{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy.stats as sps\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from statsmodels.distributions.empirical_distribution import ECDF\n", "from statsmodels.sandbox.stats.multicomp import multipletests\n", "from collections import Counter\n", "from tqdm import tqdm_notebook\n", "\n", "red = '#FF3300'\n", "blue = '#0099CC'\n", "green = '#00CC66'\n", "\n", "%matplotlib inline\n", "sns.set(style='ticks', font_scale=1.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Критерии согласия\n", "\n", "### Критерий согласия Пирсона (хи-квадрат)\n", "\n", "$\\mathsf{H}_0\\colon$ Выборка из некоторого класса распределений\n", "\n", "$\\mathsf{H}_1\\colon\\ \\mathsf{H}_0$ не верна.\n", "\n", "`chisquare``(f_obs, f_exp=None, ddof=0)`\n", "\n", "* `f_obs` --- число элементов выборки, попавших в каждый из интервалов\n", "* `f_exp` --- ожидаемое число (по умолчанию равномерное)\n", "* `ddof` --- поправка на число степеней свободы. Статистика асимптотически будет иметь распределение $k - 1 - ddof$, где $k$ --- число интервалов." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Power_divergenceResult(statistic=2.0, pvalue=0.8491450360846096)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.chisquare([16, 18, 16, 14, 12, 12])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Power_divergenceResult(statistic=19.7, pvalue=0.0014224993317060594)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.chisquare([16, 18, 16, 14, 12, 12], f_exp=[16, 16, 16, 16, 20, 4])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/scipy/stats/stats.py:5048: RuntimeWarning: divide by zero encountered in true_divide\n", " terms = (f_obs - f_exp)**2 / f_exp\n" ] }, { "data": { "text/plain": [ "Power_divergenceResult(statistic=inf, pvalue=0.0)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.chisquare([16, 18, 16, 14, 12, 12], f_exp=[16, 16, 16, 16, 24, 0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Эксперимент с группами крови" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Power_divergenceResult(statistic=0.001011144526478114, pvalue=0.9746327438096731)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.chisquare([121, 120, 79, 33], f_exp=np.array([0.343, 0.340, 0.224, 0.093]) * 353, ddof=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посмотрим, насколько хорошо выполняется асимптотика при справедливости нулевой гипотезы для разных распределений.\n", "\n", "**1.** Равномерное на 5 элементах" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bf14df4a516f4f09ac00957490ba585c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=100000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm8AAAFQCAYAAADp8pltAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd5hTZdrH8W+mMpSRjrQRRXzAXkHXAgu7a1sLKjYUcO0KrHV1XcGGfa3gCisWQFH0BdfesKBiV5Ai86BIHeltKNMn7x8nGSc5JzPJMDNJZn6f65or8JyTc+4kJ8mdp/r8fj8iIiIikhxS4h2AiIiIiERPyZuIiIhIElHyJiIiIpJElLyJiIiIJBElbyIiIiJJRMmbiIiISBJJi3cAIhKZMaYZ8AdgH6Al0BQotNbeFdfAREQkbnya500k8RhjmgBjgCuAZmGbNwM51trt9R6YiIjEnZK3WmSMifXJnGStHVYXsUjyMsakA+8C/YFPgLuAr621O+IZl4iIJAY1m9auOzzKhgF7AJOAZWHb5tZxPJKcrsdJ3CYCl1try+Mcj4iIJBDVvNUxY8wnQF/gj9baT+IbjSQ6Y0wKsAIoAnpaa0viHJKIiCQY1bwlCGNMc+AGYBCwF1ACzAcmWGsnh+07DHgWuMNae3vYttuB24CLrLXPVSpfBuxhrfV5nLsbsBSYZa3tV9O4Kt2nO3Aj8GegM7AzcPy3gLustSUxNDFXNC1X9RhiUen5q05Iwh2IeTlwIE5/tDOAdoGyZ4B/W2tLw87lB5Zba7uFlXcDFuIMQKjcfN4d5zmbCPzLGHM2zvNeTDXPe6XzRRJyvUR6Po0x2YAFdqfSNRFILKcA5wOjrLVjwh6P6xoKHOtj4ADgDGvtm2HnOgjnWukHtAe2ALOAMdbaH8P2vR2Pa7vS9k9wfijtaa1dVlVcgW19gC8BX/hzE9h+InAdcBjOYJHKz5PrNY3E4zUpBVYDXwEPWmu/jfI4t+P93u6C8xznAIOsta8HyrsReOzAecB9wAnAbsBiYJy19r9h56i4T7TPV03ey4H7tQf+AZwSiL0YpzXiUWvtq2Hn7hd4jJOAewKPpS+QhfO+uN9aOyPSfcK7pwTeV9MC/43qszLS+6IqxpgHcT4/n7bWXhK27VjgI2AVcIi1dkugPNbPjOpi6IfH82CMyQBeAU4F7rPW/rPStmU4LUZBZcA6nNfnEWvtB2HnOBoYDBwHdAGa4PwIfR2421q7OUJs3XCut0jCX5vg/lFf04H7nQ+chvNe7gj4gVyc6+mJyq0bHo89kqiugbqi5C0BBD4UPgUOAhYA43DeoGcCk4wxx1hrL0uGuIwxfwZmAM2BD3E+HJoBvYBbgIdxvqDDm5j74XwYhzcv12XT8iycPmXhTsd5zF4ygA+AtsDLONPtDATuBQ4Hzory3I/hPJfhOgRuLwJScZ73scR2PWwFHq30/4NxPriidRfOF1QIa225MWYozmt7lzFmi7V2XKSDGGOa4iTsBwPneyRu5wKTgXLgDZwP5a44z+dfjTGnWGtnxhB31IwxqcCThCZklbcfH4i9FOcLyOL8cAEngYpV5dckE+c5GQScZow51Fq7sAbHxBjTGY/ELUwrYDawHXgOaBE49wRjzD7W2huiOE9Vz1fM72VjzH7ATJzr7COc57oF8FdghjEm5MdBJXviJL2LgP/iJPxnA9ONMSOquh4rnbs5zudQrDzfF9X4J85o8YuNMZ9Ya58PxNAOeAnn2j87mLhVI9JnRswC/Wo9E7cwwdc2Decz/FTgBGPMCdba9yvtdy3QB/gceAcnefsDTheQk4wxfay126oIaTnOtRnUD+caiiTWa/oxIC9wn9WB+58EPA70Bi6stO+jOD/WgoKfn68R+n20rIr46pySt8RwL06yMA3nS64cwBgzCueX7qXGmHcr/bIM/tLdpRqo2o7LGNMaJ6FpBpzi8WXdEefNRoQaw77Ac/XYvPxJeByBWLoROXnriPNBs5+1tjCw/604H1pnGmPOsdZOi3Df4PH/ivMh+C1wRNjm4Hsyleivh+Bxg/fdHFbDNowok7dATdjVEWLDWlsaqLV4C3jcGJPvVRMY+FU/HTgGuDT8OQnUzj4LrAWODdaUBbbtj/MFPckYs6e1tjia2GN0JXAIER4n8Dec99c11tr/hMVek+Rti8c1/xBOzd7JODUqMQkkbp9QdeIGTk3xjMA+wWvpTuA74HpjzCvW2q+rOV3E5yvW93IgEfw/nB9AJ1pr3620rWXgMd1pjHndWjsv7O7H4dTMXVvpPg8GHstDgfusqOax3I5Tux3ptXep7n0RSeD9cg7Ol/54Y8z3OD8EXgA6AX+Ppua1ms+MmMSQuHm9tiNwEp7TgcrJ243AMmutP2z/u4BbgauA+z1OkRq4XRr2mXU7VSdvsV7TR1prl4TFloGTaF5gjBkX3N9a+2jYfsNwPj//51XjHy+apDfOAm+koThNBtdXrr611m7Cqa0CqFzTsjZwG03Vbn3GNQznF8uk8MQtcL/V4c2KSermYOIGEJiy49bAf/9W1R2NMVk4H355wJ1V7BrL8x6UHrgtqjL6yLH5gP8AhTi/mD1Za4twPsy+Ap4xxgwMO04qzpfTCcB11tqJHoe5CufX+Q2VE7fA8RcAT+F8uQ2oyWOpijGmA06z9xxgQoTdgjUcP9X2+SsJJtu/xXpHY0wnqq9xCyoHbgy7ltbgNDlB9ddsNM9XLE4CegITKydugbi24NRs+nCa4cJtJazm01qbC4zHqRX3uk+FwA+Dv+PUpr4dTbDRvi8isdauAi7AuaZeAe7G6VIyw1r7eBTnj/Yzo1qBz/WXcd6/VSZuEXhes9bapeGJW8AjgdvjIxwvK3Ab62dWTNd0eOIWKCsGnqgmvoSlmrf464lTU/WjtTbPY3uwb8Fhlcrm4nyQDDLGvAR8FG3tROAXTbiWHmU1ievIwO1b0cRSU5UeQzmwHvgZ5zmoj1GZpTi1bOE+CdweWs39b8Fp+jmHQC1kBItieN6DsgO3BdXEEMnfcJo6bgJWVrWjtXaHMWYsMBV4ERge2OTDac46C9iA03fPy9GB26OMMb08tu8TuN0X59dxZacHakfDeZV5+TfOc3UVznXu5RucJrwxxpgrgVy7a4NHWla6bjNwXr8/4dQevBzjsTrhXG89gM+qSdwAVlhrf/Uo/yRwW901G83zFYvga98xwudRu8Dtvh7b5lhr8z3KP8FJrKp7LE/gNH//HefHZjSifl9EYq191xhzL877fz/gV6pJmiup8jMj0KetX1jxlvAaJJwfdy/j1JrlAw9Ud+JKr08azutxCk53k/Da6GY4z+lAnPduC0JbhjpHOEWrwG2s0yDFdE0bY3JwXr8BOD94skLvFjG+hKXkLf52C9yu8dporc03xuygUoJlrV1jjLkW59fYOwDGmGjPF22TT8xx8fsb0SvpqE1ej2GZMWaQtfa7Oj73BmttWXihtXa7x/MRwhjTA6d5Yaa19uXAh264YM1kLM97UPBLb63HtioFmrzvw+lL9AjVfJgF9n8Yp/9IPk7NBzhfzMfh1Ar9EXgI71rCNoHbv1cTWnOPstOIrQ9fBWNMX5xakInW2q+MMZGSkX/j9HU5A5gXuG9NThm0G+7rdjlOn9JYk8I7cX64zAaONcZcba19oor9Pa+lSuVVXbPRPl+xCL721b2OXq/9rjyWITjX5q3W2mXRvJ6xvi+q8X/8XnP+jLV2axTnj+Yzox/e11Z48nYOTjNl8L05Aae/YFXCj7seJ3mrSCIDtXkf4fQd+xnnca7FaT0IHiMzwvG7Bm5XVRNHuKivA2PMXjg/xtrgdDuZiTPReRnOD76hVcSXsJS8xV/wDezZETYwaKAZsLFyubV2vDHmQ5z5wHbn9185/aiir4CterTprsYVHFFUp79igo/BOKMfO+OMWBuOM+LzwLo8N9DWGJMansAFOkE3w6ltimQczus0vIp9gs9nTNdDwN6B26pGb0VyL04fpLOtMxq4uv2fCMR4CvAjTm1kDs6Xw9PW2kuMMdNx+ufNCG8ewxm0AtDZWhtrs2F1o009BfoEPoHz3N1c1QmstQU4fRgvwBlh+x2/1yjXpM9bxejBQBzdcJKwYOdorzkiIynH6Zz9Mc5z/6Ax5mNrbaQm3kid7IPlnp3lY3m+YhQ832Br7dQY71vTx9ISeBBnROKDMZwv1veFp8Dnw4s4CUM+zkjy1wJdBKpS7WdGoK/Y7VGEkYozuvkfgffmIGPMRdbaiCPvPT5rrwNG47zXLwrsdhpO4vY+cFLlz8ZAP+eq3i/BGrJFUcRfWSzXwXU4idtoG7asoDHmPJzkLemoz1v85eJMpdEzcKGHC/b5+T58g7X2Z2vtBGvtHdba2wNv4k/iGNeXgduTaymGKllry621K4GROB+IBxhnWam6lIbTCT9cv8DtD153MsacBfwFZzoRW8XxFwPbqMH1wO/NUdV1Pg+PrTdwCTDVWvtxFPufBZyL0yH9zcBrEBxlO5/fa9quwPmlPjHw5VlZ8Fo5LpZYd9E1OE1W/7TWeiW/IYwxLXC+FDfjTHMSfI/tEmttqbX2F5wO8BA60i0at1prXws0Hw7GaYadGuiA7SUnUPsQrl/g1vOaJcbnKwa78tofEvgBE65f4DbSYxmDMzJ1eAxdTGJ6X1RjAmBwkvRzcfp7vhJobox0/mg/M6L1jrX2H4F/X4rTQvJ4YPBQlYKftYGBIluB8wJ9W+H3H41verRKHFvNof8SuP2w+vBDxHJNB+P7n8f+1cWXsJS8xVmgH80knGrbBwK/cAAwxrTCmdMInH5EiR7XJJxfPEMDo6NCGGN2N7+PiKxNnXBqo3ZQw876Mbq3cpIY+FUd/EX3jMf+WThNLstxOitHFPjwm0yM10Pgg+winP5u1fWBCvcfnGaQaKaMaBfYfxXOl3vQ+sDtpmDfQ2vtepx+Up1xmvgrG4vzWj1gjHHVlhpjfMaYY6tISGIVrAH4msj98MKNx5l377JAglrbgiOaY50pfV3wH9baL3ASk4Nwaom8pODUzlW+lnbn99o0r5qXmjxf0XoD50fK34wzctnFGLNPoJ9SuN0Iq6UMNOVegdNM94LHfQ7CGS37ig2bn6waUb8vqmKMuQxnbsSZOHOevY/zWvXEmX7FS9SfGTGofN1sAobgfG6+EO3nciDRaxFWvCxwe1zYvnvw+wACr2OdiDP/42fW2p+jOX8lsVzTkeIbgJPEJiU1myaGf+LU5lyAU3v0Pr/P67U7Tv+I6Ykel7V2k3GGxc8A3jDGzMSpIcrC+dU5AKdfVjRzGkVkjLki8M9gVf6FOE0C4yOMeKpNq3HeNwuNMa/x+zxvOcB06z1NSPvA7enW2p1RnONWnD4p1T7vgSTyvzh9s5riLKe1KcbHdBjOlBiro9h3PM5reEI0fXastf8XGFRzoTFmurX2tUD5z4E+SJOBOcaYD3Bqe8tx+sH0Cdy24ve+M7tin8Cxr4rmGjHO9ADn4zQB/18tnL/ygIVUnGbTMwL/r6q/WjTuwqnBuNYY8451z403D6d5ao4x5l1+nxOrLfCwtfYrj2PG9HzFItD8OBCnmW2aMeYfOJ8TW3Dez/vh9DcciDPRa2Wf4vw4PAL4jN/neWsGjLTe04QcjJOEXeuxrSqxvC88GWeKkcdw+mJdUGlQ1Wicz9YLjTGzrLVPh9011s+MmFlrPzLG/BunT91twCiP+G8P/DMF50fywMC/x1eqZXsD+AU4yxjzOfBFYN9TcPpk7xl2zJY4j//yQNFW4x640i9we7oxpqXH4ItYrun/4PywfcwY80ecwSK9cEY9v4LTFzDpqOYtAQS+BI/G+RDOxGkGHIbTd+kia+3FyRJX4FflIcDTOF8A1+EkIW1waghqY3H1JwN/43CaNVbgvDlvrIVjV6cYZ5Tg2zhfGlcGym7BmfE7kreDiUt1rDNdwh9watma4HTqH4LzoTMs7HnPxJl24D2gn7X2qZgejWMeznNZJePMUn4G8JS19r0Yjn81zpfXBGNM22ChtfZlnC/Wp3FGTl6B83oeiNMZ/zyc5vDaMt5aG6lZrYIxZh+c52Mx1Q+oiFZwwMJtOD+K+uN8yQ30+GKKSeBLdDBOc/skY0ybsF0241xPc3Hev3/DeT2usNZWNfVFVM9XTQT65x2I0+8vFSf+kTifN2uBETgd48MtBY7Cqem9HCfBXgScZa0dW8Up77Teo7erEtX7IpJAs/srBKYwsdZWDCQKvGbn4TyOscaYAzwOEfVnxi64FaeJ8Z/GGK/uIMFr9lacZGwRzmftdcEdrLU7cK7nqTiJ2gic74C7cT77w7XESaSD0/H8tdJ5gn/BvqunEVrDHxT1NW2duQL/iJP4D8D5zG6F82N4PElKa5uKRMlEWLZGJBGZKpa6SjamiqWuJLlUui49Bx6F7fsczo/SbmH3Tfprelep5k1EREQkiajPm4iIiNSX4NrW0axb/b8o92t0lLyJiIhIvQj06b09yn29pvcQ1OdNREREJKk0ipo3Y0wmcATONA+upY1EREREEkgqznyL31prXfOXNorkDSdx+yzeQYiIiIjE4Fic5QdDNJbkbTXACy+8wO67R1oSTURERCT+1qxZw+DBgyGQv4RrLMlbGcDuu+9Oly5d4h2LiIiISDQ8u3ppnjcRERGRJKLkTURERCSJKHkTERERSSJK3kRERESSiJI3ERERkSSi5E1EREQkiTSWqUJERKSOFBUVsWnTJrZt20ZZmRaxEfGSmppKixYtaN26NZmZmbt0LCVvIiJSY0VFRaxYsYJWrVrRrVs30tPT8fl88Q5LJKH4/X5KSkrIz89nxYoV5OTk7FICp2ZTERGpsU2bNtGqVSvatm1LRkaGEjcRDz6fj4yMDNq2bUurVq3YtGnTLh1PyVtjUVYYeisiUgu2bdtGdnZ2vMMQSRrZ2dls27Ztl46h5K2xSG0CU33OrYhILSkrKyM9PT3eYYgkjfT09F3uG6rkTUREdomaSkWiVxvvFw1YaIA2FJYy/dfN/LqtiDaZaZiWTTiwdRZ7gtNsGqx9q/xvERERSQpK3pJdMAErK+TbjWU8NG8try7bQnG537Vr35QJjN3q54B3A1n/+e59REREJLGp2TTZBfqyjVuUz5Gv5TLt182eiRvArPLDOHT6T/yjaCQ7/KpxExERSUaqeWsAxpecyYgvVka1b6kfHiwZwgdlfZhZWEqbJroERERitWrVKgYMGBDVvpMnT6ZPnz51HJE0JvrmTnLP5G7gyqJ/xny/ueWGP721mA9P3ofWSuBERGqkR48eHH/88Z7bvvjiC3744Yd6jkgaA31rJ7FZv23jkk+Xe25r59vEufsaCu0EPio7giX+rq595m4s4C9v/8zMk3vQMlOXgohIrHr06MGIESM8txUVFSl5kzqhb+wkVVruZ/jsFXj1bju3eysmrTmSjKNLYPk9FPnTeaDXcu7+bilFhC7H8f2GnZz+/hJmnrwPaSka7i8iUtdmzJjBP//p3WIyfPjwkGSwuLiYp556ijfeeIO8vDyaNWtGnz59GDlyJN27dweib8Lt3bs3U6ZMAcAYE/L/yvr37w/ARx99FFK+dOlSHn/8cb766iu2bdtG586dOeWUU7j00ks9l3p6/fXXeemll7DWUlZWRufOnTnuuOMYMWIE8+fPZ8iQIdXGPHDgQO67776Kxxj8f2On5C1JTczdwILN7tUSztyzJVP+uCdpL5VWlGX6Shh1aEf6LTyJE0qeYWdpech9Zq3ezp0/rObOwzvVedwiIuIYOHAgnTt3BiA/P5/JkyeHbC8vL+eKK65g9uzZ7LfffgwdOpQ1a9bw7rvv8vnnn/P888/Tq1cvsrOzGT58eMh9x40bR8+ePfnTn/5UURY8V01Yaxk8eDAFBQWccMIJdOzYka+++oqxY8fy7bff8swzz5Camlqx/+jRo5k2bRq77747p556Kk2aNGHZsmW88MILDB48mM6dO4fEHHz8vXv3pnfv3hXlvXr1qnHMDZmStyS0paiUUd/95irv074ZLw7YK2IN2rGpc3lrwN6c9OY8CggdbTrmh9X069ic/p21zI2I7Lp1BSUM+2QZH/22jaKyxJqWKDPVR/9OLXiuXzfaZ9X/6hDB2fXPOOOMikRl1apVruRt+vTpzJ49m+OPP57HHnusYnLXU045hcsuu4zRo0fzyiuvkJ2d7Wq6HTduHL169YrYpBur22+/nW3btvHkk09W1Mz5/X6uv/563nrrLaZNm8b5558PwPvvv8+0adM4/PDDmThxIllZWRXH2bJlC1lZWWRmZobEFnz8vXv3rrWYGzJNFZKExsxZw4bCUlf5Y3/oSno1TZ/9OrXgf02uJ4XQpTn8wOCPlrKuoKQ2QxWRRmrYJ8t4Z2V+wiVuAEVlft5Zmc+wT5bF5fylpc7nd3XLir3++uv4fD6uv/76kFn5+/btS58+fZg3bx5Lly6t01jBSax++OEHDjvssIrEDZyVAq699lpSUlJ4/fXXK8qnTZsGwKhRo0ISN4CWLVt6NrFKbFTzlmSWbyvi8QXrXOUX7N2aPu2bRXWMv6R9zaj0p7mj5LKQ8jUFpVz52Qqm/6V7rcQqIo3Xl2t3xDuEasUrxh07nPNWl8RYa2nbti177LGHa1vv3r35+uuvyc3NZc8996xRHHl5eYwdO9ZVnp+fT3b2760w1loADj/8cNe+Xbt2pWPHjuTm5laULViwgNatW9OzZ88axVWVRYsWVcTcrFkzOnfuzLHHHkvTpk1r/VyJTMlbknkqdwMlYZPwZlHIvYe3jek4ozIm8kmba5i1ZmdI+YxlW3h7xVZO6pypZbREpMaO6tCMd1bmxzuMKh3VIbofvLVty5YtALRu3brK/bZv384+++zjua1NmzYV+9RUXl4e48aN89xWOXkLniN4znBt27YlLy+PsrIyUlNT2b59O3vvvXeN46pKbm5uSKIITm3eAw88QN++fevknIlIzaZJpKzcz3OLN7rKb0ifQpfsFjDV5/xFIdVXzgsDutOWza5tI2avoMCf8fvxlLiJSIye69eNE7tmk5maeKPYM1N9nNg1m+f6dYvL+VetWkV6enrEZCioefPmbNiwwXPbxo0bK/apqd69e2Otdf2FD2wIniN4znAbNmwgKyurYsBC8+bNWbfO3UJUGwYOHFgR5/fff899993H9u3b+de//oXfn3hN9HVFNW9J5L1V+eTtCO2TluqDq9NfAcbHfLzOzTJ4LPPfDC66O6T8123F3Dt3DXfuSrAi0qi1z0rn7RN7xDuMhDR//nx69OhRbZ83YwzffvstK1asICcnJ2Tbd999B1AnTZNecQB8//33rm15eXmsWbOGAw88sKJs//335/PPPyc3N7dO42vevDkDBw7kzTff5PPPP2fDhg20a9euzs6XSFTzlkSeznX/Avtrzm50SNlU42Oel/Ye/Tu1cJXfP3cNi8tzPO4hIiI19dZbb0U9L9upp56K3+/nkUceCalV+vzzz/nyyy858MADa9zfLRZdunThsMMO47vvvmPWrFkV5X6/n4cffpiysjJOPfXUivJzzjkHgDFjxlBYGDql1datWykqKqq12MrKyli9ejWpqak0axafZvB4UM1bklhXUMLry7e4yi/u2RZm1/y4Ph88cUwOB/7fTyF96YrL/dxcNJwZWf+o+cFFRASAdevWMXr0aGbNmkVOTg7Dhg2r9j5nnnkmb7/9Nm+//TYrV67kqKOOYs2aNbzzzjs0b96cO++sv/aR2267jcGDB3PVVVdx4okn0rFjR77++mt+/PFH+vTpU5GwAfzlL39h0KBBvPLKKxx//PEMGDCAJk2asHLlSj799FPeeustunTpUqM4li5dyosvvgg4ffE+/vhjlixZwsknn9yoBi0oeUsSU37eRGlYc37Hpumc2HW3XT52z5ZNuPHADtwzd01I+atl/fmqbH+O3OUziIg0bps2beLnn3/mggsu4Morr4yqr1pKSgrjx4+vWGHh2WefpVmzZvTv35+///3vFSss1AdjDC+//DKPP/44n3/+Odu3b6dTp04MHz6cyy67LGSCXnBq3Q499FBeeuklZsyYgc/no3PnzlxwwQXV9vWryty5c5k7dy4ATZs2pUuXLlx//fUMHTp0lx5fsvE1hg5+xphuwNIPP/ywxtl+PPn9fvb/v5/4KWxFhZsP3p17e3d2BhWc7/99sELw3zGU7SwtZ59pC1x96vqmfM/HF18aMseQiEjQokWLNAu+SIyqe99Ualrf01q7LHy7+rwlgZ82F7oSN4C/mZr/egnXNC2F2w9zL481q/ww3luV2MP9RUREGhMlb0ngXY/k6eiUufR4K8tj75obtk8berZ0Twty8zd5lDeCGloREZFkoOQtCby7cqur7JS0z2r9PGkpPu4+wl379uPGAqYvdQ+WEBERkfqn5C3B7Sgp49PV7hm0T0j9ok7ON7BrE3q3c4/YGfPD6kY1AaKIiEiiUvKW4D5ZvZ3isOWwds9K48CUn+vkfL60LO7Z5h61M29TAW+ucNcAioiISP1S8pbgvJpMT+i6G3U5+LN/6reea/6p9k1ERCT+lLwluHc9FnY+oWu2x561x+eDWw/p6Cr/Zv1OZuZtq9Nzi4iISNWUvCWwX7YW8kt+6DIiKZTxp851m7wBnNg1m0NTFrnK7/phdZ2fW0RERCJT8pbAvOZX652ykDZNanlhjDL3HHI+n49bM552lX+2ZjtfrnUPoBAREZH6oeQtgXk2maZ9WfsnSm3irLQwNbQj3Wmps9gvZYlr94fmra39GERERCQqSt4SVLnfz6er3f3L6mqKEC8pPj//SJ/sKn912RaWhDXnioiISP1Q8pagcrcUkl9SHlLWPD2Fwz36odWlc9Peo1PT9JCycj88Ol+1byIiIvFQy52npLZ8vW6Hq+yIds1IzS/32LvuZPhKGblfe27+Ji+k/Bm7gTsO60TrJmlOn7lU97JaIiISPz/99BOLFy9mw4YN5Ofn06FDBwYPHhzvsKQWKHlLUF7JW5/2zSAOa8Rf3qstY75ZzHZ+n/ttZ6mf8S9dxi0Zz8L5mvtNRCRRfP7553XfsNQAACAASURBVNx99938+uuvIeV77723krcGQslbgvJK3o5s3wx+qf9YWmamcXH6azxWcn5I+biSs7khfQoZ9R+SiCSLRKyZr4WYVq1axYABA6Lad/LkyfTp02eXzhetzz77jCuuuIJWrVpx//3307dvX1q1alUv55b6o+QtAe0oKWP+pgJXeZ/27lUP6ss16S8ytuQcykmtKFvtb8eM0v6cG7eoRCThBUezJ5JabC3o0aMHxx9/vOe2L774gh9++KHWzlWd4uJiRo0aRevWrZk2bRqdOnWqt3NL/VLyloC+37CTsrDPlhzfanZvelh8AgK6paxmYOonTC8L/aU5tuQcJW8i0mj16NGDESNGeG4rKiqq1+Tt008/ZfXq1TzyyCNK3Bo4jTZNQJ793VIXxCGSUCMzXnKVfVF+EN+vd8crIiKhVq1ahTGGm2++mQULFjBkyBAOOeQQ+vTpw6hRo9i6NXQt66+//hpjDDNmzAgpLyoqon///hhjGDt2bEX5jz/+CEBGRgZDhw7lkEMO4eCDD+ass87if//7X8S4LrzwQowxnn+rVq2q2O/mm2/GGOO6/6xZszz3f/zxxzHG8NRTT4XsP3bsWNe+hYWFDBo0iEMPPZTc3NyQ/QsKChg3bhwnnXQSBxxwAH369GHkyJEsXbrUFYsxhgsvvNDzcfbv35/+/fuHlMX6mABKS0uZPHkyp59+OgcddBCHHXYYl1xyCfPmzfM8b11QzVsC8kzeUuKfvB2bMocDW2cxL6xJd+zC9TzXL35NuiIiyWTFihUMGTKE3r17c8EFFzB37lxefvllfvrpJ1588UUyMqruSfzss8+Sl5fnKt+0aRMAI0aMIDs7m9NOO43MzEzef/99brrpJlasWMHIkSM9j9miRQuGDh1a8f9vvvmGb775ptrHUlpayv333++5beTIkeTl5fHQQw/RtWtXTjjhBM/9ysvLueGGG/jpp5+YMGECPXv2rNhWUFDAkCFDmDdvHr179+a4445j48aNvPvuu3z55Ze89NJLdO/evdo4Y1HVYyovL2fEiBF89NFH7L///px99tns2LGDDz74gMGDB/PMM89wxBFH1Go8XpS8JaBErXnz+WDk/u255NPlIeUv/rKJB/p0pn1WeoR7iohI0Pfff891113H5ZdfXlE2evRopk2bxksvvcSQIUMi3nf9+vVMmDCB/fbbj4ULF4ZsKysrAyA7O5sZM2bQuXNnAIYPH85ZZ53Fk08+yYknnkiPHj1c98vOzg5p/h07dmxUydu0adNYsmSJZzwAY8aMYc2aNfzjH/+gQ4cOHHLIIa597rvvPj744APGjBnDMcccE7Lt8ccfZ968edx1112cffbZFeVDhw7l3HPP5Z577uHpp91LOe6Kqh7Tiy++yEcffcQVV1zBNddcg8/n9Oe8+uqrOf3007ntttt46623KsrrippNE0zejmJW7SgJKUujlENTciPco36dv2dTWmemhpQVl/t5atGGOEUkIpJcWrZsGVLLBc6Xf1paGm+99VaV93300UcpKSnhhhtuiLjPeeedV5G4gVOrduWVV1JeXs4bb7zh2r+0tJT09Nh/fOfn5zN27Fj69OnDH//4R8990tPTGTduHDk5OVx11VWsXLkyZPvzzz/PpEmTuPLKKxk0aFDItrKyMl555RUOOuigkMQNYP/996d///7Mnj2bbdvcqxHVVHWP6cUXX6R9+/aMHDkyJEHr3LkzZ511FkuWLGHx4sW1Fk8kqnlLMF61bgem/ExTX2IsR5WV2ZRLy5/mfoaFlE9YtJ6bDt6dtJQEG1UmIpJgevXqRZMmoVOVdOjQgY4dO2KtjXi/RYsWMWPGDIYOHUpOTk7E/Q4//HBXWbApL7w/GcCOHTvIzMyMNvwKTzzxBFu3buWf//wnM2fOjLhfixYtOP3003nwwQe59NJLK2rXPv74Y+655x7S09M577zzXPdbunQp27Zto6ysLKRvX9C6devw+/0sW7aMAw44oKI8Ly/Pc//8/Hyys7Nr/Jh27tzJL7/8Qk5ODv/5z39c912yZElF3F796GqTkrcEk6j93Sq7Kv0VHiwdRnmlEbErd5Tw1oqtnNatZfwCExFJAq1bt/Ysb9OmDStXrqSsrIzU1FTX9nvuuYfs7Gyuuuoq8vPdM7YH79O2bVvXtmDZ9u3bXdu2bNniakqtzrJly3jhhRc444wz6NWrV5XJ27p16xg/fjy9evVi+fLlTJ06FYB7772Xfffdl8WLF3Pvvffy6KOPhtwvOIBjwYIFLFgQ+XuwoCC0H3ZeXh7jxo3z3Leq5K26x7Rt2zb8fj/Lly+PeHyveOqCkrcE8+NGj/ndEqC/W2U5KWv5a85uvL48dGTUkz+tV/ImIlKN4MCCcBs3biQrK8szcZs5cybffPMNo0ePJjs72zN5CyYmGza4u7EEy5o3bx5SXlBQwIYNGzjuuONiegwPPPAA6enpXHPNNdXue/fdd1NYWMhDDz3EsmXLGD58OABdu3bl6aef5vnnn2fs2LGcccYZIXE0a+YMhBs0aBBjxoyJOrbevXszZcoUV3n4SNNYH1Mwnj/84Q88++yzUcdTF9TnLcEs2OxO3g5K+TkOkVTtqn3bucreW5XPL1sL4xCNiEjyWLRoEYWFoZ+Va9euZfXq1eyzzz6u/UtKSnjggQfo3r0755xzTsTjBkdpfv/9965t3333Xcg+QcEarV69ekUd/1dffcWHH37I5ZdfTrt27u+CymbNmsW7777LJZdcQvfu3RkwYADnn++s1vPQQw/RsmVLLrvsMrp168Ydd9wRUmvVvXt3mjZtyvz58/H763YZxmgeU/PmzenWrRvWWoqK4tuVSclbAtlSVEpe2GCFFB/0TFkWn4Cq8Ocu2XT3rXSVj9fABRGRKm3ZsoVJkyaFlD3xxBOUlpby17/+1bX/1KlTWb58OTfddBNpaZEbzPr370/Tpk2ZOnUqq1evrijfvn07Tz75JCkpKZxyyikV5aWlpUycOJGUlJSIAw683HvvvXTq1ImLLrqoyv0KCgq44447yMnJ4corr6wob9myZchtRkYGt99+O6tWreKJJ56o2C89PZ2zzjqL3Nxc/vvf/7oSuNLSUs9EtSaifUznnXceGzdu5L777qO0tDRkm9/v59tvv62VeKoTdbOpMaYfcBtwOFAGfAncYq2dE8V92wOXAkcE/joBX1trj4yw/zAgUp3kWmvt7tHGnUwWbnbXWvXIzqRJWXEcoqlais/HFenTubE4tHr5WbuBuw7vRFaafheIiHg57LDDmDBhAnPmzGGfffZhzpw5fPPNN+y3336ce657zZrc3FyOOeYY+vbtW+VxW7RowS233MKtt97K6aefzsknn0xGRgbvvfcev/32G1dffXVF37b333+fRx55hF9//ZWLL76Yrl27Rh1/bm4uDz/8cLWDHMaNG0deXh7PPPNMtfseddRRnHbaaTz77LOccsopFR3+r7vuOubNm8fDDz/M22+/zcEHH0zTpk3Jy8vjhx9+oHnz5rz77rtRx76rj2nIkCF8++23TJ06lS+++IIjjjiC7Oxs1qxZw48//si6deuYP3/+LsdTnaiSN2PMycDrwFYg+HPhfGC2Maavtba6VHNfYAxO0vcTTvIWjdeAuWFl7t6WDcRCjybT/VplQYJWZl2U/ga3Fl9JEb9f7JuKynj5180M3adNHCMTkYRRVlira4nWilpYmH5X5OTkcMstt3D//fczZcoUMjIyGDRoEDfeeKPnBL2pqancfPPNUR170KBBtG3blokTJ/Lqq6/i9/vZe++9ueaaazjttNMq9ps3bx4tWrTgnnvu4cwzz4wp/oMPPpiTTz65yn2stTz33HOcfPLJHH300VEd9+abb2bWrFncdtttvPjii/h8PrKyspgyZQpTpkzhzTff5LXXXsPn89G+fXuOOeaYkMe0K6J5TAApKSmMHTuW6dOnM336dN5++21KS0tp3749+++/PyeddFKtxFMdX3XtyMaYDGAJ0Bo41AbGMRtjegLfA7nW2ioX3TTGdAB6AD9Ya3caY/xEV/N2kbX2uZgekffxugFLP/zwQ7p06bKrh6szI2evYOzC9SFlow/tyB2LA/P1nO93FngO3tZ3mcf2oYW3M7k0tJr/Dx2aMfu00H4VItIwLVq0KKb+Uo3ZqlWrGDBgAAMHDuS+++6LdzgSR9W9b4LXCrCntXZZ+PZo2rb+DHQBpthKE9BYa3OBF4BDjTHuKZMrsdautdZ+bq3dGcX5Gi2vZtP9WsXv12E0rkif7ir7Yu0OFmyq+6HSIiIijVE0yduxgdsPPbbNDNunth1qjLkx8HeKMSaxM5ldtGCTO7fdv3VWHCKJ3pEp8znAI8YJi9Z77C0iIiK7Kpo+b3sHbpd4bFsStk9tGxH2/9XGmMHW2o8j3cEY0xIIn2wscdtKA9YXlLCusCykLD3FR4/dEjtf9fng8l5tGT47dOTplJ83cX+fLjTVwAUREZFaFc03a3A6YveMgL+X7VY74VT4FbgC6A5kBW5vBVoBbxhjqkoWrwGWhv19Vsvx1TqvJlOzWybpSbDc1OC9W5NFaPxbi8t4eYn3RJQiIo1Rly5dsNaqv5vssoRcYcFa+ynwaaWiX4G7jTFbgHHAdcBVEe7+KPBcWFkXEjyBizjSNAm0zEzj3LT3ebb01JDyCYs2MMy4l2kRERGRmosmeQvWrnktCBYs2+qxrS48B4wFPEepAlhrtwBbKpfV9QKxtcGrg//+q+4BJtZ/MDVwefp0V/L21bodzN9U4NknTkRERGommmbTXwK33T22dQ/bp67tBAqAZvV0vnrj1Wy6f0p9Pa27rnfKQg5q7e6f95QGLog0eHW9dJFIQ1Ib75dokrdgc+MAj21/CtunrvUCmgLL6+l89cLv93uuabpfyq9xiKZmfD64tJd7PbgpP2+koLQ8DhGJSH1ITU2lpKSk+h1FBHDWqk1NTd2lY0STvM0EVgEXmkrtj4FJegcDc4JLZBlj0o0xPY0xObsSlDHmYI+ylsCEwH+n7crxE82aglI2F4WONG1CIXv58uIUUc14DVzYUlzO9KWb4xSRiNS1Fi1akJ/vNZ5NRLzk5+fTokWLXTpGtX3erLVFxpgrcZaq+tIYMzWw6Xyc5O+KSrt3BhYBs4B+lY9jjHku7NDdK5VtsNbeUGnbx8aY5cA84DegI3Ai0C4QR/ixkppXf7deKctI9SVXjVXLzDQGpc10rbjwVO4GLuih5bJEGqLWrVuzYsUKALKzs0lPT8fnS/xR8iL1ye/3U1JSQn5+Pps3byYnZ5fquKIbbWqtfdMY8yechemHAeXAbOBf1tofojzX0LD/t61UthyonLyNBfoDf8FZlmsnsAD4F/C0tTa5sppq5G7xWFkhiZpMK7s0/VVX8vbp6u3YLYWYlok9Z52IxC4zM5OcnBw2bdrEsmXLKCsrq/5OIo1QamoqLVq0ICcnh8zMzOrvUIWopwoJTIwbcXLcwD7LAM+fXNbaqH+KWWtHA6Oj3T/Z/ZJf5CozKcnZre/olB/p5fuVRf69Qson5m7gwSMTfq5kEamBzMxMOnbsSMeOHeMdikijoOnvE8ASj+Stu29VHCLZdT4fXJL+mqt80uKNFJc1qApTERGRuFDylgA8k7eU5EzeAIakv0lG2MoQ6wtLeWN5fU0HKCIi0nApeYuzcr+fpdsaVvLW1reVgd3Cl5eFibnrnH+Uufv4iYiISHSUvMVZ3o4SispCJ+zbLSOV1vW2aEXduKSne1ms91ZtZ/nzHSFVAxdERERqSslbnHk2mWZnkuwj7ft3bsGeYf32/MCzJad630FERESiouQtzrxGmu6dvWtDiBNBis/Hxemvu8qfKT2VsnItpSMiIlJTSt7iLFLNW0MwLO0NwsYtsNK/Ox/kaTZ2ERGRmlLyFmcNOXnrnLKek7o0d5U/tWhDHKIRERFpGJS8xVlDTt4ALunVwVX2+vItrCvQQtYiIiI1oeQtjvx+f4NP3k7K2Y3dfaE1baV+mLx4Y5wiEhERSW5K3uJoU1EZW4tD1wHMpIjOzdLjFFHtS0/xMSztDVf5xNwN+P0auCAiIhIrJW9x5FXrtqfvN1KSfZ6QMH/zGHVqtxbxxdodcYhGREQkuSl5i6OGtixWJD1SVtIv9TtX+cRcDVwQERGJlZK3OPKa460hJm8Al6T9z1X28q+b2Vqg2jcREZFYKHmLI8+aN1/DTN7OSPuYlhmpIWU7S8t5cenOOEUkIiKSnJS8xVFjaTYFyPIVcUGP1q7yp62aTkVERGKh5C2OGlPyBt6L1X+3fidzN6j2TUREJFpK3uJkZ2k5q3eGTlTrwxlt2lAd1KYph6csdJWr9k1ERCR6St7iZNk2d61bl2bpZPoa9soDl6S/5ip7/udNFJSWxyEaERGR5KPkLU5WbC92lXVr0XBWVojkvLT3aJoWetltKS5jxpJ1cYpIREQkuSh5i5NVO9w1bF2bZ8QhkvqV7dvB2Xu1cpU/tXhrHKIRERFJPkre4mSlR81b1wa0LFZVLvUYuDBr9XYWbymMQzQiIiLJRclbnHgmb42g5g3gqA7N6OX71VWugQsiIiLVU/IWJyt3uJO3Ls0aR/Lm8/k8By48azdSXKaBCyIiIlVR8hYnjbnmDWBI+ptkEPocrC8s5fXl6vsmIiJSFSVvceD3+70HLDSSPm8AbX1bGZj2iav8KS1WLyIiUiUlb3GwpbiMHWHzmjWhkLZN0uIUUXxcmvaqq+yDVfmec+CJiIiIQ8lbHHg1mXbxrcPn88Uhmvj5Y+p37NUitKnYDzyt2jcREZGIlLzFwUqPJtMuKY1vktoUn99zvdNn7AZKy/1xiEhERCTxKXmLg1VegxV8a+MQSfwNM21JpTSk7Ledpby9QgMXREREvCh5iwOvaUIaa/LWsWk6p6Z+6iqfsGh9HKIRERFJfEre4sBzmpCUxpm8AVyW7h648M7KfM/1X0VERBo7JW9x4NXnratvTRwiSQx/Sf2KPZpr4IKIiEg0lLzFwSo1m4ZI8fk91zudmLteAxdERETCKHmrZ36/33uqkEY42rSyi0wbDVwQERGJgpK3eraxqIzCstDapKYU0Ir8OEWUGDo1y+CU1M9c5eM1cEFERCSEkrd65jlYwbeWRjY/r6fL02e4yt5dqRUXREREKlPyVs800jSyP6d+TTdfXkiZH3hqkQYuiIiIBCl5q2carBBZqq/cc9qQp+0GisvKPe4hIiLS+Ch5q2eeS2Mpeavwt7TXSQtrQl5bUMpryzVwQUREBJS81Ts1m1atQ8omztizlat8/E8auCAiIgJK3uqdlsaq3hX7tnOVffTbNuyWwjhEIyIikliUvNUzLUpfvX4dm7OPb7mrXOudioiIKHmrV36/n992uvu8dW7kE/SG8/l8ntOGPGs3srNUAxdERKRxU/JWj/JLyl0T9DZJ9bEb2+MUUeIalv4GTVJDRy5sKS7jpV82xSkiERGRxKDkrR6t8ah1271puibo9dDal8953Vu7yp/4aT1+v9Y7FRGRxkvJWz3yTN6y0uMQSXK4aj/3wIUfNuzk2/U74xCNiIhIYlDyVo/WFHjXvIm3w9s144iUha7y/2jaEBERacSUvNUj75q3tDhEkjyuSn/FVfbSkk1sKCyNQzQiIiLxp+StHq0pcCccqnmr2jlpH9CK0NUVisr8PJOr9U5FRKRxUvJWj9TnLXZZviL+lv66q/w/P62nrFwDF0REpPFR8laP1OetZq5K/z/CB+Qu317Mm8vU901ERBofJW/1KNJUIVK1vVLyODlnN1f52EVb4hCNiIhIfEXdW94Y0w+4DTgcKAO+BG6x1s6J4r7tgUuBIwJ/nYCvrbVHVnGfNOBG4CIgB1gHvALcZq1NylltNWCh5obv1443V4T2ffswbxuLNhfQq1VWnKISERGpf1HVvBljTgY+BA4CJgHPA32A2caYI6I4xL7AGOCvwMYoY3seuAfIBx4D5gDXAe8bYzKiPEbCKCv3s85jhGQH9XmLyp+7ZHuudzpuoZpORUSkcak2eQskSuOBQuAoa+1wa+1w4A+AP7CtOouAY4Fsa+2BUZzzJOAc4H2gj7X2JmvtaTg1f0cBV0RxzoSysaiU8P71LcmnSZparqOR4vNxdfrLrvJJizeypUjThoiISOMRTebwZ6ALMMVaa4OF1tpc4AXgUGPMIVUdwFq71lr7ubU22qnxLwrc3matLatU/iBOTdzFUR4nYXg2mfqirYQUgGHpb9I8PfSS3VFazjNWz6OIiDQe0SRvxwZuP/TYNjNsn9pyLLAd+KZyobW2AJgNHGiMya7lc9YpzzneUpR0xCLbt4Nh+7RxlY9duE7ThoiISKMRTfK2d+B2ice2JWH77DJjTHOgA7DUWlteH+esD6p5qx0j9mvvKlu2rZg3wgYziIiINFTRDHUM1nDle2wLlrnncai5qs5X7TmNMS2BlmHFXWohrl2i5K127NOyCSelfs7bZceElD82fy2ndwt/2UVERBqehthb/hpgadjfZ3GNiAgT9Cp5q5Fr0l90lX2yejtzN0TbpVJERCR5RZO8BWu6vPqYBctqs82qqvNFc85HgT3D/mq7T17MvGreOih5q5E/pX7NvinuVvzHFqyLQzQiIiL1K5rk7ZfAbXePbd3D9tllgQl41wJ7GmO84qvynNbaLdbaZZX/gFW1FV9NeQ5YUPJWIz4fjEyf5iqf+ssmzyRZRESkIYkmeQs2OQ7w2PansH1qy2dAc6B35UJjTBZwNDDPWhupT1xCUp+32nVh2lu0zkwNKSsu9/PEQtW+iYhIwxZN8jYTp+bqQmOMCRYaY3oCg4E5wSWyjDHpxpiexpicXYzr2cDtHcaYyt/QN+I0mz69i8evd+rzVrua+oq4ct92rvInf1rPzlKvQcoiIiINQ7WjTa21RcaYK4HXgC+NMVMDm87HSf4qr3bQGWc1hVlAv8rHMcY8F3bo7pXKNlhrb6h0zreNMS8DZwNfG2NmAr2AU4GviG5Vh4RRVFbO5qKykLIUH7TzbY5TRA3D1fu154Ef11JSaY63jUVlTFm8kcs9EjsREZGGIKrRptbaN3GaSOcBw4AhwNfA0dbab6q4a2VDK/0BtK30/7M89r8A+BfOlCDXAocCjwB/ttYWR3nOhLDWo79buyZppPpUQ7QrOjZN5/y9W7vKH5m/lnK/Ju0VEZGGKZp53gCw1n4MfFzNPssAX4RtnuVVHKsEZ2H6e2K5XyLy7O/WNB2K4hBMA3PtAe2ZtDi0+dluLeKtFVs5ZQ/N+yYiIg1PQ5znLeF4Jm9Z6XGIpOE5qE1T/tS5hav8wR/XQllhHCISERGpW0re6oHnYIWmSt5qy3UHdHCVfbZmO19tcDdXi4iIJDslb/XAu+Yt6hZrqcYJXbPZv1Wmq/zBH9fGIRoREZG6peStHnhO0Kuat1rj8/m48aCOrvJXl21h8RY1nYqISMOi5K0eeC6NpT5vu65Sn7Zzu7eii29NyGY/8NA81b6JiEjDouStHmwodNe8tVez6a5LbQJTfTDVR0ZqCtd6LFj/3OKNrNaSWSIi0oAoeasHXslb2yZK3mrbpemvsluGe8msR+er9k1ERBoOJW/1QMlb/Wjh28lVHisr/Oen9Wwu0shTERFpGJS81bFyv5+NHomDkre68ff929OE0EEK20vKeWLh+jhFJCIiUruUvNWxLUVllIet1NSC7WSm6qmvCx2apnNJ+muu8kfnr2VHSZnHPURERJKLMog65tlk6tsSh0gajxvSp5BG6PO+saiMibkb4hSRiIhI7VHyVse8k7etcYik8dgjZQ2D095xlT84by1FZeVxiEhERKT2KHmrY+tV8xYXN2VMwhdWlrejhGftRs/9RUREkoWStzqmZtP46JWyjDP2bOkqv3fuGopV+yYiIklMyVsdU/IWP7ce4l4ya8X2Yib/vCkO0YiIiNQOJW91TMlb/Bzctimnps5yld8zZzUl4UOARUREkoSStzrmlby1822OQySN06iMia6ypduKef5n9X0TEZHkpOStjqnmLb4OT13ESV2zXeVjflDtm4iIJCclb3VMyVv8jTq4javs123FTF4cqH0rK3RtFxERSVRK3uqYpgqJvyM7tuaE1Nmu8rs++5LiF9IhtUkcohIREakZJW91TDVvieGOjP+6ypb7O/FM6WlxiEZERKTmlLzVoZJyP1uLQ9fT9FFOK7bFKaLGq3fqQv6a+qmr/O7iiygs1bxvIiKSPJS81aGNHrVurcgnzacF0uPhjowJrrJV/t2ZsGh9HKIRERGpGSVvdch7mhA1mcbLoamW07u5V124e84athUroRYRkeSg5K0Oqb9b4rnjsI74CG0mXV9YyqML1sUpIhERkdgoeatDSt4Sz4FtmnJe2nuu8n//uMazmVtERCTRKHmrQ0reEtOdGeNJ84WW5ZeUc9/cNfEJSEREJAZK3uqQ5nhLTN1T8ri0VztX+biF61i5vTgOEYmIiERPyVsdUs1b4hp1aEeyCF1ZobDMz+jvfotTRCIiItFR8laHlLwlro5N0/l7+ouu8kmLN/Ljxp1xiEhERCQ6St7qkJK3xHZTxiRaE/p6+IGbvs6LT0AiIiJRUPJWh7znedsch0jES0vfdkZlPO0qf29VPh+syo9DRCIiItVT8laHVPOW+K5Kf4W9WmS4ym/4agVl5f44RCQiIlI1JW91SMlb4svwlXJP786u8nmbinjGbohDRCIiIlVT8lZHdpaWszNswfM0H2SzI04RSSRn79WK3ikLXOX/+vY3tmrZLBERSTBK3uqIZ61bkzR8Po+dJa58Ph+PZD7sKl9fWMo9c1bHISIREZHIlLzVkUjJmySmP6TO49zurVzlj85fx5L8ojhEJCIi4k3JWx1R8pZ87uvdmSZhE/cWl/u57suVcYpIRETETclbz7HjcQAAHeVJREFUHfGcJiQrPQ6RSLT2aJHJDenPu8pfX76Vd1ZsjUNEIiIibkre6ohX8tYmMzUOkUgsbsqYRCffOlf5yC9WUlSslRdERCT+lLzVkc1F7uStdaaaTRNdc18B/854zFX+S34RDy9U7ZuIiMSfkrc6srnIPcVEK9W8JYVz096jb8fmrvIxc9awYntxHCISERH5nZK3OrLJo+atlWrekoLPB2OP7EBq2LQuO0vLGTl7RXyCEhERCVDyVke8at5aq+YtaRzQriXD06a6yl9bvpXXlmmVDBERiR8lb3XEq8+bat6Syx0ZE9g9y/2ajZi9gu0lWnlBRETiQ8lbHdnssayS+rwll918O3j0D11d5St3lHDbd7/FISIRERElb3XGe8CCat6Szdl7teL41C9c5Y8uWMf367VOrYiI1D8lb3XEs9k0QzVvycbn8/GfzPtdKy+U++HiT5dTUlLwe2FZISIiInVNyVsdKCwtp7DMH1KWSinN0/V0J6O9UvIYlfG0q/zHjQU8uGALTPU5f6lN4hCdiIg0Nsom6oBnfze24fP5PPaWZHBD+hQObJ3lKr/j+9Xklu8Rh4hERKSxUvJWBzybTH35cYhEakuGr5Sn++5BCqGJeXG5n78VjqbMr7eSiIjUD33j1AHPwQq+bXGIRGrT4e2acX36C67yL8sP4uGSwXGISEREGiMlb3VANW8N1+0ZE9g7O9NVfmvxlSzcVOBxDxERkdql5K0OqOat4WrqK+KZvnvgozykvJgMhn6yjJJyf4R7ioiI1I6oJx4zxvQDbgMOB8qAL4FbrLVzYjjG5cDVQA9gK/Bm4BjrwvYbBjwb4TBrrbW7R3vOePAesKCat4bi2I4tuDZ9Kg+XXBBS/v2Gndz9w2puP7xTnCITEZHGIKrkzRhzMvA6TsI1KVB8PjDbGNPXWvttFMe4D7gJWAyMBboAw4C+xpje1trNHnd7DZgbVrY9mpjjybvZVDVvDcmYjCd5u/Rocv17hpTfNWc1x3fN5qgOzeMUmYiINHTVJm/GmAxgPFAIHGWttYHyccD3gW2HVXOM/YEbgfnAkdbanYHyd3GSwVHAdR53/Z+19rloH0yi8G42Vc1bQ5LlK2JSk9s5qnASlVtKy/0w+KOlzD1zX7I1KbOIiNSBaPq8/RmnlmxKMHEDsNbmAi8AhxpjDqnmGEMD57onmLgFjjEZpyZuiDGmwawd5VXz1lrJW4PTO3Uh/zqko6t86bZiRn6xMg4RiYhIYxBN8nZs4PZDj20zw/apyTE+BNoA+3psO9QYc2Pg7xRjTFJMYa+at8Zj1KEd6ZMy31U+afFGXvxlUxwiEhGRhi6a2q69A7dLPLYtCdunqmNss9aur+YY88K2jQj7/2pjzGBr7ceRTmSMaQm0DCvuUk18tSrSCgvS8KSn+Hi+ySgO3jmVHTQN2XbZZ8s5vF1TeuyWFL85REQkSURT85YduPWqOgqW7RbFMSJVPXkd41fgCqA7kBW4vRVoBbxhjKkqWbwGWBr291k18dUqzfPWuOydsoqxmQ+6yreXlHPOzCUUlZVr0XoREak1CTnPm7X2U2vtBGvtr9bawsDt3cANQDO8BzcEPQrsGfZXXbNurVKzaeMzLO0Nztmrlat8zsZCbph8sxatFxGRWhNNs2kw68j22BYs2xrFMbzuH8sxAJ7DmWbkyEg7WGu3AFsqlxljojh07dmkqUIaHZ8P/nvcHny3dB5L/F1Dto0rOYejf9nEuXu3jlN0IiLSkERT8/ZL4La7x7buYftUdYwWxph2u3AMgJ1AAU7tW0IqLC2nsCx0lv1UHzRnZ4R7SEORnZHKy01uJiPF59p2yafL+Wmzls8SEZFdF03yFuwvNsBj25/C9qnJMQYAG4GfooilF9AUWB7FvnHhOVghMw2f+/tcGqBDUy3/PtI9PmZHaTlnvL+EfI/rQ0REJBbRJG8zgVXAhaZS+6MxpicwGJgTXCLLGJNujOlpjMkJO8YkoBy4xRjTtNIxhgD7AJOttaWVyg8ODyIwinRC4L/Tonlw8eA5WCFTk7U2JsP3a8c5ae+7yu3WIoZ9soxyv9Y/FRGRmqu2z5u1tsgYcyXOUlVfGmOmBjadj5P8XVFp987AImAW0K/SMRYYY/4N/AOYY4x5LbDvOTjNpXeFnfZjY8xynKlDfgM6AicC7QJxPBfTo6xHnoMVMlKdxl5pFHw+HxMz72Je2d4s8u8Vsu3VZVu483utfyoiIjUX1WhTa+2bOE2k83DWIx0CfA0cba39Jspz3YyT6BUDIwPHmxQ4Rvi6pmNx1jD9C87I0tNwVmK4DDjDWpuwbU/eNW8NZvEIiVJzXwEzsm6kebr7LXbHD6uZ/qvXUr4iIiLVizqrCEyMG3Fy3MA+ywDP3l3WWj9Os+cEr+1h+44GRkcbWyLxrHlTs2mj1DNlOc/17cZZM391bRvyyTL23i2Tg9o09biniIhIZAk5z1syizRgQRqnM/dqxaj0p1zlO0vL+eu7v/DbjuI4RCUiIslMyVst81yUXjVvjdrtGf/l9G7hK7bBqh0lnPLeEnaUlP2+AoNWYhARkWooeatl3s2mqnlrzFJ8fib368b+Ke6pDH/YsJPzP1pKmS8Tpvq0EoOIiFRLyVst8xywkKGat8auRUYqbzS5lva+ja5try/fyvDZK9AMIiIiEg0lb7VMAxYkkm4pq3m9yXU0SXWP6Rm/aANjSi6OQ1QiIpJslLzVMg1YkKr0SV3IlD/u6bltdPGVPLVofT1HJCIiyUbJWy3TCgtSnbP2asXDGQ97brvi8xW8vGRTPUckIiLJRMlbLdOABYnGtRlTueHADq7ycj8M/mgpb6/YGoeoREQkGSh5q2UasCDRur9PZy5Ie9tVXuqHMz9Ywse/bYtDVCIikuiUvNWiorJyCspChwymUuq5RJJIiu//27vz+Cire4/jn8lkJjNJCEtYBVeWAwpaFBdUGnfrhtJqveKt1uvV2ta61qW2162vtrcVq1brbXtta1XQohTFXUEFBdwARQgcVtlkSSALmD2Z+8czc42TJ8kkeTKTSb7v14vXk9c5Z545HA4zvzxn8/HXrHs52/9ek7yq+gjnvraO+QrgREQkjqIKD7kOmbIXn8/1xDARgr46ngvdRsGQ3CZ5FXUNnP3aOhZsVwAnIiJfUfDmIdchU195Cmoi6STsq+bFM0dwTMaKJnkVdQ2c/eo63tETOBERiVLw5qEyl21C+vj2paAmkm56Bf28Gr6O8fnhJnlf1jVw1qtreW2LFjGIiIiCN0+5BW+9FbxJgvr5ypl7zii+kWGb5FXVR5j8+npmbyxJQc1ERKQrUfDmIdfgDQVvkrh+oUzmhn/kGsDVNkS4aO4G/ra6OAU1ExGRrkLBm4fKaxuapOX5vkxBTSSd5fvKmBf+IUcPyG6SVx+BKxds4jfLthPRYagiIj2SgjcPadhUvBIbQp2UsdQ1/46PvuC6RVuob1AAJyLS0yh481C5S/CWp2FTaae8oJ/Xwj/hzGF5rvmPrCzigjfWs6+2ab8TEZHuS8Gbh9yfvGnYVNov21fNnDOHMzXzVdf8lzaX8c05lm1f1iS5ZiIikioK3jzkFrzladhUOijoz+DJrDu5MTDdNX/Z7kom/GsV7+9UXxMR6QkUvHnIbdhUc97ECxm+CPcHH+D+44bhdl7Hjso6Cl5cw+NWK1FFRLo7BW8eKnOZe5SHhk3FGz4f3HRYb2adfghhf9MQrqYhwhXzN/Hj9zZTXd905bOIiHQPCt48pCdv0un8IaYs7sf88wyDw5muRR4tLOKbcyyb92kenIhId6TgzUPaKkSS5eiBOXz87TGue8EBfFhUwfhZhcz5vDTJNRMRkc6m4M1D7luFaNhUOkF9FUNzgsw/z/DvI/q5FtlTXc/5b6zn+kVbNIwqItKNKHjzkJ68SdL4QzDDR3imnydOPoiHg78jkOG2lAH+sGIXx8xezfLdFUmtooiIdA4Fbx6pbYhQWf/13e4zqCeHyhTVSHoKn8/HtcGZLDhvFMN8O1zLLN9TydGzV3Pfpzt0KoOISJpT8OaR5oZMfe4PQ0Q8d9ygXJZlX8o5/ndd82saItz6wTa++aJldWlVkmsnIiJeUfDmEfcNejXfTZKrv6+MF0M38sDEYc0Ooy7a+SXfmFXIbz/ZQa2ewomIpB0Fbx7RNiHSVfh8cMO4QXxwwWgO7RtyLVNdH+H2D7fpZAYRkTSk4M0jrosVdCi9pEp9FeP7Z7NkyhhuGjew2WLL91Ry/AuWHyzYRPGX6q8iIulAwZtHyt1OV9CwqaRKdDVqaKaf+yfuz/zwVYzIy3ItGgH+srqYkc+u45EVu6jTUKqISJem4M0j2iZEurJv+pfx6YWHcnPgSTJo2lcBSmvq+cmiLRwxq5BXNpcRiSiIExHpihS8ecR1wYI26JUuJDszg2lZD/FB+Psc2d/9ZAaAwpIqznltHae/spaPi9SHRUS6GgVvHtGCBUkXE/yr+OCC0TwYnEZeoPmPgHnb9nL07NVc+OZ6Cku0X6GISFeh4M0j2ipE0klmho/rg89gLx7L9zPntFh21sZSxj5byCXzNiiIExHpAhS8eaS8tunZkVptKl3d4OwAfw/dy/vhyzlhUE6z5SLAM+tLGPtsIRe9uZ4lGk4VEUkZBW8e0YIFSWfH+lfy7mTDrNAtza5KBSeIe25jKRNmr+aMl9fwxtZyLWwQEUkyBW8ecT0eS8OmkkZ8Ph/fznybwu8exp+zfsV+vl0tln9z217OfGUt454r5LHVxVTUNX36LCIi3lPw5hFt0ivdRSDDx9WB2azLnsL9xw1jkK+4xfIrS6q4asEmhk1fzs2Lt7CuTOemioh0JgVvHnFfsKDgTdJX2FfNTYcPYkP2+Txw7GCGZAdaLF9SXc/vP9vFyH+u5JSX1vD0uj1U6WmciIjnFLx5xO2EBc15k+4g21fNDUcMZaNvAo9l/ZJRvZufExfz9hd7mfrWRoY8tZxr3t3E4p37NDdORMQjCt48oq1CpLvL8tVyZeAFCi86jOdDN1MwuPmNfmNKa+r586pijn/BMuKZFfzio22s3KPtRkREOkLBmwcikYj7ggWdsCDdkD/Dx/mZ83ln8hiWhC/lisw5hPy+Vl+3YW8Nv1q2g7HPFXLozJXc9fEXfLanUk/kRETaSMGbByrqGqiP+/7J8vvI8tWmpkIiSXKk3/K30L1svfRw7gs+iElgSBVgVWkV9y7dzuHPFTL8mRXctHgLb20rp6Zec+RERFqj4M0Drhv0Bv0pqIlIauSHMvlp8ClWfWc4C84bxWUj+5GdmdjHy8a9NTzw2S5OfXktA574lIveXM9jq4vZvK+mk2stIpKeMlNdge7AdZuQoB+aJot0a77MMJPe9jEJ+OP36pg143yeqDuHt+uPIZHB0fLaBp7bWMpzG0sBML2zOHVoHqcO7UXBkF7kh/SRJSKiT0IPuC5WCCh4k54tN+Dn8sDLXB54me0X1PDPmZczs++dLN6Z+FxQW1aNLSvi0cIiAMb2DVEwpBcnDs7lhMG57J8b7Kzqi4h0WQrePOC2WKF30A/aq1QEgCHZAW4IPs0N589g61ODmFV3Cs/n382C7WU0kPgUgxUlVawoqeKP0WBu/5wAxw3K5diBORw7MIfx+WFyApqyICLdm4I3D7g+edOcNxFXwzJ2cX3wGa4/72l2T+/Dy0ev56X3/pfX6yZSTm6b7rXly1q2bCjh2Q0lAGT4YEyfEEf1z2Z8/2yO7J/N4f3C9MnSR52IdB/6RPNAs0/eRKRF+b4yLhuVz2Uf/4zaiJ9FJ5fw+uu383rej1i6u+2PrhsiznFdK0uqeGLtnv9PPyA3yLh+Ycb2DXFY3zCH9g0xuk9IT+lEJC0pePOA+5w3LeQVaYuAr56C/XpRkPUov/7OHyme3od36icw7+C/Mn/1h6yKHNLue2/eV8PmfTW8vLnsa+kH5AYZ3SfEqN5ZmN4hRvTOYkReFgf2yiKQ0fredSIiqaDgzQOuR2PpyZtIh/T3lXFh5jwunHQgbDmIXVNqWPDsWSysP4KFff6TpUXl1HfwIywW1L2x9evpGT4nsDukVxYH9wpyUK8sDuoV5MDcIPvnBhmaE1RwJyIpo+DNA81uFSIinhkYDjjBXOY8mHI/FdNDLDmliA9e/xHv149jSfZZfL7Xm73hGiLw+d6aZu+X4YPB4QDDcgIMzQkyNCfAftkBhjT6Mzg7QH5WJn4FeSLisYSDN2PMScBdwAScTTAWA3dYa5e14R4/AH4MjATKgJei99jlUjYTuAW4AjgA2AU8C9xlre1SJ75rwYJI8mX7qpk0pBeTgk85CZfcSvH0Piwt2MyyudexrMHwac65rCmvocHjE7gaIvBFRS1fVNRCUUWz5TJ8MCCUyaBwgAHhTAaGMukfymRAOEB+lp/8UCb5WZnkhzLpl+VnQDiQ8ObGItJzJRS8GWPOAebgBFz/iCZPBRYaYwqstR8lcI//Bm4D1gAPA8OA7wMFxphjrLUlcS95CrgYWAI8BIwGbgImGmNOstZ2me3XtWBBpGvo7yvjjGF5nBGMfkxd/DMqp4coPGM3K165mJUNw1kx+FpWbV3FpsgQIp18yExDBHZW1rGzsi6h8oEMH1MO6sPjJx1EWEGciDSj1eDNGBME/oSza9lEa62Npj+CE1j9CTiqlXuMxXmK9hlwnLW2Ipr+Gk4w+F84gVms/Nk4gdsbwNnW2vpo+p3APcA1wB/a8hftTM1u0isiKRf2VXPUgByOCrzsJJz1EMwYRUUkizVn7mHtK5OxY59k3Sd/Zm3DAawNHkVRVWLBltdqGyLM3FDCIXlZ/OaYoSmpg4h0fYn8anc6zlOyJ2OBG4C1djUwHTjSGDO+lXtcHn2vX8cCt+g9nsB5EndZdJg05oro9a5Y4BZ1H1AOXJlAvZNGZ5uKpJ9sXzXf6J/NRZnz+MWRQ3g8dA8Ls69k12VHsDdnEssvPJTnQzfzYHAaN44byBT/W0wYkM0A357Wb95BS4v2Oj/UN9ouJfZzvXb/FunpEgneJkWv81zy5saVac895gH5wKFx5fcBHzYuaK2tBBYChxtj8lp5z6TRnDeR7iXXV8m4fmHOz5zP9cFn+P3E/flX+FY+mjKGXTlnUJlzPOv+bSzvhK9m+ikHc1/wQW4IzODiQ/pSkLGEUb2z6M3edr//Sfv1hhlxCx38oaZpbgFdXWXTtPZQsCjSZSUy521E9LreJW99XJmW7rHXWlvUyj2WG2NygUHAZ9bapo+0vl5+aXymMaYP0Ccu+UCAHTt2tFLN9tm7azuZcXNaKot3sLU02rxbt0Jp5lfX9qR5dZ90r0NXrVdXqENXrVdXqIPn9Wogq7yI4XuXMzxUARXPOOVG3whrfgwnbIQ546mOBNl9+gr2vH4WxcfOZs/iGyiJ5LF75O2UrnmSPZE8SvJPo7x4JaWhkQQrt/At/yKm9r/T+fzYXgxzDnbuPXmj896N085dDRlZzs+Ny805+Ot59VVO8Be7Nk5rqP6qXOOfY/dsz30SFXtNW17bnteIpJlG8YrrkyBfJNLyMixjzBs4Q6cjrbXr4vJG4gx7PmGtvbyFe9QAu6y1w1zyrgL+AvyHtfbvxpj9gG3AQmvtiS7lfwXcAZxirX3bJf9unFWxIiIiIulskrX2vfjEzFTUpJM9CDwelxYEDgHW4mxz0lmGAe/iDPtu7cT36enUzsmjtk4etXXyqK2TR23dPn5gCOC6m0ciwVt59Oo2xyyWVuaSF3+P5uaoxd+jpfdr9T2ttaVAqUvWmlbq2GHGmNiPW621n3f2+/VUaufkUVsnj9o6edTWyaO27hC36WpAYgsWYkOlw13yhseVaekevYwxA1q7R3QD3p3AwcYYt/ol+p4iIiIi3U4iwdu70eupLnmnxZVpzz1OBXYDhXHlc4FjGhc0xoSBE4Dl1tpyRERERHqYRIK3uTjj1N8zjZ5/GmNGA5cCy2JHZBljAsaY0caYA+Lu8Q+gAbjDGJPd6B6XAaNwFjw0Xq759+j1HmNM45UWt+AMm/41ob+diIiISDfT6pw3a221MeaHwAvAYmPMjGjWVJzg75pGxYcCq4D5wEmN7rHCGDMNuBVYZox5IVr2Ypzhz1/GvecrxpiZwHeBD4wxc4ExwGTgfZxTHbqiUpwTINzm3Il31M7Jo7ZOHrV18qitk0dt3Qla3SokxhhzMl8dTN+As1nuz621SxuVOQjYCMy31p4U93ofcDVwLV8/mP5nzRxMH8D9YPo7u9rB9CIiIiLJknDwJiIiIiKpl8icNxERERHpIhS8iYiIiKSR7njCQtIZY07iq/mA9cBi4I7YKlzxhjGmpTH+s6y1ryWtMt2EMeY64Ojon1GADwhba5s9jdwY8x2cxUfjgEpgHnC7tXZD59c4PbWlnRvNHW7OGGvt6s6oZ3dgjBmGs9jtHGA0MABn79A3gV9aa5u0rfp0+7SlrdWvvaXgrYOMMecAc3AWYPwjmjwVWGiMKbDWuh5tIe22iabHn4E2bW6vh6LXTTh9uE9LhY0x1wD/g3P+8J+A3sAlwMnGmGPcvhgFaGM7R30KPO+SXuxVpbqpa4HbcHY+eBGnvSfgLH6bYoyZZK1dESusPt0hbWrrKPVrDyh46wBjTBDnP3sVMNFaa6PpjwBLonlHpa6G3dLn1tq7U12JbuRs4CNrbbEx5h2goLmC0RNSpgE7gCNjq8SNMU8CbwH3A9/u9Bqnp4TbuZFP1Nfb5QPgBGvtosaJxpgbgd/j9OFvRdPUpzsm4bZuRP3aA5rz1jGn4xy6+2QscAOIPvqdDhxpjBmfqsqJtMZa+6q1NtHfeL8L5AAPNd7ex1r7Ds5m3pONMf29r2X6a2M7SwdYa2fHBxNRDwEVwImN0tSnO6CNbS0e0pO3jpkUvc5zyZsLXBUto7lv3ukbHeboB2wH5lprt6S4Tj1Fa/39dOB4nGkE0nFDjTE/wTkqcDPwhrW2KMV1Snd1QOO5s+rTnSe+rWPUrz2g4K1jRkSv613y1seVEW8cjjM/JabOGPMAcJu1VpsWdi719+Q6ja/OjwaoNMbcYa19MFUVSnPn4xyvOLtRmvp053Br6xj1aw9o2LRj8qLXcpe8WFrvJNWlJ7gPZ7VeH6A/cB7OB+wtwO0prFdPof6eHBXA3cARQC9gCM450iXAA8aYS1JXtfRkjBkEPAxUA3c2ylKf9lgLba1+7SE9eZO0Ya29NS7pJWPMJ8BnwO3GmGnW2toUVE3EM9G5V/c0StoHzDDGrAI+BP4LeDoVdUtHxpgcnLO5hwJXuax+FI+01Nbq197Sk7eOif1mlueSF0srS1JdeiRr7VacPYXygDEprk53p/6eQtF9I5cBY4wxbv8GEscYE8bZwuJY4BZr7WNxRdSnPZJAW7tSv24fBW8dE9tbbLhL3vC4MtJ5Yqv4clJai+5P/T311NcTZIzJwplzdTJwl7V2mksx9WkPJNjWLVG/biMFbx3zbvR6qkveaXFlpPNMiF43pbQW3V9r/b0ecNs2QDxgjAngzBeqALQ6rwXRtpoJnAn8zlp7bzNF1ac7qA1t3dLr1a/bSMFbx8wFtgLfM8aYWKIxZjTORMxlOiLLG8aYQ6ObIsen34yziOE9a+0Xya9ZjzIT+BK4zhgzMJZojCnA+aKbo73MOs4Yc7gxJiMuzY+zYGc/4F/W2rqUVC4NRNvqKWAy8LC19rYWiqtPd0Bb2lr92lu+SES7K3SEMeZcnAmaZcCMaPJUIAwUWGs/TFXduhNjzIM4AfECnL2B/MBEnKduRThtvSp1NUxPxpjbcc4kBGcn9EE4H8b10bSfNv7yMsb8EHgU5yihmTjzgqbifAHqKKFmtKWdjTHP45zMsginr+finMgwBmcI70Rr7c7k1T69GGPuwVnlWIzTV5t8yTXe4V99uv3a0tbq195S8OYBY8zJfHUwfQOwEPi5tXZpSivWjRhjvgVcDYwHBuIEb5uAV4HfWmu3p7B6aSuBo5oOttZ+HveaC3EO8R6LczRc7BBvt72yhLa1szHmUpxfVMbiHPQdwdkS53lgmrVWE+hbYIx5HLi8pTLWWl/ca9Sn26Etba1+7S0FbyIiIiJpRHPeRERERNKIgjcRERGRNKLgTURERCSNKHgTERERSSMK3kRERETSiII3ERERkTSi4E1EREQkjSh4ExEREUkjCt5ERERE0oiCNxEREZE08n939sXEjJKz7QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sample_size = 1000\n", "sample_count = 100000\n", "chisq_values = np.zeros(sample_count)\n", "\n", "for i in tqdm_notebook(range(sample_count)):\n", " sample = sps.randint(low=0, high=5).rvs(size=sample_size)\n", " f_obs = np.array(list(Counter(sample).values()))\n", " chisq_values[i] = sps.chisquare(f_obs)[0]\n", "\n", "plt.figure(figsize=(10, 5))\n", "grid = np.linspace(0, 15, 100)\n", "plt.plot(grid, sps.chi2(df=4).pdf(grid), \n", " lw=5, color=blue, label='Плотность')\n", "plt.hist(chisq_values, bins=200, \n", " color='orange', density=True, label='Приближение')\n", "plt.title('Точность приближения в критерии хи-квадрат')\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**2.** Равномерное на 4 элементах, а 5-й с очень маленькой вероятностью." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "efe617372786473981e9f90f3546e0cf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=100000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "chisq_values = np.zeros(sample_count)\n", "\n", "epsilon = 0.0001\n", "pk = np.array([0.25 - epsilon / 4] * 4 + [epsilon])\n", "some_distribution = sps.rv_discrete(name='1', values=(np.arange(5), pk))\n", "\n", "for i in tqdm_notebook(range(sample_count)):\n", " sample = some_distribution.rvs(size=sample_size)\n", " f_obs = np.array(list(Counter(sample).values()))\n", " if len(f_obs) == 4: f_obs = np.append(f_obs,[0])\n", " f_exp = pk * sample_size\n", " chisq_values[i] = sps.chisquare(f_obs, f_exp=f_exp)[0]\n", "\n", "plt.figure(figsize=(10, 5))\n", "grid = np.linspace(0, 15, 100)\n", "plt.plot(grid, sps.chi2(df=4).pdf(grid), \n", " lw=5, color=blue, label='Плотность')\n", "plt.hist(chisq_values, bins=200, \n", " color='orange', density=True, label='Приближение', range=(0, 21))\n", "plt.title('Точность приближения в критерии хи-квадрат')\n", "plt.xlim((-1, 21));\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Вывод:** асимптотика ломается, если есть интервалы с малой вероятностью или с малым числом элементов в выборке." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Критерий согласия Колмогорова (-Смирнова) {для нормальных Лиллиефорса}\n", "\n", "$\\mathsf{H}_0\\colon$ Выборка из некоторого класса распределений\n", "\n", "$\\mathsf{H}_1\\colon\\ \\mathsf{H}_0$ не верна.\n", "\n", "`kstest``(rvs, cdf, args=())`\n", "\n", "* `rvs` --- выборка\n", "* `cdf` --- функция распределения (сама функция или ее название)\n", "* `args` --- параметры распределения" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=100000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAFnCAYAAADqsU72AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd5xcVf3/8dfs7G42PSEJJCSEhIR8QkdAQBAIRREQBQFRQAggVpRmRfyJYPuqSFWadAGpgoAgNYgIiJSEhHACIQVCSM+msJtt8/vj3Elm772zO1vvzO77+XjkMdlz25k7t3zuOeeek8pkMoiIiIhIMsqSzoCIiIhIb6ZgTERERCRBCsZEREREEqRgTERERCRBCsZEREREEqRgTERERCRB5UlnQKQnMLP+wD7AJGAI0A+odc5dnGjGRESk6KXUz5hI+5lZFfAL4BtA/9DkVcBY59y6bs+YiIiUjF4ZjJlZW7/0Lc65qV2RFyldZlYBPAYcBEwDLgZecs6tTzJfItJ2ZjYf2BoY75ybHzP9QODv+FLvrzrnburO/EnP1lurKX8ekzYVfyLeAswPTXu9i/Mjpek8fCD2Z+DrzrmmhPMjIl3AzA4F/gZUACc65/6acJakh+mVJWNxzGwacABwoHNuWrK5kWJnZmXAQmADMNk5V59wlkSkA/KVjJnZ54G7gz+Pd8490O2Zkx6vt5aMtZuZDQC+BxwHbAPUA28A1zrnbg3NOxW4Cfi5c+7C0LQLgZ8Bpzrnbs5Jnw9s7ZxLxWx7HDAPeNY5N6W9+cpZZgLwfeBTwGjgo2D9jwAXO+fq21Clu7Eqt6Xv0BY5+681zQLoIM8LgJ3x7bm+AIwI0m4Efu+cawhtKwMscM6NC6WPA2bhqyZyq6sn4PfZn4GfmNkX8fu9jlb2e8728ml2vOTbn2Y2CHDASHKOiSBQvA04Afipc+4Xoe8TOYaCdT0D7AR8wTn3cGhbu+CPlSnA5sBq4FngF8656aF5LyTm2M6ZPg3/4LPxptfKsb0X8AKQCu+bYPphwLnA7viXJ3L3U+Q3zSfmN2kAFgMvAr9zzr1c4HouJP7cHoPfx2OB45xzfw/SxxF8d+DLwG+AzwCDgTnAVc6560Lb2LhMofurPedysNzmwA+AI4O81+FrCy5zzv0ttO0pwXe8BfhV8F0OAPriz4v/c87dn2+ZcHOQ4Ly6K/izoGtlvvOiPczseOAv+GPhC865R/PM1+brb7Bcm68DQA0wxjm3MrSuifjjJUUn3CNaydsi59yYnHlT+NqlM4Ad8SWIc/FB7CXhphs514BtgM8DXwv+vwp4ELjAObc8Jk/jgJ8Ah+J/32rgP/jj6j+heafgj6tcNcAi4B/Ab51zi3LmTwf5Pxx/HRzJpuv51c6521vYHx2mYKwNgpP8X8AuwEzgKvxN+hjgFjP7pHPua6WQLzP7FHA/MAB4CrgH3wB9O+B84A/4G264SncK/iQKV+d2ZVXus/g2WWFH4b9znErgCWA4/oJQBhwN/BrYAzi2wG1fjt+XYVsEn6cCafx+v5K2HQ/VwGU5f++KvzAV6mL8BaMZ51yTmZ2C/20vNrPVzrmr8q3EzPrhA/BdgRNiArEvAbcCTcBD+CBgK/z+/KyZHemce7IN+S5YcIG8muYBVu70Q4O8N+Db8zj8TQZ8QNRWub9JH/w+OQ74vJnt5pyb1Y51YmajiQnEQoYCzwPrgJuBgcG2rzWzSc657xWwnZb2V5vPZTPbAXgSf5w9jd/XA4HPAvebWbNgP8d4fBA7G7gOH8B/EbjPzL7T0vGYs+0B+OtQW8WeF20VnEM3ALXAkc658I09O19H7wttvQ5UAqcDvwuln4k/R9OdmMdw3rLWhP6+AX8tXIJ/EPwI/0Dxc/y5c0CeF5kuxR+Hd+PP34OArwMHmdneuQGnme2KPwaHAo8DtwNj8OfIEWZ2qnPutphtTAeypZkDgEOA7wJHmtlk51xdMK0v8CfgpWA7S/HH0eeAvwTz/jRm/Z1CwVjb/Bp/MN+Fv2k1AZjZT/FPomeY2WM5T37ZJ4sOlRB1dr7MbDP8wd8ff5EJ33xH4W8I5CnROwC4uRurc6eF8xHkZRz5g7FR+JKwHZxztcH8FwD/Bo4xs+Odc3flWTa7/s/iT8SXgY+HJmfPnTSFHw/Z9WaXXRV68p1KgcFYUFL17Tx5wznXEJQqPAJcYWZr8jz9VgL3AZ8Ezgjvk6D09Cb8RXa/UPXNjvgb7i1mNj7notaZvgl8jDzfEzgNf36d7Zz7Uyjv7QnGVscc85fgS96OwJeStkkQiE2j5UAMfEnu/cE82WPpIuB/wHlmdo9z7qVWNpd3f7X1XA4Cu3vxDzSHOecey5k2JPhOF5nZ351zM0KL748vOTsnZ5nfBd/lkmCZha18lwvxpc/5fvuI1s6LQpnZN/A35hTwzXyBWKCt94XsNtp7HXgQ+KaZXZKzrQH4YOgBfIDVKXkk5nwIM7Pjgm07YJ9sAGVmPwTuxAfhv8IHQGH7Ax9zzs3LWd/1wFeBX+KP52zJ2234QOxM59wfc+a/DP8Qc52ZPZ1b2hV4PbR/0/jStD3xge9/g0k1+NL6BaHvNzhY/4/M7JqY9XcKdfpaIPNvzp2CL7Y8L7exdnDwnR/8mft0sST43LrI8jUVX51zSzgQC5ZbHK7GK1E/ygZiAMGT2QXBn6e1tKCZ9QWuwBdpX9TCrG3Z71kVweeGFnOfP28p/I2iFv8SQSzn3Ab8Rf1F4EYzOzq0njT+6fIzwLnOuT/HrOZbQBXwPRd6w8w5NxO4HtgSOLg936UlZrYFvpr5NeDaPLNlSy3f7Ozt58jeND9o64JmtiWtl4hlNQHfDx1LH+Kr+qD1Y7aQ/dUWhwOTgT/nBmJBvlbjSx5TwIkxy1YTKpl0zr0FXIMv2YlbZqMg0D8LX1ryj0IyW+h5UYCz8KWL2WvHOcFDS9w223P9zWrvdeBKfMnjETlpJ+NLff4UnrmDeSzEGcHnBbklWcF2zsV/v1Nzgs9cl+cGYoHz8YHRV4K8A3wCX/35BqHv6Jx7BX8dqgK+UkB+U/hzOgN8mLOexnAgFqRX45u3lNMF17kslYwVbjK+JGl6nsj4ieBz95y01/En9HFm9lfg6UJLD4Kn1rAhnZSvvYPPRwrJS3vlfIcmYBnwNn4fdMdbhw34UrCwacHnbq0sfz7+gnc8QSlhHrPbsN+zBgWfNa3kIZ/T8B3M/hB4r6UZnXPrzexK4A78U+qZwaQUvvroWGA5vu1bnH2Dz0+Y2XYx0ycFn9sD4fY0RwWll2FxaXF+j99X38If53H+i68y+4WZfRN4y3XsZYohOcdtJf73OwRfYnV3voXy2BJ/vG0LPNdKIAaw0Dn3bkz6tOCztWO2kP3VFtnfflSe69GI4HP7mGmvOefCVVngv8t5tP5d/oivbj4L//BYiILPi1acjT8nPhWs60v4Uprvx8zbnutvVruuA865aWY2E38uPxQkn4kPWuOOn47ksRDZ5SJNFZxzi8zsTXxprREtWZ4Ws8yyYJnd8deXWTnbeNo5F9eW7Qn8Poj7DrvmHL8D8b/rtvjgsVnpbFAt/318id0ofICXa3TM+juFgrHCDQ4+P4yb6JxbY2bryQmYnHMfmtk5+BKWRwHMrNDtFVrF0uZ84Yt6wZf6dKW47zDfzI5zzv2vi7e93DnXGE50zq2L2R/NmNm2+BPySefc3UFD0LBsyWFb9ntW9ia2JGZai4Iq5t/g2+JcSisXh2D+P+Aboq/Bl0yAv9Hujy+1ORC4hPgn42HB51mtZG1ATNrnaVsbuI3M7ADgJHypzItmli+4+D2+quELwIxg2fZsMmsw0eN2Ab69TVuDvIvwDyLPA/uZ2bdzq1dixB5LOektHbOF7q+2yP72rf2Ocb99R77Lyfhj8wLn3PxCfs+2nhetWAwc4px7M6iu/AS+mvifMW0j23P9zWr3dQBfOnaNmU3Cl7puB5yTZ96O5LEQg4ENQWlpnA/wwVjc+gs9Tlr8DmwqtY7bxi5Em7O8hC9B3sjM9sa3FeuDDxIfwpfwNrGpHV+fPNvvMAVjhasOPmMbhgYNJPsDK3LTnXPXmNlT+IaJI9nUfmwKvr1GLNfy25Qdzdeq4LPLonzY9B3Mv903Gv9G1pn4It+du3LbwHAzS4cDsqBtRX/8k28+V+F/pzNbmCe7P9t0PAQmBp/h37IQv8a34fmi82+7tjb/H4M8HolvyPpv/MU7DdzgnPuqmd2HbzNyf7g6Cv8SB8Bo51xbq+lae5syVlCd8Uf8vvtRSxtwztXg2wCehG9T8j82lfi2p83Yxrcvg3yMwwdVl+Ev9HF9FObThG9c/Ax+3//OzJ5xzuWrUs3X6DybHnuza8v+aqPs9k50zt3RxmXb+12G4BumzyHaQL0lbT0vWvL57G/knKsOjq1p+LaROzvncs/pdt0XAh25DvwFH3x+G3+MzsE3ao9rEtORPBaiGtjMzIbkCci2DOUj10h8W7O4dNh0nLT4HVrZRu6b/lX4e8+1wCNmdnBOe8AL8I34T3ahFwHM7Me088GyUGozVri38G+ITDbfwD0sW5f8SniCc+5t59y1zrmfO+cuDBoTTkswXy8En0fQDZxzTc659/ANONcAOwUnRVcqxzdKD5sSfL4at5CZHQt8Gt/9RdxFImsOsJZ2HA9sqv5prTF2OG974hu23tFKg+Ls/Mfiq1huds49HPwG2bdI32BTSdg38NXIfw5uhrmyx8r+bclrB50N7AD8OHTji2VmA/GNvVfhux/InmMd4pxrcM69g7/hQWHtUXJd4Jx7MKiuOxFf7XlHvvZHwFgz2yYmfUrwGXvM0sb91QYd+e0/Ftzkw6YEn/m+yy/wb16e2YYmHW06LwqwLPcP59y/8Q3QtyRand/u+wLtvA4EefoI/1B7Gr6a/o95qu86msdCZJc7MDwh2N72wHrig64pMcuMyFlmTmgbU4K2gWEFfQfnXK1z7r/4B6xwe8dscBzXj9x+La23MygYK1DQDuUWfDHlb4PSHgDMbCj+ZAXfDqfY83UL/onjFPNvDDZjZiPzNLbsqC3xT2DraWfj9Tb6dW7QF5SKZQfuvjFm/r74Ko4F+DYieQUlbrfSxuMhuNmeim8n0loborA/4duvFdLFwYhg/vfxN+us7I1mZbbtnnNuGb6d0Wh8lXquK/G/1W/NLFKaaWYpM9uvhQCjrUbhS7ReIn87trBr8P2+fS0IODtbtoqjrT1kL83+x/k+kH4RrOvXeeYvw5ee5R5LI9lU2hXX51579lehHsLfDE8z/2ZuhJlNMrOxMZMGEypFDKpOv4FvSB7XZ9Mu+Lfn7nHOPREzPZ+Cz4sOuAgfnB5lZhur89t7X+jgdSDrj/jr+Dx8VyixuuHelT3ufpH7MBds55Jguzflact5lpmND6X9Cn8tvi1nmRfwL+nsgg+8NzLf5cXX8depvH26hcSd0/ODz2YPH0G1+WEFrrfdVE3ZNj/Gl7achC/deZxNfbWMBG50zt1X7Plyzq0035nh/cBDZvYk/omiL76R5cH49gz52gAUJGhvAf4mMxpfspAGrmnhKa6zLMYf37PM7EE29TM2FrjPxXdrsXnweVTw5NmaC/BPg63u9yAovA7ftqkffviklbFrzW93fBcOiwuY9xr8b/iZ4G2gFjnn7g1eMvmKmd3nnHswSH87uBjdCrxmZk/gn7Sb8H2N7RV8DsXfZDtqUrDubxVyjJjvBuAEfJXrvZ2w/dwG/Gl8FdAXgr9bau9ViIvxpa7nmNmjMe2PZuAbtr9mZo+xqZ+x4cAfnHMvxqyzTfurLYLqvqPx1V93mdkP8NeJ1fjzeQd8W5qj8aNR5PoX/mHv48BzbOpnrD/w3XDD6cCu+KAqX9unfNpyXrSL813FnIh/KetSM3s2p+S84OtvJ10HsnnK9vdXiC67dwXtao/Av9H5ppndjy+JOxRfJTidTW9shv0Lf7zfDazEN+f5OP5lr5/kbCNjZl/B94l5XXBcvs6mfsYqgNPzvKCQ24A/W035Gfz1KvcB5rIgz/ea2T34h6mP4Uvv7qXwvinbRSVjbRDc1PbFX1T74KvdpuKfTE51zp1eKvlyzj2OP9BuwF/Qz8WfqMPwT/CdMdj11cG/q/BPMwvxT4NxbyV1tjr8W3D/wN8EvhmknY/v5Tyff2QDkdYE7SP2wT/JVeEbuZ+Mf6Npami/98G/xfNPYIpz7vo2fRtvBn5ftsjMTsBf7K93zv2zDev/Nr6B7LVmNjyb6Jy7G3+jvAH/FtI38L/nzvjG6V8m2glkR1zjnMtXjbVR0Hj5KnzpTWsvGBQq24D/Z/gb2EH4PomOds7FdX5ZsKA09UR89fYtZjYsNMsq/PH0Ov78PQ3/e3zDOddSVw0F7a/2CNpO7YwvGUrj8/9d/PVmCfAdfKfMYfPwDd+X4UstTsA3rj/WOXdlC5u8KM8NtSUFnRcdFQQ/38YHMXdmS4PbeP3tjOtAe/Le1feuqfhrwoLg/9/FB0g/Bz7pnFubZ7lzs/PgS/DH4oPVfcNBanCM746v1dgJXxJ6OP4tzilx7VMDu7DpnD4H/7LDncDeLqffvqC9bLZt7dHB92nEP3B3ac8DoLEppQeyPEMbiRQja2Foo1JjLQxtJJJlMUOi9XYqGRMRERFJkIIxERERkQQpGBMRERFJkNqMiYiIiCRIJWMiIiIiCVIwJiIiIpIgdfoqIiK9npn1wXdivB2wGb6D2n7OuXMTzZj0CmozJiIivVYwbM8P8Z1RDw1NrgF2cs7N7faMSa+ikrGEBR2U5srgezN3wD3Alc657hjHUUSkN7oZP1Tb68ApwHPB6Bq9mpkdg++YdVf8KAyDKaBj4mBkjAvxo1cMBRbhh967ON/QbO1ZpqdRyVjCcoKx7KC6aWBr/HAMA/DDzUxxzjUkkD0RkR7LzL6EHxrnH8AX9OC7iZm9jh9KaD1+EO0daCUYM7Pd8SMw9APuw48ssQ+wH36g708651Z1dJmeSCVjRcI5d2Hu32Y2Fj8o777Al4C/JJAtEZGe7Cx8TcRXFIhFnIMvoXoH2B54o6WZg+rem/ED3B+bO/C4mV0JnIkf9/jbHVmmp1LJWMKyJWPOuVTMtKvxgzL/0Tl3ZpC2E34g1gPxg6oOBBbjB5692Dn3fp7tHIC/8HwCPxj4CvxTx63OuVvC+WlFs3HnzOxmfPH+gcBW+JN4MvAR8Dhwftz4Y8FAu9/CDyI8Gf9w8DY+8LzMOVef57tMwxefx4l9cjOzgUG+jgUm4KuDZwHXAzc45yLfO2fMwHxODQ9Oa2bjgR8Bnwa2xD9Vvgj8n3Pu2dC8U4GbgJ+Hg/Fg+s0E+9U5Ny0nPXbszSC/s/BPmJGxAdu7v2PydSF+0N1Tgbn46oWP49/O/i/w49wBeHOWG4Af3Pc4YBugHn+Bv9Y5d2vM/Bn8wMM7B9v4AjAa+KVz7sJQPt4HLsAPJFyHHzz4HOfcB8Fv8gv8wPGD8NVRP3DOPVfI923DvlgC/ARfrdMAPAf8xDk3I7TM5sAZwKHARGA4sBo/IPlvnHMvhuYfDVyBL6XYAl96/gHwKPB759yCnHnHsemY/a9zbq+YPJ8O/Dn4M3LsteVcyR1XEz9g/G+Az+CrtOYAVznnrovdeTFyjvlcK/ABwU3A9c65ppj5m50jedbd7LwJzoda/H58HH9dteD7vgXcir/2Rmolguvw+cAUNl1Pn8Efm7NC804N8v7zYFsXA3viz7+XgQsLvTaY2WD8tX5P4NvOuavzfb+c9HG0cF0ohJntiD9X85aM5YxL+m/n3H6haYPw9ymAzZ1z69u7TE+lri2KWzZAyw0UTgFOxt8EbwP+iL9hfQ14ObhwN2Nm5wPTgMPwF83fAw/j6+bPjtluNf7CEf53S8y8uc7GX7BnApcD0/EX6JfMbEIoTwOCPF0K9MUHBNcH3/m3wENmlm5le5fn5O3yfDOZ2Sj8Re/n+ADxz/gL7fBgm9e3sp0FNN8Pz8bNFFxYpgOn4/fBFcDf8aWbT5tZ+CbT2S7HX3Dj8tYZ+zvsCOApfMB5LX6/HIj/rpNC2x8E/BsfuDQBV+GP3wnALWaW74ZdCTwNHIW/YV5ONED+HL6aaWWQj7eALwJPmpnhf/utg+/8MP6NucfNbEwbv29LjgYewt88rsDv6yOA/5hZOCDaE/gpfr89gP9NngMOB54zs8+E5h+K30//Aa4BrsQH0d/Gn1ubxeSnEdjTzPaImfadYHpEB86VofgmFR/Dl3TcCIwCrjWz3+dZpiW3BHm4CL+PJuG/+8XtWFc+m+OP/0OBy/AB5LXAdfjvcxnw9/B5YWafxj90fBH/m/w++Dwefw0+OM/29sSfI43An9h0bXjKzI5qLbPBORQbiLUi73Whk2W/96PhCc65Nfh91A9//nVkmR5J1ZRFKqimPCb4M/dJ+Qp8yUN9aP7s0+4FwDdz0g8Cfom/SewXfivIzLaK2fzqPCU1U4g+teY6AviEc+5/OctcgL+AXoUPBrMuxZfSXYR/MswE86fxF8PTgu9xVcx2shfHS7OlAsHT31l58nUr/on3DOdctkQAM6vCX+hPN7MHnHMPh5bLnh/zQk+nFxIqmQueWO/BB84fd869ljPtJ/iL99Vm9qhzbmmefLabmX0WH5S8jC+lCuvI/s7naOBQ59xTOfn4Nb5k8CyaVy38Gl+ycxdwQrZ0w8x+CrwAnGFmjznn7g9tYxS+BPeAFp6MPwccnC1dMLMU/uJ+aLDuS5xzv8zJ4/n4c+Lc4F9n+BxwlHPuwZztnIQPOG80sx1zSpReALYIN0w2s13wAc2lwGPZdOfcTHxpG6H5L8af7wfjj71cL+FLH79DzjlrZvvhf4f72HR9ydXec2VnfIPr43J+24uA/wHnmdk9caWlLbg5VBp8OTADf8z9pA3raUn2/E7jg+FPO+dqg+39GHgCf806C/hDkN4PH9RXAUfm7ofgHHwIuN3MxjvnakLbOww42zl3ec4y1+AD9z+b2RP5jvH2BmIFXBc6kwWfc/JMn4MvnTb8A1Z7l+mRVDJWJMzswuDfxWZ2K75YeTj+InFXdj7n3MI81Uk34ts+HBpKz5Z8/Tju9Wzn3Hud8gW8v+QGYoHf4qtUDjWzLQHMbCi+SmA2OYFBkJ9G4Dx8UPOVPNvpG3y22sYjqE44BHgs9+YSbKsW/0o7ebZVUeh28KWVw4Ff5QZiwXYW4fdDX+JvgB1iZn3xQfoifLAVnt7R/Z3PX3MDsUC2hGvjk6yZVeADgjrgvNxqJufcSnx1D/jS3TjntVJFcWduNU/w/W4P/qzGV53lyra//FgL62yrabmBWJCPv+CDke2BvXPSV8S9Ieacm46/4UwOHsZimVmVmX2cTQ83cd0u1ONLeY43s+E56d8B3sWXJIbX25FzpQn4fui3/ZBN+/60fN+nQNnA6YMOriefc7OBGGz8vtlrZ+5xeRQwAngkHJAGfz+Mr0r+fMw25hJ62HHO/QsfxA7DB00ROYHYXrQtEGvxutAFBgef+d5EzaYP6eAyPZJKxorHz4LPDLAWXxpwN77NxcY2C8GN7ev4Rv3b4w/m3KC6KrTe7E3gkS7Ic9i0cIJzrs7MXsAHIR/DX0z3wh97dcDPfE1SRA3++8XJ9gVUSBuCfYPPvkGJVlg24Irb1qCcvBS6ne3ybGfbFrYzJc8ykdKQPM4HxuOrSdbFTO/o/s4nHHgDZIP73P6aJuM70JweBKZhTwSfu8dMq8WXiLQ1H9m2Jq8HAWeu7A29M6spp+VJfxbYA9gNXyIGgJkdgW8Pugc+iA9fi0cDC3MTzOyrNK8mXAGc5Zx7Nc+2r8UfG2cAvw6aMByNL7lsipm/I+fKQufcuzHp04LP3fLkMZ+pQUl8Cv87HYOvnv5hK/Nn8Dfw94DHnXNx50NYdcxDJM65V8xsFWBmNiBYV/YYfTLPup4APhvM99fQtOdijkXw++gY/D66MzRtEL6UdG98MHdD619no9auC1JEFIwVCRfTgD+Pu/AX1PfxT2GL2FRyczabnjSyhgIbnHPLOyOfrfiwlfTs082w4HOX4F/BzL99MxpY45xbW8Ai2W0dQP5G/+C7EQkbEXwuacN2WmsXFred1vKWl5lti++s8knn3N3BDSlf3tq8v1sReZp1zjUEwV5uO5vsMRl7fDjn1pjZeuKffpfGvVwREtcPUUO+aTl5rAhP64BCj33M7Cx8e6R1+HZw8/APFhl8ycsuQJ+Ydb2Kb0fVH/9gMwQfkMVyzi02s3uBb5jZb/HV0HX4UvS4kpuOnCsFf/8Chc+jOuBf+OtdIfMDrDGzc5xzN+ZZJnuM5Ms7+MB9KP4YXkcrxzKbAv2479ueffRd/MP2s/jf5Jf4871FBV4XOlv2XMv3W2fTc68b7VmmR1IwVkKCxrhH40sK9smtugmClB/ELLYKGGFmw7shIBvZSvrq0Of1zrl8VVP5bI+/Ub1e4PzZbf3EOferNm5rYvDZ0huV4e3s65z7Txu309rblC25Cl96cGYBeWvP/u4M2Qtu7PERVMP0Jz6wKJXXvQs69s2sHP9maA2wu3OuWVsZM/tEvg0EJWCv5sx7GvAXM0u7mLdRA1fiX6I5Dl/ddodzblWe0tGOnCuFnvuF2vh2ZPCCwtH4Ru97m9nOzrm6VuY/Fn9uXGNm/wiqTMNW4o+vfHkH/0Y0bDqGWzyWY+bP1Z59lMa3vbwO357wvKDdaWvtpwq5LnQ2F3xOyjN9Umi+9i7TI6nNWGnJBgdPxrSh2YNNbalyZatGjuiyXG0yJZxg/vXxbFVpti3Vf/HVJPsFja3b4tPBZ7itUj7Z779/G7cDm6ptCml43JHttIuZHYvfH793zrV0serI/u4Mb+HfzJscvK0Xln2j6pXuy1Knm5InPVvClA2ihuOf9mfHBGL9aVt1XvZlh2PzzeCcewG/X6/Bl/Re2cL6OnIMjzWzbWLSpwSf+apSW+WcW+mcuwFfXWf4RuytzX9dMH8Fear7nXMf4Y/NwWYWaT8YpA0F5uRUd2aP0QPzbL6lY3m/8JuZgSnBZ9w+uto596egqcoJ+BLUW/O8QZvNd6HXhc6WDRAPC08IHrj2wV8HXtvbDT4AACAASURBVOrgMj2SgrHSMj/43Df3pDazYeR/C+6K4PPXFupeIli2M9vNnGTRV+l/gK9WfMw59wGAc24Z/tX1ycD/BQFbOF/DzWzXUNoA/FNiE74PnlYFpQnP4F8gOCsoQQxvayszmxxK2xM4El/tUEh/VDfhn7R/lK9KwMx2C36rztAX/9bdAnzVRV7t3d+dJXjh5BZ8ieZvc3+D4OWCbClMwf1RdRUzywT/xrVx0Slm1qzqL3ibcg/8ixPZN6KX4m8u2+YGpkGJ2aX4YC2cpxHhtMDpwWfeqsrAJfgqtodcqM+zXO09VwJlwO9Cv+1IfPs0KPB8zcf825zZ4rxWS0uD/Tk++HNlC7NmqzAvMT9QeHb5PviqZGh+XD4ILAc+Z76Li9xtHoZvhL80mC9sAqGSKjPbH99/3gp8VxdhG9+8Dl7A+g7+eprvXCn4utAFnsW/ePZJ80Mp5folm/o5W9/BZXokVVOWlpfxRdX7Aq+Y2ZP4dh6H4fsd+oBNxeQAOOeeMt+9xC+AmWb2IL4h6DD8U3gFnfdW2SP4fpLuwbdp2ws/1tgyosXl38WX9H0f/8bXtCD/I/AXrU/i+1A7GzZ2gnge/nX99/GBX+76sm0LxgWNj292mzqaPRHf4PYyfPuZ/+AvcqPwF/i98F0cvBXcIK/EX1SbgK/laXTbTFD1czT+IvyMmT2Hr06uwTdA3g1f5P4xWr95FmLz4POo4Am/NW3a313gx8E2TgJ2MrPH8RfaY/DVNDe6nN63kxAKPgrqADfH34F7zewB/Lm4Pf4Y+gg4LdvuzTnXZGZX4IOU14I2XRl8ScsIfDAULnX5iZkdiT/3P8Dvt73xXRWsJeh2IR/n3J1EG4bnU/C5ElpuBv4Yf83MHsN3Rn0cPrj8gwt1ZFuAbIN88KVTh+FfgnmF5l39ZH0uJ0jcDN8mbkd8qXDcCx5Zl+Mb3B8IzDKzbED0efy1Jtu3HQDOufVmdjLwN+AfZvY3/O89Cd/erxbfm3/cOfkY/mHkM/hagnH4Us0m4KuFBBzOuZvN7HDgODM7PSgxzNXW60Je5vs+y/Z/lr2+Tg6aT2TzMzXn/03BdfoZ4C4zuw//5u6++KGNZhPqlqQ9y/RUKhkrIUFQ8DngavzJcSa+SuFGfJcWsTcQ5/tYOgT/ps/B+Bvy5/DtGi7pxCxehm+XsiO+B+9d8W8U7RXuViMo9j8omH9ekJ/z8B1fVuGfiv6Ys8jUYL3gg5ufhf5l+xjbOvh7XM62FuNvXN/Dd/9xLP6GcjD+5Ycf4d9cBX8x+3hOvgt+CzV4TX0nNpVwnI7v8f7j+IvK6XRu24d/hLtTaCFvbd3fnSroymFffJ9zffDB4dQgL6c6507Pv3S32Tn4fDrPW58t+Rt+n47Cf7cD8d1H7BMTiPwUv+9X4o+J4/A35z0JvUEZeIJN/S2dg/8Nh+LfrNzdOdfiMDVt0cZzJdcqfJXS6/jf9TR8w/RvOOfOa0dWTmHTuX0KPsj5f/j+5OIejs7BXxevxpfG9w3m/3RudxthQantofi3NNfj33D9Br791jnAES7UA79z7lF8UHofPmD4Pv5B415gT+fc43k29xL+ep1tB/Z5fKemhzjnHmhhX4R9Hf+26OVmNjFmesHXhVbsit/3p7DphY8tctIi7VmDt1J3x/d7dyD+ON8Kf5/Zx8WMMdmeZXoiDYckHWZtGJKkA9uYBuBaGKQ2mG8KQelCV+VFeiYzOxsfSH/SOfd8gctcSDAckgsNjdUbWM5wSK2dm72VtTLsmQioZExEJGsKvm+qggIxEZHOojZjUipuLnC++fi+mOZ3VUakZ3LOtTo+oIhIV1AwJiWh0CqgoNH+hV2ZFxERkc5Ukm3GgteWxwDvhxtXioiIiBST1uKWUi0Z2xp4B9+J3vtJZ0ZERESkBWPwfVZOxHcv1UypBmPZzhIL6YxTREREpBiMogcFY4sBbr/9dkaObGlYMREREZFkffjhh5x44okQxC9hpRqMNQKMHDmSMWM6czQfERERkS4TO6KL+hkTERERSZCCMREREZEEKRgTERERSZCCMREREZEEKRgTERERSZCCMREREZEEKRgTERERSZCCMREREZEEKRgTERERSZCCMem9Gmubf4qIiCRAwZj0XukquCPlP0VERBKiYExEREQkQQrGRERERBKkYExEREQkQQrGRERERBKkYExEREQkQQrGRERERBKkYExEREQkQQrGRERERBKkYExEREQkQQrGRERERBJUnnQGRJJUn0lzzcylPPpeNYMr0+wyrB+7DuvLLsP6MbJvOalUKuksiohID6dgTHqtd6prObHmBv77n/c2pv117qqN/9+8bzmHjhnET3cbxbaDNX6liIh0DVVTSq+TyWS4cfZidr1vNv9t2jHvfEtrGrjt7ZXscf9s/rV4bTfmUEREehMFY9KrrKht4Lgn3+X05z5gfUNTQcusqW/i0H+8zSMLq7s4dyIi0hspGJOerbF24+ec1bXsct+b3DdvdZtXU9uY4ah/vsMd76zs5AyKiEhvp2BMerZ0FdyRoj7Vh6OfmMui9fWxs20zsJL/23M0p04axseG9aWyLNpwvyEDJz09jz/OWtrVuRYRkV5EDfilV7jmzWW8uao2dtrUScO4Yp+tGFiZ3pi2oraBw/4xh5eX1zSbNwOc+fx7rK1v4ke7juzKLIuISC+hkjHp8VZkBvOzVz6IpA+pTHN31Q+5acq4ZoEYjbUMqyrnqc8aB205MHadP/7vIh57T23IRESk4xSMSY93Yd3XWLWhMZL+z8O35bjypzYlZNuXBVWbAyvTPPKpMRw1bkjser/2rwWsqYuuV0REpC0UjEmPNmtlDVfXHxNJnzppGHtu3r95YhCE5arq0497lhlTJw2LrOO99fX88KX3OzW/IiLS+ygYkx4rk8lw7ovv0xhqGjmA9fxqz9GbEhrj25JllacaueGTW3Dw6GiV5TWzl/PMB+qDTERE2k/BmPRYjyys5vH310TSz6+8iVH9KjYlxJSIhZWV9+X6VQfSvzx6ynz12fmsr1d1pYiItI+CMemR6hqbOPfFaBXi+IGVnFNxR7vWOb7sA36TW6IWeHdtHT95OfqCgIiISCEUjEnP01jLlbOW8Xb1hsik3+01hqpUXbtX/a3JA9lv5IBI+hUzl/L8h+vavV4REem9FIxJ6cvpZR9gA5X86sWZkdmmpP/HF8bHvxlZqLLyvtyw5lNUpZtXa2aA056dT02BQyyJiIhkKRiT0pdt85WuAuDR99awkuZBV1kKLqu8hFSq5bZhhdi27D1+8fFodeWc6g1cOVO984uISNsoGJMeJ278yC9uM5Rd0m932jbO3nFz9gp3jQH8dvqHrFXfYyIi0gYKxqRHWVvXyEMLogOBf2XbaD9hHZEuS3HD/lsTHsJyxYZGrtTYlSIi0gYKxqRHeWD+amobM83ShrGaT40Z1Lkbaqxlh8Gp2CDv9zOWUK3SMRERKZCCMelR7pwbraI8rvxJKsJFWB2VroJ0FT/dbRShtvys2tDIFWo7JiIiBVIwJj3Gspr62E5eT6h4rMu2OWFQn9ihki6ZsYTVGxq6bLsiItJzKBiTHuPeeasJ1VAypn8F+5ZN79LtXrDbKMpDpWPVdY1c+oZKx0REpHUKxqTHiHuL8ssTNqMslYmZu/OM65fh9MnDI+mXvrGElbUqHRMRkZaVtz4LmNl3gY8H/yYBKaCvc67lEZabr2MK8EwLs7RpfSK5FjZtwb9jesD/8sTN4N0u3ni6ivMX7MVNZf+grmlT4Le2volLZizhlzFDKImIiGQVFIwBlwefC4BqoCPdmD8LTItJVxGCtNtdDZ+OpE0eUsWuw/p2y/bHli3hjMnD+eOby5qlXz5zKefsvAXDqwo91UREpLcp9A5xOPCyc265mU0DDujANqc55y7swPIiEXc0fCaS9uUJQzulx/1C/XjnofzZLWdDTsO19Q1NXKrSMRERaUFBbcacc48655Z3dWZE2mP2qhpeb7JI+pcnbtat+Rg9aCDfKLs9kn7t7GUas1JERPJKogH/JDM7x8x+aGbHmlkn98Ypvc2dc1dF0vYom8W2g6u6PS8/rLiFylCfZis2NHJ7zMsFIiIikEww9mXgD8BvgHuABWZ2fAL5kB4gk8lwZ0ygc0L5PxPIDYwqW8GXJgyNpF/2xhIyma59q1NEREpTd7YqXgZ8D3gYWAgMBz4L/Aq43cwWOef+HV7IzIYQfWFgTBfnVUrEzFW1vLNmQ7O0FHB8+eNdv/HGWt8Tf8hZO23BrW83DxBnrarlqUVrOaSzh2USEZGS123BmHNuFjArJ+k94GozW4gP0M7HvygQdjbws67PoZSiZz5YG0nbf9QAtlzbDU0c01VwRwpOaF7itdvwfuw/agD/Wty8q43LZy5VMCYiIhGJd/rqnHsEX2q2d55ZLgPGh/7t1z25k2I3LSYY+3QRBDxn77h5JO3hhdW8Xa2u9EREpLli6fxoOTAhboJzbjWwOjfNLPrmnPQ+TZkMzy6OBmNTRg2E2QlkKMfnth7CuNQi5mead2lxxcylXLnv2IRyJSIixSjxkrGgTdhEfIeyIgWbubKGlRsam6X1o4Y9RvRLKEebpMtSfKfi7kj6TW6FBhAXEZFmOj0YM7MKM5tsZmND6bvGzFsFXAdUAHd1dl6kZ5u2ODr80b7p6VSmE3/GAOD0igcYUNE8L+sbmrjRrUgoRyIiUowKHZvyR8Dk4M/s5/Vmli2W+F5Op7Cj8ZVEzwJTclZzs5n1A14G3geGAYcAWwMv4bu6EClYXHuxKelXEshJvMGp9UydNIyrZjUfIunKWUs5a8fNSZd13+gAIiJSvAotQvgMcErwb4sg7aSctAEFrONG/BuUB+LfkDwe33D/B8ABzrn1hWdberu87cWKKBgD+G5MQ/75a+v4+4LVMXOLiEhvVFDJmHNuSqErdM7Nx3f1FE6/Arii0PWIxAr69pq5vDraXqy8jD3K3kwoY/G2HVzFZ8cO5uGF1c3Sr5y1jKPHRzuHFRGR3qc4GteIFCro22va4mhB6r5b9KcyVXyN48+KKR175oO16uZCREQABWNSoqZ9GA1kpmw5MIGctO7g0QOxwX0i6dfP7oaOaUVEpOgpGJOS05RJ5e9frAilUim+tt2ISPpNc1awobEpgRyJiEgxUTAmJWdm04Si7V8sotGX4J08oT+Vobcnl9c28OB8NeQXEentFIxJyZnWuHskrZj6F2smaOM2vP8AjhkfHu8erlVVpYhIr1eEdy+RlsUFY8XWpUWcuKrKp9WQX0Sk11MwJiWlKZPh2cbdIumlEIwdMGoAk2Ia8v/5LZWOiYj0ZgrGpKTMXFnDSppX9xVj/2Jx8jbkdyuoU0N+EZFeS8GYlJTY8SiLtH+xOKdMGhZpyL+stoEH1JBfRKTXUjAmJSV2PMoi7V8szvCqcr4Q05D/OlVVioj0WgrGpGTkHY+ySPsXyyeuqvKpRWt5Rw35RUR6JQVjUjJmrqwpnf7FWjBl1AC2VUN+EREJKBiT0tBYy4tLo+NR7pOeUZz9i7UglUrxtcnDI+k3zVlBfVMmgRyJiEiSSusuJr1XuopXXrgskrxP2fQEMtNxp0waRkWoIf/SmgYeXVidUI5ERCQpCsakZLzSNDmStnv6rQRy0g7BsEg01AAwoqKBz4+NtnW7ac6K7syViIgUAQVjUhLqGpt4o2liJH23shIJxoJhkSjvu/Hz1MmbR2Z7eMFqltbUJ5BBERFJioIxKQmzVtVSR2WztM37ljM6tTShHHXcp8cMYlS/imZpDRn4y9srE8qRiIgkQcGYlIRXln8USdt9eD9SqZiZS0R5WYpTJg2LpN/olpPJqCG/iEhvoWBMSsIry6JvUu4+vLS6tIhzakwwNmtVLf9bFg0+RUSkZ1IwJiXh1ZiSsd1KPRhrrGXSkCr23aJ/ZJIa8ouI9B4KxqTo1TdlmL6yJpK++4hoEFNSgkb9p1q0z7E731lJTYMGDxcR6Q0UjEnRe3NVDRsam7ehGl5Vzlb9K/IsUVq+uM1Q+tE82Fxd16jBw0VEegkFY1L0XolpP+Ub75dw6/0cAyvTHFf+ZCT9JqfhkUREegMFY1L0emR7sZBTKx6KpD25aC0L19UlkBsREelOCsak6OXr1qIn2b/sVSYMaj54eAa4RQ35RUR6PAVjUtQamjJMXxETjI3oWcFYKgVTY7q5uMktp0l9jomI9GgKxqSovbW6lppQ4/3NWM3WAyrzLFG6Tpk0jHAruHlr6/j3h+sSyY+IiHQPBWNS1OKqKHdLux7TeD/XVn2b+NSYQZH0m52qKkVEejIFY1LUXlm6JpK2e9nsBHLSDdJVnLLsO5Hke+atYn19YwIZEhGR7qBgTIraKys2RNJ2T/fQYAw4qnwagyqan5br6pu4f576HBMR6akUjEnRamzK8PqKaM/7u5W9lUBuuke/1Aa+OGGzSPotb6uqUkSkp1IwJkXLVdfyUWhIoCGVabZJLUooR90j7q3KpxetZcHaaCmhiIiUPgVjUrTiet7fbXg/emDb/Wb22aI/E2P6HLvt7ZXJZEhERLqUgjEpWr2hs9c4qVSKU2JKx26Zs4KM+hwTEelxFIxJ0eoNwyDlc/KkYaRoXkX7zpoN/GfJ+oRyJCIiXUXBmBSlpkyG13pBz/v5jB1QyYHp/0XSNTySiEjPo2BMitKc6g2sq29eMjSIdZHxG3uyqeUPR9Lumrsy8lKDiIiUNgVjUpRiqyjTb1HW01vv5/hC+dMMCPU5tqa+iQfmq88xEZGeRMGYFKUZMVWUPbl/sTj9U7UcN35oJF1VlSIiPYuCMSlKM1fVRtJ2Lns7gZwkoHHTd59q0bcqn3h/De+vq+vOHImISBdSMCZFaebKaM/7O5bNTSAnCUhXbfzvJ0cOYJuBlc0m+z7HVDomItJTKBiTorO2rpEFoZKfFLBd2bxkMpSgslSKk2P6HLtZfY6JiPQYCsakeATVc2+uqI5M2mZQH/qleudwQCdvGw3G5lRv4MWl6nNMRKQnUDAmxSNdBXekmLkqGnTtOLQqZoHeYfygPkwZNSCSrob8IiI9g4IxKTqzqhsiaTtu1jeBnBSPqTY8kvbXuauoUZ9jIiIlT8GYFJ24xvs7DO3dwdgx44fQv7z56Vpd18iD6nNMRKTkKRiTohPXrUVvLxkbUJHmuG2ifY7drKpKEZGSp2BMisrKzCAWf1TfLK2cBmxw7xkGqZlsn2MNNUyNeavyiUVrWLRefY6JiJQyBWNSVGY1bRNJ2za1kMp0Lz1Ug5caKO/Lfs8MZnyoz7GmDNz29sqEMiciIp2hl97hpFjNbJoQSdsx3Us6e21FWSrDKXF9jrnl6nNMRKSEKRiTohIbjPWWnvcLcPKEaBcXrnoDL6nPMRGRkqVgTIrKrEYFYy0ZP2QQU9L/i6SrIb+ISOlSMCZFI5PJxJaM7VD2bgK5KV5Tyx+KpKnPMRGR0qVgTIrGkpoGVjCkWVqfdIoJqfcTylFxOqb86dg+xx5Qn2MiIiVJwZgUjbjOXrcbUkV5qjGB3BSvAama2D7HbnTLE8iNiIh0lIIxKRqzVqnn/UKdatG3Kp9atJb5a3vnYOoiIqVMwZgUDfW8X7j9Rg5g4qDmHeFm0ODhIiKlSMGYFI24asodh1YlkJPil0qlYkvHbp6zgib1OSYiUlLKC5nJzL4LfDz4NwlIAX2dc9GijNbX9XXg28C2QDXwMHC+c25pW9clPUcmk4mtplTJWH4nbzuMn778Hk2kN6bNX1vHtA/WctDoQQnmTERE2qLQkrHLgZOAKnwA1S5m9hvgGqAPcCXwNDAVeN7Moi2Spdd4b309a+ubd83Qv7yMsQMq8ywhYwZUcmj6xUj6jU5VlSIipaTQYOxwYIRzbhwwvT0bMrMdge8DbwAfc879wDl3AnAaMBH4aXvWKz1DXBXlDkOrKEulEshNCQgGED+t4u+RSffNW8XqDQ3dnSMREWmngoIx59yjznX4vflTgu39yjn3Uc66bwXmACebWUHVptLzxLYXUxVlfmnflu7I9L8Y1ifdbFJtY4a/zl2VRK5ERKQdurMB/37B51Mx054ChgHbd192pJjEthdTtxat6pOq56Rtow351eeYiEjp6M6SqInAWufcsphpc3PmmZE7wcyGQKhbdhjT+dmTxDTWxnZrsYNKxgpyqg3j8pnN3395edlHvLGyhp20D0VEil53lowNAtbkmZZNHxwz7WxgXujfc52eO0lMY6oPby5fGUlXtxaF2WVYP3Yb3i+SfpNKx0RESkIp9DN2GTA+9G+/FpeQkjJv7QZqaR54DaWaUf0qEspR6Tktps+x295eSV2jBg8XESl23VlNuQZfOhYnmx7pNsM5txpoNgKymXVuziRRsVWUZe+SSh2UQG5K05cnbMZ5L77PhsZNHb4ur23goQXVHBMzjqWIiBSP7iwZewcYaGYjYqZNyJlHepnYNynL5sbMKflsVlXO0ePCTSvh+rdUVSkiUuy6MxjLtvM6OGbawcAK4M3uy44UizfjBggvezeBnJS20214JO3x99do8HARkSLX6cGYmVWY2WQzGxuadAvQBJxvZv1y5j8ZP8TSrc459VTZC81eHa2m3F7BWJsdNHog41PvN0vLoB75RUSKXaFjU/4ImBz8mf283swag/9/L6dT2NHAbOBZYEp2Hc65mWb2e+AHwGtm9mAw7/H46smLO/A9pEQ1ZTK4mGBsu7J5CeSmRDXWQtqPVnBGxQOcX3dms8k3vLWc/7fbKMrLNJqBiEgxKrRk7DP4HvRPAbYI0k7KSRtQ4Hp+BHwDqAO+CxyCLzHb1zmnLsN7oYXr6qjJaXQOMKiijJEpleYULF0Fd/hAa2r5Q6RDMdcHH9Xz6HvtHlJWRES6WEElY865KYWu0Dk3H4h9BHfOZYBrg38izI55k3K7oX1JfRQzs7RqVNkKjtx6CA/Mb/YCMtfPXs6RW0cb+IuISPJKoZ8x6cHi2ottN0SdvXbEGZOjDfkfea+aRevrEsiNiIi0RsGYJErBWOc7dMwgturfvMPcpowa8ouIFCsFY5Ko2THdWmynYZA6JF2W4vSY0rEb3lpOUyYTs4SIiCRJwZgk6q2YkrHJKhnrmMZaTps4kPDLkwvW1fHE+/mGhxURkaQoGJPELKupZ8WGxmZpldQxfmCfhHLUQ6Sr2GrwQA7banBkknrkFxEpPgrGJDFx7cUmlS1Uf1idJK4h/4PzV7Pko/oEciMiIvkoGJPExHZroc5eO80RYwczql/zhvwNGbjRqXRMRKSYKBiTxMS1F9supWCsUzTWUl6W4tRJwyKTrp29nMYmNeQXESkWCsYkMXHVlJPLFiSQkx4o6JX/jO2Gk6Kp2aQF6+rUI7+ISBFRMCaJie1jTNWUnWrcwD4ckf53JP1Pby5LIDciIhJHwZgkYl19IwvXNe8RPgWYSsY63bcq7o2kPfbeGuau2ZBAbkREJEzBmCTCxZSKjRtYSd+UAoTOdmj6BcYPrGyWlgGuVemYiEhRUDAmiVBnr92nLJXhm9uPiKTf4JZT09AUs4SIiHQnBWOSCI1J2b1OteH0STfvv23lhkbueXdVQjkSEZEsBWOSiNg+xob2TSAnvcPwqnKO32ZoJF0N+UVEkqdgTBKhkrHu960dNo+kvbR0Pa8sW59AbkREJEvBmHS7+qYMb1erzVh323NEP3YbFt3HKh0TEUmWgjHpdu+u2UBDqAP4EamVDKsqTyZDvUQqleJbO2wRSb/jnZWs2tCQQI5ERAQUjEkCYqsoNQxSt/jyxM0YXJlullbbmOEmtyKhHImIiIIx6XazV9VE0rYrm9/9GelNGn0A3K+8LHa8yqtmLdV4lSIiCVEwJt1OwyAlIBirEojtc2ze2jr+vmB1d+dKRERQMCYJiO3wVSVj3WbSkCoOjxmv8rKZSxPIjYiIKBiTbpVpqIkNxlQy1r3Orrgzkvavxet4dflHCeRGRKR3UzAm3WpRbZq19c2H4OlfXsZWqSUJ5ah3OiT9EtsP6RNJv/wN/Q4iIt1NwZh0q7j2YpOHVJFKxcwsXSaVgrN3inZzcefcVXz4UX0CORIR6b0UjEm3Us/7xeOkbYcxjOaN9uubMlytTmBFRLqVgjHpVrGN9xWMJaJveRlfr7g/kn71m8uobWiKWUJERLqCgjHpVrF9jA1VMJaUb1XcQ3moinhZbQN3zl2ZTIZERHohBWPSPYJOR99UNWVRGV22jC9O2CySftkbS8lk1AmsiEh3UDAm3SNdxYrbh7C0pvkYiOUpmDhYwViSztpx80jajJU1TFu8LoHciIj0PgrGpNvMbhoXSdt2cBUVZXqVMkl7bt6ffcqmR9IvmaFuLkREuoOCMek2s5vGR9K2V3uxonB25R2RtEcWVjNzZbSNn4iIdC4FY9Jt3mzaJpKm9mLF4ej0NMYNrIyk/3b6hwnkRkSkd1EwJt0mrppy+6F9uz8jElGeauR7O0c7gb3jnZUsWLshgRyJiPQeCsak26hkrLidasMZzqpmaY0Z+MMbGkBcRKQrKRiTbrG2rpH3MiObpaVowhSMFY1+5WWcVfnXSPr1s5exvLYhZgkREekMCsakW8T1vD8+9QF9y3UIFpNvVdxD/9BvUtOY4aqZKh0TEekquhNKt4gbk3L7sncTyIm0ZLPUGr623fBI+pWzlrK+vjGBHImI9HwKxqRbvBk3DFLZ/O7PiLTq3J22iPT9tnJDI39+a3lCORIR6dkUjEm3UMlY6RgzoJITJ0aHSLpkxhLqmzREkohIZ1MwJl0rOyblqpgxKcvmdXdupEA/2CXazcV76+u58x0NIC4i0tkUjEnXSldRe3sf3o3pq0rVlMVru6F9+fzWgyPpv379QxpVOiYi0qkUjEmXm9M0lvD9e3T/Cgal1ieTISnIj3YdGUl7a3Utd7+7KmZutF3xIwAAHoFJREFUERFpLwVj0uVix6RU/2JFb+8tBnDgqP6R9IteXazSMRGRTqRgTLrcmzHB2HYaBqkk/Gz30ZG0t1bXcpdKx0REOo2CMelyszMqGStVB2w5kAPTL0fSL3rlA5WOiYh0EgVj0uVix6QcqmCsVFxYeV0kzVVvUOmYiEgnUTAmXaqhKcOcprGR9O1VTVncGjd1RbJ/+jUO2nJgZBaVjomIdA4FY9Kl5q7ZQD0VzdKGs4rhVeUJ5UgKkq6COzb1wv+z3UdFZnHVG/jrXPU7JiLSUQrGpEvFDYOknvdLz/6jBnJQ+r+R9IteXUyDSsdERDpEwZh0qbhhkNTZa2mKazs2R6VjIiIdpmBMulTcMEgqGStN+6Vf5+DR0bZjP39lscasFBHpAAVj0qVUMtaz/Gy3aNuxd9Zs4PrZyxLIjYhIz6BgTLpMU0MNs9VmrEfZb9RADokrHXt1MWvrGhPIkYhI6VMwJl1mYU0ZNY3Nq68GVpSxZUqlKKXsN3tGe+VfWtPAJTOWJJAbEZHSp2BMukxse7GhfUmlYmaWkrH7iP58qfyfkfTfz1jChx/VJ5AjEZHSpmBMukxsezENg9Qj/LLyT1SUNY+q1zc0cdGrixPKkYhI6Sq4500zmwL8DNgDaAReAM53zr1W4LLPtDBLX+dc9M4tJS22j7GhVfBBApmRTrVN2SK+uf0Irpi5tFn6dbOXcfaOmzNJQbeISMEKCsbM7Ajg70A1cEuQfALwvJkd4JyLjiQc71lgWkx6Q4HLSwlRyVjPdsHHRnLTzHdZy4CNaY0ZOP/lRdz7qQkJ5kxEpLS0GoyZWSVwDVALfMI554L0q4BXgmm7F7i9ac65C9uXVSklTZkMb6yMKxnTmJQ9xYi+Ffyw8lYuqPtWs/T75q3mxSXr2HuLAXmWFBGRXIW0GfsUMAa4LRuIATjn3gJuB3Yzs491Uf6kRM1bW8e6+qZmaQNZx7iBlQnlSLrC2RV3MKpfRST9By8tIpNRR7AiIoUoJBjbL/h8Kmbak6F5WjPJzM4xsx+a2bFmNqjA5aTETF/xUSRtp7K5lOlVyh6lf6qWn8cMIv7ch+u4+91VCeRIRKT0FBKMTQw+58ZMmxuapzVfBv4A/Aa4B1hgZscXuKyUkBkrolWUu5TNSSAn0tVOteFMTs2LpJ/34vusq1dHsCIirSkkGMuWXq2JmZZNG9zKOpYB3wMmA/2AsUC2ocntZvbJfAua2RAzG5f7D19tKkVsekx7sV3SbyeQE+lq5WUpLulzWSR90fp6fvXahwnkSESktBTctUVHOOdmAbNykt4DrjazhcDDwPnA4XkWPxvfpYaUkLhqyp3LFIz1VIeXP89nxw7m4YXVzdIvmbGE02wYEwfrLVoRkXwKKRnLln7Fte/KplXHTGuVc+4RfKnZ3i3MdhkwPvSv0DZqkoA1NeuZt7auWVoK2KnsnWQyJN3isn22opLmv3tdU4azX3g/oRyJiJSGQkrGsnfQCcCroWkTQvO0x/Kc9UQ451YDq3PTzKwDm5Ou9kZ19C26CYP6MKApWnUpPceEQX34fsVt/LL+9Gbpjyys5uEFq/ns1kMSypmISHErpGTsueDz4Jhph4TmaRMzG4Jv/L+gPctLcYqtotxM/Yv1Bj+uvImt+ke7ujj7hfepbWiKWUJERAoJxp4E3ge+YjlFUmY2GTgReC07JJKZVZjZZDMbm7sCM9s1vFIzqwKuAyqAu9r/FaTYzIhrvD9MwVhv0D9Vy+/3jr5fM3fNBv7wxpIEciQiUvxaraZ0zm0ws28CDwIvmNkdwaQT8MHcN3JmHw3Mxg97NCUn/WYz6we8jA/shuFL1bYGXsJ3dSE9xPS4bi2G9UsgJ5KE47YZyjWzl/PMB2ubpf/i1cV8ecJmjB/UJ6GciYgUp0JKxnDOPYwPnmYAU4GT8UHUvs65/xawihvxb1AeiH878nh8w/0fAAc459a3OedSlPINg6SSsd4jlUpx5T5bkQ7171vTmOFrzy1Qz/wiIiEFd23hnHsGeKaVeebjX5wLp18BXNHWzEnpeXfNBtaH2gYNYh1bD9AwSL3JDpv15cwdNufymUubpT+5aC03z1nBqTY8oZyJiBSfgkrGRArSWBtbRblz2dukNAxSr3PRHlvGNuY/94X3WfxRfQI5EhEpTgrGpPOkq5j+7I8jyep5v3caVJnmmv22jqSvrmvkzH8vTCBHIiLFScGYdKoZTdtG0tTzfu91+NjBnDRxs0j6/fNXc58GEhcRARSMSSebHhOMaYDwXqixduPnpftsxYiqaPPUbz+/kFUbGro5YyIixUfBmHSa6rpG5mdGN0tLATuWzU0mQ5KcdBXc4dsJDq8q54p9torMsqSmgfM0VJKIiIIx6TwzYnrenzi4D/1TtQnkRopCEJQdP2EoR6b/FZl805wVPLRgdcyCIiK9h4Ix6TSxPe9rGCTB9z32pz6/YVBF9JJz2rML9HaliPRqCsak06jnfWnJmLKl/C5mqKTltQ1MnTafJnUGKyK9lIIx6TQaIFxac8bk4Rw+ZkAk/fH313BFqINYEZHeQsGYdIrGpgwzV0XbhmkYJMmVSqW46cBt2Dy1IjLthy8tig3oRUR6OgVj0inmrtnAR6FhkIZUphmrYZAkZPO+Fdzc5+eR9LqmDCc8PY+a0HEkItLTKRiTjmusZXpM4/2dh/XVMEgS67Dy//CdHUZE0t9cVcv3X1R3FyLSuygYk45LVzHj2fMjyWovJi357V5j2LHsnUj6H99cxr3qnV9EehEFY9IppjdNiqTpTUqJaNzUrrCqvIw7+vyEPulo6empz87nzVXR0lYRkZ5IwZh0ithhkFQyJmHpqmZ/7pSey2/3inZ3sa6+iaMfn0t1XWN35UxEJDEKxqTDFq2vY2FmVLO0MhrZQcGYFOA7O4zgqPQzkfQ51Rs45Zl56n9MRHo8BWPSYc9/uC6StmvZHPqV6/CS1qVSKW6puhAb3Ccy7cEF1fzqtQ8TyJWISPfR3VI67Pkl6yNp+6anJ5ATKVWDUuv526cnMCBmuKT/978PeHRhdQK5EhHpHgrGpMPiSsY+WfZ6AjmRUrbdoBS37j86kp4BTnh6HnNWa8B5EemZFIxJh6yrb+T1mF7TVTImbZau4ugJm/PjXUdGJq2ua+SwR99maY0GFBeRnkfBmHTIS0vX0xhqXz1uYCWjy5YlkyEpeRfvsSWfHt0/kv7u2jo++9g7rK/XG5Yi0rMoGJMO+XdMFeW+W0QHghYpVLosxR0HT2R8KtoT/8vLPuJLT82joUlvWIpIz6FgTDrk+cVrImn7jlQwJh0zrKqcR/uexWZ90pFpDy+s5sznF5JRlxci0kMoGJN2a2jK8MKyaC/pn1QwJp3Ayhbw90MnxvbQf+3s5fzmdXV5ISI9g4Ixabc3Vtawrr6pWdpg1rLD0Ko8S4i0orH5G5P7jhzA7QeOJ264+fNf/oDrZ6ttooiUPgVj0m5x7cX2Sc+gLBV36xQpQLoK7mh+/ByzzVAu/UR0yCSArz23kBvfWt4dORMR6TIKxqTd4voXU5cW0qmCkrKzdtqCcyv+EjvLV/+1gFvmrOjOXImIdCoFY9IumUyGfy+J6ew1rc5epRPllJT9rvJyvjRhaGSWDHDqtPncpoBMREqUgjFpl4XVa1m0vnkHnOUp+HjZrIRyJD1dWSrDrQeO5wvjhkSmZYCpz87njndWdn/GREQ6SMGYtMvzyxsiabuP6E+/1IYEciO9RUVZijsPHs/ntx4cmdaUga88M4+bndqQiUhpUTAm7RLf2Wu013SRzlZJHXcfsg1Hjh0YmdaUgVOfXcCvX1usfshEpGQoGJN2iR0cXP2LSVdrrIV0FZV3pbnnoDEcMTZaQga+24vv/uc9GtVTv4iUAAVj0marNzTwxspoZ6/7aBgk6WrpTX3Y9ansx70rduCwrQbFznrVrGV86al3qW1oip0uIlIsFIxJm724dD3h8oaJqYVs0a8ikfz8//buPT6uss7j+GcuuTfpjbaSBlp6yYPlIlAoVHRpqSKI2nVFSkFB0a4g6gqLIBWhyr6UlyKCsGuFfanFFmxhF0GgUItLl15soWTthfZp0/SWXtPapJfcmkn2j3PGTjInM5NkMjPJfN+vV15n+pxznjx5+svkN+c853kke+X7mnnxqrHcEHzDc/8L22u5evFWjjRFj3EUEckUSsaky7zGi2lKC0mXvICfBXn38+1zh3vuX7bvOJNe3MwGj6u5IiKZQMmYdJkme5VM4/e18eik0/jppBGe+yuPNnHZHzbzfNWRFLdMRCQ+JWPSJQ0traw+eCKqXFfGJN18wQLuvqCM+VNHE/RYketESyvXL63i3tXVtGhgv4hkECVj0iWv7aqjIdT+D9nQvADGtzNNLRJp76bxQ3n1mvGUEH0FF+Anfz3ANYu3UtNw0nO/iEiqKRmTLnluW/QM558aNQitDS4ZwV3L8qqyEt4pvJkJg/M9D1u65xjnvfA+r+2qS2XrREQ8KRmThB1tDvGqxx+vmR7rBYqkRcRaluX+XfzlU6P53FnRyycBHGho4drXK7n97Z2cOBlKZStFRNpRMiaJCTXy0o5aGjvcohyWH2TaSO95nkTSrbigiOcPjuPHk0biw3u+sbmbDnHRf29ijcdYSBGRVFAyJokJ5PPc2wuiij8/ZjBBv+5RSuby+eC7F3yA1/O/yZC8gOcxW+qa+PBLm7lvzR7qNUmsiKSYkjFJyKHGFv4UujSq/AbdopQ+4qrgatZfN4FPlHlfyQ21wcP/t58Jizby8o7aFLdORLKZkjFJyAtVR2gh2K6szLefy7UepfQhpUW5LL5mHE9efgb5Ae8rujuPNzN9yTY+83olO441pbiFIpKNlIxJQryeorwhuAS/HqOUviTUiK+1iTvOGU7F5yYw0f9+p4f+cVcdExZt5IF393K0WQP8RaT3KBmTuKqPN/P2vug5m2Z2sh6gSMaKWGj87EH5rCr4MnMmnk4uzZ6HN4TaeOi9fYx5bj0/X3dAi46LSK9QMiZxLao6ErUwePnAPC7027S0R6RHIqa/yPGFeHBiKRsKZ3BVJ2PJAA43hbjrL9WUL9zAb+whzeAvIkmlZEzi8rpFOXPsEE30Kv3GeP9uXr9mHIuuLKO0MKfT43afOMmty3ZiFm7gPzYe1JOXIpIUSsYkpq11jbxbUx9VfsO4IWlojUjv8fl8fH7cCDb7JnPXuUPJiTFlS9WxZu5YsZtRz67nh2v3crixJYUtFZH+RsmYxPT7rQejyi7wW84e5L3MjEhfV+yr52cfHs2W/E9xS/nQTieLBWfKlwfX7uOMBev42v/uZG2NJo4Vka5TMiadamtr47mqY1HlGrgv2WC0fx+/nTKadQUzmX5mccxjG0JtPLX5EBe/uJmL/ut9fvl+DXV6AlNEEqRkTDo1f+vf2FTbGFV+g5IxySLnBrbxh6vLWTnd8MnA8rjHVxxu4OvLd1E6fx1f/PN2XtlZS3NIY8tEpHNKxsRTTcNJ7ly1O6r88hFFnOk/kIYWiaTX5BEDeLXg26y7bgI3B18hGOcBlvqWVuZX/o1Pv7GNEb9bx61v7WBJ9VFO6klMEelAyZh4unNVNYebom+zzL7w9DS0RiRznDekgHn5c6i6vpy7zhtOcU78t9Ha5hC/2XKYT7y2lWHP/JUZS6uYt+UwBxtOpqDFIpLpgvEPkWyzeFcdCyqjp7OYEVzCJ8+cmIYWiWSeMwYW87PtJfxg5nEW7mjg6U0HWV3TEPe8uuYQi6qOsKjqCD7gkmGFXFVWwpTSYiaPGEBhUJ+RRbKNkjFp5/jJELct3xVVPjgvwOOBR4D7Ut8okQw2IL+Ir7w3gK/MaGBdbStPvzyH3/lmUtccf5xYG7Cmpp41NfX8W8V+cvw+LhlWyJTTi/nIBwZwyfAiTsvX27RIf6ffcmnn/nf2sut49NIwj15Wxoi10VfLRMQVyOf8ofBE3k/56fUP88azV7Jw5K95edseTlCYUBUnW9tYeeAEKw+cmiLjrOJcJg0r4pLhRUw8rZDzhhQwVAmaSL+i32j5u9UHT/CLDdHzik0LrOaW8otgbRoaJdIH5Qf9TA8uY/q0MdTvn8Brk/exsPIQb+w5zrGTXXuycvuxZrYfa2Zh1ZG/l5UW5nDekALOH1LAOUMKMAPzKB+YzxAlaSJ9UsK/ucaYKcCDwMVACFgFzLbWVnShjq8BdwDjgTrgFbeO6AxAUmpJ9VG+umxH1BqUBQEfv8r7ET7f19PSLpG+rtDXxHVjBnPdmME0L8hh+VWHeXXJg7xWeCub67wXKI9nb/1J9taf5I3qo+3Kh+YFKB+Uz7iSPEYX5zFqQC6ji3MZXZzHGUU55AY0Hk0kEyWUjBljrgVexkmg5rnFNwIrjDFXWGvfSaCOh4F7gS3AE0AZ8CXgCmPMJGvtkRinSy851NjCnSt3M99jwD7ADy8uZezGPSlulUj/lOtr4cqRJVyZ9xg/m/FzquaX8ebECpatmstbedPZc6JnT1cebgqx6sAJVh3wXglgWH6Q0qIcRhbmUFqUS2lhDiMKggwryGF4fpDh7uvBuQECMZaDEpHkipuMGWNygblAIzDZWmvd8idxblzNBWI+YmeMORf4DrAeuMxaW++Wv46T3H0fuKv7P4Z0VWNLK89XHeHOVbs9p7AAuOi0Qr593gjYmOLGiWSJMf49jPngMGZVPEDb9XdTVe9n2YvXs3zU47xTuZqNreOirlb3RE1jCzWNLfz1cPynPgflBhiSF2BofpDBeUEG5QYoyQ0w0P0qyfFTnBOgODfAgKCfATl+BuQEKAr6KQz6KXC3+QEfPp8SO5FYErky9nGcq1i/CidiANbazcaYBcAsY8yFcW5X3oIzp9mPwomYW8czxpjvATcbY+6x1mbMarttbW1UHWumtiljmuQp/Ebd1nbq3204A4GbQq00hZxtQ6iNyrpGNhxpZP3fGtha10goxrv8YOqYN2UCQX06FkkJX7CAsSUwNudlbp3yEuw9i+Ofb+G931/CmvNf492aetbveBfbNjbm726y1DaHqG0OUXWse7dSw3xAfsBHftBPfsBJzvIDfvICPnL9PvICfnLd17l+HznuV27A//fXQR/O1u8j6PMRcMsCHq/9ELX1u/v9PvD7fPjcssjXvsjXnNoH4HPLwsf4OpSFf87I42n371Pvo5HvqB2P7+wcr3MT6feEjkvyW3xf/YtxVnFeWsdcJvKdP+pu3/TYtxSY5R4TKxmLVcebwO3ABGBdAu3pdfvrT3L14q0JfXrsj6aWFvOr2s8yfkj0FBcikjoDcgL8Q6CCf/jQB5yCZ8fSNCPEpmc/yPpLV7JhxQ/YMvJf2LJrLZWMozkDZ/dvw1m7syEUwhluLJJ5/D741jnDeXRyWVqu5CaSjI1zt9s89m3rcEysOo5Za2vi1BGVjBljBgGDOhSPAti/f3+cb9s9s9fsYWPVkax71LQkx8/9vp9z3YeewvfHfVRXVzs7aoNQXd35NtYxvXm+2pZ5dattvX/+vr2cdqyKqYUNTG34JUy4BypvovXTVew5cZKqJTOpPv9pqit+wZ6RX6F691+ozj2XmkYlQiKxPLmiho/k13Pp8KKk1x2RrwS89vva2mJ/kjLGLMG5VTneWlvZYd94nAH5z1hrb4lRRzNw0Fpb5rFvFvAUcKu19jce++fgPMUpIiIi0pd91Fq7vGNhMB0t6aLHgN92KMsFxgBb6d3r3mXA2zi3Wat78ftkC/Vn8qlPk0v9mXzq0+RSfyZfKvo0AJwOeM4+kUgyFp7IpsRjX7isLoE6vM6PW4e1thao9di1Jc737DFjTPhltbV2R29/v/5O/Zl86tPkUn8mn/o0udSfyZfCPvUa7gU4TzjGE741OdZj39gOx8Sqo9gYM6wHdYiIiIj0O4kkY2+722ke+z7W4Zju1DENOAy8n0BbRERERPqVRJKxpTj3UL9oIq7lGWPOBm4CKsJzjBljcowxZxtjzuxQxzygFZhtjCmMqONmoBznAYDMntBLREREpBfEHTNmrW0yxtwOvASsMsY86+66ESeZuy3i8JHAJmAZMCWijg3GmEeAe4AKY8xL7rEzcG5PPtTzH6VX1AI/wHvMmnSd+jP51KfJpf5MPvVpcqk/ky/tfRp3aoswY8xUTi0U3gqsAL5nrX0v4pjRwHZgmbV2SofzfcA/A9+g/ULh92mhcBEREclWCSdjIiIiIpJ8iYwZExEREZFeomRMREREJI36wgz8SWWMmcKpsW8hYBUwO/xEaIJ1fA24g/Zj32Zn69i3nvSpe+7/xDikwFrbmIRm9gnGmG8Bl7hf5YCPbvaB4tSRjD5VnDqMMWXA9cC1wNnAMOAA8CfgIWvt9i7UpfgkOX2q+GzPGDMEZ0D+pcBoYCCwF1gL/Nhau7YLdaUkTrMqGTPGXAu8jNOh89ziG4EVxpgrrLWeyxR0qONh4F6cFQCewFlG4UvAFcaYSdbaI73R9kyVjD51LQPe8ijPtilPHne3O3H6dFB3KlGctpOUPnVle5x+AyeuNgF/xOnPi4EvA581xnzUWrshXiWKz3aS0qeubI/PsOE48bQSeBenT0cB03H69AZr7fPxKkllnGZNMmaMyQXmAo3AZGutdcufxMmW5wIT49RxLvAdYD1wmbW23i1/HScR+T5wV2/9DJkmGX0a4S1r7ZzeaGcf80ngHWvtIWPMW8AVXa1AcRqlx30aIdvjdDVwubV2ZWShMeZO4FHgEeDqWBUoPqP0uE8jZHt8hlUCgzvOX+rOj1oBPAzETMZSHafZNGbs4zhZ7e/CSQOAtXYzsAC4yBhzYZw6bsHpsx+F/2PcOp7ByZxvNsZkTYJLcvpUIlhrF1trD/WwGsVphCT1qQDW2hc7Jg2ux4F64CMJVKP4jJCkPpUI1toWr4nk3b9Nm4DR7nRbsaQ0TrMm4HFWYwd402PfUmCWe0yscU6x6ngTuB2YAKzrZhv7mmT0aVi5+0kwF2cx1SXW2qNxzhFvitPeozjtXAuQyFxJis/EJdqnYYrPGNy5UMuBTdbaeP2a0jjNpmRsnLv1WjV9W4djYtVxzFpbE6eObHkTSUafhs10v8JqjTG3WWsXdrdxWUxx2nsUp96mAyXAiwkcq/hMTFf6NEzxGcEYU4oz2XwAOAP4R5zk9psJnJ7SOM2m25Ql7tbrU0K4bGACdXT2KSPROvqTZPRpDXA3zlNEhcCZwNfdfQuMMbpE33WK0+RTnHbCGDMCZ3BzE/BAAqcoPuPoRp8qPr2V4jzpfz/Obcdm4J+stbGePA1LaZxm05UxyUDW2o3Axoii3cAvjTG7cB8hxhmALZI2ilNvxpginHWLRwKzuvDUn3SiO32q+PRmrX0X8LkPm40F/hVYbIz5hrV2bnpb1142XRkLZ7IlHvvCZXUJ1OF1flfq6E+S0aeerLWv4nzau6w752c5xWmKZHOcGmMKcKZiuBT4jrX2PxM8VfHZiR70qadsjs9I1tpma+0ma+1XccYzP2aMGRnntJTGaTYlY5XudqzHvrEdjolVR7ExZlgP6uhPktGnsRwCinpwfrZSnKZW1sWpMSYPZyzTVOBBa+0jXThd8emhh30aS9bFZxx/BvKASXGOS2mcZlMy9ra7neax72MdjulOHdOAw8D7XW9an5WMPvVkjBmEMzhyZ3fOz3KK0xTJxjg1xuQAi4BPAD+x1v6wi1UoPjtIQp92Vm/WxWcCTne38SbCTWmcZlMythSoBr5ojDHhQncSuJuAivDyPcaYHGPM2caYMzvUMQ9oBWYbYwoj6rgZ53HZZ7zmNunHetynxpgLOlZqjMkHngJygKx8CigRitPkU5zGZowJAPOBzwBPWGvvjXGs4jMByehTxWd7xphz3HFiHcvPB27Fmb9tuVuWEXGaNQP4rbVNxpjbcQZGrjLGPOvuuhEnKb0t4vCROBPDLQOmRNSxwRjzCHAPUGGMCQ+ynIFzufKh3v45Mkky+hT4rRvo7+AkdkNxrqqNwpmZ+uHe/BkyjTHmuzhPRBGxfdoYE3Jf3x0xganiNAHJ6FMUp2EP4KyjeAg4YoyZ0/GAiBngFZ+J6XGfovjsaBbwBWPMcmAHzprJBmclAx/w1YiljDIiTrMmGQOw1r5ijPkYzqOuX8LJelcA37PWvpdgNd8FqnDWE/sWp9ZkvC/L1lMDktKnv8aZT2cqzhtIM7AZ+HfgF9bapt5odwa7mujler4Q8XoOzpt2PIrTU5LRp4pTxyh3exqdT7kwJ4F6FJ+nJKNPFZ/tvQAMBibj3FLMBfbj3Ap+zFq7JsF6Uhanvra2rkzuKyIiIiLJlE1jxkREREQyjpIxERERkTRSMiYiIiKSRkrGRERERNJIyZiIiIhIGikZExEREUkjJWMiIiIiaaRkTERERCSNlIyJiIiIpJGSMREREZE0+n8WUxQ0qy5WIwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=100000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=100000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAFnCAYAAADqsU72AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeZwcRf3/8dfsbpLNfYccEAIJ+YQEwn2JQDgEBVEQEAW5RVFUEPAA8ScIil8R5T4FAQVFAQUFETmCoNyEK0flIOHKQe772N2Z3x/VQ3q7e3Zndnd2Znbfz8eDx5Canuma3u6ez1R9qiqVyWQQERERkdKoKnUFRERERDozBWMiIiIiJaRgTERERKSEFIyJiIiIlJCCMREREZESUjAmIiIiUkI1pa6ASEdgZj2BTwBjgX5AD2CDc+6yklZMRETKXkrzjIm0nJnVApcDZwE9I08vB0Y659a0e8VERKRidMpgzMwK/dB3OedOLUZdpHKZWRfgMeAgYDJwGfCic25tKeslIoUzs3nA1sA2zrl5Cc8fCDyMb/X+qnPud+1ZP+nYOms35aUJZafiL8S7gHmR514vcn2kMp2PD8R+C3zdOZcucX1EpAjM7DDgr0AX4ETn3J9KXCXpYDply1gSM5sMHAAc6JybXNraSLkzsyrgPWAjMM45V1fiKolIK+RqGTOzzwN/Dv55vHPub+1eOenwOmvLWIuZWS/gAuA4YFugDngLuMU5d3dk21OB3wGXOucuiTx3CfAT4DTn3J2h8nnA1s65VMK+RwFzgWecc5NaWq/Qa0YD3wM+BYwA1gXv/whwmXOuroAu3Y+7cpv6DIUIHb/mNAqggzq/C0zE53N9ARgclN0B/Mo5Vx/ZVwZ41zk3KlI+CpiK75oId1ePxh+z3wI/MrMv4o/7Jpo57qH95dLofMl1PM2sD+CAoYTOiSBQ/D1wAvBj59zlkc8TO4eC93oa2BH4gnPuH5F97YQ/VyYBQ4AVwDPA5c65NyLbXkLCuR16fjL+h8/HX3rNnNt7Ac8DqeixCZ7/DHAesBt+8ET4OMX+prkk/E3qgQXAC8CVzrmX83yfS0i+trfEH+ORwHHOuYeD8lEEnx34MvAL4NNAX2AmcL1z7tbIPj5+Tb7HqyXXcvC6IcD3gSODum/C9xZc7Zz7a2Tfk4LPeBfw8+CzHAB0x18X/+ecezDXa6LpIMF1dV/wz7zulbmui5Yws+OBP+DPhS845/6ZY7uC77/B6wq+DwDrgS2dc8si7zUGf76kaIPviGbq9qFzbsvQtil879KZwA74FsQ5+CD2qmjqRugesC3weeBrwf8vBx4CLnbOLUmo0yjgR8Bh+L/vSuB/+PPqf5FtJ+HPq7D1wIfAo8AvnXMfhravDup/OP4+OJTN9/ObnHP3NHE8Wk3BWAGCi/w/wE7A28D1+C/pY4C7zOyTzrmvVUK9zOxTwINAL+BJ4C/4BPTtgYuAX+O/cKNdupPwF1G0O7eYXbnP4HOyoo7Cf+YkXYF/A4PwN4Qq4GjgCmB34Ng8930N/lhGbRE8ngZU44/7dRR2PqwErg79e2f8jSlfl+FvGI0459Jmdgr+b3uZma1wzl2f603MrAc+AN8ZOCEhEPsScDeQBv6ODwK2wh/Pz5rZkc65Jwqod96CG+RNNA6wws8fFtS9Hp/P4/BfMuADokKF/ybd8MfkOODzZrarc25qC94TMxtBQiAW0R/4L7AGuBPoHez7FjMb65y7II/9NHW8Cr6WzWwC8AT+PHsKf6x7A58FHjSzRsF+yDb4IHY6cCs+gP8i8ICZfbup8zG07174+1ChEq+LQgXX0O3ABuBI51z0iz27XWu/Fwq9D3QFzgCujJR/C3+NVrdhHaN1y1oV+fft+HvhIvwPwXX4HxSX4q+dA3IMZPoN/jz8M/76PQj4OnCQme0dDjjNbGf8OdgfeBy4B9gSf40cYWanOed+n7CPN4Bsa2Yv4BDgO8CRZjbOObcpeK47cCPwYrCfj/Dn0eeAPwTb/jjh/duEgrHCXIE/me/Df2mlAczsx/hfomea2WOhX37ZXxataiFq63qZ2QD8yd8Tf5OJfvkOw38hkKNF7wDgznbszp0crUdQl1HkDsaG4VvCJjjnNgTbXww8BxxjZsc75+7L8drs+38WfyG+DOwReTp77VST//mQfd/sa5dHfvmeSp7BWNBSdXaOuuGcqw9aFR4BrjWzVTl+/XYFHgA+CZwZPSZB6+nv8DfZ/SLdNzvgv3DvMrNtQje1tvQNYBdyfE7gdPz1da5z7sZI3VsSjK1IOOevwre8HYFvJS1IEIhNpulADHxL7oPBNtlz6afAK8D5ZvYX59yLzewu5/Eq9FoOArv78T9oPuOceyz0XL/gM/3UzB52zr0Zefn++Jaz74Zec2XwWa4KXvNeM5/lEnzrc66/fUxz10W+zOws/BdzCvhGrkAsUOj3QnYfLb0PPAR8w8yuCu2rFz4Y+hs+wGqTOpJwPUSZ2XHBvh3wiWwAZWY/AP6ID8J/jg+AovYHdnHOzQ29323AV4Gf4c/nbMvb7/GB2LecczeEtr8a/yPmVjN7KtzaFXg9cnyr8a1pe+ID35eCp9bjW+vfjXy+vsH7/9DMbk54/zahSV/zZH7k3Cn4Zsvzw8nawcl3UfDP8K+LRcHj1mVWr1Px3Tl3RQOx4HULot14FeqH2UAMIPhldnHwz9ObeqGZdQeuxTdp/7SJTQs57lldgseNTdY+d91S+C+KDfhBBImccxvxN/UXgDvM7OjI+1Tjf11+GjjPOffbhLf5JlALXOAiI8ycc28DtwHDgYNb8lmaYmZb4LuZpwC35Ngs22o5ra33H5L90pxf6AvNbDjNt4hlpYHvRc6lhfiuPmj+nM3neBXicGAc8NtwIBbUawW+5TEFnJjw2pVEWiadczOAm/EtO0mv+VgQ6J+Dby15NJ/K5ntd5OEcfOti9t7x3eBHS9I+W3L/zWrpfeA6fMvjEaGyk/GtPjdGN25lHfNxZvB4cbglK9jPefjPd1oo+Ay7JhyIBS7CB0YnBXUH2Aff/fkWkc/onHsVfx+qBU7Ko74p/DWdARaG3qchGogF5Svx6S01FOE+l6WWsfyNw7ckvZEjMv538LhbqOx1/AV9nJn9CXgq39aD4FdrVL82qtfeweMj+dSlpUKfIQ0sBmbhj0F7jDqsx7eCRU0OHndt5vUX4W94xxO0EuYwvYDjntUneFzfTB1yOR0/wewPgPeb2tA5t9bMrgPuxf9K/VbwVArffXQssASf+5Zk3+BxHzPbPuH5scHjeCCaT3NU0HoZlVSW5Ff4Y/VN/Hme5CV8l9nlZvYNYIZr3WCKfqHztiv+73cIvsXqz7lelMNw/Pm2HfBsM4EYwHvOuXcSyicHj82ds/kcr0Jk//bDctyPBgeP4xOem+Kci3Zlgf8s59P8Z7kB3918Dv7HYz7yvi6acS7+mvhU8F5fwrfSfC9h25bcf7NadB9wzk02s7fx1/Lfg+Jv4YPWpPOnNXXMR/Z1sVQF59yHZjYN31prxFuWJye8ZnHwmt3w95epoX085ZxLymX7N/4YJH2GnUPnb2/833U7fPDYqHU26Jb/Hr7Fbhg+wAsbkfD+bULBWP76Bo8Lk550zq0ys7WEAibn3EIz+y6+heWfAGaW7/7y7WIpuF74pl7wrT7FlPQZ5pnZcc65V4q87yXOuYZooXNuTcLxaMTMtsNfkE845/4cJIJGZVsOCznuWdkvsUUJzzUp6GL+BT4X5zc0c3MItv81PhF9Fb5lAvwX7f74VpsDgatI/mU8MHg8p5mq9Uoo+zyF5cB9zMwOAL6Cb5V5wcxyBRe/wnc1fAF4M3htS3aZ1Zf4efsuPt+m0CDvp/gfIv8F9jOzs8PdKwkSz6VQeVPnbL7HqxDZv31zf8ekv31rPsvJ+HPzYufcvHz+noVeF81YABzinJsWdFfug+8m/ldCbmRL7r9ZLb4P4FvHbjazsfhW1+2B7+bYtjV1zEdfYGPQWppkPj4YS3r/fM+TJj8Dm1utk/axE/F0lhfxLcgfM7O98bli3fBB4t/xLbxpNufxdcux/1ZTMJa/lcFjYmJokCDZE1gaLnfO3WxmT+ITE4eyOX9sEj5fI5FrejRla+u1PHgsWpQPmz+D+dF9I/Ajsr6Fb/KdWMx9A4PMrDoakAW5FT3xv3xzuR7/d/pWE9tkj2dB50NgTPAY/Vvm4wp8Ds8XnR/t2tz2NwR1PBKfyPoc/uZdDdzunPuqmT2Azxl5MNodhR/EATDCOVdoN11zoykTBd0ZN+CP3Q+b2oFzbj0+B/Ar+JySV9jc4tuSnLGPR18G9RiFD6quxt/ok+YozCWNTy5+Gn/srzSzp51zubpUcyWdZ8sTv+wKOV4Fyu7vROfcvQW+tqWfpR8+MX0m8QT1phR6XTTl89m/kXNuZXBuTcbnRk50zoWv6RZ9LwRacx/4Az74PBt/js7EJ7UnpcS0po75WAkMMLN+OQKy4ZF6hA3F55ollcPm86TJz9DMPsIj/Wvx3z23AI+Y2cGhfMCL8Un8J7vIQAAzu5AW/rDMl3LG8jcDP0JknPkE96hsX/Kr0Secc7Occ7c45y51zl0SJBNOLmG9ng8ej6AdOOfSzrn38Qmcq4Adg4uimGrwSelRk4LH15JeZGbHAofip79IuklkzQRW04Lzgc3dP80lY0frtic+sfXeZhKKs9sfi+9iudM594/gb5AdRfoWm1vCzsJ3I/82+DIMy54r+xdS11Y6F5gAXBj54ktkZr3xyd7L8dMPZK+xVnHO1TvnZuO/8CC/fJSwi51zDwXddSfiuz3vzZV/BIw0s20TyicFj4nnLAUerwK05m+/S/AlHzUpeMz1WS7Hj7z8VgEpHQVdF3lYHP6Hc+45fAL6cOLd+S3+XqCF94GgTuvwP2pPx3fT35Cj+661dcxH9nUHRp8I9jceWEty0DUp4TWDQ6+ZGdnHpCA3MCqvz+Cc2+Ccewn/Ayua75gNjpPmkduvqfdtCwrG8hTkodyFb6b8ZdDaA4CZ9cdfrODzcMq9Xnfhf3GcYn7EYCNmNjRHsmVrDcf/AltLC5PXC3RFOOgLWsWyC3ffkbB9d3wXx7v4HJGcgha3uynwfAi+bE/D54k0l0MUdSM+fy2fKQ4GB9t/gP+yzsp+0SzL5u455xbj84xG4LvUw67D/61+aWax1kwzS5nZfk0EGIUahm/RepHceWxRN+PnfftaEHC2tWwXR6EzZH+U/R/n50C6PHivK3JsX4VvPQufS0PZ3NqVNOdeS45Xvv6O/zI83fzI3BgzG2tmIxOe6kukFTHoOj0Ln0ieNGfTTvjRc39xzv074flc8r4uWuGn+OD0KDP7uDu/pd8LrbwPZN2Av4/PxU+Fkqgdvruy593l4R9zwX6uCvb7uxy5nOeY2TaRsp/j78W/D73mefwgnZ3wgffHzE958XX8fSrnnG4RSdf0vOCx0Y+PoNv8M3m+b4upm7IwF+JbW76Cb915nM1ztQwF7nDOPVDu9XLOLTM/meGDwN/N7An8L4ru+CTLg/H5DLlyAPIS5FuA/5IZgW9ZqAZubuJXXFtZgD+/p5rZQ2yeZ2wk8IBLntZiSPB4VPDLszkX438NNnvcg6DwVnxuUw/88knLEt81t93wUzgsyGPbm/F/w08Ho4Ga5Jy7PxhkcpKZPeCceygonxXcjO4GppjZv/G/tNP4ucb2Ch77479kW2ts8N7fzOccMT8NwAn4Ltf722D/4QT+anwX0BeCfzeV75WPy/Ctrt81s38m5B+9iU9sn2Jmj7F5nrFBwK+dcy8kvGdBx6sQQXff0fjur/vM7Pv4+8QK/PU8AZ9LczR+NYqw/+B/7O0BPMvmecZ6At+JJk4HdsYHVblyn3Ip5LpoEeenijkRPyjrN2b2TKjlPO/7bxvdB7J1ys73l4+ifXcFebVH4Ed0TjOzB/EtcYfhuwTfYPOIzaj/4M/3PwPL8Ok8e+AHe/0otI+MmZ2EnxPz1uC8fJ3N84x1Ac7IMUAhnMCf7ab8NP5+Ff4Bc3VQ5/vN7C/4H1O74Fvv7if/uSlbRC1jBQi+1PbF31S74bvdTsX/MjnNOXdGpdTLOfc4/kS7HX9DPw9/oQ7E/4Jvi8Wubwr+ux7/a+Y9/K/BpFFJbW0TfhTco/gvgW8EZRfhZznP5dFsINKcID/iE/hfcrX4JPeT8SOaTo0c9274UTz/AiY5524r6NN4b+KPZZPM7AT8zf4259y/Cnj/s/EJsreY2aBsoXPuz/gvytvxo5DOwv89J+KT079MfBLI1rjZOZerG+tjQfLy9fjWm+YGGOQrm8D/E/wX2EH4OYmOds4lTX6Zt6A19UR89/ZdZjYwssly/Pn0Ov76PR3/9zjLOdfUVA15Ha+WCHKnJuJbhqrx9f8O/n6zCPg2flLmqLn4xPfF+FaLE/DJ9cc6565rYpc/zfGF2pS8rovWCoKfs/FBzB+zrcEF3n/b4j7QkroX+7vrVPw94d3g/7+DD5AuBT7pnFud43XnZbfBt+CPxAer+0aD1OAc3w3fq7EjviX0cPwozklJ+amBndh8TX8XP9jhj8DeLjRvX5Avm82tPTr4PA34H9xFnXkAtDaldECWY2kjkXJkTSxtVGmsiaWNRLIsYUm0zk4tYyIiIiIlpGBMREREpIQUjImIiIiUkHLGREREREpILWMiIiIiJaRgTERERKSENOmriIhIC5hZN/zEx9sDA/CT2vZwzp1X0opJxVHOmIiISAGCpX5+gJ/Aun/k6fXAjs65Oe1eMalYahmrQMGkpmEZ/AzoDvgLcJ1zrj3WfhQR6YzuxC/v9jpwCvBssCJHpxaazDWX7Z1zM9qpOhVFwVhlyy7EWw1sjV/C4Ur8YraTnHP1JauZiEgHZGZfwgdijwJf0A/fRNeQvLbxkvauSKVQMFbBnHOXhP9tZiPxC/nuC3wJ+EMJqiUi0pGdg++JOEmBWE5Xa5mjwigY60Ccc++Z2f34hZz3JgjGzGxH/OKtB+IXYu0NLMAvVnuZc+6DpPczswPwN5598AuILwWmAXc75+4KbZdP4mGjterM7E588/6BwFb4BVzHAeuAx4GLki7mYHHeb+IXHh6HP4dnBZ/1audcXY7PMpnczeeJawKaWe+gXscCo/HdwVOB24DbnXOxzx1aZzCX06IL2prZNsAPgUOB4fhF2l8A/s8590xk21OB3wGXRoPx4Pk7CY6rc25yqDxxvc6gvlPxix/H1hNs6fFOqNcl+IV6TwPmAJcAe+BHdL8EXBhetDf0ul74BYGPA7YF6oC3gFucc3cnbJ/BL1Y8MdjHF4ARwM+cc5dE6vEBcDF+8eFN+AWHv+ucmx/8TS7HLzbfB98d9X3n3LP5fN4CjsUi4Ef4hdjrgWeBHznn3oy8ZghwJnAYMAYYhG95+B/wC+fcC5HtRwDX4hdJ3gLfej4f+CfwK+fcu6FtR7H5nH3JObdXQp3PAH4b/DN27hVyrYTX4sQvMv8L4NP4RdpnAtc7525NPHgJQud82FJgNv5auc05l07YvtE1kuO9G103wfWwF/44nhRcjxZ83hnA3cANSb0SwX34ImASm++nT+PPzamRbU8N6n5psK/LgD3x19/LwCX53hvMrC/+Xr8ncLZz7qZcny9UPoom7gvS9jS1RceTCh7DgcIpwMn4L8HfAzfgv7C+Brwc3LgbMbOLgMnAZ/A3zV8B/8Anq56bsN+V+BtH9L+7ErYNOxd/w34b37T9Bv4G/aKZjY7UqVdQp98A3fEBwW3BZ/4l8Hczq25mf9eE6nZNro3MbBj+pncpPkD8Lf5GOyjY523N7OddGh+HZ5I2ChZWfgM4A38MrgUexrduPmVm0S+ZtnYN/oabVLe2ON5RRwBP4gPOW/DH5UD8Zx0b2X8f4Dl84JIGrsefv6OBu8ws1xd2V+Ap4Ch8YH8N8QD5c/hupmVBPWYAXwSeMDPD/+23Dj7zP/BfwI+b2ZYFft6mHA38Hf/D6Fr8sT4C+J+ZRQOiPYEf44/b3/B/k2eBw4FnzezTke3744/T/4CbgevwQfTZ+GtrQEJ9GoA9zWz3hOe+HTwf04prpT/wX2AXfA7WHcAw4BYz+1WO1zTlrqAOP8Ufo7H4z35ZC94rlyH48/8w4Gp8AHkLcCv+81wNPBy9LszsUPyPji/i/ya/Ch6Px9+DD86xvz3x10gDcCOb7w1PmtlRzVU2uIYSA7Fm5Lwv5OkzZvYDM7vAzI4K6iFNUMtYBxJ0Ux4T/DP8S/lafMtDXWT77K/di4FvhMoPAn6G/5LYLzoqyMy2Stj9ihwtNZOI/2oNOwLYxzn3Sug1F+NvoNfjg8Gs3+Bb6X6K/2WYCbavxt8MTw8+x/UJ+8neHH+TbRUIfv2dk6Ned+N/8Z7pnMu2CGBmtfgb/Rlm9jfn3D8ir8teU3Mjv04vIdIyF/xi/Qs+cN7DOTcl9NyP8Dfvm8zsn865j3LUs8XM7LP4oORlfCtVVGuOdy5HA4c5554M1eMKfMvgOfhgIesKfMvOfcAJ2dYNM/sx8Dxwppk95px7MLKPYfgW3AOcc2tz1ONzwMHZ1gUzS+FbIA4L3vsq59zPQnW8CH9NnBf81xY+BxzlnHsotJ+v4APOO8xsh1CL0vPAFs65leE3MLOd8AHNb4DHsuXOubfxrW1Etr8Mf70fjD/3wl7Etz5+m9A1a2b74f8OD7D5/hLW0mtlIvAgcFzob/tT4BXgfDP7S1JraRPujLQGXwO8iT/nflTA+zQle31X44PhQ51zG4L9XQj8G3/POgf4dVDeAx/U1wJHho9DcA3+HbjHzLZxzq2P7O8zwLnOuWtCr7kZH7j/1sz+nescb2kglsd9IR83Rv692swudM7d0ML36/DUMlbBzOyS4L/LzOxufLPyIPxN4r7sds6593J0J92Bz304LFKebfm6MGl4tnPu/Tb5AN4fwoFY4Jf4LpXDzGw4gJn1x3e1TicUGAT1aQDOxwc1J+XYT/fgsdkcj6A74RDgsfCXS7CvDfgh7eTYV5d894NvrRwE/DwciAX7+RB/HLqT/AXYKmbWHR+kf4gPtqLPt/Z45/KncCAWyLZwfdwaZGZd8AHBJuD8cDeTc24ZvrsHfOtukvObCMQA/hju5gk+3z3BP1fiu87CsvmXuzTxnoWaHA7Egnr8AR+MjMenGmTLl0YDsaD8DXwr4Ljgx1giM6s1sz3Y/OMmadqFOnwrz/FmNihU/m3gHXxLYvR9W3OtpIHvRf62C9l87E/P9XnylA2c5rfyfXI5LxuIwcefN3vvDJ+XRwGDgUeiAWnw73/gu5I/n7CPOUR+7Djn/oMPYgfig6aYUCC2F4UFYk3eF/LwcFCnrfD3rrHAhcFz15tZruu101PLWGX7SfCYAVbjWwP+jM+5+DhnIfhi+zo+qX88vmk9HIjXRt43+yXwSBHqHDU5WuCc22Rmz+ODkF3wN9O98OfrJuAnvicpZj3+8yXJzgXU1Bd01r7BY/egRSsqG3Al7SvbHB/9hdvUfrbPsZ/tmtjPpByvibWG5HARsA2+m2RNwvOtPd65RANvgGxwH56vaRx+As03gsA06t/B424Jz23At4gUWo8FwePrQcAZlv1Cb8tuysk5yp8Bdgd2xbeIAWBmR+DzQXfHB/HR+/cI4L1wgZl9lcbdhEuBc5xzr+XY9y34c+NM4IogheFofMtlOmH71lwr7znn3kkonxw87pqjjrmcGrTEp/B/p2Pw3dM/aGb7DD7/7n3gcedc0vUQtTLhRyTOuVfNbDlgZtYreK/sOfpEjvf6N/DZYLs/RZ57NuFcBH+MjsEfoz9GnuuDbyXdGx/M3d78x/lYc/eFJjnnfh0pmgX8wsxexn/+n5nZ7Tk+U6emYKyCOedSzW8F+Fayo/EJy//A/+rJttyciw/OwvoDG51z7TEMeWEz5f2Cx4HB407Bf3kzP0HjCGCVc251Hi/J7usAmp4zp1dC2eDgcVEB+2kuLyxpP83VLScz2w4/WeUTzrk/B19IuepW8PFuRmy4u3OuPgj2wnk22XMy8fxwzq0ys7VsPj/CPkoaXBERa2XCJ9AnPheqY5foc62Q77mPmZ2Dz0dag8+Dm4v/YZHBt7zsBHRLeK/X8HlUPfE/bPrhA7JEzrkFFgwCMrNf4ruhN+Fb0ZNablpzreT9+fMUvY42Af/B3+/y2R5glZl91zl3R47XZM+RXHUHH7j3x5/Da2jmXGZzoJ/0eVtyjL6D/7H9DP5v8jP89d6kPO8LLeKce9LMZuJbysbjB+FIiIKxDi5Ixj0a31LwiXDXTRCkfD/hZcuBwWY2qB0CsqHNlK+IPN7mnCu0qXs8/ovq9Ty3z+7rR865nxe4rzHBY1MjKqP72dc5978C99PcaMqmXI9vPfhWHnVryfFuC9mAKPH8CLphepIcWFTKsiJ5nftmVoMfGboe2M05NzO8sZntk2sHQQvYa6FtTwf+YGbVLmE0auA6/CCa4/Ddbfc655bnaB1tzbWS77Wfr49HRwYDFI7G5y7tbWYTnXObmtn+WPy1cbOZPRp0mUYtw59fueoOfkQ0bD6HmzyXE7YPa8kxqsbnXt6Kzyc8P8g7fSpnjb187gutsSx47Fmk969oyhnr+LLBwRMJOTS7szmXKizbNXJE0Wq12aRogfnh49mu0mwu1Uv4bpL9gmTrQhwaPEZzlXLJfv79C9wPbO62ySfxuDX7aREzOxZ/PH7lnHNNbNqa490WZuBH5o0LRutFZUefvdp+VWpzk3KUZ1uYskHUIHwLyPSEQKwnhXXnZQc7HJtrA+fc8/jjejO+pfe6Jt6vNefwSDPbNqF8UvCYqyu1Wc65Zc652/HddYZPYm9u+1uD7buQo7vfObcOf272NbNY/mBQ1h+YGeruzJ6jB+bYfVPn8n7RkZmBScFj0jG6yTl3Y5CqcgK+BfVuSx5Bm613vveFFjE/MnsHfCCbzw/VTkfBWMc3L3jcN3xRm9lAco+CuzZ4vMIi00sEr23LvJmvWHwo/ffx3YqPOefmAzjnFuOHro8D/i8I2KL1GmRmO0fKeuF/Jabxc/A0K2hNeBo/gOCcoAUxuq+tzGxcpGxP4Eh8t0M+81H9Dp38hbQAACAASURBVP9r8Ye5ugTMbNfgb9UWuuNH3b2L77rIqaXHu60EA07uwrdo/jL8NwgGF2RbYfKej6pYzCwT/DeqwJdOMrNGXX/BaMrd8QMnsiOiP8IHptuFA9Ogxew3+GAtWqfB0bLAGcFjzq7KwFX4Lra/u8icZ2EtvVYCVcCVkb/tUHx+GuR5veZifjRntjmv2dbS4HhuE/xzWRObZrswrzK/UHj29d3wXcnQ+Lx8CD/z/OfMT3ER3udn8AnvHwXbRY0m0lJlZvvj589bik+Yj/p45HUwAOvb+Ptprmsl7/tCU8xsm6R7lfk56G7Hd1U/7pzLJ4Wj01E3Zcf3Mr6pel/gVTN7Ap/n8Rl8cuV8NjeTAx/371+Mn/TybTN7CJ8IOhD/K7wLbTeq7BH8PEl/wee07QUcBCwm3lz+HXxL3/fwI74mB/UfjL9pfRI/h9q58PEkiOfjh+t/gA/8wu+XzbcYFSQf3+k2TzR7Ij7h9Gp8/sz/8De5Yfgb/F74KQ5mBF+Q1+Fvqmnga/kkqAZdP0fjb8JPm9mz+O7k9fgE5F3xORa70PyXZz6GBI9HBb/wm1PQ8S6CC4N9fAXY0cwex899dAy+m+YO59wDRdp3XiLBR14T4IY8DNxvZn/DX4vj8efQOuD0bN6bcy5tZtfig5QpQU5XBt/SMhgfDEVbXX5kZkfir/35+OO2N36qgtUE0y7k4pz7I/HE8FzyvlYir3sTf45PMbPH8JNRH4cPLn/tIhPZ5iGbkA++deoz+EEwr9J4qp+sz4WCxAH4nLgd8K3CSQM8sq7BJ9wfCEw1s2xA9Hn8vSY7tx0Azrm1ZnYy8FfgUTP7K/7vPRaf77cBP5t/0jX5GP7HyKfxvQSj8K2aaeCrzYwYzu7/TjM7HDjOzM4IWgzDCr0v5HIAfo645/Cjb5fg72OHBvuYDXy1Fe/foallrIMLgoLPATfhg49v4bsU7sBPaZH4BeL8HEuH4Ef6HIz/Qv4cPq/hqjas4tX4vJQd8DN474wfUbRXdFqNoNn/oGD7uUF9zsdPfFmL/1UXnsfm1OB9wd8UfhL5LzvH2NbBv0eF9rUA/8V1AX76j2PxXygH4wc//BA/chX8jWaPUL3zHoUaDFPfkc0tHGfgZ7zfA986cgZ+Afi28mh0OoUm6lbo8W5TwVQO++LnnOuGDw5PDepymnPujNyvbjcTg8encoz6bMpf8cd0GP6zHYifPuITCYHIj/HHfhn+nDgO/+W8J5ERlIF/42ezPwR/XX0NH6Dchs87a7ME6gKvlbDlwCfwuZyn4qeyWAic5Zw7vwVVOYXN1/Yp+CDn/+Hnk0v6cfRd/H3xJnxrfPdg+0PD021EBa22h+FHaa7Fj3A9C5+/9V3gCBeZgd859098UPoAsB/+fvpJ4H5gT+fc4zl29yL+fp3NA/s8frLYQ5xzf2viWER9HT9a9BozG5PwfN73hSa8ig/gh+Bb7i7A9xTMxf+w2sXlWO1FIJXJVEquq3QkVsCSJK3Yx2QAl7DUUWS7SQStC8Wqi3RMZnYuPpD+pHPuv3m+5hKC5ZBcZGmszsBCyyE1d212VtbMsmfS8ahlTESk5Sbh82DyCsRERJIoZ0w6sjvz3G4efi6mecWqiHRMzrlm1wcUEWmOgjHpsPLtAgqS9i8pZl1ERERyUc6YiIiISAlVZMtYMJ/LHvi15LTGlYiIiJSzavzI6ZedcxujT1ZkMIYPxPKZVFNERESkXOwHPBctrNRgbAHAPffcw9ChTS0RJiIiIlJaCxcu5MQTT4Qgfomq1GCsAWDo0KFsuWVbrswjIiIiUjSJqVWaZ0xERESkhBSMiYiIiJSQgjERERGRElIwJiIiIlJCCsZERERESkjBmIiIiEgJKRgTERERKSEFYyIiIiIlpGBMREREpIQUjEnn0bCh8aOIiEgZUDAmnUd1Ldyb8o8iIiJlQsGYiIiISAkpGBMREREpIQVjIiIiIiWkYExERESkhBSMiYiIiJSQgjHpfBo2aHoLEREpGwrGpPOprm08vYXmHxMRkRJSMCai+cdERKSEFIyJiIiIlJCCMREREZESUjAmkotyyUREpB0oGBPJRblkIiLSDhSMScfT0hathg1Qv75lrxUREWkhBWPSMYQDsKQWrXyCq+paqOnuXysiItJOFIxJx9Bcl2KhXY3qmhQRkXaiYExERESkhBSMScem3C8RESlzCsakY8t2X4qIiJQpBWPSceXTKqaWMxERKTEFY9Jx5ZOEr0R9EREpMQVjIs1p2KAWNBERKZqaUldApJRWbWrg8tcW8Ni6P9LnoRlMHNiDHeuOYeLCNewwoDt9Qa1nIiJSVArGpHNq2MBTCzdx2jPv8t6aTcB2sGgt/120FrgQHnYA7Fl1J1d8uIqDRvQpaXVFRKTjUjelVL5wF2Ie3Ylr6xr49gsfcfAjs4JALLeX0jvwqUdncev0xa2tpYiISCK1jEnlC3cjNtOl+N+GnTj1genMXrUx77dPZ+Drz77HB2vruHS3YaRSmipDRETajlrGpNP469zl7L/+1oICsbDLXlvAGc+8S10608Y1ExGRzkzBmHQKH62v4/Rn3iVNdeLz+1e9yp8O3oZLdhvGMdVPsnWvronb/W7mUj7/r9msqWsoZnVFRKQTUTAmncIPXvyQFZviAVRtdYrf7LMlT3c/i+NHD+Anuw3n/u4/YObxEzh5uwGJ7/XP91dx6KOz2FCfLna1RUSkE1AwJh3efxt24s6ZS2Ple1RN5fVjxnPujltQlWrc9di1uoo7J43ioi53JL7n84vW8v9emV+U+oqISOeiYEwqS3a0ZJ6TsNanM5y98fux8n5dq3mk+zlYv9wJ/6lUip91u5EbPzmSqoSc/V+9uYhnF6zOqx4iIiK5KBiTypJd+DvPiVhvmraYN9IWK//5niMYnFqR13t8Y/xgHjx4K7pEIrIMcMrkeaxO6P4UERHJl4Ix6bAWravj4pc/jJXvOqgHXxs3qKD3+vy2Q7i05rpY+dzVmzj/hQ9aXEcREREFY9Jhff/FD1hVF0+yv/GTI6lO6nds7v263M0ntugZK79txhIeeW9li+ooIiKiYEw6pGcbdubuWcti5V+t+St7DYkHVPmoTqW5a9IoetTEL5sznpnHkg31LXpfERHp3BSMSYeTyWQ4d+P5sfIB3aq5otv1rXrvMX1ruWrvLWPli9bX841n3yWT0YSwIiJSGAVj0uG8sngdr6W3j5VfsecIBqVa35349e0HcdiW8YXD75+7goffVXeliIgURsGYdDh3z4rPKbbroB6cYYUl7eeSSqW444Ct6d8tPpv/hS99SIOWSxIRkQIoGJPKlTDX2KaGNH+aszxW/s3xg1uUtJ/L8J5duXHfkbHy6Ss28PuEYFBERCQXBWNSubJzjoU89v6qWCJ9LRs4dtv+bb7740f3Z7+hvWLlP3l1gZZKEhGRvCkYk8qUYwb+pC7Ko2qeoW/X5AXCW7TfYN+pVIor9hwR2+S9NZu4efrittmfiIh0eArGpDIlzMC/PNObvyck0J9U82jb7je0732H9uLIkX1jm/1sykJWaWZ+ERHJg4Ix6TD+XP8pNkWS54d0r+HQ6heKt9OGDfx8zxFEs9GWbKjn128uKt5+RUSkw1AwJuUvz8XB7647IlZ24pgB1KSK2EJVXcsOj/XgpO0GxJ666q1FfLS+rnj7FhGRDqEmn43M7DvAHsF/Y4EU0N051/S3Y+P3mAQ83cQmBb2fdCLZRP0Tck8ZMWfVRv6X3ilWftJ2A2FuMSvnXbr7cP44Zzl1oZa5NXVpfj5lIVd/YqviV0BERCpWXsEYcE3w+C6wEujXin0+A0xOKNdaMtJiv58ZT9zfoX8tOw/s3vY7a9gQy1kb1bsb3xg/mGvf/qhR+U3TFnPujkMY1btb29dDREQ6hHyDscOBl51zS8xsMnBAK/Y52Tl3SSteL51VQhAEfvmjpLm9Th47kFSq7eYW+1iOlrof7TKU22csYW1oWotN6Qy/eH0hN++3ddvXQ0REOoS8csacc/90zi0pdmVEmpQQiAH8b9Fa3lm9qVFZijQnjInncRXTkO5dOH/iFrHyO2cuVe6YiIjkVIoE/rFm9l0z+4GZHWtm8UX+RApwd0IX5SHVLzGiZ9d2r8v5E7eIzWm2sSHD9VM175iIiCTLt5uyLX05+C9rhZmd5Zy7L2ljM+tHPEdty2JVTirLxkwX7nsnvvyRn1vs7PatTMMG+nSt5aztB/F/bzSe1uKGqR/xg522oGeXNpp8VkREOoz2bBlbDFwAjAN6ACOBbwbP3WNmn8zxunPx4+HC/z1b3KpKpXi2YRdWRiZX7VlTxdE1TQ3cLZIgl+w7OwyhS2QdzGUbG/id05qVIiIS124tY865qcDUUNH7wE1m9h7wD+Ai/ECBqKuBOyNlW6KATIAnG/aIlR25dV96LVpfgtp4w3t25cQxA7gz0n3667cWcdb4wdS04YLlIiJS+UrRTdmIc+4RM1sM7J3j+RXAinCZmbVH1aQCPNmwZ6zsUyP6QIknv79g4haxYGzu6k08OHc5XxzdvgMLRESkvJXLDPxLgJ6lroRUlhUb63k1PS5WfvCI3iWoTWMTBnTn8K3iY1OufHMRmUzuyWtFRKTzKXkwFiToj8FPKCuSt8kL1pCmcUL86D7d2LocJlht2MD3dhoaK35l8TqeWbCmBBUSEZFy1ebBmJl1MbNxZjYyUr5zwra1wK1AFyBxNKV0ck2sR/nkh6tiZQcPL32rGADVtRzwdB92H9wj9tSVbywsQYVERKRc5bs25Q/xoyAJPd5mZtlhbBeEJoUdAUzHL3s0KfQ2d5pZD+Bl4ANgIHAIsDXwIvCLFn4G6chyTPQK8OSHq2Nl5dBFmZVK+dyxLz3ZeHHMR99fxdRl65kwoAhLNYmISMXJN4H/08SXQPpK6P8vwed9NeUO4PPAgfhAbBMwA7gBuNY5tzHPuogwf+0mpq+It5odWC4tY4FjtunPqN4fMi+yQsCv31rE7QeMKk2lRESkrOQVjDnnJuX7hs65eUBs7L5z7lrg2nzfR6QpT82Pt4rtVOUY3H23EtQmt5qqFOftuAXf+d/7jcrvnb2MK/fakgG1JR/QLCIiJVbyBH6Rlkjsoqx+uQQ1ad7pNpB+kSWSNjRk+F3CMk4iItL5KBiTipPJ5EjeL9NgrGeXak6zgbHym6YtJq1pLkREOj0FY1JxZme24v21dY3KalKwf/VrJapR874xfnCsbM6qjfzr/XhQKSIinYuCMak4SbPu7zWkJ71SpVsCKaeGDdCwge361nLYlvFJYG+YtrgElRIRkXKiYEwqzpP18fUoDx4RD3TKQnXtx9NznD0h3jr26HsrmbtKA4lFRDozBWNSUdKZDE837B4rL6f5xXI5fKu+bN2ra6OyDD53TEREOi8FY1JR3li6nqX0a1TWo6aKvYeU/9Km1VWpxNyx290S1tenS1AjEREpBwrGpKIkjaLcb2gvulZXxql8xrhBdKtuPA3fso0N3DdnWYlqJCIipVYZ32DS+eRYk/LJhMleK6GLMmtQbQ3Hb9s/Vq5EfhGRzkvBmJSn6lq4t3EL0qaGNP9ZsCa2adkm7+dw9oQhsbJXFq/jpY/WlqA2IiJSagrGpGK8vHgd6yK5VQNYwc4DK2vB7T2H9GT3wT1i5TdM/agEtRERkVJTMCblI9s1maOL8oWElqMDq1+lKhVbCrXsnZ2QyH/fO8tZtqG+BLUREZFSUjAm5SPbNRnMyxWV1I23T/Wbxa5VURw/egADujVer3JjQ4Y/zFYiv4hIZ6NgTCrGy4vjwdge1dNKUJMCJbT4da+p4pSx8fUqb52+mIzWqxQR6VQUjElFWJLpy9zVmxqVVaVg16oZJapRAXK0+J05blBs06nLNyR2x4qISMelYEzKQ448saxXGsbHyrbvV1ue61Hmafv+3dlvaK9Y+a3Tl5SgNiIiUioKxqQ8hFuNEgKzl9PxYGyPweU/635zvrZ9vHXsvjnLWLFRifwiIp2FgjEpPwkJ/C83TIiV7ZEwPUSlOWab/vSPJPKvb8hwjxL5RUQ6DQVjUvYymUyHbRnrXlPFydvFE/lvmb5EifwiIp2EgjEpex+urWNhpnF3XteqFBMrbLLXXJIS+d9atp6XFq8rQW1ERKS9KRiTspc0pcVOA7vTrUIWB2/OhAHd2XeLeCvfrdO1XqWISGfQMb7NpENLaiHqCF2UYV/bPj4j/5/mLGflpoYS1EZERNqTgjEpe4mTvXaA5P2w47btT7+ujRP519WnuVeJ/CIiHZ6CMSlr6UyGVzpBy1j3mipO2m5ArFwz8ouIdHwKxqSszV65MdZV15N1jOuXvH5lWWvY0OTktmcmdFW+vnQ9ry1RIr+ISEemYEzKWlIX5W5V06muSpWgNq1UXZtzEXSAHQd0Z+8h8Ra/387QjPwiIh2ZgjEpay8ndVFWwuLgLZQ0zcW9s5extk6J/CIiHZWCMSlricn7VR03GPvi6P706tL4slxVl+b+uStKVCMRESk2BWNStuoz1UxJyJeq6JaxbM5YjtyxXl2q+fLoeCK/uipFRDouBWNStqamt2V9Q+ORhAO7VbNN6sMS1agNVNfCvakmc8e+mtBV+dzCNUxfvr6YNRMRkRJRMCZl66V0fHHw3Qf3JFWBufuF2GNwD3YcEF/q6Xa3tAS1ERGRYlMwJmXr5YakxcE71mSvSVKpVGLr2F0zl7KpIV2CGomISDEpGJPSadgA9bm73l5OaBnbM2Hqh47oK2MG0K26cRPgkg31PPzuyhLVSEREikXBmJROdS3UdPc5VBHr69O8lR4dK+9oM+/nMqC2hi+M6hcrVyK/iEjHo2BMytLrS9fRQE2jsi17dmFojy4lqlH7S+qqfPyDVby7emMJaiMiIsWiYEzKUmdYj7I5k4b3ZtveXRuVZYDfKZFfRKRDUTAmZenNZfFcst0Gdfzk/bCqVIozElrH7nBLaEhr8XARkY5CwZiUpTeXxlvGdhoYn+6hYoUHL9SvzzkJ7KljBxJdhvP9tXU8/sGqIldQRETai4IxKTvpTIa3l8eDk4kDO1DLWHjwQk33nJPADu/ZlSO26hsrVyK/iEjHoWBMys47qzayrr7xfFp9Wc1WPTtP8n5YUiL/w++uYNG6uhLURkRE2pqCMSk7SfliO1bNJtXRp97P4fCRfRkWGUVan/GTwIqISOVTMCZl582l8WBsYvWsEtSkPNRUpTht7MBY+W/dEjIZJfKLiFQ6BWNSdt5KaBmbWDW7BDUpH0mjKmet3Mh/FqwpQW1ERKQtKRiTspPUTTmxqvO2jAFs26cbB4/oHStXIr+ISOVTMCZlZU2mO3NWxWeY36FqTglqU16+avHWsfvnLmf5xvoS1EZERNqKgjEpK1PT2xLNgtqmd1d6p+LzjnU2R2/TjwHdqhuVbWjIcM+sZSWqkYiItAUFY1JW3kqPiZVNHNCBJnttSnbi1xwTwHarruLk7eKJ/LfNUCK/iEglUzAmZeXN9Haxsg412WtTqmv9JLA5JoCF5DnH3ly2PnEtTxERqQwKxqSsvNkQD8Z27CwtY3mYMKA7+2wRXzBdifwiIpVLwZiUjUwmw5udtZsyR9dkkqRE/nvnLGNNXUNb1khERNqJgjEpG/PX1bGcxusw1lanGNOnW4lq1I6a6JqM+uLo/vTu0vjSXVOX5k9zlrd1rUREpB0oGJP21USSetLM+zsM6E51VedcBimXXl2q+fLoAbHyW6cvLkFtRESktRSMSftqIkk9cbLXztBFGdWwodluy6+PHxwre3nxOqYsUSK/iEilUTAmZSNxgfDOGIxV1zbbbbnroB7sNig+ylStYyIilacmn43M7DvAHsF/Y4EU0N05l3/W8eb3+jpwNrAdsBL4B3CRc+6jQt9LOpbENSk7YzCWp69tP4ivP/teo7J7Zi/jyr23pFeX6hyvEhGRcpNvy9g1wFeAWnwA1SJm9gvgZqAbcB3wFHAq8F8z69/S95XKt6khzfTlahn7WDi3Lkee3ZdHD6BXJJF/tRL5RUQqTr7B2OHAYOfcKOCNluzIzHYAvge8BezinPu+c+4E4HRgDPDjlryvVKhIYDFjxQbqI5PID0stZnD3Lu1YqTISzq3LkWfXu2s1JyiRX0Sk4uUVjDnn/umca+2skqcE+/u5c+7jLGPn3N3ATOBkM8ur21Q6gEhgkZgvVjW7vWpTsZTILyJS+dozgX+/4PHJhOeeBAYC49uvOlJOEvPFqmaVoCaVRYn8IiKVrz2DsTHAaudc0rfEnNA20gklTmuhlrG8fH37+Iz898zWjPwiIpWiPbsF+wC5RkyuCh77Rp8ws35Av0jxlm1YLykDSRO+qmUsP18aPYDzXviANXXpj8uyifxJC4uLiEh5qYR5xs4F5kb+e7akNZI2tTTTl/nr6hqVVadgXNW80lSonOSxZqUS+UVEKlt7BmOr8K1jSbLlSdNmXA1sE/lvv4TtpNzlCCzeaoj3To/rV0u3VF3C1p1MnmtWKpFfRKRytWc35WxgLzMbnJA3Njq0TSPOuRXAinCZmRWnhlJcOQKLN9PxYGzigO6wqNgV6jiyifyvRoKvm6Yt5tb9ty5RrUREJB/t2TKW7Vo8OOG5g4GlwLT2q46Ui7cSgrFOO9lrK+RK5F+xsb4EtRERkXy1eTBmZl3MbJyZjYw8dReQBi4ysx6h7U/GL7F0t3NO3xqd0NT0trEyBWOFO2HMAPpEZuRfV5/m7lnLSlQjERHJR75rU/4QGBf8M/t4m5llx85fEJoUdgQwHXgGmJR9D+fc22b2K+D7wBQzeyjY9nh89+RlrfgcUqEymQzTEoKx8f0VjBWqZ5dqTrVBXPt240HLN079iG9PGEwqlSpRzUREpCn5tox9Gj+D/inAFkHZV0JlvfJ8nx8CZwGbgO8Ah+BbzPZ1zmlBvU5o/ro6VtK7UVmPmipG9e5aohqVsfA6lTl8IyGR363cyNPzVxerViIi0kp5tYw55ybl+4bOuXlA4k9w51wGuCX4T4Spy+PBxfb9aqlSK05cdW3jRcMTBkSM61fLQcN781Qk+Lpx2mIOGpFrMLOIiJRSJcwzJh3YtOXxyV7H989vOodOKcei4WHfTGgd+9u8FXy4dlMxayYiIi2kYExKKqllbILyxVrlc6P6MbxHl0ZlDRm4bfqSHK8QEZFSUjAmJTU1oWVsglrGWqVLVYqvJUxzceuMJdSlMyWokYiINEXBmBRfjqTzTCbDtISWMY2kbL0zxw2iOpJ2t2BdHQ/NW5H8AhERKRkFY1J82TyniPnr6li5qaFRWQ/WayRlGxjesytHj+oXK79xmtarFBEpNwrGpGQSR1JWzdVIyjbyzQlDYmVPz1+dOGhCRERKR8GYlMzUZQkjKavmlqAmHdOkYb0Y1y+ef3fDVLWOiYiUEwVjUjLTViSMpKx6pwQ1qUB5TACbSqUSp7m4a+ZSrVcpIlJGFIxJcTURMCSOpKyaU8zadBzhecaaOManjB1I78h6lWvr09zulharZiIiUiAFY1JcOSYnzWQyid2UahkrQB4TwPbpWs1pFp/m4vqpH9GgaS5ERMqCgjEpifnr6lhVl25U1qOmiq1TC0pUo47r2xMGx9Ynm7d6Ew+/q2kuRETKgYIxKYnca1KqtaZFwmtWRozpW8vhI/vGyq95+6Ni10pERPKgYExKIrGLUjPvt0x20fAmuizP2SE+zcUzC9bw+pJ1xa6diIg0Q8GYlETSSErNvN9CTeSMZR0yonfiAuzXqnVMRKTkFIxJSWhNyvaVSqX4TsIksPfOWcbi9XUlqJGIiGQpGJN2l8nk6qZUy1gxnTR2IP27VTcq29iQ4ZbpS0pUIxERAQVjUgLzM4OTR1JqTcqi6lFTxZnj4tNc3DhtMZsa0gmvEBGR9qBgTIqjqcle09vGyvxISq1J2WrhmfkTZuk/e8IQqiOHecG6Ou6fq2kuRERKRcGYFEd2dF+CqenRsTLli7WR6trNCf3h/w+M7NWVo0f1i73sV28sJJPRtCIiIqWgYEza3bT0NrEyjaRsP+fsuEWsbMrS9Tw1f3UJaiMiIgrGpN0ldVOqZaxIEiaD3XeLnuw1pGds0yvfWNRetRIRkRAFY9KuMplMjm5KtYwVRcJksKlUiu9NjLeO/euDVbyxVJPAioi0NwVj0q7mr6tjFb0alfVgvUZStrOjRvVjTJ9usfJfqXVMRKTdKRiTdpW4JmXVXI2kbGfVVSnOT2gd+9OcZby3ZlMJaiQi0nkpGJN2lTjZa9U7JahJB9bEtCJhp4wdyODamkZl9Rm4+i21jomItCcFY9I2Eua0SpK0DNL4qrnFqFHn1cS0ImHda6r41oTBsfLbZixhxcb6YtRMREQSKBiTtpEwp1WSpG7KCVVzilEjycPZE4bQo6bxbWBNXZqbtUSSiEi7UTAm7SaTyTAtaYFwdVOWzMDaGk63gbHya95axEYtkSQi0i4UjEm7+WBtXWxNyp41VWydWlCiGgnAeTtuQVWkV3Ph+nr+MGtZaSokItLJKBiTdvN2QvL++P61VKW0DE8pbdOnG8du0z9W/n9vLKQ+rb+NiEixKRiTdpOUvL+DJnstC9/bKT7NxayVG7lvjlrHRESKTcGYtL0coyrfTkreH6BgrBzsPrgnnxrRO1b+sykLSWsBcRGRolIwJm0vx6jK5JYxrUlZLn6867BY2fQVG3hg7ooS1EZEpPNQMCZtp4l5xtKZFNOSWsbUTVk29hvWmwOG9YqVX/7aArWOiYgUkYIxaTtNTDY6LzOcdfWNR1L26VLFiJ5d2qNmApuD5SaC5qTWsTeXrefv764sVq1ERDo9BWPSLt5Oj46V7TCgOymtSdl+ssFyE5PzHjS8N/ts0TNWftlrC8iodUxEpCgUjEm7mJreNlamLsp2FG4Na2LpqlQqxY93ibeOvbpkHY+9vwcupgAAIABJREFUv6pYtRMR6dQUjEm7SArGdtBIyvYTbg0LL12VEJh9eqs+7D64R+wtLpui1jERkWJQMCbtIqmbcoJGUpZewpqiqVSKixNax55ftJan5q9ur5qJiHQaCsak6OrTGWakR8XKNeFrCTWRxA/wua37MjGh5fKSV9U6JiLS1hSMSdHNWbWRjXRrVDawWzVDuteUqEbS1MhXCFrHEkZWPrdwDf/6QLljIiJtScGYFF3SZK8TNJKyfOSY8uKYbfoxPqEr+aKXPtS8YyIibUjBmBRd0gLh6qIsIzmmvKhKpbh89+GxzacsXa9Z+UVE2pCCMSm6qYkz7yt5vxIcNapf4sjKH7/8IfVptY6JiLQFBWNSdG8nrUmpaS0qQiqV4ud7jIiVu5UbuXvm0hLUSESk41EwJkW1qSHNzBVak7KSHTKiNwcO7x0rv+TV+WxsSCe8QkRECqFgTIpq1sqN1Ed6s4amljCwViMpK0UqleJne8Rzx95fW8fN0xaXoEYiIh2LgjEpqqQuyglVc0pQE8lLjpGV+2zRiyNH9o1t/rMpC1lT19AeNRMR6bAUjEnrNDN5aGLyftU7xaqNtEbDhiYXE798j+FEJyNZvKGeq9/6qH3qJyLSQSkYk9ZpZvLQxGkt1DJWnhICsLCJA3vw5TEDYuW/fGMhi9bVFatWIiIdnoIxKarECV/VMlaxLt1tGDWR2Ht1XZr/98r80lRIRKQDUDAmRbMh05XZqzbGypUzVrnG9K3lzO0Hx8p/65bw5tJ1JaiRiEjlUzAmLddMvtiM9Cii84Ju2bMLfVNri1gpKbZLdxtGny6Nbx3pDJz3wgdaRFxEpAUUjEnLNZNj9HZ6dKxMk71WkBwjKwd378KPExYRf/LD1fzjvZXtUTMRkQ5FwZgUzdT0trEyTfZaIcIjK7P/Dvn2DkMY3adb7GUXvPABmzQRrIhIQfKeedPMJgE/AXYHGoDngYucc1PyfO3TTWzS3TnXdJ+XVJykljGtSVkhwq2eCS2g3aqruHKvEXzh340HY8xcuZGbpi3mnB23KHYNRUQ6jLyCMTM7AngYWAncFRSfAPzXzA5wzr2c5/6eASYnlNfn+XqpIG+lx8TK1DLWcRw1qh8HDOvFMwvWNCq/5NUFfGW7gVplQUQkT83eLc2sK3AzsAHYxznngvLrgVeD53bLc3+TnXOXtKyqUkmWbajn3UzjJXSqUsoZ60hSqRS/2WcrdntwOuG0/RWbGrj01flcu+/IktVNRKSS5JMz9ilgS+D32UAMwDk3A7gH2NXMdilS/aRCvZ4wzYH1raVHjdIUO5JdBvXgNBsYK79x2mJeX6KpLkRE8pHPN+N+weOTCc89EdmmOWPN7Ltm9gMzO9bM+uT5OqkwU5bGJ3vdZVCPEtREiu3yPUbQMxJkN2TgrOfeI62pLkREmpVPUkc28Sdpps45kW2a8+Xgv6wVZnaWc+6+XC8ws35Av0jxlnnuT0pkSkKryC4D1UXZEQ3r0YWLdx3GhS992Kj8xY/Wcuv0JZw1Pj5JrIiIbJZPy1i29WpVwnPZsr7NvMdi4AJgHNADGAl8M3juHjP7ZBOvPReYG/nv2earLaU0JaGbUi1jFSw851jC/GPn7TiE7fvFR13+8KUPtW6liEgz2iWBxzk31Tl3lfPWO+fed87dBHwFqAYuauLlVwPbRP7Lt1tUSmBdfZoZK+Izlew8UMFYxcrOOVZd2/j/A12rq7h5v3jC/spNDZz3wgftWVMRkYqTTzdltvUrKb8rW9aiabedc4+Y2WJg7ya2WQGsCJeZWUt2J+3k7WXrY8sgbZVayMDafAfdStnKTgabYP9hvTl17EDunLm0Ufm9s5dx2tiBHLKlUkRFRJLk0zI2O3iMz+C5uWx2wnP5WgL0bMXrpcwk5otVuYQtpeI0swTWlXtvyYBu1bHyb/73PTbUa2Z+EZEk+QRj2fysgxOeOySyTUGC5PwxwLsteb2Up8R8MQVjncKg2hqu3Cs+vmbWyo384vWFJaiRiEj5yycYewL4ADjJQv2DZjYOOBGYkl0Sycy6mNk4M2uUPGJmO0ff1MxqgVuBLkDO0ZRSeRJbxqoVjHUWp9pA9hvaK1Z+xesLeXtZfMoTEZHOrtmcMefcRjP7BvAQ8LyZ3Rs8dQI+mDsrtPkIYDp+2aNJofI7zawH8DI+sBuIb1XbGngR+EXrPoaUi/pMNW8mfOHuUjWjBLWRUqhKpbjpkyPZ+YFp1IdyBzelM5z89FxePHp7ulSlSldBEZEyk9doSufcP/DB05vAqcDJ+CBqX+fcS3m8xR3A+8CB+KkqjsdPd/F94ADn3NqCay6l05B7TXeX3poNDY2z9wd0q2ar1KJi10raW3iai4gJA7pzwU5DY+VTlq7n51MWFLtmIiIVJe+VfJ1zTwNPN7PNPCD2k9c5dy1wbaGVkzKVndrghPjs6q+nx8bKdhnUg1SLxttKWQsn82eDslDZT3YdxkPzVjA9Ms3J5a8t4Mit+7Gr5p0TEQHaaZ4x6TympOPTjmh+sU4gO/9YSG1NFXdNGkV15OdZfQZOfnouGxs0ulJEBBSMSRtLCsa0DFLntceQnly4c7y7curyDfzklfklqJGISPlRMCZtJpPJMKUhIRhTd1THFc4ZS1gmCeDHuw5jp4SA/Mo3F/H8ojXFrJ2ISEVQMCZt5r01m1geWaa0e3UK69v0RKFSwbL5g+H/j3RXdq2u4u5Jo2IjKNMZOGXyPNbUNbRXbUVEypKCMWkzU5bGp7SYOLAH1ZrGoHNJGGU5cWAPLtltWGzTWSs3cvZz77VXzUREypKCMWkzrydN9qp8sc4nIZkf4Ps7DWXPwfEu67tnLeNOt6Q9aiYiUpYUjEmbSVwGSflinVNC/lhNVYq7DtyGHjXx287Z/32facs1O7+IdE4KxqTNJC2DpGktOqkc+WPj+tVyw75bxTZfV5/muCfeYa3yx0SkE1IwJm1i6YZ63l9b16ismnp2HKBuSmnsVBvEydsNiJVPW76Bb//3/RLUSESktBSMSWFyLH+T1Co2rupduid0SUknkmPJpBs/OZLt+8Xzyn43cym/n7m0PWomIlI29E0phUlIzIYc+WJVrti1kXKXI5m/Z5dq/nzItnSPTs8PnPXce7yVsNi8iEhHpWBM2sTrCdNaKBiTpuwwoDvX7TsyVr6uPs3n/jWbxevrEl4lItLxKBiTNpHUTblL1YwS1EQqyek2kBPHxPPH5q3exDH/fodNWr9SRDoBBWPSassyfZi+Ip4XtHP1zBLURipJKpXi5v1GMr5/vCvz2YVr+OZz75HJZEpQMxGR9qNgTFrtuYadY2Xj+tXSP7W6BLWRspNjzcqsXl2qefiwMQzoVh177na3lGvf/qiYtRMRKTkFY9Jq/2nYJVa2/9BeJaiJlKUcc46Fje7Tjfs/NZqahJWzznvhA/71/soiVlBEpLQUjEmrPdOwa6zsgOG9S1ATKWs5prnIOnB4b65PSOhPZ+D4J+fytkZYikgHpWBM8pPjS3T1pgZeS4+Lle+nljGJyjHNRdjXxw/mWxMGx8pXbmrg0EdnMXfVxmLVTkSkZBSMSX6yXU0R/1u0hjSNc3226d2VrXp1ba+aSQfzm3224pAR8ZbVBevqOPTRWSxapykvRKRjUTAmrfLMgjWxsv2HqYtSWq6mKsWfD9mWsX27xZ6bvWojn/7nLFZu0hqWItJxKBiTVvnPgviIyQOGqYtSWqd/txr+dfh2DO/RJfbc60vXc+Rjs1lfrznIRKRjUDAmLba+Ps1Li+OTvaplTNrCqN7dePzw7eifMOXFswvX8MUn3qEurTnIRKTyKRiTFnvxo7WxL8PhqY/YtrfyxaRtTBjQnUc/PYYeCQvO/+O9lXzxiXfYqFn6RaTCKRiT5uUYSflMQhfl/tVTSKUSJosSgWYngE2y9xa9+Ouho+lSFT+v/jZvBV94fA4b1GUpIhVMwZg0L8d0BP9JSN4/oPq1YtdGKlmuCWCbmYPs0C378IcDR5EU5j/6/io++6/ZrK1TUr+IVCYFY9IimzI1PL8oYSSlgjHJRzT4ymMOsi+OHsBt+2+dGJA9+eFqPvPP2azWKEsRqUAKxqRFXk1vz/qGxvlig2pr2D41t0Q1kooSDrwK6LI8Y9wg7pw0ioQeS55duIZPPTqL5Rvr26CCIiLtR8GYtEjSEkj7De2F0sUkbzkmEm7OyWMHcu9B21Cd8NIXP1rLPn+bwTuaqV9EKoiCMWmR/yStR6n5xaQlCswfAzh+9ADu/1RyUr9buZG9/jaD/y2Md6OLiJQjBWNSsIZ0hucadoqVa34xaRN55I8BHDWqHw8dOprahCayJRvqOeiRmdw3Z1kxaigi0qYUjEnB/n97dx4lZ1Xmcfz7VlUv1Uk66ZAmZCEJZLkJ4cSBIAEBEwSHTQF1DolAWDxmgBGZgyOowYUZj8h4GEVljgyjKCCogLIMBoggSyDIZgxmuyQkhOxbdzrpdPVWXfPH+xaprnq76q3u6qpO6vc5p08V933f27dvHrqfuu99713eEGM/3UfBaitCzBgeLVGL5LCQx9yxpPPGDWXReZOprcj8VdYWTzDv+Q3ctmwbiYQWhxWRgUvJmOTtpa2Z64udftRgwn6zqkWC8ptDFuCW5Zmjh7D0oqmM72Fz+lve3Mq85zewT09aisgApWRM8vayz1yc2bpFKf0h4C3L6cOjvH7xVE6ur/E9/vD6Rk56bDXL92Ru3yUiUmpKxqRnPiMS8a4ES/xW3tfkfSmxkTUVvPBpw+eOGeZ7fG1TG6c8voZfrNmt25YiMqAoGZOe+dw2emHrfva0db/dU0OMmfWDitkyOdylfhDIYwulmkiIh88+lps/MtL3eGs8wRdf3shVL75Ps1bsF5EBQsmY5OWBtXsyys4Ov+G7xIBIr6V+EOhpC6UehByH/5w1lt984hgG+0zsB7h/bQMfeXSV7/xHEZFiUzIm/nxGIQ4kqvn9hr0Z5fMrFhWjRSJ5mTdpOG99ZhrH1/kncev3tzPnqXf58qsfaF9LESkpJWPiz2cU4vHOORzo7OpWNrQyzKfCS4rVKpGDAty+NMOqef0z07h6yhE9nnPXyl3M0CiZiJSQkjEJ7IHO8zPKLjm2jmqnvQStkbKXevsyS2JWEwlx75wJ3Dt7PFG/PZQ4OEq24OWN7Ix19GerRUQyKBmTQLa1dPCn+KyM8vmTh5egNSIp4q2B5pVdbUaw/J+O47SRPT9s8vM1u5nyu5X86J0ddHTpiUsRKQ4lYxLIb9Y10EW4W9mEIZWcdpSWtJAiibdCZ+zg+yS/vS3Tz/FMHlrNS582/PCUsb7bKAE0tcf5yl82M+PRVSzevK8QLRcRyUrJmATi9xTl5ZOGE3L0FKUUSbgaItHMVfr9zssyShYOOdw4YyTv5BglW7O3lXMWreWcRWv5yw5tOi4i/UfJmHTnM5qwoiHG3/bEMsrnT+55UrRIv+rpdmQe+1smR8l+/LGjGVoZ7vG8xZv3ceoTlgueXstbuw7k21IRkZyUjEl3Pgu9+o2KnRxawZRhwdZ9EimabEmaT6IWDjnccPyRrJ07nQVTR5BtzG3Rpn189LE1XPTsOt7YqaRMRApHyZhkFU+EeHBdQ0b5/IjWFpNDQDIBy7HHZX20gns+Pp63Pjst661LgCc3NjHr8TV87Ik1PLK+kU5N9BeRPlIyJlm9GJ/JlgPdH/WPODCv4tkStUgkoNSnLAM6cUQNSy40PPSJY5hYW5X13Nd2HOCS59Yz8bcruGP5dhpaO/vaYhEpU0rGJCu/tcXOO3ooI5ymErRGJA/Ztk/K8sSl4zh8ftJw1lwynXtnj2fCkMqs3+aD5nZuen0Lo379DnOfW88zm5qIa7RMRPKgZEx6tL2lg993fiKjfH6W1cxFBqxk4tUZC7RgbCTkcLUZwbtzj+eeM8YxbnD2pKy9K8HD6xs57+l1jP/N31n4xhZWNWY++CIikk7JmPj+MUokEly7ZCPNdJ8/M7QyzKfHDS1m60QKI5mARaIHywIsGFsRclgwrZ53507nV3Mm8JEjor7npdpyoIPv/2070x9ZxbSHV/LNN7fwt90tJBIaMRORTErGxHdezYPrGnhiY+atyMsmDac6orCRw0S2W5lpqsIhrpxyBMs+O40XPjWFC8cPzfr0ZdKava18b9l2TvjDaib9dgU3Lt3Es5uaiKXt8yoi5StS6gbIAOL9YdraNYIblm7KOFzvNHDrzBnFbpVI8SRHyjpj4PiPljmOw5zRQ5gzegjrmlr52apdPLC2gV0BJvCv39/OnSt2cueKnVSHHT4+agjnjK3l7DFDmF4XJRzSIsoi5UjJmHSTSCS4pm0hjfF4xrGfVd1OffSTJWiVSBGk3rK8NNH99n0yKUtdKiPeyqTB8F+nHs3ts8byxw+a+KXdzR8/aCIe4G5kazzB4s37PtxyaWhlmNNGDuL0owZz+lGD+Wj9II1Ci5QJJWPSzQNrG3gq/vGM8nkT6/jcjj+XoEUiRZI+CpZMzObG3JGySLT7hP+U8ytCDhdPGMbFE4axo6WDh9Y18OiGRpbuCL44bFN7nEWb9rFok5ucRRyYPjzKzBE1nFQ/iJkjapgxPKoETeQwpGSs3KV86t9yoN339uTIaIS7ThsHfyh240QGgGTSlRwxSx09S+X9vzSyKs6NM0Zy44yRbDnQzmMb9vL7DY28vL2ZfFa86EzA8j0xlu+Jca91d8EIOTCxtorpdVGm11UzvS7KcXXVTKytYnBFz1s6icjAFjgZM8bMAb4DnATEgdeAhdbaZXnUcQ3wJWAy0AQ85dWxM482SyEkkzDvD827XeO44k/raWrPvD159xnjOaJaebtIhtQ5ZslNzJO3OMPVjKnu4vpptVx//JHsbG5m8bY2nt20j8Vb9rEzlv8isV0JWNvUxtqmNh5/v/uxUTUVTKqtYlJtFRNrqxg/pJJxg92vMYMqqdB8NJEBK9BfWGPMBcCTuAnUfV7xpcCrxpjZ1to3A9RxO/A14F3gp8BY4CpgtjHmZGttY/7Nl17zPt3HLolz27Jt/KDlt7S3ZN5SuSyyiIsnfKsEDRQ5BPQ0SpZe/pDDkXNjXH5shMsnH0FXIsHyPTGe2dTEi9uaWbqjmeaOvj1dua2lg20tHSzZ3pxxLOS4ydqomgpGRd3X0YMqOCpaQX00Qn11hPpoBfXVEeqqwoQcJW4ixZQzGTPGVAJ3A63AqdZa65XfBbztHZuZo47jgZuAvwOnWGtbvPJncJO7bwFf6f2PIXmJtxJ3qljUeQb/+shKNuxvBzIXtDwqGuEnoTtw/3lEJJDUCf+pUspCjsMJI2o4YUQN3zgBOrsSvNMQ45XtzSzZtp/Xdh7I2IasL7oS7tpnQeoMOTCsMszwKjcxq6uKUFcZZqj3VZv8qggxuCLM4IoQgyLu+0GREDXeVzQSojrs4CixE8kpyMjYJ3FHsf4nmYgBWGvXGGMeBBYYY07IcbvyStw1zW5LJmJeHfcbY24BrjDG3GytHTCbuyUSCdbvb2dv24Bpkq/k5/HkWpIJ76ujK0F7vIu2eIL2rgSt8S7e29fGysZWVjbGWLO3lbb4j6C13bfesAO/mD2B4a/sK8aPIXL4SE3E0hOz1Nua4N7a7IwRcRxOHFHDiXUhbphWC+FqdrR08PbuFt7e3cJbuw7w190tbC5ggtaTrgQ0tMVpaMucstAb0bBDdSREddhNzqpSXitDDpVhx30NOVSGQ1SEHCKO+1BE8isScog43mvIIexAxHEI+7wPOQ4hIBxyX0Ne2YfHHHDIfO/grmbivrrXJvPIZJnz4Xs+XGMumWwmj5F2HSnXppalSs1X0+vtdp7ftT13fdbv018O1dT7mCFVDC/hdJwg3/kM7/V5n2PPAQu8c7IlY9nqeB64DjgOeCdAe/rd9pYOzn16Lcv3lOdWJuOdrdxz3mz+cWxtqZsicmjr6QnNlNuX3ZbRSD6t2RljZE2U80dXcv6YKgiPAtwnLlc1xtwPVQ0xVjbGWLevjY3N7Xk9HFBMsXiCWDyOO9VYZGAKOXDD9CP54aljSzKaGyQZm+S9vudz7L20c7LVsd9auytHHRnJmDFmGDAsrXg8wPbt23N8295Z+MYWVq5vLLtHTStCDtdMG8GXNsyjGsvmzftgbwQ2b3ZP6I/3/VXvofh+oLRDP39p3j95DFy44WBfJP+7qw1CVR8mbEeHqzk62sq5Y4BxNdAVpiMeZVPMYWNTM+83d7A5lmDrgVa2tnSy5UAnewo0yiVyOLvr1V2cXt3CrCMH5T45Tyn5iu9jz06uvdKMMYtxb1VOttauSzs2GXdC/v3W2iuz1NEO7LTWjvU5tgC4B/iCtfaXPsdvxX2KU0RERORQdoa19pX0wkgpWpKnO4FfpZVVAscCa+nfse+xwBLc26ybc5wruak/C099Wljqz8JTnxaW+rPwitGnYWAU4Lv6RJBkLDmD228CUbIsc0fpzDp6moCUtQ5r7V5gr8+hd3N8zz4zxiTfbrbWvt/f3+9wp/4sPPVpYak/C099Wljqz8IrYp/6TfcC3Cccc0nempzoc2xi2jnZ6hhijKnvQx0iIiIih50gydgS7/Usn2Nnp53TmzrOAvYAqwK0RUREROSwEiQZew73Hup8kzKWZ4yZClwGLEuuMWaMqTDGTDXGjEur4z6gC1hojKlJqeMKYAruAwADe0EvERERkX6Qc86YtbbNGHMd8ATwmjHmIe/QpbjJ3LUpp48BVgMvAXNS6lhhjLkDuBlYZox5wjt3Lu7tye/2/UfpF3uBf8d/zprkT/1ZeOrTwlJ/Fp76tLDUn4VX8j7NubRFkjHmTA5uFN4FvArcYq39a8o5E4ANwEvW2jlp1zvAPwPX032j8G9oo3AREREpV4GTMREREREpvCBzxkRERESknygZExERESmhQ2EF/oIyxszh4Ny3OPAasDD5RGjAOq4BvkT3uW8Ly3XuW1/61Lv2hSynRK21rQVo5iHBGHMD8FHvawrg0Ms+UJy6CtGnilOXMWYscAlwATAVqAd2AH8Cvmut3ZDl8vS6FJ8Upk8Vn90ZY4bjTsifBUwAhgJbgbeB71tr386jrqLEaVklY8aYC4AncTv0Pq/4UuBVY8xsa63vNgVpddwOfA13B4Cf4m6jcBUw2xhzsrW2sT/aPlAVok89LwEv+pSX25InP/ZeN+L26bDeVKI47aYgfeop9zi9HjeuVgP/h9ufJwFXA58xxpxhrV2RqxLFZzcF6VNPucdn0pG48bQUeAu3T8cDF+H26Txr7SO5KilmnJZNMmaMqQTuBlqBU6211iu/CzdbvhuYmaOO44GbgL8Dp1hrW7zyZ3ATkW8BX+mvn2GgKUSfpnjRWntrf7TzEHM+8Ka1drcx5kVgdr4VKE4z9LlPU5R7nL4OnGatXZpaaIy5EfghcAdwbrYKFJ8Z+tynKco9PpPWAXXp65d666MuA24HsiZjxY7Tcpoz9kncrPaBZNIAYK1dAzwInGiMOSFHHVfi9tltyX8Yr477cTPnK4wxZZPgUpg+lRTW2qettbv7WI3iNEWB+lQAa+1j6UmD58dAC3B6gGoUnykK1KeSwlrb6beQvPe3aTUwwVtuK5uixmnZBDzubuwAz/scew5Y4J2TbZ5TtjqeB64DjgPe6WUbDzWF6NOkKd4nwUrczVQXW2v35bhG/ClO+4/itGedQJC1khSfwQXt0yTFZxbeWqhTgNXW2lz9WtQ4LadkbJL36rdr+ntp52SrY7+1dleOOsrll0gh+jTp895X0l5jzLXW2t/1tnFlTHHafxSn/i4CaoHHApyr+Awmnz5NUnymMMaMxl1sPgwcDVyMm9x+OcDlRY3TcrpNWeu9+n1KSJYNDVBHT58ygtZxOClEn+4Cvor7FFENMA74F+/Yg8YYDdHnT3FaeIrTHhhjRuJObm4Dvh3gEsVnDr3oU8Wnv9G4T/p/E/e2YzvwWWtttidPk4oap+U0MiYDkLV2JbAypWgT8DNjzAd4jxDjTsAWKRnFqT9jzCDcfYvHAAvyeOpPetCbPlV8+rPWvgU43sNmE4F/A542xlxvrb27tK3rrpxGxpKZbK3PsWRZU4A6/K7Pp47DSSH61Je19o+4n/ZO6c31ZU5xWiTlHKfGmCjuUgyzgJustT8PeKniswd96FNf5Ryfqay17dba1dbaL+LOZ77TGDMmx2VFjdNySsbWea8TfY5NTDsnWx1DjDH1fajjcFKIPs1mNzCoD9eXK8VpcZVdnBpjqnDnMp0JfMdae0celys+ffSxT7Mpu/jM4c9AFXByjvOKGqfllIwt8V7P8jl2dto5vanjLGAPsCr/ph2yCtGnvowxw3AnR27szfVlTnFaJOUYp8aYCuBh4BzgB9ba/8izCsVnmgL0aU/1ll18BjDKe821EG5R47SckrHngM3AfGOMSRZ6i8BdBixLbt9jjKkwxkw1xoxLq+M+oAtYaIypSanjCtzHZe/3W9vkMNbnPjXG/EN6pcaYauAeoAIoy6eAglCcFp7iNDtjTBj4NXAh8FNr7deynKv4DKAQfar47M4YM92bJ5ZePgP4Au76ba94ZQMiTstmAr+1ts0Ycx3uxMjXjDEPeYcuxU1Kr005fQzuwnAvAXNS6lhhjLkDuBlYZoxJTrKciztc+d3+/jkGkkL0KfArL9DfxE3sjsAdVRuPuzL17f35Mww0xpiv4z4RRcrr/xpj4t77r6YsYKo4DaAQfYriNOnbuPso7gYajTG3pp+QsgK84jOYPvcpis90C4DLjTGvAO/j7plscHcycIAvpmxlNCDitGySMQBr7VPGmLNxH3W9CjfrfRW4xVr714DVfB1Yj7uf2A0c3JPxG2W2nxpQkD69F3c9nTNxf4G0A2uA/wZ+Yq1t6492D2Dnkrldz+Up72/F/aWdi+L0oEL0qeLUNd57HUHPSy7cGqCLyagIAAAAgklEQVQexedBhehTxWd3jwJ1wKm4txQrge24t4LvtNa+EbCeosWpk0jks7iviIiIiBRSOc0ZExERERlwlIyJiIiIlJCSMREREZESUjImIiIiUkJKxkRERERKSMmYiIiISAkpGRMREREpISVjIiIiIiWkZExERESkhJSMiYiIiJTQ/wO56ynSsjT0EwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=100000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grid = np.linspace(0, 3, 100)\n", "n_iter = 100000\n", "\n", "for size, distr in zip([100, 10, 5, 10], [sps.norm] * 3 + [sps.expon]):\n", " D = []\n", " \n", " samples = distr.rvs(size=(n_iter, size))\n", " for i in tqdm_notebook(range(n_iter), leave=False):\n", " D.append(sps.kstest(samples[i], cdf=distr.cdf)[0])\n", "\n", " plt.figure(figsize=(10, 5))\n", " plt.plot(grid, sps.kstwobign.pdf(grid), \n", " lw=5, label='Kolmogorov pdf', color=blue)\n", " plt.hist(np.array(D) * np.sqrt(size), bins=200, density=True, \n", " label='hist $\\\\sqrt{n} D_n$', color='orange')\n", " plt.title('Точность приближения в критерии Колмогорова\\n' \\\n", " + 'Распределение {}, размер выборки {}'.format(distr.name, size))\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Рассмотрим случай $\\mathsf{H}_0\\colon \\mathcal{N}(0, 1)$ " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "sns.set(style='darkgrid', font_scale=1.7)\n", "\n", "def apply_kstest(sample, cdf=sps.norm.cdf):\n", " print(sps.kstest(sample, sps.norm.cdf))\n", "\n", " ecdf = ECDF(sample)\n", " grid = np.linspace(-3, 3, 500)\n", "\n", " plt.figure(figsize=(8, 3.5))\n", " plt.plot(grid, ecdf(grid), color=red, label='ecdf', lw=3)\n", " plt.plot(grid, cdf(grid), color=blue, label='cdf', lw=3)\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Нулевая гипотеза верна:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KstestResult(statistic=0.08237600150211866, pvalue=0.4877223292527129)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "apply_kstest(sps.norm.rvs(size=100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Истинное распределение - Лапласс" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KstestResult(statistic=0.10815556124535541, pvalue=0.17914691700639876)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf8AAADpCAYAAAAqCT6MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3hUVfrA8e/cmUzJZNJDQiAE6UWQLkVFxQY2IKAgymIXVnDBvq4C6891V7GsYEMQVpYVEQMLCKxrA+kCKy2IEoQQIIX0STL9/v4ImTBMKqSRvJ/nyZO555577zsn5Z1777nnaFRVVRFCCCFEs6E0dABCCCGEqF+S/IUQQohmRpK/EEII0cxI8hdCCCGaGUn+QgghRDMjyV8IIYRoZiT5CyGEEM2MrqEDqE85OYV4PLUzrEFERBBZWdZa2VdTIO3hS9qjjLSFL2kPX9IeZWq7LRRFQ1iYudx11Ur+n3zyCfv372f//v0cO3YMVVXZt28fBoOhxsEsW7aMpUuXcvz4cSwWC9deey0zZswgIiLCr67L5WLhwoUkJiZy6tQpIiIiuOWWW5g6dSpmc/lvqDIej1pryb90f6KMtIcvaY8y0ha+pD18SXuUqa+2qNZl/1deeYXVq1fjcDiwWCwXfLA5c+Ywc+ZMHA4H9957LwMHDmTlypWMHz+evLw8v/pPP/00b775JmazmYkTJ9K1a1cWLVrEgw8+iMPhuOA4hBBCiOasWmf+8+fPp0ePHoSHh3Pfffexc+fOGh/ol19+YeHChXTq1Inly5djMpkAuPrqq3n22Wd57733eP755731N27cyLp167jqqquYP38+Wq0WgHnz5jF37lyWLVvGxIkTaxyHEEII0dxV68x/6NChhIeHX9SBVq5cicfj4bHHHvMmfoCRI0fStm1bVq1ahcvl8pZ/8cUXAEydOtWb+AEeeughgoKCWLFixUXFI4QQQjRX9dbbf/fu3QAMGjTIb92gQYPIzc3lyJEjPvUDAwPp2bOnT12j0UifPn04fPgwVqt0EhFCCCFqqt56+x8/fhyz2VzuFYQ2bdoAkJKSQpcuXSgsLOTMmTN06tQJRfH/fFJa//jx43Tv3r1uAxdCCNHkuVWVQpeHYreK3a1ic3uwe1RsbhWbR8Xu9pzzuuS7ze3B7lZxqiouDzg9Km61ZNnpKdmn06PiUsHlKavnUtWzyyXlblXFrUKrYANPdQilZ6ixzt9vvSX/wsLCCm8dBAUFAVBQUADgPaMvLa+qfnVFRJS/vwsVFXXhnR+bImkPX9IeZaQtfEl7+LrY9lBVlXynh2ybiyy7i2y7myybi2y7iyybizyHmwKnhwKnm/xzXnu/O9wUuxv+iYP9eXb0ioZ/3xxV58dqVs/5Z2VZq/UYRXFxIVZrHm63s8I6iqLg8XhqM7xLWn21h6JoMRhMmM3B6HQBdX68CxUVZSEzs2YfTpsqaQtf0h6+KmoPVVXJdXpIt7nOfrlJt7nIOOd1pt1FrsNDjtNNI8jdF03RwKAQfa39fiiKpsKT3npL/mazucJ79KXlpY8Rlp7ZV7d+bXI6HRQU5BAaGklAgAGNRlNuPZ1OweWS5F+qPtpDVVXcbjc2WyHZ2emEh0c36g8AQoiKqapKpt1NcrqVfafyOVHk4kSRkxNFTlLPvq7Ps3ENEKjTYNIqmLQaDIoGg1bBqGgwajUYtBqMilLy2lumYFA0BCgQoGjQaUq+AhTQeZfPWadAgEbjXReggPZsHa1GQ9dWIeiL7PXyfust+cfHx7N3716ys7P9Lv+npKQAZffyzWYzkZGRpKam4vF4/O77l9aPj4+v9TgLCnIJCgpBr6/7ey6iZjQaDTqdjqCgEAAKC/MJCfEfHEoI0XjY3B5+K3RypMBBstXBrwUOkq1Ojlgd5Dtr74QhUKshXK8lVK8lTK8lXK8QqtcSrtcSHKAQpKvgK0DBrFMI1GpQKjjZqy9RZj2ZTS359+3bl71797Jt2zZuvfVWn3Xbtm0jNDSUDh06+NT/z3/+w759++jVq5e33GazsWfPHjp37lxhn4CL4XI5MBgu7rFGUfeMRjPZ2WkNHYYQ4hwZNhcH8uwcyLNz8OzXkQIHF5rig3QK0UYt0UYd0UYdLQxaWpx9HW3UEmXQEWHQEhqgYNBe+MNr2qP7CXr/aZTczAveR62IboXu3hdxdelf54eq9eTvdDpJSUnBZDIRGxvrLR81ahSLFy/mgw8+4Prrr/c+679q1SqOHTvGpEmT0OnKwklISOA///kPc+fO9RnkZ8GCBVitVsaMGVPboQPg8bhRFG3VFUWD0mq1eDzuhg5DiGYr3+lmT46NXdk2dmcXsy/XTqa9Zn+TQTqFDiEGYvVa4gJ1xAUGnP3S0caRS6jm3P15zn6d0xfLcfbrIlnenEJA8t6L39HFSv2VQJ2J/Fmf1fmhqj3C39GjRwG83//0pz95E/IzzzzjvZSfnp7OiBEjGDBgAEuWLPHuo1OnTjzwwAMsWLCAkSNHMmzYMNLT01m/fj3x8fFMmTLF55hDhw5l+PDhrF+/nrFjxzJ48GCSk5P59ttv6dWrF+PGjbv4d1+Biu7zi8ZDfkZC1B9VVTlW6GTbmWJ2ZRezK9vG4QIH1bkjrwHiAgPoYAmgY5Ce9hY9HYL0dLToS87kWwT7dnBzuwl5YST6vRvr6u00XlodjgE318uhqpX8f/jhB78hfVevXu19/fjjj1drBMCnnnqKuLg4li5dypIlS7BYLIwcOZInn3ySkJAQv/qvv/46Xbp0ITExkcWLFxMREcGkSZOYNm0aer2+OqELIYS4AKeKnWzOLGZzZhGbM4tILXZVuU2gVkO3EAOXn/3qHmKgS7ABs676l+QDDmxpsMRffPNEihOmNcixAcLbxWNz1nzCvAuhUVW1CTwgUT3VedQvLe04MTFVdySU3v6+GqI9qvuzagjyOFcZaQtfjbU9HB6V7WeK+W+ala/TC0m2VvyoM4BWA92CDfQLN9Iv3ESfMCOXBQXUuNPc+e0R+K+/YV7yCgAekwU1sH7GRHBf1o38ZxagWhquz1dt/240ikf9hCj1+OOPkJZ2mhUr1viU//TTHj78cB5HjyZTWFjI/fc/zIMPPtpAUQrR9J2xu/g6rZD/phXyXUYR1ko+wAfpFAZFmLgywkS/CCNXhBprdEZfHUp6ijfxA1gffwP79XV3i7c5k+QvGoX8/Hyef/4pAG699Q7M5iB69+7bwFEJ0fRk2d18eaqAf5+0siWzqMKe+EZFQ/8IE1dHmbgqKpBeoUZ0St32tbHMfcJn2dndfy4YUTsk+YtG4eefkygoyOexxx7n3nsnNXQ4QjQpuQ43X56y8u+TBfyQWVThaHhtAnXcGBPEjTFmBkeaMF7E43M1Zi8mYO8m76Kz/RV4WrSpv+M3M5L8RaOQlXUGgPBwGbRHiNrgVlU2ZRSxLCWfdaes2Mvp76QB+ocbubllEDfFmOlk0dfbkzSawnyUzFTIM6PNKUT32wE0rrJ+BnmvrQN5qqfOSPIXAGzY8CWrVn1BcvIRQKVjx8787ncPcuWV/pfd0tPT+OSTj9mxYxtZWWcIDg6mU6cu3HXXePr3H+itl5p6gnnz3mL37l1otQq9e/dl6tQZfvu76qp+3td/+cts/vKX2QB8/vlqWraM9asvhKjYb1YHn6Xksywln1MV9NDvH27kzlYWbm8VREtT/Q+RrTu8i9Bnb0VjLwbg/C52xTdPrLeOfs2VJH/Bm2/+jcTEz4mPb8vw4bfi8Xj44YeNPPXUNF566WVuvPEWb93k5CNMm/Yo+fn5DBw4mBtuuJnc3BwOHtzPV19t8Cb/9PQ0Jk9+kLy8XK655jpat45j376f+P3vHyY4ONjn+Pff/zBHjvzCDz9s5Oqrh9KhQycAgoLkj1+I6vCoKl+nFbLgaC7fZxSVW+eKUAMJccHcHhtEq8B6Tviqin77OrRpxwAwfPuZN/GXx9nz6noKrPmS5N/Mbd26mcTEz7nlllt57rkXvaMsPvLI73n44Ym89dbrXH31tRiNRlRV5eWXXyIvL4+//e0thgwp+wPV6RTS0tK9yx98MI+cnGyee+5FbrvtTm/5q6/+mS+/XE1MTEtv2YMPPsq6dWvOJv9rGTHi9np450Jc+vIcbj5Nyefjo7kcK/R/NC9Cr2VMnIVx8SF0D6mf58fLY1r9AUEfPOtXripaNG274HKXdTt0Xj4Y+9CEeoyueZLkX02mL+YSuPRVlOLyZxpsKB5TEEUTnqc4YeoFbb9q1Qp0Oh3Tpz/tM7xycHAwd911D2+99Rq7du3kqquu4eDBAxw58gvXXHOdT+IvFRlZMge1w+Fg48ZvadWqtV8if/DBR9mw4csLilUIUeJYoYP3fs1heUo+Ref13tMAN0SbGR8fzE0tg9DXcQ99Py4ngf98Fd1v+71FAUk7yq1qGzYe06tLyGmE4x40dZL8q8mUOLfRJX4ApdiKKXHuBSf/pKSDBAUFsWzZUr91qaknAEhJOQ7A4cNJAPTrN6DSfaakHMfhcNC9ew+/GRlbtIgmOjoGj0cGSBKippLy7LzzSzarUgv8HtELDVC4Jz6E+9uFEm9uuKmuTYnzMH82p9x1nrAW2K4pOav3hEdTfMejmOozOOElyb+aikdPbbRn/sWjLyzxAxQU5ON2u1m06KMK69hsJffmrNaS9156hl+RwsJCAEJDQ8tdHxYW7u3dL4So2q7sYt45nM2GtEK/dV2D9TzULpSEuGACa3nQnRqzFxO46t0KV1snzcJ+0731GJCoiCT/aipOmOpzdt1UhvcNDDQTEhLCsmUrq6xbOoXymTOVT3tpNpsByM3NLXd9Tk52DaMUonnak13MX5Ky2JTp34nvmqhApnUK5+ooU8NPdKWqaE8lE7j0ryg5GQC4I1th/f2bJfchAHdUa9ztejRgkOJckvybua5du7F794/k5OQQFhZWad3OnbsBsGvXTkaPHlthvTZt4tHr9Rw8uB+Px+Nz6T8jI5309DSiolrUzhsQogk6lG/nr0lnWH/a/0x/RMsgnugcTu8wYwNEVj7jmvlY3n/ap6x49OM4Bg5voIhEVRr4GpFoaCNHjsHtdvPaa69gs9n81h86dNBbfvnlPWjfviObNn3Hli0/+NUtvSKg1+sZOvR6Tp5MZd063/H7Fy78ELe7ZnN+C9FcHCt08Ptdp7n2m+M+iV+rgbFxFjYNi2fxwNhGkfiVzFRMn79N4D//4jMeP4DHEkbxLb9roMhEdciZfzN3zTXXMmbMOFasWMb48aPp128A4eERnDmTweHDhzl27Cj//vcGjMaSfzYvvvhnpk17jOeem8GgQUNo374j+fl5HDiwj06duvDCC7MAeOyxx9m1ayevvfYK27dvJS6uDXv3/o/Tp0/Rvn0Hb78AIUTJ8Ltzfs5i0dFcnOcNxHdnqyCe7RpJB0sjmsbc7SLkhZHoTvzit8rR+zqK7n4STOXPJicaB0n+gj/84Sl69erNypVf8MMPG3E47ISHR9CuXQfuuec+QkLKOu516NCRjz/+J4sXL2D79q3s3LmdkJBQunTpws03j/DWi46O4b33FvDuu2+zY8c2fvxxO3369ONPfyoZwU+SvxAlQ/AuOZbHX5POkO3w7UM0LDqQP3aLpEdow5/ln0uTn0X4w/1Q8rP81uVPf0869F0iNKqqVj7BfROSlWXFU8741ueq7hzxTaXDX21piPao7s+qITTWOdsbgrSFr9L22JxZxJ/2ZZCU7/BZPyDcyJ+6RzIwMrD2Dup2lXzVAsvfp2L89jPvsn3gCFzte+KK74rjqpE1Ho9ffj/K1HZbKIqGiIjyr8DImb8QQtSjE1YHk3ec4stTvo8NxwXqmHV5FLfFBtVq733Tir9j/uT/0DjttbbPUp6gUApmvIdqOX90ftHYSfIXQoh64FZVFiTn8tdDWRSec5UsUKvhic7hPNYhDFNNptBVVXRHfkLJTquwisZejHnxbDS1dNZ/Lk9gMFlLDoHRXOv7FnVPkr8QQtSx/bk2Zvwvnb25vmffY+Ms/Kl75AXNrGda9R5B85+vdn1VUUBbOyP/uVvEkf+nf0riv4RJ8hdCiDpidXl47VAW84/k+AzH29miZ07vaK6MqP7gtpqCHExrF6DJKxkd0/jNpzWKJX/Wchz9b6rRNqLpkuQvhBB1YEtmEU/sSSOlqOySu0HR8GKflkxqZa7xhDuWv0/FsGW1X7knJBJn576VbKnB0e8GSfzChyR/IYSoRcVuD68cPMP8ZN/hra+OMvF6r2iuvCyiWj26dUk7CPr4JTTW3JL7+yk/l1vP+tD/Yb/hnlqJXTQfkvyFEKKW7M4uZuruNI5Ynd6y0ACFP/eI4u42wdXvxe92EfzaQ2jTj/utcnYbiP2qOwFwxXXC2e/GWoldNC+S/IUQ4iI5PCpzDmXxzi/ZPvf2b4g282bvaGJMNftXa9j4RbmJ32OyUDD1bdxtu11kxKK5k+QvhBAX4ajVwSM/nmbfOT35zToN/9ejBffE1+Bs/ywl/TjBrz/sXS4aPRXbjRMAcMfESw97USsk+QshxAVanpLPs3vTKXSVjRw6JNLE3/vE0MZc88fqlIwTREwqm/ZWNZopGvekDKIjap0kfyGEqCGry8NzP2Ww/ES+t0yvaHixeyQPtw9FucAR+gJX/N1nuXjEA5L4RZ2Q5C+EEDWwL9fGIztPc7SwrFNf+6AA5vdveVGT8GhyMzH+5xPvsrP7IAp/9+JFxSpERaqd/Hfs2MG8efM4cOAAWq2WXr16MWPGDLp1q7rjyX333cfOnTsrXK8oCocOHfIuJyYm8vzz5Y9cFRkZyZYtW6obtqgHe/bsYtq0x/jjH2cyYsTt3nK73cb8+e+xceN3ZGZm4Ha72bx5VwNGKsSFU1WVxb/l8eL+TBznTBB2d5tgXr2iBUG68ofm1ab+imXOoyhnTp0t0BDu9p9gTOMoRuOwAeBsfwW5r2+o8SQ5QlRXtZL/999/z+TJk7FYLIwaNQqAtWvXMn78eJYsWULPnj0r3X7UqFEMGDDAr/zo0aOsW7eOwYMHl7vdsGHD6Nq1q09ZYGAtznQl6tQ///kPPvvsX/TrN4Cbbx6BotRg3HIhGpEil4dnzrvMb9ZpeO2KaMa2Ca54Q7ebkBdGos044VOsrep4d8+QxC/qVJXJ3+FwMHPmTAwGA8uWLaNdu3YATJgwgYSEBGbNmkViYmKl+xg9enS55TNnzgRg5MiR5a6/4YYbKtxWNH4//riDwEAzc+a8g04nd5jEpek3q4MHdp7mYF5Zb/7LQwwsGNCSdkH6ije0FRHxQE+UnIwaHc/RdxiOwXdcaLhCVEuV/5G3bt1KWload999tzfxA7Rv357bb7+d5cuXk5SUVK3L/+dyOBysX7+eoKAgbrxRBqloirKysggODpbELy5Z/02zMmVXGnnOsqf3x7cJ5q+9WlQ5A59hx3qfxG+7ZjSFD71CREQQWVnWcrdRdQGoYS1qJ3ghKlHlf+Vdu0ru0Q4aNMhv3aBBg1i+fDm7du2qcfL/5ptvyMvLY+zYsRiN5XeSSUpKIjs7G4B27doxZMgQDAZDjY4jquerr9azatUXJCf/itvtJiYmlkGDhvDAA49gMpVMPqKqKp9/vozExOVkZKQTHR3DmDF3c9ll7X32tXDhhyxa9JF3+aqr+gEwfPhtvPDCrHp7T0JcKI+qMufnLOb8nO0t0ysaXu0Zxb1tQ6r17H7AwW0+y9bHXitJ7FEWPErVw/sKUZeqTP4pKSkAtGnTxm9daVlpnZpYtWoVgLcPQXmWLFnisxwVFcWcOXMYOHBgjY8nKvbaa6+wevVKWrSI5qabRmA0Gjlx4jhffLGc0aPHepP//PnvsWTJIlq2bMXo0XdhsxXz0Ufvc/nlvn0+evcumWTk889LZh0bO3Y8AB07dq7HdyXEhbG6PDy+K411p8vOzluZdHx8ZSy9w6rfm193cLv3de7/rZQzetGoVJn8rdaSP4CgoCC/daVlBQU1+xR75swZNm/eTHx8PH37+s9GFRcXx+zZsxkyZAgtWrQgIyODtWvX8v777zN58mRWrVpFfHx8jY4pyrdx47esXr2SK67ozRtvzPW5CpOfn4fBULKcknKMpUv/Qdu27Zg/f7G34+Vdd43n/vsn+OyzT59+9OnTj/Xr1wLw4IOP1tO7EeLinChyct+2kyTlO7xl10QF8mH/lkQYquqmV0bJPInu2AEAVEXB1aV/rccqxMVokJuxa9asweVyVdjRr3///vTvX/bHEhcXx+TJkwkODubPf/4zixYtYtasWTU+bkSE/weY82VkKOgqeGTnfNWt15itWbMSgKeeepagIN8nKcLDw7yvv/nmKzweDxMnTiI4uKwd27Vrx4gRt7Fy5RcoiqbcNqmrdlIUhagoS53suzY05tjq26XQFlvSrIzaeIJMW9kUvDN6tOC1K1ujrWr6XVWFOU/Al5+A21Xy5SnpJ6DpdTWRbVv5VL8U2qM+SXuUqa+2qDL5l57dl14BOFdpmcVSs2BXrlyJRqOpMPlXZNSoUbz88svs3bu3RtuVysqy4vH4P197Lo/Hg8vl8St/79dsXv85y2cYz8bArNPwdJcIpnS8sFHADh1KIjQ0jMsu61Du+y7166+/AtCtWw+/et2792Tlyi/weNRy91HZfi+Gx+Op1tSoDSEqytJoY6tvl0JbLDuex5P/S8d59s87QAOv94rmnrYhZFfQOQ9AY81Fe+IXdMeSsHw2t9w6eXf+Hsc57/9SaI/6JO1RprbbQlE0FZ70Vpn8z72v3717d591lfUHqMihQ4c4fPgwAwcOJDY2ttrbAZhMJoxGI0VFRTXarja8fySn0SV+gEKXyvtHci44+VutVr8Oe+Uep7AQgNDQML91YWEy/Ki4NHlUlZcPnuHdX3O8ZRF6LYuujGVgpKnSbbUnfiH0ietQiiv+Z227dgyO/jfXWrxC1JYqk3+/fv346KOP2LZtG8OHD/dZt23bNm+d6lq5suQyc2Ud/SqSnJxMcXExrVq1qrpyLZvcIazRnvlP7uCfkKsrKCiIM2cyqz6OuWQmsdzcHL/+Hzk52eVtIkSjZnN7eHx3GqtPlp3Zdw3Ws2Rgq7JJeezFGL9ZhpLn/zei3/2NX+JXtTpy3t+OOzIWFC0YKv8AIURDqTL5Dx48mJiYGFavXs2kSZO8z/onJyezZs0aunXr5n3Mz+l0kpKSgslkKves3uVysXbtWgIDA7npppsqPOahQ4f8RvbLz8/npZdeAvD7EFIfpnQM9zm71umUOrucXZ86d+7Gzp3bOHLkVzp06FhhvfbtO7Bp03fs37+X1q3jfNbt339ht2GEaCjZdjcTt59kZ7bNW3ZLjJn3+rUkKKCsj0rQB89i2rC4yv05O/VB1Zuw3fog7rhOdRGyELWqyuSv1+uZNWsWU6ZMYdy4cdx2221AyfC+Ho+H2bNne+ump6czYsQIBgwY4PeYHsCmTZvIyspi9OjRlQ7TO3HiRGJjY+ncuTMtWrQgMzOTTZs2kZ2dzbBhw2TUv1p0552j2LlzG2+//TpvvPGOt3c/lHzgMhgMGAwGbrjhZv7xj4UsXfoJQ4de7/35paQcY8OGLxsqfCFq7Derg/FbT/pMzPNw+1D+3CMKrUZDwJ5vMa18F429mICk7ZXsqYR9wC3kz15elyELUeuq1dv/uuuuY9GiRbz77rveznp9+vRh+vTpfv0AKlOdZ/sB7r33XrZv386WLVvIy8vDaDTSsWNHpk+fzpgxY2SM+Fo0dOj13H77SNasWcX48QlcddU1GI1GTp5MZfv2rfzzn5/TsmUs8fFtmTDhdyxZsojf/W48Q4deh81WzNdf/4fevfuyffvWhn4rQlRpd3Yx9207xRmHGwANMLtHFI9dFgweN5rCPIJfmYhSlO+znattd+wD/a84qpZwbDdO8CsXorGr9qN+AwcOrHJwndatW3P48OEK17/zzjvVOtYTTzzBE088Ud3QxEV69tk/0aPHFaxa9QXr1q1Bo1GIiYkhIeFun858jzwyhbCwcL744jO++OIzYmJa8vDDk7nssvaS/EWjt/6Ulcd2nab47Ix6BkXDe/1iGLf+b5imv4/G5Sx3O1UXQMHUt3F1u7I+wxWiTmlUVW1cPdjqUHUe9UtLO05MTNUDCDWVe/61pSHao7o/q4Ygjy+VaQxt8Y/fcnnmpwxK//rD9QqfDGzF4OyfCZs2tNxtCif+CWf3QbhbdcAT0bLWYmkM7dGYSHuUaVSP+gkhxKVKVVXe/iWbV5OyvGVtzQEsG9yKdkF6TB++XVZXowGNAoqCfdBtFI2dDrqAhghbiDonyV8I0SR5VJWZ+zP5MDnXW9bLrCExI5HoT7PB7cKweZV3Xc68zbjb9WiIUIWod5L8hRBNjtOj8sSeNFacKLuEenWkiX8vu5ewo//zq2/vd6MkftGsSPIXQjQpxW4PD+88zVdphd6y21roWf7ejZiyT/nVVxWFovHP1GeIQjQ4Sf5CiCYjz+Hmvu2n2J5V7C27r20I7216xSfx2wffjrNrSe99Z7crpSe/aHYk+QshmoR0m4txW09yMM/uLftDp3BeiHZg/nqpt0w1mimY+nfU0MiGCFOIRkGSvxDikneyyEnC5lSfUftmXx7F5I5hGNYu8D7D7wkKJWvpr6A3NFSoQjQKkvzLoaoqGk0V83eLBtWMhqcQVThe6CRh8wlSilwAaDXwdp8Y7m4TDEDAwW3eukUTnpPELwSS/P0oihaPx41WK03TmLndbhRF29BhiAaWXOBg9OZUTttKEn+A6mZJxnruSDzqraPf/bX3tbP7oHqPUYjGSDLceXQ6PXZ7MYGBloYORVTCZivEINOlNmuH8u2M2ZxKpr1knH6j20HiV08x/ET5Q02rRjMueZxPCABkhpzzWCyhWK15OBw2ubTcyKiqisvlwmrNo6ioALM5uKFDEg1kX66NUT+c8Cb+QI2HL9dPqzDxA9iuHgVyRU8IQM78/QQE6LFYwsjPz8ZVwUQfAIqi4PHI2P6l6qs9FEWLwWAiPDwanQy92iztyi5m3NaT5DtLft+CtPDl189yzaldANivGomj7zCfbTyWcBz9bqj3WCJgJdYAACAASURBVIVorCT5l8NkMmMymSutI5NR+JL2EPVh25ki7tl2kkJXyVW5MFcR/1n5GP0zkwBQdXqsj/2tVifiEaIpkuQvhLgkbMwoZOL2U94peSNdRXy96kGuyP7VW8c2bJwkfiGqQZK/EKLR25hRyH3bTmE7OyV3tLuIbxN/R7fc37x17P1vonDSrAaKUIhLiyR/IUTj5Xazc8Un3KcbgE0p6ePRypnHt/9+iE5nE79qMJG1+ABqaFRDRirEJUWSvxCi0dq15nPGKn29ib+1NY2Nax6lXcFJb53cV9dI4heihuRRPyFEo2P4fgUH/5DAGEdXinVGAFpZ0/lu7WPexK8qCrl/+xJX1wENGaoQlyQ58xdCNCpK2jH2L/47t42YS1FAyUBOLYuzWB2XT9TjfyHvbD13fFfcbTo3XKBCXMIk+QshGg3doZ38/Nfp3DJiHoUBgQDEFGWxJiaTuGvvwNHA8QnRVEjyF0I0GgdXLGLEiLlY9SXjbLTAzorhPWgTHtTAkQnRtMg9fyFEo7Bvz25u7fQwBfqSRB/lKmTFdR3oJIlfiFonZ/5CiAa3L9fGmKM68vUl9/gj3UV8flM3uoTI9LtC1AU58xdCNKj9uTbGbDpOrrYk8Yfbcvmiu4FukviFqDOS/IUQDeZAnp0x3/9GrlsDQJgtj/Up/6Jr164NHJkQTZskfyFEg0jKszNm03FyVC0AofZ8vv5yCh3vGN/AkQnR9EnyF0LUu5/z7YzZdIxsV8lyiL2A/375e7oMuRZX1ysbNjghmgHp8CeEqFe/nkonYXsGZzQl9/SDHVa+Wvc4XW6/m8K7ZjRwdEI0D9VO/jt27GDevHkcOHAArVZLr169mDFjBt26davWthMnTqxw/b59+zAYfDv3uFwuFi5cSGJiIqdOnSIiIoJbbrmFqVOnYjabqxu2EKIROVLgIOGHE2TqgwGwOKz8Z93jXNG2FfmjpzZwdEI0H9VK/t9//z2TJ0/GYrEwatQoANauXcv48eNZsmQJPXv2rNbBBgwYwIAB/uNwa7Vav7Knn36adevW0b17dyZOnMjRo0dZtGgRP/30E5988gl6vb5axxRCNA7JWfkk/Pdn0gyhAJidRaxf/wS927Uhf+ayBo5OiOalyuTvcDiYOXMmBoOBZcuW0a5dOwAmTJhAQkICs2bNIjExsVoHGzBgAFOnVv3pfuPGjaxbt46rrrqK+fPnez8czJs3j7lz57Js2bJKryQIIRqXo1YHo7//jdM+iX8aPe+6n4KhYxo4OiGanyo7/G3dupW0tDTuuOMOb+IHaN++PbfffjsHDx4kKSmpVoP64osvAJg6darPVYGHHnqIoKAgVqxYUavHE0LUneR8O6N/SOG0UvIcf6CzmC83/IFuryzGNuIBVHNwwwYoRDNUZfLftWsXAIMGDfJbV1pWWqcqx44dY/HixcyfP58NGzZgtVrLrbd7924CAwP9bicYjUb69OnD4cOHK9xWCNF4HC90ct2aw5yyeQAwuWys3fAHus/9N57YdlVsLYSoK1Ve9k9JSQGgTZs2futKy0rrVGXt2rWsXbvWuxwcHMzs2bMZMWKEt6ywsJAzZ87QqVMnFMX/s0npMY8fP0737t2rdVwhRP07UeRk9OYTnCgqeZ7P6LKxZsN0+o25D5s5pIGjE6J5qzL5l55hBwX5T65RWlZQUFDpPsLDw3n22We59tpriY2NJScnh++++4633nqLp556ihYtWtCvX78qj1eTY5YnIqJ2JwiJirLU6v4uddIevppze6RYHYz5+pg38Rtcdv79nycZlncYxj2KxWBs4AgbVnP+3SiPtEeZ+mqLennOv2PHjnTs2NG73LJlS+655x5iY2N59NFH+fDDD73Jvy5lZVnxeNRa2VdUlIXMzJp/AGmqpD18Nef2OFXs5M4fUjle6ARA73aw6qunuOnkDnL+/j2ufCfgbNggG1Bz/t0oj7RHmdpuC0XRVHjSW+U9/9Iz7fLusZeWWSwX9knl2muvJTw8nL1791breLVxTCFE3Tld7GTUOYk/QKOS+NXT3JK6DVdsO1yd+jRwhEIIqEbyr+y+fmX9AaorLCyMoqIi77LZbCYyMpLU1FQ8Hk+Fx4yPj7/gYwohal+6zcXozan85k388I+ITG49sQUAT1RcQ4YnhDhHlcm/9HL8tm3b/NaVll3oJfv8/HxSUlJo1aqVT3nfvn0pKipi3759PuU2m409e/bQuXPnCvsECCHqX7rNxegfUkm2liR+nQYWDIjltoJfvXU8LVo3VHhCiPNUmfwHDx5MTEwMq1ev5ujRo97y5ORk1qxZQ7du3bxD/DqdTpKTkzl16pTPPg4dOuS3X7vdzosvvojT6WT48OE+6xISEgCYO3cubrfbW75gwQKsVitjxsigIEI0Fpl2F2M2p/Kr1QGAFpXFup8ZtXcF+p0bvPXcUZL8hWgsquzwp9frmTVrFlOmTGHcuHHcdtttQMljex6Ph9mzZ3vrpqenM2LECAYMGMCSJUu85c899xw2m43LL7+cmJgYcnNz2bZtGydPnuSKK67gkUce8Tnm0KFDGT58OOvXr2fs2LEMHjyY5ORkvv32W3r16sW4ceNq6/0LIS7CmbOJ/3DB2cSvelj29fOM+e0bv7qeFnLZX4jGolq9/a+77joWLVrEu+++y8qVK9FoNPTp04fp06dX61n7hIQEvvnmG3bs2EFubi4BAQG0a9eOe+65h4kTJ5Y7Tv/rr79Oly5dSExMZPHixURERDBp0iSmTZsm4/oL0QicsbtI2JzKofySxK8A//zuxXITP4CzU996jE4IURmNqqq18+zbJUAe9as70h6+mnp7lJf4F+R+y/3LnwHA1bojzssHA2Ay6cnrPhTHkDsaKtxGpan/btSUtEeZ+nzUr16e8xdCNB1Zdjdjzkv873Y1M+m5md461sdew9l3GACmKAsO+ecuRKNSZYc/IYQolW13M2ZLKknnJP65fWO4b+ciNPZiAJztr8DZ5/oGjFIIURVJ/kKIailN/Afz7ABogHf6xnBXpAbTmvneesV3TQeNpoGiFEJUh1z2F0JUKcfhZuyWVA6ck/jfi8zh3p3r0R3dj2LNBcAV2w77kDsbMFIhRHVI8hdCVCrHUXKPf/85if/diGwe+8tNfnWLx/wBtNp6jlAIUVNy2V8IUaHcs2f85yb+t/tEM+l///Kr624Rh22YjMEhxKVAzvyFEOUqTfz7cssS/1u9oxkfH0LAwbLhvm3DxuNuEYd92DjQN++peoW4VEjyF0L4yXO4uWtLKnvPJn6AN3tHc0/bEDR5WehOHAZA1QVQ8PhbYAxsqFCFEBdALvsLIXxk290kbEnlp/MS/4S2IQDoft3jLXe1v0ISvxCXIDnzF0J4ZdpdjN1c9hw/wJxeLbj3bOIHvGf9AK52Peo1PiFE7ZDkL4QASqblTdicyi9nJ+nR4HvGX0p7omyaXndcx/oMUQhRSyT5CyE4Vexk9A+pHC10AmUj941tE+xXV3viF+9rd+tO9RWiEKIWSfIXoplLKXQyenMqKUUliV+rgff7tWRka4tPPeXUUYIWvoj+wBZvmatN53qNVQhROyT5C9GM/WZ1kLA5ldRiFwABGpg/oCW3xlr86gYtmoVh6xrvsqo34omKq7dYhRC1R5K/EM3UkQIHozefIM3mBsCgaPj4ypbcGFPOFKAeDwF7N/oUFd/yO1DkgSEhLkWS/IVohg7l2xmzOZVMe0niN2k1LL4yluuizeXWD9i7EaUgx7ucPX8X7ji53y/EpUqSvxDNzO7sYsZvPUmu0wNAoFbD0kGtGBJV/vP6SsYJQv9YNlmPffDtkviFuMRJ8heiGdmYUcjvtp+iyK0CEKRT+HRwK66MMFW4jeGHVT7Ljr7D6jRGIUTdk+QvRDOx9mQBj+1Kw+EpSfwRei3LBrfiirDKx+M/dxx/d3gMtpvuq9M4hRB1T5K/EM3Ap8fzmL4nHc/Z5ViTjs+HtKajRe9bUVUx/+PP6LeuBU9JfwBteop3dd5fVoMuoJ6iFkLUFUn+QjRxHxzJ4aX9md7lduYAPr+qNXGB5yRxtwslO42A/VsI/OyNcvfjCQqVe/1CNBGS/IVoolRV5W+HsnjzcLa37PIQA58NaUWUoexPX0k7Rtj0YSi5meXtpmRfGg1FY/8gj/YJ0URI8heiCXKrKn/cm8Gi3/K8ZVdGmFg6KJbgAK1PXdOXH/slflUXQO7rG1CDQgHwmENQw1rUfeBCiHohyV+IJqbY7WHyj2msO231lg2LDmThgFgCdf5n7gFJZR36PCGReIJCKR47HVeX/vUSrxCi/knyF6IJyba7uXf7SXZl27xlo1pbmNs3Br2i8auv37mBgKQdZdt/sBM1NLJeYhVCNBxJ/kI0EccLnYzbmkqy1ektm9whjJmXR6Jo/BO/knmSkJl3eZddrTtK4heimZDkL0QTsDfHxj3bTnqH69UAL/eI4pEOYX51NTkZBP/1fvT7fvApt19/d32EKoRoBCT5C3GJ+za9kAd2lI3aZ1A0vNsvhjta+c/MBxCYONcv8RclTKPorifrPFYhRONQ7eS/Y8cO5s2bx4EDB9BqtfTq1YsZM2bQrVu3KrdNSkpiw4YNbNmyhdTUVIqKimjdujU333wzjzzyCIGBvmOKJyYm8vzzz5e7r8jISLZs2VLuOiGamyW/5fLM3gzO5n1CAhSWDIxlYGT54/QDBOzf7LNsH3InhQ++DOXcGhBCNE3VSv7ff/89kydPxmKxMGrUKADWrl3L+PHjWbJkCT179qx0+1mzZrF//3569+7NnXeWTBCyZcsW3n//fb777jv+9a9/YTb7zyY2bNgwunbt6lN2/gcFIZojt6oya38mHybnestam3R8OrgVnYMNFW6n/e0gAYd3e5ezFv6EJ7ZdncYqhGh8qkz+DoeDmTNnYjAYWLZsGe3alfyjmDBhAgkJCcyaNYvExMRK93HnnXfy5ptv0rp1a2+Zy+Vi+vTpfPXVVyxdupRHHnnEb7sbbriB0aNH1/Q9CdGkWZ0eHv3xNP9NL/SW9QgxsHRQK2JMFf9JawrzCZ8yyLvsiu8qiV+IZqrK4bq2bt1KWload9xxhzfxA7Rv357bb7+dgwcPkpSUVOk+JkyY4JP4AXQ6HQ8++CAAu3fvLm8zIcR5ThQ5uXVTik/iH97SzOpr4ipN/AAB+31vlzkGjqiTGIUQjV+VZ/67du0CYNCgQX7rBg0axPLly9m1a1e17v37HVxXcnitVlvu+qSkJLKzS4YmbdeuHUOGDMFgqPiSphBN2Y9ZxfxuxynOnO3RDzCtUxh/7Fb+o3znCzi41fta1QVQOO7pOolTCNH4VZn8U1JKZvRq06aN37rSstI6NbVqVck84QMHDix3/ZIlS3yWo6KimDNnToX1hWiqlh7L49m9Gd7peAM08EbvaMbFh1R7H+dOzZv/x0/AKP1nhGiuqkz+VmvJEKFBQUF+60rLCgoKanzgnTt38umnnxIfH89dd93lsy4uLo7Zs2czZMgQWrRoQUZGBmvXruX9999n8uTJrFq1ivj4+BofU4hLjcOj8sK+DP5xzhj94XqFxVeW06PfYUeXvBeN2+W3H401D93hXd5lZ9cr6yxmIUTj1yDP+ScnJzNt2jQMBgNvv/02RqPRZ33//v3p379sXPG4uDgmT55McHAwf/7zn1m0aBGzZs2q8XEjIvw/wFyMqKjyn6NurqQ9fF1se5wqdHDX10fZem7HvnATq25qT7vze/Q7HTBpKBz+X9U7vvJGIjtedlGx1ZT8bviS9vAl7VGmvtqiyuRfenZfegXgXKVlFkv1gz1x4gSTJk3CZrPx0Ucf1aivwKhRo3j55ZfZu3dvtbc5V1aWFc/Zy6YXKyrKQmZmza94NFXSHr4utj12ZhXzwI5TZJxzf39Uawtv9o7GbHeQmekoq2wrJPT5OwioTuIHckdOw1mPPyv53fAl7eFL2qNMbbeFomgqPOmtMvmfe1+/e/fuPusq6w9QnpMnTzJx4kRyc3P54IMPfM7uq8NkMmE0GikqKqrRdkJcKlRV5ePf8nhpXwbOs59TFeClyyOZ3CEMTTkd+yzzphPw84/eZVebLqgW/2F9VUWLY9CtOHsNravwhRCXiCqTf79+/fjoo4/Ytm0bw4cP91m3bds2b52qpKenM2nSJDIyMnjnnXcYMmRIjYNNTk6muLiYVq1a1XhbIRq7fKeb6XvSWXOq7CpbuF5hfv9Ybvj1a0wLP0LjtPltpzsn8XuCQsl94yvUoNB6iVkIcWmqMvkPHjyYmJgYVq9ezaRJk7zP+icnJ7NmzRq6devmvXTvdDpJSUnBZDIRGxvr3Ud2djb3338/J0+eZM6cOQwbNqzSYx46dMhvZL/8/HxeeuklAL8PIUJc6n7KsfHQztOkFJXNyNcjxMDigbG0wUbw64+gsVd9xSv3za8l8QshqlRl8tfr9cyaNYspU6Ywbtw4brvtNqBkeF+Px8Ps2bO9ddPT0xkxYgQDBgzweUxv2rRpJCcn0717d5KTk5k7d67PMVq1auUzkt/EiROJjY2lc+fOtGjRgszMTDZt2kR2djbDhg2TUf9Ek6GqKh8l5zL7QKb3Mj/A/ZeFMLtHFEatgm73pioTvxpgIPf1DbjjOtVxxEKIpqBavf2vu+46Fi1axLvvvsvKlSvRaDT06dOH6dOn+/UDKM+pU6cAOHjwIAcPHvRbP2DAAJ+Efu+997J9+3a2bNlCXl4eRqORjh07Mn36dMaMGYOiVDkwoRCNXo7DzR/2pLH+dFlvfotO4a0+0WUz8qkqplXvedfbrhlN8R2P+e3L3aoDamhknccshGgaNKqq1k7390uA9PavO9Ievqpqj+/SC3liTxpptrLe/FeEGpjfvyWXBem9ZaaV8wia/0fvcv5zi7APTaiboOuI/G74kvbwJe1RplH19hdC1J4il4eXD55h4dFcn/KH24fyUvdIDNqyq1qaogIC//Wad1lVtDh71LyjrBBCnE+SvxD1ZG+OjSm70vjVWvaMfqRey5t9ormlpf+nc+OGf6BYyz4k5D+3CE94TL3EKoRo2iT5C1HHnB6Vub9kM+fnLFzn3HW6JcbMG32iiTKU/Blq8rKwvDMNbeqvAGgzTnjrFkx9G8fVI+s1biFE0yXJX4g69FOOjen/S+dgnt1bFqjV8ErPFtwTH+wzaE/gircxbF3jtw93WDS2G+6pl3iFEM2DJH8h6kCRy8Os/Zl8cCQHzznl/cONzOsb49Opr1TA3k3l7qvwgdmgN5a7TgghLoQkfyFq2Q+ZRTz99TGOFpTd2zdpNTzTNYJH24ehU/yH6KXYii55HwCqRkPuW9+iGgPxhETJI3xCiFonyV+IWpJhc/HywTN8lpLvU351lIk5vaLLPdsvFZC0HY2n5LE/d9vuuDr3rdNYhRDNmyR/IS6S06Py8dFcXjuURYGr7CJ/SIDC7MujGH/evf3z6X7ZQ+ifyga5cvS8qk7jFUIISf5CXITNmUX8cW8GP59ziR8g4bJQZnUJJ9pY+Z+YpqiAkBfLEr+q0WC79aE6iVUIIUpJ8hfiAqQUOnn5YCb/Pmn1Ke8QFMArPVtw1+UxVY7UpU39lfCHfS/v268fJ+PzCyHqnCR/IWogy+7m7cNZLPotD8c5Q0WbdRqe7BzBIx3C0JfXoa8cQe895bNsH3ALBdPeqdV4hRCiPJL8haiGQpeHj5JzmPtLjs99fYCEOAszu0cRY6r+n5Pulz3o//edd9nZ/gryX/gE9IZai1kIISoiyV+ISjg8Kp8ez2POz1mknzMJD0C/cCMvdY9iYKSp0n0oacfQ7/4GXE5vmWHzv8uOccVQ8l5dDZV0ChRCiNokyV+IctjcHpYez2feL9mcLHb5rOsYpOeF7pEMb2mutBc/gKYgh7Dpw1ByMyusY330VUn8Qoh6JclfiHMUuTwsOZbHvF+z/c70o41anukSwfj4kPIH6jmPkp5CxKTLK61jHzgC92WV1xFCiNomyV8IINvuZsmxPD5MzuGM3TfpRxq0TO4QxoPtQgnUKRXswV/w6w/7LNuH3IknPNq77AmJpPiORy4ucCGEuACS/EWz9muBgw+P5PD5iXyK3arPumijlsc7hnNf25AKk7550SyM6z5G43Sct0YlwF7sXXK17U7+cx+DLqC234IQQtSYJH/R7KiqysbMIj48ksM36UV+61uZdDzeKZwJ8cEYtRWf6et+/pHA5W9WeTx3dDy5b3wliV8I0WhI8hfNRrrNxWcp+Sw9lsdvhU6/9ZeHGHi0QxijWluq9ax+4OdvV1nH1aoDea+uQQ20XFDMQghRFyT5iybNrap8n17EkmN5fJVmxeV7ZR8NcHNLM4+2D2NwpMmn976SdgzD5n+jcdj8d+y0o9+21ruY885GXOeMzBcVaSHzTAEYAqUnvxCi0ZHkL5ocVVXZn2cn8UQBq04WcOq8R/UAggMU7ooL5qH2obQrb7Y9ezGhz96KNuNElcezXzkcV8fevoUmMxg95W8ghBANTJK/aDKOFDhITM1nZWoByVb/y/oAAyNMTGgbwu2xQeV34nPYCFrwAqY1H1XrmKqiUDTuqaorCiFEIyLJX1yyVFVlb66dDaetbDhtJSn//B73JSL0Wu5qE8y9cUF0DCr9lXeDy+1XN/CzN/wSv/2qkbjiOpazZw3Onlfj6tL/It+JEELUL0n+4pJS7Paw7UwxG05b+c/pQk7b/C/pQ8lEO8NbBpHQOphrWgQSuvAFTM9/gMZdfv2KuFp1IH/Ge2AKqo3whRCiUZDkLxoN7bEktJmpPmUeFfY59XxvM/K93cQ2uxE75Xeg06Nyo7GIsYGF3GQsJlBV4QQoe9MJTJxX43hyX1uPs2NvMAZe0PsRQojGSpK/aBQM/11K8JuTcWm07I3oyJboK9gc04vvYvtxxhRW4XbhtlxuTdnCncc3clPqdixO/+f2z6VqNKBoK63jCY2iYMb7OHsMuaD3IoQQjZ0kf1Eu3ZG9GH5YCa7y76P7MekxF1ez7jlyNHp26yL5MfUM20a8y/boHhQGVH6m3SXnN4af2MqdxzcyJG0vOtX/3n15VI2GnHmbcbfrUeM4hRCiKZHkL/xo8rMIee42lMK8Gm1X1cXxdFM4eyK7sCeyC/+L6MyeyM78Fty6ZGVIxdu1cBZwfcERrs8/wvUFR4hzno2rVTieVtdRnY8cqqLDPjRBEr8QQiDJv/FzOQn64BkCknbU2yE1hfk1TvylVCDdFEFS2GUcCr2MQ2GXcSi0LUlh7UgLjKzWPlqZdAyIMDEg3MiVkYF0C9ajaPp6119YZEIIIUpVO/nv2LGDefPmceDAAbRaLb169WLGjBl069at2gdbtmwZS5cu5fjx41gsFq699lpmzJhBRESEX12Xy8XChQtJTEzk1KlTREREcMsttzB16lTMZnO1j1lnCgvQ5J6p88MYv16K6cuFdX6cihTf+iDulu18ytzASYwcx8QxTBzTBHJSF8SvLj2/EESupvpj2OtVD90oYAB5DAjR0mfgEFqbyxl0RwghRK2pVvL//vvvmTx5MhaLhVGjRgGwdu1axo8fz5IlS+jZs2eV+5gzZw4fffQRbdu25d577yU9PZ2VK1fy448/8vnnnxMS4nvd9+mnn2bdunV0796diRMncvToURYtWsRPP/3EJ598gl7fcAnCvHg2rHibSHf17jVfSoq1Bk4HRnIqMJKUzoNJvulp0uwqaTYX6TYXJ4tdpBY5/YbJxQ0VdML3CtRq6BZioGeogZ4hRnqEGugcbKjWOPpCCCFqT5XJ3+FwMHPmTAwGA8uWLaNdu5KzwAkTJpCQkMCsWbNITEysdB+//PILCxcupFOnTixfvhyTyQTA1VdfzbPPPst7773H888/762/ceNG1q1bx1VXXcX8+fPRakt6Z8+bN4+5c+eybNkyJk6ceMFv+qKoKoav/gn1nPg9IZHk/V8iahU91QFUFWwqFLjB6oECt4Z8D+S4NGS5INutIdsFWW4NOS7Icmm8ZQWe8xLxwewaxxqkU+hk0dPRoqfT2a+OFj3x5gC0Ms69EEI0uCqT/9atW0lLS+Puu+/2Jn6A9u3bc/vtt7N8+XKSkpIqvfy/cuVKPB4Pjz32mDfxA4wcOZL333+fVatW8fTTT6PTlYTzxRdfADB16lRv4gd46KGHWLRoEStWrGi45K/RUPS7F7F8/gaegvxKq3rQ4FR0uDTK2e/aku+KFqdGe/a7Doeiw6bVU6zVn/1uwKYNoFhrwK7VUxwYTF7/Wymyt6bY7cHuUbG5VYrcHgqcHqyusq8Cp4cClwf3+WfmtSzKoKVNYADx5gDaBAZweYyFMI+bDkEBxBh1PhPkCCGEaFyqTP67du0CYNCgQX7rBg0axPLly9m1a1elyX/37t2V7uPTTz/lyJEjdOnSxVs/MDDQ73aC0WikT58+bNq0CavVSlBQw4y6tqz7KN43XUdWsQuXquLyqCXfVc6+BqdHpVbzrxX4peZn4TWl00C0UUeMUVfy3aSlpTGAaKOWGFNJeVxgAObzxsWPirKQmVlQ5/EJIYS4eFUm/5SUFADatGnjt660rLRORY4fP47ZbCY8PLzSfXTp0oXCwkLOnDlDp06dUBT/iVdK6x8/fpzu3btXFX6tU1WVF/dnkG5r3Pf7DYoGi07BHKBg0SkE6RTC9VrC9QrhBu3Z1yVfYXotEWfLggMUFDlrF0KIJq3K5G+1WgHKPcsuLSsoqPyMr7CwsNzEX94+KjteTY5ZnoiI2rlSkNAunPeSMqtVN0DREKBo0GlKXutKlxUNOo3Gu96kUzBpNRh1CiatglFbUmbUKme/a0rKS+tpFQJ1CsF6bclXgIIloOS1JUBBry1nxro6FhVlqfdjNmbSHmWkLXxJe/iS9ihTX23RrJ7zz8qy4vFc/MX4WZ3DeKF3DCczC7wJNVmwoAAACrRJREFUXKuBAI0GraIhQAM6RVOPndtU8LjB7sZjb5jn4OWyvy9pjzLSFr6kPXxJe5Sp7bZQFE2FJ71VJv/SM+3SM/JzlZZZLJV/UjGbzeVuX94+KjteTY5Z12LNegKK5Hl0IYQQl54qrw1Xdl+/sv4A54qPj6ewsJDsbP8Oa+fvw2w2ExkZSWpqKh6Pp8L68fHxVYUuhBBCiHJUmfz79esHwLZt2/zWlZaV1qlI3759K91HaGgoHTp08KlfVFTEvn37fOrabDb27NlD586dG6ynvxBCCHGpqzL5Dx48mJiYGFavXs3Ro0e95cnJyaxZs4Zu3bp5H/NzOp0kJydz6tQpn32MGjUKRVH44IMPKC4u9pavWrWKY8eOMXLkSO8z/gAJCQkAzJ07F/c5g+ksWLAAq9XKmDFjLvDtCiGEEKLKe/56vZ5Zs2YxZcoUxo0bx2233QaUDO/r8XiYPXu2t256ejojRoxgwIABLFmyxFveqVMnHnjgARYsWMDIkSMZNmwY6enprF+/nvj4eKZMmeJzzKFDhzJ8+HDWr1/P2LFjGTx4MMnJyXz77bf06tWLcePG1db7F0IIIZqdavX2v+6661i0aBHvvvsuK1euRKPR0KdPH6ZPn17tZ+2feuop4uLiWLp0KUuWLMFisTBy5EiefPJJv3H9AV5//XW6dOlCYmIiixcvJiIigkmTJjFt2rQLHtdfqeUx5Gt7f5c6aQ9f0h5lpC18SXv4kvYoU5ttUdm+NKqq1vFAsEIIIYRoTOp/JBghhBBCNChJ/kIIIUQzI8lfCCGEaGYk+QshhBDNjCR/IYQQopmR5C+EEEI0M5L8hRBCiGZGkr8QQgjRzEjyF0IIIZoZSf5CCCFEM1Otsf1F1ZKSkvjHP/7BgQMHyMjIwOFwEBsby5AhQ3j44YeJjo5u6BDrTVJSEhs2bGDLli2kpqZSVFRE69atufnmm3nkkUcIDAxs6BDrVVZWFsuXL2f//v3s37+fjIwMrrjiCpYvX97QodWpHTt2MG/ePA4cOIBWq6VXr17MmDHDOwtoc/HJJ594f/bHjh1DVVX27duHwWBo6NDqXVpaGuvXr+f777/n6NGj5OTkEBERweDBg5kyZQpxcXENHWK9ys3NZe7/t3d3IVG0bRzA/7KLJbqJUmGslTi0fbimrltoQh+KBx1kVCpUapb2ZWp0oBnYSWknhWhPQioUoSYVqVgHEWniR/ldmuVHbkXbhq4alWa7LjLPwfvuvspaPPDuzN3jXL+j9boH7z/DsNfuzD2zf/2F7u5uGAwGTExMYPny5VCr1Th27BjUarVgc9Oz/R2koqIChYWFCAoKgpeXF+RyOQYHB9Hc3Ax3d3fcuXMHPj4+rGOKIjY2Fq9evUJQUJDt4G1ubsbQ0BDWrVuH27dvw9XVlXFK8bS2tiIhIQEymQwcx2FwcHDBN//6+nqcPHkSCoVizi+Bms1mlJaWYuPGjYwTimft2rUAAKVSiYmJCXz//l2yzf/KlSsoKSkBx3HQarVQKBTo7e1FS0sLlixZgvLycqhUKtYxRaPT6RAdHQ2NRoOVK1dCoVDg8+fPqK2thdlsRl5eHnbu3CnM5DxxCLPZPG+9srKSV6lU/Llz50ROxE5ZWRmv1+vn1CwWC5+amsqrVCq+qKiIUTI2RkdH+fb2dn5qaorneZ5XqVR8TEwM41TCMZvN/NatW/mAgABep9PZ6kNDQ3xAQAC/Z88ehunEV19fz4+Pj/M8z/NxcXG8SqXiTSYT41RsPH78mO/s7LSr37x5k1epVPyRI0cYpGLHYrHwFovFrj40NMT7+/vzERERgs1N1/wd5Fc/MxwZGQkA0Ov1YsZh6uDBg/D29p5Tk8vlSEpKAgB0dnayiMXM0qVLodVq4eLiwjqKKJ49e4bh4WFERUXB19fXVuc4Drt27cLr16/x5s0bhgnFtW3bNnh6erKO8UeIjIyERqOxqyckJMDFxQVdXV0MUrEjl8shl9tffec4DhzHwWAwgBfo5Dw1f4E1NjYCANasWcM4CXvWg1wmkzFOQoTU0dEBAAgNDbUbs9as2xBiJZPJ6L3hvz59+oQPHz6A4zg4OTkJMgct+HOwrq4uNDc3w2w2Q6fToaGhAT4+Pjh+/DjraMxVV1cDAEJCQhgnIUL6+PEjAGDVqlV2Y9aadRtCAKC2thaTk5O2M6VSMzIygrt372JmZgbDw8N48uQJACA7O1uwOan5O9iLFy9w7do1299+fn4oKCiQ1Gr/+bS1taGiogKrV69GbGws6zhEQJOTkwAANzc3uzFrbWJiQtRM5M81NjaGixcvwtnZGenp6azjMGE0Guf0DU9PTxQUFAj6RYma/ywXLlz4x9v6+voiLi7Orp6UlISkpCT8+PEDfX19yMvLQ3R0NIqKihAYGOjIuIJyxL6w0ul0SE9Px6JFi5Cfn4/Fixc7IqKoHLk/CCH/MTU1hZSUFIyMjCAnJ0dSK/1n8/f3x8DAAKanp6HX63Hjxg0cPXoU58+fx/79+wWZk5r/LOXl5f9429DQ0N++wbu6ukKr1aK4uBiRkZHIzs7Gw4cPHRFTFI7aF3q9HomJiTCZTCgpKfnX3uPtyGNjobN+u7eeAZjNWlMoFKJmIn8ek8mEEydOoLu7G5mZmYiJiWEdiTlnZ2dwHIfc3FwMDw/j0qVLCA8PF+TMMTX/WQYGBhz+P93c3KBWq9HQ0IBv377B3d3d4XMIwRH7wmAwICEhAV+/fsX169exadMmByRjQ4hjY6GafV3fz89vztjv1gMQ6ZiensapU6fQ2tqKtLQ0251A5H9CQkLQ1NSEnp4eQdZC0Gp/EYyOjgKQ1ir3kZERJCYmwmg0Ij8/H2FhYawjEZFotVoAwPPnz+3GrDXrNkR6LBYLTp8+jaamJiQnJyM1NZV1pD+S0H2Dmr+D/Oq+5crKSvT19SEwMHDeBVAL0ZcvX3D48GEYDAZcvnwZERERrCMREW3ZsgVeXl6oqanBu3fvbHWdTocHDx5gw4YN/9rLP+T/MzMzg4yMDNTV1SE+Ph4ZGRmsIzH19u1bTE9P29X7+/tx//59uLi4IDg4WJC56fG+DrJ7925MTU1BrVZjxYoV+PnzJ3p7e9HT0wN3d3fcunUL69evZx1TFHFxcWhvb4efnx927NhhN65UKrF3714GydjJysqyva6qqoKHhwe2b98OAPDw8MDZs2cZJRPG06dPkZKSYvd4X5PJhLKyMkk93re4uNj2IaixsRFjY2OIioqyfaPLzMyUzEOArl69isLCQnh4eODAgQPz3sOelpbGIBkbubm5qKmpQXBwMJRKJWQyGd6/f4/GxkbwPI+cnBzs27dPkLmp+TtIdXU1Hj16hP7+foyPj8PJyQne3t4ICwtDcnKypG71Cw8Ph8Fg+OX45s2bUVpaKmIi9qzPd5+PUqlEXV2diGnE0dLSgsLCQvT29sLJyQkajQZnzpyxWwew0MXHx6Otre2X47W1tXZPxFyosrKyUFVV9dttpLS+pqOjA/fu3cPLly9hNBphsViwbNkyaDQaHDp0SNAPydT8CSGEEImha/6EEEKIxFDzJ4QQQiSGmj8hhBAiMdT8CSGEEImh5k8IIYRIDDV/QgghRGKo+RNCCCESQ82fEEIIkRhq/oQQQojEUPMnhBBCJOZvivAyENgfQ7kAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "apply_kstest(sps.laplace.rvs(size=100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Истинное распределение - Коши" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KstestResult(statistic=0.18756670386283075, pvalue=0.001489212227936959)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "apply_kstest(sps.cauchy.rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KstestResult(statistic=0.10255129072305458, pvalue=0.2278742984580734)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "apply_kstest(sps.cauchy(scale=0.5).rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KstestResult(statistic=0.09056612392589924, pvalue=0.3652768891115752)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "apply_kstest(sps.norm.rvs(size=100), cdf=sps.laplace.cdf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Вывод:** Критерий не чувствителен к хвостам распределений." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Критерий Андерсона-Дарлинга\n", "\n", "$\\mathsf{H}_0\\colon$ Выборка из некоторого класса распределений\n", "\n", "$\\mathsf{H}_1\\colon\\ \\mathsf{H}_0$ не верна.\n", "\n", "`anderson``(x, dist='norm')`\n", "\n", "* `x` --- выборка\n", "* `dist : {'norm', 'expon', 'logistic', 'gumbel'}` --- распределение\n", "\n", "Возвращает `(statistic, critical_values, significance_level)`. В `critical_values` записаны пороги для критериев, которым соответствуют уровни значимости из `significance_level` в процентах. То есть критерий `{statistic > critical_values[i]}` имеет уровень значимости `significance_level[i]`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AndersonResult(statistic=0.3551151814259441, critical_values=array([0.555, 0.632, 0.759, 0.885, 1.053]), significance_level=array([15. , 10. , 5. , 2.5, 1. ]))" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = sps.norm.rvs(size=100)\n", "sps.anderson(sample)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AndersonResult(statistic=2.1492631844960783, critical_values=array([0.555, 0.632, 0.759, 0.885, 1.053]), significance_level=array([15. , 10. , 5. , 2.5, 1. ]))" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = sps.laplace.rvs(size=100)\n", "sps.anderson(sample)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AndersonResult(statistic=30.650605026187066, critical_values=array([0.555, 0.632, 0.759, 0.885, 1.053]), significance_level=array([15. , 10. , 5. , 2.5, 1. ]))" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = sps.cauchy.rvs(size=100)\n", "sps.anderson(sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Q-Q plot\n", "\n", "`probplot``(x, sparams=(), dist='norm', fit=True, plot=None)`\n", "\n", "* `x` --- выборка\n", "* `sparams` --- параметры распределения\n", "* `dist` --- распределение\n", "* `fit` --- подгонять ли линейную регрессию под точки\n", "* `plot` --- рисовать на уже существующей фигуре\n", "\n", "Возвращает:\n", "\n", "* `(osm, osr)` --- теоретические и выборочные квантили\n", "* `(slope, intercept, r)` --- не возвращается в случае `fit=False` и `plot=None`. Значения: коэффициенты линейной регрессии и RSS" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABBoAAAGSCAYAAABNB6JNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeViU5foH8O8M+6qCCO4LNbggbqigFKKWQVaKG1bqqbTT8Wge7ZR58mSbZZkeS/vlqSzNUyolkIaWIrkl7qYCSokiprINIMsAM8y8vz9oJsZ5mRl0Fpbv57q6iufd7veFq5m553nuWyIIggAiIiIiIiIiIguQ2jsAIiIiIiIiImo5mGggIiIiIiIiIothooGIiIiIiIiILIaJBiIiIiIiIiKyGCYaiIiIiIiIiMhimGggIiIiIiIiIothooGIiIiIqJWbMWMGgoKC8Pvvv1vtGseOHUNQUBBefvnluz7m5ZdfRlBQEI4dO6Y3HhQUhNGjR1skXltYu3YtgoKCkJCQYO9QiCyKiQYiIiIiIjsKCgrS+6d3794IDQ3FlClTsGHDBiiVSnuH2KwlJCQgKCgIa9eutfq1tAmb+v8MHDgQMTExePvtt1FQUGCV69ryHonM4WjvAIiIiIiICJg3bx4AQK1W48aNG9i7dy/ee+89pKSkYPPmzXB0bH1v3UNCQrBr1y54eXmZtf+uXbvg5ORk5ahMmzhxIjp37gwAKCwsxKFDh7Bp0yYkJydj27Zt6NKli50jJLKu1vd/KyIiIiKiJmj+/Pl6P9+4cQOxsbE4ffo0kpOT8dhjj9kpMvtxc3NDYGCg2fs3Zl9rmjhxIoYPH677WalU4qmnnsLJkyfx8ccfY/ny5XaMjsj6uHSCyA4uXryIf/7zn7j//vsRHByM8PBwPP/887h48aJunxs3bmD48OEYNGgQLl++rHe8IAiYPXs2goKCsGnTJt14/XV+Bw4cwPTp0zFo0CCEhobiueee0zt/fZWVlVi7di0efvhhhISEYPDgwYiLi0NSUpLo/tr1j9XV1Vi1ahVGjx6N4OBgREVFYfXq1VCpVHf1fHJzc7Fw4UIMHz4cAwYMwMSJE5GUlGR0badSqcTGjRsxefJkDB48GAMGDMCjjz6Kzz77TDQea98DERHR3erUqRPGjRsHADh79qxuXDs9/9q1a9i8eTMeeeQRhISEYMaMGbp9BEHA9u3bERcXh8GDByMkJATjx4/HunXroFAoGrymIAjYuHEjYmJi0L9/f0RERODVV19FcXGxwb5ZWVlYsWKF7kN1cHAwRo8ejVdffRV5eXlG7+3KlSuYN2+e7rV+ypQp2LNnj8F+ja3rcHuNhhkzZmDJkiUAgHXr1uktaTh27Bi++uorBAUF4T//+Y/o+VQqFSIiIjBo0CBUVFSYFYMYZ2dnPPHEEwD0f5fGZGVlYdGiRYiIiEBwcDAiIiLwwgsv4LffftPbz9Q9EtkDZzQQ2VhycjIWL14MiUSCqKgodOnSBXl5edi7dy/279+P9evXY8SIEejUqRPeffddPPfcc1iwYAG++eYbuLq6AgDWr1+PQ4cO4cEHH8SsWbMMrrF3714cOHAAY8eOxdChQ3Hp0iWkpqbi2LFj2LhxIwYMGKDbt6KiAk888QQuXrwImUyGJ554AtXV1dizZw8WL16MU6dO4c033zS4hkqlwjPPPIO8vDxERETAwcEBKSkp+O9//wu5XH7HmfqcnBzExcWhpKQEI0aMQHBwMAoKCrBs2TJERESIHlNZWYlnnnkGZ86cgUwmw6OPPgpHR0ccO3YMK1euRFpaGj755BM4ODjY5B6IiIgsRRAEAIBEIjHYtnz5cpw8eRKRkZGIjIzUe53717/+hYSEBLRv3x6PPfYYXF1dcfjwYaxduxapqanYvHkzPDw8DM75zjvv4Pjx44iOjsbo0aNx9OhRbNu2DceOHcO2bdvQtm1b3b5JSUlISkrCsGHDMHToUEgkEmRkZGDbtm1ITU3F9u3b4e/vb3CN33//HdOmTUOvXr0wdepUyOVy7N69G/Pnz8e///1vPPnkk5Z4dADqZhZ4eXlh3759GDZsGIYNG6bb1rlzZ/Tr1w+rVq3C9u3bMW/ePINlFykpKSgsLMS0adPg6el5V7EY+13e7vDhw5g7dy5UKhXGjh2Lnj174sqVK9i1axdSUlKwfv16hIeHm3WPRHYhEJHNXL16Vejfv79w//33C9euXdPblpWVJQwcOFCIiIgQampqdOMrV64UZDKZsGTJEkEQBOHo0aNCnz59hNGjRwtlZWV65/jwww8FmUwmyGQyYe/evXrbkpKSBJlMJsTExAgajUY3/tprrwkymUz4xz/+IajVat14SUmJ8OCDDwoymUz48ccf9c6lvcbs2bOFqqoq3XhRUZEwZMgQoU+fPkJBQcEdPaO//OUvgkwmE9avX683npmZKfTr10+QyWTC4sWL9ba98sorgkwmEz744AO9e6utrRWWLFkiyGQyYfPmzTa7ByIiosbQvibd7vr168Lw4cMFmUwmfPfdd7rxJ598UpDJZEJERISQm5trcNyuXbsEmUwmjBs3TigpKdGNq9VqYcGCBYJMJhPefPNNvWO05xw6dKjBObWvs6+++qpBfEql0uD68fHxovsfPXpUd6/Lly/X23bp0iVh4MCBQr9+/YTr168bHHP7a//ixYsFmUwmHD16VG9cJpMJUVFRemPbt28XZDKZ8OGHHxrEKgiC8PrrrwsymUzYtWuXwbYZM2YIMplMyMzMFD32dtrneHtcNTU1wvTp0wWZTCa88sorunHte7ft27frxhQKhRAWFibIZDIhNTVV7zypqamCTCYTRowYoff+xdQ9Etkal04Q2dDXX3+NmpoaLF682KAIkEwmw5QpU1BQUIC0tDTd+D/+8Q+EhoZi+/bt2LBhA1544QVIpVKsWbOmwcJIw4YNw9ixY/XGHnvsMQQHB+PSpUv45ZdfANR9o5+UlAQnJye8/PLLkEr//F9C27ZtsWjRIgDAtm3bRK+zdOlS3SwLAPD19cWYMWOgVquRnp7eiCdTJy8vD0eOHEGHDh3w1FNP6W3r06cPJkyYYHDMrVu3kJiYiMDAQMyfP1/vWwIHBwe8/PLLkEgk+O6772xyD0RERHdq7dq1WLt2LdasWYOXXnoJDz/8MEpKShAaGoqYmBiD/WfPno2uXbsajH/zzTcA6t5D1J+BIJVKsWTJEjg7O2P79u2ora01OHbmzJkG51y0aBFcXV2xY8cOvaWFnTp1Ei28OHnyZHh6euLw4cOi9+nl5YXnn39ebywwMBBxcXFQqVTYuXOn6HHWol3SsGXLFr3xy5cv49ixYxg4cCD69OnTqHMmJibqfp/Lli3DuHHjcOrUKfj5+eFvf/ub0WNTUlJQXFyMUaNGISoqSm9bVFQUoqKiUFRUhH379jUqJiJb4tIJIhs6ffo0AODMmTPIzs422J6TkwMAyM7ORmRkJADA0dERq1evxoQJE/Dee+8BqPtw3L9//wavU7/4UH3Dhg1Deno6MjMzdbUfFAoFevfuLTq1ceTIkQCAjIwMg21eXl7o3r27wXhAQACAugRAY2VmZgIABgwYAGdnZ4PtQ4YM0b150jp79ixqa2vh5OSEdevWiZ7X1dUVly5dssk9EBER3Snt65hEIoGHhwfuueceREdH48knnxTtOBESEiJ6Hu3r9ogRIwy2+fv745577kFmZiauXLmCe++9V297/Wn3Wj4+PggMDERGRgZycnJ0x6hUKmzbtg3JycnIzs5GeXk5NBqN7riamhrR+Pr06SO6DGHYsGH4/PPPRd93WFNgYCDCwsJw9OhRXL58Gb169QIAbN26FQAwffr0Rp8zMTFR99+urq7o3LkzZs2ahTlz5sDPz8/osdr71y6NuN2IESPw008/IT09HQ8//HCjYyOyBSYaiGyotLQUAPDll18a3e/2Ik3+/v4YNGgQ9u3bB29vb8TGxho9vn379kbHy8rKAADl5eVG9/f09IS7u7tuv/q8vb1Fj9G+Ear/RsNc2uv4+vqKbhcb1z7TixcvNljssiHWuAciIqI7lZWV1aj9G3r9Li8vh7Ozc4Ovcx06dEBmZqbu/YA559R+OK5/zMKFC7F3714EBARg1KhR8Pf3131RsGnTJtH3D/XP1dC1GzrOmp588kkcPXoUW7duxb/+9S9UV1cjKSkJbdu2RXR0dKPP9+WXXzb4xY8p2vtv6Dl16NBBbz+ipoiJBiIb0i51OHjwoOgMgobEx8dj3759aNeuHUpKSvD666/rZjeIKSoqMjqufeOhjaeh/SsqKqBQKPSmXVqTNh65XC66XWxcey9Tp04VLVpJRETUUjVUVNDLywulpaUoKysTTTYUFBTo9rtdUVGR7hv9+goLCwH8+bp7/vx57N27F0FBQdi6dSvc3d11+2o0Gnz22WcNxq09l9i1G4rL2kaPHo2OHTsiKSkJixYtQnJyMm7duoWnn34aLi4uNo1Fe/8NPSdjvz+ipoI1GohsaNCgQQCAkydPmn3MxYsX8dZbb8HPzw/fffcdhg4diu+++85gCUF9DbUyOn78OACgb9++AIBevXrBzc0Nly9f1r1o1aetFREcHGx2vHdDu/7x7NmzUCqVBttPnTplMBYSEgKpVIqTJ0/qqjkTERG1Zv369QMg/n6goKAAly5dgru7O3r27GmwXfteob7i4mJkZ2fD3d0dPXr0AFDXihqom8ZfP8kAAOnp6aiurm4wvgsXLoi2itReWxu/pWhrUKnV6gb3cXBwQFxcHG7duoXk5GRs2bIFEonkjpZN3C1jvz/gz/dn9Z+TOfdIZEtMNBDZ0JNPPglnZ2esXLlSdJq/IAg4efKk7kN2RUUFFixYAJVKhVWrVsHf3x+rVq2Cj48P3nrrLfz666+i1zl+/DhSUlL0xr777jukp6cjMDAQAwcOBAA4OTlhwoQJUCqVWLlypd5SgVu3bmH16tUA6mYL2ELHjh0RHh6OgoICbNy4UW/bxYsXkZSUZHCMj48PJkyYgMuXL2PlypWiCYri4mJcuHDBWmETERE1KZMnTwYArFmzRm+pg0ajwbvvvgulUonY2FjRQo5ffvklrl27pje2evVqVFdX49FHH9Udo22bePr0ab0PtyUlJXjjjTeMxldeXo4PP/xQbyw7Oxtbt26Fk5MTHnnkkUbcrWnt2rUDANy8edPoflOmTIGzszM+/PBDnD9/HiNHjkS3bt0sGos5xowZg3bt2iE1NdWgoOaBAweQmpqqK16tZe49EtkKl04Q2VCPHj3w7rvvYvHixZg4cSJGjBiBXr16QSqV4ubNmzh37hxu3ryJEydOwNnZGa+++ipycnIwf/583To/f39/rFy5ErNnz8aCBQuwfft2g28SRo8ejQULFmDMmDHo0aMHLl26hNTUVLi5ueHtt9/Wm2r5wgsv4NSpU9ixYwd+/fVXjBw5EtXV1dizZw8KCwsxadIkjBs3zmbP6NVXX8X06dOxatUqHD16FMHBwSgoKMDu3bsRGRmJlJQUg6miS5cuRW5uLjZs2IDdu3dj2LBh6NChA4qLi5Gbm4vTp0/j8ccfxyuvvGKz+yAiIrKXmJgYHDhwAElJSYiJicGDDz4IV1dXHD58GFlZWejduzcWLlwoemxoaCgmTpyI6OhotGnTBkePHsX58+fRo0cPvWP69++PwYMH4/Tp04iNjcWIESNQWlqKgwcPonv37ujQoYPobEkAGDp0KJKSknD+/HmEhoZCLpdj9+7dUCgUWLp0KTp16mTR5zFo0CC4u7sjOTkZjo6O6NSpEyQSCR577DFdwgSoqwX10EMPYceOHQDurAikJbi7u+Pdd9/FvHnz8Oyzz2Ls2LHo0aMHcnJykJKSAhcXF7z33ntwc3PTHWPuPRLZChMNRDYWExODoKAgbNy4EWlpaTh+/DicnJzg5+eHwYMHY8yYMfD09MSWLVuQnJyMsLAwzJ07V+8cERER+Otf/4r169dj2bJlWLlypd72Bx54AHFxcVi/fj0OHToEqVSKyMhILFy4EL1799bb18vLC1u2bMGGDRvwww8/YPPmzXB0dERQUBAWLVpksvCkpfXq1Qvx8fFYvXo10tLScPLkSQQGBuL111+Hq6srUlJSDNYkenh4YNOmTUhISMDOnTuRmpqKqqoqtG3bFp07d8Zzzz1n8W9HiIiImrIVK1YgNDQU3377LRITE1FbW4uuXbti3rx5ePrpp+Hh4SF63JIlS7Bv3z7Ex8fj2rVr8Pb2xrRp0wxaZTo4OODjjz/GmjVrcPDgQfzvf/+Dv78/Jk2ahL/97W9GuyF06dIFb7zxBlatWoVt27ahuroaMpkMc+bMscqXG97e3li3bh3WrVuHXbt26YpuDxkyxOBD+OTJk7Fjxw507NjRoLWkLUVGRuKbb77B+vXrceLECezbtw9t27bFuHHj8NxzzyEoKEhv/8bcI5EtSAQuaiZqMdauXYt169bhnXfesXmCwBZWr16N//73v3jjjTcwbdo0e4dDRERELczGjRvxzjvvYMGCBQZf9BCR+cya0fDll1/i/PnzOH/+PHJyciAIAs6dO3dHFVi3bt2Kr776ClevXoWXlxdGjRqFRYsWNdjOjohan/z8fIOuHBcuXMDmzZvh5OSE0aNH2ykyIiIiaqmqq6vx5ZdfwsXFhV9oEN0lsxINy5cvB1BX9MXLy0u056453n//fXz66afo0aMHnnzySeTn5yMxMREnTpzAN998gzZt2tzReYmoZYmKisLQoUMRGBgIFxcXXLlyBQcPHoRarcaSJUsa7CtNRERE1Fj79+9HZmYmDh48iOvXr2POnDn8EpToLpmVaPjkk0/Qv39/+Pj4YMaMGaJtb0z59ddfsWHDBshkMsTHx+uKl9x3331YvHgx/u///g9Llixp9HmJqGlbu3atWfv16dMHY8eOBVDXnSMtLQ2ZmZmorKyEl5cXwsPDMXPmTERGRlozXCIiImplfvjhByQmJuo+6zz//PP2Domo2Wt0jQZtoqGxSyfeffddfP7551i9erVBcZhx48ahtLQUP//8MxwdWZ+SqCW5vVhRQyZOnIgVK1ZYORoiIiIiIrI2m32qP3XqFAAgPDzcYFt4eDi2bNmCS5cuGVTEJ6LmLSsry94hEBERERGRDUltdaGrV6/Cw8MDPj4+Btu6desGAMjNzbVVOERERERERERkBTab0VBZWSmaZAAAT09PAEB5ebmtwiEiIiIyS0lJJTSa1tEN3NfXE3J5hb3DaDH4PC2Pz9Sy+DwtqzU9T6lUgnbtPBrc3qwLIsjlFTZ54ffz80JhYetIgrSWe20t9wm0nnvlfbY8reVerXGfUqkEvr6eFj1na6bRCK0m0QCgVd2rLfB5Wh6fqWXxeVoWn2cdmy2d8PDwQEWFeHZHO+7l5WWrcIiIiIiIiIjICmyWaOjevTsqKytRXFxssE1bm0Fbq4GIiIiIiIiImiebJRqGDBkCAEhLSzPYlpaWhrZt2+Kee+6xVThEREREREREZAUWTzSoVCpkZ2fjxo0beuMTJ06EVCrF+vXrUVVVpRtPSkpCTk4OJkyYAEfHZl0ygoiIiIiIiKjVM+uT/SeffILLly8DgO7fS5cuhYODAwDgpZde0nWUyM/PR0xMDIYNG4bNmzfrziGTyfD000/js88+w4QJEzBmzBjk5+dj9+7d6N69O+bOnWvRGyMiIiIiIiIi2zMr0XDo0CEcP35cb2zHjh26/543b16DrSvr++c//4muXbviq6++wubNm+Hl5YUJEybghRdeQJs2bRoZOhERERERERE1NWYlGurPTDClS5cuyMrKEt0mkUgQFxeHuLg4s89HRERERERERM2HzYpBEhEREREREVHLx+qLZqpQaXC5UokAV0d0cOVjIyIiIiIioqYtLSMPCQeyIS+rga+3C2IjAxHeL8Dq1+UnZjOcL65C9L4cXK+qhbuDBO8P8sfkrt72DouIiIiIiIhIVFpGHjbtvghlrQYAIC+rwabdFwHA6skGLp0ww1unb+J6VS0AQKEWsPRcASr/+GURERERERERNTUJB7J1SQYtZa0GCQeyrX5tJhrMEH+5RO/nYqUGP96ssFM0RERERERERMbJy2oaNW5JTDTcoRPF1fYOgYiIiIiIiEiUr7dLo8YtiYmGO3SulIkGIiIiIiIiappiIwPh7Kj/kd/ZUYrYyECrX5vFIO/Q+VLrTzchIiIiIiIiuhPago/sOtFEuThIUKMW9MaqNQLyq2vhz1aXRERERERE1ASF9wuwSWLhdlw6YQYnqUR0/EwJl08QERERERER1cdEgxnUGkF0nIkGIiIiIiIiIn1MNJihVjzPgFPsPEFERERERESkh4kGM9Q2MKPhl9JqaIQGshBERERERERErRATDSZoBAENpRLKVBpcrlDZNB4iIiIiIiKipoyJBhPUJiYsnGadBiIiIiIiIiIdJhpMqDWxNIIFIYmIiIiIiIj+xESDCWqN8e1MNBARERERERH9iYkGE0zNaEi/VYMaU9kIIiIiIiIiolaCiQYTTNVoUGoEZJYpbRMMERERERERURPHRIMJpmY0ACwISURERERERKTFRIMJanMSDcVVNoiEiIiIiIiIqOljosGEWjPKL7AgJBEREREREVEdJhpMMGdGw6UKFW4p1TaIhoiIiIiIiKhpY6LBBFPFILXOlHJWAxERERERERETDSaYUwwSAE4WM9FARERERERExESDCbVmzmg4IWdBSCIiIiIiIiImGkzQiMxocJAY7neyuFp0XyIiIiIiIqLWhIkGE2o1hsmDfm1c4Omo/+jKazXIKlfaKiwiIiIiIiKiJsnR3gE0dWJLJ5wkEgzxccWBAoXe+HF5Ffp4u9goMiIiIrpdaWkp1q5di7Nnz+L69esoLy9Hhw4dEBwcjGeffRbBwcH2DpGIiKjF44wGE8TaWzpKJRjq42owfkLOgpBERET2JJfLkZCQgDZt2mDcuHF46qmnMGjQIBw8eBBTpkzB7t277R0iERFRi8cZDSaItbd0lABDfdwMxk8UsyAkERGRPXXv3h0nTpyAo6P+W5zs7GxMnDgRq1atQnR0tJ2iIyIiah04o8EEsfaWDhIJQn1ccXtNyCuVKhTW1NomMCIiIjLg6OhokGQAgMDAQAQGBuL69esQWLyZiIjIqphoMEGtMRxzkABeTg7o4+1ssO0kl08QERE1Ob///jtycnIQGBgIiUSkfRQRERFZDJdOmCA2o8HxjzcoQ33dkFmm32niRHEVojt52iQ2IiIiEpefn4/4+Hio1Wrk5eUhJSUFALB06VI7R0ZERNTyMdFggliNBoc/5oEM9XHDpiu39LYdl7NOAxERkb0VFBRg3bp1up99fHzwwQcfICwsrNHn8vVtXV8g+Pl52TuEFoXP0/L4TC2Lz9Oy+DzrMNFggmjXCe2MBpHOE2dLa1Cj1sDFgatSiIiI7KV///7IysqCUqnEtWvX8Pnnn2POnDn497//jenTpzfqXHJ5BTSa1lHXwc/PC4WF5fYOo8Xg87Q8PlPL4vO0rNb0PKVSidFEPD8NmyBeDLLu3z08nNDexUFvW41GwPlbNbYIjYiIiExwdnZGYGAgli9fjvDwcLz99tvIz8+3d1hEREQtGhMNJtSKFoOsyzRIJBLRWQ0nWBCSiIioyQkLC4NSqcS5c+fsHQoREVGLxkSDCcaWTgDAMF83g+0nilmngYiIqKkpLCwEADg4OJjYk4iIiO4GEw0miBWDdKz31Ib6GCYajsur2KObiIjIDn777TcolUqD8YsXL2L79u1wc3PDkCFD7BAZERFR68FikCaI12j4c0ZDSFsXOEslUNYrElVQo8Y1RS26eTjZJEYiIiKqEx8fjx07dmDIkCHo3LkzHBwccOXKFRw6dAiCIOCtt95CmzZt7B0mERFRi8ZEgwm1Yu0t/8wzwNVBipC2LjhZrF+X4XhxFRMNRERENjZu3DiUlZXhl19+QVpaGlQqFfz8/BAdHY1Zs2YhJCTE3iESEVErlpaRh4QD2ZCX1cDX2wWxkYEI7xdg77AsjokGEzQmajQAdcsnbk80HJNXYXJXb6vGRkRERPpCQ0MRGhpq7zCIiIgMpGXkYdPui1D+0XFAXlaDTbsvAkCLSzawRoMJ4l0n9H8eLlIQMq2IBSGJiIiIiIioTsKBbF2SQUtZq0HCgWw7RWQ9TDSYYKpGAyCeaPi1XInCmlqrxUVERERERETNh7ysplHjzVmjEg3Hjh3DjBkzMGjQIISGhmL27NnIzMw0+3i5XI63334b0dHRGDBgACIiIvDUU0/hwIEDjQ7cVkTbW9721HxdHNDH29lgv2Oc1UBEREREREQAfL1dGjXenJmdaNi/fz/+8pe/ICsrCxMnTsSjjz6Kc+fOYfr06Th37pzJ44uKijBhwgR8+eWX6NKlC5588klERkbi/PnzePbZZ7F58+a7uhFrEW1veduMBgAIE1s+IWeigYiIiIiIiIDYyEA43/attbOjFLGRgXaKyHrMKgapVCqxbNkyuLi4YOvWrejVqxcA4IknnsCkSZPw2muvISEhweg5tmzZgoKCArz44ouYPXu2bvy5557DI488gvXr12PGjBl3cSvWYc7SCQAIb++OL67c0htjnQYiIiIiIiIC/iz4yK4Tfzhy5Ajy8vIwbdo0XZIBAAIDA/HII48gPj4emZmZ6Nu3b4PnuH79OgDg/vvv1xvv2rUrevXqhV9//RWCIEAi8iHentRmFIMEgPD2hjMaMm7VoFSpRltnBytERkRERERERM1JeL+AFplYuJ1ZSydOnjwJAAgPDzfYph3T7tMQbYLi4MGDeuPXrl3D5cuXERoa2uSSDID4jAaxpRP+ro7o5eGkNyYAOM7lE0RERERERNSKmDWjITc3FwDQrVs3g23aMe0+DXn88cexc+dOvP/++zh27BiCgoJQUlKCH3/8Effccw+WL1/e2NhtQqxGg0MD6ZkR7d1wuVKlN3akqAoPdvS0QmRERERERERETY9ZiYaKigoAgKen4Qdm7Vh5ebnRc3h6euLrr7/Giy++iJ9++kk3s6Ft27aIjY1Fp06dGhU4APj6Wv8DvLNrqTf7BDcAACAASURBVMFYWy9X+Pl5GYw/2FOJ/10t0xs7eatGdN+mrLnFe6day30CredeeZ8tT2u519Zyn0RERNQ6mJVosISCggI8++yzqKmpwcaNGxESEoJbt25h8+bNeP3115GVlYXXX3+9UeeUyyug0YhMObCgcoVhT9OqyhoUFhomVoJdDJdUnCpS4MqNW/B0alQnUbvx8/MSvbeWprXcJ9B67pX32fK0lnu1xn1KpRKbJOOJiIiIxJj16Vc7a0E7s6E+7ZiXl/FvY1asWIELFy7gww8/RHh4ODw8PNCpUycsXrwYo0aNwrZt25CTk9PI8K2vVrQYpHgtiS7uTujqrp+7UQvAiWLWaSAiIiIiIqLWwaxEg7E6DMbqN9R3+PBhtG3bFvfee6/BtqFDh0IQBFy8eNGccGxKI1oMsuH9w3wNu08cZUFIIiIiIiIiaiXMSjSEhoYCANLS0gy2ace0+zREpVKhsrISKpXKYFtJSQkAwMnJyWCbvdWKrMxwlDacaRjR3t1g7EgREw1ERERERETUOpiVaBgxYgQCAgKwY8cOXL58WTeenZ2NnTt3om/fvujbty+AuoRCdnY2bty4oXeOgQMHQqVS4ZNPPtEbz8/PR0JCApycnDBo0KC7vR+LE2tvKTXShjO8veGMhjMl1ahSi6zBICIiIiIiImphzCoG6ezsjNdeew1z585FXFwcxo8fDwD4/vvvodFo9Io45ufnIyYmBsOGDcPmzZt14wsXLsSpU6fw4Ycf4siRIwgJCUFpaSn27t2L8vJyPP/88/Dx8bHw7d09sfaWxpZO9PRwgr+rA/Kr1boxpUbA6eJqjPQznO1ARERERERE1JKY3XUiKioKX3zxBT766CMkJiZCIpFg8ODBWLhwIfr162fy+JCQEMTHx+OTTz7B8ePH8csvv8DFxQV9+vTB448/jocffviubsRa1KI1GhrONEgkEoT7uiPpun4F8TR5FRMNRERERERE1OI1qr1lWFgYwsLCjO7TpUsXZGVliW7r3bs3Vq9e3ZhL2p141wnjx4S3dzNINPxcqMA/e/taMDIiIiIiIiKipqdRiYbWSGxGQ0PtLbVGiNRpOFFcDUWtBu6OZpXFICIiIiIioiYmLSMPCQeyIS+rga+3C2IjAxHeL8DeYTU5/NRrglgxSFO5ApmXMzq4OOiNKTUCjhez+wQREREREVFzlJaRh027L0JeVgMAkJfVYNPui0jLyLNzZE0PEw0miBWDNDWjQSKR4L4OhvUYDhUoLBUWERERERER2VDCgWwob1tbr6zVIOFAtp0iarqYaDChscUgte4XKfx4qJCJBiIiIiIiouZIO5PB3PGmQBAEVKafgzx5JwSRz7bWwhoNJtxJMUgAuE8k0XC2tAalSjXaOjuIHEFERERERES21JiaC77eLqJJBV9vF2uHeUeqr+ag6Nt4KC5kwrlLV/iMiwYcbZMCYKLBBLEaDaaWTgBAF3cn9PRwwpVKlW5MAPBzkQIPd/KyZIhERERERETUSNqaC9rlENqaCwBEkw2xkYF6+wOAs6MUsZGBtgnYTKrCQhQlbUf5saNw8PSC3/Qn0DYyChIbJRkAJhpM0ojMLjG3ccR9fu64UnlLb+xQIRMNRERERERE9mas5oJYokE71lS7TqgrKlCcvBOlP+0DpFL4xIxHu4di4OBuONve2phoMEG064QZMxoA4P4O7vgy57ZEQwE7TxAREREREVmTOUsi7qTmQni/gCaTWNDSKJUo3ZeC4l07oamuhvfI++D72EQ4tWtnt5iYaDChVrTrhHnHjmxvmDn6rUKJm1UqdHRzusvIiIiIiIiI6HbmLolobjUXbidoNChLOwL5dwmoLS6GR8gAtJ80BS6du9g7NHadMEUtsnbCnBoNAODr4oD+bQz/SA8WclYDERERERGRNZjbhjI2MhDOt62Lb4o1F26n7SRx9Y1lyP/iMzh4t0GXfy5G5+cXNokkA8BEg0lqsRoNZs5oAMS7TxwqYJtLIiJq/jIzM/HVV1+hvLxcN6ZQKPDCCy9g4MCBGD58OD7//HM7RkhERK2RuUsiwvsFYFZ0b90MBl9vF8yK7t3klkbUV301B9dXr8T1NashVFej47N/Q7d//RvuvfvYOzQ9XDphgmiNBqn5mYb7O7jj/y6V6I0dKlRAEARIzJwZQURE1BR99tlnOH78OB5//HHd2Jo1a5CcnAxXV1dUVFRg5cqVkMlkiIiIsGOkRETUmjRmSURTrLkgRlVUiKLEBJQfS4PU0xN+cU+g7SjbdpJoDM5oMEEtkmhoRJ4Bw33d4HTb/jera5FdoRI/gIiIqJlIT0/H8OHDdYnz2tpaJCYmom/fvkhLS8PevXvRpk0b/O9//7NzpERE1Jo01yURYtQVFSjctgU5S5eg4vRJ+MSMR8+330O7sQ802SQDwBkNJokVgzS36wQAeDhKMcTHDUfl+nUZDhYqcI+X892GR0REZDdyuRwBAX9+C5SZmYny8nJMmzYNbm5ucHNzw5gxY3DkyBE7RklERK1NU29DaQ6NSttJ4ntoqqrgPTICvo9OhJOPj71DMwsTDSaIzWhoTKIBqKvTcHui4VChAk/3antXsREREdmTRqOBUO918syZM5BIJBg2bJhurH379pDL5fYIj4iIWjBT7Suby5KI2wkaDcqPpqEoaXtdJ4n+IXWdJLp0tXdojcJEgwlqjeGYQyMXnNzn546VF/XfZB0uVKBWIzSq3gMREVFT0rFjR2RlZel+PnjwIHx9fdGzZ0/dWFFREby8vOwRHhERtVDmtq9sbioz0lH07TbUXLsGlx49EfD0nCZX5NFcTDSYIFYM0gGNSw4M8XGFh6MElfXWYdxSaXC6pBrDfN3uOkYiIiJ7GDVqFL744gusXLkSLi4uSEtLw+TJk/X2ycnJQadOnewUIRERtUTG2lc2x0RDde5VFH0TD8WFDDi190PAs8/BK3QYJNLmW1KRiQYTRGs0NPL37SSV4D4/d/xws1JvPDW/kokGIiJqtp555hns2bMHGzZsAAD4+/tj3rx5uu1yuRxnz57FjBkz7BUiERE1Yw0tjzC3fWVTp5IXoShxO8qPajtJPI42kVGQOjnZO7S7xkSDCRqxGQ130JZytL+HQaLhp4JKvNy3/R3HRkREZE++vr7YuXMnfv75ZwBAWFgYPD09dduLi4uxaNEiREZG2itEIiJqpowtj2hM+8qmSF1RgeJd36M0NQWQSOATMx7tHoqBg7u7vUOzGCYaTBDvOtH484zu4GEw9ktJDYpqatHehb8GIiJqntzc3DB27FjRbffeey/uvfdeG0dEREQtgbHlEbGRgXpJCKB5tK806CQxIgK+jzWfThKNwU+4JtRqLDOjoZuHE+71dMZvFUrdmABgf4ECk7t6302IREREdpebm4tLly5BoVBg/Pjx9g6HiIiaOWPLI5pb+0pBo0H5sTQUJSagtlgO9+AQ+E1ufp0kGoOJBiMEQYBI0wk43GGjiNH+7nqJBqCuTgMTDURE1FxlZ2fjlVdewdmzZ3Vj2kTD8ePHsWDBArz33nu477777BUiERE1Q6aWRzSX9pV6nSS690DAU8/AvU9fe4dldUw0GKEWWTbhIAEkdzCjAQCi/D3w3+xSvbH9+QpoBAHSOzwnERGRvVy/fh2PP/44ysvLERkZidLSUr2Ew5AhQwAAe/bsYaKBiIgaJFb0sbkuj9Cqzr2Kom/jocj8o5PEnOfgNbR5d5JojNZxl3dIrLWl410kBMLbu8FVqn98kVKN86XNqzoqERERAHz00UcoLy/HZ599hvXr1yMiIkJvu4ODA4YMGYJffvnFThESEVFTpy36qJ29UL/o46zo3roZDL7eLpgV3bvJz2JQyYtw87P/IveNZai+mgO/adPR/c234T08rNUkGQDOaDBKrBDknS6bAAA3BylG+LkhNV+hN55aUIkB7Vzv/MRERER28PPPPyMqKgojRoxocJ+AgACcOHHChlEREVFzYqzo48q5I5t8YkFLXVGBK98n4Ob3uwCJBO2iH4ZPdAwc3A2bArQGTDQYobZQIcj6RnfwMEw05CuwMMj3rs5LRERka3K5HD179jS6j5OTE6qqqmwUERERNTfGij42BxqVEqWp+1CcvLNeJ4kJcPJp3Z/vmGgwQqxGw520tqxvtL8HcL5Qb+xkcRVuKdVo4+xwdycnIiKyoTZt2qCgoMDoPrm5ufD1bd1vtoiIqGGmij42VWKdJGRzZkHhwdc8gDUajBKr0eAgvbtMQ6CnE7q56+d31AJwsFDRwBFERERN04ABA7B//36UlZWJbr9x4wYOHTqkKwpJRER0u9jIQDg76n8sbepFHysz0pH75mvI2/ApHLy80OWFl9DlH4vg0aOHvUNrMphoMEItlmi4yxkNEomkblbDbVLzK+/uxERERDY2a9YslJWV4ZlnnkFmZiaEeq+bGRkZmD9/PtRqNWbOnGnHKImIqClJy8jDi//3M55ekYoX/+9nAM2n6GN17lX8vnolrv/nfWiqqhAw5zl0e+XVVtGusrG4dMIIsWKQd9N1Qmu0vwc2XrmlN5aar4AgCHfcOpOIiMjWhg8fjkWLFuE///kPJk2aBOkf1bQHDRqE6upqCIKAxYsXIyQkxM6REhFRU6DtMKEt/qjtMDErujdWzh1p5+gappIXoSgpAeVH0yB1d4ff1OloEzUaUicne4fWZDHRYIT4jIa7TwREtHeHkwRQ1Tv9zepaZJQpEdymaa9FIiIiqu/ZZ5/FgAEDsHHjRpw5cwa3bt2Ck5MThg4diqeeegrh4eH2DpGIiJoIYx0mmuIMBnVlJYp37UTpvpS6ThLjouET83Cr7STRGEw0GKHWGI7d7dIJAPB0kiKsvRsOFepX4d5zs4KJBiIianaGDx+O4cOH2zsMIiJq4ppLh4k/O0l8D02VAt7hI+E7YWKr7yTRGEw0GCFWDNISSycA4MEAT4NEw495FVjUm3+8RERERETU8jT1DhN1nSSOoihx+x+dJPrDb9JUuHTtau/Qmh0mGowQrdFgofKZDwZ44N+3tbk8U1KD/Opa+Lvy10JERHQn8vLysHv3buzfvx+XL19GSUkJfH19MWLECMydOxdd+WaRiMhuYiMD9Wo0AE2nw0RlZgaKvo1HTe5VuHTrDv+/PA2Pvv3sHVazxU+0RmisVKMBAHp6OiPIyxlZ5Uq98T03KzCjZ1uLXIOIiMiagoODzd43PT3dipH86X//+x8+/fRTBAYGIioqCl5eXkhPT0dCQgJSUlLw1VdfQSaT2SQWIiLSp63DkHAgG/KyGvh6uyA2MtCu9RlqruWi8Nt4KDLS4ejri4A5f4XX0OGQSNmg8W4w0WCE2IwGS9Ro0HowwMMw0ZBXyUQDERE1Cz4+PqLdksrLy6FQKAAA7du3h4ODg81iGjBgALZs2YLBgwfrjW/cuBHvvPMO3n33XWzYsMFm8RARkb7wfgFNovCjSi6HPCkBZUePQOrmjvZTpqHt6LHsJGEhTDQYUauxXo0GABjX0RNrfyvRGztQoICiVgN3S63RICIispKDBw82uC07Oxtvv/021Go1PvnkE5vF9MADD4iOz5w5E2vWrMHp06dtFgsRETU9dZ0kvkfpvr0AUNdJIvphOHiwk4Ql8dOsEeLtLS13/iE+rvB11v+Wp1oj4FChwnIXISIisoPAwECsW7cO165dw8cff2zvcAAADg4ONp1dQURETYdGpUTxj7txZclLKNnzA7yGDkeP5e/Cb/JUJhmsgIkGI9SixSAtl2lwkEjwQIDhH/WPNyssdg0iIiJ7cXNzQ0REBHbs2GHvULBv3z5UVFQgLCzM3qEQEZENCRoNyo4eQc7SJSj6Zhtce/ZE91dfR8Azc+Dky45/1sKlE0aItbe05IwGoK5Ow9bcMr2xPXmV0AgCpBZcpkFERGQPTk5OKCgosGsMRUVFePPNN+Hs7Iznn3/errEQEbVUaRl5ekUeQwJ9cS5bbteij3qdJLp2g//Mp+DRz/xCxnTnmGgwQmxGg6W6TmiN8veAs1QCZb16EAU1avxSUo3BPm4WvRYREZEtlZaWYu/evfDz87NbDAqFAnPnzkV+fj7eeuutO+o44evraYXImi4/Py97h9Ci8HlaHp+pZVniee4/dQ1f/pCFGpUaACAvq8FPZ27otsvLavDlD1nw9nLFqCHWbzNceSUHOZs2o/TML3Dp4Id7Fy6A3/0RNukkwb/POkw0GGHtYpAA4OkoRYSfG1Lz9esy7MmrZKKBiIiatPXr14uO19bWIi8vD3v37kVZWRlmz55t48jqVFdX47nnnsPZs2fx0ksvYcqUKXd0Hrm8AhqR9wQtkZ+fFwoLy+0dRovB52l5fKaWdafP8/bZCzUqtS7J0JAalRobv89Av27W67An3kliDCROziiSV1rtulqt6e9TKpUYTcQz0WCEaI0GK6xmGBfgaZBo+OFmBV7u297yFyMiIrKQNWvWQCKRQBBZaggAEokEjzzyiF2WKyiVSvz973/HsWPHMH/+fDzzzDM2j4GIqCVKy8jDpt0XoazVAKibrWCuxuzbGGpFJYp3JaM0ZQ8AoN2DD8EnZjyLPNoREw1GiNVosEbdhAcDPLD4rP5YZpkS1xQqdHVnH1ciImqa3nzzTdFxqVSKNm3aoH///vD397dxVIBKpcKCBQtw+PBhzJ49G/PmzbN5DERELVXCgWxdkqGxfL1dLBqLRqXCrZ9SIU/eAY1CAe+wEfCdEMsij00AEw1GiHedsPx1Ors7oX8bF5y/pZ/h23WjAn+9p53lL0hERGQBd7oUwZrUajVefPFFpKamYsaMGXjxxRftHRIRUYtyp7MSnB2liI0MtEgMgkaD8uNHUZSUgNqiIrj3C0b7SVPg2q27Rc5Pd69RiYZjx45h3bp1SE9Ph4ODAwYOHIhFixahb9++Zp+jpKQEn3zyCfbt24ebN2/Cw8MD99xzD5544glER0c3+gasSWxGg6VrNGg91NHTINHwPRMNREREjfLRRx9h9+7daNeuHby9vbF27VqDfebPn2+HyIiIWgZfbxfRZIOHqwNcnR2t3nVCcSEThd9s+7OTxMJ/spNEE2R2omH//v3429/+Bi8vL0ycOBEA8P3332P69OnYvHkzQkJCTJ4jJycHM2fORHFxMaKiovDQQw+hrKwMWVlZSEtLa3KJBvGuE9a51vjOnlh5Ua43dlxehfzqWvi7cuIJERGROW7cqKtyXlJSgo8++kh0HyYaiIjuXGxkoF6NBqButsLjDwRZtX1lzbVcFH4bD0VGOhx9fREw+1l4DQuzSScJajyzPsEqlUosW7YMLi4u2Lp1K3r16gUAeOKJJzBp0iS89tprSEhIMHoOlUqF+fPnQ61WIzExEffee6/e9tra2ju8BetRi1SYtnR7S63eXs4I9HRCdoVKNyYASL5Rgad7Wa8yKxERkbmCg+/8G6P09HQLRtKwFStWYMWKFTa5FhFRa6RNJtTvOmGp2QpiVMV/dJJI0+8kIXVytsr1yDLMSjQcOXIEeXl5mDZtmi7JAACBgYF45JFHEB8fj8zMTKNLKJKTk/Hrr79ixYoVBkkGAHB0bHrf2osvnbDOtSQSCcZ38sIHvxbrjSffKGeigYiImgQfHx9IrJRwJyKi5iO8X4BVZy8A7CTR3Jn16f7kyZMAgPDwcINt4eHhiI+Px8mTJ40mGn788UdIJBI88MADyM7OxuHDh6FSqSCTyTBy5Eg4ODjc4S1YT63Y0gmp9d5gje/kaZBoOFJUBXmNGr4uTe/5EBFR63Lw4EF7h0BERHaQlpFnsxkMt3eS8AoLR/sJsXDybW+V65F1mJVoyM3NBQB069bNYJt2TLtPQzIyMuDj44NNmzZh7dq1ej23g4KCsH79enTq1MnswG1BY8NikAAQ0tYF3dwdkav4cxmJWgB+uFmBJ3q0sdp1iYiIiIiIxKRl5OnVZJCX1WDT7osAYNFkg6DRoPzEMRQlbmcniRbArERDRUUFAMDT09Ngm3asvLzc6DlKSkqgVqvx8ccf41//+hfGjx+P6upqfPrpp/j666/x/PPP45tvvmnUlExfX8N4LMn1psJgzNPdGX5+Xla75pR7fLHqXL7e2I9FVfjH0C5Wu+btrHl/TUlruU+g9dwr77PlaS332lruk4iImp+EA9l6hR8BQFmrQcKBbIslGthJouWxWWEEQRCgVqsxY8YMzJw5Uze+bNkyXLhwAWfOnMGpU6cQGhpq9jnl8gpoRAo2WkppebXBmLJahcJC40mVuzG6rTNW3Ta27/cyXLpeijbO1l8+4efnZdX7aypay30CredeeZ8tT2u5V2vcp1QqsXoyvj6VSoWMjAzk5+dDqVSK7vPII4/YLB4iIrIcsVaWxsYbo+baNRRuj4ci/TwcfXwR8MwceA0PZyeJFsCsRIN21oJ2ZkN92jEvL+Pfxnh6eqKkpARRUVEG20aNGoUzZ84gPT29UYkGaxNrb2mtYpBaQ3xcEeDqgLxqtW5MJQA/5lViajdv616ciIiokZKSkvDee++hpKREdLsgCJBIJEw0EBE1U77eLqJJBV9vlzs+Z10niUSUpf0MqZsbO0m0QGaliozVYTBWv6G+Hj16ABBPSGjHamruPitmSWqxGg1WLAYJANI/uk/c7vsbLf9bPSIial5+/vlnLFmyBFKpFHFxcRAEAUOGDEFsbCx69OgBQRAQFRWFv/71r/YOlYiI7lBsZCCcHfU/Njo7ShEbGdjoc6kVlSj8Nh45r7yM8uNH0e7Bcej59nvwGRfNJEMLY1aiQTvLIC0tzWCbdszUTIThw4cDALKzsw22acc6duxoTjg2I9be0sp5BgDA+M6G011/ylegQqUR2ZuIiMg+Pv/8c7i6uuLbb7/FsmXLAABhYWFYvnw5kpOTMXfuXBw7doyzGYiImrHwfgGYFd1bN4PB19sFs6J7N6o+g0alQsmeH3FlyUso+XE3PIeEosfyFfCbEgcHkTqA1PyZtXRixIgRCAgIwI4dO/CXv/wFvXr1AlCXINi5cyf69u2ra22pUqmQm5sLNzc3vS4SsbGx2LBhAz799FOMHj1atxwjJycHiYmJcHd3x3333Wfp+7sr4ksnrJ9pGO7rhvYuDiiq+XP5RI1GwN78CkzswuUTRETUNKSnp2PMmDEICPjzzaa2q5RUKsXzzz+PQ4cO4YMPPsCHH35orzCJiOguhfcLuKPCj3WdJI6jKPFbdpJoZcxKNDg7O+O1117D3LlzERcXh/HjxwMAvv/+e2g0Grz++uu6ffPz8xETE4Nhw4Zh8+bNuvHu3btjwYIFeP/99/Hoo48iKioKVVVV2LNnD6qqqvDmm2+iXbt2Fr69u1MrUmjSFokGB4kE0R09sTnnlt540u/lTDQQEVGToVAo9L5UcHJygkKh37Fp8ODB2LFjh61DIyKiu5CWkYeEA9mQl9XA19sFsZGBjU40KC5kovDbeNRczYFL167sJNHKmN11IioqCl988QU++ugjJCYmQiKRYPDgwVi4cCH69etn1jnmzJmDzp0744svvsD27dshkUgQHByMOXPm4P7777/jm7AWsRkNDjZYOgEAj3Y2TDTsy1fgllJtk+4TREREpvj6+uLWrVt6P+fk5OjtU1VVhepqwy5ORETUNKVl5GHT7ou6lpbyshps2n0RAMxKNtT8fg2F334DRfo5dpJoxRrV3jIsLAxhYWFG9+nSpQuysrIa3B4TE4OYmJjGXNZuxIpBOthgRgMARPi5w8/FAYX1lk8oNQKSb1Tg8R5tbBIDERGRMb169dIrFB0SEoIDBw7g3LlzCAkJweXLl/HDDz+ge3dOkSUiasrqz2CQSoDbJ3YrazVIOJBtNNGgKi6G/LtElB05zE4S1LhEQ2tTK1ajwUaJOAeJBBO6eOHT7FK98YTfy5loICKiJuG+++7DqlWrUFJSgnbt2mHmzJlISUnBtGnT4Ovri5KSEmg0GsycOdPeoRIRUQNun8EgsnocAERbXAKAWqFA8e5klKbsAQQB7R4YB5+Y8Szy2Mox0WCEWNcJW81oAIBYkUTD4UIF8qtr4e/KXx0REdnX1KlTER4eDheXukrkoaGhWLVqFT744AP8/vvv6Ny5M2bNmoXY2Fg7R0pERA1JOJCtSzIYo+06oSXU1qJ0fyrk3++ApqICXmHhaD8hFk7t/awVKjUj/LRqhFg2z9F2eQYMbueK7h5OuFqp+jMmADuul2NOYNMqnElERK2Ph4cHevfurTcWHR2N6OhoO0VERESN1dBMhfqcHaWIjQwE8EcniZPHIU/YDlVRIdz79EX7KdPYSYL0MNFghFjXCVvOaJBIJIjt4oX/ZBXrjSdcY6KBiIjsY9++fRg9ejQkNnw9JCIiy0vLyEPS4bQGt2trNdTvOqG4eKGuk0TOFbh07YrO/3gB7v2C+ZpABphoMEJ86YRtY5gokmg4VVKNnEoleniwsAoREdnW3//+d3Ts2BGTJk3ClClT4O/vb++QiIiokW6vy3A7Z0cpZkX31hV/rPn9Gq5/sBqV58/B0ccHAU/PgVcYO0lQw5hoMEKsvaWj1LaZht7eLujr7YzMMqXeeOLv5VgY5GvTWIiIiAYPHozTp0/jo48+wvr16xEZGYm4uDjcd9999g6NiIiMMNVZQqv+DAaDThKTpqLt2LHsJEEmMdFghFh7S0c7TAuK7eKNzMwivbHEa0w0EBGR7X399dfIzs7Gli1bsHPnTuzbtw+pqano2LEjpk2bhkmTJqF9+/b2DpOIiOoxt7MEAKycOxJqhQKF279hJwm6Y5zrYoRYe0tbL50AgAldvAzGLpYrkXnLdOEWIiIiSwsMDMTSpUtx6NAhrFixAgMHDsSNGzewZs0ajBo1CgsWLEBaWsPrfomIyLbM7Szh5+mIkpQ9uPKvl1CyOxmeg0PR46134Dc1jkkGahTOaDBCbedikFrdeUBP+AAAIABJREFUPJww1McVJ4qr9ca3XytD3zZsH0NERPbh7OyMCRMmYMKECbh06RK2bt2KnTt34scff8SePXvQrVs3TJs2DRMnTkS7dixiTERkLyY7SwgC+lddxUOF6Sj8pZidJOiucUaDEWIzGmzZ3rK+WJFZDd9eKxdd3kFERGRr99xzj94shwEDBuDq1atYuXIlRo0aZe/wiIhaNV9vF9FxqVSCboo8PHNzNx6+cRBuXh7o/I8X0HnRi0wy0F1hosEI0RoNNi4GqfVoFy+DJMfN6locLFDYJR4iIiIx2lkOS5cuxdChQyEIApRKpekDiYjIamIjA+HsqP/Rr6P6Fv6pOYHHb+xBR1cNAp6eg+6vvg6P4P5sV0l3jUsnjBCb0WCnPAP8XBwx1t8DP+RV6o1vyy1DlL+HfYIiIiKqR6FQYOfOnYiPj0dmZiYEQYCrqyuio6PtHRoRUaumbVOZcCAbyuJijC0/D1nxb3B0d0M7dpIgK2CiwYim0nVCa1p3b4NEw64bFbilVKONs4OdoiIiotYuPT0d27ZtQ3JyMqqqqiAIAnr16qWrz+Dt7W3vEImIWr1hPb1xb9ZNlKTvATQatH1gHO6dGYfSatPHEjUWEw1G1IoUg7RXjQYAeCDAEz7OUhQr/6wYW60RkHS9HLN6trVfYERE1OpUVlbqZi9cuHABgiDAyckJMTExiIuLw9ChQ+0dIhERARBqa1G6PxXy73dAU1EBr+FhaD9xEpza+8HJywuoLrd3iNQCMdFghFq0vaX9Mg3OUgkmdfXGp9mleuNbr5Yx0UBERDZx7tw5xMfHY9euXbrZC926dcPUqVMRGxsLHx8fe4dIREQABI0GFSdPoCjxW6gKC+s6SUyeCtfuPewdGrUCTDQYIbZ0wsHOdVHiuhkmGk6VVOO3ciXu9eK6KiIisq6pU6cCABwdHfHAAw9g2rRpGDlypJ2jIiKi+hQXL6Dw23jU5FyB3M0HKR3HoMy1J2IrXBFu7+CoVWCiwQjR9pb2qgb5h/5tXdGvjQsybun3wt2WewtL+/nZKSoiImotOnbsiClTpmDKlCnw8+PrDhFRU1Jz/Tp+27gZzlcuoszRHQc7jESGV08IEilQrsSm3RcB/FkckshamGgwQnxGg/1bvcR188a/zxfqjcXnlmFJ3/ZNIj4iImq5UlNT2faMiKiJUZWUQP5dIm79fAgaiSN+8h2MU216o1aq/3FPWatBwoFsJhrI6phoMEKsRoM9i0FqxXb1wuvphXozLvKq1ThQoMBotrokIiIrYpKBiKjpUCsUKPlhF0pS9kBQq5Hu1w/7PPqi2sG1wWPkZTUNbiOyFCYajBDrOtEUZgz4uThibIAHfrip3+py69UyJhqIiIiIiFq4uk4SP6H4+x1QV5TXdZKYMAkrNpw3eayvt4sNIqTWjokGI8RqNNi7GKRWXLc2BomGXTcrIK9Rw9fFwU5RERERERGRtQiCUNdJIuEbqAoL4da7D/wmT4Nrjx4A6pIIxmYsODtKERsZaKNoqTVjosEIsRoN9i4GqTU2wAPtnR1QpFTrxpQaAVtzb+Hv/8/efYdHVebtA7/P9EmZ9EZCKEF6EzBSRERBBUGqiIKKZV1p7srPtb8ruuq+u+uuDVzLqgu8uBhaBBYQFalGEFRaKBJKgJA26WUy9ffHJCGTOZPMJJOcycz9uS6uJM85M3nOEMjMd57ne1/HaDEiIiIiIn9SdfoUCtZ+gZoL56FKTELi75cgqN8Ahy1t08ekYMW2UzCarU63j9KpMX1MCvszULtgoaEJooUG36gzQCUTcG8XHZb/WuwwvvJ8Keb3iIDMB7Z4EBERERFR69RcuYLC9WmoPHoEiohIxD38KHQjRkGQyZzOrSsibNidBX1ZDYsLJBkWGpogtnXCl17AP9A1zKnQcL7ShH0F1bg5NkiiWRERERERUWuZS4pRmL4RZfv3QqbRIHr6TISPux0ylQoAkHEit76gEKyRQxAEVFSbWVwgn8BCQxMsIs0gFT5UaOgeosLNMUHYU1DlML7yQgkLDUREREREHVDjJInwcbcj6q7JkIeEOBQXGqo0XNtOrS+rwYptpwCAxQaSDAsNTRBb0eArWyfqPNQtzKnQsDWnAvkGM2I1/OslIiLvSU9Pb/Ftp06d6sWZEBH5H5vZjJLd36Foc22SROpwRE2bDlVMLAD7CgZX/RcaM5qt2LA7i4UGkgxfiTZBrEeD3EeaQda5MyEEMWo5CmquVTHNNnvU5ZO92BSSiIi857nnnnNoOuYOm80GQRBYaCAicuFaksQ6mArynZIk6mzYneVWkaFOU+kTRG2NhYYmWHw43rKOUiZgTpcwvH2myGF85YVSLOrJppBEROQ9CxcudCo0HD16FHv27EFycjKGDh2K6OhoFBYW4vDhw8jOzsaYMWMwYMAAiWZMROTbqs6cRuHaL2A4f86eJPG7JQjqP0C0qOtp4SBKp/bWNIk8xkJDE8yiqRO+98J9btcwvHOmCA1nm11lwq78KtwaFyzZvIiIyL8sXrzY4etjx47ho48+wgsvvIC5c+dC1qADutVqxcqVK/HWW2853Y6IKNDV5FxB4fq1qDzyCxQREU0mSdSJ0qndLjaoFDJMH5PirekSecz1T3KAs9lsHWJFAwAkBysxNs65+ePK86USzIaIiALF22+/jeHDh+PBBx90KDIAgEwmw7x585Camop33nlHohkSEfkWc0kxcld8iosvv4TqM6cRPX0mur7+F4SNGt1kkQEApo9JgUohfk6wRo4Qrf095CidGg9N6M3+DCQprmhwQWz3kwy+FW/Z0INdw7Ezz7Ep5Fe5FbhSZUJikFKiWRERkT87evQo7r///ibP6du3Lz7//PN2mhERkW+yVFfbkyS+/sqeJHHbOETddTfkoaFu30dd4aAudYIxluTLWGhwwSwSbemLqxnq3B4fjHiNHLkNom0sNuCz8yV4qV+MhDMjIiJ/ZTabkZOT0+Q5ly9fhtlsbqcZERH5FpvZjJI9u1C06cvaJIkbETVtRn2ShKdG9ItnYYE6BBYaXBCNtvSxxImGFDIBD3YLx19P6h3GV50vxZJeUQhyscyKiIiopfr374/t27dj9uzZGDp0qNPxQ4cO4auvvsKQIUMkmB0RkXRsNhsqDv+Iwg3rYcrPsydJzLgHmm7d3bp9xonc+pULwRo5BEFARbWZqxiow2ChwQXRaEsf3TZR58GuYXj7dBGMDVZjFJusWH+pDA90C5dwZkRE5I8WL16Mhx9+GA888ADGjx+PG264AVFRUdDr9Th48CC++eYbyGQyNoMkooBSdeY0Ctd9AcM5e5JEpyefQvCAgW7HA2ecyMWKbafqoywrG6xY1pfVYMW2UwDAYgP5NBYaXBBrBKnw7ToDYjUKTEsKxRfZZQ7jH2eVYG7XMI+zz4mIiJpS1+jxxRdfxFdffYUdO3bUH7PZbAgPD8drr72GG264QcJZEhG1j5qcHBRuWIvKX362J0nMexS6kU0nSYjZsDurvsggxmi2YsPuLBYayKex0OCCWLSlr69oAIDHU8KdCg2nyo3YW1CNm2OdkymIiIhaY9y4cRg1ahS+/fZbnDhxAuXl5QgNDUW/fv1w2223QavVSj1FIqI2ZS4phn5TOkr37oFMo0H09JkIv208ZGp1i+7PnQhLd2MuiaTCQoMLFpEioi83g6wzIFyD4VFa/KCvdhj/OKuYhQYiImoTWq0WkyZNwqRJk6SeChFRu7FUV6P4q60o3tHyJInGMk7kQiYAIn3pHUTpWlbEIGovLDS4ILaiwZebQTb0m5Rwp0LDjtxKnK8woluISqJZERGRvystLUVVVRUSEhKkngoRUZupT5LY/CUs5bVJElNnQBXbsiSJho0f3aFSyDB9TEqLvhdRe2GhwYWO2KOhzoSEECRpFbhcfS1OzAbgk3MleG1gy/4DJCIiElNdXY333nsPmzZtgl6vhyAIyMzMBAAcPXoUH330ERYtWoTevXtLPFMiotaxJ0kcQuGGdfYkiV69EXPPvdB07dbi+2zc+NGVEK2CqRPUobDQ4IJY6oSsA/RoAOwrLx7uHo4/nSh0GP/8Yhme7ROFUKVcopkREZE/qaqqwpw5c3Dy5EmEh4cjJiYGBQUF9cdTUlKwd+9edOvWrd0KDStXrsSxY8dw7NgxXLhwATabDUePHoW6hXuliYiAuiSJNBjOZUHVKdHjJAlXmmv8WOfd393cqu9D1N48a4EaQMwiG6M6yooGAJjbNQzaRk0lKsxWrLxQKtGMiIjI33z00Uc4efIkFi1ahO+//x733HOPw/Hg4GAMGzYMGRkZ7Tan119/HZs2bYLRaERoK/ZJExEB9iSJK8veweW//hmmIj3i5j2CLkv/hJCBg7yS6ObOdgn2Y6COiCsaXDCLbp3oOJWGCJUc93TWORUWPjxbjMe6h0MtZ42JiIhaZ/v27bj++uuxaNEiABB90p2YmIjTp0+325w++ugjDBgwAJGRkXjggQdw8ODBdvveROQ/zCUl9iSJfXsgU6sRNW0GIsbd3uIkicbq+jI0h/0YqKNiocEFsa0T8g7SDLLO/B4RWHWhFA2vJNdgwfpL5bi/a5hk8yIiIv+Qk5ODsWPHNnlOWFgYSkpK2mlGwJgxY9rtexGR/7EaqlG0fRuKd2y3J0mMvQ2RkyZDEarz2vdwty8D+zFQR8ZCgwtizSA7QrxlQymhKtzVKQRbciocxpf9WoTZXXQdpucEERH5JrVajcrKyibPycnJgU7nvSfoRERtwWY2o3TPLuhrkyRChqUievrMFidJNKWpvgwsLpC/YKHBBdF4yw74wnxxz0inQsPZChO2X63ExE4hEs2KiIj8Qa9evZCRkQGLxQK53LnRcGVlJTIyMtCvXz8JZkdE1DybzYaKn2qTJPLyoO3ZC9GL74W2e/c2+X4ZJ3Kb7MvwtwWj2uT7ErU3twsNBw4cwLJly3D8+HHI5XIMHjwYS5YsQd++fT3+phUVFZg8eTJycnIwceJEvPXWWx7fR1sTKzJ2tBUNAHB9hAajY7TYW1DtMP7emSJMSAj2ShMbIiIKTNOnT8cLL7yApUuX4o9//KPDMaPRiFdeeQXFxcWYMWOGRDP0jqiowCrMx8SwiaY38fH0Pm89pmWZJ3Hh3ytRfvoMtJ2T0OOl5xExbKjXnx/vOnwJK7edREFxdZPnxURoJfl54c+od/HxtHOr0LBr1y7Mnz8foaGhmDZtGgBgy5YtuO+++7Bq1SoMHDjQo2/65ptvtut+zZawwj9WNADAousisbfgisPY4WIDftBXY0R0kESzIiKijm769OnYuXMn1q5di6+++qo+5eHRRx/F8ePHUVpaigkTJuDOO++UeKato9dXwCqSRuWPYmJCUVBQLvU0/AYfT+/zxmNqvJqDgvVrUfnLz5CHhyPuoYehG3kTLHI5Cgsrmr8DN2WcyMXnX59GpcHS7LkqhQxTb+rW7j8v/Bn1rkB6PGUyoclCfLOFBqPRiJdffhlqtRpr1qxB99plRHPmzMGMGTOwdOlSbNiwwe0J/fjjj1izZg2ee+45/PnPf3b7du3NX1Y0AMAtsUEYEKbGsVLHZVrvnilioYGIiFrl3XffxYcffohVq1bhyhV7UXv//v0ICwvD4sWLMX/+fIlnSERkZy4pgX5zOkr37oFMpfJ6kgRwLU3CndjKhh6a0Jt9GcivNFto+P7775Gbm4t77723vsgAACkpKZg8eTLS0tKQmZnp1hYKg8GAl156CePGjcO4ceN8u9DgB6kTdQRBwOKekXj8x6sO49/mVeF4aQ36hzGbl4iIWkYmk2H+/Pl44okncP78eZSUlECn06F79+6QyRilTETSsxqqUfTVdnuShNmM8FtuReTku72aJAG4nybRWJROzSID+Z1mCw2HDh0CAIwYMcLp2IgRI5CWloZDhw65VWh45513UFhYiJUrV8JkMrVguu1HLN5S0THrDACASZ1C0CVYiYuVjo/7W6f0+OTGThLNioiIOrJly5YhKSkJU6dOhSAIDm9IEBFJzWY2o3TvHug3pcNSXoaQYTcgetpMqOLi2uT7NZUm4YpKIcP0MSltMh8iKTVbaMjOzgYAJCcnOx2rG6s7pylHjx7FihUr8NJLLyEuLg6XL1/2dK7tSizesqP2aAAAhUzAwusi8Mwv+Q7jm3MqkFlag75c1UBERB764IMP8OCDD0o9DSIiB/YkicO1SRK5tUkSv4O2e+te0DfcFiETAKsNCNbIIQgCKqrNHt8foyzJnzVbaKiosDdECQlxbvRQN1Ze3nTDC5PJhBdffBGDBg3Cfffd15J5imrLLtDBFc7/WWg1yg7dRXRxRDDe+bUYVxqtalh2vhRrx1/7j7cjX6MnAuU6gcC5Vl6n/wmUa+2o1xkbG1v/PMFXfPTRRzh37hwA1H986aWX6uM3n3nmGURGRko2PyJqW9W//oqCdV/AkHUWqk6d0Gnx7xE8cFCrkyQab4uo6w/rTqPHhkK0Ctw3rieLC+T33I63bI0PP/wQ58+fR3p6ulfjYtqyC3RRiXP8jMVo7vBdRBf1iMDzRxxXNaw7X4LdZwvRN0wdMJ1SA+U6gcC5Vl6n/wmUa22L62yuE7S3jB8/Hjt37oTBYIBGo2nz7+eOvXv34uDBgw5jmzZtqv980aJFLDQQ+SFj7lV7ksTPP0EeFo64Bx+GbtRNEGqLjK2RcSIXn2zJRGtednD1AgWaZgsNdasWxN6xqBuri7MSc+7cOXzwwQd4/PHH0aNHj5bOs92JNYNUdNBmkA3N6aLDu6eLcNXguGLj7+zVQEREHlq8eDEOHTqEhQsX4tlnn0XPnj2lnhJWrVol9RSIqB2ZS0ug39QgSWLqdESMv8MrSRKexFO68pvJfVlcoIDUbKGhYR+Gfv36ORxrqn9DnXPnzsFkMmH58uVYvny50/GtW7di69atuO222/D+++97NPm2JNajoaPGWzakkcvwZK9Ip1UNdb0axnTQ5btERNT+pkyZApPJhMzMTEyZMgVqtRqRkZFOqxcFQcA333wj0SyJyB+JJklMuhsKXeuSJFoaTymGaRIUyJotNAwbNgwff/wxMjIyMGHCBIdjGRkZ9ee4kpiYiJkzZzqNV1VVYevWrejcuTNuvPFGt1Ir2pNY6oS8AzeDbKipVQ1jekRLNCsiIuporly54vC1wWBATk6ORLMhokBgNZtR8t1O6Denw1Lm3SSJlsZTimGaBAW6ZgsNI0eORHx8PDZt2oR58+bVR1dlZWVh8+bN6Nu3b32RwGQyITs7G1qtFp062Zfh9+nTB6+//rrT/V6+fBlbt27FgAEDRI9LzSyyCasjx1s21NSqhmNF1WDdlYiI3HHq1Cmpp0BEAcJms6Hi55+Qnb4ehpwcaK/riehF3k2SaImGqRN1SRTsx0DkRqFBpVJh6dKlWLBgAWbPno1JkyYBALZs2QKr1YpXXnml/ty8vDxMnDgRqampHX6PpFl064SfVBrgelXDSz9ewb+GtE22MBERERGRpxomSWiTktBp0e8QPGhwi5rMe2NrhEohw0MTerOQQNQEt1Inxo4di88++wzLly/Hxo0bIQgChgwZgqeeesqpb4O/sIo2g5RgIm3E1aqGTRdLcaCLDjdGaSWaGRERERGRPUmicP06VPx8uD5JImXqBBQWVXl0P97su8B4SiL3uB1vOXz4cAwfPrzJc5KSknD69Gm37s+Tc6Xg7ysaAPuqhmVninCl2nFVw2snCrFpdJJXo0iJiMg/2Ww2fP7559i0aRPOnj2L6upqZGZmArBvrdi4cSPmzJnTZONoIqKG7EkSX6J0724ISsckCU/iKr2RGlGH2yGIPON2oSHQiMVb+luhQSOX4dk+UXjypzyH8QP6auzIrcQdCW2fwU5ERB2X2WzG/PnzsW/fPgCARqOBrcHvz7i4OKxevRo6nQ4LFy6UappE1EFYDQYUfbWtQZLEWEROmtKiJAlvNHaUCcCjkxhPSdQSfrQZwLssIv8n+UszyIbuSdahd6jKafz1E4WiyRtERER1VqxYgb1792LGjBk4ePAgHnnkEYfjERERGDJkCPbu3SvRDImoI7CZzSjZtRPnX3gGRZu/RHD/Aej66uuIvf+BFhcZPtmS2aoig0ohY5GBqBW4osEFC8RSJ/yv0iAXBLzYLxoP/OAYR3aq3Ii12WWY3SVMopkREZGv27RpE3r16oU//elPEARBdMtdcnIy9uzZI8HsiMjX1SVJFK5fC1Nerj1JYuGT0Kb0aNH9tXarhCAANqZGEHkFCw0uiBVAZf5XZwAA3B4fjBujtDigr3YY/9+TekxJCoVWzoUvRETk7OLFi5g1a1aTPX0iIyNRXFzcjrMioo6g+uyvKFhrT5JQJXRqUZJEa5s8Mo6SqO2w0OCC2LYBhZ9WGgRBwP/0i8akPZccxnOqzfj0XAkWXhcp0cyIiMiXyeVymM3mJs/Jz89HUFBQO82IiHydY5JEGGIfmIewm0a3W5NHpkYQtQ8WGlwQawbpjz0a6qRGaXFnQjC2X610GH/rdBHuTdYhWs0fFSIictS9e3ccOnTI5XGTyYSDBw+iV69e7TgrIvJF5tJS6Dd/idI9u+xJElOmIeL2OyFTqz26n12HL7WoySMbOxK1L66Jd8ESAPGWjb3YN9ppe0iZyYr/zdRLMyEiIvJpd911F86cOYNly5aJHn/77bdx9epVTJ48uZ1nRkS+wmowQL8pHedfeAale3cjbMxYdPvzXxE1eYrHRQYAWLntpMdFBjZ2JGp/fJvaBbNVLN5Sgom0o146NR7tFY2PTxU6jK+6UIqHuoVhQLhGopkREZEvmjNnDrZv347ly5dj+/btUCqVAIA//vGPOHz4MM6dO4dhw4ZhxowZEs+UiNqbzWJB6b490H+5EZayMoQMHYbo6TOhivPsxX7DPgzBGrnH2yW4VYJIGiw0uCC2osEfUycae+2GTlhztgjlDSrFNgD/c6wAG29K8qhBDxER+TelUolPP/0Ub7zxBtLT0+v7NaSlpUEmk2HatGl46aWXIJNxASVRoLDZbKj85ScUrF8LU67nSRJNNXj0pMjAAgORtFhocEGsR4PcT5tBNhSrVeLp3lF4+XiBw/j3hdXYklOByYmhEs2MiIh8UVBQEF577TU888wzOHLkCEpKSqDT6TBgwABERrKZMFEgqc46a0+SOPsrVPEJ6LTwSQQPvt6tN6oYTUnkX1hocEF8RUP7z0MKj6aEY+WFEmRVmBzGlx4vwLj4YMZdEhGRE51Oh9GjR0s9DSKSgDE3F4Ub1qLiJ8+TJFpbYACA30xm/wUiX8NCgwti8Zb+3gyyjkom4NUBMZiTkeMwfqnKjH/+WowlvaMkmhkRERER+QpzaSn0W75E6e6WJUlknMhtUYJEQ1E6NYsMRD6IhQYXxP6/C5QVDQAwLi4Yt8YFYWdelcP4O2eKMLOzDsnBSolmRkREUnn++edbdDtBEPDGG294eTZEJBWrwYDir79C0fZtsJlNCBtzC6ImT4VCp2v2tk31YPCUSiHD9DEprb4fIvI+FhpcEO3RECArGgD7k8JX+8dgT/5FmBs8FNUWG54/ko//G9GJjSGJiALMxo0bRccFQYBN5Pdm3TgLDUT+oT5JYlM6LKWl9iSJaTOhindvRUFrVzColQJUSgXKq0zsxUDk41hocEEk3RKKAGtN0FOnxqPdw/FhVonD+Nd5lWwMSUQUgFauXCk6tmvXLkyePBmpqamIjo5GYWEhDhw4gC1btmDs2LF44IEHJJgtEXmLPUniZxSuXwtj7lV7ksSCxc0mSTSOpqyqsUCkJumSWIPHmJhQFBSUt/KKiKitsdDgQqCvaKjzbJ9obLpSgasGs8P4i0fzcUtsEEKVzTf5ISIi/5Camurw9ebNm7F3716sWbMG/fv3dzg2bdo03H///Zg7dy7uuOOO9pwmEXlRddZZFK5LQ/WvZ6CMj0enhYsRPHhIkytbxRo8MpqSKLCw0OCCeKFBgolILEQpw+sDY/DIwasO47kGC/73pB6vD4yVaGZERCS1zz77DBMmTHAqMtQZOHAg7rzzTnz66aeYNGlSO8+OiFrDmJuLwo3rUHH4UG2SxEMIu+lm0SQJb/VdkAnAo5OYIEHkD1hocMEi2gwyACsNAO7qFILxccH4Oq/SYfyTrBLM6qzDoAiNRDMjIiIpnTt3rtlIy4SEBOzYsaOdZkRErWUuK4N+c7pjksT4OyDTiD/f80ZyBGBv7PjQhN4sMhD5CRYaXLDAeUVDoBYaBEHAnwfFYt+3F1Btufa4WAE8/Useto1JhkIWmI8NEVEg02g0OHbsWJPnHDlyBBoXL1CIyHdYa2pQvGO7PUnCZLQnSUyaAkVYmMvbZJzIxSdbMkV7m3mCjR2J/A8LDS6IFWUD+bV0crAST/eOwp9OFDqMHympwftni/Fkz0iJZkZERFIZNWoUtm7dig8//BCPPPIIlMpr0ccmkwmffPIJDhw4gIkTJ0o4SyJqij1JYi/0mzbakySGDEX09JlQxSeInu+tbRJcwUDk31hocMEi0qMh0N+1f6JHBNZdKsPJMqPD+F9P6nFHfDB66dQSzYyIiKTw1FNP4fvvv8fbb7+N1atXY/DgwYiKioJer8cvv/yCgoICREREYMmSJVJPlYgaaZwkoelxHTrNXwRtj+tEzxdr8OgJtVKAUiFHRbWZKxiIAgALDS6YxeItA7vOAKVMwJuD4zBpzyWHjSVGqw2/+ykPW27uHPDFGCKiQJKUlIQvvvgCr7zyCvbv3+/Ui+Gmm27Cyy+/jMTERIlmSERiPEmSaG2BgQkSRIGJhQYXxFY0BGK8ZWM3RGnx2x4R+OBsscP4T8UGbqEgIgpAycnJ+OSTT5CXl4fMzEyUl5cjNDQUffv2RVxcnNTTI6IGjHm5KNxQmySh0zWbJNGaAgNXLRAFNhYaXBDa4Sc+AAAgAElEQVQvNEgwER/0fN8ofJ1bgawKk8M4t1AQEQWW9PR0REVFYfTo0YiLi2NhgchHmUtLod/yJUr37IagULpMkmht/wX2XSCiOjKpJ+CrxJpBBmrqRGNauQzvDIlH40ejbguFubWth4mIqEN44YUXsHfvXqmnQUQuWGtqoN/8Jc6/8CxKd+9C2Ogx6PbGXxA1eYpokWHFtlMtLjJE6dQsMhBRPa5ocMEstqKB/QfqpTaxheLtM0V4uneURDMjIqL2Eh0dDatVpDJPRJKyWSwo3b8X+i/TYSktQcj1QxE9o+kkiZbEVLL/AhG5wkKDC2L/0QZ6M8jGXG2h+PspPW6OCUJqlFaimRERUXsYPXo0Dhw4AKvVCpmMiySJpOaUJJHSA53mL/R6kgQLDETUHBYaXBBd0cCtEw7qtlDcvecSGr6fZbEBCw5dxc5bu0CndG4uRERE/uGpp57CrFmz8OKLL+IPf/gDIiPZEJhIKo2TJBIWLEbI9c5JEq3pw8ACAxG5i4UGF8TiLdkM0llqlBa/7xWJf5wuchjPrjLj2SP5+Ocw8SV6RETU8S1ZsgShoaFIT0/Hf//7XyQmJiI6OtrphY0gCFixYoVEsyTyb05JEnMfRNjoMU5JEq1JkWCCBBF5ioUGFywieyfYDFLc/+sdhd35VThcbHAYX3+pHLfGBuOeZJ1EMyMiorZ08ODB+s+NRiPOnz+P8+fPO53XuPBARK1nLitD0ZYvUbJ7FwSFAlF3T0XE7Xc6NXkErjV6NIp1O3dBJgCPTurL4gIRtQgLDS5YxHo0cPupKKVMwD9viMetO7NR0egX2LNH8jEsUoNuISqJZkdERG3l22+/lXoKRAHHWlOD4q+/QvH2rbAajQgbPQZRd0+BIiy8/pyG2yNkgnjvsaYwppKIWouFBhfYo8EzXYNV+MugWCw8nOswXmG24rGDV/HfMZ2hkbNSQ0TkTxITE6WeAlHAsFksKNu/D4VfboSltATB1w9BzPSZUCV0cjiv8eoFJkkQkRRYaHDBIlpokGAiHcg9yTp8m1eJDZfLHcaPldbghSP5+McQ/sIiIiIi8oTNZkPlkV/sSRJXc+xJEk8shPY68SSJDbuzPNoiUYd9GIjIm1hocEGsGSR7NDTvr4NjcajIgOwqx8jL/7tYhtQoLWZ3CZNoZkRE5G15eXlYt24dDh8+jPz8fABAbGwshg0bhunTpyM+ni9YiFqj+lyWPUnizGko45yTJBpukQjWyCEIAiqqzW7fP1cvEFFbYaHBBbEVDSw0NE+nlOOT1ATctecSjI3W6j3zSz76h2vQP0wt0eyIiMhbPv74Y7z33nswmUywNfidefbsWWRkZOCDDz7Ak08+iccee0zCWRJ1TMa8PBRuXIeKQz9CHqpD7JwH7EkSimtP3RtvkfAkTYKrF4iorbHQ4IJFZMWZjHUGtwyK0OCNgTF4+pd8h3GD1YZHD+Tg67HJ0CnlLm5NRES+btmyZVi+fDnkcjnGjx+PUaNGISHBHmecm5uLffv2YefOnfj73/8Og8GARYsWSTxjoo7BXF6Gos3XkiQiJ09B5B13QqbROq1eqKqxQOR9sSaxySMRtRcWGlwQawapYKXBbQ90DcMBfTXWXnLs13C+0oQFh3KxYngnNtckIuqATp8+jeXLlyM+Ph7Lly9H3759nc6ZNWsWTp48iQULFuD999/H+PHj0atXLwlmS9QxNJck0ZrVC3WpE1zFQETtiYUGF8R7NLT/PDoqQRDwt8FxOF5ag5NlRodjO3Ir8caJQvxP/xiJZkdERC21evVqyGQyvP/+++jTp4/L8/r06YP3338fM2fOxOrVq/Hqq6+24yyJOganJInB1yNmxj31SRINVzG0RJROjb8tGOXNKRMRuYWFBhFWkdUMAgAZ34H3SJBChk9TO2H8rmxUNOp+/N6vxeilU2NWsk6i2RERUUscOHAAw4cPb7LIUKdPnz4YPnw4Dhw40A4zI+o4GidJmBKSsS1uNDIrIhD8xa8QhLMeNXUUo1LIMH1MipdmTETkGRYaRIitZmC0ZcukhKqwbGg85h3IcTq25Oc8dA9RYlikVoKZERFRS+Tn52PcuHFun9+7d2/89NNPbTgjoo4j40Qu9m7NwJCLPyDZkIdilQ7fxY/BmaBkwGp/sunJtojGQrQKVFSbuU2CiCTHQoMIs5WJE940sVMIXugbhTcy9Q7jRqsND/2Qgx23JCMxSCnR7IiIyFM2DzrQeXIukT87sP84Ctetw9TyC6iUa/BVzI04orsOVkHW6vtmk0ci8jUsNIgQi7aUt/53QED7Xc9InCozYsNlx+aQBTUWzMm4gs03d0YokyiIiHxeXFwcTp065fb5p06dQmxsbBvOiMi3NOyrEBOhxeAENdQZ36JPQSaCBTn2RQzEwYh+MMpa/iZLsEYOQRC4eoGIfBYLDSIsoo0guaKhNQRBwFtD4nCuwohfShwbGmWWGTHvwFX8Z2QiVEz2ICLyaampqVi/fj0yMzNFEycaOnnyJH744QfMnDmznWZH5B0NiwVROjUGpkThaJbera/rKKxm9Mg6gP6HTkBpM+OIrgf2RQ5CpSKoxfPiygUi6ihYaBAhFm3JHg2tp5XLsHJ4Im7fdRG5jfYf7i2owu9/ysXyofEQWNQhIvJZc+fOxdq1a7Fw4UL885//RO/evUXPO336NBYsWAAAmDNnTntOkQiAc7Gg7l1/d4oI+4/l1kdJ6stq8N3P13pNNfe1YLNiQHkWRut/QailGmeCO2NX1BAUqcJadT1cuUBEHQkLDSLEVjTI+eLXK+K1Cqwcnoipey+hqtEDve5SOTppFXipH2MviYh8Vc+ePbFgwQIsX74cM2fOxPjx4zFy5EgkJCQAAK5evYr9+/fjm2++gdlsxvz589GrVy+JZ03+Tqx40LhYsGLbKZy9XOJREcEjNhtSqq7gFv1PiDGW4Io6Gl/G34zL2jiP7obbIojIH3hUaDhw4ACWLVuG48ePQy6XY/DgwViyZEmzSycBIDMzE9u3b8f+/ftx+fJlVFVVISkpCXfccQcef/xxBAW1fBmZt7EZZNsaHKHBv1IT8MAPOU5FnXfPFCNBo8CjKRHSTI6IiJq1ePFiqNVqvPvuu9i2bRu2b9/ucNxms0GhUOB3v/sd5s+fL8kcW/OchaTlaiWCq2MAsGLbKZfFgzpGsxW7f8mByNO8VkswFGJs4WEkG/JQpAzFxvgxOB2cDDTx/JEFBSLyZ4LNzXbQu3btwvz58xEaGopJkyYBALZs2YKamhqsWrUKAwcObPL2s2bNwrFjx3D99dejf//+AID9+/fj7Nmz6N27Nz7//HMEBwd7NHm9vgLWNvhtkV1pwrAd5x3GOgcpcPiO7l7/Xr4mJiYUBQXlzZ/oBasvlOKpn/OcxgUA7w2Nx6xkXZt97/a8TqkFyrXyOv1PoFxrW1ynTCYgKirEq/cp5urVq1i3bh0OHz6MgoICAEBMTAyGDh2KGTNmoFOnTm0+BzGtfc7SWFs93/BFrfl5bKpA4O55GSdyHYoGwLW+BABEj6mUMlRUm1s059YKN5VjjP4n9Km4iEq5BvsjBuKXsJ5NJkmwz0LrBMrvhvbCx9O7AunxbO65hlsrGoxGI15++WWo1WqsWbMG3bvbX3DPmTMHM2bMwNKlS7Fhw4Ym72PKlCn4xz/+gaSkpPoxs9mMp556Cjt27MDq1avx+OOPuzOdNifWo0HGFQ1eN6drGHKqzfjbKcfYSxuAJw/nQisXMDkxVJrJERFRsxISErB48WKpp+HAG89Z/IW7L/y9cfvGBYK6rQoAHG7T3Hkbdmc5FBIA+0qEDbuz6j9vfKzxWFNkAryyokFrMWBU0VFcX3oGFkHmMkkiJkKL/l0jHHpAcOUCEQUCtwoN33//PXJzc3HvvffW/8IGgJSUFEyePBlpaWnNdp8WawSlUCjw6KOPYseOHTh8+HALpt82xFMn2n8egeDp3pG4Wm3C/10scxi3Anjix6vQygWMi2/7d+WIiMg/eOM5S1tp7Qt/T7+XOy/8vXX7pgoEDc9v7ryGqQ0NuRr3hEohw6gB8Q49Gpo6TyxVorSkEmMMZzAk/ygEswlHdD1woksqruvdGaEixYRAeneTiKghtwoNhw4dAgCMGDHC6diIESOQlpaGQ4cOteiXtkJhn4JcLvf4tm1FbEUDezS0DUEQ8NfBcSgyWrH1aoXDMZMNeOTAVXw+MhE3xfhODw8iIvJdbfmcpTVa+8LfU+6+8PfW7d0tEDR3XpROLXpOlE7t8vbBGjlMZpvTlorGxYK6F/89ksKbTJ0QKwDZrFaUBe9DYfpWWEpKEDz4ekRPvwe9JdoeRETk69wqNGRnZwMAkpOTnY7VjdWd46n09HQAwPDhw1t0+7YgnjrR/vMIFAqZgA9viMdDB3KwM6/K4ZjBasPcjCtYPSIRo1hsICKiZrTlc5bWaO0Lf0+1dmWAp7dvrkDg7nnTx6SI9mEQa/pYd+z+8fZUE3dXi4zoF+/2Y26z2VB57AgK162FMecKNN1T0Om3C6C9rqdbtyciClRuFRoqKuzvNIeEOC9hrxsrL/d8WdjBgwfxn//8B126dMGsWbM8vn1bNbrSwbmBj1opR0xMYPQLkOo6N98VionbfsXuRisbqiw23J9xBZvu6IFxSd5rEBkof59A4Fwrr9P/BMq1Bsp1toe2eM7ijecbRS5eoBeV1bTJ339MhBYFxdWi4819v5iYUI9vP29SPyxbewQ1Jkv9mFopx7xJ/RzOb+68u28JhS5Ug5XbTqKwuBrREVo8OKEPbhnaGQCaPHb3Ldc186h4pvzXs7jw75UoO34Cmk4J6PXs04gaMRyCh6tc+e/b+/iYehcfT+/i42nnUbylN2VlZeHJJ5+EWq3G22+/DY1G4/F9tFUX6IIi51+ssFoDYo+d1HsJPxsaj3v2X8bhYoPDeLXFhknbz+LfN3bCbfGepZOIkfo621OgXCuv0/8EyrV25NSJQOGN5xuRLt7Jj9Sp2+TnfOpN3UTf/Z96U7cmv1/dz6Ont++XHI4H7+zltKqgX3K4w/nunNcvORx/+a3j1hd3jnmLMT8f+o3rUP7jQchDQxE75wGEjR4Dm0KBwsKK5u+ggUD5f6w98TH1Lj6e3hVIj6dXUifq3gGoe5egobqx0FD3KzeXLl3CvHnzYDAY8PHHH/tcprVZdOsE9060hxClDP8ZmYjp+y7jeKnjE7Iaqw0PHcjBv1ITcGcCn0ATEZEzbz9n8ZbmtgR4W93WgJY2n2zJ7d3dkuDJ1oX2ZC4vQ9GWzSjZtROCXI7ISXcj4o4JkGu1Uk+NiKjDcavQ0HBPY79+/RyONbUXUsyVK1fw4IMPoqSkBB988AFuuOEGT+bbLqxsBimpcJUc629Kwr37L+OXEsdig9FqwyMHcvDu0HjM7Oy9bRREROQfvPmcxZta+8K/pd+zNffvqwUBb7PW1KD4mx0o3r4VVoMBYaNvRtTdU6EIj5B6akREHZZbhYZhw4bh448/RkZGBiZMmOBwLCMjo/6c5uTl5WHevHnIz8/Hu+++i1GjRrVgym1PfEVD+88jkEWo5Fh3UxLu3X/FaRuF2QYsOJQLfY0Fv+3BJwFERHSNt56ztIVAeeHeUdisVpR9vw+F6RvsSRKDBiN6xj1Qd0qUempERB2ec9dDESNHjkR8fDw2bdqEc+fO1Y9nZWVh8+bN6Nu3b/32B5PJhKysLOTk5DjcR1FRER5++GFcuXIFf/vb33Dbbbd58TK8yyyyD5NbJ9qfTinH2lFJuDFKfMni/xwrwJ+OF8AmsgKFiIgCkyfPWSgw2Ww2VBz9BReX/g/y/v0plJGRSHrmeSQu/j2LDEREXuLWigaVSoWlS5diwYIFmD17NiZNmgQA2LJlC6xWK1555ZX6c/Py8jBx4kSkpqZi1apV9eNPPvkksrKy0K9fP2RlZeG9995z+B6JiYmYPn26N66p1SxiWyfcKsmQt4UoZVgzMhEP/nAFewucm3S+92sx8mss+Mf1cVDKWAwiIgp0njxnocBjOH8OBevSUH36FJSxcUh4YiFChg7zOEmCiIia5nbqxNixY/HZZ59h+fLl2LhxIwRBwJAhQ/DUU0857YEUU7fC4cSJEzhx4oTT8dTUVB8qNDiPsUeDdIIVMqwekYgFh3KxJce5udcX2WW4Wm3GJ6kJCFPJJZghERH5ktY+ZyH/45Qkcf9chN18CwSFZAFsRER+zaP/XYcPH47hw4c3eU5SUhJOnz7tNL5z507PZiYhs8iKBr5ZLi2NXIaPUxPw3JF8rDhf6nR8T0EVJu6+hP8b0QndQlQSzJCIiHyJO89ZyP9Zysuh/+8mlHzHJAkiovbEMq4IrmjwTXJBwF8HxSJWrcDfTumdjv9aYcSE3dn47MZOGBEdJMEMiYiIyBdYa2pQ8u3XKNr2XyZJEBFJgIUGEWLNIFlo8A2CIOAPfaIQo5HjuV/yYW10vMhoxcx9l/GXwXGY2zVMkjkSERGRNOxJEvuh/3IDzMXFTJIgIpIICw0ixFY0yNkM0qfM6xaO5CAlHjt4FRVmx3KDyQYs+TkPPxcb8MbAGKj5l0dEROTXbDYbKo8dReH6tTBeuQxNt+6I/80TCOrZS+qpEREFJBYaRIilTsjBFQ2+5ta4YGwd0xlzM64gu8rsdHzVhVIcLzXg09ROSAxSSjBDIiIiamuGC+ftSRKnTkIZE4uEJxYgZOgNTJIgIpIQCw0izGI9GvimuE/qrVNj2y3JmPdDDn4sMjgd/7m4BuO+y8YHN8RjTGywBDMkIiKitmAsyId+43qUHzwAeUgoYu6fi3AmSRAR+QT+TyxCLHVCzqq4z4pRK7D+piQ8+0s+/pNd5nRcb7Rg1v4r+F3PSPyhTxSUjBAhIiLqsCwVFdBv2YSS7761J0ncNRkRd05kkgQRkQ9hoUGEeOpE+8+D3KeRy/D2kDgMidTghSP5MDX6O7QBePtMEfYVVuGDYQmIiZFkmkRERNRCVqMRJd/sqE+S0N00GtFTpjFJgojIB7HQIMIikjrBFQ2+TxAEPNQtHP3D1HjkwFVcNTj3bThUZMCt313Ev8YIuCWUP/5ERES+zma1oixjP/TpG2EuLrInSUy/B+pEJkkQEfkqvtISIb51QoKJUIsMjdTi67HJeOLHq9hXWO10vMxkxaxvzmF6Uij+PCgWESq5BLMkIiKipthsNlQdP4aCdWkwXrkMddduiH/scQT16i311IiIqBksNIgQbwbJSkNHEqtRYO1NSXj3TBH+elIvuh1mw+Vy7C+swlvXx2FcfEj7T5KIiIhEGS5cQMG6L5gkQUTUQbHQIMIqsqJBwV9sHY5cEPBUryiMjA7C/B+v4nK181aKPIMF92fkYE4XHZb2j0EYVzcQERFJxlRQgMKN61F+8Ad7ksR9cxA+ZiyTJIiIOhj+ry1CbEUDt050XDdGabHz1i5Y8nMetuRUiJ6z+mIZvs6txBuDYjG5UwjfMSEiImpHokkSd0yAPChI6qkREVELsNAgwsxmkH4nXCXHJ6kJWHupHC8czUeZyep0Tn6NBY8dvIrb44Pxv4NikRSklGCmREREgcNqNKLk269RtHVLfZJE1N3ToIxgkgQRUUfGQoMI0XhLWfvPg7xLEATMStbhphgtnjmux47LZaLn7citxL6CC1jSKwq/7REOtZx/+URERN7klCQxcBCiZ8xikgQRkZ9goUGERTR1gisa/EUnrRLbJ/TAmz9exqvHC1Fhdl7dUGWx4bXMQnx+sRSvDYxhs0giIiIvYJIEEVFgYKFBBHs0+D9BEDCvWzhujw/Gc7/kY3tupeh55ypNuD8jB7fHB2Np/xj0CFW180yJiIj8g2OSRAwSHp+PkBtS2ReJiMgPsdAgQmxFA1Mn/FMnrRIrhnfCf3Mq8PzRfOQZLKLn7citxLd5lXigaxie7h2FWA3/6RAREbnDVFCAwvT1KD/AJAkiokDB/+FFiDWDVLDO4LcEQcCkxFDcHBuE/83U49NzJXDeTGHv3fHv86VYe6kMi66LxG97RCCEzTuIiIhEWSoqoP/vZpR+9y0gkyFy4iRE3DmRSRJERAGAhQYRYs0g5TJWGvydTinHG4NiMadrGF44ko8MfbXoeZVmG/5yUo9PskqwuGck5nUPg5YNI4mIiACIJEmMGo2oKUySICIKJCw0iBBtBinBPEga/cLUSB+dhPQr5Vh6rBBXDWbR8wqNFrx8vADLfy3C73tFYm7XMGhYcCAiogBlT5L4Hvr0DUySICIKcCw0iBBrBqngioaAIggCpiXpcEd8CD7KKsa7Z4pF0ykAIL/GgheOFuCdM0WY3yMCD3YL55YKIiIKGDabDVUnjqFg3VoYL1+yJ0k8+hsE9e4j9dSIiEgiLDSIMDPekmoFKWT4fa8ozO0ahr+fKsKK8yWihSgAyDNYsPR4Id4+XYTHUsLxWPcIRKq5FoaIiPyX4eIFFK5LQ9XJTHuSxG8XIGTYDUySICIKcCw0iBDpBclmkAEuWq3AnwfF4jcp4XjzlB7rL5XDRb0BJSYr3jxVhOW/FmNWsg6/TYlgLCYREfmVhkkSspAQxMyeg/BbmCRBRER2/G0gQix1gisaCAC6h6jw/rAE/L5nJP52So8vr1S4PLfaYsOK86VYcb4U4+OC8XiPcIyOCYKMP0tERNRBWSoqUPTfzSj57ltAEJgkQUREolhoECG+dUKCiZDP6qlT4+PUTvh9aQ3eOV2EL6+4XuEAAF/nVeLrvEp0D1ZiXvdwzE7WIVzFbRVERNQx2JMkvkHR1s21SRI3IeruaVBGRko9NSIi8kEsNIgQi7dkM0gS0y9MjY9SE/BseRSW/VqEtOwymJqoOJyrNOGPxwrwxolCTE0Kxf1dwnBjlIZ7WYmIyCfZrFaU/5CBwvT1MBcVIXjAQETPuAfqpM5ST42IiHwYCw0ixOIt2aOBmpISqsJbQ+LxdO8ofJhVgtUXSlHuIqUCAAxWG9Zkl2FNdhm6Bytxf5cwzErWIV7Lf5JERCQ9e5LEcRSsS7MnSXTpivhHmCRBRETu4asaEWKpAtxXT+5IDFLi1QEx+EPvSHx+sQwfZxUju8rc5G3OVZrwWmYh3sgsxM2xQZjRWYe7EkIQomREJhERtT9D9kUUrk1D1ckTUEbHIP43TyD0hlQIMv5eIiIi97DQIMIi0gxSwUIDeSBUKcdve0TgsZRwbMupwL/Pl2JPQVWTt7EC2JVfhV35VXhGLuDOhBBMSQzFrXFB0Mj55I6IiNqWqbAAZ1Z9ioLdeyALDkbMvfch7JZbIVMqpZ4aERF1MCw0iBBb0aDg6zxqAbkgYFJiKCYlhiKr3Ih/ny/BmuwylJpcb6sA7IkVGy+XY+PlcgQrBNwRH4LJiSG4NS4YWhYdiIjIiywVFSjaugUlO7+BIJMhYsJdiJwwEfKgYKmnRkREHRQLDSLEejQw3pJaKyVUhT8NjMXzfaOx9WoFPr9Qin2F1c3ertJsw4bL5dhwuRxauYAxsUGYkBCC8fHBiFbznzAREbWM1VSXJLEF1upq6EbehJ4Pz0UZ1FJPjYiIOji+ShEhljrBeEvyliCFDDM76zCzsw4XKo1Yc7EMay+V4VIzvRwA+0qH7Vcrsf1qJWQAhkZqMC4+GOPigtE/TM30CiIiapbNakX5gQwUbtwAc5HeIUlCHRMKFJRLPUUiIurgWGgQYRZNneALOPK+rsEqPNc3Gs/0icJBvQHrL5dh0+VyFDeztQKw93T4sciAH4sM+HOmHnEaOcbGBuPm2CDcHBOEWA3/eRMRkaPKE8dRuO4L1FyqTZJ4+FEE9ekr9bSIiMjP8JWICLNIM0iuaKC2JBMEDI/WYni0Fq8PjMXu/EpsulKBbVcrUOZG0QEA8gyW+shMAOirU2F0TBDu6mFBHwUQppK35SUQEZEPM2RfROG6NFRlMkmCiIjaHgsNIkTqDFDIWGmg9qGSCRgfH4Lx8SGosVixp6AKm69UYEduBYqM7hUdACCzzIjMMiM+zCqBAKB/mBojo7W4MUqL1CgtVzwQEQUAk74QhRvXo/zAD5AFBTFJgoiI2gVfaYgQ2zrB94JJCmq5rL7oYLba8GNRNbZdrcT2qxW4UGly+35sAI6V1uBYaQ0+zCoBAHQLViI1SothkRoMidCgj07NghoRkZ+wVFaiaOtmlHz7DSAIiLhzIpMkiIio3bDQIEI83pIvwEhaCpmAEdFBGBEdhFf6RyOrwoRv8yrxTV4lMgqrYRRbitOE85UmnK804YvarRZBcgEDwzUYHKHB4HA1BoVr0C1ECRn7kxARdRhWkxElO79F0X8325MkRoxC1NRpUEZGST01IiIKICw0iGC8Jfk6QRDQI1SFHqEq/LZHBCrMVvxQWIXd+VXYU1CFk2VGj++zymLDD/pq/KC/FrkZqpChf5gaA8LV6B+mRr8wNXqGqqCWc08vEZEvaZwkEdR/IGJm3AN1585ST42IiAIQCw0ixOItFawzkA8LUcgwLj4E4+JDAAB5BjP2FlQho7AaPxQb8GtpTYvut9xsRYa+GhkNig8KAUgJUaG3ToXeOjV661ToFapG12AlV/4QEUnAniSRhppL2VAnd2GSBBERSY6FBhHiqRN8AUUdR5xGgZmddZjZWYeYmFAczS7C94XVOKivxgF9NU6WGeHZRotrzDbgdLkRp8uN+PJKRf24srYAcV3tSouUEBV6hCjRI1QFnZJdToiIvK1hkoQiOppJEkRE5DNYaBAhtqKBK8WpI0vQKjGjsxIzOusAAGUmCw4VGXC4yIDDxdX4qciAEjdjNF0x2YBT5UacKnfethGtkqNriBLdgpXoFqJClyAlkoOV6BKkRKxGzj4QREQeMOkLUZi+AeU/ZNiTJGbdh7CxTJIgIiLfwUKDCLHUCQVfCJEf0SnluDUuGLfG2buP22w2nK804ediA46U1OBIseGdIYYAACAASURBVAFHSw2oFOuM2gKFRgsKi+zFjcY0MgFJQQokBSnROUhp/1yrRGKQAp20CiRoFOwJQUSERkkSACLumIDIiXcxSYKIiHwOCw0i2KOBAo0gCOgeokL3EBVm1PYNs9psOFdhwonSGhwvrcHxUgNOlNYg12Dx6vc2WG04W2HC2QrXcZ3RajkSNAokaBWI19gLEHEaBeI0csRpFIjVKBDpYeoGEVFHcS1JYgus1VXQjRiJqCnToYxikgQREfkmFhpEiKVOcGk3BRpZg2SLKUmh9eNFNRacLq9BZpkRJ0tr8Gu5EWfKjdAbvVuAaKiwxoLCGguONdHUUiYAUSo5YtRyxGoUiFbLEa22f4xRyxGlkiNSLUekyv65TimDwH/XROTD7EkSP6Bw4/raJIkBiJkxi0kSRETk81hoECHWDJIrGojsItVyjFAHYUR0kMN4YY0Zv5YbcbbciLMVJpyrMOJshREXK03w0g6MJlltQEGNBQU1FmS6Ee+pEIBwlRwRSjkiVDJEquQIr/0ToZIhTClHuNL+UaeUIby2OBGqkEErF1ikIKI2VZl5wp4kkX2RSRJERNTheFRoOHDgAJYtW4bjx49DLpdj8ODBWLJkCfr2df8X35o1a7B69WpcvHgRoaGhuOWWW7BkyRJE+dDyP7EXRYztI2qaffWAwqkAYbbacLnahPMVJpyvNOF8hRHZVSZkV5lxsdKECnPrmlC2lNl2baWEp5SCvc9FaG3hoe5jiFKGEIXzn2CFDMEKwf5RLkNQ7ddBtZ8rBbBwQUQAgJpL2ShYl4aqE8drkyR+i9AbbmSSBBERdShuFxp27dqF+fPnIzQ0FNOmTQMAbNmyBffddx9WrVqFgQMHNnsfb775Jj7++GN07doVc+fORV5eHjZu3Igff/wRa9euRVhYWMuvxEusNpto7B9/vRO1jEImoGuwCl2DVRjb6JjNZkOx0YrL1SZcqjLhUpUZl6tMuFJtRk61CVeqzMhvQSGgrZlsgN5o8dp2EbkABMntKyWCaldM1H2tkcugkQvQyAVo5TJEhJTAVmOCRi6DWi5AKxegll07Ty0ToJLZz1fVfq6WCVDVH5NBLROglAEqGVdmEPkKk14PffoGlP3wPWRaJkkQEVHH5lahwWg04uWXX4ZarcaaNWvQvXt3AMCcOXMwY8YMLF26FBs2bGjyPs6cOYNPPvkEPXv2RFpaGrRaLQBg9OjRePbZZ/H+++/j+eefb+XltJ5otCXfbSRqE4Ig2PsmqOUYGK4RPafGYkWewYKrBjNyq831H/NqzMg3mJFnsCDPYEZpK+M5pWSxAeVmK8rNANq5sKIUAGVtQaLhR6VwrRihrP2jqB2rO66QCVDU3l4hCFDIAKUgQC7Yz5cLqD9HLlw7Ry7UHqv9KG80bj8XiDRYUV5WXT8ua3C84dcy2Mdkgr1Xh1wQnMZkqLuN/efOftx+H7La++D/8yQFe5LEFpR8+zWA2iSJCXdBHswkCSIi6rjcKjR8//33yM3Nxb333ltfZACAlJQUTJ48GWlpacjMzGxyC8XGjRthtVrxxBNP1BcZAGDq1Kn45z//ifT0dPzhD3+AQtH+bSNqLFZsvVqBYyU1MIn1Z+C2CSLJqOUyJAfLkBzc9Lt6ushgZF4uQUGNBfkGM/S12yIKjRYU1ti/LjLa/+hrLKgSqyoGIJMNMFlsfDxqCUB94aGuCCGgUUGi9mtBuHZ+/ViD+wAa3h61x66N1dU1VEo5umrkWHhdJAZHiBfcyP9YTSaUfvct9Fs2M0mCiIj8jluv6g8dOgQAGDFihNOxESNGIC0tDYcOHWqy0HD48OEm7+M///kPzp49i969e7s1cW+x2Wz4zcGr2J5b6fIcBd/lIvJ5arkMSUFKJAW5t8y42mJFidGCIqMVxUYLio0WlBgtKDFZ6z+WmiwoNVlRZrKgxGhFucmKMrMVRkZp+i0b7CtMLADgkEDUtn/nRwDszKvC/nFdEa9ln2Z/ZrNaUX6wNklCr0dQv/6ImTkL6s7JUk+NiIjIa9x6NpOdnQ0ASE52/iVYN1Z3jisXL15EcHAwIiMjm7yP9i40nK80NVlkAOzLa4nIv2jlMmi1MiRomz+3MYPFijKTFRVm+8dys70IUW62j1XWHqswW1FZ99FiRYXJiiqLDVW1X1eZbaiyWEW3bFHgKTdbsa+wCjM766SeCrURm9WKy2/+BdVnTkOd3AVxDz2C4L79pJ4WERGR17lVaKioqAAAhISEOB2rGysvL2/yPiorK0WLDJ7cR2NRUc7z8VSlpqbZc3qGaxATE9rq79VRBMq1Bsp1AoFzrR3xOm02G0zW2uKD2YoqkT/VZiuqawsU1WYrDJa6j7b6r2ssNvu4xYaaBl/X1H1ttV373GKD0WoT3SpG0hqaFI6YGO7Nbw29Xo+0tDQcO3YMx44dQ35+PgYNGoS0tDSppwYIAjTduiFs9BiE3jicSRJEROS3OvT6TL2+AtZWPlEOBjCrsw5pl8pEj8sF4IXB8Sgo8KwI0lHFxIQGxLUGynUCgXOt/nCdqto/4YC9GYBKAFRyAPL6c7x5nTabveBgLzoAJtu1AoTJeu1zoxUw1xZE7B+vfW0fA0xWGyw2++fm2vPqPrc0OG6x2W9bN173dd0xi80Ga+2YXKlAdY352u2sttqtDdfOtdXeh8Vmg6X2mqwNxqxA7Tn2z+tuY7XB8WuvPKItJxeARddFoissXvn7lckErxTjO6KzZ8/i7bffhlwuR0pKCvLz86WeUj1BEBBzz2ypp0FERNTm3Co01K04qFvZ0FDdWGho0+8kBgcHi97ek/toK+8MjcM9yaE4VlLjsAs3SCHD6GgtRnWL6PAvYIiIGhMEAWq5ALW8+XOl0N7FI1uDwoQV9rhji83enaFhAcMGwAb71zZci0Wuu51NZLzh1w3PsQGICA+CzmhEqNJH/yI6mJSUFKxevRr9+vWDVqtFr169pJ4SERFRwHGr0NCwh0K/fo57CZvq39BQly5dcOTIERQVFTltoXD3PtqKXBAwJjYYY2K5XJWIKFAJgmBfO1Lfl6d9GvTERAehoKB9Y039WXR0NKKjo6WeBhERUUBza3PgsGHDAAAZGRlOx+rG6s5xZejQoU3eR3h4OHr06OHOdIiIiIiIiIjIR7lVaBg5ciTi4+OxadMmnDt3rn48KysLmzdvRt++feujLU0mE7KyspCTk+NwH9OmTYNMJsMHH3yA6urq+vH09HRcuHABU6dOhULRoVtGEBEREREREQU8t17Zq1QqLF26FAsWLMDs2bMxadIkAMCWLVtgtVrxyiuv1J+bl5eHiRMnIjU1FatWraof79mzJx555BH861//wtSpU3HbbbchLy8P27ZtQ5cuXbBgwQIvXxoRERFR6wVaY82OmODjy/h4eh8fU+/i4+ldfDzt3F5CMHbsWHz22WdYvnw5Nm7cCEEQMGTIEDz11FNOfRtcefrpp9G5c2esXr0aq1atQmhoKKZOnYr/9//+H8LCwlp8EUREROQ/Xn31VbfP7d69O+bOnduGs/FOylVH4Q8JPr6Ej6f38TH1Lj6e3hVIj2dzCVce7VUYPnw4hg8f3uQ5SUlJOH36tOgxQRAwe/ZszJ7NaCciIiISt3r1arfPHTFiRJsXGoiIiMgzbIpAREREPsXVGxZERETUMbjVDJKIiIiIiIiIyB0sNBARERERERGR13DrBBEREfmV5557zuHr7Ozs+rGIiAg8++yzUkyLiIgoYHToQoNMJvjl95JaoFxroFwnEDjXyuv0P4Fyrd6+zkB53FzZuHGjw9fFxcX1Y4mJiR4XGgLt8Qy0621rfDy9j4+pd/Hx9K5AeTybu07BZrMFRl4TEREREREREbU59mggIiIiIiIiIq9hoYGIiIiIiIiIvIaFBiIiIiIiIiLyGhYaiIjo/7d371E15vsfwN8Vpdgq14hRcvYOFbohJgqTHDUizhyThGFIWDhua7mtwQyOdVxikBnj7gyDptSZkZJLqFyiMm6pQVQokZRdPb8//PY+tr1zkl2P2u/XWtayv9/vs3vv59mrnuezv893ExERERFpDQsNRERERERERKQ1LDQQERERERERkdaw0EBEREREREREWsNCAxERERERERFpDQsNRERERERERKQ1LDQQERERERERkdY0EDvAxyoxMREbN25EWloaDAwM0L17d8yaNQtdunQRO5pW7dq1C6mpqUhNTUVWVhYEQcDVq1dhZGQkdjStycnJwX/+8x/Ex8fjzp07KCgoQPPmzeHm5obg4GC0b99e7Iha8/TpU4SGhuLKlSvIzs7G8+fP0apVK9jZ2WHSpEmws7MTO2KNmjp1Ko4fP44WLVogISFB7DhaI5PJKu3btm0b3N3dazFNzSorK8PevXvx66+/IjMzE/r6+mjfvj0GDhyIkJAQseNpRWhoKDZu3PjOMXv37oWzs3MtJSLS7Nq1a/jtt9+QkJCA+/fvo7i4GO3atYOXlxcmTZoEExMTsSPWKU+ePMGBAweU5115eXno1q0bDhw4IHa0j56unJfXBl04969NunSd8b70BEEQxA7xsYmPj8eUKVMgkUgwdOhQAMDRo0dRWlqK3bt3w8HBQeSE2qO4gLG0tMTz58/x7NmzevfLZs2aNdi2bRtsbGzg7OwMiUSCtLQ0nD9/Hk2bNsXevXshlUrFjqkVGRkZ8Pf3h6OjI9q3bw+JRIIHDx4gNjYWpaWl+Ne//gVvb2+xY9aI6OhozJ49Gw0bNoREIql3hQZLS0v4+fmp9fn6+qJDhw4ipNK+ly9fYtKkSUhKSoKzszO6deuGsrIy/Pnnn3j48CEiIiLEjqgViYmJSEpKUmsvLS3Ftm3blO/f+vR7mOqmUaNGITU1FT169FAWqhMSEnD79m3Y2tpi3759aNy4scgp647ExEQEBgbCwMAANjY2uHnzJgsNVaBL5+W1QRfO/WuTLl1nvDeBVJSWlgru7u5Ct27dhIyMDGX77du3hW7dugl+fn4iptO++Ph44cmTJ4IgCEJAQIAglUqFkpISkVNp17Fjx4SLFy+qtf/000+CVCoVxo8fL0KqmiGXywW5XK7Wfvv2bcHe3l4YMGCACKlqXn5+vtC7d29h2bJlgoeHh+Dm5iZ2JK2SSqVCQECA2DFq3KJFiwRbW1shKipKrU/T+7q+iYqKEqRSqbBw4UKxoxAJgiAIe/bsEe7du6fSJpfLhZCQEEEqlQpbt24VKVnd9OjRIyE5OVkoLi4WBOH17/aRI0eKnOrjpmvn5bVBF879a5MuXWe8L67R8JazZ88iJycHvr6+6Nixo7LdxsYGPj4+SE9Px7Vr10RMqF39+vVDs2bNxI5RowYNGgRHR0e19sDAQBgbG+PSpUsipKoZDRo0QIMG6ndE2djYwMbGBtnZ2RDq4SSmFStWwNDQEDNnzhQ7ClVTdnY2Dh48iGHDhmHIkCFq/Zre1/XNkSNHAEDjzBUiMXz55Zdo166dSluDBg0wYcIEAMDFixfFiFVntWjRAs7OzjA2NhY7Sp2ha+fltUEXzv1rky5dZ7wvFhrecuHCBQBA79691foUbYoxVPcZGBjAwMBA7Bg17v79+8jKyoKNjQ309PTEjqNV8fHxiIyMxNKlS+v1FN7CwkLs378fW7ZswaFDh/Dw4UOxI2lVTEwMKioq8NlnnyE/Px8HDx5EWFgYoqKiUFRUJHa8Gvfo0SMkJCTAyspK4wkL0cdEUfjThb+fJC6el1NdpivXGZWp/x8Rvae7d+8CAD755BO1PkWbYgzVbbGxsSgqKsKgQYPEjqJ1ubm5OHDgAMrLy5GTk4Pjx48DABYuXChyMu0qKirCkiVL4O3tjf79+4sdp0bduHEDS5cuVT5u0KABxo4dizlz5tSL4lFaWhoAIDMzE//4xz9UigtmZmZYt26dxhPN+iIiIgLl5eUYNmyY2FGI/qfw8HAAQK9evUROQvUdz8uprqrP1xlVxULDWxQnt02aNFHrU7Q9f/68VjOR9j1+/BjLli2DoaEhpk+fLnYcrcvLy1NZ1b5Zs2ZYv359vTspXL16NV6+fFnvCihvmzBhAry9vWFlZYWysjKkpKRg1apV+PHHH2Fqaoqvv/5a7IgfrKCgAMDrRZX8/PwQHByMxo0bIzo6Gt999x1CQkIQHR2N1q1bi5y0ZoSHh0NfXx+ff/652FGI3ikpKQn79+9Hhw4dMGrUKLHjUD3H83Kqi+r7dUZVsdBAOqe4uBjBwcHIzc3F8uXL6+VKsPb29rhx4wZevXqFe/fuYfv27Zg4cSIWLVqEv//972LH04rExEQcOHAAy5YtQ4sWLcSOU6Pmzp2r8tjDwwOdO3eGj48PwsLCMH78eDRs2FCkdNqhWDvE1tYWy5cvV87SGD16NB4+fIiwsDD88ssvmDp1qpgxa0R6ejpu3ryJ3r17o23btmLHoXrmm2++qfLYjh07IiAgoNL+jIwMTJ8+HUZGRli3bh0aNWqkjYh1ijb3JxHVP7pwnVFVLDS8RVEd1XRPsKJNIpHUaibSnpKSEkyePBlXrlzB3LlzMXLkSLEj1ShDQ0PY2NhgxYoVyMnJwbfffgtPT886/6lwWVkZFi5cCBcXF/j7+4sdRxQWFhZwc3PDb7/9hoyMDNja2ood6YMofvf2799f7VYQDw8PhIWFIT09XYxoNU6xCCRvm6CasHfv3iqP7d27d6UXxvfu3UNQUBBKSkqwbds2dOnSRVsR6xRt7U+qGp6XU12ia9cZ/wsLDW95836vrl27qvS96z4x+vi9evUKU6dORWJiIqZNm6ZcNVtX9OrVC2fOnMHVq1fr/P1ixcXFuHv3Lu7evVvpBbZMJoNEIqnXi0SZm5sDAF6+fClykg9nbW0NQPMJo6KttLS0VjPVBrlcjqNHj6Jx48bw8vISOw7VQzdu3Pjg58jOzkZgYCCePn2KLVu2wMXFRQvJ6iZt7E+qOp6XU12h69cZmvBbJ97i7OwMADh37pxan6JNMYbqDrlcjhkzZuDMmTP46quvEBISInakWvfo0SMA9WOVcENDQ/j7+2v8Z2JigkaNGsHf37/ef0KsWECxPky3d3V1BfB6avbbFG1t2rSp1Uy14eTJkygoKICXlxe/8o4+Srm5uQgKCkJeXh7WrVuHPn36iB2JdAjPy6ku4HWGZpzR8BY3NzdYWFggIiICQUFByu/szcjIQGRkJLp06aKz0wXrqvLycsyZMwdxcXEYM2YM5syZI3akGnPr1i106NABhoaGKu3Xr1/HoUOHYGxsDCcnJ5HSaU+jRo2wYsUKjX3nzp1DaWlppf11ze3bt/HJJ5+oHdPt27cjNTUVTk5Odf5WGADo2bMnrKysEBkZiXHjxsHGxgYA8OLFC4SFhQEAPvvsMzEj1gjF6v3Dhw8XOQmRuvz8fIwbNw7Z2dlYs2YNBgwYIHYk0jE8L6ePnS5dZ7wvPUGxAhcpnThxAsHBwZBIJBg6dCgA4OjRoygpKcGePXvg4OAgckLtCQsLw507dwAAp0+fxuPHj+Hr66v81Hvu3Llo1qyZmBE/2IYNG7Bp0yaYm5tj9OjRGr8KcNq0aSIk074VK1YgIiICTk5OsLS0hIGBATIzM3H69GkIgoDly5djxIgRYsesUZ6enigtLUVCQoLYUbRixYoViIyMhIuLC9q0aYOKigpcvnwZaWlpaNasGfbs2aO8KK/rkpOTlQtbenl5oXHjxoiPj8e9e/fg6+uLf/7zn2JH1KqCggJ8+umnsLCwQExMTL34mlKqXwICApCcnIyuXbvCw8NDrd/S0pJFsvc0f/585f+PHDkCc3Nz5dczm5ubY968eSIl+3jp0nl5bdCFc//apEvXGe+LhYZKnD9/Hps2bUJaWhr09PTg6OiImTNnqt0fVteNGTMGSUlJlfbHxsaiXbt2tZhI++bPn69cbK0y9eWeywsXLuDgwYNISUlBXl4e5HI5WrZsCUdHR4wdO1Yn/hjXt0LDqVOncODAAVy7dg35+fkoLy9H27Zt4e7ujokTJ6JVq1ZiR9SqtLQ0hIaG4uLFiygtLYWVlRVGjhyJgIAA6OvXr7v99uzZg2XLlmHatGmcZkkfJU9PT2RnZ1fa7+rqit27d9diorpPJpNV2mdpaYm4uLhaTFN36Mp5eW3QhXP/2qRL1xnvi4UGIiIiIiIiItKa+vXxEBERERERERGJioUGIiIiIiIiItIaFhqIiIiIiIiISGtYaCAiIiIiIiIirWGhgYiIiIiIiIi0hoUGIiIiIiIiItIaFhqIiIiIiIiISGtYaCAiIiIiek+hoaGQyWQ4fPiw2FFEl5iYCJlMhvnz59fqz/X09IRMJqvVn1lXVHZM5s+fD5lMhsTERJGSka5oIHYAIiIiIiKxvO+Fqp+fH1auXFlDaT5OiYmJCAwM1MnX/rHiMaGPHQsNRERERKSzQkJC1NqOHDmC7Oxs+Pn5wdLSUqWvc+fOtRWtznBwcEB0dDQkEonYUej/8ZiQ2FhoICIiIiKdNW3aNLW2pKQkZaGhZ8+eIqSqW4yNjWFjYyN2DHoDjwmJjWs0EBERERF9gAsXLmDs2LFwdHREjx49EBgYiCtXrmgcKwgCDh8+jC+//BLOzs6wt7eHl5cX1q5dixcvXmjc5saNG5g1axb69u0LOzs79O3bF7Nnz8atW7fUxh4+fBgymQyhoaG4evUqJk2aBFdXV8hkMty/f1857smTJ1i1ahW8vLzg4OAAJycnBAQEICYmRuX55s+fj8DAQACvZ3rIZDLlP8X6FO9ao+HVq1fYsWMHRo0aBScnJzg4OGDgwIGYP38+bt68qRz34sUL7NixA+PHj0e/fv1gZ2cHV1dXjB8/HqdOnfofR6Dqrl+/jsmTJ8PJyQk9evTA6NGjcerUKZX99qZ3rQNR2TY3btzAypUrlYUqOzs7eHp6YvHixcjJyVF7njf334MHDzB79mz06tUL9vb28PHxQXh4uMr4Dz0mlbl37x4WL14MT09P5f6fOHEikpKS1MbK5XLs3bsXI0aMQM+ePeHg4ID+/ftjwoQJOHr0aJV/JtVfnNFARERERFRN8fHxiIuLQ9++ffG3v/0NGRkZOHnyJMaOHYsjR47A2tpaOba8vBwzZsxATEwM2rVrh8GDB6NJkyZISUnBli1bEB8fj3379qFx48bKbc6cOYPg4GDI5XIMHDgQ1tbWyMzMRHR0NI4fP44tW7agd+/earlSUlKwdetWODk5YcSIESgoKEDDhg0BALdu3cK4cePw6NEj9OrVC/3798eLFy8QHx+PkJAQzJgxA8HBwQCAgQMHAnh9QWtra6t8DPzv20iKiooQFBSE1NRUtGvXDr6+vjAxMcGDBw8QHx8PW1tbSKVSAEB2djZWr14NZ2dnuLu7w9TUFA8fPkRcXBwSEhKwfPlyjBw5sppH6b/7JCgoCCUlJfD09ESnTp2QlZWFKVOmoF+/fh/03G8KDw9HeHg4XF1d4eLiAj09PaSnp+Pnn39GXFwcDh06hNatW6ttl52djZEjR8LS0hK+vr4oLCxEdHQ05s2bBz09PXz++ecAPuyYVCYxMRFTpkxBSUkJ3N3d4eXlhYKCAsTExGDs2LH49ttv4efnpxy/YMECREZGolOnTvDx8YGxsTEePXqEtLQ0REdHY+jQodXKQfWIQERERERESgEBAYJUKhXOnz9f6ZgNGzYIUqlU6Ny5s3D27FmVvjVr1ghSqVRYunSpSvv3338vSKVSYcGCBcKrV680Pt/KlSuVbcXFxUKvXr0EqVQqxMXFqYyPi4sTpFKp4ObmJrx8+VLZfujQIUEqlQpSqVTYv3+/Wu6ysjJh8ODBQpcuXYSTJ0+q9BUWFgq+vr6CTCYT/vjjD2X7+fPnBalUKsybN0/jvqisf+7cuYJUKhVmzZolyOVylb5Xr14JeXl5ysdFRUXC48eP1Z774cOHQp8+fQQXFxeV1ykIguDh4SFIpVKNmd5WUVEheHt7C1KpVAgPD1fpi4mJUe6zDRs2VPlnKPb129tkZ2erHV9BEIQDBw4IUqlUWLx4sUq7Yv9JpVIhNDRUpe/UqVOCVCoVhgwZonGb9z0m8+bNU3tvP3v2TOjZs6fg6OgopKenq4zPyckR+vbtKzg4OCiPz7NnzwRbW1vBz89P7bgKgiA8efJEYybSLbx1goiIiIiomoYMGaI2o2DUqFEAoHL7REVFBXbt2gWJRIKlS5cqZxcoBAcHw8zMDL/++quy7fjx48jPz0f//v3h4eGhMt7DwwMeHh54/PgxYmNj1XJ17twZX3zxhVr7yZMncefOHfj7+8Pd3V2lr2nTppg2bRoEQUBkZGQV94Bm+fn5iIiIgJmZGRYvXowGDVQnUjds2BAtW7ZUPm7cuDGaN2+u9jwWFhYYPHgwCgsLkZqaWu08ly9fRkZGBrp27aqcGaAwcOBAuLq6Vvu539a2bVu14wsA/v7+aNKkCc6cOaNxO0tLS0yZMkWl7dNPP0Xbtm1x+/btSm+t+VDh4eEoKCjA119/jS5duqj0tW7dGl999RVKSkrw+++/AwD09PRQUVEBQ0NDGBgYqD1fs2bNaiQn1S28dYKIiIiIqJrs7OzU2tq0aQMAePbsmbItMzMT+fn5sLS0xNatWzU+l6GhIfLy8lBQUABzc3Okp6cDgMZbIwDAzc0NJ06cQFpaGv7617+q9Dk4OGjc5tKlSwCAR48eqa0tALwuEABARkaGxu2rKjU1FRUVFejevTtMTU2rtM3Fixexa9cupKSk4MmTJ5DL5Sr9ubm51c6j2JcuLi4a+11dXTWuRVAdcrkcP//8M6KiopCRkYHnz5+joqJC2V9aWqpxO1tbW40X7hYWFnjw4AGePXumcluNtijeE3fu3NH4nsjKygLw3/dEkyZNMGDAAMTGxsLHxweDBg2Cs7MzunXrhiZNmmg9H9VNLDQQEREREVVT06ZN1doUn96/9w5mGgAAButJREFUeXH59OlTAK/vw9+4ceM7n7O4uBjm5uZ4/vw5AKh88v+mVq1aAYBy3JtatGihcRtFjtjYWI0zIRQ+9NPzwsJCANC4FoEmMTExmD59OgwMDNCnTx9YWVnBxMQE+vr6SEpKQlJSEl69elXtPIp9pGnWBFD5/qqOmTNnIiYmBhYWFujfvz9at24NQ0NDAMDOnTs1Hi9A83sJ+O/7qby8XGsZ36R4Txw5cuSd44qLi5X/X7t2LX788UdERkbi+++/B/B6loq7uzvmzp0LKyurGslKdQcLDURERERENUxxEdmnTx9s3769SttIJBIAr2cfaJKXl6cy7k16enrvfM41a9bAx8enSjmqQzGLoaqzENavX4+Kigrs3r0bzs7OKn2LFy/+4NkGitf95MkTjf2PHz/W2K7Yj2VlZWq3f7w5Y0UhNTUVMTExkMlk+Pe//w0TExNlX0VFBX744Ydq5a9Jin2zf/9+ODo6VmkbIyMjBAcHIzg4GHl5ebh48SKio6Nx7NgxXL9+HUePHlV57aR7uEYDEREREVEN69ixI0xNTZGWloaSkpIqbdO1a1cAr78RQJNz586pjKuKHj16AACSk5OrvI1iOv/7fKJub28PfX19pKSkKGc3vMuff/4JMzMztSJDRUWFcmr/h1Dso8ped2WFDEXB5OHDh2p9aWlpam13794F8Pq2lrcvtN/n2P8v1TkmlVG8Jy5cuFCt7Vu1agVvb2+EhoaiZ8+eyM7OVt6qQrqLhQYiIiIiohpmYGCAwMBAFBYWYtGiRSgqKlIbU1RUpLKA5IABA2Bubo64uDi1BQRPnjyJuLg4NG/eHAMGDKhyDg8PD1hZWeHw4cOIjo7WOCYzMxMPHjxQPjYzMwOg+WK7Ms2aNYOPjw+ePn2Kb775BmVlZSr9crlcZRaBpaUlCgsLcfPmTZVxmzdvxq1bt6r8cyvTo0cPdOzYEenp6SoLbgKvF92srNCgWOvi4MGDKu3nzp1DVFSU2nhLS0sAr9c9eLMIUFBQgG+++eaDXsObqnNMKjN8+HCYmZkhLCys0qJWeno6CgoKALxex+P69etqY+RyubKoZGRk9MG5qG7jrRNERERERLVgypQpuHXrFiIiInDmzBm4ubmhTZs2ePbsGbKzs5GcnIy+ffsq73k3MTHBqlWrEBISgkmTJmHgwIGwsrJCVlYWjh8/DiMjI6xevRrGxsZVztCwYUNs2rQJ48ePx8yZM/HDDz/Azs4OEokEubm5uH37Nv744w9s2rQJbdu2BQBYW1ujTZs2uHDhAmbPng1ra2vo6+vD09MTtra2lf6sRYsWISMjA0ePHkVKSgr69esHExMT5OTk4OzZs5g0aRKCgoIAAEFBQViyZAlGjx4Nb29vGBsb4/Lly7h58yY8PDxw4sSJ6u94vL4F4rvvvkNQUBDmzZuH33//HZ06dUJWVhZiY2OVixu+bcyYMTh8+DC2bt2K69evw8bGBllZWTh9+jQGDRqk/CYGBXt7ezg6OuLSpUsYPnw43Nzc8PTpU5w6dQodOnRAq1atlLe8fIjqHhNNTE1NsXHjRgQHByMwMBDOzs6QyWQwMjJCbm4u0tPTkZWVhfDwcJibmyM3NxfDhg2DVCqFVCpFmzZtUFJSgjNnziAzMxN9+/aFvb39B79GqttYaCAiIiIiqgUGBgZYv349oqOjcejQISQkJOD58+cwNTWFhYUFAgICMHToUJVt+vXrh4MHD2LLli1ITk5GbGwszMzM4OXlhcmTJ0Mmk713jk6dOiEiIgK7du1CXFwcIiMjUV5ejhYtWsDa2hqLFi1S+XYGAwMDbNq0CWvWrMHJkycRFRUFQRBgYWHxzotaiUSCffv2Yc+ePYiKisKRI0dQUVGBVq1aoV+/fujTp49y7BdffAFDQ0Ps3LkTkZGRMDIygrOzM5YvX45jx459cKEBALp37479+/dj3bp1OH/+PM6dOwdbW1ts3ry50q8JtbGxwc6dO7F27VokJSUhOTkZ9vb22LFjB+7evatWaDAwMMDmzZuxbt06nDp1Cnv27EHr1q0xYsQITJkyRe3bQaqrusekMi4uLoiMjMRPP/2E06dP45dffoG+vj5atmyJv/zlL5g4cSKsra0BvJ61MX36dOX+yM/Ph0QiQfv27bFkyRL4+/tXukYI6Q49QRAEsUMQERERERGJ5fDhw1iwYAFCQkIwbdo0seMQ1Xlco4GIiIiIiIiItIaFBiIiIiIiIiLSGhYaiIiIiIiIiEhruEYDEREREREREWkNZzQQERERERERkdaw0EBEREREREREWsNCAxERERERERFpDQsNRERERERERKQ1LDQQERERERERkdaw0EBEREREREREWvN/oymgJQaiERgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for distr in [sps.norm, sps.norm(2, 100), sps.laplace, sps.cauchy, \n", " sps.expon, sps.gamma(a=3), sps.uniform]:\n", " sample = distr.rvs(size=100)\n", "\n", " plt.figure(figsize=(15, 6))\n", "\n", " ax = plt.subplot(1, 2, 1)\n", " grid = np.linspace(distr.ppf(0.001)-0.1, distr.ppf(0.999)+0.1, 100)\n", " plt.plot(grid, distr.pdf(grid), lw=5, color=blue)\n", " plt.title(str(distr).split(' ')[0].split('.')[-1])\n", "\n", " ax = plt.subplot(1, 2, 2)\n", " sps.probplot(sample, plot=ax)\n", "\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Критерий Шапиро-Уилка\n", "\n", "$\\mathsf{H}_0\\colon$ Выборка из нормального распределения\n", "\n", "$\\mathsf{H}_1\\colon\\ \\mathsf{H}_0\\colon$ не верна.\n", "\n", "`shapiro``(x): W, p-value`" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.9901418089866638, 0.6760627031326294)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.shapiro(sps.norm.rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.991076648235321, 0.7510301470756531)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.shapiro(sps.norm(20, 100).rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.9878672957420349, 0.498473197221756)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.shapiro(sps.laplace.rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.2799574136734009, 6.384199354729874e-20)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.shapiro(sps.cauchy.rvs(size=100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Критерий Жарка-Бера\n", "\n", "$\\mathsf{H}_0\\colon$ Выборка из нормального распределения\n", "\n", "$\\mathsf{H}_1\\colon\\ \\mathsf{H}_0$ не верна.\n", "\n", "`jarque_bera``(x): jb_value, p-value`" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(7.107976892375481, 0.028610301142788175)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.jarque_bera(sps.norm.rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.9921562789026134, 0.608914059003439)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.jarque_bera(sps.norm(20, 100).rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(21.054147137236328, 2.6800940745586033e-05)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.jarque_bera(sps.laplace.rvs(size=100))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(28338.26644038969, 0.0)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sps.jarque_bera(sps.cauchy.rvs(size=100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Пример: эксперимент Майкельсона\n", "\n", "Данные классического эксперимента Майкельсона по измерению скорости света с помощью вращающегося зеркала, 100 наблюдений:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "speed = np.loadtxt('speed.txt')\n", "\n", "sns.set(style='whitegrid', font_scale=1.7)\n", "plt.figure(figsize=(12, 7))\n", "sns.distplot(speed, rug=True, \n", " color=red, kde_kws={'lw': 5}, rug_kws={'lw': 5});" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style='darkgrid', font_scale=1.7)\n", "plt.figure(figsize=(7, 5))\n", "sps.probplot(speed, plot=plt.subplot(111));" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.4813808419520875, 0.5140784382820129, 0.8628948044152577]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pvalues = [sps.kstest(speed, sps.norm(*sps.norm.fit(speed)).cdf)[1],\n", " sps.shapiro(speed)[1],\n", " sps.jarque_bera(speed)[1]]\n", "\n", "pvalues" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([False, False, False]),\n", " array([0.86050917, 0.86050917, 0.8628948 ]),\n", " 0.016952427508441503,\n", " 0.016666666666666666)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "multipletests(pvalues)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----\n", "\n", "Статистика, прикладной поток 2019\n", "\n", "https://mipt-stats.gitlab.io/" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }