{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature Importance" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import data_describe as dd\n", "\n", "from sklearn.naive_bayes import GaussianNB" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": " mean radius mean texture mean perimeter mean area mean smoothness \\\n0 17.99 10.38 122.8 1001.0 0.1184 \n\n mean compactness mean concavity mean concave points mean symmetry \\\n0 0.2776 0.3001 0.1471 0.2419 \n\n mean fractal dimension ... worst texture worst perimeter worst area \\\n0 0.07871 ... 17.33 184.6 2019.0 \n\n worst smoothness worst compactness worst concavity worst concave points \\\n0 0.1622 0.6656 0.7119 0.2654 \n\n worst symmetry worst fractal dimension target \n0 0.4601 0.1189 0 \n\n[1 rows x 31 columns]", "text/html": "
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mean radiusmean texturemean perimetermean areamean smoothnessmean compactnessmean concavitymean concave pointsmean symmetrymean fractal dimension...worst textureworst perimeterworst areaworst smoothnessworst compactnessworst concavityworst concave pointsworst symmetryworst fractal dimensiontarget
017.9910.38122.81001.00.11840.27760.30010.14710.24190.07871...17.33184.62019.00.16220.66560.71190.26540.46010.11890
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1 rows × 31 columns

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" }, "metadata": {}, "execution_count": 3 } ], "source": [ "from sklearn.datasets import load_breast_cancer\n", "data = load_breast_cancer()\n", "df = pd.DataFrame(data.data, columns=list(data.feature_names))\n", "df['target'] = data.target\n", "df.head(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Default\n", "Pass in the data frame and the column name of the response variable" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "Text(0.5, 1.0, 'Feature Importance')" }, "metadata": {}, "execution_count": 4 }, { "output_type": "display_data", "data": { "text/plain": "
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6/sBy22uAU6lW69fFi0C/Un4E2FHS8DJHT0n7lvKHge2BQ4Crylad5v0BnpD0TklbAB9aj+uJiIiIiG4qyX/H+QrQE1gsaWk5BvgOcLqk+6m2/LzcQv+WjAeuKduCegDHU72QuwhYCBwkaQfgUuCjtn8FfAv4t9J/HPDLtS/8AhcCtwJ3U7YMreP1REREREQ3JTvbtKNj9N2mvwcNG9HZYURERGxU99/1i84OIaJNkubZbmpen5X/iIiIiIgGkRd+o8PsveceWQ2JiIiI6MKy8h8RERER0SCS/EdERERENIhs+4kO8/Cvf8PwDxzf2WFEREQDue+XN3Z2CBHdSlb+IyIiIiIaRJL/iIiIiIgG0TDJv6SRkvbp7Dg6i6SLJR3ZRptDJR20qWKKiIiIiE1rs0v+JfVo4dRIoGGTf9tfsn1nG80OBZL8R0RERGymukzyL+kCSWNK+UpJd5fyEZImlPJJkpZIWirpspq+L5WV7dnAcEmXSnpQ0mJJV5TV7GOAyyUtlDSw2dxvlvQzSYvKz0Gl/tNlrqWSzit1AyQ9JOn7kpZJmiJpq3LuHZLuLGPMlzRQUl9Jd5XjJZKOLW0vk/TJmhgukvSZUj5f0pwS/5dbuF8vSfp6GfcuSTuW+sGS7i99fybpr0r9eEnHl/Ljkr5cE9PekgYAZwOfKvfoYEknlGtfJGnGBv2CIyIiIqLTdZnkH5gBHFzKTUBfST2BEcBMSbsAlwGHA4OBYZJGlvZ9gKW2DwQeBD4E7Gt7P+CrtmcBk4DzbQ+2/Ztmc18FTLe9P/BuYJmkocAZwIHAe4CzJA0p7fcAvm17X+A54LhSP7HU70+1gr4cWAl8yPa7gcOAr0sScD1wYk0M/wDcIOmoMv4B5TqHSjqkzv3qA8wv404H/qXU/wj453LtS2rqm3u69P0uMNb248A1wJXlHs0EvgS8v1zPMS2MExERERHdRFdK/udRJbr9gFeB+6geAg4GZgLDgGm2n7K9iirRXpsUrwZuKuUXqBLuayV9GHilHXMfTpUEY3u17eepHjp+Zvtl2y8BP+XPDyeP2V5YE/eAEveutn9Wxllp+xVAwL9KWgzcCewKvNn2AmAnSbtI2h941vZ/A0eVnwXAfGBvqoeB5tYAPynlCcAISf2BbW1PL/U/rLlHzf20Nv4W2twLjJd0FlB3O5Wk0ZLmSpr7+muvtjBMRERERHQFXeZ7/m2/LulxqtX2WcBiqpXygcBDwJ6tdF9pe3UZZ5WkA4AjgH8EzqFK7teVWjlXm+WuBrZqpf3JwI7A0Jpr7F3O3QgcD7yF6pOAtfN+zfb31jFer2P7tdewmhb+O7B9tqQDgaOBhZIG2/5TszbjgHEAffv/1brGEBERERGbUFda+Ydq68/Y8u9Mqj3oC20bmA28T9IO5aXek6i2u7yBpL5Af9u3AedRbZ0BeBHo18K8dwGfKP17SNqmxDBS0taS+lBtJZrZUuC2XwB+v3YrkqRekrYG+gNPlsT/MOBtNd2up3pAOZ7qQQBgMnBmuQ4k7SpppzpTblH6AXwEuKd8YvGspLWfUJxKnXvUijfcI0kDbc+2/SXgaWC3dRgrIiIiIrqYrpb8zwR2Bu6z/QTV9p2ZALaXA58FpgKLqPa731JnjH7ArWWbzXTgU6X+euB8SQuav/AL/BNwmKQlVNtg9rU9HxgPPED14HFt2arTmlOBMWXuWVQr+hOBJklzqT4FeHhtY9vLSrx/KNeH7SnAfwL3lXhupP5Dy8vAvpLmUX2ycXGpP53qxebFVA8+F9fp25KfAx9a+8JvGWeJpKVUD0OL1mGsiIiIiOhiVC2qR3cj6SXbfTs7jlp9+/+V33XQEZ0dRkRENJD7fnlj240iGpCkebabmtd3tZX/iIiIiIjYSLrMC7+xbrraqj/A3nsMzApMRERERBeWlf+IiIiIiAaR5D8iIiIiokFk2090mIf/6zHee8wpnR1GRMR6u3fShM4OISJio8rKf0REREREg0jyHxERERHRIJL8R0REREQ0iCT/3ZikkZL26ew4IiIiIqJ7SPLfDUjq0cKpkcB6J/+S8sJ3RERERANJ8r8RSbpA0phSvlLS3aV8hKQJpXySpCWSlkq6rKbvS5IuljQbGC7pUkkPSlos6QpJBwHHAJdLWihpYLO5PyhptqQFku6U9OZSf5GkcZKmAD+S1EPS5ZLmlLE/Xtr1lXSXpPklvmM3xT2LiIiIiI0nK78b1wzgM8BVQBPQS1JPYAQwU9IuwGXAUOBZYIqkkbZvBvoAS21/SdJ2wA+AvW1b0ra2n5M0CbjVdr0/q3sP8J7S/mPABSUWynwjbK+QNBp43vYwSb2Ae8uDwe+AD9l+QdIOwP2SJtl27SSl/2iAN221dQfdtoiIiIjYGLLyv3HNA4ZK6ge8CtxH9RBwMDATGAZMs/2U7VXAROCQ0nc1cFMpvwCsBK6V9GHglXbM/VZgsqQlwPnAvjXnJtleUcpHAadJWgjMBrYH9gAE/KukxcCdwK7Am5tPYnuc7SbbTT3f1LsdYUVEREREZ0nyvxHZfh14HDgDmEWV8B8GDAQeokqwW7LS9uoyzirgAKqHgZHA7e2Y/mrgW7bfBXwcqM3MX64pCzjX9uDy83bbU4CTgR2BobYHA080GyMiIiIiupkk/xvfDGBs+XcmcDawsGyfmQ28T9IO5aXek4DpzQeQ1Bfob/s24DxgcDn1ItCvhXn7A38o5dNbiW8y8ImyHQlJe0rqU/o/aft1SYcBb2vvBUdERERE15Tkf+ObCewM3Gf7CartOzMBbC8HPgtMBRYB823fUmeMfsCtZQvOdOBTpf564PzyUu/AZn0uAm6QNBN4upX4rgUeBOZLWgp8j+pdkIlAk6S5VJ8CPLxOVx0RERERXY6avb8Zsd76bru99z/kA50dRkTEert30oTODiEiokNImme7qXl9vu0nOsze73h7/scZERER0YVl209ERERERINI8h8RERER0SCS/EdERERENIjs+Y8O8/BvfsuI4z7W2WFERKy3e266trNDiIjYqLLyHxERERHRIJL8R0REREQ0iCT/DULStZL2aaPNyLbaRERERET3leS/Qdj+mO0H22g2EkjyHxEREbGZ6hLJv6QBkh4uq9NLJU2UdKSkeyX9WtIBpV0fSddJmiNpgaRja/rPlDS//BxU6g+VNE3SjWX8iZJUZ/53SLpT0qLSf6Aql5d4lkg6sa0xJQ2TNKuM84Ckfq3E9hNJf1cTw3hJx0nqUeadI2mxpI+3cr9+WNrcKGnrcu6Icm+WlHvVq9RPk9RUyi9JuqTEeb+kN5e4jgEul7Sw3IMxkh4sc1zfkb/ziIiIiNj0ukTyX7wD+DdgP2Bv4CPACGAs8LnS5vPA3baHAYdRJap9gCeBv7H9buBE4KqacYcA51GtaP818N46c08Evm17f+AgYDnwYWAwsD9wZJlr55bGlPQm4CfAP5VxjgRWtBLb9eWY0vcI4Dbgo8Dz5RqHAWdJenudmPcCxtneD3gB+KSk3sB44ETb76L6NqdP1OnbB7i/xDkDOMv2LGAScL7twbZ/A1wIDClznF1nHCSNljRX0txVr66o1yQiIiIiuoiulPw/ZnuJ7TXAMuAu2waWAANKm6OACyUtBKYBvYHdgZ7A9yUtAW7gjVtXHrD9+zLuwpqxAJDUD9jV9s8AbK+0/QrVg8ePba+2/QQwnSoZb2nMvYDltueUcV6wvaqV2H4JHF5W5j8AzLC9olzjaeUaZwPbA3vUuV+/s31vKU8o8e5V7uOvSv0PgUPq9H0NuLWU5zW/JzUWAxMlnQKsqtfA9jjbTbabtuy1VQvDRERERERX0JW+5//VmvKamuM1/DlOAcfZfqS2o6SLgCeoVum3AFa2MO5q/vKa/2IbUBv1LY0pwHXafqpebLZXSpoGvJ/qE4Af18x7ru3JrcxPnbncRsy1Xi8PVrXx13M01cPDMcAXJe1bHmgiIiIiohvqSiv/7TEZOLdmj/2QUt+fatV9DXAq0KO9A9p+Afi9pJFlzF5l//wM4MSyB39HqiT4gVaGehjYRdKwMk4/SVu2Edv1wBnAweXa1l7jJyT1LOPsWbY2Nbe7pOGlfBJwT4lhgKR3lPpTqT6xaK8XgX5l3i2A3WxPBS4AtgX6rsNYEREREdHFdLfk/ytU22gWS1pajgG+A5wu6X5gT+DldRz3VGCMpMXALOAtwM+otr0sAu4GLrD9Py0NYPs1qhX8qyUtAu6g2pbUWmxTqB4q7iz9Aa4FHgTml2v8HvVX5h8q4y4GtgO+a3sl1cPEDWWb0RrgmnW4D9cD50taQLXVaEIZZwFwpe3n1mGsiIiIiOhi9OfdH9FdSBoA3Gp7UCeH8gZ9/2pHDz782M4OIyJivd1z07WdHUJERIeQNM92U/P67rbyHxERERER6ykr/9FhmpqaPHfu3M4OIyIiIqLhZeU/IiIiIqLBJfmPiIiIiGgQXel7/qObe+TR/+bgfzyns8OI6BJmXv+tzg4hIiLiL2TlPyIiIiKiQST5j4iIiIhoEEn+IyIiIiIaRJL/LkZSj00wx5bNjts1pyr5byYiIiKim0oitwlJulnSPEnLJI2uqX9J0sWSZgPDJQ2VNL20nSxp59LuLElzJC2SdJOkrevM0UfSdaXdAknHlvpRkm6Q9HNgiqRDJU2V9J/AktLm05KWlp/zSt0ASQ9J+g4wH9hto9+oiIiIiNgokvxvWmfaHgo0AWMkbV/q+wBLbR8IzAauBo4vba8DLintfmp7mO39gYeAj9aZ4/PA3baHAYcBl0vqU84NB063fXg5PgD4vO19JA0FzgAOBN4DnCVpSGm3F/Aj20Ns/7YjbkREREREbHr5qs9Na4ykD5XybsAewJ+A1cBNpX4vYBBwhySAHsDycm6QpK8C2wJ9gcl15jgKOEbS2HLcG9i9lO+w/UxN2wdsP1bKI4Cf2X4ZQNJPgYOBScBvbd9f74LKJxijAXpt3bfNGxARERERnSfJ/yYi6VDgSGC47VckTaNKzAFW2l69timwzPbwOsOMB0baXiRpFHBovamA42w/0mz+A4GXm7WtPVYr4Tfv979sjwPGAfTbbie3MkZEREREdLJs+9l0+gPPlsR/b6qtNfU8AuwoaTiApJ6S9i3n+gHLJfUETm6h/2TgXJWPDWq27rRlBjBS0tZlm9CHgJnt7BsRERER3UCS/03ndmBLSYuBrwB1t9HYfg04HrhM0iJgIXBQOf1FqncC7gAebmGerwA9gcWSlpbjNtmeT/XJwgNljmttL2hP34iIiIjoHmRnp0Z0jH7b7eTBR/1DZ4cR0SXMvP5bnR1CREQ0MEnzbDc1r8/Kf0REREREg8gLv9Fh9vrr3bPaGREREdGFZeU/IiIiIqJBJPmPiIiIiGgQ2fYTHeaRx37P+04b23bDCGD6j67o7BAiIiIaTlb+IyIiIiIaRJL/iIiIiIgGkeQ/IiIiIqJBJPlfR5K2lfTJDeg/QNJHOjKmiIiIiIj2SPK/7rYF1jv5BwYA65z8S+qxAXM2H2vL1o43RQwRERERsekl+V93lwIDJS2UdDmApPMlzZG0WNKXS92wctxbUh9JyyQNKv0PLv0/JWmUpP/9y1iSbpV0aCm/JOliSbOB4ZKGSpouaZ6kyZJ2bh6cpB0l3VTimSPpvaX+IknjJE0BflTmvUHSz4EpqlwuaamkJZJOLP0OlTRV0n8CSzbmjY2IiIiIjStf9bnuLgQG2R4MIOkoYA/gAEDAJEmH2J4haRLwVWArYILtpZIuBMba/vvSf1Qrc/UBltr+kqSewHTgWNtPleT8EuDMZn3+DbjS9j2SdgcmA+8s54YCI2yvKPMOB/az/Yyk44DBwP7ADsAcSTNKvwPKNT/WPEBJo4HRAL369Gv77kVEREREp0nyv+GOKj8LynFfqoeBGcDFwBxgJTBmPcZeDdxUynsBg4A7JAH0AJbX6XMksE9pA7CNpLVZ+STbK2ra3mH7mVIeAfzY9mrgCUnTgWHAC8AD9RJ/ANvjgHEA/bZ/i9f9EiMiIiJiU0nyv+EEfM329+qc247qYaAn0Bt4uU6bVbxx+1XvmvLKkoyvnWeZ7eFtxLMFMLxZkk95GGg+f+2xaFm9uCdR9cEAACAASURBVCMiIiKim8me/3X3IlC7v2UycKakvgCSdpW0Uzk3DvgiMBG4rIX+jwODJW0haTeqLTb1PALsKGl4maenpH3rtJsCnLP2QNLgdl7XDOBEST0k7QgcAjzQzr4RERER0Q1k5X8d2f6TpHslLQV+aft8Se8E7iur6y8Bp0j6W2CV7f8s35IzS9LhwExglaRFwHjgm8BjVC/TLgXmtzDva5KOB66S1J/qd/dNYFmzpmOAb0taXNrMAM5ux6X9jOodgEWAgQts/4+kvdt3ZyIiIiKiq5OdbdrRMfpt/xa/++hTOjuM6Cam/+iKzg4hIiJisyVpnu2m5vVZ+Y8Os9fb35qELiIiIqILy57/iIiIiIgGkeQ/IiIiIqJBJPmPiIiIiGgQ2fMfHeaRx//AoR/9QmeHsdmY9oOvdnYIERERsZnJyn9ERERERINI8h8RERER0SCS/HcjknaRdGMHjTVS0j4dMVZEREREdA9J/rsJSVva/qPt4ztoyJHAOiX/kvKOSEREREQ31lDJv6QBkh6WdK2kpZImSjpS0r2Sfi3pgNKuj6TrJM2RtEDSsTX9Z0qaX34OKvWHSpom6cYy/kRJqjP/NEnflDSrzN/WfKMk3SDp58CUMv/SmnM3S/q5pMcknSPp06X//ZK2K+0GSrpd0rwS+94l7mOAyyUtLG3+ol3pP17SNyRNBS7b2L+jiIiIiNh4GnEl9x3ACcBoYA7wEWAEVTL8OaoV8c8Dd9s+U9K2wAOS7gSeBP7G9kpJewA/Btb+2eQhwL7AH4F7gfcC99SZv4/tgyQdAlwHDGplPoDhwH62n5E0oNlYg8q8vYH/Av7Z9hBJVwKnAd8ExgFn2/61pAOB79g+XNIk4FbbNwJIuqt5O+DwMs+ewJG2Vze/GEmjy72kV59tWrrnEREREdEFNGLy/5jtJQCSlgF32bakJcCA0uYo4BhJY8txb2B3qsT+W5IGA6upkuK1HrD9+zLuwjJWveT/xwC2Z0japiT7Lc0HcIftZ1q4lqm2XwRelPQ88PNSvwTYT1Jf4CDghpoPIno1H6Qd7W6ol/iX6xhH9YBBvx12dgtxRkREREQX0IjJ/6s15TU1x2v48/0QcJztR2o7SroIeALYn2rL1MoWxl1Ny/e2eYLsVuY7EHh5A65lC+A524NbGYN2tGsthoiIiIjoJhpqz/86mAycu3bfvqQhpb4/sNz2GuBUoMd6jH1iGXME8Lzt51uZb4PYfgF4TNIJZVxJ2r+cfhHo1452EREREbGZSPJf31eAnsDi8oLtV0r9d4DTJd1PteVnfVbEn5U0C7gG+Ggb83WEk4GPSloELAOOLfXXA+eXF4QHttIuIiIiIjYTsrNNe1ORNA0Ya3tuZ8eyMfTbYWcPPfajbTeMdpn2g692dggRERHRTUmaZ7upeX1W/iMiIiIiGkRW/qPDNDU1ee7czfJDjYiIiIhuJSv/ERERERENLsl/RERERESDaMTv+Y+N5Fe/Xc7hZ+cl1Y5y9zVf6OwQIiIiYjOTlf+IiIiIiAaR5D8iIiIiokEk+e9Ekg6VdGspHyPpws6OKSIiIiI2X9nz38EkieorVNesSz/bk4BJGyeqN5K0pe1VLR23t19EREREdC9Z+e8AkgZIekjSd4D5wG6SvitprqRlkr5c0/ZvJT0s6R7gwzX1oyR9q5THSzq+5txL5d+dJc2QtFDSUkkH14llqKTpkuZJmixp51I/TdK/SpoO/FOZ4xuSpgKXSdpO0s2SFku6X9J+pd9FksZJmgL8aGPcv4iIiIjYNLLy33H2As6w/UkASZ+3/YykHsBdJZn+FfB94HDgv4CfrOMcHwEm276kjLt17UlJPYGrgWNtPyXpROAS4MzSZFvb7yttxwN7AkfaXi3pamCB7ZGSDqdK9AeXfkOBEbZXNA9I0mhgNECvvv3X8XIiIiIiYlNK8t9xfmv7/prjfyiJ8ZbAzsA+VJ+0PGb71wCSJlAS53aaA1xXkvybbS9sdn4vYBBwR7X7iB7A8przzR82brC9upRHAMcB2L5b0vaS1mbzk+ol/qXtOGAcwDY77po/Fx0RERHRhSX57zgvry1IejswFhhm+9myyt67nG5PgryKsiWrvEPwJgDbMyQdAhwN/Ieky23XbsURsMz28LZirHOsOu1dp11EREREdFPZ879xbEOVMD8v6c3AB0r9w8DbJQ0sxye10P9xqq02AMcCPQEkvQ140vb3gR8A727W7xFgR0nDS/uekvZtZ8wzgJNLv0OBp22/0M6+EREREdENZOV/I7C9SNICYBnwKHBvqV9ZtgL9QtLTwD1U23Sa+z5wi6QHgLv488r7ocD5kl4HXgJOazbva+VF4avKlp0tgW+WONpyEfDvkhYDrwCnt/+KIyIiIqI7kJ1t2tExttlxVzcd94nODmOzcfc1X+jsECIiIqKbkjTPdlPz+mz7iYiIiIhoENn2Ex1mz7ftnNXqiIiIiC4sK/8REREREQ0iyX9ERERERIPItp/oML/67yc44twrOjuMzcJdV4/t7BAiIiJiM5SV/4iIiIiIBpHkPyIiIiKiQST530CSzpZ0Wtst2zXW5zpinIiIiIiIepL8bwBJW9q+xvaPOmjIdU7+JfVYjz5btnbc3n4RERER0b00dDInaQBwOzAbGAL8CjjN9iuShgLfAPoCTwOjbC+XNA2YBbwXmCSpH/CS7SvKuQXAUGBH4DTgs8C7gJ/Y/kKZ9xRgDPCmMvcngUuArSQtBJbZPrleO9urJb1UYns/8BngnpprGgh8u8z/CnCW7YcljQeeKdc5X9KLwC7AAOBpSWcC3wWagFXAp21PlTQKOBroDfQBDt+wux4RERERnSUr/7AXMM72fsALwCcl9QSuBo63PRS4jio5X2tb2++z/fU6471m+xDgGuAW4P8Ag4BRkraX9E7gROC9tgcDq4GTbV8IrLA9uCT+dduVOfoAS20faPueN07POODcEvdY4Ds15/YEjrT9mXI8FDjW9kdKnNh+F3AS8ENJvUu74cDptpP4R0RERHRjDb3yX/zO9r2lPIFqpf12qoT9DkkAPYDlNX1+0sp4k8q/S6hW8JcDSHoU2A0YQZV0zyljbwU8WWecI1pptxq4qXkHSX2Bg4AbSh+AXjVNbrC9ujZW2ytKeQTVAw/lk4LfUj0sANxh+5l6FytpNDAaoFffbes1iYiIiIguIsk/uM6xqBL34S30ebmV8V4t/66pKa893rKM/UPbn20jrtbarWyWxK+1BfBc+aSgnuZx1x6LlrV4vbbHUX3awDY77db8XkZEREREF5JtP7C7pLVJ/klU++cfAXZcWy+pp6R9O2i+u4DjJe1Uxt5O0tvKudfLlqO22tVl+wXgMUknlD6StH8745pB2VYkaU9gd6r7EBERERGbiST/8BBwuqTFwHbAd22/BhwPXCZpEbCQajvNBrP9IPAFYEqZ8w5g53J6HLBY0sQ22rXmZOCjJe5lwLHtDO07QA9JS6i2NY2y/WobfSIiIiKiG5HduDs1yrf93Gp7UCeHslnYZqfdPOzEf+rsMDYLd109trNDiIiIiG5M0jzbTc3rs/IfEREREdEgGnrlPzpWU1OT586d29lhRERERDS8rPxHRERERDS4JP8REREREQ0iyX9ERERERIPIH/mKDvOr3z/JkZ/5VmeHsVHc+fVzOjuEiIiIiA2Wlf+IiIiIiAaR5D8iIiIiokEk+e9GJJ0naeua45c6M56IiIiI6F6S/Hcv5wFbt9kqIiIiIqKObp/8Sxog6WFJ10paKmmipCMl3Svp15IOKO36SLpO0hxJCyQdW9N/pqT55eegUn+opGmSbizjT5SkOvOPkfSgpMWSri91F0n6oaQpkh6X9GFJ/1fSEkm3S+pZ2h1RYllSYuvVUr2kMcAuwFRJU2vmv0TSIkn3S3pzqRsv6SpJsyQ9Kun4mvbnl3uwWNKXa+7NL8o4SyWdWOovrbm2KzbG7y8iIiIiNp1un/wX7wD+DdgP2Bv4CDACGAt8rrT5PHC37WHAYcDlkvoATwJ/Y/vdwInAVTXjDqFabd8H+GvgvXXmvhAYYns/4Oya+oHA0cCxwARgqu13ASuAoyX1BsYDJ5b6LYFPtFRv+yrgj8Bhtg8rc/QB7re9PzADOKtm/p3LPfh74FIASUcBewAHAIOBoZIOAf4W+KPt/W0PAm6XtB3wIWDfcm1frXfjJY2WNFfS3NdfyS6kiIiIiK5sc0n+H7O9xPYaYBlwl20DS4ABpc1RwIWSFgLTgN7A7kBP4PuSlgA3UCX6az1g+/dl3IU1Y9VaDEyUdAqwqqb+l7ZfLzH0AG4v9Wtj2qvE/atS/0PgkFbq63kNuLWU5zWL72bba2w/CLy55h4cBSwA5lM9KO1RYjpS0mWSDrb9PPACsBK4VtKHgVfqBWB7nO0m2009t+7bQpgRERER0RVsLt/z/2pNeU3N8Rr+fI0CjrP9SG1HSRcBTwD7Uz0MrWxh3NXUv19HUyXnxwBflLRvbV/bayS9Xh5GamP6iy1ENXG2V+24zeOrjV01/37N9vf+YlJpKPB3wNckTbF9cdkydQTwj8A5wOHrEFtEREREdDGby8p/e0wGzl27b1/SkFLfH1heVvdPpVqlbxdJWwC72Z4KXABsC7R3+fthYICkd5TjU4HprdQDvAj0a298dUwGzpTUt8S/q6SdJO0CvGJ7AnAF8O7Spr/t26i2Pg3egHkjIiIiogvYXFb+2+MrwDeBxeUB4HGq/fDfAW6SdAIwFXh5HcbsAUyQ1J9qVf1K28/VeS/4L9heKekM4AZJWwJzgGtsv1qvvnQbB/xS0vKaff/tZnuKpHcC95UYXwJOoXpn4nJJa4DXgU9QPWTcUt5BEPCpdZ0vIiIiIroW/XnXSMSG2eYtu/uAky/o7DA2iju/fk5nhxARERHRbpLm2W5qXt9I234iIiIiIhpaI237iY1sz7fulBXyiIiIiC4sK/8REREREQ0iyX9ERERERIPItp/oML/6w9McdeG1nR3GRjHl0o91dggRERERGywr/xERERERDSLJf0REREREg0jy3w6SRkrapwvEMar8Nd61x49L2qEzY4qIiIiI7iPJfw1JPVo4NRLo9OQfGAXs0lajiIiIiIh6NovkX9IFksaU8pWS7i7lIyRNKOWTJC2RtFTSZTV9X5J0saTZwHBJl0p6UNJiSVdIOgg4Brhc0kJJA5vNfUIZc5GkGaVulKSbJf1c0mOSzpH0aUkLJN0vabvSbnA5XizpZ5L+qqV6SccDTcDEEsdWJYRzJc0v17Z36X+RpOskTZP06Np7U86dIumBMsb3JPUoP+PLdSyR9KnSdkzNvbi+439zEREREbEpbRbJPzADOLiUm4C+knoCI4CZZavMZcDhwGBgmKSRpX0fYKntA4EHgQ8B+9reD/iq7VnAJOB824Nt/6bZ3F8C3m97f6qHhLUGAR8BDgAuAV6xPQS4DzittPkR8M9lriXAv7RUb/tGYC5wcoljRWn7tO13A98FxtbMvzfw/jL/v0jqKemdwInAe20PBlYDJ5d7sqvtQbbfBfx7GeNCYEiJ4+x6N17SaElzJc19/ZUX6zWJiIiIiC5ic0n+5wFDJfUDXqVKsJuoHghmAsOAabafsr0KmAgcUvquBm4q5ReAlcC1kj4MvNKOue8Fxks6C6jdNjTV9ou2nwKeB35e6pcAAyT1B7a1Pb3U/xA4pKX6Vub/ac09GFBT/wvbr9p+GngSeDNwBDAUmCNpYTn+a+BR4K8lXS3pb8t9AFhM9UnDKcCqepPbHme7yXZTz637tRJmRERERHS2zSL5t/068DhwBjCLKuE/DBgIPASole4rba8u46yiWim/iWqf/+3tmPts4AvAbsBCSduXU6/WNFtTc7yGjv37CmvHXd1s3Nr5154T8MPyycFg23vZvsj2s8D+wDTg/wBrv6z/aODbVA8M8yTl70JEREREdGObRfJfzKDa9jKDKvk/G1ho28Bs4H2Sdigv9Z4ETG8+gKS+QH/btwHnUW2HAXgRqLusLWmg7dm2vwQ8TfUQ0CbbzwPPSlq7XelUYHpL9W3F0U53AcdL2qnEvp2kt5VvDNrC9k3AF4F3S9oC2M32VOACYFug7wbMHRERERGdbHNayZ0JfB64z/bLklaWOmwvl/RZYCrV6vdttm+pM0Y/4BZJvUu7T5X664Hvlxdnj2+27/9ySXuU9ncBi/jzQ0NbTgeukbQ11dabM9qoH1/qVwDD2znH/7L9oKQvAFNKcv861Ur/CuDfSx3AZ6m2ME0o25AEXGn7uXWdMyIiIiK6DlUL4xEbbpudB/g9p3+hs8PYKKZc+rHODiEiIiKi3STNs93UvH5z2vYTERERERGt2Jy2/UQn23PXHbJCHhEREdGFZeU/IiIiIqJBJPmPiIiIiGgQ2fYTHebXf3yG939xwiabb/JXTtlkc0VERERsDrLyHxERERHRIJL8R0REREQ0iCT/mwlJoyTt0tlxRERERETXleR/8zEKSPIfERERES3qVsm/pAGSHpZ0raSlkiZKOlLSvZJ+rf/P3p3H21XV5x//PAQUCTEBSa1YY2SSMiZwE2SeAq2gEAVERWZBbGVqkSIopeAAQkXBooYUIxCBMimTJBAyMSW5GW+Yy+BPCsVQlDkRkuf3x15XDtc7nJDc3Hs5z/v1Oq/svfYavnvf/PHd66y9jzSy1Osv6TJJsyTNlbR/TfvpkuaUzw6lfDdJUyRdV/ofL0ntjL+RpDslzS/tN1Tl/BJPi6SDa/qcKum/JD0q6VxJh0iaWeptWOqNk/TTEtejkj7VWazl2Kmlj/ml3wOBJmC8pHmS3ifpKUn/Vtq2SNq0i2uzeYltnqQFkjYudW8t4yxsPbeIiIiI6Jv64tt+NgIOAo4FZgFfBHYC9gNOB0YDZwB32T5K0iBgpqQ7gd8De9leLGlj4CqqpBlgOLA58AxwD7AjcHebsccD59q+UdKaVDdPnwWGAVsD6wGzJE0r9bcG/hZ4AXgCGGt7pKQTgeOBk0q9ocCuwIbAZEkbdRSrpE+Wc9zO9muS1rX9gqSvAafYbgYo9y7P295G0j8ApwBf7uTaHAf8yPZ4Se8B+gH7AM/Y3rf0ObD+P1NERERE9DZ9aua/eNJ2i+1lwAPAJNsGWqiSaIC9gdMkzQOmAGsCQ4A1gEsltQDXApvV9DvT9tOl33k1fQEgaQDwYds3AthebPs1qhuPq2wvtf0cMBUYUZrNsv2s7SXA48DEUt7Spv//sr3M9mNUNwmbdhLrKODnZWxsv9DJtbqh/Du7jmtzH3C6pH8BPmr79RLnKEnnSdrZ9ottB5B0rKRmSc1/evWlTkKJiIiIiJ7WF2f+l9RsL6vZX8Zb5yPgANuP1DaUdBbwHNWM/GrA4g76XcpfXpu/WAbURXm9sQK4TTsDJ3cQq9qp39X4tefT7rUBHpI0A9gXmCDpy7bvkrQt1TcA35M00fbZbwvUHgOMARi4/gb1xhURERERPaAvzvzXYwJwfOu6fUnDS/lA4Nkyu38o1dKWuth+CXha0ujS53slrQVMAw6W1E/SYGAXYOZyxnuQpNXKcwAbAI90EutE4KgyNpLWLeUvAwPqGKvdayNpA+AJ2xcBNwFbqXp70Gu2rwQuALZZzvOKiIiIiF7k3Zr8n0O1bGaBpIVlH+AS4HBJ9wObAK8uZ7+HAidIWgDcC/w1cCOwAJgP3AWcavt/l7PfR6iWC/0GOM724o5itX07VXLeXJbunFL6GAf8tPWB307G6ujaHAwsLH1uClwObEn1TMA8qmcFvr2c5xURERERvYiq5fLRUySNA26xfV1Px7KiBq6/gT9x9NldV1xJJpzzpVU2VkRERERfImm27aa25cs98y9pHUlbrZywIiIiIiJiValr5l/SFKpXaa5O9SacRcBU2//UrdFFn9LU1OTm5uaeDiMiIiKi4a3ozP/A8sDrZ6leM7kt1SsnIyIiIiKij6g3+V9d0oeAzwG3dGM8ERERERHRTepN/s+mekXk47ZnlddCPtZ9YUVERERExMqWt/3ESjPwwxt6+6+ct8rGu/3MA1fZWBERERF9yQqt+Ze0iaRJ5b3wSNpK0jdXdpAREREREdF96l32cynwDeANANsLgM93V1AREREREbHy1Zv8r2V7ZpuyN1d2MNG9JD0lab2yfW9PxxMRERERq1a9yf/zkjYEDCDpQODZbosq6iZp9XfSzvYOKzuWiIiIiOjd6k3+/xH4GbCppP8BTgKO67aoejlJQyU9LGmspIWSxksaJekeSY9JGlnq9Zd0maRZkuZK2r+m/XRJc8pnh1K+m6Qpkq4r/Y+XpHbGnyLpu5KmAidK+rSkGWWMOyV9sNT7gKSJpfxngGr6eKVmzFtqyn8s6Yiyfa6kByUtkHRBt13QiIiIiFglupw1lrQa0GR7lKT+wGq2X+7+0Hq9jYCDgGOBWcAXgZ2ofgn5dGA0cAZwl+2jJA0CZkq6E/g9sJftxZI2Bq4CWp/GHg5sDjwD3APsCNzdzviDbO8KIGkd4BO2LenLwKnAPwP/Ctxt+2xJ+5ZY6yJpXeAzwKal30Ed1Du2td81B65Xb/cRERER0QO6nPm3vQz4Wtl+NYn/nz1pu6VcnweASa7em9oCDC119gZOkzQPmAKsCQwB1gAuldQCXAtsVtPvTNtPl37n1fTV1jU1238DTCj9fZ3q5gFgF+BKANu3An9YjvN7CVgMjJX0WeC19irZHmO7yXbTe/q/fzm6j4iIiIhVrd5lP3dIOkXSRySt2/rp1sh6vyU128tq9pfx1jcqAg6wPax8hth+CDgZeA7YmmrG/z0d9LuUjr+debVm+2Lgx7a3BL5CdZPRqqsfcniTt/8/WBPA9pvASOB6qm8xbu+in4iIiIjo5epN/o+iWvc/DZhdPs3dFdS7yATg+NZ1+5KGl/KBwLNldv9QoN8KjjMQ+J+yfXhN+TTgkDL2J4F12mn7W2AzSe+VNBDYs9RfGxho+zaqZzyGrWCMEREREdHD6npTjO2PdXcg71LnAD8EFpQbgKeATwGXANdLOgiYzNtn8d+Js4Bry8PY9wOtf69/A66SNAeYCvy/tg1t/07SfwELgMeAueXQAODXktak+gbj5BWMMSIiIiJ6mKpl6l1Ukg5rr9z25Ss9ouizBn54Q2//lfNW2Xi3n3ngKhsrIiIioi+RNNt2U9vyet8RP6Jme02qpSFzgCT/ERERERF9RL3Lfo6v3S9rw6/oloiiz9r4Q+tkNj4iIiKiF6v3gd+2XgM2XpmBRERERERE96pr5l/Szbz1ysjVqN5Lf213BRUREREREStfvWv+L6jZfhP4re2nuyGe6MP++3//yKfPvWmVjHXzafutknEiIiIi3k3qXfazj+2p5XOP7aclrbrXukRERERExAqrN/nfq52yT67MQCIiIiIiont1mvxL+qqkFuDjkhbUfJ6k+lGodxVJoyVt1tNxLK++GndERERErFpdrfn/JfAb4HvAaTXlL9t+odui6maS+tle2s6h0cAtwIOrOKQV1VfjjoiIiIhVqNOZf9sv2n7K9hds/xZ4neqtP2tLGrJKIqwh6VRJJ5TtCyXdVbb3lHRl2f6CpBZJC2ufS5D0iqSzJc0Atpd0rqQHyzcZF0jaAdgPOF/SPEkbthn7g5JulDS/fHYo5f9Uxloo6aRSNlTSw5LGlvLxkkZJukfSY5JGlnpnSbpC0l2l/JhSvrakSZLmlHPZvyaOw0rM80vbv4hb0hRJ50maKelRSTuXtv0knS9pVunjK6X8Q5KmlfYLJe1c6o4r+y2STu6WP2pERERErDL1vurz08APgPWB3wMfBR4CNu++0No1Dfhn4CKgCXivpDWAnYDpktYHzgO2Bf4ATJQ02vavgP7AQttnSloX+E9gU9uWNMj2HyXdBNxi+7p2xr4ImGr7M5L6Ud0AbQscCWwHCJghaWoZeyPgIOBYYBbwxRLnfsDpVLP1AFsBnyjxzZV0K9U1/oztlyStB9xfYtsMOAPY0fbzkta1/ULbuCUBrG57pKR9gH8FRgFHAy/aHiHpvcA9kiYCnwUm2P5OObe1gGHAh21vUfoc1N4fRNKx5Rx536DBnf/1IiIiIqJH1fvA77epEtRHbX8M2BO4p9ui6thsYFtJA4AlwH1UNwE7A9OBEcAU24tsvwmMB3YpbZcC15ftl4DFwFhJn6X60bKu7AH8BMD2UtsvUiXzN9p+1fYrwA0lFoAnbbfYXgY8AEyybaAFGFrT769tv277eWAyMJLqRuK7khYAdwIfBj5YYriu1KWLpVc31Fyz1vH2Bg6TNA+YAXyA6sfaZgFHSjoL2NL2y8ATwAaSLpb09+Wa/QXbY2w32W56T//3dxJORERERPS0epP/N2z/H7CapNVsT6aaGV6lbL8BPEU1234vVcK/O7Ah1TcR6qT54tZ1/uXGYCTVzcBo4PZ3GFJn4y2p2V5Ws7+Mt3/jYt7OwCHAYGBb28OA54A1y3ht63c1/tKa8QQcb3tY+XzM9kTb06hukv4HuELSYbb/AGwNTAH+ERhb57gRERER0UvVm/z/UdLaVMn2eEk/ovqxr54wDTil/DsdOA6YV2bVZwC7SlqvLF/5AjC1bQflXAbavg04ibduZF4GBnQw7iTgq6V9P0nvLzGMlrSWpP7AZ0pMy2N/SWtK+gCwG9Us/EDg97bfkLQ71TKr1hg+V+pSli91FXetCcBXy1IpJG0iqb+kj5bxLqVaDrVNWW60mu3rgW8B2yzneUVEREREL1Nv8r8/1dKYk6hmyR8HPt1dQXVhOvAh4D7bz1Et35kOYPtZ4BtUy2fmA3Ns/7qdPgYAt5RlNVOB1odZrwa+Lmlu2wd+gROB3VW9+nQ2sLntOcA4YCbVjcdY23OX83xmArcC9wPn2H6GarlSk6Rmqm8BHi7n9wDwHWCqpPlUudtHGQAAIABJREFUz2F0FXetsVRvBJojaSHwM6pvBXYD5kmaCxwA/IhqqdGUskRoHNV1jYiIiIg+TNWEeR0Vq9nhjW3fKWktoF9ZGx7vUFlj/4rtC3o6lpVh0N9s5J2/9oOuK64EN5+23yoZJyIiIqIvkjTbdlPb8rpm/ssrKK+jmimGalb4VysvvIiIiIiI6G51zfyXpR8jgRm2h5eyFttbdnN80Yc0NTW5ubm5p8OIiIiIaHgrNPMPLLH9p5rOVqf+t85EREREREQvUG/yP1XS6cD7JO0FXAvc3H1hRURERETEylbvsp/VqH4ddm+qd8VPoHqzTWb/48/W+cjG3vPEH3b7ONedsm+3jxERERHRl3W07Gf19irXNBpi+/+VX6m9tHwiIiIiIqIP6mrZz5/f6CPp+m6OJSIiIiIiulFXyb9qtjfozkBi1ZPUJOmisr2bpB16OqaIiIiI6D6dLvvh7W/0yfr+dxnbzUDruzl3A14B7u2xgCIiIiKiW3U187+1pJckvQxsVbZfkvSypJdWRYArm6Shkh6WNFbSQknjJY2SdI+kxySNLPX6S7pM0ixJcyXtX9N+uqQ55bNDKd9N0hRJ15X+x0tSO+NvJOlOSfNL+w1VOb/E0yLp4K76lDRC0r2ln5mSBnQS2zWS9qmJYZykA0r/t0gaChwHnCxpnqSdJT0paY1S//2Snmrdj4iIiIi+qdOZf9v9VlUgq9hGwEHAscAs4IvATsB+wOnAaOAM4C7bR0kaBMyUdCfwe2Av24slbQxcBbQ+ST0c2Bx4BrgH2BG4u83Y44Fzbd8oaU2qG7DPAsOArYH1gFmSpnXUp6SZwDXAwbZnSXo/8HonsV0NHAzcJuk9wJ7AV4HtAGw/JemnwCu2LwCQNAXYl+q5j88D19t+4x1d7YiIiIjoFep9z/+7zZO2W8pbjB4AJpXXlrYAQ0udvYHTyq8bTwHWBIYAawCXSmqh+r2DzWr6nWn76dLvvJq+AJA0APiw7RsBbC+2/RrVjcdVtpfafg6YCozopM+PA8/anlX6ecn2m53E9htgD0nvBT4JTLP9ehfXaCxwZNk+Evh5e5UkHSupWVLzklde7KLLiIiIiOhJXa35f7daUrO9rGZ/GW9dEwEH2H6ktqGks4DnqGbpVwMWd9DvUv7y+v7FMqAuyjvqU7T/DMbJ7cVWvgmYAvwd1TcAV3UyHqXNPWUZ0a5AP9sLO6g3BhgD1Xv+u+o3IiIiInpOo87812MCcHzNGvvhpXwg1az7MuBQoO6lUbZfAp6WNLr0+V5JawHTgIMl9ZM0GNgFmNlJVw8D60saUfoZIGn1LmK7mmoGf+dybm29DAxoU3Y51Y1Cu7P+EREREdG3JPnv2DlUy2gWSFpY9gEuAQ6XdD+wCfDqcvZ7KHCCpAVUb9b5a+BGYAEwH7gLONX2/3bUge0/Uc3gXyxpPnAH1bKkzmKbSHVTcWdp39bNwGdaH/gtZeOBdajjm4KIiIiI6P1ULXWP+EuSDgT2t31oPfXX+cjG3vPEH3ZzVHDdKft2+xgRERERfZmk2bab2pY36pr/6IKki6keDt6nq7oRERER0Tdk5j9WmqamJjc3N3ddMSIiIiK6VUcz/1nzHxERERHRIJL8R0REREQ0iCT/ERERERENIsl/RERERESDSPIfEREREdEgkvxHRERERDSIJP8NStJQSV/s6TgiIiIiYtVJ8t+4hgLtJv+S8uNvEREREe9CDZP8l5nuhyWNlbRQ0nhJoyTdI+kxSSNLvf6SLpM0S9JcSfvXtJ8uaU757FDKd5M0RdJ1pf/xktTO+CdIelDSAklXS1qtjDu4HF9N0n9LWk/SOEk/kTRZ0hOSdi0xPSRpXE2fr0g6T9JsSXdKGllieULSfqVOP0nnl/NZIOkrpfm5wM6S5kk6WdIRkq6VdDMwUdIVrede+hnf2mdERERE9E0Nk/wXGwE/ArYCNqWa+d4JOAU4vdQ5A7jL9ghgd+B8Sf2B3wN72d4GOBi4qKbf4cBJwGbABsCO7Yx9GjDc9lbAcbaXAVcCh5Tjo4D5tp8v++sAewAnAzcDFwKbA1tKGlbq9Aem2N4WeBn4NrAX8Bng7FLnaODFcj4jgGMkfazEM932MNsXlrrbA4fb3gMYCxwJIGkgsANwW9uTknSspGZJzYsWLWrntCMiIiKit2i05P9J2y0l8X4AmGTbQAvVMhiAvYHTJM0DpgBrAkOANYBLJbUA11Il+q1m2n669Duvpq9aC4Dxkr4EvFnKLgMOK9tHAT+vqX9zTWzPtYm7tf8/AbeX7RZgqu032jmfw8r5zAA+AGzcwfW5w/YLALanAhtJ+ivgC8D1tt9s28D2GNtNtpsGDx7cQbcRERER0Rs02truJTXby2r2l/HWtRBwgO1HahtKOgt4Dtia6qZpcQf9LqX967ovsAuwH/AtSZvb/p2k5yTtAWzHW98C1PZZG2fbWN8oNwhvq2d7Wc26fQHH257Q5nx2ayfGV9vsX1Fi+jzVzUlERERE9GGNNvNfjwnA8a3r9iUNL+UDgWfL7PuhQL96O5S0GvAR25OBU4FBwNrl8Fiq5T//ZXvpyjmFt5kAfFXSGiWWTcoyppeBAV20HUe1nAnbD3RDbBERERGxCiX5/0vnUC3xWSBpYdkHuAQ4XNL9wCb85Sx5Z/oBV5YlQ3OBC23/sRy7iepG4OcdNV5BY4EHgTnlfH5G9c3BAuBNSfMlndxeQ9vPAQ91Y2wRERERsQrprVUj0RMkNVHdDOzc07G0JWktqucHtrH9Ylf1m5qa3Nzc3P2BRURERESnJM223dS2PDP/PUjSacD1wDd6Opa2JI0CHgYurifxj4iIiIjer9Ee+O1VbJ9L9b79Xsf2nVRvOYqIiIiId4nM/EdERERENIgk/xERERERDSLJf0REREREg0jyHxERERHRIJL8R0REREQ0iHdl8i9pU0nzJM2VtOEK9jVM0j511NtN0i111JtS3u2PpNskDVqR+N4JSWeXV3lGRERERAN5Vyb/wGjg17aH2368tVCV5T3nYUCXyf87YXufml/6XWVsn1le5RkRERERDaRbkn9JQyU9LGmspIWSxksaJekeSY9JGlnq9Zd0maRZZZZ+/5r20yXNKZ8dSvluZeb8utL/eElqM/Y+wEnAlyVNLn09JOkSYA7wEUk/kdQs6QFJ/1bTdoSkeyXNlzRT0kDgbODg8k3CwZJGljpzy78f7+JavE/S1ZIWSLoGeF/NsackrbcSrtcRkm6QdHup//1S3k/SuNJni6STS/k4SQeW7T1LXy2l7/fWxPZv5fq3SNr0Hf+HiIiIiIheoTt/5Gsj4CDgWGAW8EVgJ2A/4HSq2fkzgLtsH1WWv8yUdCfwe2Av24slbQxcBbT+PPFwYHPgGeAeYEfg7tZBbd8m6afAK7YvkDQU+DhwpO1/AJB0hu0XJPUDJknaiurXbK8BDrY9S9L7gdeAM4Em218rbd8P7GL7zbJ05rvAAZ1ch68Cr9neqowzpxuuF1TfUAwHlgCPSLoY+Cvgw7a3KLG/bYmRpDWBccCeth+VdHmJ94elyvO2t5H0D8ApwJfbBi3p2BIzQ4bkN8EiIiIierPuXPbzpO0W28uAB4BJtg20AENLnb2B0yTNA6YAa1L9quwawKWSWoBrgc1q+p1p++nS77yavjrzW9v31+x/TtIcYC7VjcRmVDcIz9qeBWD7JdtvttPXQOBaSQuBC0v7zuwCXFn6XAAs6KDeilwvSv0XbS8GHgQ+CjwBbCDpYkl/D7zUZsyPl3EfLfu/KPG2uqH8O5sOrrPtMbabbDcNHjy446sQERERET2uO2f+l9RsL6vZX1YzroADbD9S21DSWcBzwNZUNyiLO+h3KfWdw6s1fX+MahZ7hO0/SBpHlUQLcB19nQNMtv2Z8q3ClDra1NPvilyv7WjnupTz2xr4O+Afgc8BR9U2rTOmeq9zRERERPRiPf3A7wTg+NZ1+5KGl/KBVLPwy4BDgX4rccz3U90MvCjpg8AnS/nDwPqSRpRYBkhaHXgZGFDTfiDwP2X7iDrGmwYcUvrcAthqBWLv6Hq1S9J6wGq2rwe+BWzTpsrDwFBJG5X9Q4GpKxBfRERERPRiPZ38n0O1xGdBWUZzTim/BDhc0v3AJtTM3K8o2/Oplvs8AFxG9dwAtv8EHAxcLGk+cAfVNwKTgc1aH/gFvg98T9I91HdT8hNgbUkLgFOBmSsQfkfXqyMfBqaUZULjgG/UHixLhI6kWsbUQvUtw09XIL6IiIiI6MVULSuPWHFNTU1ubm7u6TAiIiIiGp6k2bab2pb39Mx/RERERESsIkn+IyIiIiIaRJL/iIiIiIgGkeQ/IiIiIqJBJPmPiIiIiGgQSf4jIiIiIhpEkv+IiIiIiAaR5D8iIiIiokEk+W9gklbv6RgiIiIiYtVJ8t9NJA2V9LCksZIWShovaZSkeyQ9Jmlkqddf0mWSZkmaK2n/mvbTJc0pnx1K+W6Spki6rvQ/XpLaGf+Y0ud8SddLWquUj5P0A0mTgfOWd/yIiIiI6LuS/HevjYAfAVsBmwJfBHYCTgFOL3XOAO6yPQLYHThfUn/g98BetrcBDgYuqul3OHASsBmwAbBjO2PfYHuE7a2Bh4Cja45tAoyy/c/vcPyIiIiI6IOy7KN7PWm7BUDSA8Ak25bUAgwtdfYG9pN0StlfExgCPAP8WNIwYClVwt5qpu2nS7/zSl93txl7C0nfBgYBawMTao5da3vpCoz/Z5KOBY4FGDJkSJcXJCIiIiJ6TpL/7rWkZntZzf4y3rr2Ag6w/UhtQ0lnAc8BW1N9Q7O4g36X0v7fcRww2vZ8SUcAu9Uce7V2qHcw/p/ZHgOMAWhqanJ7dSIiIiKid8iyn543ATi+dd2+pOGlfCDwrO1lwKFAv+XsdwDwrKQ1gEN6YPyIiIiI6GWS/Pe8c4A1gAWSFpZ9gEuAwyXdT7Xk5tUO2nfkW8AM4A7g4R4YPyIiIiJ6GdlZqRErR1NTk5ubm3s6jIiIiIiGJ2m27aa25Zn5j4iIiIhoEEn+IyIiIiIaRJL/iIiIiIgGkeQ/IiIiIqJBJPmPiIiIiGgQSf4jIiIiIhpEkv+IiIiIiAaR5D8iIiIiokH02eRf0mhJm3VwbLCkGZLmStp5BccZKumLddZbWEe9cZIOLNtjOzqH7iTpOEmHrepxIyIiIqJn9frkX1K/Dg6NBjpKnPcEHrY93Pb0OvvryFCgy+T/nbD9ZdsPdkffXYz7U9uXr+pxIyIiIqJndVvyL+lUSSeU7Qsl3VW295R0Zdn+gqQWSQslnVfT9hVJZ0uaAWwv6VxJD0paIOkCSTsA+wHnS5onacOatsOA7wP7lGPva6e/MyXNKuOOkaTSdiNJd0qaL2lO6fdcYOfS18llhn96OT6nxNLZdZCkH5f4bwX+qubYFElNNed8nqTZJYaR5fgTkvYrdfpJOr/EvkDSV0r5bqXudZIeljS+5pzedu1K2VmSTmm9XpLuL8dvlLROTWznSZop6dEV/QYlIiIiInped878TwNaE8YmYG1JawA7AdMlrQ+cB+wBDANGSBpd6vcHFtreDngQ+Aywue2tgG/bvhe4Cfi67WG2H28d1PY84EzgmnLs9dr+bN8N/Nj2CNtbAO8DPlWajwf+w/bWwA7As8BpwPTS14XA74G9bG8DHAxc1MV1+AzwcWBL4JjSb3v6A1Nsbwu8DHwb2Ku0P7vUORp40fYIYARwjKSPlWPDgZOovg3ZANhR0rptr107414O/Es53gL8a82x1W2PLP3+azttkXSspGZJzYsWLer8SkREREREj+rO5H82sK2kAcAS4D6qm4CdgelUyesU24tsv0mVeO9S2i4Fri/bLwGLgbGSPgu89g5iqe0PYPfyTEAL1c3H5iXOD9u+EcD2YtvtjbUGcGlpey0dLz1qtQtwle2ltp8B7uqg3p+A28t2CzDV9htle2gp3xs4TNI8YAbwAWDjcmym7adtLwPmlTadXjtJA4FBtqeWol/w1t8A4Iby7+yaGN7G9hjbTbabBg8e3OFFiIiIiIie123Jf0lcnwKOBO6lSvh3BzYEHgLUSfPFtpeWft4ERlIl76N5K0FeHn/uT9KawCXAgba3BC4F1uwinlonA88BW1PdzLynjjauo84btlvrLaO6YaIk86uXcgHHl28hhtn+mO2J5diSmr6WUs3ar+i1a+1zaU0MEREREdFHdfcDv9OAU8q/04HjgHklyZ0B7CppvfIQ7heAqW07kLQ2MND2bVTLT4aVQy8DA95BTGuWf58vfR8IYPsl4OnWpUeS3itprXbGGQg8W5LyQ4GuHiCeBny+rNf/ENUN0Ds1AfhqWT6FpE0k9e+ocifXDgDbLwJ/qFnPfyjt/A0iIiIi4t2hu2dzpwNnAPfZflXS4lKG7WclfQOYTDWjfZvtX7fTxwDg12XGXlQz7wBXUy2/OYFqFv/xdtr+Bdt/lHQp1XKap4BZNYcPBX4m6WzgDeAgYAHwpqT5wDiqbw2ul3RQif3VLoa8kWppUQvwKCuWXI+lWn4zpzzQu4hqRr8jHV27WocDPy03Ok9QfVMTEREREe9CemulScSKaWpqcnNzc0+HEREREdHwJM223dS2vNe/5z8iIiIiIlaOJP8REREREQ0iyX9ERERERINI8h8RERER0SCS/EdERERENIgk/xERERERDSLJf0REREREg0jyvxJJGi1ps56Oox6SBkn6h56OIyIiIiJWnST/74Ckfh0cGg30ieQfGAS0m/x3cn4RERER0Yc1VPIv6VRJJ5TtCyXdVbb3lHRl2f6CpBZJCyWdV9P2FUlnS5oBbC/pXEkPSlog6QJJOwD7AedLmidpwzZjH1T6nC9pWimbLmlYTZ17JG0l6SxJv5A0UdJTkj4r6fslrtslrVHqPyXpu5Luk9QsaRtJEyQ9Lum4mn6/LmlWifXfSvG5wIYl1vMl7SZpsqRfAi2SzpF0Yk0f32m9dhERERHRNzVU8g9MA3Yu203A2iWR3gmYLml94DxgD2AYMELS6FK/P7DQ9nbAg8BngM1tbwV82/a9wE3A120Ps/14m7HPBP7O9tZUNwkAY4EjACRtArzX9oJybENgX2B/4Epgsu0tgddLeavf2d4emA6MAw4EPgGcXfrdG9gYGFnOaVtJuwCnAY+XWL9e+hoJnGF7M+A/gcNLH6sBnwfGt72gko4tNx7NixYtau+aR0REREQv0WjJ/2yq5HcAsAS4j+omYGeq5HkEMMX2IttvUiW7u5S2S4Hry/ZLwGJgrKTPAq/VMfY9wDhJxwCty2quBT5VbkCOokreW/3G9htAS6l/eylvAYbW1LuppnyG7ZdtLwIWSxoE7F0+c4E5wKZUNwPtmWn7SQDbTwH/J2l4a3vb/9e2ge0xtptsNw0ePLiOyxARERERPWX1ng5gVbL9hqSngCOBe4EFwO5Us+wPAZt00nyx7aWlnzcljQT2pJoR/xrVtwWdjX2cpO2oZu3nSRpm+/8k3UE1u/85qhuRVktKu2WS3rDtUr6Mt//dltSUL6kpb60n4Hu2f1Ybj6Sh7YT5apv91m8m/hq4rLPzi4iIiIjer9Fm/qFa+nNK+Xc6cBwwryTXM4BdJa1XHnr9AjC1bQeS1gYG2r4NOIlqOQ3Ay8CA9gaVtKHtGbbPBJ4HPlIOjQUuAmbZfmElnWOtCcBRJWYkfVjSX3UWa40bgb+n+kZkQjfEFhERERGrUEPN/BfTgTOA+2y/KmlxKcP2s5K+AUymmjG/zfav2+ljAPBrSWuWeieX8quBS8uDsQe2Wfd/vqSNS/1JwPwy5mxJLwE/X9knWvqfKOlvgfskAbwCfMn24+UB44XAb4Bb22n7J0mTgT+2fusREREREX2X3lpNEj2hPGQ8BdjU9rIeDudtyoO+c4CDbD/WVf2mpiY3Nzd3f2ARERER0SlJs203tS1vxGU/vYakw6iWGp3RCxP/zYD/BibVk/hHRERERO/XiMt+eg3blwOX93Qc7bH9ILBBT8cREREREStPZv4jIiIiIhpEkv+IiIiIiAaR5D8iIiIiokEk+Y+IiIiIaBBJ/iMiIiIiGkSS/24gaZCkf+jpOCIiIiIiaiX57x6DgF6b/Evq19l+J+3yatiIiIiIPqxPJ/+SDpO0QNJ8SVeUso9KmlTKJ0kaUsrHSfqJpMmSnpC0q6TLJD0kaVxNn69I+ndJc0r7waX8GEmzyljXS1qrlH9Q0o2lfL6kHYBzgQ0lzZN0vqTdJE2RdJ2khyWNl6TSfltJUyXNljRB0odK+QmSHizncXUp27X0OU/SXEkD2rkmX5I0s9T5WWtiX87rbEkzgO0lPSXpTEl3AwdJGibp/jLejZLWKe2mSPqupKnAid3zl4yIiIiIVaHPJv+SNgfOAPawvTVvJaY/Bi63vRUwHrioptk6wB7AycDNwIXA5sCWkoaVOv2BOba3AaYC/1rKb7A9ooz1EHB0Kb8ImFrKtwEeAE4DHrc9zPbXS73hwEnAZlQ/nrWjpDWAi4EDbW8LXAZ8p9Q/DRhezuO4UnYK8I+2hwE7A6+3uSZ/CxwM7FjqLAUOqTmvhba3s313KVtseyfbV1P92Ni/lPFaas4bYJDtXW3/O21IOlZSs6TmRYsWtT0cEREREb1In03+qZL462w/D2D7hVK+PfDLsn0FsFNNm5ttmyq5fc52i+1lVAn70FJnGXBN2b6ypv0WkqZLaqFKqDevieMnJYaltl/sIN6Ztp8u480r430c2AK4Q9I84JvA35T6C4Dxkr4EvFnK7gF+IOkEqoT8Td5uT2BbYFbpb0/e+pXepcD1bepfAyBpYOlvain/BbBL23rtsT3GdpPtpsGDB3dULSIiIiJ6gb68hluA66hXW2dJ+XdZzXbrfkfXorX9OGC07fmSjgB2qzfQNmNDlYivTnUOD9jevp36+1Il4PsB35K0ue1zJd0K7APcL2mU7Ydr2gj4he1vtNPfYttL25S9Wmfs9daLiIiIiF6sL8/8TwI+J+kDAJLWLeX3Ap8v24cAd7fTtjOrAQeW7S/WtB8APFuW6hxSU38S8NUSQz9J7wdeLvW78ggwWNL2pf0akjaXtBrwEduTgVOpHiBeW9KG5duK84BmYNM2/U0CDpT0V6W/dSV9tKsgyrcVf5C0cyk6lGrJU0RERES8i/TZmX/bD0j6DjBV0lJgLnAEcAJwmaSvA4uAI5ez61eBzSXNBl6kWkMP8C1gBvBbqmVDrcn9icAYSUdTzeh/1fZ9ku6RtBD4DXBrB+fwJ0kHAheVpTerAz8EHgWuLGUCLrT9R0nnSNq9jPNg6bu2vwclfROYWG4g3gD+scTclcOBn5YHmZ9g+a9bRERERPRyqpbARytJr9heu6fj6Iuamprc3Nzc02FERERENDxJs203tS3vy8t+IiIiIiJiOST5byOz/hERERHxbpXkPyIiIiKiQST5j4iIiIhoEEn+IyIiIiIaRJL/iIiIiIgGkeQ/IiIiIqJBJPnvZSSdLWlU2T6p/OhWRERERMQKS/Lfy9g+0/adZfckYKUn/5L6tdmv65ee660XEREREb1Tkn9A0mGSFkiaL+mKUvZRSZNK+SRJQ0r5OEkXSbpX0hOSDqzp51RJLaWfc0vZMZJmlbLrJa0laaCkpyStVuqsJel3ktYo/R8o6QRgfWCypMmSjpZ0Yc1Yx0j6QTvnsrek+yTNkXStpLVL+VOSzpR0N3CQpCmSvitpKnBiF+f7A0mTgfO66U8QEREREatAwyf/kjYHzgD2sL01cGI59GPgcttbAeOBi2qafQjYCfgU0JrkfxIYDWxX+vl+qXuD7RGl7CHgaNsvAvOBXUudTwMTbL/ROoDti4BngN1t7w5cDewnaY1S5Ujg523OZT3gm8Ao29sAzcA/1VRZbHsn21eX/UG2d7X9712c7yalz3/u9GJGRERERK/W8Mk/sAdwne3nAWy/UMq3B35Ztq+gSvZb/cr2MtsPAh8sZaOAn9t+rU0/W0iaLqkFOATYvJRfAxxctj9f9jtk+1XgLuBTkjYF1rDd0qbaJ4DNgHskzQMOBz5ac7ztGLX7nZ3vtbaXtheXpGMlNUtqXrRoUWenEBERERE9LGu4QYDrqFdbZ0mb9p31Mw4YbXu+pCOA3Ur5TcD3JK0LbEuV2HdlLHA68DBtZv1rYrjD9hc6aP9qF/u1as+lw3q2xwBjAJqamuq5jhERERHRQzLzD5OAz0n6AEBJxgHupZqRh2rG/u4u+pkIHNX6dp6afgYAz5blOoe0Vrb9CjAT+BFwSwcz6y+X9q1tZgAfAb4IXNVO/fuBHSVtVGJYS9ImXcTdannPNyIiIiL6mIaf+bf9gKTvAFMlLQXmAkcAJwCXSfo6sIhqjX1n/dwuaRjQLOlPwG1Us/TfAmYAvwVaqEnmqZbdXMtb3wa0NQb4jaRny7p/gP8Chtn+QzsxLCrfLlwl6b2l+JvAo53FXizX+UZERERE3yM7KzX6Ekm3ABfantTTsbTV1NTk5ubmng4jIiIiouFJmm27qW15lv30EZIGSXoUeL03Jv4RERER0fs1/LKfvsL2H6leuRkRERER8Y5k5j8iIiIiokEk+Y+IiIiIaBBJ/iMiIiIiGkSS/4iIiIiIBpHkPyIiIiKiQST5j4iIiIhoEEn+e4ik9SVdV0e901dFPBERERHx7pfkv4fYfsb2gXVUXenJv6TVO9uvt11ERERE9C29NvmXdJikBZLmS7qilH1U0qRSPknSkFI+TtJFku6V9ISkA2v6OVVSS+nn3FJ2jKRZpex6SWtJGijpKUmrlTprSfqdpDUkbSjpdkmzJU2XtGk78Z4l6QpJd0l6TNIxpVySzpe0sMRxcCkfKmlh2T5C0g1ljMckfb+Unwu8T9I8SeMl9Zd0a4l7YWtfbeJoN9ZyjX4gaTJwXol3jKSJwOWS1pT08xL72vAnAAAgAElEQVTjXEm718R2raSbgYkr6+8bEREREater5zJlbQ5cAawo+3nJa1bDv0YuNz2LyQdBVwEjC7HPgTsBGwK3ARcJ+mT5fh2tl+r6ecG25eWsb4NHG37YknzgV2BycCngQm235A0BjjO9mOStgMuAfZoJ/StgE8A/YG5km4FtgeGAVsD6wGzJE1rp+0wYDiwBHhE0sW2T5P0NdvDSqwHAM/Y3rfsD2ynn85i3QQYZXuppLOAbYGdbL8u6Z8BbG9ZbhgmSmr9ReHtga1sv9B2MEnHAscCDBkypJ1wIiIiIqK36K0z/3sA19l+HqAm6dwe+GXZvoIq2W/1K9vLbD8IfLCUjQJ+bvu1Nv1sUWbFW4BDgM1L+TVA62z654FrJK0N7ABcK2ke8DOqG432/Nr26yXuycDIEuNVtpfafg6YCoxop+0k2y/aXgw8CHy0nTotwChJ50na2faLtQfriPVa20tr9m+y/XrZ3onqmmL7YeC3VDcLAHe0l/iXumNsN9luGjx4cPtXJSIiIiJ6hV458w8IcB31aussadO+s37GAaNtz5d0BLBbKb8J+F75hmBb4C6qWfw/ts6+L0c8rftqr2I7auNfSjt/G9uPStoW2KfEOdH22TVVVusi1lc72e8szrbtIiIiIqIP6q0z/5OAz0n6AEDNcp17qWbkoZqxv7uLfiYCR0laq00/A4BnJa1R+gHA9ivATOBHwC1ltv4l4ElJB5U+JGnrDsbbv6yd/wDVDcUsYBpwsKR+kgYDu5Qx6vVGiRNJ6wOv2b4SuADYprbicsba1jTKtSjLfYYAjyxHnBERERHRy/XK5N/2A8B3gKllHf4PyqETgCMlLQAOBU7sop/bqWbzm8symFPKoW8BM4A7gIfbNLsG+FL5t9UhwNEllgeA/TsYciZwK3A/cI7tZ4AbgQXAfKpvEk61/b+dxd3GGGCBpPHAlsDMci5nAN9up369sbZ1CdCvLIW6BjjC9pIu2kREREREHyK7ntU10ZXyAO0rti/o6Vh6SlNTk5ubm3s6jIiIiIiGJ2m27aa25b1y5j8iIiIiIla+3vrAb59j+6yejiEiIiIiojOZ+Y+IiIiIaBBJ/iMiIiIiGkSS/4iIiIiIBpHkPyIiIiKiQST5j4iIiIhoEEn+exFJoyVt1tNxRERERMS7U5L/3mU00G7yL2mlvZa1bV/19i2p38qKISIiIiJWvYZN/iX1l3SrpPmSFko6WNKekm6sqbOXpBvK9iuSzpM0W9KdkkZKmiLpCUn7lTpHSPqVpJslPSnpa5L+SdJcSfdLWrfU21DS7aWv6ZI2lbQDsB9wvqR5pc4USd+VNBU4o/S5Runj/ZKeat2viXmwpOslzSqfHUv5WZLGSJoIXF5ivVbSzcBEVc4v16JF0sGl3W6SJkv6JdDS3X+XiIiIiOg+jfwjX38PPGN7XwBJA4GXgP+QNNj2IuBI4Oelfn9giu1/KTcI3wb2opqp/wVwU6m3BTAcWBP4b+BfbA+XdCFwGPBDYAxwnO3HJG0HXGJ7D0k3AbfYvq7EBDDI9q5lfyiwL/Ar4PPA9bbfaHNePwIutH23pCHABOBvy7FtgZ1svy7pCGB7YCvbL0g6ABgGbA2sB8ySNK20GwlsYfvJthdR0rHAsQBDhgzp8qJHRERERM9p2Jl/qlnsUWU2f2fbL9o2cAXwJUmDqJLj35T6fwJur2k7tSTeLcDQmn4n23653Dy8CNxc02aopLWBHYBrJc0DfgZ8qJM4r6nZHkt1QwJvvzGpNQr4cen7JuD9kgaUYzfZfr2m7h22XyjbOwFX2V5q+zlgKjCiHJvZXuIPYHuM7SbbTYMHD+7kNCIiIiKipzXszL/tRyVtC+wDfE/SRNtnUyXUNwOLgWttv1mavFFuDgCWAUtKP8varJlfUrO9rGZ/GdX1Xg34o+1hdYb6ak3M90gaKmlXoJ/the3UXw3Yvk2S3/otwqtt6tbuq54YIiIiIqLvatiZf0nrA6/ZvhK4ANgGwPYzwDPAN4FxK3tc2y8BT0o6qMQhSVuXwy8DAzpsXLkcuIr2Z/0BJgJfa92RVO9NxjTgYEn9JA0GdgFm1tk2IiIiIvqAhk3+gS2BmWV5zBlUa/hbjQd+Z/vBbhr7EOBoSfOBB4D9S/nVwNfLA8IbdtB2PLAO1Q1Ae04AmiQtkPQgcFydMd0ILADmA3cBp9r+3zrbRkREREQfoLdWskQrST8G5tr+z56OpS1JBwL72z60p2Npq6mpyc3NzT0dRsT/b+/Ow+yq6nSPf1+SyJDEcJG0F9QQQUEGIZAKGgiQAO0VpSUq3YBxiBPiAKIij17vtWkftYlwRcEBI0JUEJBRpEWgJSRBEEhCRhCRwQZFhlYgDAmQvPePvUoOx1OVSqVOnao67+d5zlO71l5r7d9ap5L67b3XrhMREdH2JC2y3VFf3rZr/rsiaRHVGvfPtDqWepLOAA6hek4hIiIiImKDJPmvY3tiq2Poiu1jWx1DRERERAxe7bzmPyIiIiKirST5j4iIiIhoE0n+IyIiIiLaRJL/iIiIiIg2keQ/IiIiIqJN9FvyL+k4SXdIOq8P+ppZPqF3ffXmlL+L312d8ZJWlO0OSadvbHy9IenGVhw3IiIiItpHf/6pz48Bh9i+t7ZQ0nDbz29gXzOBFcCf+ig2AGwvBFryKVW29+mvY9XPeU/fg16+VxERERExQPRL8i/pTGB74ApJZwNjgG2B8cCjkv438GNgZGnyCds3lrYnAu8B1gFXUSXnHcB5kp4BJgOfBf4J2By4EfiIu/noYkkTgbOBp4EbasqnAifYPlTSScCrgW2AHYFPA2+k+pCtPwL/ZPu50tfXgVHAo8BM2w9Kuh64GZgGbAl80PYCSbsC5wAvobrz8k7bd0l60vYoSQK+Vo5j4Mu2LyyxnVSOsRuwCHh3/Tgl7QB8Gxhbxvdh27+VNAf4C7AnsFjSqrr34APAd8vcPg982vZcSTOBtwKblffnwK7mNSIiIiIGtn5Z9mP7GKqr9NNsn1aKJwKH2X4X8DDwj7b3Ao4ATgeQdAgwHXiD7T2Ar9m+mOoEYIbtCbafAb5le5Lt3ahOAA5dT0jnAMfZnryeejtQJb6HAecCc22/HngGeKukEcAZwOHlw8HOBr5S03647b2B44F/LWXHAN+0PYEq0X6g7pjvACYAewAHA6dI2qbs27P0tQvVydS+DWKeDRxb4jkB+E7Nvh2Bg213fnpx7XvwcYAyvqOAH0rarNSbDLzPdhL/iIiIiEGslZ/we0VJ3AFGAN+SNAFYS5WkQpX8nmP7aQDbf+mir2nlDsEWwFbASuDnjSpKGgNsaXteKfox1VX2Rq4qV/eXA8OAX5by5VRXzHeiugp/bXXBnmHAgzXtLy1fF5X6ADcBX5D0SuBS23fVHXMKcL7ttcBDkuYBk4AngFtsP1DGsaT0WXvnYhSwD3BRiQdg05q+Lyr9dqp9D6ZQnchQ7hT8gRfeh2u7mntJRwNHA4wbN65RlYiIiIgYIFqZ/D9Vs/0p4CGqq92bAKtLuaiWvnSpXJ3+DtBh+/6yXGez7pqsr88aawBsr5P0XM0Sm3VUcydgZTd3ENaUr2tLfWz/RNLNVHcUrpb0IdvX1cXXbTz1fdbYBHis3FVo5Kluvu/uuPXt/sb2bKq7DXR0dPR0XiMiIiKiBQbKn/ocAzxoex3V+v5hpfwa4AOStgCQtFUpXwWMLtudif6j5cp3t3/dx/ZjwOOSppSiGRsR953AWEmTS3wjypr+LknaHrjH9unAFcDudVXmA0dIGiZpLLA/cEtPgrH9BHCvpH8ux5KkPXo4lvmUuZC0IzCujC8iIiIihoiBkvx/B3ifpN9QLTV5CsD2L6kS5IVlmcsJpf4c4MxStgb4PtVSnMuBW3twvPcD35Z0E9X6/V6x/SzVycYsSUuBJVTLbrpzBLCixP464Ed1+y8DlgFLgeuAE23/eQPCmgF8sMSzkup5hZ74DjCsLHG6kOrB5TXraRMRERERg4i6+aM4ERuko6PDCxe25C+lRkREREQNSYtsd9SXD5Qr/xERERER0WRJ/iMiIiIi2kSS/4iIiIiINpHkPyIiIiKiTST5j4iIiIhoE0n+IyIiIiLaRJL/iIiIiIg2keQ/IiIiIqJNJPnvY5KmS9qlif3f2Ef9TJW0vk8jjoiIiIghJMl/L0ka1sWu6UCfJ/+dx7PdVwn7VGCD+pI0vI+OHREREREt0HbJv6QTJR1Xtk+TdF3ZPkjSuWX7KEnLJa2QNKum7ZOSviTpZmCypJMl3S5pmaRTy5X0twGnSFoiaYe6Y8+RdKakBZJ+J+nQUj5M0imSbi19faSUT5U0V9JPgOWdMdTsmyfpp6WvkyXNkHRLiX2HUm+spEtK37dK2lfSeOAY4FMlzv0a1SvtT5I0W9I1wI+a9LZERERERD9oxyu584HPAKcDHcCmkkYAU4AFkrYFZgETgb8C10iabvtyYCSwwvYXJW0F/AB4nW1L2tL2Y5KuAK60fXEXxx8PHADsAMyV9BrgvcDjtidJ2hT4dUm2AfYGdrN9b4O+9gB2Bv4C3AOcZXtvSZ8EjgWOB74JnGb7BknjgKtt7yzpTOBJ26cClBOMF9UrfVPmYortZ+oDkHQ0cDTAuHHjup71iIiIiGi5dkz+FwETJY0G1gCLqU4C9gOOAyYB19t+BEDSecD+wOXAWuCS0s8TwGrgLEn/AVzZw+P/1PY64C5J9wCvA94E7C7p8FJnDPBa4Fngli4Sf4BbbT9Y4rwb6DxhWA5MK9sHA7tI6mzz0jL2et3Vu6JR4g9gezYwG6Cjo8NdDzsiIiIiWq3tkn/bz0m6D3g/cCOwjCpR3gG4A9ixm+arba8t/TwvaW/gIOBI4BPAgT0JocH3Ao61fXXtDklTgae66WtNzfa6mu/X8cJ7uwkwuT55r0ny6UG97mKIiIiIiEGi7db8F/OBE8rXBVTr35fYNnAzcICkrctDtkcB8+o7kDQKGGP7F1TLayaUXauARlfWO/2zpE3KmvztgTuplth8tCw/QtKOkkb2wTihuhvwiZq4u4qzq3oRERERMUS0a/K/ANgGuMn2Q1TLdxYAlGU0nwfmAkuBxbZ/1qCP0cCVkpZRnRx8qpRfAHxW0m31D/wWd5b6VwHH2F4NnAXcDiyWtAL4Hn13V+Y4oKM8SHw71YkOwM+Bt3c+8NtNvYiIiIgYIlRd7I7+IGkO3T8MPKh1dHR44cKFrQ4jIiIiou1JWmS7o768Xa/8R0RERES0nbZ74LeVbM9sdQwRERER0b5y5T8iIiIiok0k+Y+IiIiIaBNJ/iMiIiIi2kSS/4iIiIiINpHkPyIiIiKiTST5bwJJ0yXt0uo41kfStpIuLtsTJL2l1TFFRERERPMk+d8IkoZ1sWs6MOCTf9t/sn14+XYCkOQ/IiIiYghry+Rf0omSjivbp0m6rmwfJOncsn2UpOWSVkiaVdP2SUlfknQzMFnSyZJul7RM0qmS9gHeBpwiaYmkHeqO/XJJl0laWl77lPJPl2OtkHR8KRsv6Q5J35e0UtI1kjYv+14j6T9LH4sl7SBplKRfle+XSzqs1J0l6WM1MZwk6TOl/xWSXgJ8CTiixHyEpLskjS31N5H0e0lbN+ktiYiIiIh+0JbJPzAf2K9sdwCjJI0ApgALJG0LzAIOpLoiPknS9FJ/JLDC9huA24G3A7va3h34su0bgSuAz9qeYPvuumOfDsyzvQewF7BS0kTg/cAbgDcCH5a0Z6n/WuDbtncFHgPeWcrPK+V7APsADwKrgbfb3guYBvw/SQIuAI6oieFfgIs6v7H9LPBF4MIS84XAucCMUuVgYKntR+snUtLRkhZKWvjII490Md0RERERMRC0a/K/CJgoaTSwBriJ6iRgP2ABMAm43vYjtp+nSrT3L23XApeU7SeoEu6zJL0DeLoHxz4Q+C6A7bW2H6c66bjM9lO2nwQu5YWTk3ttL6mJe3yJ+xW2Lyv9rLb9NCDgq5KWAf8JvAJ4ue3bgH8oa/z3AP5q+7/WE+fZwHvL9geAcxpVsj3bdoftjrFjx/Zg+BERERHRKm2Z/Nt+DriP6mr7jVQJ/zRgB+AOqiS6K6ttry39PA/sTXUyMB34ZS9D6u54a2q21wLDu6k/AxgLTLQ9AXgI2Kzsuxg4nOoOwAXrC8j2/cBDkg6kuiNx1fraRERERMTA1pbJfzEfOKF8XQAcAyyxbeBm4ABJW5eHeo8C5tV3IGkUMMb2L4DjqZYIAawCRndx3F8BHy3th0l6aYlhuqQtJI2kWkq0oKvAbT8BPNC5FEnSppK2AMYAD9t+TtI0YLuaZhcAR1KdAFzcoNtGMZ9Ftfznp50nPBERERExeLVz8r8A2Aa4yfZDVMt3FgDYfhD4PDAXWAostv2zBn2MBq4sy2zmAZ8q5RcAn5V0W/0Dv8AngWmSllMt49nV9mJgDnAL1YnHWWWpTnfeAxxXjn0j8D+plid1SFpIdRfgt52Vba8s8f6xjK/eXGCXzgd+S9kVwCi6WPITEREREYOLqgvdEX9PUgdwmu391lsZ6Ojo8MKFC5scVURERESsj6RFtjvqy4e3IpgY+CR9jmp50oz11Y2IiIiIwaGdl/1EN2yfbHs72ze0OpaIiIiI6BtJ/iMiIiIi2kSS/4iIiIiINpHkPyIiIiKiTST5j4iIiIhoE0n+IyIiIiLaRJL/jSBpvKR31Xw/U9K3WhlTRERERERXkvxvnPHAu9ZXaaCRNLy773vaLiIiIiIGlyGX/EsaKek/JC2VtELSEaX8PklflXSTpIWS9pJ0taS7JR1T6kjSKaXd8pq2DcuBk4H9JC2R9KlStq2kX0q6S9LXauJ6UtJXSly/kfTyUj5W0iWSbi2vfUv5AaXfJZJukzRa0jaS5peyFZL+7pN3JU2UNE/SojK+bUr59WX884BPSpoj6euS5gKzJG0l6XJJy0p8u5d2J0maLeka4Ed9/45FRERERH8Zildy3wz8yfZbASSNqdl3v+3Jkk4D5gD7ApsBK4EzgXcAE4A9gK2BWyXNB/bpovxzwAm2Dy3Hmlnq7QmsAe6UdIbt+4GRwG9sf6GcFHwY+DLwTeA02zdIGgdcDewMnAB83PavJY0CVgNHA1fb/oqkYcAWtQOXNAI4AzjM9iPlJOUrwAdKlS1tH1DqzgF2BA62vVbSGcBttqdLOpAq0Z9Q2k0Epth+ZsPeioiIiIgYSIZi8r8cOFXSLOBK2wtq9l1RU2eU7VXAKkmrJW0JTAHOt70WeKhcJZ/UTfkTDY7/K9uPA0i6HdgOuB94Friy1FkE/GPZPhjYRVJn+5dKGg38Gvi6pPOAS20/IOlW4OyS5F9ue0ndsXcCdgOuLf0NAx6s2X9hXf2LypgoY3wngO3rJL2s5sTpiq4Sf0lHU52UMG7cuEZVIiIiImKAGHLLfmz/jupK9XLg3yV9sWb3mvJ1Xc125/fDAdFYV+WN1Pa7lhdOsJ6z7QblmwCTbU8or1fYXmX7ZOBDwObAbyS9zvZ8YH/gj8CPJb23QZwra/p6ve031ex/qq7+U3Vt67lBvRdXsGfb7rDdMXbs2K6qRURERMQAMOSSf0nbAk/bPhc4FdhrA5rPB46QNEzSWKpE+5ZuylcBozcy5GuAT9TEP6F83cH2ctuzgIXA6yRtBzxs+/vADxqM7U5grKTJpY8RknbtYRzzgRml3VTgUduN7mxERERExCA1FJf9vB44RdI64DngoxvQ9jJgMrCU6qr3ibb/LKmr8v8Gnpe0lOoZgr/2It7jgG9LWkb1fswHjgGOlzSN6i7B7cBVwJHAZyU9BzwJvOjKv+1nJR0OnF6W7AwHvkH1TMP6nAScU+J4GnhfL8YSEREREQOYXliJErFxOjo6vHDhwlaHEREREdH2JC2y3VFfPuSW/URERERERGNJ/iMiIiIi2kSS/4iIiIiINpE1/9FnJK2i+otDseG2Bh5tdRCDVOau9zJ3vZe5673M3cbJ/PVeu83ddrb/7u+wD8W/9hOtc2ejB0ti/SQtzNz1Tuau9zJ3vZe5673M3cbJ/PVe5q6SZT8REREREW0iyX9ERERERJtI8h99aXarAxjEMne9l7nrvcxd72Xuei9zt3Eyf72XuSMP/EZEREREtI1c+Y+IiIiIaBNJ/qMhSW+WdKek30v6XIP9m0q6sOy/WdL4mn2fL+V3SvpfPe1zqGjS3J0t6WFJK/pnFK3T1/Mn6VWS5kq6Q9JKSZ/sv9H0rybM3WaSbpG0tMzdv/XfaPpXM/7dln3DJN0m6crmj6I1mvR/3n2SlktaImlh/4yk/zVp7raUdLGk35b/9yb3z2j6VxP+v9up/Lx1vp6QdHz/jagf2c4rrxe9gGHA3cD2wEuApcAudXU+BpxZto8ELizbu5T6mwKvLv0M60mfQ+HVjLkr+/YH9gJWtHqMg23+gG2AvUqd0cDv8rPX47kTMKrUGQHcDLyx1WMdDHNX0+7TwE+AK1s9zsE0d8B9wNatHt8gnbsfAh8q2y8Btmz1WAfL3NX1/2eqv5Pf8vH29StX/qORvYHf277H9rPABcBhdXUOo/oPBuBi4CBJKuUX2F5j+17g96W/nvQ5FDRj7rA9H/hLfwygxfp8/mw/aHsxgO1VwB3AK/phLP2tGXNn20+W+iPKayg+KNaUf7eSXgm8FTirH8bQKk2ZuzbR53Mn6aVUF4t+AGD7WduP9cNY+luzf+4OAu62/YemjaCFkvxHI68A7q/5/gH+Pln6Wx3bzwOPAy/rpm1P+hwKmjF37aSp81du++5JdQV7qGnK3JVlK0uAh4FrbWfuev5z9w3gRGBd34c8YDRr7gxcI2mRpKObEPdA0Iy52x54BDinLDc7S9LI5oTfUs3+XXskcH4fxjugJPmPRtSgrP5qX1d1NrR8qGnG3LWTps2fpFHAJcDxtp/odYQDV1PmzvZa2xOAV1JdWdxto6IcmPp87iQdCjxse9HGBjfANevf7L629wIOAT4uaf/ehzhgNWPuhlMtEf2u7T2Bp4Ch+IxdM39XvAR4G3BRr6Mb4JL8RyMPAK+q+f6VwJ+6qiNpODCGallKV2170udQ0Iy5aydNmT9JI6gS//NsX9qUyFuvqT97ZenA9cCb+zLoAaIZc7cv8DZJ91EtSThQ0rnNCL7FmvJzZ7vz68PAZQzN5UDN+l37QM0duoupTgaGmmb+f3cIsNj2Q30c88DR6ocO8hp4L6orB/dQPQjT+SDNrnV1Ps6LH6T5adnelRc/SHMP1YMz6+1zKLyaMXc17cYz9B/4bcbPnoAfAd9o9fgG4dyNpTwsCGwOLAAObfVYB8Pc1bWdytB94LcZP3cjgdGlzkjgRuDNrR7rYJi7sm8BsFPZPgk4pdVjHSxzV/ZfALy/1WNs6vy1OoC8BuYLeAvVX0W5G/hCKfsS8LayvRnVLbHfA7cA29e0/UJpdydwSHd9DsVXk+bufOBB4DmqqxYfbPU4B8v8AVOobukuA5aU11taPc5BMne7A7eVuVsBfLHVYxwsc1fX91SGaPLfpJ+77amSs6XAyvy+2ODfFxOAheXf7eXA/2j1OAfR3G0B/DcwptXja+Yrn/AbEREREdEmsuY/IiIiIqJNJPmPiIiIiGgTSf4jIiIiItpEkv+IiIiIiDaR5D8iIiIiok0k+Y+IGOIkrZW0RNIKSRdJ2qKfj398T45ZX0/SLyRt2QfHP0nSCRvbzwYec6akbfvzmOW4UyXdVFc2XNJDkrbppl2/z1FEtEaS/4iIoe8Z2xNs7wY8CxzT04aShvXB8Y+n+vvZG1TP9ltcfbLwoFLmbCbQ78k/MB94paTxNWUHU31A4IMtiCciBpgk/xER7WUB8BoASe+WdEu5K/C9zkRf0pOSviTpZmCypPskfVXSTZIWStpL0tWS7pZ0TGkzVdKVnQeR9K1y9fs4qiR4rqS5Zd93Sz8rJf1bKWtU7z5JW5ftT5c7FyskHV/Kxku6Q9L3S1/XSNq8u8FLul7SaZLml7aTJF0q6S5JX67p97eSfihpmaSLO+9ISDpI0m2Slks6W9KmNbF+UdINwFFAB3BemdvNy75bS/yzJakmnlnlffidpP1K+TBJp5bjLJN0bCmfKGmepEXlPXjR1Xzb66g+2OiImuIjqT4oEEkfLnEslXRJozsyJaaOsr21pPtqYjqltF8m6SPdzXVEDExJ/iMi2oSk4cAhwHJJO1MliPvangCsBWaUqiOprhS/wfYNpex+25OpTh7mAIcDb6T6RM0u2T4d+BMwzfa0UvwF2x1UnyB8gKTdu6jXGfdE4P3AG8oxPyxpz7L7tcC3be8KPAa8swdT8azt/YEzgZ8BHwd2A2ZKelmpsxMw2/buwBPAxyRtVsZ+hO3XA8OBj9b0u9r2FNvnUn3C6oxyx+UZ4Fu2J5W7L5sDh9a0G257b6o7H/9ayo4GXg3sWWI4T9II4AzgcNsTgbOBrzQY3/lUCT/l5OQtwCVl36Uljj2AO4AP9mC+On0QeNz2JGAS1fvw6g1oHxEDwPBWBxAREU23uaQlZXsB8AOq5HIicGu5CL058HCps5YXksVOV5Svy4FRtlcBqySt1oavy/8XSUdT/Q7aBtgFWNZN/SnAZbafApB0KbBfiele251jWwSM78Hxa8eysnM5jKR7gFdRnUTcb/vXpd65wHHAteV4vyvlP6Q6cfhG+f7Cbo45TdKJVMuatgJWAj8v+y5tEP/BwJm2nwew/RdJu1GdpFxb3rNhwN8t5bF9q6RRknYCdgZ+Y/uvZfdu5Q7HlsAo4OpuYq73JmB3SYeX78dQnXzduwF9RESLJfmPiBj6nilX9/+mLDv5oe3PN6i/2vbaurI15eu6mu3O74cDz/Piu8mbNQqkXCk+AZhk+6+S5nRVt7ZZN/tqY1lLdRKzPusbC4Dr2ng9cQA81aiw3DH4DtBh+35JJ/HiMVUFH1AAAAHrSURBVHfGsLbm+GoQg6hOViavJw6AC6iu/u9MWfJTzAGm214qaSYwtUHb2veyNk4Bx9rekBOGiBhgsuwnIqI9/Qo4XNI/AEjaStJ2G9HfH4BdJG0qaQxwUM2+VcDosv1SqiT5cUkvp1qG1KherfnAdElbSBoJvJ3qDkYzjZPUmWQfBdwA/BYYL+k1pfw9wLwu2teOpTOBflTSKKolU+tzDXBMWaqFpK2AO4GxnXFJGiFp1y7anw+8GziQF+50UGJ6sCwhmtGoIXAf1V0h6mK9GvhoaYukHcv7ERGDSJL/iIg2ZPt24P8A10haRrWkpcs/BdmD/u4Hfkq1fOc84Laa3bOBqyTNtb207FtJtWb9143q1fW9mOqK9S3AzcBZtmv7b4Y7gPeVudkK+K7t1VTPHlwkaTnVnYIzu2g/BzizLLdaA3yfapnR5cCtPTj+WcB/AcskLQXeZftZqmR8VilbAuzTqHF5f58GrutcLlX8X6o5vJbqZKaRU6mS/BuBretiuh1YLGkF8D2ygiBi0JFdf1cxIiKifan6M5lXlodzIyKGlFz5j4iIiIhoE7nyHxERERHRJnLlPyIiIiKiTST5j4iIiIhoE0n+IyIiIiLaRJL/iIiIiIg2keQ/IiIiIqJNJPmPiIiIiGgT/x+zFyBcrGCG/gAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "dd.importance(df, 'target')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Show negative importance\n", "Use `truncate=False` to disable removal of negative importance values." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "Text(0.5, 1.0, 'Feature Importance')" }, "metadata": {}, "execution_count": 5 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "dd.importance(df, 'target', truncate=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting the data values\n", "You can get the importance values by setting `return_values` to `True`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "array([0.00035398, 0.00561404, 0.00106195, 0. , 0.00069865,\n 0.00035709, 0.00033225, 0.00386586, 0. , 0. ,\n 0.00105884, 0.00176681, 0.00105263, 0.00247477, 0. ,\n 0. , 0. , 0. , 0. , 0. ,\n 0.00738705, 0.00597423, 0. , 0.00386896, 0.00069554,\n 0.00034467, 0. , 0.00525074, 0. , 0. ])" }, "metadata": {}, "execution_count": 6 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "dd.importance(df, 'target', return_values=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternate Model\n", "You can also specify a different model type using the `estimator` argument." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "Text(0.5, 1.0, 'Feature Importance')" }, "metadata": {}, "execution_count": 7 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" 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