{"cells": [{"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:55:17.965809", "end_time": "2020-10-29T02:55:17.986798", "duration": 0.020989, "status": "completed"}, "tags": []}, "source": "# Feature Importance"}, {"cell_type": "code", "execution_count": 1, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:18.013832Z", "iopub.status.busy": "2020-10-29T02:55:18.012801Z", "iopub.status.idle": "2020-10-29T02:55:20.411850Z", "shell.execute_reply": "2020-10-29T02:55:20.409832Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:17.996799", "end_time": "2020-10-29T02:55:20.411850", "duration": 2.415051, "status": "completed"}, "tags": []}, "outputs": [], "source": "import pandas as pd\nimport data_describe as dd\n\nfrom sklearn.naive_bayes import GaussianNB"}, {"cell_type": "code", "execution_count": 2, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:20.436830Z", "iopub.status.busy": "2020-10-29T02:55:20.435831Z", "iopub.status.idle": "2020-10-29T02:55:20.438798Z", "shell.execute_reply": "2020-10-29T02:55:20.439831Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:20.420830", "end_time": "2020-10-29T02:55:20.439831", "duration": 0.019001, "status": "completed"}, "tags": []}, "outputs": [], "source": "import warnings\nwarnings.simplefilter(\"ignore\")"}, {"cell_type": "code", "execution_count": 3, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:20.463831Z", "iopub.status.busy": "2020-10-29T02:55:20.462830Z", "iopub.status.idle": "2020-10-29T02:55:20.566830Z", "shell.execute_reply": "2020-10-29T02:55:20.565798Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:20.448832", "end_time": "2020-10-29T02:55:20.566830", "duration": 0.117998, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "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": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>mean radius</th>\n      <th>mean texture</th>\n      <th>mean perimeter</th>\n      <th>mean area</th>\n      <th>mean smoothness</th>\n      <th>mean compactness</th>\n      <th>mean concavity</th>\n      <th>mean concave points</th>\n      <th>mean symmetry</th>\n      <th>mean fractal dimension</th>\n      <th>...</th>\n      <th>worst texture</th>\n      <th>worst perimeter</th>\n      <th>worst area</th>\n      <th>worst smoothness</th>\n      <th>worst compactness</th>\n      <th>worst concavity</th>\n      <th>worst concave points</th>\n      <th>worst symmetry</th>\n      <th>worst fractal dimension</th>\n      <th>target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>17.99</td>\n      <td>10.38</td>\n      <td>122.8</td>\n      <td>1001.0</td>\n      <td>0.1184</td>\n      <td>0.2776</td>\n      <td>0.3001</td>\n      <td>0.1471</td>\n      <td>0.2419</td>\n      <td>0.07871</td>\n      <td>...</td>\n      <td>17.33</td>\n      <td>184.6</td>\n      <td>2019.0</td>\n      <td>0.1622</td>\n      <td>0.6656</td>\n      <td>0.7119</td>\n      <td>0.2654</td>\n      <td>0.4601</td>\n      <td>0.1189</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>1 rows \u00d7 31 columns</p>\n</div>"}, "execution_count": 3}], "source": "from sklearn.datasets import load_breast_cancer\ndata = load_breast_cancer()\ndf = pd.DataFrame(data.data, columns=list(data.feature_names))\ndf['target'] = data.target\ndf.head(1)"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:55:20.576832", "end_time": "2020-10-29T02:55:20.586799", "duration": 0.009967, "status": "completed"}, "tags": []}, "source": "## Default\nPass in the data frame and the column name of the response variable"}, {"cell_type": "code", "execution_count": 4, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:20.611824Z", "iopub.status.busy": "2020-10-29T02:55:20.610835Z", "iopub.status.idle": "2020-10-29T02:55:24.921929Z", "shell.execute_reply": "2020-10-29T02:55:24.921929Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:20.596831", "end_time": "2020-10-29T02:55:24.922931", "duration": 4.3261, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Text(0.5, 1.0, 'Feature Importance')"}, "execution_count": 4}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "<Figure size 720x720 with 1 Axes>", "image/png": 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Bq+a/3iIiIqLPywpyRERERERNCuSIiIiIiJpssYjl5p/PLmTi1Lt7Oo2IiOhGh+y8aU+nENHtsoIcEREREVGTAjkiIiIioiYFckRERERETQrkPkzSeEnZDBYRERGxHKVA7gMkDWjn0nhgqQtkSXmTZkREREQbKZC7kaTjJR1Vjs+UdGM53l3SxeX4AEktkuZJOr029jlJp0i6A9hW0mmS7pY0V9J3JG0H7AWcIWm2pJFt5v6gpDskzZJ0vaS1S/vJkiZIug64UNJwSVdIml5e25d+W0u6tYy/VVK+ASQiIiJWCFlB7F43AV8AzgKagFUkDQR2AKZJWhc4HRgDPAlcJ2m87V8Dg4B5tk+StCbwM2AT25Y0zPZTkq4CrrZ9eYO5bwbeU/p/Cji+5EKZbwfbL0j6BXCm7ZslrQdcC7wLuBfYyfYrksYB3wT2We5PKCIiIqKXSYHcvWYAYyQNAV4EZlIVyjsCRwFjgSm25wNImgTsBPwaWARcUeI8AywEzpP0O+DqLsz9NuBSSesAbwAerF27yvYL5XgcsKmk1mtrlHyHAhdI2hAwMLDRJJKOAI4AeNPa63QhrYiIiIjeLVssupHtl4GHgEOBW4FpwK7ASOAeQO0OhoW2F5U4rwBbUxXM44FrujD92cAPbb8b+H/AqrVrC2rHKwHb2h5VXm+1/SxwKjDZ9ubAB9uMr9/jBNtNtpuGDF2zC2lFRERE9G4pkLvfTcCx5ec04Ehgtm0DdwA7S1qrvBHvAGBq2wCSBgNDbf8eOBoYVS49CwxpZ96hwN/K8Sc6yO864LO1uVpj18cf0sH4iIiIiH4lBXL3mwasA9xm+zGqrRLTAGw/CnwRmAzMAWba/k2DGEOAqyXNpSqgjyntlwDHlTfSjWwz5mTgMknTgMc7yO8ooKm8+e9uqgIe4NvAtyTdArT3KRoRERER/Y6qhcyIZfeOjTf3Vyf8d0+nERER3eiQnfPx+9E/SJphu6nRtawgR0RERETUpECOiIiIiKjJx7zFcvOmIavmv94iIiKiz8sKckRERERETQrkiIiIiIiabLGI5Wb+My9w7vUtPZ1GRMQSOXLcu3s6hYjoZbKCHBERERFRkwI5IiIiIqImBXJERERERE0K5IiIiIiImhTIvYCk8ZIafoBwR9e6GPtoSasvfXYRERERK5YUyK8jSQPauTQeaK8I7uhaVxwNLFGBLCmfbhIRERErrBTIXSDpeElHleMzJd1YjneXdHE5PkBSi6R5kk6vjX1O0imS7gC2lXSapLslzZX0HUnbAXsBZ0iaLWlkbexrrpXXNZJmSJomaRNJK0uaLmmXMu5bkr5Rcl4XmCxpcms+tfj7SppYjidK+l7pd3qjebrtAUdERET0Ilkp7JqbgC8AZwFNwCqSBgI7ANMkrQucDowBngSukzTe9q+BQcA82ydJWhP4GbCJbUsaZvspSVcBV9u+vD6p7VvbXpN0A3Ck7QckbQOcY3s3SYcAl5ei+N+BbWy/JOk/gV1tP96F+9wIGGd7UaN5gN3aDpB0BHAEwJpvXqerzzMiIiKi10qB3DUzgDGShgAvAjOpCuUdgaOAscAU2/MBJE0CdgJ+DSwCrihxngEWAudJ+h1w9ZIkIWkwsB1wmaTW5lUAbN8l6SLgt8C2tl9aivu8rBTH7c7Tlu0JwASA9TfazEsxZ0RERESvkgK5C2y/LOkh4FDgVmAusCswEriHauW1PQttLypxXpG0NbA78FHgszRYle3ASsBTtke1c/3dwFPA2h3EqBexq7a5tqCL80RERET0W9mD3HU3AceWn9OAI4HZtg3cAewsaa3yRrwDgKltA5SV2aG2f0/15rlR5dKzwJB25v2/a7afAR6UtF+JJ0lbluMPA2+iWrk+S9KwdmI/JuldklYCPtRowo7miYiIiOjvUiB33TRgHeA2249RbZWYBmD7UeCLwGRgDjDT9m8axBgCXC1pLlUBfUxpvwQ4TtKs+pv02rl2EPBJSXOAu4C9Ja0FnAZ80vb9wA+BH5TxE4A/tL5JDziBamvHjcCjHdzva+bp+PFERERE9A+qFkAjlt36G23mL55zSU+nERGxRI4c9+6eTiEieoCkGbabGl3LCnJERERERE3epBfLzfA1VstKTERERPR5WUGOiIiIiKhJgRwRERERUZMtFrHc/OPp5/nBH2b3dBoREUvk8+8b1dMpREQvkxXkiIiIiIiaFMgRERERETUpkCMiIiIialIgR0RERETUpECOiIiIiKhJgdzLSBrwOsyxckfnXR0XERER0R+l4HkdSfo18HZgVeAHtieU9ueA7wH/BnxB0gjgKOANwB3AZ2wvkvRjYCywGnC57a82mGMk8CNgOPA8cLjteyVNBJ4ARgMzJb2pzflFwLnA6sCfgMNsPylpCnArsD1wFfDd5fxYIiIiInqVrCC/vg6zPQZoAo4qRSrAIGCe7W2AfwL7A9vbHgUsAg4q/U603QRsAewsaYsGc0wAPlfmORY4p3ZtI2Cc7S80OL8Q+C/bWwAtQL34HmZ7Z9uvKY4lHSGpWVLzc888tUQPIyIiIqI3ygry6+soSR8qx28HNqQqiBcBV5T23YExwHRJUK0W/6Nc+4ikI6h+b+sAmwJzW4NLGgxsB1xWxgKsUpv/MtuL2p5LGkpVBE8t7RcAl9X6XdreDZVV8AkA6224qTu8+4iIiIg+IAXy60TSLsA4YFvbz5etC6uWywtrhauAC2x/sc34d1CtCI8tWx8m1sa3Wgl4qqw8N7Kgk/P2dLVfRERERJ+XLRavn6HAk6U43gR4Tzv9bgD2lfRmAElrSlofWIOqUH1a0trA+9oOtP0M8KCk/cpYSdqys8RsPw08KWnH0nQwMLWDIRERERH9VlaQXz/XAEdKmgvcB9zeqJPtuyV9GbhO0krAy8B/2L5d0izgLuDPwC3tzHMQ8OMSYyBwCTCnC/l9AjhX0uol/qFdv7WIiIiI/kN2to3G8rHehpv6C2f9oqfTiIhYIp9/36ieTiEieoCkGeXDD14jWywiIiIiImqyxSKWmzcPXT0rMREREdHnZQU5IiIiIqImBXJERERERE0K5IiIiIiImuxBjuXm708/zxm/ndHTaURELJHjPjimp1OIiF4mK8gRERERETUpkCMiIiIialIgR0RERETUpEBeQUg6T9KmnfQZ31mfiIiIiP4uBfIKwvanbN/dSbfxQArkiIiIWKH1igJZ0ghJ95ZVznmSJkkaJ+kWSQ9I2rr0GyTpfEnTJc2StHdt/DRJM8tru9K+i6Qpki4v8SdJUoP5N5B0vaQ5ZfxIVc4o+bRI2r+zmJLGSrq1xLlT0pAOcrtU0vtrOUyUtI+kAWXe6ZLmSvp/HTyvC0qfyyWtXq7tXp5NS3lWq5T2KZKayvFzkr5R8rxd0tolr72AMyTNLs/gKEl3lzkuWZ6/84iIiIjeqlcUyMUGwA+ALYBNgAOBHYBjgS+VPicCN9oeC+xKVcwNAv4BvNf2VsD+wFm1uKOBo6lWRt8JbN9g7knAj2xvCWwHPAp8GBgFbAmMK3Ot015MSW8ALgU+X+KMA17oILdLyjll7O7A74FPAk+XexwLHC7pHQ1y3hiYYHsL4BngM5JWBSYC+9t+N9XH+H26wdhBwO0lz5uAw23fClwFHGd7lO0/AScAo8scRzaIg6QjJDVLal7w9JONukRERET0Kb2pQH7QdovtxcBdwA22DbQAI0qfPYATJM0GpgCrAusBA4GfSmoBLuNftwncafvhEnd2LRYAkoYAb7V9JYDthbafpyrOf2l7ke3HgKlUBWt7MTcGHrU9vcR5xvYrHeT2B2C3ssL7PuAm2y+Ue/x4ucc7gDcBGzZ4Xn+1fUs5vrjku3F5jveX9guAnRqMfQm4uhzPaPtMauYCkyR9DHilUQfbE2w32W4aNPSN7YSJiIiI6Dt60xeFvFg7Xlw7X8yreQrYx/Z99YGSTgYeo1rtXQlY2E7cRbz2nl+z5aKT9vZiCnCDvsc0ys32QklTgH+jWkn+ZW3ez9m+toP5aTCXO8m57uXyx0c9/0b2pCqw9wK+ImmzUvRHRERE9Fu9aQW5K64FPlfb8zu6tA+lWr1dDBwMDOhqQNvPAA9LGl9irlL2894E7F/2BA+nKhTv7CDUvcC6ksaWOEMkrdxJbpcAhwI7lntrvcdPSxpY4mxUtpG0tZ6kbcvxAcDNJYcRkjYo7QdTrXx31bPAkDLvSsDbbU8GjgeGAYOXIFZEREREn9TXCuRTqbYszJU0r5wDnAN8QtLtwEbAgiWMezBwlKS5wK3AW4ArqbYYzAFuBI63/ff2Ath+iWol+GxJc4A/Um0B6Si366gK7+vLeIDzgLuBmeUef0LjFd57Sty5wJrAj20vpCq4LytbOhYD5y7Bc7gEOE7SLKptHReXOLOAM20/tQSxIiIiIvokvfo/7dFXSBoBXG17857Ope5tG27qz3/vop5OIyJiiRz3wTE9nUJE9ABJM2w3NbrW11aQIyIiIiK6VW96k150ke2HgF61egzwlqGrZyUmIiIi+rysIEdERERE1KRAjoiIiIioSYEcEREREVGTPcix3Dz61AK+/quOPio6IqL3+fKHt+7pFCKil8kKckRERERETQrkiIiIiIiaFMgRERERETUpkHuQpF0kXV2O95J0Qk/nFBEREbGiy5v0ljNJovoK78VLMs72VcBV3ZPVv5K0su1X2jvvYNwA24u6N7uIiIiInpUV5OVA0ghJ90g6B5gJvF3SjyU1S7pL0tdqff9d0r2SbgY+XGs/RNIPy/FESfvWrj1Xfq4j6SZJsyXNk7Rjg1zGSJoqaYakayWtU9qnSPqmpKnA5xuc7y5plqQWSedLWqWMe0jSSSXf/brj+UVERET0JllBXn42Bg61/RkASSfafkLSAOAGSVsA9wM/BXYD/ge4dAnnOBC41vY3StzV6xclDQTOBva2PV/S/sA3gMNKl2G2dy59P9h6LmlV4AFgd9v3S7oQ+DTw/TJuoe0dGiUk6QjgCICha71lCW8nIiIiovfJCvLy8xfbt9fOPyJpJjAL2AzYFNgEeND2A7YNXLyEc0wHDpV0MvBu28+2ub4xsDnwR0mzgS8Db6tdb1uQX1ob96Dt+8v5BcBOHYz7P7Yn2G6y3TRo6LAluJWIiIiI3ikryMvPgtYDSe8AjgXG2n5S0kRg1XLZXYj1CuWPl7Kn+Q0Atm+StBOwJ3CRpDNsX1gbJ+Au29t2lmObc3WST9txEREREf1WVpC7xxpUReXTktYG3lfa7wXeIWlkOT+gnfEPAWPK8d7AQABJ6wP/sP1T4GfAVm3G3QcMl7Rt6T9Q0mZdyPdeYISkDcr5wcDULoyLiIiI6HeygtwNbM+RNAu4C/gzcEtpX1j27P5O0uPAzVRbItr6KfAbSXcCN/DqCu4uwHGSXgaeAz7eZt6Xypv7zpI0lOr3+/2SR0f5LpR0KHCZpJWptnKcu8Q3HhEREdEPqNoKG7Hs3rrBu/zpb1/Q02lERCyRL394655OISJ6gKQZtpsaXcsWi4iIiIiImmyxiOVmnWGDshITERERfV5WkCMiIiIialIgR0RERETUpECOiIiIiKjJHuRYbh55cgFfufS2nk4jImKJnLp/e9+tFBErqqwgR0RERETUpECOiIiIiKhJgRwRERERUZMCeRlJOlLSxzvv2aVYX1oecSIiIiJi6aVAXgaSVrZ9ru0Ll1PIJS6QJQ1YijErd3Te1XERERER/dEKXfBIGgFcA9wBjAbuBz5u+3lJY4DvAYOBx4FDbD8qaQpwK7A9cJWkIcBztr9Trs0CxgDDgY8DXwTeDVxq+8tl3o8BRwFvKHN/BvgGsJqk2cBdtg9q1M/2IknPldz+DfgCcHPtnkYCPyrzPw8cbvteSROBJ8p9zpT0pjbnFwHnAqsDfwIOs/1k2/sFvruMjz0iIiKiV8sKMmwMTLC9BfAM8BlJA4GzgX1tjwHOpypgWw2zvbPtRsXiS7Z3oio2fwP8B7A5cIikN0l6F7A/sL3tUcAi4CDbJwAv2B5ViuOG/cocg4B5trexfTP/agLwuZL3scA5tWsbAeNsf6HB+YXAf5Xn0AJ8tSv3K+kISc2Smhc882SDxxERERHRt6zQK8jFX23fUo4vplqxvYaqqP2jJIABwKO1MZd2EO+q8rOFaiX4UQBJfwbeDuxAtcI8vcReDfhHgzi7d9BvEXBF2wGSBgPbAZeVMQCr1LpcZntR23NJQ6mK4Kml/QLgsq7cr+0JVEU56458l9vrFxEREdFXpECGtkWdAVEVt+19evyCDuK9WH4urh23nq9cYl9g+4ud5NVRv4VtCt1WKwFPlRXnRtrm3dF9LE2/iIiIiD4vWyxgPUmthfABVPt57wOGt7ZLGihps+U03w3AvpLeXGKvKWn9cu3lsr2js34N2X4GeFDSfmWMJG3ZWUK2nwaelLRjaToYmNrBkIiIiIh+KwUy3AN8QtJcYE3gx7ZfAvYFTpc0B5hNtXVhmdm+G/gycF2Z84/AOuXyBGCupEmd9OvIQcAnS953AXt3MbVPAGeUuUYBp3RxXERERES/InvF3TZaPsXiatub93Qu/cG6I9/lT37z/J5OIyJiiZy6f3u76SKiP5M0w3ZTo2tZQY6IiIiIqFmh36Rn+yGqT6uI5WDdNw7KSkxERET0eVlBjoiIiIioSYEcEREREVGTAjkiIiIiomaF3oMcy9fDTzzH8Re3/ebriOgJ3/7YDj2dQkREn5UV5IiIiIiImhTIERERERE1KZAjIiIiImpSIHcDSeMlbdrTeXRG0rqSLi/HoyS9v6dzioiIiOhpKZCXgaQB7VwaD/T6Atn2I7b3LaejgBTIERERscJbIQtkScdLOqocnynpxnK8u6SLy/EBklokzZN0em3sc5JOkXQHsK2k0yTdLWmupO9I2g7YCzhD0mxJI9vMvbakKyXNKa/tSvt/lrnmSTq6tI2QdI+kn0q6S9J1klYr1zaQdH2JMVPSSEmDJd1Qzlsk7V36ni7pM7UcTpb0hRJ/nqQ3AKcA+5ec95f0gKThpf9Kkv5H0lrd8xuJiIiI6D1WyAIZuAnYsRw3AYMlDQR2AKZJWhc4HdiNamV1rKTxpf8gYJ7tbYC7gQ8Bm9neAvi67VuBq4DjbI+y/ac2c58FTLW9JbAVcJekMcChwDbAe4DDJY0u/TcEfmR7M+ApYJ/SPqm0bwlsBzwKLAQ+ZHsrYFfgu5IEXALsX8vhI8BlrSe2XwJOAi4tOV8KXAwcVLqMA+bYfrztg5R0hKRmSc0vPPNUg0cdERER0besqAXyDGCMpCHAi8BtVIXyjsA0YCwwxfZ8269QFaM7lbGLgCvK8TNURel5kj4MPN+FuXcDfgxge5Htp6kK8yttL7D9HPArXi3gH7Q9u5b3iJL3W21fWeIstP08IOCbkuYC1wNvBda2PQt4c9lzvCXwpO3/7STP84GPl+PDgJ836mR7gu0m202rrTGsC7cfERER0butkAWy7ZeBh6hWbW+lKop3BUYC91AVmu1ZaHtRifMKsDVVwTweuGYpU+povhdrx4uovtylvf4HAcOBMbZHAY8Bq5ZrlwP7Uq0kX9JZQrb/CjwmaTeqle0/dDYmIiIioj9YIQvk4ibg2PJzGnAkMNu2gTuAnSWtVd6IdwAwtW0ASYOBobZ/DxxNtR0D4FlgSDvz3gB8uowfIGmNksN4SatLGkS1bWNae4nbfgZ4uHXbh6RVJK0ODAX+YftlSbsC69eGXQJ8lKpIvrxB2EY5n0e11eK/W/8oiIiIiOjvVuQCeRqwDnCb7ceotkpMA7D9KPBFYDIwB5hp+zcNYgwBri5bGqYCx5T2S4DjJM1q+yY94PPArpJaqLZMbGZ7JjARuJOqOD+vbIvoyMHAUWXuW4G3UG0FaZLUTLWafG9rZ9t3lXz/Vu6vrcnApq1v0ittVwGDaWd7RURERER/pGrBNOK1JDUBZ9resdPOwFveuYk/fsp53ZxVRHTFtz+2Q0+nEBHRq0maYbup0bWVX+9kom+QdALVVpCDOusbERER0Z9kBTmWm6amJjc3N/d0GhERERGd6mgFeUXegxwRERER8RopkCMiIiIialIgR0RERETU5E16sdz89fFn+fzPX/Nx0RHRA35w6M49nUJERJ+VFeSIiIiIiJoUyBERERERNSmQIyIiIiJqUiD3UpLGS9p0OcecUr4dD0m/lzRsecaPiIiI6A9SIPcwSQPauTQe6LRAlrRUb7S0/X7bTy3N2IiIiIj+LAXyUpJ0vKSjyvGZkm4sx7tLurgcHyCpRdI8SafXxj4n6RRJdwDbSjpN0t2S5kr6jqTtgL2AMyTNljSyzdwTJX1P0mTgdElbS7pV0qzyc+PSbzVJl5S4lwKr1WI8JGktSSMkzau1Hyvp5HJ8VC2vS7rnSUZERET0LvmYt6V3E/AF4CygCVhF0kBgB2CapHWB04ExwJPAdZLG2/41MAiYZ/skSWsCPwM2sW1Jw2w/Jekq4Grbl7cz/0bAONuLJK0B7GT7FUnjgG8C+wCfBp63vYWkLYCZS3iPJwDvsP1ie9sxJB0BHAEw5E1rL2H4iIiIiN4nK8hLbwYwRtIQ4EXgNqpCeUdgGjAWmGJ7vu1XgEnATmXsIuCKcvwMsBA4T9KHgee7OP9ltheV46HAZWUl+Exgs9K+E3AxgO25wNwlvMe5wCRJHwNeadTB9gTbTbabVhs8dAnDR0RERPQ+KZCXku2XgYeAQ4FbqYriXYGRwD2AOhi+sLW4LcXz1lQF83jgmi6msKB2fCow2fbmwAeBVeupdhLnFf7130F97J7Aj6hWwWcs7X7niIiIiL4kBfKyuQk4tvycBhwJzLZt4A5g57LPdwBwAPCar5mTNBgYavv3wNHAqHLpWWBIF/MYCvytHB/SJr+DyjybA1s0GPsY8GZJb5K0CvCB0n8l4O22JwPHA8OAwV3MJyIiIqLPSoG8bKYB6wC32X6MaqvENADbjwJfBCYDc4CZtn/TIMYQ4GpJc6kK6GNK+yXAceWNdyMbjKv7NvAtSbcA9U/F+DEwuMQ+Hriz7cCyEn4KVUF/NXBvuTQAuFhSCzALODOfehERERErAlWLnRHLbu0RG/ujX53Q02lEBPCDQ3fu6RQiIno1STNsNzW6lhXkiIiIiIiaFMgRERERETX5VIJYbt6+1pD8t25ERET0eVlBjoiIiIioSYEcEREREVGTLRax3Pzl8Wc58qc39nQa0U+de/huPZ1CRESsILKCHBERERFRkwI5IiIiIqImBXJERERERE0K5D5E0rqSLl9OscZL2nR5xIqIiIjoT1Ig9xGSVrb9iO19l1PI8cASFciS8qbOiIiI6PdWqAJZ0ghJ90o6T9I8SZMkjZN0i6QHJG1d+g2SdL6k6ZJmSdq7Nn6apJnltV1p30XSFEmXl/iTJKnB/FMkfV/SrWX+zuY7RNJlkn4LXFfmn1e79mtJv5X0oKTPSvrPMv52SWuWfiMlXSNpRsl9k5L3XsAZkmaXPq/pV8ZPlPQ9SZOB07v7dxQRERHR01bEFcENgP2AI4DpwIHADlQF45eoVlZPBG60fZikYcCdkq4H/gG81/ZCSRsCvwSaStzRwGbAI8AtwPbAzQ3mH2R7O0k7AecDm3cwH8C2wBa2n5A0ok2szcu8qwL/A/yX7dGSzgQ+DnwfmAAcafsBSdsA59jeTdJVwNW2LweQdEPbfkDr52ptBIyzvajtzUg6ojxLBq/55oYPPCIiIqIvWREL5AdttwBIugu4wbYltQAjSp89gL0kHVvOVwXWoyp+fyhpFLCIqnBsdafth0vc2SVWowL5lwC2b5K0RimI25sP4I+2n2jnXibbfhZ4VtLTwG9LewuwhaTBwHbAZbUF7VXaBulCv8saFcflPiZQFeEMH7Gx28kzIiIios9YEQvkF2vHi2vni3n1eQjYx/Z99YGSTgYeA7ak2p6ysJ24i2j/2bYtIt3BfNsAC5bhXlYCnrI9qoMYdKFfRzlERERE9Csr1B7kJXAt8LnWfcSSRpf2ocCjthcDBwMDliL2/iXmDsDTtp/uYL5lYvsZ4EFJ+5W4krRlufwsMKQL/SIiIiJWKCmQGzsVGAjMLW+KO7W0nwN8QtLtVNsrlmZl9UlJtwLnAp/sZL7l4SDgk5LmAHcBe5f2S4Djypv6RnbQLyIiImKFIjvbRl8vkqYAx9pu7ulcusPwERt7nxN/3NNpRD917uG7dd4pIiKiiyTNsN3U6FpWkCMiIiIialbEN+n1GNu79HQOEREREdGxFMix3Ky/1pD8N3hERET0edliERERERFRkwI5IiIiIqImWyxiuXlo/jMces4fezqN6Kd+/pn39nQKERGxgsgKckRERERETQrkiIiIiIiaFMgRERERETUpkCMiIiIialIgr8AkNUk6qxzvImm7ns4pIiIioqflUyxWYLabgeZyugvwHHBrjyUUERER0QuscCvIkkZIulfSeZLmSZokaZykWyQ9IGnr0m+QpPMlTZc0S9LetfHTJM0sr+1K+y6Spki6vMSfJEkN5t9A0vWS5pTxI1U5o+TTImn/zmJKGivp1hLnTklDOsjtUknvr+UwUdI+Jf7VkkYARwLHSJotaUdJD0oaWPqvIemh1vOIiIiI/mxFXUHeANgPOAKYDhwI7ADsBXwJGA+cCNxo+zBJw4A7JV0P/AN4r+2FkjYEfgk0lbijgc2AR4BbgO2Bm9vMPQk4zfaVklal+iPlw8AoYEtgLWC6pJvaiynpTuBSYH/b0yWtAbzQQW6XAPsDv5f0BmB34NPANgC2H5J0LvCc7e8ASJoC7An8GvgocIXtl9s+SElHlOfIoDXf3Nlzj4iIiOj1VrgV5OJB2y22FwN3ATfYNtACjCh99gBOkDQbmAKsCqwHDAR+KqkFuAzYtBb3TtsPl7iza7EAkDQEeKvtKwFsL7T9PFVx/kvbi2w/BkwFxnYQc2PgUdvTS5xnbL/SQW5/AHaTtArwPuAm2y908ozOAw4tx4cCP2/UyfYE2022m1YdPLSTkBERERG934q6gvxi7Xhx7Xwxrz4TAfvYvq8+UNLJwGNUq70rAQvbibuI1z7f12y56KS9vZgC3KDvMY1yKyvKU4B/o1pJ/mUH81HG3FK2bOwMDLA9r7MxEREREf3BirqC3BXXAp+r7fkdXdqHUq3eLgYOBgZ0NaDtZ4CHJY0vMVeRtDpwE7C/pAGShgM7AXd2EOpeYF1JY0ucIZJW7iS3S6hWgncs99bWs8CQNm0XUhXTDVePIyIiIvqjFMjtO5Vqy8JcSfPKOcA5wCck3Q5sBCxYwrgHA0dJmkv1iRFvAa4E5gJzgBuB423/vb0Atl+iWgk+W9Ic4I9UW0A6yu06qsL7+jK+rd8CH2p9k15pmwS8kS6sOEdERET0F6q23ka8lqR9gb1tH9yV/mutv5E/+F8/6uasYkX188+8t6dTiIiIfkTSDNtNja6tqHuQoxOSzqZ6Q9/7O+sbERER0Z9kBTmWm6amJjc3N3feMSIiIqKHdbSCnD3IERERERE1KZAjIiIiImpSIEdERERE1KRAjoiIiIioSYEcEREREVGTAjkiIiIioiYFckRERERETQrkiIiIiIiaFMgrMEn5JsWIiIiINlIgdxNJIyTdK+k8SfMkTZI0TtItkh6QtHXpN0jS+ZKmS5olae/a+GmSZpbXdqV9F0lTJF1e4k+SpAbzH15izpF0haTVS/tESd+TNBk4XdJISddImlHm26T0+6CkO0pO10ta+3V7eBERERE9KAVy99oA+AGwBbAJcCCwA3As8KXS50TgRttjgV2BMyQNAv4BvNf2VsD+wFm1uKOBo4FNgXcC2zeY+1e2x9reErgH+GTt2kbAONtfACYAn7M9puR1TulzM/Ae26OBS4DjG92gpCMkNUtqnj9/fteeSkREREQvlv9i714P2m4BkHQXcINtS2oBRpQ+ewB7STq2nK8KrAc8AvxQ0ihgEVVR2+pO2w+XuLNLrJvbzL25pK8Dw4DBwLW1a5fZXiRpMLAdcFltEXqV8vNtwKWS1gHeADzY6AZtT6AqsmlqanLHjyMiIiKi90uB3L1erB0vrp0v5tVnL2Af2/fVB0o6GXgM2JJqpX9hO3EX0fj3OBEYb3uOpEOAXWrXFpSfKwFP2R7VYPzZwPdsXyVpF+DkBn0iIiIi+p1sseh51wKfa91HLGl0aR8KPGp7MXAwMGAJ4w4BHpU0EDioUQfbzwAPStqvzC1JW9bm/1s5/sQSzh0RERHRZ6VA7nmnAgOBuZLmlXOo9gJ/QtLtVNsrFrQzvj1fAe4A/gjc20G/g4BPSpoD3AXsXdpPptp6MQ14fAnnjoiIiOizZGfbaCwfTU1Nbm5u7uk0IiIiIjolaYbtpkbXsoIcEREREVGTAjkiIiIioiYFckRERERETQrkiIiIiIiaFMgRERERETUpkCMiIiIialIgR0RERETUpECOiIiIiKhJgRwRERERUZMCuQ+RdLSk1Wvnz/VkPhERERH9UQrkvuVoYPXOOkVERETE0uvzBbKkEZLulXSepHmSJkkaJ+kWSQ9I2rr0GyTpfEnTJc2StHdt/DRJM8tru9K+i6Qpki4v8SdJUoP5j5J0t6S5ki4pbSdLukDSdZIekvRhSd+W1CLpGkkDS7/dSy4tJbdV2muXdBSwLjBZ0uTa/N+QNEfS7ZLWLm0TJZ0l6VZJf5a0b63/ceUZzJX0tdqz+V2JM0/S/qX9tNq9fac7fn8RERERvU2fL5CLDYAfAFsAmwAHAjsAxwJfKn1OBG60PRbYFThD0iDgH8B7bW8F7A+cVYs7mmrVdlPgncD2DeY+ARhtewvgyFr7SGBPYG/gYmCy7XcDLwB7SloVmAjsX9pXBj7dXrvts4BHgF1t71rmGATcbntL4Cbg8Nr865Rn8AHgNABJewAbAlsDo4AxknYC/h14xPaWtjcHrpG0JvAhYLNyb19vcO9IOkJSs6Tm+fPnN+oSERER0af0lwL5QdstthcDdwE32DbQAowoffYATpA0G5gCrAqsBwwEfiqpBbiMqhhudafth0vc2bVYdXOBSZI+BrxSa/+D7ZdLDgOAa0p7a04bl7zvL+0XADt10N7IS8DV5XhGm/x+bXux7buBtWvPYA9gFjCT6o+JDUtO4ySdLmlH208DzwALgfMkfRh4vlECtifYbrLdNHz48HbSjIiIiOg7Vu7pBJaTF2vHi2vni3n1HgXsY/u++kBJJwOPAVtS/cGwsJ24i2j8vPakKmD3Ar4iabP6WNuLJb1cCvZ6Tq/ZrlHLs6vqcdvmV89dtZ/fsv2T10wqjQHeD3xL0nW2TynbU3YHPgp8FthtCXKLiIiI6JP6ywpyV1wLfK51H7Gk0aV9KPBoWSU+mGq1t0skrQS83fZk4HhgGDC4i8PvBUZI2qCcHwxM7aAd4FlgSFfza+Ba4DBJg0v+b5X0ZknrAs/bvhj4DrBV6TPU9u+ptpmMWoZ5IyIiIvqM/rKC3BWnAt8H5pYi+SGq/bnnAFdI2g+YDCxYgpgDgIslDaVanT3T9lMN3sv3GrYXSjoUuEzSysB04FzbLzZqL8MmAH+Q9GhtH3KX2b5O0ruA20qOzwEfo9rDfYakxcDLwKepCvHflD3RAo5Z0vkiIiIi+iK9+j/0EcumqanJzc3NPZ1GRERERKckzbDd1OjairTFIiIiIiKiUymQIyIiIiJqulQgSxpZ+xKLXcqXYwzr1swiIiIiInpAV1eQrwAWlU9W+BnwDuAX3ZZVREREREQP6WqBvNj2K1TfrPZ928dQfVNbRERERES/0tUC+WVJBwCf4NVvbhvYPSlFRERERPScrhbIhwLbAt+w/aCkdwAXd19aERERERE9o0tfFGL7bkn/BaxXzh8ETuvOxCIiIiIiekJXP8Xig8Bs4JpyPkrSVd2YV0REREREj+jqFouTga2BpwBsz6b6JIvoJSQdImndns4jIiIioq/raoH8iu2n27TlO6p7l0OAFMgRERERy6irBfI8SQcCAyRtKOls4NZuzKshSSMk3SvpPEnzJE2SNE7SLZIekLR16TdI0vmSpkuaJWnv2vhpkmaW13alfRdJUyRdXuJPkqQG828g6XpJc8r4kaqcUfJpkbR/LeZUSf8t6X5Jp0k6SNKdpd/I0m+ipHNLXvdL+kBHuZZrx5cYc0rcfYEmYJKk2ZJWk/SQpK+VsS2SNunk2WxWcpstaW75PQ+S9Lsyz7zWe4uIiIjoz7r0Jj3gc8CJwItUXxByLfD17kqqExsA+wFHANOBA4EdgL2ALwHjqXK90fZh5Rv/7pR0PfAP4L22F0raEPglVWEJMBrYDHgEuAXYHri5zdyTgNNsXylpVao/MD4MjAK2BNYCpku6qfTfEngX8ATwZ+A821tL+jzVMz269BsB7AyMBCaXL2RpmKuk95V73Mb285LWtP2EpM8Cx9puBij1/eO2t5L0GeBY4FMdPJsjgR/YniTpDcAA4P3AI7b3LDGHtv1lSDqi/C5Yb731Gvy6IiIiIvqWTgtkSQOAq2yPoyquetqDtlsAJN0F3GDbklqoCk2APYC9JB1bzlel+gSOR4AfShoFLAI2qsW90/bDJe7sEuv/CmRJQ4C32r4SwPbC0r4D8Evbi4DHJE0FxgLPANNtP1r6/Qm4roRrAXatzf3fthcDD0j6M7AJ8GA7uY4Dfm77+ZLHEx08q1+VnzOoCvmOns1twImS3gb8yvYD5Zl+R9LpwNW2p7WdwPYEYAJAU1NTtt1EREREn9dpgWx7kaTnJQ1tsA+5J7xYO15cO1/Mq/cjYB/b99UHSjoZeIxqZXclYGE7cRfx2mfzmi0XnbR3NVd47X5uA8e0k6sa9O9s/vr9NHw2wD2S7gD2BK6V9CnbN0oaQ7WS/C1J19k+pYtzR0RERPRJXd2DvBBokfQzSWe1vrozsWV0LfC51n3EkkaX9qHAo2W19mCqbQRdYvsZ4GFJ40vMVSStDtwE7C9pgKThwE7AnUuY736SVir7kt8J3NdBrtcBh5W5kbRmaX8WGNKFuRo+G0nvBP5s+yzgKmALVZ+K8bzti4HvAFst4X1FRERE9Dld3YP8u/LqK04Fvg/MLYXgQ8AHgHOAKyTtB0wGFixh3IOBn0g6BXiZai/0lVTfMjiHamX3eNt/b31TXBfdB0wF1gaOLPuOG+Zq+5qy7aJZ0kvA76n2Xk8EzpX0QsmnPe09m/2Bj0l6Gfg7cArVVpEzJC0u9/vpJbiniIiIiD5JdraN9iRJE6n2917e07ksq6amJjc3N/d0GhERERGdkjTDdlOja11aQZb0IA32vdp+5zLmFhERERHRq3R1i0W9ul6VamvBmu30jSVg+5CeziEiIiIiXtWlN+nZ/mft9Tfb3wd2697UIiIiIiJef13dYlH/9IKVqFaUu/KJCRERERERfUpXt1h8t3b8CtWXWHxk+acTEREREdGzulogf9L2n+sNkt7RDflERERERPSorn5RSKOPIOvzH0sWEREREdFWhyvI5csuNgOGSvpw7dIaVJ9mERERERHRr3S2xWJjqm9ZGwZ8sNb+LHB4N+UUEREREdFjOiyQbf8G+I2kbW3f9jrlFDWSDgGus/3IUo7/ku1vLt+sIiIiIvqvrr5Jb5ak/6DabvF/WytsH9YtWUXdIcA8YKkKZOBLwBIVyJJWtv3KUs4XERER0ad19U16FwFvAf4NmAq8jWqbRb8naYSkeyWdJ2mepEmSxkm6RdIDkrYu/QZJOl/SdEmzJO1dGz9N0szy2q607yJpiqTLS/xJktRm7n2pPnN6kqTZklaTNEbSVEkzJF0raR1JQyXdJ2njMu6Xkg6XdBqwWhk7qeQyrxb/WEknl+Mpkr4paSrw+UbzvA6POyIiIqLHdbVA3sD2V4AFti8A9gTe3X1p9TobAD8AtgA2AQ4EdgCOpVqhBTgRuNH2WGBX4AxJg4B/AO+1vRWwP3BWLe5o4GhgU+CdwPb1SW1fDjQDB9keRfUZ1GcD+9oeA5wPfMP208BngYmSPgq80fZPbZ8AvGB7lO2DunCfw2zvXHJ8zTyNBkg6QlKzpOb58+d3YYqIiIiI3q2rWyxeLj+fkrQ58HdgRLdk1Ds9aLsFQNJdwA22LamFV5/DHsBeko4t56sC61FtjfihpFHAImCjWtw7bT9c4s4usW7uII+Ngc2BP5bF5gHAowC2/yhpP+BHwJZLeZ+XdjZPW7YnABMAmpqavJTzRkRERPQaXS2QJ0h6I/AV4CpgMHBSt2XV+7xYO15cO1/Mq89QwD6276sPLFsYHqMqWlcCFrYTdxGd/z4E3GV729dckFYC3gW8AKwJPNxg/Cv86/8atP2ovgWdzRMRERHR33Vpi4Xt82w/aXuq7XfafrPtc7s7uT7mWuBzrfuIJY0u7UOBR20vBg6mWo1dEs8CQ8rxfcBwSduWOQZK2qxcOwa4BzgAOF/SwNL+cu34MeDNkt4kaRWqj/BrpKN5IiIiIvq1LhXIktaW9DNJfyjnm0r6ZPem1uecCgwE5pY3wp1a2s8BPiHpdqrtFQvaGd+eicC5ZQvGAGBf4HRJc4DZwHaSNgI+BXzB9jTgJuDLZfyEktMk2y8DpwB3AFcD9zaa0PZLjeZZwrwjIiIi+iTZnW8bLYXxz4ETbW8paWVglu0V6Y160YmmpiY3Nzf3dBoRERERnZI0w3ZTo2td/RSLtWz/N9WeW8pn5C5aTvlFRERERPQaXS2QF0h6E2AASe8Bnu62rCIiIiIiekhXP8XiP6k+vWKkpFuA4VR7VCMiIiIi+pUOC2RJ69n+X9szJe1M9fm4Au4rb/iKiIiIiOhXOtti8eva8aW277I9L8VxRERERPRXnRXIqh2/szsTiYiIiIjoDTorkN3OcUREREREv9TZm/S2lPQM1UryauWYcm7ba3RrdhERERERr7MOC2TbS/q1yBERERERfVpXPwc5+hlJIyQd2NN5RERERPQ2KZBXXCOAhgVy+SrxiIiIiBXSClMglxXTeyWdJ2mepEmSxkm6RdIDkrYu/QZJOl/SdEmzJO1dGz9N0szy2q607yJpiqTLS/xJktRg/qMk3S1prqRLJK1U5h1erq8k6X8krSVpoqQfS5os6c+Sdi453SNpYi3mc5JOlzRD0vWSti65/FnSXqXPAElnlPuZK+n/leGnATtKmi3pGEmHSLpM0m+B6yRd1HrvJc6k1pgRERER/dkKUyAXGwA/ALYANqFaQd0BOBb4UulzInCj7bHArsAZkgYB/wDea3srYH/grFrc0cDRwKZUH4e3fYO5TwBG294CONL2YuBi4KByfRwwx/bj5fyNwG7AMcBvgTOBzYB3SxpV+gwCptgeAzwLfB14L/Ah4JTS55PA0+V+xgKHS3pHyWea7VG2zyx9twU+YXs34DzgUABJQ4HtgN+3vSlJR0hqltQ8f/78BrcdERER0besaAXyg7ZbSnF6F3CDbQMtVFsOAPYATpA0G5gCrAqsBwwEfiqpBbiMqhhudafth0vc2bVYdXOBSZI+BrxS2s4HPl6ODwN+Xuv/21puj7XJuzX+S8A15bgFmFq+xKXt/Xy83M8dwJuADdt5Pn+0/QSA7anABpLeDBwAXGH7lbYDbE+w3WS7afjw4e2EjYiIiOg7VrS9pi/WjhfXzhfz6rMQsI/t++oDJZ0MPAZsSfWHxcJ24i6i8XPdE9gJ2Av4iqTNbP9V0mOSdgO24dXV5HrMep5tc325FNH/0s/24to+YgGfs31tm/vZpUGOC9qcX1Ry+ihVAR8RERHR761oK8hdcS3wudZ9xJJGl/ahwKNlFfdgoMsfgSdpJeDtticDxwPDgMHl8nlUWy3+2/ai5XIH/+pa4NOSBpZcNipbRp4FhnQydiLV1hFs39UNuUVERET0OimQX+tUqu0UcyXNK+cA5wCfkHQ7sBGvXW3tyADg4rI9YxZwpu2nyrWrqIrln7czdlmdB9wNzCz38xOqFei5wCuS5kg6ptFA248B93RjbhERERG9jl79H/roCZKaqArmHXs6l7YkrU61n3kr20931r+pqcnNzc3dn1hERETEMpI0w3ZTo2tZQe5Bkk4ArgC+2NO5tCVpHHAvcHZXiuOIiIiI/mJFe5Ner2L7NKrPI+51bF9P9ekdERERESuUrCBHRERERNSkQI6IiIiIqEmBHBERERFRkwI5IiIiIqImBXJERERERE0K5IiIiIiImhTIERERERE1/bJAlrSJpNmSZkkauYyxRkl6fxf67SLp6i70m1K+PQ9Jv5c0bFnyWxqSTilfBBIRERERbfTLAhkYD/zG9mjbf2ptVGVJ73kU0GmBvDRsv9/2U90Ru5N5TypfBBIRERERbXRLgSxphKR7JZ0naZ6kSZLGSbpF0gOSti79Bkk6X9L0stq7d238NEkzy2u70r5LWYG9vMSfJElt5n4/cDTwKUmTS6x7JJ0DzATeLunHkpol3SXpa7WxYyXdKmmOpDslDQVOAfYvK9L7S9q69JlVfm7cybNYTdIlkuZKuhRYrXbtIUlrLYfndYikX0m6pvT/dmkfIGliidki6ZjSPlHSvuV49xKrpcRepZbb18rzb5G0ydL+e4iIiIjoS7rzq6Y3APYDjgCmAwcCOwB7AV+iWuU9EbjR9mFlq8Gdkq4H/gG81/ZCSRsCvwSaStzRwGbAI8AtwPbAza2T2v69pHOB52x/R9IIYGPgUNufAZB0ou0nJA0AbpC0BXAvcCmwv+3pktYAngdOAppsf7aMXQPYyfYrZZvCN4F9OngOnwaet71FmWdmNzwvqFa6RwMvAvdJOht4M/BW25uX3IfVJ5S0KjAR2N32/ZIuLPl+v3R53PZWkj4DHAt8qm3Sko4oObPeevlm6oiIiOj7unOLxYO2W2wvBu4CbrBtoAUYUfrsAZwgaTYwBVgVWA8YCPxUUgtwGbBpLe6dth8ucWfXYnXkL7Zvr51/RNJMYBZVsb0pVRH9qO3pALafsf1Kg1hDgcskzQPOLOM7shNwcYk5F5jbTr9leV6U/k/bXgjcDawP/Bl4p6SzJf078EybOTcu895fzi8o+bb6Vfk5g3aes+0JtptsNw0fPrzdhxARERHRV3TnCvKLtePFtfPFtXkF7GP7vvpASScDjwFbUhXxC9uJu4iu3cOCWux3UK2GjrX9pKSJVIWmAHch1qnAZNsfKqvTU7owpitxl+V5bUOD51Lub0vg34D/AD4CHFYf2sWcuvqcIyIiIvq8nn6T3rXA51r3EUsaXdqHUq3mLgYOBgYsxznXoCqYn5a0NvC+0n4vsK6ksSWXIZJWBp4FhtTGDwX+Vo4P6cJ8NwEHlZibA1ssQ+7tPa+GJK0FrGT7CuArwFZtutwLjJC0QTk/GJi6DPlFRERE9Hk9XSCfSrWdYm7ZsnBqaT8H+ISk24GNqK0ALyvbc6i2VtwFnE+1jxnbLwH7A2dLmgP8kWpleTKwaeub9IBvA9+SdAtdK9x/DAyWNBc4HrhzGdJv73m1563AlLIlYyLwxfrFsh3jUKotIy1Uq9XnLkN+EREREX2eqm2uEcuuqanJzc3NPZ1GRERERKckzbDd1OhaT68gR0RERET0KimQIyIiIiJqUiBHRERERNSkQI6IiIiIqEmBHBERERFRkwI5IiIiIqImBXJERERERE0K5IiIiIiImhTIERERERE1fbZAljRe0qbtXBsu6Q5JsyTtuIzzjJB0YBf7zetCv4mS9i3H57V3D91J0pGSPv56zxsRERHRF/T6AlnSgHYujQfaKy53B+61Pdr2tC7Ga88IoNMCeWnY/pTtu7sjdifznmv7wtd73oiIiIi+oNsKZEnHSzqqHJ8p6cZyvLuki8vxAZJaJM2TdHpt7HOSTpF0B7CtpNMk3S1prqTvSNoO2As4Q9JsSSNrY0cB3wbeX66t1iDeSZKml3knSFIZu4Gk6yXNkTSzxD0N2LHEOqasFE8r12eWXDp6DpL0w5L/74A3165NkdRUu+fTJc0oOWxdrv9Z0l6lzwBJZ5Tc50r6f6V9l9L3ckn3SppUu6d/eXal7WRJx7Y+L0m3l+tXSnpjLbfTJd0p6f5lXYmPiIiI6Cu6cwX5JqC1qGoCBksaCOwATJO0LnA6sBswChgraXzpPwiYZ3sb4G7gQ8BmtrcAvm77VuAq4Djbo2z/qXVS27OBk4BLy7UX6vFs3wz80PZY25sDqwEfKMMnAT+yvSWwHfAocAIwrcQ6E/gH8F7bWwH7A2d18hw+BGwMvBs4vMRtZBAwxfYY4Fng68B7y/hTSp9PAk/bHguMBQ6X9I5ybTRwNNWq+juB7SWt2fbZNZj3QuC/yvUW4Ku1ayvb3rrE/WqDsUg6QlKzpOb58+d39BwiIiIi+oTuLJBnAGMkDQFeBG6jKpR3BKZRFXhTbM+3/QpVcbpTGbsIuKIcPwMsBM6T9GHg+aXIpR4PYNeyR7mFqkDfrOT5VttXAtheaLvRXAOBn5axl9H+No9WOwG/tL3I9iPAje30ewm4phy3AFNtv1yOR5T2PYCPS5oN3AG8CdiwXLvT9sO2FwOzy5gOn52kocAw21NL0wW8+jsA+FX5OaOWw7+wPcF2k+2m4cOHt3NrEREREX1HtxXIpbh7CDgUuJWqKN4VGAncA6iD4QttLypxXgG2pipwx/NqEbkk/i+epFWBc4B9bb8b+Cmwaif51B0DPAZsSVXwv6ELY9yFPi/bbu23mOqPCkrBu3JpF/C5spo9yvY7bF9Xrr1Yi7WIavV3WZ9da8xFtRwiIiIi+rXufpPeTcCx5ec04EhgdikE7wB2lrRWeePcAcDUtgEkDQaG2v491X/1jyqXngWGLEVOq5afj5fY+wLYfgZ4uHWbh6RVJK3eYJ6hwKOlcD0Y6OxNfzcBHy37h9eh+iNhaV0LfLpsVUHSRpIGtde5g2cHgO2ngSdr+4sPpsHvICIiImJF0t2rgtOAE4HbbC+QtLC0YftRSV8EJlOtjP7e9m8axBgC/Kas/IpqBRfgEqqtDkdRrQb/qcHY17D9lKSfUm1deAiYXrt8MPATSacALwP7AXOBVyTNASZSrT5fIWm/kvuCTqa8kmobRwtwP8tWgJ5HtdVhZnkT3nyqleH2tPfs6j4BnFv+GPgz1Yp/RERExApLr/6vfsSyaWpqcnNzc0+nEREREdEpSTNsNzW61us/BzkiIiIi4vWUAjkiIiIioiYFckRERERETQrkiIiIiIiaFMgRERERETUpkCMiIiIialIgR0RERETUpECOiIiIiKhJgRwRERERUZMCOSIiIiKiJgXyUpA0TNJnlmH8KEnvX545RURERMTykQJ56QwDlrpABkYBS1Qgq7Lcfl+SBnR03tVxEREREf1NCuSlcxowUtJsSWcASDpO0nRJcyV9rbR9SNL1pbhdR9L9ktYDTgH2L+P3l3SypGNbg0uaJ2lEed0j6RxgJvD2RvO0JWkPSbdJminpMkmDS/tDkk6SdDOwX4PzAyS1lPlPr8V7TtIpku4Atu2eRxoRERHRO6RAXjonAH+yPcr2cZL2ADYEtqZaHR4jaSfbVwJ/B/4D+CnwVdv/C5wEXFrGX9rJXBsDF9oeXY5fM0+9s6S1gC8D42xvBTQD/1nrstD2DrYvqZ8DNwGnA7uV2GMljS99BgHzbG9j++Y28x0hqVlS8/z58zu5lYiIiIjeb+WeTqCf2KO8ZpXzwVSF7E3A54B5wO22f7kUsf9i+/YuzNPqPcCmwC2SAN4A3Fa73rYgbz0fC0yxPR9A0iRgJ+DXwCLgikbJ2Z4ATABoamrykt1aRERERO+TAnn5EPAt2z9pcO2twGJgbUkr2V7coM8r/Otq/qq14wVdnKfe54+2D2jn+oJ2ztVBzIW2F3VwPSIiIqLfyBaLpfMsMKR2fi1wWG2v71slvVnSysDPgQOBe3h1q0Pb8Q8BW5WxWwHvaGfehvO06XM7sL2kDUqf1SVt1IV7ugPYWdJa5Y14BwBTuzAuIiIiol/JCvJSsP1PSbdImgf8oexDfhdwW9nW8BzwMeBIYJrtaZJmA9Ml/Q6YDJxQ2r5FtX3h4619gPvbmfe6dub5R63PfEmHAL+UtEpp/nJ7MWvjHpX0xZKbgN/b/s2SPZmIiIiIvk92to3G8tHU1OTm5uaeTiMiIiKiU5Jm2G5qdC1bLCIiIiIialIgR0RERETUpECOiIiIiKhJgRwRERERUZMCOSIiIiKiJgVyRERERERNCuSIiIiIiJoUyBERERERNSmQIyIiIiJqUiAvR5LGS9q0p/PoCknDJH2mp/OIiIiI6G1SIC8FSQPauTQe6BMFMjAMaFggd3B/EREREf3eClUgSzpe0lHl+ExJN5bj3SVdXI4PkNQiaZ6k02tjn5N0iqQ7gG0lnSbpbklzJX1H0nbAXsAZkmZLGtlm7v1KzDmSbipt0ySNqvW5RdIWkk6WdIGk6yQ9JOnDkr5d8rpG0sDS/yFJ35R0m6RmSVtJulbSnyQdWYt7nKTpJdevlebTgJEl1zMk7SJpsqRfAC2STpX0+VqMb7Q+u4iIiIj+bIUqkIGbgB3LcRMwuBSbOwDTJK0LnA7sBowCxkoaX/oPAubZ3ga4G/gQsJntLYCv274VuAo4zvYo239qM/dJwL/Z3pKqkAY4DzgEQNJGwCq255ZrI4E9gb2Bi4HJtt8NvFDaW/3V9rbANGAisC/wHuCUEncPYENg63JPYyTtBJwA/KnkelyJtTVwou1NgZ8BnygxVgI+Ckxq+0AlHVGK8+b58+e/5oFHRERE9DUrWoE8g6pAHAK8CNxGVSjvSFVgjgWm2J5v+xWqgnCnMnYRcEU5fgZYCJwn6cPA812Y+xZgoqTDgdYtDJcBHyhF+mFUBW6rP9h+GWgp/a8p7S3AiFq/q2rtd9h+1vZ8YKGkYcAe5TULmAlsQlUwN3Kn7QcBbD8E/FPS6Nbxtv/ZdoDtCbabbDcNHz68C48hIiIiondbuacTeD3ZflnSQ8ChwK3AXGBXqtXae4CNOhi+0PaiEucVSVsDu1OtrH6WatW5o7mPlLQN1ervbEmjbP9T0h+pVok/QlWst3qxjFss6WXbLu2L+dff24u19hdr7a39BHzL9k/q+Uga0SDNBW3OW1e43wKc39H9RURERPQXK9oKMlTbLI4tP6cBRwKzSwF6B7CzpLXKG9UOAKa2DSBpMDDU9u+Bo6m2LgA8CwxpNKmkkbbvsH0S8Djw9nLpPOAsYLrtJ5bLHf6ra4HDSs5IequkN3eUa82VwL9Traxf2w25RURERPQ6K9QKcjENOBG4zfYCSQtLG7YflfRFYDLVyuvvbf+mQYwhwG8krVr6HVPaLwF+Wt7Mtm+bfchnSNqw9L8BmFPmnCHpGeDny/tGS/zrJL0LuE0SwHPAx2z/qbwpcB7wB+B3Dca+JGky8FTr6nlEREREf6dX/+c+ekJ5Y+AUYBPbi3s4nX9R3pw3E9jP9gOd9W9qanJzc3P3JxYRERGxjCTNsN3U6NqKuMWi15D0captHSf2wuJ4U+B/gBu6UhxHRERE9Bcr4haLXsP2hcCFPZ1HI7bvBt7Z03lEREREvN6yghwRERERUZMCOSIiIiKiJgVyRERERERNCuSIiIiIiJoUyBERERERNSmQIyIiIiJqUiBHRERERNSkQO4mkoZJ+kxP5xERERERSyYFcvcZBvTaAlnSgI7O2xmj8vXTEREREf1Wny92JH1c0lxJcyRdVNrWl3RDab9B0nqlfaKkH0uaLOnPknaWdL6keyRNrMV8TtJ3Jc0s44eX9sMlTS9zXSFp9dK+tqQrS/scSdsBpwEjJc2WdIakXSRNkXS5pHslTZKkMn6MpKmSZki6VtI6pf0oSXeX+7iktO1cYs6WNEvSkAbP5GOS7ix9ftJa/Jb7OkXSHcC2Dc7/U9K88jq6jBlRns85wEzg7d3xe4yIiIjoLfp0gSxpM+BEYDfbWwKfL5d+CFxoewtgEnBWbdgbgd2AY4DfAmcCmwHvljSq9BkEzLS9FTAV+Gpp/5XtsWWue4BPlvazgKmlfSvgLuAE4E+2R9k+rvQbDRwNbEr1Nc7bSxoInA3sa3sMcD7wjdL/BGB0uY8jS9uxwH/YHgXsCLzQ5pm8C9gf2L70WQQcVLuveba3sX1z/bzEORTYBngPcLik0WXcxuV5jrb9lzbzHSGpWVLz/PnziYiIiOjr+nSBTFXoXm77cQDbT5T2bYFflOOLgB1qY35r20AL8JjtFtuLqYraEaXPYuDScnxxbfzmkqZJaqEqOjer5fHjksMi20+3k++dth8u880u820MbA78UdJs4MvA20r/ucAkSR8DXilttwDfk3QUMMz2K/yr3YExwPQSb3eqYhyqYvmKWt/6+Q7AlbYX2H4O+BVVAQ7wF9u3N7oh2xNsN9luGj58eDu3HREREdF3rNzTCSwjAe5Cv3qfF8vPxbXj1vP2nkfr+InAeNtzJB0C7NLVRNvMDVVxujLVPdxle9sG/fcEdgL2Ar4iaTPbp0n6HfB+4HZJ42zfWxsj4ALbX2wQb6HtRe2cq4O8F3R8WxERERH9R19fQb4B+IikNwFIWrO03wp8tBwfBNy8hHFXAvYtxwfWxg8BHi3bIg6q9b8B+HTJYYCkNYBnS//O3AcMl7RtGT9Q0mblzXBvtz0ZOJ7qTX+DJY0sq96nA83AJm3i3QDsK+nNJd6aktbvQh43AeMlrS5pEPAhYFoXxkVERET0K316Bdn2XZK+AUyVtAiYBRwCHAWcL+k4YD7V3tolsQDYTNIM4GmqPb0AXwHuAP5CtUWjtQD+PDBB0iepVoY/bfs2SbdImgf8AfhdO/fwkqR9gbMkDaX6nXwfuB+4uLQJONP2U5JOlbRrmefuErse725JXwauK0X2y8B/lJzbZXtmeaPinaXpPNuzJI3o5FlFRERE9CuqtuNGnaTnbA/u6Tz6mqamJjc3N/d0GhERERGdkjTDdlOja319i0VERERExHKVArmBrB5HRERErLhSIEdERERE1KRAjoiIiIioSYEcEREREVGTAjkiIiIioiYFckRERERETQrkiIiIiIiaFMgRERERETUpkHshSadIGleOj5a0ek/nFBEREbGiSIHcC9k+yfb15fRoYLkXyJIGdHTe1XERERER/U0K5ELSxyXNlTRH0kWlbX1JN5T2GyStV9onSjpL0q2S/ixp31qc4yW1lDinlbbDJU0vbVdIWl3SUEkPSVqp9Fld0l8lDSzx95V0FLAuMFnSZEmflHRmba7DJX2vwb3sIek2STMlXSZpcGl/SNJJkm4G9mtwfkDJfZ6k02vxniur2ncA23bD44+IiIjoNVIgA5I2A04EdrO9JfD5cumHwIW2twAmAWfVhq0D7AB8AGgthN8HjAe2KXG+Xfr+yvbY0nYP8EnbTwNzgJ1Lnw8C19p+uXUC22cBjwC72t4VuATYS9LA0uVQ4Odt7mUt4MvAONtbAc3Af9a6LLS9g+1L6ufATcDpwG7AKGCspPGlzyBgnu1tbN/cZr4jJDVLap4/f36DpxsRERHRt6RAruwGXG77cQDbT5T2bYFflOOLqAriVr+2vdj23cDapW0c8HPbz7eJs7mkaZJagIOAzUr7pcD+5fij5bxdthcANwIfkLQJMNB2S5tu7wE2BW6RNBv4BLB+7XrbOVrPxwJTbM+3/QrVHwQ7lWuLgCvayWmC7SbbTcOHD+8o/YiIiIg+YeWeTqCXEOAu9Kv3ebHN+I7iTATG254j6RBgl9J+FfAtSWsCY6iK386cB3wJuJc2q8e1HP5o+4B2xi9o51xtO9YstL2oC7lFRERE9HlZQa7cAHxE0psASsEKcCvVyi5UK783Nxhbdx1wWOunTtTiDAEeLVsjDmrtbPs54E7gB8DV7RShz5bxrWPuAN4OHAj8skH/24HtJW1Qclhd0kad5A1wB7CzpLXKG/EOAKZ2YVxEREREv5IVZMD2XZK+AUyVtAiYBRwCHAWcL+k4YD7Vnt+O4lwjaRTQLOkl4PdUq71foSpA/wK0UCt4qbY4XMarq8ptTQD+IOnRsg8Z4L+BUbafbJDD/LJK/UtJq5TmLwP3d5L7o5K+CEymWk3+ve3fdDQmIiIioj+S3ZWdBdGbSLoaONP2DT2dS11TU5Obm5t7Oo2IiIiITkmaYbup0bVssehDJA2TdD/wQm8rjiMiIiL6i2yx6ENsPwV0ZT9xRERERCylrCBHRERERNSkQI6IiIiIqEmBHBERERFRkwI5IiIiIqImBXJERERERE0K5IiIiIiImhTIERERERE1KZB7iKR1JV3ehX5fej3yiYiIiIhKCuQeYvsR2/t2oetyL5AlrdzReVfHRURERPRHvbZAlvRxSXMlzZF0UWlbX9INpf0GSeuV9omSzpJ0q6Q/S9q3Fud4SS0lzmml7XBJ00vbFZJWlzRU0kOSVip9Vpf0V0kDJY2UdI2kGZKmSdqkQb4nS7pI0o2SHpB0eGmXpDMkzSt57F/aR0iaV44PkfSrMscDkr5d2k8DVpM0W9IkSYMk/a7kPa81Vps8GuZantH3JE0GTm9wPkrS7eXZXinpjWXcFEnflDQV+Pzy+v1GRERE9Fa9ckVQ0mbAicD2th+XtGa59EPgQtsXSDoMOAsYX66tA+wAbAJcBVwu6X3l+ja2n6/F+ZXtn5a5vg580vbZkuYAOwOTgQ8C19p+WdIE4EjbD0jaBjgH2K1B6lsA7wEGAbMk/Q7YFhgFbAmsBUyXdFODsaOA0cCLwH2SzrZ9gqTP2h5Vct0HeMT2nuV8aIM4HeW6ETDO9iJJE9uczwU+Z3uqpFOArwJHl3HDbO/cYC4kHQEcAbDeeus16hIRERHRp/TWFeTdgMttPw5g+4nSvi3wi3J8EVVB3OrXthfbvhtYu7SNA35u+/k2cTYvq6stwEHAZqX9UqB1VfajwKWSBgPbAZdJmg38hKoYb+Q3tl8oeU8Gti45/tL2ItuPAVOBsQ3G3mD7adsLgbuB9Rv0aQHGSTpd0o62n65f7EKul9le1Pa8FNrDbE8t7RcAO9X6XdrO/WJ7gu0m203Dhw9vr1tEREREn9ErV5ABAe5Cv3qfF9uM7yjORGC87TmSDgF2Ke1XAd8qK81jgBupVoOfal3FXYJ8Ws/VqGMD9fwX0eB3Y/t+SWOA95c8r7N9Sq3LSp3kuqCT8/Z0tV9EREREn9dbV5BvAD4i6U0Ata0Rt1Kt7EK18ntzJ3GuAw6TtHqbOEOARyUNLHEAsP0ccCfwA+Dqsur7DPCgpP1KDEnasp359pa0asl7F2A6cBOwv6QBkoZTrcze2ZWHULxc8kTSusDzti8GvgNsVe+4hLnWxz0NPClpx9J0MNVKd0RERMQKp1euINu+S9I3gKmSFgGzgEOAo4DzJR0HzAcO7STONZJGAc2SXgJ+T/WpEF8B7gD+QrVtYUht2KXAZby6qgxVEf1jSV8GBgKXAHMaTHkn8DtgPeBU249IupJqa8gcqhXl423/XdKILj2Mak/xXEkzgQuBMyQtBl4GPt2gf1dzbesTwLnlj4k/08mzjYiIiOivZHdlJ0N0RtLJwHO2v9PTufSUpqYmNzc393QaEREREZ2SNMN2U6NrvXWLRUREREREj+iVWyz6Itsn93QOEREREbHssoIcEREREVGTAjkiIiIioiYFckRERERETQrkiIiIiIiaFMgRERERETUpkCMiIiIialIgR0RERETUpEDuRSSNl7RpT+cRERERsSJLgdy7jAcaFsiSltuXurSN1dXYyzOHiIiIiN5qhS14JA0C/ht4GzAAOBV4HPis7Q+VPu8FPm37w5KeA34EjAOeBL4EfBtYDzja9lWSDqEqcgcAmwPfBd4AHAy8CLzf9hOSRpZYw4HngcOBNYG9gJ0lfRnYB/gZcCuwPXBjib+R7ZclrQHMBTa0/XLtvoYD55a8KLndIulkYF1gBPC4pPvbnH8ROL/kNB841Pb/SpoIPAGMBmYCX1jqhx4RERHRB6ywBTLw78AjtvcEkDQUeAb4kaThtucDhwI/L/0HAVNs/5ekK4GvA++lWvG9ALiq9NucqphcFfgf4L9sj5Z0JvBx4PvABOBI2w9I2gY4x/Zukq4CrrZ9eckJYJjtncv5CGBP4NfAR4Er6sVx8QPgTNs3S1oPuBZ4V7k2BtjB9gulYK6f/xa40PYFkg4DzqIq9gE2AsbZXtT2IUo6AjgCYL311mt7OSIiIqLPWZG3WLQA4ySdLmlH20/bNnAR8DFJw4BtgT+U/i8B19TGTi3FaQvVKmyrybafLQX208Bva2NGSBoMbAdcJmk28BNgnQ7yvLR2fB5V0Q7/WrzXjQN+WGJfBawhaUi5dpXtF2p96+fbAr8oxxcBO9T6XdaoOAawPcF2k+2m4cOHd3AbEREREX3DCruCbPt+SWOA9wPfknSd7VOois7fAgupCsNXypCXSwENsJhqywS2F7fZm/ti7Xhx7Xwx1fNeCXjK9qguprqglvMtkkZI2hkYYHteg/4rAdu2KYRbV6MXtOnb9rzOteOO+kVERET0KyvsCrKkdYHnbV8MfAfYCsD2I8AjwJeBict7XtvPAA9K2q/kIUlblsvPAkPaHVy5EPgljVePAa4DPtt6ImlUF1O7lWrbBsBBwM1dHBcRERHRr6ywBTLwbuDOshXhRKo9xa0mAX+1fXc3zX0Q8ElJc4C7gL1L+yXAcZJmlTfyNTIJeCNVkdzIUUCTpLmS7gaO7GJORwGHSppL9abCz3dxXERERES/old3DUQrST8EZtn+WU/n0pakfYG9bR/c07m01dTU5Obm5p5OIyIiIqJTkmbYbmp0bYXdg9weSTOo9tz2uo8zk3Q28D6qfdMRERER0Q1SILdhe0xP59Ae25/r6RwiIiIi+rsVeQ9yRERERMRrpECOiIiIiKhJgRwRERERUZMCOSIiIiKiJgVyRERERERNCuSIiIiIiJoUyBERERERNa9bgSzpKEn3SJq0HGIdImndLvSbWL55rqM+IyTNK8dNks5a1vyWhqRbe2LeiIiIiPhXr+cXhXwGeJ/tB+uNkla2/coSxjoEmAc8spxyA8B2M9Aj35Vse7vXa662z7yrv4Ol/F1FRERE9CmvS4Es6VzgncBVks4HhgLrAiOAxyV9CbgIGFSGfNb2rWXs8cDBwGLgD1QFbBMwSdILwLbAccAHgdWAW4H/Z9sd5DMGOB94Hri51r4LcKztD0g6GXgHsA6wEfCfwHuovur5b8AHbb9cYn0PGAw8Dhxi+1FJU4A7gF2BYcAnbU+TtBnwc+ANVCv4+9h+QNJztgdLEvDtMo+Br9u+tOR2cpljc2AG8LG29ylpJPAjYHi5v8Nt3ytpIvAEMBqYKelNbc4vAs4FVgf+BBxm+8lyH7cC2wNXAd9t77lGRERE9AevyxYL20dSrfbuavvM0jwG2Nv2gcA/gPfa3grYHzgLQNL7gPHANra3BL5t+3KqIvkg26NsvwD80PZY25tTFckf6CSlnwNH2d62k34jgT2BvYGLgcm23w28AOwpaSBwNrBv+Yrq84Fv1MavbHtr4Gjgq6XtSOAHtkdRFfoPt5nzw8AoYEtgHHCGpHXKtdEl1qZUf3Bs3yDnCcDnSj7HAufUrm0EjLP9hQbnFwL/ZXsLoKWWL8Aw2zvbfk1xLOkISc2SmufPn98gnYiIiIi+5fXcYtHWVaW4BRgI/FDSKGARVeEGVYH4c9vPA9h+op1Yu5aV5tWBNYG7gN826ihpKFXBN7U0XUS1WtvIH8oqcQswALimtLdQrX5vTLWa+8dq4ZcBwKO18b/6/+3de7xVZZ3H8c8XvJCCEML40gpR1BBNUTaUd03HrBwFL2PGpGgzZq+8UeboOGOOTY2kr3FSKyUqrBivJCqaUMhNUOAAhwOiZIIzaQzqqAgGKPCbP9ZzcrHb+5x97mfD9/16rddZ61nPba3Hhb/znGftnX4uTPkBngGul/RR4FcR8WJRm8cC90bEFmCNpJnAUOAdYH5EvJKuozbVmZ8B7w4cDTyY+gOwa67uB1O92xyXuCf3AA/m8t1f6uYARMRYsqCcQqFQdtbezMzMrFp0ZID8bm5/NLCGbNa0C7AxpYtsmUFZkrqRzZIWIuIPaWlEt4aKNFZnziaAiNgq6f3ccoatZPdOwHMNzERvSj+3pPxExH9Jmkc2Mz1F0t9HxFNF/WuwP8V15nQB3k6z06W828hxOZXmMzMzM6t6neVj3noCqyNiK9l6464pfSpwsaTdACT1TunrgB5pvz4YfiPNoDb4qRUR8TawVtKxKWlkC/q9Augr6ajUv53TGuOyJO0PrIyI28nW9B5WlGUWcJ6krpL6AscD8yvpTES8A6ySdG5qS5IOr6DcWuAtScelpC8BMxsoYmZmZrbd6iwB8g+BCyU9S7a84l2AiHiSLIisSUsKrk75xwN3pbRNwI/Jlj1MAhZU0N5FwA8kPUO2nrhZIuI9soB8jKQlQC3ZEoeGnAcsS30fSLb2N+9hoA5YAjwFXBMR/9uEbo0Evpz68xzZ+ulKXEi23rmObA30TU1o08zMzGy7oQY+7MGsSQqFQtTUdMin5JmZmZk1iaSFEVEoda6zzCCbmZmZmXUKDpDNzMzMzHIcIJuZmZmZ5ThANjMzMzPLcYBsZmZmZpbjANnMzMzMLMcBspmZmZlZjgNkMzMzM7McB8hmZmZmZjkOkFuZpOGSBrVh/XNbqZ4TJTX2tdhmZmZmOxwHyM0kqWuZU8OBVg+Q69uLiNYKak8EmlSXpJ1aqW0zMzOzTmuHC5AlXSPpirR/m6Sn0v7Jkn6Z9s+XtFTSMkljcmXXS7pJ0jzgKEk3S1ouqU7SrWlG9gzgFkm1kgYUtT1e0l2SZkv6naTTU3pXSbdIWpDq+kpKP1HSdEn/BSyt70Pu3ExJD6S6bpY0UtL81PcBKV9fSRNT3QskHSOpP3ApMDr187hS+VL5GyWNlTQV+HlbjYuZmZlZZ7EjzgjOAr4B3A4UgF0l7QwcC8yWtA8wBhgCvAVMlTQ8IiYBuwPLIuIGSb2BnwADIyIk9YqItyU9CkyOiIfKtN8fOAEYAEyXdABwAbA2IoZK2hWYkwJSgGHAoRGxqkRdhwMHA28CK4FxETFM0pXA5cBVwPeB2yLiaUn9gCkRcbCku4D1EXErQArCt8mX6ibdi2MjYkNxByRdAlwC0K9fv3L33MzMzKxq7IgB8kJgiKQewCZgEVmgfBxwBTAUmBERrwNImgAcD0wCtgATUz3vABuBcZIeByZX2P4DEbEVeFHSSmAgcCpwmKRzUp6ewIHAe8D8MsExwIKIWJ36+RJQH1QvBU5K+6cAgyTVl9kjXXuxhvI9Wio4BoiIscBYgEKhEOUv28zMzKw67HABckS8L+ll4CJgLlBHFkwOAJ4HDmqg+MaI2JLq2SxpGHAy8AXgMuDTlXShxLGAyyNiSv6EpBOBdxuoa1Nuf2vueCsfjG0X4KjiADcXCFNBvob6YGZmZrZd2eHWICezgKvTz9lk63FrIyKAecAJkvqkF+POB2YWVyCpO9AzIp4gW8owOJ1aB5Saoa13rqQuaY3w/sAKsuUMX01LPZB0kKTdW3yVmalkwXt9v8v1s1w+MzMzsx3Kjhogzwb2Bp6JiDVkSyVmA6QlC9cB04ElwKKIeKREHT2AyZLqyALo0Sn9PuCbkhYXv6SXrEj5fw1cGhEbgXHAcmCRpGXA3bTe7P4VQCG9/Lec7JcBgMeAEfUv6TWQz8zMzGyHomzS1NqDpPE0/AJfVSsUClFTU9PR3TAzMzNrlKSFEVEodW5HnUE2MzMzMytph3tJryNFxKiO7oOZmZmZNcwzyGZmZmZmOQ6QzczMzMxyHCCbmZmZmeU4QDYzMzMzy3GAbGZmZmaW4wDZzMzMzCzHAbKZmZmZWY4D5ApIGi5pUCfoxyhJ++SOX5bUpyP7ZGZmZra9cYCcI6lrmVPDgQ4PkIFRwD6NZTIzMzOz5tsuAmRJ10i6Iu3fJumptH+ypF+m/fMlLZW0TNKYXNn1km6SNA84StLNkpZLqpN0q6SjgTOAWyTVShpQ1Pa5qc4lkmaltFGSJkl6TNIqSZdJ+rqkxZKeldQ75RucjuskPSzpw+XSJZ0DFIAJqR8fSl24XNKidG0DU/kbJf1U0gxJK+vvTTr3d5LmpzrultQ1bePTdSyVNDrlvSJ3L+5r/ZEzMzMz63y2iwAZmAUcl/YLQHdJOwPHArPTsoQxwKeBwcBQScNT/t2BZRHxSWA5MAI4JCIOA/4tIuYCjwLfjIjBEfFSUds3AJ+JiMPJAul6hwJfBIYB3wH+FBFHAM8AF6Q8Pwf+MbW1FPhWufSIeAioAUamfmxIed+IiCOBHwFX59ofCHwmtf8tSTtLOhg4DzgmIgYDW4CR6Z58JCIOjYhPAD9LdVwLHJH6cWmpG29mZma2vdleAuSFwBBJPYBNZEFogSxong0MBWZExOsRsRmYAByfym4BJqb9d4CNwDhJZwF/qqDtOcB4Sf8A5JdoTI+IdRHxOrAWeCylLwX6S+oJ9IqImSn9HuD4cukNtP+r3D3on0t/PCI2RcQbwGvAXsDJwBBggaTadLw/sBLYX9Idkk5L9wGgjmzG+u+AzaUal3SJpBpJNa+//noD3TQzMzOrDttFgBwR7wMvAxcBc8mC4pOAAcDzgBoovjEitqR6NpPNuE4kW3f8ZAVtXwr8M/AxoFbSnunUply2rbnjrcBOFVxWperr3VJUb779+nMC7kkz0IMj4uMRcWNEvAUcDswAvgaMS+U+D/yALKheKOkv+h0RYyOiEBGFvn37tuJlmZmZmXWM7SJATmaRLTGYRRYgXwrURkQA84ATJPVJL+KdD8wsrkBSd6BnRDwBXEW29ABgHdCjVKOSBkTEvIi4AXiDLFBuVESsBd6SVL805EvAzHLpjfWjQtOAcyT9Vep7b0n7pk/C6BIRE4F/AY6U1AX4WERMB64BegHdW9C2mZmZWVVozZnMjjYbuB54JiLelbQxpRERqyVdB0wnm0V9IiIeKVFHD+ARSd1SvtEp/T7gx+llt3OK1iHfIunAlH8asIQPAuvGXAjcJWk3smUOFzWSPj6lbwCOqrCNP4uI5ZL+GZiaAuD3yWaMNwA/S2kA15EtF/llWvIh4LaIeLupbZqZmZlVG2UTrGYtVygUoqampqO7YWZmZtYoSQsjolDq3Pa0xMLMzMzMrMUcIJuZmZmZ5ThANjMzMzPLcYBsZmZmZpbjANnMzMzMLMcBspmZmZlZjgNkMzMzM7McB8hmZmZmZjkOkM3MzMzMchwgm5mZmZnlOEDOkTRc0qCO7kdTVWu/zczMzDqjHTJAltS1zKnhQDUGmsOpzn6bmZmZdTpVFSBLukbSFWn/NklPpf2TJf0y7Z8vaamkZZLG5Mqul3STpHnAUZJulrRcUp2kWyUdDZwB3CKpVtKAorb3kvSwpCVpOzqlfz21tUzSVSmtv6QXJI1L6RMknSJpjqQXJQ1L+W6U9AtJT6X0f0jp3SVNk7QoXcuZuX5ckPq8JJX9i35LmiFpjKT5kn4n6bhUtqukWyQtSHV8JaXvLWlWKr9M0nEp7/h0vFTS6LYYUzMzM7POZqeO7kATzQK+AdwOFIBdJe0MHAvMlrQPMAYYArwFTJU0PCImAbsDyyLiBkm9gZ8AAyMiJPWKiLclPQpMjoiHSrR9OzAzIkakGejukoYAFwGfBATMkzQztX0AcC5wCbAA+GLq5xnAP5HN+gIcBnwq9W+xpMeB14AREfGOpD7As6lvg4DrgWMi4g1JvSPizeJ+SwLYKSKGSfoc8C3gFODLwNqIGCppV2COpKnAWcCUiPhOurbdgMHARyLi0FRnr1IDIumSdI3069ev/MiZmZmZVYmqmkEGFgJDJPUANgHPkAXKxwGzgaHAjIh4PSI2AxOA41PZLcDEtP8OsBEYJ+ks4E8VtP1p4EcAEbElItaSBbwPR8S7EbEe+FXqC8CqiFgaEVuB54BpERHAUqB/rt5HImJDRLwBTAeGkQXb35VUB/wW+AiwV+rDQykvEfFmA/39Ve6e1bd3KnCBpFpgHrAncCBZAH+RpBuBT0TEOmAlsL+kOySdlu7ZX4iIsRFRiIhC3759G+iOmZmZWXWoqgA5It4HXiabtZ1LFhSfBAwAnicLLMvZGBFbUj2byQLRiWQzuU82s0sNtbcpt781d7yVbWfuo6hcACOBvsCQiBgMrAG6pfaK8zfW/pZcewIuj4jBadsvIqZGxCyyXyReBX4h6YKIeAs4HJgBfA0YV2G7ZmZmZlWtqgLkZBZwdfo5G7gUqE2zs/OAEyT1SUsFzgdmFlcgqTvQMyKeAK4iW04AsA7oUabdacBXU/mukvZIfRguaTdJuwMjUp+a4kxJ3STtCZxINpvbE3gtIt6XdBKwb64Pf5vykpaKNNbvvCnAV9OyFCQdJGl3Sfum9n5MtvTkyLS0o0tETAT+BTiyiddlZmZmVpWqMUCeDewNPBMRa8iWSswGiIjVwHVkSxWWAIsi4pESdfQAJqclDDOB+hfQ7gO+KWlx8Ut6wJXASZKWki1bOCQiFgHjgflkwfm4iFjcxOuZDzwOPAt8OyL+SLY0pCCphmw2+YV0fc8B3wFmSloC/EcF/c4bBywHFklaBtxNNrt8IlAraTFwNvB9smUdM9JyjPFk99XMzMxsu6ds4tU6Qlrzuz4ibu3ovrSGQqEQNTU1Hd0NMzMzs0ZJWhgRhVLnqnEG2czMzMyszVTbx7xtVyLixo7ug5mZmZltyzPIZmZmZmY5DpDNzMzMzHIcIJuZmZmZ5ThANjMzMzPLcYBsZmZmZpbjANnMzMzMLMcBspmZmZlZjgPkHYiklyX1SftzO7o/ZmZmZp2RA+QqJ6lZX/YSEUe3dl/MzMzMtgcOkJtBUn9JL0gaJ2mZpAmSTpE0R9KLkoalfLtL+qmkBZIWSzozV362pEVpOzqlnyhphqSHUv0TJKlE+zMkfVfSTOBKSX8jaV5q47eS9kr59pQ0NaXfDShXx/pcm5Nz6XdKGpX2b5a0XFKdpFvb7IaamZmZdSL+qunmOwA4F7gEWAB8ETgWOAP4J2A4cD3wVERcLKkXMF/Sb4HXgL+OiI2SDgTuBQqp3iOAQ4A/AnOAY4CnS7TfKyJOAJD0YeBTERGS/h64BvgG8C3g6Yi4SdLnU18rIqk3MAIYmOrtVSbfJfX19uvXr9LqzczMzDotB8jNtyoilgJIeg6YlgLJpUD/lOdU4AxJV6fjbkA/suD3TkmDgS3AQbl650fEK6ne2lRXqQD5/tz+R4H7Je0N7AKsSunHA2cBRMTjkt5qwvW9A2wExkl6HJhcKlNEjAXGAhQKhWhC/WZmZmadkpdYNN+m3P7W3PFWPvjFQ8DZETE4bf0i4nlgNLAGOJxs5niXMvVuofwvMe/m9u8A7oyITwBfIQvE6zUWtG5m2/8OugFExGZgGDCRbDb8yUbqMTMzM9suOEBuW1OAy+vXEUs6IqX3BFZHxFbgS0DXFrbTE3g17V+YS58FjExtfxb4cImy/w0MkrSrpJ7AySl/d6BnRDwBXAUMbmEfzczMzKqCl1i0rW8D/wnUpSD5ZeB04IfAREnnAtPZdja4OW4EHpT0KvAssF9K/1fgXkmLgJnA/xQXjIg/SHoAqANeBBanUz2ARyR1I5sJH93CPpqZmZlVBUV42ai1jkKhEDU1NR3dDTMzM7NGSVoYEYVS57zEwszMzMwsxwGymZmZmVmOA2QzMzMzsxyvQbZWI2kdsKKj+2EV6wO80dGdsIp5vKqLx6u6eLyqS2uN174R0bfUCX+KhbWmFeUWu1vnI6nG41U9PF7VxeNVXTxe1aU9xstLLMzMzMzMchwgm5mZmZnlOEC21jS2oztgTeLxqi4er+ri8aouHq/q0ubj5Zf0zMzMzMxyPINsZmZmZpbjANnMzMzMLMcBsv2ZpNMkrZD0e0nXljgvSben83WSjmysrKTekn4j6cX088O5c9el/Cskfabtr3D70p7jJam/pA2SatN2V/tc5fajjcbrXEnPSdoqqVBUn5+vFmjP8fLz1XJtNF63SHoh5X9YUq/cOT9fLdCe49Xs5ysivHkD6Aq8BOwP7AIsAQYV5fkc8GtAwKeAeY2VBb4HXJv2rwXGpP1BKd+uwH6pfNeOvg/VsnXAePUHlnX0dVfr1objdTDwcWAGUMjV5eerusbLz1fnHK9TgZ3S/hj//6tqx6tZz5dnkK3eMOD3EbEyIt4D7gPOLMpzJvDzyDwL9JK0dyNlzwTuSfv3AMNz6fdFxKaIWAX8PtVjlWnv8bKWaZPxiojnI6LUt1f6+WqZ9h4va5m2Gq+pEbE5lX8W+GiuLj9fzdfe49UsDpCt3keAP+SOX0lpleRpqOxeEbEaIP38qya0Z+W193gB7CdpsaSZko5r+SXsUNpqvFrSnpXX3uMFfr5aoj3G62KyGc1K27Py2nu8oBnPl79q2uqpRFrxZwCWy1NJ2ea0Z+W193itBvpFxP9JGgJMknRIRLzTeFcNP1/Vxs9XdWnT8ZJ0PbAZmNCE9qy89h6vZj1fDpCt3ivAx3LHHwX+WGGeXRoou0bS3hGxOv155LUmtGfltet4RcQmYFPaXyjpJeAgoKZ1Lme711bj1ZL2rLx2HS8/Xy3WZuMl6ULgdODkSAtaK2zPymvX8Wr289WaC6+9Ve9G9svSSrIXDuoXvh9SlOfzbLtofn5jZYFb2Palr++l/UPY9iWHlfglh848Xn3rx4fs5YhXgd4dfR+qZWur8cqVncG2L335+aqu8fLz1QnHCzgNWA70LarLz1d1jVeznq8Ov1HeOs9G9tbo78jeEL0+pV0KXJr2BfwgnV9a9A/8X5RN6XsC04AX08/euXPXp/wrgM929PVX29ae4wWcDTyX/jFaBPxNR19/tW1tNF4jyGZaNgFrgCm5c36+qmS8/Hx12vH6Pdl619q03ZU75+erSsaruc+Xv2razMzMzCzHn2JhZmZmZpbjANnMzMzMLMcBspmZmZlZjgNkMzMzM7McB8hmZmZmZjkOkM3MOoCkLZJqJS2T9KCk3dqx7cGSPtfUfJLOkHRtK/VhfWvU04T2+kv6Ynu2mWt7hqTPFKVdJemHjZQptH3vzKwUB8hmZh1jQ0QMjohDgffIPgO0UZJa4xtQB5N9lmiT8kXEoxFxcyu0367SPesPdEiADNwLfKEo7Qsp3cw6IQfIZmYdbzZwgKTdJf1U0gJJiyWdCSBpVJplfgyYmo4nSXpM0ipJl0n6eirzrKTeqdyfZyEl9ZH0sqRdgJuA89IM9nmShkmam8rPlfTxMvlGSboz1bevpGmS6tLPfil9vKTbUz0rJZ3T0IVLOlHSTEkPSPqdpJsljZQ0X9JSSQNy9d4laXbKd3pK7ybpZynvYkknlbpnwM3AcelaRqcZ5dmSFqXt6Fx/Zkh6SNILkiZIUjo3NF3XktS/HpK6SroljVmdpK+UuMyHgNMl7Zrq6Q/sAzwt6UeSaiQ9J+lfy9yj9bn9cySNT/t9JU1MbS+QdExD99rMKtcaMxFmZtZMaXbzs8CTZN/O9VREXCypFzBf0m9T1qOAwyLiTUmjgEOBI4BuZN8g9Y8RcYSk24ALgP8s1V5EvCfpBrJvpros9WEP4PiI2CzpFOC7EXF2iXyjclXdCfw8Iu6RdDFwOzA8ndsbOBYYCDxKFiA25HDgYOBNsq+RHRcRwyRdCVwOXJXy9QdOAAYA0yUdAHwtXdcnJA0k+wXioBL37ETg6oioD6x3A/46IjZKOpBsNrd+ScMRZF8n/EdgDnCMpPnA/cB5EbEg3bMNwJeBtRExNAXAcyRNjYhVuXv+f6n8acAjZLPH90dESLo+9a8rME3SYRFR18j9qvd94LaIeDr9gjIl3UczayEHyGZmHeNDkmrT/mzgJ8Bc4AxJV6f0bkC/tP+biHgzV356RKwD1klaCzyW0pcChzWxLz2Be1KgGMDOFZQ5Cjgr7f8C+F7u3KSI2Aosl7RXBXUtiIjVAJJeIpvxhexaTsrleyDV+6KklWQB+LHAHQAR8YKk/wbqA+Tie5a3M3CnpMHAllwZgPkR8UrqTy1ZYL4WWB0RC1Jb76TzpwKH5WbKewIHAqvYVv0yi/oA+eKU/reSLiH7//HewCCg0gD5FGBQmuAG2ENSj/TfhZm1gANkM7OOsSEiBucT0p/yz46IFUXpnwTeLSq/Kbe/NXe8lQ/+bd/MB0vpujXQl2+TBdwj0p//Z1R2CduIMn1TccYSKrmW4jbqjxuqv/ie5Y0G1pDNXncBNpbpz5bUB5Von5R+eURMaaAtgEnAf0g6EvhQRCyStB9wNTA0It5KSydKjVO+3fz5LsBREbGhkbbNrIm8BtnMrPOYAlyeW/N6RAvrexkYkvbza4HXAT1yxz2BV9P+qAby5c3lgxfPRgJPt6CflTpXUpe0Lnl/YAUwK7VPWlrRL6UXK3XNq9OM9JeAro20/QKwj6Shqa0eaXnMFOCrknau74Ok3YsLR8R6sl88fsoHL+ftQRbEr00z7Z8t0/YaSQdL6gKMyKVPBS6rP0iz4WbWChwgm5l1Ht8m+9N/naRl6bglbiUL3uYCfXLp08n+NF8r6Tyy5RH/LmkO2waKxfnyrgAuklRHFmBe2cK+VmIFMBP4NXBpRGwEfgh0lbSUbI3wqIjYVKJsHbA5vWA3OpW7UNKzZMsrGpptJiLeA84D7pC0BPgN2WzuOGA5sCiN2d2U/+vsvWQz1velOpcAi4HnyALnOWXKXQtMBp4CVufSrwAK6eXA5VT4SShm1jhFlPqLkZmZWeeRlh9MjojGXvgzM2sxzyCbmZmZmeV4BtnMzMzMLMczyGZmZmZmOQ6QzczMzMxyHCCbmZmZmeU4QDYzMzMzy3GAbGZmZmaW8//o2+9RnNmLFgAAAABJRU5ErkJggg==\n"}}], "source": "dd.importance(df, 'target')"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:55:24.934928", "end_time": "2020-10-29T02:55:24.947933", "duration": 0.013005, "status": "completed"}, "tags": []}, "source": "## Show negative importance\nUse `truncate=False` to disable removal of negative importance values."}, {"cell_type": "code", "execution_count": 5, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:24.989932Z", "iopub.status.busy": "2020-10-29T02:55:24.986928Z", "iopub.status.idle": "2020-10-29T02:55:29.029009Z", "shell.execute_reply": "2020-10-29T02:55:29.028013Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:24.959928", "end_time": "2020-10-29T02:55:29.029009", "duration": 4.069081, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Text(0.5, 1.0, 'Feature Importance')"}, "execution_count": 5}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "<Figure size 720x720 with 1 Axes>", "image/png": 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\n"}}], "source": "dd.importance(df, 'target', truncate=False)"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:55:29.046005", "end_time": "2020-10-29T02:55:29.060035", "duration": 0.01403, "status": "completed"}, "tags": []}, "source": "## Getting the data values\nYou can get the importance values by setting `return_values` to `True`."}, {"cell_type": "code", "execution_count": 6, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:29.103012Z", "iopub.status.busy": "2020-10-29T02:55:29.102013Z", "iopub.status.idle": "2020-10-29T02:55:32.686597Z", "shell.execute_reply": "2020-10-29T02:55:32.685576Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:29.074035", "end_time": "2020-10-29T02:55:32.686597", "duration": 3.612562, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "array([0.        , 0.        , 0.00070299, 0.        , 0.        ,\n       0.        , 0.00070299, 0.00140598, 0.        , 0.        ,\n       0.00140598, 0.        , 0.00140598, 0.00140598, 0.00175747,\n       0.        , 0.        , 0.        , 0.        , 0.        ,\n       0.00105448, 0.00140598, 0.        , 0.00175747, 0.        ,\n       0.        , 0.00105448, 0.00246046, 0.        , 0.        ])"}, "execution_count": 6}], "source": "dd.importance(df, 'target', return_values=True)"}, {"cell_type": "markdown", "metadata": {"papermill": {"exception": false, "start_time": "2020-10-29T02:55:32.704569", "end_time": "2020-10-29T02:55:32.719622", "duration": 0.015053, "status": "completed"}, "tags": []}, "source": "## Alternate Model\nYou can also specify a different model type using the `estimator` argument."}, {"cell_type": "code", "execution_count": 7, "metadata": {"execution": {"iopub.execute_input": "2020-10-29T02:55:32.761576Z", "iopub.status.busy": "2020-10-29T02:55:32.760576Z", "iopub.status.idle": "2020-10-29T02:55:33.873572Z", "shell.execute_reply": "2020-10-29T02:55:33.872575Z"}, "papermill": {"exception": false, "start_time": "2020-10-29T02:55:32.734621", "end_time": "2020-10-29T02:55:33.873572", "duration": 1.138951, "status": "completed"}, "tags": []}, "outputs": [{"output_type": "execute_result", "metadata": {}, "data": {"text/plain": "Text(0.5, 1.0, 'Feature Importance')"}, "execution_count": 7}, {"output_type": "display_data", "metadata": {"needs_background": "light"}, "data": {"text/plain": "<Figure size 720x720 with 1 Axes>", "image/png": 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\n"}}], 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