From e828438a62728b1135aa36c7f407f8e9eb667961 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=8F=88=E8=8F=9C=E5=8F=88=E7=88=B1=E7=8E=A9?= <11754160+waiPDEs@user.noreply.gitee.com> Date: Sun, 16 Jul 2023 06:38:38 +0000 Subject: [PATCH] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20?= =?UTF-8?q?=E5=85=B1=E4=BA=AB=E5=8D=95=E8=BD=A6=E6=95=B0=E6=8D=AE=E9=9B=86?= =?UTF-8?q?=E5=88=86=E6=9E=90/=E5=8D=81=E4=B8=89=E7=BB=84=E9=A1=B9?= =?UTF-8?q?=E7=9B=AE=E5=A4=A7=E4=BD=9C=E4=B8=9A/123456.ipynb?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../十三组项目大作业/123456.ipynb | 3374 ----------------- 1 file changed, 3374 deletions(-) delete mode 100644 共享单车数据集分析/十三组项目大作业/123456.ipynb diff --git a/共享单车数据集分析/十三组项目大作业/123456.ipynb b/共享单车数据集分析/十三组项目大作业/123456.ipynb deleted file mode 100644 index d2fe809..0000000 --- a/共享单车数据集分析/十三组项目大作业/123456.ipynb +++ /dev/null @@ -1,3374 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:09.924256Z", - "start_time": "2023-07-13T14:49:09.884164Z" - } - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from datetime import datetime\n", - "import seaborn as sns\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.tree import DecisionTreeRegressor\n", - "from sklearn.linear_model import LinearRegression, LogisticRegression\n", - "from sklearn.ensemble import RandomForestRegressor\n", - "from sklearn.neural_network import MLPClassifier\n", - "from sklearn.svm import SVR\n", - "from sklearn import metrics\n", - "from sklearn.metrics import mean_squared_error, r2_score\n", - "# 设置中文支持\n", - "plt.rcParams['font.sans-serif'] = ['SimHei']\n", - "plt.rcParams['axes.unicode_minus'] = False" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1 数据预处理" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:11.069091Z", - "start_time": "2023-07-13T14:49:11.039412Z" - } - }, - "outputs": [], - "source": [ - "train_df = pd.read_csv('train.csv')\n", - "test_df = pd.read_csv('test.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:11.811732Z", - "start_time": "2023-07-13T14:49:11.759242Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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02011-01-01 00:00:0010019.8414.395810.000031316
12011-01-01 01:00:0010019.0213.635800.000083240
22011-01-01 02:00:0010019.0213.635800.000052732
32011-01-01 03:00:0010019.8414.395750.000031013
42011-01-01 04:00:0010019.8414.395750.0000011
.......................................
108812012-12-19 19:00:00401115.5819.6955026.00277329336
108822012-12-19 20:00:00401114.7617.4255715.001310231241
108832012-12-19 21:00:00401113.9415.9106115.00134164168
108842012-12-19 22:00:00401113.9417.425616.003212117129
108852012-12-19 23:00:00401113.1216.665668.998148488
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" - ], - "text/plain": [ - " datetime season holiday workingday weather temp \\\n", - "0 2011-01-01 00:00:00 1 0 0 1 9.84 \n", - "1 2011-01-01 01:00:00 1 0 0 1 9.02 \n", - "2 2011-01-01 02:00:00 1 0 0 1 9.02 \n", - "3 2011-01-01 03:00:00 1 0 0 1 9.84 \n", - "4 2011-01-01 04:00:00 1 0 0 1 9.84 \n", - "... ... ... ... ... ... ... \n", - "10881 2012-12-19 19:00:00 4 0 1 1 15.58 \n", - "10882 2012-12-19 20:00:00 4 0 1 1 14.76 \n", - "10883 2012-12-19 21:00:00 4 0 1 1 13.94 \n", - "10884 2012-12-19 22:00:00 4 0 1 1 13.94 \n", - "10885 2012-12-19 23:00:00 4 0 1 1 13.12 \n", - "\n", - " atemp humidity windspeed casual registered count \n", - "0 14.395 81 0.0000 3 13 16 \n", - "1 13.635 80 0.0000 8 32 40 \n", - "2 13.635 80 0.0000 5 27 32 \n", - "3 14.395 75 0.0000 3 10 13 \n", - "4 14.395 75 0.0000 0 1 1 \n", - "... ... ... ... ... ... ... \n", - "10881 19.695 50 26.0027 7 329 336 \n", - "10882 17.425 57 15.0013 10 231 241 \n", - "10883 15.910 61 15.0013 4 164 168 \n", - "10884 17.425 61 6.0032 12 117 129 \n", - "10885 16.665 66 8.9981 4 84 88 \n", - "\n", - "[10886 rows x 12 columns]" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_df" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:16.571617Z", - "start_time": "2023-07-13T14:49:16.484054Z" - } - }, - "outputs": [], - "source": [ - "# 拆分时间变量\n", - "train_df['date'] = train_df.datetime.apply(lambda c: c.split()[0])\n", - "train_df['hour'] = train_df.datetime.apply(lambda c: c.split()[1].split(':')[0]).astype('int')\n", - "train_df['year'] = train_df.datetime.apply(lambda c: c.split()[0].split('-')[0]).astype('int')\n", - "train_df['month'] = train_df.datetime.apply(lambda c: c.split()[0].split('-')[1]).astype('int')\n", - "\n", - "test_df['date'] = test_df.datetime.apply(lambda c: c.split()[0])\n", - "test_df['hour'] = test_df.datetime.apply(lambda c: c.split()[1].split(':')[0]).astype('int')\n", - "test_df['year'] = test_df.datetime.apply(lambda c: c.split()[0].split('-')[0]).astype('int')\n", - "test_df['month'] = test_df.datetime.apply(lambda c: c.split()[0].split('-')[1]).astype('int')\n", - "\n", - "\n", - "def get_weekday(x):\n", - " date1 = x.split()[0]\n", - " date2 = datetime.strptime(date1, '%Y-%m-%d')\n", - " week_day = date2.weekday()\n", - " return week_day\n", - "\n", - "train_df['weekday'] = train_df.datetime.apply(get_weekday)\n", - "test_df['weekday'] = test_df.datetime.apply(get_weekday)" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:17.479013Z", - "start_time": "2023-07-13T14:49:17.407212Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 10886 entries, 0 to 10885\n", - "Data columns (total 17 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 datetime 10886 non-null object \n", - " 1 season 10886 non-null int64 \n", - " 2 holiday 10886 non-null int64 \n", - " 3 workingday 10886 non-null int64 \n", - " 4 weather 10886 non-null int64 \n", - " 5 temp 10886 non-null float64\n", - " 6 atemp 10886 non-null float64\n", - " 7 humidity 10886 non-null int64 \n", - " 8 windspeed 10886 non-null float64\n", - " 9 casual 10886 non-null int64 \n", - " 10 registered 10886 non-null int64 \n", - " 11 count 10886 non-null int64 \n", - " 12 date 10886 non-null object \n", - " 13 hour 10886 non-null int32 \n", - " 14 year 10886 non-null int32 \n", - " 15 month 10886 non-null int32 \n", - " 16 weekday 10886 non-null int64 \n", - "dtypes: float64(3), int32(3), int64(9), object(2)\n", - "memory usage: 1.3+ MB\n" - ] - } - ], - "source": [ - "train_df.info()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "得:无整行重复,无缺失值NAN,但可以评估列中某些值为零的数据(例如风速),以确认 0 是否为缺失值。" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 6493 entries, 0 to 6492\n", - "Data columns (total 14 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 datetime 6493 non-null object \n", - " 1 season 6493 non-null int64 \n", - " 2 holiday 6493 non-null int64 \n", - " 3 workingday 6493 non-null int64 \n", - " 4 weather 6493 non-null int64 \n", - " 5 temp 6493 non-null float64\n", - " 6 atemp 6493 non-null float64\n", - " 7 humidity 6493 non-null int64 \n", - " 8 windspeed 6493 non-null float64\n", - " 9 date 6493 non-null object \n", - " 10 hour 6493 non-null int32 \n", - " 11 year 6493 non-null int32 \n", - " 12 month 6493 non-null int32 \n", - " 13 weekday 6493 non-null int64 \n", - "dtypes: float64(3), int32(3), int64(6), object(2)\n", - "memory usage: 634.2+ KB\n" - ] - } - ], - "source": [ - "test_df.info()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1.1 异常值分析" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:19.885920Z", - "start_time": "2023-07-13T14:49:18.883001Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 0, 'Weather'),\n", - " Text(0, 0.5, 'Count'),\n", - " Text(0.5, 1.0, 'Count by Weather')]" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(nrows=3,ncols=2)\n", - "fig.set_size_inches(15, 20)\n", - "sns.boxplot(data=train_df,y=\"count\",orient=\"v\",ax=axes[0][0])\n", - "sns.boxplot(data=train_df,y=\"count\",x=\"hour\",orient=\"v\",ax=axes[0][1])\n", - "sns.boxplot(data=train_df,y=\"count\",x=\"season\",orient=\"v\",ax=axes[1][0])\n", - "sns.boxplot(data=train_df,y=\"count\",x=\"workingday\",orient=\"v\",ax=axes[1][1])\n", - "sns.boxplot(data=train_df,y=\"count\",x=\"holiday\",orient=\"v\",ax=axes[2][0])\n", - "sns.boxplot(data=train_df,y=\"count\",x=\"weather\",orient=\"v\",ax=axes[2][1])\n", - "\n", - "axes[0][0].set(ylabel='Count',title=\"Count\")\n", - "axes[0][1].set(xlabel='Hour Of The Day', ylabel='Count',title=\"Count by Hour of the Day\")\n", - "axes[1][0].set(xlabel='Season', ylabel='Count',title=\"Count by Season\")\n", - "axes[1][1].set(xlabel='Working Day', ylabel='Count',title=\"Count by Working Day\")\n", - "axes[2][0].set(xlabel='Holiday', ylabel='Count',title=\"Count by Holiday\")\n", - "axes[2][1].set(xlabel='Weather', ylabel='Count',title=\"Count by Weather\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "图1(count)可以看出存在训练集异常值。 \n", - "图3(count by season)显示春季的自行车租赁量较低。 \n", - "图2(count by hour)显示最繁忙的时间段是早上7点到8点和下午5点到6点,这意味着用户主要租用自行车去上班/上学和下班回家。 \n", - "图4(count by working day),可发现大多数异常值都出现在工作日。图5(count by holiday)显示所有异常值都出现在非节假日。 \n", - "图6(count by weather)显示了大多数用户在天气晴朗和多云时租用自行车(1和2),在小雨或小雪时用户租用自行车较少(3),恶劣天气数据过少(4)。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.1.1 训练集异常值处理" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "使用3σ规则来剔除异常值。如果有一个数据点落在平均值的三个标准差之外,则该数据点被视为离群点,可以从数据集中删除。这种方法假定数据呈正态分布,离群值为罕见事件,将来不太可能出现。" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:20.971798Z", - "start_time": "2023-07-13T14:49:20.948133Z" - } - }, - "outputs": [], - "source": [ - "## 查找异常值\n", - "def detect_outliers(data):\n", - " # mean, standard deviation and 3-sigma of the data\n", - " mean = np.mean(data)\n", - " std = np.std(data)\n", - " threesigma = 3 * std\n", - "\n", - " # print upper, lower boundary\n", - " lower, upper = mean-3*std, mean+3*std\n", - " print(f\"Upper and lower boundary is: {lower}/{upper}\")\n", - "\n", - " # identify outliers and return the outliers\n", - " outliers = [x for x in data if np.abs(x - mean) > threesigma]\n", - " print(f\"There are {len(outliers)} outliers based on three-sigma rule\")\n", - "\n", - "## 删除异常值\n", - "def delete_outliers(data, df):\n", - " # detecting and dropping outliers\n", - " original_shape = df.shape\n", - " mean = np.mean(data)\n", - " std = np.std(data)\n", - " outliers = np.abs(data-mean) > (3*std)\n", - " outliers_num = len(train_df[outliers])\n", - " df.drop(index=data[outliers].index, inplace=True)\n", - "\n", - " # 输出结果对比\n", - " print(\"Number of outliers deleted:\", outliers_num)\n", - " print (\"Shape of dataframe with Ouliers: \",original_shape)\n", - " print (\"Shape of Dataframe After Deleting the Ouliers: \",df.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:22.141098Z", - "start_time": "2023-07-13T14:49:22.046376Z" - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Upper and lower boundary is: -351.8342688102485/734.982532635345\n", - "There are 147 outliers based on three-sigma rule\n" - ] - } - ], - "source": [ - "train_with_outliers = train_df\n", - "# 查找异常值\n", - "detect_outliers(train_df['count'])" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:22.910519Z", - "start_time": "2023-07-13T14:49:22.869153Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of outliers deleted: 147\n", - "Shape of dataframe with Ouliers: (10886, 17)\n", - "Shape of Dataframe After Deleting the Ouliers: (10739, 17)\n" - ] - } - ], - "source": [ - "# 从训练集删除异常值\n", - "delete_outliers(train_df['count'], train_df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.1.2 数值型特征异常值处理" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 查看temp(温度),atemp(体感温度),humidity(湿度)、windspeed(风速)等数值型数据的分布情况\n", - "fig, axes = plt.subplots(2, 2)\n", - "fig.set_size_inches(12,10)\n", - "\n", - "sns.distplot(train_df['temp'],ax=axes[0,0])\n", - "sns.distplot(train_df['atemp'],ax=axes[0,1])\n", - "sns.distplot(train_df['humidity'],ax=axes[1,0])\n", - "sns.distplot(train_df['windspeed'],ax=axes[1,1])\n", - "\n", - "axes[0,0].set(title='Distribution of temp',)\n", - "axes[0,1].set(title='Distribution of atemp')\n", - "axes[1,0].set(title='Distribution of humidity')\n", - "axes[1,1].set(title='Distribution of windspeed')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "查看上图发现,风速为和温度可能存在异常值。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### windspeed 风速异常值处理" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:27.956034Z", - "start_time": "2023-07-13T14:49:27.643722Z" - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "风速为0的天数为:1297\n" - ] - } - ], - "source": [ - "a = train_df[train_df['windspeed'] == 0].shape[0]\n", - "print(f'风速为0的天数为:{a}')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "风速为0天数过多,可能存在异常。" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\huawei\\AppData\\Local\\Temp\\ipykernel_23892\\691590681.py:18: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " datewind0.loc[:,'windspeed']=windvalue\n", - "C:\\Users\\huawei\\AppData\\Local\\Temp\\ipykernel_23892\\691590681.py:21: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " train_df=datewind0.append(datewind1)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "## 随机森林处理缺失值\n", - "\n", - "# 将数据分成风速等于0和不等于两部分\n", - "datewind0=train_df[train_df['windspeed']==0]\n", - "datewind1=train_df[train_df['windspeed']!=0]\n", - "\n", - "# 选定模型\n", - "rmodel_wind=RandomForestRegressor(n_estimators=1000,random_state=42)\n", - "# 选定特征\n", - "windcolumns=['season','weather','humidity','month','temp','year','atemp']\n", - "# 将风速不等于0的数据作为训练集,fit到RandomForestRegressor之中\n", - "rmodel_wind.fit(datewind1[windcolumns],datewind1['windspeed'])\n", - "\n", - "# 通过训练好的模型预测风速\n", - "windvalue=rmodel_wind.predict(X=datewind0[windcolumns])\n", - "\n", - "# 将预测的风速填充到风速为零的数据中\n", - "datewind0.loc[:,'windspeed']=windvalue\n", - "\n", - "# 连接两部分数据\n", - "train_df=datewind0.append(datewind1)\n", - "train_df.reset_index(inplace=True)\n", - "\n", - "# 删除index列\n", - "train_df.drop('index',inplace=True,axis=1)\n", - "\n", - "# 画图\n", - "fig=plt.figure()\n", - "sns.distplot(train_df['windspeed'])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:28.678622Z", - "start_time": "2023-07-13T14:49:28.669626Z" - } - }, - "outputs": [], - "source": [ - "## 插值法处理缺失值\n", - "# windspeed_df1 = train_df[train_df['windspeed'] != 0]\n", - "# windspeed_df2 = train_df[train_df['windspeed'] == 0]\n", - "# windspeed_df2['windspeed'] = windspeed_df1['windspeed'].interpolate()\n", - "# train_df = windspeed_df1.append(windspeed_df2)" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:29.674956Z", - "start_time": "2023-07-13T14:49:29.309915Z" - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "风速为0的天数为:0\n" - ] - } - ], - "source": [ - "a = train_df[train_df['windspeed'] == 0].shape[0]\n", - "print(f'风速为0的天数为:{a}')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Humidity 湿度异常值处理" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:49:31.620615Z", - "start_time": "2023-07-13T14:49:31.585669Z" - }, - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "22" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_df[train_df['humidity'] == 0].shape[0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "湿度值为0和100为异常数据,考虑可能有传感器错误情况。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 2 可视化分类数据分析" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:50:10.106418Z", - "start_time": "2023-07-13T14:50:04.384135Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.pairplot(train_df, x_vars=['holiday', 'workingday', 'weather', 'season', 'windspeed', 'humidity', 'temp', 'atemp'],\n", - " y_vars=['casual', 'registered', 'count'], plot_kws={'alpha': 0.1})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1.会员在工作日出行多,节假日出行少,临时用户则相反; \n", - "2.一季度出行人数总体偏少; \n", - "3.租赁数量随天气等级上升而减少; \n", - "4.小时数对租赁情况影响明显,会员呈现两个高峰,非会员呈现一个正态分布; \n", - "5.租赁数量随风速增大而减少; \n", - "6.温度、湿度对非会员影响比较大,对会员影响较小。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.1 温度对租赁数量的影响" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:50:15.401705Z", - "start_time": "2023-07-13T14:50:15.170966Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 按温度取租赁数量平均值\n", - "tempr = train_df.groupby(['temp'], as_index=True).agg({'casual': 'mean', 'registered': 'mean', 'count': 'mean'})\n", - "tempr.plot(title='Mean Count by Temp per Hour',figsize=(7,3))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "分析:租车数量整体是随着温度的上升而升高的" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.2 体感温度对租赁数量的影响" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:50:17.032221Z", - "start_time": "2023-07-13T14:50:16.823146Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "atempr = train_df.groupby(['atemp'], as_index=True).agg({'casual': 'mean',\n", - " 'registered': 'mean',\n", - " 'count': 'mean'})\n", - "atempr.plot(title='Mean Count by Atemp per Hour',figsize=(7,3))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "分析:租车数量随体感温度的升高而上升,温度太高时又会下降" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.3 湿度对租赁数量影响" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:50:18.869961Z", - "start_time": "2023-07-13T14:50:18.700298Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "humidityr = train_df.groupby(['humidity'], as_index=True).agg({'casual': 'mean',\n", - " 'registered': 'mean',\n", - " 'count': 'mean'})\n", - "\n", - "humidityr.plot(title='Mean Count by Humidity per Hour',figsize=(7,3))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "分析:租车数量在湿度为20的时候达到高峰,之后逐渐递减" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.4 年份、月份对租赁数量的影响" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T16:55:59.462088Z", - "start_time": "2023-07-12T16:55:59.169284Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Mean Count per month in two years')" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "day_df=train_df.groupby('date').agg({'year':'mean','month':'mean',\n", - " 'casual':'sum', 'registered':'sum'\n", - " ,'count':'sum'})\n", - "month_df = day_df.groupby(['year','month'], as_index=True).agg({'casual':'mean',\n", - " 'registered':'mean', 'count':'mean'})\n", - "month_df.plot(fontsize=8,figsize=(15,4))\n", - "tick=list(range(24))\n", - "labels=['2011.1','2011.2','2011.3','2011.4','2011.5','2011.6','2011.7','2011.8','2011.9','2011.10','2011.11','2011.12','2012.1','2012.2','2012.3','2012.4','2012.5','2012.6','2012.7','2012.8','2012.9','2012.10','2012.11','2012.12']\n", - "plt.xticks(tick,labels,fontsize=8)\n", - "plt.title('Mean Count per month in two years', fontsize=15)" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Mean Count per day in two years')" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 按天\n", - "day_df1=train_df.groupby('date').agg({\n", - " 'casual':'sum', 'registered':'sum'\n", - " ,'count':'sum'})\n", - "day_df1.plot(fontsize=8,figsize=(8,4),linewidth=0.8)\n", - "plt.title('Mean Count per day in two years', fontsize=15 )" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T16:56:03.109125Z", - "start_time": "2023-07-12T16:56:01.026268Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'by month')" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15,4))\n", - "# 按年\n", - "plt.subplot(1,3,1)\n", - "sns.barplot(x=train_df['year'],y=train_df['count'])\n", - "plt.title('by year')\n", - "\n", - "# 按季度\n", - "plt.subplot(1,3,2)\n", - "sns.barplot(x=train_df['season'],y=train_df['count'])\n", - "plt.title('by season')\n", - "\n", - "# 按月\n", - "plt.subplot(1,3,3)\n", - "sns.barplot(x=train_df['month'],y=train_df['count'])\n", - "plt.title('by month')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "由上分析: \n", - "1、2012年整体租车数量高于2011年。 \n", - "2、每年租车数量1月份最低,在6月租车数量达到最高。前半年数量上升,后半年从7月份左右开始下降。 \n", - "3、2012年整体波动比2011年剧烈。 \n", - "4、有很多局部波谷值。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.5 时段对租赁数量的影响" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T16:56:11.550099Z", - "start_time": "2023-07-12T16:56:03.927294Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[Text(0.5, 0, 'Hour of the Day'),\n", - " Text(0, 0.5, 'Mean Count'),\n", - " Text(0.5, 1.0, 'Mean Count by Weather per Hour')]" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "fig,(ax1,ax2,ax3,ax4)= plt.subplots(nrows=4)\n", - "fig.set_size_inches(12,18)\n", - "train_df = train_df.reset_index(drop=True)\n", - "\n", - "sns.pointplot(x=train_df['hour'],y=train_df['count'],hue=train_df['season'],join=True, palette=\"Paired\", ax=ax1)\n", - "\n", - "sns.pointplot(x=train_df['hour'],y=train_df['count'],hue=train_df['weekday'],join=True, palette=\"Paired\", ax=ax2)\n", - "\n", - "sns.lineplot(x=train_df['hour'], y=train_df['registered'], color='red',label='Registered', marker='o', ax=ax3, ci=None)\n", - "sns.lineplot(x=train_df['hour'], y=train_df['casual'], color='blue', label='Casual', marker='o', ax=ax3, ci=None)\n", - "\n", - "sns.pointplot(x=train_df['hour'], y=train_df['count'], hue=train_df['weather'], ax=ax4);\n", - "\n", - "\n", - "ax1.set(xlabel='Hour of the Day', ylabel='Mean Count',title=\"Mean Count by Season per Hour\")\n", - "ax2.set(xlabel='Hour of the Day', ylabel='Mean Count',title=\"Mean Count by Weekday per Hour\")\n", - "ax3.set(xlabel='Hour of the Day', ylabel='Mean Count',title=\"Mean Count by Casual VS Registered per Hour\")\n", - "ax4.set(xlabel='Hour of the Day', ylabel='Mean Count',title=\"Mean Count by Weather per Hour\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "图1显示:在所有季节中,春季是大雨/大雪天数最多的季节,这直接影响了租赁需求的减少,秋季和夏季往往是租车人数最多的季节。 \n", - "图2显示:周六和周日的租车模式与平日明显不同,大多数用户在上午11点至下午4点租车。这些周末用户租车是为了休闲,而不是为了上班(上午8点和下午6点)。 \n", - "图3显示:大多数用户是注册用户,租用时间在上午7-8点和下午4-5点之间,临时用户的租用时间在白天分布较好,但最繁忙的时间在下午1-2点之间。 \n", - "图4显示:天气1和天气2情况下,租赁需求较多,天气3和天气4租赁需求较少,均仍集中在上下班高峰期。 " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.6 天气对租赁情况影响" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T16:56:14.195553Z", - "start_time": "2023-07-12T16:56:14.124592Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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\n", - "
" - ], - "text/plain": [ - " casual registered count\n", - "weather \n", - "1 7076 7076 7076\n", - "2 2809 2809 2809\n", - "3 853 853 853\n", - "4 1 1 1" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "weather_count = train_df.groupby('weather')\n", - "weather_count[['casual', 'registered', 'count']].count()" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T16:56:15.719917Z", - "start_time": "2023-07-12T16:56:15.534332Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Count by Weather')" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "weather_df = train_df.groupby('weather', as_index=True).agg({'casual': 'mean', 'registered': 'mean', 'count': 'mean'})\n", - "weather_df.plot(figsize=(5,3))\n", - "plt.title('Count by Weather')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "分析: \n", - "1、总体租车数量第1种天气最多,之后是第2,第4种,第3种。 \n", - "2、会员租车数量与总体租车数量变化相同。 \n", - "3、临时租车数量是按照天气从好到坏的顺序依次递减。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.7 风速对租借情况影响" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T16:56:21.545246Z", - "start_time": "2023-07-12T16:56:21.232025Z" - }, - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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p03nyySf5/PPPI/6sc+bM4d5772X69OlceeWVWCwWPQnq9ttvp6mpicsvv5wff/yRDz/8kFtuuSWhVsM+ffpw7bXXcs899/DGG2/w3XffccEFF9C9e3d9nocddhhfffUV5eXl7Nixg8suu4x27dolbI4CQVqStOhSgeAARksukmVZfuSRR+RTTjlFlmX/xITVq1fLJ5xwgpydnS0ffPDB8jPPPCMfddRR+vpPPvlEliRJnjdvnj7ulVdeKffp00euq6sLey67du2SL7/8cjk3N1fu2LGjfN999/kla9TU1Mg33HCDXFBQIOfl5clXX321XFFRoa/fsGGDfOyxx8q5ubnygAED5C+//LJZcpEx2UKWQycSPf7443Lnzp1lu90un3HGGWF/hpNOOkm+8sor5VGjRsmZmZnygAED5C+++KLZdnv37pWtVqv85JNPhj22xv79+2VAfu+992RZluXvvvtOBuQNGzYEnU+o5KKff/7Zb5kxOcvr9crPPvus3LNnTzknJ0e+6aab5BNOOMFvrO+++04++uij5dzcXLmwsFC+4oor5H379smy7Esuevvtt+WePXvKWVlZ8qWXXqqv1/jPf/4j9+nTR87MzJSPOOII+dtvv/Vb/+OPP8rDhg2THQ6H3KtXr2ZJawsXLpSHDx8uZ2VlyUcddZQ8bty4iJOL7rnnHnnkyJGyw+GQBw4cKP/0009+2yxevFg+5ZRT5MzMTLl79+7yvffeKzc1Nenrjb+haLjmmmvkgw8+2G+ZlrBUWVkpy7Isu1wuedy4cXKnTp3krKws+YILLpC3bt2qb19eXi6feeaZcm5urty7d2/59ddfD5pcFHj+CwQHMpIstxCsIhAIBG2EyZMnU1lZyXXXXUdpaSk9evRI9pRMZ8aMGZxyyimUl5endMmeXr16cdttt3HPPfckeyoCgSDBiJaZAoHggOCaa67B6/XywgsvtEnRKRAIBOmAsHgKBAKBQCAQCBKCSC4SCAQCgUAgECQEITwFAoFAIBAIBAlBCE+BQCAQCAQCQUIQwlMgEAgEAoFAkBBSPqvd6/WyY8cO8vLymrUuEwgEAoFAIBAkH1mWqampoXv37i02e0h54bljxw6Ki4uTPQ2BQCAQCAQCQSuUlZW1WLIu5YWn1qatrKyM/Pz8JM9GIBAIBAKBQBBIdXU1xcXFum4LRcoLT829np+fL4SnQCAQCAQCQQrTWlikSC4SCAQCgUAgECQEITwFAoFAIBAIBAlBCE+BQCAQCAQCQUJI+RhPgUAgEAgE6YUsy7jdbjweT7KnIjAJq9WKzWaLubSlEJ4CgUAgEAhMw+l0snPnTurr65M9FYHJZGdn061bNxwOR9RjCOEpEAgEAoHAFLxeL5s3b8ZqtdK9e3ccDodo/tIGkGUZp9NJeXk5mzdvpn///i0WiW8JITwFAoFAIBCYgtPpxOv1UlxcTHZ2drKnIzCRrKws7HY7W7Zswel0kpmZGdU4IrlIIBAIBAKBqURrDROkNmZ8r+LMEAgEAoFAIBAkBCE8BYIk4JW9LCtfRpOnKdlTEQgEAoEgYQjhaaCspoxjPziW0z49LSH7q2ysTMh+0hVZltvsMXp35buM/m40d/58Z7KnknS+L/2eX7b9kuxpCAQCQcowY8YMevXqlexpxAUhPA3Iskytq5Y6V13c9/XF+i8Y8fEIXlryUtz3pfHxmo95YPYDeLwe6l31/LT1JxrcDQnbf6Q8MvcRRnw8gpllM00dt8ZZw09bf8LpcZo67tbqrdz+0+38vuf3VredtHoSALO3zzZ1DulGjbOGcb+M456Z9yDLcrKnIxAIBII4I7Lag5CIG+Bjcx8D4PVlr3PbEbfFfX8Aj89/HIBTik9h8sbJ/FT2E6P6jOLJE59MyP4j5fP1nwPw8u8vc1LxSaaNe9uPt7F4z2JGDxjNuKPHmTbuXTPuYm3lWmaUzWD5Nctb3NbtdZu233Sm3lWPR/bQ4G7ALbuxS/ZkT0kgEJiMLMs0uJJTSD7LbhXlnFIMITwNSKTGyTl3x1xkWea4ouPiMn6Ns4afyn4CYPKmyTELz/dXv8/0LdN5+bSXybanfvmMxXsWA/D1hq9NFZ7bareFva1HFt08ANyyT4C7PC7sFiE8BYK2RoPLw6EP/ZCUfa969EyyHeFJnSVLlnDLLbewfPlyDjvsMCZMmMDAgQOZNWsWt99+O+vWrWPgwIG88847DBo0CICpU6dyxx13sGXLFo444gjeffdd+vbty8SJE5k4cSIzZswAoLS0lN69e+uGrS+++IJx48axfft2jj76aCZNmkRRUVFcjkGqIVztSUImuFW10d3IDdNu4MbpN1LvSo+uD+N/G8/C3Qv5YM0HyZ5KUonEUu7xCuEJ/pZfl9eVxJkIBIIDmerqas466yzOP/981q5dy/Dhwxk9ejRer5dLLrmESy+9lE2bNnHccccxduxY/X1XX301119/PevWrWPQoEE8+OCDre6roqKCP/3pTzz44INs2LCBwsJCHn/88Xh+vJRCWDyDEEoUBvLl+i/Jz8jntBLzkpEa3Y3663p3fVpYEDVSOV40GGZbuMM9b8Df0mcmbq+biSsnckzXYxjcaXBc9mEmRuEpwg8EgrZJlt3KqkfPTNq+w+Hbb7+lsLCQ++67D4AHH3yQo48+GoClS5fSrl07li1bRk1NDevWrfONn5VFU1MT7dq147XXXsPr9ba6r7y8PLZu3UpeXh4LFy7E6XT6jdnWERZPIxHokG0123jo14eizkqORKQI4kQSIyviJbI+Xfcp/178b6747oq4jG82wuIpELR9JEki22FLyr9w4zu3bdvml0Xevn17LrvsMiwWC88//zxFRUXceuutVFVV4fH4PFYffvghM2bMoFu3bpxwwgksXrw46PjGvvWyLDNu3Di6d+/OuHHjcLvdfmO2dYTwjJL9TftNHU+WZdZUrKHOHf+M+nghspLDJ14xnhsqN8Rl3HghLJ6pRUVjBav2rRLfheCAo7i4mM2bN+t/19bWMmjQID766CNeffVVVq9ezcKFC7n++uv1berq6qirq2PatGlUVFRw4oknct111wGK2DaKyYULF+qvP/jgA2bOnMm2bdv49ddfGTVqVAI+YeoghKeBhCYXBYi02dtnc+nkS/nDN3+I+65Fhp+C6a72CIS3V27dHXMgYLRyCotnctjbsJeP13zMn3/4M6d8cgqXfXsZ1/1wHdtqwk+WEwjSnXPPPZfKykqefPJJtm3bxuOPP47H4yEnJweAqqoq5syZw1133aVf671eL+eeey6TJk1i7969WCwW3dXeo0cPVq5cSWVlJbt37+bZZ5/V91VbWwsosZ5TpkzhscceO6AMN0J4Jgk5QHh8X/o9QEJqiMaLeAnadBtXED7C4pkcdtXt4v3V73PNlGs49ZNTeXz+48zfNR+v7MVmsbFkzxIumXwJkzdOPqBuiIIDl/z8fL7//nsmT57MgAEDmDdvHl9++SVnn302559/PkceeSQ33XQTf/nLX9ixYwe7d+8mLy+PSZMm8cQTT9C3b18mT57Mq6++CsApp5zCWWedxeDBgxk1apRf8tDVV19N//79GTBgAI888gg33ngja9asobGxMdT02hQRJRdNnDiRa6+9ttnyd955h6OOOoprr72WDRs28Oc//5l//vOf+o19xYoVIdelIuJCK4iGthy365W9TFg2gSEdh5ha5suvnJKweMaV7bXbmb5lOtO2TGNp+VK/dUM6DuH0nqdzWs/TkJC4f/b9LNmzhPtn38+sbbN48NgHyXfkJ2nmAkFiOOKII5g7d26z5e+//77f33fffbf++pJLLuGSSy5p9h6LxcIHH/hXetG0RX5+Pj/84F9e6uGHH/b7++STT6a0tDSS6acNEVk8r7jiCiorK/V/ZWVldOzYkWOPPZZRo0YxdOhQFi5cyKpVq5g4cSIATU1NIdelGokUw3IKC+9oSTfBnkxXe7qxtmItL//+MuMXjDd13HhaPB+f9zj3zbqvTX8vrbG1eitvLX+Ly7+9nLM+P4tnFz7L0vKlSEgc0fkI7h12L1P/MJX3z32fMYPGUJxXTI+8Hrx95tvcevitWCUrU0qncMk3l7Bg14JkfxyBQNAGiMji6XA4cDgc+t+vvPIKF198MatXr6aqqornn3+e7OxsnnzySW699VauvfZapkyZEnKdwEeqFK8/kEhmOaV0o8nTBEBVU5Wp48Yrq73B3cDHaz8G4PYjbqd7bnfTxk51NlVtYlrpNKZvnc6aijX6cotkYWiXoYpls+Q0Omd3DjmGzWLjpsNu4rjuxzFu1jjKasq4/ofruW7Qddx6+K3YraLQv0AgiI6o63g2Njby73//m/nz5/Pf//6X4cOHk52t1JwcMmQIq1atApT6V6HWBaOpqYmmpib97+rq6minGDGaEAlHQKSzFUWq3hWfceMyqiCVMLtWa7wsnjXOGv319trtbVp4yrLMhv0bmLZlGtO2TGPDfl9lA6tkZVjXYZze83ROLTmVjlkdIxp7SKchfDrqU57+7Wm+3PAlb614i7k75zL+xPH0btfb7I8iEAgOAKIWnh988AHDhw+nV69eVFdX07u37yIkSRJWq5XKysoW17Vv377ZuE899RSPPPJItNNKWxIa81q5ufVtokDeszou48YLs4+5fAC0wWxwN+CVvVgkc/IS4xXjaRSeO2p3mDZuqqCVX9PEZml1qb7OZrExvNtwzuh5BqcUn0JBZkFM+8qx5/Do8Y9yYo8TefjXh1m1bxWXfXsZY4eN5ZL+l6R0vL5AIEg9ohaer732mi4QbTYbGRkZfuszMzOpr69vcV0w4Xnfffdx11136X9XV1dTXFwc7TSjImWsmd4UmUe4NFTEZ9x0aS/p9UAbvQkbvQCN7kbTOmolwuLZ1oRnvauee3+5l5nbZurLHBYHxxUdx+k9T+ekHifRLqOd6fs9vefpDO44mAfnPMj8nfN5dO6jzNo2i4ePe5jCzELT9ycQCNomUQnPDRs2sGHDBkaOHAlAYWEhK1as8NumpqYGh8PR4rpgZGRkNBOqiSLl4iwb9kFOp2TPIvlUpUc9wTR7TIgaM1u5xivGs9rpC9HZXrvdtHGTzd6Gvdwy/RZWV6zGbrFzUo+TOL3n6YzoMYJcR27c9981pysTTp/Ae6ve49+L/83PZT+z/JvlPH784xxfdHzc9y8QCNKfqPxln3zyCeeddx52uxJgPmzYMObNm6evLy0tpampicLCwhbXpTW1u00dLpGiN251MeNlKXbHp7aZ+clFBwb1rvrWNwqThFg869qGxXNT1Sau/O5KVlespjCzkP+e9V/+dcq/OKfPOQkRnRoWycI1A6/hg3M/oE+7Puxt2MtN029i/G/j9SQ0gUAgCEVUwvP777/nlFNO0f8eMWIEVVVVvPvuuwCMHz+ekSNHYrVaW1yXqoSVndxQGf+JmMisbbPivo90E16mx3iaOlpqYQw/MTPBKF4Wz7bmal+8ezFXfXcV22u3U5JXwntnv8fgToOTOqdDCg/h4/M+5k+H/AmA91e/z+XfXs66ynVJnZdAIEhtIhaeDQ0NzJ8/n2OPPVZfZrPZmDBhAjfddBNdunThs88+Y/z48a2uSzXiHSTv9DhDxo/Ge9+3/HhLXMcH4hbfGK8jkwqhFRbTrcTxl7/17vSyeO6q25XWXZF+KP2Bv0z9C9XOaoZ0GsJ757xHSX5JsqcFQKYtk/uPuZ+XT3uZwsxCNuzfwOXfXs57q94TbWEFApTGOyeffHKypxE2J598ctxrrUcsPLOysmhqauKQQw7xW37hhReyfv16JkyYwOrVqxk4cGBY61KRsMopRXiD39uwl2HvD+P/ZvxftNMSpDjRNAUw3e6/b6PZIzYjXq52lyc+Fk+P7GFP/R7Txk4k7658l7Ezx+L0Ojml+BTePOPNlEzkGdFjBF+c/wUjeozA5XXxzwX/5KZpN6XtcRcIzOKKK67g22+/jeg9paWlbbpaRNRZ7cEoKiqiqKgo4nUHAl9v+Bqv7OXHrT8GXZ8K1rdYiVeMZ7xseKlwzG1mHzOTY4+DYaqr3VBOyfg6VozJRZB+tTy9spdnFjzDpNWTALj84MsZd/Q4rJbUDVHqkNWBl059iU/WfsKzC59l7s65/OGbP/DwcQ9zWslpyZ6eIJnIMpj4wBoR9uykVhsJbLwjMFl4CtKDeAmuthzjGC9saXLQjBZ+M13txrjOeFk8Ib3iPJs8Tdw36z6mbZkGwF1D72LMwDFpYQGRJInLDrmMYV2HMW7WOFZXrObOn+/kD/3/wL3D7jWtGoIgzXDVw5NJevC7fwc4csLadMyYMfTq1Yt+/frx2GOPcfvtt3PbbbexYMECbrvtNtasWcNpp53GO++8Q7t2Ssmyn376ieuvvx6n08no0aP58MMPefnllzn//PMBxdU+ceJEZsyY4bevZ599lueee466ujrOPfdcJk6cSEZGBpmZmXoTHe03P3fuXIYPH44syzz77LO89NJLOJ1Oxo0bxx133AEoVtLevXuzZ88ebr31VubNm8fWrVsBcLlcPPDAA7z33ntkZGTwz3/+kz/+8Y8A7Nq1i2uvvZZZs2Zx1lln4XQ6YzveYWBOFei2RpqIgZQjzWI8UwFrGp5scctqN9HiqQnPLFsWkD7Cc3/jfv4y9S9M2zINm8XG0yc+zbWDrk2c6NyzBv53D5T9FtMwfQr68P457ytzR+Lz9Z/zx2//yJbqLSZNVCCIDz/88AOvvPIKzz//PBdeeCH79+/n7LPP5txzz2X58uXU19dz9913A0rS5VVXXcVjjz3G+++/zyuvvMJPP/3kl3wdjDVr1jBu3Dg+/vhjFi9ezIYNG/S4yt27d7N06VIAKisrqaysZNiwYQBMmjSJp556io8++ogvvviCBx98kNmzZ/uNffHFFzN06FA+/PBDfdn48eP5/PPPmTZtGv/5z3+4+uqr2bxZaSRzyy23YLVaWbZsGYMHD2bu3LmmHMeWEBZPAxFZAtNPL8SfMNzGbq8bt9dNpi0zARNqhRRQtNY0PI/ilVwUD4vnQe0PYmn50rSo5bmtZhs3T7+Z0upS8ux5/PvUfzOs67DETUCW4Ys/w67lsOANOPQCOO0f0KFvVMPZrXbuGnoXJ3Q/gftm38eW6i08OvdR3jzjzbSw3gpMxJ6tWB6Tte8I2LRpE+vWrdMtmpMmTcJut/P3v/8dSZL4v//7P6666ioAysvL2bFjB3/84x9xOBzk5eWxd+9e+vfv3+I+MjOV+19TUxMlJSXMnz9fX9euXTvy8/MBKCgo8Hvff//7X2644QY9ufu8887jm2++4YQTTtC3Oeecc/jb3/7W7H1jx45l0KBBDBo0iCOOOIIpU6Zw4403MnnyZObNm0efPn34+9//zmuvvRbR8YoGYfE00lSr/N9GsjE3V21m9b7UamM56stRDHt/mKlWs2hJhRjPdLR4pkU5JZciPA8pVJIgU72W58p9K7nyuysprS6la05X3j373cSKToB13yui0+oAyQKrvoaXj4Ep46A++q5kR3c7mnfPfheHxcFvu35j9vbZrb9J0LaQJMXdnYx/ET7kXH311broBNi+fTvl5eW0b9+egoICLr30UsrLy2lsbKRDhw4UFBQwd+5cNm7cSFVVFf369Wt1H7169eLNN99k3LhxdOjQgcsuu4y9e/e2+r7t27fz4osvUlBQQEFBAV9++aXuTtf461//GvR999xzj/6+RYsWsXXrVsrLy3G73Xp3SIvFQq9evVqdR6wIi6cBSW35mIye2/GwAJz/lRJjMuuy+NfwDJdttUoXopX7Vib+xpqCpE2Mp8GanU4F5A8uPBhIbVf7rG2zuHvm3TS4Gzio/UG8ctordMnpkthJyDLMfFp5feytMPhSmPYQbJgO81+F3z+AEffA0TeAPXJvRVFuEaMHjOadle/w/KLnOa77cSmdKCU4cMnJ8Y8H7dGjB0cddRQfffQRoFwLq6qqsNvteL1ehg4dyjnnnIPb7Wb8+PF06tR6t8Ft27YxZMgQFi1aRGVlJZdeeimPPfYY//nPfwBFAGr7MmqDHj16cP3113PJJZcAisU0MHEpcP7a+x577DGGDx8OKGUx8/Pz6dixI1arlR07dtC5c2dkWaasrCzcQxU1wuIZJS2VU/qh9Af+/MOf2dvge4JZuW9lIqYVlN31AZnOrYjcvQ17+WbjN5F3IUkz91kquPtsaWjxjJur3SSLpyzLelb7Ie0Vi6eZtTy9ste0sT5f9zm3/3Q7De4Ghncbzn/P+m/iRScoAnPHEsUteext0GUgXPk5XPUldBkETVUw7e/w0jBY/hl4I/cKXT/4evId+WzYv4FvNn4Thw8hEJjPueeey5YtW/jtt9+wWq189NFHnHXWWciyzKxZs6ioqGDhwoVs3bqV//u/8Molrlq1irPPPps5c+ZQV1eHJEl4Db+pbt26kZOTw+TJk9myZYve/fGaa67hww8/pKamhvr6em644QZefvnlVvd3zTXXMHHiRFwuF/v27ePiiy/myy+/xGazcfbZZ/PII49QWlrK+PHj2b49/mFJQngaUXVIrFLgnpn3MH/XfP752z/1ZVqGakgaq1tebyotC67R/xvNA7Mf4D+L/xPZsPFqmRknpChunmZjSa9DBsSvnJJZwrPR06gLw97temO32PHInuYPYFEy7pdxHP/h8byx7I2oW0TKsszLv7/Mw3MfxiN7OL/v+bxy2isJbX1pmAzMUJt6DLsecjr61vU9FW78BS54BfK6QdVW+Px6ePNUKI3MZd4uox03DLkBgJeWvGTqeSQQxIuCggK++eYbnnvuOQ455BC+/PJLvvnmG2w2G0cffTTl5eWccMIJdOvWjfz8fB599NFWxzzjjDO48cYbufTSSznooIOQZZkHHnhAX2+323nzzTe5+eabOfTQQ/nqq68AGD16NJdddhnnnnsuxx13HL179w5rf3/7298YPHgwJ554ImeddRbnnnsuN998MwCvvfYadXV1HHbYYcyfP19PZIonwtVuwOyYvypnVfj73rnM1H3HghYP93PZz9wz7J4kzyaOOUD1++I1ctiki8XTr5xSirvaNTe7VbKSY8+he253tlRvYUftDopyY68l/Hv579S763lxyYt8ueFL7h12Lyf1OClsC7rL6+KRXx/h641fA3DDkBu47fDbkmeB3/QzbF8Itkw4rnl8GBYrHDEaBl4Ec1+GOS8o1tGJ58LB58DIR6DTQWHt6k+H/IkP13zI9trtTFo1ib8M+Yu5n0UgiIFQHXuGDRvmlwCk8fTTTzNy5EieeOIJHA4H06ZN47bbbuOhhx7StxkzZgxjxoxp9t5HH320RdF4+eWXc/nll/stkySJe++9l3vvvbfZ9r169QrZGdFut/PMM8/wzDPPNFtXVFTE1KlTQ84jHgiLp+CARTIxizpa0iXG00jc6niaZPGsblK8B3mOPCRJonuOUj/QrMx2TYRn2bIoqynj9p9u5+Yfb2Zz1eZW31vrrOXW6bfy9cavsUpW/nHsP7j9iNuTJzplGWaosZ1HXQe5nUNv68iGk8bCX5co20pWWPsdvDIc/nc31Ja3ujuH1cHtR9wOwFsr3qKiMfqkJYEg2Vx44YWsXr2agw46iB49evDUU08lJCs83RHC04CkHg6ztcCuul1h7DsIaea6jhfx61wUeuTJGyczadWkOO3ZR1pmtbtSO6tdy2jPc+QB6B2LzEow0qwKL5/2MtcPuh6bxcac7XO4+JuLeX7h89S56oK+b0/9Hq794Vrm7pxLli2LF099kUsOusSUOUVN6SwomwfWjODWzmDkdobz/gW3zIWDzgbZAwvehBePgF+eBWfLDyZn9z6bQzscSp2rjteXvm7ChxAIksPQoUOZN28etbW1NDY2smzZMi699NJkTyvlEcIzztS56jj9s9Nb3zCBBo9wdxVpP/r0I/SRuH/2/Ty94GnKaszP8DO6Q8yu45mIElHxSi4y29WuCU/NvW6axVP9/nLtudw59E6+uuArTiw6EbfXzTsr3+G8L89j8sbJeA1l2TZUbuDK765kTcUaCjMLeefMdxjRY4Qp84mJmWoc+tBrIL9bZO/tdDBc8RFc8y10OxycNfDTY/DSUUoWfIgYaotk4e6hSgHuT9Z+IorKCwQHGEJ4GlHdXXIYbq9wb++pWbg6+dnckZDM2dY6a00f0yhIlmVm8OGaD1vYOjIS8bBganKRu1F/bVYBeS2jPW4WT/UYa+7xnvk9eWXkK7x82suU5JWwt2Ev98++n6unXM2qfatYsGsBV39/NTvrdtIrvxeTzpnEwI4DTZlLTJTOUSyeFjscf0f04/Q+Ef7yM1z8BrQrhurt8NXNMGEEbPw56FuO7na0ItZlN/9e/O/o9y0QCNIOITxThFQoZh4rDSa2PEwELbna48WKvSs49dNT/Zal243XzOQij8fXF9htlqtdtXjmO5TuH5rF0yzhqT04BP5mR/QYwZcXfMkdR95Bli2LpeVLufzby7lh2g3UOGs4vNPhvHf2exTnFZsyj5j5RbV2HnEltOsR21gWCwz5I9y2UEk2yshXitG/dyFMugR2r2r2lv8b+n9YJAvTtkxjafnS2PYvEAjSBiE8/Qhf/LV1JzQQMkMuFJNq18dt7LbCHT/f0SyhotFg9UsHzO1cZEguirI0USChXO2763eb4s4PtHgacVgd/Hnwn5l84WTO6X0OMjJur5uRJSN544w3KMgsiHn/plD2G2yaARYbnBBe7cGwsGfCCXfCX3+Ho29Uxt8wDV47Hr65HZpq9E37t+/PBX0vAOD5hc8fsNcEgeBAQwjPA4EY2t21ZZJhZQ5W99Eje/B4E98tK1oaPY2mzddtcK+7TXK168LTrgjPDlkdcFgcptXy1ASSpYXLZ5ecLjw94mkmnTOJJ094kmdPepZMW+Qdf+KGFtt52J+gfU/zx8/pAOf8E279DQaMUtoQL34XvvMvA3Pr4beSac1k8Z7F/FwW3C0vEAjaFkJ4GohHSZNYxI1pFoCAepUp0LAHGiqDLt7fuD9hUwjH1W72OWGM7zRiXp/y+Hy5geeiWVZPP4un19nCluETaPG0SBZT4zxbsngGclinwxjVd1RqtYfcvkixQkpWOPGu+O6rQ1+4bBKM/kz5e+mHigtepUtOF6469CoA/rXoXyb+DgQCQaoihKeRSERGOrmFmn2uFFCeVduaLfpi/Rec+PGJvPr7qwmaROKPQ6iHCadJoitRQSBmZba7jFntcUouAl+CkRnJfnqMZ0o8wUXBTLWI9JDLoLBPYvbZ/3QYeDEgKz3gDVw36DraZ7SntLqUL9d/mZj5CASCpCGEpwGjdTLR8UapmFwUzwzpYDftR+Y+AsArS1/x3zZOxyYZR9wjB3dROz1mCc/EYJrFMw4tMwMtnmBuZrtu8UzB32yr7FwK66aAZIET707svk/7u5JBv/En2PCjvjjXkctNh90EwMu/vxyyDqpA0NY4+eSTQ3ZLassI4emHyTcStznJEm2RYMI+Xjdyj9fDl+u/TIl6gaEeaMwqJRQvAh9CzMpsj2cdz3xbNrgVQW9mLU/tO0xL4anFdg66BDr2S+y+C/vAsD8rr6f9w6/O56UHXUpJXgkVjRX8d+V/EzsvQdyRZZl6V31S/omktdRD9GoPgYwc+41l77qwx0jFW1iia5CGOlaxWl4/WfcJT85/EoDl1yxvZevw5hQt8Y7xTJQYMsvVHpfORZrF8/v7obEJbltgattM7Xy0SGn23L5rBaz5FpBgxD3JmcNJ9yrF5Xcvh+WfwGFKL2q71c4dR97B3TPvZuLKiVx60KV0yu6UnDkKTKfB3cAxHxyTlH3Pv2I+2fbssLZdsmQJt9xyC8uXL+ewww5jwoQJDBw4kBUrVnDTTTexfPlyjj/+eCZMmECPHj2YMWMGY8aMobS0VB9DkiQ2b95MaWkpY8aM4cUXX+T222+nurqaRx55hL/+9a/cdNNNvP660rVr5syZXHvttdx4440HTLvNNLtyxpdIYrbCEkNed/iiKYHxYqkhcoMclzhNbNHuRUGXJ+M4eAkuPM1ytSeq25R5Fk+P4bXJnYv2boTKzVCx2VRXe6g6ninPL2ps58CLlK5DySC7EE5Uyzf9+Bi4fKXETu95OkM6DaHB3cCrSxMV5y0QKFRXV3PWWWdx/vnns3btWoYPH87o0aOpra3ljDPO4PTTT2fZsmUUFxdzwQUX4A3RmcvIvn37GD9+PP/73/945JFHGDt2LA0NDfzrX/+isrKS448/npdffpnKykr+9a9/JeBTpgbC4hktJgvFWEfTbobhWWFS84YZ6kYe6w0+lJUxGYSai3nJRYkhPjGeJtTYlGWf8NRuDBWbKCoeCii1PF1eF3aLPeZ9pVVy0Z7VsOpr5fWIscmdyzE3wW9vQPU2+O11vWuSJEncPfRurvn+Gr5Y/wVXDriSPgUJSn4SxJUsWxbzr5iftH2Hw7fffkthYSH33XcfAA8++CBHH300kydPJi8vj3/84x8AvPjii3Tq1Inffvut1TFra2t59dVXGTRoEAcddBB33HEHe/bsoWfPnmRlZWGz2cjOzqagoCDqz5eOCIunAeONxIy4kERZRDxeDxd/fTF/+t+f0jqeJV6uy1Q6JvEvpxQfmsV4muVqNyRbuU3ofNXgbtDHydeEZ+VmvZanV/ayuy62Wp56jGc6Cc9fngVkGHA+dDk0uXOxZ8GpDyqvf3nOr87wkV2O5NTiU/HIHv61+MCxALV1JEki256dlH/h/k63bdtGr1699L/bt2/PZZddRllZGb1799aXZ2Rk0L17d8rKypqNUV/vf11s3749hx12GAAOhwNIrftRshDC0w/zyylJ1TujnEv47Krfxcaqjazat4pGT+tdcP62JfklS4IdvrglF4XIJE8l2eA0LREtQTGeZrnaDd+Ny4Si9Jq104qFLO0kq9hsai1P3buQLpfP8nWw4nPldbKtnRpDLoMug6CpShXFPu4YegdWycqMshks3LUwOfMTHHAUFxezefNm/e/a2loGDRpESUmJ3/LGxkZ27NhBSUkJkiTh8fiuWwsX+p+v+fn5Le7TYrEckEI0Ta6cice0WLkwb9DRiK4dtTtYsGtBxO9LVeJlQQr1w04l4ekyrf95Yi5i5rnavYbX5gnPPGuG7/ut2ASYV8szkgLyKcGs5wAZDj4Hug1J9mwULFY4/VHl9W8ToLJUX9WnXR/+0P8PADy/SLTSFCSGc889l8rKSp588km2bdvG448/jsfj4dxzz6WmpoZHHnmELVu2cMcdd9C/f3+GDRtGjx492LlzJxs3bqSuro6HH344on3269eP6dOns3PnTqZPn+4nYtsyQngaSL0bScsX3DM/P5PrfriOZeXLEjQfM0nczSRUQk8q4TLJdZ0oTCsgb7R4muBqr3GpwtPi8C2sVKwVWkmlHXWxWTzTqpzSvo1K9jikjrVTo99p0OcU8LqURCMDNx9+M1m2LJbvXc7ULVOTNEHBgUR+fj7ff/89kydPZsCAAcybN48vv/ySvLw8fvjhB6ZOncrgwYPZunUrX3/9NRaLhb59+3LnnXdywgkncMIJJ/Dggw9GtM+///3vbNmyhd69e3PzzTeHlbDUFohaeI4bN45Ro0bpf69YsYJhw4bRvn17xo4d6/eU2tI6gUIst7CZ22aaNo944fK4Wu3vHa8beai4ylB7S8b56XSZY0GMF4HHxAxXuyzLfhZPGWLuAa9bPCVD3mTlFvB6THO1p5XFc/bzSp/0/mdA0ZHJnk1zTn8EkGDFZ7B9sb64Y1ZHrh10LQD/XvzvlK9zK2gbHHHEEcydO5eamhpmzJjBIYccAsDgwYOZM2cO1dXVTJkyhR49eujvefbZZ9m5cydLlizh1FNPRZZlevXqxcknn+xXZgnQ12kUFxcze/ZsGhsbWb9+PXZ77EmP6UBUwnPFihW88sorvPDCCwA0NTUxatQohg4dysKFC1m1apVejb+ldamH73CY5WoP5+YUa2LJ/zb9L6b3x5smTxMnfXwSl0y+pMXtQh2rWG/v6eBqN0t4JsoKZ4arPVjsbay/Ba1dZr7xOHhdULXNtCLyXnXelr3rYxon7lSWwtKPlNcj7k3qVELS7TAl3hOUVpqG3+o1h15Dx6yOlNWU8cm6T5I0QYFAYDYRC09Zlrnxxhu588476du3LwBTpkyhqqqK559/nr59+/Lkk0/y1ltvtbruwKB1IfD5us/D2i76GSRXYq2tWEuNq4YN+zfoy4IJ+9AF5GMjlnJKibJqucJICksqNbv8/jTD1R6sbmestTx9pZQCzppK82p56iN/e7dfHcqUY/a/wOuGvqdC8bBkzyY0pz4A1gwonQXrfW71bHs2txx+CwCvLX1N/24FAkF6E7HwfOONN/j999/p3bs33377LS6Xi6VLlzJ8+HCys5XuAEOGDGHVqlUALa4LRlNTE9XV1X7/EkYcREY4btvyhnLT95v6ND/W8RJ56RDj6TQpWSdeBeTlhkq/vxtMsNAGE5mxWjz1dpmBQfoVm3WLp1bLMxqMv2fL3rXw02MtbJ1E9pfBkveV1yf9LblzaY2CEhiu9Gpn2kPg8Z0XF/W7iN7terO/aT9vr3g7SRNMHh6vR4SmCdocEQnP2tpaHnzwQfr378+2bdt4/vnnGTFiBNXV1X51riRJwmq1UllZ2eK6YDz11FO0a9dO/1dcXBzlR4scP4tbq7/11LwYpOJFKpglM5jEjJdlNh1c7a4Uj/EMJOUtnlpMYJ5i5aRiEx0yO5BhzYiplqdR2EsAc1+CjT/HMOM4MecFJcSg9wgoGZ7s2bTOCXdBVnsoXwNLP9AX2yw2/u9IpdPRe6veY1fdrlAjtDnqXHWc/cXZ3D3z7mRPJSpS8V4kiB0zvteIhOcXX3xBXV0dP/30E3//+9+ZOnUq+/fv5+233yYjI8Nv28zMTOrr67HZbCHXBeO+++6jqqpK/xesSGs6IYVZFD2YtS9R7Q/jTZWzKqzt4hXjGamrPRnH3WVSy8xEyWkzYjyNBeMdqmvcLItnnkuti6ol1FRuRpIkuuV0A6KP8zSeS1LRUcqLr272K4KedKp3wOJ3ldepbu3UyCrwZd3//CQ46/RVJxefzNAuQ2nyNPHy7y8nZ35JYE3FGnbW7eTnrT+b1k42EWgJMqHu8YL0RvteY0mEiqhl5rZt2zjmmGMoLCxU3myzMWTIEEpLSykv93cX19TU4HA4KCwsZMWKFUHXBSMjI6OZUE0chs5FpomPtiEeY+GemfeEtV2qZLX7b5MYIedM9RjPAMzIatdupjZZxoGMEynmG6yWXJTnVIVx9yNgzbdQUQooJZVKq0ujjvP0s3iecj/87x7YtwG+vRMu/W9cwnUiZs6/weOEnsdDrxOSPZvwGfZnmP8a7N8K817RhajWSvOK767g6w1fc+WAKzm4MEm95hOIZt11y2521u2kOC9x3r9YsFqtFBQUsGfPHgCys8PvHiRIXWRZpr6+nj179lBQUIDVao16rIiEZ3FxMQ0N/paOLVu28Nxzz/k1uC8tLaWpqYnCwkKGDRvGm2++GXRdqiF+G/GhzlXXbFkirYqhhWfqfOHmdS6K13E1v2WmJjLtsoxNNtni2VSrLChSerRTsQlkOeYi8kY3k+TIgT+8CW+OVPqg//4BHDE6+smbQc0uWDRReX1Simayh8KWAaf9Az6/Hmb/G44cA7mdABjcaTBn9jqTH0p/4F+L/8VrI19L7lwTgDGsoKy6LG2EJ0DXrl0BdPEpaDsUFBTo32+0RCQ8zz33XG6//XZee+01zjvvPL744gt+//13Jk2axMMPP8y7777L1Vdfzfjx4xk5ciRWq5URI0ZQVVUVdF3KEYHyDCfOIVwJIKWUBEocb694m8W7F/OvU/6F3WKPn8UzDZKLXB6zhGd8scsyLkkyVXjaZGVcMDG5yK2O0+0wQAJXHdSVx5zZbnxgskgWxaJ6yv3w46Mw5V7oeRwU9m5hhDjz63/A3QjFx0Dvk5I3j2gZeLESN7tjCcx8Gs71tdO844g7+HHrj8zZPoe5O+ZybPdjkzjR+GMUnltqtnAcxyVxNpEhSRLdunWjc+fOuFyiBmtbwW63m6LdIhKehYWFfP/999x9993cdddddO3alY8++oh+/foxYcIErrjiCsaOHYvH42HmTKWouc1mC7ku1ZDi4GpPtIthXcVaDu9yREL3GRUy/GuRYiWfVjqNc/qcE79jFeKrTKkC8qbFeMYJ9Zhke71UWa2mZrXbkPULkXnllLxgdSgJK+16QFWZX2a7KRZPSb0AH38nrJ8OW3+FL26Aa6eANaJLqznUlsMCtVTdSfempwvHYlFaaf53FCx6B465CTr2A6A4v5jLDr6M91e/z78W/Ytjuh2jiP82yq56n/DcWr01iTOJHqvVmppGJkFSifhXO3z4cObMmUN9fT2bNm3iwgsvBODCCy9k/fr1TJgwgdWrVzNw4ED9PS2tSy3Cv1CbLZLMGu+q769mU9UmU8ZKFFqiSrwsnsEKlYdLomzRLq85Fs94zzdbFV5OrzNm66SWXGSTZdMtnnleWRGdkuSzQFZs8lk8o2yb6ZdcpIkeixUufh0y8mHbb0q3oGQw9z/gblDCC/qelpw5mEHvEdD/TKUG6Y+P+K26cciN5NpzWV2xmu82f5ekCSYGP1d7TXon2QoERkx9XCwqKuKCCy6gU6dOEa1LRVq1eqVwqYile5b6xzWmieUjbnU8YyggnyhSvSWgdrZnG3oJx5rZ7rN4Ku5247JokGXZ3+KZ1V5Z0V4VnpU+i+ee+j0xH3PJYrDkFJTAuc8pr2eMh20LYxo7Yur2wW9qLP2INLV2Ghn5MEgWWP0NlP2mL26f2Z7rB18PwIuLX6QpTUJUosEoPLfWpKfFUyAIRtv1U0SBfx3P2IVl2Jf+is2RbN0qD/36EJd9e5lp48UDYyiD3vs6wZGuqXRrdpokPOOdtGWXwaZeNmJ1txuz2nWLZwzHocHdoFtR/YSnbvHc7FfL0+jKDBfjQ4wl8PI5+FIY9AeQPfDFX0BLcEoE815W4li7DoGDzkzcfuNFl0PhcDVRa+qDftfjKwdcSZfsLuys28mHqz9M0gTjS4O7gf1N+/W/t9Vsw+ON3nMjEKQSQngaiYuVIIwxq7eZLoLWVKwxzCA5EuvRuY+GVUop3sIzUld7Mup4Or2pXsdT+44gy6LW6YsxwUhzq9tkJc4T/Gt7RopWSsmGhSxZNgjPPsr/FZuQJCmmBCO/ckqB8YWSBOc+D/k9lCz6H+6L/ENEQ30FzJ+gvD7pb+lv7dQ45QGwZUHZfKUklkqmLZPbjrgNgAnLJ1DVFF6d4HRCa3CQZcvCbrHj8rrYXR9d0wOBINUQwtOA0dUrJ9A9m+yc9gdnP8j3m783dUyP18On6z7lh9Ifwn9TmIdhwa4F7G3YG/aw6eBqd8YY2xhvjKEn2RYlcSZW4WlMLrKrw8di8dTd7Ba7ciplqSXbDK52ICbh6RfjaQly+cwqgIteAySliPvqyRHvI2Lmvw7OGugyCA4+J/77SxT53eA4RWAy/WEwnBuj+oyif/v+1DhreGPZG8mZXxzRrPFdc7rSI68HINztgraDEJ5REn7mc3jbBRWfJhnelu1f3+L6rzd+zdhfxra4zcQVEznzszPZWbvTnEkZ0I5lOAJ89vbZXPfDdYz8dGTE4wcSVgH5BFmPXGnUmSQLJbYx1iLyxnJKeh1P2QThKakZ5VkFyv+aq71+HzRWUZQTW2a7hp7VHkjvE+H4vyqvv/mrUlszXjRWwbxXldcjxipZ4W2J4/4K2R2VIv2L/6svtlqs3D1UaSX5wZoPYv4uUw0tvrNrdldK8kqA9M1sFwgCaWNXKUEwHl45IeYxnlv0HDvqdnDG52fE7SIfjsibs30OEJn7PFQdz2Rbmo2YJzzjHyaQrbqYzUousssydmKP8dSFp3ZZ01ztGXmQoyY1Vmw2zeJpsbRQJuaUB5V4y4YK+PzPsGkG1MahmPb8CdBUBZ0OgQHnmz9+ssnMh5PHKa9njIemGn3Vcd2PY3i34bi8rjZn9dSFZ05XvXC8yGwXtBWE8DRiiNkyr5Zj2zvEf5/z97iM2yxZIwjRxF9G+l0mJcYzhtjGRJMtK4I9Zle7bKjjaUJWu94uU+37rgtPCJrZHs0DlF+MZ0vnq82hdDWyZULpLHj3Ani2P/yzL0w8D767Fxa+A1vnQ2N1xPMAFBE29yXldVu0dmoMHQOFfaGuXCmQryJJEtcNug6AGWUz0iKkJlyMwrMkX1g8BW2LJFQ5FqQ7FQ0Vpo6nu9rDsHhG80AQS6/2ROEyKWM1XlZc43HPUv83L6vdnM5FvlJK6rE0Cs/C3kqNzYrNdO+shGlEU8vTP8azlcLYnQ6G0Z8qMZh7VisJR/V7FSFaOst/23bF0HmA+u9Q5V/Hg8CeGXr8396Axv3QoT8MvCjiz5I2WO1KeaVPrlKE59BrlfhP4KguR5Fty2Zf4z5WV6xmYIdUrREdGcYYzy7ZXQAR4yloOwjhacC/nJK/WNlVt4sn5j3BlYdeyTHdjjF5v22PeFkNoxk3FuGZKHd86ls8tThcWa/laVZykRVfr/ZYLJ7N2mX6CU9fZrvmat9dtxuXx4Xdao94X5Ish5c93nuE8g/AWQ9718GeVeq/1cq/6u1KZ6WqMlg/1bATi2Lp6zwAugz0idL2vZW2mH7WzjbeHWbAKOhxtPLwMOMpOP9FAOxWO8d2P5Yft/7IrG2z2ozw1LLau2b7XO3barbhlb1tuluT4MBACM8weWjOQ8zdOZcZ22aw/Jrlpo+f6NaaySe6Op5mWjxTCVcazFFDE56mFZCXQZN+plg8XWpR8aCu9lK9lmeTp4lddbsozi8Oex/auSSBX2hOWDiyofvhyj8jDZWwZ42/IN29UrFm7luv/Fv9jW97awbkdlGSpQr7KLVD2zqSBGc8Bm+fCUveg+G3QOdDADix6ERFeG6fxU2H3ZTkiZqD0dXeLbcbNslGo6eR8vpyuuR0SfLsBILYEMIzJP4CJ5pi0xCboExGrKFZRDP3UMfKuDQqi2fI5KIQJOGwu2Jo62kkEVPP9njAGntWu6+Op0kWT5cqPJ2qIA50tQNUbNZreW6u2sz2uu0RCU/twUeRnCY9LGa1h57HKv98O4La3YoA1Syje1ZB+Rpw1UOV6nYdMTY5feGTQclwOOQ8pabn9Ifhio8AOKHoBACWly+nsrGS9pntWxgk9al11lLrUpoPdM3pis1io3tud7bWbGVrzVYhPAVpzwFyxQoPY0Fos0RfuKMcuPZOH6EsnrF+E+YlisUPZwhxnCoYj2CWx6UIT9PqeJoc4+lWi/EHc7VXbwdXoy48I81s97suxNPlKUmQ11X518/Qd93rhf2lihD1uttmJntLjHwY1k6BdVOgdDb0OoEuOV04uP3BrK1cy5wdczivz3nJnmVMaNbOPEce2fZsAIrzixXhWb2VYV2HJXN6AkHMiGCRKDFTyrxavZJ0aoZmdliA7mpPcHJRWCToicCZ8q52X+eibLXkkXmudll/AjYnq90LklUpo6SR3QEceYAM+7dEXctTVsMMLDLJ6RBksSgi+pBz4dAL2k6XonDp2B+OulZ5PfXveivNE3ucCMCsbbNCvTNtMCYWUbMbnHW+Wp4iwUjQBhDC04/kdC4CWOqqTOj+4k4E+jCSAvKJTi5KFK40CqvIVmMoYy4gLxvqeJpo8czX+rQbRZkkQWEv5XUMtTxlPcZTjq/FUxCak/4GjlzYsRhWfgEocZ4Ac3bMSfue5np8Z0Yh/PswmHgePfN7AqKWp6BtIK6cBiIzHoTbkSj60VKpwLnpRGC5jDXGM9R7Qh3dpNTxNM3VHqe5G8spuRqB2F3tmkCwgSl1PH3llLz+bnYNQ2Z7UZ5i8YxUeHrVWFxx4UwiuZ3h+DuU19MfAXcTQzoNIc+RR1VTFcv3mp/8mUh04YkN3A2wYzHFWWpJJVHLU9AGENfPkPjfwNMhTjBdSWlXe4Jwkx7zhPi42nWLpxmdi7xycOFpLCIfravd+B0Ji2fyOPZWJbN//xZY+DY2i43jux8PwC/bfkny5GJDF56y7/wq8Si/j601W8W9SJD2iCunAb/kogT/tsu9TYndYZxp1WoYRGOGtvDGZvlNB1c7xGbt04i3lVzCV07JvKx2pXsRgNvjjGosWZbDsHj6Mts1V/ue+j0RiV3ZaPE80OIrUwlHDpxyv/J65j+hYb8e5zl7++wkTix29BhPl++8LKrfj0Wy0OBuYF/jvmRNTSAwBSE8QxGoPKO2RoV3c9ruie0m3hYILZqa1/yMhHSxEDijFF2JJks9njFntauCz4aMXf2KXJ7GqMZqcDfgUUVhOK72wsxCMq2ZyMi6hSkctOSiqOp4Cszl8CuVHvUNFTD3Zd3iubpiNXvq9yR5ctGjF49vqtOX2StL6ZajdGsS7nZBuiOunH6EFolSbXQXsjYdp9kCkQhEs1tmzt85n9HfjWZtxVogdB3PkPtIUqKP05u6wtN4TLLVXugxJxd5FCu/0dUercVTy2i3ISnCuCVX+/6tSLJXt3purwvf3a7FeEoypJ7N/ADDaoMT7lJer/ueDlkdGNRhEABzts9J4sSiR5Z9D0Jdaw2Wzb0bRGa7oM0ghKcBo0hsJj7c/q7wxIiT9LDURUWQjxZaeLbwvQThz1P/zLLyZdwy/RagJVd7agmHWOIbNeJ2xmgPBzJkySZ1LlJFptHV7opSeOoZ7ZJN+VaDCc/87mB1gNcFVduiymyXEVntKUVvxb3O7hXQVOMrq7Q9PcsqVTVV0aha/btU7fSt2LeeknxVeAqLpyDNEVdOI37CJyC5KLEzSRlcHheXf3t5XPcRr5aZFU0VEb8nkESK01S2eBrRLZ4xF5BXhScydsnmtyxS9PhO7ZIWTHharNC+l/K6YhNFuZEnGMlqJr7iak+tB5cDkvzu0K5ECYXatpARPUYA8OuOX2MqzZUstPjOwoz2ZFQZHoj2bdB7touSSoJ0RwhPI1IElrWwWxKl981p5raZrNy3MuL3tS72DHGboo4nYI7FMxFoFk+31x3TnDWLpx2LLjyjHU8Xntp5F0x4gl9mu+5qj0R4qp9dSS4Sl8+UoOQY5f+y+Rza4VAKMwupc9Xx+57fkzqtaNDc7F2yOiiWeckKSNBYRYm9HSBc7YL0R1w5/TBIEbMSUmIc56M1HzFp1SRz5hIFZmRah4vZHZE0jRpxjGeM35kU5fvNsXjGxzYfLMYTYrN66q52yYLNYlWWRWml0rsWedTvOpTwDJLZHpGrXTYkF6Xco8sBSrEqPLfOwyJZ9N7t6djFSI/vtOUqC/KLoECxdJa4lWtxWXVZ2iRMCgTBEMIzhWn0NPHE/Cd4esHT7G/cn+zpRERrlsl1dc1v9ma72lt7jxmyodHdSJPHP/432nHTweIpAXbALilCMZY4T01k2iSrweIZo6vdrR7D7FDC01BEPopanpr1XJIRFs9UoWS48v+2heD16F2M0jHOUxeekl1ZUFAMHfoB0KO+GgmJGlcN+5v2J2mGAkHsiCunAT/BkALFvI034SZXXQtbxo94JVE9V/p12PuItnORtm28XO1ur5tjPzyW4z883pQ2fWZYPBMVk5qtCsVYMtv1ckqSBbtq8Yw2Ls8nPNWHgFZd7aW6xbO8vjz8UlayKKeUcnQ+FDLywVkDu1dybPdjsUgWNuzfEHFnqmSj1/BUC8bTrhg69Acgo2IzXXLUDkbC3S5IY8SV00gErt6wt4zBfSwbbupSfUXU48RCIl06YZVTikJ4hn5P6/trScjta9iH2+umydPk53KO9ht3uqOrYZkIAo9glmrxjMXV7jJYPG0WLbkoNuGZ71IFZBiu9sKM9hHX8vR6tQLyctrHb7cZLFbocZTyumw+7TLacXinw4H0KyavWzyd6rWgoBg6KsKTfYaSSiKzXZDGCOFpwL+cUsuEWl/rrPUfM4Z7k1EwJeseF63FMxrBagnjdDRTCJt5SP2+qyjHcLliK08UVwKOe7b6XcXmaldbZko27BbFteiKMqa4xmXoWoQEGe2Cb1hQolgqXXVIdeURJxj5t8wUwjNlKFbd7VvnAfjKKqVZnKcuPBuUmGXF4tlXeb13vZ7ZLiyegnQmIuF5++23I0mS/q9fPyX2ZMWKFQwbNoz27dszduxYP3HQ0rrUI/bkood+fcikuQTc5A4AzLZ4trq/GPdhnK8Z57UrxoLsiSRbPXoxudpV66bVYsWmCs9ok9n822UWgCXEpc2WAfk9lNeVm/WSSuG6ZP1aZgpSB0NmO6DHec7fNb9ZDHaq4pW97K5XuxZVlysL2/XQXe1UbqYkVzl3hcVTkM5EdP1ctGgR//vf/6isrKSyspIlS5bQ1NTEqFGjGDp0KAsXLmTVqlVMnDgRoMV16U9woTFty7SAJTG42g27SFTsXqCASkSh/EjKKUUynXg/5Jj9nThjLMgOias3m6XuKKasdlVk2i2xWzz1rPZQ7TKNFPZS/q+IvKSS71wVpBRFRymlh6rKoGo7B7U/iM5ZnWlwN7Bo16Jkzy4sKhorcHvdSEh02q+ejwUlSma7LQu8bnpasgBRy1OQ3oQtPN1uNytWrGDEiBEUFBRQUFBAXl4eU6ZMoaqqiueff56+ffvy5JNP8tZbbwG0uC4VkQxWEjnCEjxtlURYqKOJ29Sod9Xz15/+yjcbvzF7WkDLVthQFs+QltRWjqXLBOEZLwKPe7b6WczKardZVYunbIbFszXhachs1yyeQaosBMMrLJ6pSUYudFXaZVI2D0mS0q6LkeZm75TZAbsWstWuh2K9V93txWoMs3C1C9KZsK+fy5cvR5ZlDj/8cLKysjjrrLPYunUrS5cuZfjw4WRnZwMwZMgQVq1aBdDiulA0NTVRXV3t9+/AxXizT8ytrrVWoXElLIOn//zeXfUuP5f9zAOzH2h12yh2FzbhxHh65JYz351hxnh+teErJq6YGObMzEX7bNle5cEsNle7cjxsfhbP6KoDVDcp14n8cIRnkCLy4bvaxQNpyqLHefq729NNeHbV4pNzOoFdsXDqJZXq9gNKa82qpqpET1EgMIWw1cyqVasYOHAgH374IatWrcJut3PjjTdSXV1N79699e0kScJqtVJZWdniulA89dRTtGvXTv9XXFwc5UeLkRSIRU2J5KJdy6N7XxRWzGhc1xWNvmz/wMSuaAnXyuufjGb4rgLePmvbLGaWzWx1XKcnvKz2v8/5O88tei5EnFdizttsjyIQY3K1q9ZNm8VmsHhGJzz9kotatXj6MtsjbZupx3gm//IgCESP81QSjI7pdgw2i40t1VvYUr0liRMLD114WhVDDe0M9z41sz27spTOWZ0B4W4XpC9hC8/Ro0czb948hg0bRu/evXnppZeYOnUqXq+XjIwMv20zMzOpr6/HZrOFXBeK++67j6qqKv1fWVniflyS4XCkdhJU/EjG546oZWbA/Iw1Oo/98Fg+XPNh2PuNVcuHdrX7Xru8Lv5vxv/xfzP+r1WR5oqwnJImtpJBlkcRjbFZPH3C025RrhOuKISnLMsGV7sckas90lqeIsYzhdEsnrtWQFMtuY5chnYeCqRHWSVdeMrqfajAIDy1BKO9GyjOVzPbRYKRIE2J2n9bUFCA1+ula9eulJeX+62rqanB4XBQWFgYcl0oMjIyyM/P9/uXiiQy6QYSmFwU8LkS8Tk1LGEU5A6cT6D7+sn5T4a9v3COaUvbhLR4GrZxeVw0eZpweV00tiIsXRFm3wabW7zOk0AXc5Yq0mKK8VTHtFns2KwOv2WRUO+u1x9AwrJ4tu+l/N9QQXvZQpYtK+xanlqMZ6J+j4IIaFekWAllD2xfCPjKKv2y7ZdkziwsdtbtBKCr2hrTz+Kputr9anmKOE9BmhK28Lzrrrv45JNP9L8XLFiAxWJh8ODBzJs3T19eWlpKU1MThYWFDBs2LOS6VMQ/uag1wRXejcesG1SybnTBLKBhlT1KUL1NMzoGhcujcx/liXlP6H+H850YhXGrMZ4RWjyTcU5I6sNBtlsRnua42u3YVeEZjcVTs3bakMiUw7B4ZuQp8XOAVFlK95zwM9v9e7ULUg69b7t/nOeCXQtiss4nAr1rUaPapc7P1a4Kz9pdlAhXuyDNCVt4Hn744TzwwAP88ssv/PTTT9x+++2MGTOGM844g6qqKt59910Axo8fz8iRI7FarYwYMSLkuvQntbK947XPYDOIlzveKGg/Xfdp0DkE7rs1Mdfi/iLYdm/DXj5d9ykfrf2IugjalxpDAVoTyZFaPJOC2rEoy6WI5Nhc7cqxsVtsusXTgxyyxWkotFJK+ZoUb014QlB3uxCebQCtb7sa59m7XW+KcotweV38tuu3JE6sdXRXe50at250tWe2gxxFcBajdPkSrnZBumILd8Orr76a1atXc8EFF5CXl8dFF13Ek08+ic1mY8KECVxxxRWMHTsWj8fDzJkzlcFbWJeaxF5AvvmQsdTxNCYXJaiAi0kfO9bkokfnPhrWuJGKlGgxikZtn+GUUzLOr7VSQa3FGE5aNclPkIcTmmAe6udTvQJaVntsrnY1q93qwG7L9C33unFYQ4fjBOKL71QXhCM82/dWio1HmNmufc+inFKKolk8yxaA14NksXJC0Ql8vPZjZm2bxcnFJyd1eqFwe93sbdgLQNcqNeSjXUBibYd+ULeHEqfygCpc7YJ0JWzhCUrG+VNPPdVs+YUXXsj69etZuHAhxx13HJ06dQprXSqTDGtjiyQt2am5sAvH1R4NUohyQsa9mWnxDIdw3dmhYjz9XO2tWDydrVg8vy/9nk1Vm1qZR5xRLZ56OaWYXO1aOSU7NpsvCTF64ameq2FZPA2Z7X2VBBRh8WwDdBkIjjxw1sCeVdB1MCN6jFCE5/ZZyLIct+tXLJTXl+OVvdgsNjrUKgLUz+IJirt9668UqyWVKhorqHUqSVQCQTph2oN7UVERF1xwQVBh2dK61MWcW3hsl7jUdLXHC2n3yla38QYI4ZgsnlF+ObqFNoyWmX6u9lZEssujFFTfXrudp397upkQSmQ8aygkAHuOXkA+Jle7llxkdWC3+oSnSy0sHy668HSr74vI1R6ZxdOXXCRISSxW6HGU8lrt2z6s6zAcFgc763aycf/GJE4uNFp8Z5eMQuWm7MiDzAL/jdTM9tyKUgozlTwJEecpSEeEx8iIJCFpAiIFyin5icAkPaVHa/mNyNWulagJlVzjZ/L0XxWLGAtlzQw292BWklBZ7UYicbW7vIqr/fN1nzNp9SQ+X/e53/pA4ZpQy43x42XkkmVG5yJ8wtMag/DU22WqCU9hu9oh4n7twuKZBmhxnqrwzLJlMazbMCB1i8lr8Z1d7Kr1sqC4+TVfz2xfr2e2b6lJ/fqkAkEgQni2QJ2rjl93/KrWG4zOEhiLfH1g2SuGcRIjhJtZPBOw21YLyMvNt9VozYr4+LzHY5pbS4Sab6gYz9Zd7YrgalQLyQe6sQOtu8H3H58vzG9UR45JrnatnJIDyZaBXT3Z3BH2a/er4QnNLUXB0Fzt1dspyugAwJ6GPa3G2WrC0yKkZ+qix3nO1xelehcjPbFIUkNMAuM7QS8iz76NlOQp68uqhcVTkH4I4emHv2ntxmk3cuO0G3lreXL6y2+qC6+bipmYlbEezTjh3MojTS76eO3HMe0vXEIlF0VUTkm19GmfSXO9h/t+Zd/xFUSSJIEjl2xV5DWE2eYzEFmWcavfpc3qAKsDm3oMo3W153u9kJEP1jBC17M7KNsCBfX7ybIprQm1Woqh5y0snilPj6NAskBVGVQp11BNeC7ZvUQ/X1IJXXhql7N2PZpv1L4XWGzgqqfYUQCIBCNBeiKEZwDaDUWWYWn5UkDpjd3sVmMQGi2JLLNuUMlKdop0v9EIzla7wfgVG0hwOSV1o8V7FoecQyBew8h+rvZWLHmuQOHpbVl4Jq2IucPnaq9310f1nRvDDmw2RXjaYxSeSvH4gvDeJEl6IXlpf2nYrTNFjGcakJEHXQYpr9WySiX5JfTK74VbdjNv57wW3pwcdOGpZqw3SywCsNr1c7ZE7W4kSioJ0hEhPI1EGTP3fen3Jk8keYSTXGS24PG52sPfViMe5ZQChVSju5GxM8eGPa86i6SPEZHFUxVjoYRnM1d7QuN+DcckI1d3tXtkT8RCEfxFuN2aAVa7XmIjele7F7IiaE5hyGwPO8FItMxMD/Q4T4O7Xe1iNGtb6rnb9eLx9Uq8clBXO+hxnj1VgSqSiwTpiBCeAURzQ1myZ4np80gWzaxXQaxZMjLzds7j/K/OZ/Huxc3Wm02LnYsSUEA+nASaQEFc66oFwOuNxOKprNc+U6Cgi1SQmYnf53Pk6BZPiC6z3fhZbNYMMMR4xmbxDCOxSMNYRD4nPOGpWTxFjGeKo8d5+qybxjjPeDXBiBbd4qmXUioJvqEqPHvUKEXmyxvKU74jk0AQiBCefhjL4ySmMHm4pNh1kr9M/QubqzYz5vsxMY/lEzWhssyDbasQW1Z7eIQTbhCynBKtJxdJuuBy+40VGOMZXnJRAnDkYgMy1Jqe0SQYNROeVgc2ufm6cNCz2iMVnkEy21tztbcaFiJIDTSL564V0KQ8BA7tMpQsWxZ7G/aypmJNEifnj9PjpKJREZIhi8drqAlG7SpLKcgoAITVU5B+COEZNj5h4fa62VRvSEJwtnTjTe9bVNDSQi2UEYolFjWskzFg+Hh3LpKQmonKYCIz1HEIp5xShjqeU7WmaRZPp9c/w7qZdTfIqRW35xPjwGrB6ixNeMZg8ZRkGYvNAVa7z+LpiSG5KCKLZ+Suds3imeY/67ZPux6Q3wNkD2xfCIDD6mB4N0WQplJ2++663QBkWBwUeFxgsUNul+AbayWV9vpKKgnhKUg3hPAMQE8uauEW/rdf/sbj6z/0LdgR3NUuQdLqb0bDvoZ9zZYFOwrrKte1OpaZWe3+tQaiTy4Kt8Vka2I66LkR4uOG07nIESA8w43xTCR+nzlDEZ7Z6uUjmlqemvC0AWhZ7eo+Wqt3GkiNK1rhqbra92+hKFu50bce46n8J1ztaUCJ6m5P8ThPPb4zo0A5q9oV6a1pm6EWkWf/VopVK73IbBekG0J4GpH8JY7vpb9gmLplamLmYyARnvYbpt1gqgUzbNRdhL6Vh+4QFIkYswSc7tG6qoMdk5AF5A0xnqFEskN9qytQeAaWU/KmSlZ7DuATnrG42m2yrJSIsWZg145DBBZPWZajj/HM6w7WDPC66a5+TXsa9tDUQutSUU4pjShW3e1B4jyX7V3G/sb9SZhUc/T4Tmu2siCUmx0gt7NaBkymxKb8DkVmuyDdEMIzHOr2Rv/eVAvObIF1leuCuJWjGysawRpNVnskFk+zssDDcbVrGOcXKnbR52r3+r0ncPvwyinF93yTQHe1Z6u7isbV7pIVcWmTUS2e9qgKyNe763WhnueVIxOeFgu07wlAQe0+Xy3P2tC1PLWYXSE80wDN4lm2ANSHtq45Xenfvj9e2cuvO35N4uR86F2LUEJXQiYWgWIc6dAXgGKPchYKV7sg3RDC04ix97bXcAP3uEiVW02Tp4n/bfqfHoyeaqyvXB/xe1pLLjKKqViSiwJd7eF8o5IUJMYziLgLtLxq7wmnV7vmanep28ZSTil+VlBjVrsa4xlG28w6Vx2TN05uVrRbE5d25Gau9kiy2rVx7bIq4CMRnqC726UwW2cKi2ca0Xmgcq46a2DPKn1xqnUx0i2ebvWBqyWLJ+ju9pIm5YFPuNoF6YYQnvHGtBhP5ab84uIXGTdrnCnZ5MH3Epur/YZpN0S9z7COVMB0YonxDC1zIz8G4fRqby3G00XLwjOZBeQDW2YCZIXRNvPDNR9y/+z7eX/1+37L/VztVptaQF5ZF4nw1DPaZfX7jFR4GjLbtQSj7S10DBMtM9MIq03pYgR633bwCc852+fEVBXDLPQYT1VIBi0eb0TNbC+pUWLyd9XtotHdGLf5CQRmI4RnAIaeMwFrkuwyVwXstC3TANhctTkuu4m1jJRmiY3K1R5G66JYCsg3F2rhiYewstpDlVMK0rnIJsO/dpfry3VXe0AmfDPhmQIxnhL4kovU+bTkat9TvwdonrhmPBZYHWDztcyMxNXul9EOUVg8DZntYdTyFBbPNEOP8/QlGB3W+TDy7HlUNlWyct/KJE3Mh27xrNuvLGjV4qm42gsqNpNnzwNaLwMmEKQSQnjGETOlasIKHochsszfpbIPSxi7ikV4RuNqB5ADhFUwUR3K8uoX46lma5d4Zb1mJRiy2pGRZdlXQL6VOp4JVT/G80BztXuUz9OSxVOzxISy3tqQlfIxUbbM1BOL3Op7onS1U7GZHnlKf+yWbuJeXXgK6ZkWBMlst1vsHNv9WAB+2fZLMmblhy48q5WySq1aPFVXu7RvI8X5yrZbqrfEbX4CgdkI4RlnEtvWMHaaNS6KUj5HIlh1V3sYhypw3EisY9F8FxISuPzdWNFaPDWLZaDAdhje65bdyGpdWFeA+yzSMkNxQ0suUsVeSzGe2rrATHF/i6ddSS4KWBcOfhntEH6vdg2jqz2nGyAsnm2KHsNAskDVVqj2fa96WaUkx3nWu+r1cJGujXXKwvyilt+kWjxpqKAkuysgEowE6YUQngFIqgYIdDmnT256rCTzk7Z+Ow8Uwttqt4U/fOBHC7E7o4hs8jQhE3gutJ5cpBGsV7tFlpEMYxiFp8vjwlOl3ERcatvNUOMHs7rF69vzjSv5yim5lQL3LbnaNYun0+NfDF+zaioxnna1c1HkFk+/rkX2HLBlhP1eQMkglizgqqe7JRNoTXiq1nkhPdODjDzoMlB5bYjzPKHoBABW7VvF3oYYqpbEiBbfmWPNJE+WIbdr6+ewI0cpjg8UW5RKDKKkkiCdEMIzDKK/xZh3c0pYC88kCO5I2hCa6foPZ3/nf3U+07bNbHU7b6A4VedpnK8mPK0BRzXDMBOnx4lXtfi5WsmIT0iN1QCUGE8lrixbFZMtudo1i2dgFyZfAXlfVrteTimCOp5R1/DUsDmULjdAkVOxypY3lIes5SksnmlIkDjPjlkdObTDoQDM3j47GbMCDG52e76yoDU3u4Zq9SzxKL8ZkdkuSCeE8Awg8ZURI6SxOq7Dh2PdC28cc+t47q7brbeWi5bmcwpPPjyz7FX/cYKIX2+I7NhgdTwtAe+3ShZ9mcvr8iUXhZER35z42zx9We2tl1Nq8KjC0xNCeMqoBeQduqvd1UIB90B8wjOKUkoaqru9Xc0esm1KEe9QtTz1Op5pFkJzQKP1bTdYPMFQVimJXYy0a1pXi0NZ0FpikYaW2a6654WrXZBOCOEZArOsSaYnIThrW98mFpoFeSZOdoc6UoslJyM/G8nIz0ayeM/ihM0nEowdivyWB7FaWvD/rJJk0a19Tq8Tr1bPEm/QeqAtkZCkF6sDLDay1bmFZfEMJTyNdTw1i6c7cuGptMssCPt9fqiZ7VJl6z3bhcUzDSlWE4x2LYcm3/VTi/Ocu2NuROEdZqJbPL3qGRW2xVMVntVK1YiddTub/cYEglRFCM9QBAiuaG80ZglYbZx4y8Ble1fEeQ+hibdoCvwuzPxO5QBXuLZNsF7tgRZPSbLqbTOdHiceVdzIhvcHzZpPpCneOGdJAkcu2arYbnCFtniGivHUC8jryUWGrHZP+DUJY3a1g19mu1ZEPmQtT/UwiBjPNKKgWEnYkT2wfZG+eFCHQRRkFFDjqmHpnqVJmZpew9Ol/j7CtXh26Kf8V1FKti0br+wVJZUEaYMQngFoSR8JK18UJrIs8+X6L9llje8N79YZd/jvN657SyyB32nMwrOhUl/mddUF3davjqealW4NnIfFonTwQRFoRmGrWWJSodA1GI6ZI1fvXBRVjKdsLCBvB4tVLzHljsBy45dcFKOrnTAsnl71AUDIzjRDs3oa4jytFivHFx0PJC+7Xbd4NqghVC21yzTSURGeUsVmSvIUsSrc7YJ0QQjPMIk20tEs5pcv4aFfHzJtvHBJRAJLRJ2LTCW6PeoC1lDuyBsiISZYOSWpWetLq57Z7va68chBhGcEHZoSQkYu2WHEeGoWz5DllEBxtUsSdovSqzq6GM9YLJ5aEflNPotnTXDrke/hRUjPtKK1OM9kC89atcGCmujWKu2KwZoBHifFmR0AkdkuSB+E8AzA2CPHjLEkyZxDvDFJBYKjPQoR1fHUs9rTzdVuOFsCak9q2wSL8bQGDhgixhN8ReSDxXgmMqu92b4cOWSrcwpVTkmW5dZjPGW1gDxgk5QjE7XFM7sw7Pf5oVk8Gyrp7mgHhHa1a8lFFqE70wvN4rltARi8B8d3Px4JifWV63URmChkWY68a5GGxaqHiJSoZcBEZrsgXRDCMwSp52JOzowSGXKQ6Ht51Ce/rjsNDVbD6Vykiq1mjTstPoun0+P0E5mpZvHUHw4cPotnKFe7Yr0N3oXJpYpL3dUO2NVvxBWB8PRPLorS4pmRCzmdAejuUY59yFqeonNRetJlkFLntaka9qzWFxdkFjCk0xAg8VbPGleN/tvp4vFAZjvIzA9/ANXdXuJWzkkhPAXpghCeoUixGM9kkVBXe4Lv5aFO/tbEdjCLZ6gYzKAWzxaSi1zuRn+LZ4oJTx1HLlnqZ2twNwQ9ZkZB2uQNcLWrLnjF1a5aPC2RWTy9spdatch+TK520N3tRWp5mr0Ne/UwgcB9gkguSjusNuhxlPK6LDXKKmnWzgJbthIv3S7M+E4NNbO9uEF5+CqrFjGegvQgauF51llnMXHiRABWrFjBsGHDaN++PWPHjvW7CbW0LpVJRnHulkiX46YRyfHThaccZ1d7wDGMVjzon82glOWAdpbavoLW8STA6ilZfa52Vz2eIMIzWLmmoNn1YX+KGDHEeHplb9CC60bh1szVrv5tldVySoBd0mI8wxOe9a56XQjGVMcTdLdlu6pdvlqedc1reabb71BgQI/znO+3eESPEQDM2zkvoSWJdDe7TamLG3YpJQ2tlqfa431H7Y6klYUSCCIhKuH5/vvv88MPPwDQ1NTEqFGjGDp0KAsXLmTVqlW6IG1pXepj1g3GHDGVakI4LiTY5Nks1jJMgiWYhCogbxSMejmlgG0kiyHG012PN6CFJiS/T3szweXIIdOwLJi73Zh01Fx4KkLVDoYYT5uyLsybp+Zmt8syGXKMwlON85T2l1KUpyQYBXO36zGewuKZfuiZ7f4Wz0MKD6FTVica3A0s2r0oyBvjgy48ZfVKFG58p4ZaUqnT3lIyrZm4ZTe7ahMbpyoQREPEwrOiooK7776bgw8+GIApU6ZQVVXF888/T9++fXnyySd56623Wl134GBuHc9EE3XnokgsQ3ptxPgS+FnMtXiGKCBP83JKQet4akXjXf6uds1KGn4B+XgRKDxzsQKZqnwPlmDUaKjH6ZE9+mcBn8VT6VykfPN6VnuYwtOYWCSBKa52KjZTlKNmtgeri6glwgndmX70GAaSBfZvhWqfNVuSJL13eyLjPDXh2UWNK47Y4qkKT0vNDnqoZcBEnKcgHYj4Xn/33Xdz0UUXMXy44rZYunQpw4cPJztbcU8NGTKEVatWtbouFE1NTVRXV/v9SyRmZrWDea65A8HFF+97eeAxDGXxbE1sB4vxDLR4Bs1qN1g8/ToXYUiscTf4WzxbiPFM6jnhyAUgW63aEKykUuAyo9VTF56Gqg+axTNc4aknFmk3bhNc7VS0XMvTK5KL0pfMfOg8UHkdGOfZI/FxnrrFs0n9nYRbSkkjuxCylVJKJRnKub8lSdVPBIJIiEh4/vzzz/z44488/fTT+rLq6mp69+6t/y1JElarlcrKyhbXheKpp56iXbt2+r/i4gifAs3CcE/fZoV9SU7DKgsSb5YIohE3y8qXRbaPBNXxdHqdfq60qN2lkWS1GwRpyHJKSDjUuTjdDRhtm6lWQF5H69euXkJac7WDv6AMJjztapJRpK72PK8XbJlgzwp39s3RSirV7KB7VicguPAULTPTnBLV3R4Q5zm823Bsko3S6tKEJenoXYvq9ysLIk0uAt3qWYISJy2KyAvSgbDlVGNjIzfeeCOvvvoq+fm+kg82m42MjAy/bTMzM6mvr29xXSjuu+8+qqqq9H9lZYn9IYW6odS2cKdZ427JKmvOLWp3Q7kp40SKNwrL71vL30rZmNQx34/RX0cd4xksqSdQGDqVczyoxbOZq91o8WzyTy5qoY5nImn2AJKhWjzVP4O52sOyeBouQTaLZvEML561xmVC8XiN7ELIUK5rRUqufdBantp3bxG+9vSkWE0wCrB45jnyOKLLEUDi3O3NisdH6moHX2a7W7m2CFe7IB0IW3g+9thjDBs2jHPPPddveWFhIeXl/qKopqYGh8PR4rpQZGRkkJ+f7/cvGYSK2QvGEvf+EGvMuzmlqpALhhT1TTmxN/OoYzzl5jGensDkH1U8GV3kLtml7jfQ1S5hVy1/zgjKKSXjnDC2zATIaqF7UWA5ImPmu8urWTx98t9u0SyeYQpPM7oWaUiSHufZ3aUc8+AWz8Q0OxDECc3iuXMZOP3b3Cayi5Esy+yuU7LRu7pdisU+p1PkA2m1POsV44foXiRIB2zhbvjBBx9QXl5OQUEBAPX19XzyySf06tULl8vnGistLaWpqYnCwkKGDRvGm2++GXTdgYCZwiBZ4XzR7NYSYbcmn5CLYmcxEGjx9Hg9LN+7nK45XVt8X9AYz8AHFfUzGc+BkFntSDg04elJnzqeANmyDFJwV3ug8DT2a/donYsMwtNmsYEHXGGGFfh1LcqNUXiC4m7fuZQitW+2Vssz05apb+ILCxHCMy1pVwx53aFmB2xfBL1H6KtOLDqR5xc9z4JdC2hwN5BliyF0oxUqGitwep1ISHRxe6BD7+gy1jRX+/6dkAnbarfh8XqwWqL15wgE8SdshTBr1ixWrFjB77//zu+//87555/Po48+yi+//EJVVRXvvvsuAOPHj2fkyJFYrVZGjBgRcl2qov30I7F4hmIOoUMK0oYEKN5kWXMDLbMTV07kqilXccfPd7T4vqBZ7SHEUtAYz0BXO+DQa1g2pWSMZ7NvSI3xzPYo84rc1a58LpvFEONpUTwhrjBLR/ksnjGWUtJQLZ75+7eTY1c+X2AtT6+I8UxvJClknGffgr50y+lGk6eJBbsWxHUaWnxnB1u2UlIs0lJKGqqrveu+UhwWB26vWx9bIEhVwhaePXr0oFevXvq/3NxcOnbsSMeOHZkwYQI33XQTXbp04bPPPmP8+PGAEv8Zap0gMmRP8y4qCdlvFKIwemtQcut4frDmAwBW7Wu58kLQOp5y+FntEgGfVDIUT3c34QmS1Z7sXu0EWvoyNFe7IhKDutoDzlk/4al+LrvR4qknF4Unsv3bZRaE9Z4WUTPbpcrSkJntuqtdxHimLyHiPCVJ0t3tv2z7Ja5T0OM71T7rUcV3gvKwJFmwOGvooXpqhLtdkOqE7WoPxFgI/sILL2T9+vUsXLiQ4447jk6dOoW1LhVJ2duJJ7kFxCMh0ptyMNd1ImgW4xmDjmveWShI5yLVkhcoeBVXu7LU6XX6TSNVCsjraIdMc7W7XZCREdTVHmgFDSY8/WM8NYtnNMLTJFc7QOVmirqfwPrK9c1qecqigHz6o1k8yxaA16vXkQWlrNIn6z5h9vbZyLIctwcMX/F4dfxoLZ62DCgogcpSSuzt2ISS2X4sx5ozUYEgDkQtPAMpKiqiqKgo4nWpinnWJLMKyCeHRFo8E/0ZA8394X7WoFntIcRSUItnwNuV5CI1o9vjDN4yM8lZ7c3QhacTyKDBFZ3F0y/G0xqd8DQluQh8ReT3b6W7aj1qJjxFclH602Uw2HOgqQrKV0OXgfqqo7sejd1iZ3vtdjZXbaZPQZ+4TEFPLHKpv4lohSco7vbKUoolxWMgLJ6CVCfJ1SkF4ZKsOEhvFDGekd6Uk1UIPXCeYQvPIPNt7mrXlhuEp17HU/ZT2RJgV+OenR5X0BjPoMIzgYctWMtMgGzV0htOHU9jcpGWua6VUAKw25TSa+5kCc+87mDNAK+b7lalUFSgq12P8RSu9vTFaoMeQ5XXW/3d7dn2bIZ1HQbEN7tdt3g21CoLonW1g69nu5rkK0oqCVIdITxDYEZyESTPUmkWUc0/PUI8mxGuAA4mUJsVkJebx3hqYqtZVrsk4VCtFU6vM3hWe4oUkPeVU1ILyKufL/JySs2Fp8/iGd5vzy+r3QzhabFA+14AFKlTaB7jKToXtQn0OM/5zVbpZZXi2MVISwDqUlehLIjJ4qlmttfuB0QReUHqI4SnoEWisbRGWk7JR3Jv5rG42kO5wo0xntprSxBXu0OtYenyOP0tnm5ns3FSAosV7Nlkq3U8I85qD1JOya4KTzfhCU/TLZ6gu9uL1DaGzWM81QLyQnimN3pm+7xmq7T2mYv2LKLWWRuX3esWT2ej0j8+v3v0g6nCs3i/8pBUVlOWeqE5AoEBITwDMLtXu1mklavd44YILHSJapnZjGh3GOSQRNarXUYKGERrF+nyujGO5FKthKlSQN4PRw7ZcmhXe7M6nkbhKWsWT7u+zG5VXO3hWDy9spdalyIKTEsuAj2zvXud0tZ3X+M+v8+he0KE7kxvegwDJNi/BWr8yw/1zO9JSV4Jbq+b+TubW0RjxeP1sKd+DwBd3R41xMPeyrtaQHW1d6vYik2y0uRp0scXCFIRITxDkKyC7alGNIdB2rMysn0EKU+UDGJxtYdKLgpm8Qya1W7RXO2ugKx2RXgm34IR5Ng4cvXORS1ZPDULuH+Mp3Is/FztaqF2N3Kr30W9q14/JqZaPNv7annm2pUEqh11Pne79iAmLJ5pTmY7X1JRC1bP15e9zuzts039/e1t2ItH9mDFQiePJ7b4ToC8bmDPwSZ7KMrqDAh3uyC1EcLTgNebumozWQk4UWW1N9VFp9yTHeMZQ3KRJ8SNKWiMZzNXu69dpFMObvEMt41kvPGLbXTkKp2LCB7jqS3Ldyhtb/0tnsqntFuNFs9Mw/qWP6/mZnd4ZTJkIMukbmiqq12q3By0lqfoXNSGKNbKKjW3ap7f93zsFjurK1Zz8/SbOe/L85i4YiL7G/fHvFstvrOTLUt5CG3XI7YBJQk69AWg2K781rZUb4ltTIEgjgjhaWBrRb3BsJNaIjRpszmATL9mllOS1WzvYFntloD3S5KEQ3Mze93IBk3jUsVa0ALywb6bROqhjNywstrbZbQDAmM8NYunQXiqWe3K+paFp19ikcWuJzvFjOpqp7KU7jmhhadFZLWnPyVqglEQi+ehHQ7l8/M/58oBV5Jnz6OspoznFj3HaZ+exgOzH2B5+fKojQF6fCfquR9LYpGGltmu+lNEZrvA7XUH9USlAkJ4hiLFBFfS4/kiQJKkiJJhklVAPnB/sWW1R2DxDNizUk5JSaxpDBBcEbva43SaBD02jpwWXe1aHc92DlV4eptbPK1+5ZR8Fk8tmz8UzRKLzBKC7YqVZA9XPUUZBYB/gpGv2oUQnmmPZvHctQyczc/f3u1687ej/8b0S6fz8LEPM6BwAE6vk282fsMV313B5f+7nC/WfxHU2t8SuvD0qOdSrK520FtnljiV60VZtXC1H+jMKJvBqZ+eysu/v5zsqTRDCE8DcTFipJiATQQSEn/49rKwt9/XsI+l5UvjOKPwiMXVHqr8ll+Mp7eFrHZVeDbJgcJTEWsp07nISLiu9gzF/Wcsp6QJT5vFztpdNWzeW4fN6GpvxeJpetciDZtDd312Vy1SfhZP9bsTFs82QEGJEh/pdcP2RSE3y7Zn84eD/sDH533M++e8z/l9z8dhcbBq3yr+8es/OO3T03j6t6cprSoNa7e68FQrJ9CuJNZP4stsV0sqCYun4OO1H1PnqkuZMC0jQngakAyRWweeXAxOVOWUkKhz14W9/dQtU7nyuytZYknyDySmlpmBFt4gdTz1lpmBO/K52htCCM/mLTlTAEcuWV5fHc9Aq6yWDa7FeGrtPwHcena4jQtfnsOlr/0KtgxsqrIzbhuMGlccSilpqO72IrfyXfi72kUdzzaDJBniPJu725tvLjGk0xCeOOEJpl86nbuG3kVRbhE1zhomrZ7EqK9G8Zepf+HHLT+2eLPfXa92LWqoUhaYYfHsqNby3K9Y58tqypKWFyBIPluqtzBv5zwkJC456JJkT6cZQniGIsV+tOl0EYnWGLTZklxxFUs4Q1h1PLWWmQQ4aiVffGNTQIiC1loyEeWUvLI3suzdDJ/FU0b2Kzvk8Xp0C6cW4+lXQF79PF7ZRoPLw95aJ05suvAMN7koLsJTzWzv3qg8PPm72kVyUZtCj/OMrGxS+8z2XDvoWr67+DteOe0VTupxEhIS83bO484Zd3Lm52fy2tLXKK8vb/Ze3eKpnl8xJxeBbvEsqt6DRbLQ4G5gb8Pe2McVpCWfrP0EUKozFOWmXrtyITwNSFI8IrfSRzCaR2JuyrGXOImyZWY4MZ5BOhfp5ZRk4KCzDLOQ9IzupoBxNItnPArIl9eX89jcx1hXuQ63180lky/h2u+vDR5KELScUg6Zhm2NCUZGkRk0uUi3HPqSi5pkK3Z1uNYsnqZ3LTKiZrZ3r1FEw77GfXrYgFebt3C1tw00i+e23yAKr4JFsnBijxN56bSXmPKHKfx58J8pzCxkT/0eXv79Zc747AzunnE3C3Yt0H9XuvB0uyG7gzmJcRl5kNcNO9A9swMg3O0HKo3uRr7a8BUAlx0cfshbIhHCMwSplsyTTje6RNU4NFuMhZ1cFFav9tDC04KsxJapSEg41MSaxoCuPS32ao+Rbzd9yyfrPuHDNR+yr2Ef6yvXs3jP4hb35ffNOnKwAFnqZcQY52kUoXn2PCAwuUjZhyz5kouavFZs6nFrNau9KZ7CU3G151du1Wt57qzdqcxXs3im0e9R0AJdB4M9GxqroHxNTEMV5RZxx5F3MO2SaYw/cTxHdD4Ct+xm6papXPfDdVz49YW8v/p93RLZ1e0xx9qpobXOtCrn7NZqITwPRH4o/YFqZzXdc7pzfPfjkz2doAjhGZLUEp7RdBAyg6gKyJs+i+CYLcbi0TIz2HILIBnqV0qSf0a3Ec3yFw9Xu+audnlcfkIx7HEdiqDMVi8jxsx2ze2eZcsiU/1s/nU81X3IvuPQKNuxazGeYWe1y3FztUuVpXotT83drglPUUC+jWC1Q9FQ5XUYcZ7h4LA6OLfPubx79rt8NuozLj3oUrJsWWyq2sT438YjI+OQrBR6veaUUtLQEoxk5fcoisgfmGhu9ksPvhSrJbBdSWoghKcBoxEj1SyeqTafFkmQNcgTQVvOYAQe0Vgsns2z2pVtgs3RIqP0OlcxWjwD0QRY2J81gkMfykIZ/DgEd7UDZKs7NY6nvc60ZvqK4wdxtcuSQXh6rdjU3USW1V7Q4rYR076X8n9DJd2zOgG+BCNRQL4NEmWcZzgcXHgwDx37ED9d+hP3H3M/fdsphd4H2QuUM6jAhIx2Da2Wp1N56BOu9gOP1ftWs2zvMmwWGxf1uyjZ0wmJrfVNDhwkf+WZUiRvOlF0LkrXGM9WrGz6dmFYPDXtFsriieT/03PYsoPuy6UKsLDDCiL4urQ6m+BvrQxeID/IwBmKSy9LlkHyF69Gi2eGmrFvFJ4ePRTBJ8AbvBbshGnxjGdWe0Yu5HaB2t30sCrienudYvEUMZ5tkGJVeJpk8QxGriOXPx3yJy4/+HI27N9A56kPA0viYvEsqamATOFqPxD5eO3HAJxecjodsjokeTahERbPAKQUE5zJ5t29CyN+T6KEp+kxnjHUO2suMFVhRTDhKSNZfcJTQsJuzwo6rktWYzyDWDxjrXRgzEI3WitbjvE0tsxULZ5qEfkGl28MTdRm2DL0GqVajKcsy3pbUK/s8M3BY/FltYdp8YyL8ARfZrvaRkq3eKqHXFg82xDFwwAJKkuhZndcdyVJEv3b96ddtRIzbEopJQ1NeFZuA0RJpQONGmcN323+DoA/HvzHJM+mZYTwNGC8lYQqCB455vzw08nVnihjUMzCM2Ce4R7hYKIonALyGlYZP4unJEk4bCGEp7ovt8FaaBahXO1hW5K1GE9VFBvH0MbOsmX5hKdWDN9w/DwGp0u9x+bLao+0c5HZaJntaicYn/AUMZ5tjsx20PlQ5XUcrZ5+7FfjL820eBb0BIudoqY6JCRqXbVUNlWaN74gpZm8cTIN7gb6FfRjaJehyZ5OiwjhaUB4z8whfVzt/oQrPDVRZbQmNHe1qxbPICVaLAAWf4unrRXh6Y1D9wk/i6er5bZ/ocopAWR5VOEZJLko05rp68qkllgyikq31xfjWe+xhJ/VHs9ySuArIl+v7EdPLtJiPMXFom1RopZVikOcZzNcjVC3R3ltZoyn1QaFvcmQoava7lW42w8MZFn2JRUddGnKX5+E8AwgZb+u9DF4Jq6cUozJRdF+25rwNFozm/+QmpdT8m0rU2+YugRItgw9o9uIXmg9zPjTSIjG4ul3PVNjPLPVzHvjeJrIzLRl4rAowlMTnMbi8G5DVnudxxJWVrtX9lLrrAXi0DJTQ3O1Vyuu14rGCqU7k4jxbJskIM5Tp1ptSGDPNv/c1Xq2q7HJIsHowGDR7kVsrNpIli2LUX1HJXs6rSKEpwGjpc6s2Biz9GI6udoTZTpOtsXT3yoX/N2hXO1TVvo6mkiSBLYMHMGEp+ZqD9PiWe8KX4z7CU+DtTJYXGpQHP7CM5irPdOaqScXaWLUz9Xu9Vl+a90WX1Z7CwXk61x1+u8hTwbUXvCmorra8ytK9TqkO2t3GjoXiUtnm0KzeO5cCs76lreNlf2qGGxXbP61Um2dWaz+hIXF88BAs3ae0/sc8tQQqFRGXD0NSFLqGhZTdV7BSYzwbK2tYqRELDwNojLQpa7FfAYTx5JkYUdVk3EJWB3BhWdLFk+Dq1yjpjF8y6iWACQjh1FOKQia8FSTi4K62m2Z2K3+5ZQ04WmVZZpkn/Csc1t9Fs8gn01Di+90eGUyMgrAEvwy9sL0dTw1ZXV0D5Gqq52anXTP6Qpo7nYR49kmKegJuV3B64Ydi+O7ryo1vtPMxCINLcGoUfktCotn22dvw16mbZ0GpG6nokCE8DTg30M7uX3D05n0LSAfHsFc7aGshMHmaJWseA07kwCsjhZd7Z5gCU2Vm4PsMfyjH6zuJoQQnsEOji0DJCtZ6mc0jqGJ2mDllDThaZNlGr2+S1CN26KnGrk9rQvPluI7axpdvDB9Pa/P3ERZRcvxq0HJag9qq8/uDuX/HbU79EYObdXV7vHKbNhTk+xpJB5JMsR5xtndHo/EIg3N1V6zD4CyalFEvq3z1YavcHvdDOk4hAEdBiR7OmEhhGcSaK0PdbpjSVQBebPLKYU5b82yZ3QZh8pqD2rxtFjxGMSdhOJqtwcRdy5vaOEZq8Q3Jhe1Vscz6B4lCRy5PotnkDqeGdYMPcazmfAE6r2+Op51bsKyeIaTWLS1wjeXFTuqQo4VEkmCwl4AFFkU4by9brvv2LRR4fngV8sZ+fwvfDD/ALSU6XGecU4wiqfFUy0iX1yl9IMXFs+2jcfr4dO1nwKpX0LJiBCeRiTDjTVC99xLS14Ke9s3lr8R0diQXjGeCctqD5IxngiCWjwDs9q1zkXBYjwlK16PQXhKEljtfq52vZ4lXryyN0RWe7DjHP55EllyUYhxM3LJVrfXEn7AZ/HMtGX61fGUZdnf4unxXYJqnegxni6PMRTBH7+uRdmFQbcpMwjP5dujEJ6gu9u7u5XPt71mu27xbIuu9kVbKvjwN0UU/een9TjdB5jXR7N4ls2HeF5bdIuniRntGtkdILOAHm7lN1btrKaqKcrzX5DyzNkxhx11O8h35HNmrzOTPZ2wiUp47tu3j19//ZW9e/eaPZ+k4pdcFOF7X1/2etjbzto2K8LR0yvGM1FuyNgtnrFltbsMYtAb4kElaFa7ZPXbXnG1+2e1Zxpeu73u4K72GI6zV/bqyT7QusXT5VE+R70z4Jg7cuioritv8CVMGWM8NeEJSra6lrFuk5USSr45eLFLyt/uMGI8W7J4btlnsHhGKzy1zPYm5ftWanm2TVe7xyvz969W6n/vrGrkq9+3J3FGSaDrECXTvLEK9q6N337iafGUJOjQj2xZprOaFCcSjNouWqeiC/tdSGaItsupSMTC86OPPqJfv37ceuutlJSU8NFHHwGwYsUKhg0bRvv27Rk7dqxfnFhL61IXk+YYrK93WsnIaEiTrPYop6lbPA3lnOQQMZ7BxLHFYsVg8PRZPA3nRYYhCNTldYVwtUdPY4Cway25qLJecZM3BVrBHLl0Vq0re+r36Iv1ckpWf+Hp9Dj1pDAbMg0G4dng9GBTBV3YFs8wXO0rd1RHmWCkCM+iWiVebkfdjjZr8Xx//hZW7awmP9PGjSMUS+9rMzfi8bb1a5UBqx2K1MLb8Yrz9Hp85ZTa9YjPPrSe7ValDa9wt7dNttdu141Y6eRmhwiF5/79+7n99tuZNWsWS5Ys4fXXX+dvf/sbTU1NjBo1iqFDh7Jw4UJWrVrFxIkTAVpcl2r4t2qP3wU3mrHTQ6wrpGPLzLdXvB32tppIM+6/WU3RFrLaLRZrwJLm5ZQyDK9dHlfwzxqD1c3oZg/8u0VBLweci44cuqgF5Pc17tPd6Ho5JUMdT1AEqc/Vjp/wrHe6sauXJJc7dKemcCyeRuFZUedkR1VoC2pINFf7fkUoVDRWUK9VUpDaTpTSvtomnv1BsfCNPfNgbju1H/mZNjaV1/HDyl1Jnl2CKTa4281GlmHjT0rmvMUGed3M3wf4MtvVp1shPNsmn637DBmZ4d2G0zO/Z7KnExERXT1ramp44YUXGDRoEACHHXYYlZWVTJkyhaqqKp5//nn69u3Lk08+yVtvvQXQ4rpUI1E2jHQSkdGQbq729ZXr+deif4X9rmB1PEM9TIRytRvPNglJdbX7trEjYzEUUw8W4ykbxvh1+6/MLJsZ9mdoDMgaDze5SCbA3Z6RR6HHiw0LXtnL3gYl/MbYuUiSJOwWu/5ZfMlFMrVuo/D0YFMFnauFrPZwkou0GE+rRTlGUbnbVVd7/v5t5NmV0lHbPcq4iUqgSwRPf7+G6kY3A7vnc8UxPcnLtHPNcb0AeGXGhjZ/vfKjRE0wMtPiWbUNfnkG/nMkvH+JsqywLzR7ADUJVXgWN9QBIrO9LeLyuPhi/RcAXH7w5UmeTeREJDyLi4sZPXo0AC6Xi2effZaLL76YpUuXMnz4cLKzFdP+kCFDWLVqFUCL64LR1NREdXW1379Eot1O4nqxjaILjTeN3POJuimbVU5pf9P+iLbX2kv61fFsdr6E7lxktdiQZKPwBCxWvxhPi4xfF5+WstpdHhc3Tr+R2366jXopPDEe2CKzNVe7UYxW1BmskY4cLEAnm/L73l2vdPrRXO1ZaitQYxF5Y3JRvcd3HBpcHuyScjNuqYB8axZPj1dmW6Xy+Y7r2wGAldEIz7xuYM0Ar5uirE6AT3i2lQLyi7ZU8snCbQA8esEgXahfe3xvsuxWVmyv5pf1bSuWv0V6DAMkqNwMtXta3TwkrkZY/hm8dxH8axD89DhUbAJ7Dhx+JfzxXdOm3AzN1V6jzF9YPNse07dOp6Kxgs7ZnTmp+KRkTydiorp6Ll26lC5dujB16lReeOEFqqur6d27t75ekiSsViuVlZUtrgvGU089Rbt27fR/xcVxCMAOgdFSZ1rnomA38aq2HrSfHi0ztZJGkYYGhJXVLtNsGw3F4un76UmSBJKEw7DMgozWTNLlDeFqN6zX52aINf1y/Zch3xNo8TQK0RY7F8m+eE9ALyLf2aoEtmtxnsZySoAvs93j9HO117kN5ZSaPNhU4RlOjGeeVw4qPHfsb8DtlXFYLZx6SGcAVuyI4gHWYtHjPLvblM9Zq7ra20Jykccr849vVgBw6dAeDO3pO5aFOQ4uP1q59r7y84akzC8pZBVAZ7UWYqRWT1mG7Yvg27vguYPg8+sV1zoy9DwBLnwV7lkHF74MnQ8xe+Y+CvsAEiX1yjlfViMsnm0NLanokv6XYLPYWtk69YhKeA4ZMoQff/yRgQMHcu2112Kz2cjIyPDbJjMzk/r6+hbXBeO+++6jqqpK/1dWlrgfjd+tJI4WT68ndPxaKNLH3gkukwu7hyJWi2d5TWhx0xKaddDoav+5YVvQbYPHeNpADnC1Aw6DmLFgsHh6XHiDiOzWstof+vUh9jfuD7ouMMYzks5FgRZPgM6SIiw14dng8cV4An4llYyu9jqDIbfB6fZZPFvwCtS4Wk4u0tzsPQqzGNJDKf4edUklLbMdf7doouKY48kHv21lxXYloehvZzcXQn85sQ92q8T8zRUs2lKRhBkmiUjjPGv3wK//gVeOhTdOhYVvKZnx+T1gxL3w1yVw7f/g8CsgIzd+89awZ0G7Yopdyo+rorFCf1gTpD8bKjewaPcirJKVi/tfnOzpREVUwlOSJI444ggmTpzI119/TWFhIeXl5X7b1NTU4HA4WlwXjIyMDPLz8/3+JRLd1W7SeBM2fNpsWTRjp1Oc1ecNWxKyn1hbZjaofc0jtV4Fs3hWeP1FbI2zhmXly0Jktdv8hIv22m74OVoDXe0tJBcZ3eCBnyTQshn4GUBxfxvHb61z0f56gyjMUEq2dFGFmeZq1yyemqvdWETerT542WSodRnLKRktntEnF2mJRSWF2Qzolo9FUh4y9lRHk2CkZra7/M81S5onF1XUOfWEorvPOJiOuRnNtulekMVFRxQB8MrPGxM6v6QSTpynxwWrv4UP/wTPD4CpD0L5arBlwuBL4aov4c5lcOoDvvariaRjP3JkmQ5qCIywerYdPlmn9GU/pfgUuuR0SfJsoiOiq+dPP/3E2LFj9b9tNsXEe8ghhzBvnu9HWlpaSlNTE4WFhQwbNizkulTDqD9C1WWMlG+2/dxsWTRZ7ekU41ljcg/1UJgV4xmtq93dgqt/9Ky7GP3daHbVNc8KtgZYPLXdOwxiRgI92UiJ8Qy2L1V4+p2rcsAWwT+bsZxSoPUzmKu9pRhPgM7q59ldp8Z4alnti99TNjO42rWuRDZZptZtDG9BF54tWjybWk4uMgrPbIeNvp0UK1NUHYy0zPYGf4uRO83LDP3z+zVUNbgY0C2f0ceELmR+40l9kST4cc0eVu9MbLx90tAsnjuXQkAsNLtXwvf3w3OHwMejYe13SpZ60VA4719w91r4w5vQ99T4JQ+Fg9Y6U1I8DqKWZ9ug3lXP5I2TgfQroWQkIuF5yCGH8PrrrzNhwgTKysoYN24cZ5xxBueeey5VVVW8+64SMD1+/HhGjhyJ1WplxIgRIdelGqnsPmv7tT8jJ3bhGd333eRpwuP1tGhx9bQwN8liw/+np1o8DcLTity6xVPfV+h1oSxzfl2LXP5hL8GTi3wz9Y/xVIRnF7eyhe5qdykZtRmrlIukJjybPE141PhNG1Dj8v8OrJLyMOtqQXj6ZbVntmu23ig8AQYVKdus2B6FcFJd7UU1/okmv26oYGU0QjYFWLK1ko8WKBawxy4YiM0a+jbQt1Mu5wxSyv68OuMAsXq27wW5XZQk0O2Lob4CfnsDXj8JXj0O5r0M9XshpzMcdzvcMh/+8hMcdZ0SI5oKaK0z1eYOIsGobfC/zf+j1lVLz/yeHNPtmGRPJ2oiEp7du3fn008/5YUXXmDgwIHU19fz3nvvYbPZmDBhAjfddBNdunThs88+Y/z48QAtrktlUk3omWWBbUvEmlykEU2iSKOnMer9N8tqlzTh6XsYs8hKDCSo5ZRaELIthWGE+mx+fdrd/sIzmMVTMuzC3+KpuNo7q1noenKR6irPqtsLznrd1e7yuAyudplGr/8DqFW3eAYX9V7ZS60qavPsuUGtSmUBwnNgdyVcJ6o4T9XV3m2fv6vS7YX7vliedgXWPV6Zh75WOhT94cgeHNWrdc/TzSf3BeDbZTvYsq8urvNLCSTJZ/X89k547mD47h7Y+btSf/OQ8+BPH8Fdq+CMx+ObKBQtHZTvrKResdQLi2f6I8syn6xV3OyXHnRpWof7RJwOdeaZZwYth3ThhReyfv16Fi5cyHHHHUenTp3CWpdSGO/RcRR60YycTq72RGGWqz0a6l31IcVRaygWz2DJRTZAEbNKcpGyXikgH2Rf6hAtZaGbbfGEEBZPpxMcivD0eD24VCtspizD/q16drvT69TbYdoAr/rsm2W30uDyYEGL8Qxu8axz1ekPhXkZza2dAFs04dlBEZ6DVYtnVCWV2hWDZCXfVU+ePZcal9KPXgaWbaviv7+Wct0JvVseI4X4aMFWlm+vIi/TxrggCUXBGFTUjhEHdeKXdeW8/ssmnrxocJxnmQKUHAurv4G965S/uwyCw0fDkD9CTsfkzi0cNFd7TTlkFiYsxlNrdpFO7RvThWV7l7GmYg0Z1gwu7HdhsqcTE6bm4RcVFVFUVBTxulRBkvwtO/EiquQiITybEWtykRbUG02IRYO7IeoC9oExnrrwNFjvLMj+MZ5BRLZWQN4owAPPklCfTcs6h+YWz+AW1BAxnmqWbidnAzgUS7CxdWaGKjztVqU4VJOnyWfxNMytINtOQ5UHSXW1hxL1WmJRhtdLRlbzB9iqBpee/FTcXhGeh6oWzx1VjeyrbaJDkESakNgcSmvD/VsoymjPGlV4at/fc1PXctagrnQvyAp/zCRRWefkGTWh6K7TD6JTXvjH4daT+/LLunI+W7iNO07rT5f8Ni4sDrsctv6q1HI9fDR0OyymTmEJJ78IbFmUOJXfWiJc7U2eJq743xVUNFbw6ahP6ZiVBgI9jdCsnWf2OpN2IR6604X0tdXGmXha06ITnoJAkmnxbHA3+BWQjwSLxY5/HU/lf7vkew4MzGoP/lmV9UahKId5b4w8uUifrX9Wu2rxzGyqoyCjAPC/ySnCc0tAVrsW46lMNtNuIduhiG6L+izsCvFQ0VoNT83N3jHXQU6GMlZepp3eHZV5roymnqdWy9NiFFsSXfIzqHN6eOjrlWlRdeKfP6xlf72LQ7rmcdXwyFrsHd27kKE92+P0eHlr9uY4zTCFyC6EyybBOc9A98PTS3SCUoO2Q196uJXf6t6Gvc08G2bz9vK3WVe5jr0Ne3l96etx3deBxv7G/Xy/+XsALjv4siTPJnaE8DSQIE97dNbLNLixJRoze7VHSoO7IWpXuyUgxhPd4ukTnhaUtpmgtZkM8lnVc8KvkH3gJiHONaPYDOxiFJHFU43xxFlL52ylWPuWaqWcVqZXdaRXlvpc7cZySurlJ9NuJduhffaWYzxba5epCc9iNb5TI7Y4TzWz3e/gSvz9vEOxWyWmr96d8j3Nl5bt56MFygPBoxcMajGhKBiSJHHrKUrc4PvztrC/PnS5K0GK0KEf7bwyBeoDUzzd7Vurt/Lm8jf1vz9b95ko4WQiX2/8GqfXyYDCAQzumP6hLkJ4GpAkn2MyGnEYKi7NDJJn20tdTCunFIU1o95VH7XwtVjsAS5wNbnIYvdtY3S1e1wtxnH6WTwDzttQljijxTMwZCHYuW8cprLe6RtXtXgahaeWyJCpbWNwtTu9Tr1Gp1WzeNqsusVT0i2ewY9tuDU8ewYITz3OM5pMdC2z3ek7ZjISh3TN48YRihj7xzcrqW6M3+8/FrxemYe+XoEsw8VHFHF07+hK2Z1ycGcO6ZpHndPDf39NTK1eQQxorTPV5g7xcrfLssyT85/E6XVyXPfjOL778bhlNy///nJc9neg4ZW9upv9jwf/sU10TRPC00CsX+cDsx8Ia7tobJdNCaqNmU6YldUeDQ3uhuiz2q12ZNn309POB7vR4tmsgHwQ97e6vsUWlyEIdK8bCSbo93gUwZbnkXB5ZGqb1PNR68TiddMlU4np0iyeGbrw3OLfq111tVslzeLpc7XLcngxnuHU8DQSU0klzdVet9+3TJawSBK3ndqPXh2y2V3dpBdkTzU+XljG0m1V5GXYGHdO9BnYkiTpGe7v/LqZuiZxTUppOvQDoMStfE/xymyfvnU6c3bMwW6xc/8x93PHkXcA8N2m71hbkZq/iXRi3s55bK3ZSq49l3N6n5Ps6ZiCEJ6hiEIdTimdEtZ2wnppDskqIA9KQk6oOMTWCOxcpFUscBgsnlZaF576+/2SiwIsniFOZKPFM5Bg79noUhKGSpoUYVhZp1r37Dn6Nl0yFCGoWVayvD6Lp1bHUymnpLw3mKtdE56hLJ6aqz1Uu8ytrbjat1bUU1UfoWVSdbUX7d9pWKgIz0y7lSfULO/35m1h8dbKyMaOM/vrnfzz+zUA3Hn6QXTOiy0p6NzB3ejZIZv99S4+/E2U6ElptMz2OPZsr3PVMf43pTzidYOuo2d+TwZ0GMDZvc5GRubfi/9t+j4PNDRr56i+o8i2Z7eydXoghKcBowVbJnnWNEF4BGZjR070We2huwm1jsVq98sC0mSeJs4ALLKMJkPdXnfYyUXhSnFjVnuzUeXm7voNqvDs0ahYJiu0GD+rTWkTCHS2K9ZP7Qanu9obKnGoL50eJ26v8l6LQXhmaRZP1dXuDiG0o7V4FmQ7KC5UMs8jdre37wVA9zqjqFSEJ8Dx/Tpy8ZFFyDLc/8VyXJ7UebR85oe1VNa7OLhLHtccG1lCUTBsVoseXvDmrM00ucV1MmXpqFg8i1VLfTxc7a8tfY099Xsoyi3iz4P/rC+/7YjbsEk2Zm2fxcJdC03f74HC7rrdzCibAcAfD0rfTkWBCOFpIFGdi0RpJHP454J/mjJONDEzLo8r6nJOgTGemsXTP8YzHFe78r9fn/Uw5xCJq72spox62YnDK9PNqQhE/1qeiuDsbMvR5wsGVzvgcCqCsMnTpLfDtBLM1a4cg/BiPP1jFd0eL9srlc+l1fA0Mqi76m6PVHg6ciC3C3myTL56aGQkLIar54PnHkr7bDtrdtXw5qzUyPpetm0/H/ymJRS13KEoEv4wtIjOeRnsqm7kqyXbTRlTEAcy20FO57i52tdXrue9VUpL3PuPud+vdmdJfgkX978YgBcWv5AWVR9Skc/Xf45H9jC0y1D6te+X7OmYhhCeAejJRXE0WoifYGI5uS6EZVTS/ku8xdMY46mdag6rr66in6vd48IT9KwJUk4piuSi5qP6v2fVPqVhxMFOp14CqTJYv3arvxs30094Kh1vXF6fqz2YxdOtdjIKZfFsKat9Z1Ujbq+Mw2ahSxCXcmxxnqq73aV8btlg8QQozHHwwLmHAvDvH9exdV98S9e0hlftUCTLcOHh3TmmTwfTxs6wWfnLicrxeG3mprTr3nRA0aEfJS5FeO6u393i7z4SZFnm8XmP45E9nFZyGiN6jGi2zU2H3USmNZOl5Ut1q50gfFxeF5+v+xxoGyWUjAjhacBo+BKdgtoO/9mz1/QxXV5X1HU8JcmORLDkIp+rXZJlHKpwa/Q0RhDjGR4tWTwDxerKfUqLxUOdTr1ovX8ReaWkUhfJ4fe+LK9vXhmNiqXSaPHUjkGmzUq2XXOxqxbPEEEDLdXx1Esptc/CYmn+MKHFea6IpqSSmtl+QW0tvZwu2jcU+AlPgD8cWcRxfTvQ6PLywFfLk2rl+XRRGb+X7Sc3w8b95wwwffw/HVNCuyw7m/fWMWXFztbfIEgOHfvRzuslT1J+V9tqtpky7ORNk1m8ZzFZtiz+NuxvQbfplN2JKw+9EoAXl7yY1GTQdGRm2Uz2NOyhMLOQkSUjkz0dUxHCMySp1TJTYD6ydvpHEWGh1NaMMqs3RHKR3eYTblYgR7Uk1bvqgz4IBctqD7eOZyQWT014Dmzyic1gbTPbebx69jqoFs8cpcSSvUnp+KPEePpbPLMcvnJKbo9m8Qw+75oWkou2hIjv1NAsnpv21lETaekjNbN9dHUtk7fvJMud5edqByVk44mLBuOwWZi1fi/fLN0R2T5MYn+9k6e/V7KJ7xzZn85x6DKUm2FjzHG9AHjl543ClZqqdOiPBJSownNLTexlsKqaqnhu4XOAYtXsltst5LbXDrqWfEc+G/Zv4NtN38a87wOJj9d+DMDF/S/Wy9G1FYTwDEF8C8gLUgFvDKe/EncZ5RO85H8R0UZxGFzVFslCjmrJrHPVhbB4ButcFJ6rPdwYT6/s1V3tRuFZUWfsXqTEeEquer2WJ6gxnvnKTSlDFbpOjxOXKtgl2RfjqbnaXd5WLJ6NalknrxeyCvzWhUos0uiYm0G3dsoxXr2zJug2IVFd7RqBrnaN3h1zuP0UJRbr0cmrklJo/bmp66ioc3JQl1yuUcVhPBhzXC+yHVZW7axmxrryuO1HEANaSSWn8nstq449s/0/S/5DRWMFfdv15aoBV7W4bb4jn+sHXw/Ay7+/jNMjGg+Ew5bqLczbOQ8JiUsOuiTZ0zEdITwN+Ge1xw8hPFMDj6QVLY/c5On2uqN2HcmG1pjgszAaYzwtklW3eNa56kLEeCpEk1zUksXTKDy3VG+hzlWHAxt9XD6xGSzG01hEHlSLZ25XZRO3UrvT6XXqlmJJ7VKUYbOSk6G8btIsniE+SY1TFZ6WTAiwAoQqpWRkoJZgFKm7XXW1a4QSngA3ntSX/p1z2Vfn5Knv1kS2nxhZsb2KSfMVq9Yj5w/CblJCUTDa5zi44ugSAF79eWPc9iOIAbWIfHG9cr7Hmtm+Yu8KvbzPA8MfCMsSd8UhV9A5qzM763bq7xW0jHacTuxxIkW5RUmejfkI4WlAMkgQSbja2zweVfhEQyxZ7d4Ai6eeXGQPsHiqMZJ17jq8QSyXsioQ/ZOLArYJcrYp8anhzV1zs/eydcAGeoynn6s9o3nbTFDreOYqfztcPotnoPDMtFvJUmM8nR7N4hlCeLoUl32eI7/ZurJWLJ4Ag4qijPMs9BeeXiSsIYSnw2bhyYuV2p4fLyxj/qZ9ke0rSrxemb+rHYrOP6w7x/Y1L6EoFH8+sQ92q8RvpRUsKK2I+/4EEdK+F0hWSpoUD0cswtPj9fDYvMeQkTmvz3kM6zosrPdl2jK5+fCbAZiwbAJ1rrqo53Ag0Ohu5KsNXwFtL6lIQwjPEAS70ZuFEJ6pgVs9/aPNag/aPz0cAiyemvC0G1ztVqPF09myxbOlAvLBaMnNHjjeyr2K8Oxr7+y3TbAYT5x1dM3uqi9WLJ5dlE3UfvBG4YnB1a7FeDa6lWPjpXlnKq/spVa11OZlNBeeervMDjnN1mlorTMjLqmU1V4pT6MiIyG1cPUc1quQP6nWwPu+WM7irZVxj4P8bPE2lmzdT47DygPnmp9QFIyu7TL5w5E9AHjl5w0J2acgAqx2aN+LElfsrvZP133Kqn2ryLPncfdRd0f03gv7XUiv/F5UNlXy35X/jXoOBwI/lP5AtbOa7jndOb778cmeTlwQwtOAJIEWIlfljDAGLAL2iKOeEsiqcoiqjmcMMZ5e7LrlEAxZ7YY6eJLFEOPpbkV4+iUX+W+3et9qppZO9VsWys2eZVMKrBuFpxbf2dfWSZmXOu1gMZ401TaP8dSEp1rH0+hql2VFbGbZfclFDR6fKA+0yta6anVhnReQWFTV4GK/2pFIKxQfDC3BaMOeWhqcEXx/kuTnbve24GrXGHfWIXTMzWDT3joufuVXRj4/k9dmbmRPtTklbYxU1bt4eori1r9jZH+6xCGhKBQ3ntQXiwQ/ry2PvDi/IP507E+xWlJpZ93OqOIs9zbs5cXFLwJw+5G30zGrY0Tvt1ls3H7E7QD8d+V/2deQGC9AOqK52S89+FKslui9cqmMkEAGjLeRe9e8krR5CBJDLPanWLLaN+z1Fx56y0xDOzSrZPO52l11Icp7Bavj6c/fZv2Nu2ferfdPh9AWzxy1/aUm7jxeD6srVgPQx6bcaLQi5JX1Tt9+Q8R4ZsleyPMXnk2eJl8ZKtngateEp9t3oXV5/DPPtVJKGV4vGVn+bmTNzd4xN0NvvxmMznkZdMzNwCvD6l0R1vMMcLcHqdjkR7tsOx/dMJyLjygi025hY3kd46es4djxP3H9xAV8v2IXTrc5BYOfn7aWfXVO+nXO5drje7f+BhPp3TGHcwYrSWSvzhCxnilHh3508HrJlqzIyGyrjbyk0vMLn6fGVcOAwgFRd9A5vefpHNrhUOrd9by5/M2oxmjrrN63mmV7l2Gz2Lio30XJnk7cEMIzAOEGP3DQulZGXUA+Sovnx4v2+P2thXUYLZ4Wi8UvuSioxFXf11JykSYy99T79hnK4qkLT3Xc0upSGtwNZNmy6G4tUOaoCk+PV6a6UZ2VZvEMTC7yGiyeTUpcl9Pj1Ofr1YWnRReLdS5f/GugsG+phqcvoz20tRMU63bUcZ5Gi6dsadXiCdCvcy7PX3Y4Cx4YyVMXD+bIkgI8Xpkf1+zhpkmLGP7Ujzw6eRVrIhXBBlbuqOK9ecqDxaPnD4xrQlEobjlZyZ7+bvlONu8VMXwpRYd+SkklWfmNRepuX7BrAZM3TUZC4u/D/x61FU6SJO488k5AKRW0vVZ0vQpEK6F0esnpdMiKf4x2shDC04AkJapppsAsMpPUNcXlcellgSIlMKlJTy6y+USTRbL5lVNqiXAKyGsdfyC4xVNC0l3tmsVTSywaUDgAqxqWYJUgR7VO6pntOarbrXonXXN8MZ6Kq10RohkeJavd5XHp7TBlPcbT52qvc1mQDK1CjWjCM1gNz9ZKKRnR4zwjTjDylVSSISzhqZGXaedPR5fwxS3HM/2uk7jxpD50ysugos7J23M2c9YLsxj1n9m8O7eUqvrwa4xqHYq8Mpw3pBvH9YvMBWoWh3bP55SDO+GV4fWZwuqZUqiZ7SVO5TcYSYKRy+viiXlPAHDpQZcyuNPgmKZybPdjGd5tOC6vi1d+F15FIzXOGr7b/B0Afzy47fRlD4YQngaE6Ew/Onui74YRTiJOKNxed9QWT49sQ5Z9Z5uvgLxBeFp8yUWhkIO52qXg76kxxCwHE55ZtiwsqrjUhKyWWDSw40C/bdvnKIXu9QQjtVYg+9bTIauDbkHOkmXIUWJDtS5MTd4mPSnL423uam+SbdjVjxBo8WypXWYkwtNXUil6V7sXS6uu9lD065zLfWcPYO64U3nrmqM4a2BX7FaJ5dureOjrlQx7cjq3fbCYX9aVt9qO8osl21m0pZLsBCYUheIWtX7p54u3savK/DhWQZR0UIVnvXK+R9KzfdKqSWys2khhZiF/PfKvpkznjiPvAGDyxsmsr1xvyphtgckbJ9PgbqBfQT+Gdhma7OnEFSE8DUgS7LEL+ZlO9HBF2T0In6s9mlhNl6cJT5QWTxfBs9ot9kxsqkCzWmxkyjKWljKhg3QuCrW5UXgGc7Vn27P1TkKakNU7FnUYqJtSZSTaZ4cQnvX7sDfW0CFTEYWZsgz2HHDk6X3nnR6nHuPpNQjPbLtaQB4bNlq2eAYTnnoppRYy2jU0V/u63TU0uSN4eDC42mXAGq3yVLFZLZw2oAuvXTWUefedxt/PO5RDuubhdHv5dtlOrn77N054+iee/WEtpUHc11UNLsZPUWJw/3paf7q1aznMIN4M61XI0b0KcXn+v73zjpOivP/4e2brlb3KcRxw9N5PxAKCBZQoIGjsvfcSC1GjiSVRSeLPoCZRUWOJYmJHomLDggWVKkjvcMAdd1zZa9tmfn/Mzuzs3u7tXr+D5/168WJvyjPPzuzOfPZbVZ5fsq1d5yIwkdoVHGmhzHZ3Yq72/dX7eXr10wDcPvZ20h3pcfZIjBFdRnBy75NRUY2EpcMdVVVDSUWDzm5SwmtnQgjPCPyH+AU/1BjsbU4njGBLSn9No/f0+euM1o+NRe9HrmMkDlkchkCTJSsSxLV6AihhVt+mWTyTrclIwZJHKip+xc+Gg1qW9LDsYWHb6hZPI7PdkQqu7trr0i0UZA3Dpqr0C0ggy+BMxxGcliY8NaEc0GM8rTJWi4zdIuPBZpyD2DGezbN49shIIjPZhl9R2bi/EdUrXHmowThcFblFHw7ZqQ6uPK4vH906kf/dfByXHNub9CQb+yrq+PsXWzjhsS8559nveXPZbqo92nn526ebKKny0j8nhSvaOKEoFtef2B+A+T/uCm8yIGg/JAmy+5Pv1z43ibra//zjn6n113JE1yM4vf/pLTqlmwtuxiJZ+HLPl6wsXtmiY3dGlhctZ2vFVpKsSczoP6O9p9PqCOFp4lD/lXGoMarO07wBgpe7trTx9QebKjwtqoofS5g8NF5b7IZLWpZkkCxGnGc01KClUwkTztEteGEWz0B9i2eSxYF0QBOaiqKwtXwrnoCHFFsKvdN6G8dCgqxkTTiHCYtgHBklm/jrmFv5Ytce8uRg73lnmvG+AmoAr1rf1Q6Q7LBoFs/gCUk0xtMfUCgs00RzIsJTSzBqgrtdlgmk9w4OkvhujUGf20MzR/DD7ybz1PkFTBqUgyTBj9sPMvutnznq4c/4zX9W8sr3OwCtQ5Hd2jFu5ScMymFYXho13gAvfbejvacj0MkeSK+gd2hv1d56361Ivt7zNZ/t+gyLZOHeY+5t8Wdj3/S+zBowC4C5y+e2eo3bjo5u7Tyt72m47K52nk3r0zHuVgJBO1JT0vi2hk11tUtEc7UHb7pWuxHfKEsyWGxGSaWGMDc7iLV1vOSiZElG1jshKX6jfuew7GFG7Kf+DgyLZ0004bkZi99LuqKCHrPqCAlPgJpgfU5vIEJ42iz4VCs2Gmfx3FdRh19RsVtlurocJIIR59nIupN1/X+FW01iE30atV9TcNoszBjdnVeuOIpv7zqJO08ZRO/sZKq9Ad5btRdFhWkj8zhuYPskFEVDkiRuCFo9X/puB1WepofCCFqQLgPJCQRwIhNQA+yr2hdz0zp/HY/+8CgAFw29iEGZg1plStePvh6HxcGK4hUsKVzSKsfoDJTUlvDprk+BQ7dTUSRCeAo6Lc39Da4n58Tr5BMNX8DTpNhQ3eJpxvCmh1k8JZBtDbva9bjLBHq1x3W1q5LRJlZV/eHxnREDZ+kxnmaLZzCBgdItEHTZo7cAdUYKT22+vkCogDxAkl23eAZjPCMKXVd6oicXGT3aM5OQE4y7bGpJpYrx9zDGM49tUs9G7ddcumckcdNJA/nyzhN449pjOWtsTyYNyuEPM4bF37mNOXVEHn27pFBR6+P1H5rXG1zQQmT3RwLyg5UkGnK3v7D2BfZU7aFrclej1WVrkJuSywVDLwBg7oq5YdU5Dife2/IefsXPqC6jGJrdvgmCbYUQnoJOi6UZWelmagKNd9n7FV+TLJ4y4IsQnkZ2vUl4WiQLWKxxXO3B5CLTPJQYuitucpEa6qWkKD7D4mkIT9O5rpfVDmEWT3Rha7J4WgFL8Ag1hAtPp027DSXbrXixGFZfX8Q83Z4yILbwTMTNrqOXVNqwz40vkPgDT1FUAlianNHeXCRJ4qi+WTx29mheueKoNu1QlCgWWeK647XSU88t2da4BC5B66Bntnu075S5oYSZnZU7eWHNCwDcNe4uo7Zva3HliCtx2VxsLttslBI6nAgoAd7c+CZw6JdQMiOEp6DTEqNyUMLou9c0yeLZtM5FMgRjPEPKxWiHaXUYGd0JWTwN4Wm2eCaeXGQxWSGTAn5kPQHIX8fGgxuBkPAMbWrKaje3zdSF58Ft4KnSXtuCwtOpWRftermm4C56kpXDZPH0mpKLfBHXxV0XFJ6SLWRNJbEe7ZH0ykrG5bTiDShsLqpKeD/9PFhEPHiDnFHQk25pTordHt5eLgqFtzvZWvhDrzrtuxIts11VVR794VF8io8J3Sdwcu+TW31a6Y50rhh5BQB/X/n3et3KDnW+3fste6v3kmZPY2qfqe09nTZDCE9Bp6W5H169nFJjLJ56eSOf4m+a8FTBHxHjGdXiiQUsNpITifE0JQok4mrXLZ5JJuGZ7PcZUnhz+Va8iheX3UVPV7hLWQUyUzTBGBbjmdZTs3AqPggmKRnC06EJT1vEFQuokRZPS1g5JX89i6fmak+LsMLsKg262hth8ZQkieHdg+72RsR5BsyhEIKY2K0yV0/SrJ7Pfr0VfyOsyoJWwJ4CaT3I92v3imi1PD/d+Snf7v0Wu2znd0f/rs2SbS8ceiE5STkUVhXy5qY32+SYHQW9U9GsAbNwWjue96K1aNSze8GCBfTr1w+r1crRRx/N+vVaDbm1a9cybtw4MjMzmT17dliGWkPrBILm0GzhqZdTCiRe9sWwxqlNKyAvo+JTo3cu0oSn9lKSZZCtpDZg8dS/S2ZXe2NiPJNMojbJV2ecz7XB/uzDs4fXe/hIQFZKlBhPWTasKuxfo/1vDcV4AjgionIDqg1ZArslJDwDyCZXe4TF06dZJl32tLDlTXG1A4wwCsknLjz1RC6hO+Nz/lH5ZCbb2Flaw4dr97f3dATZA4zM9kiLZ7Wvmj//9GcArhx5Jb3SerXZtJKsSVw3+joAnv35WWp8jS9v1xkprCpkyR4tqepwcrNDI57dW7du5fLLL2fOnDkUFhbSu3dvrrrqKjweDzNmzGDs2LEsW7aMdevW8dJLLwE0uE4gaC5yC8V41iqJWzx1YehXA01LLkJztSsmETbUGexvbrEbwtaCJjwbivHESAaK72qv8lUZwft6OSWn2eLprTGSi9aVbQIi63eGts0yFZBXzMJYd7fv/1n7P8LiaY+Yk6JacdoshrhNslkByYgFrWfx9GtF1F0RhaybKjxH9my88NTFfnOLxx8OJNutXDZeqy/6zy+2CKNDe9MlVFJpT9WesPvX06ueprimmHxXPleMuKLNp3bGwDPo5erFwbqDvLLulTY/fnvw1qa3UFE5Ju8Yeqf1bu/ptCkJC8/169fzyCOPcM4555Cbm8v111/PsmXL+Oijj6ioqODxxx+nf//+PPLII7zwghac3NC6WHg8HiorK8P+CQTRkBN4jh1fEzt+s0kWT72rjhog0IQsTFnVkov8WHh7zz5ml5ZxfvYYbaXVEV7HM9FySglYPFVUqoIWw5DF0yQ866oMKVwVrAsaSiwKjasikREUnooKlXWmmKxsU5wnmCyemsCzRwiPgGozSikBRr92o46nP/SDQFEVqoIhES5nhrG8osZHRa02h/ysxnXu0UsqrdtXGbc1pTHn4OUQrvbEuHR8b1LsFjbsd/PFxuL2ns7hTfZAcgMB7Ej4FT/7qzUr9KayTby6/lUA7jnqnnZx+dpkGzcX3AzAS7+8RFkwnvtQxRfw8c7md4DDp4SSmYSF5/Tp07nuuuuMvzdu3MiAAQNYvXo1xxxzDMnJmrVh1KhRrFunZcQ2tC4Wjz76KOnp6ca//Pz8Rr8pweFBswOU9RhPJXHhqZf68auK0fqxMcio+LDix8ogn49LKt3YpGDMp2xB72kky3Lc5KKQq93UMrOBY+vudl14hlk868rrCfnIHu06dquMy6HNuawmSoKRji1CeEaIaD82nKbC58kOTXgaFk9T7G2Vr8p4b66kUN3K3WWaSM5xOUi2h8fOxqNvlxSS7RbqfArbDiSWYBRytQvhmQgZyXYuPEaz5vzji63C6tmeZA9ABnoGv4a73LtQVIU/Lf0TATXAlF5TmNhzYrtN75Q+pzA0ayjVvmqeX/N8u82jLfhs12ccrDtI16SunJB/QntPp81p0rPb6/Xy2GOPccMNN1BZWUnfvqF2bZIkYbFYKCsra3BdLO655x4qKiqMf7t3J9ZXVnD4YUngIZbIY66mER2IjPjDJgtPLbkorKSSScS4ghlPyZItbjklHXNykdLAO9aFZ9TkokB42ECGI4PuKd1DUwxaVfWZZugJRmG1PAeEH9AWdH0HXe0OJfx81bN42jThaA2eA3OMpz53p6JgT842ljfVzQ6au1xPMFqToLtdMVztjT7cYctVx/XFbpFZvrOMH7YfbO/pHL500b6fveq079Xuyt28v/V9VhavJMmaxF1H3dWes0OWZG494lYAXt/weoNF7js7elLRWYPOwio37gfzoUCTbp/33XcfqampXHPNNVitVhyO8G4hTqeTmpqaBtfFwuFwkJaWFvZPIIiGRHxhqQDFakbUdaucxdz2xW2NEp66u9iPiq8JwtNicrVH46pqH9eWVTAluWcTyynFJtLiGZZcpKphN4OwxCJVpfvO9wHYZdWSDqIWkY+0eAZdduWK9r8tnvAMutrl4Ez8phCIWF2LdpY2XXiCqYNRgq0zFeFqbzRd05ycfaRWHeH+Bb+Iup7tRXo+WBz08mnfqzUla3h82eOA1kWoW0q39pwdAOO7j+eobkfhU3z8c/U/23s6rcKWsi0sL1qORbJw5sAz23s67UKjheenn37KM888w/z587HZbGRlZXHgwIGwbdxuN3a7vcF1AkFziS7d6jPRMzfmus92fcZmf+JxxOY4RU8TW2aCFFFEPiRi+mHlpvIK0izO+DGeapTkogb0kN42M6rFU1HCbgZhiUU7viHj4Co8qo1FyacDRG+b6XCBKy/0ty2Jt5bv4bRntWQje4RV1afYjVJKoNXxhJCr3WdytYe6FqnRuxY1UXgaPdsTLKmkiHJKTeL2kweRnWJnY5Gbpz7f0t7TOTyRLZDVz0gwWrB1AWWeMvqn9+eiYRe18+Q0JEkyrJ7vb32freVb23lGLc8bm7S+7Cfmn0huSm47z6Z9aJTw3LZtGxdeeCFPP/00w4ZpD6Zx48axdOlSY5sdO3bg8XjIyspqcJ1A0FzkBF3tapzmmv5GZMebhWdDbu1Y6HGUftXkXjGLGEvQQyBZtKz2BJJezBbPhhzzhqs9ELR4hglPFcn0d1h855L/A+C/gRMot2jf3agWTwh3t1udrN9XiRtNFEa62n1Et3hKauIWz93NcLVDqHXmur2V4Rn6MTCEp3C1N4rsVAd/nDUCgKe/2srPe8rbd0KHK10GkO8L/wF43zH3YZNtMXZoJBWFUN68NqmjckYxuddkFFXhyRVPtsy8Ogg1vhoWbl0IHH4llMwkfPusra1l+vTpzJo1i5kzZ1JVVUVVVRUTJ06koqKCV17RSiDMmTOHKVOmYLFYmDRpUsx1AkFzSfTDG094NgZbC5Vw8seweGIJPgBkrYB8QjGeCfRqB5OrPdhL3WnOaleVsLNkZLQXroBtX6BIFuYFphvbRLV4AnQZFHptS8LjD1CFEwUJ86PNqqoEsEZ3tesxnibhqVtrW6JdppkBOak4rDJVHj87Sqvjbi8snk3ntJF5TBuVR0BRmf3mz8Ll3h5kD6SXPxRadHr/0zmy25HNG1NVYfvX8PoF8Lfh8Pej4MDGZg15S8EtyJLM4t2LWX1gdfPm14H4YPsHVPmq6J3Wm6Pzjm7v6bQbCQvPjz/+mPXr1/Pcc8/hcrmMf4WFhcybN4/rrruO3Nxc3nrrLebMmQOA1WqNuU4gaC6JfHhVEkswShSLSphlsLHocw5ztZvFpdVs8YwX46kR1qu9ge3cXjeqqlIb0F3toa2TlVCMZ5bNRW5y0AX0jRYDtq/XdPaoOcb2ehH58uqI+FhznKfVicenoCJTJyXhMJ03q6rixUqSSXgmBbPSE7V4+gMKheWaiO6d3TThabXIDM3TOxjFD7nQL4cQnk3jodOHC5d7e5I9gDx/gHys5CTlcNvY25o+lq8WVrwCzxwHL8+AjR8AKvhrYdHd5j67jaZfRj9m9p8JwNzlcw+JagiqqvLGRs3Nfvags7WSea1IjdfPwx+sw13X8dqQJvzOZ82ahaqq9f716dOHWbNmsXnzZubNm8f69esZPnx42H6x1gkEzSGRD28FyS1q8ZQIZbY3Bd2aF2bxNCcpWYLxz7KsZbU3EOOpBoWjkmCSk9vrNorHQ/j7SFZDZ2l4ar6WWFS8AdYvBCS2DroGCEUFZCRHaZsJoVqeALZkPH5tjjVSSliYghXtHDhMMZ6RrnafYhaewXaZJuG5r6KOgKLisMrkpIYnMTYG3d3+SwKZ7bo7XtSPbxrC5d7OdBmIBXi7pI73Z71PF1NpsoSpKITPHoTHh8H7N0PRWq2CxZFXwoVvafewrYth40fNmur1o6/HLttZVrSMb/d+26yxOgI/l/zMhoMbcFgczBowq1WPpaoqv33rZ95c8jNXv7Kswwn3FpPcPXr0YObMmeTk5DRqnUDQVBKL8ZRaXni2gA3VZ+7XrkQRnpJWxzNJjT17fRZhFs84yUV1pm5A5neRpCjG+RyeGuzP/u1c7f8h06hO6x82VswYzy6mGE+b03Cnukk2ujKBZvH0qeGudsP6qYvzQOiXujtYUNps8dxp6tEuN0MJGq0zE0gwEr3am4/Z5X7nm6uFy70tCcZgJ7n3ktqY25iqwq4f4M3LYO5IzRNSexAyesEpf4Lb18H0x2HgyXDsTdo+H98DvroGh22IvNQ8zhtyHgBPrHjC6LzWWdGtnVP7TCU9ovtaSzPv622Urv2Mbxy38nD/9R2u7rAIkRd0WtrD1Q6ECajGIhHF4mkSWGGudosNGUiWotd5K67Ubupqgjdkt9dtCE+7ouIx3YxswOnVtRTU1XF6lyOgbCf8rN0omXi7cQ71+ceM8UzPD3UssiYZFs9KNdLVrolvp7V+jCdK0OJpdrXXlgLgUmWjPmhz4zt1jMz2wsq4lgFVuNpbBN3lvqmoiic/39ze0zl8SM6CpGBy78EEMsb9Hlj9H5h3AvzrFPjlXc1D02cinPsq3LIKxt8cFnfNxDu06hZlO+D7p5o13atHXk2qLZUNBzfw8Y6PmzVWe1JeV86i7YuA1u9UtGTzAd74+Auets0lVaqjf/l3zQp7aA2E8BR0WhJJUUskq72xNEd46lntAfNXz1yWyZxcFMw0TYnxTvWWnYqSuKs91LVIIWA6LRJwvDWLV/YVk2/PgO+e1B4w/U6EHmPrjaXHeNazeMoWyBujvU7rjjcoPMvV5AhXu4oPS1g5pZRgNyRFF56m+qqVusXT6jT8/S0lPAflurBZJCpqfewpi91iFcxZ7UJ4NofsVAd/Crrcn/lqm3C5tyV6HHZJA4LfXQRfPAp/GwHvXgv7VmkVNwouhuu+gcv+B0NnaN/3SBypcPIftddLHoeKPU2eaoYzg8uGXwbAUyufwhfoePGKibBg6wK8ipehWUMZ2WVkqx1nV2kNv3vta56z/pUMqRq151Fw+t/DK6d0AITwFHRaEknyGVgnQ4u62lWa02dCMuZimlOY8DQnF2k39ZQYQej6CI2J8aw1lVKaUGt2g0mQFqzBWbkXVvxbez3xDsD0gzl40Mygq7281le/z/lZ/4JLF0K3EYbFszzgDBeeqoq/XnKR/lr73286L269jqctxVjW3FJKOnarzOBuLgDWxonzDIgYzxbj1JF5TBcu97ZHj8MujWLxLFwB71yjZad/NQeqi8HVHU76Pdy+Hmb+HbolIJxGngW9jgVfDXz6h2ZN9+JhF5PlzGK3ezeLdy9u1ljtgaIqhpv9nMHntJrbu8br5/pXlvLnwGP0k/ejpvVEOu+1UOviDoQQnoJOiwwUEz1Wpqvfz+9KDnJaWQvVpwuiJRc1w9UebVezxdKqJxdZDOtnSoyq8LqITVR4VnorjVJKSYomPP90oJR/790PKTkhF/n3f4eAB3oeBX2OizqWnlykqlBZG2GFSO8BfScBGGKiMtLiqYI3spySEeOp/W+2eLp9WlZ7ms1lLGspiyeE4jzjtc4UrvaW5aGZI4TLva3R47BLg+c74IO1b8PzJ8NzJ8LP/wXFp33/z/oX/OZnmHQnpGTHHjMSSYJT/6LFqq99G3Y0PTko2ZbMGQPOAOCj7c1LWGoPlu5byi73LlJtqZzW97RWOYaqqvz2zdVcVPok4y3rUGwpSBe+AaldW+V4zUUIT0GnRQZK1egtVQd4fZzvrsLawh9xSW1ujGcUzBbPvsdrvc17HGnEYqUEondIkqTGu9rrAuFdi2ZWVTPG4wVXN9B7Bpft0P6feIfholGDUZ76/G0WGZdT275enKcJj0+bo5tkHKbTZkXFH+Fqt1pk7BYZNehqD7N4+jWR6TIF5e8M1t3s1cRSSmZCHYwaLqkkXO0tS1aKXbjc2xq9ycP+tVpziLmj4K0rYM+PWnjPqHPh6sVw1acw4teh8J/GkjcKxl6mvf7otxDjPpYIp/Y9FYCv93xt1PTtLOjWzhn9Z5Bsa/69Khrzvt5G7roXON/6BaokI5/9IuR23ApCQngKOi1y7giUGG50e4Li8MIKN8fVNBzXF0lzyilJ0eZrFp5HXQ137YCeY40HRIonVmHzoChM0OJZ5auiylcFaDGeYZiFJ0DX4TBoaoPjxYzzNKG72t1RLJ4BZBy28Bgxzd0etHiqZuGpCWaXU0tiqKjxUVmnrc/PbDnh+UthRYMJRsLV3vIIl3sbo7vaD6yHzx8C917N43H83XDbWjhzXtS47iZx4n3gzNBKLq14qcnDDMocRP/0/vgUH5/v/Lxl5tYGFFUX8eXuLwE4Z1DrdCpasvkAP33yGvda5wMgnfJw3Ht3eyOEp6DTIiPHTBxyJig8T6ip4emiAwkfs7mudjmqqz3CEqAH7OvC068JO0vEcaWgFbIxZUZKg9nhTlUFa1JoRaTwnHh7WEC6fmizh1mP8zzYoPDUyyklhZ03i6q9g6QI4Zlst6AG24n6g5bcgBKgStXc7mnJWt1B3c2e43KYYkObzpBuLiyyRGm1l/2VsUvAiALyrcNDM0fQJVVzuT/xmXC5typZfTWhCZA3GmY9A7f9Aifeo90HWpKUbDjpPu314j9BzcEmDSNJkmH17Ezu9rc3v01ADTA2dywDMgfE36GR7Cqt4YnX3mOu9R/Ikop6xGVwzPUtfpyWRghPQadFlmLX6NSta2qM+EidUZ7YoikWzavjGcfiaSa7H6C1swQtISfaSIm42p3BDPnimmJAi/HEEYqXxJUXEryZfWHYrLhjGhbPhlztRjml5LBySpbg7J1RLJ668PQFLbm6lRbAlaw9MFsyvlOfx8CuqQCs2RM7zlO3hlqE8GxRwl3uW1m9u7x9J3QoY3XAVZ/BtUvgmq9gzPmhMm6twdjLNQ9KbRl88XCTh9HjI3/Y/wMltSUtNbtWw6f4eHvT20DrlFCq8fq56+VPmavOIVWqI9BnEtK0xzpcBns0hPAUdFosUmyLpyNBq2RyI62XKhLWZrnaoxBLOCZlQnIXUoPdiyLtevr9JZHkIpesiURdeDpVVSt7YmzQDXIGa69PuAcs4bn7kXU8wWzxjF3ixBzjaQ8TnhrmGE+ItHhqglxvl5mkKNgiLJ69W0h4QmJxnnoB+U5wb+90/GpEHjNGd0dRYfZbwuXeqmT20WIw2+KDbLHCqX/WXi/7F+xf06Rh8tPyGdllJIqqdIqanl/t/ori2mKynFlM6TWlRcdWVZV73/iJ35Y/RE+pBH9mfyznvtL0eNw2RghPQadFkqSYMZ7xhOextbXML9zf6GMqyM3Mao9m8WygNl12f6NfuyXisI1xtacFpd6BGi2sIKrF84R7tILQoxP7dZ4ZzGwvj2HxVFU15GpXk8KEp946NNLimWyzouhZ7UFBHa1Puy4881tSeHaP3zpTuNpblwdPHy5c7ocifSfC8DNAVeCju5pc0Lwzudv/u/G/AJw58ExsLSwI5321lRM3PkiBvAW/PR3rRW+GF/Hv4AjhKei0NBTjqQvPWLe33xwsZ6S38W52Fal1s9ojyR5Al4AmwNIi+rbr00gkucgV3LaopgiAJFUBu0l4puZqv5az+kbdX41i6TO6F8WI8fQrqiHUIi2ehvC0RghPh8niGRTU0YVnMKO9VSyeCbjaRXZRqyBc7ocwJ/9Riyvf+S388k6ThpjaZyoSEqsPrKawqrCFJ9hy7KzcydJ9S5GQOGvQWS069pLNB6j97BFOt3yPIlmxnv8aZPePv2MHQgjPCBIpSi7oGMgxCqtDfItnUz/4iirTnN+u0S2eDQnP/kytruG3pWVcVx4piBK3eLqC4vVAbdDiqapgN4k2V17cMSKJF+Opx3cCVKop4TGewZdJ9vqu9kBEjGdIeKr1LJ4tUUpJZ1j3NCQJiio9FLujJxjpWe3C4Nl6mF3ud765mjqfcLkfEmTka0mLAJ/8HryxqnXEpmtyV47qdhTQsa2eegmliT0n0iO1R4uNu6u0hv+99nd+Y9ViR6Xpj2vW5E6GEJ6CToulAeGpW9cWKwVR1zdVN2gxni2dXNTAgzV7AMmqysWVbrr7wwWqPotEkotcwcz4ap92s3cqqtaHWUfPco1DY7LaPSbB4CYJu+m06QLcEWHxTLJZUVRN2vsJJiYF6/bpFk9fQGFvuSYMW9LimWy30j9Hi3v9pTB6nKdwtbcNust9c7EoLH9IMf5myOgFlYVaO80m0NHd7XX+Ot7b8h7QsklFNV4/j7/4Kg+p/wDAf8xNSGMvbbHx2xIhPAWdloYsntvVftzovYUXA7+Kuj5qB6GEkLA142sjRxOeXYfF3iE7dgkO3e2rkIDF0xteq9Spqlo7O52IZKJYmJOLQhbP6DGqZotnNc6wpCwpVoyn3UIA3eIZdLXXaSVYdOG5r7yOgKLisMrkpLZsNq4e5xmrdaYiXO1tguZy11ozCpf7IYQtCaY+qr3+7kk4uK3RQ0zpPQWrbGVT2Sa2lG1p4Qk2n493fEylt5LuKd2Z0H1Ci4ypqiqPvv4p97r/hEPyUddvKtZTHmqRsdsDITwjEI+TzkPUYuxBqtQ0PlCOIVAvF1yjOR/8hiytcTG52qd5HuZF5yVw9HWxt8/qF9o1cqjg/4qSQHKRtybs7yRVgUDiMa7RjLxZKZplMqbF0yQ8VWRUKSQS5eAViJbVrii6xVM7qLtGK53iCiZEmUsptXQHoXhxnrrYF7qz9fnViG6cLlzuhx5DpkG/E7X7z8f3NXr3dEc6x3XXWvl+uP3Dlp5ds9Hd7GcPPhuL3PwawwAvLl7DBVt/S45UQU3mUJzn/itU/q4TIoSnoNPSkMVTVRuOxJQjZNyjxSWcW+mmfwIJR82xeJp/2vyi9uW/zrND/dmjHiwJ0vOBaIlSKpvLNvN9ze64R3VFuOOditqwiz8GZg9zRtDVXlnnwx+oL34jy+EECBWsj5XVnmS3EAheO19Q5LmDRe/TZAdIUovX8DRjCM8Yrnb9bUrC1d4mPGByuT8hXO6HBpKklVeSrbDxA9jyWaOHMLvbG+o01tasL13PzyU/Y5WtRn/55rJk4356f3kLQ+Vd1NqzSb70zfBSeJ0QITwFnZaG7Hy61SwWkbJhenUN95WWJVCjU8LaDItnk1z8Qatn5K7vHPiKcxaewxZvWdwhXBFW0WRoVIaMGkX2ZiRp51hVoaK2vrtdr+Gp41NDwlNSZayyhM0SLbkoPMbTXae9P5fVCcDOYEZ7S5ZS0hkWdLUXltdGteQarnYhPNsEs8v92a+2skq43A8NcgbDUddqrz+6G/yNqzByQv4JJFmT2FO1h7Ula1thgk1DL6F0cq+TyU7KbvZ4u0pr2Pb6nUy2rMQn2XFe/F8tSauTI4RnBOJx0nmIVUoJMBJUYhG1dSWJfSFsUtNdHJHhAQn9WNfjPOXwOMxl7o34VT8nJudzalXDGaKuCIuk05IE05+ApCyY8WQCk6iP1SKTHhSf0TLbvRHHrFNNQlGV6lk7AZLs1pDFMyh2Kz2a29tlTQFgdytaPNOcNvoEM+V/ieJuN1zt4s7ZZphd7rOFy/3Q4YS7tKTG0s3w47xG7ZpsS+aE/BOAjuNud3vdxlzOGdz8vuw1Xj/vPP8wl7IQAHXWP5HyxzV73I6AuH0KOi3NsXjG+uBLcdphSipYmyE8m/TTputQAFR7StjibGsac0+Yy5M5x9fLeI/EpYS/rySrE3qOhd9ug2BmpKqqMd1WsQRyVkrs7kW6xVM3DtYoJosncr34ToBkmwU/2pj6O3L7guWUgnVHW9PVDjA86G5fEyXBKFROSfxEbUu0LHeHcLkfSjjTYfL92usv54C7qFG76y00F+1YRKAJYUMtzcKtC6n11zIgYwBjc8c2ayxVVXnulZe5seZpANzH/hb76LNbYpodAiE8IxCPk86D0oBGDKgNxE0SW2Am8oWwSIllgEc9bkQdz2gu7HqMuUArvjzqvLDF8wbdweTek0ENxJ13ZPF5py0oYoMCKqConP3M91z18rKG5x8huPTuRdHc0nqMp152qcrvDI2jyvVKKYHmavcpusVTwx3Mvnc5NEG4qzTYLrMFa3iaGRkUntFKKumfOeFqb1syU+w8fIZWWF643A8hxlwI3QvA64bPG5elPaH7BNLsaZTUlrCsqOH7VmujqmooqWjQ2c3+YfrfRV9w6e7fY5MClPY9Hdcpv2uJaXYYhPAUdFpitcsE8CsNC89YH/xYLngz1gSEp6Sq/PFAKRZV5foys+WsCTckewpMuEXrp24aP0UOCjklEDd2NDLG02kNF217y2tZtrOMzzcUo0RR9PEsntFc7XpWe5dUbZsKJTnU9UmVSbJHEZ4Oq/GjwS9pN3R3QKvZmebMpKLGR2WdZgvtmdk6wnNE99iZ7YrIam83pg4XWe6HHLIMp/5Ve73qVdizPOFdbRYbJ/c+GWj/mp7Li5aztWIrSdYkZvSf0ayxvl+7maO+v4EMqZoD6aPIvuC5Q65jhRCegk5LQ672uMJTF1JBK5qxPM4xVSSsCZSxsAAzq2pYtmM3x9eYa2g2IcbTdHTz+MZfij/uvOslF5nbZRJusQw0MKnI25+e2R5deGrCIDtFK6NUSXKoe5Fqie5qt1vwm6zVfsWPW9EK3buSso3Eoq4uR1Th2hIMDyYY7SytqZc0FRKeh9aDoLOgu9y3FFcxV/RyPzTIHwejL9BefzQbEigPp6O72z/d+SneRpSHa2l0a+dpfU8zQoKawq7iCixvXUo/eR9ltly6XPUW2Jzxd+xkCOEpaDMiE1yaS0OizRtouLC4IRuC8ZM6kWWWou1nleI3zbSoKjhSsRLu1pfU8K9cY3SneVsJU3tXNRB33vUsnhHlOEqrQ12MAtEsnjHGNSye0VztwRjPFIcVp03GrYb6tUvI9fq0AyTZLPhMwtMT8FAVbJ3pSu7a6vGdoLl1e2Zq8aiRCUZG5yJh8mwXzC73eV8Ll/shw5QHwO6CwuWw+vWEdxubO5acpBwqvZV8W/ht682vAUpqS/h016dA8zoV1Xh8rH3+ao7iF2qlJFIuewvJldtS0+xQCOEpaDOur9drvHk0aPFUGxaehlDLDe8alEi5o0Rc7TKATRN3ZomiRuvVniCVntA7ltVgdGhVMVTujbuvjWB/9iBJjoyw9SVVIeHYkKCPNPSF2mZGSS4KutodNplUhw03IeGpKnLUrPZkuwWv6dqVeUKlolwpuW0iPCHkbo+M8xSu9vZn6vBuzBwjXO6HFK5cLcsd4LMHoC6xZ4VFtjC1z1Sg/dzt7215D7/iZ1SXUQzNHhp/hyioqsqHz/+B07wfoyBRd/o87D1GtfBMOw5CeEbgFy60VqOly/wqDSgkXzyLp75rl8FhyxP5Qljl+BZPqwpKMAvdPGb9ckqJn5VPftlvGge6L7oKHhsIa99OaN66xVlSVewR7qDSqoZd7bHmqXcvasjV7rDKpDmtYRZPsMQQntYwi+fBYLvMJEXBltLFKKXUGjU8zYzoEWydGWnxVISrvSPwwAzhcj/kOOpayB4I1cXw1V8S3k13t3+550tqzG2A24CAEuDNjW8CzSuhtOidlzizWMtg3zPuXjILTm+R+XVUhPAUtBmtIzyjj+pVG46LMT74qTnRl8dARUooq92CimrV3LV+NVx6NpUKT6hk0j+LDiD7awAJJWtA/KQoSTa6FyWpKpIzLWx1aVXDrnZjmIi/QxbP2K52h9WCy2mlkqSQ8IwR45lkt+DHhjW43cFg1yK9T7tu8WytjHad4UYHI+Fq74hkpth5xORy/3x9UYfqYCNoAlY7/GqO9vqHZ+DAxoR2G9FlBPmufGr9tXy5+8tWm140vt37LXur95JmTzMsr41l+Y9LmPjz3ciSyqaeZ9HrtDtbeJYdj0YLz9LSUvr27cuOHTuMZWvXrmXcuHFkZmYye/bssBtAQ+sEguagqrGd7QkLz/6TYfA0Y3m8Op4AFrnhxCV9fNWibeczF7OvV04pcTymGNlxdR52nLkQfreXuut+YIUysOGdU3ONWp7OYPypGbNwjJrVHmPYRLLaHVaZ1AiLp6LGsnha8GIxst/LjD7tCiRntrmrfVtJNVUmwS9c7R2HU0wu9ytfXsb0p77hzWW7heu9MzNwCgw+DRQ/LLo7oexLSZLCWmi2JXqnolkDZuG0Nj4JaM/uneR9eBmpUh1bUo5g4GVPH3IZ7NFolPAsKSlh+vTpYaLT4/EwY8YMxo4dy7Jly1i3bh0vvfRS3HUCQXNRGhCePuIlF6l81u8uSMqA8+fDxDuhewGyLSXOfhIWk6vdGuPGaFVVVIs2By9m13zETaURytMbUSO+NmcM2JODFsr6X+W0gPYAvriiMig8tfOVpKjgCHe1l5iFZ0NZ7RE3RSOrvYE6ng6rjMuI8dTWqUS3eNosMqrFbrQuPVithRe4FBWfPYO95VpppdYWnjkuB93SnKgqrN8XivMUrvaOxZ9mjeD8o3rhsMr8sreS2W/9zIQ5i/m/TzZSVFnX3tNrNqVVHuN7dNgw9WGw2GHrYtiYWFci3d3+zd5vqPC0bC5BLAqrClmyZwnQNDd7TbUb90tn050SCi09yL/uLSRrfKPGoUCjhOd5553HeeeFF7H+6KOPqKio4PHHH6d///488sgjvPDCC3HXCQTNRVVhdHmXqOs8cVpmnuv5Az/nnRVaMPn3cM2XSHIcN7oabvG0xRBpFiAQFKhhFs9mRLd4AuEPIP3Q/oBaz5IK8FDJQf69dz+3HywHV15IeKqKlkFqIszVHu09xanjWVnnxxdRtSCaxdMop6RYo2a1A1htDmzBA5ZWaYlTLkVhb52NgKLisMrkuBr+YdESGHGeJne74WoXwrND4HLaePTMkSy9ZzK//dVg8tKdlFZ7eWrxFibMWcyt/1nZaTPfV+wq47g/f8Gv5i6hoqZ+8t4hS1Y/GH+z9nrRPeCL/wOif0Z/BmUOwq/4+XTnp608QY23Nr2FisoxecfQO613o/ZVFYVfnrmEoYGNVJCK/eK3cLia39u9s9Cop+C8efO49dZbw5atXr2aY445huRkzQIxatQo1q1bF3ddLDweD5WVlWH/BIcGLR1koaLi8tsZ4onSJ5yGBaRCdNFjSSAG02oJiZ5YwlNWQQkKVI/J4hmZ1d6QdTFsO0XF5w/fVu965FfUqH3rHarKGE/wTLhCFk/N1R47uaihMnqRR0lPshmeofKIh6MR42nTYjzdJHGWu4qja+voWpMZsw6n0243LMll1cUAuCQru8pC1s62aFk5XC8kb8psF3U8OyaZKXZuOGEAS357Iv+44AiO7J2JX1FZsGovs/7xLbP+8S0LVhXW+3HUUamo8XHz/JXU+gJsL6nmt2+vPrzC1I67HVzdoXwnfP9UQrvoVs+2cLf7Aj7e2fwO0LQSSsteuYdx7sX4VAv7ps4jp8+w+DsdQjRKePbr16/essrKSvr27Wv8LUkSFouFsrKyBtfF4tFHHyU9Pd34l5+f35gpCjoZwz2e+BvFQFEUJFQsUSSth4ZdFgHVEhY/9O7KPXy96UACgkLCIpuFZ/StLKihGE+T8JQivnJef2IPwlpfgFjSXXO115932JFceUbbTM3VHorxVFU1rI5nNDEcq7WnRZbISIqe2R7uardSjZNTqmt5fn8xlkBy1BhPgCSHNeRqrwsmF8n2Nkss0hkZJcEoIGI8OzRWi8y0UXm8df14Ft50HGce0QO7RWbV7nJu/c8qjvvzYp76fHOYhb+joaoqv317NYXlteSlO7FbZD7+pYiXv9vR3lOLS7XHT2F5bdQ48UbhSIVT/qi9XvI4VOyJu4se5/nT/p8orilu3vHj8NmuzzhYd5CuSV05If+ERu27/pMXGbfjGQCWjbiPIcdOi7PHoUezs9qtVisOR7jby+l0UlNT0+C6WNxzzz1UVFQY/3bv3t3cKQo6CEqUh3UiLSpjoe96dG19V0w8i6dq+uhvL6nmtv+u5pJ//Viv3FE0wmI8YwkyFQKSPTiX2BZPTxzhqVs5qr1+5Igio4arXVGi1geV9Q1syZCaS1ogusXT7fHjC4TGbjCrPcrpyUyJntludrW7nDZUZOpkLYbWjwWHNfrtJ9luwRKcQplXE31p1iRDeLZ2KSWdEUHhubnYTa1XE9H6KbUI5dnhGdkzncfPGcO3d5/EbVMGkeNyUFTp4f8+3cSxcxZz55ur6zUI6Ai88v1OPv6lCJtF4tmLx/K704YA8MiHG1izp+PNV+eA28PUuV8zYc5iRj7wMbP+8S13vfUz//pmO99uKeGA29M4q+2IX0Ov8eCrgU//EHfz7qndGZMzBhWVj3d83Ix3Eh89qeisQWdhjReeZWL/L9/Q77vZAHydfR7HnHVbq8yvo9Ns4ZmVlcWBAwfClrndbux2e4PrYuFwOEhLSwv715YMPnB5mx7vcCLaLac5j289uej68kruLTnIeFNrSn8MV7qxr+mjf8Adsn4k8oUIt3jGivFUKfdp786rhMd49spK5uUrjgJoMAP3wzX7GPXgJ3yxsZgaT8MWTzXKzC0Azgy49H/gyqOvT3OF9/L5w2I8zW52iGHxbOB5kRUjwSgkPDVXO0CNpAlPH9aYFs9km9UIeTjo01pkuqzJRg3P1k4s0slNc9Al1Y6iwob9mrtdt+S0hatf0DLkuBzcOmUg3951EnPPHcPonul4/QpvLd/DtCe/4Zxnv+ejNfvwdwA3/NrCCh7+YD0A95w6lFE9M7h0fB+mDs/FG1C46fUVuOs6Xrynxx/g2n8vY0+Zdg+u9gZYtbuc/y7bzUP/W8eFz//AuIc/Y+yfPuO8ed9z/4K1vPbDTpbvPEhlrPcjSXDqn0GSYe3bsCN+ZyLd6vnhtsSSkprClrItLC9ajkWycObAMxPer/bADuxvXYgDHz/Zj+Loa586bO8jiUv1GIwbN47nn3/e+HvHjh14PB6ysrIaXNdRKVYKGFb9b9al+ONvLGg2zfna6b+enarKee4qfgorEdTwyAE1JHosJs0mS/Gkp4RsCZXNiOlqV2Hh1gA3WaFUTQeqgpOWuHR8HwbnasKvrgGL52fri3DX+VmyqYSuYx31E+INi2d0V7s09nI4+c/aH3tXMqm2jrf27NMEqMMsPMPdjg1ZPKMdJ9SvPfwB4jV1LtIthFVSMl0AX4wC8qDV8vQFv34H9T7tdhc7i9tWeEqSxPDu6Xy16QBr91ZS0CtTuNo7MXarzKyCHswc050Vu8p56bsdfLRmHz9uP8iP2w/SIyOJS47tzXnjepGeHL9JREtT5fFz0/wVeAMKU4bmcvmEPoD2OfzLr0eztnAJO0truPudNfz9/IIOI1pUVeXed9eyYlc5aU4rb10/HgnYWORm03639n9RFTtKqzlY7WXptoMs3XYwbIzu6U4GdXMxONfFoFwXg7u5GNA1FWfeKBh7OSx7AT76LVzzFVhiy5ZT+pzCn3/6M2tL17Krche90nq1+Pt9Y5PWl/3E/BPJTUmspaVaV0npc2fQUy1nE73pdfXrOBowwB3qNFt4Tpo0iYqKCl555RUuueQS5syZw5QpU7BYLA2u66h0kO/yIUm0BJh4PcYbHE8NH9FRNgpcG5hQU8uiOPuak4vMN/CEXO0JJBdZUHnWP4NflD7ssVoBrbuFiozdIhmlhAKKij+gYLXUF7x6OZiyGi813gB2X1LUY/kDKqoaxeKZboqPduUhAYODVk9zjGdJPYtn/WM0dJVidS8yx3gm2bVbjRtNNPpVC0mxLJ52C1VBa7E/eGSXPY1dpW0rPEGL8/xq0wHWBl2cwtXe+ZEkibG9MxnbO5P9pw3l1aU7mf/jLgrLa3n0ow3M/WwzZxzRg8vH92Fgriv+gC2Aqqr87p017CitoXu6k8fOHhV2X0pPtvH3Cwo4+5nv+eDnfYzvn82FRzcuk7q1eH7Jdt5avgdZgr9fcASDgudsYK4LTF0fa70Bth6oYuN+N5uK3IYw3VtRZ/z7cmPIQypL0Ds7hSO6TOdh65s4i9bCt3NhUuwC612SunBM3jF8t/c7Ptr+EdeOvrZF32uNr4aFWxcCjSihpATY+dyF9PFu44CaTu3ZrzEoJ3o1lsOFZgtPq9XKvHnzuOCCC5g9ezaBQICvvvoq7rqOjXiotBWK2vQfIUqEHOrpcfLlzj1kKAr94x43JNTMCUWyJDWsslSQZZPFM8bGsirhJpmPlKMZoP5i2l/CapFxmEoJ1fkVUqMIz/0VmvAsrfZS7fGT7MnigQOldPf7CaiSKatdIdpn9l/f7uavBQHNspiSo7msVEX735ZMeY2Xf32zHW8g/D00XMez/rL4MZ4WUh3arWaRdByZlgp+VIcyLUodT9Asnpaq8GVOWwbuYCH3torxhPqtM/Vz01GsTYLm0S3dyZ1TB3PTSQN4f9Ve/vXtdjbsdzP/h13M/2EXR/bOZMbo7pw2Mq9VS3i9sWw376/ei0WWeOqCAsOLYKagVyZ3/WoID3+4ngcXruOIXpkMzWvbULRIvthQzCMfaaEBv58+jEmDcmJum2S3MKJHuhE7rVNR62OzSYhuLHKzcb+bshof20uq2V4CqnwBj9ufQfniUeT+J0GPI2Ie59S+p/Ld3u/4cPuHXDPqmhb9rn6w/QOqfFX0TuvN0XlHJ7TP7jdm06f0azyqjWXH/oNTR4xssfl0VpokPCMDhGfNmsXmzZtZtmwZ48ePJycnJ6F1HREJITtbjUGnQMmPYYsCcWIxGyLyc2jDT3ZDtYBMmC2eFrPwjHv1E3O1m0cx22VVZGwWOSyxxuMLGMLMTFGl5mY+WO2hxhtAAn5dpcU8erEY1rdYMZ773V4+/mU/00bmYbVYIKUrVO3X4jsliVeX7uTJxVvq7RfN1Z5IjGc94ekLJRelBWM8XwtM4TPXdPZUu2PHeNot9a6DgvaAzU1zxNyvNdBLKm0qcuPxB4xzIwyehxZOm4VzxuVz9pE9+WH7QV76dgefrNvPsp1lLNtZxoMLf2F8/y7MGJ3Hr4bntagrfuN+N/e/r/04vfOUwYztHTsU7crj+vL9tlIWbyjmxvkrWHjTcaREuXe0BZuL3Nzy+kpUFc4/Kp/Lxvdp0jjpSTaO7JPFkX1C71tVVUqqvJpldL+b77Z05X9bVzLd8gO+N6/CdsMSsEdv9jG512T++P0f2VaxjU1lmxicNbhJ84pEVVXe2Ki52c8edHYCYVlQ+vVz5G/Qape/nf87zp86vUXm0tlpsV7tPXr0YObMmVGFZUPrOhrCktF6tHQdusjORXYSD7o3JxeZL3kirvZw4Rm7jme0Y4GMzSIhyxL2oJUzWpxnlcdvtGosq/ZR7fEjE9ouYCoi5VfUqFntimrl1v+sYvycxVoBalcwHikY3/nL3ug1chu0eEZZ1jNTs0Cu3l0edo0NV7tNy2oHcNf5qQsuj9a5CCDZbsUSmf2vaMKzLd3sAD0zk8hItuELqGzaX2WEIVjEfeKQRJIkjumXzTMXj+W7uyfz++nDGJOfgaLCN1tKuOvtNRz58Kdc+dJPvLeykGpP83IBar0Bbpq/gjqfwqRBOVw7qX7JQjOyLPF/Z48mL93JtgPV3Pfe2nap71lW7eWqV5bh9vg5qm8WD54+okWfnZIkkeNyMGFAF644ri/PXDyWN3JvZ5+aha18K+rH98bc12V3MbHnRAA+3N5ySUY/l/zMhoMbcFgczBowK+72dZu+IH3xXQC8nnwhv77sVqEvgrSY8DykiPIQF7QAUW6QUjPumdEsnomiEOFeD82o4WMiIcuhWMtYwlMKs3KaxlQ1iydoggyiZ7brbnaAUpPFU2d+YLLxOhCjgLwueIvdHpbvOgiuPG1FML5zw3531LlHMxrXBucY7b55/OAcHFaZbSXVYWI2zNUetHgGFNWwjDZk8ZQiYlYrvJrwbEs3O2gPQL1v+9q9FcZnThYmz0OebulOrjyuL+/dOIGvZ5/I7KmDGdLNhS+g8vmGYn7z31WM/dOn3PjaChat3dekHvEPvP8Lm4ur6Opy8Pg5oxP6XGWm2Hny/AIsssS7Kwt5c3n8GpctiS+gcOP8FewsraFnZhJPX3gE9hil0VoKq0XmofMmco9yIwDS8hdhY+xC8Xox+UXbF7WYMNetnVP7TCXdkd7gtmrJFgL/uRgrARZJx3HiNf8XFl51uCOEZwTC1d62JGJhjIWiqkimGEuHlLjwDCCHMpRN34J4vzkkQLaEhKccYwfzctUUx6ogYQ0+XHThpbukzZj7TNf5FEqrPGHvdY7/fOOG6g9E79Vujp/duL8KUkMWz1pvgB2l1VHnHq1l5uINRQCM6plRb12qw8rkoV0BeH/1XmO5uY5nit1iiFZ3nXadGhKekRbP4hrNStvWFk+A4abWmQGjnFKbT0PQjvTKTubGEwew6DeT+PS2SdwyeSB9u6RQ51P4YM0+rnt1BUf+6TNu/+8qvthYnFCHpPdWFvLfZbuRJJh73hi6pCYeQzquTxa3nzwIgD8sWMvmoug/IluDhxau47utpaTYLTx/6ZFkN2LezaFPlxSmTDubeX6t4Lr/3RuhKnqh+Ek9J5FiS2Fv9V5WH1jd7GOX15WzaLuWshq3U1HNQSpeOJMUxc0qZQA5Fz5Ht4zoiaGHK0J4RiIeKK1G9O43zROeZt4PjNeWZw+Mvy9yULCFWzyVhFztJuEZY3vzciXS4hm0Duhxnrrr2YzZ4gmwu6wWc9aTz1S6PlYBeXMC1eYid8jiaU9lU5E7ZtxmZIxnUWUd323VOgidPrp71H305QtX7zVqXXp8ela7BUmS6sWxxi6nZA2zeCYpCjuqtfCG9hCeIYtnpXC1CxiY6+L2kwex+I7j+d/Nx3HtpH50T3dS5fHzzspCLn/xJ8Y9/Bn3vLOG77aWRI2Z3naginvfXQPALScNZHz/xmc5X398fyYO7EKdT7NA6k0OWpN/L93Jv5fuDIrlAoZ0a9vkpguP7sXSvjewTumNta4U5b0bonrSnFYnJ+WfBLSMu33B1gV4FS9Ds4YysksDyUEBH2UvX0BG7U72qF3YPHkeYwdEv2cezgjhGRXxUGkNognP5pzpyILPXymjmeqZQ81ln9fb9u7S8LpxChLe4P5m4RnNZR2OhCI7jK5AkZY500CmY5m/ZhK2oIm1IYvn/soI4Xmwpt7MzHU8oyUXqaYEqo1FbsgeoP2R1sMoiB516hE38oWr96KqMLZ3ZkxX9wmDu+JyWNlXUcfyXVpLXN3iqbvh0pzhCRnOWJ2LbBYk03l1KQobKzXR2lbtMs3orTPX76uM+pkRHJ5IksSIHuncc9pQvrnrJN667lguPbY3XVLtlNf4eP3HXVzw3A8c++jnPLjwF1bsKkNVVep8AW6av5Jqb4Bj+mVxy+T4P5SjIcsSfzt3DDkuB5uKqrj//bUt/A7D+W5LCQ8Ek6BmTx3MycMSq2HZkkiSxCNnHcl98q14VBvylk/hp+ejbqsXk/94x8f4labH4iqqYrjZzxl8Tuw4TVXF/c5vyCz6nirVyZsD/8pZk2Jn3x/OCOEZgXictB7RLGzNib6J1m95o9oLxVZfnKREWB0CJounuSajWQJaY5gEtx70Gr3EiVI/EyJjPOWw1zaL7mqPbfEsihCee8pqw1ztYe8lEL2AvLlI/pbiKgJDZ8JZ/4IpD0SN73SZ4jDN6O7zmWNi/3J32iycMrybtv2qvfgDSrCwfciym6jFM9luCetpn6YobKzQtm3rGE/QrKwuhxWvX2FT8LwJ3SkwI8sSR/bJ4sGZI1h6z2Reu+pozhuXT3qSjWK3hxe/3cGZ//yOiX/5gkv+9SPr9lWSlWLnifMKmlUTtkuqgyfOG4MswRvL9vDuytaJ99xZWs0N81cQUFRmjenO9cfHK1jXenRLd3LZGafyqP98AJSP74UDG+ttd0z3Y8hwZHCw7iA/7vux3vpEWbpvKbvcu0i1pRqxo9Hwfvt3XL+8iqJKzE2/ixvOmymSiWIghGcEktScqENBQ0S1eDYjkUshehxVRLI7d586JMq+shGHFVb6yPTH3/a66enzMbcoVNRYRWJ1UZ1Rv1OOJTxNy9Ww1xajWLwebO6Jk1wEUOSui1JsX6/jGb2AvLlUlcevsLvCp/U/Ts1hw776wlOPMTPHeG47UMXPeyqwyBLTRuZFfa86pweF6Ydr9lFjek96EpUubHUa6lwkmURzqirjUy04bTI5bRRPZkaWJYZ111yKm4u18yYKyAtiYbXITBjQhTm/HsVP907hhUuPZNaY7iTbLewpq+XH7Zr35fFzRpOb5owzWnzG9+9iWE3vfXctWw9UxdmjcbjrfFz58jLKa3yMzs9gzq9HtbugOn10dw4Ov4yvAqOQAx6Ut64Cf3g5N5tsY2qfqUDz3O26tXNG/xkkRzFqAKgbP8L62e8BeMJyCVddeYNIJmoAITwFbUaKZKWbP9zl0dzb19tW7RfowsAxxrLI2M/rju9fT7JpwrO+EDYb+x5338GVOwfykvf+0EIVVhbWGNnskdnXOuafL0pYolGojJLeuac2ivDULZ7JdktwP/AQ7qo21/FU4rjaIehuR3OlR7raM5JtxrzMWe0LVmnWzokDu8RNIhjfP5usFDul1V6+2BAK+tfHNQtPu0WOKd6S7dYwS3Jq8H30ykputweeXvRa/3wIV7sgEexWmclDc5l7XgHL7zuZf154BGcW9OCRM0ZywuCuLXacm08ayLH9sqnxBrjxtRVNyrCPRkBRueX1lWwpriI3zcFzF49t0zq6DfHQrJHMcdzCQTUVuehn+OLhetvo7vbPd32OJ1DfQxaPouoivtz9JQDnDIrRqWj/WnxvXIGMyn8CJzHx4vvplt78HxSHMkJ4RiCBKKfUSmwpdvPR7r0RS5vVrZ1hQ0cyuO4lbvbdbCxtqA6lTsBk8TSXADJ3Q9qhduNO33VsVEKtJyUkCt1KfOGpmt33oRu1igVr0NWeFBSVNVGSAvQYzyHdQi37vlVG8ElgLE/4zwiOpRGrc1FADbcw6pmvB9yeen3Vs1PsRikX/fypqpqQm13HZpE5baTmbn8rWOLFKkuGhTfVFOPpiFHDE4Ji23RenUHB3R6JRTojI7qtCIOnoLEk2S2cNjKPx88dwwVHt2wPcYss8cR5Y8hOsbNhv5s//m9di4z7l0Ub+GLjARxWmecuOZKuLWChbSkyku3cdfbx3O27GgD12ydg+5KwbQq6FpCbnEuVr4pv9nzT6GO8vfltAmqAsbljGZA5oP4GVcXUvXI29kAN3wWG4T/1rxzZN7tJ7+dwQgjPCIQhA3r6Ei/E3hh2H6yN0iqreSfcapHwYA8bJ1qv8UgUJPyKwvKdB7lx/grTvubMcU0Yek0mQBXwYgt1LIrR8jNWHU9VDcV46tbMyGxUf0DhgFv7da67eLU5y1zju4O/+c+O2D66qz3SCrqpSHPBRYvvzE5xoHft1F3tawor2F5SjdMmc8qwblHfZySnj+4BwJLNJQBhHZrMFs+GrCaRrna7qnVGao/4Th29daaOqOMp6Gh0TXPyt3PHIEnw2g+7+N/PkT/yG8dby/fw7NfbAHjs7NFRS6m1NycM7krXo37N6/4TkVBR3rkWasuN9bIkG1bPD7Z/0KixfYqPtze9DcQooeSrw/PqeThr9rJN6cYnw//Khce2X+xrZ0IIzwgkpATaJgqaghcrHjXcXdycAvISqmFNMxOtYPDHgSPr7e31q6yLiHWsM4UC+IMyOTJ73ouNwV4vSYpCli9G67wwi2dkcpH2dyzhWVLlRVE1K8agXBexiNcyU4kQxZuCFs9oGe3ZqXbDfayXQ9Ld7CcP65ZwW74je2fS3eRmcpgEpss0RlIDwjPZbgmrfSoHNOHZux2FZ98uqcb1AuFqF3RMJg3K4YYTNPFz99tr2BmjVm88lu8s43fvaOWebj5pADNilFHrCPzutKG8nHYN25VcZHchfHBH2Ho9IejrPV9T5U08/vWr3V9RXFtMljOLKb2mhK9UVfzv3oBj/3LK1RQey36Ie846tt1jXzsLQnhG4zB3tdcm0IO2KajAKM9zEUubafGMYnmKZvGsoH5fX7+iUBSRxFNZF7L2+tE7C5mFp4QPC38rLuHzXYUk++3RJ2ayQCph1siQ6znJpgmxmoh4LN3N3tXlaLCotFFAPkZykS6c9XvhtgPV+AKKYfFMTwqJ5jDhqWpidqHuZm/EQ0eWJe6cGuqNbO7fHm7xbMjVbg2zJCv+YA3PdiilpGORJYblhayewuAp6KjcNmUQ4/pkUuXxc9P8lUbr2kQpLK/l2n8vwxtQmDo8l9umDGqlmbYMyXYrD597LLf7b8SvyrD2Lfj5TWP9kKwh9Enrgyfg4YvdXyQ87n83/heAMweeic0SEV//1Z+xrnsbn2rhHuts/nDZTJFM1AiE8IxAkggr5dLWjKlrfAB0S1PaWl8gSQ26xU00R+RLatQElURiPAHKa3z1yhapYa/rfw6kYG8rPzZcqmq44+tjEp7mGE9Viutq1zPac9OcZKXEELamuQYUJXpyUVC85aU5SbJZ8AYUdpZWGxnt5vhRzdUuBcdTWbqtlGK3h4xkG5MG5cScQzTOKOjBwK6p9Za7TDGeDbnak+2WsMSoOq8mvtszxhNCCUYgLJ6CjovVIvPk+QVkJttYU1jBox9uSHjfGq+fq19eRkmVlyHdXDx+zphOEVYytncm44+fypP+MwFQ/ncblO8CtEo1utUz0ez2nZU7WbpvKRISZw06K3zl2reRvnwUgAcCl3PlxZeKZKJGIoRnNNrR4hmrVuOhQLSz2twzHa2DTKLCc/2+SgrLayOWNryvnhjkCSbu+NX4rvbwovSyUUA+lFwUnumvi+FucYSnjj9Gr3a9jqfDZmFQriYE1+1zs6VYczcNNVnwNIun9lpRVRasKgTgtJF5je7DLEkSb1x7LKeO6MYjZ4S6fJjreDob+HFjs8hIpsSoWp/WKapnZvsKz+HdzRbPjv8wFhy+5KUn8X/njAbgpe928PEv++Puoygqd7yxmnX7KslOsfP8pUcmHGLTEbh18iA+z7mYZcogZK8b9Z1rQNF+1Otxnt/v/Z6DdQcbGgYIlVCa2HMiPVJ7hFbsWUbg3esBeM5/GkOn38KRfbJa+J0c+gjhGYVYmcqC5tKyLTP7V6dErYNXVJmY1djjV4xWkImii0a9tFEiFs8wy6kqGS0z9TjHyKx2XQx3S49j8TTHeEat46k9NGwWiYHBWNGPf9mPN6CQYrfQMzPU+jM7xWGIqRpvgI/WaA+qxrjZzWSm2Hn6orFh2btmV3tDWe0AshQS9D7FRW6ao93LuIRZPMUtQtDBOWlILtdM6gfA7DdXs/tgTYPbP/H5Zj5aux+bReLZi8e2+w+9xmK3yjx+3ljuCtxIlepE2vU9fPsEAH3S+zA0aygBNcCnOz5tcJw6fx3vbXkPiEgqKt9NYP55WAIePgsUsHX0b7mwhasTHC6I22cEWnDw4W3NkBK0GDaelhOeL+8tYkB1MpeM711v3WX/it+lwiy6wqcTz+JpwSJLeA3hGcviGT3GU0Iy4lJ1V3tkzb3lO7WWk8O6p5GRFGN8QgX5fYFYFk/tuHarzOCg8Px8fREAg7u5wiyZ2al2w9W+eEMRbo+f7ulOxrXgr/lUZ2LJRRAuPGv9ae3uZgcY2DXVyNIXFk9BZ2D21MGMyc+gss7Pza+vNErIRfLBz/t44vPNADx8xshOa8Ub3M3FuVMn8oD/UgDULx6GvSsBmNZvGhDf3f7xjo+p9FbSPaU7E7pP0BZ63Cjzz8VSc4D1Si+e73ovD57R/oX0OytCeEYg0b4Wz47wMb6yInYf745ARiDAER4PMlr3nwkDwuumuT3x+/LGElTxJLckaS7wHUo3AqpEiZoefbuwGM+IXu2WSFd7SHjWegP8vKccgKP7ZmG1yGQkxxK32n9ajGd9Iad3LrJbZAYGXe16otSQvLQw13cXU3LRZ+u14u8zxnRv0fiutARjPAEscmjbmkA6vbLqJ4e1NVaLbJS3am/rq0CQCDaLzFPnF5DmtLJqdzl//bh+a8m1hRXc8eYqAK46ri/nHJlfb5vOxJXH9WNXz1l8EDgKSfGjvn01eGuY2mcqEhIrilewvzp26IHuZj978NlYZAsoAdS3r0Iu/oUDajq/td/D3EsmimSiZiCEZzQOc1f7qsDAVhk3qoRpRjytvmdTDLSxLXlxpSc9MpO42ncHJ3gfp0TNiLGVbCTlDOuRGbbGYlg8g1ntJuG5clcZvoBKtzSnYeXLSm44ztMfs5ySJt7sVrleWaYh3VxhN86sFIchMr1+TZzOHN2DliQsxjOOq90sPKuUzA5h8QS4b9owrju+PxMHdmnvqQgECZGflcxfz9biPed9vY3FG4qMdcXuOq5+ZRl1PoXjB+Vwz2lD22uaLYZFlnjsnDE8LF3DfjUTqXQzfHIf3VK6cUTuEQAs2r4o6r7rS9fzc8nPWGUrZwzQGnXw2f1ImxbhUW3cELiD+y/6lUgmaiaHt8KKgmb0aUeLZwfILYqWId0ytOybW6dqbvamCM8jemdEXR5/KImemUnU4GS3mhvVxa1tZuGfFx7BsxeP5XenDjcWW6SQ2DNaZgaFZ50vwFsrtI4/R/fLMtw4seI8Q1ntKmoUAW9YPK0W8tKdYXU0h3RLwxsICd6MJBsW0xADu6YyNC92DdGmkGgBeQCLHCojVenPold2jNCINmZs70zuPnWI8aNBIOgMTB3ejcvG9wHg9jdWs6+iljpfgGv/vZx9FXX0z0nhqQsKYrax7Wz0yk7mlulHc4fvOm3Bshdg46K42e16CaWTe51MdlI2rHgFvnsKgDt91zJz+qxOG4bQkRDCMwJJol0tnrU03A+7bUj8/Y+vqeX2g2UJbRstY19qYnDBg76LeT1wEpBoFntomy7+AJkxrIhqFOUfMPVb8hIIC7q3W6MLEJtsJdVhZerwbqQkha5pmPAMutrddT5e/m4Hk/7yBe+s0LLJJw/NNbaLKTyDU/XH6NWumFztkiQZ7nbQYqEyTOdAlqWwh86sgh4tHr/UmBhPi1WbW5KiUEnHiPEUCDoz95w2hJE90imv8XHz/JXc884aVu4qJz3JxvOXjgsLhTkUOHdcPs5Bk3nOr4lNdcGNnNylAKtkZf3B9Wyv2B62vdvrNgTpOYPPge1LUP93GwBz/WeSMvZckUzUQgjhGYE/EN1t2VYEYmZJtyGNEN6pisLlFfVbMCZ8qCYITxWJFwOnGmKrsQbPM6qqsEfpeBT7eKFrUit56ZkRsr7pReDNJCkKY+tCLSZtVouRsGUWd3py0d6KOu5//xeK3R56ZCTxl1+PYsaoPGM7XXhmRsR66slFAUVFDtR3/egF5O1W7Zi6u717upP0JBvHD8zh2kn9eOr8AoAwoXl6K3QqcVgtRkKTI47wtAUtnqmKihdbu7bLFAgOBRxWC3+/oIBUh5VlO8t4d2UhFlninxceQd8u7R9D3dJIksSjvx7J87YLWa/kI9WUkLnoXo7tfiwAH23/KGz7hVsXUuuvZUDGAMZaM1D/exGS4uf9wLF82e1KHpw5XCQTtRBCeEawYb+7XS2eHcDTHtVtG4uDkiYIcvzxE3qixhFEHGt2aWLW0/AxEtkodJyryyuJff9oeLBqfGEZ8Un2cDF4dXkF3+7cQ5oUEkpW2WIcXTZZPM1JQ93SnPxx1gi+uPMEzhmXH3aD04XnyJ4ZvHjZOGO5osInv+xn8YZibJ4sHi86wK0Hy0Prg0fVRbaeGDM8WBZIliXuOW2o0Q5Pr4l6RK+MVhN6aUGrZ7wYT6dFexCmBzTraE4DHZwEAkFi9M5OYc6vQ7V1758xjAkDDt145a4uJw+cOZbf+G7U2jVv/phTVe3e9tH2j4zub6qqhpKK+k6D189FqitnpTKAvzhu5pmLjxTJRC2ICFSKxmGe1d4Y93cVdr4LDAPK425ri2plDD9WTcVYyN7W4DiR0lBtQCymGe7d0DZJqoo3xns0j5Rks1AbUeqoRvKHudqTbPV7z9uAKntXY5nNFhKeVlM70rz0JB6YMQyrReassT1jxj1mB0WXy2HlxCFdGZqXxvp9ldw8fwWVdZrg7y+lc3JNLUuSzO8gKDyDVsZzjsynstbHtFHRrZk9goL63HGtl9Wa6rBSUuVtsIA8QGbSaG4t+hf2mjxey0oWlgaBoIWYPqo7igr+gMIZBS2bQNgROXVkHp+OOZY//3wef7D9mxN/fA1Hr+7sqNzB+oPrGZY9jOVFy9lasZUki5MZK99FKt1CoZrNDYE7eOqiY0UyUQsjhKegHo0JNVAklQt899GPO+Nu67DG7130vH8a8FTCx4foyUUup5XnLjmyXjZ3jMOGxjJZZVOd1nrCs1pS6JbuRJY0i2OSI1x4lqup/NdfwI9Z07kkuMwmh6S8RQ4XXJdN6BvrbRnMGJXHqt3lXHKslkyle+sr6/ykOa1ceExvslOG8trHk+nJt/X214Wn02bhppNiVyz4zZSBTB3ejXF9MmNu01z0tpnxkouqM4byzZrfsEPNZXRP4WYXCFqS1gil6cjcf/pwTt06kxNqVzGJNRzvU/nEAh9u+5Bh2cMMa+dp1ixcW76hWnVwpXc2N86cIJKJWgHhao9GO6aW+6IIIrkFCrr/Y3+x8bq7t+HxonXBAUhRFPp6fWHLApJWeicRe1TUepQRrvZEYj4jt4iWXOSwWjimX7bhps6q1W4eVlXlL75zw1ztA6L0FdfGqH8evJKK3SrTPRjn6XKGu4A3qz25y38NdntoudUiG3NuSjZ01zQnT51fYJSAOqOgByN6pHH/jGF8f89k7vrVEHpkJPGA/1KUKJZBuyUxF5HLaeOovlmtal3MDF4Pc4Z7NJJsFn5Sh3CAjlNKSSAQdE7Sk2z89ZwC7vRdR5maymklewFYtGMRJbUlfLpL62Z07rblKEjc4ruJMUdOEMlErYQQnlEJxN+kldjmrN9ZoiVkwKTaOuN1bmU890r0I8oq2CKEYnrwVCVWgqnpnYt6+EIxpCdXeeOOWuUJF8jH5A/mw92FfL1zD08rM8PWDciJLzz/UlyCK6DwxxLtPD40czg3nTggZiykOWvbapGMHw8p9vi91+Nx1cR+/O/miVw+oa/RS9lqkfFh5eXAlHrbd6QKKbdNGcjVE/ty0pCuDW6nJ14B9MrqGKWUBAJB52XCgC6cNr6Au31XMbGmFldAoaimiD98+wf8ip+RdR6Gen084ruA0h6TRTJRKyKEZzSk6G3F2ovGfPSvLq9o9vFyqnJjrvNGRGecV6JZ9hIqaBQUX+EtOSWuL6sI+ztJCT//U9x+JJPgvaa0NmLc+sfSO/TopIyZxTLPMfzFeyk5qQ6jbSXAEFO9SnO8qGIa99TqGr7ZtYfjaqsArQ/ynVMHY7dGWHHV8D7sECxnFHxtLqLekliDRTir1FAsUkGvDACG90hrlWM2hYJemdw7bZghmGMRJjyzhcVTIBA0n7t+NYTN2Sfyrv8EJtdoveuXFC4B4Fx3Fa/7T2RB0hk8c9FYkUzUirSJ8Fy7di3jxo0jMzOT2bNnGwKkw9IOrvbJ1TWcXF3DDfvrW8TkBqbjMvXePaKujhvK6gvPbn4/13p/Yxqv4Yf+h56pMdd1Dzc28te6qxscK4yg+krfdmloLorM9eUVHFFXx8nVNXgDLk4rHEgfr49r96Zy1rYxbCi8McyiOt8/le7pThbedBwQLnqP7B09PjGgytzmu5F/B06hT3YKyXYr/7jgCJ65aCw9TOWRJJMgrTV1FHo/cCwysLTruWHj2i3h18vnzwDChZPVFOPpcrROdrZN1nuIhz4PL1w6jh/vncwZBT1b5ZitSZIpJKEjtMsUCASdnyS7hcfPGcOflEs5wh26d6cFAqRX9uKP6hU8fdFYkUzUyrS68PR4PMyYMYOxY8eybNky1q1bx0svvdTah20mjbN49ouIe4ykv9fb4HqAFbvv5afd93J97RbWbN8Vti4rEFt5nlJdY7x+eV8xu5RQ/UhLUOAPLzyaj5WjjOWeoDiKxumVtdRFFLEfGJz/idVe+hWP5thazeJ4VqWbbaoWpJ4ZMUdXQOHasgoePFDKKHcSVlUlL+ca7ps2lN3eYcZ2qmpDCs798eIS3KTy76orsG+7hicq7uZFz3msV/syuiIU4P1Z9kV8d89kRvZM1wcx1v317NGk2C31YnPMv3X6dNEsaNNG5fGrEd2YOqIbGck2pgzNZWSdJkK7+APUeEPu/Tt91/Frz/181+uqsHH7J+VxWXklU6uqmVCexI9l55Jks3DhMb2NbSyyRLqiIKkq9oz+Mc5889Drg/7inkyKojCkxkKKw0JXV+e8gZqFu7l8lUAgEDSHMfkZXH7iCF6uvJZsv2ZcONENt3pv43czRotkojag1YXnRx99REVF5oIS7AAAEgpJREFUBY8//jj9+/fnkUce4YUXXmjtwzaLfRXHN2r7C8o8Da6/OYoVMpJdai671Vx2jtY6JYzwhMb0776IIbUKZ1RWkReslznDXc2QGitv73uI/9tXyT177NzhvY5zvPeTG3Qzp2+/iLr1D/BezdkAjDnQm+FVdn4q/3W9488tOsCfDpRiKTo5bPnwKjun7RnEnw6UohRN5QXvWaTu+jVnbZrAF3vvM7bruXciR9bWcWNZOWNr6zh+zyiWFV/DS6V38+2e31O14UFIGshVE/uFjd8jfRD700Zp50DRepsHsLBcHYzP5NbfWT3WeP3URePCxrh6kjbmKcNy6dslhZV/OIU/zRoRts34AdnG634RMZ1pThs/3TuF5y4Zy57AHVxe5KDnjvA4UC82lquDGdYjO2y5JX8cg0sGk7l3Kov23c+Nk4ez+v5TyE0LCT5JkmDP2fQvnERa1wJagyN6Z3DysFwK+g2gZOMf+WnnHzu1q0jv6tQtzRk3A14gEAgaw80nDSDQ/Si6HyhgcI2VJQeu5dRxQ0UyURvR6uWUVq9ezTHHHENysmZlGjVqFOvWrYu5vcfjwWMSXZWVla09xTByXA42u48kd3M26bZipqa/hk2B54JxZhZVxb7pFvr1eJZfUr103zGLP9WO4tyat1nmG0Vlv9c4YEpKObq2jj+UPYIz53HqZIksv0Kvg/3xBVzYHMXsSdtL99IhRhGcbtPv5aPMk9j2yQYsg57k+HInCzyj2L7jL/wEXG1ZwK+ci7mp+gH2oYmga8r/GfYe3FvvJ91ygJ3+PoBWgPymEwfw0P+uN7YZVDieJNsBBvsrSbLvJ7sqjx74uNU/nfdunMAdL5xDd9f3/FByBbXdu3Jw7xZ2q1rs5zvKJGOcv/x6FL99+2cW1p1O/s6j+UrNoad0gC/VroCkZYwXV+HDSVZqyLXRZ9fJZCRvYPCxd5A7IpkFzz3IvOpJ3DJxIPsranlj2Z6w9+TPOp1LSj7D4+1aLwt9+qjujO6ZYWSa26Nko/fMTOaUYbn8srcy6s1FrzF6/LhxPLjwQUb1TGfeaUO55fWVPHD6cG54bQUA4/uHC8/BeZk8NuBhPluvVQ3IcTmiHn9z7dEA/DazdeIVHVYLz11yJN9tKeGbLSWtcoy2ZHTPDPKzkpg28vAq+yIQCFofm0Xmb+eO5rQnL8JbrjAmP0MkE7UhktrKAZd33HEHdXV1/OMf/zCW5eTksGnTJjIz68fjPfDAAzz44IP1lldUVJCW1vpJEqVVHtYUVnDZiz8Zy2T8jExdzLaaAtxBq5zOlcf1pdrj5z8/7TaWueRS+iUvY03VZCTZRkCJfopdTitH9cliZkEP/rF4C+cdlc/lwbqOm4vcnPy3r3lo5nBOGNSVOYvWM6JHOhce1ZvRD31ijHHVcX15/hut5+zpo7vzxHljeH/1XpZsLmFoXhqvLt3JuzeMJyPZzn9+3MW9763lrCN6Mribiy0Hqtiwr5J9FXUMy0vjomN7c+JgLdv49jdW8c6KQq47vj93njIIq0Xmh22l9MpOZsGqvWwtrmLKsFymDu/Gwx+sIzvVwdC8NMb2zqyXQLNgVSFfbyrh0TNHYrfKLN1WynnzlnL8oByev/TIeoXlPf4A328t5Yjemby3spARPdI5olcmz3y1lXF9Mhnbu/VcIQFF5ZstJYzpmUG6qfzTpiI3/oBqdP8xo6oq97yzhsLyWl64dFxU4fnit9vZWVrD/TOGterNTVVVfr9gLUPz0rjw6N7xdxAIBILDlM/XF7Fo7X7unDo4zEslaBqVlZWkp6fH1WutLjzvuusufD4fjz/+uLEsPz+fpUuX0qNH/bI+0Sye+fn5bSY8BQKBQCAQCASNI1Hh2equ9qysLNauXRu2zO12Y49Rz9DhcOBopcxfgUAgEAgEAkH70erJRePGjWPp0qXG3zt27MDj8ZCVJTLHBAKBQCAQCA4nWl14Tpo0iYqKCl555RUA5syZw5QpU7Ak2MZPIBAIBAKBQHBo0OqudqvVyrx587jggguYPXs2gUCAr776qrUPKxAIBAKBQCDoYLS68ASYNWsWmzdvZtmyZYwfP56cnJz4OwkEAoFAIBAIDinaRHgC9OjRI2oWu0AgEAgEAoHg8KBNerULBAKBQCAQCARCeAoEAoFAIBAI2gQhPAUCgUAgEAgEbYIQngKBQCAQCASCNkEIT4FAIBAIBAJBm9BmWe1NRW8lX1lZ2c4zEQgEAoFAIBBEQ9dpum6LRYcXnm63G4D8/Px2nolAIBAIBAKBoCHcbjfp6ekx10tqPGnaziiKwt69e3G5XEiS1N7T6XBUVlaSn5/P7t27SUtLa+/pCBqBuHadE3HdOi/i2nVOxHXrHKiqitvtpnv37shy7EjODm/xlGWZnj17tvc0OjxpaWniC9lJEdeucyKuW+dFXLv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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 考虑到风速特别大的时候很少,如果取平均值会出现异常,所以按风速对租赁数量取最大值。\n", - "windspeedr = train_df.groupby(['windspeed'], as_index=True).agg({'casual': 'max', 'registered': 'max', 'count': 'max'})\n", - "windspeedr.plot(title='Max Count by Windspeed per Hour',figsize=(8,4))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "分析:风速在30以后,风速越大,相对于的租赁数就越少。但在分数在43-44附近出现了异常情况。" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T16:56:22.687781Z", - "start_time": "2023-07-12T16:56:22.607318Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " datetime season holiday workingday weather temp atemp \\\n", - "7018 2012-03-08 17:00:00 1 0 1 1 25.42 31.06 \n", - "\n", - " humidity windspeed casual registered count date hour year \\\n", - "7018 38 43.9989 52 545 597 2012-03-08 17 2012 \n", - "\n", - " month weekday \n", - "7018 3 3 " - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df2 = train_df[train_df['windspeed'] > 40]\n", - "df2 = df2[df2['count'] > 400]\n", - "df2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "因为是下班高峰期的时间" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.8 工作日与非工作日对租赁数量的影响" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:00:08.729825Z", - "start_time": "2023-07-12T17:00:08.687875Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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2011-01-012011.01.033165498514.11083318.1812500.0
2011-01-022011.01.013167080114.90260917.6869570.0
2011-01-032011.01.0120122913498.0509099.4702271.0
2011-01-042011.01.0108145415628.20000010.6060871.0
2011-01-052011.01.082151816009.30521711.4634781.0
...........................
2012-12-152012.04.07674280504713.29083316.9191670.0
2012-12-162012.04.05383248378614.86250018.4968750.0
2012-12-172012.04.02124373458516.12666720.0750001.0
2012-12-182012.04.04335124555716.84416720.4854171.0
2012-12-192012.04.03334934526713.63250017.1081251.0
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456 rows × 8 columns

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" - ], - "text/plain": [ - " year season casual registered count temp atemp \\\n", - "date \n", - "2011-01-01 2011.0 1.0 331 654 985 14.110833 18.181250 \n", - "2011-01-02 2011.0 1.0 131 670 801 14.902609 17.686957 \n", - "2011-01-03 2011.0 1.0 120 1229 1349 8.050909 9.470227 \n", - "2011-01-04 2011.0 1.0 108 1454 1562 8.200000 10.606087 \n", - "2011-01-05 2011.0 1.0 82 1518 1600 9.305217 11.463478 \n", - "... ... ... ... ... ... ... ... \n", - "2012-12-15 2012.0 4.0 767 4280 5047 13.290833 16.919167 \n", - "2012-12-16 2012.0 4.0 538 3248 3786 14.862500 18.496875 \n", - "2012-12-17 2012.0 4.0 212 4373 4585 16.126667 20.075000 \n", - "2012-12-18 2012.0 4.0 433 5124 5557 16.844167 20.485417 \n", - "2012-12-19 2012.0 4.0 333 4934 5267 13.632500 17.108125 \n", - "\n", - " workingday \n", - "date \n", - "2011-01-01 0.0 \n", - "2011-01-02 0.0 \n", - "2011-01-03 1.0 \n", - "2011-01-04 1.0 \n", - "2011-01-05 1.0 \n", - "... ... \n", - "2012-12-15 0.0 \n", - "2012-12-16 0.0 \n", - "2012-12-17 1.0 \n", - "2012-12-18 1.0 \n", - "2012-12-19 1.0 \n", - "\n", - "[456 rows x 8 columns]" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "day_df=train_df.groupby('date').agg({'year':'mean','season':'mean',\n", - " 'casual':'sum', 'registered':'sum'\n", - " ,'count':'sum','temp':'mean',\n", - " 'atemp':'mean','workingday':'mean'})\n", - "day_df" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:00:10.612174Z", - "start_time": "2023-07-12T17:00:10.596732Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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casualregistered
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" - ], - "text/plain": [ - " casual registered\n", - "workingday \n", - "0.0 1414.331034 3086.282759\n", - "1.0 556.752412 3664.112540" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# 对工作日和非工作日租赁数量取了平均值,对一周中每天的租赁数量求和\n", - "workingday_df = day_df.groupby(['workingday'], as_index=True).agg({'casual': 'mean', 'registered': 'mean'})\n", - "workingday_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:00:34.658955Z", - "start_time": "2023-07-12T17:00:34.631233Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "casual 1414.331034\n", - "registered 3086.282759\n", - "Name: 0.0, dtype: float64" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "workingday_df1 = workingday_df.loc[0]\n", - "workingday_df2 = workingday_df.loc[1]\n", - "workingday_df1.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:00:51.547819Z", - "start_time": "2023-07-12T17:00:51.361043Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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AAIByn0lZuHCh8vLyVK9ePUlSUVGRlixZoqZNm6q4uNi9XFZWllwulyIjI5WUlKS5c+dWeAwAAKDcZ1I+/fRTbd++Xenp6UpPT9dtt92mZ599Vv/+97/ldDo1f/58SdLUqVPVvXt3+fr6qmvXrpUaAwAAKPeZlNjYWI/7ISEhatCggRo0aKA5c+ZoyJAhSklJUWlpqdavX39i435+lRoDAABwmCr6mNecnBylpaWpc+fOioqKqpKxcykoKFB4eLicTqfHxbxVYu+qqt0eqlaznt6eAYCqwLHWbtV0rC3vv9/lPpNyLjExMYqJianSMQAAUHvxBYMAAMBKRAoAALASkQIAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACwEpECAACsRKQAAAArESkAAMBKRAoAALASkQIAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACwEpECAACsRKQAAAArESkAAMBKRAoAALASkQIAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACwEpECAACsRKQAAAArESkAAMBKRAoAALASkQIAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACwEpECAACsRKQAAAArESkAAMBKRAoAALASkQIAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACwEpECAACsRKQAAAArESkAAMBKRAoAALASkQIAAKxEpAAAACsRKQAAwEqVipTDhw/r888/16FDh6p6PgAAAJIqESmLFy9WixYt9MADD6hx48ZavHixJGn79u1KSkpSRESEUlJSZIxxr1PZMQAAUHtVKFJ+/vln/fGPf9Snn36qrVu36vXXX9fjjz8ul8ulvn37KjExUWlpacrMzFRqaqokVXoMAADUbhWKlMLCQs2YMUMJCQmSpA4dOig/P18rV66U0+nU9OnT1bx5c02ePFnz5s2TpEqPAQCA2s2vIgvHxcXpnnvukSQVFxdr2rRp6t+/vzIyMtSpUycFBQVJktq3b6/MzExJqvTY6bhcLrlcLvf9goKCikwfAADUIJW6cDYjI0OXXHKJPvzwQ82YMUMFBQWKj493jzscDvn6+io/P7/SY6czZcoUhYeHu29xcXGVmT4AAKgBKhUp7du318cff6y2bdtq+PDh8vPzU2BgoMcyderUUVFRUaXHTmf8+PFyOp3uW3Z2dmWmDwAAaoBKRYrD4VDHjh2VmpqqZcuWKTIyUnl5eR7LFBYWKiAgoNJjpxMYGKiwsDCPGwAAuDhVKFLWrl2rlJQU930/vxOXtLRu3VqbNm1yP56VlSWXy6XIyEglJSVVagwAANRuFYqU1q1b6/XXX9ecOXOUnZ2tcePG6ZZbblHv3r3ldDo1f/58SdLUqVPVvXt3+fr6qmvXrpUaAwAAtZvDVPDT01avXq2HH35YBw8eVI8ePTRz5kxFRUVp6dKlGjJkiEJDQ1VaWqr169erbdu2klTpsXMpKChQeHi4nE5n1b/1s3dV1W4PVatZT2/PAEBV4Fhrt2o61pb33+8KR8rZ5OTkKC0tTZ07d1ZUVFSVjJ0NkVKLESnAxYFjrd28HCkV+pyUc4mJiVFMTEyVjgEAgNqJb0EGAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJUqFCnLli1Ts2bN5Ofnp2uuuUY7duyQJG3fvl1JSUmKiIhQSkqKjDHudSo7BgAAardyR8qePXs0fPhwTZ06VTk5OWrSpIn+67/+Sy6XS3379lViYqLS0tKUmZmp1NRUSar0GAAAQLkjZceOHZo8ebIGDhyoSy65RGPGjFFaWppWrlwpp9Op6dOnq3nz5po8ebLmzZsnSZUeAwAA8Cvvgn369PG4v2vXLrVo0UIZGRnq1KmTgoKCJEnt27dXZmamJFV67ExcLpdcLpf7fkFBQXmnDwAAaphKXTj766+/atq0abr//vtVUFCg+Ph495jD4ZCvr6/y8/MrPXYmU6ZMUXh4uPsWFxdXmekDAIAaoFKRMmHCBIWEhGjkyJHy8/NTYGCgx3idOnVUVFRU6bEzGT9+vJxOp/uWnZ1dmekDAIAaoNxv95y0Zs0azZ49W5s2bZK/v78iIyO1fft2j2UKCwsVEBBQ6bEzCQwMPCVsAADAxalCZ1L27t2re+65R7NmzVKbNm0kSUlJSdq0aZN7maysLLlcLkVGRlZ6DAAAoNyR8ssvv6hPnz66/fbb1a9fPx09elRHjx7V9ddfL6fTqfnz50uSpk6dqu7du8vX11ddu3at1BgAAIDDlPMT1JYuXao77rjjlMf37dun9PR0DRkyRKGhoSotLdX69evVtm1b93qVGSuPgoIChYeHy+l0KiwsrNzrlcveVVW7PVStZj29PQMAVYFjrd2q6Vhb3n+/yx0p55KTk6O0tDR17txZUVFRVTJ2LkRKLUakABcHjrV283KkVPjC2TOJiYlRTExMlY4BAIDaiy8YBAAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlfy8PQFb7Vm+1ttTwFk0/++e3p4CAKCacSYFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJSAEAAFYiUgAAgJWIFAAAYCUiBQAAWIlIAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICVKhwphw8fVnx8vLKystyPbd++XUlJSYqIiFBKSoqMMec9BgAAarcKRcqhQ4fUp08fj0BxuVzq27evEhMTlZaWpszMTKWmpp7XGAAAQIUiZfDgwRo8eLDHYytXrpTT6dT06dPVvHlzTZ48WfPmzTuvMQAAgApFypw5c/SnP/3J47GMjAx16tRJQUFBkqT27dsrMzPzvMbOxOVyqaCgwOMGAAAuThWKlGbNmp3yWEFBgeLj4933HQ6HfH19lZ+fX+mxM5kyZYrCw8Pdt7i4uIpMHwAA1CDn/dc9fn5+CgwM9HisTp06KioqqvTYmYwfP15Op9N9y87OPt/pAwAAS513pERGRiovL8/jscLCQgUEBFR67EwCAwMVFhbmcQMAABen846UpKQkbdq0yX0/KytLLpdLkZGRlR4DAAA470jp2rWrnE6n5s+fL0maOnWqunfvLl9f30qPAQAA+J33Bvz8NGfOHA0ZMkQpKSkqLS3V+vXrz2sMAACgUpHy+0+Gvf322/Xtt98qLS1NnTt3VlRU1HmPAQCA2u28z6ScFBMTo5iYmCodAwAAtRdfMAgAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACwEpECAACsRKQAAAArESkAAMBKRAoAALASkQIAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACwkp+3JwCg4kpLS1VcXOztaaCKBAQEyMeH/2cEfo9IAWoQY4x++OEH/fzzz96eCqqQj4+P4uPjFRAQ4O2pAFYhUoAa5GSgNGzYUEFBQXI4HN6eEs5TWVmZcnNz9f3336tx48b8TIHfIFKAGqK0tNQdKPXr1/f2dFCFoqKilJubq5KSEvn7+3t7OoA1eBMUqCFOXoMSFBTk5Zmgqp18m6e0tNTLMwHsQqQANQxvB1x8+JkCp0ekAAAAK3FNCnAR2DNj7AXbV/P/fuGC7as6rFu3TsnJycrKyvL2VCBpz/K13p4CzqL5f/f06v45kwIAAKxEpAAAACsRKQCq3datW3XttdcqJCRE1113nb755htJ0qeffqorrrhCQUFBSkpK0vbt293rfPjhh7r88ssVFBSk6667Tnv27JEkpaam6sYbb3Qvl5WV5XHh6TvvvKNWrVopODhY3bp1U05OzoV5kgCqHJECoFoVFBSoZ8+euu2227Rr1y516tRJ99xzj8rKyjRgwADddddd2rt3rzp37qyUlBT3ekOHDtWIESO0e/duJSQkaMKECefc15EjR3T33XdrwoQJ+u677xQZGannnnuuOp8egGrEhbMAqtV7772nyMhIjR8/XpI0YcIEXX311ZKkjIwMhYeHa9u2bSosLNTu3bvd69WtW1cul0vh4eGaPXu2ysrKzrmv0NBQHThwQKGhoUpLS9Ovv/7qsU0ANQtnUgBUq4MHD6pp06bu+xERERo0aJB8fHw0ffp0xcTE6IEHHpDT6fT4MLNFixZp3bp1io6OVpcuXfTVV1+ddvtFRUXu/zbGaNy4cWrUqJHGjRunkpISPiANqMGIFADVKi4uTvv27XPfP3r0qBISErR48WLNmjVLO3bsUFpamkaMGOFe5tixYzp27JjWrFmjI0eO6Prrr9d9990n6cQHn/02PNLS0tz/vXDhQq1fv14HDx7U559/rr59+16AZwiguhApAKpV7969lZ+fr8mTJ+vgwYN67rnnVFpaquDgYEmS0+nUhg0b9Mgjj8gYI+nEl+717t1bCxYs0KFDh+Tj4+N+uyc2NlbffPON8vPz9eOPP2ratGnufR09elTSiWtTVq5cqUmTJrm3CaDmIVIAVKuwsDCtWrVKK1as0OWXX65Nmzbp3XffVa9evXTbbbfpyiuv1OjRo/WHP/xBubm5+vHHHxUaGqoFCxboL3/5i5o3b64VK1Zo1qxZkqRu3bqpZ8+eateunfr27etxYezQoUPVsmVLXX755XrmmWc0atQo7dy5U8ePH/fW0wdwHhymBv9vRkFBgcLDw+V0OhUWFlal276Qn+CJiqvpn3paGcePH9e+ffsUHx+vOnXqeHs6qEK1+WfLsdZu1XWsLe+/35xJAQAAViJSAACAlYgUAABgJSIFAABYiUgBAABWIlIAAICViBQAAGAlIgUAAFiJb0EGLgZ7V124fTXreeH2dRapqalKTU3VunXrvD2VcrnxxhuVnJys5ORkb08FqDE4kwKgRhoyZIjee++9Cq2TlZUlh8NRTTMCUNU4kwKgRgoICFBAQIC3pwGgGnEmBUC1S05O1sSJE7VgwQJddtll+utf/ypJ2rJli6655hqFh4erf//+cjqd7nXWrl2r+Ph4xcTEaOzYsYqLi9Py5cvd46mpqbrxxhtP2de0adMUHR2tsLAw3X333XK5XJKkOnXqKD4+XpLkcDjkcDi0adMmSZIxRi+++KKaNGmi6Ohovfzyy+7tnTz7kpeXp4EDB6px48buseLiYo0dO1bR0dFq2rSplixZ4h774Ycf1KtXL4WEhGjAgAH69ddfq+CVBGoXIgXABbF69WrNnDlT06dP1+23366ff/5ZvXr1Uu/evfX111+rqKhIjz76qKQT0XDvvfdq0qRJeuuttzRz5kytXbtW3bp1O+s+du7cqXHjxuntt9/WV199pe+++06pqamSpB9//FEZGRmSpPz8fOXn5yspKUmStGDBAk2ZMkWLFy/WO++8owkTJuizzz7z2Hb//v2VmJioRYsWuR+bOnWq/vWvf2nNmjV69dVXNXToUO3bt0+SdP/998vX11fbtm1Tu3bttHHjxip5HYHahLd7AFwQe/fu1e7duxUeHi7pRBj4+/vrySeflMPh0MMPP6x7771XkpSXl6fc3FwNHDhQAQEBCg0N1aFDh9SyZcuz7uPkNwi7XC41btxYmzdvdo+Fh4e7v221Xr16Huu9+eabGjlypK699lpJUp8+fbR8+XJ16dLFvcytt96qxx9//JT1UlJSlJCQoISEBHXs2FErV67UqFGjtGLFCm3atEnNmjXTk08+qdmzZ1fiVQNqN86kALgghg4d6g4UScrJyVFeXp4iIiJUr1493XXXXcrLy9Px48dVv3591atXTxs3btSePXvkdDrVokWLc+6jadOmmjt3rsaNG6f69etr0KBBOnTo0DnXy8nJ0SuvvKJ69eqpXr16evfdd3XgwAGPZR566KHTrvfYY4+51/vyyy914MAB5eXlqaSkRHFxcZIkHx8fNW3a9JzzAOCJMykALojg4GCP+7Gxsbrqqqu0ePFiSSfe4nE6nfL391dZWZkSExN16623qqSkRFOnTlVUVNQ593Hw4EG1b99eX375pfLz83XXXXdp0qRJevXVVyWdiIWT+/rtX/nExsZqxIgRGjBggKQTZ2J+f1Hu7+d/cr1JkyapU6dOkqRffvlFYWFhatCggXx9fZWbm6uGDRvKGKPs7OzyvlQA/j/OpADwit69e2v//v364osv5Ovrq8WLF6tnz54yxujTTz/VkSNHlJaWpgMHDujhhx8u1zYzMzPVq1cvbdiwQceOHZPD4VBZWZl7PDo6WsHBwVqxYoX279/vvnB22LBhWrRokQoLC1VUVKSRI0fqtddeO+f+hg0bptTUVBUXF+vw4cPq37+/3n33Xfn5+alXr1565plnlJWVpalTpyonJ6dyLxRQixEpALyiXr16Wr58uV566SW1bt1a7777rpYvXy4/Pz9dffXVysvLU5cuXdx/qfPss8+ec5u33HKLRo0apbvuukutWrWSMUZPPPGEe9zf319z587VmDFj1KZNGy1dulSSdM8992jQoEHq3bu3OnfurPj4+HLt7/HHH1e7du10/fXXq2fPnurdu7fGjBkjSZo9e7aOHTumDh06aPPmze6LdAGUn8MYY7w9icoqKChQeHi4nE6n+4K4qrJnxtgq3R6qVvP/fsHbU7jgjh8/rn379ik+Pt59gejF6sknn9TBgwf1l7/8RQEBAVqzZo0efPBBHT582NtTqxa16Wf7exxr7VZdx9ry/vvNNSkArHP77bfrgQceUKtWrVRSUqJWrVrx1zFALUSkALBOYmKi+3oRALUX16QAAAArESkAAMBKRApQw/z2T2pxcajBf78AVCuuSQFqiICAAPn4+Cg3N1dRUVEKCAjw+EAy1EzGGOXl5cnhcMjf39/b0wGsQqQANYSPj4/i4+P1/fffKzc319vTQRVyOByKjY2Vr6+vt6cCWIVIAWqQgIAANW7cWCUlJSotLfX2dFBF/P39CRTgNIgUoIY5+bYAbw0AuNhx4SwAALCS1yNl+/btSkpKUkREhFJSUrjKHQAASPJypLhcLvXt21eJiYlKS0tTZmamUlNTvTklAABgCa9ek7Jy5Uo5nU5Nnz5dQUFBmjx5sh544AENHz78tMu7XC65XC73fafTKenEFxVVtcLjrnMvBK+pjp85gAuPY63dqutYe3K753z3xHjRxIkTTa9evdz3y8rKTERExBmXf/rpp40kbty4cePGjdtFcMvOzj5rJ3j1TEpBQYHi4+Pd9x0Oh3x9fZWfn6+IiIhTlh8/frweeeQR9/2ysjIdOXJE9evX50OtzqKgoEBxcXHKzs4+61diAwAqj2Nt+RljVFhYqEaNGp11Oa9Gip+fnwIDAz0eq1OnjoqKik4bKYGBgacsX69eveqc4kUlLCyMXxwAqGYca8snPDz8nMt49cLZyMhI5eXleTxWWFiogIAAL80IAADYwquRkpSUpE2bNrnvZ2VlyeVyKTIy0ouzAgAANvBqpHTt2lVOp1Pz58+XJE2dOlXdu3fn46GrWGBgoJ5++ulT3ioDAFQdjrVVz2GMdz89benSpRoyZIhCQ0NVWlqq9evXq23btt6cEgAAsIDXI0WScnJylJaWps6dOysqKsrb0wEAABawIlIAAAB+z+vf3QMAAHA6RAoAALASkXIRy8rKOucn8ZZnmeqwbt06NW3a9ILvFwDOhGOmfYiUWq5x48bKz8/39jQAoEbgmHlhESm1nI+PD18tAADlxDHzwiJSzuDkqbXly5erSZMmioiI0CuvvOIe3759u7p06aLw8HDdeuutOnjwYLnWO5PWrVtr7dq1Wrp0qRwOh44ePaqUlBQ99NBDZ92fJCUnJ2vixIlasGCBLrvsMv31r389ZfulpaXq06ePkpOTPR4/3anLcz2Hbdu2KSEhQQ0aNNAjjzyi1q1b69VXXz3nc5w7d65iY2PVqFEjrVq1ymPsnXfeUatWrRQcHKxu3bopJydHkjRp0iT16dPHvdx3332nOnXqyOl0nnN/AC5eHDNryTHzrN+RXIt98sknJiQkxFx77bXm66+/Ni+//LIJCAgwRUVFprCw0ERHR5uJEyearKwsM3LkSHPllVea0tLSs67Xr18/Ex4efsrt1VdfNXfffbeZNWuWmTJlirnuuutMWlqa6devn/n73/9+1v0ZY8ywYcNMp06dzLXXXmvee+8991df79u3z5z8EY8ZM8b07NnTFBcXezzP3y5TnudujDHXXnutmTx5ssnIyDBhYWHm888/N0eOHDnr65menm4CAwPN0qVLzbZt20x8fLxp0qSJMcaYw4cPm4CAAPPmm2+a3Nxc079/fzN69GhjjDG7du0ygYGBxul0GmOMeeGFF0y/fv0q/4MFcFHgmFk7jplEyhl88sknRpJJT083xhjjcrmMJJOVlWUWLlxoWrVq5V72+PHjJjQ01GzcuPGs6/3www9m3759p9ycTqd54YUXzMMPP2ySk5PNlClTzFtvvWXatGlj0tPTz7o/Y078wjVs2ND8/PPPHs/h5C/TCy+84J7D753pF+5Mz8EYY+rWrWt27dpljDGmU6dOZuHChed8PSdOnGj69Onjvj9z5kz3L9yvv/5qfvjhB3Ps2DGzfv1606dPH3PTTTe5l+3QoYN56623jDHGdO7cuVz7A3Bx45hZO46ZvN1zFhEREerQoYMkub+Z2Rij7OxsxcfHu5cLDAxUo0aNlJ2dfdb1LrnkEjVt2vSUW1hYmDp27Kjdu3crJydH119/vTIzM5WTk6M2bdqcc3+SNHTo0DN+7fXrr7+ugQMHasaMGef93CWpRYsW2rhxo44cOaJvv/1Wbdq0Oef2vv/+e8XFxbnvN2vWzP3fxhiNGzdOjRo10rhx41RSUqLS0lL3+MCBA/XOO+/oxx9/VEZGhvr27Vvu5wHg4sQxs3YcM4mUswgLCzvt440bN9a+ffvc948fP67c3Fw1btz4rOudTceOHbVjxw6VlZWpVatWWrVqlVq0aCF/f/9z7k+SgoODz7jtVatW6aWXXtLf//53ZWVllWs+Z3sObdu21UMPPaRLL71UQ4cOdf9ink3Dhg2Vm5vrvn/gwAH3fy9cuFDr16/XwYMH9fnnn5/yCzVo0CCtXLlSixYtUq9evRQSElKu5wDg4sUxs3YcM4mUSujTp48KCwv1zDPPaP/+/frTn/6kli1bKikpqdLbrF+/voqLi9WgQQNFRUVpz549uvLKK6tkfy1atFBsbKySk5M1YcKESs9Rkvbu3at///vf2rBhg/bs2aPp06eXa71+/fpp9erV+uCDD/TNN9/oxRdfdI8dPXpUknTkyBGtXLlSkyZNcv8fiCQ1b95crVu31sSJEzVo0KDzmj+AiwPHzNpxzCRSKiEkJESrV6/Whx9+qHbt2unAgQNatmyZfHzO7+Xs2LGjWrVqJenEL8nJX7iq2t/48eO1bNkypaenV3qOTZs21SWXXKIbbrhB8fHxqlu3rkaPHn3O9RITEzV9+nT94Q9/0K233qpevXq5x4YOHaqWLVvq8ssv1zPPPKNRo0Zp586dOn78uHuZQYMGqbS0VL1796703AFcXDhmXvzHTL5gEBUyb948LVmyRHPnzlVQUJAyMjJ066236qeffqrU21zl8d1332nRokXatWuXFixYUC37AIDqwDHz/Ph5ewKoWW666SYtXLhQCQkJ+uWXXxQfH6+XXnqp2n7ZJOnKK69UVFSU3n///WrbBwBUB46Z54czKQAAwEpckwIAAKxEpAAAACsRKQAAwEpECgAAsBKRAgAArESkAAAAKxEpAADASkQKAACw0v8Dy9IeHQqapBwAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 绘制非工作日与工作日的临时借车数量和会员借车数量堆积图\n", - "width = 0.3\n", - "p1 = plt.bar(workingday_df.index, workingday_df['casual'], width,color='#dc8f75')\n", - "p2 = plt.bar(workingday_df.index, workingday_df['registered'], width, bottom=workingday_df['casual'],color='#ffddb7')\n", - "plt.title('Mean Count per Day')\n", - "plt.xticks([0, 1], ('non-working day', 'working day'))\n", - "plt.legend((p1[0], p2[0]), ('casual', 'registered'))" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:04:25.321774Z", - "start_time": "2023-07-12T17:04:25.196439Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(-1.4377319141150902,\n", - " 1.4303681863864328,\n", - " -1.4388719698975816,\n", - " 1.4372896976042702)" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 绘制非工作日临时借车数量和会员借车数量占比饼图\n", - "plt.subplot2grid((2, 2), (0, 0))\n", - "plt.pie(workingday_df1, labels=['casual', 'registered'], autopct='%1.1f%%',\n", - " pctdistance=0.6, labeldistance=1.35, radius=1.3,colors=['#c63d40','#ffddb7'])\n", - "plt.axis('equal')\n", - "plt.title('non-working day')\n", - "\n", - "# 绘制工作日临时借车数量和会员借车数量占比饼图\n", - "plt.subplot2grid((2, 2), (0, 1))\n", - "plt.pie(workingday_df2, labels=['casual', 'registered'], autopct='%1.1f%%',\n", - " pctdistance=0.6, labeldistance=1.35, radius=1.3,colors=['#c63d40','#ffddb7'])\n", - "plt.title('working day')\n", - "plt.axis('equal')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "分析: \n", - "非工作日时,会员租车数量占68.5%,临时租车数量占31.5%。 \n", - "工作日时,会员租车数量占87.0%,临时租车数量占13%。 \n", - "工作日的总租车数量略高于非工作日,但非工作日时临时租车数量比工作日多。 " - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:00:57.551519Z", - "start_time": "2023-07-12T17:00:57.276740Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# 查看工作日与非工作日每小时的临时租赁数量,会员租赁数量和总数量的平均值\n", - "workingday_df=train_df[train_df['workingday']==1]\n", - "workingday_df = workingday_df.groupby(['hour'], as_index=True).agg({'casual':'mean',\n", - " 'registered':'mean',\n", - " 'count':'mean'})\n", - "\n", - "nworkingday_df=train_df[train_df['workingday']==0]\n", - "nworkingday_df = nworkingday_df.groupby(['hour'], as_index=True).agg({'casual':'mean',\n", - " 'registered':'mean',\n", - " 'count':'mean'})\n", - "fig, axes = plt.subplots(1, 2,sharey = True)\n", - "\n", - "workingday_df.plot(figsize=(15,5),title = 'Mean Count per Hour in Working Day',ax=axes[0])\n", - "nworkingday_df.plot(figsize=(15,5),title = 'Mean Count per Hour in non-Working Day',ax=axes[1])\n", - "\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "分析: \n", - "1、周末会员与非会员用户的情况相似。这可能表明,注册用户是在工作日使用自行车的人,而临时用户在周末租车,在工作日租车时,不需要作为上班的交通工具。 \n", - "2、周末会员用户租赁数量降低,临时用户租赁数量增加。\n", - "3、工作日会员用户出行数量较多,临时用户出行数量较少" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.9 节假日与否对租赁数量的影响" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:04:59.584227Z", - "start_time": "2023-07-12T17:04:59.568489Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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\n", - "
" - ], - "text/plain": [ - " holiday\n", - "year \n", - "2011.0 6.0\n", - "2012.0 7.0" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "day_df=train_df.groupby('date').agg({'year':'mean',\n", - " 'casual':'sum', 'registered':'sum'\n", - " ,'count':'sum','holiday':'mean'})\n", - "holiday_count=day_df.groupby('year', as_index=True).agg({'holiday':'sum'})\n", - "holiday_count" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:16:22.287115Z", - "start_time": "2023-07-12T17:16:22.151965Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "holiday_df = day_df.groupby('holiday', as_index=True).agg({'casual':'mean', 'registered':'mean'})\n", - "holiday_df.plot.bar(stacked=True , title = 'Mean Count by Holiday or not per DAY',cmap='Set3')\n", - "plt.xticks(rotation=360)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.10 会员与非会员对租赁数量的影响" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:05:26.869260Z", - "start_time": "2023-07-12T17:05:26.853616Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "casual 829.447368\n", - "registered 3480.372807\n", - "dtype: float64" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "number_pei=day_df[['casual','registered']].mean()\n", - "number_pei" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-12T17:05:38.122015Z", - "start_time": "2023-07-12T17:05:38.043408Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.axes(aspect='equal')\n", - "plt.pie(number_pei, labels=['casual','registered'], autopct='%1.1f%%',\n", - " pctdistance=0.6 , labeldistance=1.05 , radius=1 ,colors=['#c63d40','#ffddb7'])\n", - "\n", - "plt.title('Count of Casual VS Registered')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 3 正态性假设" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "因变量的正态性假设并不总是必要的,多机器学习算法(如决策树、随机森林和神经网络)并不依赖于此假设。\n", - "但当输入特征或预测变量近似呈正态分布时,某些算法可能会表现更好。如果因变量表现出极端偏度或异常值,则应用变换或使用对非正态性更稳健的替代模型可能是有益的。\n", - "故下面计算不同因变量的偏度。" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "temp偏度为:0.017864590654767955\n", - "atemp偏度为:-0.0885836839465202\n", - "windspeed偏度为:1.160372679264109\n", - "humidity偏度为:-0.09521904586097792\n" - ] - } - ], - "source": [ - "# 查看temp(温度),atemp(体感温度),humidity(湿度)、windspeed(风速)等数值型数据的分布情况\n", - "fig, axes = plt.subplots(2, 2)\n", - "fig.set_size_inches(12,10)\n", - "\n", - "sns.distplot(train_df['temp'],ax=axes[0,0])\n", - "sns.distplot(train_df['atemp'],ax=axes[0,1])\n", - "sns.distplot(train_df['humidity'],ax=axes[1,0])\n", - "sns.distplot(train_df['windspeed'],ax=axes[1,1])\n", - "\n", - "axes[0,0].set(title='Distribution of temp',)\n", - "axes[0,1].set(title='Distribution of atemp')\n", - "axes[1,0].set(title='Distribution of humidity')\n", - "axes[1,1].set(title='Distribution of windspeed')\n", - "\n", - "plt.show()\n", - "\n", - "print(f\"temp偏度为:{train_df['temp'].skew()}\")\n", - "print(f\"atemp偏度为:{train_df['atemp'].skew()}\")\n", - "print(f\"windspeed偏度为:{train_df['windspeed'].skew()}\")\n", - "print(f\"humidity偏度为:{train_df['humidity'].skew()}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 4 相关性分析" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:50:10.141955Z", - "start_time": "2023-07-13T14:50:07.612540Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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seasonholidayworkingdayweathertempatemphumiditywindspeedcasualregisteredcounthouryearmonthweekday
season1.0000000.030368-0.0112280.0089890.2589330.2650980.192185-0.1389570.0945500.1609670.159801-0.008423-0.0099360.971783-0.008587
holiday0.0303681.000000-0.249896-0.0077320.002526-0.0030910.0004780.0126200.047270-0.0135350.0029780.0011970.0144610.002544-0.193879
workingday-0.011228-0.2498961.0000000.0364630.0219780.016831-0.0056370.017935-0.3328530.095554-0.020764-0.003258-0.011337-0.006159-0.704789
weather0.008989-0.0077320.0364631.000000-0.052114-0.0529220.405675-0.004002-0.133326-0.107421-0.127519-0.020216-0.0090680.012425-0.048403
temp0.2589330.0025260.021978-0.0521141.0000000.985254-0.0563940.0013520.4607740.3043280.3859540.1369610.0491490.257477-0.032551
atemp0.265098-0.0030910.016831-0.0529220.9852541.000000-0.035467-0.0352490.4563190.3010740.3819670.1321280.0467470.264136-0.034088
humidity0.1921850.000478-0.0056370.405675-0.056394-0.0354671.000000-0.343861-0.341204-0.263525-0.317028-0.273058-0.0711370.206028-0.030547
windspeed-0.1389570.0126200.017935-0.0040020.001352-0.035249-0.3438611.0000000.1104680.0972440.1123980.143596-0.026256-0.145106-0.025775
casual0.0945500.047270-0.332853-0.1333260.4607740.456319-0.3412040.1104681.0000000.4980850.7047640.2950370.1321200.0903200.257293
registered0.160967-0.0135350.095554-0.1074210.3043280.301074-0.2635250.0972440.4980851.0000000.9662090.3883580.2391810.168459-0.065856
count0.1598010.002978-0.020764-0.1275190.3859540.381967-0.3170280.1123980.7047640.9662091.0000000.4054370.2349590.1646730.022602
hour-0.0084230.001197-0.003258-0.0202160.1369610.132128-0.2730580.1435960.2950370.3883580.4054371.000000-0.013364-0.0086370.002046
year-0.0099360.014461-0.011337-0.0090680.0491490.046747-0.071137-0.0262560.1321200.2391810.234959-0.0133641.000000-0.0096980.002727
month0.9717830.002544-0.0061590.0124250.2574770.2641360.206028-0.1451060.0903200.1684590.164673-0.008637-0.0096981.000000-0.000423
weekday-0.008587-0.193879-0.704789-0.048403-0.032551-0.034088-0.030547-0.0257750.257293-0.0658560.0226020.0020460.002727-0.0004231.000000
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" - ], - "text/plain": [ - " season holiday workingday weather temp atemp \\\n", - "season 1.000000 0.030368 -0.011228 0.008989 0.258933 0.265098 \n", - "holiday 0.030368 1.000000 -0.249896 -0.007732 0.002526 -0.003091 \n", - "workingday -0.011228 -0.249896 1.000000 0.036463 0.021978 0.016831 \n", - "weather 0.008989 -0.007732 0.036463 1.000000 -0.052114 -0.052922 \n", - "temp 0.258933 0.002526 0.021978 -0.052114 1.000000 0.985254 \n", - "atemp 0.265098 -0.003091 0.016831 -0.052922 0.985254 1.000000 \n", - "humidity 0.192185 0.000478 -0.005637 0.405675 -0.056394 -0.035467 \n", - "windspeed -0.138957 0.012620 0.017935 -0.004002 0.001352 -0.035249 \n", - "casual 0.094550 0.047270 -0.332853 -0.133326 0.460774 0.456319 \n", - "registered 0.160967 -0.013535 0.095554 -0.107421 0.304328 0.301074 \n", - "count 0.159801 0.002978 -0.020764 -0.127519 0.385954 0.381967 \n", - "hour -0.008423 0.001197 -0.003258 -0.020216 0.136961 0.132128 \n", - "year -0.009936 0.014461 -0.011337 -0.009068 0.049149 0.046747 \n", - "month 0.971783 0.002544 -0.006159 0.012425 0.257477 0.264136 \n", - "weekday -0.008587 -0.193879 -0.704789 -0.048403 -0.032551 -0.034088 \n", - "\n", - " humidity windspeed casual registered count hour \\\n", - "season 0.192185 -0.138957 0.094550 0.160967 0.159801 -0.008423 \n", - "holiday 0.000478 0.012620 0.047270 -0.013535 0.002978 0.001197 \n", - "workingday -0.005637 0.017935 -0.332853 0.095554 -0.020764 -0.003258 \n", - "weather 0.405675 -0.004002 -0.133326 -0.107421 -0.127519 -0.020216 \n", - "temp -0.056394 0.001352 0.460774 0.304328 0.385954 0.136961 \n", - "atemp -0.035467 -0.035249 0.456319 0.301074 0.381967 0.132128 \n", - "humidity 1.000000 -0.343861 -0.341204 -0.263525 -0.317028 -0.273058 \n", - "windspeed -0.343861 1.000000 0.110468 0.097244 0.112398 0.143596 \n", - "casual -0.341204 0.110468 1.000000 0.498085 0.704764 0.295037 \n", - "registered -0.263525 0.097244 0.498085 1.000000 0.966209 0.388358 \n", - "count -0.317028 0.112398 0.704764 0.966209 1.000000 0.405437 \n", - "hour -0.273058 0.143596 0.295037 0.388358 0.405437 1.000000 \n", - "year -0.071137 -0.026256 0.132120 0.239181 0.234959 -0.013364 \n", - "month 0.206028 -0.145106 0.090320 0.168459 0.164673 -0.008637 \n", - "weekday -0.030547 -0.025775 0.257293 -0.065856 0.022602 0.002046 \n", - "\n", - " year month weekday \n", - "season -0.009936 0.971783 -0.008587 \n", - "holiday 0.014461 0.002544 -0.193879 \n", - "workingday -0.011337 -0.006159 -0.704789 \n", - "weather -0.009068 0.012425 -0.048403 \n", - "temp 0.049149 0.257477 -0.032551 \n", - "atemp 0.046747 0.264136 -0.034088 \n", - "humidity -0.071137 0.206028 -0.030547 \n", - "windspeed -0.026256 -0.145106 -0.025775 \n", - "casual 0.132120 0.090320 0.257293 \n", - "registered 0.239181 0.168459 -0.065856 \n", - "count 0.234959 0.164673 0.022602 \n", - "hour -0.013364 -0.008637 0.002046 \n", - "year 1.000000 -0.009698 0.002727 \n", - "month -0.009698 1.000000 -0.000423 \n", - "weekday 0.002727 -0.000423 1.000000 " - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_df.corr()" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": { - "ExecuteTime": { - "end_time": "2023-07-13T14:50:10.836669Z", - "start_time": "2023-07-13T14:50:08.360758Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Heatmap on Correlation')" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(13, 10))\n", - "sns.heatmap(train_df.corr(), annot=True, cmap='RdBu')\n", - "plt.title('Heatmap on Correlation', fontsize=20)" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 1.000000\n", - "registered 0.966209\n", - "casual 0.704764\n", - "hour 0.405437\n", - "temp 0.385954\n", - "atemp 0.381967\n", - "year 0.234959\n", - "month 0.164673\n", - "season 0.159801\n", - "windspeed 0.112398\n", - "weekday 0.022602\n", - "holiday 0.002978\n", - "workingday -0.020764\n", - "weather -0.127519\n", - "humidity -0.317028\n", - "Name: count, dtype: float64" - ] - }, - "execution_count": 111, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# 租赁数量与其他变量的相关性\n", - "train_df.corr()['count'].sort_values(ascending=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "从图中可以看出,temp和atemp之间的相关性较高,为0.99,season和month之间为0.97,同样不低,即存在很强的多重共线性。在进行建立模型预测时,选择保留和count相关性高的变量,剔除atemp和season,以免导致因多重共线性造成的过拟合。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 5 模型" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5.1 数据准备" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['datetime', 'season', 'holiday', 'workingday', 'weather', 'temp',\n", - " 'atemp', 'humidity', 'windspeed', 'casual', 'registered', 'count',\n", - " 'date', 'hour', 'year', 'month', 'weekday'],\n", - " dtype='object')" - ] - }, - "execution_count": 112, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "train_df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": {}, - "outputs": [], - "source": [ - "X_train_final = train_df.drop(columns=['count','casual', 'registered','datetime','date','atemp','month']).values # 最终模型训练数据" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['datetime', 'season', 'holiday', 'workingday', 'weather', 'temp',\n", - " 'atemp', 'humidity', 'windspeed', 'date', 'hour', 'year', 'month',\n", - " 'weekday'],\n", - " dtype='object')" - ] - }, - "execution_count": 114, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "test_df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [], - "source": [ - "x_date_test = test_df['datetime'].values #提交结果时间栏\n", - "X_test_final = test_df.drop(columns=['datetime','date','atemp','month']).values # 预测数据" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [], - "source": [ - "# 因变量\n", - "y = train_df['count'].apply(lambda x: np.log1p(x)).values\n", - "\n", - "# 划分训练集与测试集\n", - "X_train, X_test, y_train, y_test = train_test_split(X_train_final, y, test_size=0.2, random_state=42)" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": {}, - "outputs": [], - "source": [ - "def rmsle(y_true, y_pred, convertExp=True):\n", - " # 指数变换\n", - " if convertExp:\n", - " y_true = np.exp(y_true)\n", - " y_pred = np.exp(y_pred)\n", - " \n", - " # 转换对数后将结测值转换为零\n", - " log_true = np.nan_to_num(np.log(y_true+1))\n", - " log_pred = np.nan_to_num(np.log(y_pred+1))\n", - " \n", - " # RMSLE计算\n", - " output = np.sqrt(np.mean((log_true - log_pred)**2))\n", - " return output" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "metadata": {}, - "outputs": [], - "source": [ - "#交叉验证的评估函数(RMSLE计分)\n", - "rmsle_scorer = metrics.make_scorer(rmsle, greater_is_better=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5.2 模型建立" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5.2.1 决策树模型" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DecisionTreeRegressor(max_depth=9, min_samples_leaf=6, random_state=20,\n", - " splitter='random')\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 119, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gini_thresholds = np.linspace(0,0.5,20)\n", - " \n", - "parameters = {\n", - " \"splitter\":(\"best\",\"random\")\n", - " ,\"max_depth\":[*range(1,10)]\n", - " ,\"min_samples_leaf\":[*range(1,50,5)]\n", - " ,\"min_impurity_decrease\":[*np.linspace(0,0.5,20)]\n", - " }\n", - "DT = DecisionTreeRegressor(random_state=20)\n", - "DT = GridSearchCV(DT, parameters, cv=10,scoring=rmsle_scorer,)\n", - "DT.fit(X_train, y_train)\n", - "print(DT.best_estimator_)\n", - "y_pred_DT = DT.predict(X_test)\n", - "# 可视化y_test与y_pred的差异\n", - "plt.figure(figsize=(10,6))\n", - "plt.plot(range(len(y_pred_DT)), y_pred_DT, 'b', label=\"predict\")\n", - "plt.plot(range(len(y_test)), y_test, 'r', label=\"test\")\n", - "plt.legend(loc=\"upper right\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5.2.2 线性回归模型" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 120, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lr = LinearRegression()\n", - "lr.fit(X_train,y_train)\n", - "y_pred_lr = lr.predict(X_test)\n", - "## 可视化下y_test与y_pred的差异\n", - "plt.figure(figsize=(10,6))\n", - "plt.plot(range(len(y_pred_lr)),y_pred_lr,'b',label=\"predict\")\n", - "plt.plot(range(len(y_test)),y_test,'r',label=\"test\")\n", - "plt.legend(loc=\"upper right\") #显示图中的标签" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5.2.3 随机森林回归模型" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "RandomForestRegressor(n_estimators=140, random_state=42)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 121, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "params_RF = {'random_state':[42], 'n_estimators':[100, 120, 140],}\n", - "RF = RandomForestRegressor()\n", - "RF = GridSearchCV(estimator=RF,\n", - " param_grid=params_RF,\n", - " cv=5,\n", - " scoring=rmsle_scorer\n", - " )\n", - "RF.fit(X_train, y_train)\n", - "print(RF.best_estimator_)\n", - "y_pred_RF = RF.predict(X_test)\n", - "## 可视化下y_test与y_pred的差异\n", - "plt.figure(figsize=(10,6))\n", - "plt.plot(range(len(y_pred_RF)),y_pred_RF,'b',label=\"predict\")\n", - "plt.plot(range(len(y_test)),y_test,'r',label=\"test\")\n", - "plt.legend(loc=\"upper right\") #显示图中的标签" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5.2.4 逻辑回归模型" - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\bigdata\\Anaconda\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:372: FitFailedWarning: \n", - "45 fits failed out of a total of 90.\n", - "The score on these train-test partitions for these parameters will be set to nan.\n", - "If these failures are not expected, you can try to debug them by setting error_score='raise'.\n", - "\n", - "Below are more details about the failures:\n", - "--------------------------------------------------------------------------------\n", - "45 fits failed with the following error:\n", - "Traceback (most recent call last):\n", - " File \"D:\\bigdata\\Anaconda\\lib\\site-packages\\sklearn\\model_selection\\_validation.py\", line 680, in _fit_and_score\n", - " estimator.fit(X_train, y_train, **fit_params)\n", - " File \"D:\\bigdata\\Anaconda\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py\", line 1461, in fit\n", - " solver = _check_solver(self.solver, self.penalty, self.dual)\n", - " File \"D:\\bigdata\\Anaconda\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py\", line 447, in _check_solver\n", - " raise ValueError(\n", - "ValueError: Solver lbfgs supports only 'l2' or 'none' penalties, got l1 penalty.\n", - "\n", - " warnings.warn(some_fits_failed_message, FitFailedWarning)\n", - "D:\\bigdata\\Anaconda\\lib\\site-packages\\sklearn\\model_selection\\_search.py:969: UserWarning: One or more of the test scores are non-finite: [ nan -1.11519816 nan -1.02920581 nan -1.02555691\n", - " nan -1.12274426 nan -1.02306875 nan -1.02273619\n", - " nan -1.12013997 nan -1.00952016 nan -1.02543731]\n", - " warnings.warn(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LogisticRegression(C=10000.0, max_iter=1000.0)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\bigdata\\Anaconda\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 122, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "param_LR = {'penalty':['l1','l2'], 'C':[1,1e+2,1e+4], 'max_iter':[1e+2,1e+3,1e+4]}\n", - "LR = LogisticRegression()\n", - "LR = GridSearchCV(estimator=LR, param_grid=param_LR, cv=5, n_jobs=3,scoring=rmsle_scorer)\n", - "LR.fit(X_train,y_train.astype('int'))\n", - "print(LR.best_estimator_)\n", - "y_pred_LR = LR.predict(X_test)\n", - "## 可视化下y_test与y_pred的差异\n", - "plt.figure(figsize=(10,6))\n", - "plt.plot(range(len(y_pred_LR)),y_pred_LR,'b',label=\"predict\")\n", - "plt.plot(range(len(y_test)),y_test,'r',label=\"test\")\n", - "plt.legend(loc=\"upper right\") #显示图中的标签" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5.2.5 神经网络回归模型" - ] - }, - { - "cell_type": "code", - "execution_count": 131, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 131, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mlp = MLPClassifier()\n", - "mlp.fit(X_train,y_train.astype('int'))\n", - "y_pred_mlp = mlp.predict(X_test)\n", - "## 可视化下y_test与y_pred的差异\n", - "plt.figure(figsize=(10,6))\n", - "plt.plot(range(len(y_pred_mlp)),y_pred_mlp,'b',label=\"predict\")\n", - "plt.plot(range(len(y_test)),y_test,'r',label=\"test\")\n", - "plt.legend(loc=\"upper right\") #显示图中的标签" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 5.2.6 支持向量回归模型" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 124, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "svr = SVR(C=100,gamma=0.01,kernel='rbf')\n", - "svr.fit(X_train,y_train)\n", - "y_pred_svr = svr.predict(X_test)\n", - "## 可视化下y_test与y_pred的差异\n", - "plt.figure(figsize=(10,6))\n", - "plt.plot(range(len(y_pred_svr)),y_pred_svr,'b',label=\"predict\")\n", - "plt.plot(range(len(y_test)),y_test,'r',label=\"test\")\n", - "plt.legend(loc=\"upper right\") #显示图中的标签" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5.3 模型评估" - ] - }, - { - "cell_type": "code", - "execution_count": 132, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "## 柱状图\n", - "model_names = [\n", - "'决策树','线性回归','随机森林回归','逻辑回归','神经网络回归','支持向量回归'\n", - "]\n", - "plt.figure(figsize=(12,4))\n", - "\n", - "mse_df = [mean_squared_error(y_test, y_pred_DT), mean_squared_error(y_test, y_pred_lr), mean_squared_error(y_test, y_pred_RF), mean_squared_error(y_test, y_pred_LR), mean_squared_error(y_test, y_pred_mlp), mean_squared_error(y_test, y_pred_svr)]\n", - "R2_score_df = [r2_score(y_test, y_pred_DT), r2_score(y_test, y_pred_lr), r2_score(y_test, y_pred_RF), r2_score(y_test, y_pred_LR), r2_score(y_test, y_pred_mlp), r2_score(y_test, y_pred_svr)]\n", - "\n", - "index=np.arange(6)\n", - "width=0.3\n", - "plt.bar(x = np.arange(6), height =mse_df,width=0.3,label='MSE')\n", - "plt.bar(x = np.arange(6)+0.3,height =R2_score_df,width=0.3,label='R2_score')\n", - "\n", - "plt.xticks(np.arange(6),model_names)\n", - "\n", - "for a,b in zip(index,mse_df): #柱子上的数字显示\n", - " plt.text(a,b,'%.3f'%b,ha='center',va='bottom',fontsize=10);\n", - "for a,b in zip(index+width,R2_score_df):\n", - " plt.text(a,b,'%.3f'%b,ha='center',va='bottom',fontsize=10);\n", - " \n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "根据模型评估结果,随机森林回归模型均方误差、均方根对数误差最小,决定系数最大,拟合效果最好,因此选择随机森林回归模型为最终模型。" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 6 结果输出" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "metadata": {}, - "outputs": [], - "source": [ - "## 将最终模型的预测结果保存到csv文件\n", - "prediction = []\n", - "RF=RF.fit(X_train_final, y)\n", - "prediction = np.expm1(RF.predict(X_test_final))\n", - "submit = pd.DataFrame({'datetime':x_date_test,'count':prediction})\n", - "submit.to_csv('预测结果.csv',index=False)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -}