{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Examples\n", "##### Some usage examples and ways to make the figure better than what default options yield." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First import stuff" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n", "Intel MKL WARNING: Support of Intel(R) Streaming SIMD Extensions 4.2 (Intel(R) SSE4.2) enabled only processors has been deprecated. Intel oneAPI Math Kernel Library 2025.0 will require Intel(R) Advanced Vector Extensions (Intel(R) AVX) instructions.\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "from adjustText import adjust_text\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### A very simple example also shown in the wiki to simply introduce the call signature of `adjust_text`" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(0)\n", "x, y = np.random.random((2,30))\n", "fig, ax = plt.subplots()\n", "plt.plot(x, y, 'bo')\n", "texts = [plt.text(x[i], y[i], 'Text%s' %i, ha='center', va='center') for i in range(len(x))]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(0)\n", "x, y = np.random.random((2,30))\n", "fig, ax = plt.subplots()\n", "plt.plot(x, y, 'bo')\n", "texts = [plt.text(x[i], y[i], 'Text%s' %i, ha='center', va='center') for i in range(len(x))]\n", "adjust_text(texts)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, y, 'bo')\n", "texts = [ax.text(x[i], y[i], 'Text%s' %i, ha='center', va='center') for i in range(len(x))]\n", "adjust_text(texts, expand=(1.2, 2), # expand text bounding boxes by 1.2 fold in x direction and 2 fold in y direction\n", " arrowprops=dict(arrowstyle='->', color='red') # ensure the labeling is clear by adding arrows\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### First a very simple example with labelling one point out of many" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_scatter(adjust=False):\n", " np.random.seed(100)\n", " x, y = np.random.random((2,400))\n", "\n", " fig, ax = plt.subplots()\n", " ax.plot(x, y, 'bo')\n", "\n", " texts = [plt.text(x[0], y[0], 'Something')]\n", " if adjust:\n", " adjust_text(texts, x=x, y=y, arrowprops=dict(arrowstyle='->', color='red'))\n", "_ = plot_scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the label overlaps many points here and it is difficult to understand what it says. Also it is not clear which of the points it corresponds to. Let's try to asjust its location with default parameters while adding an arrow to connect it to the original point." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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FWRpsWShct4z46JA9tvvGpDwNu5aJIypSRiSQyQppYyLbnkRE+nDBMmbC2ZZXJhRaGmxZKFyzbJnEptXIpJ9K2LUWLzZzREUZWCXgzX1QiOnQMgp50w+m0G4MuJDHQOe88BNw8VIYJm8rr06SMnSqxtYzMZlVtti17rrLUz8K8V8znVCOlJEceHIfBGE6MRclDNOLizkZTIA9j4HOeRGVgCuXoPw4NvPqJCVDp2psPBOTWWV5rhUGY+YTypEyUkDYxA3CVmIuShimD6qF4S4654WINSXI0mDbQuGCZcs0Np6JyayyIgp0GCat66SMBJA7cRsagt9j08RpW7AlFaqF4TY65wWvNaWxMXyBt22hwG7ZsoHpZ6LiKJH3CFmFImHUuq7GRUUvpjOwFmLCeU/Gs9oFp0KXIMdgO6iOKtAxL6IcQX2nQJ62U1QaPkw9k7gyRsTxVTYgQ7VjM+/6nWEs6vTIPt3d3VBWVgZdXV0wYsQIK23IZj2z18GDnrZYW6tuZ9HS4u3Ic01q1dXeLi9KM9fZrrSxdq3nIxJFU5O3u0waNsZSnLFfDB334h/hAeRbz3yrS5r9L0zisszLZj3/swMHgi2wmYw3/tvb+9+TP/4KPxc2/qKuFYbq8cy9fsfXe/Rj2zKiE8oAiIc0W0ZspMR2ceyTNdIuSUjdLpO3RzaHTtS1Fi/WP54pz4gDUAZAXKQ1J4MNpcDlsU/HLPGRPZZ2TXkNQ1SpjbNRiroWlgysdExjkbY2L2w0is2bPYczQj9pM8X7ptwwr/tiZuM4uDj2XT4ewITM0ZytcaoTkfEU9wjZ5tjlXb9LzTSHCCJNyctcEeS+d32QsLz33mQpIgBioYYqlQLXxr4q3xZX5oEuwvwe/ND5MGXf1jjViR/dxEPcHDoi17IFKSMWSUvysihBjk1A19cD1NXhapMubCkFLo192QU06Ht0OOu6QlTofCbjhc7X1fWfa64pr6rxc+hEOb46nVtK7emQHkz7jJg6E06Dj0LUOW+QA5VrDmkuY8tp15Wxr8q3JUn+DrLEGWtpdi73caVgZSHkwCqJaW9tVwcYD1GCvJiAd/3eXcGmUuDC2FexCLrsrKuK3l7Gli3j68ugwnSuKK+6cTGaiwrlSWAjFbjtrIw6kU1H7Jsho7KdUjG7+NjM5uvC2H/mGb73FTseMJkCHCN+rac77uB7f9DRHGWd9kh0Wn9DylEsTFhGbO9ekhguyFuiW2bHmYR8A5iwuePCOvZ7exmrrIxvGbFZqt42YcdTsjLWRctA2tF6TLNq1So2btw4NnjwYDZp0iT24osvFn3/Y489xs444ww2dOhQNmrUKPbd736XdXR0cF/PhDJCZ5LqiZOOuJiApvN3PWBVCmzBO34rK4v3VVpli8gxrcjcxTZOsbUHG9qUkSeeeIINHDiQPfzww2z37t1s0aJFbNiwYezdd98NfP/WrVvZgAED2H333cfeeecdtnXrVvaVr3yFXXbZZdzXNKGMpHn3ogueeh6iAtq2BYtID7wyoaGh+Pek1d9BZDPiqnWDLLTRaPMZueeee+B73/seXHvttTBhwgS49957oaamBh566KHA9//ud7+DcePGwcKFC+Gkk06Cr33ta3DdddfBq6++GuNwST0uhRq6As85bxhh5d7Tfv5OmIN3rtfVFf97Wv0deMNsly1z0+/Bho9hkhFSRj7//HPYsWMHzJo1K+/1WbNmwfbt2wM/M23aNNi/fz9s3LgRGGPw/vvvw5NPPgnf/OY3Q6/T09MD3d3deT+68eO4wxbJsMWRKE4xJ8XFi71+FRHQac83QJhDpUxwwVlXNbzK3IUXuqeIReVMAYh2wCfyEVJGOjo6IJvNQlVVVd7rVVVVcOjQocDPTJs2DR5//HG44oorYNCgQTBq1Cj40pe+BA888EDodVasWAFlZWV9PzU1NSLNlCKtuxcThHmA/+IX4gKaLFiEKVTLhERHQgSQ5A0eWWjVIxXamykYXYyxfq/57N69GxYuXAg//elPYceOHfDcc89Be3s7LFiwIPT7b731Vujq6ur72bdvn0wzhUnj7sUUfjriK6/0fvsCXFRAJ1nAEfhQLRPC5kESSfIGjyy06hFKBz9y5EgoKSnpZwX54IMP+llLfFasWAHnnXceLF68GAAAzjjjDBg2bBjU1tbCHXfcAaMDtrCDBw+GwYMHizRNGWlKBY4FkboJvoCbO9cTaLlmUtcFnEvIpPDHlvaflyCZMG0awPbtXo4bl+7FNEmt9UQWWvUIKSODBg2CyZMnw6ZNm+Bb3/pW3+ubNm2CuhAvrk8//RRKS/MvU/LXWcuCDtwQ4EJRoTQjKuBcXQSxIlNjxfW6LLkyoaUF4JRT3L0X0yRxg+dbaKOqCJOFVgDRMB0/tHf16tVs9+7drKGhgQ0bNozt2bOHMcbYkiVL2NVXX933/jVr1rDS0lL24IMPsrfffpu99NJLbMqUKWzq1KnKQ4OIdMET30+hd2qRyfGSpLwwSboX17Gd32Px4uIpBmgseGhPejZ27Fg2aNAgNmnSJLZly5a+v82fP59Nnz497/33338/mzhxIhs6dCgbPXo0u+qqq9j+/fu5r0fKCMGYuPChhUMtMjlekpQXJkn34jq2NxlRmWUXLzbTDhfgXb8zjCE9K8mhu7sbysrKoKurC0aMGKHkO8l0rwZT/Shi5vdr1lx+OcDhw8Hf55tR29vpufPS1gYwY0b0+zZvPnakIfMZrCTpXlzGz+9RuHL5PmO6gw2yWa/WTtQRDckWD971O5WF8vzCTTNmAMyb5/0eN46S1Ihiqh9Fkgv5bZo5M1wRAaDQOxl4IwMOHBD/DG9BOpu4EEGR9OKRGPJ7UFivHlKnjFDWPHlyBd3ttwPMmaO/H0WET9izLQaF3vHDGxnQ0HDs+fN+5vHH7S+cUQv5W2/xfY+tCIo0bLIwKAIuKKVOYuTQKCaqfEbozFeeoDNaE/3IW9+itZW/fbk/SStOphORWkO+T46qyre6ifJBaG42O+5l2p8G/ygMNcTSWvhQFm21aVwGg1btIqIWB5X9yLu7aGsTs4hQcjRxiiWxCqKhwft91VV83x9nJxnneCLKWuqHkfNgI8cNhqMLU2DI70GJF/WQKmWEzGviFBN0UajoRx1ChZKjyePneBk5svj7chXSqEJyPrLPOs7xBM9CfsMNfIrubbfZyTOSpk0WBkUgyZllbZIqZQSDVu0aUYKuGCr6kVf4iEQvUHr/eNTXA6xcyffegwePPcMw4iwgcX3AeBbyDz/ka8upp/K9TzVp2mRhUQSodIh6UqWM8Cxs1dXebimp3uiiyAgwlbsTXuFzwQXFny0AQHk5QGtrsouTmaJQCIcxevSxZyhaoTkKFccTKhdoW5uYtG2ysCgCaSt8qB1DPiyxUJn0zHf0KnT28v9fUWEvkQ5GeJ21dDvMBTkY1tTkX6fYs02SEx8GopxZg5w5eZ6hCCocCXm/Y+RIsXs1icyzSAK2M7ASfGjNwGoa1RlYg4RioRJCC5mHSASFr7w1NuoRELLp3+MseEQ4MsqfygVERWQF70K+fj1uRZcUcQIrlIE1gtzMoSecADB/fn6yplywZtTzIwja2rz/X3CBnrLk/rk8QL5J3Dex33abd17+1lsA/+//5fejjQJilF3XHEGZcWtq9FRkLXyu2ayX3C6KqIyoUePbN/2bvFcZsLePSCfc67cR1SgmumvTuBg33twcbM2pqNCzC4qyOKQlzwHRHxPm8rA8IBUVao4neC1q2I8GsLePSB9kGRFg7VovJDCKpiaAK69UfnlhWlq87KfFaG7WvzP1LQ5Uq4HQSbFaJP5ruf/2/w8g5tBIFjWCUA/v+l1qsE1oUemNrlugZbMACxdGv2/RIi+/g8prl5QEm7tF8hyoLCBGi4ebiDy3qIiZTMaLkhoypP/xoOjxRNj4JghCP6SMwLGQ3wMHgoWev7OPClUVqSwry9at4b4tuezfr37xD8NGngMTfZ0EsClsos+NR9Ht7PRCtktK8NwnQRBipCrPSBgqEumYKsAnsqCbSnJkOs8BFTvkA1vhNJnnxjuGP/jAU7yvvFKPEzdBEHohZeSvxEmkY7I2hMiCbirJkckUzWmqwxEHbAqb7HNLW0IvgkgrqXZgDTJhA4ibtdvavF1nFFEhhrxtHjs2+qimutrLDmhqh8gbHhkXk33tKhgdimWfm38vUUeoaXaOxnYUhx3qL7Pwrt+ptYyEmbCfeUbc3GvSZ6KkBOD++6Pfd999ZieYqRTNaarDIQvGwmmyzw1LLRKsYDuKw45r/RWnGrVrpFIZUW3CNm1Krq/3QncrKvr/raJCT1hvEIUTpa6Ov1aD7CQjs300GBW2OM8NSy0SbGA7isNMNgtw++1eSgRX+ss1xSkuqTum0WHCtmVKNpWBNYg40Swyn/VNqwcOeL4FHR3B7yOzPc6jLBVzJCnmdRX3ofsoznRf67xekLwpBJvcKJZbB8AtJZwysIagK9tqmmpDxMm2KvPZoOyYVEcoHKyF09I0R8IIyyQreu86s0araiOG64XJG8xZtv35W0zOuVT4kArlhRC3uFaxdMtYirTpTAkdZ6LIfFZEmLhUEE932m6sCz+WOWIDlSUTVBQJ1N1G29eLkjcq+ksHLpYnKQYpIyHEedA8Grzt2hC6dzVx+k/0szzKS2UlY4895lYdDt3PyB+DDQ2MjRyJb+G3PUdsoHq3q2PBMr0j13093j7CtsDrUjRtQcpICLImbBcKwZloY5yJIvrZpO0QGNP/jIIUncpKTzFJy8KPEdVjWcdRnOn5pvt6vPJGh6IVh6TJPd71O3XRNDKhgi4k2jLVxjhREaKfxRgVEgfdzygsuqKjwxvzhw/rcaBOQ9hhXFSPZR0hz6bnm+7riUbUYQkRN5lEEhOpU0YAxEMFMeZtKMRUG+NMFNHPJi2MV+czMq0wpy3sMC46xrLqkGfT8030eqLKb5S88cEWIp7a3DqGLDWxUHlMkwvv2bULZ3gm2xjHOVLks1iiQlT5OOh8RiZNuy4cWWJD51hWNT5NzzeR68n6WYXJG/+nsRHH0UwQSXH2Jp8RhWA+w/MF0bJlZtsYZ6KIfNZ0VEihYN+wQZ2zqc5xZEoZTVrYoUmwRjjZbCPP9eIqvy4v6klw9iZlRICoB45lh14Ib/4NXW2MM1FEPmtKmOjOZ6JzHJlSmDEr5i7gwsJouo3FrqdK+TW9qCdBiVAFKSOc8Jr/sO1qRPJvYNp5MSY3UU3l5eDpzziKg4pxFNQXphRmF44ssePCQoVl8XZR+TWdNA47pIxwIGr+w7KrEU3mg2nnhXGiyiRHiiMEVR9x+f1nQmF2cXEg3MU15Zf8qfrDu35nGGPMlvMsLypr0/jI1nZQVUMhzvfw1h5Ztgzgwgvx1PDAWm+Btz+DaGryKjyLIvP8efoPoH8djpoaz/teRd/aqsNkkqTUwEkCquss6Xy2uusFuQrVponA5g4vrnXAtd0CY7gdH0WSI9myAIj0X1pTzfvEuX+Mlrs0o/L4EXN2at3YPBqkY5oIbC3oKsx4mAd9GJjbLJM22rTyhK3/ZI+aTChKsgsOmdhxokL5xZ6dWie2FWxSRiKwIdxVeoZjjO4pBtaJylh0f2JYnDD2n4hi0dvr5XQoL9cnFOMsOJgtd0Q8PytTzxbbhoExHAo2KSMR2FjQVQ5W7KbyQuLeu62jh6AfGw7BGAUdL83NjFVU6FXs4i44LvdvWpCVAaaercyagrXCukpIGeHA9IKucncbttPEFDmTSxzlL8rMqGpCh+2+1q+3H4rpojWMMa9Po8a7irbHXXAwWp4INWDNTp0WHxZSRjgxGa6ranAEtbm8HHdqY8bklL8oM+PixWonNOYcEK5Zw0RDpuMIxbgLDhbBTajH9LPlWVPS5MNCyogAphYgFbtbDGeAcRBR/mTzf7jSFzJgyXXDg6hjcByhqOIYMOwoyf+pqMClnBJ82KgLVGxNSZsPCykjSImzu3U1NbLs9WWiXFRPaIzYfn68iIZMxxGKPAtOdTVjra3hCwQpI8lFh1VR9pgFsw+LDkgZQYzs7lbFILYd5iVCnPwfprR+IhwRZVKFUCy24PjKRNi4x7KLJOSJUtJVWhXjWKix+rDognf9HqAr6xoRTn09wJ49XtbApibvd3t7dIbMgwf5vj/sfX4Gz8IMgQcOeK+3tPB9fxyyWS+r4tq13u9sNvy9o0fHvx5vnxHqqa31Mk76GWLDyGS8DLFxs1LW13tZaMeMyX+9vNz73dmZ/3ruuI87twi7tLR42U9nzACYN8/7PW5cvkyTlbuFZLNelmPG+v/Nf62hIVy2vfUW33VUyL+wOVFdbS/jdSj69aL4JM0yIkuc3RuGMC9Rq4xo/g/ayeIjKmS6okL97ix3h9zaytiJJ0aP+9ZWGk+uElXkcv16tdeLI4dNRZcVQhlYFUHKiIfIGWDh4LMtbGXNmiL5P0wqV674bWDAZvRXYyPfeGltxXG+TojB4+ReUsLYhg3qril7zMLrkJ8053tSRhIKzxlgmPCXmUAqiGuVCTvrXbzYznmoS343WLChvPHsQnPHPYbzdUIMEb8k2/k7eD/X2KimnVggZSTBFHPEijJZik4gFahwDgxbzEyHuroeWp0WZHOcuBQ6TYg5uauybMlGqWDJ+2Ea3vW71J63SvpQVb66vh6grq7/dwF4TluMiX+nX97a/x6VqHAOLCkJLhEe1hc6SnRHOa5lMp7jWl1dukqEY2Tr1vBS7oXU1Bwb9ybHExEfESfPffu85xokR0QoKQG47z7P+TmTyZcHvrN2kEM2b1tVOK66CCkjhmhp8RayXAFZXe0NahmP5qDFua2NXwDnUmwCqUD3JAxTVFQTtcAxpk7gEfEQiXopHPemxhMRHz9ii1fuqYqG8qNUgmT6vfcGy3S/rQcOBG9odG4IXYBCew1gKqSWd6L5oY4+usO8okI8M5n83SlWKPzTHXgV28ZGZOGNhBC+lYIXlVYH0VDh3LYWykLdG0IXyDAmY9Q3S3d3N5SVlUFXVxeMGDHCdnOEyGa9o5Mwzd3Xhtvb4w/CtjYvvj6K1lbvWibN0L5CBhBs1kQX8x4Ab/9u3oxrZ63qeNAl/HkXtgsF8Obdnj39+yKN/eU6GzYAXHlleG6PQjlr8xkHWclrasItKq7DvX4b8WCJiWsOrLnOlitXmnMcxZL+NwzXnQOx928QaY78kS3MmNb+cp0NG8LnZe7zxvCM05QagKJpLBE00E16UGMPT3R9EmLv31ySFPkjO25EFOAk9VdaiXre9IzNw7t+0zGNQvyjCJkeVWnaT5sZ0DQu9K/J40HdxHX+5jHJJ6m/0k7Y86ZnbAfe9ZuUEUVEDfQwdE2AJJ57Y7onTG0Jgte/ZdkygAsvxNd+nzAFX7Wvkav+QAQ/Jp4xdrlgA971m0J7FSGS18BHpwd10sITVYdGxwV7//JG9Nxxh/djsy/DMJnXJa2RUmlaPHU/Y2wyyjUotFcRMgMYZeVEhGCoNuwaoiGMGPtSJK9LXNKYkIqn0m2S0PmMSUbFh45pFMFrAly5EqCqKvm7EFXQOa8cPKGthWDry7VrvUUyiqYmL6wzDlH9ha1vChG1cJg6/sKErmdMMqo4vOu3lGXkwQcfhJNOOgmGDBkCkydPhq0RW5Oenh5YunQpjB07FgYPHgynnHIKPPLIIzKXRgtvYq8bb/QE5wUXpHNgimJyd5wkiiVYCgNbX5q0VrickErUwhF1/AXgHX+F5exwFV3PmGSUGoSVkXXr1kFDQwMsXboUdu7cCbW1tXDxxRfD3r17Qz9z+eWXwwsvvACrV6+GP/3pT7B27VoYP358rIZjw2Vhhpm0nuWrwE9ZPWaM2Oew9KXpzL1h/YX5OFXmeCDNi6eOZ0wyShGiMcNTp05lCxYsyHtt/PjxbMmSJYHv/81vfsPKyspYZ2en6KX6cD3PiEuJvbChouJv2vFzdCxb5l5f2sjr4kounKjKxFQ9NhyVz5hkVHG05Bn5/PPP4bjjjoMNGzbAt771rb7XFy1aBLt27YItW7b0+8wNN9wAb775JkyZMgX+/d//HYYNGwaXXnop/OxnP4OhQ4cGXqenpwd6enr6/t/d3Q01NTWofUZySZOHum5cP8vHhKt96UJeFxvIhqpSGLNaXJ1XptAS2tvR0QHZbBaqqqryXq+qqoJDhw4Ffuadd96Bl156CYYMGQJPPfUUdHR0wA033ACHDx8O9RtZsWIFNDY2ijQNFdjDPm0joqzJlusm+uNqX9bXe+G7thR8rJsLmeOBbNb7KS8HOHw4+P1prx4riqvzCh0i5pYDBw4wAGDbt2/Pe/2OO+5gp59+euBnLrroIjZkyBD28ccf973W3NzMMpkM+/TTTwM/89lnn7Gurq6+n3379jlzTEMUR7YuBB1/qYP6kh8MdUzCED0e4ClVkbS06CaP3GzPK6zHi1pq0/T09LCSkhLW0tKS9/rChQvZ+eefH/iZa665hp1yyil5r+3evZsBAHvzzTe5ruuSzwgRTty6EFgnm4tQX0aDvY6JSOHGsHsp/EmSUmpDkbQ1rzArzdoK5U2dOpVdf/31ea9NmDAh1IH117/+NRs6dCg7cuRI32tPP/00GzBgQKhlpBDMyggJdT5kne0IwgZR4xWAsYoKxlpb7Y5ZHgdfV+5FJdgVSZVgv1dtysgTTzzBBg4cyFavXs12797NGhoa2LBhw9iePXsYY4wtWbKEXX311X3vP3LkCKuurmZz585lr7/+OtuyZQs79dRT2bXXXqv8ZkwTpI2OHMlYQwMpJoWQxznhErzjFcMONOp4IG1zL00bHxfulXf9Fs4zcsUVV8C9994Lt99+O5x11lnw4osvwsaNG2Hs2LEAAHDw4MG8nCPHH388bNq0CT7++GOYMmUKXHXVVXDJJZfA/fffH9fdxSph8f0dHZ6zUtJTK4tCsfiES4iMQ9spv+vrAfbs8aJfmpq83+3txyKN0jb30pRHJUn3KlUo74YbboAbbrgh8G+PPvpov9fGjx8PmzZtkrkUGnI96k84ITyDYS6+kMKUMMlWZEAaa38Q7iIyDn05sGABwF/+4iXUMh1xUyyCL21zL8nKV6H8PnCA73Mu3CtV7eUgKM8BD4yprSwaF5tVJf1smlGx+BROSGAgarwG8eGHAN/5jvdvTNVaee6lshJg2jSz7dJFUpWvIPk9ciTfZ124V6raG0HYcQwvWMxktqtKUrp8wiVkavvkYvvoJheee/nwQ4BTTsHR3riYLiNggmJuAcVw6V5JGSlCsYJSotg0k2EpjOVi7Q8ivcjW9gEwO6944LkXTApUHJK28eFdh4LulTGAOXO8zTCGcVgMoXTwtuBNJ6sa3rTJPNhMraw6/XNcvxOsGS2JaNL47LJZgBdeAPiHf5DbmGBKq/75555CErajTlLq8qSUEeCV35WVnoXLp6QkXwGxdXSoJR182lBhzcDgC6HSoUuF3wmly1eHSeXAps+RTUpKAAYNkreQYnIe3L69uGk/91hZ5xw1MW5tlxFQBe/4WbnSUzSfecZTuAotIRgDKnIhZaQIcZ1+sJgEVTl0+eeWhULZ9iBP424dwKxygPXZmyKOQoHJeRBDpInJcZuEjQ/v+PGjuK6+Ovjv2AIq+mEk60lMbCU940m3XF3tZS5saGCsshJnamWRtNFR34EtuQ7mNMg6MZl1EeuzN4lIEjTM/WI7ARr2bKEYEZHftp9vENoysNrAZgZWnnTLPphTw4vcRxAYB3laBZtp5QDjszdN1ILgyhhUsTGJe22Myhtm2c0Yv/xuauIbn01N5tquLQNr2hCJAPFNglde6f3GZAaLG8mCwbybC5YIIRuYzrqI7dnbQDTUF2uEmM1IE9XjNpv1nDvXrvV+y871lhYvW/aMGQDz5uHMns0rv53OsWJIOYoFhto02DVnXmTvA9vuGFt7TGJ695Pmvi4krA7Mhg1uyQcb5e5VjltVx7NR1YwxWraKjTOblq8weNdvCu2NSVqcJ7NZb7cQlUHVVEjg2rXeLiaKpibPUpUkVIdqR4Ht2dsmKXPe9H2oGrdhztS+ZYfXIuWP62LWmooKgPffd+v5+v0DkN9Hov2jCu7124hqFBMMlpEg0uY8GdfvRCVp3q3b2P1gevaEm2BzpOeVIY2NyrrAGDYsX2GQz4hmbKdXtwGmDKpJTPnMi41zf0zPnnATFeNWpd8Jr4/T/fe753sWVckZI3RMI0GUeS/pZmssZmps5kjTyGSYdDF7LpbxRqghTmZUlcezIhm2MWXRdQ3e9ZuUEQlMn9kT4fAKtqQuaCL35WIGVdE2J/U5Jw3Z56RS9mazACecAHD4cPT3JdH3zBTkM6IRjLHcaSbKwzxtvj1BqMzJYiqyrLm5+PwqbDM95+Sj2l+qsTG9vmemoKRnGkmz86RrpDUxWi4qnf5MLfi9vYxVVBSfXxUVx9pMzzk9qHSmjhpnukJhk5IqggdSRhRSOHB6evDFchP9wZzx0SSqlGeT1pXWVr42t7bSc04jKqNFTCuyabPgkTKigN5ez4xXXt5/4Cxe7H6oI3btPG77eBfhZctw3r8qVBwrmrauLFsm9uxUKFuEW6iUX6ZCYdNowSNlJCbNzeHmO3/gLF6MJ5ZbFOzauYr28S7CmO5fh4KoYrE2bV0RUUbIh4tQge7NmQ4LnmybTW5ESRmJQZTjXO7A6enBbV0IArt2rqp9opVWbd+/LgVRhdOfaeuKyDENWUYIF1A9TmXlhemNKCkjkkQJTNcFnI3zdREtXGX7RCut6rp/HnQriBiqNot8h4gDK8Z6HDxgPyYl1CKr0AeNE1l5YWMjSsqIJKK7addMv7p3kYUTZ/16MS1cx+4haBHGpGSaUhDjnIvbsK6IhPa6lq7e5jEpKUF2kJFtYeNEJgLIlqM3KSOSiPoZuGYZ0Xm+HjRxwgZ92AKho3287Yp7/7KYPGaIsxDZsK40NzM2Zgzfoo2pHkcxbB6TYvcVSzKiCn1URWFReWHrOJOUEUlELCM6Tb+6di+6BqToxAnTwnW1z+9PXsdIk0qmSw6YNqwrosd8Jnb9cRwHbYUhY/cVSwO8Cr2ouwCPvLAlZ0gZkYTXz0Dn5NW5e9Fxvh5n4hQu+rrP/zH6F7jmgGnTuqK7fTzEmZ+2njXlYsEDj0Iv6i7AM4bIMqIAG9E0xfwMKir0KiLFFKH169VdQ9WCEGfiBGnhuhcsbP4FGBUkneg8TtF9DBHXumBrd+qawpt0ohRmUXcBHnlhS86QMhKTIKFWXu4lQdNp+o2yMJSUMLZhQ/xrqVwQ4kycMOGn+/xf9PtN7LYxKUi60dGfuo8hVFgXbCkFLh0FEvIbPN5oGpNyhpQRBZj2OhcZgLlni7JtVHV/shOnouJYOm+d7QuD9/tNOf254oCJERPHECoUifXroz+vY3dK2YjdgseKUVHR37mbR16YljOkjDiIiIWhpkY8bFYXvb2MjRwpp5CYbLOMcmPa6S9JYZcm78WExSGudYHXt0qF5TPs2rxO5hRhYx8eKwZlYDVMWpQRFU5Ltsz6DQ122qzTukFOf/KYDiE1cQwRV+Gx7bchknMnqceDrpEEaykpIw6iIpzL1iIZV5GSaTPvgidr3bC9eLiKjRBSE88qrgMgBr8NkZw7pGzjwHVrKe/6PQAIKbJZgLY2gLVrvd/ZbPzvLCkBuO+++N/DGMC+fQBbt8b/Ll5qawGqqwEyGbnPi7a5pQVg7lyA/fvzXz9wwHu9pcX7fzYLsGiR9/1B1wQAaGgIfn4HD/K1hfd9aSBOf8chavxlMgA1Nd77ZMmdn4XX8f9/773e+4IYPZrvOrzvk6G+HmDPHoDNmwGWLSv+XhtyhOhPSQnABRcAXHml9ztsfLkOKSMStLQAjBsHMGMGwLx53u9x444tgHGorwdYv17NgDO5SPIIah542iyy4G3d2l9hKXx/mMDFsHi4Rpz+jkNcRYGX+nqAJ58EGDMm//Xqau/1+vrwz5pQmHjwF7eJE/neT8o2YYLUKyOiFg7eHXkcvv1tgCeeCP6byMJuepEsJqgbG/m+g6fNIgteHOsGlsXDJWxak+IoCiLU1QE8+qhnWVi2DKC1FaC9Pfr7TSlMvJCyzY8OSzhRgKFjo1jo8hkRdbIz7dAY5ry0YQPuJFlBZ5wqE+6InL3H9SUQjct3/Xw3Lhj8bHQ+AxWOuVicEtOWbE8WqucTD3JgjUDGyc6GoA0TrC4myVLVZtFS9HEFLu/ioUNouabcJHmBU+mYi+W5uihHTGKzng+WMRIXUkaKIGvhwOANnwuWHRZj8UJsRdssW/0yjsCNuj8dQsvVHVkSF7gkh3ljkiOYsF3U0MW5HwQpI0WQtXBgMEEXIqo960rDLXrcFbcNogueToGrQ2i5XmE1aQscxrmvkqTswlViyxLe2BguR1yY+4WQMlIEWQuH6yZoHdq2zUUTS30Z1UIrKbvwJC1wuq2iSeqrpGDaEs6TA8aVuZ8L7/pdastx1iayXuS+N/zcuZ73O2PH/mbDG14EPwoot80Ax6KAZKINokJsMxkvxLauTk+f1Nd73+1HzYwe7UW2hF3LD2lUjeoIEpFoIR33owpd/W0DnZEnLS3ePMp95tXVnqxRFQFEiGMy2ihMPhfiz/0HHgCoqoqWeU5hSDmKhS6fEVkLh2smaF077aSbrnlR3Q/YfJMIfVZR14/jVBBmFbJtLTJlCY+beRu7Lwkd00QQ18nO9kQRQZfSQIumh2qhRUoeTlQ75iblOC4OYUfHixfjcOA04YytopQGZsWVlBEOXLNwyKJLaaBF8xgqhZZK5YZHaXZJsbaNSpmR9vkTZhXCtujqXidEqrW7qLiSMsJJGgSxLqHnukNvIXHHgkqhpUK54XFYTlIIoSlUyYw0WxZljyZsyRSd64SKau2YFVdSRog+dCoNGHNKyAgOmUU5LNMsz7V53hdHueHxRSB/Bbuk2TISdwFOUp9EyWeRH4yKKykjRB46lQZMx10ySoXMohzHoiDyWRnFiscXobqasTFj8O1A00TSLIsixD2awLjoxiFMPidBSSNlhOiH7sRfto+7ZJQKGSfCOBYFE9aIpJt9kwRGy6IJyDLSH548I8V+KipwKq6kjBCBYFAadCAbmSBqKo8TAWEqekKFQ5z/k7QdKEYwWRZNIXs0kWRrEWPefa1cKT9fMY4Z3vV7gPnMJoRN/ERUV17p/U5EshwQSxSWi2jCMtnrxP2sCCpLvlP5eP3U1wPs2QOweTNAU5P3u7092QnP/ASSAMcSRkaBPbGkCkpKvGRmMvhJJrNZpU0yBikjRCKQzYIqmmUxTrZV2c9mswBtbQBr13q/o4RNba2XwTNMyGcy3t/HjCn+npoa77sI/SR1k1CM+nov8/OYMfmv19QALF7sjdFcqqvlMkW7huwGQNVmxhapTAdPJA/Z1M3+wn3ggDeZC/EXbn9RjpMiWuazMqnCecoW+LtSF0sbEMmhWEmHFSv4Sz0kiSiZFAXvpgcdho6NYkE+I0QUcSITRJwI41xH9LNxnV2DfBEqKxlraDjmL5R0f4Wk+kgRySZOdA02515yYCVSR5RS0dgYviiJLMpxIiB4P6vK2dVfjBsaGBs5Mv87/HDipC7YmBK6JbWPCX0Ejd+SEvece0kZcQASUOoJmsAVFd5P1KIk8jziJiSL+qzKhFhpTG6G6Z7DLFQbNphrA1EcrLK4sF3r17sXCk7KCHIw7dqSRu4EbmwM30XEnbxxBFjUZ1WlCk9jMTZM9xxVf2XxYv1tiAPWRVolrsli145WSRlBDKZdW5LBtCiJosoyksaU41jumbf+yvr1etshi2uLtAyuymKXlESteUYefPBBOOmkk2DIkCEwefJk2MoZS7Rt2zYoLS2Fs846S+ayiSCb9aIjGOv/N/81l2PFMWEqr4cOeMJzeUJv44QiuwqWe44afz7/9//qm++iYeE+LS1epFVh+w8c8F5vaVHdUvO4LIuTGAourIysW7cOGhoaYOnSpbBz506ora2Fiy++GPbu3Vv0c11dXXDNNdfAhRdeKN3YJODyAukaWBYlGYolhRIJvY0TiuwqWO6Zd1x9+KGe+d7SAjBuHMCMGQDz5nm/x42LViR0LNKySpFOSBbjQlgZueeee+B73/seXHvttTBhwgS49957oaamBh566KGin7vuuutg3rx5cO6550o3Ngm4vEC6BpZFSZawpFAiyZ9UWVhcAss9i4wrnvkusqDHsWyoXqRllSLdYJHFGBU1GwgpI59//jns2LEDZs2alff6rFmzYPv27aGfW7NmDbz99tuwfPlyruv09PRAd3d33k9ScH2BBHBn8mBZlOIQN1W4KguLS2C559pagMpKvvdGzXeRBT2uZUPlIo35uMemLPZl6E03ed+PTVGzgogjyoEDBxgAsG3btuW9fuedd7LTTjst8DNvvvkmO+GEE9if/vQnxhhjy5cvZ2eeeWbR6yxfvpwBQL+fJDiwul423DWntrRWRS3ENQ98FWC45w0boh1Yo+a7qJNlXAdeVQ7A2B3IbcniqOq8SZNNWh1YMwXbDcZYv9cAALLZLMybNw8aGxvhtNNO4/7+W2+9Fbq6uvp+9u3bJ9NMlGDZtcmAeZcThoqjjiSQxmJsGO557lyvzkoYmUzx+S5j5Yhr2eCxKFZWevO+mGU0znGPCeurDVkcJkNzwe48qw0RDaenp4eVlJSwlpaWvNcXLlzIzj///H7v/+ijjxgAsJKSkr6fTCbT99oLL7zAdd2khfYyhmPXJgJPmGJ5OWOtrTitOi6FwhHJY/36/hlweea7jJVChWVDJB15mGVUNleOaeurKVnMG+otYn1yAW15RqZOncquv/76vNcmTJjAlixZ0u+92WyWvfbaa3k/119/PTv99NPZa6+9xj755BOuayZRGWGs/wLZ04N3weQVcLoFB+EepAh6yPSDzIKu6vgh6jgh6lhBRimylffDxBgVkaFhipqLaFNGnnjiCTZw4EC2evVqtnv3btbQ0MCGDRvG9uzZwxhjbMmSJezqq68O/TyPz0ghWJQRnQMWuy8Gr1A0ITgId8A+rrHiy5ply+R20Kp8pfx2PPZYf8tOlIIjqhRh9zGJi4gMJcsIJ6tWrWJjx45lgwYNYpMmTWJbtmzp+9v8+fPZ9OnTQz/rqjKiU6i6kAVQVKt3XXAQ8XFhXGOE1yIRNc9UHj/IHv2IKEVYMufqQkSGmpCfpiyWlA5eITqFqiu7gahdTtIEBxEPV8Y1NqJq2YjKH1ULTpxaSbxKkap6TFjhlaEmlHWTFkut0TRpQnfKYFeyABbzPC8GJW9LJ66Ma0wUkzVB8ESEqUobHicnB29UUxJyMBWDV4bqjvTDGhVJykgEuoUqliyAPISFyRbDVcFBxIN3vB44oLcdLsFby2bZMvNhynETCPIoRUlIUhhFmAytrPQ2tbqfK+Z6PKSMRKBbWXBtN+DvclpbAcrLw9+XBMGRiytZZ7HAO14bGnDmp7EBrwyZONF8cTQTOTlczsEkQpCl6OBBgJUr9T9XzBZLUkYiiKMs8CxgWHcDxdpeUgJw4YUADz/stS/JggMAb20NzESNa5+ODrwJ80yDfWNiIoFgWpIU6qq6G7XmoLbEq3dXUY9NB1bZmH0RByFsKctF2+5S8jZRKCJEHt7EWeTM6uFKqQgTURiUm0aM3l7GGhu9xJPF5LaNiCWKplGIqLIgs4BhWdRl2p5UwUERIfFpbmasstK8AHQVbBsTAj/NzYxVVPBF5thQeEkZUQyvshBnAbO9qNPim0/S8x6Y4rHH+Ppx2bLkKbQyYNmYEPhpbo6eV4Vy27TCy7t+ZxhjzMLpkBDd3d1QVlYGXV1dMGLECGvtyGY9x56DB71z29ra/md9bW2eT0EUmzd7Z4WYcLntKvGfc3MzwC9/Gf3+pibv7JcIhndc5VJd7TkzJsVHQBR/DB44APDhh160xZgxwTKHSCfZrOe7xhOBBZAvt1tavKia3M/W1Hh+fqrnHO/6Xar2ssnGdzoqBmoHoRByF18eMLVdNUGTNAoskU5Y8Z1ZDxzw9mA8+DkPkuS0KEJJCcDhwwBLluSPxbQracQxeEPBfXLldn09QF1d9ObaJKSMKAa7R3whtPgew08GxLtgZjLe4pCU8GVd+CGbc+d6fcbTv4x5721o8IRm2qwBYWMxrUoaj1U6bYhuCgvlNs/m2iQU2qsYrKG6QYRl4gsDU9tVI5r9Mmnhy7qRSZjHWDqztGJOTGUDCq0PRmRT6ILcJmVEMaYS98RNwkWLbz6iJs+k5T0wQWGyp2XL+D6X5GPBIDAnpjIN1tTlGODN5ZPJuCG3SRnRgO7EPSp2CrT45sO74P3wh+ZTcSeJ3GRPF17I95mkHguG4aLfmQ7IQnSMoM0nT62bigp35DYpI5rgLQ4liqqdAi2++fAueHPmmE/FnVRqaz1hWYyKCvzmZdW45nemC7IQeRTbfIZtfMvLARobAd5/3x25TQ6sGlHtIBS1UxBx+BNdfJNOVMQHOasSpuCJPnLBByAuJixE2B1jeR2ZsUXGyECWEYdQuVNwydHWBGkp0hWFyYKAW7cCdHYWf09nZ/J3voXkjsUw/s//Sf5Y1G0hwu4YK3JMpavWjUlIGXEIlTsFWnz7k5YiXWGYFs7kGxFOfT3Aj38c/vd/+Rc8i2YQKpRanRsmFxxj03ZMRcqIQ6jeKUQtvnV14gLF5M5aB7p8fbBjQzi/9Rbf+5LuGxFENuvNoWJgdd5UpdTq2jC54hibOmVdbRZ6PWCoTYMBXUWOgmriiFTu9ZH5DDZs1weygY2aRDI1NXjuIynPztW6SDqqXKuu1eNK3/K2c+VK3GOeCuUlFBNFjmSrDqsWQqZJgjIlg2nhHKX85I4d3r5P2rNrauJ7Jk1N4t+tS2nTqdSqbLPOvlVJ1OYTgLGSEvxjnpSRBKOzqqeMQElCtd8kKFOymBbOvMpPYyPf9yXx2elSEHUqbUmzONhuJ2Phm89ishbbmOddv8lnxEF0+jXIOE257mjlyhmyLkznteA94z711Oj3JPXZ+c6bYcg4b+r2C3LFx8GlSMIwv74wPxmXxzwpI46iK5RLRqC4IoTCcF2Ziotp4axS+dH97Gw5ZD/zDMBf/hL8tyDnzah2mlDaRJ+rrb51LZKwcPO5cmXxvsod804FFBiy1MSCjmnMIWPCdMnsGYQrZ8g+Os78Tfgi+ah0xNb57Gz5oYQdO/k/FRX5beBpp4k5KvJcMfj46Dzu1gnvmG9osN/HjJHPCFqwe/zLLBS6onxM4ZIypVOImxTOqpQfnb4VNvxQeJx7q6uPzSXedppSuHmeKyYfH+zyOAjeMR8mi033MSkjCMGwG+BBZqEwubNWjSvKlAkhblI4q1B+dDw7mw7ZIsqVSDtNKtzFnmsSnN1tIxNlU9jH1dWMtbaameekjCAD026AB5mFAqvZk2eBxa5MJVWIq1B+VD87m5YyEQuGjOJiSuEOe64YrZAuWkeKjXme/i380bkpJmUEEa4uJDKTFNvEFrFGYVWmGMMpxDGh8tmZ9CEqnC+trfzPWbSdGBRubP5Zrlirgwgb8w0N4sqIzjFAyggiaCGxg4w1Cpsy5YNNiGNE1bMzNV+DFpMxYzwHVR4Lhkw7bSvcmGSha9bqIILGvKxPia5NMe/6nWGMMTtxPPx0d3dDWVkZdHV1wYgRI2w3R5i1a70aDVE0NXmhukR8slmvHkZY2Gcm44WztrfjCeErRlubV+Mjis2bvVBvV8BYwt0fOwcOeGK6EBVjJ6w0fCZz7LXcf/v/BzhWtFG2nTb73ETfirQjKfIhl6g+jkK1DOFdvynPiAFMJ5Uikpc7xKVETbxgLeGuOw9FVM6PTAagoiK6erRsO22Wm8eS4yNp8iGXYn3Mg618UKSMGADLQuJUApyYuJ6IrRBTQtzUGInKBrphg9mxWnjfdXXFK1rHyXbMsxB2dgI8+mh0luWoytsYq01jaHPS5EMhYX3Mg7VNsdrTIT247jPCmH3nMZcdtWTAdDatEp1n/qbGCE8uDZMFwIrdtw4fIh3+P7ztxOQTZbMtSZUPheT2cWurnRQG5MCKEFvOY0lw1BLFldwhMujMwGpijMg42Okaqzbmhq2FMG0bkmIkWT4Uw8ammJQRpJjeDbgaVqwC29YoVzA9RngtA7rbYWtu2FgI07ghiSKt8sH0ppiUEYIxlh5zZBi2QxldwPQYiZPO2kY7dMwNG7WA0rghiSKt8sHkpph3/S615KpCGMJVRy1V4Yf19Z4zIrbwUUzIjJE4z8d36JYNPVQ1Vm3ODd/BcNGifGfW6mrPEVmlE6dI5IhLYeEqSKt88COqMEHKSMJxMay4pSVYSN93n5yQxjjxMCE6RuI+Hz8yaO7c/rk0VLZX1ffomhumFkJXNySmIPmAA0p6lnCwJBnipVgyKAC84YouIzJGnnlG3fMJUmpKSsLDeFWPVdfmhixJTZhHuAHv+k3KiOPwmMv9BR4gX+hiW+CTnBUROzxjpK5O/fMpHL8dHQCXX168HSrHqitzIw5pULowZvIlPLjXb31uK+ogB9ZgklIEziftzra2iRojNmu26ByrLsyNuCQ5coRClnFDtWkSjsxxBqbdQ1Bb1q+nGj62KTZGTNZYMj1WMc0NXQQdi9XUqHeYNQkd6+KHjmkSjOvHGWEOkN//PsDy5dGfp7NtO5DvAW54FKokKV2uy8FiJOk58a7fFE3jIC6H6oXtZA4c8BSRigqAw4fDIywqKryJms26OzmjwCqIokJyfeHvUrG+pMAb4ZSkyBGX5WAxVEcTugIVynMQV0P1eKqV+oQVFezsBJg5E0d1Vx1grWQLgKfiKpFPVNFBDGNHBybkoOnioml9lgCkjDiJ6fwIqiYkb7XS226LrjZpY3LqFkwuCCIMFVeJY0Qp+AAADQ3JrNCtWw6KbAxUyIY0P0sAoGgaFzFZ20Klp7pItdLeXq/KZHk5jjTWuj32XUvZjan6a5pJcwSaTjkoUstHlWxI6rPkXb/JMuIgpszlqnfqIjuZkhLv5/Dh8PflngnrRLfFIpsFeOAB/vNvDPi+B1de6f2moxk7uHpkqwJdclDEQqFSNqT5WQLQMY2z6DaX6zAZ+g6QYf4gmYwXaug7QGKYnLpNp74p+Kab+N6fVEFEyGE7pb1tdMhBXsfYtja1siHtz5KUEYeprwfYs8cLpWxq8n63t6s5txfxVOdFdCeDYXLq6AefsF1VMZIqiAg5RBX8JKJaDvIq/G1tamVD2p8lKSOOo8tcrssqIbKTwTA5dfVDMYtLEEkXRIQcFOHkoVIOqlb4eWVD2p8lKSMGMB0epgKdVgnenQyGyamrH6IsLrmkQRAR8lCEk1p4N0G8uUtEZEOanyVlYNWMqwlsMBXXUpXGWiaZmK5+4E2tDuB+ym7CDFiT5bmISOFIHTIySc+SCuUhQCQ8DCOYimvFDSUNCr8bM4axxsbo79TRD7xhfCtXUtgsIY+rIdgY2s1TQBGTjMQK7/pNyogmXMsbEUYSKpqGKYWFP8VyA6joh1wB29rqKUMmcsUQ6cTVaraY2s2jFCVBRuqEqvZaJklFxVw2GUYV08olqtKnSD8UvrejwwvfzW1HRYWXcTaTCTcF09GM+9iYP65Ws3W13S7LSN1oPaZZtWoVGzduHBs8eDCbNGkSe/HFF0Pf29zczGbOnMlGjhzJhg8fzs455xz23HPPCV3PRcuISLZRQh+8xyEqLRJBO6WwawEwVlFBu6qkYmOX76pV1tV2E8XRloF13bp10NDQAEuXLoWdO3dCbW0tXHzxxbB3797A97/44otw0UUXwcaNG2HHjh0wY8YMuOSSS2Dnzp2il3YKDDkyCPGQ2zh5QwDEcocw5u34hg4FaG3ly5HgYmSWDTD0k61aQzpz4+jE1XYTihDVcqZOncoWLFiQ99r48ePZkiVLuL9j4sSJrLGxkfv9LlpGTNaPIcIRtYzEsVhF7eyK/fDUm8B0lo4ZDP1kc5fvqlXW1XYTxdFiGfn8889hx44dMGvWrLzXZ82aBdu3b+f6jqNHj8KRI0egvLxc5NLOoSJHBobdnetE5QwIQ8ZiJZI7pJAoC44LFX0xgKWfbO7yXbXKutpuQg1CykhHRwdks1moqqrKe72qqgoOHTrE9R133303/PnPf4bLL7889D09PT3Q3d2d9+MicRLYiJSvJsIpphQGESfTaZy6MUEC1ldGH38cYMGC/k59AMdeS3RpcU4wlWC3WVcJQ+ZiGVxtN6EGqQysmYLRwhjr91oQa9euhdtuuw3WrVsHJ5xwQuj7VqxYAWVlZX0/NTU1Ms1EgUzdBCy7O4zIWIvClMJC4mY6ldmxhQnYXGX0O98B+PDD8O+gs3QPTD4HNnf5GDIXy+BquwlFiJz99PT0sJKSEtbS0pL3+sKFC9n5559f9LNPPPEEGzp0KPvP//zPyOt89tlnrKurq+9n3759zvmMyEIe5eHE9QXIzRnQ2Kg+N0CUn1DQswxKjMSbFyVJZ+kqklzx+hz88If6E2np9Bnj7StX81+42m6sFI6Xnh6zCeW0JT2bOnUqu/766/NemzBhQlEH1qamJjZkyBD21FNPiV6OMeamA6ssvA6XPA6PSUJHNlsdWR7DMjIG/QQJWN1OsBhR5XAq6qys26lVR3ZO0b7CkMlUBlfbjY2g8VJSYnYeaFNGnnjiCTZw4EC2evVqtnv3btbQ0MCGDRvG9uzZwxhjbMmSJezqq6/ue39TUxMrLS1lq1atYgcPHuz7+fjjj5XfTBIgj/L+uGYtCtvZrV8fLWBlon+w3b8IKpVMVZYp1fenapfvenkJwiy8Flbd40drOvhVq1axsWPHskGDBrFJkyaxLVu29P1t/vz5bPr06X3/nz59OgOAfj/z58/nvl7SlZHcXcDKlcneBcvgorVIdmfHq4wmYSHSoWSKWKZMKXIqdvmuKeSEXUQtrDrHD9WmcQQeM1rahU6arEWilhGXz9J1KZm8GXCxKrJBuKiQE/aQza+kY/xoy8BKqCMsaiYsQiStHuVpyj/AkxelshLgscf4IrMwoyv8NTeC7Yc/1HMN09gMFSbcQ3Yc2Bw/pIxYolhOBJ9ChYMnP0mx67maQC1N+QeiwhszGYBf/Qrgqqu8AosuK6U6lcySEq9/5szRdw2TpEkhJ+IjOw5sjh+q2msJ3qq+K1cCVFXFqwTZ0uIpPrkWmOpqb9FzZVftW5EA8hU47NU8ZQl6ZjU1nlWs2H26VD3Ur6h84ECwUp7JeOO0vV3+HkxcwwRJuQ8fl8api0SNl0J0jh+tVXtNk0SfEVN+EEnywE9b/oHeXsZaWxlbtsz7aW0t7iuEoSaLKDrCX21cwwRJug/XxqmL8DpzOx1NY5okKiMmHNJseODrzg+QpvwDIkLbZaXThJKZFEXW9ftweZy6CE+AhO7xw7t+0zGNJUyYXXmPgjZv9s7X45KE4yBbFJqtP/wQ4Ior+o+NoGMpfyyFpUJ3wYRvwmyv+hq2jhpcPeJIwjh1kcLxMm0awPbt5sYPHdM4gG6zq8mQWBd3PFisLHHDuyns0zx01CAOjdN0QqG9DhCnqi8PpjzwMVVL5QVLVWTR8G4Ar09zC75R2KcaeCPOqJClHDROiWKU2m5A2qmvB6ir02N29UNio46C4obEilRLVXEcFBd/MSnsE38xMRWZwxPeXYzmZu93kQLYeVDYZzi8R4xRincm4ynedXV01FAIhSfjAeVRnyFLTSySekxjAhMe+C5lSMWUVls2S2Lhz5gxjFVU6KkQmwZEjhjpqEEenZWMCX5MHzHSMQ0BAPqPggDc2vGIWHGCUJk8TpU5+r33ADo7j+3Mc0lr1l5eRI8YbR01uJy00CcqoR8AjVPdYD5iJGVEEZiFRW567KYm9WnEXcqQGmcxUe1noko585WQigq9SmcSEVVObSjeWPybVGBic0QEg963T49hRi3Yj2nIs96dhEyNjXJmdh3RQjwl74tF1QT9tLbiiBByBdEjRtNHDS5GqfGAJZItTdg6YqSkZ4ZIqrCQAXtCJt6y2tXV+cJRp59JlBK3YYMnHH74Q7FFk+BDRkCbUrxVjTta+AnG7Pn2kTJiAEzOkFjALPh4F57GRrnPye4oNmxgrLKyuBJHjpN6kLV0mFC8VTxzstoSPtgtIxTaK0BhOFQ2y3fe3NbmOWWhCqPShF8tFSO8/iKnnir3ORmnxZYWgJtu8jKu+owcCXD33fnn56bCtNOG71Q5d67Xh7l9W8ypUmdIvk/ccYclhD1NoAyZ/SvoZYhaHUgPGCwjQTuM8nI+TbPwfbQzsYPszkDXjkL0iM8Vvxxd6LS6YTxijDPuyGprHhesUDZkCB3TKCRs0ZD9ScvigQ1Zk7wOp0XZxQLjomkCE4Ie2xFjnHFHx3pmccl30LQMIWVEEbxOjzIKCe1MzCO7M1C9o4i768W0aOrGJUGvGtlx51IiQtdx0QplUoZQ0jNFROUhkIWx4sm1CD3I5jlQnR8hjj+A75dz5ZXebyxn0jpAnxtBM7LjzqVEhK4TN5GiDTDKEHJgjYB30SgvBzh8OPz/st+P2SHKVWSdD1U6LapcLFwbIyLtda3ukQ5kxh16Z8UEQQUA1UDKSAS8i8b69fkRM9kswMyZ8b6ft3gXIY5s1I+qaCFVi4VrY0S0vboEvWsKnOi4k40SIsQhK5Qi9J0UqQODz4hpp8ckn5OnzechjLh+KK6NEZn26nDEdCHqQRVpdXiWQVYuUQHA4pADq0JMOz266BDFi4qFIEnKjOxi4doYkW2vakHvmgKngrjzJUnzLYy4cintYffFIGVEMbKLhsznkhqWp2IhSOKuVkbYuzZG4rRXlaB3TYEzSdgYTOJ8K0SVgkpWqGBIGdFAHDOeyOcaGvgEt0theSoWgjTuasNwLXQzbntVCHrXFDhThCkcixcnf76pVlDTYEUShdLBSxDl1GbC6TGbBXj8cb73uuQQFTcqIirEM5PxQjzr6tLhlGfaaS6uw2fc9qqIZIrjDOuawysvYSnj9+8HuOuu4M8kab6pjtbCXA4jF5Tj2ZByFAsTlhEs5kje3VtlpVtad9ydMe1q8zHpNKfKz8e2k5/sGMIiG1SjIqGj6/PNNQujCkyPZ0p6JoC/OyjUkP2CUi0t5trCu3u76ioEmqwAcXfGFMufjx+6CXAsVNNHZeimqrlhqr3F8MOpC6+f246amvxwakyyQTUqEjq6Pt/SFpaLeTynXhnBluGRd9DX1elth2pkFoJcePvlrbfk2uciqrPCFqJ6buhubxSiChE22aAaFYqE64t0bS1ARUX436PkkkugH896DDNq0XlMg838j8GcrYs4URG8JuXqajf7Jg66nOZ0zQ3bTn68zrDYZINqeO8vaXIol+bm6Ht1/TjOx9Z4pmMaTrCZ/zGYs3URZ2dcUgLw/e9HX2P/flw1IEygq86Errlhuy5GfT3Anj0AmzcDNDV5v9vb+48/bLJBNVHWSp+kySEf31JQjIoK96zQYWAfz6lXRjCeGdo2Z+uEdyEI4tRT+a7h6uKADYxzA8BbRNraANau9X7LmJV5FCKs96+KqI1PJgOweHEy5RAAn89MZ2dyNjfYx3OGsaATJFx0d3dDWVkZdHV1wYgRI5R+dzYLMG5cdI2Q9nbzuwCU4VcWaWsDmDEj+n2bN7sRXocdjHPDZC0ejPevg6A+ranxLB/19cmVQ2vXAsybF/2+piZPaXWJoGcGYGc8c6/fak+H9KA7tJdS+bpBkv1psIJpbthIeofp/mXh8dGx7cdjg6T6BBUL3bUxnikDqyCUytcNkrA4uAaGuWEzlXvQ/VdWepmSsS/cSc2RogJXNzfFFEcehd30fOZdv1N/TJNLUs2RSSPKrJw2TIxb23OD94iutdVrl+p2+vf/zDMAjz0G0NFx7G+6joniEpZd1fcPSYLfR1z8PgLI7yesfVTsmLKuzjuGCfODyT2GATA3n+mYhnAKUTMxBrMyhjakZefLmymzvFxfX7hUG4mKAvKDwfLHQ9T4a2zEeexExzSEM7i4oGJos0uLY1xkc2Ko6gvXFvek+kPoAsPGohg846+igu+Zm05tT3lGCC2oCKvMBXN64jAwtBl9NkXF8ObEKERVX4gUVMOAaE6JYvNa9ZzHiO3cN1HwjL/OTr7vwhqKTsoIwU1Li3cmOWOGFxI3Y4b3f9nF18UFFUubXVsc41IsJ0YUKvoCe8KoQkRyShSb16rnvAmSqDzxjqvycvmSG7YhZYTgQoc1wMUFFUubXVscVRCWDLBYbZFc4vQF9oRRhfDWguroCJ/Xc+Z4P65ZLV1TnnjgHVd+RlkXs+aSMkJEossa4OKCiqXNri2OqgjK4LtuHd9nR58gv0WOW+jRNDxlJe6+G+Cmm4rP6yCwWi0xHJ/qgnf8LV3qbvZuUkaISHRZA1xcULG02bXFUSWF5/sXXBDRF3AUamAv1C48G+A//qP4Slvkmq7VjIoqK1FZGZ0OPQxsVkssx6e6EBl/cUpu2ISUESISXdYAFxdULG12cXHURWRfZDJw788/h5KqkQCXXgowfTrA734nfB0Xa0YVW5hUWO+wWC2xHJ/qRGT8YXfIDYKUESISXdYAFxdUTG12cXHURfG+yED9LX8L8MILAL/5DUBXF8C553oOEX/6k/B1XNt1hi1MKqx3WKyWWI5PdePi+OOFMrDGwHZWSlPoLhjmUkbVYpk4bbU5LeOQB66+yGY9Sb5smTeor70WYPlyPCurIaLmdTGwFQmkIpp44V2/SRmRxGT1UAy0tHgbyTCam+PdtwsLatAzr6wEuOoqLxUzxjYTRfjsM4BVqwDuvBOgpwfg5psBFi8GQCJjTFAsHbr//9x/+/8HwGV9S0uFZRfhXb/pmEaCJHtt2wL7GWfYM+/o8BTQw4fxtZmIYMgQgB/9COCddwBuvBHgX/4F4JRTAO6/H+Dzz223zgjFjream70fF44BMR2fEnKQZUQQXwPnKUaUlIGfxnvOJe79u2D1IcB7wLfdBrBmjffA77wT4PLLAQYkf89WbIy6NH5dOvJNC3RMo4k0nk2m8Z5ziXP/Tz4JcMMNAB9+eOy1JB/nJYLXXwf4yU8Ann0WYPJkgJ//HODCC223ygouKSI+LrY5ydAxjSbS4rWdSxrvORfZ+7/lFoBvfztfEQHwdm10nIeYr3zF81B+8UWAQYMAZs4EmD0bYNcu2y0ziqvZTLEf+RLBkDIiCJakVybBfM8m6lDI3P+GDQB33RX+XsbcTsKUCmprAbZt81bfd98FOPtsgO98x4utTDjkF0eYho5pBMHota3bLInxngHMRTSJ3n82CzBqVH7YbxhJPdpKHL29AI884oUAHz7snb0tXQowcqTtlikn7T5imEjCkRMd02gCm9e2CVMqtnsGMLtzE73/rVv5FBGA5B5tJY7SUoAf/ADgf/8X4Kc/BVi9GmD+fNut0kIaspm6gKvHZLKQMiIBlsyXJhdkLPcMYKcOhcj9iygYSTrOSwXDhnkWkfZ2gF//2nZrtJB2HzEMpPGYjI5pYmDThGbLlIrBbGgzuofn/nnbV1npfY9rZlfCDJlMBp566im47LLLAv/e1tYGM2bMgI8++gi+9KUvKbtu2qPnbJO0YzKtxzQPPvggnHTSSTBkyBCYPHkybI2w123ZsgUmT54MQ4YMgZNPPhl+9atfyVwWHTa9tm2ZUjF4qtvcufHcv19ML4oHH3RDmCSFDz74AK677jr48pe/DIMHD4ZRo0bB7Nmz4eWXX7barttuuw3OOuss4c9NmzYNDh48CGVlZUrbg6UYZFpJ6zGZsDKybt06aGhogKVLl8LOnTuhtrYWLr74Yti7d2/g+9vb2+Eb3/gG1NbWws6dO+EnP/kJLFy4EJqbm2M3Ps2k2ZSKOboH4JiPSZgwB/CyjvtpuAkzzJkzB/74xz/Cv/3bv8Gbb74Jzz77LFxwwQVw+PBh202TYtCgQTBq1CjIFBtoEmD0EUsTqZXtTJCpU6eyBQsW5L02fvx4tmTJksD333LLLWz8+PF5r1133XXsnHPO4b5mV1cXAwDW1dUl2tzEsnkzY56OXPxn82bbLVVPby9j1dWMZTLB95zJMFZT473PJs3NXjtz21ZZydj69XbblUY++ugjBgCsra0t9D3vvvsuu/TSS9mwYcPY8OHD2be//W126NChvr8vX76cnXnmmWz16tWspqaGDRs2jC1YsID19vayn//856yqqopVVlayO+64I+97P/74Y/b973+fVVZWsuHDh7MZM2awXbt2McYYW7NmDQOAvJ81a9YwxhgDAPbwww+zyy67jA0dOpT97d/+LXvmmWf6vnfz5s0MANhHH33U911lZWXsueeeY+PHj2fDhg1js2fPZu+9917fZ7744gt24403srKyMlZeXs5uueUWds0117C6urp+/RE0fmtqvNcJfSRNtvOu30LKSE9PDyspKWEtLS15ry9cuJCdf/75gZ+pra1lCxcuzHutpaWFlZaWss8//zzwM5999hnr6urq+9m3bx8pIwW4siDrornZu8fC+/dfwyIwe3s9odHU5P1O6vPAzhdffMGOP/541tDQwD777LN+fz969Cg7++yz2de+9jX26quvst/97nds0qRJbPr06X3vWb58OTv++OPZ3Llz2euvv86effZZNmjQIDZ79mx24403sv/5n/9hjzzyCAMA9vLLL/d973nnnccuueQS9vvf/569+eab7Ec/+hGrqKhgnZ2d7NNPP2U/+tGP2Fe+8hV28OBBdvDgQfbpp58yxjxlpLq6mjU1NbG33nqLLVy4kB1//PGss7OTMRasjAwcOJDNnDmT/f73v2c7duxgEyZMYPPmzeu7hzvuuIOVl5ezlpYW9sYbb7AFCxawESNGBCojjNH4tUHSZLsWZeTAgQMMANi2bdvyXr/zzjvZaaedFviZU089ld155515r23bto0BQJ7Gnsvy5cv77RZIGemPKwuyLmjnRojw5JNPsr/5m79hQ4YMYdOmTWO33nor++Mf/8gYY+z5559nJSUlbO/evX3vf/311xkAsFdeeYUx5sml4447jnV3d/e9Z/bs2WzcuHEsm832vXb66aezFStWMMYYe+GFF9iIESP6KUCnnHIK+/Wvf933vWeeeWa/9gIAW7ZsWd//P/nkE5bJZNhvfvMbxliwMgIA7H//93/7PrNq1SpWVVXV9/+qqip211139f2/t7eXffnLXw5VRgg7JEm28yojUg6shWeUjLGi55ZB7w963efWW2+Frq6uvp99+/bJNDPxYAq3tUF9vZcMc/NmgKYm73d7e/Lvm5Bjzpw58N5778Gzzz4Ls2fPhra2Npg0aRI8+uij8MYbb0BNTQ3U1NT0vX/ixInwpS99Cd54442+18aNGwfDhw/v+39VVRVMnDgRBuQU06uqqoIPPvgAAAB27NgBn3zyCVRUVMDxxx/f99Pe3g5vv/12ZJvPOOOMvn8PGzYMhg8f3vfdQRx33HFwyimn9P1/9OjRfe/v6uqC999/H6ZOndr395KSEpg8eXJkOwizpFG2l4q8eeTIkVBSUgKHDh3Ke/2DDz6AqqqqwM+MGjUq8P2lpaVQUVER+JnBgwfD4MGDRZqWWurrAerq7Ifb2sKPbiEIHoYMGQIXXXQRXHTRRfDTn/4Urr32Wli+fDncfPPNgZujwo3WwIED8/6eyWQCXzt69CgAABw9ehRGjx4NbW1t/b6bJxy32Hfzvt/f/OW+lkvh3wkcpE22CykjgwYNgsmTJ8OmTZvgW9/6Vt/rmzZtgrq6usDPnHvuufAf//Efea89//zzMGXKlH4Th5CDFmSCkGPixInw9NNPw8SJE2Hv3r2wb9++PuvI7t27oaurCyZMmCD9/ZMmTYJDhw5BaWkpjBs3LvA9gwYNgqyBIkVlZWVQVVUFr7zyCtT+NS43m83Czp07pUKLCf2kSbYLH9PcfPPN8K//+q/wyCOPwBtvvAE33XQT7N27FxYsWAAA3hHLNddc0/f+BQsWwLvvvgs333wzvPHGG/DII4/A6tWr4cc//rG6uyAIgihCZ2cnfP3rX4fHHnsM/vu//xva29thw4YN8Itf/ALq6upg5syZcMYZZ8BVV10Ff/jDH+CVV16Ba665BqZPnw5TpkyRvu7MmTPh3HPPhcsuuwx++9vfwp49e2D79u2wbNkyePXVVwHAO/ppb2+HXbt2QUdHB/T09Ki67X7ceOONsGLFCnjmmWfgT3/6EyxatAg++ugj5eHBBCGKkGUEAOCKK66Azs5OuP322+HgwYPwd3/3d7Bx40YYO3YsAAAcPHgwL+fISSedBBs3boSbbroJVq1aBSeeeCLcf//9MGfOHHV3QRAEUYTjjz8evvrVr8LKlSvh7bffhi+++AJqamrg+9//PvzkJz+BTCYDTz/9NNx4441w/vnnw4ABA+Af/uEf4IEHHoh13UwmAxs3boSlS5fCP/3TP8GHH34Io0aNgvPPP7/vaHvOnDnQ0tICM2bMgI8//hjWrFkD3/3udxXcdX/++Z//GQ4dOgTXXHMNlJSUwA9+8AOYPXs2lCTV9k84A6WDJwiCSClHjx6FCRMmwOWXXw4/+9nPbDeHSCC867ewZYQgCIJwk3fffReef/55mD59OvT09MAvf/lLaG9vh3nz5tluGpFyqGovQRBEShgwYAA8+uij8Pd///dw3nnnwWuvvQatra2xnHQJQgVkGSEIgkgJNTU1sG3bNtvNIIh+kGWEIAiCIAirkDJCEARBEIRVSBkhCIIgCMIqTviM+NHH3d3dlltCEARBEAQv/rodlUXECWXkyJEjAAB5RawIgiAIgnCDI0eOQFlZWejfnUh6dvToUXjvvfdg+PDhStMWd3d3Q01NDezbt4+SqWmE+tkc1NdmoH42A/WzOXT1NWMMjhw5AieeeGJedetCnLCMDBgwAKqrq7V9/4gRI2igG4D62RzU12agfjYD9bM5dPR1MYuIDzmwEgRBEARhFVJGCIIgCIKwSqqVkcGDB8Py5cth8ODBtpuSaKifzUF9bQbqZzNQP5vDdl874cBKEARBEERySbVlhCAIgiAI+5AyQhAEQRCEVUgZIQiCIAjCKqSMEARBEARhlcQrIw8++CCcdNJJMGTIEJg8eTJs3bq16Pu3bNkCkydPhiFDhsDJJ58Mv/rVrwy11G1E+rmlpQUuuugiqKyshBEjRsC5554Lv/3tbw221m1Ex7TPtm3boLS0FM466yy9DUwIov3c09MDS5cuhbFjx8LgwYPhlFNOgUceecRQa91FtJ8ff/xxOPPMM+G4446D0aNHwz/+4z9CZ2enoda6yYsvvgiXXHIJnHjiiZDJZODpp5+O/IzxtZAlmCeeeIINHDiQPfzww2z37t1s0aJFbNiwYezdd98NfP8777zDjjvuOLZo0SK2e/du9vDDD7OBAweyJ5980nDL3UK0nxctWsR+/vOfs1deeYW9+eab7NZbb2UDBw5kf/jDHwy33D1E+9rn448/ZieffDKbNWsWO/PMM8001mFk+vnSSy9lX/3qV9mmTZtYe3s7+6//+i+2bds2g612D9F+3rp1KxswYAC777772DvvvMO2bt3KvvKVr7DLLrvMcMvdYuPGjWzp0qWsubmZAQB76qmnir7fxlqYaGVk6tSpbMGCBXmvjR8/ni1ZsiTw/bfccgsbP3583mvXXXcdO+ecc7S1MQmI9nMQEydOZI2Njaqbljhk+/qKK65gy5YtY8uXLydlhAPRfv7Nb37DysrKWGdnp4nmJQbRfr7rrrvYySefnPfa/fffz6qrq7W1MWnwKCM21sLEHtN8/vnnsGPHDpg1a1be67NmzYLt27cHfubll1/u9/7Zs2fDq6++Cl988YW2trqMTD8XcvToUThy5AiUl5fraGJikO3rNWvWwNtvvw3Lly/X3cREINPPzz77LEyZMgV+8YtfwJgxY+C0006DH//4x/CXv/zFRJOdRKafp02bBvv374eNGzcCYwzef/99ePLJJ+Gb3/ymiSanBhtroROF8mTo6OiAbDYLVVVVea9XVVXBoUOHAj9z6NChwPf39vZCR0cHjB49Wlt7XUWmnwu5++674c9//jNcfvnlOpqYGGT6+q233oIlS5bA1q1bobQ0sdNdKTL9/M4778BLL70EQ4YMgaeeego6OjrghhtugMOHD5PfSAgy/Txt2jR4/PHH4YorroDPPvsMent74dJLL4UHHnjARJNTg421MLGWEZ9MJpP3f8ZYv9ei3h/0OpGPaD/7rF27Fm677TZYt24dnHDCCbqalyh4+zqbzcK8efOgsbERTjvtNFPNSwwiY/ro0aOQyWTg8ccfh6lTp8I3vvENuOeee+DRRx8l60gEIv28e/duWLhwIfz0pz+FHTt2wHPPPQft7e2wYMECE01NFabXwsRulUaOHAklJSX9NOwPPvign8bnM2rUqMD3l5aWQkVFhba2uoxMP/usW7cOvve978GGDRtg5syZOpuZCET7+siRI/Dqq6/Czp074Yc//CEAeIsmYwxKS0vh+eefh69//etG2u4SMmN69OjRMGbMmLxS6RMmTADGGOzfvx9OPfVUrW12EZl+XrFiBZx33nmwePFiAAA444wzYNiwYVBbWwt33HEHWa8VYWMtTKxlZNCgQTB58mTYtGlT3uubNm2CadOmBX7m3HPP7ff+559/HqZMmQIDBw7U1laXkelnAM8i8t3vfheamprovJcT0b4eMWIEvPbaa7Br166+nwULFsDpp58Ou3btgq9+9aummu4UMmP6vPPOg/feew8++eSTvtfefPNNGDBgAFRXV2ttr6vI9POnn34KAwbkL1slJSUAcGznTsTHylqozTUWAX7Y2OrVq9nu3btZQ0MDGzZsGNuzZw9jjLElS5awq6++uu/9fjjTTTfdxHbv3s1Wr15Nob0ciPZzU1MTKy0tZatWrWIHDx7s+/n4449t3YIziPZ1IRRNw4doPx85coRVV1ezuXPnstdff51t2bKFnXrqqezaa6+1dQtOINrPa9asYaWlpezBBx9kb7/9NnvppZfYlClT2NSpU23dghMcOXKE7dy5k+3cuZMBALvnnnvYzp07+0KoMayFiVZGGGNs1apVbOzYsWzQoEFs0qRJbMuWLX1/mz9/Pps+fXre+9va2tjZZ5/NBg0axMaNG8ceeughwy12E5F+nj59OgOAfj/z588333AHER3TuZAywo9oP7/xxhts5syZbOjQoay6uprdfPPN7NNPPzXcavcQ7ef777+fTZw4kQ0dOpSNHj2aXXXVVWz//v2GW+0WmzdvLipzMayFGcbItkUQBEEQhD0S6zNCEARBEIQbkDJCEARBEIRVSBkhCIIgCMIqpIwQBEEQBGEVUkYIgiAIgrAKKSMEQRAEQViFlBGCIAiCIKxCyghBEARBEFYhZYQgCIIgCKuQMkIQBEEQhFVIGSEIgiAIwiqkjBAEQRAEYZX/DxniuR88J4+vAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_scatter(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the number we see in the output is number of iteration the algorithm used to adjust the location of the text. The result is much better! The text doesn't overlap anything and is legible while clearly corresponding to one particular point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### A very simple example from http://stackoverflow.com/q/19073683/1304161, but I'll show some special tricks with it\n", "First let's just create the data and plot it with no adjustment or anything. Then I will show how to restrict movement along one of the axes, repel text from the lina and some logic behind potential adjustment of parameters to make your plot look nicer." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "together = [(0, 1.0, 0.4), (25, 1.0127692669427917, 0.41), (50, 1.016404709797609, 0.41), (75, 1.1043426359673716, 0.42), (100, 1.1610446924342996, 0.44), (125, 1.1685687930691457, 0.43), (150, 1.3486407784550272, 0.45), (250, 1.4013999168008104, 0.45)]\n", "together.sort()\n", "\n", "text = [x for (x,y,z) in together]\n", "eucs = [y for (x,y,z) in together]\n", "covers = [z for (x,y,z) in together]\n", "def plot_eucs_covers():\n", " plt.plot(eucs,covers,color=\"black\", alpha=0.5)\n", " texts = []\n", " for xt, yt, s in zip(eucs, covers, text):\n", " texts.append(plt.text(xt, yt, s, ha='center', va='center'))\n", " return texts\n", "_ = plot_eucs_covers()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's just apply the text adjustment with all default parameters and define the arrow properties we like." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { 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mT5+OqKgodlXIIjCwEBGZObVajbS0NFy7dg0A8MILLyA5ORmDBg2SuDKinsPAQkRkpoQQKCwsxIEDB9DY2AiFQoHp06cjMjKSXRWyOAwsRERmSKVSIS0tDdevXwcADB48GElJSeyqkMXqVgTfsmUL/P39YWdnh7CwMGRnZ3dpv9zcXCgUCoSEhHS4zVdffQWZTIbk5OTulEZEZNGEEDhz5gy2bNmC69evQ6FQIDY2Fj/84Q8ZVsiiGd1h2bVrF1atWoUtW7YgOjoaf/7znxEfH49Lly5hyJAhHe6nUqmwdOlSzJw5E+Xl5e1uc/v2bfziF79ATEyMsWUREVm8p7sqvr6+SEpKgru7u8SVEfU+mRBCGLNDREQEQkNDsXXrVv2y0aNHIzk5GZs2bepwv0WLFiEgIAByuRwpKSkoKioyWK/VajF16lS89tpryM7ORlVVFVJSUrpcl1qthrOzM1QqFZRKpTFDIupXqqurUV1dDR8fH6lLoS5q7apkZGTor1WZMWMGJk2axGtVyOx19fvbqP/SNRoNCgoKEBsba7A8NjYWeXl5He63fft2XL9+HevWretwm40bN2LQoEF4/fXXu1RLY2Mj1Gq1wYuIOqfVarH9k0/w6aeforKyUupyqAuqqqrwj3/8A3v27EFjYyN8fX2xfPly3q5M/Y5RPwk9fPgQWq22zbTOnp6eKCsra3ef4uJirFmzBtnZ2VAo2v+43Nxc/PWvf23TdenMpk2bsGHDhi5vT0TA+X/+E49+9Stg3TqUl5dj4MCBUpdEHRBCoKCgABkZGdBoNFAoFJg5cyYiIiIYVKhf6tZdQjKZzOC9EKLNMqDlb3OLFy/Ghg0bEBgY2O6xqqur8W//9m/49NNPjfod9p133sHq1av179VqNXx9fbu8P1F/I4RAzoMHwJo1AFr+5k6m6fHjx0hLS8PNmzcBAEOGDEFSUhIDJvVrRgUWd3d3yOXyNt2UioqKdh+mVV1djfz8fBQWFmLlypUAAJ1OByEEFAoFMjIy4Obmhlu3biEhIUG/n06naylOocDVq1cxfPjwNse2tbWFra2tMeUTma2srCz85je/QUFBAUpLS7F7926DO+mEENiwYQO2bduGx48fIyIiAv/zP/+DsWPH6rc5d+4cdu7ciQsXLqC5uRnffvstvv76awwePFiCEVF7hBDIz89HZmYmNBoNrK2tMXPmTEycOJFdFer3jAosNjY2CAsLQ2ZmJhYsWKBfnpmZiaSkpDbbK5VKnD9/3mDZli1bcPjwYfzzn/+Ev78/5HJ5m23effddVFdX4/e//z27JkQAamtrERwcjNdeew0vv/xym/UffvghPv74Y+zYsQOBgYF4//33MXv2bFy9ehVOTk4QQuAnP/kJrly5gmXLlkGn0yEnJwfz589HQUEB5HK5BKOiJz3dVfHz80NSUhLc3NwkrozINBj9k9Dq1auxZMkShIeHIzIyEtu2bUNJSQmWL18OoOWnmnv37mHnzp2wsrJCUFCQwf4eHh6ws7MzWP70Ni4uLu0uJ+qv4uPjER8f3+46IQQ2b96MtWvX4qWXXgIA/P3vf4enpye++OILvPnmmzh37hxycnLw/e9/HytWrMDXX3+NxYsX4z//8z9x8OBBxMXF9eVw6AlCCJw+fRoHDx7Ud1VmzZqFiRMntvtTO1F/ZXRgWbhwISorK7Fx40aUlpYiKCgI6enp8PPzAwCUlpaipKSkxwslovbdvHkTZWVlBnfv2draYurUqcjLy8Obb76JL774AjqdDi+99BJeeOEF/XZBQUHIy8tjYJHIo0ePkJaWhlu3bgFgV4WoM9266HbFihVYsWJFu+t27NjR6b7r16/H+vXrO93mWccgov/Tek1Ze3fv3b59G3fv3sW1a9cgl8sRFxeHAQMGQCaToampCe7u7h3e4Ue9RwiBU6dO4eDBg2hqaoK1tTVmz56NCRMmsKtC1AE+S4jIQnR0915OTo5+vbOzMwDAyckJarUaTU1N/ILsY48ePUJqaipu374NABg6dCiSkpLg6uoqcWVEpo2BhcjMeXl5AWjptHh7e+uXV1RUwNnZGVeuXIGjoyOam5vx+PFjuLq6wsXFBWq1GuXl5Zg+fbpUpfcrQgicPHkShw4dQlNTE2xsbDB79myEh4czNBJ1Ae+TIzJz/v7+8PLyQmZmpn6ZRqPBsWPH9H9rnzZtGqytrfXbuLi4oLq6GteuXUNUVJQkdfcnlZWV2L59O/bv34+mpib4+/vjxz/+MX8CIjICOyxEZqCmpgbXrl3Tv7958yaKiorg5uaGIUOGYNWqVfjggw8QEBCAgIAAfPDBB7C3t9dPNBYXF4fXX38dP//5zzFw4EA8ePAAu3fvhp+fH2bNmiXVsCyeTqfDqVOnDLoqsbGxCAsLY1AhMhIDC5EZyM/PN/jppnWW52XLlmHHjh345S9/ifr6eqxYsUI/cdy7776LBw8eYPjw4fDx8cHvfvc7KBQKvPLKK6itrYWfnx/eeustzsHSSyorK5Gamqq/a3LYsGFITEzUT9tARMYx+mnNpopPayb6PzU1Ndi8eTOam5uxbNky+Pv7G6y/ceMGdu7cCXd3d/0s1NQzdDqd/lqV5uZm2NjYIC4uDqGhoeyqELWjq9/f7LAQWaATJ06gubkZgwcPxtChQ9usb/1bflVVVYfPAiPjPXz4EKmpqbhz5w4AYPjw4UhISGBXhagHMLAQWZiGhgacPn0aABATE9NuGHF2doZMJkNzczNqa2vh6OjY12VaFJ1OhxMnTuDw4cNobm6Gra0tYmNj2VUh6kEMLEQW5tSpU2hsbISHh0eHT0mXy+X6uViqqqoYWJ7Dw4cPkZKSgrt37wJo6aokJibq57whop7BwEJkQZqamnDixAkAwOTJkzv9272rq6s+sPCJzcbT6XQ4fvw4jhw5ou+qxMXFYfz48eyqEPUCBhYiC3LmzBnU1dXBxcXlmQ8PdXFxwe3bt1FVVdU3xVmQBw8eIDU1Vd9VGTFiBBISEthVIepFDCxEFkKr1SIvLw8AEB0dDSurzueFfPLCW+oanU6HvLw8HD16VN9VmTNnDkJCQthVIeplDCxEFuL8+fNQqVRwdHTE+PHjn7k9A4txKioqkJqainv37gEAAgICkJCQwGkUiPoIAwuRBdDpdPqHHEZGRkKhePYfbQaWrtHpdMjNzcXRo0eh1WphZ2eHOXPmIDg4mF0Voj7EwEJkAa5cuYKHDx/Czs4O4eHhXdqHc7E8W0VFBVJSUnD//n0AQGBgIObPn8+uCpEEGFiIzJwQQt9dmThxImxtbbu0n1Kp1M/FUlNTAycnp94s06xotVrk5ubi2LFj+q5KfHw8XnzxRQY7IokwsBCZuRs3buD+/fuwtrZGREREl/eTy+VQKpVQqVSoqqpiYPmX8vJypKSkoLS0FEBLVyUhIYH/fogkxsBCZOays7MBAKGhoRgwYIBR+7q4uOgDi6+vb2+UZza0Wi1ycnKQlZUFrVYLe3t7xMfHY9y4ceyqEJkABhYiM3b37l3cunULVlZWiIqKMnp/zsXSoqysDKmpqfquysiRIzF//nx2VYhMCAMLkRlr7a4EBwd3a9IyV1dXAP33TqHWrsqxY8eg0+lgb2+PuXPnIigoiF0VIhPDwEJkpioqKnD16lXIZDJER0d36xj9+dbmsrIypKSkoKysDAAwatQozJ8/n89VIjJRDCxEZqr1zqDRo0fD3d29W8foj4FFq9UiOzsbWVlZ7KoQmREGFiIz9PjxY1y4cAFAy0MOu6u/zcVSWlqKlJQUlJeXA2gJe/PmzWNXhcgMMLAQmaHc3FzodDoMHz4cPj4+3T6OUqmElZUVtFqtRc/FotVqkZWVhezsbOh0Ojg4OGDu3LkYO3asxYc0IkvBwEJkZmpqalBUVAQAiImJea5jWVlZQalUoqqqymLnYnm6qzJmzBjMmzfP6FvAiUhaDCxEZub48eNobm6Gr68v/Pz8nvt4Li4uqKqqwuPHjy1qLpbm5mZkZWUhJydH31WZN28exo4dK3VpRNQNDCxEZqS+vh6nT58G0HLtSk/8nGGJF97ev38fKSkpqKioAACMHTsWc+fOZVeFyIwxsBCZkdOnT0Oj0cDDwwOBgYE9ckxLCizNzc04duyY/hqfAQMGYN68eRgzZozUpRHRc2JgITITGo0GJ06cANBy7UpPXSxqKYHl3r17SElJwYMHDwAAQUFBiI+PZ1eFyEIwsBCZiTNnzqCurg6urq49eh2GuQeW5uZmHD16FLm5uRBCYMCAAZg/fz5Gjx4tdWlE1IMYWIjMgFarRV5eHgAgOjoaVlZWPXbs1un5VSoVdDpdjx67tz3dVRk3bhzi4+Ph4OAgcWVE1NMYWIjMwLlz56BWq+Ho6IiQkJAePbaTk5PBXCxKpbJHj98bmpubceTIEeTl5UEIAUdHR8ybN49dFSILxsBCZOJ0Op1+Gv7IyEgoFD37x9bKygrOzs54/PgxqqqqTD6w3L17FykpKXj48CEA4MUXX8ScOXPYVSGycAwsRCbuypUrqKyshJ2dHcLDw3vlM1xcXPSBZciQIb3yGc+rqakJR48eNeiqzJ8/H6NGjZK6NCLqAwwsRCZMCIHs7GwAQEREBGxtbXvlc0z9wts7d+4gNTXVoKsSHx8Pe3t7iSsjor7CwEJkwm7cuIHS0lJYW1sjIiKi1z6nNbA8fvy41z6jO5qamnDkyBEcP34cQgg4OTlh/vz5GDlypNSlEVEfY2AhMmGt3ZWwsLBevUbDFDssJSUlSE1NRWVlJQAgODgYc+bMYVeFqJ9iYCEyUXfu3MGtW7cgl8sRGRnZq59lSoGlqakJhw8fxokTJ/RdlYSEhB6b2ZeIzBMDC5GJar0z6MUXX4Szs3OvflZrYJF6LpanuyohISGIi4tjV4WIGFiITFF5eTmuXr0KmUyG6OjoXv+81rlYdDodqqurez0gPa2pqQmHDh3CyZMnIYSAUqlEQkICAgIC+rQOIjJdDCxEJqi1uzJmzBi4u7v3+uc9PRdLXwaW27dvIzU1FY8ePQIAjB8/HnFxcbCzs+uzGojI9DGwEJmYx48f48KFCwCAyZMn99nnurq66gOLn59fr3+eRqPBoUOHcOrUKX1XJTExESNGjOj1zyYi88PAQmRiWh/iN2LECHh7e/fZ5/blhbe3bt1Camqq/jbq0NBQxMbGsqtCRB1iYCEyIdXV1SgsLAQAxMTE9Oln90Vg0Wg0OHjwIE6dOgUAcHZ2RkJCArsqRPRMDCxEJuTEiRPQarXw9fXt8ynyezuw3Lx5E2lpafquSlhYGGbPns2uChF1CQMLkYmor6/H6dOnAbR0V2QyWZ9+fm/NdqvRaJCZmakfm7OzMxITEzF8+PAe/RwismwMLEQm4tSpU9BoNPD09JTkdt7WwKJWq3tsLpabN28iNTVV37UJDw/H7Nmze+2ZSERkuRhYiEyARqPByZMnAbTcGdTX3RWgZS4WuVwOrVYLtVqtDzDd0djYiIMHD+q7Ki4uLkhMTMSwYcN6qFoi6m8YWIhMwJkzZ1BXVwdXV1eMHTtWkhpkMhmcnZ3x6NEjVFVVdTuw3LhxA2lpafquyoQJEzBr1ix2VYjouTCwEElMq9UiLy8PQEt3Rapp8YGWTkhrYDFWY2MjMjMzkZ+frz9WUlIS/P39e7hKIuqPGFiIJHbu3Dmo1Wo4OTkhODhY0lq6e6fQ9evXkZaWBpVKBaClqzJ79mzY2Nj0cIVE1F8xsBBJSKfT6afhj4yMhEIh7R9JV1dXAF0PLI2NjcjIyEBBQYF+/8TERHZViKjHMbAQSejy5cuorKyEvb09wsLCpC7HqA7LtWvXsGfPHn1XZeLEiZg1axa7KkTUKxhYiCQihNB3VyZOnGgSF6V2JbA0NDQgIyMDZ86cAdDSVUlKSsLQoUN7v0Ai6rcYWIgkcv36dZSWlsLa2hoRERFSlwPg2XOxXLt2DWlpaVCr1QCAiIgIzJw5k10VIup1DCxEEsnOzgbQMpmag4ODxNW0cHR01M/FolKp9Ne0NDQ04MCBA/rnHLm5uSEpKalPnupMRAQA3bp/csuWLfD394ednR3CwsL0/+N9ltzcXCgUCoSEhBgs/+abbxAeHg4XFxcMGDAAISEh+Mc//tGd0ojMQklJCW7fvg25XI7IyEipy9GTyWRtfhYqLi7Gli1bUFhYCJlMhkmTJuHHP/4xwwoR9SmjOyy7du3CqlWrsGXLFkRHR+PPf/4z4uPjcenSpU4f1qZSqbB06VLMnDkT5eXlBuvc3Nywdu1ajBo1CjY2Nti7dy9ee+01eHh4IC4uzvhREZm41mtXgoODoVQqJa7GkIuLCyorK1FWVoazZ8+iqKgIQMuf0+Tk5D5/KCMREQDIhBDCmB0iIiIQGhqKrVu36peNHj0aycnJ2LRpU4f7LVq0CAEBAZDL5UhJSdH/T7AjoaGhmDdvHv7rv/6rS3Wp1Wo4OztDpVKZ3BcA0ZPKy8uxdetWyGQyrFy5EgMHDpS6JAN79uzR36YMQN9VmTFjBqytrSWsjIgsUVe/v436SUij0aCgoACxsbEGy2NjY/UzdbZn+/btuH79OtatW/fMzxBC4NChQ7h69SqmTJnS4XaNjY1Qq9UGLyJz0NpdGTNmjMmFFQAGU/IPHDgQP/zhDxEXF8ewQkSSMuonoYcPH0Kr1cLT09NguaenJ8rKytrdp7i4GGvWrEF2dnank2KpVCq88MILaGxshFwux5YtWzB79uwOt9+0aRM2bNhgTPlEknv06BEuXLgAoGUaflM0atkynB87FiPefhvTp09nUCEik9Ctu4SefpKsEKLdp8tqtVosXrwYGzZsQGBgYKfHdHJyQlFREWpqanDo0CGsXr0aw4YNw7Rp09rd/p133sHq1av179VqNXx9fY0fDFEfys3NhRACAQEB8Pb2lrqcdg36f/8PK0aOBJycpC6FiEjPqJ+E3N3dIZfL23RTKioq2nRdAKC6uhr5+flYuXIlFAoFFAoFNm7ciLNnz0KhUODw4cP/V4iVFUaMGIGQkBD8/Oc/x/e+971Or4mxtbWFUqk0eBGZsurqav21W73RXcnKykJCQgJ8fHwgk8mQkpKiX9fU1IT/+I//wLhx4zBgwAD4+Phg6dKluH//vsExpk2bBtmECZAplZDJZJDJZFi0aFGP10pEZCyjAouNjQ3CwsKQmZlpsDwzMxNRUVFttlcqlTh//jyKior0r+XLl2PkyJEoKirqdLIsIQQaGxuNKY/IpB0/fhxarRZDhgzplVuCa2trERwcjE8++aTNurq6Opw5cwbvvfcezpw5g2+++QbfffcdEhMT22z7ox/9CKWlpfrXn//85x6vlYjIWEb/JLR69WosWbIE4eHhiIyMxLZt21BSUoLly5cDaPmp5t69e9i5cyesrKwQFBRksL+Hhwfs7OwMlm/atAnh4eEYPnw4NBoN0tPTsXPnToM7kYjMWX19PfLz8wEAMTExvfIZ8fHxiI+Pb3eds7Nzm79o/PGPf8TEiRNRUlJicKuyg4MDvLy8eqVGIqLuMjqwLFy4EJWVldi4cSNKS0sRFBSE9PR0/d8YS0tLUVJSYtQxa2trsWLFCty9exf29vYYNWoUPvvsMyxcuNDY8ohM0qlTp6DRaODl5YURI0ZIXQ6Algvdn5wortXnn3+Ozz77DJ6enoiPj8e6devgxOtZiEhiRs/DYqo4DwuZKo1Gg9/97neor6/H9773vTZdx94gk8mwe/duJCcnt7u+oaEBkydP1v/loNWnn34Kf39/eHl54cKFC3jnnXcwYsSINt0ZIqKe0tXvbz5LiKiXFRQUoL6+Hm5ubhgzZozU5aCpqQmLFi2CTqfDli1bDNb96Ec/0v9zUFAQAgICEB4ejjNnziA0NLSvSyUi0uvWs4SIqGuam5tx/PhxAEB0dHSbpx/3taamJrzyyiu4efMmMjMzn9mNDA0NhbW1NYqLi/uoQiKi9rHDQtSLzp07B7VaDScnJwQHB0taS2tYKS4uxpEjR7o0y+7FixfR1NRksnPGEFH/wcBC1Et0Oh1yc3MBAFFRUZ3O9NwTampqcO3aNf37mzdvoqioCG5ubvDx8cH3vvc9nDlzBnv37oVWq9XPp+Tm5gYbGxtcv34dn3/+OebOnQt3d3dcunQJP//5zzF+/HhER0f3au1ERM/CwELUSy5fvozKykrY29sjLCys1z8vPz8f06dP179vnQl62bJlWL9+PdLS0gAAISEhBvsdOXIE06ZNg42NDQ4dOoTf//73qKmpga+vL+bNm4d169ZBLpf3ev1ERJ1hYCHqBUIIZGdnA2h5wrmNjU2vf+a0adPQ2U1/z7oh0NfXF8eOHevpsoiIegQvuiXqBdeuXUNZWRlsbGwwceJEqcshIjJ7DCxEvSAnJwcAEBYWBgcHB4mrISIyfwwsRD2spKQEt2/fhlwuR2RkpNTlEBFZBAYWoh7Weu1KSEgIZ10mIuohDCxEPaisrAzFxcWQyWS8FZiIqAcxsBD1oNZrV8aOHQs3NzeJqyEishwMLEQ95NGjR7h48SIAYPLkyRJXQ0RkWRhYiHpIbm4uhBAICAiAl5eX1OUQEVkUBhaiHqBWq1FUVAQAiImJkbYYIiILxMBC1AOOHz8OrVaLIUOGYMiQIVKXQ0RkcRhYiJ5TXV0dCgoKALC7QkTUWxhYiJ7TqVOnoNFo4OXlhREjRkhdDhGRRWJgIXoOGo0GJ0+eBNByZ5BMJpO4IiIiy8TAQvQcCgoKUF9fDzc3N4wZM0bqcoiILBYDC1E3NTc3Iy8vD0BLd8XKin+ciIh6C/8PS9RNZ8+eRXV1NZycnPDiiy9KXQ4RkUVjYCHqBp1Oh9zcXABAVFQUFAqFxBUREVk2Bhaibrh06RIePXoEe3t7hIWFSV0OEZHFY2AhMpIQQv+Qw4iICNjY2EhcERGR5WNgITLStWvXUFZWBhsbG0REREhdDhFRv8DAQmSk7OxsAEB4eDjs7e0lroaIqH9gYCEywu3bt1FSUgK5XI7IyEipyyEi6jcYWIiM0HrtSkhICJycnCSuhoio/2BgIeqisrIyFBcXQyaTITo6WupyiIj6FQYWoi5qvXZl7NixcHNzk7gaIqL+hYGFqAsqKytx6dIlAEBMTIzE1RAR9T8MLERdkJubCyEEAgMD4enpKXU5RET9DgML0TOo1WqcPXsWQMtDDomIqO8xsBA9w/Hjx6HVauHn54chQ4ZIXQ4RUb/EwELUibq6OuTn5wPgtStERFJiYCHqxMmTJ9HU1ARvb28MHz5c6nKIiPotBhaiDjQ2NuLUqVMAWq5dkclkEldERNR/MbAQdaCgoAD19fUYOHAgRo8eLXU5RET9GgMLUTuam5tx/PhxAEB0dDSsrPhHhYhISvy/MFE7zp49i+rqaiiVSgQHB0tdDhFRv8fAQvQUnU6H3NxcAEBUVBTkcrnEFREREQML0VMuXbqER48ewcHBAaGhoVKXQ0REYGAhMiCE0D/kMCIiAjY2NhJXREREAAMLkYHi4mKUl5fDxsYGEydOlLocIiL6FwYWon95srsSHh4Oe3t7iSsiIqJWDCxE/1JSUoI7d+5ALpcjMjJS6nKIiOgJDCxE/9LaXRk/fjycnJwkroaIiJ7EwEIEoLS0FNeuXYNMJkNUVJTU5RAR0VMYWIgA5OTkAACCgoLg5uYmcTVERPQ0Bhbq9yorK3Hp0iUALQ85JCIi08PAQv1ebm4uhBAIDAyEp6en1OUQEVE7GFioX1Or1Th79iwAICYmRuJqiIioIwws1K/l5eVBq9Vi6NCh8PX1lbocIiLqAAML9Vt1dXUoKCgAwGtXiIhMHQML9VsnT55EU1MTvL29MXz4cKnLISKiTnQrsGzZsgX+/v6ws7NDWFiYfsKtZ8nNzYVCoUBISIjB8k8//RQxMTFwdXWFq6srZs2ahVOnTnWnNKIuaWxsxMmTJwG0XLsik8kkroiIiDpjdGDZtWsXVq1ahbVr16KwsBAxMTGIj49HSUlJp/upVCosXboUM2fObLPu6NGj+MEPfoAjR47g+PHjGDJkCGJjY3Hv3j1jyyPqkoKCAjQ0NGDgwIEYNWqU1OUQEdEzyIQQwpgdIiIiEBoaiq1bt+qXjR49GsnJydi0aVOH+y1atAgBAQGQy+VISUlBUVFRh9tqtVq4urrik08+wdKlS7tUl1qthrOzM1QqFZRKZZfHQ/1Pc3MzNm/ejJqaGiQlJWH8+PFSl0RE1G919fvbqA6LRqNBQUEBYmNjDZbHxsYiLy+vw/22b9+O69evY926dV36nLq6OjQ1NXU642hjYyPUarXBi+hZmpubkZGRgZqaGiiVSrz44otSl0RERF2gMGbjhw8fQqvVtplcy9PTE2VlZe3uU1xcjDVr1iA7OxsKRdc+bs2aNXjhhRcwa9asDrfZtGkTNmzY0PXiqd8rKyvD7t27UV5eDgCYNm0a5HK5xFUREVFXGBVYWj19gaIQot2LFrVaLRYvXowNGzYgMDCwS8f+8MMP8eWXX+Lo0aOws7PrcLt33nkHq1ev1r9Xq9WcR4PapdPpkJOTg2PHjkGr1cLBwQHz58/HmDFjpC6NiIi6yKjA4u7uDrlc3qabUlFR0e6U5tXV1cjPz0dhYSFWrlwJoOXLQwgBhUKBjIwMzJgxQ7/9Rx99hA8++AAHDx58Zqve1tYWtra2xpRPFmro0KG4fft2m+UrVqzAhg0bkJiYiOPHjxus++abb3DixIm+KpGIiJ6TUYHFxsYGYWFhyMzMxIIFC/TLMzMzkZSU1GZ7pVKJ8+fPGyzbsmULDh8+jH/+85/w9/fXL//Nb36D999/HwcOHEB4eLix46B+7PTp09Bqtfr3Fy5cwOzZszF27Fj86U9/Ql1dHQIDA7F161aMHj0aMpkMNjY2ElZMRETGMvonodWrV2PJkiUIDw9HZGQktm3bhpKSEixfvhxAy0819+7dw86dO2FlZYWgoCCD/T08PGBnZ2ew/MMPP8R7772HL774AkOHDtV3cBwdHeHo6Pg846N+YNCgQQbv169fDw8PD5SXl0Mmk8HJyQmDBw826OYREZF5MXoeloULF2Lz5s3YuHEjQkJCkJWVhfT0dPj5+QEASktLnzkny9O2bNkCjUaD733ve/D29ta/PvroI2PLo35MCIETJ07gH//4B4KCgmBra4v58+dj+PDhyMnJgYeHBwIDA/GjH/0IFRUVUpdLRERGMHoeFlPFeVj6N7VajbS0NKSmpuLrr7/GRx99hNdeew2urq7YtWsXHB0d4efnh5s3b+K9995Dc3MzCgoKeB0UEZHEuvr9zcBCZk0IgfPnzyM9PR0NDQ34/PPP4enpiezs7A6n2y8tLYWfnx+++uorvPTSS31cMRERPamr39/duq2ZyBTU1tZi7969uHz5MoCWO8du3LiBjz76qNNnA3l7e8PPzw/FxcV9VSoRET0nBhYyS5cvX8bevXtRW1sLKysrTJs2DYcOHYKHhwfmzZvX6b6VlZW4c+cOvL29+6haIiJ6XgwsZFbq6+vx7bff4ty5cwBaZllesGABPDw8sGTJEixbtsxgRuWamhqsX78eL7/8Mry9vXHr1i386le/gru7u8Gt+UREZNoYWMhsXLt2DWlpaVCr1ZDJZJg8eTKmTp2qn4SwpKQEP/zhDw32kcvlOH/+PHbu3Imqqip4e3tj+vTp2LVrF5ycnCQaCRERGYsX3ZLJa2xsRGZmJvLz8wEAAwcOxIIFCzB48GCJKyMioufFi27JIty+fRspKSl4/PgxACAiIgKzZs2CtbW1xJUREVFfYmAhk9TU1ITDhw/jxIkTEELAxcUFSUlJBo9zICKi/oOBhUzOvXv3sHv3bjx8+BAAEBoairi4OE7yRkTUjzGwkMnQarU4duwYcnJyoNPp4OTkhMTERAQEBEhdGhERSYyBhUxCeXk5du/erX/w5bhx4zB37lzY29tLXBkREZkCBhaSlE6nQ25uLo4ePQqtVgsHBwfMmzcPY8eOlbo0IiIyIQwsJJmHDx8iJSUFd+/eBQCMHDkSCQkJcHR0lLgyIiIyNQws1OeEEDh58iQOHTqEpqYm2NraYu7cuXjxxRc7fQYQERH1Xwws1KeqqqqQkpKCW7duAQCGDRuGpKQkODs7S1sYERGZNAYW6hNCCBQWFmL//v3QaDSwtrZGbGwswsPD2VUhIqJnYmChXlddXY20tDQUFxcDAIYMGYLk5GS4ublJXBkREZkLBhbqNUIIXLhwAenp6aivr4dCocCMGTMwadIkWFlZSV0eERGZEQYW6hW1tbXYt28fLl26BADw8fHBggULMGjQIIkrIyIic8TAQj3uypUr2LNnD2pra2FlZYWpU6di8uTJkMvlUpdGRERmioGFekxDQwO+/fZbnD17FgDg4eGBBQsWwNvbW+LKiIjI3DGwUI+4fv06UlNToVarIZPJEB0djWnTpkGh4H9iRET0/PhtQs9Fo9EgIyMD+fn5AAA3NzcsWLAAvr6+EldGRESWhIGFuu327dtISUnB48ePAQATJ07ErFmzYGNjI3FlRERkaRhYyGjNzc04fPgwjh8/DiEEnJ2dkZSUhGHDhkldGhERWSgGFjLKvXv3kJKSggcPHgAAxo8fj7i4ONjZ2UlcGRERWTIGFuoSrVaLrKwsZGdnQ6fTwdHREYmJiQgMDJS6NCIi6gcYWOiZysvLkZKSgtLSUgBAUFAQ5s6dCwcHB4krIyKi/oKBhTqk0+mQl5eHI0eOQKvVwt7eHvPmzUNQUJDUpRERUT/DwELtqqysREpKCu7cuQMACAwMRGJiIhwdHSWujIiI+iMGFjIghMCpU6dw8OBBNDU1wdbWFvHx8QgODoZMJpO6PCIi6qcYWEivqqoKqampuHnzJgBg2LBhSEpKgrOzs8SVERFRf8fAQhBCoKioCPv370djYyOsra0xe/ZsTJgwgV0VIiIyCQws/Vx1dTX27NmD7777DgDg6+uL5ORkDBw4UOLKiIiI/g8DSz924cIF7Nu3D/X19ZDL5ZgxYwYiIyNhZWUldWlEREQGGFj6obq6Ouzbtw8XL14EAHh7e2PBggXw8PCQuDIiIqL2MbD0M1evXkVaWhpqa2thZWWFKVOmICYmBnK5XOrSiIiIOsTA0k80NDRg//79KCoqAgAMGjQICxYsgI+Pj7SFERERdQEDSz9w48YNpKamQqVSQSaTISoqCtOnT4dCwdNPRETmgd9YFkyj0SAzMxOnT58GALi5uSE5ORlDhgyRuDIiIiLjMLBYqJKSEqSkpODRo0cAgAkTJmD27NmwsbGRuDIiIiLjMbBYmObmZhw5cgR5eXkQQkCpVCIpKQnDhw+XujQiIqJuY2CxIPfv38fu3bvx4MEDAEBISAjmzJkDOzs7iSsjIiJ6PgwsFkCr1SI7OxtZWVnQ6XRwdHREQkICRo4cKXVpREREPYKBxcxVVFRg9+7dKC0tBQCMHTsW8+bNg4ODg8SVERER9RwGFjOl0+lw/PhxHD58GFqtFvb29pg3bx6CgoKkLo2IiKjHMbCYoUePHmH37t24c+cOACAwMBAJCQlwcnKSuDIiIqLewcBiRoQQOH36NDIzM9HU1ARbW1vMmTMHISEhkMlkUpdHRETUaxhYzIRKpUJqaipu3LgBAPD390dSUhJcXFykLYyIiKgPMLCYOCEEioqKsH//fjQ2NsLa2hqzZs3CxIkT2VUhIqJ+g4HFhNXU1GDPnj24evUqAGDw4MFYsGABBg4cKHFlREREfYuBxURdvHgRe/fuRX19PeRyOaZPn46oqChYWVlJXRoREVGfY2AxMXV1dUhPT8eFCxcAAF5eXliwYAE8PT0lroyIiEg6DCwm5OrVq9izZw9qampgZWWFmJgYTJkyBXK5XOrSiIiIJMXAYgIaGhpw4MABFBYWAgAGDRqE5ORkvPDCCxJXRkREZBoYWCR248YNpKamQqVSQSaTITIyEtOnT4e1tbXUpREREZmMbl3BuWXLFvj7+8POzg5hYWHIzs7u0n65ublQKBQICQkxWH7x4kW8/PLLGDp0KGQyGTZv3tydssyKRqNBeno6du7cCZVKBVdXV7z66quIjY1lWCEiInqK0YFl165dWLVqFdauXYvCwkLExMQgPj4eJSUlne6nUqmwdOlSzJw5s826uro6DBs2DL/+9a/h5eVlbElm586dO/jTn/6EU6dOAQAmTJiAH//4x/Dz85O4MiIiItMkE0IIY3aIiIhAaGgotm7dql82evRoJCcnY9OmTR3ut2jRIgQEBEAulyMlJQVFRUXtbjd06FCsWrUKq1atMqYsqNVqODs7Q6VSQalUGrVvX2lubsaRI0eQl5cHIQSUSiWSkpIwfPhwqUsjIiKSRFe/v426hkWj0aCgoABr1qwxWB4bG4u8vLwO99u+fTuuX7+Ozz77DO+//74xH9mhxsZGNDY26t+r1eoeOW5PUalU2LdvHxoaGvTL1Go1qqqqAADBwcGIj4+HnZ2dRBUSERGZD6MCy8OHD6HVatvMCeLp6YmysrJ29ykuLsaaNWuQnZ0NhaLnrvHdtGkTNmzY0GPH62lnzpzBd99912b5gAEDkJCQgFGjRklQFRERkXnqVoJ4+hk2Qoh2n2uj1WqxePFibNiwAYGBgd2rsAPvvPMOVq9erX+vVqvh6+vbo5/xPO7duwcAmDhxIvz9/QG0/Hvz8/ODvb29lKURERGZHaMCi7u7O+RyeZtuSkVFRbszsVZXVyM/Px+FhYVYuXIlAECn00EIAYVCgYyMDMyYMaNbhdva2sLW1rZb+/Y2IYQ+sISEhMDHx0fiioiIiMybUXcJ2djYICwsDJmZmQbLMzMzERUV1WZ7pVKJ8+fPo6ioSP9avnw5Ro4ciaKiIkRERDxf9b1s06ZNmDBhApycnODh4YHk5GT9gwhbvfrqq5DJZAavCRMmoL6+HgqFosMp9devX99mvyfvkBJCYP369fDx8YG9vT2mTZuGixcv9up4iYiITJXRPwmtXr0aS5YsQXh4OCIjI7Ft2zaUlJRg+fLlAFp+qrl37x527twJKysrBAUFGezv4eEBOzs7g+UajQaXLl3S//O9e/dQVFQER0dHjBgx4nnG91yOHTuGt956CxMmTEBzczPWrl2L2NhYXLp0CQMGDNBvN2fOHGzfvl3/vri4GIcOHYK3t3en0+qPHTsWBw8e1L9/ctsPP/wQH3/8MXbs2IHAwEC8//77mD17Nq5evQonJ6ceHikREZFpMzqwLFy4EJWVldi4cSNKS0sRFBSE9PR0/RwipaWlz5yT5Wn379/H+PHj9e8/+ugjfPTRR5g6dSqOHj1qbIk9Zv/+/Qbvt2/fDg8PDxQUFGDKlCn65ba2tgbdkdYp9p81tb5CoWh33hkhBDZv3oy1a9fipZdeAgD8/e9/h6enJ7744gu8+eab3R4TERGROerWTLcrVqzArVu30NjY2ObLe8eOHZ2GjPXr17eZg2Xo0KEQQrR5SRlW2qNSqQAAbm5uBsuPHj0KDw8PBAYG4kc/+pG+W/SswFJcXAwfHx/4+/tj0aJFuHHjBgDg5s2bKCsrQ2xsrH5bW1tbTJ06tdPbx4mIiCxVtwJLfySEwOrVqzF58mSDn7Pi4+Px+eef4/Dhw/jtb3+LU6dO4cMPP0RzczMGDx7c4fEiIiKwc+dOHDhwAJ9++inKysoQFRWFyspK/UXNxtw+TkREZMn48MMuWrlyJc6dO4ecnByD5QsXLtT/c1BQEF544QVMmDABJSUlcHFx6fB48fHx+n8eN24cIiMjMXz4cPz973/HpEmTAHT99nEiIiJLxw5LF7z99ttIS0vDkSNHOu2aAEBTUxNcXFyg0WiMChcDBgzAuHHjUFxcrL+upau3jxMREVk6BpZOCCGwcuVKfPPNNzh8+LB+ArjOXLlyBSqVCsOGDTPqsxobG3H58mV4e3vD398fXl5eBrePazQaHDt2rN3bx4mIiCwdfxLqxFtvvYUvvvgCqampcHJy0nc8nJ2dYW9vj5qaGqxfvx4vv/wyvL29cevWLaxfvx4ODg545ZVXOj32L37xCyQkJGDIkCGoqKjA+++/D7VajWXLlkEmk2HVqlX44IMPEBAQgICAAHzwwQdwcHDA4sWL+2LoREREJoWBpROtT6SeNm2awfLt27fj1VdfhVwux/nz57Fz505UVVXBy8sLbm5uSE5OxsiRIzs99t27d/GDH/wADx8+xKBBgzBp0iScOHFCf3v4L3/5S9TX12PFihV4/PgxIiIikJGRwTlYiIioX5IJIYTURfSErj6eujddu3YNn332GQYOHIi3335bkhqIiIjMSVe/v3kNSw9qfX7Qs+ZfISIiIuMwsPSgu3fvAmBgISIi6mkMLD3kySc0P+vWZyIiIjIOA0sPqaqqQl1dHeRyOedKISIi6mEMLD2k9ecgLy8vKBS8+YqIiKgnMbD0EF5wS0RE1HsYWHoIr18hIiLqPQwsPUCr1aK0tBQAOyxERES9gYGlB5SXl6O5uRn29vZwc3OTuhwiIiKLw8DSA568fsWYJzQTERFR1zCw9ABecEtERNS7GFh6AGe4JSIi6l0MLM+poaEBDx8+BMDAQkRE1FsYWJ7T/fv3AQCurq4YMGCAxNUQERFZJgaW58Sfg4iIiHofA8tz4oRxREREvY+B5Tk8+YRmdliIiIh6DwPLc1CpVKipqYGVlRW8vLykLoeIiMhiMbA8h9buipeXF6ytrSWuhoiIyHIxsDwH/hxERETUNxhYngPvECIiIuobDCzd9OQTmnmHEBERUe9iYOmmBw8eoKmpCXZ2dhg4cKDU5RAREVk0BpZuav05yMfHh09oJiIi6mUMLN3EC26JiIj6DgNLN3GGWyIior7DwNINjY2NePDgAQB2WIiIiPoCA0s33L9/H0IIODs7w9HRUepyiIiILB4DSzfw5yAiIqK+xcDSDZwwjoiIqG8xsHQD7xAiIiLqWwwsRlKr1aiuroaVlRV8fHykLoeIiKhfYGAxUuvPQR4eHnxCMxERUR9hYDESfw4iIiLqewwsRuIdQkRERH2PgcUIOp0O9+/fB8AOCxERUV9iYDHCgwcPoNFoYGNjA3d3d6nLISIi6jcYWIzw5PUrVlb8V0dERNRX+K1rBE4YR0REJA0GFiPwDiEiIiJpMLB0kUajQUVFBQDeIURERNTXGFiesGXLFvj7+8POzg5hYWHIzs7Wr2t9QrNSqYSTk5OEVRIREfU/DCz/smvXLqxatQpr165FYWEhYmJiEB8fj5KSEgD8OYiIiEhKDCz/8vHHH+P111/HG2+8gdGjR2Pz5s3w9fXF1q1bATCwEBERSYmBBS3XpxQUFCA2NtZgeWxsLPLy8gD83x1CvH6FiIio7zGwAHj48CG0Wi08PT0Nlnt6eqKsrAzV1dVQq9WQyWR8QjMREZEEGFieIJPJDN4LISCTyfQ/Bw0aNAg2NjZSlEZERNSvMbAAcHd3h1wuR1lZmcHyiooKeHp68oGHREREEmNgAWBjY4OwsDBkZmYaLM/MzERUVBRnuCUiIpJYtwJLZ/OVdCY3NxcKhQIhISFt1n399dcYM2YMbG1tMWbMGOzevbs7pXXb6tWr8Ze//AV/+9vfcPnyZfzsZz9DSUkJ/v3f/51PaCYiIpKY0YHlWfOVdESlUmHp0qWYOXNmm3XHjx/HwoULsWTJEpw9exZLlizBK6+8gpMnTxpbXrctXLgQmzdvxsaNGxESEoKsrCykp6fD0dERjY2NsLa2hoeHR5/VQ0RERP9HJoQQxuwQERGB0NBQ/fwkADB69GgkJydj06ZNHe63aNEiBAQEQC6XIyUlBUVFRfp1CxcuhFqtxrfffqtfNmfOHLi6uuLLL7/sUl1qtRrOzs5QqVRQKpXGDKlThYWFSE1NhZ+fH1577bUeOy4RERF1/fvbqA5LV+Yrac/27dtx/fp1rFu3rt31x48fb3PMuLi4To/Z2NgItVpt8OoNnDCOiIhIekYFlmfNV9Ke4uJirFmzBp9//jkUCkW725SVlRl1TADYtGkTnJ2d9S9fX19jhtJlvEOIiIhIet266Laj+UqeptVqsXjxYmzYsAGBgYE9csxW77zzDlQqlf51584dI0bQdZMmTUJ4eDgDCxERkYTab3l04FnzlTyturoa+fn5KCwsxMqVKwEAOp0OQggoFApkZGRgxowZ8PLy6vIxW9na2sLW1taY8rslODgYwcHBvf45RERE1DGjOizPmq/kaUqlEufPn0dRUZH+tXz5cowcORJFRUWIiIgAAERGRrY5ZkZGRrvHJCIiov7HqA4L0DJfyZIlSxAeHo7IyEhs27YNJSUlWL58OYCWn2ru3buHnTt3wsrKCkFBQQb7e3h4wM7OzmD5T3/6U0yZMgX//d//jaSkJKSmpuLgwYPIycl5zuERERGRJTA6sCxcuBCVlZXYuHEjSktLERQUhPT0dPj5+QEASktLnzkny9OioqLw1Vdf4d1338V7772H4cOHY9euXfoODBEREfVvRs/DYqp6ax4WIiIi6j29Mg8LERERkRQYWIiIiMjkMbAQERGRyWNgISIiIpPHwEJEREQmj4GFiIiITB4DCxEREZk8BhYiIiIyeQwsREREZPKMnprfVLVO2KtWqyWuhIiIiLqq9Xv7WRPvW0xgqa6uBgD4+vpKXAkREREZq7q6Gs7Ozh2ut5hnCel0Oty/fx9OTk6QyWQ9dly1Wg1fX1/cuXPHIp9RZOnjAyx/jByfeeP4zJuljw/o/TEKIVBdXQ0fHx9YWXV8pYrFdFisrKwwePDgXju+Uqm02P8YAcsfH2D5Y+T4zBvHZ94sfXxA746xs85KK150S0RERCaPgYWIiIhMHgPLM9ja2mLdunWwtbWVupReYenjAyx/jByfeeP4zJuljw8wnTFazEW3REREZLnYYSEiIiKTx8BCREREJo+BhYiIiEweAwsRERGZvH4VWLKyspCQkAAfHx/IZDKkpKQ8c59jx44hLCwMdnZ2GDZsGP70pz+12ebrr7/GmDFjYGtrizFjxmD37t29UP2z9cb4duzYAZlM1ubV0NDQS6PonLFjLC0txeLFizFy5EhYWVlh1apV7W5nruewK+MzpXNo7Pi++eYbzJ49G4MGDYJSqURkZCQOHDjQZjtzPX9dGZ85n7+cnBxER0dj4MCBsLe3x6hRo/C73/2uzXbmev66Mj5TOn9A974nWuXm5kKhUCAkJKTNur44h/0qsNTW1iI4OBiffPJJl7a/efMm5s6di5iYGBQWFuJXv/oVfvKTn+Drr7/Wb3P8+HEsXLgQS5YswdmzZ7FkyRK88sorOHnyZG8No0O9MT6gZXbD0tJSg5ednV1vDOGZjB1jY2MjBg0ahLVr1yI4OLjdbcz5HHZlfIDpnENjx5eVlYXZs2cjPT0dBQUFmD59OhISElBYWKjfxpzPX1fGB5jv+RswYABWrlyJrKwsXL58Ge+++y7effddbNu2Tb+NOZ+/rowPMJ3zBxg/xlYqlQpLly7FzJkz26zrs3Mo+ikAYvfu3Z1u88tf/lKMGjXKYNmbb74pJk2apH//yiuviDlz5hhsExcXJxYtWtRjtXZHT41v+/btwtnZuRcqfH5dGeOTpk6dKn7605+2WW7O5/BJHY3PVM+hseNrNWbMGLFhwwb9e0s5f62eHp+lnb8FCxaIf/u3f9O/t7Tz9/T4TPX8CWHcGBcuXCjeffddsW7dOhEcHGywrq/OYb/qsBjr+PHjiI2NNVgWFxeH/Px8NDU1dbpNXl5en9XZXV0ZHwDU1NTAz88PgwcPxvz589v87c/cmfM57CpLOYc6nQ7V1dVwc3PTL7Ok89fe+ADLOX+FhYXIy8vD1KlT9css6fy1Nz7A/M/f9u3bcf36daxbt67d9X11DhlYOlFWVgZPT0+DZZ6enmhubsbDhw873aasrKzP6uyuroxv1KhR2LFjB9LS0vDll1/Czs4O0dHRKC4ulqLkXmHO57ArLOkc/va3v0VtbS1eeeUV/TJLOn/tjc8Szt/gwYNha2uL8PBwvPXWW3jjjTf06yzh/HU2PnM/f8XFxVizZg0+//xzKBTtPy+5r86hxTytubfIZDKD9+JfEwM/uby9bZ5eZqqeNb5JkyZh0qRJ+vXR0dEIDQ3FH//4R/zhD3/ou0J7mTmfw2exlHP45ZdfYv369UhNTYWHh4fBOks4fx2NzxLOX3Z2NmpqanDixAmsWbMGI0aMwA9+8AP9enM/f52Nz5zPn1arxeLFi7FhwwYEBgZ2um1fnEMGlk54eXm1SYgVFRVQKBQYOHBgp9s8nTZNUVfG9zQrKytMmDDBbP520BXmfA67wxzP4a5du/D666/jf//3fzFr1iyDdZZw/job39PM8fz5+/sDAMaNG4fy8nKsX79e/4VuCeevs/E9zZzOX3V1NfLz81FYWIiVK1cCaPnZUggBhUKBjIwMzJgxo8/OIX8S6kRkZCQyMzMNlmVkZCA8PBzW1tadbhMVFdVndXZXV8b3NCEEioqK4O3t3Rcl9glzPofdYW7n8Msvv8Srr76KL774AvPmzWuz3tzP37PG9zRzO39PE0KgsbFR/97cz9/Tnh5fe+vN5fwplUqcP38eRUVF+tfy5csxcuRIFBUVISIiAkAfnsMevYTXxFVXV4vCwkJRWFgoAIiPP/5YFBYWitu3bwshhFizZo1YsmSJfvsbN24IBwcH8bOf/UxcunRJ/PWvfxXW1tbin//8p36b3NxcIZfLxa9//Wtx+fJl8etf/1ooFApx4sQJixjf+vXrxf79+8X169dFYWGheO2114RCoRAnT57s8/EJYfwYhRD67cPCwsTixYtFYWGhuHjxon69OZ9DIZ49PlM6h8aO74svvhAKhUL8z//8jygtLdW/qqqq9NuY8/nryvjM+fx98sknIi0tTXz33Xfiu+++E3/729+EUqkUa9eu1W9jzuevK+MzpfMnRPf+H/Ok9u4S6qtz2K8Cy5EjRwSANq9ly5YJIYRYtmyZmDp1qsE+R48eFePHjxc2NjZi6NChYuvWrW2O+7//+79i5MiRwtraWowaNUp8/fXXfTCatnpjfKtWrRJDhgwRNjY2YtCgQSI2Nlbk5eX10Yja6s4Y29vez8/PYBtzPofPGp8pnUNjxzd16tROt29lruevK+Mz5/P3hz/8QYwdO1Y4ODgIpVIpxo8fL7Zs2SK0Wq3Bcc31/HVlfKZ0/oTo3v9jntReYBGib86hTIh/XWVJREREZKJ4DQsRERGZPAYWIiIiMnkMLERERGTyGFiIiIjI5DGwEBERkcljYCEiIiKTx8BCREREJo+BhYiIiEweAwsRERGZPAYWIiIiMnkMLERERGTyGFiIiIjI5P1/uAtQYHKOtp0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "texts = plot_eucs_covers()\n", "adjust_text(texts, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now one of the labels overlays the line and two are very close to it, that's not pretty. We'll create some virtual points along the lines using linear interpolation to repel the labels from the graph itself." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import interpolate\n", "texts = plot_eucs_covers()\n", "f = interpolate.interp1d(eucs, covers)\n", "x = np.linspace(min(eucs), max(eucs), 300)\n", "y = f(x)\n", "adjust_text(texts, x=x, y=y, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this is quite good! Making the distance of labels to the line exactly right is difficult because of the artificial way we are repelling them and different shape of the line close to different labels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now a real-world example of a volcano plot\n", "(idea and data from http://www.gettinggeneticsdone.com/2016/01/repel-overlapping-text-labels-in-ggplot2.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First let's just plot the data " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('../../figures/volcano_data.csv')\n", "def plot_volcano(adjust=False, **kwargs):\n", " plt.figure(figsize=(7, 10))\n", " threshold = 0.05\n", " xns, yns = data['log2FoldChange'][data['padj']>=threshold], -np.log10(data['pvalue'][data['padj']>=threshold])\n", " plt.scatter(xns, yns, c='grey', edgecolor=(1,1,1,0), label='Not Sig')\n", " xs, ys = data['log2FoldChange'][data['padj']" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_volcano(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And this is very nice now!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now a classical mtcars dataset; example from ggrepel package for R" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mtcars = pd.read_csv('../../figures/mtcars.csv')\n", "def plot_mtcars(adjust=False, *args, **kwargs):\n", " plt.figure(figsize=(9, 6))\n", " plt.scatter(mtcars['wt'], mtcars['mpg'], s=15, c='r', edgecolors=(1,1,1,0))\n", " texts = []\n", " for x, y, s in zip(mtcars['wt'], mtcars['mpg'], mtcars['Car']):\n", " texts.append(plt.text(x, y, s, size=9, ha='center', va='center'))\n", " plt.xlabel('wt')\n", " plt.ylabel('mpg')\n", " if adjust:\n", " adjust_text(texts, arrowprops=dict(arrowstyle=\"-\", color='k', lw=0.5))\n", "plot_mtcars()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aaa everything is overlapping!!! Crazy. Let's fix it." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_mtcars(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this is pretty good!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that I specified the figure size for two latter examples. Obviously, making it larger is one of the easiest ways to reduce overlaps, but often it is limited - that's when this library can help!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now an example from https://blog.mafr.de/2012/03/11/time-series-data-with-matplotlib/ with adding labels" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import matplotlib.dates as mdates\n", "import locale\n", "# locale.setlocale(locale.LC_ALL,'en_US.utf8') #I have it set to Russian, without this dates don't work" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "impressions = pd.read_table(\"../../figures/page-impressions.csv\", names=['days', 'impressions'])\n", "impressions['days'] = pd.to_datetime(impressions['days'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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QkMCnn35KXl4eVqvV3r8GDRoABRUjr732Wvz9/dm+fTsTJ05k8uTJVRr4lJdmfkREREREahCbzcbAgQPJyMjg66+/LrbNuXPn6NGjB9dccw3Lly8vts3DDz9MXFwce/fuBWB7ygnuem9HkXallb8/dOhQsWlwAF999RU9e/YE4KmnnmLp0qWkp6fTunVr/v73vzN58mQMhqqdZS5PbKCCByIi4tIqa2fznj17FllgPGLECGcPR0RqkcouOnCxs2fP8sEHHzBmzBj7ubRTRTc9hoLy9xe/1u75FZvNxujRowFo3bo1Nput2Fdh4APw4osvYrVayc3NZf/+/UyZMqXKA5/yUtqbiIi4tMKdzS9eZBweHm5fZHzxzuYXLzIeMGCAfZFxobFjx/LPf/7Tfuzl5eXs4YhILVGWogMtWrQocl/h2pvU1FRiY2NLnOn46KOPOHPmDPfdd5/9XEl7f12qrO1qIwU/IiLi0qKjox2OlyxZQkBAAPHx8dxyyy0YjUZiYmIc2rz55pt069aNw4cPOywybtiwISaTySn9FpHaq6SiAz989Kq96MDlqq0VFh0oqdoawOLFixkwYIBDYYLCvb+smeeKrPuBghL4pjq+95fS3kRERC5yJYuMV6xYgZ+fHx07duTxxx/n1KlTVdnVWqmy0gwL2Ww2IiMjMRgMrF271kmjEKm4yxUdOP1DHP5RT/D2N8c4esyC1Wrl7NmzAPaiA7t372bFihX2ogOFaWYX+/nnn9myZQsPPvigw3nt/aXgR0RExK6iO5sD3HPPPaxcuZK4uDhmzpzJxx9/zJAhQ5zV9VqjMM1wx44dxMTEcOHCBcLDw8nOzgZwSDNMSEjgk08+Yf/+/QwYMKDY57322ms1bk2ByOXsTE13SHUrdHrP59hysrGunE7C3GG0aB6I2Wxm9erVAPz666+sX7+eX3/9lS5dumA2m+2vbdu2OTzrP//5D82bNyc8PLzIz4kIMbNwZBgmo2Nqm8noycKRYXV+7y9VexMREZdT0p43jzzyCJ999hlbt24tMdd+6NChHD58mLi4uMv+DoqPj+f6668nPj6esLCwqhxOrXYle5l899133HHHHezatQuz2cyaNWsYNGiQk3ouUjHrEo8ycVViqe1eH9GFgV2aV1k/6tLeX1VW7U0VcUREpLaLTrbQY14sd723g4mrErnrvR30mBfLgLsfYP369Xz11VelLjKOiYkp9RdsWFgY9evX58CBA1U1lDqhommGZ86c4a677mLBggVaZyW1Sk0pOlC499fALs25sU3TWhv4lFe5gp/KnKoeO3YsFovF/nrnnXcqZ0QiIiIlKFxkfHHKSeEi4883rGP2olWlLjLetGnTZRcZF/rhhx84f/48ZnPdTiEpi5LK+V5JmuHkyZO56aabGDhwoFPGIFJZCosOlBRqGCio+laXiw5Up3JVe1NFHBERqa2qcmfzlJQUVqxYQb9+/fDz82Pv3r1MnTqV0NBQbr75ZucPtgYpqZzvrKgObFj4HN9//z1bt24t9t6S9jJZv349sbGx7Nmzp8r7L1LZCosOjF+egAEcPpNcpehAdbqiggfOqoiTk5NDVlaWw0tERKQ8qnKRcYMGDfjyyy/p27cv7du357HHHiM8PJxNmzbh7u7u1HHWJMXNtAFYM88xbNRD/O/jNRVKM4yNjSUlJYUmTZpQr1496tUr+C73zjvvdNhwUaSmcvWiA9WpwgUPbDYbAwcOJCMjg6+//rrYNufOnaNHjx5cc801LF++3H7+vffeIzg4GJPJRHJyMtOnT+fqq68uMmtUaPbs2cyZM6fIeRU8EBGRsqopi4xdRV6+jR7zYosEPjabjYxNizizfzshD80n/l/3FfmG+9K9TC7epwTAarXy+++/O5zr1KkTr7/+OlFRUcWmLorURHWp6EB1Kk/Bgwpvcvroo49WaKoaCtb7FAoJCaFt27Zcf/31JCQkFFsRZ/r06UyZMsV+nJWVRcuWLSvadRERcUE1ZZGxqyhppq0wzTBgyDOcyHHn/+38ketb+5YrzdBkMhWbOt+qVSsFPlKrFBYdEOepUPAzYcIE1q9fz5YtW0qdqo6NjS1XRZzigh8PDw88PDwq0lURERFAO5s7W9qpooEPFKQZAhxfOR2AqLcKzi9ZsoTRo0fb0wwBunTp4nDvV199pbQ2Ebki5Qp+bDYbEyZMYM2aNcTFxZVaEeerr75SRRwREakRtMjYuUqaQQua9qnD8cqx3R2++W7dujUVycivhdsWikg1KFfBg0ceeYTly5fzwQcf4OPjg9VqxWq1cvbsWQD7VPXu3btZsWKFfaraarWSm5sLQEpKCv/85z/ZvXs3hw4d4vPPP2fo0KGqiCMiIlVOi4ydR+V8RaQmKlfBA4Oh+I+wwqnqQ4cOlZhrWzhVfeTIEUaOHElycjKnT5+mZcuW9O/fn1mzZl22atzFyrOoSURE5FJaZOwchdXeoPiZNgWcIlIZyhMbVLjaW3VS8CMiIlI7XG6fHwU+IlIZnFLtTURERKQ0ESFm+nQwaaZNRGoEBT8iIiJSpVTOV0RqinIVPBAREREREamtFPyIiIiIiIhLUPAjIiIiIiIuQcGPiIiIiIi4BAU/IiIiUi5z586la9eu+Pj4EBAQwKBBg9i3b59Dm08++YS+ffvi5+eHwWAgMTGx2Gdt376d2267DW9vb5o0aULPnj3tm6eLiFQ2BT8iIiJSLps3b+aRRx5hx44dxMTEcOHCBcLDw8nOzra3yc7O5uabb+bFF18s8Tnbt28nIiKC8PBwdu7cya5du3j00Udxc9OfJyJSNbTJqYiIiFyR3377jYCAADZv3swtt9zicO3QoUMEBwezZ88eunTp4nCte/fu9OnTh2effdaJvRWRuqY8sYG+WhEREZErkpmZCYCvr2+Z70lLS+Pbb78lICCAm266iWbNmnHrrbeydevWquqmiIiCHxEREak4m83GlClT6NGjByEhIWW+7+DBgwDMnj2bsWPHEh0dTVhYGLfffjsHDhyoqu6KiIurV90dEBERkZovL9/GztR00k6dI8DHk27Bvri7GXj00Uf5/vvvyz1jk5+fD8C4ceO4//77AQgNDeXLL7/kP//5D3Pnzq30MYiIKPgRERGRy4pOtjBnw14smefs58xGT/yTVrDn6xi2bNlCixYtyvVMs9kMQIcOHRzOX3vttRw+fPjKOy0iUgwFPyIiIlKi6GQL45cncHF1JJvNxg8fvcqZ/dt5Z9V6goODy/3c1q1bExgYWKRE9v79+4mMjLzCXouIFE/Bj4iIiBQrL9/GnA17ubQsbHrMQrL3bqbZkGd4+5tjRIRacHczYDQa8fLyKmiTns7hw4c5duwYgD3IMZlMmEwmDAYDTzzxBLNmzaJz58506dKFZcuW8dNPP/HRRx85c5gi4kIU/IiIiEixdqamO6S6FTq953MArCunYwVa/LE8Z8mSJYwePRqA9evX29fyAIwYMQKAWbNmMXv2bAAmTZrEuXPnmDx5Munp6XTu3JmYmBjatGlTZWMSEdemfX5ERESkWOsSjzJxVWKp7V4f0YWBXZpXfYdc1Ny5c/nkk0/46aef8PLy4qabbmLevHm0b9/e3uaTTz7hnXfeIT4+nhMnThTZVyk9PZ1Zs2axceNGjhw5gp+fH4MGDeLZZ5/FaDRWw6hEKo/2+REREZErFuDjWantpGI2b97MI488wo4dO4iJieHChQuEh4eTnZ1tb5Odnc3NN9/Miy++WOwzjh07xrFjx3j55ZdJSkpi6dKlREdHM2bMGGcNQ6RG0MyPiIiIFCsv30aPebFYM88VWfcDYABMRk+2TrsNdzeDs7vnsn777TcCAgLYvHkzt9xyi8O1Q4cOERwcXGTmpzgffvghI0eOJDs7m3r1tBJCai/N/IiIiMgVc3czMCuqoBT1paFN4fGsqA4KfJwsMzMTAF9f3yt+TuPGjRX4iEtR8CMiIiIliggxs3BkGCajY2qbyejJwpFhRISYq6lnrslmszFlyhR69OhBSEhIhZ9z4sQJnn32WcaNG1eJvROp+RT8iIiIVNDcuXPp2rUrPj4+BAQEMGjQoCL71nzyySf07dsXPz8/DAYDiYmJRZ6Tk5PDhAkT8PPzw9vbmwEDBvDrr786aRSliwgxs3Xabawc253XR3Rh5djubJ12mwKfKpSXb2N7ygnWJR5le8oJ8vILEg8fffRRvv/+e1auXFnhZ2dlZdG/f386dOjArFmzKqvLIrWC5jlFREQqqHAheteuXblw4QJPP/004eHh7N27F29vb+DPhehDhw5l7NixxT5n0qRJbNiwgVWrVtG0aVOmTp3KHXfcQXx8PO7u7s4cUonc3Qzc2KZpdXfDJUQnW5izYa9DmXGz0RP/pBXs+TqGLVu20KJFiwo9+9SpU0RERNCoUSPWrFlD/fr1K6vbIrWCgh8REZEKio6OdjhesmQJAQEBxMfH2xei33vvvUDBQvTiZGZmsnjxYv773//Su3dvAJYvX07Lli3ZtGkTffv2rboBSI0TnWxh/PIEhwITNpuNHz56lTP7t/POqvUEBwdX6NlZWVn07dsXDw8P1q9fj6enqvSJ61Ham4hICcqS0mSz2Zg9ezaBgYF4eXnRs2dPfvjhB4c2KSkpDB48GH9/fxo3bsywYcM4fvy4M4ciTlKRhejx8fGcP3+e8PBw+7nAwEBCQkLYtm1bpfdRaq68fBtzNuwtUlkvPWYhp3+Iwz/qCd7+5hhHj1mwWq2cPXv2zzbp6SQmJrJ3714A9u3bR2JiIlarFSiY8Sksj7148WKysrKwWq1YrVby8vKcNUSRaqfgR0SkBGXZW+Oll15i/vz5LFiwgF27dmEymejTpw+nTp0CClKewsPDMRgMxMbG8s0335Cbm0tUVBT5+fnVNTSpAhVdiG61WmnQoAFXXXWVw/lmzZrZ/3AV17AzNd0h1a3Q6T2fY8vJxrpyOglzh9GieSBms5nVq1fb26xfv57Q0FD69+8PwIgRIwgNDWXRokVAQZD97bffkpSUxNVXX43ZbLa/jhw54pwBitQASnsTESlBaSlNNpuN1157jaeffpohQ4YAsGzZMpo1a8YHH3zAuHHj+Oabbzh06BB79uyx7z2wZMkSfH19iY2Ntac5Se2Rl29jZ2o6aafOEeDjSbdgX9zdDPaF6Fu3bq2Un2Oz2TAYVELalaSdKhr4AARN+9Th+PURXRjYpbnDudGjRzN69OgSn92zZ09q4daOIpVOwY+ISBldmtKUmpqK1Wp1SFfy8PDg1ltvZdu2bYwbN46cnBwMBgMeHh72Np6enri5ubF161YFP7VMVSxEN5lM5ObmkpGR4TD7k5aWxk033VRpfZeaL8CnbGtwytpORIpS2puIyEVKKi9bXEpTYUpSs2bNHJ5xcbpS9+7d8fb2Ztq0aZw5c4bs7GyeeOIJ8vPzsVgsThyZXKnChegXBz6FC9E/37CO2YtWVWgh+nXXXUf9+vWJiYmxn7NYLCQnJyv4cTHdgn0xGz2LbChbyEBBsN0t+Mo2NxVxZZr5ERH5Q0nf6s+K6sCGhc+VmNJ0aWrSxelK/v7+fPjhh4wfP5433ngDNzc37rrrLsLCwmpMCWMp3eUWomfv3UyzIc/w9jfHiAi14O5mwGg04uXlVdAmPZ3Dhw9z7NgxAHvRDJPJhMlkwmg0MmbMGKZOnUrTpk3x9fXl8ccfp1OnTpoZdDHubgZmRXVg/PIEDODwv7fCT5lZUR1wd1M6pEhFKfgREaH48rIA1sxzDBv1EB5H49m5/RuHlCaTyVTQxmrFbP5zs8e0tDSH2aDw8HBSUlL4/fffqVevHk2aNMFkMlW4XK043+UWogNYV07HCrSYW3B+yZIl9vUX69ev5/7777ffM2LECABmzZrF7NmzAXj11VepV68ew4YN4+zZs9x+++0sXbpUAbILiggxs3BkWJEvYkx/fBGjjWVFrozBVgtXv2VlZWE0GsnMzLQvIBYRqai8fBs95sUW+ePWZrORsWkRZ/ZvJ+Sh+cT/6z6Hb1xtNhuBgYFMnjyZJ598EoDc3FwCAgKYN28e48aNK/bnFRY6+PHHH2nfvn3VDUwqzbrEo0xclVhqu+IWootUREmFNUSkqPLEBpr5ERGXV9K3+oUpTQFDnuFEjjv/b+ePXN/a157SZDAYmDRpEi+88AJt27albdu2vPDCCzRs2JC7777b/pwlS5Zw7bXX4u/vz/bt25k4cSKTJ09W4FOLaCG6OJu7m4Eb2zSt7m6I1DkKfkTE5ZVUXrYwpen4yukARL1VcP7ilKYnn3ySs2fP8vDDD5ORkcENN9zAxo0b8fHxsT9n3759TJ8+nfT0dFq3bs3TTz/N5MmTq25AUukKF6JbM88VSY2EgvUYJi1EFxGp8ZT2JiIub3vKCe56b0ep7VaO7a5vYl1Y4bowKH4h+sKRYVqPUcXmzp3LJ598wk8//YSXlxc33XQT8+bNc5hFtdlszJkzh3fffdf+hcRbb71Fx44d7W169uzJ5s2bHZ49fPhwVq1a5bSxiEjlKU9soFLXIuLyVF5WyqJwIbrJ6JjaZjJ6KvBxks2bN/PII4+wY8cOYmJiuHDhAuHh4WRnZ9vbvPTSS8yfP58FCxawa9cuTCYTffr04dSpUw7PGjt2LBaLxf565513nD0cEakGCn5ExOUVlpcFigRAKi8rF4sIMbN12m2sHNud10d0YeXY7myddpsCHyeJjo5m9OjRdOzYkc6dO7NkyRIOHz5MfHw8UDDr89prr/H0008zZMgQQkJCWLZsGWfOnOGDDz5g7ty5dO3ala1bt7J8+XL+/ve/k5mZaS85XviM2bNnExgYiJeXFz179uSHH34otj82m43IyEgMBgNr16511tvgNIXvl4+PDwEBAQwaNMheqr2Q3i+pbRT8iIigb/Wl7AoXog/s0pwb2zRVUFyNMjMzAfD1LZiVTU1NxWq1Eh4ebm/j4eHBrbfeyrZt2+wzR6GhoXh4ePD555/TqVMnJk6caJ8ZKuvMEcBrr71WZJ+vuqQyZ9qg7r9fUjuo4IGIyB8iQsz06WBSeVmRGqSkks82m40pU6bQo0cPQkJCgII9twCHfbYKj3/55Re++OILAM6fP09wcDANGjTg1ltv5X//+x979+5l48aNDjNHAMuWLaNZs2Z88MEHDuXrv/vuO+bPn8+uXbsc9vmqS6Kjox2OlyxZQkBAAPHx8dxyyy1FZtrAtd8vqR0U/IiIXETlZUVqjuhkS5HNPs1/bPa5YeFzfP/992zdurXIfZfOLthsNodzY8eOBeDnn38GCmYkRowYwYYNGy47c1T4x/yZM2e46667WLBggX2zY1dQ3pk2V3+/pGZS2puIiIjUOIXV9S7dg8uaeY5hox7ifx+v4auvvqJFixb2a4V/WBfOABVKS0srMht08czRsGHDqF+/PomJiUDxM0cXP3Py5MncdNNNDBw48IrHWVuUd6bN1d8vqbkU/IiISK1XGQuz09PTmTBhAu3bt6dhw4a0atWKxx57zP5ttzhPXr6NORv2FtlTyWazcSJmIWf2b6P5PXNpFdTa4XpwcDAmk4mYmBj7ubPncoj9Kg7vlh3YnnKCvPyCpz766KN8//33rFy5kh9++IHz58/j5+cHXH7maP369cTGxvLaa69V6phrirx8G9tTTrAu8WiJ79elXPn9ktpHaW8iIlLrFS7M7tq1KxcuXODpp58mPDycvXv34u3tDfy5MHvp0qW0a9eO5557jj59+rBv3z58fHw4duwYx44d4+WXX6ZDhw788ssv/P3vf+fYsWN89NFH1TxC17IzNb3IjA9AesxCsvduJmDIM5zIcef/7fyR61v7YjQa8fLywmAwMGnSJF544QXatm3LcZrwzOxnOWurx6fZf+Hz93Zw1YV0zm58lYzjR/noo4/4/vvvmTp1KqGhofTp0wcomNG4eF3KxTNHsbGxpKSk0KRJE4e+3Xnnnfztb38jLi6uyt6XqlZSmqF/0gr2fB3Dli1bSpxpc8X3S2onbXIqIiJ1zm+//UZAQACbN2+2L8wODAxk0qRJTJs2DYCcnByaNWvGvHnzHBZmX+zDDz9k5MiRZGdnU6+evi90lnWJR5m4KrHI+V/m3VFs+yVLljB69Gjgz01O33hrIRkZGXgEtse3z99p4N+6YObo81fJ/nEL3l4NOZ97jpYtW9K/f39mzZrFVVddRWBgIJMnT+bJJ58EIDc3l4CAAPv/TqxWK7///rvDz+/UqROvv/46UVFRBAcHV+p74SyFaYYX/1Fos9nI2LSIM/u3886q9Yzpf7PDPYX/f+WK75fULOWJDfRJLlKLVNbu5u+++y4ffPABCQkJnDp1ioyMjCLfyonUZhVdmF3ccxo3bqzAx8kCfDyLPR807VOH45VjuxcpUGIwGJj5j1l84fG3IrNH6TELOXPgW0zDniWwdRvWP9oDdzeDfeYIcJg5atu2LS+88AINGzbk7rvvBgpmO4pbtN+qVata+4d8SWmGhTNtzYY8w9vfHCMi1OLwfl060+Yq75fUblrzI1KLVNaeC2fOnCEiIoIZM2ZUxzBEqtSVLMy+2IkTJ3j22WdLDIyk6nQL9sVs9Cyy6XAhAwXpWN2CfYu9XlLa3Ok9n2PLyca6cjoJc4fRonkgZrOZ1atX29s8+eSTTJo0iYcffpjrr7+eo0ePsnHjRnx8fCphZDWT3i9xJUp7E6nFrjS1Jy4ujl69emnmR2qlkvZ/eeSRR/jss8/YunWrfX3Ctm3buPnmmzl27JjD2oSxY8dy5MiRIvuZZGVlER4ezlVXXcX69eupX7++U8cmf6ZhAQ4zEoUB0eU2Hy4pbe5Sr4/owsAuza+so3WA3i+p7ZT2JuIiKiu1R6S2qYqF2YVOnTpFREQEjRo1Ys2aNQp8qklEiJmFI8OK/Dub/tjnp6TAB0pOm6tou7pO75e4EgU/IjVcZe5uLlIXlLQw+4ePXrUvzL50LcHFJZBDQ0OBgoXZmzdvZt68efZ2WVlZ9O3bFw8PD9avX4+np/7Yq04RIWb6dDAV+xl4OYVpc9bMc0XWsUDB7JHpMmlzrkbvl7gSrfkRqcGiky30mBfLXe/tYOKqRO56bwc95sUSnWyp8J4LrmbLli1ERUURGBiIwWBg7dq1DtePHz/O6NGjCQwMpGHDhkRERHDgwAGHNikpKQwePBh/f38aN27MsGHDOH78uBNHIYUutzD79A9x+Ec9wdvfHOPoMQtWq5WzZ88COCzMXrNmDcnJyYwePdphYfapU6fsa+gWL15MVlYWVqsVq9VKXl6ek0cqhdzdDNzYpikDuzTnxjZNSw18Cu+ZFdUBoMi6ocLjWVEdyvSsuqC0z8Hff0uj0Y53OfLWfRx+5U6O/+8fnE8/Cvz5fo3t0pD/u3OIPgel1lPwI1JDVfXu5q4iOzubzp07s2DBgiLXbDYbgwYN4uDBg6xbt449e/YQFBRE79697UUksrOzCQ8Px2AwEBsbyzfffENubi5RUVHk5+c7ezguryoXZsfHx/Ptt9+SlJTE1Vdfjdlstr+OHDnitDFK5ShMmzMZHWfvTEbPy64XqovK8jmYk2HhlfeW89cJi6jXOIDjq58hP/ccJqMnrw65hucfHanPQakTVPBApAbKy7fRY15skT/yLt5zIeSh+cT/6z6Hby7LsufCxVyt4IHBYGDNmjUMGjQIgP3799O+fXuSk5PtpcDz8vLs79eDDz7Ixo0biYyMJCMjw/55k5GRga+vLzExMfTu3bu6huOStDBbyquk1GFXVdrnYF6+je0//0a/bu155MlZPPfURL7cFKPPQanRyhMblGvmZ+7cuXTt2hUfHx8CAgIYNGgQ+/btc2hjs9mYPXs2gYGBeHl50bNnT3744QeHNjk5OUyYMAE/Pz+8vb0ZMGAAv/76a3m6IlKnXW5389M/xOEX9YR9d/PypvZAwcxQYmIiP//8MwBJSUkkJiaSnp7unAHWEDk5OQAO6zrc3d1p0KABW7dutbcxGAx4eHjY23h6euLm5mZvI86jhdlSXhVJm3Mll34OursZ6NEuAG8vTyz7E3F3M+hzUOqUcgU/lbXHyKRJk1izZg2rVq1i69atnD59mjvuuEM51SJ/SDtVNPCBP1N7jq+czq9v3UvUjR0rtOfCokWLCA0NZezYsQDccssthIaGsn79+qodmBPk5dvYnnKCdYlH2Z5ygrz8kie3r7nmGoKCgpg+fToZGRnk5uby4osvYrVasVgsAHTv3h1vb2+mTZvGmTNnyM7O5oknniA/P9/eRpznSvd/EXEF+hwUKdkVpb1VZI+RzMxM/P39+e9//8vw4cMBOHbsGC1btuTzzz+nb9++pf5cpb1JbbZlyxb+9a9/ER8fj8VicUg/gIIF+A88PIkvNm4k/1w2Hi074tt7HPV9C1J4LmQe5+iiMcU++3//+x9Dhw51xjBqpJLKHxeWxb003QMK1nmMGTOG7777Dnd3d3r37o2bW8H3Qp9//jkAGzduZPz48aSmpuLm5sZdd93F3r17ueGGG3j77bedOka5sv1fROo6fQ6KK6qytLdLlXePESj4f7Dz5887tAkMDCQkJMTe5lI5OTlkZWU5vERqq7IsPM367SjX3vdPAke/7rDwFMDdx48Wj/yXsOn/49ejx7BYLMyZMwdvb28iIyOdPZwa43IFIsYvTyA6ufhvJ6+77joSExM5efIkFouF6OhoTpw44VAqOTw8nJSUFNLS0vj999/573//y9GjR4uUUxbn0EJ2keLpc1CkdBUOfsq7x0jhNavVSoMGDbjqqqtKbHOpuXPnYjQa7a+WLVtWtNsi1S4yMpLnnnuOIUOGFLl24MABduzYwaKFC/nX+CHUb9qCpuHjseWeI/vHzQC4ublTr9FVPH93D5oHmjGZTKxZs4bhw4fTqFEjZw+nRiip/DH8OTMwZ8Peyz7DaDTi7+/PgQMH2L17NwMHDizSxs/PjyZNmhAbG0taWhoDBgy47DMro8w2wPbt27ntttvw9vamSZMm9OzZ077Oy1VFhJjZOu02Vo7tzusjurBybHe2TrtNgY+4rJr6OShS01Q4+KnsPUYu12b69OlkZmbaXyo5KnXVxQtPC7/dNl/ljcG9Hjm/FvzSuvTb7fj4eBITExkzpvhUOFdQUoEIgPzcs+QcP8gv+wvev9TUVBITEzl8+DAAH374IXFxcfZy13369GHQoEEOs9NLlixhx44dpKSksHz5coYOHcrkyZNp3779Zft1pWW2oSDwiYiIIDw8nJ07d7Jr1y4effRRe0qKK9NCdpE/1dTPQZGapl5FbpowYQLr169ny5YtJe4xYjb/+e3bxXuMmEwmcnNzycjIcJj9SUtL46abbir253l4eDhUGBGpTcpTZvXihafvvPMOt7VrSgI72ZGdQVufC7w9tnuR+xcvXsy1115b4v//uIKSCkQA5FoPcHzlDPvxlClTABg1ahRLly7FYrEwZcoUjh8/jtls5r777mPmzJkOz9i3bx/Tp08nPT2d1q1b8/TTTzN58uRS+xUZGVliKmLhLN/FZbbffvttAgICWLlyJQ8++CAAkydP5rHHHuOpp56y39u2bdtSf7aIuJaa+jkoUtOUq+CBzWZjwoQJrFmzhri4uCK/gMuyx0hhwYPly5czbNgwACwWCy1atFDBA6lzqmrhaaGzZ89iNpuZOXMmU6dOdcqYaqLtKSe4670dpbZbObY7N7Zp6oQeFXXpv3VSUhJ//etf+fnnn2nTpo29ndlspm/fvixdutT+xdEbb7zBypUrSUlJ4ZprruH555+nR48e1TIOEamZasPnoEhVqbKCB4888gjLly/ngw8+wMfHB6vVWu49RoxGI2PGjGHq1Kl8+eWX7Nmzh5EjR9KpUydtkiV1SlUuPC300UcfcebMGe67774qGUNtURvLH5elvOzBgwcBmD17NmPHjiU6OpqwsDBuv/32YtcGiYjrqo2fgyLVoVzBz8KFC8nMzKRnz56YzWb7q7x7jLz66qsMGjSIYcOGcfPNN9OwYUM2bNiAu7t75Y1MpBo5a+Hp4sWLGTBgAP7+/lfe6VrM3c3ArKgOAEV+8Rcez4rqUOVrQsqzt0b9+vX5+OOP2b9/P76+vjRs2JC4uDgiIyPtn4X5+fkAjBs3jvvvv5/Q0FBeffVV2rdvz3/+858qHYuI1C415XNQpKYr15qfsmTIGQwGZs+ezezZs0ts4+npyZtvvsmbb75Znh8vUmuUtvD0QoaFX44XHBcuPPX19aVVq1Z8+OGH+Pv706pVK5KSkpg4cWKRhacAP//8M1u2bCmSCueqCgtEXJpmaLoozbAqlZbiWJzCWb7MzExyc3Px9/fnhhtu4Prrry+4/4+1kx06dHC479prr7UvVBYRKVTdn4MitUGFCh6IyOVV9cJTgP/85z80b968SFDkyiJCzPTpYCpzgYnKUpjieOnXQ4UpjgtHhl32fqPRCGCf5Xv22WcBaN26NYGBgezbt8+h/f79+116TycRKVl1fQ6K1BblKnhQU6jggdR0WnjqOvLybfSYF1vsTF/hLJ9fowYkLfg78+fPp1evXped5bvuuuv4+OOP7c947bXXmDVrFosXL6ZLly4sW7aMl19+meTkZIdCCSIiIq6qPLGBZn5EqkDhwlNr5rli1/0YKEhD0MLT2u9yKY6Fs3yFpS0qMss3adIkzp07x+TJk0lPT6dz587ExMQo8BEREakAzfyIVJHCVCjAIQAqTDy4eKNSqb3WJR5l4qrEUtu9PqILA7s0r/oOiYiIuJgqK3UtImVXuPDUZPR0OG8yeirwqUMCfDxLb1SOdiIiIlJ1lPYmUoW08LTuU4qjiIhI7aHgR6SKubsZVNSgDivcW2P88gQMFJ/iqL01REREagalvYmIXCGlOIqIiNQOmvkREakESnEUERGp+RT8iIhUEqU4ioiI1GxKexMREREREZeg4EdEREREpJbbsmULUVFRBAYGYjAYWLt2rcP106dP8+ijj9KiRQu8vLy49tprWbhwoUOblJQUBg8ejL+/P40bN2bYsGEcP37ciaOoegp+RERERERquezsbDp37syCBQuKvT558mSio6NZvnw5P/74I5MnT2bChAmsW7fOfn94eDgGg4HY2Fi++eYbcnNziYqKIj8/35lDqVIKfkRERESk0lXGTITVauXee+/FZDLh7e1NWFgYH330kRNHUXtERkby3HPPMWTIkGKvb9++nVGjRtGzZ09at27NQw89ROfOndm9ezcA33zzDYcOHWLp0qV06tSJTp06sWTJEnbt2kVsbKwzh1KlFPyIiIiISKW70pkIgHvvvZd9+/axfv16kpKSGDJkCMOHD2fPnj3OGkad0aNHD9avX8/Ro0ex2Wx89dVX7N+/n759+wKQk5ODwWDAw8PDfo+npydubm5s3bq1urpd6RT8iIiIiEilu9KZiMI2EyZMoFu3bvzlL3/hmWeeoUmTJiQkJDhrGDVWXr6N7SknWJd4lO0pJ8jLt122/RtvvEGHDh1o0aIFDRo0ICIigrfffpsePXoA0L17d7y9vZk2bRpnzpwhOzubJ554gvz8fCwWizOG5BQKfkRERETE6UqbiShss3r1atLT08nPz2fVqlXk5OTQs2fP6ut4DRCdbKHHvFjuem8HE1clctd7O+gxL5bo5JKDlDfeeIMdO3awfv164uPjeeWVV3j44YfZtGkTAP7+/nz44Yds2LCBRo0aYTQayczMJCwsDHd3d2cNrcppnx8RERERcbo33niDsWPH0qJFC+rVq4ebmxv//ve/7TMRAKtXr2b48OE0bdqUevXq0bBhQ9asWUObNm2qsefVKzrZwvjlCVw6z2PNPMf45QksHBlW5J6zZ88yY8YM1qxZQ//+/QH461//SmJiIi+//DK9e/cGIDw8nJSUFH7//Xfq1atHkyZNMJlMBAcHV/WwnEbBj4iIiIhUirx8GztT00k7dY4AH0+6Bfvi7mYotu3FMxFBQUFs2bKFhx9+GLPZbP9j/JlnniEjI4NNmzbh5+fH2rVrGTp0KF9//TWdOnVy5tBqhLx8G3M27C0S+ADYAAMwZ8PeItfOnz/P+fPncXNzTPpyd3cvtpKbn58fALGxsaSlpTFgwIBK6H3NoOBHRERERK5YdLKFORv2Ysk8Zz9nNnoyK6pDkbZlmYlISUlhwYIFJCcn07FjRwA6d+7M119/zVtvvcWiRYucM7AaZGdqusP7e7H83LNcyLDwyx/b8qSmppKYmIivry+tWrXi1ltv5YknnsDLy4ugoCA2b97M+++/z/z58+3PWLJkCddeey3+/v5s376diRMnMnnyZNq3b++M4TmFgh8RERERuSKlpWJdqiwzEWfOnAEo82yFK0g7VXzgA5BrPcDxlTPsx1OmTAFg1KhRLF26lFWrVjF9+nTuuece0tPTCQoK4vnnn+fvf/+7/Z59+/Yxffp00tPTad26NU8//TSTJ0+uugFVAwU/IiIiIlJhJaViFc5EFEo5eLBcMxHXXHMNV199NePGjePll1+madOmrF27lpiYGD799FMnjrDmCPDxLPGaZ6u/EjSt4H1ZObY7N7Zp6nDdZDKxZMmSyz7/xRdf5MUXX7zyjtZgCn5EREREpMJKSsW6dCbi8alTgbLPRNSvX5/PP/+cp556iqioKE6fPs3VV1/NsmXL6Nevn3MGV8N0C/bFbPTEmnmu2HU/BsBkLFhrJcUz2Gy2yxcFr4GysrLs5fcaN25c3d0RERERcVnrEo8ycVViqe1eH9GFgV2aV32H6rjCFEPAIQAqLCuxcGQYESFmp/Zpy5Yt/Otf/yI+Ph6LxcKaNWsYNGiQ/frp06d56qmnWLt2LSdOnKB169Y89thjjB8/vsizbDYb/fr1Izo6ushzSlKe2ED7/IiIiIhIhV0uFasi7eTyIkLMLBwZhsno+H6ajJ7VEvgAZGdn07lzZxYsWFDs9cmTJxMdHc3y5cv58ccfmTx5MhMmTGDdunVF2r722msYDMVXCKwMSnsTERERkQpTKpbzRYSY6dPBVOay4lUtMjKSyMjIEq9v376dUaNG2Tenfeihh3jnnXfYvXs3AwcOtLf77rvvmD9/Prt27cJsrpogTjM/IiIiIlJh7m4GeznrS//0LjyeFdWh2v4wr6vc3Qzc2KYpA7s058Y2TWv0+9ujRw/Wr1/P0aNHsdlsfPXVV+zfv5++ffva25w5c4a77rqLBQsWYDKZqqwvCn5ERERE5IrUxFQsqTneeOMNOnToQIsWLWjQoAERERG8/fbb9OjRw95m8uTJ3HTTTQ4zQVVBaW8iIiIicsVqWiqWVJ28fFu5/p3feOMNduzYwfr16wkKCmLLli08/PDDmM1mevfuzfr164mNjWXPnj1V3ncFPyIiIiJSKQpTsaTuik62MGfDXofy5majJ7OiOhQ7w3f27FlmzJjBmjVr6N+/PwB//etfSUxM5OWXX6Z3797ExsaSkpJCkyZNHO698847+dvf/kZcXFyl9V/Bj4iIiIiIlKqwzPalhS2smecYvzyBhSPDitxz/vx5zp8/j5ub42obd3d38vPzAXjqqad48MEHHa536tSJV199laioqEodg9b8iIhIjbBlyxaioqIIDAzEYDCwdu1ah+unT5/m0UcfpUWLFnh5eXHttdeycOFChzbvvvsuPXv2pHHjxhgMBk6ePOm8AYiI1GF5+TbmbNhbbEW/vNyz5Bw/yJPvrAcgNTWVxMREDh8+TOPGjbn11lt54okniIuLIzU1laVLl/L+++8zePBgAEwmEyEhIQ4vgFatWhEcHFyp41DwIyIiNUJl7BNx5swZIiIimDFjRrHPEBGRitmZmu6Q6naxXOsBLEsfI2nB3wGYMmUKoaGh/OMf/wBg1apVdO3alXvuuYcOHTrw4osv8vzzz/P3v//daf0vZLDZbMUFcDVaeXZxFRGR2sdgMBTZ2TskJIThw4czc+ZM+7nrrruOfv368eyzzzrcHxcXR69evcjIyCiSQy4iIuW3LvEoE1clltru9RFdGNiledV36CLliQ008yMiIrVCWfaJEBGRqhHg41l6o3K0qy4qeCAiIrXCG2+8wdixY2nRogX16tXDzc2Nf//73w77RIiISNXoFuyL2eiJNfNcset+DBTs69Qt2NfZXSsXzfyIiEi1ycu3sT3lBOsSj7I95QR5+SVnYl+8T0R8fDyvvPIKDz/8MJs2bXJij0VEXJO7m4FZUR2AgkDnYoXHs6I61Ph9nTTzIyIi1eJye0Vcqiz7RIiISNWKCDGzcGRYkc9u02X2+alpFPyIiIjTlbZXxKXKsk+EiIhUvYgQM306mNiZmk7aqXME+BSkutX0GZ9CCn5ERMSpStorIj/3LBcyLPbjlIMHSUxMxNfXl1atWtn3ifDy8iIoKIjNmzfz/vvvM3/+fPs9VqsVq9XKzz//DEBSUhI+Pj60atUKX9+anYcuIlJbuLsZuLFN0+ruRoWo1LWIiDjV9pQT3PXejiLnzx3+nuMri+7PM2rUKJYuXYrVamX69Ols3LiR9PR0goKCeOihh5g8eTIGQ8E3jrNnz2bOnDlFnrFkyRJGjx5d6WMREZHqV57YQMGPiIg4VU3eK0JERGof7fMjIiI1Vl3ZK0JERGofBT8iIuJUhXtFlLQ01kBB1beavleEiIjUPgp+RETEqerKXhEiIlL7KPgRERGnK9wrwmR0TG0zGT1ZODKsVuwVISIitY+CHxGp8bZs2UJUVBSBgYEYDAbWrl3rcN1gMBT7+te//mVv07NnzyLXR4wY4eSRyMUiQsxsnXYbK8d25/URXVg5tjtbp92mwEdERKqM9vkRkRovOzubzp07c//993PnnXcWuW6xWByO/9//+3+MGTOmSNuxY8fyz3/+037s5eVVNR2WMqvNe0WIiEjto5kfEanxIiMjee655xgyZEix100mk8Nr3bp19OrVi7/85S8O7Ro2bOjQzmg0OqP7IiLiIiojU6GQzWYjMjKy2OdIxSn4EZE65fjx43z22WeMGTOmyLUVK1bg5+dHx44defzxxzl16lQ19FBEROqqwkyFBQsWFHvdYrE4vP7zn/9gMBiKzWp47bXX7Bs4S+VR2puI1CnLli3Dx8enyCzRPffcQ3BwMCaTieTkZKZPn853331HTExMNfVURETqmsjISCIjI0u8bjKZHI5LylT47rvvmD9/Prt27cJs1jrIylTumR8tPBaRqpaXb2N7ygnWJR5le8oJ8vJtZb73P//5D/fccw+eno5VxMaOHUvv3r0JCQlhxIgRfPTRR2zatImEhITK7r6IiFyhyvh7c9y4cbRp0wYvLy/8/f0ZOHAgP/30k5NHUrKSMhXOnDnDXXfdxYIFC4oES3Llyh38VNZ03tixYx3avfPOOxUbgYjUKdHJFnrMi+Wu93YwcVUid723gx7zYolOtpR679dff82+fft48MEHS20bFhZG/fr1OXDgQGV0W0REKlFl/L153XXXsWTJEn788Ue++OILbDYb4eHh5OXlOWsYl1VSpsLkyZO56aabGDhwYDX1rG4rd9pbZU3nFS48FhEpFJ1sYfzyBC6d57FmnmP88gQWjgy77P2LFy/muuuuo3PnzqX+rB9++IHz588rnUBEpAaqjL83H3roIft/t27dmueee47OnTtz6NAh2rRpU2l9zcu3sTM1nbRT5wjw8aRbsG+ZNmkuLlNh/fr1xMbGsmfPnkrrnziq0jU/hdN5y5YtK3JtxYoVLF++nGbNmhEZGcmsWbPw8fGpyu6ISA2Wl29jzoa9RQIfgLzcs1zIsPDkO78CkJqaSmJiIr6+vrRq1QqArKwsPvzwQ1555ZUi96ekpLBixQr69euHn58fe/fuZerUqYSGhnLzzTdX5bBERKSKXe7vzULZ2dksWbKE4OBgWrZsWWk/OzrZwpwNe7FknrOfMxs9mRXV4bL3FWYqrF692uF8bGwsKSkpNGnSxOH8nXfeyd/+9jfi4uIqq+suq0qDn8paeJyTk0NOTo79OCsrqyq7LSLVYGdqusMvj4vlWg9wfOUMChPfpkyZAsCoUaNYunQpAKtWrcJms3HXXXcVub9BgwZ8+eWXvP7665w+fZqWLVvSv39/Zs2ahbu7e1UMR0REnKSkvzcB3n77bZ588kmys7O55ppriImJoUGDBpXyc0vLVrickjIVnnrqqSKp2506deLVV18lKiqqMrrt8qo0+LncwuNCISEhtG3bluuvv56EhATCwoqmtcydO5c5c+ZUZVdFpJqlnSo+8AHwbPVXgqZ9CsDrI7owsEvzIm0eeughhxSHi7Vs2ZLNmzdXTkdFRKRKVGb6WKF77rmHPn36YLFYePnllxk2bBjffPNNsW3L29fishXy/8hUKJRy8GC5MhUK96G7VKtWrQgODr6iPkuBKgt+SprOK87FC4+LC36mT59u/6YXCv5HU5lTliJS/QJ8yvaLqKztRESk9qjs9LFCRqMRo9FI27Zt6d69O1dddRVr1qwpNkugPErKVijMVCj0+NSpQNkzFaTqVVnwU5kLjz08PPDw8KjsLopIDdIt2Bez0RNr5rli1/0YAJOx4JtAERGpO6oifawkNpvNYSlFRZWUrXBxpgIUn61wuUyF4thsZd/uQUpX7lLXp0+fJjExkcTERODPhceHDx+2tymcziuu3GxKSgr//Oc/2b17N4cOHeLzzz9n6NChWngs4uLc3Qz2b/guTXIoPJ4V1aFMKRAiIlI7XC59LOf4QXKOHwT+TB8r69+bBw8eZO7cucTHx3P48GG2b9/OsGHD8PLyol+/flfcb2Ur1F7lDn52795NaGgooaGhQMHC49DQUP7xj3/Y25Rl4XHfvn1p3749jz32GOHh4WzatEkLj0VcXESImYUjwzAZHX9ZmIyeLBwZRkSIylKLiNQll0sfsyx9DMvSx4CC9LHy/L3p6enJ119/Tb9+/bj66qsZNmwY3t7ebNu2jYCAgCvud2G2QklfxxkoSNtTtkLNY7DVwrm0rKwsjEYjmZmZNG7cuLq7IyKVrKKLXkVEpHZZl3iUiasSS21XUrGb6lSYrgc4zFwV/rbSl3bOU57YoEqrvYmIVIS7m4Eb2zSt7m6IiEgVq83pY4XZCpcWajD9UahBgU/NpOBHRERERKpFbS92ExFipk8Hk7IVahEFPyIiIiJSLQqL3YxfnoCB4tPHanqxG2Ur1C7lLnggIiIiIlJZVOxGnEkzPyIiIiJSrZQ+Js6i4EdEREREqp3Sx8QZlPYmIiIiIiIuQcGPiIiIiIi4BAU/IiIiIiLiEhT8iIiIiIiIS1DwIyIiIiIiLkHBj4iIiIiIuAQFP+KStmzZQlRUFIGBgRgMBtauXVukzY8//siAAQMwGo34+PjQvXt3Dh8+XKSdzWYjMjKyxOeIiIiISM2g4EdcUnZ2Np07d2bBggXFXk9JSaFHjx5cc801xMXF8d133zFz5kw8PT2LtH3ttdcwGLQJm4iIiEhNp+BHXFJkZCTPPfccQ4YMKfb6008/Tb9+/XjppZcIDQ3lL3/5C/379ycgIAD4c+YoICCAKVOmMHTo0CLPKG3maNy4cbRp0wYvLy/8/f0ZOHAgP/30U9UMWEREREQU/IhcKj8/n88++4x27drRt29fAgICuOGGGxxS2rKzs+nQoQMNGjQA4KqrrnJ4Rllmjq677jqWLFnCjz/+yBdffIHNZiM8PJy8vDynjFNERETE1Sj4EZeRl29je8oJ1iUeZXvKCfLybcW2S0tL4/Tp07z44otERESwceNGBg8ezJAhQ9i8eTNQMHN08uRJIiIiin1GaTNHAA899BC33HILrVu3JiwsjOeee44jR45w6NChSh+7iIiIiEC96u6AiDNEJ1uYs2Evlsxz9nNmoyezojoUaZufnw/AwIEDmTx5MgBdunRh27ZtLFq0iFtvvZX169cTGxvLnj17WLx4cZH7P/vsM5588kn69u3Lnj17CA4OZvr06QwaNKjY/mVnZ7NkyRKCg4Np2bJlJY1aRERERC6mmR+p86KTLYxfnuAQ+ABYM88xfnlCkfZ+fn7Uq1ePDh0cA6Nrr73WvmYnNjaWlJQUmjRpAsCdd95p/789evQodeao0Ntvv02jRo1o1KgR0dHRxMTE2FPpRERERKRyKfiROi0v38acDXspLsHt4nP5F6XANWjQgK5du7Jv3z6H5+zYk4x7Y3+2p5zgiSen8f3335OYmAjA/PnzAXj11Vft/104c9SlSxeeeuop7rjjDhYtWuTQh3vuuYc9e/awefNm2rZty7Bhwzh3zjFIq0yVUeL73XffpWfPnjRu3BiDwcDJkyerrL8iIiIilUnBj9RpO1PTi8z4AOTnniX3+EFyjh8EYHP8DyQmJtr/yH/iiSdYvXo17733Hv/5fBtXD3qMLZui2d/0Ju56bwf/t2wvv9KUkJAQAIKCggBo1aoVYWFhpc4cFTIajbRt25ZbbrmFjz76iJ9++ok1a9ZU+vtQqDJKfJ85c4aIiAhmzJhRZf0UERERqQpa8yN1Wtqp4mdRcq0HOL7yzz/e33hhJm+8MJNRo0axdOlSBg8ezKJFi5g55zksx45Sz7c5/oNn4NmiI/BnytzCkWFFnl3czBHA/v377UFSSWw2Gzk5OeUdZplFRkYSGRlZ4vWLCzUU+stf/uLQZtKkSQDExcVVRRdFREREqoyCH6nTAnyKbkoK4NnqrwRN+9R+vHJsd25s09ShzajR9/Pe8SDqFzNzlJd7lgsZFp5851cAUlNT2bNnD76+vkDBzNHw4cO55ZZb6NWrF9HR0WzYsMEeMBw8eJDVq1cTHh6Ov78/R48eZd68eXh5edGvX7/KGHq5VaRQg4iIiEhtorQ3qdO6BftiNnpiKOG6gYKqb92CfYtcKyllDgpmjixLHyNpwd8BmDJlCqGhofzjH/8AsM8cvfTSS3Tq1Il///vffPzxx/To0QMAT09Pvv76a/r168fVV1/NsGHD8Pb2Ztu2bQ7lsJ2pLCW+RURERGozzfxInebuZmBWVAfGL0/AgGORg8KAaFZUB9zdioZHJaXMgePM0esjujCwS/MibR544AEeeOCBYu8PDAzk888/L+swKiwv38bO1HTSTp0jwKcgyCturFC2Et8iIiIitZmCH6nzIkLMLBwZVmSfH9Mf+/xEhJiLva+klLmKtnO2y+1tVNyYL1fie+vWrVXeXxEREZGqpuBHXEJEiJk+HUxlngWBP1PmrJnnii2VbaAggCouZa66Fe5tdGm/q6pQg4iIiEhtoDU/UureL6NHj8ZgMDi8unfv7tDGarVy7733YjKZ8Pb2JiwsjI8++siJoyidu5uBG9s0ZWCX5tzYpullA5/C9rOiCmZBLm1ZWspcdbrc3kZ5uWfJOX6QJ99ZDxQUaiipxPfPP//MggUL2LBhAw8//LD9GVarlcTERH7++WcAkpKSSExMJD09vcrHJiIiInIlFPxIqXu/AERERGCxWOyvS9er3Hvvvezbt4/169eTlJTEkCFDGD58OHv27Knq7lepwpQ5k9Extc1k9GThyLASU+aqU1UWagBYtGgRoaGhjB07FoBbbrmF0NBQ1q9fX8UjExEREbkyBpvNVtwXxDVaVlYWRqORzMxMGjduXN3dqRRbtmzhX//6F/Hx8VgsFtasWeNQXnj06NEsW7bM4Z4bbriBHTt2AHDo0CGCg4OLffb//vc/hg4dWqZ+GAyGYn/2yZMni8wIXaxRo0YsXLiQe++9136uadOmvPTSS4wZM6ZMP7smK0/hgOq2LvEoE1clltqupEINIiIiIrVJeWIDzfzUEFc6+9KyZUuHaxaLhTlz5uDt7X3ZTS3LKi4ujoCAANq1a8fYsWNJS0tzuN6jRw9Wr15Neno6+fn5rFq1ipycHHr27HnFP7smKG/KXHWq7YUaRERERKqKCh7UEJGRkaUGKR4eHphMpmKvubu7F7m2Zs0ahg8fTqNGjYq0L89MRmRkJEOHDiUoKIjU1FRmzpzJbbfdRnx8PB4eHgCsXr2a4cOH07RpU+rVq0fDhg1Zs2YNbdq0KcvwpRLV5kINIiIiIlVJMz+1yOVmXy4tWvDKK6+QmJhoTzm7tGhBPXc3ev7tZiauSuSu93bQY14s0ckWAGbOnIm3tzdNmjShZ8+eDBgwgP79+xMSEkJUVBT/7//9P/bv389nn31m//nPPPMMGRkZbNq0id27dzNlyhSGDh1KUlKSc98kqbWFGkRERESqmmZ+aonSZl8K0+buv/9+7rzzTjZt2sS1117LTTfdZH9GREQE9057kWkf/RGQuP/5z2/NPMf981YABRtbrlq1igYNGvDdd9/h5uYYI5vNZoKCgjhw4AAAKSkpLFiwgOTkZDp27AhA586d+frrr3nrrbdYtGhRVb41UoyK7m0kIiIiUpcp+KlG5Uk9Gz58uP2/Q0JCuP766wkKCuKzzz5jyJAhRdLmtmzZwj//+U+HZzRo4MGb23/HvdFVRZ5vA9K//DcAgwcPsQcxbdu2LdL2xIkTHDlyBLO54A/oM2fOABQJktzd3cnPzy/tbZAqUpG9jaTmuNIiKAA9e/Zk8+bNDm2GDx/OqlWrqrTvIiIiNZWCn2oSnWwp8q28+Y9v5cvi0tmXS+Xk5HDfffc5nIv96ivObIrDzcMbz5YhNLnlPty9m5Cfe5acY/vJtRRsbvnIYxN58MExtG3blmeffZaNGzdy5513YjabOXToEDNmzMDPz4/BgwcDcM0113D11Vczbtw4Xn75ZZo2bcratWuJiYnh008/rcjbI5WksFCD1D6XzuYWJyIigiVLltiPGzRoUKTN2LFjHb4I8fLyqvzOioiI1BIKfqpBdLKF8csTiixGt2aeY/zyhDI9I+233zl8+AiWXE+2p5wo8o1+165d8ff3tx9HRkbS8rrbWJx4iguZxzn59XKOr5qBedTr5FoPkLb66T/7cfQIAKdOneKOO+7ghhtu4P333+fkyZOYzWZ69erF6tWr8fHxAaB+/fp8/vnnPPXUU0RFRXH69Gmuvvpqli1bRr9+/Sr4Lom4tistglKoYcOGpbYRERFxFSp44GR5+TbmbNhbJPDJzz1LzvGD5Bw/CEDKwYMkJiZy+PBhTp8+zeOPP8727ds5dOgQLy35mDbX30peg0Z8kh7oULDg559/BqBPnz4Ozx8+fDj9+vWngX9rGl59AwFD53A+/RhnU3bh2eqvNLvnXwA07j6UbT//js1mY+/evVxzzTX06NGDtLQ0cnNz+eWXX1i6dCktW7Z0eH7btm35+OOPOX78ONnZ2Xz33XcOe/6ISOUrrQQ9wIoVK/Dz86Njx448/vjjnDp1qhp6KiIiUjNo5sfJdqamO6S6Fcq1HuD4yhn248enTgVg1KhRLFy4kKSkJN5//30yMk5ia9gEz1Z/xdT/Cdw8GgJ/zhrdcOILoKBowaUuLoFcr5Ev9Yz+nM84BmBfB+Tfso1DCeRrr72Ww4cPV87gRaTSlKUE/T333ENwcDAmk4nk5GSmT5/Od999R0xMTDX3XkREpHoo+HGytFNFAx8Az1Z/JWjan+tjXh/RhYFdmtuPv/jiC/LybfSYF1ts8GSjoIzxL38ZCLxZpPgA/FkCefzyBPLPZnEh68/iB/WNzXBv5Eu3q845pM/t37+/UjZJFZHLK08BFCi9CAoUrPe5uE3btm25/vrrSUhIICwsrOoGIyIiUkMp+HGyAB/PCrcradYICtLmLmRY+OV4wXFqaiqJiYn4+vri6+vL7NmzufPOO7nGbGZ8+3M8O/s53L0a07DtjQCYm3jR9+GJrFr0Ch/1uZkuXbqwbNkyfvrpJz766KOKDVZEyuRyBVDKWpa8tCIoAGFhYdSvX58DBw4o+BEREZek4MfJLk49u3TdDxTM3piMng6pZ4VKmjWComlzU6ZMAYqmzRUWLRjSsxeDH5yCwafpRd8y307wVQ2YPHky6enpdO7cmZiYGNq0aXOlwxaREpRWAGXhyLIFKZeWoC/ODz/8wPnz5y/bRkREpC4z2Gy24v4Gr9GysrIwGo1kZmbSuHHj6u5OuRX+sQM4/MFTmOCycGRYsd/2bk85wV3v7Shy/lIrx3ZXeWORWuByqayFs7l+jRqQtODvzJ8/n169ehWZzb24BP3hw4f58ccf8fHxISUlhRUrVtCvXz/8/PzYu3cvU6dOxcvLi127duHu7l4NIxYREal85YkNVO2tGkSEmFk4MgyT0TG1zWT0LDHwgT9njUpaBWCgIFWmuFkjEal5LpfKmms9gGXpYyQt+DtQMJsbGhrKP/7xD9zd3UlKSmLgwIG0a9eOUaNG0a5dO7Zv324vQd+gQQO+/PJL+vbtS/v27XnssccIDw9n06ZNCnxERMRlaeanGpV3gTNUfNZIRGqedYlHmbgqsdR2lxZAERERkT+VJzbQmp9q5O5mKHd6WuGs0aWLo03lXBwtItXvSgqgiIiISPkp+KmFIkLM9OlgKveskYjULFdSAEVERETKT8FPLVWRWSMRqVku3nvLQPGprLOiOuiLDRERkUqiggciItWoogVQREREpPw08yMiUs2UyioiIuIcCn5ERGoApbKKiIhUPaW9iYiIiIiISyh38LNlyxaioqIIDAzEYDCwdu1ah+ujR4/GYDA4vLp37+7QJicnhwkTJuDn54e3tzcDBgzg119/vaKBiIiIiIiIXE65g5/s7Gw6d+7MggULSmwTERGBxWKxvz7//HOH65MmTWLNmjWsWrWKrVu3cvr0ae644w7y8vLKPwIREREREZEyKHfwExkZyXPPPceQIUNKbOPh4YHJZLK/fH3/3KMiMzOTxYsX88orr9C7d29CQ0NZvnw5SUlJbNq0qWKjqCFKmxW72Lhx4zAYDLz22mv2c4cOHSoya1b4+vDDD6t+ACIiIiIidViVrPmJi4sjICCAdu3aMXbsWNLS0uzX4uPjOX/+POHh4fZzgYGBhISEsG3btmKfl5OTQ1ZWlsOrJirLrBjA2rVr+fbbbwkMDHQ437JlS4cZM4vFwpw5c/D29iYyMrIquy4iIiIiUudVerW3yMhIhg4dSlBQEKmpqcycOZPbbruN+Ph4PDw8sFqtNGjQgKuuusrhvmbNmmG1Wot95ty5c5kzZ05ld7XSRUZGlhqkHD16lEcffZQvvviC/v37O1xzd3fHZDI5nFuzZg3Dhw+nUaNGld5fERERERFXUunBz/Dhw+3/HRISwvXXX09QUBCfffbZZVPlbDYbBkPxe1pMnz6dKVOm2I+zsrJo2bJl5XXaSfLz87n33nt54okn6NixY6nt4+PjSUxM5K233nJC70RERERE6rYqL3VtNpsJCgriwIEDAJhMJnJzc8nIyHBol5aWRrNmzYp9hoeHB40bN3Z41Ubz5s2jXr16PPbYY2Vqv3jxYq699lpuuummKu6ZiIiIiEjdV+XBz4kTJzhy5AhmsxmA6667jvr16xMTE2NvY7FYSE5OrpV/5Ofl29iecoJ1iUfZnnKCvHxbse3i4+N5/fXXWbp0aYkzXBc7e/YsH3zwAWPGjKnsLouIiIiIuKRyp72dPn2an3/+2X6cmppKYmIivr6++Pr6Mnv2bO68807MZjOHDh1ixowZ+Pn5MXjwYACMRiNjxoxh6tSpNG3aFF9fXx5//HE6depE7969K29kThCdbGHOhr1YMs/Zz5mNnsyK6lCk7ddff01aWhqtWrWyn8vLy2Pq1Km89tprHDp0yKH9Rx99xJkzZ7jvvvuqrP8iIiIiIq6k3MHP7t276dWrl/24cC3OqFGjWLhwIUlJSbz//vucPHkSs9lMr169WL16NT4+PvZ7Xn31VerVq8ewYcM4e/Yst99+O0uXLsXd3b0ShuQc0ckWxi9P4NJ5HmvmOcYvTyjS/t577y0S3PXt25d7772X+++/v0j7xYsXM2DAAPz9/Suz2yIiIiIiLqvcwU/Pnj2x2YpP7QL44osvSn2Gp6cnb775Jm+++WZ5f3yNkJdvY86GvUUCn/zcs1zIsNiPUw4etM+KtWrViqZNmzq0r1+/PiaTifbt2zuc//nnn9myZUuRzWFFRERERKTiKr3amyvYmZrukOpWKNd6gOMrZ9iPH586FSiYFVu6dGmZn/+f//yH5s2bO+yFJCIiIiIiV8Zgu9w0Tg2VlZWF0WgkMzOzWiq/rUs8ysRViaW2e31EFwZ2aV71HRIRERERcVHliQ2qvNpbXRTg41mp7UREREREpOop+KmAbsG+mI2elFSw2kBB1bduwb7O7JaIiIiIiFyGgp8KcHcz2MtZXxoAFR7PiuqAu1vp+/mIiIiIiIhzKPipoIgQMwtHhmEyOqa2mYyeLBwZRkSIuZp6JiIiIiIixVG1tysQEWKmTwcTO1PTSTt1jgCfglQ3zfiIiIiIiNQ8Cn6ukLubgRvbNC29oYiIiIiIVCulvYmIiIiIiEtQ8CMiIiIiIi5BwY+IiIiIiLgEBT9yRbZs2UJUVBSBgYEYDAbWrl3rcH327Nlcc801eHt7c9VVV9G7d2++/fZbhzYpKSkMHjwYf39/GjduzLBhwzh+/LgTRyEiIiIirkDBj1yR7OxsOnfuzIIFC4q93q5dOxYsWEBSUhJbt26ldevWhIeH89tvv9nvDw8Px2AwEBsbyzfffENubi5RUVHk5+c7cygiIiIiUscZbDabrbo7UV5ZWVkYjUYyMzNp3LhxdXdH/mAwGFizZg2DBg0qsU3hv92mTZu4/fbb2bhxI5GRkWRkZNj/LTMyMvD19SUmJobevXs7qfciIiIiUhuVJzbQzI84TW5uLu+++y5Go5HOnTsDkJOTg8FgwMPDw97O09MTNzc3tm7dWl1dFREREZE6SMGPVLlPP/2URo0a4enpyauvvkpMTAx+fn4AdO/eHW9vb6ZNm8aZM2fIzs7miSeeID8/H4vFUs09FxEREZG6RMGPlFtevo3tKSdYl3iU7SknyMu/fOZkr169SExMZNu2bURERDBs2DDS0tIA8Pf358MPP2TDhg00atTIPmUZFhaGu7u7M4YjIiIiIi6iXnV3QGqX6GQLczbsxZJ5zn7ObPRkVlSHEu/x9vbm6quv5uqrr6Z79+60bduWxYsXM336dADCw8NJSUnh999/p169ejRp0gSTyURwcHCVj0dEREREXIeCHymz6GQL45cncOk8jzXzHOOXJ5T5OTabjZycnCLnC1PhYmNjSUtLY8CAAVfSXRERERERBwp+pEzy8m3M2bC3SOCTn3uWCxl/rs1JOXiQxMREfH19adq0Kc8//zwDBgzAbDZz4sQJ3n77bX799VeGDh1qv2fJkiVce+21+Pv7s337diZOnMjkyZNp3769k0YnIiIiIq5AwY+Uyc7UdIdUt0K51gMcXznDfvz41KkAjBo1ikWLFvHTTz+xbNkyfv/9d5o2bUrXrl35+uuv6dixo/2effv2MX36dNLT02ndujVPP/00kydPrvpBiYiIiIhL0T4/UibrEo8ycVViqe1eH9GFgV2aV32HRERERETQPj9SBQJ8PCu1nYiIiIiIsyn4kTLpFuyL2eiJoYTrBgqqvnUL9nVmt0REREREykzBj5SJu5vBXs760gCo8HhWVAfc3UoKj0REREREqpeCHymziBAzC0eGYTI6praZjJ4sHBlGRIi5mnomIiIiIlI6VXuTcokIMdOng4mdqemknTpHgE9BqptmfERERESkplPwI+Xm7mbgxjZNq7sbIiIiIiLlorQ3ERERERFxCQp+RERERETEJSj4ERERERERl6DgR0REREREXIKCHxERERERcQkKfkRERERExCUo+BEREREREZeg4EdERERERFyCgh8REREREXEJCn5ERERERMQlKPgRERERERGXoOBHRERERERcgoIfERERERFxCQp+RERERETEJSj4ERERERERl6DgR0REREREXIKCHxERERERcQkKfkRERERExCUo+BEREREREZeg4EdERERERFyCgh8REREREXEJCn5ERERERMQlKPgRERERERGXoOBHRERERERcQrmDny1bthAVFUVgYCAGg4G1a9far50/f55p06bRqVMnvL29CQwM5L777uPYsWMOz+jZsycGg8HhNWLEiCsejIiIiIiISEnKHfxkZ2fTuXNnFixYUOTamTNnSEhIYObMmSQkJPDJJ5+wf/9+BgwYUKTt2LFjsVgs9tc777xTsRGIiIiIiIiUQb3y3hAZGUlkZGSx14xGIzExMQ7n3nzzTbp168bhw4dp1aqV/XzDhg0xmUzl/fEiIiIiIiIVUuVrfjIzMzEYDDRp0sTh/IoVK/Dz86Njx448/vjjnDp1qsRn5OTkkJWV5fASEREREREpj3LP/JTHuXPneOqpp7j77rtp3Lix/fw999xDcHAwJpOJ5ORkpk+fznfffVdk1qjQ3LlzmTNnTlV2VURERERE6jiDzWazVfhmg4E1a9YwaNCgItfOnz/P0KFDOXz4MHFxcQ7Bz6Xi4+O5/vrriY+PJywsrMj1nJwccnJy7MdZWVm0bNmSzMzMyz5XRERERETqtqysLIxGY5ligyqZ+Tl//jzDhg0jNTWV2NjYUjsRFhZG/fr1OXDgQLHBj4eHBx4eHlXRVRERERERcRGVHvwUBj4HDhzgq6++omnTpqXe88MPP3D+/HnMZnNld0dERERERASoQPBz+vRpfv75Z/txamoqiYmJ+Pr6EhgYyP/93/+RkJDAp59+Sl5eHlarFQBfX18aNGhASkoKK1asoF+/fvj5+bF3716mTp1KaGgoN998c+WNTERERERE5CLlXvMTFxdHr169ipwfNWoUs2fPJjg4uNj7vvrqK3r27MmRI0cYOXIkycnJnD59mpYtW9K/f39mzZqFr69vmfpQnrw+ERERERGpu8oTG1xRwYPqouBHRERERESgfLFBle/zIyIiIiIiUhMo+BEREREREZeg4EdERERERFyCgh8REREREXEJCn5ERERERMQlKPgRERERERGXoOBHRERERERcgoIfERERERFxCQp+RERERETEJSj4ERERERERl6DgR0REREREXIKCHxERERERcQkKfkRERERExCUo+BEREREREZeg4EdERERERFyCgh8REREREXEJCn5ERERERMQlKPgRERERERGXoOBHRERERERcgoIfEREREZE/bNmyhaioKAIDAzEYDKxdu9bh+ieffELfvn3x8/PDYDCQmJhY5BnvvvsuPXv2pHHjxhgMBk6ePOmUvkvpFPyIiIiIiPwhOzubzp07s2DBghKv33zzzbz44oslPuPMmTNEREQwY8aMquqmVFC96u6AiIiIiEhNERkZSWRkZInX7733XgAOHTpUYptJkyYBEBcXV4k9k8qgmR8REREREXEJmvkREREREZeWl29jZ2o6aafOEeDjSbdgX9zdDNXdLakCCn5ERERExGVFJ1uYs2Evlsxz9nNmoyezojpUY6+kqij4ERERERGXFJ1sYfzyBGyXnLdmnmP88oRq6ZNULa35ERERERGXk5dvY86GvUUCH8DhXH5+cS2kttLMj4iIiIi4nJ2p6Q6pboXyc89yIcNiP94c/wN/+Uswvr6+tGrVivT0dA4fPsyxY8cA2LdvHwAmkwmTyQSA1WrFarXy888/A5CUlISPjw+tWrXC19e3qocml6GZHxERERFxOWmnigY+ALnWA1iWPoZl6WMAvPHCTEJDQ/nHP/4BwPr16wkNDaV///4AjBgxgtDQUBYtWmR/xqJFiwgNDWXs2LEA3HLLLYSGhrJ+/fqqHJKUgcFms9W6ubysrCyMRiOZmZk0bty4ursjIiIiIrXM9pQT3PXejlLbrRzbnRvbNHVCj6SiyhMbaOZHRERERFxOt2BfzEZPSipobaCg6lu3YKWp1SUKfkRERETE5bi7GezlrC8NgAqPZ0V10H4/dYyCHxERERFxSREhZhaODMNk9HQ4bzJ6snBkGBEh5mrqmVQVVXsTEREREZcVEWKmTwcTO1PTSTt1jgCfglQ3zfjUTQp+RERERMSlubsZVNTARSjtTUREREREXIKCHxERERERcQkKfkRERERExCUo+BEREREREZeg4EdERERERFyCgh8REREREXEJCn5ERERERMQlKPgRERERERGXoOBHRERERERcgoIfERERERFxCQp+RERERETEJSj4ERERERERl6DgR0REREREXIKCHxERERERcQkKfkRE6phTp04xadIkgoKC8PLy4qabbmLXrl3268ePH2f06NEEBgbSsGFDIiIiOHDgQDX2WERExDkU/IiI1DEPPvggMTEx/Pe//yUpKYnw8HB69+7N0aNHsdlsDBo0iIMHD7Ju3Tr27NlDUFAQvXv3Jjs7u7q7LiIiUqUMNpvNVt2dKK+srCyMRiOZmZk0bty4ursjIlJjnD17Fh8fH9atW0f//v3t57t06cIdd9zBfffdR/v27UlOTqZjx44A5OXlERAQwLx583jwwQerq+siIiIVUp7YoNwzP1u2bCEqKorAwEAMBgNr1651uG6z2Zg9ezaBgYF4eXnRs2dPfvjhB4c2OTk5TJgwAT8/P7y9vRkwYAC//vprebsiIiKXuHDhAnl5eXh6ejqc9/LyYuvWreTk5AA4XHd3d6dBgwZs3brVqX0VERFxtnIHP9nZ2XTu3JkFCxYUe/2ll15i/vz5LFiwgF27dmEymejTpw+nTp2yt5k0aRJr1qxh1apVbN26ldOnT3PHHXeQl5dX8ZGIiAg+Pj7ceOONPPvssxw7doy8vDyWL1/Ot99+i8Vi4ZprriEoKIjp06eTkZFBbm4uL774IlarFYvFUt3dFxERqVJXlPZmMBhYs2YNgwYNAgpmfQIDA5k0aRLTpk0DCmZ5mjVrxrx58xg3bhyZmZn4+/vz3//+l+HDhwNw7NgxWrZsyeeff07fvn1L/blKexMRcZSXb2Nnajppp86Rm27hzTlT+XrLFtzd3QkLC6Ndu3YkJCSwd+9e4uPjGTNmDN999x3u7u707t0bN7eC78I+//zzah6JiIhI+ZQnNqhXmT84NTUVq9VKeHi4/ZyHhwe33nor27ZtY9y4ccTHx3P+/HmHNoGBgYSEhLBt27Zig5+cnBx7qgYUDFBERApEJ1uYs2Evlsxz9nPmiH+w5l+tuaFlQ8xmM8OHDyc4OBiA6667jsTERDIzM8nNzcXf358bbriB66+/vrqGICIi4hSVWu3NarUC0KxZM4fzzZo1s1+zWq00aNCAq666qsQ2l5o7dy5Go9H+atmyZWV2W0ScoLTyywA//vgjAwYMwGg04uPjQ/fu3Tl8+HA19bh2iE62MH55gkPgA2DNPMfkT37iuxOQkZHBF198wcCBAx3aGI1G/P39OXDgALt37y5yXUREpK6pklLXBoPB4dhmsxU5d6nLtZk+fTqZmZn215EjRyqtryLiHJcrvwyQkpJCjx49uOaaa4iLi+O7775j5syZRRbuy5/y8m3M2bCXS3OXzx6M58zBeM6ftDJ5/n/p1asX7du35/777wfgww8/JC4uzl7uuk+fPgwaNMhhRl5ERKQuqtS0N5PJBBTM7pjNZvv5tLQ0+2yQyWQiNzeXjIwMh9mftLQ0brrppmKf6+HhgYeHR2V2VUSc6OzZs3z88cesW7eOW265BYDZs2ezdu1aFi5cyHPPPcfTTz9Nv379eOmll+z3/eUvf6muLtcKO1PTi8z4AOTnnOHklmVcOPU77p4+DBo8hMULXqF+/foAWCwWpkyZwvHjxzGbzdx3333MnDnT2d0XERFxukqd+QkODsZkMhETE2M/l5uby+bNm+2BzXXXXUf9+vUd2lgsFpKTk0sMfkSkdiut/HJ+fj6fffYZ7dq1o2/fvgQEBHDDDTcUKaUvjtJOFQ18ALyv/RvNx/2boMfX0uLR/3Lv1DkYjUb79ccee4wjR46Qm5vLL7/8wrPPPkuDBg2c1W0RkSpXWqr16NGjMRgMDq/u3btXY4/FWcod/Jw+fZrExEQSExOBgiIHiYmJHD58GIPBwKRJk3jhhRdYs2YNycnJjB49moYNG3L33XcDBTnmY8aMYerUqXz55Zfs2bOHkSNH0qlTJ3r37l2pgxORmqG08stpaWmcPn2aF198kYiICDZu3MjgwYMZMmQImzdvru7u11gBPmVLCSxrOxGRuqK0VGuAiIgILBaL/aVql66h3Glvu3fvplevXvbjKVOmADBq1CiWLl3Kk08+ydmzZ3n44YfJyMjghhtuYOPGjfj4+NjvefXVV6lXrx7Dhg3j7Nmz3H777SxduhR3d/dKGJKI1AQXl14O8PFk6bL3GfvgGJo3b24vv3z33XeTkJBAfn4+AAMHDmTy5MkAdOnShW3btrFo0SJuvfXW6hxKjdUt2Bez0RNr5rki634ADIDJ6Em3YF9nd01EpNqUJdUaCpZVFC7ZENdR7uCnZ8+eXG5rIIPBwOzZs5k9e3aJbTw9PXnzzTd58803y/vjRaQWKLb0stGTWW+t4vPgxmRlZTmUX/bz86NevXp06NDB4TnXXnstW7dudXb3aw13NwOzojowfnkCBnAIgArLx8yK6oC72+ULzoiI1CWlpVoXiouLIyAggCZNmnDrrbfy/PPPExAQ4OzuipNVSbU3EXFdlyu9PH55Al+nFgQ+F5dfbtCgAV27dmXfvn0O9+zfv5+goCBndr/WiQgxs3BkGCaj4y95k9GThSPDiAgxl3CniEjdVFqqNUBkZCQrVqwgNjaWV155hV27dnHbbbc57CspdZPBdrlpnBqqPLu4iojz5OXb6DEvttgKZGcPxgMQGPQX5vYO4KlpT+Lh4cHWrVupX78+a9asYfjw4bz11lv06tWL6OhoJk2aRFxcHD169HD2UGqdS9MMuwX7asZHRFzGpZ+BTfMzGPvgGLZs2WJPtW7Xrh0JCQns3bu3yP0Wi4WgoCBWrVrFkCFDqmEEciXKExtUaqlrEXFtJZVehj/LL6ed+p2Ry3wZMWwozz//vL388uDBg1m0aBFz587lscceo3379nz88ccKfMrI3c3AjW2aVnc3REScrryp1sUxm80EBQVx4MABZ3VbqomCHxGpNCWVXoaC8sve1/4NgNdHdGFgl+ZF2jzwwAM88MADVdY/ERGpWwpTrS9NYypMtS5M/y1Mtb54L7mLnThxgiNHjjjsUyl1k9b8iEilUellERFxlrx8G3M27C222uWZg/GcORjP9GVfEv3FRnr16kX79u25//77OX36NI8//jjbt2/n0KFDxMXFERUVhZ+fH4MHD3b6OMS5NPMjIpVGpZdFRMRZKppqfeHCBZKSknj//fc5efIkZrOZXr16sXr1aoetWaRu0syPiFSawtLL8Gep5UIqvSwitd2pU6eYNGkSQUFBeHl5cdNNN7Fr1y779U8++YS+ffvi5+eHwWCwbwgvVaO0VOvm4/5N0ONrWbwxgQULFmA0GoGCktdffPEFaWlp5Obm8ssvv7B06VJatmzprK5LNVLwIyKVSqWXRaSuevDBB4mJieG///0vSUlJhIeH07t3b44ePQpAdnY2N998My+++GI199Q1KNVaKkKlrkWkSqj0sojUJWfPnsXHx4d169bRv39/+/kuXbpwxx138Nxzz9nPHTp0iODgYPbs2UOXLl2qobeuoXB7hdJSrbdOu02/f+o4lboWkWqn0ssiUpdcuHCBvLw8PD0dZxG8vLzYunVrNfXKtRWmWo9fnoABHAIgpVpLSZT2JiIiIlIKHx8fbrzxRp599lmOHTtGXl4ey5cv59tvv8VisVR391yWUq2lvDTzIyIiIlKMS9N3ly57n7EPjqF58+a4u7sTFhbG3XffTUJCQnV31aVFhJjp08GkVGspEwU/IiIiIpeITrYwZ8Neh1LKZqMns95axefBjcnKysJsNjN8+HCCg4OrsacCSrWWslPam4iIiMhFopMtjF+eUGQPGWvmOcYvT+Dr1ILAJyMjgy+++IKBAwdWU09FpLw08yMiIiLyh7x8G3M27C22etiZg/EATF+WAb0DeGrak7Rv3577778fgPT0dA4fPsyxY8cA2LdvHwAmkwmTyeSU/ovI5WnmR0REROQPO1PTi8z4FMrPOUN6zEISX72fkffeS48ePdi4cSP169cHYP369YSGhtpLYY8YMYLQ0FAWLVrktP6LyOVpnx8RERGRP6xLPMrEVYmltnt9RBcGdmle9R0SkVKVJzbQzI+IiIjIHwJ8PEtvVI52IlKzKPgRERER+UO3YF/MRk9KKpJsoKDqW7dgX2d2S0QqiYIfERERkT+4uxmYFdUBoEgAVHg8K6qD9pARqaUU/IiIiIhcJCLEzMKRYZiMjqltJqMnC0eGERFirqaeiciVUqlrERGRanLhwgVmz57NihUrsFqtmM1mRo8ezTPPPIObW8H3k6NHj2bZsmUO991www3s2LGjOrrsMiJCzPTpYGJnajppp84R4FOQ6qYZH5HaTcGPiIhINZk3bx6LFi1i2bJldOzYkd27d3P//fdjNBqZOHGivV1ERARLliyxHzdo0KA6uuty3N0M3NimaXV3Q0QqkYIfERGRarJ9+3YGDhxo3xemdevWrFy5kt27dzu08/Dw0CaZIiKVQGt+REREqkmPHj348ssv2b9/PwDfffcdW7dupV+/fg7t4uLiCAgIoF27dowdO5a0tLTq6K6ISK2nmR8REZFqMm3aNDIzM7nmmmtwd3cnLy+P559/nrvuusveJjIykqFDhxIUFERqaiozZ87ktttuIz4+Hg8Pj2rsvYhI7aPgR0RExIny8m32RfTfbf6c5cuX88EHH9CxY0cSExOZNGkSgYGBjBo1CoDhw4fb7w0JCeH6668nKCiIzz77jCFDhlTXMEREaiUFPyIiIk4SnWxhzoa9WDLPAfDr2zNo2fMumoTcSqcQM506deKXX35h7ty59uDnUmazmaCgIA4cOODMrouI1Ala8yMiIuIE0ckWxi9PsAc+ALbzOWTl5DF+eQLRyRYA3N3dyc/PL/E5J06c4MiRI5jN2mtGRKS8NPMjIiJSxfLybczZsBfbJee9ru5G5rbV1Gvsz/T3T5J9gxfz58/ngQceAOD06dPMnj2bO++8E7PZzKFDh5gxYwZ+fn4MHjzY+QMREanlFPyIiIhUsZ2p6Q4zPoV8e4/j5NfLObHxbX47k8lj5kDGjRvHP/7xD6BgFigpKYn333+fkydPYjab6dWrF6tXr8bHx8fZwxARqfUU/IiIiFSxtFNFAx8AN4+G+PZ+CN/eDwHw+oguDOzS3H7dy8uLL774wil9FBFxBVrzIyIiUsUCfDwrtZ2IiFSMgh8REZEq1i3YF7PRE0MJ1w2A2ehJt2BfZ3ZLRMTlKPgRERGpYu5uBmZFdQAoEgAVHs+K6oC7W0nhkYiIVAYFPyIiIk4QEWJm4cgwTEbH1DaT0ZOFI8OICFHpahGRqqaCByJSqtatW/PLL78UOf/www/z1ltvcfz4caZNm8bGjRs5efIkt9xyC2+++SZt27atht6K1FwRIWb6dDCxMzWdtFPnCPApSHXTjI+IiHMo+BGRUu3atYu8vDz7cXJyMn369GHo0KHYbDYGDRpE/fr1WbduHY0bN2b+/Pn07t2bvXv34u3tXY09F6l53N0M3NimaXV3Q0TEJSn4EZFS+fv7Oxy/+OKLtGnThltvvZUDBw6wY8cOkpOT6dixIwBvv/02AQEBrFy5kgcffLA6uiwiIiJShNb8iEi55Obmsnz5ch544AEMBgM5OTkAeHr+uY7B3d2dBg0asHXr1urqpoiIiEgRCn5EpFzWrl3LyZMnGT16NADXXHMNQUFBTJ8+nYyMDHJzc3nxxRexWq1YLJbq7ayIiIjIRRT8iEix8vJtbE85wbrEo2xPOUFevg2AxYsXExkZSWBgIAD169fn448/Zv/+/fj6+tKwYUPi4uKIjIzE3d29OocgIiIi4kBrfkSkiOhkC3M27MWSec5+zmz05O/XNWbTpk188sknDu2vu+46EhMTyczMJDc3F39/f2644Qauv/56Z3ddREREpESa+RERB9HJFsYvT3AIfACsmeeY+M9XMfr60b9//2LvNRqN+Pv7c+DAAXbv3s3AgQOd0WURERGRMtHMj4jY5eXbmLNhL7ZiruXb8jmdtIlmXW7D4OaYzvbhhx/i7+9Pq1atSEpKYuLEiQwaNIjw8HDndFxERESkDBT8iIjdztT0IjM+hc4dSiQv6zdofxs7U9Md9imxWCxMmTKF48ePYzabue+++5g5c6azui0iIiJSJkp7ExG7tFPFBz4AXsFhBE37lPq+zYu0e+yxxzhy5Ai5ubn88ssvPPvsszRo0KCquytVoHXr1hgMhiKvRx55BIDRo0cXuda9e/dq7rWIiEjZaOZHROwCfDxLb1SOdlL77Nq1i7y8PPtxcnIyffr0YejQofZzERERLFmyxH6sQFdERGoLBT8iYtct2Bez0RNr5rli1/0YAJPRk27Bvs7umjiJv7+/w/GLL75ImzZtuPXWW+3nPDw8MJlMzu6aiIjIFVPam4jYubsZmBXVASgIdC5WeDwrqgPubpdelbooNzeX5cuX88ADD2Aw/PlvHhcXR0BAAO3atWPs2LGkpaVVYy9FRETKTsGPiDiICDGzcGQYJqNjapvJ6MnCkWFEhJirqWfibGvXruXkyZOMHj3afi4yMpIVK1YQGxvLK6+8wq5du7jtttvIycmpvo6KiIiUkcFmsxWX3VKjZWVlYTQayczMpHHjxtXdHZE6KS/fxs7UdNJOnSPApyDVTTM+dVNJ/9Z9+/alQYMGbNiwocR7LRYLQUFBrFq1iiFDhjix19K6dWt++eWXIucffvhh3nrrLWbPns2qVas4cuQIDRo04LrrruP555/nhhtuqIbeiohUnfLEBpW+5qe0D+PRo0ezbNkyh2s33HADO3bsqOyuiMgVcHczOJSzlropOtnCnA17HUqcm42e/P26xmzatIlPPvnksvebzWaCgoI4cOBAVXdVLlFacYp27dqxYMEC/vKXv3D27FleffVVwsPD+fnnn4us7RIRcRWVPvPz22+/Ffth/NVXX9GzZ09Gjx7N8ePHi1QK8vUt+wJqzfyIiFy56GQL45cnFCluYQAytq7Abd+XpFmOUq9eyd+TnThxgubNm/Puu+9y3333VWl/5fImTZrEp59+yoEDBxzWaBUq/N25adMmbr/99mrooYhI1ajWmR9VChIRqfny8m3M2bC32Kp++bZ8TidtolmX2zC4udvPnz59mtmzZ3PnnXdiNps5dOgQM2bMwM/Pj8GDBzuv81JEYXGKKVOmFBv45Obm8u6772I0GuncuXM19FBEpGao0oIHlVUpKCcnh6ysLIeXiIhU3M7UdIdUt4udO5RIXtZv0P42dqam28+7u7uTlJTEwIEDadeuHaNGjaJdu3Zs374dHx8fZ3VdilFccQqATz/9lEaNGuHp6cmrr75KTEwMfn5+1dNJEZEaoEoLHvzvf//j7rvv5vDhwwQGBgKwevVqGjVqRFBQEKmpqcycOZMLFy4QHx+Ph4dHsc+ZPXs2c+bMKXJeaW8iIhWzLvEoE1clltru9RFdGNiledV3SMqkvMUpsrOzsVgs/P7777z33nvExsby7bffEhAQUE0jEBGpfOVJe6vS4KeyKgXl5OQ4lFHNysqiZcuWCn5ERCpoe8oJ7nqv9EIzK8d2V+GLGuJyxSkeiOzOJ598wsCBAy/7jLZt2/LAAw8wffr0qu6uiIjTVOuan0K//PJLpVUK8vDwKHFWSEREyq9bsC9moyfWzHPFrvsxULC3U7fgshejkapTUnEKa+Y5Jv5zMUZfP/r371/qc2w2m/ZkEhGXVmVrfpYsWUJAQECpH8YnTpzgyJEjmM3aOFFExFnc3QzMiuoAFAQ6Fys8nhXVQXs71QBlKU7h1aGXQ3GK7OxsZsyYwY4dO/jll19ISEjgwQcf5Ndff7WXwhbnad26NQaDocjrkUceAQqC0tmzZxMYGIiXlxc9e/bkhx9+qOZei9RNVRL85Ofns2TJEkaNGuVQIvX06dM8/vjjbN++nUOHDhEXF0dUVJQqBYmIVIOIEDMLR4ZhMno6nDcZPVk4MoyIEH0pVRNUtDjFTz/9xJ133km7du244447+O233/j666/p2LGjs7ouf9i1axcWi8X+iomJAbAHoi+99BLz589nwYIF7Nq1C5PJRJ8+fTh16lR1dlukTqqStLdNmzZx+PBhHnjgAYfzhZWC3n//fU6ePInZbKZXr16sXr1alYJERKpBRIiZPh1MxS6il5oh7VTxgQ+AV3AYQdM+LdLO09Oz1LRzcZ7LbQNis9l47bXXePrpp+1rn5ctW0azZs344IMPGDduXHV0WaTOqpLgJzw8nOLqKHh5efHFF19UxY8UEZEKcnczqKhBDRbg41l6o3K0k+p16Z5MBw8exGq1Eh4ebm/j4eHBrbfeyrZt2xT8iFSyKit4ICIiIldOxSlqp5LKkl+6J5PVagWgWbNmDvc3a9aMX375xdndFqnzFPyIiIjUYIXFKcYvT8AADgGQilPUTCWVJZ8V1YHFixcTGRlp3/+w0MWbwUNBEYRLz4nIlauyam8iIiJSOVScovYoLEt+aZEKa+Y5xr4VzaZNm3jwwQft500mU8H1P2aACqWlpRWZDRKRK6eZHxERkVpAxSlqvsuVJbcBp5JicPduQkRkP/v54OBgTCYTMTExhIaGAgXrgjZv3sy8efOc03ERF6LgR0REpJZQcYqa7XJlyW1/7Mnk3eE2Eo5k2f8dDQYDkyZN4oUXXqBt27a0bduWF154gYYNG3L33Xc7s/siLkHBj4iIiEgluFxZ8sI9mRr9tU+Rdk8++SRnz57l4YcfJiMjgxtuuIGNGzdqGxCRKmCwFVeTuobLysrCaDSSmZlJ48aNq7s7IiIiImxPOcFd7+0otd3Ksd01gydSicoTG6jggYiIiEglKCxLXtIqLAMFVd9Ullyk+ij4EREREakEhWXJgSIBkMqSi9QMCn5EREREKonKkovUbCp4ICIiIlKJVJZcpOZS8CMiIiJSyVSWXKRmUtqbiIiIiIi4BAU/IiIiIiLiEhT8iIiIiIiIS1DwIyIiIiIiLkHBj4iIiIiIuAQFPyIiIiIi4hIU/IiIiIiIiEtQ8CMiIiIiIi5BwY+IiIiIiLgEBT8iIiIiIuISFPyIiIiIiIhLUPAjIiIiIiIuQcGPiIiIiIi4BAU/IiIiIiLiEhT8iIiIiIiIS1DwIyIiIiIiLkHBj4iIiIiIuAQFPyIiIiIi4hIU/IiIiIiIiEtQ8CMiIiIiIi5BwY+IiIiIiLgEBT8iIiIiIuISFPyIiIiIiIhLUPAjIiIiIiIuQcGPiIiIiIi4BAU/IiIiIiLiEhT8iIiIiIiIS1DwIyIiIiIiLkHBj4iIiIiIuAQFPyIiIiIi4hIU/IiIiIiIiEtQ8CMiIiIiIi5BwY+IiIiIiLgEBT8iIiIiIuISFPyIiIiIiIhLUPAjIiIiIiIuQcGPiIiIiIi4BAU/IiIiIiLiEhT8iIiIiIiIS1DwIzXG3LlzMRgMTJo0yX7u9OnTPProo7Ro0QIvLy+uvfZaFi5cWH2dFBEREZFaq9KDn9mzZ2MwGBxeJpPJft1mszF79mwCAwPx8vKiZ8+e/PDDD5XdDalldu3axbvvvstf//pXh/OTJ08mOjqa5cuX8+OPPzJ58mQmTJjAunXrqqmnIiIiIlJbVcnMT8eOHbFYLPZXUlKS/dpLL73E/PnzWbBgAbt27cJkMtGnTx9OnTpVFV2RWuD06dPcc889vPfee1x11VUO17Zv386oUaPo2bMnrVu35qGHHqJz587s3r27mnorIiIi8v/bu/egqMr/D+DvBXVBZNcyYFkxvmSZAvYrzTu16qhg/Lw1pWJNmlrjrajsYtlvQKcCHUmHlLxUpKXhNIrRaGlOgDpoli4jXnJN10qB+GkJeAGJ/fz+8MeOC8uCsLuwe96vmf3Dc579PM/D54zPfDjnPJCncknx06FDB+h0OusnKCgIwK27PqtWrcLixYvx5JNPIjo6Ghs3bsT169exZcsWVwyFPMD8+fMRHx+PUaNGNTgXExODnJwcXLx4ESKC3NxcmEwmxMbGtsFIiYiIiMiTuaT4OXPmDPR6PSIiIjB16lScO3cOAGA2m1FaWooxY8ZY26rVahgMBhQUFDQar7q6GhUVFTYf8g5ZWVk4evQoUlJS7J5PT09HZGQkwsLC0KlTJ8TFxSEjIwMxMTFuHikREREReTqnFz+DBg3Cpk2bsHv3bmzYsAGlpaUYOnQoLl++jNLSUgBASEiIzXdCQkKs5+xJSUmBVqu1fnr06OHsYZOb1FoEB89exjeFF7Fj/zEkJibiyy+/hJ+fn9326enpOHToEHJycnDkyBGkpaVh3rx52Lt3r007e5slAMCpU6cwfvx4aLVaBAYGYvDgwfjjjz9cNT0iIiIiasdUIiKu7ODatWvo2bMn3nzzTQwePBjDhg1DcXExQkNDrW1eeOEF/Pnnn/j+++/txqiurkZ1dbX13xUVFejRowfKy8uh0WhcOXxyou+Pl2DJtydRUl4FALhuOoj/zX4fPr6+UP1/m9raWqhUKvj4+KC8vBx33XUXsrOzER8fb40ze/ZsXLhwwXq9/Pzzz5g8eTI0Gg1GjBiBVatWAQDOnj2LgQMHYtasWUhISIBWq8WpU6cwYMAABAcHu3PqREREROQiFRUV0Gq1zaoNOrh6MAEBAejbty/OnDmDiRMnAgBKS0ttip+ysrIGd4Nup1aroVarXT1UcqHvj5dg7pdHcXul7Rf+X9DPXA0A+J//jkTMA0F4/vnn0bt3b7z11luora1FTU0NfHxsb1D6+vrCYrEAsN0s4b333rNpt3jxYjzxxBNYvny59dh9993nmgkSERERUbvn8r/zU11djVOnTiE0NBQRERHQ6XT44YcfrOdv3ryJ/Px8DB061NVDoTZSaxEs+fYk6t9i9FF3Rseg/6BT0H+w8VcL+kRGISAgAN26dUN0dDQ0Gg0MBgPeeOMN5OXlwWw24/PPP8emTZswadIkAI1vlmCxWLBz50706tULsbGxCA4OxqBBg7Bjxw73TJqIiIiI2h2nFz+vv/468vPzYTab8dNPP+Gpp55CRUUFpk+fbn0n44MPPkB2djaOHz+OGTNmoHPnzpg2bZqzh0LtxGHz39ZH3ewRACXlVThs/rvBuaysLAwYMADPPPMMIiMjkZqaivfffx9z5sxxuFlCWVkZrl69itTUVMTFxWHPnj2YNGkSnnzySeTn5ztzekRERETkIZz+2NuFCxeQkJCAS5cuISgoCIMHD8ahQ4cQHh4OAHjzzTdx48YNzJs3D//88w8GDRqEPXv2IDAw0NlDoXairLLxwqd+u7y8PJtjOp0OmZmZAG7dQTps/htllVX45kAREhMTsWfPHrubJdQ9FjdhwgS8+uqrAICHH34YBQUFWLt2LQwGQytmRERERESeyOnFT1ZWlsPzKpUKycnJSE5OdnbX1E4FB9rfye1O2tndLKGsDP3697fZLGHfvn1YvXo1rl27hg4dOiAyMtImTp8+fXDgwIEWzYOIiIiIPJvLNzwgGhhxN0K1figtr2rw3g8AqADotH4YGHG33e+3ZLMEtVqNAQMG4PTp0zaxTCaT9S4kERERESmLyzc8IPL1USFp3K07MKp65+r+nTQuEr4+9c+2fLMEAHjjjTewdetWbNiwAb/99htWr16Nb7/9FvPmzXPuBImIiIjII7D4IbeIiw7Fx8/2g05r+2ibTuuHj5/th7joULvfa81mCZMmTcLatWuxfPly9O3bF5988gm2bduGmJiYVs2FiIiIiDwTH3sjt4mLDsXoSJ1104LgwFuPutm741OnNZslAMDMmTMxc+bMlg6ZiIiIiLwIix9yK18fFYb07Nbs9s7YLIGIiIiICOBjb9TO1W2W0Ni9IRWAUAebJRARERER1WHxQ+1aazZLICIiIiK6HYsfavdaulkCEREREdHt+M4PeYSWbJZARERERHQ7Fj/kMe50swQiIiIiotvxsTciIiIiIlIEFj9ERERERKQILH6IiIiIiEgRWPwQEREREZEisPghIiIiIiJFYPFDRERERESKwOKHiIiIiIgUgcUPEREREREpAosfIiIiIiJSBBY/RERERESkCCx+iIiIiIhIEVj8EBERERGRIrD4ISIiIiIiRWDxQ0REREREisDih4iIiIiIFIHFDxERERERKUKHth5AS4gIAKCioqKNR0JERERERG2priaoqxEc8cjip7KyEgDQo0ePNh4JERERERG1B5WVldBqtQ7bqKQ5JVI7Y7FYUFxcjMDAQKhUqlbHq6ioQI8ePfDnn39Co9E4YYREtniNeRbmy3MwV56DuVIO5tpzeEuuRASVlZXQ6/Xw8XH8Vo9H3vnx8fFBWFiY0+NqNBqPTjy1f7zGPAvz5TmYK8/BXCkHc+05vCFXTd3xqcMND4iIiIiISBFY/BARERERkSKw+AGgVquRlJQEtVrd1kMhL8VrzLMwX56DufIczJVyMNeeQ4m58sgND4iIiIiIiO4U7/wQEREREZEisPghIiIiIiJFYPFDRERERESKwOKHiIiIiIgUwa3FT0pKCgYMGIDAwEAEBwdj4sSJOH36tE0bEUFycjL0ej38/f0xfPhwnDhxwqbN+vXrMXz4cGg0GqhUKly5csXm/Pnz5zFr1ixERETA398fPXv2RFJSEm7evNnkGIuKimAwGODv74/u3btj6dKluH1PiJKSEkybNg0PPvggfHx88Morrzhl7jU1NXjrrbfQt29fBAQEQK/X47nnnkNxcXGz4tMt3nCNbd++HaNHj0ZQUBA0Gg2GDBmC3bt3N2v+GRkZiIiIgJ+fH/r374/9+/fbnN++fTtiY2Nxzz33QKVSobCwsFlxXYG5cpyrq1evYsGCBQgLC4O/vz/69OmDjz/+uFmxnU3Judq3bx/GjRsHvV4PlUqFHTt2NGgzY8YMqFQqm8/gwYObjO0qSs6XktZab8jzgQMHMGzYMHTr1g3+/v7o3bs3Vq5c2az5c73znly5fb0TN4qNjZXMzEw5fvy4FBYWSnx8vNx7771y9epVa5vU1FQJDAyUbdu2SVFRkUyZMkVCQ0OloqLC2mblypWSkpIiKSkpAkD++ecfm36+++47mTFjhuzevVvOnj0r33zzjQQHB8vChQsdjq+8vFxCQkJk6tSpUlRUJNu2bZPAwEBZsWKFtY3ZbJaXX35ZNm7cKA8//LAkJiY6Ze5XrlyRUaNGydatW+XXX3+VgwcPyqBBg6R///7Nik+3eMM1lpiYKMuWLZPDhw+LyWSSt99+Wzp27ChHjx51GDsrK0s6duwoGzZskJMnT0piYqIEBATI77//bm2zadMmWbJkiWzYsEEAiNFobMZP1TWYK8e5mj17tvTs2VNyc3PFbDbLunXrxNfXV3bs2NGcH69TKTlXu3btksWLF8u2bdsEgGRnZzdoM336dImLi5OSkhLr5/Llyw7jupKS86WktdYb8nz06FHZsmWLHD9+XMxms3zxxRfSuXNnWbduncPYXO+8K1fuXu/cWvzUV1ZWJgAkPz9fREQsFovodDpJTU21tqmqqhKtVitr165t8P3c3Fy7ybdn+fLlEhER4bBNRkaGaLVaqaqqsh5LSUkRvV4vFoulQXuDwdDs4qe++nO35/DhwwLA5gKhO+Pp11idyMhIWbJkicPYAwcOlDlz5tgc6927tyxatKhBW7PZ3OaLQX3MlW2uoqKiZOnSpTZt+vXrJ++++67D2O6gpFzdzlHxM2HChGbHcTel5ktEWWutt+R50qRJ8uyzzzqMzfXOu3Ll7vWuTd/5KS8vBwDcfffdAACz2YzS0lKMGTPG2katVsNgMKCgoKDVfdX105iDBw/CYDDY/KGn2NhYFBcX4/z5863q3954ADgcU3l5OVQqFbp27erUvpXEG64xi8WCyspKh7Fv3ryJI0eO2MwLAMaMGdPqebkLc2Wbq5iYGOTk5ODixYsQEeTm5sJkMiE2NrYZM3QtpeTqTuTl5SE4OBi9evXCCy+8gLKyMqfEdQYl50tJa6035NloNKKgoAAGg6HRuFzv7ryv9p4rd693bVb8iAhee+01xMTEIDo6GgBQWloKAAgJCbFpGxISYj3XEmfPnsVHH32EOXPmOGxXWlpqt+/bx+YM9uZeX1VVFRYtWoRp06ZBo9E4rW8l8ZZrLC0tDdeuXcPkyZMbjXvp0iXU1tY6fV7uwlw1nFd6ejoiIyMRFhaGTp06IS4uDhkZGYiJiXE4bldTUq6aa+zYsdi8eTN+/PFHpKWl4eeff8bIkSNRXV3d6titpeR8KWmt9fQ8h4WFQa1W49FHH8X8+fMxe/bsRuNyvWs+T8mVu9e7Nit+FixYgGPHjuGrr75qcE6lUtn8W0QaHGuu4uJixMXF4emnn7ZJUFRUFLp06YIuXbpg7NixDvu2d7wx+/fvt8bt0qULNm/e3KCNo7kDt17InDp1KiwWCzIyMprVLzXkDdfYV199heTkZGzduhXBwcEAHF9jzpyXOzFXDeeVnp6OQ4cOIScnB0eOHEFaWhrmzZuHvXv3tmjuzqLEXDVlypQpiI+PR3R0NMaNG4fvvvsOJpMJO3fuvKM5u4KS86WktdbT87x//3788ssvWLt2LVatWmWdB9c7ZeTK3etdB5dEbcJLL72EnJwc7Nu3D2FhYdbjOp0OwK0qMzQ01Hq8rKysQdXYHMXFxRgxYgSGDBmC9evX25zbtWsXampqAAD+/v7W/utXuHWPLjS3/0cffdRmR5H632ts7nVqamowefJkmM1m/Pjjjx79m6i25A3X2NatWzFr1ix8/fXXGDVqlPW4vWtMrVbD19fXbuyWzMudmKuG87px4wbeeecdZGdnIz4+HgDw0EMPobCwECtWrLDpw52UlquWCg0NRXh4OM6cOdPiGM6g5Hwpaa31hjxHREQAAPr27Yu//voLycnJSEhI4HqngFy1yXrnkjeJGmGxWGT+/Pmi1+vFZDLZPa/T6WTZsmXWY9XV1S164evChQvywAMPyNSpU+Xff/9t1vgyMjKka9euUl1dbT2WmprqlA0Pmpq7iMjNmzdl4sSJEhUVJWVlZc2KS7a85RrbsmWL+Pn52X25ujEDBw6UuXPn2hzr06dPu30BlLlqPFfl5eUCQHbt2mXT5sUXX5TRo0c3ux9nUXKubodGNjyo79KlS6JWq2Xjxo0t6qe1lJwvJa213pLn+pYuXSrh4eEOY3O9855ctcV659biZ+7cuaLVaiUvL89mS9Dr169b26SmpopWq5Xt27dLUVGRJCQkNNjqr6SkRIxGo3X7wn379onRaLRuLXrx4kW5//77ZeTIkXLhwgWbvhy5cuWKhISESEJCghQVFcn27dtFo9HYbPUnImI0GsVoNEr//v1l2rRpYjQa5cSJE62ae01NjYwfP17CwsKksLDQps3tFyM55g3X2JYtW6RDhw6yZs0am7hXrlxxGLtuO8lPP/1UTp48Ka+88ooEBATI+fPnrW0uX74sRqNRdu7cKQAkKytLjEZjk+N2BebKca4MBoNERUVJbm6unDt3TjIzM8XPz08yMjLu6OfsDErOVWVlpfX/fADy4YcfitFotO4MVllZKQsXLpSCggIxm82Sm5srQ4YMke7du9vM3Z2UnC8lrbXekOfVq1dLTk6OmEwmMZlM8tlnn4lGo5HFixc7jM31zrty5e71zq3FDwC7n8zMTGsbi8UiSUlJotPpRK1Wy+OPPy5FRUU2cZKSkhzGyczMbLSvphw7dkwee+wxUavVotPpJDk5uUHVay9uU5VvU3Ov+82EvU9ubm6T46ZbvOEaMxgMduNOnz69ydhr1qyR8PBw6dSpk/Tr16/B9q6NjTspKanJ2M7GXDnOVUlJicyYMUP0er34+fnJgw8+KGlpaQ5/C+cqSs5V3W9YG/ve9evXZcyYMRIUFCQdO3aUe++9V6ZPny5//PFHs362rqDkfClprfWGPKenp0tUVJR07txZNBqNPPLII5KRkSG1tbVNxuZ65z25cvd6pxK57c+3EhEREREReak2/Ts/RERERERE7sLih4iIiIiIFIHFDxERERERKQKLHyIiIiIiUgQWP0REREREpAgsfoiIiIiISBFY/BARERERkSKw+CEiIiIiIkVg8UNERERERIrA4oeIiIiIiBSBxQ8RERERESkCix8iIiIiIlKE/wOsT/vfFIsaGAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_dates(adjust=False):\n", " plt.figure(figsize=(10, 7))\n", " plt.plot_date(x=impressions['days'], y=impressions['impressions'])\n", " texts = []\n", " for i, (x, y) in impressions.iterrows():\n", " texts.append(plt.text(x, y, int(y)))\n", " if adjust:\n", " adjust_text(texts, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))\n", "plot_dates(adjust=False)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_dates(adjust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Labelling bars above them\n", "It is possible to repel labels from any additional matplotlib objects, in this case bars, but can also be a legend, for example. Note, that the objects' bounding boxes are used, with a bounding box being the smallest rectangle contataining the object." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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xIlf/Zp91fOrniD/kf/zxR8XHx+v48ePy8vJSUFCQVq9erdjYWGud2kWzKyoq1KVLFw0bNoxFs4E6mL3WVu/evWUYRoPvedddd12xjrM54rPr0gX/L7VgwQI999xz1tdbt25VcXGxpk2bZu6gAAAAmsBiuPq/2Jzg9OnT8vb2VmVlpdq3b+/s7uAalpWVpbi4OP3Xf/2X9Zv9t956SwcOHJC/v3+93+zHxcXpyJEj2r17t12b1dXVKiwslCSNGzdODz30kB566CG1bdtWt9xyi7XehQsXFBAQoAceeMBmEwFXUF1drRtvvFF/+ctfbJKQs2fPVkFBgfLy8uq91jAM9enTR3fffbdeffXVOuu88sorWrhwobZu3VrvI0bffPONbr75Zq1fv/6KiU/8cnyu2uOeAIB5+Ey1xz0BAHM19nOVGW2AAznr8SLJtb/Zd+Rsvz/96U9auHChNm/ezDo+AAAAAIBmRaINcDBnPF4kXdxYwJUnrLKODwAAAACgpeEvTABOwTo+AAAAAICWhjXa6sB6BgAa7UqbNzTzR6zl+fr7Yyxw3sc9n6v2uCcAYB4+U+1xTwDAXI39XG3VjH0CAAAAAAAAWiwSbQAAAAAAAIAJSLQBAAAAAAAAJiDRBgAAgBYrLS1NAQEB8vT0VGhoqHbs2FFv3UcffVQWi8Xu6N+/v7XOgQMH9Nvf/la9e/eWxWJRamqqXTs//PCDEhIS5O/vLy8vL0VGRurTTz91xPB+Ee4NAADmI9EGAABcntkJAUnKzs5WcHCwPDw8FBwcrJycHJvztcmCy49Zs2Y5ZIwwX1ZWlhISEjRv3jzt27dPI0aMUHR0tN2u1rWWLl2q0tJS63Hs2DF17NhR9913n7XO2bNndfPNN+vll1+Wr69vne3MmDFDubm5WrVqlfbv36+oqCiNHj1aJSUlDhnn1eDeAADgGOw6Wgd26AHQaOw62ih8rtrjnjReVlaW4uLilJaWpuHDh+vNN9/U22+/rcLCQvXq1cuufmVlpX766Sfr6/Pnz2vQoEF6/PHH9dxzz0mSdu3apREjRuiFF17QPffco5ycHD377LPKz89XeHi4JOl///d/VVNTY23nyy+/1JgxY/Txxx/rrrvucuiYYY7w8HDddtttSk9Pt5b169dPkyZNUkpKyhWvf++993Tvvffq66+/lr+/v9353r17KyEhQQkJCdayn376Se3atdP777+v8ePHW8sHDx6su+++WwsXLvxlgzJJS7s3fKba454AgLnYdRQAALQIS5Ys0fTp0zVjxgz169dPqamp6tmzp02C4FLe3t7y9fW1Hp999pm+//57TZ061VonNTVVY8aMUVJSkoKCgpSUlKRRo0bZPOrWpUsXm3b+9re/KTAwUHfeeaejhwwTVFdXa+/evYqKirIpj4qK0s6dOxvVRkZGhkaPHl1nIqk+58+fV01NjTw9PW3Kvby8lJ+f3+h2HIl7AwCA45BoAwAALstRCYFdu3bZtTl27Nh626yurtbq1as1bdo0Wa40kxUuoaKiQjU1NfLx8bEp9/HxUVlZ2RWvLy0t1YcffqgZM2Y06X3btWuniIgIvfDCCzpx4oRqamq0evVq7dmzR6WlpU1qy1G4NwAAOA6JtmuUM9aqSU9P18CBA9W+fXu1b99eERER+vDDDx0yPgAAJMclBMrKyprU5nvvvadTp07p0UcfbdoA4HSXJ0YNw2hUsjQzM1MdOnTQpEmTmvyeq1atkmEY6t69uzw8PPTaa6/pwQcflJubW5PbciTuDQAA5iPRdg1yxOK1u3btUmxsrOLi4vT5558rLi5OMTEx2rNnj7VOjx499PLLL+uzzz7TZ599pv/v//v/NHHiRB04cMDhYwYuZXneUu8BoGVyREKgKW1mZGQoOjpa3bp1a3yn0XgWS8PHVejcubPc3Nzskqfl5eV2SdbLGYah5cuXKy4uTu7u7k1+78DAQOXl5enMmTM6duyYPvnkE/38888KCAhocluOwL0BAMBxSLRdg5y1Vs2ECRM0btw49enTR3369NGLL76otm3bavfu3Y4ecpM4Y6v6a2m2H/cHwLXEUQkBX1/fRrf5zTffaOvWrU1+TA7O5e7urtDQUOXm5tqU5+bmKjIyssFr8/LydPToUU2fPv0X9aFNmzby8/PT999/r82bN2vixIm/qD2zcG8AAHAcEm3XGFdZq6ampkbr1q3Tjz/+qIiIiCaOwnGctVX9tTLbj/sD4FrjqIRARESEXZtbtmyps80VK1aoa9euNrsk4tqQmJiot99+W8uXL9fBgwc1Z84cFRcXa+bMmZKkpKQkPfLII3bXZWRkKDw8XCEhIXbnqqurVVBQoIKCAlVXV6ukpEQFBQU6evSotc7mzZu1adMmff3118rNzdWvfvUr9e3b1+ZLzqZwxEzulnJvAABwOQbsVFZWGpKMyspKZ3fFTklJiSHJ+J//+R+b8hdffNHo06fPFa8/ceKE4ebmZmRlZdmU33DDDcaaNWtsytasWWO4u7vblH3xxRdGmzZtDDc3N8Pb29v44IMPrnIkjjF06FBj5syZNmVBQUHGU0891ajrc3JyDIvFYvzzn/+s87y/v7/x6quvNqqtm266yXj77bcbVbe5tJT7o+dU79HspIaP5u6OK92bS7jy56qzcE8ab926dcYNN9xgZGRkGIWFhUZCQoLRpk0b62fRU089ZcTFxdld9/DDDxvh4eF1tvk///M/hpubm/Hyyy8bBw8eNF5++WWjdevWxu7du23q1dTUGL169TL++Mc/mj8w/IsDP0vfeOMNw9/f33B3dzduu+02Iy8vz3puypQpxp133mlT/9SpU4aXl5exbNmyOtv7+uuvDUl2x6XtZGVlGTfffLPh7u5u+Pr6GrNmzTJOnTp11WNw1Gd7S7g3tfhMtcc9AQBzNfZztXWzZ/ZgCmetVdO3b18VFBTo1KlTys7O1pQpU5SXl6fg4OCmD8JktbP9nnrqKZtyR29Vf7mamhr95S9/cbnZftwfANeq2NhYnTx5UsnJySotLVVISIg2btxo/SwqLS21m5lbWVmp7OxsLV26tM42IyMjtW7dOs2fP1/PPPOMAgMDlZWVpfDwcJt6W7duVXFxsaZNm+aYwcHh4uPjFR8fX+e5zMxMuzJvb2+dPXu23vZ69+4twzAafM+YmBjFxMQ0qZ/OwL0BAMB8JNquMc5eq8bd3V233HKLJCksLEyffvqpli5dqjfffPNqh2Qas3ame/fdd6/q/ffv36+IiAidO3dObdu2VU5OjkskIGtxfwBcy8xOCEjS5MmTNXny5AbrREVFXTFxAAAAANRijbZrjCusVXMpwzBUVVXVyN43D2dsVS/9a7bf7t279dhjj2nKlCkqLCy8qrYcifsDAC2L2ZvcSFJ2draCg4Pl4eGh4OBg5eTk2Jz/4YcflJCQIH9/f3l5eSkyMlKffvqpQ8YHAABwLSHRdg1yxOK1s2fP1pYtW7Ro0SJ99dVXWrRokbZu3aqEhARrnaefflo7duzQP//5T+3fv1/z5s3Ttm3b9NBDDzlsrE3hzK3qpX/N9gsLC1NKSooGDRpU7yNLzsD9AYCWxxGb3OzatUuxsbGKi4vT559/rri4OMXExGjPnj3WOjNmzFBubq5WrVql/fv3KyoqSqNHj1ZJSYnDxwwAAODKSLRdg2JjY5Wamqrk5GQNHjxY27dvb/RaNfVtxV67Vs2KFSs0cOBAZWZm2q1V8+233youLk59+/bVqFGjtGfPHm3atEljxoxx3GCbwBW2qr+Uq8324/4AQMuzZMkSTZ8+XTNmzFC/fv2Umpqqnj17Kj09vc763t7e8vX1tR6fffaZvv/+e5sdH1NTUzVmzBglJSUpKChISUlJGjVqlFJTUyVJP/30k7Kzs7V48WKNHDlSt9xyi5577jkFBATU+74AAADXC9Zou0Y5Y62ajIyMJvXRGRITExUXF6ewsDBFRERo2bJldrP9SkpKtHLlSpvrrrRVfe0jjpduVd+2bVvrenVPP/20oqOj1bNnT/3www9at26dtm3bpk2bNjl4xE3D/QGAlsNRm9zs2rVLc+bMsak3duxYa6Lt/Pnzqqmpkaenp00dLy8v5efnX8VIXI/l+fqXVDAWXN9r9nFvAABoGIk2tCiO2JnuxIkTGjJkiPX1K6+8oldeeUV33nmntm3bJulfs/1KS0vl7e2tgQMHutRsv1rcHwBoORy1yU1ZWVmDbbZr104RERF64YUX1K9fP/n4+Gjt2rXas2ePbr311l84KgAAgGsbiTa0OM7Yqt4Rs/0c9Y1xS7k/AICLHLHJzZXaXLVqlaZNm6bu3bvLzc1Nt912mx588EH9/e9/v7pBAAAAtBCs0QYAAHANctQmN76+vldsMzAwUHl5eTpz5oyOHTumTz75RD///LMCAgJ+4agAAACubSTaAAAArkGO2uQmIiLCrs0tW7bU2WabNm3k5+en77//Xps3b9bEiROvYiQAAAAtB4+OAgAAXKMcscnN7NmzNXLkSC1atEgTJ07U+++/r61bt9psdLB582YZhqG+ffvq6NGjeuKJJ9S3b1+b3UsBAACuR8xoAwAAdtLS0hQQECBPT0+FhoZqx44d9dZ99NFHZbFY7I7+/fvb1MvOzlZwcLA8PDwUHBysnJwcm/Pbt2/XhAkT1K1bN1ksFr333nuOGFqLEhsbq9TUVCUnJ2vw4MHavn17oze5qWs2myRFRkZq3bp1WrFihQYOHKjMzExlZWUpPDzcpo1Zs2YpKChIjzzyiO644w5t2bJFN9xwg+MGCwAAcA1gRhvwf9iuvn7cG+D6kpWVpYSEBKWlpWn48OF68803FR0drcLCQvXq1cuu/tKlS/Xyyy9bX58/f16DBg3SfffdZy3btWuXYmNj9cILL+iee+5RTk6OYmJilJ+fb03g/Pjjjxo0aJCmTp2q3/72t44faAth9iY3kjR58mRNnjy53vMxMTGKiYlpUj8BAACuB8xoAwAANpY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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = [{'rf': [[10, 0.682312925170068], [20, 0.714904143475572], [30, 0.729107400535972], [40, 0.718944547515976], [50, 0.7372706658420943], [60, 0.7291486291486291], [70, 0.7332302618016904], [80, 0.7291486291486291], [90, 0.7291486291486291]], 'besttree': 0.7372706658420943}, {'rf': [[10, 0.6576994434137291], [20, 0.6760874046588332], [30, 0.7086786229643371], [40, 0.6943929086786229], [50, 0.6984951556380127], [60, 0.6903731189445474], [70, 0.7025974025974027], [80, 0.7128014842300556], [90, 0.7086786229643373]], 'besttree': 0.7128014842300556}, {'rf': [[10, 0.5763347763347764], [20, 0.5783962069676354], [30, 0.5946402803545661], [40, 0.5988455988455988], [50, 0.6028653885796743], [60, 0.6089466089466089], [70, 0.6171098742527313], [80, 0.6130488559059988], [90, 0.6130488559059988]], 'besttree': 0.6171098742527313}, {'rf': [[10, 0.6741084312512883], [20, 0.7025767882910741], [30, 0.6964337250051535], [40, 0.7127396413110699], [50, 0.7167594310451453], [60, 0.712677798392084], [70, 0.7269635126777982], [80, 0.7351061636775922], [90, 0.7350855493712636]], 'besttree': 0.7351061636775922}, {'rf': [[10, 0.6719645433931148], [20, 0.7006184291898577], [30, 0.7066378066378066], [40, 0.7107606679035251], [50, 0.7086580086580087], [60, 0.7269841269841271], [70, 0.718841475984333], [80, 0.7249433106575964], [90, 0.7188827045969903]], 'besttree': 0.7269841269841271}, {'rf': [[10, 0.5722119150690579], [20, 0.5641723356009071], [30, 0.5845186559472274], [40, 0.5947227375798805], [50, 0.6048649762935477], [60, 0.6049062049062048], [70, 0.6048443619872191], [80, 0.6007833436404865], [90, 0.6048855905998763]], 'besttree': 0.6049062049062048}, {'rf': [[10, 0.54582560296846], [20, 0.5478664192949907], [30, 0.5499278499278499], [40, 0.564172335600907], [50, 0.5621109049680477], [60, 0.5621109049680478], [70, 0.5600700886415172], [80, 0.5580705009276438], [90, 0.5600907029478458]], 'besttree': 0.564172335600907}, {'rf': [[10, 0.6171304885590599], [20, 0.6435992578849722], [30, 0.6354566068851784], [40, 0.6577819006390435], [50, 0.6618429189857762], [60, 0.6557410843125129], [70, 0.6638425066996495], [80, 0.65578231292517], [90, 0.6618841475984334]], 'besttree': 0.6638425066996495}, {'rf': [[10, 0.6578643578643579], [20, 0.6944135229849515], [30, 0.69853638425067], [40, 0.7005565862708719], [50, 0.6985569985569986], [60, 0.6985363842506699], [70, 0.6964955679241392], [80, 0.6923933209647496], [90, 0.7005565862708719]], 'besttree': 0.7005565862708719}]\n", "\n", "fig = plt.figure(facecolor=\"w\",figsize=(15,15))\n", "for i,result in enumerate(data):\n", "# Let's plot the bars\n", " ax=fig.add_subplot(3,3,i+1)\n", " x = [item[0] for item in result['rf']]\n", " y = [item[1] for item in result['rf']]\n", " ax.axis(ymin=0.5,ymax=0.8,xmin=4,xmax=100)\n", " bars=ax.bar(x,y,color='green',tick_label=x,width=2)\n", "# And add the labels, while changing the colour of some of the bars\n", " texts=[]\n", " for j,rect in enumerate(bars):\n", " left = rect.get_x()+1\n", " top = rect.get_y()+rect.get_height()\n", " texts.append(ax.text(left,top,'%.3f'%y[j], ha='center', va='bottom'))\n", " if y[j] == result['besttree']:\n", " rect.set_facecolor('red')\n", " \n", "# Now adjust the text. We don't want to move in the x direction and we want the labels to vertically aligned with the bars.\n", "# I also noticed that having a weaker force to repel texts from ech other makes the figure nicer.\n", " ax.set_ylabel('CA')\n", " adjust_text(texts, add_objects=bars,\n", " only_move='y+')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks nice! I guess it can be quite a common use case." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Difficult examples\n", "\n", "Now a couple very nice real-world plots using data from universaldependencies.org v2.2 by Kim Gerdes. This is something about the prevalence of particular syntactic structures in different languages, which are colour-coded by their language group. You can see how languages of some groups are very nicely clustered together!\n", "It is really dense in some areas, so we increase the time limit for the algorithm to 1 second, instead of default 0.1 second. No other parameter adjustment necessary to get very decent results!" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "d1={'Afrikaans': 1.35, 'Amharic': 9.51, 'AncientGreek': 11.62, 'Arabic': 9.22, 'Armenian': 2.92, 'Bambara': 0.1, 'Basque': 8.46, 'Belarusian': 2.48, 'Breton': 24.0, 'Bulgarian': 5.12, 'Buryat': 0.0, 'Cantonese': 4.5, 'Catalan': 1.97, 'Chinese': 0.05, 'Coptic': 4.41, 'Croatian': 4.17, 'Czech': 8.74, 'Danish': 14.58, 'Dutch': 15.3, 'English': 0.79, 'Erzya': 21.74, 'Estonian': 17.1, 'Faroese': 8.92, 'Finnish': 5.82, 'French': 2.44, 'Galician': 7.0, 'German': 20.6, 'Gothic': 11.11, 'Greek': 4.88, 'Hebrew': 1.48, 'Hindi': 0.16, 'Hungarian': 7.46, 'Indonesian': 1.12, 'Irish': 98.16, 'Italian': 6.8, 'Japanese': 0.0, 'Kazakh': 0.46, 'Komi': 17.24, 'Korean': 0.04, 'Kurmanji': 0.37, 'Latin': 6.14, 'Latvian': 3.34, 'Lithuanian': 0.98, 'Maltese': 0.0, 'Marathi': 1.95, 'Naija': 0.11, 'NorthSami': 4.48, 'Norwegian': 12.59, 'OldChurchSlavonic': 13.42, 'OldFrench': 10.6, 'Persian': 2.45, 'Polish': 15.49, 'Portuguese': 3.1, 'Romanian': 12.75, 'Russian': 5.9, 'Sanskrit': 9.46, 'Serbian': 9.7, 'Slovak': 11.67, 'Slovenian': 12.08, 'Spanish': 3.41, 'Swedish': 13.36, 'SwedishSign': 18.89, 'Tagalog': 100.0, 'Tamil': 5.61, 'Telugu': 0.0, 'Thai': 0.0, 'Turkish': 9.95, 'Ukrainian': 5.39, 'UpperSorbian': 5.66, 'Urdu': 0.21, 'Uyghur': 1.96, 'Vietnamese': 0} \n", "d2={'Afrikaans': 2.63, 'Amharic': 0.59, 'AncientGreek': 41.61, 'Arabic': 73.29, 'Armenian': 20.6, 'Bambara': 0.0, 'Basque': 18.53, 'Belarusian': 33.54, 'Breton': 53.99, 'Bulgarian': 30.08, 'Buryat': 0.38, 'Cantonese': 5.31, 'Catalan': 23.57, 'Chinese': 0.24, 'Coptic': 28.02, 'Croatian': 28.64, 'Czech': 37.94, 'Danish': 14.95, 'Dutch': 21.98, 'English': 9.93, 'Erzya': 42.54, 'Estonian': 38.92, 'Faroese': 16.07, 'Finnish': 23.02, 'French': 5.85, 'Galician': 19.7, 'German': 19.77, 'Gothic': 49.52, 'Greek': 35.74, 'Hebrew': 35.52, 'Hindi': 0.39, 'Hungarian': 28.8, 'Indonesian': 4.5, 'Irish': 98.64, 'Italian': 25.96, 'Japanese': 0.0, 'Kazakh': 0.44, 'Komi': 20.17, 'Korean': 0.04, 'Kurmanji': 0.46, 'Latin': 32.51, 'Latvian': 37.48, 'Lithuanian': 39.38, 'Maltese': 10.34, 'Marathi': 2.78, 'Naija': 4.44, 'NorthSami': 32.38, 'Norwegian': 19.04, 'OldChurchSlavonic': 53.81, 'OldFrench': 35.13, 'Persian': 0.73, 'Polish': 36.67, 'Portuguese': 13.93, 'Romanian': 30.23, 'Russian': 33.52, 'Sanskrit': 31.1, 'Serbian': 25.7, 'Slovak': 39.69, 'Slovenian': 31.77, 'Spanish': 22.06, 'Swedish': 19.8, 'SwedishSign': 18.69, 'Tagalog': 97.92, 'Tamil': 0.55, 'Telugu': 0.95, 'Thai': 0.15, 'Turkish': 4.67, 'Ukrainian': 32.81, 'UpperSorbian': 23.85, 'Urdu': 0.18, 'Uyghur': 4.06, 'Vietnamese': 1.62} \n", "langnameGroup={\"AncientGreek\":\"Indo-European\", \"Arabic\":\"Semitic\", \"Basque\":\"isolate\", \"Belarusian\":\"Indo-European-Baltoslavic\", \"Bulgarian\":\"Indo-European-Baltoslavic\", \"Cantonese\":\"Sino-Austronesian\", \"Catalan\":\"Indo-European-Romance\", \"Chinese\":\"Sino-Austronesian\", \"Coptic\":\"Afroasiatic\", \"Croatian\":\"Indo-European-Baltoslavic\", \"Czech\":\"Indo-European-Baltoslavic\", \"Danish\":\"Indo-European-Germanic\", \"Dutch\":\"Indo-European-Germanic\", \"English\":\"Indo-European-Germanic\", \"Estonian\":\"Agglutinating\", \"Finnish\":\"Agglutinating\", \"French\":\"Indo-European-Romance\", \"Galician\":\"Indo-European-Romance\", \"German\":\"Indo-European-Germanic\", \"Gothic\":\"Indo-European-Germanic\", \"Greek\":\"Indo-European\", \"Hebrew\":\"Semitic\", \"Hindi\":\"Indo-European\", \"Hungarian\":\"Agglutinating\", \"Indonesian\":\"Sino-Austronesian\", \"Irish\":\"Indo-European\", \"Italian\":\"Indo-European-Romance\", \"Japanese\":\"Agglutinating\", \"Kazakh\":\"Agglutinating\", \"Korean\":\"Agglutinating\", \"Latin\":\"Indo-European-Romance\", \"Latvian\":\"Indo-European-Baltoslavic\", \"Lithuanian\":\"Indo-European-Baltoslavic\", \"Norwegian\":\"Indo-European-Germanic\", \"OldChurchSlavonic\":\"Indo-European-Baltoslavic\", \"Persian\":\"Indo-European\", \"Polish\":\"Indo-European-Baltoslavic\", \"Portuguese\":\"Indo-European-Romance\", \"Romanian\":\"Indo-European-Romance\", \"Russian\":\"Indo-European-Baltoslavic\", \"Sanskrit\":\"Indo-European\", \"Slovak\":\"Indo-European-Baltoslavic\", \"Slovenian\":\"Indo-European-Baltoslavic\", \"Spanish\":\"Indo-European-Romance\", \"Swedish\":\"Indo-European-Germanic\", \"Tamil\":\"Dravidian\", \"Turkish\":\"Agglutinating\", \"Ukrainian\":\"Indo-European-Baltoslavic\", \"Urdu\":\"Indo-European\", \"Uyghur\":\"Agglutinating\", \"Vietnamese\":\"Sino-Austronesian\",'Afrikaans':'Indo-European-Germanic', 'SwedishSign':'Indo-European-Germanic', 'Kurmanji':'Indo-European', 'NorthSami':'Agglutinating', 'UpperSorbian':\"Indo-European-Baltoslavic\", 'Buryat':'Agglutinating', 'Telugu':'Dravidian', 'Serbian':\"Indo-European-Baltoslavic\", 'Marathi':'Indo-European','Naija':\"Indo-European-Germanic\", \"OldFrench\":\"Indo-European-Romance\", \"Maltese\":\"Semitic\", \"Thai\":\"Sino-Austronesian\",\"Amharic\":\"Afroasiatic\", 'Erzya': 'Agglutinating', 'Faroese':\"Indo-European-Germanic\", 'Tagalog':\"Sino-Austronesian\", 'Bambara':'Niger-Congo', 'Breton':\"Indo-European\", 'Armenian':\"Indo-European\", 'Komi': 'Agglutinating'}\n", "groupColors={\"Indo-European-Romance\":'brown',\"Indo-European-Baltoslavic\":'purple',\"Indo-European-Germanic\":'olive',\"Indo-European\":'royalBlue',\"Sino-Austronesian\":'limeGreen', \"Agglutinating\":'red'}\n", "groupMarkers={\"Indo-European-Romance\":'<',\"Indo-European-Baltoslavic\":'^',\"Indo-European-Germanic\":'v',\"Indo-European\":'>',\"Sino-Austronesian\":'s', \"Agglutinating\":'+'}\n", "\n", "col1 = pd.Series(d1)\n", "col2 = pd.Series(d2)\n", "\n", "c=[groupColors.get(langnameGroup[label],'k') for label in col1.index]\n", "m=[groupMarkers.get(langnameGroup[label],'o') for label in col1.index]\n", "\n", "fig = plt.figure(figsize=(10,10)) \n", "gs = gridspec.GridSpec(2, 2, width_ratios=[1, 25], height_ratios=[25, 1]) \n", "aa = plt.subplot(gs[0])\n", "ax = plt.subplot(gs[1])\n", "bb = plt.subplot(gs[3])\n", "li,la = (-15,100)\n", "plt.xlim(li,la)\n", "plt.ylim(li,la)\n", "ax.set_xlim([li,la])\n", "ax.set_ylim([li,la])\n", "aa.set_xlim([0, 1])\n", "aa.set_ylim([li,la])\n", "bb.set_ylim([0, 1])\n", "ax.set_xticks([0, 50,100], minor=False) # only the 50% is major\n", "ax.set_xticks([0,25,50,75,100], minor=True) # all 10th are minor\n", "ax.set_yticks([0, 50,100], minor=False) # only the 50% is major\n", "ax.set_yticks([0,25,50,75,100], minor=True) # all 10th are minor\n", "ax.grid(which='both', axis='both',alpha=.5) # draw grid\n", "ax.plot([0, 1], [0, 1], transform=ax.transAxes, alpha=.5, color=\"gray\") # diagonal\n", "aa.set_xticks([], minor=False) \n", "aa.set_yticks([], minor=False)\n", "bb.set_xticks([], minor=False) \n", "bb.set_yticks([], minor=False)\t\n", "\n", "for xx, yy, cc, mm in zip(col1, col2, c, m):\n", " ax.scatter(xx, yy, marker=mm, c=cc)\n", "aa.scatter([0.5 for _ in col1], col2, c=c, alpha=0.5)\n", "bb.scatter(col1, [0.5 for _ in col2], c=c, alpha=0.5)\n", "\n", "texts=[]\n", "for label, x, y in zip(col1.index, col1, col2):\n", " texts+=[ax.text(x, y, label, color=groupColors.get(langnameGroup[label],'k'),\n", " fontsize=8, ha='center', va='center')] # for adjustText\n", "\n", "adjust_text(texts, ax=ax,\n", " explode_radius=0, # Everything is so dense we can swtich off the initial\n", " # \"explosion\" of texts away from nearby points and each other\n", " arrowprops=dict(arrowstyle='-', color='gray', alpha=.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also look at distribution of languages across just one of these features, and we can use adjust_text to nicely arrange the labels along one axis." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import patches\n", "d={'Afrikaans': 1.93, 'Amharic': 44.56, 'AncientGreek': 33.06, 'Arabic': 65.9, 'Armenian': 20.16,\n", "'Bambara': 0.13, 'Basque': 20.4, 'Belarusian': 26.28, 'Breton': 53.21, 'Bulgarian': 25.77, 'Buryat': 0.4,\n", "'Cantonese': 4.4, 'Catalan': 19.14, 'Chinese': 0.19, 'Coptic': 11.67, 'Croatian': 24.72, 'Czech': 36.6,\n", "'Danish': 16.38, 'Dutch': 21.72, 'English': 4.9, 'Erzya': 40.76, 'Estonian': 36.45,\n", "'Faroese': 14.19, 'Finnish': 17.88, 'French': 4.67,\n", "'Galician': 17.52, 'German': 21.45, 'Gothic': 34.23, 'Greek': 34.27,\n", "'Hebrew': 28.75, 'Hindi': 1.4, 'Hungarian': 27.91, 'Indonesian': 2.6,\n", "'Irish': 87.93, 'Italian': 22.75, 'Japanese': 0.0, 'Kazakh': 0.89, 'Komi': 19.34, 'Korean': 0.35, 'Kurmanji': 0.61,\n", "'Latin': 27.5, 'Latvian': 24.22, 'Lithuanian': 28.8, 'Maltese': 7.26, 'Marathi': 2.64,\n", "'Naija': 2.29, 'NorthSami': 21.18, 'Norwegian': 19.43, 'OldChurchSlavonic': 37.51, 'OldFrench': 20.14,\n", "'Persian': 0.99, 'Polish': 30.55, 'Portuguese': 12.84, 'Romanian': 29.0, 'Russian': 29.15,\n", "'Sanskrit': 20.09, 'Serbian': 24.1, 'Slovak': 33.18, 'Slovenian': 31.72, 'Spanish': 19.09, 'Swedish': 18.84, 'SwedishSign': 19.23,\n", "'Tagalog': 98.18, 'Tamil': 2.95, 'Telugu': 0.85, 'Thai': 0.06, 'Turkish': 6.38,\n", "'Ukrainian': 26.38, 'UpperSorbian': 22.03, 'Urdu': 0.74, 'Uyghur': 3.58, 'Vietnamese': 1.78}\n", "langnameGroup={\"AncientGreek\":\"Indo-European\", \"Arabic\":\"Semitic\", \"Basque\":\"isolate\", \"Belarusian\":\"Indo-European-Baltoslavic\", \"Bulgarian\":\"Indo-European-Baltoslavic\", \"Cantonese\":\"Sino-Austronesian\", \"Catalan\":\"Indo-European-Romance\", \"Chinese\":\"Sino-Austronesian\", \"Coptic\":\"Afroasiatic\", \"Croatian\":\"Indo-European-Baltoslavic\", \"Czech\":\"Indo-European-Baltoslavic\", \"Danish\":\"Indo-European-Germanic\", \"Dutch\":\"Indo-European-Germanic\", \"English\":\"Indo-European-Germanic\", \"Estonian\":\"Agglutinating\", \"Finnish\":\"Agglutinating\", \"French\":\"Indo-European-Romance\", \"Galician\":\"Indo-European-Romance\", \"German\":\"Indo-European-Germanic\", \"Gothic\":\"Indo-European-Germanic\", \"Greek\":\"Indo-European\", \"Hebrew\":\"Semitic\", \"Hindi\":\"Indo-European\", \"Hungarian\":\"Agglutinating\", \"Indonesian\":\"Sino-Austronesian\", \"Irish\":\"Indo-European\", \"Italian\":\"Indo-European-Romance\", \"Japanese\":\"Agglutinating\", \"Kazakh\":\"Agglutinating\", \"Korean\":\"Agglutinating\", \"Latin\":\"Indo-European-Romance\", \"Latvian\":\"Indo-European-Baltoslavic\", \"Lithuanian\":\"Indo-European-Baltoslavic\", \"Norwegian\":\"Indo-European-Germanic\", \"OldChurchSlavonic\":\"Indo-European-Baltoslavic\", \"Persian\":\"Indo-European\", \"Polish\":\"Indo-European-Baltoslavic\", \"Portuguese\":\"Indo-European-Romance\", \"Romanian\":\"Indo-European-Romance\", \"Russian\":\"Indo-European-Baltoslavic\", \"Sanskrit\":\"Indo-European\", \"Slovak\":\"Indo-European-Baltoslavic\", \"Slovenian\":\"Indo-European-Baltoslavic\", \"Spanish\":\"Indo-European-Romance\", \"Swedish\":\"Indo-European-Germanic\", \"Tamil\":\"Dravidian\", \"Turkish\":\"Agglutinating\", \"Ukrainian\":\"Indo-European-Baltoslavic\", \"Urdu\":\"Indo-European\", \"Uyghur\":\"Agglutinating\", \"Vietnamese\":\"Sino-Austronesian\",'Afrikaans':'Indo-European-Germanic', 'SwedishSign':'Indo-European-Germanic', 'Kurmanji':'Indo-European', 'NorthSami':'Agglutinating', 'UpperSorbian':\"Indo-European-Baltoslavic\", 'Buryat':'Agglutinating', 'Telugu':'Dravidian', 'Serbian':\"Indo-European-Baltoslavic\", 'Marathi':'Indo-European','Naija':\"Indo-European-Germanic\", \"OldFrench\":\"Indo-European-Romance\", \"Maltese\":\"Semitic\", \"Thai\":\"Sino-Austronesian\",\"Amharic\":\"Afroasiatic\", 'Erzya': 'Agglutinating', 'Faroese':\"Indo-European-Germanic\", 'Tagalog':\"Sino-Austronesian\", 'Bambara':'Niger-Congo', 'Breton':\"Indo-European\", 'Armenian':\"Indo-European\", 'Komi': 'Agglutinating'}\n", "groupColors={\"Indo-European-Romance\":'brown',\"Indo-European-Baltoslavic\":'purple',\"Indo-European-Germanic\":'olive',\"Indo-European\":'royalBlue',\"Sino-Austronesian\":'limeGreen', \"Agglutinating\":'red'}\n", "df = pd.Series(d)\n", "c=[groupColors.get(langnameGroup[label],'k') for label in df.index]\n", "fig, aa = plt.subplots(figsize=(7, 9))\n", "aa.axes.get_xaxis().set_visible(False)\n", "aa.set_xlim(-10, 0.1)\n", "aa.set_ylim(-1, 101)\n", "aa.scatter([0 for _ in df], df, c=c, alpha=0.5, edgecolors='none') \n", "aa.spines['left'].set_visible(False)\n", "aa.spines['top'].set_visible(False)\n", "aa.spines['bottom'].set_visible(False)\n", "aa.yaxis.set_label_position('right') \n", "aa.yaxis.set_ticks_position('right')\n", "plt.tight_layout()\n", "\n", "texts=[]\n", "np.random.seed(1)\n", "for label, y in zip(df.index, df):\n", " texts+=[aa.text(-.1-np.random.random()/100,\n", " y, label, # A small random shift prevents labels which have exactly the same coordinates from being stuck together\n", " color=groupColors.get(langnameGroup[label],'k'), fontsize=8,\n", " ha='right', va='center')]\n", "adjust_text(texts, x=[0 for _ in df], y=df, avoid_self=False,\n", " force_text=(0.5, 0),# Since the movements are so contrained, high force speeds up the process a lot\n", " expand=(1, 1), # We want them to be quite compact, so reducing expansion makes sense\n", " only_move='x-', #Only allow movement to the left\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### adjust_text also works with cartopy axes!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cartopy.crs as ccrs\n", "fig = plt.figure(figsize=[10, 8])\n", "ax = plt.subplot(1, 1, 1, projection=ccrs.NorthPolarStereo())\n", "ax.coastlines(resolution='50m')\n", "ax.set_extent([-180,180,53,90],crs=ccrs.PlateCarree())\n", "np.random.seed(0)\n", "loclon = np.random.randint(-180, 180, 25)\n", "loclat = np.random.randint(53, 90, 25)\n", "ax.scatter(loclon, loclat,s=75,\n", " linewidth=2, marker='o',alpha=0.3,edgecolors='black',c='red',\n", " transform=ccrs.PlateCarree() )\n", "texts = [ax.text(loclon[i], loclat[i], 'Location%s' %i, ha='center', color='r',\n", " va='center',transform=ccrs.PlateCarree()) for i in range(len(loclon))]\n", "adjust_text(texts, arrowprops=dict(arrowstyle='->', color='blue'), ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks for getting to the end, feel free to contribure more examples or let me know what you think!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "adjusttext", "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": "3.11.7" }, "vscode": { "interpreter": { "hash": "2c4acb23a451f4fe2bb80d589eb9794a8ef98f196bb0fe57894caf47ebb03df5" } } }, "nbformat": 4, "nbformat_minor": 4 }