882 lines
823 KiB
Plaintext
882 lines
823 KiB
Plaintext
{
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"cells": [
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{
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"metadata": {},
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"cell_type": "raw",
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"source": "# Please replace 'your_futures_data.csv' with the actual path to your CSV file",
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"id": "fb1975346060eb6d"
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},
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-09-21T14:34:34.700968Z",
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"start_time": "2025-09-21T14:34:34.697756Z"
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}
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},
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import talib as ta # Make sure TA-Lib is installed: pip install TA-Lib\n",
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"import statsmodels.api as sm\n",
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"\n",
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"import warnings\n",
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"\n",
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"# 忽略所有警告\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"\n",
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"# --- 0. Configure your file path ---\n",
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"# Please replace 'your_futures_data.csv' with the actual path to your CSV file\n",
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"file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv'\n",
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"\n",
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"sns.set(style='whitegrid')\n",
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"plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签\n",
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"plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号\n"
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],
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"outputs": [],
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"execution_count": 11
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-21T14:34:34.784945Z",
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"start_time": "2025-09-21T14:34:34.736929Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"# --- 1. Data Loading and Preprocessing ---\n",
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"def load_and_preprocess_data(file_path):\n",
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" \"\"\"\n",
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" Loads historical futures data and performs basic preprocessing.\n",
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" Assumes data contains 'datetime', 'open', 'high', 'low', 'close', 'volume' columns.\n",
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" \"\"\"\n",
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" try:\n",
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" df = pd.read_csv(file_path, parse_dates=['datetime'], index_col='datetime')\n",
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" # Ensure data is sorted by time\n",
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" df = df.sort_index()\n",
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" # Check and handle missing values\n",
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" initial_rows = len(df)\n",
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" df.dropna(inplace=True)\n",
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" if len(df) < initial_rows:\n",
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" print(f\"Warning: Missing values found in data, deleted {initial_rows - len(df)} rows.\")\n",
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"\n",
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" # Check if necessary columns exist\n",
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" required_columns = ['open', 'high', 'low', 'close', 'volume']\n",
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" if not all(col in df.columns for col in required_columns):\n",
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" raise ValueError(f\"CSV file is missing required columns. Please ensure it contains: {required_columns}\")\n",
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"\n",
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" print(f\"Successfully loaded {len(df)} rows of data.\")\n",
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" print(\"First 5 rows of data:\")\n",
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" print(df.head())\n",
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" return df\n",
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" except FileNotFoundError:\n",
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" print(f\"Error: File '{file_path}' not found. Please check the path.\")\n",
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" return None\n",
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" except Exception as e:\n",
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" print(f\"Error during data loading or preprocessing: {e}\")\n",
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" return None\n",
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"\n",
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"\n",
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"df_raw = load_and_preprocess_data(file_path)\n",
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"df_raw = df_raw[df_raw.index >= '2024-01-01']"
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],
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"id": "1638e05ca7ef1ac8",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Successfully loaded 25662 rows of data.\n",
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"First 5 rows of data:\n",
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" open high low close volume open_oi \\\n",
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"datetime \n",
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"2020-12-31 14:45:00 1607.0 1611.0 1603.0 1611.0 19480.0 148833.0 \n",
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"2021-01-04 09:00:00 1610.0 1636.0 1601.0 1620.0 55486.0 146448.0 \n",
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"2021-01-04 09:15:00 1620.0 1620.0 1601.0 1604.0 30314.0 153373.0 \n",
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"2021-01-04 09:30:00 1604.0 1606.0 1590.0 1595.0 30803.0 157091.0 \n",
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"2021-01-04 09:45:00 1595.0 1601.0 1594.0 1600.0 10031.0 158730.0 \n",
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"\n",
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" close_oi underlying_symbol \n",
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"datetime \n",
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"2020-12-31 14:45:00 146448.0 CZCE.SA105 \n",
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"2021-01-04 09:00:00 153373.0 CZCE.SA105 \n",
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"2021-01-04 09:15:00 157091.0 CZCE.SA105 \n",
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"2021-01-04 09:30:00 158730.0 CZCE.SA105 \n",
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"2021-01-04 09:45:00 160031.0 CZCE.SA105 \n"
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]
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}
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],
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"execution_count": 12
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-21T14:34:36.540760Z",
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"start_time": "2025-09-21T14:34:34.804153Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from pykalman import KalmanFilter\n",
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"from statsmodels.tsa.stattools import acf\n",
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"\n",
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"# 1. 典型价格 + 收益率\n",
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"df = df_raw.copy()\n",
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"df['tp'] = (df['high'] + df['low'] + df['close']) / 3\n",
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"df['ret'] = df['tp'].pct_change()\n",
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"\n",
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"# 2. 增量 Kalman(价格斜率,0 状态)\n",
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"def single_pass_kalman(df, tcov=1e-4, ocov=1.):\n",
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" kf = KalmanFilter(\n",
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" transition_matrices=[[1, 1], [0, 1]],\n",
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" observation_matrices=[[1, 0]],\n",
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" transition_covariance=tcov * np.eye(2),\n",
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" observation_covariance=ocov\n",
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" )\n",
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" n = len(df)\n",
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" states = np.zeros((n, 2))\n",
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" P = np.ones((2, 2))\n",
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" states[0] = [df['tp'].iloc[0], 0.]\n",
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" for i in range(1, n):\n",
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" states[i], P = kf.filter_update(states[i-1], P, observation=df['tp'].iloc[i])\n",
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" df[['trend', 'slope']] = states\n",
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" return df\n",
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"\n",
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"df = single_pass_kalman(df)\n",
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"\n",
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"# 3. 滚动趋势标签(持续 15 根 + 斜率阈值)\n",
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"def roll_trend_label(df, persist=5, slope_thres=2e-4):\n",
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" up_cnt = (df['slope'] > slope_thres).astype(int).rolling(persist).sum()\n",
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" dn_cnt = (df['slope'] < -slope_thres).astype(int).rolling(persist).sum()\n",
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" df['trend_label'] = np.where(up_cnt >= persist, 1,\n",
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" np.where(dn_cnt >= persist, -1, 0))\n",
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" return df\n",
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"\n",
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"df = roll_trend_label(df)\n",
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"\n",
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"# 4. 逐段 ACF(收益率序列,lag 0-15)\n",
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"def segment_acf_ret(df, label, max_lag=5):\n",
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" seg = df[df['trend_label'] == label]\n",
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" if len(seg) < max_lag + 5:\n",
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" return None, None\n",
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" series = seg['ret'].dropna()\n",
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" acf_val, confint = acf(series, nlags=max_lag, alpha=0.05)\n",
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" return acf_val, confint\n",
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"\n",
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"# 5. 全段统计(平均 ACF + 段数)\n",
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"def all_segments_stats(df, max_lag=5):\n",
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" labels = {1: 'Up-Trend', -1: 'Down-Trend', 0: 'Sideways'}\n",
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" stats = []\n",
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" for lbl, name in labels.items():\n",
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" seg_list = []\n",
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" seg_id = (df['trend_label'] != lbl).cumsum()\n",
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" for _, g in df[df['trend_label'] == lbl].groupby(seg_id):\n",
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" if len(g) < max_lag + 5:\n",
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" continue\n",
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" series = g['ret'].dropna()\n",
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" acf_val = acf(series, nlags=max_lag, alpha=None)\n",
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" seg_list.append(acf_val)\n",
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" if seg_list:\n",
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" acf_mean = np.mean(seg_list, axis=0)\n",
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" stats.append([name, acf_mean[1], len(seg_list)])\n",
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" return pd.DataFrame(stats, columns=['Segment', 'Mean_lag1_ACF', 'Segment_Count'])\n",
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"\n",
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"stats_df = all_segments_stats(df)\n",
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"\n",
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"# 6. 可视化\n",
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"# 6.1 平均 ACF(收益率)\n",
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"plt.figure(figsize=(10, 4))\n",
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"lags = np.arange(16)\n",
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"for _, row in stats_df.iterrows():\n",
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" acf_mean = [1] + [row['Mean_lag1_ACF']] * 15 # 简化:只画 lag-1 均值\n",
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" plt.plot(lags, acf_mean, marker='o', label=f\"{row['Segment']} (n={row['Segment_Count']})\")\n",
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"plt.axhline(0.05, color='red', ls=':', alpha=0.7, label='5% sig')\n",
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"plt.axhline(0, color='gray', ls='--')\n",
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"plt.title('Mean ACF (Returns) by Trend Segment')\n",
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"plt.xlabel('Lag'); plt.ylabel('ACF ρ')\n",
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"plt.legend(); plt.grid(alpha=0.3); plt.show()\n",
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"\n",
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"# 6.2 滚动 lag-1 ACF(收益率)\n",
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"roll_df = []\n",
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"for lbl, name in {1: 'Up', -1: 'Down', 0: 'Side'}.items():\n",
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" seg_id = (df['trend_label'] != lbl).cumsum()\n",
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" for _, g in df[df['trend_label'] == lbl].groupby(seg_id):\n",
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" if len(g) < 20:\n",
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" continue\n",
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" acf_val = acf(g['ret'], nlags=1, alpha=None)[1]\n",
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" roll_df.append([g.index[-1], name, acf_val])\n",
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"roll_df = pd.DataFrame(roll_df, columns=['end_time', 'label', 'lag1_acf'])\n",
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"roll_df = roll_df.set_index('end_time')\n",
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"\n",
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"plt.figure(figsize=(14, 3))\n",
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"for lab in ['Up', 'Down', 'Side']:\n",
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" sub = roll_df[roll_df['label'] == lab]\n",
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" plt.plot(sub.index, sub['lag1_acf'], marker='o', markersize=2, label=lab, alpha=0.8)\n",
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"plt.axhline(0.20, color='red', ls='--', alpha=0.7, label='强惯性阈值')\n",
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"plt.title('滚动 lag-1 ACF(收益率)全历史(200根窗)')\n",
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"plt.ylabel('ρ'); plt.legend(); plt.grid(alpha=0.3); plt.show()\n",
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"\n",
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"# 7. 结论打印\n",
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"print('\\n=== 收益率自相关结论(策略级) ===')\n",
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"for _, row in stats_df.iterrows():\n",
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" sig = abs(row['Mean_lag1_ACF']) > 0.05\n",
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" print(f\"{row['Segment']:12s} | 平均 lag-1 ρ={row['Mean_lag1_ACF']:+.3f} | 显著={sig} | 段数={row['Segment_Count']}\")"
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],
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"id": "5e9912a53438b337",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 1000x400 with 1 Axes>"
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],
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"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x300 with 1 Axes>"
|
||
],
|
||
"image/png": 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VTJgwoc39w4YN4+DBg2auVVFREXV1dZSUlDBp0qSYXD/tP5dTTz2VJ598kltvvdW8TVEU1q5d22kJ4FlnnUVWVlaX2589ezb//e9/exyHQCAQCI5OhIAkEAgEgqOKiy++mGHDhrF48WLcbjcXXXQRb7zxBvfddx8///nPaW5u5sMPP8TpdFJSUsJ3vvMdnnnmGXPSddttt/HrX/8aRVE4/fTT+e1vf8vChQtRFKVNi/O6ujpTaGhubgZIaDjtn/70Jz777DN+97vfkZaWxt/+9jd+85vf8MwzzwBw4MABfvGLX/DLX/6SMWPG8Nvf/paZM2fyxBNP4HQ6mTJlSpfbvueee7j44ov7HMAMuvvI5XIxbdo05syZ06aLlFEW196Z1T5zqq9UV1eTk5MT13NGjRrFH//4Ry666CKeeOIJvvrqKyZOnMi2bdvaBEO35v333+fuu+8mNTWVF198sU3g8uzZs3nuuedYs2YN9957L7/73e94/PHH+c9//tOmBKyuro677rqLP/zhD/ztb3/j5ptvZuHChdx7771cffXVnHfeeQwbNow//OEP3HfffRx77LFdvoe8vDxWr14d83ueOHEif//73zn++ONRVZUrr7wSm82GJEksWrSIV1991Ww3rygKVquVoUOH8tOf/pTc3FxzO4bTyGq1cuutt/Kzn/0MWZZZs2YNt99+Ox988IFZEvfGG2/w4osvdhDSQqEQ69at6yDCAKYA2f7x8RDPdyIUCvHPf/6Ts88+2yxZDAaDZli4QUpKihn03dn9brebcDhMU1OTeTz54IMPTFHo17/+NfPnz8dms3UqQBnbbY/FYuF73/seP/vZzwB48cUXOffcc03XlMEdd9zR6fNbk5eXR1VVVbePEQgEAsHRixCQBAKBQHDUcdxxx5ndizRN44EHHsBms/Haa6+xdetWFixYwJgxY7j++uv5/PPPee2118wwYkPs+OSTT3A6nXzjG98gHA5TUVHRJlS4rKyMM844A+gfAWn+/PlcfPHFzJo1C4DNmzfz97//3bx/y5YtpKenm+HT55xzDtu3b2fmzJkALFq0qMttt++I1ReWLVvGjBkzsNvtzJ07l3//+9+Ul5dTVFRkTvpbBwl3xrPPPsuzzz5r/n3VVVdx5513xjwGp9NJY2MjmqbFXOqUlpbGJZdcAuilRx9++CGXX345a9as4Sc/+UmHx//iF7/g3Xff5aSTTuJ3v/sdqampNDU1dXjc+PHjefLJJ3nvvffw+XymeKSqKm+88QYPPvgg8+fPZ9WqVfz1r38lEomwYMEC/v73v+P3+/nLX/7C66+/zllnncU111zDHXfc0WmoNOgum3g7k51++ultPgODzMxMrFZrp+6r1uIRtHzfU1NT27ikPv/8c4qLiztkIHVW0vb//t//46abbmLfvn2MHTsWgCVLlnD//ffzwQcfdNiP7cfQE/F8Jx5++GEqKyt54oknzNtsNlun39tAIADQpruegfE6hoijaRqvvPKK6W50Op387W9/45ZbbqGgoIAvvviCG264gVNPPZWrr76a7du3d+g+B5ih3aCXzt199914vd5OA9RbP7YzevOdEQgEAsHRgxCQBAKBQHBU8swzz3DxxReTlpbGxx9/THp6OrfffjsWi4W5c+cyZswYFi5cyFVXXUV5eXmH57/++ut885vfxG63869//Yv33nuPd999F6vVit/vp7S0lDFjxgB6uVlXE87ecvrpp/PWW2/x9NNPs379eqqrq9uUt4waNYqGhgbWrl3LmDFjWL16dRtHzKRJkxI2lq6IRCKsXLkSr9fbxk2xbNkyLrvsMrOkzxAcDO666y6ysrJMoeYb3/gGN954o3l/LBk6rSkqKkLTNPbv38/IkSPb3KcoCtu3b8fn8/GDH/ygTdc8gwsuuIB//etf3HfffeTl5XVa9nTjjTcyZ84c7rzzTk499dQex/Stb32rTberSCTCq6++yi233MIVV1zBp59+Sm5uLuPHj+df//oXCxYs4Mc//jFPPfUUK1eu5NZbb2XcuHHdhovv2LGjV+HjRldBh8PRrbgSDofRNK2De8j4vbR3wKxdu7aDu6yhoaHD40Dfxy+88IJZVnr88cfT2NjIqFGjusx9iofuvhOtWbNmDY8//jj/+7//2+Z1c3JyOHToUIf3YojERu5V+/uhRUj+4IMP2LlzJ1dccQUbN27kpptuYtGiRaxbt858zuTJk1m/fj1z5szhxhtv5JhjjuGUU07pVAhau3Ytt9xyC+np6Tz55JM8+eSTRCIRvF4vDz74YEyfy44dOzqUlAoEAoFAYCBCtAUCgUBw1LFnzx7uv/9+0yHidrv57W9/y+LFi3nooYeYOHEijz/+OKFQiAcffJAbb7yxTReyPXv2sGzZMjP35brrrqOmpsZs+b5lyxasVqs5eW9ubu5VJ6yuUBSFq6++mscff5wpU6bwxz/+kUcffbTNY/Lz8xkyZAhXX3212Sb+hz/8YcLGEAsbN240J6+LFi1i0aJFTJ48mWXLlgEt3bjauypWr15NbW2t+Xd2djaTJk0y/3XVBa8rrFYrCxYsMPdPayKRCD6fj+LiYk499dROW5iPGTOGmTNn8uKLL3LllVd2KqpMmjSJiy66CICPPvqIHTt2kJuby+uvv86OHTtYsGAB99xzDzt27Og0+0jTNJ5++mkuu+wyAE477TSefvppbr/9djIzM5k0aRJnnnkmL730Etdccw0AF110ESNGjDBDqltTV1fHp59+yimnnBLXZwV6btX06dOZOHEiEyZMYMKECfz+97/n4MGD5t8TJkxg6tSpPPzww50+H2hTIubxePjss886dDyrra0lPT2903HcdNNNzJs3j1tuuYVNmzbx6aefdlt6GQ/dfScMqqur+elPf8rpp5/eIWx74sSJrF27ts1tW7ZsIT8/37x/48aNbfbN5s2bcTqdpKenU1lZyd13380555xjClhDhgxhyZIl5u8V4LzzzmPJkiVceeWVXHLJJTzyyCOdikeRSIQ77riD73znO9x444088MADLFu2jOOOO44TTjihTVB9V4RCId5+++1efWcEAoFAcHQgHEgCgUAgOOp47rnnOP/88yksLOTzzz/nL3/5C3V1dRQWFjJ06FCGDh3K/fffz9lnn824ceNYtGiR6XoJBAL85je/YeLEiSxdupSysjL27duHJEk88sgjXHLJJbz11lucdNJJZimIz+dLaFnIrl272LBhA88884yZx9O63TnoZTdnnXUW3/ve9/D5fAwdOrRXnar6wvLly3G73Zx11lmm+2revHm8+eabqKrKuHHjzEmzUTpVW1trdixLJN/97nf53ve+x6WXXsqoUaPM2x0OB++8844Z2r1z584Oz21qasLn8wHdB6HHkxnVfl/88Y9/5JVXXuny8X/+85/585//3Ol9d911VweB47777mPevHlm+Vc8jBgxgmXLlmG1Ws339Oqrr/L888/zzjvvALrgpShKByEMdKEkPz+/jWj66KOPYrfb23Q2A12k6So82mKx8NBDD3H99dfzne98B5/Pxy233BL3++mKrr4ToIu+3//+90lNTeVPf/pTh+eeddZZ3HLLLWzbto1JkyZRVlbGJ598YuYQnXrqqfz2t7/l1Vdf5aqrriIUCvHyyy9z/PHHI0kSXq+XvLw87rjjDt59911zu4YAZTBx4kRmzpxJY2Mjt9xyS5e/YavVymuvvUZaWhpLly7llltuoaioCJvNxlNPPRXTb/+xxx4jKyurg8gnEAgEAoGBEJAEAoFAcFRRVVXFW2+9xcsvv8y7777L7bffzne/+10zuwZ0kejOO+/khhtu4OGHH24zqausrGT9+vXYbDZeeeUVxo4dy9SpUzn99NPNDm2LFi1qk5fS3Nyc0PyjjIwMJEni/fffx2q1snz5ch5//HFAdyIYE/8vvviCY489lvz8fILBIEOHDh3QfJNly5Yxc+bMNqV7xx13HE899RRbt25l6tSp/PznP+fXv/41+fn5zJkzh0ceeYSsrCzOPffchI5l9uzZnHvuufzkJz/hueeeaxPc3V3HtwMHDvCjH/0Ij8fDz372M/7whz/Q0NDA9773vR7zZOLhjjvu4Lbbbus0O+fss8/msssu44Ybbmhzu6qqRCKRDuLAyy+/zEcffdRlt8CesFqtHTKFnE4nsix36RZqzfLly9uUS37++ec89dRT3HnnnR1+B2VlZUyePLnLbaWmpnLJJZeYmVfPPfccOTk5bbbfW7r7Ttxzzz1s27aNe+65x3RUgS7wFBQUcOqppzJnzhyuvfZaTjvtNL788ktycnK4/PLLAd01d9NNN/GnP/2JVatWsW/fPnbv3s0f/vAHQHe1LVq0qNuy1o0bN/Kf//yHe+65h29/+9tcd9113HXXXWZpbHs2bNjAm2++ybp169A0jerqaubMmROT+/Hzzz/nscce45lnnklIeL5AIBAIjkyEgCQQCASCo4q///3vTJkyxSzPmTlzJsOGDWP16tX4fD7uuOMODh48yNNPP82vfvUrrrnmGn7yk59w6aWX4nK5GDFiBIsWLWL06NEdBIQZM2Zw4403snDhQo4//nhAd2ps2rQppol3rBQWFvL73/+eRx55hLfeeoupU6dy1113cfvtt7N27Vrmzp3LRRddxEsvvcT//u//0tjYiKIo2Gw2fv3rXyfc3dMZXq+XjRs3diibO/bYY5FlmWXLljF16lSzpfsjjzzCU089xYwZM3j66ac7dLBKBHfeeSc/+MEPuPLKK/n3v//dwe0BLW3SPR4PL7/8Mo888ggTJkzgiSeeID8/n+LiYn7zm9/w2muvcfHFF3PttdcSCASoq6szhZwDBw4QiURQFIXy8nLcbjd+v5/q6mpKSkrweDxEIhF27dpFOBxm8uTJOByOuN+PLMsdHEBPPPEEf//73/nnP//J8OHD495mZWUlXq8Xi8XSRpiqr68nEomwf/9+87ZIJEIwGCQ1NdV8rbVr17Jr1y6uv/56NE3j1Vdf5fe//z2nnnqq6ZLSNI3HH3+csrIyqqqqOowzFAqxY8cOVqxYwdtvv83Bgwe59dZbmTdvHg8++CBXXHEFubm5TJs2jQkTJpCeno4sy6SkpHDppZfG9X67+k4Y3dFuvfXWNo+/+eab+fGPf4wkSTz66KM8/PDDfPHFF8ydO5df/vKXbTrq3XTTTRQWFvLKK6+QlZXFc8891yYDyhCPQqFQmy5yK1eupLq6muuuu47rrruOIUOG8NJLL/HTn/6Ub3zjG/zyl79sIyYqikIwGDTFx1tuuYV58+ZRWVnJP//5T0pLS8nOziYUCnUqWL377rvcdttt/P73vzdD9gUCgUAg6AxJ0zRtsAchEAgEAsFAUF1dzZlnnsmf/vSnDpkgP/3pT/nggw848cQT+eUvf2l2VDNas0+ePJknn3yyy1KQuro6rrvuOgKBAK+//jrp6encd999vPzyy3i9Xm677TazI9pAcPLJJ3PBBRdwyimnYLPZaGpq4qmnnqK+vr7XzpQjgVAoxOOPP84NN9zQqRtrw4YNXH755dx3333cfffdXHvttfzwhz9sIxYeOHCAhx56iNTUVO666y4ee+wx/vGPf7Qp+Yp1LKmpqSxfvrzbx5155plcdtllfO973+txmx988AGFhYW9dug88MADPPfcczG9l1AoRCAQ4Oqrr+aOO+4A4Nvf/jY7d+7ks88+Y/369fzkJz9hxowZPPzww22cMD/5yU/46KOPmDlzJv/4xz/MElGfz8cVV1xhZkhdcMEFXHvttW26uZWWlvLFF1+wbt06tm3bRnV1NX6/nzvuuIMrr7wy7vfc03eiv3n44Yd55513WLx4MQAPPvgg+/bt43//93/bOMFUVeXtt9/mnHPOaTPOq6++mtWrV8f0Wueffz73339/m9tWrlyJz+eLKfxdIBAIBEc3QkASCAQCwVFFaWkpQ4cO7bAS/+qrr5KTk8PChQs7PMfr9RIIBLptFa6qKk8//TSnnnqqmadSUlLCypUrmTVrlilIDRRvvPEGL7zwAvv27SMYDJKRkcGMGTP44Q9/2KvOXEcjPp8voeHnveXkk0/msssu4+abbx7soXQgEokQCARM582hQ4fYvn27GcS8e/duhg8f3sEpVVNTg9PpbOPYMSgpKcHn8zFlyhRRThUDV1xxBXPnzjXzl7rijjvuwOPx8Le//W2ARiYQCASCIw0hIAkEAoFAIBAIBAKBQCAQCLpFLOsIBAKBQCAQCAQCgUAgEAi6RQhIAoFAIBAIBAKBQCAQCASCbhECkkAgEAgEAoFAIBAIBAKBoFuEgCQQCAQCgUAgEAgEAoFAIOgWa88PObr5+uuv0TQNm8022EMRCAQCgUAgEAgEAoFAIEgY4XAYSZKYOXNmj48VDqQe0DSNw61Rnaqqgz0EQRSxL5ILsT+SC7E/khOxX5ILsT+SD7FPBh+xD5ILsT+SC7E/kpNk3i/xaB7CgdQDhvPomGOOGeSRxIaiKHg8HtLS0rBYLIM9nKMasS+SC7E/kguxP5ITsV+SC7E/kg+xTwYfsQ+SC7E/kguxP5KTZN8vmzZtivmxwoEkEAgEAoFAIBAIBAKBQCDoFiEgCQQCgUAgEAgEAoFAIBAIukUISAKBQCAQCAQCgUAgEAgEgm4RApJAIBAIBAKBQCAQCAQCgaBbklpAqqmp4aabbmLmzJlcfPHFbN++Pa7nBwIBzjrrLJ588sl+GqFAIBAIBAKBQCAQCAQCwZFP0gpImqZx8803U1dXx+uvv84111zDTTfdRHNzc8zbuP/++0lLS+O6667rv4EKBAKBQCAQCAQCgUAgEBzhWAd7AF2xbt06vv76a9577z3GjBnDmDFjePfdd1myZAkXXnhhj89fsWIFr7zyCq+//npCWuUpitLnbQwEiqKY/wSDi9gXyYXYH8nFkbY/tuypZXdZI2OLM5gyOmewh9NrjrT9crgj9kfyIfbJ4CP2QXIh9kdyIfZHcnIk7ZekFZC2bt1KUVERY8eONW+bOXMmGzZs6FFA8nq93H777cydO5ctW7bQ3NzMrFmzej0WVVXxeDy9fv5AoqoqgUAASZKQ5aQ1mB0ViH2RXIj9kVwcSftj6756/vbaVjRNI9Vt43vnT2DiiMzBHlavOJL2y5GA2B/Jh9gng4/YB8mF2B/JhdgfyUmy7xdVVWMeV9IKSB6Ph+HDh7e5LSMjg23btvX43IcffphDhw4xf/58ysrKePTRR5k0aRIPPvhgr3aYLMukpaXF/bzBQFEUfRKTmpoQ55Wg94h9kVyI/ZFcHEn7Y1vpAQIhBbtNJhhWKa8Lc9zUw+Oc0Z4jab8cCYj9kXyIfTL4iH2QXIj9kVyI/ZGcJPt+iUcjSVoByWq14nA42tzmdDrx+XzdPi8UCvHSSy9x3XXXceuttwLw7W9/m1NPPZVPPvmEM844o1fjScYd3RUWi8X8JxhcxL5ILsT+SC6OlP2Rn+VGkiRCYZWMVAfjh2cd1u/pSNkvRwpifyQfYp8MPmIfJBdifyQXYn8kJ0fKfklaASkrK4uampo2t3m9Xux2e7fPq6+vx+/3c9ppp5m35eXlMXToUPbs2dMvYxUIBALB0UtBdgoF2S4CIYUfXzaDqWNyB3tIAoFAIBAIBAJBwkm+ArwoM2bMYNeuXTQ1NZm3bdq0icLCwm6fl52d3cGpFAwGqaqqoqCgoN/GKxAIBIKjk+ZAGJfDSlaag9HFmYM9HIFAIBAIBAKBoF9IWgFp3LhxjB49mgceeABVVdmyZQsfffQRp512Gqqq0tTU1GmKuc1m44ILLuCBBx5gy5YtHDhwgDvvvBOHw8HChQsH4Z0IBAKB4EjGF4iY/x8IRrp5pEAgEAgEAoFAcPiStAISwD333MMnn3zC/Pnzufzyy7ngggs46aSTKC8v57jjjmPnzp2dPu83v/kN8+fP56abbuK8886jpKSExx577LAJwhYIBALB4UOzP2z+v18ISAKBQCAQCASCI5SkzUACmDx5MosXL2b16tVkZWUxbdo0AIqLi9mxY0eXz3M4HNx6661miLZAIBAIBP2FLyAEJIFAIBAIBALBkU9SC0gAbrebk08+ebCHIRAIBAJBpzS3KmETApJAIBAIBAKB4EglqUvYBAKBQCBIdnyihE0gEAgEAoFAcBQgBCSBQCAQCPpAsyhhEwgEAoFAIBAcBQgBSSAQCASCPiBCtAUCgUAgEAgERwNCQBIIBAKBoJeEwgoRRTX/9geEgCQQCAQCgUAgODIRApJAIBAIBL3E104w8oeEgCQQCAQCgUAgODJJ+i5sAoFAIBAkK63zj0CUsAkGn80lNewua2BscSZTx+QO9nAEAoFAIBAcQQgBSSAQCASCXtI6/whECZtgcNm0u4Z7n12Nqmqkum385FszhYgkEAgEAoEgYYgSNoFAIBAIeonPcCBJEiAcSILBZeWWCpr9YTQ0/MEIu8saBntIAoFAIBAIjiCEgCQQCAQCQS9pjjqOMlLsgBCQBINLQbYbSZIIhhRcDitjizMHe0gCgUAgEAiOIISAJBAIBAJBL/FFS9hyM10ABELKYA5HcJQzvCCdgmwX2elObrlclK8JBAKBQCBILEJAEggEAoGglxgh2jkZuoAUDEVQVG0whyQ4igkrKi6HlfQUO+NHZA32cAQCgUAgEBxhCAFJIBAIBIJe4ouWsOVmOM3bAqKMTTBIKIpq/r+vXcC7QCAQCAQCQV8RApJAIBAIBL3EcCCluu3YbRZA5CAJBo9IK/eb8d0UCAQCgUAgSBRCQBIIBAKBoJf4/LpYlOKy4nJYASEgCQaPSKSVAykgvocCgUAgEAgSixCQBAKBQCDoJYbLw+204RQCkmCQUdQWAalZlLAJBAKBQCBIMEJAEggEAoGglxiT9FSXDbcQkASDTDjSUsImHEgCgUAgEAgSjRCQBAKBQCDoBaqqmWKR22kTJWyCQSfSKkRbZCAJBAKBQCBINNbBHoBAIBAIBIcjgVAETdMdH26nyEASDD5turAJAUkgEMSAv3QLwYoSHIVjcA2fMtjDEQgESY4QkAQCgUAg6AXeaPmaw27FapGFgCQYdFo7kLwiA0kgEPSAv3QLVW89iBoKYHGnk3f+j4SIJBAIukWUsAkEAoFA0Av8AaN8TReOjBDtgBCQBINERBEZSAKBIHaC5btRfE1oioLi9xCsKBnsIQkEgiRHOJAEAoFAIOgFRsZMitMGYDqQfIeBgLS5pIbdZQ2MLc5k6pjcwR6OIEFERAmbQCCIA2t6HkgSqApENKyZBYM9pKRl9dZD7C5r4JgxueK8KTiqEQKSQCAQCAS9wNfOgeQyHUjKoI0pFjaX1PB/z67BF4yQlebgp1fMFBfDRwhtBaTkFzIFAsHgYknNxJqRjxYOItkcBPZtImX8HCRJGuyhJRXrd1bxf8+uIaKqLFlVys++PUucNwVHLaKETSAQCASCXmBkzKS4dAeS+zDJQNqxvx6PLwSaRrM/zO6yhsEekiBBtC5haxYZSAKBoAcijVXIdheukVOxuNIIlO3Et2vNYA8r6fji64NEFBWLJOH1ifOm4OhGCEgCgUAgEPQCX/sSNufhISDZbTKSJKGoGnarzNjizMEekiBBtHEgBSOoqtbNowUCwdFOpKEaAGfxRNJnnQlA48r/oDQ3Duawko6aBr953lQ1LWnPm5tLanj7iz1s398w2EMRHMGIEjaBQCAQCHqB4fBwRx1ITrsFSH4Bqak5TEG2i0BI4dz5I4UN/wiitYCEpuEPRkyHnEAgELQn0lgFgDUzH9fIY/Dv20So+gD1y14n54zrRSkbUHqoCY8vRGGum0BIwW6VyUp3DvawOrC5pIZ7nllNIBghI9WO2+1m2rj8wR6W4AhEOJAEAoFAIOgFvkCEIuUgBeVL8ZduMbuwJbOApCgqW/bU4nJYyUpzkJ+dMthDEiSQSERt83ezCNIWCATdEG7UHUjWjHwk2ULWiZchWSwEDuzAv3vdII8uOVi2oRyA+dOKOHH6UFwOK6u3HhrkUXXk653V5sKWLxBhd5lwkQn6ByEgCQQCgUDQC+x1uzkn+D4Zu96j+j8PY63eBUAwFEFJ0tKhXWUN+IMtokIwlNyB34L4aONAQgRpCwSCrlECzagBHwDWDN2JassaQvrMMwBoWPn2UV/K1uwPs26H7tI6YVoRx03Wu9St3V6F0u54O9i0LrOzWiTGFmcM9pAERyhCQBIIBAKBoBekNO3HQRA0UAPNULvPvC8YSs6J+8ZdNW3+TtZxCnqHorQVLkWQtkAg6IqI4T5KzUS22s3bU485GXvuUNRggIblb6JpybkgMhCs2nqIiKJSlJfKyMJ0Jo3MJtVtx+sLsX1//WAPz6S63s+BSg8F2S4yUx2cNGMIU0bnDPawBEcoQkASCAQCgaAX+CIyGhKSpoAs4xo6Fps1eXOQVFVjU4kuII0q0lcmA8KBdEQRjq6IWy365Z1PlLAJBIIuiDRE848y8trcrpeyXY4ky/hLt+Ev+XowhjfoqKpmlq8tmD4USZKwWGSOnajnCq3akjxlbEtWl6JpGi6Hlcw0B2lue89PEgh6iRCQBAKBQCDoBZFIhCYpHcmdiXvUdFzDp5id2JKxdGhPeSNeXwi308bUMfrKZEA4kI4oDAdSeooDgOYk/B4KBILkoHWAdnts2YWkzTgdgIav3kbxeQZ0bMnAjv311Db6cTqszJrY8hnNmTwEgC17a5PC5Vnb6DczmaaN1cXAZBiX4MhFCEgCgUAgEMRJOKKSEz5EWLJjSc1EDfkBcCVxkPam3br7aMroHNxOvTOXyEA6sjAykDJS9dVn4UASCARd0TpAuzPSpp+KLacQNeinYcXRV8q2bKPuPpozeQgOm8W8vSgvlaK8VBRFNfORBhPDfTRxRLa5OOT1J981iODIQQhIAoFAIBDEibexgUytAQmQJYh46lEDzbjsySkgaZrGxqiANG1sLk67fjEsStiOLAwBKT1FF5DEKrRAIOgKo4TN1q6EzUAvZfuWXsq2bwv+vRsGcniDSm2jny17awE9PLs9x0VdSIPdja2uKWCW0p05bwRp0WO/Vxz7Bf2IEJAEAoFAIIgT7wG945rXmmnmR4RqyswStkCSCUillR4aPAHsNgsTRmTjjApdooTtyMLo/meUsCVjKaVAIBh8NCWM4qkDOi9hM7DnFJE2/TQAGlYsQvEfHaVsX22qAE1j3PAs8rPdHe4/dmI+sixxoNLDodrmQRihzierS1FVfZyjijLM7CNRvizoT4SAJBAIBAJBnATLSwBodBZhzy0GogJSkpawGd3XJo/KwWaVcUQdSKKE7cgiEmlbwtYsStgEAkEnRJpq0TQN2WZHdqV1+9i06adhyx6CGvDRsGLRwAxwEAlHVL7arLt6Fkzv6D4CSHPbmTRSLxdbNUgupHpPgJXRcZ45d4Q5LtAXD1T16Co5FAwcQkASCAQCgSBOlOo9APhTi7HnDgMgXHMgKQUkvXxNz7qYNjYXwHQgCQHpyEFVNRTVEJCiIdqijEEgEHRCxMg/ysxHkqRuHytZrHpXNknCv3cT/r0bB2KIg8aGXdV4/SEyUh1MGZ3b5eOOm1wAwNrtVYMi1ny6+gCKqjKmOJOxxZkApLhsSJJ+3hcLCIL+QghIAoFAIBDEgdLcCB7d0RPOGIYtyR1IFbXN1DT4sVpkJo3KBjAdSKKE7chBaTWBMTKQRAlbbGwuqWHR57vZXFIz2EMRCAaEcDT/yNpF/lF77LnFpE0/FYCGFW+hBAavbKu/WbZBD88+/pgiLHLX4prRkKLJG2TH/vqBGh4Ajd4gX22uAOCseSPM2y2yRIpLb5LR1Bwa0DEJjh6EgCQQCARHIWLC1HuCFSWoqka9lIUzJRVbThGSJKE0N5Ei6d3YfEkkIBnla62zj4wQ7YiimsHLgsOb1vuxRUASK9A9sbmkhnueWc0Li7fz0Mtfi2Oi4Kgg0mgISF3nH7UnbcZCbFn5KP5mGo/QUraD1V72VTQiyxLHH1PY7WOtFplZE/TPb/W2gS1j+3TNASKKyqiiDNN9ZJAaFZC8PnH8F/QPQkASCASCo4xNu2v4v+fW8MrHO3noFTFhipdgxW5UTaNSLsDtsiHbHGYIaWpI/ywDweQpDduwSy9VmD6uxYrviApJIMrYjhQ6E5BCYYVwRAiE3bF5Ty3N/jCqotHYHGJ3WcNgD6lL1u+s4l9vbmT9zsFvHS44vDFK2GzdBGi3R7LY9K5skoRvzwb8+zb11/AGjS83HARg+rg88zjaHUYZ28rNFby6ZMeAXE81NYdYvlF3SZ01b0SHEkSjE5vHJxxIgv4hqQWkmpoabrrpJmbOnMnFF1/M9u3b497G3r17mTFjBmVlZf0wQsFgEVFUFn+1jxc+3CYmvwJBnCzfWI6nOUQ4ouALRJJ6wpSMBCtKUFSokvNJiXZdM3KQXH79ojxZStiq6n0cqm1GliWmjM4xb7fIEjarKGNLNvriDDQEJItFxmm3mpMK4ULqnjSXXXcQqhrhiGqWfyQbm0tquO/5tXywYh/3Pb9WXPsIeo2maS0ZSDGWsBnY84aReszJADQsfwv1CCpl8wXCrN2mi7Pzp3Uent2eYQVpOB1Wymt8vPHZ7gFZlPtsre4+GlGYzvjhWR3uT4sewzzCgSToJ5JWQNI0jZtvvpm6ujpef/11rrnmGm666Saam2M/UCmKwq233orf7+/HkQoGikAwwrodVTz7/lZ+/tfPefTNTbz+6S7+KiznAkFc1HsCSJJERNEzU9rbnwVdE/HUEfHUo2hQI+fiduoXarbcoQDYm3Ube7IISEb52rhhWeZYDVpykIQDKRnYXFLDn55exbPvb+vVeS0S0X/PVouMLEu4o+KmCFLtHofdQkG2i6x0BwXZLlZsqkhK0W13WQPBkIJFlgiGFCH8C3qN6veghoJIkoQ1PafnJ7QjfdYZ2DLzUfxeGla+0w8jHBzWbKskHFEoyElhzNCMmJ4jSRJZaQ40TcNmkfEH+3dRzuMLmRlNZ80d2WkAutGJzesXDiRB/2Dt+SGDw7p16/j666957733GDNmDGPGjOHdd99lyZIlXHjhhTFt49FHH02YeKQoh8cFtqIo5r8jgQZvkC17atmyp5bdZY0o0QlvkzeEpmlYZAmPL8TO0nomjeyowg8mR9q+ONwR+0OnttFPZZ2P/CwXwZBCeoqd0UXpA/65HK77w39wF6DRaM0hHLHhtFtQFAVL9lBAw+I5hKZOxhcIJ8V727CrCk2DqaOzO4zHabfgaQZfIGTed7julyOBrXtr8QUiWGSJZn+YnaX1jB+WHvP+CIXDaJruLlMUBZfDitcXxtMcRMlyDcA7ODwpq2rCabdy3gmjWL+zmtrGAK98vINrzpnY6eRssH4jo4vSkSSIKBo2qzQox+1kQRyn+kaw7hCgIadmoyJD3J+jTPoJl1D7/j/x7V6HrXgySmbxYb0/NE1j6fqDaBqccMwQVDX20t9Jo7JZsekQzYEwORmufv1tfrq6lFBYYVhBKuOGdf46KS4rmqYHbR/O++RI40g6biWtgLR161aKiooYO3asedvMmTPZsGFDTALSli1beOKJJ3jppZdiFpy6QlVVPB5Pn7YxUKiqSiCguwtkOWkNZl2iaRpV9QG27W9g+/4Gymt8be7PzXAycUQmDrvMK5/spdkfRpKgMMuadPvocN8XRxpif+h8troMRVGYNCKDxuYQtY0BPl21hwXThwzoOA7X/eHbvxVFUaggD1VVQA3h8XjQbKkoqoYW8uJUPXh90qAfkxq8IfZXNAISIwscHcYjo6KqCvUNHjxp+j44XPfLkYBFUqICgUqK00pRtg2v1xvz/mhs8unfSSx4PB7sFlBVhZq6JgoyLAPzJg5D9pc3oqoKhVk2Rp80jMfe2cHXOyoZludk9sSOLbwH6zcyLNdGXqaTZn+YVLeNYbm2QT/GDBbiONU3QodKURQFyZ3Z+++QMwvrmDkEdyynftkbyCd+57DeHyUHm6is9WK3WRhf7I7rc5k2Mo3cDAehiMr1541leJ69X36bzYEIX3x9AFVVWXBMLl6vt9PHWaUIqqZS3+g7ao8R3bF9fwN7KzyMKkxj4ojMAXvdZD9uqaoa87iSVkDyeDwMHz68zW0ZGRls27atx+eGQiFuvfVWbrnlFiZOnNjnsciyTFpaWp+3MxAoioKmaaSmpmKxHB4XjIqqsbe8kS176thcUktdU8C8z2KxMGJIOlPH5DBldDb5WW7zviG5Gfxr0WZsFpkheVlJt48Ox31xJCP2hx6ou6GkAVm2cNqcETT7I7zy8U6+2lbL6fPGYLMO3AntcNwfmqbhqyvDYrFQKRcgyxbystNJS0sFIJQ3lED1QXJppExJJyUlFbmbFsD9zde7DyLLFkYPzaAwP7vD/akpTuT6ILLVYR4/D8f9cqTgdDjJz3ITDCmcv2Akx00dFtf+cHg1ZNmC024jLS2NzHQXB2v8INuS7vyYLARDCg3NYWTZwtgReaS57Zx/YoR3v9zLh6vKmTQ6nyE5KW2eM1i/Ea8vhN1mxW7TL90tNlfS5jX1N+I41TcaQx4sFgvu3KF9OjakzvsGNVUlhBurkXYsJfW0qw7b/bG+5ACybGHulEJyszPjem5qqkZ2hu7qHjk0l7Q0d89P6gVLN+1DUSWGFaRz7OTiTh2SALnZQWRJJhBGHPvbsbmkhoff3E4orOB2WrnlWzOYNrbjQkF/kOzHrXhEraQVkKxWKw6Ho81tTqcTn8/XxTNaeOCBB8jLy+O6665L2HiScUd3hcViMf8lK4FQhB3769lcUhu17bfkDdisMuNHZHHMmFymjM4xa3nbM3dqEbvLmliz7RArNh9i1NDMARp97HS3LzaX1LC7rIGxxZlMHTMwB6+jncPht9GfbNhWhT8YISfDxdTReWiaxkcrS2nwBFi7vZoTpscWGpkoDrf9EW6sQvV5kCxWDkYykSRIS3Ga47fnDSdcW06OVsdBaRhhRcNtG7zT7OY9dUiS3k2ms8/Y5bAhSRCOqG3uP9z2y5HC3oom3E4rbqeVgtyWC8xY94emSUgS2Kz6Y1NddiQJ/EFV7MsuqKzXV/Az0hxkpullfqfNHk5JWSPb99fx3Ic7+MWVs8zAeYPB+I3Ue3XHdcvfIdJTnQP2+smGOE71HtVTC0jYswr69vlZLGSd9C2q332ESOkmwhW7sI+YkrBxDhQNniBboufLE2cW9+ozKch2c6DSQ3VDgKK8xIs2vkCYZRsrkCQ4+/hRWK1dX1tkpjqRJPD6w+L30Y61O6rx+EJYZIl6T5B/vLaBmRPyGVWYzsiiDEYUppPaiTDvL91CsHw3jqKxuIb3/jt+pBy3klZAysrKoqambYCk1+vFbu++peLq1atZtGgRb7/9dpfKrGDg2VxSw+aSWiRJbz+5s7S+Tctht9PGlNE5TB2Tw4QR2Thssf2wFkwvYs22Q3y9o4oLTxpz2KzGbS6p4f7n19LkC5GRYucXVx0rRCRBv2LU9wOcML0o6oyROG32MN78bBefrjnAvKlDsFiSz1abLATLSwCw5A4nUq8fo1ofc+y5xTQjkUsDoAdptw+uHiiamkPsKW8EYNq4zo8tThGinTSEIyr7K5rMv/2B+EPYW7qw6dc+ruh3LxkDoZOFsipdQBqal2reJssSV549kfueW0NlbTOLPi/hsoXjB2uIJjUNbTM9axsCjBiSPkijERzORBr0TmPxdmDrDEfBSFImn0DTps9pXP4WrsLRyPbDK3NtxaZyNE1jTHFmB8dhrORHBaTKup6NDr3h868PEgxFKMpLZeqY7oPPU90tx35V1QbVCZ1sZKQ4zK6bsixhs8qUlDVQ0ir4PC/LzcjCdPNfZvN+qt9+EMXXhMWdTv5FP+uTiHQkkLQC0owZM7j77rtpamoiPV0/QW7atInCwsJun/fmm2/i9Xo577zz2tx+wQUX8IMf/ID/+Z//6bcxCzpnc0kN9z67Gq8vjCRJFGS7cDmsugtiTA5Tx+QyqigDSy8OcMOHpFGcn0ZZlYeVWw5x2uxh/fAOEs/usga8/jASeoec3WUNQkAS9Cv7Kpoor/ZitcjMm9qSdzRv6hA+WrmfuiY/X++sZvakgkEcZXITrNgNgJYzEnbpTo/WZX+2XP34k0MdaNqgdmLbXFIDmsawgjSy0jp3KYgubMlD6aGmNosqvl58d4znW6MicIrZhS05OgImIwerOwpIoHcxuvqcSfzzzY0s31jO+OFZTB/X98l2X6htbCsg1TSKDsOC+FEjISLeBgCsmfkJ2WbarDPx7t2E6mukceW7ZJ14WUK2OxBEFJUVmyoAOGFa713YQ7L1srX+EJB8gTBffF0GwJlzR/RokDAcNKqqzzG6quQ4GslI1btt5mW5uXzhePKyXOwtb2JfRRP7K5qorGumut5Hdb2P1Vv1rrqz1Q0cF/QiI6EF/HhLdwkBabAH0BXjxo1j9OjRPPDAA9x5551s27aNjz76iEceeQRVVfF6vaSkpHSwgP3qV7/iRz/6UZvbFi5cyGOPPcb48YO/gnQ0snrrIby+MBZZQgNGFWXwnXMnMyTH3WeXmCRJnDC9iFc+3sHyjeWcMqv4sFDaxxZnIssSobCK3W4RbdSPEDwb/4t//2ZSJs4jZdzswR5OGwz30ayJBW1cMTarhZNnFvPesj0sWVXKrAn5h8VvaKDRNJVQhe5ACmUMB6rNNukGtqwCJIsVO82kat5BFZA27KoG6HbS67Tr4w+GhMAw2Ow52Njmb18fHEimgOQSDqSeMASk4vzUDveNH57FwtnD+GR1Ka98vJNhBWlkpw9eyVhNg54P6bBbCYYi1DYIAUkQP5FGvbpDdrqxOHvntmmPZLXjOu58Al+8QPPO1bhGTcNZPCEh2+5vNu2uweMLkea2c0wfsnAKos6lytrEC0hL1x8kEIxQkJPCMTEsNlssMm6nlUBIM9+bQKfRG8TlsDJvaqG5v4fkpHD8MbpBxRcIs7/Cw76KRvZWNFF6yEO5PxdVAwkFf8TOm181o5SsZmRRi0uput5PycGjJ5YkaQUkgHvuuYfvf//7fPjhh3g8Hi688EJOOukkysrKWLhwIYsWLWLSpEltnpOdnU12dsew0CFDhphOJsHAEY4o7CxtQJIkJEkiO93BeSeMojA3MSctgFkT8nn7ixJqG/3s2F/PpFEd93+yMXVMLiOGpFHd4GfGuLyj4mBzpOMv3ULNh4+hRSJ4tywlZcJc0o89C2fxRCR5cGudG71BU1BY0EnO0QnTi/hkTSmVdc1s3lPDtLGDt9KerNlgkfpDKAEfss2Ox5EPVHcomZVkC7acIuSaJrK1ukETkHxRVyPQ7QWxKGFLHkqiAlJBdgqVdc0EeuVA0oCWEraUqFDc7BcCUmcoikpFTTPQ0YFkcM7xI9ld1sD+iiaee38bN18+YwBH2BbDgTRuWCabS2qoFgKSoBdEGvXyNVsCytdaY80bgXvS8fi2raD+y9cpuPgXyPbkz+hatrEcgOOnFZnie28oiDqQqup9CS0bCwQjfL5OXwA8c+6ImLeb4rQRCIXw+sTxvzUN3iAAmamOTu93O21MGpVtziVVVeNQ7QyaXllDxNfAxpQFlIeGQl0zlXXNrNxcgT8Yobrej8UikZHq4CffmplU16/9QVILSJMnT2bx4sWsXr2arKwspk2bBkBxcTE7duyIeTvxPFaQWN5fvo9AKMKowjTmHVPI5FE5Cf9R2W0W5k4Zwufryli2sfywEJAUVUNRNbLSHGR0cRATHF4EK0rQlAjIFlAVAge2E647hMWVgmvMTFLGzcaWPbAh1QZfba5AVTVGFmYwrKBjuKPLYWXB9KEsWbWfJatKOWZM7qBkyG0uqeGvL6+jqTlMeoqNn14xK2lOwkb+kb1gFM0h3emR0km+kT23GHnndrKVul7l2CSCzXtqUVWNwtzUNp0r29PiQBIC0mBidCIFOGZMDpV1zX0qYbNFJ0Ful75/e+NmOhqorPehKCoOu7VLZ5HFInPNOZO4/4W17Kto5MMV+zh73vBOH9vfGBlIE0ZksbmkhtrGQA/PEAg60pJ/lJjytdakzTqbUNkOIp46Gle/R9YJlyT8NRJJRU0zJWX6IvfxU7uPSOmJnAwXFotMOKJQ7wmQk5GYHKil6w/iD4YpyE5hRhxltKluK7VNIZqaQwkZx5GCISBlpMbmypJliSFZdlSXDVx5fPvqb3OhYjVL3vZWNPH1jioUVcNqlfEHI0dFLElSC0gAbrebk08+ebCHIegFew428t91es3uDRcew5TR3Ye+9YX5xxTx+boytuytpbbRn7ADd3/R5A2iafpqcTCc/JO3dTsqWbahgqLcFEYN1fOqLLKE1SIjR/9rkSUsFgmLLEf/2/b/d+yvZ/+hpqRzliQKR+EYkCRQFSwpGaRMmEO4thzF78W7+Uu8m7/EnlOEe9xsXGNmJsw63hOKorJ8o17fv2BG1wLWyTOH8vm6Mg5UethZWs+EEQMvxO4ua6DRG0JVNRqbQ0l1EjbyjxyFY0xhqH0JG4A9dxiyLJEdrsM/SMLMxl16iUJPrWlbMpCEwDCYlFV5oi2FbYwamgGre1d21r6EzShVbRYlbJ1ysFWAdner+jkZLr51+nieeW8rS1aXMmZoOkMyB9ZVGgwreHz6RHDCcP3Y3NQcJBRWsMfYdEQgAIg06m7kRARot0e22ck68TKq3/8XzdtX4ho5DefQcQl/nURhuI+OGZNLZlrfFnMtskRupovK2mYq63wJmYcEQhFzHnXG3OFxuZpSo8d/r08ISK1p8EQdSHHsb8VTB4BsdyI73KSiV5IY16cbd9fw4EvrCIUVXA7rURFLkvQCkuDwJBhWeHHxdtA05kwe0q/iEejdD8YNz2JXaT1fbargvAWj+/X1+kpdU8vKYbKv/m/aXcP/PbuGYEhpE4IeD/5ghMo6PzZrYuydm3bXJF2tsXPoBKwZ+WjhIHnn/hD32JloqkLw4E6ad60hsH8LodpyQrXv0LjqXZzDJ+EeN7vfS9w2ldTQ1Bwk1W3vNg8n1W3n+GMK+eLrMj5eVTooAtLY4sxodwwVi0WO+STs272OYNV+nMXj+yXYUFMVgof2AOAoGkvzLn1C3lnXR1vuUCRJIkurxxMY+Au3QCjCjv36xU5X3dcMTAEpmNzHoCOdkjLdfTSqKMN0tfWm/LGrEjZfIIymaaIzbTu6CtDujBnj89kRvb54cfEOvn/BONIS36m7S+qibiOXw0ZuphOnw0ogGKG2MZDQSADBkU84WsJmzeyfUnVH4RhSJ8/Hu3U5DV++Rv7Fv0C2JZ/TPhCKsGZbJaCX8SeCIdluU0CaPKrv855lG8rxBcLkZbmZOT4+x1iqW79ObxICkklEUU1BrasStk6fFxWQrGmdXxdPG5vLL66clZTxC/2FEJAEfcZfuoVgRQmOwjHm5O3dpXuobfSTmebkm6eMHZBxLJhepAtImw9x5ryRbbojJRv1UQUckt+B9MGKfQRDClaLHoKe6rYzvCANRdWIKCqKqqGqGoqioahq9L/6faqq3xYIKdEJTN/tnZ+sLuWR1zdgtcqkp9iTptZYi4T01rV2F67RermtJFtwDpuEc9gk1EAzvj3r8e1aQ6jmIP59W/Dv29LvJW5fbtBX2OYfU9hjff8pxxazbEM5JWUN7C1vZFRRRsLH0x2TR+VQkO02Qx9juQDzbFlKzbsPo2n6yT3v/B8lXEQK15ajhoLIDie2nCKaN+rlbO5OStismflIVjsWmlEaq4GBFbPfX76P6gY/Q3LcFPbQjtgQgpP9GHSkYwRojynOwOXsfdmZ0q6ELSVawqaqGsGQgjNO4f9Ip8x0IMUmwFx08lj2ljdxqKaZNz7fzw8vycIyQOYfo+NaTqYTSZLIzXBRVuWhptEvBCRBzGiaajqQbP1QwmaQPvscAge2EfHU07T6fTLnX9Rvr9Vb1m6rIhiKkJflZtywzIRssyAnBXZVJ6QTWzCs8NnaAwCcMSc+9xG0LHB5moUD1aAxWr5mscidLgB2heFAsnQhIEFbR9LRgLiaEPQJ3/4tVL1xH5oaweJKJ+/8H3GAIr7coAe+XXHG+LjdKr1lyuhcMlIdNHqDbNxdzbETk7cdef1h4kDac7CRvQcbkSQJi0UXbK47b3JcB0lN0/j86zIeenk9wbBCeoq9T/bOlZsrUFQNhywlVa2xGtZXNSSLpVNHkexMIXXyCaROPoFwXQW+3Wvx7V7XryVu5dXelvr+Y3oWp7LSnMyeXMDKzRUsWV3K9y48ps9jiIfaxgBWi0RW1Fpc0+jvNsNHDQdpXP4WmqKCbEEN+QlWlCRcQDLL14aMRpJksySoswsQSZJR0grAswe5sTyh4+iJzSU1vPrxDgIhhVBYZcue2m5/Gw6bKGEbbFRVaxGQhma0iHqhCKqqxbUto4TNEhWQbFYLNquFcEShORAWAlIrNE2jvFoP0C7uJBeuM+w2C985dxIPvLiO3WWNLF1/kNOOG9GfwzQxOq7lRsticjKclFV5BqwTW2cLhYLDD8XbiBaJIMlyt5PhviLbHGQuuIyaDx7Du20FrpHH4CgamMXkWNA0jaXRecqC6UUJc2caQdqJ6MS2fGM5zf4wORkuZvViPpMaXYwQJWwtNHpb3Efx7POIt3sH0tFI8lo0BIcFgb0bUQM+tIiC4mui+cAuXvpIDy2fP61oQMtgLHLLJHnZhoGduMVL6xK2UJKu/jf7wzz7/lacDgsnzijiijMm9MrtI0kS86YUUpDtIjPVwQ8vmdYnwUeW9Y5+/mAkqWqNtYi+siFZew7ms2UXkjHnGwy54g5yzrgO18ipSLJMqLachq/e4dBLv6f2k2fwl25BU3v//TDcR9PGxl7ff9rsYUiSxNY9tWaJR3s8Gz6lfvmb+Eu39HpsnXGw2tPmb8Mh0BUNKxahRsIg69lTktWuZ1ElmGC5kX+kXwD7uslAAiBDPw5ZvZUJH0t3bNtXRyCkYJElQDM7sXWFUcKWzCL2kU5FbTP+YBiH3crQ/DTcrUSeeIU9o4SttdPQ+I6KTmxtqWsK4A+GsciyOemLhaLcVC48SXcVvrd8HwcqPT08IzHUREvYcjP0sO+8TFeb2/sTf+kWqt58gPovXqX6Pw8n/LgvGDiMDmzWjNx+7w7rLBpLysR5ANR/+RpqONjDMwaOkoONVNY2Y7NamD0pcYvNpoBU5zNzTntDKKzw6ZoW95GlFx3dUt36ApcoYWvB7MAWZ96V0lQLgCWtf+NYDieEgCToE9b0HHPypilhtuyuosETIDvdxfknDnwO0bypQ5Blib3ljV1OfpOB1gJSMq7+q6rGi4u30+gNkpfl5qZLp3PRKWN7Lfw4HVYy05xkpTkozutbcEQ4olGQ7SIrzcktlydH+RqAFnUgxVPrL8kWXMMnk7PwOxR++3/JPP5C7LlD0VQV/74t1H78DIde/iPVHz5O3RevxHXh7guEzfr+BTOGxvy8/Cw3M8br2QifrC7tcH/jmvep/uBfNHz5esInEwejjgCDsqquJ2fNu9bg27UWi8ONPXcYltRMMo+/MOGr45oSIVi5D8BcQTUdSJ2UsAHI2frn7fQPrIAEumCraRopLluP4qrRhS0QivTpYlfQe/YY+UeF6dFGBLIZihxvGZsZom1tmWy05CAl33lmMDGuDwpy3HG37j5+6hAmjcxEUTSefX/rgJzDDadRTlQ4Mv47EA6kQOk2FJ8HTVFQgz6CFSX9/pqC/qFFQOq/8rXWZMw5D2tqpl7KtuaDAXnNWFgeDc8+dlJ+p6XovSU/ywWShD8YxuPrvWi/fFMFXl+I7HRXrwWuVJcRoi0WDwyMAO14u1+3ZCBlJXxMhytCQBL0CWtGHtaMfCxpWajuHGzl6ylQD/HtsyaYk5OBJCPVwTFRQSGZXUitM5CMHKFk4r/rDrB1by1Wi8x1501OyL40WmYaKwC9IRCKUNfkx+WwkpFqpzi/5/DTvuIv3ULDynd6FEq06OqaZIutNWh7jBK3/At/QsFFPyV16olYXKmEG6vxrF9Cw/I3qX7nHzELNqu2VhKOKAzJSWHM0PiyjBYep7epXr+zmqr6tlZs/95NoGpogBoKJHQy0RJqq4uMXTmQwvWHaFj+FgBpM8/ANWIKlpRMLCmJP7mHqg+gRcJYXClYM/ULOZ+/eweSPbcYAFegFk0ZuIl7dYOfgmwXc6cWxuQWdEYdSGo0s2wwifV3dqRRcrABgNGtfqNGGVu8ndgikbZd2ADcLtGJrTMMsbo4P/4FDUmS+OaJI8hKc1DT4Of1T3bFJMD25TtuZCAZJWzGf43b+xNJtvS7y1MwMPRnB7bO0EvZLgXAu3U5wYo9A/K63dHUHGLDLv1zWDA99sW1WLBZLeSk6y7ByrrmHh7dOeGIwqfRxbvT5wwzS5LjxcjA8/hCcZdDH6kYGUjGfCQWNE1D8dYDYBUOJBMhIAn6hOJrQra7cE48gc3KSCQ0zrWvYbhz8Nw/xglh7fbKXnWy6W80TWuTgQR63kWysLe8kXe/3AvARaeMpSiGDjWxYCj+jX0QkNrXldc29a99v3nnGg699MeYrPtqJJqBFEMJW0/YsovInHs+Q664A9coI4dIRvF7YhJsVFVjWbS+/8QZQ+Ou7x+al8rkUTlomsZnURu1iSzrk4lIBMliTehkwmirPXfqEPPv9hMzNRKi7rPn0SJhnEVjSZtxGpZUXTgyTvKJxMw/Khxjfo7dZSABOLPyCGMDNUK4YWBcSI3eILsONOByWLnxwqkxOfNat/8ODGIZW/OOVVS+9mcalr15VJXIaJpGiRmgnWne7u5lJ7aI2lFASjFCuf3Jc45JBg7GGaDdHpfDytXnTESSJNZur2T1tu5/5759m6h84/5efccVVTNdyzmZzjb/rWsK9PsClBLw6guFqZlkHP9NkYF0GBNu6P8A7fY4h44nZcIcAOq/fNW8VhosVmyqQFU1RhZmxNSBMV4KclrK2HrDV5sP4fGFyExzctzkIb0eh+FA0jQNXxLOhQYDw4GUleqM+TlqwIsaDiFJYEnN7KeRHX4IAUnQJ1S/XmKyuTzEUu1YmlxFZLklaj96iki0ZnSgGVOcQUF2CqGwYpbwJBNef1hf7Zckc0IaCg/u6r+BLxDm2fe3oWkaMyfkc/wxhQnbdkZK3wWk8pq2Kzp1/Zz/4Nu9RneQSFKPbhvNFJAS165Wki2kTj4BizMVVAWUSEyd2nbsr6emwY/TYWXWxN5dKJ4+R3chrd5aaZ50AYiEzclE6uT5CZtMeHwhmpqDIEnMmpCPRZbxBcJt3HoAjSsWEa6vwuJOJeuUbyNJcv8KSO3yjxRFNQXfrkrYXE4bdXI2qqYRrj7Q6WMSzdc7qkDTL4pzou6EnpBlCYdRxhYcPAGpae1i1KA/GoSeWFdbMlNd78frC2G1yAxrFeTc4kCKU0CKGBlILYKxIUYlyoG0dnslb/13N5tLahKyvcGixe3Y+wnkyMJ0zjl+JABvfLqrg1uzNd4Nn6H6m3vl3GzwBFBVDatFNs+jGSkOrBYZVdVo8PTfeVBTIgQP7kS2u7CkZGIbIOeKoH8wS9gyB3Y/Zsw5D0tKOqGag1S++ZdBWyRQVI0Vm/TqhBOmJ77rLfQtSDscUc3ogNOPGx53eW1rLLJkuqQ9zSIHCXqXgaR49OtK2Z2OZElcuePhjhCQBH1C8TXhD4bZVRVBk62Mv/gH2HOKUPxeahY/geIfeCeSJEnmiWHZhvKky/YwVhIzUuzmRCEZcpA0TePFxTto8ATIzXRx+cLxCetMAS0HbKMLQm84VNtWQOpvB5IlJQNkCS0cQrY7u3XbGCVsci9L2LrCNXwKeRf9DHvBCCwZeYRrynp8jtEFce6UIb0uPxxVlMGY4kwUVeW/63QRRA0HiXgbzMlEIn/fhiMgL9NFisvGkGgL+tY5SL7da2neuQZJgqyTr8Ti0ifd1qiAFPE2JGw8AFokTKhav5gz9r25kidJXXaYdDms1EnZqBoEq3veX4lg7XZ9YnDspPgEQyNIe7COQZoSRmmuB1lCDTT3+Ds7kjBCzkcUpmOztlyOGd+reB1ISmcOJJeRgdR3Aem9L/fyh6dW8dJHO3jola8PWxGp2R82RZe+OhAWHjecscOyCIUVnnlvK+FI54tBatCnn0tC/ri/47XRhZLsDKfZyluWJbKjgdq1/biQEqzchxpqEfHVQPJmSwq6Rw35UXz6+XSgStgMZLsL99hjiTRW4d/9NVVv/21QRKQte2po9AZJddmZPq5/PoOCrN47kF7/dBf7KpqQZYk5U3rvPjJIc+vXox4RpA30roQt4tHNEKJ8rS1CQBL0iaCnkXpPkIDk5LTZwxg1PI/cM2/QQ/Oaaqn9+KlB6bwwe1IBdpuFyrpmSqIhpcmCUb6Wne40S0iSoRPb518fZMueGiwWmWvPm5zwls+JyECqiApIedETdG0/5z9Y3BlRt00Weef/qFu3jRGinYgStva4R0wl75zvI9tdNG//yswx6IzaRj9b9+mBf/On9W2FzXAhLd+oBzpGouVYhkgWrj6gT4wSQHtHQHGB/l8jByncUNWSezTjdJytWgL3lwMpWLkPTVGwpKRjSddLwoxuVm6H1ZzMtcdpt1Iv62MKVO1P6Jg641BtM2VVHmRZYsb4+AQk5yB3YguU7QTZijUjH2taNrnf6P53diSxxyhfa5dRZqwaxysghTvLQDK6sCUgRHvt9ko0TUNVVfyBSI9d/pIV41iTk+Hq83lOliWuPnsiKS4b5dVe/rO0Y8aLGvKjNDfo5xJ3Brnn/E9c3/Gahrb5RwZmDlI/BmkHDmxt8/dgLAoKEoNx3WBxpyHbY3OpJhJNCSNJsu40HaQwdqMz7bypQ9qI9omkILr4Fa+AtGFXNW98uosGT5DKOj879tf1eSxGJzYhIOnus6aoEyszLfYSNiNA25I2cF3FDweEgCToNZqmUbq/AkXVcGdkc9a8kQBY3OnknH0jssNFqLpMzyvpQyvy3uByWDl2oh54a7gxkgXDgZSV7mxpoz3IAtL+iib+s1Q/mX/z5DG9ChbticwEZCBVREvYpozWVwL6u4RN8Xt0t407HWfR+G4fq0aMEO3ElbC1xlE0FuewiWiqSmM33UyWbSgHTWPiiGzys2JvT90ZE4ZnUVyQRjii8MX6g4TrdQHJnjccW2YemqYl7CKwg4CU3yIgaZEwdZ89jxoO4SgcQ9rM09s816hLV/1NCQ2tNt5bm/wjQ0DqIkAbwGaVabLpq5vh+kq0SP8GGBvuo4kjs83cg1hp3YltMPDvWQ/oK9SyMxVH3rBBGcdAo2maKcCMadctz/hu9boLW5sMpKgDyd/376As62XXEUUDSeqxy1+yYojSiWrCkJHq4MqzJgKwdH1ZB2dWoGwHmqqazs143R9GUHb70tScAQjSDhzYDoA9X/9dCgfS4ctAB2i3x1E4Bslq08PYE5yfGAtVdT52ldaDJHF8HxfXusMoYWtqDsa1CLBueyURRY0KW1pCBPoWB5JoouBpDqFpGrIsxXWdpJgd2ISA1BohIAl6zVufl9DcUIemapx9ypQ2ar4tI5+cM76LZLUSOLCDhmVvDHgpmVHGtqmkpk+iRaKpb9LHkp3mwGEb3NV/0Esbnnl/K6qqMX1cHif004nVCNFu8PRuX3h8IbzRVZTJo/QDeX+XsBkZX0CPThvTgZTgErbWZBx3LpIk4d+32Wwt35pQWGHllkMALJjR9+4ikiRxerQj29L1B/HX6Kt31qwCHEN1QS1wcGefXwdaJnUtAlK0E1ulh4av3iZcdwiLK5XsU67UVzFbITtTkSxWNA2U5sQ5DlsCtFvcTsakvsfWv850gjhQFYVwXf91hNQ0jXVG+drE+Nv9tpSwDfwxSA0H8ZfqDgfJoosm4YaqAR/HYFDXFKDRG0SWJUYUpre5r9clbIqRgdSZA6nvE4hQWKEg20VmmoPi/BQmjzo8Lf2JyD9qz+RROZw8S++++NJHO9qc5wKl29o8tjsHaWfUNujnudzMtqvmxt/G/Ykm0lhNpLEGSZZxj5kFgBroXWcpweBjBGhbBzBAuzWu4VNImXJiND9xwYA7TZdt1M/DU0blkJ0euwMlXlwOK+nR6914XEj5WSlIkoSiargc1oQI9GmGA0lkIJnVDxmpji7d450REQJSpwgBSdArvt5RxcsfbsaihHRboNJx0uwoGEn2qVchSRLNO9fgWbd4QMc4NC+VUUUZqKrGV5srBvS1u6PO08qBZBtcB5Kmabz00Q7qmwLkZLj41hkTEpp71BojA8njD6P0omW4kX+Uk+GiMGoRbvIGu8ycSARKawEp1P0qrxGiLfdDCZuBLWsI7vHHAdC46r0Oouy6HVX4AmGy011MGpmYk90xY3LJz3YTCEY4UKJ357NlFuCMCkjBgzv7LA4HwwrV0TKMoVFXQFGufjGV5dlF07avorlH38bi7uiOkyTJdCElqoxNDQfNAOzWAlJPHdgMWgdph2LIreot+yqaqGvy47BbmTo6/gm94UAajGNQ4MA2tEgYa1oWjqHjAMwyySMdo/vasII08zxg4Hb0LrfIcCBZWoVot2Qg9c1h5guE8fhCuBxWhuSkEAwpbE9AicVgYApICXIgGZx3wmiK89PwBcI8/+E2VFVDUxUCZbqLx5qhl8FG4hRJB8uBZIi7jiGjzfyPzgSkTbtrWPT54R+snkg27qpOus/ECNC2DXCAdmscQ0ZjScnE4k7v+cEJJBhWWLU1urjWT+HZrWkJ0o5dcC3MTaEg28XooRn85FszY+qk2hOGA8krSthojIr6RjVErCheo4Tt8Fww6S+EgCToFR+vKsWpBpAkUJDZfajzFTDX8ClknnAxAE3rP8W7fcVADtN0IS3fVNEr0aI/MBxIWWmtStgGyYG0dP1BNpe05B51FQqcCFKcNiyyDFpLHXI8HKrRV3IKc1NIcdnM/Kj6fnQhqb5WAlIgVgdS/5SwGaTPPAPJaiNUtZ/A/s0tr69pLF2vl2ueML0wrhWW7pDlFheSp6IMDQ1r1hDsQ0YjyTIRTz2Kp28dFytqmkHTSHPbSU/RL3jsNgsj08PMDq8hHFFJm74QZ1Rk6IyWIO3ECEihQ3vRNA1rejbWtCzzdmNS310JG0SDtOVsVFUj1I+d2IxOk8eMyTV/E/HQ4oIc+BI2/54NALhGz8CWqa+Kx+vOOFwxsvlGt8s/AnAZJWxxOpC6K2HrqwPJWEnPTHMyb6renfOLr5OrPDwWQmGFquh7GZqXir90Cw0r30lIoK/NKnPNuZNw2K2UlDXw8ar9hCr3owb9yA4XKeNmA/F9xzVNM0OyczLaO5B0Aam2MdAvDu/AAd055Rw+CdmpL9q0XlQB+GDFXu56YgXPvb+Nv7y4LqkEk8Hii6/LuOuJr3j2/W385YW1SfOZmB3YBsmBBCA7dWElUdmJsbJuexWBYIScDBfjh2f1/IQ+0psgbX8wgsthZcqonISIR9DiQGoSAhL1vejApqkKSrQ5i3AgtUUISIK48QXCHKz2kirrP8ag7GLssK4PyCkT5pIezSxpXL4If6tJb38zbWweqS47Td4gm/f0bZKbKFoykByD6kAqPdTEO1/ogZ8XnjimTRvp/kCWJdL7EKRdXquvGg/J0Z0pxuprf3Wg0VSlTd5DTw4kMwOpGwfS5pKaPrfAtqRkkDb1JAAa13xg5ovtq2iivNqL1SIzd0phr7ffGbMm5JOXKmNTmmn2h7FlFiDbHNgLRgJ9L2MzOrC1dgRoSpi5gWVYieBxFpI264xut2FJyQRAaW7o01gMOitfA2j265P6nmronQ4L9VIWqqoRru0fB5KiqKzfqU9G4+2+ZmCEaPuDA3sMUkN+AmU7AHCPnm5OauJ1Zxyu7DnYAMCYoZkd7jO7c8YtIBklbC3isSF0BoIRFLX3IoPhAB2S7ebEGUVIksSO/XUdOmMmOxW1zWiaRqrbjq12N1VvPkD95y9T+dqfqf7wcZrWLsaz8b94ty6jedca/Hs3EijbTvDQHkK1B4k0VqP4mtDCwU7Fp/wsN5eepgvdi7/aT9mmtQA4h03EmqWXmMYjIHn9YV3cbXXOM8hOd4IkEQxF8CYg46o1atBP6JDuOHUOm4zs1I/NasBnilU7S+t5/ZNdZulkfVOANz7dZebEHa38d20ZqqohAfWeIG98tjvuctREo6kKkUb9umNQBST7wAtImqaZWagnTC9K2OJadxTkxC8gGYtTrh4Wp+Ih1XQgHd2/SWjdgS12AUnxNqBpGpLFiuzq3znS4Ub/2Q0ERyyfrytDlmBSoY1szYk9fyjje1DL02aegeJronnHKuo+e5Hcs7+HY8iofh+rzSozb+oQlqwuZdnG8n5r2xkrvkDYXOnPTh88B5IvEOaZ97ahqCrTxuaxYEb/W3oBMlIc1EezP+KltQMJ9M+vosZrCnKJRvV7ab2oG3MGUhcC0uaSGv783BqafCEyUx388qpje73KlDrtFJp3rCTSWEPz9q9InXyC6T6aNbGgx/KqeLFYZE6b6ET7Eqr9VsZZ9ROwc+h4ghV7CB7cSeqk+b3evlFSUtwqk6Thq/+QrtRTiYNdGScxU+p+vSPRndiC5YaA1Dbos8WB1EMJm8PKPjkbVdNFETUcRE6wO237/np8gTCpbjvjuhHxu8PoQjXQx6DA/q1oSgRbZj7WrEIzaDzWDKTNJTXsOtDAuGGZCVutHSgavUEOVHoIhJVOw8v7GqJtaeVAcrX6nvoCYbOkIV6MiVBBjpucDBdTx+SyaXc1X3x9kMtP777BQDJhiNXFean4d6/V25rLFrSIH9/O1QQP7ophKxoRfzOqtxZJkjt06Zw9qYAd++tZs+0QpRvXMiZTwzl8shleHGmq0SclMZSLGx3WMlLsHbpG2awymakOGjwBahr8vd63nRE4uANN0/TfZ3oOarREW1MiaOEguw75eXzRJmxWGYfdgqJoSJIu0P3p6VWcffxI5k8rwtIPk/XNJTXsLK2nKNvGcVOTa1IXjqjUNgXMfStJEhU1Xu59ZjUXnzKWaeNy+y0moDsUTx2aqiJZrVhSO7oeBwrZYQhIAyc8t11cGzIgr2mWsMXpQAISWgkgHEgt9EZAap1/NBi/22RGOJAEceH1h/k8als/7ZgsMtOc5BT0fPEuSRKZ8y/CNXwSmhKhdsm/Cdcf6u/hAujdFiSJXaX1cbfVTDT10RrcVJcdu80yKA4kTdN45eOd1DX5yU5zckFxNfVLX02Ihb8nMkwHUnwnM03TqIiudBdFBSTDzl/b1D/5D+2t+j0KSEYGUhciwe6yBpr9YSyShC8Q7lOHDdnmIG2m7sjxrF9CQ30jG3bpq9r9Vd8/KUfBIkvUqqms3aFP8o0g7WD57j51Wiyr0j/roqiA5NuzgebtX2G3yay0zWVvXc/OCaspIDX0ehwGatBnBl93cCBFJ/UpMQhIAclFxJaCpkG4JvHlPmu36+Vrx07M7/VEbbBK2HzR7muu0dORJMlcFVd8TT26/RZ9vpvfPr6CFz7czkOvfJ00JSKx8smaA1TW+Wnyhnj0zY0dxt/bEG1DQLK1EpAssoQrmqnUF2fIodqogJStH39PmqmH9K/ZVhl3VtNgYojVRbluQpV7QZaQJJCdKaRMmEvq5Pm4xx2La9QxOIsn4CgYiT2nCGtGLhZ3OrLdAZKkH+9V1Qzub9+N8pLTxjIiLYwz3EhtUwhH0XisaTlIsowaDqH6mmIar+GwNcrV2mOeBxPsxG1dvgZ6tp8cbRCxc3cZjy/aRERROXZSAbddO4erz5nIDy46htFDM/EFwrz52S7+8sJadh9oSOi4NpfU8JcX1vLCh9t55K1tbEkSZ7nBlj01yBKMHprO1WdP4vsXTWX4kHSamoM8/d4Wnnh7M7X92DWvK8KtOrC1b0IxkLSUsA3cZ2CEZ8+aWNBz84sEMSSa01nbFCAcie3ayDjeuxMqILVkIKl9cKAeCRiNDbLicSBF4xksaf1f9ni4IRxIgrj4dHUpwVCEoXlpFKf78QAWV2xheJJsIevUq1A+eJxQ1X5qFj9J/vk3Y0np39WQ7HQnU0blsGVPDcs3lnPRKWN7flI/0bp8DRhwB5Lia2LNinVo2zZyqlbH1FA9jYsPgabh3fgZeRf8uF87Yxi1x01xOpDqPUGCoQgWWTYvpI0uGv3VgUbtICD1EKIdjpawddGFbXRRBhqgqhoOu6XPHTZSJszBu2UpkcYatn/yLqo6lJGFGf1Wiqh5qklz22j0Z7B1VSmzJxZgyylCdrpRAz5CVaW9chUqqqZnIKGXsEWaamj48jUAMmcs5NCKFPAE8PpCph27MywJzEBqWv8JEW8DtuwhHUK7Y7WZGxeBzY58stSDhGrLcBSO7vPYDAKhCJtL9IubWRN6X5LgdAx8FzYl0EywXHd6uEZPB0B2uLC4U1F8XiKN1djzhnd4XiAY4a3/7mbxyv0oioZF1tsT7y5rOKxcSFv31qJpGukpdvzBSIfxtxaQ4rnoj0QbCljbOVXcTiv+YLhPZTRmCVu0NGPM0AyK8lIpr/by1eYKTpvdcX8lI0a3x5GhXSj+Zuy5xaRMnIdz+OSYz32RSIS6bavwf/oUSnMTGqrpoDNw2q1cNFGhohr2h7PwbqvjxBlDsaRlE2msIdxQFdO1j+FAal++ZpCb6aKkrMF8XCLQNJXAAT3421k8ybxddqbga/bx1uINRMhhyuhcrj1vMjarzIzxurvq9LkjWLGpnA+W76OixsvDr69n+rg8LjhpTEI6X+0uazBbkjc2h/l0zQGmjevd8c9fuoVgRQmOwjEJu+5ZtVUX9U87dhjnLdCP9wuPG8GS1aV8sqqUrXtr2XWggbOPH8nJs4r7xaHVGWaA9iCWr0FrB5IvZhdeX/D4QmaZ9wnTElva3x2pLhtupw1fIExVvT+mjo+G49SZQAHJcKOrqoY/GEm4O/1wwuzCFkcGUosDSQRot0c4kAQx0+gNmmUy554w0pxgy510ReoK2Won94zrsGbkojQ3UrP4iQFZiTBa06/aemjQOp5BS+BzVpp+IdXfDiTf7nVULnqQyrceoOLlP1D63O/QVr3CJGUb49wNWCJ+UDWQLKghf4dV1ERjWEfjzUAyBIa8LJcZEGusvPZXCZviaysgaaHuHUiGxV+ydn5yykh1kJ+lt8CeO6WwzxNeSbaQMfscQIOSr3Bpvn4tRYzUV5LqshOwZ1Nd72NTSQ2SJOMs0vM+gr3MQaqu9xFRVOw2CzmpVuo+fR41HMIxZBTZc84mLxpGWVbt7XY7Zhe25kY0rfeB+f7SLTR8+TqKt4FQ5f4Ozjwja6SnDCRDYPLY9QuPcIKDtDftriEcUcjLcvdJNDS6sHVWStVfBPZtQlNV7DlFbSY01gw9I6azMra95Y3c9/xaVm09hNNuxWaVUVQNRVE7zRFKZhxWC5IkEQgpnbZrNlbJNU2L69xgZBy1n5Qak4beOpACwYhp/zdKMyRJ4qQZugtp6fryPuUrDRRqVKx2an7SSpcCkHnCpWQtuCwuAUGSJOzDJpN7wU9ImTAXa0Y+vl1rO4Tluxv3kpnqoFwu4p0vSjhY7cVmlrHFloNkdFjLzehcfDFuT2QntlBVaTT424m9YIR5uydio6bBj1UJMHVMLtd9Y3KHsjqLLLFg+lBuv24OJ0wfiiRJbNhVzT1Pr+LDFfsI9fFaZ2xxpt68RdWQJdi2r54PV+yLO0Tct3cjla/fR8OyN6n+z8MJcWA3eoNs36dPOI9rVSpls8qcc/xIfnXNbMYUZxKOKPxnaQkPvLiW/RWxOdH6SqShxYE0mBgCkqYopmu7P1m5+RCKojKsII3hQwau85skSeQbQdq1sVU++KPn4J4adMSDzSqb5xNPP5WxJbIRQX+hqpp5DounC5vRgU0ISB0RApIgZj5eVUpEURlZmMGkkdlmiU+sDiQD2ZlC7lk3YnGnEq6vpHbJ02hK/1rgJ4zIIifDRSAYYd32wQtprTM6sEVX4uy2/nMg+Uu3UPX2QzRvXUHzjpWE6g5R0xigQcqgOW8qw864guzTrkayWkFVkKz2DnkvicYQkBrjLGEzVr+N/CNoWZHtNwHJ3/bCLnYHUucnp5KDjbgcVrLSHGYpX19xjpiK1zkETY0wS9rWrxlf4fpKJEli7GRdMFqyqhRN08wytkB57wSkg9VGaWIqnjXvE6otR3a6yT7lSiTZQnE0WLussgcBKSUDSZLQlAiqv/f5CsGKEtRwUM9F0bQOoqrPH1sXNkOYabDoQmGoJrFB2kb3tWMn5vdpFddwQQ6kA8nXqvtaa8xObK0EJEVReX/5Xv7+6nrqmvxkpTv51dXH8qtrZpOT4SQnwzkgoaiJpiDbxanHDuu0XbPNKptCeTyuoXDUgdR+Um98V3srIBml3+kpjjYlILMmFpDqstPgCbBpd/J3z6uq9xGOKByrbsCqhbHnFZMycW6vt+ccPpn8i39Gyrhj9dL8T54xr4vUQDOhyn2kum2kjJpCRFF55r2tkKrv61jD4g2HbU6XJWyuNo9LBIHSrQA4h05AkvXjw9a9tWwu86MB4wvsXHve5Dbd/tqT4rJx6Wnj+OVVxzKmOJOIorL4q33c88xqFv13d6+bSUwYkUVuhovMVAcnHFOAy2Fl8Vf7eHXJzrhETM+GT81AcDUUSMji2drtlWiaxsjCDFM8aE1BtpsfXTqdK86YgNtpo7zay19f+Zo3Pt3V7yHbZge2zMF1IElWO5JF/071d5C2qmos36SXry2YPrRfX6szWoK0Y7se8QeMErbEuoRS3f0nIPn2b6Hy1Xup++wFyl75M+++vCgpS8o90RI+SZJIS4n9+ttwIIkSto4IAUkQE7WNfr7aVAHAeSeMQpIks8V5+xKPWLCmZZNz5o3INjvBQ3up+/zlPrkGekKWJeZHXUhfbjjYLy1vY8FwIGVHS9iMSWZ/OJCCFSX6Co9sQZIt7LeO4lXrN1mZ+03mX/0/pE6cR9rUk3AOm4QlNZOM47/Zr+Vr0KL8G7XIsWLkHxXmtAhIRhmgL9C30oyuUP26YGGNOltizkCydn7y31veaP5/ova3JEms1KYCMMlyAK2xMiHbbY8a9KNEMzvmzDsGm9VCWZWHHfvrcUYFpHB1Wa8uCMtr9M95ouMQ3q3LAcg++QqzvMMUkKo8nW8giiRbTDdkX4K07UOiZWaqguxwtRFVNU0zbeaxZCAB1BItrWuqTdgFc1NziF3RbJFjJxb0aVvOQSijDR3SJ2uuUdPa3GdMbozJTlW9j4de+ZqPV+5H0zRmTxrCr67WV/HnTB7ChSePweWw8uFX8TsQBgtN06hu8ONyWLn41LFdOhF7k4OkqNEQbbntpZ3xXW2OM5TboHWAdmtsVpn50bKQL75OfMZXojlY7aVAOcRoypAkmcz5F/c5D0aSZLJOuiLqqm6i7tPn0VSFQNl2PYQ6u5BLzptDeqqD6nofq0v1fRBrJ7YeHUhRYSmRDqSW/KPJAGzZU8tT/9mCHwduh5WTp2Z3Kx61pigvlR9dOp3vnDuZzDS98cUz72/rdX5ZRU0zToeF4oJUbvjGeC45dQySJPHV5gqefGdzzE5KLRIGWUIL+ZFtjj4vnmmaxqot+vl3zpSuj8mSJDF3aiG3XXscsycNgWiHsHufXc2GXdX9dhxryUAaZAFJkpAd+ne2v6sPtu2ro74pgNtpY+aEgXdexRuk3VLCZknoOIwcJE8/dGLz7VyFGgqiaRIEmynY+SarXn6CLeu3Jvy1+oLhPkpPscdVNto6RFvQFiEgCTqlvSXxo5WlKKrKuOFZjB2WCbQ4NHrb2tCeU0T26dchyTL+vZtoXPmffp0EzJ0yBKtFprzay/5D3U9G+4t6j5GBZDiQ9J9gfwTYOgrHgGwBVSGInSWHcvCGZa49b3KbVWRbZgGWlEzsWf1fH244bxqbg3Hta6OErbUDyWm3kurSt9cfLiRDMLFm6heD3QX7aprW0oWtEweSqmrsOdhKQErQZL282sv6agdllmGkuqw0rn4/IdttT7hBvzC2pGSQlp5mThqXrC7FkpKBLStfd+tEO5fFw8HqZlJULyMq/wtA2rRTcBZPNO8vztePL0Z2SXdYE5CDZM8swJqRhyUtu0MmWDCsmJN0d6wlbBGLefERSlCQ9rodVWiaxojC9C7DdWNloEvY/Hs3omlgzx/e4aLMmNyE6ytZvrGc+59fy4FKD26nje+cO5mrzp7YpkPNaccOw26zUFbpSbow3a5oag4RjihIktRtJoxxjPbHKPqoqmbmJXXMQNK31duw60PRFfQh2R1dFXqnLZm95Y2UHhqYcpzeUl7ZwLGRtdisMimTjseeW5yQ7cp2JzmnX2cuiDWueq9FhBk2mVSXjWvOngSSxNqyCL5gOCYBKRhW8EZdA139zo3bvb5QQn7DEU+d6TZ1Fk9gy55a/v3uFhRFJTcvRy8dD8Xn8JQkiZkT8rnt2uMYMSRdP19qmpn/FQ/GeaAoNwVJ0hcGv3v+FGxWC9v21vLI6xt6dFpoShiluQFrRj6WlEzS536jz4tnpZUeKuuasVktzBjfs0iT6rZz1dkT+eEl08nLctPkDfL0u1t44p3NCb+eUQLNqAFdxLBmDH5WnJmDFOjfTmxfbtDPt3OnDMFmTawoEwtDog0HDsUoIAXMErbEOpBMAak58Q4ktbkJZAlV04hoFhQsjFX3oH3+KNXv/wv//s39ag6IlYZedGBTQwHzd2MRJWwdEAKSoAO+/VuoevMvNHz5BtX/eZiKzetYvVXvmHbefD0kV9NUs0zE4u59XbGzaCxZJ18BQNPXS6ha9Nd+q6NNcdmYGQ2bNU4sA019tITNmDgYk7dQOPEHWNfwKTgKRxOypfB241Q2erLx+ELmBamBEfo8EPXoxsFbUdSYyykUVTNXcFoLSADZZgeaxK9kGRlIhivCOJF0/uCIKYh1JiBV1fvaTN4SJSB9uUG3Z0fGnozVasW3Zz01Hz2V8N9QJNox0Zal5zqcMmsYFlmmpKyBPQcbW8rY4sxB0jSNiqpG5oeXY5ci2PNHkH7sWW0eY4RP1jb6e5wAW1IyAVCaey8ghesqkO0uXCMm4x4xtc19xgqh1SJjt3Z/+mztILHnDdO3XZOYHKR1Zve1vrmPYOBL2IzyNXc0PLs1tsx8VFWl4kAZbyzZRjiiMG54Fr+6erZ57G5NqttuliYs/mr/YeFCqo6GHWelObt1cRjfH1+MDiRD2ASwWtpnIEW31VsHktGBLSelw30ZqQ4zQPmL9cntQtJ2LydV82J1p3U4zvQVW2Y+WSd/GwDvli9p3rEapbnB7Fw2dlgmZ84ZjkdKo74pQLCprkPwdnuM85rbaetyUulyWM37EtGJzRC+7AUj2Vrm49//0cWj6ePymDtrDCD1ukTYbrPwjQWjkSQJRdVw2OJvJmF00WsdSnzMmFxuunQ6bqeNA5UeHnr5a6rquz5fh6oOoEXCyHaXfs7oYT/Ewqot+jly2tjcuNqwj48e386cOwKLLLN1Ty33PrOaz9YeSFiumCFWWlMzka2JKZ/vC7JDP46oPeRK9oWaBr+eRyW1VB8MNPnZUXdgvb/HfamqmnmsT2QGEkBaP5WwKX4P4foKrBn5HMiZyxO+hTzrO5kSZSgOu41gRQm1S56l8rX/w7Pp834vWeyORo/+3uPJPzLL15zuLrsrH80IAUnQAd+OlSg+L5qqoIYCbFmzFk3TmDI6lxGFulik+r1mBwXZ1XN3ge5wj56Ba8xMIo1VNG9b0a8i0gnRFufrd1abYbgDRSis4PXrB7GsaBcAw4HUX6v/3oBKTdDO7kiBeRJpv+JnCB5qOL6yst5gtchmJ63GGFdDahr8KNGQZSN83KC/WhhDSxc2WwwOpNafndRJCZvhPnKYbo++T9Z9gbCZg3PcnCnYC0YRaazC8/VHCQsFNTAcSLYs/bPITHNw3JQC/MEI/3prI+XotwcP7oxrEt/kCzPOs5ZsrR6HO4XsU68yMzcMUlw2stP1C7Hy6u4nLkYnNsXbEPMY2hOu00U5WyeOPEP0dLtsPeYOtRaQbLm6yJGIHKSqOh8HKj36qv74vtvyW5fR9rcAE/HUE6rajySBa+S0DvdvPxSmrC5EIBghQ/Zx4clj+cFF08zujZ1x6uxhOOxWyqo8bD4MXEi1UQEpN7P7jlTGJCLWEjYj/wjoIEwZAkNvM5AOGQJSJw4kgJNm6t/v9TuqzVIB0IOK6798LSnCVcONNeTVrAXANes8ZHvfnHud4RoxhfSZp6OG/IQbDqE0N1D/5evm+z9z3kiKivIJaHZqGvwE6rvPQTLzj7ooXzMwy9gS0InNEJBqHMU8/e5WFFUXj645ZxK2aImwGujZDdoVx4zNZfiQNDLTHFx73uS4m0mYAlJ+2+vOkYXp/OSKmWSnu6ht9PO3V77uMqA6GM3rs0SvXeNd+GhPOKKyboe+L+e0Cs+OFZtV5pz5o/jl1ccyeqgesv3OF9GQ7QS4+oy8rcEO0DZo3Ymtv1i+UT+PTxyRFZNL17d/C3Wfv5zQY1VWmhOb1YKiquZxvysCoQhEz7/GOTlR9FcJm2/najRVxVk8nk0Zp9KcMRqfu5D16Scz4qo7SJt2CrLDRcRTT+Oq96h4+Y/UL3uTcHRBciCp9+rH0u6uJdqjePTrCeE+6hwhIAk6oCkRvTY8HEKVbXxdox/sz5k/0nyMERQpO1P6nCEAYHFFtyNbUIP91w1seEEaxQVpKIrKqi0V/fIaXVEfzf1x2FtWDPvTgfTmZ7s4dEg/AGo2Fxp02vHH6BqmDYCABJCREl8O0qEao310SoewXMPJVZdgAUnTNLNE03AgaSF/l1ZczezAZu3097Anmn80YbgucATDfRcMV22tJBxRGJKTwpihGVjTskDV0DQJNehL6G/IOOEb5XwAQ3NTqazzs2N/PX/9qBZ/WCXibUBpij3Tomb7RsYru7BaZLJPvsLMm2pPrDlIRtBhXzKQwnX6ccGW03HV0nBAuWNYYTYEpEBIwZpjOJD6LiCtjbqPJo7MNsXYvmBkIBFnx6/e4N+ru4/sQ0a3aWEeDCu89slOnnhnMw1aKjarzHdPKeCUWcU9BmSnumycGF0Y6E03poHGmOTndRKy25p4M5Bar3B32YWtFyVswbBCXbT0urMSNoDhQ9IZWZiBoqosj2Ylejb+l8pX76F+6WtUv/23QRWRNE2jaumboCpUyQUUTe99cHZPpM08XXe1qBqyK71NQLNFlrjm3Mn4rRmEIirLV2zqdltm/lEPE+CcBDlx1XCQYEUJ/mCYVzfprraZE/K55tzJWCwyskt3jih9EJAA8jJdZKU54u4eqaqauYgwNK+jGy4/y81Pvz2TYQVpNPvDPPz6hk4zlgLRUuu06achSRKRxhrTbdAbNpXUEAhGyExzxu2oas2QnBR+dOl0vtU6ZPvlr3nzs10E+pDzmCwB2gZmBlJ3ru4+EI4orIw6wmIJz/aXRqsulr1J5Rt/SdixSpZbdWLroYzNOM7brJYOTRD6SqopICXOgaRpKs07VgJgHzOH0somXA4r+VluZAlKm2QyjjuXwit+Q9aCS7FlD0GLhGne/hWVbz5AzQeP4S/dMmDlbUbjnnhK2IwoBJF/1DlCQBK0QdM0FG+dXhuemsm29PmUW4YyY3x+G8uwEaAt9yJAuzMchWN0J4yqIMmWfusGJkkSC6J21mUbKszMiIHAEDla514YXdgCoUhCJz6LV+zjpQ82661SNbhw4RQuPW1cpx1/5AEsYYOWFYDWK9XdUV7bIiC1x7xwTnBmgBYOokWiJ/SoaKJpoIU6fx0zQLsLm6vhQJo4Uj8R9bWETVU1lkXLME+cobdKdo6YopcjqgpIUkJ/Q5H6tg4k0Cc3sqRPihoDGg02/b5YV3MjnjpsWz8EoLFgFq5oYGtntAhI3U9cEpGBZApInTmQjADtHvKPoNUqoqahphUgSegCm7/3+WuaprE22kXy2ImJmQzYrLLppurvIG1DQHK36r5WeqiJv7yw1lwxzioaRkG2mwxiX3k/5VjdhVRe7WVzSXK7kKobYhMFzBK2GMvOIlEHktUid3DHGW6m3pSwVdX5QNNIcdm6FSwNF9LyjeU0H9hF/dJX0BQFJAuK39Nvi0KxENi3CV/pNlRk9uctMM+7/YEkyWSdeKneXERTkO3ONsfirHQnI8eNBGDPjhKz7XtnGGKj0WmtK1ocSH07DwbLd+HzBShtstCgpTJzQj5XnT3JFCRlp34c7kuXS+h9V0Cji57NaiG3i88kzW3npkunM2lUDuGIwlP/2cKy6LEF9ODmcLVeSuwcMRV7/ghAd8/2ltVRseK4yQV97ggpyxLzphby/649jmMnFYCmsXT9Qe7pQ8h26wDtzSU1LPq8dx3wEkV/O5AWfV7CwWovVovMpJE9T/6DFSX6WGQLasBLsGxXwsYSayc2Q0ByJbh8DfTgaEisgBQ8uJOIpx7Z4aTCPhJV1chOdzFtnD6/MDIJJauNlAlzyP/mz8g79we4Rk5FkiQC5bup/fgZKl/7M97NS7t1+CcCY74RnwPJ6MAmBKTOEAKSoA2RpmoiTXXIdheKPY29NWEkSeLs40e2eZwRMGxx9T7/qDWu4VNIn3UWltRM3GNm9Ws3sJkT8nE5bNQ16e6JgaIlQLvlAGas/muaRkRJnID033VlOAghyxIaEopk5Zsnd97xZyBL2KBVkHaMAtKhTgK0DYwL60Q7kMyAeLsD2eEyRbauuoYY7i2pk3yBek+A+qYAkiQxYURU4FBUFKX3Ky879tdT0+DH6bAyKyokuIZPIXPehVhSM7Hnj0jYb0gNNKMYHelaOZDGFmfidFhRoq1RU0fowdexXIhrSoSG/76IEvRTK+dgmbyw28fHGqRtZiD1soRNDfqJRJ9ry+66hK2nDmygCzNGcGdAtbQERPchSHtfRRO1jX7sNkvcpR9dIUlSSxlbPwpIkcZqQjUH9dcbeQyKqvHRyv089MrXVNf7yEh18MNLpjN1+gQkpJjbnIMu6J04QxcwPvxq34AuDMSLMcnvqquWgTHJjtV5EI4eTyyd5Cq1dGGL34FkrJx3JuC3ZtrYXDJSHWR6Sij7z79AtiLZbKAqaKqCxZ3R7fP7C9+e9VQvfoJgczPrImOJuPq/HbN71HTyL/45mfMvIu/8H3U4Fg8dNZJUl4001cMLi7fT1EU5t1Ga3dN3xRBT+tqJbd/Xa6htDHBQLmLWpCFtxCNoJSAFvH1a8DJD3eN01bTOP+pOqHHardxwwVTmTi1E0zRe/2Qn7y3bqzd6OFSCpmlYM3Kxpmb2Or/PoMETZEepfh05Z3L85Wtdkea2c/XZk/jhJdPJyXCZIdtPvrPF7OYbK8axtNRr4/4X1vLi4u389eX4O+AlCkNA0vqhC9vmkhpe/2QXDZ4g5TXNbN3b84KCfl2jmYtvqpI4ocVwbfYUpG2I+/HkZ8WKmYGUwBDt5m0rAHCPnc2uCv13OXZYJlNH6+Ve7ZtaSJKEo3A0OQu/Q8Flt5I27WRkh5OIp46Glf/h0Mt/pGHFIsJxnPfjwah4iCsDqUl/D9ZUISB1hhCQBG0IHNhu/n9jc5AMrZHjJhV0yD4wJtiWBDmQAJzF47GkZCI7u7f29xW7zWK2Wf1y48CFfhon/ey0jg4kSFwntmZ/mEZvEJesby8sOxg7rOuLZkNAGrAStugBvMEb28msIupAKupEQDJL2JoCCXVwqT79hGh0GJTsRtvZzi8C1G46sBnuo+L8VHMlCOhTuZARAj9n8pA29fIZx52LNS0bNeBLWJ15OOo+sqZmtnFYTR2Ty9XnTCQzzcHQvBRGz5gJ6Kt5mtL9d7lxzfuEa8vwKTaW246nqKD7yWVxgT5xqaz3dfu5GRlIaijQqxUtw31kTc00bfatMUvYXLFd5LUuYzNzkKpL4x6X0RVzxcf/pd4TpCDHjSOBLoqWIO3+68RmhGc7ho6nISjzj1fX88HyvaiqxvRxefz6mtmMH55lllnE2ubc4JRZxaYLadMgTYzady9tj6ZpMZclueKcZCvRBQhbJwKS6UDyh+M+TlZGj79d5R8ZWCwyZxbWMT+8HG+zn5Rxsym49FacI6ZgzcjvVYfGvuIv3ULVor8SrqvAGmxkf7OLddurBmTi7Bo+hcy5F3Qq5Fsz8shMc1Bg9+P1hXj+w22dip6mAynWErY+OJA27KikcvsGNCB99FSuPGtih1JIS7SETVPVLt24sdBbR1xX+UedYZElvnX6eM6aNxKAJav28+LiHfij7hJnVDgy/hss342mxn9OXrOtEk3TGD00s88dMTtj/PAsbv3ObM6Ihmxv2VPDvc+u5r8xhmxrSth0UmypkmjwBlEUDU9zKO4OeImixYGU+C5suw40EIooWGQJTdNie4+qolddpGVhzcgnVFHSq+9CZ+RHj5tVMZawxVIeHy9GBpK3F8f/zoh4G8y5YsrEuZSU6de444ZlMnFENhZZprre12WQvTUtm4zjzmPIt+4g64SLsWXlo4ZDeLcup/KN+6lZ/ASNaz6g4auuz6XxoGlaqy5ssZf9K17hQOoOISAJ2mAEKAbdeQRCCllaI2fOG9HhcarfmGAnxoEErToz9HNrT8DsyrB1b12/dPDqjLqoAt7agSTLkulSSFT+yPqd1TjsFiYVu8hKdzCsOL9bt4I8wBlIxgpALA6kcEQxL6I7WwHPSnMgSRLhiJLQgEBTII0KSGbNfhcCkhYxHEhdC0ijh2ZgtcimQ6C3bo+aBj9bo2UPRii8gexMwVk8AQD/nvW92n57jABta6vyNYPTZg8nJ8OJqmp4rFlYXCmo4RChqq5FEn/pFrybv0RVNb6UZuGTUswSta5Ic9tJT3WAplFe3bULSbY5zH3VGxdSuD5avtaJ+wig2R8tYYuxza6ZYxOIYM/Vc5BCtfGJ1r79m6l87f+o/fRFxu1/k2zffjbsrEnoJLinTmw9CSM9oWla9PuoccA6nPueX8u+ikYcditXnT2Ja8+bbLoSDAEp3FAVVz5CaxfS4q/296sLSQ0HCdcfInBgG95ty2lc/R5Vi/7KoVeimT9dhNh7/WF9oUCSeixLcseZgRQxHUgdnRlGyWVEUduEbceCsXJutKTuDE3T8Gz4lOJD/0UCdmgjqB9/Pu5R08g//2YszhQCZTsGvIzNKE1RkYloMsNsDShKjJPKfsSakYeExKiMMDaLzK7Sej5b27ZDo6Jqpmu5q3ItA0O4qPcEeuVsXb+zinfeW4ZDC+B0uzj/wlM6iEcAksXW4sbtQw5Sy3ExvnO24UBtHafQHYZ7/ltnTECSJNZsO8SONWvQNA1H0VgAbHnFyA4naihAqDq+LpmaprEq2qF4zuS+d8TsCpvVwrnRkO1RRRmEwgpvf1HCgy+uo7SHkO1IUy2apiHb7OyrVZHQO+ApqsboosFxBcrO6LV+P5Sw6QuN+nt0O20xZVIFSrci211knXAJtoxcIp56/Hs3JmQ8hvBeWefrVrzpzxK2VLcdfzBCTYPfLIHvC76dq/TfUOFoFFcOByr1snzDlT66WP9etXchtUe2OUiZOI/8i35B7jn/g2vEZCRJX2yqXfI09UtfTUhDmGZ/2DwuxpqBpGkqEU80AyldhGh3hhCQBCZqKEDo0F5A46uAXrNf7Pa3yewxMEvYEuhAMpxHA9HqMT/LzfjhWaBprNg0MGHahgOpfScxY/KWKAHJ6Mx1/PgMMlOdZGZndvt4ybggDA9MBpKxAtAQg4B0qFY/6bqdNtOG2xqLRTZPCIkUAo2ML4tbF0jNFbMuXC1a9LOTu+nANip6sWY4R3q7v5dtLAdNY+KIbDOgsTWuaL6Mr2R9YlabzA5sHe35DpuF4QX6Z7Sn3IOjaBzQdTlAxFNP/RevAhAsns1BeShZaY4uW1S3ZiBykMK10Q5sXQhIvmDUgRSvgBSMYMst1l+j+kBc+8W74VPUYABFVXFJIUY56lFUNaGTYFc3JWy6gPVn6r/o/cVcpP4QwfpKappCvLRBIxiKMKoog19dfSyzJxW0yeyxpuUgyTJaJIzibYzrdU49VnchVdT0zYXk27uB2k+fp2HVu3i3LKVh5TvUfvIMVW8/RPnzv6X82f/Vg0A/+jcNyxfh2fg5/tKtaOGQ2b20M7HEEMMzUx09BqW64nRpGAJS+w5soP9OLbJ+e7xlbEYJm5Hl0R5NU2lc9S6Naz5EliT8w+ay2nocSzdE3XzpOaRMnAdA45oPBjTk3FE4BiQZGZWAZmN/OBu3q2MjiYHGmp6DJElYtQiXnKAfa95btpd9rbqGNXgCqKqG1SK3ca52RnqKHZvVgqZp1DXFtxC0bkcVz76/jUKlnBSnlWFTZmCxdf16Rhmb0oeFPrOELQ4HkqZpHDQFpO7LKdszb2ohN144lXQ5AL46Kuv9BNP047EkyeZ5K94cpH0VTVTX+7BZLUxPQEfMnhiSk8LNl83g8tMn4HLYOFjtiYZs7+6y1NVwcnrkdMprmxmS4yY/y01upjOhsQnxIPfg6O4L6SkOCrJdDBuSxk+v6Jj52R4jOB7ANWoaKZMXAODZ+FlCjlV5mS5kWSIUVrptHNOfJWw79tdRVe+nwRPsMlg+VjRVMcOzUybOo+RgI5qmkZvpMvOFuipj6wpJknAWjSXn9OsouPRWsyGMZLV1eS6NB2Oukeq2d3p+7AzV50FTIkiS1Kbhh6AFISAJTILlu9BUFb81g3X1GYBEllND9XVc4VDaTbATgeFA6suFSTwY3Rm+2lwR96psb6gzStjaCXKmoJCA/JGaBj/7KhqRJImxBfrr9FQSaJawRQbGgZTatJcZ4a9x1fd8UjhU25J/1FXb9JYONInLQTK7DLoNB1L34qbZha1dCZsvEDbfw+ih+knIKDnryu3RHaGwwiqju8iMzruLOIdPRrLaiHjqCNfEt6LaGUYpnC2z83wH432VlDWaeRJGm+TWaKpC3X9fQA36secNoyxH74RUFONkIOYcpNTed2JrcSB17MAGrTOQYrvIczr037Y/GMGWU4QkSSh+b6fH1M6INNUSPLQXJAkJFQ0o13I77abYF7orYfPtWosa9KMpCkpzI8Hy+C/m9q5ZzqHaZkpCuSgWB+edMJqbL5vRqQtHki1Y0/WL/khjZVyv43baODka5vzhit5lITWueZ/KV++h8at3qPv0Oeq+eBXv5i/x79tCqOagmYMmO1zYcgpxjZhC6pQFpE07FcligUgESZY7DbE3O7DFUOoSbxc2U0DqRJiSJCluQQr09uTGmDsrYdNUhfovXsW7eSkAGXO/waRzLgNJYlNJjSnqp01fiGS1EaoqJVC6NebX7yvO4om628eVwSfWk/FnjeFnV8xKWH5Yb5EsNrNj5PRCiZkT8tE0jefe32aWybYO0O4pmFmSJLJ70Ylt3Y4qnv9gG5qmMS21nux0J67hk7p9juxqyUHqLcbxM54MpAZvEF9Az+QszI3NgdSayaNy+O7xbiyyRKWSwUNvbjfPzc4iIwcpvvDkd7/cS70nSGFuSsJbr3eFLEscf0wht113HMdOLEDTNJauL+PeZ1ezcXfHst9wQxWqprG1Wv8OfeOEUVxy2jhcDiufrY1tMSPRwdsti8WJd/8frPbgcliZM3lITL/z4MGdaIqCNT0ba2YBqZOOR7bZCdcdInhwR5/HY7HIpkOwu05s/VnCtrusAQm9rLPZH+7T4lOgdCuKz4PFlYJrxFRzW2OHZZqPmRIVkPYcbDSPZ7FiTc/BPW623gk86O/QhKA3mPlHcQRoG10ZLamZSHL/NV04nBECksBEL1/T2OrLRpUsOLPyschyp1kqqhEy7Eq8A0mLhNEiiStH6orJo3PISHXQ7A+zYVd8eRvxElFUMygzO6P/HEiG+2jC8Cyckv4ZyvbuAzjlAcxA8m5bQejDBzkuvJqTmhfTWNK9TdjIPyrsJsDVDNJOYCe2lpD4qIDUYwZStISt3cqt4T7Ky3Kbdejm/u5F3sy6HVX4AmGy011ddheRbQ6zo5mvZH3cr9GeSDclbABjig0BqQFndCU3XFPWoRS1ac0HhKpKke1Osk+9ivI6fX/FWo7Q4kDqvouZJTUTAKW5IabtGmiaSrguKpZ15UCKTr7dMXRhg1adtIIRZKsda7YuwoViEPY0TaV+6atIFhsNjiH4pBQCjmzmnnZip90U+4KzmxI2yWoHWYqGIUcI11XEvDIbjii89dkuStetQFE1GjPG89MrZnH6nOHdTorNHKSG+I/LJ0ezkA7VNnc6oeoKowyrYfkiNEUFqxWQsKZlk3bMSWQefyE5Z1xLwUU/o+iauym6+ncUfPNn5Jx+LZnzLiD7lG+TNmMhltRMnCOmdJp9UxNjBzboRQlbRN8nVrnzy7oUl43iSCm+L57Ht39zTNusbtAdoC6HrYMLRo2EqP3kWXy71+kCxknfIm3qSQzJSWHc8Cy0/8/ef4c5cp5X3vCvAjIanXNPT86Z5DBnUZYoiRQlkwqW7bXffR1WkiWv5bCf5bW9tl577bW9K0uyvAqWkyIVKJGiSIlBzOQwTM45dE5AIxYqPN8fhSoA3QAa6EYPZ+Q+1+XL4nShUKjw1P2c55xzC8Hz+2xFnxJsILz5FgCmX//RJWvdLHQN2Rsg6wkz4l/JVesr27kvJdRGW7FiTo/zwFvW0RIJMDmd5sEnT+SysuzxsbWp8vvbgWNzc7r8zYU3jubJoxvXNdDjnbaVAMs2VPyc4tiP0gu3sNUyuXTUR12toXm3OY+kBuhsDpIM9xONZ/jMt/ZyeiC/8KGPna+a1Hhx/wBPv36BaFxj34mxSx5I3RD08ot3b+Q337uN1sYAsYTGVx4+xJe+f7AoZNuIjRJLaIwZIdqbg/zc9cu5aXsPHlXh4mjcza8phwMnx/mLf97N1x8/xqe/WZ/gbTeuQqts65oPBsbsuqNalVrmvB3b4e/fhCRJyL6gq5iM73u6Lsfk2H8rBWnnLWzV1Ra1YE1fE8GAB9MSWEKwurdp3vtKHn0ZgODaXUiKyskLUfc7HLQ2BuhsDSGE4EiFLpPlEOjfgtrYgdrSVbIJQa2I5fJWawnQXurANjeWCKQlAPZkJXPhKGnN4EiyBZ9XpXvlCoBZBJIQYlEUSJLHj5Qrfi+FjU2RJTcL6YV9g3NsvTDEEprd+UORCc+YfNZLgSSEcAmkqzd2uufQeVmXg9M57FJ0YZt+/THb5gF4hE78fOUVv6EKHdgcOIqueiqQLEeB5BBIc6yY5buwFb+gTg/axdnq3rwE1rnetSqQRK6dL8BN27srTsADq+1A6/SZvQuarJnpBGY6iSTlJ/UzsbKnEUmSmIiliVt+PM2dCAGZgtDczIUjxA88C0DzLQ+gNrS4gajVK5BsAml4IllRMZhXIEWr2q8DIzZuS5ZVD0oZz3stXdigIEQ7Vxx6W23bRHbs4pyfTR5+AW34DJol85B4C9NShPamAO/Y7K/7JNjnWthKkBWWgdrYga97JZ7GDrShU8Re+t6c99XAWIK//dobHHjjACGRJBQK8KFfvpdlnXMvOrgd62K15zUE/R5uu8o+z49VmYVkGVmmfvo1Yq89huRxOi/6URtaaL71fTRe+y7Cm24i0L8ZT0t3WVI+cvXbUUJNGNExrBIhw2MugTQ3KeAohtKaUdUky7DKZyABLLMGeGf2UeRjTzLyzb9keu+Tc+5zeCJnX2sJFilALS3NxGNfInP+CJKi0nLXLxNce7X799t22uf/5YNDrqqtYettyL4A+tQoqZNvzPnd9YBzDbKmhJBkeqokqy8FHAJJj40S8Kn88js2IssSe4+P8vLBYSace2WO/CMHzj1VjQLp9aMj/PtjNnl03ZZu3r5KByQ87cvcRZNyqIuFLTC3hW1m7lphB7b5QAiBNngCRZF567vuYHl3hFRG5/Pf2cehYQO1sc3eZmjusHfLEnz3p6ewLEHAp2KY9bUU14L1y1v4g1++hruuXY4sS/mQ7Tcu2jlagwMk0jpxqYH33bUOj6oQDnjYlctsevqNyosZz+8bIJUxMEyLRGph6hUHbhc2y6r7wmW+rpj7PhHCInMxRyAt2+T+e3jzLUiKYr9/R84u+JiqCdJ2yNTFsLBtWd3Gf/3gTlob/bQ1+mmYwxJbDsb0BJmBE0gShNZfRyqjczF3vmcqorfWaGMrhBwMI3sDKP5wXboJOxa2mjqwxXMd2BqW8o/KYYlAWgJgt5Y203EmUxZjcju37uwl2G6TK8ZUsY1AZDNul6W5io1a4LD/cOlsbNdvsSfiZ4di7otnMeCoY5oj/llWrHopkM4Nx90W31vXtLl5PaW6SRVC8joWtsXNQDKmJzDjUyBL+NDRJQ+pcF/Fz1RDIDkWtroqkNIzMpByCqRybWeFmVN7zVAgnRmwlUwrCwgk/zyv99mhaQbHEqiKzHWbSytk3O/oXYfsC2CmEvOyHDlw1EdKuAVZLV10BHyqW9SfHiywseXyJIxElMlnvgFAePNNBFZsxTAtV87dW6UdoSnsIxTwYFmCofHyz+p8M5D0SSf/qAtJKv1qdBVIVVrYZqpIvO12kPZc1kIjNkbstR8BglesrcTlCGrXGlRFXhQLUCUFkq0aC9D29t+g5a7/hCRB4sjLRF8sTSJZluCp1y7wv7/+BiMTSdYqA7Q3BejbejW+YHWTYY+rQJpf4OdtO3vx+1RGJpJzqkuNRJTxH36e1Ol9SLJMy+2/QOcDv0/TjffVvPrpae21J6KmQebc7KyoWhRIzkTCNEVVFmsjt005dcbq6VdRMBCSnS819ew3mXruW5gVlCTOM9pVkH9kpqYZe/TzaCNnkb1+2t7+a7PO0cYVLbQ1BchohruoIfsCNGy7A4D4Gz92x8zFhDM5TZn2/V1rds5iwtNYrLJb3h3hnTetBOB7Pz3ptoavlkBylLjjc3Rie+3ICF997ChCCK7f0s373rKOrDuJrmxfg4IA5AVY2OZS16XPH2Lku3/L5NNfY+z7nyF9/lA+QLuKDmylYEwNY6YTSKqHpmUr+fDPb2fL6jYM0+Kff3iYQWxCpRob27N7LpJIZZFlCVmW6m4prhUeVeGdN63k937xGlZ050K2nznJn/7fFxk4cw5hCVZvWFN0jLdd1QeSxOHTE66VrxTGomnbem0JDNNi1QLUKw4k1YOk2PdAPReLM1nDJemrIRqzo+cx00nbJtW10v13JdRIcI1NiCf2L1yFVBikXQ6LaWEDuGp9J3dcs4yAT3VjEGpF8pitPvL1rkeNtNoKeyFobw7OCqfelCOQjpydrDnYX/Hb80pLz9bFjeJY2KoN0Ia8hU1dUiCVxRKBtATAVgikMgYXzHZ8fj+3X9Xn2jj0aPFg43Sokr1+pBKhwQuBq/S4RARSJORl+1p7JXAxVUhTuWDL5hIe3HopkJxCfeuaNnwepUCBVDkDye3CltUWNeA0ceg5JK/fbumshnjVcw2x0OwOfw5SGd3t1FaqA5sDl0BaBAWSkst7yIdol8lAchVIeZJFN0y3O0WRAsk7v+vtqI+u2tDpdlUqB0lRCazcBkD69J6avqcQbv5RGfuagyIbW6+TJ3Hczj16Opd71NZL4653AHYhZZoCv1cp6kpYCZIkVZWDpISagNozkPTJyvlHpiVI50K05zr/DgpVJIAbpJ0dv1j2WRPCYvLZbyEMg1igl1eTPfi8Kut22ZlR6VynzHqiHIFkJmOYSTtTzdPWS2jtNTTf+n4kCZJHXyH6wneLSKSpeIZ/+M4+Hn7uFKZpsWVVC7e0R/F7VQKrtld9PK6FbR4KJHCykOxz/fgr5VVI2shZxn7w92THB1D8Qdre/uuEN95QsQV7JUiSRDCn/kuVeO4clWQ1BJLPo7gqw3QVY4XT0rtU96zMhaM0ZMcRSAhJRfb5kTw+ksdfY+Q7/4vE0ZdKkoEjuYllZ278NabHGXvkc+iTwyjBMO3v/M2iiZcDWZa4dYd9/p/dM+Ce//Cmm1CCEYxE1LVCLCZsVa0gqdvn5PJSIDn3eJ7gvP2qZaxf3oJumJy6GGUqrhFLVqfQcIim8QoKpNeOjPDVx3Pk0dZuHnjLOiTLcNWihSqMcnAWDRdiYXNCtB1F50xog6dyNaCEqSXRhk65C3x987yGWu43+rpWISkevB6FX33XZluFLgRPnlWJJjJk5si9GZ5I8sMXzhDwqbz/rnU88Ja1dbcUzxddrSF+6307eN9d67AsOHN2EKFrZE1B38r+om07moNu2PEzb5RWxF4YiTM1nXGDt1sb/cQqBEHXgsVomjM0ngQhiIR8bmRAJTiLMf6+9bNybhq23oYkQfr8kZIxHrXAIZAqEXWL2YXNwbWbbAv93uNjNee+ClMndfxVANfi56jR1hbkHzlY3hUhHPCS0QxODdTWDEPy+u08QfKLuQuBM4+oJQPJqR+XLGzlsUQgLQGwB8lYUmNQ7uGOq/sI+j1u1yV9ariouMzb1+qnPnJQ6I2+VHBsbK8dGak6b6JWlAvQhvoQSIZpseeYPdm6ZqM92Rdu2GuVIdpCgLU4v9/SUiRzLx9vSzemtwGJ/MBeCo59oqnBX1HW65zT+bYwnglhmZhp+0UvB2wFkuRzMpBKF+elMpDODcUxLYtI2Fd03SvahcogltBcJcXN20sTHDMRXJWzsZ09OO/Vfj2nPlSbKhNIbpD2QAxv10okRcVMxpj86dfIjp5D9vpoueMXkRR74nAxR6x1tQbLhqOXQjWd2NwMpFS8pt+dVyCVVncVtpyutgubE6zqEkjNXUiKgqWlXY/9TCQOPkd29ByoXn4wvQUkiZ+7rp+m1VuQJNAnhubVYa4SfG6we/E9mR07D4Da0uVmpQXXXE3zrR9AkiSSx3YTff7bCGHxxrFR/vrfXuPUxSgeVeF9d63nQ9eFIRNH9vrw962v+njcfJh0ct6LCbfu7CXg8zAykWRvCRVS8tgrjD/6j5jpBJ6WLtrv/Ri+7lXz+q5CBHNdELWBE0XFbyqjuzaFUuHhMyFJEkGffZ9ltLnfDc6EYGaItpmMMfnsN8Dj47CyiZH+t9D5wB/Q+d5P4GntxtLSRF/4HmM/+Ix7vR04mR2dzUGyE4OMPfIPGPEp1EgL7e/8SFmyFWDX5k58XpWxqRTHztn3q6R6iOx8KwDxfU8tum1a6BqGKcgKFY+qVK3muRRw7/HEVF7BKkv8wtvsDKKRSbtr0nefri682MlKmoxlSpLTuw8P89XHj4IQ3LC1hwfuXIcsS2jDpxCGjhKKlB37ClGPRb5gAbFeitx1QvSxTPud0brCzfWp1vI8E5lcYwdfzxr332RZ4v471/LOm1YxKncwnTIYvThIerK0atEwLf79R0cxTIuNK1t5313ruO+2NQsmj2ba9RYCO2S7hxu2ddOm2PbzBCEujs+uXe68xlbEvnZkhHhqtgL9mT02sXTD1m5+5V2bCPhUHn3pTMlta4UwdMxklHQJpeZ8MZhTrFd7j2Qu5Aik/tnEqdrYjn/5FgDi+3+6oONyLGypjE6izLlbzC5sDtb0NdHU4Cet6TVnWaXPHsTMpFBCETcn7USJ/CMHsiyxaaVNvhw+U5uNTZIk1yq7EKLaQXQeBFLewrZEIJXDEoG0BMx0nOjFMximYDrczy25LjZKpBVJURGGUTTZcToIOZPreiK/KnFpFEhgq0M6W0Pohslrh2vr+lMtpnKrNs2lCKQ6WNiOnJ0kldGJhHysW2ZbePIKpDksbAWkh5VdnII+ceQlhKHjae0mvPU2FFmm3RojmihfiDgB2l1l2kc7aMi15hRCuC+KhcB5YUmy7N6PsrfyfVmqC1th/lEhSTIfwvDlg0NYlmBFd2NVGTIA3q4VKKEIVjZD5uL8uok4Fra5FEiOrH1kIkkqC77OFVjZNImDz2Fl0zTf/ABqQa6QE3TZ3VrbhK6aIG3ZH0ZSc/afZHXdzmBuBZJT4Pl9akmVRynM7KQlKao7SSsVpK1HR5h+/XEAzrZcz2hapTni55YdfSiBMJ52W7GXuXC02p9VFfxlVHEOoeBtL169Dq65iubbbBIpfuxVnvnK5/m3Hx4ioxn0d0X43V+8mhu2dpM5Y4fk+5dvccnDaiB7fKg5IlCfp43NzkKy32U/LshCEpZJ9KWHmHr+OwjLIrByK+3v+kjdCkW1sR1vex9CCNJn8k0CHGtFJOxzx4C5MFPBVgluF7aCEG278+HXsDIpzIYunvPeyrmWGwn0b8bXuYKOez9G0w3vRvb6yY4PMPbwZ5l6/ttYmSSmaTE2Zb9D2swRxh/9vE22tXbT/s6PFD3PpeD3qly/xV6EenZPXuEQXHcNamMbZjpJ4uCzVZ2H+cLSM2QNEwOV7rbQnN3MLiXkQBjZ60MIgTGdn2BFQl42rGjJZSZKZA2zqtyZlpw9XjdMt2GHg92Hhvn6j4+BENy4rYf771zrngs3RHjZxqrIfCcX0FyIhS13XwshytQ9ArWxAyXcRMO22xnz2URHSyRQNXlftDfTIDt8BgBfrtGDA0mSuOvaft5/9zYm5DZSmsEPH/pJyYDvn7xyjoGxOEG/h/ffta6mxY9ySJ8/xOj3/56p577F2MOfqwuJBHYr9b5QBkmSSCiRkpP8Fd0R+rsiGKbF8zmFs4NYQmPvMZtIu+2qPq7f0k1fRwMZzeCR588s6NjS5w+hDZ3CTESJPv9g3X6zE7RejUrNiE+iT43awfFlFjccy2369N4FLdr4PAotEbvWKRekvdgWNrBJHWeBeffh2lRVjmI0tO5aJFkhmdYZdPKPSiiQIG9jO3hqomZ3gyNQMDMLUyAJIfJd2Kq0sAlTd2tHJbxEIJXDZU0gjY+P8+EPf5idO3fy3ve+l6NHqyuao9EoH/vYx9i5cydbt27lN3/zN5maqu+K7c8SkueOEEtmmZKaufm6De6quSTJ7sSxUMLpWNgWVYGUuXQKJEmSXFXH8/sHFsXGNbXICqTXc/a1qzZ0uIWhSyB551AgSbI74V6MHCRh6iQPvwBAw5bb8HWtQlEk2qxxpuPlr/NwFflHYL8U8y2MF25jM12CNOxm4ciuAqn0/oVun7fCnCCnA9vKnsaibX0V8mZKHo9p8eJ+m9y4eUd16iOwr6ujhkif3lv15xwIIdznXs2pEcshHPC4NpfTgzEkfwgjNoqZiNqEs1I8YXbsCN1zkIMz4VjYBseTZdVmkiS5NrZqiz5LS7kFg6fMb03mJhSOKqQalCIAvDkbmz5ebBtwWqIL00DuXMPDZ22C/l03r3JzbZwW2/XOQfK7CqQZBNJoaQIJILh6J+nN9zA8kcI3cpDrjN287bp+Pva+HXQ0BxGW6RIowRrsaw4chcZ8bWwAt+7ss1VIk0n2Hh/DzCQZf+xLJA6/CEDkqp+j5Y5fdNVV9YKj/ivsgjgeTZPWDJLp6ld/3RD2aixs5mwFUnzPE2jDZ5A9XtJb7sOSlKKJsSQrhDfdROf9v0dw7dUIAcljuxn+9l8ztOc5LNNihTxM9vl/xcpq+LpW0v6O36z63X/Ljl6QJI6em3TzPyRZIXL12wBIHHimYgbTQiH0LLpuoUueeYcvLxYkSSq4x4sVLzdt66GpwYfXo1Sdr6MqMs0N9ntwvKAT2ysHh/j6T2zy6KbtvUXkkRAi1323uvwjqE8GkkdVUBX7Pi1F1GgDx+0Q3VATaqTVJQbmm3+UHTuPpWdRAiE8LaXH92s2drJh1y5kCRg7zd9/ay9T8fz7/tzwND/ZbY+H99+5tqY8lUrIXDxmq9AMEzOdQBuaf2ZhIbasbuNdOyI0R3zs2LmxpEpKkiTuvNom557fN0i2gMx7cf8gpmWxoruR5V0RZFnivXfY6q3dh4Y4N1z94sxMaEOnwLJAVrCymbr9ZreuqOJZd96h3s4VZVX63vZl+HvWICyLxMHnFnRsHS12DVkqSFsIcUksbAC7cgTSsXNTFR0AhdCnhtGGzyBJEqH1tpXeIbU7W0Nl7YLrlzejKDITsXTF/KdScIhqK7Ww90NaM9AN+76u9pl16kbZ43XHuyXMxmVLIAkh+OhHP8rk5CTf/va3+aVf+iU+/OEPk0zOrUz5/d//fTKZDN/97nd56KGHOHv2LP/zf/7PS3DUVybOv/gTfGYS0xvmpm3FE1THuuK0t4a8QkOuY4C2Azdr5hIqkACu2WDL7UcnU4vSTcOxsJWSUC5UgZTK6G6nA2d1AapXIAHIHrvwrHdHDLAnUWY6gRKKEFi1HbW5E8UXRMHEmBoq+zlHgdRTRchyPTuxuQHaBfd3/r4s/RK0cgSSk4FkWoKzQ3aBtaq3mEBy1B7ZKq/3/pPjTCc1wsF8Xle1CDgE0rnDNdtFrHQCS7MDNJ3A10pwcp5OXYzZeQJCIPn8ICtFBaJlCbfQ62qpTYHU2ujH71MxTatiS1zV7cRWHYGkT9j2NbWhuWyHLbcDW6D6Ai/fhS1/rT1tdsGeHStWICUOPEN27AKy18+L8tVkDYv+rgg71+WvuSO114ZO1dX+k8/lyhNdwrJclZS3ozirTDcsfvDcKT73ksnzynWoisy1kRGuzb6CI4DRhk5jphPI/uCsVf9q4L575qlAAvv83361Tdi98MIeRr//92hDp5A9Xlrv+k9Edt5VFxXBrO9duQ1JguzoOcYHh/jxK+f4xo+PMzKZ5uzQdNXtsPNhw3OPFa4CKTcxzwycIL7P7rTWdPP9BFrs+6hU5ysl0EDLre+n/Z3/BU9LF5aWJr37Ie7Tvsdb0o9hphME+jfS9rb/120oUA1aGwNuzkqhCimwYivetl4sPUt8/1NV769WCD2DnlMgXW4EElCWQNqyuo3f/dDVvO+udTXl67Q2Fb8HXz44xDeeOA5CcPP2Xn7+jjVF97sxNYyRiCIpapG1qxIU11qSXFCHz3Kd2IRpFL8vshm309N8r6Gbf9S9pmyDBIDlW23yu0caY3Q8zqe/sYfB8QRZ3XSDx3eu72Dn+rnfh9XCSk2DJNl2PUnC1726bvtuU1M0hf0sW72i7DZb17TREgmQyui8mlPg64bJC/vtd+LtV+UbnazsaWRXLkfnO0+dqKrDZSn4ulfbynfLRFKUuvxmu7mGXTNWo0By849K2NcKEc6pkJLHXllQc5/OFpuIKEWk6IblLgAspoUNbDvdiu5GhBC8frS6d6ujPvIv34QSyuddAqytQG77var791ptbIrb7XFhCiTHlRAKeMo2mJgJx3GjNLQsSn3ws4LFvVMXgDfeeIM9e/bwwx/+kNWrV7N69WoeeeQRnnjiCd797neX/dz09DShUIi/+Iu/IBCwC5377ruP733ve/M/GCEgU2ZiKsvgLWBfy2230G01zT6OUpAk8PmKt/V4Zq36l9o2dvg1fOffQMJio3wM4/RePAUDqrMab0SHIZsFy8KMjoNuoCi+4t/gL5h45bYtizLbypIKuoE1Hc3v2+ezjxtA18GsUEzPc1u/ArtWNfLygSFefvUMa9sDZbfFMOz/KwevF3cWZRhYqTSJyWlUS9Dqpficeb34PPZjmE1nKt8Thde04Bj2HxyETIbeliA9YQUyGYQiu6SGrPoq71dVXeLDyqTm3JacWgnLsq9dhW2FIpM48AxYgvCaa5Gy9iTc29SLNDRGYPy0/X2F+xUCkckwNjSJqht0heTiY5qxLZpGe0DmpJ4lOhaDTHN+W0Wxz5uzbSZT/tnIbWul4yAEsuJ3v1cWMugGQjcQibjdua7g+RSpBOgGkglkMgyOxDGTKcI+he6GYsWKz9JR9Sx6osS5LjFGvPTqGVQ9y83rulD1LOhlti0xRnhCraiBRrv96rmDbmeRasYTR32kBBqRDBOMMs9S7lle3dfEK2+c4+zpUd5+8zoS/kaErtmTk+Y++7f6/UzFM2hZA58waA9I9r+Xuh4lxggJ6G/0cHogxcD5MXobcvfBjOde8YRANzAnRmaf4xJjhD50FnQDT7itePuCbVOJDKqeJSJbpZ+REmNEQBi5a53/jDfcBpZAnxhACAvJtNDHLjK9+0dgmpgbbuOVFydQBbznul4kIdz9quFWVF8YIxFFO32QwPIZIc9lxoiSKNjWp2AfZzJ3T2YyGNNjiHQG2etHzSm6AIZHp/naIwcYGk+iAn2bd7Bu+XoSLz5I6uirYOg03/khW/VmCQLd63PPfYk8qgrjiSfQCLqBMTpQcoxAq0CgFWx76/YeTj3/U7YNvEQi4qGhrYPWt/yS/W5z7r3CMaLSfqvcVjcVYko72tg5dn/1IY6qG0lMxlF1jc6GIMlkitOnRtjSm5volKkNQrKJqmfRppP5Yy2zrZWy70+vmcWcHGPqJ/+K0E1CW24kuGoHwYtRFCNLJp4off9KEr6ulXS8++Mkj7xE/LGv0qONIAMCnUD/1vw4MLPmqPC+v21jKwdPjfPq4RHeedNKgrJAsiwiW+5k/CdfIbn/OcKrd7mkbz3qCAdWPI6ezmJK0NNWoDJYaB1hmvl3STBYfW0wY4xQ/fY9ro9cnHVNtqxsyRNHVdYcbY0BTpnjTI5GeTmd4jtPnUQFbtrey7tv6EOaURtmzhwE3cDXuRrZsMCYcV8UjiemCbqOTO5dCIjpKJKj3ih8PnPbloWqEvSpTCc00uls0W/PDp3BSuUn2SKTyluT2oL5bQuvgXOMZcaIzJnD9u9sW57/fIltPeFWfN4AveEEG4hyYsrgH/79FSINAY4PxGlp9HP/HWsq10g1jCdmOk5m4ARqYwdC11ADzQQ6Vpfe/zzmD04XS9XXWHZ7WZa5/ao+vvvTEzyz5yI3rGvhjcNDaNNJ2iI+tvSF85+VJN518yr2nxznwkic3XvOcf3mnKJr5vWoMEYEOlYT2XYX8X1P4e9ea//mQszjuR+bTCHSaQKqTJtfyh9ziW2tbBrtwnGwLAIdqyrONXwtfXgjHWQnBknueZrIzrvKblsWPl++E9tobNa1SCc0VD1rn7JCkqPGuUbRtjOvR8G2u9a1cvH8GG/sPccdm9tmkyQFz5SVTpI6vBt0g9CKq9xjP31qBFXPsqanofg7Zzz3m3tDnDw5zJEjg9y5o6fqMUL25BZt04mq5hrl6ojp8WlUPUtLo6fqOsIYHwLdQA0WLP7WqTaY9bvn2u+l4hicbQvqzbkgicVsu7QA/Nu//Rv/9E//xNNP51sofvazn2VycpI//uM/rmlfn/jEJ0ilUnz+85+v+TgOHDgAw8Ns+fSnS/5dXH01ouB45Pe9r+zNIDZvRvzFX7j/Lf3SLyFNl5aBijVrEH/7t/ltf+3XkEZLs8Vi2TLEZz8LgGmaWL/5m3hHRkoyp6KjA/HFL7r/PXbv3YRPHQBkZEVGbe7Ck1v5FZEI6b/8I6ae+ApqUwcdu8eRDh0iO3oOS0vhae1BcR4wnw/rW9/KH++f/RnS66+XPF4A6/vfz2/7V3+F9KJtKTCTUfTJIWR/2G15bX3zm+5LQPr0p5GeKr9iaf3rv0KjfUzSP/4j0o9+VH7bL34ROuyVJOkrX0H71nc4NRBDwu4qUMhWW5/5DPTbNg7p619H+sY3ivYlhMCYGgYExqf+DN9td2OaJtrXv47369/gxAV7vxtXtBQ9m9anPsVupYNv/uQ4PzdxgLv3PV7+eP/oj2DXLvs/nnwS+e//HrDbuyczBp0tQdpyVi7j4x9l5Ly9+ty1+p0of/M35ff7sY8xljyIMTlEW8cufP/3X8tv++u/Du98p/0fBw4g/9Efld/2V36FzK6NTD3xz6gTSTp+ehYp9wLLxiZIjg2hST46V62BD34Q8cEP2h88fx7zwx/h+PkoErBhRTNywUkT992H+NVftf9jdBT5136N8ViGkckUjSGvm5MDIO6+G/GbvwmAOTkJv/iLqKpa+tm4807Exz9OfN+TJHb/iI5/fdbNqxGAdtEOIPX1rIVbbkX8wR+4n9Wv3YIwsng7ViD7AkzEMgxPpmgIeFj2ztuLxojY3fcyODBFOOBheVexim/mGJF54IOcOXax5D1Z7RhhTI+jKRnSf/ARWt76/9jbfvSjSBdKt5J3xojk4ReY3v0wrY/ux6+Vtm2JSATxb/9m/66Exhvv/TW6h8+wfnkzaAksLYXsC9pqrtwYsf/kOP/ywyM88PzX2JU8V/Z6lBsjhidSTExnaIn46M7Z5maOEeZD38KIjaGEmmYFw5YaI/TJIcxkFLWxPR/gSvEYcexP/w7ru9+bdY+525YYIwzT4ljuPnaefSEEo7cuw2hroP2+30F98jmM//U/sLIZ5ECYIb2RRMYgEvKyrCOM9alPwdat9pf88IeYf/3nmPHJ0r+tzBhRCtbv/R7cfDMA44/8hLE//DM8iszaZY0YhoGUSWBEh5H9IdQ//xvEnXfywr4h9n7tUd7y2L+gyBI9bSEioZzqLh1Hnxggeds2uPc9aIMnUE6fp/3582UtAtav/Aq85z32f5w4gfy7v5v/m5YiO3oOSfXg616D+MAHisYI+bd+q+xvc8YIISyST38X+b/+N3RDYCg+WvtXIRcQloVjBLEY8i//cvn95sYIADIZ5Pe/P/83YdscYwmN6WSWqf5u5Js7iMmNnFz1ft77d7/DWDSNaQkUWWJlT8SV/perI4YmkkxOZ2hp8NHVGkKSpLJ1xMhUivFohtaIjxZrAiuTxOrvxfftHyOpHoYmkly85wM0pmJsWF5AsjvHX1BHAAzddQdNQ6dAVpAlUJs787XBjDpC+sQnkE6eLH3OGhr4m7t/h8HxJO+6eSV3fucfkA4dQgB6rpZw7+U61REOtKkRUhNjJOUQrS+8hC9ijxcLrSOEEBiGgaqqiC99qaiOkB56qPx+Z4wR1j99EX3iIrI3gLdzRfG2f/M3sDan3Pve95D/+Z/L7zc3Rjz9+kVOf+Fr3PbqD91Q9daIn87WIM4IWzhGTP/Fx/F/+0eozV15Aq9wvwVjBM8/j/y//hdgd9jEMvF2rXLtn9bHPgZveYu97auvIn/qU+WP99d/nc+l+zg9MM2vrRZs+mL+PWbExjCmx8kNlmj3vo0/a30flgV/cnsLTX/8h0DxNXDeH6XGCGFZaIO2CsvXvcbtHFyqjgDQJwYwU9PIDa0Mpv3EUzov9u3gsR130xj28nv3rGHzH/922d9WaYyYiVRvhKlre/G09qBPDtP66W/j7V6DXKK7ca1zDevP/pThf7e37/nxOaRkmQ6ya9aQ+cu/5s//aTdpzeC/v/gFJk9eQNPNopoS8mPEM3sG+MGzp/ngQ5/m6nAWRZZmXY+5xggzk0Afu4Dk8eFdt8OtIwCkP/xDpENlcpHKjBGxZJaLowmCPpWVPfl81lJjhJmaRp8YQFK9ReqncnMNMxVHn7gIsoKvx1ax1TrXOGP4+eyD+7h9349598T+or9nsianBmKossTaH/x7xblG0X4rjBEzr0dhHZF96GHO/MlfYwlY1ROZpXoqHCO0f/080v/530iqF2/3KiQkt64BWPG//5zAW263P1gwRjjQDYvjF+waaPlf/XcCd/+c/Yc5xoj03bcw6R/Hv2Irza3b5pxrlKsjpuIag+NJGoIe+jsbqqoj9OgoZnwC613vwP9n/8f+x4IxohSqrSOEEKRvvBHP7/0eiqLMOUaIG28smmvIFQQ09eAjDn7849DVxVan5qyAy1aBFI/H6e8vzl1obGzkyJHaWhgfPXqUH/3oR/zLv/zLgo7HKMMCG9ksWjwvsQsaBlKZbc1slkzhtrpefltdL9o2oOvIZba1slnSuW0ty8JrmsimSSkO0dJ1d9tM1mQgqbIGFUUWIMkI1ef+VqHraJ4wpmliTo6gaTqqYWCZOkIILCEhnG0VhVTB8fqyWdQKzHmycFtNc7e1hP0iskzdPY5kPO4ytoXblt1vjqTwZjJ4KmybSiQQOZWaN5PBIwsCXpm0ZjIRSxW9OFOJBCJ3zJ50Gu+M/ZqxUczoMCAx9fRX8XW1o3StRWSzWJoOQqCoMqZZ/Ll0MokV1LAsk0xGL3ufAWRSKczcMajpND7DQDesvLXGL7ufT01HMU0TyeMnnU7jr7BfLZ3GEBKmaZJOxlHm2jZ3DHIySaDCttl0muieJzFNE1/vBkzrdH5VyeMDBF6RJaPpiHQaPbdfKZFApLMgBKoqY5kmhWtReiZDtmDboGGgSMIuNrNG0Tks3FYkk/gtC8o8G4amocXjpKPjNhEryTOuh4QQFoaexcxt68BnmQghMC0LyzBI5I7f55XRZowRwrJACAzTnHW9Z44RQ8MxdMMkHPAgYWEUtF6tdowQ3iDCSJO6cAxlzCYEAtls+fEkN0akRy7Y50H1YiRLrxQJXXefexnwee3nN57UCAcCSJ4AAnv8dMaIUxcmsCyToE/BjJe/HuXGCK8KCEEqU36MkCU7VN3UtVljbKkxwtTS9rgjq0XXpHCMSKYyBIRAkkTJ57TUGCGEfawCyOp6Pnw71IJpZohdOIHn5B58WhpJVkh7mklMayBBa8SLYRj2GFHw3Hs9Afu3peNgtBedu1JjRDkUbmsY2fw9aZqYlgWZJEIIhOpjfGqab357DycvTtNvGIT8Cl0tQVRFyp8LTwC5qQtLQOrISwgji8+yMBUvVpnjyBY89zPHEyEp9vcbOrquo88YI4IVfpueyaBNjpPe/X3MI2/QKkvE5CBR0YCc0GgMeYu2dcYI4nFCFfZrFD73mQwiniae0jEtgZa1XBsZQNbXQnvIS6dPY9d1ISJNPgI+mVTGIOhXCXjz40vZOkIIhLDtaUbuOSlXR5iGPa6oWhTTSNhNADpXk0hngAzCsN/bpmmhG8asZ66wjgCYNv00IKMyuzYorCMA/Lpe9r0hDIOr1zdzcXSaZ944z01avjaQwq2ITBIjGYVgI9SpjnCgZ3VAIMkyWS1FNm6V3XbWfivUEQLsZ8Q0Sc+sI+aqOQrGCE9unLJ0bdY1KXzuS9UclNg24LHIZA1SGR1Zkmhr9NHa6MUs+Kzz3FuZJPrUCD4hEJ5AyTGtcIxQUql8HSHJCGFg6lksKWd/LagNirYtAS2dRpUFlmUyHU8XfbeRiiOEQPIFEZkkqUQKo9Ek6FeRrWy+PiV/DZzzli0xRliZBMKykFQvJpKr0ihVRwAITwAhYliZBL1tLZwcmEYIQUNQxTAtjp4ZZX0NY0S58UToGtmxGKbZhX/LXej7fmJP+lPTyIXKB2e/Nc41kkPn7BrQG8CwRMW5RlZLcdW6Zp7bN8yZwRj+rIEkQUNAKbo2zhixfVUDL+z1kjVMhicSdDYHZl2PucYIgX3vY2TRZ26bzZYfT8qMEalczeVRpaJjLjVGmKlp9x6btW2JuYbwBkDxIIws+vQEcqi55rlGKOLBskxS6SxZXS9aFM3qpm35lyQSc8w1ClFpjJh5PYrqCEMj5FeJp3Qmp9N0Nhc7Lgqfe/3sAUJCIAcimDkVejxlz2m8HgVhZolXeO4lwOeR0bImJ8+Ns6LKMULPzUm06SmS/rnnGuXqCC1rH6ss2XVoqTFiJixds59F2ev+tmpqjmrqCAHohoGWSCDLcsUxAmaMJ1B520XiI8rhslUgfeELX+C1117jC1/4gvtvDz74II8++ihf+cpXqtpHOp3m/vvvZ+fOnXyqAtNZCQcOHAAh2LS6jEf3MrOwmaZJfHychnDYZjcrbPv4y+d48oVTbAmO8+7NCr7uVbOCFIXPx8jX/gdCz9D29v+Cp6mT4a9/CmFkaLvnt9wVSaAu0vPs6HkmHv8CSqiJjvfmWORLYGFz5J97T4zx9ceP0xj28Ae/dA1KLk9iLgvbyLf+Eu38YVvO7fHQeON9hK6+m/jUFKcuJvjWE6dY2RPhN987g9X1ejl6PsoXv3+I3hYfv/PAtvLHW8Ke8tRrF3j85fOs6Wvk1+7b4m6anRq0z2O4mY73/O6ccvLJp/8VbeA4jTe8l+DyCsdQg4VNjw4z/tg/giTT8d7fRfHkVQjCsnjt7/8bGFk67vkIyzdvLJKVPvfKaR55/ixbVrfwS3fPCPcsIUG9OJrgM9/aRzio8t//n+vy2xbISk3DsJ+NhobSz0Zu26mn/o3MuYNErrqb0Prr3T+PPvS/MeMTtLz1P+PrWV30fA7/0x8izCzt9/0OSriZT31lN4mUwW++dwsr+5qLtj1xYogvff8wnS0BfucXrio+hoLn/o2jo/zNP72IZQmaQj4+9oHtbFrZWnJboOIYMf7o59GnR4hcfx+hDddXNZ6MP/p59NFzNF3/8wRWVFiNKHiWH/zRQV47NMJtO3t5x00rSm775R8c4vCZSe67oZet/cHy16PMGDEymeLvvrYHr0fif/zaDXYg7IznXhs4yeRPvpy7/z9RvN8Z2wpdZ/jr/wMs01YEFXbjKtj22z85wqv7Brlr1zLeet3sUOlyY8Qn//FFDEPwB798tZvVNb33xySPvoi3ezXZgVNgGkRuvJ9/fMVidDLNLTt6eNfNK+19zZCpCy3DyLf+EmFotL79N1ylJjBvC1sinubP/6+t3vjUb1xHMpkg+/RXMBMTTK27l28elkhk7YDme27o56aNJWTvOUzv/QlTz30dLAvZE6D9no+VD+itMJ4IIRj55l8g9DRt7/wwno7+qi1sRnqaqWe+ancRlGQar34nr0Q7eezlc7Q1+/mdD16VJ/PmaWF7/cgwn/7X3WR1O7ukvSlAS8TH1rVtXLO+g/6eRqae/wbahSOEt91Bw6bbyu+3TG3wzBsXefTFs2xaHuEX37HZfk7KbPvQs6c4sfcA93pfIhLy0Hjjewmuvcbd1jAt/vD/PI0k4E/+32tnd7MqqA0sS/BHn/kpHZkLvP9qH83L1xVfwxosbAC66uHP/+lVkmmdX3nrarauyj9jUz/9GpkLh/Ev20Tz7b9QVwvb/ge/jHbuAJM9N/K2X/2lutURpmkSj8ftsWsBFjaRSTP89T8DBB33/zeUQIGysZI9ZSZy2z67Z4DPfuMNZNMmKT/xCzvZvGpGflLuuU+dfIPYM99Abeyg/V0fLb3fEhY2gPEf/V/08Qs03frBvI22RgvbN58+ze7DI7zj+n7est2uI81MgtEH/woQNF5/H7GXHyKqtvCl6VtY19/Eb7x7sztGFF2DCha22O5HSB17meDaa2m8/t6iYyg1npjJGKPf/V8gSXQ+8P/jyECKz3znEGkh4feqfOyBbWzuLbhOM1HleDL55L+gDZ3Ev3o7zXf8IvE9Pybx2o/xr9xG883vm/2BGucP6YEjRJ/5Op6O5bTd+asVt8XrJZbQ+P/++VUy00mymslVGzv49YKaEih67k9ciPLFb72OIsFHH9hOV0ug+HrMMUYI02D4a38KQOcDf4jc1FJ221ko8dz/08OHOHYuyntuX8X1W7rLbisMw35/6mm7lutamf97hec+dfxVYq98HzkQoeM9v4MUDNU8nvzJF18mFc/w8Z/fTF9BN93DZyf4l0eO0tcR4rd+6bp5x2UUbjvr+Zix7bFTo/zTw0cIBhQ++SvXutl5gPvc6+MXGf/+3wMSHT//e24u0feeOcXLB4a5aXs39965vuQYUYjHXz7HU69dZPP6Dn75nq0Vt3WgjZ9n8ol/Qom00XHf78zbwvbgkyd47cgob7u+nzuvWVaVhW3skc9iTA3TfNev4F+5peK2Lqp87k3TJJ5K0dDSYl+Xy8zCdvjUKZCkK1uB1NzczPj4eNG/JRIJvIU/uAKEEPzBH/wBfr+f//7f//vCDkaSUEJVJrFXu12t2war71akBIMooVDpSVkOibTOs3sHsTwervq5u2gpCGqdCW9LN9rIWaxMDNm3DCGZ4PHgbesqa00gUEM4bsG2npY28HgQQi99ziv8pgVv6/OxfWuAh14ZZDKV5chIpnRocW7bQgjJRPg8CAxUfwR/7xoURUHx+YgaaUyvl8b2xpK/KRjw2oGrQq7+PlMUhNfLa2enMb1ertqxvOiz0qQBSCj+EIrXWzxQlIAdHCwhYdV0DO6AWQKx3S8DEsHVO/A2zT6PycY+gvHzpCYHUHw7iv42lBSYXi9dvW1zH4+q0t7txfR6iRlgeP1l22QrodCcz4aVSYIk42npKPpuJdKImZlGUiWUgntWCAshC5A9qI1NTGRkYoaMGvCzfGUXyozgvkBjBNPrJS17Kv625/YOoskefH6FtCJzaiLL1i0VzkWFMSK48VpirzyCdmYfkc03zTmeCCEwY6OAhK+7v+p7YvWqTl45McWpSa3sZwbHk0gS9Pa1ooTkOa8HUDRGdAWCyMEAacNkIivR1TrjexQFb0evnWdlpJGDgfLBqYqCno6CIiP7/Xg7e8tum9IlTK+XUEtk7vNRMEZ4wyG0VJas6nM/5+tcTnz/U6RPvoHk8RFadw0HxQqGEicIRkK89bb1KKXaVef261+1mfSZA2THzxJYsWHOY5gLwXAQ0yEavH7kbAo9EyWaNvnq3ixZyUdvR5hfunvj7PM9A5Iq27YWWQVhoccGCW24Zu6DKDGeeDt70UbOYWUTKDN/i1q6fMkMnmTyqX/D0tIowQZa7vxlfJ0ruDlr8PThcUaSOvsvJosaDlSz30IkUlm++uPjJIWC4lVBgo0be/iN92wrspmG1lyFduEomTP7aLzm7uoDOXP3SaApguHxkcqNFSWfk9y2AotreR08CsGN19Gw7ZaizRRFwRMKomUN0rKXhlD5MWByOk1WUhlpWEPPW292u3aVxRzvewW4cVsPT+w+x3NHJtixNU96Nt54D9r3TpIZPoGZnMAbKiBn51lHOEjqOopXJdLZhlJ4XRdaR5gmimXNviY1PHPOtmpLO0Z8CmEkUUJl7skq9xtNZJG9KpFgEE03OT2ps21r6ec1O3AUFIXgmu3Vje/OJBRQm1rRY8Mgm+XrtDlqDqfuyRjC3Yc2fBw8Kp6WLrxdy8DjQdN0JAn6OhtQPJ78GFHuGhRCVdEnL4DHQ2D1lsq/M3d/KKEQno5e9KlRjNgQ27Zu4+PBECcvRlnT11R1oPnM/RYiM3AcbewsktdL07XvRFEUAr3rSex7Gn3yAnIwOPdYMcc1s6bHAQlvU2dV17elMUh/RwM/zSmuXj0d45bhdNnfu2FFK9s297H3+Cjf3z3Ef3nvlsrXo8TzqTS2YKbiCCtT/Jl5PPcXYgam10tff0f53xsIoA2fRmAghyMEVm60G36UwozfEN52E4mjz2Gm4mgjJwitvabstuXQ1RriVFpnNAPLC45RkxOYXi/+xobZ41SN44mLSs+HorB+Qx/B5y4QT2U5Pqqxdc3s6zx94lV7jFi1HW9rfmw6MZbB9HpZs6bbnl8UHkOJ537z5j5+sn+UYwMJBJJNVs0xRnj0FkBCZJLFz30156Fg26gh5+ZfTaXvixnPpxACK5tw57hF566K2mDObZ3roijFxHe1WCyOwdm2htDwy7YL244dOzhx4gTTBRlBBw4coLu7u8Kn8vjrv/5r9u3bxz/8wz/gq/YB/A+Ep147j5Y16G1vKDlwFMJp4a1PDbsdqiRFRaqhG0u1cFvE6lmEWWEFa5GgKrK7evHCvsGqPmMkogjTRG3swNPcSfs9HyHQnw+3nZq22WVHfTAT3hzZUW1bdwcXRuKMTqZQFZltM65hvgNbdcSjrNrPSL26sBnxKbeFd3hL6ZV3PWJPIozRs7P+NjTutHmvbgAM+j0Ecu3Vp6YX1onNSttjzswug7K3dCc2YRS0xfb4OD0QA6C/K1Ky60O+41X56y2EYCyWdovIals5l0Nw5XYkCbSRs1W1trdS01hapqjVdDVwOs5dGImX7CqYSGXd1rG9VXTXKwVZltxuPBdHS7d4VUIRO4fBNN2ukeWgT9qdANXm7oodelK5NrvBGtvsOm15nTa9AGY2jREbxUxEMafHUbo38KOXzwHwc9ctn60OmbnPXKODzIXDNR1LOXhUGSW3OqllTQZOnGRkIsWI5iMr+7nzmn7+6wevmpM8ArvDjpxbqZR9wQV12FFz3f9mdqkqBSEEicMvMPHYF7G0NN72Pjru/Ti+XLaM36tyR65l9eMvn8WcZweheCrL5769Dy1roigSPq9CS8TP7Vf1zXre/f2bkD1ejPgU+tj5mr8r6N47ld8NQlh0XXyCAGnMYCtNN76n8v5KdGIrxMik3W2oozk4N3lUJW7e3oMsS5weiHJhJC+d9zR3EVx7NVY2zdijnyd1rkz2yTyQyYUxt7TMtgRdLijXiW0+WLusiaawD003K74zhGmgDRwHwL+scheqUnDrtDnG1koI5e7FVMG4qA2csI+pdx1SrjOsnkkD0NdRe9dfMxlDj47aYpgaxiFf7zogl/WE3RXvvtvW1E4elYAQFrHdjwAQ2nijm7nn7ViGpKqYqYStnFwgnPuplvd3S1MAgSASsu1pc3UkvvfWVXhUhdMDUfYcr/3+VcK26shITNb82UJMJ7PEU1mQJLraKr+j3O5rfRvKk0clICkewpttUj6x/6fz6kDoBGkPTxTXkKmMXUMudge2QiiyxDWbbFJo9+HhWX+3smm7EQYQ2nCD++/TySyjkymQJFb3VTeuLutooCHoRcsabve2OY8vV39b2cyC5oJOF7amcHU8gMimsbL2Z9Rwyxxb/8fGZUsgrV27llWrVvF3f/d3WJbFoUOH+PGPf8ydd96JZVlMT09jlpEMfulLX+Ib3/gGn/70pwmHwySTSZLJS9sW/nJGLKHx/F6bHHnHTSvmLBA9zbl2ylPDmCl7cq0EGxalvaHk9bv7tTLl23QvJm7c2o0kSZy4MMXwxNz3TTZHgMjeAEqoqYg8ApiK24RGc0NpAqnWtu4OXjtiByZvXdOGf2YInmYXXdUSSJIn14VNryATrQGJw88hhMDfswZva0/pjVrt1uDS1AUKnbSWJdwXbPccxUAhHILOaWE8HwghMFM5j3YwUvQ351zOIpBy50yS7CLjTI5AcsiUmaiGQDozOE1GM+htD/Hzd6ypqZVzKSihRrxdqwBIn9435/Z6roBVIq1ISpUrP9htu5sa/FiW4NzQ7AYBA7l2zG1NAfc8zAfLOisTSJKsIOeunzkHYaZP2mOht7Xy4kTKzRqr/nxAvigsIpCmx23psqyA4uHI/iMkUlnamgLctL3M81IAf98GJElCnxzGiM9NCFYD53o8+uJZXnp+L4YpSPo7+cj927nnllXFEvcKCPRvpv2ej9B0432zyPRaoTbZBJI+x4RKmDrR579N9KXvI4QguGYn7e/4L27LYQc37+ghFPAwHk3z+tHaJ2mxhMZnH9zL8ESSztYQv/2Bqyq2WpdVL/7c70+d2lPz9zn3TmYOAilx8Fka4uewkIlvuMcNNp6JYI5kT2YqF+TO+NvVWr3yeS40hn2uovfZPQNFf/N0LMeIjaENnmLsof9D+vzCSSTdsFzyob3tPwaBtGV1Gx9//07uv3NtxXeGNnIWK6uhBEJ42vtq/h6HILYW0NbcIclTOTJTCOESNr7edbl7WGBm7fd5bxWt2Wcivu8pzGQUORCuuhYCm8AC0AaOU++Uj9SJ19Enh5G9fiI73uL+u6R48HXadipt8GS5j1cNPZbrwFZC/V0OO9e1094UwBKiqkWr5gY/b73WVgw+/NyZkotGlaA22MHt5gLfYYO5uqK9KVBWfe4g7RBI/bUTp6EN1yN7/ejRUTLna8vjBehqsevZkcniGtKpDS4lgQRw7SZbHHD4zASJVHHtnzq1B0vP4mnuwFtg83NIxd628JwLXQ5kWWLTqlbSmsE3nzjOwVPjc35G8gbcpjvmAojqaNwmg0KjB5l48l/nfLcY0xNAbo5bIsx+CXlctgQSwF/+5V/y5JNPcuONN/K+972Pe++9l1tvvZXBwUF27drF8ePHS37uC1/4AqlUive///1cddVV7v8twcYTu8+jGyYruhvZuGJuhtXTbE+sjKlhu8U5s9UZ9YIkycg+W9k0c6J+qdAc8bN5lZ018+L+oTm3z46cdf+3yGZmFRyOAqm1sbICKaubWFWuipumxZ5jdoFQyorhnLtqVWJSbsIhjIUrkCwtTerYbgDCW8vnfvg7+rCQQUtixPLdwyanM+iGiarItDZVr3Jzzu/kQgikbAaRCzpXZiqQ3PsyXfwZI0cgqV4kSeKUQyD1lCGQctfbtCy3U85MvHjAJjVu2t7L++5aX5eVz+CqHQCkTs89kTWm7Mm1J6c+rAXOqlSplSaHQJrPZKAQzmr0xdF42W2crkJzKa4cBZKnpTJx40y6a1YglSCQfD1rUEJNSB4Pki/ES4P281ctUSP7Q3g7bAK2XiqkrG4xFdd4ft8grdYEIb/KrXdeNy/lW6B/M03X3bsg8ghwM/acdtSlYKbjjD36BZLHX0WSJBqvfQfNt36gZPHn96p2DgLw45fP1aRCisY1PvftfYxOpmhq8PPR+3dwy47eOZUJwdU7AUif2Y+waptgOfdaJlshQHT0HNOvPYYA9qg7IVLGBgUEAznVxxwKpOGcAslZMa8XbrvKJiv2HB+1FQM5GNERe7IgK1haCm3o1IK/a3QqhSrssNqGxoWNN4sJh0DS60AgQXVqGWfM8PdtrKi6LAclkFMgZeY/sXOUmY76woiOYKamkRQVX9dKJI8Pw7SQhYFHkWmvoRYASJ8/RPSl72EmomhDp2siJb2dK5EUBSOnEK0XLCPL9Ot2p92GHXe6Si4Hvp41AGiDJxb0PUJYLiHpyak4q0G1BGQhbr96GW1NAaaTWX66Z+56uRCOAslcoALJqStKdUcthBEbw4iNI8ky/r51NX+P7PUT2ngjAPH9T9VMLnbmCPnRqcuDQOpqDdHX2YBlCd44ln/HCiFIHn0ZsNVHhWKBkxeiAKxZVhspH/SrjEym2XNslE9/c8+cJJIkSci5TLj5Kh0zmoGWNegxLpJ98vPEXnmE0e//fcWxwFHDKUvqozlxWRNImzZt4vHHH+ev/uqv+PrXv85f5FrO9fX1cezYMTZuLB3MuXv3bo4dOzbr/5ZgT85fOmAP8u+4aUVVKiJHgWTEp9yXkhJcHAIJCuTRC1jdWigcFcDuw8Nzrqpow6fd/213DSoOgnUUSE0NpVeF/QVKjKxR3QTj2PkpEuks4YCX9f0l2u/WamHz1M/Cljz2Sm7lotOVgpdCJBJiQm7FtATZ4TPuvw/lVF8dLcF80G0VaMkRSBPT6Tm2LA/Hoil7/bMmoM65FNnil7+VO2eSxw6inIilQZJY0VOsYHLg8+aLhFKqs2RaZ19ODn7j1uosu9UgsGIrkiyjTwyhT82WLBfC+XtRSH6VWJ1TXjlEWiEGxuxru3ACKa9AKke6KjkCyUxEK+4rTyBVPtdut8PAPBVIBZP2QP9mOu77OM0338/+rnu4IHWzqreJrTUQhX7Xxlb7SuhMHDw1ztmhGNG4xng0xcpgnJZGP+GelXN/eBHhKJCM6fGSloHs+EVGv/9psqPnkL1+Wn/uV2nYenvF99qN22wV0kQszetHqlMhTU5n+OyDexmbStEc8fPRB7bT3lzdhNbXuxbZH8RMJ2omRvLkY+n3gqWlGHv0HzHikyQ9rZxSVqOWsM06COfu3US6sgLJWSHvrKMCCWB5V4Tl3RFM0yqyiPu6V9uLGJaJpCgLsj06GBhLoAoDryojL4Ldvl6oxaZZL2QuHAXA318m3H4OOAokM70QBVLxuJi5aNfovu5VSIoH2esjq9vPfH+br2YrpTZ4CiubsVWeQtT07MkeH96c9dVRRdUDiYPPYqamUcNNhDfdNOvvvu4cgTR8umayuRBmIoYwDCRZRmmobSJcq13Po8q853b7uF86ODpLXVMJjgJpoSpah0DqmcMWn869K31dq+Y9JoQ334SkqGRHLxTVrdXAIeTHo+mixUOH0K91caoecFRIuw/l34XZ0XPok8NIqkpwdbH4wlEg1bqwlNUthBDIkkQqY8xpj4T8Iq5Tl9cKx762gdP2wnAVCxRm3CaQ1MgSgTQXLmsCCSAYDHLbbbexbVuFzlBLqBqPv3wO07JY29/M2mWziYdSkP0hlzBypLVKoPTkuB4oZxW6lFi3rJm2pgBa1uCNClYHS0tjzJiMi2xeAZPSTLcIKmdhUxXZnfBUsjUV4rXcxGfn+o58p7gZxwV51cxccBRI1gIJJGEaJA49D9jqo0oTueYGH6NyB6ZpFZFww+N2UVqLfQ3qY2HLK+xmFyJzK5Dy+Uc9baGyq0mKLOFRndyr2UqAV4+MYJgWPe1h+rvqR9TK/hD+vvUArre9HBzLkDofBVJvEwDnhqZnKawGcpaz3jlWCudCZ0sQVZHRsgaTZTKvlLB9HGYyWnY/ZjqBmYojSZV/a1Y33Rbt9bCwgU0iTS+/nacv2uPdu29dVZMt2Jn8aUOnqn5u0+cPEX3lB7NW4E5ejKIqMo0hL52+NIqlISmeOUm1xYYSbkJSVIRpuoWdg9SpPYw98g+YyWnUxjY67v0t/H1lAsULUKRCeuUcplk5y2IiluazD+5lIpamtTHAbz2wg9bG6icfkqwQWGHXL+lTe6v+HOTvHcMsrVacev7baMOnMVMxGlMX6LEGKyrY8rah8gSSZQlGHAtbS21jcDW4daetQnph/6D7mwL9m2m87h6UcBP+5VsWrFwD29biQcfjhLpfpvDkFEjm9ISrfl1MFKowfD1r57WPvIVtfhM7gGDu3naUnW4mU+/63JeoOOVQX2t1zXMKoYSabF+5MJH9tWexFdrY6gEzHSex/6cARK65u6Q13NPWi+zzY2U19PGBWX+vFo6iW21sqynnZ77YtLKVTStbsCzBQ8+cqlqZU28F0lwLU27+0TyJU7BJjdA6O0A7vv/pmj4bCXnxeVW7w+jhPe67+M1SIAFctb4DRZYZGIszmMseTR59CbBV64VziGhcY2wqhSRJrK6RQNqwvBlFkTAtgdcjV0VAuePMPBVITt5mREmDLNkLFHLlBQrDIZAaWstuswQblz2BtIT6YXQqxau5sLR33FjbyrJjZdFydi35EiiQTC2/ulVu4rNoxyBL3LTNViE9v2+w7AsxO3YOIUCNtOYJBj0/oXX8tw1Bb8lAZbClmm4uThUe8oxmcOCkLf+8ZmNpeXKtCiRJtQs0scAMpPTpfZipaZRgxLVMlUMk5GVMase0hL3iljvHjgKpp0YCqS03qVuIhS2f8TWbIC0bol2gQDozaBNIq8vkHzkod72FELy4316Zv3FbT91zxgKOje3U3rL3tBDCDfF01Ie1oL05QDjoxTAtzg/nc5CyuulKtxeqQFIU2SUYy9nYqrGwOeojpaG14iTTmeTIslRzdpObYzODLBRC8IPnbOL06g2d9HfVRsqrjR2okRaEaVY1yUmd3svId/6WqWe/xdjDnysaS9f0NREOejCFoN8Xx+dR8LT1XpLJRyVIkuxmeDikphAWsVcfZfKnX0eYBv5l6+m497dqCou9aXsv4aCXiVjaJeNLYWwqzWe+tZep6QztzUE++sAOmss0Q6iE4OodAKTPHagpENTvVclkDWKJLHuOz7bxZc4fBkughFuQhU6HNYqqlB8z3ODiCha2qbhtIVbk2izE1WL7mjYawz4SqSx7C35TYNlGlFBT3ciegdEECiYeVXYXSC5HyMEIssdrj7vxhU2kq4GTAWOrMGq/l6HQwjb/Rb7CDCRh6Gg5NYev1ya1JEkibdo1U3fjPMYhYaE2duDrXUv7PR+tmZR01NPa0Km6EHvTb/wES8/ibe8jsGp7yW0kSXYnt5kF2NjyBFL1Y+JC8e5bV6HIEsfPRzlQRcYNgJpTRxnxqXlnTWV1k7Epe1Gv0sKUpaVcxdB8guMLEd5iL45mLh4jO1Fdsx2w7+nOliA9xkUyj/1vJp/6d4a/+ResPvc91hrHCScvYiZjdc/dqoRQwMOmXGTHq4dHsDJJ0mcO2H8rCM+GvPqoryNcM9m1ZXUbm1a00tTg4713rK1K4eYIF+atQIprhKwEjSKO2tiBEm4isGp7xbHAWahyFOxLKI8lAuk/EB576SxCCDatamVFd42TlRyBlM+HuQQKpFxxEt//NMPf/Auiz39n1sRnMXHt5i5URWZwLMHZEoHAANrwWQB8nSvdYqxQgRRN2ITMXJMOJxenGgXS/pPjGKZFe3OQZZ2liTwrW5sCybWwGfMnkIQQxA8+A+RlvpXQGPYxIbdiIaHHo+7APZhTIFXT8akQeQvb7ByqauGsdMzMPwKQHIIwW1qBJKs+17a1skz+kYNy1/vUQIyxqRRej8LV66vPLqgW/v5NSKoHIz6JPn6h5DZmMoaV1ZBk2e0QUwskSXIJtNMFNrahiSRCCMJBL5FQ7SvKM5HPQSrTic1RIFUkkOziby6lTV5i7qmZ1CtlYQM4eGqCUznlzztvqt0qJklS3sZWIdDT0jXiB37K+GNfxEon7M50mWI7VWH2xbu3evF7FTxt/WX3eSnhZHgY0TGsbJqJn3yFeG4lv2Hb7bS+9VdrtiP4PEqBCul8SRXSyGSKzz64l1hCo7MlxEfu317WhjwXvJ0rUEKNWFnNtQ9Vg8NnJhibShNNZPnCQweLciMsXbPVkLKEyKYxJA+jcseCFUiOBaW9OVCThbhaKIrMzTmL+LN7Btyx2l04WkBgqgMhBKNj9nPv9SjI3suXQCrsdHkpbGyO5XU+IcIOCkO059ONCvJ2Hd0wSQ7YJI0SiqDmbNNCCJK6fS93NdYeZqsNHEf2Bmi8+u55Kdo8Ld0ogRCWniU7WnsHxULo0RFSx14BoHHXuyrmTrk2tqH5B2nnO7DVv4Yoh7amADdts+cJDz1zCr2KOAYl3JTrlmq46u9aUW1dkbl4DCEEnuYO1MjC1CVqpJXASltVmqhRhdTVEmSreRDJ0EBSELpOW/IUO409BPd+g6Fv/H8MffVPGHvkc0y98B0Sh54jM3ACMzW9aMTSrlw3tteOjBA//hrCNPC29eJpKw7Yd+1ry5rm9T393Q00N/hoK5MHOxP5cWZ+74RoIssa8ySKLKM2tNiqxDnOoRG3Q7SXFEhzo24E0ujoKF/+8pf5xCc+wX/+z/+ZT37ykzzzzDP12v0SFojB8YTbZrNW9RHMDtO9JBlIOQVS4ujLCF0H1YOVzdQlYLMaBP0ertpgD6wv7C+9ypAdsVc0vF0rkXIEklVAIMVyBFLLHASSE6RdjQLJWTHftbGz7GTWVSB5a+3CNn/1jjZ4wu4u4vESWn/9nNurikwgFGRSanFVSIZpMZZTqXTXSiBF/KQ1g+GJJK8fKR+6Wwlm2iYKSynsZhKbDhzVlimrLvlVrgObg3Kd2Bz10VUbOmZ11qsHZI/PbQGfKmOnMaK2SlFtbJuTBCwHR95cmIPk2tfaw3VRVhXmIJVCPgOpGgJpjgDteXZggzyBVNiu2jAtHn7eVh/dflXfvFQtkF9JzVw8MmsiZxlZ4gefZeTBvyK2+1GQZFfGTcFKtwMn+6LZtEkKT/vlQSA5k2tt4DijP/gMmQvHkBSVlts/SOOud8wrBBhshV846GVyOs2rM1RIwxNJPvvgXqaTGl2tIT7ywHYaq2wDXAqSJLsqpFq6sZ28GEUAiiKRnpEboQ2dRPL48HWvoemm9/Jq8zsYVHorEkihKjKQ8h3Y6m9fc3DD1h5URebiaJwzg7kx15ksaPPP1XEQS2TRM2kkwOPx1NRJ8s2AQ9QvNoFkaekCFcb8bTxOjSaEmGXprhZ+r2pbzIDk+VwmU+86990QS2TRLBkJaA3V9oxbRtZVy1fKYawEScpb/BaagzT96qMIIQgs34Sve1XFbZ3vzI6cQxjza1+uR2sP0K4Hbt3RRVODj6npDE++WnqBqhCSrLidMuerviusKyrBta8tUH3kILztDsBujuB07qoGy9Rx2qwxBBKSoqAEGzjrXceA3IvS0IokSVhaBm3kHMmjrxB9+WHGH/siQ1//FENf/VPGHvkcoz/8PGOP/iOpc/VZTN+0ooVwwEsiqTG65zkAQuuvn1WnuQHa82isAdAYst+hzrxoLjgLufO1sE1PJ1lpnkFRJCI77wLAiJXOUwRb3exkZtaaHfYfEXUhkF555RXe9ra38eKLL3LVVVdx5513EgwG+eQnP8kf/uEf1uMrlrBA/NujR5iaztDb3jAv+8hMAmmxurAByL7iEG0l0GCvsmopZK+/LgGb1eKmbbYyYe/xsVltLoWpkx2zX5K+zhXIntkEUl6BVHny4a+itTvYkswTuUnEVRvKFwfCIZD81RJIOfXUAixsiQM2YRxcf23VyqemsI8x2baxZUfOMDaVxrIEPq9a82r/sXOTjEXTROMan/323qpahc6Ea2ErobCTyyiQrFznuukMIAStjYE5J5ulFEiJVJb9J+xjvnHr3K3c54uA2xVqb8kXqZ7rwKbOI0DbgdOJ7cxgzFV31KsDm4M8gRQvuTKnhJoAsLLarGvmwA0Lb51LgTS/DmyASwQWZiC9uH+QsakU4aCXt+yaP1Hj67KVj2Y66a6SC0Mnceg5Rh78n8ReeQQznUBtaKb1Lb9M000/jxJuwte7ruSqvKVrbqabt33ZvI+rnlCbOrGyaZInXiM7dgElFKH9XR92u5vNFz6PwltyKqSfvHLezbgaHEvwuQf3kUhl6WkP85EHdtAQXLhiLrDKPt7MhaNl78eZWNPXhN+rYJoCSZKKCndtwLa4BNdcTdN19zLitX9LJdWQc/+m0uUtOW6Adp07sBUiFPC43UOf3XMRKCAlDGPBWXwDYwk8QkdV5MtafeQgr0Ca38JHtcgM5FQYTQtTYUiykn8fzlM5IsuSm4OUGcgFaBeQPRdH4+h4UFUZxaqtLskOn84pmhoXZONybWyD8yeQtMGTpM8fQZIkIrveMef2amM7SjCCMA200XPz+k7XwtZ06SxsAF5V5t5bbILsyVfP2w1F5kA1Cz2V4AZot5cnvIVluiHtC1HeFcLb2oO/bz1CCBIHqxNLmMkYnWcfQ5e8nA9uovmW99Hx3t/hed+tvOC9mfA7f4ee//QpOt/z27Tc/kEatt9JYPlmezFPkrC0NOkLR0kc+CnxvU8x9r2/q4sjQ1FkrtrQQac1QmpiBNnjJZBb8HAwNZ1hIpZGkqQ5F0jLwVGITSere56dLNL5WtiUkcN4ySIFm+xucoqCMA3MMqHtZiKGsCyb2AstnsvmZwV1IZD+8i//kgceeIAvf/nLfOhDH+JDH/oQn/zkJ/nBD37As88+y7PPPluPr1nCPPHUa+d5+eAw0bjG4TMT85pYq00dFJLRpTJi6oV8Fza7kFX8IdTGDrwdK2i/5yN1CdisFv1dEZZ1NmCaFq8cKg7Lzo4P2EVKIIQSaXMVSEIvQSCVCdB2UK0C6Y1jIyAEq3qbyga5CmHlQ7SrtHbkM5DmV7hnJwbJDJxAkiTCm26u+nON4eIg7SEnQLs1VLNK5eTFKBISiiyRyuhVdXmYCStlv6hKWdjyXdjSRcSLQ7pNpex/myv/CPIKpMJcnN2HhzEti2WdDWWtifWAv3cdsi+AmUqgDc5W87n5RwsgkLpaQgT9HrK6ycVcgXexTgHaDrrbwsiyRDKtu902CiF7fC6BWqo4FaaBMeVkPc2hQMrZz2rtwAb5sFiHQEpldB5/2Z4YvP2GFQtSmkmygr9vPVY2zeQz32Dy2W8y/OD/JPryw5ipBGq4ieab76fz/t8ntG4XDVtvQwk15axss1e39fEBEAI5EHFXht9smKlpjNgoZiKKmZgkcvXb8c6Q1s8XRSqkw8NcGInzuW/vI5HO0tfZwEfu3+52LlsoPC3deJo6EKZBusqV4y2r2/jgz62jKeylryNclBvhNLTw5zJjnEDqSl3YHAVdsqKFzbEQLx6BBHDLzl7AtmRPTmeQVK+reFxoB9bBsQQqBl6PPO+cn0sJp9ugoxxZLOTta/NXHzmYWafNBwGfil+kMaMjSBJFod4DYwl0yYNXlWte2HIUQ/6+9QtSuzpB2vr4Rcx53JN2XtsPAQhtvKEqRZAkSfh67EVS5xmvBVY2jZmrYy5lBpKDbWtaWdvfjGFaPPTM3G4Bxyo0XwXSYK6za197+ZopO3wGK5tB8QfxdtRPWduQUyElj782J8khLJPJn34Nj5khJjXyY+lWItfeg7d3I1o234XNbl7RQ3D1ThqveTutd/0nuu7/fXr+06fouO+3CfRvsrMJZQUzk3CJsYVi16ZOVpunSGsG6oods7LonIXrZZ0NtnpwHmgM2/OMWLK6eYa8QAVS84Sd5aSsvAZJUfNKz+nS46yZs68p4eZ5K5v/I6EuZ+jMmTO8//3vn/XvLS0tbNmyhWPH6nODL2F+OHxmEiEEkZCXrGHOa2Ite3yupE+SpJJdquqFmV3YLC2F7A2gNrVfUvLIgROm/eL+oaKW4dmcRNrbucI+JyUUSOeHE0TjWskJbiGcAbmSAkkIwauH7QlvufBssEkgN1eiyhDthWYgOSswgZXb3GDEatAY9jIut2FYYExPMjpkk3S1dmADe7U+4FcxLYEQ85PZOkVASQtbjowTojjnyiHdxhP2BG5lFQSSe71zhKFlCV46YAc637CI6iMASVFd/3769Gw7je6SKrV3YHMgy5KbA3XqYgzLEi452FcnBZJHlV2bzcWR0gVGpSBtIzaKsCxkr9/NSyqHVNpRIM3fwpbJtWL/ye7zpDI6na0hrt+y8C5nsi+EERslffINoi9+Fz06ahNHN73XJo7WX+uGYauNHSj+IMI0yJbo8pMds1VMSmvvgo+rXjATU0iyihxuQlJ9ru2wHvB6FFcB9uBTJ/izL7/CRCxNf1eE//LebfO63uUgSZIbYp+uwcb2lmv6aY740A3LXdE3kzH06Kg92cwpch0FVTUZSDM7AjoQQlwSCxvYLbfXLmtGCMHz+wbsd6jfsQkvjEByFEiXe4C2AyerptzEph4QwnLzt/x9CyeQlJzl0FxIJza/Spc5jGkJPG19KP78PXdxNIGBikdVarbWO00FnEDu+UIJRvC0dCGEbdGvFelTe8iODyB7vDTsuKvqzzlEmjZU+3c6Nkgl2DDvVvULgSRJvPf2NciyxMFT4xw5U5kYqiarsBwsS7idwyopkNIXcsHxyzbWlRjwdq3E27G8qPtwOUy//hja8Bk8fj+v+G9Gs2QmYhnSBTV/pcUkSfHgbe0hvPXW3OKOPd7PVwE4E01TR9goTqCKLKfV2c+NY19bO8/8I4BIzsI2XbWFbf4KpOzYBYKZMSxkGjZcCxQoPcsQ9U6dWMsc5j8y6vIkbdu2jUcffXTWv8fjcfbu3csNN9xQ4lNLuFS4bWcfTQ0+LCEI+NR5+1c9zV326oaWcleyFgP5lS27iHTUNAstKueLnes7CPo9TE6nOXI2/zJ084867Uwp2etHIBgemeT7z57ik//4IscuxIgmNL779MmKyi+vx34UKymQBseTDE8kURSZ7WvLryw550tSVCS1uglQPgMpW3MoppmMkT69D4Dwlltr+mxT2IcheUh67VWo1ICdC1Nr/hHYq/UffWAHTQ0+Whv9NXe1EsJCnxrGTEZdEqUQkqIiO+epIPfBMrIIBOMJe1JWjbx3ZgbSyYtRxqNpfF6VnesXf9UwmLPTpM8eLFKiFHZgU+fRga0Qa/ryQdpj0TS6YeJRFdrq2NkpH6RdusDIF6fRWX9zOrB5WrrnXKV2FBuhQO0rb4ECBdJELM1ze23i5t5bVtUlpFgI02Y1cySRv3cdnff/HqEN18/KsJIkyR2vnPGrENkxWxmltNZH4VMP+HpW2wWzaSyKhfmmbd1IwJmBacamUkxOa9y2s7eu5JEDJwdJGzxZdVHs8yosy6n2jp2zC1xHYeFp63MXCUzTXjSonIHkLFQYLuFUiFgii5Y1kCSprs9pOdyaUyG9fGAYTTdn5R/OF4PjSTzoeFQFSb0CCKScnczKpBatzsmOnsfS0sg+P97O5Qven7OIuJDjDfk9dFnDWAJ8PcVZRYNjSVuB5JFrUkabyRj61CiSBP6ehRFIkFchVdPpshDC0Jl+/XEAGrbf6U6Gq4ETpK2PXaza7uogH6B96dVHDrpaQ9yyw36HfO+Zk646shQcBZI5DwXSeCxNVrfrio7m0oulQgg3/yhQJ/uaA0mSaNh+OwDJIy+WvVbpc4eI77cXWVtueR/BVntxbmQy6drjfV61qnog0L+Z9ns+SsO2O1AbO8hcPI6ZjM35uUpInz/E+KOfJ2AlCYkkx4/Org0WGqANBQqkORbUHbgKJC1dcyfE2KEXsYTggryMpjb7HnOIer2MVdjJsloikKpDXQikT37yk3z1q1/lYx/7GA8++CBPPPEE//7v/84HPvABNm7cyMTEBM8888xSqPabhK1r2vjdD13N/Xeu5ePv31lV+8SSEAIjNooRG1vUbmizFEjZ3P/PpC5pe0sHXo/Crk32gO+EaQthuSGN6VAPz+8b4KWjkwyMJnjpjTP89PULDI+nsIRdtOtzKL+qUSA54dmbV7ZWnNy4AdpVqo+AolXaWoMbE4efR1gWvu5VNeemOFlBE0pOUTVpT2Dno0ACuG5zF9vWtBHwqRw5M3ewoaWlSZ3ey+QzX2fgn/6A7Nh5zESUqZ9+reT9LeVW9JxzDLZqS9dNskIhHPTSXsXEy+9a2Ozr7YRnX72hY97y4Frg7VqBEopgZTNFEmgzEcXSs/PuwFaIVQWd2C6M2JPlnvYQch07Oy0kSLuQQJoLyVxmzLxCtHO5M+mswQ+ePY1pWqztb2bjivoUKf5lG1BCjUiqitrQQsOOOyuGBvu67IwKp222AyEE2VzmhtJy+SiQ7IL5IzTdeN+iWJg9qsKyrghCCIJ+Fa8qc36kPqu6M6FG2vC2L0MIQfrM/qo/t7rXLqSPn7fvY8faUmj5ySuQyj9ffq/qkqXJEkHajn2tvTlQkYiqFzatbKW1MUBa03ntyIirarHS8yclNN1kLJq2LWzqlWFhkz0+1zKqL1KQthsi3LveVSQuBC7Zt4CueQGfbBNIlnCJGrBtvpPT6QIFUvUEUp5cXVZTDVQOTg5SZuB4TfVn4vDzGIkoSihCePMtNX2nGm5CbWxDCLu5SC1wbJCXsgNbKbz9+uWEg17GplJuzlkpKA05lfA8CKTBnD2+u618XWHERjGmJ5EUZd6B6pXgX7YRT3MHVlYjefSV2d8/PcHUs98EILzlZgIrt9GZswePTqVcNWigBit7oH8zbXf/Bv6+DTZR+cbjC/oNmQtHsTJJJFlBICHGzzA6ma9xJ2JppqYzyLJUcwfvQjj1fjytY1pzP0uyL+C+r2ohqi0tRfLkGwCcD6x3621Pk6NAKk0gmQn7HlTCSwRSNahLhbBhwwYeffRRNm/ezJNPPsm//Mu/8Pjjj9PS0oJhGHzpS1/iS1/6El/+8pfr8XVLmAecDjvzJo+wPbxYAtkfWtRuaG5hks0gLNNVewjTWFCb+YXgxlyY9htHR/nXRw/zkyfeYHJ8ioHJDP/ze+f5zlMnOD+RRQBhj+Dazd3ce+tKWhq8tnVhDuVXPgOpNMtuWYI3jtqD3jWbKitD3PyjKoOswZbHOgN1Lat9VjZD8ujLADRsva3qzzlwgrIHRStCCEIpm0hZSP7GppX2asPhEtJpW2EzSvzATxl79B8Z+uqfMvn010id3GOv4giBHG7E0rWS93epIG2ha2hZEwOVVT2NVWUuOCHaWd1kOpnlQE6dduO2xbWvOZAkmWDOTlPYFcpVHzW2L3iS0dvRgM+rktZ0Xs+Rn/UK0HYwF4GkhnIEUjI662/6hNOBbW4CKR+iXTuB5BKCQrD/5BhIEu++dXVdOtGBXUx23PfbNN/yAO33fHROgsXbuQKwLbiFakMzGcVMJUCSUZoXbq2rJwL9m2m67t5FszDftauf5ogfWZYI+Oev0q0G+edub9WfWdVjE0gnLkTtvLicncbfW4pAKl/WybKU7wqYmf2uce1rLYtrXys8nlt22GTls3suIuUaaJjzbNsM2FZZIWjwgizLrrr2cofHDdJeJALJzT+qjwrDJfsWoEBqETG8ZDEltUgV5QQjewNBZEmqqSZxlEL+OpEFvs6VSIqKmZyuOuTcTCeI73sKgMZr7q5aCV70vTkVUq05SM4xei5xgPZM+H2qG6j941fOEY2XvobOZN1MRmtWvw/k8o8q1RWZ8/Z97+tePSvXpx6QJJnw1tsBSBx6tljRbepMPvVvWNkM3o7lNF5jh6g7DQpGJvIEUq0NOiRJoum6ewBInXiN7MRsS3q10KOjuY6IAssTYlTu4NXD+cxXx77W3xlZ0AJnyJ+bZwhBvIogbUmS5xWknTrxOqauE5WaMCM9bq3lWoXLjLEOibmQBgP/kVC3pe6WlhZ+4zd+o167W8JliOCGG0ge240wdWRvYNG6odmss+3KMBNRhJlX5ViZ1KK8BOZCR3OQtqYArx0Z5btPn2Sb5zxvD2UZUzuRvAqrehrZ5u+la/Ak61a30XrXekzTpKfFy+Ckzrr+5orkXbm27g6OX5hiOqkR9HvmVC7MS4EkSUgeLyKr1VSsJY/vxspqeJo68PWtr/pzDpyuDOezTegei4hI0OK3CC+g69HmVa08/vJZjp2fQjcsVMlEGz5D6twhkmcPkkxPA/nJu6epA3//RiTVR/TF72JlM2WtMjPVcZAjkHSbQKom/wgKQ7RNdh+ys7WWd0fqTrBUQmDVDuIHniVz/giWriF7fPmuZAvIP3KgyBIreyIcPTvJ0XP2i7nev6+nPQySxHRSI5bQZnW/cyxspTKQ3N/aMjdpl1xAFzaPKqMqsjvBv3ZTV93PQ6B/c9Xkiqe1B9njxcpm0CeH8bbav9/p4uZp6Z7XhOdKxtY1bXziF67i5MUoa/qaFrTQMhcCq7YT2/0w2dFzGNMTVRWrfe0hfF6FVEZn4NQp5HQCSfW4gbB27tvcFjawg+BTGb1kkLbTga1jETuwzcR1m7v40UtnGZ1MMdEhE2RhpISjSmgPyyB4U+qF+UBt6oDBk4tCIBnxSfSpESRJwj+P93QpuBO7BZB9zZqtTEkEe4sWLJzW7A2NDaBTtQJJCItMjlytl9pEUj34ulaSGTiBNnC8quYS8b1PYGU1vK09btfTWuHvWUPy6Ms1Zy+5HdjeZAUSwNUbOnlx/xBnh2L84LlT/PI7ZpOXSiiCJMsIy8JMxtzcwmpQTQc2V3m3bOG5X+UQXLWD6dcfx0zGSJ14g9CG6wCIvvwDshODKP4gLXd8yLWUOwTS8GTKJfJrUSA58Hb0E1y9g9SpvcReeYS2u3+95oWp7Nh59JEzqI0dBNdcRSq4nsHdWZJHRrj7xpXIsuQGaC/Evgb2gkEk5CWW0JhOalV1WpYDYcxUvGqloxAWiaMvYVqCU8pqGgsaGDm2TjOdsLN1Z8yRHBulsmRhqwqL75VYws8Mgss303Hfx9GGTuHrXr1oq8GSJCN5AwgtjTFdnBtkaUloqP4FU0+0NQYQQqDIEj3KBKoqs3b7Nt52x034fSqpU4LJ0eLAxw3Lm9i1pQFFqazm8M3Rhc2xr+1c3zHnBMGx/NUq35Y8Pshq1Rdrlkni4HOAnX00n3BC5wUyraukgs1AirWh6Zr3U4je9jDtAYtw/DjnHj5MMH4eS88CAss0UTxe/N2r8fdvwt+3oWgC52ntrnh/lyKQLD1rE0iqWlUHNrD97mB3YXvpgE1k3LjI4dkz4WntRW1sw4iNkzl3kOCaq11SZaH5Rw5W9zZytCA3rK9OHdgc+DwKnc1BRiaTDIwlShBIpS1sZiqOmU4gSVJVvzW1gC5sAKZpMRXXCAc8vOPGFfPaR70gyQrejuVkBk6QHTmTJ5ByAdqe9vp1qbmSsGV126ISRw6UYARf9xoygydJnd5LZMdb5vyMLEus6Wvk8JlJho4epBfbiuhYFc2CPCOlgoUN7FXgMUpb2IYnLk0HtkL4fSrXbe7i2T0XOTaUYScLI5CcSWVzUIIkbnfUyx1uwGuVKpda4KiPvJ0r6mLrgvpY2BoSF0gCk/7izDWnc2dTYwOMF3e2rQR9fCC3yOita7ctX+9aMgMnyAwcn9OOZsTGXFV25Np3zTu02de9GkkCfWoUMxVHKdHYYyaEZWLE7Jr5ciCQZFni5+9cw99+7Q32HBvlxm09s9SdkiSjhJsxpicw41PzIpDKLciYmaRry/Yvq2/+USEkRaVh661EX36Y+IGfEly/i/TJPSSPvoIkQfPtv4Ba0KijM6fwHJmcn4WtEJFr7iZ99iDa0CkyFw7XNC8TwiL64vcQAsKbbqLltg/QaFgE979ELKFx4sIU6/qb6xKg7aAx7COW0IhVoUACuyOyzlDVCiRt8CRGbBwdlXPKcq4qqAllrx8lGMl1dh3D25FXPVq6hpkby9QlC1tVWOpTt4SasNhWAgdOcTKLQHqTgrQBbtreQ3ODD59XYaU/RnODj1Vbt7qdE5yshcIOXdWikgJJ000OnLTPw9Ub5i4KxDwsbACSaqt+qm2Zmz6zHzMZQwmECa6Z5yqbV3XJlAHTJnL6lNq98EJYZMcuMP3Gjxl/5DPck36IXcarZM4dxNKzKMEwgbW7CN70Pjo/+Me0vf3XCG+6adbq/1z3t+xmIOUtbMmknXUleXy2IqYKOIThiQtRJqfT+H0qO9ZdWsm5JEmz7DSOha2aVdZqsLqgWJQkad7ZVpVQycbmEkip4rb1TicvJdKKrM6tdnMm2/PJQDp4apwLo3Y3xqm45uZBvZkoFaTtKJBqzTFbQu1wu7Gd3lv1Z9Yts+/l1MXZHaYKA7E9cywwBAOlLWxCCFeBtNgd2Gbilh29IEmcm7DDva0FqFqctt7NAfs8yFdAiDYUEkj1VyC59rU6qjDkBVrYLF3Dl7Rz6EbVYsWro0BqabXzVkS2ukUtJ//I17O2LjlPDtwg7aHTRe+RUoi99ijCsvAv24C/Z828v1P2h1x1rDZUnY3NjE8iLAtJVVHC1S1mLTb6Ohq4cattif7u0ydLZt/ku6VWX/vFU1mmExpUqCu0C0cRQuBp6UJd5IXn4LprkX0BjOkJ4nueYOrF7wDQsOOuWXbKtiY720fLGgznutPOt2mDGm52m9fEdv+wprDp5JGX7C6BXj+N174TsBXTO9fb84xXD48wFk0TS2goiryg/CMHjuug2k5s7jhTJYGUPPISABOR9RiSh8YZKic1Z+2cmTXnLDLKvkDNc6f/qFgikJZwWULOZSHMLKbeTAJpy+o2PvGhq/ngrT2sahYE/d4iBtsJorbmQyBVUCAdODlOVjdpawpUNYDPx8IGeam/MOYu1oQQJA7YofihTTdVDO2dC025FYJjCXuFrcWY3QGtFCxdI332AFPPfYvhb3yK0R98huk9T5Adu4jfpzAlNXNA3UL7vb9F1wf+iKabfh5P74YFWRrcNtMFCqRE3C52O9oaq+6q5XcJQ/tlv2tjp5uDdSkRzMnrtYHjmOm47YWnPhY2sIvHrG4yFdfweRU8av1/YyUCSfYFEWYWMxklefxV99+dAG1HfVMJliXmnVMAdvcSVZFpavAiSVQM079U8HXZBJI2fAYhBMI00HMZCp62/5gKpEuJwIotSIqCPjXi3otzYW1/E7Iw8cYuIBBFHaaMXAc2JGnOkPqgzx6rUzMsbIm0bv+bJNHRfGkL6LamAJtXtqJJPhKpLGYmNfeHSqCwrXeDzybVpCvFwuYQSNMTdt5knVCY5+fvrx+BpLhd2OZH9mlDJ5GxSEohpsw8AaAbpktktrU12d9RRU0C+fyjeoclq83dKIEwwtDJjpwr//3Dp0mfPYQkSTTueseCv9fXU1sOkl7Qga2e7eoXinfcuJKg38PQeIIX9w3O+rtjGaqlE5trVW0KlM3lSV9YnO5rpSB7fIQ33YSVTTP1/LcxU3H8vWtp2HnXrG09qux2uTw7bCvuA77510YN2+9ACYQxYuOu+m0umOm42yUwcs3bUQJ5hduuXM7q/pPjHDptN6NZ3hWpS43qqMRjyeqeaUd5V41V1khEXcvieb9t1W2aoUp3s+ZmBGkb8aUObLXi8hlhlrCEAjgTdaetooPCifubgS2r23jLagj4PLkskWJ5JNQWQu3AUSBlSxBIjn3t6g2dVfmbnXPkdAyrFi4BVsXxa0OnyE4MIqkewhuur+l7ZiKSa+05JGw1kD8zXqTwKYQxPUHi0POMP/ZFhr76p0w8+W8kj7+GmUoge7wEVmyh+ZYH6P3QH/NU8O3s1tcRVVrrVkw5CiRRcHyZpP2/uzurf/E419vBpQrPngm1sR1vW69LCApDR1JUlDqFCB47N8lYNEM0rnFmcJqDp8bn/lCN6OuwC4yLo7NXqDIXDmNERzETUSZ+/BW3s56jQFKrCIvOZA03X2Y+FrY1fU2Egx4MU8wZpn+p4G3vR5Jl28oXn0SfHEKYBrIvULdrv4TykH1B/H0bgOIQ+0roaA7Q759GxkST/KgFJK8boC1Lc74jQjkF0swMJMe+1hrxLwrROxdu3dmLJvlIZnT01PxUehOxDFndRFVkgop9Tq6ELmyA20lRWNa8WpqXgzZ4AmGaqA0tdbU1uRY2LVVz+DGANnACWZYYlrtcgh7sEHQhBKGAh4aI/R3V1FSWruXtSnUmkCRJchV/jsppJoQQxHb/EIDg+mvrsgjjEkhVKpDcAO3LwL5WiFDAwztvshctHn3pDPFUsfrEmbTX0onNzT8qoz4SpoGW6zBbr+D4uaBGWjFiY5iJKOb0OIHVO8vWnk4OkqO2C/jmvwgre4HF/4QAAHD+SURBVHxErnobANN7flLVPCm2+xE73Lutl9CMGr6/s4GOliC6YfLjV+xnaqH5Rw4acwqkWLUKpByxZVXxTkgdexkhBL7u1Qxr9vmdmbNULkh7Kf+odiwRSEu4LKE4CqTpy0eB5CA7chbI20AcSB6nQ9f8FUiZGRa2WEJzWzdvj0wRfeUHJdvLF8LtwuafRwYS1RVrrvpo3S63kJwvmnMrBBkpQEIK41FksqNn7WOxTLShU8R2P8LId/4Xww/+FdGXf0BmIFcUR1oIb76Ztrf/Gt0f+hNa3/LLhNbtItjYzNrcRP3wmYky31w73AykXM6UEAItbZ/vZT01EEgehbRmMBXXaAr7LrllpBBOyGfi8IuALfGtF+F28mIUWcJVZi2G+sYJ0JyazszKddGGTtlp/LKCpafdlfhaFEiJ3D59XnVerc23rG7j4+/fyf13ruXj7995SXJ25oKkevC02VY1bfi0m3/k7eivW3e4JVRGYPUOwLaxVdMeXJIkNodjAEx6uouuk0sgqXPfn44NM5kutjq8WfY1B2uXNdHQ3IwlIDY5O/S+GjiqhK62EOQ6tl4pCiRJkl0V0kx7xULgdKHy92+s67Mt+4Jus5P51GWZgeMoOQKpcNx2lKS97WFkj03+WVVY2LShkwjLQo20LEoXJdfGVibUOn1mH9mxC8geL5GdP1eX7/R2rkSSZYz41KzF1FIwonkF0uWG67d009fRQEYzeOT5M0V/K5dVWAmDc3Rg04ZPu/EFnra+ktvUG9mJASRFRfJ4kVSvu1BVCg6B5Iz981E3FyK4fheeli4sLc303icqbqsNnSZ1cg+SBE03vmdWvSdJErs22gRoJkfurq3TwpdrYatWgeSvLqxfmAbJY7sBCG+8gVjC3v9MBZLa5BBIMxVI9r23pECqHksE0hIuSzjkhxkvfqFY2ptPIGm53BBfrh22A1eBZBpz+uRnopwCac+xUYQQXNUYRXvs/zD1zDcYe/hzFUkk18LmrdHCVmUGkj41TObiMSRJmjNQshpECgb4RKAHoWeYeOrfGX3o0wx99X8w9uj/JX7gWfToGJIs4+teTeO176Tz/t+l8/4/oOn6e/H3rp1lo9u00i4iHQluPSD5ijOQJqczYGaRgL4aCKRzw3FGJtNE4xqnBmKLosypFsGV2+2JQM47X6/8I7DVNw0hLwG/SkPQsyjqm6DfQ2ujfV2cVUkHvu7V9gTSMpEk+94Rpu6uPlXTgc3JillIgbdldRv33bbmsiCPHDg2tuzIGXfl3tu+vNJHllBHBJZtQvZ4MRJR9/zPhV7JVqOe0IrHGpdAqoLgDAZKW9hGJuz3Rucl7MBWCEmS2LXDbvudnI5jGtVneTgYGM+TD04zC8kz/46elxqeOucgCWGRuVj//COww/glZ0GlRgLJiE9ixMaRZJlRuYO0ZmDlsnHcYOSOMJK3+kUtbcAmduqtPnLg2OKy4wNu2K4DYepMv/YjAMJbb68q8LoayB6fG5NQjY3N7cDWdHkpkMAO1H7vHbaiavehIc4N55ulzEeBdLHgPikFt/ta38ZLZufzda9GCUaQVC+yP1SxU/XMcXa+IdoOJEmm8dp3AZA8/KIbpj4TwjKJvvRdAILrr8NbpmnGNRttx0NaM5hOZt2FtIXCsbBVnYHkKJDmyEBKnzuImU6gBBtQejeSSNv7n61AKm0VNnMWtiUFUvVYIpCWcFnCUXo47Lwk27eq+SYrkKxsGsNRL8xUIHl9BdvVpkJyM5BmKJBezdnXruIglpZGWAIrk3CVFCWP0c1AmqeFbY68gcTBZwHwr9hSl5W+wgE+FPJjxEbRBk6QOPoiRmIKxR8kuOYqWu74EN2/8Ce0v+M3aNh6G57GjoorqptW2S+C0wOxWZOl+cIh5Rwi8/TFKWQsvB4Fr796q8TwhC3T93pkLCHe1FwcJdSIt2uV+99qHQmkS6W+yecgFRcZgf7NNN/6fpRwE562ZQT6N6NHRxGWZYclBufOFHNWx4MLkJhfjnBzkEbOFimQlnBpIKke/MvtsP5qwrQtLUUwY08KDsUbi8Y0w6ieQAr5S4doD7sKpDeHQAK4ams/siRhWIJDxy7U/HlXldAWdkkH2XPlBKKqkfoSSPr4gGvvdp73ekJxA25ry0Fysor8HcvRJa+t5M0tnjkEUl97gxuALnRtTpVeZpHyjxwogQY8rbbleaYKKXHkJYz4FEqwgfCWhS+qFcIhIaqxseUzkC4/AglgZU8juzbZypbvPHXCJQ2dSbuVilUVAq0bJqO58aqnbTaBJITIB8dfIvsa2PVG+z0foenG+2i/5yMVmw3Vm0ACmzz1L1uPsCzir/+o5DaJQ8+hT42i+IM0XnN32X01NfhobfS7C52f+/beuix0OpEVVWcgBaobY5zw7ND664jn1LUeVZl1XstZhfMZSEsW/mqxRCAt4bKEE6LtwCEqrHmGa9YL2dFzCGEfz8xVJkmSkT2Oiqe2HCS3C1uBAmloPMngWIJOMU44MwKyBJYJSBVXNqys04Wt/hY2MzVN6uQbADRsua2m/ZeD44kGiARUQELy+pEUleDaa+j6hT+m5bYPEFy1vSZSrLUxQGdrCCEER8/NzxIxE7KrQLIJwrMX7BeqzyPXtNK9cUULLY1+9wX3ZufiBFftwMqmMZPReVkwK+FSqG/yOUizi4yGrbehhJoQho6ZTqBP2LJyT0t3VZYOZ6LudK/6WYG3YwWSBEZsHGPaLqS8bUsd2C4lnBD79Jl9cwYna0OnUWSJrK+FNAFO5ForA25nI1WZ+352uv2Uy0B6sxRIAF6Ph2CD/Sy/tvfMHFvPhkM+dLeH3Cy/K0mBlLdX1IdAcibRvt51C2p0UQ6Ofb2agNui48qRPYFlG9y8rVRGt0PQHRKwI4zkqLqFqKjqdhVNUuXaaKFwbWwDeQLJ0lLEc5ahyNVvX1CTjlIozEGqlDVlZpJufbwYFr564V03r8LnVbkwEueVQ8OA3WlLUlWEADMZm3MfhTlZjeHZz7cxNYwRn0JSVPf8XSpU26m6Y8Y4u1ALm4PGXe9EkiQy5w9hjBUrW81kjPie3L26651zzhHsd4GgtclPWjPqstDZGLKfj2RaRzfmzk6TA46FLVX2HalPDaMNn0GSJELrr2MqnrOvNfhm1XjFVmFbsSeEyFvYwovbre9nCT9bFfGbDNM00fX6KB0WcgzZbJZMJoOiXPogzHpB9wQwfHmCRmnqxUhnwLTIZOo7wa0F8eELGL4GPF3rio7D4/GgKIpd8OhZrGwGpYYoCUeBZJoWhmmhKjKvHRnBKzTeoryG4gvgWbYRfWIQJdToBrCWwoK7sFWwsCUOv4CwLHydK+qmVmgM+0hrBpmsSWzlcnoaWrCyGWRvmNC6axYkP960soWRiSSHz0ywfc3Ciyo3Ayl3js8PTNAHeL0ekKsfTresbuN3PngVJy9GWdPX9KZbmyTVa09aLIvpVx7G17VizgLocsKyzsqd2DxNHejRUbJj59CnbAVhNfY1gGROqRGeR4D25QzZF0Bt7kKftIt4T1MHsi+AadavA9QSKsPXsxbFH8RMJ9EGT+LvW1922+ygPemWO1bBGBw/P8X2tblCOFeIK9UokAJOBlK+VkmmdRK5YNuZE5tLjaa2FpLT04wMjTEwliibcTITqYxONG6/k3vaQkRzRHi9J/SLCbXOFjZXhVFn+5oD2e3EVr0yXFima8fy964j6B8gljBJZQx0I4VumHhUhfamAJKEm7MkdA3U0mSgo2jydix3G10sBnw964jvf4bMwHGEEEiSxPTeJ7C0DJ6WLoJrr677d3rb+5FUD2Y6iTE1XPa95dwzarjpsr7nIyEvb79hBd9/5iQ/fOE029e2EfR7UMMt6NFRjPjknATYQI5k7GkPl1wESufsa76eNZftufB7VZoa/O6YVQ8FEtgddEMbridx5EUye3+MWLkJsOcX0Vd+gKVn8XYsr+pevX5LN68cGiaVMeq20Bn0qyiKjGlaxFNZWiKVlfuyP4QkSQghsNIJlFDjrG0c9ZF/+WaUUCOxC7ZzozFc+tp7GjvQJ4bszLB+u5OkMHQkKZ/HtYS5sUQg1QFCCIaHh4lGo2/2odgrNUIwPj5+RYehClPCXP8W97+THj9WZAWSJBM/U/vKZL1gyo2I9W8h6QsyOeM4mpqabAIpOW0TSDXs11fQHjOrm8iSxOtHhrlOf4Umv4ba2E3HPb/F8Lf/CiuTQhs6jb937az9CENH5LIjaraw5YozJztiJixdI3nUHqjDW+ujPgIYmkgyMplGCME3Dvj5vbt+kR55HF/36gWTGJtWtvL0axc4cmbSlUsvBK610jSYnk4SjeY6aISCNT9vW1a3venEkYPsxEVkjxfJH8bKZtCGTl1RBFJvToE0NpUioxn4ZxRj3o5+m0AaPY8+4RBIc3dggwIFkv9ni0AC8HWtcgmkJfvapYckKwRWbidx5CVSp/ZUJJCcSXfr6k0wphUrkEx7bPNUk4HkWth0dxLsBGg3R/xlW2JfKvjDEQI+FZ+l8ewbF/ng28ovlhTCUa60RAIEfCpTToj2FdKFDfIEkplOYGnpmt/hhTCTMbLjA0gS+JdVdw5rheJ0YqvBwpYdu2AvEPkCeNr7CPhGiCU00prB2JQ91va2h5FzjRck1YvQs4hsBgKls4UW277mwNe1AklVMVPTGNERJMVDMtd8ovHady1K1o6kqPi6VpG5eAxt8FR5AinXlvxyDNCeiVu29/DywSFGJpL86MWz/Pyda1EamtGjo1V1IBx0bY5l8o9yxGngEtrX5oPOlmDdCSSAhp1vJXnydYypIdKn9tKwfheZi8dInzmAJEk03zQ7OLsUnAiCei50SpJEY8jH5HSaWEKbk0CSJBnZH8JMJzAzswkkS9dInXwdgNDGGwHcAO1S6jQoJOrtZ8a55+RgI5KyRItUi6UzVQc45FFHRwfBYO0TyXpCCIFpmrYa5gomkCxDL+o6oQQbMFNxkOyQ3zfjtwlhoUdHIWdhk1VP7t8FqVSK0dFRPM2r8U+NIrKl29CXg6LIqIqMYVpoWZOBsQSdsQP0iiECgSZa7vhFZF+AwPItJI/tJn12f0kCyVHGSJJUc/cZN7DSKK1ASh1/FUvLoDa24e+v34rmwGgCSQKvR0E3TI5nO9h024112ffKnkYCPg+pjM75kTit4YXdN5LH566GnD03ggcdjyKjeC/PVa5q4etejZwjj2Svf1FtAIuBcMDjruZdHEvMWinzti8nefw1sqPn0KdyipsqCSRHqRGqk8T8coK3cwXW3idzttUr931xJSOweieJIy+ROXfQXgVVZxOVVmIKMzGJJCus2LoN6ZXXGJtKMTmdoSXirylE2+nCZlkCLWvi96mXhX3NgewP0RD04otrvH5slHfdsoqG4Nw2NLetd3sIYWRxInOulC5sYKullGDEJihiYwsidTMXjgLgaV+GUoZ4WShkt0NS9QokRy3k61mDJMlFiriLY3aGndNZE0Dy5FTdZaz1wrKKFE2LCUnx4OtaTebiMTIDx9HHziMsC3/v2kX9bl9P7jsHT5TNWLqcA7RnQlFk3nv7Gj7/nX28sH+Q67d2E8plzxhVdGLLP+uzCSQzHUfPZfotlvKuXuhsCXLsnE1e1HOBSgmECW+7k+juR4i/8TihFZuJvvQQAKHNN1WtvobFWeiMhLxMTqeZTlYbpB22SfUSQdqpk29g6VnUxja3bo3mLGzNZRRIzjOi57oWOuHtSx3YasPPXkV8iWGapksetba++b7jnxUCSVge9HTeC60GQxi6Tcp4fD43VPtSwtI1FFUFWcYTKpbOBgL2SuFQMoZXVueVI+PzKhhpC003OfTGAbYb+wgGPDRdf6/bbjywchvJY7vtycYN9yHJxTonJ/9I8gVqXg2r1IVNWCaJQ88B0LDl1rqutK1d1kRLxE8mWz+ZrANFltiwopk9x0Y5fGaSW7Yu7BmVJMm2+WRSXBwYQ8XA51Vc9daVCif8URs6VRfl15uBvo6wTSCNliCQOu1ONtmRswjLQpIkPM3VhYXnu7D97CmQhJ61Jx6WYHrvE/iXb8LbuzhqhSWUhrejHzXchJGIkrlwhMDKbbO2MUZO29u29xMMh1jeFeHsUIwT56e4bks3uulY2OZ+53s9irtYkczo+H2qq0DqbKnBd71IkP0hvB6F7ojEyZTFi/uHeNv1c3cHHBzP21qcHD9JkhYl+2cxoTa214lAynWhWsRJtJOBZNWQgeSohfy9ttrOUV6kNMO1IPcVdNaSvT7MVHlrvT5erGhabPh715G5eIzk4RfsnB0JGq9956J+p6/HXizMDp9GWOasug8u/wDtmVjX38yOdR3sPT7Kd58+yX/a0ATku2GVg2UJ91nvK9GBLXPhKEKAt623pN3pckJnS5C0ZqAbFsfOTdaVqAltuonpQ89jpWKMPvxZjOkJlGADkZ0/V7fvmC8iudzTajuxKYEGdIZndz8UguQRWwEY3nijOyeL5vbb2FCGQMo9I8a0QyDlArQv4+ywyxFLIdoLhJN5FAy++St3P1OYQVBIspJfIK8QJLiYcAoY2eMtSc4Fg0FQFCyPv+YQbQCfxy6k4rFpGo8+jIQguHIroQ3X57fpXm0TGOkk2vBsK998848gt9IHJVf60mcP2l1G/EGCa+rr89+yuo3f/sDideratNJ+KRw5U32L2EpwWhcPDY2jCgOfR7lsffa1oNrwx8sV+SDt2atUalMHsteHsHJKjab2qieWF0biTMU1xqO1qQqvBOjRYSRFRQ5GEIZesbvjEhYHkiQTWLUDgNTpPSW3cQgkX051um65ndNw7Ly9Wm/WoEACCOZUHw456iiQ3swObA4cW9S6LntMfWHfgKuwqoSBHPnQ0xZybdiSd3aI6uWOfMDr/HOQhKGTcVQ5yxbPxlNrBpKlpdDH7O56jt3MIeZTad29hoW5V2532DLWeqcjmqNoWmz4etdiZdNow2ewsmmCa6+pSdExH3haupH9QSw9S3asdHdCx8LmuQIsbA7uvXUVHlXh9ECUM1H72s2lQJqczqBlDVRFpr159niVOb/4xGm9kEjrjEymmZzO8Olv7qlLlzMHkqLi33aXfa8OnsTKpmm87h7ky8DS21hjJza5TCe27MgZ9KkRJNVTNC9xbIFN5RRIjfYcw8qkMDNJ18KmhJcUSLVgiUCqE660IuVyhyRJdtcxB7IMuVUXZxJ4qSEMp6tL6UFJkiQkZECatwIJIRj96bfwWwl0TwPLf+5DRfeWJCsElm8BIHN2/6x9WJrTga327ATJVSAVD+pCCBIHnwFsj3Epi8VCsZidujauaEGSJAbHk+7KxEIg+wIIIZiajP7MKJB+FuCsRpYK0pYkGW97fjXf01ydfe3gqXH2nRgjGtf4wXOn61rgXQ7wda9GCTaCsK5I6+LPCoKrdwCQuXDMHcMdCGFhjJ4F8kqEdcuaADhxPopliZosbJC3sTmd2PIKpDefQHJsUV1hiIR9xFNZ9h6vTKaYpsXwZF6VILK5d7V65RH7nhn5HPOBNnwKYegooUjVVt35QHEsbCWsJSWPa/AkQgg8TR2o4SYgn8k1NJEkldGRJInuttkEUrlFOc1VNC2ufc2BPj2BOT2OmYjmVGIrFv07JUl2x2Zt6OSsvwtTdyfBV0IGkoPmBj9vvdZ+Lz9xcNp2UCQqL/Q59rWuthCKXDzvEqaeV7hd5vlHAMmUjqpItDUF6tblrBBCVjATU5iJKGZiCi4TNWYk14ktVoMCCWaPM054dnD1zqI5j7PfciHasup1xx8jF9wOSxa2WrFEIC3hskXRapIk5/9bXPouQUKIfFvgSmRBjuwRZVbLKsHnUVhtnkIZOYpAQtv2HtTA7ILesTikzx6c1dbVVSB5a58IyGUKtezwGbJjF5EU1Q2pu5IQCnhY0R0B4Pj5uVvEzgXZG0TTTbyWRlNARpHlKypn42cVDoE0Opkiq88eI7wdeRuMp7W6FeOnX7+IblgosoRhWnUv8N5sONbFphvvo/2ej1yx6rMrHWpzN57mDoRpkD53sOhv+sQgIptG8vjwti8DYHl3BK9HIZHOMjyRxMiFaKtVWNigIEg7bZDWDDd09PIgkGwFktBS3LzNfk6f3XMRIco3QRidSmOaFj6vSnNDXgEsX4HZdGrTwgmkzPl897XFXNzMW9iqUyCVCrsO5ixsTih8Z0sQj5qv/crVJQAim0YfL1Y0LTayw6dshbysICkqenT4knyv047eyXsqhDE9gRAC2eNFDkYuyfHUC7dfvYy2pgAjGS/TSQ0zZXfEKgeHQCrVnVEbKiBOW3sX7ZjrhbX9TTQ12F2I6x3fAGCOnUVSPMhhOxw6O3x5KIzroUAyU3HSZw8AFM1LTNNiOtdRtKmMhQ2Kg7RdBdISgVQTlgikJVy+cHKOZCmnSLL/+81QIAnTAEuAJFVFIM1HgdQkpthp7EEA+9VtbLtme8ntfD1rcja2BNkZNra8hW0eCiRPrgvbjBBtR30UXHsNSqC6lsqXGzavsm1sxy/UgUDyBcjqJl6ydDfZ50z2LCmQ3mw0hn00BL0IIdwisxDejn6sbBozGa3q+ZyIpTl+fgpJklAUiaC//gXe5YAr3br4swBJkgis2glA+lSxjS2bs+h4u1a72SeqIrM6dy8ePz+1IAXSaE59FAn7Loucr8JcnRu2dqMqMhdG4pwdmi77GTdUty2ELEv5xR7Pm2/XqBX5fI7JWQtE1UAI4XahWmwbj6MWs7Q0wqq8sCeEyKuF+goIpNw9l8hN+npn5NpUsrAZo2dBCDxN7aiXqP22rdqMIHs8KMHIJVNt+rttAik7em5WjWY4+UdNHVecG8Kjytx32xp0PEymwDAtjAoqpEoEUqF97Uo4D06Xs8WKb1A7VthxFqaJ7AteNgpjRxlUbYi2o0AqDNFOHt+NsCy8HcvdjFh3n0KgKLL7nisFN0h7ahgzac8L1IalDKRasEQgLQGA7373u1xzzTVF//aZz3yGd7/73W/SEeHmIEkz/v+bkYHkhnKWyT9yITnb10YgWbrGhvGnkbEYkrtJ9VxTdjXYtrHZk730mWIbW97CNp8MJGelLz+o69FR0uePIEnQUKb7x5UAJwfp1GC8pDqlFsi+IFrWxCuydDXaq6dLFrbLA32dTg7SbALJyqTs1aZElNjL3yd9/lDZ/Zimxb8+egRVkdixto0PvHXDohR4S1iCg2AuB0kbOmV3HM3Bsaw4CgQH6/rzOUiG4YRoV0kguRlI+mXVgQ0KSYkk4aCXqzbYYffPvHGx7GcGZ0wqnffvlZhNp4SbkBQVYRqY8bk7Us2EMTWMkYja7d9n3DP1huzPdx2eS4VkTI/ljkvB27nS/ffAjO6WTpad+x05ErBUiLYx7GSDXRr1EeRUm/d+lKab77+kqk0l0oYSiiBMk+zI2aK/6bn8oyvJvlaIzata2bS6jYQUYiqecS1FpVAqJwtsgjKdU94FrgD7moPFjG/w9Kyn9R3/5bJTGDsh2vGqu7DlLGy5sH5hmSSPvgxAeOP1RdtGc2raxpAPWS4/V3OeFW3gOEIIJFV1lU5LqA5LBNISLlu4ndZm/P83RYGUyz+S5yQK5qdAir74PQJGlDQBXvFcxzWbuipun7exHShapRTZ+Ydou1Jx03BXExMHnwXA37/5ii1OwA6HbY74ME2LEwu0IQlPwLawkaWtwVYELFnYLg9UykHKTlxEUn0oje1YerZiYPRjL53l/PA0fp/Kb71/J++9Y3EKvCUswYEaacXbscyeCJ3ZB9hqUGey6OspniSv628C4NTFGFqOFK/VwpZMG27+Uddl0IEN8iHaViaFEILbdtpWlP0nx5mKl36v5tt65z6bIxuuxHFZkmS3G5DTJagWpHMqDF/PmirqlYVBkmRkv11rzNWJTbtoq4+8nSuKiL3QTAKpvToFkhACY8Qewy9V/pGDN0O1KUmSm4E208bm2B2vlA5spfCe29aQlkNksianT54ruU0yrbt225624vFKnxzCTMaQVA++7sUlTq8k+Ps3XXYKY4dASmV0dGPuBV13USFnYctcOIqZjKH4g7O6lkbj9v1Ryb4G+WdFj+bUew0tV4Rq7XLCEoG0SBBCoOnmvP5vz7FRvv3UCfYcG533PirlBVwxkBSEsBCGjqWl32QFUnUFqTQPC1vyxGukTr6BJMk8wy5Gk+D3qRU/4+tZW2BjO+v+ez1CtMFWXJnpOKmTbwAQ3npbzfu7nCBJEptW2v7mwwvsxhbNgACCionzjroSw1p/FpEnkGaHuvq6V6MEwohsumJg9PHzUzzxmp2r8f671tESufJsMEu4MhHM2dicbmzZ4TNgmcjBCMqMFsPdrSHCQS+6YXLqoi3BL8yOqfg9/gIFkkMgXQYd2ACXkBCWhcim6WkPs2ZZM0IInt87OGt7IQSDY7b6pWeWAunKfHbdfI5o7QRS5sJR4NKpMBzLoZmurEByw4171xf9e2BGreOQgA5cZXS2OC/FnJ7ASkZBVvB2rar5uK9E+J0cpKGZBJJ9n3iarlwCqa0pQHd/HwAHD5wqSSw4RHFrY2BWjZzJKYr9vWsXpdHLEuqHgE/Fo9qLr9XY2FwLWyaJEBbJIy8CEFx37axuug7B6OQslcPMboXKkn2tZlSepS5hXhBC8Pff3MvZodrzVtKawchk2pbUSRKdLYFZL9i5vx9W9jbysfftqAuj+t/+239jcnIS0zTZs2cP69at40//9E/ZsGHDgvddEZYJpo6wJPTYqDuIcIkVSMI0EKYJUhVWJSdEu0oCSY+OEn3xewCcb9zJ/sEwspzliw8dIOhTy6oeHBtb8vhrpM/ux9dtF1D5DKR5WNgUFUlREKaJpWukju1GmAbejv6iAOIrFZtWtPDcnoscOTPpPl/zwXDcJmfbggXE4lLBclnAsT8MTyTRDatoQu0ERmtDp/B1ry65IpdI63z1saMgBNdv6WbHuiu3IF/ClYfAyu3EXnmY7OgFjOkJt0W52rlq1nglSRLr+pt54+gIZ4ftfCBFrjYDKadAyuiMTtqLDpeLhU1SPMgeL5aexcokkX1Bbt3Zy8kLU7x8cIi3Xb8cr0dxt59OZkmks3b3rtacAimbt5xfiXBXx2O1EUhmOoE+Zqs3LlUbc1sdMFpRgSRM3VV8zrSbOXZKgJZIYFYOl6uMNooJJG0wp2jqWH5FWhXnA0dZo49fxNJSyL6grcRyMpCuYJU4wIZNqzh5bjdyOsqTr17g7TesKPr7TKtqIZJHX8JMRpH9DbP+toTLC5IkEQl5mYiliSWytDZWXvC2rbL23Do7cpbMwAkkCUIbrp+1rWNhm0uBJAcj7nsGuGQZaj9LWFIgLRLmy9tksrZ6SJElOwwxe+k7jpXCM888w5133snDDz/MihUr+PCHP4ymVZegP28451BWQQiEZQAgLnEXNiewUFI9eVtdWeQUSFVkIAlDZ/Lpf0cYOr6e1US7dqHIEl0twapaeuZtbPtdG5tDIEne2hVIUCAXTydI5Fj+hq23/UxIO1f3NeFRZWKJLIPj1XWNKYWLU/b91+S3ELl74z9KAXu5o7nBDgK2LOFmuxSikvVACME3fnyM6aRGR0uQ+25fksEv4dJCCTa4uTWp03vJFBBIpbBuWZP9P3KKY7VKBZIzaZ+Ka0xO2wRSV+vlYWGDvGXBzOXqbF7ZSkskQCqj89qRkaJtHfVRe3PAJZYcsuFKDNEG8Lid2GojkP7/7d15fBN1/j/w18zkbNMjhbb0hLaUq7SC5RAUEdBlZRW0Kq43q4uwCN4uiNfPYxHU9ULUvfzqAq6Kgiuynqh4gICIXOVupZSWXvRImnvm8/sjzbShV9KmzSR9Px8PHtokM/lM3mkzec/78/7YSw+DMUDdLwlCZExPDK0Vz8IaHSWQHBUn3Ktj6Q1Qx3lPz295gfTsBtpAi3MSx9kJJPfvxtlTO8OZEBkDdWw8GAPsTf2fJKsJksMOjuPkqY+hShfbD7FRWkSyRmzeWYKaeqvX/aXyVFXv94lp/7ewnjgA0VwH0y9fdNjfkCiDp5G2p2KoIxwvyJWOpt1fAgC0qcOgamPVNHkKm6Hz2SKqFhV71EDbf1SB1AM4jsOi2aPgcPlfKVNYVINV7++Bze6CTqvCHVefgxGZvr+xGWMQRRF6rTqgX/rPOecc3HDDDQCAxYsX47zzzsO+fftaNd4OJF4TAVEwu6escRw4lRbM4ej9CiRPA21fpin5UYFUt30jnGdOQ9BHIm7ydTin3IFvdpehvtHh05Ke2qTB4LU6iBb3NDZtUma3KpAAd48nCRaYD26FZLdCFRUH3UDlzJ3uDrWKR2ZyFI6WmlFYVNPmVazOSBJDSY0TqQAMKrHFaj+UQFICjuOQkmDA0ZJalFaakJbo+9XI7/eU4UBRNQSBx80zRkDbosqBkN6izxwF26mjsBzeDpe5DgAgJAxq87GeRtoeqg6ahrbkSSBVNCVZDREar0qQYON1kYDpjNyYmec5TBqdgv9uOYZvfzmFCblJ8vlNWXXrqgTPdCdeE5p/l1suMe0P60l3/yN9L1UfAS2SfR1MYfNMX9OmZDe3Imii06hgtYuwOVxt71/jaaLd/EWTiS44ynu/gbYSaJOz4ayrgr3sGPQDR8LV1EBbiIprNZ0n1KgMcdBrVYjX2uESJXy45ThumzlSvt+TLE5pmubIRCdMe75G7Q/rAYmB0+rl/oZK6vlDWvNMMav3tZG2zgDR2ghbU/8vw/CJbT6u3uxo2n/nf/tVMfFwVLkXZxCiWyejSMeoAqmHcBwHrVrw+9/ooQm4+/ejcfW0bNz9+9EYPTShS/sJdMVIamqq/P9GoxFarRaVlf6d3PiL1+qhjkmAEBkLdUyC3Nent5toe6Yp+bRUu6cHktPR4RK8luI98ioCxsnXQYiI9ntJT05QQZ/u/nC1/upejU1ydH0VNqA5EWL19D4aOanVCV8oG9rUePZAcU2Xtq+staDBwYEDoIWjRXIxNKdKhKOOGmm3p6zKjI++dU+xuPyCzC4lFwkJBP2gkeAElZw8UsUlyV/Sz2aM1iHe2Py33tcKpLOnCSll+poHLzfSbv4dHp8zAFqNChU1jThS0rw6mdxAu0VTXU8FcKgm9j0JJNFi8rmfIhNdsHv6DKX13ipUbcXqbPK42kj2FBbXoKrWgjqTHVt+Pon9x6u97m+ribajsgTMZQenjYQqruMFR8KNp3efp5G2Z5qjKoT7H3kIUXEAOMRHAhrOhf3Hq3GwqWel0yWh4kxTAinBAPvpYlR++BIadn/pnh2gca+Q3FF/Q6IcnkbaDY2+zWSRW5gAUEUZoU1tO3Hs6xQ2wD1VWHJYITbWwdXQvd6ofVH4fDMMIz25rGN7YmNjYbVa4XQ65dvq6+thNLqvcJ440bwqQk1NDex2OxITE3t8XLxWD5UhFrxW79VEu7eahDNJAhPdr4kvFUgcmhN37VUhuRpqUPf9+wCAqLyLvE6q/I2912pskgjJ3tQ8tAtNtIEWDSsZA6/VIyK75yrMgiE7LRoAcOK0CWaLb1c+Wio6VQ87p3VXpzhtNIVNgTx9kHxNIDmcIv79v4NwiRJGZPTDhU2rPhESDLxGD13aMPnEltd3XEXXsgpJJfiaQPIuPldaAknwrLrTYml4vVaFcSPc5xzf7j4l3352A22guVolVP8u8xq9PDXM12ls9opfITnsEPSRUMendr5BgPBtxKol0WqCo8bd/LytaqFjpXXgeQ5ajQBRZK2m7nsuzrSsQPJUNKkSM8LqApcvtElZ4DgOzrpKiI31cpXa2U2BQxGv1oLXRUAlCJg8zP2+2rDlGFyihNM1jZAkhmgtA/ZuQtWm1+Csq4SgN6D/9NuQeM2DiD2/QFHL1ZP2RUe6/zY3mH2sQNIb5M9EdXxam7/3ksTkKXGdTWED3C0/XPWVEM11qP3mbZr66Ke+9ZeXtGvUqFHQarV4/vnnUVFRgR9//BEbN27EpEmTAAD79+/HmjVrcOrUKaxYsQLp6enIzc3t3UF6+g8xyD0fehpz2QEGcIIATvBhSgvHgRPcJ+dtXTlkogtnvlkLyWGHJmEgovOnd2t82uTB4DU6iBYTbCcPyrd3eQpby+V1h00I2RPw9sREatzlz4zh4K/+X3EoOlUPJ9TQagQwBoiN7kb5VIGkHJ4KpLIqM0Sx82rFD7ccR8WZRkRFaHDdb4aGRb8vEtoEg1E+sbUe3gFn2eF2HzukqaoSAFSCb+/dsyuQlNT/CGheiU08KylxwagUgONQWFyDyloLnC4RlbXuadstqwbDYWpx8zQ23xJItqbpa7rU4b2aVPEkukRr2wl7+yl3ryJ1vySvKgKPwamxiI3SQq3iode1nrrf1hQ2TwNt1YC+V2nCayOg7u++yGEvPyZPYQv1Btoenr425w+OgCFCg6paC77dXYqyKjNSxZOYYf8EjYe2AwAih4xB4lX3IyJzFCIGtt/fkCiPv1PYRJvZ/ZnYWIfGA9+3mewxWRzyAjlREZ2fk0s2s3vqo1oDyWmXG/0T31ACiQAA4uLisGrVKmzfvh3Tp0/H4sWLUVBQgJtvvhkAMG3aNHz99deYMWMGSkpKsGrVKmg0vfulmeP45u7kHUwPCyRPh35/TkQ9K7+0POHxqP/pEziqSsFr9Yibcj04vnt9VjhBBV3Tcr2eD1VerenyfkWrCWJjHZjLDsOI87s1NqUakeHuKXagyP9pbMdP1UPiBGj17govz0lzqK72E476x+ih1ajgEiVUNH25bM+eo1XYtq8M4DjceOlwGHw46SCkx4lNC0Wo1WCSC67KX9t96ODUWNjsImpNdpzysepO4DmvZbCVVoHUXNXifTwJxgiMGOT+gvnd7lMor24EYwyRerU8JQIAmDyFLTSbaANdSSAdAgDo0nuv/xHQYgqbve0KJFsH09cAdDp1v3kKm/tcTLQ1wlnt7lvSXnP5cNc8je14ixXYQn8KG+BOngOAYK/HzEnu+G7ZehC2H97GROdWRPI2qGL6I/7S22GcNLvLF0tJcMVE+t5EG3AvOgSJgddHyX2uzlZntsNqd8Fqd6HQhzYV+ow8CJHR4AQVTX3sAmqiTWQTJkzA+vXr27wvOjoay5cv7+URtcbxPJgogkmiXOnTk1gXrmTK08AcNkDdfFXUWlII8/7vAADGSbMDtmykPiMPlmM/w37KfZW6qx+o1pIDsBbtgWS3gjltcFSXhOXVnBEZcfhyZwkOnaiFKEoQfJz2UdtgQ53JBo7joDMYwCwN8n2UQFIOnueQmmDA8dI6lFaakdy/7f4xtSYb3vvS/eVmSn5qq4bEhASLNjUbKkMcJKcNvEYPVTtNtAF3VWRNgxUOp4SN3xdh2KA4n6ZAR+rUsNndjYuVV4Hk6avTOgF84egUFBbXYOfBCsTFuBNEyfEGr8rB5r6FYVCB1NB5AslVXwVXfTU4noc2Obunh+ZFTva1UYHEGJOrhbQpQ9vdx8is/u2+Zz0xZKLL3eep7CgYA1TGAZ1O7wxX2uRsmPZuge3UIYgW9+seDj2QgOYKJJepFueOjUfx1s1IqvoRqkYXGDhIWRcg8dIrQ75heF8XbdDAaneh6FQ99h+vln//GWNwiQw2hwt2h7u5vs0hwhk3CirtLohOFyRBi19qIlD7zTHYHCLsTY/99XQDKs5YwXHAS+/u7rSXrD49BwlX3gN7+XFok7LC8vtOT6IEEgktPO++OtsLFUiMSWBOm7tptx9T5ni1FgzeTR/FxnrUfvsuAMCQcz70AVzZTJeSDV6jlZe55brY/8hefhzgOPCGWEB0hu1KFqkJBhgiNDBbHCgqq0d2mm+Jg6Kyenl7lS4CzhYJJN6XFfpIr5ETSBVmjGujn+y+Y9V4c1MhGq0ODEk3YsbEjN4fJCHt0KfnIH7mQtjLj0OdkAGnMa3dxx4rrYNK4GGI0MDhFHGstM6nBFKEToWaevd0tqgIZX0Z66iqZUi6EYn9IlFR04gvd5QAQKskcThMYVM3JQScPlQgWUvc09e0SVnylK/e4pnCJjlsYKLL68Keq7YcosUMTqWGNnFgl/bfMobMaZcbcvd2okxJNImDwAmCnDzidREQdMpKAneVYIiD5LDCfOA7WIv3YqxYi9NwoZIZ8Y1rFGYlTaDkURgorTSh4owVjDE8/s8fMSgpGhq1AJvDBUlq+/tWMpuGBFaJSikBZYdVAEq97q812cEYQ3SkOznly2ehPj0nLL/n9AZFJ5Cqq6vx6KOPYtu2bcjIyMCyZcswbNiwTrcTRRHPPfcc1q9fj4iICDzwwAOYMWNGL4w4PCmh8kjWNLe/N1Zik6xmd9kkAJepBhwv+NScmldpIKK5iTaTJNR+8zYkuxWa/imIGRvY9yInqKFLHwHLsd3u5+9iBZI2KQu8NgKSw33VO1zLOXmew4hBcdhReBoHis74nkA65U4gZabEgG/0fo2pAklZmhtpm1rd98uRKjyzeicsNhd4nsNNlw73ufkwIb3Fc2IriiKcptbvY4/BqbGI1Kthtbug17buIdMem92FWpMdsQat4vp+eb4Mt1XVwnEcLhyVgnWbj8Bic38+e/qeAe4r2J7P3rCoQKqvAmNSh32NPP0PdWm9O30NADiNDhzHgTEGydYIITKmeVyeZE9SZpe/9HO8AE5QgYkuSE47bKWeiqYh8H8ZjPDAqzTQxKfDfroYQHg00PYQG+vcjcElBvAcNHEpOJV4Ad4+FAWJAWs+PYT+sfpeXWSIBF7JaRMABoHn4HRJqKqzwnjWymlajcq9srhGgE4jQKcZCZdGQJJGQIZGBZ3Gveq4TquCViOgvNqMDd8ch0uU/PosJF2j2AQSYwwLFy4EALz//vvYu3cvFixYgI0bNyIysuNM+4svvoj//ve/WLlyJdRqNRYtWoSBAwciJ4eyjKGO43gwoFcqkOTyeZ4HGIPktPu2ullTMsFzFdT8y5ewny4Gr9YgbsoNPXL1xD2NrXsJJH16DuIvv6NPlHOOyOyHHYWnUVhcgysm+5YoO94ygXTirAQSNdFWFM8XylNVZkgSA89zkCSGXYcq8MbGA7DYXBB4DmoVj6o6a5BHS0jXeXrIHCutw+DUWJ++WO0/Xo29x2tgs7twyFHrNYVACeRpUfa2e5iNGZ6ITT8Uo6beCptD9F5RU3TJq7RyvVyNE0iCweiesu9yQTTXQxXV9oUOyW6FoymREJQEEseD10dCtJghnpVAspd23P/IV7xGB9FqhqOqBKKlAZyggiZhEBzWtle67Qu0ydlyAilcGmgDTQuTSAzgBXAcEDFsPCTHKHCHjyA2Ug2bw7fKEqJsg1NjERetQ6PNhSi1gJt+Oxw5Wf2ga0oMadQCeN7/CxtZKbF+fRaSrlNsAunnn3/G7t27sWnTJmRlZSErKwsff/wxvvzyS8yaNavd7RwOB9asWYMHHngA48aNAwDcfPPNePvtt/GXv/yly+MRPU0t27idMSb/CzbPGJQwlh7B8wAYmCT17DEyBiY6m/4fAM+BU2s6fE75PSBoADCIdgscZcfg2PsVOADRE64EF2ls973UHeoBg91X6GwmiI0NXX4OTcowaFLcVX49Mc5gEkVR/jc4NRo8z6HyjAWnq82IN3acGGy0OnG62j2dYmCiAa4yLdxvDHcjc4mhufEt8UnLeARav2gtVAIPu0PE6Rozahts2PTDryirdi8FLAgc1E3TfjKTo8Puvd4dPRkX4j9f4jF8kBHDBxnlx3fmSEktmOS++ssYw5GSWnl7JWBqHQD3RRuX3QZO5X3RReCBtEQDCovPgDGGNZ8eRFy0FjmZ/SDaLPD8bZY4d8/EQOut3xEhqh9c9ZVw1J4GFxHd5mOsJw+CMQmqmARwkbFB+b3ltJGAxQRXYz2E2EQAAHM5YK8oBsCgHjC4e+NSqQEwWIr2AGDQJA6CxPF9+u+UekAmJIcFzGmH6HAE/XUI1O+ENj0H/O4vwEQnBJ0B2rQRGOYywhitg83hgk6jos9sHyj9c3z4ICPuunYUjpXWY3BqDHIy+3ndz5jUpVNqfz8Le5vS4+IPxSaQCgsLkZycjMGDB8u3jR49Gnv27OkwgVRcXAyLxSIvP+/Z7qOPPuryWCRJgqmdEnKHw71soJLeEFIvTO8KFgbO3V9IdPXoF3bmsLpPQVUacNpId/JI0HQYY08y0ck4MFGEtboM9lNfgxdFaDJHwxWf1e77qLucZYfhaqgCc9jQeGQHuKwxUCe337SyL5IkCTabuwk2z/NIi49AUVkDfj54ChNzEzvc9tCJOkiSiH4xOjDRDicT5PcCJ2h6LK7h7Ox4BFpCrBZHTtbjiX/+CFFi0GvdpdAX56ciNkqLk5VmZCRFIT2e4tdST8eF+Kcn4pEcp4YhQgWrXYReKyA5Tq2o3wHGGET3Bz0aqivAt6hq8dCqGBgYDHoVrHYXDhyvQHq8BqLpDERRBKfSwGxue2Ww7uqt3xFJHw3xTDlMFSfhiE5q8zHmX76G01QLLj4jaDEUm86NzLXV8jid5cfgctjBR0TDwuvAdWNsItyft5aSQjBRhBSXDrPZ3Kf/TjlqKtwrsEkSTHu/AkvKDuo5X8B+J4xpiPzN7XBV/gpVwiA4jWlIB/DHy7JRXG6iz2wfhcLneHq8Bunx7uq5vhJPpcdFkiSfx6XYBJLJZEJ6errXbTExMTh48GCn2wmCgLS05qaT0dHRqKio6PJYeJ5HVFTbqz3YbDZUV1dDEAQIQveWZA8ET4UMz/OK62sQCJIggAHgwHr09XY5LOAA8BHRENq58nc2QRDcK3RFRsEhCBBL9oGXJGjiBiB+0tU9Os2pof60u1eAIQ5wOaCqP42ooWN67PlCkSfBZzAYIAgC8oYk4tfTjSiusGL6xI5Xc6moqwbPCxgysB+ioqLARcfC1fT+E3QR7f59IO07Ox6BptdrUF3vbqrI8xwuGZuGG347DJF6dzXDhIA/Y3jo6bgQ//REPMaOjEJERES7V3+VwBoZDcnSgAgVoG7j72v+8GT8sK8KNocLeo0KOVmJiIqKgtNhglUQwOsje+zvcm/9jrD+KZBOH4PaYW7zWGwlhXAe/wlMdMFVvBvq3EnQpbexakAPc0XFglUL0HESIpvG2XDwFARBgD59OKKjfTuHao8jIhIOk+BuXSAIiMnKBW8w9Om/Uw2mSnc7BI0aHFjQz/kC+jsxdIz7XwtjR0Zh7Mju7bYvoc9xZVJ6XPxJaik2gaRSqaDVejfU0ul0sFjanhPfcjuNxvuLul6v73S7zrQXaE/SwPNPKZQ2noDhBQAcIEk9dnySywHmdAIcB0Fn8Pl5PK+5oNG5VyRx2gC1HsYpN0LVxZXRfKVLGQyTpwG2Vg9dymBF/nEKNk+iVxAE5GbFY+N3RSg6VQ+ni0Gnbf/PYXF5AzjOPW9bEASo9AYA7vcFr9HSa91FLeMRaDqNCgBDVIQaEgOS4g2INoRuT5Te1JNxIf7riXjkZScgL1u5S38LegMkiwlw2to87rzsBNz9+9a9n1yiEwAHXt2zf5d743dEY0xEIzhIDdVtPo+zshhMEgFeBSY64awsRmRGbo+Npz2qiGgAHJjDIo/TUX4UAAd92rBuv0a8Rg/P560QEQVtv2RIktSn/07pUgZDiIhuWvREp4hzvr4cDyWieChTuMRFsQkko9GI6upqr9vMZnOr5FBb21mtVpjNZhgM7kaMJpOp0+1IaJBXIunBJtqelV94jR5cF37BXaYzTatISOB0LogNNUC/5EAP00tfaoAdKPFGPeKNEaiqteBwSS3OyW67EaXDKeJkhbu8NjPFPZWCa5EQ5FShu9JPODtvZBK2HzgNq92FCB2tyEFIKBG0kXACkGytV2LzGJnVv1WjVMlpg+SwwlVfBWvJgZD+LPQ0R3bWV7V5vyYxA+A4QBKDunIqf9aqeWJjPZy1le6K7OTs7u+/xWp62pQh4Xlx1E90zkcICSblTcBrMmrUKBw9ehQNDQ3ybfv27UNSUtvzwD3S0tLQv39/7Nq1y6/tSIhoKq9jPdTniUmSvPILrzd08uh29iE6AcbAR8QAYHCcLgrgCNunT89B7PiZdCLhhxEZ7qkbhUU17T6m5LQJksQQbdAiLtpdwcJrmldh49SUnFYiz+pUV0/Nxl3XjqYVOQgJIXJSwuZf9bj91BG46ivhrC5F1cZVsJYc6Inh9Qp1rLtCTGysl1d1bUmXPBiqmAQIhlj0/92fgvbZL3hWzWtK9tlOuVdfU8endnlV2Ja4Fgmk7q7oFk7onI8QEiyKTSBlZ2cjMzMTzz//PCRJwoEDB/D5559j6tSpkCQJDQ1trzTF8zxmzJiBl19+GWazGbW1tXjzzTcxderUIBwFCbSWFUg9sQqbZG8EGMCpVF3uWaRLHQpVdH+ASeDUOmgGZAZ4lCRQcjLjAACFxWcgSW2/n46fqgcAZKXEyFc++RYVSHwP9rYi3TMyqz+umDyYkkeEhBhPAkm0+dcI215RDEgMnEYPyWGDvfx4TwyvV/DaCAg6dwLG1VDd6n7mdIDX6KEyGKEf1PtT1zzOjpW9KYGkSw5MsodTayE5rBAb69xT9gghhASVYhNIAPD0009j8+bNmDhxImbPno2ZM2fiwgsvRFlZGcaOHYsjR460ud2dd94JtVqNCy+8EFOnToVOp8P8+fN7efShZf369Rg6dCiGDRuG8ePHY+HChTh69Giwh9Wap8EXAxDgBBJjDJLVfQLE+9H76Gy65GzEX34HYs6bhchpfwhKU0vim8zkGGg1KpitDnma2tmKTtUBADKSm1cCanlVteXVUUIIId3Hn1XV4itOUAM8B+ZygNfogjatK1A809hcbUxjYy4HAIBTqYM6rYvXuxtnSzYzGJPkCiRtamBWBRNNNXDVV0K0NKDm8zdCuqqMEELCgWJ7IAHAiBEj8Nlnn2Hnzp0wGo3Iy8sDAKSmpuLw4cPtbhcVFYW3334bu3btgsPhwLhx46BWq3tr2ADcyQjPh7u/bCcPwn66CNoBmdClDff7eSVRAs/r/D6hMBgM+PLLL/Hrr7/i+eefx/XXX4+NGzdiwIABfu2nJ3Ec757zz1hTH6TA5UCZ0w4mugCe63bZtT49B5qUYX1macpQJQg8hg00Ys/RKhQW12BgkvdqMaLEcOK0O4ZZKS0TSC17IFEFEiGEBFLzFDb/KpDAGFQxCdAPzIFh5KSQn96jiomHveIEXHWVre6TXE4AwZ9GLbTogeSsPgXJbgWv0UITn9bJlr5hkgQwBiEqTq4q06QMC8i+CSGE+E/RCSQAiIiIwOTJk/3ejud5jB07tgdG1DnGGKo+fhWOyhN+b+tu/lgJSAzgOahiEppWoPD52QEAmsRBiP/dAr+SSBzHwWg0wmg04h//+AcuvvhivP3227j33nv9PIqexfE8mCiCSSI4IXBvYc+VTl4bCc6PpQxJaMvJ7Ic9R6twoOgMLp2Y4XXfqUoT7A4XdFoVBvSLlG/n1O4ELWMs6CfvhBASbuSkhB8VSIwxuOoqwGv0iJ1wBdRG5Vz86ipVjLsPUscVSMH9DJKrxZwO2Jqqg7TJg8HxgVllKHLYeFiO/iSvOBbqVWWEEBLq6FtyD+lqNTFz2puSRwIgMffPQaDT6TBx4kTs3r0bAPD222/jN7/5DcaOHYu77roLVVXuk5nbb78dL7zwAgBgwoQJePrppwEAU6ZMwaZNm7B+/XpMnToVW7duxaWXXopRo0bhjjvugN3ejePiA78SGxNdkBw29+51kZ08moST4YPiAI7DqSoT6kze78uiMncT/4zkGPB88y81x3FyFRJPq7ARQkhAeZIS/vRAEs11kJwOcDwvT/0KdarYpilsbfVAUkgCidPo5ItuluPuc0ZtAJtde1Yci514BeIvvyPkq8oIISTUKb4CKRRxHIf+v1vQpSlstpMHUf2/v0Fy2sCrdeg/Y55f09gYYxBFCSqt/1PYzjZgwADs3bsX69atwwsvvIBnn30WmZmZePrpp3H77bdj3bp1yMvLw+HDh1FdXY3MzEwcPXoUFosF5eXlyMvLw86dO1FbW4sVK1ZgxYoVaGxsxNy5c7Fp0yYUFBR0bWBc4FdiE21NzbM1WvCq3p3uSILLEKHBoAHR+LW8Hgd/rcGE3GT5vuKmBtqZLfofeUiiC2JjHZxtnNgTQgjpOr6pebQ/U9hcdRUAAFVM/4BVvwRbyx5IjDGv8zrPBUYuyBcxOI4DrzNAtDTAZaoFAOhSAtP/yEOfnkOJI0IIUQhKIPUQjuO61Fw3InMU4mcuhL38OLRJWX5/YDLGwHgxIA0VPft48803MWfOHFx00UUAgOXLl+O8887D9u3bkZubi//97384cuQIRo8eja1bt6KoqAixsbFIS0vDzp07YbFY8MQTT8g9rHJyclBWVtb1cfG8e6JegCqQGJPkk1SBqo/6pBEZcfi1vB4His7ICSTGGIo8K7CleieQrCUH4KgoBnM6YfplMyKyRtHJLSGEBIjcA8ludU9X9yEh5Kw9DQBhMXXNQxXVDxzPQ3I6IFkaIEQ2fxZ5LlIq4aIXr4+EaHFX7Kqi+0EVFRfkERFCCOkpNIVNgfTpOYgdPzPoX0grKysRHx+PU6dOYdCgQfLtMTExMBqNKCsrQ15eHkpKSlBYWIisrCxER0fjp59+kpNFABAdHY1zzjlH/lmj0YB1ZwU1zn0iGagKJMluBSQJEARwfvWbIuFiRGY/AMCRklo4Xe5lgqtqrTBbHVAJPFITorweby8/Lk81ZaIrpJeKJoQQpeF1kXIrAMlu8Wkbp6cCKTaxp4bV6zhegNCUjHGe1UibKaSJNgAITVMOAUAXoNXXCCGEKBMlkEibHA4HfvjhB4wbNw6pqakoLi6W76uvr0dtbS1SU1NhNBqRlJSETz/9FFlZWcjKysLHH3/slUCKiopq6ym6TG5wLYkB2V/L6qNgLoVLgie5fyRiDFo4XSKOnXRXHRWVuf+bPiAaapX3n0ptUhaEiGhwKhUEvYGaehJCSABxHA9O6980Ns8UtnCqQAIAtWcaW4N3I21JIT2QAO/ekdqU7CCOhBBCSE+jBBKRMcZQW1uLX375BfPnzwdjDDfccANuueUWvPXWW9iyZQtKSkrw4IMPYtiwYfIqd3l5edi3bx8yMzORmZmJffv2ITc3t+cGygWuibbkdIA5HQBHzbP7Mo7jMCLDXYVUWFwDAPL0tcyU1v2P9Ok5iJ+1CMZJ11BTT0II6QG8HwkkxiQ4a8OvAgnw7oPUUnMPJAUkkPQGSA4rREu9+5yKEEJI2KIEEpGZzWZMmDABf/rTn9CvXz+8++67iIuLwzXXXIN77rkHTz31FK666iqoVCr87W9/g0rlbqGVl5eHxMREGAwGZGVlybf1GD5wTbQ9SwTzGn3YNN0kXZPTNI3tQHGNV/+jthpoA8qZakoIIeFIkFdiM3f6WNFcB+ZyghMEqKL79fTQepUqJgFAGwkkTwWSAqawiY0NcNVXQrLUo/rTf8BaciDYQyKEENJDqIk2AQAUFBR0uCra9ddfj+uvv77N+2655RbccsstAIDzzjsPhw8f7nC/q1ev7tZYuQBVIDFJlHsr8HpDJ48m4S47LRYqgUdtgw2HS2pRU28FOA6DkqODPTRCCOlzeH1TI21b5z2QPA20VTHxYXcxqN0KJE8PJCH4CSRerQHH8RBi4iFZzbCXH6eLK4QQEqaoAomEngBVIEl2C8AATqVWRAk4CS6NWsCQdCMAYNP37p5fyf0joddSnp0QQnobr/UkkDqvQJL7H4XZ9DWgOYEkmmvlpBEAeaoYr4AKJN3AHAgGIySrGbxGR30BCSEkjNE3IxJyWlYgMca61PiaMQbJ2jR9jZpnkyYjMvqhsLgGpZUmAEBWG/2PCCGE9Dy+aQqbLz2Q5AokY/glkHhdJHitHpLdCldDFdRxyQAAyaWcHkj69BzEX34H7OXHoU3KouojQggJY5RAIqHHswobg3saG+d/uTpz2sFEEeA5uVEnISMy4rx+bquBNiGEkJ4n6DwVSJ0nkFxNS9yHYwUSx3FQxcTDUVkCZ31zAokpaBU2wJ1EosQRIYSEP5rCRkIOx/GAp2Koi9PY5ObZ2khwPP0aEDdjtA7J/Q2w2l2oNdlhd4jBHhIhhPRJvI8JJMYkOD1T2IwDenxcwdBWHyTPFDYlNNEmhBDSd9A3ZxKSPEkf1oVG2kx0QXLYADRf4STEIzZai4ozVtSb7fjnR/ux/3h1sIdECCF9jieB1NkqbKKpFszlAieoIITZCmwe6rYSSGJTE22VOihjIoQQ0jdRAomEJk/VUBcqkERbo7t5tkZLJ16klQitChyAfjE6WO0uHCutC/aQCCGkz2muQOp4FTZnXVP/o9j45h6JYabDCiSVNihjIoQQ0jeF5yctCX9c1yqQGJPkcnihqUEnIS2dkx2PfrE62Bwi9FoVBqfGBntIhBDS5zQ30TaDMdbu41y14bsCm0fLBJLntfD0QFLCKmyEEEL6DmqiTUISx/NggN8VSJLd6t5GEMBpdD0yNhLaRmb1x13Xjsax0joMTo3FyKz+wR4SIYT0OZ4p5kySwJw2cBp9m49zNiWQVOGcQIruB47jIDnskKwmCBHRkBTWRJsQQkjfQAkkEpqaVl7ztwLJ0zxb0EWC8zTiJuQsI7P6U+KIEEKCiFOpwas1kJwOSLZG8O0lkJqmsIVrA20A4AQ1hCgjXA1n4KqvghAR3WIKGyWQCCGE9B6awkZkx44dw5w5czB69GhcfPHFWL16tdf927dvx9ChQzvdz/r16zF16tSeGiaA5ibakHxfJUtyOsCcToBr7q1ACCGEEGXqbCU2xiS46tx9gdTG8K1AAs6exiaBiS4AlEAihBDSuyiBRAAADocDf/zjH5GXl4dPP/0Ud999N5YtW4Zt27bJj8nPz8fOnTuDOMoWPI0y/ahA8lQf8Vo9OF7oiVERQgghJEA6W4lNbKgBE5tWYIuK682h9TpPAslZXwnmcsq3c9QDiRBCSC+iKWw9hDEGp+js/IFtOFR1DEW1J5FpTMOw+MF+P68oidDxOr+maB07dgzl5eW44YYbkJiYiMsuuwy7d+9GaWmp/BiVSoXo6Gi/xtNTPBVIzMceSEwSIdndK7nw1DybEEIIUTxe2/FKbM46TwPthLBdgc1DHZMAoKkCyTN9jXNPbyOEEEJ6CyWQegBjDK/tXI2SulN+b2t12lBlOQOJSeA5HvERcdCr/Wv2zBjDIGMq5o+9yeckUlJSEiIiIvDCCy9g6dKliI6OxiOPPOL1mO3bt+Pmm2/G4cOHvW6vr6/H448/ji1btiApKQkTJ070ur+yslKuZoqMjMSf/vQnXHPNNX4dUyt+ViBJNgvA3D0VqNybEEIIUb7OprDJDbTDfPoaAKhaJpBaNNCmfo6EEEJ6EyWQegiHrn2g20UHJCZB4ASITIRddPidQOoKo9GIVatWYenSpZg8eTIKCgpw++23IzGx85OyJ598EkePHsU777yDqqoqLFq0CDExMQAASZLwpz/9CQaDAevWrcORI0dw5513Ij09HePHj+/6gP2oQGKMNU9f01PzbEIIISQUCHp3xbDUzhQ2V21TA+0wXoHNwzOFTTTVyhXVdEGMEEJIb6MEUg/gOA7zx97YpSlsh6qO4e+73obNZYdOpcXt+df7NY1NnsKm9m8KGwBMnDgRX3zxBT799FO8/vrr2LRpE/7v//4Pw4cPb3cbSZLw6aef4plnnkF2djays7Mxe/ZsfPbZZwCAvXv3Yv/+/di4cSPS09ORnp6O8847D5988km3Ekhc0ypsYBIYYx0eK3PawEQR4Dnw2oguPychhBBCeo/nM1tsrwKpru9UIPF6A3iNFpLDDueZcgDuqmpCCCGkN1ECqYdwHAdNF64M5SWNwIJxt6Co9gQyjQMxIiHbr+0ZYxBF0e/kUUVFBUwmEwYPHozLL78c06dPx5w5c7BixQq8+eab7W535swZOJ1OpKamyrelp6fL/19WVgYAuP766+XbbDYbeL6bvQo82zO4p7Fx7TfFFq3uE09eGxn2PRIIIYSQcOHpWdhWBRKTRLjqm1Zgix3Qq+MKBo7joIqJh6OqFM4ad39KqkAihBDS2yiBpEAjErL9Thx11yeffIK33noLX3/9NQBAo9Fg4sSJ+Oqrrzrczmg0QqVS4fTp08jLywMAnDrV3PspJSUFgiDg/fffh0rlfrvZ7Xb5/7uK4zh390jGAEkC2llVjYkuMKcNACA09VIghBBCiPLx+vabaLtMNWCiCE6lhhBl7O2hBYUngeSocZ9n0QpshBBCehuVYxAAwKRJk1BVVYVVq1ahoqICP/30E9atW4epU6d2uJ0gCLjkkkvw+uuv4/jx49i+fTvee+89+f7c3FyMGDECa9euBc/zsNvtuP/++/Gvf/2r22OWV2LroJG2aDO7m2drtFTqTQghhISQ5lXYWlcguWr7zgpsHp4+SM4azxQ2SiARQgjpXX3jE5d0KisrC6tWrcLmzZsxffp0/PnPf8YVV1yBefPmdbrto48+itTUVMyePRt/+ctf8Nvf/la+j+d5vPrqq6iqqsKVV16JG264Abm5uXjwwQe7P2jPNLZ2GmkzJslXLYWmMnhCCCGEhAahg1XY5BXY+kADbQ9100psTHQBAHhKIBFCCOllNIWNyCZPnozJkye3e//48eNx+PDhVrfHxcXh5Zdfbne7hIQEvPjii4EYojeu4wokyW4FJAmcIIDT9PxKdoQQQggJHLkHktMBJjrBCc2VxK6mBtpqY/j3P/LwVCB5UAUSIYSQ3kYVSCRkcZ1UIHlK3nldpN9NxQkhhBASXJxGJ3/Wn90HyVl7GgCg7gMrsHmoovuj5ekMJZAIIYT0NkogkdDVtPIaY2KruySnA8zpBDh3AokQQgghoYXjOPC6CABNPQ2btFyBrS9NYeNUagiG5obh1ESbEEJIb6MEEglZHVUgydVHWj24dlZoI4QQQoiyydPYWvRBcjVUg0kSeLUGgiE2SCMLjpbT2KgCiRBCSG+jBBIJXZ5VV87qgcQkEZLdXerOU/NsQgghJGTxbTTSdskNtPvOCmwelEAihBASTH3rU5eEFU8FEjurAkmyWQAGcGo1nVwRQgghIax5JbbmKWxy/6PYvtNA20PVtBIbQKuwEUII6X2UQCKhi2s9hY0x1qJ5toGaZxNCCCEhzFNJLFqbK5CcTSuwqYwJbW4TzqgCiRBCSDCpgj0AQrqM9zTRbpFActrARBHgOfBafbBGRgghhJAA4LXuJtqSvcUUtqYEktrY9yqQ1DHxkBxWMKcdztryYA+HEEJIH0MVSERmsVjgcrmC8tw1NTWor6/3axuO4yGKIu57+P/hiy++AADYGmrhcDjAaSJ87otgt9vhcDi8bnM4HDCbzWCM+TUmQgghhAQOr/duos1EF1z11QD61gpsHvbqUoj1VRDNdajf8TGsJQeCPSRCCCF9CFUgEdkll1wCnuehVqtRXV2NBx98ECNHjsTs2bORlJTk9diysjJs3LgR2dnZAIBdu3ZhyZIlciJn48aNeOKJJ5CWloYzZ87AbrcjKSkJJpMJCQkJWLt2rdf+Hn/8caSkpGDx4sVtjmvRokWYOXOm9x08D0EQoBJUWL58OS684Hy8tWYt1ry3Hiq1GoLg/fb2jOH999/3uv3TTz/FK6+8gnfeeQf9+vUDAOzevRs333wz1q1bh7y8PP9fTEIIIYR0G6/1bqLttQJbZGwQRxYcjtPHAY4DeAFMdMFefhz69JxgD4sQQkgfodgE0pYtW7BixQpUVFTg0ksvxSOPPAKtVuvTttu2bcOyZctQVFQEg8GAefPm4dZbb+3hEYe+H374Qf7/2267DVqtFjqdDtHR0fjqq6+8Hjt69GiveOh0Omg0zXPxzWYzpk2bhuXLl+O1116DxWLBfffdhw8++ABbtmxp9dwajcZrf88++yxUKhXuuece6HQ66HS6VttwHAfwHO647RbMuvFWbN/6HW674Tr88Q9zoG7qEeB0OvHDDz/goosuwtatW7Fq1apW+/nkk08wYMAAREREwOVyQaVq/rXIysoCAIiiCKvVCoOBVnUjhBBCeotw1ipsTs8KbMbEPtnnUJuUBSEyBpLdCl4bAW1SVrCHRAghpA9RZALp8OHDuOOOO7BgwQJcfvnleOaZZ/D888/jwQcf7HTb0tJSLFy4EHfeeScuu+wyfP/991i8eDFGjBiB8847rxdGHz54nod01gpnLXmmd5WVlcFms4HjOFRUVOAf//gHPvzwQ0iShB07dqChoQEcx2HTpk1obGyE3W7Hb37zG3z++edwOp3geR4qlQr19fX46KOPMHPmTOzduxe//e1v5XHwTSuuuVwucBwHQXD3P/rky68xOmcE/vvB+0iPjwYkBkFnwNq1a3HkyBGMHz8ejz76qJy08uzH49dff8W3336L559/Hvfffz+2bt0KQRDk55k8eTIAQJIkOBwO7NmzR35uQgghhPSs5ils7gUy5P5HfXD6GgDo03MQP3MR7OXHoU3KouojQgghvUqRCaTVq1dj+PDhWLBgAQDg4YcfxqWXXop777230yqkI0eOYP78+bjlllsAALNmzcKrr76KPXv2UAKpE4cOHUJ5ubshY21tLZxOJwAgMjISU6dORV1dHXieR3R0NIxGo5xceuSRR+SpbI899hhmzJgBjUYDg8GABQsWYMmSJcjPz8c111yD5557DowxObabN2/G2rVrkZKSAo7j8Nhjj2H8+PEoLCzEjh078MQTTwAA7rjjDnmczzzzDGbNmgUAePn1f+Lh++7CufnnAhIDJwjgNDqo1WqcOHECjz76KDIzM72qilp67bXXoFarMW3aNDlhBQAbNmzAyy+/jK+//jqQLzEhhBBC/CBPYbNbwJgEZ+1pAICqDzbQ9tCn51DiiBBCSFAoMoFUWFiIiy66SP45MTERRqMRR44cQW5ubofbTp06FVOnTpV/NplMKC8vR2ZmZrfGJIpiu7czxuR/weYZQ1fG8s9//hPl5eW48MILMX36dIwYMQJDhgzB5s2bAQBPPPEEjEYjFi1a5PV8JSUluOSSS/D999/j3HPPxf79+2Gz2ZCUlATGGBoaGmAwGOT/z8jIQEREBBhjKC4uxqBBg+BwOBAbG4vzzz8fK1euhE6nw44dO8DzPK644gosXLgQF198sbtBNsfJx6fVaqFRq3DVDXOg1WgAngfHCzCZTGhoaMCsWbPAGENiYiJuu+02rzjt27cPH330ESIjI6FSqcAYw+zZs1FRUYHo6GhERkbisssug8VigSAI+Pzzzzt97RljEEWx1T8SfBQPZaF4KBPFRVkoHgBTawEwMAY4LaamBBKDEB0flNeFYhJ8FANloXgoC8VDmcIpLkFLIN1zzz347rvv2rwvJiYG6enprW6rqKjoNIF0tldffRXJycmYMmVKl8cqSRJMJlOb9zkcDq+kgRebrf2d8jzQomdQIB8rtVNt0xmHw4Fx48bhtttuk297+OGHsXXrVgBAfX09eJ7Hhg0bAAATJkzA0qVLUVZWhoyMDDDGkJeXh48++ggxMTF455138M477wAAXnnlFbzyyisAgEmTJsmv1f79+zF+/Hjs378fjDE888wzuPfee3H55ZfLrytjDJIkQRRFefqYZ3uO48AAbHr33wA4CLEJAMdjy5Yt+Ne//oWVK1di165dmDRpEn766Sd5W5vNhqVLl2LQoEGoqqqS96fRaLBo0SJceeWV8muwY8cOPPXUU53+wnvG2tjYCKfTCUmS5Kl9Z0+dI72P4qEsFA9lorgoC8XDTRI0YA4rTFXlsNdWAkyCTRUJRzvnZj06FopJ0FEMlIXioSwUD2VSelwkSfJ5XEFLID388MOwWq1t3nfrrbe2mqqm0+lgsVj8eo5t27Zh9erV+L//+792pzD5gud5REVFtXmfzWZDdXU1BEFo3Rvnuuva32l+PvDYY80/z5kD2O1tPzYnB3j66eaf580DGhrafuzgwcCzz4Lneb+bSzY0NODXX3/Ff//7XwDu1c9qa2uxcOFCFBQUeFUg/f3vf8fBgwdRVVWF0aNHIyoqChzHYfz48Rg/fjwA4M9//nOnz3nuuefi/PPPx4EDB8BxHPR6PebOnYv4+HhIkgS1Wi3/ovE8D7vdDo1G0/wG5zhwAObe9QCOFhVDrdGioaEB7777Lk6ePIkDBw7g4YcfxmeffSZvIwgCamtrIYoilixZgvvuu0+OHcdxePbZZ7Fy5Up5jA6HA/379++095EgCOA4DpGRkdDpdHJCyWAwUN8kBaB4KAvFQ5koLspC8XCzRkZDFB1QN1ZD4Dlw6ghEJyQHpYk2xST4KAbKQvFQFoqHMik9Lv4ktYKWQPIsl97efdXV1V63mUwmr1W+OnPy5Ence++9uPfeezF27Nguj9OjvUB7kgaefz7jOPe/AD/WM3HN7/EAmDFjBioqKlBSUoLXX38dkydPBmPM6/jOPtaMjAysWbMGBw8elJ8XANasWYO//vWvyMjI8HqOyspKjB49Wk7QeKqdWu43Pz8f999/PzZu3Chvt3DhQvn/P//8cwwcONDrmLUaNf7fIw9h2Mhz8Ic//AGDBw+Gw+HAv//9b1x11VUwGo1ez5GWloYPP/wQRUVFXuPmOA5LlixBQUGBvP/t27fjySef7PT19Oy7ZTLR8/9K/EPRF1E8lIXioUwUF2WheACCzgCxoQbOimIAHNTGpG5dGOz2eCgmQUcxUBaKh7JQPJQpXOKiyB5Io0aNwq5du3DTTTcBABobG1FcXIzk5GSftj9z5gzmzZuHKVOm4NZbb+3JoXZs3br27zs7y7dmje+P/de/2n9sN67GzZ49G4D79fv73/+OuLg4OJ1OrFixAq+88orcRHvDhg0wmUwYM2ZMu/vSarUYOXIkVq9ejR07dkAQBOTn52PlypUoLi7udCzLli3D008/DbVajVmzZmHRokWYNm0aHA5H60Si6F4x7cm/PA2VWoPIpszuJZdcgg8++ACPtaz0OmuMbfEcr4fdbofRaOx0zIQQQggJPEHvbqTtOO0+f1Ab++YKbIQQQkiwKTKBdPnll2P27NnYuXMnxo4di1deeQVGoxEjR44E4P5C73Q6YTAYWm1rt9vxxz/+EXFxcViyZAkaGxsBAGq12q8KpoDQ6Xr/sYwB3WzOVV9fj8jISPA8j8mTJ2PRokU455xzvKawVVZWIjIy0qf9vfbaazjnnHOQn5/v8xjaihXHcW0nfTgOrzzzF5w5cwYnKmtRcroKZ86cwenTp6HRaOByufDZZ59Br9f79NyLFy9uswKJEEIIIb2P17nP90SrGQCgjqUEEiGEEBIMikwgjRgxAosWLcKcOXMQGxsLi8WCl156SZ6b9/e//x1ffvml3Kunpe+//x4HDhwAAK+pa1deeSWWL1/eOwcQ4kwmk5yc81SBtcQYwwMPPIAhQ4bgoYcekm9rufKbw+EAANTU1GD37t146KGHUFFRAQAwm80BGytjwBff/oC7H34CGo0GuSNzMTIvD6+++ipOnDiBuXPn4rrrroMgCHjiiSd82idVIBFCCCHKwWsjvH5WUQUSIYQQEhSKTCABwLx58zBjxgwcPnwYubm5SExsPllYtGiR11LyLU2bNg2HDx/urWGGFYvFgoaGBmzevBnx8fGora3F3r17UVlZiRMnTmDr1q2oq6vDxx9/jIEDB+Ldd99FQUEBhg8fDofDAafTKe9r5syZSE9Px4IFCzBz5kykpKTglltugVarxfz581s9t9PphMvlAuBuTC4IAtRqdavHuVwuOJ1OuZrI6XJh8tSLcf311yN7yDDwWj2qqqpw9913Y9WqVRgyZAgMBgMSEhJQWlraqgrJ6XRCFEU4nU45QdleBZIkSXC5XL1fyUYIIYT0Ybzeu+KcKpAIIYSQ4FBsAgkA0tLSkJaWFuxh9Bk//PADFi5ciISEBCxbtgw8z+O+++5DdnY2xowZg/vvvx95eXlISEgAADz11FP4+eefMXz4cDmxAwBvvvkm/v3vf8PhcOCPf/wjbrnlFnAch/feew9ffPEFnnjiCVx99dWYO3eu/NwOh0OuWpozZw4KCwu9EjVLliwB4E4gxcXF4auvvgLg7o8VGR2Lobmj5cfGx8dj7dq18s9XXnklpk2bhpiYGDz44INex+xwOGC32/Hee+9h+fLlUKlU2L9/f5tT1kaNGoUbb7zRp9XlCCGEEBIYgq55yjyv1YGPiA7iaAghhJC+i2Mt5x2RVvbt2wcAyM3NbfN+m82G4uJiZGRkQOdPH6MewhiDKIry6nD+kCQJx48fx+DBg+VtXS6X3yudmEwmFBcXY+TIkW0uCehwOHq9A73VavW5B1JXnf1eEEURJpMJUVFRId9tPxxQPJSF4qFMFBdloXi42UoPofqzNwAA2sSBiL/sjqCNhWISfBQDZaF4KAvFQ5mUHpfOch4tKboCifQunueRnZ3tdVtXlsmNiopCXl5eu/cHYwpYTyePCCGEENIzeG1zBZLKOCCIIyGEEEL6NkogEUIIIYQQxeJ1BkgOK5jTDuZydr4BIYQQQnpE6/lFhBBCCCGEKISjugSu+kqI5jqYftkMa8mBYA+JEEII6ZMogRQg1EqK0HuAEEIICTxH5Qn3/wgCmOSCvfx4cAdECCGE9FGUQOomz1LzFoslyCMhweZ5D3jeE4QQQgjpPm1SFlSRRvBqLXiNHtqkrGAPiRBCCOmTqAdSNwmCgNjYWFRWVgIAIiIi/F79LJC6swob6RrGGCwWCyorKxEbG6vIzvqEEEJIqNKn5yB+1iLYy49Dm5QFfXpOsIdECCGE9EmUQAqAAQPcK4J4kkjBxBgDYwwcx1ECqZfFxsbK7wVCCCGEBI4+PYcSR4QQQkiQUQIpADiOQ1JSEhISEuB0Bnd1EFEU0djYiMjISKqE6UVqtZpeb0IIIYQQQgghYYsSSAEkCELQkwiiKMLpdEKn0wV9LIQQQgghhBBCCAkP1ESbEEIIIYQQQgghhHSIEkiEEEIIIYQQQgghpEOUQCKEEEIIIYQQQgghHaIEEiGEEEIIIYQQQgjpEDXR7oTT6QRjDPv27Qv2UHwmSRJ4nnKDSkCxUBaKh7JQPJSJ4qIsFA/loZgEH8VAWSgeykLxUCYlx8XhcIDjOJ8eSwmkTvj6QiqJUt+YfRHFQlkoHspC8VAmiouyUDyUh2ISfBQDZaF4KAvFQ5mUHBeO43zOe3CMMdbD4yGEEEIIIYQQQgghIUy5aTBCCCGEEEIIIYQQogiUQCKEEEIIIYQQQgghHaIEEiGEEEIIIYQQQgjpECWQCCGEEEIIIYQQQkiHKIFECCGEEEIIIYQQQjpECSRCCCGEEEIIIYQQ0iFKIBFCCCGEEEIIIYSQDlECiRBCCCGEEEIIIYR0iBJIhBBCCCGEEEIIIaRDlEAihBBCCCGEEEIIIR2iBBIhhBBCCCGEEEII6RAlkAghhBBCCCGEEEJIhyiBREgIqa6uxq5du1BVVRXsoRBCCCGEhAWLxYJffvkFRUVFwR4KIYQoGiWQetnBgwdx7bXXYuTIkcjPz8eKFSsgSRIAYMuWLZgxYwby8/Px8MMPw263y9vV1dXhzjvvxOjRo5Gbm4v58+ejtra2zed49dVXcdNNN/k8purqaixYsACjR49GQUEBDh061OoxJ06cwHnnnYfS0lI/j1iZQjEOK1euxPTp0/HUU09hypQpeOWVV7pw5MoVijEpKCjA0KFDvf41NDR04eiVJ9TicdNNN7WKxdChQ7FkyZIuvgLKFGpxcTqdeOmllzB9+nTk5+dj/vz5OHHiRBePXnmUGA8AkCQJixYtwsqVK9u8P9w+0z16Kh7Lly9v9bflyy+/9GlMoihixYoVGD9+PKZMmYL//e9/rR5js9nw+9//HuvXr+/mKxB8oRiDb775BpMnT8bjjz+Oa665BnPnzoXT6QzAq6EMoRiT7uxb6UItHitXrmzz/Grq1KkBekWUIdTiAgAbN25EQUEBRo8ejauvvhpbt24NwCvhA0Z6jclkYueffz7761//yioqKti3337L8vLy2Pvvv88OHTrEcnJy2KpVq1hJSQlbuHAhW7Zsmbzt3Llz2dy5c1lRURE7duwYmz59Ovvzn//c6jn279/PcnJy2I033ujTmCRJYtdeey279tpr2bFjx9j69evZlClTmNlslh9z5MgRNnXqVDZkyBB28uTJ7r8QQRaKcdi2bRs7//zzWUVFBWOMsR9++IENHTqUnT59OgCvSPCFYkwaGxvZiBEjWFFREauvr5f/SZIUmBcliEIxHmaz2SsONTU1bMqUKWzTpk2BeVEUIBTjsnz5cjZ16lS2Z88eVlZWxu699142YcIEVl9fH5gXJYiUGA/GGLPZbOyBBx5gQ4YMYS+//HKr+8PtM92jJ+Mxe/Zstm7dOq+/MQ6Hw6dxPffcc2zChAls+/bt7Oeff2bnn38+279/v3x/fX09u/XWW9mQIUPYBx98ELgXJAhCMQb19fVs7NixbOvWrYwxxqqqqti4cePYRx99FMBXJnhCMSbd3beShWI8bDab1z7r6+vZXXfdxR599NHAvjhBFIpx+frrr1lOTg7btGkTq66uZm+88QYbPnw427lzZ2BfnDZQAqkX7d69my1fvtzrtj/84Q/skUceYQ899BC7+uqr5dtPnz7NRo8eLf/S3n333cxiscj3v/baa+w3v/mN177sdjv73e9+xy677DKfTzZ/+uknNmTIEHb06FH5tltvvZV9+OGHjDH3l+QLLriAvfnmm2FzshmKcfjpp5/Yd999J99XX1/PhgwZwg4fPuz7gStYKMZk27Zt7JJLLvH7WENBKMbjbG+99Rb7/e9/79O+Q0UoxiU/P59t2LBBvs9sNrOhQ4eyzz//3OfjViolxoMxxpYsWcKWLl3Krr322lYJpHD8TPfoqXjY7XY2cuRIVl5e7veY7HY7GzVqFFu7dq1829/+9je2dOlS+edbbrmFvfjii+yiiy4K+QRSKMagtLSUrVu3zmubmTNnstWrV/v9XEoUijHpzr6VLhTjcbbCwkI2btw4VlNT4/dzKVUoxmX+/PnswQcf9NqmoKCAPfnkk34/l79oClsvGjVqFBYvXiz/LIoijh8/jszMTBQWFmLSpEnyfYmJiTAajThy5Aiio6PxwgsvQK/Xy/cfPXoUmZmZXvt//vnnER0djZtvvtnnMRUWFiI5ORmDBw+Wbxs9ejT27NkDAFCpVHj33Xcxbdo0v49XqUIxDvn5+bjgggsAuKeEvPzyyxg2bJjX40NZKMbk559/hsViwYUXXoi8vDzcdNNNKCws9PvYlSgU49GSxWLBq6++ivvvv9/n/YeCUIuLw+GAyWRCamqqfJ9KpQLHceD50D/9UGI8AGD+/Pn4y1/+ArVa3eq+cPxM9+ipeOzduxcAcNtttyE3Nxe/+93vsGnTJp/GVFxcDIvF4vXcZ//devzxx3HXXXeB47iuHbiChGIMUlJScPXVV8v3ffzxxygpKcHFF1/chVdAeUIxJt3Zt9KFYjzO9te//hVz5sxBXFyc7weucKEYlzNnziAlJcVrG7VaDUEQ/Dx6/6l6/BlIu9555x3YbDYUFBRg7dq1SE9P97o/JiYGFRUVyM3N9br90KFD+OSTT/DWW2/Jt+3cuRMffPABNmzYgB07dsi3b9682esXoqWFCxfCYrG0+bwHDx4EAGg0GiQnJ4ddn4SWQiEOHtu2bcOiRYvgcrmwYcOGsPgS1pZQiElRURHOPfdcLFq0CDqdDi+++CLmzZuHr776qs0vbqEsFOLR0rp165CRkYH8/Hy/jzWUKD0uGo0GQ4YMwSeffIIxY8bIY9bpdBg/fny3jl2JlBCPOXPmYODAge2OsS98pnsEKh5Hjx7F4MGDsXTpUgwcOBAbN27E/fffj8GDByMxMbHdRMPEiRNx8803QxAEpKWlybdHR0ejoqJC/rmjeIW6UIkBAJhMJlx22WU4ffo0nn32WQwYMCAQL4HihEJMOtr30KFDA/lyBF0oxKOlgwcP4ueff8bzzz/f3UNXtFCIy8iRI7F582bMnTsXGo0G+/fvx759+3DXXXcF8qVoEyWQguTo0aN49tln8cQTTyA6OhqCIECr1Xo9RqfTwWKxeN1mtVpx3333oaCgAGPHjgUAmM1mLF68GA899BBSU1O9TjYnTpyIDz/8sM0xxMTE4D//+Y9PzxuuQi0O48aNw1tvvYWVK1diwYIF2LBhA3Q6XVcPX5FCJSbPPfec131PPfUUxo8fjx9//NHrakGoC5V4eEiShLfeegsPPvhgVw85JIRKXJYvX45FixbJCaUff/wRf/jDH2AwGLr7EiiKUuJB3AIZj+uuuw7XXXed/JjbbrsNX331FT7++GPcc8897cZDp9OhtLQUGo3G63a9Xt8nzrFCLQZRUVFYs2YN3nvvPTz22GMYPnw4srOzu3r4ihQqMelo3+GUQAqVeLT0xhtvoKCgANHR0V055JAQKnFZuHAh7rzzTlx++eXIysrCtm3bMHz4cEyYMKG7L0GnKIEUBHV1dVi4cCGuuuoqzJw5EwBgNBpRXV3t9TiTyeT1xmGMYfHixdDpdHjkkUfk25ctW4a8vDxcccUVrZ5Lr9d7TR84W1vPazabW71hw1EoxkEQBOTk5OCll16SkxUXXXSRr4eseKEYk5b7i4qKCqsr+6EYj61bt6KxsTGsfi/OFkpxycnJwebNm1FUVIQ33ngDRqMRCxYs8PuYlUxJ8SCBj0dbEhISUFpaCp7nO4xHY2MjrFYrzGaznDQ9+3nDUajGIC0tDffddx/27t2L9evXt1vtF4pCNSZn7ztchGI8TCYTPvvsM/znP//x61hDSSjFxWg0YvXq1Th16hS+++47bN68udcunobn/BcFs1qtuOOOO5CamuoV5FGjRmHXrl3yz42NjSguLkZycrJ82zPPPIM9e/bg1Vdf9cqEfvDBB9iyZQvGjBmDMWPG4PHHH8euXbswZswYlJWVdTieUaNG4ejRo15Lj+/btw9JSUmBOFzFCrU4vP7663jnnXfk+wRBgCAIYTWFLZRi4nK5cNlll3nt48SJE6iurvYaVygLpXi0tGHDBvz2t78Nu2mEHqEYF47j0K9fP3z22We47777EBUV1a3XQEmUFo++rifisXTpUnz00Ufyzy6XC3v27PHpPCktLQ39+/f3eu5wP8cKtRhs2bIFjz76qNc2Go2mV/qI9JZQi0l39h0KQi0eHp988glSUlKQk5Pj3wGHiFCNS0pKCj766CPMmjWr91o39HibbiKTJInNmzePXXrppayiooKZzWZmNpuZ1WplBw4cYDk5OWzHjh2MMffSxxdccAETRZExxtg//vEPNmrUKLZ79255O88yySdPnvT6989//pNdc8017OTJk8zpdHY6rpkzZ7LHHnuMiaIoLxm8ZcsWr8ecPHkybFZsCcU4fP7552zUqFHs008/ZeXl5ezpp59mkydPZlartYdepd4VijG566672M0338x2797Ntm7dymbNmsUuvfRSn/ardKEYD8YYc7lcbMyYMeyLL77ogVcl+EI1Lowx9uSTT7Jrr72WSZIU4FcleJQaD48bb7yx1SpsHuH0me7RU/FYu3Ytu/DCC9m3337L9uzZw+6++252zjnnsOLiYp/G9dRTT7GCggJmMpnYmTNn2PTp09mzzz7b6nFTpkwJ+VXYQjEGZWVlbNSoUeyVV15h5eXl7L///S/Lzc31WlI+lIViTLq7byULxXh43H777eypp54K3IuhIKEcl88++4zl5+ezqqqqwL0gneAYY6x3UlXk0KFDmDVrVqvbx40bh9WrV+Nvf/sbXn75ZcTGxsJiseCll17ChRdeKD+mvr6+1baHDx9uddv69euxYcMGrF692qdxFRYWYt68eXA6nTCZTJg1axaWLVvm9ZjS0lJMmzYNmzdvDvny+VCNw9tvv41//etfOHPmDPLz8/HQQw8hIyPD18NWtFCMSUNDAx577DF888030Gg0uPjii3HfffeFxaoUoRgPAPjpp59w44034scff0RsbKyPRxs6QjUuR44cwVVXXYV169Zh2LBhvh6u4ik1Hh433XQTxo0bh0WLFrW6L5w+0z16Mh4vvfQS/vOf/8BmsyE/Px8PPPCAz+9lk8mEuXPn4siRI2CMYeDAgVizZk2rPmBTp07FwoULUVBQ4O+hK0aoxmDHjh1YsWIFjh8/joyMDNxzzz3yuEJdqMakO/tWslCNh8PhwPjx4/Hss8+GzQqFLYVqXOx2Oy699FLcdtttuOGGG7p6+H6jBJLCnDx5EocPH0Zubi4SExN77XktFgt27twJo9GIvLy8XntepaI4KA/FRFkoHspEcVGWYMWDtC1Y8ZAkCbt27YLD4cC4cePCdoqtLygGykMxURaKhzJRXJpRAokQQgghhBBCCCGEdCh8OvASQgghhBBCCCGEkB5BCSRCCCGEEEIIIYQQ0iFKIBFCCCGEEEIIIYSQDlECiRBCCCGEEEIIIYR0iBJIhBBCCCGEEEIIIaRDlEAihBBCCCGEEEIIIR2iBBIhhBBCCCGEEEII6RAlkAghhBBCCCGEEEJIh/4/cS1XZbw4Q6kAAAAASUVORK5CYII="
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== 收益率自相关结论(策略级) ===\n",
|
||
"Up-Trend | 平均 lag-1 ρ=+0.211 | 显著=True | 段数=105\n",
|
||
"Down-Trend | 平均 lag-1 ρ=+0.165 | 显著=True | 段数=112\n",
|
||
"Sideways | 平均 lag-1 ρ=+0.169 | 显著=True | 段数=2\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 13
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-21T14:34:36.931817Z",
|
||
"start_time": "2025-09-21T14:34:36.564989Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"# 1. 导入库并准备数据 (继续使用上一轮的模拟数据)\n",
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"# 设置绘图风格\n",
|
||
"sns.set_style('whitegrid')\n",
|
||
"\n",
|
||
"# 解决matplotlib中文显示问题\n",
|
||
"plt.rcParams['font.sans-serif'] = ['SimHei']\n",
|
||
"plt.rcParams['axes.unicode_minus'] = False\n",
|
||
"\n",
|
||
"# --- 2. 分析问题一:价格 vs 长期均线 ---\n",
|
||
"print(\"\\n--- 问题一分析:价格与长期均线的相关性 ---\")\n",
|
||
"# 计算12周期的移动平均线\n",
|
||
"ma_period = 12\n",
|
||
"df_raw['ma_12'] = df_raw['close'].rolling(window=ma_period).mean()\n",
|
||
"\n",
|
||
"# 丢弃前面没有均线值的NaN行,以便计算相关性\n",
|
||
"df_analysis = df_raw.dropna()\n",
|
||
"\n",
|
||
"# 计算相关系数\n",
|
||
"correlation_price_ma = df_analysis['close'].corr(df_analysis['ma_12'])\n",
|
||
"print(f\"收盘价 'close' 与 12周期均线 'ma_12' 之间的皮尔逊相关系数为: {correlation_price_ma:.4f}\")\n",
|
||
"\n",
|
||
"# 可视化\n",
|
||
"plt.figure(figsize=(14, 7))\n",
|
||
"plt.plot(df_analysis.index, df_analysis['close'], label='收盘价 (Close)', alpha=0.8)\n",
|
||
"plt.plot(df_analysis.index, df_analysis['ma_12'], label=f'{ma_period}周期均线 (MA)', color='red', linestyle='--')\n",
|
||
"plt.title('收盘价与长期移动平均线的关系', fontsize=16)\n",
|
||
"plt.xlabel('日期')\n",
|
||
"plt.ylabel('价格')\n",
|
||
"plt.legend()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"print(\"分析:正如预期,均线紧随价格之后,它们的相关性极高。\")\n",
|
||
"print(\"\\n\" + \"=\"*80 + \"\\n\")\n",
|
||
"\n",
|
||
"\n",
|
||
"# --- 3. 分析问题二:价差 vs 下一期收益率 ---\n",
|
||
"print(\"--- 问题二分析:价差与下一期收益率的相关性 ---\")\n",
|
||
"# 步骤A: 计算价差 (Spread)\n",
|
||
"# 为了方便比较,我们使用归一化价差(价差 / 均线),也可以直接用价差\n",
|
||
"df_analysis['spread'] = df_analysis['close'] - df_analysis['ma_12']\n",
|
||
"# df_analysis['spread_normalized'] = (df_analysis['close'] - df_analysis['ma_12']) / df_analysis['ma_12']\n",
|
||
"\n",
|
||
"# 步骤B: 计算'未来'收益率\n",
|
||
"# 我们需要用 t+1 期的收益率来匹配 t 期的价差\n",
|
||
"# df['close'].pct_change() 计算的是当期收益率 (P_t - P_{t-1}) / P_{t-1}\n",
|
||
"# 我们需要的是下一期收益率 (P_{t+1} - P_t) / P_t\n",
|
||
"df_analysis['next_return'] = df_analysis['close'].pct_change().shift(-1)\n",
|
||
"\n",
|
||
"# 再次清理数据,因为最后一行没有'next_return'\n",
|
||
"df_final = df_analysis.dropna()\n",
|
||
"\n",
|
||
"# 步骤C: 可视化分析 - 散点图\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"sns.regplot(x='spread', y='next_return', data=df_final,\n",
|
||
" scatter_kws={'alpha':0.5}, line_kws={'color':'red'})\n",
|
||
"plt.title('价差 (Price - MA) vs. 下一期收益率', fontsize=16)\n",
|
||
"plt.xlabel('价差 (当前价格 - 12周期均线)')\n",
|
||
"plt.ylabel('下一根K线的收益率')\n",
|
||
"plt.axhline(0, color='grey', linestyle='--')\n",
|
||
"plt.axvline(0, color='grey', linestyle='--')\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 步骤D: 量化分析 - 计算相关系数\n",
|
||
"correlation_spread_return = df_final['spread'].corr(df_final['next_return'])\n",
|
||
"print(f\"价差 'spread' 与 '下一期收益率' 之间的皮尔逊相关系数为: {correlation_spread_return:.4f}\")\n",
|
||
"\n",
|
||
"if correlation_spread_return < -0.1:\n",
|
||
" print(\"结论:存在较明显的负相关性,支持'均值回归'假说。\")\n",
|
||
"elif correlation_spread_return > 0.1:\n",
|
||
" print(\"结论:存在较明显的正相关性,支持'趋势跟随'假说。\")\n",
|
||
"else:\n",
|
||
" print(\"结论:相关性非常弱,接近于零。这表明,仅凭当前价格偏离均线的程度,无法有效预测下一期的收益方向。\")\n",
|
||
"print(\"散点图中的点云分布非常弥散,没有形成清晰的线性趋势,红色的回归线也近乎水平,这与计算出的低相关系数相符。\")"
|
||
],
|
||
"id": "605d0f5c12a2da6b",
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"--- 问题一分析:价格与长期均线的相关性 ---\n",
|
||
"收盘价 'close' 与 12周期均线 'ma_12' 之间的皮尔逊相关系数为: 0.9990\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"分析:正如预期,均线紧随价格之后,它们的相关性极高。\n",
|
||
"\n",
|
||
"================================================================================\n",
|
||
"\n",
|
||
"--- 问题二分析:价差与下一期收益率的相关性 ---\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"价差 'spread' 与 '下一期收益率' 之间的皮尔逊相关系数为: 0.0151\n",
|
||
"结论:相关性非常弱,接近于零。这表明,仅凭当前价格偏离均线的程度,无法有效预测下一期的收益方向。\n",
|
||
"散点图中的点云分布非常弥散,没有形成清晰的线性趋势,红色的回归线也近乎水平,这与计算出的低相关系数相符。\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 14
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-21T14:34:37.441919Z",
|
||
"start_time": "2025-09-21T14:34:36.956292Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from statsmodels.tsa.stattools import adfuller\n",
|
||
"\n",
|
||
"def calculate_daily_vwap(df):\n",
|
||
" \"\"\"\n",
|
||
" 为整个DataFrame计算每日重置的VWAP。\n",
|
||
" 确保索引是DatetimeIndex。\n",
|
||
" \"\"\"\n",
|
||
" if not isinstance(df.index, pd.DatetimeIndex):\n",
|
||
" raise ValueError(\"DataFrame的索引必须是DatetimeIndex类型。\")\n",
|
||
"\n",
|
||
" df['date'] = df.index.date\n",
|
||
"\n",
|
||
" # 计算典型价格和相关项\n",
|
||
" df['typical_price'] = (df['high'] + df['low'] + df['close']) / 3\n",
|
||
" df['tp_x_vol'] = df['typical_price'] * df['volume']\n",
|
||
"\n",
|
||
" # 按天分组计算累积值\n",
|
||
" cum_vol = df.groupby('date')['volume'].cumsum()\n",
|
||
" cum_tp_x_vol = df.groupby('date')['tp_x_vol'].cumsum()\n",
|
||
"\n",
|
||
" df['vwap'] = cum_tp_x_vol / cum_vol\n",
|
||
"\n",
|
||
" # 清理辅助列\n",
|
||
" df = df.drop(columns=['date', 'typical_price', 'tp_x_vol'])\n",
|
||
" return df\n",
|
||
"\n",
|
||
"def plot_vwap_analysis(df, event_indices, deviation_threshold):\n",
|
||
" \"\"\"\n",
|
||
" 可视化价格、VWAP以及价差。\n",
|
||
" \"\"\"\n",
|
||
" fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15, 10), sharex=True,\n",
|
||
" gridspec_kw={'height_ratios': [2, 1]})\n",
|
||
"\n",
|
||
" # --- 上图: 价格 vs VWAP ---\n",
|
||
" ax1.plot(df.index, df['close'], label='Close Price', color='black', linewidth=1.0)\n",
|
||
" ax1.plot(df.index, df['vwap'], label='VWAP', color='blue', linestyle='--', linewidth=1.5)\n",
|
||
" ax1.set_title('Price vs. Daily VWAP', fontsize=16)\n",
|
||
" ax1.set_ylabel('Price')\n",
|
||
" ax1.legend()\n",
|
||
" ax1.grid(True, which='both', linestyle='--', linewidth=0.5)\n",
|
||
"\n",
|
||
" # --- 下图: 价差百分比与事件点 ---\n",
|
||
" ax2.plot(df.index, df['spread_pct'], label='Price-VWAP Spread (%)', color='purple', linewidth=1.0)\n",
|
||
" # 绘制触发分析的阈值线\n",
|
||
" ax2.axhline(deviation_threshold, color='red', linestyle=':', label=f'Threshold ({deviation_threshold:.2f}%)')\n",
|
||
" ax2.axhline(-deviation_threshold, color='red', linestyle=':')\n",
|
||
" ax2.axhline(0, color='gray', linestyle='-')\n",
|
||
" # 高亮显示被分析的极端偏离事件点\n",
|
||
" ax2.plot(event_indices, df.loc[event_indices, 'spread_pct'], 'o', color='red', markersize=5, label='Extreme Deviation Events')\n",
|
||
"\n",
|
||
" ax2.set_title('Price Deviation from VWAP', fontsize=14)\n",
|
||
" ax2.set_xlabel('Date')\n",
|
||
" ax2.set_ylabel('Spread (%)')\n",
|
||
" ax2.legend()\n",
|
||
" ax2.grid(True, which='both', linestyle='--', linewidth=0.5)\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"def plot_contribution_summary(price_pct, vwap_pct):\n",
|
||
" \"\"\"\n",
|
||
" 可视化价格和VWAP对均值回归的贡献度。\n",
|
||
" \"\"\"\n",
|
||
" labels = ['Price Contribution', 'VWAP Contribution']\n",
|
||
" percentages = [price_pct, vwap_pct]\n",
|
||
"\n",
|
||
" fig, ax = plt.subplots(figsize=(8, 6))\n",
|
||
" bars = ax.bar(labels, percentages, color=['skyblue', 'salmon'])\n",
|
||
"\n",
|
||
" ax.set_ylabel('Contribution to Mean Reversion (%)')\n",
|
||
" ax.set_title('Who is Regressing to Whom?', fontsize=16)\n",
|
||
" ax.set_ylim(0, 100)\n",
|
||
"\n",
|
||
" # 在条形图上显示百分比\n",
|
||
" for bar in bars:\n",
|
||
" height = bar.get_height()\n",
|
||
" ax.annotate(f'{height:.2f}%',\n",
|
||
" xy=(bar.get_x() + bar.get_width() / 2, height),\n",
|
||
" xytext=(0, 3), # 3 points vertical offset\n",
|
||
" textcoords=\"offset points\",\n",
|
||
" ha='center', va='bottom')\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# 2. 计算VWAP和价差\n",
|
||
"print(\"\\n步骤1: 计算VWAP和价格偏离度...\")\n",
|
||
"df = calculate_daily_vwap(df_raw.copy())\n",
|
||
"df['spread'] = df['close'] - df['vwap']\n",
|
||
"df['spread_pct'] = (df['spread'] / df['vwap']) * 100\n",
|
||
"df.dropna(inplace=True)\n",
|
||
"\n",
|
||
"# 3. ADF检验\n",
|
||
"print(\"\\n步骤2: 使用ADF检验测试价差的平稳性...\")\n",
|
||
"adf_result = adfuller(df['spread_pct'])\n",
|
||
"print(f'ADF 统计量: {adf_result[0]:.4f}')\n",
|
||
"print(f'p-value: {adf_result[1]:.4f}')\n",
|
||
"if adf_result[1] < 0.05:\n",
|
||
" print(\"结论: p-value < 0.05, 价差序列是平稳的,存在显著的均值回归效应。\")\n",
|
||
"else:\n",
|
||
" print(\"结论: p-value >= 0.05, 价差序列可能是非平稳的,均值回归效应不显著。\")\n",
|
||
"\n",
|
||
"# 4. 量化贡献度分析\n",
|
||
"print(\"\\n步骤3: 量化价格和VWAP对均值回归的贡献...\")\n",
|
||
"# 定义参数\n",
|
||
"deviation_threshold_pct = df['spread_pct'].std() * 1.5 # 使用1.5倍标准差作为阈值\n",
|
||
"forward_periods = 4 # 向前看1小时 (4 * 15min)\n",
|
||
"\n",
|
||
"# 识别极端偏离事件\n",
|
||
"event_indices = df[np.abs(df['spread_pct']) > deviation_threshold_pct].index\n",
|
||
"\n",
|
||
"price_contributions = []\n",
|
||
"vwap_contributions = []\n",
|
||
"total_reversions = []\n",
|
||
"\n",
|
||
"for idx in event_indices:\n",
|
||
" try:\n",
|
||
" future_idx = df.index[df.index.get_loc(idx) + forward_periods]\n",
|
||
" except (KeyError, IndexError):\n",
|
||
" continue\n",
|
||
"\n",
|
||
" initial_spread = df.loc[idx, 'spread']\n",
|
||
" future_spread = df.loc[future_idx, 'spread']\n",
|
||
"\n",
|
||
" if np.sign(initial_spread) != np.sign(future_spread) or abs(future_spread) < abs(initial_spread):\n",
|
||
" initial_price, future_price = df.loc[idx, 'close'], df.loc[future_idx, 'close']\n",
|
||
" initial_vwap, future_vwap = df.loc[idx, 'vwap'], df.loc[future_idx, 'vwap']\n",
|
||
"\n",
|
||
" total_reversion = initial_spread - future_spread\n",
|
||
" price_change = future_price - initial_price\n",
|
||
" vwap_change = future_vwap - initial_vwap\n",
|
||
"\n",
|
||
" price_contribution = -price_change * np.sign(initial_spread)\n",
|
||
" vwap_contribution = vwap_change * np.sign(initial_spread)\n",
|
||
"\n",
|
||
" if total_reversion > 0:\n",
|
||
" total_reversions.append(total_reversion)\n",
|
||
" price_contributions.append(price_contribution)\n",
|
||
" vwap_contributions.append(vwap_contribution)\n",
|
||
"\n",
|
||
"# 5. 展示结果\n",
|
||
"if total_reversions:\n",
|
||
" total_price_contribution = np.sum(price_contributions)\n",
|
||
" total_vwap_contribution = np.sum(vwap_contributions)\n",
|
||
" total_contribution_sum = total_price_contribution + total_vwap_contribution\n",
|
||
"\n",
|
||
" price_pct = (total_price_contribution / total_contribution_sum) * 100\n",
|
||
" vwap_pct = (total_vwap_contribution / total_contribution_sum) * 100\n",
|
||
"\n",
|
||
" print(f\"\\n在 {len(total_reversions)} 个极端偏离事件中,观察未来{forward_periods*15}分钟的回归情况:\")\n",
|
||
" print(f\"价格移动贡献了 {price_pct:.2f}% 的均值回归。\")\n",
|
||
" print(f\"VWAP移动贡献了 {vwap_pct:.2f}% 的均值回归。\")\n",
|
||
"\n",
|
||
" if price_pct > vwap_pct:\n",
|
||
" print(\"\\n最终结论: 数据表明,主要是'价格主动回归VWAP',为交易策略提供了统计支持。\")\n",
|
||
" else:\n",
|
||
" print(\"\\n最终结论: 数据表明,主要是'VWAP被动追赶价格',简单的回归策略可能存在逻辑缺陷。\")\n",
|
||
"\n",
|
||
" # 可视化\n",
|
||
" plot_vwap_analysis(df, event_indices, deviation_threshold_pct)\n",
|
||
" plot_contribution_summary(price_pct, vwap_pct)\n",
|
||
"\n",
|
||
"else:\n",
|
||
" print(\"\\n结论: 在当前数据和阈值下,未找到足够的极端偏离事件进行分析。尝试放宽阈值或使用更长的数据。\")\n",
|
||
" # 即使没有事件,也画出价格和VWAP图\n",
|
||
" plot_vwap_analysis(df, event_indices, deviation_threshold_pct)"
|
||
],
|
||
"id": "d03102ef353f9e79",
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"步骤1: 计算VWAP和价格偏离度...\n",
|
||
"\n",
|
||
"步骤2: 使用ADF检验测试价差的平稳性...\n",
|
||
"ADF 统计量: -21.8008\n",
|
||
"p-value: 0.0000\n",
|
||
"结论: p-value < 0.05, 价差序列是平稳的,存在显著的均值回归效应。\n",
|
||
"\n",
|
||
"步骤3: 量化价格和VWAP对均值回归的贡献...\n",
|
||
"\n",
|
||
"在 363 个极端偏离事件中,观察未来60分钟的回归情况:\n",
|
||
"价格移动贡献了 17.20% 的均值回归。\n",
|
||
"VWAP移动贡献了 82.80% 的均值回归。\n",
|
||
"\n",
|
||
"最终结论: 数据表明,主要是'VWAP被动追赶价格',简单的回归策略可能存在逻辑缺陷。\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x1000 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 15
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-21T14:51:34.214107Z",
|
||
"start_time": "2025-09-21T14:51:33.595310Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"# ================= 0. 环境 =================\n",
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import talib # 只用 ATR\n",
|
||
"from sklearn.linear_model import LinearRegression\n",
|
||
"from statsmodels.tsa.stattools import adfuller\n",
|
||
"from statsmodels.tsa.vector_ar.vecm import VECM\n",
|
||
"from statsmodels.tsa.vector_ar.irf import IRAnalysis\n",
|
||
"from statsmodels.tsa.stattools import grangercausalitytests\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"plt.style.use('seaborn-v0_8-darkgrid')\n",
|
||
"\n",
|
||
"# ================= 1. 读入 15 min K 线 =================\n",
|
||
"# df_raw = pd.read_csv('xxx.csv', index_col='timestamp', parse_dates=True)\n",
|
||
"# 示例生成随机数据,你换成自己的即可\n",
|
||
"np.random.seed(42)\n",
|
||
"idx = pd.date_range('2023-01-01', periods=5000, freq='15min')\n",
|
||
"df_raw = pd.DataFrame(index=idx,\n",
|
||
" data={'open': 100,\n",
|
||
" 'high': 100.5,\n",
|
||
" 'low': 99.5,\n",
|
||
" 'close': 100,\n",
|
||
" 'volume': 1e4})\n",
|
||
"# 生成随机游走\n",
|
||
"df_raw[['open', 'high', 'low', 'close']] = (df_raw[['open', 'high', 'low', 'close']]\n",
|
||
" .cumsum() + 100)\n",
|
||
"df_raw['volume'] = np.random.poisson(1e4, len(df_raw))\n",
|
||
"\n",
|
||
"# ================= 2. 计算 VWAP =================\n",
|
||
"def vwap_15min(df):\n",
|
||
" \"\"\"典型价格 * 成交量累积\"\"\"\n",
|
||
" tp = (df['high'] + df['low'] + df['close']) / 3\n",
|
||
" return (tp * df['volume']).cumsum() / df['volume'].cumsum()\n",
|
||
"\n",
|
||
"df_raw['vwap'] = vwap_15min(df_raw)\n",
|
||
"df = df_raw[['close', 'vwap']].dropna()\n",
|
||
"spread = df['close'] - df['vwap']\n",
|
||
"spread.name = 'spread'\n",
|
||
"\n",
|
||
"# ================= 3. 平稳性 + Hurst =================\n",
|
||
"def adf_p(x):\n",
|
||
" return adfuller(x, regression='c')[1]\n",
|
||
"\n",
|
||
"def hurst_sklearn(ts, min_win=32):\n",
|
||
" \"\"\"log(R/S) vs log(n) 回归\"\"\"\n",
|
||
" ts = ts.dropna().values\n",
|
||
" n = len(ts)\n",
|
||
" if n < min_win * 2:\n",
|
||
" return np.nan\n",
|
||
" rs, sz = [], []\n",
|
||
" for size in np.logspace(np.log10(min_win), np.log10(n//4), 8, dtype=int):\n",
|
||
" m = n // size\n",
|
||
" if m < 2:\n",
|
||
" continue\n",
|
||
" _rs = 0\n",
|
||
" for i in range(m):\n",
|
||
" idx = slice(i*size, (i+1)*size)\n",
|
||
" x = ts[idx]\n",
|
||
" z = np.cumsum(x - x.mean())\n",
|
||
" r = z.max() - z.min()\n",
|
||
" s = x.std(ddof=1)\n",
|
||
" if s == 0:\n",
|
||
" continue\n",
|
||
" _rs += r / s\n",
|
||
" rs.append(_rs / m)\n",
|
||
" sz.append(size)\n",
|
||
" if len(rs) < 3:\n",
|
||
" return np.nan\n",
|
||
" lg_sz = np.log(sz)\n",
|
||
" lg_rs = np.log(rs)\n",
|
||
" H = LinearRegression().fit(lg_sz.reshape(-1,1), lg_rs).coef_[0]\n",
|
||
" return H\n",
|
||
"\n",
|
||
"print('ADF p 值:', adf_p(spread))\n",
|
||
"print('Hurst :', hurst_sklearn(spread))\n",
|
||
"# ========= 阈值 =========\n",
|
||
"if adf_p(spread) < 0.05 and hurst_sklearn(spread) < 0.45:\n",
|
||
" print('→ 价差平稳且强均值回归,可继续\\n')\n",
|
||
"else:\n",
|
||
" print('→ 价差非平稳或趋势性强,策略终止\\n')\n",
|
||
" exit\n",
|
||
"\n",
|
||
"# ================= 4. Johansen 协整 + VECM =================\n",
|
||
"from statsmodels.tsa.vector_ar.vecm import coint_johansen\n",
|
||
"\n",
|
||
"jres = coint_johansen(df[['close', 'vwap']], det_order=0, k_ar_diff=1)\n",
|
||
"print('迹统计量:', jres.lr1)\n",
|
||
"print('5% 临界:', jres.cvt[:, 0])\n",
|
||
"if jres.lr1[0] < jres.cvt[0, 0]:\n",
|
||
" print('无协整,退出')\n",
|
||
" exit\n",
|
||
"\n",
|
||
"vecm = VECM(df[['close', 'vwap']], k_ar_diff=1, coint_rank=1)\n",
|
||
"vecm_res = vecm.fit()\n",
|
||
"print(vecm_res.summary())\n",
|
||
"\n",
|
||
"α_close = vecm_res.alpha[0, 0]\n",
|
||
"α_vwap = vecm_res.alpha[1, 0]\n",
|
||
"print(f'Adjustment coef -> close: {α_close:.4f} vwap: {α_vwap:.4f}')\n",
|
||
"if abs(α_close) > abs(α_vwap) and α_close < 0:\n",
|
||
" print('结论:价格主动向下修正 → 价格被 VWAP 拉回\\n')\n",
|
||
"elif abs(α_vwap) > abs(α_close) and α_vwap > 0:\n",
|
||
" print('结论:VWAP 主动向上修正 → VWAP 被价格拉回\\n')\n",
|
||
"else:\n",
|
||
" print('结论:双向修正,强弱相近\\n')\n",
|
||
"\n",
|
||
"\n",
|
||
"# ================= 6. 交易信号骨架 =================\n",
|
||
"sigma = spread.rolling(500).std()\n",
|
||
"mean = spread.rolling(500).mean()\n",
|
||
"df['z'] = (spread - mean) / sigma\n",
|
||
"\n",
|
||
"# 阈值 ±1.8σ,持有 1 根 15min\n",
|
||
"entry_long = df['z'] < -1.8\n",
|
||
"entry_short = df['z'] > 1.8\n",
|
||
"exit_long = df['z'] > -0.5\n",
|
||
"exit_short = df['z'] < 0.5\n",
|
||
"\n",
|
||
"df['signal'] = 0\n",
|
||
"df.loc[entry_long, 'signal'] = 1\n",
|
||
"df.loc[entry_short, 'signal'] = -1\n",
|
||
"df.loc[exit_long, 'signal'] = 0\n",
|
||
"df.loc[exit_short, 'signal'] = 0\n",
|
||
"df['position'] = df['signal'].replace(0, method='ffill').fillna(0)\n",
|
||
"\n",
|
||
"# 简单回测:收益按 close 差值 + 滑点 1 tick\n",
|
||
"tick_size = 0.5 # 螺纹钢例\n",
|
||
"tick_val = 5 # 1 点 10 元,半跳 5 元\n",
|
||
"df['ret'] = df['position'].shift(1) * df['close'].diff() - \\\n",
|
||
" tick_val * np.abs(df['position'].diff())\n",
|
||
"df['cum'] = df['ret'].cumsum()\n",
|
||
"\n",
|
||
"print('样本内夏普:', (df['ret'].mean() / df['ret'].std()) * np.sqrt(252 * 4 * 24))\n",
|
||
"df['cum'].plot(figsize=(10, 4), title='Close-VWAP Mean-Reversion PnL (1 lot)')\n",
|
||
"plt.show()"
|
||
],
|
||
"id": "e94477905a3b23a4",
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"ADF p 值: 0.5570947123320896\n",
|
||
"Hurst : 1.0036766904694356\n",
|
||
"→ 价差非平稳或趋势性强,策略终止\n",
|
||
"\n",
|
||
"迹统计量: [ 3.67182643e+00 -1.59697411e-06]\n",
|
||
"5% 临界: [13.4294 2.7055]\n",
|
||
"无协整,退出\n",
|
||
"Det. terms outside the coint. relation & lagged endog. parameters for equation close\n",
|
||
"==============================================================================\n",
|
||
" coef std err z P>|z| [0.025 0.975]\n",
|
||
"------------------------------------------------------------------------------\n",
|
||
"L1.close 1.0000 4.5e-13 2.22e+12 0.000 1.000 1.000\n",
|
||
"L1.vwap -2.617e-12 8.99e-13 -2.910 0.004 -4.38e-12 -8.55e-13\n",
|
||
"Det. terms outside the coint. relation & lagged endog. parameters for equation vwap\n",
|
||
"==============================================================================\n",
|
||
" coef std err z P>|z| [0.025 0.975]\n",
|
||
"------------------------------------------------------------------------------\n",
|
||
"L1.close 0.4958 0.007 70.022 0.000 0.482 0.510\n",
|
||
"L1.vwap 0.0104 0.014 0.737 0.461 -0.017 0.038\n",
|
||
" Loading coefficients (alpha) for equation close \n",
|
||
"==============================================================================\n",
|
||
" coef std err z P>|z| [0.025 0.975]\n",
|
||
"------------------------------------------------------------------------------\n",
|
||
"ec1 -1.556e-17 1.9e-14 -0.001 0.999 -3.73e-14 3.72e-14\n",
|
||
" Loading coefficients (alpha) for equation vwap \n",
|
||
"==============================================================================\n",
|
||
" coef std err z P>|z| [0.025 0.975]\n",
|
||
"------------------------------------------------------------------------------\n",
|
||
"ec1 0.0006 0.000 1.917 0.055 -1.3e-05 0.001\n",
|
||
" Cointegration relations for loading-coefficients-column 1 \n",
|
||
"==============================================================================\n",
|
||
" coef std err z P>|z| [0.025 0.975]\n",
|
||
"------------------------------------------------------------------------------\n",
|
||
"beta.1 1.0000 0 0 0.000 1.000 1.000\n",
|
||
"beta.2 -1.9995 0.000 -1.16e+04 0.000 -2.000 -1.999\n",
|
||
"==============================================================================\n",
|
||
"Adjustment coef -> close: -0.0000 vwap: 0.0006\n",
|
||
"结论:VWAP 主动向上修正 → VWAP 被价格拉回\n",
|
||
"\n",
|
||
"样本内夏普: nan\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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ERkbSpEkTatSoUaRf4SmmhQo/i5mZmaV6ntIIBALltq7ilHb+KY1AIFDkGilJRy7DkaRyFxUVxcknn1ym60VKq3HjxixevJj33nuPf/3rXyxZsoR//OMfjBgxgptvvjl4N7BLLrmEyy67bL/rKLzQvfA6kkIPPvggl19+OSeeeCLnnnsuS5YsYezYsbzzzjvs3r17v0dXmjVrRmRkJKtXr6Zr167s2rUreJpZeHg4bdq0YfXq1TRs2JC8vLyQU+o2bdrEZ599BhBy5KjQ/Pnzi4SjWrVqce6555b25SrWxRdfzKxZs4iMjCQxMTF4+uCvFRQU0LRpU+688879Li88SrNlyxYGDx5MXFxc8HqjKlWqsGzZMp599tkid2mrVKlSifX973//K3Ka5nPPPUfHjh2Dj1u3bk2rVq0AuPDCC/n973/PbbfdxuLFi4mMjAw+59ChQznvvPP2+zy/DBu9e/dmypQppKenExUVxTvvvEOfPn2oXLly8LWA0n22Cu3v9M2zzz6bpUuX8vbbb7NixQrmzJnDzJkzGT9+fDCYFae0X7oP9PoeyCmnnFKqz1lxn5vyCDSFpy2WZ9A6HDIzMznttNMqugxJpWQ4knRIXHDBBcyePZtPPvnkN/3gY926ddm4cWOR9sLrDn75F+oaNWrQu3dvevfuTW5uLqNGjWLKlCkkJydTu3bt4BfjA325e+aZZ0Ie//JW43379uVf//oXy5cv58033yQqKopu3boVWUfhbxatWbOG1atXExUVFfIX5nbt2rFw4cLgl6VfhqP58+dTpUoVJk6cWORL5urVq3n++efZtm1bkb/Ol4e+ffsyadIkdu7cycMPP1xsv4YNG/LVV1/RqVOnEr+Yv/POO+Tm5vLkk0+G1Ptbfzg0Nja2yPtT0pGVSpUqMXr0aK677jpefPFFrr/+eho0aABAlSpVSvVFv3fv3kyePJklS5Zw0kknkZ2dTZ8+fYLLD+azdSA1a9bkiiuu4IorrmD37t1cc801pKamFhuO6tWrR0FBAZs3b6Zx48bB9u+//57MzMyQH0g9VhQetSm8Q96hVNr550DhdN++ffzvf//b71wh6cjkNUeSDok//OEP1KhRg7vvvpvvv/++yPItW7Ywc+bMYsd37dqVdevW8cknnwTb9uzZw8svv0y9evWCweXX5/JHRETQuHFjAoEAeXl5VKpUiZ49e/LWW2/x3//+t8jz/PK0p3PPPTfkv1/egvzCCy+kevXq/OMf/2D58uVcdNFFxf7uTPv27UlPT2fevHm0adMmJOi0a9eOjRs38vbbb1OzZs2QL7bz58/nzDPPpHfv3vTq1Svkvz/84Q9A0bvmlZeGDRty1113cdttt9G6deti+yUmJrJjxw5efvnlIsv27t3Lnj17gP87UvHLIwaFp7v9FlWrVi3y/vz6lMZf69ixI61bt2bmzJnk5ORw4okn0qFDB2bPns13331XpP+vT4Fr3LgxTZs2ZeHChSxcuJDY2NiQO5EdzGerJL/+DEdGRtKwYcMit+T+pa5duwIU+TdUGCALlx9L6tSpEzwd9VAr7fxTvXp1oPijWV9//TU5OTm/6Q9EkiqGR44kHRINGzbkkUceISUlhd69e9OvXz+aNm1Kbm4un3zyCYsXL+byyy8vdvz111/PggULGD58ONdeey0xMTG89tprfPPNN6SmpgYDx7BhwzjppJNo3749J554Imlpabzwwgt07do1eO3TbbfdxocffshVV13FlVdeSZMmTcjIyOCLL75g1apVfPTRRwfcnsjISLp37x4MJ8XdsAD+72jQJ598wqhRo0KWtW3blrCwMNauXcsFF1wQ/Mvzp59+yubNm4vcxa1QnTp1gj8Ie/311x+w3t/iQL87BdCvXz8WLVrEvffey4cffkj79u3Jz88nLS2NxYsX8/TTT9OqVSsSEhKoUqUKN9xwA0lJSezevZtXXnmFE088sci1XYfSsGHDuOWWW5g3bx4DBw7k3nvv5fe//z19+/blqquuokGDBnz//fesXbuW7du388Ybb4SM7927N5MmTaJq1ar079+/yBG98vhs9enThw4dOnDGGWdQs2ZNPvvsM9566y2uueaaYsc0a9aMyy67jNmzZ5OZmcnZZ5/NZ599xquvvsqFF15Y7DVjR4q8vDz+/ve/F2mPiYkp9t8A/Hzt09KlS4tcx/Ptt9/y+uuvAwTDU+H669aty6WXXnpQ9ZV2/mnYsCHR0dG89NJLREZGUqNGDVq3bh08Srly5UqqV69eLqe+Sjo8DEeSDpnu3bvzxhtvMH36dN5++21mzZpFREQE8fHxjBkzhquuuqrYsSeddBIvvfQSDz/8MC+88AI5OTnEx8czZcqUkN/fGTBgAPPnz+eZZ55hz549nHLKKVx77bXcdNNNIet65ZVX+Nvf/sbSpUuZNWsWNWvWpEmTJgd1V7dLLrmEN998s8QbFsDPAahy5crs27evyF+Mo6Ki+N3vfsd//vOfIqfUASWeftOtWzdSU1P56quvSjyl7FAKDw/nb3/7G88++yyvv/46S5cupXr16tSvX59rr72WRo0aAT+fAjVp0iSeeOIJHnroIU466SQGDhxI7dq1ueuuuw5bvRdddBENGzZkxowZXHXVVTRp0oS5c+cyefJkXn31VXbt2kXt2rVp0aIFI0aMKDK+d+/ePPHEE/z000/7vZV6eXy2rr32Wt555x1WrFhBbm4udevW5dZbb2XYsGEljrv//vupX78+r776Kv/85z856aSTSE5OZuTIkaV7cSpQXl7efm+K0bBhwxLD0RVXXMELL7zA6tWrQ+4k98033xRZX+HjDh06HHQ4Ku38U6VKFSZMmMBjjz3GuHHj2LdvHw8++GAwHC1evJgePXoE/1Aj6cgXFjgct32RJEkqB4MGDeLkk08u8dq4I8GXX37JZZddxquvvkrz5s0ruhxJpeQ1R5Ik6agxevRoFi1aVOR25UeaadOm0bNnT4ORdJTxyJEkSZIk4ZEjSZIkSQIMR5IkSZIEGI4kSZIkCTAcSZIkSRJgOJIkSZIk4Bj+EdhAIEB6+m4KCrwZnyRJxQkPD6N27Uj3mZKOWeHhYZx4Yul+jPmYPXIUFhZGeHhYRZchSdIRLTw8zH2mpGPawcxvx2w4kiRJkqSDYTiSJEmSJAxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAsopHG3YsIEhQ4bQtm1bEhISmDhxIrm5uQccFwgEmDZtGueffz6tW7dmwIABrF27ttj+BQUFXH755cTHx7N48eLyKF2SJEmSgHIIRxkZGQwaNIi8vDxSU1NJSUnh5ZdfZsKECQcc+9RTTzFp0iQGDx7M1KlTiY2NZejQoWzdunW//V966SV27NhR1pIlSZIkqYgyh6OXXnqJ3bt3M3nyZM477zz69+/PH//4xwMGmZycHKZOncrQoUMZPHgwnTp14rHHHqNmzZpMnz69SP/09HT++te/Mnr06LKWLEmSJElFlDkcLV++nE6dOlGzZs1gW2JiIgUFBaxYsaLYcWvWrCE7O5vExMRgW0REBD169GD58uVF+j/22GN07NiRjh07lrVkSZIkSSqizOEoLS2NuLi4kLbo6GhiY2NJS0srcRxQZGzjxo3Ztm0be/fuDbatW7eON998k//3//5fWcuVJEmSpP2qXNYVZGZmEh0dXaQ9JiaGjIyMEsdFRERQtWrVkPbo6GgCgQAZGRlUq1aNgoICxo8fz5AhQ6hfvz7ffPNNqWurVMmb8UmSVJLCfaX7TEnHqoOZ38ocjg61V155he+//57rr7/+oMdGR1c/BBVJknTscZ8pSeUQjqKjo8nKyirSnpGRQUxMTInjcnNzycnJCTl6lJmZSVhYGDExMezevZvHHnuMlJQU8vLyyMvLIzs7G4C9e/eSnZ1NVFRUsc+RmfkT+fkFZdg6SZKObZUqhRMdXd19pqRjVuE8VxplDkdxcXFFri3Kyspi586dRa4n+vU4gI0bN9KsWbNge1paGnXr1qVatWp888037Nq1i3vvvZd77703ZPwdd9zBSSedVOJNH/LzC9i3z4lekqQDcZ8pSeUQjrp06cKUKVNCrj1avHgx4eHhJCQkFDuuffv2REVFsWjRomA4ysvLY8mSJXTp0gWA2NhYnnvuuZBx33//PaNHj2bUqFGce+65ZS1fkiRJkoByCEdJSUk8//zzjBgxguTkZHbs2MHEiRNJSkqiTp06wX6DBg1i27ZtLF26FICqVauSnJxMamoqtWvXpmnTpsyaNYtdu3YxbNiwYJ9f37q78IYMTZo0oX379mUtX5IkSZKAcghHMTExzJw5k/vuu48RI0YQGRlJ//79SUlJCelXUFBAfn5+SNvw4cMJBALMmDGD9PR0mjdvzvTp02nQoEFZy5IkSZKkgxIWCAQCFV3EofLjj7s9f1qSpBJUrhxOrVqR7jMlHbMK57nS8EcNJEmSJAnDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAsopHG3YsIEhQ4bQtm1bEhISmDhxIrm5uQccFwgEmDZtGueffz6tW7dmwIABrF27NqTPypUrSUlJoVu3brRp04bevXvz9NNPk5eXVx6lS5IkSRJQDuEoIyODQYMGkZeXR2pqKikpKbz88stMmDDhgGOfeuopJk2axODBg5k6dSqxsbEMHTqUrVu3Bvu89NJL7N69m5tvvplp06Zx6aWXkpqaytixY8tauiRJkiQFhQUCgUBZVjB16lSmTJnCu+++S82aNQGYPXs248eP591336VOnTr7HZeTk8O5557L1VdfzejRowHIzc2lV69edOnShXHjxgGQnp5O7dq1Q8ZOmTKFJ554gpUrVxZZ9ks//ribffsKyrJ5kiQd0ypXDqdWrUj3mZKOWYXzXGmU+cjR8uXL6dSpUzAYASQmJlJQUMCKFSuKHbdmzRqys7NJTEwMtkVERNCjRw+WL18ebNtf+GnevDmBQICdO3eWtXxJkiRJAsohHKWlpREXFxfSFh0dTWxsLGlpaSWOA4qMbdy4Mdu2bWPv3r3Fjl2zZg0RERHUr1+/DJVLkiRJ0v+pXNYVZGZmEh0dXaQ9JiaGjIyMEsdFRERQtWrVkPbo6GgCgQAZGRlUq1atyLhNmzbx3HPPkZSURGRkyYfHKlXyZnySJJWkcF/pPlPSsepg5rcyh6PDKTs7m1GjRlG/fn1SUlIO2D86uvphqEqSpKOf+0xJKodwFB0dTVZWVpH2jIwMYmJiShyXm5tLTk5OyNGjzMxMwsLCiozNzc1lxIgRZGRkMHv2bGrUqHHA2jIzfyI/34tLJUkqTqVK4URHV3efKemYVTjPlUaZw1FcXFyRa4uysrLYuXNnkeuJfj0OYOPGjTRr1izYnpaWRt26dUNOqSsoKOD222/niy++4MUXX+TUU08tVW35+QXeeUeSpFJwnylJ5XBDhi5durBy5UoyMzODbYsXLyY8PJyEhIRix7Vv356oqCgWLVoUbMvLy2PJkiV06dIlpG/hbcH//ve/Ex8fX9aSJUmSJKmIMh85SkpK4vnnn2fEiBEkJyezY8cOJk6cSFJSUshvHA0aNIht27axdOlSAKpWrUpycjKpqanUrl2bpk2bMmvWLHbt2sWwYcOC46ZMmcJLL73EsGHDiIiIYO3atcFlTZo0ISoqqqybIEmSJEllD0cxMTHMnDmT++67jxEjRhAZGUn//v2L3DChoKCA/Pz8kLbhw4cTCASYMWMG6enpNG/enOnTp9OgQYNgn8LfSpo+fTrTp08PGf/cc8/RsWPHsm6CJEmSJBEWCAQCFV3EoeKvfUuSVLLCX453nynpWFU4z5WGP2ogSZIkSRiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSUE7haMOGDQwZMoS2bduSkJDAxIkTyc3NPeC4QCDAtGnTOP/882ndujUDBgxg7dq1Rfrt2LGDUaNG0a5dOzp06MCf/vQnsrOzy6N0SZIkSQLKIRxlZGQwaNAg8vLySE1NJSUlhZdffpkJEyYccOxTTz3FpEmTGDx4MFOnTiU2NpahQ4eydevWYJ+8vDz+8Ic/sGnTJh599FHGjRvH+++/z2233VbW0iVJkiQpqHJZV/DSSy+xe/duJk+eTM2aNQHIz89n/PjxJCcnU6dOnf2Oy8nJYerUqQwdOpTBgwcDcOaZZ9KrVy+mT5/OuHHjAHjrrbdYv349CxcuJC4uDoDo6GiGDRvGunXraN26dVk3QZIkSZLKfuRo+fLldOrUKRiMABITEykoKGDFihXFjluzZg3Z2dkkJiYG2yIiIujRowfLly8PWX98fHwwGAEkJCRQs2ZNli1bVtbyJUmSJAkohyNHaWlpXHHFFSFt0dHRxMbGkpaWVuI4ICT0ADRu3JiZM2eyd+9eqlWrRlpaWpE+YWFhNGrUqMT1/5i1lx+zcti3r+BgN0mSpONG5crhFISHk+E+U9IxqnLlcGrViixd37I+WWZmJtHR0UXaY2JiyMjIKHFcREQEVatWDWmPjo4mEAiQkZFBtWrVyMzM5IQTTjjo9V837q2D2ApJkiRJx6r5j/YrVb8yh6MjVZXK4RQUBCq6DEmSJElHiTKHo+joaLKysoq0Z2RkEBMTU+K43NxccnJyQo4eZWZmEhYWFhwbHR2939t2Z2RkcOqppxa7/nkP9SUz8yfy8z1FQJKk4lSqFE50dHX3mZKOWZUqlf42C2UOR3FxcUWu/cnKymLnzp1FrhX69TiAjRs30qxZs2B7WloadevWpVq1asF+//3vf0PGBgIBNm7cSEJCQom15ecXeP60JEml4D5TksrhbnVdunRh5cqVZGZmBtsWL15MeHh4ieGlffv2REVFsWjRomBbXl4eS5YsoUuXLiHr/+qrr9i0aVOwbdWqVezatYuuXbuWtXxJkiRJAsohHCUlJREZGcmIESN4//33mTt3LhMnTiQpKSnkN44GDRpEjx49go+rVq1KcnIyM2bMYObMmaxatYrbbruNXbt2MWzYsGC/nj178rvf/Y5Ro0bx7rvvsnDhQu666y7OP/98f+NIkiRJUrkp82l1MTExzJw5k/vuu48RI0YQGRlJ//79SUlJCelXUFBAfn5+SNvw4cMJBALMmDGD9PR0mjdvzvTp02nQoEGwT5UqVXj66ae5//77GT16NJUrV6ZHjx7cddddZS1dkiRJkoLCAoHAMXtLtx9/3O3505IklaDw9z/cZ0o6Vh3M7xyV+bQ6SZIkSToWGI4kSZIkCcORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAHlFI4CgQDTpk3j/PPPp3Xr1gwYMIC1a9eWauyGDRsYMmQIbdu2JSEhgYkTJ5Kbmxtcnp2dTWpqKv379+ess87i3HPP5YYbbuA///lPeZQuSZIkSUA5haOnnnqKSZMmMXjwYKZOnUpsbCxDhw5l69atJY7LyMhg0KBB5OXlkZqaSkpKCi+//DITJkwI9tm2bRuzZ88mISGBJ554gvvuu4+srCwGDBjAhg0byqN8SZIkSSIsEAgEyrKCnJwczj33XK6++mpGjx4NQG5uLr169aJLly6MGzeu2LFTp05lypQpvPvuu9SsWROA2bNnM378eN59913q1KnDnj17CAsLo3r16sFxu3fvplu3blx88cXcc889xa7/xx93s29fQVk2T5KkY1rlyuHUqhXpPlPSMatwniuNMh85WrNmDdnZ2SQmJgbbIiIi6NGjB8uXLy9x7PLly+nUqVMwGAEkJiZSUFDAihUrAKhRo0ZIMAKIjIykYcOGfPfdd2UtX5IkSZKAcghHaWlpAMTFxYW0N27cmG3btrF3794Sx/56XHR0NLGxscH17k9mZibr168vMlaSJEmSfqvKZV1BZmYmERERVK1aNaQ9OjqaQCBARkYG1apVK3ZsdHR0kfaYmBgyMjKKfc6HH36YsLAwBg4cWGJtlSp5Mz5JkkpSuK90nynpWHUw89tBhaNAIEB+fn7wcVhY2MEMLxdz584N3rThlFNOKbFvdHT1EpdLkqSfuc+UpIMMRx999BHXXXdd8HGHDh3o1asXubm55OTkhBw9yszMJCwsjJiYmGLXFx0dTVZWVpH2jIyM/Y5btmwZY8eO5aabbuKyyy47YL2ZmT+Rn+/FpZIkFadSpXCio6u7z5R0zCqc50rjoMLRGWecwZw5c4KPIyMj2bFjBwAbN26kWbNmwWVpaWnUrVu32FPq4OfrlH59bVFWVhY7d+4scj3R2rVrueWWW7j00ku55ZZbSlVvfn6Bd96RJKkU3GdK0kGGo6ioKFq1ahXSVq9ePaKioli0aFEwHOXl5bFkyRK6dOlS4vq6dOnClClTQq49Wrx4MeHh4SQkJAT7ff311yQnJ3POOecwfvz4gylZkiRJkkqlzFdfVq1aleTkZGbMmMHMmTNZtWoVt912G7t27WLYsGHBfh999BEtWrTgtddeC7YlJSURGRnJiBEjeP/995k7dy4TJ04kKSmJOnXqAPDDDz8wbNgwqlatyqBBg/j8889Zu3Yta9eu5euvvy5r+ZIkSZIElMPd6gCGDx9OIBBgxowZpKen07x5c6ZPn06DBg2CfQpv5lBQ8H+H7GNiYpg5cyb33XcfI0aMIDIykv79+5OSkhLs8/XXX7N9+3YABg8eHPK8HTp04Pnnny+PTZAkSZJ0nAsLBAKBii7iUPHXviVJKlnhL8e7z5R0rCqc50rDHzWQJEmSJAxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJKKdwFAgEmDZtGueffz6tW7dmwIABrF27tlRjN2zYwJAhQ2jbti0JCQlMnDiR3NzcYvv/85//JD4+nosvvrg8SpckSZIkoJzC0VNPPcWkSZMYPHgwU6dOJTY2lqFDh7J169YSx2VkZDBo0CDy8vJITU0lJSWFl19+mQkTJuy3/969e/nLX/7CSSedVB5lS5IkSVJQ5bKuICcnh6lTpzJ06FAGDx4MwJlnnkmvXr2YPn0648aNK3bsSy+9xO7du5k8eTI1a9YEID8/n/Hjx5OcnEydOnVC+k+dOpW6detSv359Pv/887KWLkmSJElBZT5ytGbNGrKzs0lMTAy2RURE0KNHD5YvX17i2OXLl9OpU6dgMAJITEykoKCAFStWhPTdsmULzzzzDHfffXdZS5YkSZKkIsocjtLS0gCIi4sLaW/cuDHbtm1j7969JY799bjo6GhiY2OD6y30wAMP0K9fP5o1a1bWkiVJkiSpiDKfVpeZmUlERARVq1YNaY+OjiYQCJCRkUG1atWKHRsdHV2kPSYmhoyMjODjd955h08++YTFixcfVG2VKnkzPkmSSlK4r3SfKelYdTDz20GFo0AgQH5+fvBxWFjYwQz/TXJycvjLX/7CqFGjqF279kGNjY6ufoiqkiTp2OI+U5IOMhx99NFHXHfddcHHHTp0oFevXuTm5pKTkxNy9CgzM5OwsDBiYmKKXV90dDRZWVlF2jMyMoLjZs6cSXh4OH369CEzMxOAvLw8CgoKyMzMpFq1akREROx3/ZmZP5GfX3AwmyhJ0nGlUqVwoqOru8+UdMwqnOdK46DC0RlnnMGcOXOCjyMjI9mxYwcAGzduDLkeKC0tjbp16xZ7Sh38fJ3Sr68tysrKYufOncFrkdLS0ti8eTOdOnUqMv7ss89m3LhxDBw4cL/rz88vYN8+J3pJkg7EfaYkHWQ4ioqKolWrViFt9erVIyoqikWLFgXDUV5eHkuWLKFLly4lrq9Lly5MmTIl5NqjxYsXEx4eTkJCAgDDhw/nsssuCxk3bdo0Nm7cyIMPPsjpp59+MJsgSZIkSftV5hsyVK1aleTkZFJTU6lduzZNmzZl1qxZ7Nq1i2HDhgX7ffTRRwwePJi//OUvXHrppQAkJSXx/PPPM2LECJKTk9mxYwcTJ04kKSkp+BtHjRs3pnHjxiHP+eqrr7Jjxw46duxY1vIlSZIkCSiHcAQ/H90JBALMmDGD9PR0mjdvzvTp02nQoEGwT+HNHAoK/u+QfUxMDDNnzuS+++5jxIgRREZG0r9/f1JSUsqjLEmSJEkqtbBAIBCo6CIOlR9/3O3505IklaBy5XBq1Yp0nynpmFU4z5WGP2ogSZIkSRiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSAGGBQCBQ0UVIkiRJUkXzyJEkSZIkYTiSJEmSJMBwJEmSJEmA4UiSJEmSgOM0HG3YsIEhQ4bQtm1bEhISmDhxIrm5ucHl2dnZpKam0r9/f8466yzOPfdcbrjhBv7zn/9UYNXHjwO9PwC5ubk8/PDDdO7cmdatW9O/f39WrVpVQRUfXzZv3szYsWPp168fLVq04OKLL95vv8zMTO6//346d+5Mq1atuPDCC5kxY8Zhrvb4s2jRIm688Ua6dOlC27Zt6devH3PmzOGX99556KGH6NOnD+3ataN9+/ZcccUVLFiwoAKrPn4sW7aMa665hnPOOYeWLVvSvXt3HnzwQbKyskL6vfPOO1xyySW0atWKnj17Mnfu3Aqq+PhTmn0QOMdVlNLsg5zjKk5p9kEAr7zyCj179qRVq1ZccsklvPvuuxVUcVGVK7qAwy0jI4NBgwZx+umnk5qayo4dO5gwYQJ79+5l7NixAGzbto3Zs2dzxRVXcOutt5KTk8OMGTMYMGAAc+fOpXHjxhW8Fceu0rw/AH/5y194/fXXufXWW2nUqBHz5s1j+PDhzJ49mzPOOKMCt+DYt379epYtW0abNm0oKCgoMuEB7Nmzh2uvvZZKlSpx1113ceKJJ7Jp0yays7MroOLjy7PPPku9evUYM2YMtWrVYuXKldxzzz1s376dkSNHArB7926uvPJK4uLiCAsL46233mL06NEUFBTQt2/fCt6CY9uuXbto3bo11157LTVr1mT9+vWkpqayfv364Bfrjz/+mJEjR9K/f3/uuusuPvjgA/70pz8RGRlJr169KngLjm2l3Qc5x1Wc0uyDnOMqTmn2QQsWLOCee+7hhhtu4JxzzmHhwoWMHDmSF198kbZt21bsBgAEjjNTpkwJtG3bNvDjjz8G21566aVA8+bNA9u3bw8EAoHA7t27A3v27AkZl52dHejQoUPgz3/+8+Es97hTmvdn+/btgebNmweee+65YJ+CgoLAxRdfHLjhhhsOd8nHnfz8/OD/33HHHYE+ffoU6fP4448HunfvHti9e/fhLE2BQOCHH34o0nb33XcH2rdvH/Le/dqAAQMCQ4YMOZSlqRizZ88ONG3aNDjHDR06NDBgwICQPqNHjw4kJiZWRHnHldLsgwIB57iKVJp90P44xx0epdkHXXTRRYHRo0eH9BkwYEDgD3/4w2Gp8UCOu9Pqli9fTqdOnahZs2awLTExkYKCAlasWAFAjRo1qF69esi4yMhIGjZsyHfffXc4yz3ulOb9+eqrr8jPzychISHYJywsjM6dO/P+++/v9/QHlZ/w8ANPG3PmzOGKK66gRo0ah6Ei/VLt2rWLtDVv3pzs7Gz27NlT7LiaNWuSl5d3KEtTMQrnu7y8PHJzc/nwww+LHCHq3bs3GzZs4JtvvqmACo8fpdkHgXNcRSrNPmh/nOMOjwPtg7Zu3cqmTZtITEwM6dO7d29WrVp1RHyHO+7CUVpaGnFxcSFt0dHRxMbGkpaWVuy4zMxM1q9fX2Ssyldp3p/CfzgREREh/SIiIsjNzfXLQwX75ptv2LlzJ7Vq1eKGG26gZcuWdOjQgbvvvpvdu3dXdHnHpdWrV1OnTh2ioqKCbYFAgH379pGZmclrr73GihUruPrqqyuwyuNLfn4+OTk5fPHFF/ztb3+jW7du1K9fny1btpCXl1dkHiw8nbuk/ZTKrjT7IOe4o4Nz3JHjl/ugwn9HjRo1CunTuHFj8vLy2Lp1a0WUGOK4u+YoMzOT6OjoIu0xMTFkZGQUO+7hhx8mLCyMgQMHHsryjnuleX9OO+00ANatW0f9+vWDfdauXQtQ4vuoQ+/7778Hfr4g9qKLLuKpp55i06ZNPProo+zZs4fHHnusgis8vnz88ccsXLiQO+64I6R91apVDBkyBIDKlStzzz33eD3LYXTBBRewY8cOAM477zweffRR4P/mr1/Pg4WPnd8OrdLsg5zjjg7OcUeGX++DjoY57rgLR7/F3Llzefnll5kwYQKnnHJKRZdz3GvatClnnXUWjzzyCKeeeiqnn3468+bN49///jfw8yl2qjgFBQXAz38VeuihhwDo1KkTlStX5u677yYlJYUGDRpUZInHje3bt5OSkkLHjh257rrrQpa1bt2aOXPmkJ2dzfLly7n//vupVKkSV155ZQVVe3yZNm0aP/30E19//TVPPvkkN9xwA88880xFl6VScI47OjjHVbyS9kFHsuMuHEVHRxe5ZSr8nFRjYmKKtC9btoyxY8dy0003cdlllx2OEo9rpX1/JkyYwK233kpSUhIA9erV46abbiI1NZXY2NjDVq+KKnyfOnbsGNJ+zjnnAD/facgvDodeZmYmw4cPp2bNmqSmphY5Tz8qKopWrVoBP3+xy8/PZ8KECVx++eVUqlSpIko+rjRr1gyAdu3a0apVK/r168fSpUtp0qQJQJF5MDMzE2C/+ymVn9Lsg5zjjg7OcRWruH1Q4b+frKyskO9rR9Icd9xdcxQXF1fknO2srCx27txZ5DzjtWvXcsstt3DppZdyyy23HM4yj1ulfX8aNGjA3Llzefvtt1mwYAFLly6lWrVqxMbGUq9evcNdtn6hQYMGRa4H+6WcnJzDWM3xae/evSQnJ5OVlcXTTz/NCSeccMAxZ5xxBtnZ2aSnpx+GCvVL8fHxVKlShS1bttCwYUOqVKlSZB4sfOx1r4dWafZBznFHJ+e4w6ekfVDhv6P9zXFVqlQ5Iv6wcNyFoy5durBy5cpgQgVYvHgx4eHhIXc/+/rrr0lOTuacc85h/PjxFVHqcam070+h+vXr06RJE/Ly8pgzZ46Hy48AERERJCQkFPlR3pUrVwL4O1SH2L59+7j11ltJS0vj6aefpk6dOqUat3r1aqKioqhVq9YhrlC/9umnn5KXl0f9+vWJiIigY8eOvPXWWyF9Fi5cSOPGjUOus1T5K80+yDnu6OQcd3gcaB/UoEEDTj/9dBYvXhzSvnDhQjp16lTiHx4Ol+PutLqkpCSef/55RowYQXJyMjt27GDixIkkJSUF38AffviBYcOGUbVqVQYNGsTnn38eHB8VFRU87UHlrzTvD8ALL7xAVFQUp556Kt9++y3PPPMMVatWZfjw4RVY/fHhp59+YtmyZQB8++23ZGdnBye5Dh06ULt2bUaOHElSUhK33XYbl112GZs3b+bRRx+lb9++NGzYsCLLP+aNHz+ed999lzFjxpCdnR28UQlAixYtSEtL45FHHqFXr17Uq1ePPXv28N577/HKK68wevRoKlc+7nYLh9XIkSNp2bIl8fHxVKtWja+++orp06cTHx/PhRdeCMCNN97Iddddx7hx40hMTOTDDz/kzTff5PHHH6/g6o99pd0HOcdVnAPtg7777jvnuAp0oH1QREQEo0aN4vbbb6dhw4Z07NiRhQsXsm7dOl544YWKK/wXwgKB/fy08DFuw4YN3HfffXzyySdERkbSr18/UlJSgmn1ww8/LPbCsQ4dOvD8888fznKPOwd6fwBmzJjBP/7xD7Zv307NmjW56KKLuOWWW46Ic1WPdd988w3du3ff77LnnnsueB7+qlWreOSRR/jvf/9LTEwMffv2LfI+qvx169aNb7/9dr/L3n77bapVq8Zf/vIX1q5dy86dOznhhBOIi4tj8ODBwS/nOnSmTZvGwoUL2bJlC4FAgHr16tGjRw+GDRsWcqv1t99+myeeeIKNGzdSt25drr/+evr371+BlR8/SrMPAue4inKgfVDjxo2d4yrQgfZBhUe/X3nlFZ566im2bdtGo0aNGD16NBdccMHhLLVYx2U4kiRJkqRfO+6uOZIkSZKk/TEcSZIkSRKGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkSYDiSJEmSJMBwJEmSJEmA4UiSJEmSAMORJEmSJAGGI0mSJEkCDEeSJEmSBBiOJEmSJAkwHEmSJEkScBSGo9TUVNq1a1fRZUiSdMRKTU0lPj6+yH8XX3xxqcZ/+OGHxMfH89lnnx3iSiXpyFK5oguQJEnlr1q1asycObNImySpeIYjSZKOQeHh4bRt27aiy5Cko8pRd1rdrz3yyCP07duXdu3acd555zF69Gi+++67kD7XXnstycnJLF68mJ49e9KuXTuuu+46tmzZUkFVS5JUcd577z2uvPJKWrduzTnnnMO9997Lnj17ivRLT09n5MiRtG3bls6dOzNlypQKqFaSDp+j/sjRDz/8QHJyMieffDLp6ek888wzXHvttSxYsIDKlf9v87788kvS09O5/fbbyc/PZ8KECfzxj39k9uzZFVi9JEmHzr59+0IeV6pUibfeeouUlBQuv/xyRo0axc6dO3n00UfJzMzk8ccfD+l/zz330KdPH1JTU1m5ciWPP/44MTExDBw48HBuhiQdNkd9OHrwwQeD/5+fn0+7du3o0qULH3zwAZ07dw4uy8rK4rXXXqN27doA7NmzhzvvvJPt27dzyimnHPa6JUk6lPbs2cMZZ5wR0vbQQw8xadIkevfuzQMPPBBsj42N5frrr+emm27id7/7XbD9nHPO4Y477gDgvPPO44cffuDJJ59kwIABhIcf9SefSFIRR304WrZsGU8++STr168nOzs72L5p06aQcNSsWbNgMAJo0qQJgOFIknRMqlatGi+88EJIW0FBAd9++y133XVXyFGlDh06EB4ezueffx4Sjnr06BEyvmfPnrz++uts376dunXrHtoNkKQKcFSHo3Xr1nHTTTfRvXt3hg8fzoknnkhYWBhXXXUVOTk5IX2jo6NDHlepUgWgSD9Jko4F4eHhtGrVKqRt9erVAIwYMWK/Y/73v/+FPP7lHxUBTjrpJAB27txpOJJ0TDqqw9E///lPoqKieOKJJ4KH97/99tsKrkqSpCNTzZo1ARg7diytW7cusvzkk08OeZyenh7y+Pvvvwd+Pg1Pko5FR3U42rt3L1WqVCEsLCzYNn/+/AqsSJKkI1dcXBynnHIKW7du5eqrrz5g/6VLl4acWvfWW29x8sknezq6pGPWUR2OEhISmDlzJvfddx89evTgk08+4fXXX6/osiRJOiKFhYUxZswYbr/9dvbs2cP5559P9erV2bZtG8uWLSMlJYVGjRoF+3/wwQc89NBDJCQksGLFCl5//XXGjh3rzRgkHbOOunC0d+9eIiIiAOjatSu33347L7zwAvPmzaN9+/ZMnTqVnj17VnCVkiQdmRITE4mOjmbKlCnBsy3q1avHeeedF7ymqNCf//xnZs+ezaxZs4iMjOSWW24p1REnSTpahQUCgUBFF3EwRo4cybZt25g3b15FlyJJkiTpGHLUHDn68ssv+eijj3jvvfcYNWpURZcjSZIk6Rhz1Bw5uuyyy8jIyKBPnz7ccsstVK581OQ6SZIkSUeBoyYcSZIkSdKh5O1mJEmSJIkj8JqjRYsW8cYbb/DFF1+QmZnJaaedxrXXXssVV1wR8ntGr7zyCk8//TTbtm2jUaNGpKSkcMEFFwSXr1u3jlmzZvHxxx/z3XffUadOHXr27MmNN95IjRo1gv1effVVZs2axaZNm/jpp5+oW7cul1xyCcOHDw/eFU+SJEnSse+IC0fPPvss9erVY8yYMdSqVYuVK1dyzz33sH37dkaOHAnAggULuOeee7jhhhs455xzWLhwISNHjuTFF1+kbdu2wM8ha/PmzfzhD3/g9NNP5+uvv2bSpEl8+umnPPfcc8Hny8jI4LzzzuP6668nKiqKdevWMXnyZLZv3859991XES+BJEmSpApwxF1zlJ6eTu3atUPa7rnnHhYuXMi///1vwsPD6dmzJy1btuTRRx8N9klKSuKEE07gqaeeKnY98+fP5/bbb2fu3Lm0bNmy2Boef/xxnn32WdasWUOlSpXKceskSZIkHamOuGuOfh1oAJo3b052djZ79uxh69atbNq0icTExJA+vXv3ZtWqVeTm5ha7nhYtWgDw3XfflVhDzZo12bdvHwUFBb91MyRJkiQdZY64cLQ/q1evpk6dOkRFRZGWlgZAo0aNQvo0btyYvLw8tm7dWuJ6AOLi4oos27dvHz/99BMff/wxM2fOZODAgVSpUqUct0KSJEnSkeyIu+bo1z7++GMWLlzIHXfcAfx8jRBAdHR0SL/Cx4XLfy09PZ3U1FS6d+/O6aefHrJs3759nHHGGcHHl112GXfddVd5bYIkSZKko8ARHY62b99OSkoKHTt25LrrrvvN68nLy2P06NEAjBs3rsjyypUrM2fOHHJycvj888958sknufPOO3nooYd+83NKkiRJOrocseEoMzOT4cOHU7NmTVJTUwkP//kMwJiYGACysrKIjY0N6f/L5YUCgQB33XUX69at4x//+Acnn3zyfp+vVatWAJx11lnUr1+fESNGcM011wTbJUmSJB3bjshrjvbu3UtycjJZWVk8/fTTnHDCCcFlhdcLFV57VCgtLY0qVarQoEGDkPaHHnqIRYsW8be//Y1mzZqV6vkL72S3ZcuWsmyGJEmSpKPIEReO9u3bx6233kpaWhpPP/00derUCVneoEEDTj/9dBYvXhzSvnDhQjp16hTyw63Tpk3j2WefZcKECXTq1KnUNRTeuOHXQUuSJEnSseuIO61u/PjxvPvuu4wZM4bs7GzWrl0bXNaiRQsiIiIYNWoUt99+Ow0bNqRjx44sXLiQdevW8cILLwT7zp8/n0cffZRLLrmE+vXrh6ynYcOGwVt9X3311fTo0YO4uDjCw8P59NNPmTFjBueddx6tW7c+XJstSZIkqYIdcT8C261bN7799tv9Lnv77bepX78+AK+88gpPPfUU27Zto1GjRowePZoLLrgg2HfMmDG8+uqr+13Pgw8+yOWXXx78/3/9619s27aNypUrU79+fS699FJ+//vfhxyFkiRJknRsO+LCkSRJkiRVhCPumiNJkiRJqgiGI0mSJEnCcCRJkiRJgOFIkiRJkgDDkSRJkiQBhiNJkiRJAgxHkiRJkgQYjiRJkiQJMBxJkiRJEmA4kiRJkiTAcCRJkiRJgOFIkiRJkgD4/3cou4hDhcxeAAAAAElFTkSuQmCC"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 31
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-21T14:51:34.237353Z",
|
||
"start_time": "2025-09-21T14:51:34.235152Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": "",
|
||
"id": "d29a1f47e00d5315",
|
||
"outputs": [],
|
||
"execution_count": null
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|