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To-shap value.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "To-shap value.ipynb",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/kiwamizamurai/74de7b5c21b02ae3e84ea07c1650317b/to-shap-value.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "6wY--dvy5txC",
"colab_type": "code",
"colab": {}
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.datasets import load_iris\n",
"import matplotlib.pyplot as plt"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "m_0AfhQg7ff5",
"colab_type": "code",
"colab": {}
},
"source": [
"import seaborn as sns; sns.set(style=\"ticks\", color_codes=True)\n",
"Iris = sns.load_dataset(\"iris\")"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "8bU1R38o7lxo",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 737
},
"outputId": "1f99de9d-9a0d-4669-e95c-8322f5ff252f"
},
"source": [
"sns.pairplot(Iris, hue=\"species\", palette=\"husl\")"
],
"execution_count": 83,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f5b219877f0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 83
},
{
"output_type": "display_data",
"data": {
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K9wIATAbwNnJEBgN9zU5zQXT8byAURL07XDxLZMW4Y9IyiEIxLLpCuPxNWF/1GjSCLsdX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uLj4zFw4EAcPXrUvPz48eMYOnQo4uPjMWnSJEyZMgUffPABKisrMW7cOOTl5SE+Ph7x8fHI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\n",
"text/plain": [
"<Figure size 813.85x720 with 20 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_Olwieim5xkP",
"colab_type": "code",
"colab": {}
},
"source": [
"iris = load_iris()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "o2tdJLVm5xmb",
"colab_type": "code",
"colab": {}
},
"source": [
"X = pd.DataFrame(iris.data, columns=iris.feature_names)\n",
"y = iris.target"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9Ld-0PHm5xol",
"colab_type": "code",
"colab": {}
},
"source": [
"train_X, val_X, train_y, val_y = train_test_split(X, y, random_state=1)\n",
"model = RandomForestClassifier(n_estimators=100, random_state=0).fit(train_X, train_y)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Ii6dkgyD61I7",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 196
},
"outputId": "9dc84910-f85c-4634-9852-b7445c48c306"
},
"source": [
"!pip install eli5"
],
"execution_count": 87,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: eli5 in /usr/local/lib/python3.6/dist-packages (0.10.1)\n",
"Requirement already satisfied: attrs>16.0.0 in /usr/local/lib/python3.6/dist-packages (from eli5) (19.3.0)\n",
"Requirement already satisfied: graphviz in /usr/local/lib/python3.6/dist-packages (from eli5) (0.10.1)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from eli5) (1.12.0)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.6/dist-packages (from eli5) (2.10.3)\n",
"Requirement already satisfied: tabulate>=0.7.7 in /usr/local/lib/python3.6/dist-packages (from eli5) (0.8.5)\n",
"Requirement already satisfied: scikit-learn>=0.18 in /usr/local/lib/python3.6/dist-packages (from eli5) (0.21.3)\n",
"Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from eli5) (1.3.2)\n",
"Requirement already satisfied: numpy>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from eli5) (1.17.4)\n",
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from jinja2->eli5) (1.1.1)\n",
"Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn>=0.18->eli5) (0.14.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_JNAsWMi5xqt",
"colab_type": "code",
"colab": {}
},
"source": [
"import eli5\n",
"from eli5.sklearn import PermutationImportance"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "wkan_BKi5xsm",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 98
},
"outputId": "abd97468-5b82-498e-ee04-e1b244b23d02"
},
"source": [
"perm = PermutationImportance(model, random_state=1).fit(val_X, val_y)\n",
"eli5.show_weights(perm, feature_names = val_X.columns.tolist())"
],
"execution_count": 89,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <table class=\"eli5-weights eli5-feature-importances\" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;\">\n",
" <thead>\n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0.1737\n",
" \n",
" &plusmn; 0.0632\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" petal length (cm)\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 80.43%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0.1684\n",
" \n",
" &plusmn; 0.0918\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" petal width (cm)\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" sepal width (cm)\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" sepal length (cm)\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
" </tbody>\n",
"</table>\n",
" \n",
"\n",
" \n",
"\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
"\n",
"\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
},
"execution_count": 89
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pc8SqvFGSrcP",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
},
"outputId": "629f4942-0266-4c6c-8018-44a0ae614466"
},
"source": [
"!pip install PDPbox"
],
"execution_count": 90,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: PDPbox in /usr/local/lib/python3.6/dist-packages (0.1)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2w21VqnFSre0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 82
},
"outputId": "4dcc9fc1-6115-4770-df7a-28635141adc2"
},
"source": [
"from pdpbox import pdp, get_dataset, info_plots\n",
"iris.feature_names"
],
"execution_count": 91,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['sepal length (cm)',\n",
" 'sepal width (cm)',\n",
" 'petal length (cm)',\n",
" 'petal width (cm)']"
]
},
"metadata": {
"tags": []
},
"execution_count": 91
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "iYQ6Dmo4Srh9",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 961
},
"outputId": "adf9d4d1-f427-44f8-a365-4a35bc6c5aed"
},
"source": [
"kininaru = 'petal length (cm)'\n",
"pdp_goals = pdp.pdp_isolate(model=model, dataset=val_X, model_features=iris.feature_names, feature=kininaru)\n",
"pdp.pdp_plot(pdp_goals, feature_name=kininaru)"
],
"execution_count": 92,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(<Figure size 1080x1080 with 4 Axes>,\n",
" {'pdp_ax': [<matplotlib.axes._subplots.AxesSubplot at 0x7f5b212330f0>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7f5b211fc3c8>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7f5b211c9a58>],\n",
" 'title_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7f5b221ff9e8>})"
]
},
"metadata": {
"tags": []
},
"execution_count": 92
},
{
"output_type": "display_data",
"data": {
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cd/dQ8LBSU1Mlv1er1fDz84PRaIRCocD48ePtH2Rzpwedyf3vf/+LYcOG4Z///Kf9tkOH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o3tW/Tte5bql3/8kz42plKXff4cHXPIJPUPekp5g4rmvH9duZJonvIDdnZA/qzYsr1Lc19CTf0J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\nAAAAcDGaOgAAAABwMZo6AAAAAHCxP5VSnUHy2EG2AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x1080 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "xyqb2JFGT0j4",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 961
},
"outputId": "7a6c7cde-ee15-45b1-d4e5-41d33949ef42"
},
"source": [
"kininaru = 'petal width (cm)'\n",
"pdp_goals = pdp.pdp_isolate(model=model, dataset=val_X, model_features=iris.feature_names, feature=kininaru)\n",
"pdp.pdp_plot(pdp_goals, feature_name=kininaru)"
],
"execution_count": 93,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(<Figure size 1080x1080 with 4 Axes>,\n",
" {'pdp_ax': [<matplotlib.axes._subplots.AxesSubplot at 0x7f5b21112a20>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7f5b21064978>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7f5b2103f5f8>],\n",
" 'title_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7f5b22d88320>})"
]
},
"metadata": {
"tags": []
},
"execution_count": 93
},
{
"output_type": "display_data",
"data": {
"image/png": 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qtUKSJDz33HPuCXQud707v//9738xePBgPPnkk+5l27Ztq3QbJUlyP7cXFBTkvovaoUMH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\nMO8At4fhK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/uc093d7WQyGefiiy92fve7303Y5rHHHnNuu+02dwboIS+//LKzadMmZ/ny\n5VPe/uyzzzorV6508vm889prrzlf+tKXpnmE3rCrji+99JJz1VVXTfOovGdgYMDZtGmT4ziOk0gk\nnPPPP3/S322Oyd2zOy05LssL5zYbnNfscG6zwbnNxr46r/EyzjL0xhtvaO7cudp///1VWVmpk046\nSevXr3d7WJ50zDHHqK6ubqe3P/PMM1q0aJECgYCOOuoojY6OanBwcBpH6A276ojd09jYWPxJZnV1\ntQ466CANDAxM2IZjcvfsTkuUF85tNjiv2eHcZoNzm419dV5jsleGBgYG1NzcXPx9c3PzlDv7f/7n\nf3TxxRdr1apV6uvrm84h+sbutsaudXZ26pJLLtFXv/pVbdmyxe3hlL1t27Zp8+bNOvLIIyd8nWNy\nz+2spcRxWU44t00P/g2xxb8he4Zzmw3L8xrv2fOoE044QSeffLLC4bAeeeQR3XTTTfrWt77l9rAw\nQ/3Jn/yJ1q5dq2g0queee07XXXedHnjgAbeHVbaSyaRWrVqlL33pS6qpqXF7OJ72x1pyXHoP5zaU\nE/4N2TOc22xYn9e4sleGmpqa1N/fX/x9f39/8c3qO8yePVvhcFiStHjxYv3f//3ftI7RL3anNXat\npqZG0WhUkrRw4UJls1nF43GXR1WestmsVq1apU984hP62Mc+Nul2jsndt6uWHJflhXPb9ODfEDv8\nG7L7OLfZ2BfnNSZ7ZeiII45Qd3e3enp6ND4+rieffFIdHR0Ttnn/65x//etf68ADD5zuYfpCR0eH\n1q1bJ8dx1NnZqZqaGjU2Nro9LM8ZGhqS4ziSCu/LcRyH90FMwXEc3XzzzTrwwAN17rnnTrkNx+Tu\n2Z2WHJflhXPb9ODfEDv8G7J7OLfZ2FfntYCz40+grDz33HPFj6c+7bTT9LnPfU7333+/2tvb1dHR\noXvuuUfr169XMBhUbW2tvvKVr3BSnML111+vl19+WfF4XPX19brwwguVy+UkSWeeeaYcx9GaNWv0\nwgsvqKqqSitWrFB7e7vLoy4/u+r4k5/8RA8//LCCwaAikYj+9m//VkcffbTLoy4/r776qr7yla/o\nAx/4gCoqCj9r++u//uvi+5I4Jnff7rTkuCw/nNtKx3nNDuc2G5zbbOyr8xqTPQAAAADwIV7GCQAA\nAAA+xGQPAAAAAHyIyR4AAAAA+BCTPQAAAADwISZ7AAAAAOBDTPbga8PDw7r77rt3e/v29nYlEom9\neqxf/vKXuummm6a87bnnntPZZ58tSerq6tIPf/jDCbeffPLJ+u1vf7tbj9Pb26vzzjtP+Xx+r8b5\nh4aGhnTuuecqm82W/Jh78jz21u9+9zstXbpUp556qpYuXaotW7ZIkjKZjM4++2yNjIzs08cHADdx\nXts1r53XbrrpJp188slqb2+f8Fic12CByR58bXh4WPfcc8+0PNYnPvEJrVy5cpfbdXd3Tzop7ok7\n7rhDn//854trsJSqoaFBxx13nH76059O22OW4mtf+5o++9nP6vHHH9dnP/tZXXfddZKkcDiss846\nS/fff7/LIwSAfYfz2q557bz2iU98Qg8++KDmzp074euc12DB/SMc2E3t7e1as2aNlixZolNPPVWP\nP/548baXX35Z559/vs4++2ydffbZeuqppyRJ3/jGNzQyMqIlS5bovPPOkyTdd999+sxnPqNPfepT\nWrp0qV5//fVdPvbSpUv1yiuvSJJWrVql008/XZKUzWa1cOFCjY2N6cc//rEuu+yy4p+59dZbdcop\np+gzn/lMcTw7xvTmm29qyZIlE7Z/7LHHtHTpUp188sn63ve+N+U40um0fv7zn+uUU04pfu2ll17S\nsmXLdNZZZ+mss87Sr371K0mFn0beeuutWrp0qU488UQ98sgj+vd//3edc845OuWUU/TCCy8U7+OM\nM87Qj370o5If8/121jmZTOqyyy7T4sWLddZZZ+nLX/6yJOmtt97S0qVLddZZZ+mMM87QvffeO+k+\nBwcH1dnZqTPOOKM47s7OTg0NDUmSTj/9dP3nf/7nlM8DAMoN5zXOa5J0/PHHq62tbcrbOK+hZA7g\nEYcffrjz7W9/23Ecx3nzzTedBQsWOAMDA048HneWLFni9Pb2Oo7jOL29vc7HPvYxJx6PO1u3bnUW\nLFgw4X4GBweLv37mmWecc889d8JjjI6OTnrsW265xbnrrrscx3GcM844w/n0pz/t9Pb2Ohs2bHCW\nLVvmOI7jPPTQQ86ll17qOI7j/PKXv3TOOOMMZ3R01Mlms84Xv/hF59Of/rTjOI7z7LPPFn+9w0kn\nneTceOONjuM4ztatW53jjjtuynG88MILE8Ybi8Wcjo4O58UXX3Qcx3Gy2ayzffv2Sff58ssvO8ce\ne6zzve99z3Ecx/nZz37mnHfeecX7GR8fd4499lgnkUiU/JibNm36o53XrVvnLF++vHjbjj/7zW9+\n07nzzjsnff39Xn31VWfx4sUTvnbaaac5v/nNb4q/P/nkk53NmzdP+rMAUG44r3Fee7/3P9b7cV5D\nKUJuTzaBPXHuuedKkg455BAdddRR2rhxo0KhkLq6unTJJZcUtwsEAnr77bdVX18/6T5+85vf6K67\n7lI8HlcgECi+5+uPOeGEE3TnnXfqzDPP1Jw5c7RgwQL9+te/VldXlz7ykY9M2v65557T4sWLVVNT\nI0k655xzdMcdd/zRx1i8eLEkad68eaqrq9O2bdt06KGHTthm27ZtamxsLP5+48aNOvTQQzV//nxJ\nUjAY1OzZsyfd59FHH61kMqnTTjtNkvSnf/qneuedd4rbhUIhzZo1S/39/TrooINKeswddtb5iCOO\n0Jtvvqmvf/3rWrBggU488URJ0oc//GGtXr1ayWRSCxcunLLr7mhublZvb++kdgBQjjivcV7bFc5r\nKAWTPXie4zhqb2/Xgw8+OOm2rq6uCb/PZDL68pe/rO9973s6+uij1dvbq49//OO7fIz58+ers7NT\nTz31lE444QQtWLBADz30kLq6uia8ZKUUkUik+OtgMKhcLjdpm6qqKmUymT2+z2AwOOH3FRUVk964\nnslkVFVVVfJj7rivnXU+4IAD9Oijj+rZZ5/Vf//3f+vWW2/VI488olNPPVXHHXecnnnmGd199916\n6KGHdPPNN0+437a2NvX29iqXyxUb9fX1TXj5SzqdntASALyG89qu79Mv57XdwXkNpeA9e/CUhx56\nSJK0ZcsWdXZ26rjjjtOHPvQhvf3223r22WeL273yyityHEezZs1SKpUqngAymYyy2WxxcvD9739/\ntx43HA7rqKOO0t13362Ojg4de+yx2rBhgzZt2qRjjz120vYf+chH9Nhjj2lsbEy5XK44bkmaNWuW\nRkdH9+r5H3744frd735X/P1xxx2nN998Uy+99JIkKZfLKR6P7/H9DgwMKBgMqqWlxeQx/1jnbdu2\nKRgM6pOf/KSuuuoqDQ0Nafv27Xr77bfV3Nyss88+W3/3d3+nV199ddJYGhsbdeSRR+rRRx+VJD36\n6KM68sgj1dDQUBzL1q1bdfjhh+9xAwBwA+e1mX1e2xXOaygVV/bgKblcTp/61KeUTCb1jW98o/gy\njDvuuEOrV6/WP//zP2t8fFwHHHCA7rzzTs2ZM0dnnnmmzjzzTM2ePVs/+MEPdNlll+mcc87RnDlz\ndOqpp+72Y59wwgl69dVX9cEPflDBYFAHHnig5s2bp3A4PGnbk046SRs3btSSJUtUV1enBQsWqLe3\nV1LhDfkf+MAHdMYZZ+iQQw7RmjVrdnsMBx54oGpra/XWW2/pkEMO0Zw5c/Ttb39bN954o8bGxlRR\nUaGVK1eqo6Njt+9Tkn71q1/plFNOUSAQMHnMWbNm7bTzpk2b9K1vfUuSlM/n9YUvfEGtra268847\n9cgjj6iyslKBQEBXX331lGNdtWqVvvrVr+qOO+5QXV3dhI8F37Bhg4499ljV1tbu0fMHALdwXuO8\ndv3112vdunUaGBjQRRddpDlz5uhnP/uZJM5rKF3AcRzH7UEAu6O9vV0bNmwovl9gpnr00Ue1ceNG\nXXvttWb3+fnPf15f//rXd/p+gH3xmPvCP/7jP+qcc87RCSec4PZQAGCXOK8VcF7bOc5rKBVX9gCP\nOeOMM7R9+3bl83mT9YGGhoa0dOnSP/rGb+vH3BcymYyOP/54TogA4DGc16bGeQ0WuLIHAAAAAD5U\nnj/KAAAAAACUhMkeAAAAAPgQkz0AAAAA8CEmewAAAADgQ0z2AAAAAMCHmOwBAAAAgA8x2QMAAAAA\nH2KyBwAAAAA+xGQPAAAAAHyIyR4AAAAA+BCTPQAAAADwISZ7AAAAAOBDTPYAAAAAwIeY7AEAAACA\nDzHZAwAAAAAfYrIHAAAAAD7EZA8AAAAAfIjJHgAAAAD4EJM9AAAAAPAhJnsAAAAA4ENM9gAAAADA\nh5jsAQAAAIAPMdkDAAAAAB9isgcAAAAAPsRkDwAAAAB8iMkeAAAAAPgQkz2PGRoacnsIvkFLG3S0\nQ0sbdAQAoIDJnsckk0m3h+AbtLRBRzu0tEFHAAAKmOx5THV1tdtD8A1a2qCjHVraoCMAAAVM9jxm\ncHDQ7SH4Bi1t0NEOLW3QEQCAAiZ7HtPS0uL2EHyDljboaIeWNugIAEABkz2PGR4ednsIvkFLG3S0\nQ0sbdAQAoIDJnsekUim3h+AbtLRBRzu0tEFHAAAKAo7jOG4PArsvlUqpqqrK7WH4Ai1t0NEOLW3Q\nEQCAAq7seUxXV5fbQ/ANWtqgox1a2qAjAAAFTPY8pqamxu0h+AYtbdDRDi1t0BEAgAImex4TiUTc\nHoJv0NIGHe3Q0gYdAQAoYLLnMUNDQ24PwTdoaYOOdmhpg44AABQw2fOY1tZWt4fgG7S0QUc7tLRB\nRwAACpjseUwsFnN7CL5BSxt0tENLG3QEAKCAyZ7HZDIZt4fgG7S0QUc7tLRBRwAAClhnz2NYP8oO\nLW3Q0Q4tbdARAIACrux5DOtH2aGlDTraoaUNOgIAUMBkz2Nqa2vdHoJv0NIGHe3Q0gYdAQAoYLLn\nMaFQyO0h+AYtbdDRDi1t0BEAgAImex7Dp8zZoaUNOtqhpQ06AgBQwAe0eEwikVBNTY3bw/AFWtqg\nox1a2qAjAAAFXNnzmP7+freH4Bu0tEFHO7S0QUcAAAqY7HlMPp93ewi+QUsbdLRDSxt0BACggJdx\nekwymVQ0GnV7GL5ASxt0tENLG3QEAKCAK3se093d7fYQfIOWNuhoh5Y26AgAQAGTPY+ZPXu220Pw\nDVraoKMdWtqgIwAABUz2AAAAAMCHmOx5TDwed3sIvkFLG3S0Q0sbdAQAoIAPaPEYPnjADi1t0NEO\nLW3QEQCAAq7seUxPT4/bQ/ANWtqgox1a2qAjAAAFTPY8pqKCXWaFljboaIeWNugIAEBByOJOVq9e\nrWeffVZz5szRvffeO+n2//qv/9IPfvADSVI0GtVXvvIVHXrooRYPPeM0Nze7PQTfoKUNOtqhpQ06\nAgBQYPLjz1NPPVU33HDDTm9va2vTrbfeqnvuuUef//zndcstt1g87IzEy5Ps0NIGHe3Q0gYdAQAo\nMLmyd8wxx2jbtm07vf3oo48u/vqoo45Sf3//lNul02llMplJXw+Hw4pEIqUP1Afq6+vdHoJv0NIG\nHe3Q0gYdAQAoMJns7YnHHntMCxYsmPK2zs5Obdy4cdLX29vb1dLSotbWVsViMWUyGc2bN09dXV2q\nra1VKBRSLBZTW1ub+vv7lc/n1dbWpu7u7uLiuvF4XHPnzlVPT48qKirU3Nysnp4e1dfXK5vNamRk\npHif4XBY9fX16u3tVUNDg9LptBKJRPH2qqoq1dXVqa+vT42NjRobG1MymSzeHo1GVV1drcHBQbW0\ntGh4eFipVKp4e01NjSKRiIaGhvb4OW3evFn5fN5Xz8mt/ZRIJFRRUeGr5+TGfhoaGlJVVZWvnpNb\n+ykcDisWi/nqObmxn3Z0POyww6xOXQAAeJLZ0gvbtm3TNddcM+V79nZ46aWXtGbNGv3Lv/xL8cT9\nflzZ27XNmzfzDYwRWtqgox1a2qAjAAAF03Zl780339S3vvUt3XDDDVNO9CQpEokwqduFefPmuT0E\n36ClDTraoaUNOgIAUDAtn0/d29urVatW6aqrrtIBBxwwHQ/pW11dXW4PwTdoaYOOdmhpg44AABSY\nXNm7/vrr9fLLLysej2vp0qW68MILlcvlJElnnnmm/uM//kPDw8O67bbbJEnBYFD/9m//ZvHQM044\nHHZ7CL5BSxt0tENLG3QEAKDA7D17mB4jIyOqra11exi+QEsbdLRDSxt0BACgYFpexgk7vb29bg/B\nN2hpg452aGmDjgAAFDDZ85iGhga3h+AbtLRBRzu0tEFHAAAKmOx5TDqddnsIvkFLG3S0Q0sbdAQA\noIDJnsckEgm3h+AbtLRBRzu0tEFHAAAK+IAWj0mlUqqqqnJ7GL5ASxt0tENLG3QEAKCAK3sew/pR\ndmhpg452aGmDjgAAFDDZ8xh+Wm2HljboaIeWNugIAEABkz2Pqaurc3sIvkFLG3S0Q0sbdAQAoIDJ\nnsf09fW5PQTfoKUNOtqhpQ06AgBQwGTPYxobG90egm/Q0gYd7dDSBh0BAChgsucxY2Njbg/BN2hp\ng452aGmDjgAAFDDZ85hkMun2EHyDljboaIeWNugIAEAB6+x5DOtH2aGlDTraoaUNOgIAUMCVPY9h\n/Sg7tLRBRzu0tEFHAAAKmOx5TDQadXsIvkFLG3S0Q0sbdAQAoIDJnsdUV1e7PQTfoKUNOtqhpQ06\nAgBQwGTPYwYHB90egm/Q0gYd7dDSBh0BAChgsucxLS0tbg/BN2hpg452aGmDjgAAFDDZ85jh4WG3\nh+AbtLRBRzu0tEFHAAAKmOx5TCqVcnsIvkFLG3S0Q0sbdAQAoIB19jyG9aPs0NIGHe3Q0gYdAQAo\n4Mqex7B+lB1a2qCjHVraoCMAAAVM9jympqbG7SH4Bi1t0NEOLW3QEQCAAiZ7HhOJRNwegm/Q0gYd\n7dDSBh0BAChgsucxQ0NDbg/BN2hpg452aGmDjgAAFDDZ85jW1la3h+AbtLRBRzu0tEFHAAAKmOx5\nTCwWc3sIvkFLG3S0Q0sbdAQAoIDJnsdkMhm3h+AbtLRBRzu0tEFHAAAKWGfPY1g/yg4tbdDRDi1t\n0BEAgAKu7HkM60fZoaUNOtqhpQ06AgBQwGTPY2pra90egm/Q0gYd7dDSBh0BAChgsucxoVDI7SH4\nBi1t0NEOLW3QEQCAAiZ7HsOnzNmhpQ062qGlDToCAFBg8gEtq1ev1rPPPqs5c+bo3nvvnXT+iR2l\nAAAgAElEQVS74zi6/fbb9dxzzykSiejKK6/U4YcfXurDzkiJREI1NTVuD8MXaGmDjnZoaYOOAAAU\nmFzZO/XUU3XDDTfs9Pbnn39eXV1deuCBB3T55Zfrtttus3jYGam/v9/tIfgGLW3Q0Q4tbdARAIAC\nk8neMccco7q6up3e/swzz2jRokUKBAI66qijNDo6qsHBQYuHnnHy+bzbQ/ANWtqgox1a2qAjAAAF\n0/Iu9oGBATU3Nxd/39zcrIGBATU2Nk7YLp1OT7kYbjgcViQS2efj9IK2tja3h+AbtLRBRzu0tEFH\nAAAKyuojyzo7O7Vx48ZJX29vb1dLS4taW1sVi8WUyWQ0b948dXV1qba2VqFQSLFYTG1tberv71c+\nn1dbW5u6u7s1e/ZsSVI8HtfcuXPV09OjiooKNTc3q6enR/X19cpmsxoZGSneZzgcVn19vXp7e9XQ\n0KB0Oq1EIlG8vaqqSnV1derr61NjY6PGxsaUTCaLt0ejUVVXV2twcFAtLS0aHh5WKpUq3l5TU6NI\nJKKhoaE9fk6//vWv9cEPftBXz8mt/dTX16cjjzzSV8/Jjf20detWHX/88b56Tm7tp3Q6rUgk4qvn\n5MZ+2tHxsMMO24dnLAAAyp/JB7RI0rZt23TNNddM+QEtt9xyi4477jidfPLJkqQLL7xQt9xyC1f2\n9kJ/f/+Eq6TYe7S0QUc7tLRBRwAACqZl6YWOjg6tW7dOjuOos7NTNTU1kyZ6khSJRFRbWzvpPyZ6\nAAAAALBnTF7Gef311+vll19WPB7X0qVLdeGFFyqXy0mSzjzzTC1cuFDPPfeczj//fFVVVWnFihUW\nDzsjxeNxfmJthJY26GiHljboCABAgdnLODE9ksmkotGo28PwBVraoKMdWtqgIwAABdPyMk7Y6enp\ncXsIvkFLG3S0Q0sbdAQAoIDJnsdUVLDLrNDSBh3t0NIGHQEAKOCM6DG8D8UOLW3Q0Q4tbdARAIAC\nJnsew8uT7NDSBh3t0NIGHQEAKGCy5zH19fVuD8E3aGmDjnZoaYOOAAAUMNnzmGw26/YQfIOWNuho\nh5Y26AgAQAGTPY8ZGRlxewi+QUsbdLRDSxt0BACggHX2PCaVSqmqqsrtYfgCLW3Q0Q4tbdARAIAC\nrux5TFdXl9tD8A1a2qCjHVraoCMAAAVM9jwmHA67PQTfoKUNOtqhpQ06AgBQwGTPY/iUOTu0tEFH\nO7S0QUcAAAqY7HlMb2+v20PwDVraoKMdWtqgIwAABUz2PKahocHtIfgGLW3Q0Q4tbdARAIACJnse\nk06n3R6Cb9DSBh3t0NIGHQEAKGCy5zGJRMLtIfgGLW3Q0Q4tbdARAIAC1tnzGNaPskNLG3S0Q0sb\ndAQAoIArex7D+lF2aGmDjnZoaYOOAAAUMNnzGH5abYeWNuhoh5Y26AgAQAGTPY+pq6tzewi+QUsb\ndLRDSxt0BACggMmex/T19bk9BN+gpQ062qGlDToCAFDAZM9jGhsb3R6Cb9DSBh3t0NIGHQEAKGCy\n5zFjY2NuD8E3aGmDjnZoaYOOAAAUMNnzmGQy6fYQfIOWNuhoh5Y26AgAQAHr7HkM60fZoaUNOtqh\npQ06AgBQwJU9j2H9KDu0tEFHO7S0QUcAAAqY7HlMNBp1ewi+QUsbdLRDSxt0BACggMmex1RXV7s9\nBN+gpQ062qGlDToCAFDAZM9jBgcH3R6Cb9DSBh3t0NIGHQEAKGCy5zEtLS1uD8E3aGmDjnZoaYOO\nAAAUMNnzmOHhYbeH4Bu0tEFHO7S0QUcAAAqY7HlMKpVyewi+QUsbdLRDSxt0BACggHX2PIb1o+zQ\n0gYd7dDSBh0BACjgyp7HsH6UHVraoKMdWtqgIwAABUz2PKampsbtIfgGLW3Q0Q4tbdARAICCkMWd\nPP/887r99tuVz+e1ePFiLVu2bMLtvb29uummm5RIJJTL5XTJJZdo4cKFFg8940QiEbeH4Bu0tEFH\nO7S0QUcAAApKvrKXy+W0Zs0a3XDDDbrvvvv0xBNPaMuWLRO2efDBB3XiiSfqrrvu0rXXXqvbbrut\n1IedsYaGhtwegm/Q0gYd7dDSBh0BACgo+creG2+8oblz52r//feXJJ100klav369Dj744AnbJRKJ\n4v82NjZOeV/pdFqZTGbS18PhMD+pfU9ra6vbQ/ANWtqgox1a2qAjAAAFwVWrVq0q5Q5ef/11bd++\nXR0dHZKkbdu26Z133pnwMs3DDz9c3/nOd/Tggw/q8ccf17XXXjvlhO/VV1/VE088oc7Ozgn/ZTIZ\npdNpVVZWqre3V/39/aqurtaWLVs0Pj6udDqtd999V5FIRO+++66GhoZUVVWlt99+W7lcTmNjY+rp\n6VE0GtXWrVsVj8dVWVmpd955R47jaGRkRNu2bSve5+joqCoqKrR161ZJ0vbt29Xb21u8fWxsTJK0\ndetWBQIBDQ0Nqa+vr3h7MplULpdTd3e3QqGQ+vv7J9yeTqc1Pj6u7u7uPX5OGzZsUHV1ta+ek1v7\nqaurS9XV1b56Tm7sp7feeksNDQ2+ek5u7afR0VHFYjFfPSc39tOOjg0NDaWc3gAA8LySl154+umn\n9cILL+iKK66QJP3iF7/Q66+/rssuu6y4zY9+9CM5jqO/+qu/0muvvaabb75Z9957ryoqJr6KlCt7\nu7Z582Yddthhbg/DF2hpg452aGmDjgAAFJT8nr2mpib19/cXf9/f36+mpqYJ2zz22GM68cQTJUlH\nH320xsfHFY/HJ91XJBJRbW3tpP+Y6P3evHnz3B6Cb9DSBh3t0NIGHQEAKCh5snfEEUeou7tbPT09\nGh8f15NPPll8SecOLS0t2rBhgyTp7bffViaT0Zw5c0p96BmJ9aPs0NIGHe3Q0gYdAQAoKPkDWoLB\noC699FKtXLlS+Xxep512mg4++GDdf//9am9vV0dHh/7mb/5Gt9xyix566CEFAgFdeeWVCgQCFuOf\ncWpra90egm/Q0gYd7dDSBh0BACgo+T17mF6Dg4M7/TRT7Bla2qCjHVraoCMAAAUlv4wT0ysWi7k9\nBN+gpQ062qGlDToCAFDAlT2PSSQSqqmpcXsYvkBLG3S0Q0sbdAQAoIArex7z/k8+RWloaYOOdmhp\ng44AABQw2fOYfD7v9hB8g5Y26GiHljboCABAAS/j9JhkMqloNOr2MHyBljboaIeWNugIAEABV/Y8\npru72+0h+AYtbdDRDi1t0BEAgAImex4ze/Zst4fgG7S0QUc7tLRBRwAACpjsAQAAAIAPMdnzmHg8\n7vYQfIOWNuhoh5Y26AgAQAEf0OIxfPCAHVraoKMdWtqgIwAABVzZ85ienh63h+AbtLRBRzu0tEFH\nAAAKmOx5TEUFu8wKLW3Q0Q4tbdARAIACzoge09zc7PYQfIOWNuhoh5Y26AgAQAGTPY/h5Ul2aGmD\njnZoaYOOAAAUMNnzmPr6ereH4Bu0tEFHO7S0QUcAAAqY7HlMNpt1ewi+QUsbdLRDSxt0BACggMme\nx4yMjLg9BN+gpQ062qGlDToCAFDAOnsek0qlVFVV5fYwfIGWNuhoh5Y26AgAQAFX9jymq6vL7SH4\nBi1t0NEOLW3QEQCAgpDbA8CeCYfDbg/BN2hpg4529rRl/r0XZjiO5Ehy5I8XaoQCAQUCgb3+8xyT\nAAAUMNnzGD5lzg4tbcy0jo7jvDex2jHJcrTjxfD5wgZ/cLskOcq/t40jKZ93lJejvCQnL+UL96JU\nVY22jqYK2ziF+80X789RPl94jPz7HlOSAu/d795Pj8qHI+ng2irNqtz709NMOyYBANgZJnse09vb\nq9raWreH4Qu0tOHFjnnH0WB6XNm88/tJlQoTufx7E7j8exO1vPP7X79/Yvf+CdYfXk/7w8nXVLcX\n/jeg9/5PAUnv9g9q7txo8fc7Lm4FFFCFAgoFf//nS7nyVc5Gs1mV+k5yLx6TAADsC0z2PKahocHt\nIfgGLW14seNIJqueREbhisKEKRAIFCdYhd8Xfl2hgIIVf3jbvptkNc+Zraogb6UulRePSQAA9gUm\nex6TTqfdHoJv0NKG1zo6jqO+1LiqQxWqrCiviVUmM+72EHzBa8ckAAD7Snl9p4NdSiQSbg/BN2hp\nw2sdE9mcUtl82U30JCmZSro9BF/w2jEJAMC+wjp7HsP6UXZoacNLHR3H0VsjSeXzUrgMXy6ZyaQV\nDkfcHoarRrNZHVhTpdrw3r/wxEvHJAAA+1L5fbeDP4r1o+zQ0oaXOo5l8xrL5spyoidJvX19bg/B\nF7x0TAIAsC+V53c82Cl+Wm2Hlja81LE3mVakIuj2MHYqwvpwJrx0TAIAsC8x2fOYuro6t4fgG7S0\n4ZWOifGcEtmcImV6VU+Sampq3B6CL3jlmAQAYF8r3+96MKU+XuZlhpY2vNKxP5lROFDe/+QNxWJu\nD8EXvHJMAgCwr5X3dz6YpLGx0e0h+AYtbXihYzKb08h4TlWh8n0JpyTNnj3b7SH4gheOSQAApgOT\nPY8ZGxtzewi+QUsbXujYnxxXZcW+WwzdSiqVcnsIvuCFYxIAgOnAZM9jkknW4bJCSxvl3jGVzSk+\nnlVVGb9XbwcWA7dR7sckAADTxWSdveeff16333678vm8Fi9erGXLlk3a5qmnntJ3v/tdBQIBHXro\nobrmmmtKfdgZifWj7NDSRrl37BpNaWQ8p+oyfwmnxDp7EuvsAQBgqeQfdedyOa1Zs0Y33HCD7rvv\nPj3xxBPasmXLhG26urq0du1arVmzRvfdd5++9KUvlfqwMxbrR9mhpY1y7pjO5RVLZxX1wFU9iXX2\nrJTzMQkAwHQq+TugN954Q3PnztX++++vyspKnXTSSVq/fv2EbX72s5/prLPOUm1trSSpvr6+1Ied\nsaLRqNtD8A1a2ijnjoOpjIIVAQUC5f9+PUmKRGb2VT0r5XxMAgAwnfb+dTLvGRgYUHNzc/H3zc3N\nev311ydss+OnrJdddpny+bwuuOACLViwYNJ9pdNpZTKZSV8Ph8N8E/Se6upqt4fgG7S0Ua4dM7m8\nhtLjmhUq+Z+5acNLD22U6zEJAMB0m5bvgnK5nLq7u3XLLbeov79f//AP/6B77rlHs2bNmrBdZ2en\nNm7cOOnPt7e3q6WlRa2trYrFYspkMpo3b566urpUW1urUCikWCymtrY29ff3K5/Pq62tTd3d3cWP\nMo/H45o7d656enpUUVGh5uZm9fT0qL6+XtlsViMjI8X7DIfDqq+vV29vrxoaGpROp5VIJIq3V1VV\nqa6uTn19fWpsbNTY2JiSyWTx9mg0qurqag0ODqqlpUXDw8NKpVLF22tqahSJRDQ0NLTHz+mll17S\nBz/4QV89J7f2U19fn4488khfPSc39tPWrVt1/PHHl91zqmxs0baebWqcVaNgMKjhkRE1NTUpFovJ\nyefV1NSkvv7+4r9Do6Ojamlu1sDAgAIVFaqvr9fAwIDqamuVy+WUGBtTa0uLevv6VBmqVF1drQaH\nhjS7rk6ZzLiSqWTx9kg4rJqaGg3FYpo9e7ZSqZTS6fTvb49EVFVVpXg8rob6eiUSCaUzGY1nMorH\n44pWRRUOVyo+PKzGhgYND49oPDte/PM11dWeeU47bt/d57Rt+7Ca5u2nwXeH9vrvUzqd1uDgoA47\n7DDr0xkAAJ5S8ge0vPbaa3rggQd00003SZK+//3vS5I++9nPFre59dZbdeSRR+ov//IvJUlXXHGF\nLr74Yh1xxBET7osre7s2PDysuro6t4fhC7S0UY4dx/N5bdo+plmhoGdewilJicSoampm7XpDH7P4\ngJZyPCYBAHBDye/ZO+KII9Td3a2enh6Nj4/rySefVEdHx4RtPvrRjxav2MXjcXV1damtrW3SfUUi\nEdXW1k76j4ne7w0PD7s9BN+gpY1y7DiUyqoiIE9N9CQpkUi4PQRfKMdjEgAAN5T8Ms5gMKhLL71U\nK1euVD6f12mnnaaDDz5Y999/v9rb29XR0aEPf/jD+t///V9ddNFFCgaD+sIXvlB8SQ72DIsu26Gl\njXLrOJ7PayCdUXWw/Jda+EPpKV7ZgD1XbsckAABuMVlnD9OH9aPs0NJGuXXsS2bUn8p46oNZdmCd\nPdbZAwDAkjcWn0IR60fZoaWNcuqYzTvqT3rzqp7EOntWyumYBADATUz2PKampsbtIfgGLW2UU8ft\nmXFJUoXH3qu3Q7SK9eEslNMxCQCAm5jseQwfVmOHljbKpWMu76g/Oa5oyJtX9SQpHK50ewi+UC7H\nJAAAbmOy5zFDQ0NuD8E3aGmjXDrGM+PKOY6CHr2qJ0lxPkXSRLkckwAAuI3Jnse0tra6PQTfoKWN\ncuiYcxz1Jcc9+169HRobGtwegi+UwzEJAEA5YLLnMbFYzO0h+AYtbZRDx+FMVlknr2CFd6/qSdLw\n8IjbQ/CFcjgmAQAoB0z2PCbDOlxmaGnD7Y55x1HvWEZRj1/Vk6Tx7LjbQ/AFt49JAADKBevseQzr\nR9mhpQ23O25Pj6srkVJtpfc/3IR19lhnDwAAS1zZ8xjWj7JDSxtudsw7jvqSGVX54KqexDp7Vvi7\nDQBAAZM9j6mtrXV7CL5BSxtudhzJZJXOO6qs8Mc/ZTXV1W4PwRf4uw0AQIE/vkOaQUKhvX9pEyai\npQ23OjqOo77UuKJB//wzFvTJFUq38XcbAIAC/3yXNEPwKXN2aGnDrY6JbE6pbN43V/UkaXiET+O0\nwN9tAAAK/PNd0gzR1tbm9hB8g5Y23OjoOI56kxlV+eiqniQ1NTW5PQRf4O82AAAF/vpOaQbo7+93\newi+QUsbbnQcy+Y1ls0p7LPJHlekbPB3GwCAAn99pzQD5PN5t4fgG7S04UbH3mRakQr/vb/N4Zg0\nwd9tAAAKmOx5DC9PskNLG9PdcSybUyKbU8RnV/UkXsZphb/bAAAU+O+7JZ/r7u52ewi+QUsb092x\nbyyjcMCf/3T18fJDE/zdBgCgwJ/fMfnY7Nmz3R6Cb9DSxnR2TGZzGsnmVBXy30s4JWnWrFluD8EX\n+LsNAEABkz0AntGfHFdlIOD2MAAAADyByZ7HxONxt4fgG7S0MV0dU9mc4uNZ3y238H6jo6N79eey\nuZz+7Yc/1sVfu0H/9sMfK5vLGY9s39vxHC77xv+jWx78z5KeA3+3AQAoCLk9AOyZuXPnuj0E36Cl\njenqOJAaVygQUMDHV/Zampv/6O2O4yiZTmssmVLivf/Gkkk99F9P6ZmNryibzem3W97R5ne69BfH\nf2iaRm3jqRc26H9fe0PZXE5but5VJBTUV88/d6/ui7/bAAAUMNnzmJ6eHh1yyCFuD8MXaGljOjqm\nc3nF0lnVVnrzvXrj2awSyeT7Jmip/7+9O4+Pqr73x/+aM3smM5M9hIQdDYsLuKBQ64JaCgqoYAFF\n+rttba1WavvT2tvFuvRWqa1csVgVq/dSK+4bXqladwXBqigKiAooE0JmkgyTyWxnzvL94yRDQgIk\nmZNMzpnX8/HwkczMyTnv8858ZN75bJnH8UQC8WQKsUQCDaFGWKxWxJOdi7n2x/FEEoqqHvZakixj\nw0efYMNHnwzQ3ekvKYp4++Otff55tm0iIiINiz2DEQTzDmEbaMylPgYij01JEVZBn149SZax6oln\n8f7Wz3DihFpcPn8ubNauRaSsKEi0F1mZ4ivRoVjTCrFuX09q37cfl5akI8ZlsVjgdjpQWFAAj9uF\nApcLBW4XyouLMo89bjc8bpf22K09LnC78MKbG/Dyhk0Q02k47HbMPvM0XHb+t7PO1UD6+9p1WPvG\nOxDTabgcDpx23IQ+n4ttm4iISGNR1SP8mZgGlVgsBo/Hk+swTIG51Ed/51GUFeyIxFBos+lS7P31\n0afwyLp/IS1JEAQB1RVlqCwtyRRr8bZiLZ5M9eh8ToddK7pcrg6FWMfH7gPFmavz44IOr7scDqTE\nFNwud6/vSZJl3P/kc/j3p9tx0sRx+MG8Od0WsINZ+z1s+mQbzjh+In512fw+3wPbNhERkYbFnsF8\n8cUXGDt2bK7DMAXmUh/9ncf6eBLhlAyPTtstLPnVzfji60DmsdNhx9EjhmcKs4JML9pBhVqnx254\nXC4UuJyw2fQbILEnsAfDaobpdj4japUkDPe44HX0Pa9s20RERBoO4zSY4uLiXIdgGsylPvozj2lF\nQXNS0q3QA4BEMpn53umwY8G3z8EV37lQt/Nnw+f15joEU2DbJiIi0rDYMxipB3N/qGeYS330Zx7D\nSQmwQLcVONdv3oK6YCNOnDAOiVQqM+RxsJANuGXCYMS2TUREpGGxZzDRaBSVlZW5DsMUmEt99Fce\n04qCUEpEgU5zz9KShDsfehTDqypxxy+Wwq7j8Eu9xOJxlJSU5joMw2PbJiIi0nDJMoOpqanJdQim\nwVzqo7/yGE5pvTOCTr16j/3zFezZF8Q1ixcMykIPACorKnIdgimwbRMREWlY7BlMIBA48kHUI8yl\nPvojj5KiIpTQr1evMbwfDz7zPE6bfBxOPf4YXc7ZHxqCwVyHYAps20RERBoWewbjcDhyHYJpMJf6\n6I887hfTAPTr1fvro08jLclYeul3dDlff7Hb7LkOwRTYtomIiDQs9gyGq8zph7nUh955lFUVoUQa\nbp1W4Pzki51Y9/YGLJp5LmqGDO5hkj4fV+PUA9s2ERGRhsWewTQ0NOQ6BNNgLvWhdx4jqTRkVYVV\nh149RVFwx/+uQVlxEZbMnalDdP2rqbk51yGYAts2ERGRhsWewZSUlOQ6BNNgLvWhZx4VVUUwkdZt\nrt4Lb63H9l1f4aqF81Dgculyzv7k9/lyHYIpsG0TERFpdCn2Nm3ahO9+97u47LLLsGbNmkMe9+ab\nb+Lss8/GZ599psdl81Iqlcp1CKbBXOpDzzxGRAmSqsAqZN+rF43FcfejT+PYo8bgW9Om6BBd/xPb\n5ipSdti2iYiINFkXe7IsY8WKFbj11lvxwAMP4NVXX8Xu3bu7HBePx/HUU09h/Pjx2V4yr8VisVyH\nYBrMpT70yqOiqgjGRbh16tV74OnnEYm24udLFuq2KXt/SyQTuQ7BFNi2iYiINFkXe9u3b0d1dTWG\nDh0Ku92Os846C+vXr+9y3IMPPoiFCxcedpW0VCqFaDTa5T/+lfYA7h+lH+ZSH3rlMSpKSKsKbEL2\nAw521e3FEy+/ijlnnobaUSN0iG5gcJ89fbBtExERabLeWbixsRHl5eWZx+Xl5di2bVunY3bs2IFQ\nKIRTTz0Vjz322CHPtXXrVmzevLnL87W1taioqEBlZSXC4TBEUURNTQ0CgQC8Xi9sNhvC4TCqqqoQ\nCoWgKAqqqqpQV1cHv98PAIhEIqiurkZ9fT0EQUB5eTnq6+tRXFwMSZIQjUYz53Q4HCguLkZDQwNK\nSkqQSqUQi8Uyr7tcLvh8PgSDQZSWliIejyORSGRed7vdKCgoQFNTEyoqKtDS0oJkMpl53ePxwOl0\norm5udf3tGHDBhx77LGmuqdc/Z6CwSDGjx9vqnvKxe9pz549OOmkk7K6p0KvFx8EGlDs9yMoppBK\npVBZUYGGYBBOpxMulwuRSAQlxcWIxWJIiWLmdbfLDYfDjkhLC0pLShCJtGDZ/avhdjpx/jdORnNz\nE6xWK1qiUZSVlSEcDkNVFJSVlSEYCqGwsBAA0NraiorycjQ2NsIiCCguLkZjYyN8Xi9kWUYsHs9c\n026zw+fzoqm5GX6fD6KYRiKZOBCzwwGPx4PmcBh+vx/JZLJH95QWRdgdji731NISRVpKZ37eU1Bg\nmHs61O/pUPe0b38LymqGoGlvc5/bUyqVgtPpxNixY3v/jxoREZGJWFRVVbM5wRtvvIH33nsP1157\nLQDg5ZdfxrZt27B06VIA2mp41157LX7xi19gyJAh+PnPf44f/ehHqK2t7XKuVCoFURS7PO9wOOB0\nOrMJ0zQCgQD/aq0T5lIfeuQxkkrj61gKPnvWf3/Cm+9vxi+X341rLluA78w4O+vzDaRgsAEVFZW5\nDiOnWiUJwz0ueB19fy+wbRMREWmy/mRVVlaGUCiUeRwKhVBWVpZ5HI/HsWvXLvz85z8HADQ3N+O3\nv/0tbrnlli4Fn9PpZFF3BD6u1qcb5lIf2eZRVVUEk2m4dBi+mRLTWPHQYxhVMxQXnX1G1ucbaB6P\nJ9chmALbNhERkSbrT1fjxo1DXV0d6uvrkU6n8dprr2HatGmZ1wsLC/H000/j4YcfxsMPP4wJEyZ0\nW+hRzwSDwVyHYBrMpT6yzWNMkpGUFDis2Rd7a9a9hL2hRvxs8QLYbNn3Eg605nA41yGYAts2ERGR\nJutPQ1arFVdffTWuv/56KIqCmTNnYuTIkXjwwQdRW1vbqfCj7JWWluY6BNNgLvWRTR5VVUVDQoRL\nh0KvoakZq59bhzNPPgEnHWPMVX/b56VRdti2iYiINFnP2aOBVVdXh+rq6lyHYQrMpT6yyWMsLWNn\nNA6f3Z51HDf8ZRXefH8z1vzxJlSVlx35BwahYCiIivL8XpFTjzl7bNtEREQaXTZVp4GTSHAfLr0w\nl/rIJo8NiRScQvb76n24fQf+9e57WHz+DMMWegA3A9cL2zYREZGGxZ7BcIU5/TCX+uhrHuOSjFha\nhjPLIZyyouC/Vz+CytJiLD5/RlbnyjXus6cPtm0iIiINiz2DCQQCuQ7BNJhLffQ1j8G4CIcOK3A+\n99pb+PzrAK6+5GK4DL6abwMXFtEF2zYREZGGxZ7BuN3uXIdgGsylPvqSx4QkIyrJcNmyG8LZ0hrD\nvY8/gxPGH42zppyY1bkGA249ow+2bSIiIg2LPYMpKCjIdQimwVzqoy95DCXTsFssWV971ZPPojUW\nx8+WLIRFh/PlmsvlynUIpsC2TUREpGGxZzBNTU25DsE0mEt99DaPSUlGRJSy3m7hi68DePpfb+Ci\nc87EmGHmmKMViURyHYIpsG0TERFpWOwZTAUXcNANc6mP3uaxMZmGzWLJqidOVVUsX5l1+YAAACAA\nSURBVP0IvJ4C/GDenD6fZ7ApKS7OdQimwLZNRESkYbFnMC0tLbkOwTSYS330Jo8pWUE4JcGdZa/e\na5vex4fbd+CHF18AX6Enq3MNJrFYLNchmALbNhERkYbFnsEkk8lch2AazKU+epPHpqQIq5Bdr14y\nlcJdDz+Oo4bXYM5Z3+zzeQajlCjmOgRTYNsmIiLSsNgzGO4fpR/mUh89zaMoK2hOpVGQZa/eQ8+/\niIamMH62ZBGsOmzdMJhwnz19sG0TERFpzPVJKQ9w/yj9MJf66Gkem1IiBIuQVa/e3mAjHnr+nzh3\n6hRMGndUn88zWHGfPX2wbRMREWlY7BmMx2Oe+Um5xlzqoyd5TCsKmpNS1r16f1nzOARBwFUL52V1\nnsHK7eL+cHpg2yYiItKw2DMYbrqsH+ZSHz3JYzgpARZk1av370+24fX3PsR358xCRak5V610OOy5\nDsEU2LaJiIg0LPYMprm5OdchmAZzqY8j5TGtKAilRBRYrX2+hiRJWP7QoxhaUYaFM8/t83kGuwhX\nkdQF2zYREZGGxZ7BVFZW5joE02Au9XGkPO5PSVBVQMiiV++pV97ArsBeLL30O3CauPertKQk1yGY\nAts2ERGRhsWewYTD4VyHYBrMpT4Ol0dZURFMiPDY+t6rF26J4v4nn8OUYyfgmycc3+fzGEFLSzTX\nIZgC2zYREZGGxZ7BiNyHSzfMpT4Ol8ewmAaQXa/evY8/g0QqhWsWL8hqzp8RpKV0rkMwBbZtIiIi\nDYs9g+H+UfphLvVxqDzKqopQIg13Fr1623d9hbWvv42Lv3U2RlZX9fk8RsF99vTBtk1ERKRhsWcw\n3D9KP8ylPg6Vx0gqDVlVYe1jb5yqqli++hEUeQvxvQvPyyZEw+A+e/pg2yYiItKw2DMYr9eb6xBM\ng7nUR3d5VFQVwUQ6qxU4X1q/CVs+/xI/XnAhCgsKsgnRMDx5cp/9jW2biIhIw2LPYGw2W65DMA3m\nUh/d5TEiSpBUBVahb716sUQSK9c8gXGjRmDWN6dlG6JhWLMojukAtm0iIiIN/0U0mHA4jNLS0lyH\nYQrMpT4OzqOiqgjGRbizKFxWP/cCGvdH8IdrfgxByJ+/SbVEo/D7i/r0s4qqQlF1DigHFDX7m2Db\nJiIi0rDYM5iqKvMvUjFQmEt9HJzHqCghrSpwCX3bD2/PvgY8su5fmPXNqThm7Gg9QjSMsrIyANp8\nRUUFFLR97fAYACwA1A5fAcBqscDWx57UwcRttWZ9H2zbREREGhZ7BhMKheDxeHIdhikwl/romEdF\nVdGQEOHKoldvxT8eh91mwxXfuVCvEHNKVVUo6FCwtT1WVTVTqLUXbQ2NTaisHALBYoFdAGwWAQ6r\nBXZBK+QcggAB2lYWVkv7VwsEC0y/LUVvsG0TERFpWOwZjKIouQ7BNJhLfXTMY1SUkFJU+Ox9K/Y2\nfLQF73z4Ma5aOA9lxX0bztjftKKtc+GmtBVuFqhQoRVdmd43C2CzWGCzWOCyWmATBNgFATaLBVbh\nQLFmtVjgDFswptiT1b6ExLZNRETUjsWewXB4kn6YS32051FVVQSTabj6OMcuLUm48++PYfiQSnzn\n22frGeIhdVe0KSpwoM+t85BJAG29bhbYrZa2ok3QeuEEoVOPW3sB15vCrWboUBZ6OmDbJiIi0rDY\nM5i6ujqMHTs212GYAnOpj/Y8xiQZSUmBz9G3/608/uKr+HpfA/583dWw9/NqimlFQVyWYbcIsLUN\nkWz/zy5oRdyBoq1DAYf+HS7J96Q+mEciIiINiz2D8fv9uQ7BNJhLffj9fqiZuXp969VrDO/HA0+v\nxTcmH4epxx+rc4SdKaqKhKxgjLcAnj4ON+0vfE/qg3kkIiLS5M+a5kTUb+KSgrgkw9HHYu+ex55G\nWpLx00u/o3NkXbVKEoa4HYOu0CMiIiLSG4s9g4lEIrkOwTSYS31EIhE0JFJwCn0rnj75YideeGsD\nFs48BzVDKnSOrrO4JMNrt6HU1bdtIfob35P6YB6JiIg0LPYMprq6OtchmAZzqY/iyirE0jKcfejV\nUxQFy1c/grIiP5bMmdUP0R2QbluhsdrjHLSLoPA9qQ/mkYiISMNiz2Dq6+tzHYJpMJd9o6oqRFlB\nVJQQjIvYsqcejj6uwPnCWxuwbeduXLlwHjxul86RHqC2zdMbXuiCvY+xDgS+J/XBPBIREWm4QIvB\nCIP4g6rRMJdHpqoq0ooKUVGQkBS0pmUkZKVtQ3AVgkWA1WqBy9b7IZyt8Tj++uhTOOao0ZjxjVP6\nIfoDopKESpdz0M/T43tSH8wjERGRRpdib9OmTVi5ciUURcGsWbOwaNGiTq8//vjjeOGFF2C1WlFU\nVITrrrsOlZWVelw675SXl+c6BNNgLjs7uLCLSTLikgJFVWGBCgsE2AULCqxCp+0HhJKSPl3vgaf/\nD/ujrfjzdUv7dTuDuCSj0GZFmXtwztPriO9JfTCPREREmqz//CnLMlasWIFbb70VDzzwAF599VXs\n3r270zFjx47FX//6V9x///04/fTTcd9992V72bzF4Un6yedctg/FbE3LaEyK2B1NYNv+OHZE4tgd\nTSCUSCMtqyiwCvDabSi02+GxW+E4qNADgMbGxl5ff3ddPR5/6RXMPvM0jBs1Qq/b6kJSFKhQUe1x\nDdp5eh3l83tST8wjERGRJuueve3bt6O6uhpDhw4FAJx11llYv349Ro4cmTlm8uTJme/Hjx+Pf/3r\nX9leNm8VFxfnOgTTyJdcqqoKSVWRklUkZRmxtNZjJ6sqAMACbSNxt1XoU0Hk83p7Hc9/P/Qo3E4n\nfnTxBb2+Xm+uE5cUjPQ6+7wlxEDLl/dkf2MeiYiINFkXe42NjZ2GzJSXl2Pbtm2HPH7dunWYMmVK\nt6+lUimIotjleYfDAafTmW2opiBJUq5DMA0z51JVVSRlBVFRRjiVhqSqUHGgsHP1sbDrjizLvTr+\nrQ8+wqYtW/HTxQtQ7OtdodgbUUlGhdsOr2PwD99sZ+b35EBiHomIiDQDukDLyy+/jB07duCOO+7o\n9vWtW7di8+bNXZ6vra1FRUUFKisrEQ6HIYoiampqEAgE4PV6YbPZEA6HUVVVhVAoBEVRUFVVhbq6\nOvj9fgDavkvV1dWor6+HIAgoLy9HfX09iouLIUkSotFo5pwOhwPFxcVoaGhASUkJUqkUYrFY5nWX\nywWfz4dgMIjS0lLE43EkEonM6263GwUFBWhqakJFRQVaWlqQTCYzr3s8HjidTjQ3N/f6nj799NPM\n4gNmuadc/Z6CwSAcDodp7unrPXsgON2Q7U4EmsLwFhUhEY8DkoihlZVoCAbhdrmhOOwItrSgtKQE\nLS1RpKU0Kisq0BAMwlNQAKvVipZoFGVlZQiHw1AVBWVlZQiGQigsLAQAtLa2oqK8HI2NjWhoaIC7\noACNjY3web2QZRmxeDxzTrvNDp/Pi6bmZrjdbvz36kdQU1GG2adPxZ7AHjgdDng8HjSHw/D7/Ugm\nk0ilUpmfdzqdcLlciEQiKCkuRiwWQ0oUM6+7XW44HHZEOtxTqyiiurICkbp6wOcbVL+nw7WnVCqF\naDRquPfeYPt/RHsex44dq9c/X0RERIZkUdW2sVx99Omnn2L16tVYtmwZAODhhx8GAFxyySWdjnv/\n/ffxl7/8BXfcccchh9iwZ+/IkskkXK7+W6I+n5ghl7KqIiHJiKQktKRlyIoKq2CB0yrAOkBz1EQx\nBYejZ+3zf599Afc+/gzu/OU1OPmYCf0Sj6QoSCoKjvIVGGb4ZjszvCcHA+aRiIhIk/UnoXHjxqGu\nrg719fVIp9N47bXXMG3atE7HfP7551i+fDluueWWw86lcDqd8Hq9Xf5joXdAIBDIdQimYdRcSoqK\nFlHCntYktodj2B1NIpqW4bIK8DpsKLBZB6zQA4CGYLBHxwWbwvjf517AmSdP7rdCT1VVxCQZwzzG\nmafXkVHfk4MN80hERKTJehin1WrF1Vdfjeuvvx6KomDmzJkYOXIkHnzwQdTW1mLatGm47777kEgk\ncPPNNwMAKioq8Pvf/z7r4PORw+HIdQimYaRcphUFsbSMcEpCXJKhQoVdsMJjs/brtgU9Ybf1bE7c\nykeehKKouPqSi/stllZJRoXbAZ+B5ul1ZKT35GDGPBIREWmyHsZJAysajcLby9UPqXuDPZfa1ggS\nwqKEhCQDsMAhCHAIlpwXeB3F4zEUFHgOe8zm7Z/jyt/fjv+44DxcPn9uv8SRkGTYrRaM8roNsc1C\ndwb7e9IomEciIiKN8cY55bmGhoZch2Aagy2XqqoiKWn73n0e0fa82xsXoSiA126H126Ds5t97nKt\nqbn5sK/LioLlq9egsrQYl83+dr/EICkqZKioMch+eocy2N6TRsU8EhERaQZ0NU7KXklJSa5DMI3B\nkEtFVZHqsEVCWlVhsQAuQdvM3Aj8Pt9hX1/72lv4/OsAbvnJD+Hqh/m32jw9CSMKXXAacJ5eR4Ph\nPWkGzCMREZHGGJ8mKSOVSuU6BNPIZS6TkowWUUZTKg1ZVSBAgMsqwCUYr1dKFNOHfK2lNYZ7H38G\nk8cdjemnnNgv149JMspcdvidxpyn1xHbtz6YRyIiIg2LPYOJxWK5DsE0BjqXkqIimpbQlEwjKSuw\nwAK3TYDVYh3QOPSWSCYO+dr9Tz6HaCyOny1Z2C/DT5OSDIdVQGWBOVbsZfvWB/NIRESkYbFnMDU1\nNbkOwTQGIpeKqiIhKQin0oiIElRA2yLBIEM0e6KyoqLb57/cE8BT/3odF55zBsYO1z/XsqJCUlWM\nKXQP6FYT/YntWx/MIxERkcbYE1zyEPeP0k9/5jIpKwjGRXy2P45dLQm0pmV4bFZ47TbYBXM1u+72\n2VNVFctXP4JCTwEun6f/6puqqiImSxjqccJl8Hl6HbF964N5JCIi0pineyFPuFyuXIdgGnrnUlJU\ntKYlNKXSiEsKrBbAZbXCajNHr9OhOLvZ0+y1Te/jg207cO3/dwl8hYfflqEvWiUZJU47ik0wT68j\ntm99MI9EREQaFnsG4zvCyofUc3rksuMwzf3twzQFAT4TDdM8Eo+nczGXTKVw18NP4KjhNZg7/XTd\nr5eSFTgFAUNMMk+vI7ZvfTCPREREGvOMf8oTwW6GzFHfZJPLlKwglBCxY38cu6LaMM1CmxU+uw0O\nEw0r7InmcLjT44eefxENTc24ZslCWHUesiqrKkRFwbBCp2nm6XXE9q0P5pGIiEiTP90PJlFaWprr\nEEyjt7mUDxqmabEAbsEKtwG3S9CT3+/PfF8fasRDz7+Ic049GZPHHa3rdVRVRSwto6bQCZfN2CuY\nHgrbtz6YRyIiIk1+dUGYQDwez3UIptGTXLYXGHWtSWzfH8OeWAqyAnjtNhTabLDmeaEHAMlkMvP9\nXQ8/AUGw4KpF83S/TkyWUeyyochh3r9RsX3rg3kkIiLSmPdTk0klEofe04x653C5FGUFLWkJTYk0\n0qoKq8UCj83aL3vFGV37Btb//mQbXn/vA1w+fy4qS0v0vYaswG4RUOV2mvp3wPatD+aRiIhIY1FV\nVc11ENRzyWSSK83p5OBcyqqKVlFCcyqN1rQCQQBcghU29t4dliimIFht+O6vb0EqJeIfy26C06Hf\nKpmyqiIuSRjjK4DbpMM327F964N5JCIi0nAYp8Fw/yj9BAIBqKqKuCRjbyyJ7eEY9sSSSCuAz6EN\n02Shd2QNwSCefuUN7ArsxdWXXqxroQcAsbSMoQUu0xd6ANu3XphHIiIiDYdxGozb7c51CKYgygpS\nNgc+j8QhKgqsFgEFNisEEw8R7C/JtIT7n3gOJx8zHqefOEnXc8ckCUVOG4qd+fG/KrZvfTCPRERE\nmvz4BGUiBQUFuQ7BsOS2xVaak2m0SjJaBQfKLQK8dvP3GPUHSZax6oln8dxrbyEaj2PpJRfrOp9O\nlBVYLRZUFZh7nl5HbN/6YB6JiIg0HMZpME1NTbkOwVBUVUVCklEfT+KzcAxftyYgKioKbVZIsSiH\nafZBShSxN9iIP6z6X6xZ9zIirTFYBQEvv/uebtdQVBVJWcHwQlde/Y7YvvXBPBIREWnYs2cwFRUV\nuQ7BENKKgqgooTEpIaXIsFoEuA8apllSXJzDCAcXWVGwvyWKpkgLmvdH0Lg/guZIC5rav0YiaN6v\nfY0lkt3+/L8/3a5bPK1pGUM9jryYp9cR27c+mEciIiINiz2DaWlpgc/ny3UYg5LSPkwzlUY0LQGw\nwG0V4LN3v2BILBaDx1M4sEEOIEmWce9jT2Pjx59idE01Tp10DCLRVjTtb0FzJHLga6QF+1uiULpZ\nmNfjdqHU70dJkQ9HjRiGU/wTUVrkR4nfh3c//gRvf/ARxLQEp8OOkyaO0yXumCTD77ChxKnvQi9G\nwPatD+aRiIhIw2LPYDpuYE3aMM2krCAiSginJMiqCrsgoNBmO+I8r5QoDlCU/U+SZdQ1hLCrbi92\nBvZiV2Av/v3pNkRaYwCAL/bU4aUNmwAANqsVpUU+lPj9qCwtwfgxo1DWVsC1F3alfj9K/F64nM5D\nXvPbp52K+598Dus//BjTJh+HH8ybk/V9iLICAcBQT/7M0+uI7VsfzCMREZGG++wZDPeP0mjDNGU0\npdJISQoEiwVum9Cr1TRFMQWH49DFzGCkKAr2NTZjZ6AOOwPthV0dvqrfBzEtAQAsFguqykvR0hpD\na/zA5tJjhlVj5a+vhddToO9CKjrlUVFVtKZljPG7UZBnwzfbsX3rg3kkIiLSsGfPYAKBAMaOHZvr\nMHJCadsTryklISpKsABwWgV4HX17GzcEgxhWM0zfIHWiqipCzfuxs24vdgbqsKutsNtdV49EKpU5\nrrK0GKNrqnHyMRMwumYoRtUMxcihVXC7nPjro0/hsRdfQUpMw+mw4xuTj4Ov0KN7rHrlsVWSMMTj\nzNtCD8jv9q0n5pGIiEjDYs9gPB79P6wPdklJRkTU5uLJqgq7xYJCmzXr3im3K3d7cbVvW/D+1s8w\nccwoTJt8HL7aW58p6nbV7e3UK1fq92FUzVDMPvM0jKoZqhV21VUoPMwS85fPnwuLxYJ/f7odJ00c\np8swy+7okce4JMNnt6EsD+fpdZSP7bs/MI9EREQaDuM0mObmZpSUlOQ6jH7XcZhmUlYgwIKCXg7T\nPJKWlgh8Pr9u5zucZCqFQEMIe/Y1INAQwsvrN+HLQB0Obn6+Qg9G1wzF6JpqjKoeitHDhmJ09VD4\nvYN3IZls85hWFEiKijF+N+xCfu8Gky/tu78xj0RERBr27BmMmT/EaMM0FYRTabSIElQALqsAn71/\n3qaRlhZdi71kKoW6YAh79gWxZ18QgYYgAvuC2NMQRGN4f6djrVahU6E3omoI/vLr/x8lfp/hFibJ\nJo+KqiIhKxjtZaEHmLt9DyTmkYiISMNiz2AqKytzHYLukrKClpSEplQasqLCJljg0WGY5pGU9uHD\nYHtBF9gXwp6GBuzZF0Rdg1bchQ4q6Ip9XgwbUoEpx4xHzZAKDKusRE1lOWoqK7B67bpO8+nOOHky\nSosGppdRb33JY7tWScIQtxMee/7O0+vIjO07F5hHIiIiDYs9gwmHw/B6vbkOI2uSoqI1LaExmUZC\nVmC1WOCyCrDaBq5Xq6UlioKCrnN7UqKIQEOorVeuoe177WuwOdzp2CKfF8MqK3DyMeNRXVmBYUMq\nMKyyAtWV5YNiPt1AOFQejyQuyfDabSh15fc8vY7M0r5zjXkkIiLSsNgzGNHAe8MpqopE2zDNSFqC\nqgJOof+GaR5OShTxZaAOnwXqM0Mt24dddlfQ1VSW48QJ41AzpAI1leUYNkTrpTtcQXc4NqsVV3zn\nQj1uJefSUrr3P6MoAIBqj1PXeZhGZ+T2PZgwj0RERBou0GIwRtw/KtW26XlTMg1JUWEXtF68/h6m\nmRJF1AUbtUVR2ubQ7WnQhl02NB1U0HkL2wo5rWeu/fuaygp4PX0r6PJFb/fZU1UVUUnGyEJXn7fN\nMCsjtu/BiHkkIiLS8JOWwRhl/yhZURFNa/PwEpICwQK4BCsKdB6mmRLT2hy69sVQ2oZbBhoaEGze\n32kRFH+hBzVDKjF5fC1qKitQYLfi+AnjWdBlqbf77LVKEipdThZ63TBK+x7smEciIiINP20ZzGCe\nh6K2raa5P5XGflGCAsAlCPBmOUwzJaaxNxTqvMJl2/fB5nDXgq6yApPGHZ0ZallTWYmaIeXwHbT3\nVnNzE0pKSrOKjQBPL4ayxiUZHpsVZW7O0+vOYG7fRsI8EhERaVjsGYzNNvh+ZWLbMM3mZBqiqsJm\n6f1qmu0FXfv8ubq2Pen27Ota0PkKPRhWWYHja4/SFkRpH3I5pKJLQXc4VitXgNRDT/MoKQpUqKj2\nuDlP7xAGY/s2IuaRiIhIw38RDSYcDqO0NPe9UXLbaprNqTRa0woEAXALVriEQ3+IF9Np7G2fQ9eg\nDb1s/76hqblTQef1FGDYEK2ga18Qpb2o8xX2fuXH7rREo/D7i3Q5Vz7rSR5VVUVMkjHK64LDyv30\nDmWwtG+jYx6JiIg0XKDFYGKxGDy96L3Sk9q2Afb+VBrhlAQVKhyCFc4OH97FdBp7Q42dhloG2vah\n61LQFRRo+891WAxF66mr1K2gO5xEMgG3y93v1zG7nuSxJS2hwmVHZUHPF3LJR7ls32bCPBIREWl0\n6dnbtGkTVq5cCUVRMGvWLCxatKjT66IoYtmyZdixYwd8Ph9++9vfYsiQIXpcOu+EQqEB/xAjygpa\n0hKaEmmkVQWKrKC5qRl1HQq59qKuobEZSjcF3XFHj0FN5dTMcMthlRXwewsH9D4OFg6H4a5isZet\nI+UxIcnw2ASUux0DGJUx5aJ9mxHzSEREpMm62JNlGStWrMAf//hHlJeX48orr8TUqVMxcuTIzDHr\n1q1DYWEh/v73v+PVV1/FqlWr8Nvf/jbbS/eYJMu4/R9P4p0t2/CNY8fjukvnwZbFfC29z9cbStv+\nZHo51L0kxDQ+q9uHT77ei51792FvMIT6YEjbtuCggq6wwI2aygocM3YMZp42FdXtwy7bhlz29xYL\nfaXqnMt8dbg8SooKGSpqOE+vR/Ru3/mKeSQiItJkXext374d1dXVGDp0KADgrLPOwvr16zsVe+vX\nr8eSJUsAAGeccQbuuusuqKrapQhIpVLdbobrcDjgdPZ9+Nft/3gSq9a+iJSYxidf7saWL3fjW1NO\n6PP5Xtz0ATZ8sg1pSdblfL0hpkU4tu3U7Xwd7+XjL3bhmbfehaIC+xqbui3oJo4ZjW9/49QDe9IN\nqYC/sHDQFnSHU1ZWlusQTOFQedRWZ5UwgvP0eqyqqirXIZgC80hERKTJuthrbGxEeXl55nF5eTm2\nbdvW5ZiKigoA2sp9Ho8HLS0t8Pv9nY7bunUrNm/e3OUatbW1qKioQGVlJcLhMERRRE1NDQKBALxe\nL2w2G8LhMKqqqhAKhaAoCqqqqlBXVwe/3483PvgYKTGNH1qb8CNrM7B1O7D1aVya1vYG+4d9T+Za\n98oluE8uxT/tO1FukQEA2xQnFkvD8WtrAy6ytuDbACAAMzAK45VW3LH1aWDr0wCA30sVeFrx433H\n55lzvql48DNpKJbb9uJ0IZZ5/kTxKFwoRPAbWzDz3DXpKmxTXXjRsSvz3FOyD/8lV+Ih29cYL6QA\nACHVim+nRx+4pzZ9uafl1hagbYTd7PBROG9EOa6I7Mj8/O5vXQJh+hwM/+VCoE57LjHuBNRdcg1K\n7/8v2LZszBz7xc2rUbV1EzyP/CXz3N5LfgbrmPGovOWHmedaTjoLjXO/hxH33QTrni8AALKvGLuu\nvRPDNr4I5//9I3PsnitugqfAg5I7rs0813zmBYh+awGG3XYVhBbt/sXqUfj6Rzdh+Etr4Hh7XebY\nXdfeiZJIEP5V/5V5LjjnP/DV6ONx8n9fk3mu/Z5GPr7SsPeU+sa3Mez6BQN6T+1/hununpJnXoD9\nsxchcfOPoUa0e1JrRiN21U0oefERiK//X+bY2H+ugL+lCdLKmw78/IX/AfsZ58F6zfzMc8qEExG/\n7BoUPXo3pM0bMs+33vp3lGz7N8TVdx64/yU/g/voY4HffC/znHTKdIgXfR+Ff70Ryu62duovQesv\n70TpxpeRemZ15tj4T26Gz+uDdOuB94l49oXArIVw9sM9OR68HY4dH5vqnnr7exLPvhCll13V7f/L\nASASiaC6uhr19fUQBAHl5eWor69HcXExJElCNBpFKpWC0+nkXntERJT3sl6g5Y033sB7772Ha6/V\nPuC9/PLL2LZtG5YuXZo55vvf/z5uu+22TFG4ePFirFy5skux1189e7eufgz3r30JSVGE027H/HPO\nwPcvPK/P57v/qefx5CtvIpVO63K+3tgfDqOouFi383W8F5fDjiXnfQtXLbwQaUVBWlaRVlSIigr5\noLeJBSpUWCDAAsECCBYLrG1fjTJcL7w/jOIi/XKZr7rLY0KSYbdaMMrL4Zu9EQqFOv3xjPqGeSQi\nItJk3bNXVlaGUCiUeRwKhboM6yorK0MwGER5eTlkWUYsFoPP5+tyLqfTmVVRdyjXXToPFosFb3+8\nFacdNwHXXnJRVnPsbv3hYpQWFuh2vt4ICQrKy/VbUryn96KqKmQVUFSt8JPbHqcVpVNhmJQVUxaG\n1HPt8/RGcZ4eERERUU5lXeyNGzcOdXV1qK+vR1lZGV577TX8+te/7nTM1KlT8dJLL2HixIl44403\nMHny5AGd42WzWvHLyy4etOfrjUgkoutfrHt6LxaLBTYLABz592aUwrC1tZU9ezromEdVVRGTJYzw\nuDptyUE9o3f7zlfMIxERkUaXffY2btyY2Xph5syZuPTSS/Hggw+itrYW06ZNgyiKuPXWW/HFF1/A\n6/XiN7/5TWZBF+qdRCIBt9s82wX0tDDs6VBSwQJYe1gYplJJOJ2u/rq1vNExnOfoyQAADpdJREFU\nj61pCcVOG4Z6mNe+MFv7zhXmkYiISMNN1Q1m586dGD16dK7DyAm9C8N99XUYVl3DoYZZqqsLoLq6\nBklZgWABRvvcsDKnfZLP7VtPzCMREZFGl03VaeAIQv4OjdN7KKkgCD0eStqbHsN8YxEEyIoKSVEw\nxl/AQi8L+dy+9cQ8EhERadizZzCxWAwejyfXYZhCey5zOZTUDOKJONJWO4YVulDstOc6HENj+9YH\n80hERKRhz57B1NfXc+8onbTncqAXn7Gg46IzQPth7Uerbdc5+Dmo7Y9VdPcXGkvbcZYOP9fx+07H\ntF2387FafN2d8+DnOj7aE2zEsaOGs9DTAdu3PphHIiIiDYs9gynWcY+9fNeXXPalMJRVtUNx2Lkw\nlFXA0jbiTLBYYAEgtJ2+/bGlrdfQYkHb47bX2l5vj8bSFlf79x1fAzoXbVpB2flx+3fdFZ8d70lV\ntXJTbXvNWerHkAL9t0zJR2zf+mAeiYiINCz2DEaSpFyHYBr9ncv2wtDWg8LQyGQBnKenE7ZvfTCP\nREREGs5iN5hoNJrrEEyDudQH86gf5lIfzCMREZGGC7QYTDKZhMvFPcz0wFzqg3nUD3OpD+aRiIhI\nw549gwkEArkOwTSYS30wj/phLvXBPBIREWlY7BmMw+HIdQimwVzqg3nUD3OpD+aRiIhIw2LPYLjK\nnH6YS30wj/phLvXBPBIREWlY7BlMQ0NDrkMwDeZSH8yjfphLfTCPREREGhZ7BpJKpRCNRpFKpXId\niuExl/pgHvXDXOqDeSQiIjqAxZ6BiKKIzZs3QxTFXIdieMylPphH/TCX+mAeiYiIDmCxR0RERERE\nZEIs9oiIiIiIiEyIxR4REREREZEJsdgjIiIiIiIyIRZ7BuJwODBp0iRuGKwD5lIfzKN+mEt9MI9E\nREQHWFRVVXMdBBEREREREemLPXtEREREREQmxGKPiIiIiIjIhGy5DoC6t2nTJqxcuRKKomDWrFlY\ntGhRp9f/+c9/4r777kNZWRkAYO7cuTjvvPNyEeqgdvvtt+Pdd99FUVER/va3v3V5XVVVrFy5Ehs3\nboTT6cQvfvELHH300TmIdHA7Uh43b96MG264AUOGDAEAnHbaaViyZMlAhznoBYNB3HbbbQiHw7BY\nLDjvvPMwb968TsfwPdkzPckl35dERJTvWOwNQrIsY8WKFfjjH/+I8vJyXHnllZg6dSpGjhzZ6bgz\nzzwTS5cuzU2QBjFjxgzMnTsXy5Yt6/b1TZs2IRAIYPXq1di2bRvuvPNOrFy5coCjHPyOlEcAOOaY\nY/CHP/xhAKMyHqvViiuuuAJHH3004vE4rrjiCpx44omd2jbfkz3Tk1wCfF8SEVF+4zDOQWj79u2o\nrq7G0KFDYbfbcdZZZ2H9+vW5DsuQjjvuOPh8vkO+/s477+Bb3/oWLBYLJkyYgNbWVjQ1NQ1ghMZw\npDxSz5SWlmZ66QoKCjBixAg0NjZ2OobvyZ7pSS6JiIjyHYu9QaixsRHl5eWZx+Xl5d1+iHnrrbfw\ngx/8ADfeeCOCweBAhmgaPc01HdnWrVtx+eWX45e//CV2796d63AGvX379uGLL77A+PHjOz3P92Tv\nHSqXAN+XRESU3ziM06CmTp2K6dOnw+FwYO3atVi2bBn+/Oc/5zosylNHHXUU1qxZA7fbjY0bN+KG\nG27A6tWrcx3WoJVIJHDjjTfiyiuvhMfjyXU4hna4XPJ9SURE+Y49e4NQWVkZQqFQ5nEoFMosxNLO\n7/dnNg2eNWsWPv/88wGN0Sx6kms6Mo/HA7fbDQA45ZRTIEkSIpFIjqManCRJwo033oizzz4b3/zm\nN7u8zvdkzx0pl3xfEhFRvmOxNwiNGzcOdXV1qK+vRzqdxmuvvYZp06Z1OqbjHJ4NGzZg+PDhAx2m\nKUybNg0vvfQSVFXF1q1b4fF4UFpamuuwDKe5uRmqqgLQ5pyqqso5ft1QVRV/+tOfMHz4cFx88cXd\nHsP3ZM/0JJd8XxIRUb6zqO3/EtKgsnHjxszWCzNnzsSll16KBx98ELW1tZg2bRruv/9+rF+/Hlar\nFV6vF9dccw0Lvm78/ve/x0cffYRIJILi4mJ897vfhSzLAIDZs2dDVVWsWLEC7733HlwuF6677jrU\n1tbmOOrB50h5fOaZZ/Dcc8/BarXC6XTixz/+MSZOnJjjqAefLVu24JprrsGoUaMgCNrf2r7//e9n\n5tzyPdlzPckl35dERJTvWOwRERERERGZEIdxEhERERERmRCLPSIiIiIiIhNisUdERERERGRCLPaI\niIiIiIhMiMUeERERERGRCbHYI1NraWnBqlWrenx8bW0tYrFYn671yiuvYNmyZd2+tnHjRlx00UUA\ngEAggEcffbTT69OnT8eOHTt6dJ2GhgYsXLgQiqL0Kc6DNTc34+KLL4YkSVlfszf30RfhcBiXX345\nZsyYgdmzZ+MnP/kJmpubAfTsPoiIiIjyCYs9MrWWlhbcf//9A3Kts88+G9dff/0Rj6urq+tS7PXG\n3XffjcWLF2f2FstWSUkJJk2ahGeffXbArtlXFosFP/jBD/Diiy9i7dq1GDZsGP70pz8B6Nl9EBER\nEeUTFntkGLW1tVixYgXmzp2LGTNm4MUXX8y89tFHH+Gyyy7DRRddhIsuugivv/46AODmm29GNBrF\n3LlzsXDhQgDAAw88gHnz5uGCCy7AggULsG3btiNee8GCBfj4448BADfeeCPOO+88AIAkSTjllFMQ\nj8fx1FNPYenSpZmfWb58Oc4991zMmzcvE097TF9++SXmzp3b6fh169ZhwYIFmD59Oh566KFu40il\nUvjnP/+Jc889N/Pchx9+iEWLFmHOnDmYM2cO3n77bQBaL9vy5cuxYMECnHnmmVi7di3+53/+B/Pn\nz8e5556L9957L3OO888/H48//njW1+zoUHlOJBJYunQpZs2ahTlz5uCnP/0pAGDnzp1YsGAB5syZ\ng/PPPx9/+9vfupyzqKgIp5xySubxpEmTsHfv3h7dBxEREVG+seU6AKLeEAQBzz77LHbu3IlFixbh\npJNOgt1ux+9+9zvcd999qKioQDAYxPz58/H888/jhhtuwLx58zr19lxwwQX43ve+BwBYv349fve7\n3+Gxxx477HVPPfVUvPvuuzjuuOPw/vvvw+l0IhgMoq6uDmPGjEFBQUGn41999VW8+uqreOaZZ+By\nuXDVVVdlXrvhhhuwbNkyPPXUU51+JplM4tFHH0UgEMDs2bNx4YUXwuPxdDpmy5YtGDFiBJxOJwBg\n//79+MlPfoK77roLJ5xwAmRZRmtra+Z4URTx6KOP4uOPP8aSJUtw3XXX4YknnsALL7yAO+64A2vW\nrAEATJw4Edu3b0c8Hu9yL7295pHy/PbbbyMWi+GFF14AAEQiEQDAww8/jOnTp+NHP/pRp+cPRVEU\nrFmzBtOnT888d7j7ICIiIso3LPbIUC6++GIAwOjRozFhwgRs3rwZNpsNgUAAl19+eeY4i8WCr776\nCsXFxV3O8cknn+Dee+9FJBKBxWLB7t27j3jdqVOn4p577sHs2bNRVFSEKVOmYMOGDQgEAjj11FO7\nHL9x40bMmjUrU6zNnz8fd99992GvMWvWLABATU0NfD4f9u3bhzFjxnQ6Zt++fSgtLc083rx5M8aM\nGYMTTjgBAGC1WuH3+7ucc+LEiUgkEpg5cyYA4JhjjsHXX3+dOc5ms6GwsBChUAgjRozI6prtDpXn\ncePG4csvv8RNN92EKVOm4MwzzwQAnHzyybj99tuRSCRwyimndJvXjm655RYUFBRg8eLFPboPIiIi\nonzDYo8MT1VV1NbW4h//+EeX1wKBQKfHoijipz/9KR566CFMnDgRDQ0NOP300494jRNOOAFbt27F\n66+/jqlTp2LKlCl48sknEQgEOg3FzEZ7zxmgFVCyLHc5xuVyQRTFXp/TarV2eiwIQpeFTERRhMvl\nyvqa7ec6VJ6HDRuG559/Hu+++y7efPNNLF++HGvXrsWMGTMwadIkvPPOO1i1ahWefPLJzHy8gy1b\ntgxfffUV7rnnni7zCA91H0RERET5hnP2yFCefPJJAMDu3buxdetWTJo0CZMnT8ZXX32Fd999N3Pc\nxx9/DFVVUVhYiGQymSlsRFGEJEmoqqoCoA0d7AmHw4EJEyZg1apVmDZtGo4//nh88MEH+Oyzz3D8\n8cd3Of7UU0/FunXrEI/HIctyJm4AKCws7HbYY08cffTR2LVrV+bxpEmT8OWXX+LDDz8EAMiyfMTh\nj91pbGyE1WpFRUWFLtc8XJ737dsHq9WKc845B//5n/+J5uZm7N+/H1999RXKy8tx0UUX4aqrrsKW\nLVu6jfWOO+7AJ598gpUrV8LhcPT4PoiIiIjyDXv2yFBkWcYFF1yARCKBm2++OTO88O6778btt9+O\nP/zhD0in0xg2bBjuueceFBUVYfbs2Zg9ezb8fj8eeeQRLF26FPPnz0dRURFmzJjR42tPnToVW7Zs\nwbHHHgur1Yrhw4ejpqamS8EBAGeddRY2b96MuXPnwufzYcqUKWhoaACgLTQzatQonH/++Rg9ejRW\nrFjR4xiGDx8Or9eLnTt3YvTo0SgqKsJdd92F2267DfF4HIIg4Prrr8e0adN6fE4AePvtt3HuuefC\nYrHocs3CwsJD5vmzzz7Dn//8ZwDavLsf/vCHqKysxD333IO1a9fCbrfDYrHgV7/6VZdYPv/8c9x7\n770YOXJkZsGdmpoarFy58oj3QURERJRvLKqqqrkOgqgnamtr8cEHH3RZtCTfPP/889i8eTN+85vf\n6HbOxYsX46abbuoyR7A/r9kfjnQfRERERPmEPXtEBnP++edj//79UBRFl33vmpubsWDBgsMWSHpf\nsz/05D6IiIiI8gl79oiIiIiIiExocP6JnoiIiIiIiLLCYo+IiIiIiMiEWOwRERERERGZEIs9IiIi\nIiIiE2KxR0REREREZEIs9oiIiIiIiEzo/wGQecWYctDfDQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x1080 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kvg4vmAKT0mi",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 961
},
"outputId": "14fcc471-10c9-46b7-d467-052763bb2fbb"
},
"source": [
"kininaru = 'sepal width (cm)'\n",
"pdp_goals = pdp.pdp_isolate(model=model, dataset=val_X, model_features=iris.feature_names, feature=kininaru)\n",
"pdp.pdp_plot(pdp_goals, feature_name=kininaru)"
],
"execution_count": 94,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(<Figure size 1080x1080 with 4 Axes>,\n",
" {'pdp_ax': [<matplotlib.axes._subplots.AxesSubplot at 0x7f5b20f81940>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7f5b20f5ae80>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7f5b20ebbe48>],\n",
" 'title_ax': <matplotlib.axes._subplots.AxesSubplot at 0x7f5b21334710>})"
]
},
"metadata": {
"tags": []
},
"execution_count": 94
},
{
"output_type": "display_data",
"data": {
"image/png": 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KFSsaLTv33HN57733WLBgAQMHDmzRD/F7y83NZdGiRWzdupUOHTpw4YUXAuDx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\n8fFdVGe0mPSrpXO/7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4z2q666ivXr1wNVr9upU6f6vz7Z9u3beeutt2od3lnN4/Fw++23\nc/vttzNy5Mg617d026bz7wekXyWd20H6VdK5HaQfgrCnLykpqdZfMQsKCkhKSqpzm/z8fJKTk/F6\nvVRUVBAfH1/newsLC+t8L0BERESTk7uGNHb8673Tr8ZkMvHljj1MGHkq82/4eUid01fRPYmYIHxo\nypg7ZtEr8ZQmx+kzDHxG9b8NvNX/TdUnfLp9Bt4Thx16fAYOr+GfKNacJJowMDBhjYun0uPFDJhM\ntSeN9X3aZ6hJSGj5+Xw1D9P0njhM03TiMM3ESGvAh2m2lM7HrYP0q6Zzf6Dt9957L8XFxXUunzVr\nVq2vTSZTi9+vVq1axciRI+ud8EHLj2KxWCxkZmbSvXv3eo9igR/3fObm5mI2mxvd82m1WklISCAv\nL4/ExEScTicVFRX+6yMjI4mPjyc/P5+uXbtSWVmJ3W73Xx8VFUV0dDRFRUWkpKRgs9lwOBz+62Ni\nYoiIiKC4uJjU1FQcDgeZmZl1jswpKSnRYkxlZWXk5ubWGlNDRxuF2pjCw8PJzMwM6PcUimPyeDy1\nnjvNfe6pHlNZWRk5OTlBfT2115iioqLIzMxsl/eIthiTYRi1njvt/b7X2jFVVFSQnZ3d4O8pMrLp\nD+9r9Z4+r9fLL37xC5544gmSkpKYO3cuv/3tb2vNRj/44AMOHjzI3XffzaeffsqXX37J0qVLyc7O\n5uGHH+aFF15osw9yyczM1HZdDh3ajROTwlqTxBOTx8wDB+jZJw2P4cPjq5ooek5Mhmo+62rvUTwx\nQQQsNSaK1Ze3p6bWGazJe+LTND1G1YetgIkoi5nY8DCiw6r24FnNLf+fx+bS4bnTGOlXS+f+YLT/\n4he/4Omnn6Zr164UFRVxzz338Nprr9V724b29L3++uvs37+fBx98EHMDf9xp6Z4+nX8/IP0q6dwO\n0q+Szu0g/RCEPX0Wi4U777yTBQsW4PP5uOyyy0hLS+PVV19lyJAhjB8/nilTpvDoo48yY8YM4uLi\nWLx4MQBpaWlccMEFzJo1y/9zgjnhg9btrVFNh3aTyYSFqgla+EnX9U3uStdoa73fVzVJ/HHPYvWE\n0ePz4fGBu8ZE0en9cWmCkw87hfoPPbWYWj9JjK/n0/qq2931HKYZV+MwTdWLn+vw3GmM9Kulc38w\n2sePH8+mTZuYNm0amzZtYvz48c36/g8//JAtW7bw5JNPNjjhg5YfxaLz7wekXyWd20H6VdK5HaQf\ngrCnL9QF67w4FXRuh+D2N7RH0Wv8eOhprb2JJw6rrNbQ3kRzI4edFhcXkZCQWO9hmjFhZmLCLW1+\nmGZLyXNHLelXJxjtpaWlrFixgvz8fFJTU1myZAnx8fGkp6ezYcMG/znsd911F4cPH8ZutxMfH8/8\n+fMZM2YMkyZNIjU1lejoaAAmTJjg/wTrYND59wPSr5LO7SD9KuncDtIPQVqcPZSVlZVp+0vWuR2C\n29/YHsWG+GrtSaz6b69RdV6i22fU2pvo9vrwUHXYafUEsaCsgvC4LkRZzCRGhBMdVrUHL7wdD9Ns\nKXnuqCX96gSjvUuXLjz55JN1Lh8yZAhDhgzxf71q1ao6t4GqDzRrSzr/fkD6VdK5HaRfJZ3bQfqh\nE+zpczgcAZ3cGIp0bgf9+k/em+hwOIiPjlJ6mGZL6fbYn0z61dK5X+f2QOk+RulXR+d2kH6VdG4H\n6QcIrWPS2kBOTo7qhBbTuR306zeZTFV7Es1mIi1mCnOPajnhA/0e+5NJv1o69+vcHijdxyj96ujc\nDtKvks7tIP3QCSZ9Vmv9HySiA53bQfpV0rkdpF81nft1bg+U7mOUfnV0bgfpV0nndpB+6ASTPp0/\nrUfndpB+lXRuB+lXTed+ndsDpfsYpV8dndtB+lXSuR2kHzrBpC8vL091Qovp3A7Sr5LO7SD9qunc\nr3N7oHQfo/Sro3M7SL9KOreD9EMHn/Q5nU7KyspwOp2qU5pN53aQfpV0bgfpV03nfp3bA6X7GKVf\nHZ3bQfpV0rkdpL9ah570uVwutm/fjsvlUp3SbDq3g/SrpHM7SL9qOvfr3B4o3cco/ero3A7Sr5LO\n7SD91Tr0pE8IIYQQQgghOjuZ9AkhhBBCCCFEByaTPiGEEEIIIYTowGTSJ4QQQgghhBAdmGXZsmXL\nVEe0JYvFQrdu3QgLC1Od0mw6t4P0q6RzO0i/ajr369weKN3HKP3q6NwO0q+Szu0g/QAmwzCMIDYJ\nIYQQQgghhAghcninEEIIIYQQQnRgMukTQgghhBBCiA5MywNb8/PzeeyxxygpKcFkMnH55Zdz9dVX\n17rNP//5T958800AoqKimDdvHgMGDADghhtuIDo6GrPZjMVi4Q9/+EPI9W/fvp2lS5fSrVs3ACZM\nmMDMmTMB+Oabb3jhhRfw+XxMmTKFadOmhVz/2rVr+de//gWA1+vl0KFDvPvuu8THxyt//F0n0MFA\nAAAgAElEQVQuF/PmzcPtduP1ejnvvPP45S9/Wec2K1euJCMjg/j4eJYsWeL/XaxZs4aNGzdiNpu5\n4447GDNmTEi1v/3223z00UdYLBZOOeUU7r33XlJTUwGYNGkS/fr1AyAlJYWHHnqo3doD7f/44495\n8cUXSUpKAmDq1KlcfvnlAPzjH//gb3/7GwDTp0/nkksuCan23//+92zfvh0Ah8PB8ePHWb9+PaD+\nsa/m9XqZO3cuXbt25ZFHHql1Xag+72tqrD+Un/uBkG2bum2bbNfUvr513rbpvF0LtD/Ut22yXQvw\nsTc0VFhYaKSnpxuGYRgVFRXGjBkzjIMHD9a6za5duwybzWYYhmF8/fXXxty5c/3XTZs2zTh+/Hi7\n9Z4skP7vvvvOWLRoUZ3v9Xg8xvTp040jR44YLpfLmD17dp3vbWuB9Nf03//+17jnnnv8X6t+/H0+\nn1FZWWkYhmG43W5j7ty5xu7du2vd5oMPPjCefvppwzAM41//+pexfPlywzAM4+DBg8bs2bMNp9Np\nHD161Jg+fbrh8XhCqn3btm2G3W43DMMw1q1b5283DMOYMmVKu7XWJ5D+jRs3GqtWrarzvaWlpcb0\n6dON0tJSw2azGdOnT/e/xttDIO01vffee8bjjz/u/1r1Y1/trbfeMh566KF6319C9XlfU2P9ofzc\nD4Rs29Rt22S7pvb1rfO2TeftmmF0jG2bbNcCo+XhnV27dmXw4MEAREdH07dvXwoLC2vdZvjw4cTF\nxQFw6qmnUlBQ0O6dDQmkvyH79u2jZ8+e9OjRg/DwcCZOnMjmzZvbMreO5vZ/9tlnXHjhhe2V1yST\nyURUVBQAHo8Hj8eDyWSqdZvNmzczefJkAM4//3y2bduGYRhs3ryZiRMnYrVa6d69Oz179mTfvn0h\n1T5q1CgiIyMBGDZsWEg99wPpb8jWrVsZPXo08fHxxMXFMXr0aLZs2dKWubU0t/3TTz9l4sSJ7ZUX\nkIKCAv73v/8xZcqUeq8P1ed9tab6Q/m5HwjZtqnbtsl2Te3rW+dtm87bNdB/2ybbtcBpeXhnTceO\nHSMzM5Nhw4Y1eJuNGzdy9tln+782mUzcd999mEwmrrjiCq644or2SK1XY/179uzhlltuoWvXrtx6\n662kpaVRWFhIcnKy/zbJycns3bu3PZNraerxdzgcbNmyhTvvvNN/WSg8/l6vl9tuu40jR44wderU\nOv2FhYWkpKQAVR+TGxMTg81mo7CwsNZtk5KSAv6fmvZqr+nk577L5eK2227DYrFw/fXXM2HChPZI\nriWQ/v/85z/s2LGDXr16MXfuXFJSUmr9TqDquR+qj31eXh7Hjh1j1KhR/stC4bF/4YUXmDNnDpWV\nlfVeH8rPe2i6v6ZQfO43h2zb1G3bZLum5vWt87ZN5+0a6L1tk+1a4I+91pM+u93OsmXLmDt3LjEx\nMfXe5rvvvmPjxo0888wz/sueeeYZkpOTKSkp4b777qNPnz6MHDmyvbL9GusfNGgQb7zxBlFRUfzv\nf/9j6dKlvP766+3e2JhAHv+vvvqK4cOHEx8f778sFB5/i8XCiy++SHl5OUuXLuXgwYP+46JDXaDt\nn3zyCRkZGTz99NP+y9asWUNycjJHjx5l/vz59O/fnx49erRnfpP955xzDhdeeCFWq5UNGzawcuVK\nnnrqqXZtbEigj/2nn37Keeedh8Vi8V+m+rH/6quvSEhIYPDgwf5zM3TSnP5Qfe4HSrZt6sh2TR2d\nt206b9dA322bbNea99hreXgnVO2CXrZsGRdddBE/+clP6r1NVlYWTz31FMuXL6dLly7+y6v/mpiQ\nkMCECROU7M5tqj8mJsa/u33s2LF4PB5KS0tJSkqqtWu3oKDAf2Jwewrk8Yf6D4EJhce/WmxsLGec\ncUadwymSkpLIz88Hqv4CVlFRQXx8fJ3Hv7CwUMnjDw23A3z77besWbOGFStWYLVa/ZdXP/Y9evTg\n9NNPZ//+/e3We7KG+rt06eJvnjJlir+x5u8E1D33ofHHHuDzzz9v8Hmv6rHfvXs3mzdv5oYbbuCh\nhx5i+/btdU4YD+XnfSD9oMdzvzGybaui4vUt27UqKrdroPe2TeftGui3bZPtWvMeey0nfYZh8OST\nT9KnTx+uueaaem+Tl5fHsmXLWLRoEb179/Zfbrfb/btQ7XY7W7duJS0trT2y/QLpLy4uxjAMoOpc\nB8MwiI+PZ+jQoRw5coTc3FzcbjefffYZ48ePb8/8gPoBysvL2bFjR62+UHj8jx8/Tnl5OQBOp5Nv\nv/221nMEqv4qt2nTJgC++OILRo0ahclkYvz48Xz22We4XC5yc3M5cuQIQ4cODan2/fv387vf/Y4V\nK1aQkJDgv7ysrAyXywVAaWkpu3fvpm/fvu3WDoH1FxUV+f/7q6++ok+fPgCcddZZfPvtt5SVlVFW\nVsa3337LWWedFVLtAIcOHaKsrIxTTz3Vf1koPPazZ89m7dq1rFmzhsWLF3PGGWdw//3317pNqD7v\nA+0P5ed+IGTbpm7bJts1ta9vnbdtOm/XQO9tm2zXmvfYa3l4565du/jkk0/o168fc+bMAeDmm2/2\nz+SvvPJKVq9ejc1mY9WqVQD+j1AuKSnhgQceAKpm/BdddFGt42NDpf/f//4369evx2KxEBERweLF\nizGZTFgsFu68804WLFiAz+fjsssua/eNSyD9AF9++SVnnnmm/6+6QEg8/kVFRTz++ON4vV4Mw+D8\n88/nnHPO4dVXX2XIkCGMHz+eKVOm8OijjzJjxgzi4uJYvHgxAGlpaVxwwQXMmjXL/7uoeZhDKLS/\n+OKL2O12li9fDvz4Mb6HDh3id7/7HSaTCcMwuP7669v9uRNI//vvv8/mzZuxWCzExcVx3333ARAf\nH8+NN97I3LlzAZgxY0atw6tCoR2q9gJMnDix1onwofDYN0SH531jdHnuB0K2beq2bbJdU/v61nnb\npvN2LdB+0GvbpsvzviFt9bw3GdV/chNCCCGEEEII0eFoeXinEEIIIYQQQojAyKRPCCGEEEIIITow\nmfQJIYQQQgghRAcmkz4hhBBCCCGE6MBk0ieEEEIIIYQQHZhM+oQIwMKFC/nrX//a4u+fOnUqDoej\n3usuvPBCMjIyAPjLX/5Saz2f5557jpUrVwZ8P3feeSc7duxocefJ7r77brZt29bq+2zuOFrC6/Xy\n4IMPcvHFFzNp0iTefvtt/3VPPPEEGzZsaNP7F0II3ci2rXX32R7bti+//JKf//znjBgxos59ybZN\nNIdM+oRoB+vWrSMyMrLJ273++uu1NozN8f3331NZWcnIkSNb9P31mTNnDk8//XS73mdLbdiwgUOH\nDrFp0ybWrl3Lc889R05ODlC13tbzzz+Pz+dTXCmEEB2HbNvaXu/evXn44Ye5+eab61wn2zbRHFou\nzi4EgN1uZ8GCBWRmZhIWFka/fv38Cxa///77rFmzBq/XS2xsLMuWLaN///689957bNiwgYiICA4d\nOkRSUhJPPPEEqamppKen8+CDD2K323E6nVx77bX88pe/bLThzTffJD09nQceeIAdO3ZwzTXX8Pbb\nbzNy5EiWLVvGsGHDuO666xgyZAjbtm0jJiaGrVu38uCDDwIwZswYqpfK/MMf/kB+fj6//vWviYiI\n4KmnngIgLy+PW265hcOHD9OnTx9WrVpVa2HgamvXruWKK67wf11WVsYjjzzCrl27MJlMnHXWWSxd\nupTnnnuOAwcOUF5eTnZ2NsOHD2fOnDk89thjHD16lEmTJrFgwQIAhg0bRlFREdnZ2fUu+hnofdbU\n2OO8du1a/vKXv2C1WvH5fDzzzDP069eP5cuX8/XXX2O1WomOjubNN9+s0/LRRx9xzTXXYDabSUxM\n5OKLL+bjjz9m9uzZJCYm0rt3b7766ivOPffcRn+nQgihkmzbauvs27a+ffsC8M9//hOXy1XrOtm2\niWYxhNDUpk2bjFmzZvm/Pn78uGEYhrFlyxbjlltuMZxOp2EYhvH5558b1113nWEYhvHuu+8ap512\nmpGVlWUYhmE899xzxp133mkYhmGUlZX5v6e8vNy47LLLjMzMTMMwDGPBggXG6tWr6zRkZ2cbl1xy\niWEYhvHHP/7RuO6664w//elPhmEYxuTJk40ffvjBMAzDGDx4sFFeXm44nU5jwoQJxtdff20YhmF8\n+OGHxuDBg4309HTDMAxj4sSJ/v82DMN49tlnjUmTJhmlpaWGz+czbrrpJmPt2rX1Ph4XXXSRv9cw\nDGPhwoXG8uXLDa/XaxiGYRQVFdX6mTabzfB4PMaVV15pzJo1y3A6nUZFRYUxbtw44+DBg7V+zpo1\na1p9n4899liTj/Po0aONvLw8wzAMw+l0GpWVlcbu3buNSy+91P8zq3/PJ7viiiuM77//3v/1iy++\naKxYscL/9XPPPWc88cQT9X6vEEKECtm21dbZt201H7Pq+6pJtm0iULKnT2hr6NChZGVl8eCDD3L2\n2WdzwQUXAPDpp5+yb98+rrnmGgAMw8Bms/m/78wzz6R///4AXHPNNVx55ZUAOBwOli1bRnp6OiaT\nifz8fPbt28eAAQMabOjbty9Op5Njx47x1Vdfcffdd/PHP/6RK6+8ErfbTZ8+fWrd/sCBA0RFRTF2\n7FgApkyZUuevhSebMGEC8fHxAIwcOZJDhw7Ve7tjx46RlJTk//qzzz7jvffew2yuOoo7MTGx1s+M\ni4sDYMiQIQwdOhSr1YrVaqVfv34cOnTI/9fP5ORkjh071ur7rNbY4zxu3DgWLlzIxIkTueCCC+jd\nuze9e/fG4/Hw29/+lrFjxzJx4sRGH6+GJCcns2XLlhZ9rxBCtBfZttUm27bGybZNBErO6RPa6t27\nN3//+98599xz+eqrr5g6dSpOpxPDMLj66qtZt24d69atY/369Xz++edN/rynn36a5ORk3n//fdav\nX8/IkSNxOp1Nft+4ceP47LPPKCoqYuzYsRQUFPD555/7N35NMZlMjV4fERHh/2+LxYLX6633dpGR\nkQH11vczG7sPp9PZ4DkbzbnPao09zs8//zzz5s3Dbrczc+ZMvvjiC+Li4vjwww+ZMmUK6enpXH75\n5RQUFNT5ud27d+fo0aP+r3Nzc+nWrVtA4xBCiFAh27baOvu2rSmybROBkkmf0NaxY8ewWCxcfPHF\nLFq0iOLiYo4fP86FF17IunXr/H/B83q97Nq1y/9927ZtIzs7G4B3332XcePGAVXH7Hfr1o2wsDAy\nMjLYunVrQB3jxo3jpZdeYtSoUQCMHj2al156iXPOOafObfv374/D4fD/7I8//rjWX2pjYmIoKytr\n/oMBDB48mIMHD/q/njhxIq+88or/vIri4uIW/dysrCyGDh0atPts6HH2eDwcPnyYkSNHMmfOHM49\n91z27t1LcXExdrudn/zkJ8yfP5+4uDgOHz5c5+deeumlvP322/h8PoqLi/nnP//JJZdcEtA4hBAi\nVMi2rbbOvm1rzTiEqEkO7xTaSk9P958Q7vP5mDNnDqmpqaSmpjJv3jxuu+02vF4vbrebSy+9lBEj\nRgBVG66VK1fyww8/+E92B7jtttu47777eOedd+jXrx9jxowJqGPcuHHcd999/g3huHHjWLt2rX+D\nW5PVauXpp5+udbJ7jx49/NfPnDmT+++/n8jISP/YAjV58mS+/PJL/19hFy1axCOPPMIVV1yBxWLh\n7LPPZvHixc36mZWVlWRmZtY7lpbeZ0OPs8/nY+HChZSVlWEymejevTu/+c1vOHr0KEuWLMHj8eD1\nejnvvPM444wz6rRMnTqV77//nsmTJwNw++2307t3b6DqMKivv/6aW2+9tVnjF0KI9ibbtto6+7Zt\n69at3HPPPZSXl2MYBh9++CEPP/wwP/nJT2TbJprFZFT/2UKITuC9997j888/59lnn1WdEnTl5eVM\nmzaNt99+O2iHerz55pscO3aMefPmtdt9toX//Oc/rF+/3v8/QUII0ZHItq15ZNsmOiM5vFOIDiI2\nNpaFCxf616YLBovFwpw5c9r1PttCeXk58+fPV50hhBCimWTb1jDZtonmkD19QgghhBBCCNGByZ4+\nIYQQQgghhOjAZNInhBBCCCGEEB2YTPqEEEIIIYQQogOTSZ8QQgghhBBCdGAy6RNCCCGEEEKIDkwm\nfUIIIYQQQgjRgcmkTwghhBBCCCE6MJn0CSGEEEIIIUQHJpM+IYQQQgghhOjAZNInhBBCCCGEEB2Y\nTPqEEEIIIYQQogOTSZ8QQgghhBBCdGAy6RNCCCGEEEKIDkwmfUIIIYQQQgjRgcmkTwghhBBCCCE6\nMJn0CSGEEEIIIUQHJpM+IYQQQgghhOjAZNInhBBCCCGEEB2YTPqEEEIIIYQQogOTSZ8QQgghhBBC\ndGAy6RNCCCGEEEKIDkwmfUIIIYQQQgjRgcmkTwghhBBCCCE6MJn0CSGEEEIIIUQHJpM+IYQQQggh\nhOjAZNInhBBCCCGEEB1Yh5/0FRcXq05oMZ3bQfpV0rkdpF81nft1bhdCCCHaSoef9NntdtUJLaZz\nO0i/Sjq3g/SrpnO/zu1CCCFEW+nwk77o6GjVCS2mcztIv0o6t4P0q6Zzv87tQgghRFvp8JO+oqIi\n1QktpnM7SL9KOreD9Kumc7/O7UIIIURb6fCTvpSUFNUJLaZzO0i/Sjq3g/SrpnO/zu1CCCFEW+nw\nkz6bzaY6ocV0bgfpV0nndpB+1XTu17ldCCGEaCsdftLncDhUJ7SYzu0g/Srp3A7Sr5rO/Tq3CyGE\nEG3FZBiGoTqiLTkcDiIjI1VntIjO7SD9KuncDtKvms79OrcLIYQQbaXD7+nLyclRndBiOreD9Kuk\ncztIv2o69/8/e/ceH1dd4P//Nfckk5k0d3pBihRaKSggytJdxfp1camurIIiCLgot2WFr+sXvvUC\n7rqrW6v+1EX7dRWFla6irri66nZBBdGlKretcmmBAqVNGnKdZpLJzJyZOef3R9ppQ3pJZnLymc/w\nfj4efZBmTmdeczKc5JNz5vOxuV1ERMQvdT/oi8fjphMqZnM7qN8km9tB/abZ3G9zu4iIiF/qftAX\ni8VMJ1TM5nZQv0k2t4P6TbO53+Z2ERERv9T9oG9kZMR0QsVsbgf1m2RzO6jfNJv7bW4XERHxS90P\n+rq7u00nVMzmdlC/STa3g/pNs7nf5nYRERG/1P2gL5VKmU6omM3toH6TbG4H9Ztmc7/N7SIiIn6p\n+0Gf4zimEypmczuo3ySb20H9ptncb3O7iIiIX7ROXw2zuR3Ub5LN7aB+02zut7ldRETEL3V/ps/m\nNZtsbgf1m2RzO6jfNJv7bW4XERHxS90P+hKJhOmEitncDuo3yeZ2UL9pNvfb3C4iIuKXuh/0hcNh\n0wkVs7kd1G+Sze2gftNs7re5XURExC91P+izeSY3m9tB/SbZ3A7qN83mfpvbRURE/FL3E7lkMhni\n8bjpjIrY3A7qN8nmdlC/aTb329wuIiLil7o/0zc4OGg6oWI2t4P6TbK5HdRvms39NreLiIj4pe4H\nfa7rmk6omM3toH6TbG4H9Ztmc7/N7SIiIn6p+8s7s9ksjY2NpjMqYnM7qN8km9tB/abZ3G9zu4iI\niF/q/kxfb2+v6YSK2dwO6jfJ5nZQv2k299vcLiIi4pe6H/S1tLSYTqiYze2gfpNsbgf1m2Zzv83t\nIiIifqn7QZ+IiIiIiMhLWd0P+kZHR00nVMzmdlC/STa3g/pNs7nf5nYRERG/aCKXGmZzO6jfJJvb\nQf2m2dxvc7uIiIhf6v5MX19fn+mEitncDuo3yeZ2UL9pNvfb3C4iIuKXuh/0BYP2PkWb20H9Jtnc\nDuo3zeZ+m9tFRET8UvffHTs7O00nVMzmdlC/STa3g/pNs7nf5nYRERG/1P2gz+ZLfWxuB/WbZHM7\nqN80m/ttbhcREfFL3Q/6WltbTSdUzOZ2UL9JNreD+k2zud/mdhEREb/U/aCvWCyaTqiYze2gfpNs\nbgf1m2Zzv83tIiIifqn7Qd/Y2JjphIrZ3A7qN8nmdlC/aTb329wuIiLilzlZp++BBx5gw4YNuK7L\nmjVruPDCC6fc7jgO69ev56mnniKZTHLTTTdx1FFHsW3bNj7/+c8D4Hke733ve/mTP/mTanOmyOVy\nNDQ0zOl9zheb20H9JtncDuo3zeZ+m9tFRET8UvWZvlKpxM0338y6deu49dZbueeee9ixY8eUbTZt\n2kRzczMbN27kvPPO45ZbbgFg6dKlfOUrX+FrX/san/70p/nCF75AqVSqNmmKnp6eOb2/+WRzO6jf\nJJvbQf2m2dxvc7uIiIhfqh70bdu2jcWLF7No0SIikQirV69m8+bNU7bZvHkzZ599NgBnnXUWjzzy\nCJ7n0dDQQCgUAibPBh5KPp9nbGxs2p98Pn/Evmg0WsWzM8vmdlC/STa3g/pNs7nf5nYRERG/hKu9\ng6GhoSnrInV2drJ169Zp23R1dQEQCoWIx+Ok02laWlrYunUrn/3sZ+nv7+cjH/lIeRB4oCeeeIIt\nW7ZM+/zy5cvp6uqiu7ubVCqF4zgsWbKEnp4eEokE4XCYVCpFe3s7g4ODuK7LwoUL6e3tpaWlBYDR\n0VEWL15MX18fwWCQzs5O+vr6aG1tpVgsMjY2Vr7PaDRKa2sr/f39tLW1kc/nyWQy5dsbGhpIJpMM\nDAzQ3t7OxMQE2Wy2fHtjYyNNTU0MDw/T1dVFOp0ml8uVb4/H48RiMUZGRuju7iaTybB9+/aDPqeF\nCxfW/HNKpVJEIpEpz+lwX6dae06pVIoFCxYc8etUi88pl8tNee3M9rVn+jmlUimCweCc/v80n88p\nlUrR3Nzs+zHCr+eUSqXo6uoyctyr9jmNjo6yY8eOw36dli1bVuF3PBERETtV/Z6+++67jwcffJDr\nr78egJ/97Gds3bqV6667rrzN+9//fj796U+XB4cXX3wxGzZsKH+zBnj++edZv349X/ziF6f9pjaf\nzx/0TGA0GiUWix22b/v27dZ+g7e5HdRvks3toH7TbO63uV1ERMQvVZ/p6+joYHBwsPz3wcFBOjo6\npm0zMDBAZ2cnpVKJTCZDMpmcss0xxxxDY2Mjzz33HMuXL59yWywWO+Lg7lDa2toq+ne1wOZ2UL9J\nNreD+k2zud/mdhEREb9U/Z6+FStW0NvbS19fH4VCgXvvvZdVq1ZN2ebMM8/k7rvvBibPDJ566qkE\nAgH6+vrKE7f09/eza9cujjrqqGqTppjJ+/5qlc3toH6TbG4H9Ztmc7/N7SIiIn6p+kxfKBTi2muv\nZe3atbiuyznnnMPSpUu57bbbWL58OatWrWLNmjWsW7eOSy65hEQiwY033gjAY489xh133EE4HCYQ\nCHDddddNueRzLmQymTm9v/lkczuo3ySb20H9ptncb3O7iIiIX+Zknb5aZvOaTTa3g/pNsrkd1G+a\nzf02t4uIiPil6ss7a53NazbZ3A7qN8nmdlC/aTb329wuIiLil7of9Nn8G1+b20H9JtncDuo3zeZ+\nm9tFRET8UveDvhfPEmoTm9tB/SbZ3A7qN83mfpvbRURE/FL3g76BgQHTCRWzuR3Ub5LN7aB+02zu\nt7ldRETEL3U/6GtvbzedUDGb20H9JtncDuo3zeZ+m9tFRET8UveDvomJCdMJFbO5HdRvks3toH7T\nbO63uV1ERMQvdT/oy2azphMqZnM7qN8km9tB/abZ3G9zu4iIiF+0Tl8Ns7kd1G+Sze2gftNs7re5\nXURExC91f6bP5jWbbG4H9Ztkczuo3zSb+21uFxER8UvdD/oaGxtNJ1TM5nZQv0k2t4P6TbO53+Z2\nERERv9T9oK+pqcl0QsVsbgf1m2RzO6jfNJv7bW4XERHxS90P+oaHh00nVMzmdlC/STa3g/pNs7nf\n5nYRERG/1P2gr6ury3RCxWxuB/WbZHM7qN80m/ttbhcREfFL3Q/60um06YSK2dwO6jfJ5nZQv2k2\n99vcLiIi4pe6H/TlcjnTCRWzuR3Ub5LN7aB+02zut7ldRETEL1qnr4bZ3A7qN8nmdlC/aTb329wu\nIiLil7o/02fzmk02t4P6TbK5HdRvms39NreLiIj4pe4HffF43HRCxWxuB/WbZHM7qN80m/ttbhcR\nEfFL3Q/6YrGY6YSK2dwO6jfJ5nZQv2k299vcLiIi4pe6H/SNjIyYTqiYze2gfpNsbgf1m2Zzv83t\nIiIifqn7QV93d7fphIrZ3A7qN8nmdlC/aTb329wuIiLil7of9KVSKdMJFbO5HdRvks3toH7TbO63\nuV1ERMQvdT/ocxzHdELFbG4H9Ztkczuo3zSb+21uFxER8YvW6athNreD+k2yuR3Ub5rN/Ta3i4iI\n+KXuz/TZvGaTze2gfpNsbgf1m2Zzv83tIiIifqn7QV8ikTCdUDGb20H9JtncDuo3zeZ+m9tFRET8\nUveDvnA4bDqhYja3g/pNsrkd1G+azf02t4uIiPil7gd9Ns/kZnM7qN8km9tB/abZ3G9zu4iIiF/q\nfiKXTCZDPB43nVERm9tB/SbZ3A7qN83mfpvbRURE/FL3Z/oGBwdNJ1TM5nZQv0k2t4P6TbO53+Z2\nERERv9T9oM91XdMJFbO5HdRvks3toH7TbO63uV1ERMQvdX95ZzabpbGx0XRGRWxuB/WbZHM7qN80\nm/ttbhcREfFL3Z/p6+3tNZ1QMZvbQf0m2dwO6jfN5n6b20VERPxS94O+lpYW0wkVs7kd1G+Sze2g\nftNs7re5XURExC91P+gTERERERF5Kav7Qd/o6KjphIrZ3A7qN8nmdlC/aTb329wuIiLiF03kUsNs\nbgf1m2RzO6jfNJv7bW4XERHxS92f6evr6zOdUDGb20H9JtncDuo3zeZ+m9tFRET8Ep6LO3nggQfY\nsGEDruuyZs0aLrzwwim3O47D+vXreeqpp0gmk9x0000cddRRPPTQQ3z961+nWCwSDmxt3E0AACAA\nSURBVIe56qqrOPXUU+ciqSwYtHdca3M7qN8km9tB/abZ3G9zu4iIiF+q/u5YKpW4+eabWbduHbfe\neiv33HMPO3bsmLLNpk2baG5uZuPGjZx33nnccsstwOQsa5/85Cf5+te/ztq1a1m3bl21OdN0dnbO\n+X3OF5vbQf0m2dwO6jfN5n6b20VERPxS9aBv27ZtLF68mEWLFhGJRFi9ejWbN2+ess3mzZs5++yz\nATjrrLN45JFH8DyP448/no6ODgCWLl2K4zg4jjPtMfL5PGNjY9P+5PP5I/bZfKmPze2gfpNsbgf1\nm2Zzv83tIiIifqn68s6hoaEpv1nt7Oxk69at07bp6uoCIBQKEY/HSafTU9ZT+tWvfsXxxx9PNBqd\n9hhPPPEEW7Zsmfb55cuX09XVRXd3N6lUCsdxWLJkCT09PSQSCcLhMHv27CGTyTA4OIjruixcuJDe\n3t7yY4+OjrJ48WL6+voIBoN0dnbS19dHa2srxWKRsbGx8n1Go1FaW1vp7++nra2NfD5PJpMp397Q\n0EAymWRgYID29nYmJibIZrPl2xsbG2lqamJ4eJiuri7S6TS5XK58ezweJxaLMTIyQnd3N5lMhu3b\nt097TqlUioULF9b8c9qzZw99fX1TntOhvk61+Jz27NlDOp0+4tepFp9TPp+f8tqZ7WvP9HPas2cP\nPT09c/r/03w+pz179jAyMuL7McKv57Rnzx5yuZyR4161zymdTrNjx47Dfp2WLVs22291IiIiVqt6\n9s777ruPBx98kOuvvx6An/3sZ2zdupXrrruuvM373/9+Pv3pT5cHhxdffDEbNmwof7PesWMHN954\nI5/5zGdYtGjRtMfI5/MHPQMYjUaJxWKH7evv76e7u7vi52eSze2gfpNsbgf1m2Zzv83tIiIifqn6\n8s6Ojg4GBwfLfx8cHCxfsnngNgMDA8DkewAzmQzJZLK8/cc//nE+/OEPH3TABxCLxUgkEtP+HGnA\nBzA2NlbpUzPO5nZQv0k2t4P6TbO53+Z2ERERv1Q96FuxYgW9vb309fVRKBS49957WbVq1ZRtzjzz\nTO6++25g8szgqaeeSiAQYHx8nI9+9KNcccUVnHTSSdWmHNSSJUt8ud/5YHM7qN8km9tB/abZ3G9z\nu4iIiF+qHvSFQiGuvfZa1q5dy2WXXcYb3vAGli5dym233Vae0GXNmjWk02kuueQSvv/973P55ZcD\n8MMf/pDdu3ezceNGrrzySq688kpSqVS1SVP09PTM6f3NJ5vb4cj9RddjOOewO5MjUyhR5ZXGc87m\n/W9zO6jfNJv7bW4XERHxS9Xv6at1O3fu5GUve5npjIrY3A6H7ndKLiP5AsO5Ah4QCgQoeh7RQIC2\nxggtkTDRkPm1tmze/za3g/pNs7nf5nYRERG/zMni7LWstbXVdELFbG6H6f3ZYonhXIE9ToFgIEBT\nOEQwECjfXnI9BrIO/RMO8XCQtliE5kiYUDDw4rueFzbvf5vbQf2m2dxvc7uIiIhfzJ9O8Vl/f7/p\nhIrZ3A6T/Z7nMV4o8Vx6gu3pLGOFEs3hMPFweMqADyAUDNAcDpOIhCm4sCuTY9ueDLszOSaK83/5\np8373+Z2UL9pNvfb3C4iIuKXuj/T19bWZjqhYja3u55HONHC9tEsuZJLLBQkGZn5yy0WChILBfE8\nj1GnxEi+SCQQoL0xQnKeLv+0ef/b3A7qN83mfpvbRURE/FL3g758Pm86oWI2thddj1GnwGC2wMBY\nlkUNcZLRyl9mgb2Xge677/6swwsTDvFwiLZYmOZomFDAn8s/bdz/+9jcDuo3zeZ+m9tFRET8UveD\nvkwmYzqhYja1Hzg5C0BjKESwkCcSnLszcuFggObg5Es2X3LZlckRyARojYVZEIvQGAoSmMMBoE37\n/8Vsbgf1m2Zzv83tIiIifqn72TtzuRwNDQ2mMypiQ/uLJ2dpDO2fnMVx8kSjMV8f3/U8ciWXkucS\nDQZpb4iQmKPLP23Y/4diczuo3zSb+21uFxER8UvdT+Ri85pNtdo+08lZ+gcGfG/ZNwtoIhIhFAjy\nQtbhqdEJnktnSTtFSlX8TqNW9/9M2NwO6jfN5n6b20VERPxS95d32vwb31prdz2PtFNkIFsgP4PJ\nWWLR6DzW7b/80/M8HNdj53iWIAFaG8IsiEZomOXln7W2/2fD5nZQv2k299vcLiIi4pe6H/Qlk0nT\nCRWrlfZ9k7MMZAsUPZfGUGhGk7PE4/F5qJsuEAgQCwWIhYK4nseefImhXIFYMER7Q5hkNDyj9xrW\nyv6vhM3toH7TbO63uV1ERMQvdX9558A8XGLoF9PtTsnlhYk8T+7J8MKEQywYJBmJzHhylpFUyufC\nI9t3+WcyEiEUgL4Jhyf3ZHh+LMuYU8Q9zOWfpvd/NWxuB/WbZnO/ze0iIiJ+qfszfe3t7aYTKmaq\nferkLEGawqFpC6nPREtLiw91lQsHgySCk2v/5Usezx/h8k+9dsxRv1k299vcLiIi4pe6P9M3MTFh\nOqFi89l+6MlZKhvwweQserVo8vLPIIlIhMZwiFS+xDPpLE+PZhnJORRcF9BrxyT1m2Vzv83tIiIi\nfqn7M33ZbNZ0QsXmo322k7PMhg2LJAcDAeJ7F38vuC67JxyYyJOIRBjNTLDQ8yoe9Jpk8+se1G+a\nzf02t4uIiPhF6/TVMD/bi67HHqfA4AGTs8zlQuowP+v0+cHzPPKuRyaXo7khRmdjlGQ0TMiiwZ/N\nr3tQv2k299vcLiIi4pe6v7zT5jWb/GgvT84yWtnkLLMxH+v0+SEQCNAQCjKRGiYUCNCTyfPUngkG\ns/sv/ax1Nr/uQf2m2dxvc7uIiIhf6v7yzsbGRtMJFZvLdqfkMpB12OMUJ2e0DFX+Xr2ZisXsO8t3\noFgsRjgYJBkMUvI8BnIOA1mH1liYtoYoDaHa/Z2Jza97UL9pNvfb3C4iIuKXuh/0NTU1mU6o2Fy1\nl1yP58dzFFyP5nBoVguUV8P2S6wO7A8FAjSHJxd+3+OUGMlPkIiE6WyM0DjLRd/ng82ve1C/aTb3\n29wuIiLil9o9VTFHhoeHTSdUbC7aPc9j90Qex3WJz+OAD2B0dHTeHssPB+sP7J34pTkcIlcs8Ux6\ngmfHsqSdwmHX/JtvNr/uQf2m2dxvc7uIiIhf6v5MX1dXl+mEis1F+3C+wJ58kWR0/r/Uba2t8/6Y\nc+lw/YFAgIZwiAZCOCWX58fzRAMOnY1RWqJhQkGzZ/5sft2D+k2zud/mdhEREb/U/Zm+dDptOqFi\n1bZnCiX6JhyaI6E5Kprl42cyRh53rsy0P7p3mYtwMMjuiTxP7skwMGF20hebX/egftNs7re5XURE\nxC91f6avVhcIn4lq2ifPPmVpDAWNrTOXdxwjjztXZtsfDgZIBMO4nsdg3mEg59AWC9MWi9AQnt+B\nt82ve1C/aTb329wuIiLiF63TV8MqbXc9jx1jWZySR+M8DzYOZOs6fftU2+95HtmSS9HzSIRDdDZG\naQrPz6QvNr/uQf2m2dxvc7uIiIhf6v7yTpvXbKq0/YWJPNmia3TAB/au07dPtf2BQICmcIhkJEy+\n5PLs2ATb01lG8/5P+mLz6x7Ub5rN/Ta3i4iI+KXuL++Mx+OmEypWSftIrsBwrkjC0Pv4DtTYYPd6\nWXPZf+CkL7syOcITQboaI7REI75M+mLz6x7Ub5rN/Ta3i4iI+KXuB302LxA+2/ZssURvJk88Mr9L\nMxxKNBoxnVAVP/qjoSDRUJCi67F7wqFvwqGzIcqCWJjoHC72bvPrHtRvms39NreLiIj4pe4v7xwZ\nGTGdULHZtBdcl+fHcjSEgoRqYMAHMGr5LHp+9oeDARKRME3hEEN5h6dGM/SM58gWS3Ny/za/7kH9\nptncb3O7iIiIX+r+TF93d7fphIrNtN31PHrHc3gwp2eLqtXe1mY6oSrz0R8MBIiHw3iex1ihRMop\n0hwO0tUYq2rSF5tf96B+02zut7ldRETEL7UzQvBJKpUynVCxmbYPZB3Gii5NhiduebF0esx0QlXm\ns//ASV8cF55NZ6ua9MXm1z2o3zSb+21uFxER8Uvdn+lzLF4rbibte/IFBrMOiUjtfSkLxYLphKqY\n6m8IBWkIBSm4+yd96dw76Ut4hpO+2PK69zyPA4e0+z7O5vOU3P23HbjVi8fA3ov+u2+Dg93vof7t\nvo88b+q/e/H9lJu9/U3eQe6/fyJHbMIptx/4OOXHqOHFcnozOULjtbfeXSIaInmE99ra8toXERGZ\nT1qnr4YdqT1XLLE9naUpFPJlBshqvdTX6ZsrJdcjWypBANpjERbEIuVT9OUBx4sGT9lcjlisobzN\nwQY1+wcq+wcx++7P8/ZvW/78vsfwwD3gcd3y/ezd1jtwIOThevv/DYB7QEuA6WOfAJB3HKLRaPn2\nfa9u74BtOMS/3ff5mWwz+XcPj5n//zN9y8DUzweg8KLXzov/Te393zqVU3CIRqKmM6ZwXI+OxjAL\nmw5/PLf5mC8iIuKX2js9NMd6enpYtmyZ6YyKHK696HrsHM8RDQZrcsAHk+vcHb3kaNMZFauV/lAw\nQHMwjOt5jOSLDOUKUwZLLx7oeMDu3btZvGjRAYOfgw9sAoH9g6999xY44E4DHOS/gcDBbzvg7gN7\n7ylAgFBw6iBn//aHft2m+vtor4F9X6ldLwzXxGunUoMvDNVcvzfDSY5sPuaLiIj4pe4HfYlEwnRC\nxQ7V7noeuzN5ih7Ew7X7tsx4U5PphKrUWv/kpC8ze99mZyJOcw1e8jtTtbbvZ0v95th8zBcREfFL\n7Y4Y5kg4bO8PvodqH8oWGC0UZjwAMCUUqu2+I7G53+Z2UL9pNvfbfMwXERHxS90P+myeye1g7WNO\ngf6sQ8KCH2zSY5bP3mlxv83toH7TbO63+ZgvIiLil7of9C1cuNB0QsVe3J4vuezM5Ktav20+dXR0\nmE6ois39NreD+k2zud/mY76IiIhf6n7QNzg4aDqhYge2l/ZO3BImQDhox5fN9t+429xvczuo3zSb\n+20+5ouIiPjFjtFDFVzXPfJGNWpfu+d59E3kcVyXhhp/H9+BPIv3Pdjdb3M7qN80m/ttPuaLiIj4\nZU7W6XvggQfYsGEDruuyZs0aLrzwwim3O47D+vXreeqpp0gmk9x0000cddRRjI6O8olPfIInn3yS\nN7/5zVx33XXVpkyTzWZpbGyc8/udD/vah3MOuzMOiUjIiss698nn968VZyOb+21uB/WbVov92WKJ\nlljoiOv02XzMFxER8UvVZ/pKpRI333wz69at49Zbb+Wee+5hx44dU7bZtGkTzc3NbNy4kfPOO49b\nbrkFgGg0ymWXXcbVV19dbcYh9fb2+nbffuvt7SVTKLF7wqHZsgEfwIDll1nZ3G9zO6jfNJv7bT7m\ni4iI+KXqQd+2bdtYvHgxixYtIhKJsHr1ajZv3jxlm82bN3P22WcDcNZZZ/HII4/geR6NjY2cfPLJ\nRCKRajMOqaWlxbf79ltTIsnO8RyNoSBBywZ8AM3NzaYTqmJzv83toH7TbO63+ZgvIiLil6rn/R8a\nGqKzs7P8987OTrZu3Tptm66uLmBy/ad4PE46nZ7xN+d8Po/jONM+H41GicViVdTXLtfz6MsViUch\nYsnELSIiIiIiUntqf7E34IknnmDLli3TPr98+XK6urro7u4mlUrhOA5Lliyhp6eHRCJBOBzm0Ucf\n5YwzzmBwcBDXdVm4cCG9vb3lAefo6CiLFy+mr6+PYDBIZ2cnfX19tLa2UiwWGRsbK99nNBqltbWV\n/v5+2trayOfzZDKZ8u0NDQ0kk0kGBgZob29nYmKCbDZbvr2xsZGmpiaGh4fp6uoinU6Ty+XKt8fj\ncWKxGCMjI3jJNp7euZMlHe10d3XRPzBAvKmJUChEemyMjo4OUqkUnuvS0dHBwOBg+bfz4+PjdHV2\nMjQ0RCAYpLW1laGhIZKJBKVSiczERPk+I+EIyWSC4ZERWpJJHKdANpct3x6LRonH44ykUrS0tJDL\n5cjn8/tvj8VoaGhgdHSUttZWMpkMecehu6uL7U9v59hjjyUajTCaTtPe1kY6PUahWLDiOW1/ejsn\nnviKKc+pf2CAxobGmn9Ou3buZHx8fEZfp1p8Ttuf3s4xx7ys4tee6ee0/entLF9+wpz+/zSfz+mZ\nZ57lVa96pe/HiNk8p8HRNJHuLnYMvHDYY/njjz/O0qVLD3ssX7ZsmY/fsURERGpP1RO5PP7449x+\n++2sX78egG9/+9sAXHTRReVt1q5dy6WXXsrKlSsplUqcf/75/OAHPyi/R+2//uu/eOqppw45kUs1\nZ/psfFN/Kl9g13iOmFukocGu9gPV4mQQs2Fzv83toH7TarFfE7mIiIhUrurrBlesWEFvby99fX0U\nCgXuvfdeVq1aNWWbM888k7vvvhuA++67j1NPPXVWk5LEYjESicS0PzO5tLOvr292T8iwbLFEbyZP\ncyTM8PCw6ZyqDA0NmU6ois39NreD+k2zud+2Y76IiMh8qPryzlAoxLXXXsvatWtxXZdzzjmHpUuX\nctttt7F8+XJWrVrFmjVrWLduHZdccgmJRIIbb7yx/O8vuugiJiYmKBQK3H///axfv56lS5dWm1UW\ntOj9cAXX5fmxHLFgkFAgQMCi9oNRvzk2t4P6TbO536ZjvoiIyHyZk3X6alkmkyEej5vOOCLX89g5\nliVb8mjauwB7Npel0eLLO9Vvjs3toH7TarF/ppd32nLMFxERmU91/ytRWy71Gcg6jBVK5QEf2H2J\nFajfJJvbQf2m2dxvyzFfRERkPtX9oK+1tdV0whGN5gsMZh0SkalX2yYTCUNFc0P95tjcDuo3zeZ+\nG475IiIi863uB33FYtF0wmHliiV2ZfLEw+Fpk9uUSiVDVXND/ebY3A7qN83m/lo/5ouIiJhQ94O+\nsbEx0wmHVHQ9do7niAaDhILTZzPNTEwYqJo76jfH5nZQv2k299fyMV9ERMSUup/IJZfL0dBQW+tN\nAXiex67xPOPFIvHwwSdRdZw80eiRl6WoVeo3x+Z2UL9ptdg/04lcavWYLyIiYlLdn+nr6ekxnXBQ\ng7kC6ULhkAM+gP6BgXksmntH6i+WSnzluz/g8r9dx1e++wOKNXZJmc373+Z2UL9pNvfX6jFfRETE\npKrX6at10WjUdMI0Y06B/gmH5sjhd38kHJmnIn9EwhGKpRJOoUDeKeAUClM+/t5dv+DeBx6hUCzy\nzK4eAoEAV7/r7aazy2ze/za3g/pNs7m/Fo/5IiIiptX9oK/WZnLLl1x2ZvI0hYMEA9Pfx3egZHJu\nZtArlkr883f/nYef2MZJy17O+X+6mqJbIu8UJwdhBQfHKeAU9v7dccgf8PG+zx84YMsf5rZ9H+cL\nBVzXnVFj3imw6de/4Q2vOY0Tjjm6JhZYnqv9b4LN7aB+02zur7VjvoiISC2o+0Fff38/iRqZfrzk\nTU7cEiZAeAaDmuGREZqaqltkOJ3J8MF1X2Dbjp0APLljJ3f+/Jezuo9IOEwsGiEamfwz5eNImAWJ\n5vLfo5EwsWiUaCRCPjdBR3sHsb2fn/y30fLHd9//O3750P9QKBYJBAIMpvbwvps+RXtLkjNPOZkz\nX3USrz3pROJNZhaJnov9b4rN7aB+02zur6VjvoiISK2o+0FfW1ub6QRgcuKWvkwex3VpPsz7+A7U\nkkxW/Hgl1+XH9/6ar33/R+wZG59y2+KuTv7q3e8gFolMDsii+/974MAuFokQCYcrPuuWTo+STLYc\n8vYzXrmShXf+Bw89vo3TV67gvDe9gQcf28pvfv8Yv3zwEX5y3/2EQkFetfx4Vp1yMqtedTLHLDpq\n2tIWfqlm/5tmczuo3zSb+2vlmC8iIlJL6n7Ql8/nTScAMJIvMJIvkoyEZvxvHKdQ0WNt2fY0X9j4\nHZ5+fhenrDieJV1d/Oy3D5B3CsSiEf7XH53OG1/76oruezaO1B8Ohaa9h2/N61ex5vWrKBaLPLr9\nWTZveZTfbHmUL3/7+3z5299nUWcHZ55yEqtOOZnTXrGcmI/v36l0/9cCm9tB/abZ3F8rx3wREZFa\nUveDvkwmYzqBTKHE7gmHRCQ0q7NU2Vx2Vo/TPzzChjvu5Oe/fZDu9lb+4QNX8sYzXk3JdWlbkCyf\nUbv8vLfN9ilUZLb9BwqHw5y64gROXXECf/3u8+gbGua3v3+MzVse5Sf33c+dP/slsWiEV5+4glWn\nnMyZp5zMwo72Oayvrt80m9tB/abZ3F8Lx3wREZFao3X6fOaUXJ5JZ4kEA0RmeZnkTNfKyjsO3/7p\n3dz+4014Hlz81jdz8VvfTEPM7Dpbfq31lXcK/M/WJ9m85VE2b3mU3YNDABy7ZBGrXjV5FvDk448j\nPMPLaA+lFtcqmymb20H9ptViv9bpExERqVzdD/q2b9/OsmXLjDy263nsGMvilDwawzO/rHOfXT27\nOHrJ0Ye83fM8fvngI3z5ju/TNzjM6teexgcueuecn/Gq1JH654LneTzf9wK/2TJ5FnDLk09RKrk0\nNzXy2pNOZNUpJ/NHrzqJtpbZv0dpPvr9YnM7qN+0Wuyf6aDP5DFfRESkVtX95Z0mf+P7wkSeiaJL\n4gjr8R3K4d6v9syuHr6w8bs88sSTHHf0Yr700Q/x6hNXVJrqCz/fb7dPIBBg6aKFLF20kAvX/CmZ\niSwPPr6V32x5jN/8/lHueeBhAF7x8qWc+aqTWHXKK1lx7MtmNDnNfPT7xeZ2UL9pNvfrLJ+IiMh0\ndX+mL51OkzQwE10qX2DXeI5kJFzxbJOZzDjxePOUz6XHM9xy54/495/fR3O8iSvOO5dz3/g6wqHZ\nn0n028H655Prujy9s2dyMpjfP8rj25/D8zxak4m9A8CTec1JJ5KINx3035vur4bN7aB+02qxf6Zn\n+kwd80VERGpZ3Z/pGxgYmPcfALLFEr2ZHM1VDPgARlKp8g9exVKJH93za26580eMZyZ4+5vO4vJ3\nvI2WRG39YHagA/tNCAaDLF/6MpYvfRmX/cVb2DM2xm9//zi/+f1j/PqR3/Ofv/4NoWCQV56wbO+M\noK/k2MULy18z0/3VsLkd1G+azf0mjvkiIiK1ru7P9KVSKVpbW+ft8QquyzOjWUKBANFQZevb7ZMe\nS5NMJHnkiSf54r9+l+07ezjtFSfwwUvezbKXLZmjYv/s669FxVKJJ555js3/M3kW8OmdPQAc1dHO\nGSevJJ0Zp7d/kDNeuZIrzj+3Js+kHk4t7/uZUL9Ztdg/0zN9833MFxERsUHdn+mbmJiYtx8AXM+j\ndzyHB1UP+AB27u7jO3fdwT0PPMxRHe188rqrWP2a0+ZtcfJq5XK5mvvBcZ9wKMQrT1jGK09YxtUX\nvJ2B4RS/+cNjbN7yB35y339Tcl0AdvT2EQgEpq0nWOtqed/PhPrNsrl/Po/5IiIitqj7QV82O3/r\nTQ1mHcYKJZLRSFX3k8vn+def3MXGH/8XwWCAy897G+95y9nWTa5g0yLJXe2tnLv6dZy7+nW8/+P/\nyNZndwDgFIts+vVvuPwdf171EhDzyaZ9fzDqN8vm/vk85ouIiNii7i/vnK81m0bzBXaO50hU8T4+\nz/O453cP8+U7vk//8AirX3sa1170To6qkSUYZqsW1/qaia989wd8765fkHcKBIMBXNdj+dKXcdPV\n7+PlSxaZzpsRW/f9Puo3qxb7tU6fiIhI5aq/BrHG9fT0+P4YuWKJnkyeeLjyAd/Tz+/iA5/6/7jp\ny18jGW9iw43Xc/U73mLtgA+gf2DAdEJFrjj/XC74szex7OjFXPzWP+Mfrr2S/pEUl934Sb71k7vK\nl37WMlv3/T7qN8vm/vk45ouIiNjGnuvVKtTY2Ojr/Zdcj53jOSLBIKHg7Ad8e8bGuOX7/8GP7vkV\niXgTN1z2Ht62+nWEgkEGBu39wQsgFqutMwUzFQ6FuPpdb+cdq/+Yrs4uAE5dcQKf+5dvseE7d/Kr\nh7dw41V/ydFHdRsuPTRb9/0+6jfL5n6/j/kiIiI2qvvLO/2cyc3zPHaN5xkvFonP8v1exVKJH/7i\nPm658z+YyOZ4+5vewOXn/TnJeLy8TS3OoDcb9dbveR53b36Az3/zDpxigb9+93m8401vmNFC7/Ot\n3va9bdQ/9zR7p4iISOXq/kzf8PCwbz8ADOUKjBYKJCOzm7jloce38cWN3+HZnt2cvnIF//viCzju\n6MXTthsdHa25H7xmo976A4EAb/7jMzjtFSew7uu38/nbv8OvHt7CR694b81dhltv+9426jfHz2O+\niIiIrer+TF86nfZlod4xp8COsTzNkRDBGb6Pr29wiC99+9/45YP/w8LOdq676F28/vRTDvk+wExm\n3NoFkqG++z3P4z9++d986VvfAwJ88JJ38ZbX/3HNLKdRz/veBuqfezM90+fXMV9ERMRmdX+mz48f\nAJySy85MnqZwcEYDvmwuz8Yf/xff/s+7CAaDXPnOc7nwnLOJHWFph0wmU3M/eM1GPfcHAgHOXf06\nXnvSK/jU1/6Ff7zldu57aAtr33cxHa0L5rl0unre9zZQvzka9ImIiExX94O+XC43p/dX8jyeH88R\nJkD4CO/l8jyPn//2QTbccScDIynOXvVarrngPLraZ3bpUd5x5iLZmJdC/8LODm7+yIf4t7vv5Svf\n/QEXf+QTXP+XF/GmP3rNPBQe2kth39cy9Zsz18d8ERGRelD3l3fO5ZpNnufRO5FnT75IInL48fKT\nO3byxY3f5fdPPs0JxxzN31z6bl61/PhZPV4trpU1Gy+1/ud3v8Anv3objz/zHG987au5/rKLWJBI\n+Fh4aC+1fV9r1D/3tE6fiIhI5Wpv2sE5NpdrNqXyBVK5Is3h0KG3SY+x/hsbed9Nn+L53X2sff8l\nfOMfPjbrAR/YvVYWvPT6j1l0FF/5+P/l6ne9nV89vIX3rP07fv3wFp/qDu+l4mYFzwAAIABJREFU\ntu9rjfrN0Tp9IiIi09X95Z3xA5ZAqEamUKI349AcCR10so5iscidP7+PW3/wYybyOd715jfyvrf/\nOYl4U8WP2dhg93pTL8X+cCjEpW87h1WnnMw//POtrP3C/2PN61bxwUveRXNT5a+F2Xop7vtaon5z\n5uqYLyIiUk/qftA3F4sMF1yXneM5Gg8xccsDjz7BP/3rd3mut4/XnnwiH7z4ApYuXlj140aPMNFL\nrXsp9y972RK+/vcf5bZ//ykbf7yJhx7fykeveC+vPfnEOSw8tJfyvq8F6jfH5oXlRURE/FL3l3eO\njIxU9e9dz2PX+OTEAJEXTdzSOzDI2i9s4IPrv0i+UODTf3MNX/i//3tOBnwAo+n0nNyPKS/1/kg4\nzJXvPJev/u2HaWyI8cH1X+Szt32LiXmYaOKlvu9NU7851R7zRURE6lHdT+QyNjZGoorJNHZncoy8\naOKWiVyO23+0iTs2/YxwKMR7z13DBX/2piMuwTBbExMZmprsvVRJ/fvlHYevff9HfGfTz1nU2cGN\nV/1lRe/znCnte7PUP/dmOpFLtcd8ERGRelT3Z/pSqVTl/zZfYChXKE/c4nked93/O959w8e5/ceb\neOMZr+Y7n/17Ln3bOXM+4ANIp8fm/D7nk/r3i0WjXHvRO9nwsevx8Ljmk5/jS9/+N/JOYc4e40Da\n92ap35xqjvkiIiL1qu7f0+dUuN5UtliiN5OjORImEAiw7bnn+cLt3+HRp59hxbHH8Klrr+LkE46b\n49qpCkV/BgTzRf3TnbLieG7/x4+z4Y47ueM/f8ZvtjzGjVddxonHLZ3Tx9G+N0v95lR6zBcREaln\ndX95ZyVrNhVcl2dGs4QCAcbHx/nq937IT351PwsSzfzVBW9nzetWETzCwuxzoRbXypoN9R/e7x59\nnHW33M7wnlEufds5/OVfvIVIeG5+D6N9b5b6557W6RMREalc3V/eOds1m1zPozeTxykWufOuX3DB\n9Tfyn/+9mQv+7E1893P/wFvP+pN5GfCB3WtlgfqP5IyTV7Jx3d/y5j8+g9t++FMu/9t1PLNrbtYY\n0743S/3maJ0+ERGR6ebktMIDDzzAhg0bcF2XNWvWcOGFF0653XEc1q9fz1NPPUUymeSmm27iqKOO\nAuDb3/42mzZtIhgM8oEPfIDXvOY1c5FUNts39A9mHe595Pd87Y472dnXzx+9ciXXXfwuli6amxk5\nZyM+j+u6+UH9R5aIN3HjVZfx+tNPZf03NnLZjZ/i8vPexkVvOZtwKFTx/dqw7z3PIz0+zj9/74c8\ntv1ZXnnCMi77i7cQb2yk0fIzNTbs/8OxuV+TuIiIiExX9aCvVCpx880385nPfIbOzk6uueYazjzz\nTJYuXVreZtOmTTQ3N7Nx40buuecebrnlFm666SZ27NjBvffeyze+8Q2Gh4e54YYb+OY3v0moih92\nXyw8i8vl/vB8D3936x38bsujLOnu4rP/5wOsOuXkgy7GPh/mcj+YoP6Ze/2rT+GVJxzHZ2/7Fv/8\nvX/n14/8npuuuoyXLeyu6P5M7vu84zC8J81IOs3wnlFGRg/47+goI3vSDI+mGRlN4xT2v3fsmV29\n/Psv7iv/PRqJ0BiL0hCLEotGaYhGaYzFiMUmP26IxWjY93E0SkPD/o9jscltD/bx5P1EiUYivp21\n12vfnNkc80VERF4qqv7uuG3bNhYvXsyiRYsAWL16NZs3b54y6Nu8eTOXXnopAGeddRZf+tKX8DyP\nzZs3s3r1aqLRKAsXLmTx4sVs27aNlStXVptVlkqlaG9vP+htxVKJz37rTn79+8cJBAM89szzRCJh\nrnn3O3jXm/8X0YjZBYrTY2O0tCww2lAN9c/OgkSCT157FT//7YN87l++zXs/9vf81QXv4Pw/XT3r\nwclctxdLJVLpMUb2jO4dsI0yMjp2kMHcKJnswdchXJBM0N6SpK0lyZKjumhvaeEXv3uQ/uH9sy0e\n1dHOeW96A/1Dg8RiDeQch1x+75+9H2eyOYb3jJLLO+Sdyc9n83lKJXfWzysWjUwfQO4dIO4bbE4Z\neO4dQO4bhDbEpm6/7z6Gh4eINTQSi0an/dKoWCpxy/d/xMNPPMmrT1zOFeefW9VZXT/U2v+7xVKJ\nr//bD3n0yad4w6tWcsN7zjvkPjvcMV9EROSlqupB39DQEJ2dneW/d3Z2snXr1mnbdHV1AZO/QY7H\n46TTaYaGhnjFK15R3q6jo4OhoaFpj5HP5w86I1s0GiUWO/xkAwsXHvqyzM9+605u+Y+7yO8923Ds\nkkX809oP0tFaGz/sdHR0mE6oivpnLxAI8KdnvpZTVpzA+m9s5Isbv8uvHvofPnblX7Kwc+Y9M2l3\nXZexzMTkIG7vYO7AwdvI3rNxw6NpRsfGOdicT81NjbQlk7QtSHL8MUdzRstK2he00LZ3cNfekqRt\nQQutieaDnoEJhYJ8765fkHcKxKIRzl71Wt7z1jeTzWVpbGic8fMFKBaLeweADvl9g0THIZfL7/84\n75DL5w86mMzvHTzmHIfxiQkGUylyzgH3lXcoubMfWO4bCMb2nqlMZzKk0mN4nsfWZ3fwi98+xNFH\nVXZG1y+uWyIYrJ2B6M6+F+gfHsH1PLbv7CUQCPDhS9550G0Pd8wXERF5qbLiOpgnnniCLVu2TPv8\n8uXL6erqoru7m1QqheM4LFmyhJ6eHhKJBOFwmMcee4zTTz+dwcFBXNdl4cKF9Pb20tLSwn2P/IF8\nocCVoWGuCo3AwNPwf+7j6Sv+jqamJhb/0/8tP9bwG/6C8bMv4OhP/zXB9AgAzuJj2XnVJ3jZ3XcQ\n/e9N5W2fu/6faBsdoOWWT5U/N/C2y8j/8Z9x9NoLyp/LrjiN3os+yNJ/20D40d+VP7/9729n4RMP\nsOA7Xy5/bvdFf0PouFfQ/Q9Xlj+XPn01Q+e+j2O+9glCu7YDUEq28tz1/8TRv7uL2E+/Vd5219Wf\nIN4Up+3z15c/N/KGv2DMx+e04CDPKW7Rc9r364QjfZ38eE5LPn89XwKIwq3P7OE9H97Bz2LP05Qb\nP+xzevb/fJHmod10ffMz5c/du3I1v+s4jg/f9/Xy534bbOE65yg+F+zh9cFM+fOvdo7nnZFx/jHQ\nV/7cN1/+OiYWruSv7t+4fz+dvIrht1/OCbf9I6Fdf4CRFz2nAx5/19WfIN8UJ36Qr9O1v/lXPkgK\notDX3E76jNMI3PoZFlTw2nNXnEZqNl+nlQf5Ol14kK/TR6Z/nR67eC3hcJgV/7K/6bGVr+P3J76O\nt//45vLX6YXmDv75pDX8+XO/5dX9/wN7l797s3csrwjk+GKkD0aBUfha4gTubV7MHX33lu/z4Vg7\nn1lwMmtHH+O03P5fiF3Q/Qb+NP8Cl+/ZVv7c+gUn8Xy0hf83cH/5c79oXMgtyeWsG3mYYwuTD54K\nRrm6cxUXTDzPO8aeK2/74bZXEwoG+dTQg+XP/Vv8GO5MvJyvDNxPqzv5i7dnwwk+0v5qrhp/mjdm\nesvbXt1xJsvcDNeP/KH8ubl6Tj9J/xYi8NVSG19z2vnFA4/wv89/a/lYDjA6OsrixYt55JFHOPro\no+ns7KSvr4/W1laKxSJjY2Pl7w/Lli1DRETkpaTqJRsef/xxbr/9dtavXw9MTswCcNFFF5W3Wbt2\nLZdeeikrV66kVCpx/vnn84Mf/IA77rhjyrYHbnegas70Pfvss7z85S8/6G3rbv8eX//x3eQch4Zo\nlPe99Wz+5j3nUXI9iq6H43o4rkvBdSmUPAoH2VUBIBgIEAoECAUmPw7O0XsAe3t7WLx4yZzclwnq\nnxt9Q8N86mv/wiNPPMmizg5CoSCLujpZedyxpNJjpNJphg84O5fLT/9/JRQM0rrvzFv5LFwLbQv2\n/7ctmaR9QZJ4Y6Ox97HuUyv7vlKH6//Kd38w5ezmBX/2Jq5+19vnufDwam3/H7jPGqJRrnjbmw95\npu9wx3wREZGXqqrP9K1YsYLe3l76+vro6Ojg3nvv5WMf+9iUbc4880zuvvtuVq5cyX333cepp55K\nIBBg1apVfOpTn+L8889neHiY3t5eVqxYMe0xYrHYEQd3h3K4S31ueM95BAIB/vsPT/AnrzyR6y96\nx2HfW+N6HiXPo+RByZ38uOi65F2PgutRKLnkSi4lz2Pfj8z7hokBJgeFob2DwlCAI/5grcsjzaqV\n/oUd7dz84b/hbz7zTzz42OSl07teGOB3f3icluY4bQtaaG9JctKy42jfO4hLxhvpam+nfUGStpYW\nWprj87bUyFyolX1fqcP1X3H+uQQCAR56fBunr1zB5ee9bR7LZqbW9v8V559LyfP4w7anWH3KSVx/\n0TsOua0u7xQREZluThZn/93vfldesuGcc87hPe95D7fddhvLly9n1apVOI7DunXr2L59O4lEghtv\nvLE88cu3vvUtNm3aRCgU4pprruGMM86o+kkdaPv27fN+KU95cOjuHSB6+88YOqX9ZxD37fnJoZ+H\nR4Ag+88Y7t7dwzFLjjZ+1qVSu3p2cfSSo01nVKzW+i//23U88cz+y/FOfPlSvv73Hz3otrXWPlvq\nN6sW+2e6OLuJY76IiEitm5NBXy0bHBycMtFMLdk/MDxgcFhy9w4QPQaGU8RbkuDtP2O4z7RLSjny\nmcP5ltqTonVBq+mMitVa/2wuC6y19tlSv1m12D/TQV8tH/NFRERMsWIil3oVCgQIhQ49UIvnxulY\nEMfdOyDc96dQmrycdN/g0Cm5FD1v2sDwwPcbBgMQDgRqbmAoM2fDZYEiIiIiUnvqftA3Ojpq7W99\n97WHAhDigMHaQZYP9A44Wzj5XsPJ9xsWXMi7LoWSS6ZUwvOgIRQkMg/v7xofH6+5swWzUWv94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7T/93MU4cb3vHcQg6DsGwQwiH+g5ylgdDlAdDeFwu3K6aI6NuiNltYZpbPG//prC53/afOyIi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\nX+ewAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x1080 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "woFDA-n5Xr7Y",
"colab_type": "text"
},
"source": [
"### エラー\n",
"\n",
"- https://forums.fast.ai/t/pbpbox-error-on-pdp-interact-plot/28468\n",
"\n",
"解決されてないようです"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aG2IcUmEV_BC",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 941
},
"outputId": "5e7373e7-fd74-41b0-fe31-fa05e50a18ec"
},
"source": [
"features_to_plot = ['petal length (cm)', 'petal width (cm)']\n",
"inter1 = pdp.pdp_interact(model=model, dataset=val_X, model_features=iris.feature_names, features=features_to_plot)\n",
"\n",
"pdp.pdp_interact_plot(pdp_interact_out=inter1, feature_names=features_to_plot,\n",
" plot_type='contour', plot_pdp=True, figsize=(20, 20))"
],
"execution_count": 95,
"outputs": [
{
"output_type": "error",
"ename": "TypeError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-95-a8e054806971>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m pdp.pdp_interact_plot(pdp_interact_out=inter1, feature_names=features_to_plot,\n\u001b[0;32m----> 5\u001b[0;31m plot_type='contour', plot_pdp=True, figsize=(20, 20))\n\u001b[0m",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pdpbox/pdp.py\u001b[0m in \u001b[0;36mpdp_interact_plot\u001b[0;34m(pdp_interact_out, feature_names, plot_type, x_quantile, plot_pdp, which_classes, figsize, ncols, plot_params)\u001b[0m\n\u001b[1;32m 789\u001b[0m \t'''\n\u001b[1;32m 790\u001b[0m \u001b[0mpdp_interact_out\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpdp_interact_obj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 791\u001b[0;31m \u001b[0ma\u001b[0m \u001b[0mcalculated\u001b[0m \u001b[0mpdp_interact_obj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 792\u001b[0m \u001b[0mfeature_names\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 793\u001b[0m \u001b[0ma\u001b[0m \u001b[0mlist\u001b[0m \u001b[0mof\u001b[0m \u001b[0mfeature\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pdpbox/pdp_plot_utils.py\u001b[0m in \u001b[0;36m_pdp_inter_three\u001b[0;34m(pdp_interact_out, feature_names, plot_type, chart_grids, x_quantile, fig, plot_params)\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pdpbox/pdp_plot_utils.py\u001b[0m in \u001b[0;36m_pdp_inter_one\u001b[0;34m(pdp_interact_out, feature_names, plot_type, inter_ax, x_quantile, plot_params, norm, ticks)\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/pdpbox/pdp_plot_utils.py\u001b[0m in \u001b[0;36m_pdp_contour_plot\u001b[0;34m(X, Y, pdp_mx, inter_ax, cmap, norm, inter_fill_alpha, fontsize, plot_params)\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mclabel\u001b[0;34m(self, CS, *args, **kwargs)\u001b[0m\n\u001b[1;32m 6426\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6427\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mclabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mCS\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6428\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mCS\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6429\u001b[0m \u001b[0mclabel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmcontour\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mContourSet\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclabel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6430\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mTypeError\u001b[0m: clabel() got an unexpected keyword argument 'contour_label_fontsize'"
]
},
{
"output_type": "display_data",
"data": {
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RooX5PIr67LPPcHBwYPHixeaAipOTE6+88oq5TNOmTXFycjKn+xZV3nUqSXR0NJ6enhZ/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\nnJxcqYVvi/bZxsaG7t27071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"text/plain": [
"<Figure size 1440x1440 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ooOrBZfaTKf0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 670
},
"outputId": "4ad3afb3-395d-4758-9a24-23a1d9d92754"
},
"source": [
"importances = model.feature_importances_\n",
"indices = np.argsort(importances)[::-1]\n",
"names = [iris.feature_names[i] for i in indices]\n",
"\n",
"plt.figure(figsize=(14, 8))\n",
"plt.title(\"Feature Importance\")\n",
"plt.bar(range(X.shape[1]), importances[indices])\n",
"plt.xticks(range(X.shape[1]), names, rotation=90)"
],
"execution_count": 96,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"([<matplotlib.axis.XTick at 0x7f5b21f54e10>,\n",
" <matplotlib.axis.XTick at 0x7f5b21f546a0>,\n",
" <matplotlib.axis.XTick at 0x7f5b21f54400>,\n",
" <matplotlib.axis.XTick at 0x7f5b226b4a90>],\n",
" <a list of 4 Text xticklabel objects>)"
]
},
"metadata": {
"tags": []
},
"execution_count": 96
},
{
"output_type": "display_data",
"data": {
"image/png": 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levfu3WCfBx98MD/96U/TqlWrrF+/Pl/4whfyr//6r80xMwAAQAONCptx48bl5JNPzsiR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\ngg==\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3KUOQKbZS2UF",
"colab_type": "text"
},
"source": [
"## Permutation Importance"
]
},
{
"cell_type": "code",
"metadata": {
"id": "yjITLKzT5xu7",
"colab_type": "code",
"colab": {}
},
"source": [
"from sklearn.datasets import load_wine\n",
"wine = load_wine()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ihELH32m7ElW",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 411
},
"outputId": "b34685e1-95b8-401d-c409-5a75ab7efffa"
},
"source": [
"X = pd.DataFrame(wine.data, columns=wine.feature_names)\n",
"y = wine.target\n",
"\n",
"X"
],
"execution_count": 98,
"outputs": [
{
"output_type": "execute_result",
"data": {
"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>alcohol</th>\n",
" <th>malic_acid</th>\n",
" <th>ash</th>\n",
" <th>alcalinity_of_ash</th>\n",
" <th>magnesium</th>\n",
" <th>total_phenols</th>\n",
" <th>flavanoids</th>\n",
" <th>nonflavanoid_phenols</th>\n",
" <th>proanthocyanins</th>\n",
" <th>color_intensity</th>\n",
" <th>hue</th>\n",
" <th>od280/od315_of_diluted_wines</th>\n",
" <th>proline</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>14.23</td>\n",
" <td>1.71</td>\n",
" <td>2.43</td>\n",
" <td>15.6</td>\n",
" <td>127.0</td>\n",
" <td>2.80</td>\n",
" <td>3.06</td>\n",
" <td>0.28</td>\n",
" <td>2.29</td>\n",
" <td>5.64</td>\n",
" <td>1.04</td>\n",
" <td>3.92</td>\n",
" <td>1065.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>13.20</td>\n",
" <td>1.78</td>\n",
" <td>2.14</td>\n",
" <td>11.2</td>\n",
" <td>100.0</td>\n",
" <td>2.65</td>\n",
" <td>2.76</td>\n",
" <td>0.26</td>\n",
" <td>1.28</td>\n",
" <td>4.38</td>\n",
" <td>1.05</td>\n",
" <td>3.40</td>\n",
" <td>1050.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>13.16</td>\n",
" <td>2.36</td>\n",
" <td>2.67</td>\n",
" <td>18.6</td>\n",
" <td>101.0</td>\n",
" <td>2.80</td>\n",
" <td>3.24</td>\n",
" <td>0.30</td>\n",
" <td>2.81</td>\n",
" <td>5.68</td>\n",
" <td>1.03</td>\n",
" <td>3.17</td>\n",
" <td>1185.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>14.37</td>\n",
" <td>1.95</td>\n",
" <td>2.50</td>\n",
" <td>16.8</td>\n",
" <td>113.0</td>\n",
" <td>3.85</td>\n",
" <td>3.49</td>\n",
" <td>0.24</td>\n",
" <td>2.18</td>\n",
" <td>7.80</td>\n",
" <td>0.86</td>\n",
" <td>3.45</td>\n",
" <td>1480.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>13.24</td>\n",
" <td>2.59</td>\n",
" <td>2.87</td>\n",
" <td>21.0</td>\n",
" <td>118.0</td>\n",
" <td>2.80</td>\n",
" <td>2.69</td>\n",
" <td>0.39</td>\n",
" <td>1.82</td>\n",
" <td>4.32</td>\n",
" <td>1.04</td>\n",
" <td>2.93</td>\n",
" <td>735.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>173</th>\n",
" <td>13.71</td>\n",
" <td>5.65</td>\n",
" <td>2.45</td>\n",
" <td>20.5</td>\n",
" <td>95.0</td>\n",
" <td>1.68</td>\n",
" <td>0.61</td>\n",
" <td>0.52</td>\n",
" <td>1.06</td>\n",
" <td>7.70</td>\n",
" <td>0.64</td>\n",
" <td>1.74</td>\n",
" <td>740.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>174</th>\n",
" <td>13.40</td>\n",
" <td>3.91</td>\n",
" <td>2.48</td>\n",
" <td>23.0</td>\n",
" <td>102.0</td>\n",
" <td>1.80</td>\n",
" <td>0.75</td>\n",
" <td>0.43</td>\n",
" <td>1.41</td>\n",
" <td>7.30</td>\n",
" <td>0.70</td>\n",
" <td>1.56</td>\n",
" <td>750.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>175</th>\n",
" <td>13.27</td>\n",
" <td>4.28</td>\n",
" <td>2.26</td>\n",
" <td>20.0</td>\n",
" <td>120.0</td>\n",
" <td>1.59</td>\n",
" <td>0.69</td>\n",
" <td>0.43</td>\n",
" <td>1.35</td>\n",
" <td>10.20</td>\n",
" <td>0.59</td>\n",
" <td>1.56</td>\n",
" <td>835.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>176</th>\n",
" <td>13.17</td>\n",
" <td>2.59</td>\n",
" <td>2.37</td>\n",
" <td>20.0</td>\n",
" <td>120.0</td>\n",
" <td>1.65</td>\n",
" <td>0.68</td>\n",
" <td>0.53</td>\n",
" <td>1.46</td>\n",
" <td>9.30</td>\n",
" <td>0.60</td>\n",
" <td>1.62</td>\n",
" <td>840.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>14.13</td>\n",
" <td>4.10</td>\n",
" <td>2.74</td>\n",
" <td>24.5</td>\n",
" <td>96.0</td>\n",
" <td>2.05</td>\n",
" <td>0.76</td>\n",
" <td>0.56</td>\n",
" <td>1.35</td>\n",
" <td>9.20</td>\n",
" <td>0.61</td>\n",
" <td>1.60</td>\n",
" <td>560.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>178 rows × 13 columns</p>\n",
"</div>"
],
"text/plain": [
" alcohol malic_acid ash ... hue od280/od315_of_diluted_wines proline\n",
"0 14.23 1.71 2.43 ... 1.04 3.92 1065.0\n",
"1 13.20 1.78 2.14 ... 1.05 3.40 1050.0\n",
"2 13.16 2.36 2.67 ... 1.03 3.17 1185.0\n",
"3 14.37 1.95 2.50 ... 0.86 3.45 1480.0\n",
"4 13.24 2.59 2.87 ... 1.04 2.93 735.0\n",
".. ... ... ... ... ... ... ...\n",
"173 13.71 5.65 2.45 ... 0.64 1.74 740.0\n",
"174 13.40 3.91 2.48 ... 0.70 1.56 750.0\n",
"175 13.27 4.28 2.26 ... 0.59 1.56 835.0\n",
"176 13.17 2.59 2.37 ... 0.60 1.62 840.0\n",
"177 14.13 4.10 2.74 ... 0.61 1.60 560.0\n",
"\n",
"[178 rows x 13 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 98
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "DZYgaXX77EoH",
"colab_type": "code",
"colab": {}
},
"source": [
"train_X, val_X, train_y, val_y = train_test_split(X, y, random_state=1)\n",
"model = RandomForestClassifier(n_estimators=100, random_state=0).fit(train_X, train_y)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "XhaEUnkc7EtQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 245
},
"outputId": "8c8eedcd-7d68-4bd8-d14c-d24d8dc9cd06"
},
"source": [
"perm = PermutationImportance(model, random_state=1).fit(val_X, val_y)\n",
"eli5.show_weights(perm, feature_names = val_X.columns.tolist())"
],
"execution_count": 100,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
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"\n",
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" <thead>\n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0.1378\n",
" \n",
" &plusmn; 0.0333\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" proline\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0.0311\n",
" \n",
" &plusmn; 0.0356\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" color_intensity\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 93.66%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0.0267\n",
" \n",
" &plusmn; 0.0178\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" flavanoids\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" od280/od315_of_diluted_wines\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
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" hue\n",
" </td>\n",
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" \n",
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" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" proanthocyanins\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" nonflavanoid_phenols\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" total_phenols\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" magnesium\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" alcalinity_of_ash\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" ash\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 100.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" 0\n",
" \n",
" &plusmn; 0.0000\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" malic_acid\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 98.19%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.0044\n",
" \n",
" &plusmn; 0.0333\n",
" \n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" alcohol\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
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"</table>\n",
" \n",
"\n",
" \n",
"\n",
"\n",
" \n",
"\n",
" \n",