From 84e92f4895ea7eed3e6c82ec2e46da1efbade52a 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: Fri, 14 Jul 2023 08:00:54 +0000
Subject: [PATCH] =?UTF-8?q?=E5=A4=A7=E4=BD=9C=E4=B8=9A?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
Signed-off-by: 又菜又爱玩 <11754160+waiPDEs@user.noreply.gitee.com>
---
.../十三组大作业/修修修改版.ipynb | 3324 +++++++++++++++++
1 file changed, 3324 insertions(+)
create mode 100644 共享单车数据分析/十三组大作业/修修修改版.ipynb
diff --git a/共享单车数据分析/十三组大作业/修修修改版.ipynb b/共享单车数据分析/十三组大作业/修修修改版.ipynb
new file mode 100644
index 0000000..fd09d88
--- /dev/null
+++ b/共享单车数据分析/十三组大作业/修修修改版.ipynb
@@ -0,0 +1,3324 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "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",
+ "import seaborn as sns\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "import plotly.express as px\n",
+ "from sklearn.metrics import mean_squared_error, r2_score\n",
+ "from sklearn.linear_model import LinearRegression, Ridge\n",
+ "from sklearn.tree import DecisionTreeRegressor\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.decomposition import PCA\n",
+ "from sklearn.ensemble import AdaBoostRegressor\n",
+ "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n",
+ "from sklearn.svm import SVR\n",
+ "from datetime import datetime\n",
+ "\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": [
+ "# 数据预处理"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "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": 3,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:49:11.811732Z",
+ "start_time": "2023-07-13T14:49:11.759242Z"
+ },
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " datetime \n",
+ " season \n",
+ " holiday \n",
+ " workingday \n",
+ " weather \n",
+ " temp \n",
+ " atemp \n",
+ " humidity \n",
+ " windspeed \n",
+ " casual \n",
+ " registered \n",
+ " count \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2011-01-01 00:00:00 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1 \n",
+ " 9.84 \n",
+ " 14.395 \n",
+ " 81 \n",
+ " 0.0000 \n",
+ " 3 \n",
+ " 13 \n",
+ " 16 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2011-01-01 01:00:00 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1 \n",
+ " 9.02 \n",
+ " 13.635 \n",
+ " 80 \n",
+ " 0.0000 \n",
+ " 8 \n",
+ " 32 \n",
+ " 40 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2011-01-01 02:00:00 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1 \n",
+ " 9.02 \n",
+ " 13.635 \n",
+ " 80 \n",
+ " 0.0000 \n",
+ " 5 \n",
+ " 27 \n",
+ " 32 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 2011-01-01 03:00:00 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1 \n",
+ " 9.84 \n",
+ " 14.395 \n",
+ " 75 \n",
+ " 0.0000 \n",
+ " 3 \n",
+ " 10 \n",
+ " 13 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2011-01-01 04:00:00 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1 \n",
+ " 9.84 \n",
+ " 14.395 \n",
+ " 75 \n",
+ " 0.0000 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 10881 \n",
+ " 2012-12-19 19:00:00 \n",
+ " 4 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 15.58 \n",
+ " 19.695 \n",
+ " 50 \n",
+ " 26.0027 \n",
+ " 7 \n",
+ " 329 \n",
+ " 336 \n",
+ " \n",
+ " \n",
+ " 10882 \n",
+ " 2012-12-19 20:00:00 \n",
+ " 4 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 14.76 \n",
+ " 17.425 \n",
+ " 57 \n",
+ " 15.0013 \n",
+ " 10 \n",
+ " 231 \n",
+ " 241 \n",
+ " \n",
+ " \n",
+ " 10883 \n",
+ " 2012-12-19 21:00:00 \n",
+ " 4 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 13.94 \n",
+ " 15.910 \n",
+ " 61 \n",
+ " 15.0013 \n",
+ " 4 \n",
+ " 164 \n",
+ " 168 \n",
+ " \n",
+ " \n",
+ " 10884 \n",
+ " 2012-12-19 22:00:00 \n",
+ " 4 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 13.94 \n",
+ " 17.425 \n",
+ " 61 \n",
+ " 6.0032 \n",
+ " 12 \n",
+ " 117 \n",
+ " 129 \n",
+ " \n",
+ " \n",
+ " 10885 \n",
+ " 2012-12-19 23:00:00 \n",
+ " 4 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 13.12 \n",
+ " 16.665 \n",
+ " 66 \n",
+ " 8.9981 \n",
+ " 4 \n",
+ " 84 \n",
+ " 88 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
10886 rows × 12 columns
\n",
+ "
"
+ ],
+ "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": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "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": 5,
+ "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": 6,
+ "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": [
+ "# 异常值分析"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "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": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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),而在大雨或下雪时几乎没有用户租用自行车(3)。"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 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": 8,
+ "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": 9,
+ "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": 10,
+ "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": [
+ "## 数值型特征异常值处理"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\2173811973.py:5: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['temp'],ax=axes[0,0])\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\2173811973.py:6: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['atemp'],ax=axes[0,1])\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\2173811973.py:7: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['humidity'],ax=axes[1,0])\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\2173811973.py:8: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['windspeed'],ax=axes[1,1])\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": 12,
+ "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": 13,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:49:28.678622Z",
+ "start_time": "2023-07-13T14:49:28.669626Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\7158240.py:4: 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",
+ " windspeed_df2['windspeed'] = windspeed_df1['windspeed'].interpolate()\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\7158240.py:5: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
+ " train_df = windspeed_df1.append(windspeed_df1)\n"
+ ]
+ }
+ ],
+ "source": [
+ "## 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_df1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "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": 15,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:49:31.620615Z",
+ "start_time": "2023-07-13T14:49:31.585669Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "44"
+ ]
+ },
+ "execution_count": 15,
+ "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": [
+ "# 可视化分类数据分析"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:50:10.106418Z",
+ "start_time": "2023-07-13T14:50:04.384135Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 16,
+ "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": [
+ "## temp 温度对租赁数量的影响"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:50:15.401705Z",
+ "start_time": "2023-07-13T14:50:15.170966Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 17,
+ "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": [
+ "## atemp体感温度"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:50:17.032221Z",
+ "start_time": "2023-07-13T14:50:16.823146Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "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": [
+ "# 湿度对租赁数量影响"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:50:18.869961Z",
+ "start_time": "2023-07-13T14:50:18.700298Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlEAAAE2CAYAAABBZcehAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAADA/0lEQVR4nOydd3hTZfvHPxndu7SFLmih7LKnCogKAiII7ldExIl7oqi4F/rieN2i/sSFE0VwgGyUvfemLW2B7j2T5vz+eHJOkzZpkw4K+Hyuq1eSc55zzpM0Te/c9/f53jpFURQkEolEIpFIJG6hb+kJSCQSiUQikZyNyCBKIpFIJBKJpAHIIEoikUgkEomkAcggSiKRSCQSiaQByCBKIpFIJBKJpAHIIEoikUgkEomkAcggSiKRSCQSiaQByCBKIpFIJBKJpAHIIEoikUgkEomkAcggSnLOMnfuXHQ6HePHj9e2zZ49G51Ox80339xyE3OAyWRixowZREREEBgYyC233EJxcXFLT8stbr75Zi6//PJmv0aXLl3stqm/5/z8/Ca/nk6nY9WqVfWOW7VqFTqdrtb25557juHDhzf5vM4WnnvuOby9ve22qa/Vjh07WmZSEkkTIoMoyTnPzp07tfu7du1qwZk457777uP999/ntddeY968eaxatYp77733tM9jx44dvP3226f9umcqmzdvpl+/fg0+/o477uDjjz92uv/tt9+WwYREchYjgyjJOc/x48e1LIVtQHWmcPjwYT755BNeeOEFpk6dyuWXX85rr73GV199RVpa2mmdiwyi7Onfvz8BAQENPj4qKorOnTs73S+DKInk7EYGUZJzmnbt2hEZGcmuXbswmUwcOHCAQYMGtfS07Fi4cCEWi4Wrr75a29a/f38sFgv79+9vwZlJJBKJpC5kECU55+nRowe7du1i//796HQ6OnbsaLf/hx9+IDExER8fH/r06cPy5cvt9m/ZsoVhw4bh7+9PdHQ0M2bMQFEUAJKTk9HpdOzevZubbrqJwMBAYmJi+OKLL1ye3+7du/Hx8SE2NlbbFhMTw59//kliYiIAZrOZJ598kjZt2uDn58fEiRNJTU3Vxg8fPpznnnvO7rw333yzpv1StTnr16+nX79++Pr6cv7553Ps2DFtrE6nY+rUqaSkpKDT6dDpdLXOWR8Wi4V77rlHe63ef/99bd8rr7xCaGgolZWV2rZ//vmnSfUx6u8jOTnZbruqbXruuecYMmQIt956K76+vjzxxBO88MIL+Pv7c+mll2I2mx0eV5PDhw9z0UUX4e3tTc+ePdm+fbvD+TjSRKlz1Ol0pKSkMHXqVO2xyh133KH97lW+/vprPDw8yMrKcum1GD58OJMnT2b8+PH4+PiQmJjIwoUL7cYkJSUxYcIE/P39iYmJ4amnnrJ7DVT9kqIozJ49m06dOvH888+7dH13ePPNN2nXrh3e3t5ccskl7NmzR9tn+z5Wqfm6qo8LCgq4++67iYyMZMWKFU0+T4mkJjKIkpzz9OjRg507d7Jr1y66deuGwWDQ9q1YsYLrr7+eq6++miVLljB48GDGjBnDgQMHACguLmbUqFH4+Pjwxx9/8N///pf333+fr7/+2u4akydPRqfT8csvvzB06FDuvPNOsrOzXZpfZmYmoaGhdts8PDwYPXo0kZGRANx555188MEHvPDCC/z444+kpKRw4YUXUlhY6PLrcPz4ca666ipuvfVWfvzxR1JTU3nssccA8U9o8+bNPPvss0RGRrJ582Y2b97MHXfc4fL5AZYuXcqxY8dYsGABkyZN4t5772Xx4sUA3HjjjeTn57NkyRJt/A8//EDPnj3p3bu3y9c4ePCgFnSogZ87rF27lvj4eO677z5mzZrFrl27mDNnDkuXLnUaDNlSVVXFhAkTyMnJ4eeff+aOO+5g5syZLl8/KipKe30jIyN59tlntccqN910E3v37mX37t3ath9++IHLLruM8PBwl6/1zTffEBYWxm+//cbgwYOZOHGiFrBWVlYyatQo8vPzWbBgAa+++irvvPOOwyDp/vvv58svv+TOO+9k9OjRLl8foKKiwu73ddFFF9ntf/HFF3niiSe45557WLhwIXq9nmHDhnH8+HG3rlNZWckll1zC8ePHeeqpp+jUqZNbx0skDUKRSM5RPv/8c6Vdu3bK3LlzlYEDByqPPvqoMmXKFO1HURTlwgsvVK644grtmKqqKiUsLEx55plnFEVRlJMnTyoffvihkp6eriiKolRUVCgDBw5U7rrrLkVRFCUpKUkBlHHjxmnnyMzMVADln3/+cWmeF198sRIbG+t0/7FjxxSdTqfMmTNH25aamqp4eXkpb7/9tvY8nn32WbvjbJ/ns88+qwDK/Pnztf2vv/66kpCQYHeM+po1hClTpigBAQFKfn6+tu38889XRo0apT0ePny4cv311yuKIl7ryMhI5Y033nDrGnFxccr27du1n+eff14BlLy8PO33kZSUZHccoKxcuVJ59tlnlY4dOyqKoigrVqxQACU9PV2xWCzaGEfH2fLnn38qgLJp0yZt20MPPaQ4+jh99tlnlQsvvNDp82nXrp3y+eef19pusViU+Ph4ZcaMGYqiKEp+fr7i6elp9/urjwsvvFBJSEhQqqqqFEURr3dcXJxy2223KYoiftceHh5KZmamdszDDz+stG3bVnu8cuVKBVAGDRqklJSUuHxtlWeffVbx9PS0+3198sknCqBs375dKSkpUXx9fZUnn3xSO6aoqEiJiIhQHnzwQUVR7N/Htue1fV3V9/e9997r9hwlksZgbInATSI5nfTo0YM9e/YQGBjI6NGj7b7d7969m9zc3FrL0w8fPgxAmzZtGDVqFJ9++ilr1qxh8+bNFBUV0bVrV7vxtivp1EyByWRyaX7+/v6UlJTYbSsoKGDs2LE8++yz5OfnoygKI0aM0PbHxMTQqVMnu+xFTSwWC3p9dbI5MjKSK6+80m6ers7RVXr16kVQUJD2eODAgXYlpMmTJ3PfffdRUlLC5s2byczM5IYbbnDrGl5eXnaZq/pKgRaLxe5xVFQUgPY7Vx+7yqFDhzAajXar9oYNG8Zbb73l1nnqQqfTceONN/LVV1/x6quv8ssvv+Dv7++2hcR5552nvQf0ej39+vXjyJEjgHjvm0wmIiIiah1XWVmJp6en9vh///sfvr6+DX4utr8vWyuKvXv3Ulpaavfe9vf3Z9CgQfW+t2sSFhbGq6++2qA5SiQNRZbzJOc83bp1o6KigmXLltGjR49a+++++262b99u9/PKK68AsG3bNrp3787GjRu56qqrWL58OZMnT651jg4dOjR4fh07diQ3N5eCggJtW1ZWFmvXrsVsNmv6q5qBnl6v1/Y5wlYz1dg5uopt0AZgMBioqqrSHl999dUoisLChQv54YcfGDVqFG3atGnWOdV8HRqLxWKppWGyLRE3FZMnTyY5OZn169fzww8/cP3119sFNq5Q8/1RM7COiYmp9d7fvn07RqP99+vmWozRVO9tgO7du+Pv79+0E5RI6kEGUZJzHm9vbxISEgDo2bOn3b7ExEROnjxJ7969tZ8FCxbw+++/A/DVV18RHh7O77//zl133UW/fv20LJUtjfknOmrUKAC7jM0///yDXq+nT58+9O/fH51OZyd4T09P58CBAwwYMAAAo9FIaWmptj8tLY3169e7PUdvb2/Kysoa/Fx27dplZxK6ZcsW7bUHCAwMZPz48Xz55ZfMnz+fKVOmNPhajlD/+du+Fj/88EOTXiMhIQGTyWTnObZ27doGnauu17tjx44MGjSI9957j2XLljXotVq7dq2WtbFYLGzdulVbWJGYmEhmZiYxMTHaez83N5c333yzlsC+uejevTu+vr527+2SkhI2bNjg9L1dUlLCn3/+eVrmJ5HUhyznSf4V9OjRg5ycnFpZj2eeeYaRI0fy1FNPMWrUKNauXauJt0GUCDIyMvjhhx/w9/fn3XffZf369bRv377J5jZy5EhGjhzJvffei9lsxs/Pj8cee4zrrrtOm+/UqVN59NFHsVgsREdH88wzzxAVFcUtt9wCiDLaggULmD59OiaTieuuu86urOYq/fr1Iycnhzlz5tCpUyc2btzI9OnTa2WYnFFYWMgNN9zAAw88wMqVK1m9ejW//PKL3ZjJkydz+eWXExQUZOcm3xRERUURFhbGp59+yn//+18WL17MRx991KTXGDVqFAkJCdxyyy289NJLpKSk8O677zboXIMGDeLrr78mMTGRrKwsvLy8GDt2rLZ/8uTJ3HvvvXTu3JmBAwe6ff7U1FRuueUWJk+ezLx580hLS9NKzzfccAOvvPIKEydO5Mknn6SyspKHHnqIxMREtzNeDcXPz48ZM2bw8ssvExQURK9evZg9ezaVlZU8/PDDgHhvP/fccxw7doyQkBBuvfXWOrNUEsnpRGaiJP8KevTo4bCUd8kll/Ddd9/x66+/cumll/Lll1/yf//3f1x11VUAPPjgg0ycOJHbbruNO++8k7Zt2zJt2jQ2btzYpN/Wf/75ZyZNmsQjjzzC7bffzsSJE/n000+1/R9//DHTpk3jqaee4uqrryYmJobVq1cTGBgIwBNPPEH79u1p3749Q4YMYcqUKYwZM8bteXTs2JE5c+bw0ksvMXLkSL766iu3jh8xYgStWrVi/PjxfPvtt3z44YdMmDDBbsyoUaMICwvjuuuuq9USpLHo9Xq++uorfv31V4KDg3n99ddZtGhRk17Dw8ODxYsX06pVK6655hr+97//8dRTTzXoXK+99hrBwcGMGjWKW265hVOnTtntv/766zEYDA3O2N14442UlpZy+eWXs3LlSr799lvNOsHLy4u//vqL0NBQrrnmGm677TZGjBjh9u+8sTz99NO8/PLLvPPOO4wbNw6TycSaNWto27YtALfffjuXXnopvXv3pmfPnvTt25dp06ad1jlKJM7QKTKkl0gkp4m//vqLyspKrrrqKlavXs3gwYNbekpnLIsWLSIvL49bbrmF5ORkYmJi3Dp++PDhJCYm8t577zXTDCUSiSznSSSS08aMGTM4ePAgDz30kAyg6mHKlClYLBbefvtttwMoiURyepCZKIlEIpFIJJIGIDVREolEIpFIJA1ABlESiUQikUgkDUAGURKJRCKRSCQNQAZREolEIpFIJA3gjF+dZ7FYOHHiBAEBAbVaA0gkEolEIpE0JYqiUFRURFRUVL1Gw2d8EHXixAliY2NbehoSiUQikUj+RaSmptZrL3LGB1EBAQGAeDKqO7NEIpFIJBJJc1BYWEhsbKwWf9RFg4Oo0aNHc/3113PzzTezZ88epk6dypEjR7jtttt4/fXXtdJbXftcQR0bGBgogyiJRCKRSCSnBVdilQYJy7/55huWLFkCQEVFBePGjaNfv35s2bKFffv2MXfu3Hr3SSQSiUQikZzNuB1E5ebm8sgjj9C5c2cA/vzzTwoKCnjzzTfp0KEDr7zyCp999lm9+yQSiUQikUjOZtwu5z3yyCNMnDiRsrIyAHbu3MngwYPx9fUFoGfPnuzbt6/efc6oqKigoqJCe1xYWOjuFCUSiUQikUiaHbeCqJUrV7J8+XL27NnD/fffD4ggJz4+Xhuj0+kwGAzk5eXVuS8kJMThNV599VWef/75hjwXiUQikUiaHEVRMJvNVFVVtfRUJE2AwWDAaDQ2iW2Sy0FUeXk5d955Jx9++KGdwNtoNOLl5WU31tvbm9LS0jr3OQuinnjiCR5++GHtsaqSl0gkEonkdFNZWcnJkycpLS1t6alImhBfX18iIyPx9PRs1HlcDqJefPFFBgwYwNixY+22h4aGsmfPHrttRUVFeHp61rnPGV5eXrUCL4lEIpFITjcWi4WkpCQMBgNRUVF4enpK0+ezHEVRqKysJCsri6SkJDp27FivoWZduBxEzZs3j6ysLIKDgwEoLS3lhx9+IC4uDpPJpI1LTk6moqKC0NBQBgwYwKeffupwn0RSkze2vIHJYmLGwBktPRWJRCKhsrISi8VCbGyspu2VnP34+Pjg4eFBSkoKlZWVeHt7N/hcLodff//9N3v27GHHjh3s2LGD8ePH88ILL7BmzRoKCgr48ssvAZg1axYjRozAYDAwbNgwp/skEltKTCXM3TuXb/Z/Q155XktPRyKRSDQak6mQnJk01e/U5UxUTetzf39/wsLCCAsLY86cOdxwww1Mnz6dqqoqVq9eLU5uNDrdJ5HYklueq90vqCggxNuxZk4ikUgkkjOFBjuW25pmTpgwgcOHD7NlyxbOP/98wsPDXdonkajkl+dr9wsrpa2FRCKRSM58mqx3XnR0NNHR0W7vk0gA8iqqS3gyiJJIJJJzh1WrVnHzzTeTnJzc0lNpcmShV3JGYKuDKqyQQZREIpFIznyaLBMlkTQGuyBKZqIkEskZiKIolJlaxnDTx8Mg7RXOQGQQJTkjkOU8iURyplNmqqLbM0ta5Nr7XhiFr6fr/7K3b9/O3Xffze7du+nVqxdz5syhe/fu/P3339x3330cOnSI7t278/nnn5OYmAjAX3/9xQMPPEBKSgp9+vThyy+/pEOHDsydO5e5c+eyatUqQNgVxcfHoygKAD///DMzZswgPT2dgQMH8vXXX/9rJDyynCc5I5DlPIlEImkaCgsLGT16NOPHj+fgwYMMHjyYSZMmYbFYuPrqq7nmmms4duwY559/PtOnT9eOu+mmm7j11ls5dOgQiYmJzJw5s95r5ebm8p///IeZM2dy5MgRQkNDeemll5rz6Z1RyEyU5IxAZqIkEsmZjo+HgX0vjGqxa7vKb7/9RmhoKE888QQAM2fOZODAgQDs3LmToKAgdu3aRVFREYcOHaq+ho8PFRUVBAUF8dFHH2GxWOq9VkBAAMePHycgIIAtW7ZQWVlpd85zHZmJkpwRSE2URCI509HpdPh6Glvkxx09VFpaGnFxcdrjkJAQrrvuOvR6PW+++SbR0dHcc889FBQU2DVV/vbbb1m1ahWRkZEMGTKEbdu2OTy/bR9BRVGYMWMGUVFRzJgx41/XqFkGUZIzAhlESSQSSdMQGxtLUlKS9ri4uJjExES+++47PvzwQ/bv38+WLVu49dZbtTElJSWUlJSwdOlScnNzGTp0KLfccgsggkfbwGjLli3a/Xnz5rF69WrS0tJYt24d48aNOw3P8MxBBlGSMwK7cl49mqifD//MxpMbm3tKEolEclYyduxY8vLyeOWVV0hLS+Oll16iqqoKPz8/AAoKCli7di0PP/ywJg63WCyMHTuWr7/+muzsbPR6vVbOi4mJYe/eveTl5ZGRkcHs2bO1axUXFwNCG/Xnn3/y4osvauf8NyCDKEmLY7KYKKos0h7XlYlKLUzl2XXP8sjqR7Ao9dfrJRKJ5N9GYGAgixcvZtGiRXTt2pUNGzbwyy+/MGbMGMaPH0/fvn2ZNm0at99+OydOnCAjI4OAgAC+/vprXn75ZTp06MCiRYv48MMPAbjooosYPXo0PXr0YNy4cXbC8ZtuuomOHTvStWtXnn/+ee68804OHDhAeXl5Sz3904pOOcNDxsLCQoKCgigoKCAwMLClpyNpBrLLsrnoh4u0x34efmy4YYPDsZtPbeaWJSLF/MeVfxAbEHta5iiRSP59lJeXk5SURHx8PN7e3i09HUkTUtfv1p24Q2aiJC2O2nzYqBOLRUtMJZgtZodjbbVTB3MPNv/kJBKJRCJxggyiJC2O2nw4OqDanM22vGc3tiJfu38g90BzTksikUgkkjqRQZSkxcmtEJmoMJ8wfI2+gHNdlG0mSgZREolEImlJZBAlaXHUTFSodyiBXqL+7GyFnu0qPhlESSQSiaQlkUGUpMVRs0vBXsEEelqDKBcyURmlGXaPJRKJRCI5ncggStLiqNmlEO+QeoMoW00UwME8KS6XSCQSScsggyhJi6Nmk0K8bIIoZ+U861h/D39ArtCTSCQSScshgyhJi2OXifKqp5xnHTugzQAA9ufuPw0zlEgkEomkNjKIkrQ4DjNRzsp5VhH64MjBgMxESSQSyeli7ty5DB8+vKWn4TLDhw9n7ty5zXoNGURJWhwtiKpHE1VqKqW8SrQSOC/qPACSCpIoN/872gtIJBJJS3LDDTfw22+/uXVMcnIyOp2umWbU8hhbegKSfzeKojgu5znQRKmick+9J3GBcYR4hZBXkcfR/KN0D+t+2uYskUj+pSgKmEpb5toevtDCwYinpyeenp4tOoczDRlESVqUYlOx1uKlPosDzQrBOxidTkfn0M5sOLmBA7kHZBAlkUiaH1MpvBLVMtd+8gR4+rk8/OabbyYuLo6EhARefPFF7rvvPu699142b97Mvffey4EDB7jkkkv4/PPPCQoKAmDFihXceuutVFZWMmnSJL799lvef/99xo8fD4hy3ty5c1m1apXdtWbPns0bb7xBSUkJY8eOZe7cuXh5eeHt7U1FRQWAlo1av349gwcPRlEUZs+ezXvvvUdlZSUzZszggQceAET2Kj4+nszMTO655x42bNjA8ePHATCZTDz11FN89dVXeHl58frrr3PttdcCcOrUKaZOncrff//N6NGjqaysbPjr7SKynCdpUVSNk4/RB2+jd91BlDVjFeodCkDX0K6AFJdLJBKJI5YsWcIHH3zAm2++yYQJE8jPz2fMmDGMHTuW3bt3U1payiOPPAKIqsDkyZN58cUX+eabb/jggw9YsWIFF110UZ3XOHDgADNmzOD7779n27ZtHDlyRNMhZWRksHPnTgDy8vLIy8tjwACxKOjrr7/m1Vdf5bvvvuPnn39m5syZ/PPPP3bnvvLKK+nXrx/ffvuttm3WrFnMnz+fpUuX8u6773LTTTeRlJQEwN13343BYGDXrl306NGD9evXN8nrWBcyEyVpUdSWL2pgVFc5z9aUE6BzaGdAisslEslpwsNXZIRa6tpucuzYMQ4dOqRlmr7++ms8PDx4+umn0el0PPTQQ0yePBmArKwsTpw4wbXXXounpycBAQFkZ2fTsWPHOq/h7e0NQEVFBW3btmXjxo3avqCgIAIDxWd6cHCw3XFffPEFd9xxB+edJ/Stl19+OQsXLmTIkCHamMsuu4zHH3+81nHTp08nMTGRxMRE+vTpw59//smdd97JokWL2LBhA+3bt+fpp5/mo48+cvs1cxcZRElaFDUTpQZGrpTzQrxDAOgS2gUQhpsWxYJeJxOrEomkGdHp3CqptTQ33XSTFkABpKenk5WVRUiI+Ay1WCwUFRVRXl5Oq1atCA4OZv369cTExFBQUEBCQkK914iLi+PTTz9lxowZHDp0iNGjR/P+++8TERFR53Hp6emsW7dOC3TKy8uZMGGC3Zj777/f4XGPPvooM2bMAKC0tJQLL7yQrKwszGYzsbGxAOj1euLi4uqdf2ORQZSkRcktF5koNTBSg6hiUzFVlioMeoM2VhWWh3iJse0C2+Fl8KLMXEZqUSrtAtudxplLJBLJmY2fn33AFxMTQ//+/fnuu+8AUcIrKCjAw8MDi8VCv379uOyyyzCbzcyaNYvw8PB6r5GWlkbPnj3ZunUreXl5XHPNNbz44ou8++67gAhm1GvZrtKLiYnh1ltv5eqrrwZEJqumaL3m/NXjXnzxRQYPFjY3ZWVlBAYGEhYWhsFg4MSJE0RERKAoCqmpqa6+VA1GfnWXtCg1AyO1nAdQVFlkN1bVRAV7BwNg1BvpGCxSzbIZsUQikdTN2LFjSUlJYdOmTRgMBr777jtGjx6Noij8/fff5ObmsmXLFo4fP85DDz3k0jn37dvHmDFjWLt2LSUlJeh0OiwWi7Y/MjISPz8/Fi1aREpKChs2bABgypQpfPvttxQVFVFaWsodd9zB+++/X+/1pkyZwty5czGZTOTk5HDllVfyyy+/YDQaGTNmDM8//zzJycnMmjWL9PT0hr1QbiCDKEmLUrNE56H3wMfoA9Qu6aljQ71CtW1dWomSngyiJBKJpG6Cg4NZuHAhb7zxBl26dOGXX35h4cKFGI1GBg4cSFZWFkOGDCEyMpLAwEBeeOGFes956aWXcuedd3LNNdfQqVMnFEXhqaee0vZ7eHjw6aefctddd9GtWzcWLFgAwKRJk7juuusYO3Ys559/PvHx8S5d7/HHH6dHjx4MHTqU0aNHM3bsWO666y4APvroI0pKSujVqxcbN27UROzNiU5RFKXZr9IICgsLCQoKoqCgQBOoSc4dnl77NAuOLOCBvg9wW4/bABjx4wgySjP4duy3JIYlamOn/DmFbZnbmH3hbEbFjQLg+wPf89LGlxgSPYQPR3zYIs9BIpGcm5SXl5OUlER8fLwmoD5Xefrpp0lLS+Pll1/G09OTpUuXcu+995KTk9PSU2sW6vrduhN3SE2UpEWxbfmiEugVSEZpRq0Vepopp81YuUJPIpFIGs+ECRO455576NSpE2azmU6dOp2W1W1nOzKIkrQoNXVO4HyFnrqSTy39AXQK6YQOHVllWWSXZRPmE9a8E5ZIJJJzkH79+ml6JYnrSE2UpEXRdE7e1TonR0FUlaWKgsoCwD6I8vXw1VblHco91OzzlUgkEolERQZRkhbFYTnPQRBVWFmIRRErPoK8grBF9YuSzuUSiUQiOZ3IIErSYpiqTBSbigH77JIj13K17BfgGYCH3sPuPKouSgZREolEIjmdSE2UpMVQAyODzkCAZ4C23VEmStND2WSsVNQeekuSl1BUWcSUblM4L+o8O2M3iUQikUiaGpmJkrQYaikvyCvIrmWLoyCqpp+ULQPbDGRs+7HodXrWnVjHncvu5KpFV7HgyAJMVabmfAoSiUQi+RcjgyhJi6FmomxF5VB3Oc9RJsrD4MGsobP4feLv3Nj1RnyMPhzOO8zTa59m5tqZzTV9iUQikfzLkUGUpMWo2XxYpa5MlK0VQk1iAmJ4fODjLL16Kbcm3grA1oytTTdhiUQikUhskEGUpMWo2XxYxWEQVeG8nFeTIK8gpiZOBSCjNINSU6lb87IoFrZnbqeiqsKt4yQSieTfyvDhw5k7d25LT+O0I4XlkhajZvNhFUflvLqE5Y4I8goi2CuY/Ip8UotStRV8rvDGljf4ct+X3NP7Hqb1mubycRKJ5NxGURTKzGUtcm0fo49cLHMGIoMoSYtRXyaqyFRElaUKg95AboUYW7P0VxdtA9uSn5VPcmGyy0HU3py9fL3/awD25exz+VoSieTcp8xcxqB5g1rk2htv2Iivh6/L47dv387dd9/N7t276dWrF3PmzKF79+7s2bOHadOmsXv3bi644ALmzJlDTEwMq1at4uabbyY5OVk7h06nIykpieTkZG6++Wbeeecd7rvvPgoLC3n++ee5//77mTZtGh9//DEAq1evZurUqdx5553/mpYxDSrn5eTksG7dOrKzs5t6PpJ/EVomqkYQFeRZbaap+kipmaiaIvS6iAuMAyClMMWl8WaLmefXPa+Zep4sOenytSQSieRMobCwkNGjRzN+/HgOHjzI4MGDmTRpEsXFxVx66aWMHDmSXbt2ERsbyxVXXIHFYqn3nDk5OcyaNYvff/+d559/nunTp1NWVsZbb71FXl4eF1xwAe+//z55eXm89dZbp+FZnhm4nYn67rvvuOuuu4iLi+PgwYP83//9H9dffz179uxh6tSpHDlyhNtuu43XX39dSz3WtU/y78WRWzmI1XY+Rh/KzGUUVhQS5BWkBVx1CctroraDcTWI+u7Ad+zP3Y9RZ8SsmDlRfMLla0kkknMfH6MPG2/Y2GLXdpXffvuN0NBQnnjiCQBmzpzJwIEDWbRoEQEBATz77LMAvPPOO4SHh7Np06Z6z1lcXMyHH35IYmIinTp14oEHHiAzM5N27drh4+OD0WjE19eX4ODgBj2/sxW3MlH5+fncd999/P3332zfvp2PP/6Yxx9/nIqKCsaNG0e/fv3YsmUL+/bt0wRmde2T/Lup1Xy4ygxWXyfVfFMVl6ulv1Av1zNRahCVXJhc79hTJad4d/u7ADzY70Ht2sWVxS5fTyKRnNvodDp8PXxb5MedxENaWhpxcXHa45CQEK677jpSU1OJj4/Xtnt5eREVFUVqamqtc5SW2i/ICQkJoVevXgB4enoCQiP2b8etIKqoqIi3336bxMREAHr16kVeXh5//vknBQUFvPnmm3To0IFXXnmFzz77DKDOfZJ/N3bNhy0WmHMhfHAeVJk1XVRBZQHl5nJNzOlOJkot5x0vPF7v2Fc3vkqpuZQ+EX2Y3G2y1p/vRInMRkkkkrOL2NhYkpKStMfFxcUkJibStm1bu+3l5eWcOHGCtm3botPpqKqq0vZt2bLF7pyBgYF1XlOv1/8rgyq3gqjY2FgmTZoEgMlkYvbs2Vx55ZXs3LmTwYMH4+srRG89e/Zk3z4hyq1rnyMqKiooLCy0+5GceyiKYu8TVVEAGXsg5zCUZNrZHKilPKPeiL+Hv8vXiA2IBYT2Sr2WI5YfX86K1BUYdUaeGfwMep2eKL8oAE4WS12URCI5uxg7dix5eXm88sorpKWl8dJLL1FVVcXYsWMpKiri+eefJyUlhQceeICOHTsyYMAAYmJiOHnyJEePHqWkpITnnnvOrWsmJCSwbNkyTp48ybJly+wCsnOZBgnLd+7cSevWrfnrr794++23KSwstEsR6nQ6DAYDeXl5de5zxKuvvkpQUJD2Exsb25ApSs4glqcs573t72G2mLVtRaYizIp4HOIdAmX51QeU5tjZHNhqp9xJaft6+NLatzUAKUWOdVElphJe3fgqAFMTp5IQkgBAlL8IotKL012+nkQikZwJBAYGsnjxYhYtWkTXrl3ZsGEDv/zyCwEBASxZsoS//vqLHj16cPz4cX799Vf0ej0dOnTgwQcfZMiQIQwZMoSZM93r9vD000+TkpJCfHw8d911l0ti9XOBBlkc9OzZk+XLl/Poo48ydepUOnXqhJeXl90Yb29vSktLMRqNTveFhNT2/HniiSd4+OGHtceFhYUykDrLmbV5FqdKThHtH83EjhOB6lKer9EXL4MX2GaKSrLtMlG1tFNuEBcYR0ZpBimFKfQK71Vr/4IjC8gozSDGP4Y7et6hbY/0iwTkCj2JRHJ20qdPH9avX19re48ePVi7dq3DY2bPns3s2bO1x2p5Li4uzs76wHafSmxsLP/8808jZ3320aBMlE6no0+fPsydO5dff/2V0NBQsrKy7MYUFRXh6elZ5z5HeHl5ERgYaPcjObtRS2n/t+f/qLKIFG+thsLlBdUHlObYB1FOVvG5giYuL0h2uH9H5g4Arup0Fd5Gb227momSK/QkEolE4gy3gqgVK1Ywffp07bHRKBJZXbp0YcOGDdr25ORkKioqCA0NZcCAAU73Sc59TBYT5VXlgFglt+z4MsCBvUEd5TxnflKuUJ/Nwa6sXQD0COtht10GURKJRCKpD7eCqC5duvDxxx8zZ84cUlNTmTFjBpdeeiljx46loKCAL7/8EoBZs2YxYsQIDAYDw4YNc7pPcu5T0yLgk12fCFF5zcDIhUyUO27lKnFBcYDjICqrNIsTJSfQoSMxLNFunyosd3d1Xl55HouTFrMjcwd55XmnZbVKVmkWN/5xI4+teexfuTpGIpFIWgq3NFFRUVH8+OOPPPTQQzz66KOMGjWKr776CqPRyJw5c7jhhhuYPn06VVVVrF69Wlygjn2Scx81iPLQe2DUGzmYd5C/0/+u3fLFVhNVmkOgp8gM2ZXzGpGJOl50HItiQa+r/t6wK1tkoRJCEvDz8LM7Ts1E5ZbnUmYuc8norqKqgjuW3sGB3APatgDPAOIC4+jWqhuP9H/ELcM8gIO5BymsLGRAmwEO9+eV53H7X7dztOAoO7N2MqXbFLqHdXfrGhKJpG7kl5Nzj6b6nbotLB81apRDi4IJEyZw+PBhtmzZwvnnn094eLhL+yTnNkWmIkCU7cbEj+GLfV/wya5PNJG3Vs6zzUSVZGs+TYUVheR5NlwTFeUfhUFnoMxcRmZpJm382mj71FJez7CetY4L9AzEz8OPElMJJ0tO0j6ofb3XenPLmxzIPYCfhx8BngGcKjlFUWURu7N3szt7N+2D2nND1xtcnntlVSVTl0ylqLKIqzpexeMDH7cLwooqi7hz6Z0cLTiqbZt/eL4MoiSSJsLDwwMQxpM+Pu59AZKc2ahmourvuKE0aQPi6OhooqOj3d4nOXdRM1H+nv7c1P0m5h2Yx46sHbXLeTU1UY6E5Q3IRHnoPYgJiCGlMIWUwhSHQZSjVXs6nY5Iv0iO5B/hZHH9QdSK4yuYd2AeAP8d9l+GxgylzFxGalEqvxz+ha/3f82io4vcCqJ2Zu2kqFIEofMPz2dn1k7+O+y/JIQkUGoq5Z7l97A/dz+h3qHc3etuXtr4En8k/cGj/R91q1GpRCJxjMFgIDg4mMzMTAB8fd1zDpeceSiKQmlpKZmZmQQHBzdaWtSkQZREUhM1E+Xv6U+EbwQTEibw46EftVYszst51UGUmn1pSBAFoqSnBlGDIkUHdrPFzN6cvQD0DK+diQKI9o/mSP6Rer2iTpWc4pl1zwAwpdsUhsYMBUSvq04hnbitx218e+Bb9uTs4Vj+MdoH15/VAlh/QixP7hHWg5MlJzmSf4T//P4fpg+YztKUpWzP3E6AZwBzRs6hY0hHvtj3BalFqfyV8hcTEia4dA2JRFI3bdqIL15qICU5NwgODtZ+t41BBlGSZkXNRAV4iF54UxOn8vPhn6lShNWBw3Kezeq84spiPPQe9mPdxFEPvaP5Rykzl+Hv4U98ULzD41zxijJbzDy+5nEKKgro3qo7D/R9oNaYVj6tGBI9hNVpq1l0bJHDMY7YcFKsar2287UMiR7CU/88xboT63hxw4uA8Nj6cMSHdA7tDMCVHa/kf9v+x8+Hf5ZBlETSROh0OiIjI4mIiMBkMrX0dCRNgIeHR5MtbpNBlKRZKTZVl/NAtGIZEz+G3479BtRRzrMGXQqKJkJvyOo8qO6hZ7tCb2fWTkBkeWzF5ra4YnMwZ9cctmVuw9foy+vDXsfD4Li+Pr7DeBFEHV3EfX3uc3pNlYKKAi1TNjhyMGE+YXw44kM+3/M5725/F6PeyHuXvGdXihzfYTzvbX+P7Znb3cp4SSSS+jEYDHJVuaQWMoiSNCuqpse2592tibdqQVQrn1Zio20mymLG01SGt8Fb85iCxpXzwD6I0vyhwns4PAbqD6K2Zmzl410fA/DMec/QNrCt03NdGHshAZ4BZJRmsOnUJgZHDq5zzptPbcaiWIgPitd0XHqdnlt73MqlcZei1+mJ9rfXGEb4RjA0ZiirUlfx8+GfeXTAo3b7iyqL+HDnh2SXZRPhE0G4bzjhPuFE+EbQK7yX0wBQIpFIJI6RQZSkWdGE5TZBVEJIAjMHzSS3PFdrEkzNBsFWXVR5mQii/Dz88DQ4drmvDzWISitKw2Qx4aH30OwNHInKVerzivpi7xdYFAvjO4xnbPuxdc7By+DF6LjR/HjoRxYdXVRvEKXqoc6LPK/WPu01c8BVHa9iVeoqFh5dyAN9H9ACo4qqCu5fcT9bMrY4PG5U3ChmXzjb4T6JRCKROKZBbV8kElepWc5Tua7LddzV+y7xQFGqM1FqoGSji4KGl/JAZGh8jD5UKVWkF6VTUFFAUkESUNup3JZIf6GJyirNwlRlr4VQFEVrGXNt52tdmsf4DuMBWJqylFJTaZ1jVT1UfcFWTYZEDyHcJ5y8ijxWpq4EhG5r+urpbMnYgr+HPw/0fYAp3aYwJn4MfSL6ALAqdRXl5vI6ziyRSCSSmsggStKsqOW8AM8A54NMZVBVKe6HxIlbmxV6AKHeDW8TpNfpaRsgSm0phSnsyd4DQNuAtnWWCFt5t8LL4IWCwqmSU3b7UgpTyKvIw1PvSdfQri7No1d4L9oGtKXMXMby48udjksvTud40XEMOoNTk01nGPVGTVT+8+GfURSFF9a/wMrUlXjqPXnn4ne4rcdtPDrgUV4f9jpfjP6C1r6tqaiqYPOpzW5dSyKRSP7tyCBK0qxomSgPf+eD1FKezgDBVl1RSbZdENWYTBTYr9DTTDadWBuoqF5RULuktz1zOwCJYYkulxl1Oh3jOowDYOHRhU7HqaW8nuE9a2XwXGFiwkQA1p1Yx9Nrn+aXI7+g1+l5/cLXawVlOp1Os2T4J/3f14FdIpFIGoMMoiTNirNynh1qKc87CPysbvY1ynkNFZWraO1fCo+zM1uszKsviAI08XZNcbm6uq9XhHNNlSMub385ABtPbqyV3VJpaClPJTYwlkFtBqGg8OvRXwF47rznuKTtJQ7HD4keAsDf6X836HoSiUTyb0UGUZJmpaZPlENUewPvIPC1rtarUc5rqEeUim0manfWbsC1IErVRTnLRPUJ7+PWPGICYujXuh8KirZC0RaLYmHjyY0AnBdVW1TuKld2vFK7/1C/h5jYcaLTsYMjB2PUG0ktSnXYqFkikUgkjpFBlKRZsW374hQ1E+UT7DSICvYObtQ81CBqe+Z2CisL8TJ40SmkU73HaSv0bDJRBRUFHCs4BrifiYJqgfmio4tqNcE8kHuA/Ip8/Dz8SAxLdPvcKiPjRnJtp2uZ3n86U7tPrXOsn4cf/SL6AfB3msxGSSQSiavIIErSrKhtX+rMRKmaKO9g+yDKq2mE5VBtuGmyiFV23Vt115zQ68KRV5RayosLjGvQvC5tdyleBi+OFRxjwZEFdvtUPdSA1gNcmp8zPPQePH3e09zU/SaXen1JXZREIpG4jwyiJM2G2WKmzFwGuKGJUoMoZ8JycwX83xhYcI+wRnCRYO9ggryCtMd1WRvYogZRtq1f1FJe74jeLl/fFn9Pf27qdhMAz61/juUp1Sv1ND1UVMP0UA1F1UVtPrVZ+51JJBKJpG5kECVpNkpMJdr9OoMoVRPlEwx+YeJ+TU2UKiw/uROOr4MdX8OhJW7NRy3pgWt6KKjun5dRkoHZYgbQ/KF6h/d26/q23NvnXq7ocAUWxcL0NdNZf2I95eZytmVsAxybbDYn7YPaE+UXRaWlUlodSCQSiYvIIErSbKgeUd4G77pLU1o5z1ZYnmu/Ok8Vlucfrz5u2bNQZXZ5PmpJD1wPosJ9wjHqjZgVszDdtJg0nynVqLIh6HV6njv/OUa0HYHJYuKBlQ/wxd4vqLRUEuEb4bQpcnOh0+m0bNSatDWn9doSiURytiKDKEmz4ZK9AdiU84Krg6iKAgINPtoQLROVb7N6LOsA7PjG5fmomagI3witH119GPQG2viKsSdKTnAw9yDlVeUEegYSFxTn8rUdYdQbeW3Ya5wXeR5l5jLe2/EeIFbLuaJjampsdVE1Be8SiUQiqY0MoiTNhqPmww6xtTjwDgadeFuGocegM+Dn4VfteJ6fKm4Drc13V74ClSW4wqDIQejQMaLtCDeehb243FYPpdc1/s/H0+DJ2xe9bVcabIy1QWMY2GYgHnoP0ovTSS5MbpE5SCQSydmEDKIkzYbmEVVXyxewtzjQ68FHrHgLMlXy9kVv8+7F71YHLGo5b+gjENwOik/B+g9cmk+v8F6suHYFj/Z/1K3nYRtENYUeqia+Hr68P+J9eob1pJV3K4ZGD22yc7s7j36tpdWBRCKRuIoMoiTNhkstX8De4gDsxOXDY4fbtypRg6iwjnDJM+L+2rehOMulOYX5hOFhcM86QPWKOllysjqIauDKPGcEegby1WVfsfSapXarCE83agDX3FYHRZVFbM3YqllOSCQSydmIDKIkzYZWzqtPE6WV84LFrY1XlB2KAgXWcl5QLHS/EqL6QGUxrH6tYZM8uQveSoSNc5wOUTNRWzO2klmWiVFnbJQRpjP0On2jvKGagiExQly+JWMLpabSOsemF6fz9ta3+Sv5r3rH1uS5dc9x8+KbuWLBFSw8upAqS1WD5yyRSCQthQyiJM2Gmolyq5wH4Gs1sKwZRJVkgblcaKYCo0Xpb+QLYt/WzyH7iPuT3DNfBGaLH4fktQ6HqEGUqhPqEtoFH6OPw7FnO/GB8UT7R2OymNh0apPTcYfyDjH5j8l8tuczHln9CMO+H8Z9K+5jwZEF5KuZRSdUVlVqKwBTi1J56p+nmPDrBBYnLcaiWJry6UgkEkmzIoMoSbOhtXypq5xXZQZrxgpvaxnLt7qcZ4dayguIAqOnuB8/DDqOAosZ/ngETOXuTTJzn7hVLDD/VijJrjVE9YpSaepS3pmErdXBZ7s/I704vdaYHZk7uHnxzWSVZdEusB2xAbFUVFWwKnUVT699mot+vKhOm4QdmTsoryonzCeMB/o+QJBXEMmFyUxfM53rfruOgoqC5np6EolE0qTIIErSbKgtX+os51UUVt/Xgqhq13I7VHuD4Lb220c+DwYvOLYKvrm6OrPlChnWIMorEIpOwi/TwGKfDWnt19puJd65HEQBTOw4EaPeyI6sHUxYMIFPd3+KqUpol9alr+OOpXdQVFlEr/BefHPZN/w+8Xfmj5/P3b3uJi4wDrPFzE+HfnJ6/vUnRWubwZGDua3HbSy+cjF3974bX6MvB3IPaA2YJRKJ5ExHBlGSZkNbnVdX37yyPHHr6Q+q4NuvnkxUcKz99oiucONP4BkAyX/D3LFQlFH/BMvyoTBN3P/PdyIQO7IU1r9nN8xD70GEb4T2uDEmm2cD3Vt156dxPzGgzQDKq8r537b/cdWiq5izaw73rLiHMnMZF0RdwJyRcwjyCkKn09EppBN39b6L14e9DogegM7ax6j9AVUrB39Pf+7qdZfmU3Wq5NRpeJYSiUTSeGQQJWk2XMpE2fbNU9GE5TUzUVZRec1MFIiy3tTfwS8cTu2G/7sUco/VPcHM/eI2MBriLoAxs8Tj5c9Dqn3rE3WFXpRflF1Ada7SIbgDn136Ga8MeYVQ71CSCpJ4d/u7mC1mRseN5t2L38XXw7fWcV1CuxDpF0l5VTkbTmyotT+/PJ99OSL7NzjSvj+gamp6qvTsCKLyy/OZ+c9MrSG1u1RWVTbZXDaf2sx3B76TJqkSyWlGBlGSZsOlTFRNewOwEZbn2o/VMlEOgiiAyF5wyxIIiYO8ZPhslAionJG5V9xGdBO3/aZC94lCX/XTLdVZMqrF5ed6Kc8WnU7HuA7jWDRxEdd3vh4PvQf/6fIfZg2d5dQmQqfTMTx2OACr0lbV2r/x1EYUFBKCE2oFo6qLfEZJ3VnETSc3sejoIvefUBPz7YFv+fXor3y661O3j/1096cM+GYA69LXNXoeiqLw+JrHeXnjyxzIPdDo80kkEteRQZSk2dCE5a40H7bLRNVXznMSRAG06gC3/AWte0BJJvz2sPOxqh6qtTWI0ulg3P9EEFZwHNa+ow29LP4yWvu25ppO1zg/3zlKoGcgTw1+is2TNvPkoCcx6A11jr8o9iIAVqWuqmVdoJbyamahoDqIqisTpSgKj65+lCf/ebLFGyVvzdgKuJ85Sy1M5YMdH2BRLPxzovF+XJmlmWSVCZ+0owVHG30+iUTiOjKIkjQbWjmvrtV5Ne0NwF5YrpYnFKU6iAqqoYmqSUBruP5rcT99q/O2MOrKvIju1du8g2CINfA6sU3bPDRmKMuuWUb/Nv3rvvY5TH3Bk0r/Nv0J8AggtzyX3dnVmUBFUdhwUpT4HLW20YKoOjRRBRUF5FWIDOF3B75zee5NjanKpJXxMksz3Tp29pbZmsloalFqo+dim306Xni8jpESiaSpkUGUpNlwKRPlsJxnDaIsJqiw2h+UZIO5DNBBUEz9Fw9uJ6wQlCoRSNVEUWwyUd3t96mPM2VppCF46D00084VqSu07alFqaQXp2PUG+nfunYwqgZR2WXZmC1mh+dOL6m2XFhxfIXbAUxTsTdnL+VVwk4jtzzXZX3TxpMb7V+TwsYHUftz92v3UwpT6hgpkUiaGhlESZqFKksVpWbhYu1SJsq2nOfpC6poWRWXF6geUZFg9Kp/AjodtB0k7h93sGS+MB0qCkBvhLBO9vvCO4vb4lO1dVkSl7g49mIAVh5fqW1Ts1C9wns5FKWHeodi1BuxKBaySh238TlRfEK7b1bqtlJoTtRSnoorwZzZYua1zcJZf1jMMADSitMabTAqM1ESScshgyhJs1Biri6h1elYrmqibMt5YLNCzxrEuKKHqkmsVXeT6iCIUrNQrTpWG3eqeAVAkPU6WTIb1RCGRA/BqDeSXJhMUkESYGNtEFm7lAei7U1r39aAc52RGkQFegYC8NOhn1qk/17NICqjtH5LjfmH5nM47zBBXkG8cP4LGHVGKqoqnAaMrmIbRKUUpcgVehLJaUQGUZJmQS3leeo98TR4Oh/oKBMFtfvnOfOIqovYgeI2bVMtA01tZZ4qKq9JRBfruP2O90vqxN/Tn4FtxOu/MnUlVZYqNp4SwawjPZSKFkQ50UWpDuoTEibQyrsVWWVZrDi+wuHY5qLKUsX2zO1AdTBXXyaqoKKA93YI/7G7e91NK59W2orP40UNzx4VVBTYucoXVRaRX5Hf4PNJJBL3kEGUpFlwufmwI00U1HYtb0gmqk0PURYsL6idUVIzURFOgqjwMySIKsmBwhP1jzsD0awOUlexN2cvRZVFBHgG0L1Vd6fH1CcuVzNR7QLbcVWnq4DTLzA/lHeIYlMxfh5+nB91PlC/LcNHOz8ivyKfhOAEru18LQCxAeILQVpRWoPnomahov2jtddO6qIkktOHDKIkzYLLzYcdWRxAbdfyuow2nWHwgOh+4n5qDePHTCeichU1uGrJcl6VGeYMh3f6wPHaxpVnOqrVwY7MHfyR9AcAg9oMqnOVX31BlJp1ifaP5ppO12DQGdiSsYUjeQ1oPt1A1FJen4g+Wl/Fusp5xwqOaYHe9AHTMeqNAMQEiAUSjclEqUFU19CutAtoB8ggSiI5ncggStIsuNR8GBxbHEBt1/KGZKIA2qq6qE3V26pMkHVQ3HeWidLKefvcu15TkrZZCOrN5fDtfyCnkR5AFgts/hQOLq62jmhG2vi1oWtoVxQUvj/wPeDYH6rmMeA4iFIURctERflH0cavjRaofXfw9GWj1CCqX+t+tPYT5ce6gqifD/2MWTFzYcyFWuYKoG2AeC83xuZAXZnXJbQLbQPF+WQQJZGcPmQQJWkWXGr5AnWU81TX8pwaHlFuBlGx6go9m0xO9mFhn+AZ4DwoC+sM6MT1ixsn/GXHPJh3HeQmuXfc4SXV98ty4ZtrGrdacOe38Psj8O118NVE8To0Mxe1FUGOWRGWBXXpoaDu1i8FFQXaik81A3Rdl+sAWHR0kRa4NyeKomhBVP/W/TXX9bo0UWpQMzR6qN12tZzXmCDqQI41E9WqK+0CRSaqMZktiUTiHjKIkjQLLrV8UZQ6hOVqOS9X/Jisq/1c8YiyJWYAoIO8JCi2/qPTTDa7CisER3j6Cudy2/ENoSwf/ngMDi2GuZe7l006vFTcXvqSCB5zj8J3N4Cp3P15WCyw9n/Vj4+thA/Og6XPQEXzBR+q1QGIEpwaODijrkyU6hEV5hOGt9EbEOXBuMA4Ss2l/Hbst6aatlOOFRwjryIPL4MX3Vt114TwdWWi0oqF5kkt36loQVRhaoNW1JWZy0gqFIF5l9AuWmZL2hxIJKcPGURJmgVVE1VnJqqyRPSpA+flvJJsyLeWJ/zbgIe3exPxCRbBElRnozLqWZmn0hS6qC3/B1aRPYVprgdSBWmQsQfQQe9JMOkH8AqC4+vh17trrzasj0OLIfsgeAXCnWug02iRjVv7P3hvACStcfupuUKnkE5a8+bBkYPROQtarahBlCMDS9tSnopOp+P6LtcDnJYGvGoWqld4LzwMHlomKrs0u1aLGxCZK1U4XjOAVIOqIlMRBRUFbs/lcN5hLIqFUO9Qwn3CtUxUSqG0OZBIThcyiJI0C9rqvDqNNvPFrd5Yba6pYissL2iAqNwWtaSn+kU5avfiiMbqokzlsOFDcX/kC2LFX9EJ+Pyy+ktph/8StzEDRGkzoitc96V4rfbMh98fEo7qrvyzVBT45y1xv/8tolHzDd/Df74X2baiEzD/NqgsbdjzrAOdTseN3W7Ex+jDxI4T6x0f7BWMl0GYqdZc8ZZeVC0qt2V8h/F4G7w5WnCUQ3mHmmTeVZYqh4HIlowtgNBDgciK6XV6zIqZ3PLapdbssmzKq8rR6/RaCVLF2+itBWENKenZisp1Oh0xATHodXpKzaXklOfUc7REImkKZBAlaRa0cl5dq/O0Ul5w7bKarbC8IR5RttQMomo2HnaGmoly1v4l5yisfFXYEDhi57eiCXJgDAy+G6b8Js5ZfEoEUqq43RFqKa/TpdXb2g+HcdamyFvnwgeD4H894Y/pcHgZmCscn+v4euGVZfCEwXdVb+88Gu7eIFrkFGfApjnO59MIJnebzKZJm+gV3qvesTqdzmkjYtuVebYEeAZogvU1aY3PqKUUpjD0+6E8uPJBOyNPWz2UGkQZ9UbCvEXA70gXpZby2vi2wcPgUWu/mp1qiI5JFZV3bSUyrZ4GTy1Qk+JyieT0IIMoSbPgUvNhZ27lUB1ElRdUl78amolS27+c2CFE4moLGWcr81RUr6is/Y4zPotnwOpZ8OMUYUdgi6UK1lkDnvPuEXYL/uEwZRG0ThTB1dyxUORgKb+pHI6tEvc7Xmq/r88kuOYLSBgBBi8RYG6aA99cBR9e4Ph8/7wtbnv9BwLa2O/z8IHhT1jHvVUd2LYgmri8hi7qREntcp7KsFjRRmV12upGX//rfV9TVFnEitQVvLThJS0jlVacRmZpJka9kZ7hPbXxajbJkS7KWSlPpTEr9FRReZfQLto225KeRCJpfmQQJWkW3MtEBdXe5xMCWLNTJ3eK24YGUSHx4BchNEA7vhHbAqKqVwA6I6wj6AxinkUna8/9qLUvXPLfsPIl+/0HfoPcYyLL1vem6u1+YSKQCu8KJVnw9xu1r5vyD5hKRZ/ANj1r7+8+AW6cD48nwfXfQr+bRdCZcxi+vKLaoBRE1u3wEkAH59/v+Hn2vFasRizPh/Xv1/mSnA5U24BaQZRVExXtF13rGHXl266sXeSV5zk9d5m5rM5mwaWmUhYdW6Q9/vnwz3yy+xOgWg+V2CoRH6NPrfk6CqLU4KimqFyloSv0TBaTVrrsGtpV264GZTKIkkhOD24FUb/++ivt27fHaDQyaNAg9u8X6eQ9e/YwYMAAQkJCmD59up2WoK59knMXl4TlzuwNAPQGayCFVWBNw4Mo22bEWz8Xt/WV8kA0Om7VQdyv6Vx+aIkIyrysAeA/b8HBP8V9RanO/gy8HbxqvAa+oXDZ6+L+ls+ry5Uqaimv40jnqwcBPP2gy2Uw7n9w+woRGGYdgK8mQJk1kFBX5HUdB2EJjs+jN8DFT4n769+3D8JaAEcr9BRF0cp5jjJRbfza0CW0CwoK/6T/4/C8OWU5jJ4/mkl/TMJU5bjf3u9Jv1NiKqFdYDueGCgydO9uf5ffjv1Wq5SnUpfNgZqJauogKqkgiUpLJX4efnbn1mwO5Ao9ieS04HIQdfToUaZOncqsWbNIT0+nXbt23HbbbVRUVDBu3Dj69evHli1b2LdvH3PnzgWoc5/k3MY1YXkdmSioFpermQN3PaJsUZsR5yWL2/pKeSrqyr6aQdT+heJ20B0waJq4/8ud4vzJf8OJbWD0hoF3Oj5v/DCIGyoCsTX/rd6uKCJAg9qlvLoIiYMpC8EvHE7thq+vFnPe85PYP+TBuo/vOh4ie0NlcbUIvYVwpInKr8inzFwGQKR/pMPjhsXUXdL75cgv5JbnciD3AD8d/qnWfkVR+OHgDwBc0+kabuh6Azd3vxmAp9c+zcpUkXmsGURpNgcOWr84szdQiQ1sWBCliso7h3RGr6v+GNcMN4tkJkoiOR24HETt37+fV155hWuvvZbWrVtz1113sWXLFv78808KCgp488036dChA6+88gqfffYZQJ37nFFRUUFhYaHdj+Tsw6W2L3VpoqBaF6XSUGE5VIvLVZy1e6lJuDWIyrIJoipLhJAbRIZn5IsQ3V8EhT/cVB0U9blR6KCccfFMcbv9m2rdV85R4Wml9xBCcncI6wg3/SoyeOlb4JOLhYVE/LDq9jfO0Ong4qfF/U2fNLxfn6I0zMfKBkeaKLWUF+4Trq3eq4kaRK1NX2snCAex2u7Hgz9qjz/a+RElqveYlV3ZuziQewAvgxcTEiYA8FC/h7i03aWYLWYKKgrQ6/T0juhtd1xdmSg1OIr1d/zeVTNR2WXZlJpcXx25P8deVK6iZqJSC1OxKG7aYEgkErdxOYi6/PLLmTZtmvb44MGDJCQksHPnTgYPHoyvr1ii3rNnT/btE6uf6trnjFdffZWgoCDtJza2Ef84JS2GS21f6irngX0Q5RchRNANJbKXyAypuJyJctCI+MhyMJeJVW1teoLRE66ZCz6hQr+VtAZ0ejjv3rrP3XawEIgrVbDaWt5TXcrjLgCvevoOOqJ1d5j8i/CDUv8pX/Cga8cmXAJtz4eqCvvsmKuc2iN8sF5uXV3abACOynl1lfJUElslEuodSrGpmB2ZO+z2rT2xlhMlJwjwDKBdYDtyy3OZu3eu3Rg1CzUqbhRB1jKtXqfnlaGv0Du8NyAyPzW/GKjzramJKjOXkV0mSqPOMlGBnoHatdzJRqmZKFtROYjXx6AzUF5VXqeLukQiaRoaJCyvrKxk9uzZ3H333RQWFhIfH6/t0+l0GAwG8vLy6tznjCeeeIKCggLtJzW14S0RJC2DRbFo3/Lr1kTVU86zDaIaqodSMXpCVF9xX2eA8M6uHacZbh6sNrjcbxUedx1XrVkKjoWrPkETw3ebAKHx1MtFVi3S7h/ENRpSyqtJVB+Y9JN4XdsNgQ4X138MiOdyiTUbte1LIYx3hdJc0U7m46FCFA/VAv4GoAYlhZWFWnbGkdFmTQx6A0OihwCwOtW+pKdmoa7ocAUP9H0AgC/2fqEFOfnl+SxOWgzAdZ2vszvWy+DFuxe/y+Ruk3l84OO1rmu7Os9W86n6WgV4BmiBkiNUMbiqn6oPRVE4mCvsMWxF5QAeeo/qxsZSFyWRNDsNCqJmzpyJv78/d9xxB0ajES8v+/S6t7c3paWlde5zhpeXF4GBgXY/krOLElMJCuKfSYBnAKRvg921NShulfMaU8pTUcXlrRKEaNwVQtuL0lplsTD9NFcI928QOiJbEkbA6FnCxPOiJ107f3Rf6DwWFAv8NRNS1ontHUe5drwz2g6CRw6KlYD1uITb0e588TwsZljxUt1j1YbG7/YVt4pFZLIAkv+p21W9olg0Qt76hVihuPhJ+PkO+OMxAvRe+Hn4AdW6KGceUTVxpIs6WXySNenCP+raztcyou0Ieob3pMxcxoc7hBnqgiMLqLRU0jW0Kz3CetQ6b7B3MI8NeKyWHgqqg6gyc5lm7QE2eij/ulsVaUGPi15RacVpFJmK8NB70D64fa39alCWXJjs0vkcsSd7D6mF8gusRFIfbgdRS5cu5aOPPmLevHl4eHgQGhpKVpZ9g9aioiI8PT3r3Cc5d1FLeR56D6FfmX8bzL8V0rfaD3RVWA6Nz0QBdL9SGE52u8L1YwweENZJ3M86IEp1FYWiBU3MgNrjB0+Du9cJfZKrqAHX4b+E0DwkvnpVYGPw8AF9A74nXfIMoBPO6El/Ox+3/DmRgSrLExm7KYvEj2eA2KauqnTEwntFI+RF98PyF2DD+7Dre9j0MRxZqom11ZKe6hFVXxB1ftT5GHVGkguTtUzMT4d/wqJYGNhmIPFB8eh0Oh7q+xAA8w/P51jBMX44JEp513a+tt7WNDXxMfoQ6Cm+7GWWVJfQND1UPf0C3fWKUkt5HUM64qGvbeDZ2BV6x/KPceMfN3LH0jvkamqJpB7c+oQ9duwYkyZN4sMPP6RbN1HmGDBgABs2bNDGJCcnU1FRQWhoaJ37JOcu6rfxAM8AITQusJYpjqywH+iOJqopgqjInvBURvVyflexbf+y71dxv+vlDQtQHNEmEbrbtETpNMq97FFTE9lLtIcB4YbuyA4gZT2stZqJjnwR7vxbCNgNRmh3ntjurB9fZWm1ZqrDJaI34Pn3V3ti5Ryt1hlZV7yppbG6ynkg3nNqtmhN2hpMFhM/H/4ZgGs6X6ON69+mPxfGXEiVUsV9y+8jtSgVfw9/Lou/rM7zO8OR4WZ99gYq7rqWa6LyGqU8lbpW6LkSFP2R9AdVShVpxWlklWXVO14i+Tfj8n+BsrIyLr/8ciZMmMAVV1xBcXExxcXFDB06lIKCAr788ksAZs2axYgRIzAYDAwbNszpPsm5i6aH8vAX4uYqazsS1YVbxS1NVLummVxDAh/V5uDUHjj4h7jfdVzTzEdl+BNCjA7CH6qluXimeP2z9sPGj+33VZbAgrsARQRAF9wvgieVeFFSI9lJFitpNZjLhWXFjfNhwgdw6YsieATIPWZnc6AoisuZKIChMcJ4c3XaalalriK7LJtW3q24JPYSu3EP9n0QvU6vBS/jO4zHt2YPRxdRDTdtxdx12hsUnhQlblO5FkS5oolKLUrVWtvYicpzjmql4HYBjjNRZeYyrv3tWq5ceKVTw1FFUViSvER7rGa9JBKJY1z+j7JkyRL279/PJ598QkBAgPaTnp7OnDlzmDZtGq1bt+ann35i1qxZABiNRqf7JOcuqkeUn4efEB2rpG4UWhgVdzRRQS24SlO1OTjwm2iI7BMiBNtNeo3OMPZNsaKv/UVNe+6G4BsKI54T91fNEv/0VZY9J2wYAqNh9Ku1j40TQQzJa2u3w4HqLFTn0fYZtxCrED8vSbM5yCjJIK8ir9ojyi8SKoqg2PnKswtjLgREs2B1Bd6VHa+s1bsuISSBKzpUl3av7Xyt03PWh1Z+tPG2cljOM5WJlZjv9hUl7q2fa5mjkyUnnZqAphen89y65xj/y3gO5h3EU++p9QvEUgVfThD9GDP2aedLLUqlylKlnWPu3rkcyD3A4bzDLEtZ5vA6h/IO2WmpVAG7RCJxjMtB1IQJE1AUpdZPXFwcEyZM4PDhw8yZM4f9+/fTvXt3u+Oc7ZOc3aw7sY7n1j1Xy9/GruVLmU0QZTGJZrggSkSqT4+zcp6dJqoFgyg1E2W2+h91HmufeWkq+k+FUS8LB/Ezgd43Cv+ryiJYal21d2x1daPi8e86ziK26SF+p5VF1S17VCyW6hWInUbb7wu1iqRtM1Elp7SVeRE+EXgaPOHzMfB2z9oaOytxQXG0C2yH2WJmV9YudOi4utPVDsfe0/seYgNiGd9hPB2CG65DU4MoNRNlUSxaCTLGP0aUtXf/BO/2h5UvV9tPpG2hlXcrfIw+4hirgF4lpyyHF9a/wOW/XM78w/MxK2YuiLqAL8Z8QVxQnBh0fIO1H6QCx1YR6ReJh94Dk8WkBXUni0/yf7v/TzuvI7NRQMtCqQaeMhMlkdRNk/XOi46O5oorriA8vLa5YF37JGcvH+/8mPmH57M4ebHddq3li4e/fSYKqkt6to1unZXzgmKh53UiO+Pp10SzbgAhcfYeU01dyjtT0eth7GxAB7t/FBmkX63eV/2mCl8ph8cZIM6aqUuq4R5+cgcUnwJP/+oxKqolREEarb1FFvJUySl7j6iyfOHIbi6DH26u/f6yovbSA1Hec6alau3Xmj+u/IOXh7zs+Lm4SE3DzazSLCotlRh1RtooBvi/USLzVJgGgTEw4HZxYMZedDqdVvKzFZebLWbuWnYXPx76EbPFzODIwXw15is+GvkRiWGJ1Rfft6D6fspaDHqDdj61h95bW9+ivKqcLqFd0Ov0bD61meSCZLvnoCgKf6X8BaBl6A7myUyURFIXsgGxpMHklOcAsDd7r912reWLp79NJspatlGDKLWU5xXoPPOi08GVc0R2piXR2/hKeQa47yR+NhPVp1pk/t0NIuMR3FZomOrCmS5KtYfocHFtmwn/1uDhC4qFNlXCHuFU6Sl7j6jsw9XjC44LbZYDK4ULYy/U7l/bqeFlujrJPiJKaAf+qNX6RQ2GIv0jMa57R5SyPXzhoplw3xYY8pD1HIfAVO5whd68/fPYn7ufQM9APh/1OZ9c+kktt3QsFti3sPpxyjpQFG2FXkphClsztvJn8p/o0PHiBS9qAeb8w/PtTnUw7yAphSl4Gby4o+cdgNBV1XR2VzlVcoox88fw8oaXpTu65F+LDKIkDSa3XARIe3Psgyi7li9qpqCtVb+RsUfoWeoTlZ9pqLqoTpeCh3fdY881VJG5+o/yig/qd1NXdVEp68FsI2LW9FBjah+j02m6qDbl4j1UYirRsiHR/tEi6AAxzuAlgrJ1/6t1qn4R/egV3osBbQZoBpxNztJnIGUtbPigVibKziNKtXoY8xpcOF1YTwRGiZKnUgVZB2o1Ij5Vcor3drwHwMP9HqZ/m/6O55C6QWT2vILA6CO+tGQd1MTlyQXJvLbpNQCu6nQVXUK7aKXNX4/8aicwV0t5Q6OHEhMQQ4RPBAoKh/MO44ilKUtJK07ju4Pf8d/N/20WO4Tssmy+2f8Ny1KWcSz/mFPNmETSUjSDsEPyb8BkMWkZp0N5hzBVmTThrl3z4cJ8cUBYR2FYeWq3WPquismd6aHONM67W3gfXTijpWdy+vENhdGvwc+3wwUPQPzQ+o+J6Aq+YVCaLfr4tTsfCtLh1C5A59yRPTQeMvfiW5BOoGcghZWFbMvYBlgzUSm7xLiEEcIaYtEDsPxFiBkoWuVY8TB48PVlXzfyidfBqT1w8HdxP+ugpuHKq8ijoqrC3t5gl7WkadtqSKcT2rHkvyFjb60g6tWNr1JmLqNPRB8mdrSxv6jJ3l/EbZfLoDBd/G2lrNXE5b8c+YUycxkBHgHc1+c+AIZEDyHCN4LM0kxWHF/B6PjRdqvyRsWJVZKdQzuTmZ7JgdwDtTNgwOZTm7X7X+//mlDvUG7vebuLL6BrPLP2Gf5Or85mGnVGYgJi6B7WnScGPlGnE7xEcjqQmShJg8hXPZ4QAdXh/Opvq3aZKLWc5xNaXQY7urL+lXlnGpG9YNIPEN6ppWfSMvS8BmakVK/Yqw+drjrYUg071VJe7ED7RQO2qLqo3CQtMDlZIlYG2pXzwjpB3ynQ83qRzfnpljpX7DU5f8+uvl+SSaDZrDVGzizN1DJRsd5hIlMEtQ1YW1t1TRl77LyiVh5fyYrUFRh1Rp4e/LQm8q6FbSmv+0RoZw0iU9Zp5Tx1VeNdve8i1Fv48xn1Rq7seCUAPx4S7XD25+4ntSgVb4O35vquWig4EpdbFAtbM4Swf3wH4dz/zvZ3+OmQY8F6QziSd4S/0/9Gh47urbrja/TFrJhJLkzm92O/O11hKJGcTmQQJWkQailPxbakZ9d8WC3n+doEUcdW2Rhtym+SZw3eQe6ZgKq6KNV0Uw2iVD8oR6g2BzYr9FRi/GNEf0EQwaxOB5e/CeFdRKAy/zaxCq65yToIexeI+9ZmxLrsg3a6KDWjFKNKhQIia7/XW1tXKp/abecV9eomYRtxU/eb6BhSh/O9bSmv/UUi2wciiAqoNqeND4rn+i7X2x16ZcKV6HV6Np3aRHJBcnUpL2ao5pXVOVToAB3ZHBzOO0xhZSG+Rl+eP/95bu8hMlAvbnixyYKbL/cJf8FL2l7Cd5d/x4YbNrD06qWMbCd81NTgWiJpSWQQJWkQeRX2TaT35ezT7jsUlvuEir5qBk+xQildlGjOmnKexH3ireLutE1QkiPsEQA6OdBDqag2BzZeUQA6dLTxCoG8ZLFBbcXj6QfXfin0QEmrIXVT08w9+R8oOuV4399vAgp0ubxa65d1wE4XpZXzyq1WBo4aXrdRM1F7aePbGqPOiMli4mTJSaL9o5nWa1rdc1QDuS6XiQbb0f1Fn8eiE0RUlmmtaB4f8Hit9jCR/pGaVmz+4fm1SnlQnYk6nH8Ys8Xe70st5fVp3Qej3sh9fe7j6k5XY1EsPLbmMf5M+rNRGqnssmx+O/YbAFO6TwFEA/s2fm20edm6w0skLYUMoiQNIq9cBFE666o72xV6WjnPI8A+E+XpC7HWJsAHxAekzESdw4S2h4AoqKqE1a8J5/rgttW+Ww6PUQ03k2ljDUoAwn3D8SxIE6U7zwCR2dF2dq5um7Pz28bP+9BfMHcsfHgBnNxlvy/3mLB7ABj2aHVwlFkdRCUVJmmZ2phCa4kxzEEQFd5VuNSX5WIsySI6oNqN/clBT+Jj9HE+R4ulugVRtwni1tNXrKYE9Mc38O7F7/LW8Le4IPoCh6e4uqMQmM/bP4/04nR8jD521hCxAbH4GH2oqKrQrBJUtmRsAaB/ayF41+l0zBw0k5HtRmKymHhszWNc+9u1LD++vEHB1HcHvsNkMdEzvGctPVZNTy6JpCWRQZSkQaj/JLq3EiWJw/mHqbC2d9HKeTUzUVBd0lNX550tmiiJ++h01SW9LZ+J205j6i4JBsaIbEpVJW301RYIdivzwjrWPkcva7lq789gKm/cvP95U9yWZsPcy+H4Rpt9b4lALmGkCFjUgDDrgNb6RRXCB3sFE5CbJPY7ykR5eEMra7nu1B5NxzSy3UhNl+QU21JeBxuHe62kt5a+rfsyot0Ip6cYGjOUCJ8IKi1ihd6wmGF2bW/0Oj2dQ8S8bXVRFsWiBVED2lQ34TboDcwaOovbe9yOr9GXA7kHeHDlg24HU2XmMr4/+D0AU7pNqbVf61NYIjNRkpZHBlGSBqFmorqHdSfYKxizxawthVYbEPt71tBEQe2WJjITdW6jisvVclDn0c7HgnCCtzabbmOqXs4e5R8FWdYgylFAEjdUmLOWF1T3N6yJosC6d4VzuDOObxSu+gZPiBkAFQXw1QQ4ugLyU2GHNdM1bLp1Ltb+dVkHtAzJriyRvbLXcDmYM9iU9PZwd6+7mdR1Ek8Pftr5/FTsSnk2fls24vL6MOqNdiv/bEt5Ko50UYfzDlNQUYCP0YdurbrZjfc0eHJ/3/tZctWSWsHUu9vfrf95AYuOLiK/Ip9o/2guaVvb0FUNVmU5T3ImIIMoSYNQg6hQ71Dtg3Rfzj4URdHM+QIMvjYZJ2sQFdXbPnCSmqhzm3ibjIpngGs9B626qDbl1SaPUX5R9pmomuj1wt0eYOd3js+7bwH8NVNYNaiavJqstXpO9bwObloorBRMpTDvOnGcxSSeU1trWVoNjoozaG0QrvrlVSITFusXCfnWJsCOynlgt0Kve1h3ZgycQYh3iOOxKo5KeSptBwE6UXYsrF94fWXHK/EyeBHsFezQT8vRCj01C9Unok8trZVKsHewFkzd3P1mQAjFs8uy635qioWv9n0FwORukzE4MOJVg9ViU7FTI1CJ5HQhgyhJg1CF5cFewVpJb2/OXkrNpZp7sX9VFWBN4atlO73B/h+rLOed2wS3hWBRpiLhYiGArg+rLqp1cfU/XFHOs2ZDnAUkaknvyLLadgdVJuEnBcI09LcHazdHzjpk9X7SCT8sT1+4/lvodoXQdal9H9UsFAjT0UDRYiWiwr6HZIzBB1DEFwhnlg5qEHVqj+P9jtBKeYH2pTwQX1Da9BD3j9efjYryj+Lbsd/yzWXfONRgqUHUwbyDWjluy6napTxnBHsH83C/h+kZ3pOKqgq+2PtFneNXp64muTCZAM8AJiY49sfy8/ATektkNkrS8sggStIgVE1UqHdodRCVvVdbmWfUGfGutH5L9AoEg803Vtu2KbKcd+7T4xpx2/tG18ZbM1GeeSmat1GUX6S9R5QjwjqKEpxSBbt+sN+3/SvIPSqc172DRGPkzZ/Yj1Gdz7uMrc52GT3hqv+rnnvb86vd2FWs2SjboA8gpkqp3u9MB6aW83IOu6blKjwBGz6onmfN1jngVkkPoGNIR82csyYJwQnodXpyy3PJKsuy84dSReX1odPpuLPnnQB8f/B7LYvtiC/2iSDrmk7X2OmzaiJ1UZIzBRlESRqE+kEY4h2ilfOO5h/V+un5e/qjK7N+WPrUKE/Y6qJkOe/c56In4ZFDomWOK6heUXlJ3JJ4C0Ojh9LXu7Uoq+mN1Sv4HKFmo2xLepWlsEq0PmHYY9WGoSteEi7qIEpfO4WYmQsesD+nwQjj3xXlveu+rh0QWcXlrfLS7IwxY0vFFwqneigQqwx9QkV2LGu/4zEFabD+A/jsUnizK+xfJLYnXu14vI1fVGPxNnoTHyhe7wO5Bziaf5S8ijx8jD7alydXGBo9lG6tulFmLtPKdTXZm72XrRlbMeqM3NDlhjrPJ3VRkjMFGURJGoRtENXGrw2h3qGYFTNbT4lvqf4eNivzVFG5Smh7iB0MgdEQ0u50TlvSEugNENDa9fGqV1RuElO63cQHIz7AK8+6yi20g31WsybdrxSi8IzdosUQwMaPRPkruC30nwp9bxZtYiqLYfHj1jEfCr1T2/OFo3qt56CH9heCX6va+6xBkjH7IGE+1WW7mCLrP3hn5UcQAZlmuumgpPf3m/BWd1jyhGhiDMImZMKH0NHJyjs1iMrcV72woxHYistVf6he4b20Nk+uoNPptKbG8w7Mo6CiwG5/QUUBM9fOBGBM/BgtSHKGtDmQnCnIIEriNlWWKvIr8gFRztPpdFo2atMpYXZo13zYp0YQpdPB1D/h/h2iGatEYktIO0AngpwSa4lMK+XV4eANImBXmxvv+Fa8B/95Wzy+6ClR/tLr4fK3QGcQWZ1dP8KWz8WYmlkoV1CbU2dVu5Yb9UYislV7g3paBakapgz7Rt4UZcCqWeJ+2/NE/8KH98Otf0HvOjI1fmHVgdvxDW48ERvMFULADnQNFc/vQO4Bh9YGrnJR7EV0DOlIiamEefvnadvLzeXcv+J+juQfIcIngvv73l/vuZq7nPdP+j9sOtlExq2ScxoZREncpqCyAMUqGFcbgKpBlPoha+cRVTMTBeIfmSsiY8m/D6MXBAmxNrnHxG19VgG29PqPuN39A6yZLWwKIrpXa7NAaJHOu0fc/+UOqCgUdgXOGiPXhRokFZ2ktZd4r8f4RWNQ567aIDjDZoWeHRs/FAalMQPFl47B0yAwyrU52fhFuU1BGryVCF+KnnhqJupA7gFNVO6qHsoWvU7PHT1ENuqr/V9RXFlMlaWKx9c8zrbMbQR4BPDhyA9rtftxRHOV80pMJTzx9xPctewu7l5+t9Z7UCJxhrGlJyA5+1BLeYGegdoSZ1UfoS45tuubVzMTJZHUR0gcFKRCXpJYtl+fqNyWhBHgGwYlWbDhfbFtxLOirGjL8BnCb6nAakNwwQMiuHcX7yDhzF50ggjENaK9Q4Q3lqe/KFvXhU0PPRRFZGrLC2Hz/4ntQx50r2chiCBq6+eiT+Wen+HkDjixXQjqg9uJoMzL3/Gxy1+Ekkzxk3NUC6KOF4nXydvgTWJYonvzsTKy3UjiAuNILkzmu4PfcaL4BCtSV+Cp9+Sdi9+hU4hrDb61PoVNGETtzdnLY6sf055nRVUFJ4pP0CG4Q5NdQ3LuITNRErexXZmnUlNkGuAZUHcmSiKpC1U8rmZzNHsDF/7JGjyg57XVj9ue7zjD5OkHl/1X3A+KdS7UdoUIkW3qrFi/VBiDq+dbXwAU3kWUFsvzxeo7EAFQRYEoy9XVa9AZaiYqYw/8NFX4XyWtEb5tp3bBqlcdH3diB+z6vvrxoSWEeodq5TOAXhG98DQ0LIts0Bs0bdT729/nx0M/otfpeW3Ya/Rv43p2q6GaqNc3v87Yn8fyyKpH+GLvF2zL2EapqZQv9n7BjX/cyPGi47Txa6M9X7UHokTiDJmJkriNrahcJcI3glberapX53n4Q6n1G77MREncxUZcTmmuyCpB/ZoolV7XV1sBjHjOeSDTeTTcskSskmtMeTm8CxxdwRVmIx0u+5que/+0bneh/OjhLYKtrP0i6PELE6vxAC64v2HZsaAYkZFLWiPKhVG9RZsaxQKLHhCvTY9rxHYVRRFmpChi1Wx5Phz6E867my6hXbSARSvl5aXA11eKTNrlb7v8ZWlM/Bg+3PkhqUWpADw16Kk629No2Tkb1CAqtzyXiqoKvAwOrB5qUGoqZd7+eVQpVRwvOs5fKX8Bov+nKk+4pO0lPH/+8zy37jmWHV9GWrF7QZRFsfDp7k/JKcsRflaeAfh5+BHkFcT5UeeLL5eScwoZREncRguivKqDKJ1OR/ew7qxJWwOomiirxYHMREncJcQmE6WW8gKjhbmlK7TpCaNniayU6i7ujLaDGz5PFavuyZB9kF7hvSDH2uLElcwZiEAka78o6RWdEqsJA6Kgx7X1H+uMG+cLcXjNICxpDeyZD4vuh9tWCAsHgMN/QfLfYPCCa78UmqiUdVBeQOeQztrftiYq3/wJ5BwRP2lb4Zq5EFu/4NyoN/JQv4d4bM1j3NXrLq7tXMdzXPsOrPkv9LtZlF89hSt8kFcQXgYvKqoqyCzNJDYgtt7r7svZR5VSRah3KDd1u4ldWbvYlb2L7LJsPPWeTB8wnes6X4dOpyMmQGjy3M1E/ZP+j9P2NrEBscwdPdcuqyc5+5FBlMRtcitEma5me4ruraqDqAAP29V59bSxkEhqomai8pLqbvfiDJ0OBt/V9PNyhtZDz1p2zDpgv70+2iTCnp9EqU1dpXfePY1ffOEoizV6lnB1P7kTNn0srlNlhqXPiP2D7hR2DmGdxGt/ZLnmXO5l8KJHWA8xXjU09Q6GwjT4fDSMfAEG311vCXNku5FsmbTFYVsXjdTNsOxZkT1b9w7s/UWUXzuPQafT0dq3NceLjpNRkuFSELU7W1he9I3oy609bgVAURQySjO0rJFKtL/QsaUXp9d7XlvUhTWJrRLpEd6D4spiikxF7M3eS2pRKnf8dQf/N/r/7KQQkrMbqYmSuI1t3zxbbJuR+nn6SU2UpOGomqjSHEgT3kR1+i21NGrZrjBdZGCzj9hvr4/WVpuDA7+LzI53EPSb0vTzBPCPgJHWFjgrXhL9/bZ/JQI/nxAY+ojY18naLPrQEs6LOo8eYT2Y3G2y0EMdWwXFGaJUf9820cPPYoYlT8L3N0JZfr3TqDOAqiwRqyYVC8RfCEFtxUKDb6+H7yZBQZqW0XFVF6U2hu4Z3lPbptPpaOPXplaZTctEuVnO256xHYDrulzHk4Oe5JWhr/Duxe/y5ZgvifCN4GjBUaYtnUZhZaFb55WcucggSuI2jjRRYB9EBRjl6jxJI/AKAL9wcf+w0K64lYk63fgEC10VwJHlYC4TZTG1b2B9qCv0LNZ+fgNud7102RD6TBbtYUylsPB+WPmK2H7hjOp+lmoQdfgvAoy+zBs7jwf6Wn20dn4rbntcLQxIr5kLl80WRqcHfoMPBsPBPxs+v7+eFqXcwGhRWrxnA1zwoHCsP/AbvD+Y1kZR2nNlhZ6iKOzM2immHNaj3vFaJqooXesZWB/l5nL25Aibin4R/ez2xQTE8OmlnxLqHcr+3P3cvexuSk2ljk4jOcuQQZTEbdTmwzWDqAjfCCJ8xLfDQIOX8LgBmYmSNAxVF1V0Uty6mtVpKdT57VsgblslVOuN6iOgjejrB2D0hkHTmnx6duj1Qgxu8IRjK4WdQWh76H9L9ZjYQaJUV5YLqTbGk+WFIpCB6jY7Oh0MvF2I9EM7iN/Zt9fDT7dWG6a6yuFlsOUzcX/CByKo8/SDkc/DnX+LEmllEa1LxOeQK0FURmkGWWVZGHQGuy97zojyj0KHjlJzqWYsXB97svdgtpgJ8wnTMlm2xAfFM2fkHAI9A9mZtZP7VtxHudmFfomSMxoZREncRivnedUOju7vez+XtruUvv7WhqZ6D+GVI5G4i6qLUnFVpN1SqM7lh5dZH7sxX52u2rm89yTwD2/auTkivFN16Q7EKkZbDZbBCB1HivuHFldv37cAzOXi9xHV1/6c0X3hrrXCc0unFzqv9wfC7p/EKrv6KM2FX60mqIOm2TcrB2jdDRKvEnfLiwHXynlqKa9TSKc6GxureBm8CPcVvwNXxeXbM0Upr29EX3RONGGdQzvz8ciP8fPwY9OpTU5F6JKzBxlESdzGWTkP4IqEK3hj+Bt4VwrTTXxD3TcKlEjAvtGwVxD4u9F/ryVQM1Gqy7WronKVi5+B/reK9jSniyEPQdfx0PcmcVsTTRdlE0SpzZ17/cfx37aHjxCY37ZcOMWX5sD8W2HedUJ/5QxFgd8fFisTwzpVN4quifV1bl0kbC9caf3iSA9VHzH+Ipvkqrh8a6boG9q3dd86xyWGJTJj4AwArcQoOXuRQZTELRRFcVrOs0PqoSSNxTYTFe6CaWVLUzNocjdzFtMPLn/TcZPj5sLoBdd9BePfdfz6JowQRqBZB4RnV16ytZWMDnpeV/e5o/vCHatEUKj3gMNL4P3BwgPLUlU9TlEgfRv8eq9Ygac3wsSPnffVtL7OrfNEhuhU6al6n+aubBFEuaKHUnFHXF5lqWJnpgiI+kT0qXd8QnACACdLTro8H8mZibQ4kLhFkakIs1X8WmcQJVfmSRpLiE0m6kwv5UFtzZa7magzEZ9g4X6e/DccWiIcz0FYIATV084GRHnwwseg2xWw6EE4vg6WPCH6Go56Rdg5bP0CMnZXH3PRkyIAc0Zoe9AbaV1eBASRXZaN2WLGqHf878xkMbEvZx/gXiZKFZe7Us47kn+EYlMxfh5+LrWuUfsDZpdlY7KYtPZZkrMPmYmSuIVayvM1+tbtEiw9oiSNxTYTdTYEUb6h1SVHnR5anSM917SS3p/Vq/LUJs+uEt4Zbv4dxv1PlGZPbIfPx8Afj4oAyuAljEVv/t1ep+UIgweEdiC0yoIBPRbFQk5ZjtPhh/IOUVFVQaBnIO2Kc4XRqMVS75TdyURtzRClvF7hvZwGc7aEeofiqffEoljIKs2qd3x9mCwmjuQdwaLU/7wkTYsMoiRuYaeHOrpCpOArimsPlG7lksbiGwpegeL+2RBEQXX2KSRelMrOBdQg6tgqYX7q4QddLnf/PHq9cB6/dzN0nyi2RXSD0a/BIwfgqk8gbohr5wrvjAEINwqReF0r9FQ9VI+wHui//Q/8dAt8dQUU1K11srU5qA9NVB7aDb4YD59cLK6z/AWRaUtaY1fC1Ov0WjaqKUp6b2x5g4kLJ3LLkltIKUxp9PkkriODKIlb2DUfXvmqMOnbv7D2QKmJkjQWnU5kPEI7QLvzWno2rqEGUedCKU8lLEHYNah0uwK8GrHiNqC18JV6PBnuWgeDp7n/ZUvVRSniX5grQVQv30hhEAoiqPnwfKHBcoIqLD9VckqTMDhCURS2ZWwDoG9JESSthvStIuP19xuivc4X4+D7yXYrFCP9hK9YY4Mok8XEwqPiM3hrxlauWngVn+/5vM45S5oOGURJ3MIuE1VgTXOrLS5skZooSVNw2etw/7azpyzcfYIw3exxVUvPpGlRs1FQ7Q3VWHxCGr5YQF2hZ6oE6l6hp2WiysVYInuJZszl+fDjzfDLXcL7quYlfMPx1HtiVsx1BmnpxelklmVi1BtJPGlt+5N4NVz6Egy4DRJGCmH9wd9Fux0rrf1E6fdUSf3C+LrYcmoLRZVFhHiFMDhyMBVVFby59U1u/ONGDuUdatS5JfUjheUSt9BW5nkGi6XIAFkO/lBlJkryb6Td+aI0da7RdRysf084sMcNbenZaEFURGkB+Hs59YrKK8/jeJGwVeiRnSQ2dh0n3M9XzYJ/3oSd82D3j6LVjnegKCF7B6LvcAlR/lEkFyaTXpSulfdqopbyuoV2w2e36B3KoDshdmD1oL9mwrp3xW37i8BgrM5EFTcuE7X8+HIALm57Mc+e9ywLjizgv5v/y96cvVy18Cpa+7YmISSBhKAEEkIS6BjSkU4hnaSYvYmQQZTELbRynt5T9LUCyD5Ye6DMREkk5w5tB8Okn4TWy1FT49NNqwTQ6WlTUQr+Xk5tDtSmw3GBcQQd3ig2xg0V4vRLnhYWDgumCeuG0mzxo5K0hujBV5JcmExacRoDGVj7AlSLyvv6RonslndQbRPSoY/A9q9F1n7H19Dv5iYp51kUCyuPrwREEKXT6ZjYcSIXRF/AqxtfZdnxZWSUZpBRmsHa9LXacV4GL7q16kbPsJ70CO9Bv9b9CPMJa/A8/s3IIEriFlo5T7FJw+clg6kcPLyrt9WTifplexo5xZXcOiTeqbuvRCI5g1Ddy88EPHwgJI7WFSJ4clbO00w2A9pB6Row+tgHOO3OEw2UC09ARaEo61UUwuInIPcoMRYRMNZlc6CJysusJqvth9du9+MTAhc+DotnwIqXIfHqJgmi9mTvIbMsEz8PPwZHDta2R/hG8NZFb1FYWcix/GMczj/MkbwjHMk/wv7c/RRVFrE9c7s2d2+DN4smLtLE7hLXkUGUxC20IKrKRrSoWCD3aHUTVagzE7UzNZ+Hf9iJokCftiH0a3eW6F0kEsmZQ3gXIpLFyjln5TwtiKqyZs9iB9i3tgHQGyA41n7boSUiiCoTK4+d2RzkledxrOAYAH1O7BcbO1zieL79b4WNH4sVjuveoU1foS1rjCZKLeUNjR6Kp8Gz1v5Az0B6R/Smd0RvbZtFsZBSmMKurF3szt7N0pSl5JbnsvHkRq5IuKLBc/m3cgbkZSVnE1o5r7JG48wsm5JelbnalK9GJqrKovD0r3u0RSq/75KOvRKJpAGEd6a19ctcRmkGSo3efBbFopXzeuZbAxVX9VxtRVYn2uqK7qz1i5rJ6RAYR3C6WKFHgpMgyugpmigDrH2HNlbHg2JTMUWVRa7NywZFUVhxfAUAl8ReVL3Qpx70Oj3xQfFckXAFMwfPZFz7cUB16VPiHjKIkriFJiwvr+ENlW0jLi/Pr75fY1XVt5uOsyutQFuU88fuk1gsLjQmlUgkElvCOhNhFpGIyWLSPptUkguSKTYV423wpuNxEezQ7gLXzm0VhcdkHQGce0Wp1gZ9PMNERj6sMwTFOD9v1/EQOwjMZfj+/QbBXsFAw0p6xwqOkVyYjIfegyEHVsBb3WHhfUJa4SqKQqLBD6jO2kncQwZREpdRFKW6nFdq/cAKiBK3tpkoVQ/lFWSnDcgpruC/S8S4J8Z0IcDLyKnCcrYdt//wk0gkknoJ74wH0KpKfAmrqYtSm/t2D2qPsSRTuKJH93Pt3MHtwL8N0aYKAHLKcyg1ldYapumhSq1fKp1loVR0Orj0ZevB3xDpGQw0rKSnlvIGtR6A/87vxcZtX8LnoyE/te6DizNh7Tvw/iB6/iEaXh/OO0S52Y0ATALIIEriBmXmMiqqxIdKaLG1VUGHi8StbSZK00PZZ6FeW3yAgjIT3SIDueWCeEZ2Ez4pv7lR0qs0W7j7m6288ZeDFYESieTfg9XFPsJsAmrrotSmwz11wtWcmAH2i1/qQqeD2IEEWhQC9EJrdKL4hN2QMnOZ1pOvb/pesdGZHsqW2AFWx3aFNqVC9tAQmwM1iLrEo5UQw/uFi8z/ie0w50LhMK+iKGIB0I558O1/4I0usPRpyD5IpLmKVuYqzEoVB3LPQXuOZkYGUecABRUFvLThJTae3Nis11H1UF4GL3wKrd+c2qtB1OHqtgYOVuZtTcnjhy2iZv/ihO4YDXrG9hSrU9wp6W1KyuWP3ad4b+URcksqG/mMJBLJWYuXPwS1pbW5WhelUllVyfoT6wHoUZwvNrraUkYldhBA9Qq9GuLytelrMStm2ni3Iio/XWS62p3v2rl7ClF5ZHkJ4H4572TxSfbl7EOHjuHp1sCn701wx2phJlqaA19NhD8fh59uFaW+//WCBXfBwT9AqRJB5bj/oRvyED0qxJdjWdJzH7eDqJycHOLj40lOTta27dmzhwEDBhASEsL06dPtBH517ZM0Da9vfp3vD37P7C2zm/U6WinPKwRdofVbWdtBYPSGqgrxTQdqrcwzV1l4esEeAK7pF0O/dmL70I7hBHgbySyqYEuKayU9tfSnKPD34cY37pRIJGcx4Z1oXSW+vNmWxObunUt6cTphPmGcr66ai3NRD6ViFZfHWPWfNcXlC44sAOAyn1h0IAIoT1/Xzh0aD0Bkab6YuxOfK2esSBWC8j6tEgk7ukps7Hk9hLSDW5ZA7xuFRmvjR7DnJyhMF67pMQOFZ9U9m+C2ZaKXYcIIelSIL6RSXO4+bgVR2dnZXH755XYBVEVFBePGjaNfv35s2bKFffv2MXfu3Hr3SZqGzac2a32TDuYebNAqD1epdiv3F99kdHqhiWrVUQxQS3o1MlHfbDzOvpOFBHobmTGmuqeYp1HPqO7Cl+T3Xfapcmdst9FPrToogyiJ5F9NeBdaW8XlaiYqvTidT3Z9AsAjnSfjV3gSDJ4i8+IObXqCwYuYcqGFsvWKyirN4u/0vwGYkG/9TKpPD2VLcDtAJ8xCcb+cp7mU6wPFZ3FUXwi3Nun28IEr3oMJH4o+h8OfgCmLYMZxuG0pXPKM5vgOQFRfelSKbN7uzB1uzUPiZhB1/fXXc/319n2T/vzzTwoKCnjzzTfp0KEDr7zyCp999lm9+ySNx1Rl4qUNL2mPFRRNTNkcVLuVW3UFAZFCOK7+8aricptMlMWi8N5KscJl+qjOtPK372yvlfT2nKKqnpKeoihsT83XHq8+lCVX9kkk/2bCO2uZKFUTNWvTLMqryhnQZgBjTdZ/cdH9RXDhDkZPiO5LtLVcaFvOW3RsERbFQq+wHsQf3yw2uqKHUvHwhsAo2ljP7Y6wPL88X3NJvyRNZPhr9TPU6aD3DXDtlzB8BsQPc54l8/QlMUR8EU4vPaV9zktcw60gas6cOTzwwAN223bu3MngwYPx9RW/oJ49e7Jv37569zmjoqKCwsJCux+JY77Y9wXHCo4R6h3K8NjhQPWS2+ZAK+fprCvuAq0r88Ks32ocZKL2nyokq6gCX08D1w6oYWgHXNAhjCAfD7KKKtiUVPcf77HsEvJLTXgZ9QR4GcktqWRXekGjn5dEIjlLCe9ip4lanbqaVamrMOqMPDXoKXTH14lx7pbyVGIHEWM9v1rOUxRFK+VNCOoG5nKRkY/o6t65Q+KItMmiVama0npYlbYKi2Khc0A7Yk7sBr0REhvX8Dog9jziK4VAf3eWLOm5g1tBVPv27WttKywsJD4+Xnus0+kwGAzk5eXVuc8Zr776KkFBQdpPbGztf7wS8Qf98c6PAXik/yMMjxkOwLbM5g+igtXsjxpEOctE+YSw5pDoRTW4fSu8jIZa5xQlPbFK7/fddZf0tll1Uz1jghjSUfR5WnnAsVOxRCL5FxDWSSvnnSo+yaubXgVgcvfJdAhqD8nWfnGu+kPVJHYQ0SZrJqooDUVR2JW9i6SCJLwN3owusn7JT7gY3G1fFRJPWFUVRnRUKVVkldUvTyg1lWqf+yPws157JPg1su9d7EBNXC51Ue7R6NV5RqMRLy/7Eo23tzelpaV17nPGE088QUFBgfaTmlqP38W/lFkbRcq6f+v+jGs/jj6t+wCil1JlVfOsWtPKeWbr+QOtXc1tM1GKAqqHlG+oJv4e1tH5H/nYniIYW7znFOYqi9NxaimvT9sQLuocAcCqQ1IXJZH8a/EJJsJbfLaUVZWTXpxOa9/WTOtpbSpcmCYE1bGOmwfXS+wgosxmdIpCmbmMvIo8LQs1st1I/I+tFuPcKeWphMRhAFrrhIWCKyW9/237H2nFabT2bc2kFGuwU7OU1xBiB9NTFZdLXZRbNDqICg0NJSvL/h9ZUVERnp6ede5zhpeXF4GBgXY/EntWHl/JqjSRsp45eCY6nY74wHhCvEKoqKrQvEuaGk1YXmFttKlmolp1ECLzikIoOqVloso9gtiSLI4Z1inc6XnP79CKYF8Psosr6yzpqZmovm2DubCzON+utHyyiysa9bwkEsnZi294ZwJsvnw9PvBxfD18IcWahYruC55+DTu5Xys8WyUQYdVdHck7wp9JfwIwIawPZB0Qn33th7t/busKvTbWzH59NgebT21m3oF5ADzf/ioCCtKFoXGn0e5fuyZB0SQagwHYnb0Li+L8y6zEnkYHUQMGDGDDhg3a4+TkZCoqKggNDa1zn6RhlJpKtZT1lO5T6BDcARCl0j4RIhvVXCU9TRNVZk1hq5kooxeEWMu22Qc1TdTuXAOVVRaig32ID3P+IeZh0DPaukrvt92OP0iKK8wcyhArD/u2DaF1oDfdIgNRFFhzBmWjTuSX8cOW1HpF8hKJpIkI76L10Lsg6gJGtB0htif/I24bWspTiR2kicu/2PcFJaYSov2i6L/mHbG/4yiHjdbrxfqZGVkhXMLrCqJKTaU8s/YZAK7qeBUXpFqzUN0nuG4gWg+dIvvjZbFQZC4jpTDFpWMURfnXB1yNDqKGDRtGQUEBX375JQCzZs1ixIgRGAyGOvdJGsbHuz7mZMlJovyiuLPXnXb7+rbuC8D2jO3Ncm2tnFdizRapQRRAuNW6IOuQlolamy7+uIZ1CkdXj15AXaW3eM8pTA5KejtT87EoEB3sQ0Sg+NC4qIvIRp1JVgcPfr+Dx37axf/9k9TSU5FI/h2Ed+a6wmJ64s1Tg59Cp1hgxcuw8zuxP35Y484fO4gYqy5qTdoaAK4wBKM/uUs4hF/+VsPOGxIHQGS5+HJYl82BWsZr49eGR3vdDft+FTt6/adh13aAR9vz6GoVl+/J3lPv+MqqSq5ceCXXLLqG7LLsJpvH2UaTaKLmzJnDtGnTaN26NT/99BOzZs2qd5/EfY7kHeHLvSIgfWLQE/gYrUt2q0ywdS59vYROaHvW9mb5dpBfkQ9ASJFVzK2W86BaXH5iO1g1WUtTxG1deiiV89q3Iszfi9ySSpbvry0WV/2h+rQN1rYNt+qi1hzOOiMyP8nZJVo5cu665Dr1XRKJpIkI78L1RcV8k1dBrM5bOHWveR1QYMBtDSu12WKzQk9l/D7h08Tlb0NgZMPO6xsKXoG0Mdc2C7XFrow3+Fn8t8+DymLhNWU1BG0SbMTlu1ywytlwcgNH8o9wKO8Q05ZOo7Dy37mSvkFBlKIoxMXFaY8nTJjA4cOHmTNnDvv376d79+4u7ZO4jqIovLTxJcyKmYtiL9IsDQBY/jwseoAua97G2+BNQUUBx/KPNen1K6sqKTGJFgUh5gpABwFtqgeo4vLjotWCovdgb7YFg17H+Qn1B1FGg55r+ovu599uOl5r/7bj+YAo5an0iQ0m0NtIfqmJHTb+US3F/G3VPjLp+WUs259Rx2iJRNIkqMaR+Snw0RBIWg0evnDlJzD2DfdXzdUkrBMxumod7yATRJtMIgvUfULDz6vTQUg7Iq0BmqNynl0ZL2IQ5//2BCx7Vuzsc2Pjn5stbXrQQySi2H1qS73Dl6Us0+4fzDvIfcvvo8xc1nTzOUtost550dHRXHHFFYSH1xYQ17VP4hoLjy5ka8ZWfIw+zBg4o3pHynpY9x4AHqmb6BkqvEqaWhellvKMOgOBFgX8W4PBo3qAmonKE2Wsco8gQEfv2GCCfDxwheutPlJrDmeRmlu9glNRFC0T1bdddRBlNOgZ2kkt6bWs1YHFojB/qwiiurQJAOD/1ia34Iwkkn8JfmHg20rcLz4lpAW3r4Se1zbN+fV6oltVd1qYkJcNwW1hzOuNP3dIvJaJchREfbnvS9KK04hU9Dy66Sc4tQs8A+DCx2HIQ42/vi0GD3qEiud5sDBJazbvCLPFzMrUlQBM7z+dAI8AtmVu49HVj2KymJp2Xmc4sgHxWUBBRQFvbHkDgDt73kmUv7WMVlEMC6YB1lKWYqGvUaxm3J7ZtLoozSPK6Cv6RNmW8kDrqK6NV/wBGOpCKU+lXSs/hiSEoSjw/eZqa4uk7BLyrCab3SLtV2uqVgcrWziIWn8shxMF5QR4G/noxn4Y9Do2JeWy98TpMQMtq6yi0izLh5J/KdZmwfS8Dm5fARFd6h7vJu2jB+NjsRBaVcUlpeUw8WPwboKV4yFxWiaqsLKQUpP9l8ffD3wPwL3ZWfgbvOH8++GBnXDRk/ZfYpuI6JjzCK2qwqxYOJB7wOm4bRnbyK/IJ9gziBs6XMG7l7yLl8GLNWlreHrt0/8qsbkMos4C3t72NnkVeXQI6sBN3W6q3rH0GeGFEhQrGkkCfQpygOYLokL01rR2ULT9AK8AO6H5iUqh16rL2sAR/xnYFoAftqRqAvPt1lJej+ggPI32b9kLreffk15IZpFY5ZJZVM7riw9w/qvLeeOvg25dv6GoWajxvaKIC/Pjsh5CJ/H5achGHc8pZejrK7j83b8prTTXf4BEcq4x8SORfZr4ccPtDOogOG4435zI4OsTp/C54EHRbLgpCI3HX1EIsP4rttVFHcw7SHJ5Nl4WC5dED4MHdsClL4Jfq6a5tgN0bQdXNyOuw7l8acpSAC4qzMP4Zjf6JW/lzWGzMegM/H7sd17b9BqK0vI61dOBDKLOcHZm7eSnQz8BMHPwTDzUbx9HlsMWax/CK96D7hMB6HV8K3qdnvTidLf6MdVHboV1ZZ5ifcsERtceZJONyq7yJ9DbSM/oILeuM7Jba8L8PcksqmCF1Y18mwNRuUp4gBc9rNf4en0KM+bvYsislXyw6ignCsr5aPVRsoqa10eqqNzEH3tEKv7qfkLXNfWCOAAW7jjRrD5WlWYL9327jeziSg5lFPPfJacnaJRIzii8g4QfVFNqhGyJGUDH8B7EtrtQNPRtKqw2B22qantF/XlM+FENKyvH7/wH7DWozUXMABJV53Jrf76aWBQLK46vAGBEfrYQuf85nWFLX+GlnvcAMO/APD7a9VHzz/cMQAZRZzBFlUW8uP5FAMZ3GE//Nv3FjrJ8WHifuD/wDrH6pO154OGHX1EGXQLaAU2bjdIyURZrmrZmOQ/sOoPnKf4M6RiG0eDeW8zTqOfqfkIbpQrMHYnKbbnIarz5zoojfLc5lcoqC33bBtMh3A9TlcL3m2sL1etCURR2pxW4vOLvz92nKDdZaB/uR+/YYG2uvWKDqayyMG+je9d3h9cWH2BnWgG+nsI2ZO66ZLYkywaiEkmT4uENd6yEyb+IxsRNhWpzUGnvFaUoCouP/QbAmNJyiOrddNesC79W9PQUn6e7nVjl7M7eTWZZJn6KjsFl5ZAwAjz9IXUjly96khmhAwD4YMcHzNs/7/TMuwWRQdQZyj/p/zDx14kczDtIoGcgj/R/pHrn4hlQmA6hHWDE82Kb0UvzQ+mLKKU1ZTNiLYgyWbMq9WSi8vFnWMeGLSRQBearD2Vx8FQRB0+JpbO2onJbLu3eBr31C+iIrq35adp5/Hz3Bdw9PAGAbzYed8tu4It1yYx77x+Xszo/WUt5V/eLsfPDusWajfpqQ0qz6JWW7svgM6sf1f+u78PV/WJQFHjsp12Um1xrZiqRSFqQoFjQGYg0iRKaGkTtyt7FibJMfC0WhgZ2BA+f0zal7pHiy3pqRY7WdNkWdVXesJJiPPVGmPAh3LNRmI5WVTJp63zuqhQVk1c3vcrvx34/bXNvCWQQdYZRWFnI02uf5q5ld5FRmkFsQCzvX/I+od5WR9z9v8HOb0WrgQkfgqdv9cEJon9Tn3yxtL4pV+ipq/NCyoXNgSuZqKFu6qFU4sL8uCChFYoCMxfs1kw2Wwc6duZNjA7i13uGsOKRC/l0Sn/6x4nXamzPSEL9PDlZUM4yB95TzvjOKmr/an0yheV1rzRJzi5hU3Iueh1c2SfGbt+YxEgiArzIKqqot7myu6Tnl/Hoj8LL5ZYL4hnZrTVPj+1GRIAXx7JLeGvpoSa9nkQiaQYMRgiOreUVtThpMQAXl5bhHdPAvn8NJKjdEPqXiczYi+tftNM2KYqiBVEjSkpF4OQfAUExcMP3cNVn4NuKu9KP8p/CYgBm/vOUZlJ6LiKDqDOINWlrmLhgIguOLECHjhu73shP436id0RvMaAkG357UNw//35oO8j+BAmi3UHf9L0AHM473GQGaDllQrAeWpYvNjgKosKqgyiPgDCigxv+7UkVmG+29t7r7UAPZUuPmCDah/vbbfP2MHBtf5HV+nqDa20MjmQWc+CUcBAuqazih811N8D+2eoNNaRjOG2C7IM8T6OeyYNFafXztclNJrQ0VVm4/9vtFJSZ6BkTxIwxYiVSkK8HL0/sAcAnfx/TbCEkEskZTEi8nVdUlaWKJclLABhTXNLw5skNJXYQT+fk4qkorD2xlp8P/6ztOpR3iLTiNLwUhSFl5cKrSkWngx5Xwz2b0fW8jhk5uVxWXIJZqeKRlQ82aWXkTEIGUWcABRUFPPXPU9yz/B4yyzJpF9iOL8Z8Ud1IE0BR4LeHoCQLIrqJJa41CY2HVgmEmStp69UKBYWdmfU7z7rC0YKjAMRZ+zwR4CCI8gujxCBE3jFRDsp9bnBptza08qvWHjjTQ9XHpEFt0engnyPZHM0qrnf8b7tExsjfywiI4MdZKdBiUZi/TaS7VUF5TW4Y1BZPo55daQVsONZ4rVK5qYqXf9/P1pQ8AryMvPefvnYrFkd2a80VvaOwWMt6FWZZ1pNIzmhC44lUvaKKT7ItcxtZZVkEVlk4r6wcYgac3vm06kh7j2Duz80H4L9b/qu1pFFX5V1QWoavbzh0HFn7eL9WcOUc9JPm81KlL0NKyyi3mLh98VR+OvTTObdqTwZRLczK4yuZ8OsEFh5diA4dU7pN4cdxP2rNhDV2/wT7F4LeKJbzGr0cn9CajeqjiJp0U5T0ysxlpBWJjEuHShP4RTgUV+4/VcSfpj4UKj7E9WjcEmBPo56r+1cHJn3ryUQ5IzbUl0u6CC+pr9bXn436fZf4sHjisi6E+nmSnl/GX/scO49vOJZDen4ZAd5GLu3W2uGYVv5eXGt9Hi/9vq/B7WlSckp4+fd9DHplOXPXJQPw2tU9advKt9bY58Z1J8zfk8OZxby97HCDrieRSE4TNl5Rp0pPaRqikaWlePhFCGPP04leDxfP5MbCInpXiE4Vz6x7BkVRWH5ctLsZUVoKva6v26uq4wg87l7Pm22v4MLSMiqx8Pz653nqn6fs/LDOdmQQ1ULkl+cz4+8Z3L/yfrLLsokLjOPLMV/y6IBHq3viqRSehD+swvILH4fIXs5PnCC+GfTNFRmVpkihHis4hoJCiNGPVhaLw1JeQZmJaV9v5dHK23mg7XwG9erZ6Ov+Z0BbDHodgd5GukU13Nhu8nlxgPByKqlw7qN08FQRhzOL8TToGdcrihsHiQ8vR82EzVUW3l4uApRxvaLw9nDeVPuhEZ0I8Day90QhP22tuzxoS2mlmcV7TjH1800Mn72KT/5OoqDMRHSwD69e2UPzoqpJiJ8nL16RCMCHq446bKMjkUjOEELiCa+qQq8IJ3A1iBqtlvKay7ahLvrdjKH9RbyYmY2XIvrkzd4ymyP5RzAqCheWltmX8pzhFYDP2Dd4x9iWB3Lz0aNj0bFFTPpjEscKmrY1WUthbOkJ/BtZlrKMlza8RE55Dnqdnindp3B3r7vxNjoQTiuKsDMoL4CoPvVb/cddAEZv+uadAv8o9mTvobKqEk9Dw5flHs0XpbwEz2CrW7l9qc5iUXj4+x2k5JQSHezLm9cPQK9v/B9+XJgfP9w5GC+jAS+j8yClPoYmhBHXypfknFIW7Ehn0qB2DseppbxhncIJ9PbgxsHt+HD1Ubak5LEzNZ9eVvsCgFl/HmBTUi6+ngZuGxJf5/Vb+Xvx4IhOvPjbPv675CBjekQS6O34G1xmoRDBL9ufwT9Hsu1W9V3YKZybzmvH8M4RGOp5fcf0iOTOC9vz8epjPPnLbvy8jIzv5aAEK5FIWpaQOIxAuMVChkFPeVU5rTAyoLwCYvq3zJx0Ohj/LnEfnMcDuXm83iqEL/d9CcCgsnICowbYLSSqD32fydz224P08o7gsVaBHMk/wvW/Xc+EhAm08WtDa9/WRPhGaLcO/xeeocgg6jSSW57LqxtfZXGyWHnRIagDL17wIj3Cezg/aNsXcGQpGLxgwkf1W/17+EC7C2h3dDmhBm9yq8rZm7O3dnnQDY7kHRHz1Vnf2DUyUe+vPMLyA5l4GvV8dGM/QvyazkelX7vQRp9Dr9dx4+B2vPT7fr5an8INA9vaWRGAWHXym7WUN66XyPBEBHozrlcUP29L57N/knjnP+I1/HVHOp9as1Ozr+lVS9DuiJvOa8c3G1M4llXCeyuO8ORlXe32l1SYmf7TTv7YbW+QGhvqw5jESG4Y2Ja4MPecmGeM7kJxuZlvNh7n4e934Odp4JKu1WVHU5WFn7el8cOWNCb0jtIydhKJ5DQSKr6ERZpMZBiETOPSsgoMAKd5ZZ4dwbEw6mUmLbqfZX5+bPMWn+uXlJbCcBeyULYkXgmLn2BAxhF+vHQ+M458x8ZTG/n2wLcOhwd6BtLazz6wqnkb7BVc63O8JZBB1GliSfISXtn4CrnluRh0Bm5JvIVpvaY5zxCV5MCmj2Hdu+LxJc+43g+q40h0R5fTp0rPckRJr1FBVL4IojqarXoemyBq9aEs3lwmltO/dEUiPWLccyg/XVzTL5bZfx3kwKkiNifnMTDePjjbe6KQpOwSvIx6u0Djlgvi+XlbOn/sPskTl3Uhv9TE4/N3ATDtwg5OS2o18TDoefrybkz9fDOfr03i+gGxWvCVWVTOLXM3syddrKTsHRvMyG6tGdG1NZ1a+zf4g0Kn0/HiFYmUVJhZsOMEd32zjblTB9C/XSg/b0vjvZVHSMsTXdd3pObTr11oo8qmEomkAXgFgG8YkWYzOxBB1Ji8LNAZRPWhJel7E/p9v/JiymqujokCxcLFlWgdMlzGOwi6XQG7viNs70I+vvxj/kj6g8P5h8kszdR+MkoyKK8qp7CykMLKQg7nOdd0jokfw+vDmqAJdCORQVQzk1OWw8sbX9ZWNSQEJ/DSkJfo3qq74wMK0mH9e7B1Lqjiuw4Xw+C7XL+oanWQd4rlIYGNdi5Xg6gOqkdUkBBKp+aW8sB321EUYUlwrdUk80wkyNeDK3pF8/2WVGb/dZCvbh1oVyJUs1AXd4nQVuaB8KAaFB/KxqRc3l1xhLVHsik3WRiSEMb0Ua6ns0E0S76oczgrD2bx8u/7+ezmARzJLGLK/20mPb+MVn6efDqlP30auBLREXq9jv9e04uSyiqW7svgti+2EOIrBPMAYf6eRAb5sDu9gBk/7+KXuy9wWCo0V1nYcCyXHtFBBPk2feNTieRfTUgcbUrF52wbjyB6VRwX2lfP2gtHTivWsl7bDwbzQ9oJzDodrbpd07Dmy31uhF3fwZ6fMYx+lXEdxtUaoigKhZWF9oFVaYbdbWZpJrnluYT5uN7cvjmRQVQzoSgKi5MX88rGV8ivyMeoM3Jrj1u5o+cdjrNP2Udg7Vuw83uwWA0eI3vBkIeh6zjQu6EJapUAwe3oW3oSrEGURbGg17m/jqC4slhz0U0oEl5RaibquYV7yS810SsmiOfGd3P73Keb24e1Z9GuE2xKyuWRH3byzvV90Ot1olu61Qzz8p61dUO3DolnY1Ku1r4lOtiHd//Tp15dkiNmXt6Nvw+vYfmBTP637DD/t1aIxePD/Jg7dQDtWjV981QPg553/9OHW7/YzNojOZRWlhEe4MWdw9ozaVA7ispNXPLmanalFfD52iRuG9re7vgqi8ID3+3g990nCfLx4L6LE5h8XrtG6dTOFQpKTQR4G5tEAyj5FxMazwU5u/k8OJDJXtHo2d2ypTxbgqJh9KvE/Sr64tFnUsPO0+4C0eYmLxn2LYTe/6k1RKfTEeQVRJBXEB1DOjo9VWVpLqaq5u2J6ipydV4zkF2WzYMrH+SxNY+RX5FP55DOzBs7j3v73Fs7gDqxA364Cd7rD9u/FgFUuyFw489wx2roPsG9AArEt4eEEXSurMQHA4WVhZo43F1Uf6hwn3CCCqzNMQOjKCg1sfpQFiB0QWfDP9SECH8+urEfHgYdv+06yfOL9qIoCrvSCkjNLcPHw8DFVjsEWy7p2pp2VisBL6Oejyc3XPfVIdyfm8+PA+Ct/2/vzuOiLNfHj39mGIZ935R9F0HBfcElC9xS08o0bVOzMjuZ5bHtaKX2/WWdSq1TVpaalh3zuGZmiZpLKoqKiajIvojs27AOzPP7Y2CERARkjfv9evnSeZhneJjbGa657+u+rrAYCkrV9HO1ZPvzwa0SQNUw1NfjqycG8NxIT5Y9EMCxV+9l7ghPjJR62Jsb6nK0PvothpTcm9uPNRqJ17f/yc8XtWNfUKrm3Z8vE/rxEfb+eb3ZNV/S8ks5m5Tb7JIPHUFYdAZ9V/zGRwdE02fhLlm5M7isnAirUTyRq31fbfMimw3p85j2A/2QF7TBUHPI5dCnOpfq/HdNP7+iGC7thB+fRPmxPyaR9edTtTUxE9WCJEni54SfeS/8PQorClHIFDwb+Cxze89Fv3ZCuCRB4nE4/jHEHbp53Hc8jHilZV483qHoR3xDoLqKcH1tM+KGIvvbqUkq9zZ3g8rqrt5mjhy8mEGlRsLXwRQfB7O7v942MtLXjg8fCeKl/0by7ckk7MwMKCjVzvyF9LTHSHlrMKgnl/HqWD/e3hPFW5MC6OV0d3lfL4b4sPN8GjnFFYwNcGDNo30bLJHQUkwMFLzxl4T2GtMHuLDzfBqnE3JZsiuKjbO1Bf6W741m29lU5DL4dEY/VOXq6kCrlH9sOc/XLgn8e2pgo/4PVFRqCLucwX/PpHDsWhaSBAGO5iyfHNAiGwjakkYj8e9fr6KRYOuZVBaN7iFmo4Tms9ImlxvkxMGNi9pj7bUzrz4yGYS+ffeP02cGHP4/SDoOOXFg49Xw/dWlcO2ANniK2X8zxQUgNeLur6cFiCCqhWSWZLLi5Ap+T/0dgJ7WPVkxbAU9rGvlzWg02v8Ixz+G1DPaYzI96PUwDF8IDrfJk2oOj5Eg16efqoBwKwvOZpxlWo9pTX6Ymnwob8PqPnjGNqBvyK+XtLvIxgV0a7FLbiuT+ziRW1zBsp+i+fC3GIyqA5j6lvJqTAjszoTAxiWR34mFkT7b5g0lOr2Q8b26N2tZsKXJ5TLee6g349cc40hMFnsuXCc2U6Ur7PnvqUG6n39SkCPrjibw5dE4IlPymfrFSdbPGnDbQCijsIxvjiew/WwqOcUVuuNG+npcul7Iw2tP8lA/J14f74e9WefY2nzgcgZXM7TtgbJV5VxIzW/RXDahi6neoUfySZA0YGyrC6z+ViyctTm+cQchcguELL31PpXlEHsQLu2Aq79ARa1OE5auEPCQNrG9oXqJbUgEUXdJkiT2xO3h/TPvU1RRhEKuYF7gPOb0noO+vHr2qapS+x/i+CrIjNYe0zPQJtoFv3jzBdSSDEzBbSh908MBi2Ynl+uCKL3qbfzmTpRUVOqW8sb26nxBFMDsYR5kFZXz+e9xlKqrMDVQMKpH8xomN4ennWmjSiO0JS87Uxbc582Hv8VUt4zR1qhaMTmAh2u1tTFWKngp1IcZg1yY991ZziXnM3NdOP+Z2Y/RtSq3S5LEtohUVvwcTVGZtsipnZkBj/R3ZvpAF0wMFPx7/1W2RqSw41wav13K4JXRvswe5t7gjsRDVzJIzinhiaHu7RKASpLEfw5pXxdKPTkVVRoOXs5s1yAqPkvFjcIygr06RrKt0ERW7tq/peq6cM4D26fIZlvo+/jNIOreN7XpKpUVEH8YonbA1X1QXqvnq4WLNq0l4EFw7NfhnhcRRN2FG8U3WH5yOcfSjgHgb+PPu8Pevblspi6DyO/gj08gv7rliNIMBj4NQ+aDWf2tQlqM92iCEo+hh7axZboqne6mTZtN0RXalKqXm8ydOBqTRZlag7OVEf7dO++W+MVje5CjqmBrRAoTA7u3yZJaR/fsSC/2/pmua8L82ji/29aPsjc35Pu5Q3hhyzkOXcnkuc0RvPdQb6YPdCUtv5TXt//JsWvZAAQ5W/DCvd7c52ePQu9mKub7UwOZMdiVt3ZH8WdqAcv3RmOk1NM1oP6ry+mFPLPpLFUaiasZKv7fg73avFbM0WvZXEwrwEhfj3+O7cGKvdGEXc7gn03YrbnpZCKfH47j4+lBdx34lKmrmP7VKbKKytn9wrA6RWGFTsK0GygMobK6N6lLG/fLa0t+E8DICoquw7GPtYnmV37SFpSuYeZYHTg9pF3W7GCBU20iiGoGSZLYFbuLD858gEqtQl+uz/w+85kVMAuFXAFlhRDxDZz8HIoztScZ22gDp4FzwciybS7UOxTjA0vxq1BzSanP+czzTQqiCsoLyCrVzjh5VVQvw5g7sj/q5lJeRyh21lwymXYJ6+H+zgSI+kiAtmfhR9OCWLztTyYFOfL8qIZzFoyUenz5RH/e3HGRbWdTeW37RU7G5XAgOoPiiiqUCjmLRvvy9HCPOsFTbX1cLNk1fxirwmL49FAsK3+5wmh/B2xN6/aHlCSJt3ZH6ZLRfzidjI2JsknBy92SJIlPq9v9PDbYlYf7OfH/9l3myo0iUnJLcLG+85b0Xy6m89buSwAs2RnF/oUj6zSRbqqd59PIKtLuVPrf2VQRRHVGcjlYukF29SaFjrIzrzUoDKD3NG0dxMPv3jxu6gD+U7SFOZ0HaZ+TTqBzXGUHkq5K5/mw53nrxFuo1Cp62/Zm26RtzO09F0VJHhxcDqt6Qdg72gDKwgXGfwALo2DkP9sugAKw7wlmjvQt1dYEamoz4pqlPEcTR0yKtMFgpWl3Dl7W/ntcJ13Kq00ulzHIwxoTA/F5okaAowX7XhpxxwCqhr6enA+mBjK/+v67Iq9TXFFFfzcrfnlpBM/d43XbAKqGXC7jpRAfenY3p6BUzXv7rtxyn53n0ziTmIeRvh4LQ7Wzvf85HMs39fQ2bC3hCblEJOWhVMh5ZqQnlsZKBrhpl/HCLtffqLq2yJR8Fm6NBLQfruOzi9l86s6NsW9Ho5FYd+xmD7Kf/rxep1WQ0InUpHXI5O1fZLO1DXoGlKZgYqedWJi1D165DPd/AK5DOk0ABSKIajRJkvhfzP94cM+D/HH9D5RyJa/0f4VN4zfhhT7sWwyre8Oxj6C8AGx9YcpaWHAeBj/XPkXTZDLwCaV/mfZTapODqJqdeVbeukT4q2p7isorsTMzoJ9IpBWqyWQyXh3nx4rJAXjZmbB0oj8/PjcUrybkfSn05NXLc7D9XCon43J0XysoVfP/9l0G4MUQbxaG+uqKna7YG82Oc6kt+wPdRk0u1PQBLjiYa5Pga/LA7hREpeSWMPfbM5RXari3h52uSfSasBjyaiXcN8WhK5nEZxVjZqDA1tSA/BI1v1/NbNZjCe2sJpHcIUCb0/p3ZusDrybAoqsw4SNtz9emlvLpIEQQ1QhpqjSePfAsy04uo1hdTJBdENse2MZsh2AUu1+ET/rC6a+gslSb+Db9O5gfDn1m3rnXXWvzDqVPdRAVmxdLQXnBHU64SVepXGkNOddArs+2fF8Axvg7iC3dwi2eGOrOwUWjeHq4R7OSvvu6WjGzOh9qya6LulmVVQdiyFZV4Glnwtzh2mKg80d58XR18+fF//uTg42YCbob55LzOB6bjUIu47l7bhYkrWkTFB6fqyuX8VeFZWrmbDxDtqqCnt3N+XRmP2YMcsWvmxmFZZWsrm6d1FQ1s1Azh7gypY92d+muyLRmPVYNSZLYEp7M8ep8NqGNuA/X/u03sX2vo60olJ02cKpNrGE0QCNp2HZ1Gx+f/ZiSyhIM9Ax4se+LPG7hj94vS+HKz0B1sUCPkdpiZJ6jOlYSnMc92Eoy3NRqkvT1uZB1gZHOIxt1qq5nnioPAMl9OHuvarebju2EpQ2EzuHVsX78eukGcVnFrDsWz7097Nl0MhGAZQ8E6PKHZDIZ/7q/J3nFFew4n8Zzm8/y4n0+zL/XC/16lg+vZRTxn8OxlFZUMcDdigHu1vRytNA9XlJOMUevZXMsJoszibmYG+kT6GxJkLMFgc6WfP679vXwYF8nnK1uzix72JrgbW9KbKaKIzFZPBBUt1SGukrDC9+f41qmCgdzA9bPGqBrLfTWJH9mrgvnu/BkHh/i1qSaaxdS8glPyEUhlzEr2J3c4gq+Pp5A2OVMCkrVWBjd+gEuLb8UjUZqMHdr1YEYPjkUi4FCzrFX78XevHOUnej0/CZoVy4s6t9UIXRMIoi6jZSiFN458Q6nb5wGoJ99X5a7TsQt4jtIWHDzjn4TtcGTc/92utI7MLIEl8H0K7lCkr4+5zLONSqIkiTp5kxUurYsQ5LdKLKjKzA3VDDE06Y1r1rowiyM9VkywZ+FWyP55OA1fv4zHY0EE3p3Z4RP3TIUcrmM96cGUqmR2HPhOqvCYjhw+QYfPdKHHt20AUlBiZpVYTFsPpWkS0r/LVo7a2WgkBPobEFGYTnJtSq1A+SVqEnKKeGnC9dvfj8Z9eaKhfZ0IDZTRVh0xi1B1Lt7ozl2LRtjpR7fPDWQ7hZGuq8Fe9kyxt+B36IzePfny3w7p/EJxTWzUA8EOdLdwohu5ob0cDDjakYR+y6m37LDMTmnhPFrjlJeqeGjaUFM7uN0y2NuP5vKJ9VLluWVGtYeiePtSS1Yv+4uSJLEibgcvjwaT1ymio2zB3aqQr93JJOBteed7yd0KGI57y80koYtl7fw8J6HOX3jNIZ6hrzuOpENKcm4bXsGEo5oC2QGzdAu2T36fccNoGp4h9C3ekmvsfWicspyyC/PR4YMz1TtObtKAgHtL4y72U0kCHcyuY8jwV42lFdqiE4vxFipx5KJ9Vdb19eTs+bRPqx5tA8WRvpEpRUy6dPjfP57LN+HJzHqw8NsPJFIlUZijL8Db4z3Y7S/A1bG+pRXajiTmEdybgkKuYzBHtYsHtuDHfOD2fz0IBaP7cEYfwe6Vc/GPDrItd76XqP9te2CDl/NRF11M7F7+9lUvj2pTRxf82jfeqvdv3l/T/T1ZByJyeJwI/OZUnJL2Ffdiqem16FMJuPBftrAaOe5ukt6Go3Ea9v/pLiiikqNxMKtkbrZvRqn4nN4fcefALqaad+HJ5NRWHbb60jILm52PldjVVZp2HPhOhM/Pc5jX4dzNCaLtPzSu0rIvxONRmp2SyOhaxEzUbUkFybz1om3OJuhbW8ywMSV5RkZuMR+rr2DwhD6PaktkGnZiaZcfUbT7+h7AFzMvkh5VTkGegYNnlIzC+WitMRQk4TUrTfbtDu7O22BTaHzkMlkrJjSi/Grj1FRpWFBiE+dGZz67j+5jxNDPG14Y8dFDl3J5IP9N3va+dib8vakAIb7aGsyPYd2ZiMuq5jIlHysjPUZ7GmjW2arUXvmq6hMfcvXa/RxscLGRElOcQVnEnIJ9rYlKq2AN3dqW3i8FOJTpxBpbe62JswKdmfdsQTe3RvNcG/bepcja1v/RwIaCUb42OJfqzzH5D6OvL//CqcTc+uUXPjhTDIn43Mw0tdjfK9u7Difxlu7L5GjqmBhqA8J2cU8t/ks6iqJCb278+mMvkz78iQRSXms/T2Odx64dTZqz4XrLPjhPHpyGcO8bZnQuxtj/LvV6StZUlFJfFYxNwrKGOpl0+RdsL9dusHyvdGk5ml3GBvqyxnqacPhq1n8eukG70wKaPHczKi0Al784TwmBnrsmj/sjjtLha5NBFHcnH1ac24NZVVlGMn0eVlVwfSE49qpOgNz7ZbMwc+DadtVtW4xDr1xNbDGprKKHAVcyr5EP4d+DZ6iK7JZWQVAlmMIaYnaJr0jfTrhcyB0Ol52pnwyow/R1wt1CeR34mBuyDdPDeB/Z1NZ/lM0Mhm8PNqXx4e43RKYyGQyvO1N8bZv3E4oM8PbbxLRk8u4z8+ebWdTCbucib+jOfO+O6vbifdSSMN9K/9xnw/bz6URl1XMhE+O8epYP0J62tdbh62gRM3WMykAPDOi7vJPdwsjhnracCIuh92RafzjPh/S8kt1JSMWj+3B7GHuuNoYszrsGmsOXiOzqIyTcTkUlKrp42LJR9OCkMtlLAz15fFvwtlyOpl593jRzeJmblRsporXt2tnrao0Ekdjsjgak8W/dkYxxNMGjSRpg6das1jBXjZ89/TgRgU9lVUaPvwthi+OaN+HrE2UPDXUnSeGumFioEf/FWFkFJYTmZrforuE/3c2lX/tvKir1n8uOZ9BHp2rr6PQtrp8iJ1YkMis/bN4/8z7lFWVMaiiih3JiczITEFuYgchb8PLURDyVucMoADkcmTeIfQr1y7phd8Iv+Mp1/K0007e+drCmvvV2qDrHl+7epv0CkJrGNerO6+M6XHHmZnaZDIZjwxw4dSbIYS/GcrsYR5NOr+5Qqtnmg5cvsGC/0aSmleKq7Uxq6f3vWPgYGGkz7+nBmJhpE9Mhoq5myJ45IuTRCTm6u6TX1LBqfgc/m9fNCUVVfh1M2OEz63Vzh/sq13S23E+DUmSeGPHRVTllfR3s+KpYG1LnYWhvqyYHIBMBj+cTiExpwRnKyPWPTlAV7l/mLcNA92tqKjUsLY6qR60s0vzvz9LSUUVQz1tCHvlHhaP7YF/d3MqNRLHY7M5EZejC6CsTZQoFXJOxOWw/o871/TKUZXz5PrTugBqzjAP/njtPl4K9cHaRImBQo/7/LTLpzWFf+9WRaWGpbui+Oe2C5RXajCufo87EN0yj1+f0oqqVntsoe106ZkojaTh5UMvEluYiLFGYlFuHlOLVMgtXSF4gbbHj/7tlxA6Fe9QguP3cMDEmA1RGxjrNhZPy9snMepmospKkMyd+OqaKVDG+N5iKU/oHNq6gOoIH1uUCjkpuaWk5JZiqC/nyyf6Y2HcuDInIT0dOLr4Xr44Gsf64wlEJOUx9YuT1YnvZWQUlte5/9wRnvXOVI3r1Y2lu6OIzyrm7T2XOBqThVIh5/2HA+uUnXhiqDsWxkoW/RiJob4e62cNxM7s5jK/TCbj5VBfZn4dzg+nU5g3yotu5oYs2RVFTIYKOzMD1szog72ZId723rxwrzfxWSqOxmRhaqiPp50JnrYmWBor2RKezJs7L/LB/qsEe9VdgqwtMiWf5787S3pBGcZKPd5/OJBJQbc2Bh/Xqxt7Llxnf9QN3hjvd1edEzIKy3i+ugckwMJQH7ztTfnHlvMciM7gzft7tmhnhiqNxOqwGD7/PY7JfRz5cGqQKBfTiXXpIEqOjDcys/hGU8rbObk4WvlC6MvasvPtXd+ppXndxxRVKb+YlHHaCF7+/WV+mPADxvq3bnWuvTPPu0LNDY97Sf2zDDNDhShtIAi3YaxUMMxLm68D8P7DgfRsYm9JC2N9Xhvnx1ND3VlzMIYfI1L5M/VmbTdnKyN6OJjR391KN+P0V2aG+oz278ZPF66zqTqp/eVQ33qXLR8IcmSAmxX6evI6AVSNoV42DPKw5nRCLp8fjiPA0Zwd59KQy+DTGX2xN6tb/uB2jbVnDHLh0JVMwi5nsHDrefb8Y3idXpWSJLHxRCLv7btCRZUGT1sTvniiP7632X03qocdBgo5ybklXE4vum1Q1pC84gq+OZ7AtycSKSqvxMxQwerpfQjp6YCqvBKlnpzEnBLisoobveR7J5lFZbz0QyQn47WFZHecS8PB3JDXxvm1yOMLba9LB1HIZAwaOJ+BZzcim/oJ+I7rVOXmm8TYGoVTf95PP8s0zx7EF8Sz/NRy3hv+3i2fsjJKMlCpVSgkCXe1mq9LgwDtG65o0isIt/foIFcOX83iuXs86y0h0FjdLAx576FAnhnhSWRKPm42xvg6mDWYl1XbQ32ddKUZAp0teGbE7XPKHC0bTth/OdSXGetOafOwqt8q/jm2R5PKnMhkMt5/uDdjV+cTk6Hig/1XeWuSPwDZqnIWb7ugCz7HBjjw4SNBDf6sxkoF9/ja8Vt0Bvuj0psURGWryll3LJ7NJ5MoqV5SC3A057OZ/XC3NQHA1EDBEC8bjsZkEXY5o0WCqBOx2Sz4byTZqnJMlHo81M+ZzaeSWPt7HK7Wxrdtui10bF07iALo8ziyvk90rAKZrcV3LLapZ/ggI4O5tub8HP8z/ez7Ma3HtDp3q5mFclOrUShN+SxBO/s0bYBLm1+yIHQmYwO6Eb18LMbKlnlrvd3Mzp2M8LHF1dqYzKIyPpgaeFc7zIZ62TDE05pT8dr8rBA/e+aNbFxfxdpsTA3499RAZm88w/o/EhjVww6NJPHPbRfIVlWgVMj51/09eXKoW6OWz8b16qYNoi7d4JUxd25CnV9Swee/x7HpZCJlam3iuH93cxaEeDPGv9stS2qje9pzNCaLA9EZzLun8T9vlUYiv6SCvBK17u9zyXl8eSQOjQR+3cz47LF+eNmZYm2iZM3BayzZFYWTpREjfTtp3m0XJoKoTjzzVKWRSMktITZTRVp+KcO8bRv+xDT4ebgWxoCUU7yk0ONjCyNWnl5JgG0AATbaLczZpdkcTT0KgFeFmiTrYagK9ejhYEag8601bgRBqKulAqi7odCTs+uFYZSpqxqcaWqsRWN6MO3LkzhaGOl27zXHvX72PDHEjc2nknj+u7MUV88E9XAwY82MPvh1a/yMUkhPBxRyGTEZKuKyVLft01imrmLTyUT+cyiWwrJKAIKcLXjxPp/b7oAE7UaBpbsvcS45j2xVObamDZeF0Wgktkak8MH+K+SV1N/+Z/oAF955IEC3OWdhqA/JuSXsPJ/G/O/PsW3e0CYvAQvtq/1f7cIdqas0JOUUcy1DRWymimvVf+KyVHU6tiv15Lw6rgdzhnnU/yZnYAqPb4ct05mVdJxIZTcOGcErh18hyC6IP7P/JE11s0ifr1rNjtLeADwywLlFkysFQWhd1rXqNd2tge7W7FswAnszAyyN7+5x37y/JyfisonLKgbgqaFuvHF/zyanClgY6RPsbcvRmCz2R93ghXu963xdo5HYFZnGR7/FkJavrTPVw8GM18b34N4etw+eanS3MKKXkzlRaYUcupLZ4Ex8XJaKN3Zc5HTCzd2UZoYKrIyVWBnrY2Wi5MG+Trcs8cpkMlY+3Ju0/FJOJ+QyZ+MZdr0wTNfc+m5JktQh37ev55fyzKYIbE0NmDPcg5E+th3yOhtDJnXwsqyFhYVYWFhQUFCAufnfP0LPK64gOr2Q6OuFXLpeQHR6IfFZxVRq6h8mA4UcLztTlAo5kSn5AAz3tuWjaUG3fyFWFMMPj1KYdIzpTo6kKm6+ecmQ4WXmQr+0S8zPV3Ff8WcUy80IfzMEmzt8EhMEQWiM2EwVnx2O5YEgR+6tLlfQHD+cTuaNHRcJdLZgzz+G644XlKh57rsI3RJkN3NDFo3x5aF+zk1qjL06LIbVYdcY7e/AuicH3PL1ikoNXx2N45NDsVRUajDS12PRGF+eHOrepK4O+SUVPLT2BPFZxQz3tmXz04OaFFTcKCjj96uZJOWWkJxbQnKO9u+KSg0TArvz+BA3gpwtOkyg8vLWSHaer/WB3cGUOcM8mNLXqUPk3TYl7hBBVDuRJInUvFIuXS+sDpoKiL5eyPWC+lssmCj1qgsDmuHjYIpPdZFAZytj9OQybef108ms2BtNmVqDpbE+Kx/qzbhe3eu/AHUp/Hcm8clHWW9lhavSmkBJQS+NAtOyAshLJMGsP/dmLWJcQDe+eKKDt7YRBKHLyVaVM+j/wtBI8Mfr9+FkaURafimz1p/mWqYKE6UeL9znzZxhHs365RyVVsDET49jqC8n8q0xdR4jr7iCx74OJzq9EICRvnb835ReDTZ3bkh8lopxa45RUalhzaN97rgxQZIkTifksulkEvsv3dD1hbyd3k4WPD7ElQeCnNq11t+l69rnVJJgan9nfrmYrlvWtTFR8vgQNx4f4lbvbtG2IoKoDkZdpSE2U1U9u1RIdLo2YKpZn/8rNxtj/LubE+Bojr+jOT26meNoYdioTxGxmSoWbj1PVJr2hT1tgDNvTwqov2aOugx+fAKu/VbvY70re46vS+9h/awB3OdXf8sKQRCE9jT9y5OEJ+SydKI/wV42zNpwmozCcrqZG7Jh9sC7yjGSJIlhKw9xvaCMb54aQEhP7ftgRaWGJ74JJzwhFytjfd6eFMDkPo53PdPzycFrfHwgBltTAw4uugcLo1t3KFZUath+LpVvTyRy5UaR7ng/V0t6O1ngYm2Mq7UxrjbGqMoq2RKezN6L6brUD0tjfRaN9mXmYLcmzcq1lCfXn+ZoTBaTghz5dEZfCsvUbD2dwsYTibplV6WenCl9HXl6uKeukXhbEkFUO1KVV3L5L8txMTdUVNRqSlpDX0+Gr4NZrYDJgp7dG7+N+XYqKjWsCtO2TJAkbVC2enof+tbXHkFTBSnh2iW+Wk6lVTBjvwY7MyNOvH6f6B8lCEKHtOGPBJb9FI2bjTG5qgqKyivxdTBl4+xBLZJU/9buKDadTGLGIBfeeygQSZJ4c2cUP5xOxtRAwc75wfjcpp5VU5VXVjF+zTHis4p5fIgr707pXefrJRWVzP02ghNx2jpThvpyHuzrxJND3RsMFnOLK9gWkcL34ckk55YA2rIOyyf3or9b89vmqKs0SBKNXrr8Izabx74ORyGXcXDRPbjZmOi+VlmlYf+lG6w7lsCF6tQU0O40fXq4B/f42rXZcqQIotpIZmEZl6oDppqgKTGnpN77mhko6OlYHSx1NyfA0QJve9MmrZs31an4HF7ZGsn1gjL05DJeCvFh/iivRgVEczae4dCVTJ4f5SUKwQmC0GFdzy8leOUh3e1BHtase2JAoyvF38nRmCyeXH8aOzMDwt8IYdPJRN6p7su4/qmBd5XTVZ8TcdnMXBeOTAY7ng/WffgtLq9k9sYznE7IxUSpx8JQX6YNcGnSz1mlkfg+PIkPf72qWwl5pL8zr433u+Puw9pq19qSAY8McGFWsLuuzlZ9NBqJyZ/9wcW0Ap4a6sayyb3qvZ8kSZxLzuOb4wnsj7pBzSqlt70pTw/34ME2yJsSQVQL02gkEnKKay3HaYOmbFV5vffvbmFYZznOv7sFLtZG7ZLUV1CqZsmuKF3hvf5uViwa48sgd+vbBlMZhWUMfe8gGgkOLbqnWXVqBEEQ2srUtSeISMpjQmB3PnokqEV/yZZXVtF/RRiq8kpeGe3L6rAYNBL86/6ePDPy9q2z7sYrP0ay41waPbub89M/hlGqrmL2hjNEJOVhZqBg45yB9HdrfmPkbFU5H+y/wo8RqYB2g9JgTxtGeNsywteWHg5m9f6+yiwqY93ReL47lUypum7vP5kMQvwcmDPcnaGeNrec/9OF67z4w3lMlHocefXeRgVtKbklbPgjkR8jUlCVa4M+axMljw925fGhbrdUzG8pHS6IioqKYvbs2cTGxjJ37lw++OCDRgcUbR1ElamriMko0gZL1bNLV24U6Srb1iaXaYvh1Z5d6tndrMPtYpMk7Vbft3Zdoqj6P6KNiZIxAQ6M79WdIZ42XM8vJTIln/PJefwRl0NspoqB7lZsmxfczlcvCILQsPSCUqLSCgnxs2+VPnQvbDnHz3+m625P7e/Mv6cGttoH4xxVOSEfHyG/RM2CEB+OXcvifHI+5oYKNj09mD4uli3yfc4l5/H27ktcTCuoc9zOzIAAR3PktX6+Ko3Eqfgcyqtzq4KcLVgQ4oNSIWf98QRdxXnQFhSdM9xD1+WiolLD6FVHSMop4eVQX14K9WnSdRaWqfnxTAob/riZNzXYw5qtzw1t7o/e8PfrSEFUeXk5fn5+jB07lsWLF7NgwQKmTp3K7NmzG3V+awdRZ5NyOZeUr5tdis1S1bvLwVBfjl837cxSTdDk1828XXc5NFVKbgn/ORTLr9E3yK9VDE5PLqv3Z/78sX7c3/s2u/sEQRC6iF3n01i4NRLQzuZveWYwBorWfe/feiaZ17Zf1N22NNbnu6cH08upZYseS5LEtUxt4+jjsdmcis/RVXSvT19XS14K8bklRykuS8XGPxL539lU3SyVramSxwa7IZfJWBWmTZg/snhUs5uDV1Zp+PVSBt8cj+fp4Z5MCGyd308dKojatWsXc+bMITU1FWNjYy5cuMALL7zA8ePHG3V+awdRszecrhNBg3a6sCZQqgmaPGxN22UnQ2tQV2kIj89lX1Q6v0bdIKe4AqWenAAnc/q6WNHH1ZL+blY4tUBSpiAIQmdXUKom5KPfMTFQ8L95wW2y/V6jkZj25UkikvKwNlHy3dODm9VouanKK6s4m5RHSm4JsppmidV/uduYMNDdqsEZuIISNT+cSebbE4mk/6Vkz4opvXhiiFuLXGdrFhLtUEHUsmXLCA8PZ9++fYD2B7exsSE3N7fe+5eXl1NefjPXqLCwEBcXl1YLor45nsCZhFxd/lKAowUO5gYdpihZa6vSSCTnluBoadjqn6wEQRA6q5KKSuQyWZsWg8woLGPzySQe7Od027Y2HZW6SsOvl26w/ngC55Lz8XUw5ecFI9DvBDu9O1QQtWjRIsrKyvjss890x+zs7IiJicHK6tatle+88w7Lli275XhH3J0nCIIgCELDErKLsTZR1lv3qiNqShDV6iGhQqHAwKDu1KehoSElJfWXAnjjjTcoKCjQ/UlJSWntSxQEQRAEoZV42Jp0mgCqqVq9AbG1tTVRUVF1jhUVFaFU1t/E0sDA4JagSxAEQRAEoaNp9ZmogQMHcurUKd3txMREysvLsbZufo0LQRAEQRCE9tbqQdTIkSMpKChg06ZNAKxcuZLQ0FD09EQSsyAIgiAInVerL+cpFAq++uorZs6cyeLFi6mqquLIkSOt/W0FQRAEQRBaVasHUQBTpkzh2rVrREREEBwcjJ2dXVt8W0EQBEEQhFbTJkEUgJOTE05OTm317QRBEARBEFpVx696JQiCIAiC0AG12UxUc9XUAi0sLGznKxEEQRAE4e+uJt5oTC3yDh9EFRUVAeDi4tLOVyIIgiAIQldRVFSEhUXDDZ9bve3L3dJoNFy/fh0zM7NW6WdX05svJSVFtJVpZ2IsOg4xFh2DGIeOQ4xFx9HaYyFJEkVFRTg6OiKXN5z11OFnouRyOc7Ozq3+fczNzcULo4MQY9FxiLHoGMQ4dBxiLDqO1hyLO81A1RCJ5YIgCIIgCM0ggihBEARBEIRm6PJBlIGBAW+//bZoetwBiLHoOMRYdAxiHDoOMRYdR0caiw6fWC4IgiAIgtARdfmZKEEQBEEQhOYQQZQgCIIgCEIziCBKEARBEAShGUQQJQiCIAiC0AxdOoiKiopi4MCBWFlZsXjx4kb1yRFaxu7du/H09EShUDB48GAuX74MiDFpb+PGjWPjxo2AGIv29PrrrzNp0iTdbTEWbWvz5s24urpiampKaGgoiYmJgBiHtpKTk4OHh4fueYeGn/v2HJcuG0SVl5czadIk+vfvT0REBNHR0bpfHkLriouLY/bs2axcuZK0tDTc3NyYO3euGJN29v333/Prr78C4vXRnqKiovj8889ZvXo1IMaircXFxfGvf/2LXbt2ER0djZubG7NmzRLj0Eays7OZOHFinQCqoee+3cdF6qJ27twpWVlZScXFxZIkSVJkZKQ0bNiwdr6qruGnn36S1q5dq7t96NAhSalUijFpRzk5OZKDg4PUo0cPacOGDWIs2olGo5GCg4OlpUuX6o6JsWhb27Ztkx555BHd7WPHjkndu3cX49BGQkJCpNWrV0uAlJCQIElSw6+B9h6XLjsTdeHCBYYMGYKxsTEAgYGBREdHt/NVdQ0TJ05k3rx5uttXr17F29tbjEk7WrRoEQ8++CBDhgwBxOujvaxbt47IyEg8PDzYu3cvarVajEUb8/f359ChQ5w/f56CggI+++wzRo8eLcahjXz11Ve89NJLdY419Ny397h02SCqsLAQDw8P3W2ZTIaenh55eXnteFVdT0VFBR9++CHz588XY9JODh8+zMGDB3n//fd1x8RYtD2VSsWSJUvw8fEhNTWVjz/+mJEjR4qxaGP+/v5MnTqVfv36YWlpSXh4OB9++KEYhzbi6el5y7GGnvv2HpcuG0QpFIpbSsYbGhpSUlLSTlfUNS1ZsgRTU1OeffZZMSbtoKysjOeee461a9fW6YYuxqLt7dixg+LiYg4dOsTSpUv57bffyM/PZ/369WIs2tCpU6f46aefCA8Pp6ioiBkzZnD//feL10Q7aui5b+9x6bJBlLW1NVlZWXWOFRUVoVQq2+mKup4DBw7wxRdfsGXLFvT19cWYtIMVK1YwcOBAJkyYUOe4GIu2l5qayuDBg7G2tga0vzgCAwMpKysTY9GGtm7dyqOPPsqgQYMwNTXl3XffJT4+Xrwm2lFDz317j4uiTb5LBzRw4EC+/vpr3e3ExETKy8t1b2BC64qPj+exxx5j7dq1+Pv7A2JM2sOWLVvIysrC0tISgJKSEn788Ufc3d1Rq9W6+4mxaH0uLi6UlpbWOZaUlMRHH33EqlWrdMfEWLSuysrKOktBRUVFFBcXo1AoOHXqlO64GIe209Dvhvb+vdFlZ6JGjhxJQUEBmzZtAmDlypWEhoaip6fXzlf291daWsrEiROZMmUKkydPRqVSoVKpGDFihBiTNnbs2DGioqKIjIwkMjKSBx54gOXLl3P06FExFm1swoQJXL58mS+++ILU1FQ++eQTIiMjGTNmjBiLNjRs2DB27NjBqlWr2LJlC1OmTMHBwYEFCxaIcWgnDf2+bvff5W22D7AD2rlzp2RkZCTZ29tLNjY2UlRUVHtfUpewc+dOCbjlT0JCghiTdvbUU09JGzZskCRJvD7aw8mTJ6Xg4GDJyMhI8vDwkHbu3ClJkhiLtqTRaKR33nlHcnV1lfT19aW+fftKERERkiSJcWhL1CpxIEkNP/ftOS6y6ovtstLS0oiIiCA4OBg7O7v2vhwBMSYdiRiLjkOMRccgxqH9NPTct9e4dPkgShAEQRAEoTm6bE6UIAiCIAjC3RBBlCAIgiAIQjOIIEoQBEEQBKEZRBAlCIIgCILQDCKIEgRBEARBaAYRRAmC0KZ+//133N3dW/xxExMTkclkTb5PY84TBEGojwiiBEH4W3B1dW1W5/aGzhs1ahQbN268yysTBOHvSgRRgiD8Lcjlcl0PwLY4TxAEQQRRgiC0iz179uDm5oaVlRWffPJJvct8MpmMxMRERo0axezZs3FxcWHWrFk8++yzWFpasnfvXt19b7cst3fvXry9vbGxsal3Vqm+8+bNm4dMJuPIkSPMnj0bmUzGvHnzANi8eTO9evXS3VelUmFoaMiVK1fu4tkQBKEzEkGUIAhtLicnh5UrV/Lzzz+zbNkyFi9eTGlpaYPnxMXF8emnn/Ltt9/Su3dvJk6cyO7duxs8JyMjg+nTp/Paa68RHh7Ovn37GnV9q1atIi8vj2HDhvHZZ5+Rl5fHqlWrAJg8eTKxsbFcvXoVgF9++QU/Pz/8/Pwa9diCIPx9iCBKEIQ2p1KpWLt2Lb169WLevHlUVFSQmZnZ4DkzZ86kT58+ADzzzDN4e3ujVqsbPGf//v14enrq7r9s2bJGXZ+RkRGWlpYoFAqMjY2xtLTEyMgIAHNzc8aNG8f27dsB2LVrF9OnT2/U4wqC8PcigihBENqclZUVQUFBACiVSgD+2sazpKSkzm1DQ8N6/92Q9PR0XFxcdLc9PT2bdb1/NW3aNHbs2IFarWbfvn1MmzatRR5XEITORQRRgiC0OXNz81uOeXh4UFVVpbsdERFx19/H3t6e69ev624nJyc36Xy5XH5LcAfwwAMPEB0dzYYNG/D29sbLy+uur1UQhM5HBFGCIHQIzs7OpKenExcXR3FxMe+8885dP+bYsWO5evUq3377LXFxcU1+TG9vb8LCwkhPTycsLEwX5JmamjJ+/HheffVVsZQnCF2YCKIEQegQ9PT0WLhwIcOHD2f48OEsWbLkrh/TycmJLVu2sGzZMoYPH86wYcOadP7SpUtJSkrCw8OD559/Ho1Go/va9OnTKSwsFEt5gtCFyaT65qoFQRCE24qPj+fYsWOsW7eO48ePt/flCILQThTtfQGCIAidzZQpU8jMzGTbtm3tfSmCILQjMRMlCIIgCILQDCInShAEQRAEoRlEECUIgiAIgtAMIogSBEEQBEFoBhFECYIgCIIgNIMIogRBEARBEJpBBFGCIAiCIAjNIIIoQRAEQRCEZhBBlCAIgiAIQjP8f0v6jMQnu/W4AAAAAElFTkSuQmCC\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": [
+ "## 年份、月份对租赁数量的影响"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "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": 20,
+ "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": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Mean Count per day in two years')"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqUAAAGCCAYAAADZmbohAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydeZwcVb32n1p7nZ6ZJJN9J4QlCSCETfASkMsOgiIIyOKVRRQR7qss4sKmCcjFDQW93HujoiIBgYAG1LAHAiQICYEkAtm32Xt6rfW8f5w6p6u6q3t6MpPMJJyvn3xkeqqrT1fVdD/1/DaJEEIgEAgEAoFAIBAMIvJgL0AgEAgEAoFAIBCiVCAQCAQCgUAw6AhRKhAIBAKBQCAYdIQoFQgEAoFAIBAMOkKUCgQCgUAgEAgGHSFKBQKBQCAQCASDjhClAoFAIBAIBIJBR4hSgUAgEAgEAsGgI0SpQCAQCAQCgWDQEaJUIPDxwgsvQJIkSJKEP/zhD/zxLVu28MdvvfXWwVtgP/j1r3+NAw88ENFoFPvvvz8eeOCBwV6SoAbsWpw/f/5gL6WCOXPmYPLkyYO9DIFAsJchRKlAUIUVK1aE/veeyE033YSrrroKAPCVr3wFyWQSV199Ne68885BXplAIBAIBBQhSgWCKqxcuTL0v/c0li1bhrvuuguf+MQnsHz5cvzkJz/Ba6+9hqOOOgq33XYbtm7dOthLDDB58mTMmTNnsJchqMFvf/tbLF68eLe/7q233gpJkrB+/frd/toCgWDXI0SpQFCFvcUp/fnPfw6AfqHHYjEAgKZp+PKXvwzbtvHkk08O5vIEeyATJ07EPvvsM9jLEAgEexlClAoEIXzqU5/C5s2b0dXVBYCK0uOOO26QV7VzPPvss1AUBZ/+9KcDj++7774AgNWrVw/GsgQCgUAgCCBEqUAQwkEHHQSAhu0ty8KaNWswa9asiu0IIfjlL3+Jgw46CNFoFKNHj8bXv/51ZLPZim2fe+45zJkzB83NzWhpacEpp5xS4cBedtllkCQJtm3j5z//OaZNm4ZEIoHDDz8cS5cu7fP7aG9vx44dOzB+/HgkEomK9/i73/0OF1xwQeDx3/zmNzj44IMRjUYxceJE3HTTTcjn84FtqoXYy8Or7OcPPvgAf/rTnzBz5kzE43HMnDkTTz/9dMX7liQJGzZswIsvvsh/3tlw7fz58yFJEh555BGcd955aGhoQHNzMy6++GLs2LGjYvtMJoNvfetbmDRpEiKRCKZPn46f/exnFdv5C5BM08S8efMwc+ZMnHrqqX1eI6OtrQ2XXXYZmpubkUqlcPHFFyOdTodu29t15DgORo8ejenTp4c+V5IkfO9739vptQK1C53qPef14i8+vO222wAAU6ZMqSg8XL58OSRJwu233w4AeOqppyBJEr74xS8CoDdfkiThxhtv5PvevHkzLrnkEgwfPhzxeBxz5szBSy+91Oc1AsDTTz8NSZLwwx/+sOJ3l1xyCSRJwocffsgfsywLd955J6ZPn45IJIJJkybhe9/7Hmzbrnj+o48+iiOPPBINDQ0YO3YsPv/5z4f+TfjPy7Jly/C5z30Oo0aNwosvvhjYzjAM3H777dhvv/0Qj8cxceJEfO1rX+M34QLBYKEO9gIEgqHIjBkzIMsyVqxYgebmZpimGSpKr776avzqV7/CJz/5SXzta1/De++9h/vuuw+rVq3C4sWLIUkSAPrFevLJJ2P48OG46KKLQAjBY489hhNPPBHvv/8+hg8fHtjvrbfeih//+Me48MIL0dPTg0ceeQRnnnkmPvzwQ6RSqbrfx5YtWwAAI0eOrPhdc3Mz/8JmfPvb38bcuXMxZcoUXH755VixYgXuuusuvPTSS3j++ecRiUTqfm0/8+fPx1133YXzzz8fRx55JH7729/ic5/7HFavXo0pU6bgrLPOwvjx4wEA9913HxobG3HxxRfz5zc1Ne3U6wL0HDU0NODSSy/FmjVr8NBDD+GNN97A8uXLkUwmAQD5fB5z5szBO++8g7POOguTJ0/G4sWL8Y1vfAOdnZ2hHRcMw8CnP/1pvP766zj88MOx//7779T68vk8jj/+eKxatQonnHAC9t9/fyxcuBDPP/98xbb1XEeKouC8887Dz3/+c7z99ts45JBD+PMfe+wxAMCFF164U2vtC72d83qZNGkSbrnlFgDASy+9hJdffhnXXHMNGhsbAQD/9m//BoDeZEUiEaxZswYA8N577wX+f+3atQCA2bNnAwA2bNiAo48+Gtu3b8c555yD4cOH49FHH8WnP/1p/OlPf8JnP/vZPr1fdl4eeeQRfPvb3+aPW5aFp556CkcddRRPeXBdF2effTb++te/4uSTT8aZZ56J119/HXfccQc2btwY6Ljw0EMP4eKLL8bUqVNx+eWXI5fL4eGHH8a7776Ld955B7quV6zliSeewPnnn4/Ro0dj5syZFZ8Z1157LX7961/jmGOOwVlnnYUtW7bgV7/6FdatW4e//vWvfXrfAsGAQgQCAef5558nAMj//d//kenTp5Mrr7yS/P73vycAyGuvvUYAkO9///uEEEJefPFFAoBceumlgX1cccUVBABZvHgxf+zss88mqqqSd999lz/2xhtvEADkt7/9LX/s0ksvJQBIMpkky5cv549/4xvfIADIX//61z69n1deeYUAIJ/61Kd63fbNN98kAMihhx5Kenp6+OPXX389AUBuv/12/tikSZPIcccdV7GP73//+wQAWbduXeBnRVECa//xj39MAJBf/vKXFfuotu++8n//938EAJk4cSJpb2/nj1933XUEALn77rv5Y7fddhs/7wzDMMiMGTNIPB4nmUyGP86ukcmTJ5NZs2aR9evX92ud7Fh85Stf4Y9t27aNjBo1qmJN9V5Hr776KgFAbr75Zv6Y67pkzJgx5NBDD+3Xegkh5LjjjiOTJk0K/d3OnPN6Kb++ypk9ezaZPXs2IYSQSy65hMyZM4fEYjHiOA750Y9+FHjuGWecQQCQ3//+9/z569atI83NzaSpqYmk0+k+r+/KK68kAMiaNWv4Y4sWLSIAyM9+9jP+2G9+85vAZwnjpJNOIpIkkQ8++IA/9olPfIKkUinS2trKH3vkkUcIAPLSSy8Fnn/ccceRpqYm0tTURO69917ium7oOhsbG8l+++1HHMfhj910001kypQpJJfL9fl9CwQDhQjfCwRVmDVrFlasWIEVK1ZgxIgRGD16dOD3CxYs4P/9ne98h/9jIbCXX36Z//7xxx+HZVmYMWMGAKCjo4M7YWFhuOuuuw6HHnoo//mkk04CALS2tvbpPcgy/RN3HKfXbR966CEAwO23346Ghgb++B133IFEIoHf/e53fXptPxdccEEgvL2z72dn+OpXvxpwov/zP/8TAM21ZSxYsACqqmLt2rX8PN5+++2Ix+PI5/NYvnx5xX5bW1uxcOFCTJo0qV/rW7RoEQDgW9/6Fn9s9OjRuPrqqyu2rfc6OvroozFlypTANbpkyRJs27YNF110Ub/WWy+Dcc5nz57NHdH3338fX/jCF2AYBjZs2IC1a9di+PDhmDx5Mrq6uvDXv/4Vs2fPDrjGkydPxrXXXovu7u6dSjVg+3rkkUf4Y48++igURcH555/PH2Pnpbu7O/DZQQgBIQSvvPIK3/att95COp1GS0sLAGDr1q149dVXAYR/dnR3d+OCCy7A9ddfzyM15bS0tKC9vR2bNm3ij82dOxcfffQR4vF4n9+3QDBQiPC9QFCFgw46CM8++yyampp4jqmfDz74AADNwQxj27ZtgZ8XLlyIBQsWYMmSJVi/fn1Nwej/AgPAvygIIX16DyzE2dPTU/G7d955B0ceeSQuv/xy3HfffTzsWf5eE4kE9tlnH6xcuRKO40BRlKqvV038DtT72RkOPPDAwM8TJkxANBrF5s2b+WMffPABbNvG3LlzQ/dRfi4B4KqrrhqQBvIbNmyArusVIe2waw6o/zr6whe+gLlz5+Ktt97CoYceisceewyyLOMLX/hCv9dcD4NxzmfPno0HHngA27dvx+rVqzF79mxMmTIF7733HtasWYPDDz8cAA3lu64beowPPvhgADtXAPipT30K48aNwyOPPILvfOc7cBwHTz75JE488cRACg377PjpT38auh//9ea6Ln7/+9/jySefxNKlS7Flyxb+Nxj29xaJRHod8HHnnXfioosuwrRp0zBr1iwcfvjhOPXUU3HWWWfx60kgGAzE1ScQVGHWrFnIZrN45plnQvNJGR0dHdzh8P/zT0y65ppr8JnPfIa7N48++ijWrVtXdZ9Tp04dkPcwdepUKIqC9evXw3XdinUbhsHzKhnV3JV62LhxY9V1DBblX9yEELiuW/HlO2vWrNDzSAgJFXLVRGNfIYRAluWK4x4m/vtyHbECNuba/fnPf8acOXMwduzYAVl3bwzGOWf5ov/4xz+QzWZxwAEHYMaMGXjvvfewdu1a/ntGrWt9Z/4OZFnG+eefj5UrV2L16tV48cUX0d7eHupONzQ0VL3ebrrpJr7d2WefjUsuuQQdHR244oor8PTTT2PJkiVV1zB69OjQHHI/559/PtauXYu7774bM2fOxF//+lecc845OOOMM3bLjaJAUA0hSgWCKvhFR5gAmTZtGgBwh5GRTqdx33334e9//zsAWmz0i1/8AieeeCKWLVuGH/7wh/jsZz9bs2gorHhhZ4hGo5g9ezay2SzefPPNwO/eeecdACUncb/99gNQ2ZM1n8/jww8/xLRp07hQYh0C/DiOw8OK5fTl/Qy0U/Puu+8Gfl63bh1M08TEiRP5Y9OmTcNHH30Ey7IC27LCNVYssysYP348isViIJQKAKtWrQr83NfraNasWZg5cyYWLFiAN998Exs3btwtBU6MgbqG/fR2bcyYMQOxWAxPPPEEpkyZgng8jhkzZuD111/H9u3buSidPn06L2Qshw3KYH8PfYUd4wULFuCxxx5DLBbD2WefHdhm2rRpyGQyFYMrNm3ahPvuuw+vv/46AODVV1/FU089hcsvvxzPP/88vv/97+P000/v141jNpvFsmXLkEqlcP311+O3v/0tNmzYgPPPPx+LFi3a6e4DAsFAIESpQFCFqVOn8jZKYU7pueeeCwC4++67A2LmwQcfxNe//nUuZFj7oTFjxvBt8vk8H/u5q/nKV74CAIF2M11dXbj//vuh6zrP+2OV+N///veRy+X489nP/mr4lpYWHvJm/M///A8PS/aHiRMnYsOGDQHHJqxNTr3cf//9aGtr4z//13/9FwAE8h3PPfdc5HI5/OQnPwk898Ybb8TXv/71CrE6kLBcy3vvvZc/1t7ejl/84heB7XbmOrrgggvw0Ucf4eabb0YkEsHnPve5gVz6bofdSPjdYUIId8NVVcXBBx+Mxx57jOfdzpgxg3cdYOH75uZmnHbaaXjzzTfxpz/9ie9r48aN+OlPf4qmpiacccYZO7XGww47DPvuuy8efvhhPP744zjrrLMCOdpA6bNj7ty5gev87rvvxte//nVs374dAPj/+895R0cHrrvuup1aG0Df4+GHHx4YMSzLMg444AAACPytCAS7G5FTKhBUQZIkzJw5E2+++SZmzJhRUaBx3HHH4fLLL8eDDz6IQw45BCeeeCK2bt2Kxx9/HLNmzcKXv/xlANSJHDNmDP7whz9AlmXEYjEsXLiQ9/4My/ccSC699FI89dRT+POf/4yjjjoKxxxzDJ5++ml89NFHmDt3Li+gmD17Nm6++WbMnTsXBx10EE477TSsWLECL730Eo4++mjccMMNfJ9nnXUWvvvd7+Lqq6/G5Zdfjpdeegl33HEHTjjhBDz33HP9Wu8Xv/hFXHHFFTj55JNx6KGHYvPmzUin03jqqad2ep+zZ8/GmWeeidWrV2Px4sU48MADccUVV/Dff/Ob38Tjjz+OG264Ac888wwOPvhgvPnmm3jllVfwpS99iecZ7gquvvpqPPjgg/jJT36CVatWYb/99sPChQtRKBQC2+3MdXTBBRfglltuweLFi3HOOef0q7XWUOC0005Dc3MzLrvsMpx77rkwTRN///vf8cwzz/D83tmzZ2Pp0qUBUQpQYedPXbjvvvuwfPlyXHjhhViwYAGGDRuGxx57DD09PfjTn/7Up9Zr5VxwwQW8X2qYO33xxRfjj3/8I3dFjznmGKxZswaLFi3Cv//7v3NBfOSRRyKRSOCee+5BW1sbTNPEE088wVNxduaz48ADD8TRRx+Nn/3sZ/jwww9xwAEHYOvWrViwYAGam5vFiF/B4LJ7ivwFgj0Df0soQgi5/PLLyb777ksIoe1iUNbGxXVd8vOf/5zMmDGDRCIRMmnSJPL1r3+ddHR0BPb79ttvkxNPPJE0NDSQ5uZm8vnPf56sXbuWjBgxgkyfPp2YpkkIKbWEsiyr5rr6imVZZN68eWSfffYhuq6T/fffnzz44IOh286fP58cdNBBRNd1Mn78eHLDDTdUtIkpFovk2muvJaNGjSKJRIIcd9xx5LXXXqvaEupf//pX4Plhx5Lhui758Y9/TKZNm0ZUVSUtLS3k29/+dp/fM2sJ9cQTT5AvfvGLpKGhgTQ2NpKLL7440F6HkU6nyfXXX08mTJhAotEomTFjBvnJT34y4OcijK1bt5KLLrqINDY2kkQiQc455xzypz/9qeJ16r2O/Bx11FEEAHn00UcHbL31tITqyznvC2+88QY57rjjSDKZJLFYjBx99NGBll+s3RJrkVUoFIgsy+TMM8+s2NemTZvIxRdfTIYNG0ZisRg57rjjyIsvvtiv9RFCyOrVqwkAMmzYMGIYRug2hmGQ2267jeyzzz4kEomQadOmke9973sVf2vPP/88Ofroo0k8HicjR44k//Ef/0Hee+89omkamTNnTmDbWufFT1dXF7n55pvJfvvtx/f7uc99jqxatWqn37NAMBBIhIisZoFAsPcxf/58fOlLX8Lzzz//sXZ/LrnkEixcuBDbt29HNBod7OV8LMjn8xg+fDguvfTSQMGjQCCojQjfCwQCwV7Gli1bcMMNN6C5uRkPP/wwvvrVrwpBuhv4n//5H6xcuRIrV66EaZqBFBGBQNA7QpQKBALBXoYsy3jmmWdQKBTwmc98Bj/4wQ8Ge0kfC4rFIn75y19i+PDhuP/++3HYYYcN9pIEgj0KEb4XCAQCgUAgEAw6oiWUQCAQCAQCgWDQEaJUIBAIBAKBQDDoCFEqEAgEAoFAIBh09thCJ9d1sXXrVjQ0NPRr5JpAIBAIBAKBYNdACEEmk8HYsWN7HRW8x4rSrVu3YsKECYO9DIFAIBAIBAJBL2zatAnjx4+vuc0eK0rZLOFNmzb1axycQCAQCAQCgWDX0NPTgwkTJnDdVos9VpSykH0qlRKiVCAQCAQCgWAIU0+qpSh0EggEAoFAIBAMOkKUCgQCgUAgEAgGHSFKBQKBQCAQCASDzh6bU1oPhBDYtg3HcQZ7KYIBQlEUqKoq2oAJBAKBQLCXsdeKUtM0sW3bNuTz+cFeimCAicfjGDNmDHRdH+ylCAQCgUAgGCD2SlHqui7WrVsHRVEwduxY6LounLW9AEIITNNEW1sb1q1bh3333bfXRrwCgUAgEAj2DPZKUWqaJlzXxYQJExCPxwd7OYIBJBaLQdM0bNiwAaZpIhqNDvaSBAKBQCAQDAB7tc0kXLS9E3FeBQKBQCDY+xDf7gKBQCAQCASCQUeIUoFAIBAIBALBoCNEqaAqL7zwAiZPnjzYyxAIBAKBxytbXsFvV/12sJchEOwShCgVCAQCgWAP4d32d/F229uDvQyBYJcgRKlAIBAIBHsIeSsPxxUDYQR7Jx8rUUoIQaZo7fZ/hJC61/jPf/4TRx99NJLJJI455hisWrUKAPDyyy/jkEMOQTwex+GHH453332XP+dvf/sbDjjgAMTjcRxzzDH48MMPAQDz58/HnDlz+Hbr168P9Gv985//jOnTpyORSOD444/Hli1b+nmEBQKBYGhCCME1i69B1swO9lL6Rd7OwyFClAr2TvbKPqXVyBo2Zt36t93+uitvPQkNUa3X7Xp6enDKKafguuuuw6OPPop7770XF110Ed566y2ce+65uPbaa/HlL38Zc+fOxbe+9S0sWrQIAHDJJZfgm9/8Jr7whS/gjjvuwHe+8x388Y9/rPlanZ2duOCCC/Df//3f+Pd//3dcc801uPPOO3H//fcPyHsWCASCoYRDHLy4+UVsy23Dvvq+g72cnSZv5WETe7CXIRDsEj5WojQZUbHy1pMG5XXr4emnn8awYcNw8803AwC+853v4IgjjgAAvPPOO2hsbMSKFSuQyWSwdu1a/rxYLAbDMNDY2IgHHngAruv2+loNDQ3YuHEjGhoasGzZMpimGdinQCAQ7E24hH4udhvdg7uQfpK3RfhesPfysQrfS5KEhqi22//VO+J08+bNgWr35uZmnH/++ZBlGffeey/GjRuHr33ta0in03Cc0ofSH//4R7zwwgsYM2YMjj32WLz11luh+8/n8/y/CSG46aabMHbsWNx0002wbTuwT4FAINibYCHvPV2U5qycCN8L9lo+VqJ0qDNhwgSsW7eO/5zNZjFz5kw8/PDDuP/++/H+++9j2bJl+PKXv8y3yeVyyOVy+Pvf/47Ozk586lOfwn/8x38AoCLcLzSXLVvG//sPf/gDXnzxRWzevBmvvvoqzjzzzN3wDgUCgWBwYE5pV7FrkFfSP4RTKtibEaJ0CHH66aejq6sLP/zhD7F582bceeedcBwHiUQCAJBOp7FkyRL853/+Jy+ecl0Xp59+Oh566CG0t7dDlmUevh8/fjxWrVqFrq4u7NixA/fccw9/rWyWJvt3dnZi0aJFuOOOO/pUkCUQCAR7EsxdTBvpQV5J/xA5pZUQQrBky5LBXoZgABCidAiRSqXwzDPP4KmnnsIBBxyApUuX4vHHH8epp56Ks846C4ceeii+8pWv4IorrsDWrVuxY8cONDQ04KGHHsIPfvAD7LPPPnjqqad4sdLxxx+PU045BbNmzcKZZ56JO++8k7/WJZdcgn333RcHHHAAbrvtNlx11VVYvXo1isXiYL19gUAg2GUwd7HL2LOd0oJdEE5pGV1GF77yj68gb+V731gwpJHIHmqP9fT0oLGxEel0GqlUKvC7YrGIdevWYcqUKYhGo4O0QsGuQpxfgUDQV9oL7Tj+keNx1j5n4QfH/mCwl7PT/NvD/4ZRiVFYcOaCwV7KkIGd25fPfxlN0abBXo6gjFp6rRzhlAoEAoFgr2dvySkVhU6VMOe46IhI356OEKUCgUAg2OthonRPzim1XAuma4rwfRns3JqOWfdz7lx6J/62fvf3LRfURohSgUAgEOz1MHdxT84pLdgFABBOaRkuqCjti1O6LbcN7YX2XbUkwU4iRKlAIBAI9nqYu7gn9yllhTy2K6rv/bCOM31xSh3igGCPLKnZqxGiVCAQCAR7PcxdzJiZPVbU5W0qSoVTGoQ7pXb9TqnrujzsLxg6CFEqEAgEgr0el7hQZTryeU/NK2VOqcgpDcJEel+cUpcIUToUEaJUIBAIBHs9DnEQU2KIqbE9NoTPRalwSgOw8L3hGPU/B64YGDME6bMotSwLp512Gl544YXA4ytXrsR+++3Hf77llltw6KGH4rTTTkNbWxsAYO3atTjiiCPwyU9+Er/61a9qbisQCAQCwUDhEheyLKMp0rTnilI7D1mS99j0g10FC9/3RZQ6rsOfJxg69EmUmqaJM888Exs3bgw8blkWrrrqKhgGvSAWLVqEV199FcuWLcM3v/lN3HLLLQCAiy++GPPmzcOSJUuwYMECbNy4seq2goFj/vz5mDNnzmAvo27mzJmD+fPnD/YyBALBXoTjOlAkhYrSYvdgL2enyFt5JLWkcErLYGH4PjmlInw/JOmzU/rggw9i9uzZgcduvfVWXHjhhfznZ599FhdddBFkWcbxxx+P1157Dd3d3diyZQtOOOEESJKEk08+Gc8//3zotmEYhoGenp7AP0F9XHjhhXj66af79Jz169dDkqRdtCKBQCDYvTiEitKUnkKPOTjfH5ZjYX16/U6Pw8zZOTToDUJMlbFTolSE74ckfRKluq5j/Pjxgcdef/11vP322/ja177GH8tkMpg4cSIAQJIk5HK5wGMA0NjYiG3btoVuG8bcuXPR2NjI/02YMKEvS/9Yo+s6ksnkYC9DIBAIBg2XuJAlGXEtzqvYdzdXL74aZz5xJh5Y8cBOPT9v5ZHSUwMevt/QswH/2PCPAd3n7mSnRKmovh+S9KvQqVAo4Prrr8d///d/B1y1VCoVEJc9PT0Vj2UyGRBCQrcN4+abb0Y6neb/Nm3a1PcFEwIUe3b/vz7cjV122WW49dZb8dBDD2G//fbDfffdBwB48803ceSRR6KxsRGf/exnkU6Xqkefe+45TJkyBePGjcMNN9yACRMmYOHChfz31cL399xzD8aMGYNUKoULLriAp19Eo1FMmTIFAL1RkCQJS5cu9Q4hwY9+9CNMmjQJY8aMwU9/+lO+P+autrW14bzzzgvchFiWhRtuuAFjxozB5MmT8cgjj/Dfbd++HaeeeiqSySTOPfdcmGb9FZQCgUBQD8wpTWgJ5Kxw82NXkzbSmNI4BQWrsFPPz9t5NOgNAx6+f2P7G3h4zcMDus/dCTsefcopJSKndCii9ufJS5YsQU9PDw/db9++HZ/5zGfwxS9+EYsXL8Y555yDNWvWoKWlBY2NjQCAbdu2YcyYMVi2bBnOPvtsTJs2rWLbMCKRCCKRSH+WCxgZYN4gOKw3bQKiqbo3f/bZZ/G3v/0N9957Lw4++GB0d3fj1FNPxbXXXosFCxbgyiuvxP/7f/8PDz74IAghuPjii3HXXXdh/PjxOOOMM/DPf/4To0ePrvkaq1evxk033YTnnnsOY8eOxQUXXID58+fjqquuwo4dO7BhwwYcfPDB6Oqi008aGhoAAA899BDmzp2Lv/zlLwCAk046CYcddhiOPfZYvu/PfvazOOOMM/CNb3yDPzZv3jw89thj+Pvf/45169bh85//PA4//HBMmTIFX/3qV6EoClasWIHf/e53eOyxx3DllVfWfbwEAoGgN5hTOpii1CEOdFmHTSqdzu257Xi/430cP/H4qs8vWAUevmfvZyBwXReWYw3IvgYDFobva06pCN8PPfolSk888US8++67/OfJkyfjySefRLFYxF133YVrrrkGL7/8Mq6//noAwI033ogzzjgDRx55JN5++208+OCDUBQldNtdQqSBCsTdTaShT5t/9NFHWLt2LRfyDz30EDRNw3e/+11IkoTrr78eF198MQCgra0NW7duxXnnnQdd19HQ0ID29nbsu+++NV8jGo0CoLm6EydOxOuvv85/19jYiFSKiuimpqbA837zm9/gyiuvxNFHHw0AOOOMM7Bw4cKAKD3ttNNw4403VjzvW9/6FmbOnImZM2fiE5/4BBYtWoSrrroKTz31FJYuXYqpU6fiu9/9Lh54YOdCWwKBQFAN27WhyiriWnzQRKnruohq0dA+o69vex2PrHmkpihlTilABe5AiVKHOH0SdEONnXFKXYjw/VBkp0Rptcro9evXA6CC55VXXsGiRYtwySWX4IgjjgBAC24OOeQQrFy5EvPmzUMikQCA0G13CZLUJ8dysLjkkku4IAWALVu2oK2tDc3NzQDoB1smk0GxWMTw4cPR1NSE1157DePHj0c6nca0adN6fY3JkyfjwQcfxE033YS1a9filFNOwS9+8QuMHDmy5vO2bNmCV199lQvHYrGIs88+O7DNtddeG/q8b37zm7jpppsAAPl8Hscddxza2tpg2zbPEZZlGZMnT+51/QKBQODn/Y73MTw2HCPj4Z9h3ClVE2jPD87Mc4c40BU9NCfUJW6vBVg5K4fmKP0ecFwHmqwNyLoICEx3z02b4jmltsgp3dPpl1Nai2g0inPOOafi8QMPPBAHHnhgXdt+XGFinTF+/HjMnj0bDz9Mc34IIUin09A0Da7r4rDDDsNpp50G27Yxb968qikQfjZv3oyDDjoIy5cvR1dXFz7/+c/jjjvuwM9//nMAVByy1/LnC48fPx5f/vKXce655wKgTquu6zXXz553xx134KijjgJA85FTqRRGjBgBRVGwdetWjBw5EoSQncsXFggEH2vue/s+HDH6CFw649LQ3zNncTDD9y5xq4bvHeL0KkrzVh4TGyby7QcKx3XqDt8TQtBR7MCI2IgBe/3+sjOFTg5xQCDC90MNMdFpD+D000/Hhg0b8MYbb0BRFDz88MM45ZRTQAjByy+/jM7OTixbtgwbN26sO/3hvffew6mnnoolS5Ygl8tBkiQ+FQMAxowZg0QigaeeegobNmzghU6XXnop/vjHPyKTySCfz+PKK6/EL37xi15f79JLL8X8+fNhWRY6Ojrw2c9+Fo8//jhUVcWpp56K2267DevXr8e8efOwZcuWnTtQAoFgr2JN55q6R0d2G901q9Jd4pYKnezByymNKJGqTmnGzNTMczRcA3EtDgADWoHvErduQfdW61v40jNfGrDXHgh2KnwvckqHJEKU7gE0NTVh4cKF+K//+i/sv//+ePzxx7Fw4UKoqoojjjgCbW1tOPbYY3kl/e23397rPk866SRcddVV+PznP4/p06eDEBIYXKBpGh588EFcffXVOPDAA/HEE08AAC666CKcf/75OP300/HJT34SU6ZMqev1brzxRsyaNQuf+tSncMopp+D000/H1VdfDQB44IEHkMvlcPDBB+P111/H4YcfvnMHSiAQ7FV8+5VvY+m2pXVtmzbSNYUac0rjWnyn+4SGceXfrkR7ob50AJe40BU9NKfUIQ4s16oprCzHQkyN8e0HCoc4dYv/HbkdA3r8BoKdLXQS1fdDj10WvhfsHNXydQ8//PBAMRLjrrvuwoknnogf/OAH0HUdf//733HNNdfge9/7Ht/msssuw2WXXVbx3Ntvv72moPzCF76AL3zhC4HHJEnCDTfcgBtuuKFi+8mTJ1e989Q0DT/60Y/wox/9qOJ348aNw9/+9req6xAIBB9PHNepu6dot9EdGhb370uV1QEN37vExdJtS7Etu62ucDbLKS06xdB9AUDGzCCqRkOfbzglp3Qg8yH7klPaWeyE5e7+Sn3btUEIgaZU5tEKp3TvQTilezhnn3023n//fUyfPh3jx4/H3LlzRfW6QCDYK3DhomhXCriK7YiLHqOn1/C9LMlIaskBE6VZKwsCUnc6gEvcquF75p5mzEzV55uOyZ3SgQzfO279TmlnsXNAiqJ++tZP0VXsqnv7+avm48dv/Tj0dzvjlDrEEYVOQxDhlO7hHHbYYTzfUyAQCPYmCCF1VVRnzAwISK/he0VSBjR8nzWzAFC3yHWJC03WQsP3TCDVKnayXAu6rEORlAEN37vEhemYFYWtYXQWO/vd05QQgt+99zscP+F43k2gNzoKHVWPDTsW9QprtgYhSocewikVCAQCwZDEJW5oqLuctEEn3NXjlLJCp4EI3TJXs16RywqdwsLfTFjVEqWGYyCiRCBLcqiw3VlcuL2KegYL3/fn+OWsHAzH6JMoLNiFqqKT7aceV50hqu+HJkKUCgQCgWBI4pL6wvfdRjeA2qLUIQ4UWUFCTdQtdnuDCch6RanreoVOIS6nP6e0GqZjQld0qLJaM3+2rzCBW09YvrPYCQLSL6e2o9gBAH0ShXk7XzU8z45dX5xSNhWrNz5Kf9QnsSvoH0KUCgQCgWBIQkDqyhPkorSXQifWEgqoP+ReCyYg680prdU8n4m8WqLUci1oikbD9wPplPZB1HUWO+vethodhY7A69ZDwSpUFc3cKe3DjUa9OaW3vHwLXtnySt37FfQPkVMqEAgEgiGJS1wU7EKv29UTvmctoTRFgyZr1N2M9W99fQ3fs0KnnXVKDcegOaXyAOeUov7m80yU9qcCnzmlfQ3fV2vh5BIXqqz2Oae0nhSEjJUZlG4DH1eEKBUIBALBkKTepu715pQqkgIASGgJZK1sv9fHndI6Xdf+OqWmYyKiRAbeKfUGp/RWwGQ4Bn+v/RFqnQUqbPuSl1qwC1WLsBziIKbG+u6U1tGnNGtmB7TTgaA2InwvEAgEgiEJIfWF79Nm/U4pgAHrVcqd0jp7qbLm+dUmOgHVC50IIbT6XtGhSgOcU0rqyyntKnZBAhWG/RFq3CntQ/P6vJ2vWegUU2N9zimtRxTn7fyAutJru9aK/qg1EKJUIBAIBEMSF/WF77uL3dBkrbYo9ZrnAxiwtlAZKwMJUp+q73V555xS5kxqsgZFVga0nVG9s+M7ih1ojjZDk7Xdn1PaS/V9XI3DcIy6BV89hU6O66BgFwbUlf7iX7+IdT3rBmx/extClH7MmTNnTtUpUgKBQDCY9CV8Pzw2vK6WUACQUAfOKR0eG15zX635Vsx/dz4XQBElEupyui4VVtWcUnYcWPh+IEPK9RY6dRY6MSw6DJqsDUhOaV/D97UKndhQgXob+9cjSlkB20A6pbZro8eo3vbr444QpQKBQCAYktTbPD9tpjE8OhwWqS6UKsL3dVbM1yJjZjA6PrqmKF3duRqP/esxLmw0Jbx5vkMcNEWaqjqlTDCyllAD3Twf6D1PtLPoiVKln6LUc0r78h4KdqF6SyiURGm9U53q6VPKHPCBPNaEkJp5wx93PlailBCCrJnd7f/6cjf4z3/+E0cffTSSySSOOeYYrFq1CgDw7rvv4thjj0VjYyNOO+00bN68GQDwwgsvYPLkyYF9SJKE9evX898tXLgQkyZNQnNzM372s58BAL7yla9AkiS8+OKL+NKXvgRJkvCVr3xlYA60QCAQDAAuXBScOsL3RjdGxEbUXeg0YOF7M4NRiVE1c0pNx4Tt2kGntEr4vjHSWFf4fqCb59c7O76z2InmaDN0We9f+L6PTinrwlCtEMt1faK0jpsYQggIeq++ZzcbAz2oQIjS6nysqu9zVg5H//Ho3f66r13wGpJ6stftenp6cMopp+C6667Do48+invvvRcXXXQRXnnlFZx00km46qqr8Pvf/x4//OEP8ZnPfAZvvvlmr/vs6OjAvHnz8Je//AXPPfccvvWtb+GKK67Aj3/8Y8ybNw9nnHEGLrzwQlx44YWIRCID8XYFAoFgQHCJW59TaqSx/7D9saFnQ9VtdlWh07SmafhX17+qbmM6JlzicmFTNXxPXDRFmrA9tz10P4ZjQJM1SJI04C2hmGPYm9AsOkVElWi/w/edxU6oslp3TilrXl9NNDvE4f1b63FK2ev2VmjFOjQM1LFmo00HovPD3srHSpQmtAReu+C1QXndenj66acxbNgw3HzzzQCA73znOzjiiCPw1FNPoaGhAd///vcBAD/72c/Q0tKCN954o9d9ZrNZ3H///Zg5cyamT5+Ob3zjG2htbcWkSZMQi8Wgqiri8Tiampp2+v0JBALBroAQUlebn5yVQ2Oksdfqe1boVK8ofeCdBzAqPgrn7HtO6O97zB6MTtQO35uuCZuUnNJqBVn+8H3YDHrWDgoArb4fwJxSPtGpF1HqEheKrPQrfF+0i8hZOYxOjK67+p4Vu1XLFyUgkCEjokTqcnC5KO0tp9Q7rwN1rJn4rzVK9uPOx0qUSpJUl2M5WGzevDkQim9ubsb555+Pu+++G1OmTOGPRyIRjB07Fps2bUJLS0tgH/l8MIzU3NyMgw8+GACg6zqAviWXCwQCwWBR75hR0zERV+O9Vt8zpzSuxvkUqFps7NlY03nLmBmMTozuNXzvuA5326qF713iIhVJwSY2ik6Rh6P5flw6YhQA7VO6C3JKeysSYsdQk7Vee5pWo7PYCVmS0Rxprvu7iIlSlgbBzqN/XYqsIKJE6rqJYceu3vD9QHU6YPvJmsIprcbHKqd0qDNhwgSsW1dqFZHNZjFz5kxMnDgx8HixWMTWrVsxceJESJIExyl9OC1btiywz1QqVfM1ZVkWIlUgEAxJ6h0zarlWr6LUn1OqKfW1NLKJXXU7QgiyVhaj4qNqtg1i4XsmSHRFDxWUjusgpdPP6zDRYjomNFkDABq+3wU5pXU5pZJCW0LVWeVeTs7KIa7G+xS+97cFC1sjAYEsyYiou8gpHaCesOy7VuSUVkeI0iHE6aefjq6uLvzwhz/E5s2bceedd8JxHJx++unIZDK47bbbsGHDBnzjG9/Avvvui8MPPxzjx4/Htm3b8OGHHyKXy+HWW2/t02tOmzYN//jHP7Bt2zb84x//CAhcgUAgGEzqcUpZU/mYFqu7JZQu63WJKtu1q4rivJ2HS1yMTowGgKr9VFn4ngk/XdFD2xG5xEVUjSKqRENzDv3he0VSBrR5PhNLvd0AsGPYW/j+pc0v4dUtr4b+rmAXEFNjkCSpT+F7lgYXdt4c4vDwfT1OKTv2vVXfD3ShE3u/GUuI0moIUTqESKVSeOaZZ/DUU0/hgAMOwNKlS/H444+joaEBzz77LP72t79h1qxZ2LhxI5588knIsox99tkH1113HY499lgce+yx+M53vtOn1/zud7+LDRs2YMqUKbj66qv5uDmBQCAYbFziougUa0ZzmBCNqbGaQs0hDndKdUWvK/zsuE5V8ZUxaeP8ljhNoaqWV2o4RtAplXW+7/L1yZJMR6BWcUpZ+L4vLmM9MMHc2zFhx7C38P1zG5/Dy1teDv1d0S4iqkYho/4oXd7OoynSBCDcKXWJC1muP62Avd96ndKBSpVgryec0up8rHJK9wQ+8YlP4LXXKouxZs2ahSVLloQ+55577sE999zDf2Z/6JMnT8b69esD25Z/CEyYMAGvvPJKP1ctEAgEA4/fwYuq0dBtmGjsNaeUOFAl+pVXb/jZJtWd0h6zBwktAU3WEFWiVfNKLceC4zqB8D1bt6ZofDsWGm/QG6o6pTx8Lw1s+L7enFLmlFabSsXI23leVFZO0fFEqSTXH763CkhqSciSXF2UQoYq11cA1tfw/UBW3wMip7QWwikVCAQCwZCEhTtrhZWZSImptcP3jutAlr3wvVJfn03HdapulzbSaIw0Aqjd99R0SuF7CRIXluVCJ+CUholS1xe+lwc2fF/vmFHulPaSk1uwqo8Ezdv5Uvi+DzmlMTUGXdZD18iOnSqpdR0XHr7fzX1KhVPaO0KUCgQCgWBIwr7Ea+WVMqe0N1EaKHSqc3a77VYvdOo2unlIuVaLKdP1Cp1c+vqKrPB9h60vqSd7Dd/vCqdUluReQ988p7SXPqW1RoIW7SJiSgyyJPea0+nfX0yNVRXDhBAoMj22fXJKe8lpHfDwvcgp7RUhSgUCgUAw5PC7WLWKVyzXopXXVZrSM/zN83VFr6vPpuVa/RelXvW9TWzq5nlh7WpOaVJLhjqlhmPwcP9At4RyiIOoEu29JRRx6hKleTtf9bjxnNK+hO89URpRIqGvy1zoesP3fckp7e1mpy+wmg3hlFZnrxalotXR3ok4rwLB3o9fMNRySlmuZW+CxO+U6nJ9otQhTtWQdiB8r8ar5pQycWa7NhRZ4XmtVZ3SKqLUci1eJFWvI1gvLmjlf73V972J+ryVr+q6MoHZl0Kngl1AXItXDd+zY1evKGWv29vr5608GvSGgetT6jmlBbswoOdvb2KvFKWaRu8myxvJC/YO2Hll51kgEOx9sC9wWZJriiUm1noTJOXV9/0O3xdLTmlMi1UXpZ77aLomZEmmY0IlpULUOYTmvDboDVXD9/6JTgPaPN+bHd/bMXHcUvV9zZzSXsL3O+uUVjtvLnEhSZ5TWkdOab1OadbKIqWnBrz6HhDFTtXYK6vvFUVBU1MTWltbAQDxeLxiZJtgz4MQgnw+j9bWVjQ1NUFRlMFekkAg2EUwFyuuxms7pa4JTendKXWIw/M56y50Ik5V4dJtdGNcchwATyRWyfFkgtpyLJ4+oMqV27Oc04SWQFuhrWI/gZzSAW6e7xIXUSVad06pKqs7Hb4vOAVElWif+pSy4qhaolSRFGhS+AjXsO2B+nJKh0WHDdyYUe+aliUZGSuDpmjTgOx3b2KvFKUAMHo0bWjMhKlg76GpqYmfX4FAsHfC3KmYGqudU+pYUGUVmqzBIU7o3HiAij4mCutuCeXaVQVJ2kjjwOEHAkBN148JPcu1uFOrSJXhdyb4GvQGrEuvq9iP4RjBllADnVNaR/ieCft6wvfVjm/BKiCm0UKnevtiF+wCWmItdLZ9yH79YrkvOaX1hO8nN04ecKc0padEXmkV+ixKLcvCZz7zGdxwww2YM2cOFixYgHvuuQeRSAQzZszAL3/5S0iShFtuuQWLFi3C6NGj8Zvf/AYtLS1Yu3YtvvjFL0JVVVx66aW46qqrACB02/4iSRLGjBmDkSNHwrJ2bkavYOihaZpwSAWCjwHcKdVqO6X+8D1AhaS//ydjZ5rn11t9X0uU8vC9Ywad0pBCJ+aUVssp5eH7kOf3BzZNqjehTgjhhU7VCrts14bpmlWPb9EpYlh0GGTI9U90sgqINcSgyVrVnNK+iFKeU9pL9T8L39dzrdQDe71qKRqCPopS0zRx1llnYfPmzQDoDPaHHnoIL7zwAmKxGI455hgsXboU3d3dePXVV7Fs2TK88MILuOWWW/DrX/8aF198MebNm4fjjz8e//7v/45TTz0Vq1atCt22HMMwYBili7Gnp6euNSuKIkSMQCAQ7GEwkRdTY7VzSh3ahJ4VEJU3pffvz1/o1N8xo3WLUk/U+p3SMPHEhFVSDy902tUtoRJaovecUt9Ep2rij41b7a36vq99SuNavOrNhEOcuord/NsDtXNKXeIib+eR0lPYkd9Rdbtqzny1fTI3XDil4fS50OnBBx/E7NmzAQDRaBRPPvkkYrEYHMdBR0cHRo8ejWeffRYXXXQRZFnG8ccfj9deew3d3d3YsmULTjjhBEiShJNPPhnPP/986LZhzJ07F42NjfzfhAkT+vfOBQKBQDBkYS4aC98X7SJuffVWpI10YLsKp7RKoQtryQT0Lae0mnhNG2k0Rmn1fT2iNOCUhjR5t4ldqr4PcdEC4ftd0Dw/pvRe6FRPn1IuSquF7+0CL3Sqt/o+a2V5S6heC536kFNa6/W7il0AgOGx4VVvAF7a/BKu+NsV9bwF/royZDRoDaJXaRX6JEp1Xcf48eNDf3f33Xfj+OOPx5QpU5DJZDBx4kQANIyey+UCjwFAY2Mjtm3bFrptGDfffDPS6TT/t2nTpr4sXSAQCAR7EOWFTttz2/HYvx7DjS/fGBAJpltqCQVUtlpilDfPt1yrV1FULXzvEhdpM11ySmuEorkodc3aTqmX81qzJdQudErrCd+zPqW10h/YZKtaTmlMjdVdfd9V7MKKthU4uOVg6ErvLaHqafVVz5jRHfkdaIw0Iqklq6ZKtBfasXzH8qrTvMphrmpvE7E+zgxIS6i//vWvWLhwIe69914AQCqVCojLnp6eiscymQwIIaHbhhGJRJBKpQL/BIKPCx90fYCH3ntosJchEOw2ysP3eTuPpJbEu+3vYkX7Cr4dD9/3IkpZyyUAPLzfm4BxCB0zWi5eM2YGLnFLolTuPafUX30f1meUhcarOaX+llC9FTo9v/F5tBfaa7638teOqtG6nFLeEqqKgGWtsao6qQ51SiVIdU10WvjhQsxqmYUpjVOow12r0KmPY0Zr5bRuz23H6Pjomq604RiwiY2V7St7fU0gOA51IHOC9yb6LUpffvllfPvb3+ZhfAD45Cc/icWLFwMA1qxZg5aWFjQ20jDHtm3bAADLli3D1KlTQ7cVCARBlu9Yjqc/enqwlyEQ7Db8orRgF5CzcmiMNKJRbwy4ZSx8z1zIqk6p6wYKnYDqbp5/3wSkYp9pIw1VVhFX4wA8p7SKKOUtoVyLt6QKbQnlyynN2/mK3xuOEWgJVStM/cCKB/CPDf+o+d7KXzuq9C5K65no1FtOacEu8DGj9Tilf/7Xn3Hu9HMBeLnAVZzrga6+35HfgVGJUVAltWqXAMOm5/atHW/1+poAFcF9WefHkX6L0vPPPx/FYhHnnXce5syZg7/85S8488wzsXTpUlxzzTU477zzcP311wMAbrzxRpxxxhn46le/irfffhtnnHFG1W0FAkGJjmJH1WpXgWBvhLloCS2BvJVH3sojoSUqWgmZrglVUXvNKSwvdGLPrQUThuXbsSInVuBSb0so7pRKle4ba7fUoDcAAHJ28O+dpSmw59dy2kzHxIfdH9Z8b35ceM3zezke7Bj2Fr6v1Vyfhe/DCp3uf/v+QCicEIKP0h/hsJGHAaieC+wXy33qU1pDFDOnVJbkqsfacAyokorlO5b3+ppAqXvBQPeZ3ZvYqT6l8+fP5/+9devW0G1eeeUVLFq0CJdccgmOOOIIAMCFF16IQw45BCtXrsS8efOQSCSqbisQCEp0FjtD88wEgr2FO5feibP2OQsHtRwEwNfTMZJCa74VOSuHhJaAS9yASLCc0vhNTdbqLnQCendKmcAxHAMJLcEf91feA6hZtONvCeXPaa02ZjSmxiBBQs7MIaWX0tQsp6wlVA1RYzhGaK/TariuW1f4noefa+Ru5u08miJNaCu0hVamBwqdysL3/7fq/zBnwhwcMPwA/noAeGpGtZxSJvZUWYVtDYwo3ZHfgamNU2u60oZjYOaImVjRvqKuKnxW6FTv5KmPI7tszGg0GsU555xTITIPPPBAnH/++YGc0GrbCgQCSmexUzilgr2a5TuWY3NmM//Z32g8a2aRs3OIq/EKV9JyrYCDWI9TyvL6eus/yURRuVjzz71n+6vmpoVV39dqns+KncqrswPh+16cUsMx8FH6o5rvzY9DnLrC9y5xocgKLdSpUV3Pjk3YueBjRkNSHhzXCYxrrRClcnjTfr9Y7lP4vkZO647cDoxOjK6Z/1l0ihjfMB4Fu1BzwAODdQmodZ1+3NllolQgEAwcHYUOFOyCCPkI9lp6zJ7Alz9zHlN6Clkri7yVR1yLV4S+/X1Ja4kSf6ETgJrCir1+NVGaMTM8zA5UD9+7xOUiqrxPabXm+QCQ0BP8JrSz2ImvP/d12qdU9o0Z7SV831ZoQ49ZXz9vl7i9DikAqGjkOaU1wvdMlIYd31rV9y5xeU4qUBK1LBe3WksoQggUSalb7NUbvh8VHwVFVmq2+2qONgNAzQr8Fza9gF+98ysQkD6lGXwcEaJUINgD6Cx2AqjMMxMI9hayZjbw5c+KQpI6rUZn4XtFCooEv1irmVPqK3QC0OuoTL/wLRdCrLiKUU2Usv2rsgrTDU50quaUAl5xl0XF2bbsNryw6QV82P0hd0pVqffwPQB81F3bLd2W3QaXuHCJi6SehE3smu4xzymt4lgCpfA9EHLcHAs2sbkoLU95cIgTEHfsGLHBCJoSPtEp4JT2pfq+itgkhGBHnjqlsiRXvaaKdhENWgNUSQ04vOW81/Ee3u98n5/jgR4TuzchRKlAsAfQUewAAORMIUoFex+2ayNv54Oi1Mu/Y307mSiV5WCo3B++780pDYjSKpXc/jUBVHAaLhVCL2x6AaZjVkyNkiCFthdi+48pMVhOySmt2hLKcwRjaoyLHPb/pmsGqu97c0rHJcf1mlf6pWe/hBVtK+ASFw1aQ+D1wuDN85Xa1ffcKS07vgWHCu2oQnNK/ceMEAICEnBK2Xv0O6Vhr9vX6vvemud3FjthuRZGxkfWDN+bjomIGkFMi9V0StNGGg5xaN4p6m/y/3FEiFKBYIhjORYfSSfySgV7I+y69rtcrHAkqSWRMTPIWTSnVJGUQPW95VgBB7FuUdrLVCfmRMZUKihd4uJbL34L73W8R3ujyiVRqshKqMBhrl5MjQWq78McPdY8n23PxJk/pO7PKa32Pm3XhkMc7D9s/17zSjuLnSg6RTjEQVyLQ4IUKq5e3foqLzBjfUprhe8TWgKqpFaE79l7CRszyoRfQJR654A5pbpcvXn+zuSUVutTyhrnx9RYzUr5olNERIkgrsYD6y4nbaZ5Oki1da7pXCM+3yFEqUAw5GGh++HR4aICX7BXwnIf/WKzfBa8vyWU37nyt0rqrSUUE30AqjaAt1wL979zP3fk4mochmNgR24Hik4RlmtVhO8lSBVumn8aVESNVI4ZrdI8HygTpU4Rw6LDAJRaWdUK/zLRNrVxKrZmw7vjANTlY3nqrHrd79AyCCH42uKvYX3Pen4Ma4XvC3YBMTVG3dQy4VqwC3z6VnmhE/tv/+v73Wqg+o2Ef/zpQDil3cVuNEdormitY80GGsS1eEDMdxQ6AuNHmVPKC51CnPLvLvkufvn2L2uu++PgrgpRKhAMcTqLnWiKNKEx0ijupAV7JSwS4P/yZzmlDXoDDMdAt9HNHbjy8D2rzq6VU1julIaJJgDoLHTil2//koujuEZF6fqe9fT1HKsifK9IlU7p9c9fj0XrFkGXdd5CqZ7m+UBQlBbsAqY2TsUVs67AxBQdyV3LvWOidGJqIrbnt4duA5RuBJizqkhKhbgCqOi3XRuO65Sc0hrh+7ydR1yNh05fYpX3ACqcUvbfgUInYkOVVN5qqaooRWnM6EAUOhmOwddZS5T6nVK/mN6U2YSl25by/fcYPTw9QZGU0JSArbmtWLB2AbqKXaGvlTbSmPPInLrGqO7JCFEqEAxxOoodGBYdhqSWFKJUsFfCxmr6RQJz75JaEgDQmm8tNc8vL3RSSn1Kq31pu8QNVN/rcvjISvZ8Js7iahyWY2FDzwb6eq4ZyGMFwltCdRvd+KD7A+gKnTbVW0sov2j2ixxWrX7todfyiv+w5vv+4wEAk1KTsD1bXZSmjTQAKvyYIC4XV0AptYI5fcyRrDqxySogrsVDc3aZiwpU9nblTqlPFDtuKc8WqN08nw9P6EOhU7WWUIYbnJ5V9QbANkpOqe+4segWE9iss0S1NIO8lUfaSGNq41Q8suaR0NfKWlmkjXTN3NW9ASFKBYIhTmexE8OiwxDX4kKUCvZKQp1Sr9ApokSgyip25HcgrsUhy8Fq6LBCp7DZ8bZr15VTykWpnYcs0dc3HIOLUsu1KnJKw6YTWa6FrdmtJVHqmoGWUBU5pTWcUubaMWo1zzccA7qsY0xiDNoKbVVFut8pZa50mFPKRanfKe1lzGhMjVUc34dXP4wFaxcERGmvOaXE4S444LWECrmRYJ0VauUU++E5pTVaPbFBBbVuAAyXOqpxNXjcuo1uAKVjlzbSvMtBWKHT9tx2RJUojh13LLbmwlMu2Pa1clfL+c2q3+Dt1rfr3n4oIESpQDDE6Sx0cqdU5JQK9kZYo/hyUSpJEiRJQoPWgKyVDW0JZbt2qdBJVrGmcw3OWXhOxWv4m+cD1avvmdgq2AUoksKFUEX4Xq4dvrddG1tzniiVlcpCp1o5pVqpJZTfXfS/Xq3Qc0SNYERsBGRJRmu+NXQ75pQ6rsOLrMKcUia2uKMqy7ydVlhOJgvfl+fs/rP1n1j44UJEFS98X9axoFpOaSDloopD6yJc7FWjt5xS/6ACVVarH2vmlKrhTmnOysElLtImFaV8zGiZ0N2e247RidGIqtGqvWJZqklfjIkXNr2A9zreq3v7oYAQpQLBEIc5pQktIUSpYK+EOaWB8L3XaBwAkjoN4SfUREWOn+kEC522ZLego9BR8Rqs8plRLS/SH75XZZU22XdMbOjZwCvKK1pCSeGFTq35VugydUr9LaHCmue7rgP5w+cAVFbfV4hSuXb4nrnLLfEWbM+Fh/C5KCUlBzSmVRY6BZxS1+FjMgGErqHH7EFST1Y4pbw9VpXwPXdKrbKcUp9TWs2hZZOm+iJKy1tS+TEdExG55JTWcqXDCp26i90A6DXEhKlLXO5Il69zW24bRidGVx0OAJSOdV/C9zkrt8floApRKhAMcZgoTerJvT6fSPDxhIXb/V/+/nA2yysNc0oD4XtJRUehg4fY/dTrlPrDpKqkIqJEkLNy2JLdgsmNk3n1fYVTWpafyJzFsJzS0Op714byzsMAgjmlBbvA3UVGreb5TCgBwOj4aGzLbQvdjueUujZ3pcvD0ED1nFIAoYVi7YV2tMRaKo6v4Rg4bNRhmNo0FUBl+D7MKXXc+tp4+XM16xFhLnGhStUdUH/4Xpbk6uF7K4/Iu3+u6FrQZdBipZyV48eZh++93Ff/+duW24YxiTGIKJGq40q5U9qHASp5O9/r6NihhhClAsEQh83Zjqtx4ZQK9kp4S6iyQicJtOqaOaVxLU6LitygU+oPtfJBE2VhTuamMcKqw4HSl3/epk6pLuv4KP0RNFnDuOQ4Gr53rICDJ0lShUhk+9EVHbIkB8aMhjbPhwvZe055S6iYVumU1moJxY7HmMSYqk4pzyn1xLMiKeGFTp4I4lX6slISpW5ly6eclcOI2IiK42u6Jj6zz2dw2ydv48cskFPq9p5TWsspZQ5uvTmlqqzSinhCuHBklIfvq98AFBF5/+kKp5RV0OesHNJmSZQSQug6JbUifD8mMQZRNQrDMWA4Bs576ryAoKzHKX3qw6dw66u38p+zZja0r+tQRohSgWCI0210oynShKSeFBOdBHsl7GbL/0Ud5pTGtXhF+N7vWiqywkP35Y5SnwudrDwUWYGuUFE6LjmO51JWVN9DrnRKPXHEWkLVGjNK2wUBilspSgtWpVNaq3m+3+UbnRjda/ieOaWs0Km8kIaJIL9TygRb+fHrKHRAkRQ0RhorWm751xV2zOrJKa1VfS/L9fcpJYTwmfZru9bi/KfPD/y+vNApzFElhMBwbUQyOyrEPBeldq4iTYL1KfULXZZTGlEiMGwDGTOD9zvfD5yLenJKP+z+MHC+83Y+9MZrKCNEqUAwxOk2utEYaRSFToK9lrCcUhcu70/JWiHF1TgXEwx/fqcmaxWVz3x/Yc3ze6m+V2UVuqJjXfc6jG8YX1WUlq8JKAlsFr4P5JSWhe+ZyA5zSgtOZfV9mFO6NbsV9y6/F0WnyEVjTVFqlgqdeJ/SWuF733aKpHD31097oR3Do8N5g/3y8H1AlFarvvfnlLr15ZRyB7LOllAOcaDJGggIclauojeo3ymtlr9LuxYQRKw84iS47i6jCzE1hpyZC0QBWKFTtZzSqBJF0SnyYid/zm091fdthTb+e8d1ULALVSdvDVWEKBUIhjg9Zg+aIk2iJZRgryVrZhFTYwGhxb7AAeqURpUonQRUPtHJX+gkqdx9Y+JqVccqvLLlldAxo2GuWlj1fcbKYFxyHBeyFYVOIROd2H50RYcsUwHH+qSWFzoxcaaEhe/tIuJqnG64bQWQbQ0tvlnRvgJPf/h0wOUbFR9Vtfq+xyi1hGJFZWFOqX8ELBP2kiTxVll+OgodGB4bzt93IHzvS7MA6mueXx6+r1b17xfL9RY6sZxShzjI2/nAWvwCulqhE3vvEZcgbhYCzny30Y3xDeORs3P8OLOcUr5OT+gSQkpOqUqPKReWZREBoHb4vi3fxnNSmXMrckoFAsGAwfKdmFMqRKlgT+c3q35TIWZ6zB40R5rhui7+2fpPXP7s5TxPEKA5pXGNCrPy8H15SygGiyos3rAYj//r8T6NGQXol78ma1x8jk+O5+M1y/uUlleSs3XFVdpEXpVUmI5ZNaeUvR/F9kab+sRhoE/pc3cAKx8NnTLUlm9D1soGXL4wkek/5n7nkbeEKhM9PHzvc0qB8FB6e6EdI2Ij6O97cUrLi8PY+6lV6MSOebnwJISUmuf3IaeUCUUgKIb9Apqts9wJZ+IvSgjiZp4fJ9MxkbNyGJccxwudGiONcL3/SZIUSDMo2AWYronhseG00Mn2OaW+48POU61Cp7ZCGwyb/m2x7woRvhcIBANGxsrAIQ6aIk2iJZRgj8dyLdyz7B5szmwOPJ61smiMNMIhDjqLnegodvBKZQBo0BqQ0BIAEFro5G8JxWBfyhkzg5yV40U6jGr5iX6xwJxSABjfMJ7nSdYz0clyLYxJjCmF7/19SiUVWSuL656/jvYJ9QSP7GubFNoSysgCVi5UfLXlaeg2b+V5O6OoGq1azZ020hgWHcZvEHjz/BoTnfzudUSudErbiyVRqilB0e8Xy0B1p7RoF/l/264dOGfsBqFcaDGxXKsoyQ8reiOElMSwT4yXh+8BVOzXcAxIAFQA8WIPP24sFWBcchyf1MRuuFiagT+nlIX3E2qCt4Ri56y8H2/5OstpK5ScUi5KhVMqEAgGinQxDVVSkdASSGqiJZRgz4aFMssbhGfMDBelTKT5+5Qm9AQXpeXNzMsnOgFU9LG/layVRdbKVrYXqtY83ymF71n1PYBS+L7KmFG/U0oIge3aGJ0YzZvn+51SVVbxYfeHWLxxMYpOseSU+kQpW3/AKTWzgEV/LhePrQUapu8sdnIhHVWqN2NPm1SUMoFXzSmtqL73OaVh4XvulCp6r4VOYTmlBISv2SY2VMkXvvfORVi7L56rWeeYUUVSqHfprcEfhfKvlb1++U2H4RiISgokAPF8Nz9uXUYXGiONaNAbePV9c7Q5OGbUV32fMTNIakkossJzStkNSfl1Xr7O8vWkjTR/LttO9CkVCAQDRtpMIxVJQZIkJLQEn3wjEOyJsOIav6AihCBjZtAUaeI5fiysykTp9ObpmD1qNoDKAhnLtSrC96MSowJOadbMBkQuUOnk+fcHBKvvAc8p9cLd5Tml1Yp2Dm45GFMap/Axo/7q+42ZjQC8ghmXOaWlnFLLtWC7Nop2sVR9b2YBM4+xybHImJlAK6O2fBsAKgwjKhVUETUSKkpd4iJjZjAsNowLPEVSKvptAiVxU35Owhq9txfaSzmlcmXzfL9TWi7kXeLy3Fl/sU55oRNQ6ZTy/qlS9fGn5duXh+/9YXF/qgHLA64QpbYB3ZNQ8XxHwCltjjQjoSaQs3LoLnajOdJMUwC88L0/fSNjZnghH8spZfsKdUrtcGOivdAOoHTDJ5xSgUAw4LB2UADND7Nde4+78xUIGGFOKQutMzeJOXJsTjhAxd2NR9wIoHIWeVj4fmxybECUshBpuVMaVpkcVn3fHGlGQkvw6U5hOaVhAuIL+38Bl8+6nDZgd+3QllCWa/lySoNTjwp2AQXHN2bUzAFWDik9hcZIIzZnS2kQrKCpo9jBBVVMiaHoFCvyXbNWFi5xMTw6nIsWHr6vllNKKnNK+1vo5Bd6DnEQUSJQJIULL5sEw/eKrPBBBH4CTqlrVx0f6t9ekzXuaPvfZ/lamVNani5hOAYikgw0jEU8246CVQAhhIrSaDMtTLVz2JbbhrHJsXBcJ7T6PmtlS6JUicAlLh8mEeaUVouWteXbIEGC4RgghAhRKhAIBh6/KGVuSbVwnEAw1GHtmvxFJZ3FTmiyhqZIEy+m8bfPKSfUKZWDTumYxBjufGWskij1769a8/zyiU5RJYrxDePpc+TqfUr9IyuZgCgXy7zQySeOWZ9QAJBdCyAkKErtQllOKT12E5ITArm5bYWSU8oEFQv7l4vHjJmBLMlI6Sn+u6rN861S+N4lLncOqzmlI6Ij+Htnv7ddGzaxK1pCBZxS1+UpBH6n1H+s2H7Lb8z9ohSodDXLYeLaX8BUnlPKq+9ZTmlI+D4CCRg2FfGe7bAJNQy6jC5eA5C38tiW24bxDeP5a0mQ6EQuUsopZX142Wc8+zsJFaVVnNK2QhtGJUbxGztR6CQQCAYcVrkJgIfkhCgV7KmwcLO/+IaN0WXFQlyYwg0Vpf4iEUJIIJSuSiqd+R5r4SIjY2a48CpvL9Rb83xVVnHCxBPw3aO+CwC8arpClMrBQicmbMvFqN8p9b8ed0oBwJsWpckasmYWtmtTUeq6gJUDTPq+xjeMx6bMJjy38Tms7VqLnJXD6MTogFPK/r9clOasHOJqPDCWU5IkxLRYaEuoqBLlorSaU0oICVbfe+2bgJJbV5FTimDKA08hsMKdUgDcrfbjECcgSnurwPeH78Oq/gOFTt77La++L4nSKYhn6CjXvJVHV7ELw/QUkuuWoDXfih6zB+OS44I5pT6nNGNmkNJTwI5ViHjOfXexu+I1bZfm11bLKW3Nt2KCd0NQcAqlnNKQaMAf3v8Dfr3i1zWP0WAhRKlAMITxO6WarEGVVSFKfcx9fS4PdQmGPkyU+huNdxQ7MCw6jE/OcYgD1y3NCS/HP2GnXPwxxzWplwZN+K+Puprn+wqd2HSiA4YfQJ+j+PqUlk90Cml0ztbFXjfMKbVcy3PQQJMVfMVOncVOAJ7jycSI9/8TGiZgU2YTfrD0B/jJ8p9Al3WMS45DZ6GzwikNm9IU14KilDmlBbsQqDTPW3k06A2l1lHL5wOoFKWstVFztBlA0Ell/99b9b0sB3ulOq4DTSodZwCBdkr+57Lqe//xr4Z/zGhvhU7sXIWF76NEAuLDEHUsSJCQt/P0M9u2EH/zf7AluwUxNcbzpZkorcwpTQJ/+AK0DxZDkZSSU1rmvqciqarh+/ZCOyaY9HwYNs1LTWrJ0DGj63vWD9nPTSFKBYIhjN8pBWiOWMGpPtHj4wQhBH9Y/Qf8s/Wfg70UQZ2wQqcKpzQ2jE8pYjmlrH1OOf72S/4G9QAVgY16I+IqHTThuE6gjRoXg+8thL7pzdD87PKcUj+BPqU1Cp2Y4PBX2wMINM/3b+sQB4qXP8tEaVyLo8ug7YWiapTmkwKl8H3DBLy8+WW0FlrxypZX0BJvQYPWEAiTy5LMe1/6yVt5JLQEFEmpaAkFBM9PzqY5rFyUbnsHQGX4vtwN9TvR7DVYmgV7Pb+QDzilLKfUrXRKw9IuysP3vYlSPmYUJafUL0r94XtJkkJbfhXtInQAiDTQCnzP4e0sdqLZBRKesB+bGMtvpPzrZPvLmBk0uARIbwTMHCJKhN+8sQI4wBOlsl41fN+ab8VoV4JG6NqyZhZNjguzbFoVQL9XUpFUzWM0WAhRKhCAfkj94u1fDDkXko0YZcTU2JBb42DBil1Wtq8c5JUI6oV92fq/WDsLnRgeHc4n54RV3/vxN45nosefu9kYaeT5fEyQsoIpvr+NS6G3ra3Zp5RV3/vxO6XlAiusTRVzesudUk3WEFEiaIo0lXI1y0RpTI2hs9DJQ/lclPrC922FNhw55kjE1BhGxkciqdPcRH+YPGzyUs7OIaEmeKsqtkaWu8rcOEII8lYeqUiKb6eYVBSXO6XlebT+4QSmY0KV1cDxLD9mLIfY36O1fAoX22+tllAAem0L5W+ez1xh/zVpusGirLCpTqZjIkoAeOIursaQs3PoNrrR7NhIuFRwj06OhizLgTZnqlRyqDNmBsmMN3XLKiCiREKdUruQRmPnBuSrhO/zVh5Jq4goJB6+b3YsmCHfF2kjzSNwQw0hSgUCADvyO/DAOw8MOYFT/uERVaM1Zx9/nGBfTCvaVwzySgT1wnNK7fCcUiYSWE5pb+F77pR6AjGpJzEqPgoJjbbjyVpZyJKMYdFh/LkAALsA3TFrtoQiIIEQPXudol2kvwtxSot2EYs3Lq6Y2V6eUxpRIpiYmsiLdqhT6lEWvo8prMjJawfnC98DwPETjsex445FS6yFF8z4BVXYZ0bOyiGuxQMpDLIkQ5M16LIemCZFQJDSS6JU9pzaCqfUa3nFhKe/T6npBnuUAvRGISynNKEleGg51CmVazilVSrly3GJy9MCwprnl/dULR8LC1A3WScE8G4EmvQGdBe70VXsQpNZRMK7RscmxkIupOE6Fk9J8Tf5z5gZpLpoezDYBUTUkij1O8mWU0Sj6yLvVfmXY7s2VDOHqOeU5u08ml0CK+RYlEfghhJClAoEAFZ3rgYArGpfNcgrCeLPKQW8CS3CKQVQckPebX+31xYwgqEB+zL0iySWUyrvWAXHyvEZ69XC9/58vHIhdPa0s3HrJ2+l7XisHG9MzlrucIFjFaHZZqh48Yf0/Y3bAerSMUctrCXUex3v4c6ld8JyrYAoLS94OnbcsbjvhPt4fqTr+p3SUq/SjmKHr3F+MHw/Mj4S45Lj8G/j/w1fO+RruGzGZaFOaVSJhhc6aXE+acrvRsa0GA9ls/9P6SkuBBVvHRElEhCH5W2y/OLRcIyAs8yOWXmfUlmSMS45DluyW+ihIE7ljYFS2cqLPVeSpIALWQ1W6ASUBGx5+L4+p5QAagRQIhgTHYFtuW200MnIIu45pWMSYyC/80c4Vp6PzlUkf05pDxo6PgTGHEwHIyhRfvPmF8KWY6DRoaNKw6Z02cSGYmQRJQSGY1Cn1LZhhnQiSJtpNOpClAoEQxYuSjuGlijNW3neUBrwXA+RUwqg9GWSNbPYlNk0yKsR1EO30Y3R8dEVTunw2HCoHzwHN9cRCOH31hLK36MUoEIxrsV5+J41JvePKAUA2EVojlE1p5S15gkL3zPxEiZKHeLAdEzYxK74vf//NUXD2ORYXoXtEKf0ZexzSruKXb4epVlAknn4XpZkPPO5ZzChYQKmNk3FrJZZ3CkNiNKQG9mCXUBCS0CVVZiOGXCkWd4sQIWaLuuIqCVXVPZEaVj43v+eG/QG3pe2vEep/5jxt+1V0E9KTcL6nvUAPKc0JHxfbcwoEOwBWw02ZpStGygL35dPnwrLKXWK0IlLRakaxZhIM7Zmt1IjId+NGCGQIWF0YjSULW+BgAT6lPKcUiONBrMAtBzAw/cs9zpQPOeYaHQrXV1+DFwHmpFBhLgo2AVkrSyabTNUlJanhQ0l+ixKLcvCaaedhhdeeAEAsHbtWhxxxBH45Cc/iV/96ld8u1tuuQWHHnooTjvtNLS1tfV5W4Fgd7K2ay2OHHMk3ut4b7CXEsB27UCYMKaInFIGc0umN0/He51D67wJwukxezAqMSrYp7Tghe/tImziyymtEb5nX+gFuxC4aWMk1ARydo6L0qSWDIobuwjNMsKb51tFxL0v//JCp4BTamSBF+4C4FWSwydKq4TvywUWq36vFr5vL7QHR4zGR5Sq8EPwN2FnhN3IspZQbNKUf13+6vaclUNST3JHFQAUTxSXh+/LRWlLvIX3TvUXDgEAXJcfM/6QV0E/KTUJG3tK066UtjWAXXqdsJZQhBB+rdQjSllOKXsN9l7Zz6yRPyNsfKlhG4i6BFAigKpjtN6Itd1r4RAHw7IdkAAkZB1jtRTk9rVwAH5NM1FKCEHW6EHSJUCyhYpSNcLFuuOrkLccEzFCoEpyqCi1XQuKkUXMpWkkeSuPZrMIs6yVleM6fKzvUKRPotQ0TZx55pnYuHEjf+ziiy/GvHnzsGTJEixYsAAbN27EokWL8Oqrr2LZsmX45je/iVtuuaXP25ZjGAZ6enoC/wSCgWJ152qcM+0cbMxs5I22hwLlH/QifF/CJtRFaY42V22TIhhapI10qFM6LDoMim3ALa++r1Lo5G94zirG/TCntMfs4U5pYF9WAZod7pTaVg4JT3iFuXTsWlPXvQws+UlpTa4L13VhOEZFKLu8NZR/f5WFTnRNR405Cm+1vhVsnJ8cCbg236ac0JxSJQrDrgzf+51S/7r8baLY2FC2HVC/UzoiNgI9Zg8MxwiGw3u2AvfuX9FGy++Ubspsoo6560DZ9DrQvaHimPnxO6X+9I5quMTlqRnlk5LC2lex8+vHcAxEXAdQNECNYrTeiPc73ocu64hlW4HUePxs7Ek4JJ+F7Lpwveb5MoIFWT1WBik1DmgJwC6URsoCcH3H13YsaIQgXqUC37ENKMRF1HVo+N7Motm2YMMNONLs+22vKXR68MEHMXs2nUHc3d2NLVu24IQTToAkSTj55JPx/PPP49lnn8VFF10EWZZx/PHH47XXXuvTtmHMnTsXjY2N/N+ECRP6984FAg8W/j1yzJEYmxjbq1u6OwVQ+YxtIUpLWL4m43vaKL2PI5ZrIWtlMToxmjultmuj2+imTqlVLPUp9arvWdW8H1mSAxXToaJUT4CAoDXfigatgbt9HLsIzSqEh+8dk1dOV7SEevIa7rJJW5YBVh5wHd4I3iY2CAidBuV7bnn1PcMfvi93Ss/Z9xxMTk0O5pQmWkr/HUJoTmnIZ4a/T6npVDql7Li0FlrREmsJjPZUrBxASEVVf3mbrOZIMxRJQXuhPRgO79kGZHdA9k1TAkpO6djkWBBCsC23DY5rQiOkVOSF8KEHBD6nVKovfO93SiVI/HM9rH0Va1fmp8voQtJl4fsIxmhJ2g4q2gwp1wa0TMdsKQ5lw6uQ1QhchBdkZaw8GrQkoMV4+J6/r0BLKBMaAeKSGipKbbsAlRBEXBcFM4uclUWTGywIBOiNYUSJlK6rIUafRKmu6xg/fjz/OZPJYOLEifznxsZGbNu2LfC4JEnI5XJ92jaMm2++Gel0mv/btEnkkAkGho/SH2FYdBhGxEZgQsMEbMtuq7pt2kjjhAUn7DYRVOGUKoOXU8qS74cKtkvz9sLGDgqGHiy/cFRiFL+Gu41uEBAM0xqgOCYcT4zW2xKqPOeawR7bntuOpJ6kPTn9+aFWAZpVrJJTaiLuiaWAKHVdaJ3rAHj5pJte956Q5/mRvBG7nQsUSVVzSpkr6RK3QpRqsobvHvVdHD/hePq4X5RWuTEOC99HlEhFYUzezvPwveVagTQJf/i7Ld9GRams8DxOibiAXew1fK/ICoZFh6Et3xYM33t9M2XHqnRKZeoijm8Yj409G2E7Jj0uPlEa9vfuH0caVilfTrkoTepJPpaWi9Iyp9QvdB3XwWtbX8MRhknD90oEY1Sat9ysJQHiAiP2AwrdwPaVkEfsV3JKfYV5OSsHi9j0vGkxwCoGxKLje03bpU5pQpJDpzrZjgE1kkKMEBTNjNcSKtg6DfDySYdokRPQz0KnVCoVEJGZTAaEkIrHe3p6+rRtGJFIBKlUKvBPIBgI8naef5hH1cpKVT85K4eclQutftwVMOHFGCyndHNmM07782m7/XVrwSqcw3LMBEOPtJlGTI2hUS9V33cWO9GgNUC3DSgAb54P0Gs/tNBJLhXIsDB0OaqsIqklsbZrLVJ6CkktGdyX55Tarl3RucFyTF45Hai+L3ZD99amyRqwzWtFZuYDhU5AaUQpXzNzSssLp7xQtOP6ndKS4DpizBG46ICLvNfJANFGKoKs8BvTsPB9WG/j8vB9Nae0rdCGkfGRVLw6FmR4U6fMXHj43ueUAjSEz5xSvqZCNz0mjhXMKXVLI0wnpiZifc96KkrLndIaLaGAYPpBNfzhftu1kdJTpVnxXvGc/3rx3wgBtDey7do4pFAEVB1QI2iRIpAlGc1KDIgNozmixTTQvQFK0yS4QKDQCSiNE01GmzxRmg+cOxKovreggiBOpPBCJ8eEmmhBhBCkC53I2nmMtunz/eepx+xBY3QvFaWNjfSNbdtGnaVly5Zh6tSp+OQnP4nFixcDANasWYOWlpY+bSsQ7E78Fby9iT72x81EUM7K4YOuD3bZ2spz09gYwN1NW6ENGTPT+4a7EeGU7llkzSySWhKx9a+g6Ikq3i/RyEAG4PiEXbmDx1ClkhPGHL8wTp96Ot5pe6fklEpBp1Q1S1OD/FiuRcOyKBORuXZonn7VACDWBMgaYGb5yEyWVpA1s0HXsKxPKX8vnivpEhcy08Z2lZtiMwfoCUCPVw/fh1XfK9GKm2gmSpWtb8N0jIqc0oBTGm/hBVE879XMUnFYwykFSsVOAVHqCTHJMQNtllhOKQBMSk3Chp4NcFy70ilVQprnoyRKw3JOyyGEBJzSBr2Bj76tKMpCZfj+xc0v4lPjPwXV8ZxSNQLNddASa0GTpAINo4FoE5DvANKbITVOAPHeoyRJUJf/BgBNAYhJKrRoI6DGALsYzCn1vabt2jR8T1DFKTWhxIcjSiRszm6CKslo8ZxS//HqNrrRaJmANy52qNHvllA33ngjzjjjDHz1q1/F22+/jTPOOANnnnkmli5dimuuuQbnnXcerr/++j5vKxDsLvwfmGGhLj9MlLI/8vmr5uOOpXfsknW5xK1oLTNYTmnaSIOAVPTqG0yYUxqWYyYYHF7f9jr+1fWv0N+Zjgld1hB95ScoeJOWLMeif3tGBgohcEnpGrNdu9cxo6zfZhgXH3gxJEg0pzTMKS0bVcqwHAsJEpJTmm+n+Y0ANNelfSX1BGDmAmMkAS98X6NPqf/xatX3FRhZIJIEtHjV8H3oRCc1ZMyoJ+a15fNh+8Qg4Ik+llOaby2F71koHeDjMGsVOgFAS6wF7YX2oNAreOF72wJBsE8pOz4tsRZ0FDvgOJU5peUtodj8+r60hHKIw284bC98nrNzIISEtq8q71P62tbXcOy4Y+m5UjSaV2oXMSYxBsMg04K0WBPQthogLpTGcfS1PPdfefcxAEBXsQsNskYdcM8pZcdJJQSOT0xaXvg+7jrhhU6uBSXaiKikYHN2K02JAaBBChyvtJFGk2UAratrHqPBQu19k0rmz5/P//vCCy/EIYccgpUrV2LevHlIJGgo5ZVXXsGiRYtwySWX4IgjjujztgLB7sKfhF8e6uoodGB4bDj/mTulrglCCJ5Z90xFMcRAwT5Y+1Lo9Hbr21jfsx5nTzt7QNfCJoxYrlURggRouFJX9F12LMLwO6W9fQkJdg+PrX0M+zbvi32b9634neVa0CQZMZeg6LmBNvEm9jCn1DeLvGr4vrzQqYpTOik1CZfNuAwHDD8AO/I7gqF4q8hdT9MxA8LWci3EPac08JxcW0mUSjKgN9BpPlYekirVFb4Pq75nOaUyE2hVKuthZunr1RKlWhJfnvllDI+WPrOiShRdBhWCi9YtQlSJ0lxcJYJcMQMgGhSlvr+n9kI7WuItWPfC7TCbWnxOab7iZrA8qgPQ8H1boQ0xNVYZvnfNikIn/8QrwzGgEwkKAWCU0vrKIyNM2LKiuHr7lPqLjZJaEi5xeaeAcqe0PE81baQxMjqCdkLw+pTCLmJSahJG9bTRSvpoI9CzBUiNh+TlidJ+tDLkYgZyUkLaTCMOxROlUcAqIqLS1467bjB879pQQZBwnCotoWyo0WGIyio25bdjnEZTHCOQKnNKXdDXHIIMSPP8Aw88EOeff34gzzMajeKcc86pEJl92VYg2B2YrskrLf2hroJdwEmPnhQo8GF/3KZjYm3XWqzvWb/LWkiVz5Jm6ysvdNrUUyr6e23ba3h2/bMDvhZ2DKp92H9nyXewaN2iAX/dHrMn8P78cKc0JMdMMDjYxK5aZGK5FjTIiBIXBccA8VxRVVIBMwvVc7x4Timxex0zmrfyoTmljP+c/Z84fPTh1CmVy51SwtcVeA+uHV59n2uD5gkgDRIVInoCMLNQJAXEV02es4JOaa0+pbx5PjMNw5zSQndZ+D5clEqShOsOuy7Y29h3o/3q1lexeONiGr63TSje+/GvS5VVWI4F27XRUezAyEgzlM6PYNkFn1OarXBKy/PfAep4VhY6ddO12pWFTmwdUZW2sbJdm66xrPreH45m1xu7WValyp6i5fgnRbHwPUDPG12rDhRLn+v+GyGANs6PsmOmRABFBxwTtxx1C76Y2p/mmUab6e+bJpZcWde7po0eqJKMrJlFDAAiKe9mo9QSKk4IXN9r2sQL39tmePW960CNNCAqa+iyshgh0/3oIU5po+sA0aFZlyMmOgk+9gTC975QV4/RA9M1edUwUJrZbbom/rbhb5jePH2X5VqyD17/B325k7uhZwPO/8v5/Oceo4fPjR5ImFNaTZRmzEzFcWgvtIc2J+8Liz5ahLvfvDv0d9wpDckxEwwOfrewHMuxoIEg5hI4cEutkCQFMHoqckqrOaWK3Huf0nJGxkcipXtfwq4LOAYPE1aE710biSo5pTrPKZWoQ+bldzLR4m/EXk9Oqd8pVbhTWiZK29YAP55B+3vqSerC9aEtnV88FuwCNmc3UzFv5KF6orDcKbVcC53FTrjExQhJg0K8ka5so5BCJ9MxKwud4iN4+J63WOKFTkZVp5Tt23EtqAQ1W0KxffgLnfrSEspyLcTUGOJqHOvS6+j3geMA/3sK375c6Bq2gQhzjVWdO6UxNQbNtalQjTXR3zdNhOzrSypLMlBMQ4GEjJlBjBDqWqpRwC61hIq7JJBTark2VD2JhGWE5pQ6IFAVHVHvumvxjrcGKfD52GP0oNGx926nVCDYk/GL0pga405p1st7Y61C2LYA/YLdntuOT4z8BAp2eL/DvnLLK7fg7da3+c+hTmlZ+L5gFwKNsXvMHr7ugYQ5pdXep+3agS+C7mI3Prfwc1i8cXG/Xtd0zaouqHBKhx6s4XkYpmtCJ6BfwgAKTiEQvqfV926vOaWKpHCBUK36vpwDhx+Ih894mP7g/f1IkKCFzEm3iI04yymtFr4HPKc0CZh5SJACTml5+J6J22qFTtwpVaOV4fvOdTR0377GE6WxPonSqBrlxZFFu4j16fUwXRNxI8uFeVihU1uhDc2RZmhGDioITNeCwsP3uV5bQgGl8H2gT2mRfpbIjhmovg84pUrUE6U0ZF2rJRQXpeibKPW7l4qk4IsHfhH3vX0fdUoBIN/Ot/ffCAGeU8quTW+iE586ZRv0hoWJvqaJkH2pAjIkGhlgotR1vfC955SqUaiSjAgJilKbONCiTYhZhfDwPQgUWUPU+y5rgQKoUegkpCWUZVB3dggiRKlgr2TJliW4/bXb69q2Inxvl4lS310pcwZY7tGI2Ai67QC4k0u2LMGGntLkEsu1Aj3t+Pp8hVimE8zL6jF7dkk6QW9OqUOcgJNw95t3o7PYGXpH3xdqiZyAUyqq74cENrED16MfWqjhIspEqVUo9Zc0spAJgQvCryMe6ixDzuzgYc1aOaWcf/4eeO4HJcHEbupizdBkpcJlr+WUKqAtkTQCzyn1wvdedTYvwLJrhO9z7fQfghOdFBAqOMud0p4tAAsV9xK+D8Pf5q5oF9FR7AAAJApp7pSGtYRilfcodlOn1LF9TikN3/tvBsNE6cjYSHQWO3nOOQDqlEoyJNsIhO/DnFLbtbyc0jKn1A1xSuU+OqV+oSjJ+NKML2Fdeh1e2PQCdMiBY+zvU+q4DizXQoRdm95EJ35dhYhSxd+o39uPCglZK4u444XStShtni/riMkaJATD95ZrQ402Iu7YyIdE52wQKIqGqCf+RxAJiA2DDgSOV87OIWEVhVMqEOxOtmS3YE3Xmrq29Y/A8zuRTGiGiVLTMWHYBlJ6Cpqs9TuEX7AL6Ch2BHKFLNcKOjUIuh5sG3+4dFeF73vLKfWHLl3i4umPnsbk1OR+O5g2sasKTt6nVEx0GjI4rlM1fG86JnSXNonXJQVFp1iaQV7NKQ0L3794N58JXlf4fvsK6jIyWI/P+DDooU6pw3NKAyIr1w5J1qBLSskp1Wj4XkKw0KlaTqksy8AzNwEv3QMgWH0vE0JD82Gi9IAzaMugWLMXvq//Zs9/o80+OyRIiOY7eY5omFPKKu9R6IYCQoscmYb0wve9OaWsx+n6nvXBllDJ0ZDt4A2145a6ADCntCKndM0z0N76XeBGIswp7e0mlTmlEiT6viQFST2J06eejn9s/Ad1Ss0s4BPt7Nyy74AYkWguqeTlF7OIlWPSxxWNOttNEyH5RKnieKJU8pxSxyo5pcRBRNYQlTTIQFlOqQst2owEcZEPGWTigECTNZ6TOtJxgfhw6F5HAYZhG4iYeZFTKhDsTmzXRq5KL79yeFsaBFtCZSz6QRgqSl0ThmMgqkbRoDf0W5RuyWypeK3ysX0ATS8oF6X+sGGP2YO8nR+QanT/F4a/+j4Mm5TC96ZjgoCgJd7Sb7FYS+SIPqVDD79bWI7lWjTfDkBMUlGw/U5pBgoJVt+zSEE5il3kYc1Qp9QqAu/+ufRztjXoLNpFKhr0BDRJ5tfO0x89jUXrFsEiNhLetR8oTMq1Aakx0CDRMD5zSr2JTqw1EeDllO54D9j0Bt2P57gqRAY+fI7uCz6n1HVpk/hQp3QrMHIGcO1bwMgD+DjKevHfyLIiyZgag5xro6+J8JzSnJWjLaaK3VAJTWuQAXrsvNZFhlNyO8Oa5yuygokNE7G2a62vJVQ3kBpLc0rRW06p4+WU9gCuA/zj+9DyneFOaR9ySh3iQIIEWZKpUPTOz6fGfQoFuwD6bUC4+6nIpZZQ7PshAomG7tkxYfm1dpGKVAA486fAhCPKnFJ6vSmE5uLHbLOUUwogAiAqq5AJ4PqiTxZxoKpRxOUI8iHGg00IFEXnE6FG2BYQHwaNBJ1SwykiYuRE+F4g2J3Yrh3IBa2F3yn1FxLVckotx+LPS+mpfofMN2c3A0AgVyjMeSjPKWWij32Rs3X0N2wOABf85QK8teMtAPXllLLfsQ/AhJbovyj1Tfgpx9+nVBQ6DQ3YdKIwLMeC5p2nqCSjaBdLOaVmBjIIHFIWvkdI+N6x+GuE5pS2rgKe/Frp52wrFXGuC/zqOCCznbqOWlCU/nPHP/HG9jdgE7fUEqqs+h6p8dAl2ROlLKc0x500/7q0bCuw7R26Hy/iIXdvoA3VvV6dgZzSauH79GagcRyQGktdOT3Rt/C9Egzfx9QYPWbZHVTwIVyU8jzQYjcUABabOhVtpM3zFZ33UgbCW0IBtDVXzqLOKhyLTqZqHFcZvkep1ygTvIGc0lWPAx0fQnOC0RNefd+H5vmsr6kkSTynFAAOG3UYYmoMEZf1C8t5+/Y5pZ4jGnFdmksKBJ1S26Q3LAAw61xAi0Hy9u8QBzJzSuGJUpbfqcUAAGP0JkzWmsKdUllHQktUKXQCVFlDVKX7aTENzyl1A5+Phm0g6ti0uf8QRIhSwV6JTey6hZm/0Mkv+tjzazmlESUyIE7p5ownSu3aorS8+p59ODO3gK1jIDoCdBQ6sGTrEgB9C9+zD8Cklux/+N7tpcWQcEqHFLWcUtM1odkmEGlEDArydr7UEspzSl3fgAZeqVyGYhtwWEGRHRK+d2xaCMSEW66VhrvtArDtbaDjA5q/p8VoZbLvZiptpGG5pfA9zyl1bKDQCTSOgxpwSuN8ohMhJBi+d13e/oiPGd2xkoZpC50AynJKCaGCs/wGq2crFaQMLR4evnfs0Ibo/s+0gl3AtKZpnihtpYIPlS2hbNem50vWaPie0I4JMrxKca/QCfAVf4Z8XgHApMZJALyG/l6RE1LjKsL3LnF5XmhEpUVUNrFLOaXrXgL2OR66Y8FyLPzHs/+BpduWlpzSe2fwG4R6WkLJsgwZcuA60xUdR445EhFSJkp9E52KThERJUIdT+aUqhFf+N6gzqkPdh1ZrgXZO78qgKyZQcx1qEBUNEBWMathEn459mTIKKu+Jw40RUdcS1S0hCKEwJEARdURVeOQAAwz8zRFhZBAlwTDKSJCXBG+Fwh2J7ZLRWn5XOswLNfihU6B8L1ZI3zvDKwo3ZKl4Xu/UxrW9y+qRGG6pfF87AuVJd8X7AIkr6qzv1iuheU7lqNoF1F0ijXFn9/RZNsktETgw3BnqOWU2q7Nc0qFKB0a1Eq3sFwLum0CTRMRg4SiXSxN1jEyUPQEnejkawlVUehECBSvhRLg5ZSqceCFedx9BLsWWPU0c0pZOk/PVs/ljAfa5ZiOJ0pBi7EUSCWn1BORSI2DBgkqcX19SvMlp9Rbe8Eu0G08Ecar73esAqafAuTp/lTP9aNjRkOcUkJ4A3aOFgt3SjcsAf54fsXD/s+0ol3EtKZpiKkx6pR6+YdSMQ08+h909xVOaZrnnioE1NXziVIePaoiSqekptB1GDmg8yMq5OLDIdlFuMSF6ZjoMXtKqRwoOaW2a0NRojS/s2sdMPJAaI4Jy7WwPr0eW7NbS6I03w50fFBX+J4QAkVSaPjeKkLZ8Br/3ZdmfAknq16PUb9T6pZySqNqtDTNCeATnQCUCp18yEqpJ6rknV+VABmzBzG/QPQq8OGYNHzvlkS7BReqoiOuJZH3zqfpmPjT6j9xEa7KOsZFmnF6ZCxUIxeaU1pko0yVynM1FBCiVLBXwtyHWiNDGf7GzoHwfUj1vb95PvvQbtAbAuH7V7e+ivvfvr9P692c2YwxiTHBnNKQHC2WL1Q+7tQhDu+n2hJvGZC2UJZrYWXbSrTmWwEAw6LDagpE7jg5JlRZRUSJ9Dus7ndgw9anKRovuPio+yPc+NKN/Xq9vZ20kca8N+btsv07xKlefe9Y0GzDE6VUuPHQqZGFEmmAjV4KnWwDCiGwiQPLsej0JTUOvPJjoP0DbxHeNZdrowKh2E1FHMvDy2ylwk6LB5xSy7XQUaCV6SoIdEktFRoW01RMRRqgQ4LuuoHwPXNK/e9ddZ2SKGXV98UMMHoWzavMdUB97T7YjuE5goSKEr8oLXRRsRNwSmMlAeTHyJScSB/+z7SiXcQJE0/AmfucCWRboSRG0nW5Dk0TgM8pZRGkYnepnylABZRZ6sOaNbMo2kWeTlPOpBR1SvXVfwH+fAXt36knoNgGCAgWfrgQt792e8VEJ5e4KLom1EiSvt+2NcCoGdBtE0W7iM5iJ7qNbl+hE4D2f/Upp1SSJFhmBvKGV3lR06GjDsW/ERoCZ623/OH7ok2d0oD49DulIaIUkgKZeMVc3vWpgCBnFxCTNJ+4pb1K4dCesMGWUASaEkE80oC8d42sS6/DvDfm8b8ZVdExIjoMc2PT6PUQHw7dMywYhmtCr6ON2mAhRKlgr8TfxLo3AuF7X8ulrJmFLMmBfbAPd8u1uJhN6amAM/l+x/t4u+3tPq13c3YzpjdPryt8D5SqaP3h+x6zBxElguHR4TuV47qmcw0+7P6Q/8yE5stbXkaD1oCoGq3LKaUzzvUBmUnfW+GMKpWc0o2ZjVjZvrJfr7e3syW7BU9+8OQu279d7IbtFfGUYzkmNKsANE1ExKUhRb9TKusNFU5pRZ9Su0i/rOHyv5W49zhYASDLw8t18IKiQDi/ZxuvnNeAwM1Ue9Fr1UQAXZJLIssu0pC/GoVGAM11Ay2hZMhwfYIa8LbxGsVzp9Q2qMA00kDXOmiOCdsx4LouZOJ6otT3N5beTMPlkWTpMUULn/pkFegUorLoEPu7ZTm8M0fMxMXTPguYGaip0XRdAGBQ0c7+nniufaG7VKVPSuF7SZKgyzruXX4vfvrWTwMFo36YKI3YBtC1noaqtThkzynNWTnkrFygTykzCfKOCTVCpy0huwMYeQA0QtCa3wGHOEgbabjEpQITANrXVhSDhuESF8pHL0AiLmziQHFt7l4DKN3AmFng4Yug5DsD4fuowpxSVugUKRU6OUbpcYYkQ/bancmOCcgqVEJAQBBjRVFAqYjNMSEhKEotuFDVCBJ6I4qE5m73mD2BDiWKopWc9GK3J0rdQIqFQ1xEh2iREyBEqWAvhQmksCbD5fDcKQQnOmWtLEZERwSdUrfklPrD934RmLWyfQpbE0KwJbuFilJ/oVNI4YAma5AlmQvngFNq9iClp9CgN1S0heouduOBdx6oKRL/sPoPeOxfjwVef1bLLDz+r8fRGGmsWUBQXuikK3rFxJcduR31HI6K/dZ6TU2hfUpNh7on1Yps9hY6Ch14/F+P7/Tzax3PgcApdMFNbwn9nWlmqcPYNAGKN040kFMabYDjzykNC987Jq3SJwQ5i7Ziihne3ydzqlyfU5qlLj8Vpb7wveeUqgQBp5TlTmuEQJfkUq6lbVIhq0agA9BcJ9ASSpblimlWqmtXOqWOBTRQIYjW9+jrOyYVZGHh+56tQGpc8BgoPlfOj5UHiFNRmc+iK11Fmt4QU2OeAJOgen2WFYAWIKHUUomnNRXTvEpfAXj4HqDicfmO5eg2uks30W/+D3ddARphadAaoNtWadKRnoBkFfkxY5Etf0soAMg7BhQtTvu0qjGgaRI0AnQUqYBMG2lPzHpSpn1tXYWnjutA3vEeZEJKbad6fNctu1bMPND6PlTfZ4thG3Q+vW34Cp16cUplhU4scx0avk+08GMaU8pFaZFHBIh3PTmuAwJQp9QrUMrbeW6GsO8sVYnQa7J9Lb2OWvaDTtzA9xYARJjQH4IIUSrYK2FfNPWEsf3TRmJqDA6h4Y6smcWoxKjAPsqb54fllGbMTE3xx74cGFkri4JdwOTGyb06pZIkIapEUfC+eNiHjUtc9BglUVqeU/pO2zv4xdu/wJV/v7KqKOkudvPKUlZVe92h12FjZiOaIk01w2KhTqlv0lLeyuOUP5+C9kJ76POr4a9oLqfcKS3YhV4LHOple277gHQwGGjeaXsH//vu/+70823XHrBjFIYDWhAThmVmoUkykBwF1XX5Wlj1vRJphAvA8a7d8PB9EYrXAo31KJVYvicTY44vpzTXRkWUleeiCz1bSjmlhARyShkaIdBR5pR6M841QjxRGqHheytPnVLiBqqlw0SpbBvUKVRjwI73oBIC2/HGjHKn1C9KN1eKUjVS3SkFAo3mAVpwKEFCa4EK9KgSpaJLT0DxnE0JCDiltmuXnNJid2nyk88pBWhhULfRzafaabIGPP9DYONS/vqSJOG7R38XsxwAx14HHHs9oCcg23TMKMuHd4gTaOskQULONaHIGhBpAIZNBbQ4dJSc4LSRBiGk1KWh/V9UlBq1RSkBgUxsSKCTkmQCegPA4E5pzhseUOoyEOqUhjXP9yMpUOBd054oZSkRlU5pHnAsSEBF7YCqRBCL0nzXvJXn4ps5w6qi0320vgeMmA7oSWiuw69tJl6junBKBYLdSn/C9wD9481aWYyKjwq4l0y0ma7Jn1cevs+YmQqn9OXNL+P37/8ehBCc8tgpvNqebS9LMlpiLRUtocJytKJqKcWAfVjZrk2d0kgKSS3Je6wyuo1uzBoxC8t3LEdbPjy8mjbTFfud1jQNtx59K44ee3TNgiK/A8dyPf1jCHNWDrZrY316fejzCSGhRWnlk6LKX5PllFqORZuxD5BTOvf1uf1yJHcVeTvfr5QIy7V2qZvs+MLv5ZhWDhoLm3t9bf19SuVIIxwQ2N7fmEV8fUpdh4bCbYPm5hGXTqZRE7TFEhDilLbTkG/zZPpz3rsZLHZ7LmcMGnErWpkBtDL66tQMHDj8QG/fRSo01IhPlEZLE51YoVOmJGxoTmk3AF+fUseioiE+DGhdBQ0ElmvCcb0eoFosGL4vr7wHvJ6YYaLU++woE2SyJCOpJ9Gab4Uu695NABWlqpfLqBBwoanKKizHKn0uFrqheLm1tCVUExdt7Ga+YBdKOcP59lLRmcepU05Fg20CLfsD+50aCN+zHsesTRNaV0MqdiOqRmESB6qs0RuLYVMARYXmaxOWNsuc0o4PkCqLXIXhEAey60CGBMu16fsqd0olhb7PQjcU32Q5XuhkG2WFTt458YtVhiRB9lx52TaB5EhaCAcgpsRK26levrBjQAa4U8o+WzU1CiXWiBhk5OwcF99MlCpKhF5DxAVGzQQUHbrrwPTWZjgGnUg2RNtBAUKUCvYg/vfd/8WvV/waAPBu+7s1K+uZkKkrfO+YvKAo4t3hclGaGFVRfc+cSoc4oc3zw5zSN7e/iaVbl8JwDOTtPO9LCtDeokktiaSW7LXQCQg20GcuD8sprRq+N7oxKj6q5pz4tJEu5cx6+9VkDadNPQ3XHnpt3U4pSzvw55Sy9W7KbAp9/n8t+69QB7BWuNlyrED1PavmHgiyVhadxc7eN9zNFOxCv9ps2a4dGLYw0Dg19m05BjRJBfQ4VIfebDjEgQoJcG0okSR1Wv3V90yArP4L8MjFnlNKm+zzaU4sF7Aip7Sdhu+ZKM21lhajRWmfUkJK4Xveqoe+6meiY9EY8UYx2gYP31NRavtaQpUKnRy/2+qUnFLep9TxXLTYMM8pBXVKXa/QSY8HQ/PpLUCjr/IeCAqgBV8Cls+n75k7pZWCLKWn0Jpv5aF8mFnqlHqRGBmguZDewA6LWIFCJ8XLQaROaSrglAIoOaXsBsHLpQ1gFXkvThq+L4B44XPeq1WSgWdvBpb9L9+3KqslpxTgnVISWgLdRnfJKW0YC7g2UpbZqyh1XReKNzbVZtO0/E6pkQWSI+n1Qxworsuva17o5Pj6kVZU35fl1nrhe5vY1C1P+ESp5hOlPqdUIaWWUNwpVSNAJIU4JBSsAjcfCnYBMiGQvaEQAIDRniglBBbrvuAUEZUUSLGhOWIUEKJUsAfx+rbXsS23DTkrhwv+cgGe+OCJqtsyIVNX+N41EZHph4sma1AlFUWniIyZwah4Zfi+QW/gj+mKXiFKw3JKWwutyNt5Hp7fntvOf8fC7omy/nPVWqzEtTgXeUygsOr7auH7tJFGY6SxZvFRj9FT4ZT6RXGt8X3+sLA/p5SH7733tTGzMfT5XUYX/tX9r4rHa7aEIrRlFhPaA5lTWrAL/R6IsCvIW/l+tdnyz+/eFTggsKuKUhO6rAFaAqrXVcFhDdkByFoSBFQksLVypzTfQZ1O2/D6N5JKUWp5oqA8fN80EYBUKnoCvOb5MWiuUxG+506c37FkYlKJQCMuFZy8+p5OdKKhaBuSd7PMq+8JKfUpdV1vXGgTkG+H6olix7U8p7Q8fL+lilNq0IKmVX8Gnr0FeO8Jn1Na2Q4upaewI7/DJ0qpU6pxUUr4czVZg+3QPqURSQeKPVA9EaOAVOSUNkYaS6I06x3jMqeUnp98adKRnoBsFXlxWMApzXcC21dyF1aRNXq8hk+j58cTq/s07ePLKZWooG+aiFSxp9fwvQsXsksr8G3i0PSEQPg+R0VpDzUPFF/EhrdUYuNEAa/QyTtv7AbGDyt0cm16Y5JsodcCgJh/Ipkvp9Qfvi85pTEg2og4odEnv1OqAICslIT/qJmAokEngOkJZsM2oEMesnPvASFKBXsIhBCs7lzNW5UAwLw35lV13nY2fA+Umk3nrFxl+N4xkNSTXPTVm1Pamm9F3srzffmLfjJmBqlIiotNdkdebUJKXI3z/ZRX37PwfbkY7za60RRpCghFP4QQdBulnFJ+Zy6V0gdqFTo5ZV/uPKe0zCnd2BMuSm3XDqQ0+PdbtfqeOaWKxsP3A5UvWbALfLTqUCJv5/vVZoune+yivFK7plNqQpOpU6p4gtQmNhelqvdlarqliU5clFp5+s8uQvXGkfIRozx874nS8kKn5Egq9nJtAHM+NRp619zK8L0Kb5a5/2+Y5QmqOmIuQcSxStX3dgEyoXmKDrERY6IUoGFUI1OqvofXdD8+jC6DENiuBZfNlQ8N34fklNpGyVEdNdPrxep9ThWrO6V8JKuZA7RSTqnMZ9pn+c2n6ZjQXRsAgRJp8rbzckrtAuA6iCgRfKLlEyVRmtkBQAoXpXaRngfAC98XeKETSyuRZZmmPPhFqaIBZ/8SOOg8AIDuPb5P4z68+l6WJEDWgGgjUi7p3SklLmSH3gjYrjdNi4XvCaFOcnIUdaoBKE4wfF8qdApxSkOa5/tbQkmW55R6ojSu+zorcKfUgAIERrjSY+E5pS5B3g7mlKoEgKyWjvHoWdwpNTyzwXAMOh5VVN8LBP2jrdCGzmJnIJx70uST8F/L/it0+75U3/vHjAJUlLK80PLwvemYaNBKIlSX9Yrq+zBR2pZvQ87O8X1tz/ucUrMHDXpDaLunqqLUcx559b0brL4v/1BmolSTtVBRU3SKMF2Tz8a2XAuKpJQm2qD6TGnijYYMdUqdUqETQMP3izcuxitbXgnswyFOuCjtg1PKZqkPBAW7wCuxhxIFuxCYN95XdodT6lQTpS5zSuNQvR6jfLY5ANnrnWj68qR5+N5kotTg40gLdoE6f+Wi1LGo+My10wlOw6dRFy3XDjRNoNtwp7TUNcJyLUSVKDTAm6zkF6VF7pT+v6yNz/b0lKrvAcg8ncZGzJsGpbFzVEyXqu8BKjxitFhFBWC5tpdTSgDN97q8cX5I9b1jlt5vYgQNN1cpdAKAVCSFHTmfU2pRp1RWVEjwHFAAMLL85tN0TOiORYt0vObuChOlAGDl8fVDv47PTf8c8ha9WdIy26hILoSkvlgFejPgHV+JuCBeF4aAU1roBjo+RMT77FNljaZgeDctfqfUcAwauoZE8zv1JFKui6yVrVkg6XhtoGRJgk1cekPAnFK7SLsYJEZyoar6vneqFzqFjBllsPA9d0pHQvVutmOaT5Sygimv0Mn1RQ00AkiqDkRTSLgO8lap+r5gF+h0LlkFGicA006kN2OKjgghJafUMRAlEE6pQNBfVnfS8Xl+5+wbh34DS7ctxZvb3wQQHK3Zl/B9eX+9iBLhVeKj4qNguiYXckWnyMP3ESUCSZLQoDWg6BT5l1tYoRNzSpng9DulTEyycYlMuFbLKY1rlU6pQxxkzSySWjI0p7S38D0TYNwpDXFpVSk8fM+csUBOqVeAxI5DwS4gqkSxMbMRP1n+EyzZsiSwD8d10FHswEfpj3D6n0/nj7NcszARxtbIjhHrdTgQDFVRmrfyIF4YcGfwXy+7AlroFC5KTe+6gJ6ASlzYrBUSAMgqdcQAmGHheyvHRSkbR8ryuyudUpu2XUpvog7iPidQQZNrK+VnsjGjvsbipmNiRGwEDd9XiFLWEiqKUYUeNPAxo1RIy16Op01sOqEHoNXVaiwgSmUC6qLFPKdUiVBBxopt/E5pWON8gOYr+p3S+HDaWaA8fL/s/4AlPwUANOgNNKeUtR/ywveQVZpDy8dqljmltgFEG3nuqcRySr19HDXmKIxNji05pT1bgYlHVQnfF+jxAKgghtflw59TConmxMoKnS0PT5T60Lz3MLWR5ph2Fjs9UapTUerQ6ydsqt2W7Bac9OhJtC+s46u+1+JUlBJSageVHMmFatQtDWIx7LBCJ90nSovVw/cspzQ+nKZ3AIj5e9Bq8dLNV1lOqQbQ9xhJIebYtNDJMx+KXgQBsgqkxgBf9Fr7yQoihPBaAcMx6AhV4ZQKBP3j/Y73AYA3ClYlFSNiI3DalNPw4qYX0V3sxqcXfDpQja7JWn3he9fkyfMALSRqL7RDlVQMi9IvD7Yf0zGR1JPImlkuZBOew5O36CzvvJ2H6ZpcSOWsHM0n9YXvy53SlJ7irp9fcPbqlPrC97ZrQ1d0ur5q4fsqhU5MgPlzSit6pCrh4XvmkPqr71nzfLa+vJ3HtKZpyFk5rO9ZX7Ef9vMT/3oikJLBi15Cws3+MaMAzYmtJmD7ylAVpeW5xH2FHedd1avUAWo4pTY0Wff6gxLYbKITIYAS4aMYQ0Wp6TW/95rnA/SLWFd0KkqjTaWcUiZKAWC/03hPUipKfU6pGoPmlNJOLMeiopQA0BsqnVJFp+KD5Suq3qhGJQLZLEUuWPheA4BECy0UYtX3ig5IEg3fyyrU2DAvt9b2xoz6ckrDGucDQadUkqnrGnBKvfVtexv450MASuF7Fo2hojQJyBpUSCWn1MwGm+fnOoCmibwLiEKI974jXLzFVZp2ZDoGtHwnMH52pSglhIb8Wb6jGoVEJLjecAw2alVxbZryMPZQRDyhr5SFwjXPhRyVGIUGvQFdxa6SKI0kEbOKUGU1NITfY/SgvdBOhayXx2sRB3J8OL3xKaZp6F5S6DnyjmXUtfnfXtEJK3SK0rQR16kSvpchE8/9dx0g0gCVUOdc03w9Q3nzfIuLdsDrxALQ/UZTSNgm8mYpp7ToFL2/o7JuLZKEqKTw8H3RLiJK3MpragghRKlgj2B152qMSYyB5VpcjABUEFquhZydQ8EulAQdsdAYaQwUDlWDjxn1kvSjShTthXYk9SRiaoxOdbJzfFuWQ+rvbSpLMrJWNiAGmXDYkaeuaN7OI2fnoMt6aKETez/+0Hy1Qif+Pp1SjiDr+ehPL2B0G91oijZVNLRncFHq3VGbrlnh0qqyGioOy5PxTYcOI/C3hMpbeQyLDUNLrAUSpAqnju33Lx/9BQSl9lBs347r4LG1jwXWzoQzF6Xel1B/K8td4lJRag5dUbqzxU6W5+bsKqfUrtGn1HS9iITXtN7xuiUoAKDq3I0zfTcivHm+laNf+maWNx0v2AX6N5jvpCFuf/g+MYK6RjM/Sx/T4vTvOznKy7uLAloUutcknq7PREu8BRqI55T6ogKseEWJAEzAsdBtrAmy9/dmkVL4XpUUINYYdEr5c5qB5Gho3o2b61hQIAV7kPZsDc68ZzBXzvHc20gDdUetAk1bYKK0mKZN1LvWI6WnaNi5rPqeOaU8p9TIlsaMuib0bCswfB8o3uetDEKLafQ4bwvFejvnrRxNWWiaWClKmYvIRKkkQdZiIL7m+Q5xqOMsycCkoxGxWJujyql2KSWKUfFRaNQb0WV0QZbghe8TkKxc1Qb67Fx3GV2QHZvOlweBqifoNbTpDSq2I8lSFTuAmOMTpWGFTv7jCoSG7xVW6OT1o1VAEIMMKeIb+RlJ0nPptYRy3WD4Hgptj9XgEnTndpTC91ae3liEtBDUJSXQX1t33cB7G2oIUSrYI2gttGJCwwQe6mGilN3VM3HGPjhs10ZTpKkup9RyLGgbXwf+azrQsw1R1ROlWhKSJCGhJng43LCNQPgeoM2hExrdxi8G2QdBW74NSS0JhzjoKnZhUuMkZMwMF5asQAmggpOtmbm95YQ6pa7Lp+OEjdnzh+/DckrTZhqarAUmRYWG70OeywRlxUQnORi+j6txXHLgJThlyikVTh0Tn6zBN08J8Lmwd715V6DPKTs+TDyzL6H+Ci4mzHNWrmq3gcGCnfed7VVqe9XEuy6nlIbww7CITfMBZdqU3rYNL6eUOqWK73rTvFZBfMwoGxFa6OKFUXk7X3JKG32i1LWpWLjkSWDfk7wdxqlTF0lSQcj6pTo08kIIgemYaIm1eE5plZxS1urHex8AgORIyDma7mO7NuIsfC+r1MH155QyETNqJjD9ZO9Gz4Hr5TfSynrvmuvZXBm6B6gYdi2vmj1CRamZpT83jCqF71lbpn/9nd/0Bp3SOKCoUCBxoQ8zC+3Fe2DZRRq+79kGDJvKz41CXOoiel0H/PvsMTNUlCZHUVHqvw5YaoEvrC2rUbi+llAucaE4JnWHk6MQ8a5RTQ66jroWw4v7fxWNkUY0RhrRUegIhO9hZHkDffa3zE+j73NHcS3e8VSWFGDGOcC7j1LXWU/S/F4AiA9HzLaCIXA1QgvKWJESO69eC7DK5vkyJM8pZa2/VEIQIygVJgH0pqLYAzgmFczEQcbMoNvopuF57z1OtmysT3+EHrMHsiQjb+VL4fsyoj5RWnSKiLpOad1DECFKBXsElmPRO3Ivp7RClPrCxAD940/pqV5zSlkFsP7MzbxSNqJGsLpzNcYlaYFBXCuJQMMx0KA1gIBwUQqA9xjNWlkezmfCoTXfismpyQCA9kI7xiXGIaJEeAg/Y2b4l4a/3RMPoW9fCXSXQtoxLcYFLXsNNiNekRXE1BiKdpG7jaw4plb1fdpIY2R8ZKlPaZXwfZhIC3NKdUXnVfEAPS8xNYbLZl6GfRr3CXVKm7wKX6AkSrlT6oX4/F8qbLiAKtHOkhnfJKD+4HfXh1oIn0/y2klRanlfTrui+t4lLlypulNtuTYPvVJRSrslKMQFVB2yL/TI+ocGqu8BoNDF2xeVnNIOKt78TqmsApOPpa4eQAUYQAVAbBh17NQoNIfe0NqE9m9tibdQYRVJBkWpw/qUeqLKnzOYHAXZazfld0o1SaUCq1AK38ua95kx9hDgjHu9oiLvbxdycK59z1YqtsthgsfIlNpSGRkqEpOjStX3xTQw7jDgg3+gQach4pIozXvhexUKAImds0I3tPWvwHIMOunOE6Usr1MmnhunJ3j4nrmvBacITVJojqtrl1xDoHRufD05JVnlhU58opNtUiGvxWjuIwClXOCpUaje50pTpAldRhd1mRVv8pOZQyqSwnud7+GEBScEbsD8nw2ybVIxC2/i1qzP0364uTb6/pibmBqHmGMFwvdRJQq0vQ+07MfXxM8JENI8v+SUSoDnlAKxctcymqJOt216rc9c3P/O/Zj3xjzq4Hs3Q1OhYXX3Byg6RTRHmlGwc6VCpzIikgrDKY0ZjTi2cEoFgv5iExsxNcanfzDngQklJpb8TmljpLHX6nsm0CKRBuqg2EXElBhWd67GQS0HAaCCM2tmqZvimvwD3i9KE1oCWYs6pU2RJsiSXHJKC20Y1zAOiqSgrdCGuBbHqPgoXuzEqu8B6oL6C53U7SuBXx0HvPnf/LVq5ZQqEhWlBIS7nkxYpfRUoE2Tn7SRxqj4KBgOHf0XVmSlSlXC92UNnv3he+6UWgVeyKXISoW4dVwHk1KTuDB1vRCwf9/lIzKZYy5JEjRZ46K0v05pwS7w49hbv8Pdjf/maGewvXO/K3JKef5vtTGjxIGmMFGqw3aoU6pwp7T0haqz/DsWvmfFJ4UuWikNek1FCKhrmBrnyym1SgUoDF/TdoyeSQuetJg3ZtTgN09HjTkKZ5qyl1NaHr7XS2LDnzOYGAk5R4utLNfXEkrRQpzSoFhRFR1WhVPqnduerbQhfDnclespOaWGV+iU9DmlxTQw8WigeyOPxFQL3/Oc0s4PuUttuib07k1BpxTwiVIqOmVJ5mJXY9OXJDkYwrcKnqAqdfNQZAWuNyyBO6W2QXuSagnulJaH7/3tl1KRlJdTCh6+h3eT//Lml5ExM+godpROo1+UgnABJEsyMOZgoGEM8O5jFaI0ahslp9Q2EJV1oPV9YNQM782o9D2zG4LynFJZ8XJKvX60sgoNMmKuU+aUpjyn1OA5pUW7iA09G7yIAj0WU5U4NntRpWGxYShaefp73/Hlu5Q1FJlTahdpOzMhSgWC/mE5FqJqNDx87/icUqvklNYTvmcCTdcSvK1HVI2CgODgloMBUMGZs3NcCCS90Ieu6PTLsv0D7pRmzAwa9IaAIGvLt2FkfCTiWhzt+XbEtTjGJMfwgh5W6MRea116HRZ+uJAKw23v0EkmZul9+J1bfzU1d0q1YGupbqMbDXoD7+lZVZQmRgGggicsdYCNHyynvHjG8nIHWVEVIYQ7peyclYePbWLjzKln4gfH/oC+H18uKVAKqZc7pWyNuqLzY9Lf0HTBLiCmxtAYaRxyeaX9LnRizvoAh+9ZkR8AuFXC9yZxoHuiSFU0WF71veoVz8iKDsl7qu4JIybm/E4p+9ot2AXaR1NSaEGRP3xfnvbCQrF6Ejj3f4Gpc6hTSggsu9Q5Y5+mfXBR0akSvo+WwvcBp3RkySl1HcRdX/g+1kRFKXNKFd/zAB6+p0ME5GD4PrO9VLDlhwkew2tLFUl64fsC3d6fU5ocCViFKuH7hFfo5DmgkIC2NVAJgendBOrZHVSUKtWdUv9+NVmjaQ3RptJQAyBYee9BBw4QHq1yiQvZLpacUu96UsvC93wUJ4DmSDPaC+2eKPXC9ybNKV3RtgJAsNOJ/6aWih/PjZUUWoA26/PA+0/R/XBROgYxsxgsdCr20PSEYfv41hX1OgdopdQOhkQTURziQPLychVZQcyxg6I0mgKMtFfoJPE+rgCgEZef+7FaA6KyhqgSRUJNoGgX6M1aFaeUtVkzzCyihIjwvUDQX1gPQcdr4cJEKWtfEpZT2hhp7IMojfE7cOaAzmqZBaBUWMREZoNXLRlVosA/fw8svAYJveSUNugNgdzNHfkdGBUfhbgap06pGsfM4TOxsn0lAPDnANQF/e17v8WDKx+kwtBxaG9FvyhV4xVhXMf7YlMlFbqsQ5bkgChlDqQu66Eh+LSZxug4/QI0bCM0p7Rq9X2YKJV16EaWP85ySgHwOeHl+xgRH4FDRh4CoDKnlL2X8lCc/+aEP97P0DQXpXrjkAvfl6dt9BWLXS/9aMAP0Ilk7Fy0F9px4oIT+Tl1EC5KLeLydj6qosFxTM8ppeF7FkoGSjmlJafUE6X5Tp7/mLfztG1QtNHLGWXhe7vyy5k7pcHpOSroCEY+zWnZfCoK9QQC4z5Z70nel9LneCZHQc5S18omTskplT2ntNBZKnQqC0Vrik5zSonXaUDR6OsSQsPIyZGVB7LcKdUbStX3yZHUKSWENqFPjgZsg4vSQEsoLQHIiidKXSqg2/8FDQR577NO1+JAooW6vmBOqUyfW02UAjTq5HdK7WIgdA8AkqSCwA2k/VBRSs9nxGvtpJa3V/I5pfs274uPuj8qtdry5ZSyz4HWfGm8rP+mWiElASQzETnrXOq0B0TpWETtIr8xLtpFRDPbaejeX+3O8kzL1wvQ5vm80In+rEoKbR+mhziltgFZVrwpYd5x8DmlcrQRUyLD+XdNwWITnSprEKKyhiJraWhmoRMinFKBoL/Yro2YFuO5R34xYrpmxThLy7XqE6UuzStS1Th3SmNqDBMaJvB2UCx8z764Ak7p9neAbCt1Sk2aU5rUkojIQae0JdZCndJCOxJaAoeMPATvtL0DIFh9zwqdMmaGCkPXpjlwvvws1oKFHRfAK3QiDhRJgSRJtNjJChGlNfqUtsRbAID3XK23T2l52yaaU6pB/+OFAKjzmrdKTmlYE34mqNmXNxc43gdy+fsFgk6pP9VgIJ3SoTbViTulO1voxML3/RhVCgBX/+NqLNuxDAC9fjNWxneDVF2U6uwaUCKwHZPmlLouFXuSwr+Q9IqcUha+7+bbFOwCdOLS8LV/oo5rVbbGYV/8/i9jRYMGGZZjep8DgNr6HnVI9WRZ+L5YagHFJj4x/E4pcagTBc/hiw8D8p3QZR1xWSuFzz1UWYdFXNiOBUWSadcA4lBBmd0RLkplmYoPI11ySsvD91bea401CrCLITmlpT6lCrxWT7FmILsdmleRDgB602RAkqB4biULPUNPlM6Jb7+ssX2FKPU3zudvQ6GFTt7nhuEYkK2iF76P0dxHVLaE8jeqP7jlYNr70zufzDVm6QpjEmN49xN6fuj3An0vpfA9Tx0Zvg8w9hP0/TEHMzUeMbMQ6HwR7fGGBPhRIt45KVsvQLsNEK8nqncMFUml+ccVTqlXfS8pvGXWtKZ9aP9VdiwiKUzRGnkrwYKdp7nQYU6posJgTqmVRZRIlekFQwghSgV7BJZrIaaUckrZ+Etd0WE7pWkbTIixQqd6nFJd8uYFe19sqUgKnxj5Cb5NXIsjZ+dQdIq8uh3wckq3vwvk2/loT5Yf6m+91FZoQ0u8BQk1gY5CB+JqHAe1HIR16XXYkdsB0zVL1fdqHEktiR6jh4oux6ZfbHWE71lLKACBCvx0Mc0/iP2FTv5+nmkjjaZIE6JKlPYcDGkJVW3MKBOB/jGjWr4Lesda+rM3bcmfU1ruZtouXTsTIWxt/LwyURqSU8rWxtfT35xSL/+1MTK0nFKWBhFX4xU5pUW7iG88941eBbnNrpd+itKMmeHnhE0BY06SW8UpNeFC84QJay9Gq++ZU6pwp5SL0nWvAB0f+qrvOwPh+4hjU3eJzQwHvEKn8vA9E6XBsCVN/6FFPTq8PEjmlJaPGVUiNMSrRkKcUip8LNdGnBU6KRot+sl3QFM0PDfty0hqQYdKVXS4IOg0e9BEZCqwIyla2JjvoFOFwuCunJdTauWomGWFTqwKPDGSf6YBqJjoBEWjjiETpfAcOXYeGicCgK/6Pjx8z6IgXJTGh1WK0vLwvazC9Q2CMB0Tij98732eVBQ6aVHek3Wfpn2Q1JJl4fssGvVGRJQIjh57dMAptV0bExvoe5IBni5SuvIAHHMdTe9g10pqDGKEoODL5450bwRGHRhclx4H8l2VRU5A4NqWvJ91WUG83LWMpLybkh5IssrD92dMOR2/2NFaEpPRFPZR4khFmCgteC2hwnJKdTigdQKGlUdEVul1PEQRolSwR2C5NKfUcZ2aLaF49b1jINW9paJiu73Qjuuev47/XBKlUT7i7UszvoRbjryFfjn98UIklCjyVp5XlbNG+xGW7F5MI6FEafW9meWi1HRoPmVrvpXnlNrERlyLY1h0GCalJmHJVjrZiDkZx084Ht+c/U2YromslfU5pcEvgNDqe89tBIKidGX7SoyIjeDHy3AMPPj/2fvzaEmys7wX/kXsmDLzTFWnxp6qR3WrG4lWa2jTEmANWCAjQIBlgSwwRpjB6BpxBXwsXdvw4W8hzDVcwwKujDACPFxLGHyZZAkLYTQitQY0IPWo7q55OnMOMe39/bH3jiEzIk+eU1Xdpe7zrlWrqs6JjIyMzIx49vM+z/N+7h38X5/6v4p9nh2cZTlaJvQ0w5vmaW2gAJj2fUNrvDqwAEzG6fkHCWzKTJ6Uc8oxhqlxptSw3xNMqZpdU1rsa5dM6VayxS9+4hcLpnQhWLiqQGkiE6SSLIVLE0zpRrLBXxz/i8Lc1lbpZQKlo3xUjl00740Fp1kDKFVKkaJKptQRRTalkLm+kY+BUgDn/Jfg5Kc082fYN8fo8wbpQIPSaMEsKE0MmswbjE7d+t/2x67WtiZ5oic5Dde00ShsYkqtySmccN87NhJKyXKikwg0KDUjN3t2ClT1+Q2AOROvcMAGFM0fhTOf1WkgTUwpaHBiNaVVoG01pcM13dYPepCN8M1iejI836u07zUo9c375wCeOV+esDmlVCKhKkxpMQK0ksNaa98PG9r3Gn5Ux3e66VAzpUGvBKUTmtKSKXUdl+cceE7Zug56EG9xqHuIu5bv4mjv6AQo7Xpdvu+W13BNllXa9xWG8a5vg3veUHffK0lmEkBG2Yho/RQceFb9uLoHdIzXOIg258wx59VFgSP4DhnxI6vrk0YnABTC0ekEdhRvaHNKAXqHeKWzwOuf/Xp8oY1MnnIawaaVoyV5QpwOiK5ilhQuAyjd3NzkW7/1W3nxi1/Mvffeyxe/+EUefPBBXvSiF3Hffffx9re/vdj2rW99K/fccw+vetWrOH9etzvatt2rvapWJo37Xhp2pSUSqmDUkj5zf/tHALWsutNbp/nA8Q8UmkUNSl19YfDCwujU9c2s7Af+lDmlx5XakH0LgEI7UQWYw61pSq3RaS1eI5Vp0b6HstX11Qe/mvc99j46XqcAV/ddex/fcuu3AHBxdBE/TyeY0o7XmWp0stsMsyF/9Mgf8Zcn/pJ/+tx/qo9ZhKR5ytn+WR5Ze0Q/z/AiJzZPcNeBu4hExCib0r5v0CKOt+/TPCU4+wWccBEftwCl1fb9hNHJmFqshnB8dGlT+/5ya0qf2HyC3/3b32Uz2aTjdVgKl64qUGoXIkvRJCgdlzm0VWaHLVyipnSUTYJSO6K2iSm121p9oHC0wUfnNpaaUhviboGRq6TWVqYDbWZKB+D3cHF0+z5PTfu+U2pAZdqgKW1o32M0ncYoGRSg1Lbvq5FQSSUOKhhjSg/ipANcxyVV+RhTur80/GSTbKHVap6NV1k2C0oWroFTn9HayiaAA3WmtApK5w4DSjv3o0V9zEqC6Rx1Tn8eHvrzSvte4Kk6KPXMexA6Ascw2zY1oMl9Dw3t+2hpjCmd1JS65lplOzdJniDSYcmUZgmeMvPex1975Zp+96G79fjTSiTUNxz7Bn79Fb/O4e7hCVDquR4//qzvYkGqIl5MjBuTQDOfr/svsHwrkU3Myoba6JQMJkd19g7q894ISt0iNcJVgCs44EZcn43FMwmvMOU5QpAbprTgP+35XTjKscE6r7xRZ90OsxGTHKmuyHzGRtmIOBtqMuUqrksGpb/zO7/D85//fD784Q/zsz/7s/zMz/wMb3jDG3jb297Ghz/8Yd797nfzxBNP8J73vIePfOQj3H///bzlLW/hrW99K0Djtk0VxzEbGxu1P3v1zCnLlGYyI1VpAb4mckqt+17lzJl23igf8Vcn/ooHVx8s2CYb9RPnsb4ZeSVTWpS5qHbRQeo2NNmC0iDe1JEg0SI9peinfVbj1TIPNE84NzjHvD9P1+8WTKHNMf2Ht/9DPnP+M4We1Jbv+nS8DivDFXyVT2pKjfFKGecw1COhoASlf/jQH/Kmu9/E9fN6vKI9rmE25HT/NACfOfcZblm6hcVwUWecWk3pePu+xehUuq4lUkmSPCboX4DrX0joCP181UioJqOTympMaZFTqupgq/q4GlNqLrTCEbtmSu1n58TWCc2Uhs1TYZ6qGmQDHBzmg/mJ9r0F4uNh4eNVtu93p0kF/d7EeVx85yw7a/9u0pTabX1Pf/Y9V5DZG65lSk2WI5RMqSslbJzUO+lqtp+gh8AYnbJEA5FKS7fIKa1W0NK+FwGpTAwoRbfMlSxB6ef/AB79S8OU2uD8MaY0WgIR4OKQmjSBt8Q+R9yeZkpN7qSOlRqLhDL/X0m3OID5vi1cC6c+bQBmS4mgzCkVnga7ItRA1PXh4kOacbTPlw756oNfzbVnvwSf+/0yPN/18VBa1xst6XNiujY+bvE63cJ9j9a0Bt1mo5N9PpsIYCsdTDKl5j2yC12tKTVMqd8ltGBsIhKqU7tOv/yGl/MSf1/Zvs+GCKXo+T0OdQ/VNKXFQtZ8/svw/EktJgB3vEqP6jTXLg3sYqJ0MGkW6i3D+slmvaZb6qVdxzCa9jM0xt4TLRTHpJSOzHLtd6oApddoAIy+9g3zEaKlJe+7AQ76/I5stu9VXJcMSo8cOcIDDzxAv9/nE5/4BHfeeScnT57kZS97GY7j8MpXvpIPfOADvPe97+X1r389ruvy0pe+lI9+9KOsra01bttUP//zP8/i4mLx5/rrr7/UQ9+rr5BSxolbi4QyFxEb0D7OlKYqpxMP9CoyHfLuB9/NB098sDZmDsz0IepMaVGm7TYnKdz3oQgLIBQN1nTmYfcAc3nOVrLFmf4ZjvSOFEyp1ZNCCUYtOHvuwefyzm98J9//nO+feM3zwTyr8aqeLjOuKfW6RQ5pkscIc+GqGsAiT2tDN5KNIuoJKGKahtmQ01salH7q3Ke459A9gGZSLVPqjd3Yp+WUWlCYyYwkG2lQES0ROA6xjCeY0jajk9WUjofnV4ci2KoxpebG1cXdtabUPscTG08U7PXVNNHJAvtQhI05r7A9KE0vAygtpBQrj9b+XywcGpjSIuXCgEP7GdCtyVx/91yvYnTSfzsqh7XH9X96JSh1cfSC0oLSSku3NafU9SZMKL4ISGSq2/cK6J8rnoM8hS/8ATz8fooxozCpKXUcrSvFIVMSAXzv1kjrZzvaLMlwxegq62YfvxIRtWzjrxaugbOfb9eT2mOIN8rjCOfMaxQ6Qu7EJ4yL3QDBLObf/t1/y7MJ9L5RZXi+UvX2/ZLWXIaOW+7f9TSjaoHPWPu+63VxqJiSjAu+KGsUq5RtmdvPZJzFiGRQC89vdJSPMaW377+d/y243oBSAxQNID7cPczZwVk+dvpjPLr+aLmQzfTn0TLz49e6idPtd/Adj61ki0xlRHETKD1o2vft7nugNO95ge60jTOrhoEVwtNGJ5lTHJ39XM9fA5v6+u0LXw8uoBmUOl5I6HiM8pEhVhqO7yqqSwalX/u1X8tgMOBXf/VX+fSnP83LXvYybrjhhuL3i4uLnD59ms3NzeLnjuPQ7/drP6tu21Q//dM/zfr6evHn+PHjjdvt1dOvLBDqet3C6FS4rg1wsDe90hAj8dIBHdFhmA8Zptq8Y7ezruo0NwyJ38CUmrZbT0q2Uu2+D0VYrDSDbKT1X70D9LKUftrn1NYpruldUxidzg9KUGqZUvs3wB377+C77viuide8ECwgldSOygajE2ignMqMyGT95TKvMaWDbFDLQAWKnNJhNmQz3WQz2eTT5z7N8w5rY1fkmfZ905jRlpxSy2KDBoppnujj7iwZd3Naj4RyxSQojTcQn/t9/fsKkzrOALZqSt2A0PHwzXSeakklec+X31MzdjWVZUqf2NSg1HV2D3CvRFldbjUD15Y9zu1C9e35y3eZcwqV75jpJFSjcqAZlBZMqfns+k6FKbWuYrdscfqWKVUSVh/XOsZIm/UIesVNOsziCigd6iikvCWntCEGxxchqcy0jEcp7VgHoymNYeucdsJXWU4vnAQec4dwHYcUqW+qow0NILxAg4zBit7HmAPdMyDOcwQL9pjtdKo2PSloVrQaPxTOl4zbgdvguAGlFiTa61o20jp4cx6t+77Wvl+6Uf8apwZKBejJSfaxY0yp7wic6vFUft/ElFpwVoBSGeOmfSM76BBKpU1wE0xpVJrabOVJGZ4PxXMf6h1imA3553/xz3n/4++fYEpLoNjW/Dbld+mIoLhvhHk8+XnqHtAGs5b2vQXAjoVdXqQ/l+MMp2FKHccnN90nbTDzy20XrtE5tjI3Rqe4fG/GS/hFxyrO44kEiKutpi8PZqif+Imf4Gd+5mf46q/+agaDAXfddRcLC+VNcHNzE6UUCwsL9Pvlh3RjY2PiZ3bbpgrDkDC8umnnvboyZYFQJKJtNaUFo6YkXjIo2tiDbKAZVbOvlZEGnHEeawH5FKa0m2cM0gGDbEDkRaWmVJmxb72DzGUjzg7OspFscLR3lFCEJHnCymiFQx19cymYUm+sXdNQFkhqcLffRLxIcF1818dzPP2azAQZKZs1pdURplDmlFpg8eX1L/PFi18smNJIRK2RUG1Gp1zlRCJigw1jOosLpjREt3WteQiaGddUZngrXwb0orWtfd/mvveER+T6iDydaN9/9vxn+cm/+klefO2LJ6QS1bKfnZNbJ7nvmvsQjmgdmflUlD2H1qxWrXHtbVvZ85dll8CU2jb9ePu+AKWTlUg9y9vzbfveJ8tzlMoQ5OCHBvio2ix2V+aw+UR9wk4wh4ueWhSmwxKUGu0kMmuOhGoIDNegdEub86pg2rbvt85p81CVKRXBJPDoLuPka6SYCVXJZunC7u7XsoBspP9dKccL8XBY9no4BSi9Vv89DZR6AWyulM8RzFE0ow/eDl/6Ez1m1baJq6BU5Zo1FgEID09JLZNYvhWe81pcv4OInVLWBCWjalm+RlDqliA4GG/fN+eUQj21Q2SJvha7LqHr17I5i/LHyAMwoNRMjPK7xXPP+/PFAt1qVzUo1d8fC+PENkwpQY/IFZwbnsPB0brhJqYUWtr3bn16lN0uaLgXVJhShdSRV/ZeY2v+qH4ft87pe6DK8FpBaUDoCC09yBNCb3/zdldJXTJT2u/3+dSnPgXA//pf/4v5ea1HsYzn/fffz80338x9993H+9//fgAeeOABDh48yOLiYuO2e7VX1bI3Umt0svFB0GB0spFQSLxsSOTpdrRtv9sL09poDTBOcWjWlBqmdC5P2Uq3WB2tsj/cX4C1UEp9c+ou04sHnB2cLfItbfSSneYEJcPZHdcQNZR143s4xcrZTrVxHIeO39FMqUrpSEU+Nn6163XZSrbop/1iX1DXlAL8+eN/znJnmaO9o0CFKZUpfjLQTmZTrUYnmROam7RmrWM9AzvoESin0O/a191kdMpReCZWpwoG2yY62aiUKmMeuR5CTUZCfejkhwC2HTlrfz/MhnQcgWtkEVdLDdJB2b4fex8KRnlb971lSncvSyjeC8M2FUYnc6NvZErz1HzPjGHGakpljpdn+obr6FGMAqeMz5FSM5V+t2JW6pYu/WQI4WLJQKZDY3QaAzLX3wvf9usTx+V7EanMdMdEVo7bPtfGKc1+ZaN6cP442yQChOOQmva93s5mdlZAacPjfBwO+HPlMS+Y0aIzMaW2fT9fAhzrCrfM8jgoBQ2oHMe05RVC5VoT+R2/CQYoB4qZmdKu3zUa1LD8vR13Co0mr/H2/SgbaXBsQGgowpIhrFZVqmErz0rwWgHEjuPwA8/5Ab7+uq8nzdMKU6qf02o13YYopVr5XbqOx6mtUywG85rNG7+OW3lJCxM5AUq9aHIfoK/3rodTmXjlocaC+jUZwuapgiRp05RqUKrHXo9kSjjD/eeprEtmSv/Fv/gXvPGNb+RNb3oTR48e5Td+4zc4d+4c3/zN38y9997LZz7zGd7xjncghOAXfuEX+NEf/VE++MEP8uY3vxmAn/qpn5rYdq/2qloFU+pFRR5nNac0yZPaRKdc6tuipyByg4IpTfKyfW81pWmealbP70xe7GyUSxrTT/usjFbY39lfzFovmdIDzG1o3dvR3lEcxyFwdfv+3PAcNy/phZYFZb2xrMKmskDSd/1yRGLS121FNOjsp30yJYmUROZpEZ4PGsCfH+qEi4WKS7QKSj3X48++/Gc8/9Dztev9k79DuHVOg/c8IXjwvXDNK+BZfw9o1oKCBoFW0pDZVqjrg98hoJRKWKZUuA1GJxTCaKT0+MGSKbU5fFCC1MLNbW5sgRvQcQSpUhPH+MGTHwRmAKVZ+fvOg+9DLN+OdK4+prSagWvLnpd4/GY9Vqk9f5cQCTUqsoDrTKl9j5rOWCJNe9yOGXV1axKVI2RWaEo1U1q5gdvPSVAFpT1cQwiH6aBkSkF/f5smOnmhzp4cK9+LSJPcHJ85ctcrwVUea0f+RPt+jCl1NU+VoQqWt2RKl6eAUl8zpaILrlkoWFA6VVMaaDbW7i+YK6UHjaA0Ls8PlNcUoxV1pCzBnwjwHVfLmgp2WLOWLs2a0pIpHTM6KQWPfVAvFsaYRdf1QJagVGHAsQFtB92Qw3k6yTza+K+kr4Gu65bte/vcFT3rDzz3B/iFj/+CZusdV18zsh0ypX6HyBlyausU+4MF87xjQLYApc3udnvunAKUhs2TlcIFECEubmEedSsjRouaPwobp4qFudfGMQqfEEGcx8QyI5zh/vNU1iWD0rvvvpv777+/8eef+9zneNvb3kavp0/Chz70Id7znvfwPd/zPbzoRS8C4Lu/+7sbt92rvbJlL1rRhYfJqqtd6kzpfDDPMBsWrJGvFB0RMMp0+ziVacGUro40KNXte1mG51fnNQ+M+z4ZMkgHrAxXiilPgQgIM7Oq7x5g7pweGXp0TjOOtn1fY0obNKVtVbTvrTlDBGb1r01LXb9bOMNDpcikbltX2/cPrT2E53rlaEHKnNJhNuTY/DEeWX+kGO3JYx8kyjaKczWXp3DuCwUo9d3m9r3V+Nr80USmBK4HXkSgFOvxOp7jlRfPppxSFN7GOZCypuXMZFYE+tv/Q0WjKMqJTpEjUNTZzQvDC3xp5Uu1GK226qd9HBwUik6W4PYvIHudqY95MstqSqsDEGwVMod8xvb9JTClw2S9to9CU2rb+g2PSWWqpSjmhu25Phm63S7yrMwpVQqv0r53LKMe9GoOejEAHAjjvgalItA/yIbNRqeW8r2INM610cnMrEeEdQAwWtfgtABoTUypX4COAhoUQfLL+rqSjiY0pQVT6nVK101nnwY9U933FYAM+hzYhcaB2/TfBSgN60xpd7kEQ66PUFLHcokSlE4ypfq9ERZQVVrkoK9pPk4JyOzo0/Xj8DuvhtteCdfeU3sJ1n1fjTdzlSwWFLe4Hf7LqROTUgwb//Xb3wQv/T/09cm272Eirgr09WGQDvAcTxMaVlOqFDg6omxqBT06TsKJrRPs9+ea2+5F+75ZZjjJlIbtTKnwcY2MKVOZ/j6Mg9KFa2HjNH7HXlfbmdLI0cbAWGVEV/Hce7gMoLSt7rzzTu68sz7xIIoiXvOa18y07V7tlS3blva/+Kd6MkWe4m2cAqVqoHQxWGSQDUoWDUXkeJopTetMqWXvkjwhkLLSvh9jSueOMJcMGOUjzg3PcePijYBm5gJlDBq9Hr3BGngUbXDLZp0bnONgp3Tfe643EbXUVAVTWrvQ1t2uNkMzUgppDD7elz8IG79PZ2mJs/2zLAQL5fxwKJzbw2zIXct38cj6I9xz2Nws+hfoBKrIoPRlDucfKB7bZnSyiwTLpGpQaphSpViL1+h4neI4xhlXpRQ5IGQKW2cnmNJABBOa0uI9dkqmNMQlMe0uW589/1luXryZJE+2ne41SAcc7R3lVP8UXSlxR6vk3asn06/avt9MNmu/y8zEo9E2bHBqhxJcQk7pyEwLqnYn9HNb933D8+YWlJYTnVIlcVWOl6cUE52Uqs8kt+yl3ys1iSYSCiBItjQgK7STcXMkVEsFfpdU6Wk3gZK61a5knQkdrtYjoVqYUntM1qxVbG8D9Fva9x6wLDrgGnDmOHDfm+Cau9sPvDgWayyaK+Q9hPMasHSW9P+r066yWMfYjUzUmSuMpjQvmVIvxMfRzLYFWK6PYExTWvmsdbyOAaWV40m2yqzSk/fDsfvqp8wsoKtJEsXEKHvc5rnrrz3U7PXGSQ16Qb/nogKIk/p3PXADNuRGGXU33r7f7prsd4nUOqe2TnFbsK+Z4ewum+NrvmZY6UOpKQ1bNKU6n9ZeB6WUzYavhaOwcRK/d5PZfxtTqq+No2zESOWEVzko3ZvotFdXfVnTjWfa6XG8jvfEx/QX0mRnJrke1TnMhiVgUdBxBJvJpnbey6T4XdXoFEhZMTqNaUr330xvpFfdJzZPFEypL3yi3LRUest0BxcBuKanW2+hCBmkAy6OLnK4a9hNrzsTSwrV9n3VOFDXcBVtcanIZaZdmsc/Dic/RcfrcHZwdsLYY9v3o2zETYs30fN73LZkmJXBBUJZZlD6eV46daEYDTleVjbguZ6ZoJVqMO1FBFJqUFoxOQin7r63+/RQsH4CUWlbSSV1vFW+DVPq+kSGYasypf20z1K4VGS7TqtBNuD6BR0118kz3MHqVWl0stKQauUGKI62CfvPLNhvWVzMUiOjEbbb22MZZSM8pZAOE4bVkinVIEd/lrSmVMisyCl1TfveArziBjXevje61TA2oBTKrFKZTd7AW8r3IlKkYUpzbWoSQQmMoiWtaYUScF3/osm5566HY0CHqDKqAN19lfb9GJgVfgWUVoD0y966jaa0ApBBXx+qRqKXvFnraO02Vab0jm/WU4vMcd+RZNyUxDWm1AcN0scioUQ1EipPimilxXCROUdMGp1s52lwccLoZFvmVVCq58Kbd9++3xPt+0hLF5TU+4WG9n190ea7OnWk1JTa9r0Nz5/BfY/D6a3T7HOjUv5Qe0G+/rxsqyk1z+WFzfuJFkzurYtEa+e11nacKdWxUPYa6DnT2veaKU2QhFPMnldD7YHSvbrqq2gPmwvcKB1oin/jVNHGH2ZDzZSmgxKwKEUHt8wkNUxpKMLC6HRxdJHlPK9EQlWZ0lXYfzMdc6OvgtLADQjsza97ANG/SMfrcKR3BNCg9Ez/DFLJYsTnzUs385pbJzsFTVW07wvxfjtTGipFluuhAGLlMchGhft+ApQabdEoH/HyYy/nrfe+tbwg9y8SSanb93mqR5xeeFC7/jHt+wbgYo1nJVOaEQjdmgqUBqVVMO65Xg04WmbTU8ADf4Y7XC2MTKCBdGFgky1MqQjoKPDGNKUWyHW9Lv1sOlNqJQ2gQakYrl5VRqdhNiQSUbGwqFYuDTBMpr/GzDKlY+17pRQve9fLOD84v/1xGJZ2YqJTPtQ6aybNZmk6mtCUZthIqLTUlCpMRFE56lIDrjootWxkMNyY1E7KhkiolrIRVYO0T1AFpY6j/66OkrQA7cX/HG7/xvqOhF8C6UJ7Wm3fW1A6JgcRAb6CZTecbFNPq6J9bwDQoTv1H1sv+gFYvqXcJqswpdc+X4NWc9zft9Hnlf1+Ceq8EA+TLlJ136MoPOSWKUz78PHf5N5HP85v9J5TkRMYNs4OPoCG8PzyPbLsoQ7nH2NKm9z3tsx41zpTatr36yfgd78NlCokL4UfIU/N6E/z/Nu677tESktUlkWLFhS0rrRljKfNeC2yXr1o4pwARlMa4Lra6JSpzKQQjIPS62DtiUIWJVpBaUCI7g5mwEK0b/prfYprD5Tu1VVX73rgXXxp5UvF/22QewFKs6H+klZE3oN0MMmUAh0cLg71ajrJNVt6uHu4AKrnBuc4mGXNTOlwBfbfiDvaoOf3GOWjApT+yN0/wnMzc6HoLsNojeVomRsXbgQ0SDqxpUGsBZYHOgd4ywvfMtM5KDWlzTopC0oFDp5SpGblL1a+DFlcmIrmLYsE0L+A/67vYcOA2evmruPVt7xa/04pGFwgkplhShMNStNBEV7e1r7PlQ6+r4NSH/yIUOZ8/sLnuXmxTNUQbn3qkgUwAgc+/puF691uU9WU2m3TXH8mrCTAd30iBQJFnjeA0lmY0nTADQs6N7mTZ7jDdeSM7OGTUalMCUTQDErN+zIaa+tP7ENJXKNB/vyFzxcgNJUpq/EqF4YXtj2OEpSOaUrTYTGJaZxhTtKtOlMqAnKzgCiNTnqikzbU6HJRGigGvQoondPA1XHx8rhkSm1WaZ5OmlBayjeLpUGyqY997kgJJkWgg+ipgIi2csvocs8CTzEOSicnOiECXi07fHV4YGbJgX6SMab0ea+Hr2u5tlRBaTqsH4Pr6XNmXoM9Jl85WmNrtxV6weBWNaWupxfuxz+Oe+5v2acYi6gC1o4XxqUJ930lG9Tq3gWq3N4Cv6acUvscAwtKk/L4O/u17Oijvw6PfgCGqwQiKNz3Ojxf54zaxY/YbhHjd+mYbfc7fnPbHbSutGU07ART+lXfrhcP49VdhqCLi1O0712VT56HA7fBhYdmMjpFyuHU1ik8BQud5Wmv9CmvPVC6V1ddve/x9/Hpc58u/m/b98KsikfZQLNqVVCaDVgMFnXGZp4i0LeSiLJVb8PzD3UPFUanC8MLHEyTSU2pUgVTynCNnhmPuGy+0K++5dUs5uZCYSKb/usr3s5zDj4H0Ezpya2ThZ50p1VqSpuZ0uXOMqf6p/AdFwEkBpR6m6cgLTNBF/wKU/q53ydItgqDVKd6k4g3IU+I8tyE5ydlRup5vUCYZnQqNKUqI1EZvgjB6+DLnJXRCs879Lxie+9v/itZJU/TLiLEwrWQbOKiJpnScaOTqueodvwOPaX1fNVpRXaSVM/vbQtK+2mfg52DGsTmKQJFts2EpEupj5/++I4mRtnvQSjCCaNTaj63o210szqtQcs9fu0zv8afP/7nQKkL3Uq3pj1cP4dZHNnPgpVWDLMSlGZGTlIe30jngFqmVPhkxpTmZWnRMncVha4UDHM2d0SDIAsE/C6uUoRmfGLZvjfayR0YnULzPVsfrehjnz9cgknha0BsI9laGDC7bQE6CobPgJOlY7DyKCSTAfIInx/MQo6KaGegdJwpnVbjTGn1Ma6n2+BQMrUiwEMRyrzWvteaUgO9XRcWNVPH+nG9YM7iCqD39TGun4Ajz9U/GzN5OZWFgw10d+0xwRRNqdnPTV9fMqXV9/xr/hl84b/D/b+lAe7mafz1UyTxOmm8ifeZ/6xBrN/BsaB0O6NTBZTuU6Ix8xYwTGkbKB1z3x+8HW74O5Mb3vIy+If/UWtKzXekyG+t1oHbYHAB30goWtv3XodASZ0coBycsOXYr5LaA6V7ddWVVLI2LlGvbkumNM5GekVtNKWg22+LZ7X+cSPdKIKEO7ICSk37/nDvMINsUBqR0niSKY03dBtw300wWqdnVu2L4WJ5oFlMMW/ZcVmo5BwGIiCTWeG832nZGCe/yjxUQOnR3lGObx7Hpw5KhVKaKTUX9GocFH/znwmUIjMa0Fo4vmEcojxlmA9JsliD0iPP0S18KDSj42Vd/57jFW32wAvBjwgMa1k4/AFv9bFC2wgl0PT33QRehABt3DI/t4H+1W0tU2rr9c9+PW9yD2imtALY7GjOrtfd1n0/yAb0/B6/8Yrf4I440cexTcTSpdRP/NVP8Fcn/mrm7a1Joyk8377m7YxOJSjVU9DGx/PaBcu0ssC30JRaQFwBpSe3TvKKd7+i0JYmab9mnPHcQLfvZY6Qif7uOa6JhFKFZtQBDRSDSaNT4PomvsmAFPv9bZro1FJROMcCLic2T+rP+9yRmraSuUNmMlI4OXmnWq5XgA5hF3sWoB3+Kn1MGycamVLytDnGalqNM6VTtw31tUqpSV1r9TmrRieFljNU2vdaU1phoJeO6WlbawaU5kkdkIVzGrBee49mScfb96JklwumdKb2vRmEcNs3VDSllfb98i3wTb8Az3ol7L9Fg9IH30e6cZIs2cJf+bI+D36n+JyJ7RYxQZeO6dzsV7S371/8Y/Cc72z81YTRqa2EB/tuxHVclFmce8NVHQFVrWgR5o/ib+nRuK3te79DJCUnt06yLGU7oL5Kag+U7tVVV7nMa6A0lSme42gjDDDKY82Ubp7Gc7TBoB+vs/CovsFvJptFrESkZA2UpjIt2MvVkW5XHoz7k5rSwYq+OC5eD3lMT+hQ/BqQsxdCx9E6oFFpMrGBxrsFpUV4fjWMutK+P9I7wsnNk/iOi6tU0c4VUGhKq/vh/INw/gECoX9edcMD0NcX9yhLiTPTvldKx9IY00CrplSZdAThF8DPdyP0qECdYXrncql387JExwHZx1um9Dn/AL7t13GV1jw2MqUGmGcqq70XC8ECy3mGN4UpncV93/W7PP/w8xF5jHAD8kvI89yu4jzm/jOTcXptZUe/2rixahXt+21eY4okkrptXh06Yb9v467+prLAN7ODDXKrKR0VmtKLo4ucH54vx/lmQ+3OdvUtx3N9coweOUtNJFSFKTXP5QK84Pt1q9OaQoI5w5R6pfMeTFTQaEdGJ7wOR5Xgia2T+vgWrtHubTAmxkNTzStFVZhSMc6UCg+uf2F5jGOPI0+MDnY2yUFt37MwpX5Ht+3zFCpsNVAHpdVIKKUMKB1331euGfuOwcWHYfOUjn+qMqWgwc/6cT1+8+/9HBy9u35cFSBvh2+4qAajU4Om9H9/QIP9QlNaiYQCuOcN8Nrf1Q71zTMEg4ukKieTqb439M8XjDvMoCn1u0S5AaVSNUc5AVz3glLLO1ZOwZTO9j67uOTGDOgOVvRrGa8DzyIwoLSVKfW7hDLndP80+/O8HVBfJbUHSvfqqiuFquUt6mkw+istlNGUojWlNsh+kA7omIiojXhDg9ZwkU6eFZrS1LBDHa/Dgc4BHlx9kDiPOZjlk0zpcEXnBZpYlZ4ICj1pUVXHZ7Sg2VVTNkzezr3faS1Hy9zbu56OKNmhcaY0Uxm+mX5TtO+XjtU0pYXR6eLDsHwbgVkld8ZvjoYp7WUJm8mmbt+DvukboD6NKbXtewtKAy8qmNK7lu8qQDqASEcoqMU+uQrcxWvh5pfq9n2elZpSM2UKII/LOCJv/EaSDo2mtDxGqymdJafU5oACkCW480eQY+APtCloFkPQdpXmKR8/8/HZt5ftoDSzoHS7MaOoGlNq92OB5SygdDyea2QWQaNshG+aBfb9Ot3XAxGSdIhfud145nuTqQwvT0wklIcHCCWLyE4XB258sTbnWMYy6OIBgSPK1j2U3185eyQUfsRR5XB2dEHv7/ZXwT/8Pf27xevgwK1mFvs20WBuxejUxPDd8DXlMVZLBBVQOiOQru5npva9YUrtta36mOox1phSpbscBVMqtAmtCqj23QhPfEy3/5O+drTXmNJ53b7vLGntpA2XL55PNDOl9jna2vegWdie0eoqVb8WV2v+qM7y7F8gkZkGpUrp8bHV9v0MY0Y7puuzf5dso00ucN3ZYJfjukjMon9wsRw/W62Dt+NvngHAa1vUBBqUxnnMcprugdK92qudVq7yog0MRrNoblIeEFu9o3F2aoZuiK8UXZPh6AF099HJ8wqTo8eMBiLgtqXb+Mipj9ARET3rMq0ypcM1zZAIPVGp5/otoNTcrKLFRqZ0t5rSyIt4x3Wvxq9GvlhQ+h++kaMmpirAwVVlALU4dFczUzq4CN39Re7pBCjtX4BokeV0xMpopQSlQbc4J5YpHY/7sY7Wevu+A36XrxkOef1t9XaWMEybBZ25zPUN3fV1C1eBVFmNKbXtagu+4jyuDQUAIB0gFGTV9r0BpbMwpcNsWI6AzWMNShtA+EdPf5Q3vu+NU/e1XSmlSGXKg6sPFvrm7cqCUl+U7fvV0Spro7XCTb/dRKdMKUKT5ZrIyfb9TExpNtDmOvP+DbOhGVwxKtr3BSjd0qC0YEpNedVFSsGUmkgoKbU8h7rukPnD8GOfBS/STKkjdKajLasp3Ukr3O9yONfPFThCs5oWPP2T/wHXPM+A0u2YUq8EOJbRrQJQqx1syCklTw0o3YmmdCfte6MptZ+NGlNqzq/jFiw2IsRX0qSLmOdxPbxqTino9v0pPWJca0qT+vHY2KhOi9u7wpTa65HWlFozVYvRyVb3gF6AjNbr7ftqzR+BM39DkCUkKifLU01obJ3VTCmzMqUdojxFOIKFNG43Ok0pp2jfz8aUCtO+l0oi+ucn2/cAB56Fv37CbN+yX79LmOnv+XKW7rXv92qvdlpSytoM7yLjEA1KR3ms9Tkbp0FKzZTmQ3wUHTdgIzFMaXeZyICYjtcpxpH6rs/t+2/nQyc/xMFov75U2IlOhUt1UF54Okv0EA2gtHIhDBfLQGpKptRmlO6qqm5d275XCk7cz/7+igYo6HxPC0rd+SPNTOlwBbr7i+NqZEoXb2B/PGRltGLm13saLOQlUwpMmJ2sptR3dfte4OgWphfxNaOYv3e0Hprtm5ujBUSpMjcK4RtgAlKmxdAEr2JCsI7vOI+Lll9RqU5lGG/fd/0uXb9bW+iMVy5zDUq9bsG8iN4h8ga5wgMrD8xkCJpWmcpQKPZH+7n/7Gwt/DTXmlI7AAHgNz/3m/yHL/yHQlM6rHxvGveBIlJSt+/ztPjcFKA0ngWUxsxJWcRLxXnMQrDAKC9Bqd3fqf4pAJJspEGkqRoozeOCKXVNrFfBlI7faOePFCH7AU6dKfU7+nu7A6MTXsTRzCx+2oBJZ2l78OdW2/e27Vx5zLUv0JFNNtDeVo0p3YmmdBdGp2yIHl9UZUe94vjLY/LxpCyHipifaaa0Ahn23aiPO1wwRsm4DgytoaYVlJZx7/a6VHu/C6a05bzYSV6Di9OZ0if+mgBFqnJSS3BsndWaUruQmGZiA/B7dLKEfdE+3IaRqbOUfWWztu8dXHL0AlL0W5jSA8/CX9Og1GsFpZ3iPri8177fq73aeeUqnzQ6mdm/FpR64aK++QwuGjCkW4dzImAtXjNM6TKdSrizHTPquz7P2vcsHt94nAPhknH+ijpTmo5K3VC0xByC5WgsSqPWvl+8rO37cv9VUNrXF2CZ4o42ONw9jG+ZUpngAU44D9moaEMXRqfBReguawMSLUzp0vUsx31ylXMhXtOgtHJOrIZzXFdqNaW2fe87rgYZxTzyOhgUST3eKZe5vlG4fhGgnsu8FsoP4JgoI9BMXCNTitaUvukv3sTHT3+cYTqk4/iaKZ2SU2pBVNcvmWHX7yDHWGGAh9cenjlovq1stNbt+27n+Obx2R5jmNIqczzKRoyyUQGeR9toYG37PhszOtlpTJtbJ6c93DzHiJ5UBSgdZSPm/Dn9vUThKlUsKk9taVC6kayzQHnTFBXA5lmm1CRJCMp2aqMpxPVwUYQ49Rus/Y7sBOD5HY6m+hrhtzmwd6sp9cYA2o98dBIQ1EDpTjSlu2RKvahu2CpioCqAzguZzxMWG933Y+17gIN36PPexJTCVKbUsoeF+94dA6Wu324wcxzNlvbPG4KgBZT2z+ErpZlSmbW077c3Oi1lqSYZkn5z6P02ZfW4rYzmxPal0UmD0gamdOmGitFpClNqFp/LuZzUNV9ltQdK9+qqq3H3fSpTPBNsLRSMZKINQJ392oHv+kgUvlLMuwGro9UizigyAGMpXCqY0kAEPGufDsU+FCyWK/JadMqwvBFFi3zf8j18/3O+vzxIpQwjY9v3l9HodPZv4c//Zd04YG+4m7odynCVo3NHCZR2Kyd5otnjcA5kSmQusmX7fgU6+7XWkyamdAUWr6erFB2vw1q6qZMNvKCmKbXvR7WqmtJ+2tfaQS/SbTgRliMOTXmFUUYDqVyZ9r3wNHuiQMm0dPWb5+1UgvHjPC6Af1HpENfs99TWKY5vHmc4OE/nPf8femk8tX1v9aYdr1Mww8KLyJkEpY+sPTKh6dxp2XM4L4JtW+7Vx1hQap8/k5n+k6caDMrpx5UBoaRo3xeaUrOg2rTTi6bUME+Yl5LctBZH+Yi5YI44j4sRoRbknulrvdt6ssViBfRNMqXa3S7QRifbTnWagJrrIZQixK3HDFmJSxtAaSov4khSX3RNVLQ4PQ7KHFNhmvENGNvuMXab3bTvd6spbRiPWvvbHNO/Onee12z2a+77b94acLdTuW50lzU4O/RsfS2MN5uZ0mip+bickim1oLQGrPzu9uewtwybZwDV0r7XQM5XitTMkfdtCoHfK8bYbj9mtMN9gz5v/4a364EBu2AbrVRhVk2psJFQMkU4aNPpeAU9Pe6aaUxpl9CQM8uuX8ojrtK6uo9ur56Rlau8bnSSKX6ewcK1hilN9MVrXjsri1GTSjHveKyOVvVquLtMxwCixXCxCM8PRMDNizfjuR4H/Ply5SgCDUiUMkyp+XlniaNSFdOa9EGm5WNgQlMaihDhCPaFDSzBf3ujNgC01YP/A774J/VZ2YEZnbdhQOlojaO9o/gGBCQy1SYBA0LdPOXvXvd3uW7uOr39YAW6ywUYaGzfL+kRm/vDJX0+3TpTWrTvx1jCXGlQag1nAU558/OjSaY0rTOlmczMzGvNlGq2Myu0qvZGZfM1QbN1k+37UdG+T/KE9WSdYTqgM1il85Ffm5pTOkgHhCLUr9FcwF2/W8kI0CWV5NH1Ry8fKO2v1qQqUx8Tr+OvPkHohpOgVKb0pCKeknsqlSR3IHJccpWRJn3SvjZsjYwcYXOGSKih1KA0U3nB2M4H8wzzBE8phFKF4cq279eTTRbcFlBqo9XQsTkeVaa0DZRK8zkbA6XxOqBmNw35XY4a5j5oAyY7ZEq9IvR9BhbTuu93AqSr+56FKbXu+/GMUijZ2TGmtCNz3W2qaEq/davPbW5FS+k4mi099Gz9/8HFHTOlBSg1XY8aM+532HbKVfdAuVBv05Si9cKpkrp9X9m/azNxt4tp8nu4yUBHAib9XWlK7TSsmdv3rkAa/bfo7G/+fPjdUto2zehkruH73RkWMU9x7YHSvbrqSipZtFPBtO9lCgvX4Ct94/VdzzjeNwuGw1eKeQQr8YoBpfvoGAC0FC6RyETPuncDfOFz8+LNHPK6daYU9MU7HdSY0irgBPSNBMoLxVgk1M2LN/Oz9/3s5ExlpeBz74b3vrX9BJz+jJ63XTVSLd0Aq49VmNI1jvSO4KMvqokZGFCwE9mIX335r5a5qkZT6ngdAkfUZtEDun1vNEvLgX5M4PolUGdK+16W7ft+2tdt1eKm2ZlkSpM6U1q01ApNqdJGJ8OU2nPYkWX7Ps7GjE5Kle1705pej9cZ5DHd5Vvpnf0Cgyk60JrzfgpTemrrFMNsSCKTCcPXTirNUxylmNs6N5E52vqYrXMEH/5lgv6F0vildLRTLlN6SjKcIiuw5zt0BJnMSfIRqfk8DeMNhFJszhKeL1PmlB5Zajsa8/68ZkrR7fehyXy1RqeNrM+iWwIWR/ilebEyY93FqTGlblNL3bCSIYyB0p42KJptZio/4mA8wMXRn/emOvY1OpJqWrl+aZqxoHQ7xz7o75dM9fevu4NJO0VO6Q6Z0rEAexxHn6uaptRGWQUlq9bEqAK8+t/BV79Og7q0XwfiBShdaj4uVxTte9v1qGlW/e72i4veAdg4ZY63qX1vQOnCdSTohZQFcfgdHGQ9sL+tgq5eXEuphyDswixUjhmd3egkzSher9fiTfC7ReJF6wAAv0toRkUvj0uersLaA6V7ddVVY/s+T2HuiGZhzNhR3a6rgFJgAZeV4Yq+0XX20zEAaMmwf4N0UDCrP3r3j/KyxTsqoNRcULORuYCXmtLiZmerAKWV9n1FUxqIgG+99VsbXpwZr/mlP4W/+a/NJ+D032iAWzU6Hbhd5wGaIHuGqzxr37M4LB3dvjea0uJiOd4SNu57vFCD0nGmdP2EzmT1Ouy306Rcv7yhAcLcRMbb95nMijb76f5pDjhehSntTDCljgGP1fa9p5S+MTiOySnNJjSlHZPZB4Yprd4A8xRUbtz3elTqRrLBUCZ0OvvpSsVgitGpn/ZL571h7lwjC6nWw2sPs2TMY03TrWatROp0g3DtRNHq3q5SleNnKcEHfp5UpigjZ8hkRi4z5qRkNOWYimEEjqeZUqVIrPs+7XMgz9ncJjYLYKQy5h2fTMkCHPeCHhJVTGMapQOOLRxjNV5lkA5YTwcsVECpjX8CYwCpMKVaU6q/o05Tq9EVeEoSKOqB7FVQOuscea+DBxzyerXYslodeU7zOMhqCb9s3xdM6YygFGD9iQJAzVQiZMK01FaFpnTUDGJdr36+7D6boqPGF9nXv1Azofa6M66j9XvtbK5hSm3GMYwtQoLu9q+vd6hIYWk8314IvYP4SzeSosaYUp1T6pljmVrFtWFomNLdGJ12GAmFIFeKXEnc+RZQ6rrFgJVWptTvECmFi8M+f+dg+smuPVC6V1ddNYFSX0oI53V7FqWBSjgH8Va9fS8Vq3HZvo9irSO0oLSfbOE/+kEAXnrDSznm9VqY0mHJKnSWNHNZraJ9by64TWxqU1kw+22/Dn/2E/Cx/7v+++GqZkRlpv9t999b1kzKl/+XvgmM1njlja/k/5d2jdEp0zd3L9Tswvh4TKMp1aDUrYPSZAD9czoM2++w7OkLl9aUhjWAa+fb116SynUklOtxYvMEh6lM2fHHmNI8BSM1KNr3ZqSnvQG5OCgDtuykKICuVLVszKh60zStec/1yHNtaFuP1xnKjG64RE9JBtmwld2sxUFlOm9RuB752OYPrz3Ms7tap5bm7a3y7SrNYgKl6MRbjGbMPE1Vjr//ZoKVRwENbLPVL5OuPkomM92+V+OCg8rjDQCNXI9UZmSO/twAjJI+h7KczRlY25HMmHM1KB1mQyIREbgGVDp6fv0oG3Goe4hIRJzpn2EjH7JQXUSYXE8HR9+ELFPqGE2pmIUpHQuCD+bK7+Cs7XsDLr5//g7uEgvbbDylTHIAgOf3dNbmeDeiqSzoWnuiOfJn2uPGTUttVTM6NQBE16sDukKvWn2/RP3v8bKgdJwpbWNJzb5cKPToQL2zdM098KpfbH88wOK1+noJ7e/59/wRwY0vJkGb87wKU+oqZZjSbdhLe21IBpoRbgvPn1J2WImz3UhTU3bMqEQh2phSwC/0uC379TpEUrFPRIirPA4K9kDpXl2F1eS+95TSodlVt2QwB8lWrX2/IHP6ad8wpfsmmNKtZIPg428vGctsVNGU+oCjf5bWjU7N7XunvJiFC7VIqNayLOPt36SB6cd+TbeebZ3+mzL6o3++zjwcuB3OfE5HywxNtmWmHc+FptT16ykCoFtOQ60pxYvwGQOla0/oi2zvIPhdlk0b23eDWiSU/tnkVKeq0eni6CJHlFs3YlS1nBY84pRMqZ3QZd5HYfZZBbugjU5pm9HJsI1CBEX7/uLwIhmSTrhAV+lWWJt+c5COte+9ENf1JpjSR9Ye4dkdzWhdiq40SQf4ShH2DjOykgzgm//wmznbP9v4mFTl+OEiYaxb7HEekw3XyIZrJVOKrM2crz3efPZC12dYxHFZkK+Z0i2ZtD6+n/b5zLnPMEIy50WkBnxGXlR8Bz1HK+dG2YDADTjUPcTZwVk28hGL1c+cK7R21LYybft2jCl124xOQJhLJtr3dvE4qz7TjyBc5HWyw9FLYZFMIoD+Zwg/+FdacrNdWTA4Wm82srSVF86mJ4USlFavadWaaN/b+fV1Zrv293iFTUzpfLue1OzLMqV24VlrbQddePar2x8PesDByqN6EdDGQB6+E9+8t6NKvKAFljOBUjMGl7RvmNJdhOfPOmbUlOu6xThmMWVeve/b63XLe+O6fHXu8mtLL7zq46BgD5Tu1VVY45pSnVMqwe8izJfUsyMG4yoohXkzdcNTEqKFIp/Naiv72ZAgz41jEw2SLCPqOCWgy4bbt+/tiFGYiIRqrapB6rZvgOE6nPxU+ftTn9GzooN5naVXvTEc1IkBHHp2eTxZrI1OKjNZn6Z1Xm2Zx+t66kp3P4iAAGcMlD6ug7AdB/wO+43uyBfhBMBtmuqUqTqjeUQx1r6vAEGzSKi277MsrjGljuPUNaVVo1MlhqimKc2Gmn1zBJnMSPKEswMN7rrBPD3zGWlz4NtxpHpfOtpGuN6EpvSRtUd4dqRjvpqmW81aqQGlUWdfbQrTic0TxWjO8UqUxI8W8Q0ozWRGpnIylZPLjJ7RjTVpVP/1x/4173rgXQBEImRkjt0ypcN0wKE8R0KrIexjpz7Gj7z/R+irnAXRITPO+1CERbdCOC6eUjpIXwQc7h3mdP80mzJhsZrzazSlnuPqm71hRgXuTO57VylCmY2576ua0h2YhuYP6xnus+gz20r49elAR75qxsdVQNxO2ved/dMBX7WKa9o0prQCaBqZUr/ctqmamNIbvxZe8ub247Kg1GQcA4idOsMXrzcdpelSCcsmDmSKZ4/V7+jnV6qcItVWjqOlCPGWvp7txuhkwGjjZ7pl+5Ttc1R9c92aNpXK8zvclWR7oHSv9mo3Ne6+10YnBUGv4jT0JzWlSjFvnNN6zOgCkdm+63fxDPMVKFW636sue6AI0E8rpoBosbl9X71QjEVCtb84w65ZveYdfx++8Afl71ce0YxotKiz9Ko3hgMVUGqPJ0+00Ummun3YxJQOVvSxBnPgRYTj7fvVx3XrHnT73mj/xiOhgFockS1rdLLA5EhOeYP3ooLFBCpMabV9b5lSC0xK931NUyplMW89zuOx9r1eRAjHYZTHKFQBSqNgAV8EeI5oDdDfTDbLQQO51ZR65JVtcpnz6PqjPMtbwFVax7vbSrMhvoLI7xYxTpnR0bYxsKmS+NE+PZYTLR/IlDQzvTM9mQxqXQZbj208xsNrDyOUwhd+YYgqmdIhy3mOQ/tUp1SmbCabxA7M+T0yw5R2vE4JKkzMzzAbEgjNlD689jAAC53KmEnXw1OmXVt5H10bC2XkAM3ue53QoMdgVjWl+nqgOxg7uLXNHdYLs1mZx6ZyfQ1umCHzsvY4LWIgWpqt3W/r8J3wQx+abVvffAenaUqbjE61yU8G8LSBt4IprZzDxWvhOd/ZvD1gx4zaKWXA9pOVxmvxenPM00GpjcIbqgyvYxZHfhcXZjM6gX5/TFrFbtr3hdFpJ6DUMqVTPlO+AcgTptpqBT0t0dpr3+/VXu28pJ04Y1uMeaqZT7+r2UCMCcdqSs0XNkAxn5r4IqUgWsQBOiKi63UL3ZuvFKybwPJxfZAFdOmgvOF1lprb99UWYbQ0W/s+T+utpjv+Pjz8P8vfr5/UF/POkp7gVAOlt+u/bfve5O25rkcqc31TLHSgFWBi9aSOA16Ar5yyVQ0lUwq6fe8YkN/AlHa97sQMeRsJVTClWSV0e5wptaBUVYxOJkqo1JSCUnlNFgC6fV8wpdbodOJ+7VxOh+B3NPA0LfpMZkS4uIHOO+x5UWuA/nq8XiYVmOgcTwS1SKiTWyeRSnKD28FX09v3v/E3v8HvfOF3Jn7+/ifez09/8KfL9r0/R2zOg91fG9hNkXidfUXLM1N1prRrSN0mpnQ9Xuf84ByeUngiZKhs+96OCh3RlYo55bBhYqGUUvz16b8udLhVZngumCNDTrTvhRkTO8pH+K7Poe4hHlp9iACHqFcZJOH6eCgEbg1QCFw8Ba5njU7NTOmclCzmY0ypBUY7iVYCDUo3Tl4iU1q277edDlQtx9Gvfycsqa0pLd1a1ZjShtco/Po5E55mr2tMqWG0t2VKd/LaxUT7XjAbYCuqd0C/pm3e88Bc4xXg2ZQDv4OjDFM6C1AMuprMcISWa+2wbCRUq/ZzfHvHqzCl7a9P+D0cpTRR01YWUO8xpXu1V5N1fnCe1/7xa1t/bzVtNlS8MDoFPa2bxLQqrKa0YnRaMJmDPhQXyp7XYT6YL9y1ARVQOlyrt8EsoMsqDKpt38db8PhH9M+qcU2gL1J5PBF/NFHjeYRL12tG1NbGKVi4TjOlUH+OI18Fc0c0YyqzYoqKEAGJyjVgH8sWBYppTvr1Rex3BAeqrNXqY3Wm1NwYAhHWIqGAxhnyuaxrP4/YCT1mfzWmtGjfqxpTKqCiKXUK930NlFamCMVZTIQD73gF/J/Pgi/+MfgRwnFrozY7duqPF9Jzo9bW9CQoDXCdOlP68NrD3Lh4I16uTUrpFFB6fnC+CI6v1qmtU5zaOkWWDQmAyO8UrXQLJttkARmKIFoCx8VzBGmekitZhoKLgEhRk77YWovXODc4h48GTZYpTSppBh2lWFAlU/rw2sO88X1v5OLoIgD5hQc5ikekYCFYJDOTmyIRlUYVw3TGWYzv+hzuHuah1YdYxMXpVtr3rtAAeQz8CEd/NkpNabPR6SdXVvnu0dh0GnvD3QlTCRqUVmKpdlVuxX2/E2AGuwels1b1mtbIlIrJcyaCyfPhetsbnXZyDivte/v52TFT6jhaV7rNORdeVBrROiUodU1ixGxMaU8v4HsHd8bEm3ILo9NumNL21+cEPYJtQWlXL973QOle7dVkne6f5qHVh1p/b0HpqMJ4+TKvMaWebUdXNaVel/mRBkyaedNGnd+692e5a/muApT6SsGaBaWrY6DUMqVVULqo24Kf/31459+HR/9yEpRGZuW8na5UjrX9jZMeowfUoPSaEpRWL/LzR+AtD2jWE0c/LhsZUJqVTKkflezkh38FPv17Wk9q9vfr0e285NqXlPtdrTOl1zkhb9x3N14DU9oESq1L3nd9PMdjOa1o16pTsqCRKc0sU2pueA4VTalTako7ShbC/ziPCfvGvPX8fwwP/Jlp37sMqsyuopgMM+9FrMfNEov1ZJ1Fk8+q2/chQngoh4IpfGTtEW5dvBXSIT6KdEoYv1SyEVz20z6jfESSDfFxiLxOEeNkQWl7+15p/Vgwh+9q7WyKPidafxsQKtXYvl/rn+dc/6wOtxchQ/OcieGCh0ajO5/nbJms0v/5+P+sHU82XOGmwSZ/ceoivWiJDC0VCL2wZErRo0JH+QhfaFB6cXSRBanq3zPX08fiuDUdon68U7Tt29z3oQI/6de+Hw+u2hXrDoGNjdu5RE1pMR1op6BY+HqxeaXK68zgvh87Z6LBSDUNlIZz05nUpnI9zVQ6l6ApBQNKt3leEWCvul7PLMhN+34mTSno+8GqAaW7KKspnbl974qZNKX4XXwogH3bNpop3Wvf79XTtDKZ8do/fi0ro5UdP3Yr2SJTWavL1zJoVv+XyhRP5cZ9r7fx3EBfCKua0mg/CyN9Q/WsrsyPuLlzEMdxivZ9oCg1pcNVA/JMFaxCxalqY01OfRrmr4Hf/34NrsamoOBF8Il36DGhbZUn9Qt3Z79maeJ1PbEpXtftezuar2kqjOtqEDxchTzGFQGZkuVUpCqQfPB/wJf+pASlIsTN4yKeBKX06t/OsfY7BHnMP196Lo4XTmhKG0FpRft5sHsQkaf1SKiNk3Dyk/r/haZU1dr3AqcwjQkcpJSlgao6ZrSyYAn75+DwXXD0uTq/1bbvZYznegRuQEdh8g4Drgn3cbJltvt6vM6CbckZo5MFF/bz+PDaw9yydAukQwKlSKaA0jZtaD/tE2cxaTrCByKvQ2z2byOmmqKmpJJkDvh+R0ejOYJUpmSV8YnCC4mkmmjfD7MhI3IypDYXeSFD+5z2fMqETrTEXJ6xaRZWf/7EnwMlKM1znfE4n/QR4YLWlOYjOqJTc98LYGiGVNgxu4u5rINS4RtQ6tQc267jage/AQmN7XsLIOKtmg7zVz5oQtR3w5TCpYFS18Mx06wcscMW9JPGlLa57/3Jc+YFk9u6/vT2vQhni6gq9qcHZfiuv3umFGZiShFB4Ufwg3kN0oIuDmjZxazt+7XHYW53oLTMKd2N0Wk6C+orNdXohN/R3bU9pnSvnq61Hq/zxZUv8tFTH93xYzdSfdNrY4QsWLVmp6J975eRUJ7wC6a0YEC7S/SM9tOzsRsVpq5o37tepX3fxJSOCo2i2bG+GJ/8FDzv9XokpzUPVau7DP/r38Bn/5/2F59n9ccFPX2xH6xoltTvakDaxJRWq7OvaPvbVbSn5KSmNB3Ci/6pZhPt/rLKeY83Nbu7aGKobLs9T8sbk0wLJrfrd5vb9w+8B2/tuB7FWp2x7UXw6f8I/+kfaACcDEAECFVt3yd4lZuZ6zjkhimtjhmdaN9vnNGg9MhzzbF3EY5gkMeEjmAxmKejlAnwDrjOX+TEVvN41/W4wpSa47c3SPt5fHD1QW7bd5tmSrcBpVLJQhtaBYmWKU3zmACX0O8xqrC/0Ny+twC+YEpxtfseSYYklxLPi+iofMLMVWWHfSxTOgZK84Sos5/5PGNjtMITG0/w2PpjhCIsp0fJtDDzeOF8wZRGXlS673EQOAwrmlKAhSytL/5cr9SUVlrwx5TgWKYK00Zz+97oG5OtGnDq556ez7NTYDOnj/GS2vfCR6gZpwNNPDbYWUbpTsueo9HGFKZ0vH3fxJSK6aB0lglWY/srNKVFTuluQOn1M4BSH/sKPS+E1/1nOPxVuAoTpTdj+371MR3Yv4sq3Pc7yClNmYF9D7q8eWWNW6MDU7fRf++B0r16mpY1Q3zk1Ed2/FirWWszdBTt+6xs33sy0zcy88X2hGVKy/a9F+3HQ9ETEcVU5SZQunhMt++VmgSlQU/f7Kqg1DHu2HN/q0GQ4xpQOnah+N4/hpe9tQxzbqpxg5TjaBZzuKbZ24VrzfNtA0qjJR0ZBQizTaGNqjKl2Qhu/Qa45WXl/moRTWaspGUJ/a5mM+08csvUGmAy589NglKV460+zkLc59jCsXqb8Ku+A17zdg1+V7+s9x0t4qkqU5pqZtuUZkrzCaY0MoMTwDClaye06evQszV75llNaUqYJSzg0JHSMKUh1weLHN883ng6N5KNkinNE9O+D4rXN8pGfHn9yzx7/7Mh00xpOmX6UTZcIRmusjZa46Xvemnxme4PLxInm6Z979IJeozMjSeWpn3f8L2wQFUzpXN4jlNhShW5yvBMSPZobH79WrxWaLE9pVkX+5z2pjdUGVFnmXkp2Ryc55G1R7hp8Sbmg/niuTOZFtNw/HCBzJnMKRU2pzRPCETAgc4BXMdlIYsn2vdCKf2+Vz7jr5Ud3jDKi7Z9K6vkevp9qjClqYRUdHZhdDIs5SUxpb5hStkFKPVLCcGVqGhRfz/WHm92+Atv8pgbmdJt2vdNXZ1pZdv3VU3pjHrLWi1ev/17LgKduoIxcN7yUg2Kzed1ZqZ06+yumVK3YEpn+3w4jm7fC/RY3tbyu7xmq093fErf2DbAHijdq6dvWVD60VMf3fEM8C0DhNom4hSjJA140kxprlt+5ovtiVBneRpNqYeLa1rUCyIqR655UWE+Ktz3y7dpjeho3TjTKzfLzpIGiNVQfftzmcH+WzQrMGxgSpdv0Q75aaBUppMX0M5+vT+rJ4Vmo1PtMUtF1qoweZ2N7vvqZCp7PqomqGSgf2bPV5UpFWHJfpj9tWpKs5jXzT+Lf/F3/kUdlF5zt56NfeS5cPwTGpSGC5opNe9zJpOitQXgQE1TWouEqixYorXHdTSO39HmL7+D5wqGMsFXsOh4dIwWGRFwnTfPic1mpnQj3pg0OlWY0odWH2IumNNMcDokUJBMGQ8qLzxMuvIom8kmm8lmwQoPVr9MHG+SZiN8xyH0e6Toc5EUUU+ToNT+zve6hil1DFOqCl2p8CKtKY0nQenRPNcOXUrtmVCKxIJ8mdIJeiw4PpvDi2wk+nwEblBjSr1oCRauw4v2k6G7GaEIi33a9n0iUwIR4LkeB8J9LErZoCmVZgpZNXpIm24sU9rKKtkbewXQprkkcTu7YEpt+/7SmFJXSZ23u9Pnv+9NcOzFu3/u7coLYP/NcPqzO2BKg8lrj/DbtZfB3M7Pnxk44LleRVO6C6b0jlfBN/zc9G28kEAalr9ynI7jzP6eWUB/iUzprO174QgyDJM7DZQWBr9t2vewpyndq6dvrcfrHFs4xla6xUNrddPSw6sPTx3BaJnSNpexVJKO1ylcxFlupnCIoAJKDVOaDfEcge+4+ovnd5l3/bJ979eZUgfw5g5pZnD9uGZKu5WbZbSkDUTVUH0oQeL+m/QXu6l9D1qbufJYfUpTtfJkUr/V2aePY+OU1kdBqWOd1r43oNS6fbWD3TKlFVBaBddefULTRCSW3zWgNKYYZQhFy7+pfW9BqZenBI7QwHucZbn+RXDiEzWmNDWxRFmeasOLqTZNaVcpMnNe42xAONqEg8/WDzr6XG1ccDyGMiVUigXl0s2NjsoLuM7rFbFOUAbpZzJjM91sMDqVTOkXV77IHfvv0Fpc275vcLnbylVOIrMC0FkA3s+GjFAkeYLvuERm0kycx2Uk1PokcC6Y0qCnNaVopjRHkZkkA+FFREoxGssZXRtcYH+WsU9KPByEifzqSg1KlVIMVUbH7zEvQrZGa1pjGywQOG5pdJI5nt+FH/8CXjhHhpZRjOeU2gWG/dmhcB+LiPr3yfXwFeVo3MrPcb3ixu22GVgKUFphSnPJyJ1hXvp4dfaVWuzdluuV7fudsn0v+L5SQnCl6uDtWnY0S04pGPf9OFM6pX0fzu0sDso8rwNFcofD7MHytersg5u/fvo2wtcDWACvMnTDxdGgb5YpS74Bf7s2Ok3RSTeU3U7gbAM4zfV76jbm2PeY0r16utZGssFytMxt+27j0bVHa7/7sb/8Mf76zF+3PrZo37dpSpH0/F6pKc1j4872C/CimVIzo11JDUpdD8IF5nFbNaU+Lo7f0S2f8w9oANXElKajOliLlrTuK+jpC/CwoX0PGpTG6+UY0PEa15SCbt8PVmDjRANT2gJK56/RjKwoGT2vaN+Hlfb9GFMqwkmmtHqh8jsaOOba7KMvdE5xDlvb9zZyxu57/Live4EGpckAogU84xgHyGVayi3QjEKjplQpMipMafdAqZX66u+CO16FcAUDmRIoyYJUdPLUMKUh17oRSZ5wfnCe84PzvPzdL0cqWXwe60xpRVMqJV9a+ZJu3QNkI3ylSBtc7rYkkkRlRUveAuGtPCZ1IM6H+I4gMp/hUT4qItCShv2mMsVVCuFFEMwV6QUZigwDGF2PDg6jeAyUbp1mSUr25Tk+TsFGzSk9RDVTGSOVE3ld5kTEZryu5QzDdYKLj5IMLpbvk/3+eRHKcein/Xr73rjnoQSld88f4xZ3DOAYo5MHdfDjCBBeZexkC8AsmP3ysWmuiJ3Ozo1OrqtB4SUypdboNFMr+Mmug3fov9tA6Tj4bxpj6ja0+W0tXLtzsOa4+jNtFp5iN3rgWavSvvdqwxpcY3Sa4XntteYSjU6z55RaUMr04wtmAaWWKd0DpXv1NK2NeIOFYIGO6NTmiSulODc4V9xgm2oznQSlmcz45NlPopRCKknX61ba94kWqQsPz35RbSQUOuLJx9EgMVpkXqriplYDpW5AYHMRF6/Tc+YdFywYAZNJumrmn48xpftv1v8Oeu1MabSgDU9tLfw8mbwBdJZKpnQclLaZB/YdgwsPgAgLqYKAkt0smNIxcO2Ng9J+AygdamZU+OXoVfNeteaUphaUjsrnqdZ1L4Szn9dsTdG+r0RCjRmdpJSa/Rtr31tNaZwnBcsIaI3Ynd+K5wgyJIGUHM1SlvO8YEoDmXO4d5gTWye4OLqoTUfZiPV4ncANyglRBpSKivv+Sytf4o795saeDglQpFOZUkVSceAX7XsDUrfSAYEjCII5HKVBdmKimFI5+d1J81SnRnghhHM6kkqmpCjd/ld6JGvoCEZpHZSubp1hKc/Zl2um1DOLKTuWdJAOkEAUdJkP5thIN9nYOsPClz9MqBSxAe12cheUbNNWukUkSlDquRVQap7np657Ja8QYyMxzVQmoVQLU6rf81ZWqY0pdaLdgcKv+vYSuO2mXN+8Hq4csLqUKkBpW/t+vFUftrjvW87tDX8H/sn/2Nkxmfa9jYRynW0YwUsp4753FXphZ8qxTOksnxl7Hd1l+95xdzZmVLgzgtJZmNLC6PQMat+/853v5I1vfCMADz74IC960Yu47777ePvb315s89a3vpV77rmHV73qVZw/f37qtnt1dZc1hoReWAOX/bTPMBtOHcFYaEor7fsvXvwiP/6XP14wSj2/VxqdbPu+0pb3vNBEPvXwZY6Pqy+avYMcynMWbAutMubSFz4BBmQtXQ9nPqtBaDUbr6LVrJkCOkuw7yb97zZNqa19N2pTT1ON55RCqSld+XKZF2ojodpaikvHzLzukiktI6EM8JRyElyPg9LG9v2gMPvox5SxUF2/OxFAn6sMkY30Y+xnYfy4F6/XYP3xj+r2PYrMAjZZb9+7aPe9zT+1C4xI6Va1VJqFDBtG/VkWIlCSH9qK+ZHV9UJTSp5w3dx1HN88XrCjg2ygM0qrCxOTQesaUCWV5JG1R7TzHkz7HpKGyUm29DHmRfu+kAyYz/xWNsB3BI7fIcIwpYkG+2k2+d1JZYqPyd4N5gqjWAbmj0S4PpHjMUrq78/68AJLoqPb945TgO2u0dhtGA1qx59nIZhnM+2zsf44C8E8Pk6hnc1UVn7/fP3Z2Eq3au77wjhCqeGeMBOC/i5bZrGmKXWNptQwpdu270uQleSSgbMLoxPA3/vXcOgSQKnQ7eddaUqfjDpopsHN2r73dhieDzuLgzL7cxTFgAwXZ+fSh1lL+PiWma98Pkqj0yyaUsuU7g6UCqymdLbPp+OMkQ3bHdcswPWZwpQ++uij/Nt/+2/5pV/6JQDe8IY38La3vY0Pf/jDvPvd7+aJJ57gPe95Dx/5yEe4//77ectb3sJb3/rW1m2bKo5jNjY2an/26qmrjUQzpaEIa2Hd54d6sdGmF4Vm9/0oH5HJMru063drRicbhl+6783FNZwzoNTRDOTcQX5yoHi9mte/90tjj27fOxWm9LOTN8toCTZP639XL+D3/jC85MfMc87DYLX9QrHvxilMadqsKd08rYGsZTS2Mzot3QAo4zg37BWUTKmddQ11cD3hvh9r3wddzZ5WhwNUzFFN7fs0TzS4sEyp406ywY6j2dILD0C0iFAUoDSTWa19L3BQhimtTorqSIWkNMBFDat+yy6EUuKtnSgnBolQg9L56zi5dbIAYv20X5/mBCVTWnXf5yO6WaoZ5NS679tBaY6sMaU2aaBvGNPNbEDgeOB1NBuZxSTmvDaB3TRL9MLMCyGc1/IBmZIBqQOZlHiuR+QIRmOjVNdGKyz5Xfbj4eMWTOmcYUqtaTEK5pgPl9jMRub7PUeIQ5JZ7W1eLBA8oT9TW4lmSssxkW7Belv2dMJMCBTh+eOTlIzpptCUtrbvzefLrzOlQ6Kdt+8vR7l+ZY76Vdi+P3Ab2AX5eI2PGQUaJzo1ufQvpSxTagZvuDhX7tyJgAALSstramF0mgUMW7axOyV6aUo51ug0I/C2C/VtJSE7Mjo9A0CplJJ/9I/+EXfddRe/+7u/y8rKCidPnuRlL3sZjuPwyle+kg984AO8973v5fWvfz2u6/LSl76Uj370o6ytrTVu21Q///M/z+LiYvHn+uuvv9RD36tLKBs2Xs0xBLgwvABMnwtub4LVbeI8RipZtDl7fq8wOqV5im9aLLZ9XzgogzkCmePb1k/vEOHGaXx78fUirasEQhHqqR5epJm7YcPNssqUVi/gB59lLuzMyJQ+pv/9wP/QQNTW+JhR0JrS45/Q+7Xt+7lD8Nx/2N5uWbpB/y2qTKk+RwUbat3hNaY0mjQ6VS9U1nSVJ6V0QJTmqJ7fKyb+FC9J6lD1qfO1QYNSKCOhqvmXVabUcchVbqYUiQJodowmzILiMJifeArLsPlKaW2v3zMSBM32LkfLrI5Wi8/gIB0Upp7yBSXgRQWjYRdL3u9/P3zu3ZBZo9MUUKoUiZI1pjSXOUOjid3MhvjmvQrNuM6kMixivNJsYBZmGpR6UhaaUoCUHOF4dFxvYqLTWrzOkj/Hfi+qMaUdpXCUnmYVKgfX7zIf7WNTxmykfRZ8Y3RKK9Fs5r3wfQtKN2tMqeeIYsa3jWBrZEqFr5MApJzUlLqieB/b2/cCcGrfwTRTDIh2x5Rearme1kdere17v6PTQcLJ70yjgenOb4Ub7hvbzru8TKYrdCyYWXgK5wqDUkU56c+U47g7a9939k8uuGc9BJtTOmsklO0WwPSFVsGUTnkNzySj03/6T/8JKSX/5t/8G+666y6e//znc8MNNxS/X1xc5PTp02xubhY/dxyHfr9f+1l126b66Z/+adbX14s/x4835w3u1ZNTVaa0CkrPD7ZnSi2oqTr04ywmV3mtfT/IBlwYXiCTqTYyOU4FlJoLSziHn2e6LW/a92ydLW9MFZbPd/1Sl2dB3QQo3Ve2vNtG3pl81FZQunCt1ocC/P73aS2lrfGcUvucW2d0i822wLwQvv3ft18Awzm9YvcqLFXx2Kic4GL/b2vC6DTWvu8Y05XNKbXHYoBO12to3+eGyZ42yhBKUBou4JnHgQa1fuVm5+IiVV6bFOWg2/dQfn6aQKllVUObfmAZAtO+XwqXWB2t1tr3Nv6oqGyktzfz2S2j751/APrnIB3piU55HfxVS6JIKEFprnIGJtdUKMVmPsJ3PfA7dKRklI2Ize+bFnRJ2tcLM0+3730jDVDmPR8pbXQKXZ94TOu6lm6yFCxws7fINXgFUxooRYBiI9kgAvAj5jvLbKmMjWzAYrhE4LjF/jRzbb9/+jO1OVol+tKf1cZEWk1pDZRW594DOG47U+r6xULLbQOY5txVW8aZlPQJnxpQKDRTKmadDvRU1Pf+Cdz0dZM/b4qEuvu74foXTm53WZlSgWMioQ52DnJneODKvXeuwC9AabV978zObocLlzR5q4iEmnHil93e226hYxncqS3+jr72PxULth3WJX8CPv7xj/ODP/iD3HDDDdxwww0sLS3x6U9/uvj95uYmSikWFhbo98u20sbGxsTP7LZNFYYhYXgJ7shnYJ0b6Ik/dqrK5SxrdJoApbZ9v00klOd4NeBq2/dVpvRdD7yLP/vynxHhViZ+2JuibUfM41smVfilM7LaejYMlG7fm5/Z6KXxm+V2Wk4o2cs2E1K4oEcgylzrM5NKO1U2uO/tpBur+5q19h0DmRWtziLrs2BKR/pCVAXXFmAqpW/oyaC8qIHWfY7W9DkrNKXlFKi5YI5+1kcpVYwqzWWm2YbtmNJr7tZMi2FKc1mC0nGm1DKLnqud2L4jihZ/P+0T4OJG7UypddqWF+wAshFL0RLrxl0OmindiDdYFJEeD3v4zhJYuwJXVTJCQQOsdIjfCRrzRG3lJtTePlYqWTC8S7lkMxvhu/PgRYRSMkqHxYSotCk838RQaaZ0Di/Pa4zoSOUI4RO5HsOx9v9aNmCpdwMvdOb5xv55PmfzepXCV/q73FGA12G+e5AMxdlswEJnPwGC1IDvTOV4jv5MOGYqVz8bED36V/h/92f0aXZEsTgq2vfDFf1ZrZbj6HgqmY9pSgUIv9AGtwaN25SJSiWZZNOLwG0fanDFyhi33CeBKf38yXVOrg155V07BEgLLVOjmsaMtm53OZlSwy47gsO9w7zjyDfoccFXqHwcHQtVuf66uOXQke3q1pfrPORdVplTOhswLDpgqG0A54zt+68AlhQuA1N655138sADDwBw/vx5zpw5w3XXXVcwnvfffz8333wz9913H+9///sBeOCBBzh48CCLi5qdGN92ry5PveNz7+CdX3jnFdm3ZZdCr64pLdr3LUanXOb00z77on21beK8zpTO+XMIV3BucI4L8VrBpI0zNYRzvDg6zI+H1xfte6C88FQ1pa6JBfFCPcXF9Zvb91BnD8fLtsDamNKgp4GonZZUBaV5MnnxsMdgMzdnraVjIMroookYrGzIxAQXeyO3i4a0X17UoATp/XMVtrlkSnteD6lkIa0AzYoLVPmcbUxp0NMX9v03IYC10Sqv+oNXMcxjRAU4C8dFyrzmvvdxEeY96ad9QsdtvMgW7XsAnPK1GaC+FC6xGq9OGJ0W1o7DH/5Tc26Mntb1EChi074W177AsMhDAjEdlEolSVC1nNJBOqCjFF0l2ZIxvqP1v5FSxOlWwUgmDQu6LBvWjE6+zIrINIBYaU1pxw0ZjYHSTZkwHy3rBYcIijnagSMIlOLi8CILCvAjeub7MyBnoXOA0BHEWQlK7aLQRjrFKifaPItvNLO1nFL7+bGTysbKc1w8mY8xpWLMfT8NlNY/22mu2FJPUfsecHDxZtUnXkJ98KEL/MGnJrNsd11f9e36e7ldTcsp3U1VJjoBoOQVPXeB42rWsRaevwOjkxfCgVt3/fzlmNFZmVKjq95WUzqD0Wnxej2N8CugLvkT9n3f93388A//MF//9V/PuXPneNvb3obv+3zzN38z9957L5/5zGd4xzvegRCCX/iFX+BHf/RH+eAHP8ib3/xmAH7qp35qYtu9ujy1OlqttyUvY1mmNBIRa6O14ufbGZ1s63V/tL9RU2pB6evueB3fcdt38IN//oOc6p8qDRauBwqEZfGCORazlBdgXLdzY6DUi8DkLAYmFqRozS9cMwlKg3lt1PFnYErbbn7hnJ4YZcGoBadgNKUNOaWw80iafcegf74SHVJt3xumtA2UZiPN9Cb9kh0Gvb3X0bpau60xCYFmsEGDua4BibnK9cU+SzTz6k9Zkb/+3eZY4czgHMc3j3PzvM9y5VKk3fc5jtGU3rp0K7904CV4594LGMc3jn6vxsp+TkLDyNaYUtO+X4vXSlBqNKU3jfpw5vOaCbVsr6P9sjYk3zt6twZYeUIgwqkJEzk6mL4aCdVP+/SkIlSK8zIlED74ZeB9XDH2jVdqHP+4rtaU5lltYTA07vvQDWqgVCnFQGX0OssQ5LB+HGGZUlc7ki8ML7AgJXgdvK6gp6DvwELvEL4rCu2szULVb5KOQAKIlMRbP2nOvyhYb9/1NSN/4SFYnryZa6Y0a9CUehX3/ZSc0rHvaJpLPuo8lx947nLzY65wuY77pDClaS4ZpfLy7fD2b5ptu1teenmBjSP0RCcb3yezKyp90EzpePtey0iu9ELCPhfsgCm1BIxNVWmrWTSlB58F//hPZnrep7ou+dsTRRG//du/PfHzu+++m8997nO87W1vo9fTN6kPfehDvOc97+F7vud7eNGLXgTAd3/3dzduu1eXXmvxGp1p83AvoWwkVCCCutFpcIHADVrb91vpFq7jshQu1UGpDQ43PzvYOUggAm7ddyun+qe0KQR0G1cqHAuYrL5TZkZTapyRDc7xQAQEsqJh23dMs0fVcl0NZqadt9CC0jamdE637+MmprRlzKjX0a3jndSR58LmmcK4IpqY0vFWuv2/PffJoDRX2eruh42TFaY0KJhSX/gEbkA/7XOgo891LnPNEGUjMwlr+8+cj8v5WA8YOJ9ucVflgqrD82WhKRWu4L7wACroAJpxDJVTvg+VqrKAdPeXF+wqKB2tle37TIPSxcEaoOCJj0227y0onTsExz+uj98L2ZrWvkeROmVSgFSSrWSLnsw1CEVq0GZHgyZbpPkIYVz145XmI62bBs2U5mm9fY9EuB6RCBnJMqc0kQkZ0O0dAgX4D5SaUtfHV6kGpXmuQV7QZV5K+sJlfu4IoeMVaQCZKt33uIZ1QhumfGPsE64oom8CN9ALwtGaNtmMlee4un0/NumpypS23sDHmFIpFZlUfD6/Ee56RfNjrnC5jmMyJa8swMlyySjNr+hzNNZL3nx59+cKXKU06Fo/qeVOVxDQB47Aoy6fsKJiHgAA0CpJREFU2pGm9BLLpqTMrCkVVaPTJeaUfgXVFXsVd955J3feWb/JRlHEa17zmpm23atLr/V4neXO5WcNkjxhlI8KpnRcU3rN3DWtTOlmssmcP4cv/AlNKZQskV1V3rZ0G3914q8qYwy9uoPS72lglafaFGTb914FlFpNqRsQqIrb99W/MglKQTOHMzGlbZrSeQ2U7bjHmqa0AZT6Efz4307qW7err/p2+KpvR/z5TwKltKFkShva9/aYi3D9/iSz2bGg1GpKS2APkw78XOWlpjQd06i2lMBhJV4DNCgVznzldy6pylEyL80yeYrjz+GpdcOUqpb2fRWULpfbmPa9lY2cHZzFczzNlCbrLG6dg0N3wuMfNmNGA6MTVMSG6Ra9w0VcmO91SE3LuqmkUuCUSQG5yhmMLtKVitDkgwbmOSIFcdonzmLmpCRpY0otKA3n8PKUodGgekoxAoQI6Hgho+Ri8Tj7/L25I3DLy+HOb0U8/r+K5w9UwoXhBW7OMw3ygi7zecam4+N1DxC4HhuFWUuWTCnlzSNUCu+inuomHKFD0DHt+4sP60loDa5vgYPIx5hSoym1YNSZBkqr05xMvNVTAtZMuY5r4oV2mNe5w0pyxSi7jEzpU1Wuh6MkYvUxeM9Pajb9CoLDon1fc99rLfCVfs+gTJJwZ57oVImEmiZJ8ULd3XuagNK9iU5P41qL16YajnZblmVaDIymtOJCPj88z9HeUZI84ZNnP8m//PC/rD12M9lkPpjXbGrl5lvM/TYtUbuqvHWfbvvZKBrP9eoByL6JfJIm/zPoatDYoCl9+bGX8739yk1w/016AtN4dZZm1JS2XCiCOQ36RuvmxVXb90lzK2angLRSbgHYq0ankZl7PwauHafuwB/PKa0eiz2HIpgApVUHfqpyrfe0zznt3JnyHIeVRJ+flXxYAzuF0cloSgHNhPsdPJQebSlVY1yW3U/gCA2ux5jS+WAe13E5vvEEB/OcQdpnY7TKQn8V7vleeOzDWobghWX7Pu3jKYUzfwS2zgEOgYiKz+pvfvY3+ZVP/UrtOOzkKTu9LFc5/eEKPSmJrO7VnN/IcRkmfeI8Zk4qkgawm+axTqAAnVOKbvm7ShEohXTAc30iL2Kkysf30z5CKUI7knXuUJG/6ovIaEovsJil+rsSLTEvJQsyh84+AtcrFp2ZyhtBaRTMI1YeReDU2vfBYLW1dQ9WU5o2akrt4mJqeH7ls53lZtLXNmDtnR/+Mi/41/+Tv3rw/NTtdlPVwQFXstJcEj+F4Puylc0pzVN93ZDZFQVWviMm2vceLh5XHpACOw7PL9v3cjpYd4x2/qnI570CtQdKn8a1Fq9N1b3ttjbiDTpeB1/4hKKc6BTnMZvJZsGUPrHxBO97/H2FThQqoFQEtfZ9wZTmKQ5O4ey+bUlng5ZjDH2zcrSg04zFrLbFewfG2vd639fOXcsLR1OMOLaipW3c9wbETTM6AWye1X9PtO9bHrfLskDBpcqUmiD7plZ6darT+JhRKEFplW3O66DUMnBKKWKVEUVLep/jEVMtJRzBqmGSc1RtHnTRvjcTnfRGKQRdhDJGJyWb2TdzbkPX169jTFPqOi6LwSL9bMCRZMgg2WBjtMaiPwd3fRuc+RxsnDDtew+hFElqMkLnDmIHFgSuXzClZwdnC4OfLWlAqZ1elquc/miNHg6hea2+0XZGCOJsQJLH9KRsZGDTbKSnlgH4Xc2OJlsIjOYMzRKHokNcefwgHdBV4FQWX55hwAMvLDWlea6Z0nCeealYyKUBpX7B3GZKFlpPQGtcgc7h58LFh/EdF+F6ZSTUb75MM88toHS/EizmY+57oyktWpetTKmoPS7N9TUmzmRrgouUip/5478FFOc32zNmd1supcnrSlb6VLXvL3cZeYwvc71Yv8JGJ9/xtMyocv39Nub4sfUnJ63BgkxnxpzTQsKynaYUdLLJLidNXW21B0qfppXkCcNsODUvdLe1npRh46EICz2oNTwd6BwgyRPiPKaf9nls47HisbZ9Pw5K7T5SmZbsGHDT4k1cHy4z7+gLiXC9egvG61RW2RaUHmoEpfoJRtMBJxim9BLa9/b3WyaEfwKUXl42wC0Ae8mkEW82t++h5qafGDMKZURVcQ6DIhIK6qA0lSkKCDv7NXBNhzO17z1cMlXeWL0xTalS5UQnQDPhfg8PpacI2Zn2Y1W0710P9t8CC9dVXrN+Ddb8dzjL6Y/WWU+3WFi8QWcQ3v6NmuEWRlMKxOlAs4I9Ezfm6wWZBWvDbFiTsMAkUyqlpB+v0nU8bcICAgMOQ1cwyoYkecKckqRqEpQm+ahkSkWAr2BoGFz7aRIioON3GVaZUqNjrb7Hhe7Wi/BRxDLRRic/Asdh3vH1/ztLhG75Pc2QeG6VZdIVXvN8uPAQHg6uWzE6ZQn8zf9TDp0Yq9enLj+5sjaZUyrKMaPOdjmlxfmRjf+ulm3xH5qPyOTlb3+7rtMISp+4OOBf/8nfXrbnSXO1LSP8FVEmf1jIzIxFvrJGp8AVE+37RTfgGvXkwCDXdQ3A3BkonWl07T/+k8nYta/Q2gOlT9Naj3Vr9Eq07/tpnzlfA69IRAXLuZVu0fW6RF5EKtPiRv2FC18oHjvMhnT9Lr5b15TabVOZFloa0Lq3P3vuj7NgJ8YIu9q17fuOBlhVsDc3BkpNpA824H0WpnRq+34b973r6nbKZhMoTS47U1rklNrz1t2vJQOj9WYA7kV1o9M4iCza91VNaQnsq6DUvvdRZ9loSmdjSj2nfumptoWF49YmOgGQZ3WmVGbT2/duAF//E/B3f8rsNCjY3n2RTlw4kuWcH5wjR7G437B5LzKxUJ6JhFKQZAPNzldAqZafaPDXBEqlamBK43V6jh4FCtosBeh59dmQWKbMSUUqJ1mwNIvLAQNmiMQwG+IpM70KreGMvA6jCtjvx+v0pKydK8uU+l6nyHNdNO57gHk3YEE5+nUKn8SA3ExJvMqCyjNuZnHwdhit4Rft+9KUCKqVKXWEsW6Na0rdUlOaKdHMfI6179O83KbNmZ4bLW8nECR5M5t6KaWZ0sl65PwWf/Glc5fteZ5WTCno9n0eX3GjUxNTiuvSOiTlMlch73Bmez4bHSVsBvczpPZA6dO01oyJZNq4z93WMBsWrv4q47mZbDIXzBV6UfvzL1wsQWmcx4QixHf9iZxSe7xifLVc0WH6rl9f7dr2vUzLC9pdr4EbX2J+XwFUeYptv06thWtKtrCpbBTRNHAZzlVAaUVTWmV0L1OV7ntz3mzM1capZqZUBBWmdDAJ7gqm1BxnJRIKoON1ijgiy3CH3QM70pRa/eu8P29eQ719L437vligyNS0rSXrybqeQ9/AlLoVZ/nEazavYSlcAuBInnF6cBYXmLOg9Mavhb/zI7DvJnBcXBRJNio/c+FiyZQa8NfMlOrashIFldOPt5gTAWGhKTWg1PWIsxGJTLXRqYEprWlKAd+wqz5VpjQkDHqMKFvY/dEKPalqCw/h2fZ9VLTgFyTF+31IdDjs2PMYFoywNjpVmFLH0dpeM+XGx0G4XmF08q55Htz7Q+Ukr/Gy73kNlHraYGaO5bc/coKPPnqx+bFVUJpJXENSxlkzYLPAteMLshY29VLKdd3itdefV5LJyweCL3sk1FNVNjw/S3QX4wozpfOuz5wcB6Xek2YQch3Do8/4fGXU31U8JewK1B4ofZqWBaVXon0/zIZE5oYQeSVTuplsshAsaGd9njLKR3S9Lp+/8PnisUme6Bn0oh4bZfeR5AnOeAtMZsUNU7h+fbVr3fV5Bew95zvh5q8vf28BmP17O6b0xf8cXvGv2n+/XSQUaKBXgNKKZqlpzOgllgWlhfte+Bo8bZxsZ0qrmtJxEGkTCex5qrb70Wyk/VzFeax1jb0D+rXFWzMypfpYjy0cM/+v5pRqpjSTWTkVKNcg1FdwcvM4R7K0WVNqdJq2NV4+YSlBWAqXCBzBUi45M7rIAgLXRok5Dnzjz2u22NHt2JFt3zsOdPeB18F3g6LNPrV9bzoWMksZpH26bkRkF1j2O+T6eh8FKG1gSvMEv3KOfMdjmI8MU+qY1+4R+V0kek49wGC0RlepWnxSwZSKoIiZWnD9woH8j4NreItcKM6jNV5lqLH2vUNHSQNKHX7Q2c9twRKeIwgUONEifNMvtJv4ClA6ZnSquO/7icOZ9VHDY+s5pWku6fgC14F4G6Y08kVhjLqcpeeoN4FSVTz35agsV4yyvFU7+xVTBqT5eWI0pbtnSkdpzuv+/UenLja+2d3Hz1y4WFx/f+9jj7M+kk8iKHW3D8KvlB0cIRRPGxPTLLUHSp+mZdv3V8LoNMpGNabUsmVb6ZaOezIsaJInPOfgc/jSypeKC+goHxWgtMri2n+Pa0qBmonJE4EJEzYXEr9bMqVNWs0qoLJAbDum1AunZ22aYPWp4DLo6fig7vIVNzqJArBXzlt3nwaljZrSoBw1mvSntO8t8A9rmlLP9QrQE+cxIU4JZEdrs0VCWVC6eMwc+yRTmsoUX0pYO26Y0g4CxYnNkxzJ8ub2vbCgdOwci7Bo3y9FS8w7Hj2pGMqERYXOpm0oF63nLI6usw/8iMALSY2BbypTmtr2fUqWx/heSGjD683ncMkNWUv7JDKjJxVpEyiVSZHVC/o9GOUJHhTuYeGFdIysxk576sfr9HBqLUpRnKOIwNwCFtzyfHmdffiGLQ+9oDBO5UoWnzXM84ZK6bG6wRyvTQULXhfXcbWkoGHRUD+5DUzpc14Ld78eYb7LOYL1YcPCeowpTXKJ77lEvmjVW1rAEvluq+70Uqo6YrX2vFJeVg1rkkv91b0Cr+FJLdcz7XsDSmW+a6PTxjDlY4+u0I/bZQ2+F7Kg3AIU/sUXz7IePznB+aCvz7p9v7OJTjr79ukR9zRL7YHSp2mtxWsIR1wRTWmNKa3klFad9anU4d6Hu4eJ87gAMUme6HzEsUgoGwSeyAR3XONj456AO8IDvGazPxb5NGxvi3udUlOajQDn0kGhY4Lbp7bv52HrrB5nOjHR6fKuet3x9j3oFvx6C1N69G74xDs0mFd5c04pjIHSkq3yXb94P0f5iEhVQOlwdabwfKspPTZvmNLKeyccF2lC5L3Tn4E/+wnNhPtdPAWxTDiSy8bnsaApHGdKRZ0pXUDQNaBy0Zh6mkoAcTYOSjt6UWXA4yAdFAszW9Z9PzDfDZmn5HmM8EIiCwrNe3NAdLiQbpKojHkpSdQk2EjzBL/qfHd9RjJFAL5tl7sBoZGW2O+TBqX1G5qouu/N+7AoKueys684H74XFa8zReFVwSsOkQWfQQ9GG2A0pUFLOkKtmpjSo8+Fa+/BNfKBRE0BpZX3P8sVvnAJPbdVb5ldYabUdQRug9HpcjOlNmngK76Fb0Fpllyy0Sk153eQtmcHI/zaNTuTCulc5tGpU8o1EXMzt++FZUq3ySl9mtUeKH2a1lq8xnJn+Yq17y1TGoqwBkrnAsOU5gmJ1LmQUDK2haZUNGtK03w6U3o0XOJ7NzYrRqeuBp151vzFtYBq65yeLuNFlycoOZjfvn2fjWD+8Pbh+ZdYlmWsnbfusp5f39RK/3s/pwHrh37JHOt4JJTRpBY5pSXLCGPt+yzWbFkNlG4/lc0akor2feWcOFZTKjP8PNOGLanb98KAvSNO0Pg+FiygN/beeKWmdF+4j3nl0DU3svk8r49are5PQZLHxfQiOqZ9L6ICPFqmNM5jvvOPvpMkTxiHC1mekOcpwosKwOwLDUqXvS4Xsz6xynUkVGP7Pq217z3hM5QZHhSh+kIEeBa4G5A8SDbpjt3orabUFyUona/m9S7dAEv6fQlFWIDSifa949KxebHhnGbJXQ9RMKUNGcC1A7ETwyYXTnZxkckWUHr07trIyzSXBMIl9NqZ0lwqhOvgC/cKue9dvCdBU1pmsn6Fm51cl2uyjCPJ6JKNTrk5J4Nkyjnxwto1O80lOU+m0UmYMbQ7NDrBzOaop0M9czjhZ1itx+sc6hzi7ODsZd/3OCjNVU4qU82U+mUwfpzHHOrq7LQkT+j5PRITYG6Bq61G9/35B+D9/1+44WvKi5UITJZhJZPTjrZsYkr9jgY0f/hDZnzoNnrSWet5/2j6rHqrO507AmcrcTBt4fmXUBaIVR3sRQu+KdoqnIevewu8/+cAZ5JxXLoRXvt7lZzSenh+lSmNcwNKO0v6wjlYmYkptUkBTe17YXJK0zzFl76ejCX8gikFOCKaJQJeoSkdn2RVmrVecewV3P6R/5vIMqVp0gpKXcchyeISbHT2g8wJRL197zouG/EGD6w+wDAbkgOOUijzOClTMpkigkgDbSAw36Flb47NJMFBMK9ksd9qpTIt9bWY94ABHo5p3yvzOfDoUGnfJ1vMu3WA7opAh+57un0/h0CYRAIAXvy/Ff8MvE4BvnOlCnkEaFAaOeamHpi0Cdc1oJTtQWnxHZ78Tna8HjcmKZn0mkHpfT9a+2+SS3zh4AlnitFJ4rkOvnBqbv3LVdpd3dC+z2UBmi5H2bZ9m3b2K6nesrYFItFSoktiSs13cRooFUGNEMilIudJZEpdF2eWeKdiewtKnSdl4tTVUs8c+P0Mq/V4nQPdA1eeKTU3lCRP2Eq3NOAUGnDGWVxER1UD9iMRTRidqkxpAUpPf1bPGpcVHaYI6gylnSTUlv9pWZjjfw2n/2Z7Pems9dKfhqXr239v9Y5zh8Y0pdl0hnUX1dq+h5rBpVY3fR1sntLnb/yC57pw57eU/+8egI3TnFg1Yy3HNaVSalDiRZopbXDFj5c1Ol3Tu0YDqwrgch2BxDClSmrzlNSTuHwUHddnocVMVXWW139RAuv5YJ47R0O6HW1uWszSVk2pQMsFivzJuUMQzhP4EZYPtUypTSTIZIZE6da2qTxPyWWK53UK6YtvwPs+fw4Xhw1y5pyASZ7VgtI6Uwomlskcm+eF4EdEqtK+z/r0xkAprocw58h3BIu4rfKFwCtfZ8YYKMUtMlcJzGhd1zPt+1k0pe1Maeh3+OOTp0lVyEYTKB2r1LTvo22YUs918Fy3aIFfzlp2Qg42hEKluSK/jKaksn3/Fc6UggZo6UAzpWr3piPLHg+nnRPh1xZAaa6QuE+aptR1vB1qSs11/UmaOHW11B4ofZrWWrzGoc6hKxIJVTU6RaYFOcpGtfZ9JjPiPKbjdfAcr9a+t5rSWvveAIZEJiW4Wj9uLliV1vyYLqiIfMrTZgbS3vCSLVh59PIxpduVBaXzRlNqb0p50gyeL6FKo1OVKTXt9LYhAIvX6XD5GQAkx+5DnfsCr/3lPwXAu/AQmZkBP8pHhNLoUr3QaFRn0JSaY10IFtiP16Ap1UYnT2b6/JlFh8DhiOjitACeQlM6DsZt+96+D8NVuiZYf1HKKUYnhzRPylGE9/4QvOJn8UVEaiQGtitgQWmucjIHOhUgImWqjUKuVxyb72lgLfwO+w1wnPMiJJCPZZWmMtOz5E3ZaVA6G9TMyBYBeBGhUsUir58O6Y7ra10PTyl8v0vgCh2U3/L6A79bgNIcVTc6OS6RlRTYzoDRlO7I6NS0SDMsUSLdZqZ0rNJMak2p77aO4ExzhSdcfOFckUiob/cP8lPZ5GJJG532NKWNZT8DSupF4y7b1FaOMbV9P8aUZtK2759E9z3snCl9BrXuYQ+UPm3rSjOlBdvj+jg4xYjReb9szVf1o5YVtZFQvqiH51cjoQqmdOOkZhnzuHID8+uaTMuYJZs0a0qjynYzZJRerira94f186YasNRY38tUNpuzGqtU6ELbmFLQsVkzOOWZO8Ro8Vaek30epRTe2b8l2zwJQJLGGpQG3bFzPb2EI5h3A4QreKM4wO3dI8XvHFeQG6OTn+eGKdWLDg9H60kbnPcAwrXB8ONMaQiYFiHAcI3Ooma6Fx1RShXG94dDLNMSlEYL0FvWBiBULa+1zpSi9ZbocPtcpsWYTrugs0wpfsSymVjWM7KE8dSMVGYFEIUxptR8XzwRghcSSVkcyyAf0hv/DLge+3PJvmAR3xEs5FmrfCH0usQGXGf2OewxOC4du5iwixvXQ7iCAKXP1bSyDvqm1qT5vifKZW0wC1Oq2/eh527LlPrCLYwxl6Pe8Ft/zdmNUWvm5ZWIhAIYfYVrSk+tDVHVdn06vHSmdFtQWjE65bZ9/+TAoBvCfXznxtbMEoWCbNhjSvfq6VAroxUOdw/rMZCXOc+uypQ6jkMoQkb5qGjfW/e9BaWBKFnRUT4izHOCT/5eayRUAUrXTwJKj8wsmNKx9r0FH22tH9fV2z/rGwHnyWdK5w7rv20Lv43RvYSyOkohGtr308al3voN5ZSibWrl0L18jfu3mm1KB6X7Pt3UmlK/W57bWdr3rseCATjfxQLLQQlgBC6qaN/nOl0hi0H4minFbQWlnjmGcPwYLOjMYs28xxv4S8cIlKo7z8fKBWKZFi1yW4HXIYUSiKqMrb7Wb+ejdXIoNKsdKXX7Xkk81yM0oN234N3rcMAsKObNImG8wzHBlJoOhagxpSF4HTpSVtr3o0lQKnz+7MQprukdIXI8FpPRlPZ9h9QBpRQpdUOa54giSaB4P1yB67izte+F1/593CFTqjWlJhKqhUFMpcQzutP0Mo7p/Osvr/DQ2S19jWpozaa5JJfqsl2Hk6dJ+/47f+Mj5NURn2l/96DUakqnuu/HQKlUTypTuuh1edPa+szte8exBtY9ULpXT4O6OLzI0d5R4NIC9KWSPLL2SO1nVU0paF1pkie19r2d6BSKkMANahObgngD/7EPFTdepRSjfIRQSk90Ktr3J/Tfo/USyI0zpePTYJrKi+CGv6NdxU82U9pd1sdlY6F2GQm1Pkj5zPG1xt+55kIrnMp+iwD8KUzp7d8E3/NHMz3/6X0v4j73CyS5xEsGxSjMONnS2km/ypRu374PXY99rtl+LJHAdd06UwrFZ8DD5WiWt2tAi7ijcSBmbkZ5ovcFsHQDPSlZmJIWIHBIZDrRQgv8LtIpc0gB1vp6lGSWx0goNKUdpZAy1+1v1y/a94HRW+OFLBvPac9MuBr/zqYq06NTTVltp+e4xfhRz9NMaShzRgYs96U2GNbKthG9kG93F3nzykorUxoYcJ/IhBw1xpSKMnrLAlDHRbhiRqOT1/75NN/luC0SaqyqkVBtRifNlLrGfX95AKJSijSXnNkY6WtUwzXIsniXiy19urTvN+MM5YwzpbvTd2azuO/H2/e5JHsSNaXF88z4Gkuj0zMLpj2zXu0zpOI8ZjPdvCyg9LPnP8sb3/fG2s+q7XuA0A0LTallSpM8YZRsEZ78ZC0o37q1AyVJ81JHCtBVY0zphgGlw7V2ptR1SzDUBvZ6B+H6e+HAs55EptTcpMM5zRwWTOnuJjq9/0tn+Vf/7+cbf2fbPNW55KX7fgpAdJzZ2vfAqd4dPMs9STIa4sVbpdEp2dJMaTVuZYZIqK/zlvmlwy/V/6lO48IYnYz73rNmuOEqCI+vy1y+Zv0i7Luxcb9R0OXfnT3PgWi5/gsLnvJE78uLYO4QLxjF3OQ3A1zQmtJE5mX73pSVB2zEGwUwWxteACBLR0jHITIYpCN1+95qSqNgDkepwpSF3+GA2bZnGOPxfOFU5fiVz70dUepVmVIvAr9DpBQj83kbyISuP8YqO44+3yJkSURcl7VHYgV+ydxmTr19f8ANOWxAdLV9H7kBHTlLTqk/A1PqEGfbz3pPTXh+6IlWsJbmminV7vvLA+gyqVAK3b4Xbe17WWx7WZ4zVzjOV34kVJJJZPV8JYNLYEpnad9P5pQ+me77QiYwMyi1TOkzC6Y9s17tM6QuDi8iHFGLY9r1vkYX2TTzu20N8yFdrwumZRJ6Oqt0K93SmtL//iOkeUISbxB88vc0c1rRlAZSEihVgFLLonalLEFp0tfgwXF1/qEFctHipFbNgtK2tvg/+2u45m4DSp8kptTepIM5/ceCUrk7932cSS72m9/H0n1fubh2ZgClO6jz7CNTLur8l/BUTmayK+N0oB3YjrMjptT3Qo62MaWOIEeSqQzfakDTAbg+35X53H3hCdh/c/OOXY+XDYY447IF4enPUhbrz1O0BOE8v3TuAjdEB1qPUzgOscoK4GfLgrX1eJ3FUIPatdEKoCdAAXTM5bVjNaUoPNdjMVxiQcryGHsHWU70dyAI5/GZ1JSelzFLfgnyrEzBc1w84/h2DcjrKMXIfGf7MqMXNIBD16svJFra96EBtHEek1PGjwH8WPcWvnfh2eaElO37b+rdxP9xcXU2o1Pb99HckEdSv7btHPg6p9TZlikVxn0/a3j+u+4/zvu/2B6rlxgZwJl1y5Q2u+8BpFL86vsf4sGzmxPb7KTSXDIXeJeVKVVKIS+j7nWW54szWTKljjDf8V1GQuWzRkLVNaWZevLa94WJa9bnM2NJ99r3e/UVXxeGF9gf7Sf83O8Dl8aUro3WahOZAIbpkOjM5+EXb4bhKqEIGWZD+mmfuWCOYOMMqcoYyoRo4zSBW3ffR1Lhq0pMlHHe95Qqw/PtNKLeoXr7/thL4A1/WD9Iq81rc7VbwHPry+DY1+z6XOyobPs+sEypbd/vLqc0TnNWWkCpBQpVZ3TBlF4mEL4RK86xhHP6b/AVFVDaL2OBKszftuV6GozChKRBOMK0RdMi01P/wjIdCvbf1LJfGzPUcAwiKJnSzr6SzW6RAoBhSlU+2b739KJjLV6j63UJ3IC10SoAqWmddxwLSiW5zAxT6nO0d5Q/O3GqvEEuXMOB4QaBUjjhPIFyakzpIB3wuIq5w3Q+AHzz+jzHxXcFnlI4nnbfR1KxGa+jlGJA3gxKowX9uu0xtDClXoUpzR0HT1Q+T/tuhOVb9b/t59316IiQw3k+Q3j+NE2p/i6nSn+21odaG/+Rhy80bp7Y9v20MaOF0Wl2pvRjj1zk44+ttP7egtLT6yP9+WwAVVbvmEnFez5/hv/2yRMzPfe055yLvMuqKf3Tz53mR//Lp2ba9tzmiH/3Px+6pOezuljluPo7G/R0+36XrfS8mOi0G/f9kwSDqgB8ljJjSSeGyTzNaw+UPg3rwvACy51lxKf/o9bEXQJTuhrrG20/LbM2R2mfzl+8TbfVByuEIuTi8CKgMyA9O01GJgRKEsi81r4PZEZg9KOgzU8Ch1BKPWbUcXXrfuFafbOrtu9ddxJE+NswpbZufQV87f++63OxowrmNCAU3lj7fnea0jiTDJK88UbkCF+vqKuv3+/AjV8L80cntt9NbY4yzqj9uGc/h6fK+eyjbEBUzZtsyj1tKuHrc5GntTGyoLVUOVZTWvnsul658GhjSu3vm8CODdBfPwG9AyWT18ISgmVK5QRT6gUdFqTixNYJOl6H0AtZi7VWNTYmo8jcTDpSIWVWaErxIxakqoDSazmwdYFQAeEcAU6NKX1w9UH2ITgQlMdZY0odT48idD0QPl8/HPE7D72LP3joD1BArwlw/rO/huVbtmVKHV9HTA3SQe15Afj6n4QX/YD+t2VKi8EWzvaGt2lMqTl3OQJfOKwPU06vj/jud/x1I6BMjdFp6pjRXGtKvR2471Op2Bq1m2fssUx335tIrVyRSckHHjg303O3VSYV85cZlK70E06uDmfa9sEzW/zHv378kp7PgnnpePqaIXzDlO6OtUxncd8fvguO3Vd7TPYkGp2KBcusbLDj4qo9TelePQ3q4ugiy+ESnPwk/tgNbqe1NloDKG5KAMNsQGf+qGabki1CEXJheAHXcTVrZG7KI5UTKUWQpfUxozLDV4pEVmKiHA8XRWqNTusndJam39VM6TQgVzClV9F84EPPhr/3r/W/gznon9fayUsApUAzW2pmSHvjoPwf/wn0lie330VtxSmn1X6C85/DR5FZo1M6JKzOMJ8hDsoeM/1z8LZjcPGRifa9VIpMZqWmFEqmNFwojVxN+4VmsGMnU33pT/QCJZyRKUUWZqLyWAIO5zmPrT9Gx+sQiYi1dAPQ5wQgcnw8pQiUIpcZGUrPs7YsrgV4C9dwezzku9Y3INDt+2p344GVB7hD+TVJQsmUCnwThm+B/SsT+KV73sIvfOIXAOg2gdLO2CjZFqYULyJQikFmQWmL9KTSvscV+j3abnHizsCUItjXDVgfpgWQSRqY0DTTetHQnxYJZTWl7sw5pWkm2YrbQal9rjMbliltjoQCDSYzqXjw7BYn12YDgI3HlEvmI7/1de5un4q1GQxlAEme059yTmapuAClQi+gbWTbbo1Os0x0uulr4et+ovhvLhW5Ek+i0WlnmlIcnUMiniwm9yqpZ9arfYbUheEFDuQSZIaPM2Ga2EmNM6VKKYZ5QhT0NIsZbxF5EReGF5jz53AcBz8dFY8PlMLPRvWc0jwjQJWxQvmIyBHFnHHXceHsFzQbFsyZqJApQG47TelTUX6nZJHmDsGf/jj88T/fdU5psg0oFUrVw/Mvc2mmdJnowhfwFGQm7ijORoTWFb4jUOrD6uM6bN/1S7kBIFy31JRmSf0xItBt4zbAM2VKECKAzdPw6F/CXa+pgNKl1sMUjquZ0vFLpQg4lOU8vvE4Ha9DIALWzHfEtu8j1yNQCgGFptQ3TCk4FQAdstg5oONiwvmatAXgS6tf4vY0LXXCgFcBpZ6rvzvVsZ0v2fdsfu3lv8ZLch9/Whu9qtVu/H1AIBUDw/TX2vfVCqug1NteTwrTmVI/QkWLjAjY39Og1AKPJjCmNaXa6NQaCZXvvH2f5nIqU2rb0Be2YnLHa27fW6ZUKrJcEXouf7lLtlTLWhRz4eVlStNczpRyAHq86SDJLylNoGBKMaDULnZ2eQ2bqX0/VmkuSZ9MprRw38+uKXXYMzrt1dOgLg4vsjxYAyDAuTRNaaz308/MDVemSBQdf64YLRiIgIuji8wH86AUQQWURuECQTIgyRMtbs9jgiwxTKlxcGcxgePgoc1PruPA5/8b3PVtpTt8KlPa0avQq3VF+Zq3w6t/BS4+bDSlO78IWvNGMygVCOomlMtdm6OM02o/bj7CU4oMw5TmcQWURjO7+RGenti1dAx+8hG49vnFr1xHEBvQ6+dpyTDYOLC21r3dBprzWUUAn3gHXHMP7Dtm2svOVKZU4JCgJm8MIuBIlvLYxmN0144TjTZYNaA0sZpSNyBUCleZ9r0y8+k7+7SmswqsF67Rf4dzBGj3/epolV/+5C/zmbOf4va1c3DtPcXmnnl9tn3vo8r9+R1IR7zwyAv5jaE/PQ1BBCbOq+Wz40UEKAZGLyvaQGTFfb8zUNrClAY9Nn/0b4kroDTJNPBoZEqlGTPqbx8JpceM7qB9P4UVTDJJN9Dx5v3MackptUypJMslzz66oHNNG2qY5PzL//fzrZmmdl9zkXd5mdJMsjFMZzI72eftJ+3n5Zfe9wC/+v523andh3Jc0743n4NdG51maN+PVSYVuXJ2/Zw7LnsNmZWZdRwE4D7DYNoz69U+Q+rC8AIH1s/AkedqpvQSjU4AfcOU2LDwTjBnmNJNIhHx5fUvsz/aD3mCQBUfrODo8wjiLRKZkKkMqSRhnhIoyJHkMtdMKVo/k2Qx7mhDX6Ru/Lr6za6t/M7VxZKOl/AZzN1AvnZCh/zv0n0P05hS6prSy1ybsdaUgg6+t0zpKB+VWZVeOLvb3/Vh4xTMH55YcAjXIzajLf0sLhlC19Pnrs3kBBW2sAE8Hb4LBhe1FhI0iAvnp2pKXcfVUUjjNy4v5FCW68zeTCdKrOVmupORunREUGFKNYwXbqDzct/06fr+Fq7Vfwdz+Caj9bPnP8s7v/BOHl5/lGeHy5pxN+Ubo5Vu3/v1ieteqEfvgtYyT9N2euFUphgvIJSKgbkOeK2g1OaUmnbodtOcQL/vU4x4uZlyZUGpZTebQGcxZnTGSCjLum5X27Xv01yD0gNzIWtqrvGzZI9bSg2EuoFoZWpPrw/53Y8+3spa2uNeuMya0jSXSAVbU4CmLbsomNbCP78Vc2q9XaIwwZTaa+IuW+mWjZ4anl8ppfSUrRTx5IHSHUZC4Qocpb/jz6TaA6VPw7o4vMiB/iocupOAS4uEKtr3WR2URuGiiTrSTOnDaw/z8hteXtwMffPRCg/dRZAOSbJRcRxhluiJL+jomyRPCBUINBMrBhfgua/VX2LL8kxjSr3o6tKTNtQfPqJwNk/p/+xGU2putI2xUKZNHLSxXZehNkdaUwrgRfvIzPsX5wmhZbu8aKaMUsAYnZJy4lWlnApT6iQj+t5i+ZgbXwI3v7R9v0X7voGBe91/gh/8K7jtG8qfdZd1wkPbYZp80okbg/A5nOkbYCfPiJQiMeavxHwHOiIkNKBUyryIhAImtb4WlIbz2gQoEy4ML3DvkXv5o2u/hZuveWFtc8+Af8/18FwPoSqsqxeNgdIp7LXwp4JyvAgfxcB0TKo5pbWquO8JetBtj9kqqrN/6kSx3HzGFjo+wyQvgFwjU5pLfM8hmNKat5FQWlM6G1OayemgNMm0bODIYsTnr/kOeNX/2bCPClO6DSgdGqB5osV0lBq2+HK37xNzPtZnGOlqFwXTZA1xJtmY+nu9j9y5PO17a1ybGp5fKfuerLjLsHDdrp5zx2WuIT/5h1+Y6TzrIRfPPE3pkySm2Ksnsy4ML7A8WIF9x/A3P3FJoHRttMa+cF+hKR1mQyIEbqhb98RbRCLCdVxefcurtZEELRvIATF3ULfq00GRRxpmcXHDedvH38bKaIUQ8JSinyeEWQoHbtMHYFmeaeyi333yVru7rC/HC7iG/dsNKLXatdUWUPpbZ85y81dfHqd9U22NMkZKAymve4AM4zSXCaEoJxPN3L6371cDKK0ypcQjTrgHuB004HzJm6fv14t0bJg18mxXb/yf7aYp0FISwHPGLpUi5JCZNtXJUwIlsfn6tn0fCm0Sch1BZpnSts+xbd8HvSKZ4nz/LAcl3HT+QbjlZbXN7YhSHQnljTGlY6B0u/b9FPkCIiCSiv5oDWFjp5qq6Gi48Jx/AM/+5vZ92vo7PwxTRm9anWDk6Zgn26JtalsnuWJBuASeW3xXxstGQnnCad2mab9TNaWZDu1f7gVcHOSN3+20oilNc0kn8FrlAxZonlob8lXXTr4v9rjnI5+zG/FMr2GWskzj+jDl+m22ted/O7A+LVs2qRmdumCMk7u9jue5xHOdmdv3dlHywe4r+IFvfNGunnPHZdr3f/7FC3z/xojF7jb3AcfIsvaY0r36Sq+LwwscyFJYuoFA7T6nNJUpm+km185dWweljqtvQgaYdv0uL77mxTqs3ziPfSBUDnSXCZUizYZFHmmQjvDNzehPHvkT/vL4X2rtHZrVFaiS8bIgZ2r7Prq62/fAqYHDJvbGvRv3fU7kuy1MqeCWNGsHDJehNkcZw+gACgevt0xqmVKZltO9xA7b91BrSRe/clxi9P59mbDumFZwWw5ttYQH3/en28cR2eodmOoSt1pSb5ytMO17gE6WEMnyZhhnQ1ylCDzDlLo+UllQ2vLeL1xrGP+gaN9fOP8Flh94Lzz0PriuzpQWoNT18Nygzi54kV4c5hnk8fRzIfzp7XvHoQtsxGt4NnaqqaqRUN42QLey72k68AKU+q42pRTt+2am1I4QbWJSQQMvT7g7Cs9PM8nmNPBlDFbTHP3ViU65VHR90QqKh4n++akWd75t318JoxMwk9lpFlAaZ5LNbZhUAIl7WZhSG5M1nPGc2POYzyjjuCxlAHcs2z+jtXJcHPXMA6V7TOnTrAbpgGE+YjlYLPRpu42EWje5i9fMXVNEQo2yER0c3a5L+hBv8r33vrkU5hvgWdx6O/sIFAVTGrgBTjYsZncLV7DgLRDGCcLcjF2lSsbB3uy2i4S6ytv3FzYTzqh9zDv93WlKU8nRxQ4r/QZ2xF7IrxAwz3LJMM05stjjfPRC/H03kQ21iSGWGaFl4q57odaIzlL2/WpgSl1XkBinuicT1h2jV3wKFh7WZDDBlLqCI0bX2U1HBMLoT9ALKxe4KVzmeaOYUadLrnJyRyHa2t+L12qm2fWYk5KNeIOLwwvc0DkIL/1FuOZ5tc1932pKPXzhFzID/ctILw5ttvA09vrYi7dtX/aUw3q8ZmKnWm4ZrtBRV5fRyZwbZjPwxkFpg6bUtu9nYEoDz5k5EiqTkiTTfwJvEkDbn3vCaXWjWwBs3fedQLA6aL4mW1DVFhmVZvo1dALBaAqwedf9x/mam5e5fv9snQvbvl+bqX2/vaY0ySQbo/Z92fewYEoNmXEpRqeFjj97+96az2ZcnFyWKrJ32814tXJ1JJR7lXcBL3ftMaVPs1oZrSBwmZ87Cl6oWZeGSKjNZJOf++jPTd3X6miVOX+OpXCpzpQqRxsbDDA90DnAwa7RhpnWpa/QM9GDHoEjSLKRdmqLENIhTu8QAQ4vOPwCXnPra5iXEg8MKJUVF7VlSrfRlF7lTOn5rZjT0rSUd3GRiTPJ0cWo1ei02/3OUpYR2d8L+MC9v4W3dCOZYTJjlRFadvS2V8AL/slsO3WngVL9ejzXw1Mpq1im9Ml/j0umdBJsLXT2E7o+nWRIZCZPCTM+VyjFc3rX8lMrawgRGE0peG2v4doXwKv/HQif67OM45vHuZCscSDaZ/TV9ffWM+ynZkrHQKllShOTLTytfX/sPrj7u6aegx4u68kGnmJ69mg4d1k/g5lUuEYDmmTbM6WWsWzTa2ZSFUxpMitTarZrA2BJbkDpFEd/lSlNpZxJU3pqbdT4+2SGIQEAv/fRx7n/8fZJVG3HOBtTajSlcfvzJ9swpZYpzAujk/leTGEF3/HBR/k3/+NLjb/LpdRM6YygNK1M2dqu/sV//zyfO7E+036nlrmWaFA6G1Pqsmd0uqR63etexzvf+U4efPBBXvSiF3Hffffx9re/vfj9W9/6Vu655x5e9apXcf78eYDWbfdqd7U6WmVJRLjzR3XGoJKN7fuPn/4473rwXa3RI6DjoJbCJXp+rwZKOwZsWqNTrWyLXilCqcDv4buCJBvqufci0DfL3gECHO49ei9vuudNvHXg4CpFklum1LCJs2pKZ2ntPoV1fjPmjNqPcoPZJh6NVZJJjmwHSq8QaNscZQjXYSHySDKJJ0LsJypWOeGs2aTVsu9Xk6bUsJK+Aa6r6ilkSs171dRCc3oHOezP00kGBEa3PSclcR7rC6sJBXddj1zm0zWlfqSzU12f65PUgNJNDobNbXDH7+ApbZzyxHj73rjvP/GbsO+mS/5u9BzBerq1fVvt5f8SDn/VJT1XtQqmVGjAZ0Ffs9FJR0IFXntrNK9oSmd23+fTW9WJcf17op19tced5hKloOOLbTWlbUxpJiW+cIimjFO1xzUra2iPDWYEpcZ0uTWFCU3y6ZrSeByUWmPiFKb9iZVBq442zRXzoc8wzafe02wVTOk2oDTJJO+6/zhfvtifut1M5VZB6QzvjQGlVzJ/+mqsywZK3/Wud/FHf/RHALzhDW/gbW97Gx/+8Id597vfzRNPPMF73vMePvKRj3D//ffzlre8hbe+9a2t2+7V7ms1XmWf68OCZkoDWY7zvDC8gDSu5k+c/QRAbab9xL5Gq+yL9tHze8VEFw1KpWZFwnmIx0Cp1ZQqSagkBF0CxyPJ4gpTOoC5Q9xBwNdd93WEImQxGSDQbnyhZHlxKkDpV66mdJjkbMUZ59xl5C4vMHGWtzOlRSjzlQOlc6Gng8kzieeFBVM6UpLIn9v5Tt12UGqZUt/8vaLmn7IcWgtGm5hSusu8unuMO+KYyJie5qUkyRMN4IQ2fgnH0XFojrN9lqzwuCGNeXzjcS7mA5ajFhe7FxpQ6tPxQoLqQsfrwEd+Fe7/D/Dd/3XnL3qsegg20sH2oPSe75ktCmrGyqVCOGVLfjum1BduAWCbKjVmmJ247+1ztrF+aS4JPRfPdVoBThH6b8BcJ2jXlI7SnANzwdT2fZHHOoUpTXPJYAqTOXGM1n0/Ayi1x96fAnqTTBJnshV8laB09pzSjWE6RZohWeh45FLNZGKzUovtNKVfOLWuTXaXIxPWXEsUs2pKHVylc5ufSXVZrvJnzpzhF3/xF/nhH/5h1tbWOHnyJC972ctwHIdXvvKVfOADH+C9730vr3/963Fdl5e+9KV89KMfbd22qeI4ZmNjo/ZnryZrZbTCfomeeS5C/ApT+v3v/X7uP3M/AJ84o0FpmwkqlSkPrD7QyJRGUm7PlEpJKHPwuwSuT5LrSKjQ0+17eof47WSBmxZN5mTSx1OQyqyZKZ0GuKrtn6uwLmzFCNdB9o4gnd0dZ5xJjixErA3TSSbAdTVou0Js8VasQanv6Ru+74XYW3SMJAx2A0rNSMYGl7y9CPuGMb0g556yRUehKW0BpT8k53lWmhYRZ/NSkcoEV6HNG34P4Yjie+ZtB0pdnxuSmJNbJxmqnANWFjNeXoSvNIvydYu387a4YjC795/CK34GfuhDcPD2Hb7iyeq5Huv5QLfvn8TKpUKIyfZ9aySUcLZnSs3+Zp3oZMHaNKY0EC6ecFvZ1zI1wBjjprXvk5ybD85xfjNuBHS2fR95Ymr7Ps7k1HD7pv3ORx7rw+39BwVTuo2mFNrBfB2URjMZnTZGGUkLyNVGJ32NmKWFX0gqtlmcfPLx1dr2l1SOizKvb9bBB3p89B5TuuP6oR/6IX75l3+Z+fl5Njc3ueGGG4rfLS4ucvr06drPHceh3++3bttUP//zP8/i4mLx5/rrtwuueGbW6miVfXmuQakX4Mu8YErP9M+wnqyzNlrjwdUHgXZQ+q8+/K/4/Qd/n2+86Rvp+T22Ug0+R9mIbp6VmtJ4s/7AbKhb9nlGaMBrIHySPBljSg9qo1Q61C7hpI9AkapMM6XjmtKpOaWX12BxuevcZsxyLyCbO0q2y1VvnEkWOj5K0cwEuN4VZEpT5iOPwIADT0RkUMQchTY4fSclfJ0P2sB+WmG/ZzRYF2XvKVt0WE2p33Ruu8uw8giEizqRAtu+T7UpSIQQ9HAdl8R8z1qNTsUT+hzOcjzXI8BhvhWUhngofNcj8Ltc51TA7jXPg+e9HhYvT/5iz/FZz2OebL7GMqV2LGgyBu6qlWaKwDPu+6lGJ81qzgoyklziOrAVN18nY2t0msKU2ueyof7baUqv39fFFw5n1id1pZkxdIV++5AAe9w7bd8fmAtn1pQK15lp/GobKLWg9XPL3wS3vqIkIaYwpXqqV1uygh69CszkwM8KpnQ6KL3/scsISl1RsKVto3AnHsIeU7rj+q3f+i2e/exn85KXvASAhYUF+v1Sf7G5uYlSauLnGxsbrds21U//9E+zvr5e/Dl+/PilHvrTslZHq+xL45IplZopHaQDBtmAQTrgU+c+xbGFY0A7KF0ZrfCm572Jb7nlW+j63cJ9v5VuaVNHOKdZzCamtLsfX0nNHvldfDcgyXX7PhCBBqW9g/qx/+2N8PF/DzJFOIJEZriyAkotCzcNdPYOTg8Af4rrwlbMwfmQ9X138beH/v6u9pFkkgXDBDRemF3vimpK5yPPtFFzPK+DdMpBCrsCpZ2l1slMotK+T/F5KD8KL/qB3R7+JZVrQHOjrqt3AC4+AtEigRm1Oi8VsUz1hVUEpn3vEhuZzLbtezOd6fq5azmAwGnLW/U6+KZ9Tzg/21jPXVbP79JXGR4710JfSuVKh90X7vusnSlNTCRUsE0klA3Pl4qZRmqmuWSx47eaeixzOS1myv7cMpsd32s9xmGa0wsFB+dCzm9O6ifTXOG72ug0rU2tNaWzM6VpLjk4IyhNMsm+rr+t+x5o1ZXahcUXF78W/v/tvXe4HOV9PX6mb9+9XbeqC3UkgQSIKrDpYGObZoxLYmxwcGKcr+NfQgqO49gmiR07AccODrgR2zghtjG4IAOmg0QTqPer2+v23am/P955Z2d2Z3b3Sle6KnOehwe4Ozs7W+adM+dzPufTfnpdE52qlu9NG0VAYOsi4/ZEBC8YhoFNBybQHBHrboyrCoaFQUlpnST3VPSUHvG7ffTRRzE5OYmLLroI+/fvRyAQgCRJGBgYQHt7OzZt2oT3vve9WLBgATZu3IjrrrsOO3bsQEtLC+JxYuIv39YNkiRBkmqoDKcwNg9tRlbJYrwwjs5CxvSUihB1FbImY6wwBgDIqSSaqTvajQOpA66d+QAhq1QdouX7jJzB/+z8H3wmmzHL9x6e0lAjBL2fdN8LIYicCEVXHN33iLQRUtq32cq25DgRqqGZntKynNJqF/OF7wbmXXj4H95RxkiakNJAohk/D9+OM2o/pQJFVUMkQE5XT1J6lJTSnKwhJPLmtBwDvFlqo5aOgHQYPsL5lwBzznd9yPKUMiwURsC4GiTl6BkAa3Xfeyil2WGgbQUCSIE1dARZDllKSueeDwhBsK9/01a+r6WUkvfeE+nE+GSv9xAAXgJvmMe18FKg5+zDfIe1ERYjgDxy7EmpTkgkJZqWN7Nq+d5bBaWRUAJH3oei65BqpAWomoGGhOipCpYUWsaznF7uhSXle49GJ1lDUOAgeTQyUe+swLFVfY5T9ZQqqoHmqIgDY7ma2xZVHY1hsWZOKVClfK+UBgoAsBqdHnzpEG68uB0hsZKapAoKEh6B86ppzQgKXF3le7WO7vuiqmM0U8S5C5qmqXzPwaBZpXXmqZ6K5fsjfrePPfaY9d/33HMP5syZA1EUcfXVV+Oss87CG2+8gQceeAAcx+GrX/0q7rzzTjz77LO46y4ymeXzn/98xbY+po5f7/s1+rP9gK5heTFLlFKNzORWNBljeUJK82oeDBiEhTCZYW5rdBrIDODrm7+Oey+815WU/seb/4HZ0W5cndlklu/zHkppE8R0H0SQ5hSRFa3yvcjalNI8KY1gaCsAqiJpZiRUefd9FcLFMO5jJY8TjGaKaI5IaI5IeL134rD2UVSI5wvw8CMdRaW0qGqQ+FJnM8+Tm4iskgVjGBAORymt8p2VPKUcZIhVFaH33vc8vnPrGWiNec9QPxLQWUmuUU50lGYwAVGRETSy4FkRsqGRZ8U6gKXXgn/jPshaneV785zrDneAVTXvCgDDQKDHxXL1T7A6DITFGCAD/LHlpNB0WMqmXKP7XtUMCDwLkeOqlngliQPPkRsNRTMgVbkCGoYBVTfQEBI9y/eypkHkWXA1yvcCx1jqYKCK77Wg6IiHREi8e4e2bMtjraa2yVP0lCo6Kd+/VUf0UVHVapJS2VwzvLJK6TltkT3zvLj/mX04a+UyLO2ovNFN5dWq3y3HsgiJ9QXo099StbxaSpyjkjA9jU4sV1JK69wfA8a6ST9VMK3v9p577rH+e9WqVdiyZQu+8pWvIBwmxOK5557DE088gQ9/+MNYt46M9vrgBz/ouq2PqWEkP4I9k3vQyIfRYIBcMHNjEGBAUQsWKaVl+LAQhsAKUHQF/Zl+hIUw/nf3/+KpXtJoZsU3mdtmlAx+ufeX+Od1fwPm5UdJ+V7JEV+orpe8gWoBCMQhpIGAeTKJvAhZz5FGJ1YADN0583p0J8AHwbEcCCm1jeujGYsn8IlJldLmqIjR9OENMiiqOgI8512evP6haY3jKX9tSeAg8iyysgLBJKUZJQMJACNN7znLmt89DxYyBGjmJByOdbIiXTfwRu8kXtw7hves6pzWY7COxVQ2XEtodDxpII4AMghqGfCcgKKuOvyXLMNZAyxqd9+T9/6enndh4sUHq05b4sG4K7jTjLAUBzI45kqpSpVSnoWsatbv3is8X+RYCDwhh7qZcercn1MprRWgT4lLQ0jwVEodjU5e5XvdMBuTSs1Y1TylQfNc8yTfHGv5bA3DAMNUnheqbhw1T6mskkEehya8VdWiSvaX9iCllPBZn5n5u1cMd1uCrJIBHl5kTtF1CCxTd/meKrTVlNKC+TuLBPhp85ROtdFpuaKhUzh61pzjEUftSr906VIsXbrU8bdAIIDrrruurm19TA0juRH0Z/pRFKNoFBOEJPIiRMNATitgND8KgJTvDcNAiA9ZpPTbr30bg9lBDGYHrYunm1IKAKuiPaYqJxJiCgM4+CIpwXeuIaSUD0JkOIhm97TIBSBrSVK+p54hOl6ydRkw/A4QiIMzLc6sbp/oVIdSepxjNFPE3OYwmiMSRjJTn1dtGCTmRBKqzPY+ivYFWSV+LdoFzfPEUpGVs2YW7WHklFaBlVPKMDDDlSCrOoKis9RKP4fXDkwcNVJatdEpXCKlojqBoKqD50UohgbOYBz7KBqmp7SWom9etE4LdwDp8aoKaNRgEKkWjD9NCAfIMXDHmJTqNqWU5JQ6o5XsoN5O0VRBZU1HoKw0T8aMMtbIWK8SOgV9vYaQ6DlqVDZv2HiWsQLZ3fYTDolWg1C17n9CSllTKfUo37NkHTAMQqooybaOydz3lEipaiAeFOoqfdPy/bZB9wQcul41R0Sk8l5DB8jrqGXlew3uSjclt15VE80cjBAQvJVyO+gNSTVPaVEhEWJBgZseT+msldh10X8Aj8r1RUIB+GKqCAQ8mh1PUvgTnU4SDOeHYcDAqJxCA+3Y5cyJTmqx5ClN9SGn5hxKaUEt4LXh1zBWGINu6FB11UlKzXGKZ7efDUEtkuYjxpzqBABP3gNsfoj8t1ogk6QYHhL1BvISFIN4Wy1SGmwgMUaLrwTAmA0hpioFWySUEARW3+pUVk8w5GQNEYlHIihWDZT2Ar04ieYkl3o7N6cLRZWUKK3yvekBTstJBAy9/nn3dYKqkwJYFOHd3EUv7JsOHJ4loq5joTmlbgqnpZQm0CrG0apq4DgJRUNzLKwsw0LRVXCGAabWzRXDkBJ+lpyv1Rr47s+yODu+qP43c5gIm++TpiEcK6i6bo0FVTTdIjBuxISWyAWetf6/HFq5Ulojo9IipWGxykQnw1RK3ceMGgaxHQQEliilJqGsFp4fFIlS6kZKrfI95/0+rRzRKuX1ciiajojEQ9WNmgoyJaVe+1d1A4aBmkqpxNtitMzzS/PI8EyZSnW18r3AMZ62h3IodSil1LY0lQixqmA5TDSttvZdFxj2hK4SHg58UnoSQDd0jOZG0RQgF48GGkjOiRAMQDaVUt4wkMuNIqtkCSnlCClVdAUfWvIh3LP+HgCkdC9rMgSupJQCwPqO9aSxiXb6cjwZaXjoVaBgepGUAiAEsdIQsJwlZEXkgpB1DQWtAAmsGeHEEXLbtZb4X8UIOFPBYIHSicgwwHv+fdqJjxee2TmCoZT7iL/DRVHRERA4BEW2Lr9TxfPNhZiW0KnKcKxALyCiuTiznATWMJDOjiB4FJRSq9EJDIqGWe5yec/0wr5tIDWlC/BUUBoz6kJKxQjxwgXiWBPuxEODw4SUQnOoihzDQzZUcAbqu8BwApAdIeS0ymcb5QOW1eFoImze5B77RicDLMNYPlGrfO+mlKplSqlb6dtU0xiGIcqmWkspJY8nQkL1nFKeheDRfU+JKs0VpTmpXopfXtYQEDhrUEXFe7BNrvJ6n/RvU1lraE4p/e+q26o6miIisl6JBObrN0VEi0y6vV7YJMEAbEqpOwGktgIvUqqYyQoSz9V1066agxSqKqWmCi5UaZ6bKqoNgHAFw/mk1MeJh4nCBFRDxVntZ4EBkIia2a8sCxEsFK2I0cwAuhQVeTVnkVKeIY1Osi5jUcMiXNx9MQBYRJUqpQInYE3rGlzQdQHxkIq2kqEYBmAAhUny/6ZS+n5EcQXXSDYRgpANkpcqMigRzKu/Dsy9AGiYAwghiwBwBqp32x9FfOPJnXhy29C07pPecQcEru4xeOXPB2A1G9W9oE0TiqoOibf53DgBvAGk86Nk5Ow03zBwNlJaMLwTB+gC3xoN4I3eyWk9BoqqnlKGIWppIE5u1FgePCdAMQzY7Ywcy6Fo6KQCUM8FhjVJabCh+kjaSBuJpTrKCJmklDvGlwsr7J5nHBOd3EhTwbzxEznv0jxVXgGA57zL7RSO8n0VciVwtNHJ7TdqklKzm55jnX7QclBPqeThKVXM6CvBZlOoOCaVKqVTm+hE0z2q5Z8CzkYnt1gt+vrNEcmz0amo6AhLHFRNx3CqgN6kWc6HOxmnFaaqGbQcC0lgLS9oNai64VRq3Y6RNnhOl1KK0u+h3vK9r5T6OCExkh9BTIxhadNSxMGDi7VbjwksR7rvs4PoUlXk1DxymSGEtj9BlFJNgaIpEDnRUkYVXYFaSEEYeNPaz/eu+B5mhWcBcrqUHQqYpXwOyE+S/1cLRD0VwxZ5FYUQZIPMBJcMpqT+rPgAITQNswExbJXvWRgz5iHNKzrGMt7NSAVFw588/FrN0GXnc0ylVOBgGN53yV77lFUS4M2zjKfX7GiCekpFqvBwIngYSOfHCSnlp7fznWVpoxNQMLzL9/RzWdAaQd+E+1jGI4U1ZpT3uEmipDQQA4QweIaDDN2hlLIMB8XQyESkekrgHE+ipmpl737kl8Cc8+p7I0cALtiIoK5DOMbl+1J4vplTqukIi1xF6dMwDELmRA4sS1RQryYh2ixXz6hRVSPl/pDoHTOkUKWUY1z3R4kvHQsqcKT0bhju57uzfO/R0MWT98gw1ZXSqeaUhkXahFOd1BVVHU1homzmXNRYShybIlIVTyl5PVUz8NhbA/i/t0cAmOV7FwKYMgd4eKmgqm5AoOtjXUqpgYDAVf0N0HWbepqnA+qUlVL2hO6nOBz4pPQkwHBuGK2MiGWHtqDTYEgUjQmR4UhOaX4M3YqKnFpAtjCBcP8blqeUdtrzuSQYkPK9ossQR3ZUvlgx41RKpSgw59wypTRA8kVN8inwQSggpFQEKpW1hjmASJRbwFRKZ2isZFHRMFqlGWkiJ+NXbw1MyRtK77hpo45bnmFe1vDurz+DZ3aOuDyfXPgYpvoYxaOFoqpBEkqNTuAECIaBdHESQTDV1bzDAC3f8was8r3bRUHWyOci1YjHOaJjoaSU9WhQuuwfSE6oFAWEIDiGRxGGY2HlWBYyVUrr+axYAciOVu28BzDtn7snAnGEdcOqZBwrWOH5NKfUVPPKf//0Ah8wS9pe5XGqptFtaqlfVAUNmhUOr21EnnTfKy4kU61QShlL5XT7TVMi5EWuFLN8zzCMJ1mi7yuvaHUNCKDvQxLIjWctUiebnlLA3bcqm++zISR4K6WqhpDIQdUNFFUdYwVABwvA/YYilVfREpGqhudb5ft6Gp108jkT/6v7ZzTtnlKUCHu9OaVg/fK9jxMQI7kRtOgGztz1B/woqQHRWdZjIsMTUqqk0aOqyOkysloBkexYiZTqMgRWALPnSQiGQTylhgGhkK58MTnrnB5z1ieBdZ8oKaWKSUqFkE0pDaMIHaP5UTSxUikQn2L1rcCFf2EFlTMM4zp+8lggX4OU0gXba7F1Q0EhC36A56zXKMe/PrkTe0eyGHN5beLpJM+tNrHmaKFoxt5Ynf8sT8r3xSQCR2EJoaSUMwwUIXq+ZxokfjSJOlet0QkA5l1EuvClOGnWYzkoQKWntEw9rf6itvL98YBAHGFDPyqNToZheMYQ0RgwkScTmAqqhrDEV5AOa1KSedPnGadkNjoBqGvUqKqTbv2gWIWUqjoks3yvuZbvqVJKFF6BY61mLDeC5YiE8mzoIs+XPMhS0awgGAbqKmXb91tP+buo6giZaq5bhz9dL8IS76nWkvI9D1XXUVQ1jOYBg/H2yaYKCpojkhUPVw7qta230UnVSPkeALx4O/XSU7vFdIDepNTy7VpgGJ+U+jj2+NfN/4rB7OBhP384N4xWgwVGd4BLHgKiJaVUYHnszfajYKjoURTkdQU5XUZIzkEAU1JKWRHY9weIhgFFk6HAgECJph2pQ87y/ZoPkzFxhSTJcFELgBAg25ikVBJCMAAcTB1EJxeqbN6IdwIdq0vd9zM467egaBitUr6nF0SvspT7czRIPCktSjxbUQqUVR0PPLcPHfGA610+vWMHULcSMJ2w55TKqg4wDHgAGTmN4FFYMDlzqhGnG5DBIxbkXZu7FNWwyHLd3axTBPWUepJSingXEOsEzxKl1EFKWQ6yYdQ/O57lgdTAcUVKQ7pxVEjpawcnccN/vOj6GCWllIRlixqirqSUKqVmaoMHWaPNLXSbap3XQOn3FRQ4FDzK97JKuuEFc9pZxT40nQSV8KT73jFRyo2U2hudXJVS3Xq+4EG+ZU1HIkSVzPrOC9VMEajVKKRqOjTTj+k1PYk2f1WbriRrhNiqmgHZVErNkROun0sqr6A5Klr7rzgu8wYi4DEJy217SeCs/3aD00s/PeX7arFmrvAbnXzMBB7f9zj2TO457OcP54fRSk9kXXUopfMhYEWkB18WetAmRJHTVWR0FWHdAK9rJP5JK0AwDIuUFpQsdAYQ82XTPV7/IbDpQWD1h5x/DyQAGEAxVSrfxzstG4Foktj+bD86WcmzMYaOU2OPcZnQjppKqUl+vKJOAKL+2O/mSUmOvCc31SWvaNB0A3Nbwq6lfUIKyfNnonxv95TSRZUHkFYyCDLEZvGdP+zB5gPj0/J6DGMnpQJCYiURAUjWIVVHjppSWi8pnX0O8NHHwDM8dIYBy9g9pTxkGMRTWteLCsDQ20DzwsM86mmGEEDEODqNTsm8jPGc+02galNKAeKRdFNK8wqJLKNh+V5z4ekoSgB1qV+yViI6Vcv3HAeOZV2jlFRzVj3PkjGkHMtAsHJSndvbvbFeKRuyTSkVPWwKskqaiHiWqSt3lIbt81xtzzp9PZFniddWcSnfm5aGal7comJ6Ss3yvWzwFin1UkpbIpLn41QFr9dTSmO6AG8vv922NG2NTuZrTSkSyveU+pgK6EzrI0FRK6KgHX4M0UhuBC2qCkRmEYUyELMeW8gG8e+nfQRXpzMINc5HBipk6AgbOgQzj1TJjUP8xZ8ByV4IhoGs6Q8V6BhQimfuBa79NzLT2w4pSu7oCpMlUnrJ3wLn/hnZjxkppRs62lXd0ytndTrPECk1DAMFRcdouhoprV2+/783+vCZn7xh7ZMqpQCI6lJ2gaP+onhQcO18pVNjAEpKj3EkVNmYUQAQAKTUPAImWXtm5whePzg5La/HmYswp+tQGdGTiMvm3PGjmUhgeUrrHGNLSayj0YnloTGYglIqkHOpbdkUjvToIszwEI5CBaOo6J4qpK4bVrc6QFS/sMRX+PEKimb5SQGTcLr8HkhOqRnxVUfziko9pTXK9yQSyj1eiCqbHMugaMZW0Was8kgq+hsOVvGU0jI1AJJKUMXWEhK5ukaN0mYsgWPNPFXv9YUek8RzphLqvV7VIvNhiYeqkagvGQIUc+CEG9FO5lU0m6TUKx6OZ4n9oB7Cp5lTtgDvrNKCaZuaVlJqWium1OjkK6U+6sWzh57FtY9ee8T7kQtJyJO91v/rho7rfn4d9if31/X8vkwf2uU8sPx9QOM854OcCGgykOxFsHkJ6Oka1g0IZue9bGgQM4NA11pCSotEIRVyk6X9TB4EkoeAhe+uPACGIR3I+UlALVZ0Y4sSUUpbg62Q5IxnWdKK3TGYqmrl0UKJcHrPWLY8pVXK98OpIg6OkxF8imZAN2ApnW4LOS3rhUXedUGlZSQAMxgJ5Qz95sEgoxcRNPM7FdU4rMEAbqDd95xuQGeFGp5S0txwtJRSlqq2tWbWm7DUfhsp5V2IalWY9oXjiZSGWMEi3NOJojk+0g2qboBjYCmLWVlFROIrSAvtWKfwmgtvL9/zLFPXmFGrfK/o7vFH9kYn1/I9aa7iGMbKKaXHWP4+qKpYy1Nq7cODLFFSWM3TWX6MAMyqQ/XytzXIg/cmnfbGTq/vtqhoCEm00UnDbqMDX1PeTxqtPCKhGiPe5XvNLN/Xa29StFL1SvO4OSkppdPoKdUJGa97vfIbnXzUC03X8LXNX8NwbviI91U0VBTTfdb/7xjfgd2TuzGUq52XqeoqDqQOYF4+Cyy7Dvj4RucGvETIYm4MoVYyypUxgGCwEYIqE08pdIjn3Al88KcQDSBnkdKx0n72Pw90rHY2OdkRTBB1R8kTT6n9EMQIWAPoiHQA+QlPUsqbSoysMfj124fvsT1c2BWCsaw7KaaksZpSmpM1TGRlx/YB07/ktpAXbDmmbkopXRwB1F2qrrfrth4UbYoBXfB5MEjrCoKmgihrumdQ9lTB0UgoXYPOSTWbPo6mp5QSMaFupdQksfbyPbUA1PuirABIMSDeXfdxHm1EWNE6P6cTRVWDqhuuv2ndIEopa/ows0UyGa1cQcwrmnV+AaantEp4vrVNrTGjtNHJ3LerhUQlN0ZeQeyqbj7OEaXU7mktJzq0wUjivb2dilaqmggeN2vUbhMUubpGjdLPSuRqK42y+R44MyrLjfRS9TgkVifzNBJKVnXkEcBD2uVojoiu7ylTVBENCN5NbFQprfOmXdUN6zfjlVdbanRip2fMKMgNgJsv2hO+UuqjXvz2wG8xXhiHrJPpR4cL3dChMAxktZSz+Hz/8wCAnJJzbPupJz9VQYL7M/0AgI7sJCmLl+cpcgJROBkOgSbiUQsBYFqXQlCLhJQaBkQxCoQaIQLIymSmsaBkCckEgP3PVc9EDCQ8lVLwQYgw0BntNElpwnUXrE0prVZCOlqghDAeFDCadv9O7Wqq9340jJuktGCVu7w9pQVFs2JgXD2l5uJI91Orc3P3cBob/uXpqttMBbJmyyk1L1g8GGShI8gRf7Cs6tOmlDImiWN1HTpbrXxfioQ6ep5SM56Kqy+LlTcJNWtbWjmmkqhWf1ERaF1y7CKf6sB5QiPOEhqnfb/Vpg+RXFHy3wLHWp7S8t9/UdGtUiwAzzGeNHeU7K+2+qWopfK91zEq5rnhFcZPb5xI+V6z7ANupDQvk5tT1vTRut+Ilcr3Eu+hlJrqbVjk62p0KpXvGQRqNDrZmy6DYqUVCXA2OgHuCQBFxWx00nUHQWuOSq7ncraoIiJxkDx8tIqllLJ1xS2pWmlN9faU2sr307S+KKZtoe6b6O6zgMa50/LaJwp8UnqY2Da+DeclFgMAskr2sPdDCW1RsZHSPkJKs8kD1t8Mw8Bzfc/hndF3HM/fl9yHnmg3eDVPSujl4CQgPQCEGsEGEwjqBsK6DrQtA6/kIWsyVAYQzOYjAQyycga8YZBiY26cdNXv+0Oll9QOqpSq+UpSKgQgGAY6wh2EuNYo3xseUz3ckMwpnpEyU0Ve0SByLFqjEkZrKaVVXjMna8gUVRRVDUVVI923XKl8X+6hK6okM8+rc5RcZEqRULU+m77JAg6M5apedP/v9T784KUDno87jk8hSm15+Z68H/K7UTR9SjFZ1UA9pbymQedET9Ipa7aoqqMeCTW18r1TKTX/NpXyvVnVOF6wIdSFi4MdtTecIuhv2a0hxu4BJaRUQ0TiKkhHXtEQEJ1KqVuTkKrrVng+z1Wf5gOUSu+UvLiRUlIq58B7jBkl+2DAs2b3vVV6ryTFeZsNwSvayF6+FzzWAupd9VIy3Y4RAMn5rBEJRZM4AFL1cVNi6XlJlUi377aolsaMymqplN4UFl3XraysIiTynue6phnEyiNwKNSplAocC5aBZ4B+UdUQmObyPSWlda9X1/zrcWXjORbwSelhYiAzgLkTfeANAxklc9j7KWqE/BTVAv5w6A+45KeX4PWh1zBPVpBLlUr6eTUPAwb2jW13PH9/aj/mhjvJ/7iRUp6S0iZAiiFk6AjpGtC2DIKcQ04laqzAm0H3YJBV0qQbHwByY8CL/0ZyQ2ef6/1GqiqlAYiGga5oV/XyvVWmqF8p/fqTO/Gtpw8/ucAOoliyaI5Ins1O9eSU0oV6IquYZnkSdg14lO9N0kenvlS+pi0SSqjtn6QkfaRKw9YbvZP4xRt9no87Xt+88Nq7fWk8UMD83ciaPqWYrGqgnlJBV6FxAc8uY6oa1UPUD/9YTELpNdGpDNR6wDk8pabaWi8pDTYAnWdM4SiPAQLxo1JGLFZRSml4PgCrA9/LU2pvdJJ41nWufWX3fY1GJ12HyDFgGKZq/JHAk/K8Z34ma1dK7XFOzu0LZkYpfQ9ePmqxhgVBsXW/11u+F81A/lrd6zSDFIDZfe+RU2pWMFgGFcdgGIYjEqqo6uhqIOtIi4dSmitqCFchpYrZFFe/UkpuOHiW9VRKaaPTdI4ZVTWDWFCOcV/AiQSflB4m+tO96OzfgrCuI1vepT4FyDIhhbJWQH+mH03BJvxVaAEWyjJycim8PmP+977BTVB0xSKz+5L7MDfYagbWu5QYOdHMPGwEpChCuk6U0talhJSaFgHR7JAXwSInZyEaBskT7dsEPPVl4H0PuEY5vbBnFJM52VRKk66eUghBRDUdc6I9hLh6dN/TMqeOyixPL0zmZNfA+XLc99RuPLm1ukeXetOaIqJnVmk9OaWUUI9nZfNuu6TiuJfvyeIn8Zx7qUstlZrqIWCUlA5XIaUFRcOWvmRdiy2NpBJ51gqvFqhSasZ9KWp1pVTVdHzswVfIb6UWWA6cYUBU8pD5mPeFSNMh8GxdRP1wMdXyPecSazZlpfR9DwCrbpnCUR4DnHUHsPa2ad8tJRBeSqlFSk0iRCOh7FN47AojYCqIHvFMduW11phRWS3FL3mWqk2S6BXGT8v3vNl9b/e0VjY66Q5S6u1hrR4PRxudQnU3OpWyT2vlfNr97V75rdTTSsl8RdqIuX8SCUW677sayLWl2WNqU1ZWEZI4T7JOm9jqbnTSS6kIXt331kQnDzvI4YCkDhz7rOkTCT4pPUwMJA+gPdCMiG4gk6scDWnH3uRe/NOr/+T6WNH0bxa1Igr5cfQoKm7Y/SpCDO8kpSbx3Zc6gAfeegB//+Lfk/9P7sNcscF7JCFfKt9DiprlewOIdUDQNeRMlVek05cYFlk5DcEAyRl942Fg9nqge63r7r/42DY8u4uMRNSzo4ChQSsfycgH8P2BIaxOnEZK/F7le5rHZtSeKkKRLqiYrKN8/8q+cewYcplQZQPt4m2OSJ5Et56cUnohGM/KllJKERQqCTdVaIlS6l6Oc3bfV/9sqLVgOOUdM5aTNRQUHTsGq38m5PXpuL1S6LellAqk8U3WdKSr+GwzRRVP7RjBzzYfqvl6YAh9k9Q8ZCHmmThAL77S0VRKafneI1u3HIIZkcW5kdJ6PaK8OGMTzTzRvID844KxTBFrv/Sk57jGaigppZW/HTsppb+9iMTDMJwxPoVyT6lno1Op9M2ztdUve2OU26hRqviJPFHc3MgNLbdzLAPDgLPRySVvNWCRUndvZyqvIhbkS/vw6r7nWYQEri5PqWze3JHXrREJZbtB9mqkoq9Ptyn/3CjpDElUKdXQmQiCZxkkQkIF6VQ1HQVFR0TivZMVdPtEp9prgaaR35aXwm29VzpeeRqV0rDEQ9ONmukPpyqOs5XvxICsyRhRM+joOgthw0C2Bind3P8Sfrf3V+77kgkplFUZ+cG3EBjeBpz5MYTDbQ6vatZscNpbGMPv9vwCvcNvATBJKR/1bB4CJwL5cVK+5wMIGUAYHCCGzfgns6mJzqlnWGSVDAQQ4opDrwLzLvR8b6m8QhaBYALyBCEcKbWsS1cIokHXwShZErBfw1OqG+5d6G5IF1Ukc7VJabqg1LQE0IaJREjw9KkWFR2JkFC10Yku1OM5F6XUQzkI8Jzph/JQHqbQfU+PfaiKUkovFG/0Tlbdl64bUDTDmmxCj5eS0qCZxlCr0Ym+3o9ePlg7GcBUSoNKDqoYrRoJJfLEB3fUlFKOKqVT675nHROdKkv6JxMm8wpG0sXDujEoeUrdiQYl8vS3F5Z4x/OAykgowaNJSNOn2OikkfI9AARcbibJ3HSYkVDuEVOU2Nq9rIC7p9T+PrwanZJ5BYkgufHx9FpPMRJKdTRPVVfxHITTIxLK7oF3I66UbNvD85d1xHH+wmbXSlDOfA062tSr+55j6USnOsr3JonlWcZ7opOVOlI7PqxeKJqOqPkbni6ie7LBJ6WHgcHsIAQwaE7MRwQsMvnxqtv3HvgDUvkx18eKRaJUFfUiCmoOgXAb8O4vIMgHHN33mfwoWlUVaajYlTmE4XQfUnIKE8UJdDOCu58UIEopQJRShkGIYRFmeYAPgoeBnJIFbxhgTSVIZDhkFbN8HzO9qnO9SWm6oJBFIpCAdOBpbNO7kUHZGFHqMU2bMU8eBJqW7w2j+t26HZmCWlejU6qg1twnbZgIiZy1EJajqOpojkhVCVhBIc1NE1nZoSwAQMCz+5719HMVVa0sPL/6YkaPbaSKUlpQNLRGpZqklC6cNKcUMGNhKCkVY9Z26aLqqTrkZQ0CxyCZV7D5YA27C0N614NaBqoY97xA0+k25EJ2tMaM8uAMA0ydU1Ws4H+XRif+JF1u6W+2Hv9ixXPN782NPOm6Ac7W1AMAkYBJSm3nED1/KLyVUmd4fs0xo7Zyf0jkKxU/W5SSwLmXgSmxtRRfm1LqllPqKN+7rEGTeRnxkOm55hjPqDSRZ9ESldCfJGtAtTVS0XTruGrNjrdXbaqOGa2iMFtKqchZ4fk9jSE8+LF1EHmugqznipSU8p43qDR6S/KoNrm9ZxJt5W3joI1OYh3xYfVCMZVSYAqjRk8xnJyr5FFGf7YfswwWbKIHYYZDtuC8yBqGgW+9+S2rs/5QuhdZxn36U9Esnxc1BUW1YE3ICfNBZNUSKc3mx9GiaWhXNXSqOoYMBX3pPkSFKOJq0bt8T8cjhprIvxgeYVYEOMFsaspANGARR4HhkFMLpHwfaSWq5qyVrrvWdQNps8sc4WYYrIBPK59Gplz1YBiy//SA6X11L4XSC7pusHUrpZmiisl8bZ8iUUqr75M2TARFHrmiu8JQVDW0RKSajU6tUQljWdlsUiqpOCGBdy3fSzzpvvf0lNrGjNbjKQ2JXFVPaU7WsHZuI7b2p6ruiy6cZGpNaTwizawMmjdDdNHOeCjIBUVHSOQxtzmMgWSN6WUsoW+SrkGjpNRNKVXNkp1w9Mr3HMuDN4y6R/3x5jAB+0hOq9HpOIp4mk5QkuEVlF4N9PflGgllU0otUuqiMhUUZzVC5N3JmqqVNTrV+M1QzzLgXuGg5EnkWUJuXEkpIbZUoeUcOaXO7bOyWlMpncwpSASF0jbme/jxKwfx9d/tBAAUTVK6tCOGrf0pDCYLOOsfn/Rcs+zle6+sZAp706VXOH65mlruO80UVIRFzroxsK9vAlc5pSorqwgIrDVytvxxwzAcSQl1le9N1Zyv4im1T3SaLlWTdt8D7rm3w+kCBpL5ir+fSvBJ6WFgIDOADkUBEt0IMwKyxSSGc8MoqORim1fzuP+N+7FjfAcAoLdAVNJ0sZIA0PJ9UZdR0EqkNMQHkddKpCJTmECEEbBYlnFzMgmVAd4ee5sE0heS3kppOSllBYT4AMAwEBgeOSVHOu3N7QSWR1YrQACApoXA4qs8/W0ZWYVhmIrBwsvwwrt/gd1GF7JuhE4IAql+z9I9UCpz6lNQStOF+iKhUnm1pppGPV0hj6gTgCwkLVEJmaLqWYbOycQjRZVSu4oTFNmKhZxu43VBIIs4WcjqmV6UzCtY2BrBUBWlNG8eY60YJ/qZ0fxEetGgIyeDUsJqfgK8UwnyZmdxSOQ8Cb8FlgNrALwB6IG4GUXlppSSmecid3QnOvEACbSvAxYptQXNs5Z6enIut6VmpamnL9ALs9v5rrt031NV0q4ylYfne6U12COhBJa15pB7geSUmuV7lznudqXUa0KUanlKSwotALN5pkwRlDWERW9PaUHRUFR1xINUKS3tY9dwxvKHU6VyWUcM+8ey+P32YRQUHQOT7utBefZp1fB8rbantDzLtHyb4XQBbbGARQjtHf1uZJxklPLm41zF4/RrLDU61ZE4oJVsFd6eUnujk35YnulyqLpu+fPd1qzvPrcP39y464hf50TGyblKHmX0p3vRXswB8S6EOREZOYW7n7sbv9jzCwBAyizn7x3cDMMw0KsRxTOZ7q/YV9H0jRZ1FXlNRoAnKmJICCNnI6XZQhJhVsS/6E24NboIDZqO14ZeQ2ek08z+TLgfLC3fB0nw9XuZOC4XWgEAAsshq+YgGrqllIoMh6wuk+7qNbcC77nP83OgZeKiqgMcj0GhixyrG6Hj6yCl5sVbq5OUGoaBTFFFQdGrbq9oZJRhbaVUt4iT93g8QkoNg5By9/1o6GwImY1OTqXU1VNqC893W1AncjIaw4TseCkodiTzCha2RWt237dECLmuhqKqmw0BJVIg25TSQDBhXRhZxrtMSEusYZF3/33YwXDgYIADA1aKksBsV0+pYeWUTodSOpIu4vr/eMHxN44VwBlG3XFI9DfMMm6e0pNzuaWf/ZGV773C853d9wId4uBQSp2NTl6Tjmg8EwBPD6gdil7aPii430yyDCGaPMdANyonqdEIJ76sYcs1p1TWEBQp+aps6KHnVtxFKU3lSzfnJKaKRWs0gOaIhO+/uB8APBU4OiQAQM2qQ1EpqaBe62Qt3+lQqojWmGQ1GdEcZMDdJ5stagjRz8Xlu6WfIyGl9U50IjcLPFfFU6qWCKRheIfsTwUyre54kOdcUcOIx+CWUwUn5yp5lNE/uQcdmg5E2xHhAsjKGQxkBzCYJZ7JZGYAALB36HVMFCeQZQxENR3JdGUupGz6RmVDQUGTETSjZ8JiBFm99OPMyElEWAHCmX8M9sL/D22qiteHNk9ZKV0rNmFpaBYAQGAF5NS8Wb4n5FVkBWR1FUIdPw0ai0RPLroouiqlTfOBA8972wxQahLRDPcydjmKqm6VwKp5PGlXeC2iS4lTtfF8RVVDY1gEy3i/JlVKx12UUvcxo6XwfDfiPJ5TSqTU44JrB1VKa5XvW2MSMgW1qgJQ7okVzItGqXzfZBGExrDoqZTSEmtIqlMpBWAwAQQEruo4RcGc4jId5bXBZAGv7p9wEGuRFxEwUHc3PG+eb45IKIaW70/O5fbISKl3+V43jAoyRwPSy5XSoGjzlLqokIZhEDsAZy+f11O+p0Mi3L2RlMxR72l5KZiG53Mu5Xu3MnXIFp4vl0VfTeYURCXecYNI30O6oFrnnj3LdFlHDNsH0xA4BoMethmaxwqYkVA1u+9LntJqMVmAe5TWUIoopfSzyCnVPfM5l8/FefzmQA/TylP+ubm/Z3LD4TUe1nqvAmcd23T4Smkag9eNdF7RPEdcnyo4OVfJo4yxzCCahRjAcgjzQaSVDIZzwxjNjwIAUuboz32Te9E7uhWNmoZZmo5UtjIns2iS0qKuoaDLCJh+y5AYQ04vXbyzchphTgLO+gSw8N1o03X0ZQdIIH1hsnokFEAanQAyu94ksAIrIKcVSfneIqU8ctAg1HEBpbFIdJGgF3NX9W3eRcDBF2uU78kFvV5PKX0dkWerxkLR46w16YN2v4bESt8nBSVp0YDgmlWq6wbyioauhqC7UupSBrSH57st8hNZGQ0hs+O2xmxqgCqlEYxmip5qUN5USmn5zAtFVbNUD6CUn8izHATDAB+IWd9/U1jyzG+lWZL1KqWsAWhMkFwUPGJgaAakWGdgdi1Q0tE3UVKUlkTn4LvD9ecQcy6lere/nUygv8fD9ZSGXM4JgJAl1qV8L5ZNbKKVBgo3wkeJh2AjuTXD8zXdIptBsdIbaVcEKWkuV92IIsc6yCj9d/nr523le6up0Pa7n8zJiAVLNhJ71SRVcCql9PnLOkgj4gULWzy93LJWir6qpTTmbU1lXhOdiqpdKeUry/cmKaUqtKYb1pQokassz2dlzfJhulWKNDplzizf02OoBlUzK0AeXmCyD9JjQL+z6bjxJQ1Z3t7XvKxhzCMj+1TByblKHmVMFMbRECTKY0QIY0hOIa/mMZIn0VCUfO7LD6F38HV0a0CM5ZHMDeMzT30GP9/9c2tfRXPmvWyoKOgqJHNCTkiMIovSBT6jZBGhAd4MgzaGkJSOcAcZBVpTKTVJadtSoIWMR+VZEYqhkU57M/JGYEUoMCDWEV9DY5FKgfJVlNL5G8i/q5FSc2qOAfc78HKkCyrpMo1IVX2llCjVo5RKPFd1PB+9e44FedfXpJ9FZ0PQbHQqmfgBqrhUesVoeL7bQjWRldEQJhcjr1I2haYbSBdULGiJwjDgOQQgr2hojpLvvFq+aLlSSstOPMMjoBuAGLbUmqaIt1KalzUEeFMpreU9ZFnckE6jUQ9bXf+e0Tfm5JjpuGBQUnVootRgyLA85hj1L5M0OsqulFrl+5OVlNJmpcMs3yeCQpUxo04yx3MsQpIzf7PCU+oSdk6Jh92jWou4KJphkSu3CsdYRkZzRHLst/x1Fc2AwJaUUkdOqYunNGh5x0vxaxSTeQWJUImUEvJd8nJbpNTm+1zT04Al7TEs64h5KqV276xXPipFpqAiGiDH4HXz7swprbQ9DKWKaI1KVtMZYLNnuHgtc8WSUuoWGaWYNwK8WTUBane2q+ZYUo5lLFJbjoJC1nrBUkqPfI0hzZmMp1Urr2gYz/qk1McUkVTSSIRJCTwiRLBPJQ1Mo2b5PpUfxWxFQa+Wx9bhN9HNhxFnRaRyo3h18FV86eUvYW9yLwBAVvJgDANFQ0fBUBE080JDUhx5o3QSZNQcwkIpaqmNI2H3nUIE6H2ZBNy7gZcAhgMkk7Re8DngzI8BAARTwREBMm/b9jfB1qjhBctTqjhJqWsZr30VIaRe3lfYG53qI6WZgoqoxCMeFDBZJauUKqW1LkJ5SymtXr6XeBaNIdF1OhElXN0NQUzkZOTq8ZRajU6EfNl9abJKopYaQzZPaZX3Qd9rU0REIiRg1GUIgGbOm44HBYg8W9VXKtvKdYBTKQ0aOiBGSDnfDL72sjQUVL2klNYR6H1HMgvOiCIgeGcTOpTSOkp2tUAvsH2TNu8dy09pvGa1Rie/fO/+3ERIdB8z6jLRSeAYxIPOHOGColc2OnkopVQRTARFJGukdsi2SUdu5fv+ZB6zYmZqCVdS/eywT3QCSqRU5Cs9pc4ytan42chVsoyU2m0KqbyKdEG1zm16PBcvbsWjn1qPWfEgBjwaHxWbDSEgVB9cki4oiJqxXJ45pbYbWTfiOpiijU62m11bukj5DWbG0ejkUr7XqArO2sh89d+iYubHVvWUKpVDQ44Uiu5cs8qRlzWzT+LoRNydCDg5V8mjjAm1gES8GwAQFmMY1smFf8T0jKbyY1io6BANA/898greF1mAGBdAf24IKTmF8zvPx/ff+T4AoKjlEdENyNBRMDQERBJGHgo2IAvDutBm1QIi5ihQAGiTEgCAjv0vAx1riGfTDZxEVFIXTxydPmNXRUXzolpP+Z6qYnQRSeYVsIxH+Z7lgEWXQ491ep5wlJRqqC88P10kCyQhpd4XGEvRramUkoaJkEhGGbp5jYrmhKamiORK+HIyySjtaghB0w0MJgtOT6mLCkuiqDirWcOpjpD3laDl+xrh1sm8Ap5lEBI5NIZFTLh8LvRCEhA4RCXeM8aJHosjZ9X08wmsgKABgOOtXMRYwHuoQEG2dd/X06XNckgjTEhpjUYniecqpvwcDuhUoUO28j04vlRtqANU7edcldLaN3onIqzy/WF23ydC7kqpW3i+wLLkfLeRUnu+J922nNiothIvQPzPtRQpR/le4CoC/geTBbQnAo79lttlknkFYYmvCM93ixnKyZpFSikRsm+TzClWk5O1D1qlMtfiTEGFbFN4GYYEys+KSxj0anSyeUBrKaXpQokgulmR6DE7FGaX8v2seMBVKXX3lNoanVw9pToYBmDNhkzOHOlaDZqZxFB9zGhpXCrPMlDU2uvLNzfuwuNbBjwfV8zflNfnTPOxx05htdQnpVOErMnIQUMiRjrNIxLx7HRqBsa1PFRdRbIwiXigAafJMm7K5LF2zW2IcyFsz/YhLIRx5bwr8ebIm2R/agExXSdKKXQEzHGf4UAjdAbWjPuMVkBYiFjHMSvYjAQrIbLlZ8CqD3ofMCdYnfflEGjJ3k5KaTRUHRfQdKGy0aktFnAv3wPAe+7Dz6VrcOfDr7kfqulrnUr5PhLgq05gAsiCzbFMXeH5QZG1sgLdyBM1+jdHRNfSeEHREDKblqIBHr3juQqltNJTSpQeqhbY7/InsqS5wfLU1VBKk3ly4WIYBo0h9wsvff2gwCES4JEuen92RcXNU6qBZzgEzd9N0VRmogHeUynNm77ZsFSHpxQAGA4phEl4ddXwfMYxaepIQEmH3VOK9lXATQ/XvQ+Oq1RK3f52MqFas1LN5yoaGjyU0vLwfJ5lwLIMEkGnIl9QneH5bp5S1VbiBQgpnchWj0Ozl+9JJqdzPRhI5tEeJ6SUks5ygrO1P4Ul7VHrdR05pWUkx06+GIapCNCfzMuIB0s3SFQpNQzD+jySeQWybdgGxaxY0Lt8P4VIqExRRcws39Oc0vIKRbXwfF03MJwuoi0asIg8fV36b7cGsLBkz291Hp89VaGe91B6z4xno5Nh0PxUepNQ2yKk6wa+/+IBbBvwzn5WNYNMofNY06hv2WvM9akAn5ROEZPFSQBAPNIBAAgHiEdyaSEPA8B4YRwpOYWYFMf9OQF/EZwPzNuAuBjFtuIYOiIdOL3ldOyZ3IO0nEZRLSIKBkUYKBi6TSklRJKOGs3qCiLm9BwAODO2AN/RG4GhrcCy93of8OxzgYv+P9eHBK5SFbXU0zpKlqm84vAAJfMK2uMB73Iwy2EoLWPPSNb1YZ4qpQYHtY7ZwBnzrr0WKU0XVDSFxZrqK22YoGqFmwpQVAm5qqaUUlLbEpVwaCLvzCl16bAvmGUiqpTaHx/PymgIOy9Ebk0/FJSUAt5qUF7WwJtB1JEpKqV0YgrPCgiaJItevIlS6t19X3dOKQCwHCYRJuNXq3pKOev4jjSrNK+Qz+XQZMlTCpYDutfWvQ/B9H07PaXkXJoOT6mi6dgzkjni/Uwnjmyik454SHCPhCpTSimxK6+MFM0oNwq37nurQ9skLw1hEeNVqitAaeoP4K74DSQLaI+TxlSqptmnA+m6ga39KSzriFs5pUKV7n97+Z6+D2ejU1n53pzolJU16AZRGwkp1R03kgDQHg8gVVBdBQPaEQ6AjDquqpQq1lQt+pmXb29//fLYqPGcDFU30BqTwDBEqRQ5okaS91TZ6JSrEQlF450oag0AAEoqOFf2nVnvwTyGgK2RrVb5/s1DkxjNFKvak2TzdUXevamVflancrOTT0qniMniJKIGIIRbAAARs+GpU1GRMBiM5EeQUjKICRFE194G5vIvAwyDmBRD2lDQEe5Ac7AZHZEObBnZgqJWRJThIcNAnjEQFIn3Uww0gDMMa9RoxlAQtjUzcdE2LNn3MrDgXd5NTgAQbQOWv8/1IZ5mk9p+BqKpnvJMHaS0oKA5IllKSTKvoCMRtMbCuSFdUNA3mXf1/7G2iU5A7W554jUSEAvWUErzClqiUt3h+YIZ0O3VWSrxLJojkuvC4SClEQlD6UJF972s6Q7CXTQjoVhzgbYvVhM5GQ22C5FbVIzzvapWh64nKVVK5c6IxE/JUxowG50ETkDAIqVEGYkF3RMJ6GsGhDq77wGA4TCphyEJ3o1OClVKufp8ZE9sGUCyive4oGiY2xx2KqVThFunPWve6PHToJQ+v3sUn/j+piPez3SCKleH1+ikk0anGuH55Jwkn2k8JDrO9/JGJ7dmGUpKqTjXGBIxkZWr+pDtXks3/+TAZMFSSgGigio2f2LvRA4FVcOitqjNU0pTBNw8pZqDlJaXeO03nECpapIuKGAYoD0RQKqgOKKqKBIhARLPYtDFV+os31dXGdMF1fKUWjfvLlFZVnh+GZkfShUQDwrW90WzRSkEnnEM4wBoeH5JKS2viKg273HpPdQq35MmOoFjXZVSSmqtVACPAR52bNw2DAAVirrjWE1VOugRvUUHKLgJHqcKjpiUZjIZXHvttbj00kuxdu1avPrqq9i5cyfWrVuH9evX49vf/ra17d133401a9bgyiuvxMgI6VT32vZ4xWRhEnFNt7rIw2b+Z4tuoFlVMZobRUrNISZGgfM+A3SsBgDETUW1PdwOAFjZshJvjr4JWS8iyggoMEABgCQRpZSRogjpBl7sexY/3fFTZA0NkYCtcz1MAvCx7LrDfi+0fC/aLpYCHTdal1KqElJKG50KCjoTQWSreMvSBRWyqrt6ZmjnMhiy8Na6yJFSEo9EUKzR6KSiJSrVFZ5PF8ugV9yJYi/fVy4cpHxPPrvWWACGgYqcUsBJuO2zu8sXVDelFPCOJylXSt0+57yiIWBeUKKB6qTUPgIQKIVrN/JhtJnfE1VGYkG+ilJqDiaop/seAFgWk3rI9JRWqidAaca3fdJUNXz5ie14ZteI5+M5WcXCtggmcoq3BaUGOJ4qpfby/fR5StMFFRNVfuszgWqjQms+VyXlezfVyBmeX7r5qGx0cpbvJTel1LyBoYpcY0SEqhueHmjALPE6yvfOfZLyfWlkcjnBeac/hYWtUfIbZaintKT8untKS+tueYk3mS+NGKWvJ2s6UnmzYmR+LopqOIgeQJTc9njAdaqTbCvfB2qE56eLpe57+hrl5/Nwqmh54AM2pVTXDewbzaItJlnb0ooNRSkTtHQMJL+1lErg1uhkJ+H1lu+p/9TNU2qfZAe4R3iV46kdw1g8K1q1YkBvpIMi53pzXlA0dDWE6vaUZosqvvSrrXVte6LgiEnpD37wA9x888347W9/i3/8x3/EX//1X+PWW2/FV77yFTz//PN45JFHcPDgQTzxxBN44YUXsGnTJvy///f/cPfddwOA67ZuKBaLSKVSjn9mApOFCTSoiuXTjISaAQCtsR60qDJG0oeQVguImY1IFLEg2a4z0gkAOL3ldLw18haKmoIoJ0FlGBgMgwB9nhRByNDx39t/jG+/9W1kYCAs2byh0TbSxHTa5Yf9XgQzE1Vk7SpDKa+0FlIFU4HUdBRVMjGpavkeJR+qmxrF0TgdTgDD1I5wSpmlpPKLlNt2rVEJBbXS/2RHwaYghiXe9Y6Xdt83VynfB2xKKYAKTyngJNxUKQVo+czmI8vJVuc9YCOlHheOsUzRCtonvjn3hACqckQkvkYklOYs35uNVtckluCLHLGwUG9nLFCl+96WAVtXmZfhMK4HEeC9u+9lhxeuegMYQG5iesdzno/nZR2zYkGERM7ZgT8F0Bsrp6eUxgYdOSnNyxomc7LniNuZwOF232s6mVnuVb63h+eLtrzIhC1twzAMF6W0tpoWFkkDndv5QaFoupVrWj7DPVtUkSqoDqWUL1M/3+lPWjmh5UqpG8nJyapVZQFMcmUS4eF0oaJ8Ty0AqYKCWKBUMbI3GtnR0xTG/rFK65R9SECt8yhdUKxGJ4ZhKtJEBpMFDKcLWNFJqnf2kc1/+4u3cefDr2NRW9T2mbGO9cXNH56TNaen1GWik9OfWnstsCY6se7d90XFnNZVJcKrHAfHc1jVnahBSsmaFXZZB+lvuashWLentHcih/98dt+0TJs6XnDEpPSOO+7AzTffDAAYHBxER0cH+vr6cPHFF4NhGFx22WV46qmn8Jvf/Aa33HILWJbFhg0b8OKLL2JyctJ1Wzd8+ctfRjwet/7p7u4+0kM/LExm+hHXdSv3MxQiimVr81K06AxGJvYiZSiImWV9iniQlPvbt/wPsHsjeqI9GMgMQNZlxPhS1FOQRibxAYR1A7tT+zCcG4bKlFRZAEDPOcDHniBh+IcJ6n+zNzWJllJKFr+dQ2lc8Y1nXZ+fLqhoiUgoKppFCtsTwaoqE40s6ne56LNm5zIY3ioTVwP1lDaEBNcuc/tr0tGg1czq9mBo77nOJL7Jq3yfNxudAOIpBeAsT5kLof0zop5SoFKpGM8qDqXULb/Qjv5kHp0JcrPhpZTayXekDqVULIuEKigaEG0HGuYAgBVBEwsKngQ3L5P3GJ6Cp3RUDVqNTm7v195QUasBzDAMpAtKdVKqkPJpS1TCaJVpWNVALTGsjYCy5rnETwMpzckq9CojbmcCRZWUHKdavqffl1dOqaobVni+wLEWcbLfhMqablYjnKS0nEBourMZhmEYNISFqr5SZ1SSs3w/kCxA4lkHSSz3lG4bSGOpSUppwxZv95Tafq+abqCg6Bb5AkpNPXtGMjj7Hzdix1C6Mjxf1ZHKl1JIvDylADCvOYy9Ln5+e8qAJLDmzYJ7ZaKg6IgFSoIFGXxQ2vaN3gksaotaYff2iU6b9k/g/lvW4N9uXu34zEQXUmo/l7NF1ekpdfluHaRUYGvnlJq/By9PKW1opcp6LU8psVGo6GoIVj0PqH+XJBeoZY8R20KXmXFdD+g1qta46BMJ0+YpHRkZwZe+9CV89KMfRU9Pj/X3eDyOgYEBpNNp6+8MwyCbzTr+Zt/WDX/5l3+JZDJp/dPb2ztdhz4lTGaH0GAAMDND2UACV2WymN+8FM18BCPpXiQNFXFTQaWIRUiuace+l4Df/S0axDgmihMo6gqitqgniU5mYhiEzO7m5U3LAQCRUEtph5wAdJ1xRO+Fp0qpzT8q8uRvlJTuHs54XshTBQXNUdEsISkIChwSQaGq0TuVV8EwcFWiaMYjw/DmYqabx5B23VemSLrva5GIVF61VMtqJXx7w4RXVildrJoiItIueXJ5mwpJSan9gskwDNoTAQcpdyilfKWntNFevueqK6V9k6WYGi+lNC+XXi8iCdUbnRSXSChVB1Z8ALjmGwBKZfSqSqlqKqUSj5yi1Vb6Vn0QW9RukkrgUY4jCo+77aHifahkJO3BKqSUqrleZL4euJXqS9339eedeoFGxlTzxh5r0KzRumwZjueR99IQ9s4ptStVlFTaGxsLJiGqFQmlaLpFDCkaQu7nB4VqjggFSp3mFAPJPDoSQYu0AKiYDtQ/mUd3Q8h8rCw8v+wY6b6p9QcoKaUj6SLCIo/GkGjtD6BjRg2ilAYFxM1UgqLtZs2OeS1h7ButbJKzpwxUm4hE14mIjZSSqU6l7/31g5NY3ZNwPJ6XNRQUDbuGM1jZFXd+ZhzjqCRZ65u9fF/UHDmlFeH5tolU1udWQ9Cg1hCedfeUFl0SHaqRUtp419lQ3b6mmv7dkEv5npLZroZQ3Y1OtH8j7WGbOhExLaRUlmXceOON+OIXv4hVq1Yhmy3djaXTaRiGgVgs5vh7KpWq+Bvd1g2SJCEWizn+mQlM5EYQZ0SAnlhSFF8ZGUO8eTEWBprxdnIPUjAQC7U5ntcQ7QRvGOjsOQ/IjaPhwEtIFpMo6iqiZse9qBvgxFLsUwgs5obaceXcK8AbBsQq05AOB4JFQCtJKY2G6p/MIyu7z0dP5RVTKdUtLyOJ/PE+KVMFBbMbQ66klJY5wQoI8GQSiKzquPTrf8DbfcmK7el0kZaohJFM0fO3ky4qaIkSolZtsbKXAUNCZeizqunmSDwWDSERLFOZJ+co37sopQAwuzGMAzZyZPfEBcrKYeNZ2aHGMAzjmdsJkO+rw6aUujU62cv3tTylslZevq8c6VlSSnmki6rrIk+zJMMiyRStFtANAOqGv8WwHrM+a+pFtoP6swB6saoeZQOgKimlx+gVpVUPePP8cTY6mUR1msr3AKp6qI81ioqZNVoW/fPinrHqz6uhlGq6YXkx7eV7u1JKf0cVSmlZ3BIhuM7zsClS/ebD3gBUXr4fSBas4HwKnmMcDYyjmaK1BpTnlJY3OlFiFyxrdJI1srb2NIXw0l9dgu5GGym1lFLVUb63K7x2zGuOYO9opVJqHxJQmohU+X2kCyo4lnHcAJR317/eO4nV3Q2Ox3Oyip1DaUQk3qriWJ+Z2YlOwTCV/vCsbb3yyim1d9/XyloFSh5jL09pQXE2eJLX9b6RHsvK1iCX6kopIdBhqfL6Qj/HzoZg3Y1O9FrrK6U2aJqGm266CVdddRWuv/56xOPES0IVz02bNmHevHlYv349Nm7cCADYsWMHWlpaPLc9npHMjyHB204sXgTCLUDLIpwTX4jthWFoDBCLtjueF4l14je9/Whc81HgynvR8Lu/g2ZoGNWLCIox8IYByTAAvrTQhRgea6JzsKH9HKzPF8BU67I/DAim2mv3j1KfKZ3sNJgsEBJRdpIbBmkSaI6S7nvS9c0jIvE1yvcqFs+KeZTvyQLOMIJFzlIFBboBPL1j2HVfUYlHc0SCohmevtJ0QUVDWCChylUWq4KNlBIjuvN90IuoxHPgWAaNYbFCoXWU7yOVSikA9DSFLG+XYRjWmFGyb6cSMFHmKXXbhsIwDAxMOsv3Ey7+Q0f5vpanVHGf6GSHYnbb0vxCN+WVfra0DFdrqlPB9lk3R0QwDCoWasUWV+UVG0VB3+NAsuCpeOTqUEqf3z2Kn7/R5/k6tNPeXr7nre77aVBKKSmtMY3oWII2K9kvsjuG0vjQd1+ueqNQVAgxIP7tkt+7fzKP77+4H6peUipFe/ne9KDKqo5sUbXIBUVI5CrWIEVzlniB2kqpPb8zHhSQkVXrPQ4lSQC8HfbMS1UjzZx0lK/lJbUpv/bfa17WHJm7gHmjZbvhL0ep0UlBLFi7fD+3JYze8VzlzZ1tAhQ9n9yST+iwErvSaQ/QVzUdWw4lscqmlNIIvLf7UljeGXM8F3COBrXed5kqSTylVSKhyr7buhqd6EQnloHm6inVHA2etZTS8ayMxoiIoODtmTcMw5zoxJiNtM7faN7MhG4KV2/ctYPuo9oafqLhiEnpd7/7XTz++OP45S9/iYsuugjXX389Pv/5z+Pqq6/Gpz71Kbzxxhu4+uqrcc011+Cll17CnXfeiRtuuAF33XUXALhuezwir+bx2/2/xURxEg182PngZ94GGuehqWUJFkMCYxiImuV6C6FmtJ7xcWDhZcCSaxB81xchGsCgIUMUw5AMA0GgpMACeC9CuL5pFbqEGO4bGgFsKup0gCqlImszz1NSypLFlI6mK78Ty8oaNN1Ac0SCrGqW2T4s8VA0w3NRSBcULG6PupfvLaVUtPLy6Mn21I7Krumk6aUKSzzCIodhlxK+rhsYThXREpEQ8MiGA4jaRz2FAPVKObctkVJy2jRHJIxly0hpWU4pAMfiBgCzG0M4OEYUO0UzoBulbcqV0oFkAa1lioyXfzKVV5GVNav5ojEsQjfI57R9MIU/7CSfob37PizxyFQLzy+7wJU3YgElpTQkErLu1oFPu++J4sXULPXS1wgILHiORVNYwlBZnI09+qbWLPNMQUUiRMZEuHUgA6WpU40Rb7Ly3O5RPLmt8gaJguFE8IZRNmbULN9Ph1KqHIdKqTmVyX4xzpqKuZuHsfQ8cjNWnnf50t4xPPT8fug2pVTgGYvYUYKWzCv43dYhrOlxVpA6G4JIF1WHxUFWnWoaYFYSanhK6XPaYhIaQyK2msHow2kyv90OnmOhmKR0PCfDMIDmCP3uYf7bvXEmW3ROpQJK5CrlQUopQUubgfZxW6NTOdEDgPZYACLP4uB46TvZuG0Iv357EKeZzUduof0A9WSXpjlRzG4K451+8pnsH8vBgIH5LaXrVDwoQNF1/N8bfVjWUSmqlHtKgcr1jXhKyWdTvj4CxB9aPrK03kgonmOwbSCNq77p7JuYrEg6qO4pHcsSm1W1EdWabsAwYK2V5dvRClaiLPKsGrJ++b4Sn/jEJ1AoFPD000/j6aefxiOPPIIPfvCD+MEPfoALL7wQL7/8MsLhMAKBAJ577jlccskl+M///E984hOfAADXbY9HJItJ/M3zf4O3socQF8uaiwSTNCx4F85JjiGiG2DLpyhxPHDlvda2TNeZaNB1jBkaJCEEyQACZdWBS/gmLBMagGKKdNrzTsXsSMGb06ME1uZZNP2ttHw/YJLHchIxmZPBMrBySul0JbpouWWVGoaBTFHF4llR9LsQAzqikWF5MoNZIQuyxLN4o3fSEZhtGAb6bKXqlqiEERdS2juRg6rrmNMcrhoM/dahSTSFRYvQuTU60cWQLvhNERGj6cryPSWljWFS4g/wzovN7KYQDpiktFhWfgwInKVS5GQVI+kiZjeFHM+XePf51H2TecQCvBXZEhLJ5/ilx7fh2n9/Hp/4wSYUFI1Ez9SZU5qV1cryfdmCL5vjPhmGQSzgHgvlsEaIfG2lVCHjWmn5tC0mVdx02Gd8V7M0AGTRjgcFdDYE0TvhXsKnx9hUZQRltqhWb9RiOfCGAdZWfZhOT6lVvq/zonUsUFR1NIREx/lCf1O7hr2D/mnmLz1f6GSxoVQR6aLqIBvnLmjGn12yEAAsIjuZk/HwKwfxobNnO/YbCwhoCAkOq0bveA5dDc7ScS2lNG+rYDAMg5VdcWw5NAmAdMOX3yySRifyGxxJFxEL8NbzOVvXPUDI2kCyYCmreUV1xEEBpRstT1LKE6KUyiuImY1O+8ey0HTDVSllWQZzmkrNTqqm4zM/eQN/d+0yXLGiVNkjvvbSuaRoOtb940Zs7U9ZawvFFctn4fEtAzAMAzuH0ljYGnWo1g1hEXdfuQSv7Bu3kgicnxlbqZTa1piCoqGo6tbrzooHMJQqOKxaE1nZ4XOt1X2v6wayRZJ0wLEs3ulPYsdg2lFRGs0U0Rwp3XTUUkonsjKaLFLqvj5Qm4DAscRb73J9CQocEiEBmaJas9sf8JXSKWHp0qW48cYbHd7PQCCA6667DuvWrau57fGGWeFZ+OTpn0RKL6Ih0OC+UctiXMJEME9RAKnGe4l1oEFVYTCAxIcgAgiUfx1iGNjxK+AntwI9Z03L+7BDsAiovaOTLNy8WUqno+nKScSkOYc5KHIWKY0GBAQEFizj7nGhk0dmN4UxkasMrmZtOaU0aiRdUNGRCGJhawQv2DxqybyCTFG1PFZepHT7YBrzWyIQOBaBKmWdl/eNY93cRqu85BbZQVVDuk1zRMJw2kmu87acUo5l8OmLF2JOs5NUzm4K4+B4zizd08khtvK9SX4PjucQFglJsqM9EXS1P9j9pBSNIRE/23wI3/3ImWgIiXh1/7g5TtXmKfVY0CayMn73zhDOmV9KfZCEygXf3nDkFaBvTzYIV1m4KYqqjoCt+7U1WklKlSlEQpF8RR49jSFPXylVyhvDlQo4RbaoVfVMg2HAwekpZTgBjGFYk52OBPRzS9aYRnQsUVQ1JEKCQ8Gi586uIfcmRfo8iWcREDic3hXHE1sGARDCly4ojvD81mgAGxa3Ws+NBwU8vmUQmYKKy5bNqth3+fe8eySDBa3OSlNTxPvmo6Bo6J/MO24IV3Ql8NahpHmMbkppyZ84mpGtSglQanCi7+ec+U3QDcOyJeVkDSHJefNKb96SecXRdU8hchzxlJqNTm2xAIZSRXz64gUVx0YxryVsvYe3+pLgWAbXre50bFPuRd/an8JIuogX944hWqaUbjitFQPJArYNpLFjMI2FbZXVvI+fPw/337IG71rSVvEYz1VXSmmqCh0g0pEIIitrDiXxpX1jWDundE12m75lx2CKWHi6GoLgWQa9E3moutP+NZqR0RQprbvEKlG6Xu0aSjtugi2ltMyKYgdt3uI5xhGVRZGXSTXJXgkAgH/+zQ7c99Ru1/dC9+GT0lMUty65FVeIszAv3OG+AcNg5YKr8MOJAsDW+GhDzUiYC5goBCGBQaB8DOHCdwO6Bqy+BfjQ/07DO3BCMJVS0aaUUqIqcCI03cBQugiOrSy3ksw80brLncjJiEjEb0Sm9lSeJLTE0B4nofLl3YcMJ4AzDLCc01MaC/BY2h7DrqGS6tI7nkdDSLCU2dZowJWU7hhM47RZRNmuNn7upb1jWDenpG6HXCI7yjM7z5zTiN+VlXInc8TfRXHXuxdVqAs9jSFkiirGszIKigaWKY0fDNhI34GxHHqawhU+rLnNYWtU61imiDsffg2AMw6KojEiYlFbBOctaMaFi1rwh50jVpkaqK6UfuuZPVg9uwFnz7ORUhdib49m8ho1WrAR4ZBUe6pTeSB6azSA4bLyvWIrU9aKhKLxYV0NQc+JTdR6UVMprXHsnAEnAWV5cAD4aSGlhDgfTwH6sqojHqws3wNwnLPlKCql2eJ/dN5cPPj8Pms2ekHRUVR0h+pmRyIk4Acv7cf71nS6qoLd5aR0OIOFrc4KV0OVhrb9Y1kEBc6RQ7qyM463zIbL4ZQLKWVZK15oJO1U2kqNTqXy/S1nzcb3XjwAgNzs2Kc5AUBzlAzo8PSU8oQEj6ZlxIIC1vQk8ObfXoo/v/S0ijWD4oPrZuPB5/fhO3/Yg+d3jeLc+c0Vn3FH2U3v5gMTAIDXD05Y05wogiKHi5e04ldb+rFzKG3ZAMpx5Yp2yxdqB8kpdb5ve+zTWIY0etIGsYjZTNQ3mcfmA+OYzMl4ac8YzplXSruJB4Wqnuv9o1l0JIJWb4Bm3UiUrh+VSinjiPD66IOv4vsv7rf+fzxbRENYREjgXHswAFi/DdEq3zvX3ZysIiBw5j+sZdE5OJ7DfpcGNfIcPxLqlIbACbhX6EZzxIOUAmTCUvOi2jtjWTSw1HMYhgjGGttoYe3HgZv/G1j/aRIBNc0oKaWlk0+kJX2OdADqBslNK//RT+TIYkEvCKOZorVghT2anejkEUrSKnwwnADeMMCwklm+JyP0ogEB81sj2GuLM+mdyDk6UWkHfjl2DJVIqZsfEiBlrM0HJnCWjXwFRQ5jWRnv/9YLljetvOnnPas6sHMw7UgGODSRQ1eDUxktR9hszjownjOjR0qKILUtAMDBsRxmN1bui0S7kEXq9YOTeOytAWi6085AsaIzgTsvXgiGYXDBohY8s3PEYTGIBNwbnZJ5BT948QD+/N3O37IbsSeRUOT4Y0HeNRbKMZigjqzS8u7XtpiE4VTp+9V1g2QN1j0eUUFEEhAPevu16PhVr9QCgNgZak174gGwTBkpnSalNG96ho83T2lDiMQ60RJozsyl3eUR50afR28qrljejpys4bndo9bNRzKvVDQnUcSCAkYzMt5/Rpfr4xVK6XClUtoQEj3J/a6hDBa0RR3kbmVXHHtGMkgXFIyki2hzK9+bTTP2znv6GFAq3wPATWu78eyuEUxkZVK+F5y/j9ZoAMPpAlIF1UMpJft689AkVnSSqKVgGbEtx3kLm/GTT56Dr/1uJ36yqRfnLmiu2KYjEXR4/jcfnEBDiHze5aQUAN5zegf+7/V+bB9MY9GsqeVmu3lK7Rmubo2eHQlyY/mn//0Gbv/hZoxkijhjdkkpJbnV3ufHvrEs5jaHrdensF8/xjJFNHmU75M5Mir7oRf2W4R23Czf08/frRJEn+9Vvrf3NCSCIpImsZ7MK5453HQt8j2lpzJy41Zwvit6zgI+/mRdu2owu98lIYIA2EpSepTBm41Tgs2rKpp/E3mSpdkckZAIVk5cmcwraLAppWMZ2SrthCUOGRfPYNpUPTmWQVjkKsvGLI9vDo0ixrYgwJtKqdnVP685jD0jdqXU6RHzKt/vGExjsaWUunsxtw2kwbOM4y4/JHJ4fvcoNh+YwFNmic1+EQWIKnjt6R3471fIFDLDMHBoIo/uRicxdMOcphD2jmRN8lU5MQkADoxn0dPkQkqbw9hrfhY7zYt+Kq+g35ZRSvHl963AtaeTm6hzFzRj70gW2wfTFkGMSjyKql6hMv7va4ewpD2K07sTjr/Xp5Q6v1dVIxmhDk9pDbWxWKaUtsQCDquEbC3wtrGN1ZRScyRttVGoeZncIJDUAsU1S7UepZRHWVMTw4IFpql8r6E9HrQuWMcDioqOhjAhTfT8ysoqVnTGsX8s53mzYK88iDyLdXMbsaUvadk0JvOyFZ5fjkRQwNL2GBbPcrdJdTeGrHzlgqKhdyJXQUrteafl2DWcwcKy7VtjAbRFA3h+9xhkTUdrzKV8X0MptauSrbEAOuJBbBtMEaW0rHxP1zRvpbR0Q+alULpheWccf3LRAhyayOM8D1JKlVLDMLB5/wTev4aQ/4gLKb3otFbkFQ37RrNTOg6AkMJyT6l9vOp41pnTDACdiSC2D6bRN5nHawcnsao74SDjDSHR0X9Qjv2jJVJKs2tJukfpOaMZ2WpSA5yJADuG0miJStB0A09uG7IdpwSJJ/Y1tzVC0XQwDPkNuDXS2qtJiVBpalkyJ3veJFtKqV++P4WRH7fm3h8pGsyRoqIYgsiwCLDTr4ZWAyMEwRuGNVoUAARKVIUABpMFtMcDrsrnZFZGIihYZGQsW7QWrEjAPZCd+k4BIOpCXsAKWF8ogOElBEQOBVUjSqlkKqUjWcur0zuRcwRJt7j4O4dTBbJQmheucgM/xd5RoqLYL4BBkcdEjig1dOEpqlpFJ/17VnVg47ZhGIaByRzxudZSSgFS+n9p75illFLMbgrhjd5JAGb53kUpndscwb5R8lnsHCSkdDKvYCxTtGKo3BAPCrhiRTu29CVtix+5sThgGz9oGAZ+8NIBfPicORX7sI8+pLB3wdMAfXvjAG3cou8zLNX2lBbKPpfWqIQhm1JqqQ620O9antJIgPcM+Kcj/kJmJJSmu0eMZYtaTaWUQ5lSavpM+Wk4v/PK8aiUatasc3qhzRZVLGiNQORYK2mi8nlONXxBawR7hjOWIl5QdE+l9Ox5Tfjkhd7xgT2NIauhbc9IBhGRryi30251N//f7uF0BYkFgBVdcTy5bQgRia9oTCLh+V5KKY2Ecq4fS9qj2DaQRl6uLN9TH3XSbGQqB117181t9CTvXvjkhfPxnVvPcL3p7bIppX2TeYxkirj+TDJBsdyKBJAbimtP70BU4h12h3pQy1M6npUdE+0AoDMRwMbtw2iPB3DPNctwy1nORrdESMBEtopSOprDnCanUrqgJeKI9xtzaXSintLtgyks64jhyhXteH73qHWcTWERDMO4jlI2DMPhgQ8KXEX+N70ppu+BnuNEKXV/P9miiuaI6HtKT2nkJ6y590eKhgApF0tiFBLDHXNSCiEIwTCs0aIAwJsjTwUugIFkAW2xgOtJNmF6ShmGLCpjGdlasGIB3rWckCooVvkn6raNqS6xnGAqpbpZuuIxuymEgqJh0CztHZrIo6u8fG9bVH799iDO+vJGnDm7AR3mQkn8mpV3sL3jTisAAKs7/UNnz8YzO0Ygq3pF+R4A1sxuwHhOxt7RLHoncg6fazVcsLAZz+4awUi66LgYvXdVJ97oncTu4QwOjucqOu8BQlzzioahVBE7Tc9eMq+QBTxUPaHhj86dA6A0AUfkWZwzvwnP7ByxJq88uW0Y6YKKK1ZUNpAEXBqdZNXe6MRj/1gWl/3rH/A903NFiQpVPuvpvrf7DQGgLRZwNDopNn8WfR+1ckqjAZ40Yrks4PQ9BQUOIZFMkXLLKs0UVdfpQ3ZwYCrinzijNO3pSJCTVbQngsdd930swIOxKUR0Cg9VnV2fp+iOm7wFrRG80TuJvKJZ6wTr4Y38o/Pm4j2rOl0fAwgp7ZvIQ9V07B7OYH5rpMJnGQ8J0HTD1Y+320UpBYiv9PfbhytUUqC80cl5g0i5aHks1ZL2GLYNpIilpqx8X0sptZPSqULkWVzq0iAGOJXS374zhLVzGrCwNYKgwHmubR9dPwe3XzTf08vqBdJ9X+YptTc6Zd3L92/2TmLxrCg+eFYP3lvWqNUQrqGUOsr3LBgGWNmVKPOUyk5SypeSFbYNpLF4Vgyzm0pqvJ08u/lFH329Dx//3qtWTm1Y4mEYzslZubLyPT3HJ3OKp1KaVzS0RgNI+57SUxT5CSDZBzTOnZbdJcKkG1EUIxAZDkG2OqGYThiGgZ1jKiGlNqWUEYIQdQOiEMR4lpyYYakySH4yX5o0JJmklC5YUQ+fIiUGgMfMdYaBxnBgOBEBgUx0SpmeUonn0N0YsuJMesdz6K5Svt8zksG1p3fgJ588p+TX5DkcGMvh9h9sdtyh9o7nKxRJujh8/Py5CEkcNu0fx1i2iHjQuSgHBA5nzm7AC3vG0DueryC3XjhjTgOSeQVfeWK74+LaEBZxxfJZ+KffbEffRB6zGysj0gICh85EELuG09g9koHEs0iavqNyVaEcq3sacPHiVoeae+GiFjy9YwS3fX8TPvAfL+Brv9uJ2y+cX3GxACrHoALOyTexgIBndo4gERJw7693YO9IxmrmotvUrZTaFJTWKOmIpxcGetGye0rLR0vaQRqdBBJZ5ULoKJkKisTf22QOHihHVlahaEZVAsyDcURCAUQ9rbd8//Xf7fSchpSTNXQcd0opuVkL2ebD52QVYcm8CfAg0OWNgwtaycQhiWethr1yElcvqGLXP1nAriF3ghmViJWo/LNUNB37RrMVjVEAsLI7gfGs7NrdXt7o5KaUliu/S9pj2D6YMj+vyvJ9UdUxmim6klLWLH2fNbep4rEjQUcigP5kAbpu4Bdv9uPa0zvBsgwWtEZcFVsAmNMcxp9sWDDl1yofGAAATWEJb5jRW2NmKL0dnea6v7jd3bpRzVOq6QYOjuUwx+YpbYsG0JkIWKS0oGjIFNWK7nurfD+YwuJZUXQ3hNA7kYeuG5jIKVZKiltpfsdgGntGstbNe8jynpa2szegJkICkjkZmk7GyCbzimNaGEW2qKItJlX1lD6yqRdffnyb5+PHG3xSOhXs3gi0LgFiVRqdpoDGGCEjkhiDxPCQuGNHSg+M5XDTg6+DRykGCgDACZAMA6IQwnhORmNYcC/f5xQrpoMSArpgRSXB9SQpL9/biWsyp+D+p3djR9O7kQ+0kFD3gmqO0CP7pb5S6t20E6u2WAATOcU6zhGXyJaAwOK5XaP49TuD6JvMo28yj5ys4uC40woAAK0xCYvaIuhqCGH9/Ga8tHcMb/RO4vSuRMX7Wj+/CS/uGa2wFFSDxHM4e14TRjMyPlJWJr/t/HmYzCl47+pOawEux7yWCB7fQiahLWmPYTInYyKnVPiv3PBfH13riHm66LRWPLd7FO/0J9EQEjGSLuKD63o8j9tNKRUtpZSUna5Y3o5z5jfhqR0jVpMTvTloCIkYTpGxsL/fPuT6OoUypbQ5IsEwSr4vRSOd2dSj5xb4bUeGlu+D7ukAlExRktQYEV3nT9P83WqkusJTCrLQ1lu+f3rnCN4yL8oVxylr6EgQT6nXWN1jCWv0Ls8iKJZGJ2ZlDWGJ88ytBSrL93Obw2AZci7XUkprgedYLGiNYNtgCtsGUljiQmAYhnGMLKV4dd84YgHB9dxb0UkC4FujlWVqnmXQn8zjMz9+HX0TeY/ue+cld/GsKHYOZTCSKVY0KUUlkjNsGHAlpQDw2KfPw8qu6Z3015EIQlZ1vHFoEu/0J3HFcqKo/v17luHy5e01nj01cC6e0rvevQiPvtaHV/ePezY6AbB6BcoRD5KmO7em1v7JPDSzeRcgntKuhiCao5K1toxlSQa3veo0ryWC320dwnhWJn0K7VF0N4ZwaCKHZF6BphvW2ht0qSwOp4t415JWnGk2ZEk8UWjt11V7lnM8JGAyryBdUEBPc7fqSE7W0BYLVC3fb9o/gd9tdV9nj0f4pHQq2PVbYOGl07a7RGwOAEASI5BYHgFuan6cWqh20RrLFpEzRDRqGhokm0eWYfCNsSQWxOZhwiwHh0XOJadURtw8aemFJWIrzbuVSKuV7zcfHMe//343/m/ePdDEOInumcxb3fcAWRj2jmQxnpVRVHVH/FFLVEJHPIA3beHWLWWkVOI57DBzEzftn8DHv7cJDz6/v6KTHwDOmN2IJ/7sAgDA2jmNeGX/OF4/OInVthF6FOfMb8YLe8aweziDrjqanCg+du5c/N01SxEPOS84yzvj+Mknz8E/X3+6ZyTOB9d142ebD2FBSwSNYREDyQJkVbduFKaCuc1hLJ4VxecuW4z//PCZ+OWnz/Xs4iXTUsqVUsNSQen3e+ZsUvLbO5JxLLYAubC/1ZfE230p/NFDmzwjpOxKqcizaAyLlhpun9cNkKiYX7zZj3t/vd31uGmTHfGUuuSoyk7i7JZVKqu6pcZWa9T6pCzg9KizmkIaner7bsYyRddJQ7KqQ9UNdCQCUDSjZrPYsYB99G4iJFjHTabw1FJKK5v8ehpDaI1K1jnv5SmtB8s64ninL+lJSgG4ktKfvXYI71nV6XruNYZFdDUE0eZRvt+8fwLP7BzBkvaYw69J30f5+5ndFAbHMHhiyyDeXZbjyTCMtYa5dd8DwMKyhIDpAB0g8dUntuPCRS1W9WV1T0PFmnqkOK0tinnNzmrQ3OYwbrtgHr7zh70Yy1Q2OnWZ677Xd0oreG7VhIPjOXQmglaFZX5LBOcvbEFzRLKU0tF0EY1h0fH9f3BdD7oaQjjnyxsxvzWC+S0RdDUEUVB0vLxv3ArOB8zyvVJOSgt499I2PPCRtQBgRSfarUA5uax8n1MwmVOsCCm3QQ9ZWUVbLFA1EmrfWBZ7R7OOCWfHM468HfRUga4Bu35HIpqmCW2ty9CjKBADcXwkOBehmLdH6nDwzY27sXskg2/etKpi4RrPKihCwP/0DYI91xmrspaLA+EmTOSG0BAiJuqBpDPb0a6UUpXMroK6BZSnC6UQ6KjkDG3fP5pDTtbMUWsk5PzAWA4tUcl6Tns8gNcOTmAkU0RU4iuI05rZDXjtwATWz282lVInyQ8ILDTdQETi8dNNvdg2kEIswKN/0r1jni5K6+Y24Au/fAeKpmN12UhDAFjdnUBPYwiPvt6HL1y7rOJxL1y4qKXubctx+fJ2PHJ7EOPZIh57cwD7RrJgGVjz56eKX9x5nvU9tse9iTX1lBqGYf2m7ASRvv7aOY1QdR3/93o/CoruIKWndyewcyhtBYePZWTreYoZz1X+HABoCosWUbRbBgDgtgvmoSUq4Z9/uwN/cfniiuOmIxJjQXIhKJ8PXlCcjSazbVYRCqpqcCzjiLTaMZiGquvWGMXLuQQQbnU8lwdTt6d0PCu7XoCoCkknCaXySl3+5aMJi5QKLNrjAWuEa65IlVJ3Dy8A7BvNVsyPX9AagcizVrnb66asHizriOGxt/rRnyxgaRVSaicv2aKKX789iEduP8dzvxcsasFCly5zgWPRO5HDmp4GfPejax2P0S7vcjsCxzL480sX4cw5jVhVlnQBEEV2LCM7oqSOBToSQbx2cAK/+tPzj+rrfPbS01z/vn5+E376ai9iQb6ClLZEJdz7/pWOcaZ2CByLqMRjIidX/L5I/0Bpfbts2SxctmwWXtk3bjU6jWWdTU4A+Z6+efNqvLBnFFcsbwfHMhA4Yiv6xZt9WN2TsNbDkEvkXbmdA6icGphXNMwyz+2EqZRO5hXEQwIknnX1leaKtZXS/aNZMAyJDrvgCK45xwq+UlovJvYDgRjQtbbmpvUi1rIEv7rmf8GLYSy65IvoWn/XtO0bAHYMpfDLN/vxk1d7Kx6byMowwJrjS8sU2k9vAhrnYSKroCEsmJ7SykioRJAqpaVgY8CjiQkwS/GCtY39YkVJ7GhahsAx6GkMYTRTxFCqYKlvLVGSVel2ggPAmp4GK+h52GUbSnKuW92JF/aMYUFrBC/vGwfLMFWJ2PyWCMISj/Z4sCKbECDerr+7Zhk03agYZXg0sao7gYsXtyFmjhdsCIlT7sKlcAsgd4PEk3KiYptuQgge+WxnxQPobgyiuzFIlO3RDFJ5xUH42uMBNIZF/OAlEhw+ZmswuP+pPbjpOy8hVVAckVAAUaloSb2cVAYEDhcsasFYVnb1XmWKxDoS88jIzclONXdZRwzv9Ccr9kHLevbz4aEX9uOh5/eXNrzlZ8CcCxzPPU820B10ElU35GUyBnbcpXuYqiphkTfPn5lXPqhqLnIsOuJB6+Y1K6sIi7xnbi1AQtnPnOO8yTtrbhOWdcStqsuRkNLlnXG8dnASHfFARTWCglz8yW9q70gGH3voVcxvibjOaaf4x+tW4AazG90OjmUwlCpWECHArpRWnmcfP3+eKyEFSKqIV+n+aGJpewyfvnghFk0x4mm6sKwjhqF0AQfGchWklGEY3LC2u+pvIxEWXD3hvRPuiSbNERGjWRkv7R3DawcmHX5SisawiKtXdjhet7sxhI3bhh1iRdBlWtOwi0hSTl4dkVBB4imdyJGUm0YPj3tO1jArLnlGQmWLKobTRZw7v9lKdTne4ZPSetE0H/jTN6wO8WlD21Ly70Q3EK7MjDsSDCYLuOi0FmtqiB20zKZzElDuZRWC1jYNIbHCU6rrBiZzzkYnAGWl+cqTZCxbtE72ck/pfjOSaDRThMCRUm1E4jGeLaloLWZEyki6iGYXUnrG7Aa8dnCSTIVxmbgi2TrqAeCOC+ejOSKhsyFYdYFjGAZnzm7AKpfSvf21v3PrGY7pR8cKiRAhpYnDKN1PFfS7tue9KjaldHlnHL//84vAMAzmNYcxlCri6Z3DjosuwzA4vSuB4XQREs9aXq7NBybwrWd2g2WIolGulDZHJEstyBY118ftvlM7qFIaEDiIPFuh3tlHrwKk9Lu1P+WwwORkDWGRR0RyXkwOjmedKkao0THRbSxTxN/kWXSGKscsloMqweMuY05zsgqJZ8GxDGIB4bgox9GMWpZlMCseQD9VSmWNNDp5TPgazRSxfyyLNWWVh9sumIc/2bDAWkuOhJQuNWete5V5AWf5/psbd6E5IuJHtx3eSGd6DpQPsACINeHmdd1TJpgt0ZkhpV95/wr86SULj/nrUkQDAuY2hVFU9bp88uUgWaWVv7ve8bxrZF9zVIKs6vjIf72C+57eXaGUeqG7IYiiqjtsXWHJWZYvqhomc0rF9ag81cZ+Y0w9pcmcgkSIkNKxrGwNTQFI0xbtvpc13dVDu38si2iAx0WnteBNn5SehJhm787RxlCqiLPmNrle4Gh5UOHCgFjZ4U1yN4mfJyzyVoMHQDIfdaPk3RF5FgLH2MipgHSxckEYswUSk/GWpW1oliElpQzDWD5PeoFqNTvsR9LueZxLO2Ioqhre6ktaJ6sdEs+iOSLhtFlR3HPNUly+fBbOntdYV3PSn16yEJ+6aH7VbS5dNquCKB0LxIMChlLFw1q8pwr6/uxZpeWqJS01NoZFxIMC/ve1PpxfVjZa1R1HSOSwdk4jxrJFbNw2hFu/+zLuvmop2mIBHBjLVTRANIZFjJq/5UMTuYqRqtR3Wp5XaxiGqZSS35FbVmne1vkKAItmRZCTNRyyjSTNFElHeXn4/8HxnGt8FAAMpQpY/5XfQ113O9BW29pBlWC37mG75yzuEW11rGH3hXYkAhhMmUppUUVI5ExPaek4Nd3At57eg43bhrCgJWLlm5aDDuI4ElIakcjQjWqklChS5LPeOpDCdau7DtsCQ491lks1hWMZfPl9K+uuSFC0RqXDPp4jwXT7VA8Hy8ymslqJIm5IhIiyaBgGBpJ56+byoEv8H0B+b+vnN+G7H1mLX336fHz64vqSBLobQ2DNSCmKYFkk1GiGNE41RcpJqdN7mi/zlE5kZdK7ERTRGBLx/O5RXPIvT1s3UZT40uqdm690/2gOc5vDWNEZxzv9qbre00zDJ6UnKcgM6QIWt0cxka0MiKbKztNr7wc6z6x4fqZIom8SIWLgtkdCTeZk8CxjleslnrPm3gM0p7S0PX3t0YyMpjA5Me1qqqrp6J3IIShwGM3Illewx/T+UE9pSzSAvKJh/1jWtXwvcCxWdiXw67cHIfKsYwY9PS6qnnz03LkISzw+dPZsXH+m+6hCO5Z3xquW9GYS9OagVkbpdIBnGbAMHM1O5f5OCoZhMK8ljLyiVUyOuWzZLHzqovloixHP3E839eL2C+fj1rNnoy0WwP6xbKWnNCJi3CRtvRPu8VutUec4UoAs3ppulEipy1Qn+xhUgPymF7RGHCX8bJHE9tgjrRRNR/9kwTNH8NBEDkVVx/jKP66rEjKWLYJjGdf9kXD/0nvwmkZ0LGHPGm2PBy1PadYk8OXd9//9ykHc+5vtuPvRtytK93ZMR6MTAHxqwwJctdK7YzxuKmoFRcOekSyWtB9+uZqW5sunqh0JzpjdgPMWTm8F7UTBis4YRJ5FuMboVDc0hATsG8niim88i3O+/Hu8up/Yug55lO8ZhsHDt52N8xY2Y2lHDAtc4sDcMKcpjMWzYg5vd0jgsGsog489+IpZtSugMSxV3GCVl+8PTeQdntJUQTWzpwU0hEX89p0h6Aawy2zWpc9NhMgQG7fq5P6xLOY0hdGRCGIkU7TGoh7P8EnpSYqJnAxFM7C0PQZZ0ys8odSfcoif4yg1Wo9nFbNMyCNSNqd30iwpUBIq8qxj0oe9NP/TTb049yu/R1HVMO5Rvh9IFmAYwGmzosgUVasMRhcPesLHAjxEnsXW/pRnF+gZsxvw67cH0BKRKu72P3BGN752w+mOv509r6lqCPeJAFreOxaklGGYilioYplSase85ghWdMYrVNyFbVHcefFCNEdEjGWKODiex2lmxAvJ3VM9Gp3M361H/Ba1eNhxcDyHkMjZhjsIFQt4VlYrGueWdTjVhaxdKTUrB/2TeWi64UlK6RSqenNFxzIyZjeFXHMJSXmPfM7xKl3txxIka5R8biTfkuQ25hStlFNqktKJrIyv/no77v/gGpwzvwnvWuJtZ6Dn/OFGQlF84Iyuusr3u4YyCItchfo+FdB1q5o/fapYv6B5RsvoM4kz5zSiqyF4WKptQ0jEI5sPISBwWD+/ycqCHc3IjnzrI8U1p3fgwY85+0xCIocntw3hqR0j2DOSMf2kldcru/d0LFNE32TeUocbwyJEjsXrvZNW+V7VScoJTZDJyppZpWQRDwkObz7FnpEM5jSHrbGo41mSfXo8xMl5wSelJwF6x3MVfpLBVAHxoICWCLlDK+/mHc+SsHuvZokJ00/KMAxCZZ7SA+M5h5lf4lnHnWIsSBqdXtgzir//5VYMpgrYPpCGbsChlNJyw4ExMseehg/TLL+eprAVcA0QQtQalbB9MO05TnNNTwP2m1375QiKXN1eoRMJcbPh7HDKXIcDSXAG6Cu2MaPleM+qDnzyAm/bQ1NExGhGxiFbVixVC8rL900RqURKx90TE1qjgYry/Vu9SazojFu/I7eYov7JfMWIxCXtUew0LwCAmb0p8g6l9OB4zvotu00LG0ySY3HrpnfDWFbGArOruDyXMG8mUwCEWB8XSqnthqQ9TiJyBlLkJjMsco4Irtd7J9AalXDFinb84I/PwiXVSKmpah9ueH69SARJoxONjTqSsjVHldIpjtr04Y41PQ144s8Or/s/ESLnxw1ndmNZRwy7hzPoHc9bY4SnCyLPVjS/BkUeuvn7f2X/OEmCcYkQs3tPt/QlMbc5bAkMpHGzGc/tHkUiJKIhJIJnGVy7qgO7zCl+OVm1VOS1cxrw/G7nwI1///0u/PrtQVy4qBkBgWQGD6cL+OiDr+Bnmw9N22cw3fBJ6UmAP3roVfzPa84f2VCqgLaYBJZl0BASKpSciZyCOc0hT7WFNDmRE4TklJZI6Yt7xnC2bYoIUUpLpDQaEKBoBl7aO44Ni1vRHg/irUOTCIucpUbZO/T3jWXR0xS2yvS0FDy3KVxBtOiUk+ao+8KyxjScu92ZnqygC1lj+Nh4zwJlSqlchZResKilavm0KSxhz0gG6aJqkcw221hYO0j3PVED3LJlATL0YDhddCgBbxyadDRauQW6H3SZxtWRCFqkEigppUGhpJQeHM9ZAxXc1NIhkyB7TZgpx1imiI5EEGGXXMKcXGrG8hoCcKxhn8pEy/W7h8lFM0S7783jJP429xifcliNTkfZ20hnjG+tkmVaLwSOrLUz4Ss/WeE2Va4eNIRECByDK1fMwoLWCHYNZdA7Tkr3R9svG5Y4NEdEfHj9HLy6b5wkwbiIIUHbdXXLoSSWdzrtYVeuaLcGJ6zsiuNj587B2jkN2DFolu/lkp3n4sVtjkEkqYKCf/ndTvz4E2fjjNlkDG2rOap551DaNZHneIFPSk9wDCYL2DWcwbYBp4l5KFW07uAaw2JFGPd4VsbsprCn2jJhm+UblnjkFA266Ud5cc8o1i8okVKpgpSS/36nL4mexiA6G4J481DSYfS2l++3D5CxbZRcCTxZNNbPb8KPPu7shKVksyXirkY0RSTMNcsVpwqop9SraWS6IQmso9FJUY0pN3BQNEVE7BxKIxESrPK6l1LaHBHNwQkaBlMF1/gt6im95YGX8cCzewEAb/ZOOhoRyptvAEIuy71mbbEABmykNOPiKT04RhoJEiHBdQLUkPn8arO47RjLymgKi2gIixUkt7zR6bhQShVnAH5HIog9wxlrfCRtKjMMAwfHc5jTVLupECBT4YAja3SqB9QG8dahSc8s03rBsdWj5XwcO6zuSeCOixYgERKxoDWK3SMZvNOfwryWyqbe6cbFi1vxLzeswvr5TXh1/wRG0gVXpTRkK99v6UtiZRkpfdfSNogci0RIwPLOOO6+aikWtpWqN7SZEAAuOq0Fb/enrCrR24eSaI8FHOtea1TCoYk8hlJFvHZwAgfGnDnMxwt8UnqC4/ndowBg3T1RDCYL1sW9ISQ6VBdV05HMK5jbFPbs4J3IKdZ4t7DIwzBIDFDfZB69E3msm2snpZzDUypwLAICi7f7k5jdGEZXgiilzbbst4jEo6jqkFUd7/SnsKwjZimlVHVjWaZCvaJksxrp3HBaq+VPPBVgKaXHipTybF2NTvWgOSJBN+Dwh9KbqUqlVEJO1rBnOAuBZdHmMuqxNRrA231JvLxvHP/y25341VsD2DGYxundpQXfLaao14WUtsfJPGzq7XR4Sm3l+57GkMPvasdQqgiGmYpSKqMpIrnmEtq7c2MB3nUyFUDCsg9NVA6vcMMjm3rxgW+9gKe2D9e1fTnyiuZQs2bFA9g1nEGY+sCDAnSDWB/2j2Uxu15SOg2RUPUgERIwkCpg51AGFy+pnSNbDQLH+qX74wQruxL47LsXASADGUbSRfx0Uy8uWzbrqL92V0MIFy5qwZqeBgymCvifzX1Y0Zmo2C4k8fjDrhF89dfbsfnABFaUjYuNBQT8w3uXY+2cRutvC1sjGMvKGM0UyU2qeZ41RySs7IrjV2+R0dOv905WRBi2RiW8fnACIs/i4sVt+N/X+qb3jU8TfFJaJw5N5PDp/359pg+jAs/vHsWG01qwfTDtKFkOpwtOpdR2waRetZ4m7/I9UUoJ2aElw2xRw5Nbh3B6V9zZbShyFVl60QCJKeppCqGzIYhdw5kypZQ3j0XG9kFCSuNlpNQNNObJLdyY4m+vWYoPl82TP5khcKRDteFYle8FDoUqkVBTAf0e7YTQi5QmggJYczJJZ0PQdVBAa0zCYKqAtXMacO8HVuKzP30D8aDgaGCJBXnsGEzjb3/+NlRNR7qgYDwrV5DSlqgEA8CIaRnIyRoiEo+wOYnFMAy83Z/EgtYImsKSa/TaUKqAOU1hK6C9FsayJNqrISRWBOjnZA1BgZw38ZB3+f4Lv3wH77v/BVclZDhVwKd+tNn6/x++fBCJkIjbf7jZEWNTL4ZSTr/ckvYYnt89irBZVoxKPBiGTJ86MJbD7Kb6lKrpCM+vB/GgCMMAPnnBvCP2m1+zsgN31hkl5OPYIR4U0BolY4OrNddNN8ISj2/dsga//sz5uHx5JRm+/owuvH9NF5J5BesXNFs2IDtuWNvt8KxGAwK6G4N4uy+JyZyCiFRaI//04oX42m934uBYDm/2TlbsrzUWwGsHJtDVEMSfbJiPc+Yf+0zteuCT0jqRCIl47K3+iiaKmYRhGHhu9yg+sn4OcrKGflupcTBZsLx55aXAiayMsMihJSp5XthocD5APKNzm8N4/7dewFee2I7bzp/n2PYTF8yrWIwp6expDKEzEYRhwKGUBgQOIsfirV4SuTO3OWKR0mqqW0tUQkNIOOZj9453/NsHVztKNUcTdqV0NFNERlZdZ4HXA9p00GVrWppleUqd3zHLMmgMi3j94ITn5Cxq73jXkjZcc3oHHvv0efjH961w+MhiAQEv7xvHD146gN9uHULveB5Ria8YPiBwLFoiklXCz5jlspBEcnt3DKUxmpZxzvwmx7QpO4ZSBZzWFsWky4QmigNjWTy7awQAMG5m+boppePZonWM5Vmrmm7gRy8fgKYb2HxgAkvaY7j9h69VdNluOjCBx7cMYihVwMGxHLb2J/HP16/ErHgAL5Q1StSDvklnXuy7lrRaaQcA+c7oEIze8Rzm1ElKm8Ii/vPDZzoqMEcDjWERHz9vLv74/LlHvK+eppDrGGIfM4+FbRFcsqTNUvCPFS5dNgvzPMahdjeG8CcbFuAfr1uBf7t5dUX6hxcuXNSC328fxrO7RrBuTolYbljciuvWdOJTD2/G672TOL1sSlhrVML+MdJQurqnYUYGvdQD/8peJyISj7nNYbzTd+QBtIcmchh1iW+YKvom8xjPyjh7XhPmNIWwY5AcW+94Dq8dnMTCVnIyNIacF7hx0y9KO2N/t3UIDzy710G4J7KyI2LoiT87H39x+Wl47E/PwxUrnI0rTRGpQmWIBgSIPItZsYA1QYN23lO0xiT86OUDWDwrBo5l6lJK5zSF61ZbTiVcvLjtmBF1eyTU5gMTWNjqHYJez76iAd5Rvo9IvDV9qRxNYQmPvt6Hi05zL7W2xQIIixwuXUqUiYVt0YqS3fLOON6zqgP/79LT8NDz+61AbbcGiFnxgOULzRZVSynNyip+8/YQLlzUgoDAoTFS6QFNFxRkZY1kBVfxlH7tdztxxw9fwzM7RzCaldHdGDKVUudztg2ksdi0pZRHQu0YTOPuR9/GI5t6oWgG7rtlDUbSBTy1w1mWpzafLYeSeGxLP85b0IxESMTFi1ux8TBK+P2TBXTabhBWdTegKSxaZUWAEOjt5ut21JnhyTAM3r306KtaHMvgr69eajWM+Dg5ceeGhfizkyRa611L2vCbdwbx9I6RCgX27quWICLxGMsUsaLMo0otb26pJccTfFI6BSzviGNLX7L2hlXw7Wf2YMM/P41/eGxrXdu/vHcMDz6/z/WxLYeSWNQWRUDgsHhWDNsH01A0Hbd9fxPeu6rDuhOqUErNSU1xM4D767/biYdfPoj3/PvzFlneP+bsbg4IHK5e2YH5Hnd95YgFeHSbJVZ60Sovuf/1VUvw1I4RLDMD7Uuk1Ltkd/a8Rjxy+zl1HYOPowOilBJSumn/OM60eZ4OB90NoQoP8D+8d7n1u7CjKSJi8awYPnLObNd9BQQOr/71u9BTxbu4qjuBb9y0Gh86aza29CXx0029roHagLPZaSJHYtRCZm7vb94ZxKXLCHFqcmlMGkoVERBYzG4KeeaUZooqfvPOIOY0h/CxB1/B7RfMQ1ssgOao6Oj813UDWwdS1vCHWFmjE21++Kff7MDp3cRe88fnzcN9T+1xvN6OwTRYhjRWPPbmAK5e2QEAuMTs3p1qfmH/ZB4dtuYejmVwyZJWR1kxFhTwdl8S3Y0hK+7Nh49jiXPmN2FR28nRZ3DO/CZkixpmxQNY1Oa8Hks8h2/feibuv2VNhSpMrW9ea93xAn+FmAJWdB4ZKTUMA996Zg/uuHA+ntk5Utd0hf99rQ//5UFK3+pLYqVpjl7dk8DTO0awcdsw0gUVf331Umu7prCIiayCzz3yJnYMprF1II3ZZgRTXtGwfTCFn3zyHJwxuwF/9uPXoekG9oxksLCtPgLqhmiAt3781PxfPmbt8uXt+NOLSxNXSt333j9LhmH80v0MIxrgMWkSsFf3T+DM2UdWsvz5nec6zPwA8N7Vna7q1Z0bFuDfbl5dldzUq3rFQwK+/L4VeGrHsCeJbY8HMJQqYDhVwOYDEzh3QTPCIoc3eycxnC5YWZtNYZK3ageJZQtYIw/LsWckg++9sB/zmiO4/4Nn4PozunHnxUTNWdWVwGsHJyySeGgij6KqYWFrSSnNyprVhLV9MI35LWGMZWWcYX4ft5zdg639KcdUqh1DaZy/sAW/2jKA3cMZvNsk1evmNsIwgH/+7Q7rNfOyhj//6Zu4/QebsWck4/r59E3kHUopAHxk/Rx84IzSlLRYgMdTO4brbnLy4cOHNySew7uWtOLqle2u1Z14UMDlyytj+Kj3u56x2jMJ/+o+BSzrjOGdIyClA8kCUnkFn7xwPgwAb/RO1nzOK/vH0Tuex1Cq0su65VDS6ti7/oxuvNOXxFd/vR03re12ELeGsIh3+pN4ZPMh/M9rh/DcrhGcv7DZmqm8oDWClqiEf3jvcrywZwyvHZwADGD2EdxRxYOCVWYPCBza4wG0uXTMf/bS07B+PhmjR8eCHm4nt49jg+Wdcbx5KIm8rOGd/mQFoZwqpnKTsX5BM+Y0T599472rO/FfH12LGzxGzVKl9JHNh3D2vCZ0N4bQ3RjCnOYwfvyJc0rJBxHJYX9J5hV8Y+MuLO+MIxEUrO57wzCg6QZePziBK7/xLB54di9uPWc2eppC+OoHSrPRV/UkMJIu4tAEmSW/dSCJBa1R63F67n7hl1vxzY27sGMwhVvOmo2uhmDpfAoIuHJFOx7ZRDKM82YH/AfO6MLu4QwuWNRi7UfkWTx829n42eZD+OkmkmH4wLN7sXUghfGsjEddOnVTBQXpooqOsilIyzriuG516fOc2xxGa1TC5y9fXPf34sOHD2/80/Wn4zPvWjSl57Ra5XuflJ40WNYRR3+ygL7JfMVj7/Qna2YRbu1PYX5LBGGJxwULW2rGsAynCjgwlkVPYwibzNm9FIZh4K1Dk1hpRk3EQwJuXNuDg+M53LC227FtY0hEVtbQEQ/gl2/2481DSZy/kEx5EHnWuoglQiIWtUbx41d6Ma8lfESltj/ZsAB3XFSa5PPI7efUJC/1eEp9zDxW9yTw+sEJvLxvDM0RybPp6ETBhtNaPWddz4qRiKOHXz6ID67rAQAsaoviyc9eiAWtpUrC2jkN6JvI476ndgMAvvSrrZB4Fv/0gZVoCImYzMl4uy+J9973PFZ94be47fub8dl3L8Lrf3spbjb3a0dI5LGsM45X948DAN7pTzlyNAMCC5Fj8eNXD+Lhlw9i+2AaS9pjePKzF+LcBaVZ6Tec2YX/e6MPBUXDruE0YgEBGxa3gmGAa053qikLWiO4+6ql+ObG3dg7ksF/PLMHf/+eZbhpXTf+YDZiabqB77+4H3/80Kt4escIImZgfjV85f0r8cjt6484nN6HDx8EAsdOOZkiIvH43GWnHVEF9FjAv/pPAfGggPes6sCV33gWn/3JG/i/14l6kJNV3PrdV/CFX1b3ido9YRcvbq1oQijHK/vHsaQ9hotOa7EuThT7x3IoKDoWzSr9wP5kw3x846ZVFWPPaFTQl963ApM5BXOaQlbIcyIoOKIhzpjTgF9t6XdccA8HXQ0hx3F0NYRcI3zsCAqk6SUs+RNRjmcs64gjVVDw7Wf24vLls476hJSZRHs8gG0DKazqSVRtvGmPB/GDPz4L39y4C1v7U/jNO0P4zLsWIiTyaAiRudV3PvwaVvc04IGPnInbL5xXkWJRjnVzGvDq/nEUFA3P7x611g6A2FhiQR6JkAhF0zGQLOC0WdGK5rB1cxsxvyWCy/71D/jCL7fitFlRRCQe931wjWtm41Ur2iEJLC7/xrO4eV0P1s5pxPkLW/B2XxKjmSL+8fFteODZfUgVFPzzb3agM3F4s8l9+PBxbMEwDP5kw4LDnpJ1rOC3HE4R37hpNV7YPYpX9o/ji49txUt7xzArHkAiKOBXWwZw58ULPJuBtvansNoMtL1wUQv+/JE3MZQqYO9IFiu64ggJHDKyCo5h8G+/342ndwzjnPlNWN3TgPt+vxsFRbMuOv/9ykFcsKjZ8QNrikhW44IdHfEgvvr+FbhwYQsuXtzqmFv/4MfWYvGs0sXuzNkNePjlgzNiCmcYBn/43IZjNsPdx+EhIHBY2hHHi3vH8OeXTq2EdKLhjDkN+ObNq3H1ivaaN1VLO2K4amU7PvezNyFwLFZ3E29nNMCDZUgw/l9cfhpCIo+z6ohjOWtuE/7sx6/jud2jaAxLeM8q57kdCwi46LRWKJqOX78z6DrTm2EY/OQTZ+OXb/VjPKvggoVERb1yhfvoV45l8KX3rsChiRyuP5NUXFqiEpZ2xPDHD72Kg+M5PPqpczGaKeID//EiNpzWUvN9+PDhw0e98EnpYWD9gmasX9CM68/sxud/9hZ+/Gov/uNDa/DMzlF87MFXcePably9sh2NYRERibeUhK0DKXzobNI13BAWsao7gR+9dAD3P70HN5o+0B+9fABNYQk9jSG8Z1Unrl7ZjlhAwHf+sAcX3PsU/mTDAqyb24gfvHgAP/nk2XUdL8syuHEtKRF+9QMrwdsurss6nLERZ5pzchceoVJ6uPAJ6YmBNT0JDCULWHOS5zJKPIdrT6+80fPCLWfNxvu/9QJuXtdjkViWZZAIibhmZfuUooc2LG7Ftz50BjJFFe9a0lYxoOCWs2fjksWt0Ayj6vhEnmMdHs9aIJUTJ2m+aW0PXt0/jn//4Bp0N4YwuymEOU2hCj+pDx8+fBwJGGOqGSBHAXfffTeeeOIJzJo1C9/73vfQ0lL77juVSiEejyOZTCIWmzmvkmEY2DWcwcLWCGRNx2/eGcKjrx3CH3aNQtMNrOpOoDki4rndo1A1A6/c/S5L0bjvqd3459/uwNo5jdhyKAmOZfAfHzoDY9kirlrR7vB0GoaB37wzhG9u3IXtgylcsbwd992y5qi8n9u+vwn/8N4VDkXVhw87tg+msG8kW5FZe6rDMAx84gebcfuF83DG7JKH+stPbMPNa3umtUlrpvHk1iHEggLWzT2yRjcfPnyc3JgKX5txUvrEE0/g3nvvxcaNG/H000/jxz/+Mb7zne9UbFcsFlEslgLnU6kUuru7Z5yUeqGgaMjJGv73tUPIFFVcvnwW2mNBxG1TY7YNpHDFN57Fr/70POwcSiMRFLFhce35y5pugGXge7l8+PDhw4cPH8c1TihS+pnPfAbLly/Hxz/+cRiGgZUrV2LLli0V291zzz34whe+UPH345WU1ou+ybxjTJ8PHz58+PDhw8fJgqmQ0hnvvk+n0+jpIX5HhmGQzWZdt/vLv/xLJJNJ65/e3t5jeZhHDT4h9eHDhw8fPnz4OA4anWKxmIOIplLus+UlSYIkVYav+/Dhw4cPHz58+DjxMeNK6fr167Fx40YAwI4dO+pqcvLhw4cPHz58+PBxcmHGSek111yDl156CXfeeSduuOEG3HXXXTN9SD58+PDhw4cPHz6OMWa80QkACoUCnnjiCXR2dmLdunV1Ped4iYTy4cOHDx8+fPjw4Y6p8LUZ95QCQCAQwHXXXTfTh+HDhw8fPnz48OFjhjDj5XsfPnz48OHDhw8fPnxS6sOHDx8+fPjw4WPG4ZNSHz58+PDhw4cPHzMOn5T68OHDhw8fPnz4mHH4pNSHDx8+fPjw4cPHjMMnpT58+PDhw4cPHz5mHMdFJNThgMareo0l9eHDhw8fPnz48DGzoDytnlj8E5aUptNpAEB3d/cMH4kPHz58+PDhw4ePakin04jH41W3OS4mOh0OdF1Hf38/otEoGIY56q+XSqXQ3d2N3t5ef4LUKQD/+z614H/fpxb87/vUgv99zywMw0A6nUZHRwdYtrpr9IRVSlmWRVdX1zF/3Vgs5v+oTyH43/epBf/7PrXgf9+nFvzve+ZQSyGl8BudfPjw4cOHDx8+fMw4fFLqw4cPHz58+PDhY8bhk9I6IUkS/u7v/g6SJM30ofg4BvC/71ML/vd9asH/vk8t+N/3iYMTttHJhw8fPnz48OHDx8kDXyn14cOHDx8+fPjwMePwSakPHz58+PDhw4ePGYdPSn348OHDhw8fPnzMOHxS6sOHDx8+fPjw4WPGccKT0kwmg2uvvRaXXnop1q5di1dffRU7d+7EunXrsH79enz729+2tlUUBVdeeSWefvppxz5+//vf47LLLqv5WlPdrxvuvvturFmzBldeeSVGRkamfAynOo6H7xsAHnroIXz84x+vuQ+v7zufz+PMM8/Ezp07a+7jVMax/L69tp3K+T0dx3Aq40i/70ceeQRnnXUWLrjgAtxxxx1VZ21XO78B4KabbsJDDz1U9Xi9vm///K4Px/L7BtzPQ6812g1u2071GHzUgHGC4/777zcefvhhwzAM47e//a1x6aWXGuvWrTM2btxo6LpuXHLJJcaBAweMYrFoXHbZZcayZcuMp556ynr+I488YmzYsMG48MILa77WVPbrhscff9y46KKLDE3TjI0bNxq33XbblI/hVMdMf9+GYRh79uwxli9fbiSTyarP9/q+DcMw7rjjDuNf//Vfp/4BnGI4lt+327ZTOb+n4xhOdRzJ953P541rr73WyOVyhmEYxvr1640XXnjB87W8zm/DMIyf/OQnRjAYNB588EHP51f7bfjnd304lt+323lYbY0uh9u2Uz0GH7Vxwiuld9xxB26++WYAwODgIDo6OtDX14eLL74YDMPgsssuw1NPPQUAeOCBB3DmmWc6nn/GGWfgv/7rv2q+zuTk5JT264bf/OY3uOWWW8CyLDZs2IAXX3xxSsfgY+a/b13X8aEPfQjLli3D97//fYyPj3vuw+v7fuKJJ/DTn/4UhULBOlYf7jhW33e1bes9v6fjGE51HMn3HQgE8POf/xzBYBCapmFsbAyzZs1yfZ1q6/ng4CD+6Z/+CXfccUfN43X7vv3zu34cq+8bcD8PvdZoN7htO9Vj8FEb/EwfwHRhZGQEX/rSl/Dtb38bO3bssP4ej8cxMDAAURTR1dVV8by5c+di//79jr996lOfwtatWx1/++IXv4ienp669vvKK6/gL/7iLxx/u/DCC5FOp619MAyDbDbreQw+qmOmvu8f/ehH0HUd9957L/bs2YOLLroIDzzwwJS+7zvvvBNf+9rXcOmll+Kuu+5Cb28vPvzhDx/R53Gy42h/3w8++KDrtlM5v7/whS/UfQw+quNwv2+Ke++9Fxs2bMDcuXOndH4DwO23346vf/3rePLJJwFM/fv2z++p42h/317nt9saPdXrt9sx+Dh8nBSkVJZl3HjjjfjiF7+IVatWOX4s6XR6yh6P+++/v+JvyWSy7v2uW7fO1X921113OfaRSqWmdFw+CGby+37llVfwyU9+Ej09Pejp6UEgEEAikaj7+x4bG4OiKNZF6tZbb8UPf/hD/6JVBcfi+54KvM5vH9ODI/2+H3/8cfziF7/A73//ewBTO7+/+93vYsmSJTjvvPMsUjqV79s/v6eOY/F9eyEWi1Ws0Ydz/S4/Bh+HjxO+fK9pGm666SZcddVVuP766xGPxwHAuuvdtGkT5s2bd8SvMx37Xb9+PTZu3AgA2LFjB1paWo74uE41zPT3vXTpUutOfmRkBL29vejs7HTdh9v33dTUBFEULZP8888/j/nz5x/x8Z6sOFbft4/jA0f6fT/77LP4q7/6K6uk6gWv/T766KN49tlncdFFF+Ghhx7CV77yFTz66KN1H79/fk8Nx+r79sJUrsle2x7pMfhw4oRXSr/73e/i8ccfx/j4OH75y1+ipaUFn//853H11VfjrLPOwhtvvIEHHnhgWl7rSPd7zTXX4Ktf/SruvPNOPPvss7jrrrum5bhOJcz0981xHO644w5ceOGFGB4exle+8hWEw2HX53t93/fddx/e9773QVEURCIRPPLII9NyvCcjjuX37WPmcaTf94033ohYLIYbbrgBAPC5z30OV111leu2bvu98cYbrcfvuecezJkzB9ddd92U3oN/ftePY/l9u2Eq12SvbY/0GHw4wRhTrX2dINi6dSu2bNmCK664ArFY7LjZb6FQwBNPPIHOzk6sW7du2o7rVIf/fZ9aOFrft4/jE8fr+e3j6OBYfi9TWaP99fzo46QlpT58+PDhw4cPHz5OHJzwnlIfPnz48OHDhw8fJz58UurDhw8fPnz48OFjxuGTUh8+fPjw4cOHDx8zDp+U+vDhw4cPHz58+Jhx+KTUhw8fPo4R9u/fD4ZhZvowfPjw4eO4hE9Kffjw4eM4BA1w9+HDh49TBT4p9eHDhw8fPnz48DHj8EmpDx8+fBxFPPbYY1iwYAGampocyuezzz6LVatWIRQKYe3atXj77bcBALfffjsYhsEzzzyDj33sY2AYBrfffrv1vFdffRVnnXUW4vE43ve+9yGZTB7rt+TDhw8fRwU+KfXhw4ePo4ShoSHceOON+PznP4+XX34Zjz/+OABA13V84AMfwPXXX4+9e/di/fr1+NznPgcA+PrXv46JiQmce+65uO+++zAxMYGvf/3rAIDJyUlcccUVuOqqq7Blyxbkcjn8+Z//+Yy9Px8+fPiYTvAzfQA+fPjwcbLi17/+NebNm4fbbrsNAPCFL3wBV155JQDgzTffRDwex1tvvYV0Oo2dO3cCAILBIILBIHieRygUQiKRsPb32GOPQRAE/M3f/A0YhsFdd92FW2+99Zi/Lx8+fPg4GvBJqQ8fPnwcJQwMDKC7u9v6/3nz5gEAWJbF1772NTzwwAOYN28eZs+eDU3Tau6vr68PIyMjaGhoAEAU13Q6jUKhgEAgcHTehA8fPnwcI/ik1IcPHz6OElpbW9Hf32/9/8GDBwEATz/9NL71rW9h9+7daGtrw+OPP47Nmzc7nsuyLAzDcPytq6sLZ555Jn784x8DAAzDQDKZhCAIR/md+PDhw8fRh+8p9eHDh4+jhMsuuww7duzA9773PezZswf33HMPACCTyQAAkskknn/+eXz2s5+tIKALFizAk08+iYGBATz55JPQNA1XXXUVDhw4gFdeeQUcx+HHP/4xLr/88orn+vDhw8eJCJ+U+vDhw8dRQmdnJx5++GF84QtfwHnnnYdzzz0XAHD55Zfj2muvxZo1a3D77bfjtttuQ39/P4aGhqzn/s3f/A0OHDiAuXPn4o477oCu60gkEvjFL36Bf/mXf8HixYvx6KOP4he/+AV43i96+fDh48QHY/i32D58+PDhw4cPHz5mGL5S6sOHDx8+fPjw4WPG4ZNSHz58+PDhw4cPHzMOn5T68OHDhw8fPnz4mHH4pNSHDx8+fPjw4cPHjMMnpT58+PDhw4cPHz5mHD4p9eHDhw8fPnz48DHj8EmpDx8+fPjw4cOHjxmHT0p9+PDhw4cPHz58zDh8UurDhw8fPnz48OFjxuGTUh8+fPjw4cOHDx8zjv8fFyOnDwN9Rt0AAAAASUVORK5CYII=\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": 22,
+ "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": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "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": [
+ "## 时段对租赁数量的影响"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T16:56:11.550099Z",
+ "start_time": "2023-07-12T16:56:03.927294Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\3732864415.py:9: FutureWarning: \n",
+ "\n",
+ "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+ "\n",
+ " sns.lineplot(x=train_df['hour'], y=train_df['registered'], color='red',label='Registered', marker='o', ax=ax3, ci=None)\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\3732864415.py:10: FutureWarning: \n",
+ "\n",
+ "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+ "\n",
+ " sns.lineplot(x=train_df['hour'], y=train_df['casual'], color='blue', label='Casual', marker='o', ax=ax3, ci=None)\n"
+ ]
+ },
+ {
+ "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": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "## 天气对租赁情况影响"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T16:56:14.195553Z",
+ "start_time": "2023-07-12T16:56:14.124592Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " casual \n",
+ " registered \n",
+ " count \n",
+ " \n",
+ " \n",
+ " weather \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 12380 \n",
+ " 12380 \n",
+ " 12380 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 4944 \n",
+ " 4944 \n",
+ " 4944 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 1558 \n",
+ " 1558 \n",
+ " 1558 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 2 \n",
+ " 2 \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " casual registered count\n",
+ "weather \n",
+ "1 12380 12380 12380\n",
+ "2 4944 4944 4944\n",
+ "3 1558 1558 1558\n",
+ "4 2 2 2"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "weather_count = train_df.groupby('weather')\n",
+ "weather_count[['casual', 'registered', 'count']].count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T16:56:15.719917Z",
+ "start_time": "2023-07-12T16:56:15.534332Z"
+ },
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAG8CAYAAADjMM6EAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAABGLklEQVR4nO3de1wVdeL/8ffhIohyVbwhKEquV9SQIjMv+/WCqanlpuFGauUldUuL0s0upovsrrndTcqN7KJr22paq3mnNC0xwwi8pKKIbt7wgKJHgfn94cP5dUIQFBjU1/PxmMfDmc/MfD5z5hx5n898Zo7NMAxDAAAAFnCxugEAAODmRRABAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEKmGkpKSZLPZdM8995jLZs+eLZvNphEjRljXsMu4cOGCpkyZonr16snHx0ejRo3S6dOnrW5WuYwYMUL9+/evtP2vX79eNptN6enpOnTokGw2m1599VVJUsuWLTVhwoRKq/vXMjMzZbPZlJmZWSX1VYS3335bwcHBcnd3V9u2bVVUVFTmbffs2aNevXrJy8tLoaGhev/99yuxpdfmxRdfVPfu3cu1jcPhkJeXlyZNmlRsuaenp5566ilz2euvv66wsDB5enqqS5cu+vHHH8tcz6X/jy5NDRs21IMPPqjs7OxytbesunfvrhdffLFS9m2FpKQkNW3a1OpmVGsEkWosNTXV/PeOHTssbEnJJk6cqDfffFN//etf9fHHH2vDhg1V9of113744Qe98sorVV5vWTRp0kSS9Msvv5gh4MCBA+ayS+UVZenSpVq6dGmF7tMK6enpeuyxxzR9+nStWbNGo0aNKvO2J06cUPfu3XXmzBktW7ZMY8eO1ahRo7R+/fpKbHHV8vDwUNeuXbVhwwan5Vu2bJHD4VCvXr0kSfPmzdO0adM0bdo0LV++XOfOndN9992ngoKCctW3cuVKbd68WfHx8Vq3bp3+7//+r9z7KIt58+Zp9OjRV719UlJSsdcE1Zub1Q1AyQ4ePKhTp07Jz8/PKZRUF3v27NE777yj2bNna+TIkZKks2fPatiwYZo5c6YaN25cZW25FESeeOKJKquzrIKDg+Xi4qJffvlFhYWFki72Tpw/f16nTp2qlCAiSYMGDarQ/Va1H374QQ0aNDADSLdu3cq87SuvvKLjx49r27ZtatCggXr27KmvvvpKCQkJ6tGjR2U1ucr17t1bcXFxysnJkb+/vyRpw4YNZkiRLv5hf+ihh8zeVH9/f0VGRmrTpk3lek3bt2+vBg0aKCoqSnXr1tU999yjb775xqynovzud7+7pu2TkpLUvXv3cvcwwTr0iFRTTZo0UcOGDbVjxw5duHBBO3fu1O233251s5wsW7ZMRUVFGjJkiLmsU6dOKioqUkZGhoUtq17c3d3VoEEDs0ekV69eOnDggH755RdJUkhIiMUtrJ7Onz+vGjVqXNW2S5cuVZcuXdSgQQNzWadOnZSWllZRzasWevXqpaKiIn311VfmsuTkZHXp0kU1a9aUJB0/flzHjh0zy9u3b6/169erVatWV11vp06dJEmHDh266n0AlxBEqrF27dppx44dysjIkM1m0y233OJUvnjxYrVt21Y1a9ZUx44dtXbtWqfylJQUde3aVbVr11ZQUJCmTJmiSz+2fGm8wI8//qjY2Fj5+PiocePG5bqO/uOPP6pmzZoKDg42lzVu3FgrVqxQ27ZtJUkFBQX685//rAYNGqhWrVoaPHiwsrKyzPUvdz14xIgR5re3S9fON2/erIiICHl5ealz587at2+fua7NZtPIkSN14MAB8zp2ea8xFxUVafz48eZr9eabb5pl8fHxCggI0Pnz581lGzdulM1m0w8//FCm/Tdp0kS//PKLDhw4oN///vfKzMw0g8ilHpH8/Hz96U9/Ur169eTv76+hQ4c6/QGRpH/84x9q1qyZvLy81KFDB61Zs8Ysa9q0qWw2m95//329//775mvx227qvLy8Us/5m2++qebNm6tWrVrq0qWLtm/f7lR+6ZxlZGRowIAB8vPzM3t6yurDDz9UixYt5OHhodtuu01ff/21WXat57SgoEA7d+4s9s165MiReu+998z50j4fknTy5EnFxsaqXr168vb2Vq9evbR79+5ir8Ov/fq9W5Y6rlW7du3UsGFDJScnS7oY3rZs2WJelpGku+++W//617/0xBNP6NixY3J3d1f37t1Vr169q673f//7nyQpMDDQXHal901ycrLCw8Pl4+OjIUOG6JlnnlHdunXNtl9S0hgRh8Ohxx9/XI0aNVKtWrV0xx136LvvvjPLL71PkpOTNX36dHP+12Oijh8/rtjYWPn7+6tevXoaO3aszpw5Y5b/ehxVUlKSwsPD9fDDDzu1Y926dbrtttvk6empVq1aaeHChU7l3333nTp16iRPT0/deeed5mVYlIwgUo21a9dOqamp2rFjh1q3bi1XV1ezbN26dRo2bJiGDBmiL7/8UlFRUerbt6927twpSTp9+rT69OmjmjVr6r///a/+/ve/680339SHH37oVMeDDz4om82mJUuW6K677tKYMWN0/PjxMrXv6NGjCggIcFrm7u6u6OhoNWzYUJI0ZswYvfXWW3rppZf0ySef6MCBA+rWrZtyc3PL/DocPHhQ9913nx5++GF98sknysrK0tNPPy3pYlDZunWrXnjhBTVs2FBbt27V1q1by32NefXq1dq3b5+WLl2q4cOHa8KECVq5cqUk6Y9//KNOnTqlL7/80lx/8eLFCg8PV4cOHcq0/5CQELNHpFOnTiooKNDPP/+sGjVqmN/ax44dq6VLl+qtt97Sxx9/rLS0NN17773mPj7++GNNnjxZjz32mFatWqUuXbpoyJAhysvLkyQtX75cW7duVf/+/dW/f3/ztYiIiHBqS2nn/J///KcmTZqkJ554Qv/9739Vr149/f73v9eJEyec9rFv3z5169ZNjRs31syZM+XiUvb/Sj744APFxsbqvvvu03//+1+FhYWpZ8+e2rZtm6RrP6cnT55UQUFBsfdm06ZN1bt3b0ll+3xMnjxZa9asUWJiohYvXqwLFy4oNja2zMdZ1s/gterVq5cZNr/99ludPXvWKYi8/PLLuv/++/Xqq6+qadOmmjZtms6dO3fV9V36/NWtW1d33nmnpCu/b/Ly8jR48GD17dtXn332mfbv36/vvvtOX3zxhfml5UpmzZql+fPna/bs2frss88UFBSkgQMHmsHu0vvk1ltv1aOPPmrON2rUyNzHfffdpx9++EEfffSR3n77bS1fvlxjx44tVtfLL7+sl156ScOGDdOwYcPM5bt27VJ0dLQ6deqkVatWaejQoYqJiTG/BObl5al///7y9vbWsmXL1Lt3b/3lL3+5uhf6ZmKg2nnvvfeMJk2aGElJScZtt91mPPXUU8ZDDz1kToZhGN26dTMGDhxoblNYWGjUrVvXeP755w3DMIwjR44Yc+fONbKzsw3DMAyHw2Hcdtttxrhx4wzDMIz9+/cbkowBAwaY+zh69Kghydi4cWOZ2vn73//eCA4OLrF83759hs1mMxITE81lWVlZhoeHh/HKK6+Yx/HCCy84bffr43zhhRcMScann35qlv/tb38zwsLCnLa59JpdjYceesjw9vY2Tp06ZS7r3Lmz0adPH3O+e/fuxrBhwwzDuPhaN2zY0Hj55ZfLXMfTTz9t9OvXz2jRooWxd+9eo3379sakSZOM5s2bG4bx/1+rJUuWmNssW7bMkGTs27fPMAzD2LBhg/Hhhx+a5du3bzckGd9++22x47n0+v1aWc55kyZNjMcff9wsz8nJMVxdXY1//vOf5rJu3boZkox///vfZT7+X2vatKkRExNjzhcWFhpt27Y1Bg0a5LTe1Z7TgwcPGpKM5557rsR1rvT5MIyLxxkdHW3OHzhwwFixYoVTeWnv3bLUcckLL7xgdOvWrbyHahiGYXzwwQeGi4uLkZOTY8yYMcOoW7euUVRUVGy9rVu3Gn379jUkGXfeeadx7ty5Mu3/vffeMyQ5TSEhIcZXX31lrnOl983WrVsNSUZ+fr5hGIbx1ltvGS1atLhsfZd7XQ3j4mvbqlUr89iOHj1qLF++3Dh//nyZtl+/fr0hydi+fbu57LXXXjPc3d3N1+LSZ6RZs2bG0aNHL9uGDh06OC279dZbjdjYWMMwDGPu3LmGq6urcfjwYbN88ODBV/1/082CHpFqrF27dkpLS9MPP/ygdu3aOZX9+OOP+uyzz8zuR1dXVx0/flx79uyRJDVo0EB9+vTRu+++q549eyowMFBbt25Vfn6+035+fYfLpW7WCxculKl9tWvXdurWlCS73a4uXbpo9erVSklJkWEY6tmzp1neuHFjtWjRQlu3bi1xv7+9RbNhw4ZOPQOBgYFlbmNZtW/fXr6+vub8bbfdZr6W0sVehGXLlunMmTP66quvdPToUcXExJR5/02aNNGRI0eUnZ2t4OBgNWvWTN9++615WSYtLU2GYWjw4MHmOb10+/aldnTr1k116tTRuHHj1L59e0VGRkpSsXN6JSWd87y8PB04cECvvvqq2QZ/f38VFhY6vRaSFB0drfvuu69c9UrSsWPHlJmZ6fSecHFxUY8ePUp9T5RH7dq1JanYe3PRokXmQNWyfD7Gjh2rNWvWKCoqSpMnT9b27dudehou59fv3bJ+Bq9Vr169ZBiGvvrqKyUnJ6tnz56y2WzF1uvUqZP++9//6vXXX9emTZucLj+WxZo1a/TNN9+oVq1a+uMf/6i77rpLksr0vgkNDZWHh4eWLVum06dPa/Xq1WrdunW56h81apQOHDig8PBwTZgwQWvWrFHPnj3l7u5epu0v3bLcsWNHs51/+tOfdOHChWKXT+Lj450uO/16Hz/88IPT7czff/+9eZy7d+9WSEiI2SMsqcIH896ICCLVWOvWreVwOLRmzZpiQUSSHnvsMW3fvt1pio+PlyR9//33atOmjb799lvdd999Wrt2rR588MFi+2jevPlVt++WW27RyZMnZbfbzWXHjh3Tpk2bVFBQYHaZ/vY/RRcXl1Kvk/96DMm1trGsfntpwdXV1Wncw5AhQ2QYhpYtW6bFixerT58+TgMhryQkJETff/+96tatK3d3d4WGhuqbb74pdsfMypUri53TqKgoSdIzzzyjIUOGyMvLS3/+85+v+trzlV7PmTNnFmvDb2/JvtqB01f7nigPf39/1alTxxxHdElaWprS09Mlle3zMWzYMO3evVujRo3SiRMnFBMTo7vvvrvM792yfgavVf369RUeHq7Vq1frm2++cQpL27dvV4cOHZwGj0+YMEFt2rTR999/X6562rRpozvuuEPjxo3TG2+8oVOnTjmVl/a+qVWrllq3bq3Y2Fh5e3srPT1ds2fPLlf9Xbt21c8//6y4uDhduHBBEyZM0O23316uy0yurq76/vvvi7XztwPGS3t/Dxo0qNj2SUlJki4G0V9fQr9UJ0pHEKnGPD09FRYWJkkKDw93Kmvbtq2OHDmiDh06mNPSpUv1xRdfSLp4HT4wMFBffPGFxo0bp4iIiGLfaqVr+5D06dNH0sW7Zy7ZuHGjXFxc1LFjR3Xq1Ek2m81pEG12drZ27txpfpt3c3Nz+oZ46NAhbd68udxt9PT01NmzZ6/6WHbs2OH0ILaUlBTztZckHx8f3XPPPVqwYIE+/fRTPfTQQ+Xa/6XA0axZM0kXvyFK//+OmTZt2ki6OCDv0vmsX7++Zs+ebQaOxMRETZ48WS+//LKGDh1a4jibK70WJb2e3t7eCgkJ0YkTJ5zeV++++642btxYruMtSb169dSkSROn90RRUZHWr19vvicqQp8+fbRhwwan12jjxo3meJmyfD6mTJmiM2fOaPTo0Xr//ff17rvvatWqVebgxyu9d8v6GawIvXr10jvvvKP8/HynIFKvXj2lpqY6DeosLCyU3W6/6tvG4+LiVFBQoNdff11S2d43b731lpo3b66jR4/q559/Vnp6erm/YPztb3/Tnj17FBsbq3nz5unzzz/Xjh07iv1/UdL7v23btiosLJSrq6vZRhcXF82ePVs5OTllakPbtm118OBBp+PctGmTOWA1LCxMBw4ccBpkvmnTpnId582I54hUc+3atdOJEyeKfft+/vnn1atXLz377LPq06ePNm3aZA4IlaS6devql19+0eLFi1W7dm29/vrr2rx5s/mHsCL06tVLvXr10oQJE1RQUKBatWrp6aef1tChQ832jhw5Uk899ZSKiooUFBSk559/Xo0aNTKfDdG+fXstXbrU/JYzdOhQp0skZRUREaETJ04oMTFRLVq00Lfffqu4uLgyD6LMzc1VTEyMHn/8ca1fv17JyclasmSJ0zoPPvig+vfvL19fX6en3pbFpf/0LwWQS+fh1wHlwQcf1Pjx45WXl6dGjRpp1qxZ+umnnzR37lxJF8/ppe7oXbt2mXcW/PahUrfffruefvpprVy5UjabTQcPHtSjjz5apna+8MILeuyxx9SwYUNFRUVpyZIlmjdvXoV+k3/ppZc0cuRIhYSE6P/+7//0z3/+Uzt37tQ///nPCqvj+eef17JlyzRgwABNnTpVa9euVXJysjkAuSyfj+3bt2vz5s2aOnWqatasqQ8//FC1atVS/fr1JV35vVsVn8FLevfurdmzZ6tly5ZOd7EFBQWpf//+euaZZ2Sz2RQcHKz33ntPJ0+eLHY3SFnVq1dPY8aM0auvvqpJkyapdu3aV3zf1KpVS5s2bdKKFSsUGhqqc+fOKSQkRN7e3mWud+/evfrggw80c+ZM1alTR/Pnz5erq2uxQHX77bdr0aJFio6O1pkzZ5SXl6cHHnhAPXr0UNeuXRUTE6MZM2aYPYsFBQVl7t2cOnWqwsPDNXr0aMXExGjXrl168sknzZ7o4cOH6/nnn9fw4cP19NNP67vvvtOnn36qoKCgMh/nTcmy0Sko0a8H6U2fPt3o0aOHYRjFByH+61//Mtq0aWN4eHgYLVu2NN577z2z7PTp08awYcMMb29vo3Hjxsbo0aONsWPHGmFhYcaFCxfMQVn79+93qluSsX79+jK3NS8vzxg3bpzh7+9v+Pj4GKNHjzbOnDljll+4cMGYMmWKERgYaNSsWdMYOHCgcfDgQbP82LFjRp8+fYzatWsboaGhxrx584oNVv3tIL6SBjHOnz/fCA4ONtzc3Iw2bdoYhYWFZTqGhx56yOjdu7cxYsQIw8vLy2jWrJkxd+7cYutduHDBqFu3rjF69Ogy7fe3/Pz8jBkzZhiGYRjp6emGJGPNmjVm+ZkzZ4yJEycagYGBRu3atY3o6GgjPT3dLN+0aZPRsWNHw8vLy2jfvr2xYMECo27dusUG5hUWFhoTJkww/P39DQ8PD+ORRx4xDMMo8zl//fXXjWbNmhmenp5Gx44djc8//9xp/ZIGA5bHggULjFtuucVwd3c3OnXqZCQnJxdb51oGIBvGxQGSXbp0MTw8PIxmzZoZH330kVl2pc+HYRjG4cOHjZiYGKNevXpGzZo1jcjISGPt2rXmPq703i1LHZdcy2BVwzCMs2fPGjVr1jQmTpxYrOzUqVPG2LFjjaCgIMPHx8fo2rWrsXnz5jLv+9Jg1SNHjpjLjhw5YtSsWdP429/+Zi4r7X1z6NAhw9fX16hXr57h7u5uSDJcXFyMuLi4YvWV9P7Kzc01j8PT09No06aNsXjx4mLrnT592oiJiTG8vb2NWrVqGS+++KJZduzYMeOPf/yj4evra/j5+Rn333+/cejQIbO8pM/Ir61du9aIjIw0atSoYTRt2tT461//6lSekpJiREVFGTVr1jQ6depkTJkyhcGqV2AzjAq8qR24Qa1atUrnz5/Xfffdp+TkZHPcBoAru+uuu9SiRQuNGDFCnp6eOn36tN555x2tXLlSJ0+etLp5sBiXZoAymDJlinbt2qVJkyYRQoByeuaZZxQfH68BAwbo9OnT8vX1VUREhP71r39Z3TRUA/SIAAAAy3DXDAAAsAxBBAAAWIYgAgAALEMQAQAAlqn2d80UFRXp8OHD8vb2vuzvJwAAgOrHMAzzAY2lPVyy2geRw4cPOz0pEAAAXD+ysrLUuHHjEsurfRC59AjgrKws+fj4WNwaAABQFrm5uQoODr7io/yrfRC5dDnGx8eHIAIAwHXmSsMqGKwKAAAsQxABAACWIYgAAADLVPsxIgCAG0NhYaEuXLhgdTNQQdzd3eXq6nrN+yGIAAAqlWEY+t///qdTp05Z3RRUMD8/PzVo0OCanvNFEAEAVKpLIaRevXry8vLi4ZQ3AMMwlJ+fr6NHj0qSGjZseNX7IogAACpNYWGhGULq1KljdXNQgWrWrClJOnr0qOrVq3fVl2kYrAoAqDSXxoR4eXlZ3BJUhkvn9VrG/hBEAACVjssxN6aKOK8EEQAAYBnGiAAALLG5a48qre+Or9ZXaX0VacOGDRoxYoQyMzOtbkqFo0cEAABY5qqDSHR0tJKSkiRJaWlpioyMlL+/v+Li4mQYhrleaWUAAODmdlVB5KOPPtKXX34pSXI4HBowYIAiIiKUkpKi9PR0M6CUVgYAQHW2fft23XHHHapdu7buvPNO/fTTT5Kkr7/+Wh06dJCXl5ciIyOVlpZmbrNq1Sq1atVKXl5euvPOO7V3715JUlJSkrp3726ul5mZ6TTQ8z//+Y9atGihWrVqqUePHsrOzq6ag6wGyh1ETp48qSeffFK/+93vJEkrVqyQ3W7XnDlz1Lx5c8XHx2v+/PlXLAMAoLrKzc1VdHS07rnnHu3atUtRUVEaPny4ioqKNGTIEP3hD3/Qvn371LlzZ8XFxZnbxcbG6uGHH9bu3bvVtm1bTZs27Yp1nTx5Ug888ICmTZumn3/+WQEBAZo5c2ZlHl61Uu7Bqk8++aQGDx6ss2fPSpJSU1MVFRVl3kscHh6u9PT0K5ZdN/attLoF1mgWbXULAMAyn3/+uQICAjR16lRJ0rRp03TbbbdJuvi3zdfXVzt27FBeXp52795tblezZk05HA75+vrq7bffVlFR0RXr8vb21sGDB+Xt7a2UlBSdP3/eaZ83unL1iKxfv15r167VX//6V3NZbm6uQkNDzXmbzSZXV1fl5OSUWlYSh8Oh3NxcpwkAgKp06NAhNW3a1Jz39/fX0KFD5eLiojlz5igoKEjjx4+X3W5XYWGhud7ChQu1YcMGNWzYUF26dNH3339/2f3n5+eb/zYMQ1OmTFGjRo00ZcoUFRQUOO3zRlfmIHLu3DmNGTNGc+fOlY+Pj7nczc1NHh4eTut6enoqPz+/1LKSzJo1S76+vuYUHBxc1iYCAFAhgoODtX//fnP+9OnTatu2rRYtWqS5c+cqIyNDKSkpevjhh811zpw5ozNnzmj16tU6efKk7rrrLo0aNUrSxS/ivw4XKSkp5r8//vhjJScn69ChQ/rmm280YMCAKjjC6qPMQWTGjBmKjIxUv379nJYHBATo2LFjTsvy8vJUo0aNUstKMnXqVNntdnPKysoqaxMBAKgQ/fr1U05OjuLj43Xo0CHNnDlThYWFqlWrliTJbrdr06ZNmjx5snk3aFFRkfr166cPP/xQx48fl4uLi3lppnHjxvrpp5+Uk5OjX375RbNnzzbrOn36tKSLY0VWrFihGTNm3FR3mJZ5jMjHH3+sY8eOyc/PT9LFbqXFixeradOmTs+Yz8zMlMPhUEBAgCIjI/Xuu+9etqwkHh4exXpRAACoSj4+Plq5cqUee+wxzZo1SxEREVqyZInCwsJ0zz336NZbb1VoaKgeffRRTZkyRb/88ovq16+vDz/8UM8995weffRRhYWFae7cuZKkHj16KDo6Wu3atVOjRo00c+ZMDRw4UNLFAa7Lly9Xq1at1K5dO/Pqw7lz5+Tp6Wnly1AlbEYZY9ehQ4dUUFBgzj/11FOKiorSiBEj1Lp1a82ePVuxsbEaO3assrOztXz5chUUFKhRo0aXLSur3Nxc+fr6ym63O10SqjIMVgWAq3bu3Dnt379foaGhN8Uf1ZtNaee3rH+/y9wj0rhxY6f52rVrq27duqpbt64SExMVExOjuLg4FRYWKjk5+eLO3dxKLAMAALjq35r59YPJBg0apD179iglJUWdO3dWYGBgmcoAAMDNrcJ+9C4oKEhBQUHlLgMAADcvfvQOAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlKuyuGQAAymPvK09XaX3Nn/hbldZ3OUlJSUpKStKGDRusbkqZdO/eXSNGjNCIESMqrQ56RAAAqCIxMTH6/PPPy7VNZmambDZbJbXIevSIAABQRWrUqFHqD7/ejOgRAQDgMkaMGKEXX3xRH374oX73u9/pjTfekCRt3bpVt99+u3x9fXXvvffKbreb26xbt06hoaEKCgrS008/reDgYC1btswsT0pKUvfu3YvVNXv2bDVs2FA+Pj564IEH5HA4JEmenp4KDQ2VJNlsNtlsNm3ZskWSZBiG/v73v6tJkyZq2LChXn31VXN/l3pRjh07pvvvv18hISFm2YULF/T000+rYcOGatq0qRYvXmyW/e9//1Pfvn1Vu3ZtDRkyROfPn6+AV7J0BBEAAErw5Zdf6q233tKcOXM0aNAgnTp1Sn379lW/fv30448/Kj8/X08++aSki8HgwQcf1IwZM/TRRx/prbfe0rp169SjR49S69i5c6emTJmif/3rX/r+++/1888/mz+j8ssvvyg1NVWSlJOTo5ycHEVGRkqSPvzwQ82aNUuLFi3Sf/7zH02bNk0bN2502ve9996riIgILVy40FyWkJCgTz/9VKtXr9brr7+u2NhY7d+/X5L02GOPydXVVTt27FC7du20efPmCnkdS8OlGQAASrBv3z7t3r1bvr6+ki7+8Xd3d9dzzz0nm82mSZMm6cEHH5QkHTt2TIcPH9b999+vGjVqyNvbW8ePH9ctt9xSah2XfrXW4XAoJCRE3377rVnm6+tr/nKtn5+f03bvv/++Ro8erTvuuEOS1L9/fy1btkxdunQx17n77rv1zDPPFNsuLi5Obdu2Vdu2bdWxY0etWLFCY8aM0fLly7VlyxY1a9ZMzz33nN5+++2reNXKhx4RAABKEBsba4YQScrOztaxY8fk7+8vPz8//eEPf9CxY8d07tw51alTR35+ftq8ebP27t0ru92usLCwK9bRtGlTvfvuu5oyZYrq1KmjoUOH6vjx41fcLjs7W6+99pr8/Pzk5+enJUuW6ODBg07r/OlPf7rsdk899ZS53bZt23Tw4EEdO3ZMBQUFCg4OliS5uLioadOmV2zHtaJHBACAEtSqVctpvnHjxurUqZMWLVok6eLlGLvdLnd3dxUVFSkiIkJ33323CgoKlJCQUKZfnD906JDCw8O1bds25eTk6A9/+INmzJih119/XdLFQHCprl/fPdO4cWM9/PDDGjJkiKSLPSq/HQj72/Zf2m7GjBmKioqSJJ09e1Y+Pj6qW7euXF1ddfjwYdWrV0+GYSgrK6usL9VVo0cEAIAy6tevnw4cOKDvvvtOrq6uWrRokaKjo2UYhr7++mudPHlSKSkpOnjwoCZNmlSmfaanp6tv377atGmTzpw5I5vNpqKiIrO8YcOGqlWrlpYvX64DBw6Yg1UfeughLVy4UHl5ecrPz9fo0aP15ptvXrG+hx56SElJSbpw4YJOnDihe++9V0uWLJGbm5v69u2r6dOnKzMzUwkJCcrOzr66F6ocCCIAAJSRn5+fli1bppdfflktW7bUkiVLtGzZMrm5uem2227TsWPH1KVLF/MOmJdeeumK++zdu7fGjBmjP/zhD2rRooUMw9Czzz5rlru7u+vdd9/VuHHj1Lp1ay1dulSSNHz4cA0dOlT9+vVT586dFRoaWqb6nnnmGbVr10533XWXoqOj1a9fP40bN06S9Pbbb+vMmTNq3769vv32W3NgbGWyGYZhVHot1yA3N1e+vr6y2+3mgJ0qtW9l1ddZHTSLtroFAG4A586d0/79+xUaGmoOyrxRPffcczp06JD+8pe/qEaNGlq9erUmTJigEydOWN20SlPa+S3r32/GiAAAUAEGDRqk8ePHq0WLFiooKFCLFi2q5K6T6x1BBACAChAREWGO30DZMUYEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlCCIAAMAy3L4LALBGVT8wkgc1Vkv0iAAAUA10795dSUlJVjejyhFEAACAZQgiAABcxvbt23XHHXeodu3auvPOO/XTTz9JktLS0tSlSxf5+vrq7rvv1qFDhyRJGzZsUNOmTZ32YbPZlJmZaZYtW7ZMTZo0kb+/v1577TVJ0tixY2Wz2ZScnKyRI0fKZrNp7NixVXqsViKIAADwG7m5uYqOjtY999yjXbt2KSoqSsOHD9fp06fVu3dv9erVSzt27FBwcLAGDhyooqKiK+7zxIkTSkhI0BdffKHp06crLi5OZ8+e1T/+8Q/l5OTozjvv1JtvvqmcnBz94x//qIKjrB4YrAoAwG98/vnnCggI0NSpUyVJ06ZN02233ably5fL29tbL7zwgiTptddeU2BgoL777rsr7vP06dOaO3eu2rZtqxYtWujxxx/X0aNH1aRJE9WsWVNubm7y8vKSn59fZR5atUOPCAAAv3Ho0CGnyyz+/v4aOnSosrKyFBoaai738PBQo0aNlJWVVWwf+fn5TvP+/v5q3769JKlGjRqSJMMwKqH115erCiInTpzQN998o+PHj1d0ewAAsFxwcLD2799vzp8+fVpt27ZVSEiI0/Jz587p8OHDCgkJkc1mU2FhoVmWkpLitE8fH59S63Rxcbkpg0m5g8iiRYsUFham8ePHKyQkRIsWLZIkTZw4UTabzZzCwsLMbdLS0hQZGSl/f3/FxcXdlC80AOD60a9fP+Xk5Cg+Pl6HDh3SzJkzVVhYqH79+ikvL0/Tp0/XgQMH9Pjjj+uWW25RZGSkGjdurCNHjmjv3r06c+aMXnzxxXLVGRYWpjVr1ujIkSNas2aNU6i5kZUriJw6dUoTJ07U119/re3bt2vevHl65plnJEnbtm3TF198oZycHOXk5Gj79u2SJIfDoQEDBigiIkIpKSlKT0+/Ke+TBgBcP3x8fLRy5UotX75crVq10pYtW7RkyRJ5e3vryy+/1KpVq9SuXTsdPHhQn332mVxcXNS8eXM98cQT6tKli7p06aJp06aVq87nnntOBw4cUGhoqMaNG1emAbA3AptRju6JrKwsffXVVxo+fLgkaceOHerSpYtOnjypgIAAHT58WLVr13baZunSpRo1apQOHTokLy8vpaamavz48dq4cWOZ6szNzZWvr6/sdvsVu7UqRVU/+a+64AmEACrAuXPntH//foWGhsrT09Pq5qCClXZ+y/r3u1x3zQQHB5sh5MKFC5o9e7buvfde7dixQ4ZhqEOHDsrOzla3bt2UmJiokJAQpaamKioqSl5eXpKk8PBwpaenl1iHw+GQw+FwOhCgyhA8AaBKXdVg1dTUVNWvX1+rVq3SK6+8ooyMDLVp00YLFy5Uenq63N3dNWbMGEkXg8SvRxjbbDa5uroqJyfnsvueNWuWfH19zSk4OPhqmggAAK4DVxVEwsPDtXbtWrVp00YjR47U8OHDtWXLFkVGRio0NFRvvPGGVq1apdzcXLm5ucnDw8Npe09Pz2K3NV0ydepU2e12c7rcLVEAAODGcFUPNLPZbOrYsaOSkpLUpEkT5eTkyN/f3yz38/NTUVGRjhw5ooCAAKWlpTltn5eXZ95D/VseHh7FggsA4PrG3ZI3poo4r+XqEVm3bp3i4uLMeTe3iznmpZde0uLFi83lW7dulYuLi4KDgxUZGaktW7aYZZmZmXI4HAoICLjWtgMAqjl3d3dJxR/uhRvDpfN66TxfjXL1iLRs2VKDBg3SLbfcor59+2ratGnq3bu3OnbsqGeffVYNGjRQQUGBJk6cqBEjRsjLy0tdu3aV3W7XggULFBsbq4SEBPXs2VOurq5X3WgAwPXB1dVVfn5+Onr0qCTJy8tLNpvN4lbhWhmGofz8fB09elR+fn7X9De9XEGkUaNG+uSTTzRp0iQ99dRT6tOnjz744AMFBgYqIyNDAwcOlLe3twYPHqz4+PiLFbi5KTExUTExMYqLi1NhYaGSk5OvusEAgOtLgwYNJMkMI7hx+Pn5mef3apXrOSLXIjs7WykpKercubMCAwPLvB3PEbHIzXo7J+cbqDSFhYW6cOGC1c1ABXF3dy+1J6RSniNyLYKCghQUFFRV1QEAqhlXV1cuy6MYfn0XAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEAEAAJYhiAAAAMtU2Y/eAQBgKX5du1qiRwQAAFiGIAIAACxDEAEAAJYhiAAAAMsQRAAAgGUIIgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAliGIAAAAyxBEAACAZQgiAADAMgQRAABgGYIIAACwDEEEAABYhiACAAAsc1VB5MSJE/rmm290/Pjxim4PAAC4iZQ7iCxatEhhYWEaP368QkJCtGjRIklSWlqaIiMj5e/vr7i4OBmGYW5TWhkAALh5lSuInDp1ShMnTtTXX3+t7du3a968eXrmmWfkcDg0YMAARUREKCUlRenp6UpKSpKkUssAAMDNrVxBJC8vT6+88oratm0rSWrfvr1ycnK0YsUK2e12zZkzR82bN1d8fLzmz58vSaWWAQCAm5tbeVYODg7W8OHDJUkXLlzQ7Nmzde+99yo1NVVRUVHy8vKSJIWHhys9PV2SSi27HIfDIYfDYc7n5uaW74gAAMB146oGq6ampqp+/fpatWqVXnnlFeXm5io0NNQst9lscnV1VU5OTqlllzNr1iz5+vqaU3Bw8NU0EQAAXAeuKoiEh4dr7dq1atOmjUaOHCk3Nzd5eHg4rePp6an8/PxSyy5n6tSpstvt5pSVlXU1TQQAANeBqwoiNptNHTt2VFJSkj777DMFBATo2LFjTuvk5eWpRo0apZZdjoeHh3x8fJwmAABwYypXEFm3bp3i4uLMeTe3i0NMWrZsqS1btpjLMzMz5XA4FBAQoMjIyBLLAADAza1cQaRly5aaN2+eEhMTlZWVpSlTpqh3797q16+f7Ha7FixYIElKSEhQz5495erqqq5du5ZYBgAAbm7lCiKNGjXSJ598oldeeUVt2rRRfn6+PvjgA7m5uSkxMVFjx45V/fr19e9//1sJCQmSVGoZAAC4uZXr9l1J6tOnz2Vvvx00aJD27NmjlJQUde7cWYGBgWUqAwAAN69yB5HSBAUFKSgoqNxlAADg5sSv7wIAAMsQRAAAgGUIIgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAliGIAAAAyxBEAACAZQgiAADAMgQRAABgGYIIAACwDEEEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEAEAAJYhiAAAAMsQRAAAgGUIIgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAlilXEPnss8/UrFkzubm56fbbb1dGRoYkaeLEibLZbOYUFhZmbpOWlqbIyEj5+/srLi5OhmFU7BEAAIDrVpmDyN69ezVy5EglJCQoOztbTZo00SOPPCJJ2rZtm7744gvl5OQoJydH27dvlyQ5HA4NGDBAERERSklJUXp6upKSkirlQAAAwPWnzEEkIyND8fHxuv/++1W/fn2NGzdOKSkpKigoUFpamrp27So/Pz/5+fnJ29tbkrRixQrZ7XbNmTNHzZs3V3x8vObPn19pBwMAAK4vbmVdsX///k7zu3btUlhYmHbs2CHDMNShQwdlZ2erW7duSkxMVEhIiFJTUxUVFSUvLy9JUnh4uNLT00utx+FwyOFwmPO5ubnlOR4AAHAduarBqufPn9fs2bP12GOPKSMjQ23atNHChQuVnp4ud3d3jRkzRtLFEBEaGmpuZ7PZ5OrqqpycnBL3PWvWLPn6+ppTcHDw1TQRAABcB8rcI/Jr06ZNU+3atTV69Gi5u7tr+PDhZtkbb7yhZs2aKTc3V25ubvLw8HDa1tPTU/n5+fL397/svqdOnarJkyeb87m5uYQRAABuUOUOIqtXr9bbb7+tLVu2yN3dvVi5n5+fioqKdOTIEQUEBCgtLc2pPC8vTzVq1Chx/x4eHsXCCwAAuDGV69LMvn37NHz4cM2dO1etW7eWJE2ePFmLFy8219m6datcXFwUHBysyMhIbdmyxSzLzMyUw+FQQEBABTUfAABcz8rcI3L27Fn1799fgwYN0sCBA3X69GlJUvv27fXss8+qQYMGKigo0MSJEzVixAh5eXmpa9eustvtWrBggWJjY5WQkKCePXvK1dW10g4IAABcP8ocRL788ktlZGQoIyND77zzjrl8//792rlzpwYOHChvb28NHjxY8fHxF3fu5qbExETFxMQoLi5OhYWFSk5OrvijAAAA1yWbUQWPOs3OzlZKSoo6d+6swMDAcm2bm5srX19f2e12+fj4VFILS7FvZdXXWR00i7a6BdbgfAM3Lj7fVaqsf7+v6q6Z8goKClJQUFBVVAUAAK4j/OgdAACwDEEEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEAEAAJYhiAAAAMtUya/vAkC1xM/CA5ajRwQAAFiGIAIAACxDEAEAAJYhiAAAAMsQRAAAgGUIIgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAliGIAAAAyxBEAACAZQgiAADAMgQRAABgGYIIAACwDEEEAABYplxB5LPPPlOzZs3k5uam22+/XRkZGZKktLQ0RUZGyt/fX3FxcTIMw9ymtDIAAHBzK3MQ2bt3r0aOHKmEhARlZ2erSZMmeuSRR+RwODRgwABFREQoJSVF6enpSkpKkqRSywAAAMocRDIyMhQfH6/7779f9evX17hx45SSkqIVK1bIbrdrzpw5at68ueLj4zV//nxJKrUMAADArawr9u/f32l+165dCgsLU2pqqqKiouTl5SVJCg8PV3p6uiSVWgYAAFDmIPJr58+f1+zZszVp0iTt27dPoaGhZpnNZpOrq6tycnKUm5tbYpm/v/9l9+1wOORwOMz53Nzcq2lihdm7bJ2l9Vul+RPRVjcBAHATuKq7ZqZNm6batWtr9OjRcnNzk4eHh1O5p6en8vPzSy0ryaxZs+Tr62tOwcHBV9NEAABwHSh3EFm9erXefvttffzxx3J3d1dAQICOHTvmtE5eXp5q1KhRallJpk6dKrvdbk5ZWVnlbSIAALhOlCuI7Nu3T8OHD9fcuXPVunVrSVJkZKS2bNlirpOZmSmHw6GAgIBSy0ri4eEhHx8fpwkAANyYyhxEzp49q/79+2vQoEEaOHCgTp8+rdOnT+uuu+6S3W7XggULJEkJCQnq2bOnXF1d1bVr1xLLAAAAyjxY9csvv1RGRoYyMjL0zjvvmMv379+vxMRExcTEKC4uToWFhUpOTr64cze3EssAAADKHEQGDRpU4lNRmzZtqj179iglJUWdO3dWYGCg03YllQEAgJvbVd2+ezlBQUEKCgoqdxkAALh58aN3AADAMgQRAABgGYIIAACwDEEEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEAEAAJZxs7oBQHWyd9k6q5tgieZPRFvdBAA3KXpEAACAZQgiAADAMgQRAABgGYIIAACwDEEEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBleLIqAOCmwJOTqyd6RAAAgGUIIgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAlil3EDlx4oRCQ0OVmZlpLps4caJsNps5hYWFmWVpaWmKjIyUv7+/4uLiZBhGhTQcAABc/8oVRI4fP67+/fs7hRBJ2rZtm7744gvl5OQoJydH27dvlyQ5HA4NGDBAERERSklJUXp6upKSkiqq7QAA4DpXriAybNgwDRs2zGlZQUGB0tLS1LVrV/n5+cnPz0/e3t6SpBUrVshut2vOnDlq3ry54uPjNX/+/IprPQAAuK6VK4gkJibq8ccfd1q2Y8cOGYahDh06qGbNmoqOjtbBgwclSampqYqKipKXl5ckKTw8XOnp6aXW4XA4lJub6zQBAIAbU7mCSLNmzYoty8jIUJs2bbRw4UKlp6fL3d1dY8aMkSTl5uYqNDTUXNdms8nV1VU5OTkl1jFr1iz5+vqaU3BwcHmaCAAAriPXfNfM8OHDtWXLFkVGRio0NFRvvPGGVq1apdzcXLm5ucnDw8NpfU9PT+Xn55e4v6lTp8put5tTVlbWtTYRAABUUxX+67t+fn4qKirSkSNHFBAQoLS0NKfyvLw81ahRo8TtPTw8ioUXAABwY7rmHpHJkydr8eLF5vzWrVvl4uKi4OBgRUZGasuWLWZZZmamHA6HAgICrrVaAABwA7jmHpEOHTro2WefVYMGDVRQUKCJEydqxIgR8vLyUteuXWW327VgwQLFxsYqISFBPXv2lKura0W0HQAAXOeuOYjExsYqIyNDAwcOlLe3twYPHqz4+PiLO3dzU2JiomJiYhQXF6fCwkIlJydfc6MBAMCN4aqCyG+fjjpr1izNmjXrsusOGjRIe/bsUUpKijp37qzAwMCrqRIAANyAKnyw6uUEBQUpKCioKqoCAADXEX70DgAAWIYgAgAALEMQAQAAliGIAAAAyxBEAACAZQgiAADAMgQRAABgGYIIAACwDEEEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEAEAAJYhiAAAAMsQRAAAgGUIIgAAwDIEEQAAYBmCCAAAsAxBBAAAWMbN6gYAgFX2LltndRMs0fyJaKubAJjoEQEAAJYhiAAAAMsQRAAAgGUIIgAAwDIEEQAAYBmCCAAAsEy5g8iJEycUGhqqzMxMc1laWpoiIyPl7++vuLg4GYZRpjIAAHBzK1cQOX78uPr37+8UQhwOhwYMGKCIiAilpKQoPT1dSUlJVywDAAAoVxAZNmyYhg0b5rRsxYoVstvtmjNnjpo3b674+HjNnz//imUAAADlCiKJiYl6/PHHnZalpqYqKipKXl5ekqTw8HClp6dfsawkDodDubm5ThMAALgxlSuINGvWrNiy3NxchYaGmvM2m02urq7Kyckptawks2bNkq+vrzkFBweXp4kAAOA6cs13zbi5ucnDw8Npmaenp/Lz80stK8nUqVNlt9vNKSsr61qbCAAAqqlr/tG7gIAApaWlOS3Ly8tTjRo1Si0riYeHR7HwAgAAbkzX3CMSGRmpLVu2mPOZmZlyOBwKCAgotQwAAOCag0jXrl1lt9u1YMECSVJCQoJ69uwpV1fXUssAAACu+dKMm5ubEhMTFRMTo7i4OBUWFio5OfmKZQAAAFcVRH77dNRBgwZpz549SklJUefOnRUYGFimMgAAcHO75h6RS4KCghQUFFTuMgAAcPPiR+8AAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEAEAAJYhiAAAAMsQRAAAgGUIIgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAliGIAAAAyxBEAACAZQgiAADAMgQRAABgGYIIAACwDEEEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACxDEAEAAJYhiAAAAMtUWBCZOHGibDabOYWFhUmS0tLSFBkZKX9/f8XFxckwjIqqEgAAXOcqLIhs27ZNX3zxhXJycpSTk6Pt27fL4XBowIABioiIUEpKitLT05WUlFRRVQIAgOtchQSRgoICpaWlqWvXrvLz85Ofn5+8vb21YsUK2e12zZkzR82bN1d8fLzmz59fEVUCAIAbQIUEkR07dsgwDHXo0EE1a9ZUdHS0Dh48qNTUVEVFRcnLy0uSFB4ervT09FL35XA4lJub6zQBAIAbU4UEkYyMDLVp00YLFy5Uenq63N3dNWbMGOXm5io0NNRcz2azydXVVTk5OSXua9asWfL19TWn4ODgimgiAACohiokiAwfPlxbtmxRZGSkQkND9cYbb2jVqlUqKiqSh4eH07qenp7Kz88vcV9Tp06V3W43p6ysrIpoIgAAqIbcKmOnfn5+KioqUoMGDZSWluZUlpeXpxo1apS4rYeHR7HwAgAAbkwV0iMyefJkLV682JzfunWrXFxc1K5dO23ZssVcnpmZKYfDoYCAgIqoFgAAXOcqpEekQ4cOevbZZ9WgQQMVFBRo4sSJGjFihHr37i273a4FCxYoNjZWCQkJ6tmzp1xdXSuiWgAAcJ2rkCASGxurjIwMDRw4UN7e3ho8eLDi4+Pl5uamxMRExcTEKC4uToWFhUpOTq6IKgEAwA2gwsaIzJo1S7NmzSq2fNCgQdqzZ49SUlLUuXNnBQYGVlSVAADgOlcpg1V/KygoSEFBQVVRFQAAuI5USRC5nh39z1arm2CJ5k9Y3QIAwM2AX98FAACWIYgAAADLEEQAAIBlCCIAAMAyBBEAAGAZgggAALAMQQQAAFiGIAIAACzDA82AX+EBdgBQtegRAQAAliGIAAAAyxBEAACAZQgiAADAMgQRAABgGYIIAACwDEEEAABYhiACAAAsQxABAACWIYgAAADLEEQAAIBl+K0ZADctflsIsB49IgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAliGIAAAAyxBEAACAZXigGQDgpsAD7KonekQAAIBlqiSIpKWlKTIyUv7+/oqLi5NhGFVRLQAAqOYqPYg4HA4NGDBAERERSklJUXp6upKSkiq7WgAAcB2o9CCyYsUK2e12zZkzR82bN1d8fLzmz59f2dUCAIDrQKUPVk1NTVVUVJS8vLwkSeHh4UpPTy9xfYfDIYfDYc7b7XZJUm5ubuU2tARnCgosqddqVr3eVuN831w43zcXzrc19V5pOEalB5Hc3FyFhoaa8zabTa6ursrJyZG/v3+x9WfNmqXp06cXWx4cHFyp7cRv+Ppa3QJUJc73zYXzfXOx+Hzn5eXJt5Q2VHoQcXNzk4eHh9MyT09P5efnXzaITJ06VZMnTzbni4qKdPLkSdWpU0c2m62ym1tt5ObmKjg4WFlZWfLx8bG6OahknO+bC+f75nKznm/DMJSXl6dGjRqVul6lB5GAgAClpaU5LcvLy1ONGjUuu76Hh0ex4OLn51dZzav2fHx8bqo37s2O831z4XzfXG7G811aT8gllT5YNTIyUlu2bDHnMzMz5XA4FBAQUNlVAwCAaq7Sg0jXrl1lt9u1YMECSVJCQoJ69uwpV1fXyq4aAABUc1UyRiQxMVExMTGKi4tTYWGhkpOTK7va656Hh4deeOGFYpepcGPifN9cON83F8536WxGFT3mNDs7WykpKercubMCAwOrokoAAFDNVVkQAQAA+C1+9A4AAFiGIAIAACxDEAEAAJYhiADVzMGDB61uAiqZ3W5XXl6e1c1AFZowYYJOnjxpdTOqpUq/fRfA/7dr1y498sgjSklJUVhYmMaPH69HH33UfK7OmTNnFBoaqsLCQotbioqwePFiPf300zp16pTuu+8+/eMf/9CIESP02WefyWazqU+fPlqwYIHq1KljdVNRAS49L+tykpKS1KxZM9WtW1exsbFV2Krqjx4RoAqNGDFCjRo10ooVKzR+/Hi9/PLLioyM1K5du8x1uJHtxnDixAmNGjVKM2fO1Ndff62CggK1bNlSeXl5OnDggLKyshQYGKjx48db3VRUkIULF2rEiBFKSEjQhg0btH79enO6cOGCNm/erA0bNljdzGqH23ergbJ2xYeEhFRyS1DZ3N3ddfjwYfNZOhcuXNCzzz6rxMREvf322xowYIB8fHzoEbkBbN68WRMmTNC2bdskXTzXDRo00Lp169S+fXtJ0qFDh9S2bVudOnXKwpaiIn300Ud66qmndO+99+qvf/2rateuLUny9/dXamoq/49fBj0i1UD37t0VGhqq0NBQNW3a9LJTaGio1c1EBQgJCdFXX31lzru7u+tvf/ubPvnkEz3++ON68sknLWwdKtLvfvc77d+/XxkZGZIunuv169ebIUSSVq5cqaCgIKuaiEowfPhwpaen6+zZs2rbtq1WrlxpdZOqPwOWO378uHHHHXcYr732mtVNQSVbunSpERAQYMybN69Y2d69e41WrVoZLi4uFrQMlWHhwoVGYGCg8fHHHxcri4uLM3x8fIxVq1ZZ0DJUhXXr1hktWrQw/vjHPxre3t7GgQMHrG5StcSlmWrixIkTGjZsmN555x01bdrU6uagEu3bt08ZGRnq169fsbJz587pyy+/1MCBAy1oGSrDpTtkGjdu7LR8/fr1atmypRo2bGhRy1AVHA6HXnrpJS1cuFAbN25Uo0aNrG5StUMQAQAAlmGMCAAAsAxBBAAAWIYgAgAALEMQAVAtJCUlqXv37lY3A0AVI4gAqHJNmzblCZMAJBFEAACAhQgiAErUsmVLrVu3TkuXLpXNZtPp06cVFxenP/3pT9q6datuv/12+fr66t5775Xdbje3+89//qMWLVqoVq1a6tGjh7KzsyVJ0dHRstlsOnDggHr06CGbzaaEhASnOt955x3Vr19f9erV07///W9z+cqVK9WuXTv5+fnpkUcekcPhMMuaNm2qNWvW6M9//rMaNGig1NTUSn5lAFQUggiAEt16663avXu3du7cqTvvvFO7du3Snj17FBoaqr59+6pfv3768ccflZ+fbz6e/uTJk3rggQc0bdo0/fzzzwoICNDMmTMlSZ9++qlycnIUHBys5cuXKycnR5MmTTLr++mnn/Tpp59q48aNGjFihCZPnixJ2rt3rwYOHKhJkyZp27Zt2rZtm/7+9787tfW5557T4cOHtXDhQjVv3ryKXiEA14ogAqBEHTt21O7du7Vr1y7179/fDCK5ublyd3fXc889p5CQEE2aNEnLli2TJHl7e+vgwYMaMmSI9uzZo/Pnz2v37t2SpFq1asnPz08uLi6qXbu2/Pz85OHhYdZ3+vRpvf/++7rlllv0yCOPKCsrS9LFXzXt2LGjRo0apebNm2vs2LFmfZf4+voqKSlJPXr0MH9oDED152Z1AwBUXx07dlRycrLOnz+vRx55RCtWrFB2drY8PT117Ngx+fv7S5KKioqUl5enc+fOycXFRVOmTNGSJUvUunVr+fr6lvnXhFu1aqX69etLkmrUqGEuz87O1vfffy8/Pz9JUkFBQbGwMXHixAo4YgBVjSACoEQdO3ZURkaGQkND1aJFCz3++OMKCwtT48aN1alTJy1atEiSZBiG7Ha73N3d9cEHHyg5OVmHDh1S7dq19dZbb2nx4sVO+3VxcdHlfl3Cx8fnsu1o3Lix7rnnHs2ePVuSVFhYqPz8fKd1atWqVRGHDKCKcWkGQInq1KmjCxcuqG7dugoMDNTevXt16623ql+/fjpw4IC+++47ubq6atGiRYqOjpZhGDp9+rSki2NFVqxYoRkzZhQLHWFhYVq5cqWOHDmitWvXXrEdDzzwgL7++mvt2bNHkvTqq69q5MiRFX/AAKocQQRAqTp27KgWLVpIuhggbr31Vvn5+WnZsmV6+eWX1bJlSy1ZskTLli2Tm5ubYmNjdcstt6hVq1aaPn26xowZo507d+rcuXPmPmfPnq2VK1cqNDRU06dPv2IbmjVrpvfff1+TJ09WmzZtlJaWpoULF1baMQOoOvz6LgAAsAw9IgAAwDIEEQAAYBmCCAAAsAxBBAAAWIYgAgAALEMQAQAAliGIAAAAyxBEAACAZQgiAADAMgQRAABgGYIIAACwzP8Do2qr8Ohfqs0AAAAASUVORK5CYII=\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.bar(stacked=True, title='Mean Count by Weather of Casual VS Registered', color=['#c63d40', '#dc8f75', '#ffddb7'])"
+ ]
+ },
+ {
+ "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": [
+ "## 风速对租借情况影响"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "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": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": 27,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T16:56:22.687781Z",
+ "start_time": "2023-07-12T16:56:22.607318Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " datetime \n",
+ " season \n",
+ " holiday \n",
+ " workingday \n",
+ " weather \n",
+ " temp \n",
+ " atemp \n",
+ " humidity \n",
+ " windspeed \n",
+ " casual \n",
+ " registered \n",
+ " count \n",
+ " date \n",
+ " hour \n",
+ " year \n",
+ " month \n",
+ " weekday \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 5721 \n",
+ " 2012-03-08 17:00:00 \n",
+ " 1 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 25.42 \n",
+ " 31.06 \n",
+ " 38 \n",
+ " 43.9989 \n",
+ " 52 \n",
+ " 545 \n",
+ " 597 \n",
+ " 2012-03-08 \n",
+ " 17 \n",
+ " 2012 \n",
+ " 3 \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ " 15163 \n",
+ " 2012-03-08 17:00:00 \n",
+ " 1 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 25.42 \n",
+ " 31.06 \n",
+ " 38 \n",
+ " 43.9989 \n",
+ " 52 \n",
+ " 545 \n",
+ " 597 \n",
+ " 2012-03-08 \n",
+ " 17 \n",
+ " 2012 \n",
+ " 3 \n",
+ " 3 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " datetime season holiday workingday weather temp \\\n",
+ "5721 2012-03-08 17:00:00 1 0 1 1 25.42 \n",
+ "15163 2012-03-08 17:00:00 1 0 1 1 25.42 \n",
+ "\n",
+ " atemp humidity windspeed casual registered count date \\\n",
+ "5721 31.06 38 43.9989 52 545 597 2012-03-08 \n",
+ "15163 31.06 38 43.9989 52 545 597 2012-03-08 \n",
+ "\n",
+ " hour year month weekday \n",
+ "5721 17 2012 3 3 \n",
+ "15163 17 2012 3 3 "
+ ]
+ },
+ "execution_count": 27,
+ "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": [
+ "## 工作日与非工作日的租赁情况"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T17:00:08.729825Z",
+ "start_time": "2023-07-12T17:00:08.687875Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " year \n",
+ " season \n",
+ " casual \n",
+ " registered \n",
+ " count \n",
+ " temp \n",
+ " atemp \n",
+ " workingday \n",
+ " \n",
+ " \n",
+ " date \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2011-01-01 \n",
+ " 2011.0 \n",
+ " 1.0 \n",
+ " 600 \n",
+ " 1112 \n",
+ " 1712 \n",
+ " 16.728000 \n",
+ " 20.504000 \n",
+ " 0.0 \n",
+ " \n",
+ " \n",
+ " 2011-01-02 \n",
+ " 2011.0 \n",
+ " 1.0 \n",
+ " 262 \n",
+ " 1340 \n",
+ " 1602 \n",
+ " 14.902609 \n",
+ " 17.686957 \n",
+ " 0.0 \n",
+ " \n",
+ " \n",
+ " 2011-01-03 \n",
+ " 2011.0 \n",
+ " 1.0 \n",
+ " 224 \n",
+ " 2254 \n",
+ " 2478 \n",
+ " 8.043810 \n",
+ " 9.307857 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ " 2011-01-04 \n",
+ " 2011.0 \n",
+ " 1.0 \n",
+ " 216 \n",
+ " 2812 \n",
+ " 3028 \n",
+ " 8.162727 \n",
+ " 10.468409 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ " 2011-01-05 \n",
+ " 2011.0 \n",
+ " 1.0 \n",
+ " 162 \n",
+ " 2988 \n",
+ " 3150 \n",
+ " 9.410476 \n",
+ " 11.328571 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 2012-12-15 \n",
+ " 2012.0 \n",
+ " 4.0 \n",
+ " 1314 \n",
+ " 7486 \n",
+ " 8800 \n",
+ " 13.803333 \n",
+ " 17.171944 \n",
+ " 0.0 \n",
+ " \n",
+ " \n",
+ " 2012-12-16 \n",
+ " 2012.0 \n",
+ " 4.0 \n",
+ " 1002 \n",
+ " 5842 \n",
+ " 6844 \n",
+ " 14.987778 \n",
+ " 18.433889 \n",
+ " 0.0 \n",
+ " \n",
+ " \n",
+ " 2012-12-17 \n",
+ " 2012.0 \n",
+ " 4.0 \n",
+ " 320 \n",
+ " 7270 \n",
+ " 7590 \n",
+ " 16.297500 \n",
+ " 20.169687 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ " 2012-12-18 \n",
+ " 2012.0 \n",
+ " 4.0 \n",
+ " 836 \n",
+ " 8690 \n",
+ " 9526 \n",
+ " 17.033636 \n",
+ " 20.695000 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ " 2012-12-19 \n",
+ " 2012.0 \n",
+ " 4.0 \n",
+ " 654 \n",
+ " 9798 \n",
+ " 10452 \n",
+ " 13.690435 \n",
+ " 17.160217 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
456 rows × 8 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " year season casual registered count temp atemp \\\n",
+ "date \n",
+ "2011-01-01 2011.0 1.0 600 1112 1712 16.728000 20.504000 \n",
+ "2011-01-02 2011.0 1.0 262 1340 1602 14.902609 17.686957 \n",
+ "2011-01-03 2011.0 1.0 224 2254 2478 8.043810 9.307857 \n",
+ "2011-01-04 2011.0 1.0 216 2812 3028 8.162727 10.468409 \n",
+ "2011-01-05 2011.0 1.0 162 2988 3150 9.410476 11.328571 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "2012-12-15 2012.0 4.0 1314 7486 8800 13.803333 17.171944 \n",
+ "2012-12-16 2012.0 4.0 1002 5842 6844 14.987778 18.433889 \n",
+ "2012-12-17 2012.0 4.0 320 7270 7590 16.297500 20.169687 \n",
+ "2012-12-18 2012.0 4.0 836 8690 9526 17.033636 20.695000 \n",
+ "2012-12-19 2012.0 4.0 654 9798 10452 13.690435 17.160217 \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": 28,
+ "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": 29,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T17:00:10.612174Z",
+ "start_time": "2023-07-12T17:00:10.596732Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " casual \n",
+ " registered \n",
+ " \n",
+ " \n",
+ " workingday \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0.0 \n",
+ " 2533.875862 \n",
+ " 5518.786207 \n",
+ " \n",
+ " \n",
+ " 1.0 \n",
+ " 1008.379421 \n",
+ " 6598.983923 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " casual registered\n",
+ "workingday \n",
+ "0.0 2533.875862 5518.786207\n",
+ "1.0 1008.379421 6598.983923"
+ ]
+ },
+ "execution_count": 29,
+ "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": 30,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T17:00:34.658955Z",
+ "start_time": "2023-07-12T17:00:34.631233Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "casual 2533.875862\n",
+ "registered 5518.786207\n",
+ "Name: 0.0, dtype: float64"
+ ]
+ },
+ "execution_count": 30,
+ "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": 31,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T17:00:51.547819Z",
+ "start_time": "2023-07-12T17:00:51.361043Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\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": 32,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T17:04:25.321774Z",
+ "start_time": "2023-07-12T17:04:25.196439Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(-1.4299999136462045,\n",
+ " 1.4299999958879146,\n",
+ " -1.429999773579924,\n",
+ " 1.429999944895483)"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": 33,
+ "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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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "## 节假日的租赁情况"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T17:04:59.584227Z",
+ "start_time": "2023-07-12T17:04:59.568489Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " holiday \n",
+ " \n",
+ " \n",
+ " year \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2011.0 \n",
+ " 6.0 \n",
+ " \n",
+ " \n",
+ " 2012.0 \n",
+ " 7.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " holiday\n",
+ "year \n",
+ "2011.0 6.0\n",
+ "2012.0 7.0"
+ ]
+ },
+ "execution_count": 34,
+ "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": 35,
+ "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": [
+ "## 会员与非会员"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-12T17:05:26.869260Z",
+ "start_time": "2023-07-12T17:05:26.853616Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "casual 1493.460526\n",
+ "registered 6255.500000\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "number_pei=day_df[['casual','registered']].mean()\n",
+ "number_pei"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "# 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": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\3433389201.py:5: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['temp'],ax=axes[0,0])\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\3433389201.py:6: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['atemp'],ax=axes[0,1])\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\3433389201.py:7: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['humidity'],ax=axes[1,0])\n",
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\3433389201.py:8: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(train_df['windspeed'],ax=axes[1,1])\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "temp偏度为:0.012107252273405722\n",
+ "atemp偏度为:-0.10765897603231578\n",
+ "windspeed偏度为:1.0729003236396149\n",
+ "humidity偏度为:-0.04945680447983291\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": [
+ "# 相关性分析"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:50:10.141955Z",
+ "start_time": "2023-07-13T14:50:07.612540Z"
+ },
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\1233823885.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " train_df.corr()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " season \n",
+ " holiday \n",
+ " workingday \n",
+ " weather \n",
+ " temp \n",
+ " atemp \n",
+ " humidity \n",
+ " windspeed \n",
+ " casual \n",
+ " registered \n",
+ " count \n",
+ " hour \n",
+ " year \n",
+ " month \n",
+ " weekday \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " season \n",
+ " 1.000000 \n",
+ " 0.024396 \n",
+ " -0.007103 \n",
+ " 0.024483 \n",
+ " 0.271100 \n",
+ " 0.275540 \n",
+ " 0.183833 \n",
+ " -0.139014 \n",
+ " 0.103512 \n",
+ " 0.175240 \n",
+ " 0.174276 \n",
+ " -0.001748 \n",
+ " 0.000705 \n",
+ " 0.971540 \n",
+ " -0.006768 \n",
+ " \n",
+ " \n",
+ " holiday \n",
+ " 0.024396 \n",
+ " 1.000000 \n",
+ " -0.247721 \n",
+ " 0.002652 \n",
+ " -0.009762 \n",
+ " -0.014183 \n",
+ " -0.001586 \n",
+ " 0.015949 \n",
+ " 0.039075 \n",
+ " -0.010801 \n",
+ " 0.002781 \n",
+ " 0.012677 \n",
+ " 0.020698 \n",
+ " -0.001389 \n",
+ " -0.191544 \n",
+ " \n",
+ " \n",
+ " workingday \n",
+ " -0.007103 \n",
+ " -0.247721 \n",
+ " 1.000000 \n",
+ " 0.031246 \n",
+ " 0.024398 \n",
+ " 0.018320 \n",
+ " -0.010322 \n",
+ " 0.020115 \n",
+ " -0.332830 \n",
+ " 0.102702 \n",
+ " -0.014925 \n",
+ " -0.002056 \n",
+ " -0.010292 \n",
+ " 0.000680 \n",
+ " -0.708075 \n",
+ " \n",
+ " \n",
+ " weather \n",
+ " 0.024483 \n",
+ " 0.002652 \n",
+ " 0.031246 \n",
+ " 1.000000 \n",
+ " -0.053473 \n",
+ " -0.052331 \n",
+ " 0.425686 \n",
+ " -0.012575 \n",
+ " -0.141977 \n",
+ " -0.122289 \n",
+ " -0.142364 \n",
+ " -0.030434 \n",
+ " -0.023884 \n",
+ " 0.029014 \n",
+ " -0.049413 \n",
+ " \n",
+ " \n",
+ " temp \n",
+ " 0.271100 \n",
+ " -0.009762 \n",
+ " 0.024398 \n",
+ " -0.053473 \n",
+ " 1.000000 \n",
+ " 0.985347 \n",
+ " -0.033403 \n",
+ " -0.041024 \n",
+ " 0.463993 \n",
+ " 0.309155 \n",
+ " 0.391163 \n",
+ " 0.140662 \n",
+ " 0.034332 \n",
+ " 0.273201 \n",
+ " -0.036368 \n",
+ " \n",
+ " \n",
+ " atemp \n",
+ " 0.275540 \n",
+ " -0.014183 \n",
+ " 0.018320 \n",
+ " -0.052331 \n",
+ " 0.985347 \n",
+ " 1.000000 \n",
+ " -0.014852 \n",
+ " -0.070758 \n",
+ " 0.459380 \n",
+ " 0.306215 \n",
+ " 0.387383 \n",
+ " 0.137068 \n",
+ " 0.034204 \n",
+ " 0.277808 \n",
+ " -0.037627 \n",
+ " \n",
+ " \n",
+ " humidity \n",
+ " 0.183833 \n",
+ " -0.001586 \n",
+ " -0.010322 \n",
+ " 0.425686 \n",
+ " -0.033403 \n",
+ " -0.014852 \n",
+ " 1.000000 \n",
+ " -0.329689 \n",
+ " -0.323819 \n",
+ " -0.254786 \n",
+ " -0.304946 \n",
+ " -0.260098 \n",
+ " -0.069828 \n",
+ " 0.197782 \n",
+ " -0.025696 \n",
+ " \n",
+ " \n",
+ " windspeed \n",
+ " -0.139014 \n",
+ " 0.015949 \n",
+ " 0.020115 \n",
+ " -0.012575 \n",
+ " -0.041024 \n",
+ " -0.070758 \n",
+ " -0.329689 \n",
+ " 1.000000 \n",
+ " 0.085500 \n",
+ " 0.076224 \n",
+ " 0.087846 \n",
+ " 0.125532 \n",
+ " -0.037770 \n",
+ " -0.143697 \n",
+ " -0.029296 \n",
+ " \n",
+ " \n",
+ " casual \n",
+ " 0.103512 \n",
+ " 0.039075 \n",
+ " -0.332830 \n",
+ " -0.141977 \n",
+ " 0.463993 \n",
+ " 0.459380 \n",
+ " -0.323819 \n",
+ " 0.085500 \n",
+ " 1.000000 \n",
+ " 0.494926 \n",
+ " 0.702726 \n",
+ " 0.289008 \n",
+ " 0.131773 \n",
+ " 0.098969 \n",
+ " 0.260173 \n",
+ " \n",
+ " \n",
+ " registered \n",
+ " 0.175240 \n",
+ " -0.010801 \n",
+ " 0.102702 \n",
+ " -0.122289 \n",
+ " 0.309155 \n",
+ " 0.306215 \n",
+ " -0.254786 \n",
+ " 0.076224 \n",
+ " 0.494926 \n",
+ " 1.000000 \n",
+ " 0.966011 \n",
+ " 0.382722 \n",
+ " 0.243422 \n",
+ " 0.182565 \n",
+ " -0.073794 \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 0.174276 \n",
+ " 0.002781 \n",
+ " -0.014925 \n",
+ " -0.142364 \n",
+ " 0.391163 \n",
+ " 0.387383 \n",
+ " -0.304946 \n",
+ " 0.087846 \n",
+ " 0.702726 \n",
+ " 0.966011 \n",
+ " 1.000000 \n",
+ " 0.399341 \n",
+ " 0.238509 \n",
+ " 0.178922 \n",
+ " 0.016979 \n",
+ " \n",
+ " \n",
+ " hour \n",
+ " -0.001748 \n",
+ " 0.012677 \n",
+ " -0.002056 \n",
+ " -0.030434 \n",
+ " 0.140662 \n",
+ " 0.137068 \n",
+ " -0.260098 \n",
+ " 0.125532 \n",
+ " 0.289008 \n",
+ " 0.382722 \n",
+ " 0.399341 \n",
+ " 1.000000 \n",
+ " -0.009882 \n",
+ " -0.003336 \n",
+ " -0.002695 \n",
+ " \n",
+ " \n",
+ " year \n",
+ " 0.000705 \n",
+ " 0.020698 \n",
+ " -0.010292 \n",
+ " -0.023884 \n",
+ " 0.034332 \n",
+ " 0.034204 \n",
+ " -0.069828 \n",
+ " -0.037770 \n",
+ " 0.131773 \n",
+ " 0.243422 \n",
+ " 0.238509 \n",
+ " -0.009882 \n",
+ " 1.000000 \n",
+ " -0.000177 \n",
+ " -0.004339 \n",
+ " \n",
+ " \n",
+ " month \n",
+ " 0.971540 \n",
+ " -0.001389 \n",
+ " 0.000680 \n",
+ " 0.029014 \n",
+ " 0.273201 \n",
+ " 0.277808 \n",
+ " 0.197782 \n",
+ " -0.143697 \n",
+ " 0.098969 \n",
+ " 0.182565 \n",
+ " 0.178922 \n",
+ " -0.003336 \n",
+ " -0.000177 \n",
+ " 1.000000 \n",
+ " -0.000464 \n",
+ " \n",
+ " \n",
+ " weekday \n",
+ " -0.006768 \n",
+ " -0.191544 \n",
+ " -0.708075 \n",
+ " -0.049413 \n",
+ " -0.036368 \n",
+ " -0.037627 \n",
+ " -0.025696 \n",
+ " -0.029296 \n",
+ " 0.260173 \n",
+ " -0.073794 \n",
+ " 0.016979 \n",
+ " -0.002695 \n",
+ " -0.004339 \n",
+ " -0.000464 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " season holiday workingday weather temp atemp \\\n",
+ "season 1.000000 0.024396 -0.007103 0.024483 0.271100 0.275540 \n",
+ "holiday 0.024396 1.000000 -0.247721 0.002652 -0.009762 -0.014183 \n",
+ "workingday -0.007103 -0.247721 1.000000 0.031246 0.024398 0.018320 \n",
+ "weather 0.024483 0.002652 0.031246 1.000000 -0.053473 -0.052331 \n",
+ "temp 0.271100 -0.009762 0.024398 -0.053473 1.000000 0.985347 \n",
+ "atemp 0.275540 -0.014183 0.018320 -0.052331 0.985347 1.000000 \n",
+ "humidity 0.183833 -0.001586 -0.010322 0.425686 -0.033403 -0.014852 \n",
+ "windspeed -0.139014 0.015949 0.020115 -0.012575 -0.041024 -0.070758 \n",
+ "casual 0.103512 0.039075 -0.332830 -0.141977 0.463993 0.459380 \n",
+ "registered 0.175240 -0.010801 0.102702 -0.122289 0.309155 0.306215 \n",
+ "count 0.174276 0.002781 -0.014925 -0.142364 0.391163 0.387383 \n",
+ "hour -0.001748 0.012677 -0.002056 -0.030434 0.140662 0.137068 \n",
+ "year 0.000705 0.020698 -0.010292 -0.023884 0.034332 0.034204 \n",
+ "month 0.971540 -0.001389 0.000680 0.029014 0.273201 0.277808 \n",
+ "weekday -0.006768 -0.191544 -0.708075 -0.049413 -0.036368 -0.037627 \n",
+ "\n",
+ " humidity windspeed casual registered count hour \\\n",
+ "season 0.183833 -0.139014 0.103512 0.175240 0.174276 -0.001748 \n",
+ "holiday -0.001586 0.015949 0.039075 -0.010801 0.002781 0.012677 \n",
+ "workingday -0.010322 0.020115 -0.332830 0.102702 -0.014925 -0.002056 \n",
+ "weather 0.425686 -0.012575 -0.141977 -0.122289 -0.142364 -0.030434 \n",
+ "temp -0.033403 -0.041024 0.463993 0.309155 0.391163 0.140662 \n",
+ "atemp -0.014852 -0.070758 0.459380 0.306215 0.387383 0.137068 \n",
+ "humidity 1.000000 -0.329689 -0.323819 -0.254786 -0.304946 -0.260098 \n",
+ "windspeed -0.329689 1.000000 0.085500 0.076224 0.087846 0.125532 \n",
+ "casual -0.323819 0.085500 1.000000 0.494926 0.702726 0.289008 \n",
+ "registered -0.254786 0.076224 0.494926 1.000000 0.966011 0.382722 \n",
+ "count -0.304946 0.087846 0.702726 0.966011 1.000000 0.399341 \n",
+ "hour -0.260098 0.125532 0.289008 0.382722 0.399341 1.000000 \n",
+ "year -0.069828 -0.037770 0.131773 0.243422 0.238509 -0.009882 \n",
+ "month 0.197782 -0.143697 0.098969 0.182565 0.178922 -0.003336 \n",
+ "weekday -0.025696 -0.029296 0.260173 -0.073794 0.016979 -0.002695 \n",
+ "\n",
+ " year month weekday \n",
+ "season 0.000705 0.971540 -0.006768 \n",
+ "holiday 0.020698 -0.001389 -0.191544 \n",
+ "workingday -0.010292 0.000680 -0.708075 \n",
+ "weather -0.023884 0.029014 -0.049413 \n",
+ "temp 0.034332 0.273201 -0.036368 \n",
+ "atemp 0.034204 0.277808 -0.037627 \n",
+ "humidity -0.069828 0.197782 -0.025696 \n",
+ "windspeed -0.037770 -0.143697 -0.029296 \n",
+ "casual 0.131773 0.098969 0.260173 \n",
+ "registered 0.243422 0.182565 -0.073794 \n",
+ "count 0.238509 0.178922 0.016979 \n",
+ "hour -0.009882 -0.003336 -0.002695 \n",
+ "year 1.000000 -0.000177 -0.004339 \n",
+ "month -0.000177 1.000000 -0.000464 \n",
+ "weekday -0.004339 -0.000464 1.000000 "
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_df.corr()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-07-13T14:50:10.836669Z",
+ "start_time": "2023-07-13T14:50:08.360758Z"
+ },
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\1901660907.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " sns.heatmap(train_df.corr(), annot=True, cmap='RdBu')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'Heatmap on Correlation')"
+ ]
+ },
+ "execution_count": 40,
+ "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": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\17181\\AppData\\Local\\Temp\\ipykernel_5384\\4106144508.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " train_df.corr()['count'].sort_values(ascending=False)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "count 1.000000\n",
+ "registered 0.966011\n",
+ "casual 0.702726\n",
+ "hour 0.399341\n",
+ "temp 0.391163\n",
+ "atemp 0.387383\n",
+ "year 0.238509\n",
+ "month 0.178922\n",
+ "season 0.174276\n",
+ "windspeed 0.087846\n",
+ "weekday 0.016979\n",
+ "holiday 0.002781\n",
+ "workingday -0.014925\n",
+ "weather -0.142364\n",
+ "humidity -0.304946\n",
+ "Name: count, dtype: float64"
+ ]
+ },
+ "execution_count": 41,
+ "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": [
+ "# 模型"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 数据准备"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "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": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_df.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "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": 44,
+ "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": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test_df.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "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": 46,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# 因变量\n",
+ "y = train_df['count'].apply(lambda x: np.log1p(x)).values\n",
+ "y_casual = train_df['casual'].apply(lambda x: np.log1p(x)).values\n",
+ "y_registered = train_df['registered'].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": 47,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## 模型性能评估\n",
+ "def model_performance_evaluation(model_name, test, pred):\n",
+ " print(model_name,'| 均方误差: %.4f' % mean_squared_error(test, pred))\n",
+ " print(model_name, '| 决定系数: %.4f' % r2_score(test, pred))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 决策树模型"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "决策树模型 | 均方误差: 0.0449\n",
+ "决策树模型 | 决定系数: 0.9771\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "DT = DecisionTreeRegressor()\n",
+ "DT.fit(X_train, y_train)\n",
+ "y_pred = DT.predict(X_test)\n",
+ "\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)), y_pred, 'b', label=\"predict\")\n",
+ "plt.plot(range(len(y_test)), y_test, 'r', label=\"test\")\n",
+ "plt.legend(loc=\"upper right\")\n",
+ "\n",
+ "# 模型评估\n",
+ "model_performance_evaluation('决策树模型', y_test, y_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "注:在决策树模型中,多次对同一数据进行机器学习,最终预测结果可能会有所不同。"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 线性回归模型"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "线性回归模型 | 均方误差: 1.0110\n",
+ "线性回归模型 | 决定系数: 0.4849\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAysAAAH3CAYAAAC7NMAhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAACo00lEQVR4nO2dd7gVxfnHv+dyL5femwgKiIqiiFEEe4kFK0o0tkRFjR2Nhag/NbZEsGPDmog1WCIRG2pssUREI4iCBUFBQJEOApdy9/fH3nPvKVtmd2d2Z3a/n+e5z7lnz+7Mu9PfmXfeyVmWZYEQQgghhBBCNKMiaQEIIYQQQgghxAkqK4QQQgghhBAtobJCCCGEEEII0RIqK4QQQgghhBAtobJCCCGEEEII0RIqK4QQQgghhBAtobJCCCGEEEII0ZLKuCKqra3F/Pnz0bJlS+RyubiiJYQQQgghhGiGZVlYuXIlunbtiooK9/WT2JSV+fPno3v37nFFRwghhBBCCNGcuXPnolu3bq6/x6astGzZsl6gVq1axRUtIYQQQgghRDNWrFiB7t271+sIbsSmrORNv1q1akVlhRBCCCGEEOK7PYQb7AkhhBBCCCFaEkhZGTt2LHK5XNnf2LFjFYlHCCGEEEIIySqBlJUTTjgBS5curf+bO3cuOnTogL322kuVfIQQQgghhJCMEmjPSuPGjdG4ceP672PGjMHQoUPRq1cv6YIRQgghhBAShY0bN2L9+vVJi5FJqqqq0KhRo8jhhN5gv3btWtxxxx2YNGlSZCEIIYQQQgiRhWVZ+PHHH7Fs2bKkRck0bdq0QZcuXSKdsRhaWXnyyScxaNAg9OjRw/H3mpoa1NTU1H9fsWJF2KgIIYQQQggRJq+odOrUCc2aNeOB5DFjWRZWr16NhQsXAgA22WST0GGFVlbuu+8+XHvtta6/jxw50vN3QgghhBBCZLNx48Z6RaV9+/ZJi5NZmjZtCgBYuHAhOnXqFNokLJTr4pkzZ2LmzJnYf//9Xe+5/PLLsXz58vq/uXPnhhKQEEIIIYQQUfJ7VJo1a5awJCSfB1H2DYVaWXn66adx2GGHoaqqyvWe6upqVFdXhxaMEEIIIYSQsND0K3lk5EGolZWJEydi3333jRw5IYQQQgghhLgRWFlZs2YNJk2ahF133VWFPIQQQgghhBACIISy0rRpU9TU1KBPnz4q5CGEEEIIIYRI5u233y7z4ut0TTdCmYERQgghhBBCzGaPPfbAZ599Fvi5Hj164O2335YvkAOhXRcTQgghhBCiO5YFrF6dTNzNmgE67/OvrKxEq1atkhbDE66sEEIIIYSQ1LJ6NdCiRTJ/QZSksWPHYpdddsGQIUPQunVrDB48GAsWLAAAnHLKKbjmmmvw+OOPY+utt8bdd99d/9zkyZMxcOBAtG7dGkOHDsXy5cvrf3vooYfQrVs3dO3aFRMnTiyL080M7I033kC/fv3QsmVLHHzwwfjhhx8AAIMHD0Yul8P333+PfffdF7lcDqNGjRJ/yRBQWSGEEEIIIUQDJk+ejF133RVTpkxBdXU1zjrrrPrfXn31VYwZMwa33XYbjjzySADAsmXLcPDBB+PQQw/FtGnTsHr1alx88cUAgKlTp+K8887DPffcg1dffRVPP/20kAzfffcdjjjiCFx00UWYMWMG2rRpg/POOw8A8M9//hNLly5F9+7d8cILL2Dp0qW48MIL5SZCCTQDI4QQQgghqaVZM2DVquTiDkK3bt1w6aWXIpfL4ZprrsGAAQOwYcMGAMCsWbPw9ddfo3Xr1vX3v/jii6iqqsJVV12FXC6HCy+8EL///e8BAP/6179wwAEHYMiQIQCAESNG4MYbb/SV4cknn8Ree+2FU045BQBw8803Y8qUKQCA5s2bAwAqKirQokULtGnTJtgLhoDKiuY8+yzw/PPAAw8ATZsmLQ0hhBBCiFnkckDdGFt7unXrVn+Q4qabboqNGzdi8eLFAICTTjqpSFEBgHnz5uHnn39G27ZtAQC1tbVYuXIl1q5diwULFqB79+719/bq1UtIhh9++KHINKxbt27o1q1blNeKBM3ANOeYY4DHHwfuuitpSQghhBBCiErmzJmD2tra+v8rKyvRoUMHAA2rGoV069YNO++8M6ZMmYIpU6Zg6tSp+PTTT1FVVYVOnTph/vz5RWGL0L17d8yePbv++9dff40dd9yxXi7AXlmxLCvUOwaFyooh/PRT0hIQQgghhBCVzJ8/HyNHjsTs2bNx3XXXYciQIWjUqJHr/Yceeii+//57fPTRR2jUqBHGjRuHwYMHw7IsDBkyBK+++ipefvllfPHFF7j55puFZDj++OPx7rvvYuzYsZg7dy7+8pe/oFOnTqioaFAbevfujYkTJ2LBggV44403Ir+3F1RWCCGEEEII0YBBgwbh008/Rf/+/bFu3boir19OtGnTBhMmTMCtt96KPn36YPz48ZgwYQIqKyux00474bbbbsMf/vAHHHLIITj44IOFZOjRoweef/553Hbbbejbty+WLVuGhx9+uOieW265BRMnTkTPnj1x7bXXhn5fEXJWTGs4K1asQOvWrbF8+XLt/TnrRN4390UXAbfemqwshBBCCCG6s3btWsyePRs9e/ZEkyZNkhZHmLFjx2Ls2LGxHbYYB155IaobcGWFEEIIIYQQoiVUVgghhBBCCEmYU045JVWrKrKgskIIIYQQQgjREiorhBBCCCFEa+bNA9atS1oKkgRUVgghhBBCiLZMmQJ06wbsvHPSkpAkoLJCCCGEEEK05Ykn7M9p05KVgyQDlRVDiOmQ0MyweHHSEhCSHjZuBJYuTVoKQgghaYTKCskcd94JdOgA3HZb0pIQojcXXABcf73/ffvuC7RrB3zzjXqZCCHZI3/mHMkmVFYMgRVVHhdcYH9efHGychASlJ9/thWDxx9XH9fXX9uK/Z//7H/vu+/an0Hleu894JhjgLlzg8uXNSwLOOUU4MILk5aEEKKaffbZB2PHjpUWXi6Xw3fffSctvLipTFoAQuLkp5+SloCQ8Fx5JfD22/bf736nNq41a4I/E9Rcdc897c/Fi4E33wweX5b45hvgkUfs/2+9FajgVCMhJCOwuTME7lmJzqxZQJcuSUshgY0bgVdeAZYsSVoSIsq6dcDJJzfsEg1JWveFzJ6dtASKmT4d+OSTSEHU1DT8z5X2mPnlF+DEE4HnnktaEhIWy7LzMYm/AAO4s846C7lcDu+88w6GDRuGXC6Hs846CwAwefJkDBw4EK1bt8bQoUOxfPny+ucef/xx9OjRA82bN8fBBx+MxXUbc/v06YNcXYPRs2dP5HI5jBs3TmLCxgOVFZIZXnghaQkkMXo0cMghQPv2QP/+wPffJy2RrUARd/7+d+DRRyMvh6gcpFoWsGpV9DC046STgKOPDi7ciy8CX34pR4a+fW2fqxE8e2iZtgbz4ou2SaVQ83nzzcCTTwK/+Y1yuYgiVq8GWrRI5m/1amExb7/9dixduhS777477rnnHixduhS33347li1bhoMPPhiHHnoopk2bhtWrV+PiOlv2VatWYdiwYRg1ahSmT5+OyspK3HLLLQBsBWdp3SzX1KlTsXTpUvzGwHJMZcUQMj2TNnkyMHx45JWE1KRh4azI1KkNm3CSYvlye8nq+OOTlUNnFi5MWgJfTjkFaNkS+N//xO7/9FOgVy/gH/8o+aFwCSBpVq8GHnsM+Oc/gTlzxJ97/33g8MOBbbaRK8/8+VKCoeISncMPt80pTz9d4OYFC1SL48/GjcCGDUlL4c3s2cAeewDPPy89aKP77wAVtmnTpmjTpg0qKyvRrFkztGnTBk2bNsWLL76IqqoqXHXVVdhss81w4YUXYsKECQCARo0aoaqqCjU1NejUqRMmTJiAv/71rwCAli1bok2bNgCAVq1aoU2bNqiqqpL+iqqhsiLCvHnASy95FzjLUjrDnenOaZddgLvvBi65JFIwRjd2hZS+yC+/2J/Lltm7oWXNBovyj38AixYVK1F+LF0KDBkCPPusOrl04uqrpQSjsgw/+qj9edNNYvcfe6w9NjnhhIZrAz6+F2jSRB9zmcKG86STgLrZRl9ENbagMkTYaOLYByxcaI+2J00KHW7WWbQo5gjDdOaWBWy7LdCjh94Ky2mn2Yr+kUcmLUk5zZrZS8cK/9YvXYWfZ6/CxuUF15cvtxtKl/Hh8uXAypX+4s+bNw8///wz2rZtizZt2uCYY47Bzz//jLVr16Jp06Z45pln8MADD6Bjx44YPHgwZs2aJTkBk4XKigjduwOHHQY8/bT7PWecYTckf/tbbGKlgmXLxFdMIg7CU6us5Du/4cNtP7OyZ4P9CNP5XnMNMGGC7QqKCKNTGV67tvzaERPPsf/RMV//8x9gxIj4462tbfg/QgY6VrNzzrH7nEGDQodbxocfNmiuJDivvQYcdJDz4HTVKqB3b3u8EISaGts937x5epj9ulFq5rhoEbDTTsBddyUjTyG5HNC8uZq/6mqguhrfzG+O7xfZf/W/rV9v59/PP5eJtG6d7Tjjq6/Kxa2oqIBVUOm7deuGnXfeGVOmTMGUKVMwdepUfPrpp6iqqsLixYvRtm1bvP/++/jpp5/QqVMnXFjiNjCXyxWFZxpUVkTIZ/C//+1+z0MP2Z9XXaVEBJ0GKdKorQXatrX3XjiNfEr573/FDn1wIdY0/PRT4IADgI8/Vh9Xvnx++KH6uLziD4JDw038CVWGN2wArr3WHqynkUWLbDOv9evLf3NJsE8/BX74wSNMmY1FYf2QpKzU/z9jRujwXNl1V9sZxPvvyw9bQ4SyJEgbd9BBwGuvofaUYeW/jRtne3p58EHx8IDiFTmT9gdef729Snn++VKDnTBBI2sTywKmTAGmTMGa1fbERJEjFA9BnZqsPL1798a///1vLFiwAP/+978xeO+98f3Mmfjo5ZfRqFEjjBs3DoMHD4ZlWVi0aBF+/etfY+LEiVixYgUqKipQWzhJUhfeSy+9hHnz5uE/BvYFVFZCct119l67kvKgDG0qZp7vvwd23DH4DNyXXwKnngp8+22xbXudTfDo0baJuSt//nMw2/MCYlVW9t7bVm532y2+OCW+4Lp1wMEHi5sEBUaGrDNnAu+8Ez2cJHniicheoopw2i/y8MP2Stbee8uLB3YWdsaPuB5XYjMkONu7xx72Bvo6G20/Zs4EfvUre8HcFRnl8513bNt9lSsrKvn665gjTBffvD2/fO4ybCYWlpukzMBGjAB+/etg8QfYWO5HYRIMGQI89VTwMJYvF5sXDURB/a6Ch/aRZ+1au2752H5dddVV+P7779GzZ0+cffbZaPXDD5hw6624dcwY9OnTB+PHj8eECRNQWVmJrbfeGrfeeivOPvts9OrVC1999RVuKum877vvPowePRq9e/fG/fffH+pVk4TKSkiuvto2y3799ZIftNMqFHH++fZswsknB3tu993twdPgwWVpNWuWfeDZSSf5hBHmAAjIV1buvx848ECXNid/0WvqJAjr1tmK4dy5ji9y113AjxLPkHniCWDiRODSSwVuDlPmZWTGllsC++wDfP559LCSIH9Yys47A3AeAyxbVlyEPJPtjjvs/SKvvFJ83cnGQAK5HPAsjsaV+Cvewr7lP8bA5Zej4f28zHQLKNMNgzjuWLHCVoq++cb/3n32sW33CydXZO9ZIWqZM8dud0MpCBb+8hfpEiW3snLLLfZhSBMnJhN/CW+8Eez+lSvtapt4dzFrlt2O+LTL3bt3x3vvvYe1a9fim2++QVVlJQb07YtJY8fil19+wUcffYRddtml/v5zzjkHs2fPxpo1a/Dhhx+ib9++ReHtt99+mDlzJtasWYMnIrrQTwIqKxEp09LdepSNG+0BpynkHQa88AJwww3l7yWyI8yJ/MBg5szi67kcClyGK0H2+Omss2xldfRoueE6cuONtmLYt6/ji5x/PrB8hbwXzO/ZFyLMKErmiXZTp8oLK06++KL+3wsusM2bv/224ecff7StJLfbruGaZxn+4x/tT19tPzhOWZzLAXvANhXqBYGDUn75xTZVlLgcPWpUwZcwA8pbbrHNUO++W+z+P/7RPplz++3F4yj0ACZ7ZSVJDaa21jbNLZk8qq2Nz+JAOb172+3uww8HfjQHiXlTmM8yV1bmzwf22882o3RhyZISJ3ayJuAcWLZMfDEmaBcSqE+ro6YmaFl2qN+lAxuTxoEaQWUlCPl9KV64dR7bbgt06BDaraf0icpFi+wG2O1ghUsvtR0GHHEEcMUVao6XLkmrwnf07YNnzrRnOANoONLScO5c4OyzsQ2mA7AnSZSTn81yUhLrEstyaihDImUM9PHHth2ZU+eayk1Y4bnzTrsPGzmy4dqrr9qfhdY4QsnWpEnxd0UD2sBZuP/+9n6IBx5QIk+ocpbfcD98uNhzeVvvIO24pPR33LOSJDffbJu5HnVU/SXLsq2Dt9/eMIVl/XrnmW7ZA3MZGSdzZeWCC4C33rLNKF1o3x7YdNOCC17v4Ob8RYCVK+3JmXbtxO5X3YWsWgVMm2af54p16+wxk0+hdnzbtJ7kGzNUViJSVhcXLgT69QN+KrHJydsoTp8uJZ4FC0JbQ9kcdJC9d+Tcc51/v/nm4u+SzgfwonCmxLeN69fPnuHMzyYLEKhxu/tud1/xRx8N3HcfPsIuwcMNS2EkEToEJbjFP2CArfQ6DU6prDi6TJWSlU2bNvyvxEjbJnAW5h1AiEz6hMFJWZFdN8KEVzi4VGkG9sUX9qTYM8+EjiMQ+dWovFYNe2b8s8/sbq60C9SVXA62t88+feyDH2WFK3NlpZCg9k9eqHR0EvAU5rx5lts8QNxdRt4IZO1a2I4svvvOeRykYDKClENlRQXTptkbWhUxdy7QtSuw1VY+N37/vbvLm/w5Ak8/jenT7QmWH3/0COvKK20FYeZMZVNmhY2RVxS/rLIaNLWxY4VNOIQbuylT7JlWN1/xdWnXAiHWlWUQQ6sdqOH0Kw+ffVZ+TSdlZckS4LLLQk8khOWL6eVp4Jfursk2u8AMK6+sLFsGtGkDjBkTSC4nGQJ3pF75q6pXlmkeI7N8xrXB/oQT7EHVb38rFNbf/hbuOJlUDqpee83+FDUHTJLLLktaAjH+9CelwcfaheRX2AosOSzLrS5Y6GD9HG02efFie/yWysoWDioreRYssEf/ooeG+SEymzlmDHDxxYELZN4BkqfrzdWrbTOu7t19l43797fNUH7/e4+b5syxlbAtt7TdoMmoRCUuPfOTjtVYi4pDD7Y3DDuw084lF0pNOFwQbtx0OK24FAHhy8zA/vY3YIstQm2wDpS9SW2wl8XZZ9t7gko2JKomtGLiROEKY3W1/an4oMDQWaiqA3Zq52SXszCyS1JWfMUIsI/wpZfssyR32ilYvOPGAV26AB98EOw5Y5C4l85xZSVs/quqM7LCramxPVfEOLj2TMoNG+plKXXhG4m6MDdssOc0nc5dbI/F2BzfF+1JrEfUbH32bHvVK4jzD42RkQeVEuQwky++sP3fXX21PUq/5hrbVcSIEYFOSo/U9+RNsI4+2rblLmTevLrAu5Y91rlzw/9r1hRbfdRTuEyybp3LTTb5SQPhI0H+9S/b041Mcrn6tDwNf0PFaxOB1ybaSz4lhN2bIW3cUhKQLuPusnQ5/XT784wzArv4ldrnuO3O1oWPPmr4/6KL7E1IqkyVfAitwBROjlRq0KybvrLiRoLKim/UAWSbNi2cDMcfb38ecQSwqIl3fEZOCktslxyVFSMTpQSndxg6FHj55eJritt41+CXLQN69EDjAw5AxV/+gvnz56Njx45Yv74x8hvgReaSC5uT+ttra4G1a7FkiT03snQpsLZzw40W1qIxljfcXxrRN98UKcQ1NQ2/r13r8E5r1jgLq8i0VzaWZWHdunX4+eefUVFRgcaNG4cOS4NeLSFOOsl2vXPSSbayEtJDg5S2p3QDVk0N0K0bAKAKNViP4gxu1qz4Vkc9RNJBZEKcfLLtNSXogZguG+xbwGXTf/4+VbbAIZGevJ99Zq8qXXON82EQQfesLFsmSzJn/OJXraxEDatQvttvtz//7/+AXr28nxs/3vadO26cvTwpEn4hDnKHUlY2bGgwYxEJRBKx6purVgG33Wav6rqtgMnceKzhoZC1Gy2cgCfxCXYC0Mc7HsW4JbVOcxChkOml0DBWr7aNPY44QsDEvJRSRUUBpWXLtaw98wywfDkqnn0WPZ94AgsWLMD8+fOxYkXDUKvQataNJUsaFitno26DYVUVUFWFVatsSy0AmP3tuvoNiAvRBOuwHCuQf3B2+ebEXK6+rtZUzq7/efbsgnfKX9y4sUGIwnBEXkAjmjVrhs022wwVEepXdpUViYcVRaZ0RrBgcNkSK7EE7YOHGbaDXLcOCKr95g+GDKqslKC6n5AWvuoe+Ve/shupL75wPpU+aPyffWY3eC1bCj8i1QxMtbISdZDm9LyIF6ChQ+3Po44K3nm89x46zZkc7Bm4JJvbAV8S01hqFobJryuusG1Vr77a/fkNG4C//MX2J/7qq+Ve0er4wx8Cxj18uG0//vzzia6stHtnPJ7A7wAA63WYsAmhbGtPmE7iyy+B1q2BTTYpuhzLpFptrb0y3K9f8SxmIZ99ZsvWsaNnUFdfbVvBjxjhk4/5fP/+e1sxOOMM93sVFgjXqlQQZ+PGjbHZZpthw4YNeOihjbjxRvv6l18W3PvZZ1jYujfadG1eNPR54gng8cfr7sfB9j89ewKvvIJ//tNuktphMT7A7vXP/B7v4mw8iRPxZENEBx9cLF/z5vV+lD97+kucdZZ9+fPPCxbF889ccYXt/OGf/yzeovDll/aGs+uvt/cTB7XnjJFGjRqhsrISuYj9UXaVFZ1aVY+B0d54B+MxNHgfJ6qsFPzWf8PHQPUAu4IkgKOYkVyeCYQf6UZF5Kctp0xpuBZmz0ohkybZrmMFUV490jSDWei7+o477A7tiCPs76tWlS99LlkC7LkntnUIKtQcQ+kpZ7qvrISRT2T/zYYNDRMmjz7qOohy29qxcCHQqVPdl8KXy2+6/vjjcM5FJCkrzb9ssNOtT0I/f8bjx9ubTErNjAF0wk84H3cCs07zX0V0IuE+dMUKoFWr6OEUZcnbb9vmCvl9X34sW2avqtbU2BOgBXVd2Tkrhdx1l71fbdAge6Jx991tpT7P558DO+zgHkbBtffec/75ItyKCtSWPzNggL2vorCfKiRGM7Dp04EWLYDNNnO6L4eqqiqsWVOF77+3r9XPYzz8MHDqqViM/hi8zadFPlaWL0fD/Sh4sEkTrFtn/7YNPmv4DcA8VGItlhff/33D7wDsScP6RqhJ/c/V1fbCDYCGZ9asAU47rfyg3yZN7LwG7GMNdBrPKiJFI4aIxDVAdYrHw9b6OfwGgHOf1Ak/ofLFfzmbsIUY9fxlzcX2P3/9q9D9UinYs1LE1VfHLoouWBtrcfvtDtlbklCrf7HzulBZOfHEkmcCKgcibd+KFfbh6//+t+Eb7B1Yu9Z2rCREXrn8+GN74DBkiP197ly7Y9pvv+L7PRw4hDIDK81bHZQV2XtWRJ4ptE3K23QHiKtzZx9LsoJNu4GQtWelwmdusVS2L7+0V/92283x9idxAq7ADQ2DniCyiFs2KuGpp4BerRfh+msUnOZ+663i9/78c4Ov3aiOWWpq7GWNt94Sf+a+++zPDz+0Z9rvuqvBMmPjxkCHl1ZvLLc2sd7/ALfiEtwMB89eebfHXq6UQxaIgw/299CcD3rhQtsydPPN635wUcqarnJw03zqqQCAHTGlrL23LGAPvIuT8EjRRcuqf6xcJlj+e2oL5BNqTkoVlaDMnVuuMBlIdpWV0lISl2Ya1uTEgWnYHi1+f5Stkp98csMPb7wBbL11SAEFke0NDA2NT1FlL/DhHxXhdjPgu5WFu3BhoOfdqN2wERddVNd3epyz4jRTXHZcQMiVjDE4215mduCee4Apn2zAa6/4DBhUm4Ep2Fg9dKh9ZEXhVpAiCr26LF9u17nSwcoTT9if+YME8wgeKFixoXwSwjHZYjh3x5r7gzyX5aqUlcJyEDCO2ro2J+jWxaVLBQ6FjZpuGzYAGzeitlRZWbu2wJ7FAR/TxL1QVy49fdbLZdGicCeJl3LHaZ9hETpit2sPLP5h2bLop/Q6eXFyw6OcBV5Zuftu29Rnv/3Ei69Tg5Df5/j22/7PF0T05uQWyKG4rFrz5jk/Nzm4CWsQJk70NwTI5QB8/DFWX3cLGsGn7h93HM6+uhN+jX/XXypcgCpi9GjguOOQq92Id7EXHsEpRWGrcrLomOeWVbDcEoB16+x6vWGDvdzUo4dUK5UkoLIShuHDMRrlXqpCE3CwlW+fOqFgpiC/bwQor+W6LhG6uC52vSd/a8jldRnj42++AdaV6JZF4c6eXeyuLQKN6joO/8ZRID1CrKxsia9xNu5zXWlbv3YjvsLWuAmX+gd2ww3ANts0bBKUqayccoq/AmBZ9gGVf/+7828l9J71Ku7HGXhmrMvIqvQsC6ee1a3eeYyI6x+ZORMnnNbEVhYLEFJWIpKXIR/sMXgalT27285IYG8svfHGWM6Jtdm4UWxwJJgOf8Op6ITiEwtrS7tCp7AKNsYCtq7Qrp29XcFTH4kyM7phg+28pF8/WI0a1V+2LAA33VR8b2l5c0uPUaNw5JPHoBECrkqsX18/mBVJ6lJxli61t020bRssWieGrbP3af0abzZcrKmxA2/dOpqzhSD1SaZb3Jkz6/8dMKDuFZYtA667rug3X1bVOagR0bwLMqkCFhqjbBnf+blddqn/d8VKOe2PX7I7brAfMAA97hmBD7AbDscE94effhoAcClurL/k4GjU5sILgaeewg6z/1X+m2V5jvlzsPzHJ0FXVkRNEgvZeWd7n1Khp0unU4gNIrvKSimiDdTPPwN3340LcCfaYGlwPcApHplebCIQ1iWwLByzQKKiFWnPysaNwIYNOOkkoNZq+L0r5mHHaY82dAwvvhhdUD+ZymbS8x8eL+iirIwda/c7pQNPywKaYk3xhRLarPoBW8DB0XwplmXvg/ryS2DUKPuabHsRv9PtPvjAHtyddpqzfCXciQtwBh7EYZ+Pcg7PdcmlALeBjIiyctNNyFmWrSwGpVTbCEk+mKtwvf1P3UrRSSfZ59IFONbDOWBRHn44eLgecZyKh/EginfZ55WV+iRzSrtHHilyGVo46ey5OP7gg0JyOfL99/bf9OnIlfYThQMRJ9zy//LLsc3nz6IiyKRPTQ3QpUudJ7Jw5KuokCHBqFGeZ55Vw2FyonBlMy7XrjJXVgr45BNg6lQA55xjm0K7eRsMUscFTgAtldmxTyl551VuK2Ulyr1sCl99F0zGBAyRGn71egevpD7vEzTPhZosF0chnuR9k48bJxCBGWRXWQmbcQVr2BUIMauybp29k62wxS5tvRMqVLq5BHYj9nNWamtts7revbF0UfGAYRq2xzEvnmyvHADxbBx3eZHCdPkbSoxqXeQaNsyetB4xoiQsq6R8Ow28C2Z6hclPS0UZSC9ZAjz2WPE1vzqT9zMZkPar54R6DkC0lRWX/HJKtpdfLbl3yhS7PAqamwXFbaFgS3zd8EXmnpWAZwQVxeES13YodkpQtrLixH33hS5HZViW7R77b38TfqS2oqS+eZkyz5/fcM6SDD79FFiyBDtiivAjwq5mS1m0yHYJPmKEq81Y+QoAQnqncLhV0spK1P40l0ODCamMCc2ddvI9ILhcWfEn6iTn6tW2pbHXOW/fflve5Dtlk8yFLj+HBED5uwvtWXHrv93MwML0symEykpQStzzvv66gIlsYVxnngnsuae91JhHls19GLsMXTY653KwNtbiVRzoa1YUuxnY0qV2a/n992i/cWFRY9QOS+1/Jk6MGEkdDmXBsvzCLd9gfypKZqM9lKgcaustB4oe8VFWrNLBkwj59/NJJy8nMzjyyHqTpAZhfMqERy9meTwbqCMufSe3OD2UiHpRXNInf3kAPgL++18sWgR8/U3JvRs22CtZQTYKS+BrhN8n12vD19L2eolQOtjNKys/5a3DRLzvRRmLTpoEjBzpr1AUyFG2wd5LWTnlFOCHHyIImCCF9cOlb5SprJQR5FnB1TzAnpP89+vihSaX8w8z8HsKn/xcH0H4OEUd+/zFtjQePrz8t7xu1bu3vU/cL/iNGyy1k70KV1YCIWvSxCCorOQpKPkrVtgTGo5jjfHjG4JADvfeCxx0kMN9bhU1PwK7556Ga6UNssOzQhs/N91U4KYS6tKhNZZh943/8bm5/LlIFIbxq1+h2Rsv4EC8Lj+eOvzaTssC5swBli13v9G1McorA2E7ydpae7k/jGMEkSRykev/8FcsRntssvLrousiKyu5SkFlpTAP8zOEPitQnToBO+5oT+jWs3o1MGsW8O67YvHmee89+ywUF2Rs+HUkihlYSfoUWnZVYR0+wkBgt91grVjprlC5anvREKqSHvVg2bLiALpjDt74YWtpe70A+ApZOtjNp2GPHhFNu2+6CTjvPP9EWrIkcNCFKyuWBU9lZdkHATaJh8XnHUM33QIPVjkpK4X1LcAKd6T5pQBmYPfcAzzzbEBBoigrITYWhTEDi8K6dbbO7sagQe6/Oa6srN/oKV+QySc3s3QV87uVWI/KYb8TN3nt0EHsPl0moyVAZQWwB1AF3/faC9h7b+CBB7yDyFdsp3P7AlGqrDhUtkLdxpOffvK/x4GHMSzUc9JYuBAd/ny2/31u/OzglrAEv3p71VW2+8Njj3O/x7UdzAce1gxs/Hh7I+Ws8j0gZSsrZS8i0Hm4yPVXXIm2WIZh04vtwMqUlSiODgqfFVxZyVPk0GbbbYEttvCNY/bskv3YHooK4Lf3IkJj71ZYREw6StKnMKjCvUQVK5a5d8CSBhWyzUNLF4AHwGfzfIgO9+mnLBx9tHsSuK2sAPZ+gdBceqndWLvtD3AQ6Mknfa1z7EdzPpMDBWGv+iVgmi1cGNorZSGBxs6TJ/t7eyx8aOFC2xZozRpUW/JMHCNVkwB2R0HLlWex/+ILYI89ys9YikipaXuktBGot2PGeP9ecD52PW2xBNVY67yyUiPPM6SrWZYHYdvKk/AoKsc9Ue4T2bJSpXBEgcoKAHTrVqTRTp1qf5baSIYO34/Fi20zoo0b7dnjKHTpEuz+uopwFP4VLV4JVPziYIskyu9+53uLX53PO70K1eDkAw/bsLi5iPSKK0/ePN9rYO1n9+rwaFHHNXp0Wc/RKBfCQDigslKEiK94y8LBvb7EwF1q8d13waMoCy5KRxGipxdZWSl7JmHHGEEprV+h9v75MOkj+9Dnb2c650FjrENHNJidlaWhQL63fuROtMWS+tuLPAU72VW6cOKJQJ8+Lj8WmoE18jEDK1itCVwmOne2XVBFJFCR32UXYPBgb/fLhey5p23+efnlqIKDYiVrxj9InfcYbefL+Ztvut7ij9s7DRkCvP9+9PD8VlYEklS4rK1fD3xdvILv4127jPZYhCVoj/no6vj7xpqQZyGJosgMrB1cVloffzyaa/FCeb/6yj4HLDY3jnKhsgIEKwwFzzk2mE742ZmMGmWfglRZCTRvbq6tcVDKKn6ERkbAp7yMCQrLcmmcoyorHsqEaNsbxhuYWySWVdLwXn55mX19RU5MsB9/DL+yEjg5b7wRX2IbjME5wsclSFs5KBB2wwbA2ugyCC81vi7Abc9KfgK33ao5mI2exc+45XvEAu947pEEtkHx4NTXhW6IwUc+T90WsapRgy3xTf33wpUV0eg6/uUCjIO9DHvffSWHwPu5Wg6jyPqZgQU9JKaU/CydiCy+++jKcb09f3T63Lm2t77PPnO+Lz/QHT/euc6GHKRG2mDvYX6Rl/HXv27wKxK4Lrm9k4AFRZgxaeHEwX33ASf8TmLdP+II28z5H//wvXUQ/osH8Ae0R7FN5u6wFbR2WOrYpdWu815ZsdNfrJyIlDGnDfa+BCmnAh7chDnwQOCOO4DjPExHNCa7yooHO+FjTMIu6L/cwQtNQUH7P9wgFmDQE4ILz0yRgYqZhqhhinYICXhG8+pQfM3Awg4Qg5iPlZoIyQ4fDmZgAPCvfxUHKTgj/t3sEmXlvfeA228PJI8v+YypO8DyLNxf/psLXh1MlxVfi5/+WxDPyZ1ewdpRLu940UX+YZXkV15ZOWrSZQ1OHfLRSlYmfBxpibF2rT1T/6c/AQMHlp8TUTCSKitHElz6+A0aGpXEKXTOigP5PXZlZzaUutfLEzRxC+QodJluz5rIsc335cILgaOPdojEwTQ0B/TCt9gCIc4F+e1v7XOQDj00nJxSXUF5kG/DfLztFZbB1asdJoBKKV3liJiFJb6AhMjLV1sLnH02sLE2/J6VxUtKnA/lndCMHu0b1H+xG/6Ah3AXinfdF9ZTxz0rNd4TyJXYYLvfPvJIz/sA4A2nFTGfPSt74l1n5w9J4dTvKz7QUxXZVVY8Kty/sT92wWTc88U+5T8WnAh0Pu7C/7AjhviZULnNFLlRUsDOw13BnnfBsoC77io/UDsRRH2wS1RWQnsVLlMOnGymKtwjmTbN7uy9pvpdhbPQfs0PnntWciJp5PPyTsv/ZYPIkmlq0ZWVIvk2brTNOQq57z67YEY5YTcfh2Q3j1stfN/edZ3nlVfczzw45pj6f59Yegia1gY36fRbWWlUW94Zuw1MQ5uwWRZw7rno8KTbEc82x2Kc5+/4+GPg5pvt80CGleyJK5jFL1pZGT8eaNmyWDGOwWbbBFO6IPkp9X1Gjy4xU/UYsK1bh2/RGzOxJdpceEqDmdTPP6NincvZJ2vW4MP9rwy0+dP3/ZzaRBfPYmU6jl86H3WU3YadfLJvnE/gBDyK39c3nZtgQdk9AGyb8/uKz1Ty9AYmUBbmRVhZWb48+LOl/DJvGVo963AIb4ByvBWKzcb8XIzXrvM2A9sZH+NX+BR4/nlhGYrw6Wsfxck4Aw963lMYQgJzscbugaGy4kAbiNfUHTEF/0L5Bt6Vz7yCJ88KqRWUFKa7cH69bXQUXnkFOP9823lA0jh2vIorbunh5V0xr6GnCuDHvjkcBqFeKyt77mkb0O+7r3ugLoPsO3E+xr7R3dPw2ar/9DEDe/9926Xts8/aR5D7tJR+KyeiykrRXU4DhrPPtgvmJpsIhedE/T5T1T7pDznE3VxGwkF0fntWyrJ41SrXfHeyPj3vPH8Z+ix6DxgzBpvedEFdlM75PAqX+QeWx2P0cx7ubvgydKg9De3jFMGPvMyiJn5C56zI4q23bM9/ASlU+h3NwGLCM01XNxS65s88Apx7rr2K1qkTBh7f0/mZv/wFg974q0tkbiaODf/+8ovdtNVu9JBr/Hj7cL2nnir7qXTj+4IFPhu/8wf/OoRVSGf8hBPwD/wej6N2yTJs9fP7uAbXOt9c6oo9j+o8Lgk/3+bnu0URpdftns3gYu4a5AwcD+9kTsFUvvKC7QtZKOwYVuIcVvsKnV9QWRGHyooiWv7yE064P6RW4FCYHE/sDcg33zhcTKjgbthYvrISaTOzAPlVaAA4Bk9jHrrZM77DhwNt2mBT+O8VOnyVi72tl7KSH6h5eSxzWfkYXjiQcyNvWeLVseRytveYG26wVwAuu6z4sD2HfZd+yorjBvsPPwReesn9Ia8zhSJM573+mpqVlcRwWVkppf2e27rmu9MWBhGvgs02+B0cZVODaqH7AJS9T+Ei40D4nMQeA4VpGGY/hnhEFrDffmW26LvhfdtuJ59p+Qwv3GDvszlaOuOcV84C7/F66y0AQPUSl72hEZ3KHHggsOcetXjisfJKsnJlXZIOHWpPSNXZ6xf2BaW8+eo6XHXuYpFtkJ4UmhrWbrSw/9eiLj1tohZBodU1lw32Si3qgriVDqistP7TmZ77eQqfF95zXBRAwLL/+utll+I8fDuEh3Rtya6yEhOhKr2DC8nCgaPUfjSh2TnA4XgZQVkcK3vARLk6P8P16KPA3XcDq1bhYtiH6Hk18ucvvcZFqLpn/BrigQOB++8vu7yuNsAgu8wbWMg8XNBgkpBDLXDYYfX7KUSUFcd82HVXO5wCF8xF+RrwANRcDrbzhBNO8LyvPtlD2PrF2Xm48ThORDssdlxZaYrVtp2x5VwypZswCZandWgsHmZJmb1thF4eacJ4A5PJ+9jDnhG+807bO2TXrsA55xTdM2lSwZc49qy89prj5RysYE2O4gmEHT4Yg/noigNuHdxwceNGLP9uKa5sdQcea//HsmcOPrjh/0twc9FvJ+JJLEYH/PS/AB4afaj8+EPs9p3/xnJhFJXPfJufNzSIsrLiSgTZ/fasBMFvb4kUJw4vvOD5s+rh1wxBR3smkF1lJaZBeihl5e7y2fRIA6rf/AaorU1GL5k82XFDl4UcLt3BY3qr/kY1Qns1sF5p7fqc6KGQH30EnHVW2eX3PhDv0EtXoLrM/i/2xH8iDVC2WfqBvSJSt/Hdsvy9NHm6Li7weFWUnmF6mH339fUgUx+syMDol19ss7y6jb1CSrLiypMfIB3+1S32hYJ0mo2eaLHfLsBDDzk+ezlGKZXNdeUmgrLyN/ic3A64mj6K6Lv5MieabbGagXnwxdOfY/lN99mzw/feW/Tb/z4uqW9xbbCPSmWl/z1uiJzVgXPRBT+hy4aClfH990frnu1wB/6I01bd4fn8zfiT4/VNpwn0T4K0P997ssWVsO3OX13M6kpZWuyso3RlRUk5KlotDPZoYGWlxJqhsC8KtRF+wQJs9sRItClxcuKKw1J2nJNjFbUOfTjNwAwjJs8hAbZCeFI4yx24/XrppQb3kKVE2YTrx5o1ti/9XXYp2zxtIYdbfyo+G0XUDMyxAa2pAcaOFXreLYyW8Dwd0JuI3sDWrBNXVnIOM56v4iDPZ5yWgwttvJ02bvs1quKNboACe9BB7mXVg/r9MwUrEvVFtLSsHnig7fCgdIOsBpz8eZ0XqYL36Jw/D+Shh2Lp6ETjCGQG5sTChd6/u2yCFXHOVoFae7UwymqtCnzkmTp5Hf72kLNyXyhjggviyDlssF+/3naA9vZbDg84TCCoPmww+knNIZCcKZHGlHVeEcsolbHk3JPSlRUVFHm18yGoGVgZnTq5nvobygwMQM8H/w8P4IwyecJgZ4eFq3B9pHBw0EHABx+UXd71EwEzckPIrrIiisOJ4kHYuEFOAxa5M62piUWhtizbCmj//QFrZcHBaCWHpDlW8qgDi1KPQw40wRqMxcnYHuUn/56Ov6HCZzXB90yLkIls5aJVxcZY59lwXnJxeZr9yXlC0ZZHICuED4UMUnRfe63cW5gAH08OsGcl36g/95x4BHGPDiVUVlmzom71LcrKCgCgc2d0x5yQUnkzEv+Hz7Fd+FFXQrOPjbFOzM48JtfFTseI1JeHgvgfeAC45Rbg5GFOu57LV1YCV6fC/XUo9zOhBnl13s33xv33A9dc4yWCswyhJTvpJNvBigtCG+wjtoVffR0+9wIrKwBwwAGOz/fEbM/HDsYrrr/th/AnfZam6e54H62iTJQCdr8pekQGV1YMQ7TCXXddpGhkKSsy9qw4vrLkgrtqlb2Q88YbJYdShW3gJA8SL8AdOBnu59g0w2qfjt75t69mVqB/f2D1mnDpGdUMpfTciFI+nFR+bX6BF83Sd/Y9EwDi3sDKAg6AaPH8Yc5GrJ71Y5GyYmibbOOy90a1EwpAPIsiKysADkD5BlTRZ/3YFjPQeE6A8z7qqPxludAhs3lKD66LQjVqXOtd4fXaWgRTVoTt4YrbkalnOpuxlAb33XceYcpYWZk+veDZeCYORPdQilCzrrwMr1ljWwRf6+IgzMt1sVN4whS4WC/lFRyMtlii1Azsx5/D93Wh9qxMcuj8ANwG7/OuDoWHo5i8DCHUxtJnuqDE8YTfIeJRMbRjpLLih2cr7I82KytuqGz4CyuFJsqKq597LwQq97ezcpg6FZj4WrgqVXg6dVhkdSy33ip2nxIzsJD8C0ei2RabFDkNECf5PStF1Na6lrk4uhnRfN2ICE4hAsYVlpavu6+eDcPDjtf7nrFbIJPSRegobYVoX5TYUbmYgfXpA9TWBkg70fJbeKYQgHtQ7uu6Xg7RvQeFEwh1kyolC+3uOJSbooMGVSKxzjtNRvntvfJSViR4SXdkO3yBa3BNoAXJoP2O1/2/w2M4xENJKFpZidh2tIBoIXTmNlyIVzHY/0YPHCcFhw6NFGZaobLiR8nyc1B0V1aC9Hd+lHmg9BjkRxlYR0mLqPsw3Ga28++zbkO49/r1+HNDPSeK03vdjgsd773kEuCHHwRWVgT91EeZoRSdBGqB8tmoJO36I7F2rfPKSi4XWVt5Fr9x9GGufAAYQllZtcpe2I5yVmiHh9ydD5yOvzle77p0uuN1LwZDcDO2T6EsLcd/f9h5cPbjT8DK5QpWVua6nI1RgFOeeXofLlBW8vsEQlh61rNipYx9Av7I7HO1cnjgQzvFKytuYfbELDyGk/ASDqu/5rlnJWL+RH3+QowO9Zxvmrp44cs6oZSVyy67DIcffrhsWVKJTDOwZ58FfvxR7iBsbY08m7Lmzb2P2Ch63KHCNlotNtOhcjbWN2yXn/MzZ1aAzYOFtFjpcgZBAIJ2LPUbt4GyweTKlT5p8d132O3xc9x/L0AH18BeCMlnWSLjODlcc42ypfrf4Dlgq62Ampr6AcmsWUDr1u7PlJarLliAm3EJeiOAiZXL+7itbgD2IfZXX11/TEc5556LP7sdshczGxDB41UJheXxz1c7X8/B8lRcXZUVCZ1H/Qb7grBKHJcVU7BnpRL2csK0aQEjlXgmV3FQHumhw2xHBBnCKhoWct6uiyOmi5tcXVHuzry0bS5coRKdLCskyIHfqvqtwnBrahLoH7NiBvb5559jzJgxGD16tAJxYiSmhkiWV40cLBxzDLDDDnLCyyPb64eDV16b0s4mjpmmCRPs0U6AvPZrAP1WVsr2fmjSMARtEH2T7MIL0eUrsVXHpLp82UlfeDaDUm6+OdR5MaV41bHvrn8M7drZJ3U/WreFaze8j5swAo03Fi9llJadp3AsLsGt2FKCsrIb/uv6yOK6jeY/O20J+fprYMwYXItrxGXwoAt+wiz0xAjcFOr5JliL0/Gg732ffeYfVnOHVUJHgvRhkpWVQDgoK+KRJdl+BnxPyQ4PvMzApPSfU6c6Xv49HsdXx/05evgulB3AWodI2Sh8NtSeyQKiWA7IUjBGjpQSTD3DhwP49lu5gWpCoB7RsiyceeaZ+OMf/4gttthClUzxENc5KxvlxJOvOH7ePsOgyiOPFBzySbihGDLEtiN58UXh6HyVFZdOol5ZKfHq5WoCJTJqCciO+DT0s6XvVVvrk86u093lFKbByoBmwtWrlwZ7wAkZdd2yik5dV46LshKkk+yAxa6/PfG3NVi+HDj33IY91e9jD4zALTjqK+9zW/bCu8Iy1BNi0Ok5IFPgW7UnvsNNuDTUs7fgEjxY587Ui6OO8s+/tgVnOHiZvSxbGqJcS3DZH+VQyMDKimWV7W+JmvWisls5tYdZRqEtlkUP5M47XX868jMPV7oldXnzgOOHA/Bvx+tO53r1wzTgssvQqK7cRF1ZKaQvvM0941jxiLjLoIy77wY27OZjY6nJBGpQAikrDz74IKZMmYKePXvixRdfxHqHk9bz1NTUYMWKFUV/WhHXyorme1YAYA42lxZWUT3w2GAvPDMURVnJM1/8tGzHgxAFykq9GZjoe+23n7BMojQO6TfeDc90Dll/PpocrKHs9254P/FJ2KbLwu0sAlndzNpGzev/Lx38dV31laRYFFId8YwXyTSD2Maav+NU33vOcFmhKSynO+ETLJrrHqdqMzAAwLrCQ/Us53iBon4gqLLy8stAy5bACyXzTVHqgfXRZIzCpWjms4Ilw+lJFLxWVuRF4I0KMzAAwFfFbUwbLHX3znXjjTitbn9Z0cpKRGWllMMxAejWTehemZYhsvufyoU+TmbSrqysWrUKV155Jbbcckv88MMPuO2227DXXnthrYtbipEjR6J169b1f927d5cmtBQMXVnRhjDpN6phxlbZBnsfuaJuGvddWRF9r8Xus94qkD4g98v/gt+LXK4K1wcLd+E87PzaDSGEU0DM9usffaLW98m6Rs3q/y+bbFfxrrI7yCinoifI3vhP6GcL69EkDMJO+J/rvbEoKwVtWP40cNntzB//aH++/Iq88lO52y64FDfhar/9TgHL7PTgfhn8o09434wyc+0SL6t34nzsAHdrg/yZKIXyVG6Q6xJtAoYA8+bVf9dxEivLCPeIzz33HH755Re8+eabuOqqq/Daa69h2bJleDRv8FzC5ZdfjuXLl9f/zY1td6ogGVtZmeOyUtsyovs+TwrTeMkS4PLLG35S1QhGzNcK1IaSLf9M1PNSkiKwGZji+rMDpuI83IPK9eE7pPqxRkQFNglmzFA7+1VToKyUJY/HIC20CU5IZaUK65zPRdJh83MMhPV+tDWKTyaXqawA5dnZCBtxIW7DAEwuvznKJvG6R728QoWlL3zsOgPKfarHoplT3uVywGUYmZyTCI1m2HfCJ56/59OvsH+96C/tlMoUR7+wOb7jBntBhKenfvjhBwwcOBDt2tkFpLKyEv369cPs2bMd76+urka1Zkv1SaBCWQnT9l92eQ67/J8UUWxclM+ielAoqLBj/RIcXtbz5FmnxAlQOR1XVgrCdDP5Dryyoh0ljgGsiI31yoITeUMUWL/OSybtagVWuWIeHJfufQJQ57pYTvmqrWho+oMoIBsG7R7kdJUGQsp9Oh4qu9butiuBMX8NFZ7JRKqP+fIrac9KKSfhUdyGi73jlkQOFgasf19qmDJYGnQP0erVGAn3TvmOO4C7ai11018+dfJODI+0DzKQKIJHCpg6GejG3TgPT+BEaeG9B8FT7A1EOOe7d++ONSUO77///ntsvrm8/Q6xYpg3sKhmYD//3PC+XTHP405BHJSVTvgJ7Sz15k3/wlHBHgiQ1457VgqD8jEDCzIo++kn4VsjI90bmN8NRxxReHOguAH/04VFqBdRwgA/9ol8xYco5ioawg9iBlb98QchIwyXB51RXknaZlBRASQpK5LMwEqD2QHOnqVK45RRfjfHHLSwolsE5GD5yKO20lsbvPuaMWOAtasjrEr5TZz51MnhuBt7oFwpnPJp9HQpHReJKivmTgY20ByrC/6Xe1r97gjZPhuAsLJy6KGHYsaMGbjvvvvwww8/4M4778SUKVMweHC0EzwTI2NmYIW8hEOlhVXIT+iCmcs6oL6Rl+zKUYSnn7LQr5/t2bSUaqzFcHhv2C5TCpcvLxrNdYSTH9UQG+wBdOkifGvMWP4rKwHqT5hDIbUzzYpZW6l1WlmRSa5YWamU7JzBKz4ijrR6oNh1sd8kj8y4TCRsf9fMkjuYLSJknRx1Y/Sor/9LsPuTUFbiKHuJlG9D22LhHrFdu3aYOHEiHnvsMWy11VYYPXo0xo0bhx49eigUTyFxDT4kxSNzg31/r1kwCdTLWvjuJenQGmq8w514ooVp05zth0/BWN/nJ2NA/SnLAIA2bTB/wBHuD9RhIYcO+BnbzHwhgLTxEaRRfAinR19ZiYjURlyCrPGvrKhVVkpXVm4scNmrpAOV7bo4g0jJlySUlSTOdhHgELzifZaGxErvtmfFiwtxm7T4HUlw0PrfuuOV3PYklZKEGVhcigT3rIgRyKXKoEGD8P77+tmKao2sDY0RC3QiHb+k8y2C0BRrsBJVKPKUXVc5WwucXtsBi7Ef3iy61vX7D/3FRA6TMQA9Pvu+6Hpto0pUbAx4tkACtNiwrP7/0/B3/Mv6G6pRU37jO+8Ae++tfPQuw/FDq+8+Azb29b5J+NCFeDuUnitcJhQkVeO9lj6PeViB6dgWtbV9cRFulxOwGyE6yByszCssf8UV9f/rZAZWmp2eLokdzcDE5Jjv44U1Kv0xRW0EEXDdAyQLg5xU7I13cDMuwTM4JrY4K1KyqleGocpKunYribJgARDTuS9WrfyVFcsCHpe4KUs2d+AC/BZPea6sCBPwuRdxGABg2rTy3/LuNf0Is4plIYce+L7s+obGzRzu1p+tF3+Ap3Bc+Q8f1ilugfIlmUZ/r+E7lOydcUBww7GseizKr+eOdbwuq5sZ+tO9eAa/xRfYriwJsq4g6MQpeKT+/0jKysSJ9qeiQyFFV1a2xXRsih+E4zoAr2MI/oUWirxWJunx0IseXk5kBNG9Hm/c2HBUT5n3uhJ2xie4BLdiBG6OQTJ/ZK2GdMMPqTF1VI2Zzuqj0rVrfHEpWFlp9u00nIgnpYSrgvNwD87DPZiHgmmxmBp+r9O1qxTa5ftuvE+YoA3imV+c731DyD0rTSDXN74vL7/s/btBs4v48ENspyBYr82uvfGNnEhoBhaZGwpWWQJz6qnA+PHAdddFliOoGdiqlRZa1P3/BvavC0NMaRqPoYHlC8LDGCYtLJmDzs0CngrvhK88Cbd9O+0ETA1okb6lrPYoIrL2aPXGt1RWBMmmshIjstqDwtn+1lODHyzmNBumHBkrK5KwrGSUldVrcjDRgXebdS6uykKZkzTcuyfeCy+UCgTfI+6VlTjxmmz/Blvhc/iY0okQ0vSACoskVq4EnnwSWL3a/14fuuBHzEXHomteg7dDDwPeKbmmywBtO4+zVnSRMa0EVVQAfdoDo8sGzcCIE1WLf5QSTlHlMKSwXX+dHhtC84iagYXBrfHSxS980Ma1+fpl3jeYtCLhRVreIwKlSaCiI67VZJChI+1dPAwqoeTk8DBMQz+cuO7homteyspfo6wIZRQRZzB+qBrYGz1Ql4TMNIg7PTdslGINGjt6jKRSzDZH9ZESTlRlxUIudh3nhReir6zIqsaqV1bc0EVZSRKdO7e33tRzg32clJqBqRjk/PgTlRU3FpWsUihF0ijlnjXF7ha9Ntg7ndWhc5tQT4J1fpgEZcWXFLdpqjFZWVm8JIezzoo1SilwJGUIbbCs/v+wg4m426aiShgy8pyEmcA8qs4C8EKXZeugq0quDWhe401JR/ev8YJmYOl4XUf8xq8yOtP162kGlmaSaFuJN5vKOPxZM1opOvIgS1jI4cEHk5YiOFRWDOFlHIpLMcr+EmKJZC8E3+cilQRHe+vW53D88ckMfIRWVj79VLkctwZ0g9l0o8thZGH2rGg80m9UwZWVUmUlZ8m3EbAMMV1NPYrKcVBlxYiVlYAyeq0uJfG+j+AU7xsSbNMewcnYGZMDP9dLgpc0GZhRftMFlRWDGIXLQz/7Z1wvURIxZKysyOCdty08/XQyyopQnHOie37xw8kUIxIpGbyvX8eVla5LPi/6XmUVm0vKqDdNf4lxXwZxZeMGKiuiBD0U8nNs7+wzX0MeeCDZfQtd8BMmY5fkBIiIyWZgpq5WU1kxEEvx6day0EVZWVXnol/blRUTZ52DuC7WeGDy979zZWXUS9srj6Pz/CmBn7Hs4wflC5NhvpyhZoTqeSikA0aYjYUpev36SRdDBWeeCXz6aXrbNNXo3KelFTNGvaSYkIPbyppfMAU7SBbGHV2UlYq6Ui468JE5QBJRVqZ+lu4BWdAZyjgR7XQ0foXUwgGBfFSlaVDlI8zBu3Gjc7slgy8+97/HieZwMRHOEE0lnhdWjRppYaUZKismElJZ6Tt5LHbAZ5KFcaeoYyx1ORQjuQo7vXQ1A7viqnQrK0mdYC+C8OBtQ7CZ4zRBpSE9qMrLoMqHESsrEknTCuFD+EPSIqSKB3BmrPGZWhaprBhI2MJWURvvgKvQg1mcBrLz0BVD8K/674M+usMWQbC4X4zbpMkiEqepjYcwGo91RQdvFfferVgSUgrNwMwhqBJkgrIy6PHzpIWlo8Kvg0xb4uukRcgcprapVFYMZNJHZhS2czCm4UuMS+pdsQD/wlH13zsttE8p1nFl5YMPYhJEFiHysel6fd1NinbYjV5+UbEkhGQHE5SVtKODsvI1tkYn/JS0GMQAqKwYyFtvJy2BGEWNoQZHpqpUVsI2/EceKVcOHdlyoWRPZBLRocPWHVNn4kh8BK1HJuxZUc2s179NWgQt6IMvkxYhU5janlNZMRBTCluRCVTKlRU3/MzALMuc/ARgpucyD6is6I1RdcMAdCnvXFkB+p28Y9IiEGIMlUkLQIJjSgeeJWWlPRY7Xt8Cs3yfNSU/08gLODxpEbQnqQHuQEzC7jDNTlJvdFFWuLKSPOvX61EW2P8REbiyYiBhK3f16qWSJfGmSM6YlZVahzRS2SgehNdCP3syHpEoiWJS5s5T9LDMdL21GVBRMYc0brAnJI2YqhxSWTGQsIVt19eulSyJN0UrKy/Gu0HZKY10raTH4amkRSCEkNigspI8uqyykXjRdRzkB5UVw9gE840pbEXKykMPJSdIHaakm9akbM+KMFl9b0IUcBzGJS1C5qGyQkyCyophjMTlxgy6Rc81UYFTGiUpT1pYusTCjBlJS5EAKTN/C4Ip7Q0xh1G4PGkRiCawfYkXU9ObozfDaIo1xhS2JOUsjXsq+uFwvJCQNOnhppuBbbdNWor4qfhuNvbH60mLkQicgU0PqvKSZYQQohJ6AzOMHCwqKyHi7odpCUlC0kBu8SK8jgOTFoOQSFCpIISYCFdWDMMkZSVJmEaEEBIPVIIIMYP82Mg0y2YqK4bBTkEME5SVS3Az5ixqmrQYhBBCFKJjv62jTEQ9JoyNnKAZmIGYWthIMTfjT0mLEJgdMBVz0D1pMUiMsL1JD1tippJwOfA1j7VokrQIANi+JIVlmeXkkisrBmJK5T4b9yYWNz1/qeE4PIXu+CFpMUiMcCBKSPr4BDslLQJJAFPGj6VwRGcYJu1ZaYq1icVtShoRQojpsL0lxCy4Z4UopQnWsmMghBCiDVx980bHPluXPNsMc5IWgRgA96wYxiF4Be2xOGkxtEfHzoEQQtKILgNfYh5P4sSkRcgUvTAbffE5LGu7pEUJBFdWDGQgPkpaBO2hskIIIUQHOmg2wdgWS6hgZpjPsT3NwAjRASorhBBCSDl3YTiVFWIUVFZIKqGyQggh8cCBr1nsiE+TFoEkDFdWCCGEEEKItlDBzDYVTzyWtAiBoLJCUglXVgiRQ19MT1oEQohkqKxknC8+T1qCQFBZIamEygohhMTDAHyctAgkAFRUSO7LGUmLEAgqKySVUFkhhBBCnKHCkm1yX32ZtAiBoLJCUgmVFUIIIcQZKivEJKiskFRCZYUQQggph4oKQc6sMRKVFUIIIYSQDEGFJeNQWSEkeWpZtAkhhJAyWmEF7sAfkxaDEGE4oiOphGZghBBCSDldsSBpEUjimDVGorJCCCGEEEJIVqAZGCHJw5UVQgghhJByLCorhCQPlRVCCCGEEPOhskJSCZUVQgghhBAHuLJCSPJQWSGEEEIIcYDKCiHJQ2WFEEIIIcR8qKyQVNIN85IWgRBCCCFEP7iyQgghhBBCCNESK2kBgkFlhRBCCCGEEKIlVFYIIYQQQgjJCCtW0QyMEEIIIYQQoiGrqKwQQgghhBBCSHSorBBCCCGEEJIRLHoDI4QQQgghhOgJlRVCCCGEEEIIiQyVFUIIIYQQQjICzcAIIYQQQgghmpJiZWX48OHI5XL1f71791YlFyGEEEIIISTjVAa5+ZNPPsFLL72E3XbbDQDQqFEjJUIRQgghhBBC5GOaGZiwsrJhwwZ8/vnn2GuvvdCiRQuVMhFCCCGEEEIUYKXVDOyzzz6DZVno378/mjZtisGDB2POnDmu99fU1GDFihVFf1pgWUlLQAghhBBCSCKYpaoEUFZmzJiBvn374h//+AemT5+OqqoqnHnmma73jxw5Eq1bt67/6969uxSBCSGEEEIIIeEwbWUlZ1nhlhq+//579OrVC0uXLkWrVq3Kfq+pqUFNTU399xUrVqB79+5Yvny54/2xUVsLcK8NIYQQQgjJILM6DUSvnz5MWgysWLECrVu39tUNAm2wL6RNmzaora3FggULHCOorq5GdXV12OAJIYQQQggh0jFrZUXYDOyiiy7C008/Xf998uTJqKiooHkXIYQQQgghRAnCKyv9+/fHFVdcgS5dumDDhg0YPnw4TjnlFDRr1kylfPLhBntCCCGEEJJRUuu6+KSTTsKMGTMwZMgQtGzZEkcddRRuuOEGlbIRQgghhBBCpGKWshJ6g31QRDfRKGfDBqCqKrn4CSGEEEIISYhvO++GLX58P2kxhHUD4T0rhBBCCCGEELMxzQwsc8oKt6wQQgghhJCsYto5K5lTVqitEEIIIYQQYgbZU1YIIYQQQgghRpA5ZcWq5coKIYQQQgjJKjQDI4QQQgghhJDIUFkhhBBCCCEkI9AbmObQDIwQQgghhGQXKiuEEEIIIYQQEpnsKSt0XUwIIYQQQjIKzcA0h7oKIYQQQgjJLlRW9IbaCiGEEEIIySjz222XtAiByJ6yQgghhBBCSEZ5aac/Jy1CIDKnrHBhhRBCSBpYiRZJi0AIMZB1Vc2TFiEQmVNWqK0QQghJA7UZ7MIJIdmDLR0hhBBiIFRWCCFhsLjBXm94KCQhhJA0QGWFEBIKui4mhBBCiGqorBBCskDmWjpuWSGEEJIGFqITVsGsjbKEkOShGZjuUFshhBCSAipQiwPxWtJiEEJMg2ZghBBCCCGEEC2hsqI33GBPCCEkDZhmykEIIWHInLJCCCGExEmtQqWCCgshJCimtRtUVgghhBADyYGWAoSQENAMTG9oBkYIISROTJvFJIQQncicskIIIYSkAQs5KkKEkMCY1m5kT1mh62JCCCGEEJJVaAamN9RVCCGExIlps5iEEKITmVNWCCGEkDhRpazkYFERIoSknuwpK1xaIYQQQghJBXPRLWkRjMO0oXDmlBXTMogQQghxgqsqhACn4u9Ji0AUkzllhdoKIYSQOFGpVFBhIVlnKdomLYJxmDYUzp6yQgghhKQAHgpJCOtBGGprk5YgGJlTVkzTJkl8PIjTkxaBEJJCuPpBiDqWoF3SIhiHaWPhzCkrxuUQiY1PsWPSIhBCUogqZYWHQpKsMwGHYxa2SFoM4zBtKJw5ZcW0DCKEEEIIIeWMwTlJi2Akpo2FM6esGJdDhBBCiAO01SdZx4SVxQ8xMGkRyjBtKJw9ZYUQF0xo9Agh5kFvYIRkl3VonLQIRVyHq6isEEIIIYQQs/kdHktaBKKAtWhCZUV7TMshQgghRsMN9sREnsDvkhYhFehYR00bCmdPWSHEBdp/E+LPDbg8aRFIHWyzSNbRURHQHQs5Kiu6Y9UalkOEEKIRV+CGpEUwDg6oiGmMx5FJi5AaarM31JYOU5CQOjigIISYBtstooL3sEfSIqSGjWiUtAhlcGWFEEIIIcqhokKI/uhYT2trk5YgGJlTVmgGRgghJE5UDVa4Z4WoQscBthMmyKmjjFxZIYQQQkg9PGeFkOyi254VbrA3AdNyiBBCCCGEGImOEwqmDYUzp6yYlkGEEELMRsfBCiFesMzKgysr0dErBQkhhBAiDAeVhOiNbspKDhaVFe0xLYcIIYQQQmLEFCXYBDl1U1YA84bC+qWgYkzLIEIIIWZjwoCKEKIG3eo/zcBMoEmTpCUgJDKz0SNpEQghgtAbGDENlit56JiWVFY0p7ZVm6RFICSVXIaRSYtACCGEaAWVlehkTlkhJA3o2PjdiMuSFoEQQkiG0LEvLEW3PSs0AyOEEEJIETQDI6bBciUP3ZQVgCsr2mNaBhFCCCGEEDOhshId/VKQkIQwaSYpB8NaGkIyDFdWiGmwXMlDx7TMjLIyePBgjB07VqIohCSLSQqAjo0fIcQZ1ldCsouO9b9p06QlCEYoZeWJJ57Aq6++KluWWDBNmySEpIMemJ20CIQQIoSOA2wnTJBTNxlrNt8at9yStBTBqAz6wJIlS3DxxRdj6623ViEPIUQA3Ro/4s/3PBuHKIBtASF6o1MdHY47cdfsI6CRSEIEVlYuvvhiHHXUUVizZo3nfTU1Naipqan/vmLFiuDSEUIcMclkjZCso9NghRASLzrV/7sxHHfpI44wgczA3nrrLbzxxhu48cYbfe8dOXIkWrduXf/XvXv30ELKhGZgxA2dGhRCCCEkKdgfykNHb2CmIZyCa9euxZlnnol7770XrVq18r3/8ssvx/Lly+v/5s6dG0lQQgghxEToDYyQ7MI6Gh1hM7Drr78eAwYMwKGHHip0f3V1Naqrq0MLRkjcmGRaxcaPEHNgfSWmwTIrD6ZldISVlSeffBI///wz2rRpAwBYvXo1nn76aXz00UcYM2aMKvmkQzMwQgghacCkCRZCsgrNwKIjrKy8++672LBhQ/33Sy65BIMGDcIpp5yiQi5CCCEJcBsuxEW43fX3448H8I/45CHecNY2GO9hd+yB95MWQ3tMKVcmKOxUVqIjnILdunVDjx496v9atGiBDh06oEOHDirlIyQ2TGmcCVHJKFzm+fsVV8QkCPGFbVYwvsaW2BPvJS0GyRisp9EJ7Lo4j6mn19MMjBBCwpNjvxsYDlb0oArrkxbBGCzkcPTRAJ5NWhLzYf2PDtemCKnDhOVkoge/oFnSIijDr2OtDD3FlV1UDVZysDgQCkAN6PQnCE89lbQE6YBmYNHJXApWZO6N5fMKBictAiGJch/OSlqExGjePGkJCAnHhR57sUg5JoyXTJhkXI7WSYtgPAYURbl06pS0BIQQoi9+M/XN0ruopAxVqx9cVQnGbPRMWgRjaNuWZYvoQ+aUFULcYMdPiD9UVvSC7RZRwf77Jy0BIQ1QWSGBYedISHZp3DhpCUgeE0xgdIJ9VwDoSYNoBJUVQgghwnAMExyVg2QOwM1hAbokLYI4LFbSYB2NDpUVQurgLCUh7FhV0LQZ01QHki7bJnmFyhkyK2FCv22CjLpjTs0h2pB0g0/Y+CVNmutAmt8tKZo2URMu84oQtTyK3yctAgGVFRKCtHaQJr2XSbISknUsRbPUPGclGEwrEpSRuDxpEQiorJAQcFY/edjpEmIOrK16kHS7mXT8gTDEDIxkAyorhBASECrshBCSPKrbYqMUzBRDZYUEhpU3eThYzg4Lm26etAgkIqrMwCzkcPzxbI9FSbrvSjr+QHBlRRpG5bumUFkhhGjNRbg1aRHKiLPzeanX8NjiAtixKkHRwK9ZUwt//rOSoIkPD+L0pEUgJDNQWSGB4WAmebKUB0vQLmkRyogr/X9uvCk25KpiiStPlspWGuAEuDgyy/ZaKHLxpgksV/KgJUR0qKwQQkhA4up82MURP3IVHFWKIlNZCRMWJwIICQeVFUII0ZhaDnDMR+E0NWfAk4HKih5wg302oLJCCMkcj+F3kZ6PswPbsCG2qACwczYKLr0FgmU7ANSCiUZQWTGAV3Fg0iIUkdYG36T3og1sNEzK6w3rk5aAREblwI+DSqKSSZOSlsB4TOpvdIXKigFMw/ZJi5AJqAAQHYl7ZYUogAqFMNOwnbKwuWclAPkyu8suycpBCKisEGIkRnV6EcnSu5aTw7oN8b5/ttObEDHSUk++xpbYB28lLUZoOMmYDaisEGIgaekok8Kk9KMZGHHDArRbtfkBmyYtgitJ1/uk43fiR3TBO9in/AfNyhXJNlRWSGB0bHCT5AQ8EXucnE2KRtT02267eOqABWDDxliiKoiT9Vs6GRr4rUILfIiBoZ9XWf7OPjuHc85RFrwvQd5tcdN4lD7T+xLV7ZWM8E1PYx2gskJIHWEbpZVoKVkSM/ngA3lh1aCxvMAciNoBtWgRX+dj1cYWFSFSOBP3h35W5cCub1/gnnuUBS+VpU02STT+73c8MtH4RaEikA2orBgAZzrjgY1eNAYNkhNODRqjBVbJCcyFyHUqxqJisVgSLzRbtcnBwmfYIWkxnJGYVsr75YTzdV2zNonGH4TKSnVhH3hA9DA4hosOlRUSGFa85El7HmxAVf3/Or6rFeNAQsf3JwHRTKEg0Um9NzACALjiiqQlIACVFeW8jb3xLH4TKQzdGrhNkl2dJpqiajym54pXXHtW4q/7urU3qSBD56zoWV/r0CytdIZJRXSCyopi0rg5q7JR0hIQ3cpE1rBitM2qtThqyAp/w6lJi5BqzKpLycpqirKivC80JSFSDpUVEpg4TWDihDPKelCaDzrmi34SkTRwOv6WtAhEkHDtElsOQsJAZYWQiMQ1mH4Pu8ceZxLE8W4mpR832KeADJmB6YxRJ9inIFsvwGisQnMM6/wy0L49cICE3eol0MogG1BZMQCTBlYmo3ujtyfeTVqEWNA9HwCgNsY6qX9qEF8EFYpPPgkYroaFQ+f6a5bib74Z2J24AK2xHP9pfjDw00/m+I0m2kFlJQZ0brzDkU7l6fe/S1oCPxrSvUqhq0ZCSDL86ldJS5ByEl6FCmJCnUM8ByypHp/Uom6Ta6NGStLfQi7pbCUxQGXFALiyQkg2sZCDFfOmYLY3CqAZmB4YdM5KjqfBCpG+yWDiBJUVA2BljAeTHAdkqUSoGBTwUEiSBnTsG3SUSQWqlZWKmJQVCzl07Fh+XWZ3aFDXWo7RwqeHTCorp+PBpEVQzpM4Xl3grLtFcCZaLo0qmZ6EiJANtUAeSbsuDtJXxGUG1qaNvZ2EEJ3JpLKyEi1ji0vGQDZMGFOxQ+R4CUkEA2ayYj3BniNS81FWXnLa1RedV1aSrksf5QYJ3xvXygrgXIQ0K1Yk42RSWSHRSOtKgs6dbClpzQMAZSOKLJuBWcilO68zg5o8NKfF0oSER+DXVV0vfG9sG+yT1uAikoOVdLb6wjY8OlRWSAhSWvHMbrNTi0lKpBeB3dIC+KVRq8Rng4kEFDWZaakbJhJmAPoLmgvfm6YN9vXKhO5aBdGWTCorcWu5UTuUXQYGl1dtJ6ZnB7mmcatIz5u0wV56/mr+7vvhDaC6OmkxGgihQYRxS3tZ73/GeqYLwFlA49Cs7uqsQCV9KGQQKqyNSsP3w61YzW+1dbyC+KC6vMnIZ53qxH//m7QE4ciksmIa+i3T6tU55vmm50GJxPurHROJVi6aDXgKsZDDW9gPmDo1aVFi5RQ8jLlNttR1boAEQVH90lGx1GlgVsp22+uXXm7E6Q3MCaciW4scvumwm2KJiEoGiW+b0opMKitxN6ZJdCgq4zRpBSIOTj0t/vTQbUDwGOSdqOnqDUyi0h61fsRRp+0zVpLfFExInKhs27bdVlnQQgTpOuPas+I2G3L44fJiUDlk4KGQ2SCTykrcRG58WRPFSCidEolWswHsafibtLAqStJTx9njOBT2dWisPA4SF2rKS86y2D8EIeG0CjKrnfSelXbtXH7QrLipnrhj9dKDTCorcQ5+qqtz2CmErToJQUKNSoVmtWgt4t/bsV7hwFq3VSQgHtNMKispIkMjnqj1VXb//F3zvlLDyxNGzjvuDHLOin7tXti8MXmDvYymXscJN9PQbJiVPnbfHdh8c4kBnnSS0G0HJbN9I1GSag6SUFa8OrKheC5EgAY0phJl3M0As+v1qAKQ/EF2RF+snH7nrOhHQVspMa3CDEDbtBG/N+kN9oToRCaVFR1nLLwoMjk59FChZ6oq5cW/8trbSq5o2jlmaGXFqwR/ja1ikyMO6gcFElcztt0m2vNxzJStQ2PuVyHGEbV/Vdo/x6zYfdKxeNYwSPSxKSsBktu0sZMUOBmgBZlUVoyGFUc74sqSv/5V7D4uOQsQMdPiUCLyZmBxr6yw/ChAUSOhn6dIIouk96yYggl7VjKp5Ekmk8qKcZ0xy7kQiZmBNYon5kqJq2Vl6KQE6ySLC3GImF9ZSVv1X9Gsc9IixI/K8mJAfdGG2M3AwscXl7ISpH2xkKOCTBIhk8oKCYYxswIpNwPjmCRbpHWD/bIW3ZMWIX6UnbOiH7ptsFfVf6k/FDI9Kysq+64cLLWukXWsZBmEykocRC3tHKRqTVxKRGE8WTvBXjoR3zcO06yp2MH+h51lCuChkElRtBKQcDsXLHq90jFPGLftJnsDk4GO9dQ0qKyoRkblDNNmyWwUSs+90LTByZI3sCyhY0Ov1CSvjnWo5qGQaUFREc4hfeesyFZ2ikJLOq0CxB+XGZhuymVQVPcPudKDv0gicJhlAKFmMgxvgEKRUJuSdP9XShKD+5tvjj3KaDRtGunxDu3jq186KmuRSNnrEL0xtS/c2CgmM9CAyaPbnhVT85cEg8qKAbBvF6O6STIpFdcG+yIzMNkdRkSN65JLJMkRF2eembQEQiSxsqJaOTJW+dp+e2CnnZKWQnuCDh4nY2e8jb0VSVOCbjNLHkzpeRRex/5Ji1GEOalH0gaVFeJL+cBYzyarV49oo7q2bcO9Vyo22OvUicchS7NmkR4Putq5qqJlqHg6dNDVcl0zIuanELvtBnz8cbhnlW2wN/9QyF0wGRMxOGkxAhNG6Q6SVRsbNcaBeB3X4s+B4wlCkPfIhezrVBdRw6sAEYDKigFoZXMLffesRFUatt0m3LBQt+TYJ6ZJymwTLNPDmCrsvTfw4INInbaixGxDM9OUuNDRBCaQTI0aBX8mCro11p7oJ2sO+vb/JN1QWYmDBDpSqaYWJY2TcpvVwYOBX/1KbRwOhG2Dw842RcM9D/7+9xjFyCzB6kCY+vj220CPHgabTaWNKIM0DvCcicFThY4KnV7Upc+kSUJ3R+r/FdSD2PO3ZbhVchINKisGEKZ6y3UGFnNj8MorwI47Bn8uoQFBI93MwFI2MErDYD3KO2R00SAY2pd5lQdN6PXugfqLOmVFZR1X5bpYebsUd7busottd6oAzYpoMEqF/+c/k5Ej41BZiYOINTVMo7hdX3UjnDQMHmWSij0rWSPmxOTsbgpo1SppCdJH3H7fJdb7MHU6iBtcthliqD4UsgzOHiUClZU4SKBwt2mjMHANB83P4GgJh2+Ge7HKKrUJ8ioOxHm4q+haqg+FLJFFT+U4PpniOICyED3TO2H22w+4/PKkpTCCQG0TD6lKnsLsEukHNGweqD+kn1AtxeLFi/HBBx9g0aJFsuVJHzIGgWHCkDn4NMAb2O24MLG4Vfe3g/Eq7sF52fEGVlLe0jDDGMkMTKIcOqBRSXNlLrrhbpzbcOGNN6LNAKmqX5bCsEMSqL7GILtuDmqC0LFjfGbGQuRyoRoklcnOyZVsELgajBs3Dr1798a5556LzTbbDOPGjVMhFymE0wZiRG0Rs5zOhnXixGT0r2c5WFIHQfSg5EJdupg44FQ+iZLLYd484LLL1EZTGqdpxG4GZmAapYFAysqyZcswfPhwvPvuu/j0009x//3349JLL1UlmzJuifO07dtvjxxE0jNDQexsSTx4dpRhyohOipoBZmAyPcAdjgn4Bc2wDlXyAtUYK9coaRHU0K1b0hIQB4rayoQHmkGjr6qKxWFaA88+CzRvXucz3QHLCrU0Wv/eJg70S2UO0Vfq2IeZRqAud+XKlRg9ejS22247AMAOO+yApUuXKhFMJZttFlNE3boBdWnlRQU2ev6e9DgylysWgLOEycBk14c+Wwe730u5fBGHoyVW4lkc7fi7ER3dNtsA/fsL3bqhslqtLBIIleaHHQaMHClfGD80axjCrDgUprfsFYsklRUpb1JbKyMUV4pk3HNPYMUK4PTTBR8gIqTBlDlpAuns3bt3x4knnggAWL9+PW655RYMHTrU8d6amhrU1NTUf1+xYkUEMSUTV4PVSGwG0fLRGZMerGjWF6oj9EEr8SRQZvasxEHE960KuAjiV4f92gDtyeWEZ1U2NNJfWQmFZXHDeEiUDuZMHyfGPVvpVYaz1k/oSoD2Ni2EalmnTp2Kzp0747XXXsPo0aMd7xk5ciRat25d/9e9e/cocsrFtEwuFDcB2SuMb+3Th/SDOd06oQMPlBuPCCnsEKNMODRrKlEQAULJGiDPNqpQVg44QGpwpsyEWoDZ9cVBdqWTczG7Li6LLUD89W284j4/cF+SsL+fsrDj3rNCEiGUstKvXz+88cYb6Nu3L4YNG+Z4z+WXX47ly5fX/82dOzeSoEYTsbGpVdF4v/wyIOgcIUpDsBItwj8cN6YpsXHwwAPxx2lCPgSsFCIDG7dB2iWXBIoqGQLM9G1s1Fh+/EcdJT/MoORyHuUiO6OpMN7AkrYeiItQfakJ7SHRgh/HPJe0CMoIpazkcjnsuOOOGDt2LJ5//nnHfSvV1dVo1apV0R8JiYoTeA8+GOjUSejW8g324jK8iMMCCEW8KMz6Si8zJJnTTM2ayQuLhKJnz6QlECRJZUXy1GqowbNluadBNsbiUthqK9khGrpnJS+rYmUlVkVRQfqbsgqqms8qd0RVny2SFkMZgZSVN998EyNGjKj/XlnnpqLCNDtdw9YMi9qqJLyBsTHQgsKsb98+OTmUY4A3sKCIvIPrPYa1V36YsmdFarlT1IRWVUG78hG1v2hcqbC/STitQukdmq2shDFB1qyIBsMgb2CtW8cSTSIE0jL69OmD+++/Hw888ADmzp2Lyy67DAceeCBam5ZCmlV+P5SJK9iCZEZZ0bRF3Wkn+/PIIxuuVVak+AR7BwYNgtyKoPn7GodI3gweDJx0EmqqzVhlD9XuuZSrRorcz3bpoibcKOh2KKSq/mslWioJN0+91MrHK2b372EVgdpGlbYHPxNxqTeVVent1wIpK127dsUzzzyD0aNHo2/fvli9ejUee+wxVbKROooqo2jDJXMjYenEQoCw0zAr7oviDnfSJGD5cmDTTRVG4vYOGgzq/+9y4LXXkpYiQTTIAyk8/TTwyCOZdH2eU/TOVXGewaECpz0rSndjywl7OcQUbimxaTa5qlv9DbvB/sMLxgGPPipfIAd2HRRLNKkmcFN30EEHYfr06SpkIS5YlqJD/kRruGaNkyumyBmQRo2ALG/52mEHAC2hV/4GlEXEo5cuin1ob2CCgyrpnuwUIdcMLL2mTVlEtGyU5nqQYhCXN7A0MGQIgCeCPhVfuu63rwV8GFt0qcSwzSaSiLtx92lsHnkk0uPqSVwAQaLKacp7+iGzfHMgJAWR5XldlBVlGFSWcrCwSVATK4/2Q7fZaJVENgMzQLELbVoWJP78rYoPhQxELqfdnpUzzwDuvVdd+KZUXUPEDE02lRXNOOkk798tFd7AIiHRDKxTJ2DWLOD88+0zPaZNq4tCh/fUmLQoViLE5BUnEZ7Tz9XkqDCHsAdZWVFRtRUEKtWcPUPtWWb2OIYgmC8iDb2Becny0kvATTcBLTyOK1BQDw46CGgZYvtQDhCSx5RJJCVHXGhENpWVuAc9UStoGHFF4tShA/3rX23frHfcAbz6KrDddvb1gHnUfwcJsuiQHqLEdShkEugkiyzc8qvgfBBdvIFdfHGIh5JWJCXHX9Eoh6YxH8YZGpPrSwznrOQUTPaFlbfKy+W8a2TiZXt1ZfBRe9CVEtdVwkMOAUaM0M5yxfWxsGUu6bYOcEzjHCyz2wIfsqmsxI3pXowiyB/XrMTddyPVFVU5JqQdzdv0RnRlpZH+aV92tFRUVA1wdBg4ObDLLhEell43k0wjCe8SKI+Dx9eseeBHvHGQdwcZk4kmI7tMO6Sx/q1qNLKprBg2UKkt3GCvgeIjVQGRlBcVFUiu4zasPAUize8WhS23DHZ/2tMxwEqulFVQxbRvH8OehJTStrWFDz4QvDmXw1tvAUf/puCa5HZ8WVVHqeEFQ8K7KO7XevQIcHPAPSuffgpcdBEwenRQqQKgOH3KqjTreCJkU1kxjNCnKcsiQuWsgEabA1Xw3ntJS1BOWlcgklJGhw0DNtmk+NruuwN//7vUaLSxjc7lgH//G2e28HCvM3hw6OCbVCvIR8nlVL5LYEV5m8vpVUdhi9Ookfj9++xTd46SIhY37go88wwwcaLUcGvjGj4FaveC1y2V7q/79wduvRVo21ZdHGEJXW10WM3UrM7HAZUVA0j6UMgyAQI5NPER3u3l/GQ78MDgz8hm773tQWsS6NBgxkXSDfPf/w7Mn19+fdgwqdFoo6wAwK9/jWcbn+D++zbbxCdLEoRRAjzqZKi9CqYSyD9vTGX+6KPtndgSia2+BkhP5c4NdOx3wpYhwXeR8so6ppthUFkxgFDlXGknIB62ssazTIHSaKBH1KBTHgetlFFk1+m9vUiyQ9Z8MBDMC1QANH9vYUwp4wWEPo8ocETieRyHAhXJDbeKfA69wR7mOCIqReNDnFVBZcUAlLkuDruyEiQKP2XFTYagcVpWejpuEWS/6xZbyA1PdzRs1LVaWck6ffvKDe+jj+SGV4iGZVmYvOyFZpaGvI9yM7B8MuikrIjsWTEk/4wmS2OdOqis6MKhh7r/VlguNWgIgsyshDYDM4G87BrkSRFh5PnTn+SFFRVZCmxakJUHF14oJxwnRM5Zyb+HijIlO8yxY+WGpwrd2h4gXD099thoz3siv93I5UQVgwj5kxc7wKGQsZxxo2GRC0Osr6FjPTUMKitxINL4HnCA609Fh/0ksXE+QkVr3iymAaaGG00d99XIQva7NmvmG8/835wnN84C/nPYTcrCJnW0bw9ceaXw7VnVDQEAXYIeX58gurV7YQpOkB35GtCqFTDqxowOn/yy15SGQ7d6EwSTZQ9JRmtbTMg6gMpKuGBGaHw27RqTC1BTGkhZyH7frKWfhhhlBuZUXkTLUFrLWhLvZXpaxjDoUmHhmgPQpJnI8El/18XGlyHF8jdpEm98xBkqKypJS6EueY8g3UvO8lnCTvMMgcr8T0vZcuHkkwu+qDQfCouC9NdGWdEpnZOE6aCeGNJ4E1WLZHGVjwBmYLGQpmohkIdt25nxwo0qkeo2i8qKAUgfF+25p/0Z0gzstb7itu/K9qzQG1i6KMm/hx92uEeTs4Okcc018ccpKw1L089UrzpehPH4FuUdL7443HO6pauOrotVoFp2pw32LVooiCfGPNApv8O2hTq9Q4agsmIA0r2B3XJLsPtL7InntemL5liF77C576NBTrstIuUrB0pR1Ji2b6ckWEe07w9klM+rrxa7T/vECEja3idPVI+EN98c/Jm0pqUXks83Ck2YtI/qunjRouDPyybrXbOKsUn37vLDTBlUVgxgxx0Vnn4sQmX5Eber0VzoUWXtmg6dtK7ewGRS8G7V1eqiKfIwl8b0FHinWMzAAqStZ58cZc8KcUbxGRyxoZtMquRRdnhOHXmxC+VX0QjLTp80tt+qaS42nsoyVFZUkq+0ERuDrfvENIPjRsnKSpCgQ6+s+EVSGq5uHSSQjj0rOnU8lIXESRgnHzq5+jYBk2UXUFakTEDodM4K4L9nJe6+WMe+XzUm15uQUFlRSZBKJNsW1SvuoCsCLo2ySMPYuEqzzYFEUzzKkiSlXyombrAPaKYU+KiRrHsDIzZR96x06CBPFpUksWfFR45YzllJC2kc8KfxneqgshIHIgXod78DDj5YvSxhCLOZto7OHWJSVpKopH6dSNoGZVHTWNeG9M9/BvbfH2jcOPiz48fbnwMHet8X5d3jTre6+IYMURNuauGqSjRefBHYay8X7xoaIrCyEk15CD5JE4ey0ru38iikcSlGed+QpvqTcqis6EJ1NfDyy/HEFdQVrMt9Ig1j69aiQkUkbYqBH17vq6oBjprG0ke/kjjvPOD114G77hJ/Jp8WRx5p///hh2L3J4nqjln0HdM6QEjqnBXd0jNsOhx6KPDOO0CvXt736fK+yuWoS0cd2o4CIrmCjjnvvsZWscaXJJrUCmVQWVGJjuYrQHB5Isgf67J0QjPQRfGmfaO4IiyRtEp5erqagaX8vVMF80q962Jd0jguOXTbs2L6eMa0+AgAKivmEXE1RCZCDWNcB1rlctEbkTAbar3CSEOjJrMcRS27JqenDt7AVKafLgPIpDG5jCZBHB7QdPIGFuZ9A/ShytsQw+q5V3oYPZFqWD7IgMqKCSRt1hPlAMYST2LSMMEbmEpS5w1Mg8Y3gx1ArJiWvqbIa4qcstClrY8r3Zs0iSceEXQ0O3Q4WiGPl7ISazGKYX9rDhrmjUSorIgQ1lOXLo1qVEreo96ZmMjMxI47ypNj663lheWE7PxKS/7HQN++Hj9qaG6hJHodFLYopK28h3mfFA8WhDGhHEyYAPTpU3zt/PODhRGX6+Lrrwe22859T13WvYEdfnj4Z1NUXzt3TloCtWRTWQlaQP/zHzVyqESXDqOiAjjwQDlhffml+2+5nB4NT5plUPhuHTsmG39gdKlfQRA1ldQpnUm6SWrPyuGHAzNmFF874ADpckSTtO7pTTYBpk2zHYGoIE6zOhVti4cXR09lUad2ToIsbdtKkENjsqmspM6EJl7q/QaYPhOsAh1WAVSV76T3PKiKP+F6uuuu9mf7di43yJJPZvrpdoK9Dm1tUu+vw7uHxWTZhVZWoqDhhIjJ+VVKil4FQLryxoFsKitBidoJJdGJySy4Js4ihyFsmunmAWzt2uDPuOVx2hwGeJFQ3o0fb1t6HHqYBmXHVFSUTR3qsomkvZ3Io/yclZjIajk3IGtcyWCeUVnJIpK8ZklpiNPcsSX1bmGUFRFUHgqpm8InG4+y0LkzcOWVQPMWBrkudjooNsBJ20QiWUvXpB3OqJYjAqr82RSh4Xu7oY31h1+ayRorGJQ3QcmmshI0Q8MWAE0KYG3UClvyHiNG2J9Cfgfi6lg220xNPEFk0CXuDh3kxaND46eDDHGw777O19Os0OvMXnslLYGZeJXXqqri73HUbZ3MR1W8b0GYHts35BGDZytZeCorop7NRO6JRUvMNtlUVoKiUeUL09j9pfmocHFNnAh89VXZ5a22sifvO3SQsM9ARuN92mnApptGDycN3sD+8x+gU6fgzyV9KGPUsLtEOVa5jiD5pWIW9je/CRZmkujUJgLRys9llwHPPFN+/cgjgeefB777rvj6kCHh44rKgQcC//xncvGL4FU2Zs8GrrtOXfhxhutW5mbOjC6LHUHwJ+I4t0Yn/vvf0I8KJ5VI+gh5iFGMyfkoQDaVlYxtsF+Xqy6+ICrXQQfZmokD1dWOl+Oj8B10mgFNOs/33FNd2Do3httum7QE0cnlgEMOcb4etxxZoroaOPro8uu5HHDEEcDmmxdfdxuYxHEGRefOwNChxdfc4mzWTK0sYdh0U1sJzKNTWQvavrntWdlii4Yg4zZD0qGNFjX3lUFp3SxBSfqHcS6iQ74YTjaVlawjy1WhjAoYNozC52Q1gGFPsE9iv0Vcq0BZ2GCff0edBk4mkuSelbSWzVLS8J4q977FSZgT7Ik2aLOfBYhva4LBZLO2ZaxguCyOiJOEX3VT09xUuZOG6eYOPfuZAcuwTZAyZnKaKZddMB3TovwpoKPE7Zv16JxeOssWkWwqKxnjmN+ad0igEYOquDx8pAXR8uLkaUo3mLfFiB44qTL+pInj/Z3eU4d3LyQrdUNgZaVZ05jTImt7Vny4Z4yXSVrIQMOkVxxjBd3aAclkU1lJceV0omnTiAHkT60jxTiVI1PNwNyIw8Std2/ODkblmGPE7st6OjmRT5PDD7c/hw0LH5ZObeU22yQtgT9hymPQNBZtKxU4zdhqy2BBErm4uoPPE0d7uMMO0cMo2AeVVbKprAQlaeUmzIBR5iBz0CDgmmvKrzulCytVA0mXG9moatg//DB6GIWydesW7P44UF0Wxo4FJkxQG4cfKvesRH23b78F3nnH+55//MOOZ8wY7/u89vANGgS89RYwcqS/TG+/DbRr539fUL76Cnj/faBHD/lh68DAgXYa33ST3HAV1NFST83B6oChEwtB0rFtW+D//k9u/Hvv3fC/R3rn3OS84orgcXq989tvBw+vlKefFmtTUkw2lZW0DVTiiNPtDIhCmjQBWreWG69ppHnmWkU5btoUaN8+ejiFsh16aLD7o8Yngmi5CLta16xZw8qAV9imKtB+7+ZHr17+XgObN7fjadIkWlz77COmKBQOqqJQWj622grYbTc5YYdB9Z4Vy7LT2McTlHJ0bOt1r9+ladavH/CrX8mNo18/odt69nT5Yf/95ckCAG3aRA+jRQvgsMMavjuVPd3zPiLZVFZIcOK2lTZhP0iavIG5oWOHLJs43jHt6Zj29xNBl0MCTcLU9w+7/850VLxPQn15586JRBsO0TRKW3krgMqKaSTlLlikEiStQKS4ompB1PzNagcPJF83iDzcyqcKd+omotqFtaq0DXoorOI87thRwwGqSBolXfaz3M+kGCorRIy4lx3DhK3DgDAL55KoIOpBYrp3PFFmxmSeIySrTJaGY7KJmQriSos4DqLUlaTfW3H82/QJ8VDSaaIDQSYNRMY1pfewnUsEKisi6NQAJLHBXjQME9xqpoWodvWiJGHiVkplpf3ZqJHY/UHLar7zadw4mFxBaN5cXdiiJD25kJbDN2Wmo8o8MSGd45BRhTewKHvQJEdRRL6tVElk96Il6F5OdVBOeAAplZXEKR0g3XtvuHAuugjYYw/n31QpKyIzDnFWdB0qdFwN74gRYve1aGF7z9Edp3T74x/tTdEHHWR/31KxH9BjjxW/16lcX3qpu1vVRx4JH65MVJXPIKs2qt9xm22AV15RG4cu6D7Q88PUfT5uK1o33igvjjDvuccewH77yZOhlFwOuPZa73uSHtzrMMEmm969/e/xeteWLe3f779fnkwxo8HoLgN4Vd677ir+ftZZ3mG5FchbbwXefVcszjDEMJMUKr5CdFBWZOG3itC2LXD88f7hNG0azTVwXI29Uzy33267m83PFkY1FSvEqZxGXa0aNQr44APn3/qEsemIjxnn3R3sAZ0P7pw+HRg8WPz+JGWPa9U7TSQ9GPbiT3/y/l11XlVUAG+8oTaOzp2Be+4J92zc5uRpcHjzwgvR9+GsWAHU1gJnnCFPrphJ0eiOKEU3V3lOdqlJuaR2m8mJkj4itrYi4evcsRdi+oBRJTLlcykPrmcOBAnHlLKmiiQ22Hulua75EXd9UzHRlqZN3Koc7uiOrvVDBN3GYzFAZUUEnQqBjIYlH4aK90pixjX/HjqsrKShEXdDpTewNKcbkP73M8FLkCzS8h5JIUupS9LsMMuODWQjOx2ZL6lEg9FdxlFpQ646PJWNQpgORjdlxdT9B3HGp9NEgA4k1NHmKiLGG8QbGAcTDUQ9XDSXy1566uC6WKUceXQ+S8tLtqTLo6gy7FZ32CdpiQajOwNIuvIVkpSNs05pUEpavAwFQeeOLGo8ccQZVamUYTYlI1xJ9NoikWjNJEnzS9Wnw8eBrLou+/2Cpq2O6aujTEnC9EgNVFaSxhQt3oRZ/Kw1THG4UE1yg33Y50XCMqXexURVVI+nQfKPad9A0HL/00/F32mO5I+p5U2HfU9ueMmWdHonUR+Sfuc8KW4LqKyoREXBcQqzZ89gYYSpWNtua3+2ayc3XJkkZQamcwMRRLZjjlEnhx8y0/CQQ5KLW0UcTs9WVYUPj6hHVZl67TU14ZqELu2tjpMiSffBfjil2T77hA+vY8fg8UVF9zROKVRWVKJqY18hI0YAX30lP55SmjUDVq0C5s+XG27YNHJ6Lm5lxUmGoOZFm21muxVcvlz80MPSeLwIso/gqaeAs88Wl0EGKkz4One20/O3v5UXpm7cfjvw4IPywpPRVvmFocsgsxRZcqVlELNkSXxxyd4voTu61gFRVJjetW8PXH11uOf9DsE0xTJAt/1SGhLDcacpQGc/4C1bxjfLqsMp3F7otsFehCZN7DwM86yKs3TatFEXn9dmRtmNb6tWwZS/oMQ5YHJLm7Ztg4elw14K04nBlbQwKgYtYcpVWHQadMXhHVMFOqVhWPJ9YJzINKGMo/3LUhvrgAaju4yT8QLo2liEmaWNqqwk4bwgbJyqyk0aOj6Rd4jTa5sqZMotI99N9QamyllCHOgkiyi6DhBNnd2OU+E1wc1w1PRIQmnVpSxpDJUVEeJe4tMl7DiQaQYWdz753W+S62K3s3fi8tIVNR4n5UOnDkAHWVSvEJveFiWBDuXCNHRJM13kKES1WV3QiSCdMUXOIKTxneqgsiJC2E44rg32aSTMe+pgBiYLWflsSnmJW864Z99UmOwlSRQPQropNUmnZZaJw3WxbuXNZKI6FSh93qQJvSjIeE9d3iUhUjS6I0Vk0X1f3MqK0+bwODf0mWpjrTreuEzx4sJNvrS9ZxR0eLc4zuspRYf3joJO8ptqBlZIVgb/ouhoZhY0TKd3MC0fJEBlRQTd9hVEjTtppaIQmZVON29gImSw0SlCR5OtLKJTmxAG0+UPSxbf26S2Iq35o8IrmMnEYepvehpFJJvKikmNnR9JvsuVV4rdd9557r/ptElY9gZ7lTN1sk9Ez8cd5qyVE08MFoffb5ddFlwGp7BPP13s2Tg6AR1m+FTWtaoqczfYy8LrvX7zG/tzl12ixdG7d7Tnw9C+vftvfudcOKFqb2FUt+uF4e68s/e9110XLo60mIbLaktUyF7ozrhbt+DxO71b167ez7jRtKn4vTJIa9uKgMrK888/j169eqGyshIDBw7EjBkzVMmlloxrqNIK9GmnATNn+sd1+OHFDYjss1ry7xN1ZSXL5SL/7v37A+ec03Ddr6zMnAk8+qjzb8uWARMmBJfl5JODP+PEvvsCs2cDF15Y/luKG/VQRHWbbfJ+sTi8Uz3wgF1XvCZuRLj8cu/fn3kmWvhOTJrk/tt++9l1LCyiaS+iiNx9d3g5Snn/feCzz9x/Hz5cn83mOrhRD4sq2ZcsARYutM+HCxP3d98Vfy8c5wSR+eef7c+4+huT22EfhN/s22+/xbBhwzBq1CjMmzcPm2++OU4XnbnMKnFsKE3CTrqQLbYQu69nz4b/N9kkeryF75D/30QzMFnPygxzs83E791iC/d0b90a6NTJ+3kV+34Kn+/Rw//gsDAkrdjKNk2N03WxCqLIH8fer1zOua0MKrdfG6fiLKzGje3zoNzo0SN82DLzTWb737gxsPnm3vfoOOGhWiZV4csOt23bcKt+eVq1Kv4edoVEtD7Ken+VZ4sljHAvPmPGDNxwww34bd2p0GeffTYGDx6sTDCtSHpgUohooU5i03fSJDWroGJmNit5lkeFG+ao98hEhRIrc39UnOVNp/ZUJkE3yfo940SQNs6EWf2obspFCGsy6xdP1tpowHlyKczzpaS1TRBFpO0QSfMUr6wIKyuHHXZY0fevvvoKvZOwn5VBXI2MLhXQ1BnPoHHodihklHQPcyimLGSnQxxx6raiVYoObYHXic0y9hHo6lAkCUrlkSVfkDZOZprolr5ANpUFP+gNTHyiNu4JMplxuMnOlZVi1q1bh1tuuQUXOtmC11FTU4Oampr67ytWrAgTlR7osHE7KEnMLqs4qDFIvCY0pF4E3WCv4wAiKCryzvRyUEocs5Fxpplu+SNrpl4kHNUrESatGOoWj6krK6ocFsh+RkdMnbh2Cy/FKyuh3uzKK69EixYtcMYZZ7jeM3LkSLRu3br+r3v37qGFlE5cFS2OPSu6NJhuxCmfDhU16MqKjvmnahCclBmSU9hRV8CS7qxl71kxHR3qkale5XSO14m4V21JttCtjQwiT4pXVgKP7l5//XXcd999ePLJJ1FVVeV63+WXX47ly5fX/82dOzeSoCQgSTTQSXekpnsDS+M+o6y7s82jwouOTqtRac+/QsJ4gZLl2ECHCZmoxL0SELZd18XhiR9JeAPTub6rTo8w4ce1MpiG9sGFQGZgs2bNwoknnoh7770X2267ree91dXVqK6ujiScMnSuaEFJeoBdSJxmYE5xme4NLE3otIdEpzriR1KyyjCFMimdC0myzqrcYG8CYRzGqMJUM7BCVDss0PGdvTBN3qikrX0oQPjN1qxZg8MOOwxHHnkkhgwZglWrVmHVqlWwTO2gguB1KJYIRx3l/lsSpgMq4zz2WHVhu9G/v/25117hw+ja1b1hO/BA72cLnzvuOPtz663DywIAf/iD/bn//v5x6kTeQ6CHiagjou/j5k5UlYcgN/wOG1ONbq6Lg6SnivYn3waEQZY8Bx/s/pus+qp6YOnUhrZt29AelRIm7Tp3bvhfVEYdleMw6Zu0zE4EkUn2Cmz+sNQkcHvvrbbyfs4pDYYNiy6PX3x+B1PmcjQDA4BXX30VM2bMwIMPPoiWLVvW/33//fcq5VODUyF94QVg110bvr/2mn043fvvl/vcDsof/gC8/HK0MEzhoouAF18Uv1+0oZwzp/h7Lmcf1PSf/wB9+9rX9toLeOMNoFcvsTD33ts+tHDCBGDqVPf7nn3WLh+ffw68+653mPn3/+CDaB3TrbfacT73nPPvOnZ6gH0o3YQJwO23B3tOtBP85BPgpZeAxYuDyxY17jyXXBLNh39QdNxg73R/WBexYdlhh4b/+/a12wK/Q2pVcvzx7r/FdeK3aDx77ul8fdy44u+33Qa0aAHcfLPdHsk4I6tNm4b/3WaCvQ6a1MV1cdLssAPwxRfF10rfoUcP4PrrYxMpEHffDZx7rvxww+bb+PF2v+13vo5TebrhBrt+qKR9e+Cjj4Bp0zK5wV7YDOzII49M9yrKYYcBt9zS8P2AA+w/wD6JOwqNGtmzbrlcMg1iXHFaln0A36GHyo+r1EGDZdmHrJUetLbffva9s2b5h9m2LXD44f73tWxplw8RSt/fD7f0qa4Wj1MGss54adFCLE1LEY2zfXvgkEOihxVlg/2AAcHuD4Lq9kCW62KVbrlFGTq0eJLBbQAuG5HVKVV9pazByODBzhMvLVoUf//Vr+zPfHtU+rsqSg+a9HOSkQRJx7/LLsC223rLkW+Pr7pKTpwy3/mQQxpWAlTVFz+nLoW/b7WVnZ5haNw4nv7ar+/hykrKSLqRiYJpsoe1+zXtPZ0I2gDrsqEzqY7DFOKW1ZQ6Ilpuamvjjc+PJNNR5QZ7E7yTxZH2YeMwcc9KKbJlNOGdw5KGd0vxykp63ywMJq4c6T4YjXODfdA4TczvQmSepZN0Q510/LqgOr9U7VmRIYMpRPEGFvWwSNaT4MRtnhg3fnKbeh5TWEzNRzfouhgAlRUxVFbQqBVLp4op87wKnd7LDXoDU0Ma01D3d4pTPlkrK1lE1syp7uWxlDSZS4uSdPxxkqV3VYVsd/aaQWXFBFJcAEPjlSYmneKc9bxVcYJ9kHiJDVdW1CLrfArV3sDi9qqnM0mbgck4z6N0X0ZUopbjOJyFiMQXpwxRyfoYoQ4qK4UkUShE4oxaiXS2yZZtzhIEHTobHTYqi4alsjFng2yT1CqujHjjNrdJqsxEWUFW3ZabZvKUxIpJ1Pvy6GKC7eXYIQkz7KTLVhAzcPY7xkBlJU5YMcSJY7UiTSZ4bphS5nTZtK4jOm9CDgPNwBpQucFeBTq0eXGVVZPaiLhIc5qYvtc1zXkDKivFqC6EMg620mU2RxRZM4E64+b2V+TdCu+XcdaFSlSasKgwVTARlRvsdVhJBKisFJLUCfameJiTgap3MiGtZFtumPDOom74TXgXUk82lZUUe0wIRByzdKoahMaN3X+rrlYTZylJNnaiZThuUzEvnPJMli2/rHNiREh6djuPzHYsapp51cdSZJVJv3DSOBgpzXPZbV1QMyIT0ljVoZCq311W+DLbK5H2OozclcJH/iWPiomioG1i06bBZTAcTXrdmDnkELUHu0Vl/HigZ0914ecrxs47q4tDlKAb7h580D4I8t573cO8+26xuGWZgQVpvPr2jRbnhRcC/fsDxx4bXv5ttwW6dCm+Fseg45pr7IO3br5ZbTz9+rn/tv32wJ/+5J52114LbLON82/nnGPXmTCHXqog346dc47Y/ZalxnVxr17AAw+EW1n5wx+AN9/0vv/++8PJ9fbb9uGCL7/sfZ/qFc3OnYF27ez/w9bZ004Ddt0V2Gcf+/sTT9jp/uSTYs///vflBy1eeqn7/cOGAbvvbv+pRDQtTVCK3Hj1VTvt33zTVi6PPhrYd9/o4Yrsg8rl/PscHdL29NOB7bYrvlZ64LMuWBZw++1Ahw72gdHXXCP2TCHbbmv344U8+iiw6aZAkybA8OHe4b34oj1GfO658jhOP7343tGj/eUzAIPUWYk0bgx89BHQrBmwZk3DdR0qLQAceaT9F2XWWeSZRo2AAw4AXn89ePhOyHRd7Mbpp5dXxlJ69w4uR1y0bx/t+dtuiy7DF18AffoAP/4YPawgbLIJ8NVX9v8jRtifTgpf0PK+337F371mEj/7zP6cP9/59z//2f5zkuGee4LJdc45wJgxwZ5xwi098u2YDILOvhbW22+/Df/sAw943ztoEHDGGcHCz7PXXsDs2eGe9SJomyWjnj30UPH3E06w/0R59FH7s7AsjRoF3Hhj8X353//+d7Fw4zLjNdl18YEHFpfDZ56xP0ePtiefROURwUnmigrgoovk9B15wua7W5q2bAlMm1b8+xdf2AN3HfnjH+2/sNx+u10uCt/397+3//LcdZf787vsAsya5fzbgw/a6Xn77fb3Cy4IL6dGZHNlJSiyGi2ncJLwBhanUpaPS8e9KbLSIcpZMbooyEnnj2n7b0QIY5qWVHkw0XWxLnUnCLrsG9IFnTc1J20GJoqIN7A461zSZTDIxJcu7a0uZUljqKwUkkQlUxWnLq4FZftj1wnZh0IGfTZuZUhlnpiQ33Gg8qBRXTabBtlgb2q5CGreagomyq+rzCodlgQhzAZ7U+tlIbqWC+IIlZU4yXLl0NH7TBLe30pJQ6Mvii6DZdOIa0N6EJzyS8V5FlluM5PAhHqoSkbdNtj7oeNqUxCSmKjVFRNljhkqKypJujHTgSy4Lo5CFC9WJpQvla54ZcsgG5NWolSs6rmRBdfFprZrpsrthamui2WEn3Q7kTS6TJDFEZdpeROQbCsrOsysq8LLjrUQ1TKGrUAmdZqyVo1UvLMOyoKO8aehfOkWh2mnp5NsoMp1sQnINtsSCUdUQdBt5SrO9kvXcZfGZFtZiRsZ+zd07uh12ScjimrzGtVmYHGfoSLLO42KZ+IML42YuMFeFmkqH7KdseiCrnJFQcU7uW3c1q3O6UKaylXK8zjbykqaCmpYdE0DXeXyI84N9kmFqYI0egOTRRx24nGurGTBDEyH8qWDDGkm6iqDX32J4yiANKLaqU+Y8P1W7VhXfcm2smJKxY56OneSFUHnShi1wVDR2eiMSXswdCBqvY0TXb2BkfAkaVYqStwuxGXcl8c0N75xhZf0Oxeionzp9H5u6N7fhCDbyooosjR1XQp5Eq6LTag8SeePLmmkKh2S2uyYdL6qQJeyEoY05kdaMLlcRYXl0p84vYGp3u+qU37LlkWnd5MElRWVxFFgosaRwkItjA6H06V9cCC6+pT2dNAFHVyIZ9l1cdreJypxWAro6g0szg3msjfYs70mMZNtZeXYY+3PnXayPw86yP5s0SJceK1aBX9m++3DxRWFJFz2uXXSbu+/xx4N/x9+uFyZotK5s/15yCH2Z5ABSL6MOfHb39qfO+wQTq5Ctt3W/hw6VOz+Lbds+N+tfHTrFk0mLzp1avi/cePgzwcdBLZs2fB/s2bB41MVx/7725+VlQ3XdNqzsuOO7uGo3rPSu3e455Jg663F7jv6aPtzu+3UyRKEwnLnxJAhcuLJ1w2v9rAQv/K56ab2Z75PL0S0XPbrJ3afqEyqyfeRTu+cR9UG+7Dh6bQ3sfS3Dh0a/m/atOH/0nFdYV/pRb6tdIqrRw+xMJyeFbkv6bKpAJ+WKeXccw+w777AoYfa30eMALp3t68F5f777XC8BnS5XHkl3203/7ArCnRKGZvudJjd++wzYOZM9/c/8URg1SpgwQLg4ovjla2QnXcuv/a//wH//ndDJ7FxY8NvjRo1/O+UziNGAFdc4RzXnXcCe+3VUB6j8NZbwCuvAMccY3/fc0/g3Xed750wwXuw9OGHwNKl9l8hM2dGlzPPdtsBTz8NdOwIVFfLC9eNFi3sNMrlijsmmTRvDrz9tv2/aBwXXGArw3vtpUYmN0Q6t7FjG8pmlH0nYduf994DunRp+B6mQ54+vUGRV0m/fna98lPwb7/dbgPzEx9RCZu2F18MHHkkUFXlfd8NNwD9+wMnnxwunjzTp9v1z2ugXYjfe02ebH8++CDw1FPB5bn+emDXXYHnnktGKf7vf+34RZg5E5g0CTjuOPv7mDHAY4/Z/4t4A5syxc7DMER1KhDmPgC49VY144BcDnj/fWD1arvvydOkCfCf/wAbNjQo1v/7H/DDD/595bx5wMqV7v34Sy+JKzyAHuM1Dci2stK8eXGjW1UF/P734s/+8kvD99/9rnz2NA7f5jpp0E6Vyk2+7bf3XlWqqADOPluOXIA9g/nss973OMnqJGPXrsBJJzV8L1RW/GYmvQYDpeXRD69GrFOn4rC8Bk1+K1cDB9qf//hHw7VWrYAttvCXMUj5zCtWQQlrTrHPPuHiC8Leewe7v7LSbkv88HvnTp2AhQvF4xXJp8LyVFjm86heWcmvaOYJ0/Zts024uMMgsiLcrFn0gb8bQdJnv/2KV7PdaNLEbvuiytytm3hfK8Imm9ifhauZQcivZh91lBx5RCisL05tqVt92mKL4vsLLUFE6mCUlfukxhuHHCKurASV0W3CdM89i7/vuGPxaokT+b7SC1kTE6WkXKnJthmYKUS16zVF2TGVICsrSSEjn1lWgqFyT1RYT3SyXBc7KSui6LBXTEU4JqGr8xcVqDrvSuYqgymI7FnRrX5nkRSmHZUVlcgyvwpji6iLRwyTNuSFTQs3ZUWEuNJF9qbmMOXQ6RlZ53vE0Xmajsx0iLKyIkuOCnZfoWGdiAevdI6j7RfZs5JUWVAVr44u41nfIsPWPixJbFJ3QvdKoGqDn05EUVayjqxyoWP50vFcGlnewDZsCBc/IO+claQGIjqWNSeCyKnLoE4Fqs4GUZ1mMlfDddlgT0hIqKzEieqTVUkw/E6VFaVQWdF1tldG51IYBjsr85BpDhrXBvukZ6Zlk7Z6k8T7yD68Ny45kkQX0ywd3THHAY83iIymI6uUIKuQRfUGRtRSqKwU5rmpeWVa42iavEEJ835uroV12LMia2UlqYkBncubaJuTpT0rWUb2vpo4zbrT0JcSaVBZkYXKyhR181+Srot17thFEEmrKAM3kzA9L+PGpPSSoayo8AZG5yDhiXtAmTV0WmWIKw6dVkZETFrTUD7DTECk4b1LoLIiQpQD0KI+A5jdYessnyzZ3JQVnWeD4soXHfJfBxlkk/QgJC5vYGkzA9MFndsmJ0yTV4Q430nWBvs465yOG+V1JuVm2lRWZBHGvWiYsGV5YSLy8keWWUtQosgftfOSVQ7jaFTT5u1GB5zKfNzewLjBniSJSa6LdSyzcXgDI6mBykpYVPllD/qcjl5MkopLBSLyR5ll1tF1cRLhkWQxcc8Kz1kJj6x3jqsdMDWPkm4nTU23UlRYpaSZFL43lRVZBDm9PSiyN9gn3YCaRFr3rOjSmOkihwqSHEwHreNx7lmRZQamq+e9JElr267je5m0Z0WX1cwwm/lVyWIKWXlPH9jam0CcqzhZQlYDbuKeFZ1lC0Pa3idusryyEme8LKfRCToAp+tieZj2zjoehklCQWXFBExrIAoxWXZRTFxZ8SILeWYSTvnhl0duHbEOrotlbehlOSVEDF1WVmSikyxRka04pSlt6qCyEpZevYq/O5kk9OhR/H3LLcPF5WXuIFIo27Qp/t68ecP/3bqFEkmYvHylaRE3XbuWXytNu9J0EqV1a+frm2/u/6yJs8NAefkPSxyzW506qY9DlMaN7c9NNxV/pkWL8mtuZS5P9+7i4QNAy5bB7g8ifylpHDjpQtB8jIpTHjRrJj+ezp0b/q+udo87LGHSrWnTaHG2a9fwf1VV+e8dO0YLH5BfR0T6tN695cRVKHuTJuW/b7GF/3NpmOwI017KKDuaQWVFhMLC8s9/AkOHAs89V3xPvuH6+GO7oGy/PTB2bPE9L7xgP/v++8CJJwKPPy4Wf9hK9eCDwCmnAL/9bcO11q2BnXZq+H7zzcAxxwBduoSLw4+87A8/DPzmN8A776iJx4t//Qu49lo7HSZMcL/vyCOBYcOA++8PFn7+uQceKL7+4IP2O7/5JnD66cCYMQEFl0iQs3ZEGsd//jO4DEl5AzvvPOD444F//EN9XH5MmgQcdRTw+uviz+yyC3DuucAFF9jf+/QBhgxxvveNN+wyd9994uFPnNgQx623ij1z663A0Ufbz+YpzMuhQ92fDWIGpqPr4ihlVkTmDz8sTr8//MH/mbvuAs44A/j1r8PLJosPPpATTr6tPvhg4KKL7Db80kvlTrDdcQdw5pnA3nsHf1ZkQsArv489Fjj5ZOChh+yJsiuvtP+eego47jjgj38MLpNb/KVl9sMPg4Xz1lt2u/Lgg+W//fa3wPPPN3x/7jm7/E6aFCyOUioqgL/8BbjkEqBnT3u8dMIJ9vhp6FB7POWEieZdstuy886z0+rJJ+WGmyCVSQtgHAMHlnfE553X8P9OOwELFzo/u+WWDYO83XYTj9NrpsCrYp5+uv1XyF13FYfRoQPw9NPAqafaCoUqunUDnn1WXfhe5Ad2Tz1VfL007Ro1Av7+d/v/M88UD7/wuUI23bThnffdVzw8UZJslHVbWfFq7Js21afR7t+/fKLDj1wOuPtu+//Ro73v3W8/+++778TD33nn4jhE6NgReOYZ99//+U/3PJGV5zptsBdtz0XefeDA4vQ76CD/Zwr7oDCEzZPS5047Ddhhh2iy5Dn88OLw//xnOeEWcv758sMUpbKyeELz+usb/i+cYJRBaT4NHBjs+X32sf+cKO1Xt9jCfTIr6KD8iisa/j/xRPsPCDZ+yiJNmgBPPJG0FFLRqLUnrnidRh8UE2cdiHx0WQKXVR5ZrpNHxQn2XtB1sX4wLfVCJD/YdqonSr1gnQJAZSU4Kl0Uu2FyYTVZ9jSjSwclQw6WsXKc0jVNeQ6Yu99LB9LwDqIkWe51qXOyyVL5kYFfOUhrOZEIlRUT0MncIWuobkTicoOa5sZQ13czpUOP+4BA3czA4jy7Ks6yGuQwYa5SpRsd934lja79BnGEo+CghHEjqiLOsMRdQbPaEOoO8yXdJLECbKoZWFBMGeQkMZnBdkUvZB8KmUfnOsAymEqorJhAGPd7ulRYXeRII6YdTpe1sqBjh66DTLqtCGatXMrEhLTTocwnhYiykrb0EX0fE8puENKWjyVQWTGBMN7AZB3+RtJByhsyIoAuZUDWyopO5rGi7WqY9lfnNluXMqUrSeedqvjDhpt0eugK08UXjVp7jUm6QaY3MDWYnhaqz3swBV3fRVe5kibLJke6tDlBXOBHCVcHdJSJZAu/MkhHM75QWQlKEntW4phBVNWJprwCRYZ29yROVJY3FZvMveTVaWXFNLLU3rOtYxoQ42FrbwLcYE+IN+yMi3HbYK9DOul2gj3bKKalKpKubyJ7VphnxACorATFlI3JbIDkkHRno4ogbk11xzR5k0KXdNLNG5gu6SIb9gEkj44b7Lm6RwJAZUUGaTADU4WODUcWYWMZP0mWfZ3zO437I3RObyeytGcly2QxP0yri0QIg0fBCZFE5Q8TZ9AKq5vXkKygY/roKJOJ6Nhp6iCTbisrhKQV3eqIl2fTLCMjLXRo2xVCZYXYpLygh0aXg/R0QNfOJZfTVzZSjm6z+DLCUVn+woadhOkP62ExuqSHSf1MGonDG1jKobIiQtIFKYwZmC6NpM6I5GvSee9F3LIxLcxHh3ZBVl6ZaB7LckqSgOWOGI6BrX3CJOG6mN7A0gvTJ70wb52hGVjyZMnsN8sDdR3zg6gh5XlNZcUETC6EOsuus2yyCdJhZ7lzTwtueahD3soqizqZgemIKfsr00zS9U3n/Eg6bYhRUFmRAb2BmQkbS/UwjUkpslZWZLWLLKPhYdqZAfOJGA5HwSI0adLwf4sW5b/vtJPa+LfYouH/Hj2Kf+vf3/mZ7bZzvt6nj/P1XXcNKpUYW2+tJty4UJEuPXvKCWevvcTv3XPP4u+DB9uf7dvLkSVJ9tnH/pPJr35lfw4dGj6MHXaQI0sY2rUrv+bWVqhi222drx96qP25+ebRwt9yy2jPy2S//cTuc0uTuOnXr/i7rDapkG22Kf5+4IFyw3fL/0GDir+L5o0oBxzgfL1ZM7nxRCFft3bf3f7URVnxm9jNt+NuaRyUxo3dfyscV6lmxx2dr3fpYn/m+2PiSmXSAhhB06bAa68BGzcCLVs2XP/8c+Cjj4Djj1cT73//C8ydaw963n8fWLCguAM4+WTgiCOKn/nf/4AvvgB+/evi65MnA9984z74Pu00oFEj4OWXgeeeiy77Rx8Bs2YBAwZEDysMn38OnHsucOed4Z7/6ivgP/8Bhg2TKxdg52XXrvb/UVblzj8faNUKOOMM/3vPO89WtPOdwQ032IrrIYeU3+smk26Hk377LfDGG3Y9AIAOHcrLfVgmTgSefRY44YTgz06dCkyZ0jAoT4L27YGXXgKqq4FOnex24cgjgXfeiU+GN98EevcGVq0qvn7bbXbnXdh2/ec/wOLFwPbb28+JlOkddgCefhrYbDO5cgelTRvgyivF7t19d+DJJ4GttlIqkitTptjlMz84+uADYN4898ktP0rrd+H3t94Cxo+343rlFeC448LF4Ub//sBTT5UrvS+8ADzzDLDbbsCkSQ3tQxgmTQIGDrT/P+YYYN99gWOPdb53+vTw8cjmxRftenTaaf73JqXIOPUNzz5r12m3NA5KdTXw+uvFys9dd9ltYpyTN0OGAGPHNkyC5fn4Yzuvfv/76HHoopCqwoqJ5cuXWwCs5cuXxxVlerGLpWW9+ab8sC+/vCH8oPLEV5yikZf14IOTl2HAgOhhNWsmN/1HjnQOb9y44PH897/Oz5hWZtLCBRcUpz1gWYsXu98fJJ+c7r344nD5nH9mp53CyyMiJ2BZN98c7Plhw4qf/9OfwssiIudzz4V7/thj1dWxfLjHHFP8/YIL5MeVNPl3O/NM99/c2rdDDolXxiOPdP79d78rlzP/fccdg8f3wAPhytaaNQ3Pfftt8Hi9yId70UXuvwGWNWmS3HhVkZf3pZfE7uvXLx65JCOqGwQ2A1u8eDF69uyJ7777TrriRAjRmLTP3BD5ZKHMmOQNUjUmyUoIMYZAysqiRYtw2GGHUVEhJM3IHGBmYbBqOjoPMFl+iC7oXE/8iMOrXlBYt0kAAikrxx13HI6TbXdKCIkGG30iilNZYfnRG53zR2fZiBhh8tBkxS2tpDxPAikrDzzwAC644AKhe2tqarBixYqiP0K0QoeONuUNDMk4OtQxEh9sz4rRpfzrIgfLR3CYZgACKiu9evUSvnfkyJFo3bp1/V/37t0DC0cSgBWDuMGyQYISdZCkY5krfSfVA0Ed08ANk2TNErLLaNjwdFGaTEI0zVKetsrOWbn88suxfPny+r+5c+eqiorIJOUFPpXIHiDIDI+DFxIFtkd6k6X6TXMpuTBtSACUnbNSXV2N6upqVcETQuKGA0cSFJaZbMEBqJ7IrofMZxIzPMGekCTRsdGnN7BsoWMZjJOg7+91EKIKwoafRL6muSyl+d2SIKm+gX2SkVBZISRJ2HCSNMPynRxxpD3z1wx0yScqfMFhmgGgskJKYcUgbrBsEBL/BntCosIySgwn1J4ViwWfEDnIUABYH4kocZ+zwrKZLTihUQzLv36kNU9SXve4skKyS1obLULSAuuoWaR8wJRK4qxjrM/BoetiAFRWSCkpL/CpJC7XxXTdSYLC9iTdxO1swDR0SQ8d62FSaaNLnpBAUFkhhBRDb2DpxamjZucdDFMG6HHIxfptBl75lFT5ZdkhAaCyQkiS6DrQIekk7gGCCQOSoHWQG+yJaehSRnXo73RJC1F0SDMNoLJCimHFIG6wbBASPybVO5NkJYQYA5UVQgghajBtFpNEg8qKebCOEgOgskKI6bCzIaLE7bqYJAfzNXl0yQNd5CAkJFRWSDFZatSy9K4yYHqRoEQtMyxzZpHmlRWTy6Js2cPms8lpmBRMMwBUVghJFhmde5oHCEQuLCvRYRq6w7QpxoT0MEFGknmorJBistRwZeldZcD0Sicq8zXqrKCOZc6UmU4d085k0pqeYcpz2DqQ1jRUCdMMAJUVkmVMGXQQIgvTyrxp8hKiI6xHDTAtjITKCiGEEDWYMDDQfeZSd/kKMUnWLKHLnhVCQkJlhZAkYaNP0owJygqRB9szPWE9JIZDZYUQQggh0aGyQghRAJUVk9lmG/lhHnqo/dmihfgzp5xif150kXRxlNCvn/150knJybDLLvbnqadGD+uSS+zPo4+OHhYA7Lqr/dmjR/H1vMxB2HJL5+sXX2x/nnxy8DBJeI46yv5s1arhWvPm7vefd579+Yc/+Id9wQX252mnNVz7zW/sz65dxWUEgD33tD/POKP4+h//WB5HUM45p/j7fvsFe/6YY4q/H3ZYeFlE6N8/3HPHHWd/brGFNFHqydfr44+3P/Nl6OCD5ceVNF262J9Dh5b/lu/z8n1gnu22sz9/9ztlYhXRp4/9ecIJzr/n5cjfBwB77GF/ltYxEfLPBqWqquH/zp3DheFG27b25xFHlP+Wb8cA9z5JV/LjFTfybeWZZ6qXJUFylhXP+uCKFSvQunVrLF++HK0KO0oSnAULgBUrgK23VhP+1KnAZps1VH4/1q8H/vc/YKedgMpKNTLJ5JdfgBkzbHmTmglcvRr44gtg552jy7BxI/Dxx8COOwKNG0eXzbKAjz4CNt+8oaPOM3060KED0KmTeHjffAM0awZsummxzJMn23lQ2IER9Xz6KdCrF7BkiV32SpXSQjZssMuWSD653fu//wG9excrSH6sWQNMmwYMGFBcP4LI4ydnz57AwoXA9tsHe96y7DTs2BFYvDi8MuHHjz8CS5eGn5SyLDvtt9oKaNlSrmwrVwJffw386ld2/ixdCsyZA+ywg9x4dGD5cmDWLLt9LcWtPMbdx6xaBXz5pXt8lgV88omtrOQnIt3qmChffGH3Ax07Bntuzhx7zCBbiV62DPjuO+f6uGEDMGGC/f7bbis3XlX8+KP9ToUKphNR8zFhRHUDKiuEEEIIIYSQWBHVDWgGRgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNESKiuEEEIIIYQQLaGyQgghhBBCCNGSyrgisiwLALBixYq4oiSEEEIIIYRoSF4nyOsIbsSmrKxcuRIA0L1797iiJIQQQgghhGjMypUr0bp1a9ffc5afOiOJ2tpazJ8/Hy1btkQul4sjSldWrFiB7t27Y+7cuWjVqlWismQFpnkyMN3jh2keP0zz+GGaJwPTPX6Y5uqwLAsrV65E165dUVHhvjMltpWViooKdOvWLa7ohGjVqhULXswwzZOB6R4/TPP4YZrHD9M8GZju8cM0V4PXikoebrAnhBBCCCGEaAmVFUIIIYQQQoiWZFJZqa6uxtVXX43q6uqkRckMTPNkYLrHD9M8fpjm8cM0Twame/wwzZMntg32hBBCCCGEEBKETK6sEEIIIYQQQvSHygohhBBCCCFES6isEEIIIYQQQrSEygohhBBCSEIsXrwYH3zwARYtWpS0KJmC6W4OmVNWPv/8cwwYMABt27bFiBEjQP8Cchg+fDhyuVz9X+/evQF4pzfzIhyLFy9Gz5498d1339VfC5vOzAMxnNLcrcwDTHMZPP/88+jVqxcqKysxcOBAzJgxAwDLukrc0pxlXR3jxo1D7969ce6552KzzTbDuHHjALCcq8Yt3VnW9SRTykpNTQ0OP/xw7LTTTvj4448xffp0jB07NmmxUsEnn3yCl156CUuXLsXSpUvx6aefeqY38yIcixYtwmGHHVY0aA6bzswDMZzSHHAu8wDTXAbffvsthg0bhlGjRmHevHnYfPPNcfrpp7OsK8QtzQGWdVUsW7YMw4cPx7vvvotPP/0U999/Py699FKWc8W4pTvAsq4tVoYYP3681bZtW+uXX36xLMuypkyZYu2+++4JS2U+69evt1q2bGmtXLmy6LpXejMvwvHrX//aGj16tAXAmj17tmVZ4dOZeSCGU5q7lXnLYprL4IUXXrDuvffe+u9vvvmm1bhxY5Z1hbilOcu6OubMmWM9/vjj9d+nTp1qtWzZkuVcMW7pzrKuL5laWZk6dSoGDRqEZs2aAQD69euH6dOnJyyV+Xz22WewLAv9+/dH06ZNMXjwYMyZM8czvZkX4XjggQdwwQUXFF0Lm87MAzGc0tytzANMcxkcdthhOOuss+q/f/XVV+jduzfLukLc0pxlXR3du3fHiSeeCABYv349brnlFgwdOpTlXDFu6c6yri+ZUlZWrFiBnj171n/P5XJo1KgRli5dmqBU5jNjxgz07dsX//jHPzB9+nRUVVXhzDPP9Exv5kU4evXqVXYtbDozD8RwSnO3Mg+Ezw/izLp163DLLbfgnHPOYVmPicI0Z1lXz9SpU9G5c2e89tprGD16NMt5TJSmO8u6vmRKWamsrER1dXXRtSZNmmD16tUJSZQOTjzxRHz44YcYMGAAevbsibvvvhuvvfYaamtrXdObeSEPr7QM+xvxxq3Mr1ixgmkumSuvvBItWrTAGWecwbIeE4VpzrKunn79+uGNN95A3759MWzYMJbzmChNd5Z1fcmUstKuXTv8/PPPRddWrlyJxo0bJyRROmnTpg1qa2vRpUsX1/RmXsjDKy3D/kaCkS/zCxYsYJpL5PXXX8d9992HJ598ElVVVSzrMVCa5qWwrMsnl8thxx13xNixY/H888+znMdEabqXroSwrOtDppSVAQMG4MMPP6z//t1336Gmpgbt2rVLUCrzueiii/D000/Xf588eTIqKiqw/fbbu6Y380IeXmkZ9jfijVuZ7969O9NcErNmzcKJJ56Ie++9F9tuuy0AlnXVOKU5y7o63nzzTYwYMaL+e2VlJQCgT58+LOcKcUv36667jmVdV5Ld3x8v69evtzp27Gg98sgjlmVZ1plnnmkddthhCUtlPo888ojVu3dv65133rHeeOMNq0+fPtapp57qmd7Mi2igxDNVmHRmHgSjMM3dyrxlMc1lsHr1amubbbax/vCHP1grV66s/1u3bh3LuiLc0nzs2LEs64qYN2+e1bJlS+v++++35syZY5100knWQQcdxDZdMW7pznZdXzKlrFiW7WKuadOmVqdOnaz27dtbn3/+edIipYLLLrvMatOmjdW9e3fr/PPPt1atWmVZlnd6My/CUzhwtqzw6cw8EKc0zd3KvGUxzaMyfvx4C0DZ3+zZs1nWFeGV5izr6pg4caK1zTbbWC1btrSOPvpoa+HChZZlsU1XjVu6s6zrSc6ysnfM5rx58/Dxxx9jt912Q8eOHZMWJ/V4pTfzQh5h05l5oAamuTpY1vWCaa4GlnP9YLonQyaVFUIIIYQQQoj+ZGqDPSGEEEIIIcQcqKwQQgghhBBCtITKCiGEEEIIIURLqKwQQgghhBBCtITKCiGEEEIIIURLqKwQQgghhBBCtITKCiGEEEIIIURLqKwQQgghhBBCtITKCiGEEEIIIURL/h+dUcSeHhjX8wAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "LR = LinearRegression()\n",
+ "LR.fit(X_train,y_train)\n",
+ "y_pred = 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)),y_pred,'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\n",
+ "\n",
+ "## 模型评估\n",
+ "model_performance_evaluation('线性回归模型', y_test, y_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 随机森林回归模型"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "随机森林回归模型 | 均方误差: 0.0309\n",
+ "随机森林回归模型 | 决定系数: 0.9842\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "RF = RandomForestRegressor(n_estimators=100, random_state=42)\n",
+ "RF.fit(X_train, y_train)\n",
+ "y_pred = 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)),y_pred,'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\n",
+ "\n",
+ "## 模型评估\n",
+ "model_performance_evaluation('随机森林回归模型', y_test, y_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 逻辑回归模型"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "D:\\Anaconda\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:458: 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"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "逻辑回归模型 | 均方误差: 1.3783\n",
+ "逻辑回归模型 | 决定系数: 0.2978\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from sklearn.linear_model import LogisticRegression\n",
+ "LR = LogisticRegression()\n",
+ "LR.fit(X_train,y_train.astype('int'))\n",
+ "y_pred = 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)),y_pred,'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\n",
+ "\n",
+ "## 模型评估\n",
+ "model_performance_evaluation('逻辑回归模型', y_test, y_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 神经网络回归模型"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "逻辑回归模型 | 均方误差: 1.5837\n",
+ "逻辑回归模型 | 决定系数: 0.1931\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAysAAAH3CAYAAAC7NMAhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAACz+klEQVR4nO2dd5wURdrHf7O7gMQFJImAgqgoihgxpzsVI+Ysgqdizp6H4dVTz3AmvDvzqaionJ5nvjMnzKiACpjJoGSWuMBuv380s9sz06G6u6q7avr3/Xxgdnq6q56u8FQ9FZ7KWZZlgRBCCCGEEEI0oyJtAQghhBBCCCHEDRorhBBCCCGEEC2hsUIIIYQQQgjREhorhBBCCCGEEC2hsUIIIYQQQgjREhorhBBCCCGEEC2hsUIIIYQQQgjRkqqkIqqvr8fs2bPRunVr5HK5pKIlhBBCCCGEaIZlWVi6dCm6du2Kigrv+ZPEjJXZs2eje/fuSUVHCCGEEEII0ZwZM2agW7dunr8nZqy0bt26QaA2bdokFS0hhBBCCCFEM2pqatC9e/cGG8GLxIyV/NKvNm3a0FghhBBCCCGEBG4P4QZ7QgghhBBCiJbQWCGEEEIIIYRoCY0VQgghhBBCiJYktmeFEEIIIYSQJKmrq8OaNWvSFiOTNGnSBJWVlbHDobFCCCGEEELKCsuy8Ouvv2Lx4sVpi5Jp2rZtiy5dusQ6Y5HGCiGEEEIIKSvyhkqnTp3QokULHkieMJZlYcWKFZg7dy4AYIMNNogcFo0VQgghhBBSNtTV1TUYKuuvv37a4mSW5s2bAwDmzp2LTp06RV4Sxg32hBBCCCGkbMjvUWnRokXKkpB8HsTZN0RjhRBCCCGElB1c+pU+MvKAxgohhBBCCCFES2isEEIIIYQQQrSExgohhBBCCCFlznvvvYeNN9448Jpu0FghhBBCCCEkg+y+++74+uuvQz+38cYb47333pMvkAt0XUwIIYQQQsoWywJWrEgn7hYtAJ33+VdVVaFNmzZpi+ELZ1YIIYQQQkjZsmIF0KpVOv/CGEkjR47ETjvthEGDBqG6uhoDBw7EnDlzAABDhgzBddddh1GjRmHzzTfHP/7xj4bnxo4diwEDBqC6uhpHHnkklixZ0vDbP//5T3Tr1g1du3bFa6+9VhKn1zKwt99+G/369UPr1q1x4IEHYubMmQCAgQMHIpfLYdq0adhnn32Qy+Vwyy23iL9kBGisEEIIIYQQogFjx47FLrvsgvHjx6NZs2Y466yzGn57/fXXce+99+LOO+/E4YcfDgBYvHgxDjzwQBx88MH45ptvsGLFClx66aUAgAkTJuC8887DPffcg9dffx3PPPOMkAxTp07FYYcdhksuuQSTJ09G27Ztcd555wEAnnvuOSxatAjdu3fHyy+/jEWLFuHiiy+WmwhFcBkYIYQQQggpW1q0AJYtSy/uMHTr1g1XXHEFcrkcrrvuOuy4445Yu3YtAOCXX37BDz/8gOrq6ob7X3nlFTRp0gTXXHMNcrkcLr74YpxyyikAgBdeeAH77bcfBg0aBAC4/PLLceuttwbK8NRTT2HPPffEkCFDAAC33XYbxo8fDwBo2bIlAKCiogKtWrVC27Ztw71gBGisEGIadXXAu+8CO+4IOBQW0ZjVq4EzzwT23x848cS0pSFJ88MPwMqVwDbbpC0JicLy5cCwYcBRRwFHHJG2NCQCuRywro+tPd26dWs4SHHDDTdEXV0dFixYAAAYPHhwgaECALNmzcK8efPQrl07AEB9fT2WLl2KVatWYc6cOejevXvDvb169RKSYebMmQVLw7p164Zu3brFea1YcBkYIabx978D++0HtG0L7LorMGtW2hKRIB55BHjsMeCkk9KWJHucdRYweHD45z74AJg2TY4Mm28O9O8PLFwoJzySLLfdBjz5JHDkkWlLQjLA9OnTUV9f3/B3VVUVOnToAKBxVsNJt27dsMMOO2D8+PEYP348JkyYgHHjxqFJkybo1KkTZs+eXRC2CN27d8eUKVMavv/www/YdtttG+QC7JkVy7IivWNYaKwQ/Zk0CbjhBmDp0rQl0YMnn2z8+5NPgAsvTE8WwB513HJL4IIL0pVDZ+bOTVuCbLJiBfDAA8ATTwCCjTQAYOxYYK+9ANlnD3BgwUzWbXAmAcyaBQwaBLz1VtqSGM3s2bNx8803Y8qUKbj++usxaNAgVFZWet5/8MEHY9q0afj8889RWVmJ0aNHY+DAgbAsC4MGDcLrr7+O//73v5g4cSJuu+02IRlOOOEEjBkzBiNHjsSMGTNw4403olOnTqioaDQbevfujddeew1z5szB22+/Hfu9/aCxIsLy5XaHOYg1a9TLkkX69gX+7/+AK69MWxI9KPaBuHix/blyJfDww4BjFCURnnoKmDzZnvERZfly4Pzz7eVsWeDaa9OWIBmefx7YcENgzJi0JbFxjvpddRUwapTYc59+qkaGCslNbk2NPZDz/fdywyX6ceihwD77FJYn3Rg2DHjpJXvmn9jU19vLQEO0yzvvvDPGjRuH/v37Y/Xq1QVev9xo27YtXnrpJdxxxx3o06cPnn/+ebz00kuoqqrC9ttvjzvvvBNnnHEGDjroIBx44IFCMmy88cZ48cUXceedd6Jv375YvHgxHn300YJ7br/9drz22mvo2bMn/vznPwu/XySshFiyZIkFwFqyZElSUcqjd2/LAizrzTe97xkxwr7nrbeSk6scqK+3rLo6/3ts9WxZO++cjEy6s+OOjWkCWNbvfmdfv+gi+/uGGyYrz733NsoiylVXhX/GZJz5Vc7k37FZs7QlsVm2rDDtRdP/b3+Tl19r1zaGNXFi/PCcnH66/HI1fbplffaZvPDKgTPPFE/nceMs6/zzLWvevNLfamsta+BAy7rppnDxr1rVGP9PP4V7Nkn69StMp6VLLev44y3ruecSF2XlypXWpEmTrJUrV6qPrL7e/ufGggWWNXas/U+ARx991Nprr73kyaYBfnkhahtwZkWEn36yP//1L+97LrrI/lzngYEIYFnAbrsB225rjz4E8emn9sitCcyYAfzxj/LWvDvxOl3qlVfsz6SXmkQZ6fvlF/lyEHcsC3j5ZWDq1OTiTHKWub7ee4lX1JPYZJ7g5qwfsk+G+/hjueEBQI8ewIABwLffyg/bVMLouG23tWeZzz239LdnngFeey38KgFnuamrC/dsmtx6KzB6tO2YoFyxLOC77+zVBW7lRKRvI0JdnV0n582TE55h0Fgh0ViyBDjnHOCjj8I9t3ChvVRpyRJg1Sp7z8XXX4t36o880oz1/wcfbG/K3H9/9XHlFaTOR+QWI0PWtWvtZTAm88sv6t/hlVeAww4DevaUH3Ztrd35SutoaMDePL/RRsDTT8sLU0b5nD8fmDlTrbGicknQ2LHqws4CEyaUXlu5MlpYOhgrTz4JXH11uDL366/q5NGF+np7WfOKFbbXxyDWrrWXhK1a5frzkCFD8N5775X+MG6c/YyKAVADoLEiG53Xk8pk+HDgvvuA3XcP99wRRwCnn253MKKmlQkedb75xv784Qd5Yc6ebStG3YySKPko4x222sp23WyC8erG998Dm2wCdOkiJ7x337XXtE+eXHj9gw/khO/GhRcCBx4InHxy4fUky2je4cSNN6qPq77e7sR7dDQK6NgR6N69UF/pVneJP/X19ub6KPmmqi+w7ryNxDn5ZOAvfwm3Hy0r/aEwTJtmt+XFepr4QmMlDFlsaObMcR8hirqhM99xeumlwutZTNswvPKKvXH5+OO90yqtNEzLWMmXwTffjB9WGuQ95kQdbS1m332B996zy4gTlR2GBx6wP0WXZ6qUJUon7qOPgJ13Fp9F+NvfgJ12sj0eieIcsCg3PVfundEjjwS6dgVefz1dOZzpLHNmZdUq4K67wrXn6877IC641e/i2Za8V1OTlvNpAI2VMDz8cPA9Xsr7ppsa97XowvLl3r+9+y6w/fa2ou7fv1SZyWikooaRy9kjXmnte1i71u4UyupkinDzzfbns88mF6coXvm4erX8vQQkmPnzC7/r0qF84AFbn6jaCxHFWNl9d+Czz2w3xSLkvfK88YZ4HM416+VU7seOBTbYAHj88bQlUceLL9qfUZbeuNU7GXVRZif3xhuBSy4B+vQRf8bvHcqpfBcTNd2T9s5ZptBYCYPIRqnffgPuuKN0g+lVVwF3363P1N9ttwGtWtkb/tzYd1/gq68av3/+eTJyiWBZ9jKyTTaxD9tTwW+/AcuWuf82fLi93CatA/6KGwRdOqPFDBhg7yX45JPS32S7cDURVQ37eusVftelfJx1lr2G/Q9/UBN+nE5c8cCDV95EScukjJWaGntDc1KDOMcea+vJU09NJj6VjB4N7LAD4DgELzaq6t1vv8kL68MP5YVVzMyZ6sJOmpkz7T0jbvsLddGvZQ57DCq47DLg3nvdfxNZ65wEf/yj/Sna0Hz2mf1OulTM/Dr1P/wBmDhRbtjz5tn7CKqr3X8fMcL+1MUzWdob7L3KxPjx9qfbyKtuI3DFG6FNw6lX8saKZQFnn20v80gav/xVtfxB5lp+E42Viy8G/vQnoF8/dXE4SWvvhApOOAH48ku7vujOwQenLYEYp52mn56PSt5RwIwZYvfH9QC2Zk26Tks0hMZKnro64P77xQ5/FCHfUfNj7lzg55/lxOfG0KHu7hOjcM89dlitW6tZv1us1N5809vVavG9W20lV5YvvrA/ZbkclIHznUX3rPzyi71sRbWBHNSBc/tdp0bsiSfsjdCqRvyT4JZbGv/OGyuffGLrNN1QZRS6GUE6lLOkjJX8Aat+y3uJP/n9BLph4kDKjBlmyu2HyPusWmWvSnHrv4imx4QJdl+UBksD2TVWVq0CHn20cT3hgw/aoyp9+yYnQ+fOQO/e9iZ22cyYAYwcac+GyNxbsXw5MHCgnLC8Ku6YMbbLXy9Xq2krwDQ6QH5xes2sbL65fUq86pNlg9DdWPm//7M/H33U3puV9+RmEs6lds2a2Z9pdrxEyqtskhjp13lmJWm9mLYeVoHM5am66z1AXh6+9ZZ9ar0O52dZlj2b7Lb8OAnyy/SK9w4CobYB7D1sGEY+9JAkoYBcLoepSZ61JZnsGivXXmtPU263nf09zT0Zbt62rr4auOaa6GGKHsomQ3n+9FN8f+pOOVQcdGYSluW/Llk0z/KdNzef7TIxfWbFKV+fPvYymiVLgp9btAh47jn7rJG0McmzTNQOUpAxYoKxInuvVjkaDGmi6jBQv2vlwH772QaLc4AkLR3/1lu204ChQ9OJ348VK/RasWEQ2TVWXn7Z/pS5WS0qxY3swoW2P/MbbxTrNLkhehBZVOXpfG7TTW2vMEQOV15p75lxep8TWQbmxaefypHLiyjKVydjxQ0R43vgQODoo22HC36o7qBMmwa8/XZy8aXBl18CLVo0esVzo67Ozrf8Ms44OMvn1KnxPJjJOhRy0SLbkL7ppuB4SDRUz6zohgkyhsVr9sCy7JUhUf6tXGn/W7Gi8PqyZcCPPxb+vmJF4/f8syHS+ayzzkJuxx3x/ldfYehFFyGXy+Gss84CAIydOBEDhgxBdXU1jjziCCyZObOh/R01ahQ23nhjtGzZEgceeCAWrHMx3adPH+TW6Z2ePXsil8th9OjR0dM3JbJrrOhUSYuNFeesiMiJqG5EaSBra4F//tO7sstGpzxwEpReqjva+f0HF1wQ7jk/uVS5iwXKa2YlDPnZ2CeeCBeWZQFDhtgHKsrAuV/FKYNOaewkSnqfe66tF6+80vuetWvtQZMdd7Q998TBmXY9ewJbb23vMYwiuyw9d/fd9hLFq66SEx4QTzZdy1ccwr6TZdnOatJwYgHYxvnJJ9vnBX3ySWnbXVdnL2936qiwFJeR/Penn7b3+nkNDujm8GXFCtsDapR/e+5p/xswoPB669bAlls2/t6uXeH3/LMh9o3eddddWPTOO9htm21wz803Y9G0abhr6FAsXroUB154IQ7ebTd88803WLFwIS497zxg+nQsW7YMQ4cOxS233IJJkyahqqoKt99+OwBg7NixWLRoEQBgwoQJWLRoEY466qjYyZw0NFbypKl4/ZZsDRsWLUxRY8X52623AmecYe91SBovGVU6INAd59Iev5kVkc6pDjOITsqpo5PPp9pae+T7lFPs75Zl7xtzugAH7HXdjz0mb9mSjmkpezZX5BlnfQlzyrYoP/8cTXanXHFG7oPKS7FsdXXAoYcCV1zhfv/779v7Jv/972jy6DrYFIf33gt3psr06fYxAJdcIkfHeqWp1/UzzrA9Y+6+O7DrrqX7PO+803ayMXhwNHlWrQKaNnWvzyeeaHtRPPLIaGGrwvBy2bx5c7Rt3RpVlZVo0bw52s6bh+aVlXhlzBg0qarCNaefjh49euDio4/GSx98AMyfj8rKSjRp0gS1tbXo1KkTXnrpJfzlL38BALRu3Rpt27YFALRp0wZt27ZFkyZNUnzDaGTXWEkLt0pf3Ag5K5ufe9zXX7d93T/7bOGISl0d8PXX/nG6kV9KIjKbo/JQSKe8p50WPx5TkbkGP2onaeXK4PJg+sxKXPKd0TfftGewRo2yv//vf/a66R12KLxftocXU87dyaNKPuegTz4O0biK01Bm+ZS1Rr2y0v/34nd9/33glVeAv/7V/f4DDrDdtB9zjBz5kqS+3j5kVIUzjDAzV07dWOyFLWw5nz0b2HDDRocfIvz0U+m1/IGlv/7aeESBCG5ePl99Nbgd8hts1UUXrVplL9mqqbE/8/8++KDxX/7a0qX28vtly4AffrBnafP3fPpp4fOzZhWGsXChvYneGeYHH5SefRWGdWk4a948zFu8GO323Rdt27bFMcOHY96iRVhVW4vmzZvj2WefxYMPPoiOHTti4MCB+CXv7GDePHtW2HCya6zEqUSrV8tZnpUnaqd04EDbUDn22MIRlYsvttfSm4RX52Dd9KVRxJlyd+K1aVrUdbGTKMbKqlX2NHb37t73jBsn1mFYubKwYZW5NnzsWLH7wo5a+ukI52BATY29v6z4fuc9TkQ25FuWbfyI7J1RbfitXGl7FZw+XU54qmZWRMONajzncvE32Edh3DjbCK6qKrw+ezbw3XeN34tl8ypndXW2wWySU4ZinnjCPmS0+EyZV19t7KxHJUwe++Vt2LJy4422Z9AbbhB/xq3cHnCA/SmyFNIp48CB/gOnTu68U0w+1dx7rz2j5OwnuMn87be2h9SlS4GWLRv/NW/e+C9/bfp020hp2tQ2WtaubbynRYvC593CaNGi8Hvz5pF0dEVFBSzLani2W6dO2GGLLTD+yScxfvx4THjySYwbNQpNqqqwYMECtGvXDh999BF+++03dGrfHhefe65dPqdNA6ZPRy6Xs8MzFBorYVm7FujY0Z4+l6Xsi8OJ2/n4+98LvxtcQLXEL3/eeSf6lLtKohgHP/xgKzuvtfpLl9re9NwOfXRiWUD//rYjhrw7SZkd7LvvDnb/nV+iJZo3N91kG2leh4DtumvhdzfPfV4dGZGBjueft913b7RR8L2qZ1auvtreM5LUYYPFLF0qZpCKlqkNNijtyInWjyhpe/nl4Z/JU1Nj17Gtty59v8su85fNKz122MHuRIUdJJswQZ9luW5OQxYvBg45xO6sRx1MBMLpJr/yELasuN3/3XfALrsA//2v+zOyBypEy8SllwbLkMupH0g591y7TWnfvrQ+uLFsWfA9+ZlvGc6NYtC7Wze8NWYM5ixYgLc++wwDd9kF0+bMwecTJ6KyshKj33gDAy+4AJZlYf78+fjd736H1157DTU1NahYuhT1y5fbMz358DbZBK+++ipmzZqFDz74QIqMSZJdYyUq8+bZDcjixfa/sIgsAyON6OL+ccoUdx/yH30EnH46sM7zhrRDRYsR2bMi+rwozs62Wxyis16WZRs+gL0pM6o8fkyZ4v97fomW26yX27s9/rg9xe+1JEPk4D2vfBHpSL32mvi9UWbawpAfqY7aeBcTtv56eb+KGsdvv9nr7Z2ILAM7/fRo+xKceiPsu8+b5/1sUH545b/IgcXFzJ1rDzj07h3+2bBYFnDggcBhh4WrQ872WNR1vxth6o1qN7THH28bZjI2RN9zT+m1oPLolhZhynCSbfUddyQXVwJc84c/YNrMmeh56KE4+9Zb0aZVK7x0xx2448kn0adPHzz/3nt46c47UVVVhc033xx33HEHzj77bPTq1QvfT5uGv55/fsGS4/v/8Q+MGDECvXv3xgMPPJDim0WjKviWMiVqJcp3SqMydy4wYkTjJlygVLGaMBOias/KypX6GW+rVwO9etl/F+832H13+7O21u4IJ7EXQ6RzWny4aZSZlSBjJWgNvduzMvL2hx/cG14/onYq4nRG4syshClHxfeOHQsccQRwwgniYcjghRca/5a5wX7mzPCyBO1ZKfbOI1I/Jk4ML4cXdXX2zNlWW9kzgyKI1jfAXpop6/BeIHgwQCZz5jQa6zU1QHV16T1udUiWi+gwyJxZccNprMblvPPs2dE99vC+x4S+h+5IKnvdu3TBhy+9ZC8FXtdH3LFvX3w2cqQ9O1rkhe2cc87BOeecY39x8dC27z774Ce3PU6GkF1jJWonZJ2/61A4FcChh9qK9tVXG6/J6px/9pntWi8Mumx0rq+3OxDV1cGjYknL7DzoavFi9/h//NH+jCub12hp2BPsi2d4vDpj9fV2g9i5s3e4+fuKO0thOk958mU9zp6V3XYrPR04qJH1Wybm92wcoyHOzEpQ+owebdeTU05xl/GFF9TN8nlxxBFi97mly6uvAl27AttuGz3+MB2t4jwoTm/VOubdd+0lo++842+sOOUo3rPi5VIWkL9pPslOrEhcbvtxZB2+GXUZmMx9VaKELadB+85keklNo29RX5+uwZVU3CIz+8UYbohmdxlY1IxzTqGLugR2km8k33qr8VqxsRK1ku+8c7TngEavFknizIONNgKeekpslkl1pYsyKpx/JmojuWaN7S9/nYtB6XjJNWiQfQDlu++W/uZs/N2M+yjvmt+fFaWMz55tuxYtNlSCGDky2iBDXOLMrPil7cqV9qzJ4MH2mmSvtEzTA0yYOjRxor3XYLvt5MUfpCOK80BWx+qcc+w9E0GDYVH2VITxBuYcYFGFKj0sEm5Q+iXVUZa5wT7KkqsofRC/8KMYK7oMeAJ2+6Kyf6Aq7Lo624vY7Nli90+erEYOjcmuseJk+fJom+VlFdziuOOE6/QOEwYdvIdddFH0Z702QidFXmFHVdxPPWX7yw8KP2ocXp3fV16xP0eMKP0tyFiJ4n0pb5hHeYcNNwT22Sc4jmLibHCO0xB7ySQyq+sXb7G7VK97Zekn1YMDQTorSh6ENVZkeae77z57j4/bBnCnXFFcKhcbK34dzbBp9v33yRg4Tl57LdhzovM9pk61zzSpqXGffU9j5Dit0erPPwc23lj+Yb8y9+CoMmKmTPFejq/bEnJR5s+3dbmosZJBsmusOJVMq1bBHo3ihB/EnDnAM8/YU9tRNu072WKLaM95Na6mINPYitIA5Ts7URV0mM3LSbkudjZc119fOqMh2rA50zPOzIpIHHV19p6NMBtsZS0DCxNuEH75JXOphg6odKHrtxRv1qzG71HOWbnhBu8N93E2eHsRZKw4ZQlbJvr0adyXlxQHHmjPDk6YIHb/dtvZ54ZccEHwnpU4hEm7W27x/k3Vvk4AOPjgcIdXeoUX9F0E0fRauRL48st46TJrll1OO3Rw/33tWjOXO3nJPG+ePF2ycqVt6Im4ztcQGitxnhOdyg9yl3fnncBxx9kHB7Vr5+51qhyRoSjzRPFwExU35Rx3ZiXK/o88bntWigkyVoKW291yS6FTCK9ngogzsyLCddcBO+0k7zDROHtWvIw55wGuYeOdMsV2vStyr6w0lp1XxTMpQUZvlHImMrPizIcoe1b+7/+8T+/Ou+iWSZiZlSiEXV4pq1x8/rn9OXWqvRT2q6/c78t7H3RbsgqkY6yMHu39m5s8YdNM1EGELIrrosy6v99+9sbwRx4JvnfMGNuQLV7K+uWX/s85Z1bWvUt98TtZljkGjcx8/ukne0YqBffjJXkQgexusPfjiy/stce33QbstVfhb85CfuONYl6Jwu4l8VOAUVBRMeOGKaoE01AqURR0XGMlzMyHzGVgfhQrmDff9P/di+KZlY8/Bu66K7w8Itx8s/05alTjEpOgMuT3+88/26N5G24YHLcznDfeAP72N/f7RJaleeXXFVeUNmA6zqysWgXsuKO9bO+DD0qXODrT1K0zEfedgvK8OM6oy8A+/tj9+vDh7tfjLANz/h3U4ZJZJi6+2D58uBiv+KdPt38TOSMIaNwsfPTRdmfUbzmsH6rdCOepq7Pl7N/f/7409lvGRcRYifoOH31kfz74IPCHP/jfu+ee9ueqVfaqEz95nDiMlaZz5qCiogKzZ89GRwBNAeTq6uw9ck2alJbPYr3qtdTQeV/xgPWiRYXPuRkbzvTL/x70TBBez7gti1u5Up2xW4RlWVi9ejXmzZuHiooKNG3aNHJY2TVW/CrcfvvZy7H23rv0vpUrG/++9177cLGrrvKPK6xXnuIK+eijwNCh4cLQHbfToGUqRpmILBHxWwb23Xd2J/qqq4DNNnOPw6+zVFMT/5yVKDMrxQ1X1L1VxXtWdtut8PcnnrDlO+64Uo9HouTjqKyUu6zo/feBbt0aw3/rLfcDIAFgyJDGv/OnSEclzD4U2TMrlmUbRZtuCpxxhvd9zz3nH84XXzS60CzWX19/3WisOPPr1VeBU0+1l+UedJB9LU134KYi832K97P5GZNr1jR2As85xx5JHzrUXl3QvLn7DHJtrT1zGzRq7iTo/eK0G0FhDxliD4acfHJwnKefbuu2Bx+0v9fUuIf5zDP2fqdighy6xEX27JyTpUvdZ1HCyF48CxDUjjmWgVWsXYuePXtizpw5mD1njt22LFjQ+I719YWziXn33PlrllW6N6ay0j7ZPs/KlYVhFM9OTplSes3Z98nHuWRJ4xYAt2eCKHYtnn++trZ0L1oul6wrcgAtWrRAjx49UBFjbyCNFTfC7Bv55BPbk00xn39u+7rfeuvQopVU5tNOAw4/3F4iVi7o0DlYtcpeehfluWL8vIHttZc9nf3OO96OALyWgf35z/bSJhGCPMN8/bW9hGLrre0lF0FLpVQsz3Eb6cmfKn/jjfG9nMRZTifCfvt5/xb3DCYnokq9rk5+XfrkE3tWGbCNFa98dp5iHYSfTnWOpOd16cEHq13zX4ysDfYifPkl8I9/hH9OZccyrBxeZc655Pnee+3PQw8FOna03VK7LfH6618LTtouIKob4WLefNM2gv/5z0YjOCqjRhV+ejF3LvDww/bft91mL+/+4x/d7z3uOPfrSedxlGVgXvd4LXeNk6dBz37wAeA48LBp06bo0aMH1vbvj7o2bYDWrRvL6KRJ9r6pPPnlqflrN90EXHllYfidO9sDWHk+/NDf0+TkyYVxAEDLlo2zifk4H364Ued+913pM0EUL63NPz94cOl+7PXWS3TZfGVlJaqqqpCL2U7RWFHFpEn2AUxxNms7UTVtl5bR4DazkiTvvgvsuy9w7bV25X3iCVvRrb++/3Nvv+3eifdbBpZfd+t3uJ1XZ0nUUPGK2xn+VlsVXttyS//wwi6lAewRmyVLvJdI+M16RPVk58QtHXWYnQuLaL3s31++W+b83oAgmjUTD9PvfV5/XTwcUeK6jVWlFy3Lnm0o5rvv7I7PaacVluEobtRl8eab7jP6YePN5++4ce6/exkqYfGTa//97U8RIziXs/VU3IEPp66rr9fzhPU0DGCVxsrxx7tEl0OTxYvRZPFi+xy3vDObyspCJwX5gcv8tdraUicGa9YUDnDW1fk7Ovjkk9LfncZKPqwVKxrvW2+98M4Tigdd88/X1JSG1bx5tEHalMnuBnudcetwqVqPq1NHTuXUfTHnnWd//vnP9vrySZOAW28NDit/QqxX/EEjtKecArz8cun1MA1jlGVgbhRPBV96aeE+iygzK7162SOoTheMbq6LwzBxop1PIrJE6WDoUAeuv95usPIUlyMvt7JLlqjzrBZEkybiYRbLmNCaaWGSMla82GILexbrkUfsjswee9gzDk6c+ZLEnpWnn44fBqBmttP57u+8Y58XldfpTl56yX15lZN//7vw+6OP2m6BZbpy/u67aHtxkmwTAbUb7PPEmcWUOQMa5GVLZM9RUPqMGRNOpiTQYVVLBLJrrOjQQfHCbQQmjrw33BD92bg412I6yeXEvFKoyie3CptXXlE6AaIb7EeNAg47rPR6nA32n3xiG1txlNCXX9pe6S68sPFa0N4Pv3T68Uex+0TYaqvgGSY/Y8XNuMtvAhZFtb649lp7xO3FF+3vTplPPhlo08ae1XPDz32qDLzKVZjNksVheHnRchJnSWDY/EpyGZgfH31kL2P58EN735CTMKPgKjskYdM2jrEi8h6/+51tlDi9hF19tT1wMmiQ9wBTnmOOKb02c6a7U4GonHSSvLCA4HTJ65EggspUnGVgMu6PIo/f81G8uTpZtsx2niLqTtit3Uq770ljxTDSLjBhiSPvX/7ivXkxzibcINassU9kb9fOvXIPGBAsi6hHldpa72UGbvi5H45C3M5OmAb9669Lr7ntmwrCmY5uGz+jLAMLE6cbf/5zvM1/Ivlw1VX2JuDrrxeTKUkOP9z+dL5HfkS2eP20KkTTI4ZnFyHuvz/6s2HzVJcysHp14Qybjh2LsGkV1WmGF7lccLrccUf8TcQyy5Do0sq4MuTJ65Gg8PJuo/Mk4VEtTpkO++yuu3qnYZDB4RbX0qW285T/+79wcgTx1lvxnv/zn92Xjsk+PzBFaKwEEfeQRlmNYFwlImtdcBicaVesrFU0wtttF3yPZdn7U374ofS3OO50RZeBeRHmuV9/Lb02fbr89e1xXP5Gjfu664BddhG/vzgOkT0reffGYfYDJd2ZlVE/VHd048ysAHZ9dXpXlMk119izhLoYIXmC5PEb7dVtZkXUM52MZWBu+lo1OpQd2TL88Y/+h3Am4aEzSWPl008LDQvn80F9O78yl/fuFoXid5g82Z6ticN119lLR4txM5J1HAARgMZKEDfdlEw8SYWTJEHeqYpJ4h1Hj7Y9ZHh1CpYuDS+383pURSBzM2cUouSHqlE4r1PBRVDtDSwpdFmWBHiXg7jGyrhxwL/+Fe3ZINautfdfiY6u69KAixorYfesRNWts2b5yyHym4w66VwCmVRbKDOeNOqzW5n+9Vf/82HuuSfavsIwJL2C4cYb3a9fe63/c17nZMWluFxNnCgnXC9Po2WCRi1iwogqorD+rqPGE0RSB16VO59+Gv4ZvzNO8vidsyKCjMYs6Q6XipmVqDz5JLD77qUnHosgIl+SgwWWpZex4kWcDfZ5VHeM/IyVX35p/NuZv3fdFe5cqwMOiLb+3Y2amkJZig+CdKJiz9UllxR+79Ytelh5nMZKVtsx2cutRcKLorNuuaXR5bRoPDL3rMyfX+jYoPgdnHoxrk4OMhKCwn/xReDcc+PJ4BZPGS3dkokBLaIiRAv6o4+qlUMU3WZWkpoKFt2zIorqDftRO5kq3Lc6cXvvd94J/4zo73Ea2Sg8/LC9OdmtM6Rb3QlizRp16fTyy8GeuJI2zLzIp0EceY44wvu3/Pk+xRR32IN44w2xGSIg+F3ee0/8WRXGishS2HxYovv+nHtWws4Ae8WRxMCMzHoQNaw0dNdnnzX+rSKdvcJcssQ+j6dNG7Fn46ZN3GXOhx8O/PRT+HiD0vTUU8OHKTN+TcmusZIUui8DU1lw/RSLrhUmKJ1VLQN76KFoz8Uhf2AZEM3Liuj0dfHyFd3QbWZl/Hjv/Igrx2GH2a6lw+C2pGjKlHCyeL2P37rxoPDHjpW3hCIusmZWAO/3lpHeMsqx354VN5wzK6pn0mQis86n0d5FjVOldy+/+7/9NtyzUfInf8ZKltG17xVAJGPlT3/6Ew499FDZsiSLaeteTZw+D2usOE8/9kM0TWtrgXnzxO7NU18frTLHNVZkkOR5G3/7m7vLz7DhJIFpynnAALUb7L/7zp6FKqauDpgzJzjcESNst7BhZgO9ZPE60Tvo2fnzgZ12Kj3oNCr5PS4iHSY3KivllXOn4eNndETZs5JGXYxjrHjNriUxCBi2zVXh8EBlfjm9zjl58kngq6/sv5PcYO9WNvyWgcXtE8lyIBM3XtnxRB1w1ZzQxsq3336Le++9FyNGjFAgToKYZqyk3eFLizjLwPr0ATp1sj1liVJfH63RCWusiPppD0NtrfdvURSY3zNhzu7RcdleWJKWw2s5YZiGZsEC79+KXZYCwIEHAl27lh5kVvzuYZdJAfEGANxw84gXhwULbO9hW28d7fnPPgPWXz/4PpFy5GWsyKhHMmdWRIljrOhS/+Mi21iR4UXv9tu9f9t+e/tTRO6wp617hem2RLCurtCjlcxlYEGzLEkZK7KR7VZZE0IZK5ZlYdiwYbjooouwySabqJIpGQw0Vn77LXpw+b7xggWl/eSVl10TOjyRVQ9+y5PrYyTLihXeD//2m6MfM3Wq/fm//zU+G6TjA9ZU10POBvu6Cy7GokW210Jpk2Z+LikDCJMfv/4KWCE6HYFp7hfP8y9Ee9hJQKWpr9OwQyT7HKBiWrQovfbmm/bnPfc0XFqyRFL5jCi7ZZX2y+rqgAXLmkkQSiL33y92lobXeVdObrut4U+nvwiruJL6lOu19epmVn771T2MX3/1CN5prKgYpImC16yCkzAOJGLgNvmf70d75paEZYervvc3MubPV7Rq7623gDVrsHJl4yrQ2bOB3352WVkxaRLQvj3qJn6HyZOBNXUSZ1aKPN2tnbsQeOyxeGEKYMny1OeFl/czwwllrDz00EMYP348evbsiVdeeQVrfBRPbW0tampqCv5lkfHj5YTzzwfr0aULcOKJ0Z4/7Q85TJ0KdOhQuHKi3gKa3xG+cH8+NviegnOpLAv33dOoXFasFOu8uFXjnXf2vr9LFwsbbAA8/3zpb3PmAI8+4q8Y6tbUo2Zp4bW1axqf8eqPrFgVboN95f33oH17YMstk/G2++Qo//deurT02ltvlT7z7LPABhsAq3wMRqDwfM5XXmn82+mAyY/77wf6bTAXH948JvjmGLzxBrBA5AgiXWZWZOFmrKyjztEHaNsWmBTjIPkGIhorF18M/OvZwmf33hvYbhfFB1Kq4rjjQt2+rePoqOf/4yiDxx/vvpRvHT//4tEhkmB59u5t2dvdHLNbxx+1Bhts4L6qr8ChZtR65Cg/y5YjnuF+3nlAy5b2nic/QtbBUaN8fvR476+/tif/i2nbFli+PNgXhh//+Y/3bz/+CIx6yj8NO3a0i5kS3n0XnTvb50W/8AJwyoZvo/OZgzxvf2SvkdhyS2CPvRwyS14a/80mg4AhQxzBe5fVOFEX28kTv024bSn3ZWDLli3D1VdfjU033RQzZ87EnXfeiT333BOrPGrTzTffjOrq6oZ/3bt3lya0FBLqfAR1jkW56y47nNGjoz3/668WXnzR/tt51lHU4zly3mM+DXz0seNLfT3OPq+xV255zVAUUb+2NB6RuPOHkzv54YdgJbNyeT2++65QNqed7SX3r79qsGfFh1tuDf/Mow+XpvPVV9ufa9b458EzzzT+7cyvnwWNlavPW4y56Iw9vhDwThSDW28VK0+Jo3KDNOBrrCgZTY1YL+6+G2iDwoGuDz8E6jPiG8apbz7+xPHDc8/5PtcURSPvEmdWcrBw2WWFYb3wH7sheeifpfeP/Vzu0rOoh8E3kJ85DHMorADXh1gZm+fxh2rRDO59qB9+iDeBcv8D3r8984xYG1yzTFF7ZlkNA2SDBwN/wwW+ty9cYOd/gcwjR0oVadtlHxZ8L5nJdLBa1gShZeHVVyWFVeYIa/z//Oc/WL58Od555x1cc801eOONN7B48WI87uETevjw4ViyZEnDvxm6HViTkLEiqyNUATUb7JusEtzUHoGCdy+achU1VgLD9fgt8laXiEMmVi7mOSspEzY/wpTrKHVga3wd+hlPAjK+A3z2dgiGIR3VMyvNIi6j+vnnaM9FrBc98QuOROE0aVfMwqF4OZocBhOmHvXEVPcfJBkrxayPBZiELXAV/iJ0f1wJpJDkBmu38l9fjxsf7IglqPZ+TOFASpDOz6EenRHjgF5ROazg98z/XjBIIeOMEz988j8nq2zIPhpDRD8b2kepCr7FZubMmRgwYADat29vP1hVhX79+mGKx6FbzZo1Q7OoDWI5IalQ6zb6uxs+DrzHT2bxznFpGMPgPWSUg1X6RIjKmbP8z+nwktsKu8E+YYLKj9t7iRiFXmyxKLh8+HFmvc+woEQ0zS71gvkYQ75527u3AmG8ORWla8hnoDsqNNOHSRCrDZA8s1LMZbgdW+A7bIHvxOSIQXX9Qnv9pgwkGiS++eMWz/LlWG+1y/rbfHi5eHkeZ0AQABZgfbTD4lhhiBDGWIn7TmFQ1ecqCPeJJ1CRO1Ne4CL6WdtGzx/h4bvu3btjZdFOx2nTpmGjjTaSLlQiGDazIrPi7IEPpIVVwL/+Bbz0UsNXVZX9bNzv+ZtrnI68bo+ADQoBMyveylJvYyWIgvcSqBtBeTv4+6uE73XjIOuV4JtEkZEnOsysyCxbSZdTifFl0VAB9DZWmsPHi4Zkb4BtrIT2v6bsiUx1FQ3q+HsaKgrSRUdjRRUt/OoK8UTYWDn44IMxefJk3H///Zg5cyb+9re/Yfz48Rg4cKBK+dSRkCKSFU3cZWDOSv4B9oorjjvHHw8MGqTFmTBu6d5szlSchKd8n8vNmV144ZVXUDF9asPXTnA/t0X3mZUgChqL334rveZ3f5iwFT7jiYnuT2W4LvajOBzZroCD4iNCOOuBLsaKG5Xw2fyoa/0LewZXwlQsX4rWULdMW5eOf+RlYKpJotxalnarZnRFOOfbt2+P1157DU888QQ222wzjBgxAqNHj8bGG2+sUDyFGOa62KgCve6dC2QuSodqCI6OhUw/v3Tq+IH/plQAaPH7XdF0iaMRO/RQtP39DkIx44svgMsvF7g3eUKVn/79PZ/JL5NTXR5bKWyknQi/R9IdLtUb7IvDP/ZY+XH4xUeEkFbPJHoDc5PJ11jRlS++KPSeUkzKRtZGfzoh1fiTRLSca2NgSdRnifftDNXFoczUnXfeGR999BFWrFiBX375BYcX+KY1DMOMlZKZFQl+1lWThoG1sdvG0nWVM7dWzIVH9Y9fhI7XylUAO+5onw7uYFWTVqHDSoOCKf91B/r0XVt6bstBS/+ViDxSlvo8+iiw0H/Zn7aDAI88ojb8q6+2Dev8sk3nQZAaNWa6dE7S4n3HLHis2fW820dJy8CKi4ifseI6aKXLbMuPP6YtgSdtxqhzE6VRFQcQXLZPwyP4AHsEL+OWSCLLTXWpBwaQDf+PxXzxhfvBEipQNbOis/OCffYBbrrJd2ZFmJDPjcO2no/l1qgz8LxGWhq8hJnGyJG4YtWfSy53XTsdgPplYFI47TQg4PBabWdWvvlGbfhffGGfYD1okNp48ujWOzKETSDo6zuIvPEryVgpDkZ4GdiLLwKffOJ9bzH33Qfccot9IIkK/E6CT7EjuRXU1n+d+siWBfSGvxerdliMPfAhrsN1yQgVgKsjnih8+qmccMJgqC4W9gZWVuy4Y2JRWSqMlfffj/e8asaMAcaMQQ5DG68ltI+lFZZ7/parE3SOLrEy6zIyHDr/771XWnjOe5McGQPQeESyB9rOrLiRVMPm0FkDICnOKHXK0EZVFTfhquCbvLjkEuDpp2Gf5hiP8MvAHPeffbb9KXrAl9spkzLZS97+TZm6JAk9qYvuC9NFKj5zKS2kGSurV6Mix2VgIhg67Js9CqZJv/02PUEMpkJwGVg0PBSAoYoBnuciuexHCsB57/b4Ko5U0tF2ZkUTPsUucgKKWA90MfbLgrFjgfPPjx3MVvi2pD4YuWcliBTrvOpyb2qzpA0ZbQ/ShMaKYjou/klKOAWdqgiaJo1GP41lYH6PqVwG5iWnLidthx5FW+a/wV2XUbm4lMt7yERJmrB35E2SByYvWRI7iHexL86vvb3gWhXWet4/4LFzYseZNS7E3bHDUNbmS+6om9jvl6kj2QaJoUdPqoy5+gURT1LBxDVW0kCKsSIR0Q32MmU1ds+KRHRWxsJT8BqUX6MxRGelQo8eycUlaTnu9asKl2f5zay0nTWp9KIJ9SlFGY/Cf1KLW2e0mWlN6jBRFRiqi9mTMoQCV66GFDYZxkql44yTuOTqU1iqoEleNYGsJXDrPKtpbICEwoROU8pIyWsuAytrynIZmOF0gf/ZSSbq8NZIyDFSECa3G5r0ScJCY8UQ3sABuCA/NRyhsA3AZ5IlCknClbsgunXppXKWw+vtLIEqtg3GS5XFjb8i5EbV5V6OCuLtWdEN7llJCEMbyLIjjUMhE5RDKhLP+ErjfUfhFN/fU9XL55yDfrBd44dJmiCvYaR8obFiEHfjosjP/gVXyxNEEG2WgeXjTqHDJHJ41EaYplyOvRHeg5wfOhsgYUjcE4uO/FzYAWhSX7i3S8rshoS9EkQCNFaUMRlbltQl4sEvv2AC+gMwsyhI3bPCNkgIGismYsgopTbGSl6EVIyV4Cpm4lKXMAdmaW3YiJZLDcqvMnaQs6/Ol7Fjwz9jiJ4zCkUu5EMbK6Kui9MkSp33qksaluXIermcdaEoUvesJIyGZVEEGismErGwVdStwTM4RrIw3qRprLhHJ5huCZ+zYqKxEgadjRWdZUuMgLNoUoOdIvkoSlM/b2CuJHTuViyipJVXXWJZ9sTEpKlas0paWGyDxMjmoZCmUxHNxtz8iyexP/4tWRhB0mycGvaspGEUlJmxEkGv6qyM6Q0smDTzz6i6YQKKynHBOWAimDCzQtw544y0JSgrzv1iaPBNMuHMCkmMiIWt2apk1403Q23jlwSNlWdxNLZc+WXjhffeW/eHWLp1/98D0mSpp+tirRHuiL/8slpBCDGY0AatCTMr552XtgRKiTwIsWKFNBkq6EUueWiskMQwpLD9AQ83fkmwcToaz2HktL0bLzz1FABxb2BVq7w8YfngpfcNySthIryO1m5NRUea745/SBsJSbnVHdIIZ1YIgCnoiSb1tcE3ksxDY4UoY30saPyS8Ehay3qXE9iVdn7cO71lt2clwmDcAXhDvhySoDewYNIsn0bVDSKOCTMrMtHQ8NZheW4PzMAA69O0xSAGQGPFRDRUfG7UO4tXRtf8l6s3sHJBuME2pM4R4osuejhrMytu6d6/f+Ji5Mnl9DBWSAoY2pZxg72JGFLYCowVDUbS1B4K6Z4nlXWrXa+LPKslBokqwm6/Ppe2CMSLxYtxKrhXyARCd3yzZqy48csvqUWti80K6CUL0RcaKyZCYyUSKo2CLb56yvV6++UzA5/tjZ9ki6OMXJm1LBd+S882QaQ2Avvoo9g0nZhJSMpygz0h5Ygh/cdiuAzMRCIWtr2ev0iuHAEUGAdz5yYad72bYaJpJf07LkhbBEJIFtBlsIEzK6mi0zIwo1YWlAOa9oOCoLFiGCa5+iuYWUnYN7ubAqRSjE86Z9UQQsoKzqyQdehhMhHdobFiGH/Aw8ZYxvUpFi9XY8WQdNMatiyZg0Y+CSL0KP3mm6sRhBBSltBYMYzf4y0aKwKUdLDeeguVKyOcn0IK0GXpACEkArosA1uzJm0JMo8uupyDIQljSP+xGG6wNxFDCptW5zPstx96piNKeWFG0ZPP2LHAIYekLUUq6NKpIRJQZKyww0mIIRjSfyyGMyuGkYNlTGFjJ6cMyXKWvvpq2hIQoiXU9ebBPCMmwZkVwzDJWEmVXE77jnUF6tAEXA5BCDEbdnzNQ5c846xcwhjaf+TMimHoomBE0GoZmIaMw7ZYheZpixGKHCz0w4S0xSCEEEJIRqCxYhgmzaykaViZYKz0wzdpixCa45fcjwnon7YYJEFMqEtEkJ/MOYC2rNDFsYGDmeiWtgiECENjxUQqzMi2izEitbjZwVJD17Uz0haBJIxJs7mEEDGm0OVMNjFksLsYM3q9pBBDCxshhBBC0oeDEMQkaKwYRh98x9N/BeDMCiGEJAM7vuahS55th6/SFoEYAI0Vw9gSk4HBg9MWQ3torBBCSDLo0vElYui0OONvuDBtEbLFlCnAe++lLUVoaKyYSG1t2hJoD40VQgghWrBwYdoSFNBiyRwamFlmn33SliA0NFZImUJjhRBCCCnmoOfPoLFCjILGCilLLJ3muQkhpIxhx9cs2i76JW0RCAkFjRVSnrDtJIQQQlyhgZlxRo1KW4JQ0FghZQlnVgiRQ19MSlsEQohkaKxknG/MOpSaxgopS7jBnhBCkqEvJqYtAgmDRUMl8/z0U9oShILGCilLaKwQQkgytMDKtEUgIeHMSsbhzAoh6UNjhRBCCHGHxgoxCRorpCyhsUIIIYSUQkOFaHUyqAA0VgghhBBCMgQNloxDY4WQ9OHMCiGEEFJKrr4Od+HitMUgRJiqtAUgRAU0VgghhJBS2i8wyxMUUQBnVghJHxorhBBCCCEu0FghRAfMqoiEEEIIIaQUGiukLOEJ9oQQQgghLhjWR6KxQsoTOjohhBBCCCmFxgoh6cOZFUIIIYQQ86GxQsoSbrAnhBBCCHHBsAFdGiukLKGxQgghhBDiAo0VQtJng7pZaYtACCGEEEJiQmOFEEIIIYQQoiU0VgghhBBCCMkKXAZGCCGEEEIIIfGhsUIIIYQQQkhW4MwKIYQQQgghREtorBBCCCGEEEJIfGisEEIIIYQQkhU4s0IIIYQQQgjREhorhBBCCCGEEBIfGiuEEEIIIYRkhXKeWTn//PORy+Ua/vXu3VuVXIQQQgghhJCMUxXm5i+//BKvvvoqdt11VwBAZWWlEqEIIYQQQgghCjBsZkXYWFm7di2+/fZb7LnnnmjVqpVKmQghhBBCCCEqMMxYEV4G9vXXX8OyLPTv3x/NmzfHwIEDMX36dM/7a2trUVNTU/BPCywrbQkIIYQQQgghAggbK5MnT0bfvn3x9NNPY9KkSWjSpAmGDRvmef/NN9+M6urqhn/du3eXIjAhhBBCCCEkIobNrOQsK9pUw7Rp09CrVy8sWrQIbdq0Kfm9trYWtbW1Dd9ramrQvXt3LFmyxPX+xKivB7jXhhBCCCGEZJEBA4BPP01bCtTU1KC6ujrQNgi1wd5J27ZtUV9fjzlz5rhG0KxZMzRr1ixq8IQQQgghhJCMI7wM7JJLLsEzzzzT8H3s2LGoqKjg8i5CCCGEEEJMwbBlYMIzK/3798dVV12FLl26YO3atTj//PMxZMgQtGjRQqV88uEGe0IIIYQQklXK1VgZPHgwJk+ejEGDBqF169Y44ogjcNNNN6mUjRBCCCGEEJJhIm+wD4voJhrlrF0LNGmSXvyEEEIIIYSkxa67Ah99lLYUwraB8J4VQgghhBBCiOEYtgyMxgohhBBCCCFES7JnrHCDPSGEEEIIySqcWSGEEEIIIYSQ+NBYIYQQQgghhGhJ9owVLgMjhBBCCCFZhcvACCGEEEIIIVpCY0VzOLNCCCGEEEKIEWTPWCGEEEIIISSrcGaFEEIIIYQQoiU0VjSHy8AIIYQQQggxguwZK4QQQgghhGQVzqxoDmdWCCGEEEJIVjn88LQlCEX2jBVCCCGEEEKyymmnpS1BKGisEEIIIQZSg9Zpi0AIMZHKyrQlCEX2jBUuAyOEEFIGWDBr3TkhRBO4Z4UQQgghqqlnE04IyQDZ03ScWSGEEFIG0FghhESCMyuEEEIIUQ2NFUJIFqCmI4QQQgxkLjpxkz0hJDycWdEcLgMjhBBSBuRg4UD8L20xCCGmQWOFEEIIIarJwaJHMEJI2UNjhRBCCDEQGiqEkEhwZkVzuAyMEEJIgtQrNCposBBCQkNjhRBCCCGEEELikz1jhTMrhBBCEkTV7EcObM8IIRHgzAohhBBCkoDLwAghoaGxQgghhBDV0FAhhGSB7BkrXAZGCCEkQWhUEEK0gjMrekNbhRBCSJKo3LNCQ4gQUu5kz1ipp7VCCCGEEEKICWTOWCGEEELKAc6qEAJcgLvTFoEoJnPGCpeBEUIISRKVRgUNFpJ1PsEuaYtAFJM9Y4XLwAghhJQBPGeFEJIFMmesEEIIIYQQQswgc8YKZ1aIFxdiRNoiEELKEC4DI0Qd36FP2iIQxWTPWKGtQjxYgyZpi0AIKUNUGRQ0VEjWOR5PYxlapy0GUUzmjBVCCCGkHOCeFZJ1FqFd2iKQBMicscJlYMQLjlISQkyDeosQvfkAe6QtgvFkz1ihrUIIISRBaFAQQnRh1BZ/SVuE0GTOWKG1QgghhBDiz/b4Im0RygIOVsQnc8YKbRVCCCFJQm9gxES+wvZpi0AIABorhBBCQnAcRqctgnHQoCBEDaxb4TExzTJnrNBaIYSQ6DyD49IWgRCimPtwVtoilA31mnW1TewF65WCCUBbhRBCSLlg4igp0Z+f0DttEcoG3YwVE8lcCtJYIYQQUg7QUCFEf1hP45M5Y4WHaBFCCEkSVZ0VtmdEFaZ0sE2QkzMr8clcCnJmhRBCSJLQGxgh2UU3Y8WyzNMZeqVgAvAEe0IIIYQQkgQcUIhP5owVQgghJEnYWSGmwTIrD+1mVnLm5a1eKZgAXAZGCCGkXGCnkhC90c1YyRnYEdYrBROAy8AIIYQQQszHBGNdN2PFRJiChBBCiEJM6FARQtSgm7HCZWAGYFVWpS0C0RSTOhRTsHHaIhBCBKE3MGIaLFdljIELjDJnrNS375C2CERTeGZBPF7BwWmLQAghhGiFboafbvKIkDljhRCihkPxStoiEEIIkYCJHVpd0W0ZmIkDs3qlYAIY6ASBkBLYkBBiDlwGRogaTCj/usloYjeYxgohhBBCCGlAtw62yeg2swID81a3FCSECGDiNC4hWYUdP0Kyi37GinlkLgU5s0IIISRJuAyMkOyiWx3VTR4RIhsrAwcOxMiRIyWKkgw0Vkg5YKKyyTqX4va0RSCEECFMaWNMkNMEGXUnkrHy5JNP4vXXX5ctCyFEECo/87gTl6YtAiGEkAyzCG3xVvehaYsRmtDGysKFC3HppZdi8803VyGPcjizQsoB7lkhhORgceCCKIHlSh46pWUHzMeSJuadNxjaWLn00ktxxBFHYOedd/a9r7a2FjU1NQX/dIDGCiGEkCTRqbNCCEmWOlSmLUID9ajEf/8LXHNN2pKEI5Sx8u677+Ltt9/GrbfeGnjvzTffjOrq6oZ/3bt3jywkIUnADgUhxCSos4gqWLbkoWNarl6dtgThEDZWVq1ahWHDhuG+++5DmzZtAu8fPnw4lixZ0vBvxowZsQSVRQfzZr9IQhxyEKfd4nDffWlLoDcLFqQtgRxmz05bAvNo1VpNZ6WyAnjzTf06QoSQRnbaSa86+uGHwBVXpC1FOKpEb7zhhhuw44474uCDDxa6v1mzZmjWrFlkwVRRJfzGJGu0a5e2BGbTrVvaEuhN+/ZpSyCHDTZIWwLzqKhU01mpqrSYH0QJOs4GmMp6LfRKy549zWuPhLvuTz31FObNm4e2bdsCAFasWIFnnnkGn3/+Oe69915V8hFCXGBDQgghJOuY4WxGr/Y6p5c4QggbK2PGjMHatWsbvl922WXYeeedMWTIEBVyEUIISYET8BSexolpi0EEsJAzs+eRFh07AuedB1x7bdqSaA8HxORh5TJ3/rp0hI2VbkVrPFq1aoUOHTqgAzeBkHLBoEZfx9Ekg5KP+PA2fpe2COUHK4ceVFcD//d/NFZIsmhW/zUTR4jIOzhMPL2eEKIOugUnhGjNmjVpS0AyiGWidaAZnJsioVncokx3dBrU2+YUfbp8jh3TFkEZLFsKUNRZycEyc5g0LbgSRBjqAXlYFXp5djJRZdBYIaGZ2b5f2iIQkipjsEfaIhCi4WJQzbn99rQlIJLRcUl0MWvWa522CMZDY4WEhiMuxA0TR2tIKazfKlCVpsyrUHTpkrYExkA9UL6Y2FbTWCEkj4k1WCMMWkVHSPlAvUUIKXNorJAIsHEkhJC0MWEJjFbQsBOGMytEJ2isEEIIIQqhNyACAHUduQwtk2hW/zUTRwgaK4Tk4TomQjiiqgKVvQMTex5pkXJa0WiVjxGzi+xbxIbGCiFECmyHywMaK+bAvDIMKknjWLDTwNhh6GaqmFgMaayQ0JTt6FC5vldCZGnwiJ1EogM8ZyUkTCthqONsfjr7zrRFIKCxQoiRsCEhxCDYSdaDtPMh7fhJaMoxy0x8JxorhBiIEet0yximP9EBlkKSdZTrYhN79mUIjRVCiBSo0wnxQFnlyLHihSHttEo7/hBw9l4meqWlQcWwARorJAIGlvQyQ8eGRNWeldtxqZqAY5Bk+l+HaxOLC9CzbJmPmjTlDF96/BtHpS0CgXp9ZWLHvhyhsUII0ZqJ6Ju2CCUk1aGfha5YiPaJxJWHxgopWyT2POdgA2lh6YgpeoAGezagsUII0RodG002kEQbOPSbCpH0EvMqm2jmKtPEYkhjhYRGx84jIeUK65v5lK27d9OQmA/lbqyYondUDxzlKsxIh3KHxgohRAoGtcN4BQenLYIQpnQYiD/MRULMxKR2TRQT34nGCiFECprNdPsSdx9IORsR5fxuZYmJPY+0YFoJk9cDOjo4MQ6Wu9jQWDEA3ZQFlzQQQog41Jni/NRsS3WBMx9CczluT1uEVCnHImPiO9FYMQCOdJIsw/KfLExvBSjqHRg0mSlMvSHdknLas/Ixdim5Rj0gD5NWHeiKGVoh49DzEClGx4ZE03bYeHTMa6IRrHjicIN9CR9gD+yGj9MWIzLsH4VHw2IYCI0VEgEDS7pCJqBf2iJogUmjR3ENABoQRAd0LIXfYfNYz7NuEZ2gNzA9oLFCSEyuwQ2Jx8nRpHjETb+k0j+Njhs7iwowcSgzBvfhrMjPKq1bBuXDj213SCQer/RO+jDa8kav9tqgatAAjRVC1hF1Eyw7d3KpQwUewulK4zAlz0yRk6SIhj2P4bg5bRGUo34ZWLr5+goOSTV+QpzQWDEA3Tos5erZJmfSOqYyZi2qcCYeUhoHl4GRZMlOecnBwhK0TVsMd9Les2IQliHdQ+WHQkrJ5vIuK0lgRmk0nF/ROW0RSJmhY0OpyobV8V2TJOvvXxaU6QCPcaSdD2nHT0JTjllm4jvRWFHMu9gbH2L3tMUgRDmqJqa4PydZaBwZhok9D0IkQX2VDWisEGIg7MBnBzbG2eES3JG2COWNQYZduS63lo3ytrAM88HEV6KxQiJgYEkXgI2DHhR3ztlZJ1nhLlwS6n4dhyyyMpASTS9RlxESBRorhMQkqc704zgl8TjDIM3WS8Bo1DH9SBmjskxrNsiitbGS9gZ7zfJKNSfiSXyLvjhx07HAdtvhUQyRHocZG+z1wsR3orFiAOxYJYPu3sBOxeNpi+CLtOQrCkjH8p+UTDq+OwmPqllblg7DMMh1sQyexonYGt9iUosdgC+/xE24Mm2RiKHQWEkArUeaIsAOFEmScqs/hJCUMGhIOYf6hOJJTr+q6DuY0B/RbRzUoGrQAI0VAzChMhJC1JB0/ae+UUCGloFpTdrLwEKQs5IxVkyHg1nZgMaKAbAyJgM32OtJVkfjCAlGv7YhK+2Vah1SkZCxQl0YAPsFWpBJY2X8sPvSFkE5z+PwtEXIDFT2NiZtsCeEZJC0dUuI+JNaBmY63GAfHhPfKZPGyppW7RKLS0ZHNkoYn2Ln2PESEgZZ63JNMP5MkJFohLLeQU67nkdWZlaisLbXZsL3JjWzQogJZNJYIfEo1+VSunsDc1LOneXizk6Wl4FZyBkjK/GhTHWmcaScD0uuvTPE3cm0RzQuE0Cz+q+ZOELQWCERMLCkE2NhY0qIF6wbaRFlEKG+bXvheyusutDh605WB15YS+OTTWMlYbMybmcrSgVX28Erz6pn0oyR9PyV8O4qk+88/F1d4BpzBh5KWwSiO5rpLa0HFwzyBlbBPSt6UCGhbdRs1YZmKkOIbBorpCyZuNWxaYtgLhK0lyp9bCGHe3Ae8OWXUsPUnYtwF97CfnRdXA6o3LNCxDGol6ar6+K3ewxNWwSSQTJqrCRr5abR+KuN0xyFnwTs3AHo0UNaUJ7p2aKFtDhMYDHapi0CIaGJO7Oi9cxMTMLYSkkZK6Har1w55052MMhmbyCjxkqylFv1Nmm5FBEk7rTI++/LkYM0sAZN0haBSEOVzrTM7HmkhUFpldQyMNP7J6bLT8TIpLGSS1BhleOou27rL/OUX0p7o92elY03NqkfEJsk6vVqNFUeB0mILFUOzZjacksl4ao/wV7XdlZPuVRRjjXXRHWUSWOFkLLmssvCP2Oi9ipz8jMr5TjgQcqXNBzKCJP2BvsQ8WvpDSxm+qnIWxOMJ+rw+NBYMYCCgv7004nH/xdcWfCdy8DSx1dBDxuWnCAOVG6wzyKcWSHB8FBInfkUAyI/q+UJ9paF8pxr8EGz+pVVaKyYRkXyWTYfHYqusPISszHBAErLWDEhbUie8jMMZBs7BeEl3PFchHaRn9VyZkVDqK/CY6L9RWPFNEwsZWWOdsrS8DKSRHpql2cucIN9+cDZ6PRQVdfV71nRcGYF+s2c6SaPK5ruPzKJbBorbDeI4Wi3wV5OEK5kdZ1zuS4D+wLbpy1C4ihtcjQzhHSrW2nOrMRBy0MhDUo/WZTjK5v4Ttk0VhJGN+UdFtPlJwJorL2yWv4WYH0AZswChaHc3kcEzqyII7t8qDJWosgZKnqOxhPSAI0VxZRjw1yO70TiY1LbGrcMJ1EHfsRmyuMgCZGhE+yzciikajm1nFlBPMM7q30H3QYrNBNHCBoriklL8apUCrpVvCxiSoMug6w2cHmy/v7EDx4KGYhTVaadVhq6Lg7bluh2/ovytjDtMkMAZNRYMa3oRZpuVliBdVNWpIgoylVCnpqk03+IOWtRzsaiauOIxhcpB1SX43ktNlIafmQyVn1NatdEMfGdMmmsJAkb5uRIa8YnjTyWHmcKLrG9SCI9n8NRyuMg5cWLOAy4/vpoD5vYO4hIWEP+atyAB3CmImmKMCgfJnXaG+fh7xiD3dMWhZDU0aeHQrSluPHRdRlY/BkfPd/LDR29gcmacEti1iLpPSvLcq1jxUf8WYHmyuOYgw2Aa65RHk84zD8U8i+4GlPQs+G70g32ElHuuhjAPTgP72BfpfFwQJWYAI0V09CiYdJBBhWU79IeIpfwDTzLVh5Tl9DF6tQp09tmpmUeq6oKQGGZkF8+zHRdnPSg4BRsLHinOWlIygcaKwmQRuOsdrRE8ftcdRXGdzlAbRyGo+PMiixMGOkLn/70oENIMVZlVbIRpuy6WEfyumxvvCf4RPS2x8gzs4rKTM12e4cPw+wxBS3IpLGiUb+MuHHjjVjYvFvox3RdnpY4ZbbBvhw6BSybjZRDfoZGZf5rVrZCdR4rKwFkp0xollUFTMdGmIuOgfdp/AqJMHvIlWmLkEkyaawkTRpnOsgcbSgNK+vqiphO0p2jOPupstKRi0MSafQbOiuPI2tYOfVdEFWHQkZqY0PEr63XTc3UUdIrV0xdxmo6NFYSoNwKt46jxA/iDAmhRHsv1R2lJ3AyTsKogms6LgOT1bYWp6eOnfUkZUpaf6jfOKy/PlyDwuVJT+N43IbLU5LGLELlr0ZeCIkg+ldfUoZE0hQLFizAxx9/jPnz58uWp+yQ0fBHCUPHDp5KRmJI2iIoYzCewFM4SW0kGhmgxZ0dEzq3Qeho4KeFCfn5K7rgHzi34fuJeBor0DJGiFwG5n5zwrJrlla+pCBqYL9Bw/TLWl8nq4Q2VkaPHo3evXvj3HPPRY8ePTB69GgVcqnFsLJtQuMunVTyKIPpnEdCI6RhO1YWsDFOnhwsuenOyuHOunQxsYyrb5c1TRPNxFKdDyVVl3U5FUIZK4sXL8b555+PMWPGYNy4cXjggQdwxRVXqJKtLLgCt8oNMCsVJcN2gwi+CjqlDfayMGEZmEyOxb/SFiFR6lCZtghKmIcOaYtAXCjY+5GV9jMiJ69bbnwB7na/IWY7YaQuLy4zEdLAyPfWjFDGytKlSzFixAhstdVWAIBtttkGixYtUiJYOfBb5QYYh+0C72uC1QlIIxNWPFKKRvaOUTyLY9EEq/EUTnD93YiGbrPNMKV6G6Fba9FMsTDxiZLm/8bRqL/hRgXSBKBZBzzKSHdirvY1SysRKlCfWFxvYT80wWr8HRd43mNeCuoAG8e4hHJy3r17d5x0kr12fs2aNbj99ttx5JFHut5bW1uL2trahu81NTUxxJRNMtVtTa6p0H1r0cT3dyM6K2WBnhvsE8HARjwOuuVZkA7QnirxpmQ1xPSiaeRgAU0Mz8eUyMpS5yhqNum0MV4XKUaHprIeOVRkpM7kibTBfsKECejcuTPeeOMNjBgxwvWem2++GdXV1Q3/unfvHkdOyRicySkMX6fSkGigEHQmqTxZ3XuLROJxopshIQOT3imSrCFacBUzK+OwrdTwotavVHJZh95TVLK2wT6M6+J1ZVD5ngydHSIIkBVDN+tEMlb69euHt99+G3379sXQoUNd7xk+fDiWLFnS8G/GjBmxBJVJ0tUtbmVS0dH59U93YdWd90gPlxiKRyM0795/xw0ivCgGND5h66TIO5lk0JSQywnnm4qZlYfxB+lhhsVCzrsSaNjJU0WUzq+JZV/9yekJxUN8Manqnot/pC2CMkItA8uTy+Ww7bbbYuTIkdhoo42waNEitGvXruCeZs2aoVkz/dcmm4CKQ60Wn3oRqn95V+jeOBuen8bxOAGmeIwrk0ZBonatax98ojEhYVBhrMjetB/1IF52LDXHpJ7nujKoukyZaCiSUr7KbYcx1h5pi6GMUDMr77zzDi6/vPFgrKp165QrTDvYySiFlT7FypJnRmSHMFmdpUMhwyLyDl73mPL+oidum7DBHjAn3XVrz+J2rmV3ztM0IGWUId0M4DjyGFOnnEjwBpZEFupWTmQTamalT58+OPzww7HpppviwAMPxNVXX439998f1dXVquQjxchsmDRr5JykI5m+6VGMjifYm4SOjaaOMgljWRCtP0vRWn70ktMucv3KWD1yI1zambtnZQVaBEcnQU+XeydUBrkc9F4YIVkv2PpO5xeWT6gpka5du+LZZ5/FiBEj0LdvX6xYsQJPPPGEKtmUkYXKH9R4J9WmRu5EGNTmp9HJTMpYCVNO2E9Tg9FGjINumIFWWKrknBUVOl1qmKwc7rjsWZFueCpwSlOHisTOC9Jqgz3000dR02coHkEPTAsOP+f/XSd0yxuZhN6zcsABB2DSpEkqZCEeFBRAQcUbVIGTcioWufJEkq98K2pa5CqST1MTFK4JMiaKQAu+BNVYjlYJCBMf+fmrRuHmYOnde9INSWmlYnbQiywMrqbBUrROLh95CFlsDNtsIgfT9lwo6xglkA7JKtrsKATfMiExX8MYK7L0cTk2znH2rCRNdDkCBkgS2jAsC13ywzTC5G8ibbEzCknxRXZtbcA5K0FQHpIGmTRWSMjlPSXKQG4D8/c+jS6Up11yNwDzDMqkyZKCLudO439wRNoiyCHl+qpDGfGvk2rk0+G9ZSNdt+k0qh2hnqg+wV5WGXocp2AKNka9QWVS6N3ZF9GCTBorKtawqkSF62LpYXkQpAzOwIN4pcc5qFi3Cvi34y6wRZMcDwnABIVsWL0V4Sg81/C36WU4SwZ0aFTWL83qrtblQFJa6VpXayIsa5KVX6ficWyCn7HMZ6mninRLPC8itEOya4TbO+taJmUR6ZwV4zE5TwWVrUjBTaKNC5Kjfp29bJXYzeGqt61wTc7YcJTzBvsklK4+it2c5WE6o3UHGUCWlqiGIoEN9ioQLW+x3iUXLq6k8Hun0nZcPTlYkbyBJVvO1HsrzMEyou5EJZMzK0mjm7IB1rURgr3LOPKLPKvZwGBoyllBaIXpBaXMEZ2xLuv6wjKqHWm2vzLiDrMMLJG6FRCFjv0dqWhax/WUSh4ZNVbMytYo3sACw4wRjMr9JFHlSsvv+HvYK/E4A0lpqaC8VVr618+XcBjqJKtPnTrx49Afy9BSapg6vZ8yPCsBl4G531wqu+zO7vSWWwDt2gGbbiotTMsez5cWnjHkcsYtoy9Hslj2MmqsmEWUgqnL6EaQHF6/B73xu9g7VDwq+Bi7YB+8m3i8SZKG62JPozOlRnI9rERbLCq4thDt0QIrUpFHNRZy2B5fYn0s8LznTlwcOXwVdVWHtfC66Ny00S0d1uaaAr/+CkyeLC3MJJbc5Bo+xdNTt7QvR5jG6ZDJPSssbPaAVhIdUZEpbOfgWv7voNmb1WjqFlIIyeJjy5DOCEdSZTiNPSvFwaQ9ilSL9VCL9Uqur0YzqfGk/Z5OLFRIf79M4FUJUjH6DSCpWaGmbu1FPCINIkZ43TDLwJS3CxrOqkR2Iy1ocMrpJ8lNN53aiqTgzIppSNxgH0MIZSE36MKAul2soLJYeaWi0VISz6zXSMYkBzyMKNtRdrjKjF5B3FLDrKuTF5aDcjkU0ogy7sBCrsE5TCgi5FWoc2s0d05iWj5LQ7Y/HI8Ayzl9s2msGKbclXWMNNhg71W5wsaZtdky6e+7//7u8YSoKibtWSlnpe7FSpfZoSTJp7kJaf80TpAaXouJX0gNT2ei7Fn5DAMUSQOoMqKTKsdaGSu5XOQ2XSXad+m0F1B/smmsaMhtuMzzNxMady+CprAb3A4aSF5pe+XPklZdkxSnkSgJetJJ7kE5psA/Vdih+BC7Bd+k4RIEUeKcYC+r/t+CP+EbbCUlLDfSHDCQrSOvwQ1G6F0TZPRlna76CLunLEh4RGZWknZdnLVBuzgYX3cyRjaNlYTLqIgCmYlunr8pq1QRl5Tp4B6xGB0Vz28d1XUMExvVcxgrY7Gj/70xRHoRgxr+VultTmdU5+laVOEFHK40jnLBqP06mtWXrHSYddxgrwOuZ4DoVURDoaPsOvZ3VJNNYyUxyqNAqT5nxQ164vGnnN/X8910bDXKEKFNp24dEsGZr3Itu2m8V7mmpQmIzKzIyB/VeZxEGVI5KZ50HdChztFYIZJJv1B7EedQSCsnXmyCloFZyBWIYfBKnxJU+qPXQWEmhY6K2RT3uyQ6zI8EMHgAQsc9KyQcQnkooYzK7gq4lolceessGisK0bXYPIKhoe4vHkF6ebtrMRMbCj0b9ZyVsOGWcyVNk6Q22BcefKogAr/4UuIUPJ54nLI6PiXpJ1BQdEjzMIRNKwu5WB2by3BbtAc16/DHPRQyiFpXt/XJo7o851PRmZ6fYGcF8agvPw1HEiiKK0oVSGrVB5EDjRWFyOpaFVQqCQ3T/Tgr1P11qCz4vqjFhuiOGZiCjQOflWWMkEJ800ezzks5IqN8jsIpQveVW+NYbu+TJwcrlkF9h4+TFS90TEvVunsUTlYaviiR0j6m6+Jd8XH4ODWgrFZMKCjf32Fz6WGWG5k0VpJT73JiUjYaIXjYUbGxsu5paZXWTX8HSaZDIx3kDUwDEWMT5kCsODaSMw3LcYN9HG9gScshgnvdL6MeiSFkcVAntFt7RT3lSOeshMB9g718HSG7DOnQNsskieao3NJMBZk0VhIjgutBN6IUZJmF391YEUPVVGtxuDo22ir3rCSGToaDRrKwcSl/Ijn5SKOMalQvQpOE7IqiUO66eB26nbMSeEvC3sB0bPtVk8X2h8aKQsJ0Vmslu8r0q8ANvwlqEC+lLFJhgjbYE71J51DIonDz5Uwj48/EDfY5WEobdtGws9i5yBLh8re0zC+vaC1PGIXossG+PsmOa0QdrJHqbqAcO/zl+E55aKwkgEgBegyn4iPsmoA0NqE6oRE20+YRMVZkjLqUcyXVBZVpnGb+LRh8MT4POEPGixPxJADgR/SWKVIBSaeNqvjKvY6m8X7llKZH41mMxza4sutjcgNW1FFW7rp4XcPIQyGjcw2u9/29nOpPuZNJY0XHWfNVaI7d8VGicYruR/Cq0EpHaUPmkZZKOq2pb4kF3BlUoGe3gGif1/RAwgVnDscAfI4z8YDwM/m0eBonIgcLm+FHVeJJQ/nMjeDwabl2EFI7Z0WzBi1qOjyHo7EtxmNqM//NxrqUnyRmQoFwqxO0bAeRnjewbxH/YGbNqldmyaSxklTpsyKMjCRKAoe4Rd6zEuGxtDZml/vm8CRIyt+9zujSCSMkDqpdF+tST5S7Ls6v1g5IzwrH74m4IY7QppfToZBarmnLANk0VkwubILKXRfPQiKKRMahkLo0YM6XMWqDvYesYbyBBUYhmEee95mUniVE9wam1oNXeaBN/SehiDK4o0s5jlLmouhT0zbY64RfekQ+ViFCEsjOlyzqu2waKyQUcRoHVRvs3byBxTYOQmqhNBvNpOIO07hKOxQyJXSQwVhSPhTSRIcH0jCsA+kkiuShXRcr0pXKXRcLehNNeoN9JCMtpSKqSx1WdTh2Mbq8rwporChE1sh62gXQ67R4kQo2EX2jxZnGK0sfuddjBFAIjTs8unjdIUGUlzewSHJqXI9II3/F5aUXdwznZCOps5P+gfMAAPN2GBgYh651S+Wk+HvYO/KzkfJQ0zqua97LIpvGSsjCti/eViSIOkQ2QydR55ahFT7FAG85YAnL0QVzPH+zkNNjv0iZyVCwRC9Asevw6lGIInf4hsGchiTtwRGjMXqpohxUd5pklM8rcGtpe/J//xcqDNUzK/n27FPsgonv/Iavrn9VaXymMhedPX/zKyui5agiV1SeI9RxqoX4ZNNYCalMF6FdtFhM7b0JIlrZl6BaSny/oYvnb6l54im5qEGeK9KMKtM41Q5yInmW/p4VW4r0z1kpV2MotZFNHXSOg1B7LFKTPefbnoiQZDmu79AJqNCgu5bLRSrnaXkDMwUZ6VKuejWPBqW//EmjETOl4ErtiKU0fFHwDjpozbVrpQXl3LNS7tPMaWNKnQX0Kwsq0i5SmDrUf5PQKb1Cth+qz1kpbs90SiqSLm66qdyLB40VEkiJwtVQa0rprIR8r8BlUQqNJ99GcOXK8AF6eQOTmNWiU/JpddrVxqtX514FQeXdtA32RE90MerVe94K/4guXkBJEUkdl1HGeZNJYyWp7NTVdW2S3lQCO/Ree1YCMqlYpjVokviSgsB0SUtv1NVJC8o5s1KeRoQ+tncN2iiPQ1ZamrLpNA7L0CptEcTQLO31MxzVyJP0zJtm2WwEKtoOFfmgX53Rj0waK0nX+rgVJu4yo8fXOzNSvG9gPwzHTZGezZNUJfwS28cPRLJxmcrMyrHHAltsESFAtoRhymr4ch2cvrfgTyHDDI+s+ugejpkN7tM43tUJyO24DO9jT5yDewp/aN8+IclKqUVTYJddUos/LkPwKJY4jXKd9I6kZWCX4nbPZ1S8btz+hezByyQ73n+Gv1OEoHNWZBkzv/ps8idyyKaxElIpRT6FXZMT7H+o2jLScwfgDdyC4ZKlKaRYWTRkTYgkG4zHoM+KzZTl+Ne/lHUAVM5wxA37bewrSZL0WIK2eBUHlVwv56l9WcRJo++xOXbBpyXXa1CNvfE+7sM5hT8ccYRrOEno+X/hOODjj4XurWvWXLE04XkMQ7A7Pmy8oJOxEhKvMncnLg28R4zCZ0WSKu2+RtLcj7N8f1eiO136j4HxJLDKptzzPpvGStZwqUdh2gjVHoRMba/c0qWcPcAFlQNNVz0GQmOgGKaHUXjpnJR0UaCe0LV8KdhgLwuTmhUZ7oLDknb6lLuhoAM0VgTQVrmKkmI9ipx2IbSPtPyJqPHS8AYmXTl6NdSO9ylb18UayeBqABviujiIstlgn2LPqBw6RQXvkERaKkgyyx5mkx9wUSwNfwm+QxLlo1wG5HTQ93nCyqKT7EmRSWPFuWk4kfg0bWBEdY42Z5gQrQkqT6IKNmlFXCZtbyBK61TE8xfKjqwUJh+yUA5ysJTPrBSXJK+iFdeTYqhncjltHQe5IaMtSaJKy6oz5WzEZNJYMQ2pG/Q1w0LOVRmYow79MP8tTPEGlriBo5OHIR1IuQNjbLqFxPU9PXtTXAYGQDwZQpZhkfeIpSciTNhHSdtQMhpkqKgiivGSxGxUuevAbBorCVe41AtRzOgfx+AYUevjOSQQgxSxVukWk+G4Kf06ArPT9DiMRl2AOk9m6UowUWQIercgnsfhmI/1feU5BY+jDhUYhBeiRzR4MFBdjXqBd1yIdliLyuhxefA69sccdMHi/ntLD1s6Ubxbwk5jVFWJRaGgXkeuSxlwXayTHg3KoyT04SW4I3YYMwdfGXyTIeUjKtk0VkISt/JJrbyCGqtgatjymj8Wk2sh1se+eLtUlKL3Wo0m+BLbCYUZhLH1zpQWpZiU5F6NJlI8zjnL+0M4PdT9yaC2AX8Gx6EZagPvU9aREFgekk/zKDKIvJsfR+I/6IJffe8ZhVPQDLV4CYP8A/M6QBUWsP76wPz5OBFPBcrUCXOxBNWB94VlIF5Dd8xAXdP1pIctg7h1bxHaAfPnA08Fp/G6CAXvU+m6PAqKZ0k0YHz1nvjskn9JDfMfOLfh7yDXxW78Hm/6R+BSTvzS/S5cElv9zz/4VGyD8fECMZxsGiumdihDEDijkQuXDGvQJPCeOpdRQqGpcl2yI6QgrmmszcuERGCDvQrWwh4dlXlWgFs59Ls//4phZAjdKRBMxzgb7OvgP9JsWkfGSdC7BZPzDKOw7MSNB8Ij/lLiAlzKlve7JkGo2fSo+qWqSv5MuIJlYMX3xFGnWjQtMYUoOaoAFbAq4s8uOsWKu5dobVHd0SHdc7ngds1k/S5CNo2VkOiwdEImUQq1WxooPXcjQEPoVDG9vIGlciikoaT6Pjq0RqaTpTT0eFflm5vLkQjlRoc000EGXQmXNhaM29sZadNKzH1cgn2Jci6XNFZMI0IHWEYBVr6ZMB9PhEMhnRLohEoVnIZSipu/unoDS4QYSWdEehi036sYWenrrB865FlaElQktcE+ZRfSSbouBsS8gSnHgHpuYjsTtm3VSfakoLGSAWTodLfKofqwyPBooEjLbGbFWXYCNysq6pDr6A0sPNFHxmS6tZQVVkk4loEjpApJrH7CytasVhQUJY9qneMMXaU3sLSRLXGYQYMo+jZS3Y5ZR1nFaayYR6QN9qqE8Y7T7xqJj4qNua44yltaebkK6zYKN20qdH9o42ZdBVmOlqFlE2VhVSdlYYuS9tLBfJobrxMkKtRyP2g1kEQOhRRM4xD5Kpq20gYaBINp0JWqyOWwvGk7qUEaUU5TxqoK3jNc7mTSWNHJSp2NDQq+H4fRkcK5rulN+DeOcv3NSxmEORxTxBBxU8yRlXWUZaE5DYpzQoXrDlwqdN9iVONFHCYlThGnDVFxlqX8X1fjBjyLo/Em9rMvbLJJ9Ah8yMv9LI4Rf8YlLS7HX/GChyepq7o8EjlcmY25so5BiEMhVRtN72Ev7I4xSuPQBeM7ejrtWQnpDcxNjtPxkDx5itJGJKk+xq54CifIk8GF/2x9re/vugyKFP8dleJ0j3JmSpwU+RWdsbpbL4E4vOX6Fn3xC3pG7l/qgAa9u/LHr/Jeh+sKvj+D4wICcy+QdzQdjmPwb6E4fYLxJPGRpCibVXUwViQRdP7CMrQSapRWoykOx4vRBUnI+CpsYGz+gqtxLJ6FJaCmwpYXt3K6VsDjnR+343Ic4XFGx6wmG8cKWzXn4h+h7i9Jb41GgPbBe/gIuwvfn2aHX0rcGqV9EqTdGfbj4SC36SHyymk7hcnikwTcZsdhedN2OAf3RHrWvbzHz88k9/O4Le9WWSZPxz9jLwPcGt9iE/wS3L/UmPLp3RFPTNyzEoT7utRkG+28DIVp4/w7evqIrLUVSX+dG3YnqY4Qa97Zk5k2XuUhbDlxnUU1YPOtStLYYO+fb3rmR/J1XX58UTdx6+i6OHTdz5XBjB7MaRvd0K0/lgQ0VgTQqhBE6BDUxzwUMgylftSjKbUwTzUYDZp3Ok1HpTewcmj8/Cj39xPRJWWTBtQzsZDWngq3X/LbuSS8gelazOR3G+S+aNnoGQe6loUkyaSxknTGJ9FJK1lXKRBumHRQtXle1kiv/VD6xdlpMKkeaU5CKYfxBhYpfNd8TniGTKOGwNiGNoQ3MGPfUQFxXZZayOlVgMNi6J4VpXKso7hsqMrmKO/hV27Trt+iM5wWckIzFDpULx1kSJv0e3cGIPN07dikVGrTVkB+NHgZ0sBYSSp/EpvtS2HPSuLxRTAqVaV/WrO4Otdv7RAoL3qUDz3z1OsQ3dDI1k0KvIElja5ypQXTo3zQoHeXbbRaYuZD9OVc4Q4Iy7cX4Zrk/DKwbBVnqWXHq6E2xFiR7QGGhCREOTFF5yVB2LLaCssKvjMtg1GRRkksA5O538WPKOnj9+5pl0kt9X+Kx0eUC9nq3SWMkoIjQWPlYIUOZgp6ioUrq1bqtDxA03hFCCPbdHRXKElyfIJdAu9Ju0ENg87li7ijKs+OxPOlFzO2RiR02qZY1ZPWM0nEJ8tFfZ7FPbeNHN5itAWQdBVINk+p/21orBjOv3EUumGG8ngWYn1siYnoiV9CPRdU0bzWhwZVT7d1qVZFssXZtWEIqzUrK3H93u9gW3wV6K7YiXQFlsuhH77Ge9hLbrgBqDgo8Dv0wbb4Cu9gH6H7w5w3FBXZjekfcSvuxgXSwovdyRE4Z0XXRlfavkGDDGA/9sT7CcYmd79EUkQuM2EUQdGtWtikkoXIwcLyzr3wOE6J9PwqNPf9XcU5KyrwK9Nug8vu76VDAVEHjRUBoipHkefCjxIVhjkB22AWuoULIyKTsSWmBsywxF7OE6Md0mIZWIFWEXiZTTbBxE77YDwKR5fS6EAtQVt8jF2lxCuKu/vn+IzHtvgVXaSGGQfhQ7QFHVksR0t8gD3jihWZknKVstviRA0hib0XlR72ojImyXKlRQ98HQo22OtqoMdBRVWfgG3kBxqATKM3kRmtwDjSN+JVokHvjmQZT2UeoBFdO3UxjZVUDmhz3F94invAoZ4JKSaZfQmdGm7TN9jL3kMWO28sS9j7XXJe5RQ9m/HzZOIiLf9F80E0ugS8gUXVpyptOt/9J8U/KRAkTXs1ynklUcQNOlZBp7ZRV2isCKDSG1jcTo/QwYBlWA9UuLyVcTBewe8mdWosjxmONE6wl7RfSacGQLYsUveHRUDnE+yzhA5LopJGp3qdJCJVTLYbYjchdB/ASuNwVtWIdCVyKJ/3dYPGigBRGwRdNtjr3Gf2HOmN8p5l1GGSVXZMUV4yvYElgYmdRPUyi4WvW9qlWUdMqZ/KSMB1sapBo8znnQdh0iUHS2n/RJuDiCW8ZNbLWyaNlTLq0zYQ9lBI3dMg2lRrOsU5LSWiW6cvDjJnL4UORHXcn0RdqMjJzauo6ZXuZnJ1CZ3Vhtz499a9IfJB/aGQRd8FolPeJggIkcaBkV5ilcMGewtyZ7NMJZPGSlhUnTGiEpVLz2SGK1N56bfBXh3Gd1KKSPV9NHeT7RVXWBkseHvsKifDNy2ipGHm012nXpjOSxB0YV1+lVv7ExfV9diyynN5Wxg06N2ROKRZaCdjC6H7fsYmnr8VV/Ioh0I2PKvdBnt1GzZFlaOwEl0n9yxsKCyDDNy8gf3SZPPQ4bil3VRsHFmuIMI2TvVWmTcuITqdum2wNxkT3zuucwsvvFy/C5e3ELJMRF/hewuIYZypnD0Ii+xyJzM8Z3qsQAvhez3vSbmKuaUNjZWsoNNoTgrIKuh/wMPA0KGBcV2Jmwqu3YIrpMRfigb5anjZ+idOL/jufB3XBmXoUGDsWNewzsa9eA0HNHwXXT98TccHBKX152YMx4M4A+PQ3ze+1FujiMh0CBFbJzRtamTHGUim4Z/z5Dt4BEMxvEgXhuVGXOX7u3X8CY1/x4qpkWG43/O3V3AwHsQZocIrKCeC+lLk/Kft8FVwfIIMxP8wGsd5/n48RqsvNzo2JQa0b3WoxIUYgatwI2ZGONYhBwt/ws0F147BM42/h0iCwXgsdPwiuJ/xBtSXcZc+1Ju9+OKL6NWrF6qqqjBgwABMnjxZlVxKSapRTaIRTLOD8Cs2AB55JPC+JWiLH7Bpw/fhuMXz3iiHQuaJO7OSijewOCNtAvKGHVVcg6a4wpk/QfI98giwww6uP92Ps3Et/hxavgVVnf3jdMEtLZajFYbhQbyJ/fyfjZAFocuKZFWgnevilNFd/jV9++MPeKSk8xRWbr9ZagDAKdEO1/PjvzgIK7Ge62/L1tWxyAhWDJGZjG/QL7ocRbyOgTjT572inm2mwp9Aon0AA4wVAPgbLsRNAYa9X7o9gGGN9+WAf+OYxh9DDG49gcENsfkhS3/VhThY2jSEe3c///wzhg4diltuuQWzZs3CRhtthNNPPz34wTIgCffCfkQpyL6+0xNUbqHX1Zt+KKQDM8eZvVHZISxwXSy5vJcrUvd7ydiIamiJVyG3qvJYPHLqH4+edSKue11d6roucjjRUSYRTJVblKQ0YznPrFSJ3jh58mTcdNNNOPbYYwEAZ599NgYOHKhMsHJAVvWLMm3uxPXgoxy0Xv6Sxp6VqBSmb8j8yeVcsyFIedunbOir4OsjbP5u+DtC5odNi6Q71qLyqVyfrNSNZ4hMM9WoCcL3vTz0dui9T0WdkaQcqSjLs0RG6gVlLyrDIjo4KdKa0MjlipIl5gZ7r+diDwg7V/UKyqZT+ymyRFdkQI/GCoBDDjmk4Pv333+P3r17e95fW1uL2trahu81NTURxFNDcoXU46C9hJHtNtWLtDohDekbU6NL32AvkhyW+4hhmifYJ9oIK6gjocNKoCegQwc9B8szbaSkv8aDH34ksuFfUtoEympoHmhBSGMlaVS5Lk7zUEjV6JaHUSn2BuYFl4EVsXr1atx+++0455xzPO+5+eabUV1d3fCve/fukYWUTdgKHbXAt2oVHN/GGwWH01lgCf+22xZ+L5g2d4m+ffvgMGXgNirgh4/964mKDq8MVqxUG37SHeCg+PpGdJADlOZd//6Fv++yS/Sw3dhzD2fk6Xbwhgxp/NutDIuORrZsGRyXrD0rLZqHuj1WXLrQoGM9ykvY832iECbtZJZqVXlWURV+FHynHZWIEpokz1nZYAP1crRpU3rt3HOB5kV1XbTjDADbbGN/nnyy/XnoId73xOGss6I9d8wxyeii7t3i1cZmzQq/e6V/Oc+sRHqzq6++Gq1atcKZZ57pec/w4cOxZMmShn8zZsyILGTa3HB9tOeq2+bw5ptA27be9+y+O/DKK8BHHwFvvul+zxk+W4PyimrzzYHPPhOT6757xTo2eZ59Fjj4YPH7nWy2mS2fV+W67trC73mlHLzBvpSkl4FtuQXwxhvAlcOdMjhmRwQ32LuNVFUGNOJXXSmu5B9/XOy+BpEceeWUrW21/3Mbb1x6zdmQ7rKr2DKkXA547z3g738Hrr3Wrh+vvx4kdSE9ewL33w+ccIJ7Y/7Io4XxheXiCxvT6OefgS++AKZNAz75JHxY991nv19NTamRBgAdO5ReO+ywXIFeeuMN4N//Dh93nqOObPx7wgTgww/97z/p5KILAon444/Axx8D3SPsTf7iC//fz/UeNwvkmKOB8ePdf3v/fWDWLFs3v/eefzhdOvssyXJJnk8+Ke0g/ve//nEEdUZUjHo//M/wz8ycKXZfZYWd9n/7m3jY994bXp4oRDECJk0K0LdhMigHfPedXR/bthV/NKicFrNtf7uc//or8Oqrtr797TdbJ91+OzB1qlOmcGny/vt23bnoIvv7ffeV3tO7N7D1VuFkzvPww8Do0cBNDid7xxxlYfBg72fynHIy8E+Xsn35paX1+JYAnzN+xttHHwFdfYzNIHKw0KQJ8NKLwff+/R/BfSDRuqkbwsvA8rz55pu4//778emnn6JJkyae9zVr1gzNis1BQ9l552jP5QD8/vfAlz6pXFkZbAis5+6IpYSddmr820/R9gvpNGXnnW2lE4RbnJttngN+8H6ma1cA34STBwDatrWAxYXxJu0NrFUrYL/9gFmLY0XbgDP9KgNepVcvAJsDmOB/X0VunYMgAeWdp0kVgLWl17tumAOWiIcDFKbpRj0AfOx+30Y9AExv/F5dDZx3Xri4nHTuDAwbBtTXA0ufLs3XFv7u9wPp2LHx7169Gv/u0cP9fr/62KwZsP/+9t/NOxX+1r8/kJtV+kx1tYUttmwMc7/9gDFjAoT2oVv3xrDy+qFzZwC/ud/fvFn4kcJu3eyOybvtAIRsMLff3v/3XXcFELETu802ADwM/z33tD+7dnVc9OiwOctUSX67DFzsvDOAJoX3HXigv6xpzErtvz8QdpJ4Q5/jmtZfPwcsaPy+zTb2vwsu8H7G+d5hBtqSZost7H9h9K0fmwscOVXcbu0V7OW5gCZNcw3l/KCDGq/ndVInp04KuWelutruA+UpnqXJ0707gG/F5HVy2mml1zbaCMiP7/jJ2bGjuzxOfZ7HWZ7d+gn2HmD3eHbdFcD//NOraVMAq31vQc+e/r8DwAbdgpeB+dVNnQnVu/vll19w0kkn4b777sOWW26pSib1mLToMoCGJVAaLFWWe7BThGeS3mDvluiOsiX6DvlgdNjXIIsop6tHfTYNlNW34nXzVjJ1O8vewJJoDzzzMGTmlvMyj9TRbYN9UdEQKaYm6E5t0KHTJIiwqBXlqx+E32zlypU45JBDcPjhh2PQoEFYtmwZli1bBsugDI9KfeeIc3jr0ubFjS/yvCWJBl5klE8WN2N4wXdZ/YDJ6FN4wQLQwR4/eQ97AwC+2+ro6BEcfLCnor8TF/s/63jJmnOvtP9Y5zUvMrfdZn/m5881QCQv76i4DABwGW4PFbZoI/s8DgcALEDhpqvQjXTMOrC0y6bBNyml9H1jbcCNW1HT9ga2zz4AgPlYP/yzkvThu5t6L4uWpQjDlfPwcd4Hl8X/nTrhyqrbPGIIn3azqxzTj16dK68pSqAxLWW3YyHDi+uCWRvCvHfcDfZFD/+r26UxAlPDij7b+d/gkgA3NL/Z5cYQ+GRBQzlzTPl4OkrR7PgGmQi/2euvv47JkyfjoYceQuvWrRv+TZs2TaV8SnBTGD0wreCU3A6Yhx3xOdphofg6LA++7HQgukHSnh0vF5iaDKg8h6ML3zVIMA9FWfzUNm7rnaZPx73X/obZsOc1F3Tsgy6Yg4+wq5iwhx0GTJ8OzJgBvOi9IPRS3IG3H5kGrFgBzJ1bKqtD2JUHH22H+fTT8Rw5XHCBvQnizjtDhZE2wyv+ih6YhhFBBl4Rog3/UXgO3TADHTA/injuhK08992Hteu1khaF87fi23K5EG6P4+iAipAPu0QW6MEuJ3afKI8519p07Qr89hu6y9KzEfih0x6ev8l6Z1newN7o7b7J5wrcWvD96+tfAJo1w/1V56EHphUc7huVVTnH2huvQvuDz9rhkAjtHXRBt1mKkqQ66ihg6dLCe4rLWd++wEsvqRUsInvgA3y8/mHyAxZUhCW3jR0LzJuHurbrl9xXqKNLy9Pj652J7s51zJLJ5WCvf1ywAKip8dYnleXrDUx4z8rhhx9e1rMoM1A4krMAHbCgYeXj4miBOkr4LHRDPXKoKCpkqZxyr8iyycfjPN1XVpFZg6alF5s3x8rWhYtOf0MXrIH3XqoCKirWLZYNIodVnXoAzeG96NZJPkyRd/fLC7/RRdl4uFD2uMWbXK6kLglFL1gmLVQEnh4tVKcKXEyHLKTt2weuLy6RSTQKxaMOnmkTtp7GqthylELJae6dOmGVlJADEHh3VSPospaBLWzuvnC9uHysadm24e8o9ToyIvtdUx6hS92Yad8eaNXKX45cTm474nEuWBRmopujRKmpL4FnSznLUIsW9mqNIptD9H1nIgGPtwFuXDmzUm7oMg0hEZV2pMxpX9HfAxsCjbLQ+xWTcZEtO0wvb2Cx8Q1MowwNIkH9EWbPSupqTVDQnFUvJTppBkGae1ZCxh3OWElhibEABa+cRNpHjCP1PSsygpedvqkrGYWse7eIXZaYcfv/zD0rWTVWXMjlNF1PGoCQb//iWxRZNq6yqJrF8XkH4UbE9JlCmSO8Avmksp1KfZRSF2JYJnH2rLh16FRVjwpJxkpqCCS01z7BuIdFlkM9Sbq/K6wDNW8PvNIt8P1kvpcJh0Jqno9hCdMvtSrKdxkYjZV1+JbvuCej+4Uds2KJFOSk6q6rLEFJ5+0mJ644UnEVM8AbmKmkretldMjSfodi4rxTvZVEmUqw3OqWOQYRamZFZNOuIcSSN6xbRhlxSiHt+JMkS+/qggSVmINVFv0PL2isCJB6/qc86h2HqGIF2jg+dyQ+QxYn8XXNuIRocL0ds7EKnecJd5ijZnNSxSMXdoN9lDgkb7A3iXz6xi3noZ73KTxePxWHH7gkpozzMvVlYEU6KpLr4uLd4XEJec6K1/OlyC1HDQ7jfPfziIdVsME+4SbbggGzWQlAY8WBKuXjv1RfRAPFq8ipjhClsgBUkBBx+2WBlyIT8kITJ2+THqFWGF/6o5iaEKM+xOlYuqV/WFFEO66JecZSRYx6EPfdZXkDS3N2K+k9KzotA1Nh3DnLRNLOdML+lgii3sAi5jcNh3TIpLGSlp5W2biW28qKoLQK2/FyvzFmopVToqf8LomOOAOJtzhRk9eykumUu8WhqkjI2mBvEla9nPNtkj4UsrgMpN4RBRKru6nPrBShRSdZCyGCER4nFNl/VhxWCm2l0PuU+YBfJo0VL1QpYt8TysMW/BSUhVJvYOXQ4Y+z76bgxHv5He4oCswptdRRUNHDRmJitNJ2KUtuxSvKTIjUdHERSlx/lkGdl0VKJ9h7uidPwpW+wdXTSdl4Awt5KKRJBLp1Fr8s/HtaaCqWNGisCKBr4XTi2w9Ms3NgQuJFxc3VoWbvq8VIqA/5xqRgKUOEJNR6WQJCvJPLkvMkSHLPiixvYDrkqyiy8lFWB1nUs1SiBrAios606/ZuWjQtAntWUk83yxJLq4h7VlRkhOiBulkmk8bKkv57JRNRxBJ2E4ZLFqSIvFLeemu18YjgNbrhUXkfxykAgFEbXeUZ5E24UizuECNKvt7AQpwVsxDtCi+EnFlpOEH6wANjzUqtRZGLw4JDEiMH68+559qfBxxQ8pPMBu57bO5/w1Zbef70EXb1/G1hy3WHfu29dwSpouOZzXut02Pd/A/JzOO7dDKs6+Li+6+5JkR5dNzXqRNw113+t594omC4hZyHvwMAbm5xvf+NoTfnhC+r9a2r7UcjVq7f0AkA8Dl2AgDcA/sE+jvWvzlSeAAwHtt4/rYA9uFzS3tvGzl8IXTasxISUZ31J9h5dBHuApo2LdW9noitSgh8v003DYgm/Z7w91sdnbYIDQSqMcsCDj208fsuuwQHKpLGZ57Z8OeyTj19b/1T878BAG7BFSW/5XVFnhdxWHDcBpBJY2VNdQe0xaIQSiMiETuTV+EmnPC7uY0XIqyrFFKkrVrhUwwIKZ03Ml0Xe6XcqXgMHTEXY9cf6BnkW9gvIFK5hPF//w1KDUTfZYJF9MVETPlyIdC1aygZnbTHAkxv0jvy8374FvkddgDmzQP++9+GS27vHNZwGdtqn4LvK9HCO7wFC4Bx4zzD2hMfYH3Md/3t6uN/AhYtAjp2FKvaZ50lcJM/vntWOnSw5fn5ZwBi7aF3GYvRYZk7FzjoIOHbCza2Tp8OXHSR9829ewOjRkUS6x6cB8ydizuaXxPpeWksWwarsipWED0wHdVYjCVoCwA4D/9AR8zFa60EO3n19XY+5bEs7IAvSm7Ll7WumI02WIK6lm18g41iCETpGycyWq9gZsVCDrfiT+iIubgbFwG5HFpjKVphKV7a7rpQYUX2BtaiBb7Y7oxQcQXKEtUA9HiJmvV7oj0WFFwr/q6cdfkfpNtzOQAvvGC3ZfPnA2PGCIfdwCuv4K9/Wlh47f770RFz0RaL8Prd3/s+/mTToeiIuRiOWxrlWpcnPTAdD+O0hutH4Plg+QwgngY1mCVoi9VoiiqsBGAXQMvrPIOYIw+FbvTEvHXUNOsYK07fKBwXauDfGEmIfd3/ska3cpgPeWkjG9WDVGvRBPXV7YJv9GHRulHTApzaMITxFZoOHVwvx+kYhDqhur3LuzuoRyUWYn3X3+oqmwJtm4rH5ThNWPj9whagtm0jPxoUr294zvLSMVx9zMGxDKxZM/+bO3QINXNZQkjZhAg7CNWyJTBv3aMRy/lqNMNqONPK1oPtioPzki2XK0mLOp/mvzQ+eWgwkJ8YeZ3pbLNWoTkAYGXT6oCnxcqZiDew1U1aCYUViMJDIYvbpeVoGS2gMKsVIrxMLgdbt3u0ZUI0aYJVzRvbcQv2WrN8ObEEeuZe/aDVaIYlaCxbVpnMSZTHW0jAstRvsHf/TbF7W7gcKpfkpvbImi2BFi2u1g2Yhg/rGlG0IxMm2EidoxS2Asj2BqaF34YoQsQ4wT4w6AibTVUQ1WWoSSS1bt+3bfF7LqJ8Ju0TaiSazKq9gYUaZHFDaCpVZDom3Ab7wJmHCOmthUpI0orOksUuiUwaK2k54ApTieMuo5bZqMh4/9Q33blR4pdTgoxRR2o0wll2CreyBAsa9V3iNtxJd6JU5ZnbJKishjwHK1Q9DK0nBTeJFsysBAYaP6F1qF+N765Dr8w7TbTU08U0LFWQnJYhl4FFSas4ZbHk2TR6+AIb7IWD0qQuFOOWrGnrkLDxG1GPQ5JJYyUxBEpY+RWpItKu5WHwUf5ajPysQ3WSynzVggbJV3C5L+WMStdGUTZx9qwk2biFmlnRqeKFQIcyp6vmTd57oq4pYSCK8ktqsIp1hrTBa8ltlO9ywDIgk8ZKmA3NUiJK4FG/DfapunWNXLENqmyea+rFyOedig5jpCn5OPtHIo7Gx4kzja5IUn1oy3JZxqkCGTMYCZ+zIhqf9LyKsgRPM3UmS55UR3CF80HwZUsSRe0ysGAKww/jyCXwIYXIShdZDg5CPyPiDSwsxfkQdom4ZvojDTJprCRN1HXFDZg0O1FEruHT7NoWST+JvLOOeeu1Rzcpw0dCmmih3BPOW9kb7FVh/An2WhSuYJKQMrY3MMFyV47LWrR5o5B1X5aeceapTlVKyBuY7DjD3u/2QMgl26aRaWNFNEO1OtDLoybp0Od1d12sZoO9TsotNUNMIBF0V1puh0KGDiOX8z9DRIM0iFoNcjm58numk5SNaaJ7VuQsA5OmvxUoz2LZEtPPBV79vCMVlUeHdgXQow5HwU/u4LQtLPsi+4xcXRcHRhNug70JiC2JFbsxlys2sKNKVRioX9Qle5BjLPEtFzJprCS2DGwdset3zJ55qqfNGqLcAETYxeZvnKnyeqSToaYDJihp3fMs2T0rhs+smIKEQqdLuY1Tx4X1sALvjb6DKArSVv2ybjXewKR2EwRdF4ddph2LwEAK5dSl3ulEpo0V4fujNuRFNVCKN7AUOv862hs6yeQ94hXveR1IzBuYZNfFqhF6T4eikb0PyM17mjHLwMJ0ZnSuHBlERmc48SxVFJ9qnVMcuhZVQaIQug4yBRtj8gmbFkHZYOpMpB80VjQl7gZ7qYHHIN+pMqLypFQwIm+wVyRvnEakxBu0oDcwleVDRaOY5AZ7mUev6FAPkz5nRQd9n/RsfhD1HuUgifIR2xtYyGeE30nRuVhRkVJSZFs4CVpMkdNXMB+j6qE0jEYddFjaZNJYSYx1JUxlQYvb+OnSeIYlmalZsVtzFTG0lxbDZYV4vqoCURvKX4x00C8F9SQHK9SeFXV6S86eFRKdLBzMqSMFM9XBm6nkRegXV8iyoGGTJRUlVSNgJlzKBvsyJ9PGyun4p/3HDTcAAK7FnwEAD+DMgvtEK+f9GOb7u9tIwfRtDhMLPIBQCiTRJR/5z8LatXjTHew/DnN//3e3Or/h7wln3adCtOhccIH9efPN9me9Yw2+c8+KiwrKlzE3zsSDAID/87mnIAqffLwe1wAAhrf+h29YDey9d8OfxeV0JjYEAMxaf5uC6//BEWJhC/DTelthGVriZ/TCqooWoZ8PbXR37Ag0bw60aIH6Nm1DxydEhw5YgeZYjhZYViUWR/2VVwMARuJUAPI32HsiqhPW6cqCMp8PQvBQyIqoe1aGD4/0WMGr7blntLhD8jZ+BwCYiC1LZXByn63b/oz/S0KsBtzksdq0QS2a+d53EUbIEWDYurbyuuuEbg+qA3fiYgDAEDxa8puwYTZoEABH2xRTpiCcT89C1+D71z3wHI60/zjfbiPPavJwcGS69G4TtnR88ygvS/v2QEUF0KuX/YwF1KANlqIVVqEZ6jt2Ri4HTEYfAMCa3fb2DDLfVgLANbjeO+4BA3zlLl5+bcqsuUoyaazk6+1TOAkr5ywGrrY7CO9jb1RjMc7C/YFh1BUlXRfMwdkI36le2XaD4JsqHHGFPGUXcOlEKFJcFS6dFS/5Prr9U2DpUmAD9/ef3X4rtMESVGMxpg48K7Zs4zrtH3yTi0Z4DINL77v7bmDxYmDgQPux+rrG3yorG/92Seb3sbdn9KNxAqqxGDcEdFxEsu9aXI9qLMbL6x1jXzjhBO+bly0D2rXz/LknpqAFlqO2qmXB9aPwXKAcogp0YVUnbIhZ6IuJqENl8APOOKI0gFVVwMKF9r/KcPGFiaM9FmJ9LBB+J2vX3VCNxRjq0ukKwpkMq4o6nUB8RxvVWNygK92MFVEib7C/6aaCr5Ea53ffjRZ3SBahPVphKbbBBP8bjz0WJxy4GNcFDFAII+gNrIR//xsrpsyFVdSuFeuaV3CoXQ5ikMvBNtIWLwb22SdWWHkuxZ0AgMcwJFoAzz8PdOkC1NTYbVMCOJN2W4wTfu5o/Bufv7kE6NcPADC68mRHmO5upAr6AHV1rvcIIbDBXrRehqm/2+FL4XtFsQD73efMsdvAZo06sx6V6ID5aIvFsCqrYFnA1vgGLRHcVnZovhzVWIwb1w0YlrBsGdCmjb9szmps6OoX2VSlLUDa5NpWF3yvQbXHnYWsRHO0wnLHc21QMm2bVxRxDV6BAJQuNVOxcbeyEmjVyvMxywKWok3D33FZWeWvHLzw7GRWO8qJQ/nnquJ1fEXLH4DAhKlBNdbLf/HLxJYtvX8DsBZNsBZNChqXJW7lPSah3j0Eno3ieuu5X5dILcLH4UwHy/KS339ZQQ3aYD3ME49UoJIX5E9xhwdhGlU5ykq4U+SMriK58bnlaNRvflV1RRM15d6Pkj0rzZsjt16pgetG3Hqay637r1o8nFgdNpFikh+waN0auRR6RW5lufidG6toDnUt3dsz73RyXI9TB1JaA7YCIWbbw8rYtKnr5dWOAR/LAupQhRWo8g1+LZpgZa4JVvjF59LeBklcshfU5QFn3pfjLEsmZ1acJFH3/DZXCnXEnUJGOEQrVdfFZYJvPjk6bvW5RmNFqxGRMBaf+LYGLXATS5dVD1KQ9DJh96z44mKsCMsh6X3qZTVfuhbsuGjqdCVphMqb092tYFKItJ2+56yIReP+bFpFdt35IP7vJbjBPeC+tPomaVQF7lkJJpPGStiMjrxeUFaJEjy4qOC7JIURm4jewCLYZwEBCtwT1TuIc1mLY0mRUGgadpREyoTwgXyC3sAKngmZJIF7JTQwGqMewpfLadowuRkrKg6F9CHpQ33joIMMTtyW7Lqhm9w6EfecldB6LkpeyD4U0gQsq+G1oxiLQbMYsuqE7EMhy51MGitOZJ0LobRD5COkDh0xP/L7CXSXMwhffe7Ys2JVKNr/kCBm51T5IbNT7hlWojMrcg6FTG1W2JTOnaYnkyfd8RIqJxrmqZTynW9/Jb+f6e15WKJuBSPyyKSxklbBi6x8ElxnbQpKXBdHLAw5Z8dN17ySkGDOBiprjVU5IOQZx3m/r4EeY4M9QjzrI4S0ZWAJUm71JpX3CamnVckYpT0v8PKkYIWH90PJrfJQ8bxrHvqd2xXjdZOyW0WTgkv1bczT9iahYr5QwxGgrFPgDSzAdbEJmKYcI3kDM4goMytuZa/c9qykVk51Lm+CaVuSdgm2KzonXxhM05OehPQGBiTz7jLiUCFnuZRf08i8sSLNnkhpGZgXzkoa13VxvDRSU7OTUhgi+VpgrJQxujbOekqFSIU0rYbQ1RuRnywRvIE17FkJswzMb/RU35zXg7AzEBGSk3kQgxj5I/yobIUiMbzYZcdLlpzYuSRhSHMZmGjfUtSpkqlk0lgJXfBcOvdRjJPIBo3JDbbOwxCyZPMYZdb5lOikZiN0KJ86yBAH12KUdickxsxKqCUpPnXI9HxNE9NmfU2TV4QkHYP4tkW67m1KyRWvxs22L+VYR5xk3liRFmZS3sBEPSqVuc9tJXtWIt7qHCl23qdcdcRIBL/GK0lvYEko2NSUuKzlToLBqBxNLCHCCfYN95m+DMzU3owm6Dx+FYa4rouTRb8yq0wvx6yfbo+rmFkpl3qQFJk0VpzI8gYm+5mCCiPgDSxU/UywlkQdwS/o9KeoZ4XyLM4os8CJwFJIyBtMKnmVgtJP6j0TG/TUdWbFNxQxmQPTMAF9qJt9U3IoZEQirTDI0HKzOB3yEo+jHkngW7YM6REHiRk1HWWVm7S9gemmP9KAxorKPSv5zWhxZ2CdHqZklFqWfGGEjEFHx82UpI3ryUZ3tMgHSQkWpWMZtnEPXR4inLOSp0KS62ITvYEliQ5VQBbxOv0h7xd8QNmeC5mPynZdHHc/iMfDrrMZQemrqEHSou1w4JYOusmYBJnU9sZldIRDIU0dicoj/VBIN2SdDO6xwV758qM4y8A06crIKqe6vE9cUjsMrIzPWQl8tQR8yMo+ENMTwXcxunUw2HVxHLQYLEpqJUAiRHuRNPJBi7xPmUwaK06SKARhTip1vZ5ySdXRG5hWxFoSk3r2CiPSSOnyLqrlSPY9XUbWArx3he6glfEysKwSNnUS87CoebaplE/FKQQFYaquE4oSJ94ZMupRvQwsrL4OkqEcdWMmjRUpK6lETrAvKlGRly0orJTKl1Kskz3tJRuWW/xF6Rp1f43XY3VQfJp9jHLh965JbhxNYkbEdMVdb8nbH+e51ygXsn7GWcKim7Gie+9ZY5KqWwXxaDK0H/fdw7Y3IreX1C3Zh0IKHHos2taHST9XneEli/gaOderuh0KGUVfmt7muZFJYyUOl+E2zEMHHIT/Flxfjpb2H88913hx9GgAjYV/P7yJeeiAM/EApqM7/orLPSuG6AZ730J59tlAr154dr1TCq/vtlvDn+fj7/gVnb3DkMSJeAq11R1xGh5WHlcJf/kLRm11C2ZjA1yBWzxvm7LjcfgRvfEAzmy4JrJnZfURx+EnbIL7Mazgvj/3ehy/oRMuwN34HpvhYZxW+nBKG+yjeANzFsND8IpINN4BKMYpx+24DDPQDRg+XEn4YRiEFzAPHbAf3hB+5sPcHvgaW2MKNm64NnWnY0vuy+WAs3AffkMnDMWj4kLddx8Wb70HJqAf/oXScF35+9+Bzp2BESMa43eUm7no6PloqPXzOroujlFhRWQ+AU9hHjo0fJ/bZ4/ggAcPBrbYAjjoIEdc6XB1v5d8fxdVA05dfSOuxuvYHx9hV6BXr1Dy+JW3p6tOBrbcEth//4Zrotn7MzYJJUcxn21+Kn5BT/wD52I+OuBd7I3vu+6NG3EVZmJDvLXDn4TCEZrxLrrpBDwVTtgHHwQ6dgQef7zkpznogrU33NTw/UD8D/PQAcfjaX+ZnB5LXd6hHpX4Lw7E4i12xnfog9twGaajO1459AGgQwfg9dfdA1bgDcyJimYsrC4LkvEOXIr5zbvhFlwRQyq9qEpbADNoLBmjcTzuwKVwWuX/wLmN3488stGtZ1Gpfh97oxPmAsjhIZwBIIcHRaKPuoHj3nsBy8KKLo5nHnsMqGrM9h+xGTbAHEzd9w/Y6J0QHRxR1sn7FbbHG4//hkcHyffOEciVV2LeV8CGmAUgh1vxJ9dA1jZric3wA4AchonlDAAg16olNsWPAHKY5rj+Y8v+6IJfAeTwd5wP6UviEh5hdBa9j7C7nDDdTloPmUw5+Cv7eeiEHpgO66b0Rpvy7/QSBqETDoNXWXB797W5JtgGE5B/UwB4pJn78w/gLDyAYdiooCQGcOyxwFdN0B/jAeRw3LrLvsVriy2AOXM8M6szfnOfzUTye1aS4CPsKnSfyCjpaJyA0Ti+If2+H3gh8F3AQ489ZmeY5J5UWC9ND+M0fNLhUClx/xVX4K/4Y0NMA/EaAMCqkPeOw5o/gRO+jZZuXuW78B7vcFc3a41N8DPyumBfvIOzDgXufyCHa3ADLmxZtHojSjfAY2ZlNE7A0zhRMBAAZ5wBnH666wb7rpiN2j/mgGvs7x9h94Z+zmjxGFw5GK/i9bsAa2AOf8Rt+CP+iuu2z+GQF8/wTQSRPWLCMxu55F0Xx41jPjri7IOm49/P6aMj45JJYyVOH89WPjmXaw58S1qu6FMAn4WugY2fUKlPYSo/FcKnhbjMLvsKLOf1lN+9qNwkdShkELKWBAWHo8f72kQZRQtTjkLOxDaUjbBWot9SWL+wuAwsmEaZhGei4ryHtmff5Dz+FidQ16Wa/0Xvl3O7Hid4gXBily+36x73eoThLWauKKi8FaIuz5SMAcZZsh21LGip16KTyWVgmix5FUdgnaiu6JLWKuWI5P8+BjLCjeLKUsX7uBkZYeNJ3wgOJol6ILLBXofzcWTNrKS9Dy4xUizeKupi0n0oP12nutz7DaLo0jaGxSS5/cqjsItqK/kN9ialcVJkRNvLw7VzFaCgYxdugQDiFm5lWw0cD0ddqu72XGKea1Sv/DbIBY++ClRbwWKT2KGQMsITdpub7Ch+oFgJuC6OU3dyCnSEmzgyorEQvAcv8QHfeBOG2iA0SeK1vNQvUyItgUsukYpFTyN/YhsrkvfR6FpGVUJjJQFid/Jklsyke5xlcnCTqK7XtkNfvAwsQmOjIisrJHRctdXbkhJMeZnykFNVvLIOqNNpg72oAZboeUAp9Gi0nOUMOzuUwiy8rHCUewNbF2Sa51oF5k/MRNbNG5gb2vYzFJJJYyX+npXga1IRWAZWXPDDyqTsDRyChamcUX0KiISXFMo6ezLeJUIYScwQRo1H90Mhw2zmLP4epRyFXQYmpY6Jdth1OxQyAeWQykior8c/MaKc52DSqG+asoZ2JBJF1oReUGU0ymZ4BZdvu+lk1RQv6TWpTqkik8aKcURwXezZcUix1Js8GhBmfauWhHBdTCSRorc2vYm4HrQkFGNeuIFIMmv8mlEGCcwpp+WDr75nWxCI6j0rMnSZ7gN2ccmksRJ6ibLGlTl0AU34XVR5nZLyGpLSIukN9qQUEzuuokg76TqkrlBVfivK0HWxWlkU7FlRpZc1yhMdkJkeOs2sJOmhqlgPqW5Xk/IGJpoUrFM2mTRW4iC74AhVDIO9gZEA4ijvGLuvo3RWdFWabu+ihaGY8BBy5A24iSeWHK8BJnoD02UmIs0BOM6spIEOCrE8SMIbWBR0bZ9lYZ621xDlhSQJ7e63vlnDOqCjTJFIqtMgYRlYuU8zlxNh96y43huyjok6S9DuBPtENg/ojyxvYLqhq94Ke/yL7H2cphBlz4js9FG9DIwEk0ljRYtR1zDIHAVP/OUb5TAu3R1E2bNi8vuahq4dEhnIKkeeOiHpGSDTl4EZU7HpDSxtUtdL6+q2zkvZdYNJpSc0VmSEp4E3MG3Rec+KACKNTaw9K0l1FFM6wT6JxrrcG2JZB5jrsmdF1pIUacvAJLyoUtfFKjb0priXQVrUhtf7IPGlnK2hwHWxLETrQpQ9K0JFw+Mmt8sqzlnhDE04DO4FlwdCHd0Ih0KG7pgkUHNkHgpZTiRwJl1pGIoSVZe8Ul2cU1q954spjV/SMys6lMlYh0KqeLBYHomJpN2hkBp11JV4ktLn9SKju+5KexlYOeRxXGisJECWvQYmNYKvinyHSNmhkIanTxCJLAvJlcZTTvVK5rukvixFExkKkFAHhQ2nJJdJhSw4xtUZA2ftZXV6hZ9VkEaxgnQ8bKW9RDzhw3AFoxfCTUbt9KpkMmmsGKeUIxwKGZYkltKkeSikSrySTlWSygg3khGpaUZYyJWtoo6a5Dqnh6yZFdFlYDoUW1kdPFmoKh8Wclqkt5M099Gk7ro4/2yCM2ey0a2pkuVCuhxnzVWSSWMlNDFrZ+zKlrKbWVkVRTsjUUCgRPZcRE3fpBNUJL0yolR1fM/IrosTRlbHSYd3CYsurouzEE9DfGHv16RYicohdp9uja84OvQb0l4GVowOMiRNJo2VOIXfrYE0ynVxit7AyhUjDoXUSpiMIKnell/Waea6OINk61DI8qhAOh0KKRudxDRhGZgbetY9eWTSWEmaKHtWCq7TG5gaQsgWxXWx7LCTIs5ski7vYuQpxzHjKlg6KeGcFVUkvQwsEJ11VAzCdl6kLC9N0huYIlTuEVMxQu8rr8aJ7UwbXdoNQC9ZvDBBRtkY3AvWB6NmVpJGE9ldxZBU4zV5ReVEWs6o8bKXJNH9nZKUT5bBJE3vZrHlF0S2O2zdSLNeBsXt57o47AZ7mXtWdNdlgKCMIZbZqVARfjKakMZJk0ljJWzBs9Zr3vD3UrQu+f0zDIgrkj+bbdb4d69eBT99ie1dH5mAbdzD6tvX9fKCLfeIJFoQNV37NPwts8In1b8Ygz1CxSficvk7bB5TqnXsu6/4vfvsU/D13ZaH2n907SpHlhSoRVMAwLj2v8db+D0AYDWaSAl7+oY7238cd1z0QLbbToosUViA9UuufYEdQoURt46NQ3/X65M2PRwA8AM2jRX+97LqkQRexwFC932DrRVLIsbUttsWXthkE+lxFOf/yzhEbgSbu+f/zxvuWfD987ZieSPKqzjI/Ye2bQOfjeU5Mgy9e9ufe+bTQhOjMqAX/jr2B+CTxgh3zkotmnnes6yLu/5Rki877uh6eRp6AADeaXGogkjLCxorIqy3HvbE+9gH72A5WjVc3gzf40Q8iWdxTGRZfOvul18CL74IbLUVMHYs8PLLBQr6fgzDqzi44JGt8A2OxrN4H3sXXN8G43EE/gPstJNrVNP2GQKMGoUJW8TonDnoj3E4HM9jwcbuxpRq7j77O7yAQdgCkwBEyPOffwaeeAKPYmhkGbzi3BMfNH6JM4Ry7rnA44+L3XvWWcATT2BjTAEA3L3+9cDIkcAXX5Tc6jViHWUkO9Izgnm1KX7EKXgcz3a/BCNwEU7B4+iNnwDEH5l6/JhXgEceAR56KPzDkyYB//oXMHBgw6UkjGvnOy9Ce/web2J3jEEfTMZxGI1XfDqLKuTbD29iHjqUXP/fvrdhCB7FHhjTePHTT4H//hcbYSpOgViZ/hZb4zC8iO3wpSyRIzEHXXAL/iR072fYGauefA6YMEE4/Oge4UrZEhNxLP6FbzawO4Xb4wtc2PMlYMstXcMIPLiw2GW44/t+eBND8Cj6tJwBPPIITsYoWy5Zo8b9+uGcDUvz/9FBLwCPPIItMAmD8Rie6vZHb/mDyv1XXzX+ffzxGIpHcCKecr/322/F5BaNu4hQ6fbKK8ADDwDnny9dEFm6wllW8u92HP7ln8YhWYOm2MPZ3gI4Ew/gMLyIJRv1E5PTkvDOBx8MjB4NTJ5ccHkAPsOpGIk71/9LSZxhMX2WM4iqtAUwhTHYs+Taj9gMP2Izl7sLiayct9uucXR2h9JR0X/hOOSbpHzhnoitMBFbldz7NbbB116zLQCsXAVw0klYeM/Ekt+iyD8B/TEB/XG0Mw6Jh0IGyTR//c1xEV4Qj7CYXr2AXr1Qf4pYfKJyAcA8dIoul5OqKuCUU2xDZMWK4HtPPhnT1r1PbW494NRTQ0Wn22qZGeiBUTgFv6sA1gIYhVOkhb2yxfrA0IiG6hZb2P8kEMe95dvrZpsA4Hv0QVjidioXoAMew6m4DHcUXF9T1RyPYUjhzQPs2enpsPPxCQwWiuNlHBZ4T2AaxnzRxzEYa9bN8onIUDfoSKClePgyl4RMxpaYjC1x3Dp5vsL2qK/eXlo8FnIN72rn/xC0ygEYOhQ1p0FaPHnebX0Yviu6tnK9dsDQofjuNOA7bIE9KsOFWSDfto4ZqOpqjPQbvNpww5JLcZYqxkqnzTcvGNhM4mgCGSxBW/80Rvh0+RCFq0bGoz/GYidBDWMTO/lyOddZ+t/QBY/jVGwaUEb9lgRmhdAzKwsWLEDPnj0xdepUBeKUJyYdCmlKHdDJa29iU/spo+vIjZviLud8SAoZaahrmZGJ6j2LUcMPm/JJbbBPmtDLvsvpUEgFpN1RLhfnKXH6DVls30IZK/Pnz8chhxxivKFSjhkd+1BIRQoo6uGOsg+FTEPB6lzOfDf3eXmSKtNzGJIg8lKeJNIil+xBfqHiklCJdChPOsjgRO4ZHv7P6PbuTkLJJvlFwgYXL3rB0bYEUTmQIfJKokcOpJE8JtWhpAhlrBx//PE4/vjjVcmSGDp3IssZk9Nd5gZ76WicsFkYWdcFYw4XJaHQuaNS4prX7RwyDTp/xIcI9V/HGTRZuCWHCSqynPMECGmsPPjgg7jwwguF7q2trUVNTU3BP2IA5V3elRCr8WXLTSQhNJqYsPHoFp92RV47gQrRXLzQlNv7+CGzvsVaNqZLb1uDzNdlAE00KcrdCBEllLHSq8htrh8333wzqqurG/517949tHCq2NTFY92xx7rfe+SRQPNGz8XYeOPw8fl5mC32JJwvwEWeZl1p2aLx71128b5v0CD70887Zd7T4QYblFaMZs2AnXdu/L7rrv5y7b57499O75L5OIBCD8x77VUahvN9NtkE2G23wt9/v27v8DYOnwHOvZDF/gj2LPWPUDJc4uEQBwDQx2d/cpXDTUX79o1/H+TtfbGA4vf38C7tGocX+TKez/s8eU/FbrLl09hrb3jfrYKV5skn259+aVlM69bAgQc2fvdLt/XWK73mVr8OWOetdKtSXxMluHkc3d7FiZ2zTIrun+/Y0f7Mv19lyM2+BxwAHHWU/bezDrrFX10dLmwnG21Ueu2II6KH1769LaNbx8DFV4g3ITs3xzgcM+bLyuGH25+beflCWacHivWaU4+53d8g4rp3dOqo/W1nW/jd7+xPZxlrUuRde++9PeJZR+fOjXmfz5N8PT74YPdnAKCVyyb+/B7wnXZq1CP5ulLl4m4n32zny6AI+XfeeutCmfPlM582xXTubH86dUExrVoVfs/rik4OnyV5L7Et1rWPv/89SsjrWLcy7tdO+rUDXuR18UEHFaaxW74763ix484WjvbeWdePPhqBVLcpLLNBbYwfu+9eWq+d51bn08hV9xbVnXze9O/vHV/PnoXfRTzCe3gKLsDZH3FSnP+tW5fKUExex/TpI15X+jmckRXX42LZ1i/yRH/kkfansz9aXV2ox137PAajzBvY8OHDcckllzR8r6mp0cZg6dcPeO65RkUMAP/8p91p/PlnoGVL4PTTgddftx04rLce8PbbQF2d3Tl+6SVbaT7xhN0AnnEGcPbZtidYN/LJMHu2XeiPPBK47Ta7QBY3iL/8Arz7bmOnz49HHgEWbwt88ontFAqwPWL+9a/AOec03nfXXbbiO8TFc+nnnwMzZjQ2LJtt2qhMnn7abtBatABOOMF+/wEDbOVbUeFuID34oP1+U6cCU6bYHZOxY4Hp0+20++wzOx2cna1zzgHatCmsXIMH256bu3Wzld6LLwL/+Y8d5+efAyedZN/3+98DTz1lK9+ttwaefNLO3759gVGjGpXg2WcDtbXAggUAbnFPz112AZ55plBRfPmlnSd+yq+yEnjvPWDVqkKlcsMNtrE2b54tz+LFdofm2WcBDC99/+22s9/tsCIHR+PGAd9/D3TpUhqHFx98YHuvPOGEwutjxwL/+x9w4omlz+TT+NhZOeDPjdc/+ghYuBDYcXnjtZEj3Y3WO+6w8/zww+24Ov2SAy73l3XiRLtT37IlUF8P/NHb0yi+/x648Ua7g7X99o11Ze+9gZtuAq64wr4nXz722MP2IuzZUYWt5F9/3e5Edu5seyt1dmK+/76wjgF2fXr22ZJjj0oYNw547bVGeX77zU6bjTe2675bIz1mjO39uLLSfm71avt9jzjCrqs//VTYqcnTpg3wxhtATY2dX/m60qQJMGuWnV4b3Arg7dJne/e289/Z6fv73wE82vg9hLddTJgALF8OrDwbwLuFvx1+uK073TodeV2BfIPvMyL8xhvA0qWlenzvvYFlyxqd74wYYeutQwOOMnjpJeDee4G1a+06ls+zIM48A+i8a2H5GD0a+Pe/GzuSzjLWtMhx2Hnn2cZMftDiu+9sPYl1zvp69LDr8n/+0/hOfvU4r2PbjC797X//Az78EBgyxDbsXn+98T0rK225n3sOGDbMdjCYL9/33Wen6/77A2++CeB0+3rbtjmceSyAB+3v++6bw5aX2X+/9ZadpvmV4998Yz/rla5ffmnXlfw75d+jeXPbZp05s9TwuPFGe2Bk4EC7LIwd25hGkyfbMrjF9847hbI52XJL4Pnn3Y+geu89+wSBXr3seoYAg3777YBP37TT9JhjCtuKAw6w07tPH/sd8zpmwAC73hbL1qoV8N//2u/p7Dzffz+Q9/S7337uchR3vd55B0Bnf9m9OO00oO/HAEba3997z36vfFs5cKD9XsXtWDG33JLDoIvtv/Pt+IYbAg8/bKdN69ZAhw627n7hBbvtbto0OFzA1pV/+YtdHlq0AJyekI85Jocjtisc6HSSz//vv7d1VJs2drl/+GFvY/Vvf7P17aGH2u3YnnvaesRvYGaffYA777T7STffbF8r7o8BwA1/ttChyAP8PffYbdthh6EhH7tuYKHCocd32MFOw969gdtvt9PhL4Ueks3CigAAa8qUKaGeWbJkiQXAWrJkSZQoiZO86+933pEf9vDhjeGHlSdacUqevKwDB6Yvw047xQ+rRQu56X/zze7hPf10+Hg++cT9GdPKTLlw4YWFaQ9Y1oIF3veHySe3ey+6KFo+55/Zbrvo8ojICVjWbbeFe37IkMLn//jH6LKIyPn889GeP+44dXUsH+4xxxR+v/RS+XGlTf7dhg3z/s1Lvx10ULIyHn64++8nnFAqZ/77ttuGj++hh6KVrZUrG5/7+efw8fqRD/eSS7x/Ayzrs8/kxquKvLyvvip2X79+ycglGVHbIJOHQhJCfNBlfTORT5RDi2THpxtx3TJpsA7fFR3cGBE90LEepiWTjmlBAqGxQkialHvjzoYh2zD/46OzjshS/uqcD0FkKZ9IWUJjhRAihsmNNSGyKO746doR1FUukjy6lAW2IeFhmgGIuMHe0qXgE/mwYpgH6yMRxdRDBIgZsP0gJB3KvO5xZoVkF3bSCFEL6xjJMiz/hTA9SERorJBCqEySRcfREJky6fh+JDni6hPqI70xxdmADEwui36yp/Ve5VxWZCKaPyaXTwForBCSJjIUTFJKv8yVYSZgB4GohOWrEKYHIVKgsUKyCxsSd2QaJTRw9CJp18XliCmzCUnIlaX6rWs+i+CXT1HeS0Za0HUxCQGNFVKIyQo5LDooLZPS2yRZiR7oUMeCCFuuk/YGxnpHdCNqmWdZDg/TDACNFUIIIaowwVgh8mDHSk903LNCSAhorBBCCCHlRhqdUBorhBAF0Fgh2aVcRpTK5T2IenjOClEJjZVCdKlbsuVgPpOEobFCCtFFuZL08GqIWDZIWOi6mJD00aUe6SKHSTDNANBYIVlGh9EhGTLIfg8qx/LFrayorAcsS+mRhn7TQafqhC7pIdsbGOs1SRgaK6QQXZQr0Q+WDZI0LHOEqCVJw4P1OTxMMwA0VkiW4egQyRqmlXnT5CWE6A11ipHQWCGEEKIGEzoGuo9c6i6fE5NkzRLcYE8Mh8YKIWlCpU/KGROMFSIP6jM9YT0khkNjhRBCCCHxobFCCFEAjRWT2WIL+WEefLD92aqV+DNDhtifl1wiXRwl9Otnfw4enJ4MO+1kf552WvywLrvM/jz66PhhAcAuu9ifG29ceD0vcxg23dT9+qWX2p+nnho+TBKdI46wP9u0abzWsqX3/eedZ3+ecUZw2BdeaH/+4Q+N1446yv7s2lVcRgDYYw/788wzC69fdFFpHGE555zC7/vuG+75Y44p/H7IIdFlEaF//2jPHX+8/bnJJtJEaSBfr084wf7Ml6EDD5QfV9p06WJ/Hnlk6W/5Ni/fBubZaiv78+STlYlVQJ8+9ueJJ7r/npcjfx8A7L67/Vlcx0TIPxuWJk0a/+7cOVoYXrRrZ38edljpb3k9Bni3SbqS7694kdeVw4aplyVFcpaVzPxgTU0NqqursWTJErRxNpQkPHPmADU1wOabqwl/wgSgR4/Gyh/EmjXAl18CO+wAVFWpkUkmy5cDkycD22+f3kjgihXAxIl2msWVoa4O+OILYNttgaZN48tmWcDnnwMbbdTYUOeZNAno0AHo1Ek8vB9/BFq0ADbcsFDmsWPtPHA2YEQ948YBvXoBCxfaZa/YKHWydq1dtkTyyever74CevcuNJCCWLkS+OYbYMcdC+tHGHmC5OzZE5g7F9h663DPW5adhh07AgsWRDcmgvj1V2DRouiDUpZlp/1mmwGtW8uVbelS4IcfgO22s/Nn0SJg+nRgm23kxqMDS5YAv/xi69divMpj0m3MsmXAd995x2dZdhvdp0/jQKRXHRNl4kS7HejYMdxz06fbfQbZRvTixcDUqe71ce1a4KWX7Pffcku58ari11/td3IamG7EzceUEbUNaKwQQgghhBBCEkXUNuAyMEIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiWVCUVkWVZAICampqkoiSEEEIIIYRoSN4myNsIXiRmrCxduhQA0L1796SiJIQQQgghhGjM0qVLUV1d7fl7zgoyZyRRX1+P2bNno3Xr1sjlcklE6UlNTQ26d++OGTNmoE2bNqnKkhWY5unAdE8epnnyMM2Th2meDkz35GGaq8OyLCxduhRdu3ZFRYX3zpTEZlYqKirQrVu3pKITok2bNix4CcM0Tweme/IwzZOHaZ48TPN0YLonD9NcDX4zKnm4wZ4QQgghhBCiJTRWCCGEEEIIIVqSSWOlWbNmuPbaa9GsWbO0RckMTPN0YLonD9M8eZjmycM0Tweme/IwzdMnsQ32hBBCCCGEEBKGTM6sEEIIIYQQQvSHxgohhBBCCCFES2isEEIIIYQQQrSExgohhBBCSEosWLAAH3/8MebPn5+2KJmC6W4OmTNWvv32W+y4445o164dLr/8ctC/gBzOP/985HK5hn+9e/cG4J/ezItoLFiwAD179sTUqVMbrkVNZ+aBGG5p7lXmAaa5DF588UX06tULVVVVGDBgACZPngyAZV0lXmnOsq6O0aNHo3fv3jj33HPRo0cPjB49GgDLuWq80p1lXU8yZazU1tbi0EMPxfbbb48vvvgCkyZNwsiRI9MWqyz48ssv8eqrr2LRokVYtGgRxo0b55vezItozJ8/H4ccckhBpzlqOjMPxHBLc8C9zANMcxn8/PPPGDp0KG655RbMmjULG220EU4//XSWdYV4pTnAsq6KxYsX4/zzz8eYMWMwbtw4PPDAA7jiiitYzhXjle4Ay7q2WBni+eeft9q1a2ctX77csizLGj9+vLXbbrulLJX5rFmzxmrdurW1dOnSgut+6c28iMbvfvc7a8SIERYAa8qUKZZlRU9n5oEYbmnuVeYti2kug5dfftm67777Gr6/8847VtOmTVnWFeKV5izr6pg+fbo1atSohu8TJkywWrduzXKuGK90Z1nXl0zNrEyYMAE777wzWrRoAQDo168fJk2alLJU5vP111/Dsiz0798fzZs3x8CBAzF9+nTf9GZeROPBBx/EhRdeWHAtajozD8RwS3OvMg8wzWVwyCGH4Kyzzmr4/v3336N3794s6wrxSnOWdXV0794dJ510EgBgzZo1uP3223HkkUeynCvGK91Z1vUlU8ZKTU0Nevbs2fA9l8uhsrISixYtSlEq85k8eTL69u2Lp59+GpMmTUKTJk0wbNgw3/RmXkSjV69eJdeipjPzQAy3NPcq80D0/CDurF69GrfffjvOOecclvWEcKY5y7p6JkyYgM6dO+ONN97AiBEjWM4TojjdWdb1JVPGSlVVFZo1a1Zwbb311sOKFStSkqg8OOmkk/Dpp59ixx13RM+ePfGPf/wDb7zxBurr6z3Tm3khD7+0jPob8cerzNfU1DDNJXP11VejVatWOPPMM1nWE8KZ5izr6unXrx/efvtt9O3bF0OHDmU5T4jidGdZ15dMGSvt27fHvHnzCq4tXboUTZs2TUmi8qRt27aor69Hly5dPNObeSEPv7SM+hsJR77Mz5kzh2kukTfffBP3338/nnrqKTRp0oRlPQGK07wYlnX55HI5bLvtthg5ciRefPFFlvOEKE734pkQlnV9yJSxsuOOO+LTTz9t+D516lTU1taiffv2KUplPpdccgmeeeaZhu9jx45FRUUFtt56a8/0Zl7Iwy8to/5G/PEq8927d2eaS+KXX37BSSedhPvuuw9bbrklAJZ11bilOcu6Ot555x1cfvnlDd+rqqoAAH369GE5V4hXul9//fUs67qS7v7+ZFmzZo3VsWNH67HHHrMsy7KGDRtmHXLIISlLZT6PPfaY1bt3b+v999+33n77batPnz7Waaed5pvezIt4oMgzVZR0Zh6Ew5nmXmXespjmMlixYoW1xRZbWGeccYa1dOnShn+rV69mWVeEV5qPHDmSZV0Rs2bNslq3bm098MAD1vTp063BgwdbBxxwAHW6YrzSnXpdXzJlrFiW7WKuefPmVqdOnaz111/f+vbbb9MWqSz405/+ZLVt29bq3r27dcEFF1jLli2zLMs/vZkX0XF2nC0rejozD8QpTnOvMm9ZTPO4PP/88xaAkn9TpkxhWVeEX5qzrKvjtddes7bYYgurdevW1tFHH23NnTvXsizqdNV4pTvLup7kLCt7x2zOmjULX3zxBXbddVd07NgxbXHKHr/0Zl7II2o6Mw/UwDRXB8u6XjDN1cByrh9M93TIpLFCCCGEEEII0Z9MbbAnhBBCCCGEmAONFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaAmNFUIIIYQQQoiW0FghhBBCCCGEaMn/A2OaHUQOv/BMAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from sklearn.neural_network import MLPClassifier\n",
+ "mlp = MLPClassifier()\n",
+ "mlp.fit(X_train,y_train.astype('int'))\n",
+ "y_pred = 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)),y_pred,'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\n",
+ "\n",
+ "## 模型评估\n",
+ "model_performance_evaluation('逻辑回归模型', y_test, y_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 支持向量回归"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "逻辑回归模型 | 均方误差: 1.0110\n",
+ "逻辑回归模型 | 决定系数: 0.4849\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "svr = Ridge()\n",
+ "svr.fit(X_train,y_train)\n",
+ "y_pred = 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)),y_pred,'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\n",
+ "\n",
+ "## 模型评估\n",
+ "model_performance_evaluation('逻辑回归模型', y_test, y_pred)"
+ ]
+ },
+ {
+ "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": [
+ "# 结果输出"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## 输出最好的模型的预测结果,线性回归模型仅为测试代码所用\n",
+ "prediction = []\n",
+ "lr1=lr.fit(X_train_final, y_casual)\n",
+ "lr2=lr.fit(X_train_final, y_registered)\n",
+ "prediction = np.expm1(lr1.predict(X_test_final))+np.expm1(lr2.predict(X_test_final))\n",
+ "submit = pd.DataFrame({'datetime':x_date_test,'count':prediction})\n",
+ "submit.to_csv('submission.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": "3.10.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}