-}fpH5;`}ZF!d87brN~F zG{OuiJDZzG*AWfHMZfA;0hfs{-eg=4nUPt@d_Vh3^S(MPlrx(?<)1|+s!4<54MaabXS@fr#(euI;1`knsK05niy)Z<2`QB@d2;)?V);Bs>TC_qeNnEf-_DF z4KDf{qn<^{qg_+PY069M`ou5wj-4HValwg7HaW%@#r8)Njr&A&?w+|o`~pmx_~z0m zYmFa%I3(PLGLxx3v?wqM=>;%|2%HLx+iwzbTh8C9oC$3JOkx7MwK#n~63pnRfk&%*Z8?*+<9Il!1Rfj~p_*#Z%e#hpGbgE$<7Qf?Y)kv+DA9 z&_7YVKDe_NmON77A_)cZuMGhR1)AkS2TGhH%&zoy#fh&e@=BKi=2T#$lE_G@;N8-J zX+MpN=(8=!9Eb_3yzSoM+hKzosmvR#R&m$5(^jp*3g z)yp71Nbe#9Bt~~+PJ(l0PoM?ffef(WvHxR8M{=jzqOF6Qjo)AiV}_Jo-dp3CU$1ltIT&)RDSmYFO9c`SAV6 zdn}%RfeODC;?YcT%;F$@Mu!#2=k*TBufQB#ehKd z8`j$HDFJ#+v`WWY`iHkXA8~)9upzurWzy&C!@PPp?5RXzyX6;}N^R5G{E4*9yCl%j z&LeYBshO@ni-a`}S9dI(#0aR1)u! zWOQ^xOJDN1m|Y^0K+heZ_-R;Q#+Tpu(F# zhJS^ykok)$4?7|r8NfTgb9FfnWB0f$2K4tUWa9+o0UpJ&q46`n{P{2uJ_gh*Cran; z%`h|XrM$m2@QVxZG1X7B@Q5i`;oiiQ6Q!tRk^v{3-6OOqeu~u%GtbBQt~V#@4bKX` zcF#L9=qH9jvKk4(V&Qz`DjVgaLSAdB)VIh;$)h$=m8s{4#|`O~1YJ1IUMm7F(b8?2_BFBFr!H1hV<+g1*hEp96|au_W_pR zD8?AI7z$3AhVpKVDp&XCQitaLxGlWo)7?2Vv_*z!J&K#W0e_NmNGoxyzpk-w8S=Li ziPe=06DJ{6DqUA5!{c+D`46|9JCZT0_-fxbWdGSk z^vGt18qDf1|3DTUH^C|gMw;|yYvzF*2o<{D6Ug+CEi1srMy5Lz^#T0yG`V}MK?oNS z2^9&Yvpkm9(f8k~CCV?@(V5(A+@6lKO4R872%%la*#@Do2oTUqnIEcDZ6tG6Wbk|c z_Si2ji-5I>y{Z-g8B!K)i4XEjRp@|1OrF)KAia8_xuN1SHENNuqEWXHB$bqU$*x{e z+t=~i8*d4pOEevCisizr0i2CLLJp`+-PF@Nwk`JQ03RY#_hS1857?H5SF9>PpZpWr z{5s-rb+tD#Z_-V;OMUECzij}jD+AnAmgwpIe{U)QH`V4mLD+0C7aaXhgY$|RJ-ofsE<&~uaA~D(#o$&1UyGyUlY(0_<0UgyIzqR;#I0JDloP8iz7mgITMw31pvVV}0&TSi5ib{X86;6sJJ*1JB!uxm`}~j3&^elz}&`k=h4*F?>6=Fu3o3vW#-} z+`M|eagbEZbxxM8n_d_V!w#d&$eadCX#Xx~PUudgc;3!X$q8UwG9PsUCoErTXX5t- zS)_*iH024hnTAcL`ozxsyEY`X!3MAn7qtM9=_M0gL~uViYjWVxXbnvdB5@!XfXuO4 za&)*i3DL_&`P0bhQ&{{u6B!57Uieze`~T@b^B_YjW<6bmLE5mCgnXe&8E4}545LJ# zUi%2{nL$dWaT8^y^A?8TQB?pR`$*DQo0+H)X6Mja&INQFy+MsbOQv_{a6w;_L8@&ak=EL)x_Vj>I`?%oSO}1K` zraFo6j)UM0#IWorHvGgpr`57Vg(&JO5#Y7kr@?|VRyBC8rTzP@FHybtw({vyXr#t5uln7aiDwIcK-trBo=JMMAU^+{{REiG|;02|i8FM3F_S>fvd6K< z5y$vmhkCtV=R8;5P#Ot3-KOhMQwpKt!01gm@8a4}l#s z9)vK6<#qrvIIVLPFt>gPn0CSXaK~Mr+r0WVAc6ouh0InP`FaE}fHRG|7~^aA7TGIi zV=&!?GrJ7EcR2%(=ht;36A2=6k)?dR4o=RNsYpik)v8r-8URi`P6yvwu!gjuKTKFoM|#MXy0WGuD0MurNwg$hazF`- z7L_{~upb9hZ;~7C*T|>*eK4k?UAv+$+#{UYuWnHJw@Zv|RE$bQkE0GYu5=-z&UVb& zc!UZJGZ!(st4?mUH7Jhn^!$uw-1AKo?Jh#eLM&=W*i$%#JfiTxi9n1WR(Ca7?++U} z9(+%Z2VZY*KnQUAwedvojV3f;LU;r`y{78p%ku^wx7$Hs1L!vTai& zc2xBtDd-rsUDi!Mo7(;IMH6m32@B>jKh`2fmNJt=;h0#&Y9==2_;U99VlS%Gg3Gz6 zE^Y6O)ltw-tU`R{2^3*1J(iHIl}X-WodgNw9^#9u!QwE}(8U{@*h&cEdL@nO#GvR< z0_8ZSdC6}*oVRAjxo78q*K79pd2Rs(yTWRuhcEVGk#R8qhVQdexp^dLRs*#8INtW2 zNwXK_;^UjmItecS!?@wo4s;9jlMF3>!t z0~yYfYS(qV&3C*PHy=p#jXm&pna`aHd>@AGTH8%yBnxX}Aovs5-=;WNkXj*nX9^^@S7vW&)tO7n^l`9gtC9 z!U7;L4|zRYc?X3#TrL|AD!mCfD2C9K1G{G-1vtz*9zdmLGv0ve+X8mq3$`EgJ~~K| zkgSk5i9gz@JtD{(*qIFEoJCs_9Au@B+RwFL*}#G_*u#d}F1M`4N>7*WNms}y#${8d z8?6MMQ;;P3)!s+y0~I*2drjY=c6olOpM&kq`Mry0gU{^<%WOVD`0fq8p4d)`CbjOvNNJ@4!j^_v0F22>W7&brZ z#YT@!mGn^dT3=kiSyZRe1EmbtN^ln@{rfiQh{G0b-hp(;1?$6EF;w6tdpGoEF|Ywp zk1`J4qEG1{abFD_>pduvl(aggExyL~gCb7)R#uIkNXRmcFdG@5IxgycTnU~CU1&nrAzW((WU)}L z{mti&9l8@6pc-?1#C>V%?tS({tf$5M$2$R1ru;DlCHu9@ZxbLvth2R~S;SNRU1GKQzi_6{ z^vW`SW6|Og4aW-)z~z8WNprc~lo8MZMC@FUqrZw%9x;fy%aA5@O1Y3-bO+WG!9NIi z_^bvxH5Bt*R>cAH^0E4I7KIsD-mU%!HPfoFH&$_LlY9?yExGqVDdp+rwbf%|qsi)5mPBjze%@{kxgYDKSv!rZ9kUR93QlEPv9m^W9qLX*x4dkom#~3Xtn? zKrMO#*ve+n^qy;9x-%5%+(7LY#8lhq*!N7m8PJx3B|^aN;b+L*fA|m?0m+LLIhb|4 z8!$jnMTl;>q9EQi>pS1hN$6xKCo+^GhD>O0;Cghs>rIS#*2O_MKa&fB8CXA-vfZPN zR?dwPhYrBD@w~P<*Kw}p=oQJGyDWx&t&rE$XcXMm3T|Bk2=snNujA=GTyZ zO|q?6N2_AUAdMab=%U;72f1lLaS0O6U+q(egaiKvnuc!TYbJ^P;<;aFV%o)abiS#p z&fjobHU&9eepd+K0AGB%3dk2ScgmBD2ZUq2w>E~(uSgbPrYzw#YB(DSBO$Q+I1ab` z+MlWp*TXgU=n`>!U}2}lPqrdt+#WzoIRo%1@%;joS+V z9ywPj&S%~&6T@d|qLaAvr4#dYaU0#rS<8FK3s6DB?$FY_1KRXCpIL{dc$bzBC6;u< zi@O5OOB%a?Op}Wa#W2<=NdVPc%A8~xr6prN3JxMAO1AlUCe>!8Z0{9!zN;Glcn*iiXL41cm&Y$;KPkxRb_&3>EX3c zs!E{4L-Zh!3b|=KQPQ+B>S6Tt4e>@jMF>&&RQc5VFd*XUDW97cqOcq)a)CdJyZach zd!myp!~0beWsBi)c8xR_ibCf0Hzs2~ws`mw1LKO0%X85zP&J|LUR5%Y<&N2+SEXTk zJgW$-P1B~tkg1Pt?Sa~znyn`}@nf!2!FVCb2U>9a7~b!PKt2(cB1_`ckLwZ!dz7#& zlejCNi(Il60){cy1$lWD6GR8g$1H>aMa&3fR*l|%9`^%gD)@QxSGRhUsmWCO(FF$; zg58@*!w$`X4s)Q56lvZwM!kI&dcShBeJlmFc}?~#wMLrRYO2Y7J&B@nK0}e?<^GRq z$_Fzt^l(4{*d3!p?=-xyKHusPDF!IjG|C+FBk$+1!c+c1tlSCTT~qY5M-JN?T@BX4 zqt@$R%B79pysS+5T$F1~LzIho|eN?VyPZu}u16a}(-cu`p zCtoPuPb>_8wwvY* zI3ak!Vz}6#w`&*ih*tjtnD7^ER*&JZSjG+B?=r)^;=95+ntW0B)%^qckD_@bKDFMl zq@Z-AyyNXu{c|$#wfNbRUZA)yGVP6+aLy;nma#CxT1ZvK6S7(`mJzwXU4ehO4y4_m z*kNX|oR$LCg}~_KTS^j!|Ft}lyIi+G8J_@I=l5zcSBets4;Zmt0R31EGs`+1in~uy z2B3kcn0hbr(cb!u*aOi64ScS)A7{u$dVainA^&=UH(w@o$65%L0Tv*Thc~7QR!}GIq6b~e5IbTg8vA25KZ7+Xl zU}e)92dmwR3b;Sh+|}zW9qQn7EqXCgT}KBO-HH;{REP6mm{vOrvzqGtDM&~QgLOJ? zcb6{D++Q$RXeQyTKL1qN0qY9VRv6poYV{~`jK@pDaLXi*H1x2@>Z6E2PQ*

    Px3b!;eTsRgO7ewIaI>8@OP2{$rysF=e~l>w|}7E zKfg+(T>?49G$HQa{m=jXE$%cLxTu3=DB_Ptm3RSWe|&nBr}Ud-{=KivMC3)Q2&7#8 z{v;A8odmRa>4ks1n;8Z!YUNUB#q`%Di)3tj#usU+-1qkf;RP4Xnj+0={^RY)TcYJ` z9K!_!e=|{mRt(^x1M5KpdVhVA+bRLu9WotxHow0cXhjPyI+?;u_SaD!q6?T?G)fB- zYMg(4kO4(-(Pj5eE4JU?7BxdE)-|_PiGKz8-+l&PPm_eaD3^dS7s+3rM265v@IL-_ z0om{G(o7;R%99uJ;*TZ#$J*k0A+^d2G5j~~C_vPe09>>&_5S1^j1Mj;(5n9jRaK(6 z4Y2qim$+2SB^g49a%k|`7o2Dnxl<1D?LSz@SUVVAVP&JZx zjSvK^d(+p+^+s_(c*F?#AaEnhyNAxM+O#Zedb1`|C9MViQOif;ij)FBn;b3f5YTut z!IMa{6- z({3gn4Tt>;lr*yi!23|n@y()W7oOpZXc@%@ah1E&3J&T%dM|mUq80SS(xQ@+^IPI0 z-AAu!duwe*m;sy0`U!MaQI+E=T${XIc!fm>l;>0O4_`5$Hs~#mTs-pV<*>HMH0u=c z8@YJ9q6&nw4^t96M^{`F@V6`k?`J!abP|v%Ut2v3zQJZ=DtMpabTO;!;vUCM19o!i+BH5;ir&i~eg$%bn^j>R~9yI7v`}t|9*FQ0iPh>ilKVti| zmM0ZPhDdTt-5%&&v@8{Iu}_2so%-&Kv84XSBa@&|b$oXgZSz2*0I5HUf&00iJTs3E z%>}mur4`7b=7Iwreq#d!7cuFT9uiZ>(kFjmsvrT)_)=nYSYCvByJe}K(0+aw~O(gz&V8}CJ`)ybNoX$u6mvB>YyNLxIbCvI1KKLaG#8Z1v| zHK&q4tr)<)SC4XU{C4C0NNc!MCH-F<51PvWxGtvH4yl1fTl1BU{{~X;_bfvIVxquj z``Vvfg-umaR?WICe`!ww2`_a(rN4J&qC8AMnTY;ZbiT7W#oCVKBF zh#9>tXE#Lz+6~+8`h&fw3D5+#Bpb~z@g#k|Z^MH8p~&X+#BW9-^99n3g~3HxaJM7^ zwk4Efn4XCqV1xZ});ateL#m<$o-E(T!HV=hL~pwcRPg?q4Hz9()$ifD!rI>QvnU{x zfE{Nhq3v7X<*O;i!dhqq>zogTIG>G!a5+X8azy|;-SkS!&8t!`@m?9BfLsVl;M9C~ zG-KWM!K6L$mp85tlW}GlrU`nf7pmV8^TYEk&A)LG@ZU=XTy=Wi8JR_cYk>NeR2g7P zGhnv*K^0u;weZ)XxIo&@+7}}&Q3WK%=caDAo$l@LYpsu01pXHqWmb!V-kh_2A2=w^ zxD%InYvF80z<5t9V*a4isBmZ0=ne$dbNVIMMsb(qg_yCF{!f3=DoY^=G11XuZuKVQiDi=cES; zKAiiPm-wWLG)q$U!PLVpn1VmUZrAT&k%SxACc&$guMnUTr<1^RPCF0U!Z6F9W_1Q> z6U3Np6ckK*40fL(ZHCB2yZ}6QDC5y`@Lsv@hZhlpEvHx2zvnpH>>_ljHYD%=)JubEs{%5|-k7-&Nn;u<3K@-E>;u^Pn`eff>X0(7?qtP4;$2FahK0$ssm!XTN@Wb`%ukjX{Jx>oK;0@1JqF9=`xr3`lVEU{V}K^M!+i~mRbMJ)^aG? zJQkOIW_BXybFywUSZNwx!6~QZT3mYi)LBlGe|C`dAm3Q(Os)8FtHJIvzn%eILhE+{ z@60C;n<5I_yuCR5Du8Ib z*{AOGsy94+%|uKX&`LE$y*%(LOgIpm=q@p^F^T6C`&EgNLnrHv313Pv4}jedx#YMj zJY7w7VZWvWYe$hTSmMe|h6!*bOo>=glI9wkp5+49OJM7+J$mrla6O6qOY^~a-IU*B z-A?Q4`VH$dvSp)};VK_4kBB&RtDo+yIcSvbR@#geQ+c+ZS#x;(DM1!yZam{I5Kf|Cj`a=X~sy2s3Rc7Tip+@m|#oky;Gk=p?lYTlK zGWYcTYRC_aQ?D-sF6%BL_5+{*_p)49NDkT^RVJ^|Ub(1S&nn*?WX{nk%nA;M!Tndd zBLgN-#dVZQ^(`&uIOP*tnh8a$RgVwTX{Gmi4uTObDM6UARoz8$DZ;4^1}D1GTK;+d zWd=1MRo3p1={)UmM{0 zzK6~{Uy!)a!eZoyL&5jt(aRf@!~XXiKe7vzs${(gA-t2RTL;D)wRy0ic)$41rwI_P zCIEhhl}EQ#IS!EgvN&UODa~vS5U;`e3iAI@9DG0`3A`97MSY71q^C%3g=OFavC>?@ z>^*TV9W9-j9i5M7Y038ZR!H)UaG4qPJMAo(I(O6npWL3nm4|yO>;ts12iC_LIE6ZW=#G%RUu+rU^M-_mPX7~DpdcHmRM?~gX{yS_? z2juH+;xL7Q0Ovs~Lunt)f}H1Mt$nidQosENehX55*Zk`+I=L7bkbKbu+47iMAD*#w zV%Sk>+zJq-!%CRBY~ij17nnoB!yB4Fe%EEA%aBFmR6soz0n_SEEP~n^>6w}TTd2|T zj86{@Ln0*r=&f$8ox2{=*jME-pk+1!0jiu{8xX!|_n%-$jBHDYwEC|rxB#bJ4G^d? zbWSD_N=dD)t^H}O8S?(;C1$eG%%+{!5Tp^(taXkvwa2IPOL^7SgG}Ntc0(uyw&n+N zg%(BN&Ih1?6WwbZBs|AT!HKG+@SBU~gCG}Iu?AAej^|@B0!};Gy*{~pc1rD(o8RSn z&!JxH2bdp&DRoykv$b~2K7S3VA05f^@IQ6i&V(TBcemcwrWADD7wDUA@-Xj3&h})L)pFu9WSes+21-*_h-1>y#2Z%UIO+mWay3)*>!}LnT@lig!(;cZP zmI*fE|JDL9WA-L+ORw>up}nAx2Pc|v*?qZ`qm;_b%pF@xgUgBzMx{{dSEzRR>scP} z+jZTLOL`EkYv^dWJrsxXY`sx|K7>W9nOCTiy=o6eCZu_uB53~17wUE{gQ=Q_u$p;; zm3rb-a-;0A`RkbV!HND)mT^tIjy7s#EeMy%lSB0k>v_?aho%GgsoyF`O4+7QY3UWB z7b~U+Vs8MCi#hfBl~Y6@4OL7PvUmCX_o&!Xw9NGEvrwr7M*{is7zhGBxz*&X<&L7Mb^yzMwPjx@BRB< zgr&o&)XoFN*N^yXY*%ZT%O;_qIel<9(Qp#lEWA<3wsh~yfN9rP1T0q9Go<-P9!zs0jaf{D)oYsTqztvW0-Lq5liG0A+<^$h4HU|$}3PaTV|u-uQ<=3FiIpMQs)fn zUq&3TnFUwm_emfRkrNi!?HBFr#}A@?UYdSXZ5n0Oc=vc9;qpUeJPc_Rki-ku-k1Y1 zU*+ZFs}o77AEZ}SC#vKQht-&O&U~n94tCl_s(rdiYVE!?y6s97;5!_9aq51X7VxOf z*<^GdZRR?J=Nk>>_L~}r_!tPhxY{ddwJLx92x4)X(|lZGd2~%TciE>TW^RRoYLC8= z@b)-~e!qIJ4P$#tf?LaqJsL&=FA1ff=NHy5OZlVk-Xc5Yf}C&93O+(d9nfz(xd*Cl z13@wAJ@^Zbv5#mcz1RGDcSxt995Cr$JE8?k2BxyW>E;R6i4RaSn;McGv z!vlYz^(9o}JGil(1n1CikN|0o9Dj=Q=SiY84|PQ49>oNRqUM(qKMgawu37%&ZiigQ zH>MD*$0#ZfBTaNGo)Ud+Z9>sSy{&kQkXr^@C^9N2?%bu{>_rfrnM`x^;kPB@#IFy2 z2&KD_R#|TNKo?ncxqKIfN>gE|sDy89Gd6rU`h}M4ra8(Dg`bwSq=D+&RC8#PM;2#U zRjmD)v__HUz_MkUYSxwOf^Le*&{i%37EOkwvUnGqSF%Yy?!y>R2X|=V4vXgGjwC$- zj4N~0_YP*MfYSX?^q-0yUlQKwNE}L^fNZYhy;z!f4()ib(pMK#JsU4J&*gZ{{{$~} znE5LMBFyIpw=U0q^WBZJ(xy>5guc~`h^EQR)90^uCl`3J*=w#(!RxNAmbpNMS)lb_ zgCU(KU*3M;AXrIL-1kku8Z-0=GjX0{>a$I%1wL8eATGN=gWtht%OkgK)fz0vf+@$Q ziK_Y40az>dDJA4w{4BfW;i;qQZi8jK6kj!1ipB33uZf9P%FX6%<>a;V_!-mk?}@)8 ze0)|{mur38ZHE3LD1WNFE5vSy@bPwk(`2J-gTnjSi7Y9b^E9FE@pqC}5$h^O^HT14 z&CDZ3Yo7QgJdCWvg%QHFr_vv%bHAwR_?XD*R%yyR`{As4!f8^!+`Da<(sXW6CP~0B z35Pk<8-(#odvOyR-jOg#FYAr*|0rvc?%&6o#d;N`YHAdehwki}xsP$k@-dJyva^>{ zWM*Ka;pX2(wdiW;=%52hXf9~xGAMx}q@ps=e({;_f^RC?b`>qfl{Osb3Epi~1MCDa zY{qNHY?PpxIEw}qgF-%FPong<^vjcw0JTwqzI(0_*U1Y2!!()QB7ZM@;83WsNYf}I z?z~0JQPD@&!b8aAtJ|?X|NJhkz&<_eiDa3wJ1j%BNRxG%)T2nr8dAx@!Lhfp&c=0q zOug=73<{WgIhDPaT{cTy!C#SmIlsbfJE>02n`g6HO`4{EneE-I;Iu1*TDPnk|2Q*~ zzi(3_>Jkmt7rYR6uLCGVzh zo)vXuKlkeNIM_0VO*f6Dkw37hc3=Nm(3Zr#cao3?djS7(4AQR?W6$XkB?eWR&~Qk5 zT!Cgu;guW9c}kI#H6kqXaK97KM&SQlcEjiJaG+4DERE5?!z5h@4>!Z$KFLb&y;L`& zbHBdxZN}3BwMCpWf=jWkC_|$2` z;vEXy4Dus`yfl)OrEFt7Y*b;kSw$1WxqQpm#I({Y_O!!iakK)nKd4St6RB;6#I&M} zcHyQwf`pmubo=-G-I96L`rhE$AH((qB^BQrHmw~O8XUVD(C;VCj1h->8ITHiFxOiX zqzZF=JNvdETzgNanCSeh?QGoqlThJMrgqC04v+OmbIVKXhtX_J5`8`r$0rm^RF{Gw zu{QiHeMU0tMONXsoKj%i!?P{3$?g9d>h3!pT z+@kE3?Qni1nAdN071ZP0&B@DS;o*s!7KQjHkzSlN8&3SBJB%+}>NX$RJ3=F&0ePkn z;Eq+GKUTiWLrL_D*TEIdh(SxKOgljMoR9jS^FqT{lZwiQ%}KfzNWbR}t0x~=y3b(W zC@pbf3*Dp3yH0wPpD=s_GFk*k@xLpi&8*g{pTWL{bNF6M64H_ZcmK=EHtb8B7ip-G9x0a_p-8bxct3dp2s^gdsCrxuqlRH^1vAb`@xotuU$L z1MCFyC;0gIW-Tx6r{Oe;w^5_@TE0Fs6}IiQgaRT&=mSsF zQz>cb=-DM45>(R*iGmDNv=nDrCG=~l_wbmwQAP>m!=he*_)i}E*c_C3^I}L7)A$p; z`en#@?JEU(6e-S4(iXV(GZaxjDvK~qP^WwDKCBTwG=ojoDSKRRfTpeaZA>(JiMIMm zu|#XFG>~*nz%6)1s-|W#4N2Bw#~7wuq&F`uJIsDiwp>YeT%4q44EK2mN_+0bcC;MN zZEAMifWbc=j_!Kwp5lm1!f~ca%0M^3s-h8Q4qtmr*X`(k($(2p`!4U9YEF!&987H(u zI6VzG5KMtFF@&HnTX}I4C}{o)Aj2e|OSWRr%vz#;{`~m}bo0eVMt&#tGBV0&bX&9V zz~(M{aM4f!(~XaWi5zaK$%h$&NN`ZLKLYc*-lIKMUYPukxkK)X9l|H?z2`uUudDo5 zefM#Fe(9Ao0Y|nsMxO`G$@aT#5zP-TAKf|nTD3Q|$+G*thhV*-e#&9AwJ~jlXr@)< zY-czG?A6mo&tQgk{GU73zbJVyM0SLFoE}}DtTla!tX$Pa zM2MX2(2d7RnamW9*m4~`7~Ake|M>li-_j}0?zBI_dIX!`elc0flcx~mA?$;63R%*W z4Vd5bq4nhcE`mp2PHkLP?-=xvf&n?;3Gh8Fdf_@%hzLQ@M(D^bkki8B72>D8YuoZ9 zGYdMB;l~@Nm9YCPU5O8zaTk`&{Yyg2Th5A1v}F)WHzHeVnh-R}@UrBNPaY`K66O4nPN- zR+1Lb+pm59{{4_wubwDnNIboS>UYa1tv>Y)yD~O0-2@||9tYlF=8pH{qV!SFKPAoTS>jPe<4Fh;S@ykbU(n(ed7Ngf&s7zdsvAxFUQ04}E<~WXOnS(b zV;8|V$h@=`+`?zu5i0tF1T5PQ^giuH%*{kkDNjofs9?)odd?9{fKItKS~m8IF}=cZ zFQh>RQr4`~5d9_XCz?()b+imXTeCsHFjbopHNL-Oc*mQ0X>lD`xSsg)Qj)G#6VvM$ z7>|;9@<4kU#`EEVEKsIv1?t^x%qtskB$=TdEoF(h>;pj3m#C za{bY8nF`t#?x^j#C=EvN+Dl5htDj7Jj6X`JQyN`2vcE1lQ2V}a zO!a!96)kiM+mB&C_t8bf#;0q6YUy`{T5$r1)5>KnMc>ow&VNhmW_nlcmr?T&Ktp~jAY}Kz{8+}s2e@TeG*M+o& z=Q};`x*Zl)|9PQDu4? z3$35p>k7UVc==1;bvC-eCTf!Yf$@{_2igj#GGm&t52KO$BB%0j?fLy{*lK!uDIP?3 zo`cw(Poj6^c0VZ>3D>hZc>)?RMFyA(K2^rYK+4(8Ft!pSKg$ZcygcR->6Y`d?xm;Fw%&Knon z-Jtk1HK0s2#zPE3_fPKV@-!YlAR9i<_1&v=n9fb4_BVkV4zfrwrVq=_oGl47i@<4p zHZ}yVtnJ=Qg^zGzI*6R?Rtbq5#62w3uF5s=vX3G@ZR|+%u^5&~9jDtoCpn%6aXz!9 zbi8fZYKc7Cig^!1@A<=_8NacX7Pd17xAiZ=hW?I9sc)%Wj(nESd`3#`gIGDYM!`5X zMjrb@%QUjIvNY0{q!AC~Xe-#b-Ck39nFQHGJFMq~jz0DGj|z!Xe*vY`L}d7xPHf?O zgtsa-J-XAf zTfzBOHrpAtvs>jqBYetrBI{FHj`r>;sxCXi3pQ0d&2Y^fGN+;;wCXYPwdtq^02V7- zBfBAIqV~XV#absmI>>kN*?!Te zim8x;(Mt`m&5a4f_%s7LgzurDVc|Xz(U?lTW*UNqj$QyNynO@vh(Mo=Fs+gM%~WpN zS^&ZHccutaKgoI-9&RnIyI`m5$L9A^ENS0knFsWb`5YrMnMTa z`*pUZp(Ez;1}Rsq=NHw5gzd70EZtvl3UnmSZ+-s|(t3Ui_N}?=%nrX-Aya#Uc7MZ{ zO+-XzZ*?SE(SV%i{kL4a(fW!sO77cG2YHY_7&QHmHXK)?t5N4bspz@lHMJm3?OzC> z*Vb^q8DRsE{nJpath>)y&bCek$3z;--HNgdeM}FS+|ZY+)D?S$nni_LUCsGzZK8=h zj?Jg{Ky5F=Gm;_PN2R^JMhJ3ts1=e%3Qt)&%}XaMwNOm<{^qfX(5kT^QcT<}L`6m2 z8UO0uCB*+^HbCe3OWO{D(lf<$91$Kp-8%a!5uAT0AwgxKDz)@PPL~uXZ<1-Z<4ApC z*>#uxR>#|bJDkI$V?B^8YrX#?AyyfX3{-wbOtO%Vw7JBnAMv*sD%eiT+;mP>ZEH^# zr=coEEcfcl`uZV@bp?GQC)wOp7E>;iR}gBa2x+R?*(3WNH;U$=nIkXwUKfes#J*B< zW!?M!Gp)4yC--e@dCsFv5Fyffq~m|?m?ku`g5Y~zExeL&qvu;f zW@^#cILGu0ky0|ZHSbO*&vQRkPxoR3@Bk*m$X7zIZnDJ{M6*PWFD*=L&y35g!)F>S z7oKA*_!ZU`$pqY{r3JZ%Q2pUqq>JUNNJCGL>~7H1(Me)-g~z~zAxEFqsoH*H3^Bk+ z*BElAcfqk77%_Rkj{hi7Gz9QTg<8xQ_mTs0A;06#OVO^uA05=|Uj0m`cM@Bv zgb8mQV|z_JwXgHMZuk`=)!uM2|2$>i`I+>wOAm1$cg9SZ&2ahKxVyT!4d;hSYh#Y( zoBDne^o@=CM2NkpoF1+XqOra?3y=2KY~cedshQP&^HP21-x*6DR}2pM83#jh+Y&8P zO4CTv%5oLoS6jfSlXe%?&CSfl8%g$83xvn?epp*B0J5ZV!|~X~vxj)qYXH5FfTDOt zvv~L%vTvxYn(lR;CNMvo7F}I*PRb^rsI#)yTmB<%VN0FQt&?!m1T%@*mv+L z+{+;;@>^2s7Iu{>5MlJjM~Lavst-?lEchh64-CC_ngD+j!r!N)9`Ey#aHWa!fp$-> zLe-C_N_-FTcy~2Qaus75ATQ4jb~$r$imNtj8WwH1SKKWkVTU>>_{YBXohP&g_{S%v zX{0}#FpzC#8>vSM@8#|6ir;^L3zIJMC1oLTYZe0qUJVNh@{*I2t8Cg&>}aX4=acS` z!u`$Mk)tX#;C1m|4~Aw(iN~l zC2w=vrCLaD=bd%GkL^yf7N6j`+Hnc9@m~TAQJWASRrba!Ov-5fHBcEHeQp; zvf6o!>7;6(#!<}>vo8A+0tn~5mJ?OwX~0>nCRVU51n)(?Hg%mI(VBDtQDEY}aN_Cn zmXn>er^m6#w&d&nbN6ek+)dIDvg<5G{w39*V(`ZucDK%^r1K9rUT4QfX9B~gU#qyw zXTlDn+`Bn>j>Osw(cdYqA6rh(=o~HT^2a1jIL*55gArn?^WA z1{Wn?W1Z=13}V{Ty6T)KtJiq%-JXKipwb}@CqoaV-+}*k337JdMvID$w%7;Yz8uOfa_@vwS}Df^c6bCRsDTxk6iUBTvC zkxCh)rewYS#226pRXRxy9;o61LHh1=1FiFg5QAB#&3Y|ZzY2bQNrk1EsgqjxtGsXx=LH{et~GtA2mU-h5g1OA9bOXEu%>d{_hVbBZ9t9Sf1wEfG5DzN#(!`_~|C{ejz_N1u%kznvqRz`YoFc8w?XPe0#RuP9)mr;jQK+4#bawcu ze^gmnDC^V*F>coGpe$I(tWo66>o_qn37q~C0Nds{c|NNN?nx;FlHZ$6cGmfq^|M-3 zLOO(J5*YnoM|BAMCp&c}D;sTmZIDw?0KsO=bSjhr#F-pTdrn9j6RU3oTC_QMX_KIW z9+igX)SUAd2Q>j>%?Fc8nG1WWgAt?GCP>40>sH`iN0iziDk{c71^@_QKI@%!l!s5tsBCyR(J`2UqYiIA5^#;E$xS`SzqJ zEU*B<1fu$P*(+fDLJD)6ccz-|v}jbQdr`|6scMjX*$7YJ^7~ zFEIgM1?uH-ln>mmqicAEi5LlN>58i96NylWD{NA++52ORtUnjBPMl8zRiu*j-&%l- z4Cn_?9Xx?1@>@NmC{5iZ-nl122USShAb1=K4t90ME>HWk2k!fqMfnB-+~pGW&)t#Z zS{x!a|HZig(8jnyfac#2mP@Sd!~-xO1{mR+QRtEU&#-J6NA*mz>xS8;7XwY zkkh=xuYaL{clH_5y@FJFzSsyz{C1c9!BVzvhHfPR1*D{da>H z>i9svm_JK+Ke&c}{4OZ-aRb(yajnv?u9}fZ(ugM#@JT(3ZfmN@c~h&$| zz~N!_zJ&W9Ui2;HmGx0=Us$V0N2p(4sU783FYAGONfqD)T^*?XL|}azT*S?O=^BQ5 z5YR=Uw@T^1Uh85JHJRBCIdt~|+tTNZ*>)G~htWiHJt`Czf^aXB;s?E@YTMh}%Re`s z=Ph=~kt>+F&>zRulnml}=G(X5zfK~&I7B3{8>wQkPMV}@4}V7gA3si<8}|P6>7UpI zW{nXX@2+G4#%TP)1{G~nMq1aQV9W7;?+r|5cr(6aN}&1v3GhU2(Twy+0OjK_&QW2+ zFtf0jOwH{jFqwWSD;FFR;w>B**V*%pmfD(C2ApSV#cH8+mE0Gi#QbHX|cStTK3Nh-zGcV}; zVw<F??C&wm*e=G-$ijz|Yk33kFO@9?rAzfG>)bYS2I+P$ck|@N$1=9)mjx16# zGH9-Yeu2QiKw(~D)C>Cx#E;ldXqC2M`76Fiy%3R>0KJecv;ZDAdx;`1iYN}b*>mpM z{|7%9F>xSKnnS-r4g-ro4qtFoi5g#WT#+B|mBEIHY##h*Y=+5P5*ne0_gXM;_*unKR=0-ZPNtn5phtEwY3ci1Jc z9GFHN){mynth3h}!-$N!HQVlkA!PJ)bWH5*k1k)iM$=G+x)^ZpLK>OL5j@WwN2ene zTOivWodg7MR&`OLFV%rb2*;0D;awCA+v5}#us#YfH){-}qp<8a`1y6fc!qMfKFj0> zUvVCC;r!sR^#rvQyF4izcX&NE^ynEFD$^b_H2$=B|FgOQoIqh+7vJF${b#{M4S>p? ztc3v9sC98lOG+MD(?RG&rPfBb+t6CfgFZh$Peeu*LIytZs224lLcV|{r>|AEpeMWU zbxyCn`P9-t$(Z#m?iD)j6((+LHf}3cboDz!H+#dRKtn@$Q)bc!-*24&Lz10;V-PcT zuz+&^NY(YHAO!}NZ!MG*#S$Zdn>)J05+Byvm?Z1YDeL&0l2$6T+_5i-TOPEbvz7yn zA4+#Q$*t-Ajc7V6{4<4y-CbAZYv!yUyiK&RhlKxoE&!m&+Q(VWpU~y z7X78Z5Bx2u<8GKYx^KhR7vt|xj;qP&PN1jr+VgJEafd}ErQYLy%^Ypb%{#Au4%i$n6VCqd;n843#0$5s=V4iT%yk=>=c& zl&K{pB*tA1qqp_eUZbE40wxW%78Hcmmo8!mx{@^el1i`InVUDbA2rQ|un-avnNN8i z!|GyT+WfsuFP4??x$Hrn6IyFL3RkF1KQxWH-p6mKO#!~}IkWu*44JhU9-_6b$IRQL9{WHoR|ExuR^)NFw-X6(_3{Cz})}!KMQHD|V1qc1nvP z_QXT|eY)(ft$XcoWzlf)YgaMPZ4;)9xHZlLdvlA%sN>!~@rnxHEAeFP*Dv%+&9a02 z<1`+Gt5g9Z`n$yBv7j;|0Ts-+s0{W%r`*s-^zM^W`?3!aW8yek6TrTHcC(NcfiHR9 zfInC|>+eXFNr*?dBF8JmfopnZT9{hJ6-SS947Tdqu5-(HT9Z;yM7|&+*2$^QzYgtotbL z*ewKmD7#NDfv8DJCl8P%reVWJ<~8X zPBmFRd&oo|^A){dxL;^di=AH@Z|qIq`qB$t-!~!n=?j4vYxF! zYwA5pBOL;D53tgwi^_n&kfT=zX5e|G)CC`43lnG%#3Ts=|DxppYw;8v)auM)W*pC9 zC$Pm@_9c~Q6h*<}X8{_PE2sR-)`rl&fw0S?6tzbC9ZO8^tf?q2(80OanQB@@ZKlPs z>=kdSt)8*uY2m3ujR&bTr%GUdvzxj#dY3)tp_oiM!-2VpKr zqBqZ3Dol&+9jkvmeB`?lL#3L^&^7&zmf231_4K}>&T&b#t-X>=L)3{)I#a59&G4CX zf%`L)=XMSz&NB&S4l!K*a^BCBD^TC!Uw}l6m_!iM#E`OHk4Hu|KdvcxV5o})W_eud z6Y2ndh`!TDB7_gNp>VI|4^VRs0B(sYVxqYW9Pmd^Mzt19KbOUE;c~*afc;fgAb5BI zMv%r|y&PD1B0&^a{}a^3&lT{+zUbqEimn+{ZloY&1=ONMrLQz0asu$cW!v@9=%`@J<#i4t&7vmP@n}XcA~PML`1c}h(2mI840^Dfs*8u!9fTWD zc$AbSR6^c_brW(Lj-amrIl9PFfuR5@xZFc`;N^pi+zEeN*qopa9w3-w|ErsSAlL~& zFcyCo@4LAHUSxn_awmXu6}w`^RDZ#VhR z6_*9b9Fz;IwC#VUm(R!x#Y`9oBco-#Xc`q)NZf{#X`*oCK}nSG3e zs`X*q$G3pEovlInloPr_r4Fd6=)LDA9e$|>teKFv1e~Ubf-pKJ9@M~q=t5wpygcP9 zXJPmG{b9@PXCV@;l~DO% z^!OME>&q-b`EOal#epzjSPNK0PBqDli?Rc{LBs^?F#6n3%|2>0W9!@D;l5fiV77+q z91S;F)PR9HQJ($ccgMQ0`haz1t374=stl|&u0J^5=E`xptdmqqt-;X@eDDQzxS-S2 zx~nJRQNihtC{!%_5xTv^WT##{Lc(m&|60{!!I|u|MrKBdg??zLcbdozV(a}kCRl!qQP48(}N^}lT0JDSG1QZb{O)Ub$ zFS{0ug$8EIs5&G53r!!9g3VnVTGgF!L2Z!`B&UmvG>LPXIq=wdzxM);Nn2Z+jKk~| z>gCHl+0P|=Lh)3iZ^Rk}5U~eo%*eqF-*D7XgDTl? z`i-73>QxSJQIKH^y?H8N;OPs>P;i%KpQ~6 zu&aMCfi&|2lc8U6%1;RdKmi%FRHe4$ADGM*&==q88@b`{0)2(IrDJ6Obk|>5<|<;6 zc|yaMIitsDCG<=+*2aKWyd4#-(p_Gph57XCd*njPq+*V|!JGG!-jbbtj|}ds0P5{O zS$2V#B-}LbMH?2Lkx-;OC~*nFmywej1a1F2gq*<;hW3c81=Qf+U@&j2H1AgQuw~S- zLR32M)wSSnOe&x=^}j1EA$dW7#vH$1`uWomAS9Mj8fcCOHmC%r!JKjHgJ7f(-)$KyV3<9fT^ zt~a6PF4G9A_6iayntbLG%CK;Yco$0tsh0r(SMFBbo_dCDC;0d8UlYS_jhJ~Qa~TqZ z7nSn01?(64H{Mj;BdbLr$mu<>t-AmUKCgSE(;{^0omPjo+*E^#CpBq(W|K?B$x z@)68CToKVDUYGGuDUv#Z*DW+66>kfh!bux9$rQB?>0**U>9ro%u1X@or$U`Mn3aC^ z*1ark7M*94nNyQ9Q>t=uF-XGQ<}|KR#0cYPQO{iclcRzcF#hnf*qa zTVg4b{t^QKJROUvw7exr`p$3z+7eo$s-dL;9Ly-T_%u%5TcWwWdXb4mV9L$2bK~Mn z(_Qh1LSfX0lXz}iqUyUoDdwtH8|qSpWGTEdtLv8Wo`UW>PSJJEr!QQ{&dA8%2zotv z=plp?O8|sQFL_{+UjldjI$Sgn$eG`hc^$>Y?JPEui>4XpZqU|kiLHQor;@Jj>tDZ) zH_|_*v;&Wgvb{@k$S8&TVxzrx(zJ)ZhuzIuHbAKJTXh)%JwO`xt$=G8jh49h%b{F$ z=-UVlihPXay&qEu4d1n|#w9kW$m+>p)LM=0+*#M-6id}3yuL5}R!D_6_7=(Az!Vmp zsM&<@^bdmxbMtTIrOmPqc^>%>SPbt2nJ~H@vhon3W7vyzBY|wvTFAO#hnj-IaNjyS zK^U8y)H3q(4>~{(n{tF1l&?!=3_Z&?}w>kdr}C% zM@9-OD1<_VNk0H`NHHjbc=8C-Ij(Bo9l@K>mK%qPn)JC#hwhMdEZm`sjOV@_-gLOa zI|{(usf%?mBH=|-Rs>$~ok0zZ#nRkpgU#3?yzZtU>9!@F5XdW`D*M{>Sd_Dw5Yh4Qx|!}$JZAlyL=z&F$OHJ zm%U4NYOWw|2S>8evMA@OmF>1yI^tp+#1n>D7bG1bNHUnUmPrJ4=d^@%i181ax$Mz^pndMhI27 zKE`R(blazpmD3;ytK^BSj!H3D8n>gSi*t$Yv`slHpNi}KuJImT5lXz+S5m{BM`8S9 zTl~1-+SWxXDnh!$Ckjf8T)#F)Q??#{gYdfT$t@-5K7sV`N44`Bf2zdn+L=6Df55>s z00&!Hk9D0A>?UK;y*GU*+4fSvR?))gOb#3o0J{*mDr!>!%b6Xp?=@V%%M*;RLqk6j zBPQx)hr#>OVs18${9`UlCORY+w7zdxhaevq^Z_dyjw)uF5eDzC%Xfu^ssSFD&a z6&JB09HAipKwUzLH-d=Ddm?iaG3=0X=p8zN%QDyu!gl!Oe=XU|Tv&khcTUY4KF!==^~`2NVoa| zyBP({vas!&@meGj=}+>Cp!&==0iDTG=W{7rwcna9&G~7cRyZ68iD5q=V}|aadggTx zTRLfn8|6;{-7`r>o_o2%l9K)in>?O-_wLy()u1nfAKYUraI9J%=2VDe*^-i}lu(rk z&r;fOJU>F^@s-VFlFkIpt2($bAc;sb`Mw%~`bus4CQcn6gikfbE~_6hGK%g+C zvhxt9KXC_Zn1sw+4xIV5TJYmv%9BBnE<6anOdS(vVK}=9n)xN5y)oeL9BK(NHIluT zy8wt!$15sM4Ymv^yY6r*dC#Q1)JnX|Y-_z>=gwxysdnF^DLHX$-Y71~DS_8hOao7! zK85nhn#SehLBAu`-~V{B6F^wW-W0n3nHxa2DwZf7i2Ayc#Ypzg^Iw6;92c+Y(@~lB ze4cwEA_m=a=?j3zti&E6(MCNSHTO$h{ep1Avmx^k zxUcjP4z8&b=MJz@a(e4(KZLLCucnq370-$ho+-!D(4DW7mK}Exn+54IYh#7|td;^D ziy3TM{J-#_@L!r`UafF9if-sK-5Jb#0%lF5+f87{Jd&d(5!$(-Q>MC^Lkii|_2rHy zCT;Ypq+N58yMiI6Tp6Q@)3x_;FHlG%e39TCH=PV!k$mLw2%w*0AyHA$EXSo`hFR~1 z19S1angB6DS#8N;4MZoy8V}Flc$@}-;({RaJ8a|Nc>TR%;j(!oarkfQf0& zu44nS)9?M^cf_ic<5>>Tyx*d{N@R3cf%(5&fIDtzoz#4chKa|H$x#xMwtM!UG%~iJ zwNrhezh3$?i*d^22ck>~qEh?sXBLJF+EAy@ok{9vyrWz^ZR`^}n1#F}!+(CD-0ahS zv{SdqNZCT!R%LU{%=4Fb$}A(0Z+*H0n_IfMY-_vxBUoVIo*^eps#@q5o&LDisu(=I zNY2N!9^{#THFKbv^!ex2t5;0{ZMbv$3|}m_$mi$6JVZJB%5UwnQ_LlB+6~51Ri+|s zN$pgx;`%A3_~ci<&C?dEV)Kw9ORKi>I7vv@4ufOF=h?`dApQF{HxN#=!=l4>)F!Fp z*aI~9nu0V#8rRUV9O(b9FV6l6MjLM5ucK)Mj~x*nZd`A5<__?iG9z9+sN?A0Gxk|i=Asm#OQwbjH&_NSXX%MhrwjCaekBo9|wfhrW2)pB0k%2_{VCKlk z+q4>uvP!BG1lGG24hy&DdM{lv6*5lrj^W&R%VV~ry?bXyW?{IR$10|x-(q-|y0r4w zD*p+WtC{Q@Q}nre;~lXscM|zmIthqX>iH~Ht;b$C|GH_JWdll~{HaiHf^clvI&}JBxze#FMb&09m5z>%t~w772wluS_e44fJ;QyEnzJeiZ4ks%(R)M9Xm zu;%#*BK`WGWaDB#3*)E7!kXnzFW*A~&@e7&TLNPlLC<_6iQ<9V13L7M=>7W{hRwn; zSz)-KkzYn$XJ-2g*R|GROq6%m3v+fG(99hPyk=IP5 ziJo~ogh^VgkOBj@(z!d;TDLxDmY1>(Tnw{ii}DQR0E%tbj;k^Vv$qb5{RSf!HpU4y zrdz&V-zkQsJaAYnBnI2dl1R6eixd=-%4&oVLo<-Sxh1W>mTG3rSQ4=<8*n3AI@PR&q+(JqI#GwDw zGHJUm=V2zeC4Ip|wq%NT#5QWS%>1Xb$Cs)lletg> z)YN&anoOV*PB^#bd?$HtUw~Q|N+(_zm@8HNO3p(}2+{v{Y?xVbi8Wl#s+Us|&Pm=BIoWDXPr~mED>L&~fSS=l64x zrLN}2Iqv_~+_M9FFJ^9y)2_h1pj~UacA8ro+qkL0z|X(ql&vs~f2^tUo%4++kozNvD8#KTF3{+S@2uxw$vrJf#`ZzPoEaQY#XpsMu8^ zLDrS;;jK!!wsH>3aW6A*8|3@;9%J5{=moNVZ;Xu2cc4I)uG(ge`4M466%xk(aq4vz z$2;5MTMs+8QCW{|Ok5 zxAAQc(oq$8;-ja46W`BXTQmWTUEh1^rA?|vTNkYQXm(AH;m_rSe45Af`I49oe+usF zVT`r$=be+tnFYU2Y?x^I}LAP_BmMkb)ZKQXuF6IE}9 zn$qcA+jn2G;52*dnDc=66>OySATU5^xXzPHD(ZqxD2H5U;LDft=H})mcVsl+Xe;9O zwO92>RjE`Y3C_7^Hp&Qc;(80ndhvWp<;>IB5z2Q+rLbx)%Ww7|N=ix!D!%D|7;zGI zCg7eBja@y*g5bvH;ZrTALN3V<9L`X>2E&v z+t#~Ip4aMRyL@j6vHUoGoF&ZMsWEYH)*)@~#d31+7$=9{OZ3#>E6cAM$?Eoq;s%GR_AXbQX*O>lfLaH5q5Z`?U6I)%Wr0~B zrjXy_?>OAmo!YptH9aNDk|;^e#HTUffsyI+O+~tFtS)pLH7xd(sMS@E_ggHDH?k|Q zO)sK0hMP4?mLK%AJPYP`s$;7e|K*0*TkdFeS%0c}=I8S$9i{Y)ZUuI-t|n+Xxm$8n8xth)d(NT-&vA~L!Z+ii)5PfBhyL9(V<`! z|3iZHzD1lb=0HaQ%-( zCT9lykC9Nnd?r?dxY<~zq{@>t3cA&GHJma7s#jTV(BB_=QQ^?Z^8M*D5{K2v@D;YJ zNHm0|GcUpMLfRX#hvs`s56uL3n;bm8?usZ^`ORJOGcoHn{XWjMFjttI(55z2IZ5=? zz^3T<$kTEGp`8^m`!*lS@F(XwA$r zwWqlFD2WcXkfL_2cUn71P&u#nkq|bZTkfDY31Rtw`5spzK*PVY{E6`7leWB*pG^*f zCudGzZONHa-VK7Ruiw16RxAQ3m!Lr4v0&j$g7;+A()z$*Bg~Y$&G8R$LMI0@lF#d> z=?@$hEg`poz)d+l9br$l3T{!YDmxY3Tsl_G^=wdah-7>?5B5b#>4{jYxd5+u%AFW3 zCEOG#moL*fc}DOi@~n^G2X{6V4dxpQ419?zSmYEGp`F|F2(%H)LlmsUml4@A-QKr2 zX%rNaEIKfR!iC$qrXOE6V8XR*6hF#|f`pt7>hd*x|nJnEkO< zm;GlX79W%P0++wQUA;~JxoiQtmceJ)Lu%AjruCfT)-6u-zQzdsD|{-kE_Lx;^Xj!nE@n<5_BI&BelwOMezljL0dhH;Q{!%^)p3 z`|bcl&<65eFSGyciA_qNRUEbaQQzKL!?peafhj?Cw3gU^=fE6!j@rd!-u3Mu%!zlD zGht%=(^q6*=EKoW5>ei$+K5g!kGaCeCj0ntp0qVoE|+h4;oVB1?{R1~b$ekqbiw`j zX#J<5I@PyNBf=|`X%~4kSkPQ0=deRg?%#h-`{{<=A)^q>gf%X)nIcLPK$g&RzSe<{ z+d}!RMkB$QTL~ap50k_gG?Ky9WHa(AmO1FV8v`#0P49}AV(iS3C4-rLgG3){0v zYio7MK_^q08+58?C@MXPuN+}$>fl@28;HN~V_!6`XIB$b znekaLj9_!~3du~0%1`J17!HdU?wcz{J&)Kcg%KD{jmyciz`gU9KP+X%2*BDYE$QiJe|6`asqsJ zMr0B8v&YOjUp^*0WzP`%Ps@OO8#W3?>~C7rKFGM!I7N$_?Vk49oiC6 zSXk)q@4s4clhk?zkFdWqc;oXgSA|0o$zDZgp&46m@pCOx*i{#YPmKZ&VfPI~zc=07 z2<%Zxl_akU7#Xg?%vXSrK?Z0*Ill)*jpV8&1Ty}XpZ(PjEr|DI7{Y-sOZ@Ywu5^~6nh+MugZM9?b7+pZ6Osx&0%~^ zG@8@QAu0YMPg5;h9vF?^V>{bh(M0Rcoq3cnTQgi2%&r-c-NGPhS} z+P1E}5ZZgm$aH&RX~V^E-F7QqCWM5 z$pW;w%MfO$D=QP8zV-e2)y(DTeO6#N_F^R`U}Vsr%Kz(@%uO1g*bD&w@Blpb(| zs1OFkX*&d)aNP zK0)^0YXi-G^z&hIEVmra@OO7T9Q-WUk;d1?cI}#Ye%-1~ ztz}UCHAg+2R-%@kQ$0FS`8AZ<@rfhuI*(h!dZ%(c);#tilG5YPhp}gX`&SB{wlx^` zFl@5ja##mB=og~I9?~+OKE`s=CH-y=Sa!upr$^<=y-EKBVyXL!0^3td8~rs;lbu7o zv9Un^pmmM+1+MGXc@Fs_iE-b*m*w^4TFtdjl*RMN*3yeMxA4gU{|aRUVECR5KJp#p z1w3|o%&w1slGFwekmY{N=?kuSa-F&JWG$Pd*Q7_ExdZP}b4eTJ-#JU2v-42*!)+!L z?_u$}A6GX@xp#4)INeOkaPIJIhySFz-gA&aDWu8Rz9wgrXiT@(Y;{F8;@2y*kibmDR zctn&H#`C*BaPsPG9CB`XL>cMnET&`)N9kk@7e=`XSTIP;ySl8~s$=RC%JNODY8NYb zs<}n!QO*JeLD%0iaViH3gm@U$e+{IX`Sm7Xy#=%164eQF*OX7W?wl?)A07O6#B9Id3-2($IAcjbL4G+sYi9%K{N;~0A(Hw<-?vN&-m&USn%k~)aI0NIeWgg>yH&9R0Id7L#nt+3CJ_keH*z+}qaRYYei=kzE=J5r5dkDeS?Nrd4$sXnXX!2k3*YVUObEH*b@fnM(AYZ%t4${f5Bm z=&mVZRYJSx-9Kf!2_|efoD{{_OS3NRt@T^V#p-{gT!?>K=bgzL$yue%7TkUm6GqX` z)#5gOx2vH~tzWCWz$LoMf$64^@6c5(-t6WLg!u(SqdKgHOHXT{v&#Ogi(##-YOZ#! z#@M3WZXUY#3iOcsJP7iExJjM^Viw6sF$?TD@%lyBbe=7D>!UIz2b03aBjNtVBG{#t zb-9_Wy+42cTzm4O@>iyt*viDh&C>$^#jDU1DUEeHN*pRL{>391&WcMx|EDoP>-WU7 z4%`!+d;_kmn%w%;LaY9PCDY*@+8m^?|>>25rtyUuQ)`Dk@~MJPRLX#agvh%!C7&(PkL}JLS+s@`W2+TEeN`ilJ z>Z8>p`KVKXqG~#d^kOi6oppd;!AAFE8`jfH>L0kaP+I3RzI`6}?VC8Z9mwGROW|mO zrZ~QyJq*_fOM#+JG$}?i89Qxu7=hNJ;kE`yBq2uNP*2e^{=bfA{eu`*7mkm0acEjF zW~0K;W2;oaalZzgA%f{xl^*yNVW1Dp{02R+M)KzbVqZ`DR~IOIvsU(hPL(= z&Z>p{a|FYS|5HkdN7n?-uj4NPE-&hwG+1Yq;7+xdB0$;ABYB!jQ)m2Ix7%v;oxND& z#yA1flq`I_iR|LXduVmcRusx@%5_m;D3UciA~G)_!C{xUH%ZJf&aN+YYnG;=r5nvt zSJxG6oJ?FkY~D!STP`Ow`Pum=-V{iBY&lZIu1}t=LGR(0?NoK7XFqi`pKw^47e3Jie z)=1fM;@k@f%1Vl3Jj@ly7=exPt37%}Jfg48J^YT}wERzyk3H1OtT^dFUeGYTukjkW zlE=8W)+*FrVViE@4+ImYV{STFxh81D45_GS9QZW&^8Mpa$2F?q$xMOT`c7E{+Jmbc zt*m0wVuK0a&}@GVqKRR2fnu~B$BBctkwlzbehEvrLm8VMleaV$%@W3K)UUNZcgD4aem8nt2>rBPKm_#h-u)8--kaK7 z`6*{ImL`*>Uh1DF?ZP>-ugZ4)G&}mui$VJ;s0O)O4gD)o=x$YGkl3=N%Jn;^Agh1* zI5_)3G1=PZSXZ%6jchfKdNj|Qjj-oElpw?S+hmvQXHefR82ny<=VK7I{bDeem}d3r zXI^81=YP6@J;eaHs$H+^Hd)Ee@8fN*N=Q~w)wI-!iNg>}_3wO=Q@_=?QKj$ewX0Nz zaFxSMBG4hO>2)$fj3yh53H{}=6|<6@JdGQCF;y}&f;nHt7){Y%15rB_`tc9DOuOdi zmS}17MAXy>Po60Bd!dYL=Cb(f&hEnYt|My#s*Kh3AC0c~bCESSAMmN>7Ycc7uSj#| z=!~qztGR->T}%lJt4yxC&)h<$;(G<4CsSkV68Pf{!(aA`9T}HZWHGe$b?LJ9Z>Q9b zhJKU3Cu#Zc?3vYIO_383?<`-CmYY=*P%@o)Fez#H@JuQjhYtPyNYEx{GA6bvbx&{7xxxs)`s zd9miVT@A@X^c0wgJM9jWWV`KQB}ctJ61}1o63oLt{?!)fLN1vwigShf-tbxSb6l3O zFxrSt9wq5Q)vE%#Zaw`Vw!A6lbj(wHHVbx z=T9VAFx2A#2eYZJ&TXy{_YD5dg3}be+Z*Ml&7O?4cyAL6ReR#sxMr{_{RuL?9^qo7 zXXeDjrt=Xbm-q|TGP4kaPaCd9WNrvGb+LzO+tNv?=49Lvu~HWGizTi7LMz=-BqyZ0 zpszkXioo%TbgWO4+5Yvxx70}I{ThosC8rZp+lb0o*pN9h3zKu2a?wy_yJKX*7kauHNwGSsuI|=O9 zw-Y?N(faZB?s=;Dc`t@t0*HC1=~#7YHA#ec?+NXk*H4_;Bl*%t24bxNzLl;;)cF&F$|k+gna8Mvf!}+bOh=H4n1Jw(~PCV@@J& z%-|u)1PUzBc$AunhRwKSlk|sB6H@V7PgROv^g7;D?=KP3w%@`n_k(#ushQgk=$Uj)a-5T zkh$Fb-j9$;7F=RkLpg}6i!QnK2$;_p9tH}$!Q%{<{5#XJCq1rU>qP62_Z|tEE z66jCWOWDl&^H~fTOdcn%9E-=4Kxsmg%AmN&ZmyXt>+Z9o@_%S4bOy)tPR(O%SI+D% z%@n>9t`;9*3a-p4&!UMhUgUIL(r&Ic5x-_O!1p3+z1EkzH(+k6r2{<{AF#R0vOFZ6 zC0`yNRDoiS=tUPCcXeKh7ueqWo?h~_E$QWm^0SdS;w5J<)6#~T3V#Icp8dyc^{oxA z({)n)=vp#$+We};&8VV=aEWO5lq7v`YI(viyOezVY3W!KNy5;m8O~6wZKQ!3_-!tL#*)jSK|<&z+(b2Pura^2cJ#7t?Hg<;PUtG5_XlUAiFOle(5U>yA>xe21aMBKb8NL1_yE%It66 z$u9I)X6;9~xXc%Cj|CgFGzJUamWDwJHhTi2l^05#*C@L3RprowJhw+K7Cz|uBo@@Z zU%P)Pe9De!exUq<)JQfyh&yWWPA4AawEHH5i6}Pyt{}iUc^*WdIM(AA*m_eW$c%bw z`Z>)ed9T*3dV9U>&TB~r44jOSXX;cMA$h~x>Tp!nmo~8qy(fIc!@7LLlDrEgvXuq( z&X@?yH~ru_3@vWemq$OIIQdUbh6H;qWfwZlC#mxi_r<@~ zitp5KIAl3WIL8aoJxep!GZ!UcWxTtyRYA(kWu76@A|OUioKa5OLNXTLQCYDT8@HjZ zIV7}9=TlH(-(|YHw}+99UsfuTKF_&m=TB_xn8d+x3(eBwjZtaZQV2*#WW>dAO}W(d zU-F$!%roMy+I%40*JoO5T&RuM-~@YnH9XZcf|+;h6eFpVOsE8Bo56C}g)V0P2zu2z*gp-6UBQPC5e z89MAGwz@e!_xm4Pcccl$@xr`pjR-x0PRWvoDP?E7SXF3O$*&jKOfWAD)@Ym}$sqZs zkAaDaR8Ci?z^jaG1XVg$;@GMkk*h4ikaX!^yS6?7VP!MyMFuhJdea!I^p}sIbsC|Ryzx`ax5?L=TBYLcwsX#aKwzKZfIhDc? zyPp9H(S$zi&#ow{jz(pw^EasvavnGHvaqgB*18g5SMfEh<#Z#ozpeZrk?zkWIQ#LM$gH4B z)<_X)z0FJZW8FKq;y+lbE%)EsVwH@$V8Xg*)6#` zHP6HW#`oDBKiBO~3p8reWlo(UA2E47)B1QLa000pZ8 z1~uPb|N76C|K4{b3wAlFx5gE>x96;ABGbhJ8vk!r!ViCVEGg2z~-EzJwf&o{ri<3smkBL{eJq<4XL;MH&C{!=JZ;d zNlIz==IdW~MB%ocs*(sOi*oFDnE4`LKl;IUyD089;lYx7DUmHV+>2GRO|C5@x{+|M zik#>4acG;SmuNV#NJteUSx^KRx;IF4D>K3AOc;L&Q3|57>9w(ciMk z)u@tX;E6jby@*=6p&+v0pQNPWo)p-%^qD`&QXN)hVi#fgU)M_dd z(!Pq7t+q5em@bV*_;53MJzyYWK)UI@>*XfE(K+#%Y*gwFEpzg}MPSGtIQD2(#-+hwWZ3)KVano zj0IHPm!EpC5yP1e5Q(;>8`bi9bkq&zhUKzBOIrD*&YVYhqCwP|5Crl}%@0--%X0sG zt|uVG_?M8^H+W_aj)TBK;jSmLR%x1H_N8YXJn@?2zDtsQTRgZaCpkN^2w}RXxI~5$ zVfd3e?q5XPeb^-pnCbI~!($b26Zl<&1+|OnGi@=+Br3kPY_gf#ifaFE8yw^vX5>BU zI#dq2|BG7^diy!mCHYv~He5HBKdBZI3rjY4_LmC&>o+V1xmmTVdozEwiP7fTw(!({ zDor&#SXF|Q;3I2(GaWr8|H%-E8^BRes6c1%;qH;r6|~asPS2>EUB}u(*UGsJYTU&W z)qMBWxf$*`pI1N^D(prs#s!2bXzNa{kr;pdXd%nTOWh~GP^A;OYLSF<=ud6l_4MI( zpZ?Nme00q(vrVq^jMsg_vu8&KvQ^nR;W@4~T*6UwuU+6Mr)nppJ_%fN{m8~Os#wIAc^h|yXukJ);M~=P!Pl7H z-wx=r&PB0J_0g~>+OGOFE*^_{>qlCpLUsB115#rLTSqERjss>!Qf@0bzKL-=nbrgk z*N6NY`+s@B9vp&_X+tVM&vfh|utRTV z+c;xm6(^4k_T0O4Sx9fS_Hi$szJ{&{ws=U$NH^p;QlgOi!{@X2cbAhprYV|9IvyI4 z^+su5@$5dZ!A{DsoZ1WL_qzkO?*B2j6kcFAAmi-h?9t54$;o*{%qT~70y5;gP%{tc z_?0F@qTCu!neuSXg!#~g9VXWmY^y?uG#@O04H$0y+mLD%!9zS`$wjK^LVdA$UD~Bil4?VqPW;r##>m#j9VszxISkINR}76 zvZJ65qWLY9`{aQo#D10d9`B9Zb<3wM2Vx-d=ioRJCV#yNtgSRK!j`5ADoS3XWDXTL zv=RO%2{sk~gc&o-wy9yqH;V&H4p~?D%;n4@L{HuN3olwxtodDBqRa9X_Qu1-sSTc) zP7YRxV$(X~cE|s~YyaLjYwStm;$%AD>(D)f^Ti+;X>(eb4)mZfdJ&fs%y7%jrGp@2 zUWC|PXtUMBZLEzjrM?`I`C5-W{qVtsWpp7bAZ4t<2u0@_3Eqs}j=kVDPIO(pL>z{g zJcLkSl||&#!Q%h^N{>QU@TMU%$H9jG_JS#eum&cBTem?L?tgv*{?qFb-lLaf*=M)@ z-~WaEad@k*;LHx(DfX*>tm$99(g(*^8xEO?(6J-`edq8e(;0%r)K9y7bPMp(VJH}~ z_kXMi&awZ0ArGzQKMR>R(F=o%RPwcRvGZYJ6brLPS&o@Oz2Xm0c`5;bcWOr^xT&eh ziMR(eWwG5U7DJWF5Rs?^QgMcdgq&7A4`kCH4bV;Cing3`V)1=0+)tRZ_n^P>=8v7w z)Rg1(^j?=W`Zs+`Oe&PpLW|6(Q(iT3taRxwS(+>?d6g;UFesbR8-%~ie-)>Z!dWL# zn~h+ER?S@Q3^ zZ3AC2Ry?&RaOo8YhT_QtuRXN7RVt zj}-Zb=6$yA6MeiO;9~dr_<*J!02E!&C6GY}NoyxakHq;tpOCqe&xnS(8LsyGJLdur@kXujxxlLP@!p=dCz^$| z(2=&W)VvURT`h@g*hxf1CB?2?f^jBXQPwY0@X3F!|IgNlzk*%ydzz~B*8?BH@%X(f zd(^iKUqN|GWmL@^M-p1A&ZvaN@j1@E^S#&(@>_)b^?y*nw-1_%fk`j0)^rQ+qLo}< z?PBHJs@AJp(8Agrd;XHswHzhaew5JOO7L?vi1p)1H&>l!*2FHWrg9&}I9Nn{jb&aK zR=?4BK3D=j;Ve(t9}aH)iyT&+eu%Rt8HRx{_dm zXCR!5{Wasv-o(fTn5Uf3uASGZ+Ra}9_RAmer(&k^>-O4V@L=W0r z4V=26usxHWus)lePw^-i3NkZU*?G(`OZqwi{X-;C&x@&eS6Rq{{4+?+bQ3Q094BIq z<$kK?RdZKY=L|ke`k^cnyfx~?jf8LVhs^5le2K0S+)Y~`VcaK&^kS`5@9(%HKotk+ zUB_<}^-qk9e23>o>gupy)wC_SU7|pn3-k@WyI!WK8+O&#_>2EUMZBR#rJc!;+gkJK z1ZxW~FBlDbBI2=JyJc@d2*veHEs(z=sTt0Acx7X8$h8h;N>3%U+>6(ZS?~jNt6OQJ zK{=KKSVLsIX^QExyepr{$n@^MBXGJm`pGrLIe#Hr@EHERp9mT5n9vMx+S zp(xgF^m}_2ZE9Vlc)w#Hv+~1POvn@a#+a{mk!86pCQ^O)@5Pi^ zHamZNy|Cl>(}!|VwFS(=2J$G$^NT8mYkm};ftO+5oUorgzpGnBb4&vYft$p?P7=^d zAX$1|h+TBPf2YUlyI|N)G&caaEVHE_9N4OtYB4riN5T4x59Sx};wc7Dh|MKFBbHPM zetNja5qo#YbOl46Vzc$bCsEiALYt%u&A) zN8t4zwMk(+$KJ(zyL_Xe?9FlV)>ZCKif^A9wcL!VW>q#J z-E>~EoJoyu|2lG1sE1#2c1yF!HF)iCK6(V#gaxkXXU7`Al-A5lhDVbIEURS7=Co7n zdbAvUyxnDiXuG>$y(S7_{&RS#e>)UUV$vY-xoOv0y4^>j2}GnSJBYb5j!R) zu%T3HF>ps!&0($2@}5S+()Ugu!L8b(3p1sTBM8TgH=q?R3Y7D2%JTx~L9+gv?Cl-7 zpPubszp>J-VbyG3UE0=9CH)MaLCTtEcstuTB8) zVxC(39@N|}?7wbMj*yHZxxJE4-v0g;?mk-{QjqAa>&|=XUjZZGS$7&9#P8lWGnnry z*B@qblx(h=SPblawCboId;Q~R>pbT`;nD~E1soBtCrgkc@b+X1?XD|AgwX5^*peyL4Z3-p z`=Pb_d#*JrUoW&^CK{u90=b6Y9J-?rEoDJu^)7BjaDQj*JuYVO{hj9t9S*oPd)sqi zoh<*)*1d(TYkTfQ`}d9lI^kH|+FPV=REASZbGnyirs_f-l10{QIc}A$W?g~CY1Hf8 z8FR^e2aKt0z3op zi8S%GTay=R)>`;lq$tiBfAIQg^6~kJZ7{$h>}q^D0zYTqGPi;6nXT@uv^TS#2_>7? z|KPj7)#?$8ClI+hu)*$P_T5X^pOF4affeTJ%nUJ3!K={rQk{vfm>De-m)^ygdM%bX zYv*|WCGiflmSWaLX06y_OnTT#&87AwMVp`*p1WCnw;j(f4brm`UT^Pct4Xcfy)w01 zKE;VpeZiKxovHmQL=%M=U@656UlDadj*PWpPr_S<;_DnZW5T-6^J9qe#v#fV2 z%JHyIp-JQ zZo)v%i?4wfvQ_i7Gus0@4-s8qOT_sg*XhV>G`aCVHuKW4-okuR=d(9HplF4)5G?GA~47(2dnCQKXp{LZe5b z)gi=OwGR7(R@jPH?a+?5!RHITT)XZw=_h#XujLJ$MBFMcCiv^GkLJNT3~szqdP_M; zmR!maiL7Oiik$8)QVw#wqA#06mK4RP{muE{a4I>4)@=pD{TL%a- zV!Y$8vFzgZ@S2J>_?bd~{UJ~RgPLoU@WhT~8CWbWP_1pTpL}u*6?joV9Z;txb8|t607`bOXn;+Z7qa#kv7|pL4WvdfUv)0$Zrv5Io#*V<@nRw(2FuZSDr2 zsd|lYyeQ5Y<9Pq{`|lm2a4`^~Z!aCi@O>fcMQ@k37ws?Vh`#bd^i?@t(>JGtsz_d% z?Bio7XWJbGmcxHv{KD^;A{%Vg8yyxdtKl3!GDcJ21$YT{NQM8fC?A^K;j+41z`mmI zb1NmvQ#Jq8cjEbg+k}!4%nSqHm*$IGRkl_qI?NJ({O$CS`T$V6xMi!Nv0en(($vV8^S$Me69%5Uc@G*EFk+l$N$XeBGMB2Im z(427{!_$ov)F8NRHC(+r3*`u0e1-?EibxhOL`d*D2qxYG1?>OtwNJ_anPIgYcWv}V;?fe_b5kLBSVZvZx&Y7nQ zB+mO#YFoRPIDZDvegc;p)jMVf8OHtleea(pzaXK#_~zobZ$DVe2a}*~Kh@ycDu6a_ zjYm>{25>AHg4l5vA%5Kqm~>3VZLOP!hD)FOFjUhn-uSQaAmFBgEK=a}Pg07F4OJe>=m z=J)RU!3etcrs!LxW~y|ajBwwd5%Y@YSFcKngTBy3myIsfxP%k)Qlp6}##V$*37> zR`m=h$1p3VNl%v=dm)G@t`p!<^xuVyBrk~j*UKNoUf7$;Z*zQ!z-gwRH17;pUmA^0 zGZ81<1g!wrop~jb*7zayLcIsmf<86fS;{P+B-X`8BO&wGRrR_Jf$Ys@-q^|i!O6}_ z0%CNp@QZ`|W;2SIhWEMm=KQo2drfD>cYcfh+vx?r2dKw*C z0vHQggNhj)G_tg+%C^x<`L0VfT$9LJ$iCFE5x_MM=;yQ_d|KatOU!z@mvUh9a#ZlK zYSP}Gto(K5Q6@CAnr!6`!eljf1rKEq8Pe@Wdo9_;c4moPGFkSOK*3VMTFTba)VR>3 z*g)23aK3ku4S@t)_f;GJmuINR3hee_^(Bzow zH+x1h)i+`|-&5+PDf%SWh>qj;i+uIw+bh)9 z`Bi__NIcIo3T*!wpA*=m0hmDf07VqxpMH@ZrR^e7w~LBdQz$j>%{suAS)f6|AjK)WgEUPK>=thYc>qjibrr_~A>JQj3ibMtrs3 z$Tj6hK+4(1n9$Ttsnc}AU}m5^e+^kAZUVNPipM79x-h#sRELe~fzYa&UxQN5^ZY1o z09z~b2Cb-t%8O;Y2YZfvq z;C@)sDU_h`s?YX1>KbLv?cx-FJdU!j6yu$568`Z0<5y?ZW*fuaJUE!Mdi0 z*e{T?T>hQ2l>CVes-a`cK?!;nR|THb2hqG0+`R%DB~Q^rRy&rk@Sak73lG(YfjiM9 zMvKUSfYt=c?eFw+a&&*t0S4d_c(5F5I%g-a3li*lDpRok?@(b=0#Ih5jjI;_TMP(? zGvXH-adrldh+<9{d9P}kbfo3`pDq#1$_*xn$G8}{_9??PuD}!=A%^Ev}J?DFYUcqR1Bpmft4bbnyMtjEfKw_T7uVVEO*8ni|I2gAi`&LVqbp zeeBEA0Ig#F+8DPEffG3V-*tT2UY`yL_>~Aqi3F9I6)&Z~ayp91;)>ea(`$jqWJ~X5 z$6xv1vhVM^5Da(WRktMM_a{~aaTkdo5m8V;5Gh3vK|(~N!Jtu)21!9cx}+Hp5fv$EkW%TE?g1o5kdhiY1tf=#p?-VR zbB=nycddK>yMNqu)^a(XH8Y=i-<{8X_TImoAp8xqp@*owFb>nQeb}J9`t%j3#c& z);lyu$tWJcJZx%lOSC%-!Vg@bSsyzYp&Mf$6ME_0Tz0wKY1XfY4>EPDbYLLA_3$*| zKsL$W$JWYjT!k@h=HYPyERs`8t4RU3ZDlJR!U}d*tIbd(ukTNnO0>ADVXYsvav6(U zq$O8Pt|X)DbzF{C?3O5PTV7=E_?YI2mU$=>aW|+*rL8f4nPkR0A5S!b?Xvb>8rn4k z`^&&OfJu<2art9;54gQA_o?W>+<$jSJpJcSjgX9lnZd+muwnPLCNqI~ATP3=Xm=+~ zG3ha6#SQjCQKzJs4&~@jlhXE5&h%gT4lD9^&LBa;(qKSQX<0Dn(Y3s^->k=$Ht12+ z=9PtCYs?_l*0+IO!Ari%GU3A<*A9VijANkCij+NOSXixf>4^XlaNA4863Z9MWFc6S z`$DPxIOxqali;~)V>g{uB{R&NV5PNB9AcxdUA9Q7f#UPwPMB)44nF3EJLH4Wb_-L+ zR&IbhVj+->5juTYwQC)%8$U-gb~6CXRQFxpq0pnpn#8K3@fwfLbNd9LWcpn3E)KCD2MBK=QXQvxZ(E{+2qdv}|%Pp}dg-^E-Cz)!R9K z(}wC*TqKS3O+EL!y?;W0GnB-({Z@Xsji7#G=|@| z_%s}LbftdgC}%S*|McXE)!|oXdLt@b%dZ-Vys5SMW&(Jq*ff=0S%HP&Io&X?q9+gIZk~T*^QFzNYis>yx;+{uz(jJD{;N z=OjU?pfi%o;FgsmOo4^fB7Q_hwa-tyx$@wtIZ9X-_+LFRUTU1RmQKt_kf6UJi7EO* zw2Z_9#^ZQG$Lg zV-Q>RYuxyx3TOP(JUXB``(O8gGk$fr_z^L?IftXAM{OI;eTb8)HFGzB2il zQk|NpHUC_tp1@3E$m1rK6fujM`M&(vzmQ80%cuHU7DnaVH*_EywO=SiOR%+BJ|B1* zRbi+Ov5>%2q^iJNX7*0lg9QZW-EChBHZOd^`_`j9SvwAg2OPT~&q)Q;PQrqc>ZFv0 zr#(^9rd4a&{$gy0uCJYYwu@A2mEgWox~p={-JznJXUQDc`8HV7?v8vD(yh9Lz{U@5 zo1-hTGHe}I@*Oj17__f)**b?{WiQ)4^@_ct+7N!@gViOTgYw5s`|_yP;mX@o267<| zdsIztwDStC%BX}F5jY5)NXnOx@h2jF5-|Mek7a5{$yLF@dWZS$@d5d{zhbP!<^joW zPz=EfeER0o=3n04^il?p(2e>L$qp8Z?zb=lUJXx4&JiJ=Q6qqZ3B| z-^SoTE2u4g3OgA0rjpsH4^;B-ewg)3FcT8M=v4(W}*n>ZD62@ zPk;o^FZ7j*#Tkg`pz21++TUutskSnl^Wg=}b(0RpdY9xQ*BW49GiEi{2Y=+MBQu5>^=*tmw_4UrfJ68yR$x* z0+EYYv%xeSmwuhQuhB>D0fsnSILo_mfl2d;LHW+YP&x023yn=(kN~D)k#O zc%KiLD|-ZsWFA+@3hZV+U8T7Gp-qN%ME3sbZ6rE%KG-nSX6$g9sb2Ayz2MlLQoBTL zim%i&0ukp`9-UivxyyRW`FtRS2S+9My{6$Xc|q>P+il@;<-*swZGU%OM;XQ7f(RcB z<=p$N!Xz^G?E38Bb^+dM^BbPaYI?fE%`ork3(U`6iIp$dZ4+Ac3+K>&gK-WJn0*xM zy2xMO$sdF7$#~3ZtpAGrta2X*A~!MGvP>HMf`4RTD*DJkq1D>AFQs&EBR9nc&0Z!& zeEO%o??;fqs0s;09ad4`54$M}cJuOccdZiZck|CTpP!(9D4$gHP_P>o(#YcW4nR@X zAl+No$EEkfgLf6o@ostMXry{4%!zw=P@K}U2vk}MOybOU0{Jt&8DfnP{f=_@b^8Ft^H1xB^d+A}L6)`GXyIAZ~P4u#L> z{>EeB`~Y=Rx3=ClV}~~us)&rTy&NsWB@Wo9ldhwsQ97iW+u?IN(jB~E^|WuwHzH=SoS?Vjn-_}_~Q{2t*?u+!txwtnPj9VXQf)&f&z-qHTXT9Tb*W| zN!Us37L^jbet0FE?XrsLxxz{bflC`^+VdxvnSVc`8$y77`AB9wat;xWhm6{w!LKjp z6c|H?sbvBC*~Ht#{EVg-*#G+GMI!PktZfR{$19|p0&|^yyM*&@9V*euv_+eDfJ-{J(XV~%oc-M~Z5ceI_tX+rqBoct6HLNbV=KR#mlW6j0SuO5Lr`c}@71Z1k;q=^uhLLEva z|7B6$f5P@;1ny{}m@Y~9k9Yle$tZ_2IDLx0u8)EL^TY%0XjNXfgYM{F*qVae$vA~p63AW zXgVI5$n?K|-5s1=Pe{`H<6S>qy1^a2$CQO0`O_QR0BG#+TgCt82mN=Pus;>&MG2xFfLDgO*`-<-#$VAm#-vGfyWp`8;N{DbUx+?0@mc(K7Jy{tL`6L?-?Dc#*bwT10 z6qw!3C>CrK-a=LZxOSK?Q?jZ8bjXz^LlwDCM%SUw(6sl%JL5UY`d@_b5(iwVuk4%E z-?i>XLl(#S@W#RbjElVzA(L?CFdkm^jwHeOc8umc=t!oZ@D$fzy2q*;cvcrKF@v zP=Ykk!$p=u=}@`4vQB-Ah?KScy*N=U!T~FC$^2(|lFU>q^y5IGSqi+DBI#(rFI@O) zN}N%CPi=Dem*WEw0M6&pc{{=_ARu%C0`xW1NM6FSzaUMPN$E}*VRJOEJXHN0-VDLo zJAg9I4ISO>9u_|c8!o-xo_wD@>2LWJwVg+I$M826gOF}Q)^3GH9pX9U$V_t4l`I9v zneuMWbExn_nN-`PSJGBrnhNLER~v%mgykOHlZf3J3|(F0HgRLCS(XCQWOlti_4@y|U zFl5A#|F>J|yQ+^Wfs@gi?S-ur1*-5uEy-Y0g^-oBK-94q>*e z9;ncT0y6r z5e!QR^s^CYf@0Dmvix&YK_g14!Ov`{;8>{qlI@Q=Kp$WZu)ty zPyQf=98G+RGgIpwM4T0G@rfw-l5pG1(siqlKV++yFK_wb3=aH;!g{>r;eAug99rh{ zKJ_D|HbTX_4y$Ww1eCcvO8ZPL9?bVX^~uYe=;XZQwv%jscH^7Wi?=e3+E|omCD{$f z=~&0-0$UpcR-F3AcK=N){R=OR6DLkP?GAJK+Bl+XNRZ zdNQK`ZhQLusIY@}Z6;sdi_3LlHx@F$Tw!yg3esNVQSccZdKk`8_KktZq$BY)Q_|uC zirzW`{90blT$y|VZBwtSbuMYi05*J@cN!~m0hZmBED(dvDO<;+cLD=4(Yw*I3 zY`JK_(r#b&*4rz1xIOid^J7&HWvWvB($gjskXna0QPmTL?#h`hr`x3A43&&zm>cete8?fk z8X8FD5U@rhlT41UhTA@Y;TOeYybaOF!&E!D-%kp9fWUit(`o)hokP1mJh-h5)|w+! z=F|+E-b7r2h;SZOo2t8j{r^hGyP~y9r_v#1; zE+x)9mf_ZM5##pQ=`^v8xL}&G?z|`5xf{hP{GMuOwrBfgzd+4x`_<#5r~ix4r7lBg zT7n+Jl>jCJMHk5*39k1AAQ%t7Vp#ebA`c!#MedZ>krRq=U%rYosEg9o*mi7(VuFM} zOn|^Jc0cQMQPJzmGdv5lOQlLkMARvD-E!43-h6O@jiGWt1#oEE?B__*$=3V`1-W11 z_)9;Vxqdk-oHzPGO(*9;K|YcIl|@t|y2wH^)@3$LA@Ka)c=&`BJB#Je$dwbz21{w% z$6nAAtFs>4T}r+-(R!mrb3LMeL$+S^-n7`U`5|_H0fqi@C01?eSzhiSG1Cc7MK85vnmm}EW&q&D0BeUF1p57Xfa=lcSQE(uvAS)A-J^+XN|Fn883 zDtJVI9~sJk(xRH{#=Jt*Rl~=h*^5iuj$kM$k(cAp*^WBHciVS_Wl#KfM7x*3X4AWd zUH>DPD`5u|pXhzjQ5405dfDhxq8R39!6z@hss>R`DIRwD%<{BeTRiB_N^a+3xVyXX zJs%v7BY(%%o3D}?|KfUxs@tj5esL?A?z7H$Z+z0bVjUNW+`}Hj>LljbYu>Dm-wn|t zy_A-wBnOlBtWENC8sc99wQ5et6Kryr7jX2(E3(klg(Mc7zp{BOC9!~fYvf=*1@5lX zWQUMB=51@NU`o>Mbl!fP*mV3vwUS*zQa$hv$2m_?!B)^NmhCrY*$TiiC$*-)P|Qqj z*8%Bj25i0k(my7MGWg9ehj8yWczlY#ucrKwrARsByxF&pz(dmliME#k7G|_^k+}w? zOw!B86zav6u@V8t4~NiLS05_dUHRM@b-{jM{}zeKgq0^&m;ZKCdQ6$cyD1;C$i0%a zg~%J*v5P^(g4{OKE9#Axrx9si$VTi;?e(^`%hn_?_^l_ZrsMldQbLtbo@%?=Ds%MX zT;l1!fFC!Oaq++K98e5Q00xxvg#NbaH?2%rKPwwYXVE!1m$OS4V)+$|7Opd!+tq4O zD+=B_n)VMDpoqvfX&j1{xU%YOOa_F+rl4!NF=!&@DBu-by!+;>G84?chx5*-Ob^Q- z1_>xOHx`%up|XRNOIpkd=l``lp8Al+trr)=y7u4C1#85ah;O38mg0-y{JsKKjBiP-=2@O$9=N)s|DhF3XSrHY(YyLk|3WnKsrQUrE`<-dpI zzO%p!^=*Ypm-S%wsdGuMt7ml+9kWA1r1scNSB`MKNW*J=X-_lm)-w;i}{w`>XWR*IJ_K->tUF#uF&qjl80;I(?8X?7EpgZIRIXp14;O+j3d) zg}@U3y5(Rha9h*wL|vVc3+i7OS&k?$i&lQ8YFg~o&#bDqfKl}KB6B4si9kN+a|_G5 zcUL1U!!BgLMP~Gbhj1*f$G5q*4Xty| zZzEnGf7kKfC&J%=n*3`T^j(+!|AYKr=l}negOp0EM$XUQ zkT-moXcJi4yY@Ea>cfKz=U>ZKXSGFZPLg*C*V_<77rqYp(m?N~rfUVC(MnGvyIpaU zG(LA#PmqXTma)yN79XweKXU)HRJ}Lf?!JSEkp3((O;_fznR$r{@v4tIl}17BUC;3? zw^EIfM~2&3!e9F5yf=rgLcNMJGSQ6oTWzlkT}p4vr|+Q4sII4SjQpCFRr{Z7E_040 z-q9P0&~;A(K1Gd<`Cv(IoX5U%&YNVhN?@mEcghL2q?y6eK}c^HRbW45ntd@fwa@YX zJCC=e>+QC`>bfm^TUIPfq;%nkbwF;r+(iXs!fdpTYYYDdwA!cw{hmlg?k0hag*6Nu zQWC4SG8nO1koJBMDuc!d=igX(K1_nb-d^d) zciH6Ukg2G$YR{1wjz-wxzRhfeu(BU&J1&LBsgyXgd&A~fV!xZdO~3W;m1}@npW+b` z&F?@;xZWy=A(t)_^C88;mWedTjlV&MM^{=(+-#_^rv$X9xCS-JZF)iDR64+JFV5h4 zvY=&w(c2K}v1JQI18cy&P4hU|pM~Y*8S7Gyx3g7yE_maLn6t2}I7rk=P0Pj`2ExsS z+JP^c)jhyQ%&~v%9~EH1Pk#Aiqyah7A9AerQdstS+Gv!YK-oHN3PgK(n8k1%=gF{V zhsT*~Q44ncn~~)hR?H0`xnXu^LuVI(~O9W-BywI0P z*Q%6>oCmmLqY>NP`+REu!mpO-G{CkWnhf!B;2V2OpHTl{qf9_2_y1~5wD=}x1Q^=2SU>i zMY!nLSHAnhEtPX$KvnG%wEwVJGfb~PR3jlQEvp7rh2=4IwM@-oj->B=@N8hkcuRbN zMnT***fxJwPW%mAwZ80Yu~y8%f(@wCl$Iq+tV z)|_wEWEWmSg^)?+xA6BX~YKFKgZO^>&@?MZU~Vf$V%i5>c*) zM8fIauTl>TT(^3v{`vByc(wh8JB9qGdFLy2o>Q+%=vXCC&PJFTjQHEsxaltk3jO{~ zj!R9Bw{kX*ulnd<&d+{tVZTR%lPI=;>$r*Tzx!uWcHF5!T8QIzpPCbey@Drb_^zxC zLjX_4r3>_-t_o*6=HAOHmhF=#A~h?Va)H4S`OV$0+zk#Uyd^Ml=xw$ z#SQYuH{O4CEX>0vr`V_B0|;nk&#hE}K4&lnN4BzuMkW5cvp|282&AjjT~(ayAC;(b zdglj6sPo7wZ}#<%A7)&-B^j-jya@wbS|he8S% z6gN-D3pwY(!qC}=Y3jM}^KWYwgtGE})2|#ml~w8EJ|YXeL(2@^CdUa0$4m+krf5^& zQ~K+7C*A7#iIw`&QtjoxKaW({$g22)CMPW>%&aov&aP_2&tD#A3=$;w^}9`2D!y@* zavTa({<-yzl2&WCGYen-zmt|3y9V_t!KK(MaH4MdzkcpC*&e&>+#h1H%Q)&={hiYb zxa>VBgsWt0@f*LWQde?tC?ZqGP2=p&(bbKLN+L&%z3Y5vJRq8H$ScIEoO;p)0SMna z+MV~^pZjz5>yL$T>gvF58UGC0*1pX`!=W6Q%VC@g!C1;Ah zU)TPyD@DAlE@5i-VIB~&IcUbQ&+839z_@KfL(Wuphl=%0Fr6_-fLUMl$2nQG_VdFa z(TO!XNQ-Yz>H>IrR?s0+sZ9`5q2%!Q<#2NIRZ#gLGZYf){wSXMxrd;M2=yFgNt<j`&WUnVOy^uq3n*oH60)x@31W_(YC@-t>D#@%r`-(bXb zfm;Wv0n@HhLh)5j?j-jsS2bT6pgk=H@X#&QBV-$b92-@V<2DyKe`rG^h1Aq7n&Q8A zDy|s6HeL0(zCVav`~=30gEw-eHG={n!iB6NWN7h$RJOwPL^Jb|!-FxLjaK^t9lgdP zxz+}v!_JW(hcQso+-oCP_2Exm4w!J7+S70R?51Diu~5Q8*#@}xLHgI-@7gzW@pbcd z-Q)b^%0HAb?egmmPXu%uWrFiQ4St-x>u&3JR0EVxx?F&cPVw8-r;)TrYDytP=Yl#amWd5NsszG2An;| zCd;18K6k_3ZD8U}RJf0N5}1O{oEk7g7~Rx|mi-u^p;%!X=Fvc9%;#HrA`m!Zj3HF;VXv z5ULpZC>&@8j0dyT!f|x~h?&ppkKo+%JH1a(T$=@oX)k9yev~j&QCy(8#@7GDT)AAV zfXTP^ccmg3;#4n0_qP)45P2@%y75416pOWOVrgAx5jrDKk>{|71^jQi;u?h7%x^c5 zJBy#~{qx#9!|ZDPdD9zf2n3xMRyS8ZbIw6`#WC#{=DWT2SZG{$jW}{l#(Qt?q`R;i zG`Ppkg>K^lg4P*aERDKe6*`}5g>C|9Ss~sXn+83YJNI}N1Z-xKB4*3xvhDEFywWaB zFa&!J#7_d?YKnt>+C1o*y5k_a)$-UG7>OC7x;{k|4V(Lte8?`&=Axdz!1gxf-{JUv3*(WkdUmt>~AvdaPjCY~1QF&<}Bd_dVo8ojI?tqX&b% z7>^x}mG;{tGtl`;sLefZXNl(C8PdC1hM(kwT87TCMCg3rRsIU#@EZ&d!!FkJ=87(2 zJxnI7>7aa^+Nxq~H@onmL5(}Jq|6w?WT9xZy<#S-c-S^OBAi%w?H#6bfsv{WNWkkDYC5|t6@8lzY2u8nZ3;sy9ViD3?J_>pZfJ|7%K}iXPrDq zju15gb8W<8VKdl&XtZ#6r5_Uo;JL1GjEzes+t(lUZI}icTzV3fRV|X!OhrEBs=0MT zy20&z?1(=m0GNGV=Sg|v)kAaZ-Sk&5JYraHfCz3ti^`rP*bVyUbk85zMMBn4ZWo{V zVe1fzF7AGR{PC_TIXCt~oS>V^!C z7r&d|DsY+n3VE6V(9!Nx!XuyB*@bk#4zK3p-`EwSg6O)UC*^>uDxmHTpDW!Z{_s}` zP|u$a7l~8g+O+V@kI7J+vF%n-6K}q1GoAqu`6`jna0OdxyJg;CrD1^qeH$XDMotYX zVAKv+-9&8pQ)~WZY0v(to8skw{_+yJtez)+lzRMg&fx%MHKOEP?eTGTkNyG@`(fuH zJA68E))5*odh=RVlZ6HQG(dayl3HGgr&5^kR z2fK7Tr)g#5-JmNbK-_(g_V~pUJ?DF9ci8T=J^yH44oaXY(jtlIRxO zC5`F;d|iAmgW6R(kKN^WHwdZCD0+i+^P=aWeY0n6hJGekmV;v{#z_BqkfMUS=rdiC z1;>~8gU?bP#d|*VN0hq@LHp|V5#J*Ndhwj)MTh@>O5}=Y%CQ^VWgB?PTQ2vEz+_rD zr_gx3&S(2b-RWyDdte6#o$!7eAszcAZAjsO7a1xOJ}6q9ni@|+w0P`@md0otzLvNQ z#W}MY({Q$nt?Jb!8Qv!2cl-I>9{9;899agSo6 z2pcHOl6wgN{J3J>kUj87=>K|@kfJrO$5+?Sd+uTzsX#>f|}mM;$hpM)i7 z)yJDwvza-dWiwARX7lWd>QhjUa?lYPvMDk&1pN@Ah7z$=zA|$cSs~@S^ ze2UtI@-U7la0^fMIlfb`Kb7m7X+J9NTZX-I&P7|iPI0?OTA>Vc+xNrfeBZ?3V~0Z) zu8<9$`sBb#G_u@6aq$Hv+0b{*i>Mj~53su4vb`d1>dVeiEIu_xN6~D^Ta*>M;oe?5 zt5<%xFTf>yMRW9lMPYqA1Wa}g(L_176ZPINQS*+if2bxQYRc7dmL`(?Q6iGhkPYHr>ZtsFu%|rd&bsB6^Sp@>)*75jrLr~ zHW2LSYt^k;VOMW)PzUbHgG*JK;Xw@%?1M*-SOYb@xi9KsmhJ*__yS&srYxEt1uE&>)WVZzD^j9v<1iIJviJE`|EXj%It+jF|PrK|U#P=>3>M zo5PVT7?^TX<@0*nUR?3e@>9=fRpj1qA?EjWysw!XJz7$Z66a!Z# zvW>8ucl@w0Wpb$8V}INDQzx3>cy)E6G-n1yyPXPEV9M-#kOk_wH^W=keREBaI zsY_pWgs{sz{TX`q82{4)3w%!6d0Yk)j6xcEb^w;$=Ik?Wqhol@izC*oS^rIK;4oA~ zKC@~602x6swG)HC6>&-7eXodM562E2)qY=*Sq0)nhE{3b>J5_eB7zWMp$nMXmyhkZ zUQsu4($n3tZ<_rA#FQ+p(hkB)98EkIjqd#%lJ=U>^C3qa3(Q2{!dUG%3V9fluVd<^ zhEyUk7OHYrr^yy}E!`a1?odI&aQAJ>5|?Tu&X?(l)WNWvB_u!{wa!kot3J)lQ=5gT zEZ4u`FBBXydh`$#hc`1XdU!-`*Hv$Qz|b@^Uz{PiFXxMcy_J zJ#QUNG}nv2>mmxk5q4+ffbLkUI#8U+mQD}eWW$Vqt90FL!dqZ-YU===dnRt&5sqg2 zauGZ~44V8p|H%jw4>KFNI;T#o+^=x5$v*c%?U; zPDv*VHJMN#$q%&S&9+4I3a*nBbyI8&EV7Q>^mXv6qi`pn4BedRWG?vpAW`qyz=;Nj zA)+G;{Weq7$klgL&j}_cwO<<4khh5*RAh>TvsK|=yT9|41=H&N<>{w=%)vfq!R3IV zZy!b@I^{8>tZfd<`PBX!$|kZD1qQq%Uh8bBZW+3eRUX7w3VMcTT_VA+s6X_#^x&Qak;M=u)GERtbvItd9 zx3TM9wWt`sdb6N!eO-h(4j(_Ja+xsSduGR&R^WK%)#gia$_4xlZ8GRDT(F`Eh#ipw z5YXgKtw)7!I{LZvv<si)Yig8i)Cw&&8*`Gi# z&ez*N^g40<49)DT%h{PZg)QqWQ=g4RR-;%jJTbkLg1!wxuO9YXT5c%;;+wU7ze&nn z6Uymj4dYlICJi$u$AU5K9c+nc^J8J5@t4Ia(5WQ8F6pr*Y5yLTDz=<_frw{wg2w+@ zaWV}ISM44c-Y8;`4up+FQ=wl+q_FP8t8r>VoHE%q3XU;${QdPbKCT*eet{ml?_DH& zlIsdN<4E+8l0LNa`po6olQ3&5O=q(VeIgwty!i4$z!^V_K{5zK+i$*CSKeK8tkSe7 z_#$B+jcg6{mYUamX|}iIOy)C{D`*np=yJWa(v`#)(62n-x)7BB}VBsYf zeMk(78aISPiFA9M-@JtfO~Y^TUetzIoXXw(WxRN>yW7p1<#qO4!Dpkd3K_d^f7T^- zlNib=7m3(d7UDf-&|zoHcYXun+%z!i(=`E+(2aNl5ok6-HZJmIkb8Xft_wYl+`R8} zrqh1FP-=86zvyOZo7#X?6~ppX8CQZq1qmJI8&Cc^g!lQT9v9{KT2L=XtEZaRqn3q1}2eYCOM7S$>Ac$NTOMq#?QeP80qF@eiDg z6E<$e@a^+fZMT>R(%0XblM*uvJ~ZsO|m7I!{b{(T`H|Z?*r>p z@PP08jiR$sXaz_m4UpHQRcgz*S`8@(y%%VSE}XweYVcgvPkKJH({JY%(*}FJ*=_pO zl0a|1g~K6IuS^_LO#`)?7aXqI#Z=wRyVW&!mE-~!Tf;k++}j<{Q^jo&P$#FAds$8C zx#L9(=8c7l)z)sN2(7D=`C{dfwSlgK6G!a$gV`7w1s&F?ITj`==d>|r=dowjLD!D! zl3d_VMIfl`1B!L&nRBgTO6h&7?sjNu)lQrhRa$vaZiPW$Tr+r)%l=AborXGovjpRKO`)qwoys1=kAz3^ zGyS4dUbOPnSL`K3Ed6S1Z}B}ec4N?`@3W3-J+VV=8$%E|b@@9UpN8c-r>32uH`kfQ zmun*Kj4t^}rq-&9`~_5LSP&S>wewazD;b_ zD@=^6ms;db_Mq&;0nCQ0ZV`~7R!NIdKPm^nz!#|M9Z{f`D6W$Ua% zN{K+IDQI*@WUC*IRK=+GgpTY^@p@@5>Kms(VqWTQ0uXo>N5#@ds_E(_`j!b2l3L$p z<7gpm3fV!20SkKu86^fP4u`MNX*gEUdh0WVexl?0FyH$48QIw=$a*L9&=baSx1&(B<^p_~gi$h!h>w3c)Z1AQ-=OtPEyGk?79X?L?W#0_-C#Mbh z-Wg?s+*%pX=zJ0#98*6`U!E-Hqy4u5s`gR>Mdb+4!PZ-!D)i{ME>O{O!t_5@yO`-A_L9%XPzn0r!ooR+biu`(WK?~#5&Ra7cj?)-)EIM^YO zZiCF<>a?y<`}8)~h!29uKFcbeH>kP?SydoB;nFRq43cL=*)B3=!?;q$!!ENUDC%{;&dJhi#676hK`r8tI6<3vC%Qma<#ea0`Vn6@7SR_tud#lYPERI|50OMR7w^tfZ*KaDxa-pJWNOC^gx?a% z%`rxa#EI6ENw%b)&T+)K8QInUd#yM?JYk6|vDIl=-+ZuK7lt?PljJD84&5;~^!N$c zjD&3X`L{EnspqFtfxo=g)YDk(<*gVk6MiOY z-6yd$N@o5z8PR_9iWmK^UK6pQ-Q6e-UnYGUt9fiss1&1?MPav*kU8Tzk2F{AhaG_Q zv*rq`lB~16mlSv@sz%_r?8|$DE>heg@o3#Tz93R8dT0J@?|j*YH>cY>m;KdvQK!82o<3afhZ89{n$*}d9Ivk}g{8l-HmLh&B_Bwv| zD|0stJQ7jAvEQBJp7csP{k@;eJT=<3D=AfW{EjP^>wE)+QGQtOBv-IdG^yQt4Mx$3 zKA1PCOKVei%09o>nTw*OO_f3**D6hi8XJj1Fm8yyH)dSpVRBFw`udtzWx#UhrPpQLihApFSRfDtJ5hY|{e}&SmNzoK z*6J)ePJNWrkk2MLaOXC9ZtT(IX~E|$j~A?pEp*8mVs~oenSyI3?w_4-+F5WszDP^I z{pm$Un}@sj$LTqUv2F&tbs|5nnRt9a({u~{{un)R@Ek*wV@6id z8=KUIC=~CY_3gsOi_yme(EA$?-zEEj9{} zV!8&71RI?p=V=e+Wkb5l*$M}R84Nrz@#jv5J53}5! zZA8(${(ja?AqAn_0S#ncxYM}Pbe_}rTGVw*eQ1(t;pxUQ<&=7}(|EdmD*bP&@?n-J)7A%(dtpd|+Tz-oQU`rq*PBj_?Go>$1*wd(i@-(H zWnT_TRJ#uh_Hvia(n}) zw60MauBbnv|F6t;)JB6Zn@tRnOK0#b)xJLBw(63Sxs^$6{$VUr+C71^1i8PSqvnB4 z@etr!gXv^S!sDj`BkcnULf9Chm>lv=WzgUtKfPMzZ7T6WAO`8nIPT2bo|>~e->PL- zwau1GWXTwe3P^9sewdGFt(TjR&JcB7EHyqY?UH1e?c6ES1NH-1!{HXh=LBFpWu;2| zG|G*6gT1Q|`L)7?Gc}Hd%C5t?qR%K=1-LR6!pXT_x*(W^?3C^mI|uNqN7v{_mlF<`ugZXg zt=L{br(BWkQ5BRq(xp_j5bNCpoI~IWRoIp|Sw1u6a#9qcvV|0&fKy-!Sr+?@k+x$O z)Z}A1hnXE}Ok`Yd%C6>LJY|}8abs^*tt!1o-N64QJrdiUqZ*XSqh^9>=p7bMof}Ve zteBuxVY7|TVtY}C^e(x+#ud1u{<70gX`b;h0BC4JrdmRG1!hw3Hi)5F%5U*lNHT%h z>;%adj3niztrFG+BzkI=Mc%n-R5D1JqC8q$0~T{5r*5FVeY83BiJ~B-&25l-pq=fZ zV9dh2Q7`uhhRABiL<_v2bx=RusFon(ibnOC*k;onG8Rz%AxedmCtIh#OOvkbg*2hy z&(R$yq5WzCk$d%p*JbicvSOc5iqa34I(5bPpba*wU=m3|Hg+vVv~qtFnxME#BvBj< zT*du}myGjL1r``nm#tHh${vn`HcG>`UEFdJ(;a+z|4L5h%oU&2!nt)*zFe!0ows#J z4sIP<2xL#HcjHrlR_HTstiw#vROc^~r4}r8WIHYn^Ap>4*~Vic<5v>m3L|8NY`O+X z*Xn6|-Et_QWDCC)6i~7qLp?KBPNk zgSB1fA@}oC(bVIb@X09396t4*+lKzkbjH^gb2)=$RW&UNYkDicGI3JP%Uw6UVL?01-gB`FsHpBvNt2I z=CMERp;NV~2=PlCWrBk(&2Vl`CHJJ3(Za*ZgaCnbm|tOFL>n^sy0`cwPHSx9fv!}| zaB~ZXbYxeoyke!09Ja1KvCenh$H~S5+iWbNWRY7>q1520tgk!2yVaEar`tdkhW+&9Zo zVXjBnb2(h|&kH5n8Sh8*8Af!+bCaf)U7WPatq<=G5X>%VXj6f3gG9w+UCl#9t?$7L z+Vozk!o)Ra_hwj1dP{pwwl#Vq00HGNiS;+=isUJb86C8FET{;X@i37tjlUrm+!ohx z9J0><^Pjcl%P@X+H4-J1ESDT$3*0uf3QcAy1#iaT;Z3GfoX4BBv4bKFC4whGL?h^U zbLE9>>M7m8+5VJQt+wv}2l9F(t8#Q4#s+2UfC1VR2?wVsmUoBou$T#jWrX|d4SF}u zvTyHaCpkTwznl-3h1=J+gTaSA2w(4`%(0IZ6+{zOw1{k;hrBY94c6iSXzko-#H*{O z0U(p2**#DW_ngK>*`^8p*V7M#Bl;i;Q=raOm`s{MYlc|bd8LV^X?BjR&A^GvU7O( zJVjNVTs#+Xts&02Tb6uDxs+RLHow+yY@$p3BBY|cLOy<4QZN^z6pvLdgxs@r>r{jG z%Y4Y+gIAL)d)Gh(&dguyLkkgCTbq+!AKBk1M*HaJUg2oM#dbY7?W(xR;6$Bdra!{BdD91x#I1|?Zr@J-X5UKN|A&3ckP*uL zj5BUl5jorYnt-{e3)$?G?qJJA|FLdFVZCTI8YAVHQrY+&De!?Y9PEI5Jyh1x5?Y=; zdwKjZRB3noQnH-hgKb6I*?;%K-4x%WFZK+_-=i;9!bF*Qvx8+l5sF<@-M2h-{jF$N z*t_0i3aII&H)^@EEr5lp6jK$p@8Tke#nS0Gmu0(oCrYA;2wDA+DC0Pd`Vw*Hp8Pl! zZKx6E3uwD7*L$IL*VENbIGl(!JKxHZ5~GL_Ic>Pw!kZIv--s1w5P?jRBeD_{*roka z6scofgP-qG=-B2XgPXBbh@H(quTNj4maBV3>;0VU#2a315Xn^pPLYZap6pV3EK_#F z0Dh5)-u=CigFQXtwpfS$H0)PqQ4O^3vr=fpDA>nHo%6}{c@{R-p>yd>&JciQ-Th`c z!l^xmHR6nZ*L^P0?~W2={7oWc-Q(Q5zp>n_y+D7kOiy4>c{MjDkpBY><#@%sA!mlj zvX6Y%RIc7U4A6H;Zv_Rps{QT99^k*s`J3!H75x!lLJKg}d>w(%dR9JuyP1mJ z3Yy4feRX&B3&A&>a8Q_eDpH~TzH+I;ta!`7o~!9 znu6?7)68P6Jjz{WFGk-HTm#{{*XDb1o0a1HZmsBU?b~53qgtP|+|L7XFw1?uV6x>q9CFy4C!2TNo?|EYUF3w96VQRT8|7cW?%BX)JI zkvU!{NhiXYYjzMbp#_6<=Q2`6_h!6`Up-5U4CD?21g+S#L6~&7Jd_WmpE7i?6?l-E zfeNr}v9zpR81QL%Q8~%p?ZX^%PiHf?@i3!+Hhmp8}8AM8$dU!YrlX`(XW zLfhtacN=gDm8{%`vz@ao;T0NhdU-qTOe!?cbLf(h55hC0t8m{%E=ykYLe^0h5lwCG z8+P5kIt6=ghrKDYwd(p%hJM z`DhFd8V57&PPT)M{98NcMZ)5RW$dl`j-6MvFPY`&RhH{GxDlo_IQSK?Rje;tG-s{3 z{xS}NWiI?K{MEOP;&7z%*lFQklmPJPP|ER+_6Tk3g;^tuL~-$QdQHUpU3-P;1%*!^pKOAqk1=nUAp(QHA+uP4TGW zX^C+q*Xev5I@f)OfaV@EcRj;~EJx|X4}#KbOu@DcjjT=3NP18FsS4xq>yx4ftDgRslD+w}MAwYK`&7PIvo3!K`Lk280#8}gf4))yBR zP0v;x>>OmoZPlGfx#laXTpwANeal~s&CQHiUcBQLqdZUfWAVx{?Uxcv$DTD(8OLxf zA?NetRW+^lp4J%qZ2lki-aD!Ztcw>N9T61;lq%JNA{~_8t$;KIq<2QDfb<#=73m-% zy{hyUkWL_Uq9R3FLX8jsfzUgl+!K@;nBlH_|G4YDb>CyHZ+(kFa&pQ(yZrV(zm2kj zO=XVK_G7$l&fzY(fZmHFxgoTldBI%>$sCd&U6($t>1%O2aY0ZNsCL<`$cn!jrWGH0 zEX1NaJu99tOB9pgF0C!ufE>kz8fM2p|A93R@TS=FX<(^GJm`qCwAT5yG`JATrZYMO z%3~jbl(Fk0ILh7(i3j}+>vQoTk&KADb(HmP^&I2Q~7I3*Z~5xaD88$5NUtr!5d zR}J_~)5?QeASBEh8$niWEeUIgyvZt`j_ccM+z|ZPK&7Wt3G7z9?M8^lBGx<+qIxyM z1CN%3UH-7>;892xI1HykOAai)EAzAjc7CZfR_P6j%93(e6D@8%EN1kuA4rtMh^9nE z9TqmYlsnOE?Xi%g2WiHPKASR$7&WoGViO$G*E|_oO(oJ?B+FjmvRcO|K4LQ0znUKc zdD0sP!5T4&Oy&H_A39cg1jVAL7~R|LKt$xy@_p@Uf{!6p{ZhA^wwT&51GNl9WO{W> zIdE9xilca7I|7mit%t834PD((bnETN0rcx7=Kx9NM5@OyctCws314KFD4l6{ylchBPea$7(PYRsf(0 zN@nrC{=L6+VZe&TmquD^ZG2|U;g%eeX2YdW{AvnyZx5ydph!3>5-p!&E3XT}IgSG?CE+7Dmb?wnidM+!woEmgfhZ{dhISd>IE!J;sMq8{?0hr=DFD9 z-q9$XF$3%?7nFg|nL#$nnyHUXoDR1fm}nYmqes`t$J&`C&cmKe3qI~;|I1LXVlMet z%vQz#s-#WZB(R+$nByZmlkaiENC*g=+Vv+_7!L=ax%brD9jlJu6*7C|G<8F-CrM<~WyO zB=E&?9J4_^ICnjF$z}#uiN;k<;4@08qD{OrIx+ZIe;uR)SF=N%>0k@^yw_5JY=Mzg z1?6U7{E0r9YH(2-$L$hv?nRr+Y);<-5?hO#%p!$4I$gGLXo)K}!qY=@DW~g3Kr%m9 zcg|n!w1;RPXU;=|&Q0M7dl$|r*UcCvfXvvXRW{kaARAlyz_66QUSW~A&^%culN2^c z2!ak;4=Yj7h#^b;LFSI{<~4E&pK76G%jaq|ZbwtW0<9zeeJ`1V>hKBt+$u6(=G@i! zilK8S<7q)X!*|3Sf!&<fKEAMSa?Uyk+UuQtF-SJ%FA>kNIX1S@J71^P4k|P>i4FmD2N$^1MB_V*C31G>M9KYSA zQtT5l>%5g1O{rfPLXV)=RROs-B#Gl0Y}3c4jTkekL{otZOe=7yqRmSNbcJk#rIggZ z&JERfJv5$6NL=sS&T$-cNz)k9Exmimf=U0*d1in~CW@|oR?Ia#D+{~RF2$64XPoW4 zDZsH#6Pd84F1|~8_*i&T+#rbG{wTZ_`I!x z#LXwYmHACOa-Yx?`gS!_thiJCuojGl=VGR1*h$Y7@K~ zi2fL6O;-Z?JOz`%x*J@&mtr3L66~r$){?4i9Uuv~sRYa<-=EK=r`x6SOdm0cFEPiOBV_YYtt# z9yHo>Ie{K{=+9X&*FQt@K)w={&!1o!bG?I#T~4%z?pI03*AMtih{o4?xQwSB_Bs>5 zcZLN)kP^5ugXzf+F|v1|Oke^K&uSA(0?GlO4v|m>=qxZS25(&G5&>?5JkM1F!J?3K z&Tpy&94Z+c%R+pagA-9y@L@kTh~9EQ>Q6pB=e1a zfS^O|?!5k6X}MM4^-gjQ#3_vdKWLnhf!KHU|d{CEW z@(^c^mO1Gs0I8Hx<8t}T2@<@fzVUOQh^7yp7M*$7g+0~V>4<Z{ReVvbckzzOuj# zpA*aV$^Y>Esb76oDY1ZvA8{1}GR8QLtMtM-ebs6Gu3TD#*}4nh*nWgBQ3_mOKbO5V zYQ2@}!Ex@r#H<&|S9R-teEQP>8K!@6%mW*>nkqnl-BMQ!1d6!|LL+a5&vH=G03h|P zA+p70tU>NLB(W)UmTo0B1bAsLm=Z@J7@CjxY@^*3#~#|W`pT`BWD4mmpya~LD*yI( zaa@IQx0~UDM_3%AO`x=uzm7L%i_bkiWb$d?KuV;purq_-=JmW*eOY!Q8T$ow#F8 zu+CXbT*z1hzz40d)uP&sl_ZT~sV=XA>{!H`fCevan@XaX;zTY?1>{?Ru8Kqn zLQEjR0zpoAfh76Hi4Y2wR0|rpgMb@En85Fwicfh ztuySW+**(_Tk=X~)TV=Wu72D}W3K-5c1yPuT`E(HXh*>t=V6ubhjYv690`J5*�d zbRbo_F;l1GNqA0?ToEg*)`|BGy;4~6qUP#TScaANr62zA8b2EF2368|{1PR5{r07s z?2c{fpa#Ho%{Tw)kI`7`+>oN7SG1}jE? zqVknNw=8g~P>-rdMR%_M1Z5<;GYXV`K6Ygh)EgUP640=Fpq@-mHTKCznW7fq$+x_E zugm9rkSM>aa30~&PseGWaNCw-M4{!6S~5|Hf<*nqQo+5W^4L)dk?p&;CQALT7eLZi zKjIAuhxCH(ney{gSlV)S;LMJOpFvbx=_%pTNt zdFnyY;33b_CeMBC550c9kP4})_rYwuDvUB?URZY|yed3BqMqtPq)jFguL0mywV+4Jth$JF@0(9OvIu6I;dI!Zaro-s6Qup5(%AFC(p zI8#PU_AC9>q%A3G6HSs7qPVX@lIYTfeCwN0l_z&$y6U`YB`x2D>OZ%2Du3SXQv*Z; zcQ+s6fhIM;T$SkccjU9m2)0O$V0ZRj4dkSX+H#P;XLOBQH-AzZ+axgR zDz`iBb4O(jF17&hRtoq2`hWkr_7teARkxnGx4R3o5<4>x z8jDi~0E(`1nrc8qCxgw{@M_m9|5dT|t^-j@Ree6rORVC|}SEdRM@E_lue>jf~| z_%(nqXgh#}G1sce+^bzdNa57K*rLREF)`%#mgbp*ugvYm>_Yz4namdwN+*Ic820HL z$?c;6_!V%t^Y==Kk0Q104bbn_)HWt*r@LaRJ{R5w-2K+DCf8?B-R<)A1mD~P{0 z9n?$5X9AzB6fI!0E2-72m%vO|ufHzeU95U4sF`ZA|L*?e*LPgVdFE```wnTd`;|Mp zc8&BkO6^$+>+Tl*BN<-VKzje8ciG(Cr`=-)!u){qLV~(gD#5-_{UCddinRW^6!p&- zyZeK-70)3 z*uVbyf9tsSeCz=`U})xvKK}bO_fDW4NKz`jEB&wf>D}W#dc+Sxpq>f1kN@?}q@P&9 zP~D+O>phFuz4asDAV!Qe_k1zH7{$R*YmM3=2P}h}2y~#9OFgo8KEKBDDg;BB`RF3{ zeJV*((opY6MCJj@_;?C%dOQ4Biru%nJA+A<0eL8krrh_b*NR{$I1ke3fMqlQc_0rn z`_IxZNFIvTzs2Fgp=ce7)*dZ!sI?BY)*f+qc4!a}4dNb~ap-Fu`dWL$;mFZLU+aGr zwe9hy4}GmeUu%zXJ@mB>eXTv>aOi6tf)9H!i$h=Q|7Kt7T#~WqZY{v?OMZxP9m1!3 z;mSk!^bncfh28eyW1}QWQbpdgdvzTk zb~E)FLMJjVHsL%sVW!1hpBd=~G|&8d(fARRPHZ$yt|SyB4*RjBdMO-GVE>cpLITQ9 z=E}ZLOLKB>;1(|A&mbh$W#kvC5(;nHUK-d}v;V7z{?AvDeGo=oCKSt%ANGc>m&el73%l*RgXa zq_MKxpUS28{~G_L`byya&Q*%egxy{J=T9UVz*wS2IcdLd&#!fH!=Kf|=cWpo_GY+$ zFZo{etvKG>IUn|Y;Md<>1&0+E)plgxLN9oMv5vjS4mjuo6nUg3N;jwWy*v0dxgTK5 zzTW6|-M@Ye5qPkUR*>CyT)%L(!wviY*M`k*_rOTFVF4els})^+UP_*NeeBjXuQshe z&fa;=;2JrYO!bg_Zj+pX;@GkAN}2FW^1?^oNkLMv^zqJhT53J5#B?M3m0VdHo&HUW@-s zl8iLHKpzcyI#FMi3jX>MurWMb#P--F#C^CIjkV6aG^l&kfbY#lG6_2SW&`%71<}V7of$TOA8yPD-~0{mF*k2m@gQ2I0;$iE zfR1d7GiV8Zz|MN`1cKC(GLU46kma6LKmsx^{Hc(^)<7%sN@~pTIa&6zfTL}#HbESX zVU~{}Cz05A`ZYmJMA&IM4yoM&O~EiL#6^+xxlZPMxa~u{Ao4gkaeE*zgNF`HC}ySQUh<|gt2?_$mdw2;rXB~UTeoR;M4RcpO(#0gX-FRy6D4R zxCE$*LaR(2CpuXa#MgctJpE(8_mA8>1pmfQSFRv$3N(I@O>Vf3XOGT?uTK!Ut-FVK z0`f+~+3z)LrQJDN2z+Y@mxM4%0B#A< z1B|8gQTfUQ=eY(d1n6XQ7IZgx?14ho7K4sBm!|=<3|)ca7u)xIeaCAYxY1nQ44c`{d{0? zR336sL5Kj?o;(AdN9GUvv$Z&EwSp&_{%ICev{*Ml0gVAvNkM=MNmM~_=%uC`w2btZ zCE9a#l50e~ORk1x1h{U%aEJnomSgLUFu)}_+$@03UUlKAfoCYE-OH41iQ>8Jvpz9= z#B^l)GtbdIW+Wy?vho=2+ysf|YTYVeX;%9%1NhSzK-)q4hF1SG%PB<3X}VMe4Q|S@ z&KNw4=)WeB$Gx)@Fon@aMw>sv6v0w*)1$TwUqHr>hA}G!FHiMxebxG$|KFP?FNqiQ zCJq!5^mG-RD(oO9=*NSG*@pB zOo*b8V2M%O2Dg&86Wr%N^DSSS>W*}rVx!aQcprurd%!vn1?|ewD*4%0Vr`E_<$qaf z=WD<9h8)Z0J{K!!W0=fbnVfbnjer$skU-ECS%NVvH#9fp08zWZZS7UA>#JNDEbs)C zM}7S-=|#{HNmbpz+jOwPW%@g|r@&}+c4*BcV>Hq+WwO6)L0cp-7YDd1#%K(-w>FJF zUx|zxlkBK{^X|6Ks9UmI8jWE9C5NGI4SX>#f3a|4F?rlRBdn99mQ;2pLIa3 zV@uE4bs98R=rZj{l_#)W*T_7ZDvSmK&e+6W@Ku{xAM`YJff!^4EKMT0kPV|q@y*2! zXFzCcOK&+6t`_V#)!VS~9OAuhk{O)>{_oo(E9;86d;NfUsjS8E3rpHpC=t=-0%%Pv z2&jI)X!prFz*VaHj6%dd>MSh-zKRAw3(|^3f*z>u?o0Z5nSH4isWFD;p!;g8M;Bsg z38^P_oilq(ZUwaJd~!F4C+CQ~9iLTy>Cc`5lkCFw`*zw!?+7Q4?UD8qZ}TMM332>` z&KT$A9+Mk2p;8RzL1Xar+PQC1j1A!0hUw7?KGhf9-dJ$)LR|Erd!r|-*W2Flp@XXU z3kT$;9AX)brWbVf^1XV%GD3|f-1n%=(>HEQx;Y2!73zQMCR#Vhel55KHeO~1L zII)5P{GRid-rdTA>Z5I&IH*A1*%r(ouu6t_KGXJ+MU|;V`>DU8Jhs679rfm^0*rg} zHf9f7fb3BLI~r5R9ApC8m$n2vQId5)gFa(SK3777Mx!=*CAQ{5DxR4G61FC!G*J?3 z2|2OoV%zO3_H6T2rxJ#Jwt7c(bQVkMAjyav(!tmQ?KJh|gIWE>fDjW;5itx@ar6g| z$XW}Qdet%rn4Ha0ms+b$yh^OLQ4pVDTD)V-i)&(7HiAJV`5ar>B7{n!oI^QiN^+gQ z=dUn-MhQTIG6y7AHNz&AF_qA83Xl#`AiC7@xVmJO|KK7Z1EfOZf*Z4SW7H-WlcVUA zrntJO*$8ofPqGqEurf-mT<)kDt0BZ5WgfmCL73z-y%CII0S%-$g3n>nh{A;VVFRJkDFx1@ok`4Ndpyj7_tXvKR zw_HXE82k0=BlUu1aK}{X)J`m?5Qgdiw%bt34R_e;tCk0S+5tMcu)8j63nPuf9+?9N%XP5q!2uep0ykKs-|H!G=7 zY09kN%mcQf>}t5V$^dM|cc{*1ghtmK-;Mz9c5MrbJ;1&X;Pfwy)y|wuA=Ka~`=P{R z-uY=m(;SeusD?k)>$RBympVONXL+Ja#Q1Ae!k>_gU=33+?ToFciPsq^G$s=rfIgj0 z&tvVehh+nWS|A{I5ZErqubn@N-vHk*bOF*a{mfg~VjZGcw+1K<`L@}``q>DsC=V2o zVr4CETUTu^Z!D;UU^`68R@W!z%5t^R2T~V6Bl?(-XstZx_weWL<1~q$TN-dD^LSwg ze|!(3IS=)~z<&&|*HsR@E3%j(Bo=xFGA^&^p|CB_0g>6lFm6Xx^=|==i5A$@BjV*0 zBL+9@9B3j^G9QVkrE0X_0E~|`<1$>~B{7M5c~IMDTo5xky~YmZqK-@NK+o)KnX0p= z4~UwpD~?ULUQ`&-*VC+cLz$l(L0Ob6to!bfN1NKI@p#~|y1e@ej1v8ygv4KcC@6iB z2}I1kNgMc-EfxU&g^Ln`>_xYvt$%z9T{G*?$SE7u%wK5Pc3WQtO_7HI6JU0!=TKZ> z+Z7H486tTF&`a5${-@FakM}9%(mW$Xu+Y;eO~`Sa((H70LCY5hWTD6)kYcTG+lv>9 zRLJB-CQ_Jv)JT?7VkW_PL^8HT+|8-)TF5#6J<#d_hF4G zs_IUt3YP%9T481A4);(^_e#;DG7rl*zUm{fagh+&-unq~-Lp!FvK9G}F*kZs>8j5? z%fFRp-I@N-1~eBQF)BtG2A}|W6x;eDU~WSI=Pk}Nk-;~dA@EUR4ZJXQ0r;^^7aI#< z`V)5V#Ad7ibn&U-ZBe1!9GLM?yMl_m6f&K8)u*Q`d_z4+noJE6#P^3A8{z>uGp;4^5X>D(j9oJ%-MDXV2Hhf=epS;QI5O zv|^(W=s~&AVVX&ZJ4F@-e;RWB#?_h5$b`W+Te0wGX!X^L zH%^V1kiSddxy=EAVN~RAr3Lzi(*jC6&+yzha6x$tYF}zo$q|XLmfVtm8t>5UhbIUF zfkqges;onuik(~y>f`EsP}3kQd)%!)K{Fcq3$7!K(?E`rlUirCyipT(yizYv*cZf^h*_kfxg zgk#);pqVBe==7y?no(SobtW(JD8!6M-kdqX*^ob-0h{GMkZ*(-^%nSirRxEp@0A!M zcxYCmthvey_L;_x#%)A(ZG6!CX_6xSzx-r?Mqh=Ma|fC57X!i)sk)uKKNrS-2V=hVN@*ijE$w=Yo?Jx|kRn|2>wVc9i z3!04#xCE>N-^q(z^bs>;O+nEm0qFPnh-L3d@`RsCn@y%hv43Ik9RmKfWqIjG9V$uF zNZqqCf+HQPL06X6_oRbaq7fp~rI!cY7nLaxnTSUa4yNIw4~t^#Zu8@p|$cm$r@YAvNO%%Jz%K_)Ejw+S=PyiH;L z7?{IgG6lhRr=H?te#1=p6q-jPgx(bV)al}v0hNwbKZx$vj_77|tCo87-sGHOQd4F- zhB~#>a_h|Xu1TfY99LO~GL;avW5iVU2snrdM38J2=Ho}e|8)3@CTig09cfahzNLth zGhiR7>qVQtVA+V=(o)XjqIbfB7Cr@!tTG&9CXxvz7YjgO$BMkhruQMQ(H>Bt1pueJ z$_CgW|9?&kZ-=abnv!?x%@r$Jd@KYxE7#YX258(I=1ZXK~sIAN3jV5@DiS zQvy&JQGB?8`rC_b0t-`_k#(p7yp0@=KJw>YqYIJ0S3V8_@3=px4Cde z-fg{8%V+3?dAU?%IK-Yl(X|9hJ_tCZPF{{!S-y@!SzUP!vClBj1KFV+yU-{fkz;u9&Um#}5_a$^lAmdqv!Eg!XJz?5)z&qd$9xOmEWZY|!TUW$vT^ zfgz^#VQ@7qhQf`|fSeHD2iSc}Lz6oUzDS`t6!3VxQeRKmeUj$J--GP_APG6uxpXV8 z_tdf&IMA||D09DzRCQ%G_H_*dZ;D~S&1N$Q;p(ClKY>SsokTmx-s_C|_338W5EyvnvDz$tNac+ZYLnqwn z0QPfMQGD&M4bYf580g+cU_i7mFDV&5K02{XVg4F8K!JExZMgMwf`NQ%I8{v35iqNJ zK{OQjZiU6tu>$0^fo5v8g(3##U}hlln@BS=@*$U&TSDA&1FbYMpew~$ESuw-IH`XW zqhuIqI#OS6sL6PJJ|dy*4W$>*iQ@U~_t_p}f%w;w=|yN5M+;)}>N4e|*J~r;t0`Ae zNT$K8XCl;Ax8Xk_(Y?h@~)O#rlFI~b&AH)#$0a~LxM5VyzABqsQa z*$mhBr`>#Ud<2R29^QQ_Br?b>Q?>FYP#EW{fgj(vP|mk22)nl=Np9zMXw|^$HBJoS z$&CT1YVq}A9K)+{2LDH>&$$oOVztiLf|l+!fP{8zk{qmo=7(VbN5r2`yR?Lvr{p3h zoHF?C2nJ0iq-b+8>lvyuKa5Ta%gN_K4F*N0_a|`h>Z{Fu$9o3S)E-El8$J<&ptFcChd0ZSHWdbaf@NA)Mjc+OE zlhY#7xc@SL4v`+{ywv8wx-%&)lbzy+sy|vJSo012H4prlCp2AppN;+ZOE_05Ew*1%qvSvdmf$d9cX*r^^dvXNrvUPO)u) z6Z+y%-5H{{H6QuyxzP6 zgE)6pTydTvkz)I;=-T1XMFMUPf0@3nG^7$hW&A2YS3IM7-=X}P<1E~z4&vLO1#z=h z9q^^5DHNMn`k{FXdh3@G65?|Hd&Gd9ZwF$DR->N*$o8iI^Y+?kpgt<@6V8-kTAU|y z1dNKhj@N^h4Vo#$E};F=kGo6-#?8UL)-TL}E7zjvl)KS6RVxFQ^8^66f?UEZotLyq ztmpyewU4igFyr zW2sL--y6H{sYQ6G+UYI_N7wNV;YO7@y6bNc%{{u0*`^-RZ)7%7U*-H}TWEqi}F z`j&@T^A8ZHhu7I;RIZK2+5k{_R1+h^9IrA-rlo9|_cRQ6Vmu<*74xk5pkt(J*$TeX zFP%ERU$~Lqm55IgvV2{Oi@(Q3ABv^YXpGPm0|ND*#Y$-XP{$OH6yF zry2E@k~oEc-|XR=y?LhJMp6GJ!Iz?hsK!WsUTQH{`^Blgk}r(}cC>D;4^a5T2IGkc zbAO_CB@UaPZSTGnSshTx0K#bA~LQazGM9t53algPe-eWH;hN^lJK#cpsh=D)*9RszOEWoWP=Vc=P?HqP_oy7$7n~mZq6|h8 z9g~OdIon;JrxVY8x%6eq_<+&AXoAtQ(-g<{eJ&~C*fHG1$zIES8}Q3Nds_fT8xeI| zKd27o|F(@2`%q4`TMKaXa1(cq`%wCJ?#cf{*H+)_1!P1>wDJJDT*)MUf{3Z2ucBN6 z=06ZcE+WWF{{@dElLGPT#d+R7exF*JkWX4)88Z$`RfvtBwz{ZL+3ZDofYra|0!qj3 zd-&VG-uLNWg7Eo7I&;KVm7gc}MJ{jis@-2e*mCl;Pde!#56}>#>9SrcKBrqF_1e4z zC;S|QXmj^?KD*zOR0!rR>*lc-y!)FS{c``dz7;xg43*z{E3Q3?yK+~F?b>GWeQl(G zQkM5+x!ax~W_M$*DIQs>pN|vRzn@;~6r|WJJ!_}`=2b2{hybI#9Vr~=-M7k}@AEo- z_JQIPQb&P(R>JE#8K~?jIN71|?>HK)h`G7~T*G-yLUnhM*wq9%oWQsXiGyszhHQ zc&{arGy>YyBKwAg_P*`?rIO7bf_h@jdV7`wzAZ>Q>EeXn4U?8Y8%$Mj27sEIC^_CQ z7{(hm2A-e$hDfY`=@<6?ZUE)C4{jwt^Z!EPtB=CZNAbGYx{I0F;tK+MOU%eDdkcdf zCVE6bOVra8^0lFl-^)*SQ;f+0@I;((;Zfk$aFg_k&d14f`SvSTkAgGA8(8XBdZ_do z(-J)y@F6T`02hN8jEe$Vv1Pomo?SIsM>60Pg0e$Qy_b*W4_G9Q=7+etZ}g1ujArG# z$i)jg`aX7D{Is1j$Qn|4yN~}{h7p2Vz`!t&ZplV2o}Z()#DcbI8GAl}tD7YTz(Gb; zZxAMW!G7QL+(QxF?;xt6?{C8#?E+1{2%!JM@J{n0#L77+1|qRB zV{lt7)S7Pc=cm{Ap5W-k3#hTFU5fv`Cbim~fW{Cs78M!!@n3TsaGd;EekXFn_0-$S*$GcfCpt0Qvuff# z+vqlYbBl1T%HqsVMhTI1U-eX}6}n+J>rZW^Be`yvjO_}Q5l}2yZcA4@qnqFRg{|c* z6Yb_mR4E4T*^sj$`d}oEVtp}~VW7P61{XX=Pp?y7@6>SR`e>ic6o*qijFC9Q77EUf zQfk9_2HXA)f}=seHzQ&ZN&u`bDj9q@(og*MD(e71B7+25a?~2 z6*`9Tqf*!^rzf}<&F^K$8th8vUwQUZlng9L5|6~&O!(!uO#I1O`<&&i)1<^qfQ5DC z4b=&l`^E<9@_V!`gmsfaO`z$GDQ|o^&`Y1#kYp2m=V71r8hx%@U2^rISqbISI_otChPO)z{dg{x{ z_}B-`23xM*nBJQ8*4lQw`;#Zd-(FD!-5N@44kn)5Hsa^Qc&=$hm!DBt=#x;%n!-(meUY*Q#|4xcvNrc1oqzTOZ~d*f zd)3A#_8iKt;~A4IdAk!N2$uOQC}XYitOg%jO$3_ptd>z>dLs3*PQ<0q4;A;?hne<# z9ErOL1$T6%UCijiQg_Qx$xSWm^JY?IcARAseets~d;!e@J>2|^r8l?Mj1(ovUg)`B zAtWTsEik5YLfv%nsVWTXA0QEv2L!9ayFl} zwdiIiWJGEiNxJiGO_q+mLl}OVJ-ddY_bj{%?qEXxs$sz0-kUS?wAR6%Vp}T2OP1v| zu5&NskB?S=kDaMv^sK@Ro|^1X6cy(0bJjmiKlgBB&N{MwHbgww(j(7|u526bB2d+d zDD3z?)3T`*NWbj>M<%=|4%l=;UlDe|zP|mkwQ627&T&+4zLmJgWCdk}n6kY#+Y_nl zr?^0)KyFyBFRqT=4r#oL?2i&SCOZENVi;*z zoLSle?Bj4FUSka|NW!PN6a`s5Rx5)(0K@U9anSNJr%n4=pT>0y=y?vU!cSf>Cvoa? zCOY;mgW+6L?oMAG`bf<@jtKrD@-wGu^qJt0?`^}L1hM(0G{r;)5-}mcE!)rGYb!9z zl@EfZ(1C?XDm^zN(e=fGd?oYe>?c(e#U)~Kv55?f=sx{Qx^6iLpb-Tk(# zc?BE3_{gIs%#04E#QqeTy$?C3+*bl5;^OssJwxJ+pf~#vlQR`+`Az-H;D-9llsMVz zy63Zwi7nL1&P^6<#pto|qXdi^1F5eMf1noFn#6lBi`YSq89_B_TwwGK%r|C2L?UMe zJ9;eYg(sbebwL*$jG~)&nF~O+oD~!0&huqd3sH(9L+R=^Ya_O%(~6!jUSLnyeP$H| z=fD5#gQ>wyPIU!QFWH>-m>a>Tr0hYF$ZE|!+8?+s@-|u6c1ktc=tW}I{KM5cE`{Kr zZY}0UPqB-fu%T4vS-&*4qn?!!(;AN>tLRJCZ_*W`bzKB%@EKzmqkFO;qMp2TW2^ei z@CXu}4f6QBqm9chybODMh5Kp%d9)w9*Sgnj{T+_K4a6S?OLWcTehA^WP9?h1M!HlF zDpBMUM6Xy?V5UpQbKMr4m7YHNUT%Sq-G+R)^s@+U^}?`9$I&0u*N+$}Nl#T-SCUnU zjXkFp*_!Hiik7z*eIS zvN%{BCuN~2lKPg%aIA_gZ>`~<-@!leZ>|1LCB_Ww1 zV)VE!l#R_dK7k+kkBH@f^DrVXaE?TDe#XCVrgDK8cnDc{p^qc|tYq!|C^}FFf-diiZ8ACvDnvVU0jJhP2-E z)Hr*o-vP$hP~$ekFx6Webw1}Ly!hH};^rpv| z(=6Po?4jT7!G-tiyzY{cVzrKmrX7Hen6e%{lTVtKfucDGo@l)K`#2t-LV}wG z7}OsVmQ37)l7qtBa3rhapw{cM-X|ZHFus2-2c;#r0V&!Vb-!PZB;oH#zmLk{2PuBu zNXJ&#=x85iO>GNTWi@(+sAKzU%XXwD*z|UX!L{#og4_O+!Liq2Y7{)p zvS~nDHxq7+rXdiie7Q5;)9<4*$@~e0yYz% zE4va{x7>Fl!EHPoe}|1=j8>F{GX+u=bIUNB#xkmVK8{nvokk&nA>wOHxf?jkwbc#< zL1EQ#qyYYrNyz|CQrn?p3axM_g{RfhczM79fpQwVIXCJyL$u7-ED;mDsg#=2hQJOWo>JtAek5 zx1Lji$a2bTucxjHhsT^x!Gchqb(ssce3Snh+_JAssnE3Nx^S@t)wb*K=hePP$T5tE z$Kuf3hh~8w@NP;qP7UO<%bEYh*WZ8&;t zc*V0)aJzyZ)I1?``rk}3Ck6$RydnuRDua^DncJN#6l0no@WM$KF!I#&yU+98z zs#}jeE55hm{qJP@*4t3?S4Nj(p0)SLdOZJIc&;1%r`Nb<8iU=PC;8)z zLi(zpI-jp!s`?H}$F{==d*bF~69xF4d)TL){dTi|$3) zU@#wPt^5fSoy!g5!ksX(c1s`-V|(s3o<#1uF~!1M?`n~&d$!HZ^XIJKVj*aZ3SSlR5M`n#FN5?p);X7kfSLyb}Nm3wSoB zvd350m2UaFNf!ZxPoag``^@dPXWoW7M)N*FT@1+WUxZUdTBp?=!YgF^X=f^^kZ4z_ zWKwP3fYr}OaE+XOPbk21w*>1pHiG5^*J%lxMi;8PUlZcf*rpbXd+yPW{((l4U9HEw zNDSzkcDb;PMZl)WanskY86&WzYXE*|6xlw{BVt=>ov7m!7{1QQ2r40SY!!r|D1E)& zq3QL$8Q;Dc2shdj_^*vgmc{;7vW`Iy89ixM#5YXwP6CB>K`n&xFKoEepK`E?c#n3T z{QFfD!%HRTpc`DJO!qv6uIjC%zgP}9)2(~M=Nux4mT}v418p-?7c!POm5<@Ksb+xP z1>Vd2Oh>TCirBof_R|pu3W)G}(xxFk#4-46?Ic6TV4~x!(U9wbM^Vz~9Guzv3Zxo@ zSg2k4DpwFiB?HkA7&}~@t^#S5-}vm&2T-Xsw+7lqhl<=un@_pg~RJ%pWY`^8o0HZ*E!Yx7PQzyjM`m@+>!gDH7jjFl z5)LV?KGDrV>7&5|IJ}=3D53pShPbOa$J!e=BV-B_)DO`C(Uju?y_Bb5coDw+pV zwIvM9VUEqrWyK#uSiJwXJuM>Tvpkh`dM2z@3XvkvPp&AoGAufpqVc4%XJxnzvJ#k5 z&dGxYovfK_!gnPYzkS@+M{2}pNDq+jW20Wx)d5*&hshBm#1@8|T&OCbjh;F-R^?K?EKkG3RecE=-L9ie z>KwX#$w)*5UG244efmfFmdUZO*;)!HHuo!Z zb3NH;p4g8=voPH@{s*q-C)e;YZi~W6Z1!o;CJKVEG%A@Y@tc-)Y#wW|{z`Og=EB~6 z?|cpvKF5XfV|(1Z-xBWC$caA-8d%2MUKsp0ZUzv0{87+hWsexZk8JPO0u(BTh+UtV zUS9UOZTMBq2;8WMd|UL0QMd=&9dKJ&e-hQ?0mzxsYz)={z(_YcMx;zVHv1L$4%&n)^RUojCuy+P;es6&NynZ~pLaESdfc2iohS}FR zp&JoD+lA086|%YhNHoOSYmgz_2`06G%~DD53%#jQ-nS? z%(xN}mGwFB{0&e;DiP!)PIqp+!d?NIFt8vPIsUEEP@KvUPGx$I?#>?M((4icWc**+ z(Hw9nsZ97oiFpIfKPXI*`+Yw|Hj|B59V6J7`$ELGm|Ebg{?3?z6{_?;7T;A*W_nr+ z5_LYGp8e%Y*BAkaIv>p@c2ELTe<%K_IX>C=kN*4TO0&PgyQ{Rad0bQaD>Zp%@w5m8 zF)v1&W5?o;!Z>;yyn>zfJHc;*f!vLM^-kDxyLY{{YZ^QL+ed2Q1B!y4Rf`e;D~D2l z4jI(kHy2Pndkh!TqD{+kz_z{L2~WPoJ6!tjKZ4vdE8cnW*GFR%8`=k84dcuV^qXo} zD&V16JRlO-TO0*!tsTf>FAVMpe*Qi>eK>xbOyKdh{{_pyZ?5cwK{BBFnXI*v^h4F^ zCE(-IqtQ<{e-_y**1+Gm`~2LWKw`ox%0KsB*xmj5Un-!+~D7|Lkr${nvmi(iGs+roP3H)_@ zJEVn9ACN)+!^`Caxt1b1cA_U zH;4!d{rju`{y~!CBsq*UEy8N%`T+{)#M{uF5#iTk{?gfJ(!Ac|&1era0yy=Rh^r&h7Z z)KrV`@@JkR5$mVN^=^aY1>f5W+yQp{+HEgGs^Pao4;-TZHpc(_;B}Y$T5*DUW(~Xt z?ZT^dC$jOWt7eqgI80y9MM^5K<`cby$<_+rJ_bqJknKQWl^{ zh)Ab_C?P5(4I*9AxlO=8DT78Bp>%gol#m>~5n}?je@ zd)s|q*O{O5yv|RG!~B4AGj_M@({%aDR~*&zrzX9As(n@!)3MPe;iAHbvp30G>B^1I zBDV*mw*Aw0k}675w+?7X9v&4rIRmBcnq+>!ud>m1W(SR&pOIaOSoS>4kt;Q z<$eg(*(E&oMikFKxAGU7!-g?5{7m8%05RKhK5W+>F`GaRC1yLhAs_Zv%KFPigBsnN zT)qK|0;lbe*ya3mcyK)4_nI-u^p2mjho8V`ol(wkzEh5bX{4kJ*649dBWwHt@+LNc z6(zTG3kuokB}9;ao{$QNJ88)(#51CM!IlkPHtdXe1J1fP(AediMo7+fX3qKM@ zg1PF{HQ$8Eh|=VVCEdeE3)QtIkyhcyWSnZQ8xp2_?MP6ugT99(jxA=pFTSt(feDxA zM2$F`ghFfwi!6?UV{-OL^wZGY!Uu9SC{~*3s%kK(3GRDWesarBIB55>Ks1ar&W>-` zMM#TEmpZVLCGq9mR^8&0+P2iaps_=Gz^w5`@=!Pkk4^T6@#OSZmN%LrPIAf`&9LD!KD&Vu#M=!6n%o0)Ko2~7FXhL+h(;KXj ztLowqPdXPXaj~HPoagEmYBZ$Vyjf}bDCanlJ*W0N%Akv(&!PZn1-ovQJQn8b`+Z4r zDcY)u2#1QJV8R=?BCnBk6jqsB2RWUWYVp*H>>&_%x2N$vD4Sn?ZPP{nui^Ti=ig5? zd6p7RubfIS-a}o_fUE{&JoD$!640*=o4ePWo0qyxrq1ToxFOLK%JI!vr0s@JEt(T8 ztR|uHT;BYL_9I{>(0e%;SmU9vG%lRM+ZTfe1;*-zc1}btmV%fb9uImVPUH!V=+?Mi zg6m14J<&%MT4mN)08}SB{_R-mcrv->xH+Fjt8o5cx~Ht$q*QmFLp%-lz(@cjA3-qV zAQD$oUDJ;`4?5j@orsAt{8@KYdb`hSCDikAzj0fGs|2K4)f7@vb!cM?hib+N4#_oz zaB|0Uc-fC83#WJsU@Qtxl?*l&whU!AN@!YXZ4n;(oNC~NZK>xVe8@`GHs|Gr5uEI^ z4X1Sy=s*RNK0A1im9hT#%aDCMefv+q<#(hFhAdI^Sg8P?4y(G7S3@2f!6bmbIHB$J zyWNF1iToG@xy8yH+e?lxG03zE_gb7%O|b|*xkXTyLYH4*C}v3d3JE16Y3l37r@YJp zB@TCKn+C^_#fsY0F4XS|cKCVpb#VbT*LUOy+vQ_=S@P6WvXKH6)W1yd(+ z*}-9AX{K-_)TrjBEjcb4yMo*tRMMSf;4W?3SZ@9h7PMydbaLZIFS6Me(CKq7*|7KWAZT$ohN=B(sz zandr*JrSET#mI?y&|9q=?$`~<%^S0gs3shq*(mT8lQ=2S!wPqkZ^yec6`M-XvjNyjPs@Q?z2sARQ?y}=zO4|zA8 z6l1C}mi84A+-~xa_0d~!u77Dp#H8_!40i-Ek?K~siRbm*bx;Og#Y$v;CXjN#6v~r|uQl>e)uxZlxqa532Mof3AxPlm{ z($2Ov{)Wx&O+yA9gZrJdX)cv-TMOb+bRcAwWT zu|8Q^YYyb=E@WqFFt%1>7q*=jT17auGV3=>rd zO0j4=2@vacFT3vrF=BR>Ii;;Cu6{Z_2+miK9UDJUciS9vx-O^_Hg7@io%Gn)8Fn^n zCqX1dGN1UYoOPLEthh6XQu7eSoPK<0^h~0UX? zW-`rn#C0l1&v_WZ6^=FbFgnVp?HDMouYhmwLpZ^uI#n5p$bN%IoL8B#G)xQ*%Nq;h zWKL&Ajw{yl*8N$N=Mdp1EzCT|rhxFs9^vuzS30smS}m-1?i4F;fGPWFS%kzh&Tu27 zcDo)`lU1~h^Eq(UlkL6Z@NikNW-HV14)HKosI#HKXyMIJ$8b5a%g)AEyQzw44UZx5 zU2Ng2Tf{PltdF{20)i4S&C(!jDB^zgVi6rcL+p9sDYvV;jLydHVpbX_Jb#)F3nOc< z3DwQ}?+gWk(BbGVLP2*&&V?{Y7KUDVig_b1h$G4;NIHIPkX&wO7|*N6(nKFx2;wXc z8wCQ@D_kptSlcOOy+vk;YD3hm?>3JIDI~yQq_xQDrqh=R*)EHHHofEF(b!Yd7#{+M zF+$FdEa{S;kYW@+uso9O)F9qWw#`e6PW17^6@QCjQP6$?Uhm z`Z|A9W0V+yZ9wdq@1djUQ*@n*vQBt%`Jy;To`?Q*q?HUn(8-?1~6 zC-BW=n}q@`D~@Q{cpB10W-t&+Ne79?U|G==7EQ$uzo^9A&$5oiT8 zVTM$&RLs?B3YS2UW?{(r+$c;5xo`Fip0!!T2;b|iu$wa#NU}O%D6z#b*|vKHZM8@o zAk}s0D&!w=f%Ene7h?Q}#;aAehc-$kIbbM5{BWU>e%5HblO&PUxVAMXYT@yg=MnYEKfCz)t516X@i{>L6&iGezWkF0Y)HmIha`GJv^bxCR+hulh-2%R0 zO(r#dO4@Or19=mCTw8XlOFoM$#_Gfs8dT%+{aEYK}?NDjDO$H|1gvuUbLJ@}W zgEbJQ=7|IMnf^(uKty zUe&DKT>1O4=eFF5ot%OO2&Dz?_7m1+a6=Ij`tjys3j()%+PQUuA*9~Jw7#ye4()3i zM@g=0&!>buPy=NrV zcc7K4Tnm_@!mFR|e#XGKdorXL)_cWGtO#;PHjaF}qIuI2W|X1#b1gM40mro%V=DxZZaQl(?F@le6^vjyVN>~3;B_44>758R`T zV!ML6hlMvzqo;1lr2g2wsod{8^T+{RjEyo7FG3g##h{?O_(h{gA4GrPkI1zL>#epc z_bhnsF_{>Uhf;;k^UnWlR4v0z&=4yK+=P4da6r9rc8w7bl%uxLY> zXs#7j?-x9s*~I=i;tEvOVQ4v8{|MJY4KH`XyIwK0)ttEZ>XBN*Gv&v5g3^l`87_I` zJes@amct7{d@ak=tS#@axu?y}WK6Ekcg0TWV=I5C@~Crc9)6Mdk$$(+JLMJ|H5Ka_ zbaSNtJ}SC1&;IKV7lRk^Ojt8*(wRNqrn|+q->I4Tn>2dbYeveU=)%w{Mj+oW@X!VX zVOe{6ZF6MNb@vN7)2}7Pk?7P5tFX*@dyi=!gxD4?&xVVh46*Ghj`uG zA3FHjdyrDM53zbm(#yTFjp6JlXy^Upup?fd?nd2$3C1~cqdf$MJr^`9!>iET)e@Ph zVWHUdtbDB-Uzqnh1w!CqF*(lIU2Dc=Btdk;i zFV9T3WBEiuj@T~RnPyxKz4>BZ-18-Om{3CMh1bW27D|UaP^}9x4jE&}E#`=`4z^Zu zz2UZk)wT=p-7ze4+w>)~fXxlpM>IrPksh_eM8&p7p9l9%4QzpJ3h{u zbTvs$V79GqXkBXScPm?uwmJXNU!k~%qx?R`vdW9}(ijO>#)fg3wh8TS>5Ac2V@V@9 zwn~tJ%ooE@vXqPAWSo1+`qy)4R!H7lMsF|oz)sq>oV;tiNRJ;rOFJ(jD+Z;RlHKyw-l& zOlF$TVTy};^5VssymPB*h?Z-MIdhZ7?lMzR3DxVj+wwe&f<3dW@B5OmXTvNoQ3`81 z&Bhzeque#=8=+h;hf_P*KJ(Gt@&k_j7@4E{#-5)09I(cWTVvyCZaLw4%6)|c-?EY;31kCeEy4W7W6VZ^h%qF2`qEX=Am@;Q^Kg6 zL%|r&?28EGW!0CgvI|_3Omw9blguvRG}{Ry56;Uy_)5J$OvZHQ@R5YoTqA^UeYDTn zQnJ|MX`F#{3c~o(PX%Js{8f*Q8ziT%Zq=CoAge0jRD9jBIEKv( zb&owc0?AXZ05;?vX{}UrX94}X97PJ4%w8XRHs&GmfsDFWdO7k)S1Ma@RAvY3?pYa) z07zbava%JsE6#6Zq;cErBe~YsZP0!i|MEuwL}r8I{;VaZLxL2kDpMu)`2L~or)gJb zd#ZS@7B`o%ORDrnk?h-cMLYwFKB=-N8Lx8PbVzz{3V+4wc0$0?Qitn`Sy~;@A$xHU z93sruds7>s&5iO^c0w5U)iH{`yBd|zi@xO1 zk5#oq4<6t);=q2$Mi^>|zH|!@u=*f$mTCDQ-Gn(<3dj$tUSExqigP6^v6>shp zV=^h88KJJ>)HpnE3ZF=xR=cG6oiLnfysnU83ZL)X;Fd~L@ZjuffgxvcTMQJgmV1eE z>3DI+(niBTh;E*-=1Ud4lvSWeF@3C_=^NJXf^fCj0}1p^xQXD|)qbm1L*lbadX8(* z;u;l}mi&}T*NYEskoB4#G0`znOkh|UrW$5q$(u}44x3*aT$P5kz@qAMVT;{mfv*;( zL3nccHlx<^PUQi&-abg}3vy1RW|imtjzbnD)9`QnqZy$_ghjjjtS9fN_Rn$3LwneG zKMo_Z`JtMzK7^a%b$mFbABJNDlaG2cdFr|D)`+T-qKr-!f5b&EZpmk!3J zM#6^6G$V(%UM<$m4eL48PAQ1OCuAHesk}>`Mv!wN@`5My#pj#c9XYMzn>zI}jG8sj zgZm`f-QjG#srT;F?Wg84cxH+9$}H{o4AC!x}_S!(SU44=srq{_qaG#Zx zTEkSF_1ED+PrtTayS$3p4U8+tv4)bSXr~EfVeX?kNS#o@+b<8f;{@WJ5c-C_v?S#D zq*~hWj7K-gUyR6>NBXLu9g6cnU{$t89k`MV@6^jTuP;6@uc=U$!w63Tt@HvO#PIB1 zVGiAyABB`1^YYtw=-hutLEs~b5yzH1WJPiUAx84t`Shw$dMHG6d)I2qhl4iu0j|pT z5(Yh~S_WGTH=zsjas&=Y_C39|jlW`ELR>%<2hMPK!cPnVJNrC#ekoRYIx zW93?p((Fv-;M;FFFY829M$O!5U|teOmwPu0MLJJmbTSBw!-=f-M!Hm%B;)) zGfuBm$S)q|=0l^1-w1tmW}KBT-xhsR%Pc|iF`g{e%gxHt>4foK03H@!70fT_a%3Yn z;hNf(Yt4zQyceK-XQK*##kwR-fYeepxf7@4zspJQP>}DPpBzU}Mbi=u4+IKNFFk0F z3A+RN5s_L|`d}brHX_v)l29{~eznroy2UF1l3cZP5l1ec#oy%buBdh0_!+1=jrN^% z4up{626W?TN~yHvpZ<(FguwPVvUk-a>(`omgC4zvp0@sQiD;XLt52-AdfYrPE^V&LF$qdo${^!h7N!Lar|S}v76q({q8ue;fX;=^;`$a z_-GLUv0Hc3sSIyZPOyJS$$?7YAPNqRt5lTZMHX2!dDvzWvUQ#g69yCrGwUafa8+M` zH+|uRtxQ$$SU|Pob!M{R188;Lk!fNsY&cN=UgDOng40Oab!O8Y{9y{6IF zRSC3&IuKmlW;uB7Ms%6~_+g1-mvl~h3EIOkCAK?f}3eCk6b1~l^QK_Z7k zYvkfVhZvdBRPhJEE`K$7W(tpmrJUX~k2!Yx z%P_6;IW^kE$2Y+VpB&4M5wf{jmD}u-uTX(K4aO~{e=Ilwm@1#iK#!=+Nu03F;7_yb zE(C4~BY20Ab$LFA=$*!u$s&p*geJ6KxyR zw>&$o!jHG1Lj&_|t!2mRiXBkjy|Gn9eC2^K-T>Jihna%#R!wy4iOVNU;k;VpZ*id>5WJ5131LSL;^1=m zm4f>{0W8_;X5_K5k@nGq1W|{VZu{LiuHH7;E$BHpEajAPweBsiVkBcV<3KI7eM;pW%UqWQK{0Stq&w=3(=W@B%;_z5n@N;xGT_D1IxImqvPv!BjE z<|SMqAQJ?Euk5)_Kq#&B~(iJfMt8} z`hePw+Cdk~4|a-$Rv!p`g@xn;V_}W$n*_hX(;Lka!K^(vqEQsSTK6lqpPpQurN=^7-81NWgxEmnwj_Mz%U7ErfuJ? z1Z6CfxsjXp#WQ;#8;VaZvoDM;vhA+8uEHddSG?HRrW=tz@Tx4Y5=PdSRHA2YK*2om zSx-ml(*v^ zY)e8aXzg5|lvqjC^z++$F_^lIZId z%^a?<1ZA0&%nCI;Xqib|PueUFU*mu<68Ur!1{8 zzbYTnOL5$$YOVsiU0dw4o<*MC6AF%ovCkCi&ge+$PE?v8&ShhW zo*gzJS;?N>bUt62L+CU&qBmQ9CZ1f^EPe1;RgqmmK5%z){X@_F1B{K;qIHBn-OD6M zulF;?L(30lM_o)IjAkW$dd+NIjCVW|PYM<7vnqorv*@S2k%eshE z)pK7$)4Q|Fx3Gbs7;BJHyZgg~F-L|yvmOp7itl?8wQMw$VYnRdhUIcp*}_ovG10n# zm$kGfG(}1sHXd2DECmR%>eR~@=NHgzGR*~dmEX!ZP52ZDNfQ}0Ce${m^#^SQJHXnp z>0E-R2Ym@h2(1`&@kTDT7CER3P=O7np67a}uloAu5-baEY_Cnc^f^1Zy1fvd5Lf!- zMU>;9(51AOWwtp}?paa<1(yM;^^e!uc4hNi?IHz@yJ(Jlkfr+u6M@uitHnB$6F=R} zMJjAPI_R=F^AT&|fT>hYxP7k#p-G8Xb4@f#{J#P*%QpPrF|><3Ymo2!8P#8L+kz*E zRl~BWOrF_lrcX(sdI5x$BgEt?!E?99yj68)C$6U^U|A_pc4S+`{h?{inW^02p>={; z=tn8+ZpRhX&*u(`;Tg!L)sCkRd~<`0%F)u36;wa0yc+srX9r=WZI3J(?(ZB4ty-W8(#!M zm3D06X$N2Her}lrf(goUJ(35a&nfHiP{C;jBcaoQFf&C6CBSU4HA+(>m99R39k3S7ti31n5M=lZnyB<)+sFlHh_a7z$y$5v03xI8 z`^h)VU`!i9d$^-#iqy;?xmmtTO+4JeT}{X|M(yvUO+PSkl~ElwR1qd`vywMFB~E%} z*Yu{}BLSO_l`4-NG%_Y91-gnCC=+ZprsP}xuJ8iG4+EFx~ZM# z-Puq4#ENS=St2ynbYgWeamPWHeL~)ECt`GAM58)9;qcn7X!4N6p~>#G{TQ5Dd3f~_ zX4&~*CO0R*u)LiIBpil59p_O&#{nu#RC}ywEt=u~5FNi?qO;|5x=c`jeAdCWogUsZ6(JcB;?KO$K-$D4FaVbe)s4j2l?k)JzvP_HdLCWhl)vFybD_ z8UNUEQ6P`biK~mZkM-orF<)-pPf;}yu!^P+7K*{QZI>P04f;Is*lldk-Jyaun9lj) znE7(eZ$tbadzD!XV792zOigWw{uYvY^IIHN3(;(~v5Ged?Vgbe{z&*_&K;Uvled2% zj^B7h(qFu#y{X@I?S#Y7YWc9U>J;+xN%!o`TmG_+>n>Ujruafzo?x5p!25Z8kRy2^ z5@Yf=AmQ0u%X8uJ)sNs|@s8|e8*Ru)iQ(X6+fVc_!-*Tp2GdwE>`?4Xfc_0%Ogt&3 z%ctConQF(#PH$B`QYb>XwE9TVt6^EY62Gfkv{QA)W%?boVI^>sI$N5oydEZQ4U4Hh zEn)SpNqDn!!AbWRTp-J&G+<6Qn<XeP6W{q%9TBRQHZfdQN8f zge7M2*hy4%+%QPK11-%pIsXNFS~VfZLP-b>f{>(i9Wbuur9Kezg)1SwWf z6NQYbKFRrR%%BS=JYH7Y5Bf!%y-Cvu@Pb=S46H)dghhZO%uFWY6%wQ-$lP1) zXp8ZN*A`6|I!+}G>NdV%!BwQpyAT$Qd_w|h83#o=4J%#v!89unztt#jjy>L9#v{l> z5=&_scrv$G@spMm_xXWAWSU>xHJcka=7W2ydCo62Z!v{uPbwiUOS`O;Jd}%8%X}!C z9wS0B>6%=4%oQi^Hy-i0@y%y}*Gs5{QT(i<)a+( zX07`TQW|`68K9s9*z*m`OKJN6u|Mxf?OJH62ic$~Quo5#nX< zKK`uoZX`8$Y`Y_V1E0So6SpFTobxJ~P(0*}_q|MTn~#k>+aY#bxU*R01OJP0-z990 zdT_^UTc?5aT|I8lR>C&pW5|h8ivIHgn&7wx=-!Pf})(L$D@>6^wo8C zsJyEa?of+ zr7>@Rr1~pr&w! zM#7s6$UHnet``Fy?`}4n>q4M8mKR``tG!YQ94vdakofam{;?1!nOI`m8gXfR=^NvL z5L7Hn*m4CR`o>C4%~WYH&&-3hFL0kn1+`9Q?YA|6j=m|q6vTqC`&8z zVLex>6Sht~#`+{P&KGd0E=+%EV(#z}y?3_&`5`;->Rx;N?!lMgUQ! zJ8G@haDq;VqDqewMfG1OKB9YyfA!)VF-U;Q&oe~8>WzoIxskkYR->d9cR2xc$H_%S_$;M8L0TuE2Nats+Q8 zz2l}on4jMZ(qFpu3xxS}JJ+!CAq&4&L1Q~CN8H?VN=e_cy`x4g8*ue@#%_YiK50O= zq&#h)9wEfoD&891DmNSUID=B#NQhL7xvVqbO7*bsDwI8q6J76c2K?7zK%CV|ZTlat z{A?+8!pgH;de~4_A0bjq8#lPAcF_rpC-PA1b`AklZ0N$s>S%W|urx#FsX)2Pp-9x*lDWnO8HI}q+pad3%N?kk0 z3D-0(G~eD68jz)?KxCiFc%&dLbMOt-g=1nNVPcn*$;< zyOD}QQXwG5>12(Lg?GSWT-#f%jGtN>yZs;D+KuU-Wk*OGa#O;~WhAR$2%0MIm)#*6 zc1u%#efZ2*K|pL!_ZI7qYV%tPH%ss~hrm|B?Ie-Z3m|AXkra-~H_`q2oPNP)RWZ!_ zQM15gTQo{Tf%HTH882Z14E@pjs2ZDL>V@_Ll9tQs>+UZJpe{U>J1S^UcKAN_`LBL9bApjY;89neux46_Ym*!*0MLnRgAmAl1E)tUDh6}HB_)7KiqjR?bC|I#*wJlv7&Ls?gW1Oh#9U`E50n^zu00y-#2YSgY*LaTyPLt9L-s zD@ZtflzS86Aj8QFz@Fv-8o%)IPIV7LPm57~lx)U9Ed#y3G_A*keFZj2cWcE7&F#B3 zlUxTON)v7t2&;@TxEzzSeIeM#j63hn`E#|ptK|c?a$3%(L~!~v&JGwm3JqgY-KF6)b@u8y zD`cWAxRs>l41@B#)z1{8T3mm#7(mWHzNXOaQOHn?IPqITBWgHiPW*Ynm-AE_fX@_o zW};$)BxCbp$R2XW^x~J=N>Z&p&fO&uhtKhT(yjCJ4sQfCxikcqFuJvY(C%p(B$X?2yjbWCRK=oVEiI@LJQ+-C*vBQGZkAQ9kZEm451tr zdjWtc?&#?6nPT6aSB|)($vX`-vcfaWnQCWgbpua~A5kkn_KK=V?NR9W z&)}ta@Omjg=e0^R*xoPS>6uXr%=P5~a6>wd6x zmW*DLtt>ohF4iGTM9L{1e6bBQEw;F?zPcf=|(tsN`hjW)J zU_e@hlwDOzatDZEt~_KL?Eqq8lrlHui2^{kMJ;3@!JhX~hX6`*?$1^I_2B+9zn|0_ z9N*A9!Y*E-#H$|n2?PW*dLtrfr_R452c^v0`@~B)d33%f%p3(%m_DOSV3<5WyIMAd zggYtt9tRLQc4_QeKls=E1SlwikEdMuQ!#&Ok>ZKtzcu$n72V9CKQB;xOVM13r%R@g zq1<@640`N3ZctS50C20Rfb6uha|W0gwp`=dp{Puq+&DlTC_@~Sy`qVLlJ>bfjn-s> z8BlXT6Fi2&O+<)V-TS3#pH(7D{I*;Sc0mjYZoHK0V3o&09FS6w(wSE|@S&SIU+kse zM!y`1WIh&3RJWXxD~=G*dk9Kc3?*J5a4CJ#a=f}D1k)JKZ2}nO?t>X<3sqpztU-k9 zKai_eoK{ELFsSYjlbr#fX=w=CtC2!;<+s8Ys(se8j`OO`4A6k?{dLD=>|P=3FJCb+ z^j9e%=qP1*JaK3di|=piw|P_|?f^bv6rkdrnVQ}H(((P>`F@Hy#mJUug2;_1WmM&+ zkAT)5S(ZAv%G90?hh_m1*g-IGiVoE9x>ptXpPv&9RUv0!ww5r z*e$4@QGy9T6c7n);d(B8zxH4dOZGb?ifZU)skFQ={vjX5I`c-b3#gM5} z2M?X-3T2llb)KLJ<&+udq_Z9>H?5b*dN9E`EdqM(^5dV6?$v-J`>Si??P1uicVufc z>?SX@RTNPCdBFXt3yS;;ZC|847wu8;%T+w8b-jT2adu>~;WhJmw=%aBOnl-!koF>l zeB)Yu2yw%Gz^Kmeg$D!TzDVNSi|WT#TSz#h774DJ<=Gie_L-F_F)tlIf>+kffI4}MCfshe-y4@gFnK;$9G?cp6UN)4*x z%gP|>`0nt5zOO&u#6*F#ruo)g{ZUu@RJ4SXad{Q!nOBQh!gyjSX8q((k@lN6T&LQ# zK^1c(?0P|XJm_`!uWde4b%@fg&1Y=cB*Q%8`h1!z*Su*y?Op;UgQ;@3Dmq88#vtis zC|d;QQu~swLw^4d&uUQ-n1oI3eOPmf;zX8Mzs_fp}&Cw(Z^VEgZ%+UK8f@wZRP z@Dl6d`||>S<%5Zj3Xsl807ACzO1e(T*;dh(C+iNe@MpltyN<;RmEwzF|4xfMe%=($ zjn_d%P)wH(2)6O)!sh`%$y$3{DOHvR+|KJjgOZZ_E?{N{?=!IrQG8&(Y7EnGX`X*?%4nV zWC3A!ixjhoDbb+Jz7pI<9$>Sqb`YNk0xZFrppZhPH4HNDH>|>rsQ8Jvr>0Na66Jhx zF+V^+N5zo}Ft$065|1~B`Y)iDDFjr; zg&6m~qoqf`a5njU2mdh0|K70TnN~V484&CUw;EEpQUA}se?9-1QoPpHJ;?3Oe?j zz4vTxdG@TCQhl0O-hc704gXht9)K1t3SRYK>Uh%mzn;3D4xHm!`5!^}^Va|W&T)ZE zqMb)k`OlA12OOgVhuuG6LNx|Lp6%tAKx61N7Bm@oYyG(<7#+)H2MH!&qW4(tY8o7_rw(UQ>VcH@$=Zy z8{vP5mH*5|#R6gJMEC8zGPh^XqJQncOC5l!WbA{RNxzuNv zUjJibUu#IK|7~L*fzo=j*8d^Il;ypC^pAV_AKCi7yr4L*5yJHstayuWKRk!c!8351 zj1N)DF>{MLjR9PApK)lNO>$ie{R|>Wy(3%<(yut zzjosH%Nk0'V6EVk#{OhFA)A$+&TKPdP9AtIoEQvDel@oQ+@fxRuW_dzcvzLi87 z{k;OAXNq17R}xQ+j&m^nxp-%;f|(Sx_HqbkRt_zJ)*?C25{^GV_WNT0rIV(hj?gH@_2<4QJ~?p) z&B}&6?XWj2`H`{!AM2$!{`}ZKj_uu}XUh$D{8p@`|9o4qf*wE_61GSG()-`WP4Oqo zkLw@5`z~5b{rRzfzI99xEPz+AtL&e9>HnRg&sP)0hW-?de+;amBm-Cg$v{`hKR@=* zYMd+FH}U%2=FjfGRN4P2Ggtt}K90Qt%zggfFMkP?d`B4RcG>e=zZ!rASUNfF^_M`u zdjL*rJOO2EwmmoF=}E8vPidx~{`IlnFK<2G-^6@=xg~Y>ueZl|!2*nANHOiXZ0~fR zfu3G`W$NT#AN&3Cc{x~sF~QE|zYNp4)P41J-@OK`MXAQlJe}>~+1lEY3XiyO_c)Jw zT;FaDfXU7n+y|Lt^#VxjL4Ej6(qwzx$~2ODyl!Q(%_`hxXncO2eZ0;ChaMZSL>&S{ zinKs#7l4VrguhGVBpzz{+6~nZv?lkid)69vNc|nMJ!SoIog zUXvAJN0c{~?>8}TCH(0jsfE9IozwkaC$9K}X{OM@;EA_c)(KS zTo`1edUxvw7>_LNIu&xHA{I8@6q*gHwu1v2aCy1!R}$%KA}?t+Ma_d6&D+`q5Y%GI z08n-2z_Y3AQ6PzUQIQXd0Yl)rrj8hq^Ihgui)|k^Xv>9N_h}5_Ghd{V67{=w)91PS z+!LhTZ2`KeK7|c?n^`F|(eT1w$Mhn?@ z*r-4DO>qgBESDGm`wh2ffC(J)jRHm>UqU&U19*#b&E6@IbkFs_92*j?ms_1O7oA9; zFFjZ$`PIHHS{MbM`+(qtO-#oJQ*ciFRRc9MMp!~4k6R!?gvBNG1}fW5eIknR-M*8&<% z3T%CSG(6079OT0bayE04yCP@ro&0k}u2QVb6M5ef&i$T1O-aqXY~j9D6VC52@a0?3 z;y;6?da%piS^hUfW@4k5aJ(KkdRjNiA?O0)xL}Uy*E;8Z@S5K6wd9pA_FB;~XVwAD z3GW4+Zuq7-&h=$-?Z}jh7SM`P(NPPVF7hx(0C+X($bRXsFall`DBJzi+o8Cly!SrN zoILJ^>wkWugT0gUtX|C@p3eXK1&Se?weQxU9yxeQ>jrCw|00Z{&b5oN|AJ>xaXMt+DeB{$->p0jRC;>39V$mN`mi2aExQ(`m zXyDfNw)Bg~4MAoK=_-*bU`<^+L#DTv?p>SyM5KFO`K(fybf7qMp-wrB!^Vmz>aWnU z8}6E^nI2XIAn-t#<%RT9v3u;Dr3Nz{!MSURD7z^Q6QA>CSpj7>2 z0Q4OUzTDSQYZm|sYs>);vl>pn{g>JwQ>Pf_A+}_>UuyrI#b5C!#T&c874*aZGn3p; z*_f;f&=LdaW$CH^-4>?ggE!c5)r2Go0v@Y-SoFa6K)j6ER&KNNVOqocM32kh1I2=A z#&;IHKUQV4xiA0Q3lQ#l1HfltT<)n^;L$UDEN68;ow#!LOmU29;+CxQc*8!@6;P`l z+ywNkx1R|=Otd)7nQ*WjvOqW5883nDY}lF!fj05oeSg6gR4UxkQtLdPSO7O3vJt&+-vdKn!Y@JtX8$wH`1hYTXGXis&X@QijUyqsC8ui$j%!Uxgnzyg zJftiruAUje7?ivD^$V}axM)T1N?8*lFWjWz>5RBO+ZL&fqo%)cxX(Mld0|9~Glm@M zMot_D5SF~VEp3M7kn8G>cLI4;*l5I4k@YA?S1~{d?nbGp#0n!4+oJitm&LGN`8Zmm zZRLsUik#rHM~w5{O`#V4qz%rYL|(9)x-zS53IQkbT38fgXDF_=D#3Z1eT*9PAU*je z2k`s?vpT=6l}w-Yxv~TR_r8T=EgFMab>-y;aUp)OS1pP}*TL2+{$yQ(ci;<1oKL6P z*<#B*V?IABe4O>DFok4KRmXeyyBhQz*{}CMPg0(%-UkkIZ;0L@roI7Q`oW}H4v@NZcr)KcnQ8Wx`)LtZwewDx(o7nl@@DhtKe$i! zT_Qj$)_5S9x{;N01{xPelnd~MLX7;%4}g|ESZnCX4HEt_Kc8LeOBjL~MprmbWC5_( zBXZCZDsCnZOl;5))l{1&n^1^ZsbU-5oZMjp#PG-;w6I;RbHb44rst9d_4p8-TyR3?#r*l35y?fWreYn5Mn zm+H;`BkU`~qTIf>1wjEtKtPZb6e$65=o%Ci>FyR~=nxos0FjVX>F)0C0Z~Nh9vYEu zrD2G7&-wpU&iV5CX|4+yp8c%4*IM^ln*@?|I@u_b&1Y4*N}3^^+mh^{cvW(VE28j0 zn_#(1{vOA{7cEE$VCyfgQwl!i=hQ91k|6yo6Sezfvd%%uA918rU94NW>oHYSR8bsZ zyV21(SiRa|Ce-BFq!&HWCdt*H+tSVBeA0Q7R=c!ci{B>vi*ypijm3@lmECI(25Ke7 zBLK035Q_6Bo?Jh=K*Ys3D?3rz?!S@j298saIq%+WdAbsqD1NpdlY zPwJgi)<#O#_ww81m-gSMuPu_fykZ5ZClQP;!U5R56&25*wP$ymq)VK~cQxqi{Kq9+ zol>JlWW)g7Si1XxKr?6JAvax>)9OU*GRd|N7Ay9;UztdU&1Py{(v7 zT|*EvO=_|yzb!lm2*lm*k`FzUK@UJ@(31Zl6#JvD@V`{+4)B7DQY&RPzvC*HMFZM~ zVYHwBf5gMsB#t6|J)32TW|&fN`#Xll>z~6ml~7%4ceA?_hJ3ddBUy|dfhMsw@XYw7 z8=z}z+1P(9$@x=aGn;; zyCqi~KiWIl|#Y z-CTCa$>lLevmmk$3W;N>dyw+o^&~!tMfkdUL5&?bJKS;->B`${IGt=DKXllLUaMkE z6dH@Ys24rEiWr)nJ~7mocP&mz;(FJEs9J40>qBt%{xD|xmcT78e3rn|+PwsORph9KH9+4SdysdgZn@mV;?tKdtSUA4^n|G*{UHv@gTtRnM;0h+9r#f+ zDfXbC^HRytHA+hqsz6E4Mm^6IT72TznALUAj@bCs#Cc@i?M^G?K2nINvJ^8P*h;@8 z5o|GBh-!Hv<8atcUhSHzoTVD>x7jhsAGFyG<#it%xs|vwSd=O~KV32&kC+&{bPWP) z&(NQ&zm!vMw|%24vHDgsx13?w%k3=b=ndZsj$+o6`ux@tiroo#%9@`L}tJ|iaLKHydJ5vBAvNmam`Dxk00y5popgO7cy?gKjKJaAH$_+u&s z5yypK*S(ERXt`c6W#A09u}KI-=9`8=-{p{%%eT;W%da>zYetHkI-kPCrcoZ-P|%La zxwFBURtI33V8YpLZQ zpD(kn4LDbIlXSWzHefRj6~Eo9TUqcn_{rrE>YO=tuKL{$k~PQzAVq}>z7H*57NE~+ zsjsxiYw>}Lbh&x`<|T^H5rYLn)yACydP44x-|9O*^c}0luQ2wMi_Nlk+heo-aEEPb z)-!eGczqRB>C$XSJuI^^o8BN7Zwf+!_a(HoUTs>4$I;AF8*5IC|dIrEuc$lM1j2C6XQ-|Nty)t9av zPDH(>6^^3fEhxr5+*;Wy)X_$dKjqNhYJ^PiAD2Irj#`_s3RRRU>7BhfxzyfJyOYQg28djVtl{sWw=^T0J%dt>^`XdJU6Z)SXX!Zle3i*wZX4%`c5K zjxKIWhz;y|_OODhP}|S!w#DNO+XbV}iVRTGS13kf@w>p*0m2pbCrP>tzkFSV!MdSv zB?c-?>VAnimQ&0H3!*a&(g3y6w6pkk7_vHG=U_$<+LNKlgggH@1qJ2iPU1SV0h9HK z<$S;tIyj^E>CaRHG#2!zB|n4lziSN5I^F?Ww?eDev+1x&qyXXyaNsk&g59SAJ}$XT zE%W}4v7nqf!-~-<0BG|K)QcPp~>vgF<=y5GDLb9b&f4Mw8Lq1XaB6?4?Gln~H z7t=A7pR8NmnrG+3<45e+o*fz8HwFY$m%$>nE7ksAdlH3<73w@z67*~bfA&P)Lb$ti z{t8D%#ESOZ`vj#g$dLLVFmCq9y-TNZC~@3rt&WR1*sd-nx&F8q03T6{t}nrqH@^3S zEh39KFt(kIDLIf!IpnVjT{QAOJ{+tXYU^GHQ`LTiQv(*6(se^tL&)?Z{a-|Mp>(IQ zVAhK)DO#lMe?@WcXKdfW;4(_VZESQWsV7mUmWmgzBKz_U&i=QTxu{rpU!*+$5;*_< zYpciQIpNW>m)EtX^U`)QWk!1*f|13lMAD`~-;0;Y*yU*=mnJ1jlU){O_64Lg!st+Y zN~c^x&*E6qx2nxaOm#32e{Xe<2`YR$)%crwxnDmS*NPHaLMOn`z_gWxo)(mPp7@u` z(kI7w6&DwSmHWmQAtq*^NJ7{h!#@QG#46yJuFu;{+JHk5H^g3W>H$TE7YHb?&D2Eq zb+9Q(A45Cw3zi!R^P)#xJ12EK=i9_ebf14^tq(rDm4>NwD0SnkgQkr?h%LHT&O4}| z890pX&Ofq6(JP<7g~Ls1xo`W|`VP=|B=fwCK+ndIB(pz! zjbn6uZMC;5a%IsZ^Z6dYs)k3EcH2&R8qVQQPzLq65onDrFycw(o z($VXE67gVuyPI(e2i@5j(4}2bioS1k-^#^-8`4{GmXXhScsMFIa5v295;-m4II^mk ze{Du$t#lulhpHEA!BG3h75QZ^7DgK{JS+HL(+cFv3J`Et^e~4NwNPjGr5F}HA#%$B zWp26#GR7LfdyIrG_qHcn8T3cHs>M#Z4jd*f0|P!Xo}&c7bI4jD7FzrYd8VHNJ4J1X zI_@uUR9msWnpX|Iw8{RoK-2ZWHL#@K7S!<)ncM<}Fg?5O+6?9y7TbfLMumFy>I>6E z(Ufd@brJUP0$a;#{us@CO-?EJDg)wW`5J+#7?eJ5wOslq%KT}x5&u-Zl_nA}Yv#u4 zFaG#CC=W3v5{`j%gaIFj_XF|x?@S8=Jex_q1MVj|gRv)%-iAyo>(tkWLv^i^-h3YZ zoAM!)qTSXO6D3ILX!j?c>tlsI{$XXSar{vb7J$YkvO#N|!k%Xc>qx9i*w%Q(n@ zfmS|;4qwOB&q6o0-SQv#60`&Iiz!@E>l|Ps4)}siGV?IOv{M0f`)_M0EfoXq{7DpvN(B-3g84L;@Tr#XO9umco9vsPDOFqf{s)CbVxagoK zTXBXnF=3phd}&g|Q(wnFtRK|xEGc_xKL@1p_!2A)ZjP_#MdxV@Tq#Dbk#sb99+;!n z1gi@0_sK0$V}hh9lEObzh(C%Ey<@q)j`5iFD)RpH8it@K53dp{{~Sc20OkcWPLB`i zovH^hZSAC-=1iGr%jO;w3U#$nC`>I|p0>q9K{YAyT(gzf5r?tGM?gt3JPEX^zmTR6 zjAj+%J*LHc#8~S&4=KWdu_eIs&sRKkY}BbYNuiMprBx{wySP>rNIs=Fsm(h_^=S1U zC%K|kV$%yVFr5}V(^6)XF4_E^`e{Yju*51HaO-=ZPG%!t``{kIl-v;<@nNs#4xnyM z*c2}-&+LwcU%w9Y7T&1IQ02_XRjp2G%_P^c9((o4y1Hbjj-#qJLTfayN-DofuT-vn z%2TPDbHp#wPd(5Kw|3^5+3Ucco{2D=hvFuNlu5CNBE``tqXm)0W5gz;I}_5gDcDC~ z)AxvhL9XIpo2!z|qH?#6{|fqayRXd^ow#3Mw|TtiOzXDBJ#0*Xrdlz8%>G|d{rfa_ z5!oJxhj~#TItl8nZQKn9+JMmz`%;Nx7ii2Rla<^!JFBv zEE!V1_QM>f%4qney5h5dwC;dveT$nO!7V~?77Gnk#gv9hi^|zWUUh>Ry?T~3RG;}o zK`b(!d%zsU|BIk<8P(%z3CF)DDt!fqh{$1geA9H`gH2(!|AeD|T&3A;AO8hk54!mb z2$UqHq(|ZI2c8v$Tm1YQ3q@llu>71Hme~5CyUffM&0bi6At7p}rlu!^@)*v9mp^V< zd3j`99NYFNm@nkVFfOS+9@E^sxjfUibgpoSg>x*`e2wDAK{#{mLGgvvx2M9@FZ{%B z5tJlR29(QppVJQKr_I+^-vW-LT0h}z;TylJbQ!DRMY#_I%Pl4cdYE*ICmlRKTp|?F zpHHTCS|19eeK5ilBUs#+ThW@VW0j0p;RaJBEt%UZ_HD?`D9!;$Pm^Kmd*}Iiq4hzP zg0_8mS8-}SYX`9;+xk$kIt^bmmPZ>Nd+^X%L{*k*9uD_s$;5wX~24zf8+x3uNaw z4GLJvilHusJ}0XO34gy2zosqo#8Mvx`>UVtJ-K*W-Kfu^vntOHdsl?^rs~PY$})Fr zY*C!#>#P-gq?S`fR*@2mi0#C(1z{(JP^r47B>pF%OY#kBm6;{QMXwV!!?4Nr4rdEK zgty^zcDpZxjxF5B<&u(;qFap*1yASgNA~sW*OI`ONrKTP)WPVE`1|@$7@%2BGOoOKOJ=-0(~VI$$Jvx_Cf6)MPL% zJ==KDuIu4q+aPRH|D=tM)T;6(I?Qf(I#CEdSaJETno!T2(H6HqGXeUQJ^yME`mWAN ztbkmDKRpu@Q{D3Lc%|EZav&ZNDwsJzFy5yHDXlB=yDdORY?}!HuP0ak=4BfZ+ZNht z)&h@ug4>(m26h9vx@lL=SBAl9T=hEv@5$FjQVl3h76YuRiVjNGcB@Vjn`Rw_mhU{- z$wM%ksSH*-wO!*7Ja9AiANjaq|0`85AJu?H^0_A(?K*A^vYJm+m}OE9bDip1Ks8^8 zLVspaJE&F{(J6`z;{L~EMc5TxHLSLsmisEqRP?d};E(V)(8Ak7Z z-l}iXbAR}{TXeC2K+0+)BHxW!zBCCU{3(|9N2ijmZo#kW$y`8d)q%!iLsU%FPg$CT zr@`gf1>o-Qb~gQZ0WG%ojN{cP2^HpirF03mIvN36@qO6_gZOI8J|)S@-U4R&@;Z0m zNOzLM#H#4R4p*O02|m{xRm>V$FJ*?A&$BI7(hiaDsa3MibSJvh?S|GDY`=c(v$Gb= zOh!e;Hn0f&GMRGma_9VXKLnDbsHwSK#_f5+p))||Qn9vsnLZ|?8zjk%`gP+5ii)=z zdC*#domE`(p%z8;Qt16njr|-JIb@F@@}_-@Xn4iTRrS?Hsr{);aA68t0t~(au{R0* z$b1#}r)%qF&x{Ok*$}@`B@up&@<{ZVPAJlIPtf8sXZGon$sQ zl3v%M>5-;f$7uES?s4jPH&jOud6RUC4uWy9&EY*=V1BOoBLWM4i zdh25q-^}UV_7e%LChOKFLJYV-Wg7`Qao_Q!$oV8yO1`CNSBgwN42D~c7>atf-yR@S zZ4KdGd8A-uptmD{GQee7+eXDQ6>DFKXv(iDC-wKcMw@qVAYh^7a}glipZwlyYnB|k zHHt1SE-!Oq6OTt4d!|j|+|MaWPP~^M=jU9V8wnv^i@2H!I}NO&j9y-i;A6%9F){7A zdP~ZH#|=> zckQc-^db(bJBEs^bY2!|rVc8I4S~_ZLR7c#zNH?|iublYWHS$E_OLwXf8)&VVMxUXr+!oH7GTDgyoQN|SZ2xRW33Y%DA#-J%wAwjs!a zmNG<^tjDua!6qH3q~mJd3^+_s$^Da>SCOaaW!TFn9t*qiMGE~X-fhu|!d&xK9uBtr zP?Z2v_}#07gi4y4F+*8-En?fpE6J#(nYJVzHN=A_-k$Zx4+w*oi(5R+J@EaTsKR&z7u{as~Cxk)!{E8n8A`F9F>F(hWM=DO5OBf~V=<-}6#v(vtzetlBaP*#=dl9)YNI^nkL|*myiCP2X-D+ds zb&Q4)dbhMZ%FN8P`1XNmfzC|5H!Eh;{nArON%Yg}kKdke%kQ!oMqja8;gu4SOu2zw zz&wl{q5>S*KRS2FdIyt`{pJ{~=rzl)zU|OBPRUM=FHB3jsJ37QkEeEfjrysh$Mrm6K$Si~nOUzQZoMv3K%*yFRMv;FXq=E_qW)?wOkL z(8`DeY9fk^g8ighg5OKPto<>sp!4lFaV2`JYaNGkO-CHN;Szd+H0oz0+;a!#b;HB(lJv2Kz#N*;faKzsoJ3*6>A;m^CUwY0R< ze;6W%Qu_6g%wiKUZGivi@nh<(z+~QZolg9rEDaPPlI(-vY0CIZ z!0{5-!&!4+kk{M#u8SkW(CnJVOtuUh&hbO9-N&9WPhS0zB(Zo30%xr%sm23+tqbw% zW#P#@iU42ojsI%e71EvPaQT88Kk|c_jx^fGAK9 z=b0dOp6)j}fPJe?YmVg?CzrEZmnX`fstUnC{nYhWWbIL^Lw2MOhmhl14tKO}2D6EX zm8ku%R*IDbl1~L~WZ_9yc7u11-E zpeGhn?yD{;mS%8`xj!$;{JL#rNzYC>fDVO-MUQpO@~lVI0Qj#gU3tn{VBaSF>Eu4F zsOqdjnnY=m%>G2cf?rf4bTb(tf7oa*e~=EO#C&0oT~=DX10tia*7cNnc}Jabz)%Y#m$5 zs|6_@XZ5O3`Ie}to|&0h;M=#Q@T>=t`ua(o)*dtf*aMUgl!QyOM3I~OVmo|QMowoi%V;lk@gxJm)~mT5sx(=>tx|*>+_GF-1uGACTmsD z`(!z0`BA(#aO!UAMRu{SZNFjkIEV*1+9_Z9+-#ZGVVWQl(~|}3vdp%nzVwbjP2G(E zKTJB7d?n@w%)T#e^rOw^01|Zuo`21o;3RqJaec;bh`lxI2Vj0_>fB8VEF5<^V2B3s z+&})%w*E0hO@#t_)F-#XypkT_+mJs4qu=SVE5QSWbyDBG0#e&AiAw7n;zr4hi~dV1 zQXpqUv8_Oaw>Xc5S>|2lhbablng!sW6?$xaD3fA@orHN0BHHoG}|J*IX| zc&3R#2Ft(jmPM51U1VgY?-h!6_gc$PQ06s1_&KvCKL60T4wMJauHR3N-d@OLVP5RL zmfhFaC;jYM3H;aW9~%P!#=DvL`=f;B7+6`sy=GU&O#&d*W>KtR(#h?#^9_MhHsI8p zOrpS32>f|bAjt&}l&C|1ZdmOyMKXYQWYbBi@yjzMI;CWWr zz8;>lj)N-j=B8qyDkJ>+yZnV8ts4(7?QWt_!WaKM-L3D;z{R^bF#=H*@uwg9frmwM zD?DDt@@{Al$$!^FbLGap!G*3`X<6A9)vQD#{kVV&8R}IV^UH@wOi@be?WL;$eK|__ z-r*v#=lFue-?4QANWa^7U64)Q{d^(8K^bt|!>*JhE!imxof|c2hJoZ_r(1P?evzGd z(aEAjU(_wfWqV=jW{lFG(Ed*`qMlR=NW1Z77e5ZbuOTjs?Lq`Gv`1xSWd)DK;EVaU z?`Gfj5^ugTx3Itlv9Em^N@Ju&cH>67?%LNyi{>WY3x6g0(;kcS^RI3EyNv_@Qf&EQ zej>sQWVd*48UL@AVHp71=!-T9()?Zj^=>8yN>y*K@ZTrFiwUyrq&4a?g0E3S5$?3E zv#J=&_uj(J%CP~%)9Oa_tpg4Ge@+B2kPYS;HV>KVB{0umjd_L@1+U%DN9CF4=PcIl zg6EnvdE@-|ck`}e9%2(%-M=(y_)*GEhmk$=NdIjHhKJnT+?7ihtOUL{@49A*p?4IQ zLHFW4oAdKw*y3JS?63_#ToidSOnUK{Q2Yp(8#z#<#+J@o=M-t=5%3H;vKJrzwbj8} zK#`rM8G-Vk;``hsfay)gFsC`Fcm>%`;G~1;0-gYIDWz1JCvKS+(U~W{{oWqR?+?p0 zUh#Z*9slejgR&xN?yrwcUG@(d2(R0y`E0pZ#OK~Rf1}EZ9(cNy#273pMXxiYmAJbf z(4lDDPS_A2S9gs0zj?#*;6eY9ATx8eGIZX+$>p7^_18r!(TfA3=kgCej1ZrOKVa~u0&Tz2WM)-k=CGuUm8*22n?TU1>HsCLq?TS#9_N?X`$n%Fy@~%7 zZ4Ue|fO=n>$cHCG7*+2EDrs{iX18J}Uqh!Az7Tdu!{!-G51nGG*?wVUpspUJtgOtI zsjWQ+Be>A$2wVn-*_S^pXb_TSzvFas8zq&eKuQzq_^;8Mr5PnIO?~lj{VnV1|0S+!HbstRqKaIESyi_)&RKO4%Pt z2V?c*zV>8@ZZY#uzz1eWr3>_z%AEi&g$_J%!DZFD#}~ZWa66rD2nq@gUvmM$Mx9y% zJ_<=zDQ?`0bJTY}NKM?8<<@s_ppQgc{ty+V&S$N!kL=v=%xnWLR{ed7S$GmsQ+a;( z6KDm2okDiQtlJA+1Hc>#H+4Gc%OQpyYb$N8jAxqX70?D4^obkd+n*}zPYRHvH3*0Q z*LEKof^{6ji59GP?XZIG0#|@+PFnBhN|qTlkXmhu2;8F?maJt&e&NX2<5u=ZC24@{|$KNVf zGjuab5Ya3=r?D?pT5gqEc+F)0_~}#E6sJ0jv-QZdzKQY@VI zD>1Z(ot!QvjRh6G-DKY|WoC0eu#h0%t9!=wE7?k=1!{^dB`5$-!_u-~H-VX`91a^^ zl|JLc^@`_T)aKsVoHhWQ{W8CJu+U>D>)2>`U-tcUZ>of-_FNmtNMJF@-wyyDr6d{z z(7iaKw7=??qm2O>NC>c?^YK#4$BT6d0`7~a16x1#mnb@9K^BXX(|ju0pGTCb7L>se zt9Fa#-h#!b&dPo9KoNEGX$|v%0XoBY^=I*j4}52Ltd8}^%9jmw)yR$Jw>7a_1gdMJw*c;(8hF^>M#I2r`Q9fH*dYd2x59-1_uYF zTkSHJWs^ikT}=Z|JBKM}+PVN)^ z8@3a$v%XpZHW(Gy6QPy@BiNI*(_J=#&sj_(8|xf{lvP#vpGZoMClxs`Hx?8OwSW7j zjzA#QmM}{vEJC<$-~Pm=&$EgEfm40Mank7B?&I+$4!rX>GFD?8cu>%nb1w+S^ICWHk@0eyQ)VHQj;~CD!0NUm zRBgpBP`d6~8sVORUVk^->NhQO8~)TWzSN#i$mc2+h7n^GRMwqy!#64DB(0(MM= z-~A`%U?Z9aa5DMtic_8D@-3zowg-;6E!-EL$;($EI6Y%f!4IvRei@6F7L|WK4=6`u zfI7H!UG6*ocQISIhu!m@`3&6i6;50T>7xf!sOK zH8aq!rJzwxzpETJkZIigzHX?fri-~C1Xm98(L-?YMj7&Lvh268l za#Wdr+TC7!B=$Ju)6Av2hjj&5Wl5C8HuN9hbE=2l8g6+`-{OT2!-hmCbtQMp1Rbbj+$$HFt;@%ERS@5Xk* zLxmMqAi4yCY$Y$YhGn$qrPwK+d0H3L1R3O;ntiS8@B8&Zm+L3QiNm1A)+lxsZK**u2xy=u`GuC8^Rp$ZE! z_Sb;?n_qf6c4YKqNqfGC7H(y56qX1)@gFP->(IlMl~DP1|3#Si*ipb}>LpwffZkAdrqm&Gyquj|C% z2^|HZkC7Dj4UXf4=i+=OkDP5lDI^5@kUF!6E^64*F2`&(J!6DA1B*f?^eHd=q0eo+ zHMGi+dDV__plaEfp@je7{)1&MluSsxn%kBneWv-h55Z+U_8MG2jKu!s%#1LCGCH|A z=>b$|l7IFp4z^x1+54`f#De2vk)SlQfh?*AF9Mz$8|$$>y5i7ud)~&fs}Ag*>ELxg zu< zKlnfH<9i3Nw!^J8T*b9--?&)#ox&sSlEplDz#6^_?MbR67$0)tmZ3oZe)t&O%gT|K z0sKVb<+=$%!bvg~*7pc^gQFEQv*c~-1#_}{gtT11)b2=TUL$I1e!$KBD}Z97<|awk zIkOiBc?6Iio#JxY6egkI*A{x(T#VDn`3me9k6>L3`UizIL>e6afHX;uJpD$A)+#s2 zO-V_)$2M!TkecVS`si%u77|K{}n-vH(++dRR6BHIE^$)!L6lOsS$pSkHC&2&jfRW30k?#BQRpUkvk zynOuOuEztZv8Ilj&gq6`Be#_|A#8V^6I6BK3ax!!G2R9gy+7)K#oFvEfF-yt7R>{) z3;vfl!Colb{(*s)a0I)kEJ^GrLufpKs|Op~)tK1W+%V{=CN3^6)%{yf)1Rt&4Dbz; zQp1xd&o9#WTLAf!U|{~3HwHhabT<&qB_<{o0{pD~z6vbN0^7W|y>swMuy7gxwz`)o zA2obWNFYOEMNpTDPs)6v)57RJ*!#0JEOi!pYhBaPH1x+t_>qC;ywpNk-o%9N>La#) zdxvC2LMQ4VR(zc1{cPp2%P*aGd&OP-5JNU$V#j`_4ULP1Zz$sGIs z5~w|>rDWtNhCU(9a10`X&%e8LDj{@uR0r=mq`Sew%Jyz{nlxiKnSRAZ@q>eM>+^Lm z=xhN}e06FSu%e1~edgJ}xl}7`Ktzt@bH_&j9F`(|m+7&lZ`^ZuBp^9Sf<#ZqYK;sJ{Ej*u-a!rv-;m=N)Vl2zbcxW=j{qGGCsoWji;dp*Z=)NGR=}0ASij4P5jdf zQEqYOqzV#SrDpeOLxRsEi9Jv5Q}X~^uj1R@AK#lJ^Sa$lI8(_kY(*q%mz0@NPD zWbYXLO|x+dfDgnH-o5jm?Kj^s6?$vKzCmH^`OUI1q({b=kXae{=2uYC=c5oP(QrL8 zF&p6T7WavhTI`CbOEBDS#xH)|>{Kjc0Cmi%DL$LdsPWX60|AlOsfhJByiz8Av@&c` z+vV(>avRcvqGf51F0s@Tpye)-0FF3f&j%gJQd{3ya@&mj6ohW?VE`bFKl$F+Y(SHk95BzzLv-Mdf5Ag0iXORB}4P* zdvgEgvU&~ELxxv(M7SJZJ^7qFInZC2Zk&eJ~ehA_Q*Dc5!^grd>&d!XKPaZ|?3(iwy3%w!57dwZU!ZV%}|p;01x!juT4ySnyXe}s0VtPLGNaoL|;(?l2iSZU>z^rtRSFap{B$0qUkU^55{V6bNEkiaR^! z!L0&snCmmSsPQ5Yr}2)TGBWP?`uUXs|Kq}N-v3+!SI+i06_pGnt9UjaEQ@<@AI3DvWKX>L(1Z`t?aj$MR_(SXH~M6l zqLD=jyR`sFf!+b1liGf@AT#}6*OyEV&_{BjP!nOo?&GFJ?duXL>e#-%z7LYG0J*xkC(Kb}gLUZ_t~;g{wC{HxPsc#h&ecO`faPC=6@B~T*nYkQ=@*sB z9?O~qrPI^OY~YCY5~96=+TCZsMpRw)&7VJQCtr1NV8O&&K#nW_y;*;`up_g7yG+tB*D8B*mzYeMF>6@1fJw9jeb9e}96 z%?VoqBypJL?Vqy&3AZ5qVjupmZOsZooaiFc_p~^En^ik^FPGWr(J`Sx-8NIdv$6AKl(#z|m%HI&MD41BrGJOF{y#O;StJM4V?@#ZE zTmRKvyb*m2tc5G+E0r2Y3h&&paf$%k!r7P@=dd3pUFW;~*+={n0iaB<3JTV)T~eA5DKT37 z6rT>*AmSa-T-AO&{J7u-l5EViD4_o+h#!2e;oVGv$#>A>vwh4art^9C5)s-7MGeRO zLQYG|rz&WJzWGUZGAne^Y5rs@e@Mj{RV2igmtU7)SNA%eKf2!6R#>B0shc@@ zP=HHM0jgIR8p3Iz5$}wM+m74YoYI@s%p`oIUER+e9cowGC``z@W)J#%r<_2cntDoz z<}^;_>&UDRn%|HxV(+q+ScLC2{@{1oC?=U=@0Q=H!Uh9uaOtcam%2uEcxv2s* zxSwtf#Zp-kb%U2}ZEus2kffIPh=B#gyEi}=Bc6@%Z|?w45onY}(g8X2I49BNkicR} z*5?wP!OR=5B!q3*@7J*X!;cSLUG@M*aDHYxr&YC`Z;>mzdIIxR(5@PsN8>}9xXqu5O|f?)DTPK3VIJPpp*3x zYM$0pKY~YQY)`G=>kw3}pMUAwqevpLu9LDfR#LLyYVw6NQa4ENBch9TxVL5CWJoYY8?G3x!%;ua!-YS$U_E>?K&J!>Xrlq3)Q6vJ zmeKlOReD^Uq+UPv zCA{7tHgJC(`drm*dplx#x~G6|Qa(s!-@Y5paAiLp^jncPVgGPlz(9vsw3fAX5##OK z9-P+Lpw>);f4rAjvGf!M3wf0B8CRJy8K16yx6pd{SmWrci+|WWI=#|Rqr$Om9b78S zB6QTt_X8P8*7p|;-};WmfC{wzlFdy3Dr_LqVt6%N@1mo#K?0}kt9$$DRZPPVooMT4 zfbYK3C#hZb0)O=_f;a!p->S{`d;m{}MeNCPhAdUpu1uIOn)sLVEi9~f=Mv?Y9Lqnv zX4W0FHUjfMWVqyZrPE`U<7CrtM!_rtmSh)KRO3+5c#&BM$6Xw}S0ogS3XHcUSCpAS zmz^gg$wa10|3SphP(6W$C zNVfo-%o(lCy061t#-YchUjN2zosxg%W(c^1h5#S=IB+FXS2fUo)Sqis2l zn6ra-?OK02k!X&3;Y#-RFVXG+U#Dqr)mp+(54;QrcFgS*Gc zcZp$p+RH@Bn|;wWH0ldr;Awx{#(c8A`bf{MQf6^TLj(<`mA+gYa4_7|e{wBYY3Jqc z{#hT{UM94Ias6R z5hi^GzcEtxG!C|LSCvulb%xBMOrhJ?3E#=JskYxUDE~OADTrw3x+tL!Z8WnHdTL4Q!(bvNxWjl7$@i8>wxSw77WV=Vm zHl?P8CzJ;6$4TjkeDvrMn~3M6TyN{uh7uUdnYA&pZ!agOyc_8)1}kjoLvPDXY;O(jcIk?C7MKqjax zxxl3HVSno8c>|<2$uQJHZESrO7_`$-`oBt8?Ww0BpF+q_P;DXf{*d-aP+!!5 zZDK`aH8{7wbg{1QqTGr4_a-9g{3*35?;FxYLQk~ZLc!vsNl=ZZY?6!pd@j2xDaXui zl$Mi}4q@i+c2{LK@eV#TgJt-bOFG!+zzuXd{6ur&hG6FrpeR+}0+)5AaM7?sBh5@%Vg%}ho-m|B&0AqOm$>`JFe2z^k}wwAph<9 zQHI5fz+LIEI0AG#u1a^#=Q`$cK~AJ;1Q^G7kr)D|-KwV@i-*EksVd+<*pnp$qjSSI zRiZf)3tNyk6`+eBbS@&-FPbk!=9leEy(X#vSD=TSjK8GnZ8C^FEH-F*xUb-rp{!(3 zUuETZmf<#3VP+~``~Ds_rr>?-G>t0TjLrwMCb5hQ;A#<7{Ozp-)b1fgWYAGj-4;P> z;;RQSAmL@e4E{Yxc9C}(6*TY54Zk$$Y9D#~>|iT@tcp$MpJ~pehPMwxB&FW=Z`e*X zr=kOlR@@hEj+L`&py8GprtxqBt8wknlv}j=-!Ydmb^WvXdHz2?K zT5kzQX(JMeEtpeyS=S*wwwlSh5Bt?8AiIOdW$A z4&zN)OF2bf6*b|J%}LpJhX=w}PifQJ%i=^_%9>t0JHOZcAOfQszgT%*@8$sAz)XVT zxT`m>HJiXU?}>JHTds{QmJclVHJ6u_MSS?6oT~s5lXh9yIiyr`4>K7?;0wwd-C`DR z{H{^u^qR=+uJ^xm-JisLi3_iuaAEQ~%Qr}^ zI@#@M7X@55f`Y2*DR&9qw5)%=4g8MEG_ozvWx#|=#5AQcK3Nb9;*5-0aq--F945Mz zva36gCD#Gx$}b|e0i38fp81FQitS`L`Ywl=RPHU}s|~FNh{EcHu4;lCUDj_DM2<=r zTRs&c!HmQe5DCbmL;JYfp5~X7DCW|iX&Ah`$I8C(|JeJ>sI1oRZ5&nvMHCSM*>p>T z(nzWxNJ>kCbW2HIgo+3VNQt!44IpxX0dG z*SgkP=XuUJ<}r`yvYS@d1;f3r6NItOzq7f3sdV#$)9mOHPnLGk4KlZV?E@Ia*z;fV zz2@!9`1o@$4#KXXWs;j7(~SAWN=s4X!G|V;=_pM~$%^tz%`}8= zwI-FX1g}x)s3W(WghRKPtyKQ57D6ekWIviso2W|DwBqtsAC=PLX~eeA-qw73c*tT= zELYjd$Z?O7G?9|=SMA}c3u8C%eD`LlVws!R3Rbh+RjIa!_P7fc2aB|(pMR)yo=mbO z!vRB7ccnS*183PrM45RM)z92El(Yn>CXy&L9gNd=+$|pz3K}JMjVp$?CdzrByRKxe zA4o=4?dfL?^!7+ZmgSzQ9}2nh2asAoowuO~SkOVQH$#?Y{3AUt<`xL=4DX&k|KDr5 zgbTwL8+$x)qE%3TAbimndT(RD;W?lF!@m-K9gK8QP57IdZvFpZ@(EPl%$z(IifrRB z!IH|;f{|BZ{n<9OF+7UB`v`NdHL3T5RZ~@Z0^ByAuKGj&pg~SJ>%3(7SGJhT+8YH| zaTX)=@f@CbarQ!gV5`j7*`S#KA9qMxVX>laAS`FS zuLP>i72}q3VhW)=<32NZU(*`=-2*llbsnyjZ0<(cjR{+OdB(;-YcaQ(^5zhSSE#>WvqDl`IpR`V8IZJ^dLJPwHjxq+KpcteG!tprbaZ-!o_ZDzYhOKfSW`fm>@h z$%UCma%UxYrZa^psZ>zQDaRyqN2j-B@-P+$HU(tr{44Sri+jqqD!GW6>ILj~Z<*ra zD(daKLvm3RD5SbL>RjS4*SK(h2m&X2zUleAuY$65dV(&MF8g;5N}T*63oVl!Pyt7W`XSMEUif~ zvdSE#!y#5Ji`M9V`4w(|R+}ts=>-!5LqpRqAAIq}-p1ZLb64hAJ>m5Ql!vOaOwiiV zF>loP@FQbfBt0d2jsBG5q}Mde)1)%PuM#>M(i6bH)FA@%g0f$~b=k5Uc5GVcu}#ix z#qA3tP4Yr?FWgri$WBHnn8jGJEL$TrOR4I~Qk(G+BTMIyG!&z=&E}QiM5A&q8$#|3 zZSM;~&W^L85(kr$lXEWzV|uqhto9C;OoXvOc9z`EhssV_zjqIb`S***v-k4t2f5~E zcv)Mrmu;ji?Hvbg($Ap)juE*!_AyLNrgSSiFaGoVXs^k@$3SK1swiWZiD8q25h@RL zsUyk9+)=QEHWQU|4ohy{7u%Xmb6F})n78HJNm6O@EovgXo*4Ae+pJlebzKOT?IyGU zW2*KQxr|>y91WRg7+;My!YT;#k#o!;W$4#VY-xHqyOm#Kz(*VRpw0rrY_#>#nw{=w zKxSOQSDIPzgmbhRsR*gde2Oxs%_ld^9N4GidMXlf*U_-1!In}g4x zSYj}hi|z^xJ9W@INL&lUpBEQbk#;dl!%uJYzdF{pv-wdoeRaWn7oKW9S{<9s-i!hks* zfLzHhM$y?#EES3J?twy_l0t_Q`%Bj`_U1RNS0Dp&))}A*dqlWb)PzUo;M+WhY&-4< zaFdSYXb-)!m8z$oSaFGx5Vf4{>OxRmK6IPn-DWz_U}j{?xhsobsiDQ}O*6C5jy08SdtJTKD#d)-W`REo( zlJ?!a1NEf0)tU?QLdand1E=LwM;ZslRnLv4#I2m3=5p*tMoUu~tB1~$`#9Vl$-XgW7{}N#>KTkZS45u7DDlA zNI#Ln7#i#D&hGEev>v$?A1IUH4A+5dMS#1(;@s}kV3Lfe_nLcV)dj657KfXLy4pMO z>Cj!7Aa{1Ug#V*G{k+Ta7qNoPaP6$OT8NdMJik^mJrUiwCI!Q$r$n~4_HBqThll2) z*)gqz*Q9c)HgY6H5%1sMh;&@iob5^SW45KFLoKIShD@QrwFWEfY1w+PU%~pG)IqtS zMN;q63j~>S*%bro6l@nzPSTIb=xRsl#dmMbW~AHg?!-70TpK5vE7-0h4Z6VCk%4J> zM=q%H)xL+VSk>Y%p6y4TjHnJEsegJmx3!^mea<9f)G{S5dC@2^Q##c$4w`78?Q*OR z$t+o!*u81m-{0^1>{;&N1E`{ToK0+dq13L~f;5CF{H~ z^9$`JFLlcmBmwgGk&;F4o4iRZJ8_e&k`Zj@QY%Ri)!5mSwr^k4ueY?ew!gZTAka>O z*nV5Rzq1B|gc%rbVca-yjK2faoS!!Vh9Fo_J5V|p^*fYZQkLuEUO7BdU^(pER4nRu z6_bGN-oikkl3(r=0}Fk-Bx~DStu;g4xE-sn^jL!C{x0u#rWwBM+iJRDb%9>RK8r$5 z`EoQNr>VZbIuRAdo<=O2I#+X3TQ75w^aEZlg)WC)lA<(dgJg-jbqjT0i5x81`o{Zs zG8LQW1fR9RDQ9Uh zczi3Q;V4(jCL=!XL@9NP8I}yM%S3E?bk{4ayjpoT;;5j`rgHBfmS=_3>xp+6u8Ss- zT%U@{jn*w%B&=w{)qrd-TPEBXM1 zD!WB0%!{Z{N&XGmUhG5KGTK}t&-tIutQyY~s%%Ng$!gL#moDMr;EXq#tAs2c7B8mL@vb?vxNX>|&ZL(F^3eT@+ZAmielMUj?9;jO>zD z=iw+X1R9!G>0+{arnRi#jELsimPoi!7K<06XxJ&RaH;PN^uEpRq{QXbW@ce~Ay{N1 zn2A6QSLF`(a|e1Z?~iXlAS1~fUn*QC9vj7tX?a(DZGFbbgvH=Ll3_82Lt9s`qb2JZ z5kd+Nk3nPydY0<}riJR^J*x_NG(WE0ZQ^BLxw2`4~&hE@2= zfQ(6GnQ00Dx(o~wh~0HLef`9k4^$x7xBRqvipk_KsWoWe!i!p-C7oJNs87>~qS-VH zib64x(~^aT`6aPfso2@S20H*}qYPlgneuOKhY)`bxCcDDc+v_zF)@+u`gOHar_V3f zK6w6R9NFv4wnSk2YUxdL!1vD8-%C2C`O~*J%#k>lO}EBezB^-Sx5TJX2&En=PdPt4xB(iMU(r|?O!0qRECPh?$%sNv4TwD zKv!X|)pRTWuydWJG8s&b?CEOQQVldS1H0vL#N1P7tao%RyVg=#Zd9ml^xn*;{TTh@D-;&Cpo0xK2W zF$734WZce~&zGK_l3C%ra{Nl*o zUou+}5s`cD0d}ugXG%iSo60#vs$s5tW%$eT`H^DxOrVhQw3)OkT~C+Xm@b;3ig6Bc zIp`b^LK~@&fkv6#tW=bfux<wRv_hS|rZUws+( zITSknR7ixYV}Hht4oY7~8-0f)x+~R7rP}z99&P9;Dym4AERoKwoH^RLyHrv2*%`9= zlo?-1vG5yFA9y>LIt(Hpdi>UgdlW|6J8YK$4OU%mZY7e&UN5q>Hvh#1NE$d>>d+?!!S>5QKk<2qZopLbS|GcL+k+VyWa@0RFiWVmYxD7*7s>-nC1 z_~@;Ea_KIxtvOfPv}EkK$ZIt7_1vXdeZ}4nm61d9JFFk7;u*Bht1B5Q%Z;{hr)yXF zqP;y#66ONnJa-~$X?_13E6K{I1ecAjCxcc=sci_YR^it@$b&t3^fF;74$(@O(3Ivb zx3$*xjx=h4-j@a`S`tCYJLmB6t-HcpC8Fu;wVZHLZ!4pfrZY!9rH}c<$Q&l|Ooywq z`z<}D$}J?TdK=waYy*hgeVt=nvNwuZRzhp@9JVYG0tV?DdLnJ4z9p??y%X|%Dsx3l zw7YMhqU^?#HX_sDN)JP0n)6u21bE#X9iPw}XwMytRQs zlY}}_r`&lXD2q)cm1hMC?sQ$Zf*8Hy?Bml692_Em4D{G`<9&s}jtWQ74+0hC?-#I( zdP9va2P9zC-y$MkCZ9Uvi$_eHIBh791lSbu+o}#n>4aK;qPg@>jCMoU>WpP|Jq0BW zL}t#ga$#Xy=;)LcG#s`|VYzM3JfG3f;&9ZxEi)k-^`R$eRD~edX*43fQZG=T*5MMR zJZd?0uE8MJu+tVIcx}Aw>z5b1Bo5KFqmCq^2(3u0r#D_JB8y9%4`-gI6qp@2&*d*t zJxx0pdvC*Wp(lXMtz*_6U+A)yW|3cXEr0c#9muuLY%~N_^YdSY{X8Ou{ zEj~NEGgOT`2MF0LqTS21J;U2~Ybob*4)KK;$I)SovskQA#RIhp12e58+ znJxhw=iJADh&_CTb|2Y+xVpLu^uGBOqSLiCHS~glm0vFD>8qb5K0M+Czhdf){zto? z`~>PeP*W>&+vX_^9}Z^N@emVUcYKjuwn>Jk<$S-kbN5S1Tsl)VPkD}twriz%odE0# z2$(ZWI>~abPW6LO4Gq4gj)01$Zk!V{^MP#(VmvE-?HYaSDx$vQoR5 zp|NY1km3rC28%?XgoBTFSXJX%8|&QIfJ|E$7e-8b`JbIT>5i0|SPG0DE!eLKw|||R zJG)MDVWY~_+zX{781yzqog7s6z_TlcJm$8hL)aXAZ7bLuJxW`3$n6+y+tsjpbN$nW zw5ygDU+EWgjw%t2#YZJ%ef#_d*f)uFy9rc)Bp7)@qm5sRljRGpgCxmm=WHS8)pMRS?AbkHJDOPwDk-G@-|&os(9LVl3w;6=UO`Gf+3!`0^kk{vDQ4bFujr*F00hTf$?R8MCqzc*NE!oV=Be(=0-R8usy>d%6 z3X}~-y%I9xaw-lDLBd2^z}c?%Q`u5xm+a=!-1-N}9OKU9p}gMa#YYv+8+i|h%|;6? zylm6wa`G>>PjKGvBiQZTcgVDs421e}sWUXO5_}$|x@}nZey};_4xc%n0&Xgic@m+7Vd}HilI{g5T zb0|~n<|BMdGo7+R?;fgf#tpiYxg^Q>lFWYS=YXjfyBCq7B+o03i;~d&7A1LSJMOz$ zhh;lux+j}~i`^}KtvAqiMEpxGl~oJt?xfIBiY8HXmHJCkq!vkn7)`2ZFN;#LR+OWZ zSX7lJ$Zn1n?#?5=pv^kQZwWnygf`HD9kH7Zo&y?2xSkKX-T==b6*#2J&Ch>xyq1QZ zgQM$d#HC9p=!%TXBmNyvSp`l^yr^vsAJ|+K*0%d1i&E8ArjnCwc|VEcwJf(kA$w0; z2NnLW+y_WR=FG@lW9~2Vz!FKPyNvITy)5a;Ydb|pOIt@(5)m(`FjVI$>~!)SyS`=i z8cOfUQ>Tr)=%#Dl{>9+9dvpwk!X+j)*BmW$`*@n9`zu|6nabPkEQSb}jcdF%#k_0V zMryy%p-MqPL5kMg)YLo0tlq^&c@q#HW$0ZUnjQUA1p9mfN1((vn9)3>3Giv8;FUMQ@BAgAUg7S|6;Y=7aWCAMGmz5vip(=SWRXJ_){*Ry%&X&E{Gw+=`l>t0dOi*Ebe5FKM18{#}fpc-lH=YZwhJoYx&KsuT z1IpdTKa7!nR@<})DzICA7^7~%XWxxc&!KDUx|L@^+{_`jP?62~vo9A*9rE0#B_AGh zD}8`;K!B7>yy&yy@I40BKU^S znSX2Pc#$#0=iTE;b61{HfbSk8gwUt^)`8$y>b%;NCZ$N%o>| zdw9@SO327O+2*|IGl1vmcdD`i_E?`bEV7%!{RqMQw51`j&5==uo10|6kULu zYt-hn;+F~y{VB)US2e6SN5kwOcWRf~WzQ{`5EP>%8{6$k z7#*s(L)R2u@n!vEgmDjiG-SO6U%`-$6{)>q@ZjmKYQvu%&z_gzon%~pR^TbmNK|NA zdb7Xpn$bVepz&HQ1V86k8`l^;GUv@6EtVTBvQVKCquN+-$t1quog%*;<)(a8UR&BP z1G09`o8K0>oq~R|?#Fz=9AwiuRbqM}V!4yVMv>Yn4%4lhK~YD2aUen}>ClIX75KT> z`VIyN-66D4p&ir`z1$%o|BEEP%mZ<~DM<^LlFu)%c*1*kmxYz2373d6bL^Ju`d&Zm z5~ihaKW3%NDUnvXJecV*2eKI+^F!-v^gan4n1lk2-q!S2e(lCPW5}@vKqJXAoQ`pb zJ$-@rUMGF|v2S()g%l|+bn2PiABM%QuW2#bN_9r?yO|SwN&JN?RCu>ZA+&JB=}g6^ce3(bW4f4l z7(W$(zr#kq_&dWo4SBJBI_u}3docfuH8sXDPmO>5ic3aj<@f6BheMRfb9=X+|M#Y^ z@7~@S=_ki*%eE(c0Jp0?iNBF3R1a7RO!kJqErPZvsNM5tX;qXCL?b02p|NvUsTE0> znnZnBMa3MeEO004up`Nq;uf^B)z~J_xbuoC?*%<}G5gjZUh2w%dCVFJzupAuk%9|f zs~xD=h-{S``+HQK)z{aj>Zu}cyo@OpHukkf`4$n2 z&FpPMeC!T}i_NaBb4Tt6>&+F@v1@|UEVfgwOF=O3KwmK??K}$l6ZG@=XgewYPjZ-vo_an+A+MUXCK(;?n;AvE;)HKQ_pjkL<6Ll+QZxmoFKKi?;3+MOO|y^(Yi7-E#mTc?BG z_CA~MzqEhjF)3w=<{5kxxwFkgd-=^;1ucEknd9jaorN(819AR;eh6e>xlUgB`e~|G z>n&0gA9NKdUeKe!aL_Q_k54CEbU{!vh6V2U4GviWAhl%&KKhoOR>zX`92H zY1)~3;y*dj3D0@t6vnc_IN;;{1lMLL;ayDCe5--`WUJ_oaj|c@?O{W`Jan*Y!9*=PftN3`?$YJ7vT*y{Ah4FwRF}YjL=DX4F$l5 zAjmxk#01xx+0R~(zCrXr{I{|3oX3S{=NpVs`}6F`bud+X{_nGc(1K*F(-grtX4zyT z3AJYF5EG3=XnlRDJU!|~I^nUbMasF$zTyGmWj>T)flvPOi}1;%QC~d^xq=yXqeh?q z+GE0ybn=S{)zCd_0QapO0ZoH<#5VO5*QP!l=bIyAfCl8(?LR&ooBZ-gl)d|Me(q!_ zdtbS!y_>Pgb6IT%*qBXM54J{|fc%}PR~I0kp`4XZ$Lt3C~3IxWy4?w+40Ty z%glLlU?ZQI1Gnb5S@``o|L>Fj|HU`;*&Qsh3LkYp(!{`HpjJv(41y7nS603`dGD^Z z2^qkI-P)A`Vo_gQpLAkSnGPR?p=vO~n_{vtEJPxV;SNYQC_2rLRH$=V4$;AoU-r#j zS8;Uxtm-93k%#7(id7Hff@W!H#jX_VX43BuqMwZRZoxxl*Gw-#8ROeV6q zfK9J`YeGmVp7E6WZ%g%KvrQ^8O&!p*pCUX4MRKWGqs&DU$@_u{$IR3gI5!DM56t`loPtIC{gOo4%VNf5H z(9!<8j4N4c1?izIngiX1=Ksu~AFBWZFcK9E4R6QKq43n%i+$l^T-`pbWNzDUn6%38 ztye9i8MnvVwDL}iKR%6lNdx2Bqva9jIcC)gXZuRMFlKdS(E6l;f~D`h08ApT`oudS z`p_u5Q^>de`Bsv}U||4`P37UPnbT6mmWX?95p7JULX{h$WbDzo_zN6TJfvrY$+1!R zik>l%(B`=Y*Do?ViP0&FBn}3P5MKjn0cBsQCDuI7qk^pBKHMv@Nn+9{{)|4`)Y4M0$vgg>JrU{^0Z!%X9g=x&2fMC=GxzQT z#Pj^^r>`{xtPh^(KYo63xv79+WKE5TDwdxk)e0yq*#r47D$%BqKBaiz8}HD@P~&Ub$$gNBx5`EAuhbcUhAMWT^<r_(KRf@;HE{<@XM>`*lt(jqeyCD ztF9|<$5XTCS{?LKT4@nQh&0&_+XczveYBbuCH2$3ykjRmVH27~-!Vg?%|YgM%(TK& z=PAJkZ7^|y?HNG8ejDIWoWc*5r}jwQwsqUB8y+-R=!`CZ`6#N*rF=JCF)i3`u7{Zy z^P}8F@wXmi*_c|CS7J~5%E#Y{Lr zyhcy7Q4wdyAh!PGAZm53gKxBrKWpTRo5v5~36y?1*sq_8O0{co;+$vc+gJFduLl^B z)!7mCIe-|Uy3QM?V$AtHNaYOs+rfp+;p>t!C{#&DuKW zxQ67rxo&^SM2X~6dC8(_im3HPM7S#7=F(fw->(!nuH>YRH{!l$g9 zrDj0<1{z;$O&<~}rrdcv5$n2ohxfsl$BI=^i0Xa%MGy-!m43*(T2D0@X|{@@2f-o* z^pzLoRm>zuB?3d}hIf0OsZLykTA?|8O3cH^jU{@8zPSqyUNjb3I}69=t^$EyU_?mx*?FKXQ$Y!@SAR?)OqlB)B` z4>^57aJl+a&z0d)d!%ziTVON(Om0?F{=h1?;LMSU&i$jqgU6e_*G)BBy2>1^=)qln z<_e*eeaQ-9``hZpN(Zn4wC{}CxCDF83YFTBpY?o>*SDJ?p0-L^BXK5u8}gZUeAGie zRZoOa3%*m4*w`yk37?@n;nDYTVu!s}lzOdgdt3hRL?uXZhp4qCR^FWEmBE-GvNWic zt$W6FxV0-^UM@Zz$X2L+_uBF8DO|mTBK7Hx>$x3WemS!e>+#!Z@=3mL)#8#x{Vt1= z^cCrTJe>y4&TF%gF~{+8-_~N;l5h4@%ALS=P_g*LeL+l^+zZ96gv-%d%Oyzc1}OPA zTylb=}^Tc5kQDjddsk>%v{MV0?o52v<=7HptuYWno6DV@%7h#^Va(>i+N@LmP zfZ62oN35c}&)qYzE{nVkEiIgfFH_IbZE|M!UOdRlhh* zCb;qmCr_{L!uZ-FZ1dN*^>}x}6VZD6nicj;-KJ5j z)9pgbVbjSN$U@<0G%3gm&=B4;N;W>VH=nT+;Uq%Tm*VL~sAGHulBq?T`B&K}Zs+Fr ztSjqXj+f`dm`SEV(&b>sg-f5FFacy+U9upCHxc}`HGk`-XYntZNInx zE1w<|Q0KC)ShQhZd`3OiYxWrbhLhHW?tlRD@GOz++T1`ikRMkkhD}3m4~I0lHJ0l5 z{lR!72Et37HP3kDW**0B_LAvdF8R0mH1v5QF7sFBL&eupiQ7>(A%|?bXJQ4Y>^M$@wa#$gW!ie2w!VcW`8Z#Poy9lyo0SY-oeu^Zsxth*D+Ji zNjF@W-`gG!GyvZCP9wIo&giRadipTPY-jZWEZIpxr{~wQL}8s;rMKSCaNe!R`y6B8mBW{L2cLo_FEiOd8yD(+xKmfJaH{VDF^|r^1KX*+Li2t~(2)ol z8X9t)M82)ii#e>xNE;iQ%<}b7h?%a)MAJd!saeSe_QN(@ug(r{SyE@zp;JU~p6qTj zJwtFAw``Y%j&{D&6ZN-N1H+U;<@h`g-`uA>v$?-FDk@USe5Y4AdFZcI5FYscEu?>Z z3n>GgxB!aCj5QFf0c|i{!w&0Dd`smD5-*t|wrjtjqbJ_2&Vk6_(Q0}9tti9gvG+)O zk`N{%u%TG8{NbEJ-+f{b0r?ZAT@)6E#ZM&rJ3@h88zy0$xOZ~R>Q4^)DxqCz2ci-G zeP4W53J~cJg`(VlM>2*wqtN%vNH_$+0w(9xHVvmXX&t1>|72Q9Y~G_wFn*rJcDgmJ z!sXNrVM~;~0G_Yt1l*R<1~83W-D%vP`?)*L?+}d-^mYuZ&DdyzwZDs>>uz~{ zWwri)*6?>EN#A%Px@Ga4iuS6QBd9u7&jy(sRcc1z?R6A*D_98&r4n?Tvvk(YvwuPWu4K)Jo#D*nPz0uGjS@nF_2; z!2SF4Up{v=_En9)Z1-R0^CW|!nm6>?h)bYXn$jLxpuRO`>xecT+)+gZ;8 zZZaj#t+W|tb?_JlQHoB$mc&QQ*~2*~9R>UE&kq4LB{JgmCUvg2*BSMpjirMOHLCyt z)yK)IBLO9jvAZ~MYPL8x#cfXtp>E>Qv*gWWoY1c+rBtc9vU)S*8<@w2kEDGL^9Ga| z$&(~&6Hy`oRre;sls#?!Uk?^+rqNWn1bqk?ZodW5xU6vhh)MI_>=7R!`$ZGQZhSv2U7S!4Un-Mt!+B9QM>`*$l<16~(Y`M*6~x<_w^WA7a7(l*rK zYg0pSyS4nOy_<|SHFzrZZ|g`IVVSoPQci**PGW-U7(K+pk6$GjgfFFt)nVZfP`>?D$@1 z`(ZOBzS~R#2Keo!cR<8-g8GC$?Alr}A7@>)uj)}$&#ZM`Co%`(8*t1h2R?Jw&cHZwFK0FRiY5F4+Sp3Fh?%shR)Z;il;Yc)H63MdLr** z&X;|Q_nSxzkzreXW>_N_!cR*p1_N_ty`JgC(7{vOk|es}JYLTH;NJ1?13DIoxz4^Akr@(s37(*O$=iBo`~Jc^Dy}G7UT%Jlh|P4!x)qjCBs>Iz{l4N zwe(%XLEXRDr&1hRkI63L8{UB9&y~yilKv5{c0Po)OGu zu!{1G%W8xPyy-Q;-s<;2iTyx>NB!V9kFQ0C(hMXTHMBX`ZIp{@y`0C z-%rDbAEyD(htW+))5KBSD!4uog{IgCaAUcA)`QF{Nz|`A9C`_kdq)Uob>RY`n({|@zCrmHU}>6E!KDL1qGftbEq62TrbUj(Es%B z5c6U^h%JLF4LV?p{ZCDy3T+brM+xN21iZD%y+uja@dv1=@^lbFBe$ajp)Bbp{%KP! z7(*D=7{-{AoAghn>*1m4u_Chjn+5XgM7Khs%S%*KUW0@d!PeIv!VH<07f7y)w?um4 zvqF&vE5GW8i~~1!TO0#I($!py5vfCKV+)u6$kH8g=)}t}Svqa7LzFgL|;&C$ox1 z@>Yu>R+^j$k>yfe>O^QGHk8`C(Kx$P z@p$Ja>iJz9o|PMyO%ZpiC90AI-8T?9+_^O|JVIIJj$NPdfIcYu+}bq2a*RT_5$$}e zOUYY4T^7vpsk!xlIFBq+<{6odt(p3ZunD+J(1as$Y`;30u-B=zM)@l7om;&b`*8z@t_@ASx1tj7?c0$ zX_FVR5v@Gq=S_MtBlIu88-4%yjNj?Ak#`=GaPm9=Pkdug+rC@L2INKfdi*diimQ7HxnGJf zjCxRL6<9y&*s7#eVv75O$&2`?R8G9JBMy>}h`WPs^*d^v-B< zF2xDI&JLT^V(w_Z>}qtx)XHzOweT_;d)jyYpsA6w=)tuHdNmn+6`dLd#sW8)MCFMS z#?un-eldK0nq%QifG2#ES`XX+CDJG~k6_YxwG~W863(IBn4}j0!<)Gol8%N;Y>mbZ zwBMLChSJ{{_kkeyU9E`y^Dg3Z0^4JcCw&>S(f!unpCPM<(~;E%X$3g|nwW&0{8O*= z65-S=2K8U^7C7^b_l9L@$8bXfgeqe-9;yW^k*u0;EH?x6oxbrhdcHyO7c$5)$#)3IyD+L!Y8k$Deq=6`C~StT>yi{g zZ_0fhI%!NCnI!(oB;Xy*-?+#F(a0 zlBaOFcA8Le3)BMD24fMM{qY%_CDMNQtd|emH4Ur)Ym2|(b$upTIqRdp(q_I?Q1Ibh zL5l%9)dJHbpg{kKdOsuV3E8-9Y4t*im_Zo~`elrhZ?9le=k`{rk6)}{ogRy&D< zV%(oiEaK1u0kMmM(w-HYSNhaNTgs_PQPNd_>Bt0_R`+@-%Zg9~REiVp-P8Rz7O&Vm z*)xmD@O_7UJdgx0*M;2rkxWx0@&d6uE}O&=Lhi8{t5Ct`GuIiGWUatm5!ExCf_?Sg z^NV~jza77P9fw)3puAck|ERT8rxHycI@DstHwq}^rtNtS#d}W=A9|Cyy?CovM_4v% zMS^Vq{NQyi<&LEMadlt7T=<~w+Z^yP`LE6**eWYf#KMmwb2*L}{C4;+@ZfnHd<~O> z|5?-@|LRCt?HEt{T>sd#MC7F}zJL!ha6F|T@YfFcRnREEs6!cm?>q4~a{S9UJcJPI z70H4W^FJBlR~!hj1cf$_pWWZ-2stB?a)8$&Mf1;9KTQ6z2)Ihw{~Az#U-11|$Ug!i z)3kg#+4+BdJBn%%VpiM+uKi+=K2MUd`SA);~vumD0b{zf%Q)=UXeGYiG<(mLrY0(A$HNEJ!73ik` zcl0oyz2Kip+A~>?>dNi?zW=%2p9yOuqs+k`_Rm#6zC$$*sHT$7>w&s9IZxd$x(jm{s$k4dI}zX<^gtkF~MtKG+WO21dR`Wysmj&J@_82SA<(IFcg z_vvqM?Lv-(J@)qGf>4V4x~6CK*MI%>b@GsFq}txB_|H{8|6CRh=lYW%spB_ zH9BvllkWZdL>}8r9{6xLS8fI!69GMTefL3()}WP7%_aw+bkGPuI$O%ku1~g}=}H+AD_?5_+PGubG{Ajb$Ky`V1800SeWCw& zH*pmPJa+HPHyZ!Ev)d)|+_sNBjzIL91R?OB&;9WNpOj_sm#5}e>Z41mh9oB9>?0J& zOutrCI|cd@BeLPa?*s_39*EzTj)}XH&;gQV z+_m@ic#Q9c19fpL=9^B(mKyn+`*aYkh-JlFwILwT6KM1|zle@L1jU-WiDlJ7?$64H zJ}CP|+vQ+SZYh#;zZg7ABHB7TW70Yk+FxhI&&poaGE}|I*vcalV9~=B6Zs_Xn1Q;e z44Zf4;rUveiVbS+S{(KyEF{#o3K6}bgng>mBUBl_1r8HPTOZkMxfcQnUkqt|~ZT{(+E zj0}-4#v3ACc-9qCwmg&0D+vSTVVtMb+&74Wwp`E{Z0ge}If;yflTshiqU=5NaTVl$ z(fxiyG@E$xPT|a}h9^c#AxlNLY`$)@6rxE|5%M$l{9m&jy>-fPeaCyTez4f^j!Ao( z>_D#%#<8aX^KZ3>q<%OX+FC+cQF+eHrE;Z~=ysAFUM-X#jg-;Sq??hVOCf*&oIS-QOuy-6OOHfMce+wYlw~RX!kh@&u@(G3lz6fW zU$GknG{ao&zD+=l!%t%p77qmaUqr{t-AY<(<&!1kGDnxcevZjeM!&ya7_*gt&PHR- zE*sNeOKmLaGG*D}#Rht&63xpJGC^Op$S9asiTIaE`-9X)IL>FgkMbpnudK&CTie5G zn(*pP`R}k>axrXf@4SRx;p-R2mPX_fIPIc?$15UM0`GW{n;>IDXnX9`4s3$w63|tz zCL_2r(VR|R;3KK?6DS9n;2@BykOZ{$Ya^?s12A@8!<B}!~@|Li@c6X;&Onfz{+5dYk9UMPxq^TM-1XHEn zX5Q)#rpojHc*%`9RfndE>1MszwWj*is8XKR)@cuN~U#!KMK|Qu8-}fpH5;`}ZF!d87brN~F zG{OuiJDZzG*AWfHMZfA;0hfs{-eg=4nUPt@d_Vh3^S(MPlrx(?<)1|+s!4<54MaabXS@fr#(euI;1`knsK05niy)Z<2`QB@d2;)?V);Bs>TC_qeNnEf-_DF z4KDf{qn<^{qg_+PY069M`ou5wj-4HValwg7HaW%@#r8)Njr&A&?w+|o`~pmx_~z0m zYmFa%I3(PLGLxx3v?wqM=>;%|2%HLx+iwzbTh8C9oC$3JOkx7MwK#n~63pnRfk&%*Z8?*+<9Il!1Rfj~p_*#Z%e#hpGbgE$<7Qf?Y)kv+DA9 z&_7YVKDe_NmON77A_)cZuMGhR1)AkS2TGhH%&zoy#fh&e@=BKi=2T#$lE_G@;N8-J zX+MpN=(8=!9Eb_3yzSoM+hKzosmvR#R&m$5(^jp*3g z)yp71Nbe#9Bt~~+PJ(l0PoM?ffef(WvHxR8M{=jzqOF6Qjo)AiV}_Jo-dp3CU$1ltIT&)RDSmYFO9c`SAV6 zdn}%RfeODC;?YcT%;F$@Mu!#2=k*TBufQB#ehKd z8`j$HDFJ#+v`WWY`iHkXA8~)9upzurWzy&C!@PPp?5RXzyX6;}N^R5G{E4*9yCl%j z&LeYBshO@ni-a`}S9dI(#0aR1)u! zWOQ^xOJDN1m|Y^0K+heZ_-R;Q#+Tpu(F# zhJS^ykok)$4?7|r8NfTgb9FfnWB0f$2K4tUWa9+o0UpJ&q46`n{P{2uJ_gh*Cran; z%`h|XrM$m2@QVxZG1X7B@Q5i`;oiiQ6Q!tRk^v{3-6OOqeu~u%GtbBQt~V#@4bKX` zcF#L9=qH9jvKk4(V&Qz`DjVgaLSAdB)VIh;$)h$=m8s{4#|`O~1YJ1IUMm7F(b8?2_BFBFr!H1hV<+g1*hEp96|au_W_pR zD8?AI7z$3AhVpKVDp&XCQitaLxGlWo)7?2Vv_*z!J&K#W0e_NmNGoxyzpk-w8S=Li ziPe=06DJ{6DqUA5!{c+D`46|9JCZT0_-fxbWdGSk z^vGt18qDf1|3DTUH^C|gMw;|yYvzF*2o<{D6Ug+CEi1srMy5Lz^#T0yG`V}MK?oNS z2^9&Yvpkm9(f8k~CCV?@(V5(A+@6lKO4R872%%la*#@Do2oTUqnIEcDZ6tG6Wbk|c z_Si2ji-5I>y{Z-g8B!K)i4XEjRp@|1OrF)KAia8_xuN1SHENNuqEWXHB$bqU$*x{e z+t=~i8*d4pOEevCisizr0i2CLLJp`+-PF@Nwk`JQ03RY#_hS1857?H5SF9>PpZpWr z{5s-rb+tD#Z_-V;OMUECzij}jD+AnAmgwpIe{U)QH`V4mLD+0C7aaXhgY$|RJ-ofsE<&~uaA~D(#o$&1UyGyUlY(0_<0UgyIzqR;#I0JDloP8iz7mgITMw31pvVV}0&TSi5ib{X86;6sJJ*1JB!uxm`}~j3&^elz}&`k=h4*F?>6=Fu3o3vW#-} z+`M|eagbEZbxxM8n_d_V!w#d&$eadCX#Xx~PUudgc;3!X$q8UwG9PsUCoErTXX5t- zS)_*iH024hnTAcL`ozxsyEY`X!3MAn7qtM9=_M0gL~uViYjWVxXbnvdB5@!XfXuO4 za&)*i3DL_&`P0bhQ&{{u6B!57Uieze`~T@b^B_YjW<6bmLE5mCgnXe&8E4}545LJ# zUi%2{nL$dWaT8^y^A?8TQB?pR`$*DQo0+H)X6Mja&INQFy+MsbOQv_{a6w;_L8@&ak=EL)x_Vj>I`?%oSO}1K` zraFo6j)UM0#IWorHvGgpr`57Vg(&JO5#Y7kr@?|VRyBC8rTzP@FHybtw({vyXr#t5uln7aiDwIcK-trBo=JMMAU^+{{REiG|;02|i8FM3F_S>fvd6K< z5y$vmhkCtV=R8;5P#Ot3-KOhMQwpKt!01gm@8a4}l#s z9)vK6<#qrvIIVLPFt>gPn0CSXaK~Mr+r0WVAc6ouh0InP`FaE}fHRG|7~^aA7TGIi zV=&!?GrJ7EcR2%(=ht;36A2=6k)?dR4o=RNsYpik)v8r-8URi`P6yvwu!gjuKTKFoM|#MXy0WGuD0MurNwg$hazF`- z7L_{~upb9hZ;~7C*T|>*eK4k?UAv+$+#{UYuWnHJw@Zv|RE$bQkE0GYu5=-z&UVb& zc!UZJGZ!(st4?mUH7Jhn^!$uw-1AKo?Jh#eLM&=W*i$%#JfiTxi9n1WR(Ca7?++U} z9(+%Z2VZY*KnQUAwedvojV3f;LU;r`y{78p%ku^wx7$Hs1L!vTai& zc2xBtDd-rsUDi!Mo7(;IMH6m32@B>jKh`2fmNJt=;h0#&Y9==2_;U99VlS%Gg3Gz6 zE^Y6O)ltw-tU`R{2^3*1J(iHIl}X-WodgNw9^#9u!QwE}(8U{@*h&cEdL@nO#GvR< z0_8ZSdC6}*oVRAjxo78q*K79pd2Rs(yTWRuhcEVGk#R8qhVQdexp^dLRs*#8INtW2 zNwXK_;^UjmItecS!?@wo4s;9jlMF3>!t z0~yYfYS(qV&3C*PHy=p#jXm&pna`aHd>@AGTH8%yBnxX}Aovs5-=;WNkXj*nX9^^@S7vW&)tO7n^l`9gtC9 z!U7;L4|zRYc?X3#TrL|AD!mCfD2C9K1G{G-1vtz*9zdmLGv0ve+X8mq3$`EgJ~~K| zkgSk5i9gz@JtD{(*qIFEoJCs_9Au@B+RwFL*}#G_*u#d}F1M`4N>7*WNms}y#${8d z8?6MMQ;;P3)!s+y0~I*2drjY=c6olOpM&kq`Mry0gU{^<%WOVD`0fq8p4d)`CbjOvNNJ@4!j^_v0F22>W7&brZ z#YT@!mGn^dT3=kiSyZRe1EmbtN^ln@{rfiQh{G0b-hp(;1?$6EF;w6tdpGoEF|Ywp zk1`J4qEG1{abFD_>pduvl(aggExyL~gCb7)R#uIkNXRmcFdG@5IxgycTnU~CU1&nrAzW((WU)}L z{mti&9l8@6pc-?1#C>V%?tS({tf$5M$2$R1ru;DlCHu9@ZxbLvth2R~S;SNRU1GKQzi_6{ z^vW`SW6|Og4aW-)z~z8WNprc~lo8MZMC@FUqrZw%9x;fy%aA5@O1Y3-bO+WG!9NIi z_^bvxH5Bt*R>cAH^0E4I7KIsD-mU%!HPfoFH&$_LlY9?yExGqVDdp+rwbf%|qsi)5mPBjze%@{kxgYDKSv!rZ9kUR93QlEPv9m^W9qLX*x4dkom#~3Xtn? zKrMO#*ve+n^qy;9x-%5%+(7LY#8lhq*!N7m8PJx3B|^aN;b+L*fA|m?0m+LLIhb|4 z8!$jnMTl;>q9EQi>pS1hN$6xKCo+^GhD>O0;Cghs>rIS#*2O_MKa&fB8CXA-vfZPN zR?dwPhYrBD@w~P<*Kw}p=oQJGyDWx&t&rE$XcXMm3T|Bk2=snNujA=GTyZ zO|q?6N2_AUAdMab=%U;72f1lLaS0O6U+q(egaiKvnuc!TYbJ^P;<;aFV%o)abiS#p z&fjobHU&9eepd+K0AGB%3dk2ScgmBD2ZUq2w>E~(uSgbPrYzw#YB(DSBO$Q+I1ab` z+MlWp*TXgU=n`>!U}2}lPqrdt+#WzoIRo%1@%;joS+V z9ywPj&S%~&6T@d|qLaAvr4#dYaU0#rS<8FK3s6DB?$FY_1KRXCpIL{dc$bzBC6;u< zi@O5OOB%a?Op}Wa#W2<=NdVPc%A8~xr6prN3JxMAO1AlUCe>!8Z0{9!zN;Glcn*iiXL41cm&Y$;KPkxRb_&3>EX3c zs!E{4L-Zh!3b|=KQPQ+B>S6Tt4e>@jMF>&&RQc5VFd*XUDW97cqOcq)a)CdJyZach zd!myp!~0beWsBi)c8xR_ibCf0Hzs2~ws`mw1LKO0%X85zP&J|LUR5%Y<&N2+SEXTk zJgW$-P1B~tkg1Pt?Sa~znyn`}@nf!2!FVCb2U>9a7~b!PKt2(cB1_`ckLwZ!dz7#& zlejCNi(Il60){cy1$lWD6GR8g$1H>aMa&3fR*l|%9`^%gD)@QxSGRhUsmWCO(FF$; zg58@*!w$`X4s)Q56lvZwM!kI&dcShBeJlmFc}?~#wMLrRYO2Y7J&B@nK0}e?<^GRq z$_Fzt^l(4{*d3!p?=-xyKHusPDF!IjG|C+FBk$+1!c+c1tlSCTT~qY5M-JN?T@BX4 zqt@$R%B79pysS+5T$F1~LzIho|eN?VyPZu}u16a}(-cu`p zCtoPuPb>_8wwvY* zI3ak!Vz}6#w`&*ih*tjtnD7^ER*&JZSjG+B?=r)^;=95+ntW0B)%^qckD_@bKDFMl zq@Z-AyyNXu{c|$#wfNbRUZA)yGVP6+aLy;nma#CxT1ZvK6S7(`mJzwXU4ehO4y4_m z*kNX|oR$LCg}~_KTS^j!|Ft}lyIi+G8J_@I=l5zcSBets4;Zmt0R31EGs`+1in~uy z2B3kcn0hbr(cb!u*aOi64ScS)A7{u$dVainA^&=UH(w@o$65%L0Tv*Thc~7QR!}GIq6b~e5IbTg8vA25KZ7+Xl zU}e)92dmwR3b;Sh+|}zW9qQn7EqXCgT}KBO-HH;{REP6mm{vOrvzqGtDM&~QgLOJ? zcb6{D++Q$RXeQyTKL1qN0qY9VRv6poYV{~`jK@pDaLXi*H1x2@>Z6E2PQ*

    tN)G zb^J#a-``6HDisy=y%_xwIsbEdO{mZ1{v5Z`ba==wiQT#W-ui$P9eLTp69JgHK=F*< zK?aX{fCWtx->=<|;2N)T3!|w zcdeAX|B3bLWA{5r@d_QJ-1|k@eIQ4NZJqBp!(2B_@dCiZ-6Klfhay+N-vghc1{xzT z5_J{zMC#GczlN@fcW^bGqc1gKI+UROzg2dYhSi}(*wV=|cQ=m|vBi52&5o_9YABwS zPkJO~g`6Tzw!CF5(VjOMGr6ga#22Cp6^)0q`0Se~A`@0PWT)=+#3p`G-JzFoRpwYx zW+1N9L>}*qY$bv!11yrUnunj}N5>>5zIRh&ru@0LaAqFoj=tUA;l0#h7Z=_#)gz@p z*e~4qGCYv#T3jU16g?5k3PN9s&2~6wh;oqJSNiS@ z5AWxw&Fdbh{%Rv4{+uzHJ?_@^f4=w$rYvI%);rrGI)v!b%iLk)&P53(c+6ZaZ`@2$ zKV}>d1E-Sa(`<1JM#(A%uG!DwSM zpM5itPfMbAi8xb#Ehv(%VEZW)y>$94b;3a$q+`DP6O>FHey-2sn;$ z#^#O+(!qispN{WLf8yQwFqq!|ay5B)g=nCrsm#n#3-Em2or+RQ)e;Z2ATOgdqbXw6 z7k*>N|DO-KtjI~LM{O?2`;z}l31I_%DwyzViBqrtX9Z=H5!IAti0eVUS2u0`mlB3a zTC{jWW~-yc|3?r0bm^i4O%cHJAl_uA{(mWvA{5GkP8F)!?ft+0!hb&CXk*qVL*aR| zKDz!dB}5I#b;$9Pm9`==>@r(ZwVS^h2S2)v8?ND>A8enWjGXt`&L2%yR8?5lYV*O+ zp$p$zKQjJbb?Hckaw`mZ;uxdNeRxQp^f%5oX;nl6m%F0fxdC6_w1Bx-V ziytT>DAAQR^}53v#~UFsbw2BsPIB39n}ZH#bth-I^AO8M>~M|*M161K?Y_7h-28uz zO&O&)e`u{s??6WwuzqXzn`el*{qf9{C3;IIFvf29t-@VD(7n~1vl4n0q>J;!#KcM# zBvaAgiMuNiX2aP0a6|~H8 z?x}m30NQR;4LYbHaU0rYW@Qz(wT0Yl#TDp8hWjW!8scz!@`URS?wW;6S8gAwFC^Mb zj_01AUt_kakN6htY29gv@~)@ye#gAts>9v8sUI5~v71j+rY`pSl|Tf2WYA9^WPiV_ z+&q3wRmc&*SUo44Zud^+TY&U(Hl5F0QBzk_e`f!W?_J+}Pae4somW`5I`_u&25<%* z+qmWw!y#m-w{q!`JZQ4+XchcVp7RCJ*$wK*+15b6G{y5hhx5BALN4(^u18qnftqus4f9IeU0lE^7L@3TZolu-^{{ea{@f-=%Fg*lj_o(H< z&klFcVT=QG4hPyzhs#+I7s&9e9-{~X7-icU;G^lZOaWUetLaS|ByB+Z*pQ>Z9ufdf|>+xDdV_sSh|tPmu_$44knvA<}9h*aW0=mlcc=EdOq zuJAM;M>Lrb%eW^70A^$3e`R{7;vKATZEfxMuOs+~@I=Qx+KJ|*gE1sOp&j2z_i(bp zhN_n+2s(@kI#~pzyH~eb>gWT@y>M7{oPR)I${uDgopG{I7Za=}kL)^*Ne|gs>i3V6 zEQF$Cf>syE@h4z<@NoKlUzZMbCcL-GUZV9uUQ`na)RMujdag z@n+k8jo3)&ZUuZjZJs}^ie@FhW~MwwnkS~T$S%a73MBB?FVt1|Hak4Ac(DK*amn+H z@6E_K&gd5ab-ity-X|PQ>Az9iyNlyku4+4aa)^uun|q%bsVtIynPwVf6Tc)nu|3XSQc5#76g^uko@ouP=)*EcvcBgi`9t zBaMK8Xl4#+0PgGW`~*vtu2wt!lz&qCGn(AZ%}s1wJz4sSP_K4*G<}Q|b|Gba`qQ(l z2yYwPFE8Bgu;H{vx?*No%ZhreTCrL(r zf~(KZ3B^jOZ}9Nu8^XI=F;Ir_YWS&p2iNV~;pJ~x4SBO5e~g0Y^SE!^oy8|TdtU?I z?tBB;dhT;ive|Fgsr2xmVP6cgMI<*1BKepnnP|!6``F+29W$Lha*6{J${kKWJfF6b z2PVipsH_EU5BU?84P0Ga-*NOYUYNZUaaaOBDmltJKW;ydAu-Bj%K~2ozm&s3GNRs& z4?S}czWt?#Z&hXyTfs2(5jJx877(s>K^_h&wE(KCP4zr)l8Pp?Js+t5!hG3;gbFB`f{lfB1jps zt>H2A(SV>Om2#41>+xD0*7qwzE|P2Wky#GO7APt^ zxO9iYM(u0WozEQli3PR9SJ=w_q>%gmm{bbhOo7%m76cJ;z6;rDBeqrxF+>`Yg9ot^ zDa06nIV0-L?ZRmAQws{PZB*XrhARegwgeeqUU3ApK;TE?r}__8>tA4J-KxRFKydPogJCu@hgY+|kH!$5|tRtO>X`l-Vi#$k8e zPDM*5@aLf7Qdi#=^IJ~_t?9YtbdCA_Q)%<2xBmC|kSLvg9CqMR%A7NAvWRhZD z4B$g-^WtE7n$e!xQ*SAjjE*Wz8N8Fm0Q}-C(HShL$PIpSYMMp>L(LB-0G=Cq@{9D> zZu*Z_lazVg5U=pvaya0)TSP+ubby*G+lEXn1s_+|=b=}aBx_p1E%vc@N;43of^EA9NJVff}6vX%p| z-BcfYbv&oZhH4L07aKhV8S*EW(j;jhajQz_q=<_T-Uh`CWc15T9RS{+*quVBZi~66 zD8-lLd0&v(|Kr$2hW+-Oz346kH@Zk!z?oLi5C1t0ITvQB1`w;0Ax z_O(rwUVy#VDwIsdMm#K^xW)lsOt`{7!bK}l$%G8Eaoe0}`0ya>$^*q#yYr@z;HuyL z(5G$IKc}N4<}?UzN4g_cwlAr>mD+BYIC)8Ji@}PITYH&xvr5Ca9X3k2dT41cmBKzb_2Pt!#XrL%Lu@ z2#_@&gy_Xu?{D`VLnEK}0L?g5OxK38*4h~duF;y2xN=Z8p|2|Be64>5zllxnnHOw| z*zT%xZ(ro=;p;m==bY-o{}|SFy?xZRs(m%YtGxEFO0b2Y6|MQl?>Pi7@2k%zvx}GQ zdm!lCVPe~lFBYZNqX6U_FM?#6+S%X08S)9XDpMJL$bEUR&NbJAi|9zA;?tfdtJNyU z^ho6)kuI&U>tpk3r^F8QLj4*24|{}DcquFVw(Xb5O@UNO7$SJS)RCY@gI=%^6z`lb z0f1%cZ0Sahp`@<+XccL0T?19Tpzw)4?aPNw-d1sES){02uoHQL^sFHJ%%L0@rLUTN zPmIJo?XFwmRLSx?q*MrbTz!5d6Z~kcLoNA{^>#4t4?qG%JeTjJsiNuokoCq8qtvsS zN&6&gAO(rwvzES)30c1$Ar7oQaI-|oNa;nA7qHOsepr@h4$p4gNv*EvD*3)9GoEhUf|#DWQeH^N{pn#howx0)gm_MmZQh}xXMy~4% z+6`$B1Qj!Tia{BFIbzXs!NfVPB+|*#fM5(YVl{H+&`^A!kTcR0MkDq9F7(;4yqIrm zYBI!XKq=d$f^7LBj`s1RcxSE8r~AKrK;$)taW%$ttgiQe-xr+>H1l9UIc`!Rq?XAB zBy`n4LoO5AX{6Cx_`?5`mnn~Q3Q1*?+h>|inJ8=T$aFkl)y6#ki3j1ze(VTJxPI(7 z);5G2v{A!U+<|NEs&|DfT?qcF=6|)p48XV0#ZeJdD8KMw;|_;RFvY8Wr0b}nOS%k* zhtg@K~D)Oc*ZL%R;EjDs2=HDkVabdV-`OT zq);wMe}AIJ1{YQd;i=<^#RcO6W7=hVW!}28G3*tBPDSM;6EszqTjc!={h(Vm^d?kYCyEmsPo2J4h2Y1RoH-xnj&Ve zvh>PQb(jGF-_n2&i9}W(F!WWYTkubMR-}Zl408GsRdl}H1{hlR>@g03e zMDC#>phc+5T=|?Hom%HRU{lD!t=y|DNIm+%`0*K7+=qdo=brRlZZQD7MPJi7iq>PF zR!E-i4@RU^-qzg`PYn~wy~xi-egRLP7BLuffGiA%J&GU zhm&i8tJqYlHyIdSX!5RDh8VoTbg-QOmt5k%+8~68WRI8SYIzEK$*&`4mS#xSQuDaN zA#4V!EK;Zin?c2)*!Xmyn0g6;Olj zhV0kpeNDK&Q(B}!8imCAJ`{TZ{Yn((@ytO)9p_U7HlYl}V5}+0^5ziHJ8(}!_=h%A z;&q(jcgwAR>VRYgb;f6d@7v= zhw&6SjK0AdjJdZMg=^W(aA}128t1%>56l3W7T2-nwE9280RDB+hyw?>su&oOME1_i zMInPIM%u%`K1|!v$~60Ca5xjQVVv2lfi!ZS|N5D$>Q|6G40d6AH}4A%r4uLBPARKvyu*)uMI-@ zRbWfA_qrJaq+K&oKa0Ki!^!<7JYt?GhBV^1Y@07Bq^SaSJ0O8ipOZ6X4Zt758N2`- zwd5~mc>ok{8ikOK1tuQCzdn$ z)`KJ#a;r6P-`?>kEk62wVP71N;>8Az0of&{4##kraHfcjEl9W4-&^9+Y&-!b4r zg#y45FYJepO90h8WjQE!GekNNjdA8A$QY2JzTb8--TtqBXT*hn z781@Q@cQ#D(Hu#}VTK&_Y4P}EoL+8%Ql~^56^Xtrl?qlIKFL6Z!4Z+*!nV^bVmrx1r%rDTWJa_oIN zBhexnl^$?Jn1@~6IJ&G9wjF8*YY%P;!N44hRAlOv=6GT#&isK5NLex-?_4$ zwt4Z8NQ%DiU7H4sMA;kC_z-SLU~WGe&bHZwa(bx1USzifxQyJaMhG`oR+hG=_SI^hX^Nvyiih`MWIy>X$(q;`bKgQpy+F%u+tM-|)Rs>1_ ztFx7!1lOxGs52tth~i?z3d+&E$vjJP^d*yxcP+IokM z^&fk5nLLIykYOkMPs7Q=KO)1a@@1{NVsuUgQb^l(AnHG=mm#qE0!moTtW6zw02UY+ z`1`>z?)=QNGB_-oKd464@gy)mH>MzaZpp;!z-AF4D8{#wWyk}VIIn%qY{&?p%n)3k zth|h5rQe~UzDfJzy_l}_1um5g0hN5|RHbEw1)UHHR&?sIMg^JnLrKLR?T1Or*2M;v z`E$gd&B{D+LER;T(rMNmORj*CbP;=Xu!ra+if{9Z5P90m70F8q-yQZD%YRWG(w^2> zGW64W&n?p!yH31v&Zd^?+A(nsA?dPl48n=)B3yQb%v4}@;jQ8_m9WvtC-`~DoJ$2l zEwB_L%kJ!`$O)ASOuIx8K6S`v( zD#Qg}eeLrp+da07O$PALCQZg6*XP33xCD^zQCefmtwAczQmx6eql-lFa`R~Y;@q{# zUq##7)eRvGJ@#k{aNzqNxCb(5u$V>F`;1og)$4}7CQT|~`= z?2+zRQU;Ug15kOLx*8MVzFDb4l0z)8SL6Au+k~#izRg!}bLjSA>Omie&aNf{zy8VHMy^T@Ql}-8{12Rm2 z1;A3LcQjH)iPX81kMNNm;~*Wr&l>r7K~zphe=J+t!u`7p*@6Qo?G0K3aNFFt%eCM$ zdCG}peA2x&KC`U=g|zM>EGF7m6w9?A$gu-$utS;Bz0IYK2?qf9>J4t*urT^ETy2%M z+xp{Zx1DqatPbeNbU1_q$sOCuPlG-j5qO}M&S1J0L=DelM9Y;pg-2AXSam7H-}&yz z){(TH8RVnb<&I~vDVorlB8BM_@JF!8;|67*D#O`cUnI}dd$prZ#TxA_2yF6^u)2sb z@51$0142Unr+-2V(fHVTMq5PW-N;we&s~y^qxF~#v;`397J-tKFwu__)E(MG0#>o) z$~a%gDG8{H5oW#Wwb8%# zYI>aFhcwT&6V~-K@ZyRd2J`0oFPUjhuv0SRPwza=kriAX*COK^(WT*k5K|*95fy{w zy!BFL%{(@pAni+^>%J7Gha_pOh88)(ZGYpZO(T)ekd$jnjjruo-0Tk2PxNyqWryD2 zSKp5>e|3B)x|x`%eFW{&0$f%bqZdaJlg> z(Ljg4%N7CFGC&$`Z|2hV>4ts4cQ*DELwZAcr^6Af@0cZoncJ*{$?Qp^hf4tce%sAs zQzo}f;-BBKFLS-fg098Nzu#ywa3_TZ2|lkozGSBb;0F?CR$G_P8~t#f<9G}Kx0HU# z_Po`WvS>CdwJ0M4+K2N@zXm=m#9X)$Pg#3QQHF8xy8OBY=ZMwG&{ql^27}prcIC3U zZOh)~SU7>*WaQjn$R&j0diB-e_7pZ@pSMt zO(pS+p=JaeNhHT9Xx5*&vQ_)1LPH9?Dieh9%j`{q5;cTtt3*^?TdzM>s*pfF2wt8~ z#yp!M+-F@+FxlL03cT&-$IjTIbkxAte=>Q7-+V#hjk!&^FCp6=oZWa#+U9aRP^~v# z{nAwzfjoiw+Vj4((q3k5@ekaY%b+|SH$x4%blrX+Wosf{=N2pB2 zYJ}|DwEG8cm&x2zBjyEe!b94+-OdIIG24lrhqK2+1o}Y&XXl=a#)Z0EZ=8bUNcH~w z*3|E|AA}Zt^s~JOr#$48)GZ><#qrCHdjw%N!lpMNx*14Dem^vi3KcZ@Ov6>PdP!;? z6%gNDi_DT~&KMc{#vTRZVYddNf~sI`i3bY{Wb9<*+|<-9^h~GJq#+ZOZI{yw%04ULhx!snd7)?>hLkw9rle-Zko*l$7=l5_|ru719?3(wpMn z8;&B$wC_sXjel=F6no*{8~!Vpe+2edFeFL*)tG#qNV6o2EGe+5>51H8YH?>}KA$!q>i2}rrf-(2aR_Q^c;RC?thd*14-1T31(-}Z~*CJaO?KXDs9J?{|9yc B)>Hrh diff --git a/website/sphinx_src/images/components/pair-selection.png b/website/sphinx_src/images/components/pair-selection.png index f88a226c39a88f2ebadd137ed45bfb2096989cd7..ef3baee0e59935a4a1316e1bfd0965950ddd1d93 100644 GIT binary patch literal 159071 zcmbrlV{~L)v@V>aW81cE+v?cv*tTtS+)>B2)v4G<$LiR2ZuR?~bH>Fu_q$_!qkh${ zy?4zu*VLNNe4>;Ur4V3oVL?DZ5M-pqRX{)>c0fQt&!8cJSJV;AffqnPT~wq*L29P( zk3m3)L1e^5)I1H&^r5uWq?Y}UySXIPz`-#@>OIZ`9yU3KGD?pB$la9sAG1WUL{U6! z`doI$1jABGs4072o_|i!d+4Vzc%(ysTI3Ex?JM%!=C*s7Z}Par8+6vDeGjIJ2ayUS z`-QR%?Fh~dh7bDRe|3!yB&6DLi>Ikg{C~Qi8w?&)5pWyy|MG6&KL^o@2Buu8gVWch z0bgI%4*j&?G4NCadS#NscrlfMU+sm@8DJhIv|-`_JzM2mHZfsM70)t zohyra#5Gw4DNwy!5MK`7Sf_%iVrn&?&hCYx;+B+k5z<%OwNTM)XD{Ep@+;o^m6vXp z;%f=e1nt(W|)y0SU^;Obfq;=NgpI)dc0S)i423DQL{%d(HzQT5=UIdh0 z7Qsl?FGcYbN$Bw~6k ziZN?TGpzF~fRE2DBJr38T}_d1ljDNqbPkFw@|w zD~)a*6jQ9KufJu>j0t_C<=Y{AF-}DF7tOw6*=Ix?NR+tAYMQ(jBNEk5KWkyesNEmz z?d5x4FEw%0|6P2^i0sX6yB6QNwH!_TrIOt-QhLgN*%=cU7%$b%q%5p*zC)ymVr3Wf zUc_S(ner*}%KZ*~?30y5bxLOo3_avwXSkPTLHJv>-Fr>kP4sL?20usjzN!lpkjW0@|XKD!VVq_t&PDwgkg$Mva)j5>hk(2B?x0o-cnL9RH7Vl=Q5qnKtlsCFyS)RwuR*2Q^cU&5fdJqOkt_ zuAnF~$8$9rS)p9C3`2M_r?aI`VDbpED27JCNI!Z9(8zq^uGYC6NcC*1nO~;kJTtP& z>&{yHeN2Su9I6C;z8sPfnjBA{(5{Uz(Mq;nrrD4~P5*WC1v~HsJ88d-A4YcOC77Xn z33;Sst-^LaSR5g|KVY!bv!!@t?9ViiUc6suN$6=9L?-r1&j#8#$rB`NMy5t3e3Q+R zYhYw1C=KKZ3z&w&A)g$zn4UN*5}>YSo=i?r(9tn8eKa|ew2|Xeu67sHriV}!fJ?nO zf@!#c9mMcfY=7b|)7h@3pV&S#N}z&?8X2AURYd>C9@Xy~^iv>57^r{ctcb^DG0!ab zg9JF3V>B~S%NI6`vGVC=_s#SSY zV8W{DzV~^uFw4w|dAL-SpARCpWRFFbrg*EBm0h5@j9AB{+eJxExi|1!Il`o@DBE*? zBVJT&VRYW|&YN1yni}jyvA_a>o%mXeIe#wJuEo+r`$#2d2w82zW1b+*MSgu&#Ld$zhDY;NmX4{7}tt zarRuvbHgf(nk0b4@@ibN}#hT%+ST*N4q0Nt0)=!MIrWkWTq0k zy_Q)}4$*|Tq&;B?(<*fXIP=dOrjiG1q%Q(~=;>)jchi;P>FTN1_x?FELirFM0^TC* z^-Pd_61-*cET>x&XhHgX+wMnxKe`+hsIV6YWj8Z;2qh#WV3&DJHuE|nVJ^{texHvA zZW%vM=Th)hM<+T-sCJ>u#Kn~C?(tDl>T<}jp+($864PBDap=#;FzzB5=dJFSj-RCg zs+_&B$CZ;%DCoE1wirydf~@&CE2~g;{J4OH73lg=D=qIc)Z8K(&cGVRd>yWe2%4aC zr+stk_)uyCsVR8dh?ZQ0>x(Rbp9r0n@3-t61TN{vX=KD$?4R<4fszj`Pe!L-!G|gO z04vb7_t3%?)8X(fF-Zwm)0xC(Sm=PQMHHcg^N5I1D^I(A{)r8F?TM`q81t8-RjDBBm&4(>U>a*ZarKz~B~!QlbcBRX+` z6$r;mk0t#hzl2>s-SvCI)Jtn)rfRK*YKIX5yNh`?zt_v=_da)W8L9ulKyQ%wKKB48 zqUFOVZG|>&KoIe&w0k|DJ5QewAco~D-~@d!NU`1T_R5Z-VCQeg^`TbZ9fv`gfD?Up zCoe8QFVs82bv9c@VryGf=f5UcRHV59H}G?=u5%MfR1z#q?;K@Bun$lwUhduR6AL3s1*eN6Sbf=_CV#xB)#lHoqv= zVkxG0lod*}z6#~?;xTxhp~dd*9+;Y0zUmRdN-y9{2xT80GgfIuDY1p2aJo(2Wis$R zjwi@=0sV0Pu$GvcUS;0IvGOuBDdct6N))x_LZHIQO97T&2{o7VdyIL)lDHmuk;Tq^ zz@WoO6UmNd7bl^68m5-V3#`5PFe&d>F0Q#h$FgVu==R9~i}8#*N|SZTLNbC#1~J6t_dU z>ve?@Xr|&>&rU9Xa~bX%T92*1KGtZcOAtgwkM2z{P-9Aj1ppZ1Oa8+QZM(SezY zc}pl&UBj>DBQ4*iTlCk@yLbkcY8yJ+F7(&{rcg^M0A3nqq4YG!$Me@G);|_nIB6d2 zd8$uB*k?y zL21$yv^`YIFmrLF>CAd9yZlm`4=3xbLv~=;iVuy&cfE7%rz(7H?2Y@ht5%U{jG|`v z;*xHka!^ott|p~U4m3sbn2>4?$~eN{*RL$xYLeb`DNaVUjFu;}*my0MQqDSygCHa~ z`~qZXHZ8J<^ppws;66UO;9D@m$8uaNZJGSu%vII&PWO_~j1V*iO-t&i{;yDM!kFw$ z#2RU5)e{9!0;&K1d_>7O-a{a=%XKloh@j4@WH2Ejxa-G7Y5+k7+C@F)C3 z-i2NL2C(7m3=e#l3`|vg6i>jNF zgojdL1+*NLNKc{m)>PA?`kzl2!zbfZKCoi3@8jjd1EO3%rx~N__dLkJaA<@qCI!VQ zi$nD0tFo?9GfRw5#=5gou3o4Iw}6@QrM~Qu`>G>37zhD#fH1TgP!6z<_r=cZ3ps(=kx>H%n60(t zFYj-DGc%)vk0xk!kE`d-%YR1H2g?xsEjQ~3Ba6tEnWe-?SEPJ2^5Pxqo6TdeJ7nE% z9{e~#m5!DWEiNUum;I&{qq({TQj>hh0t~*2jLvtoilmz>C{Is?YtxXISnSq{StNbW zjA0sj7;f+Us^uXF4Xo}ZA2D;aymnbBJsjYCY~(@(;)h=vmw$tu#C_!KEU#enUJ8-9 zrHEj{7{=rMsyhC&5og(XU5W?{cvQjszm}mk4KA2DScXERoSUMEa{;ca&f^=%^ERM0faq zsPW6n4|S<`ruti2)^E;?g3e=ASEhNwn!HdjRn;);&=6091Q5ju^+bg9YbO#($SiNA zPGW^Djx9HaK@E8z7^S_zSY;BErr7U~bQE5@whR|t*lo}Mg5Y_E;Kpz!!ed+q*Oq-3 zGzBLlCzs)}TG)P?`Z!u_D4(j0qMfsfA$8(H4sGZlgaZ4Wk(4=@mEX_H(p%XOO65Uf z_ny_?oXa-H*67GZ59V;O$a<%(THh;S26K|e=XSuM2DgN&ss zBmlyLeZz14TIDruf|ibf4$4N!@SEl()Dzd>(Ny)0t?3~Beezsm-QkJdaW!UE0w0$R zV6$*WO6hkN@lz7`DUQJE&y)l{!8KQ8nQsx90$Ci!mkS+i%Z`lvkPYO%e6^BSj!uEi z?Kqtn>EAQMxY9N6{#2gpRh_c%*`3Y6-j)?sbMPhpzGw%-)l?_Y5? zW#-=n_4VUVO3zC`;6tjnAkcXQ4386-mrzP8Ob_g&9F9Myc{H?2l(u}7UG9z?4As5P zwpHy1>iO#_;<2G45e~9up7QY2J<_rspeX872fTh=)Y}+Y#1ZIpH#&_gQNX1+BWkX^ z@Y^BpTBV7$_}keLC%(E!Bs|(VRVSfpS12Su-IW+|y|5?u|4l`L`7On9yXweDx2@Ta z{D|>GkoGr{SNn>oZ#u{myQBGqxV?~Xa2V9IjH!3|T13xgEnDMMD?5krMd^H_%Ze{g zrKXRh%Cv5~9PQ?r0l~`V@{BOiV;*@!H&eB?;im_bZVKZM9uWFo{{lNlFJ8#XBz$s^W<-Jr{K;X9&(=%G9kwHCb6xW=V>SDh{}>~ z)?t3j7ix~BRN)IxACs13xk)+0H6`=n?I!~i?sn@NvzWb;_=Da_S*Zwka%?S6Fi}z8&=$^m z^tUY)zTIU=Y>X!Q#LgruHD#>4O}Ua=m>WOrMr(NNi&e|9A#wlKV%=(@!Qs(z-Dbau zk-O^up04GS=O75L&Beu@gzKKX&!&J1su9uOK z!OZ&E*Ux<>K&!nUkGqbCaMGFIR+fQ+7|c({c_HquNJyQrF%d;(WMmZBwa$-?i_U~@#N8M<}?QwC-4K~Ykax6z18OXj!4KC6Pa=2k2{#SICdj{HV3=c(PF%JXDrI< zzZL+Q($Q=j!G+EgR3ilY8Q@__+?Y||y8U8DFThw2tC6}%gbNKt7bR$>>TDhlPzbUm zWO+}n)m+}MtnmYAE_+B|Vv)WdA{>u$QXK=moSiMn9u^$6r>7d@dk&`=CMD&W zj|V9?J{(dG6vNH21Dd}sLpQ5D=5ty}2`m!QpL>!|T{EW=Z zhRcz?mC_ZjBXTl?VZ>9W_s@}_?(L;~!f_=Q_K|Pjg9<=jOJ+Oew!~fpVV$_sYBq+X z$5Foc{51YDs(v3FESfewFp%-C*X_mC*pyDSGumPO(q>%O#BQ;r+i@e`Fk8@n!r(*K zHEyywe?q$RnZt(|zm#UXNtP_^NR*nJLU#|dRa#87iHkq-B4V1uS^M38(+z*gyaaor z9iuV?5&y`1X0wuH#f1#Lsn20{BsJ+Z6S(EAO=f@0KO2*@-C0!1;J6YEC@wH#c9jx8$+q3P#W`K2G2VvuWw4^^_b7NBC)ptwz*%kDI3J%=|Vga_! zb?hQvQTfy$0lvcWQa-%?CIc2$Rk*3&_<8k&aX< z23m9s8G`VHjPXymzpRc|wC`@D-L-C>hx}~iM<`jy-?kd1`tAd`W~AP`lFwZr-e)$+ z>6jAEsVuihs?y8+wNd>oh1n)9mcx?nZ#B=9t&fTnxvKHFcb2c;>!0>HY!Ot>I2R^| zP=(@-`w_nw7&Ib53?_@!)Po9UtW^?huK9|)pl;r)66BCDrmI^0t z=(4BgGSZQ5%V4ULzrA>=8W~&1Y6sW}%eoU%i#|#fzR2hU-aOufpE%tIE6~z^moqTH z9z_#VkVIx`=-`8EAag;S!rg}(;?dOxC3f|44`8He=r|h*J_sjfi$K8r@+OU%he0=6l!=a}k#yy86D+})VY{_cx^j-(MO3edhzy?W zL?of%AV3#(8VW^;rPk{4hq}3e%jgP&2-9j2F ztNBWQE8M^u8BhJ!(At{IXnIDQ%^xFGb^#lH!P=ln-%tiK>KfV8bpTAcY>@Z1)xSZv z>erI$*f{_vTvT#3os3#>Jl%YCfyp*X`o=-|5WTtV=4ugFSs$%l&@0?d4pKtQe2 zZ>hyiuDp`V7+%FUf5|z9$Cc|C=ujer9L+hPx%|#)W zOE{{XMMexyNFbynOb&)F7rH*EObX_50%#r?V>0`sYNfC_R7kxDP>0~B7{3EHv+B=% zkvqRu)6Qlk#rA#hdWLU2l{8r{Nw@K=8sD~`u6XXGEnv(47QEY>H-ooX!*6_X4X+C8 zMh*#+_H^EAxQQF37J)G^Y)DNSa|Nk0I*>k))KEpueZb4JTaVyNpx{bctaghT8_`Ir zP|mbFglbGo%ni~UUmsCf=M`v2#RB|XQE(;Q?ft>r_CuHWcU7>^y(X4}c?Pvylfl}@ z2mHg+{kOG@OE(>h_gCEZ2A1y~Sg6uZz?x)NUWje`{${ios8$)G}Y-N3!MLs`Tky!niai3Q0SI33A6*kMO5+}s&AV) z5-FNWlSUFR>gM7q7#!7u#Sr5y7r~HNrtV}a>5k#(R!GzkRHC|VY-gCl%oI8P(2%g? z)`#PDlgLD&C^x}+oYZki9S2P)OY{}zM@T2+wBjQAJ+MEZlK^4x7s{Oh0c9cQSGedy z%G>TXc8#WS5+SnzWnwRl4#lG6*O9jsBnr(&%47YRQ?*C!8C&OBfbd!3vh4JxNKU=V z$$)x9i$&o^-epAbNGyosP@9HaX&8GvTy+(CcNoN$9~Ps9`Z0g+<3y#=u#&OL08-cq zZZtfYt>y9n2?QaM^%V+L&yGUXsa+YJN6w}FOCPRhe4Qq7 z5ntOXS+FD?2TT{wWm%rh{g7%N@lFV0Ar>WJ6sG z3EE>@&^?Ko;h^1}tYAUXyuZoA!O`RZOnm+* zwRgv{>ZLWiLm}Kx9Iiujew{{(qjVXwjosfvr$2dMU)%EV|k9 zNS#YgUhfQejDVi`gXf`6yaRD_yYNgmGCFGdt*aZC?NO&y>{8RQo8mxVaR4>LMq#M8)qn-IK}vJJ$a~RWLXW>V1he!vJe4=iI1_0fq~iYjd|uryVav{n5i;1 zeRQlpw6m(%==%Eic7GK5KUSNiu18Ni<+&a1@J1KkfSu{!QkdjNVQm$5O*osdeyXWG zgF7(|wMD(^k;87^&w(x`VC#=V;!6H+NCw;_7p8^nTKM4c%D0dJ`W05F+{-YZ$sQEB>Cf%MJ9?`7z;FJ5wb_&f51yQ8r zy?m9R%t(#6N-p$ffC1c-eV}H%weIB3&Al_#o^|9zRcqN0F=6PjQ^{oQbw0DpG(bD< z!(V~L!-%Um0vveOyLl;Cga1Cnpw;g`x0taceaaO8IEXLgh=TcPN?AHEM< z>cALMAf<{q`J8pQ!c|V`MQp3a>&=Pt zD;Rwory47#NI#Wa*dJl7gtZ&yi)+r;Zgx%5OVcEU;Uz8YdxxWH_ezKh(H}1B2J}EIu4HYT_oc1OCkVqwL47UtoBXq!3<#B(z?jRMwQnl)DiDp zZ)Ix?ry8H0<|GPr_??kvw?DO4`sDsbED5kU#4s97x}ESAwIv06ct`QO8n4;2X4nqn z9lVq4@dNg>Iv!vQ7q>9H_{+L`4RLfy${Oim0+<+4VhnI9)l$tcT*%46nqZt8S^!U5 z8m6N^>gzbU23HI<<=!Qtap0QW@Q+rTq5M1~5icfpWudnsLyOSQ_?%&RydZu`KgEMG z%ofBMwqK?d<{(hU<5neymOezH)6>ul3RSkM5$_o0vBbBJseA`N_4;k`_c%wq6P9iG z+3FO~u8>6!qvXFP%1u) zO+#(=c8)I(es7d}x4Ky5UD-LQWz97;lAAFi&0xujGzEsBG@-6R02vHV}Y__eg=lb@rz>(KA=t;vO8r*r=jab$Yk1Z_yEC+`sR}VVirwN}}3> z9M@bhTh4>EXo$C;lF(Fx4;?ZA_{mZQm}o&C%pi6xLS$%P$7PI{AmLpCd%JMVq&%ORwO z9uCY_Uq3=#?8S7|-C@+7O$i)oE~cd`L3~yJsFL3oD86D5P8(qV<>;qO|I3xb#iTD8 zTAxB%7K!on8@>v1t47b}1XNc+LBYZXSgNKZKna%z8u6ipHl%(mUhc04R$QJH+q4nA zM`|ys@_L_;{v;Z#7YpJtSD=;x%)2!FvYB1TX-`0ghH);RU$2C@b;|pZ96kOm0xTH5 zn7Vqq)&L%+gb_(UyXaR{gnhWN;%5zp!C#M3`Uti6A1B1Z~d~)1~w<4BUQnC~QnynOF*r@&!iGpQ@)0rDpo=NYcRzCFv2&tc9Zw)sJYCOVW@XDmsvu`zS$983uSP>Vw zn+O1I$fVWOsm&3q|T`|cun*~lf4$RDfq1wQ?~!Q7kuNZdvM5NqweLv zm&-2l_U0ODzbh5u4$jB#LqRE%w-<>QM>7jK&nXUPX4C8Y8`1u;OlF80BSZnf&#{7t z1TaBJFo6eP*duNx$O)%-BaYBf1HOlyVvK2~lJgt8JR0M>fXeszT6}bClkE{nfK6ZQ zMnvVj)$iIOFO4Ui-}*GCRNX5Y&}q7Q52s};HDhoZzz+3diLyV!2({h83Nq`0s)nfS zXX_HzxsbuITo?Xo!3|SeshPIi{}(?L z6-GlfAV?m=q%@Zd*ZOz?=U15g)oJrkXB|44T@^^hq&H03m@@dXPN7@W^Tauk2MErV zfAM2zv`q(RWbYfv)0CAcIJyy1#2fnf99`|6Sd7gOe=niCb4inaOQpMosT~6g8iUb1 zIDRa(!h!wLH`|yc3V8Kom%O|nKz0|>Ie`?ps#g?Td?e%v(MFRZW)MKjew4=cvUsDZX)9zBi0!px9S*tgj8JYoi zG5sa9)TR`@?YOyEw^)O6KYM=uH|R2vv~QqXu(VuFbTY&hmoB1AUX-_2(?pT|8Eu8e zas&$)j+7HMbrMH)##X8}h7utUG$y9`1Q91hLDAjG0?P!&QZmQdiih}DBMog2_AD&` z5wAbyBat*1?>tv?KrQ20qC@|b7|<<83nBYArzEWz=(pwm019a#;n527fEf?MSv1l@ z#JN*T*XX)(FDZ!*X5vJD8dOLDj}bwO@h%Q5yV(4&Uf3|2ekY9X#&zwyn`y`9z=n>e?3cJvNb}Ttn1B;tvSBp6r{XJV&WUjoFqffx_ELkF zVVG!aU`+CMg%zgTGLKY}A4+TRNY z8ytLnXyHbHnaO>Cyi~4nmasJ`rJG$58OQN!Px@yXIBDtKzj#p?THlVA=TVm^P=h*v zPQKOMN9{tbw^W&cD%0~s(BD}N@9Y~Ih2r+#U}0le>L-MFVodLr%vv0h5hiFIx|z(Y z=^!-~Zd~nGp#|@AGCFl+J8QQ@@H{lxUF%Fgl_p0A!>*t_vkd$lsMf;k4oitI%#Ngj z4r!7KCOe*0S6=)84wXCB7L)c2iEvn;cwE z(y{YYby)nMUwLfq{g1ca^a-wSSNuIQeuOV`;+qTJ-mm&K7j+?Y<67a%vDK|y;juGM z3RkrXt#?gk+ThA+^LR@q$c7~~QaG!^&1@Sm!$#jna?F=u&S28OeYc~4JGBixLY8kWCfhS` z#GAfSM2n4pa-?BiLj2j($KqspxtO63fd)1O{jo^R%CDbY>EIB@ILSY*;M*%t09*Sq zm5=byK102ppk&hb)sjR^qlo2Oj~|5BsNd8dX_&91dDMZF&+uCwe>meIBl_ni)QpWZ z+{k@9DG{!IuYgv)AXwCx#GncVuG+tq8}wON`}+$ftL8DBpx=)JadJvZO08}$B)DA4 zyb1YO7N0T8gA1yYKC+^cZ_MLPY;3A}ZK$EAB*vcKZm2VW7!DSEf=S*_88R+zzTa~C ztjamH3PezTegf-V1mS!;Nzj(RW1r1Ro};U-&Cr_N4jOieC7S9>#X(ibewuFUOoug7 z*gk~ys1l&BB#w+p+TUmX@i(w1gj-sjTl>=8;bErXU+_qwdE)2SrIm}o_dv$O@dYrH z3;j9c^Oc#4Ei7Hi6mvu|O)bB{M4H*nYec6hzYO}T5`}*u1_kcto&P8yZIs_~(`c!p zxrEzEmM@01r~Y$jZS>_BaB3&@Y6@=!qx;=&g&_y6?{TK7hYYSq&T8jFmD`C5*5$?Z z*LDj-=B203w)y^kL3$q7>%oLxQ;;@56}4tyPEvT~$g)sZVQeAPDc{C}UDQ$SB|dZ` z!K9w-=)EKZIcC{*v7Lh7?@(0qvY@REyjqvjbPJbcq+(m~bRw*>4Fean^+gezr;SM! z1!A6D&KfqaAdXEO@xZ&!KEzyKP63n))8#m9MNvbyOfzmosVAh(<0t3#whI$P4pAA zlV$t~?e4@?fMS;)IG9>Y?uvV5<-{tm$l zV}R{1Ip{5eoOR*DGhq$GGA@lkSc&_hO1j?-r`?Ls>I=hi;ai=1kg&s|XEeE?ahaQ? zWu=Cse$;b$1^B|jD>W}jR&-aT(Cf9(TkhLLm)}Q~?7w&|;fAj5x=(L#8IZU@P zG@>HE4h%-A_3ToRHlUM%hb>$C=~KW5-6fU%sIn=g}`K z{Lc3?$}Y~A8|S9Jyc9@LByTMr7VPYrFbziqF-FT0*Q>!IMSptgGhIAH5>gp}jio#Q zFCY9?w#6i4k*4VR1)$J?WJ=R2jKuT&QrAc?xsLXW=8lu_aAh~{r&3ZC70%n(+=Um~ zwzW<5m6NkMBIHL4q9G#OK;n|1me&jKhoE1#o&hkqJ0CioA(i8otx^Z4?*OL@tf9av zIE&1pB+XKCeV?2l^vRatfD>jSI+>sD&-7*@j~n|WbEhU|nfJ^r7juPkhPfn+T!w@0Vpw{)=IFdW*4c0I@gZ`Cw%H#PQVx3dS`hNqZS)fmG} z4brN2C{D{ZHV zb5(>0`XVASqY_{g4X&P7S1gEW`l_uh?86xa?-_<3vQ1V>iZcCEAyh>gC8EUQ-ir37 zZ@N!)AP!^6U0ZG>L_qW+G#eXF&Tk*>amZsdQuCdt| z3Pw~}{pNLZwYGi1fqxMN-4|S`<|*xP1I} z^vdAqXkNU!qh>uI@X|e3Ia>(}XJNFe4B_7sJv06xk1wM2}<-sM|;l?NLJ%hc{&hVz|DMq|QgG7M- za5SfQf|uJ<-g*(bv!1Gp!Tb-;B5G)xmRfkZT!?TZfxuOj6t!;^fUeEsmGQAm`M}kX z@oK#;?75Wkvvgnm9u9O{@4=|>`=_}%dm=w!D* z(H1#xo1p71KDEE70F_j+Sh(KgjGlrGgbo`F3*r&+5BoA0sE?Ba>t6F*>sP7+KN8ej z#Fdfv6kpWakE7j3qlHvYU_TdEsf}&f>RFaS%pBLP; z&EBQGG7kll#apJNj=ft>vFB1WQNJTpbQ@pXhYIjK>Yg&lxnH7}hx(`HL{CnV--mDZZ?zk_YLg=EigILPGR!Tr6Q5W4*>0NV zNAKg=kg1<8-5Z+)y{_Ekn{Gq6%J;ux_&D8sG`^JhvGm?von?36osMJ0R9-;&!? z>>2#|t|=rV=d0nr;m2!jAftTF{$jjxY>~2+g%r&rCnXgz!Pr{(jX0^FBl0SIv-i1I z0H*?$n`%g|&Mz+-IdUjTZ+La8wYjD-+NSv7HO{2}X1_E-E?5eF1 zUc=2*WxO2ZQIU^Lw#M<4T~U3+mZex`taSxy>yQ)TtqHR~rPQ-e1*eZ@1WIsUC1n0` ze`X;=D(DO2CV;Jm%8G!Fmzo*MqdcCy@6qiC3m9i@&e;N`VP5?W4w)6#O3Oj>&dzk* zZHpN0ZeIAvl2eH8(lV+a{+f_d+M2{NG*k zGtrsD&x`O5`g$dPFPUAJ$GjZX=278ty|J6;%3cCbf}x>iMDfthq~E2X>4;~9nJYP9KB)wO+vZhr~S5~It(u~~&?494- ztCe01+yx!}6aBHk_9a8B05k%TN=vKiP#f}%jm%W803=@BloUWhS*1FWq_{D!rOtMIle+F$F`_;?!;>n`d z-z~x-ImG@`fJ-9-IZuDI)WwCl;XPf9xPWluPWr~M6JyuU0K>tku_2#kcEZ)c| zrRH}Bndqw{db+^c(OBWq%_jj;wi3=KIntG))z6heOdUw@3wnU2yBV(bvx}CCo&|1{ z__Fh2>dSx;l_ZoK1kwo<1iQPFue+RlkHgo5-3*E@&a!-3Y=}k|J{=pjX94%|50Dwz%)DB-QNTu(b? z4@?&c>3zgM-HV-x$vKbw5|wOrm1H}k=LpY{rA4&y}1^m!<@T7&PFfJGnDRYbV%>mgDm{iYNBZ~ zQhOFt{a-;<=e;Z9CVqt0TIp1E@%!RiCXhU*QEjamCn0?W0%Lv>w6g!~PmyeB<(Jgx zKE+tX6A*MKNWmz%ld9)Q)_#F3m;yvec56lS#7C zV=?4mpA8&sOY~Q_+@+t^v{*)uj{*;n|1x=DzhyhEO+M zd=w2TFKWablGM6C5RcWblcc~e2=}_8VI6FQ3&HO`kqiV3gyJ0(cqLio%%!gQAHzBb zrn!X`*`Mz03AcKlba4K|*mNKHzwtGJy-$>;iPsUJJklsny)5sJbiA0r!~dT$H59P^ zwHDz@;F}N`LT7qYP%kFocj4YcAA#1PhaZa7=4!uy~oB*yi~od4K!HxW*nvNVd&Ez9W(NknFuk&f>MO*q7(> z-?Gz{4^d`pUI({;etm0wK(PPMB2SR1vtiB5L!Fn4#wO8|KV79er=?xH8&1{ilF7(> z)Bhky#~D4}p--@amM5KnS2P@oxD(1oz2ZIOV&v+3TqVC%$ENp^Cw{7+_M8RXMc@Z9 zz1KpU^p1H?(*2hj{}07&dy(WXKiu|Wn*uVQ4vWDy8UOWhYw$6&GmO!D6<298uWjfkV=p1L0?HLo;J>|sFED+7T~{Ax^hsUK{<5*D8AT#Y)V-D`pkvu-6T8 z)u5{D>FN1iRnming;f~(!pQnHlM<;P*Knqse!uZ4?6n{})>aS||_zVY>$u|0SLoID(s1ul=cBbvj3P++!D$))eog zFJMeOZWpv0OFFtKY8Q^2SE7`|5n)6gyqW%{E?ZO&{5?$^b8J=#5C-k3z~~C21-svE zt6d?NyMVQd{K1$fmA1fz&}*QG8Pv5*;bh2u{{<{7>7oJi?q>h(miXWsQl!Dva=J&} zUtL0l`ojMo>Kr5aCF3bb{EwpvBM1wp{UZOVS!cg&_+gjX-1(q!-T=<`o=cT@>g`Qz zqF-0X$<9vy$k#4~@=+4Wo=!0UF{eo!0-<6sQV4DG`^H2)KeB2$G_=(Hd(tCV0h5C^ zQ+8hNDC%eMW^{D4@Tb|RUr=58d#BGGhj|#2+zOhuA7(ce#dtgV$iwC#0lN?_`h3c5Gzp4(-C0*dWAVSx^_F-F{4(S zjp+s>@;SsNsFA%9JUlw;nRpc*4i1ZRj(_?))#-)!lm3$o@@UFILugyWR;oy)mA`(4 z^rlBoM+e5A^v`VJDLA2TqyAnd2Dx>mhhbr1XNG%al@ra0!gDq@3QTenhYFwa-WjAm z(m&-)atZXRUNB!`dX=H50{)t17cn&YyAyPH4pbL$_n(b_qyGx75Xks>{>Kfi7nlTkX2L zxEO@eY>~q`$jqA#|JqNw8iw>XF7Xw!<}a#VNP&fV7UUTJJ14L672anJVdq@<#0JKF z@_!E>gQ(vHJ6$!O^?fAa!^n;A;9jJ28%UC1~j>^ucLG>J4r;=Q)`3Yi$p{Ib(I3z(nB)+ zug2?tf}D{lo0-baq*XBlMN|JxN>{5!{Y0`|{PykJ^H}`a&=BqbCFM^JjsSoEzA~NT zK%E*pCWPJLA=k9ctcZ%K{%2z~IZrTnk$?JjBrweFaT%0$yT|Z_nb{kIaY`W4QQbNQoJ0 z>Ou8eC^e^JNc2E-C8)pD;ck==SC}(TCa(#9@}*pz z^V)YEDWS`t5hT^|<$q3BP8CVlLwehENzsc)OuLO;HC&_J+QL_cSwuXx?+6ey!}Hit zwEH?jg6hCYc<<6=F24~>c9V$~=8YbkILr3fc&R`$Or;f*Bl5)zG8CK`e*x&ws(SKA zD?bi%^>>Or;l+FY_N`^1gn?`kDLP93kMWofK7M?xOE?|gzHEq3a@<87p#4|L=!e&Y z{Pn)bj~@`n>8JxR_L5*GJ4lPn*f!h`1(mdj3yt6;ztPhMdG2DVueVQxxu@ix%r<3m zm=fJ0A^|Y2#cahkZT@@)5ibDebmD@5K{Z=9`UVEw$kC4^v6@(yh>%(8*iYWo_~)9i zH)p<%=%9J41lRuwen(+1JBw@@>0H1=_6rQ>?719OFX=hK=_G-RwOtaA>A6gd&|*1+ zpNl7TM4KnhTA;mja5TQgm6G9DXxDY1-O`^LeR5h&U(5v33jYR89tuLEPlsST!y za^i%{Dx4cj%SapiF+?;nN{GNdH&H!bt?LXy48o@k;p3is*E40;QzoxX#Swq%=8%z@?ZY-k2wlLjOSw<>9p!kg ze6V6`PvR9Ho&qNlf<{y5P|xS6aMjJXj<{9tage^z?V-s3jp2@eK^%c|Y#pw2|L%0B zamPTJ=&vZ<{@qebZud8pSV(pV+3e%HF0D;i^C-X66tx{mcc@A<`2rN0EBBqRx5?f} zojLVb$7YPCpJ=XR&rPJq$Mj82kumlsb+%1IVBNovgq6X6oN2oH;dpJK{-xSaYfp_w z$3!F1`{lDYEGd8j{RBNUIw?HbD><$`-!Z`jh1_e>T+Bji%d!ZV>&YOFV`(6phjKuNq>2_HUFs zx;ytj*(vJQg5oZAlLLob$&8F}6;P!~>}aXKm6N;C$`SgP3H|!94_#N$lDaxC{yKDk zvr8t(MC|U~YVNaX%SD{{RW(sAz=SXED*t^wg6@MeG+N6YcxepB^!GA3IeGQFj0#O- z%)ICEERA-%OZ44&lA5l6bhJ$LF-`OXGy?X|G(LWQW{2G&e2R@5^bl_tY+uNEJShD1 z|HDz#aL7_4zDfrE`JcrGQo7IM2l(N3Mhq(nxApdye1$BQK0Ro1d|X6G==198D&VCw zCOWcrKt}7Q=RD%#^0I0kT{=#uI~^{ST-E^Z&BnhDJFJu+uAeN9EJ_X(n*(gnYlV5J zHs&T|W%CB%x;w33WKk7Z?S6qJ^NERkP&^-qyI$RGS@P;RD4Ch6>wNen#rrFV#Aw^C zZA=4x2{JYEkb+gGuZAIAp~0=CwG9)gkC?BXmxSxz*Kk}^_aV|K07+2}d@j`sPhFk1 zq&b*&8}KQ@A;U+L&<(mPYl8ho=a(^tF#`(=XjayGGwh4q3E_$2c6o`%8S)PBQ&Cp?Z3H7hpe&hL+~Hhb-ftv2p#9FTnL(vCL)r#>V;Z<0_HC z?Zqr{FTRFQ+2isE$@qE)ee)a?0@j(b5~70qjsQ~ikq)3CetctMG4pspN3zE7!Tug8 z6&-=h1AWj_Cjr*#Tmd35GJwM$*MS5s1)MqxBC7!H>2>QbEmXLhkn>eiP)~a*U>$V_ z!i+s>*3&+CGG3hHK#$u9UT=2`ZjjfK91KjT!(35eVfV<0KvEK3oJuHfCbY5 z1kReNvvPB`3LMB`PZIkz4Oys<93tBAI~>9WD)WE7jV|aN9l>>-YBt{)i01Nr=SybL z3i*bFPmRe(N*ZwW#n_y*;PKHd*xkaWzP>&|ApgQjTbqz~Y?j>O+4^6>`N%#6D9Dg+ z_`bf*Sykj|OTB2U!_;E9yz_Hnct{JHgsXj zj`a(%$nd(vl9N&Z4^lL*X>LMg&^39XXv?)6!v&`Mi?qvaMH~2+n0>q=vG*OSNE11u zQWlwzl2M@`5uWK=zD6CC$?zomUd-NUWE}K`wk~S*E>8W**iND)6P>h_cq}HU=0Q$H zRZnYP|9qDM%ukDrEuj^Bd=#{^cNuuO05Q;l%cRXFvj&TSzW!t|53F>%%c*@G9TCqW z=* z`Fg>L(2N9z1dFRvX2RP8k=6+oq0eI`IT$RlDhxs(;yz=V zwFJZ{#}QTQlj3C%%_pyxJ6s>a85{VS)Gdmz?< zt--~sgkc@osRSu}WW?4&jl)e`$-oFpXRRqyg|y6NZ_9gLM0ir%H3N?e9y1Nz;n5oG z1=2BPnU6`@S4G_)yEoT2aTy7Lr+?t^E}Zm5g7eDxo(=o9D}Qowru@yN1F4Gl%(SBt z5{_})_`coY+@GxshDqsAEsrJ8OQkSk$>1Mrek;2u2Kw}f5qtM>lq^*1iG?D6{}uYB z?rTk+%fsnX;8t%a85Nb-7D@kHxthpAVWiJ@9tXtG*zB%dIHNh$W}g{V#KQ%GFE1yi zN;2epTfbp2gz{Rx1u+~wK)&ksd`qJ}i_2Q5Sci*7hsK# z2n(y$hcior zl3`T*o3FwB{g)4R<$qK(Q)0uUet{?7yK}4edy2PiIR9Yft1-JLLOJmBeFIi5P2SfD z#qT*dRT@=dk>%yQdQ#1fT>2;$JMcy7!{kDo*joKiHp73k3TzH7$E?U;i(wJ#iyqQ zF7C25IN`X87magyW}Ao;^S3)!{OUSzZxlM-#B7N{_$PyWsJk&E$LKu&_(o zrqObDGK7ypMA|f^nvfKZisB^d+m2i-o^H!!9cZ`_!7%ewKe_BuIIb!xfqjC8j*6Nb z84;RU^X)p?9C27Q@o7XB$@(T0_Q<}`E$>h9%DLecsOR$(jOM>_(x5fBzp26hfIqa6N2qtoS!=5y1p7Z>Y95CSAJ>FFO;`{{lCm0q_A z-BB-1!)8sWc_Ij0tqX?B;&thg5>Bi}sMc-wUvWJ*e4drCL_*z_aKlev>byml&E^}X zXF1aE?d=t|=9fyQ?_On z43%xi)i;5cQ&w_H%7CFH2-BTZ zgGP|)nRGkCNQ6T+fxhns8`{e!Bb3kk|2SU;iGBMrY(a2!#z1x}Y(_m0VtmHXBeBn; z|C&0wV}eYAEe77FDFa&8g3@ooxtEuAMRd+E7eTRptmE8l&E^Rlf0p5!zf~Phcb1Fx zH?CQgt&o*r2&ItoX?)zj?#eY?+*##47KPBdTOz>u@=+t!f2>9Ui%>*1IL5EIXs|YH zc>;K2ckGR}U@UE+kJEGBoc3%WS}+DjD+zO@?IYP>adNNO1it~T1)ojChNd+op$}%AvCO-f-ix> zp|Pa&e1uhZC;6C#>K(>uv*-e3WEg`n#A4E8!VTurgx{B&L$k6N0s@8Yu5a=FY}8^1 zha#HZxt_0vYt&?MxkudP`n-7@&gOo>XSW<$?sR&BcW`hpFgO2HH`Ux&I{-N%BN{Ko z1x4H2{iD)EoXy{G7s0?pOjx+q=$cE<(_j8Iyw1<`9uLREyL7aSzb~@=FK=(_>lfD z+E>_*h6X2G+(Z9Ws_sn-s?}lzW1Tr*uDJL=9YRqc`!sp{~n6>g-5Etjo{|%fe`86w3Jw=GtI7M`!|Qk zjZuSXuJ43UU%dHmZC5&0x5FtjlsGT^#aFU@WTuy;G70E;p4eD9XknuBz!qf(JH<>n zu8Z9cjOIhnZ})!OV-%ltp1!xbQMrKlMerLGF|Kv~78fO4W-vkbj`l;z&9I=MXZWci zo#cwKx~iv&Ynx3u%HhBOC<}hD2;fB%{$Vc5Vj7bn=YjJ;jpVftPgQjJBCO+m?LkY+ z&<#4tZ6Qd3RpYhV|7;>A?*>`VXk4rv#W8bx-1K-mbG-+Z+{>t}PH)-^Gc_%v$c1S% zbE%`%eoyc*p97@7$#7@7Yd$^6-ZkEfAP+s>p7s`s$D?)YF^hWtxzLQ&wZWbVJO#$T z!%fL2Vx@bL&9*sQyA3W{wYY9w4*`!8_3PW)Z)Y@nNn<*V^f)Z`&gwb|4V^?FNB;%rrHYL=t{Jc# z&$l}eRIw@~EIeInBzAkUfHE-=zd{NSm0xOJ_mCoilLN5a$>`}32g0D3hGLNC|LRFd z`VrUR{?T5@Y1jwrbVj?RPDgqxF(Dj^Tzj3UwnmvP9+p(Tur<#G&ohJLT4H*v7;x>b}yd2xTww%a)cek z!cR9U^<+`$bGiAO1KWb{?r=J=QxIUT0Ja#LNMj9+7PGRl+ShdWcz-)h4gms*2_^$P zsqq)+R4aZtIkE9Z<#;8wP;{g+QBL-vO)-21bbZ{O2sN0mBUX>66(*bKUwj(JxqZvK z$mEf7<8dlraZ-xh&ke_*s&!x*`UgFsOzBtRo0C;!Tz)nxp= z7*tCfSv0#`vAEQb?jf(RC6|tR-_!?<}09QCWi(YsqRW=Q5%1rzrVmWLZsdEJij(#bVy_+ zmZ*yr5)N-Touml4m$5df?APEO3(apl?2cmKCWeAF@&&8|VNyHhQ>e@ehAFTP!v1?A zeISZ*}?fAYL#XvmnCr38CEQA;HF}becCuZMa@EZN=hq*n%`MFL1TA_NaVXz^z zq`zT5d_N83Jr|~H$~Nk%P5`BN&&S7vN$j|N>q^Vz_|2~WuBoe;4{LM#%>?I#I)*tA zu{}^YqaNwPpAxO6AtzOOc zH`NT;Ip_32yJQ&J8uWYPmr;=Zih;3MY$)=)4%py>1=6BXi)M!uruI$F(XM+ zIYM0vg-HAG=o_F%(ESR(T~?>(=)^US(%x&9F`2;LD2**|)Rov^{@4T6A!v zf2v6nuAH=^lH>mVzB`1>4D$pN4*dH_8}Bb=_%O#!^a1bKy4R;CmZF|_$A!P#BBYIq zeJpVg>#QmE_xs+MlA>XG*74*b%&GyLA z&X%T5rHO76{gn{s(qttjOp+8H;JM6Z0iyl_qhh`6{43^kDUMn}=sy5%D7RQHn8qRH z^KKJ+;}(URh$R;6POCR#HaGs z&!5dgkxXm8LjB{z!+vQk!Xy%{cTQ#e-SzaJjLeUpESbQWNvHh=FdCCCAH5Ffvs5zU zU>TNFF5JLthk2Y(i_00$L>AbuFcN!nD_=}?)U=$8&;1&6#&kl#Fvuj2dJ&?*MlQa& zpv9i^T?zuu25aI5k0)fxjh(JT;;lz$Ghx&2-}=!Gn6XOS%$M>xf^C+ z`J)PF>+EXgF@c-P)aPujcd||_nnsXGYhUYB&`y47R~lasn`TupM>Xr2))MT|SXM^+ z-S;>m2o6JE|HFqv!Oqb1dKOPVtFo{xiS~!G>o10+(KsGB2#FEAahxJtK0?WCu~fD5XtM5MVt=#w zL`T@_K_KPf9V?VJvw7RdTf%Kz^c;n<1nv2L<5=O#=bGgtcF}rLnK6L_9aI*fynv3>q=`k*D5<8McKEeIe*k9v&!kB%RPl6351zP0(_U_jWudW&C{|u_{HbWR(Ae zA1OPy>_>MSc#FlV zBBYwxQjz2Zc0wdB7wer6CZ-wPpt8^p_VUpJ9@rQM!)90wE0yiVuUR4>k;*v2>=VqHV<*$_1mWjdfj23SRJzOu5jR2Aeh4cnb z{W^-CdN0h{w9q_cGG&WgVfzp$8f}{2Xpsp}6$E4ei!=SDiKc7CuE`9}>hzX8ldlh$ zIdjM_=xRCgn_B?P7s7tFd#GiiOHXNk^XuJVYON;vCY!ag_kjod_fl{QclBpChdjqMHD2vY0s3^1qh4F7?&}sXtX~HOs=CVE%Kj-j)2Z&I)m0 za+tN;MSC~t57^H=HyYfw>wIih^J8+l>#khC$HK*Bku@oOCOpxo;GZfMxUJuj?ygsga?)b__rVy$c8LCd}HpS4a5Z}K=Fm%t&f zt363?J7)Co-CSjlPP$iAnuYpi(f<_k(jQE}9|*%-^hvA5r$fp5JrnOz6J_MWBqaSl~Y^EyL1H-9FUqP%X(|=A$ z5&tMdAxZ9ikZwjfH}y|Dte#&DVBCd_$sdZPi}bRDGaZgtCTL{Ob_&8e?%T>p^&*a;b2b2em+QU!S04gby-pOr zAK&!Z8yc?pHHqVLVmA>9#y0sfsQH$sGa(>rx8zpnl&ApgodEO7;d9KVQu)h|a}80e ztI=M-sNGtZO3Sz6A0n@dsfGsNkvFKtVw!B2hGk8tG zD@gx=xs3W%*GG*O#S({eDZwIqXEL6DkVK?|YbZqkdY+Iw^p8zAbA9`fhC#WYrq9Lc z8Y_{2r++$lQr;7Fo+k6l2O&@3>ye_qM>D1BOMbbOvLJ_2rrn`{GsQd+Z){tz z*2uhtLaZruJUhefU1c&;q+#1tpNO=%62V-hw7}vCisNF4wd2Ly0?0rT{aJA=b=`EW#AHPQE7>tmJ3_DiPRwRO1^=2LdxofQjx*cKNHCy zu+vi=`k_|Sqppac)ze@MQLvZ$O{(w0srh<`cX{3+H{LIx8;Ee$dJ2}kOig5TeNDSB`KgG|)ZkX8hhC(vlUMko@A$>9Ls>%J(s+;m~SFjDMZPOQwf z9F_|%_h*7h%4)xpe+yAK_CV9M;{AAx`v{57m?e*BMDk^ad@_kbEVw-=n-#}otJ`4v z^2O(Dg}8d7W1!F8Xtr)p)0rT3)S!CX^?bcIhlEU-JWv3ONfozJ%Zr#CO4V0@Oi$O! zWG?cun!odMXa@_uKRQ^NCSLzyY4rFn`Vwo-L&Y2i*%o*GlG#1}U0!df&Q83$LcKX- zU#!t`$wW4+UfBWHuG~e4g7ryBm~q6paEfjJRxSVL-8uiY6JBt4G+mwsx03Il=Rrb% zvqMh>(fCjE_iulA?59t$TD%_Y30v&G8?CI|hZl$$luskrA1onI^sy@V9rPN^Ps)7W z!y0mw_v@Ih#`^b%-5p-ZPf)G4GF^QK1=`JqP37?6NF680#NF(IuP=2R=JK)8Vn@>3 z@~D`>47ZEC&fc+`%W4!_e7dMw-_j>|FhL|+j^-m6mO(86hahmh7 zGiDekU13wn1=#h<(TKLd-ll@KKL2#eO)%;N5P`GlYH54Rs}D+{ec7RuVUgp^$EH+J!CCu2e~rja$;W;r5oKwd$S>mE$u;_deA4%PMJOHhyx%Ea zFFEb&`28SDUz7g|()T~+huRAbjY5q3EMy?ex^q0{;vpmVeer58{fxV;;M?=egfUA<uNm)iMDY z3w&GuW52p!4pLpAWKo`Fy(^)=&)sOQ^PZtz*d->e5@lHAaF$FtLxcAK?%m1NGg8DY zZm1xrI^z*iY3e)^2-UJK!y;-_hVLEgm`k@3w3AyT-AlwYlG>Z zH{x}XMAdQ@&~XoN5-v4H+F_dD^jxhsTi`cnCAWLThi*NBBLoyp8Y6wZ&lM!K{ui|G zlg4c!RPoW-3D2e7c7p3Mx#D-D^sJtBSabKrdhN{;KX{FwuFs!i04*5vCHaZI5l_oH zQ^1`xO1lZGF=8LEj#xVTkh3^xG+m&q`>K4RRZqQEY@^XoYUw@6ELzx{Uh}m*JPztLMzDoB&i=oMf%Q~*M=nT!2D|!N$Tk`Q%Cab&wA}S{mSk3blj*B z1a`d;XnR}5xI38>>2ND5e1}x)lmeL}Dlu>BO^3J5jATUz2P5#5kTCy*UqYY;a3KIT zn5a0~H}{s3bAvx=Al&K-Ql(rKzikGA^SoN?RD*5ipGM}&xtyO7)mu%+vYh;_x5|VTu-}tTI*{)F9craeSf@bfG`K;GP|a>eD!aN?kt7+#p^J) z1GW6j@S?ojE9>Und-Omzu$)BvBFBI$1#&BV`gLdN@Bd1id=OK?-9@m~Ss7Aq^Tgbd z+`KY_j30&2*JhF?NCe#1loBmwf22)Z4vPwx!S+UZ?WzkGCLz! zn~64O^*ZMi$<}8r@|7y(T@uH#yE_ucbYBjG-S&~nK218xcjUnWT{0{TPfU`qTNH{j z&^Nf?`ntdAA;TkPo4N(cTiumBEGTxo9G=-?@g~vuMR311$J7iC%pX9ZZGp!V@vT7& zIkK*oBMgWuH7Jh0CBbgY+DWk0AFDf+ROvE$!RLDjG`!eWahFXK#Y{Kn2n&}7$-=lR zHKhNjm@D^dZ-Wk=ff=#Do!xOyJKsmlbCm4u!Ua#q-A;D@m%v!g)eHV^U(SoI^BXlT zmm2|xV)25!mqzi&JwXn6A?}&JN*EQuTi*Sh{pPg{;zrAcT$;JTjLDVhZIw1=KTA;) zZO=osE;_UqCu@4$&d+jz7{sE{cx#tgLcm<5kdM+`a|RTJiw5hyua}t8h~CU~~8+=_tw~^C4o<4d#*P zKu^(Zjfl(SgSrZ!??K+-udNKUE=&=;-(qO$7~VAJiUm1g!@pU{uGzcil40e1Qke8q zN2l=626rsF2dV#9WnW^R;c1BTqIbeh`tzo|IR^ZS#4lh#f_Y9?i2zlh=>#3TCFil6 z3~|hJs1({slMI6k!WFES8x#_Vqk4=JDb>giJN=ikqskV7&_-`8wmBFuZ?Q!n0JA$T zK_GhOn4l|~>TvBh2@k@sSAkYjFxMSD9n`+-26e+xShMPhrZ10-mdIuY#wBVRI`IKz z5I@&qZna7Vbi-&{bOUlbA!T&+8h!ucgD9W5YINAJ3zkW$?92P}oavQ4}OLu(Nv;09ra zTpEkW+KyVa?pwcU9r*pZe9bcff-jKdTkDCY=jDOuU$Go<`)Nh^8+B>lAT&F2lg7+2$xM4}(UDCwpwFM(UET=Dtx8-9y z3I0BUI_?r*TvVW%-wmJc9;g`Ck^a*vmJIqxQ`jt>n}d)Cfoa1d*F_=0$1M| zN%|v)nP|q28~mmy;IW?b+-SPG=mjC6(q;1ibL#|qI2@T>vh)>ZLicw9GeXh19+t)I)-vwY^ z#9V&YeJxVC6HP!n8xSWNJz@SuuXEDvq678c4YHQbAhKkA6(Dp3hik?`U=cXv_|mGJ4quWk>DyrH+s^O%ViNdCbGuAIa+fTwN4{#<1L{w*lCZ2Sm` z=^PbszY~wL^JwRbG}84r-c4kFAG9+RVyf>%4CM11*NOe0yzdD`Ay(N1gFqOnXI(`` zIJFif!&sC*hQ)bT)>4xU8+-yW$EiT3(Z}YCIYjuJ)>Wjt2~-d5Bt|oo(O0jnp&CKO zD9?Wl$dsL0BddLX((N1`7SNkf*Kyj+qK>DtHED`zk@9t}KtLhj&PtVL6ps>ODh_Nm z^V)E?QD2L#kwxr30B!=G+8+*sA;t6@uO$}oBw7k=M%_Hpxi^e0ykQwx;crOt&bhYU z8S_9}zNqt}hu6A(1R;?iHBP3Du*bjXo9;-<9kW#nsLv{}%hC6JzEnwq;7Kat#;dau z!H|6U-wAGmeTQ!6BvX~6ay|ez&)3gnJ=NNc@HRc?(h zbc+Z&rVHS%g5mcO=3(8=o<%_&^CS3#E^Hl3j=ixZ3Yp57ycm-!*B?FH`D0K24C&By zJxR8Us-RiCX<{k_?9kUtD-=fkwe!51zHB1iZtl;`-A!nNBj;db4f_3O+>V}*$w1W+ zA%!;tmP9gPX8SpSE-Rd!w@s1!j>r9Hn!Dmqoxxr*JrQ!5bmefu^upirB5u#!taX7F zFRkV3p2sW$obMgO1|6wYVWsV^_yGn#6DWH=v~zz-nmrL-IqlznxqUK&5uIlWr5{H3 zCaGJ&*rKspNNd5AK{)u;E5sc@-eW7^h?n3(*dNg3j5@gBIi(l`1l>^2XM>`)kCc8G zZ9j5(><}^Xd+k@lPJ-TNUhmwV2N3%I75`fPx}kqHT|bn`1p<@uQK2V)Z}(%*A~2Yt zam6|U*XZcn43ua(b#Pc1j>k|!7?37MwVysKXg9~7IhfVR>G@rVtlHUB-ycY_9!cM} z-aHE`Os|oRc{rY^SvsddOM4}=N^I-RxpX9m#5W{eYkT>3ci!guw5mg zxe^X3${Rb`>I2-g4)S2-wlYRf@RBB>SfRDyv7;8H5-6k5RgT)F>{HPCAPyosFyM2_ zg=3xf%l+91e4ij%cHDWxm(6xuPMoKVH^0UV0IVDt6t#Ip>*4Z#8nxPfqLRSHtJ1(fvi|dDX?lt@ z1TC{6XsOO5GJbvQ)THk;~`lTib;Cj;(PWBp=D1CR4i*DrbT2VzG0+`~8rCCK*%=bjG9-tM?Q4 zj7F2ZL|3-9_jy!Q;^D;21D|4~T!l@cKTuzlVQ5phd~ z2=bu3)?XAXlljdHY+y|WlZ=<|Okkj7yfIt6F8=2p9uVgXg$wh{_14H*sg%S1coB^zH+m^{fU^b6l1#c%NgXTRHDvgP1lej zJhbns+(^B<${#$OEzG$7RBVEP0dxIopsP7!$DtU>SR6d`>`d^NQ;(=XGVPx!`RkJ7 zLDCwmwe=zEL<6LqGm3~;c4?YkyWy)+@njd6V7|kg; z>9_fLXfnB-$zvB zG5SP6Ovx@j1ch2Q{--?()P2Uug022-iJ<%s-!9hzGjcexgWGAR?tbo{Orjl4xh@Fo!!^)EuL<8hbay-JVNQ9!)xy{X0R`)$Fl50~Nh$=Ut@| zopx{UN`fekZwOd=m~{=r5qg%sRv?XQ%Feq!ky(ap7#v&vU!8*c`Zf!q)M>0c2cA$= zdxV6S7t@a7=u8|A#g0mG++@i%3QTyhvySF!7_v!j#|P#L0e851%{f4i zIx}MUWg%;!sMdx!BxNDadx$v0U90)bLMeetj+Q-r2CiHW)+@&pR@jJ^OCjbCbcdNN z!GdjwC>3Ocp{zvi_0XS@D8_eY)WC9ArmSpTGg2TjDQB(?XMsL|a4-Id@IaKiaBaOm2i>tB zcIT=5)z|zE$A`*roFG6QL9CR=F=4yBvF%6idVe=*&&;`SB-cWpDuYm3GM)75X}rXZ z4N4TO?TPmCwP!>%CKhhtgg>wM=8=?a2EI(qULPaX7R1*yP;K#s?Z1s*v(}}fy+c^R zm6jMFr_HK*r;*)fA!4{mb2H63a}NHoa^K?Xi)>U>5&=HzG0C`8fqqQOR9w`aVU%&X z4NdPxknjuEa@Wu4^su;_sHRyCp+ck|-b>s|zkh21am~AiiOv;%8HD$M1)ivSly>vX z`y3qEizz*7=`jbEP@eBj%(9g?xt}_AZU7q-n!qb2rk9_wGpaE)Ob&(t_xzcDHJDpz zK<9r5XUonS990!Hr@r(VZapw}G<1Uq{(cy+6{xmyK?nS?3C+(h5gZZ%W)p;V*W=l+ zlj8t)y*V+r8T{y`Kg-_f?EC!jU{*z4;GyS4xVfx2tAg6*SL(`vhH=ft*ZXss`|ROl z(vJU_ls8Y5ElFC>(*V+*6%QBlN#@aPOkAk!1K2V3nIT;J;Rz$l4mU$Dxjm@rY}=0w zIf)g$vE|fSr6j}0)^)Qh<7JMhXcX_F`o+2+&#d}TDt5Z6$mmQHnrg; z%mujFbZO8#T1MGCxa$F`0GnT9c&+2$q71db2}DG#0aj; zhfk4qP%54@qRQOh&6bdYnDibI(AHH6v|e=Mh#zKI@!=*_zR2l;m~Hbqt}gMMGM{7X z*hVs0(#GG-TR)4;q`tPB)i4SO0LSR)S{wrBe~Z)?s>};P*5h*!TDcnYG4R0FPG_Dh zv3i<{t+hpqo=s|$Uo;*E={ELS$PtLAk_urxm?#}rX?HpgYiqPJI&Fbltg~*fGZ;>w z!igc`jZrCIpuV~rnX}p#ck@VjpPIiFvE68j=2;j~DWChNBHCjW@DY2qk}JLyun2k9 zk(4G`FiTySpM+8BHNwdLDK2MJDS4}2_eUm@f|6wr&k@fu*Ncx)FD>hZ`N_-3H z=Ej->IW56AGMhI~2{sYFn@cBGPX;5p_1)m!PA#HG41wbGuAnq9fn}I_PU412WPLLOW zv~Fo7h<>x$?YE%e;KUj(*Q0AAiETJ~|1W#}`_(5)?%NWy-dX4tbp5kuq%xp@V!Ho%w)@{-E0^k)iMzkqVa@m1p_O!Y5=BLLKn8K zqP}jFy31L}7?Mi;Q$)o4@$6Hz$xsFfblWVWRpUr>=;T17*yN?uTHR0_N1Dg*5wC6F zwPC&)kYDa`W51$*UMXezqa9v6g&s|maii>yP!sY=L0+d7;!hd*H$^bLB1L$tyB110 z4x4Dt2a6Gw3$Q%|%rh$-z{SjLGbf8xTVtlI25`P_kJB}8z`0P!Xg(9&^8u2TQyIb$U3@Ii@&H&qI_ZCye6`7xzYAb|>Fgs-C7U*C{X ziw$@2)J^bKo+4jAq6DF^J8^6;<%&Zr>u9MVfg80sk26IcH*c=>k=K8-50LVCVlaw` zo91*wb}RgJKG)7*9W;dZm%`$n>??7Wy_|YBNqJ#-RR9yl4@L&!*mh1q1m(OkXp*jj zHx7KhSjp;$?vr0Jml=rE=jc)@(au7`mlwvhzHLa6un9np*LFRQVou&+f_DUIea6&W8Pokz9ZNi2EB*Tpo!@#AP9<~#Da&((5Y~{6OsT)mPEdBMjFr7>|1nN%uuSR z*>Fjeqeet%j}W2q;zI)A2QCb6)7Dv#&03r3hmB~Ly*obxA1;lc%c*)}>G%9n8joi) zG2z@4v2u zF^>Fb1S+PX%#6p{3GMl6_uG?6DdwPU{$LA`@HK?4PN(9zaR|sa=nZM{erbw8UqEL_ zS)9Pk=c4J8P-D2#{v!s-4VOpkdWAJRryf#VSfjY+NFR7z&nx;Uo3PY0YJ5&PwV`{i zE#oeuel{khBnZ>i+l$8i@8xNtH*!M}mj~`?oEW84_nY)I+$zIk>teU5Kr_WnP zUGA14M_ge}EaI3L&7*=VN1%iJz+b8Rsx|A0zArc3*B=jKvp}ej*u64><&rC+K3KPP zVeZn=3;v5hh)0WGZ)3Cu1U_m98Gn%S1>SQdZ+aqM3?nMm-<{UX zpGPLsi$&}X%hv&FKY1s7=ACcg6rByaqIGA@_nzCfbAqTzLVx6Gq`j7?k{{q?Uw%2L z94zZKo38%tjyab34Q4{8yW?!I#zSB0?p*h&c{q%i^;_G*8}MRc zn^6Os&o{Uo9R-)3Jd}>J#m2m8M5kEW8-L1Nk1?Ius(-XUmZY$BoaEGuw96DM*TN`} zN=9uOxFVdKE;HKmpGjTF$5SK^d+8T_z~s7fVY^@U$6#v$Ji65yQRh0p)gl~j)O@Zh zkc<#au~oWT;4qyd&Cn=M zcW4){yMSw5;b@~EtMcd_NRQX+nrOcDlhCne{mZS%Ypo^KW7b=_lCZD~Tlsw!;6cMG z@$KgW8bkw515u~;yOz&|AL1~^(rN63tPlUz*&6FSF<&&Ws9NzwGV%RGz{W``wZUEx zw?CWBXO-!hjF9lvtD2b4Gxt7O|7}@?CgcV}9X*bmnX6R!{p+b%x(F)$j%3S+LL{L4 zdEaLP@AQvGeU5QBI;3n{_1t6s?e(H`rq=X~#~HZYwVRSHNayS1P0q(@yBAV|d1;~4 zlSt<2@;ZN^MlO-59)2a2%%Db)rC**==lL2HaoHgK@7W~HR;t`*IE;;QJVAE@Mkp|0+Un~*RORvAN6A_Gm*TC} ztWXyw_Ev8lWyaJsOMyvO;>&}GN>kp{#H$@YsaZ{B>Ix2zMyei17XAOn)?0^Fy*2N{ zf+!&Zo9^xo=~lW0q`Q>{>4vRzDcva`-CbK!T1vXRHofWh!||N=_dMU{To->JxLGl? zX3g9)>z>iuNG*@;2mw*IDbj_ys1##!)tvjZ+TTaM0c;3eKA?E=hBs`@id78MH1;)x! zi&u329J=Yq#@uGk#9%z!OO&lwx}_>$wy*r$zVxRm(zF51qPk*~{VLwS!x3!N?Hh|#wWMLE2VGaDT7 zzPb^2|IoCb+~WUA*AY4w&7N!iveuX>`l#Be8S{{iw-}|~-4Qx6R;~4MJ?&a|RjZ8g zXZpn}d4UPuaA-@^%@51(d^2BZI_$aIJ{5<*U#q+!W#jm`Kw1mOjCFcZ{8r9ZVn6~U z@|IcitmrLa%E5>~VSdb#+n2##Sc^IYEc`<5$AsBJ@dyjUQ0|G;-a^&%t2dYaQMm9cUtX7m5wZPDtiVW7{7Yz{ zOEf9%K!w-kVNoByjyHXqesdtmqvlr@w}RLsg7f`dae_cQE=eIC2zG1a;jT}MQi<(4 zS8H9+rJ|bwjd;FZIV+Wot19%$Q^AThNkzdLmS6F%*|oJ1T5rAWQYrNUV)`V_iPdh;!`Iy@9TN zFBIw;rHb{Oc2-GG6k+U^#xDUae%Cv6wP9lN*jeFd!hCRIom~keFM03H z&FISqPB__w@2?IO4Bclj-yaO#D}lm5`w8cj@rgdMcPcl&+ao`m#<$WVw4N(nt6;2| zfo|}zs7|zLSqS6JH^Ep~pU7v)RAPWOBw1$`{2EALRyaklYBI=_y;6c=$Lz!~Yc*Bx>2I-y=Ri1OX@A9)gEtCi6X^MtgDkA{RUlH8pK4{fF zJ9W!c@!;Pi9;*@vGgB<^ZNFbe_Ea)_S!OUfJlQV$PU6xBovg{~s}9FPgM=MUw{IgE}iT$o3u^L3DGzT0^6R`EtzVtbx)ynsTxtxtQ>JP!ddO|*IvEwnwf zR08HH>71-NR*mk6&d(w+yB0~eecZOT|IVezQ_|_X>x6{+)cgM7T>MI>;HoNf(OsS5 zSKEHWHRmvonmg;p%=q&&Fk6OjsRzz;P3;L%-1~hit@~5nqul91Zi`4d{Z)5Zt2WN* zC3Tjqg7Vo|v0D+38I+_wwWc83C7M=lu8KN`=2u>=Acx(8NH?!;SeKP{8ToF)t7n(L zuMKpiAal)@><=Z1i0ZGJYrVkcetC;|4+f|BQV$P8rtw!dKZYW`CYZ{ZGfF0T2PNGP zUUVa-B_<}eqdQAEI(nq~p?lroeGM#mN{qphGJwY`hq762*v{eAyvGH-z171~ZRbl$ zrET-hr(7+S)OLK&DHu_^_kH-}qBQKoWKNC;i%0{@ULIZmLzT3PVrg;uD>m`%?H<=ihNyI@!1?hs*s(A6M-zr^ zxi`g?hmm1K4I-T+@JR4hzEVFonRlc@GaAoc2t@Z;Rt43{^I=Ta*0qyB$2yeF=~ZPE z=_Iw)E>02_fjiR7_G9(HvO0pIvDa3yC!*fEPuLbc8ILZqsw!L$@G=ZOm~^x| zw?kLA#!9Ypz5Gr(_uP&^(p$MhM?Z_*j)uOzoaH_zsy?yTqsb3FO4vB@egL5!nuC2+ zzSeT;2-59!_J8)TQxhAI7I~|D@OsdLYT2ph=*x+)-=PLk*;{b*%?N@-I=6cIVhWP| zdXp!c2HLNymin3}D<1T$Q0+Hk!i5YKTbw6KtA;cCGs(vbK_g;RN9x!JF#U>iJ8XQZ zXj0Lh-^X7aA3C2l2Xl?)=q8fI(i^{S_J}mgLK=B_L!aW1qjpnvsvpNAHm|NCKRD1Q z-{uFyGagy{Z6LKM91*8{eymwO!H7)TideOATsNC?ly4(SRZMKVQQITQgeYpNO<-F@ zbHQTkEH!XbSbHm#+}BegB`YgJfgyqfZG#;9sPueqY2Q8?hbtmjV&l`8Dt~oy1Yn=E zUL$5wGe9DY4}r(zX^NQ)Vxj)Nlb2@lMoz4i`yc4*$xS`dJYIYQ)*_{ zK_Bpznw^v(^_uqEJ2!YQbpM_yp?B_ssqaP4o_@@}mj_y1sNWqq`CY7ey~{`z{=?5x z68wJq>@J zWizt~^Da=+MTEO?tyA9Ua|stm|HTlQpse~i<+W2g5t;9x2GXgpX>QlHM+hMeN?KZa zkYq%(RSV0(2TGl*cK2)nKOEC~(w-ACB5=bf$)eW#*dy%8Rc3sP3%}`~R|1M?s80QX zJqw=2R@z}9tS=t?Pf^Evk~=9N!MwDp8KYEU#y-&H&fUQ4$cK`6|FO;aSMg)P+41zx z-(!hIl-1Kff;EyMKU{!R0eUI9IR^Y|a(aXk+d;y((@)c;<|PETET-V1SfNfsPJUAv zEcRbzQYYY#{2R9v${jL-;Yeg5uD}aJ0=uO~;Gu96;;I!tH8Zk`)_2ub+$zhF&#dXb zXKN3H2^&={bwHh;JEOfB+l#r}kH@c#CSK%PFmwr~i})8Fe#`%=b26AlcI1TpV@;~P zQnv6}(azr>qYX(3WWptF@?jK$d0uR-^!~3@_xN055!m&29L-n93U3( zQ>hm%Me00FRL$gdj3R#*Yk~qtL5@Hv3`b!7+z*QgI5Nu6M1^7eU%-5eV}&U6mH7So z0GSR`LV~>o`*6Tw{>b}_Zus5d>*$GNesE<92%`RVPjApj-xRIV`niUo&XN*fuf2c! z_2W!tNTWr{WQwObONbkP*s6Zns(WfKby}K;?qmo#S*M^h0!tfh!>M7|VWzkDghg?J z?~%^=tK&PTUHA|X*XNTc7uV3JsPK9tuxzZOFR^E|GI&2iv3$IlY)uya6IC{1xzM5yL9j6P_r zjhxaOX2r(v2?P3OdCxP!~3!Ngf86>G=;RgM9zY)>NY{-l?l$OVeNL4L@tic9r z)^H(2C|F~bxl;O$)xp83Yh0>zWq%z(nvTx-V@t@1@%-=Dvy-Wuh1`t!@WO(N&W(L> zKWkgerPO7o-9U%Pm9QiZQwDKiowM!V&R0D1N1~n3&p4CEKR>^wgS3~7Vh?keQpkPO zLjOWK9EnZ;4H6O@1x6Gypla?!y|eCPvp8Tcs1rK6 z<<~mkY+{J~G^$|>K_U~Gm6xMHxW#ZkzkaEdCKP_Qqe>;4gMbMldwv(hm5fd*+!jA^GdLu5G}JM)_uS`m1a6;orIX=c)i)M4P(Qj z0_oIv6b8EeqLbH58zn8;JWYHMrJQN=;^@8eszD>IgK{$Z+gz!)fz8F%sMWB;r-;N2 zPDET6_rb}f))a46VH%P!q$rgzHUzL3I|hbeijhBk0bo!7c|CcQ7rHvtn&e$PuqX#$ zQL%q73S;z-ym$e5!2+L<{o=J-=&ZIRg?=0Po~J^yyuKace!NQQ@)KL*nY)kiD~|is zR_Ub1HFmTH!(LrwWtg{nwBg~AKk!5(WpTm2{+6y?HXQ4iYZ;4pqCI%kA}}cT>GE=6 z)cG2XGP<3tA#Z?k=Iw-GxH}tkp5!XS;PoP1V$9_XPIJU?mt25HfB1LbItm>^J^|?f zQ*}H(sZbPYI!iU`=3Fd3ZEWE%uCRQ!H^r(~gYZIZMg++AmpQ;Q2BZKPWibhu%u<)C z_~U_Ne_U?sF+8WiL>cXT&@iB$;(x2>8?l?f5a>$oLLN4-F%t0b*M06flP!J^qy`2C zz#D1x2inF4vbVz|QtFpj4vlA-*@RwO%wfun;Y@I6Y8hW(G0inP1mfZusrtL!9-%3` z;8zgyUvvExP(W&H{rZfMg%z0Ha=Y+%gDAR7g729?Yy~Zx#hm_yEjCg37Q~|SN+Oz6 z|E~B>0)U9;r}xiUXdokm5z%bI(3JySn7f~uIKQ)5q0kpuU|D_A%~bE zGLITcjsW%t%px#(gh2lgXn;R$@LxZ*0gc)N{A~tU>)dbe7n7o) zNd{?}lx31OCgi<<(D429CDG&e|4i<$ znLeR}$g}-9BA9RkFS*Wh@@a?FA`1A*kx%V3(SB^Ka?p(ag3xAxP7~gp_P;~D&2EjP z{WZ=B&e;pr%a7}hBpHzG-hxAScw(nGNt?KQ~1D$3Pcq-RP zF|3=A1Uko7@!pm$KRvfFYvmp@Kpt%JzL%UKqQc^7JcAdMH&S%CR8}wOJIuPOMC1%y z&?seS;2P`Iua3)(QL0RbG~q6kAwyGsmq~W&V$BD=aYs*0_)`4W)%K4n{ukm52>Kcz|<=gpQBC@OcXtJ1{ z#rIu}uCtnA_u${W!xR^#r`f9IyacB{m7uLTg=bHQyqw#HRQsqGgMU5GD8oZ5e))#w znHzkV<8jhzmy8Qbw*&7TOWycEoHk!%03Jg%Jt=8X^^eX@(AL*Y|J)!d;&fu*LP6c4 z2YRNT*t@w}NHq8VSm^H`yY<6T8b?74m3p}|_4V`x+<%;~f0k9D*s+p1X&pCfq!@$Y z{zo1dbqLJ4mE74G8FRPUiZAU~Z$-O3Pe*#Ap;r>1CB(&f;;A{J#!N#CDQXXQMdUGs zP*Qy^P4?s5J!9P&8PD@zWVO@}o6G*vp}z_r7M0VKLf3lNP7I~_1o#S(E=Nq7sM3hj z2mMT`n=f)VRvhm`_c1p}Wd*;g%m23u|20QSYPjI9mLooxa3Zhk(y?^_(@`Gh@3%N7 z7dH)dv$wAn0~A_ho^M>UaO=TG|A7UkLkCU7u7(Ja|hjc<0?m(LA?Rv;lT@w zT}OMv+g+UwDoNVvtl2YxX(=7b45dlat9V>@Ff_?X`Bx0id zOX(&5`cE*-3heD#uO<-_gYcZK_J|P6t`^$G;t~3Z8>uPlcBX(O-c9m7T{*;(O=9!jC>pNkRpgR?aA^ zN^Ng<1`8xyr7EmrciV_EzFWD_G^OTDa&s8mEoo{^^GLtT5mer^CNaG(@Bgu7J%7ui zE(q3B_?K-5iy>jMNAG2}d$MFeDUfuOSRR!gi49>eutkaba^z47Yl?tnWM8i0vX*sR zdfxhB+Ivdz{+#x0MriN&fPtXF$ZJLX?XLULF;}^d^)@cg zOQ-L@)d!4GPAfjVCMg%0maN!&=5qHSX@(xDk!byoe*U-B)rChZ7it9piaDN`;=lA6 zf&*u5a<>KV>uYAE(Mpq#59w!cu2Zwi06x-A0?QItw50iPD+&vj{V( zr%kw7ke@oblF&nsoQnJRu|n_>hz-12u|OgwHSuw(|F%VcUsiwA6dx{__h=D_S~>|8 z!L1I}FuzLHY&&9KiO-;aKHyPvqYjOT->3{tr=J7+#^+y!0gZL|f z%LCK)G4m|RLsbF$K?PB3jf?xS4cxkMLt?y;P z=xiG=@kaA7{$;)x6v%z}e6M*@A5Y$+0ih&-qZ%;<+-U7wd6$0~b$O56$ZT|Eav3w^ z!sQIHDF4sJ34ZzKV?Vyxt^-t&|FWHd5*>Y6h7vGxiiDs~e{bz?8l!a&X37@*h(}lG zarplpQ4B@}48{gH<<`6mv42LAV1<{;=%s{6m+>Ud{>x`NG++N2s63BLhWpP*}5=Rk9htWPxCuA9+aQs7xEke0m2;NfPDc^)73@#{mWwUf{bI_~)@CrR5m2c)&`+J-n{zQAUu?jE-Ws7mzm$(12zYq>Mf~Uc2J+V2+k9!X| zpJZfYgGs`8wz~BZ9kocUIYb_$!J$YG`!mkiY#I{!sSmWu3F>zbhpjii>mRbNMIR#Z zj)*`jZ_3;I;{RK8e@U1e9>mVMohVj=G?AsM{)f5>dZFyzjiIQbx!{7 ze@7Ij5`#0jT)d;#Zn0`G2xBu{&Z?~@{$tzh5$HS62{|cMx(P?i-C{n$lru$)FVe1l zuMtt}XX_Ev_s(WB{>Y-wZ7C&pW8{8fOu3)rFlW)E$5KJB&9wt^e^rM_w_J5%jzo{#Q|5&<= zz4F5el{iaI*R0L`m=cp#Ap~~3hPd%+S1T&fu-*5r+e0;9?o;90Tpi(ucqYvlW^K-f zhKA+!{;z!*!p+z1)Q=JnGeWZY-9Rw#pdHDYK1=nM(lqBXS2~*A_ZRj=x!Q|&#pk-P6++d2tU2}hrcku0`&+1sQC9TxgaB{-XE z(0UP-5e^lUi#fFUS2*ve{fuLHTWz6uwm*YqXJ_|W;0&OUbXe~LVYBMtkL619enjOO zO5uJ{s#{-|;`b|0cKi2mi@)kWwE&g5?OS0Ws^^=->EWK|yV^tJRp#>S=p$4>Z1Je8 z|0Q}6tWk7WI4(m7nGTPpxI%!U-ijh9171*V?X#~WOj2HvvL&H+G0btmNg{#6!RX4< z(-Sf|i9@{QL~P5J4sgVTN^4h{Ri@OwAOEJ+;IM+1na<}3?{TtT>4{n!1eC=xRhC$d z<$Msjzq?$bs_^u073kXnEP{j`{2tG3czp4c(f0Da#f_a8_qSHJrTd__^{$HQk5CFdf$EZ;!q}&l?9-h5bpW}>w^hR1)<}B7VYE_Dc(4= z`$H)VYCpUa^1CNa)6WDdlUxtyi+oXVnXT&c4i69e()hXT<{RLK(})zkW0wc9)QUAq zp(h*iC0fRw{NXrE35w!|67IQiG@1V$)Bu;nGFQMdDfDzu%2p$Cv)ZP-kMlX2oTy&A zuP`8iAe))08R3_`)7S@hFXVEOMn-~B30AlC^dd=Vm2j?Y5n@P5Y%4GIr`0F=sHrX z)k64#MseV5?RO$ZT_aA(sjbS4Pa#kNLhqO|y+%wIpb_pve0r8{y`5H-88SflQ*eJj zZRl5&2~=HV0TKPKv3`~qoXuR_%Z-6VO%E7`{b&~4BLO5p3S_k05y0oNi_K{<7(y!S znI-#`_Wq(DU_L7%_((diesFMb#C^pt2?J3{`E#8=J_|Mfu-L*+$ZJ;;RUZLfsIM=*L4yKx|9gZ*MlC{R%tw6;D`q{c){ zti}bOZt51cO>9`MQ!BTz6?OrflVXlCk)P?EuA&dO)r3#?uuey(EN)@P8aKza*3%PL z_|&~sXk;S9z;V}zg_{4269;G;pj(-Kj6NMHq(yB(i>1{Mj_*(`>r<}Q(DDrglFgSr;i#+q{7xwB}_l-@cB8Bfn(s6^sF{TtM z0X}s!to+!c#C}`_w8Cq@@U2X{(wjf^uHQ=JPWJWnGw}3mn~&hnc&1>0e{|(+XMFdW z@gsb^A_6>X-CtI7E26mWFp>Lp%=hke}@I<3A!Il=ITr4D)5vo(kLYa zjB|F*-NVh1=sLg>#lGamFZDl$0>chj3#<8!oIf4HbsN`v5$JsYN6N?vEJWn_ChX&I z8vh5Og?f9#T9j6|qs5w%V0NrC>3OCcM5f70rz<6vP zIq}JZGT1`u%KC$OMn;g_hJrKL2-9T!V9;!!fZlxliZ8tUir6W~-vtJ6V?Di-{POf4 zfA0Ssk(F5g4L&aFXRy&iKMAs@)|9sZW9v}tL4=XzD?Z*ZbARn9Vt)0GB-~o1>J z+qt@TkX9fg?rl9?_RdrfW%UyZ4&>@|D?Z54|EeR^~j3TGD~vxT2*YAyA{d2p}` zXHTdA_yni+F5Fpey(V7N7C}d^n6T%xJSJf1_NXv$GoYuq%$-sC%^Vi%?4q$pQ`_y{ zS19Stm#;rLnUBJnuLJC|0F@@DrEIB>M!!D0*4Cfvrulxg^13)4P=VrhbRvF2rKl*R zzMfav$M8-72U_jK0l;-F6GINy;2p(vi9O9f?t2S!j3DHen`zR*TDjuv*mxh2R6z0) zi>xbUtJ(ah)tszHVp>(B(2nw;#4yVdR&AGb%vwQF|O00+Qf zdz6AEN;eEjyr+t9nbXrz`0=`DJP>FvJTkeaH#AJf(jAH=E!p9m&;N7*Kwn5nNg1yf zLXbw@K`(Y8mDdf9Yombq>pQFc+62fF;|aVm1%yqfideVqKqa-JCyHdi;{E%#OT2fiPql_mIIl)VD*r^+VGK*W=NB=}f`bck4x5_`Hr)SJmna3y^fA z5gJGAnH@=KjuxO0Lr#5b{~9phlW)@HH-JZa-m=RjJc(12W%@)wDp{)BpcS4P$Wqgi z&8B5<+3oB6qJ7%X$b7e&94vpVr>8d|@g(tb2g}eM{~h`N`UDusNLE4jaCe@jJ^PJ( z4p5}9Ki&Z^BEvIFpUBxk{2@#2x>1akH%_Pupp4=!%b^tWGC~$Blb(oBpwc&pl9xq| zK(b8v%-j-N;K7aoGLkN+S*kFNIimcwRW6><6?i9?0j+Tu0vszsHS3+bo68S+wi4ii zk(SmbhY~yO`{n&;Csx2yfrtiF{7yRW=zNpJDU{ z;-$F&^u|l^yh5#eHF(ciCWiqJI0(DW(c7Emm=!>P|uo@+A@xJ;+d^h6U z6-hMhK;6=6eR3UPGu_@b8umHowl|vW_y@XZA?Jx?Sn9aL+7wU^natrt8L)VA*7y$~ z_TNg$x4rdqKhCcIjh;UpZ!S-<)TwrzByiN#z)KB|RCY^kwu>R}h@><59A5(p*Uhh) zV~xv>y~FhGI~cIs#V^&LGD5gGeSw!A8qKvVAm6?iie*yUvz+M?lPFT*u)t?8bZ}N! z&i#QWQ!}OEA<)1^nf3|0j$97Bi#l5O1&J6r={)g;_{- zyX0QI)&Zj*a8zs}E8pN;H#?&$Qlurks(F{6jw*Qw5E~ZLJ3X&()EnmDDK&Y4$4X2N zsO#^>DxZZW7nuZR0@Xa36-0*ep=E(G_i4JQrJZNWx`a`Qjs1+5;9NK1%gAb6WcwmS zcCiryeF<>1f*Vm$I0h2&qfW-t=+}CZOqDE!=x`TjThuaIP_%6UB+%0a3!tM^`$3#0 z-!fNRbMr(@O(XkfOY7Xiw?H-ph? z_)DKXE3O|8r_VkI3SlK4pC2t5wpy_tYw1j~3y6LBA4is)6Euo`t(GTKc0n;-P-QNc zYj&K|sbOw#w0MUolR_OTVEOfEmqLwpe9@>TOS{4B)Ahq0B6B;}00hFsz~R^IHpUj}c06z{lPY+|bYPx@kGxc(&4uIMbIh(8 zI9;UHJO9~JkT9x%i2Fkxg7@=W?)SfdPAlV=>5B&mp>MCSm)~2zd7)!l0^~C66_VKD z04L`)a1tk};d0j+>4?4>pc@GvOm^#B1(kCB41J95F%TdStPCT*9e(e1e7#1`m)g~4 zQj%|V-?bcHwh?l>J=nO!g{nS{+i)5o>RtC6+A~f_*{tEp6 zE106h4qzC!VCbA{$DXHb**GWUJ!1myfDf1}$@CNT_SUm16INl{rbc&iwu--%;^<>1 zcb&gZ0Wq=pH#HSxv*MUlrZxez_#Pb#LIW$cY)A zh{vwy#7`qvzTg6S}d{{sk`*~;W9*@bvXGOW*i2^V(W|rTQ zL8pb`-QykzNrKTo^2Yy*;{g~cFlzu%CmB@z*%KtfH^Q_9xC20}rVd}@N$_g@^!X@U z5h5=M`gcXta_MMT@pRcr&(Iw3#v_>Vb-#(^Xq6dtZFclbRrLRc zoR30_Lx@1VK3Z%GM%@YATp&_~(nFldxOJLj{u&So4hs(Dcx%KE94+~($W$(b9L^`|%U`)<^8b#n!D0=6<8TeuJPa{^<8YjR<8W0{iM#*L@%#UW z?wA(;8;8qflVSNAhui-fhjTrk()@QE&gyR*jB&$o=mj1b1jklQ-&ern-DXV*7vY4U#teMMke7K;T57|2-z3)e=Z#{>y+6 zgb0a6S!!=2-oP}2KVeXt=O1bLoi9i{`4?%4Nl^bmS|x0>8LI!5F!kRO&cltb`q!ix zl;*DwwS2_;XEP|||7>B5?Nk2df89b1ia!H|WF>z6=Z~^uJ%Xn1K=&I1npzd^3@O}K zXq6^Cs2ATjRgFF1kX`qkUjH+~e=Hd3DS&^YJ>7Pa{pXjs2oXZjZ{7i{&g=O189Z1F zs?@z~!cEVcG3@gol#qc-iT{ZT0o?N`0E0?@)`%1MvoT^4bii>S{!S^xR%d-_Fqqs< zF9CL^!U41?$IY6d{a=<9BjykpfUe*8sojnE6S~M1+#V9*M|!m5hp9xEfGo{_*lK7k1`IYv1Q4Hf-=LEn?|d~3II=dzz&!ux;2<_ZKO92v17~G(E*cwj2Ws&qi zD(GtS>cfQ0orue>IuKvLg<{g6aAW{*$s3@1$J0KZz<-o`iSOJLRx#OE*p($yy5jjlfvF^U63R(Y?N z%?LS#)PW!2_oAwoyGy-RK0%6LQRhXHA54Z~_zXs)keg%KR7 zs4ptu+)0GvzARGB#{{xtF18G%j~Y*|iU}OjDNUgXNq2*JQ3?@eN!Y>-TCRKSEhZe< za2sw!$dVfrUk-;2dsvRP8}y%+sX}Ub?CX{czG#_5N3hYQ(fZk10jW&fGEu5#Y#mak z6jFd1k*y|>OUb3Y{rnY=!{LBbw3a|C7yJ8W9VtS$3=HTdlLNddbAPxO20GmoNSp!8 z+@{;3*>Y)y4Gt7Quo0Rm!qTkmPUa+=GTTLYDQ1ZE={Bml}S z1@I!o(kYYP0?0*!%U*)OBbF9I#LN0&y6mN!o14vi1IXia69*)MaGja zKo#@@7zRA=b=&6;;iL&ih^Sjf!-4tb0VZ7p-o$v{u`3e(iVd~01Y+p{KZdqVbVN;Ztav*Jbiav( zep_YpqDK5aJz+^;F63Lo#PF*iUNAu-Ww`;E`&Mows^j^4P=VmafeD zzl0)@jkPzZ`aT*aF=}$a@RgKXBuPN5pH)PJJU9;`oWIrjJ%&&)>h(~B2vFQSD@P}b z<+61$Q!rLQ^4i$>bmDUlX~|3_6rsgD({6r;G+bBd#nBJMy$o zAz^*)((bfyyJf}7DwFUEl*1<&tosU`OeCNn5l^*14n%AI3Nj-@`hfDVvL-#>dh^77 zvF%-5x-2H$tD2^OVy(6A@bHr4U%`Bd)msb4upQ^~Hq{&%U%i%(IPX=PDLiYe_&lxy zKV(uqI|aM*GqXXLicZ}x?}btD`bd_oiQaPos_aF1D?j2!FZiKs=*0GDhPX1f8P@*> zWMD6y>mxHq(2A5P}Lw}$cn>t8$2 ztj}|nQcPKq^?(FughZhd^!(*(fL$;~q_q+b3Sg^~PRjsf7!>sFB@s`SezWU`W#_wV z7qh`65b?+3YG?{Qqw|b2&}j-@Uqb4GV}~X{HS#1g=&3{<7BA`xE0mp!{JxP;99pRy z79iRJ5I)U}(lo7==ay%>8`M4184U;-@SSY!x0puQfJEWil86CS;(()~%rQSE7;14o zqM-REz|YS>_Wqvbv-L;p!Nh?W7!f{oOHXz#T`a3DBefhx#rECTf|0c$U1e;hG&c4` zv=a^~KB9ipQgQ&d?w%y7_n!L!0?fZU#I@6#|6tbbaMle#mieon*(%e8ZF873P`+tW z*U)bD*$aKst3>GtfywM75DzOw@qOIKt};^y2dFAne*0NY(AL!uzmyY1{FWV+!54XX zB$A~S>wo!@%GLs~+sfd}<16r-vSCs&uk{fJpP<0%jY(#2son8f$Jp3W&rb>ph?=)0 z##5i=D^jVsWFRrH2H2%uph|60P#yqikC!{2Dx~r#K0_b_i?|5UIrn8?|Vu*Db6w)ys=z@M><=|BHvP4K7W@fITvjNxo-W< z^_?k4Krp%ZZfdXfy4|{_aI+oYA6pa=`OvYlZRB};e03(=ybjNrnm!mx<=xdpX;Khk zJ5t0}tLd_`IdHSi)Xj({%^lXrA%8#cqkV6{7l-|_P&QgA4#_pr1ebfl9}fcGrtl% z;~Ih&TWXsUna=#m#I{W{u(6xa%K_wnMkXw$uF<2<%gJU1qEdUiqezI}=19El<+_fV zQk>=1iUOJ=83Q@6<*vBONv^5mL$~y_DJL7q( zBQf%tcFTu%hydaIOI2!l6Or|W=1YficL$9oyGklhK*$ zjJqQTw|&gy3)l^fLwa5tINP5`xa=x zaF$W~{NOvT^uYZDsU+9eT57%7G2 zrOAwR0Ut;{bnSD*J>b`Ao;)eZuq6^5-7(*|acS^7nd>O+W<204%tgTxw&(@^@CL8& z)KAz^mc(8+pKqRv&lu9vx_jeEgJN{T`_kCdHZ(weXv0F9bB~6|FwE>WibPPu=We|p ztHyrGz{5lC{cKH9)vyPUx2X~a2@;{BqwmkwzTmc=l2B2J!SwLE+Q0+6`8Vd=J2wqK zJx-kYS$TE7%!ru(#CB1`#l+01S}?a!y}mdg@=-7Z^J*y1;tdea;493M0rvuCPHE}G zrHVRd88E6vO?$Cs`D!>@TL+Mb%&|u@ZwuwXGH6k!+0*B2ae>6y3G_G+MnlhWxbfb@TWDkqbVh!@%AnWByyBV%d4;U$H+n|EUGo91Pu?E-x#DbUM@7X1DSx zy)TZu)>Ei>ta>VySR#Ol)jW=?7yBqV^*!W}(_q2#0igLk9#<9xx{INHP}tOY+JAL~ zx0P^$)KUy(N`?x63<^VkUtPA-EoXG&7S-;FR4}Yl_IMiw7-VPqz{X*gn8kq z+Wu^*ZZLZ-!lwKcHyn3ZXSeH6y@%}-_if9^grri(+(|WlW?e`W9;Xn zc_07cHeWfT_z{nl7&tXEAAWTB_EGNk?U<^6)|Q@yIF* zIIy=GramD(NZ$+RPko7ypOObim?DSyp^ogs1`Wh_Mp8XC=Eli|Tq~x%`o&20zbLsY ztDp&p>rHv+cjKm_GQ5@VHR#|l$sfO}v1HCDZ@c9a9S?82`RESU*Zm1ITaTm0RcjRZ z+BA>z$efW{(=F~oP|@CV9PjZGjp8$=TRwpOV;mx^Z=OMNbJ#z2qq%!E6*(_Tf{)b7 zF?BSVB7x3}xl3UO^cmwMR1#xnL`{l3borTknK(J2 zZfQ3g-Y9tAlg%K!VrPU!#&Y~hy_dMsW4g_Q6qyXI0+;A_ z->xk^Qp)XcXwPn_XwexH!N?boL7TS+jf%YP7i88YbW$NLb9o|b=`N#wW+1o=xYlJD zlo(Ztplm52JJ!Vk>2A`VPPBL8fDA|*`hH6$jbw_7*4ZzWA#66RGL;9(D@f+)0O1vn z&2Rtmwre@tI@;92&Aq5XTS%fb2|_hRmJ-;9e5d-xT9}c`%1aL_~Bx z+dL?{h~nt#s$p%|Lw=C#{E|AMotqdDIVq^48KwQ2vZaOJYvtEFAv81%liJ)j0=GWv z2nKDwp_I>BFbHu2il^B0GWc>iN9A#t0!Iss8yv0}ojlDXm7;C<=-O7` zqGQ>VS%3e|>zsKZ(igLc{OM%t6D%Vg-~cp)xywXnd+#B*(rhadi_4aq)2-dzG*1z)9X9eiuh7*EcY zMtvg^S<8KYf0^f*w5redpli<~!(4W?*mcl+sZylJaDEXagwIY5k*96R=IgCxMZtrr zQhH0MQ#+ZtN%x@cP@r2y3~67-2fw*G@qE2#oN#Vw`(6^X824n#gpV&i4r91t$ zSL5gkvHjLX$9xj;)8|~Rk)mzAT-20z455R=Xzs)(*xHXHctEXf*^kB9&ygDPK`O7CZ?W-?i z%#xh-l3Fo5k{@vcG&t9~J*ms?^9+-t%_R12*MRo3w{N;My;r(V4PgC05IwReAIuIZ zAwWVKCc=JHwbP4$$?cnuz^C)E?Y-Fz zMPfTpFVO-aqLZoz)(c@^=u#hlia#<}_&k+uR@dv6VZ)ckGM73+r=7}azru>{OnrEw zBGzIl30|ssk9B{&$M#N>bhgjq?)qG9X`m?%QB=3ihGUOVCdV&@&jyoSW?3I>m`)P; ziXOgpcvq4$O)?AT?fr7BDR3kRPPiC=E|Qw7Eg?0lop-O8^+LZ<2Fl~M-e!cK4;ltX zLpW<`oF2AV4*m9`Fm0F;SO{23dh4{u6csq<*bL9#rFuO_c+Rxa{yG`6qOLBC0+K1< z4A)7Ky_@YHmz71=;QRo`n7~xjLut|$ae8Bt?gNrhsa*BGrPhx-|}-Ey%Nz@4Sdr zjh5o1Bg7w=WjnD%cqW2Gd@HJCA~_qYt+jni-u!iF#NZh+{Bad^$S@^g4^~NUwhu)7 z(lLJ}p1;R2r3iZ#85xh`ee^7AvrqE3XeE&lr=^MuK)4$Dd@WJD>!Yr9u^aA6ercLv zbWhdc5Ojymo=5!JZjlW-_yx{~@SP?=mZnIEYJYCgdv%VeWOQ}tcYFgY+r3#6xld|# z5xsBP4-VAkGIb9pq)%tFY-v{!pfF&h1wUasNTK36Rs!S5kjG-dFeppW0zzu5D2hW0 zR!10eT=pZiCCOtI-XDKSWc~=+bxG|Ai2@LephE0_N_>}kq}upxxzhoSultu6icv4qDxSiwX~y zk8q~0HkeY^+fxymQRG+Vyf%U*p$4JJ-OOx-^98B$YK(b_t zEOjE*=0<^FoGDi09vul)Rf8b_PW{HGw=^69YaxL~40@3JCZ z)OA~U4-9)|T;O8kU1 z9cv5$Vz0xXlv&}3^=571FGI2Q>zcLtWxjdptrj5Vn#fXVcQ!>h^qb&S-gJlKg@lEv z!k5Dw!}(Z~rzvf=1`^R@V`G0lr*#EUOf4+vn@fjhv27_Ov5RZ}khy3{qk^~J&%s)u zp%N|gJnaRaV@KTA=rM>r0SFu*|?{}*4-aT;AE<7(garOZj^x%?$ z2rQ+VYmTYUimttJK!!c^7fip}ZG`qRXsY{PNW8FQaWQdYzTY&NR3$eg-FRS?>}3e5 z<`Qx?=OujM16st#>#u6}xUoA6!rj@LO22XVSfP2rhRgyX(#5NkbT{2o?xpq8;9Va+ zx3EFx&U?ozth^lu@abMF0~`~LAd7>>`$zi zYtCmr^O-~#zC4;I%WZivYBPBm1hLR|p+~`u*<)qs*vCY$sum(ut~{TA5Km*eAEpd{ zskLPudt?z9Q>2q}af#Z!EAL^bV&}g{U38u{*ov(-RY&`By~nHUA|$U*dtiXX=X<#| ze~OSv3gQjxuhQMt=cHu7Ho(oy%)EjxwGgHqBaB#`%Tc0^s$zmM)`HX`{(#g=QI$aJ zq@v5z>is=xjIyNA%`wr9DD!mA!(>zd8lBC*oDn)924`6OG*$y_`$^ynqOEU#<3M+m2{$lW{(q)fu(e6t4c1ng`$sC6?@k zBVa2U&3qcg)cGQLQiHf~K;>DRLP~rRq0i(FBq{cqx$2<-qha5E7?1WO-8Vob|Im8b)i_KsXsZ$^ye8DHaOF4u?_R& zL97kjBh>VXv4v{wD@QZ61z>rmrFml*>o&k2IK6LV)#i-~PMn)mce@#1G?a{bNTWg1 zfDzPYIy*Ude@^V-!bof&;`;+pB&d}-Tgz#?4CR-=%A!rxl99vpK2#~Gz>3HI%yky$ zbQy1*_engIBy@cm>@Sk0^j@_`jt|3z!g$+ko@jq&`c>dMx+~=5A1FAkY*Ih5AURfR z^r^#Y80%Vt+dK!eMsATh_M*9&UBV$<$`q|3z9OoqeuvDbSnW2_sq8fU)(@bCkzFA~ zdE(uV51nZDZ}xw;8R9B!nW3~zPE`9dHus#hueq-Le9iB2jiOUEU;BbV z<;9CW%(>5H9e;Vk!Z7#5oM7`7L_X~e9k0fNMu@*~v?{OeJt}|wBXx+n+jN%vFrERU ziYgjFQGH1r>?f=)d7Mz&;$C!gopYR~Ni~6e_!tzk$xGz`Bdb6}hNAI6 zp<4fbgEmO)RQpu8ZTF>Eev~bUM^z@X{pD(NC{vc{t)KX#)$p@~`Qbf4#(4#);zvO* za?_{RS%(Bjp$mdK3k5WurNE-v7o^tcTGj7f)Gd;x2DFM0mvj=ay)qJcwOFWWZmHdA8{tE}uUjBQw1tLoQky{?>yCpa)WFesNc6;hg;)~2W|LwQZ z?#!(hx+k=cS#<)wMRJj@c-R%*R~kpzj1)GY0>-z93|*&H4}E-CO+C%xm)z&kAhmw~ z;~*?^dit`IoPvVjsfAaZT2Tl+iWZg@Bdq&YxX7`Xrv2m$3|dbj>s~x`T2(3MQha9s z*y;{6+O^rwzC&J4PfpP+>Zs27?+uJ(7AP|5)aPE#W^}Hnt4%nqI+J&Alw=rVswZ04 zS{%_DhF8@|4FVV7iHI9;qGRo1qP{VR!8z|Qj|b1HF&u&8v+@>?g=B7?+zSh~6bp-4 zTKCX&Zr|iA4i=ELgk0V%VeNU* z9L<-)p*Zl8xbytSI)!1Bz1~m979w-u%}cdVxCog0jF6>^UJ+5Jvv_kF^Q+0y^^Lg6 zAM=mSW^opu%EVO&Wf>j5dOa}Gz*D?V=Amgctm=#y_CxIUlne@15;b15^p8z21-{sJ zdk5w7lOH874#!M$)b1@l9U+8Uqw!s`u+YZa7@kO2j`O269LHd1&qyt_ge<$AI(8U~rlJ~3AqYIp7>_$*Ng7U4O)bXr|Mr)zZr1YOr0r&Y7FT58i zpAHr`VP**h%Kd%f(Dx@qvLWrKHu?-0z8=rZa-SBiRU^n|JAc#u%b}qI4o&=HT03n| zA3@ZXuHp6YX?6rHZ8kRYIUhUL@QS@7@_79Ate@`aSIvIhDqi*~%;Qr7Nqs_T`Qy&=E_y zS?mjAhg2iP{!O~vt`E^AJ<@79# zkuJVF>_6PACdNlT{3h3_B7HmNK0)x)RKL+$$ro?{H!iWB1e_972+$SriHwZo6-U1o z5QBdH-pQ@{pD+FUvsb!=C&YCq5MM(24qXC`pl}x5TwV8$ekpl-msM2w#f%fySOn~0 zEn=<*tY!bbsQ&)Y``i;!tIkq_{^#QI&35i+HWSsmy(jgV$}EysV%lo z8x8R_5B(GQ{Cx@V0fYU1z}_bwULwNZgCML3d93LpWV_@uxCq!i2@rm;w!XLWsQmj4 z9La>yueG!HiT?b_DPFh)cX2hR8RP@y%PrKQ7Z-+rBZG*D*!WGqWnp{Uawu-$f&Yt2 zwb*|>2PqQff`ARiBVs?xK*wG=;SQ#kIXoLbp1B(=FUzC;BL?= z%(b_R+X*|}PsPWk2NvL;S^WK(!WO0$L3Zi>%HCbThk@#4#MpduzFBn3-AUqi{s3w# zn*qH7(0n9737wv)X;wXx+PAN3dV4UU>~ty=e{lGJUR-hsuGbCC^=#v5t?Ti_2XzNj zwroU#e{TFmoK!t<4`4;l0Np^j{Q^YSpC1HEbJNgBZi~~`{J;TZ1$I_DT~D)}FW7&_ zp#RLo0xTxWslZ-B2L0aFncdOm5Nngk!TGUyP_h6?j#5^87_l~HezN21iJN{mQNh3f z+g!j++Ox59i&-1tsn`(^b`qs{YwYM3m9ffK(SrHsrK5#Qa2CZ}2g1n_0QTnxyj*?Y zAOD=K;i`7n&aKC_cGA?;?DOe!yPsNR_&;8m)C*0z5$roiy{3lR!j8A!<8Xet!i0^R zlRknx{JQs71dEI4-{j0s$53=@U2{Ts(n~`HPe5JeaoNX@51JtmJwwZa`e;Z;?$g%= z^>Z~=_D2J&7ykZ;q{?&?8UOR6Lg#@}+~xcPfZpI!h*Gsy;-==FJ2D_NXr{HD|A_?LqJ<@4ENX{Z|E3d2*73Xe}mnf zqEbeuw%;RuS#3%J>gXPa%#=QNE35* zp0I(gs8fasp(0C!(-0E-u;jpBK8LPGo6Nf@cOa&LN6r=9GuXz zvn4V8cq&vTox_i%BD~P~Iy7@BdMDh@z(`ys!>e5v1qxlOkvtXrUnub< zs<16FCz0a7pdgOdA}ZR1Yt{E&v~PY=BLDZcrGo2qMys{je3Y-%fUl3fh&Nh+ko%e5 zo19u!f6pg}M*TaBV9~4lrO}12RydjBL!%ljTBiycQopI{tn?AoO z%tj$5GX~NJ;L-*$)?5q2n^NcN@}o^VY&Yd+(7)oV<1Lpseu@3Ve8Pq6kyWN8b;{#dZw8#eBN1uhmhsNJrTR7iY55w`H z5w!>No&Lyf2g*Kc0Wao@M57ej6v`}Y)30_JZ-!%B_j*DEXjB@3u>1K}dv6VzFg{%I z-fLpnUt9Z^ZOHs6D9<~nj*E9YZ7DZ!kGs7C$E~vwNaoHC7sjp-Y)a((`WXrIw@R#2~@atADKGUszoP z*?qfNScC@%Y5IPJFI_#LH23Jot(!n6uDyXzN_YZ>h25Uk!z)sNFVxsQ1Y=cLXm+M; zP5E68pYt9d1iyUTV81KquET;nkNPAd#PVvmpme3RdEyYxTK+MmO82Nzo@pYHtF_Pw#!;RG_h2E057#xb9J48vFK3N_Y_Zn8$I(LVc& z3s9`fb(G9ch?=V^E^aE3KVOCRls>wt*ba9wmXZF=E4sj0gwTblzUiM+2lS(b{?}l7 zJ9<2^Z)brt16^_qQftvTl_G**F;|NZi||Oa++xyZsTJvRuLbSrU>d^n=g+?ZEbsVu zYqE4XxUPyxcxl`J_qYF=y+8B0K#s|>F0j|)DQvt9NqsB4U|4D5pb-C^39295Z8RPw zTM)MtxG^eUq)qKzs>|^j#aA{dMHKoZF9uSO_@o*Q|D&Ct>fZ8YY-hwIr7z;mK-VxH zhkHO%xqF-tCS(0(0Wl227Y=df_VG8P&ybD+sX|*+6RUG9E=CVcTDj-d;xERE6!5p( z1Hc3|pEEaXKP$Ab8qDIz))AX*zx<|8$fQ-{RV>i(v7kT(1vnqvcw;JK-6vx8Ni}bt z2+}TmTwZ5x>gPmF7|KxEuBxddHRa^8n5rWouklE8=X}$T!I7t={b^4pi8x!O9P66@ zEzx?Bj>IXa%>GZ?$C-@U-srOpP5$chE$s1pfTNJn&!}E`FC?kXvz7;t52}VHZU&GN zYTn8uN}ykp-!zxFV32x=%G|mYfDHe!riL$sL?~pbEl>i%0BE6n;kJbsEvxJY-B$9$ zz`}xdEbr5r*w!CNrs`l55&d6(C`>qjI_$@3Qtr3ta^V zhYoWt43Sy=cr?DgI67R~iJqR`Vy;-pl1B5po)`CY?^-nFoP8Q|a}Ru;h$%zsLce8r zQx_6-zwQS|cV;Nib=dWo3(}gL+21&(fA@M2FN^tHufwYaZz@Az?4}-J+%#l@YNoLmIV!pANIhLkDH!irN%%dY?S-7uKFeCiSAz8g}nG3aJ+ zzASi^iG@>muJCEo9JjYMbKXJ!s)&zljAivDR!iZPU)WPAlip-*0vWzjecUO4YlHg3MJc8BdiGva}Y)j2jA zjQ0q)#z=uzGsv{h_Ijmdg#nKN0!jOkVmn(Q3Po0R8!V8)&6CZ+p+cBZlC#Yc4#4qbv{gt1UbRF>UXx`TH*E|5PX8eTRrmuOez@Mzb?hrNK( z2x&7Pqbt@9FiQ7OuE5ESW)AG^q+!s!kUC;5_WyNlPgs^>o@QNLkG?q0phWm#V|vgZ zvBBj=_eDTAix526`2;-%5*vLFJKns!C5$)RSQUy(YQm zEOz^E%gFLRFMUKdP%GM9*jn*HKqJAoV2|CuOTm7?XCNf{7 zRcZhB%)LH8za1nHUWkD3b9X4^XIyLd^dq?2nypq<|sWAcg`B zm&f}maK{s3qHB^oCZ?uC6Trtu8iW(|9LL`O>T!I4ZDApe`KhgW^*C=Fe!yj%Qzow0 zMFpo`%6&4GQ$7mSgg)v>yr6q^zEnBsF0RvicpHTwBgX21x|m{M*36g^`5fCpaWff- z=xu*pm^we-tWlB;7>fFP0rxx>8t+p!^YQSssV4rDxKm{DT3FBnS|&2u>?3)q%nu?L zM(%c{G-a6Dj+e|6u1!KJQZy<+TMr(&u`GEhd%MqtVMs!5BUF1D`!V*ax2qq@%8vQa zWf^cuZ>d5M{s&OUhvagQJO9xOOM;Z2p9qX;Gmx59oSEU#|2=G8j?}len0JHckNgwG zVjy@KF*gU2TqX&)+^UE`0C^Jr7$k^uWYo)W?6f@n*Jq0wwp+WDOmEZl#FM2YB@ar`jWv#JuWGvF*KfA`O|K)a$Z0X z{?Ib$#KjFgMIR|rML^vc8^ju$fYi>=?9Mlk2nq^@srJv#%*dyTB4N?Jl2me8%YAo! z>AVVZ0nT=IPrDrctP)Q+aC1TQ>mg$ji>Z<)^<0;v<2Vu7@<0`8q(BLCiGBdUWVaC) zpat#<*mRS(waUtxH`}Ori$u^f-x@<7g zvN$BMt}a%*+2rmeBOZF4)**}~uY&>_TOe5>DlSeH^~)~d&qYCXQ*dzbOP@kew_Tea zQ3lHB0X0B5PvwoBirweax_kJ7Z-@eLFW^u&>Js+_Ek?LM(hD=P*W&&4D=EN^siuY`sGCE9oW?P^H9m_S)0|DoZ-*P$MAyeKAcdACo7}YJ z9QY$o6W6G3BLp?Rd}*U>GyCMVv8zS~My7Of@SZzO-^+{C_Oa8v zi{31QsAmjU%WC~7mefS+Gq1GY&>h$fEpSG=1z`I&cX!k2kO_i?NJd818A*+X!=&X8 z$`KCg#(OSwJm3AALtu<|`}lBmzF#(3z?v)}F<~%Mxzwp62W%T|LD2DOr88Vaz~;xN zO*Th$L?A|+TZc(4s|P4JFQsE5m~{oeTg_@PMnqD}8Gs7@!4AbN*L_#^ogZ zPLClcJz|jwHxeFcvyF+25Cp-v;pDMs9aFHR{-Rv%EQ zHfnE6TdHt?pzzcOiIO2e<;~51eM@W>5)$g1$$ORa0sNv5-CLwl$^Y_Ro~-#C5c;FS z<_a{qD4TmQpLCTB0O22u3u>7-I3TS@dES$0IphFnmC7o&BnCj&L z`;;(_!|IC-tWnS1KKT^VcrgdNNrg3EPw~lWiRkfPkeRS>&$<=>sEpqZXUTQG=#Wq(|8`JYDtS&WN7kqUJFE6iL-L9ktms6&bo!LAFvz0Hh zKDdk8C6jF*OaMY@Hd&H^ah`!_YHn_xaI0*#Q(X-Zp_dER!9_J&5#;nenm_!Sss|Yvx8>jVM}68mS4V)vvoY^jNaz^WOMu(^hz_??~US_NJWIy*(zNl1>VF9obH1*v^%Fyi6_QZCaRMHkPjNAt*Tb z4tS-Ig;}dah>m@YPK`nBwZfC@dGAGQDLXCg;0y)D>w%j!#*En3kMo40R+ zWJx(38!Ud~(HI{*qX(*tVvv|8XKvjX0C#+540MX=P;QmF5;1AsY$sDUU1!!36>c=F zG`1C+WTV_47+hAnS{^XFGt2}TkE8t-gC4&PZG;!93Uu{?_^}BvS_o~ zjU9y~WYFqwHsHj=WB^j0z%aDo>bjloSiP@kYYj*lU^ThPD z=G9iR$8{4}m!nmXwM`dN1s^$oUCZ*nk`I}f{+rDSfLO~_Ij^aR=ul%_{nc$+ zC0nbQU$9+^(`qjFBxx`z#rvF0&PwjMynZWVJWoQ^370kjOa5)p?T-42m@bK~BWi%2 z69YNJ^1IdDio6OeybsXJ)~BRrk0a31#8EfXtP(3fIsx*F&k@j*r_K8U zUbeBXPey&%Vzye@&9jTOIR19X-qR=)=?EC}k;jj!WXnH8`UM<`XTzB?qvJ8mx+;)b zqrSkXAS*+aL_}szE+FKns&fu_Nmqe>uE0=_t`%S{o{jtc@k_uesANJZ(y1wAn~mqZ z#&~M}sw1OEaN=V9K4rI5=1eOs`)7&EFfTXE^;T}WJI@M^9003&j7y>)WSUV>9e2hE zpG;MVcP+KOGN)I)@k!vZ18tz*nwZTVQ90~R1`44OHMbU9N32RSoiSZbE#qb z$0OsOXil}K<95xX+UPHTSvSbRMUR5n&qX83)D*nCsJ8)Zbk;B z`}LWru{OC_?V>U4G)PM11UVEJ^EmB&Eh!ts?uq~c>O8FvC8jW}p@7%4@FPV8Ud-v& zt)iSsC<5W%35FlCjT0YJwlvvIuTO0pdp;;qN;M7wu+LxU9h9W9rYgmH*UILd&5t>J z^FP}S83v@{IFIltPKzt7=08fDSiHGGH*A}~p<-ZQ3?H4{E_id$2nDJxok@L9LPA0| zD%I-es$AqI>$`6tmjT;xTj5m4B>b*$MYUCohe{Q^T`@&Wna@P3l{d*zH!B z4kRs49dB;P*iYhV>o$ZL@fH_g6LQbGGoBl|9?{&>^qBQprj|9_^Azk{+Q@~ope^nw z;*;Zu0J)gO*J|AScB}G`N+wJl52osK-!I)?c4r%k3bEhK7&UzP?od8Bv+8PC98q=U zwxU}$9%NLr-kF4&qohen!SSk%(}C);=9>&ogHr+=QkZZAc^Cu`oqQWEcKBqPA}r2A z^(8Rp7ea{6aN7c$JAQeYm>H_PR&v#*?3o2hoj5o+@HIgB;u*;FdsS~y6~YxdV~1heY6DY2w?3qZnY~4% zZxVM=mJ$-hXT%2gVUsPWWkm@`l*^zZWnkK7#eD5k{w@L{0e8^YUTep3`0A!^YeGRJ z3JTQ8q@=&_qXK_Ab-;Y?JNg?}6>X$l5s4s$;}&wrNYw$Sa<2WHY1w#`ucLJ}Crftmty)<9hcTsUO9z)KVsU9aKE=t6m%k=W zNkKEiz;<0u`LQzFwwGL9h8=PS`z6?PYiuFBW#)}j-4Ej{t^+8M*J~-8)!dd%2N4sARtne1D&b!A`&EF@r+n z#|2ky%FImY*KX6RXMfLFSBz&ga?1*zOMlRB1GS)y_+^t=?S`F(f&$A8;gQ(1N?%mg z`LEJ-7V~}>X#%c?g@v((D0Vv^c5S!gm`$V;zm^PLJR$y@pZ^H`+InVnVAC=rsFy>mk?hld)^@p|OcO1PX9fk7Y4@uq4cFzEfw;XYXsK=WtMNtCU!PZ%FWLfgmwjYLZyW z&DTXlG_;O|`)=XXj!b2z)8QVW`inF8h{(tiAYxJ$cgtIov6(&fokG#}u|z*`IVSXx zeKM7zH90hK+(DdwWlX*{kaQ9qyc2E7H=>2x8(Y|JXmJUwN0a~H@?fEilyS1%Mz4Br z;*Hxos@iLTZlFG3$B@J)3`phMlfe>4dLj+N+XUnw%_T(x>Uq$rvxDS;?SYk6~{< z-kPOMpCj`kqv2e4MBEGJ?6Y!U#_F_nRR_*uaPUoU)#1ecG*i^;Li+Qhy;}-%=EsL? zTy)KZfl==AGT4h{CD_lBKi;lVK^!kE=4NXk*$OIs{ah;p9jglcDFbWksRVyzIz`2A z!mPOAwzhu43?~zTU;V{YG*bKzCMK)}V47QTii5SjJWexHvOj6D0=Qm#w0ve+NrRaY ze7gm^)!c*Ej(uCH3X ziJAra+yoTui6D&gg)lMA&zFFk%9@Ey|C#;wSY1!dOZafLt5lFAjg|GizuoD8fn(iF#IuycgwEp&uAs^xDd0i_jc@&!H%q@-6rJ56YJS&nt`ea4q)f0B&|E{&bG96 zv4@fSA)KFV_|9Fy(<|t#XE71hoosO70Y^q*$$d-O$q-WOUvonw5F&PHLNKG-2VQDm zbW;s_HH3$MUi}s5VIVs0%(YR^iA5cU7!_Gx9diW{3S1VTzBU9z&h`e=d3UgtVWXMi z24?p^2aRW0^jPn$qdfJ77ahQ1v!Q{ zce`BuEXFjOu6~fKQix|5oz^ZZYW7pYi@cP zOv=(^_wVDrQvu4Afnrwv9i!*3i1F?aBJuL9+VL_B#DvUU7oW=ce|(WN zlhj?mI!qUpdNpOQVbg(@s|&P|&~&Q`rYFiD5)<+cpT`&)><|5lKiTV!Cj^VE zBWy9v&?rGF+Og_w#@=YmO=;TM=7N52603R{V{`d;>g|Aa*X_9E6or=ajfu>@>2H=D zyPeyy$Sv@vst{M!-Bh!|E&6xRazaodvLDf~xL$M~om!d}E8rGEa5`#U|D|HVg&zq? zp#vG0E_;o_y3lg=ny~!pJf1*=*TrR|@R;Y#D0Hi!Q)=vHPhlDT{D{^U4Ignpizg_= z<1l)gE>9=GX$3i%vmh?*ZQB9snn6%bg3H3fJov*5JkWD{OpNXom#nIk5Y+b41BMqA z<1<-a)^DN#3{l&8Y}56sZN0%P{5e(W=&tGB-eC7ewrK?u$s(7ZHt>DZIbg6BZvvep zB@tzl1yKR?;pFU0OL9wMi5&O7UBx?JsQ)p7f3r6l5vXos3y~!s#Cn68)YUmH3pGXt z22?9Wx@~_NhS-%|&DNr8z@FL&J_nQAX2!(E_Hz5Fsioy{{cQH3@!>ef*z38t$e?Et z2+Q%IBgn|eesxzjYnB$5pr%E1q?9JAi$s^TeMG+Dd>cPd+4U;!u(J2r5;kAR+LpIv zICv1x5a9r<#WuMeKqn4E^MwXj$WzHx0(@B8(`-BR_-|14pAQR$=(k%B$9BoEFZ}8c z!>REC7iX}kt4h@t4xM+HhU^E2RBY^vewgdF}Y1B(7j3StrmJcQL#PAMc<2XOT+&6rd2zfq`F{rY_ph!fFb+64EUUy56L@9*m?VZFTYn`JdY}El z#M&_H0b2{Y-$BCqW`u^av!}llfDx+mp+r1G6#bc6p7K6iNR0o3p+o@zdjwN~g&XVl ziB2F0umzt_Dl#)U-UCrm7#D*evxHiWBD2Lm9pKhko z4Na;8h2s~$iYz~zP96NYY*HXo9|5U#h{Y#UJtCz4nmGy)n8@hDrd2|&VuQ=aX{DMK zhjP+d*O6TY=htaj@(sH*{5+LU)qkWRCNng5zPPhQuJ>-A5VsuwFKwVyIn@>vy5rui zeZta*q)Gu*07B6$S!7hoQfUb*VpPm(?@=wf^(t8S1WBPt2~VD|yzbfnnd$L+#6n2V z-b)~)pIaMLa~?OyCDJ`r+;rD_cyH_@%Oht36BbTiXwLve5(a44(GoV+uj0li$Gv-YmHB?Cn!a_u;s7w=K~~dekyTilyc$GideFx z{~c=Heh5=U#KTx@Ax{gVQ_jU39|LZ_mPl4vsdrgMo8}h-U0o%gP!~!7mMV7huJGUO zj0h4ygtr6o1OEDf?topBMjC+2To~f#>kDC_!P=Re;qaEi#yOV$E)m(CsOcEqG2D`F zcSPT_mJbAuTY={B{@$Vp5NJjKCEX%GHbmNLcm_C|C6nf5jZMbv@)SkX{BJlVW*=sJ zdq3{}wA?r9rQuGPj%3W(qjBr`XMtYJwr6WkxHHN`m@0brdgCa0F?DoeiCA2acHrTg z7`@rYWS)2tSryWZmeAK1p7NY~%)*RY%|6@5(Jp@bN|z&BrEBFZ>j;x`m&cPeaJ=z! zPUICs1PM7`g;-bf88(i{CGvXLgDOvwDl^KLD~GM+4WW4x(!VCrcVgL7HY%>t!XLdE z#`ESYZ^v%XggW%TOQ?M>@Lv(2yeN9ZgS;< zcT(i~;!JQnO#(aLdD#^mZ@X<-?9g)8*?)33(-~j@Mz|a%e-z7)8-H`I`pitB4wCuk zC%lU$p*`xn$Cv@u$x&ldY0Sv}E`p;(>D1`xxUKf@c@nstr?EFH7Judm^LC!PbbQ7i z9041#cX%i=SL?jEv~(bAd;J*Vnq*<6##Ta-)ZpqBQBbWvo1T)bP>*#k8;d}4GyP>M z3t2G(hTsJM(}CClJ^J-l)MoZX3Yt6KAOdzE?nf=HfJWwylPeb()QjMzeUf#-3^%jSWXc}UtC74a)|X@H8SC-n6H3nLqm{Iv~&j#`Q<81{W4Ttjb(vv zBwLMONu+A|hXN50hYMFw=sZxzw1^eNz?O0%hp;`&(0KRkkU;rIhPucW_a2uxlSZ&P z-`K)h-Nj3vn{s#5ql;>uYaYA%1rpM2qXqPO#;=ifsSk~$9yUDT_mwGaUpNbl$)3w05qEf#;o~s- z^fDr)PCiFefnolVo~mfdU*dw3bmJ_LyQt_!&^FqE!#1B1z`+mIeG{mDn-yU;ir-F1 z;NJE1HQmKk^GD=CvO>_wVys9P&D7L1viX`!6zU9HlVUY`@J4IfSJu;%(-CE3;$hY1 z_vTbG0fjt8e0%A6O!xjcRH*(mQ+^_c^phIb77|MdnGWx|O&~)QJQulUFnryD_z1Zp zL#AgTnl|mlp@}i+-V4OHZi57FnjE6>@1HKl(F(wPNXia6sS<};PoFxX2)&qvjU?n7 zYitr^WP4@hKffL#!n4~P7M$?LfiNKPu)T#xo0s3?3JA{zD-j@50B4-UZvIm5-fIMvilWmMgUG@TE{cna`k*+9pAg^j=v~%iYWI1qF-3n z=1ax$6RB{%I=D*6>bW?zMDLR+sZVjRBV%Dt-Iy~2~p#Ozr?Zk7t zo_n9Ki2hm6Pkygw4WH0}faf5ZSzKNH2wb|BmKG7qp()Tn2xO#|0SAie!Ig;r-XVg0 z2d;8=j;%eu0IIqcTdMNx!2XLvCc1b5xs!bBPkV{tGHuK*Xta5lS0(l*YAeT`zEa~? z3Ypqy@60bBw4ZL74JD|bdB9!sxZEFhhvIt>2?ZKBzcp|Tee{x_tNrFE!HjS5l6yVrpR4-VTOFB-oJ!QRZ{q9lfcGgu3aN3kL@ z&hIOF^UB!i?#2F`%cO0Of8Z`M>zs;Qpev2cNUaTc8^#o-zVfOCSbWami^!0lbNPZp zYU&-%eMw!DpCGP8c`pLF!wqmC)GzM{3|ok1X9-eckjrp#3Hd@T9ykPq7Eorw+X(U^ z;@6jFwwq&&Mt$evBV&q!(TGAT)0}(xvlxMXrz&F{itS7qNH;a7QLDY#XFbL1^Ge*` z-|T1(KgPU15usk_9VP7Uxm=lgu-Cg$Xk4A2Cb2NMtT%&-C_GqO1v0Z+%A2e%vz+`h zHN==P`JW;^wipNuA(w>>p{ZS8_g{V;_&i4o?~zDddmWDg>TT(|ov#}Typ*cBV)rBl zw4a|a#M-v6Yb02*HU9Sj6@dr}Lv>FG;46agS*+EpKk7{+P{n8^E}At6hY$Mq>w z)mpR@j6dZQSX|bT(P;hj`8y8JT^)?!xAVJ$yU&@!OkCSrqk3 zj0(rAAmnk^_PdI+^5unmXwFm5rqzWt=>t=Ol2sRza@UdKF^*MdF zCI>YTOSSd&_NQd*i_2>A{~rTMIjp^926i9pzSnpZXz-B+ntcE-G#q2OEZPTS5sfkV zQ?v8irZf{f2BI0*GWr;0kqur4crEr!KmR?hT>)Wme%tJ{%iNyd`>sjdr8fK7*SR|b z4ckqPJUyRxYbJ)IHzx0|2H=Q)!qH|~*<6E`zYyR@M0q|3zs-^-NB!MeO=9!AI$C4i zc;k}2CdZNrKs-yknj-AI0@Ksb&REN*; zX1C1~YMmZvw+}S0#yeu2dRY?a3;U_;HMq!q+Kb_0mWU3*A7KTVLu(2DoSZ zQ=NZf&ZO^GG`@>mf|9>V(3ZFFXt1s>39q{^*u%&#!5)qngRKAA!?nNnumi|qRuySg zfmZauMfxx?^loQHUHu1h&0;PXCJWg{~j|Iu}IKGok0lQ{!RsCf@85sE5LZnHmM z38R?0-hO@^F3gA~ z%?(`7IsY^C{PXs3w=VTl1dWYp##FHq_?-vl1siV9lMoz1^tO+4m`N9o`EVl18uv<|DFLPX%H&Iz?vN1 z{i(}WH~@E%GJ;+uU-;r=TUlOPOUnT66s$eT7^cKEPbHu6pn(4Ya73`&J_)xI5%2GT zXhfjArH@R8Dc3H5OZfxlU(@6y5AQt#x#91xmDDsf%^wBOLTX2h|APMiV+netOOl3W zAxKvtaB@lj7faEomGv)j-s8XUB_NeeFaeq^1vS(EAAkvkPg!lGbUe=dMs>fxpe79M z#*sFj(^7HC#mNckqB$se1JEVsn5w8nV)`>SD)}JnfzDHK@bK+O(`{`JBG8McD(}+eR^V;Z#j2u9zX!R`@-$V*Jm3SAo`>ca+(^XNY)Jn>HkIO zr${F#&Ev_^s%6aGR1<94)y4iDfeZN*SM~J3<;9SYwILD}h;=iDirh~Y%}vf~!e^eyM){32+4dEt=KFXxYU?YuzxaOLp%S}&6cJ~`n( zJHe~}dW|MJaiU#8Nf-`S}?h ztaRNHO9vM-5Yg)a>+@T2aTAc5#zG0$BQfuyl5Tjr$maw#qx@1`W84IqrpXsd)4n^; ztefOTK|&In_YxT_azt}l?F%NqA@(lXMg49uw^ATz(jSYqn<^$>_ExO)m_%1(*reYp zIGC~8{uiFEaw+jGX%#xR*8=D=eN%-z1d(`d4MsdF4BBRI?F24Re6mcLINqqCS*dFk zyD#G$H}LzM$y1)-t>}Zyu=k#FnlFt~E*zVYqVF!ASz<{(UcyG1l3-*?gP?sPuy^2rVt-7kuT>PIBxqh=2s*(3WG;7l*ZkX#I2cI&dBU@^sNwpx536LBC|T}DgiQ&F`M|3K`GKzk@YDCJ4(kkxBCm0~sQ zh65GY7UlN?Cz!2Y-L_2yDctt`$SfA;OS5D4D+t83s>E2n+Q{~J85D~GW7eR|eA4(_ zL}c{A>#Y-maZJ95EPZ`ewu56aC^Z=wV8=L_&jAS}0|OYsc#gr2bjDb@jgcI5ETW*J z{{A0*N*fLDj|m(c%5$#+ahdlo&)6rX>cM76V7^&#eJ#PDxT33Nc&n=9@-!V#r>m1I zVT}C!q6Js@o#_`q%5pzo@4$xAa_UR3_lFOIH8*-FTjR(&&WG7&!FU41&W9`Fo6&tE zTK1HHB#DEQqwG-)xqQdpOb%Icvul>uG6;S4h4^fp28UVGDo3~aKy`h;xX+(ozH5N3E`x$H_jDO^w8>_2!SZ6~ z&V-Dg9eqEby(fMjQ2&PT(-C1n&$-4)yLE-{lKK{N)rpYWEQwlMT(WC`sXN(S_1rPC zg<)PKds4W?&?rE3?(3MmL{EaaM(FOxb6U6T)|~2fHS@e-f_$?FIimNc&_`l{SZqC) zfHd;a==5d#=>~~Md%?70>U1KX-OC_VIqSJ^nBlSQTubMLADPN_lvsg?9=mg}J|F$^0yRvjso!l* zAthD4eGb>FZil<%o7_N9>fcr8@=m#Vt5E1fZ`PObTWOi{RVW_sW5aeiajOBXH#3R> zZcC^!()h)8r^Lr@AgT6qyru>t$wRFQo^3w71wMz>--!t5N*++id!W2c8WFJBvmW&= zyaEKfoRgzKR^s;a$Io25kJR@L8*<|8Y`fCuLRdZ{F}wA~R>%u5gh8wszrPv8s@R=r z>tw}D^;62$yPwct!+P!#JKXyk6MOwN`UeLZ$IX3^l@0-;+S;XZ&f03&v0FoS z!hK6RX>bt~RAsTHIL&ZZ0seBzasWu}CBhh{*>kNTz=! zIB&?qEX1H7ebCg^^`h_HElv3bbR*5XfrW)F1`*7S;VwgC9(Og@wZVN1#HQJTO5BRn zjPH_OLrXi4+Gb~Gr2=beqLy}c!WNLie0=WR-0=OHv$EQ$n~mamu3x9GDrGly zXXmTA=#OQ`z!Z#_L3&T7W{&akM?31~M|Ex#&=Y{n?R~yR=_6{n#HLPt*r=GA3=Y8J z(W-HW^*%psE?sB-Tscv$Y$yM1l-l>nix{Thhsk!!=Q7f9oS5DSN6)4>a=cgg9Iqii zjdhExEV1amko2e)D5tJgDztpQ*RS?j%jqk(kV&(Vk!13t0!@y#%a0xlTUE%p((lDi z2{}-n=H2-3(kshDE=#b@_lD8tm#3|fmqdi`!9RNP33ORYIS*B~f&R43S1ZFo!lV$c zVA_tN1~Ph}ZKSf@>Mv`iX3bKsC5Hwt5rwO)TpH~XZqENl-dn|0^|foDiXb2e(hUmI z-AGC!A>G|bhte&bf`Bvv(%s#SbT=$gIu@O0@Q?j{`*-&BxjC1>TC6q49CM6!Jns`W zixGS`D6P>5HlcwM&U1jskT9jDe6V3I- zl{USr?Ot7Xc&N2Dcf518+0?79(C06W4U2SXROv_to}>5)2S(B?VSab{d74c>UuFkY zse0XhnF&Z-Vs(d-YdQJKrIuahdy8JL_BGg5S8p%-#=nudaZKt!%Ls@)W-?^NC$8$a zX<{BwwBF8_dr&5FTKP@nDHyb6kUQ^zN(n>EaQeXGO~{ef`xR$nuAkLJ4eG`X`r|60 zynj-<{bQH->R($-(W%{Tu_W_*s36`&|975G9ju5SJTaeh*uZmMh`^63EyjN`V_KsS zMYz%K_vdSH+04GB^W$-UHv2Y$|3({A<@iV_U)-}M@=2GpQzRu=Fao!QUZkI*=d2K5 ze_(7M|D7PTS%#4l^Te8dv^cXzHp950`!SsJB-Jqlf=OqI&|x|v{6mNxC+JU`*3H(= zPuv1oOeyMYi`6$B#efL*NW$njRd4^l)=_`CPZZ?Z}q|Zj4r5H4jqb*^hh8#`ptgODjy|gw@|JtV^eaUJ%tbbCej>~Eg zbP{KZ&+N)eHN^T04b?JRVp#hrCN$wsR0_G23ESm94%T(nmz$x>y-a+Ma z-}7UYq!>o(TlB}!q05b6i{qtMVY*BxmyXSd}&%c;Y z%55AhHK1OA2%izbyOAt6oArUHmxGCHN-cIcoo57`a(O~mdWO?leyE}R6QM_-3Q1T?Xlpmar1Z8_59Hxaa$RSGoEUe4X(UII>JNh=r0%G#wGf^~AjThEqS9#7=3Cjsa8?V}yu(9>+W;5py0Sx>m&(EK@GSc2{as@CB)jwc-11#n!J`(-(iY8kJ}RwTI_xU%jjA- zs3|;)zDAWJ5eP5!!&B@Iq-wVyWf6woUJFw^%{Fbkf_VjZFM@~x%R@Dz(t?WynPuGM zI9k?{gV-z}X3)d_=?S@lQE)y@*YV4tM@~}&anr^Dj$ZaYD^=6GuS74)$O1`0bjpr~ zrlr-fUYgBZqYV9oUDOB0y}&-$H~#-gIeV!1YjE$q9FL?r{!XH6Wq=`VpZAdxapuwU zXe*p|+*5d?xH*`ZE#$w@;H2xXw0-BsX*3v3Elr0Qjxa38_Tl^6fP#X87cMMzC!dvy zl~AfIp1U%zGDo<~M`#~Q?I+UkB4ez5QhnGC)FZtutV6QhpL>b*JvlfqS*P9|Znna> zqcWjFU*^d)ub;~Z)p(dXREY|UEcIxB1e=tX?*OQ;vqh{aEJ)oYcrAmE01Zj*O>XUF zyAg<%a$k?Unz>Jb3Lg{Fx;eCeeBz$eI~E&Vl$+oLI* zPD6UD{8kVfIOvu#61ns(m;3rb#KHp!kROpYj`ACMxT2++QXBn_o2(QT482)uk(FI& zbipW?wqi@!(xawm1pf>hwP+YOaOq-^Ck)@jvPLOhnph#|f3nYBfZR-Dm^p7~TV2}N6eecm@$Ba4OVmCZ~e)}-g{ zQ}%r2mkJN{pNanE0<6zMahN{!Bi~;C9;VXDeLYn;pKDOfD#m5lrHKI%k4%DH_dK`o@^EiPk?;0wXFrU zW3hv1Fo~^Q_qU3{Lz}SKcsaE~mUM8iqG|3kd6&}Cs~PRn9$i5clPZpgu=DgfgcjF* zSIhY_O(NtZ?l0z5ZtZJ*iqZ*8&ksPT^Mq`}6#c|On7`L;*0rz~Q^8;NbB@jIkHi-- zZ_hR^55K;csk_sRCQ!Rj=83*!cB?+R~k__4_=t7Q)64}M% zwYl(#OJ{${dywbyJ6}q4$<`P@`<>3zXfe!htXppM0RlPhG?0E=vnB;SksBP=HtCh& zaqw}uyKnVW?g822i*zbK0g#X8+kmd zc`)GCtyAU;)NW4wa(>D({|F|&MqKSd-7K>%(50KzBgR--UM4}pz6%ChZ+y4#58#kN z=oTQ9$Y=9(D4DOsQ|dc6d%dGMJZFvb&WP&W%wp*$srZZZC5%)gTHdf&Br%O;C+lUg z@Tb}DpxB9?Yqg|`O$a3^vaOBPGjpqL78gX9nnbNUpB5y>(-*G^q3+SwtFI%b|F;&gr$Pf1Ckcij(E`-E!*s-6h2gy(5L1%QcaVAxP1 z2en$5yNWR?s>3+$SU_X=p6|-)3&Ug0xjsD|hK>jKYrog$3VRXw>>>G#mD>(C{>)Q% zx3`czLY{cU`};$z!loqp}ngxy-D1ZSp2VSLR%`Blb3sPi{#yZ$63CIrFc!+NR&dx_}Z~Gx=^S!?1^v( zA-6l`=`DkNVbF^@40dxR$ohL&p&emRvcij{yTJBY)`MAJN`MqSoHiZd3*KgH_IUjxiwojl_5Z&EN>@f;*9m6Q8)U=&&M);r5P1(a z4Q^qb_j}&t>VJRm|9V?%`s1YwJEh_NQxc;Ec?TUiehz5#o_Q+ue}}FSnvBdKfhRJuV`zABT4o@83D|?-2c` zut1Rkvy7csQ@Cf&Wu2e z7G||!AGO_9r*+NKB_Kj=#p-3|^u$1hCe`B@@SAm*%XCSotNcUebvi>wDiV<7e=Tmg z5N%oF6CwngU|}~n?T(ab)4Jt}R^?`& zaJy)&e_tyErlGrp-{+R!kCVMwZwgp6=pWvHovCso(Q$Fj_*jIWt5CO!Q~7#5pZoKH zk8}dd$`=0Q(J&-a5;sl24WG@HMAA< zL+(@fHvsOhhs>K92J|$9!R1UcfOXsMcy&XH&1UY^V~L^S{dGOsMh||Qius?Ff|U2K zxlj5y_or|`GU~O=2<>%4c@_X!O(qJ@$(l>F-VD(HRCTE|8a$&~yhWhT8jwwslnvUjhNMb}6ORj=+c@ws&axlV|OF*SJ0@Gsvt2)Go!AF+63 z2yCwy+L!CxP`?I-xBs#ugKTbQYfRU=5L8-^D*0=suOyQ@P-xY;%G|~AYioQ4yUlP~ zi(I-vWelw;3TE$*p11A0T~;#E!{2!*hf-Q{8K~78sS?>g<=)?nZ4`iKj(@4qqd?>y ze=0b6;g-K3m1#6>+JCp0)+Xb(q)`{oUNlS-`DXiJj z@4+cX{$W~Iu2~B&)@EcR%3R(X^5r!63;Bm=HUAZT$r!3P*JnG$mkFUqH>kvqRq86} zI7;3=G-*;A4aK0H@}~j$zZpEn{79CeCOO@%sIxr@pEY{^gA&%H*Y%qqqUwHJPP>p7 zh^PJINT9X~I@}C6x6(}HUBsbR54nTCSJ?oaGE8D(SvuGD3RJO(grEH@zLJDEI90Sh zsYirqmWOS^fy(bdc93w%K?)k94zFBg8ixae^-_ING3_@2#<@z%>~7YptPd&u6X)+e z`BpZuhfNY18Gw<@PbZa)kd0%HtP^ZJ@OmPEEwh!G&*#5urdN70b-jwTG^P;yU%MfA zV49!xL>>lw+@Gh?WYnz-VP2y&9181`jESV9E^PKGS*#D|C+kU9f(ZSY$Ox9Yu?Fh{r}xeuM$cy)BLjfM~7!gTrAD;%BHukxC-( z&pN$!eOSUuU@>W34n gg`g@!UN8BRu}w3)f$bcDZ=o4%tkZQEh72Bq3DVEWMQ#^ z?0wy5I0~TS3rN=I!k3!v(yPU0MO%ta=?cZ}DqeIebDz|xG@Fx{eFx4vhxvAxK40W{OfL|X?93_q_F`uLO@>5|Y4^XppY+CV@njU(FlHU6DjknI+ zT4``>MZrpb+p2@L>;M?^BeM7Ta7>V1C5%V_Z=;zuJS|^E-tN3ayTwQF&Mgo3q(dyi zpCaJ9ZpeDyMBrkI+Xa*95~)(25;$5um{myY^zd8HHZp?~m``lMw7QX6*{xHp?KTUA zOhS4$T1lN9G;XrF6si)l_wRNCs)L{j*!s_h;R@s-c}}d^ZWkm}TS<1A0n}UHd!yTT z2rkE}cFm?uU-e_t`uZ$#&vlOf^ibusy=bk!VvYG8Hd^VvNHK8jfLC8*9gvUJ@9#Xj zMmc=c-2<;amZf}nght*3@V3B6lBk)zMnhVn{XpO$4x_L)=q zlu);G=BnZtOUBA!k6ZAIh8UTRR+gPO9xOC*0&Qp>td6S+z@6w^+9UCpMO?nI79zk+ zs?aBr0yo=ueurXosj5;2&6-1zA;Q_%X*N-3sp*Y@DEfE=o53MSX15Q-vJ!V!JTj#f zU?aZ4N0c8^IA-kuBt@rnivv)BR|9K-)w{bHIX7Lvc*6cq>ub_mu&TxU;OaPI0vTvH zUbj_*6*;m(AhK|BnU}BWXr)cKP`yPSarQJOhw}D&j_fgz8?XOPg5TFre1dv^E*&w| z{}W+&ghwL@ppu2xfytcKvjG6=GVG2y-f^{HhNye~u1*=L)#s~n@cBT3(X84cxU=SC zip8}5AM9^}v}1IQaukrYt5S*47xzj|42V5H{p z4B!-a{oi?n40jw+|A;#0#51G)rn4lIQHEgXwy31P&b+^Qsi)*;TH6E6&Q`LvEZ&BZ zpq4Z){S^MnEfFV!hWmu&PZQ??%H)fg73%`iY;TVj8s;uW0;e!m{~88 z`u5MPUK|40YzdI>o8c_Te>=x3$C;wLu^m*cvtfKwuY+g~49zVYr>0B`8drdu49n9QL& z==d8#0nRHoJPFS=*ye1Yr}m3UT?|I2cn=I}_OKym@P#bvGQUm2k3cq{wfvO(~-h8ZoGp^dyb6)Ej9Fs^wr5GhZP*hmc#Bj zQGv0XUnCYS$6U>)bOu9bU|QmsrOBV7)I^@m&g&ofDap@J@;e=`-Kb>*pK*(BO0T8yz=UJ86Ni z(ZYCx%hSrJcN*)z!(&AKf3R zEf=8$I)X;X@A33*j$QcFY_!zmhM3oD!(XLk%5QqUhRg9BCfTq{%qMwyB_&N@>R={x z9+f2X{9@x9r>4q?;$5fz@7{O{ES9X7?hjiHw~+CzSls)mdH8LGEbk->tp%4OTvh8u zF(1O&Z)|oeD8XJIQ$();zziks@D>wH-Ajn2ya9V51bRSJyi{)}@5fm~?^vkz6Jfb< zNVfLki1}ozHvrc9Sc$0e=CV#I2x}Y>&cRr5nUu6$Jb*`G?lmkarH^9H@K324;+YoH zoDVz+TrT+`%_AkUCAK!7^U61b3)fbf7vF3mQh%*O@Y;(XDKMvPmyjwzzah2_F8$J;%YgwiDS z=(M`!^L9v=a3Ncy&7hQLccF{(?!FZ|B#qCj82cH;$Ak#6m!872UQI1$)iX35aR|dH z&y#8nm|WV&30fR3blTcS%~FqK2&SKPTr&-7mm&b*R1spvMFHI$%ELAqzz~>&&3r6cGG9C(}O5K3BU!4B+@WP|(X&PCcsbXTyP5RV{1z)lA|<*)@OT_%Hb9btSAb zaa2tWY5?+HX2?vn2aZaiP5~hW-Tn}=6`$@+{Si8Z=M>KmX}UO5ejne~>jaqxl~`y# z;7l%O4wV9pU*DY*vo{3;*zzhE+++)EuFPy#{Nb}FyqtIH3f0?9{d#nM))u0!Sb8{u zCJZq%xvi7*cg@o#m-~DS^(yiEa$j`lhu8a^o|RX(rH#Obq%!x>TGWZSZf#3)`Hgn} zIxeddqP_88&^%Z*#Irx=s^<|tmri|IQ)_p`|N4onZlh2r_vFgjZXlMX(;J&=x?1No zY)R~a(Eh9tYDhA~L=vYzGU?)gmieK_K8wk5iKO?(9YLcflp-F1}Z!a=*j((BMQvySG@DR%ij0pbDbpeDgCT z9LBbOW3R*$I*mqH)8UkkUx;h%DGO;*KlFzdu2gnE&1T^3JYe(QmNf-{$~Y|fkv|>U z1=7$*KT~9ZX($njU~~8idHxnc-VUfnXs4Jty*C{fu}ZzsFOzDXzl&!Fru2mG$_wI; zfOZ}@Sxnk)_bX$K8SAy^&=^Un1s$DMnj~Lsh7-IN4){z%!Mm1`)Z=Fw`6-qE^v@)5}B!$*w9xItES4;;yCj-xts&jF#d1EHW ze@pp?f>>ZQlY!J6lqTbbGx&;P^_r(i)s{V_ZFkCqpFLLLqpMgz8{&XicBEnX^_Llo zU;|MlEhks##UZp|dqt&)c<$YAiVl#W3^HxduG+?L2RS)T$>=gXzgcaB5>vjyh;jL&;hccvcB!ABP) zd@81&;M{M6eoxyNtR}&iUmKUyxjy?5z{hLMvoKYFeDMZ=wBIQujT)(1D(@}=^rhEknM>NYqCbf519 zjsGY%xQJT⋙2evHvazI&A~l3Ncxw>FaQ#pG~3!8oR2A>^)xcx35UhcMj2yaV%a01O=G@OT_8 z-^wIn0@u_7O9OPYrG9{&-iIy_sL&!ZqNQRz_V8&{N)*fT{=AfBv?X3q|7H7zJbnx# zDUg*p9G~auBLa>d5zx*Iw+pmHuoS#DyhY$G@jL5A34(1>PS+@XWl5jvg)W3~~WUHOf&8y(`-w0H*&Q+tF-sfEKG{xga1OzjW0sDf2 z`=r3hXqg9oz9?ql`qwg>>4jwCkv&N@Hpa@_EUMU|?>xrHkv<%1s&@)j3M?5eHP zcnsqbqbE=*yu#V_liET4BJf15+4#pv>ToPOhP%gd`tmPz+ⅇ(J z5}@#tNFf@G(26dM+XYeU%rQo(74$jAcR;^_TtT;V-x7waI_?s9O`$ z>&ySrPur|~SFbnV9Pq{E{sa_dvY|3O=RlKr$Ysn(Y}I?0cyska^&c@-J2bpan@HOO zMRYIR)SA3!H%NszJVX}P>h_)?-l?m#SG<&ZYqsR+gAh;ggicjn$>xi zzQWJX@96YzL)nL((z2k^u6fJ6`u<;c1T;sI--Bb*~$r$u>}7S5Y0jv?LV z5R5H`*XpYxYWx-vc%ZD+fNt ztQ4!QkTno9>)1!KTfK5yl|;j4bkZ3-QuvX*wlgB!4*JkKj*}`8JtE_uv<-AxtF>H) zGpARe(k9oqRlo?Hwra1Mzfk`3Bjd_GUE^wOrvBj-3ZcN)c;=Lqn;}%N#0MD#qeCLk zG>`uDv7YTuoc!34NaM~zhcvL=Pkxr$1@C4u?cxsmGlk8Zk{pBJbvYnvOrTh4CeK_b zr5Rc+qtmE0`*69<`t}1Z3B70D(`hb-8HaVQbK-ZwpzHTWJ;TpTwS^;KFg|kGGvAMH zdyM-s7ZVD`EXWcT7p7kDyGd^{Gnqz}Wke=m%&f-bsg;}Yk7bARI>doyOxVIdU;+(n zGnEfU&c`*7aApg*Cw=H$-zdK1>z%R2NVf()0eCY8I)(I+=>Cmvei(dN9F-2HdWF%w zu6cFk|LS4AhCxFpu+fw8V^nRVx^~+4_5uiOp+FqX(k0wXmljvncn;fzW2xq(QS)9DtP2i%mhq=riHTP|J84M z1*7Z#-r4h+;uF)_ZnZK44J(2UmhKQdR*4xg6BOjMKhJP*Ohv-cHwsEeX|mwA7O-~h zp!dQXO*;8>v#kFBq-&nFUz zq7MeG!pMLv@J&o4{_k%B`3M?d;bhrP?h{nPAF|Ls!}20!-d zPUHT6(W}dRY#~bg+jR8ve)j4wY=kz``R2-tCHZDKERvX4Y%}cBeiNP634zDcV5;)~ zBv@*t|H6p=g%s~85qdd~9z-~$$o^iqUi)G&o$yX^3W{7JETtQy{!b|kZl3qQKZJWn zMcxOkb5Zh9{`1?{Ea>2E*l7GL=Z%#g{*MnL<$Fp-atF5FYyH=viu z4XM&Zo`vk~wG=%jwH6g={8zw!AT=3?H=9_gLC}x9;zC5qv|eZopDxkOe1G4lFRvA3 zOvrDKOs$yx9&liV2Q1ix9|SudS@$uFs#AZ+b?J1~BGMTa-7-J!Cz@LaNo+6j2<**! zy;_c?&pN>QAk>QOqgujicf0;UDPQmA3Y!?3!rs8|e(4Q}sTm^289@Y;L#q4lGu`)? z?a$`UW*Q!VN$S-b)gi(^3+dtY?p^s+k6Z`_qWM`xt@zCiLOj5bVf&;cApJYG-OoD{ zZH4#q@fa51-C_fCl`m{i;mYY=@s^;YHwH1t|K4!^Q17U%vSyfI#0T}-4Fd~U;9wjG znxb96;wp+;S#qJ-0VhimQ+T}lWivu0r_FMP@D{P8-*EIh465o_8g)Xzi@GB{3p6H2 z1xFu}bE3Iw-|vdZ4I$Q3`F!|O56X!7x@1J}9ARpJO+u6IZthNxOtLRnLoz**upJXR z;8FlzC)4DNWHLiijT~x+j=jO4TPGIo6w$;Ob&Z1Sn<3gP3JlXa3b`4UVs47rJo7ck zB@)tDu{-)}M@Flt}f;FigqfJucfOfYX+Rj=B(MQ7CuH&a~f6r$TCK$2Q9@p=pevx`axatG5;ImYUX1x;>DIZa7 zuA>Wqm7eV|YK#@YPLWRf;1ieH13+fhSPK!qoWL*usc30GKqDZ_8Din)b2>v_;-T1s zO2t=)&CSig8TduC_;T$dou<5Uf2T6`!H`J9AOWcTgNS&za5l4WhA%%TGJBkGaq;lL zQ~w5Hq^kKjM`y6z$rmEHyL-^PzSUTLKVMm05iT9K2R%L(1v@$Y3jxcU{>fciVDuG6 z%&*2ghLo$b$ErH5XXtabV@3Y;;_%r>xs^CM4d9ees<~Bp>ZhDnjz?1&f8yPC8G#-@ zwrJ^o6ZfB=Gyk6IMtqppNGsQpYDtJ>j?=f$(%5BXaffcwFD$IKMI$`a8OraPNuBN9 z90KZbwp+rNlVw*_4lCp;i^T;BTIf5$<-qkntLX4Wb6;MNwkItwZ+?XWgTEc(iDAUJ z11G7w-ZJc-uCCRYDmIhBE#kNj`r}>XW_NoJt<0y0pyi8wNPYitp56r}aoOhDC3t^A z&5qc#{L3&j)r4ShOIm8-y`(mFQ3SZpvyUM1V~F<3>AlSmC4-OCIQjd4v?tU84Ae4_{> zN-rM&k%t4>Cqg<8V;v-xa)_=&C>cb%zCdy7)+`OIycI+cv4z>?v~IgX!g+MIESxX> zAaWU|ztxD|)&Nvs$T03XF1!2B9xk5l;2k0aFSmST&LE2jtr#N+dn<046Xp1U*bvre z0Co!#pTcIzb?x9T(D`Z%gXI1Wn|V2Q-&;|+Do&Xv136GblajpP8W5DCi@ zhM_WMt4*zi#xI&4eypbwNpXX|h?bz^C!XPl_~^~5JpI^$b6S2Xoyw$f=Qecf&*gX< zQ!XHU{W-rF7V#cKQ>92fkbd4V(YeZMl5iQD#v7pL-H+{_K-68Ev0P$FOj`Uf5KGCH zr|6UFCVfhJxKu@^m7Fq(6i1FS00mSGrneum!|;>{5>B>$BfUr~9G>riU!#y_j+IIp zm>=F%kBH0uNceRYirv0=7hIp}tK!bdS!pwmj>q~-75V59~doBYp~m7z;1x< zZc=|)Wv1``dPE?tYRT;6N2r~F74IkBll7rshb_i@ZmuEFYR3($tD`iM@ECxhq7(2q zCj^dZN`$zQ?+*pd3tG+^czOBwiXx;mJsj72nFmr^dOr)uVHTeo#=cHHO5?${njF4g zi%0;T+O!1d6cXMfUb$i9QmRzM!RX{lNKD9e!YaTtM%2FSJ+z+V7yo+g z$&s_KbqbH(*aRNvV_Z-OOu0E8hFLBfy&Nk6tnIE})Z>$l?Z?B+X4JpXd$xi3-pa<= zb&FetJ|9q%=mZynew0v$>lgV#GyQ_Kl#69xZ7>Ri73|Z$q@xH6z4|K?@{uWqWRr6$ z{fopS7h>g-cwJb+2)UVp_JK!fSK&Ko?0)iYEx{ka8L^rw33uWvK*k$WZ`yj-BAv+6 zVMJm@`=E_C&YQtVsXDYral_T~F_C+mEizYIifBF&`!;NW=S^&SpnfuB< zXS?j#`9Y^xbfMO6B+oddC>lx3Hv^Tq2PaS;Z%379%XzhA z;=F*N>Evg3!*2D9>23_lzFOa@f`S%dKZSVsg&U#q_*@i*bNZFPv$)mPG$BD$ku@G` zo7;pA1?GxuT2qiT-uN5!Xc3i^al%h~ayCcK*Myuli=y|9@Ak1*Mg3|<=1JSV?lkrK zPiJi}ju0qbc|;gv65?Gnoe#6i6I{acpFJlf^=9{*t^QWroHi4V8KZZnfon zx+M{JZkl-{zkKcr`(pj))T^ay>)1VPl-8M z7)}|XebSpmS%WS=tX-Si-3_?TzI2JD`>tr+5+qQ3`}EeS0&$$PRUXrO(#{AhDSx(F z*Zumz`>D{Q>h7#6elo8Y*6$pQgcs)o3gB3$hDQXhZP^}|hH$)d-F{4JC9Mt9;WWeb zctmqt`B$>9mR|yOpy0Ws`eX*Yx^|tbc5o`N5(LJUsIgAHt^B3zlx7~imxGoB!?|Yj zWl87|>dl8L_t;NugYG)3Lm;nYEVrwY0HEJvl?k}KKV?g~ZZQ{~QJ%wzoRf4hhOD(r zi|NGu=A-!PUF&Yj!l9Ve>sdYV5z=uRx>$EcYdlZXT=+~W4HcImmAKhDiLC;!o)bdriDJ2cckHNY1%+n2N;;YWtoR+O{ktdy3`b>k2BE*)ki zwSXj~ug2j&Ilsf!jRjHjmzuiuW1i%wOth+=U+2xprJzH z>#=?Dh)Zo^30k%8G9GC;(!^In+5GlizCTKMqiEga0vo?s!#}daQ9p&bA1^x{&PEFS zC~EE1|Ju&hT!x+f78o{4a=9O^yt%ZK77SckpE76%*1WR8rW%b(^vxEL#VIQr8^Kqh z_ewf}w_K*VSj3ed1U~@{YX8?_m+xXfj~q@fKU7*y;no2^{M5yd%*oQ4XY9Q|G9=?y z0D3@Qn2Z4D5c04jATjea&f%(GnS4*~Hiwd)?*WXV^j%Ug%nQ*8NvwWqH0d;@fnBhP zWh)_`nRb`SM3LfYuvsB%65?hAuFlRx2}gk#!7ub(I^D!MPsZv!OgHkR51lC(bmaWj ze1rJq{RA9WF}uU@v+t#!#*!v?doBhH&UmfZkiRG=TDbeOb(nJv?F?3wJW3RBOS}%Z z+FodW2`s0HERh4NQ$CITVhP81@gCXD@Ds0{D!fY=9y9ER=(ilRibfg=T>Y9qz ze_*#(lig>~Bej^za4CpxD_f&v_8d6UGnBxvFqKL20|=ndo^XJeWFlK|zIcnGUm&gq z504LoiAsWb>J*5;fw-1;;vNVSlZZ|SZek3maYEx&inIe$8qO0M-M54J9NUesG(s-Q ztB#9tKx5i1pl{qHp_};kMq|4$$2PT%r|h;3iWTAU{g{w|)nYRSSfW%z^`>^FMV!N9 zi|&6%zpFUOI9Mnv%KutOCFyV+mO+1`Fsx-ma%e#zE6d34RRWke+8q|*OFY&6O#Q2^ zZNe&tW$nw@N~DdBUbc2+KmcgY9KrJ<-kCudxHgZ}w%M2$b8tTgWIV&z#jk;=W!4?o zVqGnUKGEz~uil8_Q`m423=22ID<2mMNrGTJg-V=Rp30VbpC#aJdC0Fi0 z8Ha(i)ass)$r+Z#L?XxW$LWCpu8aK!Y+7jbPBr^h(tOr3bt~MW%073daDz&3)ILGg zWve!`mSq`71Yq-1^s)vvj11{E`pI`ZPe=`ad>joSz}?L;oK@2SUDWxU1g_T|$m5AD zlUpi@P~#4ip~u*JZ)m+w6l%mwzYXBBA4P>>>ZKjx*_pj0eZ> znlRgc_HSvvl0~b~7*aU*;2Yboj4;PgX)q}`wj&+j{)5ByWb3$@ItliMF3sn(T@sRhU_E47z!K1UkdEbTS0&2-xE@fP)Ym0YR>| zp3iH4$wc@uDNZJe?bC>|sDq#n3=Ui)khCN@EBrBte97L_R)UKa3|8U(V52qn5PuUp~<@zd2tNd>#Bbo@BydNxTLDca9>7lmCG=l*?c zkQOx3Mmt=)^1p;s#D#?%iS=Yuj~H7G#D^ZyaoT10Wix#YJCsb1fk}Ty8v*P){IgNj zODI+qo*2dBNChJWgFdCQgY-Y@M{@Llx9v6yAOXATjhyekdFa<-{7(u)PDp(CJB8pf}zswrwTM&+~X)?A~479qnl)a$s zWHY)n`z4tmv~R!yXdB@^U%g1G`y=+JL5;A-i7IY*T8CT7c#z-4bV+KA4pClQH4ENa4^k=ff6wG32@CIohUs1{zChw zY_;DDO~P6kz>djb(ri>i1BjrQRm*g!+|>0XF`DOW$Rt4XUT4eT7vQo!XYR0eFGjE_ zNC9g*i%Yu$5;or(`tY0)F!gR`wA7{=z27bMwyJmmUaZAhxt98_2Z*flz{(B^L^cl; zh*tMMG5+e8sZRnH_h$FA{>}I@Rln)OY_2bxblD%%UIJ?K-TCR8-K>$`{Tjdml7o4B zDDIJ=wpeYbdaKZo{o;GO$f0_->OCP^>X|yhp)1<`{T)0F@5tq7M--F(3OxE2?GO<% zM4#XBw3_v_d*RAUuiuY3`&lldR%4;#+x@wUVe>oiBo*C{?~Fu}3_ge24{RY0jwiga zjW-!c%)wr!YA1Lss`O*J=FSL;mJCn(tHlYc#Qg-kjx%;hr1o$zbQs&`ccl1}*kqmE zQbRZI+HO*LH`nOtmM4GF zy*aA-OL%xYjqetrQi2Ad|HZM`=z)reQJcpUQazU7@T1N4r|1i~gX}3v&rl*h7ZrbB ziI|aU)rPC8$LTrz!;EtG@}?K@?Z8+6=Kux?;M;1>J{MYM|z!^qI(p+9}0X9 zJZx~<$-y1Xe4{?rxs#j|lp0pa$wpc=WqpB@%Jt=rf2j%e{Q)v{6#1mrP)-pgqi7b) ztX!tZNMcO+sp)^a2YBp9ULw@qbZf`gv5+F7+E+_rP?t2 zi#v+pPls|20X6whEU7knkNVHGcF^n)_CZ^wN76LlM<_`VL-tO=A6#on5{s^oIxNN#d~`N&SGwj+!+wpybrmv3Z;#dEdsTNRhpK1c(0484P2 z?ls+sm7r3Q0$yMwp(0ecio{DUFnQ-Y9}FF8KsCpb3l}-6$s{Oc_vSE=gO4>A=gi;u zy~$(KAB;mN=@Q)H)hZBU*Q&Qy9(39%^eLDwngW65TZa$r^0PYv-ELbMg!_ic*B4Kp z_BW{U%(uHU%MOP^<8yxecp-ZRB*s-0!SLf_{Qt89vBz7Nm`Q!=g~mXQ>!MHde&ah4f*zb}?J&|44(MG+iw6EhwvTK(D-qW$9>9`&?*VZ%c9DZ14*SL}Nf z2W}sfe6ElCoP;|Yn|?2x&ngBU>VYEbwqrNZDAxToiZ^cV;UelgjR>W1`-!ISVJdTm zxOm%b-9()}Bz7pZ1qQS(jfQaRpVfswK9ub9H(LjWe_B5C&}{UDQI;&N?s+(cS=^F& zGGK9;PT;b^vrDaueLWG(ME1j>wb%&w>+$?aO?vx-xV|+yix!9k?)9*sax(P9&T48^ zm&3*&D^|eVJ`)$%Gmx6!ySv07ln|YZrI&xsL+^Ks#UK?W?IthfIz!gPMzYq|8B>yZ`xs}W{4?FgRW5B;8xD644^KChm z%l)aQnlHkv+>={|5mUp88eiEZ2-Txkdo2LuK0iA{NSCpNes6|PlETdMxy(s#RP}bg zLPw75a2~ooJ>6zS2KsBvI_IEm-!7>Y!g+O~&%Zk_Coq@siof#Wo&@qx#Z$q`dr$e< zykOyR+?RK(w4P;?;7hm4p}_pK);Z_A3dzF6II|nK^3QzpQNQ zIcgf{H1=Ro%J5wIs@b441q(EStR`(hykPPx`XqMw zJ4@n-O+e>2N4D3B#)1=Oh-RK054^4&!-Ujd?Bz7t4R&x7U2g?(+xV`pQ&89 z-*C|Th6#6&-u@~xM;o4V-U>~mXdh>Nn5){2=k?%lcXyv~?|8;m1;ycVJiUmyYLwLf z?(j9KXeLoE{%K&*{PFbr>4yIUNY3htXn=X>fL zcLv_&GtNe8jjRbyBY!dY>{+QCAdfv@x=);W$)$I6q<7(2U=l8`gcA`UM4!fY9`X(OxieGp3;7;X+v_RBUdT6q_^DBI5ppc zGgM{>Sx-P}6LIFYbw@zJq#-K@&7Xav8(i)fl;AhPM@AoH9UZnr?^A+N%=w#*@E7Vv zby5p^=F%I1WLw!|fxLu#uJu74W95cBWv$YQ+{@EOBpm;(POS-R$yWQ5d86$kr@1x+ zm}}dbxhkU`BFyXa@;j}|(XE;-Vpf)e@bxk!N>OKG$6G5O-kmMg)Ko5q`xof7UBXKX zvob%9=I0+go*4984?mT@iE4oZ%zjexcuFhx(q*?+-Q5jJH`3kGAOg}Q-JrCjfOL0Ary$+k-QDpG)P3Hwzw7*DZ`WFLjydKtp130_ zrKza{6FLLEmwGPcs0wG(vq3JAro`rGj(}q&nB+%YRZOwX;Rm2gMf2#d3kw+)wxlpNjPqGTqNAz{N7qU9a$Q{$(|ri5i8u@g8D0DhIROFB5T2>fNkayt4Evdr zURHA-K6m|!-ou|4Ty_ek(?6N?4jSQ@ILa>I;~A zuJBQW;_FE~2~-NDlwA#%qhYiS25sd9CTVnOL*bD3$G!sg=fw3oP4Z1PVt5NT#OV~b z8&xOc$*wgQi={yjO+Qd6B=v^S?x*{BoK7c&)|AsM6iJ2FL$^koB5-+pK0Pe>$=Rr& zwU!%on@)4-Aq|K{q%L;u{V+fBxr^kLFnHI8x;eTEuvFPKddK{L{ejg6cXhJ<*5Gc< zg5zj)%g#Q`p$cQ>c)gNi{^}<8_I*(ib(3+qXS1uKP8F4AEJDwf|5kT7W{vG$R+$e~ ziiH;X&%}|Bg$u5pXE+T#QZH$s_UnOql|Pkd@H>g4z9t78tOE^vl9hRJd@1{cki*`# z8((j3A*RxUN!8+o`a8#6aQfAA$s9~|)s~!%Yu>G+x4}8vy8G1FKsLSM;>Z6XAa4X! z)|<1>L%(YpT+ z@L;R)ngUyXIV=WEXp)9u!oYJs`0tuMZ3?;4Ebd4=nw~(yiXwkKpt1Hg?e*faXo^F| zXA)%v+*%s~cMtji41wqp6E#BCJr)2s!9nSm84&m&T0tW69j5NfGci)vy=GcRLcIg&}bA-J8w2TFfKya@8Re_o` zl=L@_1UYaL=m2mUTttwln}A(1o-*Tj0EV7olwnnZ4e3p*B!Y`pOx!=tb+4+AA#AKlFPiiWt&)KrELXva& zLcnK(VWXAwh0cQf?Pt&3BVoAqQ+9!mtEBt@OK#0<@-~ee>m(J@cF6jK3T1w!o8`Mq zvLM_RCcQR`^V-JGSS%!h+P1rH7Idn3)gUljTXs7y_!@2McGgJ;fLSlef-#iZf-Th? z8hNL{wuArBLhKlBJzD!j!*wK6A_(Yd0S+dE#UvU3q!l0A>@yL4b-kAA! zu>5EZ2x9bvyiTj(nvVMy#1k;^m}={jxv+>_Da{o=`JM2nX#5%6Z4dV&bXbddBJ%iwkySa zU5wTfOt{z+>U*r&K+etv65+iXv{@9nFfZnfpngD>J3w4q`vYK*xSV*YGOQaBk7%alK#bBG#&osEon^d}Mv^`1`m{q+ZeW7b z{T|i!-LG`v)rb17s6^h{Go~dhvHPhIRZ2}}#%HG+?Tj45&q$nGGm=kF8$Yhqp~`Eo zJlod;MV!BP!#c|S=@q<_b7Kq8MDPh5mQNRD!n2e*I$xuat31?48u)R6zkJ>RLq3$u zZsSF&9@#E=c(*Z06{Xj^K(A99o;{#LS(=zKdFnfH9i}s-YCS7@Kg+eazHYvKfncTx zCh$s<;t{BH!KiCrE9z=Lv~h0XQlM|>HXeHeyvh5yhGInKOw;0`u}W3692O(-05zs$ zbeiB{brzG?J*y9R$7ZYZ%*^W`ca`xxSAj!Cu`q?%jufmB4m_2dmL-v?|vp1ZtbUC%=(y!E2C75T4XjH3` zK2mW0K}G!s+U8X(-259erJHMqTc82zlT7jk=bab9+prbE1i@XIBE>STmU!GXgA$(L;U6)(|J0C_9Wwz29p|{ z!K|7AKR`Y{Km1N{ZZ`)h{+5XS!_cSsQMhH8l#vX$JuPvk%Sn{<4JHtU{Kjmur^vQSGx%06!*E%?`Hhm{>qP6m^@BS{tT@6Jj8 zo(KxQ5!htG28ZKas(Xlw`+lRjkZrl2k)oV=YD!vMy$${K9cz9z-_V$x(|!oq$TMiP z zUwM}t7-rKRmVDOt^%Q=e??v)AWNo9 zoEC*|0?fmVtUq4bX5VL~Q)A;Y@>T(-&7$QBi*z1C{}V<{5>WZ_V(F~kw{^Wi9Ckna z`SeI@g>va(GS`l}-*erQud?!xYB!%|!rC2Fdk~K)>d0p&aV`&RwaahQqlP zn8NqH=leA{FD%;G0P4$ajtDr<%S|&zdVWXLx35ibu-HX;YLs=K4af(gLYqVQUQGD? zniy*kX1H3(?r-V3NFH-KKvDKht=u9MEuP8doigMSQSEEkyGK~N?r)CuqEjw#Y@oRP zX*6SVxNK#KGtd5NK5Ak=?R-;YlCOY{IZGTAraBqo)jJbQqs>F9D&R|pP=_$Isy(+G(s+I$4A0Q|$nJvAab8nhN2d3|;^rfh0c zfq^^A`o&qI-(y`UDKW z;sF#=(Bj|yktKrolcoF(L;+-v>OeF0DE%Km;He$rZ9myQoB0{V0t_ai1PMiif(wdy z8(z!V()Dw#=!=D5zvu`-e=EY=c}7z_vE5|Y`N13HiHg$BuCKAoKqq8rOqLFj`&Txy zj6T0j>!qYAn;dUol)igBCA*?;Hf1WAA~%_&SQrMh-$Pij?3=_^zP6#sUr|S6&ainH zt(pgIgPH!xAR<2huToSV2iljw@u{Kr;pbhDM#<3bx@;(4?O6TX7JRnPz^UK6~TTPsY-k<4_Sm%+-9U9X#M)yT5=n#Dk z%iEv$c9L8m&7fuXoOLdm<8QhO2zx?fY_?zi$14cy#US^1h_w4Y9D^Kz&0oc|BD=6L z^bVKCxI}H7)@Oe3)YN!)XONu4iZPO+;>==V%A7*P5Wi7EpYOXcIZ*T$41ML5#Gt1zLV{iN4pZFRcp>GEnsAQgjK8ykigItak6o+sKQP_C&6vNdFyTvvNg_n87|>Bq z=NJ&j30)1^-1{he(<`(o9L@d;3rX}?IQrbz5AX5y`oc|Xd81(D`}-^gkfB`sXqW#S zzyJL{_!9j=j0X@Mifcvx{_chU`|eleeCDI3S)Zv;GGF|@b(Bm#ef@yncZdi-)2M_6 zCPe`09C)ak2a}2aulMYqKlH`_ob~#!yr`IGr&lzjvYWRFW_F$ad_^!V2|$1xPP>YR*IDrq2}0cS#;=BnU7H}$Vy){Ov2 zeGf27(0Slg=mRY}py|+VA7piQI2t&KZ_l~LBk%|Jr79fp{^szln3aj}yMr9|M?{C+ zIkWT0I1b1rg|kApKGRC1i!Y(bAvr~457?XlpVWawG@F&0Nw)Sd-U!gZfX{sgSXcj& zRQvr0G862pt4*LgYj7GvqV~q?y09AQb^+#7dJ@TZO8N9=D$$QXJr+^^)5P>j;NC~y z#t-N?M!ir6xr2;p$etJXLXYSIBmx0$$qUU&7LCyy@z2dKwuZl#X?`;KbNf8Ej5eXq z+yM1iwMeH64Ep66J^4u`qZwyk9E?^{c-&=T1f$cV@7wz+wdAX&aC#h*QY%vuD5zY` zdBM8ndNcq(dVtvpgS^iKUx=nA_$Vl@jwKi_E0!v zab1Jqz`hX+CjwI|ponIl^9#1m51?KdKm3FRNb6T{sFUGs*a^pN%Lzs_Dl6cNHz$jf z)zGthU?WVL>-|E$kl7hWQ_Iu#?uG_JJO7K_fJ0A?h|P^E0*@(}8GO9|lKvB3&Rdr% zZJ<4cHJlC5g;i}zoNvpev#=i@#ypCvisj$OB}S~b>Rezghi)z4`6G^-WccZvIKUD# zgtNx;cRebaQOSD?@`?l{R=>}fju7}JTA7!sXjx(b7CQj&ET~$1a@F&J_VR;jG`%{n z^bV84WSdyT8?RiU85JJ{QhponaqX?CTSTHznMgI|+S*K#%gUWyjeuZE=)RuL4S{SLBQMI z?9uRHdDTohm5l>X;q5G1SGRK1@47yqUDDbY#l>NA+wb_@yL*T&3kMArn&<+l9uzdnF00GA@8Ze0EgvAF#P`Mh^WjGhY!NcalIm&i`{x6lr| z(@*I~n>>Mm#m$B2bcI=Kc3H7np4(GTkxPZjzo&x}IKS|G-bXpHGXa|Tz#j9J62CGiFgy5~HE?|43uH7mEn}XZ7Q2DSfmSeX& z*|Ka>$_HACeu#tcmjbSl5fKaqogd3yB?2Wh4#2Uix=buCW=Kl9{}Fy>=e4rB z#nSWZixp#akk#_TPwfT%@s(X%9AK-WniXX@nlm)o>g#;$a))iBrR6>Ku785^X`kqN zHX{%c;YAa&HPLp-dRHVcmH1%ndg|O;JW{P}joF|tv}0zJ+b|CB8v=QK#=Jne&Jw<> zq_cC_X>eNBcz&M$gZ+zrqxFpqn0ae}Q5-BE2VyC!%cxxyexvm|<7sEz0Z0T(dn;j1 zMMdPhE-3R!AzveG5i_ud25~pEWU4L}pi_QS$a?2nO<|`GOmPgWL$j}N zk&(r%cTdy?M%!GWB7hUl79qHBPBiqD$@CVr^Op>NlN`EiR~&s=3SkeANpl@W^qMnPh;eU?8|5OO<4|hlE(%e+t0M zdmv@Wp$LNt_ppaU&i`qtHcM>~xXvT@C6s^4l09a;Au_T+Jc590(U!2m#WP#Jl)tS; zm+jtKFPynWi{-i4To)b65LtGNI+t1A7B=$Lk2-tS zHP?}Ks|uI7XBZlhWHPN^E}W(oDvW+m3E<6Cu16@7^`IFn0m2KF#B%$`jeYH4bShM~ z_iy7QZ_&;i0KPkc$(2793I3^*MGTE%u(?vcCF~2Qh_8zxz*om$2|WtAFOhwnSF6b; zq@F^~$O{ARi$fDz-ayw1+G5r|Z|Ip&*$-KGE08h|QhPxUATi&v zu{YZgrvgs9Wxi>-6Y?-hi`ZU&&d}sV5xEq8qn0NGdo|V}Sz%^?GUmnr0|R3|T?6sb zma5tL6|)ge{V&y`%y$w|&vsO=PS!HR-_LDU`=8}XZ+&xs4uO=8{OI`L zINQ8H7o%RwaV;P|)zQ35Vn#nYR! z=S&`I+j3hYnQTGf@vo*z%xL=Jmpkl_!Q^#&%H)X{-U_GGfPjUOh%sZV#Z@ewV(<*? z^b$~y;~X&MSqwNmpW_kQ6Df`$u?DsR-{U+yZhP_BERof>S!yVz_i{?{$+O~}pjCxi zBXC(-mRWj-)hzd>ib9EEQ%XfAm$6^%tZ;U&dzkKjwUi<#SLw$p-x&UqL2;>LrjSiM zfoNqmkUVG{cmIla7xppge+lxO?s>IAc%S%Mg#gCF+86qpI2ewPAG zv_RjoPpL5QaG|&%mCH4yNV`cE43v!`WMN&-CGYPcSWPFzz4hQqU!YuE#z#P>6CYf23tf=LRI#z=jezuWx>~v}zTh0!c*MD~(;UNrce^81#TtkOerW@{PQ;IXcM+ z6^;)OI&2V2um(ySMNKC?{*YJ4WrOxWNA~y?$M9g@lR#nBVr`Qlsyv^k@LI^$+Y`AW z(9c&hJET;H$MPp?!V7{9@#g9j$7#RT^x<Ar(6q*+RE^0PZB0ODWK_{Ro(W z*M>*Tjg7TG)vac#M^ic@@bLwGt4BQupJ^`F8cyK1oq1E5?&bnV@8>C|wJvMe&ax>z zcTb3`tN03Z%2U{_=41;s*-5fjyG{G+{h%UDts|IDK~AwPVEU?BUroqrwm!yTZwgb| zH{hGM2Q*La!VLnetFDt)hTKX#eG%T~`rZty;W%&J=|iJhxu`P65}nN(&DXBjyx)*o z0%{cF@JG|MEfl}!DqzO;6wJ;HJ9&@sNyQeYI}~b`d}afL4UE-F2iCyo>d~yBi$PVU z7R3s2qUj1F9Qe?-XBQhUpfiXbUcRk%kfGKtdlm5|p0W9PRzL)PX>(pt zwhjJ#JtVAY8nVPcSO9ykZmNP?ufqb^k>`pHOrxMN8&`aB&=-M%))~I|bN;+Y+Zmy4 z(kFhWkxbd_mv zDN$d`nZH0By>geJX(d^nRq#{@IgEGuwCLMSe~X9KhQqEek^obTvI4yfO@o2<8S_;b5LNLY%K>+qQqCv?$7sR_bLAbg@;Ee@(|bup-Mn% z%^I1q!&K|tA8mXAKXERN>la7F$7ZIK$`BIa3|j*vikCcv+5woIsnTpJiBO3o0i~5; zxPQ)dvp?CD)+rY)z4-I(tnfj5J#SL*q@eq*%PNPkJ(DV zjwM`CJbj?HqaBv>#%)$G+T(ti>;)c^zu&EJ5bCi#5kf4jeD7yiVC1A}YmY?FxI7;i zEKK@&V%4nPhOC{4bQZIibnm?hTJTMM9?druJ&@Mu7O5umM8%c4Qu~Bo_db|B&Wft(|RH+9Dk3iBGDy| zYSHVX<<2#i*Yjb**?_Qb#q;k%sf4=iI82z-u~2uqo(8|>4pHU&%-@?r;R zl~38+s5*1=XZ!hc8xXyWM}Ft|6U9YZKi=mh0;=QS>{W&Puk&$ ze=#*upFzPFpBL>bRoX(Qd>2aKHe{E}dedHQgiyH-R~*L>iWTeBO8j)MW3KY)TJP6n z*<}62q8+bs)EsPI#zQV1W?LSMq}go3B_d^g3gVU zG^31INi<>(ZI36i#fiT%PVBYxUcy*Bm5LV;F@eM$Trq`g!1>hs!Z0kO{14-<9+%B5B}VX}et!73 zN)cZ%kAN^-9BEV4W9U-Txoa6#SC_ZWp9!T8rfx9d#gWG`7_|G-pFyDu&%D9)ETAk_>5U#cgM_>e2NtGeTRhp7cvo@jO1aMeIk&B7OK@1*B#b(QCv-kfF`vF4ki%nzNydZ#C=qRAe>Ph{+I8 zVsuW2KMUti$5@JSQJ6IEdK>sIFqDJaA3MmmtCDsN-mr`;MG{9z7y!jn*-++Nh^T8F zOxr|+l&%1`)QPs`1mdEV#cQV8+)%}ixW3k<^*Jr9uX!Sr6mk8;YA(i2l!|YcFocR} zOI0RtF5y-83p8xlAn-MiGE$z%k1ehZQ}>By&mfhE{BXlItaEzJsiK*4k~Lw{j85}x z&|^sUGvG_4xmRgg7>Z6&C!M8qi{8Yiz(!m!6===W8}ZD9FU@5M&BR87MjtXUubLt6 zAbOf&-(GWZY^Z&94i6G{^@vS29p+Pll}ari`tcy{AHw zT#ZJ(V>6nj)loodfkt`P*r+rYFzNTg1_P*u z?gR!3{;y{JAV@Dw^)io}bG+-@HF)?bK*oi4unK$;=pd@ZyvvA6Cf$rP*^+0R9*3k% zshhApo`)sq8_*mkqx-T&W(Uq%Y4-)}Y4+E0%#sd-^n+12Bj@W=E-n-CE|kNNxWaG1 z;PV6N4|eY#Q63@2>tjE_dUsby| z(bu8sc3Yi=GrN39nqP3I%Ae&UY916~REtKO=vf;~z9Uozq?~EiT|9J6YAqoYE{m}O zQQ%%uKFMEd;uR}pdYq;9fij&;#Z}MGhYLjq%VZRPI}J++#0QtF*45xlCP?pMZUr1P zC6^U~a6h)VvH+iPwE0NJurc~TX;qbb%6vT9sUh(4%~Y7ng4%dpqLcVR*a}dAN|)Od zJcmJ0zTF?1Adn$gN=NM08QOoV#r(KqYuK$fM?m0Rd%nhr+Gupr zY569A)vlk{<@S~hhokzP;4BE?dOzfYb%>dbX% zMZXnUa-7X`M(c^CgTJeNAmnp9{j5=Kib0E0leLhqin|92HTUqJ?f#*_;*xW^G^ddM z{E1I1#`h=tB;sOQo%;?3`sEgyX8&lOd>D{ZkbXbsA`i3`bLD;NZoh=B-Ih={i{^4N z82G}{7IbYUu{%A9wc;^7n||Rdt|t6Ivi&OYm!RqO@fAy0DreA+!c_cN z&g9N+Qc4HbDjcNRYdyl7pcNq;l*}4>Vk*1UpZz*V$dTDju5W=@iHs4y=MpiH)M~HT z$~yJ|j~OH3eUY+R4HyBw2*_pS2GazMIs=o7fFdHWY%B+^isW}BE9>1 zrA!5A?;0rlv3!;FKI6(g2zNIi3Q#Yf5*39OcQdp?!Atb$nY%q^UDCaSOY=<6;#*aQ zJaK_O%{NEgQ!}Sw$DQFX!1z~)f5b#S6KqU54Ib=5*oa0bIn%)M&5TP=duCf}siE~8 zIW@*+Gy$1B^wm9mruJ$hu9h4jLZM-$<3msdFmst(7Ej$ z-g%$t&@P8$D*cO_9mBJy2f4^>)N+W_XWv6vAnqYXvy@pRlPHM}qCWGvV$6%HB%gM^ z1waX%#>JcWK_;U)h_sff#Tr2r;d(w<9QSX;-9Y%$%$#dRCZu$P+JVKgU?y2>EiJKG9X_tXRkxPoEj$ETJM{waA+gnK5^v$&mvChD<_L%0T~Z=!Qh}_zzhA-DH`Il zC<-Z2Gzyuez5x{Ew2R)iA%`w|^OQRy*#l)~@!aVT77N;Ix7I?SGzs#3V5gJWC;nTR z7(t4%nz0d}EIs@xBt!TWE~BV#VY9fXk3okbkFet}jg`FTqUvO8Xh-L^N<@u9aDp6P z`UVd*T^YsdMa$FWz9eVQ!KI9@OAfbQ`@P|A^u2<22#|x{b6F;z;{GZjV%Hy0=%_LV zmMRqvccLR~vsyDJ@D+)@SOOiZMR%u0*BGi(8R@a=PT(A8S0~h=WCLQyh){A zcPI-fN8x)KrB4DZUf^;^?jYgpz2WU#j|y}W^`5x7aXe7>U8r)WC{%QA)hy$a zKZkC9*Swm`!X+nuc+gR1H*2`IU0Gp&LvIX${mEiFj32fJ+2$@`;?sn2371+E< z^;L`Fkn2Z|vXX@UQ=^3HNkPItBbBbxLwyY@a3mKim#+RfO9JonaQ3MR389`i3ey9G zhVxvGajZU^eWr&9veS+Gr*58>tL(|O~Cd{rmVI^kfuOyk5$%09&)p7*|`Xkb#B zD;m2ohWhbIwvn-F=g4=n%BqW=I$nUF(t1Y0@wRO;P^Kic$*IMCmPisk<&#e)YWsqz ze1?42`I{Rl!fW?mNHNRklxAdtmOG^xg;AkZbMarQOLMMT;cYM}ptH20YcMGr;?Gi* zEr@O=WoBO%kz868F4SOM3VOcBgFrsP$n=&T!C$@eocmQ7g^eo8mbfqp*vj(EcqtexVA(xZ9hq$9g63P(aoq zI_b|qp}ANRyqPR)G+#j1uy!Q_(HmKKu0*oL_v+YhvTIhnwQIF2;=YAAzb`oew%T+k z{p%buI?fXVG)1>r3p93%FccF1v@qcqJEBff+33JxtXIfCbs9mIpBdVZB^{?)K#Uw# z2ol8wf^+N=tDsj*PVEfgEnN(}seM)-f|2Z!vR?-F#h^L+s%7$x!@BM<=^@Bj?o|%H zM@|b4ldptpvfm!|q0m4seW--n171N9=zx7!9yh##A+0r->sXNW=|hmIkex&^-;@Hs z6t7k7vr7Y8C>rRBZY};6B*B2Hhzyyo2+UMfHNwab*SpTFR%O{89_Cw(+hcU5uCd$Q zT39bzvgHPfRtvVJ)~BO0nKccwCpJbmG%QBqomeQ{3SgVpyG21QVK~`4 zmLL*6|H?d!#$)1F9KKvM&ba!vjYu)U3Wwcp;TlR*U#fslqEDqz-+ed}o{Aob>5C@* zniC7T!bikJkWFX)fjX&d#FTY`!W;HYh%CiCDF9K74}&{#NR$}x3-TL54u;slz*U$ z|H0CD{MLpeZhg>;A)i8l^ziW5#qxM)Aps5@Jb(k6Nap~w=2ByxKy@@B;*$#twQ=B7 zv6~CHWvsOt$4u4?a|yX*WFOkZU&7v^i&y5UvRFA;jzF*K5g~U%A%_7gO8nyn+howG zknz(#PTV!DsIF4=e7-{Lw|xvQEv@cr((hdKQsfUn;~q2DlFI+jMEbS_D)bT6@t~hC z$4vg8jP;+%9l)zKGylP|NWr5*{y}{pSN-`6(hT?K{69W@{|$ZtPYf3AQN*!L!`Jg< z{e|^*!Q3}K>F2bV{}|;RKK-L1c@I;-+5K-TvVTxk7LThK5Ca?0kiXuaECmK|tCrl{ z+zN^8R)Ut_3h3K@ej(YaUhv33r&3U((I{CUI!@)X^Di?Qcpp``v^A2wH6ZXn3aC+u z`xG$$Tw{sfqaR(L)D6iygq)XJZYOQ`gBtzK$y z{V%ml-{uQ4z;6*K5O#u{#o>7WeY{XpF_Kim+pEUoj=NB|DFpylWPniM%H{>|8H*xr zrI1TWQYq4s0J?zaOa{W#Y9)j*wCa(?HkXI`;X1&S_UTfM{|lVR>}-mwo15|{x>c6y z7}uC|8p6N}A`ML86vy(Esf7FyPOnZ(G#cHwv>RMvNYD-En$GvLt3-);?O zQmGbcRoL&S)Y)wy+HVbakhZ4sIEF)C8uulXP9kb1*4gireQ12wjhd(1#7`y}9r!TQ z-3|QVe~F%~_hqd2B`UW1!kGb`4|D+!w>*_XZ1{Z~cFS)me6GXccs!fOYrjU*Md16p zfbtL(n4W{TEI3TJ=g)@!D;)apR5|{g$p6B%eUksZQ6+s-yuZ z@jB;G;WVECcYjapfuU-is(@g#YPCz;%k%r~v;sTV|HR~dN@%{geJ1*mhh19cD>Ipi z8Cb867yH_vFVFGdm?;_Kt*p|Y#N`uo2%dr=JQf+5_~%cExSX$<3_Dk09qqwb;b5UD zI|z+J0oVqs9jc-VI}87u$W#9HQCsVv9dKM)rK*8;I(SFC7{MlWF6amRKYa~6Tbut0 zK|3e;y^$e@knIsQzn<^Sl&`_3&twP(2`c9)5m{SXpL+!`BF=mT4(V@4vSef&SSM-E zfEMH~1ria#{k|VOW|nHPPN{oXem;#ZTFOZcd4Uz!$ekD7Y7yd>_0A^>Uzv@54h%%Z z(rfozXjZ?+yBVyunu#Sjq>xEyN4a?a{{6WRz3M+v>KhTbWLn~SR-FHNwF19Ehx%l# zh8apuMGHS1Bk0}{#tPkrqfsE@@wr5Id{pax{jOL({Wl=%R`_q|4Wd>mqyAr^_cgeM-=TpFY4XX-#C$=wfDc8afh)*U zkCup~t-xrvt<`ljN8ShT>4KwhPZxM0CKm)eZh!J0B42#@;66FAh`kMkg0I3hlr9q0 z`L~J@BV7vZP z7RVFa<=r%SocMG9xOj)c50oNx?diCt_@RJDj}NdQ69b)*ssZRV>OaTX-%+#xnHLDH z3ZT=^X~3=08-IG+0dGE6Mg?F5$BMCC3Rz*lk98^KTJ*o>j2^EaC0{|n`SkK4-*~Gd zByO~P;ECX9U4w`dW1D>`0?IG^xMD4#F1eI+CK7*NwFFp{#?Ml3s6PYVqrWv_{j*A` zSCwZ^hWJEJH?zoM!SGBANkUyAXw!35!rh&$n6rQOpsE5w3+ESqOlInO(Z&9pYcMhq z?+q)pME6s6fnW?eZa*XfdSU#dp>!Pub1L1M*lRUAXQ#7^grpl6G1yg*yuLDO*}Uq|9Bd+&CcunPIss5Y(ISXwyjJp-|^fC%tf1=PhvaePP2eV++pExri_rb*35`h zlPW6!SYopnFj{kdy!^?Oz;1`=`J|cKWMjVp3MU3ju^s_#ep(Wn-yF9i6w9Zs#$hq_ zd{5vta)ycYQP!vCC)fu|GC=EaeE|r8wi(rf5&Mf*yh*4Ovcf=SF)Lv#e>lM&$8@#C zE1FdT6{C6vAOga$N7HPLBzLMpnw#ZDixe@z%%2{}CnrTfPizdN+6i;-?``q<5w?=( zLqn14SM5zoJmOtIVaF_W`@&h3^YU6JO@4)Z_>kx+rE}T$mSaZ4b1iP$Q>Y1|*q1*X zOr?Ot^O7y7b&#)21~gxL;&JwFc-wP0s#YOl^R$Ej>1<1b@k~tyaMr-ESq}$BSdFxV zfoZ=4XqF?4@DpMFi+})&0|^w6(>ZN$We!|18MN0OU)Ng*Mn5P={)P{G#!ScB{;jei zBp*e)lN~|K8cn!`KDK{ENbwyY0enHEXhhOerg>5Tj-#*ZBD`)m@~t0l#xE}mG|GkT z*6Gr7qsSFje||9qQitd?DzvtHgZ{rx*Y`BsANZF%YyFj$KwP>?sjAGb><)mXxb~h$zn|S6-w)o1#AU?xyY5e z(1~V{qt8>#Cf}R$6r9ST`UeZ}iQRIxl|TUCf78f*smNFMyrlBHuRo zr>@tqZn}`#uBS_mdkJiLwxaJBYNdSq!@nP81SsBK9yMC8?>agD2C2`W)M!cmlN@3F z329OzaCVSDMtl8*G*J%*gGPJ){q|m`P zxL<@5ivH08WASP9wCG+S>Ke)qT-Q8dZgOM|mEhPlkN)9q@IzO{V;#w(WjsEixyxw(*e{=$rip*9zk~a*W0p-v~01w_U4ZQwn6#1hPF$ zJ(Awf&dgcLVNr-9JwFL_grV`GHi{kGM>G3Hnb|%?xf1e^$O2>Zw~?elIhq5FxJI7W zz3SXH$E;$zNLZ6`MLG?#IP6w%ME3#CVqb9ns}y?;I~n$5eyLQl++|GCO{QLV<<4<7 zM?aeIjoXj84OiWtzX^>CKVnz!{~T?H`Hvd^DlDJHFLfJ4+_H~}j%O}<*tTa&>1GNE z0oFTsRVhQ`W!1A%v0;t2S13yYZkOUAar7HGroz@Fkd0tAzPfl=Y|VXqetCqJQ2l}F zjcGUlO@>S>)2Ob(+8G(Dz_tKQTR7w7bl8!2*iRxapbqJic?P4+%AHtL)kd3(pj%5K zE}(+(=@Q_e`BBfm3SZ_#GaEf`6hPfoeO`+W>u)t2y>+?9HwzU7FV7g$h5CwVR8r?k|$t5|C?dN!0-4Km9nSoO~Q&b5~e(s|ak1UjkSpRQbpo zylV3e$wCd*%yd8PoSTEY9LukfmR^dbZtC1FyPVZxlT+;xm=OuA@AV2NkAM7Ap+25@ z%}A0@Ah5WA3R%O5KJ+fY-Qk*gEq>M|!+ONt->c?YQ3d?1vvVGky)kF-U&RW$Q+ag* z1zS4fB)va8*XOiK7^M}RA@LLS?Fw-Mve%P!Ys&zpxw$3;z$saEmF5X$P-*w;g_^W( zBztq!sj;-WA`LDziopLsn%J!s>WFK)$v!0OFZvSk0es^qX^2SYprtkG ziVMjf+e*ysHo17O>$e0(imO~^&sk)EWHsAOAyI?VRb)m3%2x5qJvtFcDrZ5ZOLS|b z^FxjVAokaB&VQH~KpDR2s#R{} z{Pgbbn$6yRM;r`kSv5X#$^H|J9+z$rhUAlS0w}OE(tNIM`>QPH-uzN2$^zqeUvq*i zf&!KaxPvOCH9z$C|!17)eLihgzb0r?WcffX1ve*^l$hqfc2lK$#G zB+5@L8rbZymC6sT0JK64A(7X7HAs0g)ruq0ju|-Sms&B;J@k9feFulwLHC z#m`?(&-XOVXX>EcPal59()VKxe`WU({K(aA1$+6GnY*0g3cv!K6_t#>TAJd(k#p%u zpdlkS>ud!kiM4a~yjmo9ZKc6xxZrp>1#I^G_N;p8y8I%z(}%tYtSTlFsvS(1N07{q z4V`iB19r-&_2SzUJ+BGwdxFGL1L7y%?CkGfz#^=QyH6fy)qkY&g^k#0)+C^T`G6#x zV}aIwkN4yJLj^Cp;aLJ}4D=09p#*S701c4>_x>F~G)X8ZDDL;b;A(Y`DVA6?v^k$e zG%UH<;|Te1p~-V#=vExq;;!H3qX8rhrDOlDzuU2pW}NN6%t4wb&|V)RsFWMLd{_2e z;-|^Bbd|m@-Ewg>fCy}jOq)O-7q`py{8MYZmRUSn=|bmtua%hA?0<9hYXZ1yJxiwT zD6gfPx`Tpk17vf9A84**WT=h02l%^w{fWMac-=VPT|)7?4GP)ypUNT?ckdn{w!9Ry z>2fHfG#_0YS~!I7>dZi{(a%=^8b{`8O^BLlgwqk$)dT(KP{Ezdp)LF9r9H%>P%pwm{oz z!I9;CCR^;`lcSv&+rqmYQ%__&YjMn4PRthGQnmp4)4BE`##zhYA$%p5OO^l)kCmpD z=g;P^CgYWH;35_-c4y=sVV`~0czAe1dR}V#ELP;nO&@|hrT#R^^&cEz_b6%D13R8S zg}sMCB3N4~dENrBOAi8(WnPxa31hhieuSk2Uye&iK)plP?jCbp)xK`ABiH}0jIM+L zqJBpvl`RekP`6-qJRhCstGic7EKAoSZk;La`x*165w+MP1DfVI+qychEkB(RaH0<_ zOdaC?v-Z9??*m$)Lq$!*wwc9z!K1o5YwW0Z_8`Ssp@rE(3nbLofit@AyeiVsK3)H(&Qn&aaC^c;R)F$h|( zQ$eR>Sn$7oMaB2xXHqg~D<_(&*1>{rULcm1TS!lVp5f<^1RW zT|-q6-+pB=fpz^AFEt6nEEbMS+`2>bk_UUs_Wxffkair>JbE>%=7>=F{5`~AAHM)J zj6RmfP{`pwNXVKK@_yAJwo`?)waec?jDHPU!AL_Ft zF=gC--(-9#Ft&7faDK3a>5C{TM?~oLf&P811;gz9?Uhv7H7)GJA-e?Ly43R(q(AP1Iqg-cn z4>p|E>YG^9OY0|Gpm}WZbVYE5zNF}c1a5BJCu+qauP={&P3RV8VBIjyd+!XIDO$Y! zJ)KYch4qRDRDCeX4KlAEEhsF)EX6O<8K~n=;L~ zq@Ns~J3lb6uxEcJmq$v(Wf^o8LMVD^^)b_`GwAb1(PdKnyGmDsyNY*TKQ4&$t|xiQ z=UQZ(a@&=w@b&4kP8d(cgAVtUfpjuwCSUF5P=au~zkvFkpIOhJ?HyWI+HJ~P$(tA*zSIJ6E7m2C~B$OxoU8O>wYigI#)wVczkrw zlK=jT7pwl7)AsyVV$%it&t{A6VpV;y8Cc?&W1CyY`9gO*ilbDh!r}PQ2hLX!OpJ41 zBdzr9aw2hE^Tk7hqBuX`<8Qu7Ce-ap^JsnTbaX>im9Ly^N5VCj;fAttVsm&Um2%M& zPsh99dJ;#d`z`A%)MzXMd2Vxi&pC=u&x*@+3jx{IT(nZTD6;`IRW_w)&}RE5_A>=q z{w4Q`>V>FRu4)Au)f}BKn4fB6M-l#7xG#KvZL@l_$6)1~>rHTRQs1w@!coek+$Dln%g@t_z_i9CMqz#cKiAqI zr#n;Qd*^QBEiy6^@$KJ-IcL35h`9v5M^L?TZXU7Xcen_6f=nc?D}s~`+C}(0BjFzt zfAj=37a$51;zy|jllOp-ehff~hk@@Y&pOvG3iN}K)$E%O1bweq_3ub*b}z)ADP_sV zox~PSnGG+2m*8jxyS5PXg7LrV(KA)^B1{kUv4tSbAfev6u5m1W=lPwIS%0CVKx0PVHS;U!`$t<-kZ4a4Q?oKlVEV*6;#7G}zN#8y>Hs4v7&YdpTk;j}eyCKL}#QYYnALO^xV8pWE zeiB#u_=}t3QpyPcK5xIUz`LK*|E7hrjDCw^srg<1C(NN?TNb=x$(xrYqo!}Yc5NCz z4X(hQsYTPPHLe$^DipCjs)9oej;9M&mMi3%xM-ZApBmGusm7wRqQqZ)<-KRStw`G` zx7R)NAuHKGO#YyH;8G>2!RXq|>Ez_GoU}SUo|vyPtA*yYXAYTgN8O3gs$f z`25c3p*w3`8*e_FD`pc0L$>6pa;=2l8yqjTY_?Ysj91z!)Sqv%NNLo1iJV$wr|353 ziNycJ;+Hm2E4O8TN2~TZEV)6gc{aAZx!D!5!KMz{3Ksp_^rX+Noz>!5w(rMXm!)^4~Z-Nb<-UcewMONzit0 zIwpcrS`r0??3P*3)smbGSmvdY`GTEn_9W?&l4z9}uHC-@cwG=^PuS@?G5JCp`X{iq zu;#fRXmtwNRQkuFP87&Z>{8B8G0UaS6(rNYx-BM?$#LoX3R>DqBv1kmo!t{tc&lKNuNEVxe|>OIR)a7jP${ZGa~YF+z3n%vcOqG z52f(tnsVEXEb`xHczFDS{~`@F`{uE)sI%K6e#f&U)Ayv$_?_>(0DiG2@vC(FHLPd_ zeg2;LX}(1KsA93BdgUpH>51$%dzZKHg%qN`+=;{kw{9kO#_J4SovwaTg{GduBJa*8JaLlF{VM&P_WecLMA>D9UQVVyldRu3U7ln* z^w)C;JeU0%eku*QOB^b%)uV^FNat5v z6DI&I*2jd$1?=j-8p35v97g7H^x`*r8Ktjc4~AmX3q7&;05@J+GQ0hVDX;g5AP4+? z7hO8JHP1-l!&mCXC0BslYukZmMg1;FaKTeuLrCFu1JM6*pfyauIJI%ek2 z_xjR4-Mr;U3hGL0OWRA9N%E7!Wg>1s7yV7+g0MhXk9S{!h?E4t1z4&cucF_x;X>&Z zyUCpc+izL`x;I;-Jk9*U!u2^8faVg&G*7moD$(n=S657U6wbQX0Yo=In6m5 zsZPgdrf_BwBrM9*ruXto-AQoa#*blOxL2Bdx)8aMjIrmBO0Zn_U)SZXXBg&Cty4jf^_J$8V@A zj5_#Cn-VdXzvP0RoT^D^tWzyjt5Ag<8N%20A+Hy!hF&o$?{Rz7C;R(-xr)zm zouoY%;bVD1+$I#>)h80gHKppe9dhsCk!w-*w(12#=44*X_>hCs$XF7&^HHWg{m#vD~TNHmqtN zDF*S%j|3_8OCk!C)EhD#woIk`pyk7H@|srBn!@1dkL z>;1sY&K%O@Q}7qD-8>Q2oc(%0db%_0rDQTAK6S8|NnD&z=HD>YNEJnzLgD{Ww5Z@}3Do$61Yar<_x?YU-7^UZBebGoX$51j>Y{Ojj~tS-HT&pyyH)vfkRH?x~5 z{Pa0A7^!FcBzys8f1X=*MHJnKP3V#$ugKrwF+a<%-G>Ln$R4MmsJ=ZaRT9EDZIJW; z12|_Ip*n{5U!#02Tv$8sGYqt2wFKDQl;?heBrzsuDB(fwlv4wI4KxY>qR8)MX8gjQf)G#~E^FufmfsCR{5|RNX+~F}Ka<_*?X z4OrPF^D%Cgj&YvnG+mz^yLZ?@pJC35ISAni?h=6W)d!sp3JIqO0F|eUr>v+5Ez~(P zwV{0M!YXzD_M_eAXxuPSm3~c0$RQxOO!dmuhdBVI=DxWJ?Y>^vDI}tpDYi%tXiakH z(m0HCzKxaoV0ZBu$_KfaVGVhYzz(!a(6GFoI?D$Q$40ho2{?wnM^G=rS#2O~%}9#| zeqvXqJ}Ip(PO!FN`^yWMe-6xJJui<+D5p2Snk@Q&;|$@&$lQc0!S6qX>tsBV7kNKx z0xNy3DTQ8Ng0I@E`_OCtqr`T)xtocZ!BJa2*qa$$fSLs1q?x*Y&@LXRgkIn zHY{?KK5wZy{P`ojgH_k=^ZoO#V3|~Yg}N8nc_LN4Spj2c<)B$CQdiu;jWdRC>VRo>_y;3k_ht1@ZT!}KOeQ(qVr;2jNE1o9Ti(9Bmd4}3D zfw$Kv>5{uTUb&g->{rFwuFn*>HZKtfh;9}a7NU2$=No)piS)eeatpy0+b(~+aua8n za+4(I)^RM*ApdwJZNyTODYcqM^K>?{O5bM!N)`nT`UyO(vn!ALomc(&HrU8%g)b%& zt0T^n9yiJvm3v(pZhHwclrY7=_@ZRKC_>L>My1k$)ti`Dy>}ZNK_f22m+2>aduE0s zeDN_5Q_lO$>|}H6Wx^YykbRGy}Oi(cuo()yCC*tb$;-KCF--hTO!DNQE z!Y75g_Q!dz2a8PJj-^?tN+ga3`d#n%bv$}^gt@!ZYG0My&jg>F-H)rNL^t;`IW)%eruYBO#m$#9vOx40unjx8ol{gqc z+jtN#?tZ`gNPV?6(QPJ&D2mKh;>>Hwew8x$w5j(CguZ4!OIM#s&R?X;aYgx0)fU3^ zu!I_bt!D0@9RiX9oN)_dVc9BWHV7H&(mCjpBEJ>U2}d%8=9ep-Aa=mt$UZZYC7zt1 zRHOzpH%S?C9k7?#rV{p(tQqE7L~xC|mi)*M&GJ1R7tO(ks zq<}@>b(%;P=QlgJMobI{Zl$98SBD$X%3@9LTh}2X^YXeemm5V+>ncZwIxB1vu>s7q-fi*ty z1!#qQ-G)g9h;|0@Ev-Tq(s=C~-g<|b*g2ddg=$H<4{a9TE26(TAEb`we=x?;r*V+V zVE`qJ$|d}Y3nD}v^{K(X+6-_Km)-vSIS(^kv6bhti+GKsX;U~tKWZoG@*G|ltV1PN9I2s^ikIfoSaEEJbvY5bh@c9R3oVG= z{IQ(L^VC1EbpOK#P6VezdYpoz|#V;lx@xRPmZL8b$zTVPI6 zCtza!^r}EJ7HlbPUOY;TdBP5o7Pvt`*I)Y6doxJVqGtm@xD?G?su~w zyBkm)Z`pO8plsg>&2(7bI#u6g`r*9x4D1YvDSXa@w&Be|;(`wX(ZZ>sTq*S$OolxR z*AQX6hDP2l2uJ=@3pP4&H=|m;7mf4L`giP%L~W}V??8Z8ZHrj{2LZCeoWeM34|n<< zt%2n*0G@t#Yc&5Ys@Xk6p!(#wcIX$4)WvdZ_V9F5HMW)NZD4wP>{tv}3b!-a<@(jO z$z}G)Wx`m-$+bh{z}Je1EbXCJ<;ZOVDy=K6utP}v%R7~J9c~Qr(H*5?F)G9c2tv!u z+n9JaZ(+%e7%4}=so7%gCxH<6{&nOx6Lzd<%QXkLk&T}if8<@&5odC$z$aGejJ>1W zV9n2uHC7K=M|)KZ2bQOICi4+{2BhuRw?GK>?Wwhcpi&mkOogobxilfn(ZzR#$|=dn z7dC~^WnAo}%pO4Rk~Q}ovL7ODy~c4vuwkS;;dX+mHS%5@)M0b_w?^e^AwnJ0Lpj>} zd$a}K-peS(O)1%!OYS#faxI?8Ny{O9p1+TKd>(55iay|<)+;}M0XX$ayGNo$IWnnX zXE&ELrn8O7ds-M&5(cqJwAGl)9sas<$3P2s(jBpOGZGTYJCOpp@bH6W7UHLLK@xcH z>k$I9DI#G={tli!myi6z;@HT(A!5OdAL+fV^e_-d>N4k$-s44t+5!`q8hvq;cj7h3 z<1(IW7i*V9B>4_pz$SW)uRW;H)Et}ZyRqRqb}?~m5LTN|AAX}Flolo9HI34 zn3oi5ni*+aC?1#WIkCYUT0e`YH;maYCAE82WYc0LZdrf|=FQfLS zSC6R8s!Y}A+*k~K-yy|mtvIzf2IDZONsPJjIJQFF$QJ)FWTL;YlgQRr2w#HTyVUqZHc{JhD-!;XJxSKt^nK1WTp`3u-9t$#A8LP}JLGivqG! z)I6E|KiCPBxnb{gg<+vI#35<-H(Qkh*92|tYkeC`!1=%TYH#=kNfX*d|G9b}L7tBH zjLxN%eCN+4yHc`__~=K!4(D2Ee`Ry%>gxMXM0mw1K71+iX98|#mPqwcs{1`)s1}@z| z9oUc8+{)x+orMHncYPE(U%Hl?c|kQJ0lRmxS-xUo`Hvj4TcZO5wQ;0U-gsZ4ouGtm zsz4S!PZjovm@7%Ku((P9WQW}}-FAol@k)!%DgJEbIa5l=C??V&0Sv9Mf%3+O2C`>9 zw-<*$tr|KUXX{&A%CCTogvJE^aUuMPoMckk-qTY*cAEA=_JCIjsJ5yC^zAG7YHnzs z(K(Aljg+TerNEb!&O9i-+|xqs4dx<>OUJ((xDSVsOkO<@3V5ZplUk33xc$x!7QE%N zEGpvco7~a>3_)f#zZ+2!{|!VrxB%#}znT_V3Hb13{2Y)X-7cRr&YeAb0GxHn303W! z(n)@1(5O#(Y{V0c2DMb78i@uSbXDiI^U6rpzc-q0U_dZFt8*2P!RO?v#_1igQfg~Z z@B8*|KPsXNFF%kw9(`oU)6M7va43Dt2I>9rG7Taw*Rvu+uX|&>tx(1?)D9R);2E#Q z1NU+B34Gi!GGK>1|FbU=A9!0KlciAsABn4wgQ4n@-#^sU?f!^Ep2`nr4-d+zIRJlI ze6sjEd?pSOY1F%Zt|1YgCqX$a_}ZZ0JZTRK3M{;4wa9bP~X!~pBhReiYxVU zbUF9ksRGqdt4~8+_jWcY!^3YUp>Mc`o6ISxE?R zmHeP(KYejGS937Daj%}r<8a~eX;9-e@rsCF0K-C~EjM6&4Pe2C2N<6dHwjLUq?wc* zzHUk{n*NCUr5H^dePAH+AMfjz-eow;Kq_nYg}d>>6dnF#n_W3d($w@l%rNm`3$%cr5s{`ePun-Oa1@=WGV(1;m+uCAp=lyDfkI?w;0LV%8UQ=~o9 zOq(E6NLBsVNBLZp3ghlaI)%yoOF#}es}*UtC3T|c1&XDB=Yxsdx#F^2qPGt~2=2z^ zxw?uP*TalA=x>b<2{zUMpM(`XtJU`(09j_NZV_llARG_n3^#hK3;K#SX1f@a-WCfx z1g!r+Ehqlcy~sC4+k4NxrPzf<jZPNdj1H29*Fv@v}KY%E__DA1?eZj7zCT z8PHwir6u#)FmZ;c)sG6N_)dfznk>Jntp(M)A}Fy2Vo;NsXrLJ91#0jqrn?vxsM8xv z1VoGvVTZ)Vzu-JRMuE3e+Ux+jJn}|!m7S$HpqGI7tA=j2mp#i4n&RYU`SU=plmiIbR(ml|;KJVb-pgcWy(}Q~y9sJL?_~UMU%fHaO6p~RJvwwQG z{TTfqU{p~^V4C&8jcueb;dp zRJ%=)zB?bWo)tdmGXXD{s6R}EXa=DWefqq0rS44=*RDTOxS=&*KRCOUYFLh6G&!Hc z)02^wX`gzsfByGZn+B*Qlc%qNp>vgg-U@n~?G>Wzq~fI2rK+}+vWXrx}aQfuO29z>aTm+%s{Azw4^mi~kOlpv!Za^xhMQmnQSuXj9VD_$rIEF*#0?PFM5AOBPow_ptT^ zWqhUxL|Mu+rgE93wZHQ!ZMyt7M#*>`SAHrzy>e+bGSN1=K0naBily9S7Qw*G6Wrpo}XKbSpp?JOv zbW&vF>#!xOePufO`DpF?K==N9m48g}`;K;E@^9#uegijXUv7Ua3*x`(^4`OSpre#_ zz`*}ZL>Vu%3W7Ax(JJ4!ui8`tfy-Z(1-+d6q*tIpHe<&~;NIC?Mxd zN_p1+Xv4?X%#R1SFr8k+6NY)t3c z%!M~S-5)7NH!X=9k6`Rrf9W0;No+1QSrp)uB0zXPFk}b~!M?dckVr{xB zK2z?_G7Q(arBfc<%@MO&O93vZZ`Zv)c%g9Y!GYsiBY>e{{;cy0q_Fj}Ktks?Pf5y3 z`GLSl(Zm;e<)imBWll^b{z=R_kVCFCYw(#mHUlJ_@erJE?h%U5tyY<)4<#9z8b}m^ z;YenyDK>ulXjq6^){7>i#PHQ(tq&9 zFY^2#+WQV~3DB1X@!syD$KyT{(EW{1(B!?;Dh^SRAOX(dAUu|jtd&&YO+uYqzO3cM zYttTMsjgsiIvh6pM{obi>C~8!AMH)++$5VRBJMZ=18m5ZPvJ4rGG0nVkFHAA@cKZ^ zk?}FIc9+4@yFuZW01PSz-eoR`3tRWQ1L94lfY}KI-^q)N0k@k?nUM_N`C&;WCNvoR zfe)>bOzT&)46e;CWQ8j!5&TUqD)fRXcVXq+%*?IZ99Xk#{*CTZ?!yE$A?v)XH_YjY z9CGAtpB_Jfk)KL&&9fgWF+t3cin9=)WTTcmiO_HpoZ~AB&2(~o#=1g#1fM=7&p*DS zAhHd$)+Y1;u$cr2OW57$+RN+2D@(OMJ|8j|I#_I>@TW!L=^Bb}@gU}P(n;uHm6vwr z$E=z{G<{F$W1(&K+l8ww->f#V8A(Haz0wo7*FN`< zLyBm+cLJ|(yWzA(vCqWmk|N}0zvgfKXv=Jb^*{es-bNk%1GdGr+ia1tT9lo=H-U4^ zJ!Cvw?)~(h>HJq;_HV>od763D(x!CZOL(uR3lMZWz#8PJ7wSY6#5fi4fEKuLgrD9a zz=P&dT7Q=(>*>u;`PZ6tfelAm_GxFbxG`fU0gZ{g5&4x_>BH^Qf!hy;K{KrV-*669 zuxLJib*K#JkmF;DfMU=VA%mx`Qeknv&f76=g-2zY;eBIBajOpi+`s=4 z57M z&2#+k62V_;v;TH+t38=ksks)#&u{j0Y4iWl1rq@$>0lt7`6Gk>`-@L*5NVPz1u=SJ|w&fWO)t11J|sV9k>Kzj;I&>5I$Dkp*W|6)_+d$uYYGJv#)^ z$wjhOzeo6S?9WtgoIpl&C6=Q?bh^U^T40|%8NG!?1q6Men|l&Imo!#zZ-Dv;*Uj&C z6a_rlFK6Ouab1ts85e48gCnS=C4u{c!rk4y`7AA+A|GTXiXfJ{yI$#*p_Pd0S>4f(?hcK1_^UiVa zT^~BXI7^Q;#xj*MKH=m(S}L3@+StH)PI<#_bYTzke1qw|Pxt|$Tk>qoeAkmm>X0sf z)H^)pk1&47b|RpKhUMWXw&ZC_n5VSs7k*9fS}ZZ2E9A869tlytjlqh{k(}_cPd`K6 zJ@`j`jwiru-_~dfY3dWgy*1#onb8MsyE@x<=P;^k8^*(hxjOk^E}!o%glE$$S@Yqm zpCFZ|xsT;Mrou-o!R&@yeE!7`k@W_z!bo=fnP4$|K<_7U%fIXJzg~(WP1+>Bih2@h z`n2IN^H=k+2;BnBTAQaSi!YfCZw#`o_eY9ZKhB1zLXI0Ah0|fqc+VIPTPV^hKLLK` zwhHXR@`F|~BpWNC>Z15^VBg!FtwaS7@zri|pVD(>Q&uAgJ28(#fZWP^l{l)yiP3hi z`@zqAyo64+9Y7fSgUuG-943lEjxh0lCd|EhuXXpS#xBc3x;3iJ{y557U(9lat*`?^ z_zQ>E?mj+#TCG3O;co7O1^kh01i+}Okn*`5vAX0sl9H05xh4ZADA14$0Q|#;Fl)XC zwC@p7GHhm{D{K^_0zR-fw*|f1VP5EC^z!GbVst($Dmxes<83FpLKSM5WR$IvpgP%; zS&J23@jGSFzY`$jwZn*h7A4qyX6lf++%tk1x4rHK?pphN@ivab4#wQb;j&+--RINh z#xNp_Z^M~KPH3W_f0%Z{29}%SC>E+WIgcsN@RRPaWal!YJ*PW+e*ctt*xM&aZ?3D0 zWdWXXg8!v_8kjaMG$3z!w{KrXP5La6s`Kx5``>mN4>Z|i4>e;g*PlKuE&O*)ZkXmv zO?u^Z>ao(a3iTgr*<|4&fN-&#-C+yEj?l>m!_kx*nb1!%{zaLAWMF&c$>tadID{1% zA@^1BAz^po@OMrhA8UhO>y7$!U@M_`woI`kw2xUc9DyG?-&e}>ILcDV4DCZmONmBTl8RF>Et=IcCeVlBKGL52x zO!z01Tg-@7hf;At@zWz-6}stGA`yfA)@)^FOn(|M>=AIEdpu9(D%*5Fjv)cbsUHYP z+DlaA7B}OzUSd;pOA0kNIyzwLf;6yNbYEKLDw#&fE=d~m%cvguo7Of8hW1G1 z(^G;Pj<8xgqmd#O=PvL(L+WL5f~&N|mlAMzGVHjZ<8M%>`+}216m3|{0R9R%^ipYX z!`#G>mpI+N%ZJy^G{tq?GM_#{eUT;O&!GBZd3?*7_FV->aBt8if110dgTrO(TnBd3 z6_<5D0(|5=^T*fxD4c?(83Ra(2bL$%NB$^QUZGMIcx@jJ&;!~2Y5^Js_@A{u7-VH& z(NL*Qh7GtLe<35PpS6#Y`RyXc1{p`8*P**_-YclUeg=%?nh(vs{s(usZ^Mp0RhNq- z3)BhwDA)04bC78)5JB)nt z_;@1}jh)G?nqymOgfc{jLcXzc+U~Hw4)kWTZ^P(^*mZ;Yv&DA*(*c&DJoURJYuR0q zddLQdV|dy~*m~f_BPcKJlB~~MQnKFu%_@Gyq!+yK!#5}MzQJ%P2qMic)eJXXRaw6m zb{5yofO0~e9D`*6Lg!mREp*bgiR^yS$#XDOgNu#|j=ZFfua7wvXJrOPnhGD0rL`I-PjmQy!^OX(kAR zo-%2_I%AedgX_OoXLE_*JcUcI7Wdd*B66W=IuU?er7tpV#Q6+g+sSd@P`M2Gg#z}S z`9uc1#O#dcb7x+QO?S6_c1KHS&Z^;LUK>@}r|ib|Y(Kk6DXGO}Pe->n0*BrXN7+fCF8 zYgaf43258WaT0Gm{ruksPSBjy>h9?a9i$=TNNRDfDf302hT4}UXmZBLMfB3Nv0f2r zN!-fPC` zD@i;XeKCx_IiYvBVe7-ox{xD_wF)|7u4vIU03c4DeRW}_AhE-4(giwFeWBM!K_YqK zA$;*uI5_QHa8B95B*82>PiI7n^8w$KlsLSo;0|8Jb<7gcMSt95gh+vW**55TYPA(v zlka%mv8~D-((41?ZvZ>R(N(nCG!b;lrpMG_)$#pf^?`dj8lCzDbjS{1OcfGaA-6m6O4%U zXx2?sgmu(Q;5iCvYpQrbXHq5Di&v4j zT@P%YGOe4?R6pMaYD{4-SM8Cj7ZqW&_4kJygJxOBdJ^mF@Dq4$@_%TEzb%Kak;uvn zwh)qdY@aCPO0L#HKz}TY{TtyhCgRwLUjYQnzzp541VHa(2;pF0c)`H;pJ>QStPM9N z@_fHHmY)=woSa0TwERk(QRSg#?OcB|(LPTukl5n~=pmW2f;->too3@N9zTA(^I@kG zX8*oQM#@#gdCz3KGC~u$f0tq(=G%D_NC5;t*~Yg(;Sx6?#bz7ijK_^_&6zc21;A)D zISr)10r8CB-Oc6aZ(QXXWS1=!+!mW~2W4a7717byOSGEH4Y;0mGpnKe=F1qLKdef< zW}mxPy-qxD-{U_2vA0rq=#(d)4?X+UXt4bS(NmYhBdXwSZEfuvHQ=)^2Lh5o8NDjw z1+S(Gx-Yz|x33+)U%RI%Xx_0$XHs&#ctGKvSQ7qIuSFxX|9&_B3#Wp}e8as*<(FJc8Puik#bNycSR3j(k%%S8Y~(=Mx|Ks?8?9_hA6xiMSPR^JQ46%H>s zTc$3=N`wG9GQM+;R5DV+u!s_MvO(PLettQlRKhqZ6U7n7)F~hPw+J0JyQ+gU?N^I> z2&1`g`wq!M%dY{ZDy~7RyvwYfGO*EbGb3vR5VtDzz+nRDFZmMjbbKRf6APN?KC3S| zAar!--WI9%_+McPi}yc{qtr5Hneg{-toalC6&m+yvAP66p2hN0sDD$nT;MO3VhbkZ zGT9kO732**{Nr}EtLlwCGc$8|y_$D*Rm}h5)1cN@?L%k*ffoGaYv-Qlq*Es1W+BqAirG10PwYGriivS?9GtU17;Y4&hfSWuw>t0tb!9XMQBf9r_>q?Jzp&zZnEb;*`18{J#0-&g9EgEq^Ccob73`_ojNUH z=|&D4vA&x!&nysJ9?w*06%+c~>`(c#v*pw}r>jj!Tr`*wg#}8NW72*4(WhMcMu2@n zwP3Y|30?wB?sX17{lOIfz6-fVQWnJ=E1NR)jW9xmv2J@d#G`t09->^;(3gs<$#=cz+C@P1lSMN z+2sr7p6k19M8V8Nndb%*ORC)Vd&_a=l=aFbics9=yDM?7d?{v5;p6ecYY9aXaj_SN zE6V`<;cx*#k10_JWufq|=&rTPP+zArL3AwMxVn$?T_rNrjSS(43iC0Mz&bXY+P~eE64X`%m8CE`Vhsj_$j?%XTa-x(^?*MM9ym~SjF%G& z!Lfn+Y`^XBW-}n8gvQ0+uK1P4&1$hU;^Q?85(E-KQR4*~nO2}e`~ni`fdm)sz;gX1 zHy#H_zzV@=Cm)S;vi4z}MLKlaO4K_100lD*`rYbQWg}_&$GmopWDfT~lQ;=xuNZ%1NyQpCC2NAjC>_v+)d@~BNp7}GRa9)bG)Xf|>#`-4!h z(;iXD|4||Qsa)vrLnRz57t6z+?o2Fq4R6ULD9czr^#_%$&budW=AK|#)%_O8@kk2) z4>+WS2ujy&1GJ6QRsqrRi1J!XxaN;e|L}yG7~&SV$_qfevmqNWHjGfC(Ck_|u8)8(MaVGS!FkV~jFyd=V`BskO+x6! zf3I8bwW;@h|8LKwa1WLiYx4F)=I7%H9(W3CWv?2v&0_um@%1a}Yx89P#v)h!feFIf zEW`(tS!TgTIeE{sj0OyU4P_r1&vO90B9!nQ_4M|id7H{Jxzz0HKXZ)JzF-S2pCj3J zpa6$^WR=VOA}0U>_&jYBh4Jk)t^cgJ2P-78-1R7JvZ>C*n8!OjVWIe)HKrqFpr*-n?i5 z@D?XE=|>%Y)mMLO3h*dj(~vxZhGwxFmmRDDh5I7424ci@keQ_Gn~3C3;!opQlCxQ3 z%>B}B3H&&x*6Ke16;kRDbP(ipDbkTQvP3nn!6P6Dn0G_jvqV!R`RssnTMJNHUP!_m7yPHtfK+k;F}HUy)P8%IA<5`H>>%JaS%V1 zda2WOVL2dCwzyvwluYCc?l_Q5at5CsHu;UWe>h}&f*!ALCB^fBzkpJ}a_)as%AQApN?>3tD!w9r$892Y*b zV^w@wPr8IdL|n08c>s?MKuLVeojOs4Lqhtm)?{pQR-3KPqOG{78x>nX>qGv}d}S&cjV5-sjH z&+E!Dj*<-ok3aXDuF(PDOa)^DOpRq=D(>$ZZHETuEEZLT2L=yPcbK6b-Y@%QmOv*?-FlUO}&-y=nkOG+BV~}T5i}e>^{sR}|&oAN<0;OB{cM?kfZMpa_u*itOLmeH&cVAg$ zpZ%qir$PVOd7!?6AON!5NXag|z)QWVf zf8WY~{Za4>gb<;A&yqx@?O!4CmA5A`%Kav9m4 zzYYw3-4He$-Z3`~c_VzOWBfB%LT?{s%l{pcXJ~&0>otf^ zS<)rG|L1A``+$?G!R7r9m|~ttWd9unMbbYXn+Ka7^oyHaRZNMP|9QN0P&^OqKnpKq zlO8KDYH?#$oGaz)Sdd|Yk<=4hl_ z+h_4rgK_=i>p1!ReV5nM1)chabxrZiDpM&3|r%67-nq!zPAoC*#XzYmcb( z#15re8qTq;7QcTQBi?MfFLvb!qp{c&Oo52|b9S;=EafE)eh6V8(qjaVu4?<+D+7LK zw$au8%VVU^5&xPGZcm{SjQJaF;0>+Uee_1NT8b7m{}*v@8C3Pxh6`JiNK1Evlyr9^ zDcvRAA)V44f^>_dbhjX(G)U*ByF1T9{XcQuXXbo-{lJVfy4ic}^;_${ulovxnBarf z4;8=uu9%(g?_StI3k8zF?-|Bj+v?uFE*(|1`LRfPt2@*km~Lat%#bREpdNUiKEIPo z&)l!EdR72jr~C6PF@Ih=w@6Y-%Sqyw`_WUDW7;#Ww&c>BNnAiKm;cZ2iRkTjCt3GS-9&{3mmvF4Es)1e-r!9AWGNMOteSI#56j~%R{9eEIH}6krj-`uVU)^O+zxwvwv;!S=Bnxg!`#3qJ6&)T2o5n1M$Y^l0mW1bwT z_~yvu<`M~s$3QW(dpjrzlN;U^{&P+qWWa$F^!(=1;d7=b!NTZNr3u2gg^5Y`{`K|s z@~NixyS~(KrrgU={{CL9T<7QEQG|SgdsJRSGIYn{$M?@s?s|M_dZMXwDO9*St-X&n zSbwV0UkDptw<3L?V)lZCL-Ygl8?{7AA0rZnmo!N!z1-ec7$5wEQBaStK|>rEU?emd z-xEOg!>jpGUFI9icl2+cjk%v2&#b-Q`c7g$md@Kzo#sD4tz4K1`5uC25YRpmJ(QZG zL_KicK8WO?QRTC|Hz$#*#mjK-eZJS(g+h8j&hk={$w){>T)ae=owwc%eP(X%aA$;E z?Te&e;ap?R&L+4089oB#xNlWXd;zHO$6kE{$cvFcFfDB$<{eY!IF@?Vq1SYnY5| z*B1o`629mO#@WoMjMg{?z~_9+SMX@}@jvinHdz9e{;BK^1#eB6>`36xS5}*?M#yGo z8xySP=0C$R4@daP-j=%^=ry%EM;*s+PNKv&I)2-RL3&-OKzcG?0rg`fFKD6MP;GVb zQQqyfx^!!k1ErI6diZ1aGa|Cr$hcw=?YmE5CL>Y5YM5S-P^_*!$M)oMx zyr`7 ztg8Cn*A)?yr@^`=UZ7TKTqc=8aNXQ=VKbA=T2Dw~$#FBp?#uIE9a`oqaDY$2i6uP+ z(PqI1g^>)@(ti#J1N7hX%90G~_MpH($hW!my4`cURT^{w1B*8`e2a#!Bk`I-Q|m`a z-kepvW|uRyFH#HU-woz|GrZS!-O z?A9U)M!h6>+n)_H8hLnF()Sw#YGl&GRnPab=EAWlDnoZ3qo(p&{1Qk*A(byvp^IMc z9S(p$onD;Fd~8XhBC={dXS=*8Xo<}k%l@oKGu7b3jLO$gsk1W|k4q-D7uX-%mb4g@njlZk6o4_ z13x}Oi@F4XyP8b-72mhl1=85_(p2)56qxm&oo(LHYhlGVIz`yKNJ0NoxIf%*z8in? z(T16iKL2fUf+c~(LbaaV>kI7toz_S$Mf#TnM`r+J2SJ$cR##&x?JV; zU?cJBLJO-yNd!M!XsrSJnlhVpsJK$CMj zBay<*?k+?V!qchB%~gT?mF8@o*C9}JZ*6{l2mPzl^d`jD!D52Ma5x(;a);t4r4Y=Zu}+>TVSxo?7S5D~Rrx?X0?RKd-CqVM!aCFk%D zSI-tnHeb?ID=WjtK>g5hyuQ2=OOBTvB=lWrcPy;=q8iOAd?%3!N^&%BJxrg$W;VE0 zED97|0|km|s~f>=EiF5~3;Ju)hzg@dW3T$m=2Mri(B!UaOYko(el14$1!2csX*i3f{hkWu%gEb-f4Bg2az@D8 zUljAq+Y!DJa74@b-jrazD7w9jKl)e00;X@wppa)Exf#S#ef#Batxx~EY0(7_`2_1} z`_v3=9OkQJ?P`@Kw?jm)+VpJ4sV0}31N4LxMu%6aJWlxa_IcukEDE}8g~^P7bAVZ` znJWcpPr_5LLtbaIe&?$p`I0i7C#Puhdx+|@EjPn%dpzrEG`Qw4Zs$7;F>+0|Gwbua z<3U&w9=K74+nZ<#ReCna*52HO$%!fA>Cs_7Zt>;>lBe^I&-+598@>SbkOZQ~-RgfC z1Q(vmJtz?ZrE@w*7bNuKZJ&o;7Wyp@j~ zDfN!P3CKR(I_%whzh!$L11pyh`*tH$np}#=;&5r_R3?S-`-OukmHRAAlk3yLWY!M2 zUs9JR^Ff#lYO_cl*BC*Vv~5YNy^I@^j5`^e9~m~4y9N{FG8T`z3G;a!scb?M0qnGt z*)JmEQqAxB_CNis4cLAQE~2JLm5TqgkiNQt54AXTw-d_U_^CLa)7oergFw^1ZOap5 z<3mnqnZ2eYB?@B=J2J;um)pEbW+6VWm5b%htqJjfNc{Rt@dSE(g*;glp?>+qk4gQ> zSt6CjR5LBjU)~}{#9nmEA)0F5Z|!OKnNPorppX-5;BmEefe4*#)acf{*tE1_RYzB- z*P1A~$T51u)A&BjFtav=pU}*H#Yen9nMytnQMXH~oi!lZY-8!k(H5Jizqji;qRn$9 z2m2+LBZj@%Z-+*`Lyk)#h;YkqOYqFOII|?0-H7xjo2AerzJ3WF6vw1%&r+`(njAw{ z55+K2xb9!>rp;#9oBC*2bI)r}*5V(a@07wuHIeo7XN^@6L{MLa$9!T9>xj%larR#O zBc(&C6L~7~DYJH+6fQdU^OujTTJTN|1-}vt%V*mew%|D_L=nIuAd1cTKAp-*XCvMi z(RqF>Y?xgT1XBTM2W<2k28u_S-ZGGg=~@%9%OaJ|`u-Hs@BR~r;)XqF^TD@ZjdeF&Vnz=`=Y`U_-Xhx!y0q3sT2Sa5T@m%+}dL z5vH>v1$lUqDybB!SK4M-N>@@C>m0Wy*8r_%*FJggCxm`2 z?HCFZ*(UcJtZm@jUil`Wj;^X+e&z?lQ=}SSk3q8 zXdZKrlIwA{RIPP#H2upCukAX!8-ghvleR}IRNBegW3||aqoPsA_5Mr9_>c)gC^)iy;eI#D~NV9w0VXnWn{cLp@!$|yp z70Sq-;LgHC;ky#c_(l7te`5^z-T8}HVnA9wEwVLc z-DI6D|N0$e`AunvP`!LUz9%KTklzQrPp`8eZY^G`VVdukFH+1grvws~V{2QTuC7+$ zg`Pe=O|bEaDLBPl(lb}TC+82q3k}JLx*wr%{jYE~B4ZRR8xt7C@wUKXb}(F2|B7kx z&*_dO*Os_Y4?=-R13odYJ~WsrdjEHW>9_RX4Q8skjOR|?3OfMTc%DZqU|)cQII>_u zLdjTl(Rk(g|8j!=2j$Cr_3%7&QV0CO;05r=hFZP7U0hrqPBrdx)zE`iDfIuFA^AEP zthrcDZ1|t%`2ZJH9yAvX0JB1R1YQ&R)&Kf$0^wvtBp%^A7>s{oWDFiXwtB21a*;7a z45l^D@`1J7Kkx0|aO8K62L!8*9>wp^`Vc`Q51}stM{&3`5|SG^AHe*6{GWx+@4pCy zlRo^aZB)j;(VE#wJ|&MB7$M$ogMwl2KekDg|1TIW2b>v%ISs<$C{KRZOr{jbNsr`= zC8fc7h=WD(mHJ=QUSv|ZeCqZn9M({%=QK1$SW_zhd_aF6;wOR6E&!XOuA#x8FOdr`@fQR1D3MU}Ne!FpUa=K{&G*g|{Q}M1o?C`zME{}<`bR!0Cd6$=i|F2UJ6@nWR}_%+S{#;4*#;lLkpLTEUp)LPKIH6I1oZWvQ z8sPb5WJUjLN120n6*)FX+4U#zQ{V*&P{+fi5d#!oPx5zhEWmhxQI8*^nD@nUqS?P2JcFlW zY$*h>06A|1?DKWLhJFj02P08MlYvZ?h^;P60?`5Z1bV}@olC&PRjy{rsm!d0#~_y5 zo6T2iv2;v69NlVJb%p^F3LovmY?Lh*U45LXzk1~vfr5P?J4?p%KGCr*^ z{?YeEr_L4*&?vw=XMikkLR)NqXKaQu$oSVfAj88AY2E&tzsTscd#F3~6X&9J=%dL$ zsOwD>c)lsZp_6omFK7Q{5^-dZmR0)BAzw*~K8p*P{Bg*Nws`6|_@ zcO{zLi^8FLd#ikK7#J8`s(M80o6PI4ff*ES>h^WVDzDqkGeG4R&q$xsvraz<>Qz|& zRxm%RP$i+SRG{=Nf5{+rw+pKYq(KAi0g^Bbr*Bsc5D~DL%Og!y8a>#B2;y=nYIP9< zQ{k?cn3Tsaa5*uI?x+G9-kUpIZyd)nn;^1SU$6smF6I1zUByJM!av_zcETg8GbC(A zXdp5XA0d-Gxa!CK%X$yd=};=s9&dZ~H2$xKVzKtYECEiN;bA+78jgFHF8CCsP)gLv zexgm<`s8u381+5mYc!GI6PYR977vKG_vI1#W8cRTpIFTN-T1xlUU=U}m6c0&kz|#? z%I(8Edq!e5LY8bI>6lv)-#~?Q%S}f1Ot67C zR(w(|vuWk@>x_+5V}Vr&nr27ej`xnFKZE8PQXIWmcMS{_)VJAL9<6(-2&Q+9e9#S6 zSuL4NRo8dGjG#<5l|#t0Vb<~6)~Byk3P19i5S|)9~aWp@jz|sfyMP;MZGAxu4;;O`oP9?hekZVUY4$bz4}Rpvw4Of-drcA72RH@a0FAyLDfl!3mmR`n^r|Zg+czA0M4ammcteGN&uWVC z@%tw}T^)jw%zmmu?h3E0h61^SuWJ1}!22!uLBs>xjX1av#Of=&4_vZqfS~U2u12lE z*sJ*VQ<~;IE`62<;yN0ooFN$gTf%z=np%#Sy)ak2e=Mv}F2p&Xn0de>^-8JiQ7WGM zb~UMUNot`Nzl8ojXM=y+zNp>_2PT=EHE?W{nz(Boa9~YNiKZe{jV<gOdHJx{a00(1g4Y3L&_ zH-EXTP?OU64wSUa{zeZHyISXYjX0~-y?iugK`ZbP>rJ;!HA5@e@F$`C zzT~|h>3aiyL8KX01oN~+j}w}<%*v0p#w^ah5HdOvz5OCF;E}>+9Sqoo2BV*>Xe+K{ zQ+`^JlqWn>HV}h|o&>CAah$VT&$n-&_#J}RFL~qa=i~3DJ@dma+$g_tL}e#G|T0@_vAby>#){+@D6xv_FM(9K~Xd`p?~2d!Jep!8X=>_-Y#Oqq6qkmHrF z(g1JiAcNhaILahsA4Z=>v){F4Av+ogi2Yf)qAx=*`Sj}CNKjSPU)7RGaH>Vq#<D zE?4TMNmi>>(OUiuFWXfURM_Fgk5MXK2(`bYgeh!Te4boJXE|ElYnx9mH+6;lc)OWLp<%dsi6t62HbYx;g6MT+z0uJwJOtjcg;SoMvaiWI{1s|i3g?Q zxowQ*$tAx2v73_Te036IKRRE`;dJwCjZP~RM7|xWWgqZ3!qLE8&X1aqNTOOe?oH~D zwvQ&NT+Nm{BZ074H3unyg~SIv7l%rf{AaXhWCrJswnD&_(RJ9=^k%NnnO_QpufmIX z{~GX-4+9Y&#Nzsg74gaa*wZZ8Etzc8jJx-M3JA1e>o+WWXM5a_?xP;t?u`0%I|I2K zGJ}rCnzXl~W`0^I>_VBBc9Z*gB)g;O=m&b^$e)O;t(2c>|5eN{o)ZfkYjbsq=V?-R zjy1ZyL%6vPH#2)sd4f~wMhi4RDQ&6`1!ibqFqKNI`>Pz` z)mD`S6SZ6Dwo48=Rog`2O;tKzC4vNEB8zcatw=@^9#@JehonB8%@tNToh_it8lIFg zIR44HeQ>hLjFG}!W6{4EI&0NoF$ zadR|FTXw$6>=F^DwO19Zx5ns>0&~-eb+7R76epeM4x`<6k8I@Yq@C7f0s$L5$9qA? z<#2I$W*~4NxPrw1s5-3bbh^$03KHKC}Cam}U-P3TK z^(W88V@X`?y*_=Pz!@vD<-oae1_GpHtTU{uTuF=&2qtg}|&>HTq>#o&V!awE{B^t1GBGkAQ3E5R+6 zy4+6#@rVOlMjl863IzS`G z`!RP;?0{r!?r-rkQs)RF7<{4gIS1SO5Uitj3<2)hqcA6UCV^L{R9me-lCFJ?T)>{EZOs(oS-%|F*1eez&XuSTT4~teYAy6m?>6 zD+ENP7uj#B(E`%!HuzyLk5`QZll-+BM3f2!qbZwEXOf%RHCZg$b(mffYKFkII^Bu^ z|0kF;{AnVf+uXUl*|~&wahHY;_%@6nj+V42#aKzmw>iJZ3CBYQX+jCTR>g;IG`n0y)P@kAc{9Zi?b9p0 z7QGN7r`@Tbz|(EBNN-$J2*OmBXYHf%+^~0Hm~`Rqe#92sqLZxtLq!GJ`tUZuU%nh5 z<7$?|oRd3G>&QZ*w$#y*0=U7OW@@Xy@X!Xpvzp*e{@EJzN1t6rfc!w;nt)FvSmVos z@?2-s#4gnd6%3DyyD&rElAz4Lib2;cEMQ3Eb4PTvqjFWGtS#4q1ASWXe4(P6{-S9_kxe9pd%$4Lcu2Tu@i3OW5Hc3flIf32|;Nmt~l| z)fvz1pKl70v^b4a&jA5(^9!nht9M8Yd#XpaB#qFB*dbswnG{iTJU!MATr!oiw6Gmb zCz6GCMY?1XV(g`a;7C9Fx0sE8er!ILKQJZfPpR`0s&S>h)!|&{Mxl`Gu27NY39c|n zll|l3ycGBcQoD!na@0KKzK4y3}7ZcyfMhZgr6Jjx5LADomxOVvmDI$w8lz{d`aGUzy+5~byB=h00QDq6ZMV)O(* zxu?^H^*A-ecOw#N&gIID|JPCWztEBcO|;C*{^EN0i_cW#$=pazdzg9jM!8Nua4u>I z*8X9a%RdMoDca&5Ag3i;71V7iOce zsrfGkqkr>I?LI#0*A*5LzD!T9O9a>#rn~a=Urc`ZVE~4f-}@V!J54}4NL>p9Q4v{M zNh5VYQWtb^kjR5V{njH)_`V3W6M=GY86K0taO))|Ks;7dmFZ4JgnX91?N2vHb-;0+ zI}3cfx%7|!*V+?3T(7~g01(U(A;bRDgbBbtkUL#+UVHYE{f6ttb!B~cdd~M2qHx)5 zNKGPls8qkiQLOZovIH)fgV65B@3()gz0oEY<$wI#{ed@)I3=X-@GqO4zjuNmY!4v+ zOZ|&FEbt4Q`ccU-6hYDg(mv$>3*97AK?9&f@g5)J-xx{*<~$9W{(Q#o55biwL)c7@86SW8pG;OY8G-S(@`mg0e`O58g1>Jg=6C;p1E_#n zY%|;9mql-#uhu|z<+N!U9WuHBR|gWg*4*nz)JMp~j%S)2kTAZgM-l95EP>w_^|_F;<+Qzhza7%@&xEXy}D^S6fwo6MGp>`#AKS%zDm|3uJy z?XdZr!?{*`4reUeWADdt!U56?k#tLS6b7BRDR1>a_Wk+g;{*nYG!oai_w;jh_@{-c z0!$X$RL3QAT~$=;CUTYT_F6Q_?^rQ6c8a4W{M1Uo_yTSNngH zro}1RVE}w5_~98aQkbZc1IJZunNMy#=lZa$ZY$s_AQ48hn7#deUy_MS^AHaRWqtf< zvA+>XB8dlkzGcV=;`t93;9NYTrazk4%Dg#zA5;g&6V{n_yZHg0tXyWd1I;e`_bB)& zzoIJYzA1VP)q28zmizeXXH!nINsdvoMp=J4>(8dx--)Zp_|Je7mY<+-&~jHq%4D-4 z4J|Egc1L)IN**}1GJ#y%Kq&ryV(b0_Rmk!Wn(6ih?-Q&NzDnEOPlUBa#+^qSQ&|X> zvE%_H?H?y@?hGj}Zc!qe6}}3o-<^K}791}9ZcSd-h#_d|`Vtw|RJsjh;ph-&e9lP2 zb$UY=26rG!@p;dEwlp?#zA;{bGVgs8{1KDB<0li!&hs@LOWK}8&~AVVX6N~e@boWg z&i&y^%xGRkv5PrxSR#VZmBIe>opSa412(;M{x9c{! zpa53p$eW(Nz84_36LNlYdwcj--bp4yq$41)p_=31J$P{eL0cKXW_B`v*h4=Bj{eLZ zemn5~on(L$?qckLcn<_1o`I2Ft6=N5m#;TF-j8Zna++t`akBRHa!>U-#L}XtcE&lvElP{l5Wv)uw+s+w~QlM19 zakIy-$JnY<9h%7G%ow^l7>0Cr2P7|`trIV^lAk!!`lOsK(i2ZkI&klfrme{$FwmFu z+HOtgvqZ9g=Q%qepPuP?Bp6n0Aw~V71owdCGnHa3gl)3%o>a!CcvqbFZ&6wd;%!=C z0!OlL-Lrq9u3k5!9{|&kHsHm1%4cF_g`laa=_My}Au-hTS;mjbU6<*fD{Y8apu2Io z^K)DNh%jUNqX=v%CTjx^)sR0}^hdZGT9mtQ%aj*4n`nHVmme(HZ(qMZ^H>>7gJ-6Q z7z;iq@@S3*fNgjx4|BO@05MILvn}v5XZY{rEDIA6Plf>J#5Rv=Xn=y!k~M&kL{XUy72yyA~fgX?AZ3C!_7-*=UpEj&q8-9IGgGK19 z58HO_i1nuOo+{9Bzm4QNu|>Q5c&I#>#DlB`;eCehyj2Q`VndZ$^?S?>_If4Alf-fl z{GF7W{- zlfX)&`eu;IQS`!je;#tSJLA^dpTtaQ*|HD@ydQ!O?p+TG)E~*P0pWHh9Y6m|8jWY0 zqq)kJ7pBw}Am}1rDGRSqwJ2NaR`zMoxB6B;K{mN`zK;BIGzgdei?>*IDABJ13*;sE z*NIKXt5AN%(H97r@#h6kIbhoIRGwLB-ljg!F8>7@W)j1$7d^?VGj_8JoXr5?%o|7* z{EDNn|GB7B@@x6~^Lfu=oyNz&%f|PeYzH5D_1A2HnEZ>QAB&6wGYw(KQf_pf?k#oycQn>Az!s8eshmv`$8l z_AFI)L+KX@CJ!)7xdYOMMAP+(O}DtAIhXU@lQnv^2Q;R2_WOPNMFK7jI+#=Ip+3H% ztFu4VeNg^^a+`5;YBKuLB;>#XC`#MMa3{mknx?6%q)Up`Ur!juiutS38*7)@(>+|H zS)L7sr)yR_yd^1a)iwyBr`CO)#YMHdViFQq(`>~ZolPLwtd@{Rh9cHS z_Sv`5b&}u%_=)=t{dY`W;50)zlpiR8g+I%=a$GwSa~~88Yb`Wf9iQ9b)$L)!{P5ue z<1FB3z?^-vMbeeQbH?HKoBNVuU$9i?bd3n@Xbt1Z2>GF@n_)%PPQwT}$KwtuV&4Zl zTfca^28Oe$9fKub2fI?G1aLIiJT|_I5g(+W1tX%QM~hQ@FCuSK#0OH@<})z#^5UhU z3U=oMp|BDuY;>{Y*BCnCvB3v19#nv<>efOhQAY7NNu&+TAhN`&UzyHTsGnfvyajR$ zB%$iU_ygxTn~xp$$-oq)4OolBP{^3OxX6g-K%bJpnuBN_=c&YR8@a=ub6)EjYVWvZM}vQhhkn<;%gYqeGEjn*ga z&h8`3m9Lex$_e8E_E&qe^|;&oc?}3Hwwpk|pN_%Y z>E2su4)}s`oIChfr4yRuXzv3(VwwJ^O5aHm&Nsa3E1_DwX(HFN9jHJgY(3N`$*<4A zQ07Yn?o!lS@@OWb=O5GW$C5THnJor99tN&OMO{%$cdLO?0RVc!l35%pnwSLPYo^C6 zw6rfkn6BV>v3j@{@IJr6Cb?HL)D9)Swk=l2Rtq8aZf7l!{VnS@%YS|Wb* zPEx+uhifWc@?23Eo zu>L3nBHZXKAYn?ygIOZd-SwW6LAz`^%g%F$-wx+mHuc+u7w;sR&Nb6meG&WO!p!+_ zzOm8SzyxLcLc_g4sTJ75;eQE6FVu6PzQ2FxGffF+ha21R%@>AB===h}_-*;ay zl15V-LZ`zrfGHgB+^+`7B%YU4>FM^r(s}kDs7KG>P)%`!4WyU8t3Y&ecuvC498PHC za~TwP@9qfo4L`oP5^>p0WAq%fm=QHV=!8+SBtx0E8gZFd-ku)y?c7`H4E2X6%%p3l zlu3T}Qon74Y02u>36!4EX=}~f=7!x7Be4XTXD~r+(_D7XMmN=ui0sc(12=W7wQAUy zQQb^2UsuS(00(@hxf2@$WK>jCGk3>pS>5|rtI>y7^ApxewzjWzD?azjqDZ;F-|yp2 zyP6hW-Ex;p$Ym(}Xb<0WO4z$&R%Y*VHDuAv4TgxqdiLSB&hmMTZ zMld&h`pQrup>ibe*BwYKBo;kdNnW4#zIe3#J)~o*ph+?V%Br-sr%P5(UY z5sucp)@qJq*7-^Kn`okz`F#e@ohnh63gyQB(6ogvj6=o_Ey)>1H`=qx0L{KR+_#ip6xe2huQ zNY%c5ZJj+4nZXeN6ubs|eP%b8!8_a<=MJb|T4FbRH!+MDV;otRZBxgXtN@BW)Y~{$ zUr-yZQ9NfZsT#)WlF}VMf4lU3Jo#??Jf-yZw)C1;Y}v1+$npBy(7BOPYgAxMFM=mK z&drkq_5cAq;xfBq6|DvjDADJb?SV3ypgCP4VBbwV=(su)Io?Cu0j!J)YI^O)$WcrN zQtd4zHO^7ZWjHyzMGIy6sM8r|JL!x5Fk{H%W+fJ5=g0dJ^#Z&BUwdFJKSD@>-U>)b45zoWEj1=c&e@%F^+D6K1SHBEYtLZ z+Jy)jEm#&My^KnzY5ECIJcv+$dn!lA@aRFPD~3!os3^COecNB;a8jKGTg^g_SF!lMW)mOawo$!Mx3t z_I>b(a!;wT>}a`#nPQuByt$Ce(>hp#*mp3P8E_K5?Zj@Vv!kpiIJ@sRFe#1w9@?rr)Ph| zX_L;D-S;h?>jXT_d6mc_yE*IBO+SIfhJNojexD!4J%IJweTYdX9oWF6TdmBL8WEqf z%jkjm;FpHq5t0XTlG?_18(ExyVGDMy)bxW3p&BqYb;nfj1hBB!Wd%xeAlUx~((qY= z1Cg0wv^|xre@GCa^Jg2|jootT6#`pe>`wTU%kGH9cpxdtEM2kA=4^+%P3Kz59lb*m z`7m`2{`t0G2*;Vj#t$L((}j+psCwN3-e2qkkHa!G#i58PgrE#j*4{<7L-(@6J5#uE93n!zg@$7xmCW{@>3pmy zAj}TLRrZ@?wi?Mr-(jLLtWT^FGFErA)^5mNJb4uWG4wci+@82SWs$xjSGe z*k1KP1KIkTYFqwU;`p3phq;z)5KacY9gRt zyfW5pJw6NN0&=GKhMd-VNWeDS9ye;EsBI0!GWpSXq> zBknrU7&5xr<3=Zt=dQ`%LIyQhNlrxH83xMsU{wTk)%3nYl5v-;%Vpa>_K(_W3~3Qo zDbdMeY*r4V$X9Ppc2Xp{O_iq*UU2;q&bXD)(*+0D^Kp)s)i7T6L-U1qj6q;6j2qX9 zIB*wLXr8VeJlU|Lze(9zxo91vXtp*jj!8S=m1`}HqtZeP@O)!w)VV;|^;*TtdGi_q z%=>KZcRE%@&QkcN=HMB0T2^FO`)xo7ATYrr^;T8a(8vZ6vB?WzJuM9JZlu?qEGOEs zt#&bs>hEHxMi)+5+(# zUB6rEvJq;h1s!c0?Sw)urjBo}^6xz5SFb(xGv?eOjiyjR6~v4!KXj{yO4Lb<=PD3d z-l(+IH}YH zzobGZUt2U#hQfD~CmNC~dVbYp>8RdjFEjmNkI`bGRBB!YEBCP#Scqop`FfZR zS20>I)c4K@ykr8VG^j8=!Y$(L?if?X{pvm-Jrj&`39R{w_uRmbR_~a9M*TBoR>HGL>OCEl_MM^6XMlpzl%IzX`dKn| z5t!{HvKYPEn)vGXe6`mAn26F&hvV|5LJ91C4n820pw+C0ZgzJRg=;jR{Sb|uTgtnV zi>kh$fakS^gxVtE2y`r+fQ{qQ@qvw?CugFskG35vrB;s-L;&?k_k04AX9vPq7qJgN zTPJLog1(2K8SdS5&ia?<1TI}gq(IN$Byq?t)zGtBAxVh(m%gnh!TD9>2O_f$*B*y_ zk-c@R?7sAuwB8v0%Ir=FMpM+^pP&8!G#XAP7OQ7eDdf|@*j9}^m@tF4(5zU2F!r23 z1Om!2AWO8`0`l z==Y_~$3BsTE+EB}D=T0~n1R@lgxrTnjhci=8Cf)%BvYb1=fh7z1%=OkK3@6Yj}H-1 zGiJdEw?B^5bK=iI`#flSZk1Eb?#^)fPxn)oIok)Co#z+&(u^`(*RiY1Iz?m5KDH%uJ`N1K7Zv4_wfrgBm-V#)`{2tS2t_{Ua`MGO`5c;O-rgKPag~Y; z`o|bpT_!46VQ7RlFe{B4>S?cg0uQ}d$v}~3|(?v0bt4)Mi3sd98JN)LPEvGtOMZ^>g!93q!KbM4+o*R6+0?9S(J3!x>aB+-^R9#v_ra2N zep(NK^QD06-rMBMV-Gxd{-TPBlyM}{BI5`dgatxO`p$G=amJla6NO@1V#Nsw@`o9H zTeGy@!rfD>i=RbmG}@YxD}xVYPqM*}wx3;vFKv@@>&%YX;$x&33)YVZjSKiW zI-lJk=WX=tynQ~f-*ky%JsaHN|6_FQv0Go6Vb)?N;YkiZj=qM!$(OnOD1K!p#y%3G z;T=-~?-P{xa`A7ckS{X7Ov3Ip0(HGJqSQwzO?qa_&QQmnaa<`{d_q|fh3NIrJVnOQ zpb?fcGw{KPQc3vm3W;~s$vZTmucFEA^wk&XjDP|B46)v|D8uhTggKyadBvQLomXu! zE+6*thFDJUqYy=JsB#esftO0i=9T^8A~AXB5KK~%N7c*eI@h93%p|L<*Yisu-L&T; zB@-t6=WY>=`H;v#ll?tidY;sC^0Y$sTa_AH5jJwi&C=6q( z%ArACj=ESklkoHos6e`znxgO<4c4NfVhchWLL-LHAqPBRka%M309xZfW?>12_T&0+ z*KL08Ux_A=b_`L02qb1Y{+k6#7sE+CrBannR19xha>~564$=gTVv==E{@ZK}J{R6@ zp{Vr+^{z)yLdN^Yo>gbE_a@!4T4j2=Oins^ z3sxO|EZ}kq3=V#S%>+sE6@kQA-L7Zgn-i~Wmr@kDQ28jA;1v%rXDTb+s|MzW+eeI5 zVe8Ulg~20U8T1dhS>BfGp^O)6mri%5k7VnsYsWw*% z>gv*=;8`cNI)A*p*woqi6odZGYOZE(k2p=tP?9ijcvhbUbE?tXT%)kxwFyj`x6;Nl zXui4U<1_BJ7;&)m#!<&h`q#302aXjPUcB&}9Y5xvlZ1YO^M&biJ#1mfosm>R4Yx54 z8?54TZ$8}>U)8$mo+-h&lkL=z+C*3M*YkI~4G4h_1Pg|hhJB`~2WhL3PrRHfH+UhZ zyEBb8{CE2^gumL$y@sPEup(HiAI&xwtu`h(sL0FPHC?nH7q<4l9&gDr?N=^VQ>d0O zK1myddO6UjA>Dd+2Xm*>GF`zO*67$3nW9(jRLQPu|LyxcRspEn=IUohM|<~Xd$d{J z`nTOmfGO;R=!Lsg(`)W|(uANZ=fWveOhP1nnj-Pa2`Sz`?3o^QFt2pZZUsM{sIaMw zi9FhcDgNYHc*|Lo+)j9WGHM)1iPXOwb;^IQ5efy5sVTzB7sel~S~`_kG1xyneA8?| z?saz>_2PV31u$zkbLuWW_DSslXcA}@C zD`%-%Jv9H|wYE`9!YgIem-JLsK>5DGem=3lX#7j!h37Ipxf>Hr!UQw7YzFZUeoaCy zQ#y)|?42&ntdF3cPEVOG`Hk1U6k>Ut8un=VTT~5V^4JpOv8(Z zK!Xc%!(gqU1yCPl;nuwAw5^X9rJL~)I;#{6`4rW6`wEReaeL>_phBvh$F8&?dss5F z}pBdkFf#%P%&veOqxJKL+50Po>Tt0 z)P}_wt6x;?yp}b}0Z+bXYzB5i)Fr1JTcgn!WCoAlsDpr#4wH@Ln)k11oEhvM$Bt7c z!w&MTYQ3}Qb98C2`XXFYU0(|9^IdFKsCv0OOlHs^`28JXBs|WHlkReOa}yf=>^O#E z%l_xX7@^pCI{tZe0}jXy?>GJD?(b6cW0V#M#SHu1hUKmYyepL9N5j9i=2eNhx-VQV zcyLqt!M55SqSETNNHy=%dMx}1W7E}oR>Q7qPSW)CPzsmL-JyPX*3?QoPWk>W_8RuF zGbJGP1Rw12iRF6!A?+;^{NBWbe>ZV%n;1N@%)#*Y&wLDLWt)V1=A&#@^MyM!8#6zp zhfNxt0?(XvJ-BcJoD#sS%KFX%G;DX6Wwja7ZPFuAznwfkC>4Z}Yx-&hI_veEh+6?U~to zKmDv{-S=Ae`Y_6h`mDALq<=dgbKqC|V$`EE(kbZv`smFUb|>^!&8u_0ai1inn?Eyn zT5e6TfmQaHA%$c?Fgv7PC|a+2ii!P#`^OG&HJ@y^P*B_;b}Mn`l^Q?VOdBh{Ii6lTkJ7Zm}M zV!sayZj?`eB^ zEBvQZ=LrT~Gjf}t$dYO!VXc@GGC_)B&4vlO{eUnxRvTNelX@?%^u?VVxKPbLFCv<< zAno#k2#GuI0Iq_Zl-Knuc$dS7y;7^bXG(Np+IXJ5@~fWaK>WBC{^WYoh%hBB3h7QaUZ`HkixRpA*kH1bM*gLzHO_nQbgEf7cw6ElLPC1te_GO9jnc+J zk6&l!fwxzMy(sFUaiROPd*3JQHwr2Bc*}r^fQjEt7Ie~cD;w?)#jKq!SQbu_qJ#u; zcH$g*C+bW12&jN@Dm*Tef(LyF-|M}SFiq zU{1#&`A+vbFeU+vB`3<{P0QbG5;J0ef08`U!O%!rT3*K1`rxK8#G5ZLB7MoQp}PyvhmqZ&bI{oGH&?k)6FI3rq(!FL*pk9y@Y3EU&TC&h#{lG zsCe_aDn*v%rWZSqK2n%Aw+JHVNFdgKvy$ z#NZOOZJ_d4^z*Spu){Hu4g5u;XEsy|44 zi(0_mUq6rx+8!v>sC89qHV^^?L6pqThGC0ooy4!dmoNVyHB6z+oe|#)SVg7w&W3;Z z0Jks|RS$mq#A8-F+h|MgDbbno!QLf+C$Y&KkI$n$oVVyw34@I6K@KS`IMI6KalgU%ro68rY6 zk%Zfi=C6k)#O{}VyJ^3nDVXi~R53y(QVnQ$-T69U;SpsV_YYPu^fW4cYhd8K@WjsX zdO$ERj$zuhmB%?|Y0pk>$F!yq7%X{yBExqZz zbmUpnKm=YdGRwh*0;e6*_Sxydy_4;r-_yyH8R3=sVocF%n0Sy5Y?t0a>OH%&w-woU z9N?+}EaZ2oM5I797#m`kt%Qo}6ytLsEJ3TT8XN`5rl-_%tXMzIgLXn z$*r!oZg6ly;s*dQp)Egvy^S8W^mbt;om~S%mN%-bW><7c0Y$`b?W{(ui4XcjgXgOD zjaKb$oKER`BshK>UGqS|a1lFJ6(4N9cJ6zvI@-?_0@spUXk-F+6)&NUmzcv~_pHHe zroGhD%gF@lB82s1)0t5fL5a=elbSsQcbztFtq3roWCC2yB-n_^u9*0^*K6p3&4G00 z>fhBI!wwKzxeNtdBW!-*&P+x6{558L5Oa;=o0#KWQYz_v!0TxY|57q?9eNH3KcARV z5L>wW@6iiF4$2=FJj2L(0?BPs22)}dp7A!Xrzw{$f7kBQ8WX56>rzPyLi1XTcv-4R zr0H;{@9qGSr<`quP`NgDGR_!IqtGCegTWRf_aORk=38sFcKgnJ)ckhZ7$ljhCAPzb zd(!Cx%n#q@jnh{RM~_ktc2lC%CWASI1&LNb1CRew78!% zvZK_qgU#Gtin+14Yi~xi#V%RtRsPZPGNtQ9(NXJ%bN(WI)(1Zfg#jZd_$|+BjTnVq zJJnR5>QYTjtJLi0>^@aV4s2)qJmK~)a4zimf@rl3Ub?A#+5z3X*VyDyYK1ndA4*y} zM!V&mXah~Bj2|P1ClIcfqD?R&j2|S>Yv=X zX|zFvFGPk)d}^ESEHf~*7>@VZetpQ?=@N%JFwF%)7vIk5ExM2qHTrVlTMJn=tAmEk z$SgTbztyF)-V?maQmEge7C}GL~GwZkh~DPr_=o@ zxbjyLjy?swfo7txZMJ)jZY}!TPlHYs`@|jovrj(RS=dFAKub^4KCy$7nG=751JV5n z32RwRd!A8mjAW|GtWN042Y!S&D^-3OxM%G==XoY_?s#TueEDw9I#QqOn&lxG+1Bbs zv-s}oUW3OY9Ep`@zeLPeidXPdz|5UFM?h{1!)n%#6s!T>O~cqWa?X7JK2r$Qw-mXZ zp9d09?yUyYSY`Jj26^}Gtxb98Q+=P(9e)#Ihu~^C_>j?Nb5NB7mR-aq{2f%RvKMABT znF4pqs5PGfw%W;O29Kutw0Mf3r?+KIBes^(!7hbmkM~4NjU}p#`|T}*%8GVgW$btk zGn^ln<*RJ<#U`;tbQTO6*zpN$bP;oo=LcXR%@g00emBDPqfr2k4kReYwSljY-vQYC zfU3(Z-aG>we0`HkYkAE6w0bTS4%+M`T$Bg}K#87x+%U%d90*0J6G|eIOu4AyXW?d6 zR#u)A=%j5@J1up7c{vNyFe9m5`NMvMd2{vSO_}e)ZodRavG9FEL!aM1W8vqgaNAp{ zdb_k|x&AsTR3oBPV={Ngpiaz%^Z4uxNkh<>;`CvPm!{)~^VFj84y?FxZcT_Rrp^OC zSc^J-4N#^V;&=P)CDkGpn$^-C|L}*bKQG}v?bU2nbf5FS_*OWULM0M@@!W4zyBAVR z&0`ATCx(u8NvJr|t(kj?XEsMfuHftMY$ba~CDB?#x;{14wGA4WZDI~r?87E2^%Rtp zRQC`CQgiKXeF8FFQr9Fw1%EY$UC&HJ>6P znoWQ9$xWqqf}w;m^77^lQI33LAEw^K>?WW0*9aITpse{~srw=t1y)%xiQQu@;l0B8 z8vqdsuxXbBN75a9ju<`N(a4{!vf5P# z-nGOCd->-tB!Zo7IdKZ+i0u{s&TC5MepQ8Len(+U=$+lkcPe%NsN7s4hx)|Vd8Ohux z|Bh++S1Y$Ry=d)?@&JIpJvyJN* zqFW!?fgG5w9uJ^&KCW(V3098EABHuJ)xVQnr{az0se?Z}bf-}cOp!4&<5M3VQYv#< zRe;ga0cpL(>z-s?ffqT6R#(OUN8$d_yxUyB@ZRCN^w?S_%Vx|dd0+&a1~gK&7MztI z8F0wU%S+oB2;aE*3rx1)Xq6N{8G0b-4&T4nLKb`nP8Uzj$C`iNg)0NHRHCXi2TRf|GsDq0lc42M9V*kzfKj{g~K@xmbQKkx|F}sN{=7^0MQY!QqSsY1=$(}Qx^-yb`32>wU zT&YBqdA~F6{OSI`s&z?H>$!}do}Nw=eZ1Nqp`N7x0rQifDriqcE?Pr+q918Ld@R>x z$$X2~$$<~+O``@@?*|-SrzH2>L>+$8oqVUnUCUuvJG#)#K1U|ezYH#~_U~W+@s6tt zzq7d3>=*jzHWx8L;nZ@gs(ebm<7FEbCI-)H#+DqArL3zX*8D{1@FOxx-}l$C2@AHT z9Iu5we{T6wj88*k%ESf;h1HcH<1$Mcweu>Ar|cd19w~V8;UMu+BDz&v6EAOVEt<>6 z8!Y_F+wyk(K(Fg#jV|qOlm$1v=mQC_rLE;qz)toJuiiH7ZQl%&FY53@S@Aj3;K@lk z;9F@u3jL9Vsi<5RL&;U<>XUCJ3cuCisk@s3=&RN%38Qv41Y?5#dwMuv`Q?4iVFWfO zU@?1aQv$?#ynnA?_FPE-I@8e`4P+y;z;mek&Uph8Ai(%CwpjZ0oL?Jy@1Vn z!eX^WUO`EAQPzofw85UyFcdvnfR*ub5UzX>^{)y(rLNAGA+Tu5N%nI93n#lND;HTq zgyZr|*)a!+HH=J5*oKCNsU6St^zJt{HL8{c0# z#m6qOH4{%`M5L1AsJr`-w46nCHmgQ9VPm5(^vtc%?|?VLj*Y=HhCViNn!#AsmG`}j z$%XqgQI%t++J)*;b@VQ^3nLw-?xNIdd{&9U(?J1WU1KOv!G!_^6;SSs{rC}xuAIIN z@QTcs!J8WdmoO%sVuM-|mF)P6g5>4zs}tZa0<5gMB8aXoFov5fN zg%3J&$;{Q=)eIn5PW4j1HSy&syBG`HLLVHc9gT)Lb57dh1d1AVA_75PUKWN{yo<9+ zwEBolTtr)B+s2qSNKQu1bi4(Jgi`fdT2;O-SDJXrm!$X8-p%oLZ3uOB4b+t6g7_kL?HD3#q|a zqJ}Vj8P`rKFA=)yZoE-c-V|+!UndsxpA!;p5l0z>s3@uX>_GjC1_kY}rk(8_Cmj;+ z!GsqvwvnFCH^&RZ-k(IM95_Q>*Cp4-GG^FsOk%kd8ubHs*`vmAnM4+2upWVRA;B+^$A;{ULAgN z!#fApa3i1iU^$QnS(MmrZd<+jU$F|mH=DmE{7$2xBvYE3Dx^aIhlj`6 zOV}akIxjp?#E=Ys+-^E(h{^x$;W;)Lr@Fj(x%IM@86RfGr#szE_3^>sez_TZXQGLi zXZ*F66PIOHW@f!P^Z8b%+xgO)BvD7hj_0??l)}kwSH|P{98Ww?0{f_qX0__E;UkX+(oU6m>?PF2Uh1Uzc<|c)+T5Aw=)vtz~5GsIE|+#buhWS9c@q z9(%rMRIMjDkT*nQ%b4|}7-%DCtkfVeE-6#gRNHMBXVV|deVgW)RUSyQkurbUs)l!` zD&8KN9a&_d7mhA$I|_LJtSD~6tX|X zPij6Z$AUf&Bxe|t&1DW|?Og)3Cj^MWZnc)~MuMUsIC-@Duk+EkI!|_IWp@qEq0;sa zmW3@S#eCM-3)Kt*Rb~?J@6}$%=p6Hqkh;j%*uNGMA0X28Cijyq&VOz}@1gWO8Q3TY z+Vzv^+DM&-?+IA7oa5!kvIX_Ywed7Anyw-1LwVb76t@HV14QlHZ18)oxwIQtv2uCo zfp^HMgAXq0q>-Hmk4=v6V9he|V0I#qk6pgAomV^a)(b#`@^*+Ftp=tFXxum{mi5Jg z-$0w*cikVA;$cszSr3_Z?rcHbb|FPw9=e_|Q0kc=3U5(Subw1GXZMp(|(pU!5 zw<|;BKTpj&UzwWGE)FsEl-h2JtxYwtLl6lOFfaFXhqp|MRg7{`x)|?mVn>p(R8hTZ zt7s;JW#<3fj?8GUH_?l_Eohp**i)+EqM}1@BKF>%j=VAZ3W&9Pjvb^-e;2x1wLM&f z?b&E@;0RP2&Zg<5Uq(o?GpGM?jT@4SX-PZJfTXts>9h98v$63jE{KX2aCfSo9($hbjiFM*0CsWHMexOX3!5(&5~ulhRcB za5qInLH3#4eDQ6r11s^OJBA1$s#J zNl+g$Iw2;A?HhS(ue&=&L)?z+(DyEiTh>5!a!5i!ey-uNl!?8?ebhJ!h^D*8z?EUr zq{_rr(MPsg5U8o1zMGcOg^KP06q!af+QMvHcW|t9q}sCz=HJT{ZD@_uUDIm>ly9X` zl79KK*|y;5F0q>XEI`_aZ_5SImSch(Qio0P0MAc5F7PK&0bK(NOXj!Ykt2Q z=A~zq;GR-TUv6*xEO8(~D|zLc;9nc|4D_7%(HAk|&c@@)nc_j@;7>6xIu$QLQqoh= z2%G|~_Slw^_A2VoxP6Cv(uUzuGY?W0EAGMI8bsEp;IH~T)+gFF$DX*2!ax%nrODHa z{@i`|gMvNahFj9!g3Hw!`icx?%4j+tI}VzyFXC?`uaRZyU}@zxqC4m?sSXHE`Ia6S zzWaL4&?@mmkt7KwR%KQuywhX@2u&+VwF;hf-8+eNtuZ3*VHzwO9}Qp4LMF5k*HNuo zy(7e@=#Dbz4os}YQ<)i~v$K6JuONvLrmC@|>_CghHm^-)3pvvWrWYrk&#G2DC~((H z#K$HpMK8>8&eakn&(THn6nOjB)acxbu`!iL-b0@Zc&|+_kUVB=*6W&`K=;MwQW;zq znY*CG-dk>qg%V3ny+|E&ygAsSVZCoPHw8gDZ%+jJpAn}c_h#lzObb3Y`F<#-K0sLl z)D5|C?LOXDT!1MmCHWmTO#M z=r^TgFbNB9(-BBGU3%pF&tRD#$ez{zQF0Gs?6R?bSWUFr zpcSf(3YMds(h)jr!I2I|wqt)$L!HSv+3J0d++= zF|CN-v#NYXdis{EIrcA{5deXS^?^vN1sBtg3QNQaoXBfPNcmB}oNNa@*Y>T*6nq_= zc=bx1@r{L1tPKV7AKwt;a%Jg{XzvCTCd9sA3&9IJQ)XJKI}sO3|nbtuwk z2y!p z>|0$pi51BQ4!3zIY#I~u3Kt@{wiy>XP99x9oU3c8mvO_;7CJ{H$qo0ZvZVDkXdvaq zana}lJ22nyhhY5thvx!IYFIvL41a;S9@}6=rnCe+sGu-jUh@OOxkB!u#N1G;97sC44k#b5aN!pg5qD0<)6o)Gnhy=~~R^ z+SlH9BmxqmUB68y7SRmyj%;FSBl*|`@`t?%ANR;2ZqGnj>`sG0i>k*$2f8zCOAT)M+oT6pCY{01gda4kRWt*P%w7@Qan{PAXaen$E+lDl=ShKD z{tKffFcv4s$~PspP`V|GMek0pJ2d1jvdTe3^g2_bn7>;}Q!vZ@Q8}AwqAymHL_VIP zH=_7+!=3$uG7JyyG|pXOJAK#SZi&E=Dll=KyQE;-_l%+g2eFc7r`ugTTf=y|3`;f+ zIzgn5NkEOOXxhs)|I6phjZzB#X|+t#-slfQ+hnmz3OB9P*iHsfs8qKu>5J}{5PDPf zVDy4YgG_J%(^!beWos7R-JBVhkbbNpUq)@4(U5mW^>#Ii7QaQ+;^u%&z zISalFM-TFpP1ISWn0K|MF?NxI@W*=JMXAVl19W#RPg|bWDUD{=K{#8+T>NXubYh1Y|IJCWB=K6G#YQ1KCGX6>F%dT&MM9ri$yp=O3hMRLG_ea?nQ^mcPPx^O_ zy5FHW!p?tVrel&(IR4>K>Xs1ax^5=P;uT#ysgfK>VUPM@qstg5l* zK9aqx#cHvc_8%x`y7O_|Xmm6jopNa7A9FCg^)ZPP2qmV6Kt{ijlVFqy(1d+@0Xf7T zO%^!D$Kf+*_1J3HrH%)=`cEktaSq|L8C`=`10EBi7WnUbV&DTR%&4_^$77q9J_qk> zK>T+jtTfda&TIB!jobHkO6Pl`ROyWj8wD3M_N~Tmh)h*Ik>G0zt6(^XNp%fW?pRX_ zWOC~Xc-(Qs7zC-!^>*~9WT)Gx;&HsH!Je7BB#YI?;B!NF2&v9IXXS>QJ3s{jsn9c) zGUqNjgNRTqXFj)c&oY}u{(b5LCd2h1Sx(jSN*m4?p93nkSWa63SRutiGCAsig3sOh zK0x3kmdJbbwkY&$C{?J8%s>}Y{o%f`1o=^~G}m7w!9B|a`LQyQL49F*5a!pa}Z zN*(~LU-``IGOiFq-iE0e-m3%CRHW*DwmD%%yzb9Xv_-$6s_0h2nlj=o9mHBTz$J)f z%N&k?A>Mx6j(5DLM(<N@6&k(;XxK_)D z7?vT_-6q2E=W4Qf?I`A1!Pn~S0T%=E62s#l1-ERZRoo&N6Sr9NCjMB^;tv}+{ zkwh0oRO-U#8J?3Ooq?6;PJCn+Z%bR*@ak9GIg@S=Ts8yT5@Do-*Wu=z_1pPl)^k4R z%s1`8%CXp-9KLg}q`lY(l5dfjnU%-iJhMkdxOU1H1Dy&|hDONto?`POOW$2+3-g|v zcKF9%`ZrW|gv5HV62LNY5b0a<`y6}Jc%eVIy${!1Xy{%iew75gH`&3Fn*ZTJ6pHbs zA~6IR01&-v)+K$VSAE3rswk&!Bbg7Ef!TK(GYYfBYLzst%^2sCP}~&L;23@WY4S9+ zJt6Lo+(x%H2_QVYjQXUr0#IZ`=F-Du|31mS{~{JP+~rOY3MIrJ|)?rs)3criEf3Ln7G z`3nd(9hb23?@9Neb_@7tDX@e89<$w-6>t-QjVJ0yaapjp+}eXM!% z_fqCI#?ZJjUg8GdnQ|0&yBO9H%a!Iy5~M0_ciN_(yx6%eE!&mb+?~iG;JhvBTbcM~ z!{C~2G&2B!XcoWJ-g++x&~fjN5Ce0X>`WKPP?P3NE~pO}o(kE=qj8(L0{aB}Zo-6K zDK_bzGc5f^{$DCJdnt!rJ=NfbTT7mWSR`az_*dB<8(?9elaLRf0c?vB>4ngvY?CQp z(b446dU-G#>13&NbwhpB$8DZmba5F}q0Og0~#nc#M=7 zV$X^i=4x<0^f&L_=^0;`VZ99gB!iy@>2NrP?Be%QV%X>ii$d?eI$Z$r;B!vSy93N4 z(JkZi3(Q{n(cW$~?h@nqs}X3X*H_=I)Nx#*q8q7+svYhcu^1Aa0Tw_Hc6I+899 zd`eqsHFbwXCqwmQ9TvAYm}nK9_B=|$wej0cN*=V#Ll%~_9&1plUSK&T?>UK6R zw8Z2S9u%_woc5p2p0_Tz0KSaCb!#4hpZMe(_u-xZZtQ>UlC)srUEz02SXSe?3D3_n z@5m2+WU$tJM;Q0K_#|nV7&+WV8bLj#Rg>A}q}luQ;IesER9;EB-1P^z4XH#3*_h4~ zdSX}gzneaZaJoofW+#XthIp4>k*=&wAyDHf4M|$ zM1}zx5A778nq^KLphHq>3b3U7N+R%{u3n!nwlEDxAPKJ95}aW zJAkl~k;~8Ks=Kdo@sy30hB~P(4fP*>w_+|1LEE&Yp~GFh#yo$DQTv_OdF|Q^;|v_2 zP9N!Ws6LHm@a$r)+MQlpH$ACw0`CqYd=~XQ)627{2CIZ%HmVw4{BJN;PL%9on^T$9 z05ko^@cST!^9e)S!A8TU7Lqk1PE4Y_36;$}bqjYtTi)E(9Q^qzsebLY7C-4*<+6-H z#;_)mD0R;Ig#wpbX`7#;3Zh&sH;_&B>5e^Js?AygN+8jfp<^8GB+U{>ewH&22^nwg zzl*O2Hdnb}i0N*S?Zj!D=0We$h$fkL?M>zuo@Ubqb8~Nv`RUe+aQ30cBM=t9 zr$oL7Y0J_uLKGz>89Y53lPTt^&JwAJAscbFB}MK(3%-2OJU)f=>j`YgWt4qM`gDWt z?)r}j9?}wahAPp++GFX*5);G2yXkm~nNUxRemMB_3|K+gjv}T-ixJe-r|n;ldo71f zEkbd9!h;%Udh?xb7g<`lZ2Pb3i-pnI>YGdk6;bkgGdI&r-Q#w4#fN(H5P3u;x8_Kl z6)3{o9KQfmk0Ig~)ZWgj$;z43V5+kdhhYUC3&NWsV(Vi&KGykNf1W8J|et0lXrrf= z*V~)cb_;3S$m`74KQj7ciA5zP^CxxXmBbsRoKV(Rz)#~6)p4~()OsWdm3fU(JlnqO zAHQpy9of+SnSAT#SuZ+BiMVTk2V3lXRDPMUR2^kEs*dyW<|u7V& zpK8LG_Ke$`3jgJr-=^~`q(H^viP@m7AL%sHNJ_F%-*N_&&6A$F;V&|KK8Q!VKyjz{ zRQMSi>%dsNJaKu8+x9E%hl3R}ZEeG^;}^Ji;;zPWt)j5*;BDUBdIoh18D#k;-CsV! zh*=&+xP?y6vojiu6es_7(6d}EBQC>GX&~xoBX#H;ke*m4@E^$NBV8M>E6TdhX>#}O z=Z}caLm~^LNwp}_W6PZef2q&(@Dt%daTf~^Er-;vy!+|X6pv)7Ez4C+sg@H)t;>utk`I|5-oLfAxf<@QQq$2E z#n+>%0>FNbg-avauj=mxG6deR(d$?Wh_lqSKe6HqqfkETt=4gH|G&86UvOJ~zeg=? zID-o-U{BXJM+!dTpqx;uWEQJ*iP7ZB!0eIAVo!2=U87Gp;t1 zmcz1yi+Ft4uO5p@arjY^K1#0ixR3=8wHQeDUXMa3_c(-lv8*7*v_0RWPS zxc>`CPFH!nvb#ro5%D2R_60Q#Gxdz7v@4KUU4}%Im5F>$r?3qOBvWIrWk?XflS294 z;35{R`-kr3@5DD4#?m)!klqsvPOyAqQ`7DkT7ZO16K*ntETU&P-@5x{^8m~Bv6t565(HjztOdoqLQtRdiBolCn`QYFOFxz5$N z6X@I>_kB9N_;K1DAGUK22F47)(HgTD9F!A`1EddEEmmU9!FIg`fVd%OAq>;UYyaJu zlJvX)Zf&mlr+eQL19`Im&lw%#zocUSF;sN{Zp|@A2dlszk=ywve{vHv08(B;!aexUMfEyht8J44ub*R~=3$BX0%f^CryU{ek941PmvXN5Ctbmkwb2P16t*$4|5>ZQ-yL)H?z^8)|5SUM(9ebh zWt#DNTWRxEqjmFpY??4M*Q_4bpSJqzwtuyZHdgP$^g1p7ES`ToK;lMZbJW3u)i6b+ zdN<-HA3y%7*8eQP-)s=4s}?)p`grUA|C_(RX>GddJC7<0Ca(X{l7EWzR~c(JfnICb nd__<6kB|Syg`daQ*2|kmL?%Z)nzJF-fWPN5%F@M>#_#_hKv7;q literal 34353 zcmd?QbzfV5vo#C>N`d0ViWVuwtw@V|acFUOcMVRE;#RykE$%J}5VW`!x8P22mz)01 zeVzNd&gVR@;Q1pvvUm30nVIjJHESl}%8JsM=x@*w5D+kBK1+N-KtO^#zjk=};(0rY zIK=e)gy`}`S`49Lglrc9feJxJLR1x~e~^iqfiFqgo1M6i60-~rki}II5y6!ZX?c&% z7-rnH45qwX#&ECB&3R9bjPcna@0_}|abGay^dXCv*NBZaWq3&?^TzWXEkC$+bi{s3 z*nvcDa7Oq-gs40~U4$uzU<}<7r4FEt_}_0cq|nQJj?E(_k>FOYk{8AQWB0$_zRv+^ zcp(4xxBm6t4%b zC;opp#S1<04e+O~r)4Ub9Lol|q32J?pt10U>KM!P|8(F#<^)YDg1#U+v@T}ueCMGo zubna0z8SgB7qe(8Z7AE zwD1#u;J3tj_-<`{8l3Oq^+RlZ(-+-Wk28nVWPL-O80{?Av6&D3zAf&hC=QqV-+T)3 zu@!EXTun$-nPX>eT_t4|S&y>V@taW;i@p5|8;Ue?1@zNfUxFt%am*T54aI& zD?N~>W96p`Nm=nga_kje2{on_>unIehQ$~Ar_MJp^H^)=Q`^HGDW(sE!;}ag^a#O! z?*2z0zYhV>0hXmc>NqYua#)5hg;jaQ?boc`T~`nr6cahyR_9w{vF}fJ6yZ^Z$_bGL zZDcHdIh4~7xb7~ATe*N=>^9Glo3Jh@^^ig7LUjl$5#dB9+N2xO?F3GPao55Zu2}Z7@M{h z!Zkf$>?6fm1O`}pG%LO}*A7wI$0=}PGf#>~%yx(;e$;_`Zt>abuelJozn%3$&1{ix zt2VKlB=*o!i`+X5*YW@KH(xb+FeW7F412X8Xx%a1ggdX?zW=KltiiCk9&x#n=e2j9 zP2yhEhvQ_~wsrkxX3&gzHLUV3v}@HlcX;7v>|JxlD^yxbJie8*##cX6Dwx$0WYHmz zg38MyYJ5d(`A5tfMGX;Hbd}bLcD9@{%Ug2PvYc(TuHyOh_(sx8znsHjs@4t7u`bO`e|)kPQ~lLV*Rp7DE2DU! zRU4?bb?NpUZ`IkmJDPWNH`;-D|I7C?2CIdvFxbag zZvdV`?``AMch}G^Xfh*}s}JU@4ldZ-l=05A_kce9KRp6>F*IetRuB_XU{BN<|L;fx zS}zc>gt>u@LZoZhcn7sZu0r^kQx|zjYTi#(h{&in3>kW{j8RH~i*q4_9AU=N?-~ z=X6wsC`Zip6$PY;yoK8e;T@8(k?lq-)6DwA&EUyH+~DS!p8;@Plg&<-65Gu_ba%fI zcGxTzJ5PzaxPraQ=JZ3nJ^kQLDC0~esnagKL|UY6yYp;(`=A$)SHiqdkL@t37g&FX z9eNPf5pb3Hxa4R)714CLAk$PQ}a+((8`%GI5u8VP-(6pyM2uBmQ#3V|%V!jIO31^9b-sBnxD$-8_42TA6isOX zZ>~bZs^*TBw=tl|`pj1fw*!@{bQ{U%qNhzv9l>o9(UMtdt8yh2Gd-d{~^9A+#lADq21@^6*Bw<41pKqNK0s6hw z?hlqxWa|-x3LR)zgko1w7dppV*>Vv(1r@(@%XD@5&GX<8Bt*D{#+6v+X*lua!|Q|L zK6FotjF-S)gD9G{aGay;dmZSboBEV25d4%6_$A&e&x!IYml*=#b+C28s<3xUhE_1z zp79Q9tlzcIys(vPy7+MXB2mS^=--(IESLcY4_LZEDS=|~hNqib>M3ZFUBCn#??8Vr z^`|x+P=G>$;&XCG<0NL8lUmOMW;O_uwNBxQ^k(`cGm}TfF8(W2pbc&Bdb-VBKSDCn z%#Du6+m%hRGwUR}T&%%Ku5F{WAJM1!hzRBG-khA{HC}2%%QZ+0b07I?t~H3&6*`a!o@zAsXpygK)y zf#%bYpCj3Zzg^70-hQ9d+pw>EGz)3%Oa#S-w>7Q^OE*>zbeZR>QPZ$cU#i}lEWYbt zN%Xd4hp9P!a9e8M@tr2oY_MT_6ij4P?~lQ>4kD}-=7B>W68w@HqA1-%EOQJc=$IF> z;}3%>T&z`l?ljItd`yEi*PoVMM3^&%=5+))^kLVxaQbx-qZ)b?O8dAW@SDq{A9 zEg=)3?MgK77IU&qw@uG}x9R8LF5$)l9N5N5s$0tEfmeUlH7c(3q!nK;juqsem-`L> z2s880asFXSZ1ME=7|Y&`hvLW?v`CsEG3&!8+16epN)DQ*M!8NyEWV~43^Dnk+G=F+~-|F3N>+P5MBS-DW!r8rAgXz=?w%NAf z;Hqj}sSZ9V*1PrWR@68glJLkk)3^$Jh^}3;#ceV#^n+HUb(x-yE>Es{0Pt?o7kT<2 z&O2u}*v3{^ZWMpaw#tJxe_&rb3pBi=48K!D^=i2b*;y$Ir|mH2Wai4}gVDkKT{q26 z<@;P(stgxcpR+I?Ht6!gdQf62gN6SX`fFuFyXebzuQ$M9U6$79|3tb%kY9)y`k7M|f6In#N zTlL1&P^qr?D^mLtST9*_txa{;&74NSTZBJRwzp9OC(mmur+Uy={)*VVI|xnhWHC#xq`wHzj0gxTiE{iCQCgu|?qg3Bof zMSLmdflEqV6^Sy4fn$Y{PnTMcn(%%(e)KBV`8HA-zgx+ee3?rdvES*8;Kxqf70-rXpuRJrrx zsh0)UL&JSN$ARS&j^{(S_?XTfu*><;w+rS%1-xW1Gg3bGf~1eiWEAC}>a1~Xt&F$; z2&hlOm6zInYPodwN15V1dsAnVPI##D7%Q`HQwHx4fBq%{>8Zg%igp|ukgfa|%Z{Uk zzwFjwS;-%@A8&mhO`z8r<}3L+moDuizm-aPkPqc@15%EMQnQ$yfT3lPF=@ z>unhythHt{4OnA?T3xUrXf&;IXY%UsJiU@IWyjCpK7hQKL^8nRxDmhl5jxH~j}EjN zru9LMu*zRJi<=&f(A+0Do;XbY{dHP%iapTk>K*2BZ?;^w*>w9DcRGTSjccq@+ttO2 zG6w|x&%@R4vuuxTWv5E}s}V~l4W7#@wv=-89c?9OhU2=3YE0w>3$JS#D24U9eUbC? z{OsXRc!WIr7^7l}Mc~adBLDFG*3Z)skTOW40KT#QwYjx=IxZZ+-|WBo!2Wp4WC{pQ zFv*~0vieI$*wU7j|DCWwom6r(VRmutJ5=hu0`}7tj5wIAq-0wNDCUwh^)g6uY zbSbGs2|=4&snKZ)rsY3EKkQ3g{*U99}W&u*wUyxX8B;=q77^wT+H zYfb%r*uX{%07pgg$`OCi23j0_aYDgTwYOQ(=DZLx*zqfat*>-35MNJ?BJRJ3J(!NK z5Z52~eX8k=-enbB-x3AL5yjq0wS9pO&W>t4YO0#9WbkRZjnnT-S@g3O>OP(ns%oTs~Zf)4t!n+Q|cEk%vK-BPmaES+QC@XatLcJeuSR7X*?T)8v)PPJP%&qfqQeW`E zS>Q6(OTs|m`cDik`ttHIYzp0=Gn2@x~O&&%3O=y;7&kHm zaZA;L)_;$TcCH%fU?>lI z4ABC9+|dZqL_v^OoI1*6Lu%L^6!oQ@hW~J&H(mmDt&I#w2nP#w8dTNXw~^9$PN2ZO zu5|EH%%?H7ePri(v}LV0xWA^p+U<4v8f5=wpmXq-H0ZklLzPMAuSyJ-oE|NpT3JyV z4--)BxFh(h$AbWup&ANAKBrrA#V}<0tM;R(uhp;`R4$BKo+J_=#bvk2!~4XpXPluG zfuyf(f>tj-yJ@hq3Uh7l=(ddl=l5t|c(lMhC@$>Aw#M)jB0q@6UJaZeEORlcL1SmI zp)r444f1#^e%|#=wO0FF2`zrG|Dknb3O0n6-hOI*wPS}BWE>mF;w)c*lUNmg!+y7tWL>&;8MS%_iRzNTK9W#+#|`PlL2F zk5HSa`U?lmXBwlvCPGgw6MjS*14t=Vg_0iKyoX^n+R=dZ-k(%NA(=HSt_^e?WEhLG zzdkMrM|v^|#(;eNW4WXGH?Cq0<^frK`f9$p+{EU7K*xdbL-B>M;0kSMLz zjV>CF-N)_Un)bb}lNf=%yFdiCg`Blf5|?4(?G!J!UNZ$!S!yn8JVmq@5Oewv%hfH@ zgdfZdR)So9!>kxf zfFp479EjfEa#!)kl&$_yGwj-~pt$BKXx~-;h6EXSh!6i3HHcjt#L(D3fdE&q8|}y> zA5E~W4lWl7NsIBPa5uwEF*kqb_gJGSRGQ}BN^{aEUGpK-`x#G2@n3K_DLdKEo3qWH z0G5?1_rlL?W{!JI(yg*du9cy8%lDht0#IjF0W1^6Ct|1aCTtHNoav*h6LhfYH2-S( zef8$y%H0>{Cv!P=m|0$_uzkDY^wr_X$rYaep#gE%(Ck-#SpG%hS&;*vx6+x?RgZG~ zQ8!AzK~}dnmgsomAtUFL$3AP+{if1T%f%bAfe|VAs2`s-`MUBg3exiG^N-Pcdt`8Q z*OQewem3;2E%o&KG}q*|SZ3s-{=Xx3fO^is>-U5}hXIPned=v0p|#KIYeNIvFw1#l zf)dFt`*kq^k*uzuAxv-FS`*T|+Sa)rTF#m3@@z?o#9(=!Sy3MGKKwvX5OiQ(zY73H_o>OykfRDXt ztg}%w)yn%Pxth4cIA$(WhI)oN<(YE*SKIJ^{;cwuX)~_W(*m%GI`uqs(P7;|8im-L zbqT(Hv|BP4;4o2y^5|){^E4C|44(2ao5REr*=Fq8)&@@yS5*;nIkKAhV4Kw|q+{f^ zu})gdPf}MO?_LefL4JNFw4Gv0Wl80zFZocG8l3%2@9o2JO{ZB|)ZN#a#OxcS$~yX& zW0QxTotPRC^xX==@(KHTgwI-rz&&@W>$*s_G8bquiRH%&g;Rn(M7&qPDbv>}WyS{B zu20T~`~6*&0DOPF+i{QYBrU%#hR&OnxAWR({#{DRA$ZS^5`nU;7()l_d>~+y@J_LE zlIVds?l%;vOuYavExcsaNz268C|d?C&N>&>xzOY}*KB}&3JE4pM>`^&XyhCD$Y2lF zjs{x%Gr}jB>%<0ob6UwuMhuw8HIGG1UM~flFjaa1Z@5l5+fwA#aPFfkCded4As26M zGB~QDLexSAPkjWc=<^O5sQ;owVx3*tZ*HK@OvyW^=%H_eKnpcXx_cnZ3_z`0@=b0U znaK3=MVC zqV7EJOYKY{o#@AnlB_Oq8z{A$A0qr)v&$|@lVx_)cW4V(!(Oxy+4z$q9>DexueR;@9(yZyd!{+Mox_5wQ?1Mk?0ZKE&N} z&+7oBk)YiwRp!vZA)i09bzel-CXKpgD(s2LxuC8X&(zHnLl z^G%oxADfE|as^s=?GOOd!BeCsLuH;l`rv1Mt`KYx{5bpu02plVN*e8V996W?|} zo=0%q7njff`uOyEV4(l;W_yc#VyoySKWmwR^fZhvk?SMAiL+YqS0UW>P`$U?pI<5r z_jkdc?C~+)r|hrR2>#jHRwJ!q62!mwJ|GkLp@LjqPH_JYiLI9FY<|L8*kPabzScr` z?I-nktCjffWE3|Ak9!TvkGS6A2LV~`C$?AV(na`lLnN<`= zxn;gr4a1`HAF7^)wu*EX7!h)0^%1N5vq?GP?Gr04yRyX9|7f0JmnqU;ZuPEK_wiRR zFZa2wzdk0^5M|--vU@45OP>^^uC~+mxzudo6E|(Vk`*ZBZWDIZrf4^IHY5e0VGfR> zeA1#HoEsxg1CIQXDydRnyWC^0C@;bBD=1qEeijVk-M(I#lZCHhUithHlAGX}rkfQQ zuSa6FSJjy2QV(IxG+@>vaeUBx+W#^Ql^cGUn@KvAB#x`xG!(;F*DW}o--__F`dJT6 zpo`%n$&L6YQ;j9A(5a`K%=fl+ug7Xv-4}7E4?m~oj(iU(SIcN?G|8Df{W=qD{d+sm z=)*jaHG|f(?750@trd9M_lYv7N7N0vdQ?0VDScmFTQVj)B=qQ9IbvLVj;b$qKL&rd z?!UyEXk!QQPb0rgOFQds)k~^D&_80D^}N2yb*MZHtu0j}OffOHW0hgR0yYaP!UP{w&?(9vZ?r~QfW6aI&icirK1tcB41FAmIg5??hsNsa6#b7|Bk z9Or)qXedPBeAAvTVyx;n;aYIXA>MY3>F7tUh?Oh-G-~!N^T@jfGrF=^W7XvkiUIzccN9zEqOwYnzIR#P6_UP}6>9Qyu$_fwZHvbxc9q}PZfn; zoQ;P~=qjB-H%Ja>9zRQylo7wtjwKneD5!QW?O6Yhi)(`d(1Vfnr)$6%W0NQJpXke= zbC@+MZ%5G5r`BDfX^|(46O+xv=kc}F>sbo5};X9DMw;vh`sEGV` zLFsQFGpCGz9R(s#G_~IAIg(^a+W2NWX(fEmi6pG98O1Bp9)r{6a5i2WOJ~B`u%MNO zXPz|CO-E_=F*RfYx=kupW=$R}}Qp|p-PEyq}ok7*0;kox!i zC(j)miTax2Gt(KYroS4%Y9k7sbm{+kE0~ZyXn2xxTqNf zPJMc43(WO#Hqk8m?penVna>>?ik2qwkuvQMT6igZH}*Z+GPd0pCQ1^2uS|XZay#`6 zuuG-%pusHaoUQRyGBL2im(9Qa0_v{@ssd@CnVs<&g<@0zVc!T8W63E7 zlh32CDEbLn} zT+qJ%c=Sr$+}n|BJxE%}gshR-%A%U^Q46-#sLrHY^;z*{N)I5VXU`WKLs#9VIHjc) zS?BX|hOQUWzbRCT94H@-vy6%4c{Tna)yS&Q!*5ILflEkLfaHJ80$l9{*5inwh@j;O zA<%{43Fw_Ri!dw>iN1%U<@-3SS{T}kJuV=XhKR@kS?(KuAKIXUG%g+ZlHn_?@JBSr z@+f4CsY)(xvvdl*u;)c%k~G}`o^!e59CDJ`0w7)C{hUcP)UF!3{+3t=W<-9WFLV|7 zfs}2bKTQ)Q^~Rxb>fPOzx8J+p47TF&SL&qb%shO}f>+Y8Y03Xr2Y|lHB4R=c|7=b~ z|LyfDdZ1W35xfkMhAC^wqww80cyf!-$B!S12LBG>v!GZbYd(FmKO|l^3HscKKhBDp zr;8HiPC!+1>`S`>zDYw;QG|Q&#A4vui*c<^q3|!BX8k_%lXkrHBieLFH_Q$byJoJM zZzVLu`HWV^(^SU8$AWBe;ZO=?6rDG!r&%F%+8BL<7|H_hZ1@bfn0~pj(E7Axz$)A* zO}#)7UDijuF`Eagn`?y*mC{s(z*y9+*)$_1wdcRSJX2??Q@fEk$Mco{Z!ZC#XBtYq z1OEvYJ`nn~ZUly2B#oY8;^?TvcNz>C&$RcW8q$P#XSMOLK1s+VM%@XDPj)Eqh8dfK z71eV7*Y65V)1KFiQi^czO>yQG0>5|D3p6XWX!kLad&KBh#j;g)F)2~YT*rhaOlY~i z#)~m(kV28tsuCSw@;9$MvPLz=*V<7GwplCy65Q&(m@p|q(OHV1p)g`o$!;nxPW3jq z*a&fJQ@}(XejFi5=*Er&$iA6fO0eGM;$)BYmhbb2Srt_3nz z47%c8w&0z?C5T#{2*>hdLd{bb<|cB`0^7U zIqqv7UK}Yd-QBSQv*mlC)frvhe~qpv`l28Mbs(2AePwi#+XYGw_%jy&wf<#G0|MtQ zErjsMKLV*HfXM#0cCpHjxkk^`cEOZvYKtMC;qu@-wFX`z2}a6RpXxB#U~Q z*rR53ellcMpou{ymCraq(^yYRb@9E&ss&zY$)Y2Qdh1aO-Zoz6l zNLs;lSBom2xoBkPNXnRse>jo;ZEZAE#qn-7eKBI%G_ZoUgVBc@ASn8=69e{uYmQY@R|P>?x>PB ze$(3@HfUvCc)5E%oQo-E@x zEjGzMzR%94JNjKWoy^piJc=BE@v_YmplvS7vtmqSsOFCqsj!SM>x-jfsXzxkJ-hFm z(e2IGris^i3BhY;Tp*m*xIj0!$-MGr!@<`^aYt*#OV|t1MQLgq6&WnJ;%9hU7N6@U zE^iUZ8fB!OY!q0*OQP|X_U`ep9?N?@wv}T9@=XQMQkTJxyX%CpDAkl1hOokqxxjHb z7ye!e(Rc~P*eRt2(5ElQzk)$b^bXxb*Cp|H_Vl~x&UX_?4%zNQ<0N6OgXVuPbW4=`*L(m-ZgRm`g<8wm-?UTM z43Ni>6sc~8-_E{YIlZIp7{(;rsR5)CY08b)KnKHcuU z7HSOYEO>Gegtq?8Iz#X5nWn>$0W8sQBMtuHC-$RVQL>D)|p>;-@}oQW61aYA8+aV z*Rg{@0o>gdk7%76+MZ1oG=|;@zMeC}YyQ#*nk=KV{T=A|-ku4bo+(ye(4afo<;gB< z9!coVD&uL9BsP`^6Mc}cORoK0^@g`Z;FK{PVWsbXc*Iwd=|M)KN@arG8 zveBGv6Dy@HAE-_f3@D`_H>&>NZvEi>Q=q<9w0vT6I`X z{31hDbyz_%3F7)^NCB6~41OwTO+p#kJv%W~-$V!8`H~@K7#&7nsL0Bq6V*@pZ zZO$H|n02*vKg_A^u-b)@5)xUrh(y&j7pgSvfBt^=`*xv9WHXDm#F%pTxvl1BCXC&M6@T4Z zbTz4ew&qh2;PkT#c(q>^6$_5^{R%1c5+U@e^E-qx>yLPqX#s$w_}H|d^LrAOoD@3D zm8_gN0a;R_gCqe#LpKld$pjx3p>W)`ZQx3#%W-mi%+2`1-ZMIc{vFm)(QIeCrDnPM z4UOh?`)RFVHtBxxVbns&=DP zYTLHhb6GEa+P1$e@3gxa@UJZz4Qeg1Q`57zSWKZ4CQ4qkojr9i+$^ObN`^eYbT%9u z{6Dg%L=BYY9qrjp!h5gz+-|Y zsG<}p6BMbE7wO^`>5A*Ka5z=H4s?{M)GG4&)3NE?(dy1{z_y6IpTz=#cPR5utl0dO zIY3W20E!q%RtkifpOjtpjd#5SPofNBSv4V&NDiMf&tE+I04h_4P%e=LA=CVV-I3sh z^H~W*FG!M{hy?9e0)Uf|z#FYTTWff{(mGg6xGIhqWAD(Rc(ymow_Hx=`ZP5ekb8K)z2PE25{p*=4~5(=4f=30bn9jr9xZ)JEu6(SGGucVztWN%tj5& zV09|?%O_@Hfpm~5%}&iyum4>;Z=fU9OTt+$kxDPhmqlhPtVFiYcENY7os7LV%SSt( zui=7FWn^OMuo}%`^s09{iuxg>vFPKl8jxf$)(4c-uNG^QCR@891hOMG>q_SM&}qKx zQ5mmFG%6z=ZO_RO3E(}=*D+jaEXM)1rnM<0327uhXu#$Ep~-w_An)cf=2VI6*B;X+Yw#8+3mkG+rajrV@?4vUVKl#mE+IDHYX zh2%hTF5HUooVcGCxS=bTo5KP^nGX8?o@7;-0TxENI0_b!FUJE++nmU|V2>bY?@D&c zG%cYRE!9`9PuV=RN7HC6*t9m-VHX?RV;-7Bs6+Z>TSW*c8yB;w8@ffR2-GsG-@Ia$ zVyYPDo};vWcuS3=n)u>F%;?mu0~uZ7#q18&A$Avtxf9(dy2=LGjbWE0!JGzr< zT5}(ZIy61RZ_B`j2M2>(E{wa|-1(`opJ#dm7i+jK8}}p2K3SkEhl1fxQlpa=f9u}+ zl-Dq>$sd`Z;PTQj!vWN=Az575@ctO;+*MmpQxjkHX~{{SzYHnYb_r-EO4f_?uepL5 zU`XGPz_7V%k6Z!|I%ca-+N0@&v=^op(6v4cK1YupTB>#*f(^CeAjm-d=2X0@n(lYH zULH;QwUAYX0comRvJg9Y6b2aSIdmowZF&ecT&k?WToG{^`gJ%ayzyv)3dUr0C#I~IKMFprk^nCGyoS92O;g$v?3ASH_!n_MgUn#rWA#Tn@UD|^ zwIS=Il!ldmWL5h@EkL&g=dAUqbQDki%CZn2*D4ezt%g#C;SR?Q$V-h47d16Ur+(Qx zXSGH#EI%PBYx+ST$r?J@lr*!Z(-=+^TsocHt?>$%J$WsFw^fhrmj@;K2b)5@^BC{g zNz_08MNt2^fT?b%%ASVAqaCtC1s~#GEVHvFK5x1w(*O2>e@h{1yDZJ6)d<8{9DXsJ zgI85#U=NN&hoG89<)ToeD;V3R4fPV>h6Mhy#tTi?D`cp#<_-C2jM-$e?wb}DJ*|V% z;KMCuPbF8u@iqz9aca&cN08@11YU27j$HGCv{nqY_8!lN;GR*g>X!G4A?Luk;|ok= zXqhE!p%vH3`%!WzYdB1H3DpK9UL(wPG)L`)@-k@}FTKg95!M>hdP^vg>SyO!el}YIXw4 z8iu)k`n(ZmZY}=H!yC{)3mA(c3V?Z#YW)K*8l9?~hZiBX{j`JiuB|;ZT8X;_&s>&( z^G$=8d-=Ol2kaDCqwfsbPBhepOvu_avu{?Im>hC80|0d285g*wy(iJhC{X}Chnih)Z`UJkmtb|vwB{THoh)dEJXL%TqbpgWkp z5GjGMzbukN>dfCw;O_8W-ZsHRh2#*5q*+UxoZk*8C6rAz)1pZk#N;rFnR>UsFcFyk zwUndAhCBJ!*O6e_ru6}tQ!+W#4+p`z=?W7krPn(COcis;U-N~zT2afP;TlwlJsNav z=&zqjb2LGf94|C|)uG-q@z`?ipUSj$t1Jqr_l_yL59b4}^+<8t48diH2hlh62;2Z$y>G)S|rz1T)G(M`aNEoT{iWt%_YP4y(+JJgF!?~6h$w6RH=e4f6!bqjA zj&34ai|bd`B4tbz8MRfJ_iXCAKfO6cdE?TZ*)b}dU}bs}_E}Zxp zY~21k9A6-|vAYA_)%MPVu1?C)2nE#-nTiq_W2PA`JLRz!3}>dPK<`0oT8L)~n^h7n z(8SodF63(C(7wg&FZ**+4#1B`US34l1RF*0TqL@ z?fCZZamBl z>yAh)sNL!|P?ov+$$CXhlzXEY;@@`{^V~qEe!PRBzL#E{ZOB>_*cDduuVd@&LR-Sa zYg(N?(r%(Fq?kSyYZ{_J`})ORoA@T-qIKxj#m~mm+Ai5^h(N1*lirl!7<>6%c6--iY$j(W46b zy@{O)#SUdbySg!&sUY@p=Yk(vSHHY|v#Qa-+L6LxE`{L!kqp)nFJrSsZ8fFaeQ-l` zS@uDb+;i>VplUvTX~T!FbV_`!B?QnTACS)iF*0D(6Mc?0zUaUAd>dH`YCM0lC-|3Z zioTAMuf#%K4882+x%HeS91fsAjAQ#*%Fl?ktFS=Tte|B2;iG}Evt7JOSX4~%=I58q zK5B8Lx@k$^8b!{0aF#l>R3s-q{BgORGUeeOf8y*+j&8EvA}d^}#VzGvTZ#>B{WebO zn7gx*Mwqe!qO0j#6IW%#@Ll~r;urTB%*dD-JI<#1C)8RRvJ_DisH-Vpj|s_d(Qc{v zYvdM&oacMhsQUwDl3{)x5htvL`V^V_o%a`h{`?tQAA}k*e;(}fw8an46MeYdS!o{G-8ZSX(~*1mlIC8{OVixlV~MN-4zm zH&)bxk${)pG}3T-rmuXA3L!rMld}7}#dM9XPe= zwgFm#m8U0htrHDdoBVb@|KNgl9W-5!^@Qc7rU@1-Ap!$AmyDK3J zK)UYTSSj9<&xKRHZLncs(SZ_);6S^m>mwhKqV?mawnt#hD$A1FWPR*=$DOgazkdA+ zrjsexuE!xFB2v%%ZhOCxpk#cq*7K#_`|1d|lN%~qlb%p8@=GS+c-b2+<2{hX6q@aK zyZg&(p?DVO+4k+$bO8OwIE4%W6k(;*;MTj#er&z+AKc@W4wSDT&Iq>ZHkvG8=P~Z0 zFU_1%tyhYg7cn!vDf-i-b_*G?+u02rs^hP2g?$L^^Y>Hm(0o7x#F0 zIOMsCRnbv@Yd$O{VXOJ#4wU)1$_vNptprk^l*CtT#x2;e17El-d*-gd!LU>$0sHROH+7upFhTK zezWC$%bDRFc^DoW`}=%%(rGn>h+=Rn*8{$MeKBLeVcLh|x-*8zyXe@(@iD7~cW}?M z@5EnGF=oev+CL2+%0Qxj(O|z6(YWlzw6pa*EB{{W zp6B^bbJE#BbPPgPvF%8HPt*$v>}1v_4F8eLP}WSgUalu^&az~38yGpKE#Dh%+kki_ zL0on4pI$l?eeGMJ$8#>o<*A(I#B~%NIhdJAA&ZmXjEJ=pV^oMm8CTJB^Mbd^_Qrr% z_!8_`lKE%h@q-cdvfq_&#&}VDfQhb8MgV-Hcv2ax&f;_40X7;vu!dc~glt7=YD{BoKMc59gF?thl(C znBSeb?RJmJ=Xy2Na;ikFs32wcir?d?o5UjHEyBh9*=WjcTWrtB%X$JP_3rzdGqWoL zzngpn0>o0AnTi7Jn+1pV)d@Mao}KZZ9JaGn#`{yH8rXF)B_=ce306zAlaJcr>H{J9e zn`?0&PngW1%p8?hMf;LA^k<_Tc-iup&NzU?iOwa>OIfRuJEfi3GH#+xkmUj~T34p{(D=cH`djHvnfNt?YrsNFXOKBS#e1)pT0%@5=ry)nD(SEkg7c9?{;eFKHbTO@? z!W$J=TyHZoAo%5{6y})QkA%+-Z8z_dS@jqzdXcr3l?G7e+FLVVs~&L38P-wToxQ2K zd4$m275sM>ws6$eaC(r)!(M6S0Jm1NbN+o>Z7S#^*KO+3mL?K><THnMG&qIS5Ct z|0}q>MUD?UUo5ZqJt2(>JW*5l?jWA;d1}QAI^242WqF^_>3)PcpYKmDT#=(@xaKP; z$cZntxUnBcAg%$*W!YhvYOxo)&b&qwrnXBhm}qDxd{2-wN3ARSQ*i;e+gG-?R|fLw zLP(o~^ts}9?oBy%I=W*OcFK~|4zn)<8BGND{!~PZYG8L)tu~TvPWW6qa=w%Q5geWV zn1o6X`msH%8N0Dz>T_{OY&AKcR_f$b7#WwSN^!N~(g<%N<+bblW5reFJxYVu$M6zH+@rtgB_W!kwQnwOP0aTP)^i_)N2yk zNvW=eRW@Lmdeho~(KZw{ey#?e8gJn3JDzD&Fe5{f6N27%o)bU+&3ayT+Z~)&?W?!c zVBk$X@5aaDY0}Cyh)ZmAsi(}m59bU6!?FER1Ln*MkjuW+ldl47e%$X9@pi#o;2le$ z?IY2d$07P$vIr@1%@ONLBla0K+57RwA=QZLh3cngF2UR9U%qc>r>d1na6K_ES4zMl zZdF`dRiPL0{12Si*)mg2K~_`mvc8fjzxrV}&~dm!IcW?}F_%Q=NOGNa!w2sea*UYLsi! zISz=)ajsTLMiQp-d)QYmU5xOk_rI5&f*WUuX@s3*R#NJ;ELD)n;IvBLt3e43-TlaMJ6AFe&S-0352O{ zXVBO)2K)6gPoDP6ptf9}a$&K5s%uBU+?(OI(nA_v#_O_gL9w#hP37~`g)%vZpWGF*wT+T*f?QpuOV=yu zH9oWSjzj04l4s_#^%mGX4$IVIa@ZJH2wB%FlM`(8_k8M$bDA#?TkkNTa~7ElzD3L! zsP%uk;uC`Uc;SKnr>M6Ki=%70MzI72mteu&J-EATa2cH7?(XjH5G1&}yF(xl+}+(7 zsf;phw+O`l^1-=ELnp{)DW*kN}HQpx9%J{pL4^YOTz`O7jLtC&Cx z9b&_tG=7~6G9CGy!x}I|?t0j09pQ4yX|S_5#^rp(Y^hqqm?YfUqV+^J^aGM=#od<8 z>^D@E=>6&9KvU4?pDGlWF3QEN5#O5R9Wco72cthcNWtNh_~qu=SqsI^b$tik1@r)_ zTWYr9O&m|dwxW*Py_}td#L0v8t9sJeVLAO<783ydIbR~?q~42?xCr6e&TkT{CUrOl zFM`mUqdu6Y$Nrv`4Ir-3H7(&6;cByz|MuzJd$Gu+LY47FUX z%F=Q+@$2O4y++%GT7|0cqix#w8@9r7LT)U|2N2Cw_a{#%nmcaCDJ^wxoKCZmzO4e+ z6r9(pVux;^RVHT|NY2z2x#>&#hl<3RAPlgbs$-E+{EbPHl+i}8(w3@TS4hFgRCC2e za`JqdtlScb8w+;L<>YU|L-*UmYU^b;NDlH6ymHfCzYzjAgWuWQ=t*O{ZpX8q9@m_v zmFrsl-tMslK3<((L6<#S5NTM=r!_qrZba8DSAHKLBG0=c5@=7X;Z29hUK?lmRsV$aYy&HtEv zhZJbXHG>D|UUn-PHklIq96IEk1u;ZQk{0m;R3pUOy}N|L}nPrBOF=OnN59NMyX+{ zI{&%W4VHC^4za5+IIiknO7i>yYI@!jKKnS^T+FuJDyy^FO3rv6{TYdB4gK}&m*El8 zfNAgJg^rz+)oZ|_96#{YDik>h@?oTKLvjcn(?q}Vq5Juv11c6q3X6?#YHf3V5gE<= z)%~v*tG#Ik|DodRWyaymaRGu)uk0wW$rEWf_W3JjVxkG}{%6qMZd?JVcq2VsXaQ27 zi0O1r|IYJcy~PL6o&4#fgs3|W1_*BnmkVR6ov;jM;XZo#Db*Rye@t+FCv2c9iMl_k z?F`2Ha4_&#Am`>3J&enPAnm}Aa1nA>j#5uD#I8RE#x9G|C!5WL907t;vEwiE%uSSZpdAWz;d|(3yS2nUnPsz=z?_Be+lUANXe zfsaiPWS%S}aKHDi{`wYYLQ|twL1|0q8)VYP>Eye8Wa^4;x%vLqYI)_dbKHvqbU|#6 zAQZ_K+WXP@3*Y?~c+f;^JL`CcBDfQTB8XL5qtSw_UZoWT#{7x*H-6g4j+$iyLDV*RYzFp~P!R@tubfLYsE!{30 zb^#xJ2O2L^0w5&N>)Tn=*Z!LwuED<+N4%*kidde5J~UMRD61Xp~$x#wSB%+M|Q+B4vNDlXcVXi=J)%sASaF3 zF4g`Vw4GfkH8MUnlz9B!PKviK2N-h}+_(C8e=~*n?K88YP`kB10dDIMVV{w!&b(_5Ik|30$UL^)`0Fx`B^&0{+Lh1+j9<%NnLzDP&f zFb%}o{w?bq^bG>stGMPS4K4_}Qek=!1pZJ!uhpL+ooYR`_hsYWzCLT1j;yH56jH_l zKIG;3A?KC^sOt>Bpxbh@eAhM1W?8S|b`V*#!eZ;4Ah)!ZoXTV`CPMSIa5;FMtFQW< z!ZHvn`oR0Zw9)cP@N_#Z=GqG~3^3{p={0_3furVv*YhNa%A!k6aFU5S`x^`}a63ykYcB50DM( zk!lFa_DJ4Wnp6c$L9@^9$0uH^1a7d-VRv!c`&*eISR`uZB&|E;eci&Cf+#SZuXQC9 znVgtILud;x_|4)a(!O>c2s=ks>tjI?nUi)YYS|%VO)SE7D-gZ z0*s8*S1$w8$rf|hC#QBhT`ila2w1Wf{%Q9BjGE5(W`F5?$8~m%LaVf^ol}{)HxKz~ z^S?8yX7&$d0%`g*`FnN_Y8do2oll*bajyZK*{7oM%YIw_n$%Hr0%-?fM9Cm|Oela} z9k1S!GJ2!K*8F8;g;EcY-}|bX6GT))R~4N^70op3H)Y;tKBnS*vz!K5r5wBtx@d!T zq0{hp`a?hH{rL4P>mz_o0FWWSy0g_3N78Pl*R~0e!Ou?#QPXJh0zDAmI1bqBvK?7Q zx85Jbmkba!^odqW7KS1XiPTUcbwAzEMZcfm@wtC=b=M*Sv9)(+iGnid}M9YL?%m~wfVF3;ywzv*qcX><#&r5FE(~^E6Og-;FEAWCY?|ptv)KKsESLXo>NzzgzS_MyJl;E%aV%U zX0@Z~E9({Q=GSEjx|)m}IxD6s?>l$VgAn`0YCYb%zvb!L0u=yKZ?y#u?Raw=lh%Z<-}T(qU09#Y&d8?&4hM|U zdDQ6Xs`MM9eQu{Xw;sT4@r!33bX)uRInXYj${O)+J(YA)V8%YuCl}MAoTou8jH3mI6XL?YfV=+e%5NvL?cmROu->7TTkN-|$~QJLh@B_#&JMY^ zhkSBbEYM)Ne?XjocdPA(#Q2c0ncPNE)tk}56GRE!wuZhpE!zjU%lj80155NGTf=J< z?pE=9GL}-|C&e7&{311H{+w?f<*g#KmU>(C5U}fu$lYIC)^`Z(v9UjzOqN++A3)X) zB$P0$00=$EV+pxaIS1KkM0{@sbPV*XXDXs+hzTxDwew%Hq_82n7ZHptee|906RXru z>NeZ>^W~a>4I)J#J-3@TqGA&vh9~8`@&KIP_=aS7s-X!`M|@hI(!)Z}UF2R06*( zwGR#_A2`-*E;brQw^vKy~ z+h^TcQSliZv=D0Qok}jPvDdIfzN#?lT4B(F8~S%R&u6ubCCJ?~TKZ(ux)uj96-7$z%q7+LDVT>^4h{>n1YVI#UvW#?&i^=Aab zf9`xwwHt1_eQ$GEQd+a`a6b=7)hJ)4NIZNj%sOS@YnfOT!atYbMmXf!|blXdGs5oqd4#K!@<)hL7Rp0v@0 z!V>021PSCsMZ1_7@t+!t((zua@}#*;%o^D{RaKBDnB6)Gif52i4pumnp+Ffka=%C%G_ z^f8+Ur@6WdD1Mv!Ab;vKo7RD3T2G9bIIz!_-1>E|6_9Y94g)U&v#b2$cea)oAtl7l zGwZQ(tqA7~m?uRc@Kwz<#)s(yLNbx$Ean-jYb!nTmdSvT1!O>J)sM~(59d6jW%?G7 zwx~nl>v>XEaZ^1gxuk1U{N!3Uv$ zC>S2rQc=qzaktL@mL;`5&F&UB?vJaa^u&ObPz==lAI=j8CV)%DT_4djGf&|w;1>V> z=Hk@f!WP&|7VWr{Rl(KXYY5P1hN-^+6kuM@{W*^cKZ|7rrX?{7_v~P_E0!mgxz(+d)Vl z@1jc7Th@LmiE<`0p6+uo1LU`rbu%${?WcBk9-p6}?YI_8=>5}B_no;}4(RO8aP)q( z>9@0UTCCxaU3B6peq4^#Hq3vWUWV%mUWdKx(W%_5KO5bK?k$=|<+VaQ12w~6nKhn< zywY9XLDo2$GQRDejuJLoFT)R;&aDOkiGD`5W1CH-YY)x^-nX88O=_HapU+ArU2*}W zTGz<7Obo6}yL3cBw_@viV6ypUgk;Q7f^<=)M5vHJb9fw z5of|}r^)(12TVd8mmQg8%ifUB^A-3SU3l1J>$KrvbdT(2GjWJDDVaKeR^IXXRRHzM zR#CcdkKaq~Qc)e0!tOT!vvGt|Ne=_W9I2@6G(-9Q;B@1UD!Rq+_`n}7&{zR?B{4im z;x{N8-d&1aP%(cqgm{Z%3fZ}aqL&2Vb{9uVlqF*N?^2A$-9rVUtm_gR#AZ6Sv_rB=h)yS7W#l z_{sfsEJ1wjDjBCx;6<$d&G+M6BQbv81OnI`Gb8(W(B0)lsKIGwOr@;t&HuvY@O;nY ztaykrkFx1^8ii5}Vg`lPm8NSl{t{#|4wVYNQLh?o!nXBd7u zr;x$?UP{ieEg%Eer5}eI1-fh#U1&Ay*~_P3+GoyoDj_!PhYerp#;R_;8Rf4asJHXO zWobH@aClq%i}<({&|FgC*8>T?uhsiQq}GP?%r&A0v^h6zbn*I}{&qT9XtpjX0O}mP zm^O3dthi4Ht2~!?=ovi6KV~c~T}c^~1eL4r<(fydOg{SQZvt2;Z-MyE=QE@~amuR& zuN+mjW4$htnq4m!)aW^2_&gI-t9D$L&Hhbj`CY@c#eR~KnP};WexeD%G@TUjYBrf2 zu|J^^UZVKyxPLV&ijr>}_VBCY?vPHy=(|k)@p%m13sq%72qy&@w6W_2{h#;#vcKI% z;&NZ@Lzu8OTlo@}->A1J&d}U3Hafwxm14qWg%-Z+lU0lBM0^}Jh`t@9VqURcBmK;Q zHp6P?#`tVrM_Pm$dVDZ?FF66_-u4A!T^2ACtkrJp$Sjv;0aXkIYz~-Uk)4~tJf zTb#D_2o|Mx!mb4gni!dW$j!~pQIr9q1g|p7BxMKo(I-}ZjzXld6+u^jrLXhW#R>|+ zGDaScnvj_YL)aw%e4@?3I(78Z(DjKyG%~LvvlT;Tpw(^k>B4Jko3yv$ z^Uv|(^wlz#=r`jy!8fCC-S1|T%Dod2&N7e|y_23z@sy66BR4Lvp( z2ZuTVD}6AuU-wQvRa63hcBo(L*vDhg4!BvwDeL;U5b)@)Nuz(kjgrY6rtrOJHxBj| zpEznh=e^o}+8B7|@=tBRRV%{SzA0N1>FM(4S#@n;NhrqsaT|ymBj71i z!M@IlA2tWhkXB#@7_d@E2@xZGJ84cAVFFGE)76Hnzk+YOqloSAHIH;=-|XHT+U#Cq zfgq(`tAkhY;Hg5OHRk~Oq?`x=-4?s0_yl`i0_fp*9$lrw{9^=}EsL;8 zo_LF4bYehq$V8XnPXLtaiB1KUz^Ow<>s#tV|AduRttHydW@`i7)q&<&ty*bhWyuKf zdvpU@UcAyl?}RWpRrpG?4PC7?9gQBfg|tcHSGD0-f~dYA*fhXZ`JljXv5q@_AQD59 z#FiRMbz|)xcN>JftXZi{qovs=u5?f0Y>f?+olUPew_Bh zfndV4smmsda6?$k%SN)Gxs+zUkJQMQG`=<2jYdBqxPIZGuf&wnxBRh^8NmI)10H{% zegqzxsl1kMac!#0e;KpGD&r*hpN}k(cHfNC?Yn!kW4%+>#Ze)8k_~=XBu4|W(oT@}hr8JcxYXWgD6bY}dh_ds!`{nh!!_bzf?UH;; z|1o_p11A!81v$}hp}@PCS(1d`%f~}Ej7(x7-)+=ndt7yOZtgMeRLr+R<8O(z@#;_{ zCPGmOrX+|5GutWA(eVLc>Ty1!OZ31R>`ox`hWO_kVq`s(nQ8`dTxlHCd^~X9e2m#& zr)g(JMWT5Z4b$Onrt-qk-(@G&Cnp!j84*WmObrdJWTZXeqtQ(7rg=A+LPXFm{Wis0FIKcW^%&R>xIH}t&Ktig zGp1bi#p%MYHrwB;5s9`_#pu7Cu*@ib!5G7qPH&zo5<9~n>Vd~o6u?c+-@J-hk=cCg zxjk?Hal(7iE*S#7?GxQKQL9MKrTXJ7jOioJb8TAzj)?+fA`6ymj|h93Yc>0-%}5;7JjU%Z{SC;K#AOv5 z&F`V4Hj=yb`V0K!3$y(nHMr{4@LsXk-^TLT@yXm*T>^7VcE;>PkrX7<*be?wyUtBTHQvF5hs=8+viz4c6ByGQNTz2SPV_W z!*XhwGzpbT{h+u!vBBM9ZoK0_rybl<-6TI6|kj^^>HRBXy+a0GW*-c_?BkvwFpy;zgwWdVfENEwgf*nL{} z9fcZsaa$uV720B13adLqPFLNB6TZ1TeXLJ6ELRwtLWTD66kE?PoBoLcuCcarotE8_ zkN1Z5LQG`Rl?GOrkl40StFnGswQr$i20Kv^v&ssTpchLLyRXarO^!so<1Mxy)rq9H zWPQ%F5meMD6+FXC)5=wMcJB|DN{kwrJa*eI+15Vyetraxf>#juBWkY5X?izkd{d1yiVo|^K8*i}=9y3k_qOgILWitGCy*`mgPEarV zAJ1|5Nna=z?&BCcg+jj1&T`AU8rZA0()+!4V~wY^gjhLnZtYv>JYOv!cFIqSrqm@HjINR~mv!$$0R3uMgCZBRH$# z<$s#}&e6qoi~EDufj;rd5#Mo}20XKb_&JJ*w0*aQ)*3_F?l`h1lh?tvi;%w#M% zPW#d;^Iq?o;88LWulNUEl#CQnI$!e$LtP5KW!JSxdrk|S%I!N}hT3fusZUuD)nFr; z1zpuoqWEsT(TbtY*Vwf`a}>Xvx*#r|h-f#wn8!_?^$Q|Qk=i1hPZVJ=%A!+pPH%b6~zx6t< z@BQ9CGZ;Ed=WJS8Mf0z1#z{8cxA1>?1!m#~wdhiBEe8nmW#C%z_Nd#1FL40hX2Mc_ zMIkdSRHvDxs_6VI+;z|AN-5ZLw^5L61?S%Ho1|Oj=PX^R*d!KZCU$^N zt$_?G8{kq`7p8`6Z>tghO1vD*y5Ho{Kwjf_i61=VKM@HAUQ6L+=2Zk>yC!CjQRkdF zI;#X)C_A$+|Foe1P$+EkK3)&!L3vy%Cu^m08xt?HWXxS>iM zB~aHg=tyT?skr3O_UV?A^xeoZm1)cJ%JQfb+|}y=m{_PtGJl&b>K{r3r!C#!YQZux zU-`&M(^7N;aKX~<`$LM zGcE5bQ9x#7G;H%fxtTI!uUHjVu)kNOM+qk%I6|iRWWELcOfG#;yczq1?3>5U(PrM~ zAjLX91PHY?@_6swIPsYb!@(eG<~{B8m3JKHG0$?4>DFRYyVAk}IaQd>lws$k#8z-U zG__cJ+8mI^lXO-^?`7z-k@Z(Z6;_=E{3O}GEpT(V6z1sKuvE?#YFG&Q_Y6(D zEsjZh_~$-MTwMSjg(pt&E+8@enDQ0zvY=)jc=L5%8o&&o)R$0|woZOZ*c)WVkDy-V zv?FzJE%rjK+hO-r?0kh&Cy+$jFssP0Mv-ZGW-WZNq^rn1cP3DfINl3Yv9OaWcD>OI zUp(QUO_?~-sW;Ki!WqWhClB!{!*n6NbkB%-F!Z6_kG$boube9TJ>g!M2eM{xp0uVi zl9H2RmUeesZ7BeawB$ejaD%=Rp@Ye8!rRjIX5aH-6t1P4SKV2XUe|o!wCnyP=y8PB zg#J5OYS7_N2sUjDVoeu@U&%9!jqEeBA( zhoPlCo@2frt_h>t?{NJ-gsI!E=4oyMCD9$kau5i?4lZ6A7Z}tW^sf6jXgfR&PTS4X zM*Dc#1*J@J)a~^{iMF#aK0`mg^}Kj(59`7GW7Re@g`~HUGu2CZ0CQH!&%Wr)G?${)TWra z?o{qOoie_n0aGPiTzFJT$4m+aGu;2Y>re^cfoLMWH;B1-BuXW+QO4?fnlC6+-udXF z5(hk3!ad#Y89_&Et43_9#xAPEF>Pv9A`lE6UvkJJNC_Qx%23Hja)*|kOh3YoAdhj| zWS3FogGh^;HfE%%)<*2UvhzOyNiGdY%MOf^W3MNibRh~Kofneo+_*Q=wP}JD>j=0W zo+m2>u}PljlXda>dDFUn#o0PU?OsYy}!#`g@kr$G*vmqYElUdut z!V{U5>(!icBG+z~sO{7gDbp71C=f^Wh_Vx++kO7}tAhj!ZVUUe3t|GBK?Pya+Ru*f z+!c;#wY_y8^UM1=b21X5Uh__OiU_D}q z6Iqhb9?)7enW0OSkM6@hio8B>N(s6WsW9=wcf^Olg^;8XAski;Li~2e9*nRHNXeB8 zKPdMNBi$^^W+sSyp}%8|Gwal)xmNNM^zAkV6>%+oZ(1hrKW(>{a!2@NYUvCvS-^2w z*Rr|kS#Cx9INpnKIc6+=JuheLh=tCW?)Nx2v?u%kL{7gVUi@B6@DGYt8Yfm!Pcxz0ew%`L-O|P_>N-QSgsI)5{ zziR!+37KHb!iTEU`gLa{mts0xJFjwvt7edDSHRCB4{_1+;Y-1i!+7?W9@}rw^aq^X zp}Zydg7aG%84=R)w8c*2nx%~PN1|}P9t@67X6&$(Yt8fENJ;WaQ6;3$IuI-L zv!RU#T36gV>e$pYaXdGK@coC$*WVU)VSKymsCd(%njZLK^ejwtzZOW1Z(xo1!O9bPBKNhRkDo}p4(j7P znhkTgcq%)!RYj(#ROEcw^|&xU zLNk;tv+hYU@AY$G2zBGP&M^4G@{Jn@1`!Ga?y9&_6*EfQ6s271a*6uvyk{seZzEvO z3cPi^kkZt7f{Pu@_(NT|=h#QlN`ABgIwU&$Pu8ID-eh;?=%r&j-v&o*)7igpIGrn( zB#~DN)~a*GGKB2(t^7?+RMqcOY@@siAY8ADr?{@D>y(CRb(6GN^_Bb<{Mc}p3A3%( zI3ZhK$epqmr3Dnu4D_lSSgj=TX!D&gRRXqH2Vfmau znf{~bqnyjvoFC^I2R|;@;QnppHo~8zGpEqzpTRTn5urW@0ATJ0vrdc~zmpu#<2_i5 zzKntDjv_#4xaA)03(^l&fwvD)#GB8;nj^WoWZm-keYmwq;6EFKJ90Q=r`s~ZkiKm8 z0ohMEO&fu}CGMD|13Mfk7zHhY>e-7;(oE7$hUS(p79!k>5ucwFiG6*UDi3`j>*8ov z8~=WyMaKbp(!(E{9ub^L8d*c6>I@zEwLEnXe{W%~c{NKu3 zBEc79b4Od#-sZPR-&$&HDM0GaDj1>BX zCG5%+s@aBo5y}?ueHwBh?=xEEG9c3gl^O1vL@(X`eGRa$uC?(p??6t#{7 zd*d#s6$^Bd8bRizw6T)!5}#%brxhPBhGg65o73o) zfHZ~7+e?vr&)txn+@Oe^hM5kZQ)7+&sG`B zF@RM9Hp89A*PkJSdjCZJXSdG(+3hQFzH|+;hS+RHi%K0F6=&>Gvj*zs3!l*{P{P>& zuYbUc1gAx#-QQF+)Hw3a=>EEQCCNW!MEHRay3XX2m?sNr%wo1d#y{)*wejG7Xe>%A z(qQ6Jo(rtgm-hF_MNk=^W6N)(#?eSa*Ik)PG=h=4_ru z+S%r`5%wBFB>Hsc=6qH=?u-!RFWgIP-%4fxb}0t)|M?Xq+))IlG}E~!jmvCN+Q?eA z2;t9wbE&Q;>UN+9e%~Y{%nj~RF`wAb?#~5epNYihL(%SK#^_%ljp=vHjtXdk?~-LDt-&jikGim_wR*q?zY0qEVQR@w;TG;Fj>T zykPfzns82F=u*!_P?tX*Vjt3oQVfOigbjD&~w1wD?1d*eFya(9}1JV8{)!p{t_hIhdW}C z#Nkq&-I$Yhy#F;)sL@|BpMu$k1oH)Q0bNhn;^MX^_`bi!pzFyh+@?k$UpEQWE2$BR zno%d}+NH#JFWD(UrvWW|fsgmQiX3Yd#c*ZZ{Yt~p^NR}{$^~=qBlTs+!S%oB6odv| z^)1lwf9AkKy(;JODwfTBrNx|Z)C!?P%P@qIghg9!K^m)?UOe-beCWH8@ecVkhAI*9 zCI0Ah;(B~VT$rw#_SEux`EG!-o!W7gw<|Mv4$_^ub_{Fg{OIn8QC_!QG0<0D)<4*7llFGK1UV$y2vd3 zp;2?|{hvAfg|~=d8Y3HWoxSE6nj+cM=-ar9N#k*a-9Hpy!d&TY@YWkJ>jHd(!;bbM z>%@I#i!X-aqtc*d)rAlA4_(ieydCIbmdOPkL?U)mk;f7ISbCIjK=RK-uK!G=H;CN5@jsxo zA>E3>8<%d;*r@<80cxAsD`$V(o1mhhZ|K#K)E^?jjD(?0#*lIe1Pa-HQ7`7pfS5a0 zt3*h2?e?J~NvjU!GDF%cFhyPOV&9QH{+X9@C)6GoIwkJs-^d0TASYg^SMi)583W!(qLFKI+!{VXH> z=f@SxAcdtPOUH_c>i3vL6I*=H-5Sv67(m{ALnG>rQp0F!X$5wgNsND?9l7y;0naSl zKkv!&-1}{CQPx+SCGKj&cksbh+z7rww zXRJDY$=}?zlE)vyanswS@Hv6@VgzJ3tYYq=HdeO0&T#g+5srX*)l!?Gz?*VjZzUQOuBKW89_iQ=AvgtUC=DCsWUthMS`*Bhk;?BdEw!&);r3$7 z&z6Z5V^zq8Ma69^l$sTC4fwGZ;O*!MvQXfGktz)KKcrIlA5tBmLiS`9Q+BV6r980m zN}uRd(E^m^9o3XAe@B4rRQF~|?%EkSda-E8<{YVi-X^W5xAI!e54c&1X+o7+W77MC z7DG_@|1uWVyRFpfkuqf}#9(jaZylu=BI{|7v=|A6Na zLe!miWM=PQIGZGe^5xa9x~c4%upGN2k86mg(x&gFJuoPnq0w4;cECI!=c(0OhLmjm zk*!ZLX1S%sf&X0vh#LdV7fX>$P*4v5dPl=Y1m_Ag0WNT1x#rm-5b;R)q6qp-Tu`Bs zMs3Vg%Sb1-A^lfJeVa5~TfJUL5ZW@0%Z!k>97r?}ZijFdyZ1hmQM)k-TO5BijnmPr z*Oqpwxc;&RuG+}-$CDKa?ysd%P3^Lrcv-5cuT)FJi$M^WP(=q0Z_gV>NabdvNrQI= z_IqMpN zsH{EzSrZ1broBP1F)|M(>Gi}(`{Y!ewsu(3AP$LySs+>{bQMzEbD%JYcEiqmrzP|8 z@H6=mvVwbn0%Y_pczKRHM3+!f;U02j8mvgtSz9J<42;ZiRD6l?XEjy|zC-Dx4bw_nt8=G9K;ukUt~a+S89^PzTm{JGYlo1iOZ%}oK~dEK=~)t7k-v6&*sNC>wg($7&;^cjM8R&f%fE&B6v}E9Xm8}cTT%y*IM(! zd%pkffxoZ;5cO&VOO1TVWm~4q+Cy(7V7FanrGmWc4&q#OTh+>I(P6ulZ`x}O0Mds| zc%?Qnh7ONA6I~ny4oWS_6Hf*d& z9BX+3%Et(~BEDsd!83MAhmrYXDv5=7!9dZTMG==ZL;Dl>JCYA-mZc(H@gyPBKxKQ^ z62ZxsE)y*=m9o~v(xIxs+I##CaHg$2mSRW?$iWNB;m-et3{?m+{1Ixv_Hei43sX;q zsw$ex2#~!;S*+hyxWkr&*#bj&U}@;iXvs^wJd-F#*O%oxmeB`#(GUd20Al(+U)6@H zCI-Az8xjLp1K6{dje2X-ic^YK;Bi&jR_?;~{V$Oo+?0di)+#~U7*rI2r~D#Yt^igNkCID+19-5z8Wtgnt=E zv;XnKk+BMb_AU_bRD@k4Hfdi|`DA*^{}V)v&ZByDU2>~+j=_!e-C3VBK6k#(eC{Rwr5DPaQVnnPf4n+K#A(21iC z)Ulut8Fhd95nX(mMo=wQT~sGYaQfsZLP{4ONWZI3MWiTAAmzY7$VjWwIf1IB4%@WlP#nPAq<%BhLoC53$(Taq)3K; zR5-06-22ITp6&%AGXoQF7&>rh+HrpK;*7Q9;5xB*<_B*7gdZN!`{JaQ?1)|*EoRyp zI4gxaWP>cDgFvln=_6xzW^9twUUR(!%6d#+Jo4SzR9wx`>GVGr;UoR9`m~U{84^WO zJ4oV+F@{xMjXx-<;%ALU=#=qaTr4FawsOK{-pT%+HB$OmKmm@)Mssah*EO#X(D|b1 z-4j#14Z?>O7i#@?-~Nx;xRY-A)L6_`L@-BG2^>QD=)#*BawKDM4>WLfC|gq9rv9gT599gDxBpj5HX8Wt1wU(kK=DDo;W& zUhoh=H@1=sqxCjz+#-=(fu&@4McI^QsZUXtidEjPM&3ai+^+6Jtp`Y36zNqSAz#A6 zm*QfShWmh!j9h8+xFCgsN{z=rz{H}L?GN-nZ?9#jSTL&&wuyKt_*_vMP6H@Mh3l;% zIK2hG*C(fSIFJV!kht)*jsk#C5%VD%OnGB*38L9XcatnoO0g6s)kzpl)s0STO&i6+ zH;G~#zGb}mgdLI{r28v!Ek5ei0Jlv~ZI2T({*;NDXwuVY;Ni*+Sbs{@oq2cS#l?M- zs9QsK*p|tK#v9u+%3CPa#Sp`8imhiF5l<$ZH(9PrLX5PXbBJaZ`A>+!`U2(KKjB7- z4I_#bxeWjCaf{jvJ*qefdDr1B%s(JfD(6LX7NTVQ9riyX%m_dMk1q$I%19-_&F`OQ z4HzgMWFqgm1%EDhMD7a*a|EODl7#-P6L!Wnz%GD*_|zdSCaiidK9kZMe*#a8+Yk@8 zDkTAv$bkybgj*3BMTc94GSpdkNL51bubt{r?ScJbNVZLOpOqyRsQSyIQ4(I0N8QRa|}AZo=(9HL5U=|`+#3Id$vb-sj28&ey)X;_vLD3Pc7TvjbY zWlX$!i&Q6hG@5%fT9vuEB>FlB(*!t1b}NRpEEhBRB3=64gVuMSr0LVMak}}2t|M>D zUYA1`xC&?5oB@;zhs>9CViY-I`9`vq?g5>_3+4)7v_=c|f6S`so`ZlVJZ8kMMv3Kj zgMpkGE1aAUE=%Ic@cO@R>5}Dd`T$AKG$J07w3)8w(P=NanQ(8>EqXHVi&z(7Q3WU> z_8bh!)nO8JzlzZk2x(|Q=qU%7OiEx=3_u3BD-oL^h@As4wRCz(pE1{<7hwK0Fc2o8 zPDJoa2djR`SS)Rye`MeBHu35!a85D*E7h6I4j`qdKEe0Hc-0q?k*Pa|t#XYK4Xlyw zevi2*)r}~C-lJo@NnTPBkwwpPiXY<|jpiA>pfj{~`;?IeKgyRS>Z+(FJ)2dA;036n z_1e*9vY0nnlnsA_(Ui6BdUoJ@rf9j9w#AG2(d93eC=1|u)IRN>ls|YuGQZ&jKS;z66y(j9Ta3{i|Gd zr}FprCeP+RU8!f~6WV}+Q`*GwDsrpxp&{Cj8fpD`hh_0@a%F0nFSm^Kg{IMQ>Inp; zq#YfBYpJC5ac0Z{zO_}VWL}FBhp#40xIgdF7bQ+c=9X7H&+Aaw+iVsHUS029kRn3< z`pM~m^**r8p@fBcCc2{XHta^B$`1M~LP zEP800G#FMutI6OoE{!gjh4vo*<=dQ|vD)#?GmfP9sXW>g~x3abm%3Y3#i zjWn*hsuee=;0hREW!!scUwZyGz*eajU zc0Lr&bu-X{VX`BkTM$PJpi3aQ+Gy8wF%{H%acg=BD#{!=RZtcVUuU&@cOEn6Y1jNmSztiODx z_-AxsvMoP5j>O-VtY>NHps~6~Kfz@iG2fCT9z_b8hxdaj{hUE2D5x%F7;NdK2nZ+# zJdT#q5TP{@e-oZPQq*Qc*iTTxvS>#hpjcJNG5c`}0M%tLjZSH*t||igFUIm+-o zg?j#7_EyYh z8zc_#%3L_h-N^d+h;j-uzBQoHSchQS5vmV^Wmi|Mh9E*O_`Vp zc&5?}{P!<$U}81F;t9V|)&gHT_{VD@(99*mOGs0E``3=NF|($BxUEGSSZN~HBjoP* z_E@&$;Y@S>twNnwSM|d~JCYDwWEnlp%9**w?u%#P`DeC;5W0icUE40ekcPAr(w|+{I7gK$oID33y sCt(od?8@jFI5zkH7K#XELwxlCnYK1;<-DEFzG+7U}Mg?v6RnJKwBX zvu4(sH8bBI^R8Eghll&zd(JQRZ|{AAl@+Bh(TUL^2*Q++eyajO@UajC7ln!pUcs(8 zss;bR*{Mj0K_$ba{~(AGl6fnt=A5#(;H0Vg`4;8KipT9qNS=K8)A&#Fm*}E7IXRgJs=Z{)|KfbZMK;6FUlt?1ytx_B=It6KO*8p49NciZi`U+~|1B1| z(QK^JhtHos?^}O`kL2iPs-QB)prWF3zB;0UmJeGWC0jl3Wfvr~ReXBZo+}7FH&!m3 zSU$a8J}ow|(bg_1)F|!#B@+WdatSZHs=kaB2sGKMGT`&s?$Kmsj!+4|=rC-SrV(3{ zEL}N=yT>M4w(>_s1B)?t*)y!iXTMGaQSvchzskKwq5hsH8{x5h*x`J}u(;juNg+Ai zF83+&z>BQm)!B0r$yzjwv!1pG4`$jL^eJUYNlDv28tCh6RsOi&NxLr!DjJ$kR@RGO zD*5d<;I_%fa+P}W-er}U48(^7yl3nWsdm_%EUT>amCO>ItFb7?{%}3tVn=8`^%%03 zLJE0@R=)c74SsoZ2fbc5BKO~O=QBQXjnb~wooY?{uM`oZhY^07y4-}Y4OJn-SE7TX zq~Xi!kCuVJ?UHMh=n#jVYkf2PR5YcY!m{oph~k7qN8@VLF8di4sA zoSZz4Af?!Brh@jTkPCdcq;C?pxwc@6iiAX3M`^2-zjl_Wx0f)6iyJm^%OoU3u2iaP zsZSn3E*PBEqeOW#|5{p6rmKog#5c>=H;$SfgxuGj(7unYBF*gX+jHt+y)|kK8L_h2 zSEnPd+t-fSP5SXWySi4E+kK~NEJ)~-e(KI}%+gp{S(yha=jhZP+V-t`dwQ_1?~CeE zUkkm$Q^Lhv*;)P8;BdFRx)(-eg(c=ZH+ki9&E`z{h*+pz+B5zrUlaTi6?|||^|TQu z|Cis+<4o%L8++>?t8~F_{3#a~Jh&XM;<~H&B%a-)n&D^L6G7HHG9p!LxuBe@NY-?@ z=*H)KM9E_@`!Py+vDu9f2M5RbXc-QoeEpi@2?5LUbn)SA{mWxfnO-(}M#X5wgtq%f=UXLDib#>cu!cGUI5#+)l5oCgy zpGSVemZ98cO>(}~i{k0ir`vxr5OS2#BD}q!7^75PEAlIM5iVj(0#T@t`UX z##+g}&ct5RlA^#sK@n13!%`34V^9;Fn?L;U~_JWwD?;dSKc z;L_EHlJazVN(XHZ4lJ#moGP7#o)O26<*U-am69?Z%TaKCyuW;>sTl;~gqofnEQ^7Z zrY4bwswvB@q+7&jkRk^)w>U+)<7viup z9t>yr>hmzyG(B{&7Wta^D4(xH=L2Mt~gzhmhkwyJ1ngi_U9)JO}sXbQI7$rPHXfPL1bR< z-^FGN;yoX#v0Q40{o#C7$y60NILKm2@tGRat{{X-12bDPs~wd3rx1~_Yt>={NO@{@ zb`XHV9bjLXf36UhyPSSvz(>cR5FsTKAQ~>G!A52GdT@u@F81dzCvR_Vb|xHm{QUf^ z@3{|`TCLQ>wuVzX&UdF^o0;Z$(`T9};ILz@aKWrzRHm8oMX7pdzugDUHLKpk!+fPu ziO%+((cxge83oGI(P-Tf;$tW?^->xTq60nRgtKfTsc$${z;Hb%gNWbA)c;nZp|R2C zmYv7SL?X^yd3ZES>U(UgABdeSsYr6_X}Qs|Nb5F77u(H#~0F+ zo(@4#QBmHY4(+WCbX~CW#xbI62R7`&S=p@%6$U z9YLT~=2cE#%@OeNO&bHu@vbr_a?!P3 ztg)F)IQl!bSg%|}w9M&`6y;AQCLcg5&L0xK)MY3Kark?4C>d70PBWP^NpS8#MbGkj zd@zYG)v2}2Cao1p3EA}O9~fY+EGh}h#?`CMOzJzc?~r2I!6zUv8gSfSIt5!r-PZb3 zG%;6VuCZRrvjGk~Zl^XwB3D`;+D47V9As+VYGh<2%L00o0E0kdpn$`=LW@rRY+SK1kzi`{fx-PMTJk0 zMA0!RG0{IsWYOBeM%4GujpU_W^Y%a=xxJ zO(K+_eR%k()4}{`Vb}OMX6(R*WbWW-F&hgDmnN_Cks&nuabmi%8jg~K14lJiaU<#H z&^z^_?(G}JpCCWSXXi>={tn-BeeA^!6@DC3q!wKZDD~k8Fs4@|W?lRD&j+g~yxr|E zg1tdRiK%Pm^bvxzd8|Ht=Yt_K^8(Ahj~~aizJ^W*Ti^(Ok2B#@$YiXjsHpdNE16nc zH7zg8U^QRoGmyY0PJ_FW>a@sMT~t`ejEwm=g8HQhy~+M;H5E2$x=OzF-IWbAn`09$ ziLku%X~%ABn2MK|(EB3)C3LizY?W!V)*TcX*;DqRBPuQ~+i7rp{UZh`ANK3JBLsq% zx~BbdOz*YIiPu(Ed_Y`(;|KuFXO1#ot#IN8D10@R3+N~)D1%Ad1ABaOudLq~Ky52o z^kKub=X@e?k9t?ncpe(Mwl8o5AHK<}2bIx38{soVZs{xFX1-k9Ls(Ggo2WYX&pn!nPrJ|&SKyr5%X;mH# z3m(GyNqKp>DFA;hw+D^3KjFnqy0oMHpAcq(fQF?^qvQUc%FjxJKR6I#=oG{Z4JqSU zwBWx>`+=gACF+a(sYfdbw23OKDFSqV_}4ED{I?PlU3Vp@sX$>^+1W8F+XwC0`eOby zcBllAh<%yF8Vz{vg4wjj3-!j2e@;P%`! z&yf4uOXJhcp?Lu}H#hgY;~rSoJtzNS8u8bNHCUOU6BOif=VPP0yVDUqn^i=`6u$Oi ztGOE1md6LTEW0n-zi$u2-`dJD{S=aE`~7%}ytd?prO-i)0DXf;I9ix`%+=6m8tS;P3A4!0vo069FI& z)GJg>Om2Z(V_REJBV*(5iHX6W@V;PS2}{l`FED16`S5}2r9n%WpC2NhfB-cYS1d`L zYTU``Y58h`!~FUNRlBGu;UaRosE@UsgO6@W+t?X~ZfLVl<<_t`9kZV%%Wv2%DeT6- zCuak>WQ5k0=39(6`K!FWLqwkjA9dOMMI3XNLB}t&wReTnXJNyNijwq#BmMo8=HyBW zavf~uJW$^JXBQpX44U_H#iPs9$1&4hN9^DZ4<7cNZQjT%M>zbfcKG*pxXrW)8VSu}wKmRA9yU5MOLGa5|0Wiw! z*0~B3d{G+v9uxB<_$`JLFR$MumgE4z(25d*^?##{VytqD*xvsBpB6nG5N4CJ8L;X0 zJrjG`8U0LL=S|#roGGdzq)L&nP;xKWcJE+_Z4Bw>a?yI9YzM zZ`RK8(JuC>PO}_XJEp`wqFPqHhokDWh24T0iPu~G_HJXsGE=qJTv#WSW-J;MbRQmS zIv~R+wE}M9JT)_OKND|`oNx(LStc|p0&yooG3n~^mF?G>d=;e=F*1-T`Ff!Li(8|P zQ7??i{0U;_w`u}9VZqoZC+XnXR4l+9O~2*L9~0^wF&%5HPOc9x@A`pC#fJ6&VKI!} zg>iiR{P_hveb0Y^RgUed@|224F<)&J41$n1n6eVIFF>(~8raCwC?!uxO)aEu;-sag z&r(bku(r4NQ)8+&V?SAK7fC>OD~NBj^;8mOF#--s9_?+uXlHzZupE|FHBB@`dDb_0*wp)M|w|?BN6R z-^$Y>vY$Rz^k~!M<#=PQDWNZVB6I{v#ZVcaO(?5Z++I=`cCi)OZ0v9&q9A=3yWuvm zv}4>v-=o3h`ZAyQyC?OP72Ho@w+QaS_~fdl0wTc{O_px}q|xA(zc->T{h6y(Pt@uz zc=FMk#_nuE$O#8i%iWJM@xX1a-UteGMxGbVwYlie)T5V;mr)wb){MR>77*f85 zMZ!tc5r9#n@^<}w6$qN%m_CjoW4pV<1<(1DDIMP5e@eZ&Qh(+0*`B|=sdgU4Xkh&WO00pR31=VNMeA!ozCr|DyV|62e1 zOWWDglb{X4hFVy7;TO@M!=5%NWGH_*={g`G1}Et-q3_lc+OMe!Aj#42QO1>HpT>`? zQIw-njj35G9I+r77Hx6Hn7*T}5@9~P=l;3>l&Io1JG#1%hJGg*4sKrpo@yj6_3oOm zj+`Vkajd1S4embt;IR3!=fy)G-d))lNi*W!?78OKz3E_`S}Sp;p}@kzC%==p+Iw+2 zMk%XW7DZ~L_Sy=#&5w^eBmexeF?PS~P?DBa?5>q-5ewZMV!G45zrR0TxhgjuZQ{3F zXfZx<1OytuW3_je=doK&teR(Dd^S5=(DFs9AS_0qbhoLOd@eU(?I&YBk#8umA%-QF zx#KMZ&6X2FccGOR7_P>YlO;<*z1x+&{r%q>8wDF25BwrUNU;Qie~s5EQoR1Q@3q&N z8XX^`ytOhu`f$$Z>xr)a`OL%0L++{QQ~g>lLvi2FbUa4<9~tsYQ1!xrbI& zozS;niiyJ>rN23~dcMKoiE55~d%1B>oe6-zSO0R;*bUnt-xC-a7)>h&29-9})6>%q z-X(Wmz}gVUD#^&S2U2(j0Ze2Q{25F*<%aF>S;tl8Q%?cD?v7{GVK*CRurtsPwta&B zJv#0QN-%1Bi$3yh$DIcpbQxXrxREPWTQd0+)M=(pBeZOl{Lb9R#1Jt1F>vQ&Yq_TK4PgCYX(FuQ$lYZTbgZzc?ba3V^311qobt)`{(THnr;%hIe((( zcCngk!c0jJI$G`_=*{5Unhv@)zsmJ^m$Cm+uLT1O3kwk$8De;J*`28rBqb#)du&@ex+w9fMaG1OuBHl~ zNYP9AZn(G9s5CTfDNK>3(GPWaE11T2b6wK3>ib1C$9^TmRf# z`W(enbOQqe-FjQ3xmqh2Z@Rp_9V9B@r3%5AJAnGEFAwytZf=Z@mfNv|-}1R%u?Jw1 zeB#Oh;1`-DR*;h&nT%k$bmSJ=h)^Z^Chp3Q#cdFR4k($h`7HuGxy=x?bENKH&=d!|`1Ayz0N zvZvx%;qv;rpMg4ycyoh8-3doRso_po;?-s&#h(I`Cw%<;aL^U}ehs}+s$@q%=}N2J zr#LNN6GpV)U}>e1H;4Md^(Gs_R%COvfmyyhHfJYizZ+jjS#OY$g|n6Rx~v^n`98Zi z5cCE^yU|S*TN|4;fzzXi$d4lq#T0>X#xyVV&!4wc);KpoMqXK*5`Yikz$IFNm*-e9s~3y&8TncK=?LYz3_N3&*?0h8Zw=zKmrv9BVR3K z>@#)!Mgt8EH|sN1k;ic}K-B9t*guEPk`4#l7MU`sw-ltZ)z{X7DQtpCpm8iTAA|kb zKc-wkUMIiAIQD0ppfHXm?rqHGkGN1$fIn4}g--8=E$M5UioeD?lhscMh8|1%%5Scm zjUVP`P|?x3T$20$mK#ffdQ#GvMlY$q3z~)vn9+eCA<34A=naZcrc4Z-^W7E4OT7lf zH@6b&fHnT@gMe}dWAFiw3PDZ>+fKVz`?X6DwB&w@nII1jrk^$q0}qq4>Z|MP47YN& zp!iH4o2Zm-zlRKf0>di%8LUP!-?h59+}O3A?~aj3MUwTDuhDZDO)FcvfHCP{5pXTd zu0WdDjNg@f&4X!fbjGKU9I&$f?^T`4ZjIvrir&ze$QWhvNi|_)2g*3<9zk%Jf2M06(7O|sKY`Mf8S3`agxvzJuABkEakf3$VfdIm zkp~D$7k*8yj6uMbA2i=uGj4LKsHjj4jRa~Jf734J(Qc6l-GtS^y4%a|Q9pVo)FdQR zk&NX_zYswxp*Q*pS65>yYt9#U_3fO8!~v_dj#=3qPElLqeKvq(<%r>2hHqVWH|6tyhK;Js%X2K5g*y6bVBm>KJA5ejvjteRcX06S;ZI@q&y(`ao+?0P?Ci`l zSX!KJav)LsDG+{a+(SvvOE^{1LtP|;H-2`!(tqqMG(9tuQC5ciA^^)Dq;0$_BLPm9 z`GIBj(!Ad2=_e)~AuD(vi26IWY<7s8r#=mvERCF;H}gQKOt$w(&o>vl(HsZnP>MNR zv++NZ%Z@waXs25vY?XJzse(4=JMaAh1J}m$Rb9~<%W-BzB&Ifike8v%@Uxuk)>tjC3bZCelYu&yd%)x6S_G;$hzU&oqQ4ycB1^&vY5faUEcGUF`257|~In zuuyf9iA-Kg>hx$Tq#<8;le#&SWYpeNzYQkiIMONH*;*?s2=r2e;4$N8R!>_zZh4?| zg=8M&>eg$?n=HWfW_jM<7>2F1`5++ghF;cIAq$qHQnhfWtC(9~XRNqA{PoxuN)F$- zR(CK3eDU8hO~AVzelGgrvgFx;mAZO!zK;L}g@}ZXeSZg9?)GGLr6|81CxOF7(dd1V zUMr63XZPS96QS~~0-0=;`DQ1qa1w66)YQ~P0lQ%x8IMkVUHyrzq1fC)F7uq!syie3 zu+ekSGa=}=ERpm_w1o!8_6myDspQB?0b&j##HOYu>y7?r?ttQQ-6b;CEHi|=x!4~# z&lsQJBj>k$%jV<$aK{grWvn-Xnz?m=#DjxCCIy1lWmymKSlIJdVcqBJeR!m=J?HoM z4HY=b9K@lvko$Ma`H#Z-@l}wHlDW>4o7$QKV?s2lUjmhyVp?E#+FF&qjm}hBy#^>4 zL1xrmxL#7=?s9wbnNc|rD5z3{8_cE@i}A@=<#oI$%};&a08Tt|wSU6gb=PvS!Jo|Q z!5`?DZH)oPq9l{H*ZuEJxrnn!Y>ddE|KSCQ)G6w9v9tcegV4$sl=Exjy~CocKnsUe z^D*+3JNd=Fpf^2Qu1=A|pXSR!qJFUP^g_WqISX8;N*FK>ci z_g0!$L|GX-3_W9#@N};C#T?IkPRjr!8bDKJqjiAN9|fSTNVEL+>eh0zW%0`4zRwdI zrK5}0a7`CV^w$Uc{FGNc>w>{J%kuaS#r<+^1hk5$V9NCeG*G5$&(rxDAZu<Frtz)g(fPTAiY@2xPeCk^v`81bPwhZfQene`j*doO6lvdEElKJXE6SQN znw5=p-Hw1q9+((Y^9Co_qr6WZJ_`z@Z-mi%VUr3a7s!_VPyCE!2^XmO>y?_ z#$saMj@#>OG#fn;L{hFe8XWfFm9U&TU(2+C5t0%&nBD0jL9$gds^WZqjt~eTKSVqP zGPAO9-gA`}0?t|F@y^cud_qI_QH_m_?X9HbYK)RddtVHF`G*c<=nar@%FQO2?DuD% z!PKDZ)2-3m$Qo`Kw+@tr4nH)!GOHz#BHemi=ud@-+}EWRvi;fTj?a%SF1kUvsmHmC z|Hy{(;gm4zs5K~y566w-GP?T37#R(9*uP11)ujXdZgRl+#C98@nE=WAdqP6sg4@N) zRiCQ0qpcX|&Ky?5EaQb5gcM45*rBcZFhKN9SvfsH8UD=@7)Zd70>ER2UgHsN)(2@`%PR*yC8>fdWG_a3)%eZN3+Xm}oL18T7pT>}^zi_#HYFtm zTYHJUCM1Oy#)YR`AgLE?g~Hm=z`zrXqRx#s6DhTSBdiA9vKB?Hl_?+Y%z1$wLyRt_ zePIX_gm+Kg_rq=Bj=T4(hlf@wwQx|K+m!WB#Z;h$P;+wPj-t4`&-T&hU5lkY< zGWC2fcj{=@eG=?T71#IuM2HX`j>1#FBr2$gldM$c=Hj1!i-)V0AO_${@FEj$WZriH zoavABc#Cd@>55=*xAn?AP#m=!?qQ8!b#do!+K~Q)82wAhJIVXeQ(ONEzrT~Tj7grM zU@}ZLNpn#b4dVb31{~yU_lHD1BH%xkF1DKvuOBnnQ)2%9cKdJs8uQ%Xf7Tooy=nQa z43Pd;##@R)&PS+D2a8}HLdkL0cTiYppu0E`xVd~_O8lA(yG*D0jJ#MP*lfU|h*M&x zi{Cn4jpU}aja8Zn>>|v*>jvAMH$NBrcAP#K_Wn|yWEln$Ub7%PsfU``@P8l)iIxQC4O8E=1ycau=10y>=v_J?!Y@Te<&&{3hXta*(mCXPf7W_ zrwqLGth9`bsDVIIgpWhz7qtqm0GQVEc#FlR=Z7t~C2`c8U>Yp8zCJNIxIA9#F}}Y! zR}Txq-eqvY%pP`H@<5@WpztN}W;I)E;)iueXu87WNdzgs(FW{BiN;zy+~kwE(4apV z;wa2gsx^=IhhEMAJ)onbvw!%F2=X~-LX9tjl*<(Ro3F1NYX_0|+qa0BnVF!5AOhJC zf;C$3>=_!4e}BmUWvm_0!wLePva;xtC3>NCb$siaoA8jkhex^NzP4{gwfWR$%SLx+ zr?S`=ad4TVA>O5QAP@f#a44wm$e%=hN*aWWNxTfaFt5yCQ+S-=?CtH9eVyU_I#+`U z++ZCA?+cY{E%kgWfV$ZOrp2Qk3a@1_ME>A5Cjbnv9~=U5Y~3RmA*q1!3Y;e5#oE<_ zArk}ud9i3!Ao5zyFCVx7FM>z_#&e^pJ1}>`2$Q?BF(t{v{D$)`3-CEFU%rf^Xu?EA zMP<)d=cJ=UhWVbrM7nOv52XVs?h3s7y#L>#RdVaN(M|nKDauJOPG%aEU?4q$A+DWuiq^X;RluQtJ?9jVIavUc z0uBc-yC^``frI$@`Qz~TI6`H!;Ujx|-%v7Ceg&G?Q*t3xUfx=!ph1CtJCQ*f5HCV* z7lV8EDMBu|04qS=V9kLj_-C8@2?RVyJ-`%{p~iH4cWnog3W4^?>hK8Wklz3VMWv-# zITqDy1EIbL5c(?z2g9@;z*$5a9~lwR4b;vu82PtLA>tmC%xeV?{T&;lis=J`Ce!O9 zvvm-jT>xA{5NI;<)e~hO#C#7$c9#q^26{FarKRql3a2}1z47yE_dIma%in^eGG27;oi_xlTGi`GterZ{x! z@2F$~_HXR%?Grb^8$$tu32;~zdS;>PhA>6xH(|Gn^s=%)rr}!y%fMv>3|dmIt^$6) zE3C@Fy-Rv}iinAehnFmY<-dFcbiyhy+Qku=J8%QP0`Q|P&)3^Y#`F@RA;Q08WDE86 zMOa;1t6u^O7>V`z4jbgyZ@`x_k-nm06AYz|1z`k1VdTOMe{Z!G>ueA}#Kg+CAkNRv zfAx&_){qbtg#(KPtXg2Puqh}a_x8R*voGmDSgcFVn{g4-(9l?C>EPkwM#aY?L$Kiv z6qaD$MPe>fWu($>SM(=OR+g6yRXEWgVDTh~*xravN(uosxs`Ci_5xvgvn%U4_lc z-9)6Mr0mAs7+EH;Z30U~EhtC=b`li}OA64w=luZQe%mFdjFTNL*5L)LDa>`%J3K52 zC`ODLM!aFL|Eoo>^ZdD-wDfY)QB!mC@o^7@or%>_OE_RP zw=I?c`E#~6Gq&tN#%B#pmFS5BG1_K#l9kJR5(9)}H;`7W4;O{~{QYe_e%KQk!$jy3 z{pJv0`E+)6P6sq7>XRq0Tn|o8PRg7P^#Tg2et;JC@VYv30&2L8hNLpV6N`N!L{f4%_Pe*pXgR3&44eBQOh z3+CJ&pgIHBPbaHRwb?VUm*)|@!0n+DQv#N16$A?~+4ur{OU&~%2;B0wp0$5*I*pF3 zK%r;1S`@O>0>P(VtnCjBi_5Srn|5+3VO8CqE=Q=fTH0(t!MFNN4)a2(adsV&34jHE zb-VcPyLnSX-@pKZVd4mZ@s<0&{ZNBvl3x^VnQfAQ0~12q!BVS%Sv{>>JUjFiEF0ZE zFOa`M#K!d3d>IP}eoIXkC#%3@Fb@WpVW_OLv(whe7MK#KXDeS0jb_xk&%&s0RaaZpr<3i^$4)B+d%#Op~>5j34C5qehhoZt3W`@^-n2w*>#FfP)PlKRai3QUweuTM6zAAS0j zf1b7z83UfsM2LJOeGi4g-B9@gWcIwd*KsbW($6BUK?LrB^8Zm^Uw?3FD&hWWEwTud z=lP{AFxBa5CCYbu-W^L3kduSe0B)d4C6Q}CI743)tWUslH8tl1D^*5ueIIGND?aw& zW^Dln2)TT*`fi-XOhtBk^BSm$7!b*8&!+Ykh31-mb5Oo%ABG~y1amYdr<-4Jb5{=< zV-T@>!x@62DLIvJNnA?{4Bp^(xXsk^H-IJJd1R0A{#-5Zm)4EzuW0D#MiCJat^?$+ zJqMvOP=w+eEY#K2gAe(|^pPewGsZnAK^=^{2kiy4I|~*Ok;PvY%&%Z#!6)zuEH7U8 zX6NKo0Pm=QBaz&e^FNp$0p)<~T@6B2*!jrYyW{zI2!=;U*+8a}XCbHrg`*-@ zDb4nln>S+|w#=ZFnuKxi01F|q_d=abhv^IeN3S3jX68^3#RZ)og}_&#m7p7D)5U6O zX~_fi7Ql`&&{ZnJ!Y~LZC`Kg1iMyaO;1rcBb$7v&RV^((=^q+00SgLSaM+*u7GSFT zA(runS?6wXwA7$gR)Jx_E_@DG6;HOCXm_@n8KDh?P>*_%X8Xn7Oh-j!Wq3Sn_1#6% z0D#jv+yZq3*(4k|nJ!hdE*)eU`U;0Lvzk~;&LN{@_jz*I&$MYa}fT)JC8nndF;TEi@oOSIfRwb#&5T>c$`w zzz1!&&h7FgD9H6E0F=%j4i68T&Q>w%>gj<-13@s%r=iZf;|a{ffKWh!!iYHFDZK8= z+qvi()`0UE@>XVGIYuKiD*vH#xysKX1DY@}kzo@N!LUIl_-t_2AWx_EB?#`X*mj4D z%{chL&^`g`{oZ0T2@(?0yg5?UeK}--S9`#%PM`|opS#z3B1geHN)i{qI1FM|R80*Z z!0Fs6UDw+S3$Cxze@sx9tJoiQ4(BLMc;()wWM)@*Vu0tuAu?IUZlppAtPm-wLy8;y^44uFUa4bGHO-JGwkp012E|Gj9Gmd zR8trzq?7;Qt@QdHAB1A{)ftNbc+%-=bHb@s>^~7ZtY1Q&ss6()0rh4Lw4K1TG>UKE zz5$<`Fu+R2%~wed9%Hhh{yl3p6rK&9Um8Tbpt=?pfc)mYpXh0sD_m!WRyxmj8^!m1 zbmiE65MiT>1qd1$0@DXF_#i-oNP;3(=V|(0lrUMlcrsMWDZ)T#3Rnx?Uy#=#+bxcn zFpgB8b297_mzDqkj|0Sd01RkoX{i8tQ2BYJ8-yUtGUj^%s9?~J$8v%AxjJk(;2tY2(_?a8OaUhX3FTN0y<8;5WhS8WoK|yc8SOM)L zUI#uUW3s`H%uadjwOFvl4J=`RR08g8Wu`dT=mIQZaHc3y8=IT9)m*mqq=HTdogIN# z;I&^uE+>c(%yIyWH(;@ichHx9{`KE1^|PL}W7v`do(BtH$Tpxd0RA)%cL1Qc>0kG= zGcz`--28%qFZlR~K%0!i1t71|ELE9+{<}0}nrv4KJ)I;hvIf3N)?rB&5(sugM}U zn9!J@yt%RQubAz@FA6Ln8NFgk*^J-c_!3qX7aCldY_6>*h~GHrx9I(dDgY>yJ1WpN zxs+n+16u__uyIk}AfGUoi$e;imw$fA-~sFB8IYbRU%pg46fZ5xQL;;tbeL-asjv;u zkN>4=oIM9<>CXY5%Ke1|@K+ebT&UiT{TZOVzW|;#;7M^^T~b(p$fpWC194nn zO}gQsq_OV)!`9;aPHw@$qaU`oyWGC!rTlCtA)EFNHfgnXII~8HH%J%+4i<$3M0_v% z1nuIQX~`)nd)JKE8Ku(GlO4q<`g3~!vB`7R#-Bp++6 z@e`v0V@JJIL5 zxk?n$G`R9Vg`W3BQcRh@d^q%aG_NwiNgL?_?+E~7_u7Kfl7DhC2^i`Jgb2YluIXC= z^v&*iwvFDU+v@4TW%>sKFNl5ml%t>4iSt6z+KV~0w^zDZX7X^MF%UrctgP3}zsFC3 zer{z5LIifoCeKs!kwLV)OSgEgh4 zQIiFoUJi_mu)WIZPYP5iR<8tSJ2+myehmQib7*sKZxC=DoiGx?Y^ua!@&Oos>!(bu ztVY1$qwb4?1@o#sz_DwAIsXUPsI_C~!JeMLX3#lVK(3eSnwsV<{+cZ*DJcSdJFMJ` ze%15X9o$P0Sg(lshK8Mcy@UCBRinMn!zmv?fMzSM7iT3mmR%_wyKLK^D(`GAkN`%A z`JrYXoYOizJ|3OhT4;2dNf-6~5g8e|czcjw;K{-FaI!H_f8Jon>$o?KyH!<)syZwM zaAq<%011E=IUc%ycFSY73L~sxJV8Y@r2ZZRhK|V`1(Hpmh*X{`6HH~x5&E`XhhD~j zZd{Qe9#{b$@IT0^r>6xF$P8Fc%nLBbOs{r@YFS&egKG{hF8&mhlsQ#Sa~NMu2u#BPpTSgz8bKle8wQ*!7!gJf=efR`}s-a3~RU=lfP`X zn4;oS-ZD$T-c3FYjbhSR5s78huJUedY}E3|F6alb0mzxB;JBz|v^Lz_ zeEm@7$Y-(xpyvF-Lg7b89I>xj^|$}k6>$7&{t%1@al}!yetv$2!zui(0{}-C;bQ_O zkubQ+$oIC&lBR_fHsI*DE&@QS#X&4qlsm7m_#f@eZ=p5Hu=;)Dj{A0v!78d??^}^ z#Hn>D?CMM&sQHK!C%lx6pKeG zYtykcR&m?#P?vWoePWss&&_X_X+39X`&px?Uhz`Y#&A;NAFUiP_ymUHeKP}M2v=_$ z(>gwWW_lU+^09J97aI6{XYV2XrTS~mUnUz=|Fn2c&^L}sS0cLMT9%KU+0Gp#g1D#E z#Oj4lI9ui%h)3+Impre9K!e(sFc@1v@)h*^pgUq+Corq?N?uqtju>3%BVlj4O5w^! zD-@g2w@r@JRHQUUs8^-k;h`J>bHQJx-IY?Eek1xCgXpm z238G{0^@6P&8KLryU)smVcYY#Mi~(N!@%Xn+Z<(THUs2DvEankgPxc(mLq3(dkfq! z|EwD^8hlN`PNo(P>YfY((`v zQ+|bvX{?+-fgS31bZ+e%HBy_ut6lt|H=2M_SP-io$yOS?jZrO%fB+uSMw$pPz{Hvk zwQ&1wFIGSjDm>6goitvER4;}GmsV==a^p)3K6zwdRgrFy5Oz3g?#nEL0c4_uX3U+b ziyFsXhzQ?|`|8i4a_ExglQ<>@H7034vFTt5?3Q)zcv@~7b1q^?$a`dpF77=^yuuiJ zK<KPaZd<Z7^6C9*;KD-u9{nb3%yEvFbobi1KY?4VyY$5c9qG zvSmgdbVy=87k;8{!)i?2z@tHAj6JPsq3qHJqL`pJUELhSS^E!U;_kLBU}Z;5chg|+ zPKOIA$xmR*k7a(}JDgx+K*J?5g@VwAK#7lfX7&)v#N8?OA&y22tmI!Yq*ycVabiru zgaZR$q8N5GlI}D*@c1(HfOhR~`%%WEw=W?>Im1t-xcSpMh$*xE+W`q`pU6UlrUl() zPtSgt|IG`qN?ER51PpIqnKBT)Aqp%SlaB~S9D7~VXJ+~oxmH4N#awgr>xHzaBJ@H# zUSIyC{N;$*G?q=Ajuck_tQ?FleJ)$vKUwfPn)!%37A3t}2GDCa5XsSr+Rq8lW2 zMswucFEiH21Ai`tF8nVAy5|5QULuJmsHtxu=4awFasREbO=ltQ?1DhqIl7i`SdiEX zd{#V0t1h4Alb)AT+t3&DEHhm>Lm@g8R~E9asPvU)V82NkCq^b$I{iC7Trh67zCIAe z9AjrdUH35@4y;BUAO9PgKM&!d2CC?B=#B*LB@Ut)@YlBdv1Z{l?=v*NLWcA>9bNkH z-<5kko{#G_cD0^qAXNuYDbY!NvK0AsTio0O0-hlh_k$CPAfI5!%AO$>sDt!^ zeR8Mz)SZ*lx?=wfI>@#V-A&V*MP2v=R|lw?qg10JQ%9$)&p%Y?Qzy{Jto8fS%*)C4 zuvv~0{mppZ;E(j8bLwPhrR!A2;@hwLR_V6D={|B>f7!Xc;s>YoTFDMdRnz1Td!1rI zi10xLE|_5@1mc0_lbb%fg86b`_7p<8*O@Wu_kXiOnAI4LxdbB%M<*tPTpJs=-=7^_ zyQ7BST2~`49}^+ETc}VoXlsyxX8<9Wpd%ok&UADQ&o>kNfu6v}pok~=Q7k%B z#k^5oZL6i1xVy@u_|ycM+Y?%*BxoNRC8z!_{rE(pe77IBIyUUfp%juoIztE;kB8Zp zDRJ808KHcS!txw-i|AQ<=3tVq4Kmz?lfU8wJtSJ18wBh)@&3I;iJB;bp><5q^5#0~ zcWKn`%8*+IHhML&&|={=QhZc_p&gpZ0x>yMr66L6q4e`prp$u&k+tpb6Etz`ggbna zNQ2J$xybXIy$wR9BZhtc_`}G~i0#7dzkEc(NdcMn<_`p67fZ>O$9}kf7V~J0s5+^s z)@5nY@n!S4ALBL5iB6uxVWW?i;h|CCA6b;xH8PG9Tg2cx3wd)`gd3Ni>nhM_$mPQ^ z%W^qTXtPafwhV$g>zq_fW}oABPn`jYSiX#6e(!36)RZZb3p*We5l$YNTiiF+d}$$^ zAKSm)%NDzPU;Lhldyf_utZcQ%F(Q03FJ@$J^TYeDmY^?>1|HGdt1usT44ZGkG$Gpp zAqz;_k_%kvx6}u-Y@Sb?k6o1u#-oA;TP@6qeC12th-Qe*=}8c3ypux!nv}05qFb=^ zt^cL}yHU38t}vEDd9V@dedym+l~L|?( z%iv_9W;O*ARVi+=90NECaM!$mllBuSSUCugDEr_5g7iSY=x&s&DX}t%6YfuH>K&%1 zdM$ctz8SQt3^TWInm_1t%7xs^gqUih6Bu(w z6yn*k;h-GFGF2}w>2wgK?9-Ovg@!C*31uNzfu|>0+Z~e0S1~V`uxC?AB;`l)S1zdb z)wbtFLw>`8-`3Us^up-4)!=tX34&+&FDa*?ZIB;962H;ut%$pomGj>C=spdXoKt$Q zp;|C%O1XTzOoP*|PaTlHt$P|WA6ieB{%Q%u&Ims_|p)sljm z;T-!3INu@bvPZ9rMV8)@H6gsall7Sc_4j#9do=3szoawY;9|>Y;SxqwuvW7+Hp^zt z8#jK=bo)e|L;oqqnEZ}?>~!4f6_8Z%PFGE9X%j8`W7j33=kOUr1kt`t*LhR&e4Bpf zU(n!isP)Q@obz;EXrTGMzdz#mWvC%Gc=3egGKH=6@v*fvpkcQylLyMbnlp>u5#Vwn z702M{3~yJEVt_NuqK=JFuyJYeoly)b4~VQ+^!w+CQYfi2UG745(BQ%SU^-&y{upP3cg4nNpd@mmY;W3)Z9`6!z|P7_@yYdzQE8g0`&iuQs95y#v8XSs!z>7*!Klc5C#?%zZzb}l%Y7^zVm`<#(s|PJ2h7k7tlKlRr zN2cLxT(pgkB~b=RmsWcWyPC{Eh4Q5ympj{B+VIvy2<`aexhV_xr|{i4sr-)FCq6Xa z-$mzTicrd^vOjfxD$(KeuCx!HWU59Kj-BdFoIoPy)2W<(SH-p#e^t5wqE+=a1zCn3 zI8qeInWw8Sbga(m)D>#$3w`y&lzZLx8}_`zoY@^)>nUQ(aW8`N#f0zG12c-6Vz?S> z7EM=ALdo*{pwO`1m$mwPDfa3wWIw0t$qeeuPr1W5M;Ho!zJHIUDa$&Z_oQbtCDJL0Uj}|7D3A}GW*J!0R-YtLVtATl zgfc(TgPPY!^RIspeeovQN?#iIp-ltMMugC=Q4cWUN3m%qs}t6^Ya6Cy6^liCXK3Sn zYdDN|mrkXPqJDm}$xka}!ke3_Ohj+$ByPXl#+=bQRMhjep%eo;#3UOiQujEYRG zMI2k9mz7P@@9KZiy(Gq@sSJ|J5;Xph&zp`**(s^VWWt{xy6g$;K6w;>IJ6`(rV9Im zX57iB8n0q|%eW@3LU+nAj{)8qYV;`oD{iu8gXS9T*;v0B|<|Mb|W z^gNoSvj5Fcn5h8Bj)6+P*RLY&URmtDwn5(Qx%@CP?zopY8!*Y)vC{P|W#e}a!PlMN z@A^M}#g@w{3Sg*Q=I445AG;_t(JV0{Q-EJ7x+NCSBBA(wT;@a@tWo z6V6WWOJ0#dgmE}=w@$bZoB6e9q^Y+0;m@pi3?xE>#LU4C?cY?dSySuvwC-7~a zcipw_kNJ6Q&*|>!s_L1w9xsi6DTXnIZ`Eo8yOJu);r0kpDc!Et)|%|U-tJ2Edx^Y` zyk9PFMIN?J0`2qH#D<$JV+S2HkDva|4$7)_?`<``76~!PrW29Z zd%2G%1=X+Wl-K5!L7Sb3eL^g**WH8#L4<*TBVG)%n>aqRPJ&{m+R;-0wuU)*VB@cD z*sPT!Y0+60L{S7%lMUt#WvIPsNm%(2CtP*JBU^ACNj55 zF;W{29`{gH-|!mV##rEp41@GtR^$9WM;X}3QBO?NZZ&aa!BRi~R6OoZc>tSeJ#5hl zu@tWIxY7-{%-Q=vE-VnaxYp8_E+I4{Wf_#;SaDe<}A(5H@;s+Xb>!%LE5{l za1JTiw&8nG*t$VVwfM{;ThNb*DpKXGLp__#&*AEUY?KlyS_Ya*GsQd^%FWP_TprNM zc0GuJQ2gCKxpI@gxw?co=`c;3>ciF7SmDDxjG~6obXDg-Abmf{d}RszpA+M`%CID~ z4J`%=(QK+i%?ID|_Iv7S%0h-RsaKz?HG8?{1)iM=cqLXTisK?L$xRN$9nL*X(*zd^ zF2UFtHu3POAe|hBXxZaIVHfLA*({Sf7r(FhA4R1?xTG9C?QP%}qAha|crGy==Fvk^ zRy=JeEZ{est37`z)4EWijunukE&#UK~7H`uxkfg_@8uCsL}!P z>gS@vEe-coc+;)lKS|Zf3Q<`ZSmu_=F!!}!=|B{Qm7#YNT8II7{N%YXRvC-sVun8n(aA2#Tvgz{CA3DEeEZDc( z@zSsuj5FJ)8&yo<&MF#hcEJ%VHXR43>qcj^@w(mBp`AgZgTgJPrEtSh7vIz6;mdmR znhGN$QOtT+lCL1iRmvl$_iJF171xTxjuaFSK|m$>UEfvF8>91QV!yAP($#-Bh-t@i$%PETl>rwyN;hBqAkbqpv4Y9# z=%RSE4qvV=jq?`t4wpAwx7SUjcd+huzk{GWr__|hdd6V7 ztQ*E|so9p}|AA_Jvon}glb3^(_iD9)UnL{t@Sdgh%VBrA-;iRo)ruB_(eOuKE;WDN z7|ni*6n~%E$gR3=MCT8COlNcL{RkJ8qovBO(=^NQnDK-+&l4cT^>D+q4wlU4(R?iR z@bFzwbZJ~#J}NP*f*cXAn(=Cxmno>XTy8S7k4G4s4%fWIqa?DtstJ_jnrCFoG>2cZ zDPmj{&Uc_nwMvTo;#obx$YCxy<^{NFbJ$7RW)f(e@<$w-S%|+u1`Z9TMU9e_^qB4J zl~Y+xXuZ{jyi&M++VY-Y%CPJ`&mvC-{8Uqe2jyt&quY=R3DnB{C)7cZ;~BvaMw3|@ zne?=^qfoJb^GTN0y%6zAa5FM}zR=)C81TwytVX4VK57o<;;cY>b;l4+}*Y3ni zxLPmdZnn-PIj8nnMz_&O3Enc8&bqQ~fiKk;0dm|J^0S)wkw$1)TaK?YL3~yTDS=eV zbz4~Idi=lH;Zs&G9!9j9=kS1oMc}Q6X~<2J)_Y_07JppNhQv=iy%r2(==0*4+mj%0 zTQ`5#S6Snk@|Ctd*w&sYKq0 z(lklK18FDFNhi?eb3e*(Z4C3ab~4u=Aq0Ose^_m?Kx%(!DtG%nFmIi?a6F~%Z@7i5 zN-F>&uaZ@TA=L1HXhPkj5rO}-QZPc9ARJfP9Lktt^}{+ggp^>s$>VBYDxXkg4xvSo zu5w`UQ`f0??$jl??2FZ&z({e?2&`So2xiYZv8eyY(8oA@tY~!VmFiB~Yfz%0uWh|N zn*o}y=~|#2hV0=ElZ_386y+MEUa-bZH={f;e(JvW%rd4y({L*TelmMd>MI!bR{-f` zN}1`sK4!A0fU30s)Zey>juV)4U$VEgmUH~;b=!HbMi)jqHYwaRfdOmvlzXz+k@Ul) zx#cg#@HVUr7hTO%bCL?_tR&FXRhypf-3qXq+{kpH#9^`1H~m%lA-H`OM>l1$s?6!% zHV*@VCJXOZYKkIM=j{INLtnNLaQ+(AglT5w7aPNZwXQy`V&uBtu!Ric#?l5I+b|0S z)!1|+*z$|BzD7-w+ylQ?I5)e_@cz6#;PTxJd$+!#%8BA2lz+SN`VhM`7XeM4x)7UT+50>=7PF4-e@tb%Nk=`)?bgXb!Xw9TrkOVA%So+UEk!L1bfH=3 zw|w&X*J&LI%gE-azjUqn_FciS0Dpni&BZwdKo#PMIev=J8u1eW>a*fTtSV5O1cg@I z#4d4&45;{E(Y`3WD9dXlZXdqW?Yt$Mhr1Uw^P{bYaFbEba+o3mG_%0NF4TFm4LgKZ z7V8W$%g6oMK3afaaFn`MLs7CsLyfUJ`UK&7xJ`iIFl@h(aNB4%;?a74^%2+sUZ7S; z{0UCOJW-qlLa3+-nNlJZc&)vyDdC3umfXu+sOQ!057+G~&x_82IZg)r3Qs>OnpkNh z(aLGvJq_&yI^}9ii`ZUe4=tV#dd+Itwz@cZ4*W!`*Lw>p-@l(H*XtLPRwZjc(gbvk zopXKx`d@Vn#1Wa@yD#H94i+~!FncP;&dyci#OUAqxq)P2a;{yozo#m7gHy|5+uas% zCXB7}1Xp}l1pSFNKAoxCnrblG;cLlGg&gy=^**J4vc6H~6$TZoSfyGzXEG8`Dlvo* zelA`DT>MK$?m17W@!7szhj5IPnf!8Dd}D}El(?u zaiIXG_&J$9!CPI`11ucaV1dOBA4`7EPXgU;B*QqvRq3UJ_3PwshED#=Y{=>q9(yvb zVGxN&;}P86?7nkT2TCSSCYtm@eU%BFl z+gFL>y4U?LY(NBvY@=S%PRTjxC@Ss=Qp0~x`}0puxH(eTJ9fWhO_ZNI8g?rMtcMaz z%;g*}tGlbRsBMAqJyEHqC2ACVyZq@~zSyxluGc)R>VVk5YK_W#DJ;pO_eb;otZRxX z(f4G0y`<)DwiWDU<14i`QljjiO^DRU9YSehb1s|oSc5)~0(=s}r+>|*NC(1q^R{za zy!A>ClKFx*eI#0<%XAhwL=+ZBui3}k`Oi++KPcqt8o7@0{n?U90NQP)M^1s-E)~D0 zq{=`s^!hB9DG%_@aqaSzPIez{N21!i#USsB-{5dWkYw&oz}l?imX68 ze*_%_S*pltSQ7p8h9E@VCP$AjtJzrGiU~uYqfBhFd|VQwu=8zW&6R1M+Py=hwZ0XjT05mi_;X5&J6`i zf=X#|t_^wpIyKSHC52#tF>N)C@1vBSH@~f$6!2a)ey3(ALa{_%H@QYYKp>~{=|6do zq)3g{DhR}MxMFn$SE-2mWe}nH%y{~dt>M>7`i`@;2u*PIHHNX`} z4DGxiR$J+TpbeiX0{mnF@}XHin2=DA;QON{4h)wkdY9 zG)r)as$WT~)T2*7SF;0Hxp53mNhJCqN8~4AYQ4|2y>+r+$-tLVU)moL(njYZl;|eH z>u_Wk8Z+X@$aPHfW!Xw@6;BnXx%55fj~lRAp*7~VEGnvmkWvwKPv+{uR&EioE#lxH zc<0agS116bk%?>z2b7N;pnL#_@cyP6-xuCuU+CIrkLB{V{qoZ*im-zz+!MZDrJrkv|oz{RjPG1mi&oU<2!^PWD;^i&OMc+odJFL%he~aX_Ue$*k`~%Z{ z``6(#c>l~uxS&0ZV`jDR zftOdy;KpPs_(5z-=0B~P0{O3HYe=+k>T6DuCGHf?#a#R3^cY(Z+=9b>5j*0-3f|js z*=tD5M1I76ogCUE!^1W(<<0t}<9#KEeIa(T7$R$alDrx6s3bwdG#^D_e`=dIpMO(W z392;!q0j z$+s|`z7baiHfapF;94>k{XEm^c*N~eTohR4C_QdCz}Jf^vdXpk+0XHyz?W!m;6S=5 zzCkX`pkS@<)VKCuQpUyhYP@@yF0=CTI~Q4-{w8mfY{TIJ7D3 zFB+bNy%(>;@-N04Fm8A8zYqPC#OXf%l&L{zz-Y!YY=ut`+tD5`*mz@5~}4 za7xanE^LZ2>|k;u@xtweV;CPlIR9X&rCDPLondRyFz5}VHlc?UWFmy2`qvQ6x7^W! z9VjF<&ZH!w0gdrbDqSlc{@I>zw%~wNw;KK)``vtJa8r9bEM8#636 z;+G03xY&xk_afZzw&r}@2O9MK_}`7w=f=lW5Tm26_U-^FRsKo6(%e*+R9-)$&&TUk zj_+USkHs1%UO@UmYEY0{xU!><%4C;Jz%YuB3N{?lUPuSw}5EH~aUi}xE za0-cr&v0om28Cajh>cHfn_hVsnH9@1#!SFEUlLAi$>Ue(zj51OB|?Qpc@bLmITII+ z7oPe-`WBTThtFDF>hfay?h1dk*JBZ?1a&*8LG~4fm;AXGCZ=tu%kKE*$N~!y_c@Hi z(p)`{Caxr>s&*R>sfMwweu_qY7>Dp*@6+CD`umNMknxI}$)UHF5 ziK=VK%Mi$ro5&A%@1eHSlZxN*Mr2v@(-=xkpwtpah)Oazj5t3L==_TYG=$iDbYQv;%;Stv@&uedawFY8h{qMO| zv%uc)4+YO)2*nWx#l~1c5sSSxTP-r;`i+dn#_0zSdp1dWvE!#`wd38}^DO}&v(XVXAZD*tIS_ci%zG|v00C1z%DdWViO+gwoABTb@UJ`N&DP19 zzxpI8etA6%C3ld=^TbQ2D~;^wnoQEhlN5lg;k@5M@3-zd+=#sY_8S0<)(5U1QZc&! zVr*g1Dr#Fax#xS`YLGY1bYp%D$Qx}`%{2blgFjW8+mabm(Lwa1p81waDxdVXMrC6u z0o1*PkFP$jq4OJIsWMr+B@)Fwkj^m7k>(VBQ5y^~@ zhGK1j?fQz`2!2!d3!}z^8X(mK?=QKhO2LhC~;ppf$~ z`3t{S{B<-HFioJ98jely&WQNB#6e?%@05<3PHiV#(E#GT8jR46CA*!rOVXaEQjTpG zWtT2$&Zv;9iIB{Zq}<8N%X+R*x$abY@&xm7sD(4wZrx#ezb%Kd1}$Sc*~N&~<3+@n&$ zbyE)!#&q0Hwmp;wp7#l!{y>>%_do@%CP{b>Ks*^`0Ai!z=L+S(W()GMp52}I(=_Hw z-;LeoQQ~^S)@AWoWBIqx?{$;IzNq-jvDxIp9+*ACu;dom-P+}}{78_Y_W7!7jW7?& zA>Y}abSHkTP(iaI=#FA&)6{#R#O98*pP(pHVV4SbXk+xO`#NP^`p%c5hsGa4OqM(s zdD_-NiNn&(X$^RF1v)@g2yc2c8TxI`h{mvtI)C`y-RP*ytb8+B_Be?#Os>=Bi)YMv z;}~iO;V#cJ>?qZvN~xQgv)_X24pQ$;brJg7s$PGh>$BC5c)b{CmFO=kwd%4MfBY#?jD>Q;oR2JQ7*SA2=e zt>KKjvnlnR_%|9cp8e|IlHaacWSne9U3=2pZ#8oRt`b^vzy}Lh^)o0G&W=^Tbtp%j z$_GjZjOyj{{JsK?hK(~ddnc2pbiCZF1`FSDw@O$lDV4=~{y(r1JK~G7%>4kwN}~O{ zIuG>J<{k_|CdcEJzT_SytdloIql`-;9ZV$*{Rjvo+T~mx5#cEZ`;KpZO^8u4*k~n( z1u>JKeP6ro*16Bcrz6Z=NSI&~W!EoZSie!h2bE0IV&e%_o7)7|DcL$ zrS_55mt}MU9ic5Xku`u@nWsw3ptIrC`Utcwj`=rXt);(diE0<(oUq0(>fK1Hljz)l z8zaaQlwwSc_lMF~u6D=I9{M~7u6{2d8@^R#&~uvu$u9R6lpnYwO$c3v zW_s#SqbxUZAroM&{<`jr@rWY;72NVtXh1z*Uhm>ERZ9usuW-IvIl8W8S0$il@{%zk zVp(f50QT_m%F$Imk=bWe62DF_&R#HQS!>2vN}^iv{Rsao`4YL51IY6mwpx9O5#kOs zf&pSbP9yb(hVz2B9OkiFcn8RMOw9QsXYcks;(>6TXjrw??jlFh6hD>p=dgMHS^kFI z2;$HNYOjUy;xVaVR0@-7#ND2id=im>w-M7l_2OgjMd2yC#r;1UxU9-|zDmUFt}!2W zFCyIP^0x+xsSgp4JF@=6YC-#mofiMEoFzHOPkr=h#8;Ph#_fAzun{yjBb^dFue%S&mE3a+z8oqD*H8Rj6R%fMYR zs}+i(D3b2nzuvT!HkGCM3DRWdDs!H@t?|~F?AZ91EVI<^nFrq@LthIHIknTFJ;>Qr zin?Lb|D4huwaCx&Fw0MakqL+|ri2VU3HIl=GzSW@q=)9+J7owi=5h%9k}jYnX-h&* zD*nd&#n(|U(7+H*_S3_{F1}>>j+4}t&6YT0P8wuL=jTxDslxGTLadxrVp?>(2>dS- zd-;>8QT>xX`qzBc?;^FosT<;PqWseR|)J*@9buxJu*UjZ%zg_@c=x z;OoSC1M!ns+5zCMtaVwN4%jJun!n*LVpHud^g0?sSGMh-F5 zfu^O$9#`AW_tkD>c6n+Ab9vn|;PlMxp&rnG(P~36A0BC{w)4dxZIfu-1N-fAzUASi zK75hY8RmS0hYMfN<14nFu^%eeEYxlOoMM%7EHiSzI&(p*EZvN%^IjFr>4|EqNRVm} zOr2SocA+Mdy+eKYq+&Sa(m(Oi^#T)V<}$iS1)G*Xm3ZayrYixeN!Y%yN-+r-f1*8* z*yBS>&nz3SJ|74ps^ag&3BigD$4L}hD3?oFU>3I$K3cC)_ghmHm4WW?VRD^`GOT3! z>QK8E4%(VEhlZmmNsJk4tq$m8nhnBi@e}DRxeidF%pVvmBR+&C(DvQplsx%_TI2c0 zK_F7b3YB?SX~^RL1*8kWn_*}){e}6HK221FoRU*o+VG(N*R;HUJu4jk{6FcaXh!fE zMz0kb37cbsi6RI|6?H@X~(Z zyPW~-yG_0=aamTx;av!&-&Ohr&n9?31WW&q)Uay21-k`?Wpdo*sN}-I^D5DgyLyEoYgU5nQJ%ve= z6V(k8MKn@Q-s~6DC}bFR4NwfO1$~ia{_t4{M#^*&jOK=)R7ef$P5hcUgw!=Z)x|-f=*rOcS|Y8pmGcm&U%g z7-qk9LjG$p>VOu*+xrvi*?1=tM;$CjW%B4efH!YacPo6z&pB&)(Bp^h|u3j*Ur zjNmv2d%b!Z2b<)Uyc=3M7RQT#xklHX%5A*J)kvaN7g!(+JeeGJN5$~DozPq>^!=af z%Op4>YK9%cRj|!2iM;Q4UZ3(Cu6hCX{fc1akGG*}8y|wrNJ19N5ln}5cmfqxGZU2w zA8$Wt({VDxh%n^y7pWjs8nKAKGQ8QZjH%QnT%4?lWLJP4ry{7_;|O7j_LW9&!Zpq@8 z6RTF6mBvR2FrV1aX$wIuol4rS#6s(qwzjzWCgon`q%G4@oSh_zQ z$n-o6(!Pi=uN7dVX&k6H>W$ktoq3(7wd-FS?C7B!?GZMd zuYvPnp*qdiBudYFs;{#x(Y3cuWGI!!ZR+Tt@UTp=p_a^ad>GtJ?`+Wk6KA(80cMOOLs;OFr<)hCH$hJnn>YoJAL(@ia~a#S5VFfAm6=rvOSsSi?;lK z6PeyIf3YLv4(5zV>+Fx;ar3g|%}84QWT`>zfqATe76BjJ7ov$383+eCo_ExO9FL`- z_0G$;d|nCwRpVm>Xlv!oAPa+2bOy^80Oc0nW-ozt$oG}EkSp0(*hl?AFl)5GvS#bq zt6`OA3To5SmhnP`))jMb394BA$CofC)IIPwVeBo8>>E&MF?yI&P{`k4kUa_01{^?p z&<+{*+%wG=nTR$d-5}6qxWcN^4uc_tsBh3h2zdorU-2b*+(^S>RIrzq$NV41AGervh?snsX z-D!-oW8mm%HPpR^~p!E##yO&Ic=r0k_FW zuEpxb9S4z5 zD{7WsCdo{Gd;jh`1N3nTr*2anEWb^yf$V|{=?}J+G|oyG86Sf(Id8=G z##B|?49|TY0d-Gs4}dv4t-GK-^Y)D#Ym<3V`dX!KQq(aul6=scoHV~O?55KfHU#dW zkN6V{7k;yXmW*LmPV_h72~>(4utUdF zOIK94)rb~_f(q3xYC#64-Zjh>!(v(`xlin;&=?(x!sQgLYQaQ32C**$;PRylMP_S;Gcv6^RYKliro`cN$(@QYv)O2AuBEw<=>V$rP=UsnP;HnCf5rD; z@%RA-RmPH@o3U~+!=ZUCdd)5@abL16U?{q;P14h79DStZWE8<*tQ~W!pG9WLj*2c; z$`Xyu%DW;zLku>Fn}HotbJ)42*q`eRQ^Wk3U_ze{Kba`8RpE2)_QGgsSS-fP+Oc}n z@<*Y-`O=X7pIz!-DP>ub^ALqFa`C9LFb{eQu#VfQL{@}}4czP4<&_tuE#|gvy+O$g z!ytKiSYxv^`7GH%+BmN)4L8+$U3bQlc>%GxG*q{W4;v1k19zyw{Om;#J7iS0XW>3Q zjVsz@)5cx|cf@rSej@`mg^HICTIJAoyWHf-CXng=(^+EH5$>(Q2pebos3;6w0+PAs zO^db78ewG6T~{}WG9#EGU@^q%=p&f&?PLSdnc)JEaoN@~hd3U9J}cQ|%)np2ZsGx+ z-nWN~SIpN!pI0vR$U4Unz)k%2P}6Y9_*!|f6`QQ}a^S)^#O`nplV&-ACgJH0^S>$_kf7Ua(N)mi~CLr29NY>0|HWdXqPU$l< z=HQHf{8MB(hk`}It@A|~79fL~Xm7YG`2=sCtN!F@4Lk)`;U}LqoaL)VBmCvz7;}b_ zZQzBCVOuyxjq)?ERqE-LL~n;LcOqGX8C@0U7phX#787L2bKQtM+TPR3ov=B^s zo*On-<4nzul3K%+&D9sM72KVbQvRWj{2xTv@1idT#NpF_z%2`Fc0gdIu!#RTI)m1)iG99H~r+(WX6rbB}ftT0B^B$iYs}5g(;$9~h z!CoMA_U`7wx9RX-C(~0ed&kc{ILViOQweEi5m(R@n22JI_}Qn0jXY6hGG|Fbg`zlD z#;2B%`7cxe`sYo}O_O~NYW4G&dCe)m_U*PFU3oSR6z7}WIyz5BbqRGI2(co5c{|+* z&9?xAdc^B8T`EiJx7)q`@7vwC1sg1a)b47!JQ|(Z@qE}Hd=b^%&C^HwJiN($JVxOu zWvk=S4J_Q6(o=HvKL&$UIKxnBw#8LJz5!M%fWf6;QZ3puRXfN~YOt1>dk3mQMSZY@ z5>^=2&mlxUj#!c8u4HQA2X=Xibucc46bB@zI|u7HBNgz%WYboL?na_QP2^_<(5sdy zD||{rSCWNW`&xyTy+UO6r2S~A_^8q3vXA0`fx>>%%_wx ze2W~d8|mV#cxcnFZY^$dbs!uVYSIJp4}I(UoFy(8V9>o*Q-=2-~p**PjV9ysvEDIcD1?qBd_F zV3L8Uz4_S*FvGl$HZ&7W5Iw;%;&b`NVw*XR5c2xq0{mV73}ah3;N*U%MK#r6EAKy$ zD3bUfNDa&Q<4O%zW4T4pJ4rW1i67_JM@sk2&JBmvfba2yjiUnrA}1x|euAFPTYy@l zUXm{K*w~>-www+llxdEKnff6T9wLKw20!Fb!cUI3To&@osjLqJN~Ug62GJ8gU7=|f z^#M%P38or!M*eIm3uHy}oN@ZHG%b{E#;DPGW8$ey3260O!qFwE1kD{AoN-gLZ#ArRUOXfS4heWn#Ry?x{!al z2`s#fd=}_*^=Zd`j?5ggIiT{~7ytx;NPgait#^HMg|E*VW}(E?WD(x%ZnuF zvcV3&d!yX}7MT8lQ&3e4M8RQnre~sT8ydU>?vo~lkP;PAy_T(}o@J&2aB``ostu6} zc>)*~5Lsktb%^D>i%bk|HD$CXcIzv1d-fDvF`qEERRe};=PQ-jopD<6`ZNy%w1ngm zTw(r}R}&VMXk#fVwv_hAVJ(||_N9X^K{^>Tfjbf`hTLtl&z~u0TeN*5{8Hl6R(zK) z6;nq?Pl(X9{ZS0yvxHYDsiVt<@!At_)WKnrSf&3=;a|3u(Nx{3j)> zDvL2_j- zOC1PCn0+{c#_N`9RQPR4$qE(~Mrujwu01$TLYhlhlT|bTDK{HF&d)QT!B~7RL@$H( zFCP>WtgKwx-NW&vJ@v#$FMreI1gE5W$)VU4KLGvLu!BwMd=$^bL>b>iE1eagc1a44 z6z(!`)z)EzHZ=PJ>-oa#N1rNbv!Nfza_i<5ZH8!K@yZ9lKw~_HY#A_1v=p}iY zB)!;u)6#P(^fG&-|CJ@4#yYsY0K)8dN1w;t=lXJ;rZSr{^VvV%ju>VP6Oa(yTz$a^ zGmS=PdD@1LD7B?RN->5cK^|Miw@o%GZsp=M(A<*##ovj( zws$Y`$?N(V0aQcMWJnaHmo~xtE@_wvWN?ONl2P7l%tuc4j_;?-p;hKTOy~`|F-75c zl*rp;lqiFoH$+BUZ^Q&X)N5GBYdTllx@XS{cPq;_v>f_5%vY{CSSJ@+_|=_c(A7?n zTtC_>f|#c4t>Gu?VO)}?qB_EB<2LC1e(o&VBeC!t$^t-A*~kw9tNTx_oD5B?3`ML( zA9>&36t)W~{(bL-73&%<$#goy|6(YU-_}ByyRPX}q6sVvHwcxU>;fYc=Zo;};p!PpiVd*uu>8$N`YXHb;kyTD3JOK8a*jaF0^Vi>S#$M-k`7%ND0&7Pw7TAN{Z@=A* znbv6kF*p2+_wyD(W5Xta_D2cl)na9X+GYv_S8F!0l^;#VTd-6(srO^zsx%9(=hlQtU07m#D2(?Vs%=2znMqGiY& zWyP=^pY6@hUDcYYp2K1>>B{~WRN9UCaC`k~JMWWqHn+$bT%j9}-Lq;oRwpS^?_*yl zE{@yVh?EHiKXv{0VurV`L+fnIlxaUI4*xFkWZ0B4DJ~)9Qy)I~k-A{CK+v#rIaKqo z9%{EU;JGnD@45M)h0pa$_VOs$7GWoN=l-%Ua=-an-mnvUq{Zh0=-WP*)Xg7j{x%5m zg!dGVZ$~)OR+$aBoGvxlOgZgyE7t|nS}VrHZB4I2@fgHKTc&DjP8Au5l`2VNqY7(8 z-;91+R>e#FVo6VGM=J(`3ww3VlWk+q9s`xy;E_2qjwsPaUnV@d&D&0A z?8eOtvv8ISWI1Ri!Rl62_r>mKQodoHjA zx^|;@lLk&K_Qn!;O8d*}D&`!6nuRW&bP~W#YPN!5F$@upHF>EU1|oC(y6^nS zAx6y``@S$ZPtM|~DQm*r8=Mk_9jAi1UQoN*XGZhKCPXXu%%mF!A4Fv-!_Eie0hpb3 z^Zt10(lcbky7SOH6lKoQTmlzi`reuReorb{r4LE5ed?r+p3Eixp) z!EwG;i~Qz&Si?Y+gc;1Ji&l|V0|6ItpIq`aZadj~9zGLlp9nZA9SB!UjL3RSw z2pc~f7+$o)R|I%G;fT`P{0j9w@Dz&Hw@SnA0>uvh=u|-%G_MKiJl-<*15Rjl zoPfRA7#9(m0}8|JAr1%Q|`Ir<2RHqfzjShJMMjlh(vdAScr zrI6VrG#6rhfE3~l0!GP)78wqp60X_GJYy6wgDv9I;)a1s-#+N&VirK09YEY@0XAm?4!sqrNRrnPL+3{owe&}9t9g{gpJK4b83+>z`-d!yr411kf9`Z)T-WR2-v(6ldouYR zQQPmgR~}CETVq$|tDF+AF52%^-XrN3z>NFb@i!yrzpP^6^KyoVIw5fJ@@w!!JlX~U zf)j+G+ZjarcR)OEH(KdDp+LYg_CH-ZdJL0=8ay@slJTLR3uq~-3uf8XFl}S-gkh5a zvuQ?M4|H#gh*v=hdyyNd37VPi7_t)q#Wp{S$B!E7)hAB?j? zOk>VRm5z`fKfFKbQjMEjC6>*rb7y1D7FNtjPQ>d~NtKi}e`fjx4kY0JwBfwTEkEvJ zftqX_mIy{+8^t%|?(gORMKVQl$+3z}czHA6m79L&D!kFomRuQ zsQyon*zcrQpdN9LJE%-iRF?kZFbD7DCjP|sS=jz%)nv8f_RfmXtg1*PcUT=Dfnab< z52a0*5`#Z$VBme# zJJXt6ToSmdMySDVUcW#oGnD&%R!jSnGY9B86Y#D@CPRu@Jhp+#iwR$WgLEl9pnp4A zq{c9PTB+V_4!sZhG|cE28a2&+;)jOiTl6>QMwg1UmVszzQ=VC^R|;ojcV5XaG*}NU zq8AZ zkujLcWY*1WDE~*(S4G9SH0|QFTOSs^>r49KZX4?fS58v`3@oPB+fH^c8)^YVNWV7*Rl7LS5 z)MWD!?(O{ItPeO=Nt78PfdaVvJ-jVJJ&&uoq+up6?V7DO&6+ww!Xbw1jw3uItKo&` z?`S~liw11$Sp4qs>gSJ=^X+-4>zCVh{x6Ou?cATbYp|>AQ;Xx|m84M7E)K0|^8uBp*+_d(H~HTdod}W;mRlQo=Vss1Sg&zn zAN14dD_71z&0$0P*y5{yD`uOCJO0KCS6p{x(dahiq1erMNPMqUGvte8)vz5Yv!)}j z^bJBJlhehbS#?rcXMiWun6dx-)p5Q7Vk1#Oi;uu!J2Xg#_KwUrfxq&+CB|o|VW~28 zv#R~Qtug8=5luC~TF@P50>zw%>;HNr8b=?XM^evSu?o8ejC{I}ZhWl98Xt_`7qTD~ z)9(LKexi-P4KuHprRiV7M-{D`*ewmT>`q|0G$sT;o7AhD{2gd=@NSNm4Zn6Z^`JKH z=T0AVb^RV3cylLnRc`D9xBc&F{c#%6*Udj_KMYVAx_Q5+B3dsSym}eGU}$lkKA!xY z*{$jjiTo%b3W*-kUJ~-BS|*NY+|5Q?!v6PbuQJUgayB`9 z8J;-#aMRycx;WuSeE8XEr);yr2b}s&=olE1Y&iXrhmASAK5}qOpFu%2Igt?;mg5|_ z5UP2k)t75OnIIq#ahi4nP#B9l8ExLSD%!gZj$pJ8a>nH_D<{tlQL+{AWzr~1U$k=5 z5lO8m(rIzS1CsKqubYL}fDNk{FJT0w4)xc5oUi3R7HGh2KA`uip-IUx?Q*=RyU}vk zZ0RuI_q&~YXt`cg`r7GB6U>3jRefp@V&L)YP5ydvw<8CG%obw(SJ7d@_E+W~$&-FKtR z)kGwHfPnf#L_P9nLK~Px^3egKetwH$>3Tsg5V-{BuF2_@@N(!6UFWvgbaFS|4+t0d zI_Z)^J~ue8qWaSeSjil64!O+Jdr<#jTWQ-K>Wu+9Ibsk_2&=lvRGy3jRpT!%17=Q} zGh7&DHR^Q*dU1{P&$;XoZAwAm2#BO$^AHuP6Pp5y4ZZOpG&N_d5#-uSfq<>NT{Vvd zisRdPF{kOzSv!i#L>BD%x_P7~yAYw{PS1Y48<3trqaQ}Qb5w8;-~k_z-JA$uV7JmB zg)5OC!coEGU)o|l6hvIb9DR|&8BecE)Pkt$U)N~rIpe`+j%dH*s}Kj|0T+&4)fc~3 z`6!bx1!k0^Zjf4e*vO ze>)xhu(Wa70pA1!7(ns+u?xknQxDf#R`3}lUbavpwR@Cg=Puf9%I<1(euvRbSTukw zFsF!1nUAGYQXjOTuhL#}4SY_IyrNMS4tu|mVcBCT+>TZHRW)xJx6e}Giy3&ek^4AI z@$jLJH{S=jYzVhO1ilW2J`QJIjNHId)xTPN#mRFUq=OX&`YI$PgRH&}0czdfb^_%s zFDq$UF85uOeL|NMZPo7x6tQlTukxYDBbLmHZE(%WSIHFo0)&j?9b8)R|B~eI3lC8`ET3B~6jj57ivGXZ~3#q9i$4u1y47 z+&ja}G=WP=-F={SUIIPIbR{RJ7i$K)iBUAF)2jkab{;FiR`J(GC+l!MnlxZ&YpaS& z%1^P+HLIQzt@>-J1o!;F8}+I-5ppyRau6->%|!zfvk3mtQh0L9yz90NzJiYytxilRaT>tv4iml&8vh1-J_=31;d zQns|u>m%mr$mf22MsAm8DqMam;Q%;CCV%>xPGTOFvCY{YxbD_shsqwBp(-09SM9E0 zWk`K?_@hRR&7fYx=&(L&Gyfy%r%ke!gryl8RfDZY3IuK#+UxJohn;b8TtJLHoXmmy z`4n)AcwOGIZ1r8dj$;)7@C1N{z;An8Hf?(C+jU$Fe~wJtrFq#J@Fg)mjvr`18-@>f zd=~p}J`jL7T^%fXZg{+$Y&2UcyN6JoYYtdp|D^9xYjNgeaPo-Ke?XYI-fQrHHk;PC zu#pqw7xOr7t`slpTF~om{x{3=T_8#0ld1Et&fg(r(k0uj-y7n%h!HI%(K!uZC)x(4 zdf=+DqT8M+6%b)MtLKU3h z{5r^MV&{r*Y{gX!HAkcDDn!zX))B4>DWC|nVJ{hRz-0`!@FIK4UBJu--8iZv7VIf|ArUGcKUK&Jx%@JblKcIPVl&)Psf zztuo!J|$~PcF>n!zgt}hg`TxeGxoVH2&>mIDu9R4>0p$BMX^$fg@DO|^cT_=nHFrD zWT)I8Ztd;sp6Ur+%$KKZ&3(;1&Aqs(m!%ZWls-3N{IYNQ{wHJ6R*n)bh?EW^0t#dT zXM8CNPWxccp6eC3(fQ<Pa#D0(4DE4k>)vN@6IbN$lomT?2eP^&h$wC~qr zi+@-1P1i#WttafU47$;k!Z`uW8B(0?OPZy%?Tx%GMN}k-NQF|&vHY9RjCZ}m&$;1p zutcOHLPBpOk+&W9$BW%$fnQgT4H?1&J>_G#&80W(Y+8)w4U_s|s4>_Z#JT;&ThqEu zZtnRDc7YRDu3+Tk7#JEvVKEvJQH~l*Iq9FPm^>9VRYzTmwLCUtsRpf(uqUMJZNnvz zz>LndO7LQ`XWnl|ZC-&m!#4=u4saD(W-CF1LY zyT$JV?u48_FqKtz*p^$u>*aHgl7m-pP2Jmn(z6tVqhEd zCpC6>FX}7ml1aj}6;gpUwl2D5zco+h=$-nIj$!J^2XyR2SuH zifR@+yaiNxepQhe-4HIHZ%f$=@4;+NYGrK_plHb0jXF^jZ9xUDsL2QJurr6ZZ6>Aq z4dT+@hz_S&JfbW@9?%J{C*KWLrPi+q$*Wf#;u|_`Nux@C8HB_$CN3U(@Ll>u-0x{TJNQlrO-N@CQB{`NAy$##qF zy1;(z0PUhi_pXoQJE*_82QQNFbuPZ(A~Hs)CPBu8A`0P~O4!82y}z)CG<-1i=44p^ zOHC^7kBeD0LZLt=zj$z7R(EvR2xhbOoYKd=g!o@gE*@C{H`n)f-aap1f&amNiDcdx zJY4ev2iqS)2zcC*d%f&R{nZpeW%R2P=QQK`COAlY__6wXp*5^)!x((Z4+ZoQ1Dz#r zlPp?oQvt_=4HYcr&N)a^X+fAq>`BRL%sMUpT3j}#hYHknSC!^`Nf0WTsFw^*KC;?Z zyyB;Ib_->>#AiGfZF1riq^A8OF82fWFXVTUNpi!VXf{Se2*g`OL1qHLr&BmMB*tRZP) z=Zfman%*Lry3=@R>zJNjH{P6 zgGQaHtT@|M8Mp6fv&Pl@Z}fsI?Mw+a5JqEztTWR=ID%{F(*|8Xe2{_Fgt;ha3-O0d z+`IfUk!(ra;Y>8bY&625jI^^Pv_9a;4Q6lLLAbucJTkh;Mu^uP#G{<|nJ{+1ih2Js zdqSt>CkYEuZC~xqjjd=cohF72W!w@*h~%f}M}!zn0?T!9vLKt|&ZaYU3uKC)3s?A| z7pf}#R-BkmC-spKSKHU8@n0wpEeA6v^lx7AT8W1=mLfje$o?2qtGp-yEMZnM+=M=8 zZ_(H7rTS!v(#M>ik7pkv z4WmeUWY>lIhOHIAZd)b85`hC|Jkasj3;HU|cI5e@-n6S$+b2m3*JP#7v2}>RNVP`S zpu!{Ffvo$l-n2nDdXB1v!7%C1f4mi&A)apcG8E6{%?TU?5xgznsCv!ufRf++RCsto z^Y(yXgnBu*FwWdWjAgiNyl8415Knc53qB*XEk4Y^ut!Jbf{(0++5|+~pv}c!Wz)+0 z|5C^*ojL0-;BvQcXWob&D8W+4W>5)R0Z|LA)bySV`Fp>g!M)ud(-8{cYB0hV7WuyK zS9yPg>m5dCgRg+_OLo&PJ1oxqULvk=c-_S_(iX1^F>EBu&a%!=qJaBnqP(sESRk26 zbpG&RGFtlyvq{8P0Sc+M?L|zhV)xlQ*GC1CmTE+bWq3NZSOt=zm`p7sJsElj*_F?B z$t7H&SS*1WB-b@3QGLRrL4U|F?h6Tm`!+OFr zMh3IHeufQU!9p^tlTmzW!?}n;*SE6h&rsferSU12GJ4-Z#X(ROdg|C%4b=P%ToL%jyD=b9vOJv_OJ6gBFQfEB+&4Fz+05Uo zY{fY_iH<>^Xr;q`vqpMY`^T75hWan zsi)ziZeaFHDTEuqTQRliU`&AD0Y z*atdM$rk+-4Xx0fX*m4wZ@9P!s)f668u+E4_^+e6F#HYFNHtmx*e_%l_T!o~8qb*G zqLjOlMK+^&YjKO?Me^BdzY;PlSW``?+3N6%S{VdUQe+O@#Yi_0@+8AK&5x6B?D=0* zUwGMkC|MMV01y1Im^yW+)s=@iA<5 zDbyZd92rROK%LzdYJniaXTQ1}7)Q+I&c-r{3!jTOij(!}CXwcuzNH47x{fi$lrR_I z-*lRsdvs7z1HhD|ACPK?FYJvI8&@uNd|`nqJ*5``Ov$h-^!jF#V@ zKYgR8%0l%JAEEtMxHq^6@mJurL2-zi^CJWbig9my=|69m1wFwQQ!3m;Yd@SRSA&9c zLXF&ti-9IVy!M!_X$S;-$c8x@vL+2odi;P1Y|BJ;mBLc3ApQCXc}OxSOm)k+boyOB zGJ=>J{C<1Ncin?rNn+XOhb|I-3Mv8h8`Yt|ELoaaobq$#-0j2jHY$v|0L473i2 znvo=NiXE*Fs5IxbTL3q}wK#H9y!caSF)pUez1MYULfDZF~tCX7eD{WRJ-z`m306(+*b{wSV`_tO zdhll0$c7Ty+ygB8M{hh9bw_b~-;re32{dwKal^$CdO7;tBi?GCD z@a5%)D*w2uMa7~aM5Pf0XA~3Y2i4jfPg=6-*6xYbOH+e0YaNeUnsgAS^=2xYEEW4a z;u^m@eC)#R$FXS&9if=$;^$8YeEP?8mCuu~lisy{IbKkcoNF}Ac{x<-M59#f=Nnd?-5nfLFLkQJppm0pUReN!Irj-GWwwM&lftzBUFAJ=*n2pTxb^{pVqBc_| z`iPT#ZLN`gu7(m+@rZ-~-^tL|MJC{yeYufiQ~G&wWBw6|7D7xpbyZ4H zGo%+B>Scl)X79>BwpPH#iBeLsF&u4XY};y?m3%vLU)3Uh6z3zN=E75;< z4YOcKm@8Wl>Of%Or?${={dsuHdFF~HkIB=?lAiJ)fqlW2cH53tU_B2Jzkc~KG$m%k zq$;jKv)`Zp#rnXK25YufhC)1b7Re9;XA%m?!mvZ^*JbefF1xK*Ib|lM+B8_<+9~py z1ns}6pfEoF_Si2ByrX(u$SmmhLM0mMh8!UuUtZr=e>4uf#d+I{N4-4Rs`0j*X%3Tn zP)|e!I%8Ppr)kJeE_Y(5d_j`wrzhc_)qf{vZ~-2kP#mj6*M}*^!X61fZ%zKU3(zLCr5nMbG463Q?!$@7LW6F5hv?u^s!0wmDC)n6 z$BqCOR$9yFH=H51()x?##d0S*4b<8RxmsQ%(D->Uz2}sk4Kpb1I+U_k22$tDz&>56 zIob+HZ2VWp=;Md6~zOm=G91P)%x7vxR0bAoZ$6BRIF`@^Af?p_v2%9Ul4 zFb&xpLC&&9-T2Lt^rd3nZ!-rk9*W_64AIBZst&nwO$|CtJF@4x>ML^#$r4uFxubAL z*=w43pJu!>)Fpp=c^Z)U#R^<*elw%VIE$P zFSQ@q#g9uW_zSI{a5^=UkKi_{5aWJbI+K9?3J2-rF-(y7vZRw0@fVd+kQEE%E9E|q zeWIEMBWwazU^&$3RbN%6k2>l?Sw9X-agq=fxDu&m6HaCYAYv_{)n^{p?5KS&5!axl zuhVns8Fo+i9`ZCWvMrA*46eDQzG&nf7fi|d+rhuBw%rHHsrx{zo8X8-n z7M;vVVNIsf*eq9INik8dEUS-XACwJw^&d4#&C^&8Fm_B*;B54es!BEUoR_h~-v96B z5hV0JfTJRV%7ww%^)`_d-snwaXJ*er(U9r`N!>WhkLPuJIuXYDc9gYzgFzDxy}Dag zhvTUth3EWQ2;xj|T+}GFK+Q!kD1S(D)Xx7Eeode6aLzSG~;n5X&CP;8Cn zdwYX;Ap-6F$Dv&Bhcl|Y4j)`lF-&Lf?v@7pw#X~`+jBmqx9Ni32gGoQ_`5H~v0-EI zQ_*O@Z2cMfEY@G;KdK^ENnp-qHqebeA>VXUu;WkL!QiwVj~Wb?a>d)p$!oKYBcKjy z_ga4lA#h3kDuv}+$2a_pmh%IFPE*JdJjGkY3DPZa-gQZQwZSKxSqd(d!^7P|!6NP% zm7$p4pgw=lhegsPr;Ln(Zpvpu;Q6Jf8&z6%)Ak2g;@K@mKs2e~p>)#bpQN$J`*E0; z*B-l(;e=IPaIOX(?HId}QuH}OvLNPomnc~6)&0fUpZM`T0A^s*lYCET33NNJA3M{# zz7?XfMZ~iA{12Wne}%|rMgb@cvbHsQLuxT<6O_Qf%IHyQHwi|@-+VY$&!F}!)YMCO zCVA%-8V`Fu2U>eyQGX9`r_hdY+nYO%TCF8$j)iW&*1g5HJy0Wq;#+`AD|M8lLL#Ni z%@)mOxbR)(ye#jz<9vG@BKqZZ%zIBHh=ab(TM&8C`2^mLStnCe4Cl)<81+h>#e2@uGqikSBQJ)<4$^m9vgb zXMoK-#Q~9rB%>Y~lFL`h>P}?XhD3wSbU-%(yhFW$$Wb-KNYT4qX{*9FF~(6M%H+j2 z<+SiXaZ^Z^O$n88UTnP@TyCoPUBVwm@$mF~GzYk0Pnw&+1K#u#2vl<>X1S18cV45N zD9D1uZO{LXHh(T|wl)C^-EW8Y0%QA9e9AR1fXPnRTa_$t(P5A%jyPYwXQPx;%t^$T zh4R?;i6}qG?Hn3OQEI8up=94@p0*9-hlj$=ILHCq%jL0~Rvv7J z$ii+eC0hXmQmLl?DL^wh`8n(9uQdI_Rk^uWQzUF2S+558h`??o;t z4C4_iq+?vh34H1FDbRv5Cy8#8=@Y9;u{Xbus{14#)zBHsy2Cc zZRb|FuX%t{K>aPcIEGjFb8EhP8A@Q{##4_HpOB~jcuT2?YN!8LV@$o3eqklD1|ba7 z+RyBNISdm852x3-+No4^gO>N_b#xbAn{67cb|nM=HEH9#oxWOZxbz;;S3=kv0mA=5 zn!9}za=;Tk3o%lUORMN$y_ZYhNe=CS40e3+XVAMcq&@{2EQ?mtWxo$9<94X3xQ6Up zTF(h{NU_`TS{~6XPm8peU4vyHyx!4uNQ>XjM48%5)0p|I{(pF@gQ#Z zH&_mM3R#>^q6a)>D?aw$BR}r?(p;@XD(`Ge&0TVd2N?%=qd57w6Bn+xqtu-RVB~5u zM<=n>*IE_m1b@WmmJ9R1Zz!3@R&l$tmr{hEx}#_^7<+5u?XDKrO6TjZRGa>>(&%Ox zuGdD6#bDd?RK;LmxIy$YB+pM}makJv5r!qnYRMYO5)Jifg&c*1;va^oN1w z;4xATz064?yB;DCQ`f9OKn@ILE@joR(;Of4s7{B?^!(fr&rPf+2#ENded1LTaI0GV zj=;6A$aHa=zDsf(TT&* z((?7V3zL`2mBtk*AmEkpBkmpb;bUpTLMUn0jqk|n4k?1C`Oz)bh;W}4#q4l zEWLNlfG8Aua{77Ru9&{OlAb*R2QOuWDNwEYhaPVic5!c+5p590%gIv!-bfbdXG%Sq zJceScw%1NAO>9Q%v8pgq^G|N_dieYIqU=9$emg_&HKx_doF>SQUYZpbdaGfvcJYn> zuibCII>s2+neg#G@RX%JvIT(U<(--f{a~Kb8NAvJpP;*m=klh!uQiVN@oSRTcF|gg zgqmQI?j;1Y5i&Go;^I3nnn?!3c^pz8v{;>HOjTh>E~(avcFpSVtyVJ;nvbvd$h=?Q zK6QIt(r&#!+8*3NO5nPf9FrI5@&su=*pD=xYJX3_05J5&u5#F`QY-G=u11PqBJL>V zbz2E}O6Ka=uP?^=gNXqi7&A4-(Om@E=Bpt_3gJ&X28s*}hls(VLkOUbJPnuK$X1t$ zr}F?4E=q;Us#-*7F(ax@8(-K?_9EtM>#MRiw2w_Nd!}>dF!h z*+1w>R(k+Oap4>M4_#`mDMVJD%GzUPvXF;cyt-*yHQ8e|~T80i? z-)%4)X5(B{AphCQ&&if> zZZ{5g8G8WQ480xQTn{WZP-I0nFCOKZD(FWyJDRD^`>QNS1f)%*pY zo9W1mZKd>5FlO2h=Z0T^va}I5MGl3lVmx3P%$Yf?HG+F|%^1Jbv zM-+7=|B)>QBW2jJSL1&j9ygY0P8?@)hHmP=T=~8Bx#a?-EcC~c`>Io^jIUS3vE}vn zpdL9U0OPj_o9lEFj(BSO`)idfkdf1#FCnN{kkfv#yW2P>q4m1aQCBTRT}Bi5VtN-u zDhx}KWlELFeOAi~j=af?3*XkSG%M0++MUbcN7&}{KO z3t>1MQ+3MJscxxvqu(obhN~>WL=qcv#uN2L=MRybhwB|9;s2%E@_CM>p)V zXgXDrDmje)=w$t65LB>opl~m?q9L4vMu?iJhNt)3(At#sYO=u}>@cI+JU2WLE0d#w z!fcF%G2URgzfa(G1)$*O7dh*(+GM$X|8ZRWC}5Yg1Em5FSA!{!UrWBRU9^3%V1Lsn zEbC3*mN@BjqRyh%b}?qhJYtf^>>?uK4XmOLGBpt^j@x#B3~XP5Q`9V~5-tl_u0%3i zN#bzlB@QoMtott5_LWY!(H1_UZfn?>m_MOM;4Ag@^K804Ui-DVpVd3MpZP;7a3o<* z9hH^I5?O>A@q7Md)BJcp@F5g-gU5B;MAfS|s1ZO(u|`U%-vu zQ^=)G4y@8Bbs@OOhD&@>2Y7C=r^Y)*wd90yc8$=|H=qH49sha%gg=ZqAUxbpWQuw{ zPi<8~W;`C!sgF|wW|+v($R9Hu)PJj@xcj%5I9%PdcH#)7o6WzekuMF@QLI`Z$v5iq z?eCgqxl%l3$z#&%G$3ou5#;I!g4;H#GkZxz_^CarFIeh>GUi5Rj5y?Nx}YX?OFg8g&&a>U z(8RLfa-{fvs;AOc)fL+kF88fMt4Q9H-?gL3wu4ry?WhDTC_H`GME5B!xYiG+j2Nw_ zeH#gY0d*1}XOuBS<>?d@!$G;bem_PvoFX1=$Vb0gJPEf9%f)&xYCxA2(Lix`r`<5U z*gu0+9El;ij#^#Eq6>qr?^zc+IfDS&UY5u!$zLuY=wLbU@2@vwp zEwKT;whbZIv5^^yVN8u5G2yJ?L$VuBF9B?)&az->qFn;3Z^+dy5N{RDKU2 z(EC6vKBzX>9}~BH!hlHk4);3Wdjj0~mu`)%{_ zM8{$|sM}?fm1!~tt(ptBb(U987u;*s`@6jqinQPbITUb*v!mxx@zXRPxovW7?diXTbQArW#py4UGgvj7$OG-t0@N>luQRsS zt9CT%G^sOrUE^aC={hQZmk6)4DIzIBS}7?ylpAIh$H1gnnZUi>>v>+Yx*93;M|eRY z9{9j_9qtHFsV_y|O+?}gq zI5AFEm?U5Wo6#5n&wX^jf@U?C!)DL#Mby~RBb4E*s!gzRGRIx{krc?-(Q%7Gcb=%G zfw&ph4}Y%)tHi>G^O&;&^#VRo+pja5u8UN*0zO9pN3$)J-bIaLy|mXDSX64FpI?E2 z(9fR=bM2eD@|(|H;6ey!%F^a-biI8RWtO4~s`_Cyv^IF2&xc6xpyBIe=37fO+&e7m z#@f)@@N$MBkp~B2wC#Kse)*lc!+Cd}Z%PAjlb`ni{9)N);_g&p>v8`bt&(9!XrHLV zi(KMiwa%|dfEdNj#mv=5Et}OIjRYRNF>-0HaU^BtCy#zFP(sXOi+9k$;XC zmqpW;Ny6EzsFbH{uixVSRU26ulTNv<=3a~>{-{t?WLFvEY?@VT=NF;O{hrZcuBuG) z7R%BVB;pf|30Mhu6F~bB*lE51x$!bZ@j*{r4VClkd3o6nh7>@wyRP1tZfQ4*{rCr#e?5G|DydZ(TSAB5QiYg$981> zXM331)|JxCl5 ziQ*)4ZJb4@o48wu(G+qBZ--a4ZW$0YD8ag>t34Kf%E>_6Y0}GA2z~Yc|Lt<`#?z>u ze7(!J-;iT?1C_~o1kb76D(K>@KYp-Ww*X!0je}Us(E$=D^~ztiLQVe>Daoko(mz7L zJQbduucxZy@Rk5#%Q0^I7oK@A%eR%J*$fajwR}2M_M{~ez>Ji~KtP3&cQOvw#e3cM-z_PA*N@rhpLr~R3LGhyIuo$)|-=m?u`eQTgu zSd>)aRgTon={0GB<%;h4iH+ZN!h_-}DV z8ci-v4PjR)*eS^5dXr$Ht;Wawe^K0VU0FG~q*Rg#=PK4vhCd%JdP_n$>Mmwa^vjZ! z+lqP*xpHY%CJS#-L~dLv{KdK))Bew(E!LGU94J zq4Zbb(v;#>qLy>po?H`_>VZ6I409Fw%T-BBd7G1GHyGU>RhNc3=00Yz_c-$fa^1Ql zJ`hdtI?UD73;grZ3OQP&j5qU5-D#1RkrnYjq43LX?De5Tfd_R>V7#=mzJnbXMS87_ zi=91tu^@HWx1Ms$aQhp1T|zyRc_LgGmBPMz>phr1U$M-GT+Jd>RN>kMTo=}0xbk2p zMKPt<<~uVETeCnq(eh=YL!Qod_819AyQrT2Fx&rTjE4$4Z?V22cFrq=oHrPtzTanF z?3cbjzxTgim$W$h`mr|mO0jGkkDetl~onA2>Lniq7ede_L4yonCT3&k0QL=V)*=h%~0iBfFJo4-GgmVLL#3P-LfOM^aSnB zzg1Yu=rG+^F@JTy#V^5?+28HstSA%rpoh8M^qRe%Sx=c?E-nfD>h}Co=kPBFWM&!2 zBHYb39$k204irZAdRKTstMD%5aD%*i;v3^byh`*{&7mEbL!;q_D;kVv%$)WtEfDp@ zeC?`6iHGgpteOy(f-y>>WKcwHlRw?&2x@v5GLb>9E?41+^_A@O35dff>15$(0BCVM zev|Re_zy=XV`z}Udt)c9G2=c!jj>&``v_$D(#Ckq_Yw-S1+IobXOLzz7{_H{ zQ-+0s4j*NMK=cM(n}bJaS;E;!+Z0{ei1TI#ur;9l-aG5>;~=yUh1oqNb;g-AO87+i zD^_aBFAYSvb>e~7lnRq4F@&BXc&3$B$lSSiAEY-bYyeObMFdObSwO!FbGaf45F6jy zZAL(ELJQJnxcG)JOqbJh*KQZ~_J(Znby!a?nkywiB?nNv3z;7S0){NEKZ=d)<9Pf4 zrd*1pxgK3HimzT&B~Quk!o19+oz;rZ>!hilfS9PJpjj>ZrKuJ)n)OP(nGWb+CcZmP zXcumV)CqS$iv+x5-4pRg0D>QR2albLg#12$G7UXiLEX7o=P{cyze(oeboV$&;y|X2 zNvRnB%`V-#(V}eFpGz~ndloNnS*h}>X3)bEeEL9r*>X`hykM8PyL!h^-@Tv=8X3k8i$~yAz0XptXH0~-+%XybyxE0NwBEwQvU1ktSO9YY(JqPF&P>vhfBRW z2b!r8nx7PQWGc3zX6qAQcg zrZ9=A5w-m0`lI?OXOJi6Tb>sD#$-2gP05S5uBoL$Zz1FQZ5+uoV z+=K)}GVWM9z$`?{U^yN-mP9Y6_H=M3{I>~x!0}~ZW(qD&(N2X^i5i^L&ieS`{8@4` z{lL>~$+Q2}4gBQgcofe~p87Cw0zr*KB{UJ6A(~GDy3qR7?dw)X!o>}Nw&_cb<>O_)#~F!m zVhL`ojM0N2>P22#oN@lX?m?liD-nQcQQ=~B*g$eooX5zhdgS$zV2Fy+`VWg{p&D{{ zD}4J=B&MbVW1@G@PnQc@_*9{XLi_kiDm!&Ay|Ac3^;Jk=<>+VnGAkKWf{X+^en0|S zftXRG!t_#Ti8xlP(fLC^UL91+2^XLCx)|Iy3}{DZsgnA*yKE+o6B$5D>mVrj7*CoO z$A-jwiVA=Dl>4Ast;4kXWAc#uI436fP1vA)XuTMLtkv%U943>+@%j%=hDhv8%q_u_ z8FAURLTXl-qdw6(ZZh*gZx@20{La(HN-f8P5Ft^bxVF_7vH3}2IWj19Y(${F^c(KS z6P<9`Q6njXzGX{O@R<$N85!gTpcNA)+z%) zNn@wcZ*-*0&_U3!Z1>NOGBKW?_QmQi?+s1anVvKm*gpB*3nHxFw6>Tejnq~$=0z@Y zVXvCtpoyADNfy!0Az08(!|QEuuua2){pNVBs91R~@!o#_+r0$jBNrw|?ZL+D+)>RtKrb4nn9gR@EDG1>T_2Nc zp6XrAQ<}3#t`kSAa0Ef9+(XtE_bo4gL*11$P%DBkpH@N}+x@U{mWxX5k2TKbuamEK zLYf8VM%C1sZ874r`lFG*cdy_&Y$dL~%aAWBdHm(1j?fxY>pU;&H(6x49wu|YTI%c9NLWfRRDlbn5q3aYM*96lG|sUBVhtLubGvFA9=jT=h$+oA%Y)2nA3}m(>D1QJMoyQ3R|vyNcB`(t^FwS_2GF(#ID~ z@calo#sJs@d51#(g8AEr5v6_Hkr{x>8@W7t*2FVtX010610E-WFQQ?B(Dj zrZ@(u({bMV7)^%5eU$H*P`gqmuoh~fD_FFkPpuG_5+^T=Y!tL##1Cx`<3=q~ZOw9Y z+f-Vsf*}mF{1NwRD#Z?4ch~eKHtf_i;gJku1#g`hij=$6=wzw@^r7%+*DXarLOlEH zRNqF@)dy6NI^qOXWC1)=0~k!A8hNC_FY$(raWUE!+K{vu&xX=F%)uUqp03Ydbb6{q z&i57B4B3YI_t+f~(5Pjp>^3Gr> zf%o~W%j@evVyMGW*chVTIH-89e@fM4{n>;F0YMiNkTvVcbE%L)>1#0!?Zi;EHra6i zd(*pK&TQIX?-H`l;cdbju*)yp>5Uxw+X@uy09E`OU41)&$r`q`eo5tpCKU z_RXTeLDkCaqKo_#wY?V=_b>P%9(s`}`%_F6%N=T4Dvj|;MU&~S1Eq!U@YVj0U%ck< zK_vUc9Y(snsTMP7tjAymo3pE>f_h$B1Te3|z`s_KSkM}+G`lRIunJUY5U&jd@%%&_tkb1}ktKP%?wdJEN!|Jlg0Uy-P{Z2?jY zsa|F65mgC6C{Aky*fK>b@g19LZ85E;*`WjA@KGJ*!d;KbZW@aT2RX>-T_=oGY3K7{ zc0m_xNzm2(0NFA%8YtndHrT>{{2o{?HbPbatzIt8jLfo(e+-W>e@)dH&?bIi$T`)56aOdLsZ+zrg*RcX>YeY4(}8AV5CNf4o3C#8kU~Ul zWiRwt17S(DS71GJF(+Dn>VCtly3K$fJmHK*OeLW$RW) zLv;Wo?ey}55)tr(i75`_yNxFuh9sPk3RI@?tTs#la_Mg9?)@)Hs7*Djw;%rrE?xEr zYqtnwv{vS}*LCgI*>SQ_4}`PnXG}8}w`|r$|MiN~J_bA@731b|9TvVlMUnupD6}dT z5`eNJ=B|Wor=K0-scfcMPgo44{QPCB3G?Xo zW3wSN6en-sL$b25n_QbGM``*Qfpz?+z?Rx!9kPg(Kr=hIe-x8E&%N5m=GH=hf?_Ht~D88<`U~5@{d1a4eLeJsHlTZXhqQfxEHLIVC2s2sNh*pe1er~ zgBCqbVN*MPJv=q|kQ~9@Sc!Zgp^gOME*{Y>qEHPpl)$}ELwvEyM3i4L!R#rmyjDqc z(fG1r;lf7I>rh&|e4lwR={W35%!W$HjXzABC_VDFsfaBb|utWwZj2(|hvubp%lF18~sI>7~thruSRwKIKOL z;6~XZn?BI>#Tl-56M0{(&+Py#O}EbxDZ{oe7(8_0wbRMpAh=gQJK~|oZNUisGk{Pl zW!LDrigID^ESfPAuWLSG}|9!;f47Goi6 zQ4Ae7^w2GJhPBi8tJ;8#4N;+KR7Q5?23KLS(v3fyp0SlRw3huo6Qhtr@YUwph#jAf z825%Dz*|mLJfO7F;4BAvurosyV)H}Nb#uL&K$$!drWXjD4-pZMvjGg-I0b_RwqvX; zlA7gTvBq^MP3n z*SqMGHd}$vY%N%0Wfkz9PMQZS5<@E)l0K^Ryap!Z`IWSep{W~}OCU^%Z=%btO1Cyo z$%Uuxy^qi(1kS8^YGvwY7m}nwf=Ts=nhUk;i5e}ue zLDWSgKH}>e~I>_dnPQz&=tcWQR*derqms`0;4f1weDI015&Eb@A`O; z>~q!V$riquAm~2R|2ucf9U}I7usG*+NB9ury;V3Ww(Q=eZ}Zz@)DiN;)(NyhefKa$ z|Let*!2G8(f~B%hh#kY7C}7{i{k6eEqp2PFyQeAHmVgg#n8J6Fg+|dm7%)jjososl z>J8q)jDV(TL{@vHSZhe}bm*qtuDrm)J_r>GngNG}4O73{=0Yj%UEc0OSQM1Z#Hj_$ z>XN4~BZf1O+!%`c32g>0UAghi_y~0eSufLhYlVy*Aou~UfK&Lfd)&(e{m%wZ`)YAF zN=kgGQ&z$~%$XB~0|3XNMB=`PLQI?*Yqh9?q>5#JE5V<(rM5AMJ`_Q2*Z`!NJI=L~ z0>xMrB3QkzreCo#2cM(Uw^eB)Cl#5b)8hU~@w<3-OU@W=BNZG*wNt+@Cic3cVijm4 zNzu%JB@pZ0c{bu!rF!m;no=xaB{ai&}+(a2i`+T}NlA!8(AZ&;F(X|sm< zGL%+={Y`{xwR15*!Dq;wB6n*umrs`_O_8+c1%i#+#m`9}jDbnQp;HqA`{U~R#SHJu zj#6M|Wqub~n0SwlGYFABTr4FFB{5y$fPqVRN^kXAlJT-X?tMgX$nW*}cz#SB6It0m@39ObfduZ}>q9`f^!@#J+O@*N27e zi$nG>m5;o(ur~*54G#^9psmCE>_OvV-=nMe$7904_XBhCB;NPpDu@nif4rj#%zu~r zPtl(N#!g4fd=QH`SoKL>80+d~uwNH|eY9dZR$SQ~@IUKU22aQ=)pxU|?J7k&!EW9& zDbZ3%e8v#ZP^*-u+ri=xD6PaQ4fOeJqXOZWw%~HmNZBmZa}ERVt$TRt)i49vln!Tr zM35I{FtTTsu|`s>R>1+O6Q+Ikmq{6CRs^wE%V0WY>_Fq|qLp~7EiO|xhAO48!BTWx zbnJ5Yx%_uonZ91YlwB9ODeP_Z+-%%@>9>N3+XwtfHvkC^IFf8CQf$9xUM#9Yb(#)3 z^wf*@xh>)W5BN)x;i1YAipF0$5N=(3)MY?29O91L;lj*kQz0t zaIf+?2(OevQ`u?y`ByvKg2A=jx za+YmAXHH~Q6<~r&hz>5Z6)$**o|m)$k~vU|Sk+**Pn#}LbBo)%YBuomi;xeR8e9=% z%qHTEDmi9l;`HaVW11luk0b<(4n&3{+YsTdFLarcBb+s)7Y0Qs-_xuE8Ft(;YRAw` zF+{*ZLrL@1NRqd2JJ@yOWJbjxkR^*wi~TFC2JQof5KSerNLbXPT8Tf%9yxboIFpUn zVj;)a+m&j#LpkkV4uFjfaEIWvM$~R+34JFamUgIEHSFRQSY~=NWdMA@G9ca`rDOxq zA95wtW!vlDzXO;<4VMRv*JW&Uj}Zt%bSMkk)i5C-Fp;SFCL!*du+=o!KrvzzrU*H0 zoI#Psc)JHSR{D*qhtL;^nYvgCIGK^TB1j?0!-OEE`2^+!*64Z`${|OcQDAF^(23o83JAr_x3_{v;H;C z=nAO52#lA;;HrtzyI%r?#J%hGejY8GFqSt~L_}(3Q^O5NHEk1=2w1NkqGq76@FckDsx1_dm>*ZL7oWKtxJpJk< z3Q72JYZv@KzlqNO+lBs9@w@qyIsL|II**}M+x^c9Ht8ds8ik!~ix07-l^W~YQE_%l z2(^sc9dTdj(t^(t2eiWlF6A+XG=#wud>1FJwOH*P&75vTtUaEiGh_;Xw6=kgE7i(> zrV7Kxft}Bq#n&7=NVb1JR9y}<=}N%Qzm}mlMgY+BlO`MmHne*F$i@`lqQw0?VFmG zfvQJ2wyXXyA)@1p+`X^YPYwR37|07Z6tqO?f5*=3?a|E-XL8}OBJO*NKTD-l%<|p{ z1=AM!Xm#hTPL(FaWm&xxV?Q*jqLh^VmaabKl1Kj$Zp1_eA{hdLH1!V8q}^Ue@L>8+ zljp(Qjb&e$-qhR(K6ie0SES$HGR6f{NBrK!84EakpJs=}-~hvF0zMrH6{Ul$ z7Wg+OVsz8GSc)Lb98L66RT4Q&AvvQQQm0Ls42Pu;DAAhykvBHdq{y7xV0miE<*AyZ zDU})FKt89f5Dx8VvE`79TJsw@lyv{2k9%*N$cm6a7TnU*#HlR5FzhzA?e(QQ5#^M( zcfR%VIL{~1<-47~0xX@O(Y2BzlI0490IrC|Xrmbgut1}L@oV5^z&)&gV0Vg(%NzG2 zcY&^}&2V)Tu3APFgb)RgQpRjFI=eKO?2jj6yZ ze{F~o)MAO!6AQw?jMojHyt$`Ir<6gf#DTm!tSdP_TJ+x1#q#V*;Whs!UsL6h(jx2TzRDlURg!}2%C&a;Golr?`rj2{PyTQJyRY&9jSTLd9=D?#AfE@Ov>&@; zxEcNCtP}x?RHs=!;;7wf<3AFaQ?N<5YRC0>+W>|;=<|z_!ci?N`Nn& z;2RiOaT-`=;ox}YJSIB^dU%Eeh-4nL<$F(ECy`3uW(yKi2jP@rJre;JS~vzC>cokF zS3QAk&XBm=!kt6_MBvF#4QS=|Gqtbg7a^02Kie3Dz`r>Yjtl#-s<#dtLBu;3C?t3PnV&dK}-TXh~>sktJQsOQNBIwgwf**3s&rFU2IUAR` z!DIQ*3M-8TL1JvXB|L&qcjf4?PZu!0LArkbte+v2( z^-*&@<=C7BT@>5vFtWVks2Qb{`yea08n{11fS<3o!xMk+i+Tgpe}7(EHX>maTdiN8 zf($+u-~AJq-p_7epdbM~N@uBvQMV`6(i((-QMLvxylM#K#r_E&ML%5<@SK?TB~eT=riodm#5p~y^Yc1 z?-n+xiOM+D_p~Pe15$|i5`$TI1T+5S0{%4SK04yo6hMx+PshutV8vfib7^5`<3oRW zF$}0$8~WoMtF1p;N$2CHc3x&oc7qjm`t#q`ze^X-Y5J_!sY}AG4o-$M)Zm6YeMXr; zv9xU_fWym^r?Em}TBJm~A=_Nd@p>EHUngD!otr4y!4S83HxiVk{n(x@WmySNN{AnV zg3;(Lpo+-SWr9Y1^sYsb=o-Huf94LJsa5kvON{~Su(`x;jKIHq&LcnYwbkV; z^AHGpVR>Buti&IU{Y1iI!XrZ5&r!kmS%qutzE`lmKC91qNZ}>kDy!_6xVk}jO|$;bVaN7s%6~QKnb7jKH>2qu<oPiS zRRZ=Soey0Hc!VZoSw{Y<=wgT15^V|u-y}wYj7c$%bYgF6&EUMMYEJo=@uikjV#iJ9 zXaG{N-$@`#mM+@;i=7wqDav8z019kz?*3a8NfzBFJ6xT6-LCcA4p(g1V;6}dtYgwQ z=$++3!;x>)@o@gLu>>qMpd3>vuPft@NI=l{ zQ-Yk1TTabDM@gr4BfWYED1C|W^>eS`?nP~Jaz!meK zrTBzrgzzECpZoq!0Z4I}y=_*pya5x~JR1>y1uc1ZLDUM{{qs!$ctbHbw*z0~r4H72 zAJ@>t(6i97wMsI1%v0*}u!{Dolf|yj=eH;X2%a>8FD8sZ_J2Ntbbty&~Qi9_bNX-Zl*-cE(jg zyPES?QDV|cJ9ua1boU)voia~u+DRds$o~|V-aP+5^qx$C4tpkxLpl;Y#@)0&I`MEP zNT_~CiC9~Wel+lMWx9{QV&v2vLuQBA%-r%<>uOn}T@_zP%`6M8~Usvc8E&e{{e&Ih!_`+rjJZ_W8uOJyucW z_C?TNKDEmI>fGe@^$94upn|5bmua2Q64d_rJ#4X!C!Td9@pT+)S5{V4J^E}v+Bydz z{((m$m5NL>X8;4ADkexJXl7#;Bw)^k^O#P+d_dkb2&1x=-EH7boc}@|S^OnxDO{}1 z9OBFT=gvy(KfP}1b}c=gvJ9M8uk9Xpzq&J?x2jH|=MnqR1I(AaI)3WtZ6$3#=G@U# zAGcJ}!UndBqd-yp>EFvp0@yke4K^P%g1jBIH4_-H%Q)4+hh#{%PzfbhLJWHJ#bO>= z3O>p$G^J=V+DM48d&QgX`Uf;24W9V6nqh8BaXIvofyH31*FMV4oojDW@iz<&Q_sJT zj7WZ9V@4MLC|Jw%?-IFpZwhNgh-Ejppe!eSP!-`pAVWsM$i#DBR-&f>Ipwpt3DYss zFxXMi@{vrC?&9cAqi#UVVjiua8_c39nDMrw$?xWQezjHA)}Z{C94kL^9#5PyQveKV#VHo6z=EJ`~0$|C&f)la-j+>S?5?K3@GtUIgPvMV_`iP9fY(h z=0graztGv_O{h&7>nzCXEIE)el9PF6WVZ#WT^1av+<+yaWEGMOh>A3r6b=GR6f~c~ z2*5&ey7*|EXtW*d@-ge3*Wt=)3dRf&4mylVL8AuvJl0du@+TIuw-G9AY{Tz+9ff>-Y?lK&Q@2iSi--UKu=awz zk4@kAvUoZ6N(k{aw52UxrjxZpD(f8_79B6!G%7j(!+6#4%rG#t!TxT5>ESVFYzujo za`gT(O#K>I_4a?s`Pxk3TL7z_ywN~~5XZ+~)7-Nl?`Af8 zQb`sw%e6(4=15rDKl4p7il#1TeJ#j--brx1ykE0EkIA>Pq?W3B_pK~YjIMiTT98H( zHN#SP<=jO@6OYR((EZSCC_oFi1UIJqm5%+5&dcnijBUGRmXO#>*LMBm0TFRELFE^p z;jPl%mLeQ_B==7uA_HPY{d}E~zapO6qx9o@*?@MMzkPp7Gc>l)h61C^h$1N%(w#{; zR*b$76G7e9sUWJ|rndFlSpyg@d-tVI=uc7zdNh88Nh0TudQY0oHp^uBA-jd>AMlc1LXRukrn!wgHw;NGAr7 zQmo7UMWEO31jn^bH+rsCGjKu#OSswtFoDQ`L1x0wJsRLo*Y{%m^*W_hQEICkJl3X+XaI>#pZ2bh)zQrGHlYazEqKXEmm~fe_N-2Bst#u@$`|f2aQ-Ny4j&hoMWn zpAv;cYc#47HZ?lv^lf>FLr^7Z`sNp|i4s_mg}Vw>R_5zx)gyk2J#O&iHPGCejiVWq zFE`LiYEhQEoMQWu*y7X0vm`FQ381JG5fN?S~@< zms}2PSSvqc05QEKGKfKk?TV6^lwOPT3!w3l9~<7p7QwN^jEK~#_2xOmt}rYvE01e8 z-pNDX_$-dIwfl`TI6q1I2?}gUnDNXYg)ghqGCAXO(+SPo@1UY}nZ_Q6S)3^{QI>eI zgF-CK5x>Ve%a63>ZbsYjx8Z)Am@8tg$g{_=!Yi7RHK!fw2Li6hI$PbSG&lZ`kVP-U z&3Pbgb~E@2y%ZK%ETj*u#r1$JYnc_iufvN~Z=)C0OCfuxcgv~W)sAU{2o55<&jtI~ z?$=1%)-xEd8sli~aul2557mDS>LNNd>mw+tPjL*ZPpBbr3& zTl!3VX+?#af)Nz4Su`+Y)Ii)Vr~$3kAEL8#2=UeYjXrMjW^kUZJ(5_{yFL+^QCE@H3>TGzm{GSRjgbmJu2+l#bu8+(P8PY zo{ng6yYa|Eo#8>`34xjw%~PVO8^ek7E7(ZWyy;1Y>Bv{fBuR6wzb{xNl3ubuQ}-{w zGz!&&8ouF4DY^+>OM{8-yJ|_tO@;;3E`J}U(P~4rT>bCR#3&#Z5GVkLX3~R|RK(+G zgHY9y;np=L8l__UPV$gj(?#beE-hS-t3~w-qF~|kq9>CgZ4n-x__jAwbZ#sJC5BUk zO=Jx^H-Si4ASi(X>Mq;D%XunrHgVyFR)ee6pM@oRXqWnylFuFKR}S)gImXpEnxsHW<$0y$S06Ussd;8%f*> zHWz-=lEW4a*$j$sOCT7K2-!Ol*5vi7fzNDZHYecy=5pfX3OFP6CcpVwb-yrI_+c0~ z>Nq)=nUgRm&S@eApfu6?ZD^J6wraSQ}c2FznGmfsBB0 zS_$erdd8tqR|#RwEG?w78yn{WQ`JQVQAv+;Suet-Ox)Z}E^m>g;7JK3EzrvtnB(!> za!@)S6qH4Gpe7`reH9<@SAZoD43`Q))e?O+V6>74#j}du;;&GdirfDf=Bz=9QcX~Z zB#bXylIDh^CYTdNQN*x8XIM~j(FL?+>jut^Iz|V4QT?2Ov|^)rYt00GohF#RuCMe! zl|?Pk?#$YHzD>j()W`1#Jy)X}2yD>ssCZM+epzzk#tg=ggMW@nUOSWX%29&bM8?8m zh@I_rxE)^?cpsM!?#s*UZfJZUjQ?HR796q zt+K1RV}e%p)_y2CzLY!!(XEGbm>P zI-$o+(g%+3U@FTpEn1a@`DA%fB_@XxOqok1KJj1rfiey7dqMfnX2;BmAZ2Q8=PJOy z#&=({<%MUP6zXS1IMI~0j5tJ8h}5pEsHQ$(@}`DQm660qK}5>|L^JzbRAISXzw-Cc z`+AN-={QNyu+OtFn8+ub%vsOSI3@2Sc3bX|uS0imKj+VNvYj*`)kD5Mx$xxXg)^{< zyJMEtNRMp|Lp;QR)EkO(Zg&K`oNgTL$Lk7NF7H#cTrC!u4^7-J zE38$};%;B&D9`&7xHx-sD}+D#1|g<$brAHgn0;d6e#CFVItfw9u}dd;%M z?F1KPCN~h95>@ZB3;_sXN{ZPhwUD5dqh|b-Aq4`EA#_*KhSBsNQR3Pi(nGO$({7hz z3RB{!5gArMkuTbO#95j`dC&MLyEH8}{sP;scYW#kX&PCcD`EmmSqz87M1gEGsH{AkhRQGU=bJ zN^sH^vn&P~(5wb&;U&N^^C51v5UX&&71ppS3l)=%WpT9D?FG|LW9(n}yxMTwkJ|k_ z(6QzUaDj+dd0n9`pG|jC2o*+pRWMyIvonXR8zFJ(o%}?D*!fmS^-i+_FC@~ zcwS5A_msd%U7nD)1Y&`&VgK1>YJM>x4B{bc?^nX>m+%~~(qhVMOo{nuCgltCA4^us zY~l)Hbi@XD*{h%xZ5I~fjQlCa87&!(0PTnfQnEZq!F#*X`)s(2xM# z&e)x|CaWFvzuW7GldJtSyWNb#yTZN}MWvT=dp~y!vSqFFrb|PjUnAa$C+utA6ePi0 zD-4*T9b;83+qs#7HTi#?jBCP`u)_GE-1$TxA126rt=5)9%kH+wZ;Fo^=17J()IvkB4}?RvDhfNy!e0S%7mwXr%Uy~Sei zo2RliO>xtyG2?SY3C>&0FUCRR+!WuR_4ZgC^w}XFFv!M0(bMk))`lwuoz4*Sv@QS2 z^6B<1LmRd#2C~D(0i6zF_lO9lS+85dFZcZLDG}TdEbPP z5|}|V?-etrXuwZJV=|9)40fxV^vUQw()K1#EKF2$M0J*inh>5}`Tq!Y8LANirAXxu zjjdW|Ic@;aTO01)*TBKrJc%lHpyjL(8~MTRjOn<*@kvIhqN98% zds?-o)*^jPGn|hBT#OW-yKtxtPDVw3+yk+|oP37=U*oCJqEz-iGpi%kuR9|nb&-%} z8#aZP$erI}t5nRl0Eid|shBU6qD6AMKhEQ(xx=1ov6Eu~MkF1b##WDD;6nhECFxB& z=$}BV@?xn~46Jg;s8jBmaE#pLcHe!I&>#Cew-8>>JXo(U=J;dyVPbdcwth!_<<)XR zi3g+T35|MtG}^u)Iwa4JV7^t04XtISf^^^`;rN;xRE9M-(Bc)ew(Uk_=WEZQ)+Z_K z@U$fUy7z~IK7$*#YlVI!7WBDjL#Gz@u|(Am1=5}$Yl2Ori$vE9vJLksV^St4ZrOzd z(ZV;yP?zGptG7GxnPqlFaPOJ8>X!E+-TjdOY4x$d>i1mDl1<_Nnw`(hSH6#3+i%4% z1I((m0Mgl$Yd`Qu`YR2*5f&jXM7$}`tWni%4dxUm34vD<4PbND=xWJ;D<>zELM&w^rD9^)i2kH3TDv!dj5mxlzncj zUkaBDM0ImpXNA`pzpFt>@$#kDpr$ zy8g^gTY|KatT(OxF5%y%A}F6e;r)G7>7O z(-p@Jeg$fN97yLQr*=+0yedRB3@Bt7Ou*-b`0{raP(G(KH+<%v3a+GGXt?9&73lzv z`_`lk&YqM$aV)Boyp%kNjO2&X!$qIPkC~M=ZPP1k(6#4q=k*OTjwx~qFLTTO=Q)K) z1izif`jC6__TC$5YWwxy6SalY-VtnO-9@5|I#a;MGH^YNE`zm%2B%?#e8=_^7cT~q z8^8>J(l&Co``0yMH%R1n5||rw82Um<1v-zS^$rZpDri{;S+ocf$a8Zrq_Rq%A%0+A z4g1LXHnZEj@kU6s!ojN%gI8b3G#6oxo6r?c4@DAzNY06uD#b~(stkPGNRr-o7nVITf{{lJVu>-RG|7q^XAP$mlTJ!k!Q9@597z zY0TDwA&l89*oO?AAMv_QSnKd1F6l~>*`&(-UgY7+VUtH&jcarQsXV|ZY5lze<@;76 zo}$0ev7OjiMP_8>*3Oz~ zQ<|sShSB8JspP8jlaN6i0@wd-c2=h^D6iWO-Yrb#WPCGyNfV)m9@Op&wq4h!SOF%t z7%s+S{a%wYA=c-xOArz4I8j}(*68dVocR8gZbtJDA3<4Ru`B%KMys46ZUuo?Q`m`S z5pBab6(hcR@LCi?;#hVlM*)!76Ni--nA}EBkNcjgHWSlkz~^!Ax|H=~@WrhUeC>eW zMMSbt{JV%AxtO>6nHVlmb&9NM9*sYD+DxYKemeO*PWA8zgW>;wT7caoFwsLxQsv1< z)`ECZvw(Zi2RPx8o5HtA^me?539QAlULgSqDZ59xO64ClBs` z*HIhq^tI81Q?h_~ISKySp;+clfm&EuvL;7)vp~XJ$`btr&OBvv+Nzp^{n^Spa`NzX zCI@PGtD?0?>OfSu1}sI z_JBYDh-VJF4=4jG^M4GLeR{Mb820nKCBGcRIK!w_j^cM0F*?FGO65ck^D=4jH z-HT^|)>XM#O61n)GsmjkBJ2-P!FDKr6u~e!;&MJEMat<6KWr*9csw0(_gv?rP9Eey zP@}_FJn6)9g1R1JKA}Z_Zg%uDDH#axBxkart0^ACWFoylKa%U`)xPPJS**vi69RK` z4sXjLtdcAt5NH46$&=HA5kLL+u+>KqQ2XV&@4=Pmtll$eFq>&jPwp+X_`Xhtnjp8x zcf26>Q#M-s(q(qKVY}X+u*@lUO1f42lGG+QoyUQiHdHG}4*TKpq0i$7GRM+rtG}^a z=(rrvJ0IELkl^CgEE{66?hTh%$a%~}6e~a^S0Y^^q${&r7Dk4OtzS!)oAJN9beaX&Z=5}aN% zEQ8rXS<4QbMx+*V8c*9=PPv&4c7%LJ`GtGYzrdn=CA|b~JH2uVbJvxA>SyD!EChYOZGN~VX<^H*Bj)>WsxVQ*4)Bj|;L=ban$4oX1xfZeCDXuj)qBiJIqp94Et+>V2zc;4= zWNW>asIE17!Ehl2^s+D@uzg+xO3g@y4tIuTn~-8x`r)qE;8(mzXK*@}2E=AVZL;9eW`ZIJ zCR@Ds8Z(6`KgsNJF<9anVuFQuWOwG9?&Een4__}8sH2?G#&9EZZ(HG}mUi9s3YP{Emv4a^kwbp|i+|xQ z&(wM6e&+EQ>4UY0kUAScQ4sdM@7)2|Evz1|J%(G@S?N1yY{c)a%MG{TXA9i+&tB9; zD%VgBep)`X;q!Qm`fb-`0}jrgGBi8_At zEIYi0XO~`BwOC7IO>_*|OwkX!fxlFU6VxUsuEmzVeQj?aPK}#>bb0C|#`1lya>&4O zqnXzXE~1Sn08<}{c@a%#w-`)s%UFIhJq?bXhG~^@<;&A=&Q#U8TZu?b@c9j39T8eU zXM=r}+Y<>8S`$DO3`p}obEnZ74o^M7PkF-RLB;Xv3Ibk!h$Ggh!KHVNbAnl_r zWWtZ#Fa_P=T_(bRKQk%ZO-H;>L^cPFC!nC_3m2ae2QZY>j6{Zc-~ZKV;~cGnkkw+J;@GpSefK5)VLC%wg^L|B8zSRF#0Q8Ot*_O{8`1T zpZ}rrmIJN+p7U1a(hDX{r>Oqj{bWS6CVxIKCWcN?mv-Nl>bUL-vybZC5`Txu?=KT)-L3 zt{6dFy(R5k6v33(IyK_>BwTs&KO{6#mIb@SAjTpqJRV2uJ+t8-agL`L^np?klimy^ zPSX?R2(^2&cz6Hfa%SiP1A|JQ8L2wT6la%;iwX3hueCo zaGqE{_-XOWsu%kq6}0|n+Z@QQ*M5ZkjUg+r6?kLZCpi*tVm6f(rL!_?nOGe4TD9GT zl&Lj$_XH^80#4jOw?2#T`dEwNz5aV2bL9n30N4n(`l0B=pG?b6>5fV?`zSei@|#}& z-x87Yf%TFOau9%-c<~^KswjA!YEjI1&jNykyEstR1qUnQO9^c zifs~7%V7M9yqCqYtYG_KIhaY&A%zFK?5jz$L+=v@w>2pb;Za&5AW>X2aBDi5@xL(a z7z`sDRa#hKHU{#_7n6O5XCKLnFH0v>5S?+^g=GK_MoG5%W*lpaH{GqpP^5?n)oLMP zwNU!oYOZ={HCGd$X89vNnlu1>Gu(bZxzKwBmbb$lytmVsM0F-BVW)+Euy2B)Won>! zzc*Sxi_1xYXVxY*IBd)mjTM=UX2t~267{FGRS&|X+3NdkLuI#nvvL3pi^=QGwZq3c z*Xe=nTBRRI%uo@6ppe_A6gMOXQ>B2Fzi*m@dgl-C!`4J8A$`%LHZ}Bb@3W<&Jc$`i z`BPr3nEVCx*#=r=)sWGT9x?Bm^`^_mNpjzXqe@0r7o-u?_aN85@5XgMp2h^D7g?vh zOq+x)?j$yiP%-bc?Kl<7aTdolIwZ6&b5seAS$S#PNt8S1Ust|0>T8#C6S2u7 zzxb84NjA#|MKC*mwJgzad7G9lA+swYGaG@F$o8FR;7!nAXSI**+zVca&76WHu!uAl zT{XbfA`Kx7W{NFho|wh{%WgqC!M0p{Nl1Nyuxlp z{v)9%DKfE_uopo+Se*a{G!~`xuR_1rxcSImwTi@`YMU&xlGH47|L?DV8;e!fRtj~4 zA22&V%$DR;%4Wlr-|d#g>p{<=yYHKFcefMz3S)Lic8LUy-S^1RhV2kMn!%B6iH@V; zPUD+dKJC=mq12MQ4+!qzK6mKf)?LJzU;Y&Y(jVRaNbbe!b#~bXmyuU$Pb%~&{~ss+ zY_V{yi=oSYur&CL>pBE)3$vpCF`XmsfJPI-2~lUl(pKk|nV3!4`cqQ$U)!9=m#ZQ2 zOnpjqXpTljXLYm!cQ|j3nfCX}XrNgdvCYNK9T+PUvjGXA{FsG+f~H@Lr>@dO{b@d- ziM8w3_*qn>M(k{0%(DumVe#mXc(>50eBj&JT8fA;aVibywh@02D-tcbhKs1E<<{6} z+S1MnT2F{y%J@dE*0@92nq4nAM@7y1jg*uoc8KF1Cjq1F?60p>>KadGX)F!mYUERB z+2_SmT9ezeB(PfStJxuKPTI)8{^)lCI1AnM{;?nMjbc2)@zGDk9+jmRRAvq4t^ogq zd7ioU-t@K>3ckn`&lwZS-e0p9B0qIASbDhTwny+lz!&*AryJ$--n4Ia1FQz4Wf5Q} z$a3{Kh&yWmQ}j452g?d2c;#@6rw0tUm7TN{7~Xt+@F%8d&!u$bNT@~6di@PEK*1BU z<^}w}#~jJ`9Vu&qvN~p$r$=PMkxLiZdarv!=YtFC5<1d+3~&-=^&qzJ1ur1fW{je0 zfF?ft+a!5{B-scoiC=+LNv$#>S<2pD>t8(5wiJ7|Qkwvr*^zuM*Y%%~nUSv{_}1Wz z>M+oQnWbLFdv6r7{GJ@-D|hgUlv*tg9~EXg0A$aaNAjygf@gH^8OujD2j;mNaT}llYDdS z@lA)sDXP9N6f*hw0!r+piG^V~$LLFZjKaNz$qlsw96$K!JyaL(U&EPhmVRl7an*#| zH7fsXoDYWt*U2NddIzt)v)=HQZq|OdE z8dfeTaf3yP+VnRz_0%Rm9xDC^G+}?77^eHA+f5!6KShT0m7oYh4}@fm)!Yv_^Gu=c zoAnsgZ)3;PU?hxl>!KZhW#CC!(qUv4c007jaEy@;m0iY@m|PAPM=rtOR*^Il2>X(c z!=R3$s6SfFklhEmiu1nzhteu{E;e9TnEf(TRNm?0!byxSST{1C$1=mo8l`$O)|Htk zgFZkdCawfnGc0X?eUr!~|0)Vt*0K`mI*82=1*x6z3V?)?f6kK!+?#PdI|JiKsFemG# z!zBv!1S6N2ywEaMQV0S;P~9B!>I#vEHrE08A+0aQSh)0b&Ua zZZn=-?JkTwO#$Ryg~VZ&Kc3YdM0Y=v2~Z0i#HOfF6-|#v(xjulO^ywBoA3Lkbk{a& zCV&4^eqdyMpp*fvCZSZfZmKkC+$!NqV_DV%6x2yW=yKF!-vwzZJHd;wa_e$A31MCs zAiz8s$E=$DJsv2 zvjK-E#pDny1&H|2PJ*BK3_xRFUKv^C2D6|`Po6yT%H=FC%4}9ZW>)HDY8p@53N8em z^+Xz&&=|*)KwiM3@gQw{meCoTZPJWkfB=E#0UvqhlwwWSN=p-lE-79Gq-gsVM{!@YK}uCCr(fSxF~zk-QE-&X zzBqV+#zOWzzedd9k^G}qyk6SlUh6hy_@>hdR0eT-SFt`g+Q2NJEH2-hF%5P%JiV=F zjNYduc$7kxCfB%%OHECG=&`$ep)d>cYw7s)GTw{Kujw3cpG)Njqc&HJfRX?h8c1-7 zIOb!apxYIr0@%s!Ma4h3c>vKBCK-9kQ^x9e#5^*|a77kdkfGI9NzlO4v0>h*vC`T* zjP61`>D*$%8|SAjN*iLDw5qI;=jI#Hi&KuRc?FpGji;v@F|^6BiahJ&Q>+Hlt?6(@ zH3Dq2+Uk96L^kEws_@SsAOSakP9fm!SAUXf$`5g8k=m z4?RoTbOFkvv68Dx8j|Vs%IlF&rI@>joOBBEc2$<9W2wWwm=vB1sB;Cx ziGo|5%vQhDNF=C6<^ugCj%zRhO{EN%_wSN^rgUWL{z5qrr*97c=sW178WP$eW+(qW z@Tpp5NRI&Mr#+zGiB|vr_`2rcy1sB5JB@9lX>8kW(6F(S#MvKFAHyGA59_ZKy6g3@KiAt(`Lq8e zf&|tiwi#n9sz9nPgcMY}OY`K;Bw&}LS86etZjEZGZ2^dvC>Q>=$j|og?%boy@!FPB zoA)8Lu7D$Y>jJ&s$T;4ElTk&v-<9VK=yx#zgL6dFBag^%uxmLkkoC z3QLPqj^268wMXq}Wq18=g`v&_pL|Y!S5nwL*Aprlx#w;uH<_@|nvBu7eNMw&3780B0>n1Lk}ZV> zmEWDxbkK%rhyHAp}S<$c5?$!wdcrh5=Q&F_rqqxO5~XR>$t-tHn}Y^E6_0-pNGfxjV6g zl&CGnwS`+hJ6^>+EgvvFKgtasx3Y{ zW1!8L(t_g2=n&06P8u=4DkD46-x?TS%2|P=PRXTjG}?gh$ltwb_Dz~c?wHQNtS;D3 z$)rWs`4gIyJdwFvMbAXp5{JC>;+wUx>$Vv;ntIS}R~wc`P~x*UT$?0w`fLY^6ajTS z^*+6u__wrtp&%@FRNN>ViiDhU zT7R_Pr4LeN`vL9;7NyRNGMTvZqFtEFf)p}^Fr%guX|;0cAhI_yA3CW=iS3`D8LF*^ z&UfC9b^v0>ODb6+#i)H>BUPKs@O$^G1@Ya%`n9<}WM=hCY(-eXl;qg(ThE7J3?kQ6_!`%96pjasX)x0;L>7_uB6;M+dw9kC%P*Oo@@?dzSH!#K*MpG$_|nZ z3nPypCRDsW1M$qaXNM9r2#_055c+$r{#cYa*5*W3NwKq8{@TRkQhLOH&r|X-o}0*P zK@;Kl$V`eqsqpA|tY1fmO38*TLhtD(X}NLqY_*c^Y0~gD>0Mr?e=yJl#6;nI;N$)w zv-g+R`G4?M-L(hr$jeni+-{%8lYqyWH;K!UiYQm}LGd3Jp6T9#Tkd5$aWsyrQg{)P z&PG#Ort1Th0`0h+@3$6!s14lxeP%xm4S{Y2*W-J3E>I}=4B?oZ%QOR*Xx3U^iG44a z4T{aLhS;c_H5k-+YZeaQx9aB%*@O-V-1;_PABwE@8HUH!Pf*-rkW*B`m2LZS!vpAJ0jni&E!}Prhn6nEooC(T4_upg~N%Ioh~&fy;uV2 zL&k+LkDdrZXv{rCg*tbUr|$-oTUkB=)?_k@@YGIA@Q1y757R&#p-s;H~b z>{nqS8nL-MnKHR#b~Ugtujzty zXlJ9vlkokC!yEGBI*B2NCF`~_KhXd{D?JK4yrO@+S0ZgM23ZzAq!2kLmNa)Le%F~C z%435Di9KqiCHpo`pa>^GmWp(V6~%dU4?8@j78={{sv(ENIiLkL{i!gDpV7T3BXp&ra^pfI4%s9%4q(q{qhuM{82(qSdv--G_VbdaXZF=I<_r^#?Rq} znchUQq`og8r6Ht=axLac%yt{HO})`>0H_s8;wv_OIT#2~(O$*H9*7Ln0Xdf5uRGKx zR~&XVyWv)~!69WRpoOCYVD^W_3-nUFwUr5UJ)l3vwQ7F{%~pqGbCNz?i0yp2z)4=0 zr?M%i5Hr7zK@A=V~ z2nm{K!e9&6gR7nQ&R(j&R&I?GHza|%lP5-HI7lOQ;Chfgksh@1lvMr*-J03+^K}~n zaN-Ey`R;)}b;p}AKF{!;7YChv91Z1z3z<4073t#>UdUaFssI{i-~AsjE~7%Cul5g! zc%+&=T_zLGObZVH?>AZDzPhXyc~#*@i%%g zQS+7k^Pe*7}=72Be8#zZx$Ic@@qecf+y%$`S4Y08*M ztjfwMuUm3p;o&>E`*{gcE37~e;j59*!kDc$2osz`{e!Wbs^N9-{e^_7T!O-|-a&Fc zZ+K^Wn=C6&;^DfXpESN8uDC9F!5m^zMyAnZ;p+gUjQ&dc(2&W*E03J2P{6-^an$$A zw|(myLz0B;COVOrrNOF`Udq)nYWa9s$~VfTgR2S3#F|4_wl)dTp|=@hW@gN|s2oNa z{APHx4f*_igC=b$?GO_q<+$V0B z0I0J>uj;RbS%d?E#R#cIGSG%`l($qH}I_eO=?#s&1%?NOQ${6-v zyifhyo&%S#y*mf-edIy{6TjW%-Wf_F*=bxXLIFiCsQIotp#lB(_9Z56Jg=y9=^N<^ zdGqwIpV5CC0r6-efy^Qp<7=U*bft!pV@wpq@b_*MpiC)aA}{^{Vwvw;>_e=CEHCMs zZO^s``g@&w3TS6XspU+tSuNSd-$Mx*J4j#P!>3i)DoJfxKKLCCmS!$-iY3me6*6 ze^JiB`_NSaqKe_v&43c~p%AZweuK$6R*$k(5Ngzs zJl}a%jLzm4n%DjF!b<>aTy5%;QDk=+&Cyxy^sVE4Omi%QnW+IO3;8inV|OTcJqm*7 z`Uh90Mm6$e*^f{Mz>N58xSd|`5xwyLMfVWkjA$oH?=JyxE`RcGs`aPnKzwoeZ(Q5I zQ8_8`^x0;yTFZKlg`v#F7?(LE$(D&3baHuD)aV^*o^o8EprVNmJ0(Wt^n7;OBm$@+ z6$d_S?%QHdHZ`T3UII7I6=CaRiN9sAVT3%>3nN*!xdZCL-(~he^pu9P?E%L!qe=Bl zazzKP8+VHRBLrJyCbl-g!cLgRGwW%4n95gxkxfo)%0yIop~l*17y2}Pc+FK2xBt=% z@h|#AusBn7t}l&Fzu8ln%bRb_eXxe8vMPpIN$`Yc1sgMsmP2hi3p;ysED2^s z;r`ghXfPW;^l<2sCUU%O-l&k1sS-;fL($7xKz%e5{{&>Ac}FJJ@UOKf;?b;oFxY6t z{D;n8KkCnXldyfCZ(nQ?@P2{te!YkFG#`})n0h zpB8Jw)tPUd*X|4S^8`>{*Y+Kp+4|nX4TNLDr@HMBEt_9Qhdx30m`t82tgfj)jRk1{ zHkWB(9dD!Ic4s?rq%Q|)5?}CRL>p~EqlxEPF?|Az%oSgf?Ox^t@0Y|%TLpwVD=#XW`7hF-;E0Ut|s z*dlbrN+X!i0UkLfD2l*#&9!9ppA)uw&DU5@0k1t4%gdz6vhIyG7r06S-tYwVUxVjq zolkp!8p>xiy4T)wXQ}=NKTl@ney6F3a$rn|3YZ{Z^*S4Y$Le{E8=v0^*280RYwYfQ z(cL9P2FQy5&4^!FT@!3FRo4ArV`-XHZM-E#!Ajyb@e{dThN=NKW_gQVrAj*a73NGN z8Z0r=K=oNSx$e1r^}l9~0=feFCxysJ)1zNp^1?e;e|U@rAlBK>!oL7@ipS{!4A>fd zfWl>e^@XK(k2ZL8PLwuStex6E8CJ`^x1x#AGfPk@1u?S1G7P%aN|@e8OFa29sBoO; zhTTNrXyC3j0Ax|*`Fc$VI9yx}Utqz2lqV*3*7`UVYGwAjIeSRYhQ4Y8JT+95B%k5KE{WP=M126#0%(6iyhS29^CAAiW-@;<|YiScmw? z`}@+Ac26KSqSnZPiwAcaflZSO%-6XXIOxg424_p$m7O{?$PF51xY`$h@ZFg%yNqMzXDu^wr?%R#b;S3w6~C9e)3Na@!v5zuM23?YWH{9(;wByX+3oCiXS>x z?)p042Q#36Ij~4g7cyr=3EoNJ{wguj#6!3JY>;U*T+%f04%`!=t^kaR$(xtyKh}`w zG1D5|T*my{0K22?pMRh_GgSZ}5FjxT2_bI+y8qb4+|+P=)v>jT$fWGKs?Z`y7Q)Tr zrw+)=BiKrP!HT#`(N!?wZ#9=Y`{rj8>HVb1sG1}Rt6<`~_UF4cyx26k+cmJy_j<5v z{k#BZpLFJ&E-ob7GFxE(alBQlxh8R11!W>-hCVN;-(z z))UnOg$y)E!atNXubYf~3$eJwH-CZbsH|7M{YDyhw~hl5OfPcHzotQ}>f65l(NkPe z6p_i?o#GAet}IJ<-pGg}y~VZ}I*lyZ#AM~q@Ph@0{*LuetbkXW%f065i-;G1q`4r? z)a6I|>0<((sjEq4OAe!0+#IJ~EJ>Fp_7yK~LTrZ0aQ%R4yWjc*C^dt9xz_<|>3jqg z)Nt~;%|Qw3Hu}pv833Gv#JNHfea;O!krbxf6KDw1vwCC8;A(?Lygmo^dH-sIkct$v z2PQ^PLjBc(mGSHQ>mn>QV4!%%9cw_GU@CLr|yl1vBzl4D%pRt#4JjUNF{|RzLGTb(C z)~hh=S5Jl!q0ee%C4Vs<_sxUn>Oo$a)c5bIKX5nw#N|Q4mDRVd=cBfrr-A0Ts-Lwc zh+I4#CX9tJt=lXNlE84p%K{rBfj(7I_>QzOc3FSnL4qh6xEQD`iw5PCBwYgA{+eZq z@gyMIzx@&ty$OKqtBp7K93U?;oBaXfyk)7iVE9r3IpsnJr>ziRN>ed2kO+lZwR1tc zdx@t|38eJ%JLL&j)r}AM0D7IO!RliZ=6$<-=dpVW3E)E-oN70NIP^NY3etdObwT?P zu9NLZ1)QWNyAsxFN)ff_HooaEh=(PqJq8LYP2+)Mw_x%)&qks)lJIF)Yzxuo{?n~1PtkWP*6bY{)~SX*3gI}{J2(zH99kh3^4*dKIy<-k zhj*QwZ017K>|GlG%wyTdnd$*2vA8)KwgHxBPmcE&6DbYqzpGfO@Z0wlp+m$WqDA1T zFp)j&s`n7NCZBqbV1~tlIIfh3WQn=j3KSDtLf$Cwzx;0y;(z9Hi$-vkh~c zIU>9S%m9&+u%2HKJ!M!X7;Q=zhP->HDfFfrtVU|uS=W{f?OCNhiRH*T?%h-b|K3c0w zW4UIibt&dH(4(%Z1TegxREikoaPanns?G;|wegJTwbI|B$F{i9 z7EN{B@c1%hx9A$=$8eyM$I>H#&<{{j*FNkFiEcxjq;gfH-Rbxj@LL(PxU7W`E;)=w zhd>b>l0TnXoj?U2tEHs+ePeo&RZh%wLU^hHwYX1h$mpxmu%svHk{f4cOy&eBFuMRu zA$)_7PTznj24E5;cTeBuK#u1U{}|6nFwb;0CrzI{G?aEH(hGlK#UmC|GO)fKFgUqx z67sIz9;8UiPVntP`mt8wIjIqxnNqaGR+50FCN9J>zMHGrCZV#DtY$eXuoZ4gb&4}7 zcerE+g(fwpqFViy9lDU za5Ou&!s&L$Uf|@ySbM7)0my7BhF9%T1r^X%hvr8T^Ga;5&&d7*CGX>Y72{pciOX|V z+D=yX%*w3N{;y@pkHbp{7eHy2?;TIt@4##r@4?8NN}PZO*BmNaP%p2|?O`FRSh+#a z1B_R03UM2ABMTum6Tl)7eEvmbg8nF@eroS2gAm(hPr07iK!f%0!@ ztcMx%@LW9Ua1QTYDK!)G@c2+^G(1LE8x5M_N;?~;e}(6l{`9w@H%v5tf>{&7HeFSE)WLOkXLxa>!>L z{A|iYS9+odJeqFw0Pq+oI-m1>o!8RNN3M>iUmxfK-i7Lm{4a9h8bKxx+1f1YMTH(N zOfkSi^W|fYXQRudqY6>RR6dM|#g`|50;uC-dtbzO`wFZ)@KUv)hzKbYSs3So=S&0O$;o>ZtrO5vJR9Gf zbMV7{@=3KL9(v|gFw(Hbqh~8J6>M*}5gRtDy1dQm;7ULeTEkNm$GY#lR`Ce?+qaZ} zw!bhF*3$5SWefCoj<-88t#aEKmlW3IJ0BQ5qT?Eln`mo1>H_CXG@{1S*UYy*kKkoMs=M=4OKG>K$)np`YdW zwbz}xwBW`rqiA}FU=(#hfQ1z?IlC5@->>Qg^ki^sY$Q$Wa@z+QRPIrG{3kITx?_h(!s;VeIk8$97JL$YNmBL(~A{-BipVoicAn1E$(pQMYtPY zDxq@#43QPl`r+Vl^9-Y=!{&EDvIRtBX44g-cMm0&Sa7{g@wCd2O`_$KSz5S!!kTIZ z2u6mh32rli>xyPV`ikY~R+xZYX=2$4sDj(0B47YD5>fSh%@_sTH zYB{dEA**af?k788Gv1AxOdB$JD<_R4@Tdq^D$gg+%4@seCYJ&=A=F72JD+l0pQU*j z&#jF0wJ@J&yw1FI-s2#HRWB+DL4_|cJQXQ&6MzR?wSMeDf7bnNclc#OBp%?U;6R=h z`^+eAT4zxof{2zeY2Z+G6Ujp*XfckOyGS#H4AMT!DT4un{K9`c3CVL4NLks=D-WI_ z-U527p+8wC^J}ouG=zyGVIk4RhyU23P^vCL&(ZwdzPH+4k9?yB0gAmvE%emXP|~Wv zU@GAWK^G<>vIw_PQ6{QI$b9thnBTG^Ie72?_C@3UVFN9My_Cu#U_e%w_3_00U1iVC z`vR0HEKb-}Dz*mRNXAlGx3Y<*nX{3pK-R%EUMG-W!Hl1GM ziE=P+?IKmcG@KHyj6H>ge~vsp!Y5~ zq=KxsUMG^P8kuP6`mw6&dH1J2<;Pg9r6`zqJR94+$L7(!gq^^-b~`eUIz!))Wg`#~ zgL$K*=6{9z8;B|3A@GR&i%=lI3Eo71;g|x59-vx%{N0zi?be3KDilyb zQUKs^VpCuAKPnV9-S}0CAAhQ%rvzt8g%5-e`l+zTJSv5Cat>xDT=Mhd!p|4s$npy2>@f? z_xoe>qkEyTymui>C&YX$Ba(OFhnAXr1*=JZ%Rc!s5J-twAI}i*QTqqVRNJdLctajQItPv4CDtzpCr zGqaK|dg;ipVLyJy$f^nG9Q~!09t-*YT?1(!wx8Et*qsHQYo@Es+-~jxkVryeQ!*B# zqKPHu6<<7N6r${P=n7+2fPN+qz0)~Z8CuyV1BSjfiFqc*#SYxn4^Q@8&G9nW*{~%6 za~bDVOTc6n41*6qE>6x&?`;+G=D&+_m;d0)C;5{XTZ2x+uBaCAHh)$%OJ@2f?CR-L z%&gaJPRdAF6Xm4JU0gq1$SeK&Ik;d;YtnjPUEuZ0`_ckG-jkB}3S|FDNc7g%k7JKV z7oU0}_46-X@L(!BF|ei7a^IlcRUUTpCP+KpPu*Xy1fHOP4W1M&*GRg=$)$y}StIJn z43J3Se(ge8^<)h6o%dqjbD%Eho^khr)^}6Vd|tUZp~qz2a`E~=o5Ti;*hi%6DOsYu z9Cpa5IVEih0R1|LU5^FP!-29Im85Qx!rt39*I#&0a^P*+>MIuZD=1dd>Jek1+#b7Y zRs1XZ)_&6v=5I}EimN1nN37$Q>ST5LI34lv)ZkCOtP~?z$K%2ZlTll_Em+~mCQdSxchFV3~CnT6K z_zE++J1fzN#Wrs!fAVAC5ur1o<<-LZcP zxB(g<1}HKMRF6;9ET7k6l^MHpg?6M9yeTO$Iw)j>CS2zzb!!f_VxAd!W$A9^2$6&F32s;EqxP{qh5oqr!*B=C2-WdpkfNGwp>|9-82S7b-I zMt9Al%hQ+36c+LX4xhdj)cjal7*gd%0IoO-EG%PvE4cYk30h*O<^3P*Y&7^4b8I$L z_`5mmI2HX6w7p)vtvV@A+8@E%9XB9o5l?p3>iksUIbBH>8$cn^{E+DiQQ?M#f*}Y^ zoNt#II(dCQb$Oka))O^P8Qo~85rHa!TyI40DO#H4>!g20wbUw^w`|Xfl3D@ked0i;vF zn6ys|lAUx65G?~9>+YPZF+|GxHK5LpmTaAdQo zg?MMq?R|J#Y?pz6be$bxp(ES;rYyD%Xl110G-6u<7%zTJ-hG;j+vj0A)d#_1AjE=0 zPf5ist)%6lfB(3j;N=eIUVGUnIcAeGr6M5#Bhe25fd#9fpazfTWOl$%vJ+_|4RGKi z#Fl8EK&ZSS{KLi4;huCt9S}_x5$Xbgk7FAPvaRYDNFhqB4@)j6EIhRCad+{S+d`|l zmQg<=6)<^_o}N(g?lf0fYUy^Y(V^fKfyg`9OA&5nR-HX;60)}E-%Hc8cduEKPM(W~ zhXX1T2+tsu?59(E;*Q)WIx<<;$t~ zAdOmqbM*P-m%Noy4vdFR>zB?K(jj#i@8`v7KRl3dj~A|awQW$;LcTlP4<)^3uu*CW zEHt#m&xVPo{TjYW&vJ=1r^<1w%<NZ!P8jY98@?oOsO_zf63IPbw!aD)Fcu2u|A% zF?YWr;}?r~Gr#B8-?GB3E4~^ZIX)>6EWrDY7Ks;M@(uwKye1)2y*nOrIUSO z8=*|S>hf{B%T!EBLkWj8Hk916G{4-Rh-pRI^ z0$it^VVCO}E*-plTIe{xMm+yCUxnep`au#|)C|@KDgWU(yJ8y={kX!~Y91!Jwe8L0 z+x|Rq-Q1D?_<5i%gO2NQT6y?t(CA*AaIbDLQGz^l?QjvVkVFbXl`CQ?gbc*7R-Uz& zPc>ZafXVaZ+JTcqbDTvYm91HCo6Qt>$Vxf(Uj+;Zg+ zK_@Sk?cA|LEHXD!o*mGu(%HLx_2Q{g1hD#sf9eSt0w+Dnwvf~=W?J2NNLLVrANXRrt2bTcXB#2k>0g)0 zPdT^YHs6%pj%{um@2QOf3q)nSe$F5W5J9Me~|m+L{sn*%P}biAz_?65F?JCDOpSH$;zFn zBHan-*3Vg-f8&j_A9-aS{4;RqIYZHRXwr9(ZdQuZ?VZV6=(U>t%Eg0Oi=t#wzF;}F zsp9$e<_03Dq+v#FAK$jOareQ2Yo zGpz#Czo_|zlv!9_POcAy`w8aZ2$~pGb=wDL*H$uaIG_7j_SsBI^R?+G5m!J4 zx$g4{(jz}O+pxB{4u3>R8@)+ok9OMDf&6Zx*inDw!@v9@JzzMfc5DH24- zMqb$es7BVfNFYtEU5U2rS#>#H=;#sD#Fb@tM(~voN#uMHVK;ib%cYQhGZ#GQaeo$a zy!xRN80+K%@X5+Wes%lfETu5f63{p9nkUbIdfqU5q%s94Gny#E5vKl$Vu+X^{&1y9 zwQ}~|N%XwzsokUI)r$6$x*Eb`L2ou>`McwGs8Wp1I|)8kXb!&c97{@sCY@!MG!{FU zmP+yfLj^-x7g#QIfxHO*3$ZF#S=f%sae@l!jE!Qlc{t`_)lH6a7X62g9<~+NsieNE>tZVk zuB#GAN|z0)iNDy#@J8(2L`v}M`0^0Bvj_Q<`NS0VRi7&)zD~|qBn}5hyW>G+(31xz zudnbc=$OL`Ug;h~57(CS>;%{k|_8Kk{Fr%I^Yh zu|^6iM?sm!Tv}3?Kg-@?RVB#N;G`MCXs;=)?V~K@ zKz^Y?_bqG_-`AP6EV{rly?z&+H-m4kwkGU^>3^bLck&m%J3<}MTB2uY#|#EsAD=uj zeh~9NJyT!T1RD$-l3>RogJ%%e-GA)2rvjR{iG#e-^pwO08gQv01ogk;f$=@So*WS1 zyt_RT7M%5tVT(BF8%io*uaYIn#U&b^a5mnyFzbV14lo##+v9T%{bbNFmT)q6619hI zVSc#;E25ta>Eb;3{H>4IS}%xP`gfx&Wnm;TarRcOc|ffycH&yBYT_Zr-4R@kyWx=W zJEBn~BZhlA6#>H}fRM6Xr3sk$O_V@kpBHW$@KaJtI$P=Jdrtjk9+{_ciqWr~zHD$N zyF)?rB%OhQx1dE0TWKdR(CFVf-N18<9hVFkD3hHD*j|jv(z2^%yqC*+yI$LuCVfu3 zEx3F1r0v!jEcD)ZCaAQTunfozL(}eup@}xg+JP@(YR@1rZL^JO0eK_Y+E{LcIU(lv zM22If5wv{TQe4a2m-vz~@x;Qii@1sDlkj)n+hx#|Ru;GKLK*8832Y-s;|+2*QTd8W zEdAHEe7kOJJ@QELe`^IwRZ8Sgz_}AZ*LH&>JcE_y{T~)U38|gfwRd?ye!~~~K0-v< z3ccin!aQdNLp4Rf4FTjMjVz=gN~&Iv3p_Cv7aSysL%GB6c_jH31BWJz(=Hp;*YP_; zt7Zg*jA$AM#ZQIk0v&wpTl+?YN`%;zZ?xH7%}C9arhDRl52B=tz14IJfo(FB*AcU3 z#%7(X%@&>4bc|Tm=4c!QkBN}F7G6K}jXc#i8aZho>Y9D(wVBForgv1cWJb5e*JH=k z`*)J)y=k!`&mzLJLC_>Z}2x%F+oC=0YVrB7su608H(47-No2EoEUS!K%%`X zf;i63sZFT;t3hUNbrTs2 zBg{1dhbd0HPb&u*&sew zq8eV=7b@OM=T{|FDcn2mK2dSvX(I&q09txluwvM9?nL$wcw_Z^-3>nkYPUa{zMAyx z)39K?W8j6Oh^4*7*a`Mqh|n}`-wx{6%^=8p&tHgh)_;F#9Gy%_3_OWyH<2BI;bo}* zibyPb<`{v@r#W>tp@#QWJfE6?$l_1txtUxrnBM`4c|1A>7)I}s4n3>p8LmRXsm}ME zllliS^tXuEWrMzN!;fpdF8U{|2xSy1hj2R74LSTi~Bz5@wpn@Y(6O zc5mJfc*2qK?qyTLt^^>e%JuO_jf(X-xK8EvY&sxL?!19zKmFPjbbPW7jViCy6`Q8q z)Q<9nV8bE>N;#ewhLklhKSbF}4vmkHk@@`e01f zAJ&`LNCR$Pzq%1lnUImnx{G2*G2+~2e6e&9o&O6uB;X9?n^@>jk^@Kf>u6&iQiEU} zO-yOn!=Y()WTwHMDadgqu2iCTDppz{d6{`RV>;@6x*m%B$7}EU_4=i&$dkQ)TL_a> zjQnlaQL^I~w_i?S+OD}bYUjZofYbKBQyE$3bL-^NE`N?c_FP^cp|FC_cgl?k{wssd zh6ICZL6nbq7w~(x9y3W{XyvG4-lz!Kl~BoqOxq^orx@o=0R^Xy&0cyk5vFk^*`S>= z=SG^s(F-F9&Yrag6?oi~07|DWCsu^1!oYx6&|*`gV7<*z`kRl|gMM#^@T!0pKH!jZ z-E2=v8f#iJT{3qVJzg2d2n7(tuqyN>uaxoWn*Uz?SjI2kx=hyxXR>spteJ+UhU5mD z3Q0E5wNfnd9VAU{gp^RfTu23{{@%=$ z&A|H4?op0K2J0PGC>38_y7N|XrEj(o;yl&1D{XCPKxBenjF&r>wh0ps5Vx$w>;5Ii zlbiPNZtY6DpcDvn#R82LKHa+30Vg@2GYafzD@xmZ{EPivJNCwb0E?#E3`Wi@{%2z)`zV9sh-XcV)^rieP^ zI;KXz_c%6AjHCs;>W4lYPq#9NZ_ZRHv~#&tb@)N~d)SHiF{@J|aUAU6{#`N)@YVG- zc=&~`gM0o=^2pSmCSKGPH&Hi_-B>VpF4!_kZ4qA{c(K-T>bZo0OzJr_=}jN${gcTc zA&nC66U9c+XLT)YM+{}g^LXt^!N-aMg`H}0EC&U#JvN}=ZH&6ZqdJgmY0Hqom;Y@K zt$F|mg&&MJ!u=9amQ$8Rui&VsZq6HLr@}3l-}7>+$Qrcd4aYRZ+G z0~+2`R?vG&W0#1b`>8}TO5g43*vZrNj`;n+Cr1A{1z`*~!7uR<8)Vupe}{{6Eyr;J z#I_hg&Y##lv#O1og^}W_rDG|2dBB8q1>dZS+qOJgBR>3}6lqi3dU`cX0BE%mr6@LH zXiW5JT$Qs#q#V&-?8J@V>gLzr-PpXb!r#6W$`p(L?$ttwN6FuD!$x#Zxo!VhzKmvc ztI&5>fY~H=e1s62V(fxVFw*@^&ZqpB!s{~D0D14o zmOYS+mj~x@5OftGU4+C4mg7PG@=ojBQ&aVm*)h(Q_TJbjKTnP->iBZx0?pND?b7mk zO}!Uxt3fDnKlB0s#BN2`&4BoI^gwP9O&~Q=?j>K*RZfJ(NT3SvOwd0G`v5oC@o`T@*YcDCG>4p{Y*G$1AyWPk}} z#M7UbnoBSN)-sM#R02B=n;?j~wt9hATO&ZZ>gH0)d>uqyO}pQ^7rJLB&fcxenJOK$ z#MW43+9+{X!p7*98x-daP07AlTw~tMfw+5xf9ec#3tfyegWeUpEz?N8cs2Rua$R=o zEZVHHGPsP64pU%jKtjkW>yKrSk2~L1K_Xn!T0jJ<*UC&JXGw65wFbdF@ zs#X;z+~^%W_7T1w9o#=u`-l!J>Gar+!j=;%7_IY`FZc?-F5)A+zToJEU3z%P< z3_f^SyE0(#xm@`aK}Pf$By9Xp5!aO4emF~?35rMb@4u%O<+MS;B5vbORzsb^3Y}ch zE8<@UtjVCrru9G$9J^h?GX)^*$dH{)lMnSdwcIc;=I$iJVuE$4f`rIE3qC1&OgM4K z1YwDNKgfTO3KP!T#Bj<$1mDICE=eC5sHv#=ouCB^SI(FtNVy_{)^^*91fOw>xcd|z zYwf!yV8AkVQ@D4Dpps)j5P}VMAD(e|vtYw^PZu;!e@&;rL-i-dundw(8$RD$0ZgAJ z8x4lFP`;wXwZTLFr}Ks=CSCn@3{(bio0apKp<@pH#Avm9`WYRiy>eXG7Zge| z1byZWMSb=|rY0ZWk;=L5GfWb9QPzgVJWqjN*-=3BELC~ol+kB9xKN~GS!Iv^_dyyg zNb5?@MXAxoDE2xEXQzvIY~@4)&IJ!~E1M06))5RTVhN&f1u;$JTKoj0Ni-%t-(M0ZxWh_vj5U>ovdA0+`o@Z>w@|V;TT01)*11Ft3~;s+EVWC-Ae zf^MXU`uRo(Sx5+q;{W}l4rcRL28O|;uj+{llnJmqgE1FVQg^I(cXym#&vhmm&d%%z zP$ER*p};Jbc?uV(|c7Y@CG|PJnW6-YiraK z2>YYcn-4^w{w@G^75cLi~i|+ znHP6%h$&OYmA~l%KK#rqEGqRi6D2nr5Gtc3U5hc#>_1BmzALIKG7%)(4}IAF(h)e`eq8b{^$9fMW_0l9nW#vZ3o(qd%Ru^+HH6}K;n1W?@6cgd*S|SyAtoREP3rn1-^!ao4e(JiU=yN zu+U}XtA?VY?|2$VZdn<^mk@9eMwfH#*KMrMe~}3>je>1A6FjMsbKe#C@}-W#qoW5d zw|c7`kCbmOHUu`gyoUcX1$D`KO)j{wr*zPWwX7#^ZbjCC_arPgU78jd4ye|Coi3)&5GMFn- z1>F#EImZu=hyVqdo13dzva;pQ;1jsQ3q|681X19h4)Bo(MEty) zFIvD1(f7`m^VVv^!Dzy?lc*5}pC=hn35lJwUmdV!qR*r-{sxIIqN1V@^x92-+jJXk z2;Sc|J_vqwzOk!S>aLw}q4kZ+4|P;jHWI+kD2$W>!RB@}3pI6gP}0x{10JxgOpo)UL?#@%#tm;C zkYOzaWYLwtvA>DElkV*ug9~f3v*_`6&Pfj&K16$admtdSOOf3H(1z=6ZqiMRKfVxf z2Lk)M{d{+#7fC`&3N|V5;n`LF^z=kcPcQD}#TTEDz+^mv9*M^x&tfv3$|mhD=-}}A zE{H@VSZ_4>TTx}@Ac4#3)&oxIT(}Q#(m8=sqD_xAJw0u^pyTqi*Wt!X*mgbgReIuw zn_Dw#kBqc*&!o@0gYoHb0#&u~DCYPA&2cQ8O^8 z3x~O^Ibl)CrJ~z4Sp|o2hhG^4oa7tZW#ZE!Q_W9>v$30wze@$*JDN zgQ4@)zExZuurp>VYi&VKH4MXmr1`fbuQ>+1c^^gn-|Z6AdE!yCIca zYTvCppQVk>`K&A3B>xK?co!`#ZOg01Pr%*}fSA1l+q(qZtH16;iE8QVd`4{SCdb6i zRaNWx|CD#_|4e^>d_F3PTyhN`(#0hTkr*YnQp&X?mr--+vSP?Rd?>ljJ&}=X`dY5B zT;`HYCbtlBDVOD%+rp6T``YLGXMFd=9(!z$_s%)*^E%Jl-aGG_b~nXVECv>SdRg-` zURT76CPzn^q{!Jd|L2*RomXT8R7JV3@a?MdSwcAnT3RNp9$a(4U=$Tjp8QG}rh06~ zCNTj5-X7d;lg*;XZuXZ13AyVi+SeqrIcj&QMz?%Gl-_C%SIL~ddF`4Ydn3w^D%9aB z=|3agutwAFVyqJzHs3asmnY`u<1 z3$ENk3>KBtQ=Th1bRtRvmPn}p$tD$xJ-HXRJNjKJDm7F4i*9g?NcoIlIUvr(Hm1ENq`$9kS71ZY zw68`_U*AVWsbREmrB-o%{!^?(D-iFuH*4P1vBZRgro%^$oNk8$MG@W`qdvs#p_-Z+ z^*Bv%$L{)K$*cRNm6YO0D`as@Z^6}t4^O%9TNqQZWDp;Of`V{prIbRsygseNOk;D5 z7E$8yALZoaR6KU8Y%3JZl$SQz2#?5v{8HweQ_ z`FD;l_6AqG{uv~y#a!`~TXMCt3Spmh8Cz%*9N z0Ot{Gj__Rg-R|DKd)C*lr`#U=L@O>T>W%T#ke~z%S3Q_d)~$ZL?fuic7Jm3ciz1$9 zWpzpLa2OjKqtWCTbFxF7ZvvZRlFZfHu3eeVtiHW^6|y!z5Vv1KquXtV#r*7zL7VLk z$G?{q6cpH_Usrf}2P>1U{r!>AIGhUyucQ;}C;}m-N zB8q?5X*u|(@~Of1*hx`z%nnqSGh#4OK=v=3eYq1Sd*j^P+~61~U|5YjKR1``XM#so z+J}`F7vrGb0fhH@|DG|ovb1al9%vLkVFR<-z}#6%U$H+erxozyr-z?J`JolR`A! zQJVcQCO++*HF)sg1PdaQl6n^hml~Loh-Fwe z$E81g{Ai$PU5Wqz1QDy2n3$Nnl9rZ6xgXsUik&30aEzay9})8Hn~gKU?olu(CF#?r zg%Hco)(@z*>a3W^I(y(_ME9)M1Mm0BqTG~#`t8yaP}}=-`IMbL@d=8E9657FM7s<9 zqwya(1qIqmT85@)d_qF@=lff~X9sH@DG;oRR_)p3rMTktMpk_mUtnT3buY@K5R5L59@O9)7|sel*qDxz?t% zEAKyJRY$Fm(HQr?b%G?Mg6Pt~mT*@7(GAzR7qTxSs;58i5#lykT$s*6Qf7W4C_K^jwy- zaXZv?RnV{_gZg-(wnSW9Jm8n;5?82ZfmV*f^w*B_7pLj5mt9J$c5jukiI_b zw(ZsMJT-L^`l<(F1jL3qW-uft=P<$odku}woyf;(NYJ6i-4{nR5f-|XmS_<+#4}zg z^4GVvD-~Hg1h;x4jwijHu+nE~x>l1-`zT;~=eR%HoewkPp9nWA1gm*ZCnO}K z4@5>rLX|fyj@DwS6rl`lzXPm#0&4!tAF0>&qbaP+sqH`m6;I;d)1IyWOzoEL8dIsB zei#rbPc-@J)vM_n{eSD7`?IVM>O&T@pW==rMr1bMQCm0CaNv8w)3V7Kx-9FoCm-`; zP5mrBu21;bv15o3@RHU^3RH!=2e?59w}5S6Gs^xAE>sfMR{BfS#q2Iez1&q-DOd|r zRO+LEv!qDvY0w=L)KrJXKG(yC4=V>V0uhN*-44vH0aSlRl73>?p8a!u8Tvwt^&ogw zKrgZ6mGa9D`f@XG*~3v}-Nsk|!0{2FZ9+_JY-|e%*l3`l$%?LX&2R?HZET`gMbZ)_ zWc}`rIdQtDA6=uhovS)6jGgSU9S9CR^k-bZ@^-cCFE|x?m7KfH1+i0~_}wL53*LSr zHni7_xOl)&#mUCmV=QTDx214gec)!fOErN_^h%MkW<$5n=&vT4wr}P$xv0^xhss{A zo%PCO{{?bi+Kx0)<}HD+3r%Q##3QPVxKV=YCsfGVoFuolqAAJp%3`q*5fP2a@|MYy z3JMCwo)2fekXO=98Qy(^#7-FGi{4)T(ey(3mfpXe_HPVf<1;kR^&Ap1y>2^grEyrN z)cdCf=P?gdW&gcjy?&oqR{BPrPhcDtC#gld6$xwXL94b?{`87(Hy~lWEqYU0z)=1 zb@UvN3dQXht^bC@U4yS+5gaRR*sX%SpLH(A1uRx`ERi-OT{<%&2?WI!_fKtYO%pBA zJ7mT{@Qw&5+3<`E31xC=Fq0vf=H|9K;@KrX)^febN2EA41HYj*f%>#rr z$-gqOV%}Y&6sY69-AP5;D#ahZa48MUM3dWQl#oL5v%{f>Li37{`uP5Arsk+U$*hTeel0gD`X{ab?HzX7i>-MrQT7Ll_r`uUvobZC`yOz<^m(TSVUgqt`V8y>zVpOx=DdVKao=**)UynY%U9}A@X$|K)D z+P>CX`s7I-EEXGObb^&_24RNE4XaVX011!J;(6NI+x6}2>`Drw`3y9AsS*^h+s#g= zCQ1#x3%7#L~ OgS*4v?ry=p$-BRO z9^QS{Icx93AJ)vh?&guYiuIeyFc?mRRB4ijC7&Ix#FUl}5h;}eAaE*xY&~HKx zM|q+DUO6jEh`^MOknF+0P{2ri`K;=$f0&7&soJ~H`+T{aPK7TF_ZbrxCD)ih=8)zZ zJMTk5Lwfq=^5(Mlo*s^g>|yK8a;2N=)TL)923s56<^kuc(CKLSe8dUVr(9i22|9!13u76Sf`4C+CtM|J_&q`Q;24 zByLNJe?I?rhh4R&5(Y)JBk`-r{7>hL`3l=^jPT!9_|3~kM;7fez^!>^Y;u~0iik>4 zU&+6+J7msD5O*Ad{Y#>Du38Z45%Q*uT8{PQyllR}rv_$!5%%=n`vG~22>PgY?^@6yBmi-_I-ApLOI z*gG+?rhFm$eVPs~Kf!D+>;uvAHTO9I+@wStHZ&~O@!2j+d+s6B^WNTcbb37d%BW+W z%#XDt69Hn0=-vGY9Hxit`m%W6bdRL@CzwN=^V^iq#AWsv)E4uLjmDI3ElXO5TSlwTM~AI)inl&B*E z^INZS3CtXED%SdDx+dO+PQQBc-wnYCyk@M$GyZCc^3+-)J@nK+%JjlS%A|SJ_J!1Z zXzKL_ZbKilz}1?{a_KSP&y(lsbzD`Cq9?X${nF=?&6)ysOk4C-HwrRV81qv9MadmC z65j%eNA(X35S$#O7V(rp4R=~m&;PPx;fQyY_m6jkH^T$? zR$ek6wNZBvm$2RGu~2J&aW$yw^jrp{@DGRe(gOKp&T3_Oxg{x+KJ1N$F^%r{NABO7&81oMw*_YIZt;rIj%S{ts z%~BVTcW+vem3bHk@p4TD`#2x;1TRA8w1!Gt1IPAAz3nrR!d1Un-BXD(iNKWFISJsq zTAGA3PjS8YY3R-#t47?lwlR^nXMuCs|2Cs;J~lJ4j#gAs4$jN)4*b$=54 zANLDuE!fxPlldkIC^RmwuVSo=L4M_@s*D1SXBm^MVM#^ITqKFAy2fDZ%tRlIYXR6j z!Qk6NoD*y6gLfZ&QsJMfQ4hO$nl0??oIu4%28bBDwn1!!$oXKp znq5I@HQWwQzEn>s+~v!>(hT(DHxcds`!at5aJmNj(YM9LrKl;!E#S}CCUWg;Uf3?)Tn=HuM<4+K#G z;5YW>#&BN5HvF?BG%<_Qi?bDMDH-@n2HMR7(v{jYPd%+cgZiECp=h;TF4J)x@{@5F;dLs8Z2z z=E>(hm$!Mj?yCHw6n~4Tj<~yx@r8j5?t3FwGJT!K-}BUl&e4>5x;c4e0Vp@?VxxFz zK3#pnQP_yPbNH!m#DMqjRr0o~L6Aenv%%UmZ#1`!eAd!-Z2exVpy(ug^Xp5{E|4yRvAS`ZhO5_%RZ5)q{PAGWZ2T1%`vnV-A#h; z$<0yg6E?fk?aJO=kh{&GQsUvyp%+`$eFkx=A?$3c7Hbz$U-$lJc@uTUAGyEQSdN#5 zjm;7eL|2xUq7Kd;VVWd~U!)Kb8yOlZXbNRb73N#4Z{GcW&!o~4`?!EI`6E6(#AOk~ zaw;hpm)3kkLYAyEIMv@b1$UQ@b5HhG;K5-PAS$bRpsfbLryr|z=;|6rcmDpMR_`a* z$N43{s9vemi3Sb0S{D0=In{&KPQnuvzgC6zzW9vA7JcJqVk_EfuiFyH+=Yhyx>DMH z1U;=dd4 zeMh8i#-(@X$c7p11maroVmEtJsp{Ljx1 z;L?~7hVQSv*5x+^GMXIZs3Wt$BKn!!c+fv5zn#!VzbtXuDcTnviUa@E^}WG?qkG8y zzIEiYYofH;+k*q66a~7={V6in?E=YBhK}RG2FFj^{?c2a!w(Cm!lOzWw`z39K-?wj(`WpoJl4=6veBlwZD2Znq)&t&4jd%xmZ#>!rV5WO7PJ;m-@amr;m=RpbYj7QkscWaj%MEhP#$AC8_7{A)7f&p2{1G66^@TU3uFc3 zRk`h_`Uo~DO;=jnAhWGg$J(BT_z)^Kb_5oC{t4E#U^^E)U&+VUnJ#hGmkO4N#Ddj+ zI9u9Hx%YBvYv2hLPP!_;Au_af^yu4@ zwL62ZxsrFYY4@ST{9!aO(9qJxCU4&nAb!ogsH;`wOGi(? z<(1;D9YoB6y6bP`OExw>vt7tfR^jZRF1x9!r4}|&LQm3$6{bchSM#}WBsi%ch?v@E zsmei<;`rUWyw+BjlV9t#1}x1|Z8|C5=s^fg>aV>L0*Tjy znUT1=9dmVGcm~CgjzBU!R?43Y%wNEuelT{{ku}+NxTJR|Lh7g8$@w>YEX$yg-{Ba7 zY$tgP`f0CGOsLzQI{CYhZ6YN^sm~UxBKA{?PKmh4|M-mKs;a6PKTq@Z4X}tLUzeRd zwqaHxq9x$sIMmmG+?;!zI%Pb}Xlm=~ZdU-0`{{bU4rjiPHnCCtNu+Qod_@E!fh)Zj z2qS%E`wee!)+}xPlb`2kwJj$!K~ZmfTG+}OFlMsagE*6EZhB`o5Waa-4E3>WKG$=y zch&(-y(6tr0oPkAw~*iFgpx>U%8 zROPf?*4h=SbKRO>YbGQmZ`8HBQZQ8@w(4e{u5}wd)D#PqtIRn(!3xk}usl}jrG+%= zS(tH%E4$T%&KsLpMepHAtmy+@qYL3nzprL zP4a68f3;^zM{Jgw*2H!V%z6^-ZuZ4514tT06EZr;B(mgIMNxvuCvVnUm&>MeFCYy< zV{1kK;UG#vHz4*x+GnMFap7}Yc)qv409TZwkDem99$ij!a_Xrno<}jOhT?$ zT}`gvYg*ANs(=1M-O1Z<;1#K|P*i~xc(@w47@M8$3O9)pWoLv8Z7wgT%#0fB{joNw zm8+L!1EJxkO-{^VroLIvi=*YD$*tYWg#ijLbSj$_~{h@*3fWyl zBU?<|m+eWwgK$Kw+xYQLaR~8JOh`eal-J`e`yZE(y2cN=WWS8N<`2A$@AfNU+#B4w z6%a-wMR{0Vo(oliohwM|M2(7?wYrIZTCKt3sNH%r=Bf0evvQ0{cq=1|bWz#3@18o? zVz9(SS5{SbbWO=ZkYm0WOB4P1dLu58d|k=Py^+Ovj)Ls?aA+1uD)`N7QM1jpd8#?M zUBLqG@>J~dk%t7W@tqqCGOeBDkO}3VA#$TZ$n5q}4>`(PI|%6pB4rz94S7uo0Y>_%`?+_!}}q z-H;a>$Fvd_?&%r*X zj^*EOzm}cn?s+=8QdcBmrDAUFzb{H*&p6+^N!Z_@-@0E=n)2g!T-`Wq-%R~spLJm7 zeN_!YdyYO@T{nbvHlaTDVW4h@iFhs{_S1p-pMu`Q!~VR3771IX;l|LgR(7pjHXUMy z&27BZg<*&8ceJyF0pm9tYg@9`#?a=QJ9jggYUR;Yrzj~EV75>oin{$}YUj+rN9=3R^X}c+Wl);_%)XaKgL7@~ zw~nlbo8WY3zQ!YyEBa;wNnp+;p4i(L(AQ6V{|1RG3BQVHmvXZ;bgeivAu3Z|0<3_O zYZW|_^5~dvu|8nY8_9Ecnt_lFYYv+ApJWB z?L)*Ni)SA=`M-Ogd9$wEKUqd>Hr!Mb&{6SzLPN(du(YrUSc%E#n%{MQuZ^JiTXerM zl+^Uzc-ykLZ<~$QyK!T8<4Og^w{G>ZPLORdwES3;gCDbDBmS(SOu~Aq>FMfi#-7m3 zNqo5vyo;-NrGW)B1`yF#LW0Jrpktf0i37n@omh86_JZ$Dit!M82=V2eFp zBs@%C#E!1t5Haz=p7H4V2Od1E2$pC`aD7=A zWfSi_^&cgCvQ6n3;etCi@b{;s(@tn;oRk0-y5BinCfwc2ZF1=P)dZJq`tbd^Mk_Ma z1A!Ht?&oj4sC9Jt_j}v05wIaSdfGwv`Pa9d>tZeGt+?cizM-n5zdd_tkhnQ~7L`3- zgkG2u!g_1L6bqUh959)S(zM&S!JdeI*;ufUaM&b_l4)N%fiYVhq%`>epy z;5ym$nS+03(1*EAc7_T>8I0hcwbjT5!`{)eH~mS}KhQcszN;EfCth6hnEW1K@Sdw*JZ7; zn*D5QzSFs~2>VLl5y+Yc1j5nMf?IrcnDs)cs<3W$jm)hDsEmW!QSS|*(qVkMxp+Sp!x2QSC{`bi7}-^$O1);79Re=!|mLa!}pUn z8Q?6y=lUVW<`=V0>JEmAsA%K&ngwC)KRjb!=a7gQoMp3F!%gTJ8NbKIQu;;nOZo=t zg(#dwZTFi5OFat+x>IB<)UMwR4h*>SP?PGBKFONgFnf_z@8q?$365U$HXV8AdFh_Q z)Y?*etRyBTUUtdn1Lj;-^{HSV=laJC?a%DvRkjmI9?B*6^B1-pVzdA@MQF9zK0u%LS!ZG9dh=i@q?Ou&-CQ7yM(4uD!$*6q28Zm;C{UAI~O+r1I|OOiskP z?6kroqdU)>2UY|?&1v&Jz66zCkxLAYNEnsRKvN}^`DX2;oZRcM#=ma*oFRdk;zbnp z{`FzQ<2u&k-3dRXUW`a&0yl=1XB$L2bc)H^$G>iW3rISd~z>8S6 zTUP@)BZLdr#nG-eZsY}&j33Zszdb#+IC?*2#A?9ch{6)?9h|iXxd@oqdPF}q)zT_96dU5%Sbj8LwB)^0t3$>sfQN^4Z^y8DN;RKQs@XBKCBZL@3# zz5~>qGCDr8B3Go+6=H&ro7~LawyeedE<8D&l%Isuften?*ds_c-|eHER!dJiPO(eiWOVyi#SV$h56_e;7 zp|YN#7~G`mSI;~aj2WbW)29Ui_aBM9t@H_M{7C&&vKjbKZH@AMcrM%#nyqQLcDsA~ z>-nGJ?+P}~UE)~Ty1sjMwdS!?Abn zt=GG?4OO5i$4>7H=lL{SWCRw55L;&3c^|^J^Np-*A3GpBy=TMu?Ocanq^#aHG_;hG zFmOrBE4W>_N*IpX0SR!RQf0}t*@@m=DMW}PFEHNu-2WZaQfzW3zE>X5+h~DaKi);V z0ot~{=RzmM;YWP)MohCVzd!?(jkqxU9N;0deiTGQ3q2@O0nQ)!DTA_yFu52~h5JB# ziu4e}?*&pTWlEm$HHyN|DXg_%5o8_yTk9P*Ur=k?y8^wsirHERlV25l_~F$_P#IV61{Q)F?G(y8i-w!kL&C+!HgA7G8VJY!hh}o|^tgsF(_cny*I$B8`leznQ zYjC1D%k6@F}Cz=4`cv>!{{21p1Y_wO@k8?cN=S_HbG1~29!^{3H`~-q+!zsLA%4qH43j^0QSw|bG<<9MTdMoU%~Wbn+o1 zEPTU;wv>F1cfdYmv2KV7k z$Tzr?1dNZ>Rqpwwwn~_GfL2WCp^PpJExIflG!w8{X<56)eq0OAYee!*<%%RH^Dw!< zdN<&nq^1KrGv3peofHcFF75Lrfv;?IiSj~mV-&BA1Bn3>&U|N-%Wu1IJL68@S7&j- z!S3VOA>zE^>R*6Xxw&!39UbBMf^@W%kc^ajxx%=zo1<~o*v6)3w&UrxrDJHIfYcg? zowqgZvM%*}G7_^awbhZ^s(W~W8^Lx6kL>X7TrBZo@ zRz}eY5>`N`4X&GlPA-wuj_zguJT~mg1X6HJ?Z7^POw)y zTn?G(M>`m6-a0J+4Ua`0=k`!S!(%hx4cGK|dFq1mgWfhwuQWtlHqBhur(8l5k7GB$ zM~H#J5*PKX6~tRxc$Qm+5n*}3r#Qzu%u7EOSiKb~R=ye&H&;syfr~ZQz~MLqXX~pl zrGh?q-0Lc=SplX&T=r3iAwQYzl-J-Fhs=F0981-$6dME$ZUQmNF+ok09gpgT-9dYK(n0ny7-l&Ja=)}J}G{2HUtVs z+RJ2vy{mCqcl+IFSzPZR+Sd!AyKm;{9A6+2_wQK&!S z3zx8pyBAi9yD7)_Wgz+FLFTrBeV2dL`a9^pt?fSoNy>e^&#C{G@4xE2_~uY`Xx`?q zDtv3Vbru0h&uV!$6w95_7;c*k+OG>5W=o++9VQR#7O`mgm@9-m@$n42F921%kImPC zK;rK=LkXq2E$2JvR(gJnX+vFnCG?OYz36He7+Q)kRpX(Q9g)w7?cQs@h!DIr1uVKw zOqLoIQH`=x#o--CdxXe6Kayhtumag@lBdYQ8kl=1&RlDr^~d`=6Zp+6E1>-!2avA! z7b#SW*`T!Etz91P#vR=HcD|5BzPn~l!tJBrbB1-b+%CU+#K^OLoDvaN$3s;h4ba!8)VN8|uriW5<2W3P1&*jD zK;!dc)}IG2#5%_M*ZGvf*Lyg#3%)6CeB&fW%&6c4LX%)%e^{widQjz+8G3}|Ll@Kj zjQY&2qUk5dNk}G-eRBnvWZzceeQMqygqDTxEUu8a1LHe}Xx1NAxMX_B7`gK6Qp0d3 zxSOLd$k+D~xeG3@!Iw`0mG=`&rGn0+A|#Ud%v(=+9Q-S@29yEY?;s8btARP6ecUZ! zl2R5ge{-Ll#_uy$#n;O2c7Sp#yXEJXV`RF=F{Ql4lW>u^Q^w3k5_a5q;%&H3R@Ytn z;g)Lh*#Erw8n2(7l{(yN(zl3;ErO_~!|5es(5gDuXFhLsD+G#t%5qejT73&^~D8=Djx^eCZ_SM*CZ!67f% zfZ+0QTW_P$%*M>$3P*f~0b+<(9kp3fV$G;iQy1;9k=Ur>PDtk=bvlu=e^K}Wx+Ox2 z{cL#^P0pm%fou(aZjlF%Uw&vbM*-GUVjTjQN=DvJ$q><{w_eOUw>F}1cSDk^J&5Qb ztXxyQDD1RU)a)qfu7d=2vc%jZ^;|Pfatt3nY=I)R;1a3@E&)YB<6L{^+P~oIkm+zsXq7f?avb z{w*Z$ha4Yspp&EU(K{0FrnfgR*>-#-V=(yg*S#JaN?!4qWmtB87Udi*!I<=7>Odv0 zDEU+e6Hjsj*}X+HO1I;+-hemO0nlP{Z?mp;F*K?>c02uriBS!N~4fTg0wNIiEm*^;&Ht zTjn7m3R{U5K*C@u?M2S{wS~m(y}-LFG$}6C3h?IgAZ+60J9GHZ*_OGsZD~L)TL5@W z!?pwXI^%!+T6@=oB2&F)r@5Ql!{F+`LWL%Gur1KrIz6OQL!Nkuk;(yH#M=&r*YxAe z1@G``YikN556_pVVI-d0ZP7-u37`q|r+siDHM zPH$-c8MAFVRo`Am3OGKNBRu;ebrTkNZ5%{gdI>vw+|ko1zP7jY2Wk*5P;i}aX$j}m z@d)eGtf(abTX4}=*1DxGj8gp0WxH@TwGg#{BD>C%`dJ@(Ru)F!2xjm^dck_=nKFvV zA#%@kCpJ=>>c5|GMi~Qxk)4wUG>W+C)`DRc8*OcFzaGOCa+Lw!f6qk3i15TtpBh=f z)@$YM9L^W`>f(~012cCO9!Nad8}luyE`Lg(xmxLiJ-Z~2fcNzTCnQ2_*Yyw8 zdYm%w$L93i=EbeA|kG>WuQKQ42e%m`%l*5FzavNO@|UlQhRZ+%+5&B5j;L!@zY2___vOzZ<b3<}%yaretW?2K`8RvO-=1@2G_2$=q`l9UX~7w`*}S zw>kXPDpj3a-4gjTOYK0Cb z6TB+QGAnF!5WKl;6Q*SHX#nc7YGWc8m&0=Uk-LKWXZFo-|Uxxw^hV*}D%zB}lqCQhFSlEQ4)Z z@_Bu9RO;bAsN;xnYX6pP#HQ1q@Nk3qYUaHHkkb7CNSYn#XDa||9shU|b)!773K@W> zF~j4W(KI~*$gaVg;KZhYMBR4q@r{=4byRs}sbhA&3qq@#iwF#(!N#IY{$OHQngb)D z>?ZY%iBGLfhOUMhfTpiHE^FYveFpbYOBz&{5+!TE_qcCal~tbJ=TSY5^2OgjpNpoL z7j#ro#Gr6T<6eVy7A_7*W8Oi=rjDeyUNCEgIbW9`awjB~T7t}f6-Kn{dyvIcUz}bq zw6+i$DR;G?4c(dvz>N~JFs;x>WjCHhrT)eDFSBPHF^FV=M%I?!&Q{9f(k8|`i3~=` zx}G1`ntb?C!&AB!h9S)?x@}Pw7Q_Qk1Y4e035)%M=`7MQWPT;a>HKtJ<2J6&){+^7 z=9YX-I8{NHd)y?uOFBu-8jRb~~YR15%;D&XbdtQ175T8;$Y z({y;oXQCh)h3s3stv26 zm$HC)hEMt9BjaQy5~xYY+`-oeLD9@d4x3XR#fT>BMV$@+vl!>(@&H?DxwphaU4@l6 zXCh8tE5(!?k(|zvt>@^?H&nIAJ_FCDv*MiuWLYt=p9%SPQ*rDfFI{#-@aq*p@*yb# zf^TvGm3=6Q6DgyKe-7uNyaY0I;hCsig3*|77R@sgiXVoK3d`%!^`A`AFT3F*3J5(BYff{YKR+EUu_JXliL zeBoqeBX2K?E*&k)#A;~I9OMRP?RG|Ep>Xrs=X2^qUT@@$00gJbG(Zuq8owQhpdljK;b6Dc_LW zej1Yd%F5k&5>Y@^0sIRpi~Pf-Fxih$FvjxwG*8)F8R*p?yW=S8pfuEC-CCo5j*ew) zg+h0vPfQltskc;he2I4mbPCz=fWq`p?`eF{NId7hMhoZG>_^u8?J-9Q6Y?Ru%^5?e zKjUZo*6-tH%}JA_dDVLXdht1m77MektILz4kaB%8Nx9MPncfpA^){W5`cOI9ZOXAg zOe>p)V==q7cXoAEIj;@@jIlp5N-kqT0JEG>b-Sd%922X~OGnm^A3+6~2u3!x#g}?a z1wO{d1lV@(kC+F9UxWg6NC0;qT3OU9F+G;jo&Lcgesh4QGydh*ucu%Gz8^nQ8HT|# z&kOTfCVQQjB<(m|7+#rGCblIHz3`m#FRhE2B}(lTPSWg)uRfQSy_fpfYvi29Suwn7BMoW^8D_BdLc*#+ zr$8=6PJIno=xnVc#b6(v$U0cto$17~wJp7EuZakEq~s-wak44*>Q|>M4XO4Z<>S#% zr$mY!LN71%GodwDbbspQbg2Efv#g})j^&RwNEfJm_x0j48Gbqvw=7x37Jjk}I?IDI zgyQmWDknJE*l0M}$8X)0BZ)+irC}@T1H?TcGa_02umi&x3_Y;%HIBg>5leJxyZ%jD zT5~66lOcI!b#Im-PH;-a*b)ScWf|<@&wfv7uoI)+B(`Tqn>mt0L!E=fF-6Rf%CeEJ zlcr}e;x7JoZs-0gbS7k6LHXaQm^Q)YqNB^WJ@aOk&No~G^mV5?;}>(e0za37kwHCUih}7NhwiDvC0^LV}xR<+gSJkB>?9Zk;O!Qpq+7NBe`unY)tZ6u+d*ZrMY-@=K~1f|;e zZJ|dmMF$th=4gY^{C2o*-OnBLAHeJyRcfCP<^Q6^jUtiv(1Mq#xlroifK75#;u~lo ztX*Ky+S;NAENXCR`IQjSRK07wvXrY>ux0gG=M&v{n& zQggDGM3%+I2yEZbNI>P=?k`laZYD+m(@?1UR8m#dHK7jIWB8YIbfs@C&3#=J^AUGh z5b#iQFQXp%?pj}kF8gEpR$}oUn%8GwY+5{m3=TD!vbby<9mH^!6YRXDt?SfE+e$_f z`dRQ8LOj;L=(aYqfS+|la>x1qvq&|0fOO)nC*Q+Mqy^7L8R$EOPvjp`+3oklj~xSO zI%%wqqU_mZr-mmoYPk4c$KK>FfKi%-T%?d(o~lP$F6) z1_tPFUC&lW(_ke;G1C*2C4g&F3+NjX=xa+?@0nnSOai%8;Q=yX_!Tt5T-wqx4jqUP!j z0j-k~BEu|{3e-GdCKc--`aXHy>DCjDz^zhqzFO)(Ds45z*Iu=md9YA!>$%%*F-jbc zrZK-AE9E>$3&%r}jJBx7ONcDG?5NTG>@R&Sy9wqqq!Y~SbwiMt0IG>+@QbN{0A&(- z(aaUJJ@Jj#amL3RNe=;KcLEL8gJgRr34fNSp^5sxykyb+W#P*l{$~aZO7AC{F^p#B z6>$lKMcy1Nt=-l8;Hux#*DDg&u#>C$BC(BXN;cSKcbMh30b)8O^wtR<}^>Q^zfriXGV#C<&?b{%`dI{ z3k2V5>0<{H4^29LQI^99NWBY!#P>mA;!{>ZoHo6l-h`H?SOR)6OuNc}&%gCE!HW!t z;Y1TCq_#|zrk<=&MxP6Ty~#ygAFq*$rh7uFKr3r&19wTu@6!cv7ce{acawuCf|`4) zH8D6PQ#?AEAmiPE3O`=5RZfvAv3fzGqzB@h*m7q8l}wBF8P>d zb~7ygobqIxDvLotK{=fu*NIhm7xr6|uPVODV2F^$WwuxT8*PEbM*J{BV+a~_HQxV% zUCKOs02M)DJaZV^I#O|yKOZ4{t5G}OfeY!Gua})D6M7|86RbmwVuyR>_tCGeHeJg2 z9b-d`Zp~*1i+j;1mvaHAlJjHm)y(jz9byU+$qZwu&2Ao2OT$z-rB)l?jqWwsDge6X zrsgJ-cKt|J9{u@c)WI0Yo5%NB#)a_fIOMBiCItK21>h78&-c)n=k5lON5{^9(2Sm$ zkY!Fj*PD&PscB3p=gq%lWK@33{T$c+F5SBh2gi=}EYQDA@atEX+gZkz&Y4z;UxnYj z{&;qdHnR%}j4G?UqL(r<0dF^F)pTwx{GS9*ua1Yf6@xyC*h{QxYvMjP__vXP-(Uo` zW=2iH(V`m_#-oJ4qvH*H_t)2DVf3PZVR5s#Bc-_5OY}OsHP+~wdXQ%D$oQN(d_FJ^ z<;RZ?$d)5uo7ozYNzd&)E=Wy|CWZ#$9yTkn&lCYNWBZGBzjkJ+4RyiG9BL&drS}r} z!L7mHXEdUaZZ3t{OV@Pcd-%?Im4HF&iWU|vR}f*{$nc(7uO5$LC9w4T&9D)PW?DLE za7it-*rm;as%nAENt4!9+WMjIvv;1hJUpHia|KNTnt(%_XL%~lOtZ{tZyHXMJE>aqI#YH4j_9?61P zx2H_9KL?wZ`Cz3t+rG4>JFB<>l;?0fP{#Y8JpHaj=U2`a_c39jjXZHQ^+0PoKCJP&QmL8t(TXC_i`N~MYf;ZNYj}iAQ@3lN?@8}>wb7gz39W1ERGU;LH^tpos&}`?3 z8YqOI+#Fm0JI}+l5HJVJi!WM*Xc1o>D{P|xhL5~W8GU&i#CZ!1Uxz%)q6MetnH~?H zS9Zailr183HV1ca1iw0uh%kEMNkG9_djQ@*yH9-9U8?^QWSBCBc2X~Vr6Uva2u5V4T(s^qMmt7Y`|xqVGwTls72dHy`D7vsy6Ww5b#P`1%Q zFS`?JCYh7c7lnm2-I`g#v_LZ|bk_>?uN|VZdo(5P>&6_ShQD~Ne6L!=>jUBf z(=#x{8fdCWQYM(0KnvXXBJbfmTq-{f3=G^^8GD39k#7@ad8`@YeD#o$6${b4GS%wjqFB~;Scn7r@stT4zso$ zI|%0&H7OY+&K{RAqpOYRKUO<+@RL-@*;kDUvExuPGvkP;72QAl?G}{evoT;WM`b_D z|J};D&hDh@$<01W1Z{Sjz_hA6Fdqe6r&G`}p(LuUCsm~Epe1cK!s2(yXL^0nTTb(h zLEg%@*m}&MS@feMC>j)Ev|pu<~% zF*2bXrNw`G4h2U7e?d!gdWWi+{;6Pu@n#c75~jiYLe_Z>UI7V$w~ifI5X!l-B?7hc z1X8*1V0!9*SVu5eieH3>XyM0y%LrrsU_?J2T-Gf|Ud(G6iA5R_*XVin#+QEU(Z zRFs1@LZMZyS+%L7^0^$xCJhaB_rajoE3_z0+o7Pm>gKoG+}t)=x~8j2NjFK)u4}W2 z_7UcK(Z2oj6OJa7O3!b4R1#01q^s^ z#$Z0&*;dv$;VRcLPP1k*Q@#|BrSxlKF1ECZtR!WPZ#sP5tiFic$vv$P4wE^aas+?- zFw-PXBK~$^rb*ajY34)^kES`~HC}0%%>5Nc36y@2t>@erx7@RT1&72vwIQzYVsYOP zIapqcHUZbSupWQr(IC|fVxvr-jifF0(KA}L=JM|FEJ`pMOUoE8Nz*v_5Xd!hfd_e1&oqPtXXj!UUZcmIq^y+6UQ@w{tk3LJcd_6Lw^qyl znsF$k-I=(yp+@AZ6OkQFetnBLhe-r1Z+%d#KPlUT`hRi($mD~22kIsY%V7U_@@#ZO zNxn1P=GsVl5Gb(v0zA7(k+1u=j&95E&?TbEO5IXnDSev+?etU`{Z9t`d@(KCKkmS zd=$!yulYCN>RSbfos;cEjI=f~$b7+P=iBMK2S!)xRw)l%3!aYu(V&f~K*ELHT0pD# zhC;gmE|UQ@yQB?!ky-AnpsMskTpCjd*x%g4x{2dojpA2*|F3Q0?X+k;WkA!zMzYVQ zL}49s$634k5cubL-_m6wvfYHvU)l)jYP?aVNO->^h3j2ukn8BzREwWguM+26KWtE6 zdl3y9OL5u?5+TS9>P#$-NuF-0@fpI-tvS@ zZ3!l{c|%>zv$AM{a+H|p5XDRk8qqf{B)b37L*J41Ayl6|x%riUnOJh943;{)VG4?w zyRNo$33+{JNM!nt!J9uQu}4c}nQr3jejgTv76y z?Q6MzE=f>+c}aq5v88BHoUOZsr3Qt;Z{%sB>VR-1d0~`qT6J82-(M5MxwMrHiYJ-3 zYP+|7Rxw7asBGpsj^QRuSBPdl<=oV}FaJMXknp0;{1VlBVRuk-9Fs+|yz{&E;w0U& zDQFcn|2IGK0w4cBUU;Fv`HJaT!H*7ONWq0bW#hj!=!@z2Z%YgRzHj%VUK4jdBCU>i z;c8x>SO3LOUOaIxL9%pt-ki1mmYdH%-6|XPZ|Bhe`MrOhq|v-8gEqIG1IHPggCnW_ zi@N`h>;BISoJLmRDxta;_8_GL~wHvci>^Z z-Q9&(Wrwyod3mCNX(_^HW;A5^W~;uk{7rYRO7zQyxlsh_$DI+6%{kd#2!#84Tva`) zq*#{TuW7cRT|cBTcouf66?Z05E#tR+#qj?ZMUHL4S;mO4_o*#eP#mYNEt5#+wArJ# zj`0H&%@}_;0@GZ(zi~q0p-}$s2g}o_}%9 z#4oK9-&_>x>h1b3u1ipHniCsDw&D@luUQz z8>p6J+Nc;pp&pcShdIywn~=wXCH%(s4{IZOEy4dEWnTeRSF@~{1PKz{-Q9w_1b26L z2<|Q+xVyUthhPT}PJp1n5AN=6vvdD(8s{=4NEKuICwjh@lZ;FcQzvQF`K zrjCB-W2Bye9mh*J4ExWu`!}-9<3>fUr(D55wi^S| zXIe@HXFIY5%G@t$ei(_NcTGO;h9A;_*LB5~K`D^DHRC){ncp&BCTD*B)DvyK9Bisf z2K0gvCle|r{cns~h?SVwT&^7_ZJ|IGxmQ&-2Xn@fB?avtQ$Zd}Q4rD+jKs7<$HF3G zU_g+Um!FuNL=mIprhv-iuGtB|6oLQ^qA%}c6Vz-Wcdr287ySluT6pfRU z^TcrXClfP{(68kc72OY6(MaCBypx+j3!T1$jAHs6>SSV`F7{Rw$O zo2d{3lGB+ZMuy{)HNrTW0CE#ZJ=(0PN^dOzoEoGHOwYMOhxq`6BBa+ zs57*!&ChGvEH=RIj^_?WV9-sJ$lpq3TP3@$jK#VY8V(0sjI6`ooWi0 zS7c`5HK=Lk>NZ+o(9+VLZA3DaFLw^K#vRx1@9)o8TA0kt#5wg>hRLggozv&DshYtH=R=(GiMdm%DL&&o`lm)-6 zE!#vjeh1;G)L+)RjDK$Dp@gZbWXPyBzgG+2*I@QcVkhUPBJvcYur#rT5_zV2EMzE) zwO(}}UaTCuwIQ16Uc`TB-MB(L_?^FpYxZ2J3PQod3Z1c@U3VG6`Ah(h)&2!%I#=UC zIW{b+N2Z2;AVuzQvQ@1Dy7BNKTCu@u`wK@*Ou_Ji{~B`V{fT!Lx2x{wmyHBeaJwh` zie5X&Bd>1y0U`5jFxP+mD!fqI--fNx_MpjkE~i7Y%?^TvmDLlaO1rVgU*H*%@Z_W* z!snFeH7Kxyf5rDvPU-$|#N`I;>2vk7%kgUBEjBJL8>qdj@QoQ~HEAX-E#2hvwS96% zmWFNw5mr<`NTAc{at8xrGxV6M_V9wBww*ru{I)Oka`4Ce#G7VgLPPNDb8x*u*IO!H z8TwU!XoF+E;Iyt6sAK4-c@3+()ud0d{%oosC2geuGr!L`{{kI99Ohk#_@iwMn5~U}E+%^*o&LxKYsE_sytazr|!gX71kL;*XP!_!O5)LisD5^?hXr9;cmZ20slAED8z=wtx?4sy$=qqv;Ux z{NkeV<<2kZNIF{D9^k_!+T2em1@Rfo<#hESl8zaut*^>^v1*@&#B?9d3Cy&T{S0)q zV@BfZ_GZfnMx౑Tozn8-iU_D{U=;Oyuz7=r25mRMQ{Gh_@X*D;3XkN|bfruw> zAYp9I__{dq^KDlr57aS1Wpaj=cbCLIlr)PdC7&qJY{5r23s*a7ac)&Xs&^tbb^XkO zsk`HN)jv#MwkzUiAUK8kDeGJe8^PcGxB zojep5#w6L z&k@!~{~6a?Q0vXyY!h`&<=31Tjt^H?ii)Hth97I-n3xtIYi_E}2JX6@A|Jd)P@ep@ zP@DWdzPFP{go*V0(m&#EXgMc;XSW{2BdGZOGBPeJJ&=*054Perj)ng&yYWL|eh@+v3CTVVkm!JW_n+2Bkt0@`XG?Gkd8JYEsjjuIbFSwCdOapDFosp+quY@EdBxmR6 z-3b&jXEpxMk*U3+ABGcXdk}WmO@a67Do!CIkq_ITcE-lU?D)=fJ|{xBL{wvN8ML_} zEVsF1>4-)9;Bndqs^Cdnonn2Px(1?)ZH#X=_Mg&GfMZM_nIIqpbbD@P+OxO4gUZHp zQb@sED7e8;GEHll+=a|VIu?9GLj$Rqv7}F*XziXZa+JppGgf}TTFwyuX)zJYX+eE> zBL4WIg=*I)AUn7g>(^VEXQ#>M_GWmPu5NwHtaH%)xzxSo7DMjVvCtL&jT}7ZR`lS6 zclh3(>3GL9o2&ATO_c`de61ToHkTcX$oKAT2$J_kNv`d89UZOpUZj=HV<}0=ANP@| zaq;nQSF80VyK=X-YWUU%er0kx?hmu?Sy~qwbp5~;hTS1O=qVnNl$8}d)$dr_-Hogq zrN`&-fuz%@`E+}-Ji$~8oHZcQ2qi;H#}{z=pfow@V6%)n^KIaCL_?C_Zfkpc^DZ1s zQc^Og)WYKGXc9tQJq6^;`=L~L%y4i_51ZeLoJo*4k5ki=N+Em4)^fQO!|V1a-0gVr z!i!0-^J_tY@!r9~7teQf4Id>O&dzZ4#lC;9cRb%Pvx`ks!GlD?qgBfa310rBdZouG zY;+_an$@2d00HvFNLIsUBZjH2W`wh~KKN8r*-0~PUZAH#<#YQ>W2%x~7Z&ZA{{CLV z<@!7&CNVO#dTqT>;_S>}u$CmSm?>(pC;H)z`GuRi1qhdkEn{D742)kLLu{!2_s) zsRf~r5)cB-dq~$w#)6k6{G@0?9=&@id=GI2eV8QrNw#i$0c9C!-j1>Ran)h{+Rt?F z=6HDT(bnBu2tt;VrLicg(SV3;A6GrLV17QQhv96}ZHKOzK;KtnUXUG4L3!uhJufsxm4E&dMnP(DbTCIhDOsZ}m$tm3_SK7= zRC#LM(hRYLd<6$ruXl4`JB?g7-1i56*VXaw9Pc?pL?Vr>&JfmHR7EAN=ud>l%=|x6 zL$Qp^2s>PnjDD6`0>FOFz9E$-M_-BAhKnhmm#a%p_?aeQis=`L_b!Kuml7{C^Y20U zk6*km_l^&O-ZWDsRzq+W8dlbX2IN#zQ#14qz;iO!*26RQldmh;y?tnL|I#Icwzm&tZx zggh=V0RaKvz+UHZ{!$=3!oYxXlk@T6dwPCmwq0ZcY;$9_N=NrgozK0~$=gDW8hwwK z`wZ*D-LY(uF284FOw15Qz1B16@2^O>Y%pC<7c$wxF_6T67O3R7R7I9{1TwY+r88uernW&zCI92=f1giO%2w4 z2yj6PIqss@{SKugm)rZM?K3{qFuTKb_*nTwTDvEqQGj+fz8h#{Z2Cs*`G<{x{}T(}VpC7x z=%3_9{5Hmxd1yS_I}B^;p7+-AVpcB=4=>MoX;$-UsR@^mlf?<%;bB$}93vA_ABZsU z{-I||_ItAj6F0(OjfAn#oV*XXmYHXMoWPG@$!PpOGfdK_?+|}&sZ8FxkFUEQtYCaG zRB_mKh;-pdc>gFdC1Ct$+_CyVSQ7)&*E9LN1;=@CxC!uX@Ij~pTD%KdMnW2#T+QFN zXRt6+jc4NF_g2dI$3h2tdVl747nNmWpVk}QI#8{XJb1Jc=hZt$zbLa20+f#fZ}VC& zBD3v{-@h!u{%HXL0(N^d3s6T|WcGX+*tl!W9VFOCyKiF$Z=vBO{C95jbYo&di^EaA zdV6#q*I{|(cN{G^y~uwcG~F=_%jNZI<-O!ll^cH0`uq*O>3$3q?K6mrcdktE;e@{( zv}fkwzW>hKn>UNg6OKM>nHbZkT#=h(I?c)uR=s4la zM>du}@uw#tCT(!bQwG2N+tFXYCYlw9vf3Qp_V-iFH~1m+oCG;%-W~y#M+5Qofvi^H zjlj#T1<3CidLW80IBi~2x5Y~i_rh%7zRTpW>Da;TE3MS=} z!8$+u!`5X_Fx=W$b{oj+m}j*~aZI{ZqZEVpV zZUrvbyI_pVRcpc-vv~^Sk26*-es;u942aLTKZmd`y6%Oc)2I-Ow7QfVu&8eiL@BQu zM+M`h+-MUzk{Ue!8GP-K-nT;4&z z>n>6t+Jwzv8kegpI?8H&@=h}MSMe~$FqwsXu7B3McS}=PbImM)(jaEfO##^@&kuCo zY{CJfpJzz>xzgpgN+M~}4e{hP^N&E^i{-zvOE4KbEPuDunv|JoJ6Yqt(rXe4Ht@W8 zAdp}63uE`qC=eQ81G(&?l)pAA`ck4DMfARUwaqqn61A^I`N_B&_I^>P^@%K!U;-;y z{1%S-tPVxttCh5mL&U#{g5DDyiIihJVNPW)m!L>9jpw~w(Vcw7W5!LFiv2zN#;}(=HTWU`1G12u8)W{68jukg=J?fGWf7^@u;5j z+5dI%py(i}wNN5F3U9n!nDukM@@!UnP;zPYH;$iQpGTi9?g~})Rfkdt>k+eh!k1## z?zi!z&18d1#GJ~IDLdv~AX0a0l=yt%z@Gat-Zd+RZqviVB%41Pm(tpA(F??4g1|IK zs-C1P*h+=uP9+yksVL_^BUCivhAA04eO_azPEM6rOUblT&Xj++>$Jd!Z}j#3u%gI! zOj)&%vWm19^!q08q{Mnt_zqFOrzcJp z-7bjSc2?{ixzOKSuPA3Vmc41qF$BEyaGZVXBnF*6LvbX54>dvRD3d>Kj+c_LMf$LS zAX|Jeh9DUtBuJWBp42C2J z6xX8FWj_IxChSajm|1?~gv48RgL0}s44xtc*#Z$IBkZHd4W1}W0<{w9?@BF|a5mF% zNicnp0g#aP0eeid}I^mlPH-C;;>hfVB8gxM1#^!KwmB6F+h3|`i9Is!{ zRB;4|?g^BC2pH+waQk9BTO|v((e|rdvo;g<1yzMAGMAEd`n{GQ*4q)zD-(QQ^1EP3 zA>xVU3I1LvydrB=ILpSc>W(U+{#@8ca3QaC!_qK8oi7G*yt-guOK*qk#Z8jvK=t&+ zw@Vgy?4NY$8hj3XfAG{O#7v(jJ@d*Z_iBq- zLnE2QIgZarca#~H#((uXxwTZxVSSbPgv*2>M!zdEq~E#we%+Z%uPu+=E@7!pB**1v-Sw54sgzM@Fn{|FT-S-j^l5f+ z7f!XEy`pd5yD-gS^=_MamkX8)9`eDbljzZvSmr{pYs`02qO|-wfN|B&DYhAMWVKui z1>V%erTG1$?%(Dk#V4jwpWYp5oF$w+l1r3sW*VJL?vq$oi&S zMhZZM5tftfsC`m-_$R&?_P4U0zJ0D8qOs}}%==5=`ink{OI>~uL!Xc_v`ta8Wv!6-@ z7c(*JMl+ZZwCYVmG`}WSDB|$9xrdIB;0sZOBSW z5gB5^M7B%r4cO)-S|hVo=gj6?FvU+8yUC2p-er&C;E%xGvp9c0pm28zZq$Lb7xlHy zU|SF2$T8^j>nF-?B~~~ATdp>-KOo_My(L;Pc}S9SaCR1nUcCNrT>JZ0A~x6X&cGz; zVulNYK^eI!gA;*;j$Ot;cXjbIJ=o)PJ$x515-vY{E=q;3WEys5BN1kDv3`+Fcl#g` zY0%rq=5nzZSr>%JUGeK4?zoToHfkXh>*C=nDsh~8a111v7XRb|MA_@ea1(_onruCE zaIv>w@d^5hS66SITlB6@6jjbW&wCu9ibkWuMtZS#pKbHjJw73bd}zB49b3PV$ zw86o=JK;%huYz`NGVqZOd{)6{f}COaNt2CcqY)6RJaq0=7OZq%6vp$$~0^jx~3 z9YlD$ykh(^-k^i455b`YKl-cv|JI9ku; zh(?1h2qzdnq0qTS*yH*IB7+GWq1}Q%SpZ5^G|8F9vFUPwzs%GSN${xq1;=T%I~KOn z?^N-$tZ}SNnl$M;QjyCLEY0nG%N%0QTXeA_ACG-&(9vHJn}e-dtQi)`New=`R6rFZ ze~U`|?^l2!2{QI%2%BWAg9w;exl}&7N~gK}_I_hZsX!F=+PTqc#^D6az1`#Zcw>vP z(Wi?V5EOKT)|@nr6K}g+a%sJrK(=FpNz; zSD;FiGFQ-FeT;N}x>TbFVIfkp)-V8W!Pvs06cP`0M-0qTq&uxhlX4O1V6xomDlJOt zJ3WksB6feVom?Mga5M_b*?|0!R5+dms2aoqIU?ThtZ;F=$GPxvy<}$p_7(uOL|6k5 zic(3`eeK@j{GCR7{%$s?#j&}enb;2gS84S?OulU#MREsEM{eUL_J?vE%qm*Ua}scz z+0+%lR_sZ=$!ZiXX@n;;UrrOnxs?)F?`m<5{}J$kIE1uBjY@do(WL;{yP zwE~X40`$&26*tZW646ntW4DU-N6I#Y6YsdEi-Qav1rt`4zoDbpRq}gv6VJwrKd>WS zw7_sqEiM?k?LrT48=ebNeKcDl!GIG-48=NNhHaT9SJ`CDjTDio*th=BgTN3pUYzcm z9M|{U@!rW5CzN9w&QK^24tjmyCElOdc1kqlk;P<6be_4Og9qGxv!->W(}Xs+^Wh_1 z%=sZwXU=J24qu6@C245>^@z7~ALlQN*3#WM>{6K&?9JI@vFM(KcwS%HYkuHdD+_M& zQ1lqPG)~Y52&>djnZx=hT(XHEgNCdo==T!t;u=OuPg$;6xg{%|uprhBnjS47z+pD#Gc` z?yhx?@Rk=QRs&pz^IR!vUYfGMqcRtW_x~0=c<|0?W*fr{##7#$t1(Ds?ei-Q9R4Y+ zi&i3wUjwF~Rjm#o4TdMPR%fy<7>v!O4h>fuNnJZ`y9H#DNTo2@VPXHfN(GODL!aZy zVk|2d#4-fk0VBj>F&w1N--^RS!-(%_JSZN8&HRLJhcD>(?iu>SK!VsMLNzh3+sOb3 z77Za^Su~1d{iA3)jS&Zj{c=b*#ABiE0*iS+%9KUwQnTavlo=2deItp%?(n`*>_OPg zxDnKe_$nB!6(5o6F5!C;sNBz+Bp?zhXrN zgNZ|HzysUw#~mEa1{s8jyQQb%d zgRc9S^hEzq_C-WZWFdThYaUW>h#$T^V1 zD{PjYLHGRvUHkQujl` zSi`ilG?F5}3Ip*-CIC*Gamc4(J~U$E@#_&ax{ z1c>BRs`w$Sph76Pc+?ajNA;9gu?quE8Bu<09LBzVEM(?)QJ1 zXoup9yINkCip_Ze(l#)mCowfuQ0PRm$Ufcdj+{HFbxl9oPwEZd0p+*sWggxprk;G` zazRukkBV*Wcgi!p`5E13Y)80M(BwK z-n3SuWResq)?lfGa8D{8Rn!CEisHS{*ONs`BK6OgBaWM2raygnykt6>Z`BGGi8rMO z$GNfDOv#4x^f?L(w}!>_aIS~Q`tf^RcPEyPD^|;XE|N}01u7>>G1#5JxhrO2u4i_i zZwE3}8SE1!GyeWAePTWP6GoLf9i*Z`cn3&x3cJy3sJ4;>s9%fBvmZXX@y4%?5G`E3 z>VNT7hSfSFK)_}1zpE=$BJP?CsUde%t<6oqrbZH=Q9$>V81r*wik8(FD^i-(9F#tk}2tdb;$ z8AKA2mNs6E;T`Mapdt-o@D`0N^;XS?b^+F!N;7`fmlOCV+L3%qB~ly#tp1JMU*+Yw zOsl?841-L@z2`C>hv%>+8S3KC37)P9v6L%uqXDjqXX74_>Y(#JU^wq&7X7a|n)KR( z%Mj?WA8gQgDUI=-kAFjnSWwD=ChL7ZC5>L?3cpIi7mc#>7J>5ubc) zMRuaFp1sqP4{JLbEDamwV6v))CA;jtxMoZ$LO(`jJ+9x|RE@BH9gUC2$i(1f1oq|ddnaLklGz|9sYX;Om2ad5PaGhxhXg^ztG0VM&Mz%hoDpfG zy2GRJTgIT3Jfp{l1%2f9e`!bR4oztW9^i62!hU(aHR#dqDbU%P!Ghwd{4$$*y|xKXMo3ySbw-aRO8?9A#LxM>ucUJ zm<&lmi{ppm_lEyoRukOv(awGV-EBC3NfSgO9F*{E@$Dl)8LBq{%$#y4Err9$EWe9R z?Tp5INWkGNEFl_!Qvxluc!-J+HeP&t?)|=@+IjfBL{P_*;&NnDT=k|kz8ZFSPIK{8 zS1bnIMs8L#pLW1EbXDfu?0`mt0PzG9@}7 z5?halVS>yU{U0&YbE@;{tC2fD41SewOv<klZvKf*0I%e`ubBUFQR5me*EEBk z+iqxg?xfB5vbHHi=JwSaqN=o}|NLAJghGKqcxKjB;c&p?I;m8k{n8Yx^L%jZ?;1vAlV!J_HZX|mb`8I;0ePl zjk~NF-wdPS9f(dIJ3g=V7-Qd3W8He%Z#o--jF)bN-FwmR9UR4pfGu};Nz|@AEkR7U zPZl#K`QUpNBmP1KM1 zxIYNBnbqnW2>4r*u4|+Vpu)_RhHt8s`G_t2rfxh_c!zAFpt3(fWr&WdJgmcRc zBgIiMF>YH7Awd~LTL{&fsbF?0mMOlm@!7QWQq&M$YV$u+l}Fc}O4C_<4aXqM=mKgi z1D_VxQXPOOW^ZWXhRLN&7joGjjx~#@wV-E$8+tI>d^2TZ#v94rH-W{uL@ET<);ic~ zJ%rNcC+FS5cLZuYX)_$tF3uh|zbk!dlU$>7$yk`-8EI~cEqYg;UPM^L-Kc1idUV*;# zXUG~4#_=Ut&#fGA6yYerW3vl!*~dTg?r4=Xw~rmss4;#DlG|Q zOe-o`t;_AObHr`4@?Fh#z75=If@}v6!U|k(3cmT zHjT*p=49|9xuVwZ7w!B4MMw}*d~g8p1zUeWio?A)yUt`#*=&TI+ow-*8=9miIAvDOVif33!6kmAj;T|3{ z-{aiaYSSPH;&9gf$6CO19Eq=&&Ej{tYtQZP6hNtfJBC0o;05A+;paqgYOQvzJ`~gb z@)>BOpNrRcwdTiOHY>I2!Ff1b9@IYY$;OKuC~%rOJZmm6y)XCyO;tMinsuZePj}3i zOnTLrQk#QO%D*rM<867}${$68@JBQ%dx9ge>Rcv$*mE{CjZ?Ym;F3+kbM@E7)2E6j zzIC61Jnj>mmiAVgIce4J1h^JH9;8?1p11V_k#E1(ABJ%G^Vqk_E(S%ByP> zOSQKf3?J@0`0$U=Ou!Evv_btVO4&&jqK*0b1tp!XBgAS6L7GjsN!nTAo8qfbnT~r0 z1fxfa@0-qzO@_^>iXHg*I`Im`U&iyv$OomzJ%Y@E=9T!3$Hekr->=a3_0%Z6Goj