6f6926201e
Signed-off-by: HZM <13197565+hzm6667@user.noreply.gitee.com>
1334 lines
1.8 MiB
Plaintext
1334 lines
1.8 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# 16组实训项目——心脏病数据"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import mglearn\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"from sklearn import datasets\n",
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"from sklearn import preprocessing\n",
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"from matplotlib.colors import ListedColormap\n",
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"from sklearn.preprocessing import LabelEncoder,StandardScaler \n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.model_selection import cross_val_score\n",
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"from sklearn.model_selection import GridSearchCV\n",
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"import matplotlib.pyplot as plt\n",
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"# 在图片中显示中文\n",
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"plt.rcParams['font.sans-serif'] = 'Microsoft YaHei'\n",
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"plt.rcParams['axes.unicode_minus'] = False\n",
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"from sklearn.model_selection import cross_val_score\n",
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"df=pd.read_csv('heart.csv')\n",
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"np.random.seed(1314)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 数据预处理\n",
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"### 处理异常数据,并数值化英文数据"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"scrolled": false
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},
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"outputs": [],
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"source": [
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"# 利用drop()将非字母构成行删除\n",
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"df.drop(labels = [i for i in range(len(df)) if df['thal'][i].isalpha() == False], axis = 0, inplace = True)\n",
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"# 借助labelEncoder()对字符串进行编号,方便数值处理\n",
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"l = LabelEncoder()\n",
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"df['thal'] = l.fit_transform(df['thal'])"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 训练集与测试集划分\n",
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"为了调试方便,我们统一采用了1314种子(因此本次结果是可复现的)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"训练集特征: (240, 13)\n",
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"训练集标签: (240,)\n",
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"测试集特征: (61, 13)\n",
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"测试集标签: (61,)\n"
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]
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}
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],
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"source": [
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"features = df.iloc[:,:-1]\n",
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"target = df.iloc[:,-1]\n",
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"x_train,x_test,y_train,y_test = train_test_split(features, target, test_size=0.2, random_state=1)\n",
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"\n",
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"features = features.values\n",
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"target = target.values\n",
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"\n",
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"print(\"训练集特征:\", x_train.shape)\n",
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"print(\"训练集标签:\", y_train.shape)\n",
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"print(\"测试集特征:\", x_test.shape)\n",
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"print(\"测试集标签:\", y_test.shape)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 数据归一化和标准化"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"mms = preprocessing.MinMaxScaler()\n",
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"x_train_mms = mms.fit_transform(x_train)\n",
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"x_test_mms = mms.fit_transform(x_test)\n",
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"features_mms = mms.fit_transform(features)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"sc = StandardScaler()\n",
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"x_train = sc.fit_transform(x_train)\n",
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"x_test = sc.fit_transform(x_test)\n",
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"features = sc.fit_transform(features)\n",
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"# 不同分类方法的准确率\n",
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"accuracies = {}"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## KNN算法,启动!\n",
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"### 先调用默认参数进行结果的查看"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"0.8360655737704918\n"
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]
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}
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],
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"source": [
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"#K-Nearest Neighbour (KNN) Classification\n",
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"from sklearn.neighbors import KNeighborsClassifier \n",
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"from sklearn.metrics import accuracy_score\n",
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"knn = KNeighborsClassifier()\n",
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"knn.fit(x_train, y_train)\n",
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"y_pred = knn.predict(x_test)\n",
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"score = accuracy_score(y_test, y_pred)\n",
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"print(score)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 欧式距离K值调参"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Maximum KNN1 Score is 86.89%\n",
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"Meanwhile, K Value is 11\n"
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]
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},
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"training_accuracy = []\n",
|
||
"test_accuracy = []\n",
|
||
"cv = []\n",
|
||
"rag = range(1, 21)\n",
|
||
"for i in rag:\n",
|
||
" knn1 = KNeighborsClassifier(n_neighbors = i) # n_neighbors means k\n",
|
||
" knn1.fit(x_train, y_train)\n",
|
||
" training_accuracy.append(knn1.score(x_train, y_train))\n",
|
||
" test_accuracy.append(knn1.score(x_test, y_test))\n",
|
||
" cv.append(cross_val_score(knn1, features, target, cv = 3, scoring = 'accuracy').mean())\n",
|
||
"\n",
|
||
"plt.plot(figsize = (16, 10), alpha = 0.8)\n",
|
||
"plt.plot(rag, training_accuracy, label = \"training accuracy\", alpha = 0.8)\n",
|
||
"plt.plot(rag, test_accuracy, label = \"test accuracy\", alpha = 0.8)\n",
|
||
"plt.xticks(np.array(rag))\n",
|
||
"plt.xlabel(\"K value\")\n",
|
||
"plt.ylabel(\"Accuracy\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.savefig(\"pictures/KNN1 Accuracy.png\")\n",
|
||
"\n",
|
||
"acc = max(test_accuracy) * 100\n",
|
||
"accuracies['KNN'] = acc\n",
|
||
"print(\"Maximum KNN1 Score is {:.2f}%\".format(acc))\n",
|
||
"print(\"Meanwhile, K Value is {:d}\".format(test_accuracy.index(max(test_accuracy)) + 1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 欧式距离交叉验证"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Maximum KNN CV Score is 85.05%\n",
|
||
"Meanwhile, K Value is 3\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(rag, cv, alpha = 0.8)\n",
|
||
"plt.xticks(np.array(rag))\n",
|
||
"plt.xlabel(\"K value\")\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.ylabel(\"Average cross-validation score\")\n",
|
||
"plt.savefig(\"pictures/KNN1 cv score.png\")\n",
|
||
"print(\"Maximum KNN CV Score is {:.2f}%\".format(max(cv)*100))\n",
|
||
"print(\"Meanwhile, K Value is {:d}\".format(cv.index(max(cv)) + 1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 决策边界绘制"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1400 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"X = np.vstack((df.iloc[:, 0].values, df.iloc[:, 7].values)).T # 使用心脏数据集的age与thalach,便于数据可视化\n",
|
||
"y = df.iloc[:, -1].values.T\n",
|
||
"\n",
|
||
"k_list = [1, 6, 11, 16]\n",
|
||
"h = .02\n",
|
||
"# 创建不同颜色的画布(浅橘色,矢车菊的蓝色)\n",
|
||
"cmap_light = ListedColormap(['navajowhite', 'paleturquoise'])\n",
|
||
"# 创建不同颜色的点集(金色,深空蓝)\n",
|
||
"cmap_bold = ListedColormap(['gold', 'deepskyblue'])\n",
|
||
"\n",
|
||
"plt.figure(figsize=(15,14))\n",
|
||
"# 根据不同的k值进行可视化\n",
|
||
"for ind,k in enumerate(k_list):\n",
|
||
" clf = KNeighborsClassifier(k)#根据k做分类\n",
|
||
" clf.fit(X, y)\n",
|
||
" # 画出决策边界\n",
|
||
" x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
|
||
" y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
|
||
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h),np.arange(y_min, y_max, h))\n",
|
||
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])#ravel()数据扁平化,做预测\n",
|
||
" # 根据边界填充颜色\n",
|
||
" Z = Z.reshape(xx.shape)\n",
|
||
" \n",
|
||
" plt.subplot(321+ind) \n",
|
||
" plt.pcolormesh(xx, yy, Z, cmap=cmap_light,shading='auto')#plt.pcolormesh()会根据Z的结果自动在cmap里选择颜色绘制分类背景图\n",
|
||
" # 数据点可视化到画布\n",
|
||
" plt.scatter(X[:, 0], X[:, 1], c=y, cmap=cmap_bold, edgecolor='k', s=20)\n",
|
||
" plt.xlim(xx.min(), xx.max())\n",
|
||
" plt.ylim(yy.min(), yy.max())\n",
|
||
" #标题\n",
|
||
" plt.title(\"2-Class classification (k = %i)\"% k)\n",
|
||
"\n",
|
||
"plt.savefig(\"pictures/KNN Seprate.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 曼哈顿距离K值调参"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Maximum KNN Score is 88.52%\n",
|
||
"Meanwhile, K Value is 7\n",
|
||
"Maximum KNN Score is 86.89%\n",
|
||
"Meanwhile, K Value is 9\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"training_accuracy = []\n",
|
||
"test_accuracy = []\n",
|
||
"cv = []\n",
|
||
"for i in range(1,20):\n",
|
||
" knn2 = KNeighborsClassifier(n_neighbors = i, p = 1) # n_neighbors means k, 使用曼哈顿距离\n",
|
||
" knn2.fit(x_train, y_train)\n",
|
||
" training_accuracy.append(knn2.score(x_train, y_train))\n",
|
||
" test_accuracy.append(knn2.score(x_test, y_test))\n",
|
||
" cv.append(cross_val_score(knn2, features, target).mean())\n",
|
||
"\n",
|
||
"plt.plot(figsize = (16, 10), alpha = 0.8)\n",
|
||
"plt.plot(range(1, 20), training_accuracy, label = \"training accuracy\", alpha = 0.8)\n",
|
||
"plt.plot(range(1, 20), test_accuracy, label = \"test accuracy\", alpha = 0.8)\n",
|
||
"plt.xticks(np.arange(1,20,1))\n",
|
||
"plt.xlabel(\"K value\")\n",
|
||
"plt.ylabel(\"Accuracy\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.savefig(\"pictures/KNN2 Accuracy.png\")\n",
|
||
"\n",
|
||
"acc = max(test_accuracy)*100\n",
|
||
"print(\"Maximum KNN Score is {:.2f}%\".format(acc))\n",
|
||
"print(\"Meanwhile, K Value is {:d}\".format(test_accuracy.index(max(test_accuracy)) + 1))\n",
|
||
"print(\"Maximum KNN Score is {:.2f}%\".format(test_accuracy[8] * 100))\n",
|
||
"print(\"Meanwhile, K Value is {:d}\".format(test_accuracy.index(test_accuracy[8]) + 1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 曼哈顿距离交叉验证"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Maximum KNN CV Score is 83.40%\n",
|
||
"Meanwhile, K Value is 13\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(range(1, 20), cv, alpha = 0.8)\n",
|
||
"plt.xticks(np.arange(1,20,1))\n",
|
||
"plt.xlabel(\"K value\")\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.ylabel(\"Average cross-validation score\")\n",
|
||
"plt.savefig(\"pictures/KNN2 cv score.png\")\n",
|
||
"print(\"Maximum KNN CV Score is {:.2f}%\".format(max(cv)*100))\n",
|
||
"print(\"Meanwhile, K Value is {:d}\".format(cv.index(max(cv)) + 1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## SVM启动!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0.8360655737704918\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#Support Vector Machine (SVM) Algorithm\n",
|
||
"from sklearn.svm import SVC\n",
|
||
"svc = SVC()\n",
|
||
"svc.fit(x_train, y_train)\n",
|
||
"y_pred = svc.predict(x_test)\n",
|
||
"score = accuracy_score(y_test, y_pred)\n",
|
||
"print(score)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Maximum SVC Score is 83.61%\n",
|
||
"Meanwhile, C Value is 0.35\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"cv = []\n",
|
||
"rag = range(1, 21)\n",
|
||
"test_accuracy = []\n",
|
||
"train_accuracy = []\n",
|
||
"for i in rag:\n",
|
||
" svc1 = SVC(C = i/20, kernel = 'rbf')\n",
|
||
" svc1.fit(x_train, y_train)\n",
|
||
" test_accuracy.append(svc1.score(x_test, y_test))\n",
|
||
" train_accuracy.append(svc1.score(x_train, y_train))\n",
|
||
" cv.append(cross_val_score(svc1, features, target, scoring = 'accuracy').mean())\n",
|
||
"plt.plot(0.05 * np.array(rag), test_accuracy, label = \"test accuracy\", alpha = 0.8)\n",
|
||
"plt.plot(0.05 * np.array(rag), train_accuracy, label = \"train accuracy\", alpha = 0.8)\n",
|
||
"plt.legend()\n",
|
||
"plt.xticks(np.arange(0, 1.1, 0.1))\n",
|
||
"plt.xlabel(\"C value\")\n",
|
||
"plt.ylabel(\"Accuracy\")\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.savefig(\"pictures/SVC1 Accuracy.png\")\n",
|
||
"acc = max(test_accuracy) * 100\n",
|
||
"print(\"Maximum SVC Score is {:.2f}%\".format(acc))\n",
|
||
"print(\"Meanwhile, C Value is {:.2f}\".format((test_accuracy.index(max(test_accuracy)) + 1) / 20))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Maximum KNN CV Score is 84.39%\n",
|
||
"Meanwhile, C Value is 0.60\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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dtzPz8dYob7SwVYodj0TEwoeI9CYIAvZcSsb23xOgEQAPeyu8Pbp9jTf1lEgk6ORii04utvjnoNY4dT0dodGpuJX+EKdjM3A6NqPSafHpBcCbP0YiNacIcpkEswe3wbAOjsa4VDJhEokEL3V1hqe9FT48fA0JGQ8x/9tw/GeEF7o4c72fxoqFDxHppaC4FB8fvYFzt+4DAPy8HfC6b2uj72+lUphhdJcWGN2lBW6l5yE0Og0nrt3TTovf/Uciurk1RTsHK+y8JYOVdSEcbCyw5AVvtHXkLzV6pJOLLdaN98EHh67hemougn+JxoSeLlAKYicjMbDwIaJqu5OZj5UHY5D0oAAyqQT/GuiJkZ2can3QaOvmKrQepMJrz7eqMC3+QkImSjRA15a2ePOF9rBVmuZu1VS77FUKrHy5s3YQ/q4/kqAolkIelQa/Dk5c4qAR4f9pIqqWczcz8PHRWBSoS2GnMsfiF7zh7WRTpxkUZrIK0+LP3cxAe8UDLBvtDYWCRQ9VzdxMijm+bdDWQYXPTt7EvQIJPv8tHtt+T8SAts0xopMjvBytOfurgWPhQ0RPVaoRsP33BOy5VLapZycXWywaKf6mnuXT4if2dMHBg8mi7wNGpmN4Ryf0cLXBx98dxT1zC6RkF+FoTBqOxpTNJBzZ0QmDvZrDuhozCcn0sPAhoipl56ux+sg1XE3KBgD4d3PBtH7c1JNMn41Sjp7NBbzwQlfEZhTgSOSjmYRf/BaHL8/Go3+bsvWkOjrbsBeoAWHhQ0SVupGWi5UHY3A/rxgWcin+PaQd+rflpp7UsEgkEnR0tkVHZ1vMHOiJUzfScSQqDQkZD3HiejpOXE9Hy6ZKDO/oCD9vR44hawBY+BCRDkEQcCQqFZt+i0NJqQDnJhZ4e1QHuNlxU09q2Kwt5BjTxRmjO7dA7L08HI5MxenYdCQ9KMD/ziTgq3O30a/109eTovqPhQ8RaRWXaPDZyVs4GpMGAOjb2g6B3NSTGhmJRIJ2jtZo52iN/zfAA7/91Qt0816edj0pJ1sLDO/giKHtHdHUStzxbqQf/jQjIgBlm3quOXoLN+/lQSoB/tG3Ff7GTT2pkbM0N8PITi0wslPZelJHolJx8lo6UrMLsf332/j6fCJ6ezTDiI6O6ObalL1AJoCFDxEhIRfY/UMEHhZrYG1hhjdHclNPoie1bq7C64PbYPrzHjgdm4Ffo1JxLTUXv9+6j99v3UdzawWGdXDEsA6OsFcpxI5LVWDhQ9SICYKAHy4l44d4GWxtS9HO0ZqbehI9g4Vcpi1wbt9/iF+j0nD82j2k5xZh1/lEfPNHIrq7N8XIjk7o2aqZycyC1GgEXE3Oxukb6cgrLqmd9yjVIO62FPYJmXi+rTjbyrDwIWqk8otL8PHRWJy7mQEAGNreAa/7tuWmnkR6cLezwsyBnpjarxXO3irrBYpMzsGFhAe4kPAAzazMMbS9A4Z3dKrxXna15cHDYhyNScOv0WlIzS6s1fcSBAHZ2RKkZNXu+zwNCx+iRujxrSfMZBIMc9FgzmBPyFn0EBnE3EwKXy8H+Ho5IOlBPn6NSsOxa2nIfFiM7y4k4fuLSfBxbYIRHZ3wnEczyGXi/l3TaARcvvMAR6LScD4+ExpN2cZlSrkMg7yaw72WZnGWlpTi8uXL6OJiWyvnrw4WPkSNzLlbGfg49NHWE/8Z1gY3L54WOxZRg9GyqSWm9/fAP/q643xcJo5EpSL8ThYuJ5Z92SrlGPJXL5BLE2WdZsvIK0JodBpCo9OQnlukbfd2ssbwjk4Y0NYeFnLjbjj8OLVaDdwR4Nncqtbe41lY+BA1EhqNgJ3nb+O7C0kAgE4uNlg00htWcgluipyNqCGSy6To39Ye/dvaIzW7EKHRqQiNuYcHD4ux51Iy9lxKRicXW4zo6Ih+re1r7TZzqUbAhYRMHI5KxaXbD/BX5w5UCjP4ejfHiI5OcLcTrxCpayx8iBqB3EI1PjpyHZcSswAAY32cMa1fK5jJpGX/AiOiWuVka4F/9G2FV3u748+ETByOTMXlxAeITM5GZHI2Nini4OftgBEdnYy2WGhaTiF+jUrF0Zh7yHxYrG3v5GKD4R2d0K+1HRRmtde7U1+x8CFq4OLS87DyYAzScopgbibFPL82GOzlIHYsokZJJpWgj6cd+njaIT23/LZTKjLyivHzlRT8fCUF3k7WGNHRCf0NuO2kLtXgj/iywupKUhaEv3p3bJRmGOLtiOEdHdGyaeNehZ2FD1EDduL6PWw4fhPFJRo42ijw1qj28GyuEjsWEQFobq3Aq73dMKGXKy7feYDDkan4Iz4T11JzcS01F1+cjoOvlwNGdHR85t/b5KwC/BqVimMx95Bd8KgXt6urLUZ2bIHenuIPqK4vWPgQNUAlpRp8eTYBP19JAQD0cG+K/xveDtYW3GCRqL6RSiXo4d4MPdybIbN8anlUKtJyinAw4i4ORtxFWwcVhnd0xKB2DjD7a1mg4hINzsbdw5G/ptCXa2Ipx/AOjhjWwQlOtvVzCr2YWPgQNTAPHhbjw8PXEJVS9oMwoJcrJj3nxqX0iUxAMytzBPR0xSvdW+JqcjaORKXi91v3EXsvD7H38rD1TDyeb22H+BQJdm+/iIfFGgCAVAJ0c2uKER2d0KtVU5ixd6dKLHyIGpBrqTlYdfAaMh8WQymXYf6wdujb2k7sWESkJ6lUAh/XJvBxbYLsfDWOX0/D4chUpGQV4mjMPWRnS2FrW/rXNhlOGNbBEc2tuU1GdbDwIWoABEHAkahUfH4qDqUaAa7NlHhrVPtGP4iRqCGwtZTj5W4t4e/jgqiUHPwadRcx17Mw4wUvPOfZnL25emLhQ2Tiiks0+PzULYRGpwEA+rW2Q+DQdlCaN75pqkQNmUQiQScXW3g5WOJgwXX0cOdu8IZg4UNkwtJzi7DqYAxi7+VBKgEm93HHKz1aQiLhD0Miosqw8CEyUVeTsrD68HVkF6ihUpjhPyO90N2tqdixiIjqNRY+RCZGEAT8FJ6CL8/GQyMAHvZWeHt0+3q78zMRUX3CwofIhBSqS7H+WCxOx2YAAHy9muN13za1uqkgEVFDwsKHyETczS7AigMxuH0/H1KpBDMHeGB05xYcz0NEpAcWPkRGcC01F1fuS2Aecw/mcjNIJRJIpRLIJBJIJWVrcsikf/1ZUv5nyWN/hm6bTPfYm/fy8PHRG3hYVIomlnIsGumNTi62Yl82EZHJYeFDVEN3MvPx9r4oPMiS4o+8uFrtgfF2ssbiF7xhp+JCZUREhmDhQ1RDu/9IhEYAmioEdHNvAolEilKNgFJBgCAIZX/WlA1KLv3rsSAApRoBGqHsq+zPeOzPAjQaoPSv56USCYZ1cMSM/h7caJCIqAZY+BDVwO37D3HmZtlA4xfdNJg2yhtyOTcCJSKqr/hPR6Ia2HU+EYIA9PVsBgel2GmIiOhZWPgQGSguPQ/nbt2HRAJM6NVS7DhERFQNLHyIDLTzfCIAYEBbe7g142agRESmgIUPkQFi03LxR3wmpBJgQi83seMQEVE1sfAhMkB5b8+gds3hyt4eIiKTUS8KH0EQEBwcDGdnZ1hZWWHcuHHIyMio9Nht27bBy8sLFhYW8PHxwYEDB7TPlZaW4r333oO7uzssLS3h4+ODPXv21NVlUCMRczcHF28/KOvteY69PUREpqReFD4hISFYv349Nm3ahNDQUMTExGDq1KkVjjtx4gRmzJiBuXPn4o8//sALL7wAf39/xMbGAgB+/vlnHD16FJs2bcK5c+fg5+eHv//97wgLC6vrS6IGbNdfvT1+3o5wbsKpXEREpkT0dXw0Gg1CQkKwdOlSvPjiiwCAtWvXYtSoUYiPj4eHh4f22AsXLsDHxwfz5s0DAHTp0gWbNm1CeHg42rZti969e+P48eOQyco2bPTx8cH+/fvx008/oU+fPnV/cdTgRCZnI/xOFqRSCSY85yp2HCIi0pPohU9ERAQyMjIwcuRIbdvgwYMhlUoRFhamU/iMGTMGH3zwAY4dO4bBgwdj586dkMvl8PX1BQA4OztXOL+FhQVKS0urfP+ioiIUFRVpH+fk5AAA1Go11Gp1ja+vLpXnNbXc5Uwh/9dhCRAEAUO8mqOZUlYhc33OXhVTzg6Ydn5mF48p52f2p5/7WSSCIAhGf3c97N27F+PGjUNhYSEUikf7Dzk5OWHhwoVYuHChzvGbN2/GP//5T0gkEkilUhw8eBDDhw+v9NxhYWHo27cvDh06pFNYPS4oKAjBwcEV2nft2gVLSw5apUcS84Dv4mSQSYAZXqWwMRc7ERERlcvPz8err76K7Oxs2NjYVHmc6D0+eXl5kEqlOkUPAFhaWqKwsFCn7eTJkwgMDMSaNWswYMAAfPvttwgICMD58+fh5eWlc+z58+cxduxYBAQEVFn0AMCSJUuwYMEC7eOcnBy4urrC19cXdnZ2RrjCuqNWqxEaGophw4aZ5LYJ9Tm/IAh4+6do2Nrm4oVOjpgwwEPn+fqc/VlMOTtg2vmZXTymnJ/ZK1d+x+ZZDC58zpw5gx07diAhIQFbt25Fy5YtceXKFXh4eDy10nqSQqGARqNBSUkJzMwexSksLKzQ47J48WJMmzZNW6j06tULly5dwnvvvYevv/5ae9xnn32G+fPnY9q0afj000+f+f5PFl0AIJfLTe4bqpwpZwfqZ/7LiQ9wLTUP5mZSjH/Ovcp89TF7dZlydsC08zO7eEw5P7NXPGd1GDSra8eOHfDz80NKSgpOnDiB/Px8AMDGjRvx5ptv6nUuFxcXAEBSUpK2raioCOnp6fD09NQ59sqVK/Dx8dFp69mzJ65evap9vHDhQrz55pv48ssv8fnnn5vsNwXVH4Ig4Ouwsplcozq3gL2qYqFMRESmwaDCZ9WqVfjvf/+LX375RTuDCgAmTpyIQ4cO6XWu7t27Q6lUIjQ0VNt26tQpAMDAgQN1jnVxcUF0dLROW2RkpHZQ8/79+7Fx40acOnUKEydO1CsHUVUu3n6AG2m5MDeT4m/duScXEZEpM+hWV0JCAvr27Vuh3draGvfu3dPrXEqlErNnz8ayZcvg5uYGlUqFwMBAzJo1CyqVCsOHD8f06dMxYcIEzJs3D4sXL4a3tzd69+6Nn376CYcOHcL+/fsBALt370bPnj1hY2ODmzdvat9DJpPpzA4jqi5BELSrNI/u3AJNrTiimYjIlBlU+HTp0gX79u1Dp06dAAASiQRA2arKT96eqo6VK1eioKAAAQEBkMlkmDx5MkJCQqBWqxEdHY2UlBQAwBtvvAFBELB69WokJyejbdu22LVrF0aPHg0AuHv3Lk6fPo22bdvqnN/Ozq7KlaCJnuZ8fCZu3suDhZy9PUREDYFBhc+6deswfPhwREdHaxcgvHbtGs6cOYNvvvlG7/MpFAps3LgRGzdurND++NgfiUSCwMBABAYGVnqe48eP6/3eRFXRaATtKs0vdnWGrSXHixERmTqDxvj07dsX0dHRsLW1RdeuXfHnn3/CxcUFYWFhCAgIMHZGIlGExd1HfMZDKOUy+HdzETsOEREZgd49PoIgYPz48QgODsZnn31WG5mIRKfRPBrbM7abM2ws2NtDRNQQ6N3jI5FIcObMmWovFERkis7czEBiZj4szWUY68PeHiKihsKgW11bt25FcHAwzp49i+LiYmNnIhLV42N7Xu7mApVC9AXOiYjISAz6if7SSy9BEAQcOXIEAHTW8gHAYohM2qkb6UjOKoBKYYaXfCpufEtERKbLoMJny5Ytxs5BVC+UagTs+qOst2dcdxdYmrO3h4ioITHop/rUqVONnYOoXjh+7R5Sswthq5RjTBf29hARNTQGjfEBgOvXr2PGjBno06cPunfvjlmzZuHWrVvGzEZUp9SlGnz7Z1lvz996uEBpLnvGK4iIyNQYVPiEhoaiS5cuCA8PR9++fTFo0CBcvHgR3bp1Q3h4uJEjEtWNYzFpSMspQhNLOV7o1ELsOEREVAsMutX19ttvY9q0adi0aZNO++zZs7Fw4UIcPXrUKOGI6kpxiQbf/nkHAPBKj5awkLO3h4ioITKoxyciIgL//Oc/K7TPmDEDYWFhNQ5FVNd+jU5FRl4xmlmZs7eHiKgBM6jwUalUyMrKqtCelZUFMzPOgiHTUlRSiu8vlO0JF9DTFeZmBg99IyKies6gn/AjR47E4sWLkZaWpm1LS0vDW2+9hWHDhhktHFFdOByZisyHxbBXmWNYB0ex4xARUS0yqPAJCQlBbm4uPDw80LNnTzz33HPw9PRETk4O1q5da+yMRLWmUF2KHy6W9faM78XeHiKihs6g+1JOTk4IDw/H7t27cfHiRSgUCsyZMwevvvoq5HJu5kim42DEXWTlq+Foo8DQ9uztISJq6AwqfO7cuQNBEPDaa6/htdde07YnJCTA0tISDg4ORgtIVFsKikvx46Xy3h43mMnY20NE1NAZ9JN+xIgRlU5ZP3DgACZMmFDjUER14ZerKcgpKEELWwv4ebNYJyJqDAwqfOLi4tCrV68K7QMGDMCFCxdqHIqotuUXl2DvpWQAwMTn3CCTSkROREREdcGgwsfR0RFRUVEV2uPi4jjGh0zCz+EpyCsqgUsTJQa1ay52HCIiqiMGFT4TJ07EwoULcfbsWW1bREQE3nzzTYwePdpo4YhqQ15RCfZeLuvtebW3G6Ts7SEiajQMGty8fPlyXL9+HQMGDECTJk1gZmaG+/fvo0+fPli3bp2xMxIZ1b7LycgvLoVbM0v0b2MvdhwiIqpDBhU+5ubm2Lt3L/744w+cO3cOgiCgc+fOGDp0qLHzERlVTqEaP4enAAAmsbeHiKjRqdH+Es899xyee+45AEBUVBSys7Nha2trlGBEtWHf5WQUqEvhYW+FPp52YschIqI6ZtAYn1deeQUbNmzQPh43bhw6d+4MFxcXnDp1ymjhiIwpO1+NX66wt4eIqDEzqPA5fPgwevfurf3zkSNHcPToUbzxxht46623jBqQyFh+vJSEQrUGbRxUeM6jmdhxiIhIBAbd6lIqlZBIyv61vG7dOrz22mvw8/ODk5MTPv30U6MGJDKGBw+LcSDiLoCy3p7y718iImpcDCp8RowYgddffx3du3fHiRMn8NlnnwEAkpOTYWFhYdSARMbw46UkFJdo4OVkjR7uTcWOQ0REIjHoVtcnn3wCNzc3/P7779iyZQs8PT0BAAcPHsTLL79s1IBExnDx9gMAwLjuLuztISJqxAzq8bGzs8MPP/xQoZ1r+FB9VFyiQUpWAQCgnaO1yGmIiEhM3I6aGryUrAJoBMDSXAY7K3Ox4xARkYhY+FCDl5iZDwBwa2bJ21xERI0cCx9q8G7ffwgAcLezFDkJERGJjYUPNXjlPT6uzVj4EBE1dgZvWaHRaBAXF4f09HQIgqDzXL9+/WocjMhYygsfdzsrkZMQEZHYDCp8fvvtN/zjH/9AUlJShaJHIpGgtLTUKOGIaqqopBR3swsBAO7s8SEiavQMKnxmz54NFxcXbN26FR4eHjAzq9Fep0S1JulBAQQBUCnM0MRSLnYcIiISmUEVy+3bt3Hy5En07NnT2HmIjCrxftltrlb2nNFFREQGDm4eMmQI4uLijJ2FyOjKZ3RxYDMREQEG9vi89tprePvtt5GSkoJu3bpBLte9hcDBzVRfJGaWrdjsxsKHiIhgYOEzbtw4AMCCBQsqPMfBzVSfJGaW9fi04owuIiKCgYVPfHy8sXMQGV2huhRpOUUAeKuLiIjKGFT4uLu7a/9cUFAAtVoNGxsbo4UiMoY7f63f08RSDlslZ3QREVENVm7+3//+h9atW0OlUqFp06bw8vLCt99+a8xsRDVy+z5XbCYiIl0G9fh88sknWLRoEebMmYOBAwcCKFvU8LXXXoNEIkFAQIBRQxIZQrtiMwsfIiL6i0E9Pp9++ik++OADrFmzBmPHjsXYsWOxZs0arFy5EitWrND7fIIgIDg4GM7OzrCyssK4ceOQkZFR6bHbtm2Dl5cXLCws4OPjgwMHDug8HxkZiYEDB0KpVMLT0xNff/21IZdIDcCjrSpY+BARURmDCp87d+7Az8+vQrufnx+uX7+u9/lCQkKwfv16bNq0CaGhoYiJicHUqVMrHHfixAnMmDEDc+fOxR9//IEXXngB/v7+iI2NBQBkZ2dj2LBh8PDwwPnz5zF9+nRMnToVYWFh+l8kmTyu4UNERE8y6FaXs7MzoqKi0KVLF532yMhI2NnZ6XUujUaDkJAQLF26FC+++CIAYO3atRg1ahTi4+Ph4eGhPfbChQvw8fHBvHnzAABdunTBpk2bEB4ejrZt2+Krr76CRqPB5s2bYW5uji5dumD//v347LPP0KdPH0MulUxUfnEJMvKKAXANHyIiesSgwmfSpEmYP38+lEolhg4dCqlUiqNHj2LhwoWYOHGiXueKiIhARkYGRo4cqW0bPHgwpFIpwsLCdAqfMWPG4IMPPsCxY8cwePBg7Ny5E3K5HL6+vgDKeoR8fX1hbm6ufY2fnx9+/PHHKt+/qKgIRUVF2sc5OTkAALVaDbVarde1iK08r6nlLmfM/HFpuRAEAc2s5LCQ1f5nYsqfvSlnB0w7P7OLx5TzM/vTz/0sBhU+QUFBSExMxLhx47T7H0kkEvzjH//AypUr9TpX+dYXjxc4SqUSzZs3R3Jyss6x7du3xwcffIChQ4dCIpFAKpXi4MGDsLe3155r1KhROq9xc3OrcJ7HrVq1CsHBwRXaT5w4AUtL0+wpCA0NFTtCjRgj/9VMCbKzpWhSKuDgwYNGSFU9pvzZm3J2wLTzM7t4TDk/s+vKz8+v1nEGFT5mZmbYvn07goKCcOnSJSgUCnTu3BmtWrXS+1x5eXmQSqVQKBQ67ZaWligsLNRpO3nyJAIDA7FmzRoMGDAA3377LQICAnD+/Hl4eXkhLy+vQrFS2Xket2TJEp0VqHNycuDq6gpfX1+9b9uJTa1WIzQ0FMOGDauwjYgpMGb+1LMJsM1NxYAuThj1fCvjBHwKU/7sTTk7YNr5mV08ppyf2StXfsfmWQwqfMp5enrC09OzJqeAQqGARqNBSUkJzMwexSksLKxQxCxevBjTpk3TFiq9evXCpUuX8N577+Hrr7+GQqFAcXGxzmsqO8+T7/9k0QUAcrnc5L6hyplydsA4+ZOyiiCRSODR3LpOPwtT/uxNOTtg2vmZXTymnJ/ZK56zOqpV+HTr1g1nzpyBlVXZfkeVzeh63PHjx6v15gDg4uICAEhKStL2GBUVFSE9Pb1CUXXlyhXMmDFDp61nz544fPiw9lx37tzRef7OnTs1Ls7I9Nz+ayq7G6eyExHRY6pV+PTv31+nV8TT01M7tqemunfvDqVSidDQUMycORMAcOrUKQDQLo5YzsXFBdHR0TptkZGRcHZ21ubcunUrSktLIZPJAADHjh3DkCFDjJKVTENuoRoPHnJGFxERVVStwufTTz/VebxlyxajBVAqlZg9ezaWLVsGNzc3qFQqBAYGYtasWVCpVBg+fDimT5+OCRMmYN68eVi8eDG8vb3Ru3dv/PTTTzh06BD2798PAJg5cybWrFmDuXPnYs6cOdi7dy8iIiKwe/duo+Wl+q984cLm1gpYmtfobi4RETUwBv1W8PT0xKlTp+Dq6qrTfvnyZcydOxdnz57V63wrV65EQUEBAgICIJPJMHnyZISEhECtViM6OhopKSkAgDfeeAOCIGD16tVITk5G27ZtsWvXLowePRpA2fpCv/zyC+bOnYv//e9/6NixIw4ePKizqSo1fIl/7dHF3h4iInqSQYVPQkICSkpKdNo0Gg3Cw8Nx9epVvc+nUCiwceNGbNy4sUJ7UlKS9rFEIkFgYCACAwOrPNegQYMQERGhdwZqOLTje1j4EBHRE6pd+MTExKBjx46QSCSQSCRo06ZNpcdNmTLFaOGIDME9uoiIqCrVLnzat2+Pb775BsXFxZgyZQo++ugjODo6ap+XSqVwdXVF//79ayUoUXXdYY8PERFVQa9bXQEBAQDKZkpNmTJFu2IyUX2Rna9GVn7ZsuXcnJSIiJ5k0BifL7/8EkDZKolZWVkVnndzc6tRKCJDld/mcrRRwEIuEzkNERHVNwYVPpcvX8bkyZNx7dq1Sp8vLS2tUSgiQ93OfAgAcLezEjkJERHVR1JDXjRr1iw4Ojrip59+gkKhwJEjR/Df//4X3t7e2Llzp7EzElXbbU5lJyKipzCoxycyMhJnz56Fj48PPD094ebmhqFDh8LJyQkff/wxJkyYYOycRNXCgc1ERPQ0BvX4ODk5ISMjAwDQoUMH/PnnnwCAli1bav9MVNcEQdD2+HAqOxERVcagHp9x48Zh06ZNGDp0KMaOHYtFixYhOjoaBw8eRMeOHY2dkahaHuSrkVdUAqkEaNmUhQ8REVVkUOHz/vvvIy0tDQAwadIkxMbGYu/evXB0dMS6deuMGpCouspndDnZWsDczKDOTCIiauAMKnwUCoXOlPWgoCAEBQUZKxORQW7fL5vRxfE9RERUlWoVPtu3b9frpNy2gsSgHdjMqexERFSFahU+M2bMqNCm0WggCAJkMpn2z2ZmZjAzM2PhQ6LQDmxmjw8REVWhWgMh1Gq1zteXX36Jbt26ITIyEmq1GoWFhTh27Bi6deuGkydP1nJkoooEQeCu7ERE9EwGjQB9++23sWbNGnTo0AEAIJfL4evri2XLluH11183akCi6rj/sBgFxaWQSiVwaaoUOw4REdVTBhU+GRkZMDOreJfM3t4eUVFRNQ5FpK/ygc0uTSwgl3FGFxERVc6g3xCDBg3CkiVLkJ6erm3LyclBcHAw2rRpY7RwRNVVPpWdO7ITEdHTGDSdfePGjRg5ciTc3d3RoUMHmJubIyoqCoIgYN++fUaOSPRsifcLAADuzTiji4iIqmZQ4dOqVStERUXhu+++w9WrV5GXl4fx48dj0qRJsLe3N3ZGomcqv9XFrSqIiOhpDCp8AEAmk2HixImYOHGiMfMQ6U2jEXDnAWd0ERHRs1Wr8AkMDMSaNWsgk8kAAMuXL3/q8cuWLat5MqJqSs8rQqFaA5lUgha2FmLHISKieqxahc/x48dRUFAAlUoFANixY0eVx0okEhY+VKfKBza3bKqEGWd0ERHRU1Sr8Ll69arO49jY2FoJQ2SI8hWbeZuLiIiehf88JpOXyIHNRERUTdXq8Wnbti0kEkm1T3rjxg2DAxHpK1G7VQWnshMR0dNVq/CZPHlybecgMohGIzwqfNjjQ0REz1Ctwufdd9+t7RxEBknNKYS6VIBcJkELG87oIiKipzN4HZ+UlBRcuHABWVlZOu0SiQT/+Mc/apqLqFoe36pCKq3+7VgiImqcDCp8du7ciRkzZqC4uBgSiQQSiQQajQZSqRRSqZSFD9WZxL9mdLlzRhcREVWDQbO63n33XcyZMwc5OTmwsbHBgwcPEB0djWHDhuHXX381dkaiKt3OLJvRxc1JiYioOgwqfFJTUzFt2jSoVCq0adMGt27dgre3N9555x3MmjXL2BmJqpSYWbY5KdfwISKi6jCo8GnTpg2uX78OAPDx8cHRo0cBALm5uUhJSTFeOqKnKNUISPprj65W9pzKTkREz2ZQ4TNnzhzs3r0bADB16lS89dZbeP755zF+/HgMHTrUqAGJqpKSVYCSUgEKMymaqxRixyEiIhNgUOEzc+ZM/PjjjwCA/v374/Dhw+jZsycWLVqEr776yqgBiapyJ/PRVhWc0UVERNVh0Kyufv36Ydq0aRg/fjxsbW3h5+cHPz8/Y2cjeqrbXLiQiIj0ZFCPT9euXbFs2TK0aNEC48ePx6FDh6DRaIydjeipuDkpERHpy6DC57PPPkNKSgp++eUXNG3aFNOmTYOLiwsWLlyIiIgIY2ckqlT5rS5uTkpERNVl8O7sUqkUQ4YMweeff467d+/i008/xfHjx+Hj42PEeESVU5dqkJRVNpWda/gQEVF1GbxlBVC2ns/evXuxZ88e/Pbbb3B3d8fSpUuNlY2oSilZBdBoBCjlMs7oIiKiajOo8FmzZg327NmD8+fPo3nz5hg/fjxWrlyJXr16GTsfUaW043vsLCGRcEYXERFVj0GFz/LlyzFu3DgEBQVhyJAhkEoNvmNGZJDETA5sJiIi/RlU+Ny7dw8KBW8vkHg4sJmIiAxhUFfN40XPsGHDkJSUZLRARNWRcL9sc1L2+BARkT5qfI/q5MmTyM/PN0YWomopLtEgNbsQAAsfIiLST70YnCMIAoKDg+Hs7AwrKyuMGzcOGRkZFY5r1aoVJBJJha8hQ4Zojzl48CB8fHxgYWEBLy8vbNu2rQ6vhOpC0oN8aARApTBDMytzseMQEZEJqReFT0hICNavX49NmzYhNDQUMTExmDp1aoXjTp06hdjYWO1XTEwMHBwcMH78eABAbGwsxo4dizFjxuCPP/7A7NmzMWPGDJw4caKuL4lq0e3HBjZzRhcREemjRuv4AMCxY8fg5uZm8Os1Gg1CQkKwdOlSvPjiiwCAtWvXYtSoUYiPj4eHh4f2WHd3d53Xbt26FUqlEq+99hoAIDw8HDY2Nnj//fcBAF26dMH27dtx4cIF+Pr6GpyR6pc73KOLiIgMVOPCZ+DAgQCAvLw8qFQqvV8fERGBjIwMjBw5Uts2ePBgSKVShIWF6RQ+j1Or1VixYgWWLFkCuVwOAPD19YWZmRl27dqF8ePH49ixY7h9+7a2oKpMUVERioqKtI9zcnK051er1Xpfj5jK85pa7nLVzR+fngdBEOBiq6g312rKn70pZwdMOz+zi8eU8zP708/9LBJBEAR9Tz5//nx06dJF29Myf/58rF+/Hi1atMDBgwfRpUuXap9r7969GDduHAoLC3Vmizk5OWHhwoVYuHBhpa/bvXs35syZg+TkZCiVSm374cOHMXr0aAiCAEEQsGXLFsyYMaPK9w8KCkJwcHCF9l27dsHSkj0K9dHma1JkF0sQ4FkKN/1rbSIiaoDy8/Px6quvIjs7GzY2NlUeZ1CPz7Zt23DgwAEAwO+//47//ve/2Lx5M86cOYOFCxfi119/rfa58vLyIJVKK6wLZGlpicLCwipft2HDBkybNk2n6ImJicH48eOxePFi+Pv749ixY5g3bx7atWuHAQMGVHqeJUuWYMGCBdrHOTk5cHV1ha+vL+zs7Kp9HfWBWq1GaGgohg0bpu0FMyXVyV+kLsWWxD9hqwQmjOmBJpb14zpN+bM35eyAaedndvGYcn5mr1z5HZtnMfhWV/ltrbVr12L8+PGYPn06evXqVWWBURWFQgGNRoOSkhKYmT2KU1hYWGWPy9WrV3Hu3Dls2bJFpz04OBj9+/fHihUrAAC9evXCjRs3sGTJEpw5c6bK969sMUa5XG5y31DlTDk78PT8tx8UApDA1tIMzW3rX4+cKX/2ppwdMO38zC4eU87P7BXPWR0GFT4DBw7EkiVLMGDAAOzbtw8XLlwAAGRmZuo9y8bFxQUAkJSUhFatWgEoG3eTnp4OT0/PSl/z/fffw9vbG+3bt9dpv3LlCsaNG6fT1rNnT/zwww96ZaL669FWFVYiJyEiIlNk0HT2jz/+GGlpaVi1ahWCgoLQtWtXAMCOHTvQt29fvc7VvXt3KJVKhIaGattOnToF4NHA6Sft27cP/v7+FdpdXFwQHR2t0xYZGQlnZ2e9MlH9Vb45KbeqICIiQxjU4+Ph4aHt5Xnck7eeqkOpVGL27NlYtmwZ3NzcoFKpEBgYiFmzZkGlUmH48OGYPn06JkyYAKCsVykyMhKrV6+ucK558+bh5ZdfxqpVq/DCCy/gzJkz2Lp1K9auXav/RVK9pN2VnSs2ExGRAQwqfGJiYiCTydCuXTsAwPXr17Flyxa0a9cOM2fO1Pt8K1euREFBAQICAiCTyTB58mSEhIRArVYjOjoaKSkp2mMvX74MAOjWrVuF84wdOxY7duzAypUrERwcDFdXV4SEhGDOnDmGXCbVQ3e4KzsREdWAQYWPv78/li5dinbt2iEnJwe+vr6wsrJCZmYmUlNTsXTpUr3Op1AosHHjRmzcuLFC+5MboA4ZMgRPm4E/adIkTJo0Sa/3J9NQUFyKe7llay5x8UIiIjKEQWN8EhMTtT0umzdvhkqlQnR0NHbu3Ikvv/zSqAGJypUPbG5iKYeNhWnOZCAiInEZVPi4uroiKioKBQUFWL9+PQIDAyGXy+Hi4oK7d+8aOyMRgEeFDwc2ExGRoQy61TVv3jxMnjwZNjY2sLW11a6M/Oeff6Jly5ZGDUhU7vb9hwAAd05lJyIiAxlc+Hh4eCA2Nhbjx4/XLgBoZmaGjz76yKgBicqV9/i4cmAzEREZyOCVm8eMGQMAKCgoQE5ODmxsbDBlyhSjBSN6Em91ERFRTRk0xgcA/ve//6F169ZQqVRo2rQpvLy88O233xozG5FWXlEJ7ucVA+BUdiIiMpxBPT6ffPIJFi1ahDlz5mhXV/7tt9/w2muvQSKRICAgwKghiRL/WrjQTmUOK4XBHZVERNTIGfQb5NNPP8UHH3yAwMBAbdvYsWPh6uqKFStWsPAho0vMLB/YzN4eIiIynEG3uu7cuQM/P78K7X5+frh+/XqNQxE9iQObiYjIGAwqfJydnREVFVWhPTIyEnZ2djUORfSkR5uTcio7EREZzqBbXZMmTcL8+fOhVCoxdOhQSKVSHD16FAsXLsTEiRONnZGIM7qIiMgoDCp8goKCkJiYiHHjxkEikQAAJBIJ/vGPf2DlypVGDUiUXaBGVr4aAODalIUPEREZzqDC58aNG9iwYQOCg4Nx8eJFKBQKdO7cGa1atTJyPKJHO7I72iigNJeJnIaIiEyZQYVPt27d8Oeff6JLly7w8PAwdiYiHeXjeziwmYiIasqgwc2jR4/GkSNHjJ2FqFLl43u4cCEREdWUQT0+nTp1woYNG3DkyBE899xzUKlUOs+/9dZbRglHBDy2hg8HNhMRUQ0ZVPjs2LEDUqkUt27dwq1bt3Sek0gkLHzIaARB0N7qcuOu7EREVEMGFT7x8fHGzkFUqewCNXILSyCRAC2bKsWOQ0REJs6gMT779+/HsWPHKrQfPnwYp0+frnEoonLlvT2ONhawkHNGFxER1YxBhc+sWbNQWFhYof3hw4eYO3dujUMRlbtdvnAhBzYTEZERGFT4ZGRkoGXLlhXa27Zti9jY2BqHIip3hys2ExGRERlU+LRt27bS6eynT5+Gvb19jUMRlbt9v2xGF9fwISIiYzBocPP//d//YdasWVCr1RgzZgzkcjmOHTuGd955B/Pnzzd2RmqkHp/Rxc1JiYjIGAwqfKZNm4bs7GwEBQVh2bJlEAQB5ubmWLBgAZYtW2bsjNRI3X9YjPziUkglgEsTzugiIqKaM6jwAYB///vfeP311xEVFQVBEODl5QVLS96OIOMpX7G5ha0S5mYG3ZUlIiLSYXDhAwByuRw+Pj5GikKkiwObiYjI2PjPaKq3EjL+WrGZhQ8RERkJCx+qt7g5KRERGRsLH6qXBEF4dKuLe3QREZGRGFz4lJaW4vfff8fu3buRm5trzExESM8tQoG6FDKpBC2aWIgdh4iIGgiDCp+bN2+iU6dOeP755zF58mTcvXsXADBlyhRs27bNmPmokSq/zeXSRAm5jB2TRERkHAb9RpkzZw46deqEe/fuwdzcXNs+ZswYfPzxx8bKRo1Y+cKFHNhMRETGZNB09rCwMJw6darC9hTe3t64deuWUYJR43abA5uJiKgWGNTjY2Njgzt37lRov3z5MpRKrrBLNXeHu7ITEVEtMKjH5/XXX8e8efOgUCggkUgQFxeHM2fO4M0338SECROMnZEaGY3m0Ywu3uoiIiJjMqjwWbJkCeRyOf7+97+jsLAQo0aNgpmZGWbOnImQkBBjZ6RG5l5eEYpKNDCTSdDClj2IRERkPAZvWbFw4UL8+9//RmxsLNRqNdq0aQMrK663QjVXPqPLtaklZFKJyGmIiKghqfFeXR06dDBWFiIAQGJmAQAObCYiIuMzaHCzVCqFTCar9Esul8PR0REvvfQSzp49a+y81AjcYeFDRES1xKDCZ8WKFbC2tsaCBQvw1Vdf4YsvvsCUKVPQokULfPLJJwgMDERqaioGDx6MY8eOGTszNXCJ3JWdiIhqiUG3ukJDQ/Hhhx/iX//6l7ZtxowZ+PDDD3Hx4kVs3boVS5YswYQJExAUFIQhQ4YYLTA1bBoBSM76q8eHhQ8RERmZQT0+v//+O3r37l2hfcSIEfjhhx+0j2fNmoXw8HCDw1Hjk1UMqEsFmJtJ4WjNPbqIiMi4DCp8XF1dsWfPngrtR48ehUKh0D6Wy+WQSrnPElVfRmHZLC7XpkpIOaOLiIiMzKBbXcuWLcPUqVNx9epVDBkyBAqFAmfPnsXu3buxaNEi7XEHDhzgrC/Sy/3Csv+62XFpBCIiMj6DumMmT56MY8eOobCwEKtWrcKCBQtw5coVbNiwAcuXL9ce5+bmhtWrVz/zfIIgIDg4GM7OzrCyssK4ceOQkZFR4bhWrVpBIpFU+HpyDNE333yDrl27wsLCAk5OTjhx4oQhl0kiyCgq6+XhVhVERFQbDF7HZ/DgwRg8ePBTj5k1a1a1zhUSEoL169dj27ZtsLOzw4wZMzB16lQcOHBA57hTp05BrVZrH5eUlGDQoEEYP368tm3Lli0IDAzEBx98gMGDByMlJQWOjo7VvzAS1f1CAAoObCYiotphcOGTkpKCCxcuICsrq8JzU6ZMqfZ5NBoNQkJCsHTpUrz44osAgLVr12LUqFGIj4+Hh4eH9lh3d3ed127duhVKpRKvvfYaACAzMxMLFizAf//7X0ydOhUA0KlTJ30vjURSUqpBZpEE1gr2+BARUe0wqPDZuXMnZsyYgeLiYu3tJo1GA6lUCqlUqlfhExERgYyMDIwcOVLbNnjwYEilUoSFhekUPo9Tq9VYsWKFdt8wAPjhhx+gUqkwadIkQy6LRJaSXQiNAFjIpWhurXj2C4iIiPRkUOHz7rvvYs6cOQgODoarqysSExORnJyM+fPn6wxuro64uDgA0ClwlEolmjdvjuTk5Cpf98MPPyArK0unyAoLC0Pnzp2xZs0afPrppzAzM8PEiROxfPlybXH0pKKiIhQVFWkf5+TkACgrrB6/rWYKyvOaWu5y8em5AAAXWwuUlJSInEY/pvzZm3J2wLTzM7t4TDk/sz/93M9iUOGTmpqKadOmQaVSoU2bNrh16xZ8fHzwzjvvYMaMGbh27Vq1z5WXlwepVKozDR4ALC0tUVhYWOXrNmzYgGnTpkGpfLR79927dxEeHg4XFxfs2bMHUVFRmDdvHhQKBYKCgio9z6pVqxAcHFyh/cSJE7C0NM3bLaGhoWJHMMjZNAkAKYozk3HwYJLYcQxiqp89YNrZAdPOz+ziMeX8zK4rPz+/WscZVPi0adMG169fR+fOneHj44OjR4/Cx8cHubm5SElJ0etcCoUCGo0GJSUlMDN7FKewsLDKwuPq1as4d+4ctmzZotNeUlICa2trbNmyBVKpFM899xyio6Oxffv2KgufJUuWYMGCBdrHOTk5cHV1ha+vL+zs7PS6FrGp1WqEhoZi2LBhVfZw1WdXDsYAaYkY3KsTRnV3FTuOXkz5szfl7IBp52d28ZhyfmavXPkdm2cxqPCZM2cOdu/ejVdeeQVTp06Fn58f9u7di8jISAwdOlSvc7m4uAAAkpKS0KpVKwBlt5/S09Ph6elZ6Wu+//57eHt7o3379jrtDg4OkEgkOosmtmvXDmlpaVW+v0KhqNDbBJQtvmhq31DlTDV7cnbZLUcPe2uTzA+Y7mcPmHZ2wLTzM7t4TDk/s1c8Z3UYtI7PzJkz8eOPPwIA+vfvj8OHD6Nnz55YtGgRvvrqK73O1b17dyiVSp1ur1OnTgEABg4cWOlr9u3bB39//wrt/fr1Q3h4uM4tsqioKLRr106vTFT3iks0uJtd9v/NrZnyGUcTEREZRu/CRxAEBAQEICYmRtvm5+eHTz75BG+99Rasra31Op9SqcTs2bOxbNkyHDlyBGfPnkVgYCBmzZoFlUqF4cOH45tvvtEen5mZicjIyEqLosmTJ0Mmk2Hq1Km4cOECtm7dik2bNuE///mPvpdJdSw5qwAaAVDIgGZW5mLHISKiBkrvW10SiQRnzpyp9r206li5ciUKCgoQEBAAmUyGyZMnIyQkBGq1GtHR0Trjhi5fvgwA6NatW4Xz2Nra4tdff8Xrr7+O559/Hk5OTvjwww/x6quvGi0r1Y7EzLJBaXYKARIJ9+giIqLaYdAYn61btyI4OBhvv/02evXqBXPzmv0LXaFQYOPGjdi4cWOF9qQk3dk9Q4YMgSAIVZ6rc+fOOH36dI3yUN2LTikrpB2VVf+/JSIiqimDCp+XXnoJgiDgyJEjAACZTKbzfHFxcc2TUaMhCAIu3s4EALhbs/AhIqLaY1Dh8+Q0cqKaSMkuRFpOEcxkErhxU3YiIqpFBhU+5ftgERnDpdsPAAAdWljDXHZf5DRERNSQGTSdHQC+/vprjBgxAt7e3oiPjwcAHDhw4KnbTBBV5uJfhU831ybiBiEiogbPoMLno48+wty5c9GuXTvEx8dr98c4ffo0p46TXopLNIhIzgYAdHNrIm4YIiJq8AwqfD7//HNs3rwZn376qc4qyS+++KJ28UGi6ohKyUZxiQZ2KnO4NeXChUREVLsMKnxSUlLg5eVV8WRSKTIzM2scihqP8ttc3d2acv0eIiKqdQYVPv3798fmzZu1jyUSCUpLS7Fu3Tp06tTJaOGo4buUWFb49HBvKnISIiJqDAya1bV+/XoMGTIEFy9eRElJCQIDA3Ht2jWkpKTgwIEDxs5IDdS9nELcySyAVAJ0dW0CgGv4EBFR7TKox8fb2xvXr1/HSy+9hJdffhnm5uYICAjAjRs34OfnZ+yM1ECV9/Z4OVlDpTCoBiciItKLQb9t3nrrLUybNg2LFy82dh5qRC4lZgHgbS4iIqo7BvX47Nu3D+3bt0efPn3w+eefIzs729i5qIErKdUg/K/Cp7sbCx8iIqobBhU+0dHRCA8Px7Bhw/DJJ5/AyckJf//737F//36UlpYaOyM1QNdSc1GgLoWN0gytm6vEjkNERI2EwSs3d+7cGe+99x5iYmLwxx9/oEOHDli6dClatmxpzHzUQJWP7+nu1hRSKaexExFR3TC48CkXExODn3/+Gfv370dkZGSl6/sQPenx9XuIiIjqikGDmy9evIg9e/Zg7969uH79Ojp37oxJkybhp59+Yo8PPdODh8WIS38IgNtUEBFR3TKo8OnVqxdatWqFiRMnYtKkSejQoYOxc1EDdvlOWW9PGwcVmliai5yGiIgaE4MKnzNnzqBfv34V2rOysvDtt9/iX//6V42DUcP16DZXE3GDEBFRo2PQGJ/Hix61Wo29e/fib3/7G1q0aIF58+YZLRw1PBqNgMvl09i5fg8REdUxgwc3nzt3DrNnz4aTkxNeeeUVREZGIigoCImJicbMRw3MzfQ85BaWwNJcBm8nG7HjEBFRI6PXra6bN29ix44d2LlzJ+Li4uDm5oapU6fik08+we7du9G9e/faykkNRPltLh/XJpBxGjsREdWxavf49OnTB15eXti+fTv8/f3x+++/IyEhAatXr4YgcHNJqp5L5eN7eJuLiIhEUO3C58qVK7Czs8PYsWPh7++P3r17AwAkEv6rnaont1CNG2m5ALh+DxERiaPahU9aWhpWrVqF8PBwDBo0CC4uLnjjjTdw6tQpFj9ULeF3sqARALdmlmhurRA7DhERNULVLnxsbGwwY8YMnDx5EnFxcXj99dcRGhqKoUOHAgA2bdqEq1ev1lpQMn0XeZuLiIhEZtCsLnd3d7z99tuIiYnB+fPnMWfOHOzbtw/dunVDly5djJ2RGgBBELSFTw8WPkREJJIa79XVq1cvrF+/HikpKfjpp5+4ijNVKj7jIbLy1VCYSdGhBaexExGROAxaubkyMpkMY8aMwZgxY4x1SmpALv21aGGXlk1gblbjepuIiMgg/A1EdeLR+J4m4gYhIqJGjYUP1bqC4lJE380BwPE9REQkLhY+VOuuJGVBoxHQwtYCLWyVYschIqJGjIUP1TpOYyciovqChQ/VKkEQcDmR09iJiKh+YOFDtSo5qwBpOUUwk0nQ2cVW7DhERNTIsfChWlV+m6ujsw0s5DKR0xARUWPHwodq1eW/1u/hbS4iIqoPWPhQrSkqKcXVpCwAQA+3ZuKGISIiAgsfqkWRyTlQlwqwU5nDtRmnsRMRkfhY+FCt0c7mcmsKiUQichoiIiIWPlSLuBs7ERHVNyx8qFak5RQi6UEBpBKgi2sTseMQEREBYOFDteTSX7093k42UCnMRE5DRERUhoUP1Qre5iIiovqIhQ8ZnbpUg6tJ2QCA7u5NxA1DRET0GBY+ZHTX7uaiQF0KW6UcnvYqseMQERFp1YvCRxAEBAcHw9nZGVZWVhg3bhwyMjIqHNeqVStIJJIKX0OGDKlwbElJCby8vNCmTZu6uAR6zMXbmQCA7m5NIJVyGjsREdUf9aLwCQkJwfr167Fp0yaEhoYiJiYGU6dOrXDcqVOnEBsbq/2KiYmBg4MDxo8fX+HYzZs348aNG3URn55w6a9tKrpxfA8REdUzok+30Wg0CAkJwdKlS/Hiiy8CANauXYtRo0YhPj4eHh4e2mPd3d11Xrt161YolUq89tprOu1paWl499134e/vj4iIiNq/CNK6n1eE+IyHkEiA7q4sfIiIqH4RvfCJiIhARkYGRo4cqW0bPHgwpFIpwsLCdAqfx6nVaqxYsQJLliyBXC7Xee6NN97AhAkT0KxZs2cWPkVFRSgqKtI+zsnJ0Z5frVYbelmiKM8rZu4/4zMgCAJa21vBUq5flvqQ31DMLh5Tzs/s4jHl/Mz+9HM/i0QQBMHo766HvXv3Yty4cSgsLIRCodC2Ozk5YeHChVi4cGGlr9u9ezfmzJmD5ORkKJWP9oH6+uuvsXjxYkRFRWHdunX4+uuvcfPmzSrfPygoCMHBwRXad+3aBUtLyxpcWeP0S6IU17Mk6OOgQX8nUb+1iIioEcnPz8err76K7Oxs2NjYVHmc6D0+eXl5kEqlOkUPAFhaWqKwsLDK123YsAHTpk3TKXpiY2Mxb948fP/997C1ta3W+y9ZsgQLFizQPs7JyYGrqyt8fX1hZ2en59WIS61WIzQ0FMOGDavQC1YXNBoBu7ddgK1tKaaM6ghvJ2u9Xi92/ppgdvGYcn5mF48p52f2ypXfsXkW0QsfhUIBjUaDkpISmJk9ilNYWFhlj8vVq1dx7tw5bNmyRduWk5ODsWPHYu7cuRg6dKhe7/9k0QUAcrnc5L6hyomV/VpqDh4Wa6CyMEMHl6aQGTiji5+9OEw5O2Da+ZldPKacn9krnrM6RJ/V5eLiAgBISkrSthUVFSE9PR2enp6Vvub777+Ht7c32rdvr23bu3cvYmJiEBISAgsLC1hYWOD9999HXFwcLCwssGPHjtq9EMKl21kAAB9Xw4seIiKi2iR6j0/37t2hVCoRGhqKmTNnAiibtg4AAwcOrPQ1+/btg7+/v06bv78/YmJidNo2bNiAX375BUeOHEGLFi2MH550cJsKIiKq70QvfJRKJWbPno1ly5bBzc0NKpUKgYGBmDVrFlQqFYYPH47p06djwoQJAIDMzExERkZi9erVOuextbWtMK7H3t4ecrkc3t7edXY9jVVOoRqx93IBAN3cmogbhoiIqAqiFz4AsHLlShQUFCAgIAAymQyTJ09GSEgI1Go1oqOjkZKSoj328uXLAIBu3bqJFZcqEZ6YBUEA3O0sYa+qOGaKiIioPqgXhY9CocDGjRuxcePGCu2Pj/0BgCFDhqC6M/CDgoIQFBRkrJj0FLzNRUREpkD0wc1k+jQaAZcSywqf7m4sfIiIqP5i4UM1Fn//IbLy1bCQS9G+RdWLRhEREYmNhQ/VWPltri4tm8DcjN9SRERUf/G3FNXYZd7mIiIiE8HCh2rkYVEJou+WTWPnwGYiIqrvWPhQjVxJyoJGI8C5iQWcbC3EjkNERPRULHyoRi4nZgHgbS4iIjINLHzIYIIgcP0eIiIyKSx8yGBJDwqQnlsEuUyCTi62z34BERGRyFj4kMHKFy3s6GwLC7lM5DRERETPxsKHDMbbXEREZGpY+JBBCtWliEzOBsCBzUREZDpY+JBBolKyoS4VYK8yh2szpdhxiIiIqoWFDxnk8dtcEolE5DRERETVw8KHDFJe+PA2FxERmRIWPqS31OxCpGQVQiqVoKtrE7HjEBERVRsLH9Jb+TT2Di2sYaUwEzkNERFR9bHwIb2V3+bqxttcRERkYlj4kF6KSzS4mpQFgOv3EBGR6WHhQ3qJuZuDQrUGTSzl8LCzEjsOERGRXlj4kF7Kx/d0c2sKqZTT2ImIyLSw8CG9cJsKIiIyZSx8qNoy8opw+34+JBLAh9PYiYjIBLHwoWq7nJgFAGjjoIKtUi5uGCIiIgOw8KFq420uIiIydVx9jp5JoxFwMfEBLidymwoiIjJtLHyoSg8eFiM0Og1HolJxL7cIAOBoo0A7R2uRkxERERmGhQ/pEAQBkck5OBh5F+du3YdGIwAAVAozDGnvgLE+LpBxGjsREZkoFj4EAMgtVOP4tXs4HJmKpAcF2nYvJ2uM6uyE59vYQ2EmEzEhERFRzbHwacQEQUDsvTwcikjFb7HpKC7RAAAs5FIM9nLAC52c4NlcJXJKIiIi42Hh0wgVqktx6kY6DkXcxa30h9p2dztLjOrcAoO9msPSnN8aRETU8PC3WyOSeD8fByPv4vi1eygoLgUAyGUS9G9jjxc6t4C3kzUkEo7fISKihouFTwNXXKLBuVsZOByZiqiUHG27k60FXujkhCHtHbkYIRERNRosfBqo1OxCHIq8i6MxacgpKAEASCVAH087jOzkhK4tm3CTUSIianRY+NShh0UleFhUUmvnV5eU4GY2sHx/DMKTHvXu2KnMMbyDE4Z3dIS9SlFr709ERFTfsfCpQ4ciU/HVuYRaO78gCMjOlsHWNhsSiQTd3ZpgZKcWeM6jGdfeISIiAgufOiWTlg0mri2CAFiZCfD3aYHRXV3QwlZZa+9FRERkilj41KGXu7XEy91a1tr51Wo1Dh48iFF93SGXc8AyERHRk7g7OxERETUaLHyIiIio0WDhQ0RERI0GCx8iIiJqNFj4EBERUaPBwoeIiIgajXpR+AiCgODgYDg7O8PKygrjxo1DRkZGheNatWoFiURS4WvIkCEAgNLSUrz33ntwd3eHpaUlfHx8sGfPnrq+HCIiIqqn6kXhExISgvXr12PTpk0IDQ1FTEwMpk6dWuG4U6dOITY2VvsVExMDBwcHjB8/HgDw888/4+jRo9i0aRPOnTsHPz8//P3vf0dYWFhdXxIRERHVQ6IvYKjRaBASEoKlS5fixRdfBACsXbsWo0aNQnx8PDw8PLTHuru767x269atUCqVeO211wAAvXv3xvHjxyGTyQAAPj4+2L9/P3766Sf06dOnjq6IiIiI6ivRC5+IiAhkZGRg5MiR2rbBgwdDKpUiLCxMp/B5nFqtxooVK7BkyRLtKsXOzs4VjrOwsEBpaWmV719UVISioiLt45ycHO351Wq1QdcklvK8ppa7nCnnZ3bxmHJ+ZhePKedn9qef+1kkgiAIRn93Pezduxfjxo1DYWEhFIpHO4c7OTlh4cKFWLhwYaWv2717N+bMmYPk5GQolZXvSRUWFoa+ffvi0KFDOoXV44KCghAcHFyhfdeuXbC0tDTgioiIiKiu5efn49VXX0V2djZsbGyqPE70Hp+8vDxIpVKdogcALC0tUVhYWOXrNmzYgGnTplVZ9Jw/fx5jx45FQEBAlUUPACxZsgQLFizQPs7JyYGrqyt8fX1hZ2en59WIS61WIzQ0FMOGDTPJvbpMOT+zi8eU8zO7eEw5P7NXrvyOzbOIXvgoFApoNBqUlJTAzOxRnMLCwip7XK5evYpz585hy5YtlT7/2WefYf78+Zg2bRo+/fTTZ77/k0UXAMjlcpP7hipnytkB087P7OIx5fzMLh5Tzs/sFc9ZHaIXPi4uLgCApKQktGrVCkDZuJv09HR4enpW+prvv/8e3t7eaN++fYXnFi5ciE2bNuHLL7/ExIkTay03ERERmR7RC5/u3btDqVQiNDQUM2fOBFA2bR0ABg4cWOlr9u3bB39//wrt+/fvx8aNG3HmzBl0797doDzlQ55yc3NNrpJWq9XIz89HTk6OyWUHTDs/s4vHlPMzu3hMOT+zV678Vtezhi6LXvgolUrMnj0by5Ytg5ubG1QqFQIDAzFr1iyoVCoMHz4c06dPx4QJEwAAmZmZiIyMxOrVqyuca/fu3ejZsydsbGxw8+ZNbbtMJqtydtiT7t+/DwDVPp6IiIjqj9zcXNja2lb5vOiFDwCsXLkSBQUFCAgIgEwmw+TJkxESEgK1Wo3o6GikpKRoj718+TIAoFu3bhXOc/fuXZw+fRpt27bVabezs6t0JejKNGvWDACQmJj41A+uPiofmH3nzp2njmivr0w5P7OLx5TzM7t4TDk/s1dOEATk5uZWurTN40Sfzl7f5OTkwNbW9pnT4eojU84OmHZ+ZhePKedndvGYcn5mr5l6sWUFERERUV1g4UNERESNBgufJygUCrz77ruVru1T35lydsC08zO7eEw5P7OLx5TzM3vNcIwPERERNRrs8SEiIqJGg4UPERERNRosfIiIiKjRYOFDREREjUajLHwEQUBwcDCcnZ1hZWWFcePGVbmy82+//YYePXrAwsICHTt2xJEjR+o4rS59sgNAXl4e5s+fr90HTUzVzV5QUID58+fDyckJKpUK/fr10+7fJqbq5k9ISMCYMWNgb2+PJk2awN/fH3fu3BEh8SP6ft8AQFZWFuzs7DB06NA6Slm16uYvLS2FVCqFRCLRfqlUKhESP6LPZy8IAjZs2AAvLy8oFAq4ubnh2rVrdZxYN091srdq1UrnMy//GjJkiAipH9Hns9+2bRu8vLxgYWEBHx8fHDhwoI7T6tIn+5YtW9C6dWsoFAo899xzuHjxYh2nrVxERAR69OiBM2fOVHlMZGQkBg4cCKVSCU9PT3z99de1H0xohD788EOhWbNmws8//yycPXtW8Pb2FkaNGlXhuLi4OMHKykp48803hatXrwqzZ88WlEqlkJCQIELqMtXNnpubKyxbtkxo3ry5YG5uLsyYMUOEtLqqm33t2rWCv7+/cOLECeHChQvCxIkTBSsrKyE+Pr7uQz+muvlPnTolBAUFCX/++adw7NgxoVOnTkLv3r1FSPxIdbM/7s033xQACEOGDKmjlFWrbv709HQBgHDy5EkhNjZWiI2NFW7duiVC4kf0+ezffvttwcHBQdi+fbsQGRkp/PTTT8KdO3fqOPEj1c2ekJCg/bxjY2OFmJgYwcHBQdi0aZMIqR+pbv7jx48LUqlUWL9+vXDlyhVh8eLFgpmZmXDjxg0RUpepbvY9e/YI5ubmwmeffSacP39e8Pf3F+zt7YXMzEwRUpe5ePGiEBAQICiVSgGAcPr06UqPy8rKEpycnIQpU6YIV65cEd577z1BKpUKv//+e63ma3SFT2lpqWBvby+sW7dO23bw4EEBgBAXF6dz7Pz584WuXbtqH6vVasHFxUVYtmxZHaXVpU/2yMhIoWfPnsKPP/4oDBo0SPTCR5/st2/f1nlcXFwsWFpaCp9//nldRK2UPvmf9N133wkAhOzs7FpOWTlDskdGRgp2dnbC8OHDRS989Ml//fp1AYCQk5NTxykrp0/2mJgYQSaTCSdPnqzjlJWryff8li1bBHd3d6G4uLiWU1ZNn/yrV68WunfvrtPWtGlT4bvvvquLqBXok71Xr17C66+/rn2cl5cnNG3aVFi/fn1dxa3g7bffFiZPniwcO3bsqYXPJ598Ijg4OAhFRUXatt69ewtTpkyp1XyN7lZXREQEMjIyMHLkSG3b4MGDIZVKERYWpnPsiRMndI4zMzPDwIEDKxxXV/TJ3qFDB/z5558YN25cXceslD7Z3dzcdB6bmZnBzMwMpaWldZK1Mvrkf5JGo4GFhQUsLS1rO2al9M2u0Wgwc+ZMvPXWW2jRokVdRq2UPvkzMzNhbm4Oa2vruo5ZKX2yb9++Hd27d8egQYPqOmalDP2eV6vVWLFiBZYsWQK5XF4XUSulT/4xY8YgISEBx44dQ2lpKbZv3w65XA5fX9+6jg1Av+zR0dE6m3ZbWVmhZ8+eOH/+fJ3lfdJ7772HHTt2wNPT86nHnThxAr6+vjA3N9e2+fn51frv2EZX+MTFxQEAPDw8tG1KpRLNmzdHcnJyhWMfPw4o+6X85HF1RZ/sEomkTrM9iz7Zn/Tdd98hJydHtB9CgGH5S0tLcenSJSxfvhyLFi2CmZlZnWR9kr7ZV65cifz8fLzxxht1lvFp9Ml///59FBcXQ6lUwt3dHa+++ioSEhLqMq4OfbKHhYWhS5cu+L//+z84ODigXbt2WLNmDQSR1pg19O/sDz/8gKysLEyZMqXWMz6NPvnbt2+PDz74AEOHDoVcLsf06dOxY8cO2Nvb12nmcvpkt7Ozw+3bt3XacnJycO/evdoPWoXq/v4R63dsoyt88vLyIJVKKyyXbWlpicLCwgrHPvmv9MqOqyv6ZK9vDM2+f/9+zJgxA//5z3/Qvn372o5ZJX3zz5w5E+bm5ujRowe6deuGN998s66iVqBP9rNnz2L16tXYuXOnaIXak/TJ37t3b/zxxx84f/48QkJCcOXKFfj6+iI3N7cuI2vpk/3u3bv45ZdfYG5ujoMHD2L27NlYtGgRvvrqq7qMrGXo39kNGzZg2rRpUCqVtR3xqfTJf/LkSQQGBmLNmjU4f/48AgMDERAQgOvXr9dlZC19sr/yyiv4/PPPERYWhuLiYmzatAl//vknZDJZXUY2iFi/Yxtd4aNQKKDRaFBSUqLTXlhYWOF/gEKhQHFx8TOPqyv6ZK9v9M2u0WiwbNky+Pv7Y9GiRVi9enVdRa2UvvmXL1+Oy5cvY9++fUhKSkKPHj2Qk5NTV3F1VDd7UlIS/va3v2HdunXo2LFjXceskj6fvb29PXr16oUuXbogICAAhw4dwu3bt3H48OG6jKylT/aSkhJ07NgRq1atQs+ePTF//ny8/PLL2L59e11G1jLk583Vq1dx7ty5ejGLVJ/8ixcvxrRp07BgwQL06tULH330Ebp374733nuvLiNr6ZM9ODgYfn5+6NevHywsLPDtt9/Cz88PDg4OdRnZIGL9jm10hY+LiwuAsh/y5YqKipCenl7hfqSLi0uFach37tx55n3L2qJP9vpGn+wajQYTJ07EF198gcOHD2Pp0qV1mrUy+n72LVq0QJcuXTB27FgcPHgQCQkJ+Oabb+os7+Oqm33r1q1IS0vDnDlzYGFhAQsLC+zYsQMnTpyAhYUFfvvttzrPDtTs+97Nza3SWwF1RZ/sDg4OaNOmjU5bu3btkJaWVvtBK2HI5/7999/D29tb1N7Zcvrkv3LlCnx8fHTaevbsiatXr9Z6zsrok12lUuHbb79FVlYWkpOTcfz4caSkpOiM+6mvxPod2+gKn+7du0OpVCI0NFTbVr5GzMCBA3WO7d+/v85xpaWlOHnypGhrU+iTvb7RJ/vGjRtx8uRJnD9/vl6sIQPU7LOXSqWQSqWiDc6ubvY5c+YgJiYG4eHh2q+XXnoJvXv3Rnh4OHr27Fnn2YGaffZxcXHIyMioUFDUFX2y9+vXr8KA1KioKLRr1672g1bCkM9937598Pf3r4t4z6RPfhcXF0RHR+u0RUZGwtnZufaDVsKQz97GxgYtWrTAqVOnEBsbi7/97W91krUm+vfvj+PHj+v8bDx27Fjt/46t1Tlj9dSCBQsEJycn4fDhw8KZM2eE9u3bC3PnzhWKioqEYcOGCbt37xYEQRAuXbokmJmZCcHBwUJERIQwe/ZswdnZWdSpstXN/rj6MJ1dEKqfvV+/fsKECRN01gWJjY0VdT0TffK/8847wldffSWEh4cLJ0+eFF544QXBzs5OSE1NrffZnzR16lTRp7MLQvXz/+9//xO++OILITw8XPjll1+Ejh07Cl26dBHUanW9zx4XFydYWloK8+bNEy5evCisXr1akEqlVU4Frk/ZBUEQ7t+/LwAQDh48KFreJ1U3/8cffyxYWFgIn3/+uXD58mUhKChIACDs37+/3mcPCwsTDh06JERFRQm7du0SWrRoIdqSK0+Kj4+vMJ19woQJwpo1awRBEITk5GTB2tpamDVrlhARESEsX75cUKlUtb5WXqMsfAoLC4XZs2cLNjY2QtOmTYV58+YJhYWFQl5enuDi4qL9nyIIgvD9998LrVu3FhQKhTBgwAAhMjJSxOT6ZS9XXwqf6mb38PAQAFT46tGjh0nk37Jli+Dl5SVYWFgILVq0EMaPHy/qQmj6ZH9SfSl8qpv/xx9/FDw8PASFQiG0atVKeP3114UHDx6YRHZBEISTJ08KPj4+grm5udCuXTvhm2++ETG5ftmPHj0qABDu3r0rYmJd1c2v0WiEdevWCZ6enoJCoRA6deok7Nq1yySy79+/X3BxcdF+z6xfv17QaDSiZi9XWeHTtWtX4Y033tA+PnnypNCpUyfB3Nxc6Natm/Dbb7/Vei6JIIg0V5KIiIiojjW6MT5ERETUeLHwISIiokaDhQ8RERE1Gix8iIiIqNFg4UNERESNBgsfIiIiajRY+BAREVGjwcKHiIiIGg0WPkRERNRosPAhokavVatWeP/998WOQUR1gIUPEdVLpaWl+OKLL9CnTx9YW1vD0tIS7dq1ww8//CB2NCIyYWZiByAiepJarYa/vz8uXbqEJUuWYODAgSgpKUF4eDhKS0vFjkdEJoyFDxHVO++88w4uX76MP//8Ey1bttS29+zZU8RURNQQ8FYXEdUrDx8+xKefforly5frFD1Ps3PnTshkMqSlpWnbiouL0aRJE3z++ee4f/8+/vnPf8LV1RUqlQp+fn64detWpefatm0bzMzMntomCAJWrVqFli1bwsbGBsOHD0dsbKwBV0tEdY2FDxHVK2FhYSgoKMCYMWOq/Rp/f38olUrs27dP23bkyBEUFhZi/PjxiI6OBgB89dVXOHbsGO7du4e5c+canHHNmjX47LPPsGHDBpw8eRLW1tYYM2YM1Gq1weckorrBW11EVK+kpaVBIpHA0dGx2q+xsrLCSy+9hD179uBf//oXAOC7777DSy+9hKZNm2LAgAEYMGCA9vhZs2bhnXfeMShfcXExli9fju+++w4jR44EAGzatAnNmzfHH3/8geeff96g8xJR3WDhQ0T1iqWlJQRBQE5ODmxtbav9ukmTJuHll19GVlYWlEolfv75Z+zatQsAUFJSgi+++AKHDx/GtWvXkJCQYHDvTGxsLHJzc+Hv71/huYSEBBY+RPUcCx8iqld8fHwAACdOnKi0uKjK8OHDYWNjg19++QW2trZQKpUYMWIEAOD//b//h7CwMKxYsQJdu3bFb7/9hhkzZlR6HqlUCkEQdNo0Go32z+UF048//ojWrVvrHNeiRYtq5yUicbDwIaJ6pVWrVhgyZAiWLl2KoUOHQqVSVet1crkcAQEB2Lt3L1QqFSZNmqQdkLxnzx6EhITgb3/7GwBgy5YtVZ7HwcEBGo0GaWlp2tttjw9cbtOmDczMzHD37l2MHj3a0MskIpGw8CGiemfz5s3o378/+vTpg7fffhtdu3bFgwcPcP78eTRp0gTTp0+v9HWvvvoqxo4dCysrK+zfv1/b7ujoiO+//x69e/fGlStXtLfAKtOrVy9YWVlh5cqV+PDDDxEeHo7t27drn1epVJg5cyYWLVoEMzMzdOvWDdevX8cvv/yCHTt2GO9DIKJawVldRFTveHh44MKFCxg0aBAWLVoEHx8f+Pv74+eff4anp2eVr3v++edhbW0NOzs7dOnSRdu+ZcsWJCcno2/fvtizZw/+85//VHkOOzs77NixAwcPHkSzZs0QHByMefPm6Rzz0UcfYfz48Vi4cCH69euH999/H76+vjW/cCKqdRLhyZvZRERERA0Ue3yIiIio0WDhQ0RERI0GCx8iIiJqNFj4EBERUaPBwoeIiIgaDRY+RERE1Giw8CEiIqJGg4UPERERNRosfIiIiKjRYOFDREREjQYLHyIiImo0WPgQERFRo/H/ARN/gxAACTL5AAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(0.05 * np.array(rag), cv, alpha = 0.8)\n",
|
||
"plt.xticks(np.arange(0, 1.1, 0.1))\n",
|
||
"plt.xlabel(\"C value\")\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.ylabel(\"Average cross-validation score\")\n",
|
||
"plt.savefig(\"pictures/SVC1 cv score.png\")\n",
|
||
"print(\"Maximum KNN CV Score is {:.2f}%\".format(max(cv)*100))\n",
|
||
"print(\"Meanwhile, C Value is {:.2f}\".format((cv.index(max(cv)) + 1) / 20))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"在C值为0.65,Gamma值为0.10时,达到最大acc值84.06%\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\lenovo\\AppData\\Local\\Temp\\ipykernel_7020\\55295363.py:20: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6. This is consistent with other Axes classes.\n",
|
||
" ax = Axes3D(fig)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from mpl_toolkits.mplot3d import Axes3D\n",
|
||
"x = []\n",
|
||
"y = []\n",
|
||
"Z = []\n",
|
||
"xmax = 0\n",
|
||
"ymax = 0\n",
|
||
"Zmax = 0\n",
|
||
"rag = range(1, 21)\n",
|
||
"for i in rag:\n",
|
||
" for j in rag:\n",
|
||
" x.append(i / 20)\n",
|
||
" y.append(j / 20)\n",
|
||
" acc = cross_val_score(SVC(C = i / 20, gamma = j / 20), features, target).mean()\n",
|
||
" Z.append(acc)\n",
|
||
" if acc > Zmax:\n",
|
||
" xmax = i / 20\n",
|
||
" ymax = j / 20\n",
|
||
" Zmax = acc\n",
|
||
"fig = plt.figure()\n",
|
||
"ax = Axes3D(fig)\n",
|
||
"x = np.array(x).reshape(20, 20)\n",
|
||
"y = np.array(y).reshape(20, 20)\n",
|
||
"Z = np.array(Z).reshape(20, 20)\n",
|
||
"accuracies['SVM'] = Zmax * 100\n",
|
||
"ax.plot_surface(x, y, Z, rstride = 1, cstride = 1, cmap = plt.get_cmap('rainbow'))\n",
|
||
"plt.xlabel(\"Gamma\")\n",
|
||
"plt.ylabel(\"C\")\n",
|
||
"print(\"在C值为{:.2f},Gamma值为{:.2f}时,达到最大acc值{:.2f}%\".format(xmax, ymax, Zmax*100))\n",
|
||
"plt.savefig(\"pictures/C gamma acc\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Maximum SVC (kernal = linear) Accuracy is 86.89%\n",
|
||
"Meanwhile, C Value is 0.05\n",
|
||
"Maximum SVC (kernel = linear) CV Accuracy is 85.38%\n",
|
||
"Meanwhile, C Value is 0.20\n",
|
||
"Maximum SVC (kernal = poly) Accuracy is 81.97%\n",
|
||
"Meanwhile, C Value is 0.70\n",
|
||
"Maximum SVC (kernel = poly) CV Accuracy is 79.75%\n",
|
||
"Meanwhile, C Value is 0.60\n",
|
||
"Maximum SVC (kernal = sigmoid) Accuracy is 85.25%\n",
|
||
"Meanwhile, C Value is 0.40\n",
|
||
"Maximum SVC (kernel = sigmoid) CV Accuracy is 86.04%\n",
|
||
"Meanwhile, C Value is 0.35\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 2000x1000 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"k_list = ['linear', 'poly', 'sigmoid']\n",
|
||
"fig = plt.figure(figsize = (20, 10))\n",
|
||
"for j, k in enumerate(k_list):\n",
|
||
" cv = []\n",
|
||
" rag = range(1, 21)\n",
|
||
" test_accuracy = []\n",
|
||
" train_accuracy = []\n",
|
||
" for i in rag:\n",
|
||
" svc1 = SVC(C = i/20, kernel = k)\n",
|
||
" svc1.fit(x_train, y_train)\n",
|
||
" test_accuracy.append(svc1.score(x_test, y_test))\n",
|
||
" train_accuracy.append(svc1.score(x_train, y_train))\n",
|
||
" cv.append(cross_val_score(svc1, features, target, scoring = 'accuracy').mean())\n",
|
||
" plt.subplot(2, 3, j+1)\n",
|
||
" plt.plot(0.05 * np.array(rag), test_accuracy, label = \"test accuracy\", alpha = 0.8)\n",
|
||
" plt.plot(0.05 * np.array(rag), train_accuracy, label = \"train accuracy\", alpha = 0.8)\n",
|
||
" plt.legend()\n",
|
||
" plt.xticks(np.arange(0, 1.1, 0.1))\n",
|
||
" plt.xlabel(\"C value\")\n",
|
||
" plt.ylabel(\"Accuracy\")\n",
|
||
" plt.grid(visible = True)\n",
|
||
" acc = max(test_accuracy) * 100\n",
|
||
" print(\"Maximum SVC (kernal = {}) Accuracy is {:.2f}%\".format(k, acc))\n",
|
||
" print(\"Meanwhile, C Value is {:.2f}\".format((test_accuracy.index(max(test_accuracy)) + 1) / 20))\n",
|
||
" plt.subplot(2, 3, j+4)\n",
|
||
" plt.plot(0.05 * np.array(rag), cv, alpha = 0.8)\n",
|
||
" plt.xticks(np.arange(0, 1.1, 0.1))\n",
|
||
" plt.xlabel(\"C value\")\n",
|
||
" plt.grid(visible = True)\n",
|
||
" plt.ylabel(\"Average cross-validation score\")\n",
|
||
" print(\"Maximum SVC (kernel = {}) CV Accuracy is {:.2f}%\".format(k, max(cv)*100))\n",
|
||
" print(\"Meanwhile, C Value is {:.2f}\".format((cv.index(max(cv)) + 1) / 20))\n",
|
||
"plt.savefig(\"pictures/different kernels&C acc\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1400 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"X = np.vstack((df.iloc[:, 0].values, df.iloc[:, 7].values)).T # 使用心脏数据集的oldpeak与ca,便于数据可视化\n",
|
||
"y = df.iloc[:, -1].values.T\n",
|
||
"\n",
|
||
"k_list = ['rbf', 'linear', 'poly', 'sigmoid']\n",
|
||
"h = .02\n",
|
||
"# 创建不同颜色的画布(浅橘色,浅蓝色)\n",
|
||
"cmap_light = ListedColormap(['navajowhite', 'paleturquoise'])\n",
|
||
"# 创建不同颜色的点集(金色,深空蓝)\n",
|
||
"cmap_bold = ListedColormap(['gold', 'deepskyblue'])\n",
|
||
"\n",
|
||
"plt.figure(figsize=(15,14))\n",
|
||
"# 根据不同的k值进行可视化\n",
|
||
"for i,k in enumerate(k_list):\n",
|
||
" clf = SVC(kernel = k)#根据k做分类\n",
|
||
" clf.fit(X, y)\n",
|
||
" # 画出决策边界\n",
|
||
" x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
|
||
" y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
|
||
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h),np.arange(y_min, y_max, h))\n",
|
||
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])#ravel()数据扁平化,做预测\n",
|
||
" # 根据边界填充颜色\n",
|
||
" Z = Z.reshape(xx.shape)\n",
|
||
" \n",
|
||
" plt.subplot(321+i) \n",
|
||
" plt.pcolormesh(xx, yy, Z, cmap=cmap_light, shading='auto')#plt.pcolormesh()会根据Z的结果自动在cmap里选择颜色绘制分类背景图\n",
|
||
" # 数据点可视化到画布\n",
|
||
" plt.scatter(X[:, 0], X[:, 1], c = y, cmap = cmap_bold, edgecolor = 'k', s = 20)\n",
|
||
" plt.xlim(xx.min(), xx.max())\n",
|
||
" plt.ylim(yy.min(), yy.max())\n",
|
||
" #标题\n",
|
||
" plt.title(\"SVM(kernel = {})\".format(k))\n",
|
||
"\n",
|
||
"plt.savefig(\"pictures/SVM Seprate.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 随机森林,英雄登场!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0.8524590163934426\n",
|
||
"0.7384615384615384\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#Random Forest Classification\n",
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"rfc=RandomForestClassifier(random_state=1)\n",
|
||
"rfc.fit(x_train, y_train)\n",
|
||
"y_pred=rfc.predict(x_test)\n",
|
||
"score=accuracy_score(y_test,y_pred)\n",
|
||
"print(score)\n",
|
||
"cross_score = cross_val_score(rfc, x_test, y_test, cv=5).mean()\n",
|
||
"print(cross_score)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"31\n",
|
||
"粗取决策树的最佳e_estimators值为:85.25%\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#调参:n_estimators\n",
|
||
"cv = []\n",
|
||
"rag = range(1, 202, 10)\n",
|
||
"test_accuracy = []\n",
|
||
"fig = plt.figure(figsize = (12, 6))\n",
|
||
"for i in rag:\n",
|
||
" rf = RandomForestClassifier(n_estimators = i, n_jobs=-1,random_state=1)\n",
|
||
" cross_score = cross_val_score(rf, x_test, y_test, cv=5).mean()\n",
|
||
" rf.fit(x_train,y_train)\n",
|
||
" test_accuracy.append(rf.score(x_test,y_test))\n",
|
||
" cv.append(cross_score)\n",
|
||
"print(((test_accuracy.index(max(test_accuracy)) + 1)*10)+1)\n",
|
||
"print(\"粗取决策树的最佳e_estimators值为:{:.2f}%\".format(max(test_accuracy) * 100))\n",
|
||
"plt.plot(rag, test_accuracy, label = \"test accuracy\")\n",
|
||
"plt.plot(rag, cv, label = \"cv accuracy\")\n",
|
||
"plt.xticks(np.array(rag))\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.xlabel('n_estimators')\n",
|
||
"plt.ylabel('acc')\n",
|
||
"plt.savefig(\"pictures/RFC1 acc1.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"24\n",
|
||
"细取决策树的最佳e_estimators值为:86.89%\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# n_estimators缩小范围\n",
|
||
"cv = []\n",
|
||
"rag = range(10, 46)\n",
|
||
"test_accuracy = []\n",
|
||
"fig = plt.figure(figsize = (12, 6))\n",
|
||
"for i in rag:\n",
|
||
" rf = RandomForestClassifier(n_estimators=i, n_jobs=-1,random_state=1)\n",
|
||
" cross_score = cross_val_score(rf, x_test, y_test, cv=5).mean()\n",
|
||
" rf.fit(x_train,y_train)\n",
|
||
" test_accuracy.append(rf.score(x_test,y_test))\n",
|
||
" cv.append(cross_score)\n",
|
||
"print(test_accuracy.index(max(test_accuracy)) + 10)\n",
|
||
"print(\"细取决策树的最佳e_estimators值为:{:.2f}%\".format(max(test_accuracy) * 100))\n",
|
||
"plt.plot(rag, test_accuracy, label = \"test accuracy\")\n",
|
||
"plt.plot(rag, cv, label = \"cv accuracy\")\n",
|
||
"plt.xticks(np.array(rag))\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.xlabel('n_estimators')\n",
|
||
"plt.ylabel('acc')\n",
|
||
"plt.savefig(\"pictures/RFC1 acc2.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Random Forest Algorithm Accuracy Score : 86.89%\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1600x1000 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#最优分类器\n",
|
||
"rfc = RandomForestClassifier(n_estimators=24, random_state=1)\n",
|
||
"rfc.fit(x_train, y_train)\n",
|
||
"y_pred = rfc.predict(x_test)\n",
|
||
"#cross_score = cross_val_score(rf, x_test, y_test, cv=5).mean()\n",
|
||
"acc=accuracy_score(y_test,y_pred)*100\n",
|
||
"\n",
|
||
"accuracies['Random Forest'] = acc\n",
|
||
"print(\"Random Forest Algorithm Accuracy Score : {:.2f}%\".format(acc))\n",
|
||
"#print(cross_score)\n",
|
||
"\n",
|
||
"n_features = features.shape[1]\n",
|
||
"fig = plt.figure(figsize = (16, 10))\n",
|
||
"plt.bar(range(n_features), rfc.feature_importances_, color = 'steelblue', align = 'center', alpha = 0.8)\n",
|
||
"plt.xticks(np.arange(n_features), np.array(list(df.columns)[:-1]))\n",
|
||
"plt.ylabel(\"Feature importance\")\n",
|
||
"plt.xlabel(\"Feature names\")\n",
|
||
"plt.grid(visible = True, axis = 'y')\n",
|
||
"plt.savefig(\"pictures/RFC features importance.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2000x1000 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"X = np.vstack((x_train[:, 0], x_train[:, 7])).T\n",
|
||
"y = y_train\n",
|
||
"rfc = RandomForestClassifier(n_estimators = 5, random_state = 1)\n",
|
||
"rfc.fit(X, y)\n",
|
||
"fig, axes = plt.subplots(2, 3, figsize = (20, 10))\n",
|
||
"# zip可以把对象中的元素打包成元组,我们在这里截取前5棵树\n",
|
||
"for i, (ax, tree) in enumerate(zip(axes.ravel(), rfc.estimators_)):\n",
|
||
" ax.set_title('Tree{}'.format(i))\n",
|
||
" mglearn.plots.plot_tree_partition(X, y, tree, ax = ax)\n",
|
||
"mglearn.plots.plot_2d_separator(rfc, X, fill = True, ax = axes[-1, -1], alpha = .4)\n",
|
||
"axes[-1, -1].set_title('Ramdom Forest')\n",
|
||
"mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
|
||
"plt.savefig('pictures/RFC separator.png')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 朴素贝叶斯\n",
|
||
"### 高斯朴素贝叶斯"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Accuracy of Naive Bayes (GaussianNB): 81.97%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#Naive Bayes Algorithm\n",
|
||
"nb = {}\n",
|
||
"from sklearn.naive_bayes import GaussianNB\n",
|
||
"gnb = GaussianNB()\n",
|
||
"gnb.fit(x_train, y_train)\n",
|
||
"acc = gnb.score(x_test, y_test) * 100\n",
|
||
"nb['GaussianNB'] = acc\n",
|
||
"print(\"Accuracy of Naive Bayes (GaussianNB): {:.2f}%\".format(acc))\n",
|
||
"accuracies['Naive Bayes'] = acc"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 多项式朴素贝叶斯"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Accuracy of Naive Bayes (MultinomialNB): 72.13%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn import preprocessing\n",
|
||
"from sklearn.naive_bayes import MultinomialNB\n",
|
||
"mnb = MultinomialNB()\n",
|
||
"\n",
|
||
"mnb.fit(x_train_mms, y_train)\n",
|
||
"acc = mnb.score(x_test_mms, y_test) * 100\n",
|
||
"nb['MultinomialNB'] = acc\n",
|
||
"print(\"Accuracy of Naive Bayes (MultinomialNB): {:.2f}%\".format(acc))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"max acc for MultinomialNB:72.13%\n",
|
||
"Meanwhile, alpha = 4.01\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"alphas = np.logspace(5, -2, 200)\n",
|
||
"cv = []\n",
|
||
"test_accuracy = []\n",
|
||
"train_accuracy = []\n",
|
||
"for i, alpha in enumerate(alphas):\n",
|
||
" cls = MultinomialNB(alpha = alpha)\n",
|
||
" cls.fit(x_train_mms, y_train)\n",
|
||
" test_accuracy.append(cls.score(x_test_mms, y_test))\n",
|
||
" train_accuracy.append(cls.score(x_train_mms, y_train))\n",
|
||
" cv.append(cross_val_score(cls, features_mms, target).mean())\n",
|
||
"print('max acc for MultinomialNB:{:.2f}%'.format(max(test_accuracy) * 100))\n",
|
||
"print(\"Meanwhile, alpha = {:.2f}\".format(alphas[test_accuracy.index(max(test_accuracy))]))\n",
|
||
"# 绘图环节\n",
|
||
"fig = plt.figure(figsize = (10, 6))\n",
|
||
"plt.plot(alphas, train_accuracy, label = \"train accuracy\")\n",
|
||
"plt.plot(alphas, test_accuracy, label = \"test accuracy\")\n",
|
||
"plt.xscale(\"log\")\n",
|
||
"plt.legend()\n",
|
||
"plt.xlabel(r\"$\\alpha$\")\n",
|
||
"plt.ylabel(\"Accuracy\")\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.savefig(\"pictures/MNB Accuracy.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Maximum KNN CV Score is 76.09%\n",
|
||
"Meanwhile, C Value is 0.08\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(alphas, cv, alpha = 0.8)\n",
|
||
"plt.xscale(\"log\")\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.ylabel(\"Average cross-validation score\")\n",
|
||
"plt.savefig(\"pictures/MNB cv score.png\")\n",
|
||
"print(\"Maximum KNN CV Score is {:.2f}%\".format(max(cv)*100))\n",
|
||
"print(\"Meanwhile, C Value is {:.2f}\".format(alphas[cv.index(max(cv))]))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 伯努利贝叶斯分类器"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Accuracy of Naive Bayes (BernoulliNB): 80.33%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.naive_bayes import BernoulliNB\n",
|
||
"bnb = BernoulliNB()\n",
|
||
"bnb.fit(x_train_mms, y_train)\n",
|
||
"acc = bnb.score(x_test_mms, y_test) * 100\n",
|
||
"nb['BernoulliNB'] = acc\n",
|
||
"print(\"Accuracy of Naive Bayes (BernoulliNB): {:.2f}%\".format(acc))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"max acc for BernoulliNB:90.16%\n",
|
||
"Meanwhile, binarize = 0.67\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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6UAUAjz32GFpbW3HVVVdBLpdj0aJFWLlyJXQ6HQ4fPoyysjIAQFVVFX7/+9+jsrIS+fn5WL58OZYuXWrZT1ZWFj799FMsXboU//3vf3HOOedg3bp1yMvLC9ZDIyIiolDSOVMl/cygioi6ISSCKpVKhRdeeAEvvPBCl8tLSkosv1900UU2v9szbdo0HDhwwC/jJCIiojDXbp50rrKaOyX93O7ehHQios6CPqeKiIiIKGAcZaqsryMi8hCDKiIiIuo5GFQRkR8wqCIiIqKeg0EVEfkBgyoiIiLqORhUEZEfMKgiIiKinsPSqMJeUMVGFUTkHQZVRERE1HNYMlX2uv8xU0XBdeTIEZ/tq6KiAjU1NT7bHznHoIqIiIh6jvYm8bu9TJW2KfDjITL7+9//jgsvvNAn+yovL0d2djb279/vk/2RawyqiIiIqOfgnCoKUTqdzmf7MhgMMBqNPtufP4XLOF1hUEVEREQ9B4MqCkHTp0/H/fffj6KiIgiCgOnTpwMAtFot/vznPyMtLQ3Jycm44oorUFFRYbndu+++i+HDhyMmJga5ubn45ptvsGrVKuTk5AAAZsyYAUEQUFhYaPd+H3nkEQwePBhqtRrnnHMOvvrqK5vrP/vsM4wbNw7R0dHo1asXXnrpJct1q1atwrBhw6BSqZCVlYVPPvkEACAIAt58802b/VhftmrVKigUCqxbtw6ZmZm46qqrAACvvvoqRo4cidjYWAwYMADvvvuuzT62bNmCGTNmQK1WIyEhAQ888ACeeOIJxMfHo62tzbJdW1sbNBoN3njjDXeffp9gUEVEREQ9B4OqnsdkArTNwfkymdwa4po1a/DHP/4R2dnZOH78ONasWQMAuPPOO/Hll1/irbfewvr163H27Flcc801AID9+/fj6quvxm9/+1vs3LkTTz/9NGJiYnD55Zfjhx9+AAC8+eabOH78OHr37m33fjdu3IgnnngCW7ZswfDhw3HNNdegpaUFAPDxxx/jkksuwfTp0/Hjjz/inXfeQa9evQAAzz77LH7/+9/j2muvxbZt2/Dyyy8jJibGgz+JCc899xw++ugjPPTQQwCAdevW4Z577sGWLVuwYMEC3HHHHSgpKQEA7Ny5EzNmzEBeXh42btyIzz77DH369MHVV1+N5uZmbNiwwbLvL774AgaDAZdeeqnb4/EFRUDvjYiIiChYjEZA66xRBbv/RSRdC/BYVnDu+54yICrW5WbZ2dlITk6GQqFA//79AQAlJSV46aWXcPDgQQwePBgA8PTTT2PcuHEoLS3FL7/8ApPJhCuuuAJZWVkYNmyYZX/5+fmW/Ur7s+fbb7+1/Hzffffh3XffxbFjx1BQUIB77rkH119/PVauXGlzG61WiwcffBD33nsvli9fDgAYNWqUe8+HmdFoxD333INzzz3XctnatWstPz/88MN49tlnsWvXLuTm5uLBBx/E5MmTsWrVKss2U6ZMAQBMmzYNa9euxYIFCwAA77//Pi699FLExcV5NKbuYqaKiIiIegbrRhTMVFGI27dvHwwGAwoKChAdHY3o6Gicd955AIDCwkLMnj0bBQUFGDFiBB544AGcOXPG4/v47LPPcN1116GgoAATJ04EANTV1aG2thZHjhyxBCrWDh06hPr6ervXeWL8+PE2v//444+46aabMHbsWOTm5lrGAgCbN292eH+LFi3Cp59+CoPBgLa2Nnz66adYtGhRt8bmDWaqiIiIqGeQgiZ5FKBQdVxuHVSZTIAgBH5s5D9KtZgxCtZ9e0lqXLF169YupXW5ublQq9XYuXMn3nrrLfzjH//AM888g88++wxTp051a/+rVq3C7bffjieeeAJ33303lEolhgwZAkAszwMApVLZ5XbOrgPE+VPWzSfsNaKQy+WIjo62/P7NN99gzpw5eOSRR3DrrbeiT58+llJD6T4d3d8VV1yBpUuX4vvvv0dDQwNiY2Mxa9YsVw/f5xhUERERUc9gbz6V9e9GPaBvA5Tuzw2hMCAIbpXgBZtMJoNer7f8LpX8VVdXY+bMmXZvo1AocP311+O6667D9OnT8eyzz2Lq1KmQycRiNOv9dfbRRx9h/vz5uOWWWwCIc5EkycnJyMrKwsaNGzF//nyb2w0aNAhRUVHYuHGjTcmhJC0tDeXl5Zbfjx8/7uqh4+OPP8bYsWPxf//3fwCAw4cP2wRjw4cPx8aNG7F06dIut01ISMD8+fOxdu1a1NTUYOHChZDL5S7v09cYVBEREVHP4CioUsYCEACYxG0YVFEQ5OTkoLy8HOvWrUNOTg6GDx+OCy+8EDfddBOeeuop9O/fH3v27MGePXvw7LPPYt26dTh+/DimTp2KxsZGnD592jJHKTU1FSqVCh9++CFSUlIwcOBAxMbaBpbp6elYv349fvjhB7S3t+Ovf/2rzfUPPPAAli5dipSUFFx00UWoqKhAbW0trrnmGtx555247777IJfLMWXKFBw/fhxqtRrz5s3DjBkz8J///AdXX3014uLicO+997p87Onp6Th48CDWr18PjUaDhx9+GIJVxviBBx7A3Llzceedd+Lqq69GU1MTfv75Z9x8880AxBLAZcuWob6+Hl9//XU3/xLe4ZwqIiIi6hmkRhSdgyqZjPOqKOiuuOIKzJkzB5dffjkeffRRAMDq1asxadIk/OY3v8GUKVPw4osv4oILLgAAJCUl4ZVXXsG5556LhQsXYsGCBZbASKlU4qmnnsJ7772HmTNnorGx63H94IMPYsCAAZgzZw7uuusu3H///TbX//73v8dTTz2F1157DRMnTsQdd9yBqKgoAMDf/vY3/PGPf8Tjjz+OCRMm4KGHHrIEbU8++ST69OmDoUOHYsKECVi8eLHLx3777bfjggsuwJVXXokbbrgBd911lyXbBgBz5szB22+/jS+//BLnnXceFi9eDIPBYLn+wgsvRENDAzIyMjB69GgPnnXfEUwmN3s99hANDQ1ISEhAfX09NBqN6xv4kU6nw7p16zBv3jyHdaRE1njMkKd4zJCnwvqYOfQx8P5iIG8ycMM62+ueHgo0lAK/+w7I8qyTGTkX6GOmra0Np06dQp8+fWzm7VD4MBqNaGhogEajsQmunBk6dCgWLVqEe+65x+P7c3bMuBsbMFNFREREPYOj8j/ry5ipIgo727Ztw/Hjx3HdddcFbQycU0VEREQ9A4MqoohSWlqKoqIiLFu2DIsXL0ZOTk7QxsJMFREREfUMUsAUZWdRUOkyBlVEYePHH3/ErFmzkJubi2eeeSaoY2GmioiIiEKL0QjA0ZRvQWws4Q1HjSqsL2NQRRQ2fv3rX+PXv/51sIcBgEEVERERhZLjG4D3rgd0Lfavl0cBl7wIDL/C831byv/sTDaXLpMCLyIiD7D8j4iIiELHz+sdB1QAYNACRz/zbt+cU0VEfsJMFREREYWOhjLx+5zHgJFX21537Avg41s6tvEUg6oehasGkbt8cawwqCIiIqLQ0VAqfk/pD6iTba9LGWDehkEVOSaXywEAWq0WMTExQR4NhYOWFjE73p111BhUERERUeiQAiZNVtfrpMsay8VmFp42rGBQ1SMoFAqo1WpUVlZCqVS6vXgshQ6j0QitVou2tja//v1MJhNaWlpw9uxZJCYmWgJybzCoIiIiotCgbwdaqsSfNdldr49LBwQZYNQDzZVAfLpn+3faqIJBVaQQBAGZmZk4deoUioqKgj0c8oLJZEJraytiYmIgCILf7y8xMREZGRnd2geDKiIiIgoNjeXid0U0EJPU9Xq5AojLABrLxDJBj4MqZy3V2f0vkkRFRWHAgAHQarXBHgp5QafT4fvvv8fUqVO7VZLnDqVS2a0MlYRBFREREYUG69I/R59Oa7LMQVUZkD3a/X2bTIC2SfzZaflfk/v7pJAmk8kQHR0d7GGQF+RyOfR6PaKjo/0eVPkKi0yJiIgoNFiCKjulfxJpXpWnzSr0bWLZIMA5VUTkcwyqiIiIKDRInf/sNamQSAGXtK27LMGSAETFdr2eQRURdQODKiIiIgoNzjr/SbzNVFk3qbBXWigFVfpWwKDzbN9E1OMxqCIiIqLQYMlU+aH8z1mTis6XM1tFRB5iUEVEREShwa1MVTfL/xwFVXIloIix3ZaIyE0MqoiIiCg0eFr+ZzK5v29XQZX1dQyqiMhDDKqIiIgo+Aw6oLFC/DneSVAVn2nevh1oqXF//wyqiMiPGFQRERFR8DWdAWACZAogNtXxdoqojus9KQFkUEVEfsSgioiIiIJPKv2LzwJkLk5PvGlW4apRhfV10rZERG5iUEVERETB5858KonUrKLRk6DKqqW6I9J1zFQRkYcYVBEREVHweRRUeZOpYvkfEfkPgyoiIiIKPssaVQyqiCj8MKgiIiKi4LNkqpws/CvxZq0qBlVE5EcMqoiIiCj4Alb+F+d4G+k6BlVE5CEGVURERBR83mSq6kvdXwDY0v3PnUYV7P5HRJ5hUEVERETBZTR2dPJzJ1MlLQCsa3Y/AGL5HxH5EYMqIiIiCq7mSsCoBwQZEJfuevsoNRCTJP7sbgkggyoi8iMGVURERBRcUsOJuAxArnDvNp42q2BQRUR+xKCKiIiIgssynyrT/dtIJYDuZKr0WkDfJv7MoIqI/IBBFREREQWXJ53/JJ50ANQ2dfwc5SyokhpVMKgiIs8wqCIiIqLgsiz860bnP4kn5X9SMwul2nl5oZSp0jaKzTOIiNzEoIqIiIiCq7Fc/O5Vpqrc9bbt5kyVs9K/ztfrmt0fCxH1eAyqiIiIKLg8WaNK4kn5nztNKgBAEQ3IFLa3ISJyA4MqIiIiCi5L+Z8nmSpPyv/cDKoEgc0qiMgrbvYtJSIiIpeqfgE2PwOc90cgpV+wRxNaNq0ESnbav67utPjdm/K/tjpgzZUABMfbNlWI310FVdI2rbXAp38QG1fI5MC4G4H+M90fGxH1OAyqiIiIfGXnq8CeN4DoBGDOo8EeTeioLwW+fcT5NqqEjjbp7ojWiNmqhlLg+Ffu3SYx141t8sQg7/TWjssayhhUEZFTDKqIiIh8pb7E9juJpOcjNg2Y+aD9bbJGAwqVZ/td/Klt8OOMPAoYMMv1dpf/GzjxDWAyig00vnmEf08icolBFRERka9I83vcaZ7Qk0jPS0p/YNQi3+03pZ/vyyzjM4CCa8SfW2rEoKqlCtC1Acpo394XEUUMBlUUdrR6IzYcPoOGNp1b2+clqzGpfy8/j4qCYVdhDY6f7VjUUx0lx9xhGVAp5G7vQ6s34vtjlThvQC9EK92/HZFdUjDFoMqWN4v7hoKYJEARA+hbxaxVcp9gj4iIQhSDKgo7H/xUgnvWHvDoNh/dOgmjc5P8NCIKhhOVTfj1K9tgMJpsLr/9/P740+xBbu9n1ZZTeGzdUVwzIRePXTrc18OknkSvBZrOij83lgNGg9jkgMI3qBIEccw1J8THwKCKiBxgUEVh52BZPQCgf1oc+vSKdbrtqapm/HK2Ca9tLmRQFWFe31IIg9GEvBQ1BqbHo6lNj60nq7Fm+2ncNqO/21mnzb9UAwA+/KkEd80ehKTYKH8OmyJZUwUAc5BvMogBlsaDxguRzNIy3YN1qEKFdVBFROQAgyoKO0XV4ir3N0/rhyvG9Ha67cHSesz/549Yf6AcZy4agnQN6+EjQUObDh/+JE4cf+zS4Zjcvxf0BiOmrfwOpXWt+HRfGa4cm+NyPyaTCftK6gAA7Xoj3tlZjFumsw02eanzSXdDGYMqiSVTFYbPh2WRYTfWwyKiHouL/1LYKaxqAQD06aV2ue2w7ASMz0+G3mjCmm1F/h4aBcgHu0rQrDVgQFocJvVLAQAo5DIsmpgHAFi1pRAmk8nZLgAAhdUtqGvpmJv3xtZC6A1G/wyaIl/nk26ehHewBFVhmqkCmKkiIqcYVFFYadMZUFbfCgDIS3Fe+idZMjkfALBm+2m06w3+GhoFiNFowutbCwGIf1tB6Fjwc+G4HKgUMhwqa8CuolqX+9pXXAcAOCdLg5TYKJTVt2HD4TP+GDb1BPYyVSTOLWssF38OtzlVQEcgyCCZiJxgUEVhpbimBSYTEK9SIMXNuS+zh6YjMyEa1c1afLav3M8jJH/77thZFFW3QBOtwKWjbD/1ToqNsly2anOhy33tNQdV4/sk4+rx4qKgr21xfTsiuxo6vb80MqgCADRXinPMBDkQlx7s0XhOCgQb+f+DiBxjUEVh5VSVOJ8qr5faJkPhjDdlYRS6XjMHS78elwN1VNdpoYsn5QMAvjhUgbK6Vqf72mMOqgpyErFoYh7kMgE7TtXgkLkZCpFHpExGgnk+HzNVIul5ic8Iz26ILP8jIjewUQWFlaJqcT5Vvpulf5Krx+fi2Y3HcaC0Hp/tL0e/1DgAQK/4KKTFs3mFP+gNRpyobO7S8rw7zja24YfjVRAE4Ppz8+1uMyRTg4l9k7HtZA3WbC/CXXMG292uXW/AkbIGAMConCRkJETjwmEZ+Gx/OV7fUognrhjpcjyVje1Ijo2CXOZegE8RTjrp7j0WqC/mSbgkXNupS6Tyv8YKwKAD5MrgjoeIQhKDKgorp8yd/1y1Uu8sOTYKlxRk4b1dJbj97T2Wy6PkMnx2x3kYmB7v03ES8Of39+Hjvf45qZw5JB05yY4blSyZlI9tJ2vw1vbTuP38AXbbqx8ua4DWYERybBRykmMAADdMzsdn+8vx8d4y3D9/KOKjHZ88bTh8Br9dvQs3ndcH980f2v0HReHPElSNAw6t5RwcSbgHVepegEwJGHVA0xkgwXnXWSLqmVj+R2FFaqfubpMKa7dO74+B6XFIi1chLV6F2Cg5tAYj/vvjKV8Ps8czGk3YeFRcBLVXXJTlOffFV99esfjDBQOc3v/MIenIToxBbYsOn+yzH9jttSr9k0pJR+cmoXdSDLR6I/YVOy8BfP7bXwAAb2wrQm2z1pOnhyKRdTOG7LHi94YygOXG4b1GFQDIZB2t4Jl9JCIHmKmisOJJO/XO8nvF4qs/TrP8vrOwBle+tBVr95Ti/+YO5qKvPnSyqhmNbXqoFDJsXX4BlPLAfn6jkMtw3bl5eHz9UazaXIgrx/TuMgfPOqiSCIKAUblJKKltxd7iWpw3oJfd/e85XWu5Pde3IgDiQr9SM4bMEQAEwKAFWqqBWPvHUY8R7pkqQAwI604z+0hEDjFTRWHDm3bqzozNS8I5WRrLSTH5jhRwDM9OCHhAJVk4LgfRShkOlzdgZ2HX9urSGEdaBVVAR5AlXW/P6+YOgekaFQCub0XoCBziMwBlDBCbar6cJ+GREVSxWQUROcegisKGN+3UnREEAUvMneJ4Uuxbe4vFIKagU8ASSInqjvbqr3dqk17brLU0PSnonWhznXVQZa9T5NmGNnx+QCzzev6a0Ujm+lYEWJW4Zdl+50l4+Jf/Afx7EpFLDKoobEjt1PN7xbrdTt2VBSOzeFLsB5bSutzEoI7DUXv1vSV1AIC+vWKRoLZtRnFOlgYKmYCqJi1Karu2ZF+z/TR0BhPG5CVhbH4yruH6VgR0zcZwwViRyRQhmSr+PYnIOQZVFDakzEJeiufzqRyJVsotJ8WreFLsE206A46WNwIIbqYKAAZniO3VDUYT3txWZLl87+k6APbHF62UY0imRtyuUwmgVm/Emu2nAcCS5eT6VgSgazaGmQ1RS7U4twwA4jKCO5buiGejCiJyjkEVhQ1v26m7cu3EXMhlArafqsFh87pF5L2DpfXQG03oFadCdmJMsIeDJZP6AADe3nEabToDANeZNEfzqtYdKEdVUzvSNSrMHSaeIErrWwFdywypB+mSqWJQBaAj2IxNAxRh3AzIkqnq4X9PInKI3f8obBRWed9O3ZnMhBjMHZaBz82Lvv79ihFOt3950wm8u6sYb900ERkJvl84uE1nwJLXdiAhRomXFo2xKXXUG4y4YdVOyGUC/rN4nNNFZ/ecrsXSt/bgnnlDcNGITJvrfiqqxW9X70JTm97ubeUyAXfNGYTfnNfH4/Hba1UeTDOHpCE7MQalda0Y9uCXkAkCtOb5c44yaQU5iXhjW1GXoEoq8Vs0Ic+mAYe0vtV7u0rw8R7XJ12CANwyvR+WzRzo9uOobGzHVS9vRamdkkR74qMV+M+ScUHPFvYYLP+zLxJK/4CO8TeWA0aj2GadiMgK3xUobEjlf960U3flBnMp18d7S1HjZM2h2mYt/vH1MZysbMbGo/6Zg/XZ/nJsO1mDLw+dweZfqm2u++rwGfxwvArf/VyJjUec3/97u4pRWteKFeuPwGC0bbjw3MbjqGnWQmsw2v1q1RnwzNfH0KK1H3Q5IwUio4I8n0qikMtw24z+AAC90WQJqPr0irWU+XUmZbAOltZDZ95+z+la7CuuQ5Rchqsn5NpsPzo3CZP6pQCAw+fU+qtdb8SL351weqx19sbWQpyqanZr/1qDEdXNWvzrm+MePVfUDY1S8NC5/K88OOMJFQ2dnpdwFZcOCDLAqAeaK4M9GiIKQcxUUViwbqee7+NMFQCMyUvCsGwNDpY24J2dp3Hr9P52t3t3VzHadOJJtpQ58yWTyYTXNncsRrxqyymbtZJWbS60uq4Qs89xPEdhr3nx2pLaVmw8csay7YnKJmw6VglBANbeOtnSFrxjDMDCV7bhdE0LPt5Thms6BRCu2Fv/KdiumZCLucMy0K43WC7rFady2O69T0osNNEKNLTp8XNFI4ZlJ1hK+xaMzEKvONvnTBAEvHnjBJxpbHNrPL9dvcvlsWatXW+wzOX6++XDMXVgqtPty+vbcNkLW7Dx6FkUVTf7PLtLnVg3Y5Dm3liX/5lMYnqyJ4qUTJVcIc4JaywTs4/x6cEeERGFGGaqKCxYt1NP9sMivWJ7dbHU7c2tRXbbq+sNRryxtaPZQaE5c+ZLPxXV4lBZA6LMJ/vSSTEAHCqrx47CGihkAmQCsOVENX6uaLS7nxatHj9XdMwPs27Csdr88wWD01CQk4jMhBibr6zEGFx/bp75dqfsthV3pKqpHSW1rRAEYHjvBE8eut8lx0bZPE5n62fJZIJl/ao9xXU2bdSlBhX2btP5uXT05epY6+yzfeWobtYiMyEal43u7XL/o3OTMH1QKkwmYLXVMUt+Yt2MoXNQpWsG2npwA5NICaoAzpMjIqcYVFFY8Ec79c7mj8h02l796yNnUGrVltsfmSppzs6lo7IxbaDtSbGUKblweCbmmLNOjjoWHixrgNEEJMQobQKwxjYdPvipBEBHAwd7rhybA3WUHMfONGHriWqH23UmddXrlxoHTbTS+cYhbpTUrOJ0nU0bdV8Ei/NHZCLFzVb+JpPJ8ndeNDHP7cWUpeDvvZ3FaG73vIyTPGCvGYMyBohJNl/fg0/CI2GNKgmDKiJygkEVhYXCaqlJhe/nU0ms26vbW3PoNXPp3cUjxX+sRTUtMBrdz+K4Ul7fii8OVgAQ11daMjkfgHhSXFzTgo/3iv/Il0zKt5wwr91TgrqWrvNy9pWIn4yf2zfFJgD74KcSNGsN6J8Wh8n9UxyOJSFGictH9wbg2fpLoVj65y1pXtWuopoubdS7K1opx9Vurm+1+3QtDpTWI0ohs9zGHVMHpKJPr1g0tuvx0e6S7gyXXHGUjWHHuAjLVLH5CBE5xqCKwkKhpUmFf+eGOFpz6Eh5A7afqoFcJuDuuYOglAvQ6o0ob3BvDo073txWBIPRhAl9kjE0S4NpVifFN76+E1q9EcOzEzA6NxHj+yRjSKYGbToj3t1Z3GVf+8zzqQpyE20CsP/8KM7XWjwp32XGb/EksQTw6yNnUFzjXqljJAVVI3snAhAbpHRuo+4L7q5vJQXzlxRkeVT6KpMJWGwp4yz0qIyTPOQoG2PJbPTQk/BIWfhXwkwVETnBoIrCglRq548mFdYcrTkk/Tz3nAz0TlIjJ1nMmBX5qASwTWfA2zvE4OgGc4ZKJhMsc5uOnWkCIGZKBEGAIAiWjoWrtxZ16e4nZaoKcmwDsJLaVsRHK3DZKNelOP3T4jFlQC+YTMAb21zPyzEaTdgXQUFVSpwKOckd62xd50HpnTvcWd+qor7NJnvpqcvH9EacSoETlc348Zcqb4dKrjjMVPXwk/C2enFOGcCgiogiHrv/UchY+eVR7DhVY/e6A6VikJDvh3bqnUlrDn28p8wyl0vK/EglefkpsThZ2YxT1c2Y1L+jO9+mY5V46bsT0Bs7mg9cNDwTSybbzl/SG4x44JNDOH5GbDTR1G5ATbMW2YkxmDmko6vUFWN648kvf0az1oBecVGYP7JjvamLC7KwYv0RlNa14usjZyxlfvVaoKKhHTIBGJ6dYAnA7v5wPwDg12NzEKty76W/ZFI+fjhehXd2nMaymQOgjnJ8u5NVTWhs1yNaKcPgjHi39h/qCnKSUFzT6nHpnbvsHWvWqpu00BtNGN8nGedkeT6XKz5aiSvG9MaqLYW46/39liBRHaXAXy8+x++Z3x7DZflfD81USc9LTLI4xyzc9fS/JxE5xaCKQsKe07V4/tsTTreJUcrRP83/J+ujc5MwKjcRe07XYWdhreXykTmJGJuXBKAjY9a5WcU/NhzrsmDs7tN1mDss02ah4K8On8Fb5nk61m6YnA+FVTYkPlqJayfm4ZXvT2LxuflQKeSW66KVciwcn4sXvzuBVZsLLUFVYaNY1jcwPd4SPF1ckIWnNvyMuhYdrj833+3nYsagNOSlqFFU3YK1e0px7YQ8h9uuOyBmVApyEm0eQzibNjAVn+4rwxVjeiOlUxt1X3B0rHV2kxeLMEsWT8rHmu1FqGhoQ4VVuerTG47hn1eP8nq/ZMVh+Z/5Q5CemtmIlDWqJGyTT0ROMKiikPC6VZvvK8f2trtN/7R4JMT4v6OcIAj4z+Jx2FlYY5mHIggCxuUnW+YhSRkz67bq7XoDDpeJbcwfv2w4EtVKvLjpJPYV12HN9iL8afYgy7bSelOXj+6NWUPTAIjZg8lWWS/J3XMGYfbQdIzOTepy3SJzwLX1ZDWOVjSgX0oMiprEMVqX4EUr5fjfbeehRatHrgfNPsQSxHz87bPDWLW5ENeMz7U7F0urN+JNc4mgPzI6wXL56Gz0TY3F8Gz/tIe3d6x1lhyrwvg+yV7fR59esfj09vMsHwBUN2tx79qDWH+gHBXzhiBFLXexB3LJEjxk2l7e08vFLMFmpvPtwoXULt/QDrTUALGOm/0QUc/DoIqCznoNoGUzB4bE+kbJsVGWzI899jJVR8oboTUYkRwbhV+Py4EgCDCZgFvW7MZb20/jthn9Ea2U26w3ddecQTYZLHsUchnG5ts/qc5OjMGcc9Kx7kAFXt9SiIcXDEGROP2qy7wmV/fjyJVje+Opr37G8bNN2HKi2m7g98WhCpxtbEdqvAoXDouQEyiIQY+9YNaXXB1rvjA4Q4PBGRrL7//bU4YdhTVYs70Id8zo69f7Dltt9cDP6wG9G81o6h1lqsy/1xcDP63y6fC8pskGBszqennTWeD4V4DRQft9dS9g0IWAzEUQfno7UHlE/Pn4BvN9RsB8KkBslx+bCjRXigFjIIKq9kbg6DpA37GcB7LHAhnD/H/fROQRBlUUdNIaQGN9tAZQIEhzUaS26jKZgL2nxfKtkb0TLNmcWUPTkZUQjbL6Nny2vxxXjOlts96Ut4GOtSWT+mDdgQqs3VOKP5zfD8VSpsrcEry7NOZ5Oau3FuG1zYV2g6pVm8Wugosm5CFKERmlf5FsyeR87CiswVvbT+P3U/KDPZzQ9N3jwLYX3N9ekHVkMiSaLAACoG0CPv2DT4fXLTd+DeSMs73s02XAz587v92v1wBD5ju+vvEM8NqFgMlge3mC/eqDsKTJMgdVZUDmCP/f3w9PAT/+w/ay6ATgrpOAnKdwRKEkJF6RJpMJDz/8MF5++WXU19djzpw5eOWVV9Crl52Tt1WrsGLFChQVFWHw4MF49NFHcdFFF1muz8vLw+nTtnNVKisr7e6Lgq9db+hYA8jcBCIcZCZE27RVz06MsWon3pHZUMhlWHRuHp744mes2nIK5w9Os1lvyhfG5SdhaKYGh8sb8Pcvfka7UUBslBwDfDj/7Ppz87F6axE2Hj2D09UtNiWE+4rrsPt0HZRyAVdPyPHZfZL/zB6ajsyEaJTXt2HdgQr4frZYBGgUs+dIOwdIyne9fb8ZQFSn0lpVPHDhE8DJ73w9Ou+U7gKazgCVR7sGVVJ2KW8yEJ1oe92ZA0DdafF2zoKq6l/EgCoqHugzVbwsOgEoWOSzhxB0mmygfF/gmlWcPSp+zxgBJOQAx74Qs6hNFZEVrBJFgJAIqlauXInnnnsOq1atQkpKCm688UYsXrwYn39u+6nZt99+ixtvvBHPPPMMpk2bhrfffhuXXHIJDh8+jAEDBgAAqqursWbNGowfP95yu+Rk7+cjkH+tO1COqqZ2ZGii/V4C5UsKuQw5yWqcrGxGYVWzTVA1Msc227ZwXC6e/fo4DpY24O4P9kOrN2JEb3G9KV8QBAFLJufj7g/2Y+1e8URwWLYGcpnvJlH3T4vD1IGp+P5YJd7YVoh7LxpquU7KvM0fkYW0+O5n3sj/FHIZrjMH+6u3ncZNkTMNzncMOvH7+JuAsb/xfj8Tfid+hYJPbgd2r+46x8t6PalfPQ8kd2qMsvFvwA9Pup4bJl2fVQBc/ZZPhhxypFJGKej2Nyl4O/8+YOAc4B/DxHLShjIGVUQhJuh1OkajEStXrsT999+PBQsWYNKkSXj66aexbt06nDp1ymbbXbt2oaCgALfffjtGjBiBFStWID4+Hnv37gUAaLVaNDc3Y/jw4ejfv7/lSyYL+sMkB6SGDYsm5vp0DaBAsMyrqm5GbbPW0rSi81ym5NgoXFIgzq34+sgZAMDic10vvuuJi0faLgw70g9llNK6WO/sLEZzuzjvorKxHZ/tF08ufJV5o8BYOC4XUQoZDpY1oLAp2KMJQVJQJfN/c5yAkeZ4NXYKjlprO+aOdS5hBNwPJBojaKFfRwLdfER6zqX77enNT4hCWNAzVQcOHEBVVRXmzp1ruWz69OmQyWTYtm0b+vTp+MRs/vz5ePzxx7Fx40ZMnz4da9asgVKpxIwZMwAANTXiGkeelPq1t7ejvb3d8ntDg9i9TafTQafTdeuxdZd0/8Eeh7/sLa7DvpJ6RClkuGJ0Vtg9ztwkMStz8mwjfioUT7zyU9SIVQpdHsu143vj3V3i4r4psVGYMzTVp49XDuCqMdl46Xvxg4hhmXE+fz4n9UlEXrIaRTUtWPbOHuQkxeD42SZoDUaM7J2AoRmxYfc37MniowRcPCITH+wuxYen5Kj9/AjkLj6AUilkWDQxF2nx7hcMtmoNWLOjGPOGpSMrMbhrFZlMJqzZUYzimlaH20wf1Avn9k2B3KCFDIAeMpgi5LgWYtOhAGCsK4HB+jHVnIYSgEndC3rIgU6PV7qdqb4Eeqv/jZ1f77K6EsgBGOIyYIyQ56wzITZDfA7rOz2H/qBvh7K5EgCgi0kDdDrI4zIgA2CoKw6r5zjSz2fI90LpmHF3DEEPqk6ePAkANsFTTEwMUlNTUVpqW7M8ZMgQPP7445g5cyYEQYBMJsO6dessQVR1dbVlXykpKRgzZgweeeQRjBjheDLpihUr8NBDD3W5/KuvvoJa7f+FZt2xYcOGYA/BL1YflwGQoSBJj+2bvg72cDzWVCEAkGPH4VMoLToFQIZeQhPWrVtnd/v+Gjl+aRAwNrENG7/6wufjyWgHZIIcMAF1J/ZiXfFen9/HaI2Aoho5Nhw5a3P5iOgah4+bQldfPQAoUNws4PVtxW7dZvuhE1g80Oh6Q7NPimTYWCbDR1uPYuk57t/OHw7WCHj1Z+fd697ZUYhHxxpw3tkKpALYs/8Qyooj49hObSjBJACNpT/jO6vXa1r9PpwLoN4Ui012XsealiLMANBeVYgvra7v/L9p3MndyAJw6HQtTkXo+0GvxtOYDKC57Bi+8fNjVLdXYhYAg6DEum+3AoKAc6ra0R/AqX2bcagq/Op2I/V8hvwnFI6ZlpYW1xshBIKqpqYmyGQyqFS2n3yq1Wq0tdm2sv3uu++wbNkyPPXUU5gyZQreffddXHXVVdi+fTsGDRqE3NxcbNu2DWq1GoWFhXj88ccxbdo0HDhwAL172689Xr58Oe68807L7w0NDcjJycHs2bOh0Wjs3iZQdDodNmzYgFmzZkGpjKASFABnGtrwp+0/ADDhnism4Zys4D7X3oj/pQofnNqNVkU8WmKiAVRj3oShmDfR/j+6gkmt+OrIWVw9LgcqP3XIyxl6Btt37cYVF/nnmJllMGLg1tOobdFaLsvQROPa8TmQ+XAOFwVO+oASrNt6EH3y8yFzUoLbpjNi9bbT2F8rx5jzpiNd43r+XKvWgAef/B6ADscbZOg3ejIGZfh/AW9H3l21C0ANJvVLxjA77zmrt51Gi86IweOmIqXqX0ATMGrMeBQMnhf4wfpDZV/gxJPQCE2YN6/jMQm7K4GTgKb3YJvLLVqqgZ/vR7S+AfNmXwCdSWb3f5P8tWeAemDoxJkYMihCnrPOagYBvzyOOGMD5l14oV8XABZObwUOA7LE3phnbsgl214EfP0F+vZSIc/e3ypERfL5DPlHKB0zUhWbK0EPqlQqFYxGI/R6PRSKjuG0tbV1yRT95S9/wZIlSyxB0Lhx47B792787W9/w5tvvon4+HhMmDABADB8+HBMmzYNeXl5ePvtt3HXXXc5vP/OAR0AKJXKoP8RJaE0Fl95b/cp6I1iG/WCvPBcQHFAujhv6XRtK6qaxSBjTH6Kw79VXqoSv031b/A4dVA6mk6Y/HbMKJXALTMG+Hy/FDwXF/SGomw/5l042OUxc7SiCTsKa/DeT2W402oxa0c+3FOOutaOsok1O0uw4rIAtKG24/iZRmw5UQOZAKy8sgDZdkoR9xY3YEdhDQ6WN2GIeb0mhSpGPPAjQbL4gY/QWgulSdfRrbBZnOspS+gNmb3HqkkH5CrA0A5lWxUQJ87N6vI+Y57/o0jOjZznrLMk83Ooa4bS2Cp2N/SXFrEiQEjo3fE8J4kdVmWNFfb/ViEuEs9nyL9C4Zhx9/6D3hkgO1t8cy4pKbFc1t7ejsrKSvTta7so5b59+1BQUGBz2dixY7F//367+9ZoNOjfvz+Kiop8O2jqlna9AW9tF/8m4dRGvTPrtup1LTpEyWUYkhl+GTcid0mv1zXbT6Ndb3C6rclkwipzZ8g556QDANbuKUVts9bJrfxHGsvsoRl2AyqgY223vcV1Vo0qgv7Zo++oNEBUnPizddOJBhcNJgTBdYMEgw5orDDvJ9v+NpEgSg3EmJfN8HezCKnzn/XfRXpu2aiCKOQEPagaPXo0YmJibGomN23aBACYOnWqzbbZ2dk4fPiwzWUHDx5EVpb9fwR1dXU4duwY+vfv7+NRU3d8vr8cVU3asGuj3pnUVl0yNEvDhW8poknrW1U3a/HZPued4LadrMHRikbEKOV44vKRGJqpQZvOaGnYEkj1LTp8tFs8QXX2QY7UuXNvcR1gNAdV8iiH24cdm+DIas6y5eTdSTDk6mS+6QwAk9gtUR3h60Jangs/r1VlL9i1dGIsA4zBnaNIRLaCfgYYExODW265BQ888AC+/PJLbN68GcuWLcPNN9+MuLg4zJ49G++88w4A4Pbbb8dLL72El19+GXv37sVDDz2E9evX4/bbbwcAfP7553j66aexe/dubNy4EQsWLEB8fDwWL14czIdIVqw/vb7u3Lywa6PeWR9zW3Wgayt1okijkMuwaGIeADHzYzKZHG4rrV922ehsJKiVlpb7b2wtgt4Q2JPB93YVo1VnwOCMeEzo43jdQuk1fLSiEUa9OaMmj7BSJallunVwZDl5t9NOXSJd5yiQkPYRnwlE+jIm9p5Df5Ce63iroCouHYAAGPWAuTMgEYWGkKhreOyxx9Da2oqrrroKcrkcixYtwsqVK6HT6XD48GGUlYlvXHfccQdMJhOeeOIJlJaWYsCAAXjrrbdwkXkCZ2JiIl599VXce++9SElJwfTp0/Huu+8iKSkpmA+PrOwprsN+cxv1heNygj2cbsuzCqpG+WgxX6JQdvX4XDy78TgOlNZj9+lajMnrGqSU1Lbgq8NiKZgUTF1ckIUV64+gtK4VXx85i7nDApOlNhhNeH1rIQDghsnO14fLTIhGWrwKZxvbodO2QwVEXlBlL8tiCaqcZapclP/ZK1WLVIFaK8pepkquFAOrpgrxOY9P9+8YiMhtIRFUqVQqvPDCC3jhhRe6XG4910oQBCxbtgzLli2zu5/JkyfjyJEj/hxqWKhsbMf2U9Vw9CFyWrwKE/r6rznE0YoGHD9jfzXR98ylPxePzEJKnPtr3YSqPr06yv+YqaKeQFzMOgvv7SrBM18fx1Vju3448vWRMzCagMn9UzAgXez2F62U4+rxuXjhuxN4cdMJ6LzIVmUkRGNcvuNMk2RXYQ3K68XusScqm1BS24pEtRK/KnA+10cQBBTkJOKrw2eg10lBVdfyv1atAd8fr4RW3/EYzsnSoG9qnEePJyg6BwRtDYC2UfzZ3sK/ltu5KHlzNS8rkgSz/E/6valCvD57tH/HQERuC4mginzHZDLh+v/uwJFy5+0f3/3dRL8EVlVN7bj4X5ttTjbskT69Dnd9eoknUcmxUchNVrvYmigyLJ6Uj/d2leCH41X44XiVw+2WTOpj8/uiiXl4+fuT2Fdch9vf3uPVfb/12wmY1M/xnJ1tJ6ux8JVtXS5fOC4X0Urna1QBwEhzUGWSyv9kXTNVj607gje22TZAilcp8OP/nY8EdYhntjoHVdL36ARA5SQodJmp6klBVQAyVc4af2iygLLdbFZBFGIYVEWYrSeqcaS8ASqFzG45WlF1C8rr27D5RLVfgqpdhbXQ6o3QRCsw1MHaU+f27YVh2X5sQxtA5/ZLwY3n9cGYvCSnZUVEkeScrATcOWsgtpxwHFANztDg/MFpNpdlJcbggflDsf6g8yYX9pxpaMepqmb898dTToOq//x4CgCQn6JGRoK4llaSOgq/m9rX4W2sjZIyzuaW6p3L/+patHj/JzHjPiYvCUq5gGNnmlDTLF5+0xT37idoOmdZ3GlSAXhQ/hfBnf8klufC8+PYbZbGHwogNrXT/QcoU0ZEHmFQFWFeM08Ov2psDv52ybAu16/eWogH/ndI7G7lB9J+5w3PxOOXB2c9mkCSywTcP39osIdBFHB3XDAAd1zg+ZpliyflY7EXmeoTlU244KlN2Hj0LIqqm23mM0qKa1rw9RFxzaV/Lx6L/mmeLzQ8vHcCBAFQmHSAgC5B1bs7i9GmM2JIpgYf3HwuBEHA2ztOY/lHB/D61kLcMLkP5KG8ELajTJWrDJN0It90piPgtCYFGD0iUxWAoEZ6PuOzujb+sHQA9GNQR0Qei/AWPT2L9QnF4kl5dreR5v3sK65z2rnLW/vMQRXnFxGRL/VLjcO0gakwmYDVW+2vPbh6ayFMJmDKgF5eBVQAEB+txIC0OChgXofLak6V3mC03PcNkzqaXlxSkI2EGCWKa1rxzdGzXt1vwEgBQXMloNd2nJi7CoZiU8WsickINNl5jO40u4gU0nPVVgdom/1zH84af3CtKqKQxKAqgryxrcjlCcXgDHEtpfpWHU5V+fafgcFowv6SOgAdi2gSEfmKtMbUe7uK0dxumy1pbtfjnZ1iWd4N3VxUfFTveCgE87xQq6Dq6yNnUVrXiiS1EhcXdJzsxkTJsXC82LBj1ZZT3bpvv1MnA3Jzk6DGcvfL9mRySyMLobHTybzRKK6bBPSMTFW0Bogy/4/1VwmgswyivbXGiCjoGFRFiBatHu/sOA3A+QlFlEKGYea5TvvMAZCv/HK2Cc1aA2Kj5Bjg5afERESOTBuQij69YtHYpsdHe2xPKNfuKUVjmx55KWpMH5jmYA/uGZVt9f4l66iSlwKmq8d3bXpx3cQ8yARg8y/VOH6msVv371c2CwCXedZgwtG8quZKsSRQkJnXUeoB/B3YOM1UWf0d/FBxQkTeYVAVIdbuKUWDmycUBTniul17T9f5dAx7i2sBiHMSQnpOARGFJZlMwPXnmhcf3nzKUsJsvaj44nPzIevm+09BVsd8LYO5+9+R8gZsO1kDuUywLIBsrXeSGrOGigGFNJaQZT0nyIugqkumSgoA4jIAeQ+Zqu3vDoDOyiml1vf6NqC11j/3T0QeY1AVwkrrWlHdBhTXtqC4xvnXqs2FAIDr3TihkErzfN2sYq9lPhUXWyYi/7hiTG/ERslxorIZn+4vR3FNCz4/UI5fzjYhNkqOK8b27vZ99E/pKPnbVtiA4poWvPr9SQDA3HMykJUYY/d2Ugv5j3aXor5F1+1x+I1NpsqDrn2O5vL0pHbqEn83q3D2nCqjAXUv/94/EXmsh3ykFJ4uf2k7qpsVeHjPj25tr46S40o3TiiklsGHyxvQpjO4tXaLO/aYM19sUkFE/hIfrcSVY3Owaksh7ui01tUVY3pDE939daKkJhUGk4Br/7vL5rolTsqrJ/ZNxuCMeBytaMR7u4rxWzfbuAecdKJe/UtHpsPTTJX12u09MqgKYqZKuv+WKnG7jOH+GQMReYSZqhAWo5QhSmZCjFKGGKXc6VecSoE7Lhjg1glF76QYpMRGQWcw4bCLRYLd1dyuxzHzPAJ762MREfnKTVP6IDdZbfMemJMc47s1ogziwr96QWFzHxcNz8TYPMeZeEEQLAubr95WCIMxROe7SAFB6U/id2UsoLK/rqANqeysc3MGZ/N/IpVGei78EFTZNP7IdHD/bFZBFGqYqQph3/5pKtatW4d58+ZAqez+p68SQRAwMicR3xw9i72n6zA6t/vlegdL62E0ARmaaKRron0wSiIi+3onqfH93TP8dwdGsXRPFRWNI/fM9eimvyrIxuNfHLW0V5fmWYUU6YT87OGO391ZvNycNREaywDr9Wh7ZKbKj+V/7jT+8HemjIg8xkxVDyWV6PlqXtVerk9FRJHCYJ4PJff8w6yYKDkWjssFEMLt1aUTcpPR9nd3b9dY3nFboGetUSXxZ1BjafyR7vgYZFBFFHIYVPVQfguqWPpHROHOXP7nTVAFAIsm5lraqx8LxfbqnYMfd4Oh+AwAAgSjHiq9Vel4jyz/Mz9nLVWAvt23+3Yn8+fvRhlE5DEGVT3USHNQdbqmBdVN3f+HwEwVEUUMS6Yqyvl2DvROUmP20AwAIdpePTbVZv0tt4MhudJSjhajqxEvM5l6ZvlfTBKgMJe6N/p4AWC3gipmqohCDYOqHiohRom+qeJaLN1dBPhMQxvK69sgE4Dh2Qk+GB0RURBJQZXM+2nHUpfAtaHYXl0m72g6AXgWDJm3jdaauwa21gIG8wdz8Q6aKkSizoso+1KjG+WUlkyVjwM6IvIag6oezFIC2M1FgKVW6gPT4xGrYu8TIgpzxu5lqgBgQh+xvXqrzoD3dhX7aGA+ZB1IeTIXyny7GJ05qJLKz2JTAYXKwY0ilKN1u7rLnUyVFMBqG4E233TxJaLu4RlwDzYqJxEf7S7FS9+fxJrtp73eT6tOXNOFrdSJKCJY5lR5H1QJgoAbJufj/z48gNe3FuLG8/q4XJg9oGyCKk8yVWIgES2V//XE0j+Jv9qau9P4QxUHRCcAbfXi9tFutMQnIr9iUNWDTR2Yiii5DFq9EdV6bbf3d8HgEGwdTETkKcucqu79i/xVQTb++slhlNS24kRlEwakx/tgcD5ifcLuTaZKKwVVUpOKHtT5T+Kv8j93G39oss1BVSmQNti3YyAijzGo6sHyUmKx7Z4LUOWDRhXx0QpkJsT4YFREREHWzUYVkmilHMOzE7CjsAZ7iutCLKgyn7DLVYA62YPbicGTWlsJNJ0Fqk/Y7q8nkQLJmlPic+ELnjT+0GSJa41V/gxkDBcvU6eIc+YodGlbAG1Tx+8qDaDk+p6RgEFVD5ccG4Xk2O6dOBARRRSp/E/W/UXXC3ITsaOwBvuK63DV2Jxu789npBN2dxf+7XS7lObjwLNDu+6vJ5Ee8/EvgScH+H7/rhp/SPf/5XLxCwDShgI3/8jAKlSdPQK8MgPQt3ZcptIAt24DEnpgtjfCsFEFERGRNaNe/O7lOlXWfL0moM/kTQYSc4HhV3h2u8yRMPUaaHtZTDLQf6bvxhYuciaKz6E/nHOp68Yfg+cDUXG2l509DLTU+GdM1H1Fm20DKgBobwBKdgZnPORTzFQRERFZ6+biv9akoOpoRSNatQbERIVIBiEuDVh2wPPbqeKg//0WrFu3DvPmzYNS2f3nKGzFpnj3HPrKwDnAPVZNMlbkiCfo7Q1AXGrwxkWOSaWd438HzFsJvL8EOLSW641FCGaqiIiIrPloThUAZCZEIzVeBYPRhINl9d3eH5FDUtaqvTG44yDHpOBJKu2M91MHSQoKBlVERETWLEFV97MwgiD4bE1AIqdU5kYoDKpCV+dumf7qIElBwaCKiIjImg8bVQAhPK+KIguDqtDXubMjg6qIwqCKiIjImtF35X+AuNA6wKCK/IxBVWiz1y5fylgxqIoIDKqIiIis+WjxX8nw3gkQBKC0rhVnG9t8sk+iLixBVUNwx0H2tdUDuhbx586ZqsZywGgMzrjIZxhUERERWfNhowoAiI9WYkCa2ESA86rIb1Qa8TszVaFJykbFJAPKGPHn+AwAgpgdb6kK2tDINxhUERERWbO0VPfdwuicV0V+x/K/0GYp/bNa5FeuBOLSzdezA2C4Y1BFRERkTcpUyXy3lGNBThIABlXkRwyqQpul81+W7eVsVhExGFQRERFZ83GjCqAjU7W/pB4Go8ln+yWyYFAV2jo3qZAwqIoYDKqIiIisWcr/fNNSHQAGpschRilHU7seJyqbfLZfIgsGVaGt8xpVEksHQJb/hTvf1TYQERFFAoNe/O7DoEohl2F4dgJ2FNbg2Y3HMTAtvss2UQoZLh+TjbT4aJ/dL/Ug7P4X2pipingMqoiIiKz5ePFfyei8JOworMHn+8vxOcrtbnOysgkrrxzp0/ulHoLd/0Kbw6CKa1VFCgZVRERE1vwwpwoAbprSByaTCU3t+i7XVTW148tDZ7CrqNan90k9CMv/QpvDoCrTfD3L/8IdgyoiIiJrlnWqfJup6hWnwvJ5Q+xeV9eixZeHNuBUVTPqWrRIVPs2oKMegEFV6GpvBNrrxZ+dlf+ZTIAgBHZs5DNsVEFERGTND40qXElUR6FPr1gAbLtOXmJQFboazOW+Kk3H30kSbw6q9G1AKzPV4YxBFRERkTWDf8r/XOECwdQt0sm6vrWj2QqFBkdrVAGAMhpQp9huR2GJQRUREZE1Pyz+6w4GVdQt1hkQLbNVIaXRnKmyF1RZX95gv4ENhQcGVURERNb81KjCFSmo2ldcB5OJCwSTh+RKQBEj/swSwNDiLFMFcK2qCMFGFURERNYsc6oCG1QNydQgSiFDbYsORdUtyDfPsfJEXYsW+0rqHQZl6ZpoDMnUdLm8uV2PioY29EuN8/g+KYSo4sXyPwZVocXS+S/b/vVcqyoiMKgiIiKyZplTFdh/kVEKGc7J0mDP6TrsLa7zOKgymUy47j87cKC03ul2ny49D8N7J9hctvyjA/h0fxleWzIO0weleTx2ChGqeKD5LIOqUOOonbqEQVVEYPkfERGRtSA1qgC6N69q68lqHCitR5RchmHZmi5fybHi4/nxlyqb2xmNJnz381mYTMAr35/s7kOgYGIHwNBkKf9zlKli+V8kYKaKiIjImlT+JwtcS3WJFFTt8SKoWrW5EABw1bjeeOSS4V2uf+X7E3hs3VHsLbZt23yquhkNbWK3uC0nqvFzRSMGZcR3uT2FAUtQ1RDccZAtZqp6BGaqiIiIrBnN7agDuE6VRAqqjpQ1oF1vcPt2xTUt+PrIGQDA4nPzHew7CUDXLNje07a/r9pS6Pb9Uohhpir06NqAlmrxZ5eNKhhUhTMGVURERNaCsPivJDdZjeTYKGgNRhwucz/b8Ma2IhhNwJQBvTAg3X6WaXh2AuQyAWca2lFe32q5XAqypIBu7Z4S1LVovX4MFEQMqkJPozlQUqqB6ET728Rnit+1jUAbs4zhikEVERGRtSDOqRIEASPNTST2uVkC2KLV450dpwEASyblO9wuJkqOQeaAyzo7JQVVN03pgyGZGrTpjHhvV7HHY6cQwKAq9EjZp/hMQBDsb6OKA1QJtttT2GFQRUREZM0SVAU+UwU4LtNz5OM9ZWho0yMvRY0ZLjr3FeQm2uy7TWfAkfIG8/0m4gZzUPb6liIYjFwrK+wwqAo9ruZTSSzzqtisIlwxqCIiIrIWxEYVQEfgs6e4DnUtWqdftc1arNpyCgBw/bn5kMkcfBIu7btTI4xDZfXQG03oFadCdmIMLi7IQpJaidK6Vny2v8xyP2069+d3URCFUKOK+lad1bGqQ7MOqGvRdTmG61t0kb3YtavOfxI2qwh77P5HRERkzRi88j8AKOidCAAoqm5BwcMb3LqNOkqOK8f2drndKHNQdaCkHnqDEXvMZYAFOQkQBAHRSjkWjs/Fi9+dwB/e2Wu5nUohw4e3TMKw7ISuO6XQoTIv7BzkTNXdH+zDe7tKOl2qwD27vrW7/bzhGXjh2jH+H1gweJypYlAVrpipIiIikhgNgMko/hyk8r8EtRIXDc90e3tBAG6e1g+aaNfj7ZsahziVAq06A46daerSpAIQ52VlaKJtbteuN+LLQxVuj4mCJATK/05Xt+D9nzoHVM6tO1CBoxXBz675hdtBlTmT1cigKlwxU0Vkz4EPgO0vd5xcdRaXDlzyAhCTGNBhEZGfSfOpgKAFVQDw/LWj8azBwftPJ4IgQO6i7E8ilwkY0TsBW05UY29xnVVQlWTZJl0Tja3Lz7fMqXp7x2nc/79DXi1ITAEWAkHVG9sKYTJ3onxtyTgAgE6nw/ovvsCFc+dCqbR9Xd3+9h6sP1iB17cUYcXwM8APT9q+DsNd5c/id3fL/w59DFQcdL3fuDTgV88D6uRuDY98h0EVkT3fPwlUHnG+zbEvgZG/Dsx4iCgwDFatxIM0p0qikPunmKQgJxFbTlTjm6NnUFLbCkEARuTYlvUJggCFXAzURuV2NM4wsnlFaAtyUNXcrsc7O8XOkTdMzrccwyajDHJBPKY7H9c3TO6D9QcrsHZPCR6ufwHK01sDPm6/E2RA2hDn22SYF+xuqwNKd7m336OfA6Ov69bQyHcYVBHZI00snf+PjvUjJNtfBk5+yw49RJEoRDJV/iSV+m08ehYA0C81zmnp4KCMeEQrZWhs0+NkVTPyklSBGCZ5I8hB1do9pWg0d6KcPtB5J0rJuPwkDM3U4HB5A5rPFiERAGb+FUgd7MeRBlhiHpDcx/k22aOB320CGstd72/nf4BfNnD+VYhhUEXUWVtDR+ek4Vd2/JOSlOwyB1V8MyOKOFKTCkEOyOTBHYufSN0FpYZr1vOp7FHKZRiWlYBdRbXYW1yHvKR0/w6QvBfERhUmkwmvbykEACx2oxOlRBAELJmUj7s/3AdVq3ne3tBfAcl9/TTSEJZVAKDA9Xbl+81BFT/cDSVsVEHUmfQpkSqha0AFsEMPUSSTyv8iNEsFAGnx0chOjLH87iqost5mb3Gtn0ZFPmGdqTK6NyfPV7acqMbxs02IjZLjCjc6UVq7uCALuTFaxKBdvCDeRVOHno7nISGJQRVRZ5Y1JRy8qUuTTfkJEVHkMQS3nXqgWAdSbgVVnRYNphBl+SDQBOiaA3rXr20uBABcMaa3W50orUUr5VgyXHzNNcgSAGW0i1v0cAyqQhLL/4g6c9X+lG9mRJFLCqpkkf3vsSAnEZ8fKEe0UoZBGXYy8na2B4Cj5Y0OFwJu1xtw25o9OH7WcenZef174dFLhzu9r12FNbjv44Notbqf4dkJeHbhKLe7HHZWXNOC5R8dwOJJ+Zg1NILLFxXR4rFr1OP6F79GkS4xYHd9uqYFAHD9pHyvbv+rPgD2A8X6RNzyxLcQvPtTe0ylkOGhi4fh3H4pgblDX/Dyw90vD1Vg5Zc/Q+dmZ9FA65cah5evGwOln5r0+Ftk/9cg8obLoMr8ZtZ8FtBrAUVkf6JN1KNYyv8i+3U9fVAqVn75My4YnO7WCUx2Ygx6xalQ1dSOw+X2g6bP9pXj6yNnnO6nqPo0rhjT29JR0J4nvvwZRyts76OougW/Ksj2OiB6buNx/PhLFUwwRXZQJQhitqq1FqVnKlFkCuxxPGtoOvqlxnl12xRjFQCg3JRsCdAC5e9fHMXHt00O6H12i3R+0lYHaJuBqFiXNzEYTXj08yMBf249UVTdgqPljRjeOzwXGWdQRdSZpfzPwZoS6mRArgIM7eL8q6S8wI2NiPzL2DPK/wakx2PzX85HfLR7pwGCIKAgJxFfHzmDfSX16ByWmEwmrDI3KbjxvD6YNzyjyz7+/cMprD9YgVVbCh0GVYfK6rHjVA0UMgH/WTIOcSo5PvipBG/vKMaqLae8Coiqm9rxv33ih2UV9W0e3z7smIOqeLTihsn5mD/C/YWku0MmCBiSqfF+B+YPNAvOOQcfnnuuj0blXJvOiBte24m9xXXYc7rWabAfUqI1QFQ8oG0EGsqBXv1d3uS7n8/idE0LNNEK/HvxOIRaMujWNbtxpqEd2hDNormDQRVRZ5ZMlYN/RIIgXldbKG7LoIoocljmVEX+v8fUeM9ao4/KNQdVxfWY3alicPfpWhworUeUQobbZvRHcmzXoDRKLsf6gxX4fH857pk3BOmarvNmpO5xc4dlYNrAVADiYsTv7izG5l+qcexMIwamuy5XtPbOzmJo9eKJ2pmGdo9uG5bMHQDjhFaMzk3CmLwwWRzW/IFmr8x89ArgmOePzMRHu0vxupNgPyRpMoGqRvF5cyOokj70WDg+F+P7hN4xEatSAGgP2dJEd4RYnEoUAixBlZPVz9msgigy9ZBGFd6Q5lXtK6nrcp3UpOCSgiy7ARUADO+dgLF5SdAbTViz/XSX62uatfh4r/j+e8PkfMvlvZPUmD1UzHxJJ4bu0hmMeGNrkeX3pnY9Gtt0Tm4RAczNKuLQisyEMGr44Kr03k9umCSuH/X5gXKcbQijTKYH87t/OduIH45XQSYA100MzQ+Co8ypM70hfBcYZ1BF1Jmr7n/W17FZBVFkkeZUySK3pbq3RvROgCAAJXVtaLSKSyrq2/DFQXF9ocUumhQsMQdLb20/jXa9bcOLd3aehlZvxPDsBIzulDGQbvfR7hLUt7gfFH116AwqGtrQKy4K8Sox+3gmnE6cvWAyB1XxQovdbGDIClJQNbx3AsbkJUFnsB/shywPPtx9fYv4wcLMIenISVb7c1ReU8jFziTMVBFFCl0r0Gpeh4VBFVHPY9SL3yN4nSpvxUcr0d/chKCosaM125rtRdAbTRjfJxnnZDmfYD7nnAxkaKJR1dSOdQfKLZfrrTJKSyblQ+jU+m1Cn2QMzohHm86Id3e5f+K7asspAMA1E/KQZV6bqzzC51Vp5WLTgji0hllQZT4enFWJ+MkS84cBa+wE+yFLOg9pLHe6WX2rDh/uLgHQ8eFEKJIa5jCoIooUUpCkVAPRiY63k970GxlUEUWUHrD4b3dIJYBFTWLQ06Yz4C3zp/s3uNFKWymXYdHEXADAKnPJIAB8dfgMyuvFjNL8kV3nswqCYCkJXL21CAaj6xKhg6X12FlYC4VMwKIJuUg3l8JFerOKZojBY5pKiyhFmJzmtTcC7fXiz47mM/vR3GEZSNeougT7Ic3ND3ff31WMFq0Bg9LjcW7f0G0br5RJQVX4lv9F/kxcIk9Ylx84WySDmSqiyNRDWqp7qyA3Ee//VIIdlQLufH8/6lr1qG7WIish2u3OfFePz8Vz3/yCfSX1uPmNn6BSyrDndB0A4JrxuVAp5HZv96uCbKxYfxQlta246fWd0MQ4D3x/Nrdlv2hEJtI00cjQiI05Ij2oajTFIBlAWlQYzR2TslSqBKsFjANHKZfhuol5ePKrY3jyy2P47ufKgI/BU0Ob2vB7AMWFv+DJd/Y43G7zL9UAxCxV5wxwKFEqxLHpjeGbqWJQRWTN3ZpuBlVEkcnA8j9nJpi7htVpBXy6v8Jy+fWT8qFws0dzSpwKlxRk4b1dJfjiUMc+ouQyXOtkEn20Uo5rJ+Ti+W9P4FsPTnql0q6MBDGDUxHhc6rqjNHIA9BLGUadDt2Zy+xnV4/Pxb++/QWlda0o3dsatHG465gA/F4FRLdV4H97nZ+LJKmVuKQg8GWVnlCYM1VSp85wxKCKyJqrNaoklvK/CvEkrAe0XybqEdiowqn+afF49bpRWPfDLgwZMhRyuRzx0QpcOsqzE7b75g/FiN6JaLc6gRrZO8HlHKDbzx+AnCQ1mrXuzXvp2yvW0iY7Q9Mzyv9qdGKWNUkeRo8zSE0qrKXEqfD2byditzlrGupU2izgeyBVaMCD8/rDKHOcXZ/ULwUxUfYzwKFCmlOld6O0N1TxTJDImrtv7LGpgEwhTmpvPhvUfwRE5EOWxX8ZVDkyfWAqWn4xYd6kPCiV3j1PmmglFnnR2jlaKcfC8ble3afUXjzSM1WVWvHkWiMLo8cZAkEVAIzKTQqftapMJmBLNKBvww3DVUBSfrBH1C1Kc/c/PRtVEEUId9/YZXIgPtP2NkQU/gwMqiJVeg/JVFW0i8duHEK/hM3C3SoR6iAIETUVQcpUacO4UQWDKiJrnryxW97MuAAwUcRgo4qIJWWqqpu14dM22wtlrWJQFWNsCfJIPBAimaqwY1mrKvyDKgUzVUQRxpM39gj6hIiIzJipiliJaqWlxfjZhjBq4uCh4hZx7kxUWAZVzFR5JII+3I3iOlVEEUSvFedHAUC8G0FVfOS8mRGRmRRUsVFFxBEEIeLnVTW363GmXcyyKnRNQR6NByxVIoFfoyqsRdA0BClTFc7rVDGoIpJIq5LLowC1GwvkMVNFFHksjSpY/heJpHlV5RE6r6qioQ1NJrF1vNDeKDYzCHW6VqC1RvyZ5X+esZT/hf+Hu8qemqkaOHAgHn74YZw4ccLX4yEKHik4is8EZG68NBhUEUUey5wqZqoikdRW/UykBlX1bWiCGFTBqAP0YVDmKP0PVaqB6MSgDiXsRNB5SCS0VPcqqFq8eDHWrl2LgQMHYtKkSXjppZdQU1Pj67ERBVajhzXdEfQJERGZcfHfiCaV/0Vspqq+Dc2wWuurvTF4g3GXVCWiyRI72pH7LEFVeXDH4QNSS/VwXvzXq6Dq3nvvxZ49e3D06FHMnz8fr7zyCrKysnDJJZfgww8/hFar9fU4ifzP0+5D0naNFYAxfN8EiMgKF/+NaFL535kInVNV0dAGE2Rok6nFC9obgjsgd7Dzn/ekD3ebKjo+EApTCpmUqQrf86luzakaMGAA7rnnHuzevRvffvstiouLcdVVVyE9PR233norywMpvHj6xh6fAUAQT8Jaqv02LCIKILZUj2gdmaowWsPJA9IaXDpFnHhBOGSquEaV92JTAZkCMBmBpjPBHk23SJ05dfoeVv4nKS4uxj//+U/MmDED06ZNg8lkwhNPPIGXX34Zp06dwsiRI/HZZ5/5aqxE/uXpG7tcCcSl296WiMKbkeV/kSw9QcpUhcFcIy9IXQ0NynAKqpip8ppMZtWJOLznVSlk5u5/YZypUnhzo8ceewxr167F7t27kZOTg2uuuQbPP/88hg4datnmqquuwvPPP4+lS5di/vz5Phswkd9488auyRLT7g1lQFaBX4ZFRAHERhURLTOho/zPaDRBJousOTxSpkpQxQPNYFDVE2iygPrT5g93xwV7NF7r6P4Xvpkqr4KqJ598EldccQWeeuopTJ061eF2EyZMQHx8vNeDIwoobxYf1GQBZbuZqSKKFAa2VI9kqXEqyASxw1hVczvS4qNd3yiMSJkqeYxGvCAsgiqW/3VLhHQAlBpV6MO4pbpXQdXevXsBALm5uTaXFxYWQq1WIy0tDQAwduxYHDhwoHsjJAoEg15sOAF4mKmSOgCG95sZEZlZFv/16t8jhTiFXIbUeBXONLSjor4tooIqncGIqiaxrFGpThAvZKOKyGcJqsL7w90eu07V3Llz8fXXX3e5/PPPP8fChQu7PSiigGs+C5gMgCAH4tLcv12EfEJERGZsVBHxpLWqKiKsrfrZxnaYTECUXIaoWCmoCvFMlV4LNJ0Vf2amyjsR8uGuoqeW/508eRLjxnWt25wyZQqWL1/e7UGRSLbjZQyo2AvZ5mOA3MP4NyEHGH5laK/50FoH7HsH0DUHeyQdWar4TEAmd/92rtaqOvIZkJgLZI7o3viIPNFYARz4ADA4mIwfnQCMvAaIUvvn/kt+Ak595599u0OQAYPmAamDul53+BMgpR+Qfo792xpZ/hfpMhKisa+kPuLaqleYOxqmaVQQVObyvxPfAPDhSapMCZxzKZCY4/5tTCYIB97DgIpvu57PtDeJ45NHAeoU342zJ5E+3C3bDfzwlP1t+l0Q8vO+pfK/cM5UeRVUpaen49ChQxg+fLjN5SdPnoRSycm9viLb8gyGNlcC3q7plpQP5Iz35ZB8a+vzwPdPBHsUthJzXW9jTZMpfrf3CVHVL8C71wJJfYA/7O320IjctvFhYO8a59sYDcCE3/vn/t9eKGZ/g+nwJ8DvvrW97OwR4L3rgF6DgKU77N/OMqeK5X+RSspURdoCwBX14ocomQnRQKw5QCn8QfzypZIdwK/fdH/709ug+ORWDAUcn88k5ob2h8ChLClP/F5bKL7327PrNeCPBwM2JG9I5X/6npapuvrqq/HnP/8ZOTk5mDx5MgDgwIEDuPvuu3HRRRf5dIA9mfGcy1Fy4ghyeveGTOZBpurEt0BDCVD9S2gHVdXHxe85E4BeA4M7FkDMUI2+3rPbWJf/mUy2/xSqfxG/1xaKJ2rsJkaBUmV+bfWdAST0tr2uYj9Qvq/j+PQ1g74joBqxMPDHvbYJOLQWqLazTqL0mGtOiAt223tfZaOKiCe1Va+IsEyVtPZWuiYaGL1YrAZpq/fdHTSdBY5/af+15Yz5f31LVC9ED5nT9XxGEMTKGvJOZgEw8yH77+lGA7DvLaC+GNC1AcrQnUMoBVXanpapevjhh/Hzzz9jypQpSExMhEKhQHV1NSZOnIh//OMfHu/PZDLh4Ycfxssvv4z6+nrMmTMHr7zyCnr16tVl21WrVmHFihUoKirC4MGD8eijj9oEcgcPHsStt96KnTt3IjMzEw8//DAWLVrkzcMMOuOsR7BXtw5Z8+ZB5kkG8ONbxU+pQ33SopTdmXiLWE4QjqT1IfStQGstoE7uuM7y/JvEcixPyiWIukN6bZ1/H9B7rO11O14Vgyp/1d9rreZwXPxPQBHg4KS9UQyq2uvFn1VWHWilx2zUA82VQHx619tLc6pk/BAkUklt1SNtTpVUzpiZEC3ODZ7zqG/v4OxRMajy9NzC/Lo7Gz8M2fOf9ex8hlwTBOC8ZfavM5nE90N9K9BYBiT3DejQPKGQuv+F8TpVXjWqiIqKwtq1a7Ft2zY88MADWL58Ob788kts3rwZKSme18SuXLkSzz33HF5++WVs2LABR44cweLFi7ts9+233+LGG2/E0qVLsWPHDlx44YW45JJLcPy4+ClIfX09Zs2ahT59+mD79u34zW9+g8WLF2Pbtm3ePMzwZcmeeFs3GCDS+MJ5cqoyuqMOvPNJamO5/Z+J/MloENdOA+x30/L3pGZpYrwiOvABFSAGUdJ8ks7vgdYng40OHj8X/4146ZrIzFRVmBc0lh6fz0nvJ231gNaDudDm95pWZbKLDcnnBCFszgmjpEYV+h5W/icZP348xo/vXnmZ0WjEypUrcf/992PBggUAgKeffhrz5s3DqVOn0KdPH8u2u3btQkFBAW6//XYAwIgRI/Dyyy9j7969GDBgAF5//XUYjUa8+uqriIqKwogRI/DZZ5/hxRdfxMSJE7s1zrASDh3pjMaOk5pwb6OqyQJaqsXnO2NYx+XWz3+oZw0pcjRXioGBIAfi7GRi/P3+IAVVqiCuUajJAiobxPeYVKvSYuuTioYyIGtU19ty8d+Il5kQA0DMVJlMJggRMpdHalQhPT6fi9YAUfFiNrqhHOjV373bmd9r2qKS/DMuck6TJZY8h/I5IQCFeSFuXU/LVFVXV+O2227D6NGj0bdv3y5fnjhw4ACqqqowd+5cy2XTp0+HTCbrkmGaP38+CgsLsXHjRhgMBqxevRpKpRIzZswAIGayZsyYgaiojk9Hzz///B6YqXLRkS4UWE78ZPZP/MKJ9Hx3/uTb+vkP8TcziiDScRefYb+TpXS8Np3pmD/kS6ESVAFdX3c2H3Q4eE2ypXrEkxpVtGgNqG/VwWA0ufwKVUarMUqZt4wElf/u0Js1kZipCq5wOCeEdUv18A2qvMpU3XTTTdi5cyeuvvpqPPPMM7jvvvtw5MgRfPPNN7jllls82tfJkycBwCYjFRMTg9TUVJSW2h4AQ4YMweOPP46ZM2dCEATIZDKsW7fOMvfq5MmTmDdvns1tcnNzu+zHWnt7O9rbO9oONzSIC+XpdDrodH444fCAdP8ej0OdBiUAU0MZ9EF+DI4INUVQADDFpkFvREcb4zAki8uAHIChthhGq+dbUV8K6fNPQ53tdf7i9TFDEUOoKYYCgDE+EwZ7x0GUBgp5FASDFrraEujU4ocavjpmhOZa8bUdFRe09x95XCZksPOabHD9mlQYdBAA6EwCwNeRXeH+PqMQgIQYBepb9Sh4eINbt7lxch7+MtdOi/4g2njkLP7w3n60621PQnupFX7728jjMyGr+hn62mKY3LwP6XXXpkwO22MmnFnOUepKAnIe4i2ZSTyOdXqjzTl4KBwz7o7Bq6Dq22+/xf/+9z9MmzYNH330EW644Qbk5ubimWeewcGDnrVsbGpqgkwmg0pl+8mKWq1GW5ttvfN3332HZcuW4amnnsKUKVPw7rvv4qqrrsL27dsxaNAgNDU1Qa1Wu9yPtRUrVuChhx7qcvlXX33VZV/BsmGDe2/6EqW+EfMACC1V+OKzj2GUhd4nrhl1P2ECgDqjGt+vWxfs4XTLwIomDAFQcngH9jabH4vJhItqT1teYBU//4Rd2sA9Tk+PGYocfSo3YASA8mYBuxy8tmbKExBrqMTWLz9EbdwAAL47ZrJqt2EcgKomHbYE6bU96EwzBgM4fWgb9jd0vCbn15VAyt2VHdmJ3a1dxzenpQnRAH7csg0NMcwwOxPO7zMDY2XY2ep+sc5rWwqR13YCCSH07/TNX2Ro19s+hmy1Cbs3f4u9fqpoLKg3IA/AsV3f4niJ62y03NCO+W11AIDWqOSwPmbCVX5lDUYCOHN8N3YaQvd8q7QZABRoam3DOqv/HaFwzLS0tLi1nVdBlVqttqxHNXDgQBw6dAi5ubm44IILcP/99+Pf//632/tSqVQwGo3Q6/VQKDqG09bW1iWo+ctf/oIlS5bgzjvvBACMGzcOu3fvxt/+9je8+eabUKlU0Gq1Nrextx9ry5cvt+wPEDNVOTk5mD17NjQajduPwx90Oh02bNiAWbNmebb+l8kE05E/QdC3Ye7kAnG9qhAj21kGnAIScoZ2yS6GG2F/A/DpB8hJlCNLeixtDVDs7ciAZsYhII/T62OGIobsm51ACZAxcDTmzbJ/zMmrXgCKKzFpWB60A2b59JgR9lQBhUBKZl7QXtvCnipg3cfIS1SgtzSGlmrI93Z82pitEZBhZ3yKo38A9MB50y4Aeg0I1JDDSiS8z1xoMqGhTQ+TG5V9t7y1B7uK6nA2fiCuvsDNeUQBsOqV7QDqseLSczBzcBoAQBOtgEzmvzlisk37gB9/wKDMeAy40I3Xd/UvwH5z5loeE9bHTLgSjgnA+6uRoTaG9PnWicpmPLF/M+QKJebNmxNS7zNSFZsrXgVV06dPx6effopJkyZhxowZePTRR6FQKLB69WqkpqZ6tK/sbLHWs6SkBPn5+QDEkrzKysou87P27duHG2+80eaysWPH4osvvrDsq7i42Ob64uJip/O8VCpVlywZACiVyqD/ESVejUWTBdSchLLlLJAWgicGzWJ3Mlli7/Bvr5oktkqXNZZ3PJZa24VPba4LgFA6finAzJ3/5Am9IXd0DCT0BooBRfMZmMzb+OyY0Yuf6MliEoL32k4SF/GWNVm97lrcfE2a55kpVdEAX0NOhfv7TK8o99JON0zui11Fu/HOrhLcPnMgVAo7cxWDoKhGbEwxvHcSUhMCVFljXhpE3lTh+P3FmvS6M8/FCvdjJixJ74cBPg/xVIxKHJvOYLI5RkLhmHH3/r1qVLFixQqMHDkSALB06VIoFArMmTMHa9euxcqVKz3a1+jRoxETE2OT3tu0aRMAYOrUqTbbZmdn4/DhwzaXHTx4EFlZ4ov1vPPOwzfffAODwWC5fuPGjbjgggs8GlNE8Hfb5O6SxhXunf8A+8+1NCE0OlH83lgutrom8jd3Xlv+7AAYqo0qpJ+l16S0YHdnbFRBncw+Jx2ZCdGoatLi8/2h0Za6vlWHmmbxWM3vFRu4O/a06YH5dWeKj4D/9eHK382JfERa/FdvCN3GMK54FVQ1NzdbFtxVq9X47rvvUF1djbq6Olx++eUe7SsmJga33HILHnjgActaV8uWLcPNN9+MuLg4zJ49G++88w4A4Pbbb8dLL71kaaP+0EMPYf369ZYW67/97W9RV1eHpUuX4uDBg/jb3/6GAwcO4I477vDmYYY3bzr0BJLlxC+M16iSxGeK39sbgDZzilhq3ZxVIHY4lBYbJfI36TXv7LXlz25QoRRUtVQDOvOcWumxZo8Wv+vbxAW7rZlMHScdDKrITCmXYdHEPADAa5sLYXKnZtDPiqrFdaJ6xakQp+rW6jie8fQDGUs3UgZVQaNOMb+fmYDGimCPxiFp8V+twRgSrzFveBVUjRo1ytK1T5KUlGQzJ8oTjz32GC699FJcddVVWLBgAWbOnIknn3wSOp0Ohw8fRlmZ+OK94447sGLFCjzxxBOYOHEiPvjgA7z11luWAC8rKwuffvopfvzxR4wZMwZr167FunXrkJeX59W4wpp0oh+ymSrpjTYzuOPwBVUcoEoQf5YW+ZWe98S8jpbxofq3oMhhMrmZqfLj+0O7+YOFqDjf79td0YmAwrxWj7TUgfRYk/sC6l7myzoFlUYDAPM/c1kAT1Qp5F09PhdRChkOlNZj9+m6YA8HhdVimW1+SoAbalk+sKjq+MDCGUumKgL+14crmUxcYgMI6fMQafFfACG9jIEzXv3XuOiii/DVV19ZSgC7S6VS4YUXXsALL7zQ5fKSkhLL74IgYNmyZVi2bJnDfU2bNg0HDhzwybjCWiivS+DuiV840WQBlfXi8506yDZboMkSg62Gso5PyYn8oaW6o3zN2UmMP8uDLZmqIDb6EQTbBS+T+9q+52iyxJPChjIgY3jH7ayXdmCmiqwkx0bhVyOz8P5PJVi1pRBj8oK7kG1hlZipCmjpHwDEJAGKaDHT21gOJPdxvr3ldZcJuNdAjfxBkw3UnQ7Nc0IzhVVQpTOYoAjDNbm9CqqGDRuGf/3rX/jyyy8xfvx4xMXZfiJ5zz33+GRw1A3+nDPRXS01gMHcGS9SPr3SZAGVRzqe784ncKU/hebfgiKL9A8zNg1QOAkKpPcHf8z1C4XyP8A2qAI6fdCRDVTs73qCIQWkACAP3QndFByLJ+Xj/Z9KsO5AOU5VNdndJkkdhaeuHIk08wLD9ugNRtz9wX4cO9vocJtZQzLwh5mOm0xJQVWfQAdVlg8sTpo/sHAVVImvMVN8FlChD8AAya5QPic0U8o7oiid0YgQ6QfjEa+CqjfeeAMymQwnTpzAiRMnbK4TBIFBVSiwPmkKNVI5jroXoHT8jyesdH7DsgmqQjhrSJFFmsvnKgMclw4IcsBk8P1cv5AJqjq97jp/0AF0PF8Sg9VJn4xBFdkalp2Ayf1TsPmXahwsddxi+eXvT+L++UMdXv9TUS0+2uP8/8GhsgbccF4+NNH2j8NC85yqvECX/wHia6vmpHvnF+ZtTJosAKf9Oy5yLJTPCc2UMqtMld6IGLlXM5SCyqug6tSpU74eB/madELRWCFOvA6lT10jrfQPsHMC16n8DwjpT4goQrjTpAIAZHKxxr6hFEKjj4/LkAmqrF53NiXHTl6TUqZKkIvzEIg6eWnRGOw5XQejnYn0v5xtwiOfH8F7O4tx56yBiHXQQGJvcR0AYGLfZNw8rV+X65d/dADl9W04UFKPyf172d1Hx5yqAGeqAPcbYenbOz60iWdQFVRh8OGuTCZALhNgMJqg70lzqigMxKaKE62NerGNZkLvYI+og7snfuHE+iRN2wyYV5C3zVQxqCI/8+QDC02W+FpsKAfgw+L1UAyq2uoBnfjJPuIzHZ9gsJ06uRAfrcTUgfbX45w6IBVrtp/GqapmfLS7BNedm293Oymomj4oDdMHpXW5fnReEj7fX469xXV2g6qgtVOXuPtBoZQVUUSLc7EoeMLkw12FOajS6o0Awq/+z6uP4gYMGICBAwc6/KIQIJN1tDANtRdRRGeqyjtKiqLigGhN6Le3p8hhPSncFfNx6b9MVRAbVQC2H2ZIJ3cxSUCU2vEJhtFc/segirwgkwlYfK7YbXjVFset16WgqiAn0e71o8yX73HQZTBo7dQl7mY9rP/XC2HYdSCShMmHu1IHwB6VqVq0aJHN70ajEceOHcP69evxu9/9zicDIx/QZAH1IdjtJSKDKqvAyZKJy+p0nbkMif9cyF88yQJbSoTLAPgoa2wyhWamqvPz4ugEw5KpYhEHeefyMb3x5FfHcKKyGT/+UoUpA2yzWmca2lBe3waZAAzPTrC7DynY2ltcB5PJBKHT/4xTliYVQZhPBbif9Yik9SjDXefmRLLQzAJJa1XpDMYgj8Q7Xv3nePDBB+1e/vnnn+Ptt9/u1oDIh0I13RvJ5X+tNeIEXuvLpA6Hhnax82FsSuDHRz2Dp+V/AISGMsBXiRltMyzrPAU9qDK/vzSdAWqLzJdJH3SYX5PaRnHB7mhzVo0L/1I3xUcrccWY3li1pRCrNhd2Caqk7NPA9HiHc66GZSdAIRNQ1dSOsvo2ZCfG2FxfZJ5PlReM+VSAB0FVpw8YKXik5kRGvTjPTVq3KsQozZmqcA2qfDoTd/bs2fjkk098uUvqjpANqiIwUxWdACjN/+BKd4nfpZM6hcrxYqNEvtK5GYMrlk8uffj+IGWpBDmgjHG+rb+pU8zBkQko2y1eJj3mqFjxNQvYvj9KQRU7/1E3XG8uAfzm57OW1ucSqfRvVG6iw9tHK+UYnCl+KLHXTglg0NqpSzo3wnIkEv/XhyupOREQ0uchHUFVeJb/+SyoMplM+Oc//4nk5GRf7ZK6KxS7vZhMQH0EZqqktTsAoEQKqqz+kYRBO1MKc52bMbhifv0JnduKd4d16V+wy1xlso7noaTTBx3WP1u/P1rK/xhUkff6psZh+qBUmEzA6q1FNtftLa4F4Hg+laSjBLC2y3WngtlOHRA/JJQpAZjETLAjkViVEs5C9YN2K9JaVfqelKnq3Kiif//+SEhIwN13343ly5f7eozkrVB8AbU3dJz4uTOZPpxIz3flUdvfgdAMcCmySK9zqRmDK9aZKgcT6j0WKk0qJNLrTnpNWgeb9t4fjVL5H4Mq6p4lk/IBAO/vKkZzu9gAxWA04UBJPQCgIMd5NzzpeimzZa0omO3UAfEDC+n/t7PzC2aqQksonhN2ojBnqrRhGlR5Nafq2muvtZk4KZPJkJaWhmnTpmHw4ME+Gxx1Uyi+gKSxRCeIJTiRpPM/DptPxUPwb0GRxdNJ4XFiKYhg0CJK3+ibMbSbF0QN9nwqSecPbuxlj23K/5ipIt+YOiAVfXvF4qRVe/XjZxvRrDUgNkqO/mlxTm9fkCOWpx4orYfOYLSURQW9nbokPguoc9EIS3ptuZM5J/+zdIQO3Q93peNcH6blf14FVX/96199PAzyi1Ds9hLJ5QBdgioXJ3BEvuTppHBFFBCbBjSfRYyuxjdjCJXOfxKnH3TYK/9jS3XyDZlMwOJJ+Xjwk0NYtaUQ107Is8yPGt47AXKZ8/LYvr3iEB+tQGObHj9XNGKYuVNg0NupS1z9TzPoxDlXQGT+vw9HYXAeogzz7n9elf/Nnj0bTz31VJfL//a3v+HGG2/s9qDIR+LSAUHW0e0lFERyOYCnJ3BEvuTNa8u8bbSu67wNr4RcUNXpZM7dTBUbVZAPXD6mN+JUCkt79Y71qVwvhCuTCRjZOxGAbQlg0NupS1ydoDedAWACZAog1v5iyRRgYRFU9cBGFZs3b8YFF1zQ5fK5c+fi008/7fagyEfkSjGwAkLnRSRNio/IoMrqBE6usl1BPgzezCjMSV384j0JqsRjNiZigyqr5yIqvqN1uvV11s1jOKeKfChOpcAVY3oDEBcDdrXob2fW61VJCquC3E5d4moxWel/fXyWOAeLgi8MFgBWmDO4emMPylRFR0ejurq6y+Wtra1obm62cwsKmlA7me8p5X+dV5CXHm99qe+aAhBZ606mShup5X925jV2vs6m/I9BFfnWYnPDim9/Poufz4ivD2ft1K3ZC6qk8r+gtVOXuDq34BpVocf6bxai5yFRih64TtWcOXNw3333oaGhwXJZe3s7HnvsMUycONFngyMfCLmgKpLL/+yU+1l+N0/U1TV3TOYn8qVuBFW+m1MVao0q7JT7df69tRbQip/+dzSq4Jwq8o0+vWIxw9xe3WQCMhOika6Jduu2Bebg60RlExraxIBfaqcetM5/EpeZqgj+Xx+upIYhhnagxUfv+T4mZarCtfzPq1mOK1euxHnnnYd+/frhvPPOg1KpxNatW9HU1IRvvvnG12Ok7gi1uTyR/EYrLTZq0HZ9fFGxQHQi0FYnPgfSwqNEvuJNFlgq//N5pipEWqrHpYsLEZsMXZ8XlUZcsFvXLJYApvRjpor8YsnkPvj2Z3Fes7ulf4DYjKJ3UgxKalvx8qYTyEuJxYmzTQCCuEaVxHpJBqOxa4kfM1Whx6o5ERpKgdiUYI+oi445VeGZqfIqqMrOzsa+ffvw0ksvYcuWLWhvb8fixYtxxx13IC0tzddjpO6wrJ30M3D2aHDHAgANJeL3SCz/kxYAri20/49Ek90RVKUNCfToeh5tM1BX7N/7kCuB5L7BWejWZAJqToqBgL5NXPwX8CpTpdZWie8RChf/EqLUQGKu4+tDrfxPJgfiM8QTiM7Pi/R6rT4uXm8dVLFRBfnQlP69LO3V3S39k4zKTUJJbSue//aE5TJBCHI7dcC2EVbxNiAm2fb6qmPi90j8Xx/ONFliUFWyMyQz8vEQqwZ6VEv1trY2KJVK3H333TaXt7S0QKfTQankP6SQIb2hHVsvfoWKSF23QpPtJKjKAs4eCp2sYSTTa4F/jQvMcz31buD8e/1/P51tuB/Y8k/by6LibJsxuGI+TmO1Z4FXJrt3mwXPAmOW2L8u1IIqQHyMDaX2Fxu3BFXmDLqlUUXonWxQ+JLJBDx11Ui8t6sEC8c7+VDCjttm9IPeYESbzmC5bMqA1OC2UwcAuUJc666xDHjtQsfb2XvdUfBosoHyvcDndwZ7JHY9KovBRjzTszJVkydPxnXXXYdly5bZXP7MM89g27Zt+OSTT3wxNvKFvtOB9OEdncFCwYDZQExisEfhH6MWAW0NwMA5Xa9Tm1PtrXUBHVKPZFmUUgDUyS4394peC2gbgdNb/bN/V4rM96vSmMvVBPH480RSHxgHzIHu1BZERUXBab5N1yaWyp3eFl5B1ajrxExe/1ldr+tcHm2ZUxXkE1aKOKNykzAq13Ur9c4GZ2jw4qIxfhiRD4z7DbDtJQAOsgqaLKDPtIAOiVwYuVAMqvRtwR5JVy01iDa2Ilc427PmVB0+fBjnn39+l8svvPBCrFy5stuDIh+K7QXc8mOwR9FzFFwjftkjnWhKJ57kP9JJcq8BwNKd/rmPws3AqnnBawIj3e/1/wOyR3u3D5kMhqvW4It16zBv3jznVQb73wM++q3z7J8lqIrzbjz+MGax+GVP50Y+BmaqiNw29S7xi8LH0IvFr1D07EigthAKGMI2U+VV97/ExEQUFRV1ubyyshIGg8HOLYiIQVUABaIhSjDb0xr0QFOFeRwBmrPgTidRS/e/EGlU4YqjoIpzqoiIAsv8vquAAfqeFFT96le/wt13341Tp05ZLjt79izuvfdeuxksIgKDqkAKxHpo0rxAfavYljuQms4AJiMgUwCxqYG5T3eCyFAs/3PGYfkfgyoiooCSicVzCsEAbZiW/3kVVP39739HfHw8hgwZglGjRmH8+PHo06cPampq8I9//MPXYySKDJagiutU+Z2UefBnQxRldMc8uUCXAFo/vs6tjP1Fei51LWIXy85MpjAMqjplqox68TvL/4iIAss8l7XHZaoSEhKwdetWrF69GtOmTcO5556L5557Dj/88AO++uorX4+RKDJIJVHMVPlfoNZDC9bi2sFYA0YZ09E22d7j1bd3dM8Lm6DKnKlqrhTHz0wVEVFwyDqCqh41pwoA5HI5rrrqKqxcuRLTpk3DunXr0K9fP9x+++2+HB9R5GD5X+BI3S79Pd8oWItrB2sRbcvjtRNUWR/XUSHUqMIZdTIgV4k/N1Zw8V8iomAxz6lSwgCdsQeV/wHAli1bcMsttyAjIwNXXnklDh48iL/+9a84ffq0L8dHFDkYVAVOj8lUBXhhTcvjtRNESmWtUXHiorvhQFoAGBD/hmxUQUQUHOYPs+QwQKcPz0yVRy3Vf/nlF7zxxhtYs2YNTp48idzcXCxevBjPPvss3n77bYwe7WVbX6KegEFVYOjbxXIuIACZKvMJeaDXgWsst73/QLEEIOVdrwu3+VQSTRZQe0oMFC3lf5xTRUQUUOYP4xQwQB/pmaqJEydi0KBBWL16NS655BJs3boVhYWFeOKJJ2AKdDthonDEoCowpIBDrvLfwr8SZ+Vw/hT08j97maowDqoA8Tk1svyPiCgorMr/tJE+p2rfvn1ISUnBr371K1xyySWYMGECAEAQBL8NjiiiSI0qtI2AMTzfMMKCdcDh7/enHlv+Z+fxapvE7+EcVHFOFRFRcEjlf0IP6P535swZrFixAnv37sW0adOQnZ2NO+64A5s2bWJgReQO65NN6QSUfK8hQE0qrO8jkEGV0dhRfhe08j8njSrCLqiyyr5ZgiqW/xERBZS5+58SBugifZ0qjUaDG2+8Ed999x1OnjyJW2+9FRs2bMDMmTMBAC+//DL279/vt4EShT2FqmMCPEsA/SeQ7caltZvaG4C2AK0/1lIllqkJMiAuPTD3KXHa/c/8+MMuqLLOVJnnVLFRBRFRYPXUlup5eXm49957ceTIEWzfvh233XYbPv74Y4waNQojRozw9RiJIoMgcF5VIARyvpEqDohOEH9utNO8wR+koDEuPfBlahopiKzvegxbMlWawI6pu1j+R0QUfOb33R4XVFkbN24cnnvuOZSVleF///sfhg4d6otxEUUmBlX+F+j5RoFeqypYTSoA8fhVmYPIzh0Aw738r6kC0LeKPzOoIiIKLKtMlT7Sy/9ckcvlmD9/Pt555x1f7ZIo8liCqgCVivVEgZ5vFOhmFcEMqqzvt3MQGa5BVWyq+M/cZATqS8TLOKeKiCiwemr5HxF5iZkq/7MEHZmBuT9pXlXAgipzMBMfrKDKweMN16BKJu/4G0rrmzFTRUQUWDblfz08U0VEbmBQ5V8GvVjGBbD8z18cZebCNagCuj6XbFRBRBRYUqZKYKaKiNzBoMq/ms6IZVwyhVjWFQhBK/8L8BpVEkdBpKX7X5g1qgA6MlUSlv8REQWWrCNTpTcyU0VErjCo8i8p4IjPFMu6AiHQa1UFsmW8PRGZqeoUoMoVwRkHEVFPJe+YU6XVM1NFRK6wUYV/BSPgCGSmymQK3sK/EikAaYykoKrTc8lMFRFRYFl3/zMyqCIiV6TSKGaq/CMY842k+2qtAXSt/r2v1tqOtt+dS9YCJSIzVQyqiIiCSsZGFUTkCZb/+Veg16gCxMV/lbHm+/dztkrav7oXoIz27305IgUgLdWArq3j8rAOqjodLzKW/xERBZScLdWJyBMMqvyrMQilcYIQuBLAYHf+A4DoRECpFn+WSgANekDXIv4cFY5BFTNVRERBZf4wS8nuf0TkFgZV/hWsoCNgQVUQMnGd2QsitVbHsyou8GPqrvgMAELH71yniogosMzlf3IYoGf5HxG5xKDKv4IVdARqrapQyFRZ3780Hul4lqsAhSo4Y+oOuRKIS7f9nYiIAsf8vqs0t1Q3mcIvsGJQRRRIUqMKLYMqnzMag9cZryeV/wFdg8hwnk8lsX5OufgvEVFgmZdBUcAAAGHZrIJBFVEgMVPlPy1VgFEHCDLbrEMg9KTyP8BxpipSgirOqSIiCiyr8j8AYTmvikEVUSBZB1VhmNoOaVLAEZsW+PItS5ARqPK/ILVTl0jt3CMqqLIKVFn+R0QUWFblfwCgN4bfORKDKqJAkk46jXpA3+Z8W/JMMEvjAl7+F+xMVefyP/Ni1lJ5aziSAlWZQmzGQUREgWNZ/FcPgJkqInJFGQtLlzGWAPpWUIMqc5DRfBbQa/1zH20NHXPxgrXwryQiy//Mf0OW/hERBZ6lpboYTIXjnCqucEgUSDKZeOLZ3iCeiMalBXtEoc2gB967Hjh72PW2rbXi92BkcdQp4sm4QQv8awwgyMVShunLgWGXub+ftgbgnWuA+pKu1xnFT+8QnRD8tuXSc9x0Bni2AGirF38P66DKHCiySQURUeBZrVMFhGemikEVUaBZgqqGYI8k9FXsB37+3LPbZI/2z1icEQQgewxweitQd7rj8h2vehZUndoEFP7gfJusIDy+ztQpQGKu+FhrT3VcnjYkeGPqrtQh4qLGvfoHeyRERD2PNKfKHFSF41pVDKqIAo0dAN0nlZelDQXmP+N6+2gNkDrYr0NyaNFHwJmDYgOSyiPAp38AGj2cYyU93j7TgBn3dr1eEICMEd0fa3fJZMDNPwJnj3ZcpowOjbF5KzYF+MM+ICo22CMhIup5ZFKjCqn8j5kqInKFQZX7pCAjpT+QOyG4Y3ElSg3kjBd/1lh1xzOZ3G98IDV+SD8n9B9vdELoj9FTLMclIgoOaZ0qgd3/iMhdDKrcFyrrMnkqLgOAIM6xaql2/3ahsrgvERFRIHVqqR6OmSoGVUSBxqDKfeEaZCiiOrIenqxdFa6Pl4iIqDvM5X8KS1DFTBURuWIJqtiowqVwDjK8WbsqXDNzRERE3WFZp0oq/2OmiohckRZIZabKNUuQEY5BVacFcl0xmcI7iCQiIvKWXAyq5MxUEZHbWP7nnnAPMjzNVLVUi3OwIJjnZBEREfUQXcr/mKkiIlcYVLmnpQYwtIs/x2cGdyze8DSokjJacWninCwiIqKeolP5HzNVROQagyr3SEFGbCqgUAV3LN6Il4IqN8v/pOArHANIIiKi7uhU/qdnpoqIXGJQ5Z5wLv0DvM9UsUkFERH1NObyP7lJD4CZKiJyh6VRBbv/ORXuQYZ1UGVy459DuAeRRERE3mL3PyLyGDNV7gn3IEMat64FaKtzvX24P14iIiJvmRf/lcEIAUZomakiIpei4sTvDKqcaywXv4drkKGMAWKSxZ8byl1vbwmqwjQzR0RE5C1zpgoAFDByThURuYGZKveEe/kfYLVWlRvzqpipIiKinsomqNJzThURuUEKqvRtgF4b3LGEskjohqdxswNguK/JRURE1B3m8j+AmSoicpcUVAGAtil44whlJhNQHwmZKjc7ALbVA7pm29sQERH1FDLroIqZKiJyh1wJKGLEn9kB0L72BqsgI5wzVVL5n4tMlRR0xSSLc7GIiIh6EpkMgABA7ACoY/c/InIL51U5JwUZ0YlAVGxQh9It7maq2KSCiIh6OnMJoAJGZqqIyE0MqpyLhCYVgAdBlfR4WfpHREQ9lLkEUCHoOaeKiNzEoMq5SGna4G73v0h5vERERN4ydwBUwsBMFRG5iUGVc5ESZEjzwdrrnf+tmakiIqKeTi4GVXIYoeecKiJyi0ojfmejCvsipfxPFd/xt3a2AHCkBJFERETesmSq9NAyU0VEbmGmyrlICjLcWasqkh4vERGRN6Q5VTBwThURuckSVHGdKrssQUYYt1OXuNOsgt3/iIiopzOX/yk4p4qI3MZMlXORFGRIQVWjg6CqvUmcc2W9LRERUU8j6wiqmKkiIvcwqHJM2wy01Yk/R0KQ4aoDYKN5rpVK03FcEBER9TTm8j+5wHWqiMhdlqCKjSq6kBo6RMV1NHkIZ67K/9j5j4iIyFL+p4QeOnb/IyK3WLr/MVPVhXWQIQjBHYsvWDJVDhpVsEkFERGRTfkfM1VE5B6W/zkWaUEGM1VERESusfsfEXmMQZVjkbJGlUQKllqqAV1b1+sjqSkHERGRt+QdQVU4ZqoUwR4AUY8kBVUNZcCX9/pstzKjAeeUnILs662ATN51g4wRwMhf++z+nKo4AOx/DzB5+GlT4Q/i90jJ3EQnAko1oGsB1t/dtRnFyU3i90h5vERERN4wn7eEa6aKQRVRMMSlid+1jcDWf/lst3IA/QGg0slG+ZOBhN4+u0+H1t0NnN7i/e2T+vhuLMEkCOJjOXsI2P264+0i5fESERF5w6r8T8tMFRG5RZMFXP4fMZvjQwajESdPnEDffv0gl3Wq7t29GmitAWqLAhNU1Z4Sv49aBKh7eXZbdQow7DLfjylYLnkeOPw/wOTgn4QmG8ifEtgxERERhRKp/E8wQB+G3f8YVBEFy/ArxC8fMup0ONy2Dvnnz4NcqbS9svQnsbTOUcMEXzLogMYK8ecLHuzIzPVUWaPELyIiIrJPJrVUD885VWxUQdRTxGeK3x219valpjMATGIq39MsFREREfU85qBKHqZzqkIiqDKZTHjooYeQlZWF2NhYXHbZZaiqquqyXX5+PgRB6PJ1wQUXWLbJy8vrcr29fRH1OK5ae/uSdB/xmUDnMkQiIiKizszlf+GaqQqJ8r+VK1fiueeew6pVq5CSkoIbb7wRixcvxueff26z3aZNm6DT6Sy/6/V6TJs2Db/+dUc3s+rqaqxZswbjx4+3XJacnOz/B0EU6lwtQutLXHuJiIiIPGG9+C/nVHnOaDRi5cqVuP/++7FgwQIAwNNPP4158+bh1KlT6NOnoyNWXl6ezW3/85//ICYmBjfccAMAQKvVorm5GcOHD0f//v0D9yCIwoEU4DSW+/++Gspt75OIiIjIGavyv3DMVAW9LufAgQOoqqrC3LlzLZdNnz4dMpkM27Ztc3g7nU6HRx99FMuXL4fSPCG/pqYGANCrF+dwEHUR0PI/ZqqIiIjIA1blf+E4pyromaqTJ08CgE1GKiYmBqmpqSgtdVym9MEHH6Curg7XX3+95bLq6mrLvlJSUjBmzBg88sgjGDFihMP9tLe3o7293fJ7Q0MDADFosy41DAbp/oM9DgofTo8ZdRqUAEyNFdC3tVjevPxBXl8CGQBDXAaMPH5DGt9nyFM8ZshTPGbIHTLIIIfYUt1oAoym0Dhm3B1D0IOqpqYmyGQyqFQqm8vVajXa2toc3u5f//oXlixZgpiYGMtlubm52LZtG9RqNQoLC/H4449j2rRpOHDgAHr3tr8uz4oVK/DQQw91ufyrr76CWq328lH51oYNG4I9BAozdo8ZkxELIIcMBnzz6Ttoi0rx2/2fV3QIKQB+Ol6B8qp1frsf8h2+z5CneMyQp3jMkDPnlBSjP8Q5VQBgMIXGMdPS0uLWdkEPqlQqFYxGI/R6PRSKjuG0tbU5DGr279+PLVu24N///rfN5fHx8ZgwYQIAYPjw4Zg2bRry8vLw9ttv46677rK7r+XLl+POO++0/N7Q0ICcnBzMnj0bGo2muw+vW3Q6HTZs2IBZs2ZZShyJnHF1zAinsoD6YlwwdjBMvcf5bRyKk/cCAEZPnw9T9li/3Q91H99nyFM8ZshTPGbIHbJvdgKVX3YEVUZg3pzgHzNSFZsrQQ+qsrPFjmQlJSXIz88HIJbkVVZWom/fvnZv8/7772Pw4MEYMmSI031rNBr0798fRUVFDrdRqVRdsmQAoFQqg/5HlITSWCg8ODxmNNlAfTEULWcAfx1TRqOlGYYiKdd/90M+xfcZ8hSPGfIUjxlyShElfrPKVIXCMePu/Qe9UcXo0aMRExNjk97btGkTAGDq1Kl2b/Pxxx/jkksucbnvuro6HDt2jJ0AiSSBaFbRXAkY9YAgA+LS/Xc/REREFDlk5kYVQkdQFU6CHlTFxMTglltuwQMPPIAvv/wSmzdvxrJly3DzzTcjLi4Os2fPxjvvvGPZvqamBgcPHrQbcH3++ed4+umnsXv3bmzcuBELFixAfHw8Fi9eHMiHRBS6AhFUSZ3/4jIAedCT4URERBQOzC3VowSx858+zIKqkDjjeeyxx9Da2oqrrroKcrkcixYtwsqVK6HT6XD48GGUlXWcAO7ZswcAMGrUqC77SUxMxKuvvop7770XKSkpmD59Ot59910kJSUF7LEQhbRALAAsBWxsp05ERETuMn8QqzQHVUYGVZ5TqVR44YUX8MILL3S5vKSkxOayCy64ACaT/Wd58uTJOHLkiN/GSRT2NJnid79mqqSgKtN/90FERESRxVz+F2Uu/9OH2VJVQS//I6IAsmSqAlD+J90XERERkSuW8j/OqSKiUCeV5DWWi136/IHlf0REROQpc/mfwlz+x6CKiEJXXLrYlc+oF7v0+YO5nTozVUREROS2TuV/DKqIKHTJlR1tzv3VrMJS/sdMFREREbnJXP6ntFr8N5wwqCLqafzZVt1kYvkfEREReU4uZqo6yv+EYI7GYwyqiHoafwZVrbWAvk38OZ7d/4iIiMhNnTJV4bZOFYMqop7Gn2tVSfuMTQUUKt/vn4iIiCKTFFQJegDht04VgyqinsafmSqW/hEREZE3zOV/cojlf8xUEVFo8+daVVyjioiIiLxh7v7HRhVEFB4smSp/lP8xU0VERERekMkBAHKI5X9sqU5Eoc26/M/k43csBlVERETkDan7H7j4LxGFA6krn6EdaKnx7b6l7Fc8gyoiIiLygEyaU8VMFRGFA4UKUPcSf/Z1CSAzVUREROQNc/c/hck8p4pBFRGFPH91ALQEVWxUQURERB6Qi0GVnI0qiChsSEFPow+DqrYGQNtk3j8X/iUiIiIPSOV/pvAs/1MEewBEFARSpqpkF9BrkPhzUj6QYCfDpG0W514l5nS9TtcKlO0FTEagvkS8LDoRiIr1w6CJiIgoYpnL/2TmTJXeJARzNB5jUEXUE0lB1d414hcAyFXAHw8Bcam22771a+D0VuCOvV0Dq/eXAMe+6LRvlv4RERGRh6TyvzCdU8WgiqgnOudS4PhXQGut+HttkdgNsPKobVBlMgGluwGjHjhzqGtQVbpb/J6YJzbAEOTAubcF5jEQERFR5Ohc/hdmc6oYVBH1RCn9gBu/6vj99YuBU5u6Nq5obwB0zeLPnTsF6rVA81nx599+A8T28t94iYiIKLJJ5X9hmqliowoi6ijZ6xw4WQdZnQOuxnLxuzwKUKf4b2xEREQU+cyL/4pzqkwMqogoDDlqsW4dZHW5zmpNKiG8JpMSERFRiJF1FNApYWBQRURhyGFQZZ2p6pzFMv/OxhRERETUXVZBlRyGsJtTxaCKiLwr/7POVBERERF1h7n8D2CmiojClbRYr6vyP5PJ9ncAiOdCv0RERNRNVpkqBfTQM6giorAjZaqaz4pd/STWQZauGWir7/i9scz2tkRERETekskBiHO0FTDCyKCKiMKOOkXs4gd0dPUDXMyxYvkfERER+ZC5BFABA/ScU0VEYUcQ7DerkMr/FNF2rmOmioiIiHzIXAJ429TeODc9vFJVDKqISNS5WYXWqtwva5TtdQY90Fhhvh0zVUREROQDMjFT9evRmShIYVBFROFICo6k8r8G8/eoeCB1kO11zWcBkwEQ5EBcWmDHSURERJFJbm5WYdQHdxxeYFBFRKLO5X+WdaiyumaxrDv/yeSBGyMRERFFLqkDoEEX3HF4gUEVEYkcBU6aLOcBFxEREZEvmMv/BGaqiChsOQycsu1cx85/RERE5GMs/yOisOcscHKYxWLnPyIiIvIRGYMqIgp3UoDUWCF297METpni3ClA7AbY3sRMFREREfmeufwPRs6pIqJwFZsqfkJkMojd/azL/6I1YhdAQOwAyKCKiIiIfE0q/zMwU0VE4UomB+IyxJ8byroGTpbywFI2qiAiIiLfY/kfEUUEKUiqOQm0VJkvy7a9rr6kY70qBlVERETkK5byPwZVRBTOpCCp9CfxuyIaiEkyX2cOrioOAAYtAKEjs0VERETUXXLOqSKiSCAFTiU7zb9nAYLQ8bP1dXFpgCIqsOMjIiKiyCWTi9+ZqSKisCYFTuX7zb9nO7mOpX9ERETkQ1L5HxtVEFFYkwIlKe1uHThJAZblOq5RRURERD7E8j8iigidAyWboCrL8XVERERE3WXu/iew/I+IwlqXwMlO+Z+j34mIiIi6Q8Z1qogoEsRnABA6frcOnGKSAEWM1XUs/yMiIiIfYvkfEUUEuRKIS+/43TqoEgTn5YBERERE3cHFf4koYthrTmH3OgZVRERE5EMMqogoYkjBkkwJqHt1us4qyIpnUEVEREQ+ZJlTxfI/Igp3UlAVnwnIOr1FaDLF7zHJgDI6sOMiIiKiyGaZU2UI7ji8wKCKiGxJQZW98j4pU8UmFURERORrMjaqIKJIkXsuIMiA/Mldr8uZAAhy+9cRERERdYdMLn4Pw6BKEewBEFGIyZ0I/F8hoNJ0vS5zBPB/p+xfR0RERNQdYVz+x6CKiLqKTvDuOiIiIiJvSeV/bFRBRERERETkBXP3P4Et1YmIiIiIiLwg5zpVRERERERE3mP3PyIiIiIiom6QMVNFRERERETkPan8z8CgioiIiIiIyHMs/yMiIiIiIuoGS/lf+K1TxaCKiIiIiIiCT85MFRERERERkfekTBUX/yUiIiIiIvICy/+IiIiIiIi6geV/RERERERE3WDu/iew/I+IiIiIiMgLMrn43cTyPyIiIiIiIs9J5X/MVBEREREREXnBsvivPrjj8AKDKiIiIiIiCj5L9z8GVURERERERJ6Tc50qov9v7/5jo67vOI6/7nr0em2tQ7SyFpBWV0ogAi2uDmql/IppdGEsQUkcsC4kNlbS4iYyA46hdS1gJxNkqzos/hq6xA3GcE1p6UBoNibQIo6awmxxM9TJSi0tbe+zP7CnZ/nRb8/e9w6ej+SSfj/93Pfeh+/Ue+Xzue8XAAAAGLjelSouVAEAAAAAA+DkQhUAAAAAMHC92/+4+S8AAAAADIDvQhVs/wMAAAAA69j+BwAAAAAB+Pzmvw7TIxljczHWEKoAAAAA2M8Z4fvRofDaAkioAgAAAGC/3u1/kpxhdll1QhUAAAAA+0V8EaochCoAAAAAsKj36n8iVAEAAACAdc4ISY7zPxKqAAAAAGAAvnwFwDBCqAIAAAAQGj7fAug0XpsLsYZQBQAAACA0OHtXqrptLsQaQhUAAACA0BDRu1LF9j8AAAAAsO7z7X8Otv8BAAAAwAB8vv3PKbb/WWaM0apVq5SQkKCYmBjNnTtXLS0tfeaNHj1aDoejz2PGjBm+OfX19crKypLH41FycrJefvnlYL4VAAAAAAMV0btSxfY/y9asWaP169fr17/+tSoqKnT06FEtXLiwz7zdu3eroaHB9zh69Kji4+N17733SpL+97//adasWUpKSlJtba1yc3O1cOFC7d+/P9hvCQAAAIBVYbr9z3X5KYPL6/VqzZo1WrFihe655x5J0tNPP62cnBwdP35cSUlJvrk33XST33NfeOEFeTwe/fCHP5QkvfTSS/J6vSorK1NkZKRuvfVWbd++Xc8995xuv/324L0pAAAAANb1bv9jpcqauro6tbS06K677vKNTZs2TU6n85IrTF1dXXryySe1fPlyDRly/h+/qqpK2dnZioyM9M2bPn06K1UAAABAOAjT7X+2r1Q1NjZKkt+KlMfj0Q033KCTJ09e9HlvvvmmTp8+rQULFvidKycnx2/eqFGjLnmezs5OdXZ2+o5bW1slnQ9tXV1d1t7M16z39e2uA+GDnoFV9AysomdgFT0DKyIcEXLq/EpVKPRMf2uwPVS1tbXJ6XTK7Xb7jUdHR6ujo+Oiz3v22We1aNEieTwev3NFR0dbOs9TTz2lVatW9Rn/y1/+0udcdqmoqLC7BIQZegZW0TOwip6BVfQM+uOO1jZdp/MrVaHQM+3t7f2aZ3uocrvd8nq96u7ulsv1RTkdHR0XDTWHDx/WO++8o+eff77Puc6dO+c3dqnzSNLy5cu1dOlS33Fra6tGjhyp2bNnKy4ubiBv6WvT1dWliooKzZo1y7fFEbgUegZW0TOwip6BVfQMrIj45Dnpsw/kMD0h0TO9u9gux/ZQlZiYKElqbm7W6NGjJZ3fknfq1CklJydf8DlvvPGGUlNTNXbs2D7nampq8htramq66Hmk80Hsq6tkkjRkyBDb/yP2CqVaEB7oGVhFz8AqegZW0TPol4gvLlQRCj3T39e3/UIVaWlp8ng8fst7u3fvliRlZWVd8DlvvfWW5syZ02c8MzNTu3btUk/PF19sq6ys9LuPFQAAAIAQxdX/Bsbj8SgvL08rV67U22+/rb1796qgoEAPPPCAYmNjNXv2bL3++uu++f/97399N/j9qsWLF+v06dPKz89XfX29Vq9erbq6Oi1ZsiSYbwkAAADAQPTep0rhFaps3/4nSUVFRTp79qzmzZuniIgI3X///VqzZo26urr03nvv6aOPPvLNfffddyVJkyZN6nOehIQEbdu2Tfn5+XrxxRc1btw47dixo8/9rQAAAACEoM+3/3FJ9QFwu93auHGjNm7c2Ge8ubnZb2zGjBkyxlz0XHfeeafq6uoGpU4AAAAAg+jzlSq2/wEAAADAQDjD8+a/hCoAAAAAoSGCC1UAAAAAwMCxUgUAAAAAAfCFKq/NhVhDqAIAAAAQGnzb/7ptLsQaQhUAAACA0MDNfwEAAAAgAM4ISZJDbP8DAAAAAOvC9Oa/hCoAAAAAoYHtfwAAAAAQAC6pDgAAAAABiDgfqlipAgAAAICBcPKdKgAAAAAYOLb/AQAAAEAA2P4HAAAAAAHo3f4nQhUAAAAAWOdkpQoAAAAABu6aG+UdkaEzUYl2V2KJy+4CAAAAAECSdMtM9dx0p47s2KGb7K7FAlaqAAAAACAAhCoAAAAACAChCgAAAAACQKgCAAAAgAAQqgAAAAAgAIQqAAAAAAgAoQoAAAAAAkCoAgAAAIAAEKoAAAAAIACEKgAAAAAIAKEKAAAAAAJAqAIAAACAABCqAAAAACAAhCoAAAAACAChCgAAAAACQKgCAAAAgAAQqgAAAAAgAIQqAAAAAAiAy+4CQo0xRpLU2tpqcyVSV1eX2tvb1draqiFDhthdDsIAPQOr6BlYRc/AKnoGVoVSz/Rmgt6McDGEqq84c+aMJGnkyJE2VwIAAAAgFJw5c0bXXnvtRX/vMJeLXVcZr9erjz76SNdcc40cDoettbS2tmrkyJFqampSXFycrbUgPNAzsIqegVX0DKyiZ2BVKPWMMUZnzpxRQkKCnM6Lf3OKlaqvcDqdGjFihN1l+ImLi7O9oRBe6BlYRc/AKnoGVtEzsCpUeuZSK1S9uFAFAAAAAASAUAUAAAAAASBUhTC3263HH39cbrfb7lIQJugZWEXPwCp6BlbRM7AqHHuGC1UAAAAAQABYqQIAAACAABCqAAAAACAAhCoAAAAACAChCgAAAAACQKiymTFGq1atUkJCgmJiYjR37ly1tLRccG5NTY3S09MVFRWlcePG6e233w5ytQgF/e2Zs2fPqrCwUMOHD1dsbKymTJmi3bt321Ax7Gbl70yv06dPa9iwYZo5c2aQqkQosdIzxhg9++yzGjNmjNxut0aNGqX3338/yBXDblZ6ZvPmzRozZoyioqI0ceJE/elPfwpytQgVdXV1Sk9P1549ey46p76+XllZWfJ4PEpOTtbLL78cxAotMLBVcXGxue6668wf//hHs3fvXpOammpycnL6zGtsbDQxMTHmkUceMYcPHzZ5eXnG4/GYEydO2FA17NTfnnn66afNnDlzTFVVlfn73/9u5s+fb2JiYszx48eDXzRs1d+e+bJHHnnESDIzZswIUpUIJVZ65rHHHjPx8fGmvLzc1NfXmz/84Q+mqakpyBXDbv3tmV27dhmn02nWr19vDh06ZB599FHjcrnMsWPHbKgadjlw4ICZN2+e8Xg8RpL561//esF5p0+fNsOHDzcLFiwwhw4dMqtXrzZOp9Ps27cvyBVfHqHKRj09Peb66683paWlvrEdO3YYSaaxsdFvbmFhoZkwYYLvuKuryyQmJpqVK1cGqVqEAis9869//cvv+Ny5cyY6Otps2rQpGKUiRFjpmV719fVm2LBhZvbs2YSqq5CVnjl69KiJiIgw1dXVQa4SocRKz5SUlJi0tDS/saFDh5qtW7cGo1SEiMcee8zcf//9prKy8pKh6plnnjHx8fGms7PTN5aRkWEWLFgQrFL7je1/Nqqrq1NLS4vuuusu39i0adPkdDq1f/9+v7lVVVV+81wul7KysvrMw5XNSs+MGjXK79jlcsnlcqmnpycotSI0WOkZSfJ6vVq8eLF++tOf6pvf/GYwS0WIsNIz5eXlSktL05133hnsMhFCrPTM3XffrRMnTqiyslI9PT0qLy/XkCFDlJ2dHeyyYaPVq1dry5YtSk5OvuS8qqoqZWdnKzIy0jc2ffr0kPz8S6iyUWNjoyQpKSnJN+bxeHTDDTfo5MmTfeZ+eZ50/kPzV+fhymalZ75q69atam1t5X9cVxmrPVNUVKT29nYtWbIkaDUitFjpmf379+vWW2/Vww8/rPj4eKWkpGjdunUyxgS1ZtjLSs+MHTtWv/jFLzRz5kwNGTJEubm52rJli66//vqg1gx7ORyOfs0Lp8+/hCobtbW1yel0yu12+41HR0ero6Ojz9zo6OjLzsOVzUrPfNn27dv1ox/9SD/5yU80duzYwS4TIcRKz+zdu1clJSV65ZVX5HK5glkmQoiVnvn3v/+tbdu2KTIyUjt27FBeXp6WLVuml156KZglw2ZWeqa6uloFBQVat26damtrVVBQoHnz5umf//xnMEtGmAinz7+EKhu53W55vV51d3f7jXd0dPRpILfbrXPnzl12Hq5sVnpGOr+Va+XKlZozZ46WLVumkpKSYJWKENHfnmlubtb3v/99lZaWaty4ccEuEyHEyt+Z7u5ujRs3Tk899ZQmT56swsJCfe9731N5eXkwS4bNrPTMo48+qkWLFmnp0qW67bbbtHbtWqWlpWn16tXBLBlhIpw+/xKqbJSYmCjp/IeZXp2dnTp16lSfPaaJiYlqamryG2tqarrsXlRcWaz0jNfr1fz58/Wb3/xGO3fu1IoVK4JaK0JDf3vmhRde0Mcff6wHH3xQUVFRioqK0pYtW1RVVaWoqCjV1NQEvXbYw8rfmfj4eN1yyy1+YykpKfr4448Hv1CEDCs9c+jQIU2cONFvbPLkyTp8+PCg14nwE06ffwlVNkpLS5PH41FFRYVvrPc+QllZWX5zMzMz/eb19PSourpaM2bMCE6xCAlWembjxo2qrq5WbW0t9xq6ivW3Zx588EEdPXpUBw8e9D2++93vKiMjQwcPHtTkyZODXjvsYeXvzJQpU1RbW+s3duTIEaWkpAx+oQgZVnomMTFR7733nt9YfX29EhISBr9QhJ3MzEzt2rXL7yJblZWVofn51+7LD17tli5daoYPH2527txp9uzZY8aOHWvy8/NNZ2enmTVrlnnttdeMMcb84x//MC6Xy6xatcrU1dWZvLw8k5CQYFpbW21+Bwi2/vbMlClTzH333WcaGhr8Htw/5urT3575qoULF3JJ9atUf3umsbHRREdHm4ceesgcOHDAlJSUGKfTedHLI+PK1d+e+eUvf2mioqLMpk2bzLvvvmt+9rOfGUlm+/btNr8D2OH48eN9Lql+3333mXXr1hljjDl58qS55pprzAMPPGDq6urMz3/+cxMbGxuS92klVNmso6PD5OXlmbi4ODN06FDz0EMPmY6ODtPW1mYSExN9TWWMMW+88Ya5+eabjdvtNnfccYepr6+3sXLYpb89k5SUZCT1eaSnp9v8DhBsVv7OfBmh6uplpWeqq6vNxIkTTWRkpElJSTGvv/66jZXDLv3tGa/Xa0pLS01ycrJxu91m/Pjx5tVXX7W5etjlQqFqwoQJZsmSJb7j6upqM378eBMZGWkmTZpkampq7Cj1shzGcN1TAAAAABgovlMFAAAAAAEgVAEAAABAAAhVAAAAABAAQhUAAAAABIBQBQAAAAABIFQBAAAAQAAIVQAAAAAQAEIVAAAAAASAUAUACDujR4/WE088ccHfNTY2atiwYfrd7343aK//2WefKSEhQWvXrh201wAAhA+X3QUAAPB1Sk5O1rFjxzRs2LBBe42YmBgdOXJE11577aC9BgAgfBCqAABXnMEMVL2GDh066K8BAAgPbP8DAMACr9drdwkAgBBDqAIAhCVjjFasWKH4+HjFxcUpNzdXZ8+eVXNzsxwOh6qrqyVJmzdvlsvl0t/+9jelpaUpJiZG06dPV3Nzs+9cu3fvVnZ2tr7xjW9o+PDhevjhh2WMkSRVV1fL4XDorbfe0s0336yMjAxJksvl0ubNmyVJ06ZNk8Ph8HvExsbq008/lSTt27dPGRkZ8ng8Sk1NVXl5efD+oQAAg45QBQAIS2VlZWptbdWf//xnbdiwQb///e+1YsWKC871er1avny5SktL9eabb6q+vl4//vGPfb/fsWOH5s6dq8rKSpWUlKi0tFRbt271O0dxcbHKyspUVlbW5/yvvPKKGhoa1NDQoJqaGnk8Hq1Zs0ZDhw7Vhx9+qFmzZiknJ0f79+9XYWGhcnNzVVNT8/X+gwAAbMN3qgAAYSk5OVnPPPOMJCk9PV0ffvihiouLVVBQ0GeuMUbFxcVKT0+XJC1evFi//e1vfb8vLi72/Zyenq7169dr3759uvfee33jeXl5mj59+gVrSUxM9P1cUFCgzMxM5eXlSZKKiop099136/HHH5ckTZgwQdu2bdOWLVuUlZU1wHcPAAglhCoAQFjKzMz0O77tttt05syZC851Op2aOHGi7zgpKUmnTp3yHZ84cUIbNmxQbW2tGhoa9J///Efjx4/3O8e3v/3ty9b04osvas+ePaqvr/eNHThwQAcPHlRUVJRvrLu7W9nZ2Zc9HwAgPBCqAABhKTIy0u+4ra1NDodDPT09feY6HA5FRET4jl0ul+87Uy0tLZo8ebLuuecePfHEExozZozmz5/f5xyxsbGXrKepqUmFhYX61a9+pREjRvjGu7q6tHDhQr/thpIUHR19+TcJAAgLhCoAQFg6fPiw33FlZaVSUlL8wlN/1NTU6JNPPtGmTZvkdrvV3d2tY8eOadSoUf0+hzFGubm5ys7O1oIFC/x+l5qaqvfff1+pqamW6gIAhA9CFQAgLO3cuVNFRUXKyclRdXW1ysrK9Pzzz1s+z4033ihJ2rBhg7Kzs7Vhwwa1t7dbOsfGjRv1zjvvqKKiQh988IFvfPTo0SosLNTtt9+u/Px8LVq0SG1tbXr11VeVl5enSZMmWa4XABB6uPofACAs5efn6+DBg/rOd76jtWvXqqioqM8qUX9MnTpVy5cv15NPPqnZs2dr/PjxSktL6/fzP/30Uy1btkzt7e2aOnWqvvWtb/kezc3NysjI0GuvvabKykpNnTpVP/jBDySd/14XAODK4DC9m8oBAAAAAJaxUgUAAAAAASBUAQAAAEAACFUAAAAAEABCFQAAAAAEgFAFAAAAAAEgVAEAAABAAAhVAAAAABAAQhUAAAAABIBQBQAAAAABIFQBAAAAQAAIVQAAAAAQAEIVAAAAAASAUAUAAAAAAfg/YaTkKEUcFtEAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"binarizes = np.linspace(0, 1, num = 201)\n",
|
||
"cv = []\n",
|
||
"test_accuracy = []\n",
|
||
"train_accuracy = []\n",
|
||
"for i, b in enumerate(binarizes):\n",
|
||
" cls = BernoulliNB(binarize = b)\n",
|
||
" cls.fit(x_train_mms, y_train)\n",
|
||
" test_accuracy.append(cls.score(x_test_mms, y_test))\n",
|
||
" train_accuracy.append(cls.score(x_train_mms, y_train))\n",
|
||
" cv.append(cross_val_score(cls, features_mms, target).mean())\n",
|
||
"print('max acc for BernoulliNB:{:.2f}%'.format(max(test_accuracy) * 100))\n",
|
||
"print(\"Meanwhile, binarize = {:.2f}\".format(binarizes[test_accuracy.index(max(test_accuracy))]))\n",
|
||
"# 绘图环节\n",
|
||
"fig = plt.figure(figsize = (10, 6))\n",
|
||
"plt.plot(binarizes, train_accuracy, label = \"train accuracy\")\n",
|
||
"plt.plot(binarizes, test_accuracy, label = \"test accuracy\")\n",
|
||
"plt.legend()\n",
|
||
"plt.xlabel(\"binarize\")\n",
|
||
"plt.ylabel(\"Accuracy\")\n",
|
||
"plt.grid(visible = True)\n",
|
||
"plt.savefig(\"pictures/BNB Accuracy.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 补集朴素贝叶斯"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Accuracy of Naive Bayes (ComplementNB): 80.33%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.naive_bayes import ComplementNB\n",
|
||
"cnb = ComplementNB()\n",
|
||
"cnb.fit(x_train_mms, y_train)\n",
|
||
"acc = bnb.score(x_test_mms, y_test) * 100\n",
|
||
"nb['ComplementNB'] = acc\n",
|
||
"print(\"Accuracy of Naive Bayes (ComplementNB): {:.2f}%\".format(acc))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"colors=[\"lightcoral\",\"navajowhite\",\"paleturquoise\",\"lightgreen\"]\n",
|
||
"sns.set_style(\"whitegrid\")\n",
|
||
"plt.figure(figsize=(10,5))\n",
|
||
"plt.yticks(np.arange(0,100,10))\n",
|
||
"plt.ylabel(\"Accuracy\")\n",
|
||
"plt.xlabel(\"Algorithms\")\n",
|
||
"sns.barplot(x=list(nb.keys()), y=list(nb.values()), palette=colors, alpha = 0.8)\n",
|
||
"plt.savefig(\"pictures/naive bayes summary.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Decision Tree Test Accuracy 73.77%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#Decision Tree Algorithm\n",
|
||
"from sklearn.tree import DecisionTreeClassifier\n",
|
||
"dtc = DecisionTreeClassifier()\n",
|
||
"dtc.fit(x_train, y_train)\n",
|
||
"\n",
|
||
"acc = dtc.score(x_test, y_test)*100\n",
|
||
"accuracies['Decision Tree'] = acc\n",
|
||
"print(\"Decision Tree Test Accuracy {:.2f}%\".format(acc))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"acc=0.8688524590163934*100\n",
|
||
"accuracies['ANN'] = acc\n",
|
||
"colors=[\"violet\", \"lightcoral\",\"navajowhite\",\"paleturquoise\",\"lightgreen\", \"lightgray\"]\n",
|
||
"sns.set_style(\"whitegrid\")\n",
|
||
"plt.figure(figsize=(10,5))\n",
|
||
"plt.yticks(np.arange(0,100,10))\n",
|
||
"plt.ylabel(\"Accuracy %\")\n",
|
||
"plt.xlabel(\"Algorithms\")\n",
|
||
"sns.barplot(x=list(accuracies.keys()), y=list(accuracies.values()), palette=colors)\n",
|
||
"plt.savefig(\"pictures/algorithms summary.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"KNN算法的准确率为86.89\n",
|
||
"SVM算法的准确率为84.06\n",
|
||
"Random Forest算法的准确率为86.89\n",
|
||
"Naive Bayes算法的准确率为81.97\n",
|
||
"Decision Tree算法的准确率为73.77\n",
|
||
"ANN算法的准确率为86.89\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for i in range(len(accuracies)):\n",
|
||
" print(\"{}算法的准确率为{:.2f}\".format(list(accuracies.keys())[i], list(accuracies.values())[i]))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "DL",
|
||
"language": "python",
|
||
"name": "dl"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.16"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|