{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "RandomForest_Interaction.ipynb", "provenance": [], "collapsed_sections": [], "authorship_tag": "ABX9TyO3onxejKR0ZEMf0z78yPWU" }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "3X7rBqazKEOk", "colab_type": "text" }, "source": [ "## 交互作用を含むトイデータを作成" ] }, { "cell_type": "code", "metadata": { "id": "NyAXr38bNTUU", "colab_type": "code", "colab": {} }, "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import train_test_split" ], "execution_count": 1, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Ltw5OlZsKDZA", "colab_type": "code", "colab": {} }, "source": [ "def create_toy_dataset(n=100):\n", " # 交互作用を含まない変数\n", " ind_vars = np.random.randn(n, 2)\n", " # 交互作用のもとになる変数\n", " int_var_src = np.random.randn(n, 2)\n", " X = np.hstack([ind_vars, int_var_src])\n", " y = ind_vars[:, 1] + 2 * int_var_src[:, 0] * int_var_src[:, 1]\n", " return X, y\n", "\n", "X, y = create_toy_dataset(2000)" ], "execution_count": 2, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "78tQBdhzNQtE", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 320 }, "outputId": "16d835a1-023f-4a6f-c042-e4766aa6d26c" }, "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n", "\n", "lr = LinearRegression().fit(X_train, y_train)\n", "y_pred_lr = lr.predict(X_test)\n", "\n", "rf = RandomForestRegressor().fit(X_train, y_train)\n", "y_pred_rf = rf.predict(X_test)\n", "\n", "# 精度評価\n", "fig, ax = plt.subplots(figsize=(5.0, 5.0))\n", "ax.plot([-6, 6], [-6, 6])\n", "ax.set_xlim([-6, 6])\n", "ax.scatter(y_test, y_pred_lr, alpha=0.5, label='Linear Regression')\n", "ax.scatter(y_test, y_pred_rf, alpha=0.5, label='Random Forest')\n", "ax.legend()\n", "plt.show()\n" ], "execution_count": 3, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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cfPPNnHTSSSxZsqRbBZJVq1axevVqSkpKeOSRR/j973+ftD6DNYmxceNGSkpKuOmmm3j44Yd73e/OO+9kw4YNlJSUUFRUxL333gvA7373u84qzg6Hg3PPPZeSkhJUVWXWrFn25IbNkAhEEqx48H1e2LKPH54znf/93AxU5egvNXrMlqVi/zbLpxeotCy9wuVD8u/ZHH3sslTHF/taIly1ej0VDUF+fXEJn5+TfP/xp74sFaOLbaGzsTlG2L6/lSsfXE8wpvPQVQtYMiVrWPtz7AqfjY3NMcG7Oxu45s8bSXGpPHnNSRSNOdjnfLSxhc/GxuaI8bfN1Xz/qS1MzPTy0NULhm1dnJ6MKOGTUh6RvDybkcdw+JZtjh5SSu57s4Jb/rWdhQWjuO+KefhTHMPdrU5GjPC53W4aGxvJzMy0xe9TjpSSxsZG3G73oXe2OeYwTMnP/17KQ+/u5rySPH57ySxc2tENVzkUI0b4xo0bR1VVFfX19cPdFZujgNvttrNCPoVEEwbfeWIzL320n6+eXMCP/6sQZRjCVQ7FiBE+h8NBQUHBcHfDxsbmMGkOxfnanzewcW8zP/lsEV85eeQ+zyNG+GxsbI5dKpvCrFj9PlXNEe760lzOK8kb7i71iy18NjY2Q2JbdYCrHlpPLGHw6FcWsqBg1HB36ZDYwmdjY3PYvFFez7WPbiQ9xcnjX13ICbmpw92lAWELn42NzWHx1IZKfvTsVk7ITeWhq+aTm3bszNLbwmdjYzMopJTc9Z8d3L6mnJOnZHHP5XNJdY+cGL2BYAufjY3NgNENk5/87SP+8v5eLpwzllsvKsGpHXtFnmzhs7GxGRDhuM51j2/i1e11XLt0MjeePe2YTTawhc/GxuaQNARjfOXhDWytauHnFxRzxaIJw92lIWELn42NTb/sbgixYvX71LZGuffyEzlrxujh7tKQsYXPxsamTzbtbeYrD29ASsnjX1vE3PEZQ290BBQRTppXUgihCiE2CSH+nqw2bWxsho9XSmv50p/ew+tSeeYbi5Mneu+uspaLSBtrfb67KunrYh+KZE7HXA+UJbE9GxubYeKxdXtY+cgGpuam8uw3ljAp25echrsuDSsU69Odbm0/iiRlqCuEGAecB/wS+F4y2rSxsTn6SCm5/eVy7nptB8umZXP3ZXNJcfaQiaEMVQOVlqXXlSQsDTtYkmXx/Q74AWAmqT0bG5ujTMIw+f5TH3LXazv44vx8/vTleb2L3lCGqkd4adiBMmThE0J8FqiTUm48xH4rhRAbhBAb7Jp7NjYji2BM5+qH1vPMB1V894yp3HLhTDS1F3kY6lD1KCwNOxCSYfEtAc4XQuwGngBOE0I82nMnKeV9Usp5Usp52dnZSTisjY1NMqhrjXLJvWt5d2cjv764hOvPOKHvwORApTU07cpghqqji2HxdZZgtlZbn4uvO+qzukP28UkpfwT8CEAIsRT4vpTy8qG2a2Njc+TZUdfGigfX0xyO88CKeSydltP/F/z5lpXmST+wbbBD1RGwNOyxl2RnY2OTFNbvbuKie9YS003+uvKkQ4sejJih6lBJqvBJKV+XUn42mW3a2Ngkn39treGy+9eR6XXy3LWLmTnOP7AvjpCh6lCxMzdsbI4zVr+zi//9eylz8tO5f8V8Rnmdg2tgBAxVh4otfDY2xwmmKbn1pe3c92YFZxXlcueX5uB2jKxlH48WtvDZ2BwHxHSD7z/1IS9u2ceXT5rAT5fPQB2Byz4eLWzhs7H5lBOIJLjmkQ28V9HED8+ZztdPnXTM1tFLFrbw2dh8itnXEuGq1eupaAjyu0tnc8GcsYf+0nGALXw2Np9Stu9v5coH1xOK6Tx01QKWTMka7i6NGGzhs7H5FPLujgaueWQjKS6VJ79+EoV5aYf+0nGELXw2Np8y/ra5mu8/tYWJmV4eunoBY9M9w90lixFQgLQDO3PDxuZTgpSSe9/YyfVPbGbu+Aye/vrikSV6I6AAaQe2xWdj8ynAMCX/++JHPLx2D58tyeP2S2bh0kZQjF7Xqi5w4LPsxWGx+mzhs7E5xokmDK5/YhP//qiWr51SwI/OLUQZaTF6h1uA9AgNj23hs7E5hmkOxfnqnzfwwd5m/uezRVx9ckFyGk624BxOVZeO4bE7vfvwOAm5wbaPz8bmGKWyKcxF977L1uoAd//33OSKXrL9cYdT1eUIrs9hW3w2Nscg26oDXLl6PQnD5NGvLGRBwajkWWlHwh/XUdWla//mXtF/e0dwfQ5b+GxsjjHeKK/n2kc3kp7i5ImVC5mSk5rcYeGREpzBVnVJRtHTPrCHujY2xxBPbajk6ofWMz7Ty7PXLrZED5I7LBwhCwIdyaKntvDZ2BwDSCm589VPuPHpD1k8OZMnr1lEbpr7wA5DXQujKyOlyvIRLHpqD3VtbEY4umHyk79t4y/vV3Lh3LHcemEJTq2HzZLMYeHh+OOOFEeo6KktfDY2I5hwXOdbj2/iP9vr+OayyXz/rGm9l5QqXG759MCy9KKtlpU294rDO/CnoMpyf9jCZ2MzSMpqAry0rZbqlghj0z2cU5xLYd4A16zoi15mZBt8J/CVh9aztTrALy4o5vJFE3qfuQVrW6zV2u7yQ15Jcqy0EZRfm0yElPKoH3TevHlyw4YNR/24NjZDpawmwH1v7sLvcZDq1miL6gQiCVZ+puDwxa/rjGy7tba7JcGKitOoDUtWTdnImQUuyC6E8n9124/mXYCAjIndLb1k+MI6+mUalo8t3AiqA065EYovGFrbRwghxEYp5bxD7WdPbtjYDIKXttXi9zjwexwoQnT+/aVttYffaI8Z2U2xPC4sPZm2cJjHS7Zw5kSH5b9789eWCHWduQ01QKj+iAT5Uvaidby6UtBjoLmhrRb+fj28+N1hKzCQDGzhs7EZBNUtEVLd3T1EqW6N6pbI4TfaZUZ2TV0aX1o/GZ+I8kz2g8zNVQ8ImqlblldXoi3Qshe2/wN2vwXBuqQF+RKotI6nuUEa0LYPRHt/arYMa3UV9m+D126B56+1PgfZD9vHZ2MzCMamewhEEvg9js5tbVF98OWfuvrOmneDHufR8Hz+p3QsxWkRHvD+iew0tyVkDR9bQ9hECALRA20E6yDSbImRKxUSUah6H7KmQ9aUoZ+sPx+qNkBKptVPoYEA1BQw4gcsy6Pt8+svWHuA2Bafjc0gOKc4l0AkQSCSwJSy8+/nFOcOvJEeubDSm8dvytL5v6XjODWrlSdmfkC2M24JzK43oKkC2vZDNASRRmjYYcXX1WwBp8+y8PQYaC6QQH1ZcmLuCpdbPr1oqyWqSMvqdKZax0yWZTlYkhCsbQufjc0gKMzzs/IzBfg9DmoCUfwex+AnNro8uHGpcsP+pdwdWsaX/B/xp8nvkOJLsyYQWnZZPjwpQVFBEZbQNe2whqBGHCafBgWngsMNsTZLjDImJMcKG11s9QNpCS2AJwsUBbKmDU82ByQlWNse6trYDJLCPP/Qwlfac2HbdIVrN0/grcZUvje5huuydiM+/4cD+732C9A8luhoLkgdDShgJuCCP8BrtxCo2k5r/V6UWCumK400Xw7+0dOHfI6dFF9gDZvXPwAVr4EzBUbPBNU5tDjBoZCEYG1b+Gxsjjb+fGpbwlxVOouPg25+XVzJJaN2gafHg6u5wZ8Kji7+w8SBSZRKxwTcex9GU7zoDi9arJX43nVUFpxNPiQvBm90MSy/o3t7ntHDl83Rb7D2jwfUhC18NjZHmJ4Bz7NTTuH/bqqhWXfy4JwKTvVV9249jZtvzdQiLItPj1nD2YmnAFD18QekpBQzSjbi1IPEXWnUiQLCH39A/pSS5BfxHCnZHKOLqZh6FbXrnkZt24qROo7chVcxaRB9s4XPxmaAHE7GRteA55lqJdGPNvCt2hLcqsqTMzdQ7GywLL3erKf5X7F8eaEGKytDdcGoSdZ2QG2rIuTLJ6xM7PyKNA20tqoRt8ZFMimrCXDfR2782VeRmt8eRP5RgpWZgQG3YQufjc0A6CpgeX43gUiC+97c1X1io5eh5UvbnJwg97Ck+nnK68P8MvzfZGlhfjJ6HcWuCCzqxQLr2k7aWOuPETtouGqkjkOJtCC7+LqUWBtG6rgjWsRzuOkaRA50fg4miNwWPhubAdDfw1aY5+8ztiyjsZD5sXW83JzDneGLKNaquN37KOFYJjS0wXNfh+nnHRC0nu30k4KWu/BiGl6+HRMwXakosTaUeICspV+F+tessJdgjdWGOw18ecmJ7xtmqlsi5Pnd3bYNNoh8yOEsQoh8IcRrQohSIcRHQojrh9qmjc1I45AZGz1jy4w4NHzChfvv5JH6yfw+dBanOD/hjoxnSCPECZEtVpgK8oD/bdvz8K8fwL5NULvVGuL2E6M2qXgRWWfdgPSko4VqkJ50ss66gUnFi6y83uoNEAlYITCRgPX/2YVH4WodWcame2iL6t22DTaIPBkWnw7cIKX8QAiRCmwUQqyRUpYmoW0bm+Gjy5DzotYUNhmnEMs8IBzdHrauQ8tgHVSuI6ak8OPYl/m7Pp8vaa9zvedVomYqTj2ISwOEALf/QM7tW78BIwGeUVbAcOU6yF8I3qw+h6iTihdZQteT+jJrcqRtn2XxefyQU2htZ2QWGBgo5xTnct+buwC6FYq4dP44vjfANoYsfFLKGqCm/e9tQogyYCxgC5/NsUuPIedUvR5176Ns4HK8TpXxda+SEqmhYMo02P+FA7FlRhx2rCEQlawMXco6fQo3+NZwpfkczliYtngqbhnEMBWo347m9FlCqUcAFdLHWaLnaB/KNXxsxcz1jFE7VKhKoBJGFUDm5APbpDkifHxDLevVEUTetY1L548bVBtJ9fEJISYCc4B1yWzXxuao02NWNDPTSklz1T9PPBpCTUknf/IJZKtRSyCnngtbHoemCvZFHFwZ+ia7jGx+73uEz/EmCYeHWMxJiojiljFMKTATglgigQg1IzBBS8ExZjY07bT6oDotS7BnqMtAFhby59PYWEt5QKMtmiDV7WCqXyczcxgyLbowoEmiATDUIPKkCZ8Qwgc8A3xHStnay7+vBFYCjB8/PlmHtTlOOSLFQLvSMXTtUiQg05VKpl4H087okjWQYn3Ul9GkZfNRKMYNbV8gLN3cl/Uky8Rm0D1EdYGiKmhmnAQeFCIogEQHVAQmCUMnUbeTlIkLrGOGGqxhbkfy/Wu3HChq4MvrN1SlInsZDZtuRzj9+FypiEgLOwMBAtO/yKTkXaVBc8hJoqNEUnJ1hRAOLNF7TEr5bG/7SCnvk1LOk1LOy87OTsZhbY5TOqyGQCTRzWooqxl4HNch8edD0y7Lz5aIWtVPoq2WGOnR7vu602iuqeC53Q5WBq7CUFzck/oABfpOEvE4YNKqpNHmGoOuuog60hAITBQEVsETXfFgCg3ZUmmJXe5MGDMHzv21dYyuC3yHGqC+1BLlLn3oOoz9W80oNoy5HOlJJy1Rh/Sks2HM5fytZlTyrtFhcETKeh0GQ7b4hLUAwANAmZTyt0Pvko1N//RlNTy6dg9Zqe7kWIGFy+G5a+iWNSGA1DzYv7U9b7adaCsP1J7APc3TGa82cqfvEbK1EIYpiSd0HJ4Ugp6JjAl8gGbGUIkhESTQABWnMIhpqcSEB5feYgUtd13g57Vbugcje7OsWdqGj8GX09mHrn7A6pYIeaOm816XyRhTSmqGIDDJsLKTVtZriCTD4lsCXAGcJoTY3P7nv5LQro1Nr/RmNcR0nbd2NCbPChxdDP7x4Emz0sQcbhi3wJpljTR1Lr0owy3cU5HFXbUzmOHYz2rfPYwWTXhjDWTGqogKN3izmWjsxpCCBA5UaWACGjouoigygWZG0cwou7KWWQUIlv3ogL+uZzWSrGnWREWooc/lH5MR8tGVZFnZSSnrlQSGLHxSyrellEJKWSKlnN3+55/J6JyNTW/09lCX7msjIyWJJeH3b4NYAEKNluhkTbOsK80Nk5aBJx0jUM1Pdxfxq6oiTvLVcmPOBmLesXj0FhR0YsKD4fBCIoTL4cSTmg6qRpOWTQIPGgYCSUK4MaRAmAkyZ555cF96LvDty4HcGZbl18d6s8kWmGSV3E9KWa8hVl8GO+9YmnAAACAASURBVHPD5hiktziu5nCCxZO7+68O23fUMWuaOgbCzdawsvI9yC4CVYPF1xHNLOT6Jzbx78paVn5mEtc0P8/btQ784TrqjFS8RHCTIINWML2Qmotr4mdwBevwNnwM9eUk4gqNrrEYuo7pSiM1O5/8xJ6D+9NbNRJFtfx/feTdJiPkoyvJyJbo2rekLMw0hOILtvDZHHP09lCfPCUTp6Z22++wh3btoSz1hpt9ioG3bSfpZpAUYzspOVNofuIbfKXhUjbpE/hpwSdcNXcCdevH4Nm/mwyzGZ9swxAahlCtsvCxEAT2WW37cqgnDVFbTYsjj/pRC5mS4yXb5+47zu4wF/gect3ALowU31yyii/YwjdAjnj4hM2g6HioO+5LfTBGZWOEqbk+JmR5u0Xz9+SQ9zJQSb2Syca9Lbi1dEKj5tMcrmNKy1r2hQUrA1dTZY7iD94HOTf0Cbz6Hu+xlPGO7fjVOIqiogkVYeo0igxGuxNWdZVIC/W6k9Jd1UxFJeYZTSxhsHFPCydOSLdiAvsqpjnMJaH6y5Y4qiSp+IJden4AHJXwCZtB0/W+TB+dxrTRPsrrgpTVtPbpOxrQvfTnU1lTi1tTMKSkuiWCr2U7WxNjuLTlmzTKVB7LuJ9zU8qsNSha9lJU9QTp8VrciRbceitOPUhUSyNmYM0KZ04DTzq1VRWYLj/r87+KUDXSRAi3CpX7ag6aoBhJ9PTNTTJ286OU5yhc96PD9rMdFj39nXBYJfBti28AjJSgy+OVviy0nvdlYpaPDK8Lv8fBd8+c2mtbA7qXhcsxNv8vhoyxs1XDS5iPjDx+kriSdII84r+XImcjSBXirRBpIt8QxFU3uupGmAam6iRFb0J3j7V8g1lTYNmPeKhhC3l+N4oQ7GI0eTWvkB6vpFTJIX3JlYMqpnm06Rw6798G774Aajp4k1TkdMCd6K/68sCxhW8AJNOxazM4+ktxOpz7MqDvjC6mPG0JUyuf4GyaeFJfxj36f1MganjAeRtj4y2AC1AgHgLFgerQkIYVjiyEgo5GszaanBSXNSHSbsl1+MriusEH9Vm43P+NdEmEEGz8yM3KzECvL9MR5WoZziKnh+nv7IktfANgxDh2j0P6s9BcquDN8nrihkma28GUHC8OVe33vgzoXm57nrOrVpFiNnOvcT53G8tZrGzl94678IoYppRWQLORACRoLjRFRVOdRGIJpDRQpU5GiiRFMbtZQh2+sor6IC5VABA3JCdO8ONQ1V5HET2rOI/f+Sqt22qomzKNnPlfOPq+v+EucpoEf6ctfANgxDh2Rzi9WSXAkCyV3iy0mK7z4pY6QnGDmG6S43MSieus3dlEQZaXS8/ufZgLB+5lTngHs4Nv4gnvo1bJYerSL1k77N9G7J8/IsVs5mfGlfzVOI3PK29yq/YnVGFYaWZCtUpKoVhLLSoOjEQYYURwKB5UJHXuAvaqkykcl09Ol4e0w1d2w5MfYkoTv8dJ8dg0snxuzHZ/Yk86xH+SsZt5NY8R1VJpdedSta+GnKM1xOxKElY5G27syY0BkJSgy085vU0a3Pbvcn790sdDmhTqGazcEIyyrqKZUMxgdKqLbJ+TxlCCYEwn1a2Rm+bq974U5vm5bkaUpY1PYISbiabkMX+0YFL56s5ST5FwG9cmvstfjdP4pvoctzvuxakY7UUFFITqtAKZ3WlW0VFMotLKyEgx2hCmQdSTi1+EeElf0GsfzizKZdGkLBZNyiTLZwl7b6OIspoAL5fuZ11FI+6d/6DZTCGmpeF0aDTonkEvpJ0UCpdbfrX27JXeMkdGOrbFN0CSGRP1aaS3IemmYAyAknHpnds69h3otexpbW+rbiWum0R1g6qWCG6HSpbPSXqKk//KbmR0zVPwfKLf5RQn1b8GBePbqyRvh/pWqwTU+gdoaG7mqtgP+UhO5Jfa/fy39p/O7wnAiY4wpJXCFg9ZD77LTywRQlEMMOPEHam0eMZTnrGUrXrvo4KBjCI6XiZOVUFKyahILTuiGThCQRKmJMWpUq+nkX20a+wlyc82nNjCZ5MUeh+SGghEt22DnRTqGazcGk2gKuDWVCQS3ZA0BGOMi1cwK/YSpssPaRP6n2kMVILisEqxqy6r8ooeZVfZRlYEvkad9PJHx285Q/3goP4IsErGx0MgdUjLB6mjO/3sF2No9RagkuC98SsJRBKMTXUc1EZv59VbZkXHy6R4bBob97Swjyw0PUCb4cPr1PA5NUp3VVM4KZ+cAV/RJDFSlpo8TGzhs0kKvU0auHpkUkD34dxAZyq7WtuX/HEtrZEEqW5BTSCKpkikhIWxdwi4vRSNybOGn73MNHYcr6jaQWFwHQ4jisusx0WCUmUyK9uuQaJwr+suThEHi94BpHUMxQUpGWAkEFNO5+M9LaSbIUx3ZmdubH9+4EONIjpeJopwcOKEdF4uXcClPI8iBTlp2WRoUZSYNZz+cj+9tTkYW/iOIUZUSEMPehu6ZflcnQnyHdv2NIYY43fztT+v75Zp0Vcl3p7nLKQECaoiGJ3moiEYxzBN8rVGigqKrdSvDrrMNHadGS31f4Z59c/iJYQKvGrM4TuJa8kRLdzpuZ9ct4Ee1nBg+RY7bNZO21Uo1tDY5bMqt7jSyPY6mT9aUFsb4p/Oc/F7HN0suI7zMGq2siSxlumeABl5k/ocjkP3l0mWz80HvhNYY3yBk833yBWNtGl5lGef3+dw2qZvbOE7BiirCfDI2j28vaORjBQHRWNSD7tk95Gi16Fb++xqxzanKlCEwKGpBMIJEFBeF8Tn1shOdXfu21UsesbwBaI6uWlOIrokYUgmZHkZneoiPTKZbC1OR0Xk+mCUyn011Oseap/7B2Nq1rAy+gk+whitdaTTipDwqHEGN+tXMkPs4j7nbWSZQSKJDAzhQZERVPR2wbOmNkCCollFAny5VoWUtLHQWk1mZj6ZJ3+Voh5C9o8Pq1n16k7y4xVcLl8g5vKzLuxjvrOWzH5mZXu+TJyqwkeJ8fgmzaa6/Xr1N5y26Rtb+EY4HQ9/RX2QDI91uzbtDXDihPTOskC9xX0N1DJMphXZ19CtY9sda8pxaip+j4OGYIxowiSSMHijvJ6l07IZ5XV18//1NmEyLdfHx/uDLJqc2W1SIHfhxVC+GoCm1gCh3ZuYYLaR4pvOhF13Ud8aZgyf4CGMhgQTbjMu5Q/G51imfMDvtVX4sCZjvIlGDByA2d4TxTL3hAa+0WAmIB6EvFlUFFzK32pGWddP93COzKXrAo5lNQFW/WcnCDhTeZ+A7qU16iLTKygPaJyUl95n4G/Pl0nxmDT2BaI4NRVTSjusagjYwjfC6Xj4E4bE51KxCl7DjroQCwpGUVoT4I415Z3CNTXXyytl9QNazCUZC78MRjg7fFYNwSiBiDWMdGsK4biVqD8t18fELN9B+3dlfKaXcMLA73FQ3RKhRKvinJT3ydlRD44UaKtB7NqAqqRRlb6A7HA5KZH9TKAZBxIFScJUuUlfyXPmKXxR+Q8/dzyI1ilyABKNOCaCBAIVgaH5kEYcva2FVu943JPPoHbeze3XL9Hn9XtpWy0JwyTT6yQ7VkeDloVqCoIxHVUV4M7oN/C358uk5/Xur9TUSHaNDDe28I1wOh5+n1sjljBwO1RcmkJrNMHexhCVjRHGpqegKfD6x3U89E6I0X43J07IQBGOfkNIhpqDPFjh7PBZ7agLkel10hiKkzAkHoc1CfJxbZCvL5180P49syyK8vx8d2acpjfuQ2x/nYDwsSVtOuNynGQ27qDCOR3Vk0ZaqAJ/aBdOIqhSYgJt0sO1ie/wjpzJd9WnuE57rse8s4U1qBVYPTMJJBQcSgpuolRGU7inYh6NtR9SkOXt9/pVt0TI9DqJ6SYNag4pZpCw4iOSMBjnThl04O9Aw6qStZrZSKRXQReVUPYikzLExIG0YQcwj3A6AninZHuJ6SbRhEE0YeBUFT6uDTI110dcN9hcaQUFCwHN4Tgf7G2hvs1aFKevEJKhLvzyyNo9VNQHeX9XE+t2NRHXjX6r8nZUBW4IxvB7NDK9TiTg0hTS3BrjMjzdHsq+qgh/Lq+Jlld/S2vFBkIiFaeqkNu6lbLKRqLxGDmxvaTWb6ItFEQQR5MSgHqZzhcTP2GdLOQ32r18uw/RQ4KQoGACkla8CCRusw1kggyzmVSXSlVLhPLaYOd17u36jU33kOd3E9NN3lJPwmcG0RKtqEim+vVDBv6WtVv0339qC3esKR9w8HeyKiaPNHoLlH/x36/Q8upvIdJCwiA+kHZsi2+E0+Hg9nsczM73U1bTRktE55QpmdS2xZiQ5WXdriZcmoLboZLi1IgkDFyawo76ENmp7j7zivuyqFyq6DZ87m2IVFYTsCZbPBo+l0osYfDB3hZm5/sJxvTOfXq+mVd+poCfvlBKUzDOKJ+TeRMzyE51H9QP6DvWbdL2P/BBUCNP6OiOVAwhQAjG6nvZZ3rJTOxij8xBw8QlDQB2mGO5MvEDAvi433EbpyofHnQ9Oga7XcVQR6WJNDJpI4KTRpGDR8S4OP48dZxLQEzrvM4d16/rtbbuX5hpuT5qApN5JL6cU8U6lo6OkplZ0O+s7mCttq7Xu3RfK7Py04AD13QwL7WRMkzu2Y/6tuhBo5TZ0bepiGnMHZOOHGC7tvCNcLo+/MGYztJpOZ0/wjvWlBOIJAhGdXwua1Dmc2nEdBMpJW3tFlJfDvDeQlAqm8KYUuLQ1H4ftpe21ZKRYv34hBC424erZTVtLJ2Wc9BDu6s+yHef2E9+pocp2V5qXRr5o1JIdWv99rEwz98+jPmn5Qvbng81H9KQyGKMopEerUKRBrpw4FLdbNYnMFqRaAZk04RA8r45ja8lvo+LOE84fk6xshug20MisIa2UgoUTCQQMj00kkqaCBFDo550XJqDVuElIL2c79zIn+VUmoLxPicbut4/h6YydvIS5hVfSP4ARGQwroie1/uT2jbWVTRz0mTRb0pcb/Rsa3dDkO/+dT/jMjzMGOM/aiLYm/C/vaORxZNHdXtJZhl11MjBLZtpC98xQF9+nQ7hcqiCWMIAIVAUwcKCDKpboiDkQfFkPdvtaVHF01ydM6/Q98NW3RKhaEwqm/ZaQy+XZqVVtUR0zinO7fbQ1rdFKa8LgoBAOMHY9BRMKUnoBjUBvX8nfW9rLAT2MiXRjKYHUWUcQzhQZRwtHsGr5LDXvwCttYpUPcQ/jQV8T7+WcaKBhx23Mk40AJbo6SgIaaIIMLCsOxUDQyq8axbyV3k6Z6ubmCEraMKHWxg4zBg7HZNokx6mp7QwPSeVmtYYNYFo53kAB1nMPesDDsSiGkzZrZ4iOWNMGusqmthW3cpnproGNQPcta2GYJSPa4MAtLa/oA7XVzhYK7I34c9IcVBW00Zu2gEBb1BzyBKhQfXFFr5jmA7h6hrjN2e8H5em4XJoA/px9hTV7z+1hUzfof1+HcPkEyeks6MuRGs0gVNVOGVKJoV5fh54e3fnQ7ujPoRLU3BpCm0xHb/HwYRMb2fB0I4H4oG3dx/8QKx/gHBNGW2hCG3SQyhtMhN9U8gPvEUt6cTUFFLNJlRTp1nNBN8Y/pNzEYvMx7i/fhq3G5cwV3zCnxy3kyGC3c5BYBLCjSEVGmQ6TgxqyeDP5ln8y1iEpgqq5Vj+j1hNttJGM362iMlElAwmpMRodeShKAo/O7+o39jDnkLR1z5nFGZTXhvqFAanKmiL6ge5Ikq0KnjtnwfyZAuXU91idBPJ7FQ38wsy2FIV6CbKAxGrroK7o+7AvQvGjMMuwns4ky29CX/RmFTe2dHULSh+vftkVjr+AZGW3n22vWAL3wAYKf6OvvoVNyQnT8lEADFDkpPat5V3KPqrV9f1OrhUwb5AlAmZXhYUjOq0KC4/acJB7QSjOgLJ/kAUQ0rWVjQyKSuFYEzv/4EQlcTKX6Uu7gHVQ4qSwBfYwtZIIfNVF6mqiTNUjcAghA8tPZdZfILc9xf+3DaH540SzlLe5/fa3bhF4qBzlVIhjoOdcgy/MK9ih5iISxW0Jiy/oGFIyhnPb51f5WvaP8DtZ8kJ46msqcUIB6kYdxErFx3sAjjU8LS3fZqCMVb9ZyeLJmV2XofaVqv234RMb+dDntK0nfMd/wBXdrdVxkq086mITux239wOjbOKRvdZjXogv4HWaILUdveJr30i7HCK8B5OBEHvaZAap0zJ7AxnGpvu4ZyzzyBdTIOyF3GoOAfSH1v4DsFIDQvo2a8O4Rlqv/qqGjJ/YvpBx1OEIN7HcPWc4lx+/dLHNIXiVLeEicQNXKrChKwUYgmD9buaWThpVP8PhPYijdJn5eNqKgZWHbwJiQqaDQdpiVp01YMpHLiNCK6mDTQo2dwbv5A39CIuV1/mf9SHcYiDXd4GglImEsXJdjmBC1wbedh5AjUBK4hZwcpMixmSj4xxvJ5zCec5PyDbbCR7qjUpMb+XSYmBDE9722d/a5SEYXa/DqNSSOhGt4f8sswPSVezD6p+fI7xPreExx503w4nuLnbb8Cl0dpeFmzGGGtR88Mpwns41bL7+i32/hv3w+hiKpp/vHsg/bGFrwsdFs1H+wK0RnX8Ho1ARGd0quuIrLcxFEvypW21GIZJaU2rNbnh1hid6hpyvwrz/JxRmM3Da/dS2RRGCBif4eHhtXvJS3Md9GD2t76FInoMPITonFCQWBMK/T4Qjkp2q5OYYpRhmAJdOBFS4jNbaYlDugBVxhBmBCF1WqSbb0e+xvuykB9qj7NS/Xu3Y3UgBZgoeAT4tTj7PZl4YrU4VBW/W0OXkpgu0RRwqgqqorAhNo7LLjgPel7b9hp+HcPO/Pg0/lOeYwWcuzWmZHtxat2rQo9N97CrPsj+tljnvasJRHu9DjUBvfv1fb7eWueiK+40clqrk7aOblffryKgvi1GilNlR12QYFRHVZVBC+rhVDFP9trAXbGFr50OC8owTKqaIu2O+DihuE5rONEtnzQZ620M1ZL8aF+AqqYILofSGU5SXhsk3D5MG0q/XimrJy/NRSAcRwhBS1gnFNcJhOP43FrnLGF/1+GlbbXkj0qheKyfNaW1KEJS3xanqjmCU1WI6wZ/37qf/AwP8YRBQfaBjI3OB0LLR2o72Bg9gbHxSlJFAOlwUembx4T42yAlqoyhINknM7g6/kN2yTx+57iL89V3rcbaldbkgPiZQAgveY5WAp7xjPcaBLwTcMdU3A4PqW6NcNygORwnGNOJxnUcEaUzBq7z/rRPvDSaHspb3IR2bmd6+D02KOcTSJtKLK6zrqKJ8Zkp/OCcaZ3nNzXXy7MfVOF1aaS61M5Jg8nZ3m7XsFdh6Kf6cTJrRna0s7cpTG6am5pAlMZQnNaoznWnTR70cQ63ivmRqoNpC187HUOu0ppWXA4rJi6aMGiL6SDoN1ZrIPS07hp6iUfq6MdAbnRr1OpXRxiJ26ES083OYcnh0nEdympacTtUDFNS1xalLarjdWpsqQxweuGhr0NXS64j6yQr1cnOuiDRhImUJppitV3fXrC053q4FY3LILqBsOGm1DGDXL2G/OheNOrwyyAqUUBQZo7j6vgPCePmYcetnKSWdvajw8I0AAWBgSAqnUgBDiNGmyMLt97G1rzzEZUChyaI6SZel/VohOIGXqdGfobn4JdT2Ys0mh7W75e4NUmz6UVTDU6X63haTsWQltU3xu/udk/La0PMHZ/O/tYYrVHLCvI6BFurW6lqjjLK62B0mrt3yypJq4wNhK5uiI5UwkAkQXltiPMG2daRtN4OB1v42ul4ULvGxLk0BXd7mEZ/sVqHojfr7q0djSyZMoqeAaY9c2/7Gv76PRqBcJxoe7ByR+ye3zP4W9pVlD/aF2DWOD+t0QSKgP2BGKoAp6agm5LdDSHK9wfYF4jRHE5w8pRMymoC3Rb3Lq0J8NG+VhQEYzI8ZKY42NWYoKYlQlyXODRQFevaxnWJ36Oyvy2G06F2eyDu2DaKvOylzK97itRINZpMsEM7AdOdhRbRUYC1RiFfT3wPLxGedPyM6eqBvNf2WioAmGjsJoeodJEiI/jUGGFHKoGUCXwyahm71InMyTfYF4iytzEM0hLlhG6AqtAQjFFW08rotC7uhEAl5S1u3JrE5VCJGyZoPsYZ9XhdGosmZWJKSU0g2u16V7dEGJ/p7RST+rYoH+xpweNUGOV1dFpWn5+T18ts99Grfpzs1QVHUhVzW/ja6fBBdM2Jjekm2aluRqe5DorVGswN7CseqXRfGznTDlhMXXNvDzX8Lcrzk+JQO62GNLeDiZkp3ZL8B0Jvga/rdzXjcarUt8XQFCu01+fSSHGqNAbjvFvRxMRML4snj8KpqZ2hGM9+sI/KpjA1gQiKEOimiaZAazhBbpqTXfVBCtW9/Je6nnylkXolh1dYQHlsAvNHpXDbF2Z165tRs5WpLW+xnYnkCx0vYfL13XibP0JB5wVjMTcmvk6BqGG141eMEU3dHHrCKt1HQKZQJ7JYJ4sIkkKWFsVtBKku+CqRUdO7Oc0r6oPc83oFu5vCBKM6pgRVkehmDMOUtITjB9wJ/nz0vZ/gTMkArJeDK9FGk5ZLa9SaRe7NKu7p79pRHwIBY9NTWDQpk4ZglA27mrn7tQoKsrwU5vUsQ3Z0qh9/mlcXtHN12+nICx2d6iKWMAlEEkQTBqPTXJ2xWrd9YRbfPXPqoN9aveXEFual0hzunofakXs7kPzKc4pzURSFwrw0zijMpTAvDUVROlc2Gyg9czqLx6YhgYRhEo7r6KaJbkKKU0VVFMaku0l1a7gdKluqApTVtGKaJve+XsGuhhCBSIIUp4rboaIIQThukDBNIrpkSVot1zr/RaYSoY4snHoblyT+xpjYzs6lFrsyJ/gWu4IOhB5nnKwmz6xitGzAZ0b4Y2I530l8ixPFxzzl+Jkleh10mHntTe5TcrhfXIzuSGOqu5W408+/079ALLOw2+JRAK+U1TNv4ihOmjSK9hRfHKrAMC3LrS2a6KwsQ+FyMtUISjQA0mSMK0aK2cZ/xEJSXQcyUnrek545yE3BOFJKpuR4aQhG2binheZwHFWxTmBzZeCQedBHgr5ypQf7GxuJ2BZfO119EOGE0TmrOzHLN+S4vd7enG6Hxsk94pHGZXiYkNXdwd3X0OJwfSY9fY2lNQGmj07r/Pcsn5tpuV7W72lBAtGEQZpbY5TXxZQcL2+WNxCOWYUSUl0a0YTB9v1tVLdEmJTl7QxkFgI8DhUT+K+ZedQEopxjbKEh4qXe8GBIkxAeDGFyrrqB9YETO4fMHfgT+wmZBoVmOW4ZxIOOIQU36yt41DyL5cq7/Ea7F5fo4ddsFzwJNIhMPlGmsS1tGaVIatviRBIGS/OzDrqvd6wp73wJrCltRRF0vgTcmoIpoDmcoGhM+2Mzuhj3qdez9/W/kBuuIZIyhvXec9gdyCU/xdFn1kzPezfK5yQvzUWWz817FY24NIWEaVWt6fDh7qgPsbBg1FFdxH6k+eWSiS18XThSPoiBxiN15N4OdGgx2P725musbIyQ4lA7h8if1LaytqIZgAmjUghEErg0lYKsFByqSjhu4E9xdD6QhilpCMYJxw32t0YR7ds0VXQkwHaew7RgC7tFCmCSJQJMEdWkESLF4QBPDS9tS+92Po1aLrNc76FFo7ilTlQ6uF7/Fi+b8/ma+nduUv+C0kuMnmwf7taJHD7KOpd5Ka3c3ybY3RDG61I59YRMctI8B7kRuvq0gjEdl0NBN00ME0wEDgUME2aMOdDHScWLiGUWdhOHO849sJ5wr9koPe5d14ojgUgcl6qgCIG3i685GNX7/C0cyQD7keSXSyZJET4hxDnA7wEVuF9KeWsy2j0UIzWjoicDfXP2VTQgnubi+09tGfI59uZrnJrr4+PaIBleFzFd592dTZhSkp/hQVMV648i2FIV4Kyi0ZyQ46UlrBNNGOiGSXUgChI8mrBma02JUMBpquimJNWt8t7ORvIzPaxtTCHfG6I1GGIWO4jjQAgXMVRObXiCf8UvBqyYtbKaAB/GxrAoUoWXEM0yla8lbmCTnML/qA9zlfbvPs9TAkFS2C+yMaMBXOMncsa43F4rwHSdRe9qmftcGsGojm6CUwOvU+302zW0RbtZp70VCx1MqFL3uDkFhJVvXdEQJpowQEocquh1Um2kBtgfbTq0QEsfPXEg+w9Z+IQQKnA3cCZQBawXQrwgpSzt/5tDY7hv+GBFt7eHo7fZ264C6VIFppQ4NZVMnzbgc+yrb10tGmth7iaqmsMkDElTMIZDUxBAfoYHn7trmpDC+Ewv3z1zKnesoTP4tmMdjXSPE5fmoS2aoC1mYJgmqiIwpYmmKEwb7WN8ppeXa+bzRf1vFCvVGNJhWWZGnI3GCbgDCnOUt4CLKKsJ8OK/X2EpG2jFR7OZwlWJH1Ats7hb+z3nqut7PW/Z/p+I0GghjXoxCjXeyhOts6iOHnqGsuuLZ+bYNN7e0YimgKYIWsJxQFA0xse2fa1c88gHnDwlkytOmpCUAq8dv4+uZcj87RNgzRE9qcf6tNFVC6ShD6geXzImNxYAO6SUFVLKOPAE8LkktNsvw1losbdiiPe9uWvARSL7+35hnp/vnjmV274wi6xUd2cy/0DPsb+2O4qaNgSj/Gd7HXuawkis2chIwqQxFGeU14GmHvhZuDSFxlC8c4h1TnEuqqpQlJdGts/F6DQ3iiIoyfdTNCYNpyZImNYiQIsmZXLqtBwmZvlQhKAtfTpPuz6PJhNgJgibGpvkCTSRzv6Yk2DdLk677TWueOB9PrP7d5S0vkaj6eGi+M9okmk85vh/fYqeiRWrF0Nll8ynxjGRZvd4nnN9nqerM3C1J/x3ZW9jiL1N4c4inwArP1NgWXxuJ5+ZkkVBlg+EYJTXxcKCDNpLDZLh0fhoX2uv9/2jJjAiRgAAIABJREFUfQFK9wVYU1rL2opG6tuiAw4D6Xj5+T0OEgYsnZbDH6+Yy/+7sKRXIRtqMdlPAz3FfyAkY6g7Fui6aEAVsDAJ7fZLsmOMBsNQ37ID/f7hnGNvbTeHYvz0hVLS3BpVzRGkKQmErTg9RQh8LhVFKASiBs2hOA7tgG+pNarjUA/MFnc8mI+u3UN90ArxyPQ6/397bx4nV1Xm/7/PvXVr7+p9TTpLZ18gEJJgQBAEBUTUATcEZREj6DCuA+M2ztffjDMDjo46bozsoIKiKIOigAiIJIQEEkI6+9KdpPeluqu6lruc3x+3u9Kd9L6kejnv1yuvTnffuvVUdd3PfZ5znoVNB1qpiyZxpHTzCk2brTVxLlxq0JOrWBgy2NRYzh+s1eSKOB0yiMS9+wacOAfsAoJt1fyzeIi12pu84Kzi09ZnyKeT+43/ZIF27KTXa6LRIYPUUoqPNLVOCbfKL7I4J4dQ9+ZLvrc7rSVhZt7DmpY4W2vaObMy76SI4cQSvE88sJlol8muhhi6EN2VHRbxtJvW8tDLh/m3K08H3BvPkTb37xPpTo3aWtPO4pJwn+qUwegTHdTvgOofwqbjnVh6p7JM55ST4dLfdTIUp2xzQwixAdgAMGfOnDGfL5t/8LGK7nAfP5rXeOK5m2NJdtV3Yjtw9vwCgobOX/Y0kbYlfo8g4NXxenSkBJ+ukbIli0vC1HckaY2beDTBrRf1LVE60BRjS007/u42U0fbu0iY7iaDJkAgSaRtkqbDlkPtLCwxeeVQK9EuCyFgF7O4VX+coEjgI02AJF7NJoXGp/kNHiH5pf02vmzdxFJRwz3GnZSI9szzS8CRUE8BIAiRJCUNDslSDskybEdSH00wKz9IynI4ozKXtC37LCPUdaQ4szIvI0YD3Xyq66LUtiQyGzWm41DT2kXQqxPyepBS8uK+loy3/tSOBncSXEOMlOVkksv3NMS45cLj80SGRX+9CE8YRznaUrDpRH/XyVCMR6h7FOg9LWV298/6IKW8S0q5Rkq5pri4eMxPms0co56QsTcjEd3hPn40r/HEc+9rjCOEoCDsRROC+cVh5heF8HkEfsOD13N8d9bQdaqKQswvdtfk1s3P56y5eTy3uzkz76G6Lsr3n90PuGKRSNkZ0QPw6gJbCtq60hSHDWrbunhhTzOxpI2uw2IOc7F4jWMynwIRpUREyREpDGEREWl0JN+zruR265OcI97kF8b/10f0wBW+WoroIESUELvkbHbKuTjoPOWsRReCaNLCdiSr5+SRSNvUtHZx918PAfDxt85jTkFwWKlDT+1oYHGpK46aBgnTFe+U5VAQ8iKEID94fPmhpyrjrLl5+A2dzpRFxO+hsjAw8jW36idc0Qvkua1iAnnu99VPZA7pHRr3zkmcyPW90c4BmSh6XyfDZTw8vs3AIiHEfFzB+zDwkXE476BkM8dorHfZ4T5+NK/xxHM3x1IYmsbCXgXwy8pzqG2Nk7RsQCIEJE1JyKdz8wVVXH76rD4LxgXdGytfe3wH+xvjRLt3NzVcz6vbGQLAsiUe3U0HKc/1Y9oO6Bpp2+10/C7jVTqcIKvFLoKkM40DdMCSGl+1buQR5+1cpT3Pv3t+iiH6b7qw05mPiYfF4igdMkyHDPFrLiSeu5hgykbXBEGvTjxlsfFAC7kBL50Jk70NnWw/0k5Fd2utng7R+5rimTkgvXdsj7YnmFsUIuz3sP1IlLYuE0MXeDSBromMR9kjmD3eR1HYn2nmMFJvJEO01vX0euOPnDSO8lSmnGR7U7E/el8nQvcMqx+fkPLkPKiRIoR4F/DfuJ/fe6SU/zbY8WvWrJGvvvrqmJ83m/TeOfXqItMEdLgpJxOZinNgx0YaNv0KvfMIh6wC9hdciL/yeDlYNGGSttz1vM2H2zBtyZz8QEb0oG9OYXMsycb9LRxs7uozfbY/ekRQ4FY8zHcOcYXxKhU0c4wiVsudVNDIXK2lz+Pi0set1j/wnHMmf6//hs/rv+TErlYSdxMjJT0ckrPYaKxjo/9c/txWQm7AoCLPj65pdHRXj8TSNmGfh2iXSWHYmwk7W2JpvB6B5YDPIzBtid/QkVKytCwHTdMyF3Lv96GpM8mfdtbTmbTQNY2qohCnz87NtOrv6SbdIwxD95Abguf+/aROLC0tDeyJengs8tGspHD1l2va8/1IG55OBEKILVLKNUMdNy5rfFLK3wO/H49zTRV67rL9eUa974ADCdyE3aXrd1C1516qyvNg/mksaG1iXs2jvBr0nlSXOtjz9x7+veVwO0fbk0OKHhz3/CSwiMPcqP+emAxyjAIqqeN0sR+/6Jtx0CQj3GT+IzvkfP7N81M+ov+53/OaaKSkwcvaGSQJ8D35Aa4/cz6e+g6ORZOYtiRo6KyviGTE6E876wkYguZYipTlep1dKQtD17lkZSnP7WoinrKYXxTi9Mo8isKuF9Oz1tfjQbfGUuxpiJHjM0iZDkU5PixbdvenczLe+rhGIid0YmlpbWJ/zVFeq7g2a95W789Fz8iBHJ+H3OAoPNosoio3xshD3bNl07ZDxG+wsCTUJ+Wkpwtx2nIyYdZtly6ZOI+w97oQUFjorgfa0Rd5TJ835IWY6bByrIO9DZ3YjsyUUEHfsHaJOMyl2mZmiWaOySKq5WyWiSPMEs3UUUypJ0pChtAdk7ViF1XiGD7SfRaWDzhl3GDeTiN5/MTzbS7Wt/axJ9NWSgo6CbJJLidKIZY3wqxQcFAv60NrZ/O714/S1mWia5AybRKmO0EtJASlkQCFYR+lER8Bb/99BnuE7Ou/24npOJRE/Cwrz6El7s4Hru9M9Zm50fOYod7fYf1dy/p2YtkTDfJaxbWkCpehkZ2cvVl5AQ41x9jdEMPn0TIdmjsS1kklh5MZJXxjoLouyov7WsgLeDJ1q1sOt3PmnFyOtlt8/5m9vFbrDkAJGBo5foOali4efPkw3+xOfxjovKNeR+lnXaiwoJj1nqOsf9+qAR508vOuqoyw6UAbjZ1J5uQH6FkS6S16G/TfEyVIHYXM0+p5n/grO7XFHJallOoJznHeYKeYxyJxiBzi5MtY966vy2vOQj5u/iMCyc+Nf+UMbX8feyTQIYO0kEMSHwJJWnoIE+O+1AVoYTIVLScO6ukR97DPQ2NnkoQJPemJUkLacmiOJd1uPGkrU5UBJ280LSvPZU5BkLPnF2S6Si8CHCmprusYtDRtoPe399jGs4N1XKpvZmkgSn55Vd+UlbLjnVge++U2ynP9fW4cpzpn79KVpXzukXqAzNIBwOLS8JRKmlbdWcZAz2xZIURmtqzPo7HzWCc+XfDX/S3o3cX6tgPNsTS6Bq/Vtg953lEnZ+dWus0pu2mKJdm69zB/PGoMuAPXs0v3hUe3u96rZVOSE2BpWRhHSvY0xnFOWAq+VNtMlCAdhJAIykQrCeGnmFZMB5qsAC1OmNXOmxTRTp6Io/cSvaft1XzE/AoR4jzm/Xq/oudIeNFZwcvOCjpkEI+0KROt3GVexk5nDoUhg5qWOE9ur+POP+5mb30HJ1KW50fXhNtwQIIQ4NHAZ+jsa4yzsDhELGXj1bVBd87724k/3BznSFti2InsT+1owHEcqus6+L/tx/jrvhYqUvt5e+sjiEQ7m1r8tLQ0uOFt/Y6THt+fDScmYU/0Duuy8lxm5weI+D3EUjY+Q2f1nDzmFoWmVNK0Er5R0CMUj79+FMtxMg1BpZQgJW1dJhLQNYEuhHuxde8EtneZiCGG4I0pG3/ZFW5H3kQ7TZ1d7DxQi5aKUl/+jn4vzN6VHo50QEq21rSzt6GDA81dzMoNoGuCgKevzbNEM50E8ekCn0cjQheWFMyTR3m39hLv5XkKiFJAjLBI4ek1vvsh+2Jutj7PYnGEX3n/hXmiW9B7uqoIdxOjVhYyRzTxDm0LC0QdSeGlQwapduZSHPbS0JnuzpUTtMZM/nawFY9Gn9e5vDyXSMAgP+gl5POQH/Ti9+gEDI38zt28o/Fe/kX+gH/QfoWs3zFgOkh/qUV7GmIsGWYbMYCddVF21XeSNG1SpusprUu8RLPlRwby8Bse9kQ9J6WsDGTDoeYYW2vaKcvxjaqCaLSsqMhleUUu71heyvqqQopz/FMuaVoJ3wjpLRSlOT5sBxACy5HEUu5Q77cuLCRtSyry/KRtiWXL7t5ukq60zZmVg4cDJ97ZC2N7WX3gx1zfdIe709ePN5ChZ10okEfDkQM4vly2V36M1pzF/V6Yvb1LQ9Oo70jR0JHkhb3NOI5ECIHjuMN3wE1Q9miCY7KIXLoQwu0kousGc7VmNOEQEV2ERIJS0YLo5eVJCXdaH+Jr1o1coL3Oz41/pUgc99IcCVECtDlhmmUEv7CZrTXjCLCFYI5oZJF2lMXiMJ1Ji9a4WznSFEthSYeulMmLe5sx7eO96y5dWUrYZxAJGFQVhajIC5AT8DDXPMi7Yo/R1dFC6ewqLprn44vhP/G509KDNhLonS9XWRhgTuHw2ogBRBNWJjJI225yc4VoJuq4guH1aHQmzX5TVvqzoXcS9qks25wOffrUGt8I6S0Ui0rDbDncjt/QCXl1llfkEk2YfHT9XHferWkTT9l0pS1SloNAUJTjy8yeHYjeuXjzrYOcfuRBojJE6fyqfrP3T6J7Xei+5u41oV55IQONOmyOJelMWaQtB0OHeMqhLprAkRJdk+i6672atmROQZBnWtdxk/YkRtCPP5SH0WyiI0lLN7EvJFIYUmZELy11brc28LhzHldrz/INz714xPF9YlMKGiikkxBbnAXkiRjniJ3YaNh40HGwu3d1L9df5W6xECQcaesinnLTSwxdozNp8dSOBiIBt1nqpStLufXtC/j+s/tpjZv4DIGG4F3GFgoixVhGLgdakuSH8yju8bR6va+DbUaMtI1YxO+ho8ttcGvogrTlUEcRhVoXkE/acsjxG5nhQf3Re+Pki91rfr05FWt+06FPnxK+EdK7JKwo7OesuXnsbYjR0Jli/QmNJ+96oYvTZ+UOWv7VH70/WGV7nsbx5bK8opzisB8IAtC4+Zc87PcOujvYXylPTUucuo5UZlOgp3h/X2M8046psTOJrrlebMCjYesaacvBkW6IcCyawGIuD4gr+HRONaWyCaHrbHFOZ5ldTZg4ujzusXbKALeYn+UleRqf1x/l7/XH++ToORK+ZV/NfVyBoWtYSP6NH9FOGD8mXkzS0uAoRRiaZJ7eiuNIHCFI205mtoYrzA5eXSOetIj4jcym0Hc+vIqndjTwp531FOb4OM2Okg5UoAs36NnXGKd4fn4fT2uoTaaRJrKvqOgeF9CZImDopC2Ljd5zuF78HyLRTlIGOK1IQrJzyOFB1XVRalq7eK2mjaKw2yS2KHzqQs6p3qdPCd8IOVFMisJ+DF1n/QkJnL3Fy2vorF8wsmTTzAcrbkJkrluy1E2T5eXg/t1EF5iD7vqeeGH2Lsz3aPCX3Y3UdyQJGjqW41AW8ZMGCkI+1szN58W9zUghCBk6SIukZbu5fA6URnwcSM7nZx1ers55nSWaRoV1FE3YeLEQuCFug8zjevN29slZ3On5Me/XXwB6VXpIjYOylF/730dICizbAST1oohOcQTToxO3PUgBHpkCXafTV06xx0tbl4XZnZvn1QUpWxI0NHQNEqbDylkRDF3nqR0NmZEBPTeudO1sfFYHKU/keIh5gqc1VDOJkXo+7t+ji+XlEXLmF3C4Oc6eBh/PhT/EJdpmzg5EyS+sOqkRwYn0CHJZjo+O7vEFrx5qyyRfz6Q63dGihG+EjOQuPy53xX7mqNbWNdAVKB+yu8uJF2bPmlDY72FrTTs+j0Zpjo+EadORdKjvSJEXNPBogoMtXXh1rbttlSBlaYS6Z0AsEYd5l7OF0/yHKEodRiZsirQYPuKZ5xbAXmcW15u3EyXET41v8TZte+b3EkhIg0YKOCTLSZqSSEDH1gXCFDzjrON0cYgCpx6hBXEkBESSGqeMx1OraTct1s3LZ2tNO2nboTDkpaY1TpcpSduuiBeF/ThS9gn9em5cewsuZM2xhwDocAIUeRKQTPbxtIbTTGIkf+MT/x7zi8PccuEClpWfD3xoWOeAvoIc9nsy5XZ1HSfnFCr6RwnfCBmv9Y1hJ7Iuu4L2Z7/Ngdo2mk0fRUaKZGcLNVXv6XPYYLM5TlwT2nSwFZ9Hw3YkrXF3aHppjp9Y0qQ1nsa0HExbYjsOHk1w+qw8gj6dfW+8wme5nzXsQrclbgc8iQYIhz571ZvkUjaYX8BHmkeMb7BCO5z5ncTd6EhpPjTbJld0UWkd4GhqQXeLLMEeOZcXZn+SaOOvWW7vwfAIttoreMh+JweYi0fAnoYYcwuDOFLSFjfJC3pJpm1StqShM8Wz1Q2Zpgs99Ny4DgTmIcuvYU7jswSTdcxeuATWfmDCWz6Nx82wtyAX5/gpzvFnxlgq0RseSvhGwVg/vCNJUK6WlTxhXs5a+VfKRSPNsoRH5Ln4UhXMyzl+3HAuyJ4LOZa0EEjqO1II3LbqAUOjts1EFwLDoxHw6oR8XhJph/3NcT4Q2MJnxf9QLJsyYWrvlIDeovekfTafNz9FpWjkPuM/mS2aT7LFEWBIG0fo1DkF3Oz5A3fbl7M/MZdIwGBpeQ5fvekyqusu5X9eOMiBphhISdJyELE0IZ+HsN/DohJX1HYc6yBhWiQth6BXx6sL6qNJogmTS3rtNva+cb3RXknrglu4dGUpJf38PSdryyevLnhhTxOm7Q4sX1gcwuvRp1Q6SbaZtsI3medxjKSR6VM7GugqWMrrgdMyP/M2xTJzMvq7IAd67T0XstEtCj3lZ4VhHwi3zX3E7+kzmzdpWFSkD/Ahfo6QHUgEAomQ9JuNeI91Kf9qX8tZYi//a3yLPBHv83sb3FkbgMAhRpAayijzJLnat43f5K1ieXkk8570CNUXHt2OIx3ygl7WzMvPhLE9w7rPX1zMpoOt5PgNYil3JogQsHpOHnsa4lzey4bh3rhOuXc/zHM1dKTo7B58n0pbbDrQypzCILddumRU55yJTEvhm0ytc/r70I+kkWl/x84tCtFl2n1GU/ZckEO99g3nz+fBlw+zrzFGyKtTEvGhCbe9kt+jkbb7lmhI4FzzZeLJKPm4HmI/g81wpOCb9jXcbb+LS7VX+I7nB/iF2ec8EmiXYRx0TOHBi4mOw0JxlLOc/eQk4yxr2MZWPsj699yQeeyycjdZdrCws8eTzQ0YbsjbPRR+TuHYKgpOpXc/HJ7a0UBlQZCyXF+mSUDY76Ei1z9pbuxTgWkpfJNlAMtAH/qAoWV6wfXQmbTw6uKkAUQDrTOtqMjNFOj3rhVt6kwOuRP5zStPR+CGh2nbIWTorJwV4VXHXRtLmnamDjOWslmpHcbTUwbXj+ilpMEXrJt50lnP9fpTfFV/EL2XOjq43qEtNHQhMfHilSksdLyaxdvYgY1GpwwR0bq4JnY3vpZ5VHNhn9ZfDR0pKAj26+X2eLIp000iT1nurm5vccxGFDDen8WeG6EmjExThd6er2J4TEvhy+Y8jt4M9KE3LbvP/IfOpMXhljiaEHg9eh+RvHhZMc9UNwFuMvOcxmcJJuqYv3AJB3Zcxl1v+vsI61/3tXDOgoI+Qtnfa792/VzueuEgi+Rhzoi9QKD2GOtEIS/kv4V9zKOxI0nCdNA0gWZ1oGFDP+FtVIbYYH6eV+QyvqQ/zCf0J/vk6PV4egjQkeSINNKTi9+MERV+iulCaB50NNJ6PqWFBfjsOLGXfshdefMyr60zaeFIiWnZ1EWtk8LOHk/2r/tayA8anDknF0PXM+I4Vs9rtKJ5tD3BaXoti2v+Qk6qjk5fOXvyL+CN9v4TlIdCzdgYH6ZlydpYW8OPFwPV3Ka65z/0Ln+qyPVTWRA8qe5zT0OcDefPp8o+xPLDD5Ar4lQtWESJniT5/HdZJA/3eUx+0KC6rrPPc/b32peV53LriiQXtPwCu6uNZLCct1Z6+Frhn3l7fiMOgrJcPxcsKaJDBvFin+TsHZWFfMD8Oq/JRXzX8302eI6Lno1bc4sAU3hJCTfE9QhJgSdJcNkleJe+A7+WIoWPmK+UwsICQl4P+HJItx09qVHD3MIQRTl+vvWBVZm8vN6v55tXns5PPrqaC5aUYNr0qbsdS+OHsUzVO91zhFVHHsRnddDpLcVndbDqyIOc7jky5GP7YzqUi00GpqXHN1l24wa7O5+4dvTFX26jINx/Y4Jl5bksy9sOS+b3yucL0mI3cUbsBTYVLss8ZnlFDi/tayWaMId87VVNz8H8OX1yBEn4WFf3N9qW3kCVfYhFrY9TyVE8mOi9HrvTmcON5m104eN+4z9Yrx0fo+wAnQQJksJGx9ZDWJqXDu9syiJBcEz40P0UAtx7CH8iCgH3vYinLeLRVo6kc9l5LMrCkjDFOSf3yRuIgdbkxhIFDBau9nwdyBO81PMK1TKElCG8CDpkCCEtLvW8An22XIbHdCgXmwxMS+GbkA9H/Y5MQ8j+xvz1x0gEeMgQpp8+e55gHv6uviMXfR4P5y0s7Hfjo4ee1vQLG35P0ldCePYK8ku6bfJH0Dvf4Ez/85xX80OCZguG09UnxH3JWcHN5ucIk+BR4xss1Y6XeVkIbDR8wsLES6dRSsqbh+VIyiN+6N7w6Akd8613ckXbT0hGE8RkAN2Mk+tJ8mz4ejqSFltr2lk9J2/MHUDGEiIOJJpvHnPLxgYLn0vsJsT8WexrStCZNMnxGyysmEWx3TSq1wFTv1xsMjAthQ/G+cMxjDF/A9kwXAEeUiT7qeBYnOewOVlyknc32LrVgR0baf7TfxHUJF5pEYrtw9pziGjyHHILSqFuGwsSjazY/xKGk8TTPRCoJ8x93D6X26xPUiWOca9xB2Wi1f2FgBQekloEr2ZjGAYHmEtpYg9+sxXpCaAlIqBDS8m6zHpbY+GFHGiKcaX5e4ppoVkU8jPPB9Ei87mm6WcU2Q0c3VHEJt+51HqruPWiEY5oHO77OwgDiWZH0mJ2fnDwjYvcSooT7RRXFR4/YaIdAqNb41OMD9NW+MaVE9q5Z76e0Mkjc/goFsKHFMkT5i+Q7KBQS7D4ghuorhvYuzuRhk2/IqhJKtIHSXtCeGQaj5XCc/BPcMQLmoeII9Ccjr4LwA78yL6CO+yreYv2Jj8xvkOErsyvbSmIEUCz0yT1MGbpasymNhwjhCEthJPA7kgQK17Kk97LydXd0HHjgQ6SkQvYxgUcbU9QVRSiLLGfq1oewfZF2NdRQEB2cq38HS/nXc0z1RGqisMjvqmNJQoYSDRzA56h+yb283cj2T5kEwLFxKKEbzgMc8wfjC1va1Av9YT5C+RWwuqPUlW2ks8NHnH3Qe88QoHVhKX5sDQfwnGI2HXo0sK2dSzTxOg19hHpitq/WNfxkPNOrtD+xp2eH+PD6vk1jnT75QVIkcJL1ISaFg1fYDa14XIKEofwWZ2kpIcWZrPdmk15yP3o9Qyr6SFlObzVeplWO4ilBwn6HHxGATk5Fm9zNvHHwPJRp4KMNgoYSDSf2tEwdPg8wN9tqGUSxcSihG849BNmDtQzbUJzCHvNXxgW/axL2jmz8TXsxNH9FCRq8dudiO5A1nFSGNBH9BLSy2esv+dpZw0b9Ce4Xf8FmiYzaSqOFBwRxfiEg58UEkEjBURjcYoiJXRpOl1eN8yTjo0nXtcndIz4DZKmOzu3NOInZTnkmvV0eEroStvoQlAQ9JLS/eSk6rKSlgQDi+awwueR/t0UE44SvuEwgnBlsuQQ9lmX1AzY+zRsf4SVgVno6Ua8JE7KZdI5LmgCaJU53GR+kdflAr7uuY/r9T9B9++bPRXk2c3EpEEThZkcvxzRhQc4KouIxNppsgOkLQevR6NYTyAis/uEjlXFQTYdaEMAa+fn05WyaTxcQrmeAC1E2Osh6PO46SC+8nFNSxprQrPaYZ26KOEbDiMIV05pgukgO82Nm3/JkSZJMnGMhemdhEMhgrqfnNadWLpAs4+fpvfmRY+3V+OUcJ15O8dkIT/wfJfL9M2ZY0x0LH8+TjpJe9LASxpTGBiYSMchpgXZGjiXeZ2P4/HkgCeEJ91BwupEO+ujJwiGxfqqAiSQtiXzi8Oce/r1VO25lxbHy+Y6G5Fox0ecjbmXj1ta0niVkqkd1qmJEr7hMsxwZaJyCE/0Tt5b3krVnnv73WmulpU079rJUbuAZekDtAqNVltS5YniFQKPN+D2nkMH6aaXOOgIXDXc7sznxvRtWOg8bHyTNdoeHMBGYEudNqMMz5J3sPtIDe2tzfhTjeTIBDERoFaUUUs5xqzT2GaGqWx4lpxEPXUUsSVwMcXNRZzPMASjKExh9ROcnT7ArkQefzAuQy9cxoZxKjObLGWNiuyghG+cGU74M9IQqz/vZM9ffk5uWYDCfnaaH2y7nCXpAvK1LiJaFzEZwDZt0mYcb04OSHCSbVhSoPd0W+kWvb/Yq/i0+Rny6eR+4z9ZoHfnCTrQhZ+j3ioC7/s2VSvfwgMPPMZl9q+oTxfyZkzH63RRqMU5kHchQZ9BNLiYv0RL8YU1fB6NpGmza1/L8AZPd99o8oH13f/Gk0mzJKHICkr4JoDBvJnRhFj9eSelTiOvNxQTjLYcT4wtDlAcreW12nZigXO5ynyctG3gE+64S9MGvDkkTAshNbyk+zzPI9YFfMX6OEtFDfd676BYRN0NDMDSvGzLuYjNxVei1xVwaWEUvfw0nvd6ODP+Iuv8dXT6ZvFa6DxmdVeS/GV3I073FLR0d4v4vIB3UnhVY1mSmMwtzxTDQwnfKWY0IVZ/3kmLp4S2lib04lLCPg8p02bnwaMsq6pEIDhkzOcJ4yre0fV/nJ7aSlREeENfwflOE6muTrwY2Eh0bKSE71pX8T37Ks7XtvND7/cI6xL0HIRj4giDV4MX8tyCfyLnt2ucAAAcJ0lEQVTH7+nbQKF1Lo3FC/smUHfXjT6yuYak6eDV3YHeaVuStmzePNa3xjUbQjLaJYnJ1PJMMXqmZZOCycxohoX313Thd6k1FHoSREQcgSQi4uSKOBs7SvlncRf/1Xort7TdCRLuC9zARm01oUguzDuPDhFB6DpdRhHHgsv5LF/ke/ZVXKW/wN2+7xL26qDrYJuARoeWx/by9w/YQKF3s4UeAVhWnkth2IeuCRzA0DVm5wXwez109HotY2kAMBZ6liT6s30wxtLsQDF5UB7fqaJ7B/b6ph00tZRQW3oxLeFFwNAhVn/eyevmbOZXXstbUi9n2h01hs9gYd3vWEgtSdmBTyaZnaxlFa/wq8JPEXz/TVCeS0ftNdjxADaCr3a+n43pKq73/YV/Eg9i+AIQKoFUO5hdECrmd4GPEfLqnFlz10mtlQYL6yvy/Fi2g9/QM/39TNshN3D8Y/fQy4c50BQjbTtE/AYLS0J9hGQiPcHR7MiqtcHpgfL4TgU9OXWJdkpnV6Glopxe+wAFnXuG1VaoP+/krQsLiUaWsnHOBp5e9HU2ztlApHMvJXYDvnQHOVoSDw46NsW0siF5N8tELdTvYJ7eRCrRxT+0fYhX0vP4QvApbvI9C5FSmH8+eAwIFcPK98MHH0ArWjSq1krLy3NZWpaD39DpTFn4DZ2lZTks7xab6rooL+5rQUpJjs9D0rTZcridlGXx5rHseIJDMVlaninGhvL4Jpjquijtv78PK27iCdksLNFYXlVJ7bE6yuqepnXxp4eV9Hqid1JdF+WJPz7DGcm/UmQ30qyXUNi5mzwnCo6J5thomgZ4QDroiSZ4/k4w/DSGlnNTag3NTojv+n7MWz378Ydz8b/9n2Hl+0567rNTD7MzZtAREwSNJGG/n2Dv1koD5BP2zJFdVh4hZVnsPNbJa7VRQj5PZl3vDOMI67v+RhlNNOslvKivZ+ex+fgMfegGAFlgsrQ8U4yNMXl8Qog7hRC7hBDbhRC/EULkDf2omUPP+pU/fhQ9kEuq26MBWL1oLpfMMk9qqDlclolaNhhPUmYdJRCr4bT2P7PM2YVhJ9y1OSHIdAUVmvuv5m9sSVdy1e4LSWghfjHnt1xR3ER+eRWBD97dr+hV10VprzuIP5RH0NBJmDYtsTTlJcWU2E19vNk++YT1OzKeqmnZvLTP7eJyzoICvB7d9eYOvcZ14gn8dicNspCgHeN9iV+T37l3eA0AssBo1wYVk4uxenxPA1+SUlpCiP8EvgTcPnazpgc9C+HJ0Cz8VgfCiACwrzFOcXmy31rffunPo6p+gjyfRp52BPL94KmAWANOqgMpLXfarQ2akGhCB2+YPyWXcuv2VZT7Te5bfZB5oSUgF0HH0QGTs5/a0cAZgXJKRZy8sGt/yrSJdbRB2fwhO9csK8+lKMfP25eW9EkdAVhe+zymP0IkL0xrV5p2K4gtJNfmbuON8nMnbYt1Va0x9RmT8Ekp/9Tr243A+8dmztSnd2rGm8eirJqdy96CC1lz7CEApB7CirdC0hhea6Idj8OLd7peXLAQrLTrUaU6XO/K4wfDXWyPewtJiyhh2tGwkTikpI4tDX6WOJ//SF7JaTkx7llTS6G3u2ZtgGYLPRxtT1BQchFr6x4GIKWHySGO3dXuCvDGHw7ZuWagDYEKmmmXpfg1waw8t6Y3aRqclRdn1gwKKVVe4KlnPDc3bgT+MI7nm3KcmJrh1TU2H2xjl6zk1YprSXkiBBL1eEIFQzYxBVxP74U73ELaYCFYKWjcCY4NySh0tYDH5x6bimG3HETDplUroJF8OggRl0G+aV3DN5PvZ0Ggix/P+TOFdgtIxxXOZLeADcCsvADxtI2p+ZkV3UpV64vYZorqede59udWuuLZmxPEdKANAT1/DmvLdXyGTixl4TN01pbr5JdXzZiQMlvpPDOdIT0+IcQzQFk/v/qKlPK33cd8BbCAhwc5zwZgA8CcOXNGZexk58Tk5JWzIry8v5U3j3VQuHghB/R5RMNuh2TK+rmATwxpY43gWK7oCZHx7Gja7aaaxJuhq9UNNRMtYJm0yDzSeoAmEeGIU8jvzLW87Czn8uCb/F1xPZu1M3lPIDrs3nDvLW+l+Y2HSHhz2Z9/HlqqEy0d5a2LujsKD6NzzUAbAqVnv5/CPfeyvjwP/Pndj+3MCPFMCClVzXB2GFL4pJQXD/Z7IcT1wLuBi6SU/UxdzZznLuAugDVr1gx43FTmxJCuKOzn7Kp8ttV2UBdNDt62qGeTwLYgdgwO/hVi9a5Hl+yAcAn4wu7/2w+DL8dNOYk3dH8foU0rACmo8S7kaJfBz8zz2OtUcInxOteUt+CzY+Q2/gUu+udh94eranqO3Dmz2BP1EEua5ATyWFAWprDpOeAtULaSA4tvoGHTr9A738DOmU3p2TdQ1ev8A9UvV5XnQlF4RjfpVHmB2WFMa3xCiEuB24C3SSm7hjp+ujDQmkx/9Z8+j4d3LC/lc+9YPMRJn3BFr3kX2DaYcUBAOuGGutFaCBRCtMbtHRUshHSnu/Yn3dA3pGkcogJvqpUH0x/gsCzho8azLPDHEFqETjtEJMiALfP7JVpLYcEs1hf2WhWRTmYNr7ou6s72Lb6BnMpub+5Nkw2FfRsRDOi9zfAmnWpObnYY667u/wA+4Gnhpk5slFLePGarJjGD1Wr2F9IFW3dxTeF2eLwJcis5UHwhv60rwK57g3PNl1kaiJJfXgX1290QUfdBshF0A/y5kGgD3QtIaDvoipw3AvEm0HRXhHBTVzTdwEjFuS29gU4Z4HvG91miN7BfX0HKDJG0HFbMKe23Zf6ADNF9eqJCtZmy4K/yArPDWHd1F46XIVOFwS70z71jcZ+Q7nTPEd5uP86RYwFeN32EavdB8lXKiy/gtNjfsEyT5uYGAo1b8aejoHmgYL67iaF7Xc8ukA922hU4TQdfAaRj4DggdBAeEBI0nV1mCZ9MfRqfMLkrcjdzaMM0NebKI7QZs1gxK0KxnhzZhK8h1vAmIlSbSY0AhmpjNlNuAKeaaV25MeoPzSCdjYe60HuHdI1P/JrqmIH0hQj7NQ63WHhNP+uafknSX0q5eZA0Bk12DpV+CdEj0Bl0Rc9KuScPFbshrS8XUlHwhnGSUSwp0GQSW3jwaDp/MC7h87G/Y7bWwo/8P6QluJx2XwlL0jvx6ymYnz+6CV9DdJ+eiFBtpi34D7QMMJNuAKeaaSt8o/7QDDFDdyQXemPtPqS3CJ+hA+BIiekJ4U82YWgaluZDCi9p24H8Ukh3QboDPEFAujaAW3WBAxWrSTbsJo0fr0yh4yCA75p/x/fi72atcZD/LfkNeeFSmLfcfWyLDp3H3CTl0W4eDLIONxGhmlrwd5lpN4BTybQVvlF/aIaoRBjJhX5UFlGkJUjjPrfXo+EzY3Q6AWYnDiDRMYVBysgHqzvMDeRB2elQt9318Py5bs5euByKFvJ6PRRgUcEx4uTyLevD/Nw8n7cbb/LDBa/ib2+GnLVuaJzscMPjy+6YsA2EiRi4oxb8XdQNYOKYtsI36g/NEDN0R3KhN1S8k9LaB/AJt+KhwpeCeB1pLYCQEkc6CGFRZDdAIh9mnQWFC+DCL/U9UbcX2tLSwK4OLwXGMprtYr6VuoKt5jz+zvcq14VfwT/3rbDmI9BUfUrTQ8Y7304t+LuoG8DEMW2Fb9QfmmHM0B3uhb72LW/liWiStcm/UpRqoNkowQmWgd9PTcJPVWIHHhw0xwDpblD0W0XRvc6258n7mO1po4ZZfCP9AZpND+W5fvaH385zS6/mjAt7UmZObjYwlVBjG13UDWDimLbCN+oPzQhm6A7FsvJcuORintpxWuYCvr7pTvLDQTiSgFCVW3Ob7oJkGyy+bGDvrGwlj0U+Sjpo8dSORkzbYUFRiJBPpz1hDdrPbyoyE6o2hkLdACaOaSt8o/7QjGCG7oD02hVepvtYBmCkwFMJOWGo23a8uUAwH8yk+7imagbz1ry6xpPbm5BIlpbldKfvCc5bWKguhmmKugFMDNNW+GAMH5qxVBP03hXWDDj0ovvzuee6IXTHUbcULVzqhrdWCuwUzFozaGLxX/c285vXjwLwrpXlzCkMZrzYa9fPHZ2tCsUMRbWeH2967wrXvQ6pmNtIYP+zbiJy/ny6jHyOdaQ42tBIbUzSWrDK9QAHaA/1m9eOcP29rzC3IMhPPrqaeUWhad2xRKGYaKa1xzdhDJLgnNkVjjVC2yG3usJOQSwG1U/QmbuEVHsTebILqem0pzUOHKlHK0uSd8I6opSSHz2/nzue2s36qkJ+8rGziPgNzl9ccupfs0IxjVAe30gZpNU6cLw/XfNutwTNjLvlZboXbJNA3csEZYy4txgHD4Xpo8xN7eYF1vQJr21H8rXf7uCOp3bznlUV3HfjWiJ+YwCjFArFSFDCN1J6h7JCc7/689yfg+v9JdvdXnmI7iYCEjwBcEwEDlIYJL15tAfn0Bach2lE8LXvzjxFIm1z80NbeGhjDZ98WxX//aEz8Hn0rLxchWI6okLdkTJEgnNmV/gPt0FnHRghd20v3QG2hYOO06sboSW8eMwOZolmAFrjaT5+/2Zer23n/71nBdedM29gWwYLuRUTh3rfpzzK4xspQ7Va77ko/LmABo7pNg315YHmQRcCKSW27YCUCCtFCoOSyoXUtHRx1Y/+xs5jHfzomtVDi95gIbdiYlDv+7RACd9I6QllE+0nz63ofVGUrnRbSllpMBOgeyBSgaYbBD0SL2mcdIKAjFNQOou6yvdw5Y9eoq0rzcM3nc2lK8sHt2OokFsxMaj3fVqgQt3hcGJos/gyOPg87O6erTR7rfv1xAYHvjAULAAz5v7cH4HS0/A07aTCowM6zD6H54o+wqcea6Iw7OW+G9axsCQ8tE1DhdyKiUG979OC6S18I12L6e94OLlN1bafAcJNSvZHoOUA/HqD20Ulbw4UL3VnZPgjx729pZe750q0Q+myTCOCRzbX8OXf7GBpWQ733rCWkhx//7adyDBqihUTgHrfpwXTN9Qd6VrMQMdvvvvk0Cbe7LZ+7/l/8y7cdsm4F0HtJjePr2gJpDrdVJYTwmIpJd95eg+3P/YG5y4s4pFPrh++6MHgIbdi4lDv+7Rg+grfSNdiBjr+yGbXc+uNnTreIbl5tzsnwx9xqy8EgICmXa7gBYvcORk7fgUNb8DiyzCLl3P7Y9v57rN7+cBZs7n7ujWEfSN0vnt2jwN5bhlcIG94s3oVY0O979OC6RvqjnQtZqDjwfXieoc2tu3e5Xc96X74had7CFAQSldAVxN01oO91N3dzV+V6fQSr/4Tn3oxh+cPJ/mHixbxuYsX0T2oaeTM8AllWUO971Oe6St8I12LGej42WtdkYPj63mpqDsFzbYgHXebDRgB8IahZR+ULId557uP0b2ZczZpRdy4+0x2xhP8+5Wnc/W66TlYXaGY7EzfUHekazEDHb/2431Dm1idu6mx8GJ3t9bjB01zO7EE8nHD3Gr3fNHajNe4P+7jyk0L2NcV5H8Xv6pET6HIItPX4xtpX72hju/5+vin3JBYaO4aYG6l6/V11rkbGYGIm6xctjLjRW5JVXDT1nloAn6xahurSnyn5j1QKBT9Mn2FbzRlRcNZu+kdEvsjbhNRzQNFi2DeeX3D5WVX8Mcnf8k/7J9Pud/i/hXbmCvqYdmt4/MaFQrFqJieoe5ElhX1DokLF7mt41Md7v9PCKcfPBjmln3rWJaT5LFlLzC3wK92ABWKScD09PiGGBE5Jk4Mieed5/7cTkGgDFZ/FKdkBXf8YRc/fn4/Fy8r4ftXrybg/eDYnlehUIwb01P4JrqsaJCQOG053Pbo6zz++jE+cvYcvvGeFXj06elYKxRTlekpfFkqK+pImtzy0BZe2tfCP16yhE9dsGD0OXoKhWLCmJ6uSBbKiuqjST7445fZdKCV//rAKj594UIlegrFJGV6Ct8pLiva09DJlT98idrWLu65fi1XnaUGPisUk5npGerCKSsr2nighU888Cp+Q+fRm9ezokJNPFMoJjvTV/hOAU9sO8YXHt1GZUGA+29cx+z8YLZNUigUw2BcQl0hxBeEEFIIUTQe55sK/PTFA9z689dYVZnLY7eco0RPoZhCjNnjE0JUAu8EasZuzuTHcST/+mQ197x0kMtWlvGdD52B31AT0BSKqcR4eHzfAW4D5FAHTnWSps3f/3wr97x0kBvOnccPPrJaiZ5CMQUZk8cnhHgvcFRKuS0rqRuncMxfe1eaDQ9s4ZVDrXz18mXcdF7VhDyPQqGYeIYUPiHEM0BZP7/6CvBl3DB3SIQQG4ANAHPmjENLpp563N6zMP72/QlJWznS1sX1926mpqWL7199JlesqhjX8ysUilPLkMInpby4v58LIU4D5gM93t5sYKsQYp2Usr6f89wF3AWwZs2asYfFE1mP24s3j0W54d7NJEyb+29cx/oFheN2boVCkR1GHepKKd8ASnq+F0IcAtZIKZvHwa6hOQVj/l7c28QtD20lx+/hsVvOYXFpzridW6FQZI+pW7mRW+nW3/ZmHOtxf731CDfcu5nZ+QF+86lzlegpFNOIcRM+KeW8U+btwYTV40op+cFz+/j8o9tYN7+AR29eT1nuCMY+KhSKSc/U9fgmoB7XdiRf++0O7vzjbt57RgX33bCOiN8YR6MVCsVkYGqXrI1jPW4ibXPrz1/jmeoGbn7bAm67ZAmaprqrKBTTkaktfONEazzNx+/fzOu17XzjvSv42Pp52TZJoVBMIDNe+A63xLn+3s0ca0/wo2vO4tKV/aUsKhSK6cSMFr5tte18/P7NWI7kZ584m7PmFmTbJIVCcQqYscL3510NfPrh1ygMe7n/xnUsKA5n2ySFQnGKmJHC94tXavjK4ztYVp7DPdevpSRHpasoFDOJGSV8Ukq+88xevvfsXs5fXMwPr1lN2Dej3gKFQsEMEj7Tdvjyr9/gl1uO8IGzZvPNK0/DUGMfFYoZyYwQvnjK4lMPb+X5PU185qJFfPbiRWoCmkIxg5n2wtfYmeTG+zZTXdfJf1x5Gh9eNw4tsRQKxZRmWgvf/qYY193zCi2xND/92BouXFoy9IMUCsW0Z9oK35bDrXz8/lfRheAXG97Cqsq8bJukUCgmCdNS+J7aUc9nfvEaFXkB7rthLXMLQ9k2SaFQTCKmnfA98PIhvv67N1k1O4+7r1tDYdiXbZMUCsUkY9oIn+NI7vjjbn78/H4uXlbK968+k4BXTUBTKBQnMy2EL2053ParbTz++jGuOXsO/+89K/CoHD2FQjEAU174OpImNz+4hb/tb+EfL1nCpy5YoHL0FArFoExp4auPJrn+3lfY1xjj2x9cxZWrZ2fbJIVCMQWYssK3p6GT6+55hc6kxb03rOW8RcXZNkmhUEwRpqTwbTzQwiceeJWAofPIJ9/CiorcbJukUCimEFNO+J7YdowvPLqNOYVB7rthLbPzg9k2SaFQTDGmjPBJKfnpiwf5t99Xs25eAXd97Czygt5sm6VQKKYgU0L4bEfyr0/u5N6XDvGu08r49gfPwG+oHD2FQjE6Jr3wJU2bzz3yOn/YUc8N587ja5cvV2MfFQrFmJjUwtfeleYTD7zK5kNtfPXyZdx0XlW2TVIoFNOASSt8R9q6uP7ezdS0dPE/HzmTd59ekW2TFArFNGFSCt+bx6Jcf+9mUqbNAx9fx1uqCrNtkkKhmEZMOuF7cW8TNz+4hdyAwcO3nMPi0pxsm6RQKKYZk0r4HttyhNsf287CkjD33bCOslw19lGhUIw/k0L4pJT88C/7ufOPuzl3YSE/uvYsIn4j22YpFIppStaFz7Idvv67N3l4Uw3vO6OCO96/Cq9HtZRSKBQTR1aFL5G2ufXnW3mmupFbLljAP75zicrRUygUE86YXSshxK1CiF1CiDeFEHcM93EtsRRX/+9Gnt3VyDfeu4LbL12qRE+hUJwSxuTxCSEuBN4LrJJSpoQQw5rfmLYcrvrR36iLJvnxtWdxyYqysZihUCgUI2Ksoe4twH9IKVMAUsrG4Txof1MMLWHys0+czVlzC8ZogkKhUIyMsYa6i4HzhBCbhBDPCyHWDnSgEGKDEOJVIcSr0nF47JZzlOgpFIqsMKTHJ4R4BugvFv1K9+MLgLcAa4FHhRBVUkp54sFSyruAuwDOWH2WXFAcHovdCoVCMWqGFD4p5cUD/U4IcQvw626he0UI4QBFQNOgT6o2MRQKRRYZa6j7OHAhgBBiMeAFmsdqlEKhUEwkY93cuAe4RwixA0gD1/UX5ioUCsVkYkzCJ6VMA9eOky0KhUJxSlC1YQqFYsahhE+hUMw4lPApFIoZhxI+hUIx41DCp1AoZhxK+BQKxYxDCZ9CoZhxiGzkGwshOoHdp/yJx04RU7cyZaraPlXthqlr+1S1G2CJlHLICWXZ6sC8W0q5JkvPPWqEEK9ORbth6to+Ve2GqWv7VLUbXNuHc5wKdRUKxYxDCZ9CoZhxZEv47srS846VqWo3TF3bp6rdMHVtn6p2wzBtz8rmhkKhUGQTFeoqFIoZR1aFb7SjKScDQogvCCGkEKIo27YMFyHEnd3v93YhxG+EEHnZtmkwhBCXCiF2CyH2CSH+Kdv2DBchRKUQ4jkhxM7uz/Znsm3TSBBC6EKI14QQ/5dtW0aCECJPCPGr7s94tRBi/UDHZk34ThhNuQL4VrZsGSlCiErgnUBNtm0ZIU8DK6WUpwN7gC9l2Z4BEULowA+Ay4DlwNVCiOXZtWrYWMAXpJTLcefRfHoK2Q7wGaA620aMgu8CT0kplwKrGOQ1ZNPjG9VoyknCd4DbgCm1QCql/JOU0ur+diMwO5v2DME6YJ+U8kB3w9tf4N4oJz1Syjop5dbu/3fiXoCzsmvV8BBCzAYuB36abVtGghAiFzgfuBvcJslSyvaBjs+m8A17NOVkQgjxXuColHJbtm0ZIzcCf8i2EYMwC6jt9f0Rpoh49EYIMQ84E9iUXUuGzX/j3tSdbBsyQubjDjm7tztM/6kQIjTQwRNauTFeoylPNUPY/WXcMHdSMpjtUsrfdh/zFdxw7OFTadtMQwgRBh4DPiul7Mi2PUMhhHg30Cil3CKEuCDb9owQD7AauFVKuUkI8V3gn4CvDXTwhDERoylPBQPZLYQ4DffOsk0IAW6ouFUIsU5KWX8KTRyQwd5zACHE9cC7gYsmw01mEI4Clb2+n939symBEMLAFb2HpZS/zrY9w+Rc4D1CiHcBfiAihHhISjkV5uocAY5IKXs861/hCl+/ZDPUnXKjKaWUb0gpS6SU86SU83Df7NWTRfSGQghxKW4Y8x4pZVe27RmCzcAiIcR8IYQX+DDwuyzbNCyEe1e8G6iWUn472/YMFynll6SUs7s/2x8G/jxFRI/ua7BWCLGk+0cXATsHOj5bTQpAjabMBv8D+ICnuz3WjVLKm7NrUv9IKS0hxN8DfwR04B4p5ZtZNmu4nAt8FHhDCPF698++LKX8fRZtmgncCjzcfaM8ANww0IGqckOhUMw4VOWGQqGYcSjhUygUMw4lfAqFYsahhE+hUMw4lPApFIoZhxI+hUIx41DCp1AoZhxK+BQKxYzj/weKg4kiT3huMgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "pk82Tz5ieFHC", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "outputId": "4583718a-0725-4197-f911-d46eb5c04157" }, "source": [ "print(rf.feature_importances_)" ], "execution_count": 4, "outputs": [ { "output_type": "stream", "text": [ "[0.03665598 0.24377962 0.35179661 0.36776779]\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "ilLeQvtMjnAJ", "colab_type": "code", "colab": {} }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }