{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Morphological image operations\n",
    "\n",
    "** Bird Counting **\n",
    "\n",
    "I've used some simple morphological image operations from scipy.morphology module.\n",
    "\n",
    "The goal was to count how many birds were in an image\n",
    "\n",
    "Here are the steps taken :\n",
    "\n",
    "1. Load the image as an ndimage matrix object\n",
    "2. Filter all pixels for those with a color tone less than 100/255\n",
    "3. Get a binary representation of the pixels that satisfy the condition in step 2\n",
    "4. Apply some dilation and erosion in order to get rid of noise and isolate the birds\n",
    "5. Count all contiguous areas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original image:\n"
     ]
    },
    {
     "data": {
      "image/png": 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EYhkik1nwerKt7e1mXAuS5IwTkNb+qjEO3hhOlFbs32hpGRKkrFYNLaVCWTM6\nSUfgaHeMIRiJ+8FlDMxb/ihiTTjqh1e6H6nTpYqai7R+iCFORVeAcT4C7eQ5Hx+5v7/jrbeu/I2/\n9oP85r//U02+Zbazi2pW3XQfvCauRHY7FImNxKzZWmNQsrAUksayrBrMT1azu1VIOWXR2YzGVCnb\nF7OQ7GxcGRzesyNMO0s9aYqHNdCf8SSw137f7c+uip3Ne6ZBZmuNqwpJR+0kcCJz204LogmOEqgZ\nzNxi7ggeb5MzlbkWGcXKaE+3JJIHsf3lngVncY6+PE/uKzZzn1lUWWOLq4Nv+3FbUlYbu15ZxILb\nKqjY1ZKQ4VR7GzExli0qhMiGQNQM00KjoSCrQjUIq9Z14u1L1tqVTnCYvmkzO+c+zVJQctEBjIEK\nrCxSDK+ujJRCc1A227UQk3LjOvpA1ww++PIv8v3/8adwnfzWv+cbuT285r333ufLX/oMdfktfOsf\n/lO8+4lPUtUQVHmTR0rbOFWVyJbJJUktuBytStEqXLNhHFqbrmroMk4NDgI1aYMPQlQbBSrmm+/6\n+vGGqXO4MW+Cm/N//60f52u/+fc0Jq+tW2cTynMaciQe2fiwCL4GoMQOBpXSpFM1VBbiWBVnCVTP\nB1m0TK98wy3SboVc1clRpJPhVphcy4i1uNA647FxgVJhZYHSlR+tTjgDDnXmWoQZSuBLGQWntda1\nZCuc6MIoSaSEytbkqm0FR7ZsLKt/HwQuE9nzPzTaViyMJmbFGqZzZaS2FpZbE5NPcAuFShJi3U2f\n8DCEQ1fDVb5xcmlsf1SAeScqU85orbBU+xuBPa+l5WrlxpBszfDREjQVQWPidr8r3d7zX37MzS+t\nj5aMSZ//DlCb+ZWJqvGF148U8Pr1ayLhcrnw1luv+PH//a9QnCxppptV3TpqW21z63xhwwS1cTPp\ng080mdZBazAOYdCvGVoMTVx6lkFkDyQwkZ1FAV1vHC1mhdSJZrdZJWzbBE8Rv39dfdBVBG0vc286\ngmMtGF+Nz9LdFD5qt0BHv051y06qoQjtgTbtrjMyjfdn8sE05iweZw+ISbYpJIrJjYoejLJWNUkl\nxZlCrMbJO6b1YYiEmI1pVha5us3q/zZmwJzK67VnStCSt5m7FZPuOm4LMo3bbvU1W0WgOGqNY54o\nkYqmgyiTaL2zJ2ctDN/aXMHEKG24YTXi0J1IKTUViWTdulWdGaxq+U1tNZZZIe5oCBdt8bsMePvV\nu9y/9QqCltnrAAAgAElEQVTyfT772Z9h5hd5513nm7757+Xv+0blr/7Xn+KH/vg/zv/y3d9OhnDk\nRMOQKbicwAIvwhcm3X5HDWz2c4qVLe+KQrWY2TMrXJQUZ6b1Pm/teVdjwuPZ0MGae1jSKuZ8RET4\n6R/608TsqtuqNaXm2hdcHJdA/AJ5oLpID266z9EQnoAgZSFqWBolwZGtaLDcFuiRuwhs7YVZ9KAZ\n2drfeNLKnoTCqT35IK2VMCLSMnnr+QpRtc0H0tbdSkwNicXFi6ntMJWlMLxJM6EH9WRC7opbO0Dl\nfOyKlybtJOtNYSAYkkrOhY7uMs/MdnRqYGrbwNGqirmUQlBraaeVEGJkJVmdsOppXzByt3tVB+KN\nVwfBxIksjq1zdxqmbN4m8dHdyqHtWTARHMWGcx2Fjyb01RqOtEr0w2W6vwrJGPsy5y5dSJSunn7w\nL/1FAPwYfPwT7+JqzDX5pt/+zagoRDJEQXcrvyUEok8mg4Yg+tddNUZ6a++YjbZKEw6oUSYtxn8i\nyghs+xTlCZD1hgx6qtMBOwDYtRA1VK0lS7ZnMVRjUqLB0IWpgRvlhjIaq5SeK6CX9qE/KSmqlErH\nrB/orGDxNO2qoY/Xa/H6tnh4hC++N3n/g+ThvPHenMwspmzypYIzhds0HmPvdQlgPK7itiavVwfs\niGRFEtGzHapa+hMRnHNR2Q61iODcAUAKZiRnLB7n6tZ54+HIIvWkstrOrIWPo2VyuXaQASUbT48m\nsIa3SzFmIdHPclKsPUHMSnpi23Y6nVW0q/nkbK6KPNuRZWsL+BVcBlpbrnQVEMM0OdSwQ/jOf/9/\n5nd+x3/E+6+DX/j5z/G5z3+Z999/YK3k4594l1dvOZ9890v8wH/yu/A639hgqaOt4GXYaoa73V5t\nZb1lYTYQrz2kCSx3xYg0ZqltApmdohHp2RAqA2SASCfPeeM8T95/eOThvZ+hLCkNfu6v/WX+yp/5\nLxDOVr9ow2bqAd4Y77CDK9ra0UhKd4CRY6sq+uqWTFygjthJuM0es5nXDUGwh0lVy+IQNAeTrTsV\ncJxJMasY1VbsyGy3mcVWNZzt1NLEbbCm4dEtvByKVZCVzFoQnXgV3Xb/Jt1SnSXSQUmA4Zg3XLnW\nYnh0NTxtB0Ah7UBWT9xrmKCdi7i1sWI/n0U0NBftVlVvs0ZEcTuD2+vk/TO4nQ/M82TOaCFUNW9w\n6uAqrWAZF+U6jLvj4MXFuF4aXz/MGUO5XAbDjNACMeaqPSBLt374wzHdj4YXUtveWUrheC2iDkyF\nv/XXfwwQDjNElFVgfjBXMFN3C9zjD6ElH6PaLpwoatnBRQNoB1nWznJIC/0Fohr079k0CWWUFKUG\nK3EFlL6oG4+ULGRDCIjACtiDVTS6Kk6a1d2jIkgZEEWxEO8hIW9wVNU3cxwSaanTXKCDtUWsoopk\nH/wzs6ubgPM0vnKe3GKyYpAlnAIa2ZdWjMf1AHFPaaCpG3eCIJCAFYHTuB8lHNJ4lGtbXqOcswrX\nX5KtmYDN5GGTmZp7dJ9AVk/fWpXtFc9Wt6YJozqoZkVbqnUxUG77dUt3QkjtfXWF0DcKk7oFUxum\nSU08RsuVVmN1PgZVk7C2fBLb/VYFFhxsVhlpb7+3cF9F0XJWKt/0LX+A3/4tf5Cf+6Hv43/9vn+T\nr7z3Pu+++4r76x2/8es+wfXqvPP21/Cn/t1/kO/4D3+qg5oqt5A2JXii4W0oiCKPhYVCNj5Z5YgG\nocKQ0SYbmSwxPDdOKfFGlqg6+Ye/8z/lh//0v86cxcNcmCpjHMDiz/2R39qHlOT+7d/Iqn+tL6Do\nHrE4uapDTEISN+XMahZZg6HK1IRYLJz2fBoja5NLBYwOGtmsq0ztkZCyMe4Y3PKkbPT8hVWgyqwu\nbpzG1tMMp9Ad8NWCDONBgmu2DLS0CWpNuuAROJ7us+j+1668ZVe11bZpH8lJUasx5kxtGC8nKt1x\nmAoyo6v8QxvNTtpFhzG0R75WjnbIWrGkQIuIwuSADALnxuSSg8wO5jHbXLOsHXQ6YOxRtWrGYYbr\nokSIcLSCYYXJBAzJicTBGLYhiDZnDVd8a5U/bP0qKt3NrGrg3jZQsYA6+dQf/JeA4v7FS+7urry8\nf8Hnvvh5/vM/9t38wi/+It/7Z/4n/vlv/738/M99mtLCJHvMm/aTSJoBrRj0ZLBfUjOojC1VbVcY\nWVv58KQZ7Fit7jRq1eB+bezzqYWhnix/7b2G6iAhtdnWXUnlJmhqdYGZuy2WxqLJPgD7E3TbZVvO\ns9snr/bCI7sCVG1SzYpI4TyVxzyZK6i5f5r0iDriQtZJRbb10JQzak9pEwRjrdgutuQxe2jOCljZ\nKoBOLg1/yL5AkfnG6aPWGthkdNWbQa6GPoBum6S1iLVvUlqTEK+ryEhM+7KsSB5uEzdlrXNXHFBT\neUxpQ8csmDBpx454MtzbZUYnU6+BanC5nEi7bJmSiPUBNretnhFyJreVpCyG9mf7+n/0D/CPffu/\nRazgC5//MrfbyTvvvOLttz/Gy6/5Wl6+etUMfl2Qs+ceq7WZpCwJvVEOQ5TD+9lGWCsmTDeV3p5/\nwdBITHvOREhTt8UDFs43/M5/kidh6pe++AGf+9xX+PKXPugz12kdRPmn/shfQqsaStBJRJNM6dvm\nvHW3iCBjcVgS2fpUlwOiUFp7miIkLW/san71263W0Tb6ocgchIDZ4NjnuEmw6oE10XME1KwJ0Ggn\nGylUOlpwKUi99VCmeII1+meJBZmD4NKyNSsklZKGY5YIYoHIuT9zYRZUnbjlHmvZsrVcE2QSY0s7\nA7K2e07gom1QUa2eQyHNi9gMWEpy5ZbJrZQb7fycOVsJktZzFaSfqG/659T+zOY9MMuHgs5Wsag2\nXFZNvQnWiiFpV+flEI6LMkz3ZLgPj6kfGXSdHino7piAXFr/6GPwz/2+34+Icv/iJe99MPn0j/xV\nfuYnf5a/8TM/yb/yz3wTf/I/+0N86TN/nf/+T3wPtt7DdOCVPWBb5p6stP1j1UX3k5oh9uzSvsqD\nCBriyGRJj5pL3ZpMEayK0n69VAfCJ2JCaJ1gSstmACybIFrapODqsN0jGDe596RgCLH2o2+Xmlfr\ndkO7xVHPrixEUI2NVHeLf94WX35cPMzF65zbmWNE9dSv2zQCZQbcIjlRXpeyYoG0znnOycPZ4xpv\na3FGcLudxBl7JGS7e45q+dgwMKk2RAznot6wSjYmZxIcChdzXuzh4iqgUugeSznPgqo3w+qPagH6\nBMQhGGgZt9X++DDb+tbisl1Ea/QM26rtdDqSKS1sT6E9+XJi1FZ1QIQw0lnBniKlxDzJtefLiqAM\nbtXJcsjkG373v/pGbfD1v+kbML1wOQ4+8YlPtAOSxGqS2vMOJpM5BSrQOiiNre90UhO1bidtGRd6\nhKdtiOS4KJEDdYHqPTNzpglM4a233u3kU79ci6n8y//BD1E0yWvSQS5l9uc82x3YB6hdUYKSNRij\nO8QzYydRofO24OUkJ1TxmG3lzervEDa6TBhtz53scan0TI0R4Kv5kWL/5QTVFaPIiVBUBaI9llPy\nimWbP4qtNtG2zYotDBrrX534NQuVYEhQYVQOHgMuNvqOhrNWE5uyR2EeY/SgIaAsOC7F3VFc7ooX\nF+nZIO7b/aWtrCkDLjzGgnzkdsLtND64wa2UQwYyWookUvg2lywRGD3+8aIHIg29zQoEJxbtiMuW\nm9kw3B1cMW/JZM902LXcJo4/PKZ+xBpju7vUetBFdKstFQyHV2/d86M/+mNdXeb/+7VVxfd+75/l\nk7/t2zrjbb90fyhleyM6A+8LDvSwiaeWf8pmYgWsh46otrskN7tYKT1rkyd/eWPOReNa6JbVrGTJ\nCdUVTMP3SUWzk7loBhTZAgHZbVcPbO4hJN2iexZBy4hKkpT2+itNHsxZ7YoSIc7FiiTPVhqEJDF7\nLv6wBvznVnfUCsykKxe0bZFz9ZCQWN3SVDHGwaHtVy/RrV9toD/F0WOhCdetVFKBBz0Y1U66lqBJ\nj2harZudc4u/TZk59yCangI2RjLX4DqciIVJ4N4TsGYEnsceCpSsTIYPKnsexSDJ5ZhqW2KjD2zM\nG3o9kGxCpmw7q/bwnBVJyGTIXesqIxgmVJ0MG8x85BCnNPktv+Of4G/++F/gOAYvX77kk1/3ccqu\nDC++79/+PWB3UCey/jb/yD/9R/nG3/svUHVgkqy57cQSXRXuAJt1UmlU1Bv4I6Kr7Pej+Mkf/gn+\n9qf/Bx7+r/8OOLcG9Fe+Ut/yqX+H19d3ufNW0wzt+RxWzVdINVmbnlCjz6ApNZv0TGDoYtbBVaT/\nwgDvYfasvqej8TjElAjlbrTm/SGUq7VqRVYRBrIS39hcT/vbmHtJQ4Xmm8vZA2sQKk/UBpOJiyPV\nDkgbQkQrkw7dnYluuCHH5lFAJPFQ1plsdSciuc8gqHVH5Qg2QFc7Ed28oRL6LxVwqqvYW3L1wYwb\nU5Or2/YSJGueHEcPtJos7rHmYhBSByq5uY2GaeZYOJsQL6Xq9kZNNaSlrKaJO9vy20ol1XZuyoY5\n33jmf61BV8y2tAPqYqzbyf9D2tvH7NqlZ12/81xrXff9PHvv952ZzkBKW6aNfHTaKB9iEW0UKBVi\na7CxlGjQBMGECEHFREw0GqB/qFhMDAkBAsGPEvmQBBEaaWIRsNhCASmhFKIzoZWW0s5Mp++7n+e+\n1jrP0z+Ode93KNCXj7dN5q+99/Pc93WtdX4cx+/4n/+Xb+F//O2/iU9933cT57vUXRPI33nCf93X\nfg2f+8VfvlF24m9GSdT+2bItDxSHYlrarSxGgyyBxmOKdVin/o3cmgzbB/sqo23QRm5Xm0mMKclb\nOjUXs5lsqtmovhdCxptxgmYTaDHiew69SgcTHet3opfaKt+tSaCLoZnAKYYOZm3sJVY/Y4ENXi+5\nmSwHZsEqw+u9SJiLHZQn8zSOS8qx5WJXZEs4k3HtgPHiQVWWxhSNDMn3BpJ83fnGIEnYcUmYjUC3\ndUVyVuCxdtdgTCtm6PNWWIq2+Zjxohk3SjxRn6w5dTmOThAcW3mgdIJFr6Fxfnas3YidpDHdeABV\nCzenXae+1+U0Cr84t6fJpTWGXxW/Uyfdi7WA3uSGy4PlyVmNj/3cX80nvvOP85N+8k/h+7//U3zT\nN/9hPvlDf4s3j//+HAr4yb/gq3l+doxFoCggc4MZuI03Yvq7EkD/b6zD8FAiwbf/vq/nB/7S75IW\nff9XVdxu79H2QNOGz/ngwfNz8m3f9Jv4iT/vV1Ir6WPQcaLDWScX78yYHEcjq0OTVnvOXXGl2mmL\ng+FwErh3epj2G2hx9Po2aRiDIdXLgobmrVVOy9z4z8VoBydzy6QSy125xcKORuxnvVXQvHOrxMcA\nFo1jsxvuFX9uK3NgeWFR9KWlJQ69O88LRojI+0wyIukuW3n1jpmgUtYkT8zl2AGjqzszZytApg70\nU5hHax3yykMLjg4vHI6jaH3w6ji5jAuX3rA7v6S2A469symNv9xdu6vSaM2btNgyVSwuhz5zc8PW\nVn00ue5WalewFsT6sStd+7FKYTOr7/ir75IUv/Mbv4nf9Zt/FfH8Q3vjDX/vP2rC80Xyrf/39zLj\npearJjC3e2lw7qZbEtfCyA48Tt2G6eB7g5wmlcJwYmnWEndNnSEzRMt9Y9qbJ71S8OcqwZ+JnRrh\negPN3oNT1EY5koPMEJnftZHs+xA2LSeh/I12rxHgg4wpTUe62tRTqQ/vlvH6Mzd+8J3kM7fF6xms\nperGA6wbZ2ku2HPhbVPSgHEUw4wVHWx7/x26O49H4/Fh8Pa1Mbo26Jlta3K3pKwJN5epbXemc+IQ\njc7Jc8DMJKJ4PYPbqdFFhPGUWsDdXJXvCphnEihRo1ibd9ql6SxJcnzNfWG57Mpd7qPhRa7A28BD\nizfby81q4hRXwZnGi4Eu0dDyfJVpUbov27MmrTnnSim2y5jZ+M7f9x/Cp/4in/jEx4mYf9dTuZ9n\nfuk3fJwsx2fqQvahBBREn1ONduyx13sLNXPxCmZ0KifX86/ze3/DL/y7nv3P+9jP4aM/6WfyrX/k\ntwLgGG+/NfAxOJ+f6R/8cr7m130j0eFwIGwDfeS4o+l+sCxm+n4HhMS8hXOdxkRsi7kW1XVwdFvU\ndOiNnEt63a0aGvZMxYWyZyIvHC0kZTR9hxduEIMnnxwl806zza0dxVlt0/TijfkIXPhSdtdakk9G\nCIpPqrtaOxOx0sEXzS/MuYT4rE3363cXp1yCxqF3dhUPF2cMjdYp21LQIKtprFZG81C0lDUeWvBw\nNR5HZ4zksdVWInQuh/F4bW/cevf/WoNrG7gbD6No7b2pq34vvUtH17tkrfFgOufGxbkMOC6C0hfq\ngl+9dP6Rgym9OWvB7/j6X/KmkH1TAeyF0v3n/9zPfcWHP/QhqorzefLP//Qv4H//8z8AOShrLGRw\nwBZZA71uul2MZ5Z1fBp0zYZW6FDNSmyJ2D/PkNRLPEEN7Yc4ILEdRN21EdWWNbAcuz1S4KBjag32\ncsxN1ksBSEzpP5GMMmgmyc62VNrKzfZ0SX6ysDbwmSTSNOYGofgZjNE4RjCWwfPAYxGtc0pmgdtk\npB4Y6r55NXI2blurnKGgyz6Kh9EYzeUMao4d+yBc0idSgg0JJJ6qIpZCDrOC8sVaTTbjBc9ncgLd\ni/BOzMUFdUjNbR9IzjHY5gKYmwdcrvEMKXqX2yCYzAnHeGTVpEXC6rJhNlXirQwB4Dszg1GCXD8i\nDkLH8WOxyjlakmmsSiyTt3vy23/tF0nFonPuRzdYP/oJRpes8bW/+buZ0+ku7/7+gVAw4la0ZIJP\nWkC7NGmms+ErOLMxOpzWeb58Me+tRJLunV/yX/5VIhsVN/yP/FaNAw7juL7gchQPh/PpT30rH/9L\nf5qP/tNfxowLBtzWpCN8pBghzlxJN3iKZ7IGPXQZP3dVnjcEOzLgeZsfylOaeEpSzTuCtImS53nh\nciQ5O1jQm0w5qxRUObKxnG382IvRLPrSs4073p3n243ehgopTsy0D4k46D2IVKrGuo+7NETGGLAU\n+dWmzEdpi2s7mKeet4aUDHkL+pA99+oaPbam3LdoSpfptnc+ulkgk1cPyjl8GDB6p3lxtMHVjdHU\nZa8q0dA2FyaWYFaPruX12MkSsIuWEOdZ4xfHfDH7cUd/79GTfn4rtvTgx34if8z/OsXo9ndIz0br\n/Lb/9nfwHd/5N/iz3/VJPv+L/hmwxid/6F3e+REBMi698YVf8GF+/s/8cfT2jLMTQNHsCluyArOg\nTtbW5mH3ak3uHe+QvW/SmWQhGUGyhJCj4LwfPFqyCEcJZaeYpzWZJNlukHIBrbvGUPJsyb22hExp\nqsZqOnzemDfW9pwj/OExnD70AbeejKH4n7bNH7Ztgy/G4GJwvU5sGCO2cHstahanp+DOW82wMJ5v\nqYy0grO2Cy6SFfr3cshocr5O4fzCCeaG9NyBHc65JiuD81ysm1M34/l24/k5eD4XUSGpUBrtCI6L\n0w/nMjovLweP187DKC6HKhiB0zUkdjM8bRtbGuZGd81HKxZjq/WqL2ZJMVEkZxozJIvrTcyF9AZd\nduPuSaPRKhTEiRY9eOOP/u7/7L0DF97nwIWXD8bP++e+hJcvDmJ13IvAsU3ncl+YDbXo2aAaPtX2\nV+gSMBOp69Jja8hVfX3lv/N7APiSr/j3+Nf+i7/OiisRTtkj/dXnAXA7k7/9g59mhnEcD3z4Qx/k\n2/7gvyXZ4lzMmJg7t3WTYeY0MpfkadXAL8h8XTznxFKb92EhKRdwWCPLaEOi/bGNCo5xDLTM2pba\nNbX8Um6hc9tWZnoxrDEwsht9k8emdaWjjCS6Mefc6cJJFKQfOylBz0fEgUdhPTlMDrRgQlN+3fRF\n1KJ1MZRbOuctSV+cNYncfNvustXHZEVul9eSPtqMFw+Dtx6dF1fjoXceu/PWi8bLC7y8KvGXnFz6\n4HIY8WBU17x2uBO1MJzWBGE/dhCut/aGL6GDvmmE15xz7bOAxkjwo9HbjhYyGZVWvs8DyT+II605\nZsVf/p7Fl37JT+dP/ulv589919/mZ33lL6X6RzBr/P5v+mao4HYmn/ie7+dTn3yHSfLy1SNf+BN/\nPL/tv/71zEwWKMGz5BWXw7yzMEw9JGbBoOuGtisG9NK8dUVy4MySDpDPYjdkLVYI51ehBybPg7ST\nSn3Bcx1EPuEWOGA5qDogu+Ds7vjYEI6SLtTM6ZYYqlrdFLrITlN1dy7dGGPzgZtcModDH8alOw8X\n49WD8+HHK28PwVcixOm0Mu6W5paOl7a4XKTQuN1ucIo76makTQr93rdTZK1zBfjSS9MVwV3bZrpS\nzrAHdKg2ppYFLTm6UAakQjHjdKJJAzyO5LCi9+1WuomRE1b0rsqB8yQJchpt663NDIvAfIGlOBGb\nZ+C7JRpNGW6VDTs75cU1SxjOGqwdTthcvGRsV6aj+Nwv/NL3qSM0Rvi8z/scfto/+UV88cf+Cb7/\n05/heQajDWVjoUyvWg55pdliRZPueBshiMk51VJzSkdzQ9FQ1ElV8cGf/C/wdV//1/iSr/g1RNx/\nKiVOf/Wv/6MA2nQnfPpTn+E2i6sVL64H3/Nn/6TSF9jbF7vynEp6Vvi7ETxrBuvBrZKrD7S6KdI7\nGUM8DA/KOjlNHGer/UwYT2la5jbp0u8clN464Z0Hc8oWFxrlEwpaBtSkj8DPHXUUDZ/3bDyjXPl0\nvZx0Z3gjpma76YuKzZrGGP0q7sKSLnZk57TAmGTuSjE7zAvliyg512gK/izE7V1TTkrcsG6MA64d\nXr4oPvKy8+MenVdH5+FivLhe+PDLVzxuNsW1BHYvYKTz2B+5dudAS7Bum5R8lz6+wRQYawURN9w6\nfRgPPrhcjYfmHEN+ghSFR1bo96kE3nem+10ff61ZISbNaXE30b5RG2Rqg/5lX/zqzZ99663BF330\n83n9+sb3fu8P8Ef/zPcTdeEeK4MFwwdrFy3uYKlfoGxqKRUS5lPaNho7EjqVDvyjYcEifupDtm2j\nzB0tvT9JbGyFhHVqp8k6svaFQ6uQJoqlpIP9Gvbe35sZ817124kNkUnW/t85i9e3hEjemcbtvPF0\nK17fgneeOz/87hOfuSl/rEh5tq3xgGG94S04vHFtoe2oNR66xgrXa1E0rq5LAdNFdb307YwyZhjn\nbWo0YS4kpwlJN92J5Tw/L1ZOVsIZyZpqn33P6FYr5q24lTFvJ3M2bgXP59xEMSX9pg36LPyisjYn\nzAXt0vGU60oMgQ09AsaR3DI52qB2bp43QXvabJIaX/Q99WWsNjnorEquR/A7/90v4l7imung+rr/\n5rvws/F7/9Mvo+Yn8Sre+sCFz/ngK55O4wt/1q/ioz/n32a64aNRp6JkIjqtrY0WvOIs5aEhQE5w\nw+tC5BO9X6WpNhGlYhnhyeGSIdWtMbvA3WnB3/pz/z3f+gf/c64PF956qer+wx98RZ2L7/3kyS/5\njd9B2YXwTj0vstV+HhsrFMlz1qC3Gx6NNYZ4HAW1ApqzctJLAHtluMFCzNo+Os+WXJakdlale6Ud\nVC4qb1gNjiNZszEbXDLAYZ56J/0uFTOZF6Y5gxPjwkKkTk7BvefhEDfNxEOgoocGt6UkEwOcTtqz\ncuH8gawbhxvUIOsmGV1XHJIdMuqMpm13oUSah8fGq6PjZlxGcW3GQxNbIgpedI0CWmv0rnfVzWTb\nb+1NMO7AOS25Hk27crMNvrFtelAF29x5cRgPl844NCN2bxyX+16pNN3wvXQtePVof9+Z7vtWus0c\nxkFvg8NFZGdj8HT6jM0ccP7QN/+5N3/leQu+//t+UEPqh4MX+Q7OxEwLhGsbWBXdoNWiVUoGVjdB\nMqrQeP0CdC3G0jW3dG1sYwcOLppy72NuSpm+XrJTJSug4nr231t7UwqKuCmnNryc3Wbgg05u9uYh\nt4qLJtQ3FDztTtfXAmx4cbjmfo9HY/TBy1G8PAaXMTjcqXriOOCtB+PlAzy6c+3OtSXHaDy24K3j\n4O2juAzjrccLjxfn4Wg8PjjXY/BiGL0rtLJ3UeDuc8tt/+FyDFprAtC0u4bYOHZ68xgNb0Mb61CL\nNY6OD0FfPI1bBnMu5jKeK3jOLRsqwdnNjGFwG40zgudYnAVjLKxuVCkEsltCD7wX7bKj1BHEumop\nd6qKdSuWBbRJxQkRlK29bArlfp0HX/Yv/2ps/98v/y1/ka/7hk9Q60JW5yt+1e+GSi5X4+gH3/cD\nP8znfukv5KM/51eSTYuYWkH3oWe3TbIGXhd1N1syNNuO9c4BdqO1wToX4VPzvb3tvpjifXJ2qi0u\n28XWMH7Cz/7XaZdHnp5O3nk9efXi4DYNjsaHPnClm6RUFUH2iVunVmPW/U5pdJNiYVXCkrxRqEaB\nX5SEXcwUTD5c72zHYcJY0I79vRlAYLG4tobbwXHALdU+X7YRJ06NF0CkreqaDzcbO03jkdg7D5sL\n90U0Rd5TTRzfBofBc0L3U6SuTOYOf726NNbD0OIMo/nQUplGH8WllOqcW5lEOt47DWcmeCxu05ih\nuKmzREDzFhyHM/pOhe75BntZM5hza+gLHryJKmfCkwbiZwQ6qJsbj5eiXZs4DIc0762/t8syE8DH\nXAfw+00Y3vfQvasMOkne0RtbvlBVqkQBy+Rzv+CL+Qvf9WnMjfOEyOSddxVX8i3f/AcwTJSpTR/L\nStKT8LGZBfKwmzeKJvlJCaozPGUOTelfzyVDxS2TFUvCevRJrJismVIGZKoqbpuXmn1rire3G6DF\njugQms2b9IK9v7fp1K1veIfeivJiuEwTNNQKdac3ReCMA45LMboE9Q8PxluvnI+8feHth4MPvnA+\neIUXj53hxovmvLgWL66Fxcks3cZrLV18rbi4MVza6TG65klutJE78227xhi0YRzDGb1zNOlcR1ea\nxyqdxm0AACAASURBVKN3dRYmnF8NZ1KQwZyNd0OM31uppTtD4Hif+VlOHsnyVk5aPBEbjN1N8G+q\nUR3lkJUrWYCiTnnnzXUIhA2Ojbv0DavGO60uNDuwNmRzzXxjA//SX/gf88t+y//Lv/ENH+c1H8By\nV2Ij+Ot/5g8BMI5BlXHeOj/1F/0GXUp0vCTxKd9pHKYo+WSnLqdzrqDiIufl5gRXlmhg3uh+UVpI\nwfLOdSiptmywwhgmgwXZ+MW/8TuxZjy9DtwvPNjighPziT/xO/998pxyV9nBtAKbdNe4KJsirtoo\nuh1SHRiULY40LBw3J7qSrL2CllrE+gGLG4D4zZsut8ppLXier+ktuYU4shaLGYm5KsjMElvAjRY7\n7cMSrKvVdrX/uPFcsHxy23CZMjhKqKiDjuegN6OPHb1lg7poCXhYZ/iNNibNgsbaoTFOesNsyJo7\nOnYkZHKbweu5+JHQuPJcS+zpCMJli74T98wbFQdsSJGUM9qhPjbXCCwMNp/ZTUXVdQwuw3l8MI7L\n4LErSy4idsEnl2BE7bTkgv2MjveRJ7zveOG7P/7EakaP4nSE59tGhioR1J2luBOTU2vO13z5z/jx\nvHgcfPCtR8o752z8/v/tu9lyaGSJ3Ni0VBsvXm3sw3nLwXbDK3qQVl+kMW3Rom9gCfQdHdJ8bKdb\n0ZvUCsaB+0Si0Ya7pGqi26MBO1pkOUm/W5Fd4JzuLq5uUxXhBZDETrHNEjquL40zZkljPFOR3c83\neD6DeSt+ZAXPT8F5wq2MVbEBNIvGVbS0OreM6sC3XOnhaLx9GYxjy62aUheaNyBwvxuUG44OVQWK\n7u+SQeYispgT3l2L21k8nQLlPIf+3pjB65WsVbx7Cqo95yQRPrL3vl/kpWPKRb5yjLCgLd8X2bZi\nJ9xRlESnmCx3HrIRKEvLthQvberh3cuOlR3jSRKebDtFQlpiUh5owwjveEK24Pf+Bx/l5UPjGAdf\n9E99FT/pa/4refy5YH5ipsMyQpllxqklYBbhdzi1qpFKfe9GsFLz+hVG1Y3em+aRKdRopSzLGUAX\ndN1q0NwI3uEP/Ecfo3fj8Tr4yIde8vL6yCf+vx/kq37jX9Gz6JCuNv+MfTAElM83ypkqxVl5yn1p\n7rvrFIXr9KkFT8lwRDRWJhfvnDvi6uiDiHex9siZgu8f1igPchbetTzMCMKajC2YcJjIPg9a5ul9\nMdIXlm3vtJOxx4JZXaMBTyqDNraVt+QG7d02oKdxHXLb1f48h3XSShAqLqTJMLFs0YcJzONwHcZl\ndB4PY7TkejFeHuITH11p1DI2OWUhhUSD6x125bugokkwYLXf9aTV4Lg6bsm16/vvjTeW66qid+c4\nxDkZpmVhAC+u/xiSMTY85jltz/J2XLo8tfQ9xCivfZBCOx75Y//n3+SrvvzzqfgMb731gk9/8gnF\n8vhunXzTyzTX1Dxli/tKbNbKoHdTxI0la3U5SsSuIdeiNcWpRyvF6djaD4QqbfcuHzgdc9e/5f7G\nKly6eTQDouuA3QP0bqWZKJsHu5UJ3oyMOwZPMpZFKc9qqvAlnYHTL8ocO26wrnA8Ga9H4zaT24Sn\nm2aSazXOdXKrjiMPN7UEt3bNdecqaLJO29ThUNvIEblxeQMyT2KJWFXJBpqfyAJUzErmKsHVz5Ms\nuW7WSs4snk9xJ5TevIDG8GQdckGRRutDgZZbWrNi0nfOGe0UKAkliLRmqsAtOcsYSJzvbYvbt/TQ\nDTZOGqpofRKn42Mwa9FX49mLbjeKg4naP08jrPj4d3wbrYzHlx/kX/wV/x39Ix8j525JPcgNy+k2\n8WbEPDEfmK3tUNRMf2EcrRMZSgLebXsGWJ6bVMZmKis6vR3FiqK5Ynlo2jtUOq0/8Mu+4a/wx7/h\nF/HBi/NTf8oX8Im/8QmgeLg9cT6+RUURdHo3zHRZYzq4l00sO4bR6oTehVzNoqwYNGadHOeQPrcV\nVhMwjo4SIkISTY/A7EFkN6SnnaztavRN66td7qgbSJLeQuxqmxhO1DPdD5lhsm13ZjCqUb0gOoz2\nRoF00BmXlO06T+be31jBIDinLmo5MjrZNebCpMdtPsk9uutL7X0fOk+iFiucXo1qndcVjGth4Vw8\ndmhrhzLl1EXxjPFgKuaaHbJ5p+G99pipk03yUMnvdC7gOmPMOyAYus4zqSPkGnyfI/X9ztzs+svG\nYewS781CSckKi7RjV6PSgxLBWx94xW/7xv+D24RPfvo1MwLqtt1cucMmN0vWirLFHUW3oXvgtnmr\nbKPDFIADOFOV6KKYa76Rm929z26yETaX8iHSiNJ8sJar/U1BeMxhNLleWqs9v9Uy23rhh9r4Y7Ni\njaIPw0cpyqZrNuy7qrNSxWSmn3G04uW18/aLwYc+dOHHvX3wkQ8cvP1W50MfcD7yVuNzXh48Xg+G\nJ82KTuM6Do5jKxI8iWw61MpYc+sGSxggu38vS1zxqk70JY6AK24ofTFPf+OaeXee3GKwZnBbyTur\neM5k7UqQFBKyNbYcrNOqMXYHoYQqPQvF2NZrbbp7NFr6tpmmmOQleXVu80burTjnNiOYZuaYVAOZ\nSvHI3IkCloyaUIccetXo6M8dbvxf/8Mv5cd/9GP8gl//rfQPfQnFweHCu0QZFcmlgjr7nvFDbwsr\nye+6SyPaAIs9I9+KjWFFK7GFEyAuuAf9ULezSplklUaNbX116XPOTF7XK37er/sWPl0f5pM/8hl+\nwud/Pmec/Nk//PW7ajIaS0Q/BItPO7C2GC4wlFtSHFQt2uziSpdpOZhdkrudHZg5sK4KPZdGN1QR\n3KDv56WgmqzonlB1svJE2w5V7bf7O1+6IO/xP+RQdhmycItNrKpRxZPegyyTrds7rYaSWZrx2NUF\n5KbchTt1FpRY2CtV2ETaPtw2YxvjRF2th4BUQfG0gqda3GIRBbcTnm+L10/G8zSenk9uZ3C+Ls4p\ng9XpSbMLEcHtltxWcIaCYOd9w5/F0YzWjdGdo/k+9947JzAVgUOy/vc9Vd/30LVSblKaRNKtNdn0\nWn8z77TQll3oNm3xrJKPfeyn8RVf/Sve/ALHoS++2JvUUsxNTDmqFvtAdA2pay8TKHa/BGVSC2Ai\nA83K7XJLLVwSqnW8S0ytmOtJb1vT20REOlrSlC3DsdMsdGDfF2bGxZ0LcJHfTNXwm4MdHbJsg4bV\nG55pql/es6l9AHfb6DldYA9H4wOPBx94HLz16sKLF/DqcuXV9eAYrofTZBGulQKIuOLEV4A1+eTL\n7jxdvRw7jo20ElHJjGgnUY11Fu/O4DyD26lqJDI1DoliLpQrtjm+i5vm0yw8JG66dwtRDWoJ/mNF\nazIIRDP80Jy7XC9dhFgdeHHsLiNLVZa1INuNrWrWy7/b1radiQ1VJN2TZYpkd8QhCBv0bjzXM//S\nr/jt/Pxf+8cwf6Rb3zhKKV6sFsuMs4LqiS9VjprH7YSPKoVXlqzosxrVF4GL46oSfOuvl8wBIZVI\ny0FZYH0HcBI7xkmGoBYG2fi5v+YPsD74lfyFP/9XePvVS77z2/8nvTu+4enZNwfBcMQJsZVU3bae\nHKwuLE/WuQ/ZvMOfAs+teElY1ekDsqPuqIfMMuGSwjEZWSw7SBbLO80G3qRGiq2lTUtmGUcf5Ooo\nwLNo0Wi2b3k2ON/EJabtf1NRLrgFtmfUozaqEc1dKWBCpMYnYXDpxVm5edZKjrDNLJUZQb9BRLJO\nwX/emcmPnMbTXJzn5PUt+eF3T/72Dz3zfZ965gc/swSO2iyLtWSnXit5JlhzcZ6StmXalqUWJwGW\nZAbrDig3Nk5Ty1cKziwdU58lI/97n6nvM9P9a39z6maL5DRFeExM/mI3MpYq3FKkSxnkUpWSoW3g\nv/mv/AxevRj81t/1v2IPH9bccv/gqwrWXfOqrbDx3mbQjT2wViTIuRSDYwZkY3X9uQuac40usbgf\nJQ2sC0izVcAcW2jujlrAu81vf//WZL08YA/V33wWuoGX/uz9c1uhFjciWThre9vvMB5Rz9TW36V3\nleLfZqCstLl494Sn14vbhuMEMho0g3dPfQbdkYjdUStlCFNXsW9d30wLVRB3OpK3TsQzM41Pvzu5\nzeTd04i1WLZF8LM4czKnAjrTmoZTpRiUhaoDHQ2a+TZ3IhXQmNNZLTj83mnImWM4nS2BXU742qYK\n55bFpe+uJ+HobZtATnp/wEPLKT3I26rNTmYoZzTDNuYwcKJumF12nyQjBqHvqZsqJ4Dp0JZLxdEl\naVvRKDvFTN4dhHPIvjzEA6hV2D1qJrfbipP0riiX1M/RvCCKjvYF5U4P47R4M+fu+Zo/9Tt+OT/0\n6ZMv/cr/hC/9Z382UalxUW6CGHrJfRtPKvY4zmRhxkW+wwzzpqh6BlYbnYixem7dLWT2N6Obctfo\nLmU8WRn0lpy5MaeV0BbpB5zB4c7ZUBfncpTNQ3sVN3VhjWQHaGuxS5LItv5waAHdy5kGaxYrF15y\nj75eJ9BpKMz0GIIfVbLh8fVm+SujqJaIj65CY63FdQxa7zxckse7uiCdWwrqfu2qsMdj5+1Diz0F\nn6haT4exOn41LlZcL8YYxeP14KGBb7i9D1X2Bvt80AK5dT1flyYOxt9vpvu+h+7/872LuXOylu12\ntgxLzVqttMnLXWLJ9R7EuWnvdV9mbf1b7GA+B88DXNCXNyfsjprpnpgfOjiozeUUdq1CLR22539Z\n1AEHThuacfXWFPliBk3jImpXTEOi+76DHX3HM5vJ2npFrNxsxkAxHWYowsV2nlrBNPBVnIaWENvN\npqRafa6VcrX1fdHEdstFLGIJqn17Dt6di/OWPN/0+5sZvSVRndcLMhb3qPFxOB4hEEjTMehub4Tr\nqwTKeQ4tKVfqYI9IXq/iXMU7p6qO16Hvk0rOEGM4o+sASKi2gUSg2Wspj6syOKdjrYiV9KGqLlbB\ndjC2rnFHoRcxjS0BglGNtRMOopJOx+6LrEQIvhXQBbm5tC6ycoGxtKHWCgFMYZPTnCPV2cytTYlS\nqgUuZ1Z2IMBWJ7cZwN3UMe3RlCpNZPm0jvkpvnPGhqZIRxsUvYOFlnxa9mj+viZcjtT3Y8VMRejM\nLGqliozmRE5oV17tLDc2LnQl3JZ+13O2bTlVYolZMq0zCALoHPt522qiOuRkcZHsGotVnUuXXEq/\nnLEs6cjwk1G0DssEh3JzbiQHKQ0qQpG63QhEkJOoZs95s9PGIlIRRNpD6NkcXSkjozkrYs9OxWVw\nW4qcSi3bZnWu2/E2NsLSVOXgnrQ8eAqNAS8s0pSB2EzP6tGch0NhqNbgnMHEuBoc3XlxdS7tECKy\nFcfRd8e7j6DUKOm4Dh6vyePR6RehTduQjLV1jYJaFwd8dBVHKtzETLkcf/9D9x8omNLXJO2gR3Aj\nGQHPON1c/E93PJIzBVzLZXroK8m4EX7Im2wN15ZBX2KbgifXtkZpq0WZqPnOjnwucWqr9CUKw3dg\ntsnyaCygPtSUXmvogTOFSpq5IPzmVBftSti5Pc5ILbyai5pvVhy7utWBLPvh/nWhYEQxm5GnonuU\nTWYcqn+Y4W8WddPlbGvlrNKG+E43OzM5cyn2owR+6SaYh9nEI1n3v8uM56cplmeI1mZ7o5opzei7\nZ1EhgfeZJzLXKlxwIoZCA15nYVNMjNrwEUtdPl4a3fTYc7yStvVUe0IBvRuZnT6KvBXexVgwdxkP\nkMX1DSYTfZZKunAOtF23Mr2gCct1eWUuWit6brtug6xGy0Bw7aA2K9ZxznIlXvTc2/f7chbquDMy\nksOME/A6hS2twVqnDA21/7a9wda8etK58JwKb7S+dwvuXK1BpqJ4SMbOIsOTfgladrIJGToM1tom\nnAMoFzIyL2RNXWrjUHwMV40STMudo8l6XRitSSY56m4OTpKFd9uw70HViWXDcYbthAkW87wbigr2\nZ7HQCMBacpbTywWkd+NaipPaQAH9GynmgDCNTubCq28Ep3GMK8YkXeMtDqOXAlvnbuXDHG66UFSl\nJ92NKAUSVBWDwGzowkP/XlZn9ZsSVGpfejpx9GcryFvyI7fg1bVrxtodVjJdBLtzySz0ZIZfRBSL\nlIZd40PDDrk6AVYBM7FKpjfGVlHROnHuuLBqWrKbxrF/76P2H+LQteZEdVqmkJfhnE0vJXc5UuxJ\nMgFrgC8qT+5pEM3UGhrKGuvCXjHMVXkUVC2qGm5KspUsA9KCmQ1byjqzfaB6C9w2iSsbVidlB/fM\nqULR7ZlOmbLp77zXe1JCUrSuWJ/mTkOKBXNVusA2bOglrtox8anD8WY6eO8z3rnjUZ5Kh/Q9pTQx\nRhY305KQuo9NdivWoN/0cjxnMs+TZ3PGocwyHfxydMWcwl0ueDLwgGFSPqxsvHtb3Na6T4RoLnBQ\n2uYO20IK5RIftiW+DNvAd+kNi/KgZ8eaPs+jDW1y28nBA1nJbQl03TDWQ9EYRAwyFRHuvetl2gqV\nVuyqxLjYhkmbsfq+oDO4ZpeywdQeWltUv+J5cnCoio5GdOEuwyDeAEoEANfUtcBcS0/TjNZMGVaH\ngQ1t5ctu+yLQrqGiyGhKSqFUicekmw5IxgnRGMeGLrXk4luBwnuMCNLp18k8E+tXVibtAhbKZFtN\npoY06D5wv//ZjT7FaR7M7CwLuSezU7YY6Zo1ByyTtKlSnZM+b99VrrQgVifTDy0h0iCD1RpHGbSQ\nbDKPvXQ+6YdB6LNreyFMU3VuTfBz9T5J78K2DlEbMKYu+eUbRdlZ0pkokSRVDOgiT7KaLj8Hsxsv\nubBqsfrBS0vOOlB6jcO9bi8FzmYOnktd4HNplDeaHKivb/BwFP7ksJnV71YQt072qUTgzccdh36W\nyk7vsTe9sGbHPYllzFaMqefsRLpt36qistJ3sSVk/o976E7kPJmGbnUN63YrLW/5qmBOzRXTJrls\n6+zkmR8u2ZVharPL3lvClbS5lW3P7mTVywwilKbbPGXltS3Od8Ukr31It7a23bfepI+aFbWajA41\nWXURJ7T1/aEaD6bHpKFKpIZr8SEluKoCF9tz7rTeKpj7EfA9G27NiaVZ1ERVlXtyuCsyp4pw266c\nz5KlmJZJnGrdZi7mTG4h1sOK4mFc9WWywycr8TjEZ0jjeYIRnDjPa/K0NGdWVVM8VUBd6XYyMS2H\nduvq7eBiSY4NUEf5cnGDMwWNTvQiuxejILlwMsnse1nDe6aZjO3kEW7TLRkum2bRmbHAZJho7rSx\nP5PaYvzoiglafY+BOkTieaPZFe9SGMxIehqjG2cEjYHZJNJ3IocO1pWp2KRb0A9T+gg7iDSC8KBV\nI2Nn8OHcLLmOfI/7XMr281jYWHJC9caMUmx5NmmV6QzXis8s1Pjn0Ix2L4zaXiY2e6DFyU1GL6rg\neRbjSFhit3rXzD9Nl3QYdDfWajQ7wYQivNRW0mbX7zilm4ZSV9Cg+YExpZN2p5px+JSN152Zer4O\nOs9qp4TgbK6wzJCJ5OJSlZQNAe45MJs0l1LDstPcOGPJXLQXykVX2svURegNYuqAwvYozgrzi/ZG\nNagsnohtANKy7SgxcbNLG59bLTNLkJqGMLAZSqcQIvuGTyFRDzcsp1ylFficjGHYNGpAb6ExkMsx\nmZmsKWa1rSSseHdX5+fW7poB1mii82vJ/aP5BP+why4zOJuCApspzND3oVgFsZJVQTTbWzsNzaqC\nNSdWCTmx9qBW0JeE7sWWjxmUxNZlwfLaHNiiWcdGkrkoJJ1iS3nMhbrD9VB0C9bWjWYmtTS4z5zQ\nLsDUEx6a9YzmTDS6P3pACabTuhYpWG1Jmarb1tUiZ+liCDOONHFRZ1HNOVNLi+UyVLR2pzU5mZOb\n7QqhBm2nTXRftAN6SJvbmukwO3XAdl/0A9a5aBHYcbCWFjJEQWt85nlR7rx+LlY4r8/iJOm3povx\nMllTJP9cnde1OLpm7Z1G9C0eT/UIvUNLI7pGL3lKTREs1m2bV6rIVuTUZxTptKPxqhtHD1aYYDpl\nXA7nXEW/GFauLLQCi2J2p5UYC8/eUFZi7jZNc/uyK5cLHMpjIi8mw0NNDkOfaeiylTTKuC1BXawC\n606sxRgHc01hQ1Ngm+Gaw8Wu6I50cgZ2dPKNrC20zc+gGBCn9gE16ceh58MTaUYT1kE/Gmstukt5\n0n19FsMgKYJLPWBtipzlTRporZGZ5x2eLfVKd0GEBgXeiWnQ0VIt1dk1mhJ/N/O5TCkrVkHfCQi2\nedbBYLg604Yirs64iUkSBc1pfXNwTW2HdMiNo0nSZf1UQvNdgtZ0gT42/e7eGrelOX9LjWR00emQ\nixRS1LpBaV/TffOzu9ObkwE9G/Tcz4YzQqO53px3Vu6wSo1ffBkxUqqMua25QyqVG7K8356Di3Wm\nBTMvutEMRfMMDT+r6Sy5lHHUFPJyLTlmbY+YGOrUl5Cyo2u0aT86Qucf+tC1vTFWQJU+uM2hzFTs\ncu5onAzJufbI802rmjH2MupU6B97YVNBVd82V/nDiSRctg5pQQuzwfBGceMyjp3ScIfvONWeyRgc\n3pkVGluUFA97YLsBGP3NSATg8GR0zfF06+6+oO5qBaU/JFo0hNQv3Ng67g494bUJxmFbRS/Ggrz7\nlG7+2uhIvO/tuP6NsCb9MBpzDIObNcKc5hJhdwK/NM6zYHNF9RKoNfQybnNpyZJaPNhynuMk3Tnm\nVpZsAPklO3aIkxsOPl3aUvPNlxU1bDQt48Zw0gtO58FDSgabtOx60LJ4PGKzHvS7vGywtn45o3hw\nh6PJy9/g8MaKybEBSNaMw4JrOK0bT2WsWdAWV6C8MVGApFdQnowY3Fw0sKquZR1F1uTSnLkWrQlz\n6dYVarnEYx2buhWoHWyVhHUcXSYRSlJoluQe7XTrcl+qnsWGMzw36auYz461g7wsHdx+gby7yUB1\nYtvyw2OrQjptKYG4mQwla4l3sHLxdC7acHw1VissGtiNcmWItY1ALdd82dC4b9mzIE00QdtzIqjM\nIvbnGHFqIR2O+aA17WAE7R7coslsxGIch2KBKCmOhirL6YmndOQNmZiqINuxdd4FvXFbWsZfvADD\nstH3hCZzaaSDdi9WW36WpUvVpihuBrdQxX+FDXNvnKttRc0k7FCqg4tP7enEalRNLi3Flc7BKo39\nzii6PIVSvuSkNbitoDURER/KuQ4jsm856A2a8TR3LNjRuA72tjje+Bj+kQ9ddfzS6C4vam276LYC\nq4Vr5CkpFLHdaamkzKygb0al7RxSyctyjxhCD9DSDLZZo0y3xord4g9Vr4ddAGkNvYKyCXXZ5byU\nA92KSdLioHy99wGUImSsDUbT1j1Nbc/DrkrlRPss4XhJqnVXEzSHtZLLnu3ORHASQ4F+3sjNljCa\nDtsQ+ahZQG2A9rY2Y/LpH71YrWlLOp0jF5NnQIQy47JnTtrqwtbm7tn4LVXhriWjgJkma96Ny04A\ndtds05vskmGBlfGcmqvbbumbNc3uurqJh64PQoT+pI3BZbfpUc6F2m1uwphc+4BMetO8MbOxWgjP\nicuwgiRxHttSaYkPVTOezhmTF9Z4JyajyV4+HEhTZIxpTPNu7oNqayh7k8470QjFupHLKN+W2trc\niF7kKQdiNCNdmt1ibp6qIN/uxW0FPbdkyxM4OfwlR1PKSXOlKczNkIXEFvL8JygKsms3sHQ4Ubqo\nFqXla9ess/UtR1viWKQZl6bKGC/qVvShQzSRFTZiH/q1gyLzwNoJ4eRU9Z6XIG9KNmip7icy9yJM\nS6TlhWeg42wRObliAqh7EjkV2rovj7Ydh8OlQLF0ySG906yx8uTc35Wt4NIPwoLbCh4u+k5jXxoL\neGAvuuvU/qcUcBAY152m3dck9p4mDU6cmE7ZDaLj3skyKhZhvg/UYHhjyOsr9VBP5pLL8MluRD94\n21AqiTtrhizdTNwHzyTQGRZk3Sg0C55l8KAnx7wzzRhh1J1q+I966D5viMNpJhnKZr8aBT7oLvK9\nubGWvcElysprdHvY9l9j1R3urfFBlALmGpBtQ8wJ2ALp8qS3K2VLi7AMyoe+CjPoh9pKLtimFwWO\nbx89SDamLlnTW3dVwL3LTdKtEa5ZsLta1LsxYy0dtrfc+u9iy3zUSmbIrTX2HPgWOkBj6QVV7Qpm\nSeXetMtrqhFKSevaHa4ePJ+yFkYE4zi4PYsnKsvmpvmbJFeVQh2qdG+snCR9t4DF1aXVstKMsrfB\ncLF+RzrTjTOTxxRUvHowFmRPLnSo0DW2PeZm0C8O3YgKrmNwzuLA6Oa4yxyB6/d76M6MRjiKgKEY\nTe68uRS26EMvn+2E4ofWVDlV52bFqxc6QNtqhAdnahewKjWL7g1qoqdIKQjNnRaJteLijeklVGQL\nekCzg9vT0uY6Aq/CXDFKXuo8CsUjidXuRINLa6y5uI6D1tT+uvtuRcFDETq+n/1z7Q6wsaE6TUyG\nkIY7facbH0PR4CVuKz522i+66Hrn6YRLK47upC/aHCoaCqWoUFB9uzoX01x7iW4CzMxBmA5HLbUO\n/e4mE1E8AwNVehVYNHofZE2aqfNsoX2MRl7FLU5GNzKvlMfONkzKdxrK/eIrGYOIRXO9oxNjrBuX\nQ3FOnSCaqtU2OooukgPMSM7u+CzO1ve7n9wY2tFYUtFZuw29q5l6bsMLB1HFxXVJmJ3UHORVjsaI\nwHryhGs0aEUz6fFbdibBUY3YOl6FAyydHb3RTvAmS/01ZcAx+7HHC+9vA66CXAS5K79FkUQGEScW\nk4EOWqW9ChJzVwgUsJYSZCtCTNVS1Ezfvf65f9lCbfjX/qu/mKfXr2m2SDbwwxretETY/rFd7drm\ntG4WaRWRnYik1cLDAFW8HUmiajRadrnHUumgoCo2Q3lgSvMtblOH71rFOZN3p3Kg5gwiprSvZ3Gm\n8INrGoHIQxlJzGBFY54nGSV27XMRUxbnSH0FvkHQ4ygeX1xwKx4ucNmpujM13zwDzpWcJYxltaur\nJwAAIABJREFUlBCXZ6glcorbqWu8YbRWvLg2Ln0KoGdC3/VoXMwpb1qeRSPSOazxOOCt0Xg5jBdX\neHHVbPrSNW+2U1yJS1Pg4RjBGEPPy10bjRi5vYcskn0ybMn1hoIxW3ceL851JJe+geWo+rUqYkEt\nOEMR7JCMgsvuJB7QIew0yiGbljTHKI6uxIlMAZGwrrk7Cr6slMc/StV465JjsTsALXklOWpVrEgx\nLPwicUJI6yrgeUlnXJBlzDiJTEmZomGBpHZm0JxqOgDaatgZ0lZv/6jPpbmMTQFaCh42w6EwbHXi\nECbGhtIjautc01U4HA3Kd6oySVVoHOI6cM0Fwr/PqdsFVYIpLWqnK6apoLHn4r7IJkMKvXG5djIP\nJSWEigHvnaOKi/le/rZd3CRtOH0cXC+dFjf6cTCtMbxx9KEuqkk22mxoQT+Tsg6nlEdukDkYBUfc\ntlFC54Z1U8TRUHTOzEmxYCwai7kcUpbv0XU+ZSbDDxUxtXalpfPANzOiece8cYvJeS4pGRYad4Ti\nkCI1IomCk/15/Bj/vX9GWgYzd8LBlvmIeiTpz3tVoNqozIRMYofF4UuTrNBQG7RJLFRJUBri9+pk\nNT7zTvDD3/Mn+Nqv+InM88bD5SV/6i//AK9fP2s84YcifNYmtsciPfFUpRxV2kKWayNqBY5mwj1I\nM44EP4pqatF8QXjRmzNX7QG+XrQz5ESaXhDQ00mXcqJKvu47K7TYjjCXCH2m7ayySTfndk58dDr2\nBup8S81hX6ciTdbNwRcvrJitcy5t1hNjTc3jCiOnDqFoME8dACdGnEU/Bm5Ft8XD8D0Pb8xKDpRM\nZ0dRmyrVz4Z5cBzGtRmHC1SSlm9if5zklluWhRxMo+vF9YR5735u0kE/xya4eXBQnNF5uifabkPM\nozUmwWW74pIkfRA5ZQnNYp2LYRpV9cM5UErs0tifYzUWi36XBZYUBZWN65ic6Zy5MLugINGihxEO\nZy7tBEBjMRkHObNztFI0TQy8F8u1ZXGbzGU8uJNxw6pxjHuc0oLqrKWZobPHcAQ1wVtiOWl1yHHW\nlGTNQuYNh2p3uH7nYsVTJr0ZZ0yuzfZhBsEBJ9xa0V1WkIpO1TMxDfcLKxbN2SGWu3rettvmgBWj\nd+apBa6NXSjkibfFyqbv2S6cbTGqeMZhnf8/ae8aq2u33nX9rmsc7ueZa71v96aVWsTaagO0xCKR\n4gEocggRAY2CnOIXTTxEYiJ+wChG1JjgIZpojUGEDwRMJUpSowFiQAIE5aS0YCHFUmppN1XY3ae1\n1nzue4xxXX74j7neXWn7EvZMdnb2fte75jOf+dxjXIf///cX63YZ04OolaMY3QbH0bRrGE4UpUMc\ntmPTbRIk91vfz/0gi5xxsfTsZGppvlbhbpq6Y9K6z42DnQXSDo6VfGFX7BHgR2c+pkxN7lh0ZbVh\nPFXTRV8EcSp0skjB7lbxGTxQika7FPj52lU7n6FcxmUFn5I+Zui5f4H2ZDrnqUj7x8doxj720I1d\nHSnfPYghUbSWTImFY0NRNyylebZaNxpu2zSLb+viPnj3Es4NzAqYpGnVjE+8bvxDP/eX87/94f9O\ne9x8w8/4Sa9wg//lj38v9ekT5JLUpXlhVbbleINfhlwirI2dzCSispqE6ap7xQAAzf1KJldBDyQv\nM2DjkYUxBhkNSxkxVmheHTOwwhakq+WfTFoWmLnlSbGjg4JlBqm3e6QkSYL9BJPgVam8WRf37jDg\nba08HksLsmmsKlLXoLK2CaMV4zxdGk1Mpo4CrUx6cbo1rLtE+2Z0pMjIbLzbNm6uRW+6CIsFr/pd\nsGaXhnSGc12Tx1jMNSGddQz60MJmEZwBR2tKiGjySJmZDrVVefZKYdFbpdgmp11ygc2HDo7DVYlQ\nLiwLNxek5umpbv1nMIdxNVg+cFM6wXKX1jcXa0jm5DVYJ0rFzca9bUWNxInvK+pigXFjxSmN8rW4\nbOIoyFTZb0FSqTtQMTPwTK5rSaPq2tTbTNwryyozTq4LWdrdcZviSGTRgsq2vDAkV5TQruBRWCS3\nAhmDi4pFZdgpPOMEy8lZqzS2bhx+ygFpycygrsYoRmdRrMgY0MeWGFaWBzXVtY5ctAF5hFQpMcna\nKb6jf0jSFtGgRyJxRdBKZ0aw6qJm4fCt3shGctGqjEtp9b3i59hOTqzQanKNVEJELswqpSzqdlSO\nXNwsOA1epSJwlofCYCM5s9JZPCN4zpUmvXxBcrjq27AgK3wr4mIo2WExKawIWsiFKThPxUzLNeV2\nGmcv+AqCIumi6fthwd2MbM7Mgi29NvP5Hqz0Y319rA34z37PW2omYybRXO15OJhYqDEXF1q4jU2l\nIpXgO07pPs0HJcCsgw0MY2Sl2OCF1K+Mof3GZvKPfNPXkuPTfOJDwaQ/81kxHrwU/sx3fZZTmDKp\nI0xWVJHIDGNxhpZW6ca9NswXtVaOajuyI2mtcGxWwFbFSAvp8JgwT1U7M6tWP6nKz0ui8Ec5cl5K\nJMO3YqIwl+JslIUGzbXdB40SLDcbzLSoWyt5TBHVHu8Wj8fkM4/Fm0sz9cdaPGbhikXDtH3OZAI2\npD10kg+eGl7gVgswqWkyhxTF9YBmxOYm2E0sjtooVikOrRbuh5CAscQzOE/neYgGda3k+VLu3NwL\nRoB7VfeDi7Ur9oMWUIcZpSetKvJ+XMa7K3nOoYt1yVxgNfjwqLzqssuOnKyh38vzhMcjwaTeWGpg\nuEIxSKA4KW+LGNJAx4LaG2tMXYrLWGYadaXmlHQBhNbetEvSVVll0EqFWCokvDFHwctFrc6cqWSC\n3SKvNXZ8kRNTVCxV7lPUOGtiebB4Xovwwrp0KZdqO71k6HOllRhmuQX6IvCZq+0Pn1Q6xNyZYoaF\nkzWwWbYpSJHo1yUjwcwiBUOT0WmhxBRSyqNZgDXw9A1gb7owfArL2RpxDmY1chilOzUn/ah7DBN4\nGrVrNqu9A1CStopASFWmlRWTtZwbcKKFeq9Qwlno8F2mjsRrYezUuDWCuZJRgaUD+HGpo7hybZ2u\nkJutCIhTkHOtV7h38bfvpYMFH96cpy6nWmlOtYa1yZq6rI5eocjRebdC7ZVW4cjQ/qdqfNKrlBz1\n0BK7efLTv+7pb90G7Gy8Wy/UDMaLV3tvYKkmnmzktlXqAClh+E1zy2RvDkk8VT2wo9DTZb/06mQM\nMm8kyR/8k9/Fz//pP54f+vyDT3zY+bIPOo/HRRD8tK/7kK/52q/jv/99f4KkENFU6WbuGe0GdptT\nQ3SlF+7rizY4XZvThTaspRhzyuEUMykL1hQzInf+RkQjCV06aXsgXnfgplER9crM5MJbAMF9b3Vz\nU5N8S93wyULz50Ra0klyrcnzKlQm3eGxkucLrktM0USxNmPnZdUwrBmfqIVajFY3Z8DBirqOuWeY\nQtU5xQurwOsGWsRAKclTdYqsY3hZwvHdFr0ab6Zh18D94DxP0uDwIrNKNNqxXYC1SiJlDdiAG6SA\nyDC8TAFNFtiAcxOjPnGrvO6ihtVM+nKWB1csHTZNlpSVS+OPnenWi7GoxLjYRSuYIus9xRNYRchM\nT40ecBUEoZU51RCI3wPqoKqtkboi2OQwMWrnZWTR55lhhJ8sE/QmLLCEx7rUeg5jFh2kRw2ZV1Dx\nwn7rsRDJKhM4yegfGWfslLOQOxFDsJe5BPEvC4tOiQtzjcKqVea4pOE9TZZrl4XfrGOAZ+jfZ8+Y\nh+b/pKpPTO6qZro8vTpYKL/PknY4YwxKO7Q3bdK9m8nM4MVpU79TN7BmPEhaBFml346lC/tI6eUj\nlWemgMgbKwZWG2VD1XPoM7kyiUuL0RVKZjmXFtTnDDkFfQnHiTNWah8SHffg1irXWtyqM1mMVfBq\nzLVNLmtto1PhPC+xMKpukCff1W6Xoaa8OFSRp6CEkj2Ggv9+1K+PPXQLLiNAwmkOHnsLr5YmrFFY\nlKIFjzMp3hQDI7W9KlCSZBDecNASZ8+9cFXKYoXtsEjr/OE/92m++Rs/yWc/f9GbcRyFDz78kOu6\n+MwPfT/f9PVfwZ/5i59mXNs2avb+lq+1YpGUVrGU/rJ57uwn6LmBHKkD9zyH3DKbQTABasWmMpZW\niPkba0N2XDNVd8MH4KnZt8tdV4FV9jw1BRAxhJiYM7djy8kV+/vL7z7OkJaF91RT3p7wGJIBjriw\nrKwhL3s3SbmOarSaHA7NDCt77jnUyjarRAGsUD0pocFedBkTshXqy4jGXtIyXnSfDbfJsWT8IALu\nnXouzdIdSpG1UmGdjSsG8+XgQZdchj4HbJXBKzvIsvjAjVqMp1bfp0KPveAMdFHVNrl78G4ZFpU5\nB+TgjCL3mS98OiNUndUCiXNdgZm0pBqTBTiUUPDjSmXoBcZyAavdnItFyc0HNsNcgu1ai4wm68Io\nWzEgLfgw6bltjzw8TeOPzfkYW+puK4UfDVWta+3U4JFkuRM2sGiKnTJFDIWfcmohS29J8LyxcuKt\nEnNxkJw29Jm0xWzCRJa5R4OmgmGli+ewKnUHUboZ1o+tLQ96yh2o9IvQ6KI4zRVm0GqjZFI39S73\n/eFMepGJoqHlZITAObHlpcuArkslp5bqZYjH4bUwbG6EwJI703Qxrqmzoic8Qg6/sYqeKV9Ua8zz\nxKss1udWkrTWGOMkrxcVTWo52Cq9LCJl/y8UiINpExOvgDmDZrmRqYHROZE2upjAOqBO/Vw6S6D/\nmGfqx6oXzFKLr1q4mfHKnBs7TscdY703HLTqmPX9i9AbbhQlvZpcZ0LnmQ67attF9DKM3hB02EqE\nzv/wB/8CGFwjefN28Zkf+gytdF6/utO780/8wr9P2ssug0Otu8JhcjSnN804j2paxhSoTei11j7S\n52YCW3u8Nm0fBNHuRR+yNN/LwJ2Y4dsJ1JQ/1VzxI8XFHTArNFNbXVkaJbAz2MzEsX2xQxelLFia\nIuq3XfrtcGIZcznn6ayz8uaxFSCZHIdT7522K84XxyANejPurxqvPrzzdHdeHYXDEu8mwX0T1KR6\n0nbqQXFpbM3XPlRyVzpGL52jCylZclGa0Y6geXD0m5IgRkLObe18WW7KaGC8wG8kyzFftGbcuvPU\nZVG9huKL5gzOOVgzOSeKRkJto9mgNseicGO7xqa02qXEe8kWIbne2hrtJSyq7Luo0k1zSi1Aofj+\n83PRSiFcmENbtt1lznzW+KpW6V3dKzlzL3KdEkWd2wSzRfFkWbKai5IWgRXfrsYlI8o28zwsWCik\nVZ2gcytJb0a1ThYFUTZ2xD0XpYYOCEedTWiuiZXt7AMrG7JpjlMVvz636uGFVdKCkrmLhE74JNYE\nRBI8XIuwuo+MAtSekkzWirlxy0IxbU4So5ZK97W5FlKlNIejGsfNadXwbko4rsmOKCSGwVBixDWC\nuJJ5CZt6pnMhu/4ZggKFKYSgNikryq6CoWBz8O7NidHE6riCNStXVOaMDamCfPk9MbkD1icVXSpz\npJb4JiVIhp49y2TMxZpDgKXNlrB8ge7+yF8fP17wBmts5cI+Xw3uAZBclpQsW1erNxcXas1CeUYn\nAomU7VBTqeGYDWUiWSKG08D2lrXWitXFj//Kv4vj9iHn8+c1h62N2gpPr554++7kr37qU5DIGrsF\n32mFViphptt5H7C97oXRdnS9tyG/fL99+HqIeuUlOZdUG7mCbsEwtaYTvcnEIeVCasuqD2UQ66U9\nDMXhgETxuVgmqZJmMTpsxzh5vuBz7xZv3059wGLxPJzna+6N+GQsVfNXBN2cMdY+xKQ31vLGOIps\nksVkzPBbIZZzP9RuBU6uubWoWmS02qQ/bCL0S5VSpR9NwJJ7cfKQaE9V5JZt+Z4remqBZi8TNrUx\nMszoAF4pxF8NsWZn+pYisoP+xIIIpAkmEQTFCgwXoJ0gu+y+uONTY4hlZc8quyR8sd4D3a0IlrSW\nuqKjVEadxPLtStqZbVWHohus6qQHx8aMhi8pVHIbhzaRK8wJLszVCUXtWAzClSZgy/Sel82ZKOBz\nM0iwbQ7SxT/RzH8V6VojNS4yyw1JEv4Rc2IYWS/Asdko9mBhxKyYuWy2WUgzgkkpJ7EK6TcK13uw\nVA7jqiEOSZUTszT9HRjcSohxsKvfyouRSJLNtsdaYlc3irO7BBG7bAO/zcC+SEv/AmIaJeVQCycd\nVixsOoXGsy3mGryPkU8BbEopYqVQNOKzgYdxIT10LRdRi3gvoT3GFcE1LiKd6oU3e0x4xNr8Bc2f\n11mgOCOnPIQB83LKUclrkE0Oz5qIlEnwWEg//jG17Mc70uxShAqgtf2WahUh2o4lqE1itBRgCZyB\nkkWDoIVE6iW2NcjlFJI9T7+UxaSyMA5RgLYwvdjiX/i3fgvf8ht/rdqw0nn9qhORtN75Vb/snyQ2\nJ8HdibldW6XQ9nC/UYg9V2TjIX1X1LFtmq3pE/ECIJmYEHQ6OQW436kWCoAQywCbqpuKUycsS40o\nXLGHmdp42x6nTCRzcy+yVeZuu6ZznSfPZ/CF8+QxOo9IhVtOycvW/jmkXAgJyzNwhKtzl/kDoJUl\njSH6VMQSh0IIR2jNoKnl9prc/CCKIC+ZxhWnEgZCr3/scYfjPNVg4NwcubFSEBpDQHLFBuz5rUvm\ns5YR82Wer3h764W5Ll7ur+ZOTul13+YgrsKVL6MAU0IFcqMFi2tC2646HFpJiaodwm0vaW/Mpdia\nWpKYg0SLz7kG3Qqnb3VJvMgYpdBxS9aa3MwFq6du5u7QjNddi+GtchCcSQcRMXdHoGdnhm/trP75\nmlr+MS+GFylr1k6GAAa6MGMuWlliQ4QKAdjKgrUY3vHVWNW41QHRsbiotTDms5gLBL1UufVSDOnD\nYKwqRrDVHbqqBdGyAG/6fpvTPJaquMuT7sGkYBP8iM2w1kivmknaxZZELs1DM5RPVtxpppGNmw7f\n6bF/x86aMLejTKlHSRtincTSAeepWfSMqc8ZKvzAme1i26dYIUZHLcpwywyWT+7zxrLJmzM4V93p\n304JmCzmlCLJUkPPLeQlatWOqhh5wSqK7eorCR8Ur5wXXzrwJsz2SKAQcb2PoCH2bVWcsnTrTX+B\nd6t9jD1Jb6kPkZQ6AbahBZaQAwzKMkoru9RsVNNgu9rkn/lnfw3f8ht/LbUWXn34Aa3e+eCDO89n\n8J3f+Z3oyDeuJQgHcWxLL3q4DOH8qJKyqGwDFwEtbb+U/f+/RN9II6jytzVVcXUvHGIl08u2Wqbm\nc7wcuI6XpbwykhbJyKHDCPblANfmDqxMnkfwmHDO5BGFL4yLiMqY2vSaArjUuiXkBvfUJn1jcRjX\nYrnmVhmVQKhJS1UOmbvl3OqNF1eVm4y5pFrrtZwxX5Jv9wcOaJtpa2bcTDzbK0JJIYQA3UsMihVI\nv5yFmVq+qVKsOjxNDOJuB17XvgADb5U3l4hh51ycS4d4JhwVdUI1iFFUVSckslvnNt0kCbFRonFh\npXG8dGnb8D8DbBYetmfRpoPE04ky6abXU9JYpWJzij+xbdGlyH0ZJuux9cl9Z/5lpjbb66T7xOLg\nzc0pa1fLYZAT66r6IjrYpIQ+c0alL2NZUMuxcRj6vRdTxpdtbXDzSyDxDMYqyjvjYK3gqJVrQeua\nR64N/qkczBzYtl1Xk0OuuGzSaYrgKltqtUKQeF4MTRngaztORaG7FyeqiITWZNgpq3GupcQRM128\nqOvyTYCrW29tYVyXKvuKy05fC3Mtwpy5tHgfK4lrM0NKwVK6eGPhIVToYyZ25f4ziyXPK8uMuo4d\neSUjl6/FY0CvCNO4lOrCWpQiIJJm3s55JasvjkzcGqCF7hUNr5VjJmNNpo8v7dDV7E2Hoztkqn3y\nEsQKWlaeXXZQebJVAMzUocDU3OhIaXwi5Bqbe5arB2rtysLBh6yXE3qDXIW+tU4RwY/7sg/55Jd/\nBZ/93Bf4vu/7Ab7v+76fn/1TPwEvBynJ//5dP8Tz0GxqhRZoMhgMfFdhIPXC3oFQfNuUHVVIqMUt\nW4P7ciivKelXotngJWcFsWTyiLoD/IYWcp6QxelRGRmb14rQhQHPkVxn8PnH4N05eUzN6A4TW4A0\nsgRXqKKtZkrVqNJ4FhcS0MJ2PMbCaeCJFxHBZqjq8F1pHE1QnFJ0YZQp3vG187WuJSbqcCOWDmvc\nmCu4Ff3vax9KLRYqYNWmLddoAltYhcxBNfFesxpmU87Ajft0AkyMDsy4xsWcizUKa/mOavpo9BAE\ndb8e2+kNsiurEo9sJBMCjXH8gceguPYQNoUfdSpnLvEFqkZBBdNrjsIj92e/IlLdnlOCcsNW3eD3\ncLLsKKnM9zlgRuEn2vdwfP6P8PyFv8bx2R/ic89Jef0N1K/5JZztK1nDWRb0nHp/M+l2J8sibDHt\n4LCpUcpZuMqUUsWMjEktTe9JBXOj5mJmaDyW0i7X1oiZ+vPH9oDaReKKkfKtmd+VaSGxHNqtbJJg\nefldV1MIJdsWXqQVv9VKawKPX8JEMKNrlBTSW7OMrNAogpaUQjX56F/2F3ZoRPhY2v0s+MiGniIF\nZmhB7Vv3H2nkFMDHXN6AI53Rg6oznIihRfsYRGtUd1rVOYQVHpd+/lWkxCD28tWKLmKk0XeXFC4o\nWBn7+NQ/vc7JLIZ7475HKX/Lh65h+2bTLzJRRpJW6wZp3PI9HU0Jv/tWtExKE9BYuWDg3gmTHe9l\nm2wBrWxWb/rW0QKk6Em7RXv9+jXf/Zf/Cu++8//ih+uL8/1/f8M3fD2f/cHv5f4VPwV35+jQTe1+\nSVV2LxVw2oZ2m9IUVOVu3/U+5C10Kcgxtb3/ob36Mh3PsIlkWTHWTilwLWquha3GZYFtI4Vswsnz\nCuZwfujd4t3z4u21mMN5pDGYzFWY6wSgmzz5L3BvxYPIYTafE3pyL5XWnMM1IVcUvUIBvQjdWGuV\n/Md4D2OfmbDHGHMmV+gSKduNKJiPYzWZcWkxuBT7vrD9kOn9KyWVJbbBO6UUWLktuUYrL2Ojl/cy\nILX4WLF4eyp257wmp2mdELnHVVPv9wWE1ilq1XWVamQyJ3M+SKtMS1pUijJ16EXdBdGZocj4M6EF\nZMiJiIk3YXsjXcr+PJoMPJ4N/KFQ0JLUCFZ9+fwtiAp+YAE/UL6O3/ctv5LPfP6z9FZobrx6/T9z\nu/+XjMv48q/6Zr7hV//HAsWsye128HwGTaQcOvrcJYVZFy0aVkUka1bANdoqBZIhVnQeLE6aF+aU\n2aLWrQsPNf2WBYtglaTg1CZgTjUnmLgJPp+uMUBqToKHc7Tkg9qVd1acXiWFA2dmhzVkVY+LCOMx\nEUehJEdxmssCv/lqpA1eFeNB4d0juDK5JVy+5/7mXCtwl2C7UKQUYuGxRy5VGnQzaDRWD8qSEcZ3\n4gXsJSFK+ZhXUfbd0jjBreBId+A+8QpnJmUNMgsxBfkpDc4SvLZtdArIqTFM+kvn+DFn6sdmpH3q\nWcP+PXMBhePhkMOJWMyydX4rVA1Wp8zBZb4PLeWoycKqDfY+Unk5ttLk/PgFP+cf4N3nPsVP+qnf\nyPl8Ukvnu//id5Dnp/dG8kd5rRj/7r/3G/lFv/I3ELNTqqA4r1/pIOoop8ld5LLY3N5cYm2u0Gjg\nxaxw7l9ihu38Jpk/it6XLU3TeGAgW3JIRcZKxX68JO1mgkVh2SLn4jk0enwM43wMPvO4OB8X76Zz\nzeDtEuloRjCHDimq7tw59dM2h+MwnoqUILXA6558cGu8vhcpTmxX8OjDW0rnJS6ytr0HTINIpi/y\nFEh9TrEJzgXW5H5jVmpPWug9fFF9RCzGdN6N/blgTxxTI4a1K1BC7eWyQa9FD48lM4SnHKtwXoM3\ny7kewbsho0gu2yMEHRjd4Ixt+XWn5oYHMWnlAC5dbGYQheoTi4a3jZBcjZnBeSZLgmnNg0PZD2GA\ni//7VIyFMscCLTHLzv3KbW4prtSS6YLXp0kjXqLhvVBq8HPu38b16e/lL33Pd/Hpv/4pvuMv/GW+\n+3s/zee/oN/Fz/5X/iRf+dVfrsSU7JrLHeqyoOwOU11Y2RddqdJcaz+ZjFxYLdiU7dVrxXJgw8m2\ntcyhD2N1J9J3EkzQmlNtUEvZmnVpoNOXXIah2X3rzgebl1EphE0cjRmuTCVO51I67wjehWFDuXHL\npSEfFtyKZtitwa1pqPf2UbiuZ0Wxr+RK2c/nHB91lkuUubWJeRmbG4zkn4ONukTP4DlVBYfl+yU7\npkrc92XiJQlPDqscNelds3Tfypq+x0232jl88ap1KJUPDp0vDlAGrSgUs1YVG7/0m15/CeaIlzmt\nqcFKU9CiT6fsZU4zkcHGjjIvGLNUtRS5H0bbOVXoh8Y2hnDHrFSc5Y3P/9VvJ4Hv/FN/4P9/AfyY\nr/N3/M7fxtd/06/Wzd7Epe1H4V4k5WoNSde2rdBTg/kRcIbcLxeqCBXQqHGz7zHIfMHUoQdghnKd\ncq/DtSyrW1dq+8HX4RXDeDCZk/fOucccPC/nvOTLXyE9Y4RzuNFaZT0m3jU28XZwrsQZOnhdS5rq\nSa/GUZwPb87rp0Jv2/lnmmu6HbBUH5Yq67EvzURfmoQYL7QqLaEk4w3WqtwcrpowFrkdfUeXFDBC\nOt/e1YrOqKwxsFqYF1wrucbgDDmnXkD4gJaMywnflzcQ18W5KW7kIkqTpMiFrpxI8D+WKZgxjHar\n5KWDGTdqmvgbV0ijXeXqE4hdRgsvgh+tXNioYtWaEn5tFpovZkBYh7xwCt0Kc7/+smePM4K5gfpp\nQJxyVtl4z2L+E+cv5Mf9P/8hYZ03p/OD/+8bPv8Fzf2S5I9+y8/k1/wn36s0D1+kFapVzrw4dhEg\nfW1oU21s2FPlXBdKyi2UpZSLVqQv9tScVZfErlynZuWtGqxL4KeEfuv0TJaphb7vTjCmk61x80mp\nhVc1uVVdchbCjS5sA4pkGlhzsgxuLv33u2Bb2A1jciIHGFv1VBJetcm9HkQmb+ZijtDby4H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jM4ecVrlmsct5pxW7EDKbXU7W3H9VT2nF3K6hHKHrvcaKYst1LK/rwHzRXh7g61Lj7onccGx5eq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kSWkhcJ560T1e/+P/BEVkx/xQTW/6SFjo31pKxY5F55rrQQ1rpAqpCENYsyRv946FJ+4t3L2C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cvHN1chXzxa5lJBAm63IfvjboOgjMVuMXV9tnwifvY//U/xDX/y/+Lnf9n7+Mqv/k/4tn/+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\nlQJahW0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x42506a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.ndimage\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy\n",
    "\n",
    "\n",
    "def plotImage(image, cmap='gray'):\n",
    "    birdsPlot = plt.imshow(image, cmap=cmap)\n",
    "    birdsPlot.axes.get_xaxis().set_visible(False)\n",
    "    birdsPlot.axes.get_yaxis().set_visible(False)\n",
    "    plt.show()\n",
    "\n",
    "birdsOriginal = scipy.ndimage.imread(\"images/birds.jpg\")\n",
    "\n",
    "print(\"Original image:\")\n",
    "plotImage(birdsOriginal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Binary image:\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x41d9c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birdsColorMap = birdsOriginal < [100,100,100]\n",
    "\n",
    "r,g,b = birdsColorMap.T\n",
    "\n",
    "# Hack: Using the green channel, because in this particular image, when inverted, \n",
    "#       pixels with full green would mean it's a white pixel.\n",
    "\n",
    "binaryBirds = g.T\n",
    "print(\"Binary image:\")\n",
    "plotImage(binaryBirds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x80e06d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# I've chosen a disk-type structuring element so as to avoid birds' wings reaching out and touching others on dilation\n",
    "struct = [[0, 0, 1, 1, 1, 0, 0],\n",
    "          [0, 1, 1, 1, 1, 1, 0],\n",
    "          [1, 1, 1, 1, 1, 1, 1],\n",
    "          [1, 1, 1, 1, 1, 1, 1],\n",
    "          [1, 1, 1, 1, 1, 1, 1],\n",
    "          [0, 1, 1, 1, 1, 1, 0],\n",
    "          [0, 0, 1, 1, 1, 0, 0]]\n",
    "\n",
    "\n",
    "birdsImage = binaryBirds\n",
    "\n",
    "# Two erosions and two dilations to get rid of noise, and isolate bird structures.\n",
    "birdsImage = scipy.ndimage.binary_erosion(birdsImage, struct, iterations=2).astype(birdsImage.dtype)\n",
    "birdsImage = scipy.ndimage.binary_dilation(birdsImage, struct, iterations=2).astype(birdsImage.dtype)\n",
    "\n",
    "plotImage(birdsImage)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18 birds have been detected.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x763f940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labeled_array, num_features = scipy.ndimage.label(birdsImage)\n",
    "\n",
    "print(\"%d birds have been detected.\" % num_features)\n",
    "\n",
    "# Plotting with a colorful color-map so as to demonstrate the contiguous areas detected\n",
    "plotImage(labeled_array, 'Paired')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
