galamo-org · jsdingra11 · May 27, 2025 · May 27, 2025 · May 27, 2025
diff --git a/.gitignore b/.gitignore
@@ -17,9 +17,6 @@ __pycache__/
 # Ignore MacOS system files
 .DS_Store
 
-# Ignore secrets
-api.txt
-
 # Ignore sensitive model files
 galamo/model.keras
 galamo/encoder.pkl
diff --git a/MANIFEST.in b/MANIFEST.in
@@ -1,3 +1,3 @@
 include galamo/model.keras
-include galamo/encoder.pkl  # If you also need to include encoder.pkl
+include galamo/encoder.pkl 
 recursive-include galamo *.keras
diff --git a/README.md b/README.md
@@ -23,29 +23,6 @@ pip install galamo --upgrade
 
 For detailed instructions, see the [installation guide](https:/www.galamo.org/).
 
-## How the Modules Work (Early Glimps)
-
-Below are the brief overviews of the main modules in the `Galamo` project, illustrating their workflows and functionalities:
-
-### 1. Galaxy Prediction Based on Photometer Data  
-![Galaxy Prediction Module](images/galaxy_morph.png)  
-This module processes photometric data to predict galaxy morphologies using advanced machine learning algorithms.
-
----
-
-### 2. BPT Classification Based on Spectral Data  
-![BPT Classification Module](images/bpt.png)  
-This module classifies galaxies into Seyfert, LINER, or star-forming using Baldwin-Phillips-Terlevich (BPT) diagnostic diagrams derived from spectral line ratios.
-
----
-
-### 3. PSR Module for Low-Light Image Enhancement  
-![PSR Module](images/psr.png)  
-The PSR module enhances low-light astronomical images to improve feature detection and analysis through state-of-the-art image processing techniques.
-
----
-
-
 ## Contributing
 
 We welcome contributions from the community! Please follow our [Code of Conduct](https://www.galamo.org/code_of_conduct.html) and check out the [contribution guide](https://www.galamo.org/contribute.html) for more details.

diff --git a/galamo/bpt.py b/galamo/bpt.py
@@ -19,11 +19,11 @@ def draw(input_file, map="default", save_figure=False, output_filename="BPT_diag
     required_columns = ['h_alpha_flux', 'h_beta_flux', 'oiii_5007_flux', 'nii_6584_flux',
                         'oi_6300_flux', 'sii_6717_flux', 'sii_6731_flux']
 
-    # Read the data
+
+
     df = pd.read_csv(input_file)
     actual_columns = df.columns.tolist()
-
-    # Check if all required columns are present
+
     missing_columns = [col for col in required_columns if col not in actual_columns]
 
     if missing_columns:

diff --git a/main.py b/main.py
diff --git a/setup.py b/setup.py
@@ -16,17 +16,17 @@
     author="Jashanpreet Singh Dingra",
     author_email="astrodingra@gmail.com",
     description="A Python package for comprehensive galaxy analysis, integrating machine learning and statistical methods. It provides automated tools for morphology classification, kinematics, photometry, and spectral analysis to aid astrophysical research.",
-    long_description=long_description,  # Use the content from README.md
-    long_description_content_type="text/markdown",  # Markdown format
-    url="https://www.galamo.org",  # Primary homepage (your main website)
+    long_description=long_description,  
+    long_description_content_type="text/markdown",  
+    url="https://www.galamo.org", 
 
-    project_urls={  # ✅ Add GitHub and other related URLs
+    project_urls={
         "Source Code": "https://github.com/galamo-org/galamo",
-        "Documentation": "https://galamo.org/docs",  # Optional if you have docs there
+        "Documentation": "https://galamo.readthedocs.io/en/latest/", 
         "Bug Tracker": "https://github.com/galamo-org/galamo/issues",
     },
-    include_package_data=True,  # ✅ Ensure package data is included
-    package_data=package_data,  # ✅ Specify extra files dynamically
+    include_package_data=True,  
+    package_data=package_data, 
 
     install_requires=[
         "tensorflow",