{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting physt histograms\n", "\n", "Some matplotlib-based plotting examples, with no exhaustive documentation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Necessary import evil\n", "import physt\n", "from physt import h1, h2, h\n", "from physt.plotting import matplotlib\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "np.random.seed(42)\n", "\n", "from physt import plotting" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Some data\n", "x = np.random.normal(10, 1, 10000)\n", "y = np.random.normal(10, 10, 10000)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = h2(x, y, 15).plot(figsize=(6, 6), show_zero=False, alpha=0, text_color=\"black\", show_values=True, cmap=\"BuGn_r\", show_colorbar=False, transform=lambda x:1)\n", "h2(x, y, 50).plot.image(cmap=\"Spectral_r\", alpha=0.75, ax=ax)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h2(x, y, 40, name=\"Gauss\").plot(\"image\", cmap=\"rainbow\", figsize=(5, 5))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h1(x, \"pretty\", bin_count=10, name=\"Gauss\").plot(ylim=(100, 1020), cmap=\"Greys\", ticks=\"edge\", errors=True);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5M9TPAADMa2KbksmS6qYR5+5/AgA2HR5Ev90z2cMjogxgsCOilLwfnFKd01AKbbD9SKXVgOE3fgsAuPvF/djfGzmNq7VWQGerhEbAhDdOUPr5h7vhObEXogS88EFXwscam+ei5PSLxqzIcv0dUW5gsCOilCjBbn5UL7qRzevgOrQdbr+Ibz6zE9Dq1fuUat3UKgssBl3mBkvjUqZjn3v3RMTt4YHtg2N9qL3y/6HyIzfineMj2RgmESWJwY6IVP/c34/W/3wW1vkfHfMxyiaI2LVyEvqevxdVVj329jhQseJ6AEC/wwfLqWcCgNqHbqKKtT/dZHIEg92mQ/3Q2ipiK28aHW7720Fo9HLfwkN9zmwMk4iSxGBHRKrn/9UDQatH+ZlXQYyacgNiN05EEx1DuPOiWQCA0sUXouG6n2H1r3bAFgyK85pOLthR+gVGerCgqQSiBFhOOTPm/vKzPovdPaEwd2zQlcnhEVGKGOyISKUc+aUrr8fGg4MR9zkcDphrp8DpDcCs16gbJ6KdPaMK154h97Yz1E4FAHi69mPozadw6cKGSRw9pSK8+nnRIvn/l3XW2RGPMTbPRekZlwEA3EfeAwAcjxPsBIMF1vkr4fEHJnnURDQeBjsiAgAMO304PBC6aP/fOydiHqOslZtVb1M3TsRz83nTMLD+QfQ9/1P87caF6HriZgy/8VtYDNoxn0PZszp4dqyxZS601goAQO+oB9UXfAOCoMGFc6sxsu0vAICjg+6Y55ctvxLVH78ZD76R3JnBRDR5GOyICADwXscQAED0yNNu/9jTB621PG7Lkui1ctFr3wxaDUa3/gWOf61HtS3x0VaUfU3lZixqLoUgaFC69JO47a+7cf7P3oaurBa+wRNYu6IV/iF51+zxodiKnaF+JgDgrYMDGR03EcVisCMqIolaU+w4OgQAcB3YDE/nHvhFCbZ5H4l4jKEufrCj/PexOfLZsaVLL8WfdnTBG5Dg6dyN3md+CKtBqwa7YZcfw67II8j0VfJU7gedo7B7/JkdOBFFYLAjIgDAu8eHAACezr2wv/siAMC24Hz1/oAowVA3DQAwh8Gu4KyaUwPR44QkBvDRWdX4zec/hK5f/yd8fUdgtVohel2othkBAEf7Q5spRt1+6EqqAAABCdh6OPmqHXvgEaUfgx0RQZIk7DgmtzF59U+Po2vz87AYtNBXNcPYMg9ev4ifv34IGoMZoteFqVWWLI+Y0q22xIjOR9ag44Hrcd8V8/Chlthdz62VZgDA0YFQsDvYFxnI3uZ0LFFWMdgRETqGXOize6DTCJjbWAqrUYfVc+WpufKzP4dPPrhFXRhvf/fFhBsnorH3XP4IjPYiMNo/5v1TquT/f0cGQmHuYLCvnSTKO2LfPjj284lo8jHYERHeDVbrZjWUwKSXd65e/iF5p6SpZR4O9btQbTOgd91dGPzHw+O+HsNcYWqtlCu14VOxSrBzHdwGQD6ZJHydHadbiTKLwY6oyJimLETFeV+Ewxu6+Crr6xa1lKu3zW8sgfvo+5AkEVctbsRfv7QEzj1vZni0lEvUYBc2FXt0yAMA+Mk3rkNzhRkBUcK2I4Nxn09Ek4/BjqjIVH70Syhdcgke/Geo59iOY0MAgIXN5eptgiCg54934PjPr8ZtHz8FpSY9qHjEq7pOCa6tPBJWsdvfYwcAzKix4Yxp8iaKVKZjjc1zYWpdkK5hExU9BjuiItI94lFbU/xm83EcPDEAQaPF23s6AURW7ABA8nsgOoczPUzKUUrF7sSwC16/CLcvoFbvZtSGgt19v30+qanXUbcftVd+H7VX/D8MRbVQIaKJ0WV7AESUOZsPh6bI3H4Rv9hwGPrqVmgMJlgN2jGPCaPCp1ToEqkpMcKs18LlC6BjyAWPPwBRAkpMOtSUGLFsaiUAwNAwE4LeFHqioAEkMeb1thwZgkYvt1A50OtAU3V52j4fomLFih1REdl8ZAgA4D76PgDg2R0nYJ27AgAwr7Ekpd2uVHwEQVCrdkf6HaFp2FobBEFAS6UFTeUmCBotjM1zAAAvfNCDlq/9HpUf/VLM6719KPSHxqGw6V0imjgGO6ICk2gX4ubDQwCA4U3/hxWnVCEgAWXL5EPe5zeWJnxd7nQlAGgJBrtjA86I9XWKJVPKAQCm1vl45K2j+MYzO6ExWmBb8NGIDTtAZLBTdtcS0clhsCMqEscGnDg+5IYkBuA5vhM3r5iG8ALd/CaeJkHjC99AcaBX/sNhem1ssCtZfBHuXX8QACD5fRB0BryxP9S8uHvEjQNhYe4Qgx1RWjDYERWJjcGdip4TeyF5XZhRa8XFC+rV+6MrdqzQUTxqsBuzYiefWKHRGyEAuOX8GRjZ9hcAwMu7+9THvXVAflvyewFwKpYoXRjsiIrE2wfkYPeNz12ghrU1/9aGgHMYns69qCs1ZnmElA+UqdjDfQ4c7A2tsVM0lZvhObEXoteN/71iLq5e1gzn3rcAAK/v64fbJ59Q8cY++fvRset1AMDxQbd6HxFNXMaD3bFjx3Duuedizpw5WLBgAf74xz9meghERUVZc/eHDe8CAJZPq1bvaygzoeNXX0TX776VreFRnpkSDHb7euzw+EUYtIIa9hRdv/0Wjv/iWnxkVg0AwNu5F/7Rfji9AVTOOgOCIODN/b0AgGd++l2UmfWQABzq48kURCcr48FOp9Phvvvuw86dO/HSSy/h5ptv5jEzRGlmnXMurHPPU9/XVTRCV1INvVbA4ikVEY+VvC4g4I9+CaK4missCN873VZlid1NHfBD8oT/Xpfg3LsRAGA+ZTl0FY3oGvHAoNVgSVslptfIU/0HghVAIpq4jAe7hoYGLFq0CABQX1+P6upqDAwMJH4SESVt0OlF1Se+juoL1uJ3WzoAyDsUAWBhUynMBm02h0d5zqDToL4sNG0/rdqS4NEhruB0rGXmGTBPPQ0AsHhKBcwGrTqVq6zZI6KJSznYbdiwARdeeCEaGxshCALWrVsX85j29na0tbXBZDJh2bJl2Lx5c9zX2rZtGwKBAFpaWlIeOBHFt6fbAUEjh7e7XtyHV/f2qUc2LW0rz+LIqFC0VJjVt6dWJQ52yiac0YPvoMysg9ZShtJgi52zZsrLAqYHN18ou2yJaOJSDnYOhwMLFy5Ee3t73PuffvpprF27Frfffju2b9+OhQsXYtWqVejp6Yl43MDAAK655ho8+OCDExs5EcW1p1uuekh+H0QJ+OYzO2GethgAsKytItFTiZISHuySrdjptBqcd4oc5HSl8tq7M6fLR5CpwY4VO6KTlnKwW716NX74wx/i0ksvjXv/vffeixtuuAHXXXcd5syZgwceeAAWiwWPPvqo+hiPx4NLLrkEt9xyC84888yJj56IYuztkasew5v/hLOmV8LlE6Ex2SD6PFjQlLgJMVEyWspDx4VNq06+Fc7KWaGNOyVGLeY3ya1RlKnYg312iGLiY82IKLG0rrHzer3Ytm0bVq5cGfoAGg1WrlyJjRvlhbOSJOHzn/88zjvvPFx99dXjvqbH48HIyEjEf0Q0tr3Bip23az/uvWwOTq2TL7yejp0w6CJ/5NmrjiZCqdhJkoi2KnPEfYm+p5ZPq4DokfvVLZlSDp1W/n5srjDDoNXA7RPRMeTKwGdAVLjSGuz6+voQCARQV1cXcXtdXR26uroAAG+++SaefvpprFu3DosWLcKiRYvw/vvvj/mad911F8rKytT/uB6PaGz+gIj9wXVKvp5DsBp1+NWnF2Bk658x+OpjWR4dFYpT6+QKm6/3CEz65DfjGHVatafdilND1TudVoO24JTufu6MJTopukx/wLPOOguiKCb9+O985ztYu3at+v7IyAjDHdEYDvc74A1IED1O+Iflda01JUYMrn8oyyOjQjK12oKu334b/pFe4GfXpfTcgVd+BceuDbj0e69H3D6j1oa93XYc6LFjxam1476Ow+GAzSYHTLvdzoozUVBaK3bV1dXQarXo7u6OuL27uxv19fVjPCsxo9GI0tLSiP+IKL6dJ0YBAN6+IwC4Vokmj+f4BwiM9Iz/wCiS1wX3oe0QhMjed8oGim/feS8EQWB/U6IJSmuwMxgMWLx4MdavX6/eJooi1q9fj+XLl6fzQxEVFeX0iPEueLtPyGtQr//kKq6bo7yiBDt9FWdkiE5GylOxdrsd+/fvV98/dOgQduzYgcrKSrS2tmLt2rW49tprcfrpp2Pp0qW477774HA4cN11qZXriSh1u7vkit3s+pIsj4QoNWqwq2wGwKlWoolKOdht3boVK1asUN9X1r9de+21ePzxx3HVVVeht7cXt912G7q6urBo0SK88MILMRsqiChSOi5kSsVuVgOXLFB+mRY8VkxrLYfGxD9MiCYq5WB37rnnQpISr9256aabcNNNN014UESUWLwQOOz0oXPYDQA4lRU7yjNWow71pUZ0jXigr2rO9nCI8lbGz4qdqPb2dsyZMwdLlizJ9lCIctLuLrla11xhRqlJr97OXnWUL5RTLJIJdtuODqHla7+Hdf7KcR9LVEzyJtitWbMGO3fuxJYtW7I9FKKcomys+OgVnwcAzKrnNCxNron+sTDe89RgVz1l3Nd6aksHNCYbrHP+LfmBExWBjPexI6KJMU07HTpbBURJgiaqVQQA6GvaAACzGzgNS/lpevB4stIll+A//7wPxqbZ8HTsinmcLyDijQMDAAB9VWtGx0iU6/KmYkdUTKLbmxzud6L2sltRtfpr+K8/74Y/TpNvQ20bAFbsKH+tmlMD5x75ZIoNB4ZQ/7l7UPfpuzDk8kU8buvhQYx6AgAAXUlVzP1ExYzBjihH2D1+1H3mv1H24c/E3Pfz1w9D0MhHN/31/W58/Y8fANrQOjoIGuir2wAAs1ixozxVZtajd92P0PHQf+DiedWQ/D6YWufjibePRTzu1T2RjZEP9LKZMZGCwY4oR2w8OAhTyzyUn/UZ/PPAkHr7nm47/v6BfCEbfO0xGLQC/rG3H7WX3w5BbwIA6MrroTGYYNRp0FbFDRKU3/wDx/Hd86ei77mfAACe2dGFoZFRtYr9ygfy2eOiT94Fvp/BjkjFYEeUIw4PONW373z5EDRmeUr1Z68dAgA4dm3AyKY/4YHPLIDFoIW5bREav/hL/OGdbhgbTgEAzKixQquJXX9HlI+c+95GwD6IPrsXr+7tBwDoyhtwsN8JnUaA44NXAQD7e52JXoaoqDDYEWVQoqPBDve71LcHnH5UrloDQ8MpeHVvPzQCMPTG7wAAy9oq8MjnFsI/2gddaQ1+8upRVF0gNwo/tY7VOiogYgD2914CAPxhWycAwDxdbnm1uLVM3Vixr4cVOyIFgx1RjjjcL1cdht/+I7QaAdZTP4yaS/8LAHDRgnr4B46rj13QVIqOX92A/hfbUV9igCDIP8qz6myZHzjRJBp990UIADYeGoSuvAHmGXKwO2dmFXy9RwBwjR1RuLwJdmxQTIVOCXaOXRvwxTMaAQC6kmroNAK+fE6cvl4BH+w7/o4/XT8ffX+7DyObn8WlixoyOWSiSRcY6cHZMyoBAKVLL4WpZR4AYPWCZgwd3QNBAAacPvTZPdkcJlHOyJtgxwbFVMgGHV4MufwAAP9gJ65d2gBP5x4AwOWnNaCp3Dzmc/VaDRzvv4LBVx+BxaDNyHiJMumK0+Q/dEo+9HEIWj2mVJoxrcYGs0GLlgq5qfHe7tFsDpEoZ+RNsCMqZAf75Kkk/0gvJJ8HOo2Anj99H/0v/RL/uXJ6lkdHlBljnUxxzsxK1Jca1ff/bWaV+vYpdXJ7n33ddvW2RGtZiQodgx1RDjgUDHa+gU71NtE5DPs7z8Os1/K8VypqOo0Gl30otMwgMtjJ60r3sGJHBIDBjignHOyVqw03fOpChjcixFbvLlvUANHjhH+0H6e1lqmPO7Veqdgx2BEBDHZEGbWvx47aK78PQ13k9KpSsZtWzV2tRPHUlRpx4rGvoOvJtTBoQ5eumbVysHt719Exp145NUvFRJftARAVk0feOgbz1NMgeiIvLgeD7Rqm1iRXqVOqGQB4oaKi4R/ujrltWo0VGgGAuQRaW2XmB0WUY1ixI8oQSZKw6fAgAMDUugBiMJgFRAmH+uVwNp0VO6KUmPRaTKmUd43rq1uzPBqi7GOwI8qQg30O9Ix6AQBaSxn2dsthrnPIBa9fhEGrQVPF2G1NxsKNFVTspgcr3frqOP0eiYpM3gQ7NiimfPfW/r6I95XqndLqZEqVhee8Ek3ADDXYyRW7AYcXVZ9Yi7IPfxoBUcrm0IgyLm+CHRsUU75764B8iLnfPgAA2HR4CABwKLgjdlrY+jpW4YiSNzP4s2OonoIj/U585rHtsM07D+VnfRZf/78P4PIFsjxCoszJm2BHlM9EUcLGg3KwG37raQDA1iND8AdEtWI3levriCZErdjVtuEzj23HsUG33Ozb78X6PX24/tc7oDGXZnmURJnBYEc0iZQ2C6aG6Rhy+mAxaGF/70UEXKNweAOwtszGr373LIDIih0RJa+1ygwp4INGb8KQy4+5DSU48cTX0f3776HMrMN7HaOov/on0JbUZHuoRJOOwY4oA0xTFgIATm8tAwJ+eI6+r96ur2wGAEyrZrAjGkui5QkGrQbensMA5FMpHr9mEUTnEDwdO/Hbz5+G5nIT9BWNKPvwp2JeN7zHXU9PD/vdUd5jsCPKACXYLWurAAC4j74HADBPXwJdWS0AYFoNp2KJJqr/+XvR99y9uP/KubAYtOrtU6stuOMTpwAALNOXqm2GiAoVgx3RZNNoYWqeCwA4d04DJEnC9r//DgBgap4DACg16VBh0WdtiET5ztd/DI4P/gGdJvaydvqUcohuO7S2CrzXMZKF0RFlDoMd0SQz1M+ExmhBmVmH2fXyAu7pNTZU2wzqY6ZWWSAIbHVCNBn0Wg1cB7cCAF781wlOt1JBY7AjmmSmKQsAAEunlEMT7FMnCAKWtZWrj2mrSr0xMRElz7lvEwBgw4Gh7A6EaJIx2BFNMlNrcH3d1IqI25X1dgDQVmXJ6JiIio3r4FZIAR8OD7ihq2jM9nCIJg2DHdEkcvsCMDXPBoCICl30+wx2ROkTbwet5HXBHdyNbpl5RjaHRzSp8ibY8Ugxykd7exwQdAYEHIOYGhXemivM8HYfgOT3YV5DSZZGSFQ8nPveBgCYZy5Tb/MFRNg+9AmUr7ge//v6UZSvuB5ly6+C3ePP1jCJTkreBDseKUb56HC/EwDg6zsWd3NE9x9uR+djX0FjuSnTQyMqOq79mwEAxqbZ0FjK4BdFfOvZXag6/0soW/pJ/HZbN8qWfhLl51yNP2zrzPJoiSYmb4IdUT46pAS7gY6494vOIfgHjmdySERFKzDah1m1FgiCBpYZy/Bff96Nl3b1QvL7MLL1z7j69Hq4Dr8LQK62E+UjBjuiSXS43wUA8DG8EU2aRKdSRN//kdlyQ/CKlTfi+X/1QKcR0PvnuzC4/iF85ZwWjG5/DgDUM5yJ8g2DHdE4wo8cSrXv1eFxKnZElFnnnVINANDoTdAKwI8vna1O0QJyo2MAONjnhCjylArKPwx2RJNEFCUcGZArdpxuJcoNp9ZZ4e09DEkM4EcXz8aqObUR9/uHTkAK+OHyiTgx4s7SKIkmTpftARAVqo4hFzx+EZLfB/9wT7aHQ0SQm4N3/+470JhsuOD2fbEPEAPwDXbCUN2K/T12NJWzeTjlF1bsiCaJskbHN9QJSGKWR0NECtE9Cv/QiTHvV6Zj9/fYMzUkorRhsCOaJAd75YuCv5/r64jyiZ/BjvIYgx1RipLdTHGwN1ix48YJorzi65fXxB5gsKM8xGBHNEkO9skXhQf/5wdx2zCM16KBiLJDnYrtZbCj/MNgRzRJlIrdtBpblkdCRKlQ+k4OOLwYcHizPBqi1DDYESXB0HAKys+9DiNuX1KPd3r9ODEst0qYXsNqHFGuCq+c19bWQpIkiF63uhuW6+wo3+RNsGtvb8ecOXOwZMmSbA+FilDFiutRtuwy/PilA0k9XqnWVVoNKLcYJnNoRDQJZtTKlXYGO8o3eRPs1qxZg507d2LLli3ZHgoVGVGSYKidBgB49t0ubD82POZjlY0Vyz56EQBgWjWrdUT5SAl2N/3XDyZ06gxRtuRNsCPKlo4hNzRGi/r+D/62FxAS/+joK5sAANM4DUuUl5Rgp69qyfJIiFLDYEc0jt1d8lSMb6ADZWYd9vY4ULL4goTPCQU7bpwgyiXJ7kZnsKN8xWBHNI493XKw8xzfia+fJ0/Jlp/1OWhtlWM+R1fZDIBTsUT5akbwjzJdWS0EvSnLoyFKHoMd0TiUYOftOYjLPtSABU0l0BgtqFjxhTGfo69oBMCKHVG+qrAaUGnRAwD0Vc1ZHg1R8hjsiMaxWw12h6ARBNy2+hQAgGX22RhyxbY/0doqoTFaoBWA1kpLzP1ElB+mVcs/v5yOpXzCYEeUwLDLh85hDwDA13MIADC7oQS+/uMQBA3ePT4S8xxdcH1dc4UZBh1/xIjyFYMd5SNedYgS2H1CDm7+4W6InlC7A0/HLgDAO3Fan+iD6+vaqlitI8pnyhrZyQ52yZ4/TZQMBjuiOJRftB+98joA8jRsOPfxnQAQt6edsiN2apV5kkdJRJMpVLHjGjvKHwx2RAkYaqcCiA12ng452L3fMQKPPxBxHyt2RIVBCXa6ikZ4A2KWR0OUHAY7ogT0NXKw+/0v74noe+Uf6EDAOQxvQMLWA93qNMrg8CiMzbMBAKfWcUcsUT6rLzVC9DggaLQ41OeMuI/Tp5SrGOyIxiJoYKiZAgCY3VAac7dHmY49GpqO3XRkBBqjFf7RPsxrLMnMOIloUgiCoFbrd3XxzFjKDwx2RGPQVzVD0BlgMWjRUhE7rapMx4avs3t5Tz8AwLn7DWgEITMDJaJJ4+0+CADY1TWa5ZEQJYfBjmgMyjTsqXVWaDSxIU3ZQKHsjBV0Bmw4MAQAcOz+Z2YGSUSTytt9AEDoaEGiXMdgR0Uj1TUxysaJsdbKebsOwKjTYMjlh66yGaapi+H0ifAP98DbuSetYyei7FAqdru77RBFaczHcc0d5Yq8CXbt7e2YM2cOlixZku2hUJEw1Mnnwo65CUL0Y35wHZ2peTass84CADj2vJGR8RHR5PP1H4Xk98HuCeDYoHP8JxBlWd4EuzVr1mDnzp3YsmVLtodCBSjeX9uG4FTsrAS7W09rKQMAmNo+BPOMpQDk9XVEVCDEALx9RwAAH3TGnjSTDru77Ki96k4YGmdNyutTccmbYEeUSb12D7S2CkhiADNrrRH3Wa1WSJIESZKwfGYdAMAy6yxoDGY0lBrgPbE3G0MmokmirLP7oDO2IXk6/Pm9LpjbFsI277xJeX0qLgx2RHEoC6X9g50w67VjPu601goIAARB/lFaeUplJoZHRBmkrLN779jgpKyj6xxyAwA0BjY1p5PHYEcUx7p3uwCEdr6Opcyij6jorTyVwY6o0CgVu/i97E6+rVHHsBzsBCODHZ08BjsqSol2sB0bdOGlXb0AgNFtfx33tT4UXGfnG+zErFr+YiYqNL7eQxAA9Nm90FjL1dvLzvosWm5+Gut3957U63eoFTueL00nj8GOKMqTm45DlADXwW3w9R4e9/GXLKxHwDmMkbf/CIFNiYkKjuTzYGrw7GdD3XQAwJDLj9Kll0JjtOA/n9mJLUeGJvTaI24fRtx+AIDAYEdpwGBHFEZjKsGzO04AAEY2P5PUcxY0leL4zz4L+3svR2ysUM6VJaL8FP7zPK+5HABgqJXbID37Xg80ehMkMQBvQMJNT78PfbD3ZSo6Bl3q21xjR+nAYEdFJnFFreRDH4fLJ2J2vQ3uI+9maExElOvmNsrnRRvqpgMaHf64owcAMPDSL7BkShnsngDqrvg+dOX1Kb3u8fBgZ2TFjk4egx0Vja4RN5q/8htUfuwr8R+g1aNk8QUAgM+f0ZLBkRFRrpvbKK+lNdRNg3X22ehz+OAf7Yf9/fX42ZXzcWqdFVpbBWouuxWSNPYJFdGOhzU9FlixozRgsKOisfnwELSWMpQsXIUtR2MbjdrmnQettQINZUasmlOThRESUa5SKnb6ikaULb8SADC6/TlA9KPEpMOvPrMAkhiAoXoKukc9Sb9uRMVOb4QvIKZ34FR0GOyoaBwfdKtv3/f6UUAIffs7vH6ULrsMAHDNsmbotfzRIKKQCqsB9aVGAIC+qgVGnQb2HS+o99fYjPAPyW2SDve74r5GPMejjilzeANpGC0VM169qGgcGwr9st3X64Jt/kcAAKIk4TvrdkNf0YiAfRCXLWrI1hCJKIfNrg8dL/iJOVUQ3aMR9/sGOgAAh/uTP1M2vGIHAE4Pgx2dHAY7KhrHgr9A3cc/AACUn30NBIMZ//uPQ1i/pw+S34ueZ++E1ajL5jCJKEeFB7tPn1YXc78/GOwOnUSws3v8ExwdkYzBjgpGoqbDQGgqdui1x9BSboTWVoHaK+7Aw28dBQD0//1+eDt3Z3TMRJQ/zpounyzj2LUBUypjd7D6Bo4DAI4MJDcVO+L2YdjlAwAE7IPya3Mqlk4Sgx0VBZc3gF67FwDg6z+Or54j73o1Nc8FANx4ViscO1/L1vCIKA8sbC7D8V9eh77n7o17v2+gE0DyU7FKD7tKqwHzZ04BAPgFzhjQyWGwo6JwLLhAWXTbIbrtOGd6OVyH5T51K2dV4yvnpt5YlIiKT2CkFxDjT5f6gxW7jiE3PP7xK2/KNGxzhRk2kxzoOBVLJ4vBjorC0eBf0L7grjVBEND3l7vR99z/4MeXzoYm6igwniBBRKkKOAYhepwQpdDvnESUHbHNFWbYgmt7HQx2dJIY7KgoHBmQf4Eq7QgAQHSNwPHBqzDqtNkaFhEVGGVn7IHe0Drf6PW/yvvfuO1HAIDmCosa7EbdDHZ0chjsqCgcU4PdibS/Nqt7RMVnrJ97dWdsX+wGrmi6MnlnbfhUrIPtTugkMdhRUTjSL/+SDa/YERGlm29QDnYHe+3jPlZXVgsgcirW7vFN3uCoKORNsGtvb8ecOXOwZMmSbA+F8tDROFOxRETppkzF7u8ZSdh+CQC0asXOEhbsOBVLJydvgt2aNWuwc+dObNmyJdtDoTwjipLanJjBjogmk69f3hk73rFigtEKrUlueNxUblYbo9s5FUsnKW+CHdFEdY+64fWL0GkEuPo7uRaOiNJOWXM3eHQPAGDQ6YPGZBvz8bpSeRq2wqKH1ahDiRLs3JyKpZPDYEcFS9l5NnWePH3fVGGGTstveSKaPFajDvWlJgCArrJpzMcp6+say+THcvMEpQuvclRQzDPPQMvNf8Bre/vU23QVDQCA1kpLtoZFREVkarU8I6BPGOzk9XVN5XKwU6ZiR7nGjk4Sgx0VFOucf4PGaMHjbx9Xb9OV1wMAWhIEO7YsIaJ0mVYTDHYV41fslGDHBsWULgx2lFeiG31GM9S0AQC2HR1CX/BsWH2ZHOymsGJHRBkwrUZeW6erah7zMUrFTp2K5a5YShOeNkwFw+MPQFfRCAAQJWD9nl4AgK5CDnaciiWik6FU9sczTZmKDf4+iiemYqecFcuTJ+gksWJHOW+8Kp3iQK8TgiZ0PNhLu4LBLlixa61isCOiyadMxcp/aApxH6P0sGtSKnYGOdh5AyI8/tAGimR//xEpWLGjgrG3R/6l5xs8AX1FA7YcHoKurA5aazmAyDV2yf7lTUSUqqZyM3QaAX69EdrSGkiSBNvCVbCc+mF88TfvQoKk9rBrKDcCAKzG0B+lDk+AZ1jThLFiRwVjX498hI/r4FbMqbchIAElSy4BAJSbdSg16bM4OiIqFjqtBq2VZgCAoX46bv3bQVR97CswTz0NGw8N4u1DQwAA30AnrMFKnU6rgVkvhzluoKCTwWBHeS18mmLXiREAgK/3MM6fXQMAsC34KACgpcKctTESUfFpCwa7mgu/iZf2DEAK+DH0xm9x9yWzcfcls9H7l3vQ/fR3I56jtjzhOjs6CQx2VDAO9MlH+Hh7D+OjwWCn0cvrV5oZ7Igog9qCa3oFnQE1Vj26n/oOht98ChfMr8MF8+vg3PU6AiO9Ec8pMXFnLJ08BjsqCBpzKfoc8lE8vr6jaKuy4JTaUD+6lgpTtoZGREVo2dQKAID7yLt48nNz4enYNe5zlHV2nIqlk8FgRwVBXzMFAOAb6oLklSt3q+bUqPdzKpaIMums6ZU4dv9n0P3776LKmtz6XhtPn6A0YLCjgqA0Jvb1HlZvU9bZAUBzOSt2RJRZomskpcfbjHIAZMWOTgaDHRUEfZxgN63aCueBLfCP9GBOQ0l2BkZElCRbcCqWTYrpZLCPHRUEQ3Aq1tt7JOL23v/7PgAJtnuuzMKoiIiSZ+PmCUoDBjvKK16/iMrzvwx9zRT0jnpQU2IEIEBfrQS7Q1HPYBNiIsoPVp4XS2nAqVjKGxqTDV/5016UfOjjMDXPxf++Koc4XVktNAYzDFoB/oHOLI+SiGhiSow8L5ZOHoMd5QVdWR3qP3cP3ukYhehxAgDWvduFXV2j6vq6adVWSGIAkiTBarUmeDUiotyj7Iq1exnsaOIY7CjndQ65Uf+5n0Bf1YJamx5dv/kmHLs2QALwk1cOwFA7FQAi+tYREeUba5yKnS8gonLVTbDMPidbw6I8w2BHOe/5D7qhtVXA138Mj356Dnx9RzD0+hPQawW8fWgItoXnAwBmMtgRUR5TTp4Ib3ey9cgQShZ9DOVnX52tYVGeYbCjnOfwBAAAroPbUFtiAAD4h7vxuaXNAABdaS0ABjsiym/xNk8cG3QDALTW8mwMifIQgx3lPJdPDnaSzxNx+41ntaLcHNrYfUqtLaPjIiJKJ/XkCXd4sJNP0tEYzOrvQqJEGOwoKxwOBwRBgCAIcDgcCR/r9okAANEfGexKTXp8+Zw2AEDAOaxW84iI8pE6FRu2eeL4kFt9ezB4HjZRIgx2lPPcY1TsAODKxY0YeuN36H/hZxAEIdNDIyIal9VqhSRJ6o796PfVx4VtnpAkuQdnx5BLvb/f6c3swCkvsUEx5TylYhcv2Om1Ggy/+btMD4mIKO2UqVi/KMHjF2HSa9U1dgArdpQcBjvKeS5/sGLnjw12RESFwmoIXZLtHj88PhEjYevtBpwMdjS+vAl27e3taG9vRyDAxaPFJlHFjogoFynTranQaARYDVo4vAE4PP6ITRQAMODgVCyNL2/W2K1ZswY7d+7Eli1bsj0UyjBljV305gkiokJjDdsZe3TAGXEfK3aUjLwJdlS8XKzYEVGRsJlCvexigh0rdpQEBjvKeequWH9qv9TG2nlGRJSrSoyh0yeOBYOdf7QfADDIih0lgcGOch7X2BFRsTDp5LZNF112FQ71jgIAvJ17AAD94+yKTaU/KBUuBjvKeaGTJ9zjPJKIKL8pLU80BrPanNgTDHaD7GNHSWCwo5wmSdKYJ08QERUaq0ELANCYbOhUgt0JOdgNsI8dJYHBjnKaxy9CaRgg+TxcN0dEBc1qlIOdvroVflGCXivA230QAOD2i3B6/YmeTsRgR7nNHXbodaqbJ4iI8o0yFWuonQoAaCozQfI6IQbXGPfb+XuQEmOwo5ymrq8L+ACRzamJqLApU7H6qhYAQHOFGQAguoYBAP1seULjYLCjrNGV1QFC4m9Bl1fZOMH1dURU+JQGxYJW/re5wgQACDjkYDfg4O9CSozBjrJi48EBNP3HI6g47wsJH6dU7OprqriujogKnlKxU0yvLYMkSTj/384EAPRxKpbGwWBHWbGvV+6xpK+ekvBxyho7c9QvOyKiQmQzRv6ua6m0AACqrAYAPH2CxsdgR1lh98iBTWOwJHycyyu3OjHrGeyIqPApU7GKViXY2eRg12/nVCwlphv/IUTpZ/fIW/Y1xnGCXbBiZxoj2CntT4iICoE1pmInb56otBoBcPMEjY8VO8oKu1sJdonXzCnBjhU7IioGNkOo3lJu1qHEpAcQqthxKpbGw2BHWaFMxQpGc8LHub1cY0dExSO8Yqe0OgFCa+zYx47Gw2BHWTGqTMXqTfAFxDEfx4odERWT8GDXUm5S367k5glKEoMdZYWyxi767WjjrbEjIiokFr0WkiT/sRtesau2yWvs+uweriumhBjsKCuUqdjot6O51KlYfqsSUeETBAGS1wUg1JwYCFXsPH4RWqMFDocDDocDgiBAEAQ4HHILKV1FI6DVZ37glDO4K5ayIqJi5x67YufmVCwRFRnR44DGaEVzeahiZzFoYdJp4PaL0FrK4j7vvY4RNN34IBy7NmRqqJSDWAahrIio2HkTVOwY7IioyIxsfhbOPW/htJZQgBMEARVWuRKnGSPYbdjXDwAw1E6d/EFSzmKwo4wLiBKcYWFuNEHFTpmKNXFXLBEVidFtf0Xvuh/BoIu8RFda5GA3VsVux/ER+X5b1eQOkHIagx1lXPTUazKbJ1ixI6Jip6yz01jKY+7ziyLe7ZCDncZogcM79u9VKmwMdpRxox5fxPuJNk9wjR0RkaxCrdiVxty3r8cRMRPSNzrxtijxNmVQ/mCwo4yLnnpNqmLHqVgiKnKhqdjymPuUaVhFLxsZFy0GO8q4lIKdl33siIiA8KnY2DV2O44NR7zfM+rJyJgo9zDYUcbZU5iKdfnkRp2ciiWiYpdo84RSsQs4hgCwYlfMGOwo46Irdol2xbo5FUtEBGDsip3WWoHjQ24IAFwHNgNgsCtmDHaUcdFBLtHuLfXkCVbsiKjIjbV5wtA0CwAws9YKX/9xAEAvp2KLFoMdZZwS7MTgsTmj7vEbFHONHREVu/DNE+HnxRqbZgMAPtRShoB9AEBsxY47XYsHgx1l3KhbXmPnH+kFwF2xRETJUKZiBZ0horWJqWkOAGBRc2ko2J1EuxPKbwx2lHFKkPvI8tMAAA6vGPdxAVGC18/NE0REgHxerOhzAwD6HcFNaFo9DPXTAcgVO79DqdhxKrZYMdhRxilTsY1l5uD7vriPUzZOAAx2REQAIDrltiaDTrkiZ6yfAUGrR5VVj+ZyEwKjcrAb9QTUNcpUXBjsKOPUYFcuBzu7xx+xXkThCgt2Rh2/VYmIAsFgp1Ts1PV1zWUQBAGS16lW9XpG3dkZJGUVr5aUcUqFrqHcBAAQJUSsF1GEmhNroNEImRsgEVGOEp1yv7r3Okaw7egQTFMXAwAWtYR2ygbsgwDYpLhYMdhRxikVu5oSI7TBwBavlx3PiSUiihRwDgEAHnrzKK55YgfMbQsBAIuaQ73tlA0U3SOs2BUjBjtKm/Dt9D09PWNurVc2T5Sa9LAZdcHbYtfZuXnqBBFRBPt7L8PbfQBtlWa0VZrh6z8Ox+5/Yn5TifqYQHADxWeu/9KY7U3Y/qRw6bI9ACo+ylRsiUmHEpMOwy4fRuJU7NQedmx1QkQEAPAc/wAnHv8a9tntAACb7SMAAJ3mVvUxSsVOa6vI/AAp61ixo4ySJEmddi0x6dSKXbypWBenYomIUhYKdlVZHgllA4MdZZTHL8IvyjtgS0x6lJrkTur2eMGOx4kREaWMFbvixmBHGTUSnIYVBMCi16LEpFTs4q2x46kTRESpCgW7yiyPhLKBa+woo5TKnM2og0YjwGZSNk8kWGPHih0RFQmr1Rq3r2cqz93bPYrzf7oBWuvEgp03IKL+mnvhH+6Z0PMpuxjsKKOUtXTKFKxSsYu7eYJTsUREKasrkXuEas0lEHSGlJ+/p9sOY8MpMDacArvHD6s13SOkyZSVqdhLL70UFRUVuPzyy7Px4SmByd4CPxpWsQPkdXby7bFTsdw8QUSUulKzDgat3CNUax1/nV307/2DvU71voN9TrZGyTNZCXZf+9rX8OSTT2bjQ1OWKf3qlEqd2scuUYNirrEjIkqaIAioLTECmNgGikP9oWB3qM+Z4JGUi7IS7M4991yUlJSM/0AqOMqUq7K2rtSUoN2Jl2vsiIgmotomT8FOpOXJwT5n3LcpP6Qc7DZs2IALL7wQjY2NEAQB69ati3lMe3s72traYDKZsGzZMmzevDkdY6UCEOphJ0/BJrN5glOxRESpUSt2SUzFRjvY54j7NuWHlIOdw+HAwoUL0d7eHvf+p59+GmvXrsXtt9+O7du3Y+HChVi1ahV6eri7hkJTrspUbIkxiTV2BnblISJKRU2cip2gM4y7mcIbEHF0wKW+z4pd/kl5V+zq1auxevXqMe+/9957ccMNN+C6664DADzwwAN4/vnn8eijj+KWW25JeYAejwcej0d9f2RkJOXXoNyhHiembp4YeyrWzYodEdGEhIKdXLFzegNouL5d3gDh8cNqjH/5PzbgQkACJDEAQaPFsUEXvAExY+Omk5fWUojX68W2bduwcuXK0AfQaLBy5Ups3LhxQq951113oaysTP2vpaUlXcOlLFCmXNXNE0qwizcVyzV2REQTUqNunpB72f1heyf0FQ3QldfjD9s7x3yeUqHzdh+A6HEiICGigke5L63Brq+vD4FAAHV1dRG319XVoaurS31/5cqVuOKKK/C3v/0Nzc3NCUPfd77zHQwPD6v/HTt2LJ1DpgyLXmNXmky7E+6KJSJKSahiVwmPP4DHN4aunY+/fVydEYmmBDtf/3H4+o9H3Eb5ISsNil955ZWkH2s0GmE0GidxNMXH4XDAZrMBAOx2O6xJdp+c6PPCn1t75fdhnnpaWB87+V+3T4Sg1cE+Mqy+rssnl/85FUtElJrakmCws1Zg3btd6LV74R/pBSQRfajDMzu64j5P2Szh6z8GSBKMjaew5UmeSWvFrrq6GlqtFt3d3RG3d3d3o76+Pp0fivKUxmABEAp04es8lPsUbp48QUQ0ITW24FSspQwPvXkUADCy6U8Y3vQnAMCjG48CmtjfrUoPO7liJ1f5uDM2v6Q12BkMBixevBjr169XbxNFEevXr8fy5cvT+aEoTwlGObwpa+v0Wg3MevnbUGOMDHbqWbGciiUiSkmZWQfJLy9xOTHsQZVVD/t7L8H+3suothlwYtgD69wVUc8SwqZij4UFO1bs8knKwc5ut2PHjh3YsWMHAODQoUPYsWMHjh6V/yJYu3YtHnroITzxxBPYtWsXvvSlL8HhcKi7ZKm4KeFNWVsHhE6fEMYIdqzYERGlRhAEBBwD6vvXLGuB5PcCAR8+f0YzAKDsjCsAIRQDtCXVcPlE6DQC/EMn1GAnV/GEjI6fJi7lNXZbt27FihWhlL927VoAwLXXXovHH38cV111FXp7e3Hbbbehq6sLixYtwgsvvBCzoYIKjy8gonT5ldDZqnD3+sOo/OiXILrtEVvro6diAcBm1KLXDmiMkWv2OBVLRDRxAfsgdGV1KDXp8KnTG3Fz8PYrFzfioTePYriyCZZTP6w+Xl8td51orTTjgBiAf6gLOo0Al0+EtqQagdHezH8SlLKUg925554LSZISPuamm27CTTfdNOFBxdPe3o729nYEAvF38lD2vX1oEBXnXAMA+NO7vSg57RMAgGd2dOHqZc2AoFErdjZjeLALhr6xKnaciiUiSplvoAPGplm4emlzxO9cq0GHzy1tRvvrh1G67DL1mq6vkit506oseBUAJBFTKs040OeEvrqFwS5P5E1L/zVr1mDnzp3YsmVLtodCY+izewHIi25vWN4I18GtAID3O+Wm0oLBrD62JGwqVqnehW+e8AVE+EX5lw372BERpW5ow5Poe/5e3Hh2a8x9nz69EaLPA2P9DLx/wg4A0FfKFbtp1aHfxcrbSuij3Jc3wY5y30iwR523az9uWN6Eka1/AQB80DkKIFSRM+o0MOhC33rWYEVOCJuKdYX1WOJULBFR6gL2fjj+9Q/oNLGX+gqLAY6drwEAfr9d7mShVuwigp01eB8PB8gXDHaUNkrzYdEj//Xn7doPADg84MKo26+uobMZI4OaWrELm4pV1tdpNQL0Wi7aJSJKt9FtzwEAXt03CG1JlRreptWE/shWK3aVrNjlCwY7ShvlWDDRLfc8El0j8A/3AAB2dY2qU622qDMKrXHW2IXviBUEBjsiIqvVCkmSIEkSrFZrzPup8vUegvvo+whIQNnyT0FrLQcAtFWFls2EpmJZscsXDHYFyuFwQBAE+cBnR2aaS46oFbvQx/N07QMAfHBiNGzjRFTFLvi+UtFzOByYOWsuAMCoY6gjIposypIZ26JVAID6UiOshtAf321V8u9trbUcGlNJ2j5uNq5RxYLBjtJmNE6wU6ZjP+gcDTUnjqrY2YyxmycEvdw1nevriIgmj2v/JjSUGiAE+9mFr68DAItBi8Yy+fcxq3b5gcGO4hDUYJUKNdi57eptarDrsqsVuZIxgl14g2Ll45v0/BYlIpo0kojLF9aq70YHOwCYyp2xeYVXTYpRfcktaF7za/Q7vCk9L95UrBLsjg64oCuVf3lYo6ZibVFTsQCg0SnBjhU7IqLJdNG8Gog+NwBgenXsWj3ujM0veRPs2tvbMWfOHCxZsiTbQyl4xvqZ0Bgt2NeT2rqH6M0T8tujaCo3AQBMU+YDiDx1Ivx9TZyKnZkVOyKiSVVm1mFow6/h7TmEFadUxdxfXyL/PtZYyjI9NJqAvLlqskFx5ghauXnwkNOX0vPirbEDgLkN8oJbQ/1MAIhYmAvEP3kiNBXLih0R0WQb3fpnnHjsK6gpiV2GY1FmVcKazFPuyptgRxmklYPWkCv5YBcQJdg9couS8DV2QCjYCRr5l0OJKf5UrBC+eUKZitXxW5SIKJvUJvKG2PV3lHtSPiuWCp8wgWBnD1brAED0OCPum9tgi3g/eldsSVjFTpIkeQu8Xp6+5a5YIqLMUvrjqe8bWLHLJyyHUAwl2A27/OM8MmTELYdA0esGxMjnzWmI7H00VoNiQaOFM9iYWMNdsUREOSHURJ7BLh/wqkkRREkKrbFLoWI3HHxs9Po6ACgz69FSYVLfj25QbNZrIIlyoHMEp3MF7oolIsoJNk7F5hUGO4rgD4TK78MpBDu1Yuexx71/bljVLnpXrCAIaiBUNmCwjx0RUW7g5on8wqtmEUjl6BZfQFTfTmkq1hXb6iRceLCzGWKXdkrBdXl2T2Sw4xo7IqLsUjoZCAZTxNo7IPL60tPTw2PCcgA3TxQp69wVCIz2x9zuC6vYxWt3orVVwjrnXAy5fAg/czpUsYv/wxy+zs5mig1rohrsgmvsdKzYERHlAqWpvCBo4PQFYBvn8ZRdeXPVZIPi9Dky4ET1Bd9A1QXfiLnPG1axi7fGrnTZZahYcT3+uL0z4vaR4GOlMSp2cxpskAI+SAEfSk36mPsDrlEAQMew3P2cfeyIiHKDSRe7DppyV94EOzYoTp/9wRMlNKbYv7vCp2JH3H6IYmTZXTkW7MSwJ+L20HFi8dfYlZr06HnmTvSu+29YDLFhzX1kBwBg/e4+AGFTsexjR0SUVYIgQPS6ADDY5QNeNYvQ4QH5B1RpaxIufCpWlEKbGRRaawUAoM8eeY6sUrEba40dALgPboVr/6a49zn3vAkAePvQIIZdPu6KJSJKI6U3nSRJsFpjz4Mdj+SVl8s4vMmvvabsYLArQof75R9QQaOFXxQj7guv2AHAoDMywGms5QCAfkdUsBtnjd14/IOd8PYcgl+U8I+9fdwVS0SUQ9SKnZcVu1zHq2YROtzvUt/2+iOnWr2ByPejg53WUg4gTrBzxT8nNhVK1e7lXb1qg2LuiiUiyj6JU7F5g8GuCCkVOyC2Qhf9fvjOWIfXD41BbjQcMxWrVOzc8dfYJUMJdm8eGITGUgaAFTsiolygdC5weDgVm+t41Swywy4fBsLCmjcm2EVW7IZcoQDXbw89z+UTI37ARxKcPJEsX/8xTK+2wC9K0JpLAXCNHRFRLuBUbP5gsCsyRwZcEe/7oqZiY9bYOUJhri9q+rXPHtoZq2yySLR5Ihnnz66JeN/Mih0RUdZJDHZ5g1fNIhM+DQvEVuy8/uip2PCK3djBLh0VOyA22LFiR0SUfUrFzs6p2JzHYFdkDkUFu9g1dtFTsaGKXfSGid5R+f2AKGHUo1TsJr7GDgBm1lrRVhk6j5Br7IiIsk+p2DlZsct5vGoWKLcvANuC86G1VUXcHr4jFojdBRvb7mTsYKdU7Oxhve6UBbYTJQhCRNXOpGPFjogo20KbJ9IX7DTWcljnfxRuH8NiOjHYFai/7+xB1eqvomLljRG3x0zF+sep2IVPxToijxhTgp2yI9as1wDiyZfpz58jB7uA2w6tRjjp1yMiopMzGZsnyj/8WVR//Gv42wc9aXtNyqNgx7NiU6O0IzG3fQh+tQon4Ghw84Tok0NZdIVOWXMnBeSw1j/qhiAIEAQBXUNyKAw4hwEAJwYdEAQB02fPBwCUmvVqZ/Pa2toJdzmfXV+Cvr/+BH1/+XGKnzUREQHjnzSR6kkU0iSssdPa5JOMlGU9yXI4HOp1yeE4uXXdhShvgh3Pik2Nsg5CY7TgvRPyN762pBpuvwidRoB/sBNAvKlY+f2AYxAAMBw2zaq0SfH2HAIQ2kyhMcm/FEpN+rSN37HzNbgPbU/b6xER0cSJk7DGTtCb0/6alEfBjlIT/oPy9mG5wqavagIAtFaYIfnlil3sVKz8fsA+BCCyQfGAUw55vt7DAELtTzRGGwC5YkdERIVHPSs2nWvsgg3vnVxjl1YMdgXKFR7sjsjBTlchB7u2KjOkQDCkjbErNmDvBxBcT6HRAYhTsXNEV+x06f9EiIgo60Jr7NI3FSsowY4Vu7RisCtQ4T8ou7ud0FjKoK+Ug92UKou6hi56s4Syxi7gHIaybUFjskHQm+DyyfeFgp38GhpjMNixYkdEVJDEYMXOns6KHadiJwWDXYFy+iIrcea2D6nBbmqVBZI/WH0b46xYye9FqVmuwGnNJdBaywEAotcN/9AJ+WN4AxD0xklZY0dERLkjvI+dJEnjPDo5gt4IAHBxKjatGOwKlPIXkH+oCwBgmnqaGuzaqszAOFOxUsCHsmAFTmMuVYNdwDkEyeuCUSd/62gt5WFr7DgVS0RUiESPHOz8ogRP1NrsidIYWLGbDAx2BUr5QXHu3QgAME9bDG1ZLQCgLWwq1jvWWbEBP8qDQU1jLoHGIm9LFx1DAIAqazD0WStCU7Gs2BERFSTJ51bfdqSh5YkvIELQGQAw2KUbg12BUjZPuA5th0mngdZSBkHQoNSkQ6VFHwp2CSp25UrFzhSailXaoFRZ5R9IrbU8NBXLNXZERIVJEtN6Xmz49CuDXXox2BUoZfu46BrB6a0l6u1TKs0QBCHBrlilQbFfDXbyGju5YhcIVuyqbcFgZylnxY6IqAikM9iFhzkGu/RisCtQyg+K6PPgjCll6u1TqywAMOZUrCTIZ7P+zz13o6pUXv+gCds8EXDGq9hxjR0RUb5K9pSKmW0tANLTy87lDRUVuHkivXglLlBKsJN8LpzRFgp2U6rksDbWVKzyvl6rQYVFDm8acym0JrnqF1DX2IUFO1bsiIgKns0oR4boNXbG1vnQVzTi2fd6YFu4CqLXBbcvgEQHlTmjpmIlSYIg8GzwdGCwK0Bevwi/KFfiRK8bLeVG+AZPQF/RgGnVwR+1saZig7udDDoNKizKGjsbNEq7EyXY2cI2T3CNHRFRwbMa5Rmd0bBgd2TAifpP3wUAuOuVI6j62FcAAE9t7cBNK0vHfK3w6VdRAjx+ESa9djKGXXTyZiq2vb0dc+bMwZIlS7I9lJznDOsMLvncEAQB/X+/H8Nv/xErTqmSbx+nQbFeq0F5sGKnDW93oqyxC1bsdLaqsIod/04gIipU8Sp2h/vldXcB1yj+bXo5vL1HAACH+pwJXyt6XV06dtqSLG+C3Zo1a7Bz505s2bIl20PJeQ5lGtbvBUT5bc+x9zH0+hPQazXB+5Q1dvE3T+i1AsqVil3E5gl5jZ2yeUJX0aA+t4RTsUREBcsaJ9j1jMrnjns6duGei2didOs6+Xa7N+FrRQc7bqBIn7wJdpQ8V7BiJ4b1HYomiWNNxcoVPEPYGjtdSbXaSDLgHAIQtsbOIq/fM+s1MOj47UREVKiUYBe+K7Y3GOCUP/r9dvnf3tHEwS56w0Q6z6AtdrwSFyBlx5LkTRDs1CPFEk3FhtbYAYBRp1GPlVGCnaKE07BERAWtRAl27lAI61OCnb0/4t9euyfha7FiN3kY7LLM4XBAEAQIggCHw5GW5znUip1r7BcIxJ+K9UZsnogMb5WWUHizGbUwaEM7mJQfeCIiKkxKxe6nP/+leu1RpmIDwUqd8u+Aw4fh0dExr1MxwS5BC5XxrpMTvY4WKga7AuRMpmKn7IoVx1pjp4HFoIVOEwpvVZbQGjpBEFBlCwU/VuyIiAqbEuyUpTlA2FRssFInOochiQFIAPrtvjFfK2bzBKdi04bBrgCpFbuEwS7xWbEGnfzXT3lYmKu0Rm6OCJ+O5Y5YIqLCZgu2OxHCg11UxQ6Q1PV2PQmmY2OnYhns0oXBrgC5wpoTjyXU7iT+WbHK7tnysNMkwit2QKjlCcCKHRFRobMZg+uujfIJRqIkod8hX0sCjgH1cYFR+e1EGyhiNk+k4TQLkjHYFSC13UmiXbFjNCj2hK2xA6CeFwsAlVHBjlOxRETFQ2lQrEzFDjp98IsSJElUe5wCoZCXaANFdMXOxc0TacNgV4CcnvGnYjHOVKxSsSsLD3bWyPBWFTY1W8rNE0REBU1pUKxMxSobJ0TnsNozFQhNyyaq2DnD+62Ca+zSicGuAI1XsbNardjw2j8AAFG5LrTGLs5UbEOFLeKg6FSmYhMdMj3eAdRERJR90ZsnQq1OBiIep2ykSNSkWAl2yno8tjtJHwa7AuRUN0+MvcZOqciNffJEbMWu2hbZ/qSKa+yIiIpGqGInr7EL7YgdjHicEtb6kpiKVaZweaRY+jDYFSC1xJ1gKlapyHnD1tiJoqRunlDW2EUEu6imxOFBj7tiiYgKmxLsNHojIGjUqVh/sEKnCIwGmxQnsXmCFbv0Y7ArQM4kjhRTglt4xS68p50+2Hy4PKwpcRUrdkRERcsatpZaYzDHHCemCLU7SX4qlhW79OHVuACpR4olaHdiiDMV6ws7XizU7kSu2Ik+D6wGbcRrVNlC1TwGOyKiwmbQaaDXCvAFJAgGi1qRi15jp1TwBhxeQNAAkhjzWtHBLrr9yXj01VPUtl0UiVfjAqRU7BJOxQYrduHtTnxhIU8JfkpVLmAfgCAICFdi1EH0uqExmCLaohARUWGyGrQYcvmhMVrUdibRwU50jkAjAKIEaK3lMfdLknRSa+yGXT7Uf+4eSD4P/KIInYaTj+Hy5qvR3t6OOXPmYMmSJdkeSs5TKnbJTMX6RQmiKFfqlPV2Oo0ATfAosQVNpRjZsg6Drz0a8xqCIGDglQcw9OZTaC43pfVzICKi3BPe8qR3jF2xkER1DbbWWhHzGh6/CGWCSAwGu1TW2O3utkNjtEBrq8CR/gRnohepvAl2a9aswc6dO7Fly5ZsDyXnKSVtKeGu2FD1TQl0yrSsMg0LAFqNgMF/PAzX3o1xX8fx/isYfuO3MdU8IiIqPJbgkhyNceypWACoUYKdrTLmvvBmxGrFLoU+dvt6HHHfJlneBDtKniOJBsVKxQ4IBbtQqxOGNCIiiqWcPqErrYU/ONsTfuqEotpmBBA/2Knnmfs8ED1yMHOmcKTY3rAwt5fBLgaDXQFyJnGkmCGsKqdU6qJbnRAREYWzGuSpWH1VMwCgwqIHxNhqW23J2BW78GuU0m81lanYvd320Ns99gSPLE68ghcYSZLC/hoaeypWEAS1MqcEO+Xf8NBHRESkULoj6CoaAYSmXKMlmopVZpUkn1stQLh8AQREKeax0URJwv5eTsUmwit4gXH7REjBn41Eu2KBUIBTpmCVKVk9K3ZERBSHLTgVq6+UK3Y1JWMEu5LgVKx17Iqd6HVHzCwl0/Lk+KAbLp8IKSCHw+NDbvbAi8IreIFxhi1AlXxjH+cCxDYpjj5OjIiIKJwluCtWV14HAKgNrqWLlqhiF5qKdUHyexFswgBnEgFtX3Dq1dt7GP7gpo3wCh4x2BUc5QfGrNcASFzWVgKch8GOiIiSoEzFChr537GmYmtLxt48ETrPXK7WKTttHUmss1M2S/h6j8DXezjiNpLxCl5glPV1VqMOkiRBkiRYrda4j41uUqyuscvyVKzVah137ERElHnRJxApU67R1IqdtVw+fSKM0mv1oo+vkn/PB6uAziRanihr6nx9h+HrPRJxG8l48kSBUX5gLIbx/9eONRVrYLsTIiKKw2aMvLaMVbGrtOohAIBGC42lNOI+JcAplTp5p60nqZ2xSojz9h6B1jkCgBW7aKzYFZjoH5hE1PNi1c0T8tQtp2KJiCie6GvLWJsndBoNqtSqXeR0bHQBwqxMxY63xk6rx+EBJwDA13tYnYrdx5YnEXgFzyEOhwOCIEAQBDgcqf0Fojx31ScuAgC1tJ1I9FSsL87JE0RERAqlQbFirM0TQKiapwuus1OuU3f88Efya0VU7IBPXPzJhNc/Q3UrRAkoN+sQsA/A138MGgEYcvnjruUrVryCFxiNXj6zNaWKnT+q3QmDHRERxRG9xq56jKlYYOwmxRpD8DoVLEBYgmFR0Cc+c1xfMwUAMLPWBgCQ/F5MqTQH72tLZvhFgVfwAiMY5G/yZILdWLtijexjR0REcYTPBpWbdQk32411rJigl69T0RU7TfD6NRYlvJ1SG9pUp4Q8QzD0EYNdwVH+ErKmsHlCOUrM6+dZsURENDZbWNGgJsE0LADUjtHLToiu2CktVPSJX88QDHYzI4Kd/La+um2ckRcPBrsCo/wlZDEmMRUbsyuWmyeIiGhs4deWsTZORN+vtVZE3K5U5ix6+bXUYDdexa5arsqFV+yUt/Ws2Kl4BS8wyl88SVXs1DV2geC/PFKMiIjGFn5tGavVSeh+ZSq2KuJ29ToVDIlK5U6TYI2dxlQCXYn8OjNqYit2hurWmH55xYpfhQKj/iU0ganYUB87flsQEVEss14DSZSLAeNNxaoVO1tUxU4feZ2yJlGxU9bXNZebItb5tVSYYdZrIOgM0FU0pvCZFC5ewQuMsqsoekt6PNF97NRgx4odERHFIQgCJK8LQGjX61hCp09UQJRCR1wqa+zUip1h/IqdobYNQOT6OgDQCAKmByt4ymOKHa/gWeYNiKhcdRMsp5yZ8nONLfNQ9Ym1GHL61NuUip05mV2xOnmThCem3Qk3TxARUXxiMNglanUCAFVWAyRJhKDVYTD8OhVdsUui3UloR6wt5r7QOru25D6BApc3wa69vR1z5szBkiVLsj2UtHrv+AhKFn0M5f/2+ZSfW3r6xbDNOw8v7OxRbxNS2RWrlX+YfFEVO26eICKisfiHugBArZSNRa/VQHQMAwC6Rzzq7equWENUxc4wdrDTldYAAForY6drp1ZZ5I9XVp/U+Atd3lzB16xZg507d2LLli3ZHkpa+UW5PK0rq0FAlMZ5dBSN/ENxfMit3iSk0qA4ales8i+nYomIaCy9f74bJ55cG7GJYSz+kW4AQOewcp0S1M0TSqALtTtJvCsWAHSa2Bklm0kXfH7iNX/FglfwHCFo9ehz+MZ/YBydYcFOo66xS6ZiJ/+ARLc74eYJIiIai+gcgvfE3qQe6x+WZ5Q6gtcpQW+AENy9Gr3GTkhQsUtEaZsyXruUYsEreA45EVaqTkXHcFjFLoWTJ6LPiuWRYkRElE7+4ciKnVKVEwCYdMGTJ4IBL9FUbCLK9W6izy80vILnkBPDEwt28Sp2qbQ7USt2fgY7IiJKn+iKnRK+zAYtNMFpVbVil8RUbDypTOUWA17Bc0jniHdCzxtw+uD0yn2FohelJqKeFRtVseMaOyIiSgelYheaig12btCHrjNqxS7BrthEWLGLNH5ZhzJmolOxQLDMLWjirrGzWq2QpNiNGbFHirHdCRERJS/6+hL+tsPhUCt2ncNuSJIEjUHZOBEqPlj0wYqdTg9oUo8l6hq7CQbDQsPSTA45McGKHSBPx4bvCEpqjZ02co2dz8/NE0RElD6BETnY2T0BjLj9ofPMw65R4X1XNRPY2RqaimWwAxjscspE19gB8gYKpVqnFQBjEtOpMe1OuHmCiIjSSPJ7EbAPAggWIOIsFzLoNOpM0UR2tqpTsXoj/KJ4skPOe7yC55CuUe+EDzHuGHJH7IgVhPGnU9UjxdjHjoiIJonSy04uQMTv3KBW3SawTi78tVxeBjtewXOIX5RiDktOljwVG9ptlIzodic8eYKIiNItfGesWrHTxw92E9lAodcKkAJ+AFA3EhYzXsFzjK60bkLPC5+Kjf6BGYsS7DxRmycMOm6eICKi9AjvZacZowAR2gCR+lSsIAiQfPKuW5ePwY7BLsfoymon9Lyx1i4kolTmvIHIkydYsSMionSJW7GLuk6ZT7JliRgMdqzYMdjlHF3ZxCp2A04ftNZyAMkHu+ipWA/X2BERUZqF97JT19iNMRU70WPBJK8LAIMdwGCXc7QTrNgBgL56CoAUgp12rD52/LYgIqL0CO9lN9axl0rQm2iTYtHLip2CV/AcM9GKHQAYgsHOnOIau+hgxz52RESULuG97HQl1QDSuysWgLrGjsGOwS7nTHSNHQDoq1sBpF6xU9bWsWJHRETpJvm9qLLqAYSuUzGbJ06yybC6xo6bJxjscoXocQAAdKU1KfeyswZ/IJRQmOoaO69fhChKYZsnuCuWiIjSp6lcDmzqdUo/xuaJCeyKBUJr7Fys2DHY5YqAfQBajQBBq0+5l53yA6OYyK5YZWcswM0TRESUXk1lia9TarsTTsWeNF7Bc4QkBlBXYgCQei+7xnF+YMYSHuDC/8rhVCwREaVT4zgFCMvJtjvh5gkVr+A5pKE0GOxSXGc30Ypd+Hmydo9ffZvBjoiI0mm861Rojd1JtjvhGjsGu1zSWGoEkPrO2Oi/hJLdFRse4BxeOdhpNQK0Gq6xIyKi9ImZWUrjkWIAGxSHY7DLIUrFLtVedqUmHUqMoR+SZCt24SHOEazYsdUJERGl23gVO7Nevvac7Bo7bp5gsMspDWUTq9gBkVW7ZIMdEApydo/8w8AdsURElG7jrQU/6XYnXrY7UTDY5ZAGdSo29V524TuOUgl2SpBTK3bcEUtERGlm0mvVXnZAos0TE1xj5+ORYgpexXNIo7J5orQGAVFK7bkTrdjp5Mcqmye4cYKIiCaDMh0rBfwxs0Npq9gx2DHY5ZJqmwFSwA9Bq0ev3ZPSc8PXLyhrFZKh7IxlxY6IiCaTMrMk+dwQhPjBbqLtTtRdsQx2DHa5RKcR4B/tAwB0DLlTem66pmJZsSMiosmgzCwpO1jDhVfsJCm1GSsgbPOETxznkYWPV/EcExjuBgB0phjsJj4VG6zYeZXNE/yWICKi9FOnYoPVtXDqyRMaLTz+1MMZ252E5M1VvL29HXPmzMGSJUsAAGVlZRAEAQ6HI+JxDocDgiDEvS9a9GNTee5k8Y/0AgC6RjwpjaelwgzR54HocU4o2N39P/8LANAKkX8pWa1WSJIESZJgtVqTvo+IiCjcjBr5OhGwD8TcZwrra+caZ2drvGuPFFxj5/AGJpwB0vXYkxH+cXp6eib0MfMm2K1ZswY7d+7Eli1bsj2USRVwDgMAhly+lJ5nM+rQ8/St6P7DbdBpkv/fqlToNEYLAPaxIyKiyXFaSxl6192F/r/fH3PfyfbFF4NVwIAoAVrdyb1Ynivuzz4HiW47AGDI5R/nkbE8HTtTfo4S5JRu3+xjR0REk0EQBDj3vDkpry2FrdvT6M0QA6OT8nHyAcszOUZ0jQAAhpypVewmSpmKFYxy7yCusSMiorwjiRB9cjeJiZ5eUSh4Fc8xokv+K2PYnaFgp1TsDEqwY8WOiIjyj1K1m+h5s4WCwS7HBJRg50x9KnYi1IqdgWvsiIgofynBTpjg6RWFglfxHCO65WCX6uaJiVKCndIUkhU7IiLKR8rpE6zYUU5Rp2Jdvgk1aUyVsqZOqdhxjR0REeUj5bxYrrGjnBIIbp4ISIDdM/mNFkMVO66xIyKi/KVU7AQ9p2IplwR86jdnJqZjlTV1gkZuDsmzYomIKB8pJ1pM9LzZQsGreA7K5Dq76CDHqVgiIspHktLuhGvsKNco6+wy0csuehes/mTbfxMREWWB6FMqdpyKpRyjtjyZwOkTqWLFjoiICoGkrrFjxY5yjDIVO5yBqdjoIMfNE0RElI9CFTsGO8ox6lRsNtbYcfMEERHlIYm7YgEw2OUk5bzY7EzFsmJHRET5R1RPnmDFjnJMIJO7YqOCHNfYERFRPpJ48gQABruclNWpWFbsiIgoD4k8eQIAg11OCrU7ycBUrFYb9T6/JYiIKP+EKnZcY0c5RnTLa+xG3JnYFcupWCIiyn88K1bGq3gOCmSyQTGnYomIqACI7GMHgMEuJylTsaOeACBM7v8iNigmIqJCIPm4eQJgsMtJotuuvq0xl0zqx4peUxe9S5aIiCgfqBU7gwlA8V7LGOxykSSi1KQDAGhMkxzsWLEjIqICoK6xEzQQ9IYsjyZ7eBXPUWVmOdhpJ7tixzV2RERUACSfV63TFfPpEwx2OarMrAcw+VOxsWfF8luCiIjykQSzXr6GafTGLI8le3gVz1HlSrCb7KnYmDV2/JYgIqL8ZAoGO8HAih3lmPLgVKzGXDqpH8fIqVgiIioQFr3cdF9TxL3sGOxyVLlFrthN9ho7TsUSEVGhMBuCFTuusaNcU2bKzBo7bp4gIqJCoVTsivn0CQa7HFVmyU67k+j3iYiI8kVo8wQrdpRjlM0Tkz0Vq9NEnxXLih0REeUniyFYseOuWMo1oXYnk7t5QhCEiNMmdBp+SxARUX5SdsVquCuWssVsktcBzJ83H1arVb09tCs2fsXOarXiggsuAAAYDSf3l4ky/SqJAWg1rNgREVF8VqsVkiRBkqSIa9bJPna81zn//PMBAEZj7PUu/OOUWuT7ucaOck6oj51t0j+WshNW8vsm/WMRERFNFrXdCdfYUa5R2p1o9CYIusk9806ZipVE/6R+HCIiosmkrrFjxY5yjdWgVTc2ZKzlSYAVOyIiyl+hzRMMdpRjBEFAmTkzLU/UqdgAK3ZERJS/zAZlKpbBjnJQaGfsZAe74FQsgx0REeWxUINirrGjHBTqZTe5LU8MasWOU7FERJS/lKlYnhVLOSlTU7GhNXas2BERUf4KrbFjxY5yUDmnYomIiJLGih2DXU5TW55M9q5YZSpW5FQsERHlL+6KZbDLacpU7GSfF6sGOz8rdkRElL/UzRMMdpn13HPP4dRTT8XMmTPx8MMPZ2MIeUHdFWua3M0TylQsWLEjIqI8pk7F6o3wi2KWR5Mdukx/QL/fj7Vr1+LVV19FWVkZFi9ejEsvvRRVVVWZHkrOC62xm9xjxfQ69rEjIqL8pwQ7AHB5RZRlcSzZkvGK3ebNmzF37lw0NTXBZrNh9erVeOmllzI9jLxQrk7FZqrdCYMdERHlL71WUK9lTm8gy6PJjpSD3YYNG3DhhReisbERgiBg3bp1MY9pb29HW1sbTCYTli1bhs2bN6v3dXZ2oqmpSX2/qakJHR0dExt9gVMrdpN+8oSyK5ZTsURElL8EQYDocwMAXD4Gu6Q4HA4sXLgQ7e3tce9/+umnsXbtWtx+++3Yvn07Fi5ciFWrVqGnp+ekB1tswk+ekCRp0j4O+9gREVGhkLwuAMVbsUt5jd3q1auxevXqMe+/9957ccMNN+C6664DADzwwAN4/vnn8eijj+KWW25BY2NjRIWuo6MDS5cuHfP1PB4PPB6P+v7IyAgAoOEL7ZA8rrjPKTv7czDUTkNAHD8MVX70P2CesRQf+d+NAIDGGx/C0D9/Pe7zMqHcIv/vETRa2D0B2CZpqR2nYomIqFBIwYpdMsGubPlVMDbPgS8w/kaLihVfgLa0elILLbtOjKLh+p9DY7TgwofeRdOXHpVv77In/RppXWPn9Xqxbds2rFy5MvQBNBqsXLkSGzfKwWnp0qX417/+hY6ODtjtdvz973/HqlWrxnzNu+66C2VlZep/LS0tAABdSQ20tsq4zyk/81OwzFiKtw4OJByvKEkoOe0C6Epr0TXiQdeIB/qKBtjmnpfqpz4pjDptRtYKzKixAgB8fUcm7WMQERFlguSXlxV5/OOHtfJzroZ52mK8tKt33MeWLr0U1llnY2cKIStVr+7th6GmDbrSWnSPeqErrYWutDalHb5pDXZ9fX0IBAKoq6uLuL2urg5dXV0AAJ1Oh//5n//BihUrsGjRInzjG99IuCP2O9/5DoaHh9X/jh07lvR4vEn8T1U8/NkF+PI5U+R3hKSflgGT95eB4oL5dTjefg1Gtz836R+LiIhocqV+3UwmBCr8SVT3JkoKjt2x+w08/pk5OPHEzTjxxM2YXm1J+jUy3u4EAC666CJcdNFFST3WaDTCaDRO8oiA2fUl6B71TvrHyVUBe+LqJhEREWWG6BzCnHorvF37AQAWQ/JxLa0Vu+rqami1WnR3d0fc3t3djfr6+nR+KCIiIiKKktZgZzAYsHjxYqxfv169TRRFrF+/HsuXL0/nhyIiIiKiKClPxdrtduzfv199/9ChQ9ixYwcqKyvR2tqKtWvX4tprr8Xpp5+OpUuX4r777oPD4VB3yRIRERHR5Eg52G3duhUrVqxQ31+7di0A4Nprr8Xjjz+Oq666Cr29vbjtttvQ1dWFRYsW4YUXXojZUEFERERE6ZVysDv33HPH7eFy00034aabbprwoBJRPrbocUL0ujAyMoJAINQKxOFwQPQ4AQBO+6ja9y6eUbtdfezo6AicjlH5dX3umNedLI5R+WP63ZqIsSpvix4nBK0eo6MjGLFG/u/yuuTxy5+nLuK5qYzd4XBM+LlERETJSHStsUddj0eM2ojnel2OsOvd2Nd1h8MB0euG6HHCkcxjgx/T5Uj+seO97slwO+Wvg+T3YnR0VL1deTuZHnqCNJmd9tKovb0d7e3t8Hq9OHDgQLaHQ0RERJRRx44dQ3Nzc8LH5E2wU4iiiM7OTpSUlEAQcqrhXNaMjIygpaUFx44dQ2lpabaHk5P4NRofv0bj49coMX59xsev0fj4NYolSRJGR0fR2NgIjSbxvtes9LE7GRqNZty0WqxKS0v5QzAOfo3Gx6/R+Pg1Soxfn/HxazQ+fo0ilZWVJfW4tLY7ISIiIqLsYbAjIiIiKhAMdgXAaDTi9ttvz8jRa/mKX6Px8Ws0Pn6NEuPXZ3z8Go2PX6OTk3ebJ4iIiIgoPlbsiIiIiAoEgx0RERFRgWCwIyIiIioQDHZ5rK2tDYIgxPy3Zs2abA8tZwQCAdx6662YOnUqzGYzpk+fjh/84AdJHctSLEZHR3HzzTdjypQpMJvNOPPMM7Fly5ZsDytrNmzYgAsvvBCNjY0QBAHr1q2LuF+SJNx2221oaGiA2WzGypUrsW/fvuwMNkvG+xo988wzOP/881FVVQVBELBjx46sjDObEn2NfD4fvv3tb2P+/PmwWq1obGzENddcg87OzuwNOAvG+z664447MGvWLFitVlRUVGDlypXYtGlTdgabRxjs8tiWLVtw4sQJ9b+XX34ZAHDFFVdkeWS54+6778Yvf/lL/PznP8euXbtw991348c//jF+9rOfZXtoOeOLX/wiXn75Zfz617/G+++/j/PPPx8rV65ER0dHtoeWFQ6HAwsXLkR7e3vc+3/84x/j/vvvxwMPPIBNmzbBarVi1apVcLvdGR5p9oz3NXI4HDjrrLNw9913Z3hkuSPR18jpdGL79u249dZbsX37djzzzDPYs2cPLrrooiyMNHvG+z465ZRT8POf/xzvv/8+3njjDbS1teH8889Hb29vhkeaZyQqGF/72tek6dOnS6IoZnsoOeMTn/iEdP3110fc9slPflL67Gc/m6UR5Ran0ylptVrpueeei7j9tNNOk7773e9maVS5A4D07LPPqu+LoijV19dL99xzj3rb0NCQZDQapaeeeioLI8y+6K9RuEOHDkkApHfeeSejY8o1ib5Gis2bN0sApCNHjmRmUDkmma/R8PCwBEB65ZVXMjOoPMWKXYHwer34zW9+g+uvv55n6IY588wzsX79euzduxcA8O677+KNN97A6tWrszyy3OD3+xEIBGAymSJuN5vNeOONN7I0qtx16NAhdHV1YeXKleptZWVlWLZsGTZu3JjFkVG+Gx4ehiAIKC8vz/ZQcpLX68WDDz6IsrIyLFy4MNvDyWl5d1Ysxbdu3ToMDQ3h85//fLaHklNuueUWjIyMYNasWdBqtQgEArjzzjvx2c9+NttDywklJSVYvnw5fvCDH2D27Nmoq6vDU089hY0bN2LGjBnZHl7O6erqAgDU1dVF3F5XV6feR5Qqt9uNb3/72/j0pz/Ns1GjPPfcc/jUpz4Fp9OJhoYGvPzyy6iurs72sHIaK3YF4pFHHsHq1avR2NiY7aHklD/84Q/47W9/i9/97nfYvn07nnjiCfzkJz/BE088ke2h5Yxf//rXkCQJTU1NMBqNuP/++/HpT38aGg1/PRBNNp/PhyuvvBKSJOGXv/xltoeTc1asWIEdO3bgrbfewsc+9jFceeWV6Onpyfawchp/cxeAI0eO4JVXXsEXv/jFbA8l53zzm9/ELbfcgk996lOYP38+rr76anz961/HXXfdle2h5Yzp06fj9ddfh91ux7Fjx7B582b4fD5MmzYt20PLOfX19QCA7u7uiNu7u7vV+4iSpYS6I0eO4OWXX2a1Lg6r1YoZM2bgjDPOwCOPPAKdTodHHnkk28PKaQx2BeCxxx5DbW0tPvGJT2R7KDnH6XTGVJ60Wi1EUczSiHKX1WpFQ0MDBgcH8eKLL+Liiy/O9pByztSpU1FfX4/169ert42MjGDTpk1Yvnx5FkdG+UYJdfv27cMrr7yCqqqqbA8pL4iiCI/Hk+1h5DSusctzoijisccew7XXXgudjv87o1144YW488470drairlz5+Kdd97Bvffei+uvvz7bQ8sZL774IiRJwqmnnor9+/fjm9/8JmbNmoXrrrsu20PLCrvdjv3796vvHzp0CDt27EBlZSVaW1tx880344c//CFmzpyJqVOn4tZbb0VjYyMuueSS7A06w8b7Gg0MDODo0aNqX7Y9e/YAkCuexVLZTPQ1amhowOWXX47t27fjueeeQyAQUNdoVlZWwmAwZGvYGZXoa1RVVYU777wTF110ERoaGtDX14f29nZ0dHSwpdd4srwrl07Siy++KAGQ9uzZk+2h5KSRkRHpa1/7mtTa2iqZTCZp2rRp0ne/+13J4/Fke2g54+mnn5amTZsmGQwGqb6+XlqzZo00NDSU7WFlzauvvioBiPnv2muvlSRJbnly6623SnV1dZLRaJQ+8pGPFN3P33hfo8ceeyzu/bfffntWx51Jib5GShuYeP+9+uqr2R56xiT6GrlcLunSSy+VGhsbJYPBIDU0NEgXXXSRtHnz5mwPO+cJksQW/ERERESFgGvsiIiIiAoEgx0RERFRgWCwIyIiIioQDHZEREREBYLBjoiIiKhAMNgRERERFQgGOyIiIqICwWBHREREVCAY7IiIktTW1ob77rsv28MgIhoTgx0RUZK2bNmCG2+8ManHSpKE2267DQ0NDTCbzVi5ciX27ds3ySMkomLHYEdElKSamhpYLJakHvvjH/8Y999/Px544AFs2rQJVqsVq1atgtvtnuRRElExY7AjoqLxwgsv4KyzzkJ5eTmqqqpwwQUX4MCBAwCAJ598EjabLaKq9uUvfxmzZs2C0+kEEDkVK0kS7rjjDrS2tsJoNKKxsRFf/epX1fvuu+8+fO9738PFF1+MBQsW4Mknn0RnZyfWrVuX0c+ZiIoLgx0RFQ2Hw4G1a9di69atWL9+PTQaDS699FKIoohrrrkGH//4x/HZz34Wfr8fzz//PB5++GH89re/jVul+9Of/oSf/vSn+NWvfoV9+/Zh3bp1mD9/PgDg0KFD6OrqwsqVK9XHl5WVYdmyZdi4cWPGPl8iKj66bA+AiChTLrvssoj3H330UdTU1GDnzp2YN28efvWrX2HBggX46le/imeeeQZ33HEHFi9eHPe1jh49ivr6eqxcuRJ6vR6tra1YunQpAKCrqwsAUFdXF/Gcuro69T4iosnAih0RFY19+/bh05/+NKZNm4bS0lK0tbUBkEMaAFRUVOCRRx7BL3/5S0yfPh233HLLmK91xRVXwOVyYdq0abjhhhvw7LPPwu/3Z+LTICIaE4MdERWNCy+8EAMDA3jooYewadMmbNq0CQDg9XrVx2zYsAFarRYnTpyAw+EY87VaWlqwZ88e/OIXv4DZbMaXv/xlnHPOOfD5fKivrwcAdHd3Rzynu7tbvY+IaDIw2BFRUejv78eePXvwve99Dx/5yEcwe/ZsDA4ORjzmrbfewt13342//vWvsNlsuOmmmxK+ptlsxoUXXoj7778fr732GjZu3Ij3338fU6dORX19PdavX68+dmRkBJs2bcLy5csn5fMjIgK4xo6IikRFRQWqqqrw4IMPoqGhAUePHo2Yah0dHcXVV1+Nr371q1i9ejWam5uxZMkSXHjhhbj88stjXu/xxx9HIBDAsmXLYLFY8Jvf/AZmsxlTpkyBIAi4+eab8cMf/hAzZ87E1KlTceutt6KxsRGXXHJJBj9rIio2rNgRUVHQaDT4/e9/j23btmHevHn4+te/jnvuuUe9/2tf+xqsVit+9KMfAQDmz5+PH/3oR/j3f/93dHR0xLxeeXk5HnroIXz4wx/GggUL8Morr+Cvf/0rqqqqAADf+ta38JWvfAU33ngjlixZArvdjhdeeAEmkykznzARFSVBkiQp24MgIiIiopPHih0RERFRgWCwIyIiIioQDHZEREREBYLBjoiIiKhAMNgRERERFQgGOyIiIqICwWBHREREVCAY7IiIiIgKBIMdERERUYFgsCMiIiIqEAx2RERERAWCwY6IiIioQPx/FQz/eA/rvUcAAAAASUVORK5CYII=", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h1(x, \"pretty\", bin_count=200, name=\"Gauss\").plot.fill(lw=1, alpha=.4, figsize=(8, 4))\n", "h1(x, \"pretty\", bin_count=200, name=\"Gauss\").plot.fill(lw=1, alpha=.4, yscale=\"log\", figsize=(8, 4), color=\"red\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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73//0xBNPKCwsTD4+PnK5XIqJidHmzZutGofDoeXLl5ddkyUsNzdXvXv3VpMmTVSuXDnr/XSXcuTIEcXGxsrpdCowMFD9+vWzvsZx1vbt2/WnP/1Jvr6+qlmzpqZOnVoKewAAwB8H77Erhm7duik/P1/vvvuu6tSpo8zMTCUkJOjw4cNl3VqpOX36tPz8/DRkyBD961//uuz1YmNjlZ6erjVr1qigoEB9+vTRgAEDtGjRIklnHvdu3769oqOjNXfuXH377bfq27evAgMDNWDAgNLaHQAA7M3cgLKzs40kk52dfc22efToUSPJrF+//oI1tWrVMpKsX61ataxlkydPNtWqVTP+/v6mb9++ZtSoUaZZs2YX3eaqVatM/fr1ja+vr7nrrrvM/PnzjSRz9OhRq+a///2vadu2rfH19TU1atQwTz75pDl+/LgxxpjRo0ebW265pci4TZs2NRMnTizW/htjTK9evUyXLl0uWbdz504jyWzbts2a9+mnnxqHw2EOHDhgjDFm9uzZplKlSiYvL8+qGTVqlGnQoEGx+wIA4EZR2hmGS7GXyd/fX/7+/lq+fLny8vLOW7Nt2zZJ0vz585Wenm5Nf/TRR5owYYImTZqkL7/8UiEhIUW+6HCu/fv366GHHlLnzp2VkpKixx57TM8884xbzZ49e9ShQwd169ZN27dv14cffqhNmzYpLi5O0pmzZlu3bnX7KsWOHTu0fft2/e1vf5N05tJxfHz8Ff2dXEhiYqICAwPVunVra150dLQ8PDyUlJRk1dxxxx3y9va2amJiYpSamqqjR4+WaD8AAPxRFCvYTZ48WW3atFHFihVVrVo1Pfjgg9Y3R8/Kzc3V4MGDVblyZfn7+6tbt27KzMx0q0lLS1OnTp1Uvnx5VatWTSNGjNCpU6eufm9KUbly5RQfH693331XgYGBuv322/Xss89q+/btVk3VqlUlSYGBgXK5XNb0jBkz1K9fP/Xr108NGjTQ888/r0aNGl10e3PmzFHdunU1bdo0NWjQQLGxserdu7dbzeTJkxUbG6uhQ4eqfv36uu222zRz5kwtWLBAubm5aty4sZo1a2Zd/pTOfN4rMjJS9erVkyQ1aNBAAQEBJfFXZMnIyFC1atXc5pUrV05BQUHKyMiwaoKDg91qzk6frQEAAMVTrGC3YcMGDR48WFu2bLHunWrfvr1OnDhh1QwbNkwrV67UkiVLtGHDBh08eFAPPfSQtfz06dPq1KmT8vPz9cUXX+jdd99VfHy8xo0bV3J7VUq6deumgwcPasWKFerQoYPWr1+vli1bXvKM165duxQZGek2Lyoq6qrX+eabbxQfH2+dTfT391dMTIwKCwu1d+9eSWfO2p0NdsYYffDBB4qNjbXG+P7779W1a9eL9gIAAG4MxXp4YvXq1W7T8fHxqlatmpKTk3XHHXcoOztb77zzjhYtWqR77rlH0pnLkg0bNtSWLVt066236j//+Y927typzz//XMHBwWrevLmee+45jRo1ShMmTHC7NHc98vX11b333qt7771XY8eO1WOPPabx48cXOZt2LRw/flyPP/64hgwZUmRZWFiYJKlnz54aNWqUvvrqK508eVL79+9X9+7dS7Uvl8ulQ4cOuc07deqUjhw5IpfLZdWceyb37PTZGgAAUDxXdY9ddna2JCkoKEiSlJycrIKCAkVHR1s1ERERCgsLU2JioqQz91Y1adLE7TJcTEyMcnJytGPHjqtpp0w0atTI7Yyll5eXTp8+7VbTsGFD696ys7Zs2XLRcRs2bKitW7dedJ2WLVtq586dqlevXpHf2YBco0YN3XnnnVq4cKEWLlyoe++9t8hl0pIWFRWlrKwsJScnW/PWrl2rwsJC6yxkVFSUNm7cqIKCAqtmzZo1atCggSpVqlSq/QEAYFdXHOwKCws1dOhQ3X777br55pslnbk3ytvbW4GBgW61wcHBV3VvVV5ennJyctx+19rhw4d1zz336P3339f27du1d+9eLVmyRFOnTlWXLl2sutq1ayshIUEZGRnWQwBPPfWU5s2bp/nz5+uHH37Q+PHji4TYZcuWKSIiwpoeOHCgdu/erREjRig1NVWLFi0qcsl31KhR+uKLLxQXF6eUlBTt3r1bH3/8sfXwxFmxsbFavHixlixZ4nYZVjoTvJctW3bRfd+5c6dSUlJ05MgRZWdnKyUlRSkpKdbyrVu3KiIiQgcOHJB0JpR26NBB/fv319atW7V582bFxcWpR48eCg0NlST97W9/k7e3t/r166cdO3boww8/1Kuvvqrhw4dftBcAAHARV/o47cCBA02tWrXM/v37rXkLFy403t7eRWrbtGljRo4caYwxpn///qZ9+/Zuy0+cOGEkmX//+9/n3db48ePdXiNy9nctX3eSm5trnnnmGdOyZUsTEBBgypcvbxo0aGDGjBljfvvtN6tuxYoVpl69eqZcuXJurzt54YUXTJUqVYy/v7/p1auXGTlypNvrTs6+yuT3Vq5caerVq2d8fHzMn/70JzNv3rwirzvZunWruffee42/v7+pUKGCadq0qXnhhRfcxjl69Kjx8fEx5cuXN8eOHXNbJsnMnz//ovt+7mtczv7OWrdunZFk9u7da807fPiw6dmzp/H39zdOp9P06dOnyLa/+eYb07ZtW+Pj42OqV69uXnzxxYv2AQDAja60X3fiMMaY4obBuLg4ffzxx9q4caPCw8Ot+WvXrlW7du109OhRt7N2tWrV0tChQzVs2DCNGzdOK1ascDvjs3fvXtWpU0dfffWVWrRoUWR7eXl5bq8YycnJUc2aNZWdnS2n01nc9gEAAMpETk6OAgICSi3DFOtSrDFGcXFxWrZsmdauXesW6iSpVatW8vLyUkJCgjUvNTVVaWlp1hOdUVFR+vbbb91url+zZo2cTucFXwHi4+Mjp9Pp9gMAAIC7Yj0VO3jwYC1atEgff/yxKlasaN0TFxAQID8/PwUEBKhfv34aPny4goKC5HQ69eSTTyoqKkq33nqrJKl9+/Zq1KiRHnnkEU2dOlUZGRkaM2aMBg8eLB8fn5LfQwAAgD+IYl2KdTgc550/f/5863Ufubm5+vvf/64PPvhAeXl5iomJ0ezZs91eYbFv3z498cQTWr9+vSpUqKBevXrpxRdfVLlyl5czS/s0JgAAQGko7QxzRffYlTWCHQAAuBFdV/fYoXjuuusuDR06tKzbAAAAfxAEu2Lo3bu3HA6HBg4cWGTZ4MGD5XA43L5AsXTpUj333HPXpLcDBw7o4YcfVuXKleXn56cmTZroyy+/vOg6Zz+J5uPjo3r16hV5T97p06c1duxYhYeHy8/PT3Xr1tVzzz2nG/AkLwAAfwgEu2KqWbOmFi9erJMnT1rzcnNztWjRIuszXmcFBQWpYsWKpd7T0aNHdfvtt8vLy0uffvqpdu7cqWnTpl30Cw579+5Vp06ddPfddyslJUVDhw7VY489ps8++8yqmTJliubMmaPXX39du3bt0pQpUzR16lS99tprpb5PAACg+Ir1VCzOfMZrz549Wrp0qfUVh6VLlyosLKzI61/uuusuNW/eXDNmzJB05qsUAwYM0I8//qglS5aoUqVKGjNmjAYMGHBVPU2ZMkU1a9bU/PnzrXnn9nKuuXPnKjw8XNOmTZN05msRmzZt0vTp0xUTEyNJ+uKLL9SlSxd16tTJ6v+DDz4o8qkzAABwfeCM3RXo27evW4iaN2+e+vTpc1nrTps2Ta1bt9bXX3+tQYMG6YknnlBqauoF6+Pj4y/4NPJZK1asUOvWrfWXv/xF1apVU4sWLfTWW29ddJ3ExES3b/pKZ77Ze/abvpJ02223KSEhQT/88IMk6ZtvvtGmTZvUsWPHS+0mAAAoAwS7K/Dwww9r06ZN2rdvn/bt26fNmzfr4Ycfvqx177vvPg0aNEj16tXTqFGjVKVKFa1bt+6C9QEBAWrQoMFFx/zpp580Z84c1a9fX5999pmeeOIJDRkyRO++++4F17nQN3tzcnKsy8zPPPOMevTooYiICHl5ealFixYaOnRoke/NAgCA6wOXYq9A1apV1alTJ8XHx8sYo06dOqlKlSqXtW7Tpk2tPzscDrlcLrevcJyra9eu6tq160XHLCwsVOvWrTVp0iRJUosWLfTdd99p7ty56tWr12X1dT4fffSRFi5cqEWLFqlx48bWvXihoaFXNS4AACgdBLsr1LdvX8XFxUmSZs2addnreXl5uU07HA4VFhZeVS8hISFFPsfWsGFD/etf/7rgOi6XS5mZmW7zMjMz5XQ65efnJ0kaMWKEddZOkpo0aaJ9+/Zp8uTJBDsAAK5DXIq9Qh06dFB+fr4KCgqshw3Kyu23317kPr0ffvhBtWrVuuA6UVFRbt/0lc58s/fsN30l6bfffpOHh/t/RDw9Pa86iAIAgNJBsLtCnp6e2rVrl3bu3ClPT88SG7ddu3Z6/fXXrelly5YpIiLiousMGzZMW7Zs0aRJk/Tjjz9q0aJFevPNNzV48GCrZvTo0Xr00Uet6YEDB+qnn37SyJEj9f3332v27Nn66KOPNGzYMKumc+fOeuGFF7Rq1Sr9/PPPWrZsmV555ZVLXhoGAABlg0uxV6E0PgWyZ88e/frrr9Z0dnb2RZ+alaQ2bdpo2bJlGj16tP75z38qPDxcM2bMcHvIIT09XWlpadZ0eHi4Vq1apWHDhunVV19VjRo19Pbbb7udfXzttdc0duxYDRo0SIcOHVJoaKgef/xxjRs3rgT3GAAAlBS+FQsAAHCN8K1YAAAAXBaCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgVQ+/eveVwODRw4MAiywYPHiyHw6HevXtf+8bOkZ6err/97W+66aab5OHhoaFDhxapWbp0qVq3bq3AwEBVqFBBzZs313vvvXfJsWfNmqWGDRvKz89PDRo00IIFC0pkXAAAcPV4j10x1axZU4sXL9b06dOtT2/l5uZq0aJFCgsLK+PuzsjLy1PVqlU1ZswYTZ8+/bw1QUFB+sc//qGIiAh5e3vrk08+UZ8+fVStWrULfkljzpw5Gj16tN566y21adNGW7duVf/+/VWpUiV17tz5iscFAAAlgzN2xdSyZUvVrFlTS5cuteYtXbpUYWFhatGihVvt6tWr1bZtWwUGBqpy5cq6//77tWfPHmv5ggUL5O/vr927d1vzBg0apIiICP32229X3GPt2rX16quv6tFHH1VAQMB5a+666y517dpVDRs2VN26dfXUU0+padOm2rRp0wXHfe+99/T444+re/fuqlOnjnr06KEBAwZoypQpVzUuAAAoGQS7K9C3b1/Nnz/fmp43b5769OlTpO7EiRMaPny4vvzySyUkJMjDw0Ndu3a1vrX66KOP6r777lNsbKxOnTqlVatW6e2339bChQtVvnz58277559/lsPh0Pr160tsf4wxSkhIUGpqqu64444L1uXl5cnX19dtnp+fn7Zu3aqCgoIrHhcAAJQMLsVegYcfflijR4/Wvn37JEmbN2/W4sWLi4Stbt26uU3PmzdPVatW1c6dO3XzzTdLkt544w01bdpUQ4YM0dKlSzVhwgS1atXqgtv28vJSgwYNLhj8iiM7O1vVq1dXXl6ePD09NXv2bN17770XrI+JidHbb7+tBx98UC1btlRycrLefvttFRQU6Ndff1VISMgVjQsAAEoGwe4KVK1aVZ06dVJ8fLyMMerUqZOqVKlSpG737t0aN26ckpKS9Ouvv1pn6tLS0qxgV6lSJb3zzjuKiYnRbbfdpmeeeeai265evbq+//77EtmPihUrKiUlRcePH1dCQoKGDx+uOnXq6K677jpv/dixY5WRkaFbb71VxhgFBwerV69emjp1qjw8PK54XAAAUDIIdleob9++iouLk3TmSdHz6dy5s2rVqqW33npLoaGhKiws1M0336z8/Hy3uo0bN8rT01Pp6ek6ceKEKlasWOr9S5KHh4fq1asnSWrevLl27dqlyZMnXzCA+fn5ad68eXrjjTeUmZmpkJAQvfnmm6pYsaKqVq16xeMCAICSwT12V6hDhw7Kz89XQUHBeZ/2PHz4sFJTUzVmzBi1a9dODRs21NGjR4vUffHFF5oyZYpWrlwpf39/KyyWhcLCQuXl5V2yzsvLSzVq1JCnp6cWL16s+++/3+2M3ZWOCwAArg5n7K6Qp6endu3aZf35XJUqVVLlypX15ptvKiQkRGlpaUUusx47dkyPPPKIhgwZoo4dO6pGjRpq06aNOnfurD//+c+SpNGjR+vAgQPW++IOHDigdu3aacGCBbrlllsu2F9KSook6fjx4/rf//6nlJQUeXt7q1GjRpKkyZMnq3Xr1qpbt67y8vL073//W++9957mzJljjXHutn/44Qdt3bpVkZGROnr0qF555RV99913evfdd611LmdcAABQOgh2V8HpdF5wmYeHhxYvXqwhQ4bo5ptvVoMGDTRz5ky3y5FPPfWUKlSooEmTJkmSmjRpokmTJunxxx9XVFSUqlevrvT0dKWlpVnrFBQUKDU19ZKvQ/n9q1eSk5O1aNEi1apVSz///LOkM0/sDho0SL/88ov8/PwUERGh999/X927d7fWO3fbp0+f1rRp05SamiovLy/dfffd+uKLL1S7dm2r5nLGBQAApcNhjDFl3URx5eTkKCAgQNnZ2RcNVwAAANeT0s4w3GMHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNFDvYbdy4UZ07d1ZoaKgcDoeWL1/utrx3795yOBxuvw4dOrjVHDlyRLGxsXI6nQoMDFS/fv10/Pjxq9oRAACAP7piB7sTJ06oWbNmmjVr1gVrOnTooPT0dOv3wQcfuC2PjY3Vjh07tGbNGn3yySfauHGjBgwYUPzuAQAAYClX3BU6duyojh07XrTGx8dHLpfrvMt27dql1atXa9u2bWrdurUk6bXXXtN9992nl19+WaGhocVtCQAAACqle+zWr1+vatWqqUGDBnriiSd0+PBha1liYqICAwOtUCdJ0dHR8vDwUFJSUmm0AwAA8IdQ7DN2l9KhQwc99NBDCg8P1549e/Tss8+qY8eOSkxMlKenpzIyMlStWjX3JsqVU1BQkDIyMs47Zl5envLy8qzpnJyckm4bAADghlfiwa5Hjx7Wn5s0aaKmTZuqbt26Wr9+vdq1a3dFY06ePFkTJ04sqRYBAABsqdRfd1KnTh1VqVJFP/74oyTJ5XLp0KFDbjWnTp3SkSNHLnhf3ujRo5WdnW399u/fX9ptAwAA3HBKPdj98ssvOnz4sEJCQiRJUVFRysrKUnJyslWzdu1aFRYWKjIy8rxj+Pj4yOl0uv0AAADgrtiXYo8fP26dfZOkvXv3KiUlRUFBQQoKCtLEiRPVrVs3uVwu7dmzRyNHjlS9evUUExMjSWrYsKE6dOig/v37a+7cuSooKFBcXJx69OjBE7EAAABXwWGMMcVZYf369br77ruLzO/Vq5fmzJmjBx98UF9//bWysrIUGhqq9u3b67nnnlNwcLBVe+TIEcXFxWnlypXy8PBQt27dNHPmTPn7+19WDzk5OQoICFB2djZn7wAAwA2jtDNMsYPd9YBgBwAAbkSlnWH4ViwAAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgE8UOdhs3blTnzp0VGhoqh8Oh5cuXuy03xmjcuHEKCQmRn5+foqOjtXv3breaI0eOKDY2Vk6nU4GBgerXr5+OHz9+VTsCAADwR1fsYHfixAk1a9ZMs2bNOu/yqVOnaubMmZo7d66SkpJUoUIFxcTEKDc316qJjY3Vjh07tGbNGn3yySfauHGjBgwYcOV7AQAAADmMMeaKV3Y4tGzZMj344IOSzpytCw0N1d///nc9/fTTkqTs7GwFBwcrPj5ePXr00K5du9SoUSNt27ZNrVu3liStXr1a9913n3755ReFhoZecrs5OTkKCAhQdna2nE7nlbYPAABwTZV2hinRe+z27t2rjIwMRUdHW/MCAgIUGRmpxMRESVJiYqICAwOtUCdJ0dHR8vDwUFJSUkm2AwAA8IdSriQHy8jIkCQFBwe7zQ8ODraWZWRkqFq1au5NlCunoKAgq+ZceXl5ysvLs6ZzcnJKsm0AAABbuCGeip08ebICAgKsX82aNcu6JQAAgOtOiQY7l8slScrMzHSbn5mZaS1zuVw6dOiQ2/JTp07pyJEjVs25Ro8erezsbOu3f//+kmwbAADAFko02IWHh8vlcikhIcGal5OTo6SkJEVFRUmSoqKilJWVpeTkZKtm7dq1KiwsVGRk5HnH9fHxkdPpdPsBAADAXbHvsTt+/Lh+/PFHa3rv3r1KSUlRUFCQwsLCNHToUD3//POqX7++wsPDNXbsWIWGhlpPzjZs2FAdOnRQ//79NXfuXBUUFCguLk49evS4rCdiAQAAcH7FDnZffvml7r77bmt6+PDhkqRevXopPj5eI0eO1IkTJzRgwABlZWWpbdu2Wr16tXx9fa11Fi5cqLi4OLVr104eHh7q1q2bZs6cWQK7AwAA8Md1Ve+xKyu8xw4AANyIbqj32AEAAKDsEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAQAA2ATBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEyUe7CZMmCCHw+H2i4iIsJbn5uZq8ODBqly5svz9/dWtWzdlZmaWdBsAAAB/OKVyxq5x48ZKT0+3fps2bbKWDRs2TCtXrtSSJUu0YcMGHTx4UA899FBptAEAAPCHUq5UBi1XTi6Xq8j87OxsvfPOO1q0aJHuueceSdL8+fPVsGFDbdmyRbfeemtptAMAAPCHUCpn7Hbv3q3Q0FDVqVNHsbGxSktLkyQlJyeroKBA0dHRVm1ERITCwsKUmJhYGq0AAAD8YZT4GbvIyEjFx8erQYMGSk9P18SJE/WnP/1J3333nTIyMuTt7a3AwEC3dYKDg5WRkXHBMfPy8pSXl2dN5+TklHTbAAAAN7wSD3YdO3a0/ty0aVNFRkaqVq1a+uijj+Tn53dFY06ePFkTJ04sqRYBAABsqdRfdxIYGKibbrpJP/74o1wul/Lz85WVleVWk5mZed578s4aPXq0srOzrd/+/ftLuWsAAIAbT6kHu+PHj2vPnj0KCQlRq1at5OXlpYSEBGt5amqq0tLSFBUVdcExfHx85HQ63X4AAABwV+KXYp9++ml17txZtWrV0sGDBzV+/Hh5enqqZ8+eCggIUL9+/TR8+HAFBQXJ6XTqySefVFRUFE/EAgAAXKUSD3a//PKLevbsqcOHD6tq1apq27attmzZoqpVq0qSpk+fLg8PD3Xr1k15eXmKiYnR7NmzS7oNAACAPxyHMcaUdRPFlZOTo4CAAGVnZ3NZFgAA3DBKO8PwrVgAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJsos2M2aNUu1a9eWr6+vIiMjtXXr1rJqBQAAwBbKJNh9+OGHGj58uMaPH6+vvvpKzZo1U0xMjA4dOlQW7QAAANhCmQS7V155Rf3791efPn3UqFEjzZ07V+XLl9e8efPKoh0AAABbuObBLj8/X8nJyYqOjv7/TXh4KDo6WomJide6HQAAANsod603+Ouvv+r06dMKDg52mx8cHKzvv//+vOvk5eUpLy/Pms7OzpYk5eTklF6jAAAAJexsdjHGlMr41zzYXYnJkydr4sSJRebXrFmzDLoBAAC4OocPH1ZAQECJj3vNg12VKlXk6empzMxMt/mZmZlyuVznXWf06NEaPny4NZ2VlaVatWopLS2tVP5SULpycnJUs2ZN7d+/X06ns6zbQTFx/G58HMMbG8fvxpadna2wsDAFBQWVyvjXPNh5e3urVatWSkhI0IMPPihJKiwsVEJCguLi4s67jo+Pj3x8fIrMDwgI4D/UNzCn08nxu4Fx/G58HMMbG8fvxubhUTqPOZTJpdjhw4erV69eat26tW655RbNmDFDJ06cUJ8+fcqiHQAAAFsok2DXvXt3/e9//9O4ceOUkZGh5s2ba/Xq1UUeqAAAAMDlK7OHJ+Li4i546fVSfHx8NH78+PNensX1j+N3Y+P43fg4hjc2jt+NrbSPn8OU1vO2AAAAuKbK7FuxAAAAKFkEOwAAAJsg2AEAANjEdR3sjh07pqFDh6pWrVry8/PTbbfdpm3btlnLjTEaN26cQkJC5Ofnp+joaO3evbsMO8bvXez4FRQUaNSoUWrSpIkqVKig0NBQPfroozp48GAZd42zLvXv7/cGDhwoh8OhGTNmXNsmcVGXcwx37dqlBx54QAEBAapQoYLatGmjtLS0MuoYv3ep43f8+HHFxcWpRo0a8vPzU6NGjTR37twy7PiPa+PGjercubNCQ0PlcDi0fPlyt+WXk1eOHDmi2NhYOZ1OBQYGql+/fjp+/Hixe7mug91jjz2mNWvW6L333tO3336r9u3bKzo6WgcOHJAkTZ06VTNnztTcuXOVlJSkChUqKCYmRrm5uWXcOaSLH7/ffvtNX331lcaOHauvvvpKS5cuVWpqqh544IGybhv/51L//s5atmyZtmzZotDQ0DLqFBdyqWO4Z88etW3bVhEREVq/fr22b9+usWPHytfXt4w7h3Tp4zd8+HCtXr1a77//vnbt2qWhQ4cqLi5OK1asKOPO/3hOnDihZs2aadasWeddfjl5JTY2Vjt27NCaNWv0ySefaOPGjRowYEDxmzHXqd9++814enqaTz75xG1+y5YtzT/+8Q9TWFhoXC6Xeemll6xlWVlZxsfHx3zwwQfXul2c41LH73y2bt1qJJl9+/ZdixZxEZd7/H755RdTvXp1891335latWqZ6dOnX+NOcSGXcwy7d+9uHn744bJoD5dwOcevcePG5p///OcFl6NsSDLLli2zpi8nr+zcudNIMtu2bbNqPv30U+NwOMyBAweKtf3r9ozdqVOndPr06SL/z9HPz0+bNm3S3r17lZGRoejoaGtZQECAIiMjlZiYeK3bxTkudfzOJzs7Ww6HQ4GBgdegQ1zM5Ry/wsJCPfLIIxoxYoQaN25cFm3iIi51DAsLC7Vq1SrddNNNiomJUbVq1RQZGVnkEhLKxuX8G7ztttu0YsUKHThwQMYYrVu3Tj/88IPat29fFi3jAi4nryQmJiowMFCtW7e2aqKjo+Xh4aGkpKRibe+6DXYVK1ZUVFSUnnvuOR08eFCnT5/W+++/r8TERKWnpysjI0OSinytIjg42FqGsnOp43eu3NxcjRo1Sj179uTbh9eByzl+U6ZMUbly5TRkyJAy7hbnc6ljeOjQIR0/flwvvviiOnTooP/85z/q2rWrHnroIW3YsKGs2//Du5x/g6+99poaNWqkGjVqyNvbWx06dNCsWbN0xx13lHH3+L3LySsZGRmqVq2a2/Jy5copKCio2Jnmug12kvTee+/JGKPq1avLx8dHM2fOVM+ePUvtw7koWZd7/AoKCvTXv/5VxhjNmTOnjLrFuS52/JKTk/Xqq68qPj5eDoejrFvFBVzsGBYWFkqSunTpomHDhql58+Z65plndP/993MD/nXiUv8d+tprr2nLli1asWKFkpOTNW3aNA0ePFiff/55GXeOsnRdJ6S6detqw4YNOn78uPbv36+tW7eqoKBAderUkcvlkiRlZma6rZOZmWktQ9m62PE762yo27dvn9asWcPZuuvIxY7ff//7Xx06dEhhYWEqV66cypUrp3379unvf/+7ateuXdat4/9c7BhWqVJF5cqVU6NGjdzWadiwIU/FXicudvxOnjypZ599Vq+88oo6d+6spk2bKi4uTt27d9fLL79c1q3jdy4nr7hcLh06dMht+alTp3TkyJFiZ5rrOtidVaFCBYWEhOjo0aP67LPP1KVLF4WHh8vlcikhIcGqy8nJUVJSkqKiosqwW5zrfMdP+v+hbvfu3fr8889VuXLlMu4U53O+4/fII49o+/btSklJsX6hoaEaMWKEPvvss7JuGec43zH09vZWmzZtlJqa6lb7ww8/qFatWmXUKc7nfMevoKBABQUFRa6AeHp6WmdjcX24nLwSFRWlrKwsJScnWzVr165VYWGhIiMji7fBK3zo45pYvXq1+fTTT81PP/1k/vOf/5hmzZqZyMhIk5+fb4wx5sUXXzSBgYHm448/Ntu3bzddunQx4eHh5uTJk2XcOYy5+PHLz883DzzwgKlRo4ZJSUkx6enp1i8vL6+sW4e59L+/c/FU7PXnUsdw6dKlxsvLy7z55ptm9+7d5rXXXjOenp7mv//9bxl3DmMuffzuvPNO07hxY7Nu3Trz008/mfnz5xtfX18ze/bsMu78j+fYsWPm66+/Nl9//bWRZF555RXz9ddfW295uJy80qFDB9OiRQuTlJRkNm3aZOrXr2969uxZ7F6u62D34Ycfmjp16hhvb2/jcrnM4MGDTVZWlrW8sLDQjB071gQHBxsfHx/Trl07k5qaWoYd4/cudvz27t1rJJ33t27durJtHMaYS//7OxfB7vpzOcfwnXfeMfXq1TO+vr6mWbNmZvny5WXULc51qeOXnp5uevfubUJDQ42vr69p0KCBmTZtmiksLCzDrv+Y1q1bd97/PevVq5cx5vLyyuHDh03Pnj2Nv7+/cTqdpk+fPubYsWPF7sVhjDFXfH4RAAAA140b4h47AAAAXBrBDgAAwCYIdgAAADZBsAMAALAJgh0AAIBNEOwAAABsgmAHAABgEwQ7AAAAmyDYAcA5ateurRkzZpR1GwBQbAQ7ADjHtm3bNGDAgMuqNcZo3LhxCgkJkZ+fn6Kjo7V79+5S7hAAzo9gBwDnqFq1qsqXL39ZtVOnTtXMmTM1d+5cJSUlqUKFCoqJiVFubm4pdwkARRHsANjO6tWr1bZtWwUGBqpy5cq6//77tWfPHknSggUL5O/v73ZWbdCgQYqIiNBvv/0myf1SrDFGEyZMUFhYmHx8fBQaGqohQ4ZYy2bMmKExY8aoS5cuatq0qRYsWKCDBw9q+fLl13SfAUAi2AGwoRMnTmj48OH68ssvlZCQIA8PD3Xt2lWFhYV69NFHdd999yk2NlanTp3SqlWr9Pbbb2vhwoXnPUv3r3/9S9OnT9cbb7yh3bt3a/ny5WrSpIkkae/evcrIyFB0dLRVHxAQoMjISCUmJl6z/QWAs8qVdQMAUNK6devmNj1v3jxVrVpVO3fu1M0336w33nhDTZs21ZAhQ7R06VJNmDBBrVq1Ou9YaWlpcrlcio6OlpeXl8LCwnTLLbdIkjIyMiRJwcHBbusEBwdbywDgWuKMHQDb2b17t3r27Kk6derI6XSqdu3aks6ENEmqVKmS3nnnHc2ZM0d169bVM888c8Gx/vKXv+jkyZOqU6eO+vfvr2XLlunUqVPXYjcAoNgIdgBsp3Pnzjpy5IjeeustJSUlKSkpSZKUn59v1WzcuFGenp5KT0/XiRMnLjhWzZo1lZqaqtmzZ8vPz0+DBg3SHXfcoYKCArlcLklSZmam2zqZmZnWMgC4lgh2AGzl8OHDSk1N1ZgxY9SuXTs1bNhQR48edav54osvNGXKFK1cuVL+/v6Ki4u76Jh+fn7q3LmzZs6cqfXr1ysxMVHffvutwsPD5XK5lJCQYNXm5OQoKSlJUVFRpbJ/AHAx3GMHwFYqVaqkypUr680331RISIjS0tLcLrUeO3ZMjzzyiIYMGaKOHTuqRo0aatOmjTp37qw///nPRcaLj4/X6dOnFRkZqfLly+v999+Xn5+fatWqJYfDoaFDh+r5559X/fr1FR4errFjxyo0NFQPPvjgNdxrADiDM3YAbMXDw0OLFy9WcnKybr75Zg0bNkwvvfSStfypp55ShQoVNGnSJElSkyZNNGnSJD3++OM6cOBAkfECAwP11ltv6fbbb1fTpk31+eefa+XKlapcubIkaeTIkXryySc1YMAAtWnTRsePH9fq1avl6+t7bXYYAH7HYYwxZd0EAAAArh5n7AAAAGyCYAcAAGATBDsAAACbINgBAADYBMEOAADAJgh2AAAANkGwAwAAsAmCHQAAgE0Q7AAAAGyCYAcAAGATBDsAAACbINgBAADYxP8DShLNiCg7bhcAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "h1(x, \"pretty\", bin_count=200, name=\"Gauss\").plot.scatter(errors=True, xlim=(90, 100), show_stats=\"all\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "ha = h1(x, \"pretty\", bin_count=20, name=\"Left\")\n", "hb = h1(x - 1 * np.sin(x / 12), \"pretty\", bin_count=40, name=\"Right\")\n", "\n", "from physt.plotting.matplotlib import pair_bars" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\janpi\\Documents\\code\\physt\\src\\physt\\histogram_base.py:389: UserWarning:\n", "\n", "Negative frequencies in the histogram.\n", "\n", "C:\\Users\\janpi\\Documents\\code\\physt\\src\\physt\\plotting\\matplotlib.py:804: UserWarning:\n", "\n", "set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pair_bars(ha, hb, density=True, errors=True, figsize=(5, 5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example - histogram of time values" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get values close to \n", "from physt.plotting.common import TimeTickHandler\n", "\n", "data = np.random.normal(3600, 900, 4800)\n", "H = h1(data, \"pretty\", axis_name=\"time\")\n", "H.plot(tick_handler=TimeTickHandler())" ] } ], "metadata": { "anaconda-cloud": {}, "kernel_info": { "name": "python3" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" }, "nteract": { "version": "0.9.1" } }, "nbformat": 4, "nbformat_minor": 2 }