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Created May 26, 2020 16:13
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Active Learning in Python
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Active Learning.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"id": "jbMqCt9aeMSG",
"colab_type": "code",
"colab": {}
},
"source": [
"from sklearn.svm import SVC, LinearSVC\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import train_test_split"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "gHp2Q24pfMN5",
"colab_type": "code",
"outputId": "92843002-21e4-4377-edb2-2bcefa469c31",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 363
}
},
"source": [
"origdata = pd.read_csv(\"Iris.csv\")\n",
"origdata[:10]"
],
"execution_count": 0,
"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>Id</th>\n",
" <th>SepalLengthCm</th>\n",
" <th>SepalWidthCm</th>\n",
" <th>PetalLengthCm</th>\n",
" <th>PetalWidthCm</th>\n",
" <th>Species</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>5.4</td>\n",
" <td>3.9</td>\n",
" <td>1.7</td>\n",
" <td>0.4</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>4.6</td>\n",
" <td>3.4</td>\n",
" <td>1.4</td>\n",
" <td>0.3</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>5.0</td>\n",
" <td>3.4</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>4.4</td>\n",
" <td>2.9</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>4.9</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.1</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm Species\n",
"0 1 5.1 3.5 1.4 0.2 Iris-setosa\n",
"1 2 4.9 3.0 1.4 0.2 Iris-setosa\n",
"2 3 4.7 3.2 1.3 0.2 Iris-setosa\n",
"3 4 4.6 3.1 1.5 0.2 Iris-setosa\n",
"4 5 5.0 3.6 1.4 0.2 Iris-setosa\n",
"5 6 5.4 3.9 1.7 0.4 Iris-setosa\n",
"6 7 4.6 3.4 1.4 0.3 Iris-setosa\n",
"7 8 5.0 3.4 1.5 0.2 Iris-setosa\n",
"8 9 4.4 2.9 1.4 0.2 Iris-setosa\n",
"9 10 4.9 3.1 1.5 0.1 Iris-setosa"
]
},
"metadata": {
"tags": []
},
"execution_count": 2
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "bq255k_Jko76",
"colab_type": "code",
"outputId": "153370f3-3cda-423f-d061-d35e106600e1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 363
}
},
"source": [
"# k1, k2 = 'SepalWidthCm', 'PetalLengthCm'\n",
"k1, k2 = 'PetalLengthCm', 'PetalWidthCm'\n",
"data = origdata[[k1, k2, 'Species']].copy()\n",
"# data = origdata[['SepalWidthCm', 'PetalLengthCm', 'Species']]\n",
"data[:10]"
],
"execution_count": 0,
"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>PetalLengthCm</th>\n",
" <th>PetalWidthCm</th>\n",
" <th>Species</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1.7</td>\n",
" <td>0.4</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1.4</td>\n",
" <td>0.3</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>1.5</td>\n",
" <td>0.1</td>\n",
" <td>Iris-setosa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PetalLengthCm PetalWidthCm Species\n",
"0 1.4 0.2 Iris-setosa\n",
"1 1.4 0.2 Iris-setosa\n",
"2 1.3 0.2 Iris-setosa\n",
"3 1.5 0.2 Iris-setosa\n",
"4 1.4 0.2 Iris-setosa\n",
"5 1.7 0.4 Iris-setosa\n",
"6 1.4 0.3 Iris-setosa\n",
"7 1.5 0.2 Iris-setosa\n",
"8 1.4 0.2 Iris-setosa\n",
"9 1.5 0.1 Iris-setosa"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-mLuM85bk5-U",
"colab_type": "code",
"outputId": "1440535e-0ea7-4db0-eefd-511e2fd9d0fa",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 404
}
},
"source": [
"X = data[[k1, k2]]\n",
"y = data['Species']\n",
"print('Classes:')\n",
"print(y.unique(), '\\n\\n\\n')\n",
"\n",
"y[y=='Iris-setosa'] = 0\n",
"y[y=='Iris-versicolor'] = 1\n",
"y[y=='Iris-virginica'] = 2"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Classes:\n",
"['Iris-setosa' 'Iris-versicolor' 'Iris-virginica'] \n",
"\n",
"\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n",
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" import sys\n",
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "PtOzeXaLgisZ",
"colab_type": "code",
"outputId": "7d352076-01e8-4b55-9294-357ca31a19f6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
}
},
"source": [
"plt.figure()\n",
"setosa = y == 0\n",
"versicolor = y == 1\n",
"virginica = y == 2\n",
"\n",
"# k1, k2 = k2, k1\n",
"\n",
"# plt.scatter(x[k1][setosa], x[k2][setosa], c='r')\n",
"plt.scatter(X[k1][versicolor], X[k2][versicolor], c='r')\n",
"plt.scatter(X[k1][virginica], X[k2][virginica], c='c')\n",
"\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6IoNCX3Q_hMo",
"colab_type": "code",
"outputId": "39ce2922-5e96-422b-ce33-56293b62ae58",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
}
},
"source": [
"X1 = X[y != 0]\n",
"y1 = y[y != 0]\n",
"X1[:5]"
],
"execution_count": 0,
"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>PetalLengthCm</th>\n",
" <th>PetalWidthCm</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>4.7</td>\n",
" <td>1.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>4.5</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>4.9</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>4.0</td>\n",
" <td>1.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>4.6</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PetalLengthCm PetalWidthCm\n",
"50 4.7 1.4\n",
"51 4.5 1.5\n",
"52 4.9 1.5\n",
"53 4.0 1.3\n",
"54 4.6 1.5"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "OHuWBJrL_lz9",
"colab_type": "code",
"outputId": "b53f95d7-4e55-4b90-bc06-0a941bba7d67",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 225
}
},
"source": [
"X1 = X1.reset_index(drop=True)\n",
"y1 = y1.reset_index(drop=True)\n",
"y1 -= 1\n",
"print(y1.unique())\n",
"X1[:5]"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"[0 1]\n"
],
"name": "stdout"
},
{
"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>PetalLengthCm</th>\n",
" <th>PetalWidthCm</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4.7</td>\n",
" <td>1.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.5</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.9</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.0</td>\n",
" <td>1.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4.6</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PetalLengthCm PetalWidthCm\n",
"0 4.7 1.4\n",
"1 4.5 1.5\n",
"2 4.9 1.5\n",
"3 4.0 1.3\n",
"4 4.6 1.5"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zTNtBLR2CAQc",
"colab_type": "code",
"outputId": "d5323294-cb2e-4103-80f3-55b6b098d756",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 279
}
},
"source": [
"fig = plt.figure()\n",
"\n",
"# k1, k2 = k2, k1\n",
"\n",
"# plt.scatter(x[k1][setosa], x[k2][setosa], c='r')\n",
"plt.scatter(X1[k1][y1==0], X1[k2][y1==0], c='r')\n",
"plt.scatter(X1[k1][y1==1], X1[k2][y1==1], c='c')\n",
"\n",
"plt.xlabel(k1)\n",
"plt.ylabel(k2)\n",
"fig.savefig('main.jpg', dpi=100)\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "IDPEJxJUDFOC",
"colab_type": "code",
"outputId": "460013fa-c959-49bd-d2cf-f009951eeafb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 54
}
},
"source": [
"!ls"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"ActiveLearningTitleSlide2.jpg main.jpg rs1it5.gif rs2it20.gif\n",
"Iris.csv\t\t rs1it5\t rs2it20 sample_data\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Ur63LtKmJmRk",
"colab_type": "code",
"colab": {}
},
"source": [
"y1 = y1.astype(dtype=np.uint8)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "RA4ZaKmoormq",
"colab_type": "code",
"outputId": "0aa14c6c-ee4e-44f7-c41c-0ee8843bdc38",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 90
}
},
"source": [
"clf0 = LinearSVC()\n",
"clf0.fit(X1, y1)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"LinearSVC(C=1.0, class_weight=None, dual=True, fit_intercept=True,\n",
" intercept_scaling=1, loss='squared_hinge', max_iter=1000,\n",
" multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n",
" verbose=0)"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "21sWdJiHKO1K",
"colab_type": "code",
"outputId": "5607f0c5-5a37-4985-c483-33c98bdcb71a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 54
}
},
"source": [
"print(clf0.coef_)\n",
"print(clf0.intercept_)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"[[0.2801542 1.70097577]]\n",
"[-4.17110884]\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "H7vZAVOZKfr-",
"colab_type": "code",
"colab": {}
},
"source": [
"xmin, xmax = X1[k1].min(), X1[k1].max()\n",
"ymin, ymax = X1[k2].min(), X1[k2].max()\n",
"stepx = (xmax - xmin)/99\n",
"stepy = (ymax - ymin)/99"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "kfqGlKWsMl7C",
"colab_type": "code",
"outputId": "11ee88fc-e859-402a-9e8b-5184baf7f733",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 279
}
},
"source": [
"\n",
"a0, b0, c0 = clf0.coef_[0, 0], clf0.coef_[0, 1], clf0.intercept_\n",
"\n",
"# a*x + b*y + c = 0\n",
"# y = -(a*x + c)/b\n",
"\n",
"lx0 = [xmin + stepx * i for i in range(100)]\n",
"ly0 = [-(a0*lx0[i] + c0)/b0 for i in range(100)]\n",
"\n",
"plt.figure()\n",
"\n",
"# k1, k2 = k2, k1\n",
"\n",
"# plt.scatter(x[k1][setosa], x[k2][setosa], c='r')\n",
"plt.scatter(X1[k1][y1==0], X1[k2][y1==0], c='r')\n",
"plt.scatter(X1[k1][y1==1], X1[k2][y1==1], c='c')\n",
"\n",
"plt.plot(lx0, ly0, c='m')\n",
"\n",
"plt.xlabel(k1)\n",
"plt.ylabel(k2)\n",
"\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "8BejprEjnoTV",
"colab_type": "code",
"colab": {}
},
"source": [
"X_pool, X_test, y_pool, y_test = train_test_split(X1, y1, test_size=0.2, random_state=2)\n",
"X_pool, X_test, y_pool, y_test = X_pool.reset_index(drop=True), X_test.reset_index(drop=True), y_pool.reset_index(drop=True), y_test.reset_index(drop=True)\n",
"# random state 1 5 iterations\n",
"# random state 2 20 iterations"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "SwFzuwdxSQUw",
"colab_type": "code",
"outputId": "f1d42508-5ee1-4663-df1c-420238eaf337",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"clf0.decision_function(X_pool.iloc[6:8])"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([-0.55706427, 0.26340314])"
]
},
"metadata": {
"tags": []
},
"execution_count": 83
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Q6ZbFLSSRs_m",
"colab_type": "code",
"colab": {}
},
"source": [
"def find_most_ambiguous(clf, unknown_indexes):\n",
" \n",
" ind = np.argmin(np.abs( \n",
" list(clf0.decision_function(X_pool.iloc[unknown_indexes]) )\n",
" ))\n",
" return unknown_indexes[ind]"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "SJDQFAo5Za-A",
"colab_type": "code",
"colab": {}
},
"source": [
"import imageio as io\n",
"import os\n",
"from matplotlib.markers import MarkerStyle"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "e2LnU9FFVu18",
"colab_type": "code",
"colab": {}
},
"source": [
"def plot_svm(clf, train_indexes, unknown_indexes, new_index = False, title = False, name = False):\n",
" X_train = X_pool.iloc[train_indexes]\n",
" y_train = y_pool.iloc[train_indexes]\n",
"\n",
" X_unk = X_pool.iloc[unknown_indexes]\n",
" # y_unk = y_pool.iloc[unknown_indexes]\n",
"\n",
" if new_index:\n",
" X_new = X_pool.iloc[new_index]\n",
"\n",
" a, b, c = clf.coef_[0, 0], clf.coef_[0, 1], clf.intercept_\n",
"\n",
" # a*x + b*y + c = 0\n",
" # y = -(a*x + c)/b\n",
"\n",
" lx = [xmin + stepx * i for i in range(100)]\n",
" ly = [-(a*lx[i] + c)/b for i in range(100)]\n",
"\n",
" fig = plt.figure(figsize=(9,6))\n",
"\n",
" # plt.scatter(x[k1][setosa], x[k2][setosa], c='r')\n",
" plt.scatter(X_unk[k1], X_unk[k2], c='k', marker = '.')\n",
" plt.scatter(X_train[k1][y_train==0], X_train[k2][y_train==0], c='r', marker = 'o')\n",
" plt.scatter(X_train[k1][y_train==1], X_train[k2][y_train==1], c='c', marker = 'o')\n",
" \n",
"\n",
" plt.plot(lx, ly, c='m')\n",
" plt.plot(lx0, ly0, '--', c='g')\n",
"\n",
" if new_index:\n",
" plt.scatter(X_new[k1], X_new[k2], c='y', marker=\"*\", s=125)\n",
" plt.scatter(X_new[k1], X_new[k2], c='y', marker=\"*\", s=125)\n",
" plt.scatter(X_new[k1], X_new[k2], c='y', marker=\"*\", s=125)\n",
" plt.scatter(X_new[k1], X_new[k2], c='y', marker=\"*\", s=125)\n",
" plt.scatter(X_new[k1], X_new[k2], c='y', marker=\"*\", s=125)\n",
"\n",
" if title:\n",
" plt.title(title)\n",
" \n",
" plt.xlabel(k1)\n",
" plt.ylabel(k2)\n",
"\n",
" if name:\n",
" fig.set_size_inches((9,6))\n",
" plt.savefig(name, dpi=100)\n",
"\n",
" plt.show()\n",
"\n",
" "
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9SlHLA4fPkhE",
"colab_type": "code",
"outputId": "1512c0e4-8ba4-4726-80e8-3d2665cccd87",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"train_indexes = list(range(10))\n",
"unknown_indexes = list(range(10, 80))\n",
"X_train = X_pool.iloc[train_indexes]\n",
"y_train = y_pool.iloc[train_indexes]\n",
"clf = LinearSVC()\n",
"clf.fit(X_train, y_train)\n",
"\n",
"# folder = \"rs1it5/\"\n",
"folder = \"rs2it20/\"\n",
"# folder = \"rs1it20/\"\n",
"\n",
"try:\n",
" os.mkdir(folder)\n",
"except:\n",
" pass\n",
"\n",
"filenames = [\"ActiveLearningTitleSlide2.jpg\"] * 2\n",
"\n",
"title = \"Begginning\"\n",
"# name = folder + (\"rs1it5_0a.jpg\")\n",
"name = folder + (\"rs2it20_0a.jpg\")\n",
"plot_svm(clf, train_indexes, unknown_indexes, False, title, name)\n",
"\n",
"filenames.append(name)\n",
"\n",
"n = find_most_ambiguous(clf, unknown_indexes)\n",
"unknown_indexes.remove(n)\n",
"\n",
"title = \"Iteration 0\"\n",
"# name = folder + (\"rs1it5_0b.jpg\")\n",
"name = folder + (\"rs2it20_0b.jpg\")\n",
"filenames.append(name)\n",
"\n",
"plot_svm(clf, train_indexes, unknown_indexes, n, title, name)\n",
"t = []\n",
"# for i in range(5):\n",
"for i in range(20):\n",
" \n",
" train_indexes.append(n)\n",
" X_train = X_pool.iloc[train_indexes]\n",
" y_train = y_pool.iloc[train_indexes]\n",
" clf = LinearSVC()\n",
" clf.fit(X_train, y_train)\n",
" # title, name = \"Iteration \"+str(i+1), folder + (\"rs1it5_%d.jpg\" % (i+1))\n",
" title, name = \"Iteration \"+str(i+1), folder + (\"rs2it20_%d.jpg\" % (i+1))\n",
"\n",
" n = find_most_ambiguous(clf, unknown_indexes)\n",
" unknown_indexes.remove(n)\n",
" plot_svm(clf, train_indexes, unknown_indexes, n, title, name)\n",
" filenames.append(name)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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qqaNo3NbIxxd+zAfjP2DrS1sJNYUOPYiIiIgclkjOvDQBt1hrxwKTgeuMMWO/0OccYHTL10zgSQBjzFDgl8ApwCTgl8aYIRGsNSwc/RxkXp3JpE8mccxLx2CMYcNlG3h/9PuUPVFGcG8w2iWKiIjEvIiFF2tthbV2Zcv3tcB6IOsL3S4AXrTNlgEpxpgRwNeAd621O621u4B3gbMjVWu4xcXHkX5pOhNXT2Tcm+NwZjj59LpPWXbEMvz3+mmqaYp2iSI9ns/nIz8/H5/PF/b+kRxbpKf9felp9YRDfHe8iDEmFzgRWP6FQ1lASZvHpS1t7bXHFBNnSD0/lWHnDaN6YTX+u/1svn0z/nv8ZF6XSfaN2TjTnNEuU6TH8fl8TJ8+nUAggNPpZMGCBeTl5YWlfyTHFulpf196Wj3hEvEFu8aYgcA84CZrbdivJzbGzDTGFBpjCquqqsI9fFgYYxjiGcLx7xzPSR+cRMpXUvDf7WdZzjI+vfFT9pXsi3aJIj2K1+slEAgQDAYJBAJ4vd6w9Y/k2CI97e9LT6snXCIaXowxCTQHl7nW2vkH6FIGuNo8zm5pa6/9S6y1c6y1E621E9PS0sJTeAQNnjiYcfPGcfLak0n7dhrlT5Sz/MjlbLhiA/Wf1Ee7PJEewePx4HQ6cTgcOJ1OPB5P2PpHcmyRnvb3pafVEy4mUnuSGGMM8AKw01p7Uzt9vg5cD5xL8+LcR6y1k1oW7K4A9l99tBKYYK3debDXnDhxoi0sLAzXW+gW+4r3UfJACRV/qCDUECLtm2m4Z7sZdOKgaJcmElU+nw+v14vH4zmsae6O9I/k2CI97e9LT6unI4wxK6y1E7/UHsHwciqwGFgD7L9W+A7ADWCtfaol4DxG82LceuBya21hy/N/1NIf4C5r7XOHes1YDC/7BbYFKH24lLLHygjWBBl69lDcs90kn5ZM88ckIiLSt3R7eImGWA4v+zXtbqLsyTJKHyqlcVsjg6cMJueOHIaeO1QhRkRE+pT2wot22O1h4pPjybk9h8lFkxn92GgaShtYc94aCk8opPLPldhg7wmbIiIinaHwchgKywtZVLyIhqaGbntNR5KDrOuyOOWzUzj6haOxAcv6S9azfMxyyp8pJ9SgXXtFRKRv0mmjw/Cd177Dq2tfpV98P6a4pjAtdxrTcqcx1T017K/VHhuybH9jO/67/dQW1uLMdOK6xcWImSOIH9gt2/WIiIh0K6156YKde3eyuHgx3iIv3mIvq7euZnz6eFZdswqAl9e8TE5yDidnnYzTEdlN56y17Pr3Lvz5fqoLqokfGk/2T7LJuiGLhKEJEX1tERGR7qTwEkY79+6kvLacccPHEQwFGXLvEGoDtSTFJzHVPRVPjofzx5zP+PTxEa1j97Ld+PP97HhzB3ED4si8JhPXzS4SMxMj+roiIiLdQQt2w2ho0lDGDR8HgCPOweYbNzPv2/O48qQrqdxTyc8Lfs5r614DoC5QR/7ifJaVLqMx2BjWOpInJ3PcG8cxcc1EUi9IpfShUpYdsYyNV29k76a9YX0tERGRnkIzLxGwvX47IRti+IDhLPEv4bTnTgNgQMIATnWfiifXw2XjLyNrcHhv17R3815K7i+h4rkKbKNl+HeG457tZuBxA8P6OiIiIt1Bp42iaFvdNhYVL6JgSwHeYi/rqtZReFUhEzInsMS/hKUlS/HkejhpxEnEx3V98W1DRQOlD5VS/mQ5wT1Bhp03DPcdbpLzksPwbkRERLqHwksPUrmnktT+qTjiHPxm4W/4pfeXAAxyDuK0nNPw5Hi4afJNJDi6tgC3cVcjZY+VUfpwKU07mkg+I5mc2TkMOWuINrwTEZEeT+GlB9u6ZysLixbiLfJSUFRAbaCW0p+WYozh98t+TzAUxJPr4YSME3DEOTo8frAuSPkz5ZQ8UEKgLMDAkwbinu0m7aI0jEMhRkREeiaFlxhS21DLoMTmGzN+9cWvsmDLAgCSE5M5Ped0vjX2W1x2/GUdHjfUEKLypUr89/jZ+9leksYk4b7NTfql6cQ5tXZbRER6Fl1tFEP2BxeAf3//35TdXMbLF7/Mt4/9Nhu2b2BpyVIAQjbEJfMu4SHfQ3xY8SEhe/Bdd+MS4xhxxQgmbZjE2FfG4khysPFHG1k+ajmlj5QSrA9G9H2JRJLP5yM/Px+fzxfWvhIb9DPtWzTzEoMag40kOBIoqynjjOfPYNOuTQAM6TeE03NO52dTfsap7lMPOY61lp3/3Ik/38/uxbtJSE0g+6ZsMq/LJCFFG95J7PD5fEyfPp1AIIDT6WTBggXk5eV1ua/EBv1Mey/NvPQi+xfyZg3O4rOffIb/Jj8vXvgiFx19EWu2raG2oRaAZaXLuOiVi3hk+SN8VPnRl2ZmjDEMO2cYJy46kRMWn8CgSYPY8vMtLHMvY9PtmwhUBrr9vYl0htfrJRAIEAwGCQQCeL3esPSV2KCfad+jm+L0Aq5kF5cdf1nrOpj9s2mVeypZvXU1r294HYBhScM4I/cMnjj3CdIHpn9ujJRTU0h5K4XaVbX47/FTcl8JZQ+XkfGjDFy3ukjKTereNyXSAR6PB6fT2fovb4/HE5a+Ehv0M+17dNqoDyiuLm69kun9svdZdc0qnA4ndy26iw+3fogn18O03GmMTRvbegl1/af1lNxXwtYXtmJDlvTvpeO+3c2AsQOi/G5EDszn8+H1evF4PIc8ZdCRvhIb9DPtnXS1kXzJbxb+hj+s/AMlNSUApPVP4+JjLuap855q7bOvdB+lvyul/OlyQvUhUi9MxT3bzeBJg6NVtoiI9BEKL3JA1lqKqotaZ2YGOQfx+NcfB+C0504jc1AmnhwPU1OmMvClgZQ/Uk5TdRMp01PIuSOHlGkp2vBOREQiQuFFOiQQDHDFm1dQsKWAstoyADIGZvDzU37O+cvOp+TBEgJbAwyeNBj3bDep30jFxCnEiIhI+LQXXrRgVw7I6XDyx4v+iLWWTbs24S3y4i3ykjksE/fP3NReUsv0Z6cz/rPxHPfb48jLz2Pq9VNJvySduHhdxCYiIpGj8CIHZYxh1NBRjBo6iitPuvK/7U7DV8Z+BW9/L++OfBeA1FWp3PfwfZx1xVkM+/4wEvsn6pSSiIiE3WGFF2OMA/g6kNv2Odba30WmLOnpxqaN5eUZL2Ot5dOdn/Kfzf/hHd875PTP4dNrP+W3b/yW1/NeZ9rR0/jK6K8wLXcaI4eMVJgREZEuO6w1L8aYt4F9wBqgdacza+2vI1dax2nNS/RZa6leWM3cJ+cyPzSf1UesZueAnQCMGjqKDddtwBHnoKahhkHOQQozIiLSrq6uecm21o4Pc03SCxljGOIZwvWe6/n+B9+n+J5iVi5ayeqjVhM4LUBjWSMOl4Nz5p5DaU0pnlwPnhwP046YRm5KbrTLFxGRGHC4My/3Aguste9EvqTO08xLz1S3vg7/vX62zd0GBtIvS+ffM/7NwrqFeIu8bK/fDsAPjv8Bz1/4PADlteVkDsqMYtUiIhJtXbpU2hhzEfASzfdCagQMYK21PWqnMoWXnm1f8T5KHiih4g8VhBpCpM1Iw3W7ixJXCQVFBbiT3XxjzDeoqqti+APDyU3Jbd3915PrwZ3sjvZbEBGRbtTV8LIFuABYY3vwxjAKL7EhsC1A6e9LKXu8jGBNkCFfG0LOHTkkn5aMMYZde3fxx4/+iLfIy8Lihezc27xm5sULX+Sy4y9j977d1DTU4Ep2RfmdiIhIJHU1vCwCPNZ+4bbEPYzCS2xp2t1E2RNllD5USmNVI4OnDCbnjhyGnju0dSFvyIb4eNvHFGwp4KJjLsKd7Oa5D5/jR2/+iCOHHPm5mZmswVlRfkcSLtd+8glzyssJAg5gZmYmTxx1VLTLEpFu1tXw8jwwEvgH0LC/vaddKq3wEpuC9UEqnq2g5P4SGvwNDBg/APdsN8O/NRzj+PLVSJt3beaNDW+wsHghC4sXUr2vGoCtt2wlfWA6G7dvZFDiIK2Z6WHmzJnDvHnzmDFjBjNnzmy337WffMKT5eVfav+xAgxw+J/jfpG8YWGkb4bYk2622JNq6Uu6Gl5+eaB2XSot4RRqDLHt5W347/FTv6Gefkf2w32bm4zvZxCXeOBde4OhIB9VfsSKihWtm+hd9MpFvL7hdUYPHd06K+PJ9TBi0IjufDvSxpw5c7j66qtbHz/99NPt/uKN93oJHqDdATR5PBGpL1Z05HOE5l+406dPJxAI4HQ6WbBgQdh+8UZy7O4YP1Zr6WvaCy8H3cfdGNPPGJNmrf112y/gSeDeSBUrfVNcQhwZP8jg5LUnc+y8Y4lPieeTmZ+wbOQySn5XQtOepi89xxHn4MQRJ35u999fe37NA2c+wFHDjuLPa//M9+Z/jwv+fEHr8f9s+Q9b92ztlvckzebNm3fQx20dKLgcrL0v6cjnCOD1egkEAgSDQQKBAF6vN2y1RHLs7hg/VmuRZofa5+UR4J/A/C+0TwXOAn4ciaKkbzNxhrSL00i9KJVd/96F/24/m27ZRPFdxWT/JJusG7JIGJrQ7vPHp49nfPp4bplyC8FQkFVbV1HXWAdAQ1MDX3/56+xr2sfRqUe3zsxMy51G2oC07nqLfc6MGTN45513Pve4PQ4OHFQc4S8r5nTkcwTweDw4nc7WGQNPGGeuIjl2d4wfq7VIs4OeNmqZrpnQzrG11tpjI1ZZJ+i0Ue+1e9lu/Pl+dry5g7gBcWRek4nrZheJmYkdGicYCrKyYiXeIi8FRQUs9i9mT2APv532W+48/U5qGmr412f/4ozcMxg+YHiE3k3fpDUv4aE1L9HRk2rpSzq15sUYs95ae0xHj0WLwkvvt2fNnuYN7/60DRNvyPhhBu5ZbpKOTOrUeE2hJlaUr2DEoBG4k938/ZO/c/6fzgfg2LRjW2dlzjryLAYlDgrnW5GD0NVGIgKdDy8LgVutte9/of1k4EFr7elhr7QLFF76jr2b91JyfwkVz1VgGy3DvzMc9+1uBo4f2KVxG4ONrKhYgbfIi7fIyxL/Euoa6/jomo84Lv04CssL8e/2c0bOGQzrPyxM70ZERA6ks+FlEvAq8DywoqV5IvB94LvW2uXhL7XzFF76noaKBkofKqX8yXKCe4IMO28Y7jvcJOclh2X8xmAjheWFnJJ9CnEmjh///cc8teIpoHltjSen+UqmC4++UDeZFBEJs05fKm2MGQ5cB4xraVoLPGat3XaI5z0LnAdss9aOO8DxW4FLWx7GA8cAadbancaYIqCW5nV7TQcq/EAUXvquxl2NlD1WRunDpTTtaCL5jGRy7shhyJlDwhoqAsEAH5R9QEFRAQuLF/Ke/z3SB6az5cYtALy4+kWSE5M5Ped0hiQNCdvrioj0RV3a56WTL3g6sAd48UDh5Qt9zwd+aq39SsvjImCitXZ7R15T4UWCdUHKnymn5IESAmUBBk4YSM7sHFIvSsXEhX9mJBAM4N/tZ9TQUQCMfHgkW6q3YDCckHECnlwPF4y5gDNyzwj7a4uI9Had2uelzZOnGmPeMcZ8YozZbIzZYozZfLDnWGsXATsPs75LgD8dZl+RdjkGOHDd5GLy5smM+cMYgjVB1n5zLe+PfZ+K5yoIBcJ7hwunw9kaXADWX7eeRT9cxK89v2ZI0hCeLHyS+eubdxpoCjUx691Z/G3j39i9b3dY6xAR6UsOd4fdDcBPaV730roFg7V2xyGelwv8/WAzL8aY/kApMMpau7OlbQuwC7DA09baOQd5/kxgJoDb7Z5QXFx8yPcjfYcNWqrmVeHP97Nn1R4SXYm4fuZixJUjcPSP/M4hDU0N1DXWMTRpKOur1nPi0yfSEGwgzsRxYsaJTMudxhUnXcHRqUdHvBYRkVjT1dsDLLfWntKJF83l0OHlO8D/WGvPb9OWZa0ta1lv8y5wQ8tMzkHptJG0x1rLzn/uxJ/vZ/fi3SSkJZB9YzaZ12WSkNL+hnfhtq9pH8tLl1NQVIC3yIuv1Mc/Lv0HXzniK7xf9j6vrXsNT66HU92nMjhxcLfVJSLSE3X2aqOTWr79Ns3bLczn8zdmXHmIF83l0OHlr8BfrLUvt3P8V8Aea+0DB3stUHiRw1O9pBp/vp+db+/EMf6eLCwAACAASURBVMhB5rWZuH7qwpnu7PZa9jbuJT4ungRHAnNWzOH6t6+nMdSIwziYkDkBT46Hn5/+c+0xIyJ9UmfDS8FBxrT7F9ge5Pm5HCS8GGOSgS2Ay1pb19I2AIiz1ta2fP8u8Btr7T8P9lqg8CIdU7uqFn++n6q/VBGXGEfGjzJw3eoiKbdzG96FQ31jPb4SHwuLF1JQVMCG7RuouKWC+Lh4Hl72MFv3bMWT62GqeyoDnV3b00ZEpKfr6mmjkdbazYdq+8LxPwEeIBWoBH4JJABYa59q6fND4Gxr7Xfbjgv8teVhPPCytfauQxaJwot0Tv2n9ZTcV8LWF7ZiQ5b076Xjvt3NgLEDol0ajcFGEhzNp7Uuf+NyXvroJZpCTTiMg5OzTmbGMTP42ZSfRblKEZHI6Gp4WWmtPekLbe3e9yhaFF6kK/aV7qP0d6WUP11OqD5E6oWpuGe7GTyp56w9qQvUsbRkaeu9mUYPG80LF76AtZYZr87gmNRj8OR6mOKawgBn9MOXiEhXdPa00dHAscB9wK1tDg2m+bYBujGj9DqB7QHKHi2j7JEymqqbSJmeQs4dOaRMS+lxu+haazHGUNNQw1l/PIvC8kKCNkhCXAKTsiYxa+osvjHmG9EuU0SkU9oLL/GHeN4YmnfJTQHOb9NeC1wVvvJEeg5nqpMjfn0Erp+5KH+qnNLflbJ6+moGTRqEe7ab1G9EZsO7ztgfpgYnDmbZlcuobajlvZL3Wu/N1NDUvL5+TeUarnv7Ojy5zbczyMvOIykhemt7RES64nBPG+VZa33dUE+XaOZFIiG4L0jlC5X47/Wzb8s++o/tj3u2m+HfHU5c/GHt8xh1S/xLuPlfN7OiYgUhG8LpcDI5ezJ/OP8PjB42OtrliYgcUGdPGz1K80ZxB2St/Ul4ygsPhReJpFBTiKpXmze8q/u4jn65/XDNcpFxeQaOfpHf8C4cahpqWOJfgrfIy8Lihbx72bsMThzM/e/dz1ufvoUn18O03Gmckn0K/eL7RbtcEenjOhteftDy7VRgLPBKy+NvAeustdeEu9CuUHiR7mBDlh1/34E/30/NshoS0hNw3ewi85pM4gcf6kxszzRnxRzmrJjDh1s/JGRDJDoS+coRX+Gt772FMaZ1bY2ISHfq6tVGy4BTrbVNLY8TgMXW2slhr7QLFF6kO1lrqV5Yjf9uP7ve3UV8SjxZ12eR9ZMsnGndv+FdOFTvq2Zx8WIKigpoaGrg8a8/DsDpz51OfFw803Kn4cn1MClrEonxiVGuVkR6u66Gl41AXpt7Dw0Blllrx4S90i5QeJFoqSmswZ/vZ/tftxPXL44RM0fgusVFP1fsn3qx1nLru7eyYMsCVm9djcWSFJ/ErKmz+JXnV8Dn96MREQmXzl5ttN89wIctO+4a4HTgV+ErTyS2DZ44mHHzxlG3vg7/vX7KHy+n/Ily0v8nHfdtbvqP6R/tEjvNGMMDZzXfnWPn3p0sLl6Mt8jLManHAFBeW87oR0cz1TW19WqmiZkTcTpic/ZJRHq+w5p5ATDGZAD7b8643Fq7NWJVdZJmXqSn2Fe8j5IHS6h4poJQQ4i0b6bhnu1m0Im97x5FJbtLeGDpA3iLvXxU+REA/RP6M//b8/naqK997v5NIiId0elN6qy1G9rcoPFzDnVjxu6m8CI9TWBbgNLfl1L2eBnBmiBDzx6K+w43KaelRLu0iNhev51FxYvwFnm5dcqtuJJdPF34NLe8cwunuk9tnZmZMGKCwoyIHFJnw8sz1tqr2rlB4yFvzNjdFF6kp2ra3UTZE2WUPlRKY1Ujg6cOJmd2DkPPHdrrr+JZXrqcP370R7xFXtZWrQWaN9Uru7mMgc6BbKvbxtCkocTHxeaVWiISOZ0NL0OstbsiWlkYKbxITxesD1LxbAUl95fQ4G9gwPEDcN/uZvi3hmMcvTvEAGyr24a3yMvG7Rv5xRm/AODcueeyxL+E03JOw5PTPDNz4ogTFWZEpNPhZRuwHXgPWAq8Z639JGJVdpHCi8SKUGOIbS9vw3+Pn/oN9fQ7sh/u29xkfD+DuMTY2LU3XN7Y8Ab/2vQvvEVe1m9fD8CZI8/kncveAWDD9g2MHjoaR1xsbAQoIuHT6UuljTFHAVPafKUBy2gOMvdFoNZOU3iRWGNDlu2vb8ef76e2sBZnphPXLS5GzBxB/MC+N/Owdc9WFhYtJCkhiW+M+Qb1jfWk3JNCUkISp+ecjifHw7QjpnF8+vEKMyJ9QJf2eWkzyJHAucCNQJa1tkfd2U3hRWKVtZZd/96FP99PdUE18UPjyf5JNlk3ZJEwtO8ubN3buJfXN7yOt8hLQVEBn+78FIAHznyAW6bcQm1DLZ/t/IzjM44nzvStGSuRvqCzp432z7bkAS5gM82zLsuAldbaQGTK7RyFF+kNdi/bjT/fz443d+AY6CDzmkyyb84mcYR2tC2rKWNh8UJOyTqFI4ceyfz185nx6gyG9BvC6Tmnt+4AfFz6cQozIr1AZ8NLCFgJPAT81VpbH7kSu07hRXqTPR/vwX+Pn21/3oZxGDJ+mIF7lpukI3vUhGdUVdVV8c6mdygoKsBb5GXTrk0ArL9uPUenHs26qnU0hZoYN3ycwoxIDOpseMngv2tdJtG8I+9KwAf4rLWbI1Nu5yi8SG+0d/NeSu4voeK5CmyjZfh3huO+3c3A8QOjXVqPU7K7hCX+JXx33HcxxvDD13/IC6tfYFjSMM7IPaP1aqbj0o+LdqkichjCtealP/Aj4CbgCGttj1oxp/AivVlDRQOlD5VS/mQ5wT1Bhp03DPcdbpLzkg/8hLlz4c47we8HtxvuugsuvbR7i46ykt0l/GfLf/AWe/EWeSmqLmLMsDFsuH4DAG9/+jY5yTmMTRvb6/fbEYlFnZ15SaZ5vcv+2ZcTgU9pnnl5z1r7WmTK7RyFF+kLGnc2UvZYGaUPl9K0s4nkM5LJmZ3DkLOG/PcX8Ny5MHMm1Lc509u/P8yZE7YA4/P58Hq9eDwe8vLywjJmpBVVF1FeW44pNfyn4D/cx33UNNaQ1j+tdfffs448i1FDR0W7VBGh8+GlipZTRDTv9fKBtXZvxKrsIoUX6Uua9jRR8UwFJQ+WECgLMPCkgbhnu0m7KA1z5BFQXPzlJ+XkQFFRl1/b5/Mxffp0AoEATqeTBQsWxEyAaVt7fGo8tzx2CyWOErxFXkpqSrh1yq3cd+Z9NDQ18OyHz+LJ9XB06tGamRGJgk7dVdpamxa5kkSkK+IHxuP6qYusa7OofKkS/z1+1n1rHUljknAXjyWdMuJo+vyT/P6wvLbX6yUQCBAMBgkEAni93pgJL21rZzsM/HQgL85+EWstW6q3tO7su7JiJde+fS0A6QPSW2dmLjr6ItIHpkfzLYj0eQcNL8aYvwHtTs1Ya78R9opEpEPiEuMYccUIMn6YQdW8Kvz5fjYyiyJ+gItXGcFbOGho7ux2h+U1PR4PTqezdebF4/GEZdzu0F7txhhGDhnZ2m9y9mQ+u+EzvEVevMVeCrYU8MraVxg3fBzpA9NZWbGSwvJCPLkeRg8drZkZkW50qNNGZxzsydbahWGvqAt02kikecO7nbfNw//gVnaHxpFANdm8RmbSOyQ881CfXvOyX2dqt9by2c7PyEnJwelw8suCX/KbRb8BIHNQZvPMTI6HH5zwA5wOZyTLF+kzwnK1UU+n8CLSxty5VN/yPP7K6exkMo6kEFk35pJ9UzbOdP1y7SprLZ/u/LR1919vkZdAMEDVrVXEmTie+/A5gjbItNxpjBwyUjMzIp3QpfBijBkN5ANjgX772621I9t9UhQovIgcWO2Htfjv8VP1lyriEuPIuCID189cJOVqw7twsdZSsaeCzEGZAJz67Km8V/IeANmDs/HkerhgzAV8c+w3o1mmSExpL7wc7paTzwFPAk3ANOBF4KXwlScikTToxEEc+8qxTNowieGXDqdiTgXLRy1n/ffXU7euLtrl9QrGmNbgArD48sWsv249T5z7BFNcU3hn0zv8/ZO/A81B57q3ruO5D59jy64t0SpZJGYd7szLCmvtBGPMGmvtcW3bIl5hB2jmReTw7CvdR+mDpZTPKSdUHyL1wlTcd7gZfPLgaJfWa1lr2RPYw6DEQWzds5XxT46nqr4KgJzkHDy5Hq6ZeA2TsydHuVKRnqOrMy8Nxpg44FNjzPXGmIsA7U0uEqP6Zfdj1EOjmFw8mZxf5FDtrWblpJWs+uoqdv1nF71pLVxPYYxhUOIgADIGZlD5s0o+/vHHPHrOo0zInMDfP/k75bXlAKzeuprL37icF1e/iH93eC5vF+lNDnfm5WRgPZAC/D9gMHCftXZ5ZMvrGM28iHROU20T5U+XU/pgKYGtAQZNGkTOHTkMO38YJk4LTbtDyIYI2RDxcfG8vuF1rnzzSnbs3QHAyCEj8eR4uHv63dpjRvqUri7Y/Za19i+Haos2hReRrgnuC1L5QiX+e/3s27KP/sf2x327m+HfHU5cvO7K3J1CNsTabWtbr2TylfrY9JNN9E/oz6PLH2V15erWjfOyB2dHu1yRiOhqeFlprT3pUG3RpvAiEh6hphBVrzZveFf3cR39cvvhutVFxuUZOJJ61P1Y+wxrbevl1ncuuJMnCp+gel81AKOGjuL8o87nd1/7XTRLFAm7zt7b6BzgXODbwCttDg0GxlprJ4W70K5QeBEJLxuy7HhrB/67/dQsqyEhPQHXzS4yr8kkfvBBN+iWCAuGgnxU+VHrDsADEgbw8oyXAbjolYsY3n9468zMiEEjolytSOd0NrwcD5wA/Ab43zaHaoECa+2ucBfaFQovIpFhraV6YTX+u/3sencX8SnxZF2fRdaNWThTteFdT9IUamLGqzNYWLSQ3Q27ARgzbAy3TrmVK066IsrViXRMZ2/MuBpYbYx5uaWv21q7MUI1ikgPZYxhiGcIQzxDqCmswZ/vp/iuYkp+V8KIq0bg+pmLftn9Dj2QRFx8XDxvfPcNgqEgq7aual0zk+BIAKCouohz5p6DJ8fTOjOjRcASaw53zcv5wAOA01p7hDHmBOA3Pe3GjJp5Eek+devr8N/rZ9vcbWAg/bJ03Le56X9U/2iXJgfx8baPmfXuLJb4l1AbqAXgmNRjePGiF5mYOfFza2tEoq2r+7z8CpgEVANYa1cBRxziBZ81xmwzxnzcznGPMWa3MWZVy9f/tjl2tjFmozHmM2PM7YdZo0j0zZ0LubkQF9f859y50a4oYgYcM4Bjnj+GUz47hcyrM9n28jbeP/p91n57LbUf1ka7PGnHuOHjePvSt9l5206WX7mce796LzkpOa27Az/2/mOMe2Ic1799Pa+te42quqooVyzyZYcbXhqttbu/0HaoKZvngbMP0WextfaElq/fABhjHMDjwDk030vpEmPM2MOsUyR65s6FmTOhuBisbf5z5syoBpjbbruN0aNHc9tttx1Wf5/PR35+Pj6f77D7flj+IaMfHc3kosm4b3ez8187WXHSCj465yOqF1V3esO7jtTSmf59XXxcPJOyJjFr6iz+cek/WsNL9uBssgdn8/yq5/nWX77F8AeGc8JTJ9AYbARo/VMkqqy1h/wC/g/4HvARMBp4FHjqMJ6XC3zczjEP8PcDtOcB/2rzeDYw+3DqnDBhghWJmpwca5tjy+e/cnKiUs6sWbMszf/IsICdNWvWQfsvXbrUJiUlWYfDYZOSkuzSpUs71bexutEW3V1kl6QtsQUU2BVTVtjtf99uQ6HQYdfekVo6018OLdAUsEv9S+3di+621711XWv7mS+eaY974jh7w9s32Pnr5tvtddujWKX0dkChPcDv+8OdebkBOBZoAF4GdgM3dTE3AeQZY1YbY/5hjDm2pS0LKGnTp7Sl7YCMMTONMYXGmMKqKk1vShT529nGvb32CJs/f/5BH3+R1+slEAgQDAYJBAJ4vd5O9Y1Pjidndg6Tiycz6tFRNJQ2sOa8NRSeWMi2V7Zhg4eeielILZ3pL4eW4Eggz5XH7NNm89i5j7W2nz3qbDIGZvB/H/4fF796Man3p3LVm1e1Hq9t0ClDibyDXm1kjOkHXAOMAtYAedbapjC99kogx1q7xxhzLvA6zbM6HWKtnQPMgeYFu2GqTaTj3O7mU0UHao+Ciy++mPvuu+9zjw/G4/HgdDoJBAI4nU48Hk+X+jqSHGRfn926HsZ/j591311H0qgkXLe5yLgsg7jEA//7qSO1dKa/dN7NeTdzc97NBIIBPij7AG+Rl9yUXABqGmpIvS+VY4cfiyfHw7QjpnGa+zSGJA2JbtHS6xxqn5dXgEZgMc1rUIqstYc942KMyaX51NC4w+hbBEykOcD8ylr7tZb22QDW2vxDjaGrjSSq9q95qa//b1v//jBnDlx6aVRKuu2225g/fz4XX3wx99577yH7+3w+vF4vHo+HvLy8sPWF5g3vtr+xHf/dfmoLa3FmOnHd4mLEzBHED/zyv6M6On5H+0v47dy7k8fffxxvsZelJUvZ17QPg+HFi17kf8b/D/WN9QSCAVL6pUS7VIkRnd2kbo219riW7+OB920HbglwsPBijMkAKq211hgzCXgNyAEcwCfAdKAM+AD4nrV27aFeT+FFom7uXLjzzuZTRW433HVX1IJLT2WtZdeCXfjv9lNdUE380Hiyf5JN1g1ZJAxNiHZ5EiYNTQ0sL1tOwZYCLjnuEo4adhR//vjPXDr/Uk7MOLF1j5nT3KeR3C852uVKD9XZ8PK5+xd15H5Gxpg/0bwoNxWoBH4JJABYa58yxlwP/BhoAvYCN1trl7Y891zg9zQHmWettXcdzmsqvIjElt3LduO/28+Ov+3AMdDBiKtH4LrZRWJmYrRLkwjYsH0Dr3z8CgVFBSwrXUZDsIE4E0fJT0vIHJRJye4SkvslMzhxcLRLlR6is+ElCNTtfwgkAfUt31trbY/6G6bwIhKb9qzZ07zh3Z+2YeINGT/MwD3LTdKRSdEuTSJkb+Nelpct5/2y95k1dRYAl8y7hFfXvsqEERM+NzMzKHFQlKuVaOnSXaVjhcKLSGzbu3kvJfeXUPFcBbbRMvw7w3Hf7mbg+IHRLk26wXv+9/jXpn9RUFTA8tLlNIYaOT79eFZdswqAFeUrOGrYUQozfYjCi4jEjIaKBkofKqX8yXKCe4IMO28Y7tlukqdobURfUd9Yj6/Ex96mvZx31Hk0hZoYeu9Q6hvrOTnr5Narmaa4pjDQqXDbWym8iEjMadzVSNljZZQ+XErTjiaSz0gm544chpw5RPff6WOaQk0UbClgYfFCCooKeL/sfZpCTdxx6h3cNf0u9jbuZYl/CVNcUxjgHBDtciVMFF5EJGYF64KUzymn5MESAmUBBk4YSM7sHFIvSsXEKcT0RXWBOt4reY/clFyOGnYUCzYv4Kt//GrrbQ/2z8xMdU0lKUFrp2KVwouIxLxQQ4jKlyrx3+Nn72d7SRqThPt2N+mXphOXcLgbhktvVBeoY4l/CQVFBXiLvBSWFxK0QZZfuZxJWZNYV7WOitoKprimKMzEEIUXEek1bNBS9VoVxfnF1K2uI9GViOtWFyOuGIGjvyPa5UkPUNtQyxL/Es488kzi4+K58R838sj7j+B0ODkl6xSm5U7Dk+vhjNwziDMKvj2VwouI9DrWWnb+cyf+u/3sXrKbhLQEsm/MJvO6TBJStOGd/FdNQw1L/EvwFnkpKCpgZcVK0vqnUXFLBcYYXt/wOin9UpicPZl+8f2iXa60UHgRkV6tenE1/nw/O/+xE8cgB5nXZuL6qQtnujPapUkPtHvfbjbt2sRJI5r3XT3ykSPZvGsziY5E8lx5eHI8nDv6XE7OOjnKlfZtCi8i0ifUfliL/x4/VX+pIi4xjowfZeC61UVSrtY5SPuq91WzuHgx3iIv3mIvH1Z8yFUnXcXT5z9NyIa47737mOqayqSsSSTGawfo7qLwIhLrdN+kDqn/pB7/fX4qX6zEhizp30vHfbubAWP7zmW0cysruXPzZvwNDbgTE7lr5EguTU+PdlkxYdfeXdQ31pM1OItPdnzC0Y8djcWSFJ/EFNcUPLkeLhl3CUcOPTLapfZqCi/Sq/X6Owp30x2rI/k5RutntK90H6UPllI+p5xQfYjUC1Nxz3YzeFKPurtJ2M2trGTmxo3Uh0Ktbf3j4pgzZowCTCfs3LuTRcWLWFjUvM/M6srV/O2Sv3HeUeexpnINb258E0+uh5OzTsbp0KnKcFF4kV7L5/Mxffp0AoEATqeTBQsW9L4Ak5sLxcVfbs/JgaKisLxEJD/HnvAzCmwPUPZoGWWPlNFU3UTK9BRy7sghZVpKr9zwLtfno7ih4UvtOYmJFPW2/z6iYEf9DgY4B9Avvh9PfvAk1759LQD9E/oz1TWVabnTuH7S9bqVQRe1F150fZjEPK/XSyAQIBgMEggE8Hq90S4p/Pz+jrV3QiQ/x57wM3KmOjni10cw2T+ZkfeNpH5tPaunr2bl5JVsf2M7NtR7/iEH4D9AcDlYu3TMsP7DWq9K+vHJP6bq1irmfXsePzrhR1TsqeD/Lfp/rTMwz374LPmL81lWuozGYGM0y+414qNdgEhXeTwenE5n67/qPR5PtEsKP7f7wDMvbnfYXiKSn2NP+hnFD4rHfaubrBuy2Pr8VkruK+HjCz+m/7H9cd/uZvh3hxMXH/v/rnMnJh5w5sWdqMWmkZDaP5WLj7mYi4+5GGi+NHv/wt53N7/Lnz/+MwADEgZwqvtUvjHmG1x78rVRqzfW6bSR9Apa8xIevXHNy6GEmkJUvVKF/x4/dR/X0e+IfrhudZFxeQaOfrG74Z3WvPQs2+q2sah4EQVbCvAWezlq2FH89Tt/BeCqN69i9LDReHI9nDTiJOLjNK+wn9a8iMQ6XW0UUTZk2fHWDvx3+6lZVkNCegKun7rI/HEm8YNj85eJrjbquRqDjSQ4EqgL1HHyMyezfvt6AAYnDuY092lcd/J1nDP6nChXGX0KLyIih8FaS/XC5g3vdr2zi/iUeLKuzyLrJ1k403QViUTG1j1bW69k8hZ5uW3qbVx+4uV8tvMzbvrnTa23Mzgh4wQccbE7I9hRCi8iIh1UU1iDP9/P9r9uJ65fHCNmjsB1i4t+Lm0fL5FlrcUYw+LixVz5tyv5ZMcnAKT0S+H0nNN58KwHGTV0VJSrjDyFFxGRTqpbX4f/Xj/b5m4DA+mXpeO+zU3/o/pHuzTpI8pqyvAWeVlYvBBvkZf3fvQeaQPSeKrwKf752T/x5Hrw5HoYnz6+V91oUuFFRKSL9hXvo+SBEir+UEGoIUTaN9Nwz3Yz6ETt5SHR8ejyR3l4+cNs2rUJgCH9hvDVkV/llW++0iv2L1J4EREJk8C2AKW/L6Xs8TKCNUGGnj0U9x1uUk5LiXZp0keV7C5pnZWpa6zjTzP+BMCFf76QOBPXumbm2OHHxtTMjMKLiEiYNe1uouzJMkp/V0pjVSODpw4m544chp4ztFf8q1dim7WWa9+6ln9u+idF1UVA8340P538U+447Y7WPj3572p74SU2r/8TEekB4pPjybk9h+yfZFPxbAUl95ew5utrGHD8gOYN7741HOPoub8YpHczxvDkeU8CUFRdxMKihXiLvQwfMBxovsXB2CfGcnrO6XhymtfMjE0b26PDzH6aeRERCZNQY4htL2/Df4+f+g31JI1KwjXLRcb3M4hLjJ2peukb/Lv9/KLgFxRsKaCkpgSAtP5pvHTxS5x15Fk0hZpwGEdUw4xOG4mIdBMbsmx/fTvFdxezZ8UenJlOXLe4GDFzBPEDNeEtPYu1li3VW1r3mfnF6b9g9LDRvLDqBW77922tVzJ5cj2MGTamW8OMwouISDez1rLr37vw5/upLqgmfmg82T/JJuuGLBKGJkS7PJGDWlS8iDkr5lBQVEB5bTkAGQMz2HDdBpL7JVPbUMtA58CIhhmFFxGRKNq9bDf+fD873txB3IA4Mq/JxHWzi8RM3ShRejZrLZt2baJgSwHrqtbx0NkPATDj1RksL13Opzd8SlJCUkReu73wopOwIuE0dy7k5kJcXPOfc+eqFgEgeXIyx71xHBM/mkjqhamUPlTKsiOWsfHqjezdtDfa5Ym0yxjDqKGjuGrCVa3BBWDGMTP43nHfi1hwOWhNmnmRvqajdzeeM2cO8+bNY8aMGcycObP9jp2883NH6jnsvt1Qi3TN3k178d/vZ+tzW/n/7d17eFX1ne/x9zebbBIuBoFwEUjC/X5NyGWqnVjqeGmrHfHUqu2x1o5yWttx2jpKrfapjtDSGTmtnrFQp4fOaNUzMj06apU+SkZ72DuBcAkgEAgkBOQSQe6QDcnv/JGFpmluQHbWvnxez7Me9l7rl7U/v+fHQ76stfbv5845Bt06iKz5WfSZ2sfvaCIxo60rLzjnEmbLzc11Iu1ZtWqVS09Pd4FAwKWnp7tVq1a1237JkiUO+HhbsmRJ242zs52DP9+ys7skzwVlj3IW6Tpn9p5xO76/w73b5123kpWu4vMV7siqI37HEokJwBrXyu973TaSpFJSUkIkEqGhoYFIJEJJSUm77ZcvX97u+z+xe/eF7b/APBeUPcpZpOv0vKIno382msKaQnIey+Fo6Cjr/mId64rXcXjFYVwCXR0X6SoqXiSpFBcXEwwGCQQCBINBiouL220/d+7cdt//iaysC9t/gXkuKHuUs0jXS+2fSs4jORTVFDF68WhO7zhNxbUVlM8up255Ha5RRYzIeXrmRZKOnnnRMy/xoLG+kQPPHWD3T3Zzesdp0senk/VgFoPvGExKUP/vlOSgr0qLdIfnn4eHH266PZOVBU880W6xkDRZ5KK5Bkfd8jpqFtRwcsNJeo7oyYgHRjD07qEEegX8jicSVSpeRETimHOOw28eZveC3Rz941FSM1MZ/rfDueJbV5DaTxPeSWLqz96JsgAAGDdJREFU9nlezOzXZnbQzDa1cfwOM6sws41mtsrMpjc7Vu3tX29mqkZEJOmZGQOuH8DM92Yy470Z9J3dl10/3EU4K0zVQ1VEDkT8jijSbaJ543QZcF07x3cBf+mcmwo8Dixtcfxq59yM1iouEZFk1u/Kfkx7fRq563Lpf0N/ahfVEs4JU3lfJaerNeGdJL6oFS/OuXeBw+0cX+Wc+8h7GwaGRyuLiEgi6jujL5NfnEz+1nwG3TGIfUv3UTqmlC13buHk+yf9jicSNbHyyPrdwO+bvXfACjMrN7N2vt4hIiK9xvViwrMTKNhZwPBvD6fu5TpWT17Npps3cWz1Mb/jiXQ534sXM7uapuLlwWa7r3TOzQKuB75lZp9u5+fvMbM1Zramrq4uymlFRGJX2vA0xiweQ2FNIdmPZHNk5RHW5q9lwzUb+OidjzThnSQMX4sXM5sGPAvc5Jw7dH6/c26v9+dB4HdAflvncM4tdc7lOefyMjMzox1ZRCTmBQcGGfnYSAp3FzJq0ShObjrJhjkbWFu0lg9f+VAT3knc8614MbMs4D+ArzrnKpvt721mfc+/Bv4KaPUbSyIi0rYefXuQ9UAWBbsKGPvMWM4ePMumL25i9bTV7H9uP43nGv2OKHJRovlV6ReAEDDezPaY2d1mNs/M5nlNHgUGAP/c4ivRg4E/mtkGoAx43Tn3ZrRyiogkukBagGHzhpFfmc/E5ycCsPWrWykbW8beZ/bScKbB54QiF0aT1ImIJBnX6Dj02iFqFtRwvPQ4qYNTGfHdEVwx7wp6XNbD73giH+v2SepERCQ2WYox8MaBzArNYvo70+kzrQ87H9xJODvMrkd2EflQE95JbFPxIiKSpMyMy6++nOkrpjOrbBb9PtOPmn+oIZwdZvv92zlTe8bviCKtUvEiCSEUCrFw4UJCoVCXto12llg6tyS3y2ZfxpTlU5j9/mwyb8lk79N7KR1dyta7t3Kq8lTHJxDpRnrmReJeKBRizpw5RCIRgsEgb7/9NkVFRZfcNtpZYuncIi2dqTlD7T/Wsu/ZfTTWN5J5SyZZ87PoO7Ov39EkieiZF0lYJSUlRCIRGhoaiEQilJSUdEnbaGeJpXOLtJSWncbYp8ZSWF1I1kNZHH7rMOWzyqm4voIj7x7RhHfiKxUvEveKi4sJBoMEAgGCwSDFxcVd0jbaWWLp3CJtCQ4OMmrBKAprChm5YCTHy4+z/i/Xs+6qdRx6/ZCKGPGFbhtJQgiFQpSUlFBcXNzhrZQLaRvtLLF0bpHOaDjVwL5f76P2Z7XU766n97TeZM3PYtB/G4QFzO94kmDaum2k4kVERC5Y49lGDv72ILt/sptTW0+RPiadEQ+OYMhXh5DSUxf1pWvomRcREekyKakpDLlzCLM3z2by8skEMgJU/k0l4VFhahfXcu7EOb8jSgJT8SIiIhfNUozMmzPJXZ3LtBXT6DWuF1XfrSKcHab6sWrOHj7rd0RJQCpeRETkkpkZ/a/pz4yVM5i5aiYZn8qg+kfVhLPDVD1QRf2+er8jSgJR8SIiIl0qoyiDqa9OJa8ijwE3DqD2yVrCOWG23buN01Wn/Y4nCUDFi4iIREWfqX2Y9PwkCioLGHLXEPYv20/puFLev/19TlSc8DuexDEVLyIiElXpo9MZ/8vxFFYXMuJ7Izj0n4dYM30NG7+wkaOho37Hkzik4kVERLpFz6E9Gb1oNIU1heQ8lsPR0FHW/cU61hWv4/BbhzXhnXSaihcREelWqf1TyXkkh6KaIkYvHs3pHaepuK6C8rxy6pbX4RpVxEj7VLyIiIgvAr0DjLh/BIVVhYx/djwNxxvYfMtmyiaVsW/ZPhrPNvodUWKUihcREfFVSs8Uht49lPwt+Ux6aRIpaSlsu2sbpaNL2fPUHhpONfgdUWKMihcREYkJFjAGfWkQeevymPr6VNKy09jxnR2Ec8LULKjh7BFNeCdNVLyIiEhMMTMG3DCAme/NZMa7M+ib15ddD+9qmvDuoSoiByJ+RxSfqXjpQCgUYuHChYRCIb+jSDs0TiKJqd9V/Zj2xjRy1+bS/7r+1C5qmvCu8r5KTldrwrtkpVWl2xEKhZgzZw6RSIRgMMjbb79NUVFRl51fuobGSSR5nKo8xe5FuznwrwdwjY7Btw8m66Esek/q7Xc0iQKtKn0RSkpKiEQiNDQ0EIlEKCkp8TuStELjJJI8eo3rxYRnJ1Cws4Dh3x5O3fI6Vk9ezaa/3sSx1cf8jifdRMVLO4qLiwkGgwQCAYLBIMXFxX5HklZonESST9rwNMYsHkNhTSHZj2RzpOQIa/PXsv6z6/nonY804V2C022jDoRCIUpKSiguLtatiBimcRJJbueOn+ODX37Anif3ENkfoW9+X7J/kM2ALwzAUszveHKR2rptpOJFREQSRsOZBvYv20/tolrO7DpDr8m9yJ6fTeatmaT00M2GeKNnXkREJOEF0gIMmzeM/Mp8Jj43EYAtX9lC2bgy9j6zl4YzmvAuEah4ERGRhJPSI4XBdwxmdsVsprwyhdRBqWz/5nZKR5aye9Fuzh0753dEuQQqXkREJGFZijHwxoHMCs1i+jvT6T21Nzsf3Ek4O8yuR3YRqdOEd/FIxYuIiCQ8M+Pyqy9n+orpzFo9i36f6UfNEzWEs8Nsv387Z2rP+B1RLoCKFxERSSqX5V3GlOVTmL15NplfyuSD//UBpaNL2fr1rZzadsrveNIJKl5ERCQp9Z7Ym4nLJlKwo4Ar7r2Cgy8cpGxiGZu/tJnj6477HU/aoeJFRESSWlp2GmOfGkthdSFZD2Vx+K3DlM8qp+L6Co68d8TveNIKFS8iIiJAcHCQUQtGUbS7iJFPjOR4+XHWf3o9a69cy6E3DmnW3hii4kVERKSZHhk9yP5BNoXVhYx5agz1tfVs/NxG1sxcw4EXD+AaVMT4TcWLiIhIKwK9Agy/bzgFOwqYsGwCrt6x5bYtlE0o44NffUBjfaPfEZNWVIsXM/u1mR00s01tHDcz+4WZ7TCzCjOb1ezYnWa23dvujGZOERGRtqSkpjDkziHM3jybycsnE8gIUHlPJeFRYWqfrOXcCU14192ifeVlGXBdO8evB8Z62z3AMwBm1h/4EVAA5AM/MrPLo5o0TixdupRrr72WpUuXdvm5Q6EQCxcuJBQKxdW5o50llrKLiH8sxci8OZPc1blMWzGNXuN6UfW9KsLZYap/XM3Zw2f9jpg8nHNR3YAcYFMbx5YAtzV7vw0YCtwGLGmrXVtbbm6uS2RLlixxwMfbkiVLuuzcq1atcunp6S4QCLj09HS3atWquDh3tLPEUnYRiT1HQkdcxY0VbiUr3X/1/i+3/Xvb3Zm9Z/yOlTCANa6V3/d+P/MyDKht9n6Pt6+t/X/GzO4xszVmtqauri5qQWPB8uXL231/KUpKSohEIjQ0NBCJRCgpKYmLc0c7SyxlF5HYk1GYwdRXppJXkcfALw5kz+I9hEeG2XbvNk5XnfY7XsLyu3i5ZM65pc65POdcXmZmpt9xomru3Lntvr8UxcXFBINBAoEAwWCQ4uLiuDh3tLPEUnYRiV19pvZh0nOTKNhewNCvD2X/sv2Ujivl/dvf58TGE37HSzjmovy9dTPLAV5zzk1p5dgSoMQ594L3fhtQfH5zzt3bWru25OXluTVr1nRl/JizdOlSli9fzty5c7nnnnu69NyhUIiSkhKKi4spKiqKm3NHO0ssZReR+FC/r549i/fwwTMf0HCigQFfGEDW/CwyijL8jhZXzKzcOZf3Z/t9Ll4+B9wH3EDTw7m/cM7lew/slgPnv320Fsh1zh1u77OSoXgREZH4cfbwWfY+vZc9P9/DucPn6Ffcj6z5WVx+zeWYmd/xYl5bxUu0vyr9AhACxpvZHjO728zmmdk8r8kbwE5gB/Ar4JsAXpHyOLDa2x7rqHARERGJNan9U8l5NIfCmkJGPzmaU9tPUXFtBeWzy6lbXodr1IR3FyPqV166k668iIhILGusb2T/v+2n9qe1nN5xmvTx6WQ9lMXgOwaTkhr3j6F2OV+uvIiIiMgnUnqmcMU3riB/az6TXpxESloK2+7aRunoUvY8tYeGUw1+R4wLKl5ERES6mQWMQbcOIm9dHlPfmEpadho7vrODcE6YmgU1nD2iCe/ao+JFRETEJ2bGgOsHMPO9mcx4dwZ98/qy6+FdhLPD7Jy/k8iBiN8RY5KKFxERkRjQ76p+THtjGrlrc+l/XX92/3Q34ZwwlfdVcqbmjN/xYoqKFxERkRjSd2ZfJr80mfyt+Qy6YxD7lu6jdEwpW+7cwsn3T/odLyaoeBEREYlBvcb1YsKzEyjYWcCw+4ZR93IdqyevZtPNmzi2+pjf8Xyl4kVERCSGpQ1PY8ziMRTWFJL9SDZHVh5hbf5a1n92PR+98xGJNOVJZ6l4ERERiQPBgUFGPjaSwppCRi0axclNJ9kwZwNri9by4SsfJtWEdypeRERE4kiPy3qQ9UAWhdWFjH1mLGcPnmXTFzexetpq9j+3n8ZzjX5HjDoVLyIiInEokBZg2Lxh5FfmM/G5iZgZW7+6lbKxZex9Zi8NZxJ3wjsVLyIiInEspUcKg+8YTN6GPKa8MoXUwals/+Z2wjlhdi/azblj5/yO2OVUvIiIiCQASzEG3jiQWaFZTH9nOn2m9WHngzsJZ4fZ9eguIh8mzoR3Kl5EREQSiJlx+dWXM33FdGaVzaLf1f2oebyGcHaY7fdv50xt/E94p+JFREQkQV02+zKm/McUZm+eTeYtmex9ei+lo0vZevdWTlWe8jveRVPxIiIikuB6T+rNxN9MpGBHAUPvGcrB3x6kbEIZm7+0mePrjvsd74KpeBEREUkS6TnpjHt6HIXVhWQ9lMXhtw5TPquciusrOPLeEb/jdZqKFxERkSQTHBxk1IJRFO0uYuSCkRwvP876T69n7ZVrOfT6oZiftVfFi4iISJLqkdGD7PnZFFYXMuapMdTX1rPx8xtZM3MNB148gGuIzSJGxYuIiEiSC/QKMPy+4RTsKGDCsgm4eseW27ZQNqGMD371AY31sTVrr4oXERERASAlNYUhdw5h9ubZTF4+mUBGgMp7KgmPClO7uJZzJ2JjwjsVLyIiIvInLMXIvDmT3NW5TFsxjV7jelH13SrC2WGqH6vm7OGzvuZT8SIiIiKtMjP6X9OfGStnMHPVTDI+lUH1j6oJZ4epeqCK+n31vuRS8SIiIiIdyijKYOqrU8mryGPAjQOofbKWcE6Yqr+v6vYsKl5ERESk0/pM7cOk5ydRsL2AoV8fSkqv7i8lenT7J4qIiEjcSx+Vzrhnxvny2bryIiIiInFFxYuIiIjEFRUvIiIiEldUvIiIiEhcUfEiIiIicUXFi4iIiMQVFS8iIiISV1S8iIiISFxR8SIiIiJxRcWLiIiIxBUVLyIiIhJXVLyIiIhIXFHxIiIiInHFnHN+Z+gyZlYH1ETh1AOBD6Nw3liULH1Nln6C+pqIkqWfkDx9TZZ+woX1Nds5l9lyZ0IVL9FiZmucc3l+5+gOydLXZOknqK+JKFn6CcnT12TpJ3RNX3XbSEREROKKihcRERGJKypeOmep3wG6UbL0NVn6CeprIkqWfkLy9DVZ+gld0Fc98yIiIiJxRVdeREREJK6oePGYWZqZlZnZBjPbbGY/bqVNTzN7ycx2mFmpmeV0f9JL18m+fs3M6sxsvbd9w4+sXcHMAma2zsxea+VYQowpdNjPRBrPajPb6PVjTSvHzcx+4Y1phZnN8iNnV+hEX4vN7GizcX3Uj5yXysz6mdnLZrbVzLaYWVGL44k0ph31NVHGdHyzPqw3s2Nmdn+LNhc9rj26PnLcqgc+45w7YWapwB/N7PfOuXCzNncDHznnxpjZl4GfArf6EfYSdaavAC855+7zIV9X+1tgC3BZK8cSZUyh/X5C4ownwNXOubbmibgeGOttBcAz3p/xqr2+ArznnPt8t6WJjp8DbzrnbjGzINCrxfFEGtOO+goJMKbOuW3ADGj6jxWwF/hdi2YXPa668uJxTU54b1O9reUDQTcBv/FevwzMMTPrpohdppN9TQhmNhz4HPBsG00SYkw70c9kchPwr97f8zDQz8yG+h1KWmdmGcCngX8BcM5FnHNHWjRLiDHtZF8T0RygyjnXchLZix5XFS/NeJfd1wMHgT8450pbNBkG1AI4584BR4EB3Zuya3SirwBzvUt5L5vZiG6O2FX+J/D3QGMbxxNlTDvqJyTGeEJTob3CzMrN7J5Wjn88pp493r541FFfAYq8W8C/N7PJ3Rmui4wE6oD/7d32fNbMerdokyhj2pm+QvyPaUtfBl5oZf9Fj6uKl2accw3OuRnAcCDfzKb4nSlaOtHX/wRynHPTgD/wydWJuGFmnwcOOufK/c4STZ3sZ9yPZzNXOudm0XTJ+Vtm9mm/A0VRR31dS9P06dOBp4D/290Bu0APYBbwjHNuJnASeMjfSFHTmb4mwph+zLs1diPw7115XhUvrfAu460ErmtxaC8wAsDMegAZwKHuTde12uqrc+6Qc67ee/sskNvd2brAp4AbzawaeBH4jJk916JNIoxph/1MkPEEwDm31/vzIE330PNbNPl4TD3DvX1xp6O+OueOnb8F7Jx7A0g1s4HdHvTS7AH2NLv6+zJNv+CbS5Qx7bCvCTKmzV0PrHXOHWjl2EWPq4oXj5llmlk/73U6cA2wtUWzV4E7vde3AO+4OJwopzN9bXHf8UaaHgSNK865+c654c65HJouW77jnPtKi2ZxP6ad6WcijCeAmfU2s77nXwN/BWxq0exV4L9732QoBI465/Z1c9RL1pm+mtmQ889omVk+Tf+mx1Xx7ZzbD9Sa2Xhv1xzg/RbNEmJMO9PXRBjTFm6j9VtGcAnjqm8bfWIo8BvvqegU4P84514zs8eANc65V2l6yOrfzGwHcJimXxTxqDN9/Y6Z3Qico6mvX/MtbRdL0DH9Mwk6noOB33n/tvcAfuuce9PM5gE4534JvAHcAOwATgF3+ZT1UnWmr7cA/8PMzgGngS/HW/Ht+TbwvHeLYSdwV4KOKXTc10QZ0/NF9zXAvc32dcm4aoZdERERiSu6bSQiIiJxRcWLiIiIxBUVLyIiIhJXVLyIiIhIXFHxIiIiInFFxYuItMvMGqxpVdhNZvbvZtbaQnLn284wsxs6cc5i81a/tqYVr5/uyswtPivHzG5v9r7NzzOzPma2xMyqvCn5S8wsXhcAFElYKl5EpCOnnXMznHNTgAgwr522M2iatyGW5AC3d9TI8yxN8+CMdc7l0jTvRDzPbiqSkFS8iMiFeA8Y483++mszK/MWmLvJm3TrMeBW70rNrWaWb2Yhr82qZjOLdsjMvuKdf713NSTg7T9hZk94C9eFzWywt3+0936jmf2DmZ1fOf0nwFXeef7O23eFmb1pZtvNbNH5nwcKgB865xoBnHO7nHOve1dvtprZMjOrNLPnzeyzZvb/vHO0XKJARKJIxYuIdIo1rf10PbAReJimZQjygauBnwGpwKPAS96VmpdoWnbiKm8RukeBBZ38rInArcCnvAVEG4A7vMO9gbC3cN27wN94+38O/Nw5N5WmNWTOewh4z8u02Ns3wzv/VJqKrRHAZGC9c66hjVhjgH8CJnjb7cCVwPeBH3SmXyLSNbQ8gIh0JN3M1nuv36NpSYVVNC0G+X1vfxqQ1crPZtC0FMVYwNFU4HTGHJoWj1ztTY+fDhz0jkWA17zX5TRNPw5QBHzRe/1b4B/bOf/bzrmjAGb2PpDdiUy7nHMbvZ/Z7J3DmdlGmm5NiUg3UfEiIh057V39+Ji3cNxc59y2FvtbPtz6OLDSOffXZpYDlHTyMw34jXNufivHzjZb66WBi/t3rL7Z6/Pn2AxMN7NAG1dfmv9MY7P3jReZQUQukm4bicjFeAv4drPVb2d6+48DfZu1y+CTJe6/dgHnfxu4xcwGeefvb2YdXR0JA3O9180X2GyZqVXOuSpgDfDjZv3KMbPPXUBuEekGKl5E5GI8TtMtoArvFsrj3v6VwKTzD+wCi4CFZraO9q9OfM3M9pzfgGPAD4EVZlYB/IGm1dDbcz/wXa/9GOCot78CaPAe8P27Nn+6yTdoWs15h5ltApbxye0qEYkRWlVaRBKCN//Mae85lC8DtznnbvI7l4h0Pd2nFZFEkQs87d3yOQJ83ec8IhIluvIiIiIicUXPvIiIiEhcUfEiIiIicUXFi4iIiMQVFS8iIiISV1S8iIiISFxR8SIiIiJx5f8DjxzMcWn8cEIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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1ozAjo8/nPh49qUc6p/fwEG33yDG17W6j/ul6aufXsnvJbmybJWNcRqyHZfjU4RiHAotIV9STIj0xmN5D9aRI3LTtiQSWwPwADUsasEFLxokZsR4WBRaR3tPZPTKYKKRIQrTvbafu6chZQg2VhwJLwawCRt48kuHnK7CIiEjXFFIk4dr3tlP3TIfA0mpxjXXFrsMyvFyBRUREPk4hRfpU+7526p+tp/aJWhoWRwPLCS7csyI9LDkX5iiwiIgIoJAiSXQwsATmB6h/oT4SWMYcEVicCiwiIoOVQoqkhPb97dQ/F226fb6BcEsY12hXpIdl9khyLlJgEREZbBRSJOW0N7bT8FwDtfNraXiuQ2C5sQD3bDcjPjFCgUVEZBBQSJGUdlhgeb6B8IEw6aPScd8Y2RIaMU2BRURkoFJIkX6jvbGdhucbIj0sz9VHAsvIQ4ElZ1oOjjTdzUFEZKBQSJF+KdQUov75+kOBpTlMujudghujPSwXK7CIiPR3CinS74WaQtS/EA0sz0YDS0H6oR4WzwgFFhGRfkghRQaUUHOIhsWRLaG6Z+oIN0UDyw0FuG9yM+KSETjSFVhERPqDrkKK7oIs/Y4zyxnpUbnRTejAocBS+5dadv52J2n5aRRcH9kSGnGpAouISH+VsJBijBkH/BEYBVhgnrX250eMMcDPgSuBZuAz1to3ElWTDDzOTCfuG9y4b4gGlspIYAn8LcCu3+0iLS8aWG5WYBER6W8SuZLSDnzLWvuGMWYYsM4Y86K19t0OY64ATo7+mQr8JvpfkR5zZjpxX+/Gfb2bUEuI3ZW7qZ1fS2B+gF2/30VabiSwuG92kzs9V4ElBfT0dvSpNl4Gt1T6+5JKtcSVtbZP/gB/By4/4tjDwL90eLwBGNPVPJMnT7YiPdF+oN0G/h6w7/7ru3bF8BV2OcvtK7mv2Pduf8/WPV9nQ62hZJc4KK1atcpmZmZap9NpMzMz7apVq/rVeBncUunvSyrVcjyAtfYoP/P75FdJY0wRcC7w2hFPjQW2d3i8I3rsyM+fY4xZa4xZGwgEElWmDFDOIU4Kri3g1D+dyoW1F3LG02eQf3U+gYUB1l+5nlWjVvH+7e9T/3w94WA42eUOGj6fj2AwSCgUIhgM4vP5+tV4GdxS6e9LKtUSbwlvnDXGZAMLgTuttfuOZw5r7TxgHkTO7oljeTLIODIcFFxTQME1BYRbwzS8GO1heTLArkd34cxxUnBd5LTmvMvzcGRoSyhRPB4PLpeLYDCIy+XC4/H0q/EyuKXS35dUqiXeEnoKsjEmHXgWqLTW/k8nzz8M+Ky1f4k+3gB4rLU7jzanTkGWRAi3htn9UqSHpe6pOkJ7Q5HAcm00sMxQYEmEVOsxGbD7+pIQqfT3JZVq6amkXCcleubOY0CDtfbOo4y5CvgKkbN7pgK/sNae19W8CimSaOFgJLAE5geoe6qO9j3tOIcfCiy5M3JxDnEmu0wRkQEhWSHlIuAVYD1wcKP/B0AhgLX2oWiQ+RUwk8gpyLdba7tMIAop0pfCwTC7l3YILLvbcQ5zkn9tPiNnjyTXq8AiItIbuuKsSByEg2F2L4sGlic7BJZr8iNbQjPzFFhERHpIIUUkzsJtYfYs2xPpYXmyjvaGdpzZRwSWTAUWEZFjUUjppgNtB8hMz0zI3DJwhdvC7Fm+J3aWUHt9NLBcHQ0sVyiwiIgcjUJKN7SH2xn101GcnHcy3hIv3lIv5409jzSHbm8k3RduC7PHtye2JdRW14ZjqIP8qyM9LHlX5OHMUmARETlIIaUbGoON/HTVT6msrmTNh2sI2zAjhozgl1f8kn8961+x1hLp8xXpnnB7mL0v741sCS2qoy0QDSxXRVZY8q/MV2ARkUFPIaWHGg40sHTTUiqrK/ncuZ+jfFw5yzYv4yvPfyW2ynLx+Iu1NSTdFm4Ps3fF3siW0KIAbbVtOLKOCCxDFVhEZPBRSImDV7a+wj2v3MPLW16mNdTKkLQhTBs/jceuf4zR2aP7vB7pv2zIsmfFnkOBpaYNR2Y0sNzkJu+qPNKytc0oIoODQkocNbc1s2LrCiqrKvHv8LPysytJc6Tx36/8N9UN1XhLvVxWfBl5mXlJq1H6Dxuy7HklGlgWHgoseVfmRXpYFFhEZIBTSOkD317ybR554xH2tu7FYRycN/Y8bjn9Fu48v9OL7Yp8jA1Z9r66NxZYgjuDOIY4yLsiL7IldHU+acMUWERkYFFI6SPt4XbWfLiGyqpKKqsrOTn/ZP50w58A+PJzX2bSmEl4S72cOPzEJFcqqc6GLHtXRQPLgg6BZWY0sFyjwCIiA4NCSpKEbRiHcVDfXM9ZD53FR/s/AuA092nMLJnJZ875DGeOOjPJVUqqs+FoYHkiusLyURCTYcibGdkSyr8mn7ThCiwi0j8ppKQAay3vBN6JrbKs2LqCR69/lE+e8Uk27d7E39//O95SL6cWnKpTneWoYoHl4ArLwcDijaywFFxboMAiIv1Kr0OKMcYJXAUUAbF/Aa21/xOnGrutv4aUIzW3NeMwDoakDeGRNx7hC898AYBxw8fFTnO+esLVDEkbkuRKJVXZsGWffx+182sjgeXDIMZ1RGDJUWARkdQWj5DyPNDC4Xc0xlr7/8WryO4aKCHlSFv2bGFJ9RIqqyt5adNLNAWbqP9uPTlDcli5bSXpjnTKTijD6dC1NOTjbNiyb/W+2ApL647WSGCZEe1huTaf9BHpyS6z1/x+Pz6fD4/HQ3l5edzHS+rT93TgiUdIedtae1bcKzsOAzWkdNQWauPdwLucPfpsADyPenh568vkZeZxWfFlkZWWEi9jh49NcqWSimzYsu+1DoFleysm3ZA7IzfSw3Jd/wwsfr+f6dOnEwwGcblcLF26tMsfUj0dL6lP39OBqauQ4ujmHC8YY2bEsSbpQrozPRZQABbcvIC/zPoL1068lhVbV/C5pz/HbU/dFnv+tR2v0dLekoxSJQUZhyGnPIfS/ynl/C3nM2n1JMZ+bSxN65t4/zPvs2rkKt6+6m12PrqTtt1tyS6323w+H8FgkFAoRDAYxOfzxXW8pD59Twef7m5YrwaeNMY4gDbAANZaOzxhlUlMQVYBnzzjk3zyjE9irWV97fpYKGk40MAFv7+ADGcGFxddjLfEy8zSmUzMn6gGXME4DMOnDmf41OGU/KSE/a/vJzA/QO38Whqeb+CD9A/IvSw30sNyfQHpuam7wuLxeHC5XLHfoj0eT1zHS+rT93Tw6e52z2bgOmC9TfLpQINhu6cnWttbeWnTS1RWR84a+qD+AwAevvph5kyeQ3NbM22hNnKG5CS5Ukkl1lr2r40ElsD8AC1bWjBp5vDAkpd6gUU9KaLv6cATj56UFYDHWhs+5uAEU0jp2pY9W6isqmRm6UzGjxjPn9/+M5956jOcf+L5zCydibfEy+QTJuMw3d3pk4HOWsv+dR0Cy+ZIYBkxfQQjZ4+MBJb81AssIjIwxCOkPAoUAy8ArQeP6xTk1Pdu4F0eX/84i6sWs27nOgDyM/P54KsfkJeZR1uojXSnfgBJhLWWxjcaI6c1zw/QsqkFnJA7/dAKi6vAlewyRWQAiUdI+WFnx3UKcv8SaArw4qYX+cfOf/CTGT8B4JYFt/Be4L1YL8tFhReRkZaR5EolFVhrafxHY6yHpaU6GlguiQaWGwpwuRVYRKR3jjukGGOGAMOstYEjjo8E9llr+/yUEoWU+Pr1679mwbsLWLltJW3hNrLSs/j8uZ/n51f8PNmlSQqx1tL4ZmNsS+hA1QFwwghPdEvoRgUWETk+vQkp84DF1tpFRxy/AZhhrf1/ca20GxRSEqMx2Ihvi4/KqkpOyj2Jb5Z/k2AoSNm8Mi4YdwHeEi/Ti6czPEMndA121loa3+oQWDYeAEcksLhnu3Hf6MY1UoFFRLqnNyFlnbV28lGee8dae3qcauw2hZS+s6txF3c8ewfLNi+jMdiI0zi5YNwF/Ncl/8XFRRcnuzxJAdZamt5uivWwHPggGlgu7hBYRimwiMjRdRVSjnWdlKwuntPpIQPc6OzR/P2TfycYCuLf7o+d5nzw0vwvb3mZh9c9HLvX0Ojs0UmuWPqaMYbss7PJPjubk/7rJJrWN8V6WDZ+aSMbv7KREdMigaXgxgIyRqvfSUS671grKS8D37HWrjni+BTgQWvttATX9zFaSUkdFW9X8M0l36S2qRaAs0edzczSmfz7tH8n25Wd5Ookmay1NP2zKbYl1Px+MxjImZYT6WGZpcAiIhG92e45D3gCeBRYFz1cBnwa+KS19rX4lnpsCimpJWzDvLXrLSqrK1lctZgN9RvY8Y0dOB1O5q2bRzAUxFvipTSvVFfAHcSa3jm0JdT8bjSwfCInsiU0y03GGAUWkcGqV6cgR8/k+TJwRvTQO8CvrLW1ca2ymxRSUlswFMTljPQgzPjTDF7c9CIAxbnFeEu83HDKDVxecnkyS5Qka3r30JZQ8zvRwHJRh8ByggKLyGDS6+ukpBKFlP6luqE6tsqybPMyZp02i8eufwxrLT9/7edMGz+Nc0afoyvgDlJN7x3aEmr6Z1MksFzYIbCMVWARGejicTG3C4EfAkVEmm0P3mCwOI51dotCSv8VDAXZ27IX91A3m3ZvouQXJQC4s9zMKJmBt8TLlSdfSX5WfpIrlWRoer9DYFnfBMDwC4fjvsmN+yY3Q04ckuQKRSQR4hFS3ge+QaQvJXTwuLW2Pl5FdpdCysCxq3EXL1a/yOLqxSypXkJdcx0LZi9g1mmz2L53O9W7q7lg3AWx7SMZPJo3NMd6WJrejgaW8uGRFZab3AwZp8AiMlDEI6S8Zq2d2sMX/T1wNVBrrT2jk+dzgD8DhURWZ35qrf3DseZVSBmYwjbMP3b+gwn5ExiWMYz7V97P95Z+j2xXNpeedGnkNOcSLyV5JckuVfpY8wfNsR6WpreigeX8DoGlUIFFpD/rzdk9k6If3gw4gUUcfoPBN7r43GlAI/DHo4SUHwA51tq7jDFuYAMw2lob7OqLUUgZHPa17mP55uUsrlpMZXUlm/dsJt2Rzu67djPUNZSN9RsZnT2aYRnDkl2qdFCxaBF3h8Nsy8ujsKGBex0Obr3xxk7HfumDD5j30UeEiPzjMueEE/j1hAldzt/8QTOBBZEtocY3GwEYNnUYI2ePjASW8QosIv1Nb0LK8i7mtdbaS4/xwkXAs0cJKd8HxhE5c6gIeBGYYK0NdzWnQsrgY62lqqGKt2veZtZpswC44HcXsPajtVxYeGFsleXs0WerATeJKhYtYk5WFs1DDgWFrJYW5jU3fyyofOmDD/jNRx99bI7/142gclDzxg6B5R/RwHLeMNyz3YycPbLfB5Z58+axcOFCZs2axZw5c7oc6/f78fl8eDweysvL415LIudPdO39tZbBJB7bPcXW2k3HOtbJ5xVx9JAyDHgaOAUYBtxirX3uWLUopAiAb4uPFza+QGV1JW/VvAXALaffwl9v+isAuw/sJjczN5klDjpFCxawtaDgY8fH19Wx5aabDjuW5vMdam7rwAm0ezw9fu3mqg6B5Y3DA4v7JjeZRZk9njOZ5s2bxx133BF7/PDDDx81qPj9fqZPn04wGMTlcrF06dK4/oBN5PyJrr2/1jLYdBVSuvtr54JOjs0//pIA8AJvAicA5wC/MsZ0evc6Y8wcY8xaY8zaQCDQ2RAZZDxFHu6//H7e/OKbfPTNj3j0ukf5zDmfAaC2qZaCnxQwed5kfrD0B7y85WXaQm3JLXgQ2JaX1+3jnQWUro4fS1ZpFuO/N56ydWVMrZpK8X3FEIZN39nEaye9xrrz1rHtJ9s4sPnAcb5C31q4cGGXjzvy+XwEg0FCoRDBYBCfzxfXWhI5f6Jr76+1yCFdhhRjzCnGmFlAjjHmxg5/PgP0di31dmCRjagCNhNZVfkYa+08a22ZtbbM7Xb38mVloBkzbAy3nXMbM0tnAuAwDn7s+TFD04fywKsP4HnMQ94DeTy/8Xkg0qQr8VfY0NDt486jzHG04z2RWZJJ4V2FTH59MlOrp1J8fzFY2PTdTbxW/Bpry9ay7f5tHNiUuoFl1qxZXT7uyOPx4HK5cDqduFwuPMexEtWVRM6f6KXeEdkAACAASURBVNr7ay1yyLF6Uq4DrgeuJbI1c9B+4K/W2lVdTt71ds9vgBpr7Y+MMaOAN4CzrbV1Xc2p7R7pib0te1m2eRmV1ZV876LvUTSiiD/84w/MXTk3dmNET5FH9xqKg77uSempA5sPxLaE9r++H4DsSdmxHpbMktTaElJPSt9LpVoGk3j0pJRba/09fNG/AB6gAKghcjG4dABr7UPGmBOI3BNoDJGLw91nrf3zseZVSJHeWly1mF+u+SXLNy/nQPsB0h3pfGL8J3juU88xJK1/N1smW6LP7omXlq0tBBYEqH2ilv1rooHl3Ehgcc92k1Xa1Q3gRSSeenN2zy+Bow6w1n6t9+X1jEKKxEtreysrt62ksrqSTbs3seDmSOvVF5/9IgfaD+At8XJ58eW4h2qLcSCLBZb5tex/LRpYzukQWE5WYBFJpN6ElNuiH14InAb8Lfp4NvCutfaL8Sy0OxRSJNHueOYOFr63kPoD9RgMk8ZM4guTvsAdZXcc+5OlX2vZ1hLbEtq3eh8AQ88eGrkOy2w3WRMUWETiLR7bPauBi6y17dHH6cAr1trz41ppNyikSF8IhUOs27mOyqpKKqsrufSkS/nxJT+mpb2FTz/5aaafNB1vqZeiEUXJLlUSpGV7C4GF0cCyKhpYzhoa62HJmqjAIhIP8QgpG4Bya21D9HEusNpaOzGulXaDQookg7UWYwzv173PjD/NYPu+7QBMyJ+At8TLl6d8mYkFff6/g/SRTgPLmUNjW0JDTxma5ApF+q94hJTbgR8By4k0uU4DfmStfSyOdXaLQookm7WWDfUbYqssvi0+lt22jPNPPJ/VO1bzytZX8JZ6OXPkmRhjkl2uxFnrh62xwLL31b1gIev0rNiW0NDTFFhEeqLXISU6yWjg4E0GX7PW7opTfT2ikCKppqW9hXRHOk6Hk3tW3MN/LP8PAMZkj2FGyQy8JV5mnz6bNEdakiuVeGv9qENgWRkNLKdlxbaEhp6uwCJyLL1pnD3FWvt+hxsNHqarGwwmikKKpLoP933IkuolVFZXsqR6CenOdHZ+aycO4+DpDU+Tn5nP1BOnKrQMMK0ftRJYFA0sr0QDy6lZh7aETh+qlTWRTvQmpPzWWvuFo9xo8Jg3GEwEhRTpT0LhEFv3bqU4txiA0l+UUr27mpyMHKYXT8db4mVm6UwKcwqTXKnEU+vOVuoW1VE7v5a9K6KB5ZQOgeUMBRaRg3oTUnKttbsTVtlxUEiR/mz3gd0s3bw01s+yfd92Pnfu53jk2kew1vLiphe5qPAistJ15shA0borElgC8wPseXkPWMicmBnpYblZgUWkNyGlFqgDXgVWAa9aaz9ISJXdpJAiA4W1lvfq3iPNkcaE/Am8XfM2Zz90NhnODD4x/hPMLJmJt9TL6e7T9UNsgAjWBGNbQnte3gNhyJyQeaiH5SwFFhl8etU4a4yZAFzQ4Y8bWE0ksDwQ51qPSSFFBqqW9hZWbF1BZVUli6sX827gXQCe/ZdnuWrCVdQ312OMIS+z87sNS/8SrAkSeDIaWHzRwHJyZmxLKPvsbAUWGRTicnZPdKIS4Erg68BYa22f35FLIUUGi+17t7Okegk3n34zwzKGcc+Ke/ih74dMOWFK7OaI5409Tw24A0CwNkjdk5Eelj3Lo4GlNBpYblZgkYGtN9s9B1dPyoFxwCYiqyirgTestcH4l9s1hRQZrNbXrGfhewuprK5kzYdrCNswY7LHsO0b20hzpNHc1qxelgEgGAhS91Skh2X3st0QigaWm6KB5RwFFhlYehNSwsAbwM+AJ621zYkpsfsUUkSg4UADSzctZfu+7Xyz/JsATPntFJqCTcwsnYm3xMu08dPITO/zxU6Jo2BdZIUlsCDA7qWRwDKkZAjumyI9LNmTFFik/+tNSBnNoV6U84A0IqHFD/ittZviX27XFFJEPs5ay89f+znPb3yeFVtX0BpqZUjaEO668C5+5PlRbIx+oPVfwboOKywHA0txJLC4Z7sZNnmYvr/SL8WzJyUL+CxwJ3CStdYZnxK7TyFFpGvNbc28vOVlKqsrKT+xnFvOuIWP9n/E+Y+cH7sC7mXFl5GbmZvsUuU4tdW3Uff3aGB5aTe23TLkpA6BpUyBRfqP3qyk5BDpRzm4mnIusJHISsqr1toF8S+3awopIj23sX4j31/6fV7a9BJ7W/fiMA7OG3se/3fl/zFpTKcXlJZ+oq2hQ2B5MRpYijoElikKLJLaehNSAkS3dohcK+V1a+2BhFTZTQopIsevPdzOmg/XxE5zXjB7AeNyxvH4+sd56v2nmFk6kxklMzhx+InJLlWOQ9vuIwJLmyWjMCMWWIZPHa7AIiknbts9qUAhRST+fv36r7lnxT3sbNwJwOnu0/GWePnJjJ/gMI4kVyfHo213G/VP11P7RO3hgWVWh8DiUGCR5OvNSsozwFEHWGuv7X15PaOQIpIY1lr+WftPKqsjl+xvDDbi/5wfgB/5fsSIISPwlng5peAU/Tbez7Tt6RBYlkQDy4kZsdOaFVgkmXoTUi7uamJr7cu9rK3HFFJE+kbYhnEYB9Zapvx2Cut2rgNg3PBxeEu8fOrMT3HJSZckuUrpqYOBJTA/QMOSBmwwElgKZhUwcvZIhpcrsEjf0naPiPTa1j1bqayuZHHVYpZuXsrXp36dH1/yY5rbmnlw1YN4S71MHjMZp6PPT/qT49S+t526ZyI9LA2LI4HFNdaFe5abkTcrsEjf6HVIMcacDMwFTgOGHDxurS2OV5HdpZAiknxtoTZa2lsYljGMldtWMu0P07BY8jLzuLz4crwlXq475TrdZ6gfad/XTv0z9dTOr40EltZDgcU9203OBTkKLJIQ8QgpK4EfErny7DXA7YDDWvuf8Sy0OxRSRFJPXXMdL1a/GOtn2dW4i7VfWMvkEyazvmY9NU01XFR4EUPShhx7Mkm69n3t1D8b2RKqf6E+ElhO6BBYLlRgkfiJR0hZZ62dbIxZb609s+OxONd6TAopIqnNWsv62vWcMfIMHMbBl577Er9Z+xsy0zLxFHliN0ecmD9RDbj9QPv+Q4Gl4YUGwi1hXGNcFNwY6WHJuSgH49T3UY5fPELKKuAiYAGwDPgQuM9aOzGehXaHQopI/9IUbMK3xRdbZfmg/gPGDhvL9m9sxxjDGzvfoCS3hJwhOckuVY6hvbFDYHk+GlhGRwKLe7abEZ8YocAiPRaPkDIFeA8YAfwXMBx4wFr7WjwL7Q6FFJH+bfPuzWzZs4VLTroEay0n/uxEahprOP/E82M3R5x8wmRdnyXFtTe20/BcQ6SH5fkGwgfCpI9Kx31jZEtoxDQFFumeeISU2dba+cc61hcUUkQGjrAN8+q2V1lctZjK6srYac53Tr2Tn838GWEbpqaxhjHDxiS5UulKqClE/XPRHpbn6iOBZeShwJIzLQdHmkKndC4eIeUNa+2kYx3rCwopIgNXoCnAi5teZEL+BMpOKGPdR+so+20ZZ406K9LLUuLlosKLyEjLSHapchShphD1L0QDy7P1hJvDpLvTKbghuiXkGaHAIofpzcXcrgCuBG4G/tbhqeHAadba8+JZaHcopIgMHh/t/4g/vfUnKqsrWbltJW3hNrLSs/Dd5mPK2Cm0hdpIc6SpATdFhZpDNLzQQO0TtYcCS0E0sNyswCIRvQkpZwPnAD8GOp5uvB9Ybq3dHc9Cu0MhRWRwagw2Rhpwqyq577L7GOoayo98P+Kxtx7DW+JlZulMLj3pUoZnDE92qdKJg4ElsCBA3TN1hJs6BJbZbkZcosAyWMVjuycdSAMKrbUb4lxfjyikiMhBT773JI++9SjLNi+jMdhImiONy4sv57lPPafVlRQWOhANLPMPBZa0/DTcN7gPBZZ0BZbBoquQ0t2/BTOBN4HF0QnPMcY8fYwX/b0xptYY888uxniMMW8aY94xxvT5fYBEBoSKCigqAocj8t+Kiv4xdxzccOoN/P2Tf6f+u/X4bvPxnQu+c+gGiBUVeOdkcusswx+nF7Drsf9LdrkS5cx04r7RzWl/OY0LAxdy+qLTyZuRR+1fa3nb+zarRq/i/c+9T0NlA+G2cLLLlSTq9sXcgEsBn7X23Oix2IXdjvI504BG4I/W2jM6eX4EsAqYaa3dZowZaa2tPVYtWkkR6aCiAubMgebmQ8eysmDePLj11tSdO9EqKgjd8QVun3GAyhKozY4cPsc1nm9fdS+3npXi9Q9SoQMhGiojW0L1T9cT2h8iLS+NgusjW0K503O1wjIAxWO7Z7W19nxjzD86hJS3rbVnHePzioBnjxJSvgScYK399258DTEKKSIdFBXB1q0fPz5+PGzZkrpzJ1qH2sMG3hwNlSVQeXoGt93xG24/93a2793Ol57/EjNLZuIt9VKaV5rcmuUwoZYQu5fsjmwJPV1HaF+ItNwjAotLgWUgiEdI+R2wFPgeMAv4GpBurf3iMT6viKOHlP8F0oHTgWHAz621fzzKPHOAOQCFhYWTt3b2D6fIYORwQGf/DxsD4V4ukydy7kTrRu2rtq/i3578Nzbt3gRAcW4x3hIv37voexTmFPZltXIM4dYwDUuiPSx/jwaWEWnkX5fPyJtHknuZAkt/Fo+QkgXcDcyIHqoE7rHWthzj84o4ekj5FVAGTAcyAT9wlbX2g67m1EqKSAdaSelcD2qvaqiisipyyf7lW5bzwVc+YMywMTy94WneqX0Hb6mXc0afoyvgpohwa5iGFzsElr0dAsvskeRersDS33QVUtKO8YlDgC8CpcB6oNxa2x6nunYA9dbaJqDJGLMCOBvoMqSISAf33tt538i996b23InWg9pL80opPa+UL5/3ZdpCbaQ70wFYumkpv1jzC36w7AeMHDqSy4sv58qTr+RTZ36qr74K6YQjw0HB1QUUXF1AuDXM7pd2Uzu/lrqn6qh5rAZnjpOC6yJbQnmX5+HIUGDpz451nZS/AW3AK8AVwBZr7Z3dnrzrlZRTgV8BXsAFrAE+aa096tlAoJUUkY+pqIC774Zt26CwMPKDOF6NrYmcO9HiUPuuxl0sqV5CZXUlS6qXcNKIk1jzhTUA/O6N31GSV8IF4y7A5XQl4iuQHggHI4ElMD9A3VN1tO9pxzncScG10R6WGbk4hziTXaZ0ojcXc4udwWOMSQPWdPdS+MaYvwAeoACoAX5IpAcFa+1D0THfAW4HwsAj1tr/Pda8CikikgxhGybQFGBU9ijaQm3kP5DP/uB+sl3ZXFJ0CTNLZ3LVyVcxfsT4ZJc66IWDYXYv7RBYdrfjHOYk/9rolpBXgSWV9CakHHZ/nmTdr6cjhRQRSQX7WvexbPOyWD/L5j2b+bHnx/zHxf9BY7CR5ZuXc8lJl5Dtyk52qYNauO2IwNIQDSzX5Ee2hLx5ODMVWJKpNyElBDQdfEikwbU5+rG11vb59acVUkQk1VhrqWqoItuVHWu6ve6v15HuSOfCwgtjl+0/a9RZasBNonBbmD3L91D7RC11T0YDS3aHwDJTgSUZen12TypRSBGRVNfa3srKbSuprI6ssrxd8zYAb33xLc4adRbb9m4jMy0T91B3kisdvA4GlsD8AIEnA7TXRwPL1dHAcoUCS19RSBERSaKd+3eybPMyPnXmpzDG8PmnP8/v/vE7Jo2ZFFtlKT+xPHZmkfStcFuYPb5IYKl7so62ujYcQx2RwHKTm/wr83FmKbAkikKKiEgKeWvXWzzzwTNUVlfi3+4nZEOcMfIM1v+/9QA0HGggLzMvyVUOTuH2aGBZEKBuUR1tgTYcWQ7yr4qssORfmY9zqAJLPCmkiIikqL0te1m2eRnNbc3cetathG2YMQ+OIScjB2+JF2+pl0uKLmGoa2iySx10wu1h9q7YG9kSWhSgrTYaWK7Mx32zAku8KKSIiPQTre2tPLzu4cgVcDcv50D7AVxOFz+5/Cd8berXOPhvtjEmyZUOLjZk2bMi2sOyMBpYMjussFylwHK8FFJERPqhlvaWSANuVSXXTLyGaeOnsXrHam742w3MKJnBzJKZXF5yOQVZBckudVCxIcueVzoElppIYMm7Mo+Rs0eSd1UeadldXtBdOlBIEREZIN7c9Sb3rbyPFze9SMOBBgyGySdM5m83/Y3i3OJklzfo2JBl78q9kUvzL6wjuCuIY0gksLhnu8m/Ol+B5RgUUkQkpq2tmddeO5GpU3eQnp6V7HLkOIXCIdbtXEdlVeTGiM/f+jxD0oZw38r7WPPhmlg/S9GIomSXOmjYkGXvq3tjKyzBndHAckVe5Cyha/JJG6bAciSFFBGJeestL7t3LyE3dyZnn/1CssuROLtv5X38+vVfs33fdgAm5E9g9mmzuefSe5Jc2eBiw0cElo+CmAxD3szIllD+NfmkDVdgAYUUEenA50sDQoATjydeNzWXVGKt5f2692MXk8vLzKPixgoAvvD0F5hYMBFviZczRp6hBtw+YMOWvauigWVBh8DijWwJFVxbMKgDS1chRddnFjkeFRVQVAQOR+S/FRXJrqhb2traiAQUgFD0cRcS+XX2cO6KmhqK/H4cPh9Ffj8VNTXxq2WAMcZwqvtU7jz/Tl649QX+fMOfAWgKNrH6w9V858XvcNZDZ3Hiz07k9r/fzqrtq5Jc8cBmHIYRF43g5J+fTPn2cs5deS4nfPEE9q/bz/v/9j6vul9l/bXr2fWnXbTv1S8OHWklRaSnKipgzhxobj50LCsL5s2DW29NSkl33XUXixYt4sYbb+T++++PHd+y5V62bPn3bs9TVHQPRUV3Rx4k8uvs4dwVNTXM2bCB5nD40HCHg3kTJ3LrqFG9q2UQ2rFvB0uql7C4ajEvbXqJB2c8yO3n3s62vdt45I1H8JZ4mXriVNIcg/e3+75gw5Z9q/fFVlhad7RiXIa8GdGm22vzSR8x8K9CrO0ekXgqKoKtWz9+fPx42LKlr6vhrrvu4oEHHog9/u53vxsLKk1NG3j99VO6PdeUKe8zdOjEyINEfp09nLvI72dra+vHh2dksKW8vHe1DHKhcIj2cDsZaRkseHcBtyy4hbANk5ORw/Ti6cwsmcktZ9zC8Iw+v5/soGLDln2vdQgs21sx6YbcGbmRHpbrBm5gUUgRiSeHAzr7/8YY6PCbfl85+eSTqaqqij0uLS1l48aNh4159dUTaWv78KhzpKeP5cILdxx+MJFfZw/ndvh8dPYvlQHCHk/vapHD7D6wm6Wbl7K4ajGV1ZV8uO9Dar5dg3uomxVbV9Dc1szF4y8mMz0z2aUOWDZs2bemQ2DZFg0sl+dGeliuKyA9d+AEFvWkiMRTYWHPjifYjTfe2OVjgAsv3MHQoZM6/fyhQyd9PKBAYr/OHs5dmJHRo+Ny/HIzc7nptJt45NpH2HbnNjZ+dWPsbs0/WfUTrqi4gtz7c5nxpxk8uOpB3ql9J8kVDzzGYcg5P4fSB0s5f8v5TFo9ibFfG0vTO01suH0Dq0at4u0r32bnH3bS1nCMvrJ+TiFFpKfuvTfSP9FRVlbkeBLcf//9fPe736W0tPSwrZ4jNTf/s0fHE/p19nDue4uLyXIc/s9VlsPBvcW6eFkiGWMoySuJPX7ipidYfOtivjTlS3y4/0O+/eK3+cIzX4g9v3zzchoONCSj1AHLGMPwqcMp/Wkp528+n0lrJnHinSfS/F4zGz4bDSxXvM3O3w/MwKLtHpHjUVEBd98N27ZFfvu/996kNc12l8936FRTp3M4odC+2GOP5yj/DiTy6+zh3BU1Ndy9aRPbWlspzMjg3uJiNc0m2fa926lrruPcMefSGGwk/4F82sPtTDlhSuxicueNPU8NuAlgrWX/uv2RLaH5AVo2t2DSDCOmj2Dk7JEUXF9Aen7/2BJST4rIIFdVdRc7dkSaa0855c+MHn0ru3ZV8P77/wrAuHHfo6RkbjJLlH4uFA6x5sM1sWuzrPlwDWEb5oHLHuA7F36H5rZm6pvrGZczLtmlDjjWWhrfaKR2fm0ksGxqASfkTo/2sFxfgKvAlewyj0ohRWSQCwSeo6rqS5SVVZGefui3q7a2NtauLeXkkx+ioOCKJFYoA03DgQZe2vQSZSeUUZxbzKL3FjHriVmc5j4tsspS4mXa+GlqwI0zay2N/2gkMD9A7fxaWqqjgeXSaGC5IfUCi0KKiIgk1ba925j/znwqqytZsXUFraFWhqQNYcNXNlCYU0hTsIms9CxdATeOrLU0vtkY2xI6UHUgElgu6RBY3MkPLAopIiKSMprbmlmxdQUrt63kvy75L4wx3PbUbSzfvJwZJTPwlni5rPgycjNzk13qgGGtpfGtDoFl4wFwwAjPCNyz3bhvdOMamZzAopAiIiIp7a///Cvz353P0k1L2du6F4dxcMvpt/D4rMeByA9ZrbLEh7WWprebYj0sBz6IBpaLOwSWUX0XWBRSRESkX2gPt7PmwzUsrlrMiCEj+Gb5NwmFQ5z6f6dy7phzY/0sY4ePTXapA4K1lqb1TbEelgMbooFlWiSwFNxYQMboxF6PSCFFRET6rT0te/hG5TeorKpkZ+NOAE53n85/T/9vrp14bZKrGzistTT9sym2JdT8fjMYyJmWw8jZI3HPTsyWUFchRSevi4hIShsxZAR/uO4PWGv5Z+0/qayuZHHVYoamDwXAv93Pj1f8OLbKckrBKdoaOg7GGLLPzCb7zGyK/r8imt45FFg2fmUj6aPSGXnTyL6tSSspIiLSnz33wXN8a8m32FC/AYDCnEK8JV7mTp9LflZ+kqsbGJreaWLISUNwZjnjPre2e0REZMDbsmcLlVWHLia36eubcDldPLz2YWqbavGWepk8ZjJOR/x/0MrxU0gREZFBJWzDOEzkfk//uuhfeXz941gseZl5XF58OTeccgO3nHFLkqsU0F2QRURkkDkYUAD+fOOfqfl2DY/f+DjXTLiGl7e+zIL3FsSen/vKXF7a9BKt7a3JKFW6kLCVFGPM74GrgVpr7RldjJsC+IFPWmsXHG3cQVpJERGR3rDWsq91HzlDcqhtqmXcz8YRDAXJSs/CU+TBW+LlhlNu0H2G+kiyVlIeBWZ2NcAY4wTuB5YksA6R/qWiAoqKwOGI/LeiItkVSQqrqKmhyO/H4fNR5PdTUVOT7JJSnjGGnCE5AIwcOpL679bzzL88w2fP+Swb6zfy9cVf5+WtLwOwY98OFr23iL0te5NZ8qCVsFOQrbUrjDFFxxj2VWAhMCVRdcjA4ff78fl8eDweysvLk11OYlRUwJw50Nwcebx1a+QxwK23xuUlEv0+DorvU4qoqKlhzoYNNIfDAGxtbWXOhsgZLreOGpXM0vqVbFc2V0+4mqsnXA3Apt2bKMgqAODJ957ka4u/htM4KR9XHjvNefIJkw/bUpLESGjjbDSkPNvZdo8xZizwOHAJ8PvoOG33SKf8fj/Tp08nGAzicrlYunTpwPwBWFQUCSZHGj8etmzp9fSJfh8HzfcpRRT5/Wxt/XgfxfiMDLbofY+LtlAb/h3+2FlD63auw2EcBL4TIC8zj3cD75I7JJcxw8Yku9R+K1UbZ/8XuMtaGz7WQGPMHGPMWmPM2kAg0AelSarx+XwEg0FCoRDBYBCfz5fskhJj27aeHe+hRL+Pg+b7lCK2dRJQujouPZfuTGfa+GncO/1e1s5ZS823a3jmX54hLzMPgK8v/jon/M8JnPPQOdz14l0s27xMDbhxlMyQUgb81RizBbgJ+LUx5vrOBlpr51lry6y1ZW63uy9rlBTh8XhwuVw4nU5cLhcejyfZJSVGYWHPjvdQot/HQfN9ShGFGZ3fU+Vox6X3Rg4dyZUnXxl7/OCMB7lv+n3kZubys9U/Y/ofp3PNX66JPb9j3w7626U+UknStnuOGPco2u6RYxgUvQ5H9qQAZGXBvHnqSZGPObInBSDL4WDexInqSUmC/a378W3x4XK68JZ62de6j/wH8hk3fFykl6XUy6UnXcrwjOHJLjWlJOVibsaYvwAeoACoAX4IpANYax86YuyjKKSIRFRUwN13R7Z4Cgvh3nvjFlBk4KmoqeHuTZvY1tpKYUYG9xYXK6CkiP2t+/nT23+isrqSZZuX0RhsJM2Rxh+v/yP/cua/0B5ux2Ecg74BV1ecFRERSaJgKIh/u5/FVYu5/dzbmZA/gb/982989YWvMqNkBt4SLzNKZjAqe/AFTN0FWUREJIlcThcXF13MxUUXx44V5hQyo2QGS6qXULE+cj2kc0afw/LbljNiyIhklZpSFFJERESSoHxcOeXjygnbMG/uepPKqkrern2bnIzIhebueOYOPmr8CG+Jl5mlMynNK01yxX1PIUVERCSJHMbBpDGTmDRm0mHH3UPdvLT5JZ794FkAinOL+dy5n+MHn/hBMspMisHdrSMiIpKi7rn0Hqq/Vs3Gr27kV1f8itPdp9MUbAKgPdzOVY9fxdxX5vKPnf8gfOxLjvVLapwVERHpZ7bv3c41f7mGt2reAiLXb5lRMoNvnP+Nj63IpLpUveKsiIiIHIdxOeN484tvsvNbO3ns+se4rPgyFlctZk/LHgBe//B1vv/S9/Ft8REMBZNc7fHTSoqIiMgAcHDLx2Ec/Ob13/C1xV+jPdxOtiubS0+6FG+Jl9vPuZ3M9MwkV3o4XSdFRERkkNnXuo9lm5dRWVXJ4urF7D6wm7rv1pHmSGPhuwtxOV1cctIlZLuyk1qnQoqIiMggZq2lpqmG0dmjASibV8a6netId6RzYeGFeEu8XHXyVZw56sw+r009KSIiIoOYMSYWUABe/eyrLP30Uu48/04aDjTw/aXfZ+7KubHnF723iEBTIBmlHkYrKSIiIoPczv07aW5rpiSvhKqGKk7+5ckYDJPGTMJb4uX6U65nytgpCXltXRZfREREjmrMsDGxj08acRJrPr+GxVWLqayu5P5X76fhQEPCQkpXtN0jcjwqKqCoCByOENy8ZwAADvJJREFUyH8rKlSLiAwIToeTKWOn8B8X/wcrP7uSuu/W8Z8X/2dSalFIkQHL7/czd+5c/H5/t8bPmzcPr9fLvHnzuh5YUQFz5sDWrWBt5L9z5nQZDnpaS7fH90EtIjK4jRgy4rCVlj5lre1XfyZPnmxFjmXVqlU2MzPTOp1Om5mZaVetWtXl+IcfftgCsT8PP/zw0QePH29tJBIc/mf8+LjU0qPxCa5FRCTRgLX2KD/ztZIiA5LP5yMYDBIKhQgGg/h8vi7HL1y4sMvHh9m2rUfHe1pLj8YnuBYRkWRSSJEByePx4HK5cDqduFwuPB5Pl+NnzZrV5ePDFBb26HhPa+nR+ATXIiKSTDoFWQYsv9+Pz+fD4/FQXl5+zPHz5s1j4cKFzJo1izlz5hx94ME+kObmQ8eysmDePLj11rjU0u3xfVCLiEgi6YqzIvFWUQF33x3ZVikshHvvPWooGFS1iIj0kEKKiIiIpCRdFl9ERET6HYUUERERSUkKKSIiIpKSFFJEREQkJSmkiIiISEpSSBEREZGUpJAiIiIiKUkhRUT+//buP0by+q7j+PPl3o1FrBDLWbFHu6aQqoVyhc3VSX84dK1w0HCaJeFHmwoWj5q22ppGW21oWtTVqqlgI3SDCNUWsVwweAIeWZiAMte61553R0vrITUcqd5a7SGWMLK8/eP7WRinM7tz3fnufL/zfT2Syc18P5/9zPudD7l78/l89/sxMyskFylmZmZWSC5SzMzMrJBcpJiZmVkh5VakSLpJ0hFJB/u0v03SfkkHJD0k6cy8YjEzM7PyyXMl5WbgvBXaHwN+KiLOAK4B5nKMxcZAq9VidnaWVquVS/+84ynK2GZmZbEhr4Ej4gFJkyu0P9TxcQ+wOa9YrPxarRbT09O0221qtRrz8/PU6/Wh9c87nqKMbWZWJkW5J+WdwN39GiXtkLQgaWFxcXEdw7KiaDabtNttlpaWaLfbNJvNofbPO56ijG1mViYjL1IknUNWpPx6vz4RMRcRUxExtWnTpvULzgqj0WhQq9WYmJigVqvRaDSG2j/veIoytplZmSgi8hs82+7ZFRGn92l/DXAHsC0ivjbImFNTU7GwsDC0GK08Wq0WzWaTRqMx0PbHsfbPO56ijG1mViSS9kbEVM+2URUpkl4O3Ae8o+v+lBW5SDEzMxsfKxUpud04K+lWoAGcJOkw8BFgI0BE3ABcDbwE+BNJAM/2C9LMzMyqJ8/f7rl0lfYrgSvz+n4zMzMrt5HfOGtmZmbWi4sUMzMzKyQXKWZmZlZILlLMzMyskFykmJmZWSG5SDEzM7NCcpFiZmZmheQixczMzArJRYqZmZkVkosUMzMzKyQXKWZmZlZILlLMzMyskFykJK1Wi9nZWVqt1qhDsT48R2Zm1ZLbKchl0mq1mJ6ept1uU6vVmJ+fp16vjzos6+A5MjOrHq+kAM1mk3a7zdLSEu12m2azOeqQrIvnyMyselykAI1Gg1qtxsTEBLVajUajMeqQrIvnyMyserzdA9Trdebn52k2mzQaDW8jFJDnyMysehQRo47hmExNTcXCwsKowzAzM7MhkLQ3IqZ6tXm7x8zMzArJRYqZmZkVkosUMzMzKyQXKWZmZlZILlLMzMyskFykmJmZWSG5SDEzM7NCcpFiZmZmheQixczMzArJRYqZmZkVkosUMzMzKyQXKWZmZlZILlLMzMyskHIrUiTdJOmIpIN92iXpOkmHJO2XdFZesZiZmVn55LmScjNw3grt24DT0msHcH2OsZTK3Nwc5557LnNzc7mM32q1mJ2dpdVqlWrsvGMpUuxmZgYb8ho4Ih6QNLlCl+3ApyMigD2STpR0ckR8I6+YymBubo6rrroKgN27dwOwY8eOoY3farWYnp6m3W5Tq9WYn5+nXq8Xfuy8YylS7GZmlhnlPSkvAx7v+Hw4XfsOknZIWpC0sLi4uC7BjcrOnTtX/LxWzWaTdrvN0tIS7XabZrNZirHzjqVIsZuZWaYUN85GxFxETEXE1KZNm0YdTq5mZmZW/LxWjUaDWq3GxMQEtVqNRqNRirHzjqVIsZuZWSa37Z4BPAGc0vF5c7pWactbOzt37mRmZmaoWz0A9Xqd+fl5ms0mjUZjqFsaeY6ddyxFit3MzDLKbgnJafDsnpRdEXF6j7YLgPcA5wOvA66LiK2rjTk1NRULCwtDjtTMzMxGQdLeiJjq1ZbbSoqkW4EGcJKkw8BHgI0AEXEDcBdZgXII+DZwRV6xmJmZWfnk+ds9l67SHsC78/p+MzMzK7dS3DhrZmZm1eMixczMzArJRYqZmZkVkosUMzMzKyQXKWZmZlZILlLMzMyskFykmJmZWSG5SDEzM7NCcpFiZmZmhZTr2T15kLQI/GtOw58E/EdOYxdNVXKtSp5QnVyrkidUJ9eq5AnVyfVY8nxFRGzq1VC6IiVPkhb6HXI0bqqSa1XyhOrkWpU8oTq5ViVPqE6uw8rT2z1mZmZWSC5SzMzMrJBcpPx/c6MOYB1VJdeq5AnVybUqeUJ1cq1KnlCdXIeSp+9JMTMzs0LySoqZmZkVUuWKFEkvkvQFSf8k6WFJH+3R53sl3SbpkKTPS5pc/0jXZsA8L5e0KGlfel05iliHRdKEpC9J2tWjrfRzumyVPMdmTiV9XdKBlMdCj3ZJui7N6X5JZ40izrUaIM+GpKMdc3r1KOIcBkknSrpd0iOSviKp3tU+LnO6Wp5jMaeSXtWRwz5JT0p6X1efNc3phuGGXArPAG+OiKckbQT+XtLdEbGno887gf+KiFMlXQL8HnDxKIJdg0HyBLgtIt4zgvjy8CvAV4Af6NE2DnO6bKU8Ybzm9JyI6PeshW3Aaen1OuD69GcZrZQnwIMR8dZ1iyY/1wL3RMRFkmrA93W1j8ucrpYnjMGcRsRXgS2Q/c8T8ARwR1e3Nc1p5VZSIvNU+rgxvbpvzNkO3JLe3w5MS9I6hTgUA+Y5NiRtBi4AbuzTpfRzCgPlWSXbgU+n/9b3ACdKOnnUQVlvkk4A3gT8KUBEtCPiW13dSj+nA+Y5jqaBRyOi+2Gra5rTyhUp8Pxy+T7gCHBvRHy+q8vLgMcBIuJZ4CjwkvWNcu0GyBNgJi3B3S7plHUOcZj+CPg14Lk+7WMxp6yeJ4zPnAawW9JeSTt6tD8/p8nhdK1sVssToJ62bu+W9Or1DG6IfhRYBP4sbVfeKOn4rj7jMKeD5AnjMaedLgFu7XF9TXNaySIlIpYiYguwGdgq6fRRx5SHAfL8G2AyIl4D3MsLKw2lIumtwJGI2DvqWPI0YJ5jMafJGyLiLLLl4ndLetOoA8rJanl+keyx4WcCfwz89XoHOCQbgLOA6yPitcD/AB8cbUi5GCTPcZlTANKW1oXA54Y9diWLlGVpCe5+4LyupieAUwAkbQBOAL65vtENT788I+KbEfFM+ngjcPZ6xzYkrwculPR14C+BN0v6i64+4zCnq+Y5RnNKRDyR/jxCts+9tavL83OabE7XSmW1PCPiyeWt24i4C9go6aR1D3TtDgOHO1Z0byf7x7zTOMzpqnmO0Zwu2wZ8MSL+vUfbmua0ckWKpE2STkzvjwPeAjzS1e1O4OfT+4uA+6JkD5QZJM+ufcELyW7GLJ2I+FBEbI6ISbIlx/si4u1d3Uo/p4PkOS5zKul4SS9efg/8DHCwq9udwDvSbw/8JHA0Ir6xzqGuySB5Svrh5funJG0l+3u7bAU2EfFvwOOSXpUuTQNf7upW+jkdJM9xmdMOl9J7qwfWOKdV/O2ek4Fb0p3I3wP8VUTskvQxYCEi7iS74enPJR0C/pPsH4SyGSTPX5Z0IfAsWZ6XjyzaHIzhnPY0pnP6UuCO9Pf4BuCzEXGPpHcBRMQNwF3A+cAh4NvAFSOKdS0GyfMi4JckPQs8DVxStgK7w3uBz6TtgX8BrhjDOYXV8xybOU3F9VuAqzquDW1O/cRZMzMzK6TKbfeYmZlZObhIMTMzs0JykWJmZmaF5CLFzMzMCslFipmZmRWSixQzQ9KSslNMD0r6nKReB6It990i6fwBxmwondSs7HTmTw4z5q7vmpR0Wcfnvt8n6fslfUrSo+lR9E1JZTzEzmzsuUgxM4CnI2JLRJwOtIF3rdB3C9lzD4pkErhstU7JjWTPkDktIs4me25DmZ/2aTa2XKSYWbcHgVPT01BvkvSFdFDa9vRwqo8BF6eVl4slbZXUSn0e6njS5qokvT2Nvy+tbkyk609J+u10ANseSS9N11+ZPh+Q9FuSlk/6/l3gjWmc96drPyLpHkn/LOnjyz9Pdkz8hyPiOYCIeCwi/jatxjwi6WZJX5P0GUk/Lekf0hjdj+U3s5y5SDGz5yk712gbcAD4TbJH728FzgF+H9gIXA3cllZebiM7buGN6TC1q4HfGfC7fhy4GHh9OghzCXhbaj4e2JMOYHsA+MV0/Vrg2og4g+yMlGUfBB5MMX0iXduSxj+DrKg6BXg1sC8ilvqEdSrwh8CPpddlwBuADwC/MUheZjY8VXwsvpl9p+Mk7UvvHyQ7RuAhsgMNP5Cuvwh4eY+fPYHsCIbTgCArZAYxTXYA4j+mx8IfBxxJbW1gV3q/l+yx2wB14GfT+88Cf7DC+PMRcRRA0peBVwwQ02MRcSD9zMNpjJB0gGxLyczWkYsUM4N0T0rnhXQA2kxEfLXrevdNptcA90fEz0maBJoDfqeAWyLiQz3a/rfjLJMlvru/q57peL88xsPAmZIm+qymdP7Mcx2fn/suYzCzNfB2j5n183fAeztOa31tuv7fwIs7+p3AC0evX34M488DF0n6oTT+D0pabbVjDzCT3nceEtkdU08R8SiwAHy0I69JSRccQ9xmtk5cpJhZP9eQbd3sT1sf16Tr9wM/sXzjLPBxYFbSl1h5teFySYeXX8CTwIeB3ZL2A/eSnd69kvcBv5r6nwocTdf3A0vpRtv39/3pzJVkpw8fknQQuJkXtpnMrEB8CrKZlUZ6fsvT6T6RS4BLI2L7qOMys3x4j9XMyuRs4JNpq+ZbwC+MOB4zy5FXUszMzKyQfE+KmZmZFZKLFDMzMyskFylmZmZWSC5SzMzMrJBcpJiZmVkhuUgxMzOzQvo/4rbwGIYRdjYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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IEX2ilCL2ilgyNmYw7i/jaK1tZcPFG1hnXceh/x3ydjwhhBB+TIoU4RaGAAMjfjSCrO1ZjPrDKJq2N7H2nLVs+PoGDq897O14Qggh/JAUKcKtDEEGEm9NJHt3NqmPplJvr2f19NVsvmozTdubvB1PCCGEH5EiRXiEMcxI8r3JZBVnkTIvhf3v7acwvZBtP91Gc2mzt+MJIYTwA1KkCI8KjAzE8rCF7OJsEm9LpHppNQVjCth5205aqmRfICGEEKcmRYroF6ZYE6N+P4qsnVmM+NEIKp6voCCtgOL7immta/V2PCGEED5IihTRr4KTghm7ZCyZWzOJ/lY0ZY+WkW/Jp3RRKW0Nbd6OJ4QQwodIkSK8InR0KOmvp5OxLoPI8yJxzHNQkFrAnqf24Gp2eTueEEIIHyBFivCq8MnhTHpnEtPs0wibFMbuO3dTOLqQvX/eS3ub7AskhBCDmRQpwicMzR7K1LypTFk+BdNIEzt+voNV6auofqMa3S7da8WZsdvtLF68GLvd7vbxnpzb0zydxZPz+9L7OJh47X3XWvvVx4wZM7QY2Nrb23XNv2p04cRCvYIVunByoa75T41ub2/3djThR1auXKlDQkK00WjUISEheuXKlW4b78m5Pc3TWTw5vy+9j4OJp993oEif4ne+nEkRPkcpRfS3oslYl8H418bjanSx6ZubWHv2Wupsdd6OJ/yEzWbD6XTicrlwOp3YbDa3jffk3J7m6SyenN+X3sfBxJvvuxQpwmcpoyLuujgyt2Yy5o9jaC5rZv3561l/wXrqC+u9HU/4OKvVislkwmg0YjKZsFqtbhvvybk9zdNZPDm/L72Pg4k333el/Wy32oyMDF1UVOTtGMILXEdc7H1xL2WPlNFa20r0t6MxP2wmfGK4t6MJH2W327HZbFitVmbNmuXW8Z6c29M8ncWT8/vS+ziYePJ9V0qt1lpndPmYFCnC37QdbqP86XL2PL4H12EXsdfGYnnIQkhaiLejCSGE6KXuihS53CP8TkBEAOZ5ZrId2STdk0Tt27UUjitk+43baamQVvtCCDFQSJEi/FZgVCBpj6aRtTuLkTeOpOrlKvLT8tl11y6cNU5vxxNCCNFHUqQIvxcUH8ToP4wmc0cmcdfEUf5UOQWpBTgecNB2SFrtCyGEv5IiRQwYIeYQxr0yjpmbZhJ1cRSlC0rJT82n7PEyXE3Sal8IIfyNFCliwAkbH8aEtyYwY/UMhmQNofieYgpGFVDxfAXtTmm1L4QQ/kKKFDFgRUyPYPJ/JzP1s6mEpIWw85adFI4tpOrVKrTLv+5qE0KIwUiKFDHgRZ4bydTPpjLpv5MIGBbAth9tY9WkVdQsq8HfbsEXQojBRIoUMSgopRh+yXBmFM0g/a100LD5is2snrmaAx8ekGJFCCF8kBQpYlBRBkXsFbFkbMxg7Ctjaa1tZcPFG1h33joOfnHQ2/GEEEIcR4oUMSgZAgzE/zierO1ZjH52NE07mlh37jo2XLqBw2sOezueEEIIpEgRg5whyEDCLQlk784m9dFU6vPrWT1jNZu/t5nGbY3ejieEEIOax4oUpVSSUmqFUmqLUmqzUur2LsZcp5TaoJTaqJRaqZSa4qk8QnTHGGYk+d5ksh3ZpMxPYf9/97Nqwiq2/WQbzaXN3o4nhBCDkifPpLQBd2mt04Fs4BalVPoJYxzAeVrrScDDwBIP5hHitAKGBmBZYCG7OJvE2xKpfr2agtEF7PzFTlqqZF8g4ZvsdjuLFy/Gbrf75fyi7wbqn1G/7YKslHoHeFZr/fEpHh8GbNJaJ3Q3j+yCLPpT855mSh8upfLlSgxBBhJvSyTp7iQCowK9HU0IoOOXU05ODk6nE5PJRF5eHrNmzfKb+UXf+fufkdd3QVZKmYFpQEE3w34KvH+K589RShUppYpqamrcH1CIUwhOCmbskrFkbs0k+tvRlP22jPzUfEoXldLWIPsCCe+z2Ww4nU5cLhdOpxObzeZX84u+G8h/Rh4vUpRS4cAy4A6tdf0pxpxPR5Fyb1ePa62XaK0ztNYZMTExngsrxCmEjg4lfWk6GesziDwvEsc8BwWpBex5ag+uZtkXSHiP1WrFZDJhNBoxmUxYrVa/ml/03UD+M/Lo5R6lVCDwLvCh1vrJU4yZDPwTuERrveN0c8rlHuELDuUfwjHPwcG8gwQlBpFyfwojfjwCQ6DcMCf6n91ux2azYbVaPXKa39Pzi77z5z+j7i73eKxIUUop4K/AAa31HacYkwx8AvxQa72yJ/NKkSJ8SV1eHcVzizlccJiQUSGYF5iJvSoWZVDejiaEEH7BW2tSzgZ+AMxWSq3r/LhUKXWjUurGzjH3A8OB5zsfl+pD+JVhOcOYbp/OxHcmYggxsPXarRRNK6L2P7XSal8IIfqo3+7ucRc5kyJ8lW7X7HtzHyX3l3Bk1xGGZA/B8oiFYecP83Y0IYTwWV6/u0eIwUAZFHHXxDFzy0zGLBlDS3kL62evZ/0F66kv7HLNuBBCiG5IkSKEmxkCDYz8+Ugyd2aS9vs0GtY1sCZrDRu/vZGGjQ3ejieEEH5DihQhPMQYbCTpjiSyirMwLzBzcMVBiqYUseX7W2ja1eTteEII4fOkSBHCwwIiAjDPN5PtyCbpniRq365l1fhVbL9hO83lsi+QEEKcihQpQvSTwKhA0h5NI2t3FvE3xFP1ShUFowrYddcunDVOb8cTQgifI0WKEP0sKD6IMc+OIXNHJnHXxFH+VDkFqQU47nfQdkha7QshxFFSpAjhJSHmEMa9Mo6Zm2YSdXEUpQ+Xkp+aT9ljZbiapNW+EEJIkSKEl4WND2PCWxOYsXoGQzKHUHxvMQVpBVQ8X0G7s93b8YQQwmukSBHCR0RMj2Dy+5OZ+tlUQkaFsPOWnRSOLaTqr1Vol381XRRCCHeQIkUIHxN5biRTP5vKpPcnERAVwLYfb2PVpFXULKuRVvtCiEFFihQhfJBSiuEXD2fGqhmkv5UOGjZfsZnVGavZ/8F+KVYGuKXV1Zjtdgw2G2a7naXV1X4xtxDuJkWKED5MGRSxV8SSsTGDcX8ZR+v+VjZespF1563j4BcHvR1P9ILdbmfx4sXY7fZuxy2trmbO9u2UtrSggdKWFuZs395tMeHJuc9ET/OIU5P3sINsMCiEH2l3tlP5p0pKF5birHISdUkUlkUWIqZFeDua6IbdbicnJwen04nJZCIvL49Zs2Z1OdZst1Pa0nLS8ZSgIEq6eI4n5z4TvckjujbY3kPZYFCIAcJgMpBwSwJZu7NI/W0q9fn1rJ6+ms3f20zjtkZvxxOnYLPZcDqduFwunE4nNpvtlGPLuigiujvuybnPRG/yiK7Je/glKVKE8EPGUCPJ9yST7cgmZX4K+/+7n1UTVrHtJ9toLpVW+77GarViMpkwGo2YTCasVuspxyYHBfXquCfnPhO9ySO6Ju/hl+RyjxADgHOfk7JHy6h4vgLaYeQNI0mem0zQCPf98hF9Y7fbsdlsWK3Wbk/dH1030tT+ZY+cUIOBJWPHcl1cXL/PfSZ6mkec2mB6D7u73CNFihADSHN5M6UPl1L5UiWGIAOJtyWSdHcSgVGB3o4memFpdTVzi4spa2khOSiIRampbisiPDm3EGdCihQhBpmmXU2UPFjCvtf3YRxiJPnuZBJuTyAgPMDb0YQQ4itk4awQg0zoqFDSX0snY30GkdZIHPMcFKQWsOepPbiaZV8gIYR/kCJFiAEsfFI4k/41ien50wmbHMbuO3dTOLqQvX/eS3ub7AskhPBtUqQIMQgMyRrC1OVTmZI3haDEIHb8fAer0ldR/bdqdLt/XfIVQgweUqQIMYgMmz2MaSunMfHfEzEEG9h67VaKphVR+59aabUvhPA5UqQIMcgopYj+ZjQZ6zIY/7fxtDe1s+myTaw9ay11K+q8HU8IIY6RIkWIQUoZFHFXxzFzy0zG/GkMLeUtrJ+9nnW566gvqPd2PCGEkCJFiMHOEGhg5M9Gkrkzk7Tfp9G4oZE12WvY+O2NNGxs8HY8IcQgJkWKEAIAY7CRpDuSyCrOwrLQwkHbQYqmFLHlui007WrydjwhxCAkRYoQ4isCwgNImZtCdnE2SfckUfvPWlaNX8X2G7bTXC77Agkh+o8UKUKILgVGBZL2aBpZxVmMvGkkVa9UUTCqgF2/3IWzxunteEKIQcBjRYpSKkkptUIptUUptVkpdXsXY5RS6hml1C6l1Aal1HRP5RFCnJmgEUGMfmY0mTsyibs2jvKnyylILcBxv4O2Q23ejieEGMA8eSalDbhLa50OZAO3KKXSTxhzCTC682MO8IIH8wgh+iDEHMK4l8cxc/NMoi6JovThUvIt+ZQ9VoarSVrtCyHcz2NFita6Umu9pvPzw8BWIOGEYd8CXtUd8oFIpVS8pzIJIfoubFwYE/4+gRlrZjBk1hCK7y2mIK2AiucraHf2rtW+3W5n8eLF2O12vxwvBjdf+nnxpSxupbX2+AdgBsqAISccfxc457iv84CM7uaaMWOGFkL4jrrP6/Sac9foFazQdrNdV/6lUre3tZ/2eStXrtQhISHaaDTqkJAQvXLlSr8aLwY3X/p58aUsZwIo0qf4ne/xhbNKqXBgGXCH1vqMOkQppeYopYqUUkU1NTXuDSiE6JPIcyKZ+ulUJn8wmYDhAWz78TZWTVrFvn/s67bVvs1mw+l04nK5cDqd2Gy2bl/H18aLwc2Xfl58KYu7ebRIUUoF0lGgLNVav93FkAog6bivEzuPfYXWeonWOkNrnRETE+OZsEKIM6aUIuqiKGasmsGEZRMA2HLlFlbPXM3+D/Z3WaxYrVZMJhNGoxGTyYTVau32NXxtvBjcfOnnxZeyuJvq7l86fZpYKQX8FTigtb7jFGO+DtwKXApkAc9orTO7mzcjI0MXFRW5O64Qwo20S1O9tJqSB0poLmlm6LlDsSyyEHlu5FfG2e12bDYbVquVWbNmnXZeXxsvBjdf+nnxpSy9pZRarbXO6PIxDxYp5wCfAxuBo6vp7gOSAbTWL3YWMs8CFwNNwPVa624rEClShPAf7c52Kv9cSenCUpyVTqIuicKy0ELE9AhvRxNC+AivFCmeIkWKEP7H1eSi4tkKyn5bRtuBNmKujMG8wEzYuDBvRxNCeFl3RYp0nBVCeJwx1EjyPclkF2eTcn8KB94/wKoJq9h2/TaOlBzxdjwhhI/q0ZkUpZQR+DodtxIHHD2utX7SY8lOQc6kCOH/nDVOyh4to+K5CmiHkTeMJHluMkEjgrwdTQjRz9xxJuU/wI+B4UDEcR8DhtaaKS9O4dpl1/LSmpcoPVjq7UhCDFimGBOjnhhF1q4sRlw/gooXKihILWD3r3fTeqDV2/GEED6ip2dSNmitJ/dDntPy1JmU+pZ6bn7vZvIceVQ1VAGQNiyNRbMXcdXEq9z+ekKILzXtaqLkwRL2vb4PY4SRpLuTSLw9kYCIgNM/WQjh19xxJuV9pdSFbszkc4YEDeG1777G3l/uZfPNm3n64qdJj0knMrjjlsmC8gKm/XEav/roV3yw6wManY1eTizEwBE6KpT019LJWJ9B5PmRlMwvoSC1gD2/34OrWfYFEmKw6umZlO8Ar9FR1LQCCtBa6yGejXcyb61J+aLsC+avmM/KPStxupwEGgKZlTSLV7/9KimRKf2eR4iBrL6gHsc8B3XL6whKDCLl/hRG/HgEhkBZ6y/EQNPnW5CVUg46NgPcqL18z7K3F842tTbxRdkX5BXn8VnZZ6z40QqCA4JZ9Nki7OV2ciw55KbmMjF2Ih1tYIQQZ6rukzoccx3U59cTnBaMZYGF2KtjUQb5uyXEQNFdkdLTC757gE3eLlB8QWhgKBemXciFaV+9+hUUEMSO/Tt4b+d7AMSFxfGdcd/hhW+84I2YQgwIw2YPI3JlJPvf3Y9jroOt122l7NEyLAstDP/mcPmHgBADXE/PpPwFSAXeB1qOHpdbkE9WdqiMvOI88hx5hASE8KfL/gTAN17/BgkRCeSm5nK+5XyiQ6O9nFQI/6LbNfv+vo+S+SUc2XWEiKwIUh9JZdjsYd6OJoToA3dc7nmgq+Na64f6mK3XfL1I6YrT5eTKt65khWMFh52HAZg6YhecaswAACAASURBVCp3n3U310661svphPAv7a3tVP21itKHSmkpbyFydiSWRRaGZg/1djQhxBk448s9SqlgIOLEYkQpFQvUuy/iwGYymnjn6ndoa2+jaG8Ry4uXk+fIw9XecddCcV0x179zPbmWXHJSc5g5ciaBxkAvpxbCNxkCDYz82Ujivh/H3hf3UvZIGWtnrWX4ZcOxLLQQPinc2xGFEG7S7ZkUpdQS4AOt9dsnHP8OcKHW+iYP5zuJP55JOZ3CikJufu9m1lSuQaOJMEVwnvk8nrjwCcYMH+PteEL4tLaGNsqfKmfP7/bgqncRe00s5ofMhI4K9XY0IUQPnPHlns4nzjjFY5u11hPclLHHBmKRctT+pv3YSmwsL17OJyWf8Pn1nxMbFsvLa19mefFyclNzybHkyC3PYtDqbjv61gOt7Hl8D+VPl9PubCf+p/Hsv3Q/n2751C+3rxdd6+5nQPinvhQpW7XW43v7mCcN5CLlVJ5Y+QSPr3yc6sZqoKMT7sWjLuYPl/xB7m4Qg4bdbicnJwen04nJZCIvL6/LX1ItVS2UPVJGxQsVONucvKPeYVnQMv75yT/ll5qf6+nPgPAvfek4u08pldnFhDOBGneEE6d311l3UXlXJZtu2sRTFz1Fekw6Ow/sPFag3PTuTdz90d18uOtD6YQrBiybzYbT6cTlcuF0OrHZbF2OCxoRxOhnRrPmzjV8oj7hu/q7vNz8Mrvn7qbtUFv/hhZu1dOfATFwnK5Pyt3A3ztvQV7deSwD+CFwtQdziRMopZgQO4EJsRO4Pft2jp4B01rjOOjgE8cn/M7+u2OdcG+YcYPcOSQGFKvVislkOvavaKvV2u34Wd+ZRc6zObzZ8iY/UT/h3BXnkm/JJ/nXySTcmoAx1Ng/wYXb9PZnQPi/096C3Hknzy3AxM5Dm4Fntdb7PJytS4Pxck9PHO2Ee/TOoasmXMU9Z99D3ZE6fvivHx7rhDshZoJcIhJ+q7frEY4fPzFoIo75Dg789wCmESZS5qUQ//N4DCZpte9PZE3KwNPnPim+RIqUntFao5RiXdU6rnzrSnYd2AV0dMKdbZnNvK/NIz0m3cspheh/B784iOM+B4c+P0SwORjzg2bivh+HMkrxLoQ39HkXZKXU2Uqpj5RSO5RSxUoph1Kq2L0xhTsdPVsydcRUdv5iJ6V3lPLyZS+Tm5rLJ45PUHQ8/u6Od7nx3Rt5a/Nb1DbVejOyEP0i8pxIpn46lckfTCZgeADbfryNVZNWUbOsBn/7R5sQA11PO85uA+6kY13KsX3Ttdb7PReta3Impe+O/pkrpXg6/2nmr5jPYedhFIqpI6aSY8nhkZxHpKGcGPC01tT+sxbHPAdNW5sInx6OZZGFqIui5LKoEP3EHW3xC7TWWW5PdgakSHG/VlcrRXuLyHN07DlU01jDpps3AbDg0wUolHTCFQOadmmql1ZT8mAJzY5mhp47FMsiC5HnRno7mhADXl/6pEzv/PR7gBF4m69uMLjGjTl7RIoUz3O1uzAaOu58uOi1i/h498df6YR73aTruHqi3NwlBp52ZzuVL1VS+nApzkonUZdEYVloIWJ6hLejCTFg9aVIWdHNvFprPbuv4XpLipT+t79pPytKVpBXnMdyx3IuG3MZT1z0BK2uVn7+n5/ztZSvSSdcMaC4mlxUPFdB2aNltB1oI+aKGMwLzISND/N2NCEGHHdc7knVWhef7lh/kCLF+1pdrQQaA9m5fyfnvnLusU64o6JGkWPJ4dbMW5kYO/E0swjh+9oOtbHnyT2UP1mOq8nFiB+OIOWBFELMId6OJsSA0ee7e4B/dHHsrTOPJPzZ0XUpo4ePpvKuSjbetJGnLnqK8dHjeX3j6+xv6lhPnV+ezz0f38OHuz6kqbXJm5GFOCMBQwOwPGQhqziLxDsTqf5bNYVjCtlx6w5aKltOP4EQok9Od7lnHDABeIyO7rNHDQHulg0GxYna2ttQKIwGIy+seoHbP7id1vZWAg2BnJV0FjmWHO466y5CA2WHWuF/msubKV1YStVLVahARcJtCSTfk0xglCwoF+JM9WVNyreAbwOXAf8+7qHDwBta65XuDNoTUqT4l0ZnI1+UfUGeI4/lxcspO1RG9a+qMRqMLFm9hKbWJumEK/zOkd1HKHmwhOql1RgjjCTdnUTi7YkERJxup5Gea21toqAgkayscgKlqBcDmDvWpMzSWtvdnuwMSJHi35pam46dRblk6SV8sOsD4MtOuN8d/12uSL/CmxGF6LGGTQ2UzC+h9l+1BEYHknxfMiNvGokxuO/7Aq1ffxF1dR8xbNjFTJnyvhvSCuGb+nIm5Q/AKQdorW/re7zekSJlYCk9WHqsP8vy4uVclHYRr37nVbTW3Lv8XjITMjnffD7DQ4d7O6oQp1RfWI9jnoO6j+sISgwi5f4URvx4BIbAM98XyGYLoKN3phGrVXZvFgNXX4qUH3V+ejaQDrzZ+fWVwBat9Y3dPPdl4BvAPq31Sbd6KKWGAq8ByXTsxvw7rfUrp/tmpEgZuLTWNDgbCDeFU9VQxdhnx36lE25uai4/nPJDuXPIhy19+23mtrdTFhVF8oEDLDIYuO673+1y7M07drBk797OX8MwZ+RInh8zpl/zulvdijoccx3U2+sJTgvGssBC7NWxKEPvLmUuLS9n5K4kFB3/Stw7ag/XJSZ6JLMQ3uaOyz35wDla67bOrwOBz7XW2d0852tAA/DqKYqU+4ChWut7lVIxwHZghNba2V0WKVIGj+M74S4vXs7KPSt5/fLXuSL9CrbXbufvm/9ObmouMxNmEmBw31oAcWaWvv02c0JDaQoOPnYstLmZJU1NJxUqN+/YwQt79540x00DoFDRWrP/vf045jpo3NBI2KQwLAstDP/m8FOuuyopWURJybyO5x93XHXxNYDZvBCzee6x457eGdiT8/vSrsa+lGUwcUeRsh2YpbU+0Pn1MCBfaz32NM8zA++eokj5DZAE3AKYgY+BMVrr9u7mlCJl8Gp0NmI0GAkOCOaVta/w03//9CudcHMtuVw/7XqGBA3xdtRByfyPf1AaHX3S8ZTaWkqu+Oo6owCb7ctNwI5jBNqsVo/k62+6XVPzVg2O+Q6O7DxCRFYEqYtSGZYz7KSxjY3bWbVqXI/nnjlzG2FhHf/7tdvt5OTk4HQ6MZlM5OXlufUXrCfn93R2f80y2LijT8qjwFql1F+UUn8F1gCP9DHXs8B4YC+wEbj9VAWKUmqOUqpIKVVUU1PTx5cV/irMFEZwQMe/0q+fdj377t7H36/4O9dOupZttdv41ce/wqA6fqT/ufWfvLL2FcoOlXkz8qBSFhXV4+NdFSjdHfdHyqCIvSqWmVtmMvbPY3HudbI+dz3rctZxKP/QV8aGhY3FatUEBiagOXkh4NFjgYEJWK36WIECYLPZcDqduFwunE4nNpvNrd+HJ+f3dHZ/zSK+1KNz5FrrV5RS7wNHNxm8V2td1cfXvghYB8wG0oCPlVKfa63ru3j9JcAS6DiT0sfXFQNEdGg0V064kisnXAlAdUM14aZwAF5Z9wr/2fEfoKMTbq4ll0tHX8o3xnxDbnX2kOQDB7o8k5J84MBJx4x0XZD0/Z4Y32MIMBD/03hir4ul8o+VlC4qZe2stQy/bDiWhy2ETw4/Nvbss8t5xTYWMztOmqeEMVx/9vaTjlutVkwm07EzAFY3n4ny5Pyezu6vWcSXTtvMTWu97biNBr/idBsMnuZyz3vAo1rrzzu//gT4tda6sLs55XKP6AmtNZtrNh/bb+jTkk85K+ks3r+u41bOp/KfIj0mnXNTzpXGcm4ia1J6pq2hjYpnKih7rAxXvYvYq2MxP2QmdHTHz+EnNhOK1mPrUY7+V2NitrXrLreyJmXgZRlM+nJ3z5+01j8/xUaDp91g8DRFygtAtdb6QaVUHB2XkKZorWu7m1OKFHEmWl2t7D+ynxHhIzjccpjY38XS3NaMyWhiVuIsciw5XJF+BeNjxns7ql8b7Hf39EZrXSt7Ht9D+dPltLe0E/+TeFLmp5C/O+TY5Z5GQgmjY0sJBVitciJZDDx9KVKGaa3rzvBF/wZYgWigGngACATQWr+olBoJ/AWIp+Pv36Na69dON68UKcIdGp2NfF72OXnFHT1a1lat5blLn+PmmTdT1VDFm5veJDc1l/SYdLk8JDyqpaqFskfK2PviXrRqg8vehuuWMi77OUaMuI6qqqVs2/Z9AJKSfk1a2mIvJxbCvfpSpOwDaoH/ASuB/2mtT75Y2o+kSBGeUNtUS6AhkKHBQ/n75r9z1T+uAmBE+AhmW2aTY8nh8vGXMzR4qJeTioHqSMkRtt/3BQffNGIIDSDpjiQS70okMDKQ1tZWiopGMXr0i0RHX+LtqEK4VZ9uQVZKjQHOOu4jBsino2B5zM1ZT0uKFNEfju+Em1ecR3VjNXvu3EPikEQ+K/2MmsYazrecT1RI13e0CHGmGrc1UnJ/CTVv1RAwLIDke5NJuDUBY9hAXFYshBv6pBw3URpwKXA7kKC1DnFPxJ6TIkX0N6012/dvZ1x0Rx+La5Zdwxub3kChmBY/jVxLLhekXUBuaq6Xk4qB5PDawzjmOTjw3wMExgWSMi+FkT8fiSHozFvtC+GL+nK55+jZk1l0NF4rpuMsSj6w5nTdYT1BihThba2uVlbtXXXsziH7HjuT4iaxes5qAJZuWErqsFTphCvc4uAXB3Hc5+DQ54cISgnC/KCZuO/HYQiQYkUMDH0pUtrpuOvm98A/tdZNnonYc1KkCF/T6Gxk7+G9jB4+mlZXK8N+O4zG1kYiTBFYzVZyLDl8fczXGRU1yttRhZ/SWlP3UR3Fc4tpWN1A6LhQzA+bifluTK/3BRLC1/Sl4+xIOjrLTgM+UEqtVEo9q5S6TimV6u6gQvijMFMYo4ePBiDQGEjJHSW8ecWbXDPxGrbUbOGOD+9g6YalADQ4G6QTrug1pRRRF0UxY9UMJiybAAq2XLmF1TNXs//9/fTmsr0Q/qS3a1JCgZ8AdwAWrXW/r+SSMynC35QcLCHIGER8RDwf7PqAS5Z23J0xOmo0OZYcclJzuCjtIiKCIrycVPgL7dJUL62m5MESmh3NDD1nKJZFFiK/FuntaEL0Wl8u9wylYz3K0bUp04CdgJ2Ou3v+4f643ZMiRfgzrTWb9m06dueQrcRGg7OBtTesZeqIqWyo3kBVQxXnJJ8jnXDFabU726l8qZLSh0txVjqJujgKy0ILETOk4BX+oy9FSg0dBYmdjl4pq7TWRzySsoekSBEDSaurlaK9RWQlZmFQBm569yZeXP3isU64uam55FhyyE7MlqZy4pRcTS4qnq2g7LdltB1oI/ryaCwLLISlh3k7mhCn5bZbkH2BFCliIDu+E+5yx3LWVa0jaUgSpXeUopTio90fkRCRIJ1wRZfaDrWx58k9lD9ZjqvJRdz34zA/aCbE0u/dIoTosb6cSfkPJ+8afozW+rK+x+sdKVLEYFLTWEPJwRJmJsxEa03CkwlUNlQe64R7tEdL4pBEb0cVPsRZ46Ts0TIqnquAdoifE0/K3BSC4oO8HU2Ik/SlSDmvu4m11p/2MVuvSZEiBrOSgyXH9hvKc+Sxr3Eft8y8hWcvfRZXu4t3tr+D1WyVTrgCgObyZkoXllL1UhUqUJFwWwLJ9yQTGBXo7WhCHCOXe4QYgI4uwg0OCGb08NEU7S1i5p9molBMj59+7M4hWYQrjuw+QsmDJVQvrcYYYSTp7iQSb08kIEKaDQrv63ORopQaDSwG0oHgo8e11v3eK0WKFCG6drQT7vLi5SwvXk5+eT6t7a18+P0PuTDtQhx1Dqobq8kYmSGdcAephk0NlMwvofZftQRGB5J8XzIjbxqJMVj2BRLe444i5QvgATo6z34TuB4waK3vd2fQnpAiRYieOboI92spXyM0MJT5n8xn4ecLGRI05Fgn3BxLjizCHYTqC+txzHVQt7wOU4IJ8/1mRlw/AkOgtNoX/c8dRcpqrfUMpdRGrfWk44+5OetpSZEixJmpbaplhWMFy4uXk+fIY3fdbsJN4Ry45wCBxkBWVawiLjyO5KHJ3o4q+kndijoccx3U2+sJTgvGssBC7NWx0mpf9Ct3FCkrgXOAfwCfABXAo1rrse4M2hNSpAjhHiUHS9hWu42L0i5CKcWUF6ewoXoDo6NGH+vPcr7lfFmEO8Bprdn/3n4ccx00bmgkbFIYloUWhn9zuJxhE/3CHUXKTGArEAk8DAwBHtNaF7gzaE9IkSKEZ2ys3kieI4+Piz/ms9LPaHA28L0J3+PNK94E4NOST5mZMFMW4Q5Qul1T81YNjvkOjuw8QkRWBKmPpDJs9jBvRxMDnDuKlCu11m+d7lh/kCJFCM9rdbVSWFFIcEAwM0bOoORgCZanLZiMJs5KOotcSy45qTmyCHcAam9rp/qv1ZQ8VELLnhYiZ0diWWRhaPZQb0cTA5Q7ipQ1WuvppzvWH6RIEaL/Nbc1YyuxfaUTLsDS7y7l2knXUtNYQ01TDeOjx8slggHC1eyi8o+VlC4qpbWmleGXDcfysIXwyeHejiYGmL40c7sEuBT4HvDmcQ8NAdK11pnuDNoTUqQI4X01jTWsKFnBbMtsokOjeabgGW7/4Hbiw+M7OuF2rmlJGprk7aiij9oa2qh4uoKyx8tw1buIvSYW80NmQkfJZT/hHn0pUqYAU4EFwPG3Gx8GVmit69wZtCekSBHC91TUV/DBrg++0gnXoAzU3VvHkKAh7Ni/g+jQaFmE68da61rZ8/geyp8up72lnfifxJMyP4XgpODTP1mIbrjjck8gEAAka623uzlfr0iRIoRvO9oJd0P1Bq6bfB0AF/zfBeQV5x3rhJubmss5yecQEigb3/mblqoWyh4pY+8f94KChJsTSP5NMqYYk7ejCT/ljiLlm8DvAJPW2qKUmgoskA0GhRA9UVBecOxMy9FOuLmpuXz8g48B2LRvE+Oix8kiXD/SXNpMyYISqv5ShSHEQNKdSSTelUhgpOwLJHrHLc3cgNmATWs9rfPYscZu/UmKFCH829FOuAGGAHJTc6lvqSfqt1GEmcKwmq3H7hySRbj+oWl7E44HHNS8WUPAsACS700m4dYEjGHSal/0THdFSk97ILdqrQ+dcMy/diYUQviEMFMYF4+6mNzUXAACDYH87fK/cfWEq9m0bxO3fXAbE56fwPOrngegwdnAnkN7vBlZdCN0bCgT3pjAjLUzGHLWEIp/XUzBqALKn+1YuyJEX/T0TMpLQB7wa+By4DYgUGt9o2fjnUzOpAgxsJUcLCGvOI/ZltlYhll4Y9MbXLPsGumE6ycO/e8QxfcVc+izQwSlBGF+0Ezc9+MwBMi+QKJr7rjcEwrMBS7sPPQhsFBr3ey2lD0kRYoQg0vJwRL+ufWf5Dny+LT0UxqcDSgUZXeWkTgkkcrDlUQGR8oiXB+itabu4459gQ4XHSZ0XCjmBWZiLo+RfYHESfpyC3IwcCMwCtgIvKS1bvNIyh6SIkWIwetoJ9yCigJ+OeuXAFyz7Bre3vo2ZyedfezOoRkjZ8giXB+gtab2X7U45jlo2tJE+LRwLIssRF0cJeuNxDF9KVLeBFqBz4FLgBKt9R09fNGXgW8A+7TWE08xxgo8BQQCtVrr8043rxQpQojj2UpsvLvjXfIcecc64WYnZmP/qR2A8vpyEiIS5JeiF2mXpvr1akoeKKHZ0czQc4ZiecRC5LmR3o4mfEBfipRjd/AopQKAwp62wldKfQ1oAF7tqkhRSkUCK4GLtdZlSqlYrfW+080rRYoQJ1i6FObOhbIySE6GRYvguut8f24PONoJV2vNVevbaJt3H1HXlBHuMpITl03O7J9JJ1wvane2U/lyJaULSnFWOhl20TBSF6USMSPC29GEF/WlSPnK/jy93a9HKWUG3j1FkXIzMFJrPa+n84EUKUJ8xdKlMGcONDV9eSw0FJYs6Xsx4cm5Pa0ze7OziaWTYHkq5KVCTVjHw4/lPsbdZ9+N0+Wkwdkgi3D7meuIi4rnKih7tIy2/W1EXx6NZYGFsPQwb0cTXtCXIsUFNB79EggBmjo/11rrIad5YTOnLlKOXuaZAEQAT2utXz3dNyNFihDHMZuhtPTk4ykpUFLiu3N7WhfZ2xVsmhJP3vN3c77lfKaOmEpecR4X/N8FTI+ffuzOIemE23/a6tvY8+Qeyp8sx9XoIu4HcZgfMBNikfd/MOnz3T19eGEzpy5SngUygBw6ih878HWt9Y4uxs4B5gAkJyfPKO3qf5xCDEYGA3T1d1gpaO9jjwpPzu1pPczuqHPwfxv+j+XFy491wg0yBrH2hrWMjxnPoeZDhJnCZBGuhzlrnez57R4qnq1AuzTxP48nZV4KQfFB3o4m+oE7mrl5Qjnwoda6UWtdC3wGTOlqoNZ6idY6Q2udERMT068hhfBpycm9O+4rc3taD7Nbhlm4/7z7+ez6zzhw7wH+e+1/uT3rdkYPHw3A/SvuZ/hjw/n2G9/mDwV/YEvNFjz5D7vByhRtIu3xNLJ2ZRH/03gql1RSkFbA7nt307q/1dvxhBd5s0h5BzhHKRXQ2YclC9jqxTxC+J9FizrWiRwvNLTjuC/P7WlnkD3cFM4loy/htxf89tiZk6+P+TpXTbiKjfs2HuuEO2PJjGPPqW+p90j8wSooIYgxL4whc1smMZfHsOfxPeSn5lOyoIS2w17tfiG8xGOXe5RSfwOsQDRQDTxAxxoUtNYvdo65G7geaAf+rLV+6nTzypoUIU4gd/d0zc3ZHXUO8hx5NLc1c2vmrWitSX0mFZPRdGy/ofPN5zMsZJgbv4nBrWFTAyX3l1D7z1oCowNJ/k0yI28aiTFE9gUaSLy2JsUTpEgRQviCtvY2nil4pqMTbsmnNLY2olA8ZH2I+efNR2tNc1uzLMJ1g/rCehzzHNR9XIcpwYT5fjMjrh+BIVBa7Q8EUqQIIYQHOV1OCisKySvO49yUc5ltmc2G6g1k/imTs5LOkk64blK3oqPVfr29nuC0YCwPWYi9OhZllEZ9/kyKFCGE6GfFdcU8V/gceY481levB2BI0BA+/sHHZCZk0tLWgslokk64vaS1Zv+7+3HMc9C4oZGwiWFYFloYftlweS/9lBQpQgjhRfsa97HCsYI8Rx6/u/B3DAkawsLPFvL8qufJSc0hx5IjnXB7Sbdrat6qwTHfwZGdR4jIjOjYFyhXGvP5GylShBDCx/x35395df2rfOL4hJqmGgCmxE1hzQ1rMCgDra5WAo2BXk7p+9rb2qn+azUlD5XQsqeFyPMjsSyyMHTWUG9HEz0kRYoQQviodt3OxuqN5DnyOHDkAAtnLwQg+8/ZuLTr2HqWs5POlkW43XA1u6hcUknpolJa97Uy/JvDsSy0ED453NvRxGlIkSKEEH5Ea83CzxbyUfFH5Jfn09beRpAxiHvOvocF5y8AwNXuwmiQW3FP1NbQRsUzFZQ9Voar3kXs1bGYHzITOjr0tM8V3iFFihBC+KkGZwOflX5GXnEeWYlZfG/C99h7eC/pz6VjNVs71rOk5jA+erwsHD1Oa10rex7fQ/nT5bS3tBN/fTwp96cQnBTs7WjiBFKkCCHEAFJ6sJRFny9iefFyHAcdAMSHx/O3y//Geebz0FpLwdKppaqFssVl7H1xLwAjbxpJyn0pmGJNXk4mjpIiRQghBqjiumLyivPIc+Tx2AWPkTw0mSWrl/CE/QnphHuc5tJmSh4qoeqvVRhCDCTdmUTiXYkERsriZG+TIkUIIQaR93a8x/NFz3+lE27GyAw+v/5zggKCBvWZlqbtTTgecFDzZg0BwwJIuieJxF8kYgyT9T3e4qu7IAvhv5YuBbMZDIaO/y5d6r0submg1JcfubmnHtvb3J78Pns599Lqasx2OwabDbPdztLqavdlGWC+PubrvHftexy49wCfX/85D5z3ABNjJxIUEATAFW9dQc6rOTzy+SMUVhTiand5OXH/CR0byoQ3JjBj7QyGnDUEx28c5KflU/5sx9oV4VvkTIoQvbV0KcyZA01NXx4LDYUlS/p/873cXMjLO/l4Tg4sX/7VY73N7cnvs5dzL62uZs727TS1f/lLJNRgYMnYsVwXF9e3LIPQ/Svu553t77ChegMAQ4OGcvPMm3kk5xEvJ+t/h1Yeovi+Yg59eoiglCDMD5qJ+34chgD5N3x/kcs9QriT2QylpScfT0mBkpL+zdLdKfsT/273Nrcnv89ezm222yltaTl5eFAQJbNm9S3LIHa0E+7y4uVMjpvML7J+QaOzkYkvTOSc5HOOrWlJHJLo7agepbWm7uOOfYEOFx0mdFwo5gVmYi6PQRkG52Wx/iRFihDuZDCcXABAR8HQ3s+ni3tTpPQ2tye/z17ObbDZ6Or/VApot1r7lkV8xd7De/nlh7/8SifcscPH8swlz3Bh2oVeTudZWmtq/1WLY56Dpi1NhE8L72i1f3HUoF3D0x9kTYoQ7pSc3LvjvqK3uT35ffZy7uSgoF4dF2duZMRI3rjiDap+VcW6G9bxxIVPkBaVRkxoDADvbHuHzD9l8pvlv2F58XKOtB7xcmL3UUoR850YZm6YybhXx9F2sI2Nl25k7blrOfjZQW/HG5SkSBGitxYt6lg/cbzQ0I7j/S3n/9u79/i4qzr/469PLpOm5d4bpSU3KHipAm0oZvEyOmWxiiKGh1ZRAYGw6roCy4raIgjUKri7XtgHkF9F6BKRlS4+WMALhA5FOy0EKC1XrU3TCzRtaW1Lb9NMPr8/5tsaYq42k/nOzPv5eMwjM9/vyfl+Tg4kn57z/Z4TG/jxwcadyXYOsu65NTWMLHrrr6uRRUXMrak59FikR0VWxCnHnsJVdVfx8Gcf5rQJpwFQWlxKWUkZP0j8gLP++yyO/v7RxBbE+Mve/PkjbsXGsZ8/lumvIPo6HQAAGchJREFUTGfybZPZu3ovyz+wnBUzV7DzmZ3ZDq+wuHtOvaZNm+YiWXfPPe6Vle5m6a/33JO9WGIx9/TkSfoVi/VedrBxZ7Kdg6z7no0bvXLJErdFi7xyyRK/Z+PGoYtFBm3nvp3+8B8f9qt+c5WfteAs7+zsdHf3r/36a/6JX3zCf7LsJ/7SppcOHs9lHbs7vO2WNn/ymCd9EYt8Zf1Kf/PFN7MdVt4AWryXv/m6J0VERIbMnMfn0LSyiTV/WQOkp48uPOXCvHhyqGNHB+v+Yx3r/2M9qV0pxn9uPFXXV1FerY0fD4VunBURkWG1ettqHlv9GM2tzZx49InMjc2l0zt5753vZeqEqcSqY0Srojm5Em5yS5K131vLa//1Gp5yJlw2gco5lZRN0D1Sfw8lKSIiknVv7H6Dzz/weRa3LWbX/l0UWRHTJkzj+uj1fGTyR7Id3qDt27CPtpvaeH3+61ipMfGrE6n4egWlo7XU/mDo6R4REcm60SNH88gFj7D1mq0svmgx177/WiLFEUqKSgBYun7pwZVwl61fRkdnR5Yj7lvZxDJOuu0kpr86nbH1Y1l3yzqW1ixlzY1r6NgZ7thzhUZSREQkFH676rf826P/xspNK4H0SrjRqii3ffQ2Jhw+IcvR9W/Xi7tovbaVLQ9soXRMKRXfrOC4Lx1Hcbn2BeqLpntERCRnbNq1icdbH6d5dTNL1i/h2YZnKSsp4+Y/3MwLm15gRs0MYtUxJh4xMduh9mjH0ztond3Ktke3EZkYoeraKo794rEUlWryoidKUkREJOfNbp5N47ONbNm9BUivhFv/9nrmxrKwRtEAbIunl9rfsWQHI04YQfV3qhk3axxWrNVru1KSIiIieaHTO1nZvvLgk0NjR43l7k/cDcCnfvkpTjj6BGbUzOAfjv8Hykuz/2iwu7P1ka2snr2aXc/vYtSUUVTfVM3oj4/WUvsBJSkiIpLXdu/fzdn3nM3S9Uvp6OygrLiMMyvO5IozruBjJ38s2+Hhnc7m+zfTem0re/64h8OnH07Nd2s4OpZ7j2APNT3dIyIieW1k6UievPhJtn59Kw995iG+fPqX2bxr88Hl+v/0xp84777zuPWpW3llyysM9z/QrcgY96lxnP7i6Zz805NJvp7k+RnPs/xDy9me2D6sseQSjaSIiEjecnfMjEWti/jig198y0q4seoYN33oJiqOHP7NQTv3dfJa42u03dTG/k37Gf2x0VTfVM1h7z5s2GPJNk33iIiIkF4Jt3l1M4+1PkZ8TZyXv/Iyx5Qfw93L7+bp154e9pVwU7tSrP/xetbdvI6Ov3QwbtY4qr5TxciTRvb7vfkiK9M9ZnanmW0ysxf6KXe6mXWY2fmZikUkpzQ1QVUVFBWlvzY1ZTsiCbGm9naqEgmK4nGqEgma2tuzHVKo1Rxdw2XTLuO+8+9j479u5JjyYwBYtXUVP1v+Mz75P59kzC1jmP7/pnPdousyHk/xqGIqv1nJGa1nUDG7gi0PbuGpdzzFq5e9yt51ezN+/bDL2EiKmb0feBNY4O5TeilTDDwK7AXudPf7+6tXIymFK5FIEI/HiUaj1NXVZTuczGhqgoYG2L37r8dGjoTGRrjggiG5RKZ/jgXRTyHR1N5Ow6uvsruz8+CxkUVFNJ58MheMH5/FyHJTMpVk2fplB58cGlEygse+8BgAV/7mSsaNGseMmhlMnTCV4qLMLNCWbE/S9t02Xrv9NQCO+9JxVH6rksi4SEauFwZZm+4xsyrgoT6SlCuA/cDpQTklKdKjRCJBLBYjmUwSiURobm7Ozz+AVVXQ1va3xysrYc2aQ64+0z/HgumnkKhKJGjbt+9vjleWlbFGP/dD1umdFFkRqc4UZ8w/g2defwaAo0YcRbQqyiWnXcI5J52TkWvvXbuXNTesYeNdGykaUcSkKyZx/NXHU3pU/u0LFMqne8xsInAecNsAyjaYWYuZtWzevDnzwUnoxONxkskkqVSKZDJJPB7PdkiZsXbt4I4PUqZ/jgXTTyGxtocEpa/jMjhFlv4TWVxUTEtDC+1Xt3Nv/b2c//bzWb5xOa9seQWALbu3cOGvLmTB8wvYsGPDkFx7RMUI3jb/bUx/aTqjzxnN2rlrWVa9jLbvtZHalRqSa+SCkixe+4fANe7e2d+CNu7eCDRCeiRlGGKTkIlGo0QikYP/Qo9Go9kOKTMqKnoeSakYmqcPMv1zLJh+ComKsrIeR1IqysqyEE3+GzdqHLOmzGLWlFkABzdAXLV1FY/86REWPL8ASK+EO6NmBlfVXUXN0TWHdM2RJ43knb94Jzu/sZM1166h9ZutrP/heipnV3Jcw3EUleX3SiJZm+4xs1bgQHYyBtgNNLj7r/qqU9M9hasg7nXQPSkyCLonJTw6vZMV7SsOPjm0uG0xz13+HCeNPolH/vQIv1/7e2LVMc6sOJMRJSP+7utsX7Kd1d9azfYntlNWUUbV9VWM//x4ikpyN1kJ7T0pXcrdhe5JEUlraoLZs9NTPBUVMHfukCUokn+a2tuZvXo1a/fto6KsjLk1NUpQQiCZSlJaVIqZccMTN3Dj4hvfshLujOoZXPPeaw5OKQ2Gu7Pt0fS+QDtbdlJ+cjnVN1Qz9vyxWFHuLbWflSTFzO4FoqRHSdqB64BSAHe/vVvZu1CSIiIieWrnvp0sblt88Mmhjs4OXvrKSwDc/IebGVU6ilhNjJNHnzzgPX3cnS2/2kLrnFZ2v7Sbw049jOq51Rwz85ic2hdIi7mJiIiEyJ79eygvLcfdmdY4jec2PgfAxMMnEquJMeuds5g5eeaA6vKU0/7zdtZct4a9rXs54swjqPluDUe9/6hMNmHIhPLpHhERkUJ1YIdmM+PZy5/lz//yZ+445w7OrDiTh//4MPE1cQD2dezja7/+Gg+8/MDBfYi6s2Lj2M8fy/RXpjP5tsnsXb2X5R9YzvNnP8+Olh3D1aSM0EiKiIhIiHR6J3v272FUZBQr2ldQ99M6du/fTZEVUXtcLbHqGJecdgknHHNCj9+f2pNiw39tYO28tXRs7WDMJ8dQfWM1o94xaphbMjAaSREREckRRVbEqEg6oXj3+Hez7ZptPHHRE8x53xxKikq4+Q83074rvf3BsvXL+N7vv8fTG54m1ZleP6W4vJiKqyt4T+t7qLq+im2PbuPpKU/z8hdeZs/qPVlr199DIykiIiI5ZOe+nZSXllNSVML3f/99vtH8DSC9Eu4Hqz5IrDrGpVMvpawkvV5OckuSdd9fx4ZbN+AdzoTLJlA5p5Ky48Kxno5unBUREclT7W+2s2jNIh5b/RiPrX6MXft30X51O0VWxF3L76LYionVxBi9YzRtN7Xx+vzXsRJj4lcnUnFNBaWjs7vUvpIUERGRAuDubNm9hbGjxgJwxvwzeGrDUwC8bczbiFXHmHnkTGruqKH9nnaKDyvm+H89nklXTqLkiOwsQq97UkRERAqAmR1MUAASlyR47vLnuOWsW6g6qoqfLf8ZC7cs5O0L3k7tilruu+A+/vfu/+WJyU+w7t/XkdoTrn2BNJIiIiJSIJKpJDv27WDMyDG0bmvlpFtPSq+EmypjypopnL7ldC786IVMb5hOUenwjGP0NZKSzQ0GRUREZBhFiiOMGTkGgOqjq9n69a0sbltMc2szvz3it9y+63Ym3joR/hNSs1M8947nmHHCjEGthDuUNJIiIiIiAGzcuZGOeAevX/s6C0Ys4NaZtwJw8akXc+e5d2bkmronRWSoNTVBVRUUFaW/NjUpFhHJeccefiyTPjaJ2mdrmXPlHO5/8H6u+r+rmNo4lR1PD//qtUpSJG8lEgnmzZtHIpEYUPnGxkbOPvtsGhsb+y7Y1AQNDdDWBu7prw0NfSYHg41lwOWHIRYRKTxWZIz/9HjOW3YeV3/5aqa9MA2yMfHi7jn1mjZtmov0Z8mSJV5eXu7FxcVeXl7uS5Ys6bP8HXfc4aT/F3TA77jjjt4LV1a6p1OCt74qK4cklkGVz3AsIiLu7qn9qYzVDbR4L3/zNZIieSkej5NMJkmlUiSTSeLxeJ/lFy5c2Ofnt1i7dlDHBxvLoMpnOBYREYCikuykC0pSJC9Fo1EikQjFxcVEIhGi0Wif5evr6/v8/BYVFYM6PthYBlU+w7GIiGSTnu6RvJVIJIjH40SjUerq6vot39jYyMKFC6mvr6ehoaH3ggfuA9m9+6/HRo6Exka44IIhiWXA5YchFhGRTNKy+CJDrakJZs9OT6tUVMDcub0mBQUVi4jIIClJERERkVDSOikiIiKSc5SkiIiISCgpSREREZFQUpIiIiIioaQkRUREREJJSYqIiIiEkpIUERERCSUlKSIiIhJKSlJEREQklJSkiIiISChlLEkxszvNbJOZvdDL+QvMbIWZrTSzJWZ2SqZiERERkdyTyZGUu4AP93G+FfiAu78LuBFozGAsIiIikmMylqS4+2Jgax/nl7j7tuDjUmBSpmKR/JBIJJg3bx6JRCIj5TMdT1jqFhHJFSXZDiBwCfDrbAch4ZVIJIjFYiSTSSKRCM3NzdTV1Q1Z+UzHE5a6RURySdZvnDWzD5JOUq7po0yDmbWYWcvmzZuHLzgJjXg8TjKZJJVKkUwmicfjQ1o+0/GEpW4RkVyS1STFzN4NzAfOdfc3eivn7o3uXuvutWPHjh2+ACU0otEokUiE4uJiIpEI0Wh0SMtnOp6w1C0ikkvM3TNXuVkV8JC7T+nhXAXwOPAFd18y0Dpra2u9paVlyGKU3JFIJIjH40Sj0QFNfwy2fKbjCUvdIiJhYmbPuHttj+cylaSY2b1AFBgDtAPXAaUA7n67mc0H6oG24Fs6eguyKyUpIiIi+aOvJCVjN866+2f6OX8pcGmmri8iIiK5Les3zoqIiIj0REmKiIiIhJKSFBEREQklJSkiIiISSkpSREREJJSUpIiIiEgoKUkRERGRUFKSIiIiIqGkJEVERERCSUmKiIiIhJKSFBEREQklJSmBRCLBvHnzSCQS2Q5FeqE+EhEpLBnbYDCXJBIJYrEYyWSSSCRCc3MzdXV12Q5LulAfiYgUHo2kAPF4nGQySSqVIplMEo/Hsx2SdKM+EhEpPEpSgGg0SiQSobi4mEgkQjQazXZI0o36SESk8Gi6B6irq6O5uZl4PE40GtU0Qgipj0RECo+5e7ZjGJTa2lpvaWnJdhgiIiIyBMzsGXev7emcpntEREQklJSkiIiISCgpSREREZFQUpIiIiIioaQkRUREREJJSYqIiIiEkpIUERERCSUlKSIiIhJKSlJEREQklJSkiIiISCgpSREREZFQUpIiIiIioZSxJMXM7jSzTWb2Qi/nzcx+bGarzGyFmU3NVCwiIiKSezI5knIX8OE+zs8EJgevBuC2DMaSUxobGzn77LNpbGzMSP2JRIJ58+aRSCRyqu5MxxKm2EVEBEoyVbG7Lzazqj6KnAsscHcHlprZUWY2wd1fz1RMuaCxsZHLL78cgN/97ncANDQ0DFn9iUSCWCxGMpkkEonQ3NxMXV1d6OvOdCxhil1ERNKyeU/KRGBdl8/rg2N/w8wazKzFzFo2b948LMFly8KFC/v8fKji8TjJZJJUKkUymSQej+dE3ZmOJUyxi4hIWk7cOOvuje5e6+61Y8eOzXY4GVVfX9/n50MVjUaJRCIUFxcTiUSIRqM5UXemYwlT7CIikpax6Z4B2AAc3+XzpOBYQTswtbNw4ULq6+uHdKoHoK6ujubmZuLxONFodEinNDJZd6ZjCVPsIiKSZulbQjJUefqelIfcfUoP5z4K/DPwEeAM4MfuPr2/Omtra72lpWWIIxUREZFsMLNn3L22p3MZG0kxs3uBKDDGzNYD1wGlAO5+O/AI6QRlFbAbuDhTsYiIiEjuyeTTPZ/p57wDX8nU9UVERCS35cSNsyIiIlJ4lKSIiIhIKClJERERkVBSkiIiIiKhpCRFREREQklJioiIiISSkhQREREJJSUpIiIiEkpKUkRERCSUMrp3TyaY2WagLUPVjwG2ZKjusCmUthZKO6Fw2loo7YTCaWuhtBMKp62DaWelu4/t6UTOJSmZZGYtvW1ylG8Kpa2F0k4onLYWSjuhcNpaKO2EwmnrULVT0z0iIiISSkpSREREJJSUpLxVY7YDGEaF0tZCaScUTlsLpZ1QOG0tlHZC4bR1SNqpe1JEREQklDSSIiIiIqFUcEmKmY0ws6fM7Hkze9HMvtNDmTIzu8/MVpnZMjOrGv5ID80A23mRmW02s+XB69JsxDpUzKzYzJ4zs4d6OJfzfXpAP+3Mmz41szVmtjJoR0sP583Mfhz06Qozm5qNOA/VANoZNbPtXfr029mIcyiY2VFmdr+ZvWJmL5tZXbfz+dKn/bUzL/rUzE7u0oblZrbDzK7oVuaQ+rRkaEPOCfuAD7n7m2ZWCvzezH7t7ku7lLkE2ObuJ5rZLOD7wKezEewhGEg7Ae5z93/OQnyZ8DXgZeCIHs7lQ58e0Fc7Ib/69IPu3ttaCzOBycHrDOC24Gsu6qudAE+6+znDFk3m/Aj4jbufb2YRYGS38/nSp/21E/KgT939VeBUSP/jCdgAPNCt2CH1acGNpHjam8HH0uDV/cacc4G7g/f3AzEzs2EKcUgMsJ15w8wmAR8F5vdSJOf7FAbUzkJyLrAg+G99KXCUmU3IdlDSMzM7Eng/8FMAd0+6+1+6Fcv5Ph1gO/NRDPizu3dfbPWQ+rTgkhQ4OFy+HNgEPOruy7oVmQisA3D3DmA7MHp4ozx0A2gnQH0wBHe/mR0/zCEOpR8CXwc6ezmfF31K/+2E/OlTB35nZs+YWUMP5w/2aWB9cCzX9NdOgLpg6vbXZvbO4QxuCFUDm4GfBdOV881sVLcy+dCnA2kn5EefdjULuLeH44fUpwWZpLh7yt1PBSYB081sSrZjyoQBtPP/gCp3fzfwKH8dacgpZnYOsMndn8l2LJk0wHbmRZ8G3uvuU0kPF3/FzN6f7YAypL92Pkt62fBTgJ8AvxruAIdICTAVuM3dTwN2Ad/IbkgZMZB25kufAhBMaX0c+OVQ112QScoBwRDcIuDD3U5tAI4HMLMS4EjgjeGNbuj01k53f8Pd9wUf5wPThju2IXIm8HEzWwP8AviQmd3TrUw+9Gm/7cyjPsXdNwRfN5Ge557ercjBPg1MCo7llP7a6e47DkzduvsjQKmZjRn2QA/demB9lxHd+0n/Me8qH/q033bmUZ8eMBN41t3bezh3SH1acEmKmY01s6OC9+XAWcAr3Yo9CFwYvD8feNxzbEGZgbSz27zgx0nfjJlz3P2b7j7J3atIDzk+7u6f61Ys5/t0IO3Mlz41s1FmdviB98A/Ai90K/Yg8IXg6YH3ANvd/fVhDvWQDKSdZnbsgfunzGw66d/buZZg4+4bgXVmdnJwKAa81K1YzvfpQNqZL33axWfoeaoHDrFPC/HpngnA3cGdyEXA/7j7Q2Z2A9Di7g+SvuHpv81sFbCV9B+EXDOQdv6LmX0c6CDdzouyFm0G5GGf9ihP+3Q88EDwe7wE+Lm7/8bM/gnA3W8HHgE+AqwCdgMXZynWQzGQdp4PfMnMOoA9wKxcS7C7+CrQFEwPrAYuzsM+hf7bmTd9GiTXZwGXdzk2ZH2qFWdFREQklApuukdERERyg5IUERERCSUlKSIiIhJKSlJEREQklJSkiIiISCgpSRERzCxl6V1MXzCzX5pZTxuiHSh7qpl9ZAB1Ri3YqdnSuzPfOpQxd7tWlZl9tsvnXq9nZoeZ2R1m9udgKfq4meXiJnYieU9JiogA7HH3U919CpAE/qmPsqeSXvcgTKqAz/ZXKDCf9Boyk919Gul1G3J5tU+RvKUkRUS6exI4MVgN9U4zeyrYKO3cYHGqG4BPByMvnzaz6WaWCMos6bLSZr/M7HNB/cuD0Y3i4PibZjY32IBtqZmND46fEHxeaWY3mdmBnb6/B7wvqOfK4NhxZvYbM/uTmd184PtJbxM/x907Ady91d0fDkZjXjGzu8zsj2bWZGYzzOwPQR3dl+UXkQxTkiIiB1l6X6OZwEpgNuml96cDHwRuAUqBbwP3BSMv95HebuF9wWZq3wa+O8BrvR34NHBmsBFmCrggOD0KWBpswLYYuCw4/iPgR+7+LtJ7pBzwDeDJIKb/DI6dGtT/LtJJ1fHAO4Hl7p7qJawTgX8H3ha8Pgu8F7ga+NZA2iUiQ6cQl8UXkb9VbmbLg/dPkt5GYAnpDQ2vDo6PACp6+N4jSW/BMBlw0onMQMRIb4D4dLAsfDmwKTiXBB4K3j9DetltgDrgE8H7nwM/6KP+ZnffDmBmLwGVA4ip1d1XBt/zYlCHm9lK0lNKIjKMlKSICAT3pHQ9EGyAVu/ur3Y73v0m0xuBRe5+nplVAfEBXtOAu939mz2c299lL5MUf9/vqn1d3h+o40XgFDMr7mU0pev3dHb53Pl3xiAih0DTPSLSm98CX+2yW+tpwfGdwOFdyh3JX7dev2gQ9TcD55vZuKD+Y8ysv9GOpUB98L7rJpHdY+qRu/8ZaAG+06VdVWb20UHELSLDREmKiPTmRtJTNyuCqY8bg+OLgHccuHEWuBmYZ2bP0fdow0Vmtv7AC9gBzAF+Z2YrgEdJ797dlyuAq4LyJwLbg+MrgFRwo+2VvX532qWkdx9eZWYvAHfx12kmEQkR7YIsIjkjWL9lT3CfyCzgM+5+brbjEpHM0ByriOSSacCtwVTNX4AvZjkeEckgjaSIiIhIKOmeFBEREQklJSkiIiISSkpSREREJJSUpIiIiEgoKUkRERGRUFKSIiIiIqH0/wHbGRjVENs9ogAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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YkUH0jdHsenoXubNy2fveXk/HEkIIMcpJkSIGxGe8D8l/SGbB5wswBhnZev5Wdly+A3ud3dPRhBBCjFJSpIhBCVkcQtrGNMy/MFP/Vj0503Oo+UsNI20CthBCCO8nRYoYNIOfAfODZtI2pRE4M5CCqwvYfOZm2kraPB1NCCHEKCJFijhhQTOCWPDpAqb9cRrNOc3kzsml8pFKnF2yu7IQQoihkyJFDIkyKGJujCFjZwahZ4dSek8pG9I30Jzf7OloQgghRjgpUoRL+MX4Mftfs5n15izse+zkZ+RTfGcxjhaHp6MJIYQYoaRIES4V/u1w0nemE3VtFNW/qyZ3Ti77/rfP07GEEEKMQFKkCJfzneBLyvMpzP9kPspXseXsLez83k7sDbJcWQwvm83GypUrsdlsLm/vzr7dzd1Z3Nm/N72PY4nH3net9Yj6SE1N1WLk6Grr0qX3l2qrj1V/Hva53vPqHu10Oj0dS4wB69at0wEBAdpoNOqAgAC9bt06l7V3Z9/u5u4s7uzfm97HscTd7zuQp4/xO19GUoRbGf2NTH14KqkbUvFP9Gfnd3ey5dwttJXLcmXhXlarFbvdjsPhwG63Y7VaXdbenX27m7uzuLN/b3ofxxJPvu9SpIhhMW7OOBauXUjSU0k0rW0id1YuVY9XoR1yEzjhHhaLBZPJhNFoxGQyYbFYXNbenX27m7uzuLN/b3ofxxJPvu9Kj7A7haalpem8vDxPxxBD0F7ZTuFNhez77z6C04JJeTGFcfPGeTqWGIVsNhtWqxWLxcKiRYtc2t6dfbubu7O4s39veh/HEne+70qpfK11Wp/npEgRnqC1pv6f9RTdWkTn3k7i7ooj/oF4jAFGT0cTQggxjPorUuRyj/AIpRQRl0aQsTODyKsiqfxNJXlz89ifvd/T0YQQQngJKVKER/mG+jL9T9OZlz0PgM2Zm/nyh1/Sua/Tw8mEEEJ4mhQpwitMPH0iaVvSiLs3jj2v7CFnRg61r9XK7spCCDGGSZEivIYxwEjCrxNIy0/DP86fnZfvZOs3t9Je2e7paEIIITxAihThdcbNG8fCLxaS+HgijWsayZ2VS/XT1bJcWQghxhgpUoRXUkZF7E9iSd+eTsiSEIpvLWbDKRs4uO2gp6MJIYQYJlKkCK8WYA5gzntzmLF6Bu0l7eQvyKf0/lIc7bK7shBCjHZSpAivp5Ri8hWTSd+ZTsQVEVSuqCRvXh6NnzR6OpoQQgg3kiJFjBimMBMzXp7B3A/nojs1myybKFheQGejLFcWQojRSIoUMeKEnhVK+tZ0Yu+MpeZPNeTOyKX+zXpZriyEEKOMFCliRDIGGUl8NJHUnFRMUSa2X7KdbRdto2NXh6ejCSGEcBG3FSlKqVil1Bql1A6l1Hal1I/7aHOlUmqLUmqrUmqdUmqeu/KI0Sk4NZiFOQtJeCSB/R/uJ2dGDrue3YV2yqiKEEKMdO4cSekC7tBazwROBn6klJp5RJsyYKnWeg7wMLDKjXnEKGXwMRB3Vxzp29IJzgim6KYiNp66kZYdLZ6OJoQQYgjcVqRorWu01ht6Pm8GdgIxR7RZp7U+tKPcF8AUd+URo19AYgDzPprH9L9Mp/XLVvLm51H2izKcHU5PRxPCrWw2GytXrsRms43I/sXQjdbvkc9wPIlSygwsANb30+wa4P3hyCNGL6UUkVdFEnpuKMU/KabioQrq/1lPygsphJwS4ul4QriczWYjMzMTu92OyWQiKyuLRYsWjZj+xdCN5u+R2yfOKqXGAW8Ct2mtm47R5nS6i5R7jnF+uVIqTymVV19f776wYtQwRZiYuXomc96bg6PFwcYlGym8qZCuA12ejiaES1mtVux2Ow6HA7vdjtVqHVH9i6Ebzd8jtxYpSilfuguU1Vrrt47RZi7wIvAtrfXevtporVdprdO01mnh4eHuCyxGnUnnTiJ9ezoxP45h93O7yZmZQ8N/GjwdSwiXsVgsmEwmjEYjJpMJi8UyovoXQzeav0fKXfeWUEop4GVgn9b6tmO0iQOyge9rrdcNpN+0tDSdl5fnuqBizGjKaaLg2gJatrYQdnEY056ehl+Un6djCTFkNpsNq9WKxWJxyzC/u/sXQzeSv0dKqXytdVqf59xYpCwBPgO2AodmLv4MiAPQWj+nlHoRuBio6Dnfdaygh0iRIobC2emk6rEqyh8qx+BvIPGRRKKujUIZlKejCSHEmOSRIsVdpEgRrtBa1Erh8kIarY2EnBZCyqoUAlMCPR1LCCHGnP6KFLnjrBiTAqcFMi97HikvptCypYXcebmU/6ocp12WKwshhLeQIkWMWUopoq6JIn1nOmEXhFH+83LyU/M58MUBT0cTQgiBFClC4Bfpx6x/zmL227Ppauxi4+KNFN1aRFezLFcWQghPkiJFiB5h3wwjfXs60TdFs+uZXeTOyqXhXVmuLIQQniJFihCH8RnvQ/IzySxYuwBjsJFt39zG9su2Y6+1ezqaEEKMOVKkCNGHkEUhpG1Mw/xLMw3/aiBnRg41L9Uw0lbDCSHESCZFihDHYDAZMP/cTNrmNIJmBVHwwwI2n7GZ1uJWT0cTQogxQYoUIY4jaHoQ8z+ZT/JzyTTnNZM3J4/K31bi7JTlykII4U5SpAgxAMqgiL4+moydGYSeF0rpT0vJT8+nKa/PPTOFEEK4gBQpQgyCX7Qfs9+czay3ZtFZ18mGkzZQfHsxjhaHp6MJIcSoI0WKECcg/KJw0nekE708muonqsmZlcPeD/rcxFuIQVtdW4vZZsNgtWK22VhdWzsi+hbC1aRIEeIE+U7wJfnZZOZ/Oh9jgJGt525lx3d3YK+X5criaDabjZUrV2Kz2fptt7q2luUFBVR0dKCBio4OlhcU9FtMuLPvEzHQPOLY5D3sJhsMCuECzg4nFb+uoHJlJcbxRpKeSGLydyejlOyuLLp/4WRmZmK32zGZTGRlZbFo0aI+25ptNio6Oo46Hu/nR3kfj3Fn3ydiMHlE38baeygbDArhZgY/A1MfmkraxjQCkwP58vtfsuWcLbSVtXk6mvACVqsVu92Ow+HAbrdjtVqP2bayjyKiv+Pu7PtEDCaP6Ju8h1+RIkUIFwqaFcSCzxcw7ZlpNK1rIndWLpWPVeLskuXKY5nFYsFkMmE0GjGZTFgslmO2jfPzG9Rxd/Z9IgaTR/RN3sOvyOUeIdykvaqdoh8VsfedvYxbOI6UF1MIXhDs6VjCQ2w2G1arFYvF0u/Q/aF5I63OrwrbQIOBVSkpXDl58rD3fSIGmkcc21h6D/u73CNFihBupLWm/o16im4porOhk9g7YjE/aMYYaPR0NOHFVtfWcl9pKZUdHcT5+bEiIcFlRYQ7+xbiREiRIoSHde7vpPTuUmperME/wZ/k55MJPSPU07GEEMLjZOKsEB7mO9GXlBdSmLdmHsqo2HLmFnb+YCedezs9HU0IIbyWFClCDKOJlomkbU4j7mdx1K2uI2dGDrV/r5XdlYUQog9SpAgxzIwBRhJWJJCan4q/2Z+dV+xk6/lbaa9o93Q0IYTwKlKkCOEh4+aOY6FtIUlPJtH4aSM5s3KoerIK7ZBRFSGEAClShPAoZVRM+fEUMrZnMOG0CZT8pIQNizdwcMtBT0cTQgiPkyJFCC/gH+/PnP/OYcbqGbSXtZOfmk/pfaU42mV3ZSHE2CVFihBeQinF5Csmk7Ezg4grI6j8dSV5c/PYb93v6WhCCOERUqQI4WV8J/ky4y8zmPvRXLRDs/n0zRRcV0DnflmuLIQYW6RIEcJLhZ4RSvrWdGLviqXmpRpyZuRQ93qdLFcWQowZUqQI4cWMgUYSH0kkNTcVvxg/dvzfDrZ9axvt1bJcWQgx+rmtSFFKxSql1iildiiltiulftxHG6WUekopVayU2qKUWuiuPEKMZMELglm4fiGJjyWy/+P95M7MZdcfdqGdMqoihBi93DmS0gXcobWeCZwM/EgpNfOINucC03o+lgPPujGPECOawcdA7B2xpG9LZ/zJ4ym6uYiNSzbSsr3F09GEEMIt3FakaK1rtNYbej5vBnYCMUc0+xbwiu72BTBBKRXlrkxCjAYBCQHM/XAu01+ZTmthK3kL8ih7oAxnh9PT0QbNZrOxcuVKbDbbiGwvxjZv+vviTVlcSmvt9g/ADFQC4484/i6w5LCvs4C0/vpKTU3VQohuHXUdevuV2/Ua1uj109fr/Z/t93SkAVu3bp0OCAjQRqNRBwQE6HXr1o2o9mJs86a/L96U5UQAefoYv/PdPnFWKTUOeBO4TWvddIJ9LFdK5Sml8urr610bUIgRzBRuYuarM5nz/hwcbQ42nbqJwhsL6TrQ5elox2W1WrHb7TgcDux2O1ardUS1F2ObN/198aYsrubWIkUp5Ut3gbJaa/1WH012AbGHfT2l59jXaK1Xaa3TtNZp4eHh7gkrxAg26ZxJpG9LZ8pPprB71W5yZuZQ/y/vLugtFgsmkwmj0YjJZMJisYyo9mJs86a/L96UxdWUdtM9F5RSCngZ2Ke1vu0Ybc4HbgbOA04CntJaZ/TXb1pams7Ly3N1XCFGjabcJgquK6BlcwthF4Ux7Zlp+EX7eTpWn2w2G1arFYvFwqJFi0ZcezG2edPfF2/KMlhKqXytdVqf5wZSpCiljMD5dM8t8Tl0XGv9eD+PWQJ8BmwFDs3o+xkQ1/PY53oKmWeAc4BW4Gqtdb8ViBQpQhyfs9NJ9ePVlP+iHGVSJD6SSNR1USiD8nQ0IYT4GlcUKe8B7Xy94EBr/ZCrQg6UFClCDFxrcSuFywtpXNNIyKkhJK9KJmh6kKdjCSFEr/6KFJ++DvZhitZ6rgszCSGGQWBSIPOy5rHnL3souaOEvHl5xN8fT9w9cRhMcsNpIYR3G+hPqfeVUme5NYkXqGiskH1RxKijlCLq6igydmYQdlEY5Q+Uk7cwjwO2A56OJoQQ/RpokfIF8C+lVJtSqkkp1ayUOqHlxN7K7rAz848zifxdJJe/eTkv5L9A6f5SKVrEqGGabGLWa7OY/c5sHAccbDxlI0W3FNHV7P3LlYUQY9NAi5THgUVAoNZ6vNY6WGs93o25hp3D6eDpc5/mzIQzsZZbWf7uchKfSuR3tt8B0N7Vzu7m3R5OKcTQhX0jjPQd6cTcHMOuP+wid2YuDe80eDqWEEIcZaATZz8FLFprj993ezgmzmqt+bLhS7LKsrCYLcyOmM37Re9z3t/OY3rYdJaZl5GZkInFbCE0INStWYRwpwNfHKDwukJatrUQ/p1wkp5Kwi/SO5crCyFGJ1es7vkLkAC8D3QcOt7fEmR38dTqnsoDlfxz+z/JKsvis4rPaOlsQaHYftN2ZoTPoPZgLUGmIMaZxg17NiGGwml3UvlIJRUPV2AMNJL4WCKRP4yk+w4BQgjhXq4oUh7s6/hYXYJsd9jJ3ZXLpxWfcs+SezAoAze+eyMvbnyRk2JOInNqJsumLuPkKSfj5yP/KxUjQ2tBKwXXFXDgswNMsEwgeVUygdMCPR1LCDHKnXCRopTyB4K11vVHHI8AmrTW7S5NOgDeUKT0ZV3VOt4peIessizya/JxaifJk5IpuLkAgLL9ZcSFxGE0GD2cVIhj005NzYs1lNxdgrPdiflBM7F3xmLw9Y7lyp2draxfP4WTTqrG11cKKCFGg6EUKauAD47cd0cpdRFwltb6RpcmHQBvLVIOd6D9AJ9UfEJzRzNXzr0SrTUxj8fQ2tnKUvPS3pGWWeGzZEhdeKWOmg6Kbimi4c0GguYGkfJCCuMzPD9XfvPms9m//39MnHgO8+a97+k4QggXGEqRkq+1Tj3Gue1a61kuyjhgI6FIOZLD6eCNHW+QXZZNVlkWJftLALhz0Z08etajOJwOyhvLSZiYIEWL8Cr1/66n6EdF2PfYmXLrFMwPm/EZN9B7QLqe1eoDOAAjFossnRZiNBjKHWf7G0/1jvHfEcBoMHLp7Eu5dPalQPdN47LLspkdMRuAjXs2kv5COnEhcb2jLMumLiM6ONqTsYUg/MJwJp4+kdJ7S6l+spr6f9WT/Gwyk86dNOxZOjs76S5QABx0dnbi6+s77DmEEMPneCMpnwB3aa1zjjieDvxOa32am/MdZSSOpBxPXUsdrzmlC7IAACAASURBVG9/nezybNaUrWF/+34ArFdZWWpeSn1LPUaDUZY7C49q/LyRwusKaf2ylYjLI0h6MglThMltz1devoLy8vsH3N5s/hVm831fOzaSd4YVfZPv6egzlMs9GcA/gb8A+T2H04DvA5dprde7NurxjcYi5XBO7WTzns1klWVxY9qNBJmCeGDNA/zq018xP3J+70jLqfGnynJnMeycHU4qVlZQ+etKjMFGkh5PYvL3J7vlMmVLSwG5udMH3D49/UuCglJ6v7bZbGRmZmK32zGZTGRlZckvtRFOvqejU39FSr+XbHpGUDIABfyg50MBJ3miQBkLDMrAgqgF3Ln4ToJM3bvVXjzjYh6yPESIfwhP5TzFeX87j7gn4nA4u4e+S/eX0tHV0V+3QriEwc/A1F9MJW1jGoHTA/nyB1+y5awttJW0ufy5goJSsFg0vr4x/bbz9Y3BYtFfK1AArFYrdrsdh8OB3W7HarW6PKMYXvI9HXuOOwNOa10H9HmfFDE85kXOY17kPH6+9Oe0dbaxtmotVQeqepczX/SPiyjcW8iSuCW9Iy0LoxbiY/DcBEcxugXNCmLBZwvY/dxuSn9aSu6cXMwPmZnykykYfFw7Xe2UU6rJzU2lpWXD0TmCFpKent/Ho8BisWAymXr/122xWFyaSww/+Z6OPQO9mdspdBcqZroLGwVorXWCW9P1YbRf7jkR7xa+S1ZpFlllWWyt2wrAd+d+l79e9FcAdtTvYHrYdAxK5joL12uvbqfoR0XsfXsv4xaMI+XFFIIXBrv0OT75xA+t7UcdV8rE0qXHHkWU+Qujj3xPRx9X3HH2S+AndM9LOTS9Hq31XleFHCgpUvpX11LHmrI1RAVHcVr8aVQ0VmD+vZnwwPDeVUOZUzNlubNwKa01DW81UHRzEfZ6O7E/icX8kBljoGtuXmi1fvV31Wgcj8Px1SbsFovsVC7ESHbCc1IOc0Br/b7Wuk5rvffQhwszCheJCIrg0tmXclp898KrCf4T+PMFf+acpHP4rPIzrn/3epKeTuKNHW8AsK9tn+zuLIZMKUX4xeGk70gn6odRVD1WRe7sXPZ9tG/IfRcX39P7+fTpr3LqqQeYPv3V3mMlJfcO+TmEEN7peKt7FvZ8+n+AEXiLr28wePRFYjeTkZQTp7WmcG8h2WXZXDzzYiKCIngm5xluef+W3t2dl01dhsVsYVLg8N8HQ4wejZ80UrC8gLbCNiZ/fzKJv0vEFHZiy5Xr6/9LcfFNpKUVf+2+KJ2dneTlJTFt2nOEhZ3rquhCiGE2lCXIa/rpV2utlw013GBJkeJaRXuLeLvgbbLLs/m04lMO2g/iY/Bh3937CPYLpnR/KeGB4QT7uXaOgRj9HO0OKn5VQdVvq/CZ4EPSk0lEXBEhlxmFEF/jijkpCVrr0uMdGw5SpLhPp6OT3N25bKvbxvLU5QCc+dczsZZbyYjJYJl5GZkJmSyaskh2dxYDdnDrQQquK6B5fTMTz55I8nPJBJgDPB1LCOElXFGkbNBaLzzi2DH39XEnKVKG1yfln/BhyYdkl2WTuzsXp3ZyVuJZfPjdDwHYVreN6WHTZbmz6Jd2aHb9YRelPysFDVN/NZUpt05BGWVURYix7oT37lFKTQdmASFKqW8fdmo84O+6iMJbLTUvZal5KdC9u/OnFZ/2jqI0dTQx/7n5BJmCWBq/tHf10OyI2bLcWXyNMiqm3DqFsAvDKLyxkJLbS6j7ex0pL6Qwbp7cOVkI0bfjzUn5FnAhcAHw9mGnmoHXtNbr3BvvaDKS4j3aOtt4p/AdskqzyC7PpnhfMQBPn/s0N2fcTHNHM7UttSROTJR5CKKX1pq6f9RR/ONiOvd2EndXHPEPxGMMcM1yZSHEyOKKyz2LtNY2lyc7AVKkeK/KA5WsKVvDafGnMXXiVF7b9hqXv3k5seNjv3aPlpjx/d/mXIwNnfs6KbmzhD0v7SEgKYDk55OZuGyip2MJIYbZUFb3PA0cs4HW+tahxxscKVJGjuqmat4peIfs8myyy7LZ19Z9z4zyH5cTPyGe8sZygk3Bstx5jNuftZ+C6wtoL2kn8upIEh9LxDfU9/gPFEKMCkMpUq7q+fQUYCbwj56vvwPs0Frf4MqgAyFFysjk1E621G7BVmXjhrQbUEpxxZtX8Pdtf2d+5Pzee7ScFn+aLHcegxytDsp/WU7VY1X4TvJl2tPTCP9OuFwmFGIMcMXlni+AJVrrrp6vfYHPtNYnuzTpAEiRMnrk787n/eL3yS7LZl3VOjocHcydPJfNN2wGYGvtVqZNmoa/j8zRHiuaNzVTcG0BB/MPMukbk5j2x2n4x8r3X4jRzBVFSgGwSGu9r+fricAXWuuUfh7zZ+AbQJ3WenYf50OAV4E4ulcZPaa1ful4WaRIGZ3aOttYV7WOtq42vpH8DbqcXUx6ZBJ2h53FsYt7d3dOi06T5c6jnLPLya6ndlH28zKUQTH111OJuSlGlisLMUq5oki5GvgFsIbuHZBPA36htX65n8ecBhwEXjlGkfIzIERrfY9SKhwoACJ1X1udHkaKlLGhy9nFB8Uf9K4c2lK7BYD7T72fh5c9THtXOwUNBcyZPEeWO3uR1W+9xX1OJ5WhocTt28cKg4Erv/3tPtveVFjIqt27cdC958by6Gj+mJzce76trI3CGwvZ/+F+xp88nuQXkhk3e2wsVz7ee3O41bW13FdaSmVHB3F+fqxISODKyZOHNa8QQzHkIqWnk0jgpJ4v12ut9wzgMWbg3WMUKfcCscCPADPwEZCstXb216cUKWNTfUs91nIrM8NnMitiFlmlWZzx1zMICwzjdPPpvSMtSaFJMo/BQ1a/9RbLAwNp9f/q8kxgezurWluPKlRuKizk2d1Hb2x54xG/jLXW1K6upfi2YhxNDuLuiSPuvjiM/qN3ufJA3xvoLlCWFxTQ6vzqx2agwcCqlBSXFio2mw2r1YrFYmHRokUu69fdfY/kLGPJUCbOTtdaf3nYRoNfc7wNBo9TpATTfe+V6UAwcKnW+r/99QdSpIhuDa0N/Lfwv2SXZ5NVmsWu5l0A5FybQ3pMOlUHqlBKMWX8FA8nHTvMb7xBRVjYUcfjGxoov+SSrx3zsVpx9NGHEeiyWI46bq+3U3J7CbWv1hKQEkDKqhQmnDbBNcG9zGDeG7PNRkVHx1Ft4/38KHfRL1mbzUZmZiZ2ux2TyURWVpbLfoG7s++RnGWs6a9IOd44+R09f/6uj4/HhpjrbGATEA3MB55RSo3vq6FSarlSKk8plVdfXz/EpxWjQVhgGFfNv4qXL3yZqp9UUXBzAc+e/ywLohYA8Ni6x4h9IpaUZ1K48d0beX376zS0Nng49ehWGRo64ON9/RLu77gp3MSMv85g7gdz0R2aTUs3UXB9AZ2NnScW1osN5r2p7KNA6e/4ibBardjtdhwOB3a7HavVOiL6HslZxFeONwPxbgCt9elueO6rgd/o7qGcYqVUGd2jKjlHNtRarwJWQfdIihuyiBFMKUXypGSSJ301FH5D2g3ET4gnuyybV7e+ynP5zxE5LpLdt+9GKcXW2q2YJ5hlubMLxe3b1+dISty+fUcdM9L3L93jXcQJPTuU9G3plD1YRvUT1ex9Zy/TnplG+LfDTyizNxrMexPn59fnSEqcn+s2ALVYLJhMpt4RBksfI13e2PdIziK+crwipUAp1QCsBdYBa7XWhS567kogE/hMKTUZSAGGfVdlMTrNCJ/BjPAZ3L7o9t7dnfcc3NM7X+WC1y6g6kBV9+7OPXfDXRy7WJY7D8EKg4Hl7e1HzUlZYTh6wHZ5dHSf8y6WR0cf93mMQUaSHksi4rIICq8rZPvF2wm7MIxpz0zDL2bk7849mPdmRUJCn3NSViQkuCzPokWLyMrKcstcDXf2PZKziK8cd+KsUioZWHzYRzjwBd0FyyP9PO7vgAUIA2qBBwFfAK31c0qpaOAvQBTdK4Z+o7V+9XiBZU6KGCqtNWvK1/SuHMrdlYtDO1i+cDnPf/N5nNpJ7q5cUqNTZbnzILlydc9AODudVD9RTfmD5SiTIuG3CUQvj0YZRvbkaVndI8YSl6zu6ekoETgP+DEQo7UOcE3EgZMiRbhaU0cTn1Z8StS4KFKjU9lau5W5z80l2BTMUvPS3rvhynJn79VW0kbB9QU0ZjUSsiSE5FXJBM0I8nQsIcQADGV1z6HRk0V0LxcupXsU5Qtgw/HuaeIOUqQId2vqaOLD4g/JLssmqyyLon1FALx7+bucn3w+Nc01HLQflOXOXkZrzZ6X91ByewmOFgfxP4sn7qdxGPyksBTCmw2lSHECG4AngH9prVvdE3HgpEgRw63qQBVrytdw4fQLGe83nhWfruD+NfczZfyU3p2dl01dJsudvYS9zk7xbcXU/b2OwJmBpLyQQsjiEE/HEkIcw1CKlEi+mouSQfdE2w2ADbBprYd9oqsUKcLTyhvL+aD4A7LLund33tu2F38ffxrvacTPx49tdduIHBdJWODRK13E8Nn73l4Kbyyko6qD6BujSViZgM94mWMkhLdx5ZyUQOCHwG3AVK31sN/2UYoU4U0O7e5cuLeQ/5v1fwBkvJBB7u5c5k2e1zvScmr8qYz36/M2QMKNug52UXZ/Gbue2oUp2kTyH5IJ+5YUj0J4k6GMpITQPR/l0GjKAqCI7pGUtVrrN1wft39SpAhvt756PR+Xfkx2eTZrK9fS4ejgWynf4t+X/RuAdVXrWBi1UJY7D6Om9U0UXFdAy9YWwi8JJ+mpJPyiRv5yZSFGg6EUKfX0XNqh+14puVrrNrekHCApUsRI0tbZhq3ahr+PP4tjF1PTXEP049H4Gf04Je4UlpmXkZmQKbs7DwNnp5OqR6so/2U5Bn8DiY8lEnVNlEx+FsLDXHa5xxtIkSJGsrbOtt65LFllWWyu3QzAny/4M1cvuJqG1gZ2Ne2S5c5u1FrYSsHyAg58coCQpSGkrEohMDnQ07GEGLOGMpLyDnDMBlrrC4Yeb3CkSBGjSUNrA9ZyK0vilhA5LpJV+au4/t3re3d3PnQ33Gmh0+R//C6knZqaP9dQelcpjjYH5p+bib0rFoNJCkMhhttQipSl/XWstf5kiNkGTYoUMZrVHqzlw5Kv7tFS3VQNQN2ddYQHhbOjfgfBpmBiQ2I9nHR06NjTQfGtxdS/Xk/QnCBSXkhh/EkywVmI4SSXe4QYgbTWFO0rYkPNBi6bfRkA5//tfN4reo9podN6Vw5ZzBbCg0bPBnue0PB2A4U3FWLfbSfmlhim/moqPsEyR0iI4TDkIkUpNQ1YCcwEepckaK1dt4vVAEmRIsaybXXb+KjkI7LLs/mk/BOa7c0smrKIddesA2Bt5VrmTJ4jy51PQFdTF6X3lrL72d34TfEj+dlkJp0/ydOxhBj1XFGkfE73BoFPAN8ErgYMWusHXBl0IKRIEaJbp6OT/Jp8Oro6WGpeSmtnKxN/OxGH00F6THrvnkOLYxcT4Dvs22yNWAfWHaDgugJad7QScVkESb9PwhRh8nQsIUYtVxQp+VrrVKXUVq31nMOPuTjrcUmRIkTfOh2dfF75OVllWWSVZfXu7vybzN9wz5J7aO5oZlvdNtJj0mW583E4O5xU/raSihUVGIOMJD6eSORVkTJ5WQg3cEWRsg5YArwBZAO7gN9orVNcGXQgpEgRYmCaO5r5rPIzZobPxDzBzL92/otv//PbBJuCOS3+tN6VQ3Mnz5XlzsfQsrOFgusKaFrbxITMCaQ8n0JAooxKCeFKrihS0oGdwATgYWA88IjWer0rgw6EFClCnJj9bfvJKsvqXTlUuLcQgB037WBG+AwK9xaitSZ5UrKMGBxGOzW7V+2m9J5StF1jfsjMlNunYPCRwk4IV3BFkfIdrfXrxzs2HKRIEcI1qpuq+bTiUy6ffTlKKX7w7x/w8uaXiQmOITMhs3dOiyx37taxq4Oim4to+HcD4+aPI/mFZManyQRlIYbKFUXKBq31wuMdGw5SpAjhHiX7Svio9CPWlK8huyybhtYGkkKTKLqlCOjec2ha6LQxv9y5/q16im4uwl5rZ8ptU5j6y6kYg4Z9r1UhRo2h3MztXOA84P+Afxx2ajwwU2ud4cqgAyFFihDu59ROttdtp66ljsyETJzaScSjEext28vcyXN7R1mWmpeOyeXOnY2dlN5TSs2qGvzN/iQ/n0zoWaGejiXEiNRfkXK8i6q7gTygHcg/7ONt4GxXhhRCeA+DMjBn8hwyEzJ7j/33iv+yYtkKwgLDeC7/OS547QIesj4EgN1hJ6s0i7ZOj+4/Omx8J/iS8nwK8z+Zj/JTbDl7Czu/vxN7g93T0YQYVQZ6uccX8AHitNYFbk/VDxlJEcLz2rvasVXZiAqOYnrYdNZWrmXJS0swGU0sjl1M5tRMlk1dRnp0Or5GX0/HdStHu4PKX1dS+ZtKfEJ8SHwikclXTpbJx0IMkCvmpHwTeAwwaa2nKqXmA7+UDQaFEAAt9hY+qfikd+XQpj2bALBeZWWpeSml+0tp6mga1cudD247SOF1hTR90cTEsyeS/GwyAVNlubIQx+OSm7kBywCr1npBz7HeG7sNJylShPB+h3Z3/mbyN/Hz8ePuj+7m0XWPMilgEqdPPb13TstoW+6sHZpdz+6i7N4ytFMz9eGpxNwaI8uVheiHK4qUL7TWJyulNh5WpGzRWs91cdbjkiJFiJFnd/NuPi79mDXla8gqzaKqqYqJ/hNpuLsBgzLwRfUXxATHjJrlzu1V7RTeWMi+/+5jXOo4Ul5MIXh+sKdjCeGVXFGk/AnIAn4KXAzcCvhqrW9wZdCBkCJFiJFNa03J/hJK9pVwdlL3/Pvpz0ynYG8BSaFJLDMvIzOhe3fniKAID6c9cVpr6v9ZT9GtRXTu7ST2jljMD5oxBspyZSEO54oiJRC4Dzir59CHwK+01u0uSzlAUqQIMfpsrd3au+fQod2dvzf3e7xy0Storfmg+AMWxy4mxD/E01EHrXNfJyV3lbDnz3vwT/Qn5fkUJmZO9HQsIbzGUO6T4g/cACQBW4E/aa273JJygKRIEWJ063J2kb87nwDfAOZOnkvh3kJSnknBoAykR6f37jl0SuwpI2p35/3Z+ym8vpC24jYir44k8bFEfENH98onIQZiKEXKP4BO4DPgXKBca32bW1IOkBQpQowtHV0d2KptvSuHcnbl0OXs4vXvvM4lMy+huqmaygOVI2K5s6PNQcXDFVQ+UonvJF+Sfp9ExKURo2rysBCDNZQipXcFj1LKB8jxxK3wDydFihBj26HdnRfHLmaC/wQeXfsod398N+NM4zg17tTee7TMi5zntcudD24+SMF1BTTnNhN6XijJzybjH+fv6VhCeMRQ7jjbeeiTwV7mUUr9WSlVp5Ta1k8bi1Jqk1Jqu1Lqk8H0L4TosXo1mM1gMHT/uXr1yOj7BAX7BXPetPOY4D8BgGsWXsMb33mD78/9PmWNZdz50Z2c9OJJtL36EpjN5E5RfDkvBv3qqx5O/pVx88ax0LaQxCcSabQ2kjMzh+rfV6Mdx58jKMRYcryRFAfQcuhLIABo7flca62PuWmHUuo04CDwitZ6dh/nJwDrgHO01pVKqQitdd3xAstIihCHWb0ali+H1tavjgUGwqpVcOWV3tu3G+1q2sWW137PuT/5A7S2curV8Hk8RDcrMqNPYdmya1g2dRlxIXGejgpAW3kbRTcWse+DfQRnBJPyYgrj5ozzdCwhhs2QV/cM4YnNwLvHKFJuAqK11vcPpk8pUoQ4jNkMFRVHH4+Ph/Jy7+3b3Q7LXjIRsqdCVgJkJxqoD3ByTtI5vH/l+wC8X/Q+qdGpHl3urLWm7u91FP+4mK7GLmLviSX+/niM/rJcWYx+3lqkPAn4ArOAYOD3WutXjtHPcmA5QFxcXGpFXz84hRiLDAbo69+wUuB0em/f7naM7FrBtpot2B12UqNT2du6l7BHwwCYEzGHZVOXkTk102O7O9sb7JTcUULtK7UEJAeQsiqFCUsnDHsOIYbTUOakuJMPkAqcT/eOyj9XSiX31VBrvUprnaa1TgsPDx/OjEJ4t7hjXLI41nFv6dvdjpFRxcUzZ/IcUqNTAZjgP4H1167n18t+TURQBM/nP88Fr13A6i3dc28aWhv4uPRjWjtb++zP1UxhJma8PIO5/5uL7tRssmyiYHkBnY2dx3+wEKOQJ4uUauBDrXWL1roB+BSY58E8Qow8K1Z0zxM5XGBg93Fv7tvdBpjdaDCSEZPBvafey8ff/5jGexqxXmXlohkXAfBu4buc+dczmfjbiZz+8uk8/MnDrK1cS6fDvUVD6JmhpG9NJ/bOWGr+VEPujFzq3qjDnSPfQngjTxYp/wGWKKV8eu5oexKw04N5hBh5rryyeyJrfHz3ZZj4eNdNbHVn3+52gtn9fPxYal5K5LhIAC6ZeQnvXfEet2bcyoH2AzxofZAlLy2hrqV7jv/Gmo1sqNmAU7v+8pcxyEjio4mk5qZiijKx4zs72HbhNtqrh/1G30J4jNvmpCil/g5YgDCgFniQ7jkoaK2f62lzF3A14ARe1Fo/ebx+ZeKsEMJT9rbuZf2u9Zw37TwALv7nxby18y1CA0I53Xx675yWlLAUlz6vs8tJ9RPVlD9YjvJRJPwmgegbolEGuQmcGPk8NnHWHaRIEUJ4i93Nu1lTtqZ336HKA5WkRqWSt7z7Z9SHxR8yI3yGy5Y7t5W0UXhDIfs/3s/4xeNJeSGFoJlBLulbCE+RIkUIIdxMa01ZYxkNrQ1kxGRgd9iZ8JsJtHW1kTgxsfdOuMumLiM86MQXAGitqX2lluLbi3E0O4j7WRzx98Zj8PPOu+sKcTzeurpHCCFGDaUUCRMTyIjJAMDX4EvOdTn8/pzfMytiFq9tf43L3ryM5/KeA+Cg/SBvF7zNgfYDg36eyKsiydiZQfh3wql4qIK8BXkcWDu4foQYCWQkRQghhkGXs4sNNRuIHBdJXEgc7xW9x/l/Ox+DMpAWncYy8zIyEzJZErcEf5+B7+Oz9/29FN5QSEdlB9E3RpOwMgGfEB83vhIhXEsu9wghhJfp6Orgi+ovend3Xr9rPV3OLjZdv4l5kfPYXredxvZG0mPSMRlN/fbVdbCL8gfKqf59NaZIE9P+MI3wC+WeUmJkkCJFCCG83EH7QT6v/JyzEs/CoAzc8O4NPJ//PEG+QZwaf2rvSMuCyAUo1feqnqacJgquLaBlawth3w5j2tPT8Iv2G+ZXIsTgSJEihBAjzL62fVjLrWSVZrGmfA07G3YSOz6WitsqUErxUclHxIbEkjIp5WtFi7PTSdVjVZQ/VI7B30DiI4lEXRsly5WF15IiRQghRrjdzbupaKxgUewitNZEPx7NnoN7iBoX1btq6MyEM4kNiQWgtaiVwuWFNFobCTkthJRVKQSmBB7nWYQYfrK6RwghRrjo4GgWxS7q/XrtD9fywjdfYKl5KR+VfsQ1b1/DI2sfAbon6b7T8Q6Rb0eS8mIKLVtayJ2XS/mvynHavXxzSCEOIyMpQggxwmmt2V6/HX8ff5JCk8jdlUvGi91LoWeFz8Iy2ULKeykkvppIeHI4yS8kE3JyiIdTC9FNLvcIIcQYcmi5c3ZZNtll2Xxe+TltXW28Pu11Yu6JoaSthK6ruvj2fd9mfOh4T8cVY5xc7hHC1VavBrMZDIbuP1ev9lyWM87o3kTv0McZZxy77WBzu/N1DrLv1bW1mG02DFYrZpuN1bW1rssyyvgYfMiIyeCnS37K/773P/bfsx/rVVbO/875pO9Ix3aNjavHX82kJyex+HeLecj6EJ9Xfo7D6fB0dCG+RkZShBis1ath+XJobf3qWGCgZ3YIPuMMyMo6+nhmJnz88dePDTa3O1/nIPteXVvL8oICWp1fzacINBhYlZLClZMnDy3LGHTQfpAPP/yQf//t36wfv57iqGKCTEHsu2cfvkZf1pStIcQ/hHmT52E0GD0dV4xycrlHCFcym6Gi4ujj8fFQXj68WY5xvwwAjvy3Pdjc7nydg+zbbLNR0dFxdHM/P8oXLTrquBgYp91J5SOVbH10K9VTqrnwjguJvDqS+c/PZ0vtFib6T8RitrBs6jLOSjyL5EnJno4sRiEpUoRwJYPh6AIAugsG5zCvnBhMkTLY3O58nYPs22C10tdPKgU4LZahZRG0fNlC4fJCDnx2gAmnTyD4yWDWq/VklXbv7lxxoIJLZ13Ka5e8BsDft/6dRbGLME8weza4GBX6K1JkgwchBisuru9RgLi44c8yGIPN7c7XOci+4/z8+hxJifOTu6m6QtD0IOZb51PzQg0ld5fQdFITpzx4CpfdcRkGXwOl+0uxO+wAlDeWc8VbVwCQMDGh9064ZyacyaTASZ58GWIUkomzQgzWihXd8ycOFxjYfXy4ZWYO/Phgc7vzdQ6y7xUJCQQavv7jKtBgYEVCwtCzCACUQRF9fTQZOzMIPS+UsnvLyE/Ppym3iYSJCUwPmw5AfEg8W2/cylPnPMWciDm8vuN1Ln/zcj4s+RCAqgNV/OfL/9DY3ujJlyNGC631iPpITU3VQnjcq69qHR+vtVLdf776queyZGZq3X3xpPsjM/PYbQeb252vc5B9v7pnj45ft06rNWt0/Lp1+tU9e1yXRRyl7q06vTZqrV5jWKP/v717j4+rrvM//vrkMmmTXtI7pW2ShjYBeiFtk2IUZGhEQFxQ628F6k9RsCAsuKgrrrigAla8AroCoSK6BmSl66KsctmU+VFkSpPe72lp0pJeU5re20wz+f7+mGlNQ5KmbSZnZvJ+Ph55ZOacb868v/lq8+Gc8z3fDXdvcM0Hm9tt1xxudlVbq1zjkUbnnHOPLnzU8R1cyndTXHF5sbvntXvcKxtfcU3NTT0ZXxIIUO06+Juve1JERKRdzfua2fTNTWx7YhsZuRkUMNySIAAAHwlJREFUPFHAkKs6v6TT1NzE21vfPrG688L6hbS4Ft77xntk98lmweYFAFw8+uJTru4svYNunBURkTO298291HyphsPrDjN81nDG/WwcvmFdKzAOhg6yfMdyPpTzIQA+8tuPUFlbSWZ6JpfmXHpi5lDROUWx7ILEMRUpIiJyVlqaWtj8/c1smbOF1AGpjPvpOEb83xEnrcDcFY1HGgnUBU6caVm7ey0zxs6g8nOR5/08v+p5Jo2YxAVDLzjtY0tiUpEiIiLd4tDqQ6z/0nr2B/cz6IpBFDxRQN/8vmd8vO0HtrPnyB4mDJ/A/qb9DHp4EC2uhXP6nRNZ3TlvBleNu4pRA0Z1Yy8knuix+CIi0i2yJmQx5c0pjP/FePYv3E/VxCq2/HgLLc1n9uyckf1HMmH4BAAGZAxgw50bmPsPc7k873IqN1Vyy59v4YU1LwDw3uH3eG7lc+w4uKPb+iPxTWdSRETkjBytP8qG2zfw3p/fo9/UfhTOLaT/lP7ddnznHGt3r2Vo5lCGZw3n+VXPc/286wG4cNiFlI0tY8bYGVyRfwVZvqxu+1zpWbrcIyIiMeGco+GFBjbcuYFju48x5qtjyPtOHqmZ3b/mT7glzNIdS0/cz7Jg8wKONB9h012bGDtoLG/Xv83eo3u5JOcSFS0JREWKiIjE1LHGY2z6xia2z91On/w+FDxZwOCPDI7pZzY1N7F4+2I+OOaDANw470aeW/Uc6SnpfGD0BygbW0ZZfhmX5FwS0xxydlSkiIhIj2gMNFIzu4YjG44w4vMjGPeTcaQPSe+Rzz4UOsSbW96ksraS1+teZ/G2xUwYPoGVX14JwAtrXmBs9liKzinS6s5xREWKiIj0mPCRMJsf3My7P3yXtEFpjHtkHMNvGN7jU4objzRSv7+eSSMmEW4JM/iHg9nftJ/sPtmR1Z3zZnD1+KsZN3hcj+aSk2l2j4iI9JjUvqnkP5TPtMXT6JPXh7Wz1rLympUc3Xy0R3MM6juISSMmRTKlpLLujnVUfKqCmRfMZPmO5dz18l38eumvATh87DC/WvIrahtrezSjdC5mRYqZPW1mu8xs1SnalZhZs5l9OlZZRBJKRQXk5UFKSuR7RYXXiboukbMnqIqdO8kLBkkJBMgLBqnYudPrSCf0m9yPqcGpjHtkHHvf2MuiCYuof7QeF/bmDP7I/iO5cdKNzL12Lpu+solNd23i9pLbAVhYv5Bb/nwL+Y/lk/9oPrf86RaeXfmsFkr0WMwu95jZh4GDwG+dcxM7aJMKvAYcBZ52zr1wquPqck/vFQwGCQQC+P1+SktLvY4TGxUVMHs2HD78922ZmVBeDrNmdctHxOz32APZ5WQVO3cye/16Drf8/RklmSkplBcWMmvECA+Tvd/RzUepub2GPX/ZQ//p/Sl8qpB+k/t5HeuE49Odj88cCtQF2Ht0L2/f8jbTR01n+Y7l1O6t5bLcyxjUd5DXcZOKZ/ekmFke8FInRco/A8eAkmg7FSnSrmAwSFlZGaFQCJ/PR2VlZXIWKnl5sHnz+7fn5kJd3VkfPqa/xxhnl/fLCwbZ3NT0vu25GRnUxeH/P5xz7Pr9LjZ+ZSPNjc2M+Zcx5P5bLql94+8m1uPTnYvOKSItJY27X76bR95+BMOYOnLq35/Rct4VpJjunDgbcXlPipmNAj4JPN6FtrPNrNrMqhsaGmIfTuJOIBAgFAoRDocJhUIEAgGvI8XGli2nt/00xfT3GOPs8n5b2ilQOtvuNTNjxA0jmL52OiM+O4Itc7ZQfVE1ja83eh3tfVJTUik+t5i0lDQAHr7iYd646Q3uv+x+MtMz+dnCn/H5//48RuRm4BfXvciCzQsIhUNexk46aR5+9iPAPc65llPd8e2cKwfKIXImpQeySZzx+/34fL4TZwD8fr/XkWIjJ6f9sxE5Od1y+Jj+HmOcXd4vJyOj3TMpORkZHqTpuvQh6Zz/6/MZPms4NbfWsHzGcs65+RzO+9F5pA/qmenKp8uX6uPS3Eu5NPdS7vffz6HQId5pfOfEjKW7X7mb2r21ZKZncknOJZSNLePqcVefuHFXzoyX56iKgd+bWR3waeCXZvYJD/NIHCstLaWyspIHHnggeS/1ADz0UOQ+jtYyMyPbu0FMf48xzi7v91B+PpkpJ/8znpmSwkP5+R4lOj2DPzKYkpUljPmXMex4ZgeLLljErv/cRSI8GiPLl8XkEZNPvF88ezF//MwfuXnKzWzdv5V7/vcefr7o5wC0uBYer3qc1btWJ0Tf4omn96S0avcMuidFJKKiAu69N3KZJCcn8kc+UW48TeTsCapi507u3bSJLU1N5GRk8FB+ftzdNNsVB5YeYP0t6zm45CBD/mEI4/99PH3G9PE61hnbcXAHTc1N5GbnsnrXaiY+HvkzOCJrBDPGzqBsbBkfL/g4I/ol3lh1N09unDWz5wA/MBTYCdwPpAM4555o0/YZVKSIiPRqLc0tbH10K7X/VoulGvk/yOfcL5+LpfTsQ+Biobaxlvm185lfN5/5tfPZcXAHL93wEtcUXEPNezVUb6vm8rzLGdl/pNdRe5yeOCsiIgnjyKYj1NxWQ+NrjQwoHUDhU4VkTUieBQOdc6zbvY7c7Fwy0zOZs2AO35r/LSCyuvOMvBnMGDuDawquwZfq8zht7KlIERGRhOKcY+fvdrLx7o2E94fJ+WYOuffmkpKRfNN9wy1hlu1YRmVtJfNr57NgywJaXAt779lLRloGf93wV8yMS3MuTcrVnVWkiIhIQgo1hNh490Z2Vewi8/xMCp4qIPuSbK9jxVQoHGL97vUnZgZ98FcfJFgfJD0lnYtHX3xizaEPjP6Ax0m7R1w+J0VERORUfMN8XPi7C5n88mTCR8Isu3QZ629bT/O+Zq+jxYwv1XfS1OX//dz/8upnX+WrpV+lqbmJBxc8yMN/e/jE/ieqn6BqaxXhlrAXcWNKZ1JERCQhNB9spu6+Ouofrcc3wsf4fx/PsE8O8zpWj2s80sjeo3sZO2gsuw7tYsSPIzOEsvtkc1nuZZSNLePawmvJzc71OGnX6EyKiIgkvLR+aYz76TimLpxK+vB0Vn9qNas+tYqmbfH5hN1YGdR3EGMHjQVgeNZwtn9tO89+6llmXjCTlbtWctfLd/F63esA1O+vZ+6SuWxq3ORl5DOmMykiIpJwWo61UP/Teuq+U4f5jPyH8zl3dnJMVz5bdXvrGNRnEAP7DOTppU9z859uBiAvO+/EzKHrzr+Ofr74WOBRN86KiEhSOrzxMDW31rB3/l4GXjKQgqcKyDo/+WbAnCnnHOvfW0/lpsoTqzs3Hm1k19d3MSxrGJWbKtnXtA9/np/BfQd7klFFioiIJC3nHDue2cE7X3uH8KEwud/OJeeeHFJ8uqOhrXBLmHW71zFh+AQAPvH7T/Di+hcxjCkjp1A2towr8q/givOu6LFMKlJERCTphXaG2PCVDTQ830DmhEwKnypkYOlAr2PFtVA4xKKti5hfO5/K2kqC7wYpGVXC3774NwB+teRXjB8ynotHXUxGWmwWrlSRIiIivcbul3az4csbaNraxLm3n0v+9/NJG5DmdayEcPjYYXYc3EH+oHyampvIfjibo81HmTVpFr/71O9i8pma3SPS3SoqIC8PUlIi3ysqlEUkTgz9+FBK1pQw6p9Gse2X26iaUMXuP+/2OlZCyEzPJH9QZBXtjLQMtn9tOy9e/yJ3lNzhSR4VKZK0gsEgc+bMIRgMdql9eXk5V155JeXl5Z03rKiA2bNh82ZwLvJ99uxOi4PTzdLl9j2QRSQRpfVPY/xj45ny1hTSstNYde0qVv/japp29K7pymcru0821xZeS+mYUm8COOcS6mvatGlO5FTeeust17dvX5eamur69u3r3nrrrU7bP/nkkw448fXkk0923Dg317lISXDyV25ut2Q5rfYxziKSDMJNYVf7QK0L+AJuQfYCt23uNtfS0uJ1LIkCql0Hf/N1JkWSUiAQIBQKEQ6HCYVCBAKBTtvPmzev0/cn2bLltLafbpbTah/jLCLJIMWXQt638yhZUULW5CzW37Ke5TOWc3jDYa+jySmoSJGk5Pf78fl8pKam4vP58Pv9nbafOXNmp+9PkpNzWttPN8tptY9xFpFkklmYSdHrRRSUF3Bg6QGqJlWx+fubaTnW4nU06YBm90jSCgaDBAIB/H4/paWnvp5aXl7OvHnzmDlzJrNnz+644fH7QA63+q+wzEwoL4dZs7olS5fb90AWkWTUtL2JDXduYPe83WRNzqLwqUIGTB/gdaxeSVOQRbpbRQXce2/kskpODjz0UIdFQa/KIpJgGv67gQ13bCC0I8Tou0aT90Aeaf00XbknqUgRERHpQPO+Zjb96ya2Pb6NjNwMCh4vYMjVQ7yO1WvoOSkiIiIdSBuYRsEvC5jy5hRSM1NZ+bGVrJm1htCukNfRej0VKSIiIsDADw2keGkxed/Jo+EPDSy6YBE7frODRLvikExUpIiIiESlZKSQd38excuKyTw/k3U3rWPFR1dw5J0jXkfrlVSkiIiItJF1YRZTFkxh/C/Hs//t/VRNqmLLD7fQ0qzpyj1JRYqIiEg7LMUY9eVRTF87nUEfHcSmezaxZPoSDiw54HW0XkNFioiISCcyRmUw8Y8TmfDCBELbQywuWczGr28kfCjsdbSkpyJFRETkFMyMYTOHUbK2hJE3j6T+J/VUTapiz6t7vI6W1FSkiIiIdFF6djqF5YUUBYqwdGPFlStY+7m1hHZrunIsqEgRERE5TdmXZVO8vJice3PY9dwuqi6oYmfFTk1X7mYqUkRERM5Aap9U8h/MZ9qSafQ5rw9rP7uWlR9byZE6TVfuLjErUszsaTPbZWarOtg/y8xWmNlKM3vLzC6KVRYREZFY6TepH1P/NpVxj41j35v7qJpQxbs/excX1lmVsxXLMynPAFd1sr8WuMw5Nwl4ACiPYRZJAsFgkDlz5hAMBmPSPtZ54uXYItL9LNUYfedoSlaXkH15Nu989R2WfGAJB5cf9DpaQovZUo/OuTfMLK+T/W+1ersQGB2rLJL4gsEgZWVlhEIhfD4flZWVlJaWdlv7WOeJl2OLSGz1yenDpD9PouE/G9hw1waqp1WT8y855N6XS2rfVK/jJZx4uSflZuCvHe00s9lmVm1m1Q0NDT0YS+JFIBAgFAoRDocJhUIEAoFubR/rPPFybBGJPTNj+GeGM33tdM753Dls+cEWqidX0zi/0etoCcfzIsXMLidSpNzTURvnXLlzrtg5Vzxs2LCeCydxw+/34/P5SE1Nxefz4ff7u7V9rPPEy7FFpOekD07n/KfP56LKi3DOsbxsOetuXsexPce8jpYwLJbTpaKXe15yzk3sYP9k4I/A1c65mq4cs7i42FVXV3dbRkkcwWCQQCCA3+/v0uWP020f6zzxcmwR6XnhI2HqvlvHuz9+l/Qh6Yx/bDzD/nEYZuZ1NM+Z2WLnXHG7+7wqUswsB5gPfK7N/SmdUpEiIiKJ6sCyA9R8qYYD1QcYfM1gCn5ZQJ+cPl7H8lRnRUospyA/BwSBQjOrN7Obzew2M7st2uQ+YAjwSzNbZmaqPEREJKn1L+rPlOAUzvvpeex9fS9VE6qo/3m9pit3IKZnUmJBZ1JERCQZHKk9Qs2Xa2h8pZH+F/encG4h/Sb28zpWj/PkTIqIiIh0rO/Yvkz+62TO/4/zOfrOURZPWUztv9USPqrVlY9TkSIiIuIRM+Ocz55DydoSht8wnM0Pbqa6qJq9b+z1OlpcUJEiIiLiMd9QHxf89gImvzIZF3Isu2wZ629dz7G9vXu6sooUERGRODH4o4MpWVnC6K+NZvvc7VRdWEXDf/Xeh5iqSBEREYkjqVmpjPvxOKYtmoZvhI/VM1ez6pOraNra5HW0HqciRUREJA71n9afqYumkv9wPnte3sOiCxex9fGtuJbEmpV7NlSkiIiIxKmU9BRyvpFDyaoS+pf0Z8PtG1j64aUcWnvI62g9QkWKiIhInOt7Xl8ueu0iCn9dyOE1h6kuqqbuu3W0NLV4HS2mVKSIiIgkADNj5E0jmb5uOsNmDqPuO3VUT61m31v7vI4WMypSREREEohvuI8Ln72QSf8zifDBMEsvWUrNHTU072/2Olq3U5EiIiKSgIZ8bAglq0sYddcotj2+jUUXLmL3i7u9jtWtVKREBYNB5syZQzAY9DqKdEBjJCJysrR+aYx/ZDxTF04lfXA6qz6xitX/ZzVN25NjunKa1wHiQTAYpKysjFAohM/no7KyktLSUq9jSSsaIxGRjg2YPoBpi6fx7o/epe57dex5bQ/n/eg8Rt48Eksxr+OdMZ1JAQKBAKFQiHA4TCgUIhAIeB1J2tAYiYh0LiU9hdxv5VKyooR+Rf2omV3DssuXcXj9Ya+jnTEVKYDf78fn85GamorP58Pv93sdSdrQGImIdE1mQSZF84soeKqAQysOUXVRFZsf2kxLKPGmK5tzifXkuuLiYlddXd3txw0GgwQCAfx+vy4jxCmNkYjI6Wna0cTGuzbS8IcGsiZlUfhUIQMuHuB1rJOY2WLnXHG7+1SkiIiIJLfdf9pNze01hLaFGHXnKMY+OJa0/vFxW2pnRYou94iIiCS5odcOZfqa6Zx7+7ls/flWqiZU8d7/vOd1rFNSkSIiItILpA1Io+AXBUx5cwqp/VNZ+fGVrLlhDaGdIa+jdUhFioiISC8y8IMDKV5STN5382j4rwYWXbCI7b/eTjze/qEiRUREpJdJyUgh7748ipcVkzUhi/VfXM/yK5Zz5J0jXkc7iYoUERGRXirrgiyK/l8R4x8fz4GqA1RNrGLLD7fQ0hwf05VVpIiIiPRilmKMum0U09dMZ/DVg9l0zyaWlCzhwOIDXkdTkSIiIiKQMSqDif81kQnzJhDaGWLx9MVs/NpGwofCnmVSkSIiIiInDPvUMErWlDDySyOp/2k9VROr2PPKHk+yqEgRERGRk6Rnp1P4RCFFbxRhGcaKq1aw4z929HiO+HjcnIiIiMSd7EuzKV5WzNZHtzL0E0N7/PNVpIiIiEiHUvukknNPjiefHbPLPWb2tJntMrNVHew3M3vMzDaa2QozmxqrLCIiIpJ4YnlPyjPAVZ3svxoYH/2aDTwewywJpby8nCuvvJLy8vKYHD8YDDJnzhyCwWBCHTvWWeIpu4iIxPByj3PuDTPL66TJdcBvXeQ5vAvNLNvMRjrntscqUyIoLy/n1ltvBeDVV18FYPbs2d12/GAwSFlZGaFQCJ/PR2VlJaWlpXF/7FhniafsIiIS4eXsnlHAu63e10e3vY+ZzTazajOrbmho6JFwXpk3b16n789WIBAgFAoRDocJhUIEAoGEOHass8RTdhERiUiIKcjOuXLnXLFzrnjYsGFex4mpmTNndvr+bPn9fnw+H6mpqfh8Pvx+f0IcO9ZZ4im7iIhEeDm7ZyswptX70dFtvdrxSzvz5s1j5syZ3XqpB6C0tJTKykoCgQB+v79bL2nE8tixzhJP2UVEJMJiuTRz9J6Ul5xzE9vZdw3wT8DHgIuBx5xz0091zOLiYlddXd3NSUVERMQLZrbYOVfc3r6YnUkxs+cAPzDUzOqB+4F0AOfcE8BfiBQoG4HDwBdilUVEREQSTyxn99xwiv0OuCNWny8iIiKJLSFunBUREZHeR0WKiIiIxCUVKSIiIhKXVKSIiIhIXFKRIiIiInFJRYqIiIjEJRUpIiIiEpdUpIiIiEhcUpEiIiIicSmma/fEgpk1AJtjdPihwO4YHTve9Ja+9pZ+Qu/pa2/pJ/SevvaWfkLv6evp9DPXOTesvR0JV6TEkplVd7TIUbLpLX3tLf2E3tPX3tJP6D197S39hN7T1+7qpy73iIiISFxSkSIiIiJxSUXKycq9DtCDektfe0s/off0tbf0E3pPX3tLP6H39LVb+ql7UkRERCQu6UyKiIiIxKVeV6SYWR8zW2Rmy81stZl9t502GWb2vJltNLO3zSyv55OenS728yYzazCzZdGvW7zI2l3MLNXMlprZS+3sS/gxPe4U/UyaMTWzOjNbGe1HdTv7zcwei47pCjOb6kXOs9WFfvrNbF+rMb3Pi5zdwcyyzewFM1tnZmvNrLTN/mQZ01P1MynG1MwKW/VhmZntN7N/btPmrMY0rXsjJ4QmYIZz7qCZpQNvmtlfnXMLW7W5GWh0zo0zs+uBh4HPeBH2LHSlnwDPO+f+yYN8sfAVYC0woJ19yTCmx3XWT0iuMb3cOdfRsxauBsZHvy4GHo9+T0Sd9RNggXPu4z2WJnYeBV52zn3azHxAZpv9yTKmp+onJMGYOufWA0UQ+Y8nYCvwxzbNzmpMe92ZFBdxMPo2PfrV9sac64DfRF+/AJSZmfVQxG7RxX4mDTMbDVwDzO2gScKPKXSpn73JdcBvo/9bXwhkm9lIr0NJ+8xsIPBh4FcAzrmQc25vm2YJP6Zd7GcyKgPecc61fdjqWY1prytS4MTp8mXALuA159zbbZqMAt4FcM41A/uAIT2b8ux1oZ8AM6On4F4wszE9HLE7PQJ8A2jpYH9SjCmn7ickz5g64FUzW2xms9vZf2JMo+qj2xLNqfoJUBq9dPtXM5vQk+G60VigAfh19HLlXDPLatMmGca0K/2E5BjT1q4Hnmtn+1mNaa8sUpxzYedcETAamG5mE73OFAtd6OefgTzn3GTgNf5+piGhmNnHgV3OucVeZ4mlLvYzKcY06hLn3FQip4vvMLMPex0oRk7VzyVEHht+EfBz4L97OmA3SQOmAo8756YAh4BvehspJrrSz2QZUwCil7SuBf7Q3cfulUXKcdFTcK8DV7XZtRUYA2BmacBA4L2eTdd9Ouqnc+4951xT9O1cYFpPZ+smHwKuNbM64PfADDP7XZs2yTCmp+xnEo0pzrmt0e+7iFznnt6myYkxjRod3ZZQTtVP59z+45dunXN/AdLNbGiPBz179UB9qzO6LxD5Y95aMozpKfuZRGN63NXAEufcznb2ndWY9roixcyGmVl29HVf4ApgXZtmfwI+H339aWC+S7AHynSln22uC15L5GbMhOOc+1fn3GjnXB6RU47znXOfbdMs4ce0K/1MljE1sywz63/8NfBRYFWbZn8CPhedPfABYJ9zbnsPRz0rXemnmZ1z/P4pM5tO5N/tRCuwcc7tAN41s8LopjJgTZtmCT+mXelnsoxpKzfQ/qUeOMsx7Y2ze0YCv4neiZwC/Kdz7iUz+x5Q7Zz7E5Ebnv7DzDYCe4j8QUg0XennXWZ2LdBMpJ83eZY2BpJwTNuVpGM6Avhj9N/xNOBZ59zLZnYbgHPuCeAvwMeAjcBh4AseZT0bXennp4Evm1kzcAS4PtEK7FbuBCqilwc2AV9IwjGFU/czacY0WlxfAdzaalu3jameOCsiIiJxqddd7hEREZHEoCJFRERE4pKKFBEREYlLKlJEREQkLqlIERERkbikIkVEMLOwRVYxXWVmfzCz9hZEO962yMw+1oVj+i26UrNFVmf+RXdmbvNZeWZ2Y6v3HX6emfUzsyfN7J3oo+gDZpaIi9iJJD0VKSICcMQ5V+ScmwiEgNs6aVtE5LkH8SQPuPFUjaLmEnmGzHjn3DQiz21I5Kd9iiQtFSki0tYCYFz0aahPm9mi6EJp10UfTvU94DPRMy+fMbPpZhaMtnmr1ZM2T8nMPhs9/rLo2Y3U6PaDZvZQdAG2hWY2Irr9vOj7lWb2oJkdX+n7B8Cl0ePcHd12rpm9bGYbzOyHx3+eyDLx33bOtQA452qdc/8TPRuzzsyeMbMaM6sws4+Y2d+ix2j7WH4RiTEVKSJygkXWNboaWAncS+TR+9OBy4EfAenAfcDz0TMvzxNZbuHS6GJq9wHf7+JnXQB8BvhQdCHMMDArujsLWBhdgO0N4EvR7Y8CjzrnJhFZI+W4bwILopl+Ft1WFD3+JCJF1RhgArDMORfuINY44CfA+dGvG4FLgK8D3+pKv0Sk+/TGx+KLyPv1NbNl0dcLiCwj8BaRBQ2/Ht3eB8hp52cHElmCYTzgiBQyXVFGZAHEquhj4fsCu6L7QsBL0deLiTx2G6AU+ET09bPAjzs5fqVzbh+Ama0BcruQqdY5tzL6M6ujx3BmtpLIJSUR6UEqUkQEovektN4QXQBtpnNufZvtbW8yfQB43Tn3STPLAwJd/EwDfuOc+9d29h1rtZZJmDP7t6qp1evjx1gNXGRmqR2cTWn9My2t3recYQYROQu63CMiHXkFuLPVaq1TotsPAP1btRvI35dev+k0jl8JfNrMhkePP9jMTnW2YyEwM/q69SKRbTO1yzn3DlANfLdVv/LM7JrTyC0iPURFioh05AEil25WRC99PBDd/jpw4fEbZ4EfAnPMbCmdn224yczqj38B+4FvA6+a2QrgNSKrd3fmn4GvRtuPA/ZFt68AwtEbbe/u8KcjbiGy+vBGM1sFPMPfLzOJSBzRKsgikjCiz285Er1P5HrgBufcdV7nEpHY0DVWEUkk04BfRC/V7AW+6HEeEYkhnUkRERGRuKR7UkRERCQuqUgRERGRuKQiRUREROKSihQRERGJSypSREREJC6pSBEREZG49P8BXjoeF+w4LKUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "onnylFyJ1bR8",
"colab_type": "code",
"colab": {}
},
"source": [
"images = []\n",
"for filename in filenames:\n",
" images.append(io.imread(filename))\n",
"# io.mimsave('rs1it5.gif', images, duration = 1)\n",
"io.mimsave('rs2it20.gif', images, duration = 1)\n",
"# io.mimsave('rs1it20.gif', images, duration = 1)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "6LPdj4AfA8ik",
"colab_type": "code",
"outputId": "e694a741-31db-4c4f-e56b-ad25dfe8fb01",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 182
}
},
"source": [
"# !mkdir rs1it5\n",
"# !mkdir rt2it20"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['ActiveLearningTitleSlide2.jpg',\n",
" 'ActiveLearningTitleSlide2.jpg',\n",
" 'rs1it5/rs1it5_0a.jpg',\n",
" 'rs1it5/rs1it5_0b.jpg',\n",
" 'rs1it5/rs1it5_1.jpg',\n",
" 'rs1it5/rs1it5_2.jpg',\n",
" 'rs1it5/rs1it5_3.jpg',\n",
" 'rs1it5/rs1it5_4.jpg',\n",
" 'rs1it5/rs1it5_5.jpg']"
]
},
"metadata": {
"tags": []
},
"execution_count": 77
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4f4OPYo_4BxE",
"colab_type": "code",
"colab": {}
},
"source": [
"# with open('rs2it20.gif','rb') as f:\n",
"# display(Image(data=f.read(), format='gif'))"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yVuyDofC1rDs",
"colab_type": "code",
"colab": {}
},
"source": [
"# https://www.kaggle.com/uciml/iris"
],
"execution_count": 0,
"outputs": []
}
]
}
@asilalinaqvi
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Why do you append the true label of the most ambiguous instance? Shouldn't it be a predicted label?

@andreina-francisco
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In active learning, the algorithm is able to query/ask a so called oracle for the true label of the the most ambiguos instance. The idea is to reduce the number of such questions because they are considered to be quite expensive (for instance, running an experiment for a couple of days).

@OronePatric
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i would like to know what type the active ML strategy used in the most ambiguous function. Thanks in advance.

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