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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "44153707-a329-46d4-8eda-d0ffe1304999",
   "metadata": {},
   "outputs": [],
   "source": [
    "from colorbynumber.main import ColorByNumber\n",
    "from colorbynumber import utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "497a508a-87fc-49f7-baca-3505ff0b57f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hzmcsIZwryoD5An2TbttqLxfTazrQKXnWKm+bn8snHKA40qcRoAW0y2sCWDvzTQD37+rl166aT1meA+5EhOvPq2dJUzknu2dAm5qhBRFVQgMub+4JcaAVdlcqrVUgCuf2w7JhOKdfCXlLqqccdjYKbpWDW+MQ6rBkeks1HKuGxDR/V6oKnVgX1Hg4IJeLbdXTRF3apMjLHGs6Oa7Qo7alXymwXLIbreR6rq6iB1NMza3DZq6tSD3doixkUrxXXNjIm66cz7KmqVFpkkifOjjANx5u5+mDA4zEg318j3ZWbRDYWfixi0+oIZCNTt6dCyICTYoenvQPTdhUzFTTHcPel5lCipEOoxFBMcOtIdAnFQkLumpmI9Vdx4c43jnC2kX5b9vn14W58txafvzU9Nv7DEZcXNWp7bOqVG4fZOFfHKNy5xDfjsNgGAbKjFDnjUDYteAp+ZcKJETRsKIVLs6gPZ17yuCeJcJ3V8H9i2A4NPZ6yL62qiscojHXdx5X1Vt/x0G3p2huWYh1EWV432STDMswWzsdU9cUZb0NMLW6v9zrhqyb+p61lQ7Xn9fAq7c2ccmaWmornZTnlXCV544M8pV7W4tCpOMhIrAGM+kuMEotPqHWAvML/DKbpladZKHY1rxn0murPAnIktzfUzumYfOaAN3jIsvSy1Qm51qLcSP0RxI8srePNQVs+x1Pm/qTp7qmfdv/0qlhYnGlYnw6xyPTpR8+RLhlBMFS4vVx+0kHAcIKxNR+PDSPwNuOKm84rjzbBG2V8JzCNoXDC4VTKyBa43HWuGsYDgmvvXQe73nZQl46Ncy/3dPK/tbMdvqqalHlbhdOMjXtFDbVSy45/tGR3EWCut5o7+RHK8daRjcKUj6JSCscbrqwkXdcu4DzllURShP1qyqn++P8+72t/Hx7N/2RaVKSNGASrkOFreTiE2qTFP4u9d5PMo8q3nGHmdjPPM97Mi7Kg4QSTN8IiW7svCcRqqraebR627WoIgsEPZfAt2oAP3yyk9ddNo+G6vy/oPOWVlFd4Uy7Pd7J7hE6+mMsm+dVYVSpfG4imQaFCheu8uzgXqumrus7pezerXxpATy10eH0PGU4DFWu8IFbFvGeGxdRUeawdmEFSxrLef9XDjA8kvoaqdpwPX0mQ4S0gMIDkwBhOzog6XS1aExJM/4caysdbtrUyDuvXcDGDESaPOazhwf52/9pmXaXMHEEzgc9UVjHY/EJtUOhRwpzZKq1qFPv9fqFQ9gTJQSyyYTB1AKLrcqZfJ/FjWVcsa6O7sE4T+zvz7xtGCK9Y3oxMOlURq3YnvdkHN69p8ctFSHXB9+Oe+R0hKcPDvCKCxvzPkZ9VZiG6jCD0enNow5GExxqi44SargtxsK/OJ6STFUtjT0+SBUm1kn9Ls3kjno+cF0MrjoBPW0undWwtx7WDgmLBwaJd3cxfFkt8eXlrGwup6bCSUuotJOZTB1Lm82WSbuj0fRj3v24Viy3O+6hLwJbVtfwsduXctGqmoxEmjzmYy/188ffPUpH/wy5ZTdhudQCOjSLT6gDoPe5yFUOukTzKsaICNqssEbgmHd3nFZkrQMXTT1eTYXDW65q5h3XLmBJYxlxV/n2ox38w/+eSJnPGm1Xm05OmLBTVXPaeirFOSi2BTyg6MZgI5SECz/f3sXLz29IKT/yg9qqEM114WkvTCVcuG9nD9dsrCMUURb8dQuVzw5OIdOYwo8U/sWFznH3SQVwobd5ukzgDq/4nevlDQs0J6C5Hzb0Ayjc2YPe2YPbEGLknEoqXtPEKhw6VKe8gaqie7Pk7pqxVtRZAI0rHPJaYocZJdPxW/yQA++6biG/9YpF1PvY/cQTyp3Pd/O5n52gc2DmRg+ICGz0otQ8DaqnR4c6BPqgiz6laJ6mmuKISaCu8U45TVheFhL+7A0r+NjtS1nqVQ7LQg5vuGweS9NZ1sVAC8yd5IRqRsMjVYVjVqxKS+jqJcyLoEDY9lI/e0/mLy1yBObVzoyt7v27ejnRHqX5syeo+3lXSjL9Jxfem7C8517GfnYA31L4usJHXLg2Dp90bdZdEHJhAUK9CaqeHWTlJ1r47M8iLIgy9eDDmBdwpmMtkbQTT6cLqor2K/qIa2t1GOvDn0SmjsCvX7+Q33nVEl9kmnCVbz7Szid+cDwlmaoqOqxG5NOBCi9XnSczTp+fTYKCJ4aOLqoQ0Dx1gVWEhQ/cuIhXXdw4ZYtRWxli/ZKpYlhVhb35P5HygsPYlR/0OrSyVRcHKIqDzlDU5a4dPbh5sogjEwfiTSc6+uN87ytHqfvWaWRS7ULVCPPPU4hAUuEY8AkXbkvAiwRDqkkI8LJW5ecPubyiFcoGLbDQhMJRzexrWgmsnXkypcd2mhzHdk0hkAumpqHOW1bNb9282Jc9pKvKtn19fOnu1ikTIVQV7VD0UUV/4aLP5tcYo6pol+I+7+I+4aL73YzkLCKwGFiV3zWf3tAiAbQp2pzf1lVVoUvN2LZx7PdhB64/r4H3vnwhm1dWUxZ2pvzd6b4YB9siU493AnT3NNeo4/ajeFsnP7lb1zOLKYL5yv9u7+ad1y5gcWPuYuGZLpI8fmyQkag7Jb3cDXwmkVudUYFnFN4chz8NwWuxWmgQH9EBLu2Cnz7s8p0QfK7K6jmazbO7DtvRzCTioE+5E5trVsiUtSjAW69uprYiO5nGE8q3Hz3Nv93bOqWgqapwxEuBJXdlbWot4j7rCGZaD+xTdNfYcVQwZdBW0uekHetC0za12koOmHZzS81zfriqfTg96l0cb3scDgm/dfNi/v5dq9m6pmYCmY7EXdp6Rzh8OsqffO8YR06P7Zk1rnaxt6UZjFZMDIA+4S2Ywzlcj5bCdXKpcLo/xgO7evOPAKZbMzUOJ7EgLxXyFdy8BLwvATcn4HmCi1YFqHLhfSNwTy+8rxsqs6QMZZ3M/HjkPqBj3H9XglyYQrAvjKbZMmEgkuDf72vlH+88Se/QxG9JEwq7FH1iUoorhO/roKrmq/GARbYTjqPAPrVGmzRfrIjYQ2xd7k/S6U9+DWIrPdd3joE+6lroEWa0ZHvFulref8OiKVsMVeXf723jO9tOE3eVgYg7+ns6QF904QTFFfJnQjoWyIRBrLq6LNimAFX47rYOXnVxE401uX0xCdc0oTOFvkH4ahw+J1YgSqIWC6JyeV6NRwJ4WuG1cfhcCN4MOZlyZ4IIrAC+FIJbFD6WsKWYCtpvDQkzNdIDvPcOYcqTJmuhHr9DHI9Yhi4GVeVQe5TP/+IkD+7unfKg0oS3Y9ulU+/LMrIS6qjs8LB3nHTRpTtOC55muY+K/ffmVqye/mdfLxOfdj6gapXFUVeYOKP5xJsvbKQ8TcJ+aMSlZygxRqYjCi+q5YJamDkyzReuVzzL8bz93IsH2yPctaM75yhVsYhjpqBDyo8T9pwdjzLgvZ7vRSFcdBwjvKBGJo1HucCbBe4Ow+vS7WZ3K7pd0VOKtisa0VE/22lDE2bCcrNjrvqLU6d6VOGuHT3EJxWeVZX+4QTf2dbBB75ywNsNTfx3HfZ2bKnIFCwtlqIom7wWOuJFnfd7RbNsW/UOsvNQLTAvy2smYfoj1AToYfUtvh/VZ7446UL321bzxWNDvPGK+VO8PUWE85dX2awn9bo6ntUxIfJcRYtCh6ALMkepIQeuXl/PrRc1UhYSth8a4P5dvWk1fqrw9YdOc93GBpbN859LVVXcGb6kLcCPXPigM5bvFIF3OXBdQ4j7a+CRcmH3QIIjUSUu0BcDHcEimizPg+S9t3LS7xWIrapg6JVLkUSIiu3tlB0axOlLgPojcjE9Od8OWRHtLxLQNv4FLrDHk1YlxbNLBNkq0zYdQkRMeOsDdz3fzbKmcn7tqmbCYWEkpjy8t5f/eaaLZw8PTo1KkwWvp93MNp2DmLfBJuzJk5yv1adop23x6ce/d7Lrabwz8ZADLJScjLMl05NORIpzq1RglnpZilOjZPqIO3US6kJ7atbVhPjs21fz8vPrJxzLdZVP/riF/37cHkPab9XCac+XFgOLQG5y0kppRODd1y/ko69aQoVnX+aq0tI5wne3neZ7j3cQTeNo/+vXL+DjdyzLKsROoq1nhNd/fi89aUZSFBt6QtH7XX4D+EoIENBqh8jWBiKv3kj8lssIVyxDBSLH9tMxcIoBPcmvTnWwo3uYu+7vZuTRzNWrWuDJMJw/XjssMHj7QoY/+evUb/ggjtQSGzpM4sRu3Ocew9n2LOWPHqbsSD8y5PoiV1Uriv2DC/+jmQtqskVgUwDWe0WAI+ZG5jhC3FW6BuIp89DqmspBn1X/k44rsPRDnMLv5UqQVzlIXQYOOq3mRDVFRaIp/2hmCBXMOOFl5mOazvswLZmCdWW80kGahIbqEO97+UJu3zqP+qoQCVf5n2e6+Je7TjHgVRC12yPUuWw4nIQDcrWYNVqKa7ducSXf+PC5KfOh8YRy/84ePv3TE5zum1rhqi53+MJ71nDN+jpfN+vJ7hFe//d7p6/nehI0agv+kn54qEpwb20m+qE7qLj8rVRXX4YjdYiEvC2yixIj4XbTE/kRbQPf4Eu/OsFXvteK+4Q7NW+ABYX/x4F/cCBpG6BA5LIGIj/8LA2L34sjEyN61QSu20+s/xAjBx9E7n8IZ9tzVDzTRqhzBBKZo9eYwv/zotW0I+/rvfVfOfsINRtUTSqmL6hJKWdy8MMmQbakfzBpXG1qyKScz+wjVLBI63pnimO4ql1ofT5zLkS2ClzgmUQLNNWEqa5wcF1o6x2Z0BWlXYreeYYQKpgJzK0OUj/1e33ntQv449ctS79IVHnywAB/9J2jKUl13eJKvvz+tWN98hkw44TqVXQvD5Xxg5svpPGdn6Sm5uU4knk/nHAHOTXw5xzreIDPfHIv9z8RZXjvxOUeBq4X+O/QRNmzhoXur76Oxrd/C0cya5pU1Ug81kbs1Isknn8A5+f3UP7QfsItQ2nJNRmt/qELD2uKZSve978wWEIdLewo9uAOsN119NgnsBbrIuiqc4aPB5N2q7W9j6u9piPUmRVktDHWD+xB42pO909lTyzrgbF9kSp0DcRp6RzhZPckMlW1FpgzhUzBnvB7U3eebVpRndXi7Yp1tXz27atYWD+1FHKgNcJnf3aC3qHsbYD1VSEW1M9MpxTYZ2lcEuajH7+Qee/7F2prbs1KpgAhp4ZFNX/I4rrlfPNQmO8eUq728pnnAzd5RPrD0NT0YeSSBspv+yDiwzVdRHCknLLyFVSvuo3a13yWyq88QPyR/2Xgu7/P4Ls2El9UzuTbUwQuFfhpCP7asbRDMaGqNlliuyek/4WLPhZMh5K6ig54QdK9rkV8s4FMwfKubVle0+gFbz6W+Uwr3GxP4221NO457uxSfwPz+kyUrxmqIqpqus99c7wYlQovqfX4T9plOD6+1SSp/tWbV1BVPvUP7nuxl9/7xmH2nxrOWFGuLne4cGVNzqceFEIOfPiWZdxy4UepLrssp5xi2FlEXcUrqHDhNS7cH4Knw/ZzZwje4Jip2fhDKhC99XyqGq7KK38p4hAKNVG1+AZqX/t3VHzlfoYf/Co9f3M9sZWVE032BRoE/siBH4dgS87vlh2qig56RHqXC7vVyK4Pk/bl0dmYrLprm6I7XdODegRNO7NLXaPe7jXzTt18RDZk1wTPPKGWAVXel7BTYX+OsqB9VrlP9SRVtcWhj7jFGUc903CxLpBJRsSH2/01/YvnZ/q+GxZO6QZS4In9A3zwawf54ZOdaaVRjiO85pJ5VPvojgkaArz20nm8+7rbmVf9JkRyOwcRobbyZcTPaQCBCoFq76c8DVcmmsPE77gaRwqPGUUcysJLqF37Lup+96cM/OwvGLph/pTlHxZ4hcBPwnBNgDt8jSscBb3HI9LJVTAXc/z3ezxVtNeKTHqXi97jCetPkNmHog7kYm/m1IXitafl/nnyxunsnCOODTSUq6xDLB1mllAFOEeslRTsqZjr0ysO+owljvWYbS10QNEW67bQu92cda9zCgOgeyZG6ftbh0n41DKFHOFd1y1g04rUucDWnhh/9cPj/M7XD/NSmmj18nW13L6lKb/zLwAbl1XxB6/ewLKG9yN5aogqys4n9r7X4Db5S1sM3D6fyg2vJcg7XkQIO000nPcx9GtfZviWZagz+TUm2/p2CK4W7D45XUB/+4Cij7oWbGRof1WfrZc6oqaZvdu1HWYP2VNsApwryC0OXCjIesdI61UOcpmYRGw6iLUHXz3KEhJz17o5PW3OHKGWmfRDLpYxS7/6PI/lYqLeh1z0597PA65Fu9NlGj2TOKATHhp7TwzTP+y/SFRXGeIjtyyhMs0wQ1fh8f39/NbXDnL3C1ONVEKO8MFXLGZVc/YiVlCoKnf4/dtXsG7Bb1AV3py3fEgoo/aqP6D7U1eSqM18O2hYiL5sNRVl6/N+P1UlGj9I9/D36Yn8hN7I/+KqhW+OVFCz/I24//llBu9YkTKvuhL4rxCswtNR5lgXUFfN3exe1xxhsvGxm75FM/l5tNdzodqumY1exqMMq7BfJkjNWJVdRJAK217LKx3kRge5VLz5VGSf6poPIsBJfw8nkdQzspKYGUKtB3m5YxX68LgLuTJdu4hPKNbrHmN25WmKjbi10iWj1NaekZymfSbzqecvz1yxTkaru1Ice0ljGR98xaLA2jMzQYC3XDWfG89/BU1VuW/1JxxLhPLwGmre/WW6/vbSjKQaX1yGe+2lhB2fKvdJUFUi8Rdo6ftt2gY+x6n+z9A68Cm6hr6Oquudj0PNgtvhn/+FyA1LpyxjETgX+HoIlnYCJzMT3oT3j3lR5KOZo9IJOJa6OKyqdrzDXudhut7ZVKjwbP8uTm9LKCJInSDLBDnfMfJ9uYO80rFZWQFDDwcj35p+Qq03UXrK9rVGYOXc09XNCpxgtIAQd80rNJftYHlYeN2l87LusHqGEvzzXaeITrJbExFu2tTIusXFb99ZuaCC37xxHQtq35dVtuQHIkJl2QXwtnfQ+XtL0RRzmxQYvqyW8uaLyf+2SdA1/G2GRtr41iPt/OG3j/DYS930RH5MzB0TOoo41Cx+Ne7XvkTkhiUpSfVlAp8Bqp4znXbWKHJI0SdNQZMTcfRhOdF+SytpwtpEk1Gubpuaw8+IBq+pJ83k1nQwaaTlV+UaawoKFG0UZC2axPQSagU2QK82tZhfHEHWyMwaQcxWVAAbxdp1UtVD4kyIJB5/qX+Kk08miAhXnltHY032KXBPHxzg2cNT76LaSodrNuSbt/GHkGNdYKubX01VeHOwB3eEnvcs5KUb6ugqn7jJcescet+9nMryi/Le7rsaIRrfx6929PC5n5/kzue6+cdfnGRopJuR+JEJrxVxqF52ByNf/TTD1zamJNV3CPxNP5Q96poTWwpSVVXoB33QNT+MfHZuh03Drfd4Pz/3pE+n8X+8SmxHenP2DslMELGWWzkvYJ5wydmqLxWml1DXCCzIcjGrmelS2exCBbAS5BWWqJdLxCL8LKYNxzujbNvXl1OUuqihjHMWZddWjsSVvScjKaezzsvRrSpXXLSyhtdftoamyjcXtNWfijjDsRdojyV404YEN9zk8PmNQk8ZxFaU0/b3q+Gqa6kq25T3OzhSTXloDY+/1E/cS88Mjbi46hAOTS0dizjUrXg7I3/3+8RWT438wwK/KfCODuAR14jT+05UzUiF/WpV/EILs1EsimvHco7ZlpVgD/51grzMQW5zkK2CVBfeLmsm0BK4l4F2F54nnD5FdhjkHB8XM+T9zGQ72vmC1HqSpGw9xmHMBDjVvR0nN8OG8agFOVfMg66eCbO4tF6RmxzT1p7yChM1TCBZV+Fn27u4ZXMjZT7HZ4RDwvollTxzKPsebs+J1I/z85dX4QhFMUwR4LYtTSyqu5Xy0OrAjquqDMWep3toF5/80XF2d0WhUfiji2FoYxXv+uAqYhcvZWXd7+WtJjAIteXX8eqtd7P7xBCxhPKbNy2mtqKZMif10ChHKqjb+tv0fmYXje//Ps7wxMVUKfBJB55sh913uebuX61oL7Y2Bpm+eoIDlGM+G+u8bXlF/tFoRpRjhB2gc2QA2aNpJNRGbFJpNlRhUWpQJiaeYQbgr1kALPTfKkizoI+n7vHGwfJAG8Q+V6o1kwA6Me/V0/h7SJRjc83Xm2wkZWpEPEnJRcBmsRtGmDIA8bkjgxxsi7Bxmb+Vkmzh9YPhEZcUM+coDzv2uyLcxMvnl/PKixdTX/HKwKJTVSXmHqN14G/54ZMneWD3WAuPivDstdW8eXM1jRU3Uh5aWxA5iAj1lbdz20VHuGTNY8TcNmorXeoqrseR9M0RjtRT8+q/pP89O6j/tz1MbghfCnwmBL8Wgehunf56bB2wVJBVnoa0cupaDBwOUCumIQ0KGUxS/GL6CLVGjNyyIYRZZuUgKJ4CB5iHkd18r7tBscaBgz6O26LQKZbrucWxKY97veS7t5WRCzxNWqZe5xDoYkUWOmMjotPlnQR7vyvSG8ZM+RPJnEcaiLh8+9EOPvHmFb7do/ziQGuE4RGXmsqJX+qh9ghukVp8b7iggaWNm6kInxfYMV0don3gH7l/107+5VenpkzF7eyPE08oFaF1gZC4I5UsrPldFtR8iLjbSdztpDK8AZH0t6KIUF6xnsj//SMiT/82lc/0T/jaReBW4EaBX04Xm4aB+ZgyZ7VM8eOYDkgz6OGADhYiEEnW9BGqz2stIrAem5+Uj4a0EXMUX8CEOeEAXGx2XFklI3Hrk5drTBOnG0HWig3yE6y5e/KxM32eEOgi26ZzXE2i0Y3lpQQj0A0Cy8X3cf3iVy9085pL53Hp2pqsx1VVImls/SajvTfGofbIBN8AV5V9J4eLEiFVlTvcvmU+jZWvRgrS1o1BNUH38DfpiTzGNx5upy+Fdnf74QGeOzLIsotcVIOZlCASQqimPFRNeWiFz79xqFn0Gro+9l0q3n8PMmnrXwF8KgSPx4vcFFhvqTsWi6WYnOknUsAbLQ84AXl01GCRdoGYtvKPZGjXmoImE/37imjHo85zr1oKUp4iX1sNssXxd9zusS8qKTaWpWIjfVMdOwtEBCkTs9y7wUFu9xL1t5sTOmvyO242DERcPv+LEynJYjIiMfWtXx2OuXz5HhuwlnRN338qwt0v9BR4xqlx8aoaLli+JOd+/UxIaBc9kZ/Q0Rdlz4mJybjkZ4rE1Fpvo0/iP2dUHISkkarbPs7Abc0pq/4XAW8t1h1diRVEX+lpQhfY7mxG/VgrCS4kXFKgBt5DMJe/AksQpwuZw8Ai/xdfRKwldX1u0gg53/KZ6d5HksN8zvNx0DhFKYyJWGeYVAnSJEiDiZuLuTBfODbE3/3sBJGRzPN+HtjVy+E2/9uCh/f08dv/dYg7n+vmO9s6+Mh/Hko7EaBQ3LipgfrKiwk7uTyZMyOWOImr/RztiE511lKsQn7E5fkjg5weeJG4G4BQsQCICNWVlzH4m5fipmhACAn8sTN1skBBKMeKtK907H8rZ5GpdSXBVPrLQdJ4C+eKwvjdwS7yerELHwVavC1tFxbhhbAZ1znKE8UR26L3qb8ujDJ8kbY4AheCRrGWzXT700FMarIsl7OenVCFnz/bTcgRPn7HMmornSn+s3tODPNPvzzJSAo7wHRwFZ48MMCTB3JRdueO2kqHq9fXU1v+MoLcVMXdbpQYy+eVU1sZmhjFC1Ar6E6X02tjtHR1cN6iDspCiwJ7/3zgSB1Vl72LwVufou5HHVPijRXA+x34hJtmaZdjW/VkNNYgSCVju7bxQURyBIjPnP60I4wVu/12faXDRpNzBoH8CVWw0H/8ONlyLN94rhgZDan5jzWSn1Ft2Lbo2ulmz6dWMmayku3UywQuA5o81/BUx1avV3rpLF1MOSKeUH70VCeH2yO89epmLl5dQ1lIiMSUO5/v5vuPddDaW4QZ1QFgZXMFy5rmU1W2pSjfRX8kQWzSg0RELO8dcmiqC3u+sTPfzywi1FbfSvtvbqHmV/cRGpjcsQYfceAnro3AnoBFXn1hHhN2fnN5fctCsXpLvgiBLA8u6s6fUBeBbJpa5RYRO+piKLSVQUTQJoVzBV7MctEWSU6fRsKCbgBpEnPcSZU6PKywRNCVwY5tnimowvbDgzx7ZJC6yhAi4LrMmNu+X1y9vp76qjWEnYDCiHFQhW37+hlOkQ6RkMAik2vVVuWa0C8eQtJA2ZbbiFz2JNUP9E25y+YBfx6Cd4wflVULcq1jdYQzYC0nof6cKtOjgkCKUUnkt38KgWz2WdwpECJiEW8mKWW5FxXncWwWYmLoVIh5GtLZzTc5QxX6hhP0DiVmPZmKwPollVSFLwysup9ENLGfE91RvvnI6Yyvs2geZstCEHGoqtpC75uaU8YsInCbwKvH/9syOePIFBdoL3DXECNQR7r8CLWZgvpxc0YNVqRKBfH6egs5n0x1lCEym+OWUFRUhIW1C6uoCK8LdL2pJojGD3DX8z0p52qNhyMCmqAveheqM1vpH4PgNqSPaCoFPh2C9clXp/HPmNPooXBDkzgzT6iyPA9JUwFIG6UKZhaS5zjd5GRVDmV4ysU4M0ZPz1E01YZZPq+SslCwnm2uDjA0so/tKdpsk5KpJJ47Mkgs4dIffYCEm6ptbvqhPqLlc4G/CXmF8Cy+pnMNqmq500LT/kKgJiu5E6oDLJgB6USNJ4tKvm1SYXBxlm6lTIiBPutmJswqfBe7JkPVRrNoIj9n9RJg7cJK6qqqCYmfvmX/iMT30THQwr5TU/WntGNjdaL2vR1si9DeFyOhPcTck4GeRz5QTTAw8iDOYGZSFW/b/3YBbc/TaWq2IgGcCOADBZxDzb0oJZj0wgfKQ0LII7uEq4zEFQEaa0K86YpmzllUyfef6OC5I4Nk4xsRQc+1RaKDIMss/1nQmNtOLELNhHryKt2pKhxV9EU1icpCgY2k7c8vITXKQkLIqSbkBGuAORzfwcG2QTrH6WaTOxZ9wYVW4KQilzt0SZz/eaaLD99cSSS+h8oCJgQEgZHEcQZGHmXei0NZSbJc4OMhuKcDWgbIfyqGD4yOiQarsxTzGkUJxG6PefjmMz8oSutpbYXDr13dzE2bGmmottxA71CCYx1RysLCphXVLGsqRwSu3VjP+79ygH0ns9vGSJnAeRJchN6ARZ+ZZJQVuTUXgLewOkGfHjcSol3R44psddBlWnzziDMEC+rLArfHVVViiVP0DMYnyqUSoM+Ms7o7gemRa+AXz3XzxivmUx7+EXUVtxKWpoDPyh9cHaFz+D/QaC8Vu4d8XZsNwF/G4UP7lPglxTEu0RGFfYoeUiPTTYKuLKJJygCF1zYaQC53Au0XDZxQaysd/uwNK3j1liacSRfz4tVT985NNSFee+k8/u5nucxQCAhVIFsFfTyAXMx4RECfcKdai/VixrzrBDaDVJVINRvWLKxEpBwJcNUrI0TjL7GrZSzEGU3JhCe8cPSmPdwe5QePd/KRW48xkjhE2LkksPPJBdH4fgaiD1DxwiDV2/p9/Y0IvB346WHlFxtyb7LJBk3YpFNeGns46WMWVHARacec5P1+qr4mlWaEY6Sfzuy+gMPmiATQnT4n+J6XLUxJpukgIly7oY7ayhkYQywCq8T6/9MFHAO5mS9oXI1M01UfE9iT/AEX7Sgst5qc66PHFfcpF33BRTu9vO0ZlLMtD60MZGxzEiOJQ0QTLZzsHpc8V9AnvfxpEsvx9NSG7z3WwWMv9dI9/GNcnf7pj6rKYGwbqhGqH+1Dov6/40rgd2NQuSvYtaGqVtTdP+mYcWx+1XZvZEqQcEFPFnjMtZ6vRsBpibxYTE+l/v2SxjLeePl832SaxMrmCjYsze4UXwyIiHVD3WIjbJl8GsP4lh9qQtEdCi3ZX0uHF636CzKmvlcy33efa+Mt9ir6vDcP/W6b+JosqsxlCBB2JrX2FABXI3QMfZVTPd08c9ByPaoKp4Cj4x6e9SArxFI3IzZPqWsgzh9/9wj37Pwp3cPfnXYJlav9DEQfwBlwqf9Zd05XRASuE3j7CUXyXHOToao2W2p7mmhRseDhcReNZ16Hqt7MqizrdfS7ylb7yIQykI1SlHREflv+doWYTEnmXrCimgX1uYuvy0LCltW1bD+UzR6/OBARqAC90Pwddfu4KY7DWB7NT+L6FLAnh63IAOhLCpfktu1QNX8D3eZOzSMlMLLuUNit5gfbqNAoVhxrss8yFwpjIQfWL62iPLQ2kOOpunQPf5v+yDa+el8brb0xu5Zt3rWMY7y9SpD5XsSqasY/dcBK4fTKGJ/6yRGWz/9Xtq4oo6nq7QGPYkmPkcQxRhLHCPXECZ/IXctXLvCBEfjufmV4a2FrYPS6PZ1FJQO2VnconIfdSxVY7WIEb70qehzbDc4X2xkswFrPJ3lO0Oal0wrpsZiPeQAUAfkR6iAmqp1k/LNuUaVvx/fxEBGu31jP1x9qJ56DOUeuCIeEhuoQAgxG3SnthiKCNihynQN7FN2j9qV3K9qYeQGqq+heN3dvxhaFiyQ367BB0KdSkOlk9AF9SQd39VzOscmymwjcezVoCEJNhYNIWcHnqapE4/voHPo29+3q4n+f9XIyUewBGsGKKReLuZy1eNcrhncdQU/Y9vbQtRH+8gcH+Nf3fo2qsouoDG+alusYib+IFiiK3gLceFj5xbn551JHI9PHfZApWICxR9GDXq0ihL33EPYQG3+M02pBRhPIakHnYbvGftBTCkfy9EkeD9f7KcJzMD9CTYC2aPaBezlg7aJKFjeU0dJVHBV9Y02IP3ndcq46tw4R4URXlK/d38a9O3snSLZELPLWzV6f/+Mu2gayJssbREg9KiUbKsn9iz2muY3uTcLFyGGnoh2KXOmgdbPbp0AIURnaWPBxlCgdw1/lxeNtfOIHxxmIuPYQ3OUVT6qtQMlqsfX9YppCZRvoky5PVg3w7/ft549e80VWNHwBydgbXThUlUh8PwDh1hgSzc9VuRz43Sjcn0eUquqlRHYqujvHQq7LGBF6u6iMr+0E7VQQNZYKsmh82jNFuqhA2WUK5M/Rp6cWa/aeHJ4yQsIvGmtC3Ly5Me/TyYSykPDxVy/j9i1NzK8rY15tmAtX1vDpt67iNZfMSxlVJ71T5SqfngVR8uuoWiQzM+W1FfQhF9rnQAdNhvEgfqCqDI08xeDIE3x322m6B+P2mY8De9VGeVzvmXw7RqgZb+CT4J5S7trRQ2vvswzFnivo/Hx9BmKMJA4DEG6PISP5fWfJXOpbDmlObZuqJgHUx9TIaLqMyZTg30uBXYo+ZYGFBjhRMv9buZcpofeLx4boGsgvUe+IcNOmBsoDllgArFlYwSsvbpryNK6ttKj1inWpK8ijpLrFxznl851UgqzLo9K4TIIx1u22aCvrZNcZR2EL3tVBuoa/RWvPIE8c8CoyUW/GVx3Iy5zR3Zaq2tyxTKJxF3SPy7H2KI+91MNA9EFUizRIy0PcbWUkcQwAyVLgyYZygT+MwdI9/shEXS9nf69rDmyz/PnrC4oVbu920eeCI9X8CTXKlC1u92CcF4/nf3eet6yaTSuC3zo5IqQr6NVWOnziTStZszD1uIHk6JKspJcg94W23nRwOaMe5BonmMR6D6YOKGLuuhAo7mhklvPfqqIaozfyE4Ziz3PPiz2c6vbCnZMKcWwoYs24re8IaCbj8SRawT2t/OTpTnojT5LQnrzO0e/n6I/eg6t9oErl9sINvTcCH2lXnAz5SFVF+xR9Wm0301Pw284+xLFdSkAy+PwJVa0/ePx20VW4b2cvbp5byMoy4VUXN+VV2MqElq5o2tysiLBifjl/+rrlNNUU4PhSRm7KngZPupHHhx2Vet3swAYpvD3jqGbOac0QFGU4miDh9ub591HaBj5Lx9CXeenUEF+9r23sH6PeQ2nhGJlqwssN+nk71wzInz8yyM6WQwyOPJ7XOfpB3D1NT+R/QJXwiRFqUnig5goRePcIrO6YmvJJ6pvZYzI89ulscS4sDhJA10xHqJAyj/rE/n7a83R+FxFuvKCB5tpgG7gGIi4/eaozLdGLCFetr+MtVxXQL16DyTH8INmlUcDYWhFvLtVl3ryfDQUcLwF6ZPZpVhMu7D01jOpwzuemqgzHXqA3eif9kQhfvqd14ryrDWIm6eMfaN2Y1MwvDisD7Qm+/Wg7vZEHiqJLVXXpjfyYuHsKpzvBko8epvxgME0FS1x45/aJefTR7f19rulLp79/YfrhAPOCieIKI9QUedTWnhg/fqoz75tzUWMZLzu/oaDTSoWfPtPF80cG056XiHDdxnpCeV4RKRMbL+GHVM+xanIgI4kdQeYJcrnYFNWL8yTWwxalzjZSPd0bYzi+l1zzKUqEzuH/JBqL8umftHDPiz0T/l2cFNd/kNwisWHTEW/b28eB9keJxPfmdI7ZYJ4Dx+mJ/JTwiSiLP36EqicHAvM2EIFXD0H1g64Vm/a66EPuaLHyjMiV+sF5AkuCOVRhhDrC1H514AdPdLLXh9lJyhMS4er1dYEbYnQNxPnDbx/l/l29KbWuqkprTyyr61VGNIO83DHpTQVTUwAOtlW/qADLwTQQEaRO4EKPWK8UGzBYm+I8UmEEm04wW/yTPew7OUw03oqmWmhpoKoMjjzBcGwHj+zt45fPduO2K+5zrtnYpfkbbcnjyz+kdLTFuH/nKfqj9wZanFIdon3w80jLKZZ85DC1v+xBAia5CwVuHAEOWtWb45zZ2/vJWOXNxQuoGF4Ut6m23hif/dkJvvjetdRV5p6X3LC0iqpyh6EMY4/zwcnuET7+rSPctKmRWy9qZP2SKprrwkTjyoHWYb509ykKKfaJCFqtyLUCQ2KylB5FuxVqxIy551Okqz52DtSB1pqCgBimnTym1uE2RPrmgxbQZxQu9Zy9ZgEOtUfoHW4l7nZTHvJrTJugJ/JjDrcP8DffaCHyYMKE+nHQfuzBN7lKOQJ05PHlj4B2mxvVO6+9n3nV7w7EiUpV6Y58j+ixh1nyfw5R9VRwkel4lAO/48C9iZSx0ZmNRVjgEeBkncJu7VD6IzxzcIC7d/Twhsvn5by1rShzqCgThoqg8Y/ElF88182dz3dTXe6wpKmc4RGX030xRgqQo6h6lWHxbtZaoBZ0hXX8wPR2JYmIRaYVoCvU+tJHxBoCutS6fk4z9S7ar6iLtdTMAu/W/kiC9t4eYgtbKA8t9/U30cQB2vqe5U//7SgnfhCZKAs7oTAwsUtI1evAyaf25RVnD5+OcrSzhZVNRwk7hRPqSOIg3cM/oPG77YFu8ydDBK4GNgs8ebZs8cG6BLc6gbdhF7bl90gjFVyFHzzRQTSW+7d0rCNKfyRzdJocU5Fvzk/V2k8PtEY40TWSN5mqKjpkffP6oIs+q+ipMV2biIz+zBRGz6FCkPkC6wR5mWPFrLUpGgsOejKZVtCIZ1rhw7iiGBiMuuxqGWA4/oKv91dVBqKPcOdzJ9lx18BUja0wNQXSB7qzgM8Wg/7hBC8e62VwZFsg12ko9jSJkQ6qnugvGpkmUQm8TgKdBDL7scJ2i7PCbWoU8yVjF9HBtghtOVb8YwmXn2/vStvTr6poxHqq9WEXfVjRPS7a41nZTeNNr2rdJnq3VxFtwTowHvDEwgUKsIuFUYKvBblKkEtSSK+STlb/a+5VerdrnSUnp9fFShW2HxpgaGQHfpJ7I4mjdA79hF8+0U1ick7UwVIu46TOqmpkGkBzw66WIWIJP1Zj2VEZ3ozjVBLZUoMWMUUEFqW+w4Fgp3bNYpRhgz2L8ATJ/6sSb1hfBsyvK6Op1n8OVVXZdXyYu3b0pP13Or3uns7R36JHgTI1wfsaQedjWzrBbpQYliyqZ8pohsnEkNMTK+G57fRN+n3SC9IFtgbfLxwUROyBqBtA6sXma41v1nCxnGuya6jdM66os+2SrpgeH4AXjg3RO7yXJXXtGYf1mTXfl9h36hi7dw9NVKAsALnIsYm948OIKNAazMOhfzhBNHEQJYJM8YHMDRXhcyivWE/nx4apfGGImocmL7JgsRS4RuD7szMGCA4hrKrfVJx0VkGEOqHDJAVWNpdTXe6fUIeiLl+869QUFygYFw0+ksZDNMZEQ4VklX0EI4YQ1lm0wKt+h7GcZ6ei3g0lawRdlcPYhj7S90Mr5mC+UNCVs9yAxBF0qSLzHDMFeWmqvngUim2RH3ORi705X0V+YBw+HWHPyVZWNj1DvXPHlGupqrg6RMfQFxkYeZiH9/TRfzI+JvsJefmyhSnW6wAFay2TNajBqEvCjROE3kiooLb8OiKxF4ieX1V0Qg15Pf5nNKGWYU5yS3O4x3NEUTcTW1fXEvZ5s8USyv97uJ0nD0xlS1WrTuujPg2Zlak3SRzrBupQdK9OfG3y/7YqUm2C76xvoTpaOU6LBOhOF1nqBFpJLAZExGzSLgXqMevCTNd6xFMERDArwCIOZYvGlAd393D1uoeor7id8XkmVSWa2M/pwS8yFHuS3qEYdz7fDdViD1bFXPebU5+fHg+gC6jCjnuwLVJQYXMiEsQSJyGmhNqnx4lkhZdOz6qt8XZ69Pp58SzCAopKplBEnyNH8OXCr6pEYy7ff7yDr97Xllq2FPG8F/PrQEzxpuN+xiMOtPrMDyYtDLOhi3HpidkPcQQ2iLW1rsJSJek2GS7wotqDrtCBaVnw8J4+uoa2E00cmvD7uHuKk31/xFDsCVRd7tvZy/5Tw0aiyf6QNEHjhCmdhWBofIHULTi/rOrSH72fyM6fsvj3j1D3s+7sfxQALpAsE9PD2Oj2Wx3kVQ5yg1PUKaqBoxczBIprwUXtdCgsQs0QnYVDQmOW3viEqzx9cID/uL+NJw8OpBbcJxR9TmGaxqHroM9c9RBTc6cpD4i16C6evVv+yUgWrLjWMVnVCHDKy59OjloVOAYsUPT84kWph9oi7DjayuL6X1AR+iggqA5xeuhLxFwrBLkK977YYw/lcpDzxVz3T2MjvdeO69t3Pf+CAGa7a4siG+y4cbeTuNtGyMl9yoCqMhI/xEDbT4n/8hss++Qe8z4t+Az9YSmwUeDpVJekyctBLx+L8HSpItc7lntvZfqj1RAmUfBbUBwEvcccxqjzrmodFjgElFPNn1BdbPucKi8FjMSVE10jbFk99U9Vle7BBP/1YBvfe6yDwTRmuZqwOUkcnMbEjl8X+2F8+zRqYm5KUiQko7I4bQKZLzZ+IsWDRE/rqN62GIjGlW88fJpL1v6M8tAaQBmIPsBgbMyUpL03xp4TJqwVESPQCs8k/FlFBkGrvJ71DqzdNojOsCjjImAXzTHsVU0QT5xmsOXH8KUvU/eT/ZSdiCLT3LVWBXzAge2JSdy43PMFrpx4b4iIzbW/wTGJ3VGveSTXFt58sUosj3+3699wfQTbMXaOcYq+pMhVwRRZC4pQ9bAi50raeUuP7OnjlRc1TcmjdvTH+ejXD/HC0aG06XtV03ayW6e1p1iC8Bk9AyEi6CJFbnHQx1ybnzW+6LOk+I+Mx17qY/uhk4TWfZrJiyISc/ne4x0TZHriCLpckWscdJtrD+diYBiIwor5FVSWNVPm+EjCA65GGRnYw8jd/0nop7+i+sljlB2JzNjDVwTeDPxQ4J7kpWoGudpBKtOflYS8Qu9SrHlkCFOEnFKz/FPsGrmkTrXli35F91J4i1fUK7Je51jUXQCpFrbl78ZE4BtTR3X3vtjLq7b08bLz6kf/fSTu8vc/P8GOo+kdfJOdK7pzeskUB1g4F2PJ6YGIoFVqhsynQNvUbPDWCCwpfldVJGaFyw1Lq6itDOG6ykhceeJAPz96spNt+6ZW0UQ8BYNHqsVyTxLgkrW1hJ0wkmXCgKoyMrSPyF3/TPm//oC6JzshprNiF9MIfCUEt8ThgIBsdnyb7SSHXVKBzWBbL2M7gCEsah0ABtVaoTspbIdwGkunBYER0BdcZGFhBeQCZ0uAvqjIIkGbpjL7cMzlMz9pob5qFRevqkEE7nyuO63OdBS9XgV5usYsJBHGv+FzFXbhfbTHSgE2q7MNIl7v80pgxaTfTwMe2t3H2/75JTYuraK1N8ZAJMHh9kjG0TtFJ9XFQlNzmBs3NaBEcXUIR6YapasqMfckg4e/T/mff4n6nx2cNUSahAisVvhmCN5YA6fynBs3+jdJckoWCOdZs4asF3M3e3QWTYzowIymV+d/iMJlUxEvXL7MQRdOJdWWrhE+/B+HeOvVzSRc5UdPdhLL4A6vcUWfc2fGqaES/0+naqzCmc2YWYDm2XTLBIeZ0Na6CkdORzlyOjdZwSipXuvYlNOgCufV4FwgvPay+axuriDunqY38r/Mq3o7IpYLM51sH329PyP+gy9S/8WdlO8bnlVEOh4icIXAG1cL/+JnfHrOx/caShaqObPtmiXiVwU9qbAq/7UdjA61C/RB10Z6nAdUTDyhvuEE/z7eLT0NVNUKBcF07+WOCvxfkRDIMkGzORTVAYV7ZZSQAprwKvhVWJdclptARNAlXh74aWtfLggLQK502LS5hvffsBDHEUDpHPp3RhKHaap6G45UMzT8OMPPfpu6v3mUhod7cPLwtyg24gpHMQl2DdAXhheWTIMHxWy7FL0Kmn9banDC/iimSTyqsCo1sWbFiCcon6mL3Oj/QooIugY4kKEPPEz+hs8lZESyaKk71JQZlwu62h+pUgFcATRgEzxzrUgLRqbXOjQuDPOnr1/OvHFTJlRH6Bv+BYNd91J+LE7dN4+w8EedOP2JWRuVdgGviZua6AsO/FcIHm3I+md5Q1Utn3pktjFqYQi+U6oPI9aTilziWGXYB6mqqmkCewI/I9+QXLVodSBbPK3j5HyvgFwoJu2YxW2ncxZR0P1ei2wU9Am1qr7PNl8pE/QCr5kql+q/gFxkzQ+Uw8rmCgT48VNdLGooozEGlz48yLxnByk/FKWsJYoMurOWSJNoAjZ5raevTUBfBNz+4qheRjsft7mZp8vOBHIIqlKheK2nnaAPu5azWuJjkcewaZOFIpkDzbWluhzIUfqTjFLFEcv7JovMZZgBw3klMi0a4kx8iMVAt7tIg4M2+CRVx7Sq7FZfxUXApEHnyagB94vHhnj3l/YzElOkD0Ityh17XL42MtqROidQJvDbDvwyYdNPSAD71Szugm7VdDE9c3uwhw0COQdVk1BcY7AI6DOutTFm6EJV15s2mT3Nmh7lXkS40nvC9HuynlPe1iIpz0iQuqNjpVi+M0eICLpKkQUOnFB0AGSVCZ5LZFpEVGEan/FrZgB0hyLX5RBl5NJ8XQZysQNhL8qKA70QaXdtrbVCPAY/AX49BHfMsa//KoEPOfA514tFDiusFd+7TN/opbB7vVioA7I46GVDkZ0Wsbnv2xUuBymfeLKjLvc71X7yDVDFy1VuGBcR1mL93JvF8rtJQh3ExpIc91oPExj5bZW8n8QiYpn89cXsFSphAhyQDWIzosavmxMK3eJrWKKql2Lyq4V0gRZFDwP9asQwNPXvE1hqXZXAR6IXEyGBP3DgHheeA/OreMG1nv0gzX1C3s9sml/meBzid8pOGhSfUMHMoAEuYbR9bTSP8oLXWlpIH7AA86Zur0fHgIyPjuuwvvpzdczrs55S4WiOQUTQ5cAKNS+BJOKgR9TfDsEF3eP6X3sJi4D94Jk5WmtpBj4agg8kvFpdG/BSwD4N9SDnid37s8GtqhzkgmDqHdNDqGCk2mWtqlqmNiztoAaTlHZBd7lQ5ZgLvZ/8Wcjb4uexzS9hliAEssVBOyYVN1oVEpJ9dbdhLbRFwBwKTCdABN4AfEPgAa9NVPepdcNN7VXI8z28gmCDoC+4Y+2pM4FzBDlfoHGmzVHyQQ+m/ysGjoN2u5YLXYH1IKfxYlXX2+r1qlX16tO/toTZCxFB69UMMp4cJ3/qZ2znkQaaUHR3DtFpjrhsDi+neoG/deCVCa//YQBrMd8UXJQqIU+RscRrYz7imv58OkdYOyAbjUyDwvQSarExgGkT96nlTxeJJZmTUeggZkPXCpz0pE5htYr8RcU1ni2hOEi6StGH5eHBvtcshEobZjmXI0JYHSuTiCSMLam5lD+djC1i/qiPeh9S93tGSAHKqERMesYqYLljyqCn3PRTMIoA3aX2hZaBl5i0CQxLLJ+aKyecWYSaRAI4gY1K3qlGqIoR7mR5TBxrfWuWCb3pJcwdiCNwIegAcDT7DkhdRfdOjU5DjBkiTUYZVgX/P461ej8HfC4BB1K8No4pjm7J6VPMLoSBreMIlUEsCFlbnKeEhARdoMgNjk3czdbSHQRcUjYWKECF2m53M1DtPzI/Mwl1PJL+h5ngeuS7vCR1mrMIg1wtsAy0hczV2iijUVAV1tS3UeBtZuvJgy7cq2P39Crgr0M2arkaizwvVeh14A/TpAymc+daDIjY5x6FesW+1Vq0nZyIoNVenSVbS3exEQX2K9qmOQ2kPPMJ1S968uvhHZV+dTEx+hUsMq62/18i6uJCxIpQuhYkm1l+B4SG4eUCf+ZYvrOKsa/+fSE4jI0MA/PvWMnELbwI3OARbKq6qjL3ZFOTcbFY1D76cOjATIsKlBZlg84W9ymwgZTbXOQKr4knyxc6Nwl1Jch6B4a9fGkQ24M4tgXIQeitalpEfc61ES2Tw5JKrOd7k4M2z+7Jp2cKsl1jVYVW5TcE/s5EIVNIT4BzgHOyfF1rrX8jJaG+MEdlU+OxReAWgV8mP0u6fEhASEopZ11/fwz0SUUcbCpyhjVWtCF9RYOArHNgCbBWkJsca0Iu9JMMkPugOdfaHTlO6j1eBFMfFNHYuIQcEYMNp5Q/d8wIpJBnnJB+Q7PmDHh2NgJfC9lQ29FfZJ+7mT/U06UXd2J2foh5ng9ZOGLuEapa90YyKpUKMbOK8wpcwTFyn6rqt4VuAP8zb0ooGlQVp0X50IA9jwuF1xyX8ve3OXN7uw92/kuA3w15g28XBRC4ZEI3sy86HY8+4HjmSalzj1DBnL4ftEmLqoqExDod5hVwTCV3TWK7+mufq2Nujds9U5GAhfuU1xIM2ZUBv+5MnbL9azIuqpvjEIHbBRaEzaOiqGmrzhSubbMMmsXQZW4SKsCwt5VObg8qrJ0t7xaVCnLvmvJTyg2DbHXSDjIsYXqgarn2d/QEp44TgTcKvFfGOpevE/irEJTP8eh0PGqBRTX4Hw+ULxYV3ktfdHRkdiabm0WpJIY8y7+tnuRiBTBPp8qkBFgGslwmhBPayegTUZYQfBTpgGwyKU+pIDXzWHRA+U2FIFU/NQL/FIJ3KxzBKv9Lgzv8rEANsCECLwxS3MCg3ky79Rk3u9RxptAH+kj6rezcJlQwe75k33aZV1F/1B2LHsNjhsASnnQnrZ2YCwmc9DYIbMrfxaqEANELrz6lnFOEQ1cLXCtwbRGOPVtwbRx+2K3QVLy1LCI2l+4mx7w/jqrlVWeTK1XIUxilwdwn1MaxqNOiVEUuFPSQemTqpBXsF0ygDQJOGsecOktBlMh05qExpWan8t4RcOZukmvGIAIvB2pPQv+a4sr/RKy9Vc8ze0YGGM2tajemF+/FdpYz4VRVQ8aK5twm1Ple9DkO4gh64bh8aqiI2+3FwEKm9oSXg1zqzP580BkCVa+Y0cOYPK0ey4kPAS8obz2iXFYi07yxHtjcrmyLSHGlUx6Sk1FpABrM7lMAXLHmggjQpVnrGNoNRL2daFJtU0DhS1ZLRtacW4QqWA6nGmSlwLn25ab0QQ3SEDcdQiBXOOhOhTYvUq3BZo6X2liLClVPE3ga5JiyrFN5+QBsdq1m8EAYdtdB5xBcHoG/DNmYjxLyQzlwawS29TIthDoZo/dSCCuO1ZJ1PPsoCScr1QmsEecFTzue80lgO+IMmBuEWos53Sz0qoCVFDfy9IlR+7irBWJi0qswVowqkWlRoOoJv48oelBZNAgfEfgNxzYL4kWhf+BCb6/JGs8NWaBTQv4QgfqE53mxaG6s7ynnGMYmOVzgoCfysG5U0KddpHyu5lAF64a6yIh0Nn6Jo+dUkkUVHRpX2KOE9ynnDsNbBd4asjbRyanqcmABsKBIS2bES+XVYZKpWbg0MyJpQSH4P/cGAee0oq5MFd/OcoyK8ZPDQPPNvw6BPjBXq/zLQa5IUZ0v4axCcnsvO5SL9yt/JnCDF3XOBJG5Cn/twn+4Zpzyfxx4xxxaoq7CNoV/c23Td5nAmyV7SmSzQEW1EJlDuehR86IO0JfUdKT9Wf8sMzKoDmY1ocq8ufckTIfRwkkXVrWc3L1WJ1bkKp+dkfhMQdV0xfOfcflYp23t5zPzEeFJtVpkq8J6F94m2fWtrsIu4FeupSGvcuAibDjedEEVfqbwnoTXaa0WYcdD8C4yX9dzgYtq4amZvvgZMBqJKla4arPUEO1Mi/xqVhOqHlFkneeRGMCXODr6dxirEA5neHG9yTeowfrJPKv2fM5DVeGkZ6TSR+rthigsNWFzaWCgQdVuhHXbXP51GG7yQVrTAUfgzQ58J2F1sUcUTgOLMvyNKtyt8N7EmChkgQvbwkZU0wHvcvJpd6JtRRT4eAJqQvAajBRSLfMagVvL4GlVdJpIdZQg497PEHY/jlfQuFj1vtt2MtrpFSx7sP+dRnsAydToLyIz71RQC6wUkys0MYHUMp07ilX1EhiJdSvag4UUw2RsHwPGrIQqGfsCFwiSnJrqcxggmA5Sf+VjtEM9yC0OUj0LWGOGoao4R5W3PqN8emSqH+lMI+IR5Pdd+G+FP3Tgk056wh9WeFUCHhq3ZAX4esj8AIoNVZtH+IHEODu+SajC8tJ/4uWlU13vjnK47eUO2+cX78sY3aYPYmYkbTo27juK3Y/jR7G4WDQ6jbpUVU15AWY/oSYRxkYDL/cix0qBfrX20VRnGfOqBi5GoEFe7CqQy8T32Fl1FX1M4VCGy1kGcr1jUepsYo4ZgKritMG7HnL554RlQ2Yr+hV+pZaGqMG6psLAGqwwJmJk9qhHqJO9kz/owL86xdv2q9pz/H8V/jYBe338zUbgww5c51hhr4KJSqkvrBb+/DL7oEGuVVW1C3RI0XavhTxXS81pwtwn1MkQZm70LJh05GbHdyeUdin6hDcy12XMxKUCWORF4Ms46zurVBXnNPz6Npd/Gp7dZJqEKnxf4TcSliYvA64Wc2laLHBC4fNppI/rge1hqC3C5+xS+I4LX3JhP7mnECsxC9RKJgaErQ70zAc534EVwaxZdRWOKfpcAEWjacCZR6gzjZUgL3P8b/vV6+pIDgpMNh6MW62lyNRuptvvc/nONJGpehHmT9RUA+9zYAO5pRdOKbwsbqQ1Gdme++cCzxaBUAcVfi0Bd6aofwaGEMglYj4ZBa5dPaXo/e6cGcaVjlBndVFq1qIWZHNuia/kzKMgZ4CfcRiGtU+4/ONw8Z3ikhgC/jQBz3r//QMXfhiGreqfVH+lqaefQnYyO79InZzHgQeLSaYACXOxl/liuYFC0JO9jXQuYA4pymYJ6kCucqCpFFEGCY0ri3YoXz6dviBSDPRgtntJHAHeG7eqvV+sJ39hxiopzk3oUvwaTQ3QPAIcyOxi7wsLpqldvMgoEWouqPBkTYtLZBokNK5UPKt84rDyCpn5av5u4K4c+GGz2CjqXLEcSzEU4/M2k985+UUF8NUQPByGc09o6kmFuWAeyPlFerpMI+b46U8jxDOLbi6RaZBQVXhBuf0l5b1MP5nWYh4A45HAijlRn6Rag7n0v0JsGsA875gLMeJxxv0swSaJfsqBB8OwOZBPMRULgO+F4TVF4qgFwI1iioAPRoHWwqJUccSGbW6a2808pRyqX2wIJvlewhhUFQ4qob3Ke2RmxoZUAfNSVI4eV8tDrvNxDBF4NXBbyCRKA0C192+HdKJU6hwxTa1DcR8eIlbw+kYI/p9rYv4s45ByQgd2vEUCFymEDyrx1YWRoYTEnjBNYk0wc3CwZYlQ/WAJyOaZ8xSY0E432csxRMpFPNuJX9V0ufqUsiIOV87QSuwCDqYIrBZi2lK/SNp3LmBifWbRDH8NDQK/7cCVAp9x4RcaTAdmHNihnjENEO6E+AAF23qJI+hKReod9CF3do6UzoASoWbDEpBrcmsHTbX1yYXgRv8+2T7X6TUwRD3ruvGHr2JqmbhBoEnNu7EG0+4k22cLOK+gkByYp8/Z3X2HU9jA2kIQI3XT3DqZPqVBsSEClwt8R+CbLnzShRMFHjMOfCgBXxA4qjCcADmpaH3ha0pE0EZFtjo2v2kOVf9LhJoODnCuIJutMyvbIhltl+sGWhTt9livXJB5oGWa2pxWsP1hCNsb9mFdIv1ei8sQmbUvqYoBLWp/EtIxRXY5E6e6lgmyXNClGnjHS1bEQJ9yYQhWAx/N0LJZbOzT1EHQHXLmGVJXC/ym1wH1VwkzSYlk/7O0GAC2j1ubekJtbEkA101E0OUKawQOzB05fIlQxyOMkdsSsYkAC728TgaoqulT2kH3K7RM3lPpGB86aRZG0i8ggj2Ng1o/CcYSeIMY2Y8/r0Nq1dVzBT0n+2cNAuqqTTjossv9ew6sLfq7pscSTwc6Pl03D7j5DC3XisD5wLdC8GUX/q+b2SMoJ3RjBwto9I84AueAHp47GtUSoTqYDGqd2ETHSrJa6I1a8XUC7V7fcTvZv/R0wsBCJSf5QoFO0G5FEqAbitv6qqpmtbTXovmbpXiyIb9oZKo3+BqvWn8mo0ysXx8CJNVhzC5vTYA7nmZghdjohTmAs5tQq71heiv8R2eaUDiq6G4d68uf63BBn1WkTkwcWQSo2vXS7S7ErXDzN6Hi9LDngiqMVMcbgV3M2TGAIeyR6l4sWg0CekCRVcFJnyQkaM3cIFM4m3Wo1dj871U5kKkq7Paco7o4M8g0iQQwVMSFOwz6qAvdlmL7LQcuLN67+UY9sGzS1z9fZofvql+MKDzuwicSVnQ6quZR4AdhgY84uSkawFQQKQv6yW1/QNCEWlvqHMHZSajJjqfGHLcmQ6B79cwi0vGIZPGYzRM6oFat9XK4CzAP0OkkLVWIpyCafswidzwunUNkOqRWtb85AX/lwq8n4Lo4/CgHUt2IGWb7RTnw7RB8M5RC/BJlUq4+f2hC0RfVjFznCM5OQl0v+U1u7CHQp+9sg/YU4ZgRz7awzf47DHxomgtRqnCfwmsT8C01c+gkWhlz0E9iLjTqqEK7wm8l4G/dic0Dx4G/c/1X8EPizZTy+foR4EWFjZ4nyuSJA3qi8N5+VTUJxs65FcCcfTlUB2Rlnh1PddiqmyyuP1PQpTAgaG1AI2cSiu5QODn2uysF/mCao9MoFsU9rHB3AipC8Bbv/Q/r7G/ISdbyXvS4ZamnJPpUAp4ntShkv5rW1E+nF5jr1SKgxefrf6BwlcIXQrAKuC0xzlCmS6HQyahDoLvmFpnC2UiohSA5Y6pnhs+jWOgDvc9FLnfQRZr3DC0Ym6PF/rHbXYB3OYGpanwjhnmWwtT780gKi7sdCm+YhvPyg4jadNJ/ceEwdq412EMi03NdyE0O2oAV5/wS6jJgq8Bl3vt82IFPJTX4/d4JVmc4QDa4TMtQvaBx9m35XdBDag7huaIMEy6fyeizueP6iGuSqny3bgnQ3e4EBisHLpkBN6ka4O0m5uAzDrzKe39X4YUUrw8oBVgwVG1e1cddOIhdSsUi6vFkOvlyVgG/Y/XWoqACeI9jm7WQ2Hl1MO6rVgrXUtdg+rU5hrMzQt2vsNDrGc7h7hYRdCW295op7eh0IAEcAz3lIpsEPY+cfAxG9aaTTEUXYp1R0w1H4E8ci6LqsUWvaqbQP0uxpTyhkNDpHe+cDr90Mwdqbxd4mwOPqRlKbwRe78ArxSr4ftGF/43XVWJOU2CFvhcxdcEohyawBG4BWxFxzChF23TiiNZZjrOTUOOgj7sITs6kSiWwUkycfqYjZo7sRIGtOYj+vV3A5P31ejFCmwkI8KzCP7sWwb3fgX91UxeQn/ckxrlKiYJGlMxb8POBvwuZ7Os2r5koRO75aVUjRL/9/Z0exyWAe9UctCb0tCSADjX9WSGoAtnioA+7cyaXevZt+ZMY8frJu3Pb1op4balny5VTLKI/ha80iarCMe9nEpYzM0/wHoWPuvAGb4Tyj72K/51pPs6k1O+M4QRm/5eKlhYD/xSCpd5/O573QD5k+hLwFdf/Ln0nY40Ai0mdh9Y2f+slE0TEDGTrsr501uDsjFCTGAbd5iKvcHIb7NOEvX7yTOAzFTHMSm21wIIMN0kZaBfw0tTotAZ49ww8hGJqsqKvuKBJI5rBzNvoCGZzd4XObFvscuCXYfh3Fx7yrmelwE2ezCnXfPSI1zEdw+KBPuAbrh3/aA7npcBnXUuX7McIf0oG7IRCjxRuIxYGmgV6Z8ETzgdKU08BNgpyieTUMaWPqmluSsgKwYokn3Nyy+sVClWbZvqOhKfJ3CzIOYLe7WZ9GG4FHirSeOdcEdexIpRgRaFciDSmcI+X7jiqY4Q6iKU8irWK5WLJeZhlKrjbXdg1u+610tTTTHhJod4zB/GxUkUEVoKm2uuUMAVrgD+cZjIFy0H+43iBexR7CPpQvO/ECj23TOM571b4kmu5UQd4DpMz/b5TmFH1gwpvTkx/HVWHC3fyU9U5JZ8qESpYEWWHmYPoUp9FqoXYtv9MrvYHAME8OBfPwHsPMmkTsU99P/9GmNpBVUwMq42z/mmKE3xR4Sshq4XmioTatn7OLtMY0DZ3opazpbSSHVHPCclvv14lpoQuISPWYGL+mchF1gMvn1Q/zGXBT9cuM67we954klS4S80dfySP89lN+uPOFFRNB65u5hZVVbWWsJJsao6iB3S7wlU+HahmQX5tNiMZnS6ZofcPA/8cgtepFVCaBa4RK8Lc7YNkNk7T9yvYuWba2R7xdr652Aq6Cj9yi9+oIFjmK3m5Ml1ajXvtyO1qvsPnOrYrTJUP6sXMyGfZAyETSoQ6GccULhCr5GfCMGdPlT9PVAOvmUEDafGKzG8E3hAau+FfkOyEWs70NSGEBD7hwFMKT6c5rxU+zUuSAyQ6gJ8rfLHI+s1rPZPwNjU9bKeab0IXWCpNJ6XQIljNwquy6SnX5AyXOUjN2Os0oegL/vLdswklQp2MuDdyoTF1gUrVvmR9Vs/cnv6A0MTMDd8bDxEvilIzU/6+D5K50JMlTRfmA3/vwFsTU5sNyoHbJfOMK1Uz9PqhC79S2KPW+19MPj0X+FIINgHi5VISHrG+LQGJbp1qkhLCWCcpW3Cxrrwyb2eYFNK2klLLPNtRItRUaJ24EEZHnpwGPapwUs9oG7+gECX1RNGZwhHg3Qkj1Wx4g0yvnlwErgN+Hjaj6Ce8ne5mgQ868Po0ZKpqvf3/4Vrn10GmZ4fsAH/okWnyPMTLVyfnQqZk80qQC8Siz/GL47CaznmZ998DU7XMeaEWGxzmYPd1f5rzCgglQk2F2rFKhrr26NcdrvWmz72H5oxhiNm1Y3tM4Rkf318VcOsMpCpEYKvCj0JjNgjNWIQ6+VySEem3XDNQeU6nd46dC3zHhZtDRv671bb/I8DvJ7xzGWKK65SI5w3RJOjzruUmkgnYwbFMrPYHcJIrQK50xhg+JhYUPe/lJIpwL5cINRU8UweNenmcl6Z5tZ4hSCpezp0lxbsrTT6ctStoBXDONJxPKogYgS7L8JqIWuvnl6YxIk2FBxWuiBsnJhgjk9HiWpyUHoMigi5W61A87b2mCnt6JF8zr8DP1QRyiYNUjVt85VgBbIEDx7xpAEEQ9ziUZFMpIA1AK+hdriWjSmSaF0aAR9WqzUFDw+BWSE433Vrgeh/kfsk0b/dzxaNqk0oPMLMbJsWi5OTtEQ9DfPz1jTNmRDsJIoKUCbJUkFWCLJSJ5jt1BfhlCNahleJLFBGkXOAcQV7mBO7WUyLUFNB9agPl5pD+bbbi71z4Y9dSYkFAgdiKclo/v4ZjP91I5NKanEjFz5ZslcwO6750uFtnV256FCm+CD2Vp/dwDSkGVvlEHVlHHImYkkcudwKdeVMi1FTopFR0CgjdwN+78D31PzQuHRQY2VjFiX8/h743ziO6uZrTf7Qsc/l7EvxU7qezuj9X4WDzpCY8oBJMJdX+FL/zgwpyMywaBzlHfJGxiGQY35ofSoRaQnERAnc5/HSVEC9gtSkwfFUtx79zLtHN1Z4WSoitqiBR5z/E8OP5Odtvinc4Nv9pphAC/tqBp8P2v0W5Xg7QlMeTrQE4N4eZcSMEGjzN9rVTwhyHXCjIyx32XCwMFFAC1Uqh8/eWklhUNqHk7VaH0Br/y/jEGaDSuBD4dGjm8rzl2FSAVQJvKdKMMBHJ/cDlIFsd36kCVTX7rQClKCVCLaF4WIRZIzpCayUcK+DOi2ypZfiy2in6oXBnjNDpiU2brprAfHKKIYr1tmdCJda4M5vhCLxH4IehqSOcpxun1K5rMSBLcyhMlYNc7cDyHAZLDoPuDba1tUSoJQSKZZjdXBhvoKHXLylhwV1UltfaVWDwujq0PN2NMnbUfoV/cOF1CTOVftEj1uQQ1mzNN8uAdXMghxoSuFngnjC8dprPVzGlk6qN5s5YIJuXX7VeXTW29rNgwiBX2RRGv2SqCbVux4BlUyUdagmBoRr4TAhuE/jvEJyYN5bLWreimrLfWEH0d45Q8eJQTr4ybq3D4C2NKZX24VMxJG53nSp83TVJkQv8r8JiFz4bMoOWf3KhPct7bZVAaxRFhYhNNv1CCJ6P5+a6XwgiWPvuSbER15kgyzK0cCfzlylymNqqZvflh1DPldzIVNX6e48Gn/8pEWoJgeF3HJvCOQCUVzPaobJldQ2feetKws0VtH1mJcvee4BQR9w3qQ5fXkd0XeXUf1ClYt/wqJJ8BFMTjL/HW4H3JKz/xk/H4aud2S2ZSoWVwHlSFH5Ii8+78AWy+KyWYRGqB006t3R6QxxPefnLVDZbfj9LGcha8T9AEmye3A63KPry0pa/hEBQC7zVc+WvA94ahvNch41Lq/jQLYtZ2VyBiBDZWsOJr68jemG1r3tGBfpfNy+1NMqFqqf6R4n5FLAvlRYSf2RaCWzw8brZBmX6e08i+DCtLrMfVc/3tBv0QRe9x7Xuw3683EGKH7+owBafT6h63Y+dObxHDigR6tmKELbgAxI1r8bMpMEivL/shwcPlvHtD67j6vV1Y9sxESJbajj1xTWMrKvMeu+4tQ6Ri0wmpaoMRRPEEq7ZwkVdyveNlWh3aGHen1WYU9JcQy/GT8XCfOD3HHiF5LhchmwIJi02jlzv9mZVB8n+w+SWB+3FRskWCaUt/9mIBi+JXwUMgD7nmVQUgJuciYFCuUJdHKrLHHRybkuEkXMrOfFf61j64UMZc6pubYiBxhBHW4f5+fZuHtjVy4K6MEvnlfO2i+exyivlu2qD6FyWA1swxfYOLLOYdOA4M1ENLC/Slt8B/jYE7xOz/73fq+q7wM9d+L5mGfl0CrQ1hxnVuSIBukvhcsbZXDHWZCCMPQXUq+oXS5ZAiVDPPoRBrnFgvmdSUavIyxz0gaQrcH7IWRElQmxtBSf/bS0L/rqFmgd6cSbN+HCBH9Ul+PR/HORY3wgDUdu4H2yzf398dx9LGoQrgR0CP3QvA76Fde2HsDvnFPAN4G/xIzgssh9zUVABvFPg8YAc78ajAbhRTKpVx0RFwWsF5jnwLy6ZWbXYz7KjivaqjWQQLJne410MB1ggyHzQNuB4cU+mtOU/2xACqscqoiJiIU59YXvdZ/OR84kQW1PJya+speNPlpFoDI0eIy7w7dXChzbD7tORUTIdj1MDcT600eUfzhfecUUNbaF/wpSZYezOqsQSEX8KvC3r6fSROgc72yECb3fgXTIxSAsC/Zg1X6q24SqBj9RA3Y0OrK7H6LecQJvj/aIHmz+13xPr92In32u/1yfV5sgUOdlcItSzDSOe+UssKTVSs1BL4wrkF11M3UnFVlWgfmZHlzt0f2ARx368kZ5fX8DAvBB/tln4yGVCX5Y+/RfdOH+0Wdi7YDHI+aQe9BXCz51UCSyYgzlUsOfhV0JwZwg+6lj02BTAcePAHyVgm0JvCmKtVAjNcyD818DTwMPAn3O2DlwrbfnPNiiwU9F2RRvF7pgTheeVdqkVha5gTC4aX1DmX4PkCCMbq2j/zEoefHkVn/9VCwk/UpjR/KyQ/iYeBJ7JeqhyJlhyzjlUCNwg8HJvt/uAwlsShQ/p2w3cnIBNDny1Ei6KTbrS0flw6vWYgAtw4hD+FIxkzK6ekShFqGcjkkaW+xQOBtPLPAj8+bgp3Aok5uXxvHaEo1X4I9PxGGk0k9SUOIwf2XsZZ8YNIZ794CUS3EyvSAi2bxXeeaPD8S1VdL97AYlax75opxfCJ8devPIIco2elUFqKUItITA8rXAcWO/998jG3P3XYnGXh/bkZkSrCnRcDol07/c0PlSTrJW5HaFOxhMKx4I62HJgo9BWV8bhvzmHxc0VlLWM0PxQLytaXHoGxuW4a05AlY7Nlz6LcCY8kEuYJejH8v4AWi7EF/sZfDwRLV0j7GrJ0U9tZB66/31p/lExWsl+Z1dx5twQEYV/dlNOIMkPNUI4JLzn5QtZuLACwvb9VsVh/R4XEpM6+kc468gUzpz1U8Isg5YL8UXluf2NKtv29dM/7L8Uq24Y3fUx6NpC+j3mDl/H2pqrcH0WY5taDjUINAC3RaAh5HDL5kYcR0AViSuOwpKBOPDs2B8kymw6cIlQSyghf9Rhk4Dzhavw5AF/bS+qoJFm9NnPwO7fI4ilXMb0TzotBhIK33WD0a8L8CEHfnhCue54gkf29tHZH0P7ElQ+N0gfsM2FCeMCu7bA0JnyaMoNpRxqCYFhq5n+ABBfXE6iKbflFRlxOdA6tUKmyWb8RAiogcGVcOKV6MF3Qe95lOKCidgJ/Cig6LAJ+C0HQi7EEvC3/9PCV+9vY31dOZfVjbCzAXZ0go0MdIEQjJSbSPUsRIlQSwgE5wEfGzcCXasd3MrcbqpTPSO0903M+mmiAlpeje55PQw2AetNphOvw18ZeRA4lNN5zGWowk9c07kHgUFs8O9DCvf0KvEEtPfGaOsZ4ZFFoM8nX7kPU9HPsy6lnrNwv0+JUEsIACHgUyG4XQrbMscSSmLchExVgV2/j+74M9Dc8rFjGMA6F84eBLnZjgIfTBhRRHco4oKuACKeB8TohmKEudm4GyxKhFpCwVgOXFMgmQLsOzlMLD4usunehO7+3QLIFGAPZxOhilgeO0jF0qj0Kg76nHpjEJh+z8A5gFLyqYSCcYPYSOHx0DxWViSmE0mgfx2MFNJAqViHlL+OneoC3mk2YQ2jk2eKgzgpyLSCMTo5O7f7UCLUEgLAJZ4bURIKRC+oNrdpn1BVugYmqSb7Ch1BlyTU7BDsc5wJaJQiE2pKrGdseMwAZyuplgi1hIIQBrakIKLhK+omsqwPjK/wqxtC26+hsP7FYaxYkh01wIozhFBXAUsDOI5g0a6/nOxCxr4rvwXDMw8lQi2hINQDSybdO4lFZTbyOQckXOiPjNtHRudBz4UFnt0wfvOnq72fMwFtBFPlv0zg3jBs8vXqTZytJDoepaJUCQWhlokGHOpA1wcXEVuRuZCkqrg6FsQe74yy6/i4fvve82B4UYFndxS/Xkvz5czJoT6swZThTis86Gv8Ugi4kBKhlgi1hAChDgxfXkvvrzVn3O4nXOXO57r52fYu1iyspLbC4eE9ffQMWYSq6qBH3gJuIdV9MBVlxqnxZySqsa1noSKmw8AHEn6yod4o01H0crbmUEuEWkJh8GxI3Uqh4w+W0fv2ZtyG9Fk3VeWHT3Ty2Z+1EIlZ7/4UDC+GltspPOLZydmojbxZYDPwfADH8keLysSY+EXOVk3VzOdQw8xESbKEgBCbDwNLw3R/YBHdv7kItzGcUZDaH0nwjYfbicRS36qqwMF3wtCyAs9MsRvbHyUME6Az0wxjHvAfYbhacpqwXCCSV08xE8ezEzMXoZYDawVZ52k8TquJhgdn7IxKyAMdqxye/stVnH95oy93/r0nhjnelWEbHqtHD72Twp/1Lrm0nO5R2I9lAucykiNKtgB3h6yn/wOJAB8WScZIK+1VzCjl7MTMRKiVINc5yGWCzBOkTmCNIFullNeeY6hvCNG0scYXmaoq2w8PEk9kiE5P3Qh961P+e24YwI9LfxL9wL1u6mF0cwWqcLfa5ISDWKnoKjHJfaEoA5uYe4OD3OpkqODldt3PNMxIhCqbBZaOTd4Eb6TxYszpO7u5egmzAQL1y8LUVflTKnb0x/nl85mr7nriVRlGmeSCKLmKhx5W+G2y3xSq0IptplaTU/9C0dCt8GkX/p9r5aEvu3CxwHlS2O0kwB1ircV/HAd3p2vDq9KGvCMEZ80y9zD9hFoJrJQJZDqKckxhXSLUuYEKWLumkuqK7Bsd11W+s+10Snu+USSqoPPSgE4uSq6FkYcV9pJZd6kKv1L4rYTVsn/Hgb9wcu5hCASuwuPe+TyucN84T+cu4H61n0KwGvhSyCLUL7rQcgrO1gq+H0w/oTqkb70QjFRLmBsIQ6hSsmZpVJVfvdDDtx7Joo6M1Zs1XyA4SK7zPruAb7jwWSd9Xc0F/sW1TW05RsIJpi93pt7I+ZNYiuKvXDvvYmGVwGKMQjcJtGTl0pNYAuXsxOySTbmczd/F3IMD5y/PLofvHU7w5XtaGYxmkTANL4RIUGPy2slHMvVDF37XSd+66QC/5sAVavKkJVL8myiucApLMXzPhf92rY4+HfVb9X5CjJmHZ0Ynppk4OzG7CDXK2ajDnrtohJoaJ3X6Zhye3N/PwTY/s6qD2jcr8Aj5bE2PYMPt/sqxVOHoEb1Z98eB1wjUSfG3+arWRvo3LnzHsx4dKO5bTsFhtYzofOAOB/4zkSmRopj69ezUoMJMEGoM6AZdpBNuRFWFDoIZhFPC9ECEsqNRu/PTkKqq8uzhQX/V854LAuiOAqOeJ/L6SwU+78JRhT8JWUR6rwsvAae8XOUmgU85cBlGqsnPFuQ8KlUj9/cnghu2lw86MD/UZoErgZVYB9VUtAP/DXx/2s5tNmJGCFUfdZFrHLRZ7QwU6AJ91i3lu+cSYkrZkah9ZxnIZILpSRqoYrOiAslGnsBmHOWHGPA9hV94WsvJWahWhV0JeLMDy7AIbhhYB1zpWJdSWQHkqmokdkccduV/mEAwDLR73+984FYH/i1lJuWrwJcYZ+F/VmJmtvxDoA+41sZRhd2Q3ZSi07mGPijfE8EZdHHrUlca467NIPID7b4ogJNS4AGsdFMYMqXzT2GpgcmoceHdDnzCgWbGolbVMTPBfQoH1B4dVwhcJ1A+joD7gd9IzDyZToYAbxL4D1KppkrFD5jJHGoce7T3zNgZlBAAymJq+p006B6Is7/VR5EiURWAoTRYhPR9ZmqrMwh8yYX9anKq8zEV4INqv9/hEWvy7Cqw4YYfd6ARyz5+2jUJ1GxBH97Ybqxx4Exp0S0GZldRqoQ5hbIauOR4nPCpGCMNqZdS71CcviEfRYpoc0D9+w8ADxd4nMJxj8K2hPXVj2C5yFQ75SjwWdemir5OrFn2m+7ssXRR4AsuLHHgOYWvzZYTm6UoEWoJeSNUBlXDLs5gesIUSXbEZQm5ujeZqXRBGAL+kdkiFRnCX4+KCzym9jMb8bjCTQnbVM7SU5w1mHm3qRLmLFbFYM0gGVfR0nnlXLC8KuNxVIHuCwtoOU1A/Uuw6tMQfiDPY5SQCTFKZOoHJUItIT+E4OZqqF1QxsiqyrQvqy4P8bFXL6WpJjNZaufWPE9EYe13kVddjVz7D7CytCctYeZQItQS8kMznF8u9L1hPm5TZnOUi1bV8L4bFmbRaeazFBWan0S2/BlS0YOEEkhQjVbjIJj+stCERAlnPkqEWkLuEChfL6yuDtP/+nlZFe2OCK+/bD5rFgRhJDcOoSHkkv8L1S1jv0sfLOeNmwSeDsM/+DPVKuEsRolQS8gd9bB4eZgVv72ckXP8MVh9VYglTUE63ygs+xUseHIinxcuP52ASkzStAA4VEoilpAFJUItIWfIasFZUkbslkbf/ZaxhGYW+Nf5d9e3k0gg53wDcSYeUwMWSd4hcL1YD/3dJUItIQtKhFpCbnCAhbn3VXb0xzjVk1rOJAJSneMcotAwNOzJ+TxyxSsdqBSTNG0vEWoJWSA6l2c+lFBCCSXMIpQi1BJKKKGEgFAi1BJKKKGEgFAi1BJKKKGEgFAi1BJKKKGEgFAi1BJKKKGEgFAi1BJKKKGEgPD/ARHo3IJ+nIbNAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Image from: https://www.pexels.com/photo/scarlet-macaw-1618424/\n",
    "# Photographer: Tim Mossholder\n",
    "\n",
    "image_path = \"ExampleImages/Macaw.jpeg\"\n",
    "color_list = [\n",
    "    (255, 5, 0), # Red\n",
    "    (2, 94, 3), # Dark Green\n",
    "    (0, 0, 255), # Blue\n",
    "    (216, 235, 52), # Yellow\n",
    "    (0,0,0), # Black\n",
    "    (255, 255, 255), # White\n",
    "]\n",
    "\n",
    "# See colorbynumber/config.py for an explanation of these values\n",
    "config = {\n",
    "    \"denoise\": True,\n",
    "    \"denoise_h\": 200,\n",
    "    \"border_padding\": 2,\n",
    "    \"area_perc_threshold\": 0.5,\n",
    "    \"check_shape_validity\": False,\n",
    "    \"arc_length_area_ratio_threshold\": 1,\n",
    "    \"border_color\": (0, 0, 0),\n",
    "    \"font_size\": 0.5,\n",
    "    \"font_color\": (0, 0, 0),\n",
    "    \"font_thickness\": 1,\n",
    "}\n",
    "\n",
    "colorbynumber_obj = ColorByNumber(\n",
    "    image_path = image_path, \n",
    "    color_list = color_list,\n",
    "    config = config,\n",
    ")\n",
    "numbered_islands = colorbynumber_obj.create_color_by_number()\n",
    "\n",
    "utils.show_image(colorbynumber_obj.image)\n",
    "utils.show_image(colorbynumber_obj.simplified_image)\n",
    "utils.show_image(numbered_islands, cmap = 'grey')\n",
    "utils.show_image(colorbynumber_obj.generate_color_legend())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b278a3ff-907b-43db-b7c8-c84803a4c1a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save images\n",
    "\n",
    "utils.save_image(colorbynumber_obj.simplified_image, \"OutputImages/simplified_image.png\")\n",
    "utils.save_image(numbered_islands, \"OutputImages/numbered.png\")\n",
    "utils.save_image(colorbynumber_obj.generate_color_legend(), \"OutputImages/legend.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10c5078a-26cb-4e6e-9e3f-2a069c3111f3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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