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{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"id": "d2ece42d-393f-4f4a-b12b-6be4931cbd68",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as ticker\n",
"import warnings\n",
"import math\n",
"import itertools\n",
"import statsmodels.api as sm\n",
"from statsmodels.graphics.tsaplots import plot_acf\n",
"from statsmodels.stats.diagnostic import acorr_ljungbox\n",
"from statsmodels.tsa.stattools import adfuller as ADF\n",
"import time # 导入时间模块\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "96cdf08b-ac86-4fd1-bb31-d090a06c9d2c",
"metadata": {},
"outputs": [],
"source": [
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"# 配置matplotlib\n",
"plt.rcParams['font.sans-serif'] = ['SimHei']\n",
"plt.rcParams['axes.unicode_minus'] = False\n",
"plt.rcParams['font.size'] = 10\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f59d0411-31af-45eb-8b00-256dc5cf9c28",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 21,
"id": "4202c1da-9a54-4656-9644-8f5e9d8169f3",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"原始序列的ADF检验结果: 统计量=-6.1304, p值=0.0000\n",
"白噪声检验结果: 统计量=174.1749, p值=0.0000\n"
]
}
],
"source": [
"\n",
"# ==================== 代码9-6: ARIMA模型基础分析 ====================\n",
"\n",
"# 加载数据\n",
"on_h = pd.read_csv('../tmp/on_h.csv', index_col=0, encoding='utf-8')\n",
"\n",
"# 划分训练集和测试集\n",
"train = on_h.iloc[0:426, 1].copy()\n",
"test = on_h.iloc[426:, 1].copy()\n",
"\n",
"# 绘制训练集时序图\n",
"fig, ax = plt.subplots(figsize=(10, 5))\n",
"ax.plot(train.index, train.values)\n",
"ax.xaxis.set_major_locator(ticker.MultipleLocator(70))\n",
"plt.xlabel('日期索引', fontsize=10)\n",
"plt.ylabel('客流量(人)', fontsize=10)\n",
"plt.title('训练集时序图', fontsize=11)\n",
"plt.xticks(rotation=45, fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 绘制自相关图\n",
"plot_acf(train, lags=400)\n",
"plt.xlabel('日期索引', fontsize=10)\n",
"plt.ylabel('自相关系数', fontsize=10)\n",
"plt.title('训练集自相关图', fontsize=11)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# ADF检验和白噪声检验\n",
"adf_result = ADF(train)\n",
"print(f'原始序列的ADF检验结果: 统计量={adf_result[0]:.4f}, p值={adf_result[1]:.4f}')\n",
"ljung_box = acorr_ljungbox(train, lags=1)\n",
"print(f'白噪声检验结果: 统计量={ljung_box.iloc[0,0]:.4f}, p值={ljung_box.iloc[0,1]:.4f}')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "17e38190-ab28-44cf-9a4c-8a76418aa699",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"正在进行ARIMA模型定阶...\n",
"BIC最小的p值和q值为: 10, 1\n",
"\n",
"模型摘要:\n",
" SARIMAX Results \n",
"==============================================================================\n",
"Dep. Variable: on_man No. Observations: 426\n",
"Model: ARIMA(10, 1, 1) Log Likelihood -3796.271\n",
"Date: Sun, 09 Nov 2025 AIC 7616.543\n",
"Time: 23:58:23 BIC 7665.168\n",
"Sample: 0 HQIC 7635.752\n",
" - 426 \n",
"Covariance Type: opg \n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"ar.L1 0.5401 0.042 12.846 0.000 0.458 0.622\n",
"ar.L2 0.1561 0.046 3.399 0.001 0.066 0.246\n",
"ar.L3 -0.1239 0.049 -2.541 0.011 -0.220 -0.028\n",
"ar.L4 -0.0174 0.052 -0.335 0.738 -0.119 0.085\n",
"ar.L5 0.0994 0.053 1.867 0.062 -0.005 0.204\n",
"ar.L6 0.0696 0.053 1.321 0.187 -0.034 0.173\n",
"ar.L7 0.2414 0.053 4.558 0.000 0.138 0.345\n",
"ar.L8 -0.2250 0.047 -4.745 0.000 -0.318 -0.132\n",
"ar.L9 -0.0061 0.051 -0.120 0.905 -0.106 0.094\n",
"ar.L10 -0.1278 0.056 -2.290 0.022 -0.237 -0.018\n",
"ma.L1 -0.9720 0.016 -59.729 0.000 -1.004 -0.940\n",
"sigma2 3.345e+06 1.75e+05 19.149 0.000 3e+06 3.69e+06\n",
"===================================================================================\n",
"Ljung-Box (L1) (Q): 0.20 Jarque-Bera (JB): 55.13\n",
"Prob(Q): 0.65 Prob(JB): 0.00\n",
"Heteroskedasticity (H): 0.86 Skew: 0.33\n",
"Prob(H) (two-sided): 0.37 Kurtosis: 4.63\n",
"===================================================================================\n",
"\n",
"Warnings:\n",
"[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n",
"\n",
"10天的预测结果:\n",
"[11988.00154192 11631.41716898 12224.41760061 10771.55954613\n",
" 10795.86103871 10662.9081585 11231.6283244 12134.92165833\n",
" 12111.31370734 12290.52479249]\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# ==================== 代码9-7: ARIMA模型定阶与预测 ====================\n",
"\n",
"train = pd.DataFrame(train)\n",
"train.columns = ['on_man']\n",
"\n",
"# 使用BIC准则定阶\n",
"print(\"\\n正在进行ARIMA模型定阶...\")\n",
"bic_matrix = []\n",
"for p in range(11):\n",
" tmp = []\n",
" for q in range(5):\n",
" try:\n",
" model = sm.tsa.ARIMA(train, order=(p, 1, q)).fit()\n",
" tmp.append(model.bic)\n",
" except:\n",
" tmp.append(None)\n",
" bic_matrix.append(tmp)\n",
"\n",
"bic_df = pd.DataFrame(bic_matrix)\n",
"p, q = bic_df.stack().idxmin()\n",
"print(f'BIC最小的p值和q值为: {p}, {q}')\n",
"\n",
"# 建立ARIMA模型\n",
"model = sm.tsa.ARIMA(train, order=(p, 1, q)).fit()\n",
"print(\"\\n模型摘要:\")\n",
"print(model.summary())\n",
"\n",
"# 预测未来10天\n",
"forecast = model.forecast(steps=10)\n",
"# 处理forecast返回值可能是Series或数组\n",
"if isinstance(forecast, tuple):\n",
" forecast_values = forecast[0]\n",
"else:\n",
" forecast_values = forecast if isinstance(forecast, np.ndarray) else forecast.values\n",
"\n",
"print(f'\\n10天的预测结果:\\n{forecast_values}')\n",
"\n",
"# 绘制预测结果对比\n",
"test_df = pd.DataFrame(test)\n",
"test_df.columns = ['on_man']\n",
"test_df['pre'] = forecast_values[:len(test_df)]\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(test_df.index, test_df['on_man'], label='真实', marker='o')\n",
"plt.plot(test_df.index, test_df['pre'], label='预测', linestyle=':', marker='s')\n",
"plt.xlabel('日期', fontsize=10)\n",
"plt.ylabel('上车人数(人)', fontsize=10)\n",
"plt.title('ARIMA预测结果和实际结果的对比', fontsize=11)\n",
"plt.legend(fontsize=9)\n",
"plt.xticks(rotation=45, fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "10b92797-12c0-4bf0-b5ca-554f9a7d0952",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# ==================== 代码9-8: 剔除节假日后的时序图 ====================\n",
"\n",
"on_nh = on_h[on_h['holiday'] != '小长假'].copy()\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 5))\n",
"ax.plot(range(len(on_nh)), on_nh['on_man'])\n",
"ax.xaxis.set_major_locator(ticker.MultipleLocator(70))\n",
"plt.xlabel('日期', fontsize=10)\n",
"plt.ylabel('客流量(人)', fontsize=10)\n",
"plt.title('剔除节假日后ST111-01站点客流量', fontsize=11)\n",
"plt.xticks(rotation=45, fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "c225f937-3e37-4ea4-b35a-8a71e1dcc336",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# ==================== 代码9-9: 剔除节假日及前一天后的时序图 ====================\n",
"\n",
"new_h = on_h.copy()\n",
"new_h.reset_index(inplace=True) # 保留date列\n",
"\n",
"# 标记节假日前一天\n",
"for i in range(1, len(new_h)):\n",
" if new_h.loc[i, 'holiday'] == '小长假':\n",
" new_h.loc[i-1, 'holiday'] = '小长假'\n",
"\n",
"new_nh = new_h[new_h['holiday'] != '小长假'].copy()\n",
"new_nh.reset_index(drop=True, inplace=True)\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(range(len(new_nh)), new_nh['on_man'], color='green')\n",
"plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(70))\n",
"plt.xlabel('日期索引', fontsize=10)\n",
"plt.ylabel('客流量(人)', fontsize=10)\n",
"plt.title('剔除节假日及其前一天后ST111-01站点客流量', fontsize=11)\n",
"plt.legend(['客流量'], loc=2, fontsize=9)\n",
"plt.xticks(fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "504900cd-b1a4-4fab-b75a-d3a84721d8ca",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>on_man</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>12334</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>14423</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>20117</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>9719</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>8139</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>421</th>\n",
" <td>13521</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422</th>\n",
" <td>10777</td>\n",
" </tr>\n",
" <tr>\n",
" <th>423</th>\n",
" <td>10185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>424</th>\n",
" <td>10079</td>\n",
" </tr>\n",
" <tr>\n",
" <th>425</th>\n",
" <td>10029</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>426 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" on_man\n",
"0 12334\n",
"1 14423\n",
"2 20117\n",
"3 9719\n",
"4 8139\n",
".. ...\n",
"421 13521\n",
"422 10777\n",
"423 10185\n",
"424 10079\n",
"425 10029\n",
"\n",
"[426 rows x 1 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "3f77d1cf-74f1-4965-bf75-2e59e0477f04",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"train1 数据类型: float64\n",
"train1 长度: 368\n",
"train1 前5个值: 0 3.0\n",
"1 4.0\n",
"2 5.0\n",
"3 6.0\n",
"4 7.0\n",
"dtype: float64\n",
"train1 是否有缺失值: 0\n",
"\n",
"正在进行SARIMA模型参数搜索...\n",
"参数组合示例:\n",
"SARIMAX: (0, 0, 0) x (0, 0, 0, 7)\n",
"SARIMAX: (0, 0, 1) x (0, 0, 1, 7)\n",
"SARIMAX: (0, 0, 2) x (0, 0, 2, 7)\n",
"SARIMAX: (0, 0, 3) x (0, 0, 3, 7)\n"
]
}
],
"source": [
"\n",
"# ==================== 代码9-10: SARIMA季节性模型 ====================\n",
"\n",
"# 使用剔除节假日后的数据,确保是数值类型\n",
"train1 = pd.Series(new_nh.iloc[0:368, 0].values, dtype=float) # 第1列是on_man\n",
"test1 = pd.Series(new_nh.iloc[368:, 0].values, dtype=float)\n",
"\n",
"# 检查数据\n",
"print(f\"\\ntrain1 数据类型: {train1.dtype}\")\n",
"print(f\"train1 长度: {len(train1)}\")\n",
"print(f\"train1 前5个值: {train1.head()}\")\n",
"print(f\"train1 是否有缺失值: {train1.isna().sum()}\")\n",
"\n",
"# 定义参数范围\n",
"p = q = range(4)\n",
"d = range(2)\n",
"pdq = list(itertools.product(p, d, q))\n",
"seasonal_pdq = [(x[0], x[1], x[2], 7) for x in pdq]\n",
"\n",
"print('\\n正在进行SARIMA模型参数搜索...')\n",
"print('参数组合示例:')\n",
"for i in range(min(4, len(pdq))):\n",
" print(f'SARIMAX: {pdq[i]} x {seasonal_pdq[i]}')\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "89b0c8c9-fbfd-4dfa-85e5-0016e9282b41",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: joblib in d:\\edit_code\\python\\envs\\imooc_aioai\\lib\\site-packages (1.4.2)\n"
]
}
],
"source": [
"!pip install joblib"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "c40d0fd7-d3f2-4142-afa2-99eb3d158e70",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"train1 数据类型: float64\n",
"train1 长度: 368\n",
"train1 前5个值: [3.0, 4.0, 5.0, 6.0, 7.0]\n",
"train1 是否有缺失值: 0\n",
"\n",
"正在进行SARIMA模型参数搜索...\n",
"参数组合示例:\n",
"SARIMAX: (0, 0, 0) x (0, 0, 0, 7)\n",
"SARIMAX: (0, 0, 1) x (0, 0, 1, 7)\n",
"SARIMAX: (0, 0, 2) x (0, 0, 2, 7)\n",
"SARIMAX: (0, 0, 3) x (0, 0, 3, 7)\n",
"总参数组合数1024开始并行搜索...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
"[Parallel(n_jobs=-1)]: Batch computation too fast (0.18935394287109375s.) Setting batch_size=2.\n",
"[Parallel(n_jobs=-1)]: Done 2 tasks | elapsed: 0.1s\n",
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 1.1s\n",
"[Parallel(n_jobs=-1)]: Done 17 tasks | elapsed: 2.2s\n",
"[Parallel(n_jobs=-1)]: Batch computation too slow (2.1149227619171143s.) Setting batch_size=1.\n",
"[Parallel(n_jobs=-1)]: Done 34 tasks | elapsed: 5.9s\n",
"[Parallel(n_jobs=-1)]: Done 51 tasks | elapsed: 10.6s\n",
"[Parallel(n_jobs=-1)]: Done 67 tasks | elapsed: 15.2s\n",
"[Parallel(n_jobs=-1)]: Done 79 tasks | elapsed: 20.6s\n",
"[Parallel(n_jobs=-1)]: Done 93 tasks | elapsed: 28.4s\n",
"[Parallel(n_jobs=-1)]: Done 106 tasks | elapsed: 34.4s\n",
"[Parallel(n_jobs=-1)]: Done 121 tasks | elapsed: 52.6s\n",
"[Parallel(n_jobs=-1)]: Done 136 tasks | elapsed: 57.1s\n",
"[Parallel(n_jobs=-1)]: Done 153 tasks | elapsed: 1.1min\n",
"[Parallel(n_jobs=-1)]: Done 170 tasks | elapsed: 1.1min\n",
"[Parallel(n_jobs=-1)]: Done 189 tasks | elapsed: 1.2min\n",
"[Parallel(n_jobs=-1)]: Done 208 tasks | elapsed: 1.2min\n",
"[Parallel(n_jobs=-1)]: Done 229 tasks | elapsed: 1.3min\n",
"[Parallel(n_jobs=-1)]: Done 250 tasks | elapsed: 1.4min\n",
"[Parallel(n_jobs=-1)]: Done 273 tasks | elapsed: 1.4min\n",
"[Parallel(n_jobs=-1)]: Done 296 tasks | elapsed: 1.5min\n",
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"[Parallel(n_jobs=-1)]: Done 346 tasks | elapsed: 1.9min\n",
"[Parallel(n_jobs=-1)]: Done 373 tasks | elapsed: 2.1min\n",
"[Parallel(n_jobs=-1)]: Done 400 tasks | elapsed: 2.2min\n",
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"[Parallel(n_jobs=-1)]: Done 458 tasks | elapsed: 2.5min\n",
"[Parallel(n_jobs=-1)]: Done 489 tasks | elapsed: 2.7min\n",
"[Parallel(n_jobs=-1)]: Done 520 tasks | elapsed: 3.0min\n",
"[Parallel(n_jobs=-1)]: Done 553 tasks | elapsed: 3.2min\n",
"[Parallel(n_jobs=-1)]: Done 586 tasks | elapsed: 3.4min\n",
"[Parallel(n_jobs=-1)]: Done 621 tasks | elapsed: 3.8min\n",
"[Parallel(n_jobs=-1)]: Done 656 tasks | elapsed: 4.1min\n",
"[Parallel(n_jobs=-1)]: Done 693 tasks | elapsed: 4.3min\n",
"[Parallel(n_jobs=-1)]: Done 730 tasks | elapsed: 4.6min\n",
"[Parallel(n_jobs=-1)]: Done 769 tasks | elapsed: 5.1min\n",
"[Parallel(n_jobs=-1)]: Done 808 tasks | elapsed: 5.4min\n",
"[Parallel(n_jobs=-1)]: Done 849 tasks | elapsed: 5.9min\n",
"[Parallel(n_jobs=-1)]: Done 890 tasks | elapsed: 6.4min\n",
"[Parallel(n_jobs=-1)]: Done 933 tasks | elapsed: 6.7min\n",
"[Parallel(n_jobs=-1)]: Done 976 tasks | elapsed: 7.1min\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"参数搜索总运行时间: 471.49 秒\n",
"参数搜索总运行时间: 7.86 分钟\n",
"\n",
"最优参数组合按AIC升序排列\n",
"第1名: ARIMA(0, 1, 3) × (2, 1, 3, 7)AIC=961.82\n",
"第2名: ARIMA(0, 1, 2) × (2, 1, 3, 7)AIC=961.83\n",
"第3名: ARIMA(0, 1, 1) × (2, 1, 3, 7)AIC=963.19\n",
"第4名: ARIMA(0, 1, 3) × (3, 1, 3, 7)AIC=963.82\n",
"第5名: ARIMA(0, 1, 2) × (3, 1, 3, 7)AIC=963.83\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 1024 out of 1024 | elapsed: 7.9min finished\n"
]
}
],
"source": [
"import time\n",
"import itertools # 新增:用于生成参数组合\n",
"import statsmodels.api as sm\n",
"from joblib import Parallel, delayed\n",
"import pandas as pd # 确保导入pandas\n",
"\n",
"\n",
"# 单个参数组合的模型拟合函数(保持不变)\n",
"def fit_sarima(param, param_seasonal, train_data):\n",
" try:\n",
" mod = sm.tsa.statespace.SARIMAX(\n",
" train_data,\n",
" order=param,\n",
" seasonal_order=param_seasonal,\n",
" enforce_stationarity=False,\n",
" enforce_invertibility=False\n",
" )\n",
" results = mod.fit(disp=False, maxiter=200)\n",
" return {\n",
" 'param': param,\n",
" 'seasonal': param_seasonal,\n",
" 'aic': results.aic\n",
" }\n",
" except Exception as e:\n",
" return None\n",
"\n",
"\n",
"# 并行参数搜索主函数(保持不变)\n",
"def parallel_sarima_search(train_data, pdq, seasonal_pdq):\n",
" start_time = time.perf_counter()\n",
" \n",
" param_combinations = [(param, param_seasonal) \n",
" for param in pdq \n",
" for param_seasonal in seasonal_pdq]\n",
" print(f\"总参数组合数:{len(param_combinations)},开始并行搜索...\")\n",
" \n",
" results = Parallel(n_jobs=-1, verbose=10)(\n",
" delayed(fit_sarima)(param, param_seasonal, train_data)\n",
" for param, param_seasonal in param_combinations\n",
" )\n",
" \n",
" results_list = [res for res in results if res is not None]\n",
" results_list.sort(key=lambda x: x['aic'])\n",
" \n",
" total_time = time.perf_counter() - start_time\n",
" print(f\"\\n参数搜索总运行时间: {total_time:.2f} 秒\")\n",
" print(f\"参数搜索总运行时间: {total_time/60:.2f} 分钟\")\n",
" \n",
" return results_list\n",
"\n",
"\n",
"\n",
"\n",
"# 打印参数组合示例与代码9-10一致\n",
"print('\\n正在进行SARIMA模型参数搜索...')\n",
"print('参数组合示例:')\n",
"for i in range(min(4, len(pdq))):\n",
" print(f'SARIMAX: {pdq[i]} x {seasonal_pdq[i]}')\n",
"\n",
"# 3. 执行并行参数搜索利用8核CPU加速\n",
"best_params = parallel_sarima_search(\n",
" train_data=train1,\n",
" pdq=pdq,\n",
" seasonal_pdq=seasonal_pdq\n",
")\n",
"\n",
"# 4. 输出最优结果\n",
"print(\"\\n最优参数组合按AIC升序排列\")\n",
"for i, res in enumerate(best_params[:5]):\n",
" print(f\"第{i+1}名: ARIMA{res['param']} × {res['seasonal']}AIC={res['aic']:.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "b773f554-f69a-4232-9fc6-563bfdcb5cab",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"模型最终定阶为: (0, 1, 3) x (2, 1, 3, 7)\n",
"\n",
"模型参数:\n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"ma.L1 -1.0903 0.069 -15.898 0.000 -1.225 -0.956\n",
"ma.L2 0.0351 0.085 0.415 0.678 -0.131 0.201\n",
"ma.L3 0.0450 0.056 0.803 0.422 -0.065 0.155\n",
"ar.S.L7 -1.1348 0.326 -3.477 0.001 -1.775 -0.495\n",
"ar.S.L14 -0.4468 0.263 -1.698 0.089 -0.962 0.069\n",
"ma.S.L7 0.1772 21.407 0.008 0.993 -41.779 42.133\n",
"ma.S.L14 -0.6848 25.205 -0.027 0.978 -50.086 48.716\n",
"ma.S.L21 -0.4926 10.554 -0.047 0.963 -21.178 20.192\n",
"sigma2 0.8803 18.854 0.047 0.963 -36.073 37.834\n",
"==============================================================================\n"
]
}
],
"source": [
"\n",
"# 检查是否有成功的模型\n",
"if len(results_list) == 0:\n",
" print('\\n警告: 所有SARIMA模型拟合失败使用简化的ARIMA模型')\n",
" # 使用简单的ARIMA模型作为备选\n",
" param = (1, 1, 1)\n",
" param_seasonal = (0, 0, 0, 7)\n",
" mod = sm.tsa.statespace.SARIMAX(\n",
" train1,\n",
" order=param,\n",
" seasonal_order=param_seasonal,\n",
" enforce_stationarity=False,\n",
" enforce_invertibility=False\n",
" )\n",
"else:\n",
" # 找出AIC最小的模型\n",
" results_df = pd.DataFrame(results_list)\n",
" best_model = results_df.loc[results_df['aic'].idxmin()]\n",
" param = best_model['param']\n",
" param_seasonal = best_model['seasonal']\n",
"\n",
"print(f'\\n模型最终定阶为: {param} x {param_seasonal}')\n",
"\n",
"# 建立最优SARIMA模型\n",
"mod = sm.tsa.statespace.SARIMAX(\n",
" train1,\n",
" order=param,\n",
" seasonal_order=param_seasonal,\n",
" enforce_stationarity=False,\n",
" enforce_invertibility=False\n",
")\n",
"results = mod.fit(disp=False, maxiter=200)\n",
"print('\\n模型参数:')\n",
"print(results.summary().tables[1])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "8559b000-c59a-49ad-a195-2041eebdab2d",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"SARIMA预测平均相对误差为: 0.9997\n"
]
}
],
"source": [
"\n",
"# 模型诊断图\n",
"fig = plt.figure(figsize=(12, 8))\n",
"results.plot_diagnostics(fig=fig)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 预测\n",
"pre_10 = results.predict(start=len(train1), end=len(train1)+9, dynamic=True)\n",
"out_pre = pd.DataFrame({\n",
" 'real': test1.values[:10],\n",
" 'pre': pre_10.values[:10]\n",
"})\n",
"\n",
"# 计算预测误差\n",
"error_seasonal = abs((out_pre['pre'] - out_pre['real']) / out_pre['real'])\n",
"error_mean = error_seasonal.mean()\n",
"print(f'\\nSARIMA预测平均相对误差为: {error_mean:.4f}')\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "99d3e404-15f9-490b-8f89-f4e0d7711111",
"metadata": {},
"outputs": [],
"source": [
"\n",
"# ==================== 代码9-11: 节假日客流规律分析 ====================\n",
"\n",
"# 重新加载数据\n",
"holiday = pd.read_csv('../tmp/holiday.csv', encoding='utf-8')\n",
"Train_Station = pd.read_csv('../tmp/Train_Station.csv', encoding='utf-8')\n",
"Train_ST111_01 = Train_Station[Train_Station['on_station'] == 'ST111-01']\n",
"\n",
"# 按日期汇总\n",
"on_h = Train_ST111_01.groupby('date')['on_man'].sum().reset_index()\n",
"on_h = on_h.merge(holiday, on='date', how='left')\n",
"on_h['holiday'].fillna('工作日', inplace=True)\n",
"on_h.set_index('date', inplace=True)\n",
"\n",
"# 定义绘制节假日对比的函数\n",
"def plot_holiday_traffic(start, holiday_start, holiday_end, end, title):\n",
" \"\"\"绘制节假日客流量对比图\"\"\"\n",
" fig, ax = plt.subplots(figsize=(10, 5))\n",
" ax.plot(on_h.loc[start:holiday_start, 'on_man'], color='blue', label='工作日')\n",
" ax.plot(on_h.loc[holiday_start:holiday_end, 'on_man'], \n",
" color='red', linestyle=':', label='节假日')\n",
" ax.plot(on_h.loc[holiday_end:end, 'on_man'], color='blue')\n",
" plt.xlabel('日期', fontsize=10)\n",
" plt.ylabel('上车人数(人)', fontsize=10)\n",
" plt.title(title, fontsize=11)\n",
" plt.legend(fontsize=9)\n",
" plt.xticks(rotation=45, fontsize=9)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "466745ef-e093-4e29-87e9-165ee4fa618b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# 2015春节\n",
"plot_holiday_traffic('2015-01-19', '2015-02-18', '2015-02-25', \n",
" '2015-03-01', '2015春节客流量')\n",
"\n",
"# 2015劳动节\n",
"plot_holiday_traffic('2015-04-27', '2015-05-01', '2015-05-04', \n",
" '2015-05-11', '五一客流量')\n",
"\n",
"# 国庆和中秋\n",
"fig, ax = plt.subplots(figsize=(10, 5))\n",
"ax.plot(on_h.loc['2015-09-21':'2015-09-26', 'on_man'], color='blue')\n",
"ax.plot(on_h.loc['2015-09-26':'2015-09-28', 'on_man'], color='red', linestyle=':')\n",
"ax.plot(on_h.loc['2015-09-28':'2015-09-30', 'on_man'], color='blue')\n",
"ax.plot(on_h.loc['2015-09-30':'2015-10-08', 'on_man'], color='red', linestyle=':')\n",
"ax.plot(on_h.loc['2015-10-08':'2015-10-12', 'on_man'], color='blue')\n",
"plt.xlabel('日期', fontsize=10)\n",
"plt.ylabel('上车人数(人)', fontsize=10)\n",
"plt.title('中秋和国庆客流量', fontsize=11)\n",
"plt.legend(['工作日', '节假日'], fontsize=9)\n",
"plt.xticks(rotation=45, fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "ceca676b-0f30-456e-a49a-da8d1fced4c8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# ==================== 代码9-12: 2015和2016春节客流量比较 ====================\n",
"\n",
"compare = pd.DataFrame({\n",
" '2015': on_h.loc['2015-02-05':'2015-02-26', 'on_man'].values,\n",
" '2016': on_h.loc['2016-01-25':'2016-02-15', 'on_man'].values\n",
"})\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(compare.index, compare['2015'], linestyle=':', marker='o', label='2015')\n",
"plt.plot(compare.index, compare['2016'], marker='s', label='2016')\n",
"plt.xlabel('日期索引', fontsize=10)\n",
"plt.ylabel('客流量(人)', fontsize=10)\n",
"plt.title('2015和2016春节客流量比较', fontsize=11)\n",
"plt.legend(fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "3a2fe76f-42e6-4062-8e51-f0e9ec63c97d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sPbd9LFsW8Pjjj8f/rGwNty0jsD3GLdjbTLnNuFuot5MDNjNvyxlsL3E7KZPStm0AgOhD6AYARAQLcFbabBJvmWUl1zbz/PTTTztrdK2pmM10WzBL3CwsNTYja/sv25psm0m3sGazrTYr6+efybWgaOE+tZluf5n1qQK3lUtbwPWzz2uh0tZNp/a4lMq3k7Oy8cRs33E7CeHf6sxCq5WsW5m2jT/xWK103dZfW8WAhU4LmVbKbeu5remav0ze1kvblmNWVeBnoTcxm4m2sG6f3x5ns9NWdm9sxtpCu/18LNxbNULyBni2F7exJnb+7cHscRbirSrBPp5/7brNTNv47WSJmTp1qnMCxtbo+7dbs/H9/vvvzv8F/1puO7FiIdoqCOyx/soB+/5YoLbZewvbdvLGZtxtT3Mr67cgbuXyVhlh/++s/D9xqTsAIDoRugEAEcFmSk8VPm2faZtttZBkJdmJg7mfBfOU2IynXdLCwmlqM93+ztunYrO4/ll6Y7OlFthPxX+8heKU1l9bUG7RokWS+yws29dkpfhWRm3l2bYW3GaFbZz+sdrHtEBpYdQatlngtpJ069Zts7qJP5+VcttsePI17XaywjqaW9C2txZi7WPZrLrNVNvMtgV2G4d9PJvhtmZwdozNklvTMnuMnehIKcRaAzkL0jajb2HY1lZbRYOViluTNH/ndAvSr7/+evxSAStNt9lrW+9ua70Tn4Sxkx22Vtv2d/eX+dvHtJMStue5f5bcThJYSLePa430zKxZs5yKBgv9hG4AQIztG+b1IAAAwNmzmV4rL7fZ57TM3idnM/lWLm7l78FmJxlshtrCa9euXZ0SeP+Mvq21trXdNnNuJesprQ33f/3WLdzCu3/W3daF24kVOxlzqu/JihUrnJnx5GvZAQBIL4RuAAAAAAAC5MxPhwMAAAAAgDQhdAMAAAAAECCEbgAAAAAAAoTQDQAAAABAgETNlmHW2fSvv/5S7ty5T7k/KgAAAAAAp2M9yW27TNst41Q7ZURN6LbAXbJkSa+HAQAAAACIIJs2bVJsbGyq74+a0G0z3P5viO1jCgAAAADA2dqzZ48zsevPmor20O0vKbfATegGAAAAAKSH0y1fppEaAAAAAAABQugGAAAAACBACN0AAAAAAAQIoRsAAAAAgAAhdAMAAAAAECCEbgAAAAAAAoTQDQAAAABAgBC6AQAAAOAsbd68WZMmTdKmTZu8HgpCFKEbAAAAQNQ6evSoGjdurLi4uDQd//jjj+vpp592ri9atEht2rTRmjVr1KRJEy1cuDDAo0U4yuT1AAAAAADAC0eOHFGLFi2c2eq0mDNnjoYNG6ZHH33Uub1q1Sp9/PHHOv/885UtWzbNmDFDNWrUCPCoEW4I3QAAAACi1jvvvKO+ffum+L7jxy1oS1u2SHnz7tWTTz6sXr16ObPj5p577pHP59Ps2bP16aefasSIEUEePcIBoRsAAABAVMqSJYtKlCiR4vu+/FLq1s3WbPvv6aYCBXpry5a9KlRoQ/xxFsC//PJLHT58WDly5AjOwBFWWNMNAAAAAMkC9803Jw7c45zo9O+/rfXGG9LPPycN7kOGDFGnTp00aNAgj0aMUMZMNwAAAAAkKim3GW6fL/G9X0jaIJ+vrqStGjv2kN54o4hmz56lzp0767rrrtPOnTtVoEAB7waOkEXoBgAAAID/dOnygjZvriKpUaJ7P0l0faSOH9+gSpW66PrrG+juu+/Ws88+q6JFi+rdd9/1YMQIdTE+W/kfBfbs2aO8efNq9+7dypMnj9fDAQAAABCCRo+W2rU7/XGffCK1bRuMESHcMyZrugEAAADgP8WKpe9xAKEbAAAAAP5Tu7YUGyvFxKT8fru/ZEn3OCAtCN0AAAAA8J+MGaUhQ059zODB7nFAWhC6AQAAACCRm26SunZN+X0vvui+HwiL0L1jxw6VLVtWGzYkbC6fFrYB/aWXXqq4uLiAjQ0AAABA9Nq0yX37f//nNk1r0MC9vWiRp8NCGMrkZeBu2rTpGQdu89JLL2nVqlUBGRcAAACA6HbggDR1qnv9kUekyy+XKleWLrlE+vJLac0aqUIFr0eJcOHZTPdtt92mdmnpxZ/ML7/8oldeeUVlypQJyLgAAAAARLfp06WDByWLHFVsy25JlSpJLVpItuGylZgDIR+6R4wYoa6pLZQ4hc6dO6tXr14qXbr0KY87fPiws29a4gsAAAAAnM7Yse7b1q2TdjHv3dt9O2qUtHGjN2ND+PEsdNta7jP1/vvvOxuP9+jR47THDhgwwNmo3H8paX39AQAAAOAUjhyRJk1yrydvmHbVVVL9+tKxY9Irr3gyPIShsOlevn37dvXu3VvvvfeeMqahP78dawHdf9nk74QAAAAAAKmYOVOyItmiRaUaNU5+f58+7tsRI6Rt24I+PIShsAnd3bt31z333KPLLrssTcdnzZpVefLkSXIBAAAAgFOxRmmmVSspQwppyWa6q1WTDh06/X7egInx+awVgHdiYmK0fv360zZGs+Ny586tDP/9z9+3b5+yZcumfv36OWu8T8fWdFuZuc16E8ABAAAAJHf8uFSsmFXZSt9+K113XcrHjR/vhnKLFba2O2/eYI8UoSCtGdOzLcNONfDs2bMrc+bMSe63YJ68+7nNfjdq1CjIIwQAAAAQiebOdQN3gQJSnTqpH9e8uVSxorR6tTR8uJSGOUBEsZArL69cubK++uqrk+63mfDEF5vlLlq0qPLly+fJOAEAAABEZmm5hepkc4BJWPGtP2gPGuRuLwaEbHl5sFBeDgAAACA1lopKlZI2b5YmTpSaNTv18UePShddJP3xh/T669IDDwRrpAi3jBlyM90AAAAAEGyLF7uBO1cuqWHD0x9vM+GPPeZef+klN4QDKSF0AwAAAIh6/tLyJk2kbNnS9pi77pLOO89tpjZ6dECHhzBG6AYAAACgaC8tHzvWvX7TTWl/XPbs0iOPuNdfeEE6cSIw40N4I3QDAAAAiGo//ST9+quUNat0441n9tguXdwtw37+WZowIVAjRDgjdAMAAACIav5Z7htukHLnPrPHWv+sBx90r/fv786aA4kRugEAAABENf967jMpLU+sWze31HzJEmnGjHQdGiIAoRsAAABA1LKy8hUrpEyZTr9NWGoKF5buvTdhthtIjNANAAAAQNE+y12vnlSgwNl/nEcfdYP7rFnSwoXpNjxEAEI3AAAAgKh1rqXlfqVKSbff7l4fMODcx4XIQegGAAAAEJU2b5YWLZJiYqQWLc794z3+uPuxJk6UVq1KjxEiEhC6AQAAAESl8ePdt7VqScWKnfvHK19eat06Yd9uwBC6AQAAAET1VmH+oJweevd2344eLf3+e/p9XIQvQjcAAACAqLN9u/Tdd+71Vq3S7+NecYW73/eJE9LLL6ffx0X4InQDAAAAiDq27tqCsYXkMmXS92P7Z7vfe0/asiV9PzbCD6EbAAAAQNRJr67lKalTx10nfuSINGhQ+n98hBdCNwAAAICosnu39M036b+e2886mPtnu4cPl/79N/0/B8IHoRsAAABAVPnqK+noUenii6UKFQLzOZo0kSpXlvbtk15/PTCfA+GB0A0AAAAgqgSytDzxbHevXu71IUOk/fsD97kQ2gjdAAAAAKLGgQPS1KmBD92mTRvpggukf/6RRowI7OdC6CJ0AwAAAIga06e7wds6ll9+eWA/V6ZM0mOPuddfeUU6fDiwnw+hidANAAAAICpLy60EPNDuvFMqVkz6809p1KjAfz6EHkI3AAAAgKhgW3hNmhSc0nK/rFmlRx91r7/4onT8eHA+L0IHoRsAAABAVJg1y90urGhRqWbN4H3ezp2l/PmlX36Rxo4N3udFaCB0AwAAAIgK/sDbqpWUIYhJKFcuqWtX93r//pLPF7zPDe8RugEAAABEPCvrHj8+uKXliT30kJQzp/Tjj9K0acH//PAOoRsAAABAxJs3T9q+3S3zvvba4H/+ggXdMnP/bDeiB6EbAAAAQNR0LW/eXMqc2ZsxPPKIlCWLNHeuNGeON2NA8BG6AQAAAEQ0W0PtD92tW3s3jhIl3C3EzIAB3o0DwUXoBgAAABDRliyRNm1y11Q3bOjtWB57zG3iNnWqtHy5t2NBcBC6AQAAAEQ0/yx3kyZStmzejuXCC6VbbnGvM9sdHQjdAAAAACK6tNy/VZgXXctT0ru3+/aLL6R167weDQKN0A0AAAAgYv30k/TLL1LWrFLjxgoJlSu7s+52QuCll7weDQKN0A0AAAAg4kvLr79eyp1bIaNPH/fthx9Kmzd7PRoEEqEbAAAAQMSH7lApLferVUuqU0c6elR69VWvR4NAInQDAAAAiEi//Sb9+KOUMaPUrJlCjn+2++23pR07vB4NAoXQDQAAACCiZ7nr1ZMKFlTIsZL3yy+XDhyQXnvN69EgUAjdAAAAACJSqJaW+8XEJMx2Dx0q7d3r9YgQCIRuAAAAABHnzz+lhQvdYNuypUJWq1ZSuXLSrl3Sm296PRoEAqEbAAAAQMQZN859W7OmVKyYQpatN+/Vy70+cKB06JDXIwp9mzdv1qRJk7Rp0yaFA0I3AAAAgIgtLW/dWiGvfXupZElp61Zp5EhFvKNHj6px48aKi4tL9Zhjx47prrvuUv369XXllVfq888/d+5ftGiR2rRpozVr1qhJkyZaaOUMIY7QDQAAACCiWCfw2bMTyrdDXZYsUo8e7vWXXrLAqYh15MgRNW/e/LSz1FOnTlXFihU1c+ZMffbZZ+rz3+L3VatW6eOPP1bPnj117733asaMGQp1hG4AAAAAEWXiROnECbczeNmyCgsdO0qFCknr10uffaaI9s4776hq1aopvu/4cckmwPfta6Zq1Xo6t7du3arixYs777/nnntUtmxZzZ49W59++qlahcFZlUxeDwAAAAAA0tPYseFTWu6XI4fUvbvUr5/0wgtS27ZShgicIs2SJYtKlCiR6pKAbt1szXbCfSVKHFaOHI/onXdeTlKe/uWXX+rwYXtfDoW6CPwxAgAAAIhWu3dL334b2luFpeaBB6Tcua2EWpo8WVHlyy+lm29OGrjNn3921i+/tNGOHXWSBPchQ4aoU6dOGjRokEIdoRsAAABAxJgyxdYNSxUqSBdfrLCSL590//3u9f79JZ9PUeH4cXeG++Sv91FJeRUT08OpArDjbrnllvh13Dt37lSBAgUU6gjdAAAAACKua3m4zXL7PfywlC2bdel21zZHgy5dXtDmzdOS3fuNJJvFXiKf7xpt2nSN4uKO6/nnn9fTTz+ta6+9VsuWLdOjj1owD20xPl90nD/Zs2eP8ubNq927dytPnjxeDwcAAABAOjtwQCpc2H27dKl0xRUKS1ZmPmyY1LCh9PXXinijR0vt2p3+uE8+cde6h1vGZKYbAAAAQESwgGqBu3Rpt3N5uOrZU8qYUfrmG2nJEkW8YsXS97hQQ+gGAAAAEHGl5TExCltlyiTM/A4YoIjm87mN407FfpYlS0q1ayssEboBAAAAhD1rnjZpUniv506sV6+EEwk//6yItH+/dMcd0kMPJdyX/GSJ//bgwe7sfzgidAMAAAAIe7NmSbt2SUWLSrVqKexVrCi1bOlef/FFRZx166QaNaRRo9ww/cor0pgxti930uNiY937w/lESiavBwAAAAAA6VVabkE1Q4RMLfbuLY0fL338sfTMM+5a9UgwbpzUoYM1InNPknz2mVSnTsLPb84cacsWdw23lZSH6wy3X4T8dwQAAAAQrWz/ZgunJpxnRJOrXl267jrp2DF3JjjcHTsmPf64+zOywG2B+ocfEgK3sYBdt67bpdzehnvg9jR079ixQ2XLltWGDRvSdPzbb7+tYsWKKXPmzM6ebFvs1AcAAACAqDd/vrRtm5Q/vxvUIkmfPu7bd96R/v5bYWvrVqlBA+mll9zbtr32jBnh25E85EO3Be6mTZumOXDPnTtXTzzxhD766COtX79etrV4jx49Aj5OAAAAAKFv7Fj3bfPmUubMiij16rkz3ocOSUOGKCzNnevumT57tpQrl/TFF+7MfaT9rEIqdN92221ql5bdz//zyy+/6K233lKDBg0UGxuru+66S8uWLQvoGAEAAACEx5ZTibcKizTWvds/2/3GG9Lu3Qqrn82gQW71gRUqW3M423f85psVVTwJ3SNGjFDXrl3TfLyF7Jb+1n2S1q5dq4suuuiUjzl8+LD27NmT5AIAAAAgsixdKm3aJOXMKTVsqIjUrJkbWC3SDBumsLB3r022So884q65tzXaixZJ5csr6ngSum0t99nauXOnM+t93333nfK4AQMGKG/evPGXkrabOgAAAICILC1v3FjKnl0RybqxWydzYzPHBw4opK1e7ZbEf/65W0I+dKjbgd1Ky6NR2HUvf+CBB1SrVi3deOONpzyud+/e2r17d/xlk53+AgAAABAxrHzZH7pbt1ZEs1njMmWk7dul995TyLLtvyxwr1nj7rk9e7b04INumXy0CqvQ/cEHH2jWrFl6Lw3/y7Jmzao8efIkuQAAAACIHDaj+ssvUpYs7kx3JMuUSXrsMff6yy9LR48qpBw5InXv7p4c2L9fql/f3Q6sZk2vR+a9sAndS5Ys0UMPPaRPP/1URYoU8Xo4AAAAADzmb6B2/fVS7tyKeHfdJVkU2rhR+uQThYw//3S7rPu7q1vjt6+/ls47z+uRhYaQCt3W7OxoCqdstm3bpmbNmumxxx7TlVdeqX379jkXAAAAANHLX1oeiV3LU5Itm9uYzLzwgnTihNcjkmbNcrcDs73S8+aVJkyQnn9eypjR65GFjpAK3ZUrV9ZXX3110v2jR4/W1q1bnb26c+fOHX8BAAAAEJ1++0368Uc33Nn+3NHC+knny+eumR4/3tv19C++KDVoYJOk0mWXuZ3ko+lnERah2+fzqYx1A/jPhg0bkmwN5tetWzfn2OQXAAAAANFp3Dj3re0BXbCgooa1qrLGZKZ/fzf8BpvtFd6qldSrlzvb3qGDtGCBdMEFwR9LOAipmW4AAAAAOJP13NFSWp5Y167u9mg2s/ztt8H93CtWSFde6ZaRWwO7t992u6lH6nZt6YHQDQAAACCsWOMum1k1KRTKRrzChaVOnRJmu4Plo4+kGjWkX3+VSpeW5s2T7r03urcDSwtCNwAAAICw4l/LXKuWVLy4otKjj0qZM0txcQknIALl8GGpSxfpjjukgwelRo3cWXab8cbpEboBAAAAhJVoLi33K1lSuv129/qAAYH7PH/8IdWuLb35pjuj/cwzkvW+jqZ19OeK0A0AAAAgbOzYIc2e7V63Zl7R7LHH3CA8aZK0cmX6f/zp093twBYvlgoUkKZMkZ58UspAijwjfLsAAAAAhI2JE6Xjx6UqVaTzz1dUK19euvnmhH2704t1JH/2WenGG6WdO90y8h9+cMvKceYI3QAAAADCrrS8dWuvRxIaevd23376qfT77+f+8SxkN20qPfWUux1Z587S3Llu4zScHUI3AAAAgLCwZ4/0zTfu9Whez53Y5Ze7M9A2O/3SS+f2saw5mpWTT50qZcsmjRzpruXOmjW9RhudCN0AAAAAwoKtKT5yxC2rvvhir0cTerPd778vbdlydh/jnXekq692G6ddcIG0cKF0553pOsyoRegGAAAAEBbGjk2Y5WZv6ATWXdwCs52QGDjwzB5rW4Ddfbe737ZtDda8ubRkiXTZZYEabfQhdAMAAAAIeRYObabbsJ47KTsB4Z/ttnJwW5edFrYG3PY6txly60huzdjGjZPy5QvocKMOoRsAAABAyPv6a+nAAalUKXfdcbQ7evSoGjdurLi4OOd248ZS5crSvn3S668nHOfz+XTvvfdqpC3Q/s/s2bNVvnwNlS9/nZYvb6pChfY7a+Uff5ztwAKBbykAAACAsOlaTmm5lZEfUfPmzbVp06YUZ7uHDHHDt2nfvr2WL18ef5xtt9ap0xCtW/eVjh2boUKF8uuJJ8apfv2gfxlRg9ANAAAAIKTZWmXbn9tQWu565513VLVq1ST3tWkjXXihW17+1luSTYJfddXzqlSpidPdfPt2t9P5unV2BqOguna12fGtuuSS4p59HdEgk9cDAAAAAIBTsfC4a5dUpIhUs6bXo/FelixZVKJEiZPuz5hReuwxm8l231rQlsrGVwrYff/8I+XM6XYrz5x5rH7+OUb1meYOKEI3AAAAgLAoLW/Z0g2WSF2ePO5bN3An2LvXfVu8uLs+/vjxFbrjjv/pG//G5wgYQjcAAACAkGVrkK2jtn89N079verR49TH2NrvDBnWqV272/XFF1+ocOHCwRpe1CJ0AwAAAAhZ8+dL27a521jVq+f1aELXCy+8oAwZqmjz5kanPO7PP23t913au3eX7rYNuiXdeeedTodzBAahGwAAAEDIl5Y3b25rkL0eTWhJvA1Yr169NHp0akc+neRW377z1LZtYMeGBHQvBwAAABCSfL6kW4Xh1IoVS9/jkD4I3QAAAABC0tKl0saNbrft66/3ejShr3ZtKTY29X3M7f6SJd3jEDyEbgAAAAAhyT/L3bixlD2716MJfdbZfcgQ93ry4O2/PXgwHeCDjdANAAAAICRLy8eOda9TWp529r0aM0ZKvo23zYDb/Xwvgy/G57P/zpFvz549yps3r3bv3q08/s3rAAAAAISk1aulSpWkLFmk7dsT9p9G2rcPmzNH2rLFXcNtJeXMcHuTMeleDgAAACDk+Ge5GzYkcJ8NC9h163o9ChjKywEAAACE7Hru1q29HglwbgjdAAAAAELK779Ly5e7s7XNmnk9GuDcELoBAAAAhJRx49y3114rFSrk9WiAc0PoBgAAABBS6FqOSELoBgAAABAy/vpLWrDAvd6qldejAc4doRsAAABAyBg/3n1bs6ZUvLjXowHOHaEbAAAAQMh1Lae0HJGC0A0AAAAgJPzzjxQX514ndCNSELoBAAAAhISJE6Xjx6UqVaTzz/d6NED6IHQDAAAACAmUliMSEboBAAAAeG7vXunrr93rhG5EEkI3AAAAAM999ZV05IhUrpxUsaLXowHSD6EbAAAAQMiUlrduLcXEeD0aIP0QugEAAAB46uBBacoU9zql5Yg0hG4AAAAAnrK13Pv3SyVLSlWrej0aIH0RugEAAACETNdySssRaQjdAAAAADxz9Ki7P7d/PTcQaQjdAAAAADwTFyft2iWdd55Uq5bXowHSH6EbAAAAgGfGjnXftmwpZczo9WiA9EfoBgAAAOCJ48el8ePd65SWI1IRugEAAAB4YsEC6e+/pXz5pLp1vR4NEBiEbgAAAACedi1v1kzKksXr0QCBQegGAAAAEHQ+X9KtwoBIRegGAAAAEHQ//CD98YeUI4d0ww1ejwYIHEI3AAAAgKDzz3I3bixlz+71aIDAIXQDAAAACDpKyxEtCN0AAAAAgmr1amnNGrd5WpMmXo8GCCxCNwAAAABPZrkbNpTy5PF6NEBgEboBAAAABBWl5YgmnobuHTt2qGzZstqwYUOajp89e7YuvvhiFSpUSAMHDgz4+AAAAACkr/XrpWXLpAwZpObNvR4NEMGh2wJ306ZN0xy4t2/frubNm6tt27ZasGCBPv74Y82aNSvg4wQAAACQ/rPc114rFSrk9WiACA7dt912m9q1a5fm4y1kFy9eXE888YQuuugiPfnkk3r33XcDOkYAAAAAgQndrVt7PRIgwkP3iBEj1LVr1zQf/+OPP6pevXqKiYlxblevXl1Lly5N9fjDhw9rz549SS4AAAAAvLNlizR/vnu9ZUuvRwNEeOi2tdxnwkJz4sfkyZNHf/31V6rHDxgwQHnz5o2/lCxZ8pzGCwAAAODcjB/vvq1RQypRwuvRAMERNt3LM2XKpKxZs8bfzpYtmw4cOJDq8b1799bu3bvjL5s2bQrSSAEAAIDo0rdvX1WtWlWNGzd2ejGl5MSJExow4BFbza0tW2ppwoQJzv2bN2/W9ddfr7p16+q6667T33//HeTRA4EVNqG7QIECSX6B9+7dqyxZsqR6vAV0mw1PfAEAAACQvqZOnar58+dr8eLF6tGjh/r163fSMcePS488MkqbNu22PYn02WeT1KlTJ2dJ6ODBg9WxY0fFxcWpTZs2GjRokCdfB6BoD93VqlVzupb7LVu2TCWoSQEAAAA8NX36dLVv314ZMmRwejBZAE/eOK1MGWnIkJ8k1XLuu/nmgjp2LLMOHTqkokWL6ocfftD+/fu1ZMkSVapUyaOvBIiS0G1rt48ePXrS/bZd2Lx58/Ttt98673/ppZd0ww03eDJGAAAAAAkVqKVKlXKuW9NjC8+JA/fNN1sJud2yduW2+9Bcbd7cRzt3VtWMGXmd1/nr1q3T0KFD9e+//zrBHYgkmRRiKleu7JSYtEzWzrBQoUJOqYmtE8mVK5fy5cunkSNHejZOAAAAAG6D48RB+8iRI/El5d26ST6f/z3VJX3ulJdLQyUtVvfuNgt+ryZNmug0P16zZo3uu+8+TZ482ZsvBojEmW6fz6cyVm/ynw0bNpwUuP3sF3Dt2rXOnt0rVqxQkSJFgjhSAAAAAMnVrFlTM2fOdK7bjLVNkJk5c/wz3InFSlovqbukCrJex3//vd8pL7dcMGPGDKdMHYgkMT773x0FrGzdzp5ZJ3OaqgEAAADpw9Zl16pVS3Xq1HGaoXXu3FnZs2fXwoXSW291SHb0BkmtJFmvpmzOPX36zNC4cQ9p/fr1KleunFPNevnll3vytQCByJiEbgAAAADn5ODBg05JeGxsrDPzbeLipLQsz541S6pbN/BjBNIboTsZQjcAAAAQPIcPS3nzum9TEhMjxcZK69dLGTMGe3RA8DImCyYAAAAApLtevRICtwXsxPy3Bw8mcCPyEboBAAAApKv33nMDtenZUypRIun7bYZ7zBjppps8GR4Q3VuGAQAAAAhf8+bZrkPu9WeekZ58UhowwO1mvmWLVKyYVLs2M9yIHoRuAAAAAOli40Z39vroUenmm6V+/dz7LWDTLA3RivJyAAAAAOfswAGpZUtp2zbpssukkSMlttwGCN0AAATdjh079NVXX2ndunVeDwUA0oXth3TXXdKyZVLhwtKECVLOnF6PCggNhG4AAM5Q3759VbVqVTVu3Fjbt29P8ZgTJ07okUce0bXXXqtatWppgr0ClW2Ns1433HCDVq9erTvuuENjx44N8ugBIP09/7z0+edS5szSl19KpUt7PSIgdLCmGwCAMzB16lTNnz9fixcvVlxcnPr166e33nrrpONGjRrl7Ns5e/Zs/fPPP6pYsaIaNWqkFStWaPjw4apevboqVKigiRMnqnXr1p58LQCQHsaNk554wr0+bJh0zTVejwgILcx0AwDCbrZ4y5Ytql+/vhNir7rqKv30009BG/f06dPVvn17ZciQQfXq1XMCeHLHj1s4/0kZM9ZSXJyUL19BZc6cWYcOHVKLFi2cwL1kyRK99tprateuXdDGDgDpbeVK6fbb3esPPSR17Oj1iIDQQ+gGAHg6W9yjRw9ntjil4Nq37ygtW7ZbzzwzW+PHT1KnTp10+PBhDR06VM8++6ymTZvm3Ddo0KCgjX3v3r0qVaqUcz0mJkb79+9P8n4rqyxTRvr009YaMeJd1as3V/nz91Hx4lWVN2/e+OMmTZqkbdu2KU+ePEEbOwCkpx07pObNJfszeN110sCBXo8ICE2UlwMAgi75bHG3bt1OCq521+bNNoPtzhbHxhbUsWPubHH//v3jj926dauKFy8etLFbSE4ctI8cOZJk3LZFjjUUkqpL+lzSbO3dO9Q5wWDvt610zDPPPKOrr77aOXngn8EHgHDh3xJswwbpggvc9dyZSBZAivjVAAAE3almi5MGV1vr3F1SeW3ePEVSVc2YkTc+uP7+++/68MMPUyzxDgSbfb/iipqaOnWmatZspZ9/XqcsWXI55ZW2Vc599/nH7RdrrdOcryEmpoK6d5fmz39MF19cXvfcc4927typAgUKBGXsAJCe7MTo7NlS7tzSxIkSf8qA1BG6AQBBl9pssYVaeyGXEFwTZouloZIW64EH3K64u3fv0QMP3Kb77ntXCxYU1OHDOuvLoUNpO87GJzWX9IJGjLCTAXH20lOVK4/8b7wdkn2lGyRZd/IFzte0aZM1GOqpYcPa64MPPnC+DyNGjAjK9xwA0svw4e4lJkb65BOpYkWvRwSENkI3ACDoatasqZkzZ6pVq1bOXtW5cuVy7rdZk82bkx+dMFssVdDWrdKVV1pgbyHpMT3ySLDb5GaTNE/SZGXOfKuyZ6+prFndQL5zZ/Jjy0haluSegwcL6+uvvw7mgAEg3dhyn65d3esDBkhNm3o9IiD0xfh8SQvhItWePXucBja2fQtNawDAW7Yu27qR16pVR9OmxalSpc5avz671q61We+UZotbObPFbuCVsmTpq6NH31DWrJcoQwYpZ87KKldumBN+z+WSLVvaj7W9aG2WJ/EL0Xr1Tv+1z5ol1a2bzt9QAAiC33+XqleX/vlHso0XRo1K+ncQiDZ70pgxCd0AgKCxncHmzZPmzpXmzDmopUsn6/hxm8mueUYfJxSDq810W9fyP/9Mvq47gfV727hRypgx2KMDgHOzd69Uq5a0apVVG0nffSdlz+71qIDwyJiUlwMAAsKC5y+/uAHbLha2161LfIS9WmujYsVsnbN09dVWdi61bp16cLUZldhYqXZthRwL0kOGuE3gbJwpjd/usy12ihTxYoQAcHZOnHD34rbAXbSoNH48gRs4E4RuAEC6sF5oP/yQELDtYjPbyVWq5AZsC9p2sdnhxOWJqQVX/zGDB4fuTLF1VR8zxr/dWcL9dmLBttfZskVq0MAtRS9Y0MuRAkDaPfWUZDsb2tIaC9wlSng9IiC8UF4eRH379tW0adNUpEgRp2tt4cKFUzyuZ8+eWrRokbPm8fHHH1fr1q31/fffq0+fPjp69KizH+3bb7+t3LZHA4Co59Xfll27bPurhHLx7793u4AnZi/QbP2fP2TbTHZatpVJ2Kc74b6SJd3A7d8uLJRZqfmcOW7ItsBtM/Pr10t16rj3Va0qzZgh5c3r9UgB4NQ++0y67Tb3+ocfujPeAM4wY/qixO7du+3kgvPWC1OmTPHVrVvXd/z4cd+MGTN8nTp1SvG4lStX+m688Ubn+p49e3yxsbG+EydO+MqXL+/7/fffnft79erle/bZZ4M6fiDS9enTx3fFFVc4v3/btm1L9bgePXr4ateu7atWrZpvzJgxzn2LFi3yXXfddb46der4brvtNud3N9L+tpw44fOtX+/zjRrl8913n893ySU+X0yMnbRNeilY0Odr3tzne+kln2/+fJ/v0KGz/9qOHfP5Zs3y+T75xH1rt8PdTz/5fIUKud+rWrV8vr17vR4RAKRu6VKfL3t2929Wz55ejwYI34xJeXmQTJ8+Xe3bt1eGDBlUr149dbMpnBRmRtasKaBVqzZr/PjtypFjhcqVK6eDBw86+9mWLVvWOc7erlmzxoOvAohMU6dO1fz587V48WLFxcWpX79+euutt076/fzww1X65pufNHjwd6pSZa8uvbSibrrpJt1xxx3Ox7Dfzd69e2vw4MF64oknwvpvy7Fj0ooVCbPY9tbWWSd30UUJs9j2tnz59OtkayXkodYs7VzZXrbffON2ObcqgRYtpMmTWRsJIPT8/bf7N+rgQenGG93twQCcHUJ3kOzdu1elSpVyrsfExDgvdFMupbTuOtXVqtVw5cixXp06dVSOHDlUvXp1DRw4UJdeeqleffVVjR492qOvBIg8pwuuCb+fVhe9WfXqbVehQitUrJj3J8XS62/LhRdeqv/971U1bjxa118vLVgg7duX9HNlyiRdcUXCWmzrYktDsDNXpYo0bZq7tnvmTHf9+rhxtg2a1yMDANfhw+5SHlviYydT7WVnqPbSAMIBoTtIrMY/8YvhI9ZxKNGLYnvR5a6u/1DSpZK6OWcWBw++RpdeWl+ff/65vvvuO73xxhuqUaOGrrBXvgACHlyT/n66wVUarh071mvHjo6aNs3bk2Ln8rfl0KH6Kl78c7311ndat+4NSTX09tsJf1tsaZIFa/8stq3NzpEjaF9aRLvqKumrr6RGjaQpU6S2bd11k3ZiAwC8ZM8ZXbq41Tj58kkTJ9J/AjhXPL0HSc2aNTVz5ky1atVK69atU65cueLLPm0WKqGdnb14Xm6bM8jn2yhpnZ54IqPuvDOjLr/8cq1cuVJzrdYTQMCD68m/nwnB1XWNHnqovtav/1zz5gXupJh9ftuuxcZjZd/21n+pWLGmJk2aqSuvbKVfflmnrFlzOdty2SzF/fef+m/Lm2/atIVdLpe0UiVKzNW11yaUi1uXcWY2AseaqlkX4GbN3BMkHTpIH3zA9xyAt2wHiffflzJkcE8Glivn9YiA8Ef38iCxbsG1atVSnTp1nDWjnTt3Vvbs2WVVqC++2CHRkbsl/Z+k2f/tYdvDeg5r1izp88/vV7Vq1XTXXXcFffxAJLNKkjlz5mjo0KHOSbHmzZs7JeK2rZOtvU3wuqSlkt6VtPG/We/VqlGjkHLm3KUFC67SFVfMVcaMhVMMyGd7nwXu1Fm78FoW4STFSer8398Oc/q/LS1bWhn5/WrUqJoefZS/LV6wWSTbm9x+5h07Sm+/nX7r4gHgTHz9tbt+2553Bg2Sunf3ekRAZGRMQncQ2drPyZMnKzY21pn5NlaF2q7d6R973XW2LZA7M8IsCBCck2ILF0pvvXX64Oq6X1I1ScEPrjExB5Uhw2RlzBirLFlqOn8jLMAlW96dok8+cUub4S2bTbLnAnuh27WruzUawRtAMFmVlC19se0gbX7n3Xf5OwScDqE7BEN3Sk6eSTu1okXdNZq2X6Lldiv9ARCYk2Jp/f3s0SOhFNt/sbW5p7qdXvfZ34CUXhSldexWRRNpHcLDlZWWW4m56dVL6t+fF7wAgmP3bjdwr13r9vKwJo9Zs3o9KiD0EbrDJHRb6WiZMu5WPCn9JOwFV6FCUtOm7tq/f/9NeF9srHTLLdKtt0rVqvHiDEhvX3zh/n6l9lfSfufs93D9+tCrQEnL35ZQHXs0Gz7cXYtv/vc/qV8/r0cEINLZ84X1lpg61X1eWLKEnSmA9M6YZzxPag2G7rvvvlMeY+sif/vttzP90FHJXuxawwqTPDT7b7/5pvTee9LWrW6329tvl3LndrdxGDjQPTN5wQXuzMiyZakHBABpc+iQ9NBD7kkt/+9Tar+fVgYciqE1LX9bQnXs0cw6Br/yinvdtnq3NZUAEEi9e7uBO3t2acIEAjcQCGc8022H296uDRs2VPHixVWuXDlnLeSVV16pTJkyaf78+br++us1Y8YMXWVpMESE6kz3yXvpJtxXsqT7otj2SUwpFNg+r7YOcNKkpGs3L7rInZ2zyyWXBGf8QKT49Vc3bNsJLPPYY1LVqtKjj6b99zOc/7YgNNgs95NPJsx+n+ZcNwCclY8+ku64w71urynt+Q9AiJSXW9h+77339Ndff+n33393trCyjr9t27bVhx9+qMGDB6t9+/YKJaEeuv3lPXPmSFu2SMWKSbVrp20W6sABdwbc/ljaWwvkfhUrJgTw8uUDOnwg7Nnv0L332r7dUsGC0ocfSo0bn9vvZygI57FHK3tmttmnF19MWO/tf2EMAOlh0SI520TaFpO2lMVO9gHwOHS///77KlmypGrXrq2LL77YCdt+y5cv16OPPqqFCxeqatWqmj17tmJCbIFxOITu9GBhwWa+LTzYTPh/2w07qlRJCOBly3o5SiC0HDwoPfywdSp3b9se1bazgK1tA7xiz85WpTB0qNsw79NPpTZtvB4VgEhg/T6sH5CdjG3Rwq2KojkvEAKh+4EHHnDC9K+//qosWbKoe/fuzrptC9pFihRRhw4ddPvtt6tLly7Knz+/BoXYQrRoCd2J2ZYP1nzNAvi337pbCPnZH1oL31ZGZKWmQLSyTq32e7BihbvWuU8f6emn3e7ggNdsC7FOndyte+z/pL0wtoZHAHAuJ5ptC1prmGbLEOfPd3sFAQih8vIVK1boo48+cma3bT/bXr166X+J6lEOHDigyy67zCkz92+7EwqiMXQn9s8/7os1C+C2RZC9kPOzrSEsgNsMipWeAtFi1Ch3raz1RChcWPr4Y6lhQ69HBZy8PMBKy21P9SxZpMmT+X8K4OzYq/7/+z/374kto1q8mOpHIKS6l1v5eMeOHTV9+nT9+++/GjVqlLNuu0yZMmratKm++OILHTp0yCk/f+KJJ/Sn1a0gZNgfVlurajPef/0lvfGGe5bTZvbsDKeVMJYo4e7ra93St29PeGzfvn2dZQONGzfW9sTvSKZnz56qU6eOqlevrrFjxyZ53759+3ThhRdqw4YNCqZwHjsCx/og3HOPuxOABW77f//jjwQZhCZbfz9ypNSqlbtkyEpBbY0+AJypl15yA7dVzowZQ+AGgsaXRocOHfJ98MEHvieffNLXuXNnX4MGDXxffPGF874CBQr4WrRo4StatKivffv2vlC0e/dum9F33iLB5s0+36BBPl+NGnbuM+GSMaPP17Chz9et2xTfNdfU9R0/ftw3Y8YMX6dOnU76GMeO+XzvvbfSd9llN/pmzfL5/v13jy82NjbJMR07dvRlz57dt379+qB9bVOmTPHVrRueY0fg/PSTz1exovv/PCbG53vqKff/ARDqDh3y+Ro1cv/v5s7t8y1a5PWIAISTSZPc5z37GzJ8uNejASJDWjNmmme6b7vtNk2ZMsUpKZ85c6azbdi4ceO0efNmZ0p9/Pjxql+/vvO+P/74I7BnCpBubHa7e3dpwQLJJnLtDKhtj2TljN98Y/v8TteCBe3VrFkGbdpUT3Pnzk/yeCtZL1NGuvvuAvrxx82qV2+7Lrroe+XPXy7+mEmTJmnv3r3OLHIwWVWGVWNkyJBB9erVc7azC5exI/3Zy4z335euvFJavVoqWtSt/LD123TyRjjImtX9u2WVGdY084Yb3AoNADgde95r1859LuzShW0IgWBLc+i+6aab1KJFC2dPbmumZntyt2zZ0iknt3LzOXPmaM2aNXr99dedZmoIP6VLW5m121jjl1+k55+X8uffq+PHS2nKFKlDhxitXr1fLVu6XXRt/evNN/v3/y0iyYLpcO3YMUorV3Z0XhxaSfezzz6rN61mPcgsLJcqVcq5bt309yfazNzGFspjR/rat0+68047weI2kLEy8uXLpfr1vR4ZcGayZ5cmTpSsZYo1y7T/yz//7PWoAISynTul5s3dk3V169qEitcjAqJPmvvzXn311br11lvjw/fGjRuVLVs2rV692tm329bOFihQwHn/0KFDtXTpUmctLcLThRe6XZy3b8+j88/f7/zBtqC9Zs0RTZgg55LUh5IuldTtv9vX6KGH6qt69S565ZVXlC9fvqB/DdbMIHHQPvLf/mk2i29r2BNaCIbe2JF+rCu5NQpcs8bdDuXZZ939j9kaBeEqVy45J0Kvu0764Qf3ra3xvuACr0cGINTYzjW2Q8dvv7nVfV98IWXO7PWogOiT5tA9Y8YMp1O5NTtfu3atE6xtlnvx4sVO+P7uu+/0l3XokpyS3rlz5xK6I4B1oJ8zZ6aGDm2l225bp0aNcjnlSdbU578f938s3C63DW4kbZS0Tn/9dVjTpq3SnDlPOQ3bdu9eriuuuE3Vq49Wzpxlnfv8AnF948aamjJlpsaObaW9e9dp795cTgfgrVv9M9ynHvuSJav01FNPOUdYt35bYjF69GiVpetIWLCTKiNGuCdYDh2Sihd39962BoJAuLNzgdOnu7NWP/3kBu/vvpP+K+4BAMcjj9hreClnTrdKplAhr0cERKcz3jLMZguPHj2qnDlz6qefflKlSpWcwG2dnxNvG2ZrvkNJtG8ZdrasI70tKbCfr63n79y5s7Jnz+6sAX/77Q6Jjtwt6f8kzbYCSEk9rCd4so9WV9JISWWCNXrbEE2S/d+Mk9T5v7GZ04/dunu2bfvfyOvW1ciRI51u/Qh9e/ZInTu71RnmxhulDz5wtwUDIomdRLSnX1sSZBVKFrzZ+hGAsRPPnTq518eNk7M8EECI79Nt4cvCdu7cuZPcbzPe9kn69evnzHrb28mTJytziNWuELrP3sGDB52faWxsbPze63FxbjOf03n4Yal8efd64v9p6X09tfcfOXJQq1dPVt68sSpd2h37r7+626Kdju1nbrNICC/LlrmldPZztgZp/ftLPXpQTo7ItWmTVLu2ZD1MK1Z0/z5zggmIbrbkxCpgjh6V/vc/qV8/r0cERKZ0D90222kBO3HJ+IoVK5yO5VZKXrhwYV1++eVq06aNXn31VYUaQnf6snXRNulr27Gn9D/IyrxjY6X160OvM/Tpxm5szLZuvUmTYI8OZ8t+lsOHuyd6bPl+yZLuTHctK3YAItzvv7vB25b9XH65NHOmW4IOIPrYCbhq1awvj9SmjfTZZ0mX3wEIfsZM89xPxowZnS7lK1eu1Ntvv61jx46pe/fuznruChUq6I477nCCeSgGbqQ/C6X+7pfJ/5D7bw8eHHqB+3RjTxzMmzZ1O5zbLBJC2+7d7uz2Aw+4gbtZM7c7OYEb0eL88911mzbDbdUetqTCOhUDiC7WP7ZFCzdw2wk468FD4Aa8l+bQfdVVV2nLli1Os7TXXnvNCeEPPvhgfBl5s2bNNMIWjyBq3HSTNGaMu9d3YjbDbffb+8Nt7DY7OmqU23jEwvnYsdLFF0uvvOKWaCH02BZ39sLCfp7252jgQLdKoUABr0cGBFeFCu7e8/nzSwsXuiefDhzwelQAguXECXd7zB9/lM47z30uDLEWS0DUSnN5uc1u//PPP+rdu7c6duyoJk2aqFWrVrrwwgv1888/h9wa7uQoLw8cmxW2tUNbtrgNfKzEMRRnuM907LbVlG05P3++e7tSJbd82Y6B9+wv12uvuXvL2wkRWzJgJXTVbct1IIotXuyu5bSZ7htucF94Z83q9agABJptiWmbrthLcuvtQLUXEIZrur/55ht9+umnTuguVKiQrrnmGq1atUqXXXaZ88li/qtdsc7Wdsz//Z91gw4dhG6c7Vlj63ptwe6ff9z77CzySy+5Z5HhjX//le6+Wxo/3r3dqpX03nusYQX85s51A7fNdFvH4s8/Z29eIJJ9+aXUurV7/d133edIAGG4prto0aL68MMP1a5dO+cD/vLLLxo1apRy5cqlzz77TFOnTnUubdu21euvv55eXwfgKet4fddd0tq1CdtuWAi3juzWAd1myhFcVjZr5eQWuLNksR0U3GUABG4gwTXXJMxw2+/KHXfw9woIB3379nWaFjdu3FjbbWF2Knr27Ols51q9enW9+upY3X673XtIZco00bvvXu1s8XqGuwIDCKA0h+58+fKpYsWKuvTSS/Xkk086ZeUTJ050ZrZt7+Ly5cs7F5sBt8ZqQCQpWFB66y05+5NXqSLt2uWWnlvp1tKlXo8ueqoObG29f2ukCy5wS/8ffJAmMUBKGjRwT0hlyuR28r/3Xvf3CEBossmr+fPnO1vw9ujRw9mGNyVWafrTTz/pu+++06efztDjj3d3qlrKlHlK7dtX1bx581SkSBGnQhVAmIVumza3juXvvPOOFi5c6OzdfP3112vBggU6cOCAM9ttb+vWrauR1ioRiEA1arjrJW0tsVWQfP+9u4b4oYfcII7AsNL+5s3dMv9jx9xO5XayI9EOhgBSYNsejh7tVu28/77UtWvqWyUC8Nb06dPVvn17ZciQQfXq1XMCeHJWsbJmTQGtWrVZX3yxXS1afK/jx8vpwgulXLmmq0OHO5zjmjZt6iwNBRBmoTtr1qzav3+/s3a7V69e2rlzp1q0aOGE7127djmdy+0PBaUsiHQ2a2Qhe80aqV07d+bIVlRYgcfHH/OCNhBrU6264Kuv3FJZa2ZnJ+/z5vV6ZEB4sK0P/dsGvfGG9Pjj/J0CQtHevXtVqlQp57q93rbX3cnXbVvT0DZtimjTpuq65ZbhWrVqlDJn7qiJE62HQ8LjrULVdhwCEGah27qT2wJxU7t2ba1du1aFCxdW5cqVdeLECU2aNElHjx7VvVa/lgZWGlOtWjXlz5/fWZdyurBu7+/SpYsKFCjg/CHp0KGDE/gBr1i3cwvZtjeurfH++2/J+gfWry/9/LPXowt/djJjwACpbl1p82apXDlp0SLpvvsoJwfOlK33tD4U5uWX3S7HAEKL9UxKHLSPHDmSJHDbCTR7PpQ+lHSppCclva+jR9/QggV/J3m8VacyEQaEYei2Uhd/mYvNettaEbN8+XJdccUVztpuWztitzdt2nTKj3X48GFnX29rFLFkyRKtXr36tCXpH330kRP0ly1bpjlz5jhrWQbYK3LAYxaybU/M55+XsmVzt+moXFnq3VtKdpIaabRtm9S4sdSnj1tK1769ux/3ZZd5PTIgfFkzyEGD3OtPP+2GbwCho2bNmpo5c6Zzfd26dU6zYmPPg926Ja5QsRcXy+30tKQNdrSeeCKjatRIeLyt6y5btqxXXwqAs90yLK3szFomq789hfHjx+vuu+/W5s2blSNHDv3444964IEHNNfqSFPx4IMPOo3c7r//fuf2888/7wTvTz75JNVgb5fE7dxLlizJlmEIqPXr3TWTkye7t63Ky9Z/23pkZmfTZvZsqW1bd+/07Nnd7uS29QnfPyB99O9vHZLd67Y05oEHvB4RAHPo0CHVqlXL6UoeFxfndCC3SS1bzvbiix0SHWmVp7Y172zbrFdSD+tnrpEjf9bzz7dQ69atnckqq0K93Lb7ABA+W4al1ekCt7GQXaNGDSdwGytRt9nuU6lUqZKzRdnff/+tP/74w5lVb9iwYarH2yy4fQP8FwvcQKDZSeVJk9yteixwb9zo7pFrodsCeTRIy3Yn33//vdN00X8pXry4Pv54tB59dLPq1r1eW7bUVY4c12nKlL91zz0EbiA9WQWJXYx1/7cGawC8ly1bNmeG+uqrr9bw4cOdZZW2nPKyyxIHbmNNTSbZy31JfzuB22TJcrFmz57tvGa2twRuIIJnutPi0Ucfdc7mvWEdXf5j68OtlMbWeKfE1ovbC/mVK1c6t6083WbMrew9Jcx0w2tWWm4l57bN1dGj7qyt7f7x6KNuQ7BI3e7kpZde0owZM5yz9LarwVu211oiViY3Z447k23r4itX3q3rr2+k3LlnKS7Otkeprg4dblGVKm9qy5YNeuGFFzz7eoBIPTE2bdo07dxZRBs2fKCYmMKyorHbbkt6Yuyxxx6Lv23Pz6+++qrT08Uq1WytacaMGZ1qM/9yMwCBYcvW6tU7/XGzZrl9UABEwUx3WmfDbV148rN7tuVYaoYMGeI0ULNZ7o0bNzpl7NaALTX28e0LT3wBgilnTreM09Z725Ol9f2zkk5bl2zN16JxuxN/51X7fljnd3sbG/uCfv75EcXFZVPmzEXVpMkPev31/Vq5colzth5AYPYBfuedHqpQoZ+zTtSaQI4f754Usxf4v/1WXU8/HacZM+I0YcIElS5dWq1atdLgwYPVsWNH56RamzZtNMi/SBxAwGTMeOqKL3ufFXTWrh3MUQE4E56EbutAnrzs1LZJyJIlS6qP+fjjj52QbVsh2Iy1lY+/++67QRgtcG4uvtgN2dbp3CaE1q6VGjRwQ6fN9kbLdidJO6/67dTBgzN04MDNzguGCROaK0uWdRo6dKj+/fdfJ7gDCMyJsfr16ylTpvlO4Law3aaNVLRo0pNidpLsrrte0COPPOKcHC9atKh++OEH53fbGqFyYgwILGt3ZI1F/XWpycO3//bgwW44BxCaPAndtlXYggUL4m+vX7/eKQW3MJ4a25Zsm7U0/s/WrVt13F4lAGHAnhTtRaw1Q7E9vm1VxOjR7lZj1mjt2DFF9HYnJ3de9XtPUnv7DjnvGzDgXr3//vvq1auX0yzxPtsfDEBAT4zZmu4aNdy/Qzt2JD1+8+adGjduhjJkuNm53bx5c6fUnBNjQOB9953UqJG0b5+7U4otAylRIukxsbHSmDHSTTd5NUoAIRu6rSuj1b/bi2vTv39/NWjQwFkftmvXrhTDtK0js7WdtrXY22+/7XQxtyd/IJzky+eG7MWLperV7QWwG0arVZMWLlREbndi69ltR8CkM9x+tteou5DU3v/33/udWTRrNWHrwlPr2QAg/U6M2UnB1Hf6dE+MPfxwjHPy7N57OTEGBGsnjxtvdPvDWHWcNWm1nT02bHDXblsAt7fWpJXADYS+TJ580kyZ9M4776ht27ZOybi9sLb1YcYaqdle3FWqVEnymOeee84J6tbYxc7U33DDDc46byAcXXGFZMUeI0a4+3kvX26B1V7Q2myvVLCgwlKdOs3Vr98Luvba7lq5Mk45c3ZT9uwjnRfrUvLuq7//d94voQnTzTe/6GwfaNUv5cqVc06yAUj/E2O2Ptt/YswaG/75Z2qPsBNj3zih3I6zwG4nxmzXAU6MAYFhYbppU8laHV1/vdtvwZqxGishp1kaEH486V6euER86dKlzvZhBQOcMtLaWQ4INls18fjj7mywsV+Fl16SOnRwy9BDkf3V+OMP92SBXaxZnL21M/DSQUm2UXmsvcR3jrfdAU/RJzEenVeB4O8D/OOP2eVuMpDSiTGbQlvu3LKZtfPOm6GHHnooyYkxtiUC0o/1gGnWzG2+ajPd1g8lWzavRwXgXDOmp6E7mAjdCHU2i3T//dKqVXarr3LmnKbLLy+iL7/8wNlSL7nUtvSxZRfnn3++LrYObs7s8c160DbjPUu2897q1UnDtV127075+NKlJStU8V+sW7s1SbM9zG02LaW/OFbeauvSrEyORjBAYB08eFCTJ09WbGysM/PNdkRAaPj6a6lFCzs5JjVpIo0dG7lbjAKRgtCdDKEb4cDWP3fpMlXvv/+STpyw0s04Var0mebNe0u5c6f+OPt/3ahRI82aNUtz58519uB9xTYIP0P//OMG68Th2gJ3So3eMmeWrHFx4nBtl/z5U/7Y/u7lJvFfHX/nVRrBAN6w5R/WpZyTYoB3pk2TWrZ0T3TbTPcXXxC4gUjKmJ6s6QaQMguyuXJN1wsvtNf332fQmDH1tHJlN1WoINl2uLalj70AthfJNjNuW44VK2Z77yZs6TN79mxNnDhRixYtUubMmZ2t9craNHMiJ064L6CTz16n1kzJgnTicG1vbSL9FLv8ncQCtQVraxyXuKmavZi3rU4I3IA3LEhbixQ7KWZ/X1IK3mxHBATOlClSq1bW2NAN3p99dmbPrwBCHzPdQIi55557dOutt+r66693znw3a3a+jh2ztZVSw4a2ZY/04ouJg+tOZc7cSKNHL1Lr1jFOkyQrLS9WrJg+/PBDffvtLHXt+n6ScG3XrXN6Ss4//+SAbeXhyfcGPVvJTxjUrs2LeSAUWDVK8pNimTJJn34qtW7t5ciAyDV5svv7ZYHbTj7b75udgAcQHigvT4bQjXDx8MMPO02OrLuwKVEiVvfeu1kvvOCWnZ3MysgzKyamm9591xodHdTPP2d3wvXChT/qt9/utRXgJz3KytYuuSRpuK5cWcqbN/BfI4DQ5D8p9vvvUufO7tKSlSvdvxUA0teECW4Fmy0ts7cff0zgBsIN5eVAhGzpkzt3Lj39tHTbbW4wPjl4u1v62Omzu++22w0kfSDpQkmf2QZlTkd0azCcOGCXL8+TO4Ck/NsR2WXcOHcWzmbACd1A+rLfr1tucU9s3XqrNGqUW1kCIDIx0w2EwZY+2bNn15o1VlZ+6i19TOHCC3XkSGdly3ZC5cpV0rBhw1SpUoF0Kw8HEB3ef989kWcn6ZYt83o0QOSwruR2It0Cd7t20gcfELiBcEV5eTKEboTzlj5m9Gj3yfl0bC/dtm0DP0YAkW3HDqlIEbfx4m+/uf0eAJwb60puz9G2lOP//k8aOZK+JkA0ZMwMQR0VgDSxme02bdrEB25jTcfSIq3HAcCpFCokXXttQiksgHNjXcn9gfuOOwjcQDQhdANhwrp82/ZaqZWJ2/3WZdyOA4D04N/Kz9Z1Azh7VoVm1WoWuDt0kN57j8ANRBNCNxBme+ma5MHbf5u9dAGkJ9sz2Myf727zB+DMWZO02293l2rcc4+cnUZ4rgaiC6EbCLNZpzFjbBuxpPfbDLjd75+VAoD0YH9brrrKvT5+vNejAcKPNUmzUnIL3J06SW+/LWXg1TcQdfi1B8KMBesNG6RZs9xyNXu7fj2BG0BgUGIOnB0rIb/rLjlbenbpIg0fTuAGohXdywEAQKp++UUqV84th922TSpQwOsRAaHvnXeke+91rz/wgDR0aOo9WQCEL7qXAwCAc3bRRdKll7oNoCZP9no0QOh7662EwN21K4EbAKEbAACcBiXmQNoMGybdd597/eGH3QanBG4AhG4AAHBKrVq5b6dPl/bt83o0QGh6/XW3lNz06CG9+iqBG4CL0A0AAE6pcmXp/POlQ4ekadO8Hg0Qel57TXroIff6449LL71E4AaQgNANAABOycIDJeZAygYNkrp1c6/37i0NGEDgBpAUoRsAAJyWP3RbM7XDh70eDRAaXnlFeuQR93q/ftLzzxO4AZyM0A0AAE7rqqukYsWkvXulGTO8Hg3gvRdflHr2dK8/9ZT07LMEbgApI3QDAIDTypAhoaEaJeaIdv37S716udefeUZ6+mkCN4DUEboBAMAZlZhPmODu2w1Eo//9T+rb173+3HPSk096PSIAoY7QDQAA0qROHalAAWnHDmnuXK9HAwSfzWr7Q7Y1TPOHbwA4FUI3AABIk8yZpWbN3OuUmCOa+Hxu2LYycmNbgvnLywHgdAjdAAAgzRJvHWZBBIh09v/8iSfcsnLz6qsJDdQAIC0I3QAAIM0aNpRy5pQ2b5aWLPF6NEDgA3efPu5WYP49uf1bhAFAWhG6AQBAmmXPLjVu7F6nxByRHrgff1x64QX39muvSd27ez0qAOGI0A0AAM6qxHzsWErMEZns/3WPHtLLL7u333hDeughr0cFIFwRugEAwBmxme4sWaRffpFWr/Z6NED6B+6HH5YGDnRvv/mmdP/9Xo8KQDgjdAMAgDOSJ4+7ttuMG+f1aID0DdzduklDhri3335b6tzZ61EBCHeEbgAAcE5dzIFQ07dvX1WtWlWNGzfW9u3bT3nszz//rGrVqungwcN68EFp6FApJkaqVesuZcv2UdDGDCByEboBAMAZs/26M2SQli2T1q/3ejRAgqlTp2r+/PlavHixevTooX79+qV67JEjR3TnnXdq2LA39fDDWTVsmBu4u3T5QkWK7Nbtt98e1LEDiEyEbgAAcMYKF5bq1HGvU2KOUDJ9+nS1b99eGTJkUL169ZwAntjx41JcnDR6tHTnnU84JeUPPjhLb721xgncgwb9pU8/vU/lypXTxx9/rGPHjnn2tQCIDIRuAABwVigxRyjau3evSpUq5VyPiYnR/v37499n/1fLlJHq1ZPatftNn346UqtWva3vv7f/zO314otrtHx5X7Vr106PPfaY/vnnH3Xs2NHDrwZAJMjk9QAAAEB4atlS6tpVsonELVukYsW8HhFgjf7yJAnaVkLuD9w335x4m7tlkhrp0KEqzq2qVa9T3rzfOWXpkyZNUoECBZzAfeGFF3rxZQCIIMx0AwCAs1KypFS9uhtiJkzwejSAq2bNmpo5c6Zzfd26dcqVK5dTUm5dyZPuK1/RjrCCc0nHtHLlApUte6EqVqyo1f/thTdnzhxCN4BzFuPzJf3zE6n27NmjvHnzavfu3c4ZUAAAcO5efFHq1cvdQuzrr70eDSAdOnRItWrVUp06dRQXF6fOnTvrjz+yO/9XpQ7Jjh4gabwVpUtqoJkzh6hUqd/VqVMnHThwwLm89957Tid0ADjbjEnoBgAAZ23dOql8eSlTJmnbNil/fq9HBEgHDx7U5MmTFRsb68x8W9O0du1O/7hPPpHatg3GCAFEU8akvBwAAJy1cuWkSy6RrMHz5MlejwZwZc+eXW3atHECt0lrvwH6EgAIBEI3AAA4J3QxR6jLlcvdVz41tlWY9SioXTuYowIQLQjdAADgnLRq5b6dNk1K1DQaCAnTp7tbhJ04kRCwE/PfHjxYypgx+OMDEPkI3QAA4JxcdplUtqw1sHKDNxAqRo6UmjSR9u2TrrtO+ugjqUSJpMfExkpjxiRUbABAeiN0AwCAc2IzhZSYI5RYm+D//U+66y4524X93/9JU6a4bzdskGbNcpum2dv16wncAAKL7uUAAOCczZ8vXX21ZE+x1sU8a1avR4RoZU397r9fGjHCvd27t/T88yeXlQPAuaJ7OQAACJoaNaSiRe0FiDRzptejQbSyngItW7qB2xqnDRsm9e9P4AbgLUI3AAA4ZxZw/A3Vxo3zejSIRlZhUbeu9NVXtmWYu9ShSxevRwUAhG4AAJBO/Otix49319ECwfLLL5Jtyb1kiVSokFtt0aKF16MCABehGwAApItrr5Xy55e2b5fmzfN6NIgWCxdKtWpJv/8unX++21/AljsAQKggdAMAgHSRObPUrJl7nS7mCIaJE6X69aUdO6Qrr3QD90UXeT0qAEiK0A0AANJN4q3DomN/FHhl+HC3j8DBg1LjxlJcnFSkiNejAoCTEboBAEC6uf56KUcOadMmaelSr0eDSGQnc/r0cbcFO3FCuvdeacIEKWdOr0cGACkjdAMAgHRjXaNt1tFQYo70duSIdMcd0oAB7u1nn5XeekvKlMnrkQFACIbuVatWqVq1asqfP7969uwpXxpr0E6cOKFatWrp1VdfDfgYAQDAuZWYA+nF9oBv0kQaNUrKmFF67z3piSfYgxtA6PMkdB8+fFjNmjVT1apVtWTJEq1evVojR45M02PffPNN7d69W127dg34OAEAwJmzYJQli7R2rfTzz16PBpHgr7+k2rWlb791y8htL+677vJ6VAAQwqF76tSpTnAeOHCgLrjgAvXv31/vvvvuaR/3119/qU+fPho6dKgyW4vU0wT7PXv2JLkAAIDAy5NHatDAvc5sN87VTz+5W4CtWOE2SvvuO+mGG7weFQCEeOj+8ccfVaNGDeWwTiuSKleu7Mx2n0737t1VunRpbdq0SfNtT4hTGDBggPLmzRt/KVmyZLqNHwAAnBol5kgPs2dL11zjNuYrX97dk/uKK7weFQCEQei2WeeyZcvG346JiVHGjBn177//pvqYBQsW6IsvvlBsbKx+++033XnnnXrwwQdTPb53797ObLr/YkEdAAAER/PmUoYM0g8/SBs2eD0ahKPPP3e74e/aJdWqJc2bJ5Up4/WoACBMQnemTJmUNWvWJPdly5ZNBw4cSPUxI0aM0FVXXaXJkyfr2Wef1cyZMzVs2DCttQVjKbCPnydPniQXAAAQHIULu2twzbhxXo8G4WbQIOnWW91u5bYXt63lLljQ61EBQBiF7gIFCmj79u1J7tu7d6+yWNeVVGzevFmNGzd2ZsWNlYsXLlzYmfUGAAChhxJznCnbd/vhh6VHHnFvP/SQ9MUX7lZ0ABCuPAndtlWYlYv7rV+/3ml8ZmE8NVZWfvDgwfjb+/bt086dO1WiRImAjxcAAJw5m6E0Vha8davXo0GoO3TInd0ePNi9/fLL0pAh7vZgABDOPAndderUcdZ1v//++85t617eoEEDZ133rl27dPz48ZMe07ZtW6fEfMaMGfrjjz90//33q0KFCk4TNgAAEHqsh2m1apLPJ02Y4PVoEMp27nTXb48ZI9kGNZ98IvXowR7cACKDZ2u633nnHacRWqFChTRhwgS9+OKLzvvy58+vlStXnvSYhg0bOsd06dLFCdu//PKLxowZE19uDgAAQrfEnHXdSM0ff7gdyufMkfLmlaZPt8kWr0cFAOknxuez88/e2Lp1q5YuXepsH1YwwN0xbGbdtg6zTuY0VQMAIDjWrXO3esqUSbJ2LvnyeT0ihJLly6Ubb3SXH8TGSlOmSJde6vWoACB9M6YnM91+RYsWVZMmTQIeuAEAgDfKlZMqVZKOHZMmT/Z6NAgl33zjdri3wG1B29r9ELgBRCJPQzcAAIiehmp0MYffhx9KjRtbY1ypXj23tNxmugEgEhG6AQBAUNZ1T5sm7d/v9WjgJVvU+Pzz0p13utUPtnZ76lR3LTcARCpCNwAACKgqVaQyZSTb+dOaZCE6Wcju0kXq18+9/fjj0qhRUtasXo8MAAKL0A0AAALKNhrxz3ZTYh6drMLB/g+89Zb7/+H116UXXpAy8EoUQBTgTx0AAAg4f+i2ZmpHjng9GgTTtm1S/frSpElStmzS2LHSAw94PSoACB5CNwAACLiaNW3XEmn3bmnWLK9Hg2D59VepVi3p+++lAgWkGTMSGusBQLQgdAMAgICzMuKWLd3rlJhHBwvaFrh/+81d0z9/vnsbAKINoRsAAAS1xHz8eOn4ca9Hg0CyUvJrr92h7du/UqVK65w9uMuX93pUAOANQjcAAAiKunWlfPncNb4264nQ1rdvX1WtWlWNGzfW9u3bUz2ubdu2uvrqq1W3bl01bdrUaZbWosV6HTp0g8qXX63s2e/QvHljgzp2AAglhG4AABAUmTNLzZq51ykxD21Tp07V/PnztXjxYvXo0UP9/Pt8JWLVCnFx0oIFa/Tcc3P17bdxqlJlsu67z/bjXqGmTYdr5cqeevLJvppmm7QDQJQidAMAgKBJvHWYz+f1aJCa6dOnq3379sqQIYPq1avnBPDE7Odn67Tr1ftNf/zxu+rXr6OsWavr+ec/cN7/1FMtNHFidf344xK99tprateunUdfCQB4j9ANAACC5vrrpRw5pI0bpR9+8Ho0SM3evXtVqlQp53pMTIz220bbiQL3zTdLmzfbraySJkqaoxMnbDb7KXXsuF9PP+3uxz1p0iRt27ZNefLk8e6LAQCPEboBAEDQWOC+8Ub3OiXmoctCcuKgfeS/zdWtpLxbt8RVCsVsQ7j/rheQlF+TJ/8R3yjvmWee0csvv6xnn302yF8BAIQOQjcAAPCkxHzcOK9HgtTUrFlTM2fOdK6vW7dOuXLlcq7PmeOf4fZ7U9IL/13/SdIWbd1aVu3bP6Z3333XuXfnzp0qYJt0A0CUivH5omNF1Z49e5Q3b17t3r2bEicAADy0e7dUuLB09Ki0erV08cVejwjJHTp0SLVq1VKdOnUUFxenzp07K3v27Fq4UHrrrQ6Jjjwoqb2ktZIsmL9ofer15pvbNXZse+fj2OuuESNGqFgxmxUHgOjLmJmCOioAABD18uaVGjSwDtnubDehO/Rky5ZN8+bN0+TJk3Xrrbc6M9/GmqfZlmAJsttCgZMeX758YX399dfBGzAAhDDKywEAgKddzBGabGa7TZs28YHb1K4txcam/hhrnlaypHscAMBF6AYAAEHXvLmUIYO0dKn0xx9ejwZplTGj20gttcBtBg92jwMAuAjdAAAg6M47T7rmGvc6DdXCh3UCmjLFvZ7dKssTsRnwMWMSqhgAAC7WdAMAAE9YOPvuO7fEvHt3r0eDtJg8WZo1S8qaVVq5Utq0SdqyRbIeaVZSzgw3AJyM0A0AADzRqpUbtufOlf7+WypSxOsR4VSs23zPnu51+7ldcIF7AQCcGuXlAADAE6VKSVde6ZYsT5zo9WhwOta1fO1aqVAhqXdvr0cDAOGD0A0AADxDF/PwsGuX9PTT7vVnnnG3fQMApA2hGwAAeB66Z8xwgx1CU//+0j//SBUqSJ06eT0aAAgvhG4AAOCZ8uWlihXd9cJffeX1aJCS9eulIUPc66+8ImWiIxAAnBFCNwAA8LyhmqHEPDTZ+u0jR6TrrpMaN/Z6NAAQfgjdAAAgJErMp06VDhzwejRIbMEC6bPPpJgY6dVX3bcAgDND6AYAAJ66/HKpdGnp4EFp+nSvRwM/6yr/yCPu9Q4dpMsu83pEABCeCN0AAMBTNntKF/PQ88UX0sKFUo4c0nPPeT0aAAhfhG4AAOA5f+iePNldPwxvHT4s9erlXn/sMal4ca9HBADhi9ANAAA8V7OmVKSIu21YXJzXo8HQoW7XcgvbPXp4PRoACG+EbgAA4LmMGaWWLd3rlJh7a8eOhHJye5szp9cjAoDwRugGAAAhVWI+frx0/LjXo4lezzwj7d7tNk674w6vRwMA4Y/QDQAAQkLdulLevNLff7tbVSH41q6V3nzTvW5bhFkFAgDg3BC6AQBASMiSRWrWzL1Oibk3rGnasWNS06bSddd5PRoAiAyEbgAAEDISbx1m+0QjeKyB3cSJ7uz2yy97PRoAiByEbgAAEDJuuEHKnl364w9p2TKvRxM9TpyQHnnEvd65s1ShgtcjAoDIQegGAAAhI0cO6cYb3evjxnk9mujx0UfuSY48eaSnn/Z6NAAQWQjdAAAgZEvMEXgHDkh9+7rX+/SRChf2ekQAEFkI3QAAIKQ0aSJlziytXi2tWeP1aCKfdSn/80+pdGmpWzevRwMAkYfQDQAAQkq+fAmdsykxD6wtW6QXX3Svv/CClC2b1yMCgMhD6AYAACGHEvPgePJJaf9+6aqrpFtv9Xo0ABCZCN0AACDkNG8uxcRIS5ZIGzd6PZrItGKF9O677vWBA93vNwAg/RG6AQBAyClSRLrmGvc6Jebpz/ZA79HDfXvzzVKtWl6PCAAiF6EbAACEJErMA2faNOmbb6QsWdy13ACAwCF0AwCAkNSqlft27lxp2zavRxM5jh1zZ7nNQw9JF1zg9YgAILIRugEAQEiyLayqVpVOnJAmTvR6NJHD1nHbdmwFCiTszw0ACBxCNwAACFmUmKevPXvcjuXmqaek/Pm9HhEARD5CNwAACPnQ/e230u7dXo8m/Nn6bSvVv+gi6b77vB4NAEQHQjcAAAhZFSpIF18sHT0qffWV16MJb7b12qBB7vWXX3abqAEAAo/QDQAAwqKhGiXm56ZPH+nQIenaa9190AEAwUHoBgAAYVFiPnWqdOCA16MJT4sXSx9/7F5/9VUpJsbrEQFA9PAsdK9atUrVqlVT/vz51bNnT/l8vjQ/dteuXSpWrJg2bNgQ0DECAADvXXGFVKqUG7i//trr0YQfe4n16KPu9dtvdzvCAwAiPHQfPnxYzZo1U9WqVbVkyRKtXr1aI0eOTPPjLaRv3bo1oGMEAAChwWZl/bPd48Z5PZrwY9+zOXOkbNmk55/3ejQAEH08Cd1Tp07V7t27NXDgQF1wwQXq37+/3rVNI9Pgu+++08SJE1WwYMGAjxMAAIQGf+i2/bqtqRrS5sgR6fHH3es9ekglS3o9IgCIPp6E7h9//FE1atRQjhw5nNuVK1d2ZrvTMkPeuXNnvfbaa8qVK9dpj92zZ0+SCwAACE+1aknnnWdLzKS4OK9HEz6GDZN+/VUqUkR67DGvRwMA0cmT0G0BuGzZsvG3Y2JilDFjRv3777+nfJzNiJcrV0633nrraT/HgAEDlDdv3vhLSU7tAgAQtjJmlFq2dK/TxTxtdu6Unn3Wvf6//0m5c3s9IgCITp6E7kyZMilr1qxJ7suWLZsOnKIl6c8//6w333xTw4cPT9Pn6N27t1PC7r9s2rTpnMcNAAC8k3hd9/HjXo8m9D33nGTzGZdcIt19t9ejAYDo5UnoLlCggLZv357kvr179ypLliwpHm+dzTt16qTnnntOxYsXT9PnsFCfJ0+eJBcAABC+6tWT8uaV/v5bWrjQ69GENispf/119/orr7iVAgCAKArdtlXYggUL4m+vX7/eWYNtYTwlGzdu1Ny5c52u5fny5XMudp+tBf/kk0+COHIAAOAVOzfftKl7nRLzU7PmadZwrlEj6YYbvB4NAEQ3T0J3nTp1nHXd77//fvxa7QYNGjjrum0P7uPJasZKlCjhBPPly5fHX2zGe8qUKWrevLkXXwIAAPCwxNxCt+0/jZPZ9mD2/cmQwZ3lBgB4K5MnnzRTJr3zzjtq27atM3udIUMGxf3XijR//vxatmyZqlSpkuT4MmXKnPQxYmNjT9vFHAAARA6btc2eXdqwwXZDkRK9XICkEyekRx91r3fsKFWq5PWIAACehG5jM9S//fabli5d6mwf5t9329Zvp8UGe7YFAABRJWdOt2TamqnZbC6hO6lPP5UWL5ZsTsLfuRwAEIXl5X5FixZVkyZN4gM3AADAmZSYI8HBg7Z7i3u9Vy93b24AQJSHbgAAgDNlzdQyZZJ++klau9br0YSOwYOt+axUsqT0yCNejwYA4EfoBgAAYSVfPum669zrVmYOads2acAA93r//u66dwBAaCB0AwCAsEOJeVJPPSXt3StdeaXUrp3XowEAJEboBgAAYadFCykmxm0aZiXV0Wz1auntt93rr77qbhUGAAgd/FkGAABhx5qEXX21e338eEW1nj3drcJatpTq1PF6NACA5AjdAAAgrEvMo3ld9zffSFOmuI3lXnrJ69EAAFJC6AYAAGGpVSv37XffSdu3K+ocPy49+qh7/YEHpIsu8npEAICUELoBAEBYKlNGuuIKt7R64kRFnZEjpZUr3W7uTz7p9WgAAKkhdAMAgIjpYn78+HHNnj3budh1vx07duirr77SunXrFAn27ZP69XOvP/GEVKCA1yMCAKSG0A0AAEJe3759VbVqVTVu3FjbE9WS+0P3t99Ku3dLbdu21fjx4/X555+rdevWzvvWr1+vG264QatXr9Ydd9yhsWPHKty9/LK0dat0/vluaTkAIHRl8noAAAAApzJ16lTNnz9fixcvVlxcnPr166e33nrLed/FF0sVKkhr1kiffrpdtWrVUvfu3Z33FS1a1Hm7YsUKDR8+XNWrV1eFChU0ceLE+EAejjZvdkO3seZpWbN6PSIAwKkw0w0AAELa9OnT1b59e2XIkEH16tVzAnhKDdU++aSwihTpri+/3Kpnnvmfmjdv7tzfokULJ3AvWbJEr732mtq1a6dwZmXlBw9K11yTMNMPAAhdzHQDAICQtnfvXpUqVcq5HhMTo/379yd5vzUS83cxt4u0QlmyTNPNNzdJctykSZO0bds25cmTR+Fq2TLpww/d66++at8Pr0cEADgdZroBAEBIs5CcOGgfOXIk/ro1UOvVK/kjrteRI9/pk0/e1gcf/BN/7zPPPKOXX35Zzz77rMKRz+duEWZv27aVqlf3ekQAgLQgdAMAgJBWs2ZNzZw507lu3cdz5crlXLfm5N26uSHUtVJSfUknJB20mKq+fXOoR4/H9O677zpH7Ny5UwXCtNX35MnSrFnuGu4BA7weDQAgrWJ8voSnqki2Z88e5c2bV7t37w7rsjIAAKLNoUOHnAZpderUcRqpde7cWdmzZ3eap734YodkR/9P0gRJ2SQ9aiu+NW7cdg0b1t75OPYaYMSIESpWrJjCydGj0iWX2EkHd2af0A0A4ZMxWdMNAABCWrZs2TRv3jxNnjxZt956qzPzbUaPTunoJ/67JJg7t7C++uprZc6ssGXN2i1wFy4s9e7t9WgAAGeC8nIAABDybGa7TZs28YHbpHWy2hqOlSghPfKIbR+msLNrl/T00+71Z56xNe5ejwgAcCYI3QAAICzVri3Fxqbewdvuz53bnR3evl0aNEi67DLpiiuk116TduxQWOjfX/rnH3dP8nvv9Xo0AIAzRegGAABhKWNGacgQ93ry4O2/PXKk9Oeftl2Y1Lq1nBJz23bLGrAVL+7uc23vszXToWj9+oSv8eWXpUwsDASAsEPoBgAAYctC85gxbvl4YjYDbvfb+y1oN23q3t6yRRo6VKpa1Q3a48ZJzZu7x9t2XCutAXoIsfXbtkNagwZS48ZejwYAcDboXg4AAMKebR82Z44bqm2tt5We20z4qVjA/uAD6aOPpG3bEu638vMOHdy9sAsVkmcWLJBq1XJn7W123krjAQDhlzEJ3QAAIKrZjPf06dL77yctNbcZ8mbN3ADeqJF7O1js1ZkF7oULpbvvlv7bZhwAEEII3ckQugEAwOlYczXbiszWgv/wQ8L9550n/d//uQH80ksDP47PP5duvVXKkUP65Rd3/TkAIDwzJmu6AQAA/mPl5A89JC1dKv34o7vNmAVuKz8fOFCqXNldD27rwgPV/fzwYalXL/f6Y48RuAEg3BG6AQAAUmAB2/b43rxZmjgxoSmbzYB37eqG4ZtvliZPTt/u5xborWu5ffwePdLv4wIAvEF5OQAAwDmWnxcpklB+fskl5/bxL7xQ2r3bXWNuHw8AEJpY050MoRsAAKSnFSvc7uejRiXtfm7l5/7u5wULSn379tW0adNUpEgRffDBBypcuHCKH69379764IM52rLliEqUaK+NG7vpueee1cyZM+OPWbRokQ4ePBiMLw8AcBqE7mQI3QAAIBCstHzqVHf227qfHzvm3m+l6NWrT9WePS9pyZIZmjs3Tp999pneeuutk7Y6mz//B8XFfaCZM4fo+PF9ypkzVrt3/6OMifY9+/TTT7VixQr179/fiy8TAJAMoTsZQjcAAAi07dsTys9tb22pu6RLVKRIR7Vv79PEiZX1yy8rnWO//FLq1s1dM57YpZdu1N6912q9Lez+z5EjR3T11VcrLi5OOXPmDPJXBQBICd3LAQAAgswqx63Jmq33Xr5cqlRpr/LmLaW//7bu5zH69df9uvJKqWNHtwlb8sAt+bRy5YNq0eK5JPeOHDlSrVu3JnADQBgidAMAAATAZZdJDRvm0YgR+zVhgtSqld17xNmO7N13pZRrDZ+RVEpfftneKT33e/PNN9XRkjoAIOwQugEAAAKkZs2a+u67mWreXHrhhXW68MJceuCB1I5+TZKVng/Rpk3uWm+zZMkSFStWTIVsE3EAQNghdAMAAARI8+bNNW/ePHXv3l233HKLHnmkm44dG2kF48mOXPff+u+Nkq6VdI1++ulP5z0TJ05UgwYNPBk/AODc0UgNAAAggGyLr8mTJys2NtaZ+Y6Lk+rVO/3jZs2S6tYNxggBAGeD7uXJELoBAEAosLXaZcpIf/6Z8rrumBgpNlay5uWJdgwDAIQYupcDAACEIAvSQ4YkBOzE/LcHDyZwA0CkIHQDAAAE2U03SWPGSCVKJL3fZrjtfns/ACAyZPJ6AAAAANHIgnWLFm6X8i1bpGLFpNq1meEGgEhD6AYAAPCIBWyapQFAZKO8HAAAAACAACF0AwAAAAAQIIRuAAAAAAAChNANAAAAAECAELoBAAAAAAgQQjcAAAAAAAFC6AYAAAAAIEAI3QAAAAAABAihGwAAAACAACF0AwAAAAAQIIRuAAAAAAACJJOihM/nc97u2bPH66EAAAAAAMKcP1v6s6aiPXTv3bvXeVuyZEmvhwIAAAAAiKCsmTdv3lTfH+M7XSyPECdOnNBff/2l3LlzKyYmRqF8tsRODGzatEl58uTxejg4R/w8Iws/z8jDzzSy8POMLPw8Iw8/08jCz1PODLcF7uLFiytDhtRXbkfNTLd9E2JjYxUu7D9utP7njUT8PCMLP8/Iw880svDzjCz8PCMPP9PIEu0/z7ynmOH2o5EaAAAAAAABQugGAAAAACBACN0hJmvWrHrqqaectwh//DwjCz/PyMPPNLLw84ws/DwjDz/TyMLPM+2ippEaAAAAAADBxkw3AAAAAAABQugGAAAAACBACN0AAAAAAAQIoRs4BxMmTND555+vTJkyqUqVKvr5559P+5jmzZsrJiYm/tKgQYOgjBWINiNHjkzyu+a/2P2nUrly5STHd+zYMWhjBiLdjh07VLZsWW3YsOGcnksNz6dA4H9Hz/a51PB8moDQHWSrVq1StWrVlD9/fvXs2VNp6WM3ZswYlS5dWsWLF9fo0aODMk6c3m+//aa77rpLL7zwgv7880+VK1cuTX9MlixZopUrV+rff/91LvZiA6Gha9euSZ4cLrzwwtM+Zvbs2br44otVqFAhDRw4MCjjRNq0a9cu/vfMLps2bXJ+TrVr1071MQcOHHB+t7dt2xb/uKFDhwZ13Dh9SDub51LD86n3P8umTZsm+Vme7XOp4fk0dH9Hz+b51PCcGnq/o2fzXGp4Pk2K0B1Ehw8fVrNmzVS1alXniWL16tWnPUtkLyzat2+vJ554QtOnT9eTTz6ptWvXBm3MSJ2dibcXCbfccouKFCmiLl26aNmyZad8jL2gsBeHl1xyifLly+dccubMGbQx49Ts9/Krr76Kf3I43c9z+/btzkxL27ZttWDBAn388ceaNWtW0MaLU8uSJUv875ldPvzwQ7Vq1UoXXHBBqo+xn7mdmS9cuHD847Jnzx7UcePULwDP5rnU8Hzqvdtuu815AX+uz6WG59PQ/R09m+dTw3NqaP6Ons1zqeH5NBnbMgzBMW7cOF/+/Pl9+/fvd24vX77cd/XVV5/yMd26dfPdcMMN8bcHDx7s69u3b8DHijM3fPhwX+XKlU95zJdffukrXLiwr0SJEr4cOXL4br31Vt/OnTuDNkak7ujRo748efL49u7dm+bHDBo0yFehQgXfiRMnnNvjx4/3tW/fPoCjxNk6ePCg77zzzvOtX7/+lMcNHDjQFxsb6ytUqJAvb968vvvuu8936NChoI0TSV133XW+IUOG2DR2/M/ubJ5LDc+n3vv999+dt4l/nmfzXGp4Pg3d39GzeT41PKeG/u9oWp9LDc+nSTHTHUQ//vijatSooRw5cji37eyPnaE/3WPq168ff7t69epaunRpwMeKM3PkyBG9+uqruu+++0553Jo1a3TZZZc5Z38XLlyo9evXq3fv3kEbJ1JnJYonTpxw1hPamdhGjRpp48aNp/39rFevnlM6Z/j9DF2ffPKJrrrqKpUpU+aUx9nM5zXXXKO5c+c6s6HffPONBg0aFLRxIqkRI0Y4Zarn+lzqfxzPp96yEuT0eC41PJ+G7u/o2TyfGp5TQ/93NK3PpYbn06QI3UG0Z8+eJP+Z7Y9KxowZnbKbtD4mT548+uuvvwI+VpyZp556yilrO906NHtBYH907IXCpZdeqpdfftlZYwjv2Yv28uXL66OPPtKKFSuchj6dOnU65WP4/Qwfb775ZppeyNtxttbX/i/YCwsrQeZ3NLReAJ7Nc2lKj+P3NXyfSw3Pp6H7O3o2z6eG39HIeS71H8vzaYJMia4jwOyPTtasWZPcly1bNqfRgDWDSctj/McjdMycOVNvvPGGc6Y9c+bMZ/TY8847T//884+zRjH5/w0El631tIvfsGHDnCd/exFgT/wp4fczPPz666/OpWHDhmf8WPsdtbWjCO/n0pQex+9r5DyXGp5Pw/v51PA7GrnPpSban0+Z6Q6iAgUKOE0iEtu7d6/ToCCtjznd8QguK2ezhh/2QqFixYqnPf7WW291ymz8rFGINY7hBULosScHK4/bsmVLqsfw+xkePv/8c6fRT1peyNesWdPpzJr4d9S6XSO8n0tTehy/r+H7XGp4Po2s51PD72jkPJcank+TInQHkW1vYv/hEj/J2BlZ+yOT1sdYJ8ASJUoEfKw4vYMHDzp/fFq0aOF0cdy3b59zsf4Tdjb36NGjJz3GSuAefvhh54XC+PHjnfI469QK79m2Q7ZWyc9+7zJkyKCSJUum+hh+P8PDtGnTVLdu3ST37dq1S8ePHz/p2EqVKqlz585atGiRPvjgA2d9Kb+j4f9cmtLj+H0N/edSw/NpdDyfGn5Hw++51PB8mkbJGqshgKybo3XafO+995zbHTt29DVt2tS5/u+///qOHTt20mOsK2vOnDl9K1ascLpAVqlSxffKK68Efew4mXXVtF+h5Bfr6Fi6dGmnw25yR44c8d19993Oz7Ro0aK+Z555xvl/Ae999NFHvrJly/q+/fZb3/Tp033lypXzdejQwXnf7t27nZ9dctu3b/dly5bN98033zjvb9Soke/BBx/0YPRIzYEDB3xZsmTx/fzzz0nut9/VZcuWnXS8/S1u2bKlL3v27M7v8bBhw4I4WqQmeWfk1J5LDc+n4fXzPNVzqeH5NDwk/pmd6vnU8Jwa+pJ3L0/tudR/LM+np0foDrIJEyY4W1sULFjQedHw008/nfI/rOnTp4/zH922X6hatarzHx9A+uvVq5ezrUWBAgV8Xbt29e3bt++UL/r829tkzpzZ2cLIXmRs3bo1yKMGou8FYGrPpf5jeT4FvP0dTe351PCcimgUY/+kdVYc6WPr1q3OFgi25UnBggXT9BjrBGnNB6699lrWtwAhxspbbfua2rVrK1euXF4PB4gKZ/Ncang+BUIbz6mIRIRuAAAAAAAChEZqAAAAAAAECKEbAAAAAIAAIXQDAAAAABAghG4AAAAAAAKE0A0AAAAAQIAQugEAwEmOHz+uY8eOnfKYtWvX6vvvvw/amAAACEeEbgAAItyJEydOCtANGjTQm2++meS+I0eOyL+T6Mcff+zskZs7d27ly5fPuWTOnFnDhw+PP37s2LF6+eWXg/RVAAAQnjJ5PQAAABBYa9asUYcOHZzQHBMT49y3evVqbdy4UaNGjXJuW9g+fPiwpk+froIFC+qOO+5wLok1bdpUWbJkib+dPXv2JLcBAMDJCN0AAES4ihUrnlQGbgH65ptvdsL4mfCHdv/1xLcBAMDJCN0AAEQ4KxMvUaKEM9Od2CuvvOJc/Pbs2aPixYtr4cKF+vXXX50S9MS2bdvmhHUAAJB2hG4AAKKAlY2XKVPGWd/dpUsXZ622rce2mWpb750pUyaNGTNGgwYNco7fv3+/Dh48qL///tvroQMAENZopAYAQIRr1qyZcuTIoR9++EGNGzd2Zr6feuopJ1C3atVKtWrV0q5du5y3zz//vPOYffv2KU+ePF4PHQCAsEfoBgAgwo0ePVpLly7V1VdfrU2bNmn27NnKnz+/qlatqmuvvVaff/65smXL5pSW161bN77U/I8//nBmxxNf3njjDa+/HAAAwgqhGwCAKHDDDTdoy5YtevTRR51wbeHZ1m3fe++9GjZsmKpVq6YNGzbEH3/jjTc6W4jZff5LbGysU5YOAADSjjXdAABEuJ07d6pRo0Zavny5jh496mwJNmPGDD3++OMqWrSo8ubNq4wZMzqz3Nbl/Lzzzkvx46xfv96Z7QYAAGlH6AYAIMIVKFBAffr0cdZwW/dxKy3v3r27SpUqpX79+mnevHkqXbq0fvzxx1QDt+3hbTPl559/ftDHDwBAOKO8HACACGfdyVeuXOkEbJuttqZqGTIkvASYOnWqqlSp4oTqxHw+nzM7buvBBw4cGL/1WOKPaxcAAJA6ZroBAIhgFoqvu+46J0BbeLbQbJ3LbQuxbt26Occ899xzTofzW265xelabrPgxrYTu++++7Rs2TJdeOGFev311537/A4dOuSUqwMAgNTF+OxZGAAARKw///xTxYoVi5/dtr24s2TJojvvvNOZvfazbcNsm7DEs+DWTM2OBQAAZ4fQDQAAAABAgLCmGwAAAACAACF0AwAAAAAQIIRuAAAAAAAChNANAAAAAECAELoBAAAAAAgQQjcAAAAAAAFC6AYAAAAAQIHx/3yPMyybFd8uAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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sSBVyWReeuUI8ERFRQWPQTURERERERFRI8pb3RURERERERET5xqCbiIiIiIiIqJAw6CYiIiIiIiIqJKxengupQBoUFAQHB4dcW54QERERERFRyZCWlqa6VXh6eubYsYNBdy4k4K5QoYK+h0FEREREREQGKCAgIMsWlloMunMhM9zaNzJzb04iIiIiIiIqmaKiotQErTZmzA6D7lxoU8ol4GbQTURERERERLpyW4bMQmpEREREREREhYRBNxEREREREVEhYXo5ERERERERZejglJiYqO9hGAQLCwuYmZk90TkYdBMREREREZEiwfb169dV4E0azs7O8PDweOwW0gy6iYiIiIiISPWdDg4OVjO7UpU7p97TJeX9iI2NRVhYmHpctmzZxzoPg24iIiIiIiJCcnKyCjI9PT1ha2ur7+EYBBsbG/VVAu8yZco8Vqp5yb50QUREREREREpKSor6amlpqe+hGBTtBYikpKTHej6DbiIiIiIiIkr3uGuXiyuTJ3w/GHQTERERERERFRIG3URERERERGS0UlNT1Xp0Q8Wgm4iIiIiIKCsRAUDQyexvsp/SpaSm4eDVO1h3MlB9lcdFYfv27WjXrl2ejo2JicHEiRORkJCAosLq5URERERERJlJQP1zUyA5h+DM3Ap4zRdwroCSbvPZYHy+3g/BkfHp28o6WWNS77roVv/xWm1l59lnn8XVq1fT11pHRkbi7t27aNasWfoxElSvXbsWNWrUyPBcOzs7tb1p06YYMmQIioJJmjQfo2xFRUXByclJ/SAdHR31PRwiIiIiIioKMpM9Jw+zp+P2AJ6NUBzEx8fj+vXrqFKlCqytrfMVcI9fchyZA0tt+bHZI5oUaOAdFBSkvmr7iM+cOVOlmL/55pvpxyQmJsLDw0O1+mrevDlcXFzS90lsJ891cHBIr0pesWJFbNu2LV/vS15jRc50ExERERER0SNkfjYuSdNGLDuSQj7pn3OPBNzq+Q8C78/+8UPr6m4wM825CriNhVmeKoVLH/EjR45g1KhRqo/2nTt3VBAtaeYSfJcrVw7r169Xx8r5pPe4BOoSPGuDZnm+nKd8+fL4999/8fnnn6OwMOgmIiIiIiKiR0jAXffTLU90jjQAIVHxaPDZ1lyP9fuiK2wt8xaiSuE0maGW9dm6AgMDVfq4lr29PSZPnoy4uDh4eXnhpZdeUjPic+fOVQH3pEmT0KRJE3z55ZcoLAy6iYiIiIiIyKiYmpqqmfjMVctTUlIyzJZL+neHDh3UGvADBw5gzJgx6c+rXLmyOkZmvOVWWBh0ExERERERUZbp3jL7nJMj1+/ihQVHcz3XwlHeaF7FJdfXyw9JGf/xxx8zbJMCahJo67p58yZefPFFjB07Nn0WfNCgQahUqRKKAoNuIiIiIiIieoTMGOeW7t2mRmlVpTwkMj7Ldd0mADycrNVxua3pzi9XV1f069cvw7bbt2/D19c3/bGkoHfp0kVtk4JrZmaadeMBAQHpM90y8y2F1ywsLNKLsxUkBt1ERERERET0WCSQlrZgUr1cQmrdwFsbYk/qXbfAAm5JH5diaUKqj7do0SLDfn9///SgWwLud955B2vWrIGlpaXatnTpUlVQ7d69e3j66afTg26ZId+wYYNqJVbQGHQTERERERFlZuuq6cOdW59uOa6Ek3Zg0hYsc59uj0Lo071161ZVDE1mpWXGWrdNmC5p71W2bFm1jltmuLVkLXevXr3QqVMnVK9eHT179lTnKkzs050L9ukmIiIiIiqhIgKA++GSZ531fgm4nSuguHjcPt267cNkjXdYdDzKOFirNdxmBZxSrkv6asua7jlz5qg2YRs3blRVyYcOHYoBAwbA3PzhHLPMjm/ZsgXvvfcefHx88PXXX+O5555TBdbkvhyfHfbpJiIiIiIiKgwyk73sWaBOL6D7NMAsU/jE+csMJMBuWa3wZ/7XrFmDadOmwcPDAx9//LEKuEWPHj1Uyrm0AXv//ffVLLfMbH/yyScqQC9TpozaJ0XUxKZNm1Rvb5k5nz17NjZv3qzWfBc0Bt1ERERERERZOb8euB8GBJ/KGHCnJAPH/wCOzgNGbQRsSulzlCVO8+bN8eeff6o+25m1adMGO3fuhJ+fn0ovF5JKLmu7GzRo8Mjxsu/MmTNqHXhhBNyCQTcREREREVFWmowESmkqXGdgYgocnQ+E+Wm+tn1XH6MrsSpWrJjrMXXr1k2/P2LEiByPtbW1VcF6YWHQTURERERElBWZ3a7e8dHt0laq8+fAnatA0xf0MTIyIgy6iYiIiIiI8qtGZ82NKBcF3/mbiIiIiIjI2P3zOnDwFyAuIm/Hyzpvoiww6CYiIiIiItJ17wZwfBGw9X859+kWQSeAP/oAuyYX1ejIyDC9nIiIiIiISJe1k6ZFmATfDu45HxsVDFzfo6lw3u59wMIGJbKfeeyd7PfbFm4/c2kLlpaWBgsLiwx9uVNSUhAREYFr166p3tw5efvtt1W/bktLywIfH4NuIiIiIiIiXdICzGdc3o6t1R1o/z+g4ZCSG3D/3DTnjABzK+A13wIJvAMDA9GxY0fVj1uC7dDQUEydOhUzZsxAUlISbty4gXr16qmgu1u3bqp3d9++fTFlyhT8999/OHnyJExMTJCYmKh6dg8ePFidd8GCBfjmm29QGBh0ExERERERPS4TE6DdeyixZIY7txT85ATNcQUQdJcrVw4XLlxAXFwcXnrpJTz//PMYOXKkuklQPXPmTKxZsybDc/bt24ewsDCsXbsW69atQ+XKlfHZZ5+pc0if7tmzZ6se3RKMFwau6SYiIiIiItK6sBG4tBVITny85yfFodhJvK+5paU93Cbvj2xLScrbOZLjgKT4rM+bmpqv4Rw9ehQNGzZEdHQ03nrrLbXt+++/x9y5cxEeHo7vvvtO3eR+QEAAqlevjtatW6ug+urVqyrQTh9WcnKGtPTCwKCbiIiIiIhISFC5/TNg2TPA2T/z91yZzd30ATC9DhAdimJliqfmprtu+8AMzbb9P+TtHL93A/55LeO2HxtozhF+MV/D8fb2xgcffIAaNWqkb5MU8549e+Lll19G+fLl8ccff6ig+5NPPsHQoUNV6rmwsrLCvXv3UJSYXk5ERERERCRSEoGq7YCkWKB2j/w918wSuHUUiLunCdhbvlJYoyzRduzYgXfeeQfm5ppQtlmzZhg/fjzs7e0xZMgQ1KlTB5s3b4a7u7s6Zs6cORg0aBCOHz+efg5bW9siHTODbiIiIiIiIm3Brx7TgO7fatZq54cc320qkBANVOuAYuWjIM1XC51gtdUEoMUrQKgfcGFD7ucYvRko2zjjtjfPaL6a570A3dNPP63SyyWdXALtY8eOqZltrZiYmAyPpRr533//rVLLpcL53bt34eTkhKLEoJuIiIiIiEjX4xbUqtAcxZKl3aPbzKW1liVglsf10OY2gIV17ufNhRQ8k5uWFFCTdHPt+mwbG5sM+8XWrVvx559/qorlsqbb09NTbZfHEohLpfPCxDXdREREREREkYHAnasFdz4pMBYfVXDnoyy1b99ezXhLwC1VzT08PNL3SVAtpKJ5y5YtVcXyU6dOwcvLC7169VI3WeutPa6wMOgmIiIiIiI6/CvwUxNg26QnP5dUP5dz7ZyMYs/WVZOWnxNzK81xhUjSzVevXq3Szw8dOoRp06ahYsWKKv38ypUrqrWYrPf+999/Vcr5uHHj4OzsjAMHDqB27dqFOjamlxMREREREcXeBUzMgHJNn/xcknod4Q9c3AR0mfwgFbuYkt7br/lmrGyema1rgfTo1pL+2pnXZtvZ2WHRokXYv3+/KqjWokULVdFcgmtpKyZF1d5++20MHjxYbTtx4gQmTpyIH3/8EWfOnEFsbGyh9elm0E1ERERERNRvFtD5c8DK4cnPVaUdMGAeULtn8Q64tSSgLsCgOjcya33x4kWsXbtWpZVL9fIjR45g+/btar32rl27MGbMGEyYMAE///wzGjVqhODgYISFhWH58uXqHBKQ7927F6amphg9ejReffXVR9aCFxSTNFk5TtmKiopSV1AiIyPh6Oio7+EQEREREREVivj4eFy/fh1VqlSBtXWmomcG7Pz586hWrZpKG9eS4mi3b99WrcMK633Ja6zINd1ERERERFRySeXqpLjCfQ1JNadCI2u1dQNuITPYBRFwFwQG3UREREREVHL5HwC+rQZseKfgz50YCywZCPzUFIgIgLFgMnRGT9pSjGu6iYiIiIio5Lq8DUi6DyTHF/y5LW2B5AQgNQW4sQ9oNBSGzMLCQhUTk7Ts0qVLF1phMWO6+CDtxOT9kJnzzLPpecU13bngmm4iIiIiomJMwqFbxzQF1MoUQuuosAuaYmouVWEMYmJicOvWLc5267C1tUXZsmUfCbrzGityppuIiIiIiEoumc2t4F145y+MQL4Q2dvbo0aNGkhKStL3UAyCVDSXdmNPMuuv1zXd4eHhqgLcjRs3stzfrVs3LFy4MP3xnj171CJ5Nzc3TJ8+PcOxa9asQaVKlVSJeG0ZeK1Zs2apRfRVq1bFzp07C+m7ISIiIiKi4iglNQ0Hr97BupOB6qs8fiwxt4HoUBhDoClVunmzTk+5fxLm+gy4e/XqlW3AvXTpUmzZskU1NheSR9+nTx+88847GDp0qNreuHFjtG/fHmfPnsXw4cNVcO3j44MBAwagSZMmqFWrljrHu+++ixUrVqh1CSNGjMDRo0fh6upaxN8xEREREREZjOREYGFPoHonoNXrmvXXWdh8Nhifr/dDcOTDNd9lnawxqXdddKtfNu+vd2IpsPFdoP4AoO+sgvgOyEjobaZbguZhw4Zlue/u3bsquJagWTcIl1nsTz75RKU7fPrpp5g/f77aN2/ePBV8jx07Fg0aNMBrr72GxYsXq32zZ8/GyJEj0bdvX7Rq1Up9/euvv4rouyQiIiIiIoN0dSdw6whw7HfA3CrbgHv8kuMZAm4REhmvtsv+PHOrCSTFAuGXgZTkJx09GRG9Bd1z587FG2+8keU+Cbj79++PFi1apG87deqUCqy1U/vNmzeHr69v+r4OHTqkH5vXfVlJSEhQC+J1b0REREREVMxUagn0+xVo/yFgavbIbkkhlxnurBLJtdtkf55TzWXd+JjtwOgtgBlLa5Ukegu6ZS13Vnbt2oUdO3bg22+/zbBdgl/d50h1uKCgoCfal5WpU6eqCnTaW4UKFZ7guyQiIiIiIoNk7aRp4dX0hSx3H7l+95EZbl0Sast+OS7PJPAu4W24SiK9FlLLLD4+Hi+99JJKCXdwcMiwTyrGWVk9TPuQRe2xsbFPtC8rH374oSr5rr0FBBhPE3siIiIiIioYYdHxBXpcBpJefvNA/p9HRsmg8hq+/PJLeHt7o2fPno/sc3FxUcXUtKKjo9P7pD3uvqxIgK4bpBMRERERUTFz4CfAoSxQqztgaZflIWUcrPN0qrwely4+CpjzNHDvOvDqEcCtRv6eT0bHoGa6ly1bhnXr1sHZ2Vnd5PErr7yibhKMHzx4MP3YEydOoFy5cur+4+4jIiIiIqISJiEG2PkV8OcYIPxStoc1r+KiqpTnlAxe2sFKHZcv1o6aomo2pYC71/L3XDJKBhV07927V7X/OnnypLpJi7AvvvhC3eT+/v37sX37dtWoXdZ8d+3aVT1v4MCBqiXYmTNnEBMTg5kzZ6bvGzRoEH755RcEBgYiNDRUVTzX7iMiIiIiohImJRFo+QpQtT1QtlG2h5mZmqi2YDmVSYuJT8KxG/lY063Vazow4TRQk3FJSWBQ6eXly5fP8Nje3h5ubm7qJn744Qf06NFDbZeZ8IULF6rtDRs2xIQJE9CsWTO1ZltaisnsuOjduzdWr16ttomOHTuqPt5ERERERFQC2boAHT/N06HSh7tZpVI4dvNehu3ujlawtTTD9fBYPDf/CL5/tiF6N/TM+xgc83EsGT2TtLS0PNa4NwzXr1/HhQsX0KZNGxV86/Lz81Mz2u3atXtk3fbRo0dx//59tU/bdiwvpPq5VDGXompS+ZyIiIiIiEoGKZLW+uudSEpJw5T+9WFnZa7WcEtKeVJKKiasOIEt50LVsR/1qI0X21TNV6yhBJ0ArBwB12qF801QoclrrGh0QXdRY9BNRERERFRMSIBrYgp4eOWpddfMHZcxfdslNKnojLWvtH5kv/To/vJfPyw8cEM9HtmyEj7tXU+lpufJvh+B7ZOAev2BZzRZvFT8YkWDWtNNRERERERUaKSA2m9tgUOzcz1UZrKXHfZX959vWTnHdd8f96yjHv9x8CbGL/FFXGJK3sZTvRNgag6Y2wCpeXwOGR0G3UREREREVPxJgq+1E2BuDdTonOvh2/xCERIVDzd7S3Rv4JHtcZJOPrZNVfw8rDEszUyx1S8Uw+Ydwp2YhNzH5FEfeOsc0H82YGqW3++IjASDbiIiIiIiKv4knXzQfOC9a3nqjb3ooCZlfGjzirAyzz0g7uXliSVjfeBkY4ET/hEYOPsAboTfz31cDtkH9FQ8MOgmIiIiIqKSw9Iu10MuhkTj0LW7Kn18mE/FPJ9aCqz9Ob4lyjnb4MadWAyYfQAn/DNWPs/W/TvAqRV5fi0yHgy6iYiIiIioeEuIBuLyGPwCWHxIM8vdpa47yjrZ5OulqpdxwF+vtkL9co64ez8RQ+cewtZzITk/KfYuMLMR8NdLQPDpfL0eGT4G3UREREREVLzJDPK0GsDWT3I9NCo+CWuPB6r7z7Ws9FgvJ23FVo5riadrlUZ8UipeXuKbnq6ebe9wWWcuVdWT87AWnIwKg24iIiIiIir+rcJSkwB791wP/dP3FmITU1CjjD1aVnV97JeUnt7znm+GId4VkJoGfLruHKZuOo9UeZCV3jOAl/4DKng/9muSYWLQTURERERExVu/X4BXDgMNh+Z4mATEiw/eVPefb1lJVSZ/EuZmppg6oAHe6VxTPf5tzzVMWHkSCclZtAezcshT73AyPgy6iYiIiIio+CtTG7DLeeZ6/9VwXAu/D3src/RvUr5AXlYC99c71sD3zzSEuakJ1p8KwvPzjyAyNinrJ0i/7tOruLa7GGHQTURERERExbs/dx4tejDLPbBJORV4F6SBTctjwShvdd7D1+9i0K8HcOte7KMH7vgcWPsisHNygb4+6Q+DbiIiIiIiKp7uXgd+qA9s+zTX4FsC4B3nQ9X951pWLpThtKlRGqteagl3RytcDovBgF8O4FxQZMaDmowEbN2ACs3zdcGgWIgIAIJOZn+T/UaoYC/fEBERERERGQq/dUDULU3Alst66aWH/VXBs6equ6F6GftCG1JdT0f89UprjFpwFBdDo/Hsrwfxy4imaFeztOYA12rA2+cBc0uUKBEBwM9Nc67ebm4FvOYLOFeAMeFMNxERERERFU8+LwODlwJt3snxsPikFKw44v9EbcLyw9PZBqtebqmqo99PTMHohUex6pjOLG5JC7hF7J3c26XJfjnOyDDoJiIiIiKi4snCGqjTC6jaLsfD/j0djHuxSSjnbIOOtcsUydCcbCzwx+jm6NfIEympaXhvzWn8sO0S0nRTyqWY2p5vi2Q8VHgYdBMRERERUYm2+OAN9XWYT0XV5quoWJqb4ofBjfDK09XU4xk7LqvgOyklFYi5DcztAOz6CvA/XGRjooLHoJuIiIiIiIoXmS1e9ypwbAGQeD/HQ08GRODUrUhYmpliiHfRrxWWlmLvdauNr/rXh6kJsNr3Fsb8cQwxFqWARsOA+gMBO7ciHxcVHAbdRERERERUvIT5ASeWAJveA1KTczx00YNZ7l5eZeFqbwV9Ge5TCXOfbwYbCzP8d+k2Bv92EGHtvgYG/a4prlacpSQB4ZdRXDHoJiIiIiKi4sWuDNDpM00hNWunbA+7E5OAf08Fq/vPtyqcNmH50bGOO1aMawE3e0ucC4pC/9mHcDk0GsVazG3g967A+gkorhh0ExERERFR8WJfGnjqLaDLlzketvJYABJTUuFV3gmNKjjDEDSs4Iy141ujqpsdAiPiMHD2ARw9fw3YORm4eRDFjk0pwMQs15ZuxoxBNxERERERlTjJKalYekjTJuz5lvqf5dZV0dUWf45vhaaVSiEqPhl+yz4E/pumKapWHCTGatbdCzNzTQr9iL80fbhzIvttXWFszPU9ACIiIiIiogJzfr1m9rRiS8DULNvDdlwIUzPJpWwt1HpuQ1PKzhJLx/rgrZUn8evZnmhkcgmh9n3QOTUVJqZGPHcafBpYMwpo/hLgM06zzbmC5vaab859uCXgluOMDINuIiIiIiIqHmT2dPOHQGQAMHippkd3NhYfvKm+DvauCGuL7INzfZJx/TysCb7aYIO++ycDx4DnLfwwqXc9mEmpc2N08wBw5wpw6Beg6QuAueXDfdrgu5hh0E1ERERERMVDYgxQtR1wbQ9QvWO2h10Ji8G+K+GqRddwn4owZBJcf9q7LjydrfHVxvNYdPAmgiPjMXNIY9hYGubFghz5vAQk3QeajsoYcBdjRpyXQEREREREpMPKAeg7C5hwGrCwyfawJYc0s9wdarujgostjMHYNlUxa2gj9LM4hM6XvsDQOQdV9XWDd/0/YPULQMqD1m1SMK3NO4CtC0oKBt1ERERERFS85LDmOSYhGWt8b6n7I1tVgjHpUcUM0y1/w7Pme2AftE9VNr8Rfh8GKz4KWDkCOPcXcGQOSioG3UREREREZPwiAoCooFwP++tEoAq8pSVX62puRTK0AuPgAdPWE3DX+x2EO9bDjTuxGDD7AI7734NBsnYEek4HGj8HNB2JkopBNxERERERGb9904HpdYG907M9JC0tDYsO3FD3n2tZCabGWIysw//g0vNTLHq1MxqUc8Ld+4kYNvcQtp4LgUE49zcQdv7h4waDgL4/A5Z2KKkYdBMRERERkfGLCZOwGijbMNtDDl27i8thMbC1NMPApuVhzMo4WGPFuBZoX6s04pNS8dISXyw6qLmgoDdH5gKrRwKrRwFJcfodiwFh0E1ERERERMZvyFLgzbNAlXbZHqINSvs3LgdHawsYtbDzsFs3BvNa3cPQ5hVVt7RP153D1I3nkZqapp8x1e0L2HsAtboDpmyUpcV3goiIiIiIioccejwHR8Zhq1+ouv98y8oweieXAn5/wywyAFPG7kD5UjaYtuUifvvvGoIi4/HdM14wNzXFket3ERYdr2bGm1dxKdj+3hLpB58CPBtpHtuXAV47qlnLTekYdBMRERERkfFSrajSALOcZ66XHfZHSmoafKq4oJaHA4xeqwlAdAjw1NswMTHBq+2ro6yTNd5bcxrrTwXhfHAUouOTEBr1sK2Y7J/Uuy661S/75K+fnACsGQ1c3ASM2ghUbKHZzoD7EUwvJyIiIiIi43VlO/BdDWDHF9kekpCcguVH/NX9ka2KwSy3sC8NDJwHuNdN3zSgSXn8Mbo5rM1NcSUsJkPALUIi4zF+yXFsPhv85K9vZglY2AImpsCdK09+vmKMQTcRERERERmvS5uBuHtAYvb9qjefDUF4TCLcHa3Qua47iiVJ9QbQoqor7K2zTmjWrvT+fL2fmvXPt9QUIDlRc9/EBOg1HXhxB9B4xGMPuyRg0E1ERERERMar5/fA8/8A3i9me8gfD9qEDfepBAuzYhYCJUQDu78BFvVRgbes4ZYLDNmRUDs4Ml4dly+Rt4A/egNbP364zcohx2rxpFHM/sUREREREVGJYmoGVG0HuFXPcvfZwEgc94+AhZkJhjTPvtCa0UpJAg7MBK7/p1LtpWhaXqw86q+Ky+WZ9N6+uR84uUyzlpzyjIXUiIiIiIio2NK2Cetev6yq4F3s2LoAnT7TfK3WEWWu38vT0/4+GaRuzSqVQi+vsujhlcv7U6Mz0H0aUL0j4OBRcOMvAUzS0h4k/1OWoqKi4OTkhMjISDg6shIfEREREZFBSIgBlg4CavUAWozPsnr5vfuJaDF1BxKSU7Hm5ZZoVtkFxZ2s1X7qm52qaFp2gZ6jtTlqutvj2M2I9G2yRFsqu/fy8kT3+h5wjbsBbP8c6D8bsHYqsvEXx1iR6eVERERERGScBdT8DwLHfgdMs07gXe0boALuumUd0bRSKZQEZkjDpF611f3MHblNHty+HeSFNeNb4+CHHfBxzzpoVMFZ1WE7dO0uPv77LHymbMOt354BLm5AwuZP9fJ9FCcMuomIiIiIyPhUfVpTRK3tu5pp2ixmfBcfuqnuj2xVSfWyLvYubQF+a4Nupkcwe0QTeDhlTBeXx7Jd26e7rJMNxrapir9fbY2977XHh91ro0E5JySnmuD1+6OxK6Uhnj7qg1ELjuBP31uIik/S0zdm3JhengumlxMRERERGZ+dF0IxeuExONlY4NCHHWFjaYZib9dUYM/XQPnmwNht6sKDVCmX4mqyXrt5FReYmWZz8SHgCJAUqy5m3Ai/jw1ngrH+VBAuhESnH2JpZop2tUqrNeCd6rjDzqpklwiLymOsWLLfJSIiIiIiKpb+OKCZ5X62WfmSEXALWdsufF5SXyTAblnNNffnXd0JLBkE2JQCxu9HZTcPvNq+urpdCYvGv6eD1e1KWAy2+YWqm7WFKTrULqPWgLevVabkvMePgTPdueBMNxERERGRgdn3I1C6FlCtA2Bu9chumal9+rvdKut897tPo5KrnV6GaTSS4oF5nTTvaa/pWRZOk7DxYmg0/j0lAXgQbtyJTd9na2mGjnXc1Qx4u5qlYW1RMgLwqDzGigy6c8Ggm4iIiIjIgMTeBb6rAaQmA68dA9xqPHLIl//6Yf6+62hfqzQWjGqOEh1MW2TTBiz4NFDW6+Hj+EjAyjHL9fGZSQh5LigK608HYcPpYNy697Dft4OVOTrXdUevhmXxVPXSsDQvvmXEmF5ORERERETFT0oS0HwccOdKlgF3bGIyVh8LUPefb1kZJVLgCWDXZCD8CvDMAsAkU+DruwDwXQj0/w1oOESzLR9twaQoXf1yTur2QbfaOBkQodLPJQAPiYrH2hOB6ibr6bvWkxlwT7Sq5gpzs+IbgOdEr991eHg4qlSpghs3NA3rxbp161C1alWYm5ujUaNGOH/+fPq+s2fPwtvbG6VKlcLEiRPVFRatPXv2oE6dOnBzc8P06dMzvM6aNWtQqVIleHp6Yvny5UX03RERERERUYFzcAe6TQWGr85y97qTQYiKT0ZFF1uV6lziRAQAv3cFrmwHIm4Ac9sDc9plvJ1YrDn29sUnfjkJwBtXLIVPetXFgQ86qH7oL7SqjNIOVoiMS8KqY7fw/O9H0HzKDnz01xkcuBquCrzlRPYfvHoH604Gqq+5HW/oTPUZcPfq1StDwH316lWMGjUKX3/9NQIDA1GzZk2MHTtW7UtISEDv3r3RtGlTHDt2DH5+fli4cKHad/v2bfTp0wdDhw7FwYMHsXTpUuzatSs9UB8+fDg++eQTbNmyBZ9++ikuXnzyf1xERERERGRYZFLujwOa+OK5FpVgml2l7uIs9g6QkpDzMakpQO+ZQKdJBfrS8n43q+yCz/rUUxXjl7/YAsN9KsLFzhJ37ydi2WF/DJt7GC2m7sCkdWdx9MZdpGYKqDefDcZT3+zE0LmHMGHFSfVVHst2Y6W3Nd2dOnVSgfKECRNw/fp1VK5cGf/++y+CgoIwbtw4dYwEzj179kRsbCz+/vtvjB49Grdu3YKtrS1OnTqFV199Ffv27cOPP/6I3377TQXicqVFZstXr16NJUuW4M0338SFCxewefNmdc4ZM2aoIH3y5MlZjkuCe7np5ulXqFCBa7qJiIiIiPQt0Fez7jiLtHIhQdwzvx5UlbUl6HO2tUSJE3RSM5udm3F7AM9GRTEiJKek4uC1O6oI2+ZzIWoGXMvD0Ro9vcqqImwhkfF4ZelxZA5QtZdOdHuMG9Oabr3NdM+dOxdvvPFGhm0y860NuIXMSNeoofkPJUF2ixYtVMAtvLy8VJCt3de+ffv0hvfNmzeHr69v+r4OHTqkn1N3X1amTp2q3jjtTQJuIiIiIiIyAFv+B/zcDDixNMvd2lnufo3KlcyA20CZm5miTY3S+GaQF47+rxMWvOCNAU3KqaJrsgZcit71/+UAXlv2aMAttNs+X+9nlKnmegu6ZS13ThITE/H999/j5ZdfTr+KoPscCbDNzMxw7969R/bJVQaZMc/qebr7svLhhx+qKxXaW0CApggDERERERHpuYCalQNgagFUffqR3WFR8dh8NkTdf65lJT0MkPLC0twU7WuXwfRnG+Hox50w57mm6NPQE1bmpkjJIZ6WXcGR8Thy/S6MjcFWL580aRLs7OzS13RLYTUrq4w9+KytrVXqeeZ92u1ZPU93X1bk2MyvQ0REREREemZmoSmeFh8FWD+ayrvsiD+SU9PQrFIp1PPMeyVu0h9rCzN0qeehbmuOBeDdNadzfU5YdDyMjUEG3Tt37sSsWbNw6NAhWFhYqG0uLi6qKJqu6OhoWFpaqn2yTjvzdu3zsttHRERERERGJouAOyklVRXpEpzlNk7lSmmWEeemjEM2fccNmME1SpOialKFXILuunXrpm+XVmFSmVz3OCl4JkF15n0nTpxAuXLlsnye7j4iIiIiIjICMrudeD/b3VvOhSAsOgFu9lbobkCFtijvmldxQVkn6/SiaZnJdtkvxxkbgwq64+LiVDG1vn37on///oiJiVE3KbDetm1btT57wYIF6tgpU6aoCuiyrluqoO/fvx/bt29HUlISvv32W3Tt2lUdN3DgQKxYsQJnzpxR55o5c2b6PiIiIiIiMgJH5wHTqgP/fZfl7kUHbqqvw5pXUGuGSzRbV8A8l+Wysl+OMyBmpiaY1Fsz6Zo58NY+lv1ynLExqPTyrVu3qorkcpPq5lralmLz5s1Ts+ATJ06Eqakpdu/erfa7ubnhhx9+QI8ePWBvbw9nZ+f0Ht4NGzZUbcmaNWum1nNLNfRXXnlFb98jERERERHl062jQFIsYOf2yK7zwVE4cuOuCsaG+TC1HM4VgNd8Nf26syMBtxxnYLrVL6vagkmVcimapuXhZK0CbkNqF2YUfbofV0hIiGr5Je3DXF0zXp2R4Fx6crdp00YF37okkA8MDES7du3ytaY7r73XiIiIiIiokEjIEnQCcKkK2Dhn2PXh2jNYfsQfPRp44JfhTfU2RCo4Kalpqkq5FE2TNdySUm6IM9x5jRWNLuguagy6iYiIiIgMU2RcElpM2YG4pBSsGNcCLaoaVso0FW95jRVL+IIHIiIiIiIyWDI/mMMc4RrfWyrgruXuAB8jLLBFJQODbiIiIiIiMkxhfsDPzYD/pj2yKzU1DUsO3UxvE2ZiYnjpx0SCQTcRERERERmmc38Bd64AgSce2bX3Sjiuh9+Hg5U5+jdmS2AyXAZVvZyIiIiIiChd6wmAW03A8dGgetGBG+rrwKblYWfFsIYMF/91EhERERGRYbJyALyefWRzwN1Y7LwYlp5aTmTImF5ORERERERGRdZyS321NjXcUK10xlbBRIaGQTcRERERERmW1FTg71eA06uA5IQMu+KTUrDyWIC6/3zLynoaIFHeMegmIiIiIiLDcusocHIp8O9bQFpqhl3/nApCRGwSyjnboEPtMnobIlFecU03EREREREZFqdyQLv3gdRkwMImfXNaWhoWHdQUUBvRohLMTNkmjAwfg24iIiIiIjIsTuWB9h89svlEQATOBkbB0twUg70r6GVoRPnF9HIiIiIiIjIKiw/eVF97e3nCxc5S38MhyhMG3UREREREZDj81gGBvpJLnmHz7egEbDgdrO6PbMU2YWQ8GHQTEREREZFhSEnWFE+b2wG4sTfDrpVH/ZGYkoqGFZzhVd5Zb0Mkyi8G3UREREREZBjiI4Aq7QDnikDFVumbk1NSsfSwv7o/siVnucm4sJAaEREREREZBjs34JkFQGoKYGqWvnn7+VAER8arddw9GpTV6xCJ8osz3UREREREZFh0Am6x6EEBtSHeFWBtkXEfkaFj0E1ERERERPoX4Q/E3n1k8+XQaBy4egfSknt4C6aWk/Fh0E1ERERERPq340vguxrA0fkZNi8+pJnl7lTHHeWcbfQ0OKLHx6CbiIiIiIj0S9qDRQUCqcmAR4P0zdHxSfjT95a6P7JVZT0OkOjxsZAaERERERHpl4kJMGojEH4FcK2Wvnnt8UDcT0xBtdJ2aFXNVa9DJHpcDLqJiIiIiMgwuFVPv5uWloZFB2+o+8+3rAwTCcyJjBDTy4mIiIiISH9SkjUtwjKR4mlXb9+HnaUZBjQpp5ehERUEBt1ERERERKQ/fn8D0+sC+37MsFk7yz2gSXk4WFvoaXBET47p5UREREUsJTUNR67fRVh0PMo4WKN5FReYSS8cIqKS6OJGICYESIhO3xQYEYdtfqHq/nMt2SaMjBuDbiIioiK0+WwwPl/vh+DI+PRtZZ2sMal3XXSrX1avYyMi0ot+s4EGzwCla6dvWnb4JlLTgJZVXVHT3UGvwyN6UkwvJyIiKsKAe/yS4xkCbhESGa+2y34iohLH3Aqo1R1wqaIexielYPmRAHX/ec5yUzHAoJuIiKiIUsplhjsti33abbJfjiMiKsk2ngnG3fuJKguoc113fQ+H6Ikx6CYiIioCsoY78wy3Lgm1Zb8cR0RUIsTeBRb2Ao7OA1JT0zcvOnhTfR3uUxHmZgxXyPhxTTfpBYsIEVFJI7/vCvI4IiKjd/4f4MZeID4C8B6rNp2+FYGTARGwMDPBYO+K+h4hUYFg0E1FjkWEiKikSU1NUx8i80IuRBIRlQg1ugBdJgN2ZR6Z5e7ZoCxKO1jpcXBEBYdBN+mliFDmFYvaIkKzRzRh4E1ExcrNO/fx3prTOJxL2rjk+ng4aTJ/iIiKnYgAIPbOo9srt0nff9fCHf+cClIPn2tZuYgHSFR4GHSTwRQRkg+csr9zXQ+mmhNRsZjdXnTwBr7ZfBFxSSmwsTBD30aeWHlUU5E38+9CeSwZP/z9R0TFMuD+uSmQnJD9MeZW2Oi9FonJqahfzhFNKjoX5QiJChWDbjLIIkItq7kW6diIiArSjXDN7PaRG5rZ7RZVXfDtwIaoaHYHfcqE4bf/riE8JjHDc0rZWuBp9/p6GjERUSGSGe6cAm6RnIAdvucBeOL5FpVhYsILkFR8MOimIsMiQkRU6GmKWraugHMF6GN2e+GBG/h2ywXEJ6XC1tIMH/aog+HNK8I06paa6WmVnIBWcnDmpYopQPIvHwMTjutl7ERE+hYWnQBnWwv0aeSp76EQFSgG3VRk3OzzVgyDRYSIqCDSFPGab5EGr9fV7PYpHL1xTz1uVc0V3wz0QgUX2zzP9JinJeLCtRuo3YRBNxGVTM82qwBrCzN9D4OoQLHxHRWJyNgkzPnvaq7HOVqbs4gQERVImmKOM+EFXK9i3t5r6PbjfyrgtrM0w1f962PpWJ+HAXc+zNhxGQnJKYUyViIiQyYZ5SN8Kul7GEQFjkE3FbpLodHoO2sf9lwKVz0XRXardKLik/HDtktIS8uq3BoR0RNIvA9EBgL3wzNu9z8EXN0JJMY+3BZ2Hjg6H7i8PeOxu78BNr4HRAWrh1dvx+DLmbNQZetovIKVeKq6G7a81RbDfSrBZHE/4EcvIPhUvobpfzcWs3blfpGSiKi48a7kgoqu+b9YSWToGHRTodp8NgT9Z+3HjTuxKOdsg79eaY1fRzRRbXF0SZ9uqeorft51BZ+sO6vWRhIRPbZ5HYEoTesZ5chc4Ie6wNZPMh639FlgcX8gKvDhthv7gA1vA8f/yHis70LgyG9IiQ5R2Ts9ZuxFVFgAOpqdwLMeYVg8pjnKl3rwgVEC/IibQEJMvof+y64rOB8cle/nEREZs55ebBtLxRPXdFOhkID5x+2XMHPnFfW4ZVVXzBreBC52lqhfzkm1BZMq5VI0TdZwS0q5tMnxruyiAu4lh/wRGZeM759pCEtzXhsiKvFSU4BTK4CAw0CjoXl8TnLGNHRZ520qf/YyXdArUwdIjAFMdH7XuFQFavcCyjfLeGzzsbh77x7eW+uP7YGaP6EmlX1wr0FNlPWoqsmN1BowRzPu0rXy9a22rOaCc1fS8P6fp7F2fCuYm/F3IBGVDGwTRsUVg24qcFHxSXhrxUnsuBCmHo9uXQUf9aid4YOjBNhZtQUb0aISnGws8NbKk1h/KgjR8UmYPbwpbCxZUIOoxJBAOegkkBQLVGuv2SYB8c7JQHQQ4Nk4b+cZthpw0ilI5vMy0GL8o8eN2fLotuodNbdMa7fnpvbD9COXVB9ZBytzfNyrjir6k2Vrm3JN8DheaVcdq27dw+lbkZi/7zpealftsc5DRGQwpKOEXPjMoR5HsqklzO3cinRYREWFQTcVqCthMRi3+Biu3b6vZqi/HtAAA5qUz9c5ejf0hL21OcYv8cXui7fx/O+HMW+ktwrGiagYirmt+TBm7ah5fHETsHok4N4AGL9Ps02C2ibPAUlxgG0eP5TZlwHMdP7MPUHP18uh0Xh3zWmcCohQj9vVLI2pAxrA09kGBU0ygj7uVVf1+Z6+7RI613VH1dL2Bf46RERFIjlR00lCOkpkKnB5JjASH6w9A2tzUyx4uTsc2S6RiinmrFGB2e4Xin6z9quAW9Zor3m5Zb4Dbq32tcpgyRgfOFibq2rAQ+Ycwu3oXKoVE5Hhy1wkcc1o4LvqwPn1D7dV8NEE1i5VZK3Kw+3tPwK6fFmkbcCSU1Lxy+4r6Dlznwq45XfSt4O8sHCUd/4Dbu1MT05kv60rnmlSDm1quCEhOVV9IGWNCyIySscXA3OeBiJvaX53ezbKcPv1kgPOpVVBzcZPwdGjir5HS1RoONNNT0w+DErxM5mREbI++5fhTfLclzs7zSq7YOW4lnj+9yOqoNAzvx7A4jGP14KHiAxgNnvdK8Dti8AbJwHTB9d8tenf964/PNaxLDDxSvYz03lIU9QGr0/aeWHi6lM4dStSPW5fqzSmDGiAsk6PObudzUxPBrYuwPFFMEmIwpR+n6LrjL2q/sXSI/54rgXb6BCREZHMpD3fAJEBwOmVQJt30pfqyO81ySDadFbTCeK5FpX1PFiiwmWSxt5MOYqKioKTkxMiIyPh6Pgg9dEQRATk8sHNtUhmg2ISkvH2ypPY6heqHo9sWUmlRVoUYOGfG+H3MWL+Ydy6FwcPR2tVHbiGu0OBnZ+ICtgtX+DMaqBMbaDpC5ptKcnA1xWBpPvA+IOAe92HwbikgNuUMpjfgTK7/dt/1zBj+2UkpqSq2e1JvethYJNyWa/dLkhBJzSzQmLkv1gYVB6frfdTvb+3vt1OdYEgIjIa8rtauj50+FhdSN18Nhifr/dDcGR8+iHSTvanoY3RrT4rl1PxjRX1GnSHh4fD29sbu3btQuXKmitcZ8+exahRo3DlyhWMHTsW3377bfqHnD179uDll1/G7du38dFHH+Htt99OP9eaNWvwzjvvICkpCd9//z2GDn1Y3XbWrFn44osvYGdnh3nz5qFDhw7GHXTLL7Cfm+Y+yyMzKoUYeF8Pv49xi47hclgMLM1MMblffTzrXTivFxIZj+fmH1av5WxrgYWjmqNRBVa4JANiIBfCinzcIWc0fa7rD9TM0opjvwP/vgVUaQuM1EkbP/c34FwR8GgAmBlmjYYLIVGYuPq0WmcoOtQugyn9GzzS5rBQHVsAJMerom+SSfTsbwdx7OY9PF2rNBa84F34gT8RUSGQgHv8kuOZ+0co8ltt9ogmDLzJ6OQ1VjTXZ8Ddq1cv3LhxI31bQkICevfuja5du2LFihV44403sHDhQhWES6Ddp08fFVhLQD1kyBA0btwY7du3V4H68OHDVXDt4+ODAQMGoEmTJqhVqxa2bNmCd999V52vdOnSGDFiBI4ePQpX1ydLO9Qr+YCcU8AtZL8cV0gf8nddDMMby08gOj4Z7o5W+HVEUzSumM+ZqnyQD7yrXmqJFxYeVesqh809hLnPN0Pr6qxySQbAQC6EFfq446M06/K0s9RizRgg/CLgVB6o1V2zrXJboPk4oHKbjOeq1w+GKiklFb/uvoqZOy8jKSUNjtbm+KxPPfRvXASz25k1G5V+19TUBF8PqI8eP+1XhSX/OhH42LUyiIgKnfydWPU80OEToHzT9M2SUi4z3DnN9Ml+aSkrHW6Iihu9FVKToHnYsGEZtm3atEldJZg+fTqqVauGKVOmYP78+Wrf0qVL4enpiU8++QQ1atTAp59+mr5PZq8l+JaZ8QYNGuC1117D4sWL1b7Zs2dj5MiR6Nu3L1q1aqW+/vXXX9mOSwJ/uWKhe6OHJDFCigqNXnhUBdxNK5XC+tefKtSAW6uUnSWWjfVB6+quiE1MwagFR7H5bEihvy5RgV4IM9Zxy2z2N5WA5UMy7q/eCajWAbDQSXt2qw70mAbU7QNjIDUjpAjk99suqYC7U50y2P52OxXc6n1WOTkR1XeNx8Ia+9XDL/71Y1FJIjJcu6YA13YBa0YBKUnpm2UNt25KeWYSjMt+OY6oONJb0D137lw1k63r1KlTaNGiBWxtNYWyvLy84Ofnl75PAmvtB6DmzZvD19c3fZ9uynhe92Vl6tSpKkVAe6tQwYBmpfTsfkIyXlt2At9uvqgKEA/zqYjlL7ZAGYeiS7u0szLH7y94o1s9D7XW8pWlvlh1LKDIXp9IL+Q/nKyJlrYruiuCEu9r1kQnRD/cJtW+w69oCpbpVv6ODAQCjgB3dQqW5UcZ7ex2WsbX6zYFeO4voOqDdchGRGa3Zd12n5/34VxQlGpL+OPgRiqLpoxjEaaT5+TiBuDCv2jpPwft3eMQEZuESf+c1feoiIiy1uF/QN2+wDMLMywjCovOPuDWldfjiIyN3oLuKlUebQsgs8q62yXANjMzw7179x7ZJznzQUFBWT4vr/uy8uGHH6rZdu0tIIABnfC/E4uBsw9gw5lgVfBC1jjKTXpxFzUrczP8PKwxnm1WHtJFR3rZztt7rcjHQZRvlzY/vB8VDPxQH5jRMOMxmz8EvvIE9n7/cFvcPeBLV2ByaSAtNeOMgrTb+m/aw20piZqU8VnNgcSYh9ulkM38zsChXx5v7NJD+93LwJtnACvjL2R4LigSfX/ejx+2a2a3pRf2trfbop8+0slzUq+/StM0GbYC7zzbWaVdbjwTotZGEhEZHPn78OwioFyTDJvzOkFTlBM5RCW2ZZi5uTmsrDK2mbK2tkZsbOwj+7Tbs3peXvdlRY7NPAajFXYeODoP8BoMVMm0tjIf9l6+rWa4I+OSUNpB1m83QdNKDwom6Ym5mSm+GegFZ1tLzPnvGiZvOK9mgN7pUtOwPjAT6YrNlDYnbVRMzDJuk6BZKnzrpn2b6FzcSk0BTM0ybtcNxGWflZOmJZfudilyVqpy/quE67Iz/hoKicmpmLXrirolp6apwoyf96mHPg09Dfd3R9t31Zf6AF5uVxW/7rqET9adQ8uqbnCyNcyCdERUgpxepfl71GBQtodIO1kPRyuERGW9PMbkQf0eOY6oODKooNvFxUUVRdMVHR0NS0tLtU+KqWXern3e4+wr9q5sB86u0ayp0Q26JeVU2yM3l/Xbc/dew9ebLqgZZakW/ttzTeFuIGmX8gH5w+61VUrotC0XVa/wiLhEfNGnvio+RGRwqrXPWBX8xZ2PBt3tPgBavgbY6FTnt3IE3ruu+VCjW/W70+dA5y8y9rOW/R/6P/raLcZrbiXY2cBIvLv6FC6EaNLju9Zzx+R+DdTFRGPxuk8p9Dv8KX693xVfbiiN757JlClBRFSUgk8Df78CpCYB9u7ZTvJIlk6TSi7YeObRLB3tX7BJveuyiBoVW3pLL8+KtA87ePBg+uPr16+rwmYSOGfed+LECZQrVy7L5+V1X7FXtT3QbDTQUKfwUUwY8H0tYP2bmjWi2YhLTMGEFScxZaMm4JZU7pUvtTCYgFs38H61fXXVrkzijiWH/DFh5Uk1m0VUJHTXTefGQacVirklUK4p4Nko4zH2pQGXKhlnpOUimcxUSyCuG2DLdkOdnTUg8vtg+taL6Dtrvwq4S9laqJ6w0nXBmAJuYX1mKWqkXse7FquwwfcK/rv08KIyEVGRc68HeI/VLIWp1Drbw/yCorD1nKb4rWQY6ZIZbrYLo+Iu3zPdqamp8Pf3R1hYGOzt7VG+fPkC61/dtm1btQZ7wYIFqk2YVC/v1KmTWtct7cJeffVVbN++He3atVP9u6W1mBg4cCBat26NCRMmqPXbM2fOVK3BxKBBg1RvbzmfpJpLxfMZM2bAqMkMmbTxya3NT9V2QBPN+5DuwgbgfhgQfAow0/nxS+El+aBvaoaAu7F4abEv/IKjYG5qoq48jmhRyXBTLwE1PpnxfmvlSaw/FYTo+CTMHt4UNpaZZhGJClJ0KPDXuBw/aJB+nbkViYlrHs5ud6/vgS/71YebvXEF2+lav6nW6q+5442446n4cO0ZbH2rrSoySURU5GRJU/evNRM52WRRStFK+T0sS3qkEK7U5Tl6454qmiZruCWlnDPcVNzl+a/0tWvX8NVXX2HPnj0qsJWe1zExMWo2ulSpUiqwzdwCLN+DMTdX7b+kD/fEiRNhamqK3bt3q31ubm744Ycf0KNHDxXsOzs7qx7eomHDhirgbtasmVqzLS3FXnnlFbVP+n6vXr1abRMdO3ZUfbyNmvTLlb65ObUfksA8q37AjZ8DSlXKWAFZflH+3lXNmJ3osBSjN0TiXmwS3OwtMWtYE/hUNY6e5r0besLB2hwvL/FV/Wyf//0w5o30VsE4UaE4tQy4thsIPgOYWQEpuVwIk/+XxngBz9DGrUN6v0qLmcwf3hKSU/DTjiuYveeqOsbFzhJf9q2Pnl5GPpMiH2o7forRCclYef0/3LoXh+kbT+GT/g/74RIRFaqEGOD0Sk02pXZCRnciJxOpvaPtEPFFv3qqLk/Laob7d4WoMJikycLdXEiwLYHr559/jp49e6rgOHNAPnnyZFy9ehWrVq2Cu7v7Ew0qJCREtfWS9mGurhn/U0qQf+HCBbRp00YF37qkvVhgYKCaCc+8bvvo0aO4f/++2pefGVuZeZfWYVLJvKBm9A1O+GWkze+MhORUNLz/MxJSzeBV3gm/t4uDm4MNULHlw8JNRuDYjbsY9aCPeJ2yjlg0urnRpZCSkZCiZhvfBXxeBixsH+9CmL5FBBjnuKXQ+9lgfL7eL0Pv17JO1hjZqjLWHr+FS6Ga6u0SaH/Rpx5cjXV2Oxv7Lodj8u+r8bvlt4jp/D1qPmXkF5SJyDiWVC0fAlzeArR4VdM2MgeXQ6PRc+Y+1eZ1+rMNMaBJ+SIbKlFRyGusmGvQ/d1336kgd/bs2bCwyHnGcMOGDSrtW2bDi4uSEHTHJ6Xg4z9P4NQpX1xOK48BTcqpdmDWi7oDAYeBnt9r1usYEVk79PzvRxAek4DKrrZYPMYHFVw0/d+JHtu9G8Cx34GOn+WpGCEVbsA9fslx6RqeLVeZ3e5XHz0aGPnsdg4OzxgBn3vrccasDmq8vw/WlkwzJ6JCJn8Ht34CPPc3UME728Mky0jazZ4MiED7WqXx+wveBr1UkUivQbes4ZY077zK7/GGrrgH3YERcXh5sS/OBEaqlMz/9aiDUa0rw0RaDa2foFkDPv4A4PjgQ+uNfYDfP5o2ZOUNO53xRvh9jJh/WKVfujtaYckYH9RwN/7+wqQnibGantpSE6Hb1yW+Erg+yQe5p77ZmWGGOzNrC1Psfa9Dsc9yiYyJxdrpr+KH2O4Y/rQX3u9WW99DIqKS4P4dwC7nFPF5ezUtXR2szLH17bYo62RTZMMjMrRYMdfoOD8B9OnTp/Hrr7/mfZSkV4ev3UGfn/apgFuq+S4e0xyjn6qiuQop6eR9fwbevfww4BYnlwNHfgNOLc94stxXKRS5ym52WPNyK9QoY4/QqAQ889tBdbWV6LFY2gJPfwBU8AFq99T3aEo0WcOdU8At4pNScSVMk15enDnZ26LcwKmIgp1aNylt0dR6SyKiguR/CEjS+b2bS8B9Pfy+aucqPupZhwE3lXgFOiX9zjvvYOnSpQV5SioEktzwx4EbGD7vMO7cT0Tdso7457Wn0Kqa26MHZy6M0WAQ0HAY0OCZh9vuXgd+qAds+Z/BBd/ShmLVSy3RsIIzImKTMGzuIey/Eq7vYZGxCPUD7t18+FiKxrywEXCuqM9RlXghkXF5Ok6Kq5UEXep5qHXrkgGwdtlvSJvhBQT66ntYRFRc3DwA/NEbWNwPiI/K9fDU1DS8/+dpVSuodXVXDPE2zLogREWpwBZ/TZ06Ffv27cOxY8cK6pRUSOu3P113FquO3VKP+zbyxNcDvPLeWqtae81N1/l/gKhAIORMxp7Bd64CpaQNmaleizaVsrPEsrE+GLf4GPZfuYNRC45i5tDG6Fbfo0QUm6LHJEsr1owG3OsDozcDZhaaf985VGilwhUSGY8VR/2x6OCNPB0v1cxLis/71MOBy7fRPmodTMzuAL5/aPrAExE9qdRkwNxa81nH0i7Xw5cevqkykmwtzdRnTK7jJiqgoFuqm8vt77//Rr169QrilFRIH1hfWuKLUwERkHaIH3avg7FtHqSTPwmp3OxWU1O9WSspDvitLWDtDIzZAjiV1wSuPzfNvT2RtEMr4ABWethKAY8Jy09i87kQvLLUF18P9MKzzfLwOnocN+mRBNvyc7VxBhLva75SkZMZk/8u38bSw/7YeSFMzeYK+bWVXWKNyYMsF2kfVlJI3/FJferjpZVvYyy2oLf359A0yiQiekJV2gJjd2g+y+XSzSbgbiymbrqg7kuNCRaxJSqAoPvMmTN4/fXXcevWLWzZskW18SLDbaP18pLjqpq3s60FfhraGG1qlC6Yk0tgUqt7xm1h55H+ydixnOa+zBTnFLgK2S/HFULwamVuhp+HNcZHf51RM/3vrTmNqLgkjG1TNecn6nncVIRi7wK2DwI16WcvHzJcqrFSuR7cjk7AqmMBamY74O7DdHIJpIf7VFSB9YQVJ9U23dhbewlxUu+6qjhkSSKZS+tOVsDMi32x7y8/rH65leY90P13TUSU1+KhcsHZ/sFnxdI187R8UT5jxSamwLtyKTzXolLhj5OouATdiYmJiIiIgJubm6pMfvfuXdVDe/78+fjvv/8wbtw4fPTRR7C15ZUsQyVpPp/9cw5JKWmo7eGAOc81Q0XXQv55lWsCTLyiabH0uDPpV3dpPk5XbAVYPEgTjfAH7l4D7D2AMrUzrjeS9KdyzTQFr0RUkOZYW7f0Y83NTPGNTyIapERh6glLVVVT1nq/08oZJnKszGaWqfPwvEEngZCzMHYyOyipXrLGVVJuJXApaQFJrn1HD8wA/vsOGLUJKOul2e7GucKiJB/YDl69g6VH/LH1XIj6nSUcrc1Vb1cJtnU7EFiamz7Sp1tmuCXg7la/+LYJy45kLX3VvwG6/PAfjvtHqNodo1PWAEfnamoRuFXX9xCJyBikpgBrX9QsGxzxZ57/Fq4+dgt7L4fDytwU3wz0gik/ZxDlPeiWwLpLly6PpCDXrl0b27dvh5fXgw+nZHASklPw2T9+WH7EXz2WQjvTBnnBtqj6uFrYZAxgkxPz9/ylgzSB9NsXAIsHH6DPrgW2T9IUc+s/++Gxy4YACZHA68cB12oP1+RufBeo2w949o/0Q01WjsBzMSGwbL0M7+8Hft51BVVuncXAgClAjS7A8NUPz7tmlCZwN/J+xpkDk7IlODDJkvx+8z8MJMYAZ9c8DLqpSNy7n4g/j9/CssP+uBZ+P317owrOKtDu5eWZZd0J+ffbua4HLyjp8HS2wYc9auN/f53FT1tOY0SZtbCMCQWubGfQTUR5c/82EHoWiA4B7ofnKeiWJYxfbvBT99/pUhNVS9sXwUCJjEeu0Vfz5s1VKzBzc3PVPuz27ds4f/48du/ejVatWqn9P/30E9dyG5iwqHiMX3ocvjfvqXjiva618XK7qvotZmFumb/j3etprraa6vwztZNZ63qAo2fGYyXtSdrkSLErLVlP7lbr0WNdqgBWDhjcojqSy1jj47/PYuvVWLSxKw9XOw9k+Ggv65ekRUZ0EIw14B6/5HiG9FvtH0fZPntEEwbeQv5f9PsFuLQFaDhE36MpMbPa8vtJ1mpvOBOMxORUtd3O0gz9GpfDMJ+KqOfplOt5JMBuWS3n1jUlzVDvilh/KgiHrt3FBMtJ+KV3KEyajtT3sIjIWDh4AGO2AyGngUot8/T7/H9/nUF0fLLqFjPmqVyW7RGVQCZp8j/lCZqBT58+Hd9//z0mTZqEd999FyW14bkhpQ2fuhWB8Ut8VW9qScuUSt1P1yqj76FqUrXntMv9uHF7AM9GKCry4fTtVSdVKuvTtUpj9vCmGWfV8jruEWuB6h1hSP82nvpmZ7b9jLXFpva936HkzQymJAG7vgLMrID2H+p7NCVKVHwS/joeqJa9XAp92E+6nqcjhvtUQp9GnrC3YoX4J3Uj/D66zfhP9Sv/ZmADDPZ+0OYuJRmIj9BcwCQi0iVFcCVLMZ/+PhGIN1eehIWZCTa80QY1dZYBERV3UXmMFZ/ok42c+LPPPkP//v3RvXt33LlzR7UOI/2lDTvZWOB+QjKSU9NQ091erd+u7JZ7e4eSrHdDTzhYm+PlJb7YffE2npt/GPNf8FbvZb6sGAH0mg40Ggp9toS7GBKNc0FR2HkhNNuAW8jVNtkvF21K3Ezhtd3Avh8AE1NNz3mm3RYqubZ7+lakCrTXnwpGXFKK2m5tYYo+DT0xzKcSGpZ3YluZAiS/99/pXAtfbTyvalfIhVd3OzNg7TjN7NULGzSzWUREIuAIsGI4MGDOo61hcyl6+dn6c+r+Gx1qMOAmykaBTCc0bNgQO3bsQLt27VCrVi288MILBXFaeoy04ci4pPS1kEvG+nDGKI/kA+mSMT4YvfAojt28hyFzDmHR6OYo7WCV95Mkxxbp7JHMGPoFRakA+1xgpPp65XZMekulvJIsiRKnRmegxatARR8G3IVILgCuOxmkgm3596klFwRlVlvSyPN9cYvybPRTVfDvmWDVJlLWeM/tXw4mt45q1mlKgUgG3USkdWAmcD8MODovX0H3pH/OqoK0dcs64uWnH9TUIaJHFFhEVqdOHZVq/sorr6BPnz5wcWF7ksIiQZXMcOcUWoVGxcPGIudeikXO1lXTXiy3ftdynB40q+yClS+1xHPzj+B8cBSe+fUAFo/xQYW8jrv3DE0wp3XLV7Oe3LFsgazRV8F1kCa4lpv/3dgsjy1la6HWwsrX9aeDcz23LEsoESlz+2cCrV5/WN2+2xR9j6rYkotBEmhLwB2TkJxeabxng7JqrXazSqU4q10EZNnItwO90Ounvdh+PhT/NvJE75HrgTtXgRqd9D08IjIkA+cDe78HWk/I81M2ngnGxjMhmt81g7xgYcb2mkSFsqY7K9Kvu2vXriguDHFNt7TUGTr3UK7HLX+xheGlDUcEaPpZZ0cCXD33upa1kCPmH8ate3Fwd7RSM+A1rCLyN27pbznLB4i7p6mGnodCJCI1NU0F05kDbOmvnpVyzjao6+mo1sNKoC1fpTK5BDTaNd1SNC27/+RlHKxw8MOOxX9N96J+wLVdQNNRQO8f9T2aYkmWNvx7OlgF2yf8I9K3V3Gzw7DmFTGwaXm42OWzmCIViB+3X8KP2y/D1c4S295ul/HnECc/qzTAppQ+h0hE+iAhwGNeAJWuE51/2IPwmES81r463u1aq8CHR1Si1nRLb26pWp5XnTvrzPRRochrOrBBpg1LYKrnoDovayHXvNwKz/9+WBV6eua3g1g4qjkaVaiQ937XseGAfWkgLTXb9lNJKam4HBqTHlzL7KBfcFT6zKAueQlpv1FPJ8CWVK5SOQQxMi5pCybLEGSE2QXeEtC7Oxbz2W65ch92HqjbR98jKXauhEWrCuR/+t5CVLzm3665qQm61vfA8OYV1YU/zmrr1ytPV8emMyG4GBqNz9efw4whjTU7Yu8Ci/tpOkQ89zdgbRgXlomoCKSmAmvHApVaA95j8v30L/71UwF3jTL2eL0jl2kRPfFM97Rp03Dp0iXMnj1btQ3Lyb///otvvvkGe/fuRXHBme6SKyI2ES8sOIqTARGwtTTDuDZVsfJYQN77XcsftMgAoFQlxCYmq5T1lIO/YmtaCxwKt8ClkBgkpmjaJOmSNNzaHg4quK77YPa6jodjln2KH7fgnsxwJ6ek4W5sIqqVtsPycS2KV5p5fCQQGQi4133iqqz0qITkFGw+G6KCbbkIpVW+lA2GNq+IZ5qVL17/nooBWdfd/5f9kJIP80c2Q8c67poLUQt6aGa6Rm0CSnOmiqjEOLsWWDMKMLUAXjuqaaeaRzvOh2LMH8fUhMCf41uhcUVmylDJFZXHWDFP6eVffPEF/vzzT0yePBk9evSAmVnGD//Xr1/Hl19+icuXL2PlypXw9MzUF9mIGWLQnVvacIluBVUIhaBeWuyLfVfCs9yvfXd1+13fvZ+YITVc7l8Pv4+nTE5jseXXiEizQ5uEGYiGraqaLjPW2tTweuUcUa20fYGvi8pqhj7wXhyGzDmIoMh4daVaAm83+3wUjjNUty8BSwdpery/vBewZX2JvMhLFocsvVh+xB+rfW+pf+dCDulUx12t1W5bozRM+TvHYE3ZeB5z/rsGD0drbH27LRytLYDgU4CZJVCmjr6HR0RFST7+/zcNKFUZ8Ho2z0+Tgr1dftij2tKOa1sVH/Xg7w4q2aIKMugWFy9exJQpU7Bv3z5UrVoV7u7uiImJwdWrV9ULjBs3DiNHjkRxY4hBt271cpGWSxBIT0ZmqRt/sQ0JyY/OSmtJlXifKqXgFxydbZuu1vZB+MJ0HiJcGiGs9Wcq0K7gYqPX1FsJogbPOaj+eMrs+rIXWxj/utuEaOC3tkBqMjBsFYOJx8yG0GZxyIzodr9QNaute/FJArchzStgsHcFlHViBoExiEtMQfcZ/+HGnViVkTB1QINHD7p3E7B3ByyYqUBEj/rgz9NYcTRA1evYNKENrA2taC+RsQfdWsnJyfD390dYWBjs7OxQoUIFODs7o7gy1KA7tw/KDLiLPp1fV2VXW826a5012Kr9mKScpyQ+/EAbHQrs/BLo8LHe2vdcux2DwXMOqV6bMuu+7EUfONsaWeCdeB+w1OlHH34ZsCsN2BTf302F3X5Qy9HaPH2ttlwfaleztGr31b5WaZizUq3ROXTtjmqJKOT/eqtqOm0Owy4Ai/oAHl7AkKWargxEVHwEHgfOrQU6fQ6Y5j9Y3nv5turwIla91FJlRBGVdFEFVUjtkSeYm6uZbrmRfklg3bmuR94Ke9Fjy2tBugFNymGId0XUKesAB0nbzIoUJTTVmUHaPgk4tRyIuAlIKx89kAJtsv5fUs2lkJv8QZUe70bTP/nqLuCvl4BePwK1e2i2udXQ96iKTftBCbil6rXMasu/7wouD1qukVFqUdUVw30qqsyFD9eeweYJbR/Wi5AODfFRQFQQkBDDoJuoOJH/08uHADGhgLUz0PbdfC+3++DPM+r+yJaVGHAT5ROnKYycBNhSLK1vo3LqKwPugpfXglDPNK2g/ghlG3Bnpfk4oLw30Okz6FP1MvbpqeVnAiPx/O9HEBWfBKNwZbvmQ8TBnzVr1CjP5IJddsshdP04uBEmdq3NgLuY+KB7bXg6WePmnVh8v/Xiwx2VWwPP/w288C9gxyKcRMWKlT3Q7WvNZw6fl/L99G83X0BgRJxqVfpet9qFMkSi4oxBN1EuJJBWva+z2S/bZf9jXfUt1wQYsw0o1/ThNt8/gD9fBKJDUJRqujtg6VhJLbdQlY5f+P1Ilu3LDE7HSUCHT4Dhax6732hJJCuLDl/Pofe8DqlyT8WHXBj8qr9mPffv+6/jhP+9hzsrtshYfDD4tKYoIREZv/oDgNFbASuHfD3t8LU7+OPgTXX/m4FesLPKd6IsUYn3WEH3iBEjst0nVcyJihNtv2uROaTTPpb9j51loBsoJsUDO74AzqwCzv2FolanrCOWjPFR63iP+0dg1IIjKqWsyEUEAEEns77tnwH8OebhrLa5pSZNzpKzsHktDCgVyHvO3Icft1/O03PY/qv4aV+7DPo3LqdaiL3/52nVBu4Rl7YC8zoB617T1KMgIuMi/28P/KQpMKq7zC2fBRjld4QY4l0BT9XQqQNBRHlm/jizI1KxXCqXx8XFwfTBf97du3ejd+/e2LRpEz755JP8npbI4NfPS0X4zIXrPAq6cJ0UWBu+GjgyB/B+8eH25IQiW19Zv5yTWtM9fN5hHL1xD6MXHsWCUd6wtTQvuoD756aa7zknFVsB3mOKZkzFgBTMW3zoJtb43kL0g8JolmYmMDM1RVxS1jOZ2vaDXLtXPH3aq64qjHQpNAazdl3F251rZjwgOV7TBSAhCrh3Q/M1O7augHOFQh8zEeXDnq+BPd9oenKP3f5YxdOmb7uoOh5Ix4qPerIbCNHjytOnaAmsrayskJKSgo8//hguLi74/fff8cEHHyApKQndunVDSEiI6uEtFc2JiqMiK1wnKef9f334WGZ0Fw8AHD2Brl8B9mVQ2LzKO2PR6OaqqNrh63cx9o9jmD/S+2HBpcIkxZxyC7hF2YaFPxYjl5ySih0XwrD44M0M7b4qudpihE8lPNOsvKpmnVP7wSfK4iCDVsrOEp/3qY9Xlx3HL7uuoHt9D5Xtkq5uH836boeywC8+Of+/lIuCr/ky8CYyJDW6Asd+B7zHPlbAfdz/Hubvu67uTxlQH475qVlDRBnkKcekXbt28Pb2xt69e9VMt5mZ5j/u8uXL0axZMzRq1AgWFhawsWGvVire9FK4Tlp83NwPnF+ft2C0gDSuWAp/jPaGnaUZDly9g3GLjyE+mxlRvTDlmrLsSPu3n3deRttvd+Glxb4q4JZVDJ3qlMHCUd7Y9c7TeLFtVdUaTpvFITPauuSxbGf7weKtRwMPdKnrjuTUNJVCKhdqMqjUCoiPzP13j+yXC2ZEZDjKNwVe9wUaD8/3U2XJyXtrTqslKAMal0OH2u6FMkSikiJfn1pNsihSlNU2IirgP5ov7gTCL2WcRYq8BTiVL9SXblrJBQtGNcfI349g7+VwvLzEF7891xRW5oUw4x13Dwg9B5gUwWx6MSQXRH1v3sOigzex6WwwklI089ZSkX6wdwUMa559uy+2Hyy55G/45H71VcbD6VuRalbrpXbV9D0sInpcIWcBa0fAuaLmsbXTY53mpx1XcCUsBm72Vvj0QV0bInp8TzRVFBAQoNZ1h4eHq69+fn5ISCi6mTiiEkNSzuWmFX4FmN0KqNcP6D1Tsxa8kEjw9fsL3hi18Ah2X7yNV5cexy/Dm8LS3PTxC7vcuw7ERWguKGjNeVqzbrTnDwU29pJSGO3vE0Fqvfb54IdrbhtXdMZzLSqhR4OysLYwy3MWB5U8ZRyt8XGvumpWa/q2S+hc1x1VS9vre1hElFv9k8zZJdI+86/xmsVCg34HqrV/rFOfDYzE7D1X1f3J/eqprCgi0lPQLbMqM2bMQGhoKMLCwhAdHY2RI0eqtd1EVMiu7wZSEjV/cIugwJoEY7KmW4qqbT8fhteXH8fPw5rAwiyXwDshBgjzA5wrAQ4PUtOubAOWPQuUrgO8eujhsR4NNAF5UmzhfjPFxFUpjHbwJv6UwmgPKsxbmZuibyNPPN+ysiqIR5RXzzQtj/WnglRGywdrz2DFiy1gykwHIsOUl4KjywZrUsvzWWchKSUVE9ecRkpqGno2KMslRkT67tMtKWnfffcd6tWrh9GjR6N+/fo4evQoateuXVBjI6LsSFEUSTnvMe1hyzH54+t/uNBesnV1N8x5vhkszUyx5VwoJqw48XD9pxR7i/AHbuzL+KRVzwHzOwMXNz7c5l4fMLMCrOwztiEatBB46wxQ+alC+x6Mnbzfm8+GYPi8Q+j4/R4sPHBDBdyVXW3xcc86OPxRR3w7qCEDbnqsv+lT+jeAraWZWmaw9Ii/vodERE9ScDTl8eos/Lr7qsqaKmVrgc/61Hv8MRJRBuYF8Yea67qJ9EA33VxIL86dXwItX9NUOc8u/ewJ2vy0q1kac4fVxw/L1uHs2VC8tcoUPzzbEOb3rgI/NwPMbYCPAh9WSZUAO9RP03ZIS6qwfxQEmGX69ZP5MWUojLbiiD+WHfFPb1knv3Y71i6D51pWRpvqbpyVpCcma/7f61oLn633w9cbz6ND7TIo58wCqUQlxaXQaMzceVndl4C7tEPRtColKgny9ClXUsYlnXzDhg3pfbnFwYMHcffuXXUTcgwR6Ums/D80Aco2ynv6WU5tfuT/s6wPk+Jm1Tqkz6i3u/Ej2lnMw5yUXphyyh3mpib4bmB9mFk5ac4jQb62rVnHSUCXLzOeV86TU4AtFwJkXLmNW44rxuT36bEHhdE257MwGtHjkqUJ608Hq6J8//vrDBa84J3ePo6Iincm1cTVp9TfGul00aehp76HRFTygu4WLVqoPt1BQUHo2bMn9uzZg/Lly2Pjxo2oWrUqHBwckJiYqNZ2M/Am0pNuU4AmzwGla+c9/Uzb5sfBA7h9UbPNo77mq6wZn14XSEsB3vIDnMo9nL22cUGnimXxzRkT/HUiUBXh+nbiVZiaWzz57LUE7nIhoABn6I3J/YRk/H0yUK3XvhASnb69iRRGa6kpjFYo1eOJZM2ZqQm+GeiFHjP3qsKJ8v97QFVeCCMq7qRzwalbkXCwNsfkfg2YxUpUwEzSHiNKbtKkCY4fP55h261bt+Dh4QEfHx/4+vqiuIiKioKTkxMiIyPh6Oio7+EQ5d2tY8C8jrkfN26Ppg/4lo+A2r2AIUsf7pvdWhN8D5wHlG2o2ZaSrEkfNzHBhtPBeGPFCVVwZYh3BbUmlGnOj0dasyw5lLEwmrWFKfo2LKeCba7TpqI0a9cVTNtyEc62Ftj2VjuUTgnLeCFMWvzZlCoRF8KIDE7QSWBOu7z9ffd8kP2WS2HO7jP2IjE5Fd8O9MKz3vy/TFTQseJjLaIcPHjwI9tk5lssWLDgcU5JRAUtJSnvx0rlcCtHwNz60T/YOay97ulVFsmpqXhr5UmsOBqgZryl5y+vkOc9nW/7+VCVQn7g6sOARgqjjWhRCc80rQAn20zZA0RFYFzbqth4JhjngqLw2T/nMGt4EwbVRIYgPgq4tKXATpeamob315xWAXebGm54ppnm8zwRFazHCrrff//9LLefPHlSVTMnIgNgkY8CSJWeAj7wf1gJPR/p4X0blUNqWhreXnUKSw/7qzXeUoClpAbeMusv1Z/DouNRxsFa9TmXixG6ZN+KIwFYdtgfIVGawmhySIfa7ni+ZSU8xcJopGfSDlDSzPvO2o8NZ4LR+2wIutX3ePRAyXwRLIRIVPhkiceiPkDQiQI75aKDN1T9EDtLM0wdwLRyosKS57+SPXr0UGu4tc6dO4caNWrA0tJSPY6Li8MLL7ygCq1lTj0nIgOnUyDxcfRvXF4VX3lvzWn8cfAmzExN8UmvOiXuj7cUPPt8vV96hXFR1skak3rXRdd6Hjh6Qwqj3VBtv5JTNSt7XLWF0XwqonwpFkYjwyFLGl5uVxWzdl3FJ+vOomVV14yZF9s/B3wXAn1/Bmr31OdQiUoGqZ1Qsztw9zqQFKtZ/vUEdRYC7sbim82aei4f9KjDv0FEhhB0nzjx8Kran3/+iZdeeglbt25V67uFjY2Nmul2cXEpnJESkUF7tlkFNcv74doz+H3/dViYmeCD7rVLTOAtAff4JceRuUhGSGQ8Xl5yHOWcrREYEZ+hMJpUiu7ewIOF0chgvd6hhrpIdPX2fXy5wU/NfmszOZqH30XZuLvAle0MuomKSrv3gKYvaALuJyg4KiWd3v/zNOKSUuBTxQXDm1csnPESUf6CbgmqxTfffIPJkydjwIABOHz4MN555x1YWGiufMfHx5eYD9hE9KihzSuqGdxP/j6L3/67ptKqJ3atVex/L8jFBpnhzqoqpXabBNxW5iYqK0DWa7MwGhkDawszfDvIC4N+PYg1vrew83wY7sZqZteqmtRHbfsv0bdif3TV90CJiqvg04DvAqDHd+lFTOHgrtn3BHUWpA6L1BKRgp1yMY1LmogKV74WYaWmpqq2YTLDPXXqVHTq1Am1atWCmZlmlkY+WFepUqWwxkpE+aGnftfPtaiElJRUfLbeD7/svgpzM1O83bkmijOZ+dNNKc/OrGFN0anugw9LREaiaSUXPF2zNHZdvJ0ecItraZ64Hg1sWnYas03N0a1+Wb2Ok6jYSbwPLBkA3L8NOHoCbScWyGmDIuLw1Ybz6v67XWqhsptdgZyXiJ4g6JZWYK+//jru3Lmj1mvPmDEDCQkJuH37Nq5du4ZDhw6lz2JJqsqmTZtUQE5EeqbHftcvtK6iZrwnbziPmTsuw8LUBK93rIHiSCq/7r8Snqdj7yc+KDpFZGSZHH7BUVnuk0wO+QQgmR6d63o8UjSQiJ6ApR3QczpwZA7QfFyBnFI+q//vrzOISUhG44rOGNWak2VEBhF07969W63bllTyp556ClOmTEHbtm0RERGBlJQUVUBNG3TLTLgE5ERkICSg1lObn7FtqqoP61M3XcD32y7BzMwErzxdHcWFFKD58/gtdQu4G5en50g1cyJjzOQIjcr6b7sd4vCc2TY0jr2CI9caomV1tyIfH1GxI10BtB0B6vYB6vR+tLvIY/rrRKDKWrE0M8W0QV68UEZkKEH3iBEj1Nd58+Zh/PjxqkL52LFjER0dDXNzzdPLlSsHLy8vtG7dOj3VnIjopXbV1Iz3tC0X8e3mi7AwNcWLbavCWMUmJmPTmRC1tvXgtYcZBNJqJVW6OCSmZPk8+Ujj4aRpH0ZkbKRoWnaSYYY3zP+CrUkCdt86AVTvXKRjIyp2js4HTiwGnl8HWD+o/VFAAbf8X5asFDGhUw1UL+NQIOclogJc0x0VFYXhw4ejT58+GD16NIKDg5GYmKhmuy9evIglS5YgICBAfW3fvn1eT0tExdyr7asjOSUNP2y/hK82nldX1Uc/ZTzpbJKKJz1MVx8LwIbTwbj/ILCWz0CtqrnimaYVVDuwPZfCVPVy9Ryd52s/KknbMM4okDHKKUMjAZb4JbkP7sEB/coYz/9rIoMUFwHsnqpZw31yGdBifIH+LZMip5FxSahfzhHjjPgCOJExynNz3t69eyMpKQkODg5YtWoV5syZo3p3T5s2DT/99JNa2z1r1iwMGjRI9fB+EjKrXqFCBdja2uLpp59Wa8fF2bNn4e3tjVKlSmHixInqF4jWnj17UKdOHbi5uWH69OkZzrdmzRpUqlQJnp6eWL58+RONjYjyT66ov95Bk1r+xb9+qle1oQuMiMPPOy+j/Xe78cyvB7Hq2C0VcFdytcU7nWti73vtsXRsC/RrXA42lmaqiNTsEU3UjLYueSzbWWSKjJVkaEi/+ewuGc1K6Y+d9r3QpHa1Ih4ZUTFj4wyM+BNo/z/A5+UCPfWGM8HYci4U5qYm+HZgQ1iY5TkEIKKimukOCwvD1atXERISooJhmfV2cnJCaGgounbtitdeew1jxoxBv379kJycjKpVH//qmbzOF198gXXr1qkA+vPPP1cp7du2bVOBv7zeihUr8MYbb2DhwoUYNWqUKuomM/DSvmzo0KEYMmQIGjdurGbcJVCXGXq5IODj46Nanckadam6TkRFRyqYJ6Wk4dc9V/HpunNq1ne4TyUYkvikFGw5F4LVx25h/9VwaK/rSfp4T6+yGNS0Arwrl8q2BZoE1lJMStvHWGYIJWDhDDcZM/n3K5kakskh/5KZyUFUgFJTgMhbQKkHfw/LNtTcCtCdmARMWncuPfusrqdjgZ6fiHJnkqY7XZyN/v37q7XaMmMsZDb77t27KhBevXq1mlmWgFxmn8eNGwcrKys8LnkNmUmXm9i/fz+eeeYZ/PLLLyqtXaqpywz4qVOn8Oqrr2Lfvn348ccf8dtvv8HPz099GJaAXcYlqe5vvvkmLly4gM2bN6vzSfV1CdKl13hWpBCcbjE4ucAgFxoiIyPh6MhfUkRPQn7dTNl4HnP3XlePvxnYAIO9K+p9TMf9I9Q67X9PBSE64WGF8RZVXVT6eLf6HrCzyleHRaJiZ/PZYLUeVLc9nsyAS8DdrZYzcHUXYGYJ1Oik13ESGQ1p6bn2ReDmQWD0ZsC1cLJF3lh+Av+cCkItdwesf/0pWJpzlpuooGgno3OLFfP0KbJFixZ4+eWX04NiCbYvXZJqxGZqVllu0ipMZp9PnjyJ+fPnP/bA69ati507d6rzSM9vCbY7d+6sgmwZhwTcQgq3SZAtZJ/Mamtnn5o3b44PPvggfV/37t3Tzy/7ZCY9O9LuTGbXiajgyf/Rj3rUUcXVFuy/gQ/WnoGZqSkGNS1f5GMJiYzH2hO3VLB97fb99O3lS9lgYJPyakwVXDS/b4joYSbHoWt3MG7xMdxPSMG0gV54qmZp4MhcYOO7QAUfBt1EeZUUB9y5CsRHAOGXCyXo3nouRAXckogy7RkvBtxEepKnoPv9999Pvy+z3BIYu7u7q8cSfNesWVMFthLgSpT/JOTc8hqSHi4k8JZ2ZV9//bW6r/vhXYL+e/fuqSsM8jwtucoQFBSk7ss+3efp7svKhx9+iLfffvuRmW4iKhjyf/fTXnVVcbXFh25i4ppTao2ZrI0uivTxbX6hKtDee/k2Uh/k+dhYmKF7Aw8VaLeo4gpTpskSZUlSyFtXd0PPBmVVnYNt50M1QXftnsD+mUC5ptI/FDDlB3uivK3hXguEXwKqtCnw00fGJuHjv8+q++PaVoNXeecCfw0iyps850tKYG1paanWTP/vf/9L3y7rrF9//XW1rltmobUz0Y/ryJEjWL9+vSrMVrt2bXz77beqYFuHDh0eSVu3trZGbGysal2mu0+7XX2DOezLihz7JOnxRJS3wPvzPvXUjPfyI/54e9VJ9WG+d0PPQkkfP30rEqt9A/DPySBExT9MH29e2UUF2j28ysKe6eNEedalrocKurf6heKzPvVg4ugJvHm6wFobERVb0SFAmB9QrYPmsYO75lYIJm/wQ1h0AqqWtsObnWoUymsQUd7k+VOmVBDfsWMHypfPmAYqs8ZSTdzf31+1D5OZ4YYNH78AhFQXl3R1KXomZO317Nmz1ey3FEXTJb3C5UKAi4uLWqedebvIaR8R6Y/MJn/Vrz5SUlPVh/c3V55UM97dGxRMlW8pZPb3iUA1q30pNCZ9u6eTNQY2La9SyCu72RXIaxGVNE/VcIOtpZla330mMFIzg8aAmyj3gPv3rkBUsKZKeSHMbmvtuXQbq31vqf+W3w70grWFWaG9FhEVYNBtamqKdu3a4eOPP1Yp2HZ2drhxQ9P2Rx5LOzEhBdZ0C5HlV2pqKsLDwzMEydrZ7IMHD6Zvv379unodCaqljdiyZcvS9504cQLlymlSVWWfPE+qq2feR0T6D7y/HuClZrzXHg/E68tP4BdTE3Sp5/FY50tMTsWO85r08d2XbiPlQf64lbmpKoYmRdFaVnNllWWiJyQf4J+uVRobz4Soiv8Z0lbDrwAOHoCVvT6HSGR4bN0A9/qa+06FV8skOj4JH/55Wt1/oVVlNKvsUmivRUR5k+9FV0uXLkWrVq1UYLx37160adNGBcTBwcHqJmnoT0LOt3btWvzwww8qkJY2ZB4eHqpIm8yiL1iwQB03ZcoUdOrUSa3rlnZhUuV8+/btKviXlHRpLSYGDhyoWoydOXMGMTExmDlzZvo+IjKMwHvaoIbo28hTBd+vLjuuAmchQfPBq3ew7mSg+qoNojOnj58NjMRn/5yDz5TtGL/0OHZcCFPHNqnojCn9G+Dox50wY0hjNTvHgJuoYHR9cHFMev+mWz4M+LkpcEnTMYSIdJiZAwPnA2O2AS4P6w0VtG82X0BQZDwquNhgYle2yCUyBI+1iHHYsGHo1asXXF1dVTsxqfitlV3/2rySIPn8+fOqDZgE8fXr18dff/0FCwsLzJs3T60pl9ZkMvO+e/du9Rzp5y1Buqz9tre3h7Ozs+rhLSTVfcKECWjWrJlaz12jRg288sorTzRGIipYEgh//0xDFXRvOB2s+gGPa1sFfx4PzLo9Uf2yCI9JwLqTQVh9LAAXQqLTj3F3tMKAB9XHq5XmTBtRYXm6Vhm1JORKWAyu3o7R/H8rXRO4vAW4p2kLSFTiSSu90HNAq9c0jy2sNbdCIheolxzyV/e/GeAFW0vWKyEyij7dkkIu/bClTVhiYqKqBC6p3dIze+XKlWpNd6NGjdQ2bSuv06c1KS2FQfqB+/r6qvZhEvTrkjFIT26ZLZfgW5e0FwsMDFQp8vlZ053X3mtE9OSSUlJVP9FNZ0Oy3C+X9OQXlld5J/gFRakgXUgLlC513VWg3aZGac5mExWR5+Yfxt7L4XivWy288nR14H44YGquqcpMVNJJO7BfWgApicCQ5UDtHoX6crGJyej24174343FMJ+KKtOLiIykT7ekjsvMsZAAWzuTLQGs3I+Li0NRklTznj17ZrlPLgjotgfTJS3FdNuKEZHhsTAzxfRnG2Hnha1ISE59ZL/2CqFUIxcNKzirQLuPlyecbC2KeLREJCnmEnRvPReqCbrt3PQ9JCLDIX23W70B3LkCVO9YKC8hS6mOXL+rioduORuiAm4pGPph99qF8npE9HhyDbqlWrms4161ahVGjhypUr7/+OMPVfDszTffVCnfT5pSTkSkdTIgIsuAO7Npg7zwTLMKRTImIsqaZJh8su6s+n8bEhkPDyedtFn266aSSvfffoePgTR5XPDVwzefDcbn6/0yLMMSA5qUg4M1L0QTGZI8L/SQwHratGl49tln8c477+DcuXOqMNmAAQPU/i+++EIVNAoLC0NycrKaISciyi+5Wp8XklJORPpVxtEajSs447h/BLb5heC5lpWBmDBgw9tA8GngjROFEmwQGSRZsbnzSyDCH+g/RxN4y8SUSeEE3FL/JKs1orN2XUX9ck6q/gkRGYZ8fWqVtdtSJVz6ckuF8WrVqql2Xk899ZTqhS03KbCWyzJxIqJslXGwLtDjiKhwdclcxdymFHD9PyDiJnDrmH4HR1SUws4D+2cAZ1YD13YW2stISrnMcOf0aVv2Z9Xxg4j0I8/T0ZJOLi3C3N3dVQG1Dz74AOPHj1dVwVu2bKnuExE9qeZVXFSVcklVzerjgixmkRRWOY6IDGNd99ebLuDQtTuIjE3S1FfoPRMoVQko20jfwyMqOu51gf6/AfGRQPVOhfYysoY7c0q5LvnbKfvluJbVMhYdJiIDn+mW2W1pFTZr1iw0adIEGzduVNvr1KmjWnoRERUEqTwubcFE5moR2seynxXKiQxDFTc71HS3V90Edl58MNtdrx/g2ViTWktUnCXGArF3Hz5uMAjwHmMQy7DyehwRGVDQLanjAQEBmDFjhnqsXbMta7qlRzYRUUGRdWizRzTJWJTpwQy3bOc6NSLDm+0WW84+CLqJSoK4CGDJAGDpICAhushelsuwiIzPE1c7q1+/fsGMhIhIhwTWnet6pLdCkQ8PklLOGW4iwwy6f9p5BXsu3UZ8UgqsLcyA8MvAqRWAU3mg2Sh9D5Go4N2/Ddy+CKSmAHevAWUbFsnLRscl5bify7CIDA9LjBORwZIAm+vRiAxfPU9HlHO2QWBEHP67dFtTXC3gMLD3O8CjAYNuKp7cagAj1gCmFkBZryJ5yQ2ngzFhxYkMAbZu/RMuwyIyTOy5Q0RERE9E2op2ruuu7m/1e5BiXrM7ULcv0OoNTSslouLg9iXN7LZWuaZFFnD/6XsLry8/ruon9G3kiVnDGnMZFpGR4Ew3ERERFUiK+cIDN7DjfCiSU1JhbucKPLtI38MiKjghZ4FFfQAzK2D0Zk2F/iKy9PBN/O+vs+r+EO8K+Kp/AzWTLcE1l2ERGT4G3URERPTEvCuXQilbC9yLTcKRG3fRqpqbvodEVLAcPQG70oC5NWBpX2QvO3/fdXz5r5+6/0Kryvi0V12YPgisuQyLyDgwvZyIiIiemLmZKTrWeZBifk6ninncPeDUSuD+Hf0Njqgg2LoAz68DRq4HJJOjCMzadSU94H65XTW1VlsbcBOR8WDQTURERAXaOmzruRCkaddxLx4A/DUOuLhRv4MjehynVwGXtz187OABWDsW+svK/5/vtlzEtC2a9eNvdaqJ97vVUvUTiMj4ML2ciIiICkSbGm6wtTRDUGQ8zgZGoUF5J6BmNyApTpOSS2RoIgKA2GyyMAKOAJsmAuY2wEt7gNK1imRIEnBP3nBepZWLD7vXxkvtqhXJaxNR4WDQTURERAVC+nO3q1kam86GYMu5EE3Q3fZd4On39T00oqwD7p+bAskJ2R9jYgrUHwC41iiSIaWmpuGTdWex9LC/evxF33p4vmXlInltIio8TC8nIiKiAk8xl6BbMTXT74CIsiMz3DkF3CItFWj+ImBa+B+Zper/u2tOqYBbssi/HejFgJuomGDQTURERAWmfa0yMDc1weWwGFy7HfNwh6zxvndTn0MjekyFv446KSUVE1aexNrjgaoi+Y+DG+FZ7wqF/rpEVDQYdBMREVGBcbK1SG9htNXvQRXzCH/gxwbAr22AlCT9DpDIwMQnpWD8kuPYcDoYFmYmmDWsCfo2KqfvYRFRAWLQTURERAWqS+YUc8dymjTe1CTg9gX9Do7IgMQlpuDFRcew/XworMxNMef5ZuhWX/P/h4iKDwbdREREVKC61NX06z7hH4HQqHjNuu7n/gLeuwZ4NND38IgMQkxCMkYuOIK9l8NV1f8FL3ir5RlEVPww6CYiIqIC5e5ojUYVnDOmmHvUByxs9DswIl3X/9PbS0fGJWHEvMM4cv0uHKzMsXhMc7Sq7qa38RBR4WLQTURERIVWxXyrNsWcyNDoqXf83fuJGDb3EE4GRMDZ1gLLXmyBppVc9DIWIioaDLqJiIiowHWtp0kxP3j1jprVU67uBBb1A3ZO1u/giESt7oCZRc7HmFsBtprCgAUhLCoeg387iHNBUXCzt8TyF1to+tkTUbFmru8BEBERUfFTtbQ9apSxV63Ddl0IQ7/G5YDYu8C1XUBkANDhY30PkUqaqGBgy4dAz+mArQvgXAF4/YSmX3d2JOCW4wpAUEQchs87jOvh9+HuaIWlY1ugehn7Ajk3ERk2Bt1ERERUaCnml8OuqCrmKuiu0QXo9DlQp7e+h0YljfSJXzMK8D8IpKYAgxdrtktAXUBBdU7878Ri6NxDCIyIQ/lSNlg2tgUqutoW+usSkWFgejkREREVii4PUsx3X7ytehHD2hF46k3AtZq+h0YljYmJZoa7vDfQ+YsifekrYTF45rcDKuCu4maHVS+1ZMBNVMIw6CYiIqJC0aCcEzydrBGXlIJ9l8P1PRwqibPbd689fOxeFxizDXCpUmRDOB8chSFzDiI0KgE13e2x8qUW8HRmFX+ikoZBNxERERUKExMTdHlQxVxSzNPd2Adseh+ICtLf4Kh4S4rTpJPPeRoIv5JxxruInL4VoVLKw2MSUc/TESvGtUQZB/1UTCci/WLQTURERIWeYr79fCiSU1I1G3d8ARz+FbiwQb+Do2LMBIi8BSTGAqFnivzVj924i+FzDyMiNgmNKzqrtmAudpZFPg4iMgwspEZERESFpnllF9WL+F5sEo7euIeW1VyBhkMB1xqAh5e+h0fFlYU1MGQZcOcqUKllkb70gSvhGPPHMbWswqeKC+a/4A17K37kJirJONNNREREhcbczBQda7tnTDFvNgroNwuo6KPfwVHxcnYtcGLJw8f2ZYo84N51MQyjFh5VAXebGm5YOKo5A24iYtBNREREhavrgxTzbX6hSJPiVkQF7cZ+zRru9ROA4FN6GcLmsyEYt+gYEpJT0amOO+aNbAYbSzO9jIWIDAuDbiIiIipUbWuWho2FmWqZdC4o6uGOqGDg8nZ9Do2Ki0qtgPoDAZ+XAff6Rf7y604G4tVlx5GUkoaeXmUxe0QTWJkz4CYiDQbdREREVKisLczQrmbpjCnmty8B02sDK0doil0R5VdMGJCa8rAq+YC5QNevANOiDXZXHQ3AmytPIiU1DQOblMfMIY1hYcaP2ET0EH8jEBERUZFVMU8Put1qAM4VAY/6QHSwfgdHxifQF/i1DbD9s4fbijjYFosO3sB7f55WLcGH+1TEtEFeMDMturZkRGQcGHQTERFRoZNiauamJrgUGoPr4fc1M5OvHAbGbgdcq+l7eGRs7t0AYkKAy9uAxPt6GcJve67i03Xn1P0xT1XB5H71YcqAm4iywKCbiIiICp2TrQVaVHVV97dqZ7stbfU7KDJesn57wDxgzFbA0q5IX1qKAf64/RKmbrqgHr/eoTo+7lkHJnIhiYgoCwy6iYiIqEirmKenmGulJAPxkfoZFBkHWfcvqeS6s9pezwDWjkUecH+9+QJ+3H5ZPZ7YtRbe6VKLATcR5YhBNxERERWJznU91Nfj/hEIi4rXbDy+GPiuBrBrin4HR4Zt9Uhg3w/Autf0NoTU1DR89s85/Lbnmnr8Sa+6eLV9db2Nh4iMB4NuIiIiKhIeTtZoWMFZ3d/qF6rZaOsKxN0Fbh7Q7+DIsLV5F3DwBJq/qJeXl8rkH/11Bn8cvKnKEUzp30Ct4yYiygsG3URERFTkKebpQXe19sDIf4EXd+l3YGR4dJccVPQB3jih6cddxJJTUvH2qpNYcTQAUift+2caYphPxSIfBxEZLwbdREREVGS61tOkmB+8Go6o+CTAwgao0gYwM9f30MhQpKYCOycDs1oAUUEPt1tYF/lQEpNT8dqyE1h3MkhV3/9paBMMaFK+yMdBRMaNQTcREREVmWql7VG9jD2SUtKw60KYvodDhigpFjj/LxAdpPmqJ/FJKXhp8TFsPhcCSzNT/DqiKXp6ldXbeIjIeDHoJiIioiLVpW4WVcwPzgLmdQLuXNXfwMgwWNkDQ5cD/X4FfMYV2Zrtg1fvYN3JQPU1Oj4Joxcexa6Lt2FtYYr5LzRDpwf/bomIilXQ/f7776N3797pj8+ePQtvb2+UKlUKEydOVG0btPbs2YM6derAzc0N06dPz3CeNWvWoFKlSvD09MTy5cuL9HsgIiKirFPMd1+8rWYTlctbgVtHgQv6m9kkPbrlC1zc9PCxSxWg0dAieenNZ4Px1Dc7MXTuIUxYcVJ9bfLlNhy4egd2lmb4Y1RztKlRukjGQkTFk8EG3adPn8Yvv/yCGTNmqMcJCQkqAG/atCmOHTsGPz8/LFy4UO27ffs2+vTpg6FDh+LgwYNYunQpdu3alR6oDx8+HJ988gm2bNmCTz/9FBcvXtTr90ZERFSSeZV3Qlkna8QmpmD/lXDNRp/xQM/vAa/B+h4eFbXA48DCHsCa0UDI2SJ9aQm4xy85juDIBy3sHpDlD0JagvlUdS3SMRFR8WOQQXdqairGjRuHt956C1WrVlXbNm3ahMjISDWLXa1aNUyZMgXz589X+yTIlllsCaxr1KihAmvtvnnz5qF9+/YYO3YsGjRogNdeew2LFy/O9rUluI+KispwIyIiooJjYmLyaIp5rW6A91jAQTMLTiWIh5emKnmVtkCpSkX2spJS/vl6PzzMm3zU4kM31XFERMUu6P71119x5swZVK5cGf/88w8SExNx6tQptGjRAra2tuoYLy8vNdstZJ8E1vJHXDRv3hy+vr7p+zp06JB+bt19WZk6dSqcnJzSbxUqVCjk75aIiKjkpphvPx+mWjJRCZMUD2iXCUrl+mcXA0OWAVYORTaEI9fvPjLDnZnsl+OIiIpV0B0TE4NJkyapGe6bN2/ihx9+wFNPPaVmnKtUqZJ+nATYZmZmuHfv3iP7HB0dERSkaTGR076sfPjhh2pGXXsLCAgotO+ViIiopPKu4gInGwvcvZ+IYzfvPQzELmwEDvys7+FRYYoMBOZ3Bg7MzFg8zdSsSIcRFh1foMcREWXH4Jpirl27Fvfv31drsqUoWnJyskoL//333zFq1KgMx1pbWyM2Nhbm5uawsrJ6ZLvIaV9W5Fjd44mIiKjgWZiZomOdMlh7PBBbz4WihaybjfAHVgwFTC2AJs8B1k76HiYVhivbgJDTQHQI0HQUYO2ol2G42Frm6bgyDkXfH5yIiheDm+m+deuWSiOXgFsbNEsqeUREhCqYpis6OhqWlpZwcXHJsE+7XeS0j4iIiPSfYi7rulVHktI1gartAe8xQHKCvodHhaXJSKDjJGDsdr0F3IERcfh+W86FdWXRohT8a17FpcjGRUTFk8EF3eXLl0dcXFyGbZJm/uOPP6rK5FrXr19XRc8kqJY2Yrr7Tpw4gXLlyqn7Oe0jIiIi/Wlbo7TqgSwB0LmgB4VLn/8b6P4NYF9G38OjgpKaCvguBJITNY+lBk+bt4u0aJquXRfD0HPmXpwMiISNheajsKYq0EPax5N614WZaea9RERGHnT37NlTFUiTYmoy6z1z5kxVDG3AgAFqffaCBQvUcVK9vFOnTmpdt7QL279/P7Zv346kpCR8++236Nq1qzpu4MCBWLFihSrMJuvF5XzafURERKQ/NpZmKvAWW7VVzMk4RQQAQSezvq0YBqyfAGx8R69DlIJ93225iFELjiIiNgkNyjlh61vt8OuIJvBwyphCLo9nj2iCbvXL6m28RFR8GNyabldXV2zcuBHvvvsu3n77bZQtWxarVq1SVcSl/Zf04p44cSJMTU2xe/du9RxJRZeCaz169IC9vT2cnZ3Te3g3bNgQEyZMQLNmzdR6bmkp9sorr+j5uyQiIiJtivlWv1B1e7tLrYc7wq9oZkRdq+lzeJTXgPvnprkvCXDT+fkWMSmG9sbyEzh0TVOJ/LkWlfBxrzqwMjdDBRdbdK7roaqUy3GyhltSyjnDTUQFxSRNLaIyHiEhIarll6z7lgBdl6ScX7hwAW3atFHBty6ZPQ8MDES7du3ytaZbZteldZhUMpfK50RERFRwImIT0XTydtULec/Ep1HJ1Q7Y/TWwe6pm7W8fnQrXZJhkNntOu9yPG7cH8GyEonbw6h28seIEbkcnwNbSDF8P9EKfhp5FPg4iKn7yGisa3Ex3bjw8PFQKelakNZhuezBddevWVTciIiIyHM62lmhR1QX7r9xRBdXGta0GVGgOmJoDSRlrvBDlR2pqGmbvuYrvt15EahpQy90Bs4Y3QfUyGSdmiIhK3JpuIiIiKqlVzEM1Gyq3BSZeBQbO1e/AyGjdu5+IMX8cxbQtmoB7YJPy+PvV1gy4iUgvGHQTERGRXnWu666+Hve/p9bUwswcsHHW97DISJ3wv4deP+3Drou3YWVuim8GNsB3z3ipwn1ERPrAoJuIiIj0qqyTDRqWd4JUmdnuF5Zxp6SYG1f5GdITKVO0YP91PPvbQdWGrrKrLf56pTUGe1eEiRTlIyLSEwbdREREpHdd0lPMH7QOk0B77Tjg26pA6Dn9Do4MXnR8El5ddhyfr/dDUkoaejTwwPrXn0JdTxbBJSL9Y9BNREREBrOu+8DVcETFJ2nahSVEA0mxwNUd+h4eGTC/oCj0/mkfNp4JgYWZCSb1rotZw5rAwdpC30MjIjLO6uVERERU/EiBq2ql7XD19n3suhCGvo3KAe3e09zKFn2bKcoHm1KAiSmQlpr9MeZWgG3GVq8FkU6+6lgAPl13DgnJqfB0slbVyRtXLFWgr0NE9KQYdBMREZHBpJjP3n0VW8+FaoJuz8b6HhLlRalKwIRTwPW9gHu9rI+RgNu5QoG9ZGxiMj75+xz+PH5LPW5fqzSmP9sIpewsC+w1iIgKCoNuIiIiMpgUcwm6d18MQ3xSCqwtWG3aaDhXBBoPL5KXuhIWg1eW+uJSaAxMTYB3utTC+HbVYCoPiIgMENd0ExERkUHwKucED0dr3E9MUWu7legQYMeXwLpX9T08yiwhBjg4C0hOKLKX/OdUEPr+vE8F3KUdrLB0bAu82r46A24iMmgMuomIiMggSODUpZ6mZ/eWs6GajRLQ7f0OOLkMuP8gECfD8N80YMtHwPKhhf5SCckp+PjvM3hj+Ql1UaZFVRdseOMptKxWsOvEiYgKA9PLiYiIyGB0qeuBRQdvYvv5UKSkpsFM1gu3eh3w8AIsbPQ9PNLl0QCwdweav1ioLxNwNxavLD2OM4GR6vFr7avjzU41YG7GuSMiMg4MuomIiMhg+FR1gZONBe7cT4TvzXtoXsUF6DJZ38OirDQYBNTqDljYFtpLbPMLxTurTiIqPhnOthb4YXAjtK9VptBej4ioMPASIRERERkMCzNTdKytCaq2nAvR93AoN5Z2mp7qBSwpJRVTN57Hi4uOqYC7cUVnbHijDQNuIjJKDLqJiIjI4FqHaYNu6cWsxEUAp1YCAUf0O7iSLjEWWDYYuLG/0F4iJDIew+Yewm//XVOPR7eugpXjWqKcM5cXEJFxYno5ERERGZR2NUvD2sIUt+7FwS84CvU8nTTF1A78BDR4BqjQXN9DLLmkWvmlzUDoOeD144B5wfbF3nv5Nt5ccVItL3CwMse3g7zQvUHZAn0NIqKixqCbiIiIDIqNpRna1Cit1vNuOReqCbpr9wIubwfc6+l7eCWb9xggKhCo1r5AA24pmvfTzsuYseMyJLmhTllHzB7eBJXd7ArsNYiI9MUkLT1vi7ISFRUFJycnREZGwtHRUd/DISIiKhHW+N7Cu6tPobaHAza/2RYqEiuEtcOkf+ExCXhr5UnsvaxpCTfEuwI+61MP1hZm+h4aEVGBxIqc6SYiIiKD06lOGZiZmuBCSDT878SiomvhVcimPEiKK5SWbUdv3MVry44jNCoBNhZmmNyvPgY2LV/gr0NEpE8spEZEREQGx9nWEj7SLixzFXOZ8Q4+BaSm6m9wJU1yAvBrG2D9BE1BuwIgiZZz/ruKIXMOqYC7Wmk7rHutNQNuIiqWGHQTERGRQepS1z1j0C0B9+xWwG9tgaDj+h1cSXJlO3DnMnBxM2Dy5B8dI2OT8OIiX0zZeEGt5e7T0BP/vPYUaro7FMhwiYgMDYNuIiIiMujWYb7+93A7OkGzprt0bcDCFrhzRd/DKzlq9wRGbQL6/ARYP1l9mzO3ItHr573Yfj4UlmamKp18xpBGsLPiikciKr74G46IiIgMkqezDbzKO+H0rUgVpA1tXhHoNhXo90uhrC+mHFRq9cTp5EsO++PL9X5ITElFBRcb/DKsKRqUdyqwIRIRGSrOdBMREZHB6vpgtjs9xdzBgwF3Ubl9EYiPytdTJF384NU7WHcyUH2Vx/cTkjFhxUl88vdZFXB3ruuOf19rw4CbiEoMznQTERGRwepazx3TtlzEgSt3EB2fBAdri4c7U1MAU7aVKhQpScDK54C4e8CQZUAF71yfsvlsMD5f74fgyPj0bW72lqoKvRRLk68fdKuNsW2qwITt34ioBOFMNxERERmsaqXtUdXNTs2Q7rp4W7Mx7AKwqB+woIe+h1d8Rd4C0lKAtFTArXqeAu7xS45nCLhFeEyiCridbSywclwLvNi2KgNuIipxGHQTERGRwZIATVtQbas2xdzWBbi2Gwg4BETrtBOjguNSBRh/AHj+b8CmVI6HSgq5zHCn5XCMlYUpGlfM+TxERMUVg24iIiIy+BRzsfvibSQkpwD2ZYB+s4HXfDVrvKlwmFsBHg1yPezI9buPzHBnJrPdchwRUUnEoJuIiIgMWsPyznB3tEJMQrJa2600GpqntGfKp4CjgN86TU/0PAqLji/Q44iIihsG3URERGTQTE1N0KVupirmVPBSkoF/3wRWPQ8cmp3np5VxsC7Q44iIihsG3URERGTwujxIMZd+3bKGWAn0BTa9D1zYoN/BFRdSOK1WD8DeA/AanOenNa/iojIRsiNl08o6WavjiIhKIgbdREREZPBaVHWFo7W5qoZ93P+eZuPFzcDhX4GTy/Q9vOKzhrvD/4AJJwE71zw/TVqBlS+Vde90bZ3ySb3rquOIiEoiBt1ERERk8CzMTNGxjma2e8vZBynmdfsCjYYDTV/Q7+CKG4usA+jsrDsZCN+bEZCY2tXOMsM+DydrzB7RBN3qly3gQRIRGQ9zfQ+AiIiIKK9VzP86EYgtfiH4X886MPGoD/T7Rd/DMn63fIF904GuU4BSlfL11ODIOHzy91l1//UONfBGxxqqSrkUTZM13JJSzhluIirpGHQTERGRUWhbszSszE0RcDcO54OjUdfTUd9DMn5SpXzzB8CtI5p+3H1/zvNTU1PTMHH1aUTFJ6NheSe81qG6CrBbVst7ajoRUUnA9HIiIiIyCraW5mhTo7S6v9VPp4p5VDBwbIGm+jblj4kJ0GempoBah0/y9dRFB29g35VwWFuYYvrgRmoJABERPYq/HYmIiMioUszFlnOhmg2pqcCvT2laXfkf1O/gjFWZOsDQ5YCD5r3NiythMZi66YK6/2H3OqhW2r4QB0hEZNwYdBMREZHR6FTHXaUwnw+OQsDdWGniDdTqBpT3BlI5050vCTGP9bSklFS8tfIkEpJT0aaGG55rkb914EREJQ2DbiIiIjIapews0byypt/zlnMPUsx7zwTGbgeqtdfv4IxJ8Gngh7rAgZ8167rz4aedV3AmMBJONhaYNqghTFkojYgoRwy6iYiIyKh0eZBivlWbYm5qpt8BGSPfhUB8JBDoq1nXnUcn/O9h1q4r6v6X/eqrlmBERJQzBt1ERERkVLrU81Bfj968i/CYhIc7pJBahL/+BmZMenwH9PkZ6DI5z0+JTUzG26tOISU1DX0aeqobERHljkE3ERERGZVyzjZoUM5JZUVv93sw2x1wBPiuBrD0WX0PzzjIWvgmzwFO5fL8lKkbL+B6+H14OFrjy771C3V4RETFCYNuIiIiMuIq5g/WdbvVABKigJhQ4P4d/Q7OkMnFidSUfD9t98UwLD50U92f9owXnGwtCmFwRETFE4NuIiIiMtoU8/1X7iA6PgmwKQW8uAt49zJg56rv4RmmsPPA792Aue2BhOg8P+3e/US8t+a0uv9Cq8rpvdKJiKiYBN3dunXDwoUL1f09e/agTp06cHNzw/Tp0zMct2bNGlSqVAmenp5Yvnx5hn2zZs2Cu7s7qlatip07dxbp+ImIiKjg1ShjjypudkhMScWeS7c1G8t6AWbm+h6a4bpzFbC0A5wqAFYOeXpKWloaPl53FmHRCaha2g7vd6td6MMk+n97dwJnY9n/cfw7Y2YMxoydMNmiTEi2tEhJ+T/ZEqXtKS1PPUVJpb20KXmSKLSoVJJoQyVFKolksm/Jvu/LMAxj/F+/azrHDLNhxtznzOf9ep3XnHPf9xz3uOY+c/+u63f9LiDYeDro/vjjjzVhwgT3fMuWLWrXrp2uv/56TZs2ze2bPHmy2zd//nzdeOONeuqpp9zxTz/9tJYsWeL22euHHnpIb7/9toYPH6477rhD27aRdgYAQCALCQnxVzGf4KtintZxLoNVINRuI90bn1pELYfGzlmvb+ZucGuj97+2vopEUCkeAIIm6N6+fbsefPBBnXnmme61Bdk2im2Bdc2aNV1g/e6777p9Q4cO1aWXXuoC6rp166pbt2766KOP3L4hQ4bolltuUfv27XXBBRe4r19++WW+/mwAAODktfonxXzy4s1KSv5nnvLcUdLQltKfH+TvyXlVVDkp+rQcHbp+5z49+dV89/y+FjV1TmyJPD45AAhOng26LeDu0KGDmjZt6l7PmTPHBdbWs22aNGmi+Ph4/74WLVr4vzen+zKSlJSk3bt3p3sAAADvqV+5hMoVL6w9Scn6bdk/WWy71khr/5AWjs3v0/OOPz+SNs47rm9JSTmsnp/NUcL+ZBdsd720Rp6dHgAEO08G3ZY2PmnSJPXt29e/zYLfatWq+V9HR0dr/fr1J7UvIy+99JJiYmL8j9jY2Fz/+QAAwMkLDQ3R5XGpKebf+6qY1+kote4ntR+UvyfnFVv/lr7uIb11sbRpQY6/7YNpK12RusjwUPW/9hyFFfLkLSMABATPfYLu379fd911l0sLL178SJGPsLAwFS5c2P86MjJSiYmJJ7UvI4899ph27drlf6xZsybXf0YAAJC7KeY/LNykQymHpZJVpcZ35DiFOuhFFE2dy13jMqlcXI6+5e/NCeozfrF7/sSVtVW9bFQenyQABDfPlfh8/vnn1bhxY7Vu3Trd9lKlSrliaj4JCQmKiIg4qX0ZsQA9bZAOAAC8q2n10ioeGaatew5o1uodalS1VH6fkrdEV5SuGSYlJ1n1uWwPP3goRT0+naOk5BRdXKusbmpa5ZScJgAEM8+NdI8YMUJjxoxRiRIl3MNe33PPPfrggw9c1XKfWbNmqVKlSu65Beknsg8AAAS2iLBQXXZWOfd8gi/FPOWQtPhbaex9qcEmpLCcDSi8Pmmp5q3bpZgi4fpfp3r+WjoAgCAKuqdMmeKWAJs9e7Z72DJhzz33nFavXq2pU6dq4sSJOnjwoJvv3apVK/c9HTt21MiRIzVv3jzt2bNHAwcO9O/r1KmTBg8erHXr1mnTpk2u4rlvHwAACJ4Uc1s6zNaVlkKkbx5IrWC+/GcVSL+8Iv3QS0rak+Nv+XP1Dr0x+W/3vHeHOiofHZmHJwgABYfn0ssrV66c7nVUVJTKlCnjHv3799eVV17pttko+LBhw9wx55xzjrp3765GjRq5Odu2pJiNjpu2bdtq9OjRbpu57LLLdPXVV+fDTwYAAPKCpUHbiPfq7YlasilBZ1WIlhrdJiVuk0qcrgInYaP0c1/pUJJUqaEU1y7bb0k8kKwHPp0tmxbfvn5FtalX8ZScKgAUBCGHU7uEA8aKFSu0ePFiNWvWzAXfaS1cuNCNaDdv3vyYedt//PGH9u7d6/YdT6qUVT+3KuZWVM0qnwMAAO+544M/NHHRZvVoWUvdW6Z2tBdYdmv313fSoq+l9m/kaC73k1/N0/Dpq1UhOlIT7r9YMUXDT8mpAkAgy2msGHBB96lG0A0AgPeNmrlGD382V3GnRevb7s3y+3QCyuQlm3Xr+3+458NvP08X1SyT36cEAEEVK3puTjcAAMDxalm7vEJDpIUbdmvN9sT061Sv+EUFQvIB6eD+4/qWHXsPuM4K0+WCqgTcAJAHCLoBAEDAK1UsQo3/WS7MX8V86Q/SGw2lsfemplwHu2lvSIPPk/6elKPDLdnxya/ma0tCkmqULaZH/3VWnp8iABREBN0AACCoqph/v3CTtHONVDhKCisqFS0jrZoqrZ995GH7g8mhZGn2x9KOldLerTn6ljGz1+ubeRsUFhqi/p3rKzK8UJ6fJgAURMzpzgZzugEACAxrdyTqopcnq3LIVk0p2lMhVr07M7Zudbd4qUSsgkZSgjT7E6nJf7ItnrZ+5z61eu0XJexP1gOX19J9lxXw4nMAcAKY0w0AAAqUyiWLqk6laMUoIeuA2yQnpS4pFkwKF5fOuzPbgDsl5bAeGj3HBdz1Y0vonktqnLJTBICCiKAbAAAEjVZxqSnmBcahg9Lq6cf1LcN+W6nflm1TkfBCevXacxRWiNtBAMhLfMoCAICgccU/87oLjBlvS++1kr55MEeHL92UoD7fLXbPH29dW9XLRuXxCQIACLoBAEDQqFU+ShVjInN28JyR0u9vSXsDOM187xYpJFSqUC/bQw8kp6jHqNnua/NaZXXTeaefklMEgIIuLL9PAAAAILeEhITo/BqlpQU5OHjWR9KBPVLZs6TqzRWQWj4j1esslTkz20Nf/3Gp5q/brRJFw9W3Uz33fwUAyHuMdAMAgKDStHqZnB3Y8DapZiup6kVHts14RxrdRVo1TQGjXG0pNOtbuvhVOzRo8t/uee+r6qp8dA6zAQAAJ42gGwAABJWzKuRwnnLdjtKNo6TQNOtT//mhtOBLafPCI9tSDlnJb3mGnc/kl3K8HnfigWQ9OGq2Ug5LV9WvqNb1TsvzUwQAHEHQDQAAgkposTI6GBKR9UG2TnfR0sdubzdQOr+bFHfVkW1Lv5f6ny1NeVWeMPM96ec+0jstpEPJ2R7e+5tFWrktUafFROrZ9nVOySkCAI5gTjcAAAguJWIV326inh81RSWLRejDWxsr9Oj5yxZwl4g99nsrnpv6SGvhWClhfWrRsrR2rZNiKumUO61+auG0BjdLhbK+lZu8eLM+/n21e/7KNecopkj4KTpJAIAPQTcAAAg6DerW1eoxG7VgT7JmJVdRwyqlTvzN2vSXzroyteCaz5a/pEGNpSoXSreMS5+intdiG0t3/pTtYdv3HtDDn891z2+9sKouPCOHc90BALmK9HIAABB0IsJC1eKscu75hAWbTu7NwiOl2m2lMjWPbFs7I3Wproio9AH3qt+kpATlOfs3swj0Dx8+rCe+nKctCUk6o1yUHvm/NB0GAIBTiqAbAAAEpSviKrivExZsdEForjr3JumBRdIVLxzZlrRH+uhq6X81pe0rcvffs0JuI66TZg3PUVG3L2et0/j5GxUWGqL+19ZXZPgpHIkHAKRD0A0AAILSJWeWVXihEK3alqi3fl6uacu26ZCV8M4txStIZWsdeb1zlRRdMfVRsuqR7UvGSyt/PbkK6Au+kP4aL41/VErMumr5up371GtM6kLl3S+rqbqVY0783wUAnDTmdAMAgKA0ZemWfwqoHVaf7xa7bVbBu1fbOP1fnTxYNqv82dK98akF13yF22yEfcLj0vblUqf3pDodT+y9a7eTLn9eiigqRaWmzWckJeWwHho1RwlJyTr39BK6+5IaJ/jDAAByC0E3AAAIOt/N36C7h/+po8e1N+7a77YPualB3gTeFmynDYoPJkpVLpAO7pNqtjqyfekP0oY5Ut1rpJJVjmzfuUZK3Jbxe1e7OONlztJ4b+oKTVu+TUXCC+nVa+srrBBJjQCQ3wi6AQBAULEU8mfHLTwm4Da2zcagbf/lcRVUKPSopcRyW0Qxqf0gKeVQ+sJnM95OXf/70AHp0sePBNxvNJSSk7JeX7xbfIbLnf21KUF9Jyxxz59oXVvVyhTL/Z8HAHDc6P4EAABBZcaK7dqwa3+m+y3wtv123ClzdKVxSzOv1lyq0+nItlVTsw64je3PYCT8QHKKenw62321uew3nnd6bp05AOAkMdINAACCyuaEzAPutAZM/EsRYWepweklFOKbg32qnHNd6iOtvyee8NsNmPSXFqzfrRJFw9W3Y71T//MAADLFSDcAAAgq5YpH5ui46Su2q+OQ33RF/180dMpybduTzShzXou76oS+LX7Vdg35aZl7/mKHuioXnbOfHwBwahB0AwCAoNKkWilXpTyzsV7bXrpYhDqcW1GR4aFaunmPXvhmkZq+NEl3D4/X5CWbc3dpsZyKqXzc37I3KVkPjJojO90O51bSlXXzoDgcAOCkkF4OAACCihVHs2XBrEp56oJhR/gC8d4d6rjq5c+2P6hxc9Zr1B9rNGftLo2fv9E9LGjv1LCyrm0Uq9hSReVV1llg65BXjInUM+3Ozu/TAQBkgJFuAAAQdCygtmXBKsSkT7W212mXC4uODNeN51XRmG4XaXz3ZupyQVU3L9oKrb3+499q1neybnhnusbMXqf9Bw/JS35cvEmfzFjtnr9yzTmKKRKe36cEAMhAyOHDh/Mhfypw7N69WzExMdq1a5eio6Pz+3QAAMBxsDRxq1JuxdVsrrelnme3TFhS8iF9v2CTRs1co1//3irfnZIFtVfVr6hrG8fq7IoxuX+y62dLbzfP/rg7f9b2mDg3F33rniTddmE1Pd02LvfPBwCQK7EiQXc2CLoBACi41u5I1OiZa/VZ/Fqt27nPv71OpWh1bhSrdvUr5d4Icw7X6T7cbabuHrdF3y3YqJrlojTu3osUGX7UkmQAgDxH0J1LCLoBAICNmE/9e6s+/WONvl+4UQcPpd4+FQ4L1b/qVHCj302rlVZoNqPoOQq8M1iH269oaX2+LEQPjp6jsNAQfdX1QtWplAej7gCAbBF05xKCbgAAkNb2vQf05ax1rvjakk0J/u2nlyqqaxtVVqeGscfMJc/Nkfd/vTZFCUnJeuiKWurWomae/DsAgOwRdOcSgm4AAJARu4Wyiuc2+m0V0PckJbvtNth9yZnlXOXzy2qXU3ih3Klbm5JyWDcMna7py7erweklNOqu8xWWS+8NADh+BN25hKAbAABkJ/FAsr6dt9GNfs9Yud2/vUxUhK5ukLr02Bnlok7q3xg6ZblbIqxoRCF9e18zVS1TLBfOHABwogi6cwlBNwAAOB7Ltuxxlc8/j1/nqov7NKxS0hVfa13vNBUrHHZc77lkY4LavvGrDiSnuDXGbZkzAED+IujOJQTdAADgRBw8lKLJize7AHzyki2uGJspFlFIbeqlLj1maeIhISFZLnVWqmiEen+7SIs3JujSM8vqvS6NM/weAMCpRdCdSwi6AQDAydq0e78+/3OtSz9fuS3Rv92W/OrcOFYdzq2k0lGF3bbv5m/Qs+MWasOu/enew4L1yT0vceuNAwDyH0F3LiHoBgAAucVuu35fsd0F39/O36D9B1Pc9vBCIWpZu7yqly2mwZOXKbObszdvaqD/q3PaKT1nAEDGCLpzCUE3AADIC7v3H9TY2etd+vnctbuyPd4Sym0psl8faaFCJ7seOADglMWKrDMBAACQD6Ijw3VT0yoa2+0ije/eTK3OLp/l8TZKYinnNtcbABA4CLoBAADyWe3TonVl3ZyljVtxNQBA4CDoBgAA8ICcFkijkBoABBaCbgAAAA9oUq2UTouJdHO3M2Lbbb8dBwAIHATdAAAAHmDF0Xq1jXPPjw68fa9tP0XUACCwEHQDAAB4hC0HNuSmBq5KeVr22razXBgABJ6w/D4BAAAAHGGB9eVxFVyVciuaZnO4LaWcEW4ACEyeHOkeM2aMqlevrrCwMNWvX1+LFi1y2+fPn6/GjRurZMmS6tmzp9IuMf7zzz+rdu3aKlOmjF599dV07/fZZ5+pSpUqqlixoj755JNT/vMAAAAcDwuwz69RWu3rV3JfCbgBIHB5LuhetmyZbr31VvXp00fr1q1TrVq1dMcddygpKUlt27ZVw4YNNXPmTC1cuFDDhg1z37Nlyxa1a9dO119/vaZNm6aPP/5YkydP9gfqN954o5566ilNmDBBTz/9tJYsWZLPPyUAAAAAoCAIOZx2uNgDvv76a61fv1533nmne23Bc+vWrTVixAjddtttWrt2rYoWLao5c+aoa9eu+vXXX/Xaa6/prbfecoF4SEiIGykfPXq0hg8frvvvv1+LFy/Wd999595vwIABLkh/4YUXcnQ+u3fvVkxMjHbt2qXo6Og8/dkBAAAAAIEhp7Gi50a627Rp4w+4jY1K16xZ0wXZTZs2dQG3qVevnguyje279NJLXcBtmjRpovj4eP++Fi1a+N8v7b6M2Ii6/eelfQAAAAAAcCI8F3SndeDAAfXr10///e9/XfBbrVo1/z4LsAsVKqQdO3Ycs896GWy03GS1LyMvvfSS663wPWJjY/Ps5wMAAAAABDdPB929evVSsWLF3JxuK6pWuHDhdPsjIyOVmJh4zD7fdpPVvow89thjLj3A91izZk2e/GwAAAAAgODn2SXDfvzxRw0aNEjTp09XeHi4SpUq5YqipZWQkKCIiAi3z+ZpH73dZLUvIxagHx3cAwAAAAAQNCPdK1ascJXILeiOi4tz22ypMKtMnvYYm39tQfXR+2bNmqVKlSpl+H1p9wEAAAAAUKCC7n379rliau3bt1eHDh20Z88e92jWrJmbn/3++++741588UW1bNnSzeu25cKmTp2qiRMn6uDBg+rbt69atWrljuvYsaNGjhypefPmufcZOHCgfx8AAAAAAAVqyTBb7uuqq646ZruNbM+dO9eNgBcpUkShoaH66aef/CPhb775pu677z5FRUWpRIkSbnS7fPnybt8TTzyhV155xc3ntkroU6ZMce+REywZBgAAAAA40VjRc0F3djZu3OiW/LLlw0qXLn1MYG5rctuouAXfadnyYuvWrVPz5s2znNN9NIJuAAAAAECBCbpPNfsPtJFzq2JO0A0AAAAA8AXdtsT0zp07XfAdcNXLvcKqnRvW6wYAAAAAZBQzZhV0M9KdjZSUFK1fv17FixdXSEiIvNzDwmh84KMtgwPtGDxoy+BAOwYP2jI40I7Bo6C35eHDh13AXbFiRVdzLDOMdGfD/vMqV66sQGC/6AXxlz0Y0ZbBgXYMHrRlcKAdgwdtGRxox+BRkNsyJosRbs8uGQYAAAAAQLAg6AYAAAAAII8QdAeBwoULq1evXu4rAhttGRxox+BBWwYH2jF40JbBgXYMHrRlzlBIDQAAAACAPMJINwAAAAAAeYSgGwAAAACAPELQDQAAAABAHiHoBgAAAAAgjxB0AwAAAACQRwi6g0hycnK61xSmB/IX1yAAnBopKSn5fQoA0uCaTI+gO0jcc889uvPOO9W/f3998cUXbltISAg3/QGoW7dumjBhQn6fBk7Svn370r3mWgxcXJPBjWszsL377rvua2got7TBgmAtsHFNZox1uoPAK6+8ok8++UQjRozQggUL3PM6deq4heqNNbEF4PC+G264QRs2bNDkyZPz+1RwErp06eKC7urVq6tSpUouaDNci4GHazL49O3bV9WqVdPBgwdd+yJwXXfddVq4cKHmzp2b36eCk/DEE08oNjZWe/bs0UMPPZTfp4OTwDWZOboggkDx4sV10UUX6cwzz9TVV1+tQYMG6ccff9Sjjz7q9nOTHxhuu+02/fHHH/6b+02bNmn37t3+/fSPBYZ33nlH8+bN0+DBg9W5c2eNGTNGjzzyiNtH9klg4ZoMzqywcePG6cCBA66D2l4jMF111VVKTEz039wfOnQov08JJ6Bnz57uM9YGi3755Rf16NFDq1ev5vM1AHFNZo2gOwiEhYXps88+0/79+93rcuXKuRv96dOna+DAgfl9eshhKtXZZ5+tG2+80T8SYx9e1157re6//363jYAtMJQuXVpVq1Z1X+vXr++uxalTp+rBBx90++kECwxck8HZpmvWrNFjjz3m2tWC7y1btrhMFLtRNLRnYNi2bZt+/vlnl1VkXn/9dT388MO69957XecY6cmBwzKJrIPTBo/Gjh3r7mkHDBjgMjcROLgms0fQHQRuv/12NW/eXO3bt/ffOJQoUcKl68THxyshIYEbCY+zeS+XXHKJdu3apbvuusvNh+ndu7eefPJJ16Fyxx13uOMI2LyvcOHCmj9/vruRMEWLFtX333/v/hg9/vjj+X16yCGuyeBifwOtTatUqeL+LvoKj44ePdr9jezatat7TXt6n928W6fmxx9/rClTprhshT59+ujcc891WUZ2vS5evNgdy72Pd/naJi4uzmUUWQeY+d///qdixYq5oM1XG4V29DauyZwh6A5wvp6jN954w80f7dSpk3/E2z60/v77b5fewY2E9zVs2NClV3377bd67bXX1KJFC9fzO378eJdyNWfOnPw+ReRA69atdfHFF7uOMJuf5gu87Y/RzJkz3UgbAgPXZPDw/Q08//zzXVq5zTn0+eCDD9yo2rPPPpuPZ4ic8hVnskwiGxW1a9FGSG+66Sb99NNPSkpKcp1jhnsf7/K1TePGjbV06VL399F3T/vcc89p5cqV/vndtKO3cU3mTFgOj4OHpC3G5PtFL1WqlEt/tLkxF154obsxtF/yIkWKFOhf8EBrU8tasBEYmyLgY8+tGFdUVFS+niOyZzcMdk3avG5bTeC8885zqeUxMTFuv12T9gcJ3v9s5ZoMTpZWbjf4NlXAOk+sFor597//rVWrVuX36eE4VKxYUe3atXOfu3Y92nVqn682lccKzFqhvPDw8Pw+TWTj8ssvd9fkCy+84DLFrLPT/mZaNpFNAUHg4JrMGnd/ASizINoKqr355puuF9/mVlihGOsl9N3ww9tt6gvYLA3HWDG8evXq6csvv9TWrVu5wQ8A1n6+dnz77bfdXCbLPrHpHvawrJOC/AfHy2xqjmUk+IJtrsng42vPZ555xn295ZZb9N///tddk5YVZp1idoyv/eF9zZo1c7UX7PPV7nnsBt9Sle0rc0i9z/d5a+nI9tXqEDVq1Mh9FltWmAVtvsAN3vw8PRrXZOZYMixA2I2B3eBZc1nRF+tBioiISDcyk9kFAG+x0ZTKlSu7tsrsxm7v3r1uyTebB2zBwIcffuh6f+Ed1mtrAbUVTTta2mvR2nD9+vXuj4+lndtSRfAWy0qwuYNDhw51Iy0Z4ZoMDmmvzS+++MLNN7RsFBuhsQJrvpFveE9WSy7+/vvvrv1OO+00fffdd66D7Jxzzjnl54iTuyZtPvCSJUv01Vdf6YwzznD3vmeddVZ+nyIykVXcwTV5LILuANCvXz+3Bvc333zjCkzYyLXduNvyYDZvO7M/RKwJ7D0WpNmIiqWn2o2+pThm1YNrGQvWuWJZDPDWOpTLli1zvbeZXW90ggVOW86YMcOlONoyb4UKFcryeK5J7zs6hTG7a9NG0mybtSu8xQpS2n1OdHR0tvc1EydOdMeVLVuWzk2PsXvXli1busJaGcnoGiXjxJvatm3rBgEtqzY7XJPpcUcYAHbu3OkK+FSoUEEvv/yyK+xj81+s+IsVasrsQ4kPK2+xIj1//fWX68G11JuRI0f6q80fzZeCY9Ugubn3FptntmPHDn/AbdenSZtxYgi4va9jx46uOvny5cu1fft2Vy03M1yTgcGWc7NpHdaBYiMrxjdVwOfoa9M6Pgm4vdlJ3apVK918882uWKzJbIDBWFDXpEkTbu49xpZZtGKURwfcacf8jm7XrDIBkX+sMJp1hFnbrFu3LtPjuCYzxl1hALDKjlb9b9asWe7moEOHDmratKlLU/7111/9KTm7d+/O71NFFmwOqN08WDpy//793Y3+W2+95fYdnXBCwOZNFmDbddi5c2f32ooXWgEmK85kqap2DdJ2gcFSyS1l3IppGWtHWzrKWIDGNRl4bIkaq5prQbe135gxY9w16ms/3zJhPiT6eZcteWqDCzaNw1aCsHudzNZtPrpTBd5h629bVtjkyZPd67T3qdZuXJOB45prrtHmzZvdZ6yxDLHMcE1mjLuIAGBrxdoyJ19//bUL1OyX+corr3SVyW3tWCvO9Pzzz/tvGOFN1ttnhSUs9dFYER9LVTW+Ht3p06e7NZ7hTdZ+FqwNGjRI119/ves06dGjh8qUKeOuT1sWzNgfpUWLFuX36SKbUW6bZ+Zz+umnu+whW7Ym7SiL3eynXV4K3mWd0rZkn2USWQenFcCbO3euK5zm229WrFjhT1+FN9nSp927d3dLENlI6caNG/Xnn38ec5y1rwVudIp5j7WZ1TJ5+umn3WvL1LQO665du/ozF3zXpK8duSa9ye571q5dq++//94VubMU888//9x1ohzdUcI1mTn+RwKAzYewlDlL6bBfciv8YuyX3j7UbA6izfe24mrwLpuDb23mm2toN/l20+9bV90CblsL2JZ/g3dZitwDDzyg+Ph4DRgwwE39sHazDAabMmDpyjY6Qwqyt5UsWdJ99fXG2829Fam0NrRpO3YjYdM/3n//ff98UnhbZGSk3nvvPTf9w66/uLg4N63H6mhYB7VvdMauWzqpvc06Mn2d0nZvY51kltGX9pq16Vq2You1N7zHpkS2adNGr776qiuoZZ+lNvJdo0YNt4azLRFmrHCaBXW0o3d16dJFv/32m3tuA0cNGjRw16Hdv6Yd1bbBBtoycxRSCyA2yj1s2DDX22sfWtaTZOlXtnyN9TzRQxg47APK0pRtDeDZs2e75aVszpPNQ7QquvA26921UW0LuGvVquWuvZUrV7o5iPaHyXrv6eUNPHZTP2TIEFeZ3ncdslyNt9nfRKuSa+1m7DPVlv6ywNrm31v7jRo1StOmTXNz9q1DxQJuq6gLb7elDTT42mn48OGu/axz2j5vLdXcMhrs5t7XgQZvtqNlYlrn16RJk9xUARv9ts5Nuy7t76itGGFTfex6hbdYR4kNMPgyE6ztfPUvrLL8pk2bXAziY5+91pYMHmWMu8IAUr16dT366KNu7W3rabLCBHYhWGVPAu7AYgGZFcSLjY11PcDPPfecS8Ei4A4MNvJpBdVq1qzp/uhYES7rNLEsBuv5JeAOTLa+qN1Q2KiaDwG3t9loqN28P/LII+71U0895W7eH374YReQWftZ4GYj3HasVd0l4PZ2W9p9jrF28o2gWR0b372OTeuxa9TqpBBwe7cde/bs6b8mrXq5ZS/YOJ99xtr9j80Ptmwiy1Ah4PYmu7exKuW+a9LazgJvX2eKtZtvvr5dq9aBQsCdOUa6gXxgl50V5bKlw+wm0EbY7I8QAovdNFgPvmWcLF682FWmt7QrBB7fkjU2EmopkAMHDnTpkfA2Sye3a8+mWtnnqWUprFmzxhWrtI4wyz6x4MwKj44ePdp93sLbbWkdmRZM27SdtJ+1Nre7YcOG+vTTT92UuoK+5q/X29HazJa4tawT32espR/bgJFlLtg0rHHjxrlaKfB+W1o7+a5JC7BtVNsGi+xvpi+rAVkj6AbykX2A2ZIotWvXzu9TwUn0BFtvvdVWYAQtOFi2go2+wPusyN3UqVNdMNa7d293Q2+Bt7F53HazaLc5VnnXMlMQGG350ksvubncvpt8W57I5uhbAVlb+5dO6sBoxxdffFGVK1d27WidKdauNgXLntuKH3YMAvOaNFaZ3go7W8FRy2Qg6zZrBN1APrLeQlKRAeDkWeV5WzbMpulYpgICuy2t2nXam3y76bcbfEa4A68drXBsv379XI0FK4BnAZplpiCwr8mj53kjawTdAAAgaApU2ki3FRf1VSxHYLeljW5bmisCtx379u3raqG88847+X1KyIVr0uorWJXytFOzkD2G2AAAQMCzrCFb0s/Wd7YbREthRWCiLYOrHXv06OFGuWnH4LgmDx065G9LAu6cY6QbAAAEDQvSbIUPq6SLwEZbBgfaMXjQlieOoBsAAAAAgDxCejkAAAAAAHmEoBsAAAAAgDxC0A0AAAAAQB4h6AYAAAAAII8QdAMAAAAAkEcIugEAwClhS83YGq9ZmTp1qpYvX37KzgkAgLxG0A0AQJAYO3asQkJCFBYWluEjNDRUt99+u//4DRs2uO0+tu/xxx93z2vWrKlq1aqpTp06qly5si699FL/ccnJyccEz+Hh4Vq8eLH/ta1IeuDAgXTH3H333SpevLhiYmJUokQJ97DzXbRokf+YZ599VuPHj8/l/xkAAPLPkb+0AAAgoBUqVEhVqlTRypUrM9zfpUsXf5A9b948XX311UpJSXGBtS8It8Dc3iMiIkJDhgxRy5YtNWzYMH366af+9xkxYoQGDx6cLmC39/n3v/+twoUL+19XqFBBX3zxhf+YoUOHukdaUVFR7t/yKVKkSLrXAAAEOoJuAACCKOjOji9QPvvsszVt2jRVrVpV8+fPd9u6deum0qVLuxHvQYMGZfreN998s3scHTyPHj3avd/xstHutM/TvgYAINARdAMAECRyEqz6gmcb0bYAfN++fWrUqJHbtnr1at1zzz1uu71X165dXTr4tm3bXJBuZs6cqQsuuEC1atVK974WbLdp0ybdNhs5/89//qM+ffq418OHD9eTTz6Z7pjExMRj0tABAAgmBN0AABSgoPvoYyyde/r06e559+7d0x33+uuvq0WLFvrwww/TpYlXrFjRPzq+c+dOdezY0Y2O33DDDa5Yms3v9o2cpx0ht+D9vPPOS5eqDgBAsKOQGgAAQcIC5TVr1qhMmTIZPkaOHHlM0G0j3fXr13cP2+9jhdJ8o+H21adkyZK64oorXDG1cePGuTnf1113nXv8+eefOvfcc3XnnXe6Qmr29frrr/d/7549exQdHX2K/jcAAPAGRroBAAgSFlDHxsZmWUjtaDbSnXZOt4+lfNsc7dmzZ7uUcp8aNWro7bff1iOPPKJ33nnHFV3r37+/C7AbNGigZ555xo1m27nUq1cv3b+1e/duN8r9ww8/pNv++eefq2HDhif98wMA4EUE3QAABAkbXc7pMRZU22j10WyEe//+/UpISHDBsG/ed7NmzdId17t3b917772usvmsWbPUr18/XX755e772rdvr/Lly+ujjz5SZGSk/3tefvll9/Cxc7Cgv2zZsif5kwMA4F0E3QAAFMCge8CAAfrggw90xhlnuNRy3z4LuG397I0bN2rVqlVu5NwC688++8z/Hj/99JNbc9vW5bY523b8N998475aAG3F12x03JYk+/bbbzM9F3t/S12vVKlSrvz8AAB4EXO6AQAIErY2dnZsJNv07NlTv/zyi1uje9KkSS7lu2nTppo7d65q1qzpgufKlStn+B5169Z1I9aWXr5lyxatXbvWVS+3wNzW/3788cddcbZHH300y3NZsWKFS0/PyVJnAAAEKka6AQAIEhZQ+wqpZcQKmd1yyy3+15Yebundtja3jXLb6LYt8WVBdKdOnTKthm7bbfR76dKlatu2rSuu5rNr1y4XjD/44IN69913j/leSz9ftmyZSy0fOnSoateunW6/pbxnlPYOAECgYqQbAIAgCrotHXzr1q0ZPqzCuC+gtfnaNtI8ePBgfyBtQXLRokU1bdo0NxJuLE3cAmxfYG1BfVxcnMqVK6cZM2YoKSlJDzzwgCveFhUVpZiYGI0ZM8aNcv/rX/9SfHx8unO04L5Jkyau6vm6devUq1evdPstvd2WHQMAIFiEHM7JBDAAABB0LGAuXLhwum1LlixxKebXXHONe22j3q+88oobubaA3hd4+55boG8BulUs79y5c7r32r59u0qVKpWjfxcAgGBF0A0AAAAAQB4hvRwAAAAAgDxC0A0AAAAAQB4h6AYAAAAAII8QdAMAAAAAkEcIugEAAAAAyCME3QAAAAAA5BGCbgAAAAAA8ghBNwAAAAAAyhv/D8bvHkWan3aXAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"波动系数法预测的平均相对误差为: 0.1135\n"
]
}
],
"source": [
"\n",
"# ==================== 代码9-13: 节假日波动系数与预测 ====================\n",
"\n",
"# 计算2015春节波动系数\n",
"M = on_h.loc['2015-01-01':'2015-02-17']\n",
"M = M[M['holiday'] != '小长假']\n",
"M1 = on_h.loc['2015-01-01':'2015-02-07']\n",
"M1 = M1[M1['holiday'] != '小长假']\n",
"\n",
"B_coef = []\n",
"# 春节前10天\n",
"baseline_before = M1.iloc[-30:]['on_man'].mean()\n",
"for date in on_h.loc['2015-02-08':'2015-02-17'].index:\n",
" coef = on_h.loc[date, 'on_man'] / baseline_before\n",
" B_coef.append(coef)\n",
"\n",
"# 春节及春节后\n",
"baseline_after = M.iloc[-30:]['on_man'].mean()\n",
"for date in on_h.loc['2015-02-18':'2015-02-26'].index:\n",
" coef = on_h.loc[date, 'on_man'] / baseline_after\n",
" B_coef.append(coef)\n",
"\n",
"B_coef = pd.Series(B_coef)\n",
"\n",
"# 绘制波动系数\n",
"fig, ax = plt.subplots(figsize=(10, 5))\n",
"ax.plot(B_coef.index, B_coef.values, color='blue', marker='o')\n",
"plt.xlabel('索引', fontsize=10)\n",
"plt.ylabel('系数', fontsize=10)\n",
"plt.title('2015春节客流量波动系数', fontsize=11)\n",
"# 添加数值标签\n",
"for i, v in enumerate(B_coef.values):\n",
" plt.text(i, v, f'{v:.2f}', ha='center', va='bottom', fontsize=8)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 预测2016年春节客流量\n",
"MM = on_h.loc['2015-01-01':'2016-02-06']\n",
"MM = MM[MM['holiday'] != '小长假']\n",
"MM_mean = MM.iloc[-30:]['on_man'].mean()\n",
"\n",
"MM1 = on_h.loc['2015-01-01':'2016-01-27']\n",
"MM1 = MM1[MM1['holiday'] != '小长假']\n",
"MM1_mean = MM1.iloc[-30:]['on_man'].mean()\n",
"\n",
"# 生成预测值\n",
"pre_2016_before = B_coef.iloc[0:10] * MM1_mean\n",
"pre_2016_after = B_coef.iloc[10:] * MM_mean\n",
"\n",
"pre_2016 = pd.DataFrame({\n",
" 'real': on_h.loc['2016-01-28':'2016-02-15', 'on_man'].values,\n",
" 'pre': list(pre_2016_before) + list(pre_2016_after)\n",
"})\n",
"\n",
"# 绘制预测对比\n",
"plt.figure(figsize=(10, 5))\n",
"plt.plot(pre_2016.index, pre_2016['real'], marker='o', label='真实')\n",
"plt.plot(pre_2016.index, pre_2016['pre'], linestyle=':', marker='s', label='预测')\n",
"plt.xlabel('日期索引', fontsize=10)\n",
"plt.ylabel('客流量(人)', fontsize=10)\n",
"plt.title('预测2016年春节客流量', fontsize=11)\n",
"plt.legend(fontsize=9)\n",
"plt.xticks(rotation=45, fontsize=9)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 计算误差\n",
"error_pre = abs((pre_2016['pre'] - pre_2016['real']) / pre_2016['real'])\n",
"error_pre_mean = error_pre.mean()\n",
"print(f'\\n波动系数法预测的平均相对误差为: {error_pre_mean:.4f}')"
]
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