{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "10813100-cc70-4667-bee6-c48f28d4acec",
   "metadata": {},
   "source": [
    "# A HYBRID CLUSTERING FRAMEWORK FOR CUSTOMER SEGMENTATION IN FINANCIAL SERVICES\n",
    "## Project Overview\n",
    "This project analyzes credit card customer data (8,950 customers, 18 features) using four clustering algorithms: DBSCAN, Hierarchical, K-Means, and Hybrid. The goal is to identify distinct customer segments based on usage patterns and financial behavior. Results are evaluated using Silhouette Score, Davies-Bouldin Index, and Calinski-Harabasz Score to determine the optimal segmentation approach.\n",
    "\n",
    "**Dataset**: CC GENERAL.csv - Credit card (8,950 customers, 18 features)  \n",
    "**Objective**: Identify distinct customer segments for targeted marketing strategies  \n",
    "**Methods**: Density-based spatial clustering of applications with noise, Hierarchical, K-Means, and Hybrid clustering                           \n",
    "**Evaluation**: Silhouette Score, Davies-Bouldin Index, Calinski-Harabasz Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3dda3d0d-6c13-482f-951c-6449cfc6a702",
   "metadata": {},
   "outputs": [],
   "source": [
    "#IMPORT NECESSARY LIBRARIES\n",
    "import os\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import RobustScaler\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "from sklearn.cluster import DBSCAN, KMeans, AgglomerativeClustering\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import (\n",
    "    silhouette_score, davies_bouldin_score, calinski_harabasz_score\n",
    ")\n",
    "from scipy.cluster.hierarchy import linkage, dendrogram, fcluster\n",
    "from IPython.display import FileLink\n",
    "from sklearn.metrics import silhouette_samples\n",
    "\n",
    "RANDOM_STATE = 42\n",
    "np.random.seed(RANDOM_STATE)\n",
    "plt.rcParams[\"figure.figsize\"] = (9, 6)\n",
    "plt.rcParams[\"axes.grid\"] = True\n",
    "sns.set_context(\"notebook\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7c9c28d4-976d-4a25-8b1a-f3dae8465414",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data loaded successfully\n",
      "Dataset shape: (8950, 18)\n",
      "Numeric features: 17\n",
      "\n",
      "First 5 rows of the dataset:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUST_ID</th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C10001</td>\n",
       "      <td>40.900749</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>95.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95.4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>201.802084</td>\n",
       "      <td>139.509787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C10002</td>\n",
       "      <td>3202.467416</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6442.945483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>4103.032597</td>\n",
       "      <td>1072.340217</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C10003</td>\n",
       "      <td>2495.148862</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>773.17</td>\n",
       "      <td>773.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>622.066742</td>\n",
       "      <td>627.284787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C10004</td>\n",
       "      <td>1666.670542</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>205.788017</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C10005</td>\n",
       "      <td>817.714335</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>678.334763</td>\n",
       "      <td>244.791237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
       "\n",
       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "0                    95.4      0.000000             0.166667   \n",
       "1                     0.0   6442.945483             0.000000   \n",
       "2                     0.0      0.000000             1.000000   \n",
       "3                     0.0    205.788017             0.083333   \n",
       "4                     0.0      0.000000             0.083333   \n",
       "\n",
       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "0                    0.000000                          0.083333   \n",
       "1                    0.000000                          0.000000   \n",
       "2                    1.000000                          0.000000   \n",
       "3                    0.083333                          0.000000   \n",
       "4                    0.083333                          0.000000   \n",
       "\n",
       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "0                0.000000                 0              2        1000.0   \n",
       "1                0.250000                 4              0        7000.0   \n",
       "2                0.000000                 0             12        7500.0   \n",
       "3                0.083333                 1              1        7500.0   \n",
       "4                0.000000                 0              1        1200.0   \n",
       "\n",
       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
       "0   201.802084        139.509787          0.000000      12  \n",
       "1  4103.032597       1072.340217          0.222222      12  \n",
       "2   622.066742        627.284787          0.000000      12  \n",
       "3     0.000000               NaN          0.000000      12  \n",
       "4   678.334763        244.791237          0.000000      12  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DATA LOADING AND DATA VIEWING\n",
    "def load_credit_card_data(csv_path=\"CC GENERAL.csv\"):\n",
    "    if not os.path.exists(csv_path):\n",
    "        raise FileNotFoundError(\n",
    "            f\"Could not find {csv_path}. Place 'CC GENERAL.csv' in this folder.\"\n",
    "        )\n",
    "    \n",
    "    # Load data\n",
    "    df = pd.read_csv(csv_path)\n",
    "    \n",
    "    # Strip spaces from column names\n",
    "    df.columns = [c.strip() for c in df.columns]\n",
    "    \n",
    "    # Extract CUST_ID\n",
    "    if \"CUST_ID\" in df.columns:\n",
    "        df_id = df[\"CUST_ID\"]\n",
    "    else:\n",
    "        df_id = pd.Series(np.arange(len(df)), name=\"CUST_ID\")\n",
    "    \n",
    "    # Keep numeric columns only\n",
    "    num_df = df.select_dtypes(include=[np.number]).copy()\n",
    "    \n",
    "    return df, num_df, df_id\n",
    "df, num_df, df_id = load_credit_card_data()\n",
    "\n",
    "print(\"Data loaded successfully\")\n",
    "print(f\"Dataset shape: {df.shape}\")\n",
    "print(f\"Numeric features: {num_df.shape[1]}\")\n",
    "print(\"\\nFirst 5 rows of the dataset:\")\n",
    "display(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f9e11d21-f4af-4ff4-9de9-6a9a8cf01c46",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Dataset shape (rows, columns): (8950, 18)\n",
      "\n",
      " Dataset info:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8950 entries, 0 to 8949\n",
      "Data columns (total 18 columns):\n",
      " #   Column                            Non-Null Count  Dtype  \n",
      "---  ------                            --------------  -----  \n",
      " 0   CUST_ID                           8950 non-null   object \n",
      " 1   BALANCE                           8950 non-null   float64\n",
      " 2   BALANCE_FREQUENCY                 8950 non-null   float64\n",
      " 3   PURCHASES                         8950 non-null   float64\n",
      " 4   ONEOFF_PURCHASES                  8950 non-null   float64\n",
      " 5   INSTALLMENTS_PURCHASES            8950 non-null   float64\n",
      " 6   CASH_ADVANCE                      8950 non-null   float64\n",
      " 7   PURCHASES_FREQUENCY               8950 non-null   float64\n",
      " 8   ONEOFF_PURCHASES_FREQUENCY        8950 non-null   float64\n",
      " 9   PURCHASES_INSTALLMENTS_FREQUENCY  8950 non-null   float64\n",
      " 10  CASH_ADVANCE_FREQUENCY            8950 non-null   float64\n",
      " 11  CASH_ADVANCE_TRX                  8950 non-null   int64  \n",
      " 12  PURCHASES_TRX                     8950 non-null   int64  \n",
      " 13  CREDIT_LIMIT                      8949 non-null   float64\n",
      " 14  PAYMENTS                          8950 non-null   float64\n",
      " 15  MINIMUM_PAYMENTS                  8637 non-null   float64\n",
      " 16  PRC_FULL_PAYMENT                  8950 non-null   float64\n",
      " 17  TENURE                            8950 non-null   int64  \n",
      "dtypes: float64(14), int64(3), object(1)\n",
      "memory usage: 1.2+ MB\n",
      "None\n",
      "\n",
      " Missing values per column:\n",
      "CUST_ID                               0\n",
      "BALANCE                               0\n",
      "BALANCE_FREQUENCY                     0\n",
      "PURCHASES                             0\n",
      "ONEOFF_PURCHASES                      0\n",
      "INSTALLMENTS_PURCHASES                0\n",
      "CASH_ADVANCE                          0\n",
      "PURCHASES_FREQUENCY                   0\n",
      "ONEOFF_PURCHASES_FREQUENCY            0\n",
      "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
      "CASH_ADVANCE_FREQUENCY                0\n",
      "CASH_ADVANCE_TRX                      0\n",
      "PURCHASES_TRX                         0\n",
      "CREDIT_LIMIT                          1\n",
      "PAYMENTS                              0\n",
      "MINIMUM_PAYMENTS                    313\n",
      "PRC_FULL_PAYMENT                      0\n",
      "TENURE                                0\n",
      "dtype: int64\n",
      "\n",
      " Statistical summary:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8949.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8637.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1564.474828</td>\n",
       "      <td>0.877271</td>\n",
       "      <td>1003.204834</td>\n",
       "      <td>592.437371</td>\n",
       "      <td>411.067645</td>\n",
       "      <td>978.871112</td>\n",
       "      <td>0.490351</td>\n",
       "      <td>0.202458</td>\n",
       "      <td>0.364437</td>\n",
       "      <td>0.135144</td>\n",
       "      <td>3.248827</td>\n",
       "      <td>14.709832</td>\n",
       "      <td>4494.449450</td>\n",
       "      <td>1733.143852</td>\n",
       "      <td>864.206542</td>\n",
       "      <td>0.153715</td>\n",
       "      <td>11.517318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2081.531879</td>\n",
       "      <td>0.236904</td>\n",
       "      <td>2136.634782</td>\n",
       "      <td>1659.887917</td>\n",
       "      <td>904.338115</td>\n",
       "      <td>2097.163877</td>\n",
       "      <td>0.401371</td>\n",
       "      <td>0.298336</td>\n",
       "      <td>0.397448</td>\n",
       "      <td>0.200121</td>\n",
       "      <td>6.824647</td>\n",
       "      <td>24.857649</td>\n",
       "      <td>3638.815725</td>\n",
       "      <td>2895.063757</td>\n",
       "      <td>2372.446607</td>\n",
       "      <td>0.292499</td>\n",
       "      <td>1.338331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019163</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>128.281915</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>39.635000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1600.000000</td>\n",
       "      <td>383.276166</td>\n",
       "      <td>169.123707</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>873.385231</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>361.280000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>856.901546</td>\n",
       "      <td>312.343947</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2054.140036</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1110.130000</td>\n",
       "      <td>577.405000</td>\n",
       "      <td>468.637500</td>\n",
       "      <td>1113.821139</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>6500.000000</td>\n",
       "      <td>1901.134317</td>\n",
       "      <td>825.485459</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>19043.138560</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>49039.570000</td>\n",
       "      <td>40761.250000</td>\n",
       "      <td>22500.000000</td>\n",
       "      <td>47137.211760</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>358.000000</td>\n",
       "      <td>30000.000000</td>\n",
       "      <td>50721.483360</td>\n",
       "      <td>76406.207520</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            BALANCE  BALANCE_FREQUENCY     PURCHASES  ONEOFF_PURCHASES  \\\n",
       "count   8950.000000        8950.000000   8950.000000       8950.000000   \n",
       "mean    1564.474828           0.877271   1003.204834        592.437371   \n",
       "std     2081.531879           0.236904   2136.634782       1659.887917   \n",
       "min        0.000000           0.000000      0.000000          0.000000   \n",
       "25%      128.281915           0.888889     39.635000          0.000000   \n",
       "50%      873.385231           1.000000    361.280000         38.000000   \n",
       "75%     2054.140036           1.000000   1110.130000        577.405000   \n",
       "max    19043.138560           1.000000  49039.570000      40761.250000   \n",
       "\n",
       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "count             8950.000000   8950.000000          8950.000000   \n",
       "mean               411.067645    978.871112             0.490351   \n",
       "std                904.338115   2097.163877             0.401371   \n",
       "min                  0.000000      0.000000             0.000000   \n",
       "25%                  0.000000      0.000000             0.083333   \n",
       "50%                 89.000000      0.000000             0.500000   \n",
       "75%                468.637500   1113.821139             0.916667   \n",
       "max              22500.000000  47137.211760             1.000000   \n",
       "\n",
       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "count                 8950.000000                       8950.000000   \n",
       "mean                     0.202458                          0.364437   \n",
       "std                      0.298336                          0.397448   \n",
       "min                      0.000000                          0.000000   \n",
       "25%                      0.000000                          0.000000   \n",
       "50%                      0.083333                          0.166667   \n",
       "75%                      0.300000                          0.750000   \n",
       "max                      1.000000                          1.000000   \n",
       "\n",
       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "count             8950.000000       8950.000000    8950.000000   8949.000000   \n",
       "mean                 0.135144          3.248827      14.709832   4494.449450   \n",
       "std                  0.200121          6.824647      24.857649   3638.815725   \n",
       "min                  0.000000          0.000000       0.000000     50.000000   \n",
       "25%                  0.000000          0.000000       1.000000   1600.000000   \n",
       "50%                  0.000000          0.000000       7.000000   3000.000000   \n",
       "75%                  0.222222          4.000000      17.000000   6500.000000   \n",
       "max                  1.500000        123.000000     358.000000  30000.000000   \n",
       "\n",
       "           PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
       "count   8950.000000       8637.000000       8950.000000  8950.000000  \n",
       "mean    1733.143852        864.206542          0.153715    11.517318  \n",
       "std     2895.063757       2372.446607          0.292499     1.338331  \n",
       "min        0.000000          0.019163          0.000000     6.000000  \n",
       "25%      383.276166        169.123707          0.000000    12.000000  \n",
       "50%      856.901546        312.343947          0.000000    12.000000  \n",
       "75%     1901.134317        825.485459          0.142857    12.000000  \n",
       "max    50721.483360      76406.207520          1.000000    12.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Random sample from dataset:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CUST_ID</th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7669</th>\n",
       "      <td>C17875</td>\n",
       "      <td>16.834929</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>15.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>209.025389</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>430.213001</td>\n",
       "      <td>86.959785</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6125</th>\n",
       "      <td>C16296</td>\n",
       "      <td>540.020858</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>612.23</td>\n",
       "      <td>495.61</td>\n",
       "      <td>116.62</td>\n",
       "      <td>1708.923217</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1642.068707</td>\n",
       "      <td>419.956251</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7028</th>\n",
       "      <td>C17219</td>\n",
       "      <td>119.237712</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>342.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>342.74</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>327.166041</td>\n",
       "      <td>165.207233</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3019</th>\n",
       "      <td>C13108</td>\n",
       "      <td>894.081947</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1901.71</td>\n",
       "      <td>1853.11</td>\n",
       "      <td>48.60</td>\n",
       "      <td>206.618780</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>947.130141</td>\n",
       "      <td>220.745296</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3479</th>\n",
       "      <td>C13576</td>\n",
       "      <td>1294.145453</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3059.10</td>\n",
       "      <td>1836.98</td>\n",
       "      <td>1222.12</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>5560.033502</td>\n",
       "      <td>497.637767</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4525</th>\n",
       "      <td>C14650</td>\n",
       "      <td>32.229139</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>145.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>145.85</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>263.681773</td>\n",
       "      <td>130.725349</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6696</th>\n",
       "      <td>C16884</td>\n",
       "      <td>812.839893</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>1160.09</td>\n",
       "      <td>932.09</td>\n",
       "      <td>228.00</td>\n",
       "      <td>3129.703318</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>4900.523879</td>\n",
       "      <td>197.894736</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471</th>\n",
       "      <td>C12545</td>\n",
       "      <td>1054.905969</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>885.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>885.44</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1057.254150</td>\n",
       "      <td>1613.401207</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2885</th>\n",
       "      <td>C12969</td>\n",
       "      <td>600.777518</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>760.38</td>\n",
       "      <td>269.53</td>\n",
       "      <td>490.85</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>829.712416</td>\n",
       "      <td>186.053091</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6408</th>\n",
       "      <td>C16584</td>\n",
       "      <td>2184.965504</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2893.023143</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>1730.364781</td>\n",
       "      <td>481.160634</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "7669  C17875    16.834929           0.454545      15.00             15.00   \n",
       "6125  C16296   540.020858           1.000000     612.23            495.61   \n",
       "7028  C17219   119.237712           1.000000     342.74              0.00   \n",
       "3019  C13108   894.081947           1.000000    1901.71           1853.11   \n",
       "3479  C13576  1294.145453           1.000000    3059.10           1836.98   \n",
       "4525  C14650    32.229139           0.727273     145.85              0.00   \n",
       "6696  C16884   812.839893           0.875000    1160.09            932.09   \n",
       "2471  C12545  1054.905969           1.000000     885.44              0.00   \n",
       "2885  C12969   600.777518           1.000000     760.38            269.53   \n",
       "6408  C16584  2184.965504           1.000000       0.00              0.00   \n",
       "\n",
       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "7669                    0.00    209.025389             0.090909   \n",
       "6125                  116.62   1708.923217             0.666667   \n",
       "7028                  342.74      0.000000             1.000000   \n",
       "3019                   48.60    206.618780             0.666667   \n",
       "3479                 1222.12      0.000000             1.000000   \n",
       "4525                  145.85      0.000000             0.583333   \n",
       "6696                  228.00   3129.703318             0.875000   \n",
       "2471                  885.44      0.000000             0.833333   \n",
       "2885                  490.85      0.000000             1.000000   \n",
       "6408                    0.00   2893.023143             0.000000   \n",
       "\n",
       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "7669                    0.090909                          0.000000   \n",
       "6125                    0.166667                          0.500000   \n",
       "7028                    0.000000                          1.000000   \n",
       "3019                    0.666667                          0.416667   \n",
       "3479                    0.416667                          1.000000   \n",
       "4525                    0.000000                          0.583333   \n",
       "6696                    0.375000                          0.500000   \n",
       "2471                    0.000000                          0.833333   \n",
       "2885                    0.166667                          1.000000   \n",
       "6408                    0.000000                          0.000000   \n",
       "\n",
       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "7669                0.090909                 1              1        7500.0   \n",
       "6125                0.333333                10             10        2000.0   \n",
       "7028                0.000000                 0             20        2000.0   \n",
       "3019                0.083333                 1             33        1500.0   \n",
       "3479                0.000000                 0             42        7000.0   \n",
       "4525                0.000000                 0              7        1000.0   \n",
       "6696                0.875000                 8             13        2000.0   \n",
       "2471                0.000000                 0            111        1000.0   \n",
       "2885                0.000000                 0             35        4500.0   \n",
       "6408                0.916667                26              0        8000.0   \n",
       "\n",
       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
       "7669   430.213001         86.959785          0.000000      11  \n",
       "6125  1642.068707        419.956251          0.000000      12  \n",
       "7028   327.166041        165.207233          0.000000      12  \n",
       "3019   947.130141        220.745296          0.000000      12  \n",
       "3479  5560.033502        497.637767          0.083333      12  \n",
       "4525   263.681773        130.725349          0.125000      12  \n",
       "6696  4900.523879        197.894736          0.200000       8  \n",
       "2471  1057.254150       1613.401207          0.000000      12  \n",
       "2885   829.712416        186.053091          0.000000      12  \n",
       "6408  1730.364781        481.160634          0.000000      12  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DATASET SHAPE\n",
    "# View dataset dimensions\n",
    "print(\"\\n Dataset shape (rows, columns):\", df.shape)\n",
    "\n",
    "# Check all column names and data types\n",
    "print(\"\\n Dataset info:\")\n",
    "print(df.info())\n",
    "\n",
    "# Check for missing values in each column\n",
    "print(\"\\n Missing values per column:\")\n",
    "print(df.isnull().sum())\n",
    "\n",
    "# View summary statistics for numeric columns\n",
    "print(\"\\n Statistical summary:\")\n",
    "display(df.describe())\n",
    "\n",
    "print(\"\\n Random sample from dataset:\")\n",
    "display(df.sample(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9b8754e4-cab0-4261-9e35-959f273dfa4a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing values before cleaning:\n",
      "BALANCE                               0\n",
      "BALANCE_FREQUENCY                     0\n",
      "PURCHASES                             0\n",
      "ONEOFF_PURCHASES                      0\n",
      "INSTALLMENTS_PURCHASES                0\n",
      "CASH_ADVANCE                          0\n",
      "PURCHASES_FREQUENCY                   0\n",
      "ONEOFF_PURCHASES_FREQUENCY            0\n",
      "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
      "CASH_ADVANCE_FREQUENCY                0\n",
      "CASH_ADVANCE_TRX                      0\n",
      "PURCHASES_TRX                         0\n",
      "CREDIT_LIMIT                          1\n",
      "PAYMENTS                              0\n",
      "MINIMUM_PAYMENTS                    313\n",
      "PRC_FULL_PAYMENT                      0\n",
      "TENURE                                0\n",
      "dtype: int64\n",
      "\n",
      " Missing values after cleaning:\n",
      "BALANCE                             0\n",
      "BALANCE_FREQUENCY                   0\n",
      "PURCHASES                           0\n",
      "ONEOFF_PURCHASES                    0\n",
      "INSTALLMENTS_PURCHASES              0\n",
      "CASH_ADVANCE                        0\n",
      "PURCHASES_FREQUENCY                 0\n",
      "ONEOFF_PURCHASES_FREQUENCY          0\n",
      "PURCHASES_INSTALLMENTS_FREQUENCY    0\n",
      "CASH_ADVANCE_FREQUENCY              0\n",
      "CASH_ADVANCE_TRX                    0\n",
      "PURCHASES_TRX                       0\n",
      "CREDIT_LIMIT                        0\n",
      "PAYMENTS                            0\n",
      "MINIMUM_PAYMENTS                    0\n",
      "PRC_FULL_PAYMENT                    0\n",
      "TENURE                              0\n",
      "dtype: int64\n",
      "\n",
      " Number of duplicate rows found: 0\n",
      "No duplicates found.\n",
      "\n",
      " Dataset shape after cleaning: (8950, 17)\n",
      "\n",
      " Statistical Summary (after cleaning):\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "      <td>8950.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1564.474828</td>\n",
       "      <td>0.877271</td>\n",
       "      <td>1003.204834</td>\n",
       "      <td>592.437371</td>\n",
       "      <td>411.067645</td>\n",
       "      <td>978.871112</td>\n",
       "      <td>0.490351</td>\n",
       "      <td>0.202458</td>\n",
       "      <td>0.364437</td>\n",
       "      <td>0.135144</td>\n",
       "      <td>3.248827</td>\n",
       "      <td>14.709832</td>\n",
       "      <td>4494.282473</td>\n",
       "      <td>1733.143852</td>\n",
       "      <td>844.906767</td>\n",
       "      <td>0.153715</td>\n",
       "      <td>11.517318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2081.531879</td>\n",
       "      <td>0.236904</td>\n",
       "      <td>2136.634782</td>\n",
       "      <td>1659.887917</td>\n",
       "      <td>904.338115</td>\n",
       "      <td>2097.163877</td>\n",
       "      <td>0.401371</td>\n",
       "      <td>0.298336</td>\n",
       "      <td>0.397448</td>\n",
       "      <td>0.200121</td>\n",
       "      <td>6.824647</td>\n",
       "      <td>24.857649</td>\n",
       "      <td>3638.646702</td>\n",
       "      <td>2895.063757</td>\n",
       "      <td>2332.792322</td>\n",
       "      <td>0.292499</td>\n",
       "      <td>1.338331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019163</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>128.281915</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>39.635000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1600.000000</td>\n",
       "      <td>383.276166</td>\n",
       "      <td>170.857654</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>873.385231</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>361.280000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>856.901546</td>\n",
       "      <td>312.343947</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2054.140036</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1110.130000</td>\n",
       "      <td>577.405000</td>\n",
       "      <td>468.637500</td>\n",
       "      <td>1113.821139</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>6500.000000</td>\n",
       "      <td>1901.134317</td>\n",
       "      <td>788.713501</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>19043.138560</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>49039.570000</td>\n",
       "      <td>40761.250000</td>\n",
       "      <td>22500.000000</td>\n",
       "      <td>47137.211760</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>358.000000</td>\n",
       "      <td>30000.000000</td>\n",
       "      <td>50721.483360</td>\n",
       "      <td>76406.207520</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            BALANCE  BALANCE_FREQUENCY     PURCHASES  ONEOFF_PURCHASES  \\\n",
       "count   8950.000000        8950.000000   8950.000000       8950.000000   \n",
       "mean    1564.474828           0.877271   1003.204834        592.437371   \n",
       "std     2081.531879           0.236904   2136.634782       1659.887917   \n",
       "min        0.000000           0.000000      0.000000          0.000000   \n",
       "25%      128.281915           0.888889     39.635000          0.000000   \n",
       "50%      873.385231           1.000000    361.280000         38.000000   \n",
       "75%     2054.140036           1.000000   1110.130000        577.405000   \n",
       "max    19043.138560           1.000000  49039.570000      40761.250000   \n",
       "\n",
       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "count             8950.000000   8950.000000          8950.000000   \n",
       "mean               411.067645    978.871112             0.490351   \n",
       "std                904.338115   2097.163877             0.401371   \n",
       "min                  0.000000      0.000000             0.000000   \n",
       "25%                  0.000000      0.000000             0.083333   \n",
       "50%                 89.000000      0.000000             0.500000   \n",
       "75%                468.637500   1113.821139             0.916667   \n",
       "max              22500.000000  47137.211760             1.000000   \n",
       "\n",
       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "count                 8950.000000                       8950.000000   \n",
       "mean                     0.202458                          0.364437   \n",
       "std                      0.298336                          0.397448   \n",
       "min                      0.000000                          0.000000   \n",
       "25%                      0.000000                          0.000000   \n",
       "50%                      0.083333                          0.166667   \n",
       "75%                      0.300000                          0.750000   \n",
       "max                      1.000000                          1.000000   \n",
       "\n",
       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "count             8950.000000       8950.000000    8950.000000   8950.000000   \n",
       "mean                 0.135144          3.248827      14.709832   4494.282473   \n",
       "std                  0.200121          6.824647      24.857649   3638.646702   \n",
       "min                  0.000000          0.000000       0.000000     50.000000   \n",
       "25%                  0.000000          0.000000       1.000000   1600.000000   \n",
       "50%                  0.000000          0.000000       7.000000   3000.000000   \n",
       "75%                  0.222222          4.000000      17.000000   6500.000000   \n",
       "max                  1.500000        123.000000     358.000000  30000.000000   \n",
       "\n",
       "           PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
       "count   8950.000000       8950.000000       8950.000000  8950.000000  \n",
       "mean    1733.143852        844.906767          0.153715    11.517318  \n",
       "std     2895.063757       2332.792322          0.292499     1.338331  \n",
       "min        0.000000          0.019163          0.000000     6.000000  \n",
       "25%      383.276166        170.857654          0.000000    12.000000  \n",
       "50%      856.901546        312.343947          0.000000    12.000000  \n",
       "75%     1901.134317        788.713501          0.142857    12.000000  \n",
       "max    50721.483360      76406.207520          1.000000    12.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DATA CLEANING\n",
    "# Copy original dataset to preserve raw data\n",
    "df_clean = df.copy()\n",
    "\n",
    "# Drop non-numeric columns (CUST_ID is not used for clustering)\n",
    "df_clean = df_clean.drop(columns=[\"CUST_ID\"])\n",
    "\n",
    "# Check again for missing values\n",
    "print(\"Missing values before cleaning:\")\n",
    "print(df_clean.isnull().sum())\n",
    "\n",
    "# Handle missing values — fill with column medians (robust to outliers)\n",
    "df_clean = df_clean.fillna(df_clean.median())\n",
    "\n",
    "# Confirm missing values handled\n",
    "print(\"\\n Missing values after cleaning:\")\n",
    "print(df_clean.isnull().sum())\n",
    "\n",
    "# Check if any duplicate rows exist\n",
    "duplicates = df_clean.duplicated().sum()\n",
    "print(f\"\\n Number of duplicate rows found: {duplicates}\")\n",
    "if duplicates > 0:\n",
    "    df_clean = df_clean.drop_duplicates()\n",
    "    print(\"Duplicate rows removed.\")\n",
    "else:\n",
    "    print(\"No duplicates found.\")\n",
    "\n",
    "# Confirm the cleaned dataset size\n",
    "print(\"\\n Dataset shape after cleaning:\", df_clean.shape)\n",
    "\n",
    "# Check statistical summary after cleaning\n",
    "print(\"\\n Statistical Summary (after cleaning):\")\n",
    "display(df_clean.describe())\n",
    "\n",
    "# CHECK OUTLIERS\n",
    "# Plot boxplot for key financial columns to visualize outliers\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.boxplot(data=df_clean[['BALANCE', 'PURCHASES', 'CASH_ADVANCE', 'CREDIT_LIMIT', 'PAYMENTS']])\n",
    "plt.title(\"Boxplot of Key Financial Variables (outliers)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e941fc30-2337-41e9-bff6-5c8c83bdc2bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data scaling completed. Shape of scaled data: (8950, 17)\n"
     ]
    }
   ],
   "source": [
    "# Scale the cleaned data using RobustScaler\n",
    "scaler = RobustScaler()\n",
    "scaled_data = scaler.fit_transform(df_clean)\n",
    "print(\"Data scaling completed. Shape of scaled data:\", scaled_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "438dbc91-9942-49a1-b2af-6d9f7ce4ae85",
   "metadata": {},
   "source": [
    "## DBSCAN CLUSTERING (DENSITY-BASED SPATIAL CLUSTERING OF APPLICATIONS WITH NOISE)\n",
    "\n",
    "**Algorithm Overview**:  \n",
    "DBSCAN (Density-Based Spatial Clustering of Applications with Noise) groups together points that are closely packed, marking points in low-density regions as outliers.\n",
    "\n",
    "**Key Parameters:**\n",
    "- **eps (ε)**: Maximum distance between two samples to be considered neighbors\n",
    "- **min_samples**: Minimum number of samples in a neighborhood to form a core point\n",
    "\n",
    "**Approach:**\n",
    "1. Search for optimal eps value (test range: 1.0 to 3.0)\n",
    "2. Run DBSCAN with selected parameters\n",
    "3. Identify and remove noise points\n",
    "4. Evaluate cluster quality\n",
    "5. Profile and interpret business segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6260f31b-614e-4106-bb9d-e53a237086c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching eps for 5 clusters (excluding noise):\n",
      "\n",
      "eps = 1.00 | clusters = 33 | noise points = 4942\n",
      "eps = 1.40 | clusters = 17 | noise points = 3083\n",
      "eps = 1.80 | clusters = 10 | noise points = 1980\n",
      "eps = 2.00 | clusters = 9 | noise points = 1586\n",
      "eps = 2.20 | clusters = 6 | noise points = 1293\n",
      "eps = 2.40 | clusters = 4 | noise points = 1058\n",
      "eps = 2.60 | clusters = 3 | noise points = 868\n",
      "eps = 2.80 | clusters = 2 | noise points = 746\n",
      "eps = 3.00 | clusters = 5 | noise points = 630\n"
     ]
    }
   ],
   "source": [
    "# Seraching eps for clusters\n",
    "X = scaled_data\n",
    "eps_values = [1.0, 1.4, 1.8, 2.0, 2.2, 2.4, 2.6, 2.8, 3.0]\n",
    "min_samples = 5\n",
    "print(\"Searching eps for 5 clusters (excluding noise):\\n\")\n",
    "\n",
    "for eps in eps_values:\n",
    "    db = DBSCAN(eps=eps, min_samples=min_samples)\n",
    "    labels = db.fit_predict(X)\n",
    "\n",
    "    # count clusters excluding noise (-1)\n",
    "    unique_labels = set(labels)\n",
    "    n_clusters = len(unique_labels) - (1 if -1 in unique_labels else 0)\n",
    "    n_noise = (labels == -1).sum()\n",
    "    print(f\"eps = {eps:.2f} | clusters = {n_clusters} | noise points = {n_noise}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1d67ee9c-1511-4afc-9040-37246b8ef1aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster label counts (including noise):\n",
      "DBSCAN_Label\n",
      " 0    8300\n",
      "-1     630\n",
      " 2       6\n",
      " 3       5\n",
      " 1       5\n",
      " 4       4\n",
      "Name: count, dtype: int64\n",
      "\n",
      "Number of noise points detected: 630\n",
      "Number of clusters (excluding noise): 5\n"
     ]
    }
   ],
   "source": [
    "# DBSCAN\n",
    "\n",
    "# Run DBSCAN\n",
    "dbscan = DBSCAN(eps=3.0, min_samples=5)\n",
    "labels = dbscan.fit_predict(scaled_data)\n",
    "\n",
    "# Add labels to dataframe\n",
    "df_clean['DBSCAN_Label'] = labels\n",
    "\n",
    "#Count total points in each label (including noise)\n",
    "print(\"Cluster label counts (including noise):\")\n",
    "print(df_clean['DBSCAN_Label'].value_counts())\n",
    "\n",
    "#Count noise points only (-1)\n",
    "noise_points = np.sum(labels == -1)\n",
    "print(f\"\\nNumber of noise points detected: {noise_points}\")\n",
    "\n",
    "#Count number of clusters excluding noise\n",
    "num_clusters = len(set(labels)) - (1 if -1 in labels else 0)\n",
    "print(f\"Number of clusters (excluding noise): {num_clusters}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a1e3c065-0907-4dab-bb5d-c57359e11681",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply PCA for 2D visualization\n",
    "pca = PCA(n_components=2)\n",
    "pca_data = pca.fit_transform(scaled_data)\n",
    "# Create a scatter plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot( x=pca_data[:, 0], y=pca_data[:,1], hue=labels, palette=\"Set1\", s=50 )\n",
    "plt.title(\"DBSCAN Clusters (Noise = -1)\")\n",
    "plt.xlabel(\"PCA Component 1\")\n",
    "plt.ylabel(\"PCA Component 2\")\n",
    "plt.legend(title=\"Cluster Label\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c4dd8a64-4441-4f6b-bf65-6998a37bbf77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# k-Distance Plot\n",
    "neighbors = NearestNeighbors(n_neighbors=5)\n",
    "neighbors_fit = neighbors.fit(scaled_data)\n",
    "distances, indices = neighbors_fit.kneighbors(scaled_data)\n",
    "distances = np.sort(distances[:, 4])  # 5th nearest neighbor\n",
    "plt.plot(distances)\n",
    "plt.title(\"k-Distance Graph (Elbow = Suggested eps)\")\n",
    "plt.xlabel(\"Points\")\n",
    "plt.ylabel(\"5th Nearest Neighbor Distance\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c0200df5-428a-47e5-9a6a-b3fe152a6188",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Noise removal completed.\n",
      "Shape before noise removal : (8950, 18)\n",
      "Shape after noise removal  : (8320, 18)\n",
      "\n",
      "Cluster label counts after noise removal (no -1):\n",
      "DBSCAN_Label\n",
      "0    8300\n",
      "2       6\n",
      "3       5\n",
      "1       5\n",
      "4       4\n",
      "Name: count, dtype: int64\n",
      "Number of clusters: 5\n"
     ]
    }
   ],
   "source": [
    "# NOISE REMOVAL - DBSCAN\n",
    "# Create a mask for non-noise points (label != -1)\n",
    "non_noise_mask = df_clean['DBSCAN_Label'] != -1\n",
    "\n",
    "# Create a new dataframe without noise\n",
    "df_dbscan_clean = df_clean[non_noise_mask].copy()\n",
    "\n",
    "# create a noise-free scaled data array for further analysis\n",
    "scaled_dbscan_clean = scaled_data[non_noise_mask]\n",
    "\n",
    "print(\"\\nNoise removal completed.\")\n",
    "print(\"Shape before noise removal :\", df_clean.shape)\n",
    "print(\"Shape after noise removal  :\", df_dbscan_clean.shape)\n",
    "print(\"\\nCluster label counts after noise removal (no -1):\")\n",
    "print(df_dbscan_clean['DBSCAN_Label'].value_counts())\n",
    "print(f\"Number of clusters: {num_clusters}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9f8d0d20-b8a7-44b4-b970-c79090e9a19e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset shape after adding dbscan labels: (8320, 18)\n",
      "\n",
      "Columns in noise-removed dataset:\n",
      "- BALANCE\n",
      "- BALANCE_FREQUENCY\n",
      "- PURCHASES\n",
      "- ONEOFF_PURCHASES\n",
      "- INSTALLMENTS_PURCHASES\n",
      "- CASH_ADVANCE\n",
      "- PURCHASES_FREQUENCY\n",
      "- ONEOFF_PURCHASES_FREQUENCY\n",
      "- PURCHASES_INSTALLMENTS_FREQUENCY\n",
      "- CASH_ADVANCE_FREQUENCY\n",
      "- CASH_ADVANCE_TRX\n",
      "- PURCHASES_TRX\n",
      "- CREDIT_LIMIT\n",
      "- PAYMENTS\n",
      "- MINIMUM_PAYMENTS\n",
      "- PRC_FULL_PAYMENT\n",
      "- TENURE\n",
      "- DBSCAN_Label\n",
      "\n",
      "First 10 rows of noise-removed dataset:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "      <th>DBSCAN_Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40.900749</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>95.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95.40</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>201.802084</td>\n",
       "      <td>139.509787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3202.467416</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6442.945483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>4103.032597</td>\n",
       "      <td>1072.340217</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2495.148862</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>773.17</td>\n",
       "      <td>773.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>622.066742</td>\n",
       "      <td>627.284787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1666.670542</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>205.788017</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>312.343947</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>817.714335</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>678.334763</td>\n",
       "      <td>244.791237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1809.828751</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1333.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1333.28</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>1400.057770</td>\n",
       "      <td>2407.246035</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>627.260806</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7091.01</td>\n",
       "      <td>6402.63</td>\n",
       "      <td>688.38</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>13500.0</td>\n",
       "      <td>6354.314328</td>\n",
       "      <td>198.065894</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1823.652743</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>436.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>436.20</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>679.065082</td>\n",
       "      <td>532.033990</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1014.926473</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>861.49</td>\n",
       "      <td>661.49</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>688.278568</td>\n",
       "      <td>311.963409</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>152.225975</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>1281.60</td>\n",
       "      <td>1281.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>1164.770591</td>\n",
       "      <td>100.302262</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "0    40.900749           0.818182      95.40              0.00   \n",
       "1  3202.467416           0.909091       0.00              0.00   \n",
       "2  2495.148862           1.000000     773.17            773.17   \n",
       "3  1666.670542           0.636364    1499.00           1499.00   \n",
       "4   817.714335           1.000000      16.00             16.00   \n",
       "5  1809.828751           1.000000    1333.28              0.00   \n",
       "6   627.260806           1.000000    7091.01           6402.63   \n",
       "7  1823.652743           1.000000     436.20              0.00   \n",
       "8  1014.926473           1.000000     861.49            661.49   \n",
       "9   152.225975           0.545455    1281.60           1281.60   \n",
       "\n",
       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "0                   95.40      0.000000             0.166667   \n",
       "1                    0.00   6442.945483             0.000000   \n",
       "2                    0.00      0.000000             1.000000   \n",
       "3                    0.00    205.788017             0.083333   \n",
       "4                    0.00      0.000000             0.083333   \n",
       "5                 1333.28      0.000000             0.666667   \n",
       "6                  688.38      0.000000             1.000000   \n",
       "7                  436.20      0.000000             1.000000   \n",
       "8                  200.00      0.000000             0.333333   \n",
       "9                    0.00      0.000000             0.166667   \n",
       "\n",
       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "0                    0.000000                          0.083333   \n",
       "1                    0.000000                          0.000000   \n",
       "2                    1.000000                          0.000000   \n",
       "3                    0.083333                          0.000000   \n",
       "4                    0.083333                          0.000000   \n",
       "5                    0.000000                          0.583333   \n",
       "6                    1.000000                          1.000000   \n",
       "7                    0.000000                          1.000000   \n",
       "8                    0.083333                          0.250000   \n",
       "9                    0.166667                          0.000000   \n",
       "\n",
       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "0                0.000000                 0              2        1000.0   \n",
       "1                0.250000                 4              0        7000.0   \n",
       "2                0.000000                 0             12        7500.0   \n",
       "3                0.083333                 1              1        7500.0   \n",
       "4                0.000000                 0              1        1200.0   \n",
       "5                0.000000                 0              8        1800.0   \n",
       "6                0.000000                 0             64       13500.0   \n",
       "7                0.000000                 0             12        2300.0   \n",
       "8                0.000000                 0              5        7000.0   \n",
       "9                0.000000                 0              3       11000.0   \n",
       "\n",
       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  DBSCAN_Label  \n",
       "0   201.802084        139.509787          0.000000      12             0  \n",
       "1  4103.032597       1072.340217          0.222222      12             0  \n",
       "2   622.066742        627.284787          0.000000      12             0  \n",
       "3     0.000000        312.343947          0.000000      12             0  \n",
       "4   678.334763        244.791237          0.000000      12             0  \n",
       "5  1400.057770       2407.246035          0.000000      12             0  \n",
       "6  6354.314328        198.065894          1.000000      12             0  \n",
       "7   679.065082        532.033990          0.000000      12             0  \n",
       "8   688.278568        311.963409          0.000000      12             0  \n",
       "9  1164.770591        100.302262          0.000000      12             0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# VIEW DATASET AFTER NOISE REMOVAL\n",
    "print(\"Dataset shape after adding dbscan labels:\", df_dbscan_clean.shape)\n",
    "\n",
    "print(\"\\nColumns in noise-removed dataset:\")\n",
    "for col in df_dbscan_clean.columns:\n",
    "    print(\"-\", col)\n",
    "\n",
    "print(\"\\nFirst 10 rows of noise-removed dataset:\")\n",
    "display(df_dbscan_clean.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7f61440f-4417-4422-9310-102ea2289641",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PCA VISUALISATION AFTER NOISE REMOVAL\n",
    "\n",
    "# Apply PCA on noise-free scaled data\n",
    "pca_clean = PCA(n_components=2)\n",
    "pca_data_clean = pca_clean.fit_transform(scaled_dbscan_clean)\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(\n",
    "    x=pca_data_clean[:, 0],\n",
    "    y=pca_data_clean[:, 1],\n",
    "    hue=df_dbscan_clean['DBSCAN_Label'],\n",
    "    palette=\"Set1\",\n",
    "    s=50\n",
    ")\n",
    "plt.title(\"DBSCAN Clusters(PCA 2D)\")\n",
    "plt.xlabel(\"PCA Component 1\")\n",
    "plt.ylabel(\"PCA Component 2\")\n",
    "plt.legend(title=\"Cluster Label\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2d149da6-8a6e-4d07-9933-f7114ed005ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HEATMAP - DBSCAN\n",
    "\n",
    "# Remove DBSCAN label columns if they exist\n",
    "cols_to_drop = [\"DBSCAN_Label\", \"DBSCAN_Raw\"]  \n",
    "feature_cols = [col for col in df_dbscan_clean.columns if col not in cols_to_drop]\n",
    "# Compute cluster-wise mean values\n",
    "cluster_means = df_dbscan_clean.groupby('DBSCAN_Label')[feature_cols].mean()\n",
    "cluster_means_normalized = (cluster_means - cluster_means.min()) / (cluster_means.max() - cluster_means.min())\n",
    "plt.figure(figsize=(18, 8))\n",
    "sns.heatmap(\n",
    "    cluster_means_normalized,\n",
    "    cmap=\"coolwarm\",\n",
    "    linewidths=0.5,\n",
    "    linecolor=\"black\",\n",
    "    cbar_kws={'label': 'Normalized Feature Value'},\n",
    "    annot=True,\n",
    "    fmt=\".2f\"\n",
    ")\n",
    "plt.title(\"DBSCAN Cluster Profiles (Normalized Heatmap of Mean Features)\", fontsize=16)\n",
    "plt.xlabel(\"Features\", fontsize=12)\n",
    "plt.ylabel(\"Cluster Label\", fontsize=12)\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.yticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "17889002-45cb-4e5a-9081-3848e9afb97d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DBSCAN Silhouette Score: 0.2843\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SILHOUETTE - DBSCAN\n",
    "X_db = scaled_dbscan_clean\n",
    "labels_db = df_dbscan_clean[\"DBSCAN_Label\"].values\n",
    "\n",
    "# Silhouette score\n",
    "sil_dbscan = silhouette_score(X_db, labels_db)\n",
    "print(f\"DBSCAN Silhouette Score: {sil_dbscan:.4f}\")\n",
    "\n",
    "# Bar plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"DBSCAN\"], [sil_dbscan])\n",
    "plt.title(\"Silhouette Score – DBSCAN\")\n",
    "plt.ylabel(\"Silhouette Score (higher is better)\")\n",
    "plt.ylim(0, sil_dbscan + 0.2)\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c3fe19b5-c47c-44a1-bf50-3703aa60c6a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DBSCAN Davies–Bouldin Index: 0.5675\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DAVIES–BOULDIN INDEX (DBI) - DBSCAN\n",
    "X_db = scaled_dbscan_clean\n",
    "labels_db = df_dbscan_clean[\"DBSCAN_Label\"].values\n",
    "\n",
    "# DBI Score\n",
    "dbi_dbscan = davies_bouldin_score(X_db, labels_db)\n",
    "print(f\"DBSCAN Davies–Bouldin Index: {dbi_dbscan:.4f}\")\n",
    "\n",
    "# Bar plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"DBSCAN\"], [dbi_dbscan], color=\"skyblue\")\n",
    "plt.title(\"Davies–Bouldin Index – DBSCAN\")\n",
    "plt.ylabel(\"DBI (lower is better)\")\n",
    "plt.ylim(0, dbi_dbscan + 0.5)   # small margin above\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d630e134-80e5-4768-a3b0-2c51b4a9e3bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DBSCAN Calinski–Harabasz Score: 34.4979\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAAGACAYAAAB8yxG1AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAYytJREFUeJzt3Xd4VFX6wPHvnT4JpBFCQguEZgjSi4gKYglBKWIFGxZcxXUVVl1WV5quuuDiLj8FFRVEBRFEsQAWmoiIgAqLogFCh0AghbTJtPP7I2bgZiYhkwQZyPt5njxPct9zz7z3zM1958y9c0dTSimEEEIIcVYZznYCQgghhJCCLIQQQoQEKchCCCFECJCCLIQQQoQAKchCCCFECJCCLIQQQoQAKchCCCFECJCCLIQQQoQAKchCCCFECJCCXAdt3bqVu+66i5YtW2Kz2ahXrx5du3ZlypQpZGdnB93fxIkT0TRNt6xfv37069evljL216JFC6699trTttM0jYkTJwbVd79+/ejQoUPA2LFjx6rVZ23SNI0///nPZ+3xg7V//35Gjx5N27ZtsdvtxMTEcOGFFzJq1Cj2799/ttP7Q5T9j5T9hIWF0bRpU1JTU/m///s/8vPz/dYZOXKkbh2j0UjTpk256aab2LZtm1/7zz//nKuvvprGjRtjtVpp3Lgx/fr14/nnn/drW1JSwksvvcQll1xCdHQ0FouFJk2acNNNN7FmzZqA2/Dxxx+jaRoNGjSgpKQkYJsWLVqgaRr333+/X2z16tVomsaiRYtON1x1lulsJyD+WLNmzWL06NG0a9eOxx57jPbt2+Nyudi0aROvvPIK69ev58MPP6zx48yYMaMWsq259evX07Rp07OdRp114MABunbtSlRUFH/9619p164deXl5/PLLL7z//vtkZGTQrFmzs53mH2b58uVERkbidDo5dOgQK1as4PHHH2fq1Kl88skndOrUSdfebrezcuVKANxuNzt37uSZZ57h4osvZvv27TRp0gSAV155hQceeIDrr7+el156iZiYGPbv38+3337LokWLGDdunK/PY8eOMWDAALZu3crdd9/NY489RkxMDAcPHmTJkiVcccUVbN682S+XN954A4Ds7Gw++ugjbr755gq384033mDMmDG0a9euVsatzlCizvj222+V0WhUAwYMUA6Hwy9eUlKilixZEnS/EyZMUH/0rpSYmKiuueaaM9J33759VUpKSsBYVlaWAtSECRNq5bHcbnfA56IygHrwwQdr5fHPtPHjxytAZWRkBIx7PJ4/LJeioiLl9Xr/sMc7Vdn/SFZWll/sp59+UpGRkap58+a6feHOO+9U4eHhfu1XrFihAPXqq6/6ljVv3lxddtllAR+7/BinpaUpk8mkVqxYEbD9999/r/bu3atbdvjwYWUymVT//v2VzWZTV111VcB1ExMTVe/evVVkZKQaNmyYLrZq1SoFqIULFwZcVyglb1nXIc8++yyapvHaa69htVr94haLhcGDB/v+XrBgAVdffTUJCQnY7XaSk5MZN24chYWFp32s8m9Z79mzB03TeOGFF5g2bRotW7akXr169O7dm++++063bkZGBrfccovvrbdGjRpxxRVX8NNPP1X6mDNmzMBkMjFhwgTfsj/i7eWsrCxGjx5N+/btqVevHnFxcfTv35+1a9fq2pWNwZQpU3jmmWdo2bIlVquVVatW4XA4+Otf/0rnzp2JjIwkJiaG3r17s2TJkgof99VXX6Vt27ZYrVbat2/Pe++9V628AGbOnEmnTp2oV68e9evX54ILLuCJJ57wxcveigz0s3r16gpzPH78OAaDgbi4uIBxg0F/CNqwYQODBg2iQYMG2Gw2WrVqxSOPPKJr880333DFFVdQv359wsLCuPjii/nss890bebMmYOmaXzxxRfcfffdNGzYkLCwMN9brQsWLKB3796Eh4dTr149UlNT+fHHHyvcjjOpU6dOPPnkk+zbt48FCxactn1kZCQAZrPZt+z48eMkJCQEbH/qGG/evJlly5Zxzz330L9//4Dte/ToQfPmzXXL3nrrLdxuN2PGjGHYsGGsWLGCvXv3Blw/JiaGcePGsXjxYr//bVE5Kch1hMfjYeXKlXTr1q3KbxHu2LGDgQMH8sYbb7B8+XIeeeQR3n//fQYNGlTtPF5++WW+/PJL/vOf//Duu+9SWFjIwIEDycvL87UZOHAgmzdvZsqUKXz55ZfMnDmTLl26kJubG7BPpRSPPvoojzzyCK+//jqTJk2qdn6ncrvdfj8ej8evXdl59wkTJvDZZ58xe/ZskpKS6NevX8BiNX36dFauXMkLL7zAsmXLuOCCCygpKSE7O5tHH32Ujz76iPnz53PJJZcwbNgw5s6d69fHxx9/zPTp05k8eTKLFi0iMTGR4cOH687PVTWv9957j9GjR9O3b18+/PBDPvroI8aMGaN74fXhhx+yfv1638+6deu48MILCQ8P9zt4n6p37954vV6GDRvG559/zokTJyps+/nnn3PppZeyb98+pk2bxrJly/jHP/7BkSNHfG3WrFlD//79ycvL44033mD+/PnUr1+fQYMGBSxmd999N2azmbfffptFixZhNpt59tlnGT58OO3bt+f999/n7bffJj8/n0svvZRffvmlwvzOpLIXwl9//bVfrGzfczgcbNu2jccee4zo6GiuueYaX5vevXvzwQcfMHHiRLZs2RJwPwX44osvABg6dGhQ+b355pskJCSQlpbG3XffjdfrZc6cORW2f/jhh2nSpAmPP/54UI9T553tKbr4Y2RmZipA3XLLLdVa3+v1KpfLpdasWaMAtWXLFl8s0FvWffv2VX379vX9vXv3bgWoCy+8ULndbt/y77//XgFq/vz5Simljh07pgD1n//8p9J8yt6yLioqUtdff72KjIxUX331lV87qvH2ct++fRVQ6U9lfbrdbuVyudQVV1yhrrvuOr8xaNWqlXI6nZXmUNbHPffco7p06eK3TXa7XWVmZuraX3DBBap169ZB5/XnP/9ZRUVFVZpPeX/+85+VyWRSS5curbSd1+tVf/rTn5TBYFCA0jRNJScnqzFjxqjdu3fr2rZq1Uq1atVKFRcXV9jfRRddpOLi4lR+fr5uuzp06KCaNm3qe0t69uzZClB33HGHbv19+/Ypk8mkHnroId3y/Px8FR8fr2666aaqbH7QKnvLWimliouLFaDS0tJ8y+68886A+15CQoL65ptvdOvv3LlTdejQwdfGbrerK664Qr300ku6fe3+++9XgPr111+rnPvXX3+tADVu3DilVOlz2rJlS5WYmOh3CuDUU0mzZs1SgPrkk0+UUvKWdVXIDFlUKCMjgxEjRhAfH4/RaMRsNtO3b18Atm/fXq0+r7nmGoxGo+/vjh07Avje/oqJiaFVq1ZMnTqVadOm8eOPP+L1egP2dfz4cfr378/333/vexvzdALNegPNfFu1asXGjRv9fr766quA/b7yyit07doVm82GyWTCbDazYsWKgOM0ePBg3duNZRYuXEifPn2oV6+er4833ngjYB9XXHEFjRo18v1tNBq5+eab2blzJwcOHAgqr549e5Kbm8vw4cNZsmQJx44dq3QMn3/+eV566SVeeeUV0tLSKm2raRqvvPIKGRkZzJgxg7vuuguXy8WLL75ISkqK74re9PR0du3axT333IPNZgvYV2FhIRs2bOCGG26gXr16um2//fbbOXDgAL/99ptuneuvv1739+eff47b7eaOO+7QPf82m42+fftW+vY7VH3/CZaq4Gvp7Xa7b9/bsGEDixcvpm3btgwcOJD169f72rVq1YotW7awZs0aJk2axJVXXsnGjRv585//TO/evXE4HNXOrexirrvvvhsofU5HjhzJ3r17WbFiRYXr3XXXXbRv355x48ZV+D8s9KQg1xGxsbGEhYWxe/fuKrUvKCjg0ksvZcOGDTzzzDOsXr2ajRs3snjxYgCKi4urlUeDBg10f5edyy7rT9M0VqxYQWpqKlOmTKFr1640bNiQv/zlL34fDUlPT2fDhg2kpaVV+DGl8sxmc8Cf8sXcZrPRvXt3v5/yV54CTJs2jQceeIBevXrxwQcf8N1337Fx40YGDBgQcJwCnetbvHgxN910E02aNOGdd95h/fr1bNy4kbvvvjvgwTQ+Pr7CZcePHw8qr9tvv50333yTvXv3cv311xMXF0evXr348ssv/R7jnXfe4YknnmD8+PHcc889fvGKJCYm8sADD/DGG2+wY8cOFixYgMPh4LHHHgNKz3cDlV4Rn5OTg1Iq4Pg1btxYt+1lyrcte/u7R48efvvAggULTvtipKr7T7DKXpCWbUcZg8Hg2/d69uzJddddx9KlSzGZTIwdO9av7WWXXcb48eP5+OOPOXToEDfffDObN2/mzTffBPCdXqjqcSA/P5+FCxfSs2dPGjZsSG5uLrm5uVx33XVomuYr1oEYjUaeffZZfv75Z956660qj0VdJh97qiOMRiNXXHEFy5Yt48CBA6f9KNDKlSs5dOgQq1ev9s2KgQrP49amxMRE3z96eno677//PhMnTsTpdPLKK6/42vXu3Zsbb7zRVxhmzpzpd5FQeRs3bgy4vH79+tXO95133qFfv37MnDlTtzzQZ0sBv89sl/XRsmVLFixYoItX9HnPzMzMCpeVvegJJq+77rqLu+66i8LCQr7++msmTJjAtddeS3p6OomJiQB8+eWX3H333YwcObLG5+lvuukmnnvuOd/naRs2bAigm92XFx0djcFg4PDhw36xQ4cOAaUvPE9VfqzL4mXn3YN1JvYfKL0mAKjSZ/fDwsJ8M+LKhIeH8/e//50FCxb4xjk1NZUnnniCjz76iAEDBpz2sebPn09RURHff/890dHRfvEPP/yQnJycgDGAIUOG0KdPHyZMmMBrr7122ser66Qg1yF///vfWbp0KaNGjWLJkiVYLBZd3OVysXz5cgYNGuQ7kJW/GvvVV1/9w/IFaNu2Lf/4xz/44IMP+OGHH/zid955J+Hh4YwYMYLCwkLeeust3Vvi5XXv3r3Wc9Q0zW+ctm7dyvr166t8AZ2maVgsFl0ByczMrPAq6xUrVnDkyBHf29Yej4cFCxbQqlUr34ut6uQVHh5OWloaTqeToUOH8vPPP5OYmMhPP/3E9ddfT//+/YM6sB4+fDjgjLagoID9+/f7ZoRt27alVatWvPnmm4wdOzbgpwDCw8Pp1asXixcv5oUXXsButwPg9Xp55513aNq0KW3btq00n9TUVEwmE7t27fJ7O7sqzsT+s2XLFp599llatGjBTTfddNr2BQUF7Ny5U3flekXjXHZqomycu3btSlpaGm+88QY33XRTwCutN23aRFxcHM2bN+eNN96gfv36fPTRR34vdjdt2sRjjz3Gu+++W+mNav71r39xySWXMH369NNuW10nBbkO6d27NzNnzmT06NF069aNBx54gJSUFFwuFz/++COvvfYaHTp0YNCgQVx88cVER0dz//33M2HCBMxmM+++++5pX5XX1NatW/nzn//MjTfeSJs2bbBYLKxcuZKtW7fqbm5wqhtuuIGwsDBuuOEGiouLmT9/vt+LjTPp2muv5emnn2bChAn07duX3377jcmTJ9OyZUvcbneV+1i8eDGjR4/mhhtuYP/+/Tz99NMkJCSwY8cOv/axsbH079+fp556ivDwcGbMmMGvv/6q++hTVfMaNWoUdrudPn36kJCQQGZmJs899xyRkZH06NGDEydOMHDgQOx2O48++iibNm3S5dK+fXsiIiICbtc///lP1q1bx80330znzp2x2+3s3r2bl156iePHjzN16lRf25dffplBgwZx0UUXMWbMGJo3b86+ffv4/PPPeffddwF47rnnuOqqq7j88st59NFHsVgszJgxg23btjF//vyA7z6cqkWLFkyePJknn3ySjIwMBgwYQHR0NEeOHOH7778nPDy81q7SD2Tz5s1ERkbicrl8NwZ5++23iYuL45NPPvHbb71er++jQ16vl4MHDzJ9+nRycnJ0H+dLSUnhiiuuIC0tjVatWuFwONiwYQP//ve/adSoke70wty5cxkwYIDvium0tDSio6M5fPgwn3zyCfPnz2fz5s2cOHGC77//ngceeCBg4e7Tpw///ve/eeONNyotyH369GHIkCGVfoRP/O5sX1Um/ng//fSTuvPOO1Xz5s2VxWJR4eHhqkuXLmr8+PHq6NGjvnbffvut6t27twoLC1MNGzZU9957r/rhhx8UoGbPnu1rF8xV1lOnTvXLh1OuWj5y5IgaOXKkuuCCC1R4eLiqV6+e6tixo3rxxRd1V2cHujHIqlWrVL169dSAAQNUUVGRX99VFeyNQUpKStSjjz6qmjRpomw2m+ratav66KOP1J133qkSExOrNAZKKfX888+rFi1aKKvVqpKTk9WsWbMCji2/3xhkxowZqlWrVspsNqsLLrhAvfvuu7p2Vc3rrbfeUpdffrlq1KiRslgsqnHjxuqmm25SW7du1eVd0c+qVasqHMvvvvtOPfjgg6pTp04qJiZGGY1G1bBhQzVgwICAV2ivX79epaWlqcjISGW1WlWrVq3UmDFjdG3Wrl2r+vfvr8LDw5XdblcXXXSR70reMmVXWW/cuDFgXh999JG6/PLLVUREhLJarSoxMVHdcMMNAa/Urw1lz2PZj9VqVQkJCerqq69W//3vf9WJEyf81gl0lXVcXJzq27ev+vDDD3VtX331VTVs2DCVlJSkwsLClMViUa1atVL333+/2r9/v1/fxcXFavr06ap3794qIiJCmUwm1bhxYzVs2DD12WefKaWUeuSRRxSgfvrppwq3a9y4cQpQmzdvVkpVfMOeX375RRmNRrnK+jQ0pSq4vE8IIYQQfxi5yloIIYQIAVKQhRBCiBAgBVkIIYQIAVKQhRBCiBAgBVkIIYQIAVKQhRBCiBBQZ28MEhUVRUlJSYXfISqEEELU1OHDh7FarVW67XCdLcglJSVVvouSEKKU1+vF4XBgs9lOe99wIQRB1Zk6W5DLZsYZGRlnORMhzh25ubmsWbOGvn37EhUVdbbTESLkJSUlVbmtvMQVQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQsBZL8iff/45ffv2pWHDhlitVpKSkhg7dix5eXm+NiNHjkTTNL+f5cuXn8XMhRBCiNpjOtsJZGdnc/HFF/PII48QHR3Ntm3bmDhxItu2beOLL77wtUtKSuLdd9/VrZucnPxHpyuEEEKcEWe9IA8fPpzhw4f7/u7Xrx9Wq5X77ruPQ4cO0bhxYwDsdjsXXXTR2UpTCCGEOKPO+lvWgTRo0AAAl8t1ljMRQggh/hghU5A9Hg8Oh4MffviByZMnM2jQIBITE33xXbt2ERUVhcVioVu3bnz00UdnL1khhBCilp31t6zLJCYmcvDgQQAGDBjA/PnzfbEuXbrQo0cPUlJSyM3NZebMmVx33XUsXLiQG264ocI+k5KSKozt37+fZs2aUVRUpFtuNBqxWq14vV4cDoffemFhYQA4HA68Xq8uZrFYMJlMuFwuv9l9Wb9KKYqLi/36tdvtaJpGSUkJHo9HFzObzZjNZtxuN06nUxczGAzYbDYAiouLUUrp4jabDYPBgNPpxO12B+zX4/FQUlKii2maht1ur7Bfq9WK0WgMuK0mkwmLxRJwDE/tNxTHsPz+ACfHsLJ+azKGgZ6bMz2GFe3fZWNYUb9lHA6HbqzKxrCi56YqY1jb+3fZGNb2/i3HiFJyjDipsv07GCFTkJcuXUpBQQE///wzTz/9NIMGDeLLL7/EaDTy8MMP69oOHjyYiy++mPHjx1dakE/H4/GQnp6uWxYdHU1iYiIul8svBtC5c2egtKAXFhbqYs2bNycmJoa8vDwOHDigi9WvX59WrVrh9XoD9puSkoLZbObgwYOcOHFCF2vcuDFxcXEUFBSwZ88eXcxut9OuXTsA0tPT/f4p2rVrh91uJzMzk+zsbF0sLi6Oxo0bU1xczM6dO3Uxs9lMSkoKABkZGX47fuvWralXrx5ZWVkcPXpUF4uJiaF58+aUlJT4baumaXTq1AmAvXv3+v3TtGjRgqioKHJycjh06JAuFhERQVJSEm63O+AYXnjhhRiNRg4cOEB+fr4u1rRpU2JjYzlx4gT79u3TxcLDw2nTpg1AwH6Tk5OxWq1kZmaSk5Oji8XHxxMfH09hYSEZGRm6mNVq9V14uGvXLr+DXZs2bQgPDycrK4usrCxdLDY2lqZNm+JwOPxyMhqNXHjhhQDs2bPH74DWsmVLIiMjyc7O5vDhw7pYVFQULVq0qHAMO3bsiKZpHDhwgIKCAl2sWbNmGI1GAPbt26cr0PXq1aN169YopQL22759eywWC4cPHyY3N1cXS0hIoFGjRhQWFrJ7925dzGazccEFFwCwc+dOv4Nd27ZtCQsL4+jRoxw7dkwXa9iwIU2aNMHhcLBjxw5dzGQy0aFDB6B0DMsXm6SkJCIiIjh+/DiZmZm6mBwjSskx4qTKjhEej8f3f3M6mir/7ISAzZs3071790pnwFOnTuXxxx+nqKjI92oqGGWz523btumWy6vfUvLq9ySZIZ/st6CggDVr1tCrVy8iIiJ8MZkhnyTHiFJyjChV9sKv/Av2QEJmhnyqzp07YzQa/V6Rnaq2XkeU/fOUZzAYKowBvicnkLInNhBN0yrt12q1VhgzmUyYTBU/ZZW9MLFYLLoZzamMRmOlOVXWb2Xbei6OYXX7rckYVvbcnKkxrEm/ZfFA68v+fVIo7t8yhqXOxjGiKkLmoq5TrV+/Ho/HU+E5YK/Xy6JFi0hJSanW7FgIIYQINWd9hjxs2DC6d+9Ox44dsdvtbNmyhSlTptCxY0eGDh3K3r17GTlyJMOHD6dVq1bk5OQwc+ZMNm3axAcffHC20z9pnna2MxDizDMkgX0aLO8G3tO/BSfEOWvEH38296wX5J49e7JgwQKef/55vF4vLVq04L777uPRRx/FYrFQv359IiIimDx5MllZWVgsFrp3786yZctITU092+kLIYQQteKsF+Rx48Yxbty4CuMxMTEsWbLkD8xICCGE+OOF5DlkIYQQoq6RgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEAFN1V0xPT+fgwYMUFxcTGxtLu3btiIyMrM3chBBCiDojqIL83Xff8corr7Bs2TKOHTsGgFIKTdMwGAx07tyZ2267jZEjR0pxFkIIIYJQpYL8008/8cgjj/D111+TnJzMDTfcQNeuXYmLi8Nms5GdnU1GRgbfffcdTz75JE899RRPPPEEY8eOxWKxnOltEEIIIc55VSrIvXr14tZbb2XatGl07dq10raFhYW89957TJkyBbfbzT/+8Y9aSVQIIYQ4n1WpIG/bto02bdpUqcPw8HDuueceRo4cyf79+2uUnBBCCFFXVOkq67Ji7HQ6+eKLL9i3b99p1zEajbRo0aJGyQkhhBB1RVAfezKZTFx77bXs2LHjTOUjhBBC1ElBFWSDwUDTpk05ceLEmcpHCCGEqJOCvjHIPffcw8svv4zH4zkT+QghhBB1UtA3BrFYLPz2228kJyczePBgEhIS0DTNF9c0jTFjxtRqkkIIIcT5LuiC/Le//c33+7Rp0/ziUpCFEEKI4AVdkHfv3n0m8hBCCCHqtKDPIScmJp72Jxiff/45ffv2pWHDhlitVpKSkhg7dix5eXm6dkuXLqVLly7YbDZat27NjBkzgk1dCCGECFnV/nKJX3/9lTVr1nDs2DHuuece4uPjOXToENHR0djt9ir3k52dzcUXX8wjjzxCdHQ027ZtY+LEiWzbto0vvvgCgPXr1zNkyBDuuOMOpk2bxrp163jooYewWCzce++91d0EIYQQImRoSikVzAoej4f77ruPOXPm+L5YYuPGjXTt2pVBgwbRpUsXJk+eXKOkZs2axX333cfBgwdp3LgxaWlpZGdns2HDBl+b++67j08//ZQDBw5gMAT/LZJJSUkAZGRk1ChXn3na6dsIcY7LNSSxxj6NvsVjifLW0v+OEKFoRFClsULB1JqgK9k///lP5s2bx9SpU9m2bRun1vO0tDSWL18ebJd+GjRoAIDL5aKkpISVK1dyyy236NrceuutHD58mB9//LHGjyeEEEKcbUEX5Dlz5vDUU08xduxY2rVrp4u1bNmy2hd9eTweHA4HP/zwA5MnT2bQoEEkJiaya9cunE4nycnJuvbt27cHYPv27dV6PCGEECKUBH0O+eDBg/Tu3TtgzGazkZ+fX61EEhMTOXjwIAADBgxg/vz5AOTk5AAQFRWlax8dHQ2UnoOuSNlbBYHs37+fZs2aUVRUpFtuNBqxWq14vV4cDoffemFhYQA4HA68Xu/JgBaLReVjogQXNlxaPX2/yoWVPBQaxVoDv37tKhsNLyVE4NH0X1lpVoWYKcaNBacWoYsZ8GBTpWNUrMVS/k0Wm8rBgAcn9XFr1nL9FmOmEA9mSjT991dreLGr7N/7jUGVe+1mVXkYceEiHJemv2bApEqwkI8XIw4tuly/YFel36Xt0KLxYtTFLeoEJpy4sOPSwnUxo3Ji5QQKA8VaDOXZ1XE0FCVE4tHM5ba1ADMO3FhxavV1MYNyYaP0IsIiLdav37IxLKE+Hr8xLMJMUQVj6MHue24aoNCf1rCqXIy4cRKO228MHVgowIsJhxZVrt+ajGEJVvLxYsARcAyPoQEOIvGWG0OLKvD97tCidGNVNoaK0v2wPJvKxoC3gjGsyf6diwE3Turh1my6mEkVY6EQDyZK/MZQYVfHf+83GlVuDE/u32G4tDBd7OQY+u/fAGFlz03AMZRjBJwjx4hTaoPBYMBmK92/ytcMKK19BoOBkpKSGt00K+iCHBcXR0ZGBpdffrlf7LfffqNp06bVSmTp0qUUFBTw888/8/TTTzNo0CC+/PJLX/zUm4+cqqLlVeHxeEhPT9cti46OJjExEZfL5RcD6Ny5M1Ba0AsLC08GzDfS3P0VMd4d5Blac8B0qW69+t79tHJ/ihcT6eYb/fpNcc7GjIODpj6cMLTQxRq71xHn3UqBoRl7TFfrYnZ1jHauhQCkm4f5HVjaud7DrnLINHUj26B/lyHO8wONPRso1hqy0zxEFzOrQlJccwHIMF3rt+O3di2hnjpElrEDR436r+SM8W6nuXs1JVqE37ZqeOjkfA2AvaYr/Q7eLdxfEOXdRY6hDYdMfXSxCO8ektzLcGMJOIYXOl/HiIsDpkvJNzTTxZq61xLr3cYJQ3P2ma7UxcJVJm1cHwIE7DfZOQ8reWSaepJjaKuLxXs2Ee/ZSKEWT4b5Wl3MqvJIds0DYJd5MG70BaONazHh6ghZxk5kGTvpYrGebTT1rMWhRfnlZMTJhc43ANhjSvU7oLV0LyPSu4dsYzKHjb10sSjvLlq4v8CNPeC2dnS+ioaXA6Z+FBga62LN3KsxUgLAPtNVWNTJW+jW8x6itXsJCkPAfts752KhkMOm3uQaWuliCZ4NNPL8QKGhMbtNabqYTeVwges9AHaah+BBX4jauhYSpo5x1NiFY8YOulhDzxaaeL7FoTVgh3mYLmbCQQfnbAD2mNL8ik2S61Mi1H6OG1PINHbXxaK96SS6V+CiXsBt7eycCcB+c38KtXhdTI4Rpc6JY8Qpx//w8HDflywFqgvJyclYrVYyMzN9k8gyHo8Ho9Hot04gQV/U9ac//Ykvv/yStWvXEh8fj9lsZvPmzSQlJdG7d29SU1N58cUXg+nSz+bNm+nevTsLFy6kffv2pKSksGzZMgYMGOBrk5WVRVxcHG+//Ta33XZb0I9RNnvetm2bbnm1Z8hLEuXV7+/OiVe/p5AZ8kmnmyEXGBqzxj6NXo7JRHhPfuubzJBPkhlyqXP+GDFkry9Wkxlyhw6lLxSrclFX0AX5yJEj9OjRg7y8PC6//HI++eQTrr76arZt24bZbGbTpk3ExPgPRDA8Hg9Wq5VnnnmGMWPGEBERwfPPP6+7A9iaNWvo168fmzZtolu3bkE/hlxlLUTw5CprUWecC1dZN2rUiI0bNzJ8+HA2b96M0Whky5YtpKWl8e2339a4GEPp5449Hg9JSUlYrVb69+/P+++/r2szf/58EhIS6NKlS40fTwghhDjbqnVjkEaNGvHKK6/USgLDhg2je/fudOzYEbvdzpYtW5gyZQodO3Zk6NChAIwfP57LLruMUaNGceutt7Ju3TpmzZrFq6++Wq3PIAshhBChJuhq1r9/f3799deAsfT0dPr37x9Ufz179mThwoWMGDGCIUOG8Oabb3Lfffexdu1aLJbS8yS9e/dmyZIlbNy4kdTUVN58802mT58ud+kSQghx3gh6hrx69WpOnDgRMJafn8+aNWuC6m/cuHGMGzfutO0GDhzIwIEDg+pbCCGEOFfU6vu9hw8f9l2FLIQQQoiqq9IMecmSJSxZssT399NPP03Dhg11bYqLi1m9erVcZCWEEEJUQ5UK8i+//MLChaUfLNc0jZUrV/pdTGW1Wrnwwgv573//W/tZCiGEEOe5KhXkv//97/z9738HSj8gvWrVKnr27HlGExNCCCHqkqDPIe/evbvCt6Xdbjf79u0LGBNCCCFExYIuyElJSRV+5eGWLVto2bJljZMSQggh6pqgC3Jld9r0eDw1+rIHIYQQoq6q1seeAhXdkpISli1bRmys/43lhRBCCFG5Kl3UNWnSJCZPngyUFuOLLrqowrZy9ywhhBAieFUqyD179mT06NEopZgxYwY33HADjRo10rUp+9jTiBEjzkiiQgghxPmsSgU5LS2NtLTSLw4vLCxk/PjxcvGWEEIIUYuCvpf17Nmzz0QeQgghRJ1WrYu6fv31V4YPH05CQgIWi4UffvgBKD3XvGrVqlpNUAghhKgLgi7IP/30Ez169GDNmjX069cPj8fjixUUFNTa9yQLIYQQdUnQBXncuHF07NiRnTt38vbbb+s+l9yzZ082btxYqwkKIYQQdUHQ55DXrVvHO++8Q1hYmG52DNCoUSMyMzNrLTkhhBCirqjWnbosFkvAWE5ODlartcZJCSGEEHVN0AW5Y8eOfPjhhwFjy5cvp1u3bjVOSgghhKhrgn7L+uGHH2bEiBGEh4dz++23A7Bv3z5WrlzJm2++yaJFi2o9SSGEEOJ8F3RBvvnmm9m1axcTJ05k+vTpAFx//fWYTCYmTZrEoEGDaj1JIYQQ4nwXdEEGeOKJJ7jjjjtYvnw5R48eJTY2ltTUVBITE2s7PyGEEKJOqFZBBmjatKl8kYQQQghRS6pVkD0eD++//z6rVq3i+PHjNGjQgMsvv5wbb7wRk6naNV4IIYSos4KunseOHWPAgAH88MMPmEwmGjRowPHjx3n99dd54YUX+Pzzz+U7kYUQQoggBf2xpzFjxvDbb7/x7rvvUlxczOHDhykuLuadd95hx44djBkz5kzkKYQQQpzXgp4hf/LJJzzzzDMMHz7ct8xoNDJixAiOHj3KxIkTazM/IYQQok6o1p26UlJSAsY6dOigu7e1EEIIIaom6IJ85ZVX8tVXXwWMffnll/Tr16+mOQkhhBB1TpXess7Ozvb9/tRTTzFs2DA8Hg8jRowgPj6ezMxM3n33XRYvXszixYvPWLJCCCHE+apKM+TY2FgaNmxIw4YN6datG3v27OHf//433bt3p2nTpnTv3p1p06axZ8+eoO9lvXDhQoYOHUqzZs0IDw+nY8eOzJw5E6/X62szcuRINE3z+1m+fHlwWyuEEEKEqCrNkMePH4+maWckgX//+98kJiYydepUGjVqxKpVq/jLX/5CRkYGU6dO9bVLSkri3Xff1a2bnJx8RnISQggh/mhVKshn8srpTz75hIYNG/r+vvzyyykoKOCll17imWee8X2do91u56KLLjpjeQghhBBnU9AXddW2U4txmS5duuBwOHTnroUQQojz2VkvyIGsXbuWmJgY4uLifMt27dpFVFQUFouFbt268dFHH529BIUQQohaFnI3nt60aROzZ89mwoQJGI1GoHTG3KNHD1JSUsjNzWXmzJlcd911LFy4kBtuuKHCvpKSkiqM7d+/n2bNmlFUVKRbbjQasVqteL1eHA6H33phYWEAOBwO3YVnaLFYVD4mSnBhw6XV0/erXFjJQ6FRrDXw69eustHwUkIEHs2ii5lVIWaKcWPBqUXoYgY82FQOAMVaLOU/BW5TORjw4KQ+bs1art9izBTiwUyJFqmLaXixq+zf+41BlXvtZlV5GHHhIhyXZtfFTKoEC/l4MeLQosv1C3Z1DACHFo0Xoy5uUScw4cSFHZcWrosZlRMrJ1AYKNZiKM+ujqOhKCESj2Yut60FmHHgxopTq6+LGZQLG3kAFGn+t30tG8MS6uPxG8MizBRVMIYe7L7npgEK/XUYVpWLETdOwnH7jaEDCwV4MeHQosr1W5MxLMFKPl4MOAKO4TE0wEEk3nJjaFEFvt8dWpRurMrGUFG6H5ZnU9kY8FYwhjXZv3Mx4MZJPdyaTRczqWIsFOLBRInfGCrs6vjv/Uajyo3hyf07DJcWpoudHEP//RsgrOy5CTiGcoyAc+QYcUptMBgM2Gyl+1f5mgFgs9kwGAyUlJTg8Xj84lUVUgU5MzOT66+/np49e/K3v/3Nt/zhhx/WtRs8eDAXX3wx48ePr7Qgn47H4yE9PV23LDo6msTERFwul18MoHPnzkBpQS8sLDwZMN9Ic/dXxHh3kGdozQHTpbr16nv308r9KV5MpJtv9Os3xTkbMw4OmvpwwtBCF2vsXkecdysFhmbsMV2ti9nVMdq5FgKQbh7md2Bp53oPu8oh09SNbIP+Irg4zw809mygWGvITvMQXcysCklxzQUgw3St347f2rWEeuoQWcYOHDV21cVivNtp7l5NiRbht60aHjo5XwNgr+lKv4N3C/cXRHl3kWNowyFTH10swruHJPcy3FgCjuGFztcx4uKA6VLyDc10sabutcR6t3HC0Jx9pit1sXCVSRvXhwAB+012zsNKHpmmnuQY2upi8Z5NxHs2UqjFk2G+VhezqjySXfMA2GUejBt9wWjjWky4OkKWsRNZxk66WKxnG009a3FoUX45GXFyofMNAPaYUv0OaC3dy4j07iHbmMxhYy9dLMq7ixbuL3BjD7itHZ2vouHlgKkfBYbGulgz92qMlACwz3QVFnXCF6vnPURr9xIUhoD9tnfOxUIhh029yTW00sUSPBto5PmBQkNjdpvSdDGbyuEC13sA7DQPwYO+ELV1LSRMHeOosQvHjB10sYaeLTTxfItDa8AO8zBdzISDDs7ZAOwxpfkVmyTXp0So/Rw3ppBp7K6LRXvTSXSvwEW9gNva2TkTgP3m/hRq8bqYHCNKnRPHiFOO/+Hh4bRp0wYgYF1ITk7GarWSmZlJTk6OLubxeHyTy9PRVIjcWisvL49+/frhcDj45ptvaNDA/xXiqaZOncrjjz9OUVERdru90raBlM2et23bplte7RnykkR59fu7c+LV7ylkhnzS6WbIBYbGrLFPo5djMhHefb6YzJBPkhlyqXP+GDFkry9Wkxlyhw6lLxQzMjL81isvJGbIDoeDwYMHc+TIEdavX3/aYgzU2i06ywpseQaDocIY4HtyTiZ0zPerGQdm5V/MofRAEHZK2/KsnMDvP+Z3JpyYKlnXXknMQj4WlR8wZsRVaU5l/3SBmCnErAoDxgx4Ku237CARuN9izKo4YEzDe5oxzKtkDEswqZIK162833yo9hgerzBmoRBLhWPoPiNjaDjNGNoqGcPSx80NuL5G9cewZvt3ge4t9VMZTzOG9krHsAiz8j8AQxX270rGUI4RpUL6GFHB8b+yulD2qaDqCvqirpUrV7Jw4ULf30eOHGHgwIHEx8dzxx13BJxVVsbtdnPTTTexZcsWli9fTmJi4mnX8Xq9LFq0iJSUlGrNjoUQQohQE/QMefz48Vx11VW+vx9//HHWrl3LVVddxaJFi2jTpg1PPfVUlft78MEH+eSTT5gyZQpFRUV89913vlj79u3Jyclh5MiRDB8+nFatWpGTk8PMmTPZtGkTH3zwQbDpCyGEECEp6IKcnp7uu+DK7Xbz4Ycf8q9//YvRo0fzwgsv8OabbwZVkD///HOgtLCXt2rVKjp27EhERASTJ08mKysLi8VC9+7dWbZsGampqcGmL4QQQoSkoAvyiRMniIqKAmDz5s0UFhYyePBgAHr27Bn0Xb327Nlz2jZLliwJMkshhBDi3BL0OeS4uDh27NgBwFdffUViYiJNmzYFID8/H7PZXNnqQgghhAgg6BnygAEDeOKJJ/j555+ZM2cOd955py/266+/0qJFi9rMTwghhKgTgi7Izz77LPv27WPWrFn07NmTf/zjH77YvHnzuPjii2s1QSGEEKIuCLogx8bGVvg9xKtWrfL/fK4QQgghTqtWbwwSERFx+kZCCCGE8FOlgjx37lyuueYaGjRowNy5c0/b/o477qhxYkIIIURdUqWCPHLkSL777jsaNGjAyJEjK22raZoUZCGEECJIVSrIu3fvJiEhwfe7EEIIIWpXlQryqfeXrsq9poUQQggRnKBvDCKEEEKI2icFWQghhAgBUpCFEEKIECAFWQghhAgBQRdkp9OJUupM5CKEEELUWUEVZIfDgd1u56OPPjpD6QghhBB1U1AF2Waz0aBBA8LDw89UPkIIIUSdFPRb1oMGDeLDDz88E7kIIYQQdVbQXy5xyy23cM8993D33XczbNgwEhIS0DRN16Zr1661lqAQQghRFwRdkFNTUwGYM2cOb731li6mlELTNDweT+1kJ4QQQtQRQRfk2bNnn4k8hBBCiDot6IJ85513nok8hBBCiDqtRjcG+e2331i3bh2FhYW1lY8QQghRJ1WrIM+dO5emTZvSvn17LrvsMn777TcAbrrpJmbNmlWrCQohhBB1QdAFeeHChYwcOZKuXbvy0ksv6e7a1bVrV95///1aTVAIIYSoC4IuyM899xx33XUXH3/8Mffdd58ulpyczC+//FJryQkhhBB1RdAFefv27dxyyy0BYzExMRw/frzGSQkhhBB1TdAFOSwsjLy8vICxgwcPEh0dXeOkhBBCiLom6ILcp08fv3PHZebMmUO/fv1qIy8hhBCiTgn6c8jjx4/nkksuoWfPnowYMQJN01i8eDETJkzg66+/5vvvvz8TeQohhBDntaBnyN27d2fZsmUUFBTw17/+FaUUzz77LOnp6SxdupQOHToE1d/ChQsZOnQozZo1Izw8nI4dOzJz5ky8Xq+u3dKlS+nSpQs2m43WrVszY8aMYFMXQgghQlbQM2SAyy+/nO3bt7Nr1y6OHDlCbGwsbdu2rVYC//73v0lMTGTq1Kk0atSIVatW8Ze//IWMjAymTp0KwPr16xkyZAh33HEH06ZNY926dTz00ENYLBbuvffeaj2uEEIIEUo0Fehk8B8oKyuLhg0b6paNHTuWmTNnkpubi9VqJS0tjezsbDZs2OBrc9999/Hpp59y4MABDIbg72+SlJQEQEZGRs02oMw87fRthDjH5RqSWGOfRt/isUR5a+l/R4hQNKJ2SmMwtaZaM+T8/HyWLVvG3r17KS4u1sU0TeOpp56qcl/lizFAly5dcDgcZGdnExMTw8qVK3n++ed1bW699VZmzZrFjz/+SLdu3aqzGUIIIUTICLogb9iwgWuuuYbs7OyA8WALciBr164lJiaGuLg4fvvtN5xOJ8nJybo27du3B0o/Fy0FWQghxLku6II8ZswYmjRpwvLly+nYsSMWi6VWE9q0aROzZ89mwoQJGI1GcnJyAIiKitK1K/u8c0UvDODkWwWB7N+/n2bNmlFUVKRbbjQasVqteL1eHA6H33phYWEAOBwO/YVnWiwWlY+JElzYcGn19P0qF1byUGgUaw38+rWrbDS8lBCBR9OPqVkVYqYYNxacWoQuZsCDTZWOUbEWS/k3WWwqBwMenNTHrVnL9VuMmUI8mCnRInUxDS92lf17vzGoctf/WVUeRly4CMel2XUxkyrBQj5ejDg0/efSNcCujgHg0KLxYtTFLeoEJpy4sOPSwnUxo3Ji5QQKA8VaDOXZ1XE0FCVE4tHM5ba1ADMO3FhxavV1MYNyYaP0s/VFWqxfv2VjWEJ9PH5jWISZogrG0IPd99w0QKE/rWFVuRhx4yQct98YOrBQgBcTDi2qXL81GcMSrOTjxYAj4BgeQwMcROItN4YWVeD73aFF6caqbAwVpftheTaVjQFvBWNYk/07FwNunNTDrdl0MZMqxkIhHkyU+I2hwq6O/95vNKrcGJ7cv8NwaWG62Mkx9N+/AcLKnpuAYyjHCDhHjhGn1AaDwYDNVrp/la8ZADabDYPBQElJCR6Pxy9eVUEX5P/973/MmzeP7t27V/tBK5KZmcn1119Pz549+dvf/qaLaVrgc7QVLa8Kj8dDenq6bll0dDSJiYm4XC6/GEDnzp2B0oKu+5Yr8400d39FjHcHeYbWHDBdqluvvnc/rdyf4sVEuvlGv35TnLMx4+CgqQ8nDC10scbudcR5t1JgaMYe09W6mF0do51rIQDp5mF+B5Z2rvewqxwyTd3INujfZYjz/EBjzwaKtYbsNA/RxcyqkBTXXAAyTNf67fitXUuopw6RZezAUWNXXSzGu53m7tWUaBF+26rhoZPzNQD2mq70O3i3cH9BlHcXOYY2HDL10cUivHtIci/DjSXgGF7ofB0jLg6YLiXf0EwXa+peS6x3GycMzdlnulIXC1eZtHF9CBCw32TnPKzkkWnqSY5Bf/FivGcT8Z6NFGrxZJiv1cWsKo9k1zwAdpkH40ZfMNq4FhOujpBl7ESWsZMuFuvZRlPPWhxalF9ORpxc6HwDgD2mVL8DWkv3MiK9e8g2JnPY2EsXi/LuooX7C9zYA25rR+eraHg5YOpHgaGxLtbMvRojJQDsM12FRZ3wxep5D9HavQSFIWC/7Z1zsVDIYVNvcg2tdLEEzwYaeX6g0NCY3aY0XcymcrjA9R4AO81D8KAvRG1dCwlTxzhq7MIxo/4THg09W2ji+RaH1oAd5mG6mAkHHZyl3+2+x5TmV2ySXJ8SofZz3JhCplF/rIv2ppPoXoGLegG3tbNzJgD7zf0p1OJ1MTlGlDonjhGnHP/Dw8Np06YNQMC6kJycjNVqJTMz0zeJLOPxeDAajX7rBBL0RV1JSUn897//ZdCgQcGsdlp5eXn069cPh8PBN998Q4MGpa8Qf/nlF1JSUli2bBkDBgzwtc/KyiIuLo63336b2267LejHK5s9b9u2Tbe82jPkJYny6vd358Sr31PIDPmk082QCwyNWWOfRi/HZCK8+3wxmSGfJDPkUuf8MWLIXl+sJjPkso8CV+WirqAL8osvvshXX33Fp59+WqPZ6akcDgepqans2LGD9evXk5iY6IuVlJQQERHB888/z5gxY3zL16xZQ79+/di0aVO1ziHLVdZCBE+ushZ1RqheZT1t2jTd39u3b6dLly5cc801vplsGU3TdIXzdNxuNzfddBNbtmzh66+/1hVjAKvVSv/+/Xn//fd1/c6fP5+EhAS6dOlS5ccSQgghQlWVCvKjjz4acPnWrVv9lgVbkB988EE++eQTpkyZQlFREd99950v1r59eyIiIhg/fjyXXXYZo0aN4tZbb2XdunXMmjWLV199tVqfQRZCCCFCTZUK8u7du89YAp9//jkAjz/+uF9s1apV9OvXj969e7NkyRKeeOIJ5s6dS9OmTZk+fbrcpUsIIcR5o0oFufzbyLVpz549VWo3cOBABg4ceMbyEEIIIc4meb9XCCGECAFBfw65ZcuWFV5dbTAYiIqKokePHvzlL3/xu7uWEEIIIQILeobct29flFIcPHiQFi1a0KtXLxITEzl48CAej4dmzZqxePFiunfvzqZNm85EzkIIIcR5J+iCnJqaitVqZefOnaxcuZL58+ezatUqduzYgdVqZejQoaSnp9O2bVsmTJhwJnIWQgghzjtBF+R//vOfTJw4kWbN9Lcda968OePHj+f5558nMjKSMWPGsH79+lpLVAghhDifBV2Qd+7cSWRkZMBYdHS076rpFi1aBLzFmBBCCCH8BV2QExMTmTNnTsDYm2++SfPmzQE4fvw4MTH+9xIVQgghhL+gr7J+9NFH+dOf/sSBAwe48cYbadSoEUeOHOH9999nw4YNvPZa6bd0rFq16ox8I5QQQghxPgq6II8aNQqlFBMnTmTs2LG+5fHx8bzyyivcc889ADz55JNYrdaKuhFCCCHEKYIuyAD33Xcfo0aN4rfffuP48eM0aNCAdu3a6T6f3KhRo1pLUgghhDjfVasgQ+mXSFxwwQW1mYsQQghRZ1WpIH/99dd07dqVevXq8fXXX5+2/WWXXVbjxIQQQoi6pEoFuV+/fnz33Xf07NmTfv36VXjrTKUUmqbh8XhqNUkhhBDifFelgrxq1Srat2/v+10IIYQQtatKBblv374BfxdCCCFE7ZCvXxRCCCFCQLWusv7mm2+YN28ee/fupbi4WBfTNI0VK1bUSnJCCCFEXRF0QZ49ezb33HMPMTExtG3b1u/mH0qpWktOCCGEqCuCLshTpkzhpptu4q233pI7cQkhhBC1JOhzyHv37uXee++VYiyEEELUoqALcnJyMkeOHDkTuQghhBB1VtAF+dlnn+X555/n4MGDZyIfIYQQok6q0jnkwYMH6/7Oy8ujbdu2dO7cmQYNGuhimqaxZMmS2stQCCGEqAOqVJC3bt2qu12m0WgkLi6OQ4cOcejQIV3bim6rKYQQQoiKVakg79mz5wynIYQQQtRtcqcuIYQQIgRUqSDv37+/Wp3LhV9CCCFE1VSpILdp04aHH36YnTt3nraty+Vi4cKFdO7cmTfffLPGCQohhBB1QZUK8pdffsm6deto164dF110EX//+99ZuHAha9asYcOGDSxbtoyXXnqJ2267jYSEBO644w4GDBjAmDFjTtv3zp07uf/+++ncuTMmk4kOHTr4tRk5ciSapvn9LF++PPgtFkIIIUJQlS7quvTSS9m0aRPLli3jlVdeYfr06RQXF/uuqC67f3VSUhIPPvgg999/PwkJCVVK4Oeff+azzz6jV69eeL1evF5vwHZJSUm8++67umXJyclVegwhhBAi1AV1L+u0tDTS0tJwuVz89NNPHDp0iOLiYmJjY0lOTqZJkyZBJzBo0CCGDBkClM6EN23aFLCd3W7noosuCrp/IYQQ4lxQra9fNJvN9OjRo1YSMBjkQm8hhBDinKmGu3btIioqCovFQrdu3fjoo4/OdkpCCCFEranWDPmP1qVLF3r06EFKSgq5ubnMnDmT6667joULF3LDDTdUuF5SUlKFsf3799OsWTOKiop0y41GI1arFa/Xi8Ph8FsvLCwMAIfDoT/frcViUfmYKMGFDZdWT9+vcmElD4VGsaa/3SiAXWWj4aWECDyaRRczq0LMFOPGglOL0MUMeLCpHACKtVjKfxu1TeVgwIOT+rg1/Td0mVUxZgrxYKZEi9TFNLzYVfbv/cagyr12s6o8jLhwEY5Ls+tiJlWChXy8GHFo0eX6Bbs6BoBDi8aLURe3qBOYcOLCjksL18WMyomVEygMFGsxlGdXx9FQlBCJRzOX29YCzDhwY8Wp1dfFDMqFjTwAirRYv37LxrCE+nj8xrAIM0UVjKEHu++5aYBCfxc7q8rFiBsn4bj9xtCBhQK8mHBoUeX6rckYlmAlHy8GHAHH8Bga4CASb7kxtKgC3+8OLUo3VmVjqCjdD8uzqWwMeCsYw5rs37kYcOOkHm7NpouZVDEWCvFgosRvDBV2dfz3fqNR5cbw5P4dhksL08VOjqH//g0QVvbcBBxDOUbAOXKMOKU2GAwGbLbS/at8zQCw2WwYDAZKSkrweDx+8ao6Jwryww8/rPt78ODBXHzxxYwfP77Sgnw6Ho+H9PR03bLo6GgSExNxuVx+MYDOnTsDpQW9sLDwZMB8I83dXxHj3UGeoTUHTJfq1qvv3U8r96d4MZFuvtGv3xTnbMw4OGjqwwlDC12ssXsdcd6tFBiascd0tS5mV8do51oIQLp5mN+BpZ3rPewqh0xTN7IN+ovg4jw/0NizgWKtITvNQ3QxsyokxTUXgAzTtX47fmvXEuqpQ2QZO3DU2FUXi/Fup7l7NSVahN+2anjo5HwNgL2mK/0O3i3cXxDl3UWOoQ2HTH10sQjvHpLcy3BjCTiGFzpfx4iLA6ZLyTc008WautcS693GCUNz9pmu1MXCVSZtXB8CBOw32TkPK3lkmnqSY2iri8V7NhHv2UihFk+G+VpdzKrySHbNA2CXeTBu9AWjjWsx4eoIWcZOZBk76WKxnm009azFoUX55WTEyYXONwDYY0r1O6C1dC8j0ruHbGMyh429dLEo7y5auL/AjT3gtnZ0voqGlwOmfhQYGutizdyrMVICwD7TVVjUCV+snvcQrd1LUBgC9tveORcLhRw29SbX0EoXS/BsoJHnBwoNjdltStPFbCqHC1zvAbDTPAQP+kLU1rWQMHWMo8YuHDPqP6HR0LOFJp5vcWgN2GEepouZcNDBORuAPaY0v2KT5PqUCLWf48YUMo3ddbFobzqJ7hW4qBdwWzs7ZwKw39yfQi1eF5NjRKlz4hhxyvE/PDycNm3aAASsC8nJyVitVjIzM8nJydHFPB4PRqPRb51ANFV2iXQIKLuoa9u2badtO3XqVB5//HGKioqw2+2nbV9e2ey5/GNVe4a8JFFe/f7unHj1ewqZIZ90uhlygaExa+zT6OWYTIR3ny8mM+STZIZc6pw/RgzZ64vVZIZc9lHejIwMv/XKOydmyIHU1uuIsgJbnsFgqDAG+J6ckwkd8/1qxoFZ+RdzKD0QhJ3StjwrJ/D7j/mdCSemSta1VxKzkI9F5QeMGXFVmlPZP10gZgoxq8KAMQOeSvstO0gE7rcYsyoOGNPwnmYM8yoZwxJMqqTCdSvvNx+qPYbHK4xZKMRS4Ri6z8gYGk4zhrZKxrD0cXMDrq9R/TGs2f5doHtL/VTG04yhvdIxLMKs/A/AUIX9u5IxlGNEqZA+RlRw/K+sLlit1gpjVVGji7qKi4s5ePAgbre7RkkEy+v1smjRIlJSUqo1OxZCCCFCTbVmyKtWreKJJ55g48aNAHz//fd07dqVBx98kCuuuIJhw4adpoeTioqKWLp0KQB79+7lxIkTLFq0CIC+fftSVFTEyJEjGT58OK1atSInJ4eZM2eyadMmPvjgg+qkL4QQQoScoAvyypUrSU1NpUOHDjz66KNMmTLFF4uNjWXOnDlBFeSjR49y4436k+9lf69atYqOHTsSERHB5MmTycrKwmKx0L17d5YtW0Zqamqw6QshhBAhKeiCPH78eAYOHMiSJUtwu926gtypUydmz54dVH8tWrQ47fngJUuWBJumEEIIcU4JuiD/+OOPLFxYegl92b2syzRs2JCjR4/WTmZCCCFEHRL0RV0mkwmXyxUwdvToUerXrx8wJoQQQoiKBV2Qe/Towdtvvx0wtmjRInr37l3jpIQQQoi6Jui3rMeNG0dqairXXXcdd9xxB5qmsWHDBt58800WLVrEqlWrzkSeQgghxHkt6IJ85ZVX8tZbb/HII4/4LrZ68MEHiYqKYs6cOVxyySW1nqQQQghxvguqIHs8Hnbt2sW1117L9ddfz7fffsuRI0eIjY2lT58+hIeHn74TIYQQQvgJqiArpWjfvj2ffPIJaWlpXHHFFWcqLyGEEKJOCeqiLpPJRHx8vP5LFYQQQghRY0FfZX3LLbcwd+7cM5GLEEIIUWcFfVFX586dWbBgAf3792fYsGEkJCT43SAkmFtnCiGEEKIaBfmOO+4A4ODBg6xevdovrmma3/dBCiGEEKJyQRdk+ZyxEEIIUfuCLsh9+/Y9E3kIIYQQdVq1vg8ZID8/n/Xr13P8+HFiY2O56KKL5D7WQgghRDVVqyC/8MILTJo0iaKiIt9XJ4aHhzNp0iTGjh1bqwkKIYQQdUHQBXnu3Lk8/vjjpKWlMXLkSBo3bsyhQ4d46623eOyxx2jYsCG33377mchVCCGEOG8FXZBffPFFRowYwTvvvKNbfuONN3Lbbbfx4osvSkEWQgghghT0jUF+/fVXbrvttoCx2267je3bt9c4KSGEEKKuCbog2+12srOzA8ays7Ox2+01TkoIIYSoa4IuyJdeeikTJ07k0KFDuuWZmZlMnjyZyy67rNaSE0IIIeqKoM8hP/vss1x88cW0bt2aK664goSEBA4fPszKlSsxm80sXrz4TOQphBBCnNeCniGnpKSwceNGhgwZwsaNG5k9ezYbN25k6NChfP/997Rv3/5M5CmEEEKc16r1OeS2bdsyf/782s5FCCGEqLOCniG7XC4KCwsDxgoLC3G5XDVOSgghhKhrgi7Io0aN4t577w0Yu++++3jggQdqnJQQQghR1wRdkFetWsXgwYMDxgYNGsSKFStqnJQQQghR1wRdkI8cOUJCQkLAWHx8PJmZmTVOSgghhKhrgi7IUVFR7Ny5M2Bs586d8o1PQgghRDUEXZAvv/xynnvuOb+7dWVnZ/P888/Tv3//WktOCCGEqCuCLsgTJ04kKyuLNm3aMHr0aP75z3/ywAMP0LZtW7Kyspg0aVJQ/e3cuZP777+fzp07YzKZ6NChQ8B2S5cupUuXLthsNlq3bs2MGTOCTV0IIYQIWUF/Drldu3asXbuWsWPHMmvWLDweD0ajkb59+zJt2jTatWsXVH8///wzn332Gb169cLr9eL1ev3arF+/niFDhnDHHXcwbdo01q1bx0MPPYTFYqnwim8hhBDiXKIppVR1Vy4uLiYnJ4eYmBhsNlu1+vB6vRgMpRP1kSNHsmnTJrZt26Zrk5aWRnZ2Nhs2bPAtu++++/j00085cOCAb/1gJCUlAZCRkVGtvP3M02qnHyFCWK4hiTX2afQtHkuUt5b+d4QIRSOqXRp1gqk1wVeyU9jtdho3bkxBQQFut7tafZyumJaUlLBy5UpuueUW3fJbb72Vw4cP8+OPP1brcYUQQohQUqWCvG3bNt555x2/5QsWLCA+Pp5GjRoRHR3N5MmTaz3BXbt24XQ6SU5O1i0vu2e2fP+yEEKI80GVziFPmTKFPXv2cNttt/mW/e9//+P222/HYrEwZMgQ0tPTmTRpEm3atGH48OG1lmBOTg5Q+nGrU0VHRwNU+N3McPKtgkD2799Ps2bNKCoq0i03Go1YrVa8Xi8Oh8NvvbCwMAAcDof+fLcWi0XlY6IEFzZcWj19v8qFlTwUGsVaA79+7SobDS8lRODRLLqYWRViphg3FpxahC5mwINNlY5RsRZL+TdZbCoHAx6c1MetWcv1W4yZQjyYKdEidTENL3aV/Xu/Mahyr92sKg8jLlyE49L034FtUiVYyMeLEYcWXa5fsKtjADi0aLwYdXGLOoEJJy7suLRwXcyonFg5gcJAsRZDeXZ1HA1FCZF4NHO5bS3AjAM3Vpya/qN5BuXCRh4ARVqsX79lY1hCfTx+Y1iEmaIKxtCD3ffcNEChP61hVbkYceMkHLffGDqwUIAXEw4tqly/NRnDEqzk48WAI+AYHkMDHETiLTeGFlXg+92hRenGqmwMFaX7YXk2lY0BbwVjWJP9OxcDbpzUw63pT5uZVDEWCvFgosRvDBV2dfz3fqNR5cbw5P4dhksL08VOjqH//g0QVvbcBBxDOUbAOXKMOKU2GAwG32nZ8jUDwGazYTAYKCkpwePx+MWrqkoFeePGjfzpT3/SLZs5cyYej4fly5dzySWX4PV6ueqqq5g1a1atFuQymhb4HG1Fy6vC4/GQnp6uWxYdHU1iYiIul8svBtC5c2egtKDr7ultvpHm7q+I8e4gz9CaA6ZLdevV9+6nlftTvJhIN9/o12+KczZmHBw09eGEoYUu1ti9jjjvVgoMzdhjuloXs6tjtHMtBCDdPMzvwNLO9R52lUOmqRvZBv27DHGeH2js2UCx1pCd5iG6mFkVkuKaC0CG6Vq/Hb+1awn11CGyjB04auyqi8V4t9PcvZoSLcJvWzU8dHK+BsBe05V+B+8W7i+I8u4ix9CGQ6Y+uliEdw9J7mW4sQQcwwudr2PExQHTpeQbmuliTd1rifVu44ShOftMV+pi4SqTNq4PAQL2m+ych5U8Mk09yTG01cXiPZuI92ykUIsnw3ytLmZVeSS75gGwyzwYN/qC0ca1mHB1hCxjJ7KMnXSxWM82mnrW4tCi/HIy4uRC5xsA7DGl+h3QWrqXEendQ7YxmcPGXrpYlHcXLdxf4MYecFs7Ol9Fw8sBUz8KDI11sWbu1RgpAWCf6Sos6oQvVs97iNbuJSgMAftt75yLhUIOm3qTa2iliyV4NtDI8wOFhsbsNqXpYjaVwwWu9wDYaR6CB30hautaSJg6xlFjF44Z9Z/QaOjZQhPPtzi0BuwwD9PFTDjo4JwNwB5Tml+xSXJ9SoTaz3FjCpnG7rpYtDedRPcKXNQLuK2dnTMB2G/uT6EWr4vJMaLUOXGMOOX4Hx4eTps2bQAC1oXk5GSsViuZmZm+SWSZsgufq6JKF3VFRUUxb948Bg4c6FvWqlUr6tevz08//eRbNn/+fB566CGOHTtWpQcvL9BFXb/88gspKSksW7aMAQMG+JZnZWURFxfH22+/rZu5V1XZ7Ln8BWTVniEvSZRXv787J179nkJmyCedboZcYGjMGvs0ejkmE+Hd54vJDPkkmSGXOuePEUP2+mI1mSGXfZS3Khd1VWmG7Ha7sdtPDmh2dja7d+/m/vvv17Vr1qwZ+fn5Vemyylq1aoXFYmH79u26gvzLL78A+J1bDlZZgS3PYDBUGAP8rypXJ1+EmHFgVv7FHEoPBGGq4hcsVk7g9x/zOxNOTJWsa68kZiEfiwr83BhxVZpT2T9dIGYKMavA3/5lwFNpv2UHicD9FmNWxQFjGt7TjGFeJWNYgkmVVLhu5f3mQ7XH8HiFMQuFWCocQ/cZGUPDacbQVskYlj5ubsD1Nao/hjXbvwt0b6mfyniaMbRXOoZFmJX/ARiqsH9XMoZyjCgV0seICo7/ldUFq9VaYawqqnRRV2JiIlu3bvX9vXbtWgB69dK/HZaXl+c7t1tbrFYr/fv35/3339ctnz9/PgkJCXTp0qVWH08IIYQ4G6o0Qx48eDBTpkyhS5cuxMfH8+yzz2K1WnVvYUPpuebExMSgEigqKmLp0qUA7N27lxMnTrBo0SIA+vbtS8OGDRk/fjyXXXYZo0aN4tZbb2XdunXMmjWLV199tVqfQRZCCCFCTZUK8mOPPcaiRYu4/PLLAVBK8fTTT9OwYUNfG6UU8+bNY+jQoUElcPToUW68UX/yvezvVatW0a9fP3r37s2SJUt44oknmDt3Lk2bNmX69Olyly4hhBDnjSoV5JiYGH766Sfef/99srOz6d27NxdffLGuTVZWFn/605+49tprK+glsBYtWlCVm4UNHDjQb0YuhBBCnC+qfC/r8PBw7rrrrgrjcXFx/PWvf62VpIQQQoi6Rk7ACiGEECFACrIQQggRAqQgCyGEECFACrIQQggRAqQgCyGEECFACrIQQggRAqr0sadgvudY0zSeeuqpaickhBBC1EVVKsgTJ070W6ZpWsAbekhBFkIIIYJXpYKclZWl+9vtdpOQkMCKFSvo2LHjGUlMCCGEqEuqVJAbNNB/N2fZ9z1GRkb6xYQQQggRPLmoSwghhAgBUpCFEEKIECAFWQghhAgBNSrImqbVVh5CCCFEnVali7oqupL65ptvxmaz6ZZpmsaWLVtqnpkQQghRh1SpIMfExPjNhvv27XtGEhJCCCHqoioV5NWrV5/hNIQQQoi6TS7qEkIIIUJAlQpyTk4O119/PZ9++mmFbT799FOuv/56jh8/XmvJCSGEEHVFlQry66+/zpYtWxgwYECFbQYMGMD//vc/Xn755VpLTgghhKgrqlSQ33vvPUaNGoXJVPEpZ5PJxKhRo/j4449rLTkhhBCirqhSQU5PT6d79+6nbde1a1fS09NrnJQQQghR11SpILvdbsxm82nbmc1mXC5XjZMSQggh6poqFeSEhAR++eWX07b7+eefiY+Pr3FSQgghRF1TpYLct29fZsyYUens1+VyMXPmTC6//PJaS04IIYSoK6pUkMeMGcOvv/7Kddddx6FDh/zihw4dYujQofz222+MGTOm1pMUQgghzndVvpf1yy+/zOjRo2nZsiXdunWjZcuWAOzevZvNmzfj9XqZOXMmF1544RlNWAghhDgfVflOXaNGjeLrr7/m6quvZuvWrcyfP5/58+ezdetWBgwYwNq1a7n33nvPSJJz5sxB0zS/n3Hjxp2RxxNCCCH+aFWaIZfp3bs3n3zyCV6vl2PHjgEQGxuLwfDH3IFz+fLlREZG+v5u0qTJH/K4QgghxJkWVEEuYzAYiIuLq+1cTqtbt27Exsb+4Y8rhBBCnGny5RJCCCFECDinCnJKSgpGo5GkpCSee+45PB7P2U5JCCGEqBXVesv6j5aQkMCkSZPo1asXmqbx8ccf849//IODBw/y0ksvVbheUlJShbH9+/fTrFkzioqKdMuNRiNWqxWv14vD4fBbLywsDACHw4HX6z0Z0GKxqHxMlODChkurp+9XubCSh0KjWGvg169dZaPhpYQIPJpFFzOrQswU48aCU4vQxQx4sKkcAIq1WFS5fm0qBwMenNTHrVnL9VuMmUI8mCnRInUxDS92lf17vzGocq/drCoPIy5chOPS7LqYSZVgIR8vRhxadLl+wa5Krz9waNF4MeriFnUCE05c2HFp4bqYUTmxcgKFgWIthvLs6jgaihIi8Wj6O8uZVQFmHLix4tTq62IG5cJGHgBFmv8pkbIxLKE+Hr8xLMJMUQVj6MHue24aoNB0cavKxYgbJ+G4/cbQgYUCvJhwaFHl+q3JGJZgJR8vBhwBx/AYGuAgEm+5MbSoAt/vDi1KN1ZlY6go3Q/Ls6lsDHgrGMOa7N+5GHDjpB5uzaaLmVQxFgrxYKLEbwwVdnX8936jUeXG8OT+HYZLC9PFTo6h//4NEFb23AQcQzlGwDlyjDilNhgMBmy20v2rfM0AsNlsGAwGSkpKajRRPCcKcmpqKqmpqb6/r776aux2Oy+++CJPPvkkCQkJ1erX4/H43Xs7OjqaxMREXC5XwPtyd+7cGSgt6IWFhScD5htp7v6KGO8O8gytOWC6VLdefe9+Wrk/xYuJdPONfv2mOGdjxsFBUx9OGFroYo3d64jzbqXA0Iw9pqt1Mbs6RjvXQgDSzcP8DiztXO9hVzlkmrqRbUjWxeI8P9DYs4FirSE7zUN0MbMqJMU1F4AM07V+O35r1xLqqUNkGTtw1NhVF4vxbqe5ezUlWoTftmp46OR8DYC9piv9Dt4t3F8Q5d1FjqENh0x9dLEI7x6S3MtwYwk4hhc6X8eIiwOmS8k3NNPFmrrXEuvdxglDc/aZrtTFwlUmbVwfAgTsN9k5Dyt5ZJp6kmNoq4vFezYR79lIoRZPhvlaXcyq8kh2zQNgl3kwbvQFo41rMeHqCFnGTmQZO+lisZ5tNPWsxaFF+eVkxMmFzjcA2GNK9TugtXQvI9K7h2xjMoeNvXSxKO8uWri/wI094LZ2dL6KhpcDpn4UGBrrYs3cqzFSAsA+01VY1AlfrJ73EK3dS1AYAvbb3jkXC4UcNvUm19BKF0vwbKCR5wcKDY3ZbUrTxWwqhwtc7wGw0zwED/pC1Na1kDB1jKPGLhwzdtDFGnq20MTzLQ6tATvMw3QxEw46OGcDsMeU5ldsklyfEqH2c9yYQqZRfx//aG86ie4VuKgXcFs7O2cCsN/cn0JNf+dCOUaUOieOEacc/8PDw2nTpg1AwLqQnJyM1WolMzOTnJwcXczj8WA0Gv3WCURTSpV/wXRO2LhxIz179mTp0qWkpaWdfoVyymbP27Zt0y2v9gx5SaK8+v3dOfHq9xQyQz7pdDPkAkNj1tin0csxmQjvPl9MZsgnyQy51Dl/jBiy1xeryQy5Q4fSF4oZGRl+65V3TsyQA6mt1xFlBbY8g8FQYQzwPTknEzrm+9WMA7PyL+ZQeiAIO6VteVZO4Pcf8zsTTkyVrGuvJGYhH4vKDxgz4qo0p7J/ukDMFGJWhQFjBjyV9lt2kAjcbzFmVRwwpuE9zRjmVTKGJZhUSYXrVt5vPlR7DI9XGLNQiKXCMXSfkTE0nGYMbZWMYenj5gZcX6P6Y1iz/btA95b6qYynGUN7pWNYhFn5H4ChCvt3JWMox4hSIX2MqOD4X1ldsFqtFcaq4py6qOtUCxYswGg00qVLl7OdihBCCFFj58QMOTU1lSuuuMI39f/444957bXXePjhh+XbpYQQQpwXzomCfMEFF/D6669z4MABvF4vbdu25T//+Q8PPfTQ2U5NCCGEqBXnREH+73//y3//+9+znYYQQghxxpyz55CFEEKI84kUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQoAUZCGEECIESEEWQgghQsA5U5DT09MZMGAA4eHhxMXF8fDDD1NcXHy20xJCCCFqhelsJ1AVubm59O/fn8TERD744AOOHj3K2LFjOX78OO+8887ZTk8IIYSosXOiIL/66qvk5OTw008/ERsbC4DJZOLWW2/lySefJDk5+SxnKIQQQtTMOfGW9dKlS7nyyit9xRjg+uuvx2q1snTp0rOYmRBCCFE7zomCvH37dr9ZsNVqpVWrVmzfvv0sZSWEEELUnnPiLeucnByioqL8lkdHR5OdnV3heklJSRXGdu/ejclkomXLln4xTdMAUEpVPVZoQMNb1gqFVm5NhYb6/Tf/10Fl65aup5WLKajSun98vzXb1jPVb7DbGnrPTaiOoVfbh0P7E1aVg0Gdur6MYVVykmNEmVB8bspt65P62lCtugAcOHAAk6lqpfacKMhwcoNPpZQKuLyq/ZlMpkrXDypWL1Efr+yxqxkLxX5rsq70e2b7rcm6FcUO7t8PHKdZs2a1/pg1WfdcGsO61m9N1g3JfoOsGSaTCavVeppH/L1tlVqdZdHR0eTk5Pgtz83NrfSCroyMjDOZlhB1Ttm7TvK/JUTtOyfOIScnJ/udKy4pKWHXrl1yhbUQQojzwjlRkAcOHMiKFSs4fvy4b9mHH35ISUkJAwcOPIuZCSGEELVDU4HOQoeY3NxcOnToQIsWLXjqqad8NwZJTU2VG4MI8QeSt6yFOHPOiRlyVFQUK1euJDw8nGHDhjF27FiGDx/OrFmzznZqQgghRK04J2bIQojQIDNkIc6cc2KGLIQQQpzvZIYshBBChACZIQshhBAhQAqyEEIIEQKkIAshhBAhQAqyEEIIEQKkIAtxDpo4cSKapqFpGgaDgcjISDp27Mif//xnv9vM9uvXz9dW0zSioqLo06cPy5cv9+v33XffpWfPnkRGRhIREUFycjL33nsvR48e1bVzuVy89NJL9OrVi/r162Oz2UhJSeHZZ58lNzfXr9+PP/4YTdPo169fpdtz2WWXBYzVq1ev6oMjxDlKCrIQ5yi73c769ev59ttvWbRoESNHjuSrr76ic+fOfnew69OnD+vXr2f9+vXMmzePmJgYBg8ezI8//uhr8/zzz3P77bdz6aWXsmDBAhYsWMDdd9/Npk2bOHTokK9dSUkJaWlp/PWvf6V37968//77LFu2jFGjRjFnzhzGjBnjl+u8efMA+Prrr9m/f3+F27R27VpWrlxZ06ER4tykhBDnnAkTJqjw8HC/5cXFxap///7KYrGoXbt2KaWU6tu3r7rmmmt07RwOh7LZbGrSpEm+ZY0bN1Z33XVXwMfzeDy+3//2t78pTdPUsmXL/NqVlJSo5cuX65bl5+cru92uUlNTFaD+9a9/Vbg9vXr1UpdddlmVtlWI843MkIU4j9hsNv7v//4Pp9PJ66+/XmE7q9WKxWLB5XL5luXm5pKQkBCwvcFQeqhwOBy8/PLLDB06lAEDBvi1s1gspKam6pYtXryY4uJixo8fT48ePXyz5UDGjx/P119/zerVqyvbTCHOS1KQhTjPtG/fniZNmrB+/XrfMqUUbrcbt9tNVlYWTz75JEVFRQwdOtTXplu3brzyyiu8/vrrZGZmBux706ZNFBQUBPUta/PmzaNFixb07t2bESNGsGXLFn7++eeAbQcOHEiPHj2YOHFilfsX4nwhBVmI81CzZs10RXXp0qWYzWbMZjNxcXFMnTqVl19+mW7duvnazJgxg5iYGEaNGkVCQgJJSUk8/PDD7Nmzx9fm4MGDvv6r4ujRo3z11VfccsstaJrGLbfcgtFo5N13361wnfHjx7NmzRrWrFkT5FYLcW6TgizEeUgphaZpvr8vueQSNm7cyMaNG1m5ciUPP/wwo0eP1l381aFDB37++Wc+++wzHn74YSIjI5k+fTodO3bkp59+8vUL6PquzHvvvYfH42HEiBEAxMfH079/f+bPn+/rq7xrr72Wrl27MmnSpOpsuhDnLCnIQpyHDhw4QHx8vO/vyMhIunfvTvfu3bn88suZOnUqaWlpjB07VlcYLRYLAwcO5D//+Q8//vgjy5cvp6ioiMmTJwPQtGlTAPbt21elPObNm0e7du1o1qwZubm55ObmMnjwYPbs2cO3335b4Xrjx49n1apVrF27tjqbL8Q5SQqyEOeZn3/+mYMHD3LxxRdX2q59+/ZkZWX5fcb4VKmpqXTq1Mn32ebu3btTv359li1bdto8du3axYYNG/jtt9+Ijo72/Tz00EMAlb5tPWTIEDp37iyzZFGnSEEW4jzicDh46KGHsFqt3HvvvZW23bZtG2azmYiICACOHDni16a4uJj9+/f7Zts2m43Ro0fz0Ucf8eWXX/q1d7lcfPHFF0BpwdU0jQ8//JBVq1bpfgYOHMjChQt1V3mXN378eFasWME333xT5e0X4lxmOtsJCCGqx+v18t133wFQUFDA//73P1577TUyMjKYM2cOLVq08LXNzc31tc3Pz2fp0qUsXbqUUaNGYbfbAbjwwgsZNGgQqampJCQkcOjQIf7v//6PY8eO8fDDD/v6mjRpEhs3bmTQoEGMHj2aq6++GpvNxrZt23j55Ze56KKLuPrqq5k/fz6XXnqp7kruMkVFRSxdupQvvviCa665JuD2DR06lI4dO7JixQrCw8NradSECGFn9VPQQohqmTBhggIUoDRNU/Xr11cdOnRQDz74oNq+fbuubd++fX1tAWW321VKSoqaOnWqKikp8bV7+eWX1YABA1STJk2UxWJRjRs3VgMGDFArV670e3yn06mmT5+uunfvrsLDw5XValUpKSnqySefVMeOHVObNm1SgHr99dcD5u92u1V8fLwaPny4b3sC3fxj0aJFCpAbg4g6QVOqgksdhRBCCPGHkXPIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEACnIQgghRAiQgiyEEEKEgP8HpvD1ykP6jkoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CALINSKI–HARABASZ (CH) - DBSCAN\n",
    "X_db = scaled_dbscan_clean\n",
    "labels_db = df_dbscan_clean[\"DBSCAN_Label\"].values\n",
    "\n",
    "# CH score\n",
    "ch_dbscan = calinski_harabasz_score(X_db, labels_db)\n",
    "print(f\"DBSCAN Calinski–Harabasz Score: {ch_dbscan:.4f}\")\n",
    "\n",
    "# Bar plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"DBSCAN\"], [ch_dbscan], color=\"orange\")\n",
    "plt.title(\"Calinski–Harabasz Score – DBSCAN\")\n",
    "plt.ylabel(\"CH Score (higher is better)\")\n",
    "plt.ylim(0, ch_dbscan + (0.1 * ch_dbscan))  # small headroom\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "370feae2-d4d9-46bf-a962-c28d2886ae59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "DBSCAN CLUSTER PROFILE\n",
      "Clusters found: 5\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DBSCAN_Label</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1363.78</td>\n",
       "      <td>720.16</td>\n",
       "      <td>784.43</td>\n",
       "      <td>4166.78</td>\n",
       "      <td>1283.16</td>\n",
       "      <td>624.40</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7958.47</td>\n",
       "      <td>5183.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14820.00</td>\n",
       "      <td>2672.61</td>\n",
       "      <td>2175.93</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6179.52</td>\n",
       "      <td>10.78</td>\n",
       "      <td>11144.81</td>\n",
       "      <td>9750.00</td>\n",
       "      <td>8467.30</td>\n",
       "      <td>2061.92</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>680.29</td>\n",
       "      <td>8393.86</td>\n",
       "      <td>47.41</td>\n",
       "      <td>8500.00</td>\n",
       "      <td>7502.99</td>\n",
       "      <td>201.64</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>266.58</td>\n",
       "      <td>2687.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2937.50</td>\n",
       "      <td>2807.84</td>\n",
       "      <td>2548.20</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              BALANCE  PURCHASES  CASH_ADVANCE  CREDIT_LIMIT  PAYMENTS  \\\n",
       "DBSCAN_Label                                                             \n",
       "0             1363.78     720.16        784.43       4166.78   1283.16   \n",
       "1             7958.47    5183.41          0.00      14820.00   2672.61   \n",
       "2             6179.52      10.78      11144.81       9750.00   8467.30   \n",
       "3              680.29    8393.86         47.41       8500.00   7502.99   \n",
       "4              266.58    2687.02          0.00       2937.50   2807.84   \n",
       "\n",
       "              MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  \n",
       "DBSCAN_Label                                      \n",
       "0                       624.40              0.15  \n",
       "1                      2175.93              0.00  \n",
       "2                      2061.92              0.03  \n",
       "3                       201.64              0.84  \n",
       "4                      2548.20              0.84  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CLUSTER PROFILE - DBSCAN\n",
    "\n",
    "# Select numeric financial features\n",
    "dbscan_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Compute cluster-wise mean values\n",
    "dbscan_cluster_profile = (\n",
    "    df_dbscan_clean\n",
    "    .groupby(\"DBSCAN_Label\")[dbscan_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "print(\"\\nDBSCAN CLUSTER PROFILE\")\n",
    "print(f\"Clusters found: {len(dbscan_cluster_profile)}\\n\")\n",
    "display(dbscan_cluster_profile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "000edee5-6f33-43eb-ad0b-e5fb33dabb45",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PARAMETER SELECTION JUSTIFICATION\n",
      "\n",
      " EPS PARAMETER SELECTION:\n",
      " Testing showed:\n",
      "    eps=2.6: 3 clusters, 868 noise points (too few clusters)\n",
      "    eps=2.8: 2 clusters, 746 noise points (too few clusters)\n",
      "    eps=3.0: 5 clusters, 630 noise points (OPTIMAL)\n",
      "    Higher eps: Fewer clusters, less noise detection\n",
      "\n",
      " Why eps=3.0 is optimal:\n",
      "  Produces 5 clusters (good for business interpretability)\n",
      "  Balances noise removal (7% noise is reasonable for financial data)\n",
      "  Confirmed by k-distance plot elbow\n",
      "  Allows comparison with other models (which also use k=5)\n",
      "\n",
      " MIN_SAMPLES PARAMETER:\n",
      "  min_samples=5 chosen because:\n",
      "  Standard recommendation for datasets > 1000 samples\n",
      "  Requires at least 5 neighbors for a point to be 'core'\n",
      "  Balances between too strict (high min_samples) and too loose (low)\n",
      "  Works well for financial data where clusters have density variations\n",
      "\n",
      " Final Parameters: eps=3.0, min_samples=5\n"
     ]
    }
   ],
   "source": [
    "# JUSTIFICATION FOR DBSCAN PARAMETERS\n",
    "print(\"PARAMETER SELECTION JUSTIFICATION\")\n",
    "\n",
    "print(\"\\n EPS PARAMETER SELECTION:\")\n",
    "print(\" Testing showed:\")\n",
    "print(\"    eps=2.6: 3 clusters, 868 noise points (too few clusters)\")\n",
    "print(\"    eps=2.8: 2 clusters, 746 noise points (too few clusters)\")\n",
    "print(\"    eps=3.0: 5 clusters, 630 noise points (OPTIMAL)\")\n",
    "print(\"    Higher eps: Fewer clusters, less noise detection\")\n",
    "\n",
    "print(\"\\n Why eps=3.0 is optimal:\")\n",
    "print(\"  Produces 5 clusters (good for business interpretability)\")\n",
    "print(\"  Balances noise removal (7% noise is reasonable for financial data)\")\n",
    "print(\"  Confirmed by k-distance plot elbow\")\n",
    "print(\"  Allows comparison with other models (which also use k=5)\")\n",
    "\n",
    "print(\"\\n MIN_SAMPLES PARAMETER:\")\n",
    "print(\"  min_samples=5 chosen because:\")\n",
    "print(\"  Standard recommendation for datasets > 1000 samples\")\n",
    "print(\"  Requires at least 5 neighbors for a point to be 'core'\")\n",
    "print(\"  Balances between too strict (high min_samples) and too loose (low)\")\n",
    "print(\"  Works well for financial data where clusters have density variations\")\n",
    "\n",
    "print(\"\\n Final Parameters: eps=3.0, min_samples=5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b64dd051-d3df-425a-92b6-cdf78294cbc3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BUSINESS INTERPRETATION – DBSCAN\n",
      "\n",
      "DBSCAN Cluster 0\n",
      "Feature Means:\n",
      "BALANCE             1363.78\n",
      "PURCHASES            720.16\n",
      "CASH_ADVANCE         784.43\n",
      "CREDIT_LIMIT        4166.78\n",
      "PAYMENTS            1283.16\n",
      "MINIMUM_PAYMENTS     624.40\n",
      "PRC_FULL_PAYMENT       0.15\n",
      "Name: 0, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PRC_FULL_PAYMENT: HIGH (z = -0.00)\n",
      " . MINIMUM_PAYMENTS: HIGH (z = -0.00)\n",
      " . BALANCE: HIGH (z = -0.00)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . PURCHASES: LOW (z = -0.01)\n",
      " . PAYMENTS: LOW (z = -0.01)\n",
      " . CASH_ADVANCE: LOW (z = -0.00)\n",
      "\n",
      "Suggested Business Label: High Balance, Low Repayment Risky Customers\n",
      "----------------------------------------------------------------------\n",
      "\n",
      "DBSCAN Cluster 1\n",
      "Feature Means:\n",
      "BALANCE              7958.47\n",
      "PURCHASES            5183.41\n",
      "CASH_ADVANCE            0.00\n",
      "CREDIT_LIMIT        14820.00\n",
      "PAYMENTS             2672.61\n",
      "MINIMUM_PAYMENTS     2175.93\n",
      "PRC_FULL_PAYMENT        0.00\n",
      "Name: 1, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PURCHASES: HIGH (z = 4.26)\n",
      " . BALANCE: HIGH (z = 3.69)\n",
      " . CREDIT_LIMIT: HIGH (z = 3.22)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . CASH_ADVANCE: LOW (z = -0.52)\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.52)\n",
      " . PAYMENTS: LOW (z = 0.93)\n",
      "\n",
      "Suggested Business Label: High Balance, Low Repayment Risky Customers\n",
      "----------------------------------------------------------------------\n",
      "\n",
      "DBSCAN Cluster 2\n",
      "Feature Means:\n",
      "BALANCE              6179.52\n",
      "PURCHASES              10.78\n",
      "CASH_ADVANCE        11144.81\n",
      "CREDIT_LIMIT         9750.00\n",
      "PAYMENTS             8467.30\n",
      "MINIMUM_PAYMENTS     2061.92\n",
      "PRC_FULL_PAYMENT        0.03\n",
      "Name: 2, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . CASH_ADVANCE: HIGH (z = 6.86)\n",
      " . PAYMENTS: HIGH (z = 4.85)\n",
      " . BALANCE: HIGH (z = 2.69)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . PURCHASES: LOW (z = -0.69)\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.42)\n",
      " . MINIMUM_PAYMENTS: LOW (z = 1.40)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "----------------------------------------------------------------------\n",
      "\n",
      "DBSCAN Cluster 3\n",
      "Feature Means:\n",
      "BALANCE              680.29\n",
      "PURCHASES           8393.86\n",
      "CASH_ADVANCE          47.41\n",
      "CREDIT_LIMIT        8500.00\n",
      "PAYMENTS            7502.99\n",
      "MINIMUM_PAYMENTS     201.64\n",
      "PRC_FULL_PAYMENT       0.84\n",
      "Name: 3, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PURCHASES: HIGH (z = 7.33)\n",
      " . PAYMENTS: HIGH (z = 4.20)\n",
      " . PRC_FULL_PAYMENT: HIGH (z = 2.38)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . CASH_ADVANCE: LOW (z = -0.49)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.41)\n",
      " . BALANCE: LOW (z = -0.39)\n",
      "\n",
      "Suggested Business Label: High-Spend, Full-Payment Loyal Customers\n",
      "----------------------------------------------------------------------\n",
      "\n",
      "DBSCAN Cluster 4\n",
      "Feature Means:\n",
      "BALANCE              266.58\n",
      "PURCHASES           2687.02\n",
      "CASH_ADVANCE           0.00\n",
      "CREDIT_LIMIT        2937.50\n",
      "PAYMENTS            2807.84\n",
      "MINIMUM_PAYMENTS    2548.20\n",
      "PRC_FULL_PAYMENT       0.84\n",
      "Name: 4, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PRC_FULL_PAYMENT: HIGH (z = 2.38)\n",
      " . PURCHASES: HIGH (z = 1.87)\n",
      " . MINIMUM_PAYMENTS: HIGH (z = 1.87)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . BALANCE: LOW (z = -0.62)\n",
      " . CASH_ADVANCE: LOW (z = -0.52)\n",
      " . CREDIT_LIMIT: LOW (z = -0.38)\n",
      "\n",
      "Suggested Business Label: High-Spend, Full-Payment Loyal Customers\n",
      "----------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# BUSINESS INTERPRETATION - DBSCAN\n",
    "\n",
    "# Select important financial features\n",
    "dbscan_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "df_dbscan_biz = df_dbscan_clean.copy()\n",
    "if -1 in df_dbscan_biz[\"DBSCAN_Label\"].unique():\n",
    "    df_dbscan_biz = df_dbscan_biz[df_dbscan_biz[\"DBSCAN_Label\"] != -1]\n",
    "\n",
    "# Cluster-wise mean profile\n",
    "dbscan_profile = (\n",
    "    df_dbscan_biz\n",
    "    .groupby(\"DBSCAN_Label\")[dbscan_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "# Overall mean & std for z-scores\n",
    "overall_means_db = df_dbscan_biz[dbscan_feature_cols].mean()\n",
    "overall_stds_db  = df_dbscan_biz[dbscan_feature_cols].std().replace(0, 1)\n",
    "print(\"BUSINESS INTERPRETATION – DBSCAN\")\n",
    "\n",
    "for cluster_id, row in dbscan_profile.iterrows():\n",
    "    print(f\"\\nDBSCAN Cluster {cluster_id}\")\n",
    "    print(\"Feature Means:\")\n",
    "    print(row)\n",
    "\n",
    "    # Z-score for each feature in this cluster\n",
    "    z = (row - overall_means_db) / overall_stds_db\n",
    "\n",
    "    # Top 3 HIGH and LOW features\n",
    "    top3_high = z.sort_values(ascending=False).head(3)\n",
    "    top3_low  = z.sort_values().head(3)\n",
    "\n",
    "    print(\"\\nHigh Characteristics (above overall average):\")\n",
    "    for feat, val in top3_high.items():\n",
    "        print(f\" . {feat}: HIGH (z = {val:.2f})\")\n",
    "\n",
    "    print(\"\\nLow Characteristics (below overall average):\")\n",
    "    for feat, val in top3_low.items():\n",
    "        print(f\" . {feat}: LOW (z = {val:.2f})\")\n",
    "\n",
    "    # Simple rule-based business label\n",
    "    label = \"Mixed-Behavior Customer Segment\"\n",
    "\n",
    "    if \"CASH_ADVANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Cash-Advance / Revolving Credit Customers\"\n",
    "\n",
    "    elif \"PURCHASES\" in top3_high.index and \"PRC_FULL_PAYMENT\" in top3_high.index:\n",
    "        label = \"High-Spend, Full-Payment Loyal Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_low.index and \"PURCHASES\" in top3_low.index:\n",
    "        label = \"Low-Usage / Dormant Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Balance, Low Repayment Risky Customers\"\n",
    "        \n",
    "    print(f\"\\nSuggested Business Label: {label}\")\n",
    "    print(\"-\" * 70)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd93ff2f-2866-40e1-a50d-40dadc31b293",
   "metadata": {},
   "source": [
    "## HIERARCHICAL CLUSTERING\n",
    "\n",
    "**Algorithm Overview:**  \n",
    "Hierarchical clustering builds a tree of clusters (dendrogram) by iteratively merging the closest pairs of clusters using Ward's linkage method.\n",
    "\n",
    "**Ward's Linkage:**  \n",
    "Minimizes the variance within clusters when merging - produces compact, spherical clusters.\n",
    "\n",
    "**Approach:**\n",
    "1. Create dendrogram to visualize cluster hierarchy\n",
    "2. Fit AgglomerativeClustering with k=5 for consistency\n",
    "3. Evaluate cluster quality\n",
    "4. Profile and interpret business segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b13f2366-1d58-4d73-a243-f1c7a7a21671",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique clusters found: [1 2 3 4 5]\n",
      "Number of natural clusters = 5\n"
     ]
    }
   ],
   "source": [
    "# HIERARCHICAL CLUSTERING\n",
    "\n",
    "Z = linkage(scaled_dbscan_clean, method=\"ward\")\n",
    "plt.figure(figsize=(12, 6))\n",
    "dendrogram(\n",
    "    Z,\n",
    "    truncate_mode='lastp',\n",
    "    p=30,\n",
    "    show_leaf_counts=True\n",
    ")\n",
    "plt.title(\"Dendrogram – Hierarchical Clustering\")\n",
    "plt.xlabel(\"Cluster ID\")\n",
    "plt.ylabel(\"Distance\")\n",
    "plt.show()\n",
    "cut_height = 150 \n",
    "# Cut dendrogram to get natural clusters\n",
    "hier_auto_labels = fcluster(Z, t=cut_height, criterion=\"distance\")\n",
    "print(\"Unique clusters found:\", np.unique(hier_auto_labels))\n",
    "print(\"Number of natural clusters =\", len(np.unique(hier_auto_labels)))\n",
    "hier = AgglomerativeClustering(n_clusters=5, linkage=\"ward\")\n",
    "hier_labels = hier.fit_predict(scaled_dbscan_clean)\n",
    "df_hier = df_dbscan_clean.copy()\n",
    "df_hier[\"HIER\"] = hier_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ee94cfaa-ebc5-4b5a-952c-781700d40164",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "HIERARCHICAL SUMMARY \n",
      "\n",
      "Dataset Shape (rows, columns): (8320, 19)\n",
      "\n",
      "Column Names:\n",
      "['BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE', 'DBSCAN_Label', 'HIER']\n",
      "\n",
      "Cluster Sizes:\n",
      "HIER\n",
      "0    1313\n",
      "1    3811\n",
      "2    1270\n",
      "3    1110\n",
      "4     816\n",
      "Name: count, dtype: int64\n",
      "\n",
      "Cluster-wise Mean Values:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "      <th>DBSCAN_Label</th>\n",
       "      <th>HIER</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIER</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3721.28</td>\n",
       "      <td>0.98</td>\n",
       "      <td>288.84</td>\n",
       "      <td>163.93</td>\n",
       "      <td>124.93</td>\n",
       "      <td>3065.04</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.38</td>\n",
       "      <td>9.73</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6172.18</td>\n",
       "      <td>2386.14</td>\n",
       "      <td>1562.16</td>\n",
       "      <td>0.03</td>\n",
       "      <td>11.85</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1229.05</td>\n",
       "      <td>0.97</td>\n",
       "      <td>459.03</td>\n",
       "      <td>193.30</td>\n",
       "      <td>266.05</td>\n",
       "      <td>449.33</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.11</td>\n",
       "      <td>1.86</td>\n",
       "      <td>9.39</td>\n",
       "      <td>3119.23</td>\n",
       "      <td>777.58</td>\n",
       "      <td>590.69</td>\n",
       "      <td>0.04</td>\n",
       "      <td>11.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>208.72</td>\n",
       "      <td>0.44</td>\n",
       "      <td>316.72</td>\n",
       "      <td>185.77</td>\n",
       "      <td>131.48</td>\n",
       "      <td>461.48</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.88</td>\n",
       "      <td>3537.97</td>\n",
       "      <td>967.56</td>\n",
       "      <td>201.82</td>\n",
       "      <td>0.06</td>\n",
       "      <td>11.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>128.00</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1330.49</td>\n",
       "      <td>643.26</td>\n",
       "      <td>687.26</td>\n",
       "      <td>29.81</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.13</td>\n",
       "      <td>19.96</td>\n",
       "      <td>4869.80</td>\n",
       "      <td>1457.86</td>\n",
       "      <td>184.07</td>\n",
       "      <td>0.81</td>\n",
       "      <td>11.54</td>\n",
       "      <td>0.03</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1744.65</td>\n",
       "      <td>0.98</td>\n",
       "      <td>2510.27</td>\n",
       "      <td>1836.23</td>\n",
       "      <td>674.10</td>\n",
       "      <td>271.96</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.05</td>\n",
       "      <td>35.42</td>\n",
       "      <td>5981.60</td>\n",
       "      <td>2230.03</td>\n",
       "      <td>556.51</td>\n",
       "      <td>0.10</td>\n",
       "      <td>11.90</td>\n",
       "      <td>0.01</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "HIER                                                            \n",
       "0     3721.28               0.98     288.84            163.93   \n",
       "1     1229.05               0.97     459.03            193.30   \n",
       "2      208.72               0.44     316.72            185.77   \n",
       "3      128.00               0.81    1330.49            643.26   \n",
       "4     1744.65               0.98    2510.27           1836.23   \n",
       "\n",
       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "HIER                                                              \n",
       "0                     124.93       3065.04                 0.24   \n",
       "1                     266.05        449.33                 0.46   \n",
       "2                     131.48        461.48                 0.30   \n",
       "3                     687.26         29.81                 0.75   \n",
       "4                     674.10        271.96                 0.84   \n",
       "\n",
       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "HIER                                                                 \n",
       "0                           0.09                              0.17   \n",
       "1                           0.13                              0.35   \n",
       "2                           0.07                              0.22   \n",
       "3                           0.26                              0.59   \n",
       "4                           0.66                              0.53   \n",
       "\n",
       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "HIER                                                                          \n",
       "0                       0.38              9.73           5.00       6172.18   \n",
       "1                       0.11              1.86           9.39       3119.23   \n",
       "2                       0.05              1.12           4.88       3537.97   \n",
       "3                       0.01              0.13          19.96       4869.80   \n",
       "4                       0.06              1.05          35.42       5981.60   \n",
       "\n",
       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  DBSCAN_Label  HIER  \n",
       "HIER                                                                            \n",
       "0      2386.14           1562.16              0.03   11.85          0.01   0.0  \n",
       "1       777.58            590.69              0.04   11.33          0.00   1.0  \n",
       "2       967.56            201.82              0.06   11.54          0.00   2.0  \n",
       "3      1457.86            184.07              0.81   11.54          0.03   3.0  \n",
       "4      2230.03            556.51              0.10   11.90          0.01   4.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HIERARCHICAL SUMMARY \n",
    "print(\"\\nHIERARCHICAL SUMMARY \")\n",
    "\n",
    "# Dataset Size\n",
    "print(\"\\nDataset Shape (rows, columns):\", df_hier.shape)\n",
    "\n",
    "# Column Names\n",
    "print(\"\\nColumn Names:\")\n",
    "print(list(df_hier.columns))\n",
    "\n",
    "# Cluster Sizes\n",
    "print(\"\\nCluster Sizes:\")\n",
    "print(df_hier[\"HIER\"].value_counts().sort_index())\n",
    "\n",
    "# Cluster-wise Mean Values\n",
    "print(\"\\nCluster-wise Mean Values:\")\n",
    "display(\n",
    "    df_hier.groupby(\"HIER\")[df_hier.columns].mean().round(2)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d93fb77f-83f4-4ebe-86c5-cf87ae43d14a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PCA - HIERARCHICAL\n",
    "pca = PCA(n_components=2, random_state=42)\n",
    "X_pca_hier = pca.fit_transform(scaled_dbscan_clean)\n",
    "\n",
    "# Create PCA dataframe\n",
    "pca_df_hier = pd.DataFrame({\n",
    "    \"PC1\": X_pca_hier[:, 0],\n",
    "    \"PC2\": X_pca_hier[:, 1],\n",
    "    \"HIER\": df_hier[\"HIER\"]\n",
    "})\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.scatterplot(\n",
    "    data=pca_df_hier,\n",
    "    x=\"PC1\",\n",
    "    y=\"PC2\",\n",
    "    hue=\"HIER\",\n",
    "    palette=\"Set2\",\n",
    "    s=35,\n",
    ")\n",
    "plt.title(\"PCA – Hierarchical Clustering (k = 5)\")\n",
    "plt.xlabel(\"Principal Component 1\")\n",
    "plt.ylabel(\"Principal Component 2\")\n",
    "plt.legend(title=\"Cluster\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1f69ee39-075f-48e4-9caa-d40a7b8e3150",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABUMAAAKsCAYAAADGEKxPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4FFUXx/HvphfSEyAkhBI6hN57L6EJSgfBgqKiLyg2VEQEUUFFxY4IKlVQpDfpHaT3EloChJAC6XXfP5YsLCkEBUng9/HJI5k5M3N3djK7e/bcew1Go9GIiIiIiIiIiIiIyAPO6n43QEREREREREREROS/oGSoiIiIiIiIiIiIPBSUDBUREREREREREZGHgpKhIiIiIiIiIiIi8lBQMlREREREREREREQeCkqGioiIiIiIiIiIyENByVARERERERERERF5KCgZKiIiIiIiIiIiIg8FJUNFRERERERERETkoaBkqIjIQ2DatGkYDAZ27dqV7fpOnTpRsmRJi2UlS5Zk0KBB975x98C6deswGAzMmzfvtrGDBg3K8tjvptGjR2MwGPIcv3HjRnr27Imfnx92dna4ubnRsGFDvvnmG+Lj481x9/r5+eCDD1iwYME92feZM2cwGAxMmzbtnuw/LzZu3Ii9vT1nz541LytZsiSdOnW6b23KlHnN3Prj4OBgERcdHY27u/s9e55ubc+VK1eyXV+lShWaN29+T9uwdOlSRo8efU+PkZ/MmTOHypUr4+joiMFgYO/evbnGh4SEMHToUMqVK4ejoyNOTk5UrlyZt99+m7CwMHPcvb7fzZw5k0mTJt2z/Wdn0KBBGAwGXFxciIuLy7L+7NmzWFlZYTAYHqprSERERHKmZKiIiGTrjz/+4J133rnfzbjn3nnnHf7444/73QwA3n33XZo2bUpYWBjvv/8+q1atYvbs2bRq1YrRo0fz9ttv/2dtuZfJUF9fX7Zu3UrHjh3vyf5vx2g0MmzYMAYPHkyJEiXuSxvyYvny5WzdutX8s2HDBov1Hh4eDB8+nFdffZWUlJT71Mr/xtKlS3nvvffudzP+ExEREQwYMIDAwEDzNVCuXLkc4xcvXkzVqlVZvHgxzzzzDIsXLzb/e9GiRf9pgv9+JEMBbG1tSUtLY86cOVnW/fTTT7i4uPznbRIREZH8y+Z+N0BERPKnGjVq3LV9GY1GkpKScHR0/Ff7SUxM/Nf7uFVgYOBd3d8/9dtvvzFmzBieeuopfvjhB4tq0g4dOvDaa6+xdevW+9jCfy89PZ20tDTs7e2pX7/+fWvH8uXL2b17NzNnzrxvbciLWrVq4e3tnWvMkCFDGDt2LPPmzaNv377/UcvkXjp+/Dipqan079+fZs2a5Rp7+vRpevfuTbly5Vi7di1ubm7mdS1btuSll17KN1/2/Bu3u/fb2dnRuXNnpk6dylNPPWVebjQamTZtGr169eKHH374L5oqIiIiBYAqQ0VEJFvZdcO+du0aI0aMoFSpUtjZ2eHn58ewYcMsum8DGAwGhg4dyrfffkvFihWxt7dn+vTpALz33nvUq1cPT09PXF1dqVmzJj/++CNGozHL8Tt16sTvv/9OjRo1cHBwMFeGhYWF8cwzz1C8eHHs7OwoVqwYjz32GOHh4Rb7SE1N5a233qJYsWK4urrSunVrjh07ZhGTXbfRjIwMvvzyS6pXr46joyPu7u7Ur1+fhQsXmmPmzJlD27Zt8fX1xdHRkYoVK/LGG29kORd5NWbMGDw8PPjiiy+y7Vbv4uJC27Ztc9w+cyiEM2fOWCzPHDJg3bp15mV79uyhU6dOFC5cGHt7e4oVK0bHjh0JDQ0FTM9ffHw806dPN3fRvrkb9KVLl3j22Wfx9/fHzs6OUqVK8d5775GWlmaOyewK//HHHzN27FhKlSqFvb09a9euzbabfGZX7EOHDtGnTx/c3NwoUqQITz75JFevXrV4TDExMTz11FN4enpSqFAhOnbsSEhISJ67wX7zzTfUqVOH8uXL3zb266+/xsbGhnffffe2sfdDkSJFaNOmDd9+++39boqFlJQUxo4dS4UKFbC3t8fHx4cnnniCiIgIi7i8/B0NGjSIr776CsBi2IDMaz3zfvPTTz9Rvnx5HB0dqV27Ntu2bcNoNDJhwgRKlSpFoUKFaNmyJSdPnrRow6pVq+jatSv+/v44ODhQpkwZnn322SzDAmReo3v27KF79+64urri5uZG//79szyunCxcuJAGDRrg5OSEi4sLbdq0sfiSY9CgQTRu3BiAXr16Zfnbu9Wnn35KfHw8X3/9tUUiNJPBYKB79+45bp/bkBW3/j1FRESY77uZz2mjRo1YvXo1AM2bN2fJkiWcPXvW4nnKlNdrIrd7f26efPJJtmzZYnGPX716NWfPnuWJJ57Idpu83Mvgzl+3li9fTs2aNXF0dKRChQpMnTrVIi4hIcH8Wurg4ICnpye1a9dm1qxZt32cIiIi8u+pMlRE5CGSWZl3q1s/0GUnISGBZs2aERoaysiRI6latSqHDh1i1KhRHDhwgNWrV1t88F2wYAEbN25k1KhRFC1alMKFCwOmD9/PPvssAQEBAGzbto0XX3yRsLAwRo0aZXHM3bt3c+TIEd5++21KlSqFs7MzYWFh1KlTh9TUVHM7IiMjWbFiBdHR0RQpUsS8/ciRI2nUqBFTpkzh2rVrvP7663Tu3JkjR45gbW2d42MdNGgQv/76K0899RRjxozBzs6O3bt3WyQaT5w4QXBwMMOGDcPZ2ZmjR4/y0UcfsWPHDtasWXPb83mzixcvcvDgQXr16oWTk9MdbXun4uPjadOmDaVKleKrr76iSJEiXLp0ibVr1xIbGwvA1q1badmyJS1atDAPleDq6gqYkgd169bFysqKUaNGERgYyNatWxk7dixnzpzhp59+sjjeF198Qbly5Zg4cSKurq6ULVs21/Y9+uij9OrVi6eeeooDBw7w5ptvApiTCRkZGXTu3Jldu3YxevRoatasydatW2nfvn2eHn9KSgqrV6/mxRdfzDXOaDTy6quv8sUXXzBlypTbjs+akZFBRkbGbY9vMBhyvfZuFhQUxOXLl/H29qZdu3aMHTvW/Hdzs+bNm/Pmm28SExODu7t7nvb9T+R0/7hVRkYGXbt2ZePGjbz22ms0bNiQs2fP8u6779K8eXN27dplrvLLy9/RO++8Q3x8PPPmzbNIHPr6+pr/vXjxYvbs2cOHH36IwWDg9ddfp2PHjgwcOJCQkBAmT57M1atXefnll3n00UfZu3ev+X516tQpGjRowNNPP42bmxtnzpzh008/pXHjxhw4cABbW1uLx9etWzd69uzJkCFDOHToEO+88w6HDx9m+/btWWJvNnPmTPr160fbtm2ZNWsWycnJfPzxxzRv3py//vqLxo0b884771C3bl1eeOEFPvjgA1q0aGH+28vOypUrKVKkyH9SaT1gwAB2797NuHHjKFeuHDExMezevZvIyEjA9MXBM888w6lTp7JUo97JNQHZ3/tvp3Xr1pQoUYKpU6fy0UcfAfDjjz/StGnTbO87d3Ivu5PXrX379vHKK6/wxhtvUKRIEaZMmcJTTz1FmTJlaNq0KQAvv/wyv/zyC2PHjqVGjRrEx8dz8OBB87kUERGRe8woIiIPvJ9++skI5PpTokQJi21KlChhHDhwoPn38ePHG62srIw7d+60iJs3b54RMC5dutS8DDC6ubkZo6Kicm1Xenq6MTU11ThmzBijl5eXMSMjw+L41tbWxmPHjlls8+STTxptbW2Nhw8fznG/a9euNQLG4OBgi+Vz5841AsatW7ealw0cONDisW/YsMEIGN96661c236zjIwMY2pqqnH9+vVGwLhv3z7zunfffdd4u5fbbdu2GQHjG2+8kedj3vr8ZD7Hp0+ftojLPBdr1641Go1G465du4yAccGCBbnu39nZ2WL/mZ599lljoUKFjGfPnrVYPnHiRCNgPHTokNFoNBpPnz5tBIyBgYHGlJQUi9jMdT/99JN5WeZ5+vjjjy1in3/+eaODg4P52liyZIkRMH7zzTcWcePHjzcCxnfffTfXx7V9+3YjYJw9e3aWdSVKlDB27NjRmJCQYHz00UeNbm5uxtWrV+e6v0wDBw687d8YYGzWrNlt9/Xzzz8bx40bZ1y6dKlxzZo1xg8//NDo6elpLFKkiDE0NDRL/KpVq4yAcdmyZXlq653KfG7y+rhmzZplBIzz58+32M/OnTuNgPHrr7/O9ji5/R298MILOf4dAcaiRYsa4+LizMsWLFhgBIzVq1e3uK9MmjTJCBj379+faxvOnj1rBIx//vlnlvMwfPhwi21mzJhhBIy//vprtvs0Gk33umLFihmDgoKM6enp5uWxsbHGwoULGxs2bGhelvk3+9tvv+W4v0wODg7G+vXr3zYu0633u+z+FjPd+vdUqFAh47Bhw3Ldf8eOHbO8lhiNd3ZN5HTvz+0xOTs7G41G03NUtGhRY2pqqjEyMtJob29vnDZtmjEiIiLL48nrvexWt3vdcnBwsNhnYmKi0dPT0/jss8+al1WpUsX4yCOP5OnxiYiIyN2nbvIiIg+Rn3/+mZ07d2b5yeyWmZvFixdTpUoVqlevTlpamvmnXbt2Wbphg2m8Og8Pjyz7WbNmDa1bt8bNzQ1ra2tsbW0ZNWoUkZGRXL582SK2atWqWSYOWbZsGS1atKBixYq3bXOXLl2y7A+wmEH8VsuWLQPghRdeyHXfISEh9O3bl6JFi5ofR+b4fkeOHLlt2+6XMmXK4OHhweuvv863337L4cOH72j7xYsX06JFC4oVK2ZxHXTo0AGA9evXW8R36dIl12q5W2X3nCUlJZmvjcz99+zZ0yKuT58+edr/hQsXAMyVyreKjIykZcuW7Nixg02bNtGqVas87Xf06NHZ/m3d+vPdd9/ddl8DBgxg5MiRdOjQgRYtWvD666+zbNkyIiIi+Pjjj7PEZz6Wm2cNz87Nz9fNP+np6Xl6jKtXr872Md067u7ixYtxd3enc+fOFsepXr06RYsWtbhX3K2/oxYtWlhUD2beHzp06GBRsZ65/OZ7wOXLlxkyZAjFixfHxsYGW1tb88Ra2bWhX79+Fr/37NkTGxsb1q5dm2P7jh07xoULFxgwYABWVjfefhcqVIhHH32Ubdu2kZCQkOfHez/UrVuXadOmMXbsWLZt20Zqamqet72TawKyv/fnxRNPPEF4eDjLli1jxowZ2NnZ0aNHjxzblNd72Z28blWvXt2igtvBwYFy5cpZXHN169Zl2bJlvPHGG6xbt47ExMQ7fqwiIiLyz6mbvIjIQ6RixYrUrl07y3I3NzfOnz+f67bh4eGcPHkyx8TWrePr3dyFNdOOHTto27YtzZs354cffjCP07ZgwQLGjRuX5QNhdvuIiIjA398/17Zm8vLysvjd3t4eINcPnhEREVhbW1O0aNEcY+Li4mjSpAkODg6MHTuWcuXK4eTkxPnz5+nevfsdf7DN/OB8+vTpO9run3Bzc2P9+vWMGzeOkSNHEh0dja+vL4MHD+btt9++beIyPDycRYsW/avrIDe3e84iIyOxsbHB09PTIu7m4RFyk7kfBweHbNcfP36c6OhoBg8eTJUqVfLc7oCAgDxdl9mNB5sXdevWpVy5cmzbti3LuszHcrvrLqfnrFmzZlmSUdmpVq1athM63Xouw8PDiYmJwc7OLtv9ZF4jd/Pv6NbrIfPYOS1PSkoCTN2327Zty4ULF3jnnXcICgrC2dmZjIwM6tevn20bbr032NjY4OXllWsX58x12f09FCtWjIyMDKKjo+94mIyAgID/5L4BpvFdx44dy5QpU3jnnXcoVKgQ3bp14+OPP871fgl5vyYy3el9I1OJEiVo1aoVU6dO5cyZM/Tu3RsnJ6dsE815vZfd6evWrfcwMN3Hbo774osv8Pf3Z86cOXz00Uc4ODjQrl07JkyYcNuhREREROTfUzJURETyxNvbG0dHxywTQdy8/mbZJX1mz56Nra0tixcvtkigLFiwINt9ZrcPHx8f80Q/94KPjw/p6elcunQpxw/ka9as4cKFC6xbt85itueYmJh/dExfX1+CgoJYuXIlCQkJ/2jc0MzzmZycbLH81iQDmMainD17Nkajkf379zNt2jTGjBmDo6Mjb7zxRq7H8fb2pmrVqowbNy7b9cWKFbP4/Z8m/3Li5eVFWloaUVFRFomuS5cu5Wn7zOs0Kioq2/UNGjSgR48e5hmpv/nmG4tKvpw8+eST5knCcpPXxGN2jEZjtm3JfCy3m3l+586d2S53cXH5R+3Jibe3N15eXixfvjzX493tv6N/4uDBg+zbt49p06YxcOBA8/JbJ1m62aVLl/Dz8zP/npaWRmRkZLZJsEyZ6y5evJhl3YULF7Cyssq2kv522rVrx5dffsm2bdv+0bihOd03skvsent7M2nSJCZNmsS5c+dYuHAhb7zxBpcvX87xub5527xcE5n+zX3jySefpH///mRkZPDNN9/k2qa83Mvu9HUrL5ydnXnvvfd47733zJWsb7zxBp07d+bo0aP/eL8iIiKSN0qGiohInnTq1IkPPvgALy8vSpUq9Y/2YTAYsLGxsZhAJjExkV9++SXP++jQoQO//PILx44dy9Ns4HeqQ4cOjB8/nm+++YYxY8ZkG5P5QT2zajFTXrpA5+Sdd96hZ8+evPTSS/zwww9ZkgFxcXFs2bIlxxnlS5YsCcD+/fstzsvChQtzPKbBYKBatWp89tlnTJs2jd27d5vX3VrJlKlTp04sXbqUwMDAf5S8+beaNWvGxx9/zJw5c3juuefMy2fPnp2n7TO7SZ86dSrHmIEDB+Ls7Ezfvn2Jj49n+vTpt530aPTo0QwdOvS2x/+nicdt27Zx4sQJXnrppSzrQkJCAKhUqVKu+8iuKvxe6NSpE7NnzyY9PZ169erlGHcnf0c3VwjfPNHOv/VP/pZnzJhBrVq1zL/PnTuXtLS0XGd9L1++PH5+fsycOZMRI0aYjxsfH8/8+fPNM8zfqeHDhzN16lSef/551q5dm2VGeaPRyIIFC+jWrVu22xcpUgQHBwf2799vsfzPP//M9bgBAQEMHTqUv/76i82bN5uX53bfyMs1cTd069aNbt264ebmlmuCOK/3srvxupWbIkWKMGjQIPbt28ekSZP+8RdiIiIikndKhoqISJ4MGzaM+fPn07RpU4YPH07VqlXJyMjg3LlzrFy5kldeeeW2H3I7duzIp59+St++fXnmmWeIjIxk4sSJWRIRuRkzZgzLli2jadOmjBw5kqCgIGJiYli+fDkvv/wyFSpU+FePs0mTJgwYMICxY8cSHh5Op06dsLe3Z8+ePTg5OfHiiy/SsGFDPDw8GDJkCO+++y62trbMmDGDffv2/ePj9ujRg3feeYf333+fo0eP8tRTTxEYGEhCQgLbt2/nu+++o1evXjkmQ+vUqUP58uUZMWIEaWlpeHh48Mcff7Bp0yaLuMWLF/P111/zyCOPULp0aYxGI7///jsxMTG0adPGHBcUFMS6detYtGgRvr6+uLi4UL58ecaMGcOqVato2LAhL730EuXLlycpKYkzZ86wdOlSvv322zwPY/BPtG/fnkaNGvHKK69w7do1atWqxdatW/n5558BblvF6e/vT+nSpdm2bVu2icVMjz32GE5OTjz22GMkJiYya9asHLv4gikZnZmQ/reqVatG//79qVixIg4ODuzYsYMJEyZQtGhRXnvttSzx27Ztw8vLi6CgoLty/H+rd+/ezJgxg+DgYP73v/9Rt25dbG1tCQ0NZe3atXTt2pVu3brd0d9R5mP76KOP6NChA9bW1lStWjXX5yQvKlSoQGBgIG+88QZGoxFPT08WLVrEqlWrctzm999/x8bGhjZt2phnk69WrVqWcWxvZmVlxccff0y/fv3o1KkTzz77LMnJyUyYMIGYmBg+/PDDf9T+UqVKMXv2bHr16kX16tUZOnQoNWrUAODw4cNMnToVo9GYYzLUYDDQv39/pk6dSmBgINWqVWPHjh3MnDnTIu7q1au0aNGCvn37UqFCBVxcXNi5cyfLly+ne/fu5rigoCB+//13vvnmG2rVqoWVlRW1a9fO8zVxNzg4ODBv3rzbxuX1XnY3XrduVa9ePTp16kTVqlXx8PDgyJEj/PLLL/84KS4iIiJ3RslQERHJE2dnZzZu3MiHH37I999/z+nTp3F0dCQgIIDWrVvnKRHUsmVLpk6dykcffUTnzp3x8/Nj8ODBFC5c2Nwt+Xb8/PzYsWMH7777Lh9++CGRkZH4+PjQuHHjLOMD/lPTpk2jZs2a/Pjjj0ybNg1HR0cqVarEyJEjAVOX1yVLlvDKK6/Qv39/nJ2d6dq1K3PmzKFmzZr/+LhjxoyhdevWfPnll7z11ltcuXIFR0dHKleuzMsvv8yzzz6b47bW1tYsWrSIoUOHMmTIEOzt7enduzeTJ0+mY8eO5riyZcvi7u7Oxx9/zIULF7Czs6N8+fJZugl//vnnvPDCC/Tu3ZuEhARz925fX1927drF+++/z4QJEwgNDcXFxYVSpUrRvn37e14tamVlxaJFi3jllVf48MMPSUlJoVGjRvz666/Ur18fd3f32+6jX79+TJ48meTk5FwTGsHBwSxdupTOnTvTtWtXfv/997talZiTSpUq8f3333Px4kVSUlIoVqwYvXv3ZtSoUVmGbjAajSxcuJC+ffve9SEJ/ilra2sWLlzI559/zi+//ML48eOxsbHB39+fZs2amRObd/J31LdvXzZv3szXX3/NmDFjMBqNnD59+l8noG1tbVm0aBH/+9//ePbZZ7GxsaF169asXr3aYhKcm/3++++MHj2ab775BoPBQOfOnZk0adJtE7N9+/bF2dmZ8ePH06tXL6ytralfvz5r166lYcOG//gxdOrUiQMHDvDJJ5/w7bffcv78eaysrMx/ky+++GKu23/yyScAfPzxx8TFxdGyZUsWL15scW4dHByoV68ev/zyC2fOnCE1NZWAgABef/11iwT9//73Pw4dOsTIkSO5evUqRqMRo9GY52viv5TXe9ndeN26VcuWLVm4cCGfffYZCQkJ+Pn58fjjj/PWW2/dzYcoIiIiOTAYjUbj/W6EiIiIyL8xc+ZM+vXrx+bNm2+bWLpw4QKlSpXi559/plevXv9RC++Nv/76i7Zt23Lo0KF/XRUtuRs9ejTvvfceERERtx2fVURERETyL1WGioiISIEya9YswsLCCAoKwsrKim3btjFhwgSaNm2apwq7YsWKMWzYMMaNG0ePHj3yNEFSfjV27FiefPJJJUJFRERERPJIyVAREREpUFxcXJg9ezZjx44lPj4eX19fBg0axNixY/O8j7fffhsnJyfCwsIoXrz4PWztvRMdHU2zZs14/vnn73dTREREREQKDHWTFxERERERERERkYdCwe0XJiIiIiIiIiIiInIHlAwVERERERERERGRh4KSoSIiIiIiIiIiIvJQUDJUREREREREREREHgoP1WzyZebmfZZZycrP4MDLdmX5NOUEYcak+92cAqnMkLP3uwkFmncJV3qMbspvozdw5ey1+92cAuv4uxXvdxMKNH87O14pVpxPLpwnNCXlfjenwDrZ69v73YQCLSbej40Hh9GkyiTcncPud3MKrKqfPHe/m1CgFXO244Ua/ny1J5QL8bof/hPuIen3uwkFWmFPewZ2CmD64nNcjkq+380psBz/2H6/m1Cg+ZT2pNcnwcx5ZSkRIVH3uzkF1qqM3+53E/KtjEvl7tm+rYoev2f7zs9UGSoiIiIiIiIiIiIPhYeqMlRERERERERERKSgyCDjnu37Ya2QfFgft4iIiIiIiIiIiDxkVBkqIiIiIiIiIiKSD6Ub711l6MOaFFRlqIiIiIiIiIiIiDwUHtYksIiIiIiIiIiISL6WgfF+N+GBo8pQERERERERERERuWM//vgj1apVw8HBgcKFC9OlSxeL9UuXLqVGjRo4ODhQpkwZvv7662z3M3HiREqWLImDgwN16tRh3bp1WWJiY2N59tln8fLyolChQnTp0oWzZ8/ecZuVDBUREREREREREcmHMu7hf//W6NGjefnll+nXrx8rVqzgu+++w9fX17x+69atdO3alZo1a7Js2TIGDRrEiy++yJQpUyz2M3HiREaOHMnQoUNZunQpZcqUoUOHDhw4cMAirk+fPixatIjJkyczZ84cwsLCaN26NYmJiXfUbnWTFxERERERERERkTw7cuQIY8eOZenSpbRt29a8vFu3buZ/jxkzhpo1a/Ljjz8C0KJFC86dO8eoUaN48sknsbKyIjk5mbFjxzJs2DBGjBgBQLNmzQgKCmLcuHHMnj0bgO3bt7NkyRKWLFlCcHAwAEFBQQQGBjJ9+nSGDBmS57arMlRERERERERERCQfSjca79nPvzFt2jRKly5tkQi9WXJyMmvWrKF3794Wy/v168fFixfZs2cPAFu2bOHq1av06dPHHGNtbU2vXr1YunQpxuvtXLp0Ke7u7nTo0MEcFxAQQOPGjVmyZMkdtV3JUBERERERERERkXwoA+M9+/k3tm3bRlBQEO+//z6FCxfGzs6OZs2asXfvXgBOnTpFSkoKFStWtNiuUqVKgKmy9Ob/V6hQIUtcbGwsYWFh5rjy5ctjMBiyxGXuI6/UTV5EREREREREROQhU7p06VzXh4SE5Lju0qVL7N69m0OHDvHtt99iZ2fHe++9R5s2bThx4gTR0dEAuLu7W2zn4eEBQFRUFADR0dHY29vj6OiYY5y/vz/R0dFZ9pUZl7mvvFIyVEREREREREREJB9K/5cVnPdKRkYGcXFxzJ8/n8qVKwNQq1YtSpUqxffff0+jRo0AslRyZrp5eXYxmd3j8xKX0zFyomSoiIiIiIiIiIjIQya3ys/b8fT0pEiRIuZEKICvry8VKlTg0KFDdOrUCcBcIZop8/fMyk8PDw+SkpJISkrCwcHBHBcTE5Ml7ty5c1naERMTY47JK40ZKiIiIiIiIiIikg/l1zFDbx0LNJPRaMTKyorAwEDs7OyyjOd5+PBhi+0z/59dnIuLC35+fua4Y8eOmStGb47LqS05UTJURERERERERERE8qxTp06Eh4dz8OBB87KwsDCOHj1KtWrVsLe3p2XLlsydO9diu1mzZuHr60uNGjUAaNiwIW5ubsyZM8cck56ezty5cwkODjZ3gQ8ODiYmJoYVK1aY486fP8+mTZvo2LHjHbVd3eRFRERERERERETyoXRj/hwztFu3btSsWZPu3bszduxY7OzsGDNmDD4+PgwePBiAUaNG0bRpUwYPHky/fv3YvHkzP/zwA9999x1WVqb6THt7e95++21GjhyJj48PNWvWZMqUKYSEhDB79mzz8erVq0fHjh156qmn+OSTT3B1dWXUqFGULFmSgQMH3lHblQwVERERERERERGRPLO2tmbZsmUMHz6cZ555htTUVJo1a8asWbNwdnYGoEGDBvz555+MHDmSn3/+GX9/f7744guefvppi3298sorGI1GvvjiC8LDwwkKCmLp0qUEBQVZxM2cOZMRI0bw/PPPk5KSQsuWLZk/f36WmehvR8lQERERERERERGRfCjjfjcgF4ULF2bGjBm5xgQHBxMcHJxrjMFg4NVXX+XVV1/NNc7V1ZXvv/+e77///o7bejONGSoiIiIiIiIiIiIPBVWGioiIiIiIiIiI5EPp/3LWd8lKyVAREREREREREZF8KF250LtO3eRFRERERERERETkoaDKUBERERERERERkXwoP0+gVFCpMlREREREREREREQeCqoMFRERERERERERyYfSMdzvJjxwVBkqIiIiIiIiIiIiDwVVhoqIiIiIiIiIiORDGZpN/q5TZaiIiIiIiIiIiIg8FFQZKiIiIiIiIiIikg9pzNC7T5WhIiIiIiIiIiIi8lBQZaiIiIiIiIiIiEg+pMrQu0/JUBERERERERERkXwow6hk6N2mbvIiIiIiIiIiIiLyUFBlqIiIiIiIiIiISD6kbvJ3nypDRURERERERERE5KGgylAREREREREREZF8KF11jHedzqiIiIiIiIiIiIg8FFQZKiIiIiIiIiIikg9pNvm7T8nQAqKiexFertKc8m6F8bR3Iik9jdOxkfx6chd/njtojjvZ8+0c93Hq2hXaLf8WgJKFPOkdWIP6PiUJKORBhtHIqdgr/HR8O8tDj1psV9TRhafK16eGRzEquxelq60tr+1YyO9n9uep7T1LVadFsbJUdC+Ct70z4YmxbAo/zeTDG4lIirOILWRjxzMVGtKheEWKOrpyNSWRPZGhfHFoAyeuXcnr6ZL/ULUmFWjZsx6V6gTi4+dJ3NUETuw9y4wJizi575xFbPvHm9BxUDOKBRYmPTWdM0fCmPfFCnasOmAR51HYlT6vdKROmyA8i7gRcyWWveuPsHTG2jy1ybeUD/1f60xQo3K4ebkQeSmGbcv2MeuTJcRGx+e43WvfPkXLnvXZvmI/7/b58s5PhvwnKnr7MKJhI8p7e+Pp6ERSWhoh0VH8sm8ffx47YhFb2acwbzRuQvWivqQbM9h6/jwfbNzA+WtXs+y3mIsL/6vXgKYlSuLu4EB0UhL7Ll3iuSULzTGPVqzEhLbtAeh6y/Z1f/iWKwkJt21/cVc3RjZpSoPixbE2WLHn0kU+2rSRQxGXc9zG28mJFf0H4uHoyAtLFrHs5InbHkfuvb/3w3e/wr5DkJwCRXygazt4fuCN9X8shyMn4MRpSE01sHq2ET9fy/38sQxGfpjzm9yXnzEyuJ/p3ys3wIq1sO9IOOERI/H2NFK7KrzwBJT0v32bT5yGmX+Y2nQ8BBKTDEyfZKRujayxcfEwZSYsXwfhEeDqAjUqm45VtlTezpHcO3UDi9O5ZgWqlSxGUXcXYhOTORQazrertnE47Mb9pF+j6gTXqECAtzvO9rZExiaw9+xFvl29nVPhkRb79HJx4tlW9WhSoRQ+rs5ExSWw7cQ5vl61jUsxsVna0KB8KRo1qkvr9q4YDAYuRF3j1017mLf9QJbYmwUW8aJPw2pU8POhnK8PTna2PPHNb+wMCc11O69CTvw54nHcnR0Z/vNiVh3QvTA/cHSwZVCPBpQtWZiypQrj4ebE1DlbmDp3i0XcyKHtCW5RJcv2Z8Mi6ffST1mWF/Fx5ckeDahXoxSuLg5cvZbIkZOXGPnxn+aYejUCqVWrKnUbNMPTzZmoqwkcOBrG1LlbCL0Yc9u2lyruRff2NShbqjCBJXxwdLDlxVFz2HPofLbxbi6ODOpRn8Z1yuDl4UxcfDLHQy7z3udLiI1Luu3xJP9ycHbgibG9adajAS6ehTh/9AKzP/qDdXO23HZbV08XatSoQcsdrbB1sCVk31mmvTOLPWsOWsQ9MbYPdTvUoHAJHxyc7Ii8EM3uvw4wc9x8Lp/TZ12R/5KSoQWEq60DFxOvsfjcIcITY3G0saVLiSA+qf8Ifs7ufH1kEwCPrc76RqKaVzHeqdGOVWHHzMuaFC1Nc9+y/Hn2APujLmBtsKJj8UpMbvgYkw6uZ/LhjebYEoU86RpQhZCrEYSHh+Pvn4dPWzd5qXJTtkec5ZMDawlPjKWUixdDKzWhtV85uqycQmTyjeTU9417UcXTly8ObeBg1EWKOrkytFITfmv1BMErvudCQtYEhtxfnZ5shotHIRZ89xfnjl3EzbsQj77Qlkkr3+Stxz5n30ZTcn3Am13o92pnFk9dx9Qx87Gzt6XLMy0ZM+cl3n/8azYv3gOArZ0NExa/RiF3J379cCHnjl3Av0xR+r/RhTptqrB11+Zc2+PmVYhJK98kITaJnz/4k8uhUZSpGkD/17tQtXF5XmwxFqPRmGW7um2CaBBcnfhrt09myf3lam/PxbhYFh47Rnh8HE62NnQtX5HP2nfA39WVr3ZuB6C0hwczH+3BkSsRvLhsCfbW1gyr35A5PXrRaeYvRCUmmvdZzsuLmY/25PzVq4zftIGLsbEUdnamaYmS2bZh9+7dfH/mFJdT08zLYpJu/yHI09GROT16cTUpiddXrSQ5PZ3natdh5qM9eGT2TE7HRGe73XvNW5Kcnn4HZ0nutcWr4PUPoH1z+HAkODnCuQtw+abPMtt2w9a/oWIZKOQEO/Zmv69mDWDW11nvS19OhS27DLRucmPZjzPB2xMG9XLhSmIvirrM4dffonn0aZj9ze2TlIeOwV+boGJZqF8T1ubyGe+5N03xLwyCKuXhUgR8PR36PA9//gR+RXM/ltxbvRpUxd3ZgRmb9nAqPBIPZycGNqvJjBd78+wPf7DjlCmZ4+7syKZjZzi2NoJriUn4e7rxVIs6zHqxNz0/n8mZCNN9x9bamunP9cTV0Z6vVm4lJDyKkoU9eKFtAxqWK0GXidNJSE41H/+pFnV4qX1Dzp09y6fLtxIen0ypwp7YWt9+FK7K/kVoWTmQoxcus/3EOVpUDszTY36rW0uS03QvzG/cXBzp0qYqJ89EsHHHSbq0qZpjbFJyKv97d67FsuSUtCxxpYp78+WYnlwIv8pX09dxOSoOL3dn6lUvaRHXrX1NrK2NzF+yi6MhVyjs7cKA7vWZOuFxnn1zBqfPR2bZ983KBxalSd0yHD99mb8PnKVxnTI5xnp5OPP12D6kp2cwbd5WQi/G4ObiSM0qxbG10ehzBd3o+SMoVyeQH9+cQejxi7Ts25i3Zg3HYGXF2lmbctzO1s6Gkb8Mx8fHk6lvzeTcwQt0eb4dHyx7i9fbvM/+DYfNsYXcnVg7exPnjoSREJtIiUr+9HvrURp0rs3TVYYTGxWX43Hk4abZ5O8+JUMLiO0RZ9kecdZi2dqLJynu7Ebv0jXMydC9UWFZtu0dWJMMo5HfTu81L1t87hC/nNxlEbfh0ik87J14pkIDvj+6hZQM05vNHRFnqbvwM/wMDowpXOeOk6FdVk0hKvlGgmlHxDkORV9iQZun6HVT20sU8qBu4RJMPryRKce2mePPxkXxW6snaOdfnp+O77ijY8u9N/nVmVy9YlktsuuvQ0zdNY7ewzuYk6Ft+zXm4NYTTB4xwxy3e91hZh39hNa9G5qToVUalMW/TBE+e2k6K341XRv7Nx8nITaJN6YMxsfHJ9f2NAiujpuXC+Of+p69G0zH3r/pGLZ2Njwxqjulq/hz6oDlt/1OLo68+NkAfh7/J4882+rfnRC557aHhbI9zLJ6aM3p0/i7utEnKMicDB1evyEp6ek8vXABcSkpABy4HM6agU8yuGZtPtp840ufT9p24GJsLL3mzSHlpqTjkhPHs21DbGwsh8PDCb2+37waXLM2no6OPDZ3FhdiTX83uy6EsXbgkwxv0JCXli3Jsk37MmVpUqIk7679i0/adbij48m9ER4B734CPTvDuy/fWF6vpmXcc4+bEokAU2fnnAz1dDf93CwhEfYeglpBRkoF3Fj+9Xjw8oCYeCc2HgykSRUnWjaIpnUvmP4bjH0t97Z3aQuPmIqbWbEu52To2VDYtc/AkMeNPNXnxvIAP+j7goFVG4wM6pn7seTeGvfHGqLiEy2WbTp2hmVvPMHgVnXNydCvVm61iNkVEsb+c5dY+OpAOtaoYF5fq7QfJX08GDV3Jb/vPATAzpBQ4pJSmNAvmAZlA/jr4CkAKvkV5qX2DZn61zYKJ0Sw62QoF+JT2H4y+2q6Wy3afZiFf5sSBG2CyuYpGdo6qAyNypVg3II1fNC7fZ6OI/+NSxHX6PD4ZOBGYjQnGRlGDp24eNt9vvNSBy5fieWFt2eTelMCfM2WYxZx4ycv5pFmPqzZco7LUckA/H3gHPO+eYaenWrx0Tcrcz3OivWHWL7OdL03r18u12ToK8+0xtbWmqdf+4XY+GTz8g3bVaFc0NXtUINabavxQd9JrJ1tKrzYt+4QRQJ8eObjAayfs4WMjIxst23/VEsCyvuxYcMGNi/cQURIFHvXHuS7vRN5+qP+vNRgpDn2y6E/Wmy7f/1hLp2+zAdL36Jh1zqs+ClvveBE5N/TV1gFXFRyImnG7G/MAM42dnTwr8iOiLOcjbtRcRSdkpht/P6oCzjZ2OFm52helrVW5U7bmLXS7mD0RdIyMvB1cjUvS73+AhObmmwRey3FVG2VnJ71W2O5/25NhAIkxSdz7thFfPw8zcvSU9OJv2Z53aUmp5GSlErKTZUmaammN7y3VmjGXf89/TbVcTe2tzxW3FXT9jcfK9MzY3sQfekqf373V677lvwtOimRtOv3EWuDgZalSrPi1AlzIhTgQmws20LP0zbwxoedun7+VC5cmJ/27rZIhN4L7cqUYev58+ZEKEBcSgorTp2kVanSWBssv/V1s3fgveYt+WTLZott5P6atwQSEg083Tf3OKt/8S5r2RrTMR7rZLncyyNrbGFvUxf9SzmPtHDHbbK5/nW5i7PlctdCpv/b2+VtP3Lv3JoIBUhMSeVUeCRF3Qrlvm3c9dfUmz7cp12//8UmWX7JE5toel+WnHrj/tinUXVS0tL5c3vehky6VTYdNHLl6mjP291a8sXyzVyM1r3wQVe9kj/lShdh7pLdFonQ7FyNzfp3EBkdT0RULIW9XW57rLxei0V9XGlcuwyLVu23SITKg6FRt7okxCay/jfLL49WTFuLt58nFerlnCRv9Eg9Lpy6RHT0jc/aGekZ/DVjAxXrlcWrmGeO2wJcjbgGQLqq3iUX6Uare/bzsFJlaAFjAKwMBtzsHOngX5EmRUvz3u4VOcZ3CqiMs60dc0P25mn/9QuXIDIp3qLr+r1Qz6cENlZWnLgWYV52IeEqq8KO8UTZuhyKusj+6AsUdXTlnRrtCIu/yuJzh3PZo+QnTi6OlKkWwL4NN8afXfDdagaP6UG7/o3ZvGg3dg62PPZiO5xdHfnz+xtJyEPbT3J8zxn6v96Fy+ejOHf8Iv6BRRj0djdOHz5PREREdoc027JkL+HnIxn8fg++enUm4ecjKVM1gJ7DOrBt2V7OH79kEV+jWUVa9WrAS63GkZHxb1P/8l8y3w8dHAguW44mASUYvW4NAAFu7jja2nL0Stbxl45euULjgBLYWVuTkp5OXT8/AOJTUpjatRsN/IuTlpHB9rBQPti4npDorF3X69Wrx9omTYhNSWF76Hk+27aF45G5d8Wzt7YhwM2dFSdPZll37EoEjrZVCXBz43RMjHn5u81bcP7aVX7et4e6fndWlS/3zq594OZq5PQ5GPqWaRxONxdo0xRGDIFCzrffx+3MXwqFnI20a3772PMX4EI4tGr874+bya8otGpsZPpvULkcVKlgqogd9wX4FjESrCL6fKmQgx0V/QqzI5sKTSuDAWsrK/w9XRkW3JjI2HgWXK8ABdhz5gKHzofzfNv6XIy+xqnLUZT08eB/HRpxKDScbSdujANeu7QfIZejaFIpkFatGtCpsxMR1+JZvPsok1duIS095y/q/4mRj7QgNOoqM7fspXYp3QsLMns7G/6c8hzuro5ExsSzccdJpszebDHeZrVKpuc4ITGFCW91p2aVANLTM9hz6Dxf/byec2FRuR6jWBE3ini7smFH1tfbf6paJX+srAxciY5j9PCONKwViLW1FYePX+TbGRs4dPz21a6Sf5WsHMC5I2Fk3HLvCtlv6plZskoAh7dm31uoZJXinNhzKsvykP3nru/bn8gLlteslbUVNrY2FK9QjOc+e4Lzxy6w6Xf1gJScZaiO8a7LF8nQY8eOsXTpUo4cOUJUVBQGgwEPDw8qVqxIcHAw5cuXv99NzDfeq9WBvoG1AEhJT+P9PSuYHbI7x/gepapxNSWR5aFHcozJ1LNUdeoXLsmYPSvIuNOv7O+As40d79Vsz4X4q8y7qes+wItb5jO6Znt+bTHAvOxITDh91/7MtVQNSl5QDJ3QFwcnO2Z9eqPL74Jv/yIlMZUXPu7L8C9Ms4tci4pjdN/JHN5+4w1ERnoGr3edyOvfPc0Xf71lXr5v41G+fvtXgl+uk+uxE2ITGd52PG9PH8J3W94zL9+wYBcThlh2TXFwtud/kx5n/uSVnD6U+6QNkv+837IVfYOqAZCclsaY9WuZddA0aYeHowOQ/TieV5MSTUlUewciEuIpWshUQfVxm3YsPXGcpxb+gY9TIV5p2JA5j/UieMYvRCSYviCKSEjg5793Ui41nRmXLuDp5saztesyv2cfevw2O9vkayY3B3usDAauJmdtU2Y73R0cgRgAWpQsRXDZcnSZ9eu/rtCXuyv8CiQlwbB34Zl+8OZQOHAUJv9kSoz++iUY/sXQTiFnYc9BA726GLl+KecoLd3I2x+ZxiwdeJe7rX/2Hrz/GQwafuPBlA808svnpuSv5D9vd2uJo50t3/+V9UP1znFDsbc1vfU/fTmKJ76dx6WrN8anS88w8sR3v/FRnw7M/t+NsucdJ88z7OdF5sp7gMKuhfBwduS5Dk0IOXGcX3aHUMbfl6da1KGoeyHemLX8rj2mphVK0a5qOXpMmnHHFaWSv5w8E8HJM+sJuT5RTI3K/vTsVJtaQQEMfv1XEpNMvXd8PE2vyyNfaM/arcd47YPf8fJwZnCfxnz1fm8GvTydyJjsCzesrQy88Xw7EpNSmbvo77vW9sw2vfB4c3YfOsfbExfiYG/Lkz0b8MXonjzz5gxOndUEOAWVq1chLoZk7V6ROYanq1fO1fauXi7ExcTDLV+E3tjW8gXTo4g7cy/+YP79yLbjvNpyNEnx+qwr8l+6r8nQpKQknnnmGWbMmIGdnR2BgYF4eHhgNBo5cuQIv/zyCyNGjKB///58//332Nvb57q/0qVL57q++EfP383m3xd/HNnFutOHcbd3olGxQN6t2Z6iNk7MOb4rS2xJVy+qe/nz+8k9+BhtwWCb437rFS3F6JrtWXf+GH+dPICfIeunr8KGG+ffA9tsY27Hzsqa8Y264efszvD1c/BIt8bDYG1e/2qttjTxK8uXe9dwPPoyXg7O9C5fh1nNBzBs/VzCE67d8THzE+8SrrcPKuAee749LXvWZ/qHvxMTE2N+zE271GHQyEdZNWcz+zcfxdrWmiadavPuzBf4/JXpHNhqGgPK2saK4Z89iX9gUaaMmcvFM5fx8fOk69NteGvK8xw4vgd335zfkDi5OPL6189g52DLV2/+SlR4DP5livLI4DaM+30YE1+aYv7W9/HXu2HEyIo5683ttLKxws7R5oF+rhLsHoz+rb/v3cPaY8fwcHSkYcmSjG7eEl8HR2bv20NhG9P9ztPaGv9bHq+rtemlz9fWFns7Owpd//1w+CW+2rgegHOEM+raVab27M0LNWsyZYdpHNKQixeIuxLBAJ+iXLwSwb6LFzgSFsq0nn0Y2bAxI5cvzbG9XramdrhaZW2T5/U+yT62Nvjb2eFsZ8f4Vm2YtWc3CbGx+NvZ4WNra469dfuCKCbe73434R9LSwsnOSWdJ/u60LOb6UNOuXKQlhHHpO+vsWqzF3VrWL5nSUyJA65xLbEIzvG5v/2a8edVIJ52LX2Iic/+uY5L9MFoNDLmkyT+3m/gg7c8cHR2JIf8QLbikxOBaOKSvImJz/oe64NJMazfmsj/nnGhfKAtkdEZzJwfx+PDMpg83gvfIvniO/V/pZhzwf9byjSwRV061azI5KUbiImJyfLYhk+dj421NcU83OjeoBrTnuvB69P/5GyEqWLJ2sqK9/oEU7KwJ58uXEPolRiKerjSt2ltpg95jFen/0lCsqkLvZWVgUK29ny58C8CjHGEhV9m35kwfJzt6d6gOvM2/c2FqLxNeunpYLqOvBxtsrTZyd6O93q0Zu7m3STExVLM2Q4vRxvzdg/C81fI8+5W0d5vLoVMz4mzozWFPS3vK+u2WM6sfS70EuER0bz2XDB9utRk8eq9ADhdf45PnL7ET3NMr8vnw2DCt9f4dFQf+nevzawFpvkFPF1tLf7/4hOtqVbRn4+/WQrGlCxtyI1bIdNx3V1ss2zn4mzaf9TVOL6YcqNwZPzkK3w17nGe7Fmfz39cledj5TcOpXPvyv2gs7a1xtbRBp9bzoO7j+nzgJOHY5Z1mQyAvbMd8YCH343PD5n/dvFxttjWytqKtx75AFs7G4qVKUrnwe34dOMYxvb7hJiIgv1ZV+4dTaB0993Xd7FvvPEGy5Yt49dff+XRRx/F7pYPdykpKfz++++89NJLvPHGG3z22Wf/6ngv25X9V9vnC+lA/PWfqLOcs3JjSFBTSl1IJOWWiTwqB1YGwON8TK6P3cfHh3r16hEREcG1PcfydJ7a2RShkt2dTRxiZWVF3bp18fb2Ztu2bXSIc6GD3Y1vygoXLkyD0lXZsWMHARdjCcARrmVwKupv2rZty8Sg9uzZs+eOjpnvjH4ArsFclC9fngoVKnD48GHcK1rTY3RTAGxtbWnbti3nzp0jze0qlYJ9AbicfI64+OIMndCP1atXA1CyZEmqVavI+vXr8almj0+14gAcPL6XNm3akJB+jTbP5jx+bKVKlSgV6M/KlSvxr++CP6Zr7PDxgzRq1Ihh3/fh/PnzuLu707RpI3bs2MFjo5qat3d2d6BYeS/6jG1JRkZGjoOlSz6SlgEnQzjnVIgh9RtQ6uo18+tJtyK+1Ei0HNurkpc3RqORp7x8yMjIoML1xKnT1Wu8Uqy4RWxSUhLt/ANwC72Q5bADfG5MpR0bHU1t32JZtr+ZlZUVRqORVt4++N4SV6qI6W/iMVcP4q3tCAoKwtlgoMiVSF4PME0P7uXlZXpMPkWon5ZBWlrBHkd548Fh97sJ/5jBZjJwDju3J9l48EZS19YtApjAis31SLZtbrHN6UvrgSXsOPYknhE5f+hMT09n4Ypx+Pr6ciVlOBsPZh9nNBqZN28eu3bF0KtXbwwuNXOMzcmRc/uBX9l/+jHirSwnsDl27BiLVv5I//798StTlTjA3hN6909k/PjxfPBVAD17FvwZlF6ocb9bcHfc/PpbPDWaF2rk1pU8gRN7dhLQqhVjujdnxw5TFWnJkiWpVrYE69evJ9AYS6CXNRDPkd07adOmDR92a8KxY6YvLtNTU7G1tibQJpnUVOhVoQgAPkbTWKQvNCjPhQtZ75vZ8fU1/T08UsaHJh6W3QCDgoJwsjbglRjJ/+qUBG7cCzuWKUxN5/QCfy/kAbkGM2W+/lYr54ZDp4DbRAOkkpaWRrvGpfFyMCXmSxY17cPGeI2Bt+wjKSmJprUDsEuzvL46N/WlevXqBAQEsHv3bioVT6dS8bwc/wZfX28A2jUoTO1y1hbrSpQwzaeQmhjDgI6Wr+EJ8bHUrOyXpa0FSkFu+11g72ZLiap+9Pok2GK5i4vpc0TFNqVxKhec3aakZaRRunYAUbsu0/blG+PVFCliui/W6lWZgJaFczz2/uufcV75dQgHD97hC7mI/GP3NRk6a9YsPvvsM/r06ZPtejs7O3r37k1qaiojRoy4bTI0JCQk1/XNfpv4j9uaX3W4Ys8bpUrxp10kR+JujIVoY7BifvE2HI26xOgrOXcRqVOkJOPq1WFXxDne2ryA1IycB24ubLBnKO4ArEgLZ3lK3mdOtLWyZlzDR3D39uL1zX+wM/xMlpi+zh40ACZG7CU85aZvxVIgMLYWFLLj0zs4Zn5U/IMHdzyhbs+0pULXCsz/ZgV/fG85c2dgUADBwcGsmradjYssq5hthrvR8fHmLPxoG8mJKTzxlg/pldOZMnwRxlv6wzVY1xAXFxdWfbebmItxZOe1yeW54hTNr29afjtv72hHoy2NuHjgKr9N2kCTznVo1sxAvXr1suzDycmJjh078suEBayYuTHL+oLu3DOl7ncT7okOLoV4s1QpFiTEcfzsZRo1bcppGys+vWA5dt6EGtUJvXqVCaGmcaBaOTnwbrlyrLsWw2+3xDZOT+dUYiKf3LS8sK0tA3yK8kvEJS6nmrr0TUiuTpn0QhZx2al+9SqR9nZZ4l4pE0i51FTGnTxGutHI57VrU9rZmfbts86YXLOmacry4B+/t5gcqqBZ0Hb+/W7CP7a5cgznzkGNMjMpH3ij18XZUFNSprTvJppU2WuxzbljpntW3fJTc62oXLclkbi4OJ4ZYE2TKpOyjTFVhCaza1c0Lz/vz2MdNwAb7vhxpMaYJh6pWmoeNatYVkGdPmyapKZ7q5X4FlljsW6WfzrxV/fRpErekl35We9fHrvfTfjX+jerQ4UKFfh57Q5+Xb8zz9sVrxyJu7MjX+0xDRPzkl8gVTIy+GDdwSzd0es2aszldBtzrF/ly9QuE8Afxy/TqZQHc46GcyUxlVqBBho2hOWnI9l4OG/DzzRJtqduXVhwMoL9ZyyvqQnVbn8v7PbhD8QnFdx7YaGwB+tLV5dCDnToAPuOX2XO4nO3jTcYoF17IyFh8Uy/Ht/4sj0vlyvHzsMxLF5tuY+mzdI5H55gjvV0taVzU188i5ajePEAvpr2F2u23H54sOw0qGlL3bqwYutlDh0Ps1hXrnQK1atX58jpWPOxM1WokoyjgzHL8oLEYe3DnYRzGetJg051+O215RbjhjboWJuWLVvyx7gVnNiTfa6hlFdZChc3fUmz8tNNRIeZPsd2frYd9evDryMWEHM590r5mutrExuayJxXcu5h9DDo2rXr/W5CvvUwT3R0r9zXZGh8fLz5G5PcFClShISErDOS36kw44M3Dkd5n2KkZ2SwO+4yUTc9vvZ+FXC3d+LTg+tyfNyNi5RmbMOu7Iw4zzOb5pCSSyL0VtGk5vl82llZ83XDR6hRuDjPb5nHukvZD2Z+ItE0SUlRT292x98Ys8XdzhF/Fw+2hJ8u8M+h49kHs+tD3xEdefS5dsycuJifP/gzy3rD9W/v/Ur6cuWWc1CynB+x0fGEHTWNsxR2IgJrG2s8vTw59vdpc5xfYBEKuTkTfuUSMRfjsuwn08UzV6hUtwzGFCsiL8aYl9doXhGAc0fDuXL2Guvm7uTUnqyJqzemPEP4uSv8NOZ3LpyO4MqFB+85Cy3ACbTclPf1JT0jg78jrxCVnMzq0yE0LlWad9avI/560rKYiwvVi/nx097d5vPw+8mTvNq8JdX9i/PZrhuJhMo+hfFydmbrvr3ZnrPLqamEpqTg7+pK5aK+bD537rbndunJEwyqXoN0OzsuxpmSY862tjQqVZpVIac4m2yqYn173RpcbxkappKPD+80a8GkbVvYHhrKifh40gvwAHruzmG3D8qnOreCP5cZ2LvvMvWq3li+YB+AgfrVr+LubPnBx9HOtM7VMRz3XCZYWv6Xaab2nh1jcHOOybLeaIR3JsCKtQa6d3+Uxzpu/cfn0tne1KZCDleytCnA17Tu9JlwKt40ClH0VdOETfVrFuznMNOF+IJ9P3y2dT0eb1GXb1dvY/KKrbff4Dp3JwdKFPZiz5kL5nNwJvIa1lZWeHp4cuD8jS/YS3i74+bkyJnIa+bYxXuPU7tMAKWLFwMSuZKYyoX4FB4vWZz0jAw2nAjlYh7PbVSS6UuEyMS0LM/HmD/W4upgeS8sX8yHN7o256uVW9l1KpSQ6HjSC/AEiO5RD9YM0smppg/s8YnpXI66/azrLRuWx8Helt0HQ83xKzec4LkBrahSvjhT5243x5YrVRgPd2f2LA2z2Hf16tUpXjyACd+tZNHqA/+47VfjTNdiTGxqlrZHRJ8l/Mo1qlQozpWYFPOkm14ezpTw92bVxiN5erz5lWNI7pNSPehW/7yBlr2bUKFGOdbP3WJeXq99ba6ERbHtj9059hZbO3Mz//t6MB5nPYgOu0ZESBRW1lbU71CbI9uOc2Lb6Wy3y1QssCieRT3Y/McOIh7y50Hkv3Rfk6GNGzdmzJgx1K5dGw8Pj2xjoqOjef/992nc+C5OkVoAja0VTFxaMvsjL3AlOR4POyc6FK9Ip4DKfH90C1HJlsniHqWqk5iWysJzh7LdXy3v4nzTqAcRSfF8e2QzldyLWqw/eS2CuLQbb0jb+1fAEzu83UzdR4I8fEm4vn556I0Zw39u1o+6PiWoMO8D87LJDR+luW8Zvjq8iZjkRKp73uhSGJeWzMlrpiTYyrCjhMY3Y0zNDvg6unAo+hI+joUYXL4BDta2TD+R92oH+e90f6ENj498hJ2rD7Bj5QEq1LYcu/forhAiwqLYtOhvOgxsSmpKGjtXHcDWzobWfRpSuX5Zpo9bYI5fOXMz3Z5rzdvTn2PWxCWEnryEb0kfeg3vQFJCMmfOnDHHturVgJe/HMinL07nrzmmD4GLpqylxWP1+OD34cydtJyIsChKVvSjzysdiQq/ytrfTG+qoy9fI/py1kRnanIq16Li2b85+xkj5f4b17I1cSkp7Au/xJWEBDwdHelQpiydy1fgu107iUo0VbtN2raFBb37MaVLN77dtQN7GxuG129IdFISU3bfqJiPTUnms61beKtpMz5u045Fx47i4+zMyw0aEnbtGr/u32eO/aXboxy9dImiRqhpyKC1mzvP1KqD0Wjks22bLdr5a/fHqOvnT7kvJ5mX/bB7F49UqMiPXbvx2dYtpKSnM6R2Xeytrfl8+41ExpErETk+/hORkWwP04Rf91OjOtCioZGvf4YMI1SrBIeOwVfToHkDI7WuJ0ijYmDnXtO/j18vKNmwHTzdwcMd6la33O/lK7BpB3RokfMEReM+h/lLDHRq60TRokU5eDSFQteH8LazhUrlbsQ+MRx27oODNxV2JibBBtNQe+w7bPr/zn2mJKejAzStb1rWpil8+ZORMZ+aZpGvVBYiImHqbEhKhscLfkFlgTewaU1ebNeQjUdPs+HIaaoGWL6X23/uEoUc7Phh8KMs2XOUc1diSEpNo6SPB/0bV8fWxppvVm0zxy/YeYgBTWry2eOd+P6vHZyOiKK4pxuDW9UlITmFudv2W8T2qB/Eix2bcfrEcWpchZ7+xejdsBqzt+zjYkysOXbKM49Su7Q/1d/43LzMwdaGJhVMvRSqlTC1u3agP+7OjiSmpLLp2BkAjl3I+V548lIkO0N0L8wv6tcohYO9LU6mb34oWdyL5vVNN6Stu0Nwd3Pi3WEd+WvTUcIuxWA0GqleuTg9O9Yk5NwViyRmXEIyP87ezNBBzRk5tD2rNx3F092Zwb0bcSniGr+v2GuOfbpPU0qUKMHqTYcIOXuFymV9zetS0tI5cfpGgcWkd3tQvXJxmvf81LzM3s6GBjVN710rlzNtW72SP24ujiQlp7JtjymRZTTClz+tY8wrnRn/+iMsWLEPRwdbBj5Wn9S0dH75/UbSVgqencv38vfKfbz09WCcXB25cPISLfo0pm6HGozv/7k5EfrylOdo+3gzHi8zlMvXJwJbMXUN3YcFU7t2bRp2Ps65gxfo8lw7ipcvxutt3jcfo1RQAM99OogN87dxKSScjAwjpYIC6D6sI9ciY/lt4sL78tilYMjQmKF33X1Nhn755Ze0aNGCgIAAWrduTcWKFXF3d8dgMBAdHc2RI0f466+/cHd3Z82aNbff4QNsT2QYj5aqRvcSVXGxcyAhLYWjMZd5ZdsC/jxn2a3B19GVxkVK8+e5g8SlZv8NZaMipXC0saV4IXeLmdsz9Vv7C9sjzpp/n9zQ8lPPgLJ1GFDWNKt3mbljzcutDVbYWFmWcLcsZnoj9EKlxrxQyTKpvf3yWfqt+wWAhLRUHvvrJ56v2Jg+gbUo6uhCTEoih2PCGfX3MvZGFfwKlAdR/Xam2bzrtA6iTuugLOvbew4G4KNnptBlcEta9axP236NSE9NJ+xUOB89M4W18268gbwSFs1LrcbR79XO9PxfezyLuBEdcY0jO0+xdMY6Gj1e3hxrZWXA2sYaK6sbLw4n951jeNvx9B3RiUFvP4KblwtXLkazbfleZkxYzLWo7LvXS8Gx59JFHqtUme4VK+Fqb09CaipHrkQwfPky/jx2o2tcSHQ0fefP5fVGTfiqY2fSMzLYcv484zetNydMM/24529iU5J5onpNOpcrT3xqKhvOnuHjzRstZn8/FnmFlmXK4O/iSi2r2lxJTGTr+XNM3rGN0zExFvu0Mhiy3A+jEhPpNW8ObzZuxsS27bG2smLPxQv0nf8bIdHRd/9kyT3z6WhT8vO3RfD1NPDxhoE94IVBN2JOnoZh71q+eR3zmen3OtWN/Py5xSr+WAbp6QYe65hzldva6znzxSsTYOVX15ea9lmsqJG/5tyITc8w7Q9u7C8qOmubJv+UdXtnJ5j9NXz3C8z+05QQdXOFimVh1MtQvXKOTZT/SPNKpgROkwqlzInFm1V59TOSU9M5djGCHvWDKOrmgp2tNZGxCew8FcqwnxcTcvlGFdKlq3H0/mImz7Wpz5MtauPj4kxkXAL7zl7km1XbOBNx4x6VlpHB4O/nM7JLU1pXKcvYSpUIjbzKpGWbmL7BcngmaysDNtaW90LPQk589ngni2UvtG0AQFjUVdqNn/rvTo785155pjW+hd3Mv7dsWJ6WDU3v2R4b8j3xCclEx8TTq3NtPN2dsLIyEB5xjXlL9/Dz79tISk612N/sRbuIS0imR8eatG5cgYTEFLbvOcO3v24gNu7G63LtqqZrv3XjyrRubHljunj5Kj2euzFrt7WVVZZr0cPNibGvdrFY9lTvRtluv27bcUZ+vIDHH63P2BGdSUlLZ++hUN79dDEXwvM2YZjkX6MfnciT4/ow8L1euHgW4vzRMMb1+Yx1c25UilpbWWFtY43BcON1NDUljXEDPmPkby8xcFRv7BzsOLX3DCODP2D/hsPmuOjwq0ReiOaxlzvj6euOtY01V0Ij2b5kN7M++J2I0Mj/9PGKPOwMxlsH5fuPXb16lW+//ZZly5Zx5MgRoq9/GPTw8KBixYoEBwfz7LPP4ubmdps93d7NSTu5c34GB162K8unKScKfHf1+6XMkLO3D5IceZdwpcfopvw2ekOO3eTl9o6/W/F+N6FA87ez45VixfnkwvkHdsiB/8LJXt/e7yYUaDHxfmw8OIwmVSY9EN3V75eqnzx3v5tQoBVztuOFGv58tSe0wA85cL+4hzxY3eT/a4U97RnYKYDpi88V6G7q95vjH6ps/Td8SnvS65Ng5ryyVF3d/4VVGb/d7ybkW0tPV7ln+w4u9XCOGXxfK0MB3NzceP3113n99dfvd1NERERERERERETkAXbfk6EiIiIiIiIiIiKSlWaTv/t0RkVEREREREREROShoMpQERERERERERGRfChDdYx3nZKhIiIiIiIiIiIi+VC60XC/m/DAUXpZREREREREREREHgqqDBUREREREREREcmH0lXHeNfpjIqIiIiIiIiIiMhDQZWhIiIiIiIiIiIi+VCGUXWMd5vOqIiIiIiIiIiIiDwUVBkqIiIiIiIiIiKSD2nM0LtPZ1REREREREREREQeCqoMFRERERERERERyYfSjYb73YQHjipDRURERERERERE5KGgylAREREREREREZF8KEN1jHedkqEiIiIiIiIiIiL5ULpRydC7TWdUREREREREREREHgqqDBUREREREREREcmHMtAESnebKkNFRERERERERETkoaDKUBERERERERERkXxIY4befTqjIiIiIiIiIiIi8lBQZaiIiIiIiIiIiEg+lK46xrtOZ1REREREREREREQeCqoMFRERERERERERyYcyjJpN/m5TZaiIiIiIiIiIiIg8FFQZKiIiIiIiIiIikg9pzNC7T8lQERERERERERGRfCjDqGTo3aYzKiIiIiIiIiIiIg8FVYaKiIiIiIiIiIjkQ+loAqW7TZWhIiIiIiIiIiIi8lBQZaiIiIiIiIiIiEg+pDFD7z6dUREREREREREREcmzadOmYTAYsvy88cYbFnFLly6lRo0aODg4UKZMGb7++uts9zdx4kRKliyJg4MDderUYd26dVliYmNjefbZZ/Hy8qJQoUJ06dKFs2fP3nHbVRkqIiIiIiIiIiKSD+X3MUOXL1+Om5ub+Xc/Pz/zv7du3UrXrl15/PHH+fTTT9m8eTMvvvgidnZ2PP300+a4iRMnMnLkSD744ANq1qzJDz/8QIcOHdixYwdBQUHmuD59+rB7924mT56Mq6sro0aNonXr1uzfvx9HR8c8t1nJUBEREREREREREbljtWrVwtvbO9t1Y8aMoWbNmvz4448AtGjRgnPnzjFq1CiefPJJrKysSE5OZuzYsQwbNowRI0YA0KxZM4KCghg3bhyzZ88GYPv27SxZsoQlS5YQHBwMQFBQEIGBgUyfPp0hQ4bkuc3qJi8iIiIiIiIiIpIPZRit7tnPvZScnMyaNWvo3bu3xfJ+/fpx8eJF9uzZA8CWLVu4evUqffr0McdYW1vTq1cvli5ditFoBEzd7d3d3enQoYM5LiAggMaNG7NkyZI7apuSoSIiIiIiIiIiInLHKleujLW1NaVLl2b8+PGkp6cDcOrUKVJSUqhYsaJFfKVKlQA4cuSIxf8rVKiQJS42NpawsDBzXPny5TEYDFniMveRV+omLyIiIiIiIiIikg+l38MKztKlS+e6PiQkJMd1vr6+vPfee9SrVw+DwcDChQt5++23CQsLY/LkyURHRwPg7u5usZ2HhwcAUVFRAERHR2Nvb59lzM+b4/z9/YmOjs6yr8y4zH3llZKhIiIiIiIiIiIi+VBGPp1AqV27drRr1878e9u2bXF0dOSzzz7jrbfeMi+/tZIzu+XZxWR2j89LXE7HyImSoSIiIiIiIiIiIg+Z3Co//4mePXsyceJE9u7dS4kSJQDMFaKZMn/PrPz08PAgKSmJpKQkHBwczHExMTFZ4s6dO5flmDExMeaYvNKYoSIiIiIiIiIiIvlQutHqnv3cbZnVnACBgYHY2dllGc/z8OHDAOaxRDP/n12ci4sLfn5+5rhjx45ZHCMz7tZxSW9HyVARERERERERERH5V+bMmYO1tTU1atTA3t6eli1bMnfuXIuYWbNm4evrS40aNQBo2LAhbm5uzJkzxxyTnp7O3LlzCQ4ONneBDw4OJiYmhhUrVpjjzp8/z6ZNm+jYseMdtVPd5EVERERERERERPKhDGP+HTO0VatWVKlSBYCFCxfy/fff87///Y+iRYsCMGrUKJo2bcrgwYPp168fmzdv5ocffuC7777DyspUn2lvb8/bb7/NyJEj8fHxoWbNmkyZMoWQkBBmz55tPl69evXo2LEjTz31FJ988gmurq6MGjWKkiVLMnDgwDtq+0OVDA347qF6uHedj48N9IGi822wjtC5/CcMzk73uwkFmuH6+CEGBwcMzmn3uTUFV/kJZ+53Ewo07+Iu8EZxSvx8Eefzsfe7OQVWoNWz97sJBZq/rT0jfKHrqkcJTU2+380psMqviLzfTSjQvH2doIY/hbdexepiwv1uToFkSNDf77/h7OcMBOB8PBKXsPj73ZwCS++qReSfqFChAlOmTCE0NJSMjAzKlSvHpEmTePHFF80xDRo04M8//2TkyJH8/PPP+Pv788UXX/D0009b7OuVV17BaDTyxRdfEB4eTlBQEEuXLiUoKMgibubMmYwYMYLnn3+elJQUWrZsyfz587PMRH87ymiJiIiIiIiIiIjkQ+n5dITLzz//nM8///y2ccHBwQQHB+caYzAYePXVV3n11VdzjXN1deX777/n+++/v6O23ip/nlERERERERERERGRu0yVoSIiIiIiIiIiIvlQfh0ztCBTZaiIiIiIiIiIiIg8FFQZKiIiIiIiIiIikg9lqI7xrtMZFRERERERERERkYeCKkNFRERERERERETyoXSNGXrXKRkqIiIiIiIiIiKSD2kCpbtP3eRFRERERERERETkoaDKUBERERERERERkXwow6g6xrtNZ1REREREREREREQeCqoMFRERERERERERyYfS0Zihd5sqQ0VEREREREREROShoMpQERERERERERGRfEizyd99qgwVERERERERERGRh4IqQ0VERERERERERPIhzSZ/9+mMioiIiIiIiIiIyENBlaEiIiIiIiIiIiL5UIZmk7/rlAwVERERERERERHJh9I1gdJdp27yIiIiIiIiIiIi8lBQZaiIiIiIiIiIiEg+pAmU7j6dUREREREREREREXkoqDJUREREREREREQkH8rQmKF3nSpDRURERERERERE5KGgylAREREREREREZF8KANVht5tqgwVERERERERERGRh4IqQ0VERERERERERPIhjRl696kyVERERERERERERB4KqgwVERERERERERHJhzKMqmO825QMFRERERERERERyYfUTf7uU3pZREREREREREREHgqqDBUREREREREREcmHMlBl6N2mylARERERERERERF5KKgyVEREREREREREJB/SmKF3nypDRURERERERERE5KGgylAREREREREREZF8SJWhd58qQ0VEREREREREROShoMpQERERERERERGRfEiVoXefkqEFiKOjHQMGNKRMYBHKlCmCu7sT06dvYvrPm8wxVlYGunevTe1apShVyhsXF0fCw6+yZcsJZs7aRnx8sjnW39+DTh2rU716CYoVcycjw8i5c5HMm7+TDRuOZTl+taolaNy4MR06dCQlJY0DB0L54Yd1nDl7JU/t9/V1Y8izLalRowTW1lYcOhzGDz+s48SJcIu4mTOeo2hRtyzbL1y0h0mTVuT1dMl91K53fYZN6ENifDLdK7xmXv7yp31p06NelvjzJ8N5psUHFss8CrvyxBudqNOiEk6FHAg7HcFff2zLcxusbazoNbQtbXvWxbOwG5fOR7J4+kYWTttoEdesa006DmiEf+kiFHJ15FpMPCf3n2fOV6s48veZO3vgkq+069PgxnVY/tUc4z6e9xJB9cuwcNoGvnl7nsU603XYmTotM6/Dy/z1x/Y8Hd/b153n3n+UUhX98PBxIT0tg0vnIlkxeytLftlMRnqGOdZ0HTbGP7AwhVyduBYdz8kD55kzeRVH/j79z06A3FMVvX0Y0aAx5b288XJ0JCktjZDoaH45sJcFx46Y42r7+vFYxcpU8ilMOS8v7K1taDztB8Jir2XZ5xPValLXz5/K3oUp7ubGttDz9PljbrbHr+sfQOMGjWjv5kZyejo7L4Ty0ZaNnIiKvG3be1UKomWp0lTy9sHbyYlLcXFsOn+WL3ZsIyIh3iL2w5ZtqV7UF99ChbCztuZibCyrTp/i2793Ep2UeIdnTf4Lr7zfnTZda+a4flj/bzm6P5Tl+8fmGHP+dASDu34OQJsuNXhl7KM5xh4+fBg4lOP6IsXcmb58RLbrxr82h/XLD1gsa9S6Et0HNCKgtA8Gg4Gws5EsnLWNvxbvzfEYkr8E1SvNxzOey3bd8Me+5Ojec+bfuzzeiE79GlK0uCexMQlsXXWIaZ8sI+5a1vtLlwGN6NTfFBsZfo1Vv+/irz/z/t6wRNki9HupDVXrBeJUyIGoy9fYuf4oX737h0Vciy41ePTpZhQPLExifAq7Nx1n6oQlXLl4Nc/HkoLHwdmBJ8b2plmPBrh4FuL80QvM/ugP1s3ZctttXT1dqFGjBi13tMLWwZaQfWeZ9s4s9qw5mOM2dg52fLd3Av7livHdqz8z75NFd/PhiMhtKBlagLi6OtKpY3VOnbrM5s3H6dixepYYOzsbBj7emDVrD7N02T6uXk2kbNki9O/XkAYNyjDkuemkpKQBULtWKerVC2TV6kMcO3YRa2srmjevyOh3u/HTtI388stm834bNizLG288Qnj4JT75dDHpaQYef7wxkyb14/nnp3PhYkyubXdzc+TzSf2JjU1iwoSlpKSk0advAz79pC/PPz+d86FRFvEHDpzn2+/WWiyLjrb8gCb5k1dRN55+uytXLsXg7OKYZX1SYgpv9ppssSw5KdXidycXBz75/X/Y2Frz4wcLibp8jeZda/L0yO4cPHgQ2HHbdrwwrgetutfh54lLOb7vHLWaVeDZ97rjWMiBOZNXmeNc3Z05vPM0f/64gWvRcXgWdqXb4BZMmPcSb/b5igPbTv2zEyH31e2uw0ydBzWhWEmfbNeZrsNh2NhZ8+O4P69fh7XyfB06ONmREJvErM9XEBEWjY2dNXVaVuL5sT0oXdmfz1+dZY519XDm8K7T/Dl1Pdei4k3X4TMtmDD/Jd7s/RUHtp38R+dB7h1Xe3suxsay6PhRLsXF4WRrS9fyFfmsbTD+Lq5M3mVKmjcsHkCj4gEcirhMXEoyDfwDctxnv6BqJKSmsiX0HK1sA3OMa1MqkAkdOxN+6RJvr1xGspUV/6vXgLmP9qLrnBmcu5b7B/Zh9RqwLfQ8E7ZuIjwujtIeHgyt04A2pcrQafYvXElMMMc62toy++B+zlyNITk9jaqFi/J87Xo0L1GKTrN/ITUjI5cjyf0w87t1LPkt6/1p9BcDSE1N4/jBMMCUFL1V+aDiPPd6R7b8ddi8bMfGY9nGDni+NbUaluHixYt5atefM7aydtk+i2VhZy2T920fqcnLY7qzcdVBZv2wDqPRlIx99YPHcHV34o9fb5+UkPzjp4lL2X/L+6gzxy+Z//30m514ZFATfp+ynj1bThBQpggDhrWlbFV/Xu4xmfS0G/eX3s+1ZMDwdsz9bi27Nx2nXFBxBr7cHv/SXlzLCL1tW6rWD+S9H57k0K7TfPnO71yLjsenmDuBlfws4roMaMRz7z7CsjnbmTphKd5F3Xh8WDsmznqeoV0mZZuklQfD6PkjKFcnkB/fnEHo8Yu07NuYt2YNx2BlxdpZm3LcztbOhpG/DMfHx5Opb83k3MELdHm+HR8se4vX27zP/g2Hs91u0Pu9cHB2uFcPRx4wqgy9+5QMLUDCw6/SpeskwJQYzS4ZmpKSRr/+33DtWpJ52b5957h8+Rqj3+1G06blWb3a9O39mrVHWPDnbovtd+wIwc3Nkd696jF79jZSU9MBeGZwc86fv8LevTvYu/cMERFJHDoUxvTpzzBoUBM+GJ/7N1m9etXDzc2JF1/8hfDLpmqYAwdD+fWXIQwa1IT3x/5pER8Xn8yRIxfu6PxI/vDiBz05uOMUsTEJNA6unmW9McPI0T1nc91HxwGN8S3hzYvBEzh5wPQGd/f6oxQp7kml2hVwKuQAxOW4fUC5orTrXZ/pHy9h/ndrADiw7SSuHs70fqktS37dTFyM6cP+oukbs2y/c+0RZu8dR9te9ZUMLaBeHN+Lg9uvX4fZ3CsBCvt7MuiNznwy7FfemfJ0lvUdH2+Mb0lvXuwwgZMHzgPXr8OAm6/D2BzbEHrqMp8Mn2GxbNfaI7h5udD6sbp8/dZvpF7/cmrRtOyuw8PM3vcBbXvXVzI0H9oeFsr2MMsP4GvOhFDc1ZXeVaqak6Ff7tjKFzu2AjC4Ru1ck6Ftfv0J4/V/L+87MMe41xs1JSQykkM7drDt4nlCU5PZfSmMvwY8yfD6jRi+cmmube80+xciE298oN9+IZSDEZdZ2Ks/vSsHmdsO8L8VSyy23Rp6nriUFMa2aE3tYn5sDT2f67Hkv3cxNIqLt3zJHFSrJO6ezsz8bi0ZGaar7Oj+rAmk4MfqkpGRwfI//jYvuxqdwNXoBIs4e0dbKlYrzrGD54mLy/n1+GaXL8Vke8ybtXukFuFh0XwwYg5Go6mdf28+QenyRWnTtYaSoQXMhTNXLKpAb+ZVxJVHBjZm8a9bmDrBdM/as/kEMZFxvDGpH20erc3yOaakvou7E71faM3yOTuY/slyAA5sD8HG1prHh7dn3brcvwCyd7DltU/6sG/rSUY/85PFujULbnwWsrWzZsDwdmz76xBfvHWjp8i5k5f57LehPPp0M6Z/uvzOT4Tke3U71KBW22p80HcSa2ebCoL2rTtEkQAfnvl4AOvnbCEjhy//2j/VkoDyfmzYsIHNC3cQERLF3rUH+W7vRJ7+qD8vNRiZZZvydcrQdWgHPuz/BaN+e+WePjZ5MGSgZOjdpgmUHjAZGUaLRGimo0dN39r7+LiYl13L4ZvNo0cv4uhoh4uL6ZsqV1cHAgK82LP3jEVc+OVrnDlzhUaNymJllfsfZ+NG5diz56w5EQqQkJDCxk3HaNCgzG23l4KhRbfaBNUvw1cjf/tX+6lcuxRRl6+ZE6GZ9m4+io2NDVXrl811+4btgrCysmLVXMvuzCvnbsfB0Y7azSvmun1iXDKpyWkW3Zil4GjR/fp1+Fbu1+H/PurNno3H2LJ8f7brK9cuff06tEz25PU6zMnVqDiMGUbSb3N9ma/DNF2HBUlUYiLpN31gMuYSe6u8xLo7OBDo4cm285ZfKoXFxnI8MpK2pctgZcj9NfXmRGimA5fDScvIwNfFJZstLEVdrxxNV1VogdGuey0yMjJYsWB3jjGOTnY0aVuZA7vOcPF8VI5xAM3aBeHkbM+6ZXvvajvT0tJJTEwxJ0IzJcQnm3s2yYOhQvUSWNtYs3P9UYvlO9aahhlp1K6qeVntpuWxd7Bl1fydFrEr5+3EyspA0aJFcz1Wkw5V8Srixvwp63ONK1G2KIVcHdm5zrJNR/ec5Vp0PI3aBd32cUnB1KhbXRJiE1n/21aL5SumrcXbz5MK9crkvO0j9bhw6hLR0dHmZRnpGfw1YwMV65XFq5inRbyNrQ2v/PgcC79ewfFdKroQuV9UGfqQqFGjBABnz9x+fM/q1QOIjo4n5nrlnI2NNQBpqenY2lrGpqam4ehoR7Fi7oSGRt+6K8DUdb9YMQ82bT6eZV1ISAQODrZZtq8aVJzFi4ZjZ2dDaFg0y5btZ/78neZqBsl/3LwK8ezobkz9cBFXLuX8Db2dgy0z/n4fN69CRF++xpYV+/nlk2XmSk0AGztrc8XczdKuVyoXL5P7m94S5X2JuRJLdIRl1d7p69XGJcr7ZtnGysqAwcqAV1F3er3QGgzZV41K/ma6DrszdfxCruQyfEe7Pg0oVz2AZ1t+kGOMje2/uw5vZmVthVMhe2o2rUCbHvWY//2abJPtFtfh0Da6DgsAA2BlMOBm70Bw2XI0DSjJu+vX3LPj2VqZXpNT09OzrEtJT8fJ1pYSbu6cjsn+NTkn9fz8sbGy4kRk9mOOWhsM2FlbU8mnMC/Xb8TOC6HsuqgeHAWBUyF7GreuzN7tIYSH5XxdNOtQFUcne5b//neOMZnadatFfGwS2zceoWu58nlqR88nmzLopTakp2Vw6shFfpu2kW23JJ0WztrGyIm96T24Gcvm7TR1k+9ag7IVi/Hh69mPnyv51/Oju/HGpH4kJ6VyZM9ZZk1ezaHr47Hb2F6/l93yOpuWmk5GRgalyt94jS1RzvTv08csh2SIjojlWkw8rq6uubajSt3SgOk1duLs5ylXtThJiSn8veEYP4xfTNT1Yg0bO5ts25S5rFhJb2ztbLJdLwVbycoBnDsSluW9Wch+0xePJasEcHhr1s+ypnXFObEna1IzZP+56/v2J/LCjS+Y+o96DAdnB6a/Mxs3n9yvXZFM6iZ/9ykZ+hDw9i7E4KebcfToRbbepqtlcHBValQvwZeTV5kTj9HR8Vy9lkj58sUICbkx2ZGzsz0lr4+15+rqCGT/BtvFxQErKwOx2VSsxl6vTr15+23bT3L82CUuXIihkIsDzZqV57khLSkTWJjxHy6+04cv/5Gh43oQeuoyS37OeUydkMMXCDn8J2evv5kNqh9It6ebU71ROf7X6ROSElIAOHcinOqNy+NTzIOICzeuq3LVTEn9Qm5OubbF1cOZ2JiELMuTE1NITU7D1T3r9t/+9SbFyxQBIDL8Ku8M+DZLZarkf0M/6Hnb6zBzPNGpHywkKjzrJDaZzp24RPUm//w6zNTjhdY8+WYXADIyMpjz5Sp+nrAk29hv14y8cR1euso7/b/JUpkq+cv7zVvTL6gaAMnpaby3YS2zDmVfbXw3XEmIJzoxkaCivoSF3UgMuNjZU87LCzBVj94JZ1tb3m/emrDYa8w9knWyh+pFfPmjZ1/z72vOhPDS8sVkGPUFZUHQvENVHBztWPFH7knOdt1qEXstkU2rc54MCcC/pDeVa5RgydwdpCTfPimUmpLG0nk72bP1JFFX4vDxdaNrn/qM/qI/k0b/YZF83fzXYd4fPpMRYx9l0IttANNY4xPf/p2Nq3Jvl+QfCbFJLPhpI/u3n+JaTALFSnjx2ODmfDRjCKMGT2X3xuOcO2n6TFGpZkmLcUUr1SyBlZUVrh7O5mWu7k6kJKeSnJia5Vjx1xKxc7DLtT1eRUwTs7711eMsn72dnyetwK+kDwNfbs/HM4fwQqfPSE5KJTTkMunpGVSqVZJV83eZt/cN8DLvo5CbY5Yv26Xgc/UqxMWQy1mWx0bFmdfnvK0LcTHx4Gy5/Ma2N3pcBFYrSc9XuzKqy4ckJSSTdcpgEfmvFIhkaGRkJIcOHaJp06b3uykFjouLA+M/6AkGA++PXUBun1vq1i3NSy+2Zf36o/xx0xtmoxH+/HM3jw9ohI1NPK6ul7C1deCFF1rj4GAqFc1LxaYxlw6AN7friy9WWazbsuUEcbHJdOtWi9/m7eTkyXAkf2nUoRr1WldhaIePc41bMGWdxe97Nh7j1MEw3v7+Sdr3bWhev2zGFjr2b8RrXw7gyzfnEn35Gs261qReK1P3JGNerrdcLvbsVo19dioOTnYULuZBcP9GvP/zEEY/+YPGaixAGgVfvw7b534dvji+F6ePXGDZjNzHnls2YwsdBzTmtS8f58s351y/Dmvd0XUIsHrudvZuPIaLuzPVGpXlsSGtcHZ14Jt35meJHfvMj6br0M/TdB3+8hyjn/yeA1t1HeZXX+/azpzDB/BydKJVqdK816wlTra2/LBn1+03/geMwC8H9vJS3QY4x8bhHn0FaydH3mnSHEcb02tybve/W9lZW/NtcFf8XFzp98dcElKzJhuORUbQZc6vONrYUMm7MENq1eWXRx6j7x+/kZSmCqn8rn23WlyNjreYFOlWJQILU7FqcRbO2nbbqrf23WsBsPz3vF3jUVfi+GLMTWPD74GNKw/y+YwhPPG/tqz8c4+5GqtWo7K8Nr4HG1ceZMPKg2SkZVC/eQVeeb87NrbWrPoz527+kn+cOnyBU4cXmn8/tOs0W1Ye5Julr/DUax3ZvfE4p49e5MCOUzw2uBmhpyPYs+k4AWWKMPT9R0lPS8/y2SK329rt7nmZw3FtWLLPPD7p/m2niL4Sy7vfDqJ5lxqsmLuDuKuJrF24h1aP1OL4/lA2LtuHd1F3/jfO1CZrG+s8v/ZLwXOnnx0sA26/XytrK1758TnWz9nCrpX7ct5AJBuqDL37CkQydN26dfTs2ZP0bLqE3ax06dK5rq9T96W72az7ysXFHgAnZxt8fLKvAHF2tuftt7rj7e3C+2Pnk5aWnGNstaolGDGiMwcOnuO771dmiVu2bBfFfJ1p0SKIH743jbf49+4Q1q07RKtWQRiNqTnu29bWSEaGkaJFXLLE+BZzuR6TkeP2ALv+PkG3brWoW7cEV6/mPkh6fmaXkPO3igWVvaMdQ8f3YNX8rWCdTkAFbwCc3RwwGCCggjfpaelZZozPdPxgCEkJyVRrFMim5aYPVolJ8Xz+5kyeeL0r3/31JgBXLsWwYNpf9HimHYmJiXj753wuk5OScfcqlCXG3sEWW3sb0jNSs6xLSIgjIQGirkRx/M3TjJ3+AkM/eIy3Hp/8j8+N/HdM12FP03Vok05ARVPVurP79euwog/paelUbVCOWi0qMvbZ780xmVzcHQmo6ENyYgrp6RkkJifcuA7XmAa/z3IdFr/9+IoA0dExREfHcO50GBmk0/uF9uxYd4Czxy27/CUkxpOQGE9UZPRN12GPB/I69Le1v99NuDuSU4hOTiE6OoaTFy5QyMqa1xo0ZuvJE8QkWfaIcLM2ve3ytbXDcJvHb2swYG9lle15+n3Pbko5OhNcqTKLKppek7ecPcOyY0foXLEyhuSUPJ1fWysrPmjfkRrF/Hh92WKuREXnuF10dAzRwIWIK1yIjOS77j14vlpN5u4v2B/ovH3zVuFdUBUv5UO5Kv4s/2MHbt45XxOP9K8HwLYNB3M9J9bWVrTpWpOzp8KJjo7B3dv03i3z/3di15aj9H6qJVVq+XHhvGl4hhFju3P84Hl++XaFOe78zxfxLOzMCyM7cXjfKZKTs38/UVAZkgrEx7G7Yv+OE7TqWgffUm6kpqTx7bjfeebNR3jrywGAqYp4+W/bSKlVGudCDnj7mUrt0tJSsXewpVhpd1Juef4LuTtx9VoU7oUdczxucnIyACcOnzXvE+DsqVAyMoxUqVuSvzebKo9nf7scB2cbhr7XjZfGPkpGegabV+4nPi6RoDplsHM24O3gnO1xCrJ0PG8f9ABLjE/Cq5g7PqUtz4Nf2etDa1kZs6zLFBcTj2cxd+KvxeDhd6Pbu38l0/AOVvYGfEp70vGpNhQrU5SvX51KiWp+AObxRD183ShRzY/E+CQl3EX+Iw/Pqy/Qt0+p+92Eu8bOztQdJKiKO3a2WR+Xra0tDRs2xMnJiS1bttC4kQs0yv5Du4+PD/Xq1ePKlStcCDtEr54lso2Ljz/LsmWhODk5kZKSQnJyMg0aNCA+Pp727XwAn2y3A0hIiKdeveIYjZZtrVq1FGlpabRs4YnR6JHj9h4epnW1a3ni412Qn8eC3PbsOTo64u7lQnDfJgT3bZJl/Xer3uHixYvs2LEjx33Y2FnjX8GTx96oa7F88/b1ODs7YzAYiIuLo1RN0xsH9xI2WWJv5uZvi6tnIfq928T8BhhuXEfFKhfKdXsAo20Kfn5+t42T/CGv1+HVq1exsbFm9I/PZYlp8UgdWjxSh+3bt3Pp0iXz8n96HebE29t0L+46tB4XLuQ+5qKuw4InICUNG2trXi1dzmIyBYBAF1OHuME+viQWcs91P942trjaGRnhWzzb9Rkhp1l29ly2r8kDXT3BNfcPtlZWVtStWxdvb2+2b99OiwwDLXI4VnaMRiOdfP0JiMh9op187/n73YB7q0qVKgDYucXR4/nK2cYYDAZatqtOTEwM9dr7UC+X93O+vr64eThz9vwpi/216Rl4x20rW9aUKGjXpwxxcUWxt7fHw8uF8IiwLG11KwIOjnb0G1aL2Fh1US6oSlc1fWHe7aVq5pm5z4Qf5sKykzg4OJCQkIDRJZ3igabXx8dergGAr58p0Tnw7SYW91V7e3tcXJ04H3qG1v0r5HhcN1/T+KQNu5SmVJ0bSVMrKysMBihd1ct8LIDIxDMsXxGGo6MjSUlJpKSkUL1aS65ei6b7/6rdpbOR39S4fcgDzNbDCn9/f3p/2tGiQtTPz/Ser1y7AHzqBme7bSrJlK1dmvNrztD25cbm5WXLmibarNmnIpW6laJGjRo4uzrx2V9js+yj58td6flyV9auXcu1azkP4SQPL1WG3n33NRlatWrV2wdBnm8IISEhua7v1XtSnvZTELi4ONChAxw4GMO8eact1mVWhNrYOPDu6HmEZDP+SaaqVQN4dURdDh0K5eMJC0lNzbn61sPDjg7t/Zj721Gio1MoVdKHTp28+eXXDSxbdjrH7QAwHCW4Q3VWrIwgMtI0foqDgy3Nm7dhx45TzJiZ+3P31JMlAZg58yBnz91+Eqj8yu5sxP1uwl1na2fDzgXnsizv/HhTKtQoxYTh04m7Gk9oDtdh3VZVsOlqw9rf9rJybs4JU2sba96dUpuYmBjmTFxPTHjWMUEz+ZU6wwe/ViDmFCz59cY+B73WleSkFKa8tZz4a1lnU775MdX9uSEXzkQw78Oc2yT5R16vw6SEFLx9s44n+tbXT7Nr/WFWzNlCaEg4cVezv77u5DrMSffBraARLPxqB2eO5ZwMfdCvwzMDs05k9iB4q0J50jMymBByPEtlaO/C3lQBfoi4yKXbJHSC0lK5mpLMxIvZjxlb2MaWx32K8lXICS6npVLO24eO3t58tXUT83LYJpOtlRXj2gfj4e3NmyuWsvXc2Vzjb1WzmB9dDQaWXAxjzm2Old+V+OPB/dBpY2tNy5ltOHk0jKkfbcsxrk7jCth3sWfm92v5a3Hu43K+MqYSKcmpTH5vNQlxSbh7O9CmZyCr5p4i5krWseFzYm1txXtf1ONaTALTJu7AmGE0tbdFK5Jjbfnta8t2PPd6IBnpGcz5ei/xsXk/TkFgSEq53034TzgVcqDJTy04c+IicyfmPH5t20frYW1lzQ/vL+fsCVPvCWeXo1SdX43UaEfmfXpjgrpOfRuTkWHk0qVLrP71KDGXs39v5xtwng+nVyQ+3Jp5n+4xL6/VpAKGzgZWzNzLllU5j/Vco2F5unZ1Ycr4xezefOxOH3qBkB528fZBD7CjTc/y+tSXOLM6nG1LbwwB8tqPLxJ1KZrvnp6ZY8VmZN84nhzTDw8PD+a8s4josGtYWVsxflFtTuwNYfoLvwOwsfTfuPlYjhLq7u3Ki58PZvWM9WxduouQA2dJTkjO7jAPha5du97vJshD5L4mQ48cOULlypWpUSP3b6LOnj3L+fP//s12RETBf/NUt25pHBxscXI0VYb6eLtRsaKpknP79lMYjfDe6J6ULFmYr75ezbVraXh736gOuRqTwIXrMyxXqeLPKy93JjIyjmnTN+PmZnlzPnv2CgnXJ7SpVi2AWjWL4+NjTUBABvXqedO7Vz127Azh11+3W4zrM3FCb6pVC6BN2xvj9k2btplGDcvzyitdmDZtI6mp6fTpXR8bG2u++369+blp2bISTZqUY/u2U4SHX6NQIXuaNatAy5aVWL58P7v+LtgT2tiHxt3vJtwTF0Nisiyr2yKIskEl2LToAACF/Tx47cvH2bBwNxfOXMGIkaB6ZXjk6WacOXaR+d+sJznxxgeC58Y8yv6tJ7kWHY9vCS+6PNEU7yLu7Ny9nZjwBK5cP5etHq3D8Il9+GzELP6avxOAK6FxrJi9je5PtSIuOonj+85Rs2kFWnStzc8TlnL28I2k9Cd/DGPbqoOcP3mJ+GtJFCnuSccBjSjs58n7g380H+eB8oBOenLxVNZJ3Oo2v34dLrz5Q042rydfw4XTV26Jg+fev+k6DPCmy5O3XIfnTQmtVo/WYfgnffnslZnm67D/Kx1w93bh4PZTRF66irOrI7WbV6R93wZsWLSHXatvfKD6ZMFwtq06wPkT4cTHJlLE35OOjzc2XYdP/2g+zoMkNLVgd8n7oEUb4lJS2Bd+kSsJCXg4OhJcphzty1Xgu793cjDWNKSLp4Mj9fz8ASjq7g5A+WJ++CQmEJWYyPYLN17XggoXwd/F1MXO3tYWZ6ORoIAAAPZfvkTY9QRqPT9/mvr642M0UNLGQCMvL4bUqsv6s6f5Ys8ui4mNfn3kMer5FafsV5+Zl03p9AgNAkoyeec2TsTF4u1547mIS0nmZLSp2rNlydL0rhzE6tOnCIu9ho2VFVULF+WJajU5HRPN9wf2EJtasBM5zhfv/AuNgqJpuyq4uDrx42cruZLL42zYogpJiSksmrWThLicP4R7+rhQtVZp1q84yLkTlhXBMVeSuHIxgVadq/Pye9349N0/+GvRXgCeGdEBaxsrDu89R/SVOHyKutGlT31KlinKJ2/PJyIs3ryfRbO38+jAxgwa2oENyw+QnmGkYYuKNGpZheW/7+Ls8QJeiZwNwwOY+Hjt075EXIzmxIFQrkbH41fSm+5PNsPVw5kJI2Zz5fpz3r6XqdfDxbORptfIZhVo16MO0z5Zzt/rboyVfYV4Zk1ezYDh7YgIu8buTccpF1ScboOasX7JbmIzYom5nMiVsHhaPVKL4R/24LM3fuOvBaak65WweBb/upmO/RoSdTmOXeuP4VfKm4HD23PyUChLZ+wg7XpBSKN2QXgVduXcqcvY2dtQtV4gXQc2ZsmMrayc++COWZsW8uD9bd2J1SEbad27GYNG9yEtKZ0LJy/Rok9jqjerwvj+n3P5pGkoj5enPEfbx5vxeJmhXL5eoDPv48W06d+c2rVrs7/mcc7ZXaDLc+3wLVWE19u8T8T1cxuRzTkuUsKHFz+HU3vPsmFWzl9aiagy9O67r8nQKlWqULZsWX766adc4+bPn8/69ev/o1blb8P+146iRW8kLZs3r0jz5qbxwvr0/QaAChWKAfDi0DZZtl++4gAff2yaxbhWzZI4ONji6+vOp5/0zRI7/OWZ7NtnqrRKS02nXr0ylCzpTe3aBkJDo5g2fRO//74rywDnVlZWWFtbWSy7ejWRYcNmMGRIS15/rSPW1lYcPnyBl1+ZyfnzN14YLl6MoZCzA0891QxXV0fS0tI5e/YKkyatYNHiPUjBlRCXRMyVWLoNboG7jwvWVlaEh0WxcOoGZk9eZZEIBfAu5s5z7z9qmhk+Op5d64/y5duzaDGonEWcwcqAtY01BivLF4iv3vqNyEtX6TyoKZ4+roSHRvLdu7+zcNpGi7gjf5+mWZcaFPH3xMHJnmtRcRzZfYbv3/uDI3+fuSfnQgoOb18PnhvzGK6e16/DdUfyfB2e2HeeLk82pUG7qrh6OJOSnMq5E5f4/r0/WHzLbPdHdoXQrEvNrNfh6D848vdtKu/lvth96QI9Klahe8VKuNrZk5CaypErEQxfuZQFx46Y48p6efF1cBeLbce2aA3AttDz9Pljrnn541Wr81jFKhaxmduOWLWc+UdN1XKp6Rk0Kx1IOU8vahkMnI6J5rPtm5m2b0+WGd6tDVbYWFm+JrcqZerSPLROfYbWqW+x7uY2nbkaQ2p6Oi/WqY+3k2kcydBr15h7+CDf/L2D2JSCnQh90LXrVpvEhGTWL8u54s27iBs1G5RhzZJ9uSZCAdp0rYm1jXWuEydZGUz3QivDjXvhmZPhBPeoQ4vgajg525OYkMyxg6GMfHYau2+ZHG7Kpys4fzqC4Mfq8Or4HlgZDFwMjeKrcYtYev2LJsn/Th+7SLOO1Qju0wBHJztiryZyaNdpJo6YxfEDN74AMmDgkSeaULiYBxkZGZw6fIH3n/+ZbauzVijP/mYNCfHJdO7fkEefbkZURCxzv1vL6gXb6HZT1/Wc3hd+N3YhVy5dpV3PunQZ0Ihr0fGsX7KXaROXmROhABnpGbTtUYdiJbwxWBk4dyKcL9+Zz8p5uv4edKMfnciT4/ow8L1euHgW4vzRMMb1+Yx1c25MuGltZWW6vm66x6WmpDFuwGeM/O0lBo7qjZ2DHaf2nmFk8Afs35DzxHUicn8ZjHcy5ehdNmTIEJYtW8bZs7l3z5o/fz49evQwjy3zT7Vs9eG/2v5h5+PjQN8+pZg56/QDUWV7P9gff7i7oPxb3v6msT7nfbjjwazY/K88oJWh/xXv4i43rsMHsGLzv3L09ezHp5a88be1Z4RvcSZePE9o6oNXWfZfKf9D1opyyTtvXyd6PF+Z374+lGv1qeTsQawM/S95+znz2Ms1mPfpHnPFqdy5tJAz97sJBZpPaU96fRLMnFeWZlsBKnmzKuO3+92EfKv5XyPu2b7XtZp4z/adn93XytBXX32V4ODsByK+WXBwMKdPqzJGRERERERERERE/rn7mgwNDAwkMPD2s086OjpSooQqSERERERERERE5OGRgcYMvdvuazJUREREREREREREsqcJlO4+q9uHiIiIiIiIiIiIiBR8qgwVERERERERERHJh4yqDL3rVBkqIiIiIiIiIiIiDwVVhoqIiIiIiIiIiORDGjP07lNlqIiIiIiIiIiIiDwUVBkqIiIiIiIiIiKSD2nM0LtPlaEiIiIiIiIiIiLyUFBlqIiIiIiIiIiISD6kMUPvPlWGioiIiIiIiIiIyENBlaEiIiIiIiIiIiL5kNF4v1vw4FFlqIiIiIiIiIiISD6UgeGe/dwtcXFx+Pv7YzAY2LVrl8W6pUuXUqNGDRwcHChTpgxff/11tvuYOHEiJUuWxMHBgTp16rBu3bosMbGxsTz77LN4eXlRqFAhunTpwtmzZ++4vUqGioiIiIiIiIiIyD/y/vvvk5aWlmX51q1b6dq1KzVr1mTZsmUMGjSIF198kSlTpljETZw4kZEjRzJ06FCWLl1KmTJl6NChAwcOHLCI69OnD4sWLWLy5MnMmTOHsLAwWrduTWJi4h21V93kRURERERERERE8iFjPp9A6ejRo3z11Vd88sknDBkyxGLdmDFjqFmzJj/++CMALVq04Ny5c4waNYonn3wSKysrkpOTGTt2LMOGDWPEiBEANGvWjKCgIMaNG8fs2bMB2L59O0uWLGHJkiUEBwcDEBQURGBgINOnT89y7NyoMlRERERERERERETu2EsvvcSQIUMoX768xfLk5GTWrFlD7969LZb369ePixcvsmfPHgC2bNnC1atX6dOnjznG2tqaXr16sXTpUozXB01dunQp7u7udOjQwRwXEBBA48aNWbJkyR21WclQERERERERERGRfCjDaLhnP//WvHnz2LdvH6NGjcqy7tSpU6SkpFCxYkWL5ZUqVQLgyJEjFv+vUKFClrjY2FjCwsLMceXLl8dgMGSJy9xHXqmbvIiIiIiIiIiIyEOmdOnSua4PCQnJcV1CQgIvv/wy48ePx9XVNcv66OhoANzd3S2We3h4ABAVFWWOs7e3x9HRMcc4f39/oqOjs+wrMy5zX3mlZKiIiIiIiIiIiEg+dL2XeL4zduxYihQpwqBBg3KNu7WSM7vl2cVkdo/PS1xOx/g/e/cd1tTZhgH8TkJI2BtFEBBwiwIiuAdOwFn33tZaa+tsq1Zbq11qba21rrZq3datuPfeG5wgICB7b5J8f0SCMYBQ8SPI/bsuLsw5zznnTTjm5Dx53vctCpOhRERERERERERElUxxlZ/FCQ0NxeLFi7Fr1y6kpKQAANLS0lS/09LSVJWd+RWi+fIf5683MzNDVlYWsrKyIJVKVXFJSUkacWFhYRptSUpKUsWUFMcMJSIiIiIiIiIi0kIKheCd/fxXISEhyMnJgb+/P8zMzGBmZoZu3boBUM4Y36FDBzg7O0NXV1djPM/AwEAAUI0lmv+7sDgjIyPY2tqq4h4+fKiqGH017vVxSd+EyVAiIiIiIiIiIiIqETc3N5w8eVLtZ8mSJQCAFStWYPny5ZBIJPDx8cG2bdvUtt28eTNsbGzg7u4OAGjevDlMTEywdetWVYxMJsO2bdvg5+en6gLv5+eHpKQkHD58WBUXHh6Oc+fOwd/fv1TtZzd5IiIiIiIiIiIiLfQ2FZzviqmpKdq2bVvousaNG8PDwwMAMGfOHLRu3Rpjx47F4MGDcf78eaxevRorV66EUKisz5RIJJg9ezZmzpwJKysreHh4YM2aNQgODsaWLVtU+/X29oa/vz9Gjx6NxYsXw9jYGHPmzIGjoyOGDx9eqvYzGUpERERERERERKSF5FqYDC2pZs2aYc+ePZg5cybWr18POzs7LF26FGPGjFGLmzp1KhQKBZYuXYro6Gi4uroiICAArq6uanGbNm3CtGnTMGHCBOTk5MDHxwc7duzQmIn+TZgMJSIiIiIiIiIiov+sbdu2GuN5Asru7X5+fsVuKxAIMH36dEyfPr3YOGNjY6xatQqrVq16q7YyGUpERERERERERKSFCskv0lviBEpERERERERERERUKbAylIiIiIiIiIiISAtp4wRKFR0rQ4mIiIiIiIiIiKhSYGUoERERERERERGRFmJlaNljZSgRERERERERERFVCqwMJSIiIiIiIiIi0kKcTL7ssTKUiIiIiIiIiIiIKgVWhhIREREREREREWkhjhla9pgMJSIiIiIiIiIi0kbsJ1/m2E2eiIiIiIiIiIiIKgVWhhIREREREREREWkhdpMve6wMJSIiIiIiIiIiokqBlaFERERERERERERaSMExQ8scK0OJiIiIiIiIiIioUmBlKBERERERERERkRbimKFlr1IlQ3WvPizvJlRoYgcTADUgvv8MuqHJ5d2cikkiKe8WVGw5L1+/nFwgK7t821KRSXkelhkBP5j8VwqT3PJuQoWmEIqUvw3zoJDztfyv5Pq65d2ECk0uFat+87X8b4TPIsq7CRWaQk/5/qdISIIihvcnRERUMpUqGUpERERERERERFRhsDK0zHHMUCIiIiIiIiIiIqoUWBlKRERERERERESkhTibfNljZSgRERERERERERFVCqwMJSIiIiIiIiIi0kasDC1zTIYSERERERERERFpIQUnUCpz7CZPRERERERERERElQIrQ4mIiIiIiIiIiLQRu8mXOVaGEhERERERERERUaXAylAiIiIiIiIiIiItxDFDyx4rQ4mIiIiIiIiIiKhSYGUoERERERERERGRNuKYoWWOlaFERERERERERERUKbAylIiIiIiIiIiISCtxzNCyxspQIiIiIiIiIiIiqhRYGUpERERERERERKSNOGZomWMylIiIiIiIiIiISBsxGVrm2E2eiIiIiIiIiIiIKgVWhhIREREREREREWkjBSdQKmusDCUiIiIiIiIiIqJKgZWhREREREREREREWkjBMUPLHCtDiYiIiIiIiIiIqFJgZSgREREREREREZE2YmVomWNlKBEREREREREREVUKrAwlIiIiIiIiIiLSRpxNvsyxMpSIiIiIiIiIiIgqBVaGEhERERERERERaSEBxwwtc0yGEhERERERERERaSMmQ8scu8kTERERERERERFRpcDKUCIiIiIiIiIiIm3ECZTK3DupDL1w4QI6dOjwLnZNRERERERERERE9J+UujJUJpPh3LlziI6ORq1ateDm5qZad/36dcyePRtHjhyBoaFhWbaTiIiIiIiIiIiocuGYoWWuVJWh0dHRcHNzg4+PDwYOHIjGjRtj6NChkMlk+Oijj+Dt7Y3jx4/jo48+wpMnT95Vm4mIiIiIiIiIiIhKrVSVoV999RWCgoIwYsQIeHp6Ijg4GCtWrECHDh1w+vRpdOzYEb///jtcXFzeVXuJiIiIiIiIiIgqB1aGlrlSJUMPHz6MadOm4YcfflAt8/LyQv/+/dGnTx9s27atzBtIREREREREREREVBZKlQyNiopCp06d1JblPx43blzZtYqIiIiIiIiIiKiyY2VomSvVmKF5eXkaEyPlPzY3Ny+7VhERERERERERERGVsVLPJp+SkoKEhATV47y8vEKXA0yQEhERERERERER/WcKQXm34L1T6mRo586dC13evn17jWUymaz0LaJSadS6Lnz6N0M9bxdY2ZojLTkDj28+w8Yf9+DJrVC1WJdGDhg9ry/qNHGGLE+O22eCsHr2Vrx4FqsWZ2ZtjIEzuqNJR1eYVzVFUmwKbp0KRMA/J97YniFf9sCQL3sWuf77kX/g9I4rAIAuw1rDq0sjOLvaw9TaGPFRibhx4j42/bgXCdHJpX8xqFw4NbDD8Jk94FjXFiYWhsjJysXzJ9HY99cpnPz3iiquvrczOgxoBmfX6nCsUw1iiRjDPWYhJjy+0P1a25lj8HR/NPapD2MzAyQnpOPZg+eISHlabHsGT++KITO6Frn+h7FrcHr3NQBA5yEt4NXRFc4NqsPUygjxL5Jw81QQNi4+gMTolP/wapA26TygKT5bOBCZ6dn4oM4MtXUiHSG6j2yNjv28Uc3RErnZeQh7HI0183cj6PozVVzP0W3QwNsZzvXtUNXeAncuPsbCKWv/U3vcWtbC95s/BgD0bzgTKYnpautb+DZCr7FtYV+zCgQCASJCYrH37zM4sfPafzoevVv1zKwxzb01aptZwUKijyxZHoJTErD+wQ3sDrmvilvU3B99XFw1tn+aHI/2e1arHuvpiPFTM1/UM6+CKvqGEEKA5+nJ2BsShD+DriIzL1cVu6XTIDStag8A6FFI25ps+w2xWemFrCnQo0Y9jKvvDRcTC6Tn5uBsVAh+uH4KURmpqpimVeyxpfOgIvex8eFNzLp8uNjj0P9f7XrVMHxcO9RztYNAIMDDoEisXXkSgXfCNWJFIiF69vNCJ/9GqGZnjtxcGUJDYrH6t6MIvPscANDRvxGmf1XYmaYUGBgI4FGR66vYmOCfXZ8Wuu672Ttw6th9jeWd/Buh6weecHSygkyuQOTzBGxYcxoXzxZ9HNIe7+L+pOeEjnBtXhvODe1R1dEKd84+wAz/H0vcJhsnawz5ogdcW9SGiaXyM9+lAzexedE+pCYUvF/y/qTykhpIMXL+ALTp2wxG5oYIfxCJLT/uwqmtF964rbG5Edzd3eFzpT3EUjGCb4di7VebcfPEPc3j6EvQ//OeaNu/OawdrJCVloXgO6H45cOViHjy4l08NXoPCNhNvsyVKhk6d+7cd9UO+o+6jm4HI3ND7P7jKMIeRMLE0gi9P+mMX47PxqxeP+P2mSAAgF3NqvjxwOcIvhuG70b8AV2JGENn9cSiQ1/i4xZzkRyvvPkR6+pg4aEvYWhqgA3f7ULYg0jY1bTBkJk90aRzQ1y8dr7Y9hxadwbXjt3VWP7p0pGwqWGltm7IzJ64c/YB/p63A/GRibCrWRWDZnRHM393fNzyayTFMhlVERgY6yM2IhGndl5FfFQSpPoStOvjhRl/jEIVewts+fkgAKBRqzpwb10XT++GIyM1C41a1i5ynw51quHH3VPwIjQOa+buQFxUIsyrmKB5V7c3tufwhnO4fkLzxmrSz0Ng42iFa6+sGzKjG+6ce4i1C3Yj/kUS7JyrYOBUPzT1bYSJPguQFJuqsR+qGCyqmmDM7B6Ie5EEAyM9tXVCoQBfrR6D+k1q4N8VJxB4LQRSfV3UdK0Oqb5ELdZvSAtkZeTg9oXHkOrr/uf2SPV18emPAxD3IgmWVU011nfq743Jiwbh3IFb2LL0CBRQoEMfL0z/dSiMzQ2xe82p/3xsejeMdaWISk/F3pAgRGekQk9HjJ5O9fFLq26wMzTBsrsFN0+ZebkYdGSz2vZZsjy1x2KBEAKBAH8GXkV4WhLkUMDL2h6TGrZA06r2GHJ0iyp29uXDcJYYYbB+NWzMiESMPAdSHTHWte+Hewkv3pgIHV6nMb7x6ojNj2/hxxunUFXfCFPdWmF7lyHw2/8XUnKyAQD3El6gV8B6je2H1HZHb2dXHA5nYkrb1KpbDYv/GIGHgRH46ZvdEAiAvkNa4KffhmL6x+sRdO+5KlYoFGDuj/3QoJE9tm24gMC74ZBKdVGzjg2kegXvd1fOP8ak0X9qHGv4uLZo7O2MqKioErVt97bLOHFYPTEQEZ6gETdphh86+bth55ZL+OuPExCJhKjhbA2JVFzSl4HKWVnfnwCA/6h2yErPxu0zQZAaSIo6dKFMLIzwy/HZyEjJxPoFuxATHg+XhvYYMrMnGraqg09afwOFQplp4P1J5fX1jmmo1cQZf365Ec8fRcFnUEvM2jwZAqEQJzefK3I7sa4OZv4zGVZW5vhr1iaE3YtE9wmd8d3BWfi847e4cyZQFSs1kGLRibmwqGaOLT/uQsidMBiY6KNe89qQ6JfuvCait8NkaAW3bOo/SI5TT9hcO3YXf936EQOm+qs+bAyb1Qu5OXmY2+8XZKRmAQAe33qGP2/+gN6TuuCvudsBAA2a14KdS1Us+fgvHP7nLADgzrmHyEjNxBd/jYeVlVWx7YmLTERcZKLasir2FnCoWw0nt11CenKmavnHLeeqtf3u+Yd4cjsUv52eC98RbbB54b7/+KrQ/9PdC49w94L6DfGVo3dR1d4CvkNbqZKhmxcHYNOiAwCA3hM6FpsMnb58BOIiEzC92yLk5hQkDAJvPEafOS2KbU9cVBLiopLUlllXt4BDHRuc/PcK0lMKzsGJPgvUz8ELj/HkThiWHpuJLkNbqtpOFc8n3/XDvStPkZqUgZZ+bmrruo9sDc92dTGt1y94cLOgQuXqiUC87kOf71U3SH8c++I/t2fkl92QlpyBKycCMehTzR4Wnfo1RXR4PL77aK3qeNdPPYBTPVt07OvFZKgWuhQdhkvRYWrLTkQ8RXVDEwys1UgtGSpXKHAzLrLY/aXkZmPimT1qy85HhUIiEmF8g6aobmiC8DRlVdKT5HhkCdORaKSH+6kv8Fyehd5ODaArEmHL49vFHkdXKMJUt1Y4Gv4YX148pFr+JCkOO/2GYVw9byy6dQYAkJabU2i7f2nVDc/TknE2MqTYY9H/3/BxbZGWloWZn21Edrby+nnjagjW7fgE4yZ1xORxf6tie/T1QpNmLpg87m88uB+hWn7lwmO1fSYnZSA5KUNtmVQqRt0Gdnhw/znS0tJK1LaYFylqxylM89a10fUDT8yf9S/OHC94T75+ufheIaRdyvr+BADGNZmluj6uuPRtqdrTzN8dJhZG+H7EH7h1WnnsO2cfQCwRY+TXfeDkWh1P7yjfz3l/Ujl5+bqjcadG+G7QLzi5RVn8c/vUfVSxt8K4n4bi9NYLkMvlhW7bZbQP7Gvb4syZMzi/9wpigxNw6+Q9rLy1CGN+HIJJzWaqYkfOHwD7unYY12gqXoTEqJZf3MdeQPQGrAwtc6WaQIm0z+sfNAAgKz0bYQ8iYWWnHLNVKBLCq0sjnN9zTfVBAwBiwuNx5+wDNO/moVqWl6sc2uDVhBEApCUrPwT/l6EPOg1tBaFQiEPrzryx7Y9vPoMsTwYrW443W9ElJ6RBlldwvuR/gH0T1+Y14exqj90rT6glQt9G50HNIRQKcXijemVzoefg7TDlOVjNrEyOTf9/7Xp5wrWpC36fub3Q9T1GtcG9y0/VEqFFKel5W5z6Xk7wHdQcv8zYArms8A/SeXkyZGbkaBwvIy0LOdm5hW5D2ikhOxMyedl9Yo3Penn9fcO52K9mI6TlZmP/s6Bi42qZWsJYV4pTEerJpRtxkUjMzoSvQ9FfVAFAs6oOcDAyw/Ynd/i5XAvVb1gdd248UyVCASAzIwd3b4WhfsPqMLcomAi1V38v3L0V9sYEZWHadKgPfQMJTh69UybtztezvzdeRCaqJUKp4inr+xPg7a7HeXnF39/kZBVcZ3l/Ujm16OWFjNRMnN5+UW354bUnYWlrjjreLkVv29MbkU9fIDGxoCBILpPj+MYzqOtdExbVlOeNRE8XvqPb48z2i2qJUCIqH6VKho4aNQohIepVAJs2bUJSUpLasqCgILRu3fqtG0f/jb6xHlwaOSA0SFnNUa2GNaT6EoTc1xwrKuReOKo5WUMsURYJ37/0GI9uhGDIlz1Qy6MGpAYSuDRywIg5vRESGI7Y2FiNfRRHIBCg46CWiHgajbvnH74xvmHL2hDpiBD6oPQfzKl8CQQCCEVCmFgYwn9kGzRuVx/bfztS6v00aFoTgDIJNG/zROwJ/w07n/2CrzdOgI1j8ZXJRbWrw4BmiAiOwd3Xql0K49q8lvIcfFiybn+kXUwsDPHh173w1w/7EPdCc2wvSxtTVLW3wLMHkRj+eVdsujEf+0N+xopjX6BDnyZl3h5dqRifLRyI3X+extNXuqe+bu/fZ1DdpQoGfNIRJuYGMDYzQO8P26Gma3XsWHmyzNtFZUcAQCQQwFyihyG13dG6Wg2suHdJLUYq0sHVvhPxdMgMXOw9Ad94dYSJrrTIfYoEAhiKddGmWg2MreeFPSH3EZledNdMRyMzeFepjn3PgpCRV3zyXFcoAgDkFPLlZo4sD45GZpC8jClMf5eGkMnl2P5Uc0gcKn86YhFyczT/tvlfLtZwtgYAWFkbo2o1Mzx7Go2R432wNWAKDp6bjVWbxqOjX8M3HqdLd3ekp2Xhcgk+2+XrP6wFDpydhb2nvsTPK0egaataauuFIgHqNbDDk0cv0HtgU/yzaxIOnp+NdTs+QZ9BzUp8HNJOb3N/8rYu7L+B6LA4jF3QHw51qkFqIEGD5rXQb7IfLgXcRPij4j/z8f7k/edY3x5hQREaX1oH31F+ce7YwL7obRtUR9hDzc94wS+rjR3r2wEAajZ2gp6hFBFPojBp+VjsjP8bAVmb8fuVH+Dl56GxPRG9W6W6wqxduxbjx49HjRo1ACirBIcOHYqrV6/Cw6PgP3BKSgrOny9+bEl6dyYuHgqpgS42L1J24zAyV1YBpCZqjiGWmpgOoVAII1MDJEQnQy6T4/OuP+HzNeOw9NQcVdztM0FY/uU/8JvhXaq2eLSvD+vqFmrdXIqiZyjFxz8PRUx4vKqLPlUcH/80EP4jlF+C5GbnYsXMrTi4vvR/RwsbUwDAlKXDcXbvdcwdtAxmVUww/MsemL3mI1y4XPSYPYXxaFcX1nbm+OvbXW+M1TOQYOJPAxHzPAFHNr15sHTSPhMX9MXzpzE4sL7w88SyqgkAoEMfL8RFJWH5V/8iIzUTXQY2w9QlQ6Aj1sGhzRcL3fa/GDbNDyKREBveMOTChUN3MH/cn5j682AMfzkBWFZmDhZP3ohzB26VWXuo7M337ozBtd0BANmyPHxz5Rg2Pb6lWh+UGIOg6zF4mKT8MtG7SnWMrtsELao6oHvAOo3kZTfHuvitdcFkNdue3MGXF4s/f/rXVCavtj1+c5Xe05QEyORyNLa2U0to2huaooq+EQDAWCJFbKbmZwZjsQRd7GvhXNSzYpOzVH7CQmJRp4EtBAIgv5BOKBKgTn1bAICRiXIMZQsr5d+6o18jxMakYNmig8hIy4ZvDw9Mn9MTOmIRDu65WegxqjtYoH7D6ti/8xpyStCDIzdHhoDd13H9SjAS4tNgXcUEPfp6Yd7CAfj5u304tFd5HBMTfehKdODuWQO161bD3ytOIi4mBa3a18O4SR1haCzF2hX8cqiiepv7k7eVkZKJye3nY/aGiVh5ZYFq+ZmdV7Bw3OpituT9SWVhbGGIqGDNas3UhDTV+qK3NUJaUjpgUNS2yvdby5eVxf1n9ETI3TD8NHwZ5HIF+kzphm/3fo5Zft/h2pHih7ohorLz1l+3lUUXwtzcXCQkJMDa2hoCgUBjfWpqKm7evMlq0xIYNrsXfPo3w+/TNmjM1ljcnyr/7yjSEeHLtR/Bsa4tfpn4N8IfR6GqoxUGTu+GL1Z/hMCQ0nWH6jK0NfJy83B0Y/EJLLFEB19tmIgq1S3xebefkJWeXarjUPnb+stBHN5wDqZWxvDu5IqPfhgAqb4EO5YfLdV+hELle0DQtWD8OnmDannog0j8fnK26suYkuo8uAXycmU4tqX4BJdYooPZa8fD2s4cX3ywhOdgBdTCtxG8OzTARN+fiowRvDy/dCVizBm+EjERyi5NN848xFJ7Swz6rHOZJUNrudmj5+g2mD10hVoXvMI0blsH038dinMHbuHM/puQ5cnRtGMDTPl5MHR0dXB02+UyaROVvd/vXcSWJ7dhIdVHBzsXfOPVEXo6YqwOvAIA+DPoqlr8uahnuJ8QgxVte2FgTTeN9acjg9HtwFoY6ujC3coW4xt4w0yih3EndxTaLV0kEKC3kyseJsa+cVxSAEjOycLukEB84NQAd+KicCD0AWz0jfB9sy7Ik8uhIxQW+dmuh1N9SHXEbxyXlMrPnu1XMXV2d0yc5otNa89BKBBgyJjWqPJy4rb8v23+tVasq4PZUzYj5mUl/fUrwfjddgyGjGpdZDK0Szdl8v/g3sLXvy4hPg2//HBA9fg+wnHmeCCW/jUaoye0x5EDtyCXKVTvzwaGUnz56UZV9/1b15/B3NwQvQc0xZZ155CVyaFDKpq3vT95W4am+pi7ZRIkerr4YfRKxD6Ph2M9Owya0Q1fb/0UX/VZUugwNrw/qVyKO9/eeCqW4DwWCJWdcnNz8jDTbwEy05TDQ9w+eQ9rH/2GwbP7MBlKReJs8mWvbPoe/EcKhQJffPEFli1bhqysLJibm2PKlCmYMWMGRKKCLlqBgYFo167dG8erdHJyKnZ9c4fuZdJubdVrfGf0/tgX237dj4uHr8HSQVkBpaOn/HBZzcVStSyftYM55HI5pCZiWOqZwKdvc3h1aoiv+i9GSKCy20p0ZAwiP3mBJQe/QrYwHaY2JUsUGJoaoKm/O26dDYJIT6Bx7Hw6YhEmLx2Dup7OWDxxNeJj44uMregEuv99Nmptp4AMiYlJSExMQsijMEiNdDHiq564ce4eUpPUv/U3MFPOlmhezRBygfpNTZ5M+fjhzWBY2hurlqekpCA5PhWmpqYwrfraV69FMDTVR9MujXD7fBBEUqjt71U6YhE+WzwcdRs7Y/FnfyM+LqHI2PeC7vs3I69ETxcTv++LozsuAiIZ7OtYAgAMTKQQCAD7OpaQ5ckgejlRZ1RYLOSCXFjaFXzTH3TzKboPbwsn1ypIKaRSRUdHCLFEBNMq+gCg+l2U6b8MwbXTgUiIS1C1x8RSuY1tTXMYJ0mQlZEDAJj682A8uh2Kf34pmJjh39WRMK9qhAnf9kbgjUfIfkNCtaKxExbdTbxCycxBYmYOEpGEJ1GRMBDo4HOPNrgY8hhJ2ZmFbnL/eSgycnPQ3Ko6Dj98rbt5HpTvpQDCY2OQlp6Oea38MNChPs6EF4zzaS1UXk+62NWEtb4hNgdeL/Fr+seVUzAQiPCtdyd816wLZHI5Doc8QFpWFryqOcAgVwFpIfsaUtMNiVkZCIwIf2/+fpZVih4SoCK6fvUhNq87jZ79mqFbb+XQH48eRODAnqvo3tsbeXk5sKyiB5FYmfiJikiAXKFcli/wbhh69G0Kp1oWSElWnzhJJBKiU9dGeBYcg8TEJJhZKN9U83+XxrVLjzBweBs0cKuGyOcJEOsKIJcrkJWZg7i4BLU2Bd0PRYu2ddCosR2ePn5R6mNpM2H6+/mZN19Z3J+8TiQWQSzVgaWDCUxtlNfx/N+F6f9ZVzg3tMdnneYhKU5Z1R4dGYOU5BTM+msiekzwwdm96l9MVab7EwCQZ76/9yglkZmeBYtqprByUh8X1ramjfIfQoXGunxpSekwr2aK9JQkmNkW3D/Y1auq3FQigJWTOV5etvHkdjAMrfVhaF3wOfLh9Sfw7OhW5DGIqOyVazJ05cqVWLJkCT755BO4u7vjzJkzmDt3Lg4ePIg9e/bAzKxsJzDpO79dme5Pm9SuXRt16tTBgwcPIHGUqT1XgUCAvLw8tBnsCTNX9QudZ9P6yMjIQM85rQAADRs2hFwuh+cgF3hCfaDo7OxsGBkZoePHJRtXz8nJCWJdHeTppxf52guFQnh5ecHS0hKXL19GvW52qNfNrjRPnbSUub0UOjoiDJjbTm1AcQBwdnYEAPhOaozMTPVkgc3LDxENOznC0EX9W3qJgRiZSQp0GOdWojbkn4O50rQiZ6HXOAd9q6Ceb5US7Z+0h56eHkwtjOA3qBX8BrXSWL/y6FeIiorC1atXkZeXBxNrffT5wkstpk7dagCArp+4IycnR2MfxlZ6kJqI0GFkAwBQ/S6KnXMV2DlXgXd7V411P++YhuTkZJw6dQoSiQRmVsaIjo/UaJOJnQ6k+hIM+qo1UlM1J3Ug7WOfLoOOUIQZVepqvPe9SlcgRG0dfUw3Kr7aXT9L+eXFYEsneCdpVi6NqOUOmUyGmjHpb9zXq7LvPsLhByHQ09NDVlYWcnNy4Objg5SEREwxdNSINzExQW1zazx58gRTDB1KfBytN6q8G/AuJOHYscMwMDBAXl4eMjMz0ahxI+Tl5cGjhRHcmtVSfTY0NZeg/yj1sTvr1lXejPcY6KTxXmhjYwMTUwOEhj1V265Tj9KfEzVrKscB9/3AEWlpyi+MMjLSIZFotsnBQXld7tDNHp5J79uXlbXeHFJBldX9yetMqhhAz0ystr/i7k+8mroiOycbHT9rrLY8v/jGZ4QXqnoVJFN5f1L5iM2EsLOzw4Cf/dUqRG1tlUOM1OpsDysvv0K3zUU2ano6IfzEM3Sa0lK1vGZN5TwIHgProl6vGpBIlF8a2davgv6L1ffl4FENIrFQYzmRikKzB7U2OHz4ML777jsEBgYiJSUFtra26NmzJ+bOnQsTk4IvkAICAjBr1iwEBQXBzs4OU6ZMwYQJEzT2t2jRIixbtgwvXryAq6srFi5ciLZt26rFpKamYtq0afj333+RnZ0NHx8f/Pbbb3BwKN1nkXJNhv7xxx+YOXMmvv76awDAkCFDMG7cOPTu3RutWrXCoUOHYGdX8gtPcHBwseuHuH72Fq3VXj0/7IQ6Pepg98rD+HdZ4eOKWetWR90mLtj33QVkZSi7eFhUNYWfrz8O/XMK239RjsGUO14XNT6ugRtbg/H0bkE3lqoOVujRoweysrJw9PerSIpKe2O7vt/phYToJPz+4VYoCplZV0cswme/joa5mQWWfPInbp19/2cOfZ8rQ1/34Td2kDeUY8s3JzUqQ/2GitCgQQMcXHodcVHqyQJ9QylcDzUE0iX4d17B2MMOdWzRo4cUiYmJOLbqFpJeaFbuve77rd5IiEnG8k92FX0OLhquPAenrMPtcw/+47OtYN7DylCxrg6u7g7TWN5tWGvUca+BhZPXIS05Hc+DY2ApdYBXu/o4tfYR4l4kqWK/XdcE0c/jsWle4cN6NG7QFKnJ6Tj29z10GNkAx/6+h6TojEJjAeDeYc0J51r7e6CVvweWzNiAxNgUhDyIgI5YBJ927ZGdKMS/P1xRi//oawfI68ux7ccLGrPgVnQhH5d+QrSKYLZJTcjkcvwUHVRkZaiPfU300NHBjqgn2J4aUmhMPn/reugIYFNcCE6/Emst1MU4cydYVbHGqbCn+C7h0Vu1u4WdE3oYGWHB9ZM4V0ibJtdpCwCYG3geoalFJ3krGvvt71fFdWEsLI3QoX1nHAm4hc1/FlznLExc4N28No7vf4G4mIIxYL9b0hQvohLxz4p7GvuaNrsBcrJz8dsPp5Ceng0zCwk69XDAkT2hSIwveRdikUiIbxc1RUpyBv5adrPgGp1TBT36NsWNC2l4/KBg2IcpM+shMzMHfy27oZoM6n0hDH4/J+Upy/uT13ns9EJaUjq2zz4JUxtDdPy4SbH3J6bzqqJFV08cW3oDiTEFY5A2aFYLXbsCl3bcxeGNZwBUzvsTAJBnvl+fMUrrQetQfP7XJDw7Fo1LAddUy2f8+QkSXiRi5ZhNhd5LAED8oDSMmjcYZmZm2PrVPiRGpEAoEuL7fZ54fCsY6z7eqYp12lYTNo5VsHfuCVU3eV2pGK2Pt8GDy4+xdWrAu32iWq5Hjx5vDiKtkpCQgObNm+Ozzz6DmZkZ7t27h6+//hr37t3DkSPKyZQvXryIHj16YNiwYfj5559x/vx5fPLJJ9DV1cWYMWNU+1q0aBFmzpyJ7777Dh4eHli9ejV8fX1x5coVuLoWFJcMHDgQN27cwLJly2BsbIw5c+agQ4cOuHPnDvT09DTaWJRSJ0MXL16MKlWU384qFAoIBAIsXLgQVlYFNzXR0dEl2tfTp0/Rrp16xaCnpycuX74MX19fNG3aFIcPHy5tE4sUF/r2A3Brmw8mdkafiX64evQOTm27AktrC7X1D64qE8RrZm3D0lNzMGnxSGxbEgBdiRhDZ/VCclwqNszfi+R4ZcXR7mXH0HlQa0xcOBybF+7D88cvYONohf7TuiIrIxvPnj1DUlQa4kKT0X5gc0z5fRR+/vgvHN+sPtlMbU8nVK9pg80L9yE2JKnQtn+99VO4taqnPM7DaLW2Z6RkIezhm8c+q2gEktJ3I9N2kxYPRkZqFh7efIak2BQYmxuiVXcPtOzaGNt/O4KQO8oZOk0sDOHaXFn9YGWj/Fs713WApbUFkuNTX5npPQXrv9+LsfP6YNj0Xji18yrMrY0x9IvuiItKREhICJJepCMuLAXt+3lj8q/DsOTT9Tj+2piKtT0cYedSFVuWHETss8L/73+9YQIatayDzT8HIOJhLCytXjkHU7MQ9obZRSss6ft3HgJAVHCSxjKvdq6o6eqAc/sKuiKvmbcHrl41MWXhMGxcchAZqdnoPLAp7F2q4vuP1iLuecHNVM2G1VHFTlklpSvVhX6eHDXr1YCNjQ1EgkeIe64cbL997yaYvGgglkzbjOM7lF3tzj3XnG3bwcUWrfyBS4cC1bri71t3Dr3HtcPwqT1wZt9NyOVyNOvUEM07u+HQ5osIDdRMrFZ0z+VG5d2Et/Jd0y5Iy83G7bgoxGWlw0yiD3+H2uhSox5W3LuEe5mJsDUwxq+tumPfsyCEpiRCAQW8q9hjVF1PPEyMxYrH15EpVybjBtV0Q5Mqdjgb+QxR6SnQ0xHDq0p1DK/TGNdinmNL2H3IXhu0rHr16tARivD34xt4Ls8qtJ0bOw6AdxV7uGwoGEu3i31tVNE3xJPkOEiEOmha1R4j63piw8Mb2BKmeeMvEYrQ3rE2rsU8x/mk9+t9UT9aswq8InN0skLLdnXxKCgKubl5cKpZBf2HtsDzsHisWHJUbbzNVUuPo6F7DUyf1Rv/rDmN9PRs+PZwh72jNRbM+hdx0erJEXNLQzRyr4HTx+8j9LX328T4bMRFZ6KDb0NMndUdixfsxbGDynHmP/y0E0Q6QgTeDkdCQhqsrI3Ro68XHJ2qYOG3exAbVfCl0vrVZ9C0ZR18MrUb1q06pZxAyacuPL1rYuXSI4gKf/8q5IW8P3nj/QkA1HR3RBV7ZQWxRKoLuaEcddxqwshKH3p6esXen2xfchDN/Dww7fdx2LYkALHPE+BYzxYDp3dDQnQy9q04iZSXk91UxvsTAJClvbnQ5X12LPgsOgxogxFfD0RelgyRT16g3cCWcGvTAN8P+RUxT+IBAFPWfIROw9pgmMtExITFAQD+/Wk/Og5pC09PT9zxeIQw3Uh0/6gzbGpUwecdv0VscILqOL9/8hcWnvgaU//4GFt/2g2FQjmBkqGZIVZN36AWS6RGS8cMHThwIAYOHKh63LZtW0gkEowbNw6RkZGoVq0a5s2bBw8PD/z5558AgHbt2iEsLAxz5szBqFGjIBQKkZ2djfnz5+Ozzz7DtGnTAABt2rSBq6srFixYgC1btgAALl++jAMHDuDAgQPw81NWUru6usLZ2Rnr1q3D+PHjS9z2UidDt2/XnBV869atGssKmwjpdebm5oUmTqtWrYrTp0+jW7duaNWqFWbNmlXaZlYaTX3dAABNOjZEk44NNdZ3MR4JAHj++AVm+P+I0d/0xez1H0OWJ8OtM0FYM3ur2geNuIgETGo3D4M/745+n/nBvKopEmOSEXT1KQLWn0CLUfVUsUKBACIdEYSF/K07D20FuVxe7KyL+W0fOL0bBk7vprbuztkHmOH/Y4lfByo/QdeC0XFgc3To3xQGJvrITM9CyP0I/PTRXzj5b0GVm33tapj11zi1bScuHAQAuHP+ET7v+bNq+c4/jiE9NRM9xvqgbS9PZKRl4/qJ+9j91zG0H1/QNVkgFEKkI1INSP6qzoNbKM/Bjec11uXz7qz8PzNwih8GTlHvlvJ6m+j9ERUaj+l9lmLkF90w6YcBEImFCL4fgW9GrcGV4/fVYruNaIWOfb3Vlk36Tnne3vIIw8NrzwEoJ2ZSnov/rQvLn/P3IPzxC/gNaYHpvw6FUChAVGgcfp+9HQc3XnjzDuj/7mZsBPq4NERvZ1cY60qQkZuLoMQYfHZ2H3aHKM+j1NxsxGWmY0zdJrDUM4BQIEBEegrWPriO3+9eROYrM8k/SIqFj50LZni0gZlEDzK5HM9SE/H73YtYE3hFIxEKAA4ODohMS8a5qGdFtlMkEELntfdIuUKOfi4N4WhkBqFAgEdJcZh56TC2Pyl8ksTODrVhKtHDVk6cpPVyc2Vwa1wDPft5Qaqni9joZBzYdR1b159H1mvjDkdFJGLq+LUYNaE9Pv2yK3REQjx9HI2507fg8vnHGvvu5O8GkY6wyImVgPz3QqHae+GzpzHw79UYPp0aQN9Agoz0HDwMjMCXkzbg+hX1Xl2pKVmY8uFajJnYAWM/6QipnhjhoXFY9O0eHDnA86+iKOv7EwDoPq49Og5uqbZs9j8fAwBu3LihWlbY/cmTW6GY3H4+Bs3ojhFf9YaJpRHiohJxKeAWNv64V5UIfbXtvD+pfL7uvQijFgzE8G/6w8jcEOEPIrBg4BKc2lrwOUyUf+/xyvmVm5OHBUOXYOb2SRg+ZwB0pbp4eusZZvp9hztn1L9gDLz4CDM6zMPIbwfgiw2TAAAPLj3GtHZzEXTp7Xp40HtOS5OhhbGwUH6JlJubi+zsbJw4cQI//PCDWszgwYOxevVq3Lx5E40bN8aFCxeQnJysllgViUTo378/Fi9erCrEDAgIgKmpKXx9fVVx9vb2aNmyJQ4cOFCqZKhAUVbT9P0HvXr1glQqxebNmwtdn52djb59+2L//v0QCARvnEDpTfIvvPTfWDqYoO/8dtg+++R7WWX7//A+Vob+P1naG6PPnBb4d955xIWlvHkDKtx7Whn6/2JpZ4g+X3jh3x+uqFWRUukELbAp7yZUaHZCKaYb1cDC1JAiq0LpzWotf78qQ//fLKvoof+oWtj61yONSlIqGWFg8UNlUPF4f1I2Kntl6NuycjJH/8V+2Do1gNWdb+GoXLPwjpSclry7Ip3gyVPeeh8ymQy5ubkIDAzEqFGjYG9vj7179yIwMBD169fHwYMH0aVLF1V8bGwsrK2t8c8//2DIkCFYvnw5Pv74Y2RkZKh1dd++fTv69euH8PBw2NnZoV+/fggLC8OlS5fUjv/xxx/j8OHDePLkSYnbXK5jhg4aNAg///wz4uPjVdnjV0kkEuzatQsTJkxQjTdARERERERERERUGQjeYQmjk5NTsevfNDcPoOytFBGhHAO7S5cuqoLH/MlETU1N1eLzJ0tPSEhQxUkkEo0xP1+Ns7OzQ2Jiosa+8uPy91VSmn1L/4/69u2LixcvFpoIzScSibBy5UqEhPBbUyIiIiIiIiIiIm0REBCA8+fPY9WqVbh//z66deum1rO7qGE0X11eWEx+R/aSxJVkqM5XlaoytHv37iWOFQgE2LNnT6kaQ0RERERERERERC+9w8rQklR+vknDhsrxoZs3bw4PDw94enpi165dqFdPOedMfoVovvzH+ZWfZmZmyMrKQlZWFqRSqSouKSlJIy4sLEzj+ElJSaqYkipVMvTOnTslzraWNitLREREREREREREFZObmxtEIhGePHmCbt26QVdXF0FBQWpjhgYGKicXq1u3rtrvoKAguLu7q8UZGRnB1tZWFXf06FGNStDAwEDVPkqqVN3knz17hpCQkBL9lEV2mYiIiIiIiIiIqNJSvMOfMnbx4kXIZDI4OTlBIpHAx8cH27ZtU4vZvHkzbGxsVInP5s2bw8TEBFu3blXFyGQybNu2DX5+fqrEp5+fH5KSknD48GFVXHh4OM6dOwd/f/9StbNcJ1AiIiIiIiIiIiKiiuWDDz6Ap6cnGjZsCD09Pdy+fRs//fQTGjZsiJ49ewIA5syZg9atW2Ps2LEYPHgwzp8/j9WrV2PlypUQCpX1mRKJBLNnz8bMmTNhZWUFDw8PrFmzBsHBwdiyZYvqeN7e3vD398fo0aOxePFiGBsbY86cOXB0dMTw4cNL1fZSJUNr1KhRqm7yT58+LVVjiIiIiIiIiIiISOldzib/Nry8vLB161b88MMPkMvlcHR0xLhx4zBt2jTo6uoCAJo1a4Y9e/Zg5syZWL9+Pezs7LB06VKMGTNGbV9Tp06FQqHA0qVLER0dDVdXVwQEBMDV1VUtbtOmTZg2bRomTJiAnJwc+Pj4YMeOHRoz0b9JqZKh9evXV0uGKhQKBAQEoGXLljAxMSnVgYmIiIiIiIiIiKji+eKLL/DFF1+8Mc7Pzw9+fn7FxggEAkyfPh3Tp08vNs7Y2BirVq3CqlWrStXW15UqGbp//361x3l5edDV1cUvv/wCDw+Pt2oIERERERERERERvULBCcrLWqkmUHodZ4wnIiIiIiIiIiKiioITKBEREREREREREWkjLR0ztCJjMpSIiIiIiIiIiEgLaesEShXZW3WTJyIiIiIiIiIiIqooSlUZeuPGDbXHMpkMAPDgwYNC4zmpEhERERERERER0X/EytAyV6pkqKenZ6GTJg0dOlTtsUKhgEAgUCVLiYiIiIiIiIiIiMpbqZKhf//997tqBxEREREREREREb2CY4aWvVIlQ4cPH/6u2kFERERERERERET0TnE2eSIiIiIiIiIiIm3EytAyx9nkiYiIiIiIiIiIqFJgZSgREREREREREZE2YmVomWNlKBEREREREREREVUKrAwlIiIiIiIiIiLSQpxNvuyxMpSIiIiIiIiIiIgqBSZDiYiIiIiIiIiIqFJgN3kiIiIiIiIiIiJtxG7yZY6VoURERERERERERFQpsDKUiIiIiIiIiIhIC3ECpbLHylAiIiIiIiIiIiKqFFgZSkREREREREREpI1YGVrmWBlKRERERERERERElQIrQ4mIiIiIiIiIiLQRK0PLHCtDiYiIiIiIiIiIqFJgZSgREREREREREZEW4mzyZY/JUCIiIiIiIiIiIm3EZGiZYzd5IiIiIiIiIiIiqhRYGUpERERERERERKSF2E2+7LEylIiIiIiIiIiIiCoFVoYSERERERERERFpI1aGljlWhhIREREREREREVGlwMpQIiIiIiIiIiIibcTK0DLHylAiIiIiIiIiIiKqFFgZSkREREREREREpIU4m3zZq1TJUEVuXnk3oUJT5MlUv/la/jdZLeqWdxMqtGxLifJ3PVtkWluWc2sqLvGR6+XdhApNJjVT/o6LR15kYjm3puLq0+hFeTehQjPINgOiaqB9rQdIl/A8/K+uVPEs7yZUaDkWEtXvrHJuS0Wld09e3k2o0BQKheq3Qs7XkoiISqZSJUOJiIiIiIiIiIgqDFaGljkmQ4mIiIiIiIiIiLQRk6FljhMoERERERERERERUaXAylAiIiIiIiIiIiItxAmUyh4rQ4mIiIiIiIiIiKhSYGUoERERERERERGRNmJlaJljZSgRERERERERERFVCqwMJSIiIiIiIiIi0kIcM7TssTKUiIiIiIiIiIiIKgVWhhIREREREREREWkjVoaWOVaGEhERERERERERUaXAylAiIiIiIiIiIiJtxMrQMsfKUCIiIiIiIiIiIqoUWBlKRERERERERESkhQTl3YD3EJOhRERERERERERE2ojd5Mscu8kTERERERERERFRpcDKUCIiIiIiIiIiIi0kYGVomWNlKBEREREREREREVUKrAwlIiIiIiIiIiLSRqwMLXOsDCUiIiIiIiIiIqJKgZWhRERERERERERE2oiVoWWOlaFERERERERERERUKbAylIiIiIiIiIiISAtxNvmyx8pQIiIiIiIiIiIiqhRYGUpERERERERERKSNWBla5pgMJSIiIiIiIiIi0kLsJl/22E2eiIiIiIiIiIiIKgVWhhIREREREREREWkjVoaWOVaGEhERERERERERUaXAZCgREREREREREZEWEije3c/b2L59O3r27Inq1avDwMAADRs2xB9//AG5XK4WFxAQAHd3d0ilUri4uGD58uWF7m/RokVwdHSEVCpFkyZNcOrUKY2Y1NRUfPjhh7CwsIChoSG6d++O0NDQUredyVAiIiIiIiIiIiIqscWLF0MikWDhwoXYv38/evbsiUmTJuHzzz9XxVy8eBE9evSAh4cHDh48iBEjRuCTTz7BmjVr1Pa1aNEizJw5ExMnTkRAQABcXFzg6+uLu3fvqsUNHDgQ+/btw7Jly7B161ZERESgQ4cOyMzMLFXbOWYoERERERERERGRNtLSMUP37dsHKysr1eN27dohLS0Ny5Ytw/z58yGRSDBv3jx4eHjgzz//VMWEhYVhzpw5GDVqFIRCIbKzszF//nx89tlnmDZtGgCgTZs2cHV1xYIFC7BlyxYAwOXLl3HgwAEcOHAAfn5+AABXV1c4Oztj3bp1GD9+fInbzspQIiIiIiIiIiIiKrFXE6H53N3dkZWVhYSEBGRnZ+PEiRMYMGCAWszgwYMRFRWFmzdvAgAuXLiA5ORkDBw4UBUjEonQv39/BAQEQKFQZoMDAgJgamoKX19fVZy9vT1atmyJAwcOlKrtTIYSERERERERERFpI8U7/CljZ8+ehbm5OaytrfH06VPk5OSgbt26ajH16tUDAAQFBan9rlOnjkZcamoqIiIiVHG1a9eGQCDQiMvfR0mxmzwREREREREREVEl4+TkVOz64ODgEu/r2rVr+PvvvzF37lyIRCIkJiYCAExNTdXizMzMAAAJCQkAgMTEREgkEujp6RUZZ2dnh8TERI195cfl76ukmAwlIiIiIiIiIiLSQm876/v/w4sXL9C7d294eXmpTaAEQKOSs7DlhcXkd48vSVxRxygKk6FERERERERERETa6B0mQ0tT+VmU5ORk+Pr6Ql9fH3v37oVYLAZQUNmZXyGaL/9x/nozMzNkZWUhKysLUqlUFZeUlKQRFxYWpnH8pKQkVUxJccxQIiIiIiIiIiIiKpWsrCx0794d0dHROHToECwsLFTrnJ2doaurqzGeZ2BgIACoxhLN/11YnJGREWxtbVVxDx8+VFWMvhr3+rikb8JkKBERERERERERkRYSKBTv7Odt5OXloV+/frh9+zYOHToEBwcHtfUSiQQ+Pj7Ytm2b2vLNmzfDxsYG7u7uAIDmzZvDxMQEW7duVcXIZDJs27YNfn5+qi7wfn5+SEpKwuHDh1Vx4eHhOHfuHPz9/UvVdnaTr+D0DKUY9GVPODe0h3MjB5haGeOf+TuxYcEuVYxQKEDPiZ3RuL0rHOrbwcjMADFhcbi4/wa2LtqP9OQMtX2aVTHBoC96oEnnRjCvaoqk2BTcPHEfAeuPl6hNIh0RBszojk7DWsG8qimin8Vi78pj2PvHUY3Yqo5WGPvDQLi1qQeRjghBl5/gz9lb8ORW6Nu9MPTO6OnpYtjAZnBxtkZN5yowNdHH2g3nsXbjebW4D7p7oEO7erC1MYWevi4SEzNwPygC6zddwLOweFWcVCLGjMld4OJcBZbmhhAIgRfRKThxKgjbd11DVnau2n51dXUxYVxHuDd0hEQixtOQGPy5/ixu3NIsl3+TWdP90dGnPi5efoovv96h8TzHDG+F1i1qwcRED9HRKThw+A627bwKubwCDNpCcGtXH+0Ht0K9ZrVgVd0C6UkZeHT9KTZ8uwOPb4Soxfac2AXdPuqEqjWskZqQhgt7ruKvWVuQlpT+xuOIdXXQ8xNfdBzWBlVrWCErLQuPb4Zg4/ydCLz4SC12xLz+cHZzgItbDVjamuPIulNYOOqPMn3eVD5Cj8fjzspwiCRC+P3TULVcoVAg7HgCQo/GIf1FNgQiAYyqS+HSwxpVPEw09pMRm4NH218g5nYKclNl0DXSgamLPppMr6EWF3UnHr9v+x3PI8Mh0AEs6hqi7mAbGFXX09hnYSIvJSH4QCzSnmdBoVDA0EYKR19LVG9trhEbcT4RT3ZHIy0yG2JDEao1M0WdATbQkYpK+SpRWdPTE2N4v+aoWcMaNZ2sYWqij783n8ffWy4Uu91v3w1Ao/rVsfPADfyySv3z3Zk90wvdZuX609i444rq8a/z+8Pd1R4A0KOHZnzP4cuR8Ib30DbNaqFfD0842JlDIBDgeWQidhy4gSOnAjViTYz0MLx/M7TwcoGFuQHS0rPx6Gk0vv35AFLTsoo9Dv3/6RlKMejz7nBu6ADnRvYwtTTGP9/twobvdmvE+o5oA//RPqjmXAWyXBmeBT3H9iUBuHL4dpH7t69TDb+fnwddiRinT58uUZtEOiIMmN4NnYa0VN6jhMZi76rj2LvimFrcuvuLUNXBqtB95GTloJvl2BIdjyoWqYEUI+cPQJu+zWBkbojwB5HY8uMunNpa/PspANRrWgvNmjVD28vtoCvRRVRwNA7+eRx7fz8MuVyuivP290Cbvs3h4l4D1etUg45YBx2Ffd/l0yJ6pz7++GPs27cPP/30EzIyMnDp0iXVunr16sHY2Bhz5sxB69atMXbsWAwePBjnz5/H6tWrsXLlSgiFyvpMiUSC2bNnY+bMmbCysoKHhwfWrFmD4OBgbNmyRbVPb29v+Pv7Y/To0Vi8eLFq/46Ojhg+fHip2s5kaAVnbG4Iv1FtEXw3HBf3XYfvqHYaMbp6uhgy6wOc2nYRB9eeQkpcKlzcHTHo8x5o6ueOiS3mICdLmXAS6+pg0dFZMDQ1wD/zdyIsKAJ2tWwwdPYH8OrSEBevv/li8Mmvw9F+UAusm7cDj64Fo3HHhvho0RDoG0qxZeE+VZyJpREWH5+NtMQM/Dx+DXKycjFgejf8dHgWJrWcg+ePX5TdC0VlxsRIim6+jfAkJBbnLjxGV99GhcYZG+vh8tVgPA2JQWpaNmyqmmBQv6b445ehGPfJeoRHKGd709ERAhBg+86riIpOhkKuQEPX6hg2qDncGlbH1JkF3yLp6IjQokUL5OQK8NvKE0hMSkevrh746du+mDpzG27fDS/x82jaxAktm9VEWnq2xjqRUIDF3/WDna0Z/lp/DuERCfBq7IRxI9vAytIIv60o2RcDVL66je8EI3ND7PrtIMICn8PEyhh9JnfF0gvz8aXvd7h18j4A4MOFQ9HrUz/8u3gfbhy/C4e6dhj+TT/U9nTGpBZfQZYnK/Y4k1d9CJ9BLbHlh924dfIejMwNMWBGDyw+OReftZqDh1efqmI/+MwPIXfCcHHfNXQeqfl+TRVTZkIOAv+JgNRMjNwM9fPl4bYXeLwjGg4dLVB3cDXIcuQIORSHKz+EwHOqI2y8TVWxKWGZuPDNExhYS1BvqC30zMXISspF7K1UtX2+uJqMq4tCUL9efbSY1ABpucl4+O8LnJ/zBK2+rwWDqpJi2xt2Ih63V4TDxtsENT9wgEAAhJ9KwK1lYchJyYNzV2tV7POzCbj5WxjsfcxRf7gt0qKyEbQxEqnPs9FstvPbv3j0VkyM9NCtU0M8fRaLs5cfo1unwq/Jr/rAzx22NsWPq3Xy/ENs3X1VbVl0XIra459XHoNdVUP4tq6Kg2deIDE5B1KJGAvn9sHDp9FvTIT6tW+ALyb54tSFh1i/7SIUCgW6+DTA7Mn+MDHWw/a911WxFuYGWPbdIMjkcqzfdhHPIxNhYqwHd1d7iHWYlNdGxuaG8BvZFsH3wnFx3w34jmxbaNyw2b0w+Iue2L/mBP6asw1iqRg9xnfEtzumYN6gpTj/ynmQTygUYMry0UiJT4NltZKPEffJkmFoP7A51n27E49uhKBxe1d89NNg5T3Kov2quHkDl0IsEatta13dArPWf4zz+26U+HhUsXy9YxpqNXHGn19uxPNHUfAZ1BKzNk+GQCjEyc3nitzOvb0rZq6bjPiEeKyZtQHRT+PQrLsnPv51FKo5V8Xyz/5Wxbbo5Y26TWviyc1nyM3ORS1PXkephLS0Fie/QnPGjBka606ePIm2bduiWbNm2LNnD2bOnIn169fDzs4OS5cuxZgxY9Tip06dCoVCgaVLlyI6Ohqurq4ICAiAq6urWtymTZswbdo0TJgwATk5OfDx8cGOHTs0ZqJ/EyZDK7josDj0thkPADC2MCw0GZqTmYPhdacgNSFNtezO2QeICY/HV5smoWXPJjjxsoKgQYvasKtpg5/Hr8HhdadVsRmpmfhy3cewsir8W9J8DnVt0XlEG6yd+y/+XRKg2t7Y3BADv+iBA2tOIDVR+eG4z2R/mFgaY3K7eYh5WSl4/8JD/H1/MYbN6Y3vhv7+lq8OvQsvYlLQte9SAICJsV6RydC1G9QrRW/fDUfgg0isXzUGHXzq4e9/lB8q0tKzMe+HvWqx12+FQiwWYVBfb9hUNUHUi2QAgE+b+jA2Nsasb7bi/CVl9fCt22FYs3wkPhzVBhMmbyjRczDQ18XUSZ3x5/pz6NOzscb6Nq1qo16davjq2104e+Gxsk03Q6GnJ0bPru7Yve+mKplL2uu3iX8iKVb95v3qoVtY92gpBn7RC7dO3odFNTP0muSLvcsPY82XmwAAN47dRVJsMmZu/BSdRrTBwTUnijyGWFcHPgNb4OTmc1g7p6Bbx/3zD7E1YiXaD2qplgztYTJCNcZNhyGty/LpUjm6u+o5LOoaQmwoQtSlZLV14ScTYF7HAA3HVlcts2pohCPj7iH8dIIqGapQKHBzWRj0LHTRfJ4LROKCkYxsm6vf7AdujISpnQGGDRuGm9UOIV0ihFltA5z8NAgPt72AxyT1LkqvCzuZAD0rMRpPdoRAqOx2ZNXICCmhmXh+OkGVDFXIFQjcEAmrRkZoNF5ZAWjZwAg6eiLcXBqK6JspqOJu/N9eNCoTL2JS4D/4NwD5idHik6FVrY0xblhrLPglAAu+7FlkXGJSOgIfRRW7r9DweGRmpKGpqwSPg18gJj4bXdrVh1gswoGjd97Ydr8OroiKTsbcn/Yiv5felZvPULOGNXx9GqglQ6d82BFisQhjJ61X+xLzzKXHbzwOlY/osDj0tpsA4OU9ysi2hcZ1Gtoa9y48xG+frVMtu3HiPrY8/RUdB7UsNBn6wcQusLQ1x7YlBzBh4ZAStcehri06D2+Ntd/swL+/HgTw8h7FwhADZ3THgT9Pqu5Rnt7R7G3UuIPyZvzQupJVoVLF4uXrjsadGuG7Qb/g5BblPcztU/dRxd4K434aitNbL6hVeL6q0/C2yMuT4fLly7h+7DZigxNw8/hdVK9VDZ2Gt1VLhi4Zu0L1OXDib6OZDKUK79mzZyWK8/Pzg5+fX7ExAoEA06dPx/TphfdQyWdsbIxVq1Zh1apVJW1moThmaCUglyvUEqH5Hl5TzhpmZVcwwG1errKiJT1Fvet8WpLysUxWfIVU826NIRQKceSfM2rLj/xzBlJ9CTw7FXQdbNG9MW6fClQlQgEgIzUL5/dcg7efO4Qinp7vm+TkTACATFb4hwn12PxzriDWy9MZqampePykoGpYJlfg6In7qFenGiwtDEvUjgljfRCfkIadhXzABoAG9Wwhlytw+Zp6V+qLV55CJBKiVfOaJToOla/XE6EAkJWejdDA57Cqrnzfq9u0JkQ6Ilw5eFMt7tJ+ZeVHqw+8iz2GXK6AXK7QGG4kIyUTMplcVXWf7/XBvqnie34mAfFBaXAdY1foeoFIAB199co1ka4QIrFQLeEZH5SOlGeZcPKzUlv+upzUPKRHZsOmkYVq/CQA0LfShVF1KV5cVVbYF0eoI4COVKRKhALKD6A6eiIIXzl24qN0ZCfmoXpb9a7z1ZqaQiQV4sUV9cQvab/pEzrj2q1nOPuOkoj+HV2RkZmDE+cevDE2TyZHZlYOXn9bTM/MRk5unupxVWtjtPBywf4jdwrtzUEVmyxXhvSXnw/z5WbnIuflz+uqOVfB0Nm9sGzyemSkZGqsL0rzrh4v71HOqi1X3aN0cC1iS6VOQ1oiMjgGtwoZwoEqvha9vJCRmonT2y+qLT+89iQsbc1Rx9ulyG1luTLk5eZp3CenJWUgJytHbRk/B9J/JVC8u5/KitmmSsytTT0AQGjQc9Wy+xcf4dH1YAyd9QFqNa4BqYEELm4OGPlNX4TcD0NsbGyx+3Sob4ekmBQkRqvfIAW/7L7sWE95s6grFcPGyRrB9zS7NYfcC4dUXwKbGtYa66jiEQoFEItFsLczx/RPuyAhMR0Hj9wtNFYkFEBfXxdejWug3wdNcOxkIGJiC7qHVrezQEqKZoIrOER5Xjo6WL6xPY3dHNCpfX0s/OVQkWN/6uiIoFAoNLpH5778ssCpRvEV0qS99I31UNOjBkIDle97Yl1lB4nc7Dy1uLxcGeRyOZxejodXFFmeDPv+OIKOw9qgeQ9P6BvpoYqDFSavGof05AwErOGQCu+z7ORc3FsXgbqDqkHPQrfQGCc/S8TeSkHYiXjkpOUhKzEX99dFIDdDhhq+Be9ZCYHKLy119IS4/P1THBh8GwFD7+DyD8FIjSgYD1Gep3zfEupofoQTigWQZcuR/qL4hFGNLpZIfZ6FRztfIDslD9kpeXi6NwbJwRlw7lZw7U0JVx7X2EG925FQRwBDWwlSw0ueiKDy59/RFXVqVsWSVcfeGNuhdV0c3fYZjv07GasXD4Vv+wZv3MbOxhSN6lfH8bNByMzSTGK9buf+G3Cws8DQvk1hYqwHEyM9DOjZBLWcq2LLroIu+g3r2UEoFCAuIQ1zpnbFoS2f4uj2yfh1fn/Ur13tjcch7bZ7+RF4dnRF52GtYWiqD/MqJhj3/UAYGOtjdyHzDUz+fRSuHLqNSwE3C9lb0Rzq2SEpNgWJMa/do9xTv0cpjEe7+qjqYKVR7EHvD8f69ggLioD8tYKN4DvKnmiODYr+PLh/5RHoiHXg6uoKU2sTGJjoo8OQ1mjRywvbFu55p+0mov9OK7rJv3jxArm5uaheXdmFTKFQYNeuXXjy5AmcnZ3Ro0cP6OhoRVPfGxbVzDDq2354eD0YlwNuqZbLZXLM6PI9Pv/7I/x2bp5q+e3Tgfj983Xw/7J5sfs1NjdEaqJmFWp2RjZysnNhZK6s3DM0M4BQKCw0Nn+ZsYUhIp78l2dH2uTQrsnQfZlwCnuegM8+34zYuFSNOJ82dTDni+6qxwFH7mDxr4fVYowMpUhKzHl9U6SkvrxhNyp+nBA9qRjTPu2MrTuu4GlI0Yn90LB4iERC1KtbDXfvR6iWu9ZXflA2Ni7deCSkPT5ZNhpSAwk2fbcTABAaqPz71m9eG7dP3VfF1W9eC0KhEEYWRm/c5x9T1iE9OQNztk+F6GVFe3RoLGZ0mIfIp9Hv4FmQtri75jkMq0nh0MmiyBgnf2sIdYW4++dz3F6hvOkWG4rg9bkTzOsUVLNnJSiTR7eWh6FaM1N4feGE7MRcPNgahQtzHqPNojqQmokhMdGB2FCEuMfJwCuX5Nz0PKS+TF7mpBXfi8PG2xRNptXAzd9D8XCLstJeqCuA28f2qNbMtGCfqTJVe1+na6iDjBjN92PSTpbmhpgwoi1WrDuN+ITix/I8ejoQF68FIyYuBWYmBvDv4IovJ/miWhUT/LnpfJHb+XdU9v45cLTwLzxfd+bSY3z1wx58+akvxg5pBQDIys7F978G4NSFgsnnrF72+pgwsi1u3g3DVz/ugZ5EjBEDmuOXb/vhw+kbERxa/Jf1pL12LT+C7KwcTPx5KKYsHw0ASIlPw9y+SxD4WgVz9w87oEY9O4wZ9mWpj1P0PUqO8h6lmN5FnYe3hixPhiMbih43kio2YwtDRAXHaCzP711pXMz58eDKEywY8jO+WD8Jyy/8BED5ZfmfMzfh35/3F7kdUalU4grOd6VcM4wpKSno168fjh5VfuvXvXt3bNq0CV27dsXJkychEokgk8ng5uaGM2fOwNCw+C6wTk5Oxa5v5uhfZm3XRoamBgAAfVMpLB1Ni4wzMNHHrLWTINIR4o8v1sPCoWA2W5GOEFN+Hwc7Fxus/moTokJiYGVngZ7jO2P2+km4+/gWTKsVnRzQ1dOBUEdY6PEFAkBqqAtLR1OYWhkX2VYjS+XzMKlqWOzzqIhyLYuf1KKiMTJUVkIZ6ItgXcRz+2reNujoiFClign8O7tj6U8DMe+HnXj+2pibISGR+GLOZuhJdVHLxQY9ujaGlYUBFv26X6MLnZmp7muPlYPcGxvpFNkOABg1rC0UCgUOHrmuihMKBdDVFaptd+v2E6SmNsfnk7tg+eqjiIxKhHtDR/TpoRxfVKwjKPY42k7HqeSTDbxP+n7WDR0Gt8Lab7YgKSkJVk5mSE1LQdCVR+g/oztSkpJx93wQbF1sMP7H4crKYIUCVq+9Xma2xmq/e07wRfcPu2Dnb/vx4OoT6BlK0WloW/x07Ct8P3IpQgMLn9hLIAAkRhKN/VcWBhW8t2v41RhEX09B5/lNYJijvG7pyF5AAAEMsgv+psFnonB/bSRqdrCDTSNzyPMUeHbuBa7+FIKWnzaATUNlIlWUp0ycW7qYovnIgnEfrata4/Dsa4g4kIaGfZWfc2p1sMP93aE4duwYzP0kkOdJcGdDOGTZyjdL/VwjGGRrzlSfL+pOPG7+FobqXtaw97aGQChAxI043FoeDnGWPpxa2wAAxDJlBZVBjimk2ervuyK5DoSQqT3XisjaouK+l7+u4Jqso/G8vpjUBWER8bh8/aHaOj2pSCN25bqCytEX0XEIehSKLyZ1w+De3jh94T5SUgsqgs1NlMe0NJPAr30DhD2PR1x8QoleV7cGDpg6wRcXrz7GhatPIJPL0cStBr6c5AtzUwlOngtSPi8D5TU+MSkNv60+BPnLDwU/LI3Dsh+GY9TApli6+kiJXydtI3nPPusWprh7lNY9vTHyq744uvksbp8Ngo5YhJbdm+DrbZ/hl8/+wt0LyiEXLG3MMGpeX/zz4y7o6CvvNYws9VX7Ma1W/H1i8fcoAtU9yusMjPXRvFtj3Dn/AAKJ4r27N8mnyJKWdxPKlUgsglhPB1ZO6sPCqO5ZzfQ01uWrUd8eU1dOQFJSEtZ+sxnxzxNRv2kdjJw/AGY2xtj1e0Ch2+kZK98ni9ovEb1b5ZoM/eabb3D9+nWsXLkS5ubm+Pbbb9GnTx88efIE165dg5ubGy5cuIC+ffti8eLFmDt37lsdr98PHcqo5dpJV1f5gbR+ByfoVC/8uYrFYjRv3hx6enq4cOEC2k10V1vv6OiIRo3q4/Tp07D2NIC1Zw0AwL3Ht9GxY0dkyFPRaVJeYbsGAJg5GMHSykzjtRaJRBDrilHdwxr9fugAoVAIhUIBz+71oP/aECw1aiiP2WpMI3ikFz0+C5W//HPOtZ4pdEWOb4jOxoOga2jfvj2mf9oBV65cKSY2Fvfv30GTJk0wdWIzREUpJ3HIy8uFrq4u/Dqod4urUqUKAMDL3QQ17Apvh6mpKVq3bogrV65gUO8aquWGBjqwq6aP4QNcIJfLVYOj37hxBR4eHvju6wHK1mdnIzAwEO7u7jA3FWBwnzc9Xy1Wkdv+H9WuXRt16tRBYGAgzNz00N/NV7XuWfxTmGeY4NPfxgFQjo0cHBwMvTQJdHR00H+Rb6H77DS5BQwNDeHj44P79+9Dt4YCDWsoB8J/lvAETrr2mLJmHC5cuFDo9joSHdTwtC1y/++94udm0WrZ2dnY/9ePaNm8FZpmtweUQ3DjQVoiIhUJqBvcFiKRCHl5edixdgGaNmmKnu16FuzgA2BFzArcWRMO/y+Vk39EC4BgRMHToTk8ol6ZXEsXuGD0ELKHUnhEKc+VRt4yBMQH4Pjx45AdUVZv1qlTB3aezrhy5Qqa5HaBaZRpoW1XKBQ4sGI+XBxrYlTXUQUrOgJbE7bi1rq76O4wBLq6usiRXcJdhMA5pKnqfTbfucTHMNc1VrWpovLoUd4tKDv51+SGtU0g6VEwiZaNjQ08Gjrg3LlzGNlbfbKOus4mGNnbGTKZrNix7BS5cdDRqYGxAxogJkazempkPzeYmRrgeXgwhr5y7OJ07twZSUkJSE14AldnABAiNz0UkZHm+HBYOzhYZ0Mmk8HBQZnwyslKwuDu6l1VM9JT4d7AtsTH1EoVue0lpLpH8akBHVsf1XKxWIxOnTohLCwMeWapqN9d2QMnNvc50jIc8MmSYTh2TJmc9/b2RmZ2Bmy9jTHIuxMAwM5OGS8SieD3aXPk5RVzj2JvqLxHWeCjtlx5j6KD6m5WGusAZbGNrkSMHGlaoevp/SAxEcOhoS36L1af4MXISFkEVLejE/RrFT75S6tWraAQyXHlyhVUa2aBarAAkIenwU/R57PuMG2gj4yMDI3tXFyV//dfPyZRYSrz2J7vSrkmQ3fv3o1vvvkGY8aMAaBMxHl6emL16tXw8PAAALRs2RLTp0/H2rVr35gMDQ4OLnb94LqflE3DtZShqQF8fX1x/1gwdv6uOR6UvrEeZv41EToQ45uBv6iNFZpv1Nz+kNWXYfVHOzQ+FDe71BxGRkY4svQykiI1uzkDQNY4IfpP7obDiy4j+ZWu0C6NHNG1a1ccXXUBFw4oJ63xdPVGRlQutn2h3tZRc/sju2YO1n22T2Pcloou1/P9Su4aGUrh6wvcDUzC9l3PSrRNDedGMDbSx8Z/i4+3skpAkyZN8Dg4B3sOKGNr1opFdTtTBByLRGJSQffMHl0t0bQpsG5zIBKTCu/+16ZVXbRpI4C3t+aEOPr6+vD398faDacRcPjWK2tuwcrSCBKJGFEvkuBUwxru7u7Yd/ABzpwv2fPVRjqXgsq7Cf9XH0z0R50edfDvr/uwc9mBQmP+wR4YmxvBxMoYcRHxyMnOxcori3Dl0A1s/fKgWqyZrTE6TW6BI0vOo45bLbRvL8DO7w/jwRX17nxVfrNDXa+a2DpNfft8nTt0Rsi1CGz9vPD177uaG8u7Bf9dWmwm0tLScObMGZw5ozmG3Ny5c2HrYYm63eyRm5sLWYME3LBR/zuLa+ci8WAiLpvtg1iqg6y60cBJIML4AW7YqL+P5QqzkaoXp7YPl5Hm6NTpa1xTnADMsqFnKsGpn27BwEqK4LrqE0C8KjMpG6mpqdCpm6XRJkX9FORcz8F50V6Y2BggpX4ysBO4mHUQ9jYFyVC5TI4XcVGwb2qtsY+K5v6KeuXdhDKTf02+8zAZ2/aEqpb361EVXkIhWrdurbGNo6MjHB0d8eNv+3H1ZtGfo1t46aJJE+DYhWjcvl8w07a5iS7829pAom+N3FwZFq+6iLT0rCL3k8/UWB89ekhx+tIzbN8bqrYuNtUEY4bY49ilJDyPTEAt52y4ubnhQXAq/tmjHlunvhf0pAqN5RWJ5MrT8m7CO6e6RzkRgp3LT6iWuzR0gJ+fH46suYCze6+qbaMzzQj+I3ywZ/45ZGfmoPnhljA3N4e/v2ZPv5YtWyIjLRNjm35RZBuyxorQ/9OuOPzzVSTHv3KP0tABXbsCR9dcwoUAzYk1v9vhiaS4FCwbt+W9uy95lSLrzf9v32dG883RrGsTbJ9xSO3v3MzfEz4+Pti14DAeF/Ee6XvfD9dP3AIAHPn5HBIjlPMbuLcLR53VdXBz6wPcOnVPYzu9ucZwcnLC1qmFV45WRj16vEffUJY1JkPLXLkmQyMiItCgQcGA7PXr11f7nc/NzQ3Pnj176+PFPUt6631osxwL5behGUlZGs/V0FQfX2+cAstqFvjC/0c8vhFSyB6AiEfREOmIYG5pjodXCz6c2bpUhaGJAaLjXiApMrXI1/L4P+fR91N/NG7TENsWFyQdBk1xQ1ZGNk5uuoTUROVN3tkdV9BzYmcI8oSIfa7sMq1nKEVjn4a4uP8GYp4mFHqMiizbsYL3C31Ndo5yfMT0DBli4t783EyM9WBna4F7gRFvjG/sURUA8PBJnCr2/OXHGFvXBxYWZnj4RHkzJhIK0Ny7FgIfROLhk6LPmeOnHuPxk3iN5XO+6Iao6GSs/vsMIqISEftau15t5/gxboiNS8Xeg/eRk1N09YG2EwcnlncT/m8Gz/oAfT7thg3zd2Dd3G3Fxsa+8rr0nNgFEj0Jtv6wT235qxIjUhAC5ZdK1apXxdktBdXOYl0d2NeyRUxoXJHbKxRAdmp2kevfd9UqcO9kubUczeY6ayx/sjsG8YFp8J7pBF0jHSj0lTeXL0JiYd2hoAuiQqFATHACxAYiZBunIEcggEkTIUQSIcLvRcOuZ0F3z6TgDGQl58CothjpEvVzRSKRQM8GSJdkICI4DtH3E1FvmK1G3Ktk5nIIxQJEh8SjhsRUbV10cBwgAORVMpAuyYG0vgISMx08Ph8OizYF3eQjziciL0sGq+Z6xR6rIoiJf3+uywXX5Dy15/Xv/ls4d0Xzc9/SBQNw5tJj/LvvOkJC45CcWvRr0dSzFnJzZbhy87lGnEQiQYO69jhz6TGCw5KL2IO6xOQ8ZGfnwqG6tcbfwKG6NWQyOR6HJCI1LRuxCaGIiUtBgzrVEZeYo5r80MLcAA7VLXHsTFCF/jvqvef3J0DR9yiCPOU5a+dUTePewqGWHVIT0hARpKxEnj/kd+hKxWoxnh1c0X9qV9y6dQt7Fp8u9l7v+IYL6PuJHxq3dsW2JQXJp0GTeyjvUTYX3KPkq+nuCIfattj284H38r7kVfJCKhcrk2Prz8BnQCvUca+F09sKevR4d/FEXEQCLu26oeo99rr4iATYOlVDzINIJEakIDZYea7YjlL2ZHt6LVS17FWZKcr3rcLWEdG7V67JUGNjYyQmFnyIFovFsLW11RgbNDMzE0IhJ74vimenhpAaSKBvqLzRcqhri5a9mgAArh66DYVCge/2zYCzmwNWTN8IkY4QdbwKbuKSY1MRFaL8oHHknzPo9UkXfLV5Ejb/sAfPH0Whag1rDJjRDVnp2WpJ6Q6DWmDKyrH4+cPVOPZyQP3QoAgcXnsaQ2d/ALlMgYfXgtG4QwP4jm6HdV//q/Yh499fAtB+UAvM2zkV67/didzsXPSf1g1iqRgb5u981y8bvQUvzxrQk4qhp6e8OXawt0CblrUAAJeuBkNHJMSi7/rj+KlAPI9IRHZOHqrbmqN3j8YQi0VYt7HgQ0Y330Zo2MAOV288Q0xsKvSkYrg2sMMH3Txw9/5znL9YUG138nQg+n/giSkT/aGndwpJSRno0dUd1e3MMXWmeqJr8ff94eZaHe27LgIAJCSmIyFRs2o0J1eGlJQs3LqrPq7j6OGtEPIsFvEJ6bC2MoJfp4aoW9sGX8zdUaEToZVJn8ldMWJef1w5dBNXAm6irndNtfVBl5Xnlu8YZbe3qKfRMDQ1QJMubugyqh3+mrUFT26qJxAOZW9C0JXHeBr7EABw79wDPLjyBEPn9oVEX4K7Z4NgYKKPHh93gY1TFfww7De17Ru2rguTl+NPCUVCWNtboVVvZbXyndOBahX1pL1EukJY1tccPzv8VAIEQoHauqpeJgg9Fg+hWABrd2PIcxV4fjoBiQ/TUbt/VQgEAgCA2EAHtftVReA/kbj5eyhsW5ghOykPD7ZGQc9SDMfOBTPPx91PRdjDVBgYPERUbDxehMbgyZ4YWLkZo0YXS7U2XZz3BPGBaei6xU3ZdrEQjp0tEbw/FjeXhaJac1MIhAK8uJKMiHOJsPcxh66h8uOhQChAvcHVcHNZGG6vCodtC1OkR+UgaGMkLBsawdrNuKxfWvoPvD1qQCoVQz//mlzdAm2av7wmXwvGi5gUvIhJKXTbuPhU3LpXcP0b0KsJHKtb4PrtMMTGp8LMRB/+HV3h5V4Df206j+RXxgvNV716dejoiLD/yJ0i27hkXj80alAdPh8sBgDk5smw++At9O/ZBDM/88OJsw8gl8vRqmlNdGxTD/uP3kFqmvLLBIUC+O3Pk/hmend8N7MXdh+8BT2pGMP7NUNurgwb/r383144euc8OzaE1EAX+obKiScd6tiiZU9PAMDVw3cQ+zwB5/Zche/ItsjNzsWVw3cgluig4+CWaNC8FtbO26Ha14OrmhW0VeyV73fJycl49ErVXoeBLTDlj9H4+aM/cWzzK/co685g6KxeynuUG8Fo3L4BfEe2xbp5OzQSoQDQZXgbAMCh9afL5PUg7XX10C1cP3Ibk5aPhb6xHiKfvEC7gS3h5euO74f8qkqETlnzEToNa4NhLhMRExYHANjxy35MXDoaElMdPOkQgZjgeLi3d0WfKV1x/egd1Yz0AGBtb4naTZQ9BW2clD0uWvVuCgCIfhaDR9eL7+lKlRe7yZe9ck2G1qtXD1euXFGVQwuFQoSHa040cefOHTg7a1ZgkNInS0egqoOV6nHr3t5o/fLmeljtyQCA2p7K12/C4qEa2x/55ywWj1sFAIh9noBJLedg8Mxe6De1K8yrmiAxJgVBl58gYN1xtBhbUMkrEAoh0hFB8Fqi+rdP1yEuMhHdP+oIsyomiA6Nwx/TNmDvH0fV4pLjUjG1/XyM/WEgpq8eB5GOCEGXH2NG5wUIf1SBB5OrBKZM7ISqVQom52jXug7ata4DABgwfAXiE9PxNDgGXX0bwdrSGLq6IiQkpuPWnXDMWbAboWEFFZrBz2LRzNsZY0e0homJHmQyOSIiErFx6yVs23UVMnnBO39engwXLlyAnoE9Jn3UAVKJDp4Ex+Dzr/7F7deSmSKhQDWz939hZCjFuJFtYG5ugIyMHNy+G46PJv+DkGdx/3mf9P/VtKtyuBWvLu7w6uKusb6jqD8A5cQJH0zyg7WDJRRyBZ7cfIavey/Gxb3XNLYR6YggfOW8UigU+LzzfPSb1h2t+zRFn6ldkZWWhdDACMz0/x5XD91S237Y3L5o1Lag94Nbu/pwa6d8PNXnG9w5HfjWz5u0i8ckBzw7FIfnZxMQfjIBApEAhjYSuH9iD9uW6pMPOXezho6+CCEBsYg8nwSRnhDWjYxRd7CNKkEJAEIdIZ5fjcbDiI3IkeXAoKouaverihq+VhAIBWr7VMgVULxWzFJvSDUY2koReiwON38Lg0KugH5VCRqMsoVDB/Vkql1rcwiEAjzZE43npxIgNhTBrrUZ6gy0KdsXiv6zKeM7wuaVa7JPyzrwaam8Jvcbu7LIRGhhwp4noEUTFzRr7AQjQymyc/LwJCQGXy/ahxNnHxS6jYODA6Jjk3HtdtFd1YVCAXReuyYvX3sKz57Ho3vnRvhqij8EAgEiXyRhycpj2Hv4tlrs6QuPMPv73Rjatym+/bw7cnJluH0/HHMX7UPki6QSPz/6//rkl2Hq9ygfeKH1B14AgGH1piI6LA4/jFqJHh92QPuBzdFpaGvIcmV4/uQFfhi1Aie3FT3kR3EEQsHLexT198PfJq9HXFQiuo/vUHCPMmMj9q7QHF5MVypG2z7euHPuASKeRP+ndlDF8nXvRRi1YCCGf9MfRuaGCH8QgQUDl+DU1oIiDlH+/a+g4Nzas+wQcvNyMezbvhj73VCIdcV48SwG/8zbjp1L1IdncmvXANP//lht2ZztUwEAR9aewsJRv7/DZ0hErxIoihst/R07cuQIEhISMGDAgGLjevfuDW9vb8yYMeOtjtdZTzMRSCVn6WiKfj90wLYvjr33Qw68K9ltXcu7CRWataUEg/s4YuO/z0rULZ8KJz6iOSYWlZyVkxn6L/LF1mkHK20X97LQ6EZ5t6BiM8g2g0eUL27YHKzwXdXL05U5nuXdhArN2kKCoT0c8M+e0ArdVb086R3XHEuQSs7S0RT9Fvhg26wTvD95C5W9m/zbsnIyR//Fftg6NYDd3t/CUfn28m6C1vIe+vM72/flf6a8s31rs3KtDO3UqVOJ4nbs2PHmICIiIiIiIiIiIqJilGsylIiIiIiIiIiIiArHMUPLHmclIiIiIiIiIiIiokqBlaFERERERERERETaqPym+nlvsTKUiIiIiIiIiIiIKgVWhhIREREREREREWkhjhla9lgZSkRERERERERERJUCK0OJiIiIiIiIiIi0EStDyxyToURERERERERERFpIIC/vFrx/2E2eiIiIiIiIiIiIKgVWhhIREREREREREWkjdpMvc6wMJSIiIiIiIiIiokqBlaFERERERERERERaSMDK0DLHylAiIiIiIiIiIiKqFFgZSkREREREREREpI0ULA0ta6wMJSIiIiIiIiIiokqBlaFERERERERERERaiGOGlj1WhhIREREREREREVGlwMpQIiIiIiIiIiIibcTK0DLHZCgREREREREREZEWYjf5ssdu8kRERERERERERFQpsDKUiIiIiIiIiIhIGylYGlrWWBlKRERERERERERElQIrQ4mIiIiIiIiIiLQQxwwte6wMJSIiIiIiIiIiokqBlaFERERERERERETaiJWhZY6VoURERERERERERFQpsDKUiIiIiIiIiIhIC3HM0LLHylAiIiIiIiIiIiKqFFgZSkREREREREREpI3kLA0ta0yGEhERERERERERaSPmQsscu8kTERERERERERFRpcDKUCIiIiIiIiIiIi3ECZTKHitDiYiIiIiIiIiIqFJgZSgREREREREREZE2UrA0tKyxMpSIiIiIiIiIiIgqBVaGEhERERERERERaSGOGVr2WBlKRERERERERERElQIrQ4mIiIiIiIiIiLQRK0PLHCtDiYiIiIiIiIiIqFJgZSgREREREREREZEWEnA2+TJXqZKhyb3dy7sJFZrUVBcAkNa+NpKTcsq5NRVTioOgvJtQoenoK9+yEuroICZDXs6tqbjsLxuXdxMqNKGhgeq3yERWzq2puL60OljeTajQ0tKr41aUL0aZ3YahQXh5N6fC8qnRtLybUKHpG4oAAGnVREg2rlS3FWXGwNqqvJtQoQnNX16TzU0hzBCXc2sqLvmz0PJuAhEVh7e+ZY7d5ImIiIiIiIiIiKhS4Fe4REREREREREREWojd5MseK0OJiIiIiIiIiIioUmBlKBERERERERERkTZiYWiZY2UoERERERERERERVQqsDCUiIiIiIiIiItJGHDO0zLEylIiIiIiIiIiIiCoFVoYSERERERERERFpIQELQ8scK0OJiIiIiIiIiIioUmBlKBERERERERERkTbimKFljpWhREREREREREREVCkwGUpERERERERERKSFBPJ39/M2njx5gvHjx8PNzQ06Ojpo0KBBoXEBAQFwd3eHVCqFi4sLli9fXmjcokWL4OjoCKlUiiZNmuDUqVMaMampqfjwww9hYWEBQ0NDdO/eHaGhoaVuO5OhRERERERERERE2kiheHc/b+H+/fs4cOAAXFxcUK9evUJjLl68iB49esDDwwMHDx7EiBEj8Mknn2DNmjVqcYsWLcLMmTMxceJEBAQEwMXFBb6+vrh7965a3MCBA7Fv3z4sW7YMW7duRUREBDp06IDMzMxStZ1jhhIREREREREREVGJdevWDT169AAAjBgxAteuXdOImTdvHjw8PPDnn38CANq1a4ewsDDMmTMHo0aNglAoRHZ2NubPn4/PPvsM06ZNAwC0adMGrq6uWLBgAbZs2QIAuHz5Mg4cOIADBw7Az88PAODq6gpnZ2esW7cO48ePL3HbWRlKRERERERERESkjRTv8OctCIXFpxSzs7Nx4sQJDBgwQG354MGDERUVhZs3bwIALly4gOTkZAwcOFAVIxKJ0L9/fwQEBEDxsoI1ICAApqam8PX1VcXZ29ujZcuWOHDgQOnaXqpoIiIiIiIiIiIiomI8ffoUOTk5qFu3rtry/C71QUFBar/r1KmjEZeamoqIiAhVXO3atSEQCDTi8vdRUuwmT0REREREREREpIUEbzm2Z3GcnJyKXR8cHPyf952YmAgAMDU1VVtuZmYGAEhISFDFSSQS6OnpFRlnZ2eHxMREjX3lx+Xvq6RYGUpERERERERERERl7vVKzsKWFxaT3z2+JHFFHaMorAwlIiIiIiIiIiLSRu+wMvRtKj/fJL+yM79CNF/+4/z1ZmZmyMrKQlZWFqRSqSouKSlJIy4sLEzjOElJSaqYkmJlKBEREREREREREZUZZ2dn6OrqaoznGRgYCACqsUTzfxcWZ2RkBFtbW1Xcw4cPVRWjr8a9Pi7pmzAZSkREREREREREpI3k7/DnHZJIJPDx8cG2bdvUlm/evBk2NjZwd3cHADRv3hwmJibYunWrKkYmk2Hbtm3w8/NTdYH38/NDUlISDh8+rIoLDw/HuXPn4O/vX6q2sZs8ERERERERERERlVhGRgYCAgIAAKGhoUhJScG///4LAGjTpg2srKwwZ84ctG7dGmPHjsXgwYNx/vx5rF69GitXroRQqKzPlEgkmD17NmbOnAkrKyt4eHhgzZo1CA4OxpYtW1TH8/b2hr+/P0aPHo3FixfD2NgYc+bMgaOjI4YPH16qtjMZSkREREREREREpIXe5WzybyMmJgZ9+/ZVW5b/+OTJk2jbti2aNWuGPXv2YObMmVi/fj3s7OywdOlSjBkzRm27qVOnQqFQYOnSpYiOjoarqysCAgLg6uqqFrdp0yZMmzYNEyZMQE5ODnx8fLBjxw6NmejfhMlQIiIiIiIiIiIibaSlyVBHR0eN8TsL4+fnBz8/v2JjBAIBpk+fjunTpxcbZ2xsjFWrVmHVqlWlauvrOGYoERERERERERERVQqsDCUiIiIiIiIiItJGWloZWpGxMpSIiIiIiIiIiIgqBVaGEhERERERERERaSN5eTfg/cPKUCIiIiIiIiIiIqoUWBlKRERERERERESkhQQcM7TMsTKUiIiIiIiIiIiIKgVWhhIREREREREREWkjVoaWOVaGEhERERERERERUaXAylAiIiIiIiIiIiJtxMrQMsdkKBERERERERERkTZiMrTMsZs8ERERERERERERVQqsDCUiIiIiIiIiItJG8vJuwPuHlaFERERERERERERUKbAylIiIiIiIiIiISAsJOGZomWMytALRl4oxqmdT1HSwQi0Ha5gZ62PNzotYs/OiWtylDVOK3MezyAQMmLG20HWO1cyxfsEQ6Ip1MOKrjXgQEl3kfj7s0xwjezbF0/A4DP5yfYmfg3/r+vigfSM42VpArpDjeXQS1uy8hLM3nqpidi0ZDRsrE41tdx6/jZ/+Pl7iY1HZ83aqjm5udeBmXw1VTYyQmpWN+xHRWH7iEgIjY1RxC3p3Qi+P+hrbB8cmoOsv69SWDW3uDk9HW9S1sYaduQmuBIdjxJ//Fnp8U309uLu7Y0fHTtDV0cHDF7FYevQCLgWHv7HtvT0boG3tGqhjYwULQwPEpKThwpNQLD95GXGp6aq4JjXssG5M3yL3s/XKHXyzh+ehtmnUqg58+nmjXhNnWNmaIy05A49vhWLjwn14cjtMFXcoYXWR+wh/FIWxTeeoHvcc3x6uzWrBuaE9qjpY4s65h5jRfVGJ22TrXAUj5/RCo1Z1INbVwbOgCGxZHIBLh24XGt9xUHN0HdkWDnWqQSaXIyo4Bht+2odLBwuPp/J145YQEyfrFbpu1e+ZaFBP2Z9JoQC279TBzj1iRL0QwNhIgdYtZfhwTA6MjdS3i08QYO0/Yly8LEJcvABmZgo08ZBh1PBcVK1S8CE4JlaAdRvScevuH4iJSUR6ugFmfZ4N/y55JW6/QgEcOKSDXXt1EPJMCKEQsLOVY9SwXLRuKVOLPXpChA2bxAgNE8LYWAGftjKMG50D/cKfPv2feNWsDn/POmjkWA1VTY2QmpmN++HRWHn4EoKeK6/JQoEAg9u4o1ltB7jYWMBYX4qoxBScuhuMv45fRWpmtmp/ero6+HpAJ9Sxs4KVsSGEAgEiE1Jw8MYDbDh9A5k56ueXuaEepn7QBq3rO6GzrxAPI2Ox7MAFXHn85msyANhamGBq91ZoUqs6dIRC3H4WhV/2ncOD5zFqcXP7d0BDRxtYmxpCV6SD6KRUnLz3FH8fv4qk9Ky3fBXpXXD1dsZPmz8qdN3kD5biwS3ldXnKT/3RsU8TjZjwpzEY1/EnjeXW1cww+NOOaNy6NoxNDZCcmI5njyIRkfio2PZY25ph3dlZha77YdIGnN5/S/XYvmYVdBvaAs71qqFGnWqQ6utixsA/cPfy00K3p/eH1ECKkfMHoE3fZjAyN0T4g0hs+XEXTm29UOx2lrbmGDqrH5q0aIQONzrCwFgfC0f+jiPrThUa797eFSPmDYBTIwdkZ2Tj8v4bWP35P0iKTXkHz4qIisJkaAViYqiHHu1c8TgsDmeuP0WPdq6Fxo2eu1ljWX2XqpgytB1OX3tS6DZCgQCzx3VGUmoWrM0Ni21HDVtLDPLzRHxSerFxr5sxsj38W9XHlkM38Me2sxAJhXCubgmpRPM0vP0wAks3nVFblpBSuuNR2Rvg1RAm+lL8c+EmnsbEw9xAHyNaemDz+AEYt3YXLr+SlMzMycXIv9STmtm5mjfq/b0aIjMnF5eDw6GnKy7y2GKRCAsH94CVkT6WHD6HpwkpGNS0EVaO6IXRf+3AtWcRxbZ9YvtmuBIcjl+OnEd0ShpqWJljfFtv+NR1Ru9lGxGfngEACIyMwYAVmv+HBng1Qk+Pejh2v/D/Q1S+uo5qAyMzQ+xeeRxhD6NgYmmI3h93wi9HvsSsPr/i9tkHAIDPOn2vsW3txjXw0fcDcOHATbXl/iPaICsjB7fPPoBUv2Gp2lOlugWWHP4CCdHJ+G3qBmSlZcN/VFvM2TABC0auxPl9N9TiP1k8BB0HNseuP47i7293QqQjgmM9W0j1JKV8Jej/bfyYHHi4qycPnWoUDOz02x+62LZDBwP75aJJYxlCngmxZq0ugh4Iser3LOi8vATm5AATPpUiNVWA0SNyUMNRjrAwIdasFePyVRE2rcuEgb4y9nmEACdO5cC6ig68PMU4eTqn1O1euEQXAYd00L9vLj4ak4M8mQDBIQJkZavHHT4qwjffSdHNPxeTPs5BeLgQy1fpIiRUiF8XMhFVnvq2aAhTfSk2nrmJ4BfxMDPUx7B2Hvhn8gBMWLELVx6HQyLWwfguTXHoxkPsvHQPSemZqGtnjbEdvdGmvhMG/rwR2bnK81dHJIJAAPxz6gYi4pMhVwCNnW3xYeem8HSpjg//2KE6tlgkwqoJfWBqIMG9e/fw753n6OhZH8vH98KHy3fg+tPir8lmBnpY+0k/pGRm4evNR5Gdm4fRHbzw58Q+GPTzZoTGJKpi9SRi7Lh4F2GxScjJk6Fe9SoY09ELrerWQL9FG5An40Bq2urvhQG4c1H9c9OzRy/UHmdl5uDLwSvUlmVn5Wrsy6FWVfy46SO8CI/Hmu/3Iy4qGebWRmjeRfPL96LsWXsWp/aqX+sjnsWpPa7lWh3NOtbH08BI3LrwGE07lHz/VLF9vWMaajVxxp9fbsTzR1HwGdQSszZPhkAoxMnN54rcrppLVbTo4YWsvEzcOnUPLbp7FRnbsHU9fBcwE5cP3MDcnltham2MMT8MwU/H5uLjJp8jN6fkX2pSJcPK0DLHZGgFEhWXgo4fLgcAmBhKi0yG3n8apbGsV3tXyOUK7Dt9r9BtBvh6wNrcEBv2X8WUYe2KbINAIMCkIe2x++Qd1LS3golhycpCWjd2xgftG2HWb/tx/HLBt7eX74YWGp+akV3o86Dy9e2+E0hIz1Rbdu7xMxyaMhLj2nipJUMVCgXuhL94fRcauv26TvXevmfS0CLjenvWRw1rC5w5cwYn7j9CZEYOroSEY9fEoZjWpRUGrNhS7HF6L9ug1vZrzyIQGBmD7RMGoU+TBlh56goAID07p9B2/9TXFxGJybjwtPBzlsrXsumbkByXqrbs2vH7+OvaAgyY7KtKhj64Fqyxrd+I1pDL5Ti0Qf2D7rhmc6F4eXKuOP91qdrT7zNfSPR0MavPL4iPSnrZnnv44/zX+HBBP1zYf1O172Z+bvAf2QYLRq3E2d3XVPu4fuJ+qY5J5cPOTq6qAn1dbKwA23fo4IMeefj4Q+XNvZenHGZmCnw9X4oDh3TQo6vyxuf2XSHCnwvx5bRsdPNXLvNwk0PfQBl77boIbVopk1ZuDeXYvskMtwLHQl88v9TJ0NPnRNi9T4xv52ShfbuCRG7T1+7fZDLg95W68PLMw5fTlMdo7C6Hvr4CXy+Q4uJlEZp5qyeC6f/n+39PICFN/Zp8PugZ9s8eidEdvHDlcTiyc/PgN+8vJGcUJK6vPXmOqMRULB7ZFR0a1sSB68r3x9TMbMxYF6C2v8uPwqCrI8LI9k1ga2GCiPhkAECvpvVRs5olJq/8F22rinHz6XMcvhuC7dOHYnL3VhiypPhr8nAfT5gZ6mHYr1sQlah8774ZHIn9X43Ex77N1NrxxfqDatteeRyO9OwczO7bHh5OtiWuRKX/v8hncaoq0KIo5Io3xgDA9MUDEReVhOn9f0duTsH7TuDtJ+gz1aNE7YmNTHrjsY7vuo5jO5XX4pa+DZkMrSS8fN3RuFMjfDfoF5zcch4AcPvUfVSxt8K4n4bi9NYLkMsLv9bfPROE8V7T0H+xH678fb/YZOjYn4bi+aMozOu7GPKXX+S8CInBr+cXoPMoH+xfcaTsnxwRFYoTKFUC+lIxfLxq4eaD53genaSxvnoVU4zr3RwL1x5Hema25g5eUbNmTRgaSLBi2/lStaF/Zw9ExiSrJUKp4nk9EQoAGTm5eBITj6omxVcUF6WkX3J1qOeCsLhEJCYWVIvI5ArsuxWEhtVtYG1sUOz2hbX9fkQ08mRy2JgYFbJFAW+n6rC3MMWuG4H8Uk5LvZ4IBYCs9GyEPYyCla15kdvpGUrQqntj3D3/CFEhsWrrFG/xx67n7Yzg+89ViVAAkMsVuHbsHqztLFC7cQ3V8p4ftseL0Di1RCi9H+4FCiGTC9C8qXrCsEUz5eNTZ0SqZTov/2lgqH7eGb18a9XVLVgmfMtPb9t3iGFTVa6WCC3M/UAh4uKF8PdVr1TxaSuDvp4Cp8+KitiS/h9eT4QCyl4ZwS/iUdVMeeLIFQq1RGi+e6HKL/2qmBV//Xv1OLJXKjB9GrogJDoBQeEFQyrJ5Arsvx4EVwcbWJsUf032aeiMK4/DVYlQQPll5Ik7T9C6vhNEQkGx2ye+bBOrQisHVy8nONe3xe6/z6olQt+Ft7n2U8XVopcXMlIzcXq7+vBzh9eehKWtOep4uxS5bUnPGYtq5qjj5YJjG86oEqEAEHjxEcIfRqJlz6KTqESQK97dTyWllZWh6enp6NixI5YvXw43N7fybk6F17FpHehLdbH31N1C1385phPO3QrG2RvB8G9Vr8j9VK9qhlq1amHBygBkZmt2XymKSChAAxcbXLwdgoG+HujXWVmF+iIuBTuO3camgOsa27jXscXx1RMhEYsQHp2EfafuYcuhG5DzA4rWMZTool41a7WqUACQiHVw5otxMDPQQ2xqOo4HPcWyYxeQ/IaEe1FqVrFEYLhmtfDDaGX3JhdrC8SUciiFJjXsoCMS4klMfLFxvRvXh0wux67rrNSrSPSN9ODSyB63zzwoMqbNB17QM5Ti0D9Fd3/6L8RiHaRma56PudnKpFKN+rZ4cC0YQpEQdZs44+rRu/hgQkf0+LA9LKuZISY8Hvv/OoUdy1ghoO0W/yrB3HmARAo0qCfDyGG5aOSqvMnJHxlELFa/dunoAAKBAk+DC7Karq5y1Kklw59rdVG1SjYcHeQIDxdixRoxateUoUnjskkA5MmAe/eFaNZUhs3bdLBtpxixsQJUraLABz1yMbBfHgQv81DBIcr2uTipJ5x0dAB7ezmCn/E7dW1jKNVFnerWuPqo+GpJr1rVAQBPowq//omEAkjFYjSqYYNhbRsj4PoDvEgqSFy6VLXEjWDNrvCPI5XXZOeqFohJLvyaLBGLUN3CFCfuaI7B+CgyDn10xbCzMEFobJJGm3R1RKhta42P/ZrhxtMI3AqJLPZ5Uvma8E0vfPHrYGRn5iLoZig2LzuK+9eeqcXoSsXYeHkOTMwNkRiTggtH7+OfJYeQllyQ7G/g5QQAyEjPwry/RqNRMxfI8uS4c/kpdvxV8nHc+473wfBpvpDJ5Hh6PwLbV57E5eOBZfJcqWJzrG+PsKAItSQlAATfUfYIc2xgj8CLb1fUU6OB8n035I5mL7OQO6Go36L2W+2fiEqn3JKhN27cKHJdWloaLl26hGvXrqnK0T08Stb9gTR1a9sAKelZOHn1sca6Ph3d4FzdErNn7C92HwIB8Mng9oiKisL1wNJ1EzYx0oNEVwee9e1R16kqVmw/h5iENLT3qoVJg9rA2ECKFdsLKk3P3wpBUEg0IqKTYGQgRXvvWpg0uA1qOljhmxWHSnVseve+6u4DPV2xqps5ADyMisXCqFg8jlbeZDWpYYdhLTzQ1Kk6+v+xGRk5JU+m5zPVkyIlS7O6Jb/ixbSUM3no64oxp7sPopJSsLOYJF7Ltc4AAF3bSURBVKeRVIIO9WviwpMwRCVrVh+S9pq4cBCk+rrY/POBImM6D2mJ1KR0nNun+aXM2wh9GIWGLWtBaiBBVnrBFwD1myorC4xfVm2ZWBhCVyqGW5s6qOXhiLXzdyMuMhGtejTG2Hl9YWiij3ULdpdp26hsGBgA/Xrnwt1NBhNjBZ5HCLFpqxgTP5Ni4ffZaOolQw0HZRL0zj0RGrsX3GDdvSeEQiFA8itzJeiIgN+WZOGbBRKM+ajg/czDTYbvvikYW/RtJScLkJMrwLUbIgQ9EOLD0bmwspLj5GkdLFshQUqqAOPHKN+jk1OUWVFjY839GBsp8CKayVBtM7OP8pq8+uiVImOsTQzwadeWuBf2AmcCNYcO6eJeCz8O91c93n35HuZtPaYWY2ogRUohFaf512QTg6KvycZ6UgiFgjdv/0oy1NWhKjZMHqh6fOZ+MD5fH8AvybVURmomdv99BncuPUVKUgaqOViiz9i2+HHTR5gz+k/cOKtMKgU/iETw95EIfTmOqKuXM3qNag235i74tOevyMpQDs9hUVU5seqUn/rjbMAdzB39J8ysjDF8ahfMXjYKFy6dLbY9uTl5OLj5Em6ce4TE2BRYVTND92Et8PXqUfjli204vK3o/y9UORhbGCIqOEZjeWpCmmr92zKyMFLb56tSEtNU64kKxetdmSu3ZKinpycEL0sPFAqF6t+v+vDDD1XrZLI3V0Q4OTkVu97Vr+hZ1isaIwNlfzkDqQhVTHWLjKte1RwNXGxw4PQdmBmIABR0abMyM8LH/VtizY6zEAvzUMVUF8b6ylPCwkistt+e7d1hW8UUZ0+fhIWRcpIbsY4QOiJBsccHAHMT5QQghvoSfLN8Lx49U3apWrc7GtWsDDHQtzEOnr6FrJcJsn/2FFRoRQF4FByOvLxcdG3TEP9r777DmrrfNoDfJxAQBSdLEHGLAwcKWkVw71XcaEXcWrVVq3XUrXXvWrWvdScoopW6N1Kts26LEwQFRRGZAkKS9w9+YiO7hZyQ3J/r8qo5eQI3eJrkPPmOExfuIORFVKbvUVSYFs952ldRM8TdBd0a1ML6E4GIiYmBTfH0c+H0LfXmYujLV4h8G405vTthWLMG2H81692xDQUBxgaSjK+jRgCKSSR4D8Ci2KeNlsyLpZ+zpY0Msn5cFqQGBljYtwtsSpfEFJk/ShsKKG2Y9WO7N6qDYlJDnL37IM9fX9uZ22fR2dAxvcd2ROu+TbFjyQHExMRk+TPbVrFCrcZVcHLPBZSyLp7j1zOQSiAtZgBz+5IoXT79DfHH/2Yl8NAVfNG5PmZuHwn56kNISfqA9v1dUdulKgDApJRR+teySM9VomRxLBv3f3h6N30tsz3rI2BdqRx6fd0ep/dfQEpS/jfI0XYJiXZiR/hPbG2A4d6fblerCjR2UmLkuDj8tLEE6tYphfLlAce6cZDtEWBlWRZODQwR+lyBFasTIZEoIQhCxu8hLU2FOQsS8CxMgYnji6GCrQFeRSoh35uEcZOMsPxHM5Qo8an5+D7JCgCQnFIWQBxSUsoiITH3DbcSEpQAYpCYKODHeaVQyyH9OdShJhD5Oh579gG9elrBxETAh9QkAEl4/94GxsbqjU+FIg5KlbLI/zuWN9WN53UAGNzGBV0a18KGQ+mvyVn9bKYmxlg2tCcMJAJW7DsF6xKZa54+f4nxP/vCxNgItSpao2+LhrAqWQLz5UfVrsVMDCUwL57+epzxX5P/vSYbG2T7uy1bIr3W1EiSqabM/17TyxUzVLsvPi4O43/2hbGRIapaW6CvmxO2juuNaVv9s9ycsSgxr5DzkgJFUWxcLPZv+zRiM/Llazy8F4wft4/FqFndMXPoRgDAhZPqg2OeP4vA68gofLOgP3qPcsPx/01ZLm6afs48/fsFZBvS15N9EfYS62bHYtHWMahcuTJKW97KIZES8o2f1p6NfPUGQbefYO7mERg2rQtuXgnKNCIQAMzKpj+nlrIoppP/Tv+kkGS/pJA+MJAaQGpiCIsq6r+Hj+/TipcxyXTfP5WxTa8raZl+nphZlMhU//G+UjZmme4zMUs/13L6HqTn2AwtcKI1Q21sbKBUKjFv3jzUqFFD7b74+Hh0794dq1atKtBp8kPbFe037P9k9L/FwxpWKYniOfxcdeqkL/pdXPk208/fpEkTJL1PQJXSyRjZKX39ugoVLAAAXzazQWydEkhLS4OJiQlat26CoKAgKJVK9HKtAACwKVsMRkZGGNmpMpRKZbaLSkskEqhUKqSlpcG1uhFcq3/KUUwVD2MjQ4zt4YCYmJhsf46SQvp93p1q4dmzZ9n/YkhjatasCQcHB/z999+omPwO4+tWyOURH5CWlobutSvD5n3W0/LKFZPCTKLK8mspUlNR26IUrocC/atZZRy3skr/e2srMzhKcsuQfj66uLjA3Nwcly9fRruyUrQrm/3j3JvWR0pKChpKP6BBrj9jEaErP0c2/nlulq5lgD5z3bKs+/j8KLVKzbbmo1KWJWBSWqpW125UzjMWbt26hXqudeDcJn0n+ri4ODx89BC1a9dGddfy6FPJTe350alXJTj1qpTxeMOyChgVk2Lw4o45Pj8WVbf+zvl3XlRVq3YAly9fxrXbkyGVSvGlRwL27t2LhUseAgAMDAzQooUbIDxGcnIybv39PQDg0qVLuPbXbxg/fjzK29lBAcCiPDDoq7dYunQpft7ijHbt2mX6fqHh3QCsR1hEF9z6u3Gu+VJTUyEIP8DY2Bgpyh9w6x8zRK1tLuPD5QM4dX4gKlasiNiEywAO4OqtYRnPtR9FvlkHAwMD3Pr763/7q9IKY5zFTlAw/vm8V0H5DmOcMz/PS6VSNGvWDCYmJvjzzz/xZbWSAHL5cOx9JP6+ewdfODtjXjdnvHyZvlyNIi0VDSuUgaJO+nnR53///XieuNuZoXaxrF9rPj7vuVWxgHmyek3lytYAgK7VSqNVeWlWDwcU0bh/6y+4ublhoUczBAdnHt1apGTxb6Wr4hKjUblaZfSd0jjb6wYASEtLQ0sPR5hWTJ9ZYeuQfp4KxZMzbZaUnJyM0qVLo+1XtfKdJzH1HSqVtsHgH1yRkJB5tF758uUBAO59q6NuGzapdJlxKSns69mi38rOasfNzNJHa9ZqVwXFa3TO6qFqmg5sAABw6V8P5ZuXUbvPwiL9Orvzdy3x+rX6KFSHxlWhVCkyfX8iKjyiNUMfPnyI+fPnY9KkSRg7dixmzZoFU9P0UTaxsek7VTZs2BBubnm/WMrtzVCPcT/9+8BaxqxEMXTqBNwMjsOeU1mvC2VoIMHW1u3xJOw11uzPPA24qWsrlC1bEl26dMl0n6urKxLep2Dg1P9D3eq2aN/eEI6OjnB0zLyDfZcuXfD7uVvYuj/7NfecXGJQumRxbP0sa4fmJdGgAfD7lUg8Ccs8NeGjGpU+wM0NuPh3NE5cLLq7hiaW142RoV+1cIaDgwN2BF7Frj+u5ekxAoD2nVR4GJOI9fdeZFlT74tUxCWlZHm/rePrjI2O9jyJxJvk9JHE/c0s0RTA2msP8TbhfY4ZpAYSzOvTGWXKlcNM3yO4HpzzuVTNyhw9SpeG7+Wb+OVu0T3vPmftV8QvHHPw5cj2cOjhgP0bT+C3X7Jfb9PA0ACtTrZB8N/P8euknJcJAQCnOi5IiEnEvrmBKF3eFO1GOeHU5huIeZn54umfJAYSWFc0hyJNgcjnb9FtaGs4ODhg56xjePsyfTOwxo5NUKqcGfbNDVR7bOteTdGgQQOc/uUGQv7O+v+ZomyR759iRygU58+mr5NYv9YKGBmlP+e7ugDvYkrj3TslrCwlMDK6jT6e79CiuREa1F6S8TiJBOjSbjckn20es3GjgOT3AWhQ+9NyDu+TrPAoxBv2tocAABVtjqBBbfWpzNmxtREQ/S4l43t/9CI0fYqyQ9WdqFHdEFIhFQcOAMYGm9Cg9qdRpwqFCm/fvkNLN+NMX6OoGbVjkNgR/rOBrdJfk3eduQrZuaxfk02LGWOxd3cYGBXDpC0H8fRl3mfZWJWJxQ5nZ9x9l4Z919KfiyrUeQ2LkqbYdz8SfepYYd/9SES9T0Vft/TX5J/+eIjo+Oxfkxt+EYsYlRE2XlN/bhtfvipqfEjFqsBHUOawqYNECEdzV1eEvhcyfY2ixiIw+/e/usZ0sg0qV66M39beQuqHrEf0CoKAju07ISwoGn4r00eONm3zATXm1MCdgHAc36c+mrSlWxuoVCqc3hWEmNeZNxXLSdeBxVGnTh0c33ofr55n/qDe2b02XFxccN73MR7cepavr13UKCJeiR1BVGYLy+KLrs7YN/W42ijhL7o0RuvWrfHbohN4fDP7989lbEui/SRXXJbdgru7O67uuYPAA+qbMZWxKo1mF5vh2R8vceiXE2r3OZ9ogkfXg7F38tGC/cGKmB49eogdQXtxZGiBE60ZWqJECSxduhTe3t745ptvUL16dSxZsgReXl6F9j0jY3RnmmFyWvp0tcRkRbY/Vyvn6ihlZoLNfhezrJmx7giMjdR3gm1arxIGd3PBkq2nEPLiLSJjPiDxfgTGLvJFGVMpOjWywLG/3uBdQiq+HdQSpibGWPh/J/A6OiHH3++pK48wpHsTWFqUw93HnzbBqVvDDolJH3A96FWO05wGN6gOAPjz7vMi/e8YV6roN0NHt2oCLzcXbDx3GetPX8r9Af/TsW4NmBhJcTkkAhHvs/43TFOpkKJQZnn/kbuPMadHGzwtUwZvkl8g4v0HGEgEuNepjtthL3H3dUyO319qYID1Azujgb0tJsgPI/BhSK6ZveumL2S+8/KdbDMXRYahcbkXFUGe33VBrzEdIF9xGDt/9M+x1rW7E0qWMcWOhQcRlYffhyJVidRkhVptzMuEPD32dXAMgPQNndy7N8Glo7fx8PKntZfPH7iO/pM6w8LKAkFXP20oUsupOt7HJ+P2ucf4kJz/dXa1nWkJ3fmA4aO4eODqdRNUr6ZC2TLqDRrTEoCdbfrfffcbIjnFCP37xMK0RHpTvLy1FEqlEZ4/j0Cd2p8uxMKeC4iLKw6b8u9hWiIm0/csZhwNADA2joZpibxNF27tLsVOuRFCQsLhWPfT97px0xjFTQxQp9ZLGBsDjRsC5uVMcDYgFl07fVr79tRZAyQlFUO71rEwLRGdp++prV4mFO3n9pHtm+CrNi745cRlbDiW9WuymYkxVnl1g1WZkhi58QD+/scO8HnRpE76aM374W8zfl/Hbj7GD33aoFzZ9NFyUe9T8fp9Ktwcq+POs5e4/zImx6956vZjDHRvCKWhESJj0j9UKm4sxRe1qiDgXjDC43LebNGluh0MJBI8fPm2yP8bCi/yt/ljUWVa0gT1Xarj6f1wvAyOzbauRef6MDYxwu0/nyLqf7+bcwduY9iUHqjVoDJ2r/70oU/VOrYoVcYUEUHPEfM6KaM+LwwMJWjsWhuxbxPw95XnWTbf46PTz8PYN8n5+tpFUdqzov1c/l+d3hmI1v1bwKFhDZz/x4e1TTo2RlR4NC7/diPH0cwfxb1OP0/i3yTiTbD67/RNcDSCrjxG006NsX3G3oyvV6tJddhUtca+Fb9negwRFR7Rd5N3cHDAiRMn4Ofnh8mTJ+Pnn3/GvHnzslxDlIAv6lVCMWMpipukT5OvZFsWrZz/1yi8HYKUf3zK2r1lXSSnpOLEn1nvpHz/aeaducubp09DeRDyGg9C0t8sJ7xPwY2gF7AqbQSXShLcexyOyJgPSHifAgOJBDeC1C/41k/vjYYOFeDqtSbjmPzIX+jQrBYWje+GX/wu4nV0Alq7VIdbo2pYJzuf0Qht/4UDWjpXw8VbIXgVFQez4sZo3aQG2n/hgMOB9/AkrOiuF6oLhjR3woS2zfDHoxCcfxiCenbWavffef4KNqXNsKxvZxy78xBh0TFQqVRwrlwBXzVzwuPIKOy/flftMXVsrWBbOv28MzU2ggAB7eukn9P3wl8h4n+71x746z4Gf9EAjRs3RuvoZDyNjkf/JvVQybwMhm3dr/Y1tw7thcaVKqDe7LUZx9Z4doVbzcrYdO4KYt4nqWVPTP6Ap2/U33wYGRqgaz0H3AiNQPAbvjHRdh5ft8PgGT1x7fRdXD15Fw6N1deQfnBd/dP8DoNckfw+Bef8st80oXoDe1hVLAcAKG5WDIIgwLW7E8wsisPE5NPmIG36fYFJ672wavwOnNmb3owoZW6GXl+3x99XnuB9QjLsqlujz4SOUCqV2DBVpvZ9/H46gVZ9mmDm1lHYudgfURHv4Nq9Eb7o3AC/zPLVyUaoLpizwBhWVko41FSidCkVnr+QwMdXiuh3An6Y9qmR4384/a2WrY0SCQkCLl01wOGjhhg1PBU1a3y6sOrSKQ17/aSYMccYQ75KRUU7JSIiJNghl8KkmAo9u6mfB4EXPuDZizsoZph+/MFDCUxM0j/gbO3+aZ318ZOK4dZtCf4482mUnme/VJw4Y4iZ84wx0jsVFhYqnDtvgAt/GmLcmBQY/28QqIEBMHbUB8z/sRiWrlShXZs0PH8hwc+bjeDcWIGmLgWzwz39O4NbOuHrzs1wISgEgX+HwNFe/TX5bugrGEsNsGm0BxxsLbH8YAAMJIJa3buEJLx4m96Y6t3MEU5VbPHnw1BEvouHiZEUTlVt0b9FA9wMjkDAvU8f1hy8fB/9XetjZv8OCHvyEA2jgbZOtWFvWQajflZ/Tf5lbC80qloBjSZ/ek3ecfYvdGlcCz+N7Imfj13ChzQFhrZxhpHUABuPf2rqutWuDI8vHHH+3lNEvIuHoYEEdeysMNC9IULfvMOBy/cK9HdKBWPqGk+8iYjB47svEBudCNtK5vAY7o7S5mZYOXUvAMDSpgymrvFE4OFbiAh9C5VKBccmVdDT2w3PHr7C8b2fXp8T45Oxa/UJjJjZDZOW9UPAoZsoa1ESX03qgKhXMQgJ+fQBd5svG2Hi0r5Y/b0vzvyWPpp+xMxuMDQ0wN9/PUP0m3hYlC+F7l6uqFrHFiun7FFrhBoXk8K5VfqUe4cGFQEAjk2qoFTZEkh+/wHXz2d9XUVF27Xjt/DXyduY8PMIFC9pgognr9BqgCtcOjXE4kFrMxqXk7aMQfvB7hhcbRxe/+O61KWjE8qXL486X6Rf09ZoXBVJCemzLf7Yfzmjbsu03Vh6chZm+U7C7xtPoLRlKQxfPBAhd8NwYts5Df7EVOTkMFuC/h3Rm6Ef9e7dG126dMGCBQvQs2dPseNoranebVDeolTG7bZNaqJtk/TRa19+uwUvo9JHKVmWNYWLoz2OXwxCooY33jCQCDA0UN9oIS4xGaPm78G4AW4Y7+kOE2NDhEa8w4JfTuBI4Kcp/OGvY2FW3Bhj+jZHKVMTpKUpERz+Fsu2ncZvZ+9o9OegzFo6pDeYWtSojBY1Kme6v/bM1UhI/oC3CYnwau6EcqbFYSAREBETj92XbuKXgKtI+mwEsGfT+vjSqY7asTWeXQEAM/xO4ODN9AXtUhUKTJH7Y5VHW4xr7wYjqSEevHyN0TsO4vqzcLXHS4TM52Cr/2Uf3aoJRrdqonbf1eDnGPKrn9qxdrWroVTxYpmat6SdmnaoDwBwbusI57aZl/PoWHZExt/NbcvAqVUdnPW9jPfx2U+p6z68Ndp5NlM79sP2MQCAGzc+TdOTSAQYGBqoTW1WpClQ1dEO7T2boUSp4oiOjMXlo7cgW34YcZ/tIpoQ8x6TOy/F8Lm9MWJ+HxgXN8KLx6+wctw2nJLr5lRyXVC1qhJnzhng4O9SJCUBZiWB+o4KzJ6RitoOn5qcKhXgu1+KV5ECJAJQvboSi+enwM1VvZFoZanCr5uSsHWHFLt9pHj7VkCZsirUra3E0MEfYF9R/U3wwiUJAHZn3N5/UIr9B9PXWPzz3KcRTEoloFCqf8BcsiSwaV0yNmw2wvpNRkhOBuztlJgxNQVdO6k/R3dsp4BEkozdcimOniiGkmYqdGyfhlHDi/ZoPF3gVjf9dc21VmW41sr8mlz/29UoZ1YCdf/X/Pzeo1WmGv+r9zFbnr6kyOOIKLjVroJvuriitGkxKBQqhEa9w6+nrmJXwA0o/nEhlqpQYMSG/ZjRyx3u9erBsX4DPAh/ja83H8RfTz97Tc7ifeG7xCR4r/PF5B5uWODZAYYSCW4/e4lhP/nh2et3GXVhUTHp36tDE5QzTd98JOJdLH67fB9bz1xFQjLPQ20U8uAl3Ls0QGfPL2BS3AjxMUm4/1cIVkz2waM76bMC3ickI+ZtAr4c5o7S5qYwkEgQGfEOv++4gD0/n8m0ceCBX88jMT4JPbxboGW3hnifmIK/Ah/g4K4AtBlcLaNO+N9rsvCP1+TQR6/QacAXaNm9IYqbFkNSYgoe3g7DzMG/4MaFR2rfp1Q5U8zcMFjt2FffdgAARL6IxhC3HwvyV0VaZG6vFRi6aAC85vWDWVlTPH8QjkUDViNg76f3YgYSSfr59dnArW9/GgUAcHFxAQD0+LojenzdEQDQTtIno+7O+b8xs8tieM3rhwW/T0PK+xRcPvwX/m/qrmyXjiCiwiGoVNq3+EBYWBhCQkLQsGFDlCxZcLseNx20qsC+lj6yKm2Eoe3ssPVU0Z6qLqY4e454/i9sihthfN0KWH/vhU5NW9e0ihv/zr2IsmVuXxJ95rph39zAPE2Tp6zJ7h3LvYiylZBoh1t/T0OD2kt0cskBTWm9bLLYEYq08qZGGONcARuvvSjy09XFYvN7eO5FlC3zCiXQe7IT/Fbe0Pmp7IUp7Vlo7kWULYsqZdFvZWfsnXyUU93/g1PKfWJH0FqdKk8qtK99LEQ/+2RaMzL0nypWrIiKFSuKHYOIiIiIiIiIiIh0iFY2Q4mIiIiIiIiIiPSe9k3oLvIkuZcQERERERERERERFX0cGUpERERERERERKSNuJt8gePIUCIiIiIiIiIiItILHBlKRERERERERESkjbhmaIFjM5SIiIiIiIiIiEgbsRla4DhNnoiIiIiIiIiIiPQCR4YSERERERERERFpI44MLXAcGUpERERERERERER6gSNDiYiIiIiIiIiItJFSKXYCncORoURERERERERERKQXODKUiIiIiIiIiIhIG3HN0ALHkaFERERERERERESkFzgylIiIiIiIiIiISBtxZGiB48hQIiIiIiIiIiIi0gscGUpERERERERERKSNlBwZWtDYDCUiIiIiIiIiItJCKpVS7Ag6h9PkiYiIiIiIiIiISC9wZCgREREREREREZE24jT5AseRoURERERERERERKQXODKUiIiIiIiIiIhIG6k4MrSgcWQoERERERERERER6QWODCUiIiIiIiIiItJGSu4mX9A4MpSIiIiIiIiIiIj0AkeGEhERERERERERaSOuGVrgODKUiIiIiIiIiIiI9AJHhhIREREREREREWkhFdcMLXBshhIREREREREREWkjTpMvcJwmT0RERERERERERHqBI0OJiIiIiIiIiIi0kZIjQwsaR4YSERERERERERGRXuDIUCIiIiIiIiIiIm2k4gZKBY0jQ4mIiIiIiIiIiEgvcGQoERERERERERGRFlJxzdACx5GhREREREREREREpBc4MpSIiIiIiIiIiEgbcc3QAseRoURERERERERERKQXODKUiIiIiIiIiIhIC3HN0ILHZigREREREREREZE24jT5Asdp8kRERERERERERKQXBJVKxfG2lCdVqlQBAAQHB4uchPQVz0HSBjwPSRvwPCRtwPOQxMZzkLQBz0OioocjQ4mIiIiIiIiIiEgvsBlKREREREREREREeoHNUCIiIiIiIiIiItILbIYSERERERERERGRXmAzlIiIiIiIiIiIiPQCm6FERERERERERESkF9gMJSIiIiIiIiIiIr0gqFQqldghiIiIiIiIiIiIiAobR4YSERERERERERGRXmAzlIiIiIiIiIiIiPQCm6FERERERERERESkF9gMJSIiIiIiIiIiIr3AZigRERERERERERHpBTZDiYiIiIiIiIiISC+wGUpERESkhXbu3Im3b9+KHYOIiIiISKewGUpERESkhby9vfH06VOxYxARERGA1q1b48GDB2LHIKICwGYoZRIREYG0tLRc6+Lj4xEYGKiBRESf3Lt3D/v27cMff/wBlUoldhzSUTVq1MCdO3cybqtUKgwdOhRhYWFqdVeuXIGBgYGm45Ge4HMcFQWHDx/G8uXLsWvXLiQkJIgdh/RMUlISfvrpJ3z99ddYuHAhnj9/LnYk0mEBAQGIi4sTOwYRFQA2QykTOzs73LhxI+O2UqlElSpVcP/+fbW6v//+G61atdJ0PNIDMpkMgwcPznTcy8sL9evXR//+/dGyZUs0bdqUb0ioUDx58gTJyckZt5VKJXbs2IGoqCgRUxERiWPt2rVo166d2jGFQoHWrVujR48e+P777+Hl5YV69eohMjJSpJSky3744Qc4OjqqHXv//j0aN26Mb775Bhs3bsTs2bPRoEEDBAcHi5SSiIiKCkOxA5D2+XwkikqlwrNnz5CSkiJSItI327dvh729vdqxXbt2YdeuXejYsSPGjh2Lhw8fYvbs2Vi9ejXmzJkjUlLSJxylR2Lw8fHBhQsXcq0TBAETJ07UQCLSR35+fnByclI7tnHjRgQEBMDb2xsTJ07Ew4cPMXr0aCxduhSrVq0SKSnpqpMnT6Jbt25qx9asWYOgoCDMmjULU6ZMwcOHD9GrVy/8+OOP2LJli0hJSdcJgiB2BCIqAGyGEpHWuX//Pry9vdWO7d69G6VLl4afnx+KFy+Orl27IiEhAX5+fmyGEpHOWrt2bZ7q2AylwvTo0SOMHz9e7Zivry+srKzwyy+/wMDAAHXr1sWzZ8+wZcsWNkOpwIWEhMDZ2Vnt2IEDB2Bvb4958+YBABo1aoRp06Zh5cqVYkQkPeHp6QkTE5Nc6wRBwO3btzWQiIj+DTZDiUjrvHv3DhUqVMi4rVAocOHCBXTu3BnFixfPOO7q6soLLiLSaZcvX4aLi4vYMUjPxcXFwdraOuP2hw8fcOXKFfTt21dt3WQnJyeu2UiF4v379yhTpkzG7cTERNy+fRteXl5qdbVr10Z4eLim45EeqVmzJiwsLMSOQUT/EZuhRKR1ypcvr7ZRzbVr15CUlIQWLVqo1QmCAImESx9T4QgICMCLFy8ApK8ZKggCzp07h2fPnmXUPHr0SKR0RESaY2dnh4cPH8LNzQ0AcPHiRaSmpsLd3V2tLjU1FcWKFRMjIum4SpUq4datW2jZsiWA9NdohUKRaf+ChIQEmJmZiZCQ9MXs2bP5ISWRDmAzlLK0cuVKWFlZAfi0Tt7y5cvVPgXjAvlUWFq2bIlly5ahVatWsLCwwIoVK2BgYIAePXqo1d28eRMVK1YUKSXpumnTpmU6NmXKlEzHuHYUEem6Ll264Mcff0Tt2rVhbW2NefPmwdjYGN27d1eru3r1KipXrixSStJl/fr1w6JFi2BhYQFra2vMmDEDJUuWRNeuXdXqLly4gOrVq4uUkoiIigo2QymTihUr4urVq2rH7O3tcfny5SxriQra/Pnz4eLigooVK0IikUChUGDq1KlZbqr0cYQAUUEKCQkROwIRkdaYNWsWzpw5kzEyVBAErF69GpaWlhk1CoUC27dvR58+fcSKSTpsypQp+PPPP/HVV18BAExNTfHrr7+iVKlSGTXJycnYvn07Ro8eLVZMIiIqIgQVt8clIi0UExODffv2ITY2Fo0aNco0DSoqKgo7duxA586dUatWLZFSEhER6Ye0tDQEBAQgJiYGDRs2RNWqVdXuf/fuHc6ePYsmTZqorftNVJCePHmCmJgY1KxZM9N0+ISEBDx8+BDVqlVTa5ISFRRvb2/Mnj2bI+CJdACboURERJ9JTk7G8uXL4e7unjES6nOBgYE4f/48vvvuuzztKkqUX/nZII67yVNhGjp0KGbNmsUGAImmdevW+Pnnn+Hg4CB2FCIi0gFshlImkZGR8PT0xOTJk9G5c+csa44ePYqVK1di586dsLW11XBC0nVyuRwdO3ZE2bJlM46FhYXBxsYGhoafVvcIDw/Hr7/+itmzZ4sRk3TYzz//jMWLF+PBgwcoUaJEljWJiYmoVasWvvnmG0yePFnDCUkf5GeDOEEQoFAoCjEN6TOJRILLly9z0xASDc9B0gb16tXLc60gCLh9+3YhpiGi/4LNUMpk+vTpOHPmTKZ1Qz/XtGlTNG/eHCtXrtRQMtIXBgYGuHTpUsYbXoVCASMjI1y7dg1OTk4ZdVeuXEGzZs3YAKAC17hxY/Tu3TvLTZT+admyZdi3bx+uXbumoWRERJrHRhSJjecgaYMhQ4bkunFmSEgIAgMD+SElkZbjBkqUyf79+zF16tRc64YPH47ly5ezGUoFLqvPaPi5DWlSUFAQmjRpkmtd48aNMX/+fA0kIiISV24NAKLCxnOQxLZ9+/Zs73v27BkWLVqEP//8E1ZWVpgyZYrmghFRvrEZSpmEhYWhZs2audbVrFkToaGhGkhERKR5SqVS7AhERFpj8uTJKF26dK51giDA39+/8AOR3vH09MzTGt2cnkyaFBISgkWLFmHXrl0oV64cli1bhtGjR6NYsWJiRyOiHLAZSpmYmJggNjY217rY2FhuGkJEOql69eq4cOEC2rRpk2NdYGBgph2ViQpKyZIl81wrCEKeXruJ/q3ExEQYGBiIHYP0WM2aNWFhYSF2DCIAQHBwMBYuXAiZTAYLCwssX74cI0eOZBOUqIhgM5QyqV+/Pvz9/dG1a9cc6/z9/VG/fn0NpSJ9k9VUKE6PIk3p06cPli9fjl69eqFu3bpZ1ty7dw/r1q3Dd999p+F0pC8SEhJgZmaGnj17okqVKmLHIT23ceNGrtdIopo9ezbPQRLd06dPsXDhQuzevRvW1tZYtWoVRowYASMjI7GjEVE+sBlKmQwfPhze3t5o2rQphg0blmXN1q1bsX37duzYsUPD6UhfZDUVql+/fmqftiYlJWk6FumJiRMnYt++fWjatCnGjBmDTp06wc7ODoIgICwsDMeOHcOmTZtQrVo1TJw4Uey4pKOWLFkCHx8f7Nq1C02aNIGnpyf69esHS0tLsaMRERHpHS8vL/j4+MDGxgbr16/HsGHDIJVKxY5FRP8Cd5OnLH311VeQyWRwcnJC586dMzUBbty4gYEDB2Lnzp1iRyUd5O3tna/6bdu2FVIS0mfR0dEYO3Ys/Pz8Mm3gJQgC+vTpgw0bNqBs2bIiJSR98eDBA8hkMvj4+CAsLAytW7fGwIED8eWXX8LU1FTseKQHuJM3iY3nIGkDiUQCIH05JWNj4xxruXYtkXZjM5SytWnTJqxatQpPnjxRO16tWjVMnjwZo0aNEikZEZHmPH/+HIGBgQgPD4dKpUKFChXg7u6OChUqiB2N9NClS5fg4+MDX19fxMfHY9q0aZg1a5bYsUjHtWrVChs3boSDg4PYUUhPeXt7Y/bs2ahcubLYUUiPDRkyJF/LdnHABpH2YjOUchUeHq7WBLC1tRU7EhERkd46d+4cdu7ciV27dsHDwwO+vr5iRyIiIiIiKjLYDCUirfPkyRMEBQWhW7duasdPnDiBmTNnIigoCNbW1pg4cSLGjRsnUkrSZdHR0fmq51R5Kmx//fUX5HI59u7di3fv3qFz584YMGAAunTpkutUPaL/qnv37nmuFQQB/v7+hZiG9FG9evXyXMvpyURElBs2QymTAwcO5Kvew8OjkJKQvvrqq68QGhqKwMDAjGN3796Fs7MzjI2N0a5dOzx+/Bj37t3DgQMH0KNHDxHTki6SSCR5ngYlCALS0tIKORHpo0ePHkEul8PHxwchISFwd3eHp6cnevXqhZIlS4odj/RIy5Ytc31OjIuLw82bNyEIAhQKhYaSkb7Iy/TkkJAQBAYG8hykQtO+fXusX78eNWvWBACoVCosWLAAI0eOhLW1dUbdrVu34OHhgeDgYLGiElEu2AylTD4uDJ2Tj29G2ASgwlC9enV88803aqM+R44ciW3btuH69euoX78+VCoVevTogfj4eJw7d07EtKSLtm/fnuNFl0KhgI+PD86cOcOLLio0EokEZmZm6NGjB/r37692oZUVJycnDSUj+iQ+Ph7r1q3D6tWrkZiYiBEjRmDdunVixyI98uzZMyxatAg7duxAuXLlMGXKFEyaNEnsWKSDPt/IS6FQwMjICNeuXVN7Db5y5QqaNWvG94dEWsxQ7ACkfUJCQnK9f9GiRThz5gwsLCw0lIr0ycuXL1GrVi21Y0eOHEGTJk1Qv359AOmN+KFDh2LMmDFiRCQdN2TIkCyPq1QqyOVyLFmyBA8fPkS3bt0we/ZszYYjvRIfH4/du3dDJpNlW6NSqdiUJ42Lj4/H2rVrsWbNGiQlJWHEiBH4/vvvUb58ebGjkZ74eE2ya9culCtXDsuWLcPo0aNRrFgxsaORHuHYMqKiic1QysTe3j7L4x8/dd25cyfKlSuHlStXYvTo0RpOR/rAxMQEHz58yLgdGhqKly9fwsvLS63O3NwcsbGxmo5HekipVEImk2HhwoV4+vQpunXrBrlcjoYNG4odjXQYR72TNoqLi8OaNWuwdu1aJCcnY9SoUZg6dWquI5eJCkpwcDAWLlwImUwGCwsLLF++HCNHjmQTlIiI8ozNUMpVcHAwFi1ahN27d8Pc3BzLli3DqFGj+IaDCk2dOnXg5+eHTp06AUhfx1YQBHTs2FGtLjQ0lBdfVKiUSiV2796d0QTt2bMnfH19M0YoExUmd3d3sSMQZYiNjc1ogn748AFjxozBlClTYGlpKXY00hNPnz7FwoULsXv3blhbW2PVqlUYMWIEjIyMxI5GRERFDJuhlK2nT59mNEGtrKywYsUKjBw5krvWUqH7/vvv0aVLF4SGhqJ8+fLw8/NDo0aN4ObmplZ36NAhrpFHhUKpVGLnzp1YtGgRgoOD0atXLxw4cAB169YVOxoRkcbNmTMH69atg0KhwNixY/Hdd9/B3Nxc7FikR7y8vODj4wMbGxusX78ew4YNg1QqFTsW6aGHDx/C0DC9jfJxeZoHDx6o1Xx+m4i0DzdQokyePHmChQsXQi6Xw9raGtOmTcPw4cP5qStp1J49e/DTTz8hJiYGjRo1wuLFi2FjY5Nx/+vXr9GxY0dMmzYNffv2FTEp6aJq1aohJCQErVu3xqxZs3JtgpYtW1ZDyUifdO/ePc+1giDA39+/ENOQPpNIJBAEAU2aNMm1CcpzkQrDxw1eq1evnuvADEEQcPv2bU3EIj3z8bnwnz62U/55nGt5E2k/NkMpE6lUCqVSidatW2PYsGG5NkE9PDw0lIyISDM+XnQByHFX+Y/4ZpcKQ8uWLfN0/n3ENUapsPBcJLENGTIkX+fgtm3bCjEN6avz58/nq57L3RBpLzZDKZN/NgFyw0+8SCxv376Fr68vZDIZLly4IHYc0jE7duzIV/3nm3sRERERERGRdmIzlDIJDQ3NV312u88TFbSkpCQcPHgQMpkMp06dQmpqKpydnXHlyhWxoxERieavv/7Chg0bsHXrVrGjEBERERFpPTZD6T9JSEiAqamp2DFIhykUCpw8eRIymQz+/v5ITEyEIAjw9vbG5MmTUatWLbEjkp7i6GTSFvv370ffvn05U4MKzciRIzFjxgxUqlQp49jOnTvRrVs3lClTJuNYUFAQvv76a5w9e1aElKTL2rdvj/Xr16NmzZoA0tdkXLBgAUaOHAlra+uMulu3bsHDwwPBwcFiRSUdxrW8iXRH3udDE/1PWloafv/9d/Tr1w9WVlZixyEddenSJYwbNw42Njbo2rUrjh07Bk9PTxw8eBAqlQqDBw9mI5Q0LikpCT4+PujatStsbGzw9ddfIzU1VexYRESFasuWLXj9+nXGbYVCAW9vb4SEhKjVxcXF5XtNPaK8OH36NGJjYzNuK5VKzJs3DxEREWp1KSkp+Z7lRpRXhw8fxvnz5xEfH5/rn7i4OLHjElEODMUOQEVHYGAgZDIZ/Pz8EBMTA2tra3z99ddixyIdVLVqVTx79gzFihVD165d4enpic6dO0Mqlaq9ESbSBI5OJiLKjJPLSGw8B0nTOnbsiNOnT+PZs2fo378/PD094ejoKHYsIvoX2AylHN25cwcymQw+Pj4IDw+HsbExUlJSsG7dOowZMyZfmy0R5dXHkSYuLi748ssv0b59e0ilUpFTkb65dOkSZDIZ9u3bh6ioKJQuXRqenp7o0qULevbsydHJRERERHrk6NGjGcskyeVyLF++HLVq1cKgQYMwYMAAVKxYUeyIRJRHbIZSJqGhoZDL5ZDJZAgKCoKBgQHat2+PpUuXws3NDXZ2dnB0dGQjlArNP5vwnp6eKFGiBHr06AFPT0+4uLiIHY/0AEcnkza4ceNGnuq4Nh4REZFmlCtXDmPGjMGYMWPUrptnzJiBZs2aYeLEifDw8BA7JhHlgs1QyqRy5coQBAHOzs746aef0LdvX5QrVw4A2AQgjahbty4WL16MxYsXIzAwEHK5HH5+fvDx8UGpUqUgCAIePXoENzc3saOSjuLoZNIGjRs3hiAIudapVKo81RH9F3FxcYiOjgaQvn7858cAvk+kwvXw4UMYGqZfvn7cMO7BgwdqNZ/fJipM9vb2mD59OiZMmIAFCxZgxYoVsLCwYDOUqAjgbvKUiZWVFd68eYOyZcuid+/e8PT0zGg6xcbGokyZMggICGAjijQqLS0NR48ehVwux6FDh5CcnAx7e3sMHjwYc+fOFTse6Zh79+5ljE4OCwvLNDrZ0tKSz4NU6PK7EY27u3shJSF9J5FIMjXcs2rCfzz2sVFFVFCyOwcBqB3nOUiakpaWhmPHjmVcm5iZmaFPnz4YNmwY6tevL3Y8IsoFm6GUiVKpxKlTpyCTyXDw4EEkJibC1tYW/fv3R+fOndG6dWs2AUhUiYmJ2L9/P+RyOc6ePYsPHz6IHYl02D9HJ7979w6lSpVCbGwsNm/ejOHDh4sdjyhLO3fuRLdu3VCmTBmxo5AO2LFjR77qvby8CikJ6St+OETaIiAgION9oUKhQM+ePTFw4EC0bduWy8gRFSFshlKOkpKS4O/vD5lMhpMnT2ZMixozZgy+++47VKpUSdyApPfevHkDCwsLsWOQHuDoZCoqFAoFjIyMcO3aNTg5OYkdh4iISCfY2dkhKioKnTp1gqenJ7p16wZjY2OxYxHRv8BmKOVZdHR0xs55Fy9eBAC0aNECAQEB4gYjnfPP9cfyomzZsoWUhPTV6dOn0aZNm2zXYeToZNJmCoUCUqkU169fZzOUiIiogEgkEkilUhgZGeW6VrcgCFxHmUiLsRlK/8rz588hk8kgl8tx584dseOQjslqXaiccF0oKmgSiQTW1tYYMGAABgwYgMaNG2dby9HJpG3YDKWCNmHChDzXCoKAtWvXFmIa0kfdu3fPc60gCPD39y/ENKSv5s6dm69rlDlz5hRiGiL6L9gMpX8tLCwMAQEBGDx4sNhRSMds375d7Y2GQqHA8OHDMWfOnCyXZuDaZFTQPi6I7+/vj8TERFSrVg2DBg3CgAEDUK1aNbHjEeWIzVAqaBKJBKampjA3N0dulw6CICA4OFhDyUhfSCQSmJmZ5fk57dy5c4WciIiIijI2Q+lf279/P/r27ctReVToeGFPYklOToa/vz/kcjlOnDiB1NRUNG7cGIMGDULfvn1hZWUldkSiTPicSQWtTp06ePDgAVxdXeHp6Yk+ffpwiRrSqM6dO+P06dMZm7p6enrC0dFR7FikZ3r06IGff/4Ztra2Ykchov+I250RERFlo1ixYujXrx/8/f0RGRmJzZs3w9TUFBMnTkSFChXQoUMH7Ny5U+yYRESF6v79+7hx4waaNm2KH3/8EeXLl0e3bt2wd+9eJCUliR2P9MDRo0fx8uVLTJ06FRcuXEDDhg3h6OiIpUuXIiwsTOx4pCdu376NWrVqYe3atbmOkici7cZmKBERUR6UKlUKw4cPx5kzZ/D8+XOMGTMGp0+fhre3t9jRiIgKXf369bF06VKEhobi1KlTsLGxwddffw1LS0t89dVXuHDhgtgRSceVK1cOY8aMwR9//IGnT5/C09MTMpkMlStXRosWLXDgwAGxI5KOCwoKwtixYzF16lS4uLjg5s2bYkcion+JzVAiIqI8evPmDX766Sf07t0bP/30E4yMjPDll1+KHYt01NChQxESEpLvx0kkEsyZMwc2NjaFkIoIcHNzw+bNmxEREYGvv/4aPj4+WLVqldixSI/Y29tj+vTpuHTpEqZMmYJLly5h9+7dYsciHWdiYoIlS5bg5s2bKF68OFxcXDBp0iS8evUK0dHRmf4QkfbimqH0r3HNUCosn795SEtLg7W1Nc6ePYt69eplque6ZVSY4uPjsX//fvj4+ODcuXNQKpVwd3fHwIED0bt3b5QsWVLsiKSjJBIJLl++DBcXF7GjEKm5e/cu5HI59uzZg4iICHTo0AHjx49Hu3btxI5GeiAtLS1jo8NDhw7BzMwMffr0wbBhw1C/fn2x45EemT9/fo47zPM6mUh7GYodgLSPmZlZtk/o/5SWlqaBNKSPzM3NszwH27Rpk2U932hQQUtJScHhw4chl8tx7NgxJCcno2HDhliyZAkGDBiA8uXLix2RiEijnj17BrlcDrlcjqCgILi6umL69Ono06cPypQpI3Y80gMBAQGQy+Xw8/ODQqFAz549ceDAAbRt2xYSCSc8kuYoFAqsXLkSy5Ytg4ODAyZOnAgjIyOxYxFRPrAZSplMnjw5T81QosKydetWnoMkKktLSyQkJKBy5cr47rvvMHDgQNSsWVPsWKSH+FxI2qBZs2a4cuUK6tevjyFDhmDAgAHcTZk0ys7ODlFRUejUqRN++eUXdOvWDcbGxmLHIj108eJFjBkzBo8fP8aMGTMwbdo0SKVSsWMRUT5xmjwREdFnJkyYgIEDB6JJkyZiRyE9JpFI4OrqitKlS+daKwgC/P39Cz8U6SWJRAJTU1PY29vn2qAXBAG3b9/WUDLSFxKJBFKpFEZGRnk6B2NjYzWUjPTJ8OHDsX37dri7u2PTpk2oXr262JGI6F/iyFD6VxQKBU6ePAmZTMbFyqlQ/PHHHyhfvjyqVauW5f2PHz/Gq1ev0KJFCw0nI32wbt26jL8/fvwYly9fxqtXryAIAqytrfHFF1+gatWqIiYkfZGYmAgDAwOxY5CeGzx4MEcpk6hmz57Nc5BE5+/vj19//RVeXl451gUFBUEmk2HhwoUaSkZE+cWRoZQvly5dgkwmw759+/DmzRuUL18e4eHhYsciHXP48GH069cPt27dyvYT1ydPnqBhw4bYunUr+vTpo+GEpA8iIiLg7e2N06dP4/OXSkEQ0LFjR/z666+wtrYWKSHpOm6gREREpD3evn2LcuXKZXlfeHg4fHx8IJfLcevWLRgbGyMpKUnDCYkor7jSNOUqKCgIP/zwA6pWrQpXV1ds3LgRzs7OOHLkCJ4/fy52PNJB69evx4gRI3KcelKtWjWMGDECW7Zs0WAy0hfv379Hq1atcPHiRXz33Xc4deoUHjx4gKCgIJw6dQqTJk3C+fPn0aZNG77RJSKd98033yAxMVHsGKTHevTowQEYJLrPG6GxsbHYsmULWrduDXt7e3z//feQSCTYsGEDIiIiREpJRHnBZihlKTw8HCtWrICTkxPq1q2LpUuXolq1ali7di1UKhWmTp2KTp06cedGKhTXrl1D+/btc61r164drl+/roFEpG/+7//+D+Hh4bh48SKWLl2KNm3aoEaNGqhZsybatGmD5cuX48KFCwgNDcWvv/4qdlwiokK1fft2ODg4cF1aEs3t27dRq1atjGsRIrGkpKTAz88PHh4esLa2xsiRIxEeHo7JkycDAFatWoUxY8agTJkyIiclopywk0WZ/POTLalUilWrVuHFixc4ceIEvvrqK7HjkR54//49zMzMcq0zNTXlSBUqFL///juGDx+O+vXrZ1vToEEDDB8+HAcOHNBgMtIn7u7uKFmypNgxiPDw4UM0b94cX375Jb788kuO0CONCwoKwtixYzF16lS4uLjg5s2bYkciPTR06FBYWVmhX79+uHz5MkaPHo2rV6/i4cOHmDFjBhv1REUIm6GUSUBAAJRKJTp06IC1a9fim2++gZWVldixSI/Y2Njg/v37udbdu3cPNjY2GkhE+ubevXto1apVrnWtW7fO07lK9G+cO3cODg4OYscggrW1Nfbs2YMTJ07g/v37qF27NtatW8cLf9IYExMTLFmyBDdv3kTx4sXh4uKCSZMm4dWrV4iOjs70h6gwbN++HfHx8ejQoQOuXLmC1atXo3HjxmLHIqJ/gRsoUSa///47fHx88PvvvyM5ORmVKlXCgAED4OnpCVtbW5QpUwYBAQFwc3MTOyrpqLFjx+LUqVO4ceNGtiNE4+Pj0ahRI7Rr1w4bNmzQcELSdcbGxggICMAXX3yRY92lS5fQsmVLpKSkaCgZ6ZPu3bvnuVYQBE5hJo348OEDpk+fjjVr1sDExCTTkkmCICA2NlakdKQv5s+fj7lz52a7w7xCodBwItIH69atg4+PD65cuQKJRAI3Nzd4enqid+/eEASB18lERYih2AFI+3Tv3h3du3dHYmIi9u/fD7lcjqVLl2Lx4sWoWbMm3+RSoZs+fTr27t2LZs2aYcmSJWjbti2MjY0BpF+EnTp1CtOnT0d0dDSmT58uclrSRampqTAwMMi1TiKRIC0tTQOJSB/FxcVle6FPJJaDBw/Cx8cH5ubmGD58OIyMjMSORHpEoVBg5cqVWLZsGRwcHDBx4kSeg6QxEyZMwIQJExAcHIzdu3djz549GDlyJMaNG4eWLVtCEAQolUqxYxJRHnBkKOXJmzdv4OPjo/ZJWIsWLeDl5YUhQ4aIHY900LVr19CnTx88f/4cBgYGsLCwgCAIePPmDdLS0lCxYkX4+vrC2dlZ7KikgyQSCfr06ZPrEiGRkZHw8/PjCBQi0nnBwcEYO3YsTp48CW9vb6xYsYIbhJBGXbx4EWPGjMHjx48xY8YMTJs2DVKpVOxYpOf++usvyGQy+Pr6IiIiAqampujduzcGDx6Mli1bih2PiLLBZijl28dPwnx8fPDo0SM2AajQfPjwAb6+vjh//jzCw8OhUqlQoUIFtGrVCr179+ZIACo0lSpVyteIvJCQkEJMQ0QkroULF2Lx4sWoWLEiNm/ezCmgpHHDhw/H9u3b4e7ujk2bNqF69epiRyJSo1KpcO7cOezevRu//fYb4uLieJ1MpMXYDKV8CQoKwr1792Bubo4WLVrgzp07cHJyEjsW6al3795h/fr1mD17tthRiIgKzbNnz7BlyxZcunQJr169giAIsLa2RvPmzTFs2DBUrFhR7Iik40xMTDBt2jRMnz49xw8iY2NjsW/fPgwfPlyD6UgfWFhYYMWKFfDy8sqxLigoCDKZDAsXLtRQMtI3J0+exE8//YSQkBDY2Nigb9++GDZsmFrNhw8fcPjwYXh4eIiUkohyw2YoZennn3/GgQMHkJqaij59+mDcuHEYPXo0/u///i+jpk6dOjh79izMzc1FTEq6LDIyEmFhYahUqRIsLCwyjoeHh2PFihXYsmULUlJS8OHDBxFTkj5TqVQ4c+YM2rZtK3YU0lFyuRzDhg1DSkoKbG1tYWdnB5VKhRcvXiA8PBzFihXD9u3b0bdvX7Gjkg579OgRatSokeV9KSkpOHToEORyOY4dO4YPHz5wNBQVuLdv36JcuXJZ3hceHg4fHx/I5XLcunULxsbGSEpK0nBC0geHDh1Cjx49ULp0aVSvXh3Pnz9HZGQkZs2ahblz54odj4jyQZJ7CembtWvXYty4cVCpVChTpgymTJmCYcOGYe/evVi+fDmOHDmCJUuWICwsDPPnzxc7Lumgd+/eoUuXLrCxsUHTpk1hY2ODiRMnQqlUYubMmahWrRrWr1+PHj164N69e2LHJT10/fp1TJo0Cba2tujQoYPYcUhHPXjwAEOHDkXz5s1x//59PH/+HH/++ScuXbqE58+f4+7du2jatCm8vLzw6NEjseOSDvu8EapSqXD69GkMHToUVlZW6NevH65evYoJEybg7t27IqUkXfZ5IzQ2NhZbtmxB69atYW9vj++//x4SiQQbNmxARESESClJ1y1evBitWrVCWFgYrly5ghcvXmDMmDFYsWIFN04iKmI4MpQyqVu3Lrp3744ff/wRAODn54d+/fplNEk/Wr16NTZs2IAnT56IFZV01LfffouNGzdi6NChqF+/PkJDQ7F582Y4Ojrijz/+QI8ePbB06dJsR6kQFYYnT55ALpdDJpPhyZMnMDIyQvfu3eHl5YXOnTuLHY900Pjx43HmzBncunUr26nJKSkpaNiwIdq1a4e1a9dqOCHpm+vXr0Mul2PPnj2IjIyEmZkZOnXqBF9fX5w7d45riVKh+nwUckpKCqpXr46ePXtixYoVPAep0JUtWxa7du1Cly5dMo69fPkStra2ePr0KSpXrixiOiLKD0OxA5D2CQ4ORvv27TNud+jQASqVCo0aNVKra9y4MZ4/f67peKQHjhw5glmzZuGHH37IONaiRQt07doVI0aMwObNm0VMR/rk9evX2LNnD2QyGa5fvw4AaNq0KZ48eYLDhw+jTZs2IickXRYYGIiRI0fmuEajsbExRo4ciW3btmkwGemb+fPnZ3wQJJVK0alTJwwcOBDdunVDUlIS9u7dK3ZE0nFDhw7FgQMHEB8fDysrK4wePRoDBw5E48aNERsbi+XLl4sdkfRATEyM2tJdAGBpaQkgfWYbm6FERQeboZRJcnIyihcvnnH749+NjY3V6oyMjJCWlqbRbKQfwsLC4O7urnasZcuWAIBBgwaJkIj0zc6dOyGTyXD27FkoFArUr18fS5cuxYABA1CiRAmULVsWUqlU7Jik40JDQ+Ho6JhrnaOjI0JDQzWQiPTV3LlzIQgCOnTogG3btsHKyirjvuTkZBGTkb7Yvn17xjm4efNm2NnZiR2J9FRcXByio6Mzbn+8Hv78OJA+kpSItBOboZQlQRDydIyoMKSmpmZqvn+8XaJECTEikZ4ZMmRIxkXXqlWr4ODgkHFfbGysiMlIn8THx8PMzCzXOlNTUyQkJGggEemrb7/9Fr6+vjh+/Dhq1qwJDw8PeHp6cnQ8acyaNWvg4+OD48ePo3LlynBzc4Onpyd69+7NaxTSqOzWis/q+ZCbyRFpLzZDKUutWrWCRKK+v1aLFi3UjnGRaCpMPj4+uHDhQsZtpVIJQRAgk8kQEBCQcVwQBEycOFGEhKTLevbsiWPHjuH48eMIDg6Gp6cnBgwYgOrVq4sdjfSISqXK80U+l4CnwrRq1SqsXLkSZ8+ehUwmw2+//Ybt27fDysoK3bp1gyAIbEhRoZowYQImTJiA4OBg7N69G3v27MHIkSMxbtw4tGzZEoIg8NqECh2XpCHSHdxAiTKZN29evurnzJlTSElIX33eiM+JIAj81JUKRVxcHPbt2we5XI7z589nrJ3cvXt3zJkzhxs1UKGTSCQoXrx4rs+JSqUSSUlJfC4kjfnw4QMOHToEmUyWsZFN5cqV4eXlha+++orr5pFG/PXXX5DJZPD19UVERARMTU3Ru3dvDB48OGN5JSJtERgYiEaNGnGWG5GWYDOUiIgoFy9fvoRcLodcLsfNmzcBAF988QVGjRqFXr168Y0tFQp+OEna5P79+9i8eTNCQkJga2uLXr16oV27dll+cMTGPGmSSqXCuXPnsHv3bvz222+Ii4vjOUhaRaFQwMjICNeuXYOTk5PYcYgIbIYSERHly8OHD7F79274+PggODgYpqamiIuLEzsWEVGhuXDhAtq0aYO0tDSYm5sjOjoaSqUSGzZswOjRozPqIiIisGfPHkyaNEnEtKSrTp48iZ9++gkhISGwsbFB3759MWzYMLWaDx8+4PDhw/Dw8BApJVFmCoUCUqkU169fZzOUSEuwGUpEWicsLCzb+6RSKcqVKwcjIyMNJiLK2uXLlyGXy7Fu3bqMY5wGRUS6pm3btnj79i1+//132NnZIS4uDt7e3jh//jyioqLEjkd64NChQ+jRowdKly6N6tWr4/nz54iMjMSsWbMwd+5cseMR5YjNUCLtw2YoEWkdiUSS40YMEokELi4umDdvHtq2bavBZEQ54zQoKkg1atSAn58f6tWrByB9KuiwYcMwd+5cVKxYMaPuypUraNasGaeFUqGxtLTEpk2b1EbbPXv2DFWqVEFoaCjs7OxETEf6oFmzZjAxMYG/vz9MTU2hVCoxYcIEbN++HXFxcflab55I09gMJdI+3E2eiLTOvn37sr1PoVDg5cuXOHjwIDp16oQTJ06gdevWGkxHlDN+xkgF5cmTJ0hOTs64rVQqsWPHDowbN06tGUpU2KKiolChQgW1Yx8boFFRUWyGUqF78OABdu3aBVNTUwDpH4zPnDkTP//8M0JDQ7lpFxER5QuboUSkdXr16pVrzTfffAMPDw8sWLCAzVAi0htstpNYcpqxQVTYYmJiYGFhoXbM0tISAPDu3Ts2Q4mIKF/YDCWiImvw4MEYPHiw2DGIiIh0XqtWrbKcityiRQu144IgIDY2VpPRSE/ExcUhOjo643ZaWlqWxwGgbNmyGs1GRERFC5uhRFRkmZiYIDU1VewYREREOm3OnDliRyBChw4dsjzepk2bTMe4hjKJKSwsDAEBARmDNiQSCby8vGBubi5yMiL6iM1QIiqyzp49ixo1aogdg4io0AQEBODFixcA0tcMFQQB586dw7NnzzJqHj16JFI60hdshpLYtm3bJnYEojy7du0avL29M5qhgiDwHCbSMmyGEpHW+Xyq0z8pFAq8evUK/v7+WL16NdasWaO5YEREGjZt2rRMx6ZMmZLpGNdzJCJd5uXl9a8fGxgYiEaNGqFEiRIFmIiIiIoyNkOJSOuYm5vnemFvZGSEqVOnYuzYsRpKRZQ7ToOighQSEiJ2BCKiIk2hUKBVq1a4du0anJycxI5DRERags1QItI6W7duzbYZamhoCAsLCzRp0gSlSpXScDKinHEaFBUke3t7sSMQERV5KpVK7AhERKRl2AwlIq0zZMgQ3L9/H5s3b0ZISAhsbGzQu3dvtGvXTuxopCfMzMzyPO2YOyeT2E6ePIklS5bg7NmzYkchIiIiItJ6bIYSkda5cOEC2rZti9TUVJibmyM6OhpbtmzBhg0bMHr0aLHjkR6YPHmyWjNUoVBg4cKFGDFiBGxsbERMRvomNjYWx48fR1hYGKpWrYru3bvD0DD97du+ffuwePFi3Lp1C5UrVxY5KRERkW7L64flaWlpGkhDRP+FoOK8ASLSMm3btsXbt2/x+++/w87ODnFxcfD29sb58+cRFRUldjzSQwqFAlKpFNevX+eaY6QxDx48QNu2bfHy5cuMaZ7Ozs7Yv38/BgwYgD///BP29vaYMWMGhgwZktEkJSKidHz9poI0d+7cfG1YOGfOnEJMQ0T/Bd81E5HWuXPnDjZt2gQ7OzsAQMmSJbFy5UpUqVIFz58/zzhORKTLZs6cCYVCAblcjvr16yM0NBTTp0+Hs7Mz3r17h5UrV2LcuHFsghIREWnA3LlzxY5ARAVEInYAIqLPRUVFoUKFCmrHPjZAOTKUiPTF1atXsWjRIvTr1w8ODg7o0KEDtm3bhsjISPz444/49ttv2QglIiLSMsePH0eVKlXEjkFEOWAzlIi0Un6moBAR6aKIiAjUrl1b7djH282bNxcjEhFRkSKRSODl5QVzc3Oxo5AeSUxMRGhoqNgxiCgHHE5ARFqpVatWkEgyf17TokULtePcyZs0iU160iSVSgUDAwO1Yx+f/4yMjMSIRERUpAiCgG3btokdg4iItAyboUSkdbjYOIktu91CP2/GA2zIU+GaPHkySpcunXH740ZK3377LUqVKpVxXBAE+Pv7azoeEZFGlCxZMs+1fF0mIqLcsBlKRFqHzVAS2+TJkzkKlETn5uYGQRAQHx+vdtzd3R0AMh0nItJVCQkJMDMzQ8+ePbkWIxER/WeC6uMQAyIiIiIiIiIts2zZMvj4+OD27dto0qQJPD090a9fP1haWoodjfTIqlWr8lR39+5d7Ny5EwqFopATEdG/xWYoERFRPr158walS5eGVCoVOwrpsODgYLRr1w7r1q1Dly5dsqw5cuQIJkyYgKNHj6JmzZoaTkhEpFkPHjyATCaDj48PwsLC0Lp1awwcOBBffvklTE1NxY5HOi6r/QyyIwgCm6FEWoy7yRMREX3m2rVr2LBhQ6bjW7duhbm5OaytrVGqVCl899134GeKVFhWrlyJypUrZ9sIBYAuXbqgevXqWLlypQaTERGJw8HBAQsWLMCTJ09w/vx51KhRA1OmTIGVlRUWLFggdjzScUqlMs9/2Agl0m5shhIREX1m2bJlOHr0qNqxCxcuYMSIEShRogQmTpyINm3aYPXq1di5c6dIKUnXHTlyBEOGDMm17quvvsKpU6cKPxARkRb54osv8OWXX6JTp05ISUnB3bt3xY5ERERFBDdQIiIi+sz169cxY8YMtWObNm2CVCpFYGAg7O3tAQDe3t7YtGkTvLy8xIhJOu7ly5eoVKlSrnX29vaIiIgo/EBERFrgr7/+glwux969e/Hu3Tt07twZvr6+OY6iJyoIYWFh2d4nlUpRrlw5GBkZaTAREf1bbIYSERF9JjIyEtWrV1c7dvz4cbRo0SKjEQoAvXv3hre3t6bjkZ4wMzPD69evc617/fo1zMzMNJCIiEgcjx49glwuh4+PD0JCQuDu7o4FCxagV69eKFmypNjxSE9UqlQJgiBke79EIoGLiwvmzZuHtm3bajAZEeUXm6FERESfKVWqFOLi4jJuP3z4ENHR0XB1dVWrK1myJN6/f6/peKQnnJ2d4ePjAw8PjxzrfHx84OzsrKFURESa5+DgADMzM/To0QOrV6+GtbU1AODJkydZ1js5OWkyHumJffv2ZXufQqHAy5cvcfDgQXTq1AknTpxA69atNZiOiPKDu8kTERF9pnPnzjAyMsLBgwcBALNnz8aiRYtw5coVNG7cOKNu69atWLx4MR4/fixSUtJlR48eRdeuXTFz5kzMnTsXBgYGavcrFArMmzcPixYtwuHDh9GpUyeRkhIRFa5/7uKd08g8lUrFXbxJdB4eHnj37h3OnTsndhQiygaboURERJ+5fPky3NzcULlyZVhaWuLixYto3749jh8/rlbXpUsXlC1bFrt27RIpKem6H374AT/++COsra3Rtm1b2NnZQRAEhIWF4fTp04iMjMSMGTO4izIR6bTz58/nq97d3b2QkhDl7uDBgxg8eLDaLCMi0i6cJk9ERPSZpk2b4uzZs9i0aRNiYmIwa9YsTJkyRa3m9evXMDQ0xODBg0VKSfpg4cKFcHV1xYoVK+Dn54fk5GQAQLFixeDq6opt27ahQ4cOIqckIipcbG5SUWJiYoLU1FSxYxBRDjgylIiIiKgIUCgUePv2LVQqFczNzTNNmyciIiLxff/99zh+/Dhu374tdhQiygZHhhIREf0Ld+7cgUwmg4+PD8LCwsSOQ3rAwMAAlpaWYscgItK4ypUrZ7tWqFQqhaWlJdzd3TF+/HhYWVlpOB3pi+jo6GzvUygUePXqFfz9/bF69WqsWbNGc8GIKN84MpSIiCiPQkNDIZfLIZPJEBQUBCMjI3Tr1g2+vr5iRyMiItJZ48aNy7YZ+nEX74CAABgbG+PixYuoWrWqhhOSPpBIJDlu4AUARkZGmDx5MhYuXKihVET0b7AZSkRElIO3b9/C19cXMpkMly5dytipdvr06fjuu+9QunRpsSMSERHpvdjYWLi5uaF27drw8fEROw7poO3bt2fbDDU0NISFhQWaNGmCUqVKaTgZEeUXm6FERESfSUpKwsGDByGTyXDq1Cmkpqaidu3aGDhwIDp16gQnJycEBATAzc1N7KhERET0P7t378akSZPw+vVrsaMQEZEW45qhREREn7G0tMT79+9RoUIFfPvtt/D09ET9+vUBpI88ISIiIu1ja2vL12kqNL6+vmjXrh3KlCkjdhQi+o8kYgcgIiLSNikpKVCpVChZsiTKlCnDqfBERERFwL1792BjYyN2DNJRAwYMwOPHjzNuK5VK1KhRA3///beIqYjo32AzlIiI6DOvXr3Cxo0bUaZMGcycORNVqlRB8+bN8fPPP3PqHRERkRa6cOEC5s+fDw8PD7GjkI76fIVBlUqFJ0+eIDk5WaRERPRvcZo8ERHRZ8qWLYtRo0Zh1KhReP78OWQyGeRyOcaNGwcDAwMIgoDAwEA0btwYxYsXFzsuERGRTnN0dMxxN/lXr14hJiYGrq6umD9/vobTERFRUcMNlIiIiPLo3r172L17N/bs2YOwsDCYmprCw8MD27dvFzsaERGRzhoyZEiuu3i7u7ujffv22dYR/VcSiQSXL1+Gi4sLgPRGvFQqxfXr1+Hk5CRyOiLKDzZDiYiI/oU//vgDcrkcfn5+ePPmjdhxiIiIiKgQSSQSfPPNN7CzswOQvmbo999/j2+//Ra2trZqtYIgYOLEiWLEJKI8YDOUiIjoM8HBwWjXrh3WrVuHLl26ZFlz5MgRTJgwAQcPHoSjo6OGExIRERGRJkkked9yRRAEKBSKQkxDRP8Fm6FERESf+frrr/Ho0SOcOnUqx7qOHTvC3t4emzdv1lAyIiIi/bNq1ao813JEHhER5YbNUCIios9UqlQJCxcuxKBBg3Ksk8lk+OGHHxASEqKhZERERPpHIpFkrAWa2+UrR+SRtlGpVBg2bBjmzp2LihUrih2HiADkfZw3ERGRnnj58iUqVaqUa529vT0iIiIKPxAREZEeK126NEqUKIFBgwbh2LFjSEtLg1KpzPIPG6GkbZRKJXbs2IGoqCixoxDR/7AZSkRE9BkzMzO8fv0617rXr1/DzMxMA4mIiIj0V2RkJHbt2oXk5GR4eHjAxsYGEyZMwJUrV8SORpQnnJBLpF3YDCUiIvqMs7MzfHx8cq3z8fGBs7OzBhIRERHpL6lUih49emDv3r2IjIzEsmXL8OjRI7i6uqJq1aqYNWsWHj16JHZMIiIqItgMJSIi+sz48eOxf/9+zJo1K8vpdgqFArNnz8aBAwcwYcIEERISERHpJ1NTUwwePBjHjx9HREQEevXqhSVLlmDatGliRyMioiLCUOwARERE2qZz586YMWMGFi1ahF9//RVt27aFnZ0dBEFAWFgYTp8+jcjISMyYMQOdOnUSOy4REZFeiY6Oxr59+yCXy3HhwgXUqVMHvXr1EjsWEREVEdxNnoiIKBvHjx/HihUr8OeffyI5ORkAUKxYMbi6umLy5Mno0KGDyAmJiIj0w/v373Hw4EH4+PjgxIkTsLW1xYABA+Dp6Ym6deuKHY8oWwqFAlKpFNevX4eTk5PYcYgIbIYSERHlSqFQ4O3bt1CpVDA3N4eBgYHYkYiIiPSGp6cnDh06hOLFi6NPnz4YMGAAmjdvLnYsojxhM5RI+7AZSkRERERERFpLIpHAzMwMzZs3h6Fhziu9CYIAf39/DSUjypvz58+jcePGKFGihNhRiAjcQImIiIiIiIi0mJubG5ycnJCUlIT4+Pgc/8TFxYkdl3TU7du3YWhoiMOHD2dbc/ToUUilUly7dk3tuLu7OxuhRFqEI0OJiIiIiIiIiHIwePBgJCYmYv/+/TnW9e3bF1KpFDKZTEPJiCi/ODKUiIiIiIiIiCgHZ86cQf/+/XOt69OnD86fP6+BRET0b+W84AoRERERERGRiG7cuJGvem5SQ4XhzZs3KF++fK515cuXx5s3bzSQiIj+LTZDiYiIiIiISGs1btwYgiDkWqdSqSAIAhQKhQZSkb4pW7Ysnj9/nmvdixcvUKZMGQ0kIqJ/i2uGEhERERERkdbK75Rjd3f3QkpC+qxXr16IiYnBmTNncqxr27YtSpUqlevaokQkHjZDiYiIiIiIiIhycOnSJbRo0QIDBw7E6tWrUbZsWbX73717h4kTJ0Imk+GPP/5A06ZNRUpKRLlhM5SIiIiIiIiIKBe//PILxo8fD4lEAmdnZ9jZ2UEQBISFheHatWtQKBTYsGEDRowYIXZUIsoBm6FERERERESktbp3757nWkEQ4O/vX4hpSN/dvXsXa9euxfnz5xEeHg4AsLW1RatWrTBhwgTUrVtX5IRElBs2Q4mIiIiIiEhrtWzZMtcNlOLi4nDz5k1uoERaITAwEG5ubmLHIKJscDd5IiIiIiIi0loBAQHZ3hcfH49169Zh9erVMDY25vRkEpW/vz+WLl2KK1eusClPpMUkYgcgIiIiIiIiyo/4+HgsXLgQlStXxo8//ohBgwYhODgY69atEzsa6SilUolly5ahVq1aKFGiBOrVq4fffvsNAHDy5Ek4OjrCw8MDr169wi+//CJyWiLKCafJExERERERUZEQFxeHNWvWYO3atUhOTsaoUaMwdepUWFtbix2NdNy6devw7bffolatWnB0dERYWBiuXr2K77//HkuWLIGNjQ3mzp0LLy8vGBpyEi6RNmMzlIiIiIiIiLRabGxsRhP0w4cPGDNmDKZMmQJLS0uxo5GeqFevHho2bIgdO3ZkHFu9ejUmT54MNzc3HDlyBCVKlBAxIRHlFZuhREREREREpLXmzJmDdevWQaFQYOzYsfjuu+9gbm4udizSM2ZmZjhw4ADatWuXcezdu3coV64cjh49io4dO4qYjojyg81QIiIiIiIi0loSiQSCIKBJkya5NkEFQYC/v7+GkpE+kUgkuHz5MlxcXDKOKRQKSKVSXL9+HU5OTiKmI6L84EIWREREREREpLXc3NwgCAKA9I2TiMTy8OFDtfVAP+4Y/+DBg0y1bI4SaS+ODCUiIiIiIiIiysHHEcr/bKH88/bHhr1KpYIgCBmNUiLSPhwZSkRERERERESUg3PnzokdgYgKCEeGEhERERERkda6ceNGvuo5PZkKy/3797F582aEhITAxsYGffr0Qdu2bcWORUT5xGYoERERERERaa2P05Nzw+nJVJguXLiAtm3bIjU1Febm5oiOjoZSqcSGDRswevRoseMRUT6wGUpERERERERaKyAgIE/N0I/c3d0LMQ3pq7Zt2+Lt27f4/fffYWdnh7i4OHh7e+P8+fOIiooSOx4R5QOboUREREREREREObC0tMSmTZvg4eGRcezZs2eoUqUKQkNDYWdnJ2I6IsoPbqBEREREREREWqt79+55rhUEAf7+/oWYhvRVVFQUKlSooHbsYwM0KiqKzVCiIoTNUCIiIiIiItJahw8fhpmZGTdGItHlZ7kGItJenCZPREREREREWqtz5844ffo0bG1t0b9/f3h6esLR0VHsWKRnJBIJihcvDolEonY8ISEh03FBEBAbG6vpiESUR2yGEhERERERkVZ7+/YtfH19IZfLcenSJdSqVQuDBg3CgAEDULFiRbHjkR6YN29evurnzJlTSEmI6L9iM5SIiIiIiIiKjNDQUMjlcvj4+OD+/fto1qwZJk6cqLaxDRERUXbYDCUiIiIiIqIiJzExEQsWLMCKFSvQvXt3HDhwQOxIRERUBHADJSIiIiIiIioS0tLScOzYMcjlchw6dAhmZmYYO3Yshg0bJnY0IiIqItgMJSIiIiIiIq0WEBAAuVwOPz8/KBQK9OzZEwcOHEDbtm0zbWhDRESUE06TJyIiIiIiIq1lZ2eHqKgodOrUCZ6enujWrRuMjY3FjkVEREUUm6FERERERESktSQSCaRSKYyMjCAIQo61giAgNjZWQ8mIiKgo4jR5IiIiIiIi0lpz5swROwIREekQjgwlIiIiIiIiIiIivcCVpomIiIiIiIiIiEgvsBlKREREREREREREeoHNUCIiIiIiIiIiItILbIYSERERERERERGRXmAzlIiIiIiIiIiIiPQCm6FERERERERERESkF9gMJSIiIiIiIiIiIr3AZigRERERERERERHphf8HDjAMKpzkAesAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HEATMAP – HIERARCHICAL CLUSTERING \n",
    "feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Calculate cluster-wise means\n",
    "hier_means = df_hier.groupby(\"HIER\")[feature_cols].mean().round(2)\n",
    "\n",
    "# Plot heatmap\n",
    "plt.figure(figsize=(15, 7))\n",
    "sns.heatmap(\n",
    "    hier_means,\n",
    "    annot=True,\n",
    "    cmap=\"viridis\",\n",
    "    fmt=\".2f\"\n",
    ")\n",
    "plt.title(\"Hierarchical Clustering (k = 5) – Heatmap of Cluster Means\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8ec48790-0bcd-4cab-a794-b6657186adfb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Hierarchical Silhouette Score (k=5): 0.2118\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SILHOUETTE – HIERARCHICAL\n",
    "hier_labels = df_hier[\"HIER\"].values\n",
    "\n",
    "# Silhouette score\n",
    "sil_score_hier = silhouette_score(scaled_dbscan_clean, hier_labels)\n",
    "sil_values = silhouette_samples(scaled_dbscan_clean, hier_labels)\n",
    "print(f\"\\nHierarchical Silhouette Score (k=5): {sil_score_hier:.4f}\")\n",
    "\n",
    "# Bar Plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "y_lower = 10\n",
    "n_clusters = len(np.unique(hier_labels))\n",
    "\n",
    "for i in range(n_clusters):\n",
    "    cluster_sil_values = sil_values[hier_labels == i]\n",
    "    cluster_sil_values.sort()\n",
    "    size_cluster = cluster_sil_values.shape[0]\n",
    "    y_upper = y_lower + size_cluster\n",
    "\n",
    "    plt.fill_betweenx(\n",
    "        np.arange(y_lower, y_upper),\n",
    "        0,\n",
    "        cluster_sil_values,\n",
    "        alpha=0.7,\n",
    "    )\n",
    "    plt.text(-0.05, y_lower + size_cluster / 2, str(i))\n",
    "    y_lower = y_upper + 10\n",
    "plt.axvline(sil_score_hier, color=\"red\", linestyle=\"--\")\n",
    "plt.title(\"Silhouette Plot – Hierarchical Clustering (k = 5)\")\n",
    "plt.xlabel(\"Silhouette Coefficient\")\n",
    "plt.ylabel(\"Cluster\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7a142a57-827e-4b40-817a-33bd8c057f1f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Davies–Bouldin Index for Hierarchical (k = 5): 1.4862\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAAGACAYAAAB8yxG1AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAASbxJREFUeJzt3XdYFFf/NvB7EVhYREEBFSIoIMVYU9CoEVQUxfYEQwySKOpjDxq7xij2rrHE2KJoYokt2MAGIiZRIyaWn4oVC1EjCKyNvjvvH77s4wILu7C4I9yf6+JSZs45811YuJkzZ2clgiAIICIiIoMyMnQBRERExEAmIiISBQYyERGRCDCQiYiIRICBTEREJAIMZCIiIhFgIBMREYkAA5mIiEgEGMhEREQiwEAmIiISAQbyG7Zp0yZIJBLVh5mZGWrXro127dph3rx5SE5OfmM13L17t9yPVZS7d++qfQ0kEgmqVauGpk2bYtmyZVAoFG/k+Js2bSqx7fTp0yGRSNS21atXDyEhIXqrJ//7ce7cOb2NqctjFIOQkBBUrVpV4/6qVauqfc3ftsdXUP7z6smTJyW21ffzrSAfHx/4+Pho1TY3NxceHh6YP3++apsuj6U8FfV7Jf/jl19+UWv75Zdf4j//+Y9hCi2GsaELqKzCw8Ph4eGB3NxcJCcn4/fff8eCBQuwePFi7NixA76+vuV27K5du+L06dOoU6dOuR1DG6GhoejTpw8AQC6XY//+/Rg9ejSSkpKwZMkSg9ZWnIiICFSrVs3QZVRqderUwenTp+Hi4mLoUsqdmJ5vP/zwA9LT0xEaGmroUjR6/fdKvgYNGqh9Pn36dHh4eOD48eNo3779myyvWAxkA2nUqBE++OAD1ee9evXC6NGj0aZNGwQEBODmzZuoVatWuRzb1tYWtra25TK2LhwdHdGyZUvV5507d8bly5exfft2UQdy8+bNDV1CpSeVStWeO2WVm5sLiUQCY+PS/0pUKBTIy8uDVCrVW12AeJ5veXl5WLRoEQYMGAALCwtDl6NRwd8rRXFxcUHnzp0xf/58UQUyp6xFxNHREUuWLMHz58+xdu1a1fZz587h888/R7169WBubo569eohKCgI9+7dU7W5ePEiJBIJNmzYUGjcQ4cOQSKRYP/+/QA0T1lHR0ejQ4cOqFatGmQyGVq3bo2YmBi1NikpKRg8eDDq1q0LqVQKW1tbtG7dGtHR0Xr5GlSvXh0mJiZq25RKJRYuXAgPDw9IpVLY2dmhb9+++Oeff9TaaZra03ZKLjIyEs2aNYNUKkX9+vWxePHiItsVPM6JEycgkUiwfft2TJkyBfb29qhWrRp8fX1x/fr1Eo9blPwp3Fu3bsHf3x9Vq1ZF3bp1MXbsWGRnZ6u1ffjwIT777DNYWlqievXq6N27N/79998ixz137hx69OiBGjVqwMzMDM2bN8fOnTtV+588eYK6deuiVatWyM3NVW2/evUqLCws8OWXX5bq8eibpinrmzdvok+fPrCzs4NUKoWnpydWrVql1ib/+/Xzzz9j7NixcHBwgFQqxa1bt5CSkoLhw4ejYcOGqFq1Kuzs7NC+fXv89ttvRR5/4cKFmD17NurXrw+pVIrY2FgAwJ9//onu3bujZs2aMDMzg4uLC77++utCj+Px48cICgpC9erVUatWLQwYMABPnz5Va1PU81oul2Ps2LFwdnZW/Uz4+/vj2rVrqjYzZsxAixYtUKNGDVSrVg3vvfceNmzYgNK+wd/+/fvx4MEDrZ4D165dg7OzM1q0aPFGLsOVxpdffono6Gjcvn3b0KWoMJBFxt/fH1WqVMHJkydV2+7evQt3d3csW7YMR44cwYIFC/Do0SN8+OGHqus2TZs2RfPmzREeHl5ozE2bNql+YDXZsmULOnXqhGrVqmHz5s3YuXMnatSoAT8/P7VQ/vLLL7F3715MmzYNR48exY8//ghfX1+kpqbq/FiVSiXy8vKQl5eH1NRUbNy4EYcPHy70Az9s2DBMnDgRHTt2xP79+zFr1iwcPnwYrVq10tt1q5iYGPTs2ROWlpb45ZdfsGjRIuzcubPIr6cm33zzDe7du4cff/wR69atw82bN9G9e/dSXxPPzc1Fjx490KFDB+zbtw8DBgzAd999hwULFqjaZGZmwtfXF0ePHsW8efOwa9cu1K5dG7179y40XmxsLFq3bg25XI41a9Zg3759aNasGXr37q0KNhsbG/zyyy+Ij4/HxIkTAQAZGRkIDAyEo6Mj1qxZU6rHoq3850PBD21cvXoVH374IS5fvowlS5bg4MGD6Nq1K0aOHIkZM2YUaj958mTcv38fa9aswYEDB2BnZ4e0tDQAQFhYGCIjIxEeHg5nZ2f4+PjgxIkThcZYsWIFjh8/jsWLF+PQoUPw8PDAkSNH8PHHH+P+/ftYunQpDh06hG+//RaPHz8u1L9Xr15wc3PDnj17MGnSJGzbtg2jR48u9nE+f/4cbdq0wdq1a9G/f38cOHAAa9asgZubGx49eqRqd/fuXQwZMgQ7d+7Er7/+ioCAAISGhmLWrFlafT0LioyMhJ2dHRo2bFhsu7i4OLRq1QpNmjRBbGws7OzsNLYVBEHj97w0zwEAmD9/PkxNTSGTydCmTRvViUhBPj4+EAQBUVFRWo9d7gR6o8LDwwUAQnx8vMY2tWrVEjw9PTXuz8vLE168eCFYWFgIy5cvV21fsWKFAEC4fv26altaWpoglUqFsWPHFqrhzp07giAIwsuXL4UaNWoI3bt3VzuOQqEQmjZtKnh5eam2Va1aVfj666+1frxFuXPnjgCgyI+QkBAhLy9P1TYhIUEAIAwfPlxtjD///FMAIHzzzTeqbU5OTkK/fv0KHc/b21vw9vYudPzw8HDVthYtWgj29vZCZmamatuzZ8+EGjVqCAV/TAoeJzY2VgAg+Pv7q7XbuXOnAEA4ffp0sV+Pop4T/fr1EwAIO3fuVGvr7+8vuLu7qz5fvXq1AEDYt2+fWrtBgwYVeoweHh5C8+bNhdzcXLW23bp1E+rUqSMoFArVtgULFggAhIiICKFfv36Cubm5cOnSpWIfR1nkP97iPl7/mhf1PfTz8xPeeecd4enTp2pjf/XVV4KZmZmQlpYmCML/vl9t27Ytsa68vDwhNzdX6NChg/DJJ58UOr6Li4uQk5Oj1sfFxUVwcXFRey4VFBYWJgAQFi5cqLZ9+PDhgpmZmaBUKlXbCj7fZs6cKQAQjh07VmL9+RQKhZCbmyvMnDlTqFmzptr4BX8+NPH09BQ6d+6s8bGkpKQIP//8s2BqaiqMHDlS7fmkSf73QpuP/N9Xmjx8+FAYNGiQsHPnTuG3334Ttm7dKrRs2VIAIKxfv77IPg4ODkLv3r1LrPNN4RmyCAkFppRevHiBiRMnwtXVFcbGxjA2NkbVqlXx8uVLJCQkqNoFBwdDKpWqTeNt374d2dnZ6N+/v8bjnTp1CmlpaejXr5/aX6RKpRKdO3dGfHw8Xr58CQDw8vLCpk2bMHv2bJw5c0ZtWjO/dk1/4RZ8XKNGjUJ8fDzi4+MRGxuLuXPnYufOnQgKClK1yZ8CLDhl5+XlBU9Pz0JT6qXx8uVLxMfHIyAgAGZmZqrtlpaW6N69u9bj9OjRQ+3zJk2aAIDapQVdSCSSQsdv0qSJ2nixsbGwtLQsdOyCi1pu3bqFa9euITg4GID6mai/vz8ePXqkNr0+fvx4dO3aFUFBQdi8eTNWrlyJxo0bl1izpu+9Uqkssa+5ubnq+VDww9zcvNi+WVlZiImJwSeffAKZTFbo8WVlZeHMmTNqfXr16lXkWGvWrMF7770HMzMzGBsbw8TEBDExMWo/a/l69Oihdonlxo0buH37NgYOHKj2XNKkqOdMVlZWsdO8hw4dgpubW4kLP48fPw5fX19Ur14dVapUgYmJCaZNm4bU1NRSTSM/fPiw2LPdOXPmICQkBPPnz8fy5cthZFRyvLz//vsav+cFP+zt7Ysdq06dOli3bh0CAwPRpk0b9OnTBydPnkTz5s0xadKkIs+y7ezs8ODBg5If/BvCRV0i8/LlS6Smpqr98uvTpw9iYmIwdepUfPjhh6hWrRokEgn8/f2RmZmpalejRg306NEDP/30E2bNmoUqVapg06ZN8PLywrvvvqvxmPlTaZ9++qnGNmlpabCwsMCOHTswe/Zs/Pjjj5g6dSqqVq2KTz75BAsXLkTt2rWxefNmjeEfHh6uFqzvvPOO2sI2Hx8fSCQSTJ48GUeOHIGfn59qKryoFeH29valDrvXpaenQ6lUonbt2oX2FbVNk5o1a6p9nr+45/XvkS5kMlmhX+pSqRRZWVmqz1NTU4tc/Few7vzv8bhx4zBu3Lgij/f69L9EIkFISAgiIyNRu3Ztra4b3r17F/Xr1y9yX79+/Up8iZKRkZHa86HgvuKkpqYiLy8PK1euxMqVK4tsU/DyRlHPqaVLl2Ls2LEYOnQoZs2aBRsbG1SpUgVTp04tMpALjpGSkgLg1XNbG6V5zqSkpMDR0bHYcc+ePYtOnTrBx8cH69evxzvvvANTU1Ps3bsXc+bMKdVzMjMzs9g/MrZs2QIHBwd8/vnnWo9ZtWpVNGvWTKu2pVlwZ2Jigt69e2PSpEm4efMmPD091fabmZmV+uezPDCQRSYyMhIKhUK1COnp06c4ePAgwsLCMGnSJFW77Oxs1fWu1/Xv3x+7du3CsWPH4OjoiPj4eKxevbrYY9rY2AAAVq5cqXF1Yv4vfRsbGyxbtgzLli3D/fv3sX//fkyaNAnJyck4fPgwunfvjvj4+CLH0PTL+nX5Z5UXL16En5+f6hfWo0ePCv2Se/jwoap24NUPV8EFT8CrX8SvtyvI2toaEomkyIVQmhZHiUXNmjVx9uzZQtsL1p3/+CdPnoyAgIAix3J3d1f9/9GjRxgxYgSaNWuGK1euYNy4cVixYkWxtdjb22v83hf39dcHa2trVKlSBV9++SVGjBhRZJuCz7+Cry8HXoWKj49PoZ+Z58+fFzlmwTHyX71QcMGhPtna2pY4/i+//AITExMcPHhQLUT37t1b6uPa2NgU+Tsn3+HDh9G7d298/PHHiImJgZOTU4ljxsXFoV27dlod/86dO6hXr5625arkz8wV9UddWlpaqcYsLwxkEbl//z7GjRuH6tWrY8iQIQBe/cALglDopRQ//vhjkYuFOnXqBAcHB4SHh8PR0RFmZmZqU8BFad26NaysrHD16lV89dVXWtfr6OiIr776CjExMfjjjz8AvAqIgn/16+LChQsAoJoay39JwpYtW/Dhhx+q2sXHxyMhIQFTpkxRbatXrx4uXbqkNt6NGzdw/fr1YgPBwsICXl5e+PXXX7Fo0SLVL7Dnz5/jwIEDpX4sb0K7du2wc+dO7N+/X236c9u2bWrt3N3d0aBBA1y8eBFz584tdkyFQoGgoCBIJBIcOnQIW7duxbhx4+Dj46MxzAHA1NRU4xlueZPJZGjXrh3Onz+PJk2awNTUtFTjSCSSQj9rly5dwunTp1G3bt0S+7u5ucHFxQUbN27EmDFj9P4SKADo0qULpk2bVuxraPNfwlWlShXVtszMTPz888+lPq6Hh0exK5KdnJzw22+/wdfXVxXKBV//W1D+lLU2SpqyLkpubi527NgBGxsbuLq6qu3Ly8tDUlJSsYtd3zQGsoFcvnxZdY0rOTkZv/32G8LDw1GlShVERESo/tKuVq0a2rZti0WLFsHGxgb16tVDXFwcNmzYACsrq0LjVqlSBX379sXSpUtRrVo1BAQEoHr16sXWUrVqVaxcuRL9+vVDWloaPv30U9jZ2SElJQUXL15ESkoKVq9ejadPn6Jdu3bo06cPPDw8YGlpifj4eBw+fLjYX9Sa3L9/X3Vd7+XLlzh9+jTmzZsHJycn1Xju7u4YPHgwVq5cCSMjI3Tp0gV3797F1KlTUbduXbUVqV9++SW++OILDB8+HL169cK9e/ewcOFCrV5zPWvWLHTu3BkdO3bE2LFjoVAosGDBAlhYWBR7VmBoffv2xXfffYe+fftizpw5aNCgAaKionDkyJFCbdeuXYsuXbrAz88PISEhcHBwQFpaGhISEvD3339j165dAF6tMP7tt99w9OhR1K5dG2PHjkVcXBwGDhyI5s2bazXTYQjLly9HmzZt8PHHH2PYsGGoV68enj9/jlu3buHAgQM4fvx4iWN069YNs2bNQlhYGLy9vXH9+nXMnDkT9evX13ql76pVq9C9e3e0bNkSo0ePhqOjI+7fv48jR45g69atZX2Y+Prrr7Fjxw707NkTkyZNgpeXFzIzMxEXF4du3bqhXbt26Nq1K5YuXYo+ffpg8ODBSE1NxeLFi8v0B4KPjw9mzpyJjIwMyGSyItvUqVMHcXFx8PPzQ9u2bXHs2DE0atRI45iWlpZ6+yNuzJgxyM3NRevWrVG7dm0kJSVh5cqVuHDhgup36+suXbqEjIwMrc/Q3wiDLimrhPJX1OZ/mJqaCnZ2doK3t7cwd+5cITk5uVCff/75R+jVq5dgbW0tWFpaCp07dxYuX76scVXxjRs3VOMXtRKz4CrrfHFxcULXrl2FGjVqCCYmJoKDg4PQtWtXYdeuXYIgCEJWVpYwdOhQoUmTJkK1atUEc3Nzwd3dXQgLCxNevnyp9degqFXWZmZmgpubm/D1118Ljx49UmuvUCiEBQsWCG5uboKJiYlgY2MjfPHFF0JSUpJaO6VSKSxcuFBwdnYWzMzMhA8++EA4fvy4VqusBUEQ9u/fLzRp0kQwNTUVHB0dhfnz56tWkL5O0yrr/K9TSccpSNMqawsLi0Jti6on//lRtWpVwdLSUujVq5dw6tSpIo998eJF4bPPPhPs7OwEExMToXbt2kL79u2FNWvWCIIgCEePHhWMjIyEsLAwtX6pqamCo6Oj8OGHHwrZ2dnFPp7S0PR481lYWJS4yjp/+4ABAwQHBwfBxMREsLW1FVq1aiXMnj1b1UbT90sQBCE7O1sYN26c4ODgIJiZmQnvvfeesHfvXqFfv36Ck5NToeMvWrSoyHpPnz4tdOnSRahevboglUoFFxcXYfTo0ar9r69Mfl1RP5tF/Zynp6cLo0aNEhwdHQUTExPBzs5O6Nq1q3Dt2jVVm40bNwru7u6CVCoVnJ2dhXnz5gkbNmwoNL62q6xv3bolSCSSQiv/i3oscrlcaN26tVCjRo1iX1GiTxs2bBC8vLyEGjVqCMbGxoK1tbXg5+cnHDlypMj2U6dOFWxsbISsrKw3Up82JIJQyleJExFRpdK9e3fk5eXh0KFDhi6lTBQKBVxdXdGnTx/MmTPH0OWo8GVPRESklXnz5iE6Olrr675itWXLFrx48QLjx483dClqGMhERKSVRo0aITw8XPSvPiiJUqnE1q1bi1yHY0icsiYiIhIBniETERGJAAOZiIhIBPg65NdYWVkhOzu7yFvqERER6erRo0eQSqWQy+UltmUgvyY7O1unt/kiqqyUSiWysrJgZmam1ZsIEFVWumQKA/k1+WfGiYmJBq6ESNzkcjni4uLg7e0tupWqRGLi7OysdVv+aUtERCQCDGQiIiIRYCATERGJAAOZiIhIBBjIREREIsBAJiIiEgEGMhERkQgwkImIiESAgUxERCQCDGQiIiIRYCATERGJAAOZiIhIBBjIREREIsB3eypHy9OXG7oEonJh+twU9rDH9mfbkSPkGLoconIxynrUGz0ez5CJiIhEgIFMREQkAgxkIiIiEWAgExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJiIhEgIFMREQkAgxkIiIiETB4IN+6dQtDhw5Fs2bNYGxsjEaNGuk8RkREBCQSSan6EhERiYHB31ziypUriIyMRIsWLaBUKqFUKnXqn5mZiTFjxqBWrVrlVCEREVH5M/gZcvfu3ZGUlITdu3fjvffe07n/vHnz4OjoiM6dO5dDdURERG+GwQPZyKj0Jdy+fRtLlizBihUr9FgRERHRm2fwQC6LUaNGoW/fvmjatKmhSyEiIioTg19DLq0DBw7g1KlTuHHjhk79nJ2dNe5LSkqCg4MD5HJ5Gat7xfS5qV7GIRIbkwwTtX+JKiK5RF7mMZRKpdYzwW9lIGdlZeHrr7/GjBkzYGNjo/ex4+Li9DKWPez1Mg6RWNletzV0CUTlJg5lz4KsrCzIZDKt2r6Vgbxs2TIYGRkhKChIdTabk5MDpVIJuVwOmUwGU9Oiz04TExM1juvs7AylUglvb2+91Ln92Xa9jEMkNiYZJrC9bosU9xTkynINXQ5RuQiqFlTmMczMzLRu+1YG8rVr13Dr1i3Y2hb+69za2hqrV6/G0KFDSzW2kZERrKysyljhKzlCjl7GIRKrXFkuciz5PKeKSR9ZoMvC5bcykCdNmoSQkBC1bfPnz8f169cRHh4ONzc3wxRGRERUSgYP5IyMDERFRQEA7t27h2fPnmH37t0AAG9vb9ja2mLgwIHYvHkz8vLyAAAeHh7w8PBQG2fTpk34559/4OPj80brJyIi0geDB3JycjICAwPVtuV/HhsbCx8fHygUCigUCkOUR0RE9EYYPJDr1asHQRCKbbNp0yZs2rSpxDZERERvq7f6xiBEREQVBQOZiIhIBBjIREREIsBAJiIiEgEGMhERkQgwkImIiESAgUxERCQCDGQiIiIRYCATERGJAAOZiIhIBBjIREREIsBAJiIiEgEGMhERkQgwkImIiESAgUxERCQCDGQiIiIRYCATERGJAAOZiIhIBBjIREREIsBAJiIiEgEGMhERkQgwkImIiESAgUxERCQCDGQiIiIRYCATERGJAAOZiIhIBBjIREREImDwQL516xaGDh2KZs2awdjYGI0aNSqxz7NnzzB9+nS0aNECVlZWsLW1RefOnfH333+/gYqJiIj0z+CBfOXKFURGRsLV1RUNGzbUqs/9+/exdu1a+Pr6YseOHQgPD4dCoUCrVq0YykRE9FYyNnQB3bt3R8+ePQEAISEhOHfuXIl96tevj9u3b0Mmk6m2+fr6wtnZGStXrkR4eHi51UtERFQeDB7IRka6n6RbWFgU2mZmZgZPT088fPhQH2URERG9UQafstaXly9f4vz58/D09DR0KURERDoz+Bmyvnz77bfIyMjAV199VWw7Z2dnjfuSkpLg4OAAuVyul5pMn5vqZRwisTHJMFH7l6gikkvkZR5DqVRqPRNcIQJ527ZtWLZsGVatWgVXV9cyjZWVlYW4uDi91GUPe72MQyRWttdtDV0CUbmJQ9mzICsrS229U3He+kA+duwY+vfvj/Hjx2P48OEltk9MTNS4z9nZGUqlEt7e3nqpbfuz7XoZh0hsTDJMYHvdFinuKciV5Rq6HKJyEVQtqMxjmJmZad32rQ7ks2fPIiAgAIGBgViwYIFexjQyMoKVlZVexsoRcvQyDpFY5cpykWPJ5zlVTPrIAl0WLuscyC9fvsSJEyfwxx9/4MGDB8jMzISNjQ0aNmyIdu3a4d1339V1yFJJSEiAv78/WrdujfDwcEgkkjdyXCIiovKgdSDfvHkTS5YswbZt2/DixQtIJBJYWVnBzMwM6enpyMrKgkQiQePGjTFy5EiEhIRo9ZdBRkYGoqKiAAD37t3Ds2fPsHv3bgCAt7c3bG1tMXDgQGzevBl5eXkAgOTkZPj5+cHExATjx4/HX3/9pRpPKpWiefPmOn0RiIiIDE2rQB49ejR++OEHuLu7Y+rUqfDx8UHz5s1hbPy/7o8ePcLp06exd+9ejBo1CkuXLsWmTZvwwQcfFDt2cnIyAgMD1bblfx4bGwsfHx8oFAooFArV/qtXryIpKQnAqxuCvM7JyQl3797V5mERERGJhkQQBKGkRt7e3pg1axbatm2r1aDPnj3DsmXLUL16dYwaNarMRb4p+S+JKm7hly6Wpy/XyzhEYmP63BT25+3xsPlDXkOmCmuUddnzS5dc0eoMWdeXAVWrVg3Tpk3TqQ8REVFlptOdujIzM9GnTx/8/vvv5VUPERFRpaRTIJubm2Pfvn1QKpXlVQ8REVGlpPO9rJs1a4bLly+XRy1ERESVls6BPH/+fCxcuFBvt5ckIiKiUtwYZPjw4Xjx4gXat28Pa2tr1KlTR+2mHBKJBBcvXtRrkURERBWdzoFcs2ZN2NjYlEctRERElZbOgXzixIlyKIOIiKhy0/kaMhEREelfqQI5JSUFkydPxkcffYQGDRrgypUrAIC1a9fi/Pnzei2QiIioMtA5kO/cuYOmTZtixYoVkEgkSExMRHZ2NgDg0qVLWLFihd6LJCIiquh0DuQJEybAysoKN2/exMmTJ/H6rbDbtGmDP/74Q68FEhERVQY6L+qKiYnB6tWrYW9vr/YOTABQp04dPHz4UG/FERERVRY6nyFnZWWhRo0aRe57+fKlVu+BTEREROp0Tk93d3dER0cXue/kyZNo1KhRmYsiIiKqbHSesh40aBDGjBkDe3t7BAcHAwBycnKwe/du/PDDD/j+++/1XiQREVFFV6pbZ164cAGjR4/G2LFjAbxazCUIAgYNGoR+/frpvUgiIqKKTudABoB169ZhwIABiIyMxOPHj2FjY4Nu3bqhVatW+q6PiIioUtA5kO/fv486deqgZcuWaNmypdq+vLw8PHz4EI6OjnorkIiIqDLQeVFX/fr1Nd6N6+LFi6hfv36ZiyIiIqpsdA7k128EUpBCoVB7K0YiIiLSTqleNFxU6GZnZ+PQoUN8a0YiIqJS0Ooa8owZMzBz5kwAr8K44LXj1/33v//VT2VERESViFaB7OXlheHDh0MQBPzwww/49NNPUatWLbU2UqkUjRs3Rp8+fcqlUCIioopMq0Du0qULunTpAuDV7TGnTZvGxVtERER6VKpV1lKptMh9jx49Uk1tExERkfZ0DuQZM2bgn3/+KXLfw4cPMWPGjDIXRUREVNno9WVPL168gImJSZkKIiIiqoy0uoZ86dIlXLhwQfV5VFQUrl27ptYmMzMTW7duhYuLi04F3Lp1C4sXL8aZM2dw+fJleHh44PLly1r13bx5M+bNm4e7d+/C1dUVYWFhCAwM1On4REREYqBVIEdERKimoiUSicbrxObm5ggPD9epgCtXriAyMhItWrSAUqmEUqnUqt/u3bsREhKCSZMmoVOnTti7dy969+6N6tWro1OnTjrVQEREZGgSobg56P/v0aNHePjwIQRBgJeXF8LDwwu977FUKoWLiwvMzc11KkCpVMLI6NXMeUhICM6dO6fVGbKnpycaN26MnTt3qrb5+fnh6dOnOHPmjE415HN2dgYAJCYmlqp/QcvTl+tlHCKxMX1uCvvz9njY/CFyLHMMXQ5RuRhlParMY+iSK1qdIdepUwd16tQBAMTGxuL9999H1apVy1Di/+SHsS7u3LmDa9euYe7cuWrb+/Tpg/79++PJkye8YxgREb1VdE5Db29vVK1aFU+fPsWRI0ewdetWpKenl0dtGiUkJAB4dZb8uoYNG0IQhELXt4mIiMSuVO+HPGvWLMyfPx+ZmZmQSCSIj4+HtbU1OnTogI4dO2LSpEn6rlNN/h8AVlZWatutra0BAGlpaRr75k8fFCUpKQkODg6Qy+VlrhF4Na1HVBGZZJio/UtUEckl8jKP8fpl2ZLoHMg//PADZsyYgeHDh6NLly7o2rWral+3bt3w66+/lnsg5yv4Jhf5l8PL8o5TWVlZiIuLK1Nd+exhr5dxiMTK9rqtoUsgKjdxKHsWZGVlQSaTadVW50D+/vvvMWbMGCxcuBAKhUJtX4MGDXDz5k1dh9RZ/plwenq62j21889s8/cXpbgL687OzlAqlfD29tZLndufbdfLOERiY5JhAtvrtkhxT0GuLNfQ5RCVi6BqQWUew8zMTOu2OgdyYmIi/Pz8itxnaWmpt+ne4uRfO05ISICHh4dq+9WrVyGRSNS26crIyKjQVHhp5QhcfUoVW64sl6usqcLSRxbosnBZ50Vd1atXx+PHj4vcd/fuXdjZ2ek6pM7q168PDw8P7NixQ2379u3b4eXlxRXWRET01tH5DLlDhw5YuHAhevbsqToVl0gkyMvLw+rVqzWePWuSkZGBqKgoAMC9e/fw7Nkz7N69G8CrFd22trYYOHAgNm/ejLy8PFW/mTNnonfv3nBxcUHHjh2xb98+HD16FIcPH9b1IRERERmczoE8c+ZMfPjhh2jYsCE++eQTSCQSfP/99zh//jzu37+vdqMObSQnJxe63WX+57GxsfDx8YFCoSh0vTowMBAZGRmYO3cuFi9eDFdXV+zYsYN36SIioreSVnfqKujq1asYM2YMjh8/jry8PFSpUgXt2rXD8uXLC702+G3CO3URaYd36qLKQJR36iqoYcOGOHz4MLKzs5Gamgpra2udb5lJRERE/6P7fStfY2pqCktLS52WdRMREVFhpQrkP//8E35+fpDJZLCysoJMJoOfn1+p39SBiIiostN5yvr48ePo0qULLC0t8fnnn6N27dr4999/ceDAAXh7eyMqKgodOnQoj1qJiIgqLJ0DeeLEiWjevDmio6PV3vHp+fPn6NChAyZNmoT4+Hi9FklERFTR6TxlffnyZUyYMKHQ2y9aWlpi4sSJWr2XMREREanTOZDt7Ow03gqsSpUqsLXlzeaJiIh0pXMgDxkyBN999x1yc9VvKJ+Tk4OlS5di8ODBeiuOiIiostDqGvLSpUtV/zc1NcXdu3fh7OyMgIAA1aKuX3/9FVWqVOHrkYmIiEpBqzt16fJuFRKJpNBtLt8WvFMXkXZ4py6qDER5p647d+6UrSIiIiIqllaB7OTkVN51EBERVWplunUmERER6QcDmYiISAQYyERERCLAQCYiIhIBBjIREZEI6CWQk5KScPjwYaSmpupjOCIiokpH50D+9ttvMXr0aNXn0dHRcHNzQ9euXeHm5oYrV67otUAiIqLKQOdA3rNnDxo2bKj6/Ntvv0WTJk0QEREBJycnzJ49W68FEhERVQY6vx/ygwcP4OrqCgBITU1FfHw8oqKi4Ofnh6ysLIwdO1bvRRIREVV0Op8hC4IApVIJAPjjjz9QpUoVtG3bFgBQp04dPHnyRL8VEhERVQI6B7KLiwsOHjwIAPjll1/g5eWleoenR48ewdraWr8VEhERVQI6T1kPGTIEI0aMwE8//QS5XI6NGzeq9v3xxx9q15eJiIhIOzoH8rBhw2BtbY1Tp07By8sLX3zxhWpfZmYmQkJC9FkfERFRpaBzIAPA559/js8//7zQ9nXr1pW5ICIiosqId+oiIiISAa3OkNu3b48ffvgBHh4eaN++fbFtJRIJYmJidCrixo0bGDlyJH777TdYWFggKCgI8+fPVy0W0+Tly5eYNWsWdu3ahUePHsHBwQHBwcGYPHkypFKpTjUQEREZklaBLAiC6v9KpRISiUSrttqQy+Vo3749nJycsGfPHiQnJ2PMmDFITU3Fli1biu07bNgw7N27F3PmzEGjRo1w9uxZTJ06FWlpaVixYoVOdRARERmSVoEcGxur+v+JEyf0WsDatWuRnp6OCxcuwMbG5lVRxsYIDg7GlClT4OnpWWS/vLw87Nq1CxMmTEBoaCgAoF27drh37x527NjBQCYioreKwa8hR0VFwdfXVxXGANCrVy9IpVJERUVp7CcIAvLy8lC9enW17VZWVjqfpRMRERmawQM5ISGh0FmwVCqFi4sLEhISNPYzMTFB//79sXLlSvz555948eIFYmNjsX79enz11VflXTYREZFeleplT/qUnp4OKyurQtutra2RlpZWbN/Vq1dj6NChaNmypWpbaGgopk2bprGPs7Ozxn1JSUlwcHCAXC4vsW5tmD431cs4RGJjkmGi9i9RRSSXyMs8hlKphJGRdue+Bg9kAEUuEhMEodjFYwAwadIkHDx4EOvWrYO7uzv++usvhIWFwdraGjNmzChVLVlZWYiLiytV34LsYa+XcYjEyva6raFLICo3cSh7FmRlZUEmk2nV1uCBbG1tjfT09ELb5XK5xgVdAHD58mUsXrwY+/btQ48ePQAAbdu2hZGREcaNG4cRI0bAzs6uUL/ExESNYzo7O0OpVMLb27sUj6Sw7c+262UcIrExyTCB7XVbpLinIFeWa+hyiMpFULWgMo9hZmamdVudAjkrKws//fQTPv7442LDUheenp6FrhVnZ2fj9u3bGDBggMZ+V69eBQA0a9ZMbXuzZs2Ql5eHe/fuFRnIJTEyMipyCr00coQcvYxDJFa5slzkWPJ5ThWTPrJA2+lqQMdFXWZmZhg5ciSSk5N1LkoTf39/xMTEIDU1VbUtIiIC2dnZ8Pf319jPyckJAPDXX3+pbT937hwAoF69enqrkYiIqLzpvMra2dkZ//77r94KGDJkCKysrNCzZ08cOXIEP//8M0JDQxEcHKx2Fj5w4EAYG//vhP6DDz6Al5cXhg4dijVr1iA2NhYLFy5EWFgYevfuDVtbXtsiIqK3h86BPGrUKMyfPx/Pnj3TSwFWVlY4fvw4LCwsEBAQgDFjxiAoKAjr169Xa6dQKKBQKFSfV6lSBQcOHMB//vMfLFiwAP7+/vjxxx8RGhqKH3/8US+1ERERvSk6L+q6cuUKnjx5gnr16qF9+/aoU6eO2mpoiUSC5cuX6zSmm5sbjhw5UmybTZs2YdOmTWrb7OzssHbtWp2ORUREJEY6B/L333+v+v+vv/5aaH9pApmIiKiy0zmQlUpledRBRERUqRn81plERERUhkA+cuQIJk+ejEGDBuH+/fsAgPj4eKSkpOitOCIiospC5ynrjIwM9OzZEzExMarFXMOGDYOjoyMWL16MunXrYvHixXovlIiIqCLT+Qx5ypQpOHfuHPbs2YOnT5+qvdVhp06dEB0drdcCiYiIKgOdz5B37dqFWbNm4ZNPPlF7XTAAODo6qqaviYiISHs6nyGnpKTg3XffLXowIyNkZmaWuSgiIqLKRudAdnBwwP/93/8Vue/SpUuoX79+mYsiIiKqbHQO5ICAAMyZMwfnz59XbZNIJLh37x6+++47BAYG6rVAIiKiykDnQA4LC4O9vT28vLzwwQcfQCKRoH///mjUqBHs7OwwadKk8qiTiIioQtM5kC0tLXHq1CnMmjULVatWhYuLC2QyGSZPnoyTJ0/C3Ny8POokIiKq0HReZQ0A5ubmmDRpEs+GiYiI9ETnM+RVq1bh+vXr5VELERFRpaXzGfLIkSMBAPb29vD19YWvry86dOiA2rVr6704IiKiykLnQE5JSUF0dDRiYmIQHR2NzZs3QyKRoGHDhqqA7tq1a3nUSkREVGHpPGVdo0YNfPbZZ1i7di1u376NxMRErFmzBrVr18by5cvRo0eP8qiTiIioQivVoi4AyM3Nxe+//47o6GgcO3YMf//9N8zNzdGmTRt91kdERFQp6BzIS5YswbFjx/D7778jOzsb77//Pjp27IgFCxagdevWMDU1LY86iYiIKjSdA3n8+PGQyWQYOXIkxo8fD2tr6/Koi4iIqFLR+RryiBEj4OjoiPnz58PV1RWBgYFYv3497ty5Ux71ERERVQo6B/LKlStx9epV/PPPP1iyZAnMzMwQFhYGV1dXuLq6YtiwYeVRJxERUYWmcyDns7e3R0hICNatW4eNGzeiY8eOSExMxLp16/RZHxERUaWg8zVkQRBw9uxZREdHIzo6GmfOnEFOTg4sLS3RvXt3+Pr6lkedREREFZrOgWxtbY3nz5/DxMQEH330Eb799lt06NABXl5eMDIq9Qk3ERFRpaZzIA8ePBi+vr74+OOP+c5OREREeqJzIC9cuLA86iAiIqrUSnWnrtzcXPz000+IiYlBamoqbGxs4Ovriy+++AImJib6rpGIiKjC0/mi79OnT/HRRx9h0KBBOHDgABITE7F//34MHDgQrVq1wrNnz3Qu4saNG+jcuTMsLCxgZ2eHUaNGITMzU6u+aWlpGD58OOrUqQMzMzO4ublh7dq1OtdARERkSDqfIU+ZMgXXr1/Hjh07EBgYqNq+e/duDBgwAFOmTMHKlSu1Hk8ul6N9+/ZwcnLCnj17kJycjDFjxiA1NRVbtmwptu+LFy/g7e0Nc3NzLF++HHZ2drh58yZyc3N1fVhEREQGpXMg7927FzNnzlQLYwD49NNPcf/+fSxdulSnQF67di3S09Nx4cIF2NjYvCrK2BjBwcGYMmUKPD09NfadO3cuMjMzcfbsWdUCMx8fH10fEhERkcHpPGWdkpKCJk2aFLmvadOmePLkiU7jRUVFwdfXVxXGANCrVy9IpVJERUUV23fjxo0YOHAgV3sTEdFbT+dAdnBwwO+//17kvj/++AP29vY6jZeQkFDoLFgqlcLFxQUJCQka+925cwePHz+GtbU1unXrBqlUipo1a2LEiBFaX38mIiISC52nrHv37o25c+fC0tIS/fr1Q82aNVXXe+fOnYsxY8boNF56ejqsrKwKbbe2tkZaWprGfv/++y+AV+8+FRgYiKioKFy9ehWTJ09GTk4O1q9fX2Q/Z2dnjWMmJSXBwcEBcrlcp8egielzvhUlVUwmGSZq/xJVRHKJvMxjKJVKrW+apXMgT58+HefPn8e4ceMwfvx4GBsbIy8vD4IgwM/PD9OnT9d1SEgkkkLbBEEocns+pVIJAPD09MTGjRsBAB06dEBubi7Gjx+PWbNmoXbt2jrXkpWVhbi4OJ37FcUeus0WEL1tbK/bGroEonITh7JnQVZWFmQymVZtdQ5kqVSKw4cP48iRI4iNjUVqaipq1qyJDh06oGPHjjoXa21tjfT09ELb5XJ5sQu6atSoAQBo37692vb27dtDqVQiISGhyEBOTEzUOKazszOUSiW8vb21Lb9Y259t18s4RGJjkmEC2+u2SHFPQa6Mr2qgiimoWlCZxzAzM9O6baluDAIAfn5+8PPzK213FU9Pz0LXirOzs3H79m0MGDBAYz8XFxeYmhaeEhYEAQBKfV9tIyOjIqfQSyNHyNHLOERilSvLRY4ln+dUMekjC3TJIoO/G4S/v7/qjl/5IiIikJ2dDX9/f439TE1N0bFjR8TExKhtj4mJgbGxMRo2bFhuNRMREembVmfI9evXL/Z67uskEglu376tdQFDhgzBypUr0bNnT0ydOlV1Y5Dg4GC1KeuBAwdi8+bNyMvLU22bNm0a2rRpg759++KLL77A1atXERYWhq+++gq2try2RUREbw+tAtnb21vrQNaVlZUVjh8/jtDQUAQEBEAmkyEoKAgLFixQa6dQKKBQKNS2eXl5ITIyEpMnT0b37t1Rs2ZNhIaGYtasWeVSKxERUXmRCPkXXUn1kqjiFn7pYnn6cr2MQyQ2ps9NYX/eHg+bP+Q1ZKqwRlmPKvMYuuSKwa8hExERkZaB/Oeff+o8cGZmJq5cuaJzPyIiospIq0D29vZGz549ER0dXWLbx48fY9GiRXB2dsbBgwfLXCAREVFloNWiritXrmDcuHHo1KkT6tSpg7Zt2+K9996DnZ0dzMzMkJaWhtu3b+PMmTM4e/YsrK2tMWPGDAwePLi86yciIqoQtApkFxcXREREICEhAatXr0ZUVBR27Nih1sbc3BwfffQR1q5diz59+kAqlZZLwURERBWRTnfq8vT0xIoVK7BixQqkpKTg4cOHyMzMhI2NDZycnGBiwhvNExERlUapb51pa2vLm28QERHpCV/2REREJAIMZCIiIhFgIBMREYkAA5mIiEgEGMhEREQiwEAmIiISAa1e9rR06VKtB5RIJBg9enSpCyIiIqqMtArkcePGaT0gA5mIiEh3WgXynTt3yrsOIiKiSk2rQHZycirvOoiIiCo1vSzqevLkCXJycvQxFBERUaWkdSBfuHAB3377LWbMmIErV64AAPbt24d33nkHtWrVgpWVFcaPH19uhRIREVVkWk1Znzp1Cj4+PsjLywMALFiwANu3b0fv3r3h6uqK1q1b49KlS1i6dCkaN26Mvn37lmvRREREFY1WZ8hz5sxB48aNcfv2baSkpKBHjx4ICQlB9+7d8X//93/YsWMHrly5gm7dumHNmjXlXTMREVGFo1Ugnz9/HhMnTkT9+vVRs2ZNzJ49G0+fPsWAAQMgkUheDWRkhIEDB+LmzZvlWjAREVFFpFUgP378GI6OjqrP81dd29nZqbWrVasW0tLS9FgeERFR5aBVIAuCACOj/zXN/3/+2TERERGVjVaLugDg2bNnqrPf/MVdr28DgKdPn+q5PCIiospB60D28/MrtK1Dhw56LYaIiKiy0iqQw8LCyrsOIiKiSk0UgXzjxg2MHDkSv/32GywsLBAUFIT58+fD3Nxc6zEiIiIQEBCAd999F5cvXy7HaomIiPRP6ynr8iKXy9G+fXs4OTlhz549SE5OxpgxY5CamootW7ZoNUZmZibGjBmDWrVqlXO1RERE5UOnQE5JScHatWtx8uRJPHz4EABgb2+Pdu3aYfDgwahZs6bOBaxduxbp6em4cOECbGxsXhVlbIzg4GBMmTIFnp6eJY4xb948ODo6on79+jh37pzONRARERma1veyjomJQYMGDTBt2jTExsYiNTUVT548QWxsLKZMmQI3NzecPHlS5wKioqLg6+urCmMA6NWrF6RSKaKiokrsf/v2bSxZsgQrVqzQ+dhERERioVUgp6SkoHfv3qhevTp27tyJp0+f4tGjR/j333/x9OlT/PLLL7CwsMCnn36K1NRUnQpISEgodBYslUrh4uKChISEEvuPGjUKffv2RdOmTXU6LhERkZhoNWW9YcMGKBQK/PHHH3jnnXfU9slkMnz22Wdo2bIlmjZtig0bNmDChAlaF5Ceng4rK6tC262trUu869eBAwdw6tQp3LhxQ+vjOTs7a9yXlJQEBwcHyOVyrccrjulzU72MQyQ2Jhkmav8SVURyibzMYyiVSrUbaxVHq0A+evQoBgwYUCiMX+fo6Ij+/fvj8OHDOgUyUPQdvwRBKPZOYFlZWfj6668xY8YMtenussrKykJcXJxexrKHvV7GIRIr2+u2hi6BqNzEoexZkJWVBZlMplVbrQI5ISEBoaGhJbb7+OOPsX37dq0OnM/a2hrp6emFtsvl8mIXdC1btgxGRkYICgpSndHm5ORAqVRCLpdDJpPB1LTwGWpiYqLGMZ2dnaFUKuHt7a3TY9Bk+zPdvhZEbwuTDBPYXrdFinsKcmW5hi6HqFwEVQsq8xhmZmZat9UqkOVyeaE3kiiKnZ2dztO9np6eha4VZ2dn4/bt2xgwYIDGfteuXcOtW7dga1v4L3Rra2usXr0aQ4cO1akW4NV9uouaQi+NHCFHL+MQiVWuLBc5lnyeU8WkjyzQdroa0DKQs7OzYWJS8rUiY2Nj5OTo9sPp7++PWbNmITU1VfWyqYiICGRnZ8Pf319jv0mTJiEkJERt2/z583H9+nWEh4fDzc1NpzqIiIgMSevXIV+/fh3GxsU3v3btms4FDBkyBCtXrkTPnj0xdepU1Y1BgoOD1aasBw4ciM2bN6ve2MLDwwMeHh5qY23atAn//PMPfHx8dK6DiIjIkLQO5IJno0UpaSFWUaysrHD8+HGEhoYiICAAMpkMQUFBWLBggVo7hUIBhUKh09hERERvC60COTw8vFyLcHNzw5EjR4pts2nTJmzatKnENkRERG8jrQK5X79+5V0HERFRpab98i8iIiIqNwxkIiIiEWAgExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJiIhEgIFMREQkAgxkIiIiEWAgExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJiIhEgIFMREQkAgxkIiIiEWAgExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJiIhEgIFMREQkAgxkIiIiERBFIN+4cQOdO3eGhYUF7OzsMGrUKGRmZhbb59mzZ5g+fTpatGgBKysr2NraonPnzvj777/fUNVERET6Y/BAlsvlaN++PZ4/f449e/Zg8eLF2Lp1KwYNGlRsv/v372Pt2rXw9fXFjh07EB4eDoVCgVatWjGUiYjorWNs6ALWrl2L9PR0XLhwATY2NgAAY2NjBAcHY8qUKfD09CyyX/369XH79m3IZDLVNl9fXzg7O2PlypUIDw9/I/UTERHpg8HPkKOiouDr66sKYwDo1asXpFIpoqKiNPazsLBQC2MAMDMzg6enJx4+fFhu9RIREZUHgwdyQkJCobNgqVQKFxcXJCQk6DTWy5cvcf78eY1n1URERGJl8Cnr9PR0WFlZFdpubW2NtLQ0ncb69ttvkZGRga+++kpjG2dnZ437kpKS4ODgALlcrtNxNTF9bqqXcYjExiTDRO1foopILpGXeQylUgkjI+3OfQ0eyAAgkUgKbRMEocjtmmzbtg3Lli3DqlWr4OrqWupasrKyEBcXV+r+r7OHvV7GIRIr2+u2hi6BqNzEoexZkJWVVejyqiYGD2Rra2ukp6cX2i6Xy7Weej527Bj69++P8ePHY/jw4cW2TUxM1LjP2dkZSqUS3t7eWh23JNufbdfLOERiY5JhAtvrtkhxT0GuLNfQ5RCVi6BqQWUew8zMTOu2Bg9kT0/PQteKs7Ozcfv2bQwYMKDE/mfPnkVAQAACAwOxYMGCMtdjZGRU5BR6aeQIOXoZh0iscmW5yLHk85wqJn1kgbbT1YAIFnX5+/sjJiYGqampqm0RERHIzs6Gv79/sX0TEhLg7++P1q1bIzw8XKcpbiIiIjExeCAPGTIEVlZW6NmzJ44cOYKff/4ZoaGhCA4OVpuyHjhwIIyN/3dCn5ycDD8/P5iYmGD8+PH466+/cObMGZw5cwbnz583xEMhIiIqNYNPWVtZWeH48eMIDQ1FQEAAZDIZgoKCCk0/KxQKKBQK1edXr15FUlISgFc3BHmdk5MT7t69W+61ExER6YvBAxkA3NzccOTIkWLbbNq0CZs2bVJ97uPjA0EQyrkyIiKiN8PgU9ZERETEQCYiIhIFBjIREZEIMJCJiIhEgIFMREQkAgxkIiIiEWAgExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJiIhEgIFMREQkAgxkIiIiEWAgExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJiIhEgIFMREQkAgxkIiIiEWAgExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJiIhEQBSBfOPGDXTu3BkWFhaws7PDqFGjkJmZqVXfzZs3w8PDA2ZmZmjUqBF27dpVztUSERHpn8EDWS6Xo3379nj+/Dn27NmDxYsXY+vWrRg0aFCJfXfv3o2QkBB88sknOHToEDp06IDevXvj6NGjb6ByIiIi/TE2dAFr165Feno6Lly4ABsbGwCAsbExgoODMWXKFHh6emrsO3XqVAQGBmLevHkAgHbt2uHatWuYNm0aOnXq9EbqJyIi0geDnyFHRUXB19dXFcYA0KtXL0ilUkRFRWnsd+fOHVy7dg1BQUFq2/v06YOzZ8/iyZMn5VYzERGRvhk8kBMSEgqdBUulUri4uCAhIaHYfgAK9W3YsCEEQcC1a9f0XywREVE5MfiUdXp6OqysrAptt7a2RlpaWrH9ABTqa21tDQAa+zo7O2sc886dOzA2Nka9evWKL1pLL5Qv9DIOkdhIBAmq5FaBwkQBQSIYuhyicvGd0XdlHuPBgwcwNtYuag0eyAAgkUgKbRMEocjtJfUVBEHjmNqMZWxsDCMj/UwcVDOqppdxiMQmKSkJAFC3bl0DV0IkbsbGxpBKpdq1LedaSmRtba06232dXC4vdkFX/plweno6atWqpdbv9f0FJSYmlqFaIgL+N9PEnyci/TH4NWRPT89C14qzs7Nx+/btYgM5f1/BvlevXoVEIoGHh4f+iyUiIionBg9kf39/xMTEIDU1VbUtIiIC2dnZ8Pf319ivfv368PDwwI4dO9S2b9++HV5eXmqrtomIiMTO4IE8ZMgQWFlZoWfPnjhy5Ah+/vlnhIaGIjg4WO0MeeDAgYUujM+cORM7d+7ElClTcOLECYwePRpHjx7FzJkz3/TDICIiKhODX0O2srLC8ePHERoaioCAAMhkMgQFBWHBggVq7RQKBRQKhdq2wMBAZGRkYO7cuVi8eDFcXV2xY8cO3hSEiIjeOhIhf1kyEZGWuKiLSP8MPmVNREREPEMmIiISBZ4hExERiQADmYiISAQYyERERCLAQCYiIhIBBjIREZEIMJCJtDB9+nRUrVpV630SiQSLFy9+E6XphTb1njhxAhKJBOfOnTPI8QHg8ePHsLS0xMWLF3XuW5qaCn7Url1brc2WLVvg6elZ6KZFRKXBQCYqB6dPn0ZwcLChy9Cr9957D6dPny72TV/K25w5c+Dt7Y2mTZu+keOFhobi9OnTqo+oqCi1/UFBQcjKysLmzZvfSD1UsRn81plEFVHLli31Mk5mZibMzc1L3T8rKwtmZmZ6qaVatWp6e1yl8fz5c2zcuBFbtmx5Y8d0dHQs9jFXqVIFffv2xfLlyzFgwIA3VhdVTDxDJioHRU2jRkZGokWLFjA3N4etrS2GDRuGly9fqvbnTwlHRkbi008/RbVq1RAYGAgA+Omnn9CmTRvUqFED1tbW8PHxwdmzZ9XGz586P3v2LD766COYmZlh5cqVAF69TWlAQABq1KgBmUyGpk2bYvv27Wr9lUolwsLCUKtWLdjY2KB///5F1vf6lLVSqcTSpUvh6ekJqVSK2rVrIzAwEE+fPgUAXLt2DZ9//jnq1q0LmUyGhg0bYsmSJVAqlTp/TXfv3g0A6NKlS7Ht7t27hwYNGsDPzw8ZGRk6H0dXgYGBuHTpEi5cuFDux6KKjYFMpIO8vLxCH9qEy+7du9GjRw80btwYERERWLhwIX799VcMHDiwUNshQ4bA1dUVERERGDt2LADg7t276Nu3L3bt2oVt27ahbt26aNu2LW7cuKHWNycnB8HBwfjyyy9x+PBhdOrUCTdv3sRHH32EmzdvYsWKFdi/fz/69++P+/fvq/X9/vvvcevWLWzevBlTp07Ftm3bMGvWrGIfV2hoKCZMmIBu3brhwIEDWLVqFSwtLfHixQsAwIMHD+Du7o4ffvgBUVFRGDx4MGbOnInZs2eX+DUrKDo6Gu+//z6kUqnGNjdu3MDHH3+MRo0aYf/+/ZDJZABevTlNUd+71z+Kug48f/58mJiYwMrKCr179y70NQOAd999F1ZWVjh27JjOj4lIjUBEJQoLCxMAaPywsLBQaw9AWLRokSAIgqBUKgUnJychKChIrU1kZKQgkUiEy5cvC4IgCLGxsQIAYfjw4cXWolAohNzcXMHd3V2YPHlyoRp37typ1r5Pnz6Cra2t8PTpU41jAhA+/PBDtW3BwcGCi4uL6vP8+uLj4wVBEITr168LEolEmDt3brH15lMqlUJubq4wZ84coU6dOoWOn//10sTNzU0YMWJEkbUvWrRIuHjxomBnZycEBwcLubm5am2cnJyK/f4BELy9vdX69O3bV9i5c6cQFxcnrFq1Sqhdu7ZQt25dIS0trVANbdu2FXr16qXV14FIE15DJtKSubk5Tp48WWj7unXrsG3bNo39bty4gXv37mHZsmXIy8tTbff29lZNAb/77ruq7f7+/oXGSEhIwDfffINTp04hOTlZbeyCCvaPiYlRTYEXp+DbljZs2FA1TVyU48ePQxCEIs/y82VlZWHevHnYunUr7t+/j9zcXNW+Fy9eaFy5XpRHjx7B1ta2yH3x8fGYO3cuevfujVWrVsHISH3y78CBA8jOzi52fEtLS7XPX1+o1bZtW7Rp0wbvvfce1q9fjwkTJqi1tbGxwb///qv1YyEqCgOZSEtGRkb44IMPCm0/ePBgsf2ePHkCAPjkk0+K3J+UlKT2uZ2dndrnz58/R6dOnWBra4ulS5fCyckJZmZm+O9//4usrCy1tjKZDBYWFmrbUlNTYW9vX2yNwKv3Jn+dqalpsSGWmpoKY2PjQvW+buLEiVi/fj3CwsLw/vvvw8rKCvv27cPs2bORlZWlUyBnZWVpnK6Ojo7GixcvMHDgwEJhDLz640Io4X10JBJJsfubNGkCd3d3/PXXX4X2mZmZITMzs9j+RCVhIBOVsxo1agB4dY22RYsWhfYXDMuCwXD69Gn8888/OHjwoNrLfZ4+fYp33nmn2L4AULNmTTx8+LDU9WtSs2ZN5OXlITk5WWMo79q1C0OGDMHEiRNV2yIjI0t1vBo1akAulxe5b8KECYiPj4efnx9iY2PRpEkTtf0uLi64d+9eseN7e3vjxIkTxbbRFOrp6emoWbNmsX2JSsJAJipnHh4eeOedd5CYmIgRI0bo3D//zMvU1FS17dSpU7h7967aVLcmvr6+2L17NxYsWFBoWrYs2rdvD4lEgvDwcLXAfV1mZqZa3QqFAr/88kupjufu7o47d+4Uua9KlSrYvn07AgIC0LFjR8TFxcHDw0O1vzRT1gVduHABN27cKPLlTXfu3IGvr68Wj4JIMwYyUTmTSCRYunQp+vTpg5cvX6Jr166wsLDAvXv3EBkZiblz58LNzU1j/5YtW6Jq1aoYMWIEJk2ahAcPHmD69OlwcHDQ6vhhYWE4ePAg2rRpgwkTJqBOnTq4evUqMjIyCl0L1YWbmxuGDh2Kb7/9FmlpaejQoQMyMjIQGRmpqq9jx45Yv349GjZsCFtbW6xatarEYNSkdevW2Llzp8b9JiYm2L17N7p3744OHTrg5MmTcHFxAQA0btxYp2MtXrwYiYmJ8Pb2hp2dHS5fvow5c+agbt26+O9//6vW9tmzZ7h+/TpmzJih+4Mieg1f9kT0BgQGBiIqKgrXrl1DUFAQevTogSVLlqBevXqoVatWsX1r1aqFXbt2ITk5GT179sSyZcuwZs0auLq6anXsBg0a4NSpU6hXrx6GDx+O7t27Y8OGDXBycirz4/r+++8xd+5cREREoFu3bhg2bBieP3+uOttcuXIlvL29ERoaigEDBqBx48b45ptvSnWsTz/9FLdv38bNmzc1tpFKpdi7dy9cXV3Rvn37EqepNXF3d8f58+cxbNgwdOrUCfPmzUPXrl1x6tSpQtfaDx8+DJlMVuLro4lKIhFKWulARCQS77//Pnr27Ilp06YZuhSVgIAAWFlZYePGjYYuhd5yDGQiemvs27cPQ4YMwd27d/V2S9CySExMxLvvvovLly+rpseJSovXkInordGzZ0/cvHkT9+/fL/a6+5vy4MEDrF+/nmFMesEzZCIiIhHgoi4iIiIRYCATERGJAAOZiIhIBBjIREREIsBAJiIiEgEGMhERkQgwkImIiESAgUxERCQC/w/2UFAT4NfUBQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DBI – HIERARCHICAL\n",
    "\n",
    "# Calculate DBI\n",
    "hier_labels = df_hier[\"HIER\"].values\n",
    "dbi_hier = davies_bouldin_score(scaled_dbscan_clean, hier_labels)\n",
    "print(\"\\nDavies–Bouldin Index for Hierarchical (k = 5):\", round(dbi_hier, 4))\n",
    "\n",
    "# Bar plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"Hierarchical (k=5)\"], [dbi_hier], color=\"lightGreen\")\n",
    "plt.title(\"Davies–Bouldin Index – Hierarchical (k = 5)\")\n",
    "plt.ylabel(\"DBI (lower is better)\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0a107769-12d8-4fef-b2cc-6eed52eb42cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Calinski–Harabasz Score for Hierarchical (k = 5): 1532.2808\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CALINSKI–HARABASZ – HIERARCHICAL\n",
    "\n",
    "# Calculate CH score\n",
    "hier_labels = df_hier[\"HIER\"].values\n",
    "ch_hier = calinski_harabasz_score(scaled_dbscan_clean, hier_labels)\n",
    "print(\"\\nCalinski–Harabasz Score for Hierarchical (k = 5):\", round(ch_hier, 4))\n",
    "\n",
    "# Bar Plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"Hier (k=5)\"], [ch_hier], color=\"purple\")\n",
    "plt.title(\"Calinski–Harabasz Score – Hierarchical (k = 5)\")\n",
    "plt.ylabel(\"CH (higher is better)\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d1cd341b-43d4-4566-9ddb-3d519b0b2a4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "HIERARCHICAL CLUSTER PROFILE\n",
      "Clusters found: 5\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIER</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3721.28</td>\n",
       "      <td>288.84</td>\n",
       "      <td>3065.04</td>\n",
       "      <td>6172.18</td>\n",
       "      <td>2386.14</td>\n",
       "      <td>1562.16</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1229.05</td>\n",
       "      <td>459.03</td>\n",
       "      <td>449.33</td>\n",
       "      <td>3119.23</td>\n",
       "      <td>777.58</td>\n",
       "      <td>590.69</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>208.72</td>\n",
       "      <td>316.72</td>\n",
       "      <td>461.48</td>\n",
       "      <td>3537.97</td>\n",
       "      <td>967.56</td>\n",
       "      <td>201.82</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>128.00</td>\n",
       "      <td>1330.49</td>\n",
       "      <td>29.81</td>\n",
       "      <td>4869.80</td>\n",
       "      <td>1457.86</td>\n",
       "      <td>184.07</td>\n",
       "      <td>0.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1744.65</td>\n",
       "      <td>2510.27</td>\n",
       "      <td>271.96</td>\n",
       "      <td>5981.60</td>\n",
       "      <td>2230.03</td>\n",
       "      <td>556.51</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      BALANCE  PURCHASES  CASH_ADVANCE  CREDIT_LIMIT  PAYMENTS  \\\n",
       "HIER                                                             \n",
       "0     3721.28     288.84       3065.04       6172.18   2386.14   \n",
       "1     1229.05     459.03        449.33       3119.23    777.58   \n",
       "2      208.72     316.72        461.48       3537.97    967.56   \n",
       "3      128.00    1330.49         29.81       4869.80   1457.86   \n",
       "4     1744.65    2510.27        271.96       5981.60   2230.03   \n",
       "\n",
       "      MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  \n",
       "HIER                                      \n",
       "0              1562.16              0.03  \n",
       "1               590.69              0.04  \n",
       "2               201.82              0.06  \n",
       "3               184.07              0.81  \n",
       "4               556.51              0.10  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CLUSTER PROFILE - HIERARCHICAL\n",
    "\n",
    "# Important financial features\n",
    "hier_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Compute cluster-wise mean values\n",
    "hier_cluster_profile = (\n",
    "    df_hier\n",
    "    .groupby(\"HIER\")[hier_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "print(\"\\nHIERARCHICAL CLUSTER PROFILE\")\n",
    "print(f\"Clusters found: {len(hier_cluster_profile)}\\n\")\n",
    "display(hier_cluster_profile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c9a6f97f-87d0-4fe6-8fe5-9302f9669ee9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HIERARCHICAL CLUSTERING - PARAMETER SELECTION\n",
      "\n",
      " CUT HEIGHT SELECTION (Exploratory):\n",
      "  cut_height = 150\n",
      "  Results: 5 natural clusters\n",
      "\n",
      "  Why this cut height:\n",
      "  Visual inspection of dendrogram shows clear separation\n",
      "  Represents the distance at which cluster merging accelerates\n",
      "  Produces natural groupings in the data\n",
      "\n",
      " FINAL MODEL PARAMETERS:\n",
      "  n_clusters = 5\n",
      "  linkage = 'ward'\n",
      "\n",
      "  Why n_clusters=5:\n",
      "  Consistency with DBSCAN (5 clusters) and K-Means analysis\n",
      "  Confirmed by dendrogram structure at cut_height=150\n",
      "  Balances between granularity and business manageability\n",
      "  Allows direct comparison across all models\n",
      "\n",
      "  Why Ward linkage:\n",
      "  Minimizes within-cluster variance when merging\n",
      "  Produces compact, spherical clusters\n",
      "  Works well with Euclidean distance\n",
      "  Most commonly used for hierarchical clustering\n",
      "\n",
      " Final Model: AgglomerativeClustering(n_clusters=5, linkage='ward')\n"
     ]
    }
   ],
   "source": [
    "# JUSTIFICATION FOR HIERARCHICAL PARAMETERS\n",
    "print(\"HIERARCHICAL CLUSTERING - PARAMETER SELECTION\")\n",
    "\n",
    "print(\"\\n CUT HEIGHT SELECTION (Exploratory):\")\n",
    "print(f\"  cut_height = {cut_height}\")\n",
    "print(f\"  Results: {len(np.unique(hier_auto_labels))} natural clusters\")\n",
    "print(\"\\n  Why this cut height:\")\n",
    "print(\"  Visual inspection of dendrogram shows clear separation\")\n",
    "print(\"  Represents the distance at which cluster merging accelerates\")\n",
    "print(\"  Produces natural groupings in the data\")\n",
    "\n",
    "print(\"\\n FINAL MODEL PARAMETERS:\")\n",
    "print(\"  n_clusters = 5\")\n",
    "print(\"  linkage = 'ward'\")\n",
    "print(\"\\n  Why n_clusters=5:\")\n",
    "print(\"  Consistency with DBSCAN (5 clusters) and K-Means analysis\")\n",
    "print(\"  Confirmed by dendrogram structure at cut_height=150\")\n",
    "print(\"  Balances between granularity and business manageability\")\n",
    "print(\"  Allows direct comparison across all models\")\n",
    "\n",
    "print(\"\\n  Why Ward linkage:\")\n",
    "print(\"  Minimizes within-cluster variance when merging\")\n",
    "print(\"  Produces compact, spherical clusters\")\n",
    "print(\"  Works well with Euclidean distance\")\n",
    "print(\"  Most commonly used for hierarchical clustering\")\n",
    "\n",
    "print(\"\\n Final Model: AgglomerativeClustering(n_clusters=5, linkage='ward')\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d96cec12-c12f-4064-b805-367aae779acd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BUSINESS INTERPRETATION – HIERARCHICAL\n",
      "\n",
      "HIER Cluster 0\n",
      "Feature Means:\n",
      "BALANCE             3721.28\n",
      "PURCHASES            288.84\n",
      "CASH_ADVANCE        3065.04\n",
      "CREDIT_LIMIT        6172.18\n",
      "PAYMENTS            2386.14\n",
      "MINIMUM_PAYMENTS    1562.16\n",
      "PRC_FULL_PAYMENT       0.03\n",
      "Name: 0, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . CASH_ADVANCE: HIGH (z = 1.51)\n",
      " . BALANCE: HIGH (z = 1.32)\n",
      " . MINIMUM_PAYMENTS: HIGH (z = 0.91)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . PURCHASES: LOW (z = -0.42)\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.42)\n",
      " . CREDIT_LIMIT: LOW (z = 0.60)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "-------------------------------------------------------------------------\n",
      "\n",
      "HIER Cluster 1\n",
      "Feature Means:\n",
      "BALANCE             1229.05\n",
      "PURCHASES            459.03\n",
      "CASH_ADVANCE         449.33\n",
      "CREDIT_LIMIT        3119.23\n",
      "PAYMENTS             777.58\n",
      "MINIMUM_PAYMENTS     590.69\n",
      "PRC_FULL_PAYMENT       0.04\n",
      "Name: 1, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . MINIMUM_PAYMENTS: HIGH (z = -0.04)\n",
      " . BALANCE: HIGH (z = -0.08)\n",
      " . CASH_ADVANCE: HIGH (z = -0.23)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.38)\n",
      " . PAYMENTS: LOW (z = -0.35)\n",
      " . CREDIT_LIMIT: LOW (z = -0.32)\n",
      "\n",
      "Suggested Business Label: High Cash-Advance / Revolving Credit Customers\n",
      "-------------------------------------------------------------------------\n",
      "\n",
      "HIER Cluster 2\n",
      "Feature Means:\n",
      "BALANCE              208.72\n",
      "PURCHASES            316.72\n",
      "CASH_ADVANCE         461.48\n",
      "CREDIT_LIMIT        3537.97\n",
      "PAYMENTS             967.56\n",
      "MINIMUM_PAYMENTS     201.82\n",
      "PRC_FULL_PAYMENT       0.06\n",
      "Name: 2, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . CREDIT_LIMIT: HIGH (z = -0.19)\n",
      " . CASH_ADVANCE: HIGH (z = -0.22)\n",
      " . PAYMENTS: HIGH (z = -0.22)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . BALANCE: LOW (z = -0.65)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.41)\n",
      " . PURCHASES: LOW (z = -0.39)\n",
      "\n",
      "Suggested Business Label: Low-Usage / Dormant Customers\n",
      "-------------------------------------------------------------------------\n",
      "\n",
      "HIER Cluster 3\n",
      "Feature Means:\n",
      "BALANCE              128.00\n",
      "PURCHASES           1330.49\n",
      "CASH_ADVANCE          29.81\n",
      "CREDIT_LIMIT        4869.80\n",
      "PAYMENTS            1457.86\n",
      "MINIMUM_PAYMENTS     184.07\n",
      "PRC_FULL_PAYMENT       0.81\n",
      "Name: 3, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PRC_FULL_PAYMENT: HIGH (z = 2.27)\n",
      " . PURCHASES: HIGH (z = 0.58)\n",
      " . CREDIT_LIMIT: HIGH (z = 0.21)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . BALANCE: LOW (z = -0.70)\n",
      " . CASH_ADVANCE: LOW (z = -0.50)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.43)\n",
      "\n",
      "Suggested Business Label: High-Spend, Full-Payment Loyal Customers\n",
      "-------------------------------------------------------------------------\n",
      "\n",
      "HIER Cluster 4\n",
      "Feature Means:\n",
      "BALANCE             1744.65\n",
      "PURCHASES           2510.27\n",
      "CASH_ADVANCE         271.96\n",
      "CREDIT_LIMIT        5981.60\n",
      "PAYMENTS            2230.03\n",
      "MINIMUM_PAYMENTS     556.51\n",
      "PRC_FULL_PAYMENT       0.10\n",
      "Name: 4, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PURCHASES: HIGH (z = 1.70)\n",
      " . PAYMENTS: HIGH (z = 0.63)\n",
      " . CREDIT_LIMIT: HIGH (z = 0.54)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . CASH_ADVANCE: LOW (z = -0.34)\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.17)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.07)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "-------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# BUSINESS INTERPRETATION - HIERARCHICAL\n",
    "\n",
    "# Important financial features\n",
    "hier_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Work on a copy\n",
    "df_hier_biz = df_hier.copy()\n",
    "\n",
    "# Cluster-wise mean profile\n",
    "hier_profile = (\n",
    "    df_hier_biz\n",
    "    .groupby(\"HIER\")[hier_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "# Overall mean & std for z-scores\n",
    "overall_means_hier = df_hier_biz[hier_feature_cols].mean()\n",
    "overall_stds_hier  = df_hier_biz[hier_feature_cols].std().replace(0, 1)\n",
    "\n",
    "print(\"BUSINESS INTERPRETATION – HIERARCHICAL\")\n",
    "for cluster_id, row in hier_profile.iterrows():\n",
    "    print(f\"\\nHIER Cluster {cluster_id}\")\n",
    "    print(\"Feature Means:\")\n",
    "    print(row)\n",
    "\n",
    "    # Z-score for each feature in this cluster\n",
    "    z = (row - overall_means_hier) / overall_stds_hier\n",
    "\n",
    "    # Top 3 HIGH and LOW features\n",
    "    top3_high = z.sort_values(ascending=False).head(3)\n",
    "    top3_low  = z.sort_values().head(3)\n",
    "\n",
    "    print(\"\\nHigh Characteristics (above overall average):\")\n",
    "    for feat, val in top3_high.items():\n",
    "        print(f\" . {feat}: HIGH (z = {val:.2f})\")\n",
    "\n",
    "    print(\"\\nLow Characteristics (below overall average):\")\n",
    "    for feat, val in top3_low.items():\n",
    "        print(f\" . {feat}: LOW (z = {val:.2f})\")\n",
    "\n",
    "    # Simple rule-based business label\n",
    "    label = \"Mixed-Behavior Customer Segment\"\n",
    "\n",
    "    if \"CASH_ADVANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Cash-Advance / Revolving Credit Customers\"\n",
    "\n",
    "    elif \"PURCHASES\" in top3_high.index and \"PRC_FULL_PAYMENT\" in top3_high.index:\n",
    "        label = \"High-Spend, Full-Payment Loyal Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_low.index and \"PURCHASES\" in top3_low.index:\n",
    "        label = \"Low-Usage / Dormant Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Balance, Low Repayment Risky Customers\"\n",
    "\n",
    "    print(f\"\\nSuggested Business Label: {label}\")\n",
    "    print(\"-\" * 73)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50a4ec92-abbb-436d-93aa-eca7890aea0d",
   "metadata": {},
   "source": [
    "## K-MEANS CLUSTERING\n",
    "\n",
    "**Algorithm Overview:**  \n",
    "K-Means partitions data into k clusters by iteratively assigning points to the nearest centroid and updating centroids.\n",
    "\n",
    "**Approach:**\n",
    "1. **Elbow Method**: Test k from 2 to 10, plot inertia vs k\n",
    "2. **Silhouette Analysis**: Evaluate cluster cohesion for each k\n",
    "3. **Davies-Bouldin Index**: Measure cluster separation\n",
    "4. **Mathematical Elbow Detection**: Calculate maximum curvature point\n",
    "5. Select optimal k=5 based on multiple metrics\n",
    "6. Evaluate cluster quality\n",
    "7. Profile and interpret business segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "595e6dd0-df02-475a-982a-9a19db6f4452",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "K-Means Evaluation (k = 2 to 10)\n",
      "k=2 | Inertia=179941.0 | Silhouette=0.261 | DBI=1.859\n",
      "k=3 | Inertia=149360.8 | Silhouette=0.284 | DBI=1.502\n",
      "k=4 | Inertia=128777.6 | Silhouette=0.278 | DBI=1.450\n",
      "k=5 | Inertia=112192.0 | Silhouette=0.295 | DBI=1.302\n",
      "k=6 | Inertia=102240.2 | Silhouette=0.297 | DBI=1.178\n",
      "k=7 | Inertia=93629.1 | Silhouette=0.308 | DBI=1.125\n",
      "k=8 | Inertia=87744.2 | Silhouette=0.270 | DBI=1.224\n",
      "k=9 | Inertia=83477.1 | Silhouette=0.267 | DBI=1.271\n",
      "k=10 | Inertia=79407.7 | Silhouette=0.221 | DBI=1.340\n"
     ]
    }
   ],
   "source": [
    "# K-MEANS CLUSTERING\n",
    "\n",
    "# ELBOW METHOD FOR K-MEANS\n",
    "\n",
    "# Use noise-free data\n",
    "X_elbow = scaled_dbscan_clean\n",
    "\n",
    "Ks = range(2, 11)\n",
    "inertia = []\n",
    "silhouette_scores = []\n",
    "dbi_scores = []\n",
    "\n",
    "for k in Ks:\n",
    "    km = KMeans(n_clusters=k, random_state=42, n_init=10)\n",
    "    labels = km.fit_predict(X_elbow)\n",
    "\n",
    "    inertia.append(km.inertia_)\n",
    "    silhouette_scores.append(silhouette_score(X_elbow, labels))\n",
    "    dbi_scores.append(davies_bouldin_score(X_elbow, labels))\n",
    "\n",
    "# Elbow Plot (Inertia vs k)\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.plot(Ks, inertia, marker='o')\n",
    "plt.title(\"Elbow Method – K-Means (after DBSCAN noise removal)\")\n",
    "plt.xlabel(\"Number of clusters (k)\")\n",
    "plt.ylabel(\"Inertia\")\n",
    "plt.xticks(Ks)\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# Silhouette vs k\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.plot(Ks, silhouette_scores, marker='o')\n",
    "plt.title(\"Silhouette Score vs k – K-Means\")\n",
    "plt.xlabel(\"k\")\n",
    "plt.ylabel(\"Silhouette Score\")\n",
    "plt.xticks(Ks)\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# DBI vs k\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.plot(Ks, dbi_scores, marker='o')\n",
    "plt.title(\"Davies–Bouldin Index vs k – K-Means\")\n",
    "plt.xlabel(\"k\")\n",
    "plt.ylabel(\"DBI (lower is better)\")\n",
    "plt.xticks(Ks)\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nK-Means Evaluation (k = 2 to 10)\")\n",
    "for i, k in enumerate(Ks):\n",
    "    print(f\"k={k} | Inertia={inertia[i]:.1f} | Silhouette={silhouette_scores[i]:.3f} | DBI={dbi_scores[i]:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a96462db-12b1-4fed-8879-d7d7609fab2c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distances from curve: [np.float64(5.789887966037872e-16), np.float64(1.4334402135282007), np.float64(2.071357902337916), np.float64(2.3911706380958435), np.float64(2.1830889037476258), np.float64(1.8683183359896198), np.float64(1.336617434369817), np.float64(0.6761686564347023), np.float64(5.789887966037872e-16)]\n",
      "------------------------------------\n",
      "Correct Optimal k by Elbow Method: 5\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ELBOW DETECTION\n",
    "K = range(2, 11)\n",
    "inertia_scores = []\n",
    "\n",
    "# Compute inertia for each k\n",
    "for k in K:\n",
    "    km = KMeans(n_clusters=k, random_state=42, n_init=10)\n",
    "    km.fit(X_elbow)\n",
    "    inertia_scores.append(km.inertia_)\n",
    "\n",
    "# Line between first and last points\n",
    "x1, y1 = 2, inertia_scores[0]\n",
    "x2, y2 = 10, inertia_scores[-1]\n",
    "\n",
    "# Distances\n",
    "distances = []\n",
    "for i, k in enumerate(K):\n",
    "    x0, y0 = k, inertia_scores[i]\n",
    "\n",
    "    # Distance formula\n",
    "    num = abs((y2 - y1)*x0 - (x2 - x1)*y0 + x2*y1 - y2*x1)\n",
    "    den = np.sqrt((y2 - y1)**2 + (x2 - x1)**2)\n",
    "    distances.append(num / den)\n",
    "\n",
    "# Elbow k = maximum curvature point\n",
    "elbow_k = K[np.argmax(distances)]\n",
    "\n",
    "print(\"Distances from curve:\", distances)\n",
    "print(\"------------------------------------\")\n",
    "print(f\"Correct Optimal k by Elbow Method: {elbow_k}\")\n",
    "\n",
    "# Plot elbow graph\n",
    "plt.figure(figsize=(8,5))\n",
    "plt.plot(K, inertia_scores, marker='o')\n",
    "plt.title(\"Elbow Method (Correct Maximum Curvature)\")\n",
    "plt.xlabel(\"k\")\n",
    "plt.ylabel(\"Inertia\")\n",
    "plt.grid(True)\n",
    "\n",
    "# Highlight elbow\n",
    "plt.scatter(elbow_k, inertia_scores[elbow_k-2], color='red', s=120, label=f\"Elbow k = {elbow_k}\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "74051000-a53b-4281-b4b2-4e134305b0e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "K-MEANS SUMMARY\n",
      "\n",
      "Dataset Shape (rows, columns): (8320, 20)\n",
      "\n",
      "Column Names:\n",
      "['BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE', 'DBSCAN_Label', 'HIER', 'KMEANS']\n",
      "\n",
      "Index Range (Start → End):\n",
      "Start: 0\n",
      "End: 8319\n",
      "\n",
      "Cluster Sizes:\n",
      "KMEANS\n",
      "0    1208\n",
      "1    1031\n",
      "2    4097\n",
      "3    1148\n",
      "4     836\n",
      "Name: count, dtype: int64\n",
      "\n",
      "Cluster-wise Mean Values:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_TRX</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "      <th>DBSCAN_Label</th>\n",
       "      <th>HIER</th>\n",
       "      <th>KMEANS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KMEANS</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4045.12</td>\n",
       "      <td>0.98</td>\n",
       "      <td>325.03</td>\n",
       "      <td>169.03</td>\n",
       "      <td>156.04</td>\n",
       "      <td>3386.48</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.40</td>\n",
       "      <td>10.38</td>\n",
       "      <td>5.70</td>\n",
       "      <td>6424.80</td>\n",
       "      <td>2369.53</td>\n",
       "      <td>1872.93</td>\n",
       "      <td>0.02</td>\n",
       "      <td>11.54</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>94.05</td>\n",
       "      <td>0.84</td>\n",
       "      <td>956.79</td>\n",
       "      <td>349.87</td>\n",
       "      <td>607.04</td>\n",
       "      <td>31.20</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.14</td>\n",
       "      <td>16.23</td>\n",
       "      <td>4473.16</td>\n",
       "      <td>1108.61</td>\n",
       "      <td>165.53</td>\n",
       "      <td>0.81</td>\n",
       "      <td>11.40</td>\n",
       "      <td>0.02</td>\n",
       "      <td>2.81</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1176.01</td>\n",
       "      <td>0.97</td>\n",
       "      <td>426.16</td>\n",
       "      <td>221.28</td>\n",
       "      <td>205.15</td>\n",
       "      <td>430.44</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.11</td>\n",
       "      <td>1.85</td>\n",
       "      <td>8.22</td>\n",
       "      <td>3187.25</td>\n",
       "      <td>857.34</td>\n",
       "      <td>506.53</td>\n",
       "      <td>0.04</td>\n",
       "      <td>11.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.12</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>151.50</td>\n",
       "      <td>0.37</td>\n",
       "      <td>300.45</td>\n",
       "      <td>176.67</td>\n",
       "      <td>124.37</td>\n",
       "      <td>412.10</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.05</td>\n",
       "      <td>1.06</td>\n",
       "      <td>4.46</td>\n",
       "      <td>3497.01</td>\n",
       "      <td>846.20</td>\n",
       "      <td>181.15</td>\n",
       "      <td>0.08</td>\n",
       "      <td>11.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.02</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1704.82</td>\n",
       "      <td>0.98</td>\n",
       "      <td>3093.41</td>\n",
       "      <td>2064.50</td>\n",
       "      <td>1028.97</td>\n",
       "      <td>261.06</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.96</td>\n",
       "      <td>44.50</td>\n",
       "      <td>6370.13</td>\n",
       "      <td>2719.81</td>\n",
       "      <td>598.83</td>\n",
       "      <td>0.18</td>\n",
       "      <td>11.91</td>\n",
       "      <td>0.02</td>\n",
       "      <td>3.43</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "KMEANS                                                            \n",
       "0       4045.12               0.98     325.03            169.03   \n",
       "1         94.05               0.84     956.79            349.87   \n",
       "2       1176.01               0.97     426.16            221.28   \n",
       "3        151.50               0.37     300.45            176.67   \n",
       "4       1704.82               0.98    3093.41           2064.50   \n",
       "\n",
       "        INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "KMEANS                                                              \n",
       "0                       156.04       3386.48                 0.27   \n",
       "1                       607.04         31.20                 0.78   \n",
       "2                       205.15        430.44                 0.43   \n",
       "3                       124.37        412.10                 0.28   \n",
       "4                      1028.97        261.06                 0.91   \n",
       "\n",
       "        ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "KMEANS                                                                 \n",
       "0                             0.10                              0.18   \n",
       "1                             0.22                              0.62   \n",
       "2                             0.14                              0.31   \n",
       "3                             0.07                              0.20   \n",
       "4                             0.65                              0.69   \n",
       "\n",
       "        CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
       "KMEANS                                                                          \n",
       "0                         0.40             10.38           5.70       6424.80   \n",
       "1                         0.01              0.14          16.23       4473.16   \n",
       "2                         0.11              1.85           8.22       3187.25   \n",
       "3                         0.05              1.06           4.46       3497.01   \n",
       "4                         0.05              0.96          44.50       6370.13   \n",
       "\n",
       "        PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  DBSCAN_Label  \\\n",
       "KMEANS                                                                       \n",
       "0        2369.53           1872.93              0.02   11.54          0.01   \n",
       "1        1108.61            165.53              0.81   11.40          0.02   \n",
       "2         857.34            506.53              0.04   11.56          0.00   \n",
       "3         846.20            181.15              0.08   11.24          0.00   \n",
       "4        2719.81            598.83              0.18   11.91          0.02   \n",
       "\n",
       "        HIER  KMEANS  \n",
       "KMEANS                \n",
       "0       0.22     0.0  \n",
       "1       2.81     1.0  \n",
       "2       1.12     2.0  \n",
       "3       2.02     3.0  \n",
       "4       3.43     4.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# K-MEANS SUMMARY\n",
    "df_kmeans = df_hier.copy().reset_index(drop=True)\n",
    "\n",
    "# Run K-Means on the SAME scaled data (noise-free)\n",
    "k = 5\n",
    "kmeans = KMeans(n_clusters=k, random_state=42, n_init=10)\n",
    "labels = kmeans.fit_predict(scaled_dbscan_clean)   # scaled_dbscan_clean must also be 8082 rows\n",
    "\n",
    "# Assign labels\n",
    "df_kmeans[\"KMEANS\"] = labels\n",
    "\n",
    "# K-MEANS SUMMARY\n",
    "print(\"\\nK-MEANS SUMMARY\")\n",
    "print(\"\\nDataset Shape (rows, columns):\", df_kmeans.shape)\n",
    "print(\"\\nColumn Names:\")\n",
    "print(list(df_kmeans.columns))\n",
    "print(\"\\nIndex Range (Start → End):\")\n",
    "print(\"Start:\", df_kmeans.index.min())\n",
    "print(\"End:\", df_kmeans.index.max())\n",
    "print(\"\\nCluster Sizes:\")\n",
    "print(df_kmeans[\"KMEANS\"].value_counts().sort_index())\n",
    "print(\"\\nCluster-wise Mean Values:\")\n",
    "display(\n",
    "    df_kmeans.groupby(\"KMEANS\")[df_kmeans.columns].mean().round(2)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "fc8b6098-4702-4d39-9845-2e987d615cfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PCA – K-MEANS CLUSTERING\n",
    "\n",
    "# Apply PCA on noise-free scaled data\n",
    "pca_km = PCA(n_components=2, random_state=42)\n",
    "X_pca_km = pca_km.fit_transform(scaled_dbscan_clean)\n",
    "\n",
    "# Create PCA dataframe\n",
    "pca_df_km = pd.DataFrame({\n",
    "    \"PC1\": X_pca_km[:, 0],\n",
    "    \"PC2\": X_pca_km[:, 1],\n",
    "    \"KMEANS\": df_kmeans[\"KMEANS\"].values\n",
    "})\n",
    "\n",
    "# Scatter plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.scatterplot(\n",
    "    data=pca_df_km,\n",
    "    x=\"PC1\",\n",
    "    y=\"PC2\",\n",
    "    hue=\"KMEANS\",\n",
    "    palette=\"Set2\",\n",
    "    s=40\n",
    ")\n",
    "plt.title(\"PCA – K-Means Clustering (k = 5)\", fontsize=14)\n",
    "plt.xlabel(\"Principal Component 1\")\n",
    "plt.ylabel(\"Principal Component 2\")\n",
    "plt.legend(title=\"Cluster\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c9e17d94-6d46-468d-a790-b2dc0ad65d50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HEATMAP – K-MEANS\n",
    "\n",
    "# Choose important business features\n",
    "feature_cols_km = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Cluster-wise mean values\n",
    "kmeans_means = df_kmeans.groupby(\"KMEANS\")[feature_cols_km].mean().round(2)\n",
    "\n",
    "# Heatmap\n",
    "plt.figure(figsize=(15, 7))\n",
    "sns.heatmap(\n",
    "    kmeans_means,\n",
    "    annot=True,\n",
    "    cmap=\"viridis\",\n",
    "    fmt=\".2f\",\n",
    "    linewidths=0.5,\n",
    "    linecolor=\"black\"\n",
    ")\n",
    "plt.title(\"K-Means (k = 5) – Heatmap of Cluster Profiles\")\n",
    "plt.xlabel(\"Features\")\n",
    "plt.ylabel(\"K-Means Cluster\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a807dda3-828a-408f-adaa-3ca194f4bd17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-Means Silhouette Score: 0.2949\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SILHOUETTE - K-MEANS\n",
    "X_km = scaled_dbscan_clean\n",
    "labels_km = df_kmeans[\"KMEANS\"].values\n",
    "\n",
    "# Silhouette score\n",
    "sil_km = silhouette_score(X_km, labels_km)\n",
    "print(f\"K-Means Silhouette Score: {sil_km:.4f}\")\n",
    "\n",
    "# Simple bar plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"K-Means\"], [sil_km], color=\"green\")\n",
    "plt.title(\"Silhouette Score – K-Means\")\n",
    "plt.ylabel(\"Silhouette Score (higher is better)\")\n",
    "plt.ylim(0, sil_km + 0.2)\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "418568ae-75e9-42f7-a953-2033ff3fd9b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-Means Davies–Bouldin Index: 1.3018\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DAVIES–BOULDIN INDEX (DBI) - K-MEANS\n",
    "X_km = scaled_dbscan_clean\n",
    "labels_km = df_kmeans[\"KMEANS\"].values\n",
    "\n",
    "# Compute DBI\n",
    "dbi_km = davies_bouldin_score(X_km, labels_km)\n",
    "print(f\"K-Means Davies–Bouldin Index: {dbi_km:.4f}\")\n",
    "\n",
    "# Simple bar plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"K-Means\"], [dbi_km], color=\"violet\")\n",
    "plt.title(\"Davies–Bouldin Index – K-Means\")\n",
    "plt.ylabel(\"DBI (lower is better)\")\n",
    "plt.ylim(0, dbi_km + 0.5)     # small headroom\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "800266c7-ab2f-4b22-8072-72541e7e2288",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-Means Calinski–Harabasz Score: 1958.1308\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CALINSKI–HARABASZ - K-MEANS\n",
    "X_km = scaled_dbscan_clean\n",
    "labels_km = df_kmeans[\"KMEANS\"].values\n",
    "\n",
    "# Compute CH Score\n",
    "ch_km = calinski_harabasz_score(X_km, labels_km)\n",
    "print(f\"K-Means Calinski–Harabasz Score: {ch_km:.4f}\")\n",
    "\n",
    "# Simple bar plot\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.bar([\"K-Means\"], [ch_km], color=\"grey\")\n",
    "plt.title(\"Calinski–Harabasz Score – K-Means\")\n",
    "plt.ylabel(\"CH Score (higher is better)\")\n",
    "plt.ylim(0, ch_km + ch_km * 0.1)\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4d4d14bd-9d96-47e7-9167-996f87f9fd5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "K-MEANS CLUSTER PROFILE\n",
      "Clusters found: 5\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KMEANS</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4045.12</td>\n",
       "      <td>325.03</td>\n",
       "      <td>3386.48</td>\n",
       "      <td>6424.80</td>\n",
       "      <td>2369.53</td>\n",
       "      <td>1872.93</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>94.05</td>\n",
       "      <td>956.79</td>\n",
       "      <td>31.20</td>\n",
       "      <td>4473.16</td>\n",
       "      <td>1108.61</td>\n",
       "      <td>165.53</td>\n",
       "      <td>0.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1176.01</td>\n",
       "      <td>426.16</td>\n",
       "      <td>430.44</td>\n",
       "      <td>3187.25</td>\n",
       "      <td>857.34</td>\n",
       "      <td>506.53</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>151.50</td>\n",
       "      <td>300.45</td>\n",
       "      <td>412.10</td>\n",
       "      <td>3497.01</td>\n",
       "      <td>846.20</td>\n",
       "      <td>181.15</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1704.82</td>\n",
       "      <td>3093.41</td>\n",
       "      <td>261.06</td>\n",
       "      <td>6370.13</td>\n",
       "      <td>2719.81</td>\n",
       "      <td>598.83</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        BALANCE  PURCHASES  CASH_ADVANCE  CREDIT_LIMIT  PAYMENTS  \\\n",
       "KMEANS                                                             \n",
       "0       4045.12     325.03       3386.48       6424.80   2369.53   \n",
       "1         94.05     956.79         31.20       4473.16   1108.61   \n",
       "2       1176.01     426.16        430.44       3187.25    857.34   \n",
       "3        151.50     300.45        412.10       3497.01    846.20   \n",
       "4       1704.82    3093.41        261.06       6370.13   2719.81   \n",
       "\n",
       "        MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  \n",
       "KMEANS                                      \n",
       "0                1872.93              0.02  \n",
       "1                 165.53              0.81  \n",
       "2                 506.53              0.04  \n",
       "3                 181.15              0.08  \n",
       "4                 598.83              0.18  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CLUSTER PROFILE - K-MEANS\n",
    "\n",
    "# Important financial features (same as DBSCAN & Hier)\n",
    "kmeans_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Compute cluster-wise mean values\n",
    "kmeans_cluster_profile = (\n",
    "    df_kmeans\n",
    "    .groupby(\"KMEANS\")[kmeans_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "print(\"\\nK-MEANS CLUSTER PROFILE\")\n",
    "print(f\"Clusters found: {len(kmeans_cluster_profile)}\\n\")\n",
    "display(kmeans_cluster_profile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1d579bde-27c4-463b-a797-4f414e02b25d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K-MEANS - PARAMETER SELECTION JUSTIFICATION\n",
      "\n",
      " OPTIMAL K SELECTION - MULTI-METRIC APPROACH:\n",
      "\n",
      "  Method 1 - Elbow Method (Inertia):\n",
      "    Detected elbow at k = 5\n",
      "      Inertia shows diminishing returns after this point\n",
      "\n",
      "  Method 2 - Silhouette Score:\n",
      "    Best k = 7 (Silhouette = 0.308)\n",
      "    k = 5 (Silhouette = 0.295) - close second\n",
      "\n",
      "  Method 3 - Davies-Bouldin Index:\n",
      "    Best k = 6 or 7 (lowest DBI)\n",
      "\n",
      "  Method 4 - Calinski-Harabasz Score:\n",
      "    Best k = 7 (highest CH score)\n",
      "\n",
      " FINAL DECISION: k = 5\n",
      "\n",
      "  Why k=5 despite k=7 showing slightly better metrics:\n",
      "  Consistency with other models (DBSCAN, Hierarchical)\n",
      "  Silhouette difference is small (0.295 vs 0.308)\n",
      "  Better for business interpretation (5 segments vs 7)\n",
      "  Allows direct comparison of customer profiles across models\n",
      "  Multiple metrics all suggest k=5-7 range is optimal\n",
      "\n",
      " OTHER PARAMETERS:\n",
      "  random_state = 42 (for reproducibility)\n",
      "  n_init = 10 (number of initializations, finds best centroid placement)\n",
      "\n",
      " Final Model: KMeans(n_clusters=5, random_state=42, n_init=10)\n"
     ]
    }
   ],
   "source": [
    "# JUSTIFICATION FOR K-MEANS PARAMETERS\n",
    "print(\"K-MEANS - PARAMETER SELECTION JUSTIFICATION\")\n",
    "\n",
    "print(\"\\n OPTIMAL K SELECTION - MULTI-METRIC APPROACH:\")\n",
    "print(\"\\n  Method 1 - Elbow Method (Inertia):\")\n",
    "print(f\"    Detected elbow at k = {elbow_k}\")\n",
    "print(\"      Inertia shows diminishing returns after this point\")\n",
    "\n",
    "print(\"\\n  Method 2 - Silhouette Score:\")\n",
    "print(f\"    Best k = 7 (Silhouette = 0.308)\")\n",
    "print(\"    k = 5 (Silhouette = 0.295) - close second\")\n",
    "\n",
    "print(\"\\n  Method 3 - Davies-Bouldin Index:\")\n",
    "print(\"    Best k = 6 or 7 (lowest DBI)\")\n",
    "\n",
    "print(\"\\n  Method 4 - Calinski-Harabasz Score:\")\n",
    "print(\"    Best k = 7 (highest CH score)\")\n",
    "\n",
    "print(\"\\n FINAL DECISION: k = 5\")\n",
    "print(\"\\n  Why k=5 despite k=7 showing slightly better metrics:\")\n",
    "print(\"  Consistency with other models (DBSCAN, Hierarchical)\")\n",
    "print(\"  Silhouette difference is small (0.295 vs 0.308)\")\n",
    "print(\"  Better for business interpretation (5 segments vs 7)\")\n",
    "print(\"  Allows direct comparison of customer profiles across models\")\n",
    "print(\"  Multiple metrics all suggest k=5-7 range is optimal\")\n",
    "\n",
    "print(\"\\n OTHER PARAMETERS:\")\n",
    "print(\"  random_state = 42 (for reproducibility)\")\n",
    "print(\"  n_init = 10 (number of initializations, finds best centroid placement)\")\n",
    "\n",
    "print(\"\\n Final Model: KMeans(n_clusters=5, random_state=42, n_init=10)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "95da22da-889b-4f8d-a6c5-9ae447b255dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BUSINESS INTERPRETATION – K-MEANS\n",
      "\n",
      "--- K-Means Cluster 0 ---\n",
      "Feature Means:\n",
      "BALANCE             4045.12\n",
      "PURCHASES            325.03\n",
      "CASH_ADVANCE        3386.48\n",
      "CREDIT_LIMIT        6424.80\n",
      "PAYMENTS            2369.53\n",
      "MINIMUM_PAYMENTS    1872.93\n",
      "PRC_FULL_PAYMENT       0.02\n",
      "Name: 0, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . CASH_ADVANCE: HIGH (z = 1.72)\n",
      " . BALANCE: HIGH (z = 1.50)\n",
      " . MINIMUM_PAYMENTS: HIGH (z = 1.21)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.45)\n",
      " . PURCHASES: LOW (z = -0.39)\n",
      " . CREDIT_LIMIT: LOW (z = 0.68)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- K-Means Cluster 1 ---\n",
      "Feature Means:\n",
      "BALANCE               94.05\n",
      "PURCHASES            956.79\n",
      "CASH_ADVANCE          31.20\n",
      "CREDIT_LIMIT        4473.16\n",
      "PAYMENTS            1108.61\n",
      "MINIMUM_PAYMENTS     165.53\n",
      "PRC_FULL_PAYMENT       0.81\n",
      "Name: 1, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PRC_FULL_PAYMENT: HIGH (z = 2.27)\n",
      " . PURCHASES: HIGH (z = 0.22)\n",
      " . CREDIT_LIMIT: HIGH (z = 0.09)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . BALANCE: LOW (z = -0.71)\n",
      " . CASH_ADVANCE: LOW (z = -0.50)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.45)\n",
      "\n",
      "Suggested Business Label: High-Spend, Full-Payment Loyal Customers\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- K-Means Cluster 2 ---\n",
      "Feature Means:\n",
      "BALANCE             1176.01\n",
      "PURCHASES            426.16\n",
      "CASH_ADVANCE         430.44\n",
      "CREDIT_LIMIT        3187.25\n",
      "PAYMENTS             857.34\n",
      "MINIMUM_PAYMENTS     506.53\n",
      "PRC_FULL_PAYMENT       0.04\n",
      "Name: 2, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . BALANCE: HIGH (z = -0.11)\n",
      " . MINIMUM_PAYMENTS: HIGH (z = -0.12)\n",
      " . CASH_ADVANCE: HIGH (z = -0.24)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.38)\n",
      " . CREDIT_LIMIT: LOW (z = -0.30)\n",
      " . PAYMENTS: LOW (z = -0.30)\n",
      "\n",
      "Suggested Business Label: High Cash-Advance / Revolving Credit Customers\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- K-Means Cluster 3 ---\n",
      "Feature Means:\n",
      "BALANCE              151.50\n",
      "PURCHASES            300.45\n",
      "CASH_ADVANCE         412.10\n",
      "CREDIT_LIMIT        3497.01\n",
      "PAYMENTS             846.20\n",
      "MINIMUM_PAYMENTS     181.15\n",
      "PRC_FULL_PAYMENT       0.08\n",
      "Name: 3, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . CREDIT_LIMIT: HIGH (z = -0.21)\n",
      " . PRC_FULL_PAYMENT: HIGH (z = -0.24)\n",
      " . CASH_ADVANCE: HIGH (z = -0.25)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . BALANCE: LOW (z = -0.68)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.43)\n",
      " . PURCHASES: LOW (z = -0.41)\n",
      "\n",
      "Suggested Business Label: Low-Usage / Dormant Customers\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- K-Means Cluster 4 ---\n",
      "Feature Means:\n",
      "BALANCE             1704.82\n",
      "PURCHASES           3093.41\n",
      "CASH_ADVANCE         261.06\n",
      "CREDIT_LIMIT        6370.13\n",
      "PAYMENTS            2719.81\n",
      "MINIMUM_PAYMENTS     598.83\n",
      "PRC_FULL_PAYMENT       0.18\n",
      "Name: 4, dtype: float64\n",
      "\n",
      "High Characteristics (above overall average):\n",
      " . PURCHASES: HIGH (z = 2.26)\n",
      " . PAYMENTS: HIGH (z = 0.96)\n",
      " . CREDIT_LIMIT: HIGH (z = 0.66)\n",
      "\n",
      "Low Characteristics (below overall average):\n",
      " . CASH_ADVANCE: LOW (z = -0.35)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.03)\n",
      " . PRC_FULL_PAYMENT: LOW (z = 0.10)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# BUSINESS INTERPRETATION - K-MEANS\n",
    "\n",
    "# Important financial features\n",
    "kmeans_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Work on a copy\n",
    "df_kmeans_biz = df_kmeans.copy()\n",
    "\n",
    "# Cluster-wise mean profile for K-Means\n",
    "kmeans_profile = (\n",
    "    df_kmeans_biz\n",
    "    .groupby(\"KMEANS\")[kmeans_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "# Overall mean & std for z-scores\n",
    "overall_means_km = df_kmeans_biz[kmeans_feature_cols].mean()\n",
    "overall_stds_km  = df_kmeans_biz[kmeans_feature_cols].std().replace(0, 1)\n",
    "\n",
    "print(\"BUSINESS INTERPRETATION – K-MEANS\")\n",
    "for cluster_id, row in kmeans_profile.iterrows():\n",
    "    print(f\"\\n--- K-Means Cluster {cluster_id} ---\")\n",
    "    print(\"Feature Means:\")\n",
    "    print(row)\n",
    "\n",
    "    # Z-score for each feature in this cluster\n",
    "    z = (row - overall_means_km) / overall_stds_km\n",
    "\n",
    "    # Top 3 HIGH and LOW features\n",
    "    top3_high = z.sort_values(ascending=False).head(3)\n",
    "    top3_low  = z.sort_values().head(3)\n",
    "\n",
    "    print(\"\\nHigh Characteristics (above overall average):\")\n",
    "    for feat, val in top3_high.items():\n",
    "        print(f\" . {feat}: HIGH (z = {val:.2f})\")\n",
    "\n",
    "    print(\"\\nLow Characteristics (below overall average):\")\n",
    "    for feat, val in top3_low.items():\n",
    "        print(f\" . {feat}: LOW (z = {val:.2f})\")\n",
    "\n",
    "    # Simple rule-based business label\n",
    "    label = \"Mixed-Behavior Customer Segment\"\n",
    "\n",
    "    if \"CASH_ADVANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Cash-Advance / Revolving Credit Customers\"\n",
    "\n",
    "    elif \"PURCHASES\" in top3_high.index and \"PRC_FULL_PAYMENT\" in top3_high.index:\n",
    "        label = \"High-Spend, Full-Payment Loyal Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_low.index and \"PURCHASES\" in top3_low.index:\n",
    "        label = \"Low-Usage / Dormant Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Balance, Low Repayment Risky Customers\"\n",
    "\n",
    "    print(f\"\\nSuggested Business Label: {label}\")\n",
    "    print(\"-\" * 72)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbcad4c5-0f58-4bb0-8003-3a233950527f",
   "metadata": {},
   "source": [
    "## 7. HYBRID CLUSTERING\n",
    "\n",
    "**Algorithm Overview:**  \n",
    "Hybrid clustering combines insights from multiple algorithms by creating a meta-clustering approach.\n",
    "\n",
    "**Our Methodology:**\n",
    "1. Take cluster labels from DBSCAN, Hierarchical, and K-Means\n",
    "2. One-hot encode these labels (creating meta-features)\n",
    "3. Concatenate with original scaled features\n",
    "4. Apply K-Means on this enriched feature space\n",
    "5. Search for optimal k (3 to 9) using multiple metrics\n",
    "6. Select k based on Highest Silhouette Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "65e35d10-caba-4430-bc16-10ad9a577183",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[HYBRID] Shape checks (rows should all match):\n",
      "df_dbscan_clean rows    : 8320\n",
      "df_hier rows            : 8320\n",
      "df_kmeans rows          : 8320\n",
      "scaled_dbscan_clean rows: 8320\n"
     ]
    }
   ],
   "source": [
    "# HYBRID CLUSTERING\n",
    "\n",
    "# SANITY CHECK – ALL INPUTS ALIGNED\n",
    "print(\"\\n[HYBRID] Shape checks (rows should all match):\")\n",
    "print(\"df_dbscan_clean rows    :\", df_dbscan_clean.shape[0])\n",
    "print(\"df_hier rows            :\", df_hier.shape[0])\n",
    "print(\"df_kmeans rows          :\", df_kmeans.shape[0])\n",
    "print(\"scaled_dbscan_clean rows:\", scaled_dbscan_clean.shape[0])\n",
    "\n",
    "# Align indices\n",
    "df_dbscan_clean = df_dbscan_clean.reset_index(drop=True)\n",
    "df_hier        = df_hier.reset_index(drop=True)\n",
    "df_kmeans      = df_kmeans.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9e274c8f-bea6-4a62-b54f-be093ef90e0e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[HYBRID] Building one-hot encodings for DBSCAN, HIER, KMEANS...\n",
      "[HYBRID] One-hot shapes:\n",
      "  DBSCAN: (8320, 5)\n",
      "  HIER  : (8320, 5)\n",
      "  KMEANS: (8320, 5)\n"
     ]
    }
   ],
   "source": [
    "# BUILD ONE-HOT ENCODINGS OF ALL THREE MODELS\n",
    "print(\"\\n[HYBRID] Building one-hot encodings for DBSCAN, HIER, KMEANS...\")\n",
    "\n",
    "# One-hot encodings of cluster labels from each model\n",
    "dbscan_oh = pd.get_dummies(df_kmeans[\"DBSCAN_Label\"],  prefix=\"DB\")\n",
    "hier_oh   = pd.get_dummies(df_kmeans[\"HIER\"],          prefix=\"HIER\")\n",
    "km_oh     = pd.get_dummies(df_kmeans[\"KMEANS\"],        prefix=\"KM\")\n",
    "\n",
    "print(\"[HYBRID] One-hot shapes:\")\n",
    "print(\"  DBSCAN:\", dbscan_oh.shape)\n",
    "print(\"  HIER  :\", hier_oh.shape)\n",
    "print(\"  KMEANS:\", km_oh.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c02ee5ba-621b-49e0-b017-63859ed2ec45",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[HYBRID] Combining original scaled features + one-hot cluster encodings...\n",
      "[HYBRID] Final hybrid feature matrix shape: (8320, 32)\n"
     ]
    }
   ],
   "source": [
    "# Combine Original Scaled Features + One-Hot Encodings to Build Hybrid Feature Matrix\n",
    "print(\"\\n[HYBRID] Combining original scaled features + one-hot cluster encodings...\")\n",
    "\n",
    "# Original scaled financial features\n",
    "orig_scaled_df = pd.DataFrame(\n",
    "    scaled_dbscan_clean,\n",
    "    index=df_kmeans.index\n",
    ")\n",
    "\n",
    "# Concatenate along columns: [original_scaled_features | DB one-hot | HIER one-hot | KM one-hot]\n",
    "hybrid_full_df = pd.concat([orig_scaled_df, dbscan_oh, hier_oh, km_oh], axis=1)\n",
    "hybrid_features = hybrid_full_df.values\n",
    "print(\"[HYBRID] Final hybrid feature matrix shape:\", hybrid_features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "4bf6e0b3-082b-404e-99fc-545cc4ec3f70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[HYBRID] Searching best k for Hybrid\n",
      "\n",
      "[HYBRID] k-results on hybrid feature space:\n",
      "k | Inertia       | Silhouette | DBI      | CH\n",
      "--|---------------|------------|----------|-------------\n",
      "3 | 156970.4      | 0.292      | 1.494    | 1924.6     \n",
      "4 | 133674.9      | 0.291      | 1.412    | 1989.5     \n",
      "5 | 114897.0      | 0.315      | 1.254    | 2075.5     \n",
      "6 | 105046.6      | 0.319      | 1.147    | 1971.8     \n",
      "7 | 96540.5       | 0.321      | 1.106    | 1909.8     \n",
      "8 | 91256.2       | 0.320      | 1.140    | 1800.4     \n",
      "9 | 87081.5       | 0.283      | 1.273    | 1700.4     \n",
      "\n",
      "[HYBRID] Best k by Silhouette on hybrid features = 7\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[HYBRID] Best k by Silhouette Score = 7\n",
      "[HYBRID] Best k by Elbow Method     = 8\n",
      "\n",
      " FINAL SELECTED k FOR HYBRID = 7\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# SEARCH BEST k FOR HYBRID\n",
    "\n",
    "# Define range of k values to test\n",
    "Ks_h = range(3, 10)\n",
    "\n",
    "# Lists to store metrics for each k\n",
    "inertia_h    = []\n",
    "silhouette_h = []\n",
    "dbi_h_vals   = []\n",
    "ch_h_vals    = []\n",
    "\n",
    "print(\"\\n[HYBRID] Searching best k for Hybrid\")\n",
    "\n",
    "# Loop over each k and compute all 4 metrics\n",
    "for k in Ks_h:\n",
    "    # Create K-Means model for current k\n",
    "    km_h = KMeans(n_clusters=k, random_state=42, n_init=10)\n",
    "\n",
    "    # Fit on hybrid_features and get labels\n",
    "    lbls_h = km_h.fit_predict(hybrid_features)\n",
    "\n",
    "    # Inertia (sum of squared distances to cluster centers)\n",
    "    inertia_h.append(km_h.inertia_)\n",
    "\n",
    "    # Silhouette Score (higher = better)\n",
    "    sil = silhouette_score(hybrid_features, lbls_h)\n",
    "    silhouette_h.append(sil)\n",
    "\n",
    "    # Davies–Bouldin Index (lower = better)\n",
    "    dbi = davies_bouldin_score(hybrid_features, lbls_h)\n",
    "    dbi_h_vals.append(dbi)\n",
    "\n",
    "    # Calinski–Harabasz Score (higher = better)\n",
    "    ch = calinski_harabasz_score(hybrid_features, lbls_h)\n",
    "    ch_h_vals.append(ch)\n",
    "\n",
    "# Elbow detection code that defines elbow_k_hybrid\n",
    "inertia_arr = np.array(inertia_h)\n",
    "d1 = np.diff(inertia_arr)\n",
    "d2 = np.diff(d1)\n",
    "best_elbow_index = np.argmax(-d2)\n",
    "elbow_k_hybrid = list(Ks_h)[best_elbow_index + 1]\n",
    "\n",
    "\n",
    "# Print numeric results in a small table\n",
    "print(\"\\n[HYBRID] k-results on hybrid feature space:\")\n",
    "print(\"k | Inertia       | Silhouette | DBI      | CH\")\n",
    "print(\"--|---------------|------------|----------|-------------\")\n",
    "for i, k in enumerate(Ks_h):\n",
    "    print(\n",
    "        f\"{k} | {inertia_h[i]:<13.1f} | \"\n",
    "        f\"{silhouette_h[i]:<10.3f} | \"\n",
    "        f\"{dbi_h_vals[i]:<8.3f} | \"\n",
    "        f\"{ch_h_vals[i]:<11.1f}\"\n",
    "    )\n",
    "\n",
    "# Select best k based on highest Silhouette\n",
    "best_k_hybrid = list(Ks_h)[np.argmax(silhouette_h)]\n",
    "print(f\"\\n[HYBRID] Best k by Silhouette on hybrid features = {best_k_hybrid}\")\n",
    "\n",
    "# Convert Ks_h to a list for plotting\n",
    "Ks_list = list(Ks_h)\n",
    "\n",
    "# Inertia vs k (Elbow)\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(Ks_list, inertia_h, marker='o')\n",
    "plt.title(\"Hybrid – Inertia vs Number of Clusters\")\n",
    "plt.xlabel(\"Number of clusters (k)\")\n",
    "plt.ylabel(\"Inertia (lower is better)\")\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Davies–Bouldin Index vs k\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(Ks_list, dbi_h_vals, marker='o')\n",
    "plt.title(\"Hybrid – Davies–Bouldin Index vs Number of Clusters\")\n",
    "plt.xlabel(\"Number of clusters (k)\")\n",
    "plt.ylabel(\"DBI (lower is better)\")\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Calinski–Harabasz Score vs k\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(Ks_list, ch_h_vals, marker='o')\n",
    "plt.title(\"Hybrid – Calinski–Harabasz Score vs Number of Clusters\")\n",
    "plt.xlabel(\"Number of clusters (k)\")\n",
    "plt.ylabel(\"CH Score (higher is better)\")\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# HYBRID – Silhouette vs k plot\n",
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "# Plot silhouette curve\n",
    "plt.plot(list(Ks_h), silhouette_h, marker='o', linewidth=2, color='blue')\n",
    "\n",
    "# Highlight BEST silhouette point in RED\n",
    "best_k_sil = list(Ks_h)[np.argmax(silhouette_h)]\n",
    "best_sil_value = max(silhouette_h)\n",
    "plt.scatter(\n",
    "    best_k_sil,\n",
    "    best_sil_value,\n",
    "    color='red',\n",
    "    s=120,\n",
    "    label=f\"Best Silhouette k = {best_k_sil}\"\n",
    ")\n",
    "\n",
    "plt.title(\"Hybrid – Silhouette Score vs k\", fontsize=14)\n",
    "plt.xlabel(\"Number of clusters (k)\", fontsize=12)\n",
    "plt.ylabel(\"Silhouette Score (Higher is Better)\", fontsize=12)\n",
    "plt.grid(True, linestyle='--', alpha=0.6)\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# FINAL k SELECTION\n",
    "# Best k from Silhouette (primary metric)\n",
    "best_k_silhouette = list(Ks_h)[np.argmax(silhouette_h)]\n",
    "print(f\"\\n[HYBRID] Best k by Silhouette Score = {best_k_silhouette}\")\n",
    "\n",
    "# Best k from Elbow (inertia)\n",
    "best_k_elbow = elbow_k_hybrid   # from elbow detection block\n",
    "print(f\"[HYBRID] Best k by Elbow Method     = {best_k_elbow}\")\n",
    "\n",
    "#  Silhouette is the most reliable, so we choose it as final k.\n",
    "best_k_hybrid = best_k_silhouette\n",
    "print(f\"\\n FINAL SELECTED k FOR HYBRID = {best_k_hybrid}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1829ad1a-0495-484d-82de-46fce44b6d6b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[HYBRID] Running final K-Means on hybrid features with k = 7...\n",
      "\n",
      "[HYBRID] Final cluster summary\n",
      "Unique HYBRID clusters: [0 1 2 3 4 5 6]\n",
      "\n",
      "Cluster sizes:\n",
      "HYBRID\n",
      "0    1061\n",
      "1     831\n",
      "2    1010\n",
      "3    1088\n",
      "4     494\n",
      "5      78\n",
      "6    3758\n",
      "Name: count, dtype: int64\n",
      "\n",
      "Hybrid DataFrame shape: (8320, 21)\n",
      "\n",
      "Columns in df_hybrid:\n",
      "['BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE', 'DBSCAN_Label', 'HIER', 'KMEANS', 'HYBRID']\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>BALANCE_FREQUENCY</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>ONEOFF_PURCHASES</th>\n",
       "      <th>INSTALLMENTS_PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>PURCHASES_FREQUENCY</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
       "      <th>...</th>\n",
       "      <th>PURCHASES_TRX</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "      <th>TENURE</th>\n",
       "      <th>DBSCAN_Label</th>\n",
       "      <th>HIER</th>\n",
       "      <th>KMEANS</th>\n",
       "      <th>HYBRID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40.900749</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>95.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>95.4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>201.802084</td>\n",
       "      <td>139.509787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3202.467416</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6442.945483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>4103.032597</td>\n",
       "      <td>1072.340217</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2495.148862</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>773.17</td>\n",
       "      <td>773.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>622.066742</td>\n",
       "      <td>627.284787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1666.670542</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>1499.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>205.788017</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>312.343947</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>817.714335</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>678.334763</td>\n",
       "      <td>244.791237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
       "0    40.900749           0.818182      95.40              0.00   \n",
       "1  3202.467416           0.909091       0.00              0.00   \n",
       "2  2495.148862           1.000000     773.17            773.17   \n",
       "3  1666.670542           0.636364    1499.00           1499.00   \n",
       "4   817.714335           1.000000      16.00             16.00   \n",
       "\n",
       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
       "0                    95.4      0.000000             0.166667   \n",
       "1                     0.0   6442.945483             0.000000   \n",
       "2                     0.0      0.000000             1.000000   \n",
       "3                     0.0    205.788017             0.083333   \n",
       "4                     0.0      0.000000             0.083333   \n",
       "\n",
       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
       "0                    0.000000                          0.083333   \n",
       "1                    0.000000                          0.000000   \n",
       "2                    1.000000                          0.000000   \n",
       "3                    0.083333                          0.000000   \n",
       "4                    0.083333                          0.000000   \n",
       "\n",
       "   CASH_ADVANCE_FREQUENCY  ...  PURCHASES_TRX  CREDIT_LIMIT     PAYMENTS  \\\n",
       "0                0.000000  ...              2        1000.0   201.802084   \n",
       "1                0.250000  ...              0        7000.0  4103.032597   \n",
       "2                0.000000  ...             12        7500.0   622.066742   \n",
       "3                0.083333  ...              1        7500.0     0.000000   \n",
       "4                0.000000  ...              1        1200.0   678.334763   \n",
       "\n",
       "   MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  DBSCAN_Label  HIER  KMEANS  \\\n",
       "0        139.509787          0.000000      12             0     2       2   \n",
       "1       1072.340217          0.222222      12             0     0       0   \n",
       "2        627.284787          0.000000      12             0     1       2   \n",
       "3        312.343947          0.000000      12             0     2       3   \n",
       "4        244.791237          0.000000      12             0     1       2   \n",
       "\n",
       "   HYBRID  \n",
       "0       6  \n",
       "1       3  \n",
       "2       6  \n",
       "3       0  \n",
       "4       6  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# FINAL HYBRID CLUSTERING WITH SELECTED k\n",
    "final_k_hybrid = best_k_hybrid\n",
    "\n",
    "print(f\"\\n[HYBRID] Running final K-Means on hybrid features with k = {final_k_hybrid}...\")\n",
    "\n",
    "# Fit K-Means on the HYBRID feature matrix\n",
    "hybrid_kmeans = KMeans(\n",
    "    n_clusters=final_k_hybrid,\n",
    "    random_state=42,\n",
    "    n_init=10\n",
    ")\n",
    "hybrid_labels = hybrid_kmeans.fit_predict(hybrid_features)\n",
    "\n",
    "# Attach HYBRID labels to a copy of df_kmeans\n",
    "df_hybrid = df_kmeans.copy()\n",
    "df_hybrid[\"HYBRID\"] = hybrid_labels\n",
    "\n",
    "# Basic summary of Hybrid clusters\n",
    "print(\"\\n[HYBRID] Final cluster summary\")\n",
    "print(\"Unique HYBRID clusters:\", np.unique(hybrid_labels))\n",
    "print(\"\\nCluster sizes:\")\n",
    "print(df_hybrid[\"HYBRID\"].value_counts().sort_index())\n",
    "print(\"\\nHybrid DataFrame shape:\", df_hybrid.shape)\n",
    "print(\"\\nColumns in df_hybrid:\")\n",
    "print(df_hybrid.columns.tolist())\n",
    "display(df_hybrid.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "f64f04cb-fca0-4647-8b46-836d7f4de6ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9QAAAJHCAYAAABxUR7dAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4W+XZwOGf9rQk721n75ABAQIhA0jCCqGMQoFCoIx0UChtafkKFChQZgddlEIZLaUtYY8AIRDCLBkkkL0T7y3b2vP7Q7FiRbJjJ/bxyHNfVy7wOUdH73n8+kjPeZcqGo1GEUIIIYQQQgghRLeo+7oAQgghhBBCCCHEQCQJtRBCCCGEEEIIcRgkoRZCCCGEEEIIIQ6DJNRCCCGEEEIIIcRhkIRaCCGEEEIIIYQ4DJJQCyGEEEIIIYQQh0ESaiGEEEIIIYQQ4jBIQi2EEEIIIYQQQhwGSaiFEEIIIYQQQojDIAm1EEIMMosWLUKlUrFnz54eO6dKpWL27NldPv7OO+9EpVKxYsWKHivDwZ5++mlUKhVPP/10r71HX5o9ezYqlaqvi5Fk9erVqNVq/vvf/8a37dmzB5VKxaJFi/quYD3I6XTicDi45ZZb+rooQggh+jlJqIUQfaLtC3j7f3q9nuLiYi699FK++uqrlK8LhUI89dRTnHXWWeTl5aHX67Hb7UybNo3bbruNvXv3dvief//73+PvtWHDht66tA61JZn//ve/Ozxm8eLFvZ6I9mfbtm3jhhtuYPz48dhsNgwGAyUlJVx44YW8+OKLRCKRPitbbzyoGIh+/OMfM27cOC666KK+LkqXtf3uOvv3q1/9Kn68w+Hgxhtv5NFHHz3qf99CCCE6p+3rAgghjm7Dhw/n8ssvB8DlcvH555/z/PPP89JLL/H+++9z0kknxY/du3cvCxcuZP369eTm5jJ37lyKi4txu92sXbuW+++/n4cffpgNGzYwYsSIpPdqS6ij0ShPPvkkv/3tbxW7zoFu8+bNmM3mXn2PRx55hJ/97GdEIhFmzJjB3LlzMZvNlJWV8d577/Hiiy9y9dVX8+STT/ZqOfqLZ599Fo/H09fFSLBs2TJWrlzJU0891S9bzzty3nnnMWTIkJT7Hn74YdxuN/Pnz0/YfuONN3L//fdzzz338MQTTyhQSiGEEAORJNRCiD41YsQI7rzzzoRtt912G/feey+/+MUv+OCDDwBobW1l/vz5bN26lZ/+9KfcfffdGI3GhNft2LGDm2++GZfLlfQ+W7du5ZNPPuGiiy5i1apV/OMf/+CBBx5Ar9f32rUNJmPGjOnV8z/++OP85Cc/YciQIbz44otMnTo1YX8oFOKZZ57ho48+6tVy9CclJSV9XYQkjz32GCaTiQsuuKCvi9It5513Huedd17S9jVr1nDXXXcxceJEjj/++IR9GRkZnHnmmTz//PM88sgj2O12hUorhBBiIJEu30KIfueGG24AYNWqVfFtDz/8MFu3buXyyy/nwQcfTEqmIZacv/baa4wbNy5pX1ur5hVXXMHll19OQ0MDr776ai9dQc/ZtWsXarWas88+O+X+pqYmjEYjkyZNStoXDof59a9/zYgRIzAajYwcOZKHHnooqdv0ihUrUKlU3HnnnXz22WfMnz8fh8OR0ALZ0RjqsrIyvvWtb5GRkYHVamXWrFmsXLmyW9fY3NzMT3/6U/R6PW+++WZSMg2g1Wr5zne+w1//+tdOz3WosbyprqOqqoobb7yRkSNHYjKZyMjIYOLEiXzve9+jpaUFgCFDhvDMM88AMHTo0Hg34YPPtXv3bq655hpKSkowGAzk5+ezaNGilEMR2l5fUVHBokWLyMvLQ61Wx7v7pxpD3X7c+PLly5kxYwYWi4XMzEyuvPJKGhoaUl73X//6V8aPH4/RaKS4uJhbbrkFn8/XrbHxjY2NvPbaa5xxxhmkpaV16TV+v58LLrgAlUrF7bff3qXXKKmt5fk73/lOyv3f/OY38Xg8CePFhRBCiPakhVoI0e+k6kr697//HYA77rjjkK8/uNU5FArx7LPPkp2dzRlnnMHo0aO55557ePLJJ/v9ONBhw4Zx+umn8/bbb1NeXk5RUVHC/n/84x/4/X6uvfbapNfedNNNfP7553zzm9/EaDTy0ksvccstt7Bjx46Uiemnn37Kfffdx5w5c7juuuvYt29fp2Wrqqpi+vTpVFRUMH/+fKZOncrmzZuZO3cuc+bM6fI1vvDCC7S0tHDppZemfBjSnsFg6PJ5u8Lj8XDyySezZ88e5s2bxze+8Q0CgQC7du3i6aef5pZbbsFms3HTTTfx9NNPs379em688UYcDgdAQjfi//3vf8yfPx+3282CBQsYMWIEe/bs4bnnnmPp0qV89tlnDBs2LOH9GxoamD59OhkZGVx88cUEAgFsNtshy/3666/zxhtvsGDBAr773e+ycuVKnn32WXbu3MnHH3+ccOwdd9zBr371K/Lz87nuuuvQarW88MILbNmypVuxWrlyJaFQiBNPPLFLx7e0tLBw4UI+/PBDHn300fiDsv7C6/Xy/PPPYzAY+Pa3v53ymOnTpwPw/vvvp/wbE0IIISShFkL0O48++igA06ZNA2Jjp9uSyZEjR3b7fG+88QY1NTX88Ic/RKvVMnLkSKZPn86yZcsoKyujuLi4R8t/KEuWLOkwmVm9enXStuuuu45ly5bx97//PemBwpNPPonRaIyPQ29v1apVrF+/noKCAgDuuusuTjrpJB5//HEuv/xyTjnllITjly1bxpNPPsnVV1/dpeu49dZbqaio4J577uEXv/hFfPvjjz/O9ddf36VzAHzyyScAnHrqqV1+TU9Zvnw5u3fv5kc/+hG/+c1vEva1trbGE/ibbrqJdevWsX79em666aak8bjBYJBLLrmESCTC6tWrE3oMfPzxx8yePZsbb7yR119/PeF1GzZs4KqrruJvf/sbGo2my+V+7bXXWLFiBSeffDIQ641w+umns2LFCj7//PN40rtt2zbuu+8+SkpKWLt2LZmZmQDcfffdXU6M23z66acAKXsQHKympoYzzjiDTZs28a9//YtLLrmkS++xYsWKbk3IN3ny5JRdubtiyZIlNDc3c8kll5CRkZHymKFDh5KRkRG/diGEEOJgklALIfrUjh074mOo2yYl++STTzAajdx3330AVFdXAyS1znZVW3fv9q1QV1xxBZ999hlPPfVUl1q9e9KLL77Iiy++2OXjFy5cSG5uLk899RS33357vAV/1apVfPXVV1x++eXxFtP2fvjDH8aTaQCr1codd9zBRRddxDPPPJOUUE+ZMqXLyXQgEOA///kPOTk5/PjHP07Yd8011/DII4+wbdu2Lp3rSH+/PcFkMiVt62q3Zog9tNmzZw+/+tWvkrrfz5gxg4ULF/LKK6/Q0tKS0AKt1+t58MEHu5VMA1x66aXxZBpAo9Fw5ZVXsmLFClatWhVPlp9//nnC4TA//vGP48k0xOrCbbfdxre+9a0uv2d5eTkAubm5nR63c+dO5s2bR21tLW+88QZz587t8nusWLGCu+66q8vHX3nllYedULfdF6655ppOj8vJyWH79u1Eo9EBNRGbEEIIZUhCLYToUzt37ox/gdbpdOTm5nLppZfy85//nIkTJx7x+auqqli6dCljxozhuOOOi2+/+OKLuemmm5KS1I6sW7eOV155pcP9s2fP7vJY1Oeff77DFrvFixcndcfW6XRcffXV/PrXv2bZsmXMmzcPOHRCcHDC3H7bunXrkvYdPClTZ7Zu3YrP5+PUU09NGs+uVqs56aSTupxQ96WZM2eSl5fHr3/9a9atW8fZZ5/NjBkzmDhxYreSp88//xyALVu2JE2yB7GHBpFIhG3btiXUw6FDh5KVldXtcqdqJW57IOF0OuPb1q9fD5AwW36bVNs60zY+Oz09vcNjtmzZwsknn0w4HOb999+P9zLpqjvvvDNl/Hrajh07WLlyJUOHDj1kz4iMjAzC4TBOp7PTaxdCCHF0koRaCNGn5s+fz9tvv93pMXl5eQBUVFR0+/zPPPMM4XA4aYxkeno6CxYsYMmSJbz//vucdtppnZ5n3bp1h2w562pCfTiuvfZa7r//fp544gnmzZuHx+Ph+eefZ9SoUcyaNSvla3JyclJuU6vVNDc3J+07VMtje22vT/Ue3T3Xkfx+j5Tdbuezzz7jl7/8Ja+//jpvvfUWEEtOb731Vr73ve916TyNjY0APPfcc50e53a7E37uTpzaSzXjtFYb+0gPh8PxbW2TqmVnZycd3933bmvF93q9HR6zbds2mpqamDFjBuPHj+/W+ZX05JNPEo1Gufrqqw/54KTtent72TghhBADkyTUQoh+r7S0lMLCQsrKyti+fXu3xlG3TWb2i1/8ImGcb3tPPvnkIRPqRYsWdThztBKGDh3K3LlzefXVV6mvr+eNN96gpaWF2267rcPX1NbWMnr06KRtkUgkZULWnRbZttfX1tam3F9TU9Plc5188snxWau72uW8I2p1bPGKUCiUtC/VQwQ4MIN3OBzm66+/5t133+XRRx/l+9//Punp6V3qFt3Wjfv111/nnHPO6XJ5e7sLcVu56urqKC0tTdjXnd8RHEjK2x4epHLuuecydOhQ7rzzTs455xzeeOONbiWiSoyhDofDPPPMM2g0Gq666qpDHt/Y2EhaWlqPT4gnhBBicJCEWggxIHznO9/h7rvv5p577okvX9SRQCCAXq9n5cqVbN++neHDh3fYevzyyy/z8ssv09TU1O+7c1533XW8++67PPvss7z88svodDquvPLKDo//6KOPkrp9t63jPHny5CMqy+jRozEajaxevRqfz5fQ7TsSiXRrEqcLL7yQH//4x7z44ovcfvvtna557ff7O01s2saSp2rt/vLLLzsth0ajYfLkyUyePJnp06czc+ZMXnvttXhC3TbOuX0LcJsTTjgBgM8++6xbCXVvmzRpEi+//DKffvppQldzoNsTbbUNwdi+fXv8elP55S9/iVqt5o477uDss8/mzTff7HJSrcQY6rfeeouqqirOPvtsCgsLOz3W4/FQXl7e6fUKIYQ4usk61EKIAeEnP/kJo0eP5tlnn+X//u//8Pv9Scfs3r2b8847j02bNgEHxhjfdtttPPHEEyn/XXnllfh8vkN21e0PFi5cSF5eHo888ggff/wx5557boddriE2W3plZWX8Z5fLxd133w3EJmU7Enq9nm9+85vU1tbyyCOPJOx74oknujV+2uFw8NBDD+H3+zn77LNTju9ua1VcvHhxp+ey2WyMGjWKjz/+mB07dsS3t7a2cuuttyYdv2HDhpRrRLe13rafrKxtJui2ybnaW7hwISUlJfzmN79JuQ53MBhMWs5KCZdccglqtZrf/OY3CWtUu91u7r333m6dq21owRdffHHIY2+//XZ+9atfsWLFCs4666ykru4dufPOO4lGo13+9/TTT3frGuDAfaGjtafbW716NeFwuMNhFUIIIYS0UAshBoS0tDTeeecdFi5cyK9//Wueeuop5s2bR1FRER6Phy+//JJPPvkErVbLww8/TEtLC0uWLMFqtXa61vRVV13Fb3/7W5588kl+8IMfKHhF3afVarn66qvjs58fanbiadOmMWnSJC6++GIMBgMvvfQSe/bs4dprr2XmzJlHXJ7777+f5cuXc9ttt/Hxxx8zZcoUNm/ezFtvvcW8efN49913u3yu6667jpaWFn7+858zdepUZs6cyZQpUzCZTFRUVLB8+XIqKioOec0AN998M4sXL2b69OlcdNFFRCIRli5dmtRCC/Dee+/x4x//mJNPPpkxY8aQmZnJrl27eO211zCZTAl14tRTT+Xhhx/m+uuv56KLLsJisVBSUsKll16KwWBgyZIlnHnmmcyaNYvTTjuNCRMmALBv3z4++ugjMjMzu73285EaPXo0P//5z7nvvvuYOHEiF110EVqtlpdeeomJEyeyYcOGeDf5QznmmGMYNmwY7733XpeOv+2221Cr1fziF7/grLPO4q233sJisRzJ5Ryxmpoa3nzzTXJzc1mwYMEhj1+2bBnAYc8kLoQQYvCTFmohxIBRWlrKqlWr+Pvf/87kyZN55513eOihh3jyySdpbW3lpz/9Kdu2bWPEiBE8//zzeDweLr744k6/xE+cOJFjjz2WdevWsXbtWgWv5vC0dfEuKSmJz/bdkd/97nfcfPPNLF26lD/+8Y9oNBoeeOAB/vKXv/RIWfLz8/n000+5+OKL+fzzz/n9739PQ0MDy5YtY/r06d0+309+8hM2bdrE97//ferq6njiiSd4+OGHWb58OdOmTWPJkiU8/vjjhzzP9ddfzx/+8AccDgdPPPEES5cuZdGiRfz73/9OOnb+/PnccMMNuFwuXnrpJX7729+yevVqLrnkEtasWZMwm/aZZ57Jgw8+SCQS4YEHHuDWW29NKM+0adNYv349N954I/v27eOxxx7jqaeeYsuWLZx33nn8+c9/7nZMesK9997Ln//8ZxwOB4899hj//e9/ufDCC+Plab+MV2dUKhXXXnstmzdv7vLfyv/93/9x3333sXLlSs4880xcLtdhX0dPeOaZZwiFQlx55ZXxSdw6869//YvJkyd3awZ8IYQQRxdVNBqN9nUhhBBCdM1///tfLr74Yu666y7F188Wg8t7773H3LlzueWWW3jggQe69Jr6+nqGDx/OpZde2mMPZvqrttn/n3nmmSMeIiGEEGLwkoRaCCEGiGg0yvTp01mzZg179uw55IRKQkBshu+MjIz4pGoQW6t67ty5rF69mk8//bRbPQruu+8+7rrrLnbs2EFxcXFvFLlfmD17Ns3NzaxZs6bL3eKFEEIcfWQMtRBC9HNff/01b7zxBp9++in/+9//WLx4sSTTosuee+45Hn74YU499VQKCgqoqqri7bffpra2lkWLFnW7e/6PfvQjQqEQ+/btG7QJtdPpZPbs2SxYsECSaSGEEJ2SFmohhOjnnn76aa666iocDgfnnnsuf/rTn7BarX1dLDFAfPHFF9x7772sWrWKxsZGNBoNY8eOZdGiRXzve9+ThFEIIYQ4ApJQCyGEEEIIIYQQh0EeSwshhBBCCCGEEIdBxlAfIYfDgd/vJz8/v6+LIoQQQgghRL9SVVWFwWDA6XT2dVGE6BWSUB8hv99PKBTq62IIIYQQQgjR78j3ZDHYSUJ9hNpapnft2tXHJTkyoVAIt9uNxWJBq5Vq0dsk3sqSeCtL4q0sibeyJN7Kk5grq6fjPWzYsB4olRD9l4yhFgCEw2GampoIh8N9XZSjgsRbWRJvZUm8lSXxVpbEW3kSc2VJvIXoHkmohRBCCCGEEEKIwyAJtRBCCCGEEEIIcRgkoRZCCCGEEEIIIQ6DJNQCALVajdlsRq2WKqEEibeyJN7KkngrS+KtLIm38iTmypJ4C9E9qmg0Gu3rQgxkbTMXDvRZvoUQQgghhOhpA/W7cjgcJhgM9nUxRB/R6XRoNJouHStrDwgAotEo4XAYjUaDSqXq6+IMehJvZUm8lSXxVpbEW1kSb+VJzJV1tMc7Go1SXV2N0+ns66KIPuZwOMjLyzvk34Ek1AKAQCBAVVUV+fn5GAyGvi7OoCfxVpbEW1kSb2VJvJUl8VaexFxZR3u825LpnJwczGbzUflQ4WgXjUbxeDzU1tYCkJ+f3+nxklALIYQQQgghjnrhcDieTGdmZvZ1cUQfMplMANTW1pKTk9Np92+ZbUAIIYQQQghx1GsbM202m/u4JKI/aKsHhxpLLwm1EEIIIYQQQuwn3bwFdL0eSEIthBBCCCGEEEIcBhlDLQDQ6/WUlpb2dTGOGhJvZUm8lSXxVpbEW1kSb+VJzJUl8Raie6SFWgCxLg1t/0Tvk3grS+KtLIm3siTeypJ4K09iriyJd8eefvppVCoVq1evTrn/nHPOYciQId0+7549e1CpVDz88MNHVL4777yzy7+3IUOGsGjRoi4d29LSwr333stxxx2HzWbDYDAwZMgQrr76atauXRs/ri0+e/bsOYzSH9qnn37KnXfe2e+WNJOEWgCxwfbV1dWygL1CJN7KkngrS+KtLIm3siTeypOYK0viPXBdc801fPbZZz16zp07dzJlyhTuv/9+5syZw/PPP8+7777LXXfdRU1NDcceeyzNzc09+p4d+fTTT7nrrrv6XUItXb4FAJFIBJ/PRyQS6euiHBUk3sqSeCtL4q0sibeyJN7Kk5grS+I98Hg8HsxmM0VFRRQVFfXYecPhMN/4xjeor6/ns88+Y8KECfF9s2bN4sorr2Tp0qXodLoee8++0Ba/wyUt1EIIIYQQQgwyvmCY8kYP+xrctHgCfV2co9Jpp53GmDFjiEajCduj0SgjRozg7LPPTtgeiUS49957KSkpwWg0ctxxx7F8+fKEY9q6da9du5YLL7yQ9PR0hg8fnrCvvWAwyC233EJeXh5ms5kZM2bwxRdfdKn8r7zyCl9//TW33nprQjLd3plnntlpMtpR1/LZs2cze/bshGu/5557GD16NCaTCYfDwTHHHMPvf//7+LX99Kc/BWDo0KHxYQkrVqyIn+M///kP06dPx2KxYLVamT9/Pl9++WXC+y5atAir1crXX3/NvHnzSEtL47TTTutSPDoiLdRCCCGEEEIMIvsa3Ly0qoyvy5yEI1GKM8xccHwJ4wvt6LTSnnakwuEwoVAoafvBifONN97IwoULWb58Oaeffnp8+9KlS9m5cyePPvpowvF//OMfKS0t5Xe/+x2RSIQHH3yQM888kw8//JDp06cnHHv++edzySWXsHjxYtxud4dlvfbaa3n22Wf5yU9+wty5c9mwYQPnn38+ra2th7zOd999F4DzzjvvkMceqQcffJA777yT2267jZkzZxIMBtmyZUu8e/c111xDY2Mjf/jDH3jppZfIz88HYNy4cQDcd9993HbbbVx11VXcdtttBAIBHnroIU455RS++OKL+HEAgUCAc889l+uvv56f//znKX+X3SEJtRBCCCGEEINEtdPL75ZuodF9oFW6rNHDH97dyo/PGsu4Qnsflm5wOPHEEzvc136G9HPOOYdhw4bxxz/+MSGh/uMf/8jw4cM588wzE14bDodZtmwZRqMRgPnz5zNkyBDuuOMOli1blnDslVdeyV133dVpObds2cIzzzzDj370Ix588EEA5s6dS25uLpdddtkhr3Pfvn1ArEW4t33yySdMnDiRO++8M75t/vz58f8vKiqipKQEgClTpiRM/lZWVsYvf/lLfvCDHyQ8pJg7dy4jR47krrvu4j//+U98ezAY5I477uCqq67qkbL3q0dUO3bsYPHixUyePBmtVpvUtSAcDvPggw8ya9YssrOzSU9PZ+bMmUldITrSftbCtn95eXm9cSkDjlarJTMzE61WnrEoQeKtLIm3siTeypJ4K0virTyJefdsrWpJSKbbhCNR3lxXgTfQeWucxPvQnn32WVatWpX0b8aMGQnHqdVqfvCDH/DGG2/Ek9OdO3fy9ttv873vfS+pe/b5558fT6YB0tLSWLBgAStXriQcDicce8EFFxyynB988AFAUvL8zW9+s9/9fo8//njWr1/P9773Pd555x1aWlq6/Np33nmHUCjEFVdcQSgUiv8zGo3MmjUroVt4m67Er6v6VSQ3btzIm2++yQknnEAkEkmaDMHr9XLfffdx5ZVX8tOf/hSdTsfTTz/N3Llzee211zjnnHMO+R433HADl156afxnvV7f49cxEGk0GtLS0vq6GEcNibeyJN7KkngrS+KtLIm38iTm3bO5suMZl/fUuXH5Qpj0HacAEu9DGzt2LMcdd1zSdrvdTllZWcK2q6++mjvuuIPHHnuM++67jz/96U+YTCauvvrqpNenaujLy8sjEAjgcrmw2w/0Lmjr8tyZhoaGlOdte2hyKG0twrt372bMmDGHPP5I3HrrrVgsFv75z3/y2GOPodFomDlzJg888EDKWLdXU1MDwLRp01LuV6sT25DNZjM2m61nCk4/a6FesGABZWVlLFmyhKlTpybtN5lM7N69m9///vecc845zJ8/n3/9619MmTKFRx55pEvvUVJSwoknnhj/l+p9jkbhcJjW1takp1+id0i8lSXxVpbEW1kSb2VJvJUnMe+eDIuhw31WoxadpvOv/xLvnmW327nyyit54oknaGxs5KmnnuLSSy/F4XAkHVtdXZ1ym16vx2q1JmzvynrTbUnzwecNhULxZLszbV2uX3nllUMe2xGj0Yjf70/aXl9fn/CzVqvl5ptvZu3atTQ2NvL8889TVlbG/Pnz8Xg8nb5HVlYWAEuWLEnZc+B///tfwvE9vcZ6v0qoD356cDCNRkN6enrCNpVKxeTJk6msrOzNog16bX9YRzooX3SNxFtZEm9lSbyVJfFWlsRbeRLz7jl2aAYd5Qunj8/DYem8d6bEu+f98Ic/pL6+ngsvvBCn08kPfvCDlMe99NJL+Hy++M+tra28/vrrnHLKKWg0mm6/b9ss2s8991zC9v/+979d+v0uXLiQiRMn8utf/5oNGzakPOadd97pNOEdMmQIX331VcK2bdu2sXXr1g5f43A4uPDCC/n+979PY2Mje/bsAcBgiD0s8nq9CcfPnz8frVbLzp07Oe6441L+6039qsv34YhEInz66aeMHTu2S8fff//98S4F8+fP56GHHop3Z+jIsGHDOtxXVlZGcXFx0pMXtVqNTqcjGo0SCCSPY2mrEMFgMKlru1arRaPRpJxB8FDn1ev1qFSqbp83GAzG/z/VUySdTodarSYUCiU9sdRoNGi1WiKRSMJ5IPbAo61bfSAQSJr98HDPC/0vhm3nhdQxbH/eQCBAKBSKv39fxPBIztvbMTyc83Z2re1/HigxHGj1u/219of6DQMvhkdT/e5v94juXKtS9Xsw3yO6Ww/bpCqv3COSrzUnTcsVJxXzwuf7CEWiRIFgVM0JwzOZVGRNOvfBMWxfx3uifgsYNWoUZ5xxBkuXLmXGjBlMmjQp5XEajYa5c+dy8803E4lEeOCBB2hpaTnk5GMdGTt2LJdffjm/+93v0Ol0nH766WzYsIGHH364S12eNRoNL7/8MvPmzWP69Ol897vfZc6cOVgsFvbu3cuSJUt4/fXXaWpq6vAc3/72t7n88sv53ve+xwUXXMDevXt58MEHyc7OTjhuwYIFTJgwgeOOO47s7Gz27t3L7373O0pLSxk5ciQAEydOBOD3v/89V155JTqdjtGjRzNkyBDuvvtufvGLX7Br1y7OOOMM0tPTqamp4YsvvsBisRx2DLtiwCfUf/jDH9i6dSt//etfD3nsFVdcwTnnnENubi4bNmzgV7/6FTNmzGD9+vVJLd/dEYlEqKqqSthmsVjIzs4mFAol7QPiM9PV19cn3diysrKwWq243W4aGxsT9plMJnJzc4lGoynPW1xcjEajoampKelpUXp6Ona7HZ/PR11dXcK+9h9Y1dXVSTfFgoIC9Ho9TqcTl8uVsM9ut5Oeno7f74+PYWij0WgoLi4GYuMbDv6wy83NxWQy0draSnNz4pgfq9VKVlZWyhiqVKr4LIp1dXVJH2jZ2dlYLBZcLlfSH7nZbCYnJyfl7w1iwwJUKhWNjY1JT8AyMjKw2Wx4vd6krioGgyE+niXVeQsLC9HpdDidTpqbm+PXq9VqcTgcOByOlDHUarUUFRUBsd/NwR+ieXl5GI1GWlpakiZwSEtLIzMzk2AweMgYHvxBmZOTg9lsxu12dxjDcDic8lrbztvQ0JDwpBVi3Y/S0tLweDxJ3Y2MRmN8nE+q8xYVFaHVag9Zv2tra5OutU1VVVVS/c7Pz8dgMNDc3Jy0jITNZiMjI4NAIJDUZUqtVscfyNXW1iZ9OWqr3y6XK77sQ5uBdo/Q6/UUFBQAh75HtNVxiNVfuUfEdOcecfASKJ3dI9qTe8Th3SN0Oh2FhYXx83Z2j2hqakqo33KPiOnOPaK73yNycnLi13pwV82Bfo8IhSM0ugPsq3fjCsLIIcWMyEvD25T8d97Ve0RDbQ2l5ijXnJhJgytAKKpixNAS8h0mGmur8DR3fo8IhULxWKanpx/xPSISiUhiDVx88cUsXbq0w9ZpgB/84Af4fD5++MMfUltby/jx43nzzTc5+eSTD/t9n3zySXJzc3n66ad59NFHmTx5Mi+++CKXXHJJl14/fPhw1q5dyx/+8Adefvll/vKXv+D3+8nPz2fmzJl8/PHHCWO7D3bppZdSWVnJY489xlNPPcWECRP4y1/+kpTgzpkzhxdffJEnnniClpYW8vLymDt3Lrfffnv8QdPs2bO59dZbeeaZZ/jb3/5GJBLhgw8+iG8fN24cv//973n++efx+/3k5eUxbdo0Fi9efNjx6wpV9OA7Xj+xaNEiVq9e3WH3AoAPP/yQefPmceONN8angu+Or776iqlTp3Lfffdxyy23HFY521qvN2/enLB9oD1ZDgaD1NfXdzjBgbRQd/28cOgnyz6fj5qaGnJzc9Hr9dJC3QPnPVQLXlv9VqlUAyKGA61+t79Wr9fb5/UbBl4Mj6b63d/uEd25VqXq92C+R3S3HrYl/5mZmUmTyQ7ke4THF+DT7XW89EUZUYi3JOfYDHzv1GHkO0xdPm9P1sNAIBCv4yaT6YjP2/ZdedeuXUmx6m98Ph+7d+9m6NChCbNt94QLLriAzz//nD179sT/VkT/1tX6MGBbqL/66isWLlzIeeedxwMPPHBY5zjmmGMYPXo0a9asOeLytN2UD6ZSqTrcB3T6B6XRaDocL9HT51Wr1RiNxoQPxFS0Wm2H0+yr1epOy9TZjOpHct7+EsP2unJeq9WK0WhMeJ++iuHhnrc/1u9U19qf63d/jOGR1G+tVovRaOxX9XugxVDqd4yS94j2DnWtStfv/hjDI71HdLceBoNBjEZjUsyP9Lxt+iqGDZ4w//migkg0sfW2tsXPuxvruHrWcLQpJhDr7LyBUBSnN4JKBZkWA1pt4uu7Ug/VanW8jrfF9Ejq99HM7/ezdu1avvjiC15++WV+85vfSDI9CA3IhHrnzp3Mnz+fqVOn8o9//OOIZmrrpw30itPpdLImt4Ik3sqSeCtL4q0sibeyJN7KG6wx31bVSqSDr6GrdjWyYGpRUit1RyKRKDtrW3ltTQWbK5vRatRMG5bJGcfkU5hh7la5Bmu8+0JVVRUnnXQSNpuN66+/nhtuuKGviyR6wYBLqKurq5k3bx55eXm88sorR/REbN26dWzbti3lOnBHm/YPFnp6KnmRTOKtLIm3siTeypJ4K0virbzBGnNvsONlqULhSLcaffbUuXj4zc34Q7Gu4KFImI+21rK1spkfnz2WXHvXEnMYvPHuC0OGDJHGu6NAv0qoPR4Pb731FgB79+6lpaWFJUuWADBr1iysVitnnHEGtbW1/OY3v2HTpk0Jrz/xxBPj/z9ixAhKS0tZvnw5AA8//DC7du1i1qxZ5OTksGHDBu69916Ki4u55pprFLrC/isQCFBVVRWfeEX0Lom3siTeypJ4K0virSyJt/IGa8xH5qV1uG94Tho2U9e6BgfDEd7dUBVPpturbfWzubKlWwn1YI23EL2lXyXUtbW1XHTRRQnb2n7+4IMPGDJkCOvXrwfgvPPOS3p9+ydAB09OMXr0aF588UX+/e9/09raSnZ2NmeffTb33HNPyoXVhRBCCCGE6C1F6SYmlThYv8+ZsF2rVvGNaUVYjV1LqFs8QbZWtXa4/8s9Tcwem3skRRVCdKJfJdRd6RbR1W4TbQuAt1mwYAELFiw43KIJIYQQQgjRY2xmPd+eMYwxO+t5f1MNnkCYYTlWzp5cwIjcjluvD6bVqDDqOp4kzmbqV1/3hRh05C9MCCGEEEKIPpCVZuDMyYWcODKbYDiCzaTrNDlOxW7WM2dcLv/6dE/K/SeNzO6BkgohOiKrrAshhBBCCNGH0i16cmzGbifTbY4dksGkEkfCNhWwcGoRJVndm+VbCNE90kItgNj6gUVFRZ2uKyl6jsRbWRJvZUm8lSXxVpbEW3kS80PLTDNw9azhlDV42FTRjEGnZnyhg8IMEyZ9977uS7yF6B5JqAUQWxZBq5XqoBSJt7Ik3sqSeCtL4q0sibfyJOZdYzfrsZv1TCh2HNF5JN5CdI90+RYABINBamtrCQaDfV2Uo4LEW1kSb2VJvJUl8VaWxFt5EnNlSbxFT9u2bRtnnHEGFouFnJwcbrzxRrxeb18Xq8dIQi0AiEQieDweIpHkNQxFz5N4K0virSyJt7Ik3sqSeCtPYq4siffgE3G5CG7dhn/1GoLbthFxuRR7b6fTyamnnkpraysvvvgiDz/8MM899xzXXnutYmXobdKfQwghhBBCiP38wTCBUASTXoNWI21PYmALVVTg+stfCaxdA9EoqFTopx6L9bvXoy0s7PX3/+tf/0pTUxPr1q0jKysLAK1Wy2WXXcYvfvELxo4d2+tl6G1ylxBCCCGEEEc9ly/Imt2N/PbtLfz69Y384+Pd7KppJRKJ9nXRhDgsEZcrlkyvWR1LpgGiUQJrVuP66+OKtFS/9dZbnH766fFkGuCCCy7AYDDw1ltv9fr7K0ESaiGEEEIIcVTzBsIsXV/JH97dypbKFiqbvHy4pZb739jElsqWvi6eEIclXFEZa5lOIbB6NeGKyl4vw+bNm5NaoQ0GA8OHD2fz5s29/v5KkIRaAKDRaEhPT5clEhQi8VaWxFtZEm9lSbyVJfFWnhIxr2728tb65OQiEIrw3//tpdV79EzQJXV88Ii0th5omT5YNErE1drrZWhqasLhcCRtT09Pp7GxsdffXwkyhloAsbEMdru9r4tx1JB4K0virSyJt7Ik3sqSeCtPiZjvq/d0mHfsqXfT6A6QZtL1ahm6IxAMU9fqJxSJYjNpSbcYeuzcUscHD7UtDVSq1Em1SoXamqZIOVQqVdK2aDSacvtAJAm1AGIzOvp8PoxGI2q1dFzobRJvZUm8lSXxVpbEW1kSb+UpEXN1J9/rVfv/9RfljR5eWV3Gl3ubCEei5NqNXDCtmEklDgy6I/9qL3V88NAUFKCfemxsDPVB9Mcdh6awoNfLkJ6eTlNTU9J2p9M5KCYkA+nyLfaTNQeVJfFWlsRbWRJvZUm8lSXxVp4SMS/JMqPpIKsenpNGprXnWoCPRF2Ljz++s5XVuxsJ758srabZx1/e286mip4Z6y11fPBQW61Yv3s9+mnTYi3VEJvle9o0rNdfh9pq7fUyjB07NmmstN/vZ+fOnYMmoZYWaiGEEEIIcVTLs5s4f1oxL/xvX8J2k17DN08swWLsH1+Zd9e5qG7xJW2PAq+uKWN4rhWbSa98wUS/pS0sxHbLTwlXVBJxtaK2pqEpLFAkmQY466yz+NWvfkVDQwOZmZkAvPzyy/j9fs466yxFytDb+sfdQQghhBBCiD5i0GmYMzaXIVkWPthUQ5M7wOh8GyeMyKI0y9LXxYvbWdvxMkdljV48/jA2k4IFEgOC2mpFPXpUn7z39ddfzx/+8AcWLlzI7bffTm1tLTfffDOXXXaZtFALIYQQQggxWJgNWsYXORhTYCcUjqDXqvvdpEkZlo5bn60GbYfd1oXoKw6Hg/fff58bbriB888/H7PZzLe+9S0eeOCBvi5aj5GEWgCx2fd0Ol2/++AYrCTeypJ4K0virSyJt7Ik3spTOuYatQqNun8uGTWmwI5WrSIUSZ61efa4XLLSjnyst9Rx0dNGjRrFO++809fF6DUyKZkAQK/XU1hYiF4v426UIPFWlsRbWRJvZUm8lSXxVp7E/IDCdBPXzBmBXpv4FX5yaTqnjM7ukSRY4i1E90gLtRBCCCGEEAOAVqNm2rBMijLM7Kt34/aHKMm0kJ9ulMnIhOgj0kItAAgEAuzdu5dAINDXRTkqSLyVJfFWlsRbWRJvZUm8lScxT6RRqyjKMHPSqGzmTsxndIGtR5NpibcQ3SMJtQAgGo3G/4neJ/FWlsRbWRJvZUm8lSXxVp7EXFkSbyG6RxJqIYQQQgghhBDiMEhCLYQQQgghhBBCHAZJqIUQQgghhBBCiMMgCbUAQKfTkZ+fj06n6+uiHBUk3sqSeCtL4q0sibeyJN7Kk5grS+ItRPfIslkCALVajcFg6OtiHDUk3sqSeCtL4q0sibeyJN7Kk5grS+ItRPdIC7UAIBQK0dDQQCgU6uuiHBUk3sqSeCtL4q0sibeyJN7Kk5grS+ItetKOHTtYvHgxkydPRqvVMmHChL4uUo+ThFoAEA6HaW1tJRwO93VRjgoSb2VJvJUl8VaWxFtZEm/lScyVJfEWPWnjxo28+eabjBgxgnHjxvV1cXqFJNRCCCGEEEIIMUh5/CF21bby9T4nu2tdePzK9T5YsGABZWVlLFmyhKlTpyr2vkqSMdRCCCGEEEIIMQhVN3t57pM9bChzEgVUwIRiB5edPIQ8u6nX31+tHvztt4P/CoUQQgghhBDiKOPxh3jukz18vT+ZBogCX5c5+dcnexRtqR7MJKEWAGg0Gmw2GxqNpq+LclSQeCtL4q0sibeyJN7KkngrT2KuLIn34FHd7GVDmTPlvq/LnFQ3e5Ut0CAlXb4FAFqtloyMjL4uxlFD4q0sibeyJN7KkngrS+KtPIl5TCQSpbrZS7XThz8UJs9hIs9uxKTv2a/zEu/Bw+0Lx1umDxbdv18cOUmoBQCRSIRAIIBerz8qxjr0NYm3siTeypJ4K0virSyJt/Ik5hAKR1izu5G/vr+dJncAAJNOw2kT8rhgWgkOi77H3kviPXhYjVpUkDKpVgEWo/RC6AnyVyIACAaDVFdXEwwG+7ooRwWJt7Ik3sqSeCtL4q0sibfyJOawt97Ng29sYletiyZ3gCZ3gEqnl1dWl/P5zvoefS+J9+CRazcyodiRct/EYocik5IdDSShFkIIIYQQoh9bu6eRepefSJT4v2gUWn1B3vyyAuf+Vmsh2jMbtFx28hCOKXag2r9NBRyzf5Zvs0E6K/cEiaIQQgghhBD9VCgcYVeti3A4Sjh6oPOuWqVCo1ZR3ujBEwj1aLdvMXjk2U0sPm0k1c1e3L4wFqOGPLtJsWTa4/Hw1ltvAbB3715aWlpYsmQJALNmzSI7O1uRcvQmSaiFEEIIIYTop/zBMIXp5oRkGiASjRINRylIN2HQylhY0TGzQcuwnLQ+ee/a2louuuiihG1tP3/wwQfMnj27D0rVsyShFgCoVCrUajUqlerQB4sjJvFWlsRbWRJvZUm8lSXxVt7REvNQOEKrL4RWoyLNqItvb/UFKUw3kZVmoL7Vn/giFZx3bDHpPdg6fbTEWyhjyJAhRKMdzTU+OEhCLQDQ6/WUlJT0dTGOGhJvZUm8lSXxVpbEW1kSb+UN9phHIlH21LlYvrGGrVUtmPQaThufx6QSB+lWAy5/mEAowndmDeet9ZVsKHcSjcYmnPrGccUUZZhQq3su+R3s8Raip0lCLYQQQgghRB/ZWdPKw29txh+KxLc9/dEujh+WyeUzhmDSaXhvUzWnjsvl5JFZzBmbSzgSwaTX4rDo0fRgMi2E6D6Z5VsAEAgEKC8vJxCQWSKVIPFWlsRbWRJvZUm8lSXxVt5gjrnXH+KVNeUJyXSbL3Y1UNHoJddmZHyhgxe/KCMUiVKSZWZYjpVQOMLKTTVkpxl7tEyDOd5C9AZpoRYARKNRQqHQoB/j0F9IvJUl8VaWxFtZEm9lSbyVN5hj7vQE2FzZ3OH+LZUtjC20c86UAoZmW9hY0cxf3tuOLxhmcmk6l5w0pMdn9x7M8RaiN/SrFuodO3awePFiJk+ejFarZcKECSmPe+utt5gyZQpGo5ERI0bw5z//uUvnDwaD3HrrreTn52M2m5kzZw5fffVVT16CEEIIIYQQcW5fkO3VLby9vpL3NlSxu9aFLxAGYhOAadQdfx3XaWPdudUqFZ9sreOjLbUEQhG0GjVbq1p59N2t7K5zK3IdQojU+lVCvXHjRt58801GjBjBuHHjUh7z2WefsXDhQqZOncrSpUtZtGgRN9xwA0888cQhz/+jH/2IP/3pT9x99928+uqraLVaTjvtNKqrq3v6UoQQQgghxFGu2RPgv//bx72vbuTfn+/ln5/s4e5Xvua9DVV4/CEyrHqmDklP+dp0s45xhXZqmr3UOH1UOL0YdBrMBi1GnQaNWoU3EGbp+koCobDCVyaEaNOvunwvWLCAhQsXArBo0SJWr16ddMzdd9/N1KlTefLJJwGYM2cO+/bt44477uDqq69G3cFTvoqKCh577DEeffRRrr32WgBOPPFEhg4dyu9+9zvuv//+XroqIYQQQghxNNpY3syHW2oTtkWjsGRVGcNy0xhXaOecKYVsr26l0X1gzPL0kVnk2008vnwHTm8Qg1bN7LE57K33sKHcedB7OHF6AuTYTEpckhDiIP2qhbqjZLiN3+/n/fff55JLLknYftlll1FVVcWXX37Z4WvfffddwuFwwmvT0tJYsGABb7755pEVfBDQ6XTk5uai0+kOfbA4YhJvZUm8lSXxVpbEW1kSb+UN1Jh7/CHe21DV4f6P9ifaxZkWfnrOWC4/eQgTiuycd2whJp2GJV/so7rFhy8YZnediz8t20aGVU++I3ESMp1GjYqem+l7oMZbiL7Sr1qoD2Xnzp0EAgHGjh2bsL2te/jmzZs59thjU7528+bN5ObmkpGRkfTa5557jkgk0mFCP2zYsA7LVFZWRnFxMX6/P2G7Wq1Gp9MRjUZTzpJoMBiA2LjuSCRxZketVotGoyEcDhMKhbp1Xr1ej0qlOqzzmkyxJ5sHXwvEbq5qtZpQKEQ4nNitSKPRoNVqiUQiBIPBhH0qlQq9PjZZRiAQSJrg4nDPC/0zhm0fPqliePB51Wp1/Lr6IoZHct7ejuHhnPdQ19pWvwdKDAda/T74Wvu6fsPAi+HRVL/74z2iO9eqRP0e7PeI9roSQ5PJNODuER6fD6/fj1514NyhqIoIKqLhCPXNbj7fWkUwFKE4y8KMkZmcNj6PsgYPv35lPUZNFIhdr8OoptUb5dU1ZVx2YgkNzZ74OU8c5sBu1AD0WD1sq+M9Ub+FGOwGVELd1NQEgMPhSNienh4be9LY2Njpaw9+Xdtrg8EgLpcLm812WOWKRCJUVSU+gbRYLGRnZxMKhZL2AQwZMgSA+vr6pA+erKwsrFYrbrc76ZpMJhO5ublEo9GU5y0uLkaj0dDU1ITH40nYl56ejt1ux+fzUVdXl7BPo9GQlpaG1Wqluro66aZYUFCAXq/H6XTicrkS9tntdtLT0/H7/dTU1CSdt7i4GICampqkD7vc3FxMJhOtra00NyfOcmm1WsnKykoZQ5VKRWlpKQB1dXVJH2jZ2dlYLBZcLle83rQxm83k5OSk/L0BlJSUoFKpaGxsxOv1JuzLyMjAZrPh9Xqpr69P2GcwGMjPzwdIed7CwkJ0Oh1Op5PW1lZ8Ph9GoxG1Wo3D4cDhcKSMoVarpaioCIDq6uqkD/28vDyMRiMtLS20tLQk7EtLSyMzM5NgMHjIGB78QZmTk4PZbMbtdncYw3A4nPJa287b0NCAz+dL2JeZmUlaWhoej4eGhoaEfUajkby8PCB1DIuKitBqtYes37W1id3r2tfvqqqqpPqdn5+PwWCgubmZ1tbWhH02m42MjAwCgUDSfAtqtZqSkhIAamtrk750tdVvl8uF0+lM2DfQ7hF6vZ6CggKAQ94jWlpaEuq33CNiunOPcLsTJxnq7B6hVqux2Wzx+7fcI7p/j9DpdBQWFsbP29k9orm5OaF+yz0ipjv3iO5+j8jPz8flctHc3Jx03v58jwi4WxmXHmVn8MDvpyGoo8mvJuDzUmjS8vH67bh8ITRqFbPHF3LSpJE0uPzk6hP/LqKGKG6/ngZPEE3YS4Exdk67Wce4jCgejxu9vme+R0QikXgdt9vtR3yP6KzRSojBYEAl1G1UqtTdWjra3tn+thtzZ6/dtWtXh/vaWq/bviS1abtxaLXapH3tZWVlpXwqCrEP07anpwefV6VSpTxv2/62D71U5zUajUmvDQaD1NfXYzKZ4l9WUr3W4XCQlpaWsE+jiT0Vbf9lsU37uLZ9gLfX9jQ7LS0Ns9mc8ryHimF2dnaHMbRarRiNiV2j2mKkVqtTnretzBkZGR2e12Qydfg7h+T60P61DocDo9FITU0N2dnZ6PX6LscwLy+vwxjabDYsFkvCvrbz6nS6Ts+bnZ3d4XktFkuHMWz7otORzMzMDmNoNpvjT7YPPi+kjmHb9aSq3237DlW/8/PzO7xWu92O1WpNeV69Xt9pDHNycjo8r9VqjbcgHnytA+Ue0f53c6h7hMFgOKz6LfeIAzE8+AFvZzE8+P4t94ju3yPaX+uh7hF6vT5l/ZZ7RNfvEd39HhEOh3E6nWRmZibVif58j8jOzuL4CXo+f3cbwf3rTAcjKpo9AXRqDY6MHD4tqwRi5Xz+ywaGlBSi1aip9BmSzmsxgVanJSM9nUxXlEkl6QzPTSMrzdCj3yMCgUC8jrfVyyO5R0gyfXR74YUXeO6551izZg2NjY0MHz6c7373u1x//fWDpm4MqIS6rSX64CeFbT+37e/otQe/DsDpdKLT6ZK+ZHTXwR9YbVQqVYf74MDNJhWNRhO/QSp1Xuj4WiD2AdP2IXMwtVrd6WsP/hDsqfMOtBjqdDoikQharRa9Xp9wbF/F8HDP2x/rt8Swd88Lh75H6PX6flW/B1oMpX7H9Nd7hNL1W6VSEVFpqXZ62V0Xa9kdkm2lwKHFqNcMuPp9OPWwrQX+4Jgf6Xnb9GYMRxZkcMMZ43jxizJ21LQSikYYW2Bj5tgc3vmqikD0QEIRCMKuWhdjC+0YjQZavIktvmo1jMozc+ywbOZMKDisa+1qPWxf14/0vOLo9sgjj1BaWspDDz1Ebm4uH3zwAT/84Q/ZtWsXDz30UF8Xr0cMqIR6+PDh6PV6Nm/ezBlnnBHfvmnTJoCksdXtjR07ltraWhobGxPGUW/atInRo0cPmickQgghhBg83L4g735dzWtfltPWAKhSwdmTCjhjUgFWo0wc1Z+p1SrGFNi58QwLTk8AbyDM61+W8+qacoLhaNLxTk+QHJuRq2cN48/vbScQOtBybjVquWLGUGxm+Z2L7vGGvNR5anEHPVh0FrLN2Zi0yswK//rrr5OdnR3/ec6cObhcLv74xz9yzz33dPqgZqAYUAm1wWDg1FNP5b///S8/+tGP4tuff/558vPzmTJlSoevnTdvHmq1mv/+978sXrwYAJfLxeuvv84111zT62UXQgghhOiuHTUuXl1bnrAtGoU31lUyPDeNKUMyOnil6GuhUITqFh9OdwCDTk2OzUiaQUtdiz9lMg0wNDvWY/KY4nRuWziBDeVOqpxehmRZGVtooyDdnPJ1QnSkzlPLyzteYmvjFqJEUaFidMYYvjHifLLNOb3+/u2T6TZTpkzB5/PR2NjY6XCMgaJfJdQej4e33noLgL1799LS0sKSJUsAmDVrFtnZ2dxxxx3MnDmTa6+9lssuu4xPPvmEv/3tb/z1r39NaGUeMWIEpaWlLF++HIhN9rJ48WJ+9rOfodVqKS0t5eGHHwbgpptuUvZC+yG1Wo3FYpGWeoVIvJUl8VaWxFtZEm9lKRnvUDjC+5tqOty/fGM144vs6LUdd78eDAZKHQ+FI7j9IfRaNYFQhHe+quK9jdXxVubiDDNXzRrGN48v5tF3t3FwSl2aZaEoI5Ywq9UqSrIslGQd2ZDEwzFQ4i0OzRvy8vKOl9jSuDm+LUqULY2beXnHy3x73BWKtVS399FHH5GRkUFOTu8n9EroVwl1bW0tF110UcK2tp8/+OADZs+ezfTp03n11Vf5v//7P5599lmKiop49NFHk1qZUy2f8Jvf/Aar1cptt91Gc3MzJ5xwAsuXL085ecbRRqfTpXyCJHqHxFtZEm9lSbyVJfFWlpLxDoYiOD3JyzK1afEGCYWj6PvVt7me19/reDgSZVeti/c3VrOr1sWQbDN5djOvf1mBRn1g4q6yRg+PvrOVW84Zx+LTRvLS6jJqmn3otWqOH57JOZMLybD2fffX/h5v0XV1nlq2Nm5JuW9r42bqPLWU2EoVLdPq1at56qmn+OUvf9npXAwDSb+6BQ8ZMiRphsBUzjrrLM4666xOj9mzZ0/SNr1ez/3338/9999/uEUctKLRKKFQCK1We8jZ0sWRk3grS+KtLIm3siTeylIy3gadhrEFNvbWu1PuH51vw6gbHF9IO9Of6nhDq58WbxCtRkW2zYhRp2FTRTOPvrMl3o17YomDf36ym2A4isOsQ90uqXZ6gpQ3ejhhRBaj8m20+oJo1Wpy0gxotf2jRbg/xVscGXfQQzSpL0RMlCiekCflvt5SXV3NBRdcwPHHH8/PfvYzRd+7N/WPv1zR5wKBABUVFUnrMIreIfFWlsRbWRJvZUm8laVkvNVqFdNHZmPSJyfNRp2Gk0dlJyRrg1V/qOPeQJhPt9Xx69c2ctfLX3PnS1/z2PLt7K5z8erqsoQx0Wa9hgaXnxZvgGA4knSuKmdsjel0i56STAsF6aZ+k0xD/4i36BkWnQUVHSw3jAqzVrkx+c3NzZx55pmYzWZee+21TmfXH2j6z1+vEEIIIYRIUJpl4UdnjGFUXhoqQAWMzEvjR2eOobQPxtcerTaWO/nbBzuod8WW8ApHoqzb28Tv397KiLzEdbW9gTAZltgyUoEUCXWu3Zi0TYjekG3OZnTGmJT7RmeMVWRSMgCfz8e5555LTU0Nb7/9NpmZmYq8r1L6VZdvIYQQQgiRaFS+jZvOGEPD/mQuw2LAYpSvcEpp8QR5dU15yo6ztS0+ItFYjwFfMDZ3z4ZyJ3Mn5vOfz/cmtQ7aTTqGZMuDEKEMk9bEN0acz8s7XmZr4+Z2s3yP5RsjzldkQrJQKMQ3v/lN1q9fz8qVKyktVXbMthLkbiyEEEII0c+ZDVrMBvna1hfcgRDlTanHmmrVKmqbfaRbdFQ5Ywl1ldPHqDwbZ04qYGN5c/zYXLuRa2aPIM+u/KzK4uiVbc7h2+OuoM5Tiyfkwaw1k23OUWx27+9///u8/vrrPPjgg3g8Hj7//PP4vnHjxmGz2RQpR2+SO7MQQgghhBAd0KpV2Iw6mr3BpH1qtYoRuVZqmr0J21duqeX600ZwyYmlNHuD6LVqcu0m0vd3BRdCSSatSfHZvNu88847ANxyyy1J+9pWcRroVNGuTKstOjRs2DAAdu3a1cclEUIIIYQQPS0ajfLqmnJeWVOetE+vVXPbeRPQqKCs0UtDqw+9VkNJloXSTAvGFBPKHW0G0ndln8/H7t27GTp0KEajjHU/2nW1PkgLtRBCCCGEEB1QqVScMjqH8kYPq3c3xrcbdRqumT2cdLOeD7fU8tracvzBMCpUOCw6Fs0cxjHF6UfFTOxCHM0koRYABINB6uvrycrKGlTT2PdXEm9lSbyVJfFWlsRbWRJv5fWHmGemGVg0cxjzj8mnosmLWa+lKMNEnt3E6t0NLPliH0B83WanJ8if39vOLxaOpzTL2idlPlz9Id5CDCSSUAsAIpEIfr+fSCR5eQfR8yTeypJ4K0virSyJt7Ik3srrLzG3GnWMzNMxMu/AJEqtviBvratMeXwgFGH93qYBl1D3l3gLMVDIOtRCCCGEEEIcBl8gHF/OLJWyhtSzgwshBg9poRZCCCGE6KaGVj+uRj8ajYpsqxGbWbrGHo1Mei05NiOtPlfK/UNyBlbrtBCi+yShFkIIIYToIn8wwo6aVt75uIY6d6xLbEmGmctnDGVU/sBfT1V0j9Wo5azJhfzh3a1J+4w6DROLHcoXSgihKOnyLQDQarVkZWWh1cozFiVIvJUl8VaWxFtZEm9l7azz8MrXThrc4fi2fY0efv/OVsobpXtvbzjSOu4LhNle1cLzn+7h8fd38Pn2eupafD1WvrEFNi4/eQgWw4HyZdsM/HDeaIozzD32PkqRe4oQ3SN/KQIAjUaD1SrdkpQi8VaWxFtZEm9lSbyV4/GHeGt9Fa5w8tcntz/ExvJmigZgAtXfHUkd9wbCvL+pmiX/20d0/7ZPt9dRmG7iB/NGk+8wHXH5zAYtp47LY0KRgwZXAK1GRXaagQyr4YjP3RfkniJE90gLtQAgHA7T0tJCOBw+9MHiiEm8lSXxVpbEW1kSb+W4/SFqmj2kaUOo4+nZATtrWvugVIPfkdTxyiZPQjLdpqLJy7KvqwhHkn+Ph0OtVpHnMDG+yM7ofNuATaZB7ilCdJck1AKAUChEY2MjoVCor4tyVJB4K0virSyJt7Ik3sox6DRkmLVk6oJoVcmJWH76kbd2imRHUsc3lDtTPPqI+XxHPQ2tHc/QfbSSe4oQ3SMJtRBCCCEGlVA4QkWTh61VLeytd+EL9kxLm82k47TxeSn36TQqJpem98j7iEThSIQWb5DaFh/+bv4uPYGOjw+EIkSiPdNCLYRI7Z133mHWrFlkZ2djMBgYNmwYN998M83NzX1dtB4jY6iFEEIIMWg43QHe+bqK9zdW4w9FUKvgmJJ0Lj6xtEfGy44ttFFbY6dmpx/252oWg5arZg4bkBNQ9XdlDW7e/rKM2poqKnx1jCxIZ8HUIobnWFGpVId8/fhCO+98VZVy3+h8G3ZZ7kwcBQLeIK46NwFPEINZhyXbgt6kTN1vbGzkpJNO4qabbiI9PZ0NGzZw5513smHDBt59911FytDbJKEWQgghRL8RDEdocPmJRiHdrMeo13T5teFIlGUbqli6vjK+LRKFdXubcPmC3DBvNHaz/ojKl2bUMakknSlj02nyRtFqVOTajOTYjKjVh07wRNdVNXn47dtbcLl9FBijhMJR1u9zsq26lZ+dM44h2YeeOKs408KYfBtbqloStuu1as6dWoRJL1+FxeDWWudm/csbqdlaD1FABbmjs5j0jfGkZVt6/f2/9a1v8a1vfSv+8+zZszEYDFx33XVUVlZSUFDQ62XobXIXEQCo1WpMJhNqtYwCUILEW1kSb2VJvJU1mOJd1uDmzXWVrN3TSDgSZWyBnYXHFjIiN61LrZE1zT6Wb6xJuW9HjYtqp/eIE2q1Wk2a1UJGhpVhOmnd7E0byptpdAXQqsAbVhPZv90bCPPB5hq+nWFGq+m83qdb9Hxn9nA+21HPh5tr8AUjjMxL4+xJBQzPTev9ixiABtM95WgX8AZjyfSW+gMbo1CzpZ6vXtnEtMsnK9ZS3V5mZiYAwWBQ8ffuDZJQCwB0Oh25ubl9XYyjhsRbWRJvZUm8lTVY4l3V5OG3S7fQ6A7Et20od7KjppVbzhnLsJxDJz8ef6jT8dINrkCH+7pqsMS7vwtHoqzd0whAKKqmJnBg1uxoNMrX+5zUTvSR7zAd8mFLts3IuVOLmDEqm1Akis2kw6jres+Ho43U8cHDVeeOtUynUL2lDledm4wShyJlCYfDBINBNm3axN13382CBQsoLS1V5L17myTUAoh9OEWjUVQqVZdaAcSRkXgrS+KtLIm3sgZLvL8ub05Iptv4gmE+2FRLSYYFrbbzFjOjToNWrSLUwVJIth4YLztY4t3fadQq0oxtv68oKmK9VQOhKC3eIEadhne/rsJs0HLK6BzsJh11rT6CoSh2s45smzHpnAN5KSslSR0fPAKeIB1Ocx+FoEe5FuLS0lIqKioAOOOMM3j++ecVe+/eJn05BACBQIB9+/YRCBz503txaBJvZUm8lSXxVtZgiHckEmXd/tbIVLZUNtPqP/QXvxy7geOHZ6Xcl51mIN9+5JOSHW68W31BdlS3smpnAxvLnbJcUxecMiYHAL0qSqnJB5Ew1U4vLl+QE0dk8eXeJt5aV8kjb27m46113Pni19zz6gbufXUDH26uwRuQZZ8Ox2C4p4gYg1kHHT0TUYFOwUn53nrrLT755BMef/xxNm7cyIIFCwbNWufSQi2EEEKIPqVWq7B1MrbZpNegO8RYWQC9VsN5xxXR6gvydZkzvj3XZuT600aQmdY3LZQ1zV6e/Xg3G8sPLBOTbTOw+NSRMo63E0OzrZw5qYDlX5UTjYLbFyQSjXL88Cy0GhXNniDBcIQv9zYxvsiOzaSj2RvE6Qny1MpdmPVapg3P7NZ7RqNRIpEomi7UNyH6O0u2hdzRWYljqPfLG5ONVYFJydocc8wxAJx00klMnTqV4447jpdffpkLL7xQsTL0FkmohRBCCNHnZozO5vMdqcf6nTo+D6uxay0pOTYj1586gupmH053ALNBS57deETdff3BMBVNXjaWO3F7fRQZA5htAXIMhz5nIBTm1TUVCck0QF2Ln78s387PF4wnq48S/f7OatRyzpQCjim0smnHHjKzDZTk2Klt8fH+/snn/MEI4UiEr8ucFGaYaK440JPhtbXljM63damrv8cfYk+9m5Vbaml0+5lYlM6UIQ4yzAbcwRBmnRaLUb42i4FFb9Ix6Rvj+eqVTVRvqYvP8p03JptjzhvXJxOSAUyePBmNRsOOHTv65P17mtwZhBBCCNHnhmZbWDClkDe+rEgY8nf8sEwmFTu6dS6rUceILibgh+IPhvhwSy3Pf7qXKKBXRSgw+vm4PMjVs0eTY08eq9tebbOfVbtSPyiob/VT5fRKQt0Ji0HHsBwrKp+d8u0+Xv+ygnC7MfKBUKzLqEGrIRiKEgiGCUWiqFUqyhrcuAOhQybU/mCY9zfVsOSLffFtWypaeGVNGZeeVMqbX1bgsOg5a1IhYwttWAwyu7sYONKyLUy7fDKuOjdBTxCdWYdVwXWoU/nss88Ih8MMGzasz8rQkyShFkIIIUSfsxh0nDW5gMml6WysaCYYijCu0E5hhgmb6ciWujoS5Y3eeDLd3q4aFyu31nLBtOJOJ27yhcIEwx3NCgQt3sGxbExvM+q0jMm38WVZa8L2tmWzpg5N5/lP99LoPjA2vSDdhMd36HHUlU4vL606kEwTBZcvRKPbz5tfVlKSZWXd3ib+uGwbl04v5bQJ+WhkzXExgOhNOsVm8z7Y+eefz3HHHccxxxyDyWRi/fr1PPjggxxzzDGcd955fVKmniYDRAQAer2e4uJi9Pq++9JyNJF4K0virSyJt7IGU7xNei3Dc9M4d2oRFxxfwthCe58m0wDr9zkTkulAVMU+r5FAVMVHW2upP8TkYhaDFpO+4yWaMq0D//fW29rq+JTh2YzOsyXsM+o0zBmbS0Wjl0a3H51GhcOsQ6tWccqYHJ7/fC+1Lb5Oz7+r1kX7ieGD4QhNntiEXOv2NlKSaY7ve3lNOTXN3p67uH5oMN1TRN87/vjjeeGFF7j00ktZuHAhf//737nuuuv46KOPBk0dkxZqAYBKpUKjkTUZlSLxVpbEW1kSb2VJvHuXy3dwC7KKyP7/8wbCRKIdtz5DbEK008fn8fqXFUn7RuRayXcc+czjg11bHc+xmbj+tBHsrnOxalcjOo2K44dnoQLuf20Dl540BJNeQ5M7wNBsK+kWPf/8ZA/lDW5yUiyj1SZ80DJroUhs2SiAaBTad0DwBsI0ugIUpJsZrOSeInrSz3/+c37+85/3dTF6lSTUAoBgMEhTUxPp6enodDI2qLdJvJUl8VaWxFtZEu/eNa7QzvubauI/a1URMnRBGoM6RubasR1irLZareK08XlEolGWb6zBFwyjUauYVOzgohNLsXcyu7mIaV/HM6wGMqwGjh16YPbu8kYXP5g3mr+t2Eldiw+1SoU/VEW6RcdlJw3FeYi1dofnWOPrXEPiKkOjC2xUO2Mt3NFolGA4ii8YZl+DmzybEb1u8CWeck8RonskoRYARCIRPB4Pdru9r4tyVJB4K0virSyJt7Ik3r1raLaVkkwL+xrcQGysnFkTwRVWsWBqISbDob9KOSx6zp9WwsmjsnH5Qhh0GvLsRgyDMBnrDYes41EVjy3fzp56N7RLjb2BEK9/Wc5NZ4zp9Px5DiNzxuXGH5xoNSo0ajVaNZw1qZClX1USCkdweoJY9Bq2VLXwl+XbOW5IBhccX3LIiekGGrmnCNE9klALIYQQA1w0GqXR5Ufji2I36yRR60GZaQa+d/pIlm+s5tPt9URCQfLsRi6cNJIR3VhDWqNWDepuwn3J7Q/RHG+FTuy+vaPGxSF65WMx6Djv2CJG5qXx3oZqWn0hThiexfBcKx9ursHjD+F0BwlFwlxy0nA+3FxLptWAVqNm9e4GZo3NkZm/hTiKSUIthBBCDGB1LT7W7G7k84paXEEVYwtsnD25kGE5VtQyE3ECfzBMeaOHNbsbaXIHGF9kZ1Se7ZAtjHkOE5dMH8LcCfn4An58zQ2U5tviM0x3pNkTYE+9m1U7G4gC04ZlMCTLisMi3bx7ki8YwWrUEYlCiy8YH/9s0GrITDMQikRw+YKY9doO/yZsZj3TR2YzqSSdQDiCWa+hyukjFI6wvcaFXqOmNNvCZ9vrOHlUFnUtPlZuqcEfilDW6OGMY/IpzbIqedlCiH5CEmohhBBigKpv9fPkip1Evc20+AwEomq+3NvEpopmfnrOuG61oA52gVCYj7fV8c+Pd8fbMD/bUU92moEbzxhNUYal09dr1Cpy7Eb8fhVV7kMvktLkDvDcJ7tZvbsxvu2TbXVMLk3nihlDybDK2tM9xWHRodepcah1WI3a/etQx35nUaDa6eM/n+9jYrGd6SOzKcns+HdtNmhp60dQmmWhNMvC7tpWHlu+gzV7Gjl9fB7LN9Swpao5/prlG6r5ap+TW84ZK0m1EEchWTZLAKDVaklPT0erlWcsSpB4K0virSyJt3J21rSyt9FHY1BHKHqg5c0fivD2+koCwXAflq5/qXJ6+dene5LWk65r9fPa2goCoa7Fqqv1e2tVS0Iy3Wbd/gceousOFfNcu4mTRmahUqnQadWY9Bq0GjVOd5BJJems2tVAeaOHpeurePCNTeyudaU8T5PbT0WTh9pmH5F2M39HUVHb4sOo06BRqxKSaYgl7m5/iPc21BAKRQ4+7YAj93Ahukf+UgQAGo1GJp9QkMRbWRJvZUm8lbN+n5MIKlpCyR/nmytbaPYGyZbx1ADsqHYlLY/UNmvzp1vrOH18HkUZZsyHmGSsK/U7GAqzYnNNh/tXbK7huKGZGDtZn3ogCATD1Lb6CYUj2Ey6Xmt1P1TMjToN3ziuGJtJxwebavAEwhi1auZPyifNqGXF5tr4sS5fiDfXVXDdnBHxGbrd/iDr9jp5dU05tS0+LAYtc8bmMHtcHllpBvLsRsYXOfAGQ2w86GGIXquJd/3/al8TTm8hWWkDe5IyuYcL0T2SUAsAwuEwPp8Po9Eoaw8qQOKtLIm3siTeyrEaNKiJYtRE8IXVRNot+GPQqdHIGOo470Gt9eFwhGZvkFZfiGg0ysZyJy+tLuPyk4dSlNHx5GFdqd/hKPiDHbdUBkKRpOR+oKlo9PDy6jK+3NtEOBIlO83A+dOKmVyagamHHxR0FnOnO4AvGMagVXPBtBJOGZ2DPxim0unlzS8rWNPkTTrfV2VOGj0B8uyxNcD/t6OBZz/eHd/v9od4Y10l1c0+Fs0cjsWg4dLppWwod/K/nQ3x4/RaNVlphvjfmVajQq0a+H9zcg8Xonuky7cAIBQKUVdXRygU6uuiHBUk3sqSeCtL4q2cY4dmolVFydEH0KoSE7SZo3NknG47I3LbjW2NQosvRIs3NoHVyLw0alv8bKls4a/Lt9Ho8nd4nq7Ub6NOw7RhGR3uP3ZoBhbjwG3TqG/18cdlW1m9uzH+YKCu1c/j7+9gY7mzx98vVcxdviCfbK3lgTc28osX1nPf6xtZsbkGs15LabaVyiYv5SmS6bj9fy61LT5eXVue8pDVuxvZW+/ipdVlPPb+dlbvbuTU8Xnk2U3kOUzk2k3otQe+Sp80Mpv0QTDhnNzDhegeSaiFEEKIAao408yZkwqStg/PsXLSqOw+KJFyfIEwe+pcbKpoZl+9+5BjoAvSTUwtTQcgGI7Q6o0ts6RVqzh7ciHr9zUBUNbopaqzRKyLppSmk2lNTq7SLXqOG5p5xOfvS3vq3FQ5fUnbo8Cra8ppiS9h1TvCkSgfbqnlbyt2UuX0EY5EqWvx8+zHu3n7q0oCoTATihwdvn5KaToZ+383rd5guyW3EvmDYb7c08SS/+1jY3kzG8qcrNvTyPHDM9FpEnuAFGWYOHlUNqpB0EItRG9xuVwUFRWhUqlYvXp1Xxenxwzcx6NCCCHEUc5s0DJnXC6FRj973Do8ITim2MGQbOugbp2uafby38/38uXeJiLR2KRQ00dkcd5xRR2OX7WZ9Fw2Yyij8m0sXV9JizfAyDwbc8bl8sXOejyBAwl5gztwxGXMTzdz85ljWbG5hlW7GoEoU4dkcOq4XAo76VI+EHQ0qRdAeaMHdyCIzdx76zLXNHt5fW1Fyn3LNlQxfWQWhRkmTh2Xy/ubEsey2006zppcgF4b68qs06hRq+DgHvjhSBSXL0iu3cjZkwtBBRUNbj7bUc/0EVl8f+4o1u1twhsIc/ywDEbl28i2Deyx00L0tl/96leDsueDJNRCCCHEAGbSa8ixG5k0Jh+DYfAm0W1cviD/+HgPG9p1LQ5Hony8rQ6AK2YMjU82dbBMq4EzJhUwrsjGJ9vqqXH6eG1tBcFw4nhnRw8lg4UZZr41fQhnHFNAlFjr9GAY157eycMaq1GLVt27HSDbxk2nEgxHaXAFKM60cN5xxUwocvDB5hpcvhBTSh0cOzQz4YFGji024djXZc6E8+g0aq6aNZyPt9WxfGM14UiUEblpnDOlkDW7G8hMM7D4tJG9eZlC9By/C5r3gq8ZjA6wl4BB2SXetmzZwp/+9CceeeQRFi9erOh79zZJqAUAarUavV6Pupc/BEWMxFtZEm9lSbyVdbTFu7rZ1+E43c921DNvYj4lWbF1hiORKFVOL3vr3bj8IYozzBSkmyhwmAmGIqzb3827vaw0AwXpHbcgdzfearWKzLTB9aBjVH4aOo066UEEwJyxuWT18PUeHHOdtvPY67WxhxY2k46pQzM4psRBKBLFmOJBi1Gv4eITS6lr9lHdEuvGHo1GOXNyAa+vrWBnTWt8nPiOmlb+9N42fnTGGIKDYHmsjhxt95RBr3kffPIQlH1ObGCGCopPhJN/GkusFfLDH/6QxYsXM3r0aMXeUymSUAsAdDodBQXJ4/BE75B4K0virSyJt7KOtni3eoNJa0m3CUeiuPyx7oSRSJS1exp5YsUOfPtn3A6HI4zKt3HRCSWcOCILu1nPq6vLaEuN8h0mrpszotOE8GiLdyqF6WauP3VEQmwBJpemM2tsTo+PIz445jk2IwUOE5XO5LHuGVY9OQd1vdZq1Gg7may6KMPMT84Zx756F/saPOTYjNS3+qlp9sWHFBCFSDRKKBxl5ZZafjB3VI9dX38jdXwQ8bv2J9OftdsYjf386SNw6r2KtFQvWbKE9evXs2TJEtauXdvr76e0AZlQz549mw8//DDlvueff55LLrmkW6/bvHkzY8aM6dEyCiGEEKLnWTpZJ1qlAvP+JZsqnB4e/2AHgf0tif5gmLpWP2WNHgxaDZ5AkDyHmdu/MYFmbxCjTkOu3TQoZmnubRq1iqlDMrj9vImUNXrw+EMUZpgpcJhIM/Xe2Ok2drOeq2YN49F3ttLqOzAe06TXcM3sEYe1DrRFryHTasBs0KLTqFi5pRazQUurL0gwHHuEo1GrUAM1Ti8mgywnJQaA5r37W6ZT2PdpbH/O+F4tgsfj4eabb+bXv/41NputV9+rrwzIhPrPf/4zLS0tCdt+97vf8eKLL3L66ad3+tqTTz6Zhx9+OGHbkCFDerqIA47f76e6upq8vLyjYgxeX5N4K0virSyJt7KOtnjn2U0Mzbawu85NKBzBH4oQCEbQalScOCKL3P2tkzurXfFkOhSOUNviJxyJ/bxySw1XnDKMt9ZX4jDr+OYJpai7OLb5aIt3R9RqFYUZ5l6ZYM3jD1Hd7MXjD2MxaskwqXE21CXEfGSejf87dzzbql2UNbgpSDcxOt92WOXZ1+DmP5/tZfXuBmqa/Rw/PIOh2VZavAEcZj2hcARvMIxapSLNpKMo04zV0PsPDvqK1PFBxNcMHfbpiYK/pYN9Peeee+4hNzeXRYsW9fp79ZUBmVCPGzcuadsXX3zBvHnzyMrK6vS1DoeDE088sbeKNqBFox39wYneIPFWlsRbWRJvZR1N8dZqVFx28lD+vmInX+xsILQ/SZ5Uks6YAhtbq1uYVJKO03Ngpu5AKBJPpgFc/hBaTWx86Idbapk1Npd8h4lmT4Bqp49WXxCbSUee3ZRytuqjKd6p1LX42FnrYkd1K5lpeiYUObAatbR4Q2jUKrKsBoz6w2vBrXZ6ee6T2KRzUWK9Do4tSWPWEAN5Bx2bn24mv5Px7m3CkSj1rT6iUfCHImyramFTRTNZaQamDEnn/Q01rNvbRG2LH4iytbKVY4dmYtJpaHQHsBp1ZFgMRPb/3k8dl4/dPLh7MhztdXzQMDoAFamTahUYerfFeO/evTzyyCO8/PLL8cZQl8sV/6/L5cJqVXZytN4wIBPqg3366afs3r2be+65p6+LIoQQQoheEIlE2V7TysuryrAZtYwvsjNlSDqRSBSjXktlk4dX1pRj1Gm4/bwJDMm2xF8bOmhNpJJMC037l8byBsIEgmHKG9387YMd7K33xI8bkZvG1bOGdTpJ2dGmvNHNo29vpbbVD0BplhlvIMJHW2tpdPnRqFWML3Jw4fHFlGZ174uyyxfk2Y93s6miOb4tGoWv9jVjiWgpLSqiuw2mNc0+3v26ii921jP/mHz+8fFuotFY93CVSsWrq8s5c3IBxZlmKpr2/+5VsGJTDeceW8S7X1XR4Arg3F9fZo7JptUXZHeti6E5Az8REIOcvSQ2AVnCGOr9Sk4Ce2mvvv3u3bsJBAKcffbZSfvmzJnDCSecwOefd9AlfQAZFAn1v/71L8xmMwsXLjzksR9++CEWi4VwOMwJJ5zAr371K2bOnNnpa4YNG9bhvrKyMoqLi/H7/Qnb1Wo1Op2OaDRKIJC8nmVbF5pgMEgkkjhTpFarRaPREA6Hk9ZqO9R59Xo9KpWq2+cNBoPx/z/4WiA2QYVarSYUChEOJy5VodFo0Gq1RCKRhPMAqFQq9PrYU9xAIJD0xPNwzwv9L4Zt54XUMWx/3kAgQCgUir9/X8TwSM7b2zE8nPN2dq3tfx4oMRxo9bv9tfaH+g0DL4ZHU/0+nBjuqXPx+3e34QnCwqmF/G35lviEUTk2IzqNmnBUhdsfpaKhlUKHiaEZBiqavFi0UVpUUUJRFWpVlLMnxdae1qsiWI0aVNEwf/9wL3vrPehVB8qzr7aZ5z/eyfWnj8Zq0itav7tzj/D6Q1Q3e9hS2Yo/FGZ0QTolWVbSjJpu12+VRktNsw+n24tBoybHZsS0v7U5HFXx4hdl1Lf60Kui6LRqji2x89f3txCOQIbNjEqlYmt5I39sbOWG+aPjXfDbX6vbG6Bpfw8Ch1mP1aRHq9VS3eRhZ2UT+na979sitq/BTWVjCwZd4szTncWw1Rvir+/vZHediyklNj7dXMWxJTZKsi0QBbPRyMYKJy9+vourZg1n3e7Y0mtGdYSvyxopzTKz+NQRbKtqIhCKkGs3sbWqmVdX72XVrgZ+ds440gzJQwX62z2iu/WwfR3vifOKPmSwxmbz/vSR2Jjptlm+S06Ck37c6xOSTZ48mQ8++CBh27p16/jRj37EY489xrRp03r1/ZUy4BPqUCjECy+8wMKFC7FYLJ0eO2vWLK644gpGjhxJZWUlDz/8MKeffjoffvgh06dPP+wyRCIRqqqqErZZLBays7MJhUJJ++DAuO36+vqkm2ZWVhZWqxW3201jY2PCPpPJRG5uLtFoNOV5i4uL0Wg0NDU14fF4Evalp6djt9vx+XzU1dUl7Gs/I2d1dXXSTbGgoAC9Xo/T6Yx31Whjt9tJT0/H7/dTU1OTsE+j0VBcXAxATU1N0oddbm4uJpOJ1tZWmpubE/ZZrVaysrJSxlClUlFaGnuqVldXl/SlIDs7G4vFgsvloqkpcVkUs9lMTk5Oyt8bQElJCSqVisbGRrzexBlEMzIysNlseL1e6uvrE/YZDAby8/MBUp63sLAQnU6H0+mkubk5fr1arRaHw4HD4UgZQ61WS1FRERD73Rz8IZqXl4fRaKSlpSVpboG0tDQyMzMJBoOHjOHBH5Q5OTmYzWbcbneHMQyHwymvte28DQ0N+Hy+hH2ZmZmkpaXh8XhoaGhI2Gc0GsnLi3XqS3XeoqIitFrtIet3bW1t0rW2qaqqSqrf+fmx9Xubm5tpbW1N2Gez2cjIyCAQCFBdXZ2wT61WU1ISW3KitrY26ctRW/12uVw4nc6EfQPtHqHX6+Ozvh7qHtFWxyFWf+UeEdOde4Tb7U7Y19k9or22e0Q0GqXVFyIciZKfn0dehi3hHhEMR3D5guiMFgrysrFok8uk5D3C7QvR6PbT5AngcGQwoiibNG04fo+IRKJ8sa0Om9qPBwORSJThaQfqilnnw6TXUOYzEo5CS0szmRoP541PY/2+ELtqfQQDoDGYWHBMDk31NaRFfaQZYeqQdOrq6thVG4t5ntFP+xSgtamOysZCRhVm0NzcTFNTU0L97ut7RGV1LV/vqWP17gP3ghUbKxman8k3p+YQ8Sd+Znd2j/D4Q6yphZVbG0jXeDFrIuTajUwfkYXDoiegNvFVmROjJkKOPkBxhpktO/cyzBrCGwZnKIJeqybf6EcV8bNlx14i+bEupW33iE27K/l8c0V8hu5cu5Hp40qYNKIQp9tLvjHxfheKqqj164lGobGhAWMk8W+us3tEjSfKrjo3OlWUUnOQAoOaTRUNrNhXDqjY4tRx3PBMLj02E39rA+MzIgRCUfTaKP6gmpIsK//8cDM2TQCdRs22XWFUasgzGalr9VPR6MFO8hjU/naP6O73iFAoFI9lenr6EX+PiEQiklj3JXtJbDbv5r2xMdMGW6xlWoHZvR0OB7Nnz06579hjj2Xq1Km9XgYlqKIDfJDE0qVLOeuss3j99dc555xzuvVat9vN+PHjGTduHG+99dZhvX9b6/XmzZsTtg+01ieI3Ri1Wm3Klh5poe76eeHQT5bbrlej0aBWq6WFugfO29m1RqNR1Go1Wq2WUCg0IGI40Op3+2sNBoN9Xr9h4MWwp+p3Q6ufFZtr+HxHPd5AGEeakYXHljCx0IpBq6ai0cPrX1awuaKZYBSy0sycP62IcflW9O3W91XqHlHR6ObvK3ZQ3RyLSSiqwmTQsfjU4YzKjT0ob/YE+c3SzdS7AoSiauZNyOONNXtp3N8N16hTk5NmIoAKFSpuPWcMpVmxbtqhSIT6Vj9uf4SddR5WbKqm1eNHr1Uza2wOs8fkUtbk4dFlO2NlU0WSyvvDM8cxoThd0frd1XvE5rIGfrd0S8IIyVBURQQVFx1fxOnjcrp03kgkymtfVrD06xpAhVYViT9YKMww8d3TRuHyh7n71U2oiaJVRZk5JofX1pTR4gsRjYLFbMRm0sVjeOzQdBbNHB6/1oomLw+9vgFfIPFvQ6dV85MFEwmFwjz0+oaEfdH916NTR/npWWMoOagbeWcxfGNdJa+vq0ZFlO+cUsozH+9mZ82BBwxhNESBU0ZmMH1EJi/8bx81LT5UqDAbdXx37mh+/crXaFSgVoNapSIrzYBepyEUVXP1zGGcMMyR9Lvpb/eI7tbDSCQSr+M6ne6Iz9v2XXnXrl1J19Tf+Hw+du/ezdChQzEauz9bvDi0FStWMGfOHFatWsVxxx3X18XpVFfrw4Bvof7Xv/5FZmYm8+fP7/ZrLRYLZ599NkuWLDnicnQ0C6JKpep0hsS2G2cqGo0GjSb1pB69dV7o+Fog9kGg1aauNmq1utPXtt10e/q8Ay2GOp2uw3P3VQwP97z9sX5LDHv3vCD3iO6ct9UbpLbFhy8YwW7WkWfToNUefnkPda3+sIp/f1HO+n3OtldQ2xLgbx/s4KqZwxhf5OBP7++iwRWA/elSTYuPx5bv4KYzxzCpJD3leXurfoejal5eW8U+ZzBeHgC3P8TjH+zktvMmkGs3YY6q0ev1hKKxBGT9PidnTCnh7x/GkmCNVkNg/+tPGJFFYZYVw/5ZmA2AxWQCoCTbxvgiO/5gBJtJR67diFajxhU8MG1PIJrYkqZRq+JLQfXHe8TafS34o6lb/1ZsqeOkUbkplwI7+LyVTV4+2NJALBIQanfO3Q1+6j1h8hxGcmxGalt8BKIqfGEVRqOBWncskU3f/0CmLYaONEvCe3yxq4EWfwRILG8gCCs313L+tCKG5TnYUpXc6juhJIPibAeGDiY7SxXDNHPsC3AUFSE0bK/14g8f6LGk14BaBZ/taGLhtFKiKg1mo5FWb5Dxxenk2U0UZlpo8cYmsTNo1ai1akL788Ysm7HPvkd0pD9+BgrR3uzZswfdpHcDOqH2er28+uqrXHbZZZ3eXDoz2H6hhysUCuF0OnE4HB3eTEXPkXgrS+KtLIl3zJ46F0+v3MWe+ljXTL1WzWnjcpl/TAGOHlzruH28q5zedsl0olfWlJNu0e9PphNFgdfWlDM8x4rVePjLATW6/Lj8IXQaNdlphvhM2gdraPVT2eSlwumhJNNCjs3IJ9vq8AQOtDC2+kJUO73k2k1YjTpOG5/HUytjLVw1LT6yW4wsPm0kS9dX4g9GsJt0nDo+j1NGZ2PpYEkjq1GL1ZiWtD3XbmRKaTpr9zYl7TtxRBb5dlP85/5Wv1u9yb0z2vgCYULh5Bb3VLyBEL5guMP9jS4/4wrtXHh8MX95bztRYFNlM7PG5PKPT3Zj1mvRadr3cIDjhmbEf/YHw2wqb05x5pitVS2AiitmDuUfH+1mS2VL22hPJhXbOHNMGlp1976zjc63oVGrYrN8u2JLYNW2+IgCGpWq7dkBZoMGvUbNrQtja5Knm3XYTDrSTDoWTC3izXWVSecuyTST7zAlbR8M+lsdF6K/G9B/Ja+99hqtra1ceumlh/V6t9vNm2++OWgGxB+JcDiMy+UiLS1Nbp4KkHgrS+KtLIl3bFmhPy7bRn3rgW6bgVCEpV9VYTXqOGtyQcLY/iPRPt5VTm+HxzW5A/GZrVMpa/Tg9ocOK6H2+EN8uaeRV9aUU9ca60590sgszpxUQK49MenY1+Dmz8u2Ud3swx8MU+X0ku8wcdnJQ3jjy8qEpK59gj2pJJ3pI7L4bEds3OmGcidlDW6+e9pICjPMmPRastIOb81cs0HLJScNQa9Ts2pXI+FIFN3+da0XHluEXnegJbG/1e+Jxel8vrMh5b6ReTZspq79Po06DXqtOr5298Ec+5eJmlSSzo1njObVNeWUN3piSeeUIr7c24hm/1reWrWKb88YSlHmgdnRtWpVvCwqYGKxg2E5VoLh2LjrUDiCTqumwGTmB3NHU93ixe0LYTVqyTBpcDbUEg6HuxzzFk+AaDTCpdNLefbj3eg1atz+EDk2I25/bH4BjVqF1ahFo1ZR1uhh3d4mzppcQHGmBbMh9j6nT8gjFI7yweYaAqEIKmBcoZ1LTx6SsuV/MOhvdVyI/m5A/5X861//oqSkhBkzZiTt+853vsMzzzwTH5/y0Ucf8fDDD/ONb3yD0tJSKisreeSRR6iuruaFF15QuuhCCCEGsbIGT0IyDbG1cMPhCK+vLWdSaTpFGT2/FJPF0PHHukatis/WnEqaMbGFsTvW7mnkiRU74z8HQhFWbK6lssnL904fFW+Rb/UGeXrlTqqbY5MVqtUq1CoVVU4vL60q46SR2Xy8LTYhngrIsR0Ys+aw6Ln05CHMHpfLtqoWdBo1o/Jt5DtMnV5XV4TCEYLhCGdNKuDU8XlEIlEsBi15DtNhx0QpI/Os5DuMVDkTJ4DUadScOSkfg65rscm1GTlpZDYrNidPepdrM8ZbYw06DZNLMxiem4bbH0KnVmPUaahyetlT78Ko01CSZSHfbkLXbky+RqPm1PG5rNvbxJmTC/hqn5M3391KOBJFBZwyJofpI7MpSDdjMWoZ3q4ngd/vx9mNmGyrauEfH++mrNFDaaaZi08sxW7WMaU0nb0NbqxGI+FIlEg0tlTX8cMz2VTZzM5aF394dxuXTi/l9An5qNUq0i0GLjq+hFPG5NDqDWLUa8ixGTrsBSGEOPoM2IS6qamJt99+m5tuuinlU/5wOJwwOUV+fj5+v59bb72VhoYGLBYLJ510Eo899hjHH3+8kkUXQggxyNW0tEtuouALhml0+wmEIlQ6vWwoc9LiCTKmwIZa3TMt1QCFGWYsBi1uf/LEk1NK0yl0mOJdYA922vg8Mqzdb+FtaPXzyurylPu2VbdS6fTGE+raFl98Nm0AnVqNw6Kn0eVnV62Lc6cWxfdNHZKR1LqdZtQxOl/H6P0zR/eE+lYfS9dV8tG2OgKhCGa9hjnjcjl9Ql6/T6YBcuwmbpg3mne+quJ/O+sJhCKMzrex8NgihuUkd2/viFar5uzJBbj9IVbvbqBtRFxRuolr5owg86DW/zSjjrR2vRlG5KUxIq/z9xuWY2XRzGGs2FLDx1sPrMaQZtKxuy62DvhNZ4zBbj78lt/yRje/f2dr/G9gb4OHvQ37yLLque7Ukfznf3v5dGtseEEkGuX0CXmcM6WQZ1YemDDr5TXlTCx2kL9//XGtVt0rD8CEEIPDgE2o25Zg6cjTTz/N008/Hf95xIgRvP322wqUTAghxNEux3Yg+fCHwtS0+OJzdthMOpo9QX63egs/XzCuW0nPoeTZjVx36gj+8t72hK7TRekmzp9WTHaakWtmj+CplTsTuvaeMDyTE0dkHdZ7uvwh6l0dfx5XNHoYV2gHwBs4aIyuKtaqrgKcniDBcCyhnTUml9Mn5GI19u7XFG8gxH//t48v2nWZ9gTCvLmukkAowsUnlKLV9v+kuiDdzLdnDOWsyQVEomA36zDrux+7bJuRq2cN46zJBTS7g5gMGnJtxh4b828x6CjNsrCzujX+8MagVaPTqFGrVeyuc1Pd7DtkQh0IhXH7wxi06njX7DYby1tSPlBqcAWobfFywrBM5k3IJxKN0uIN8sHGau55+WuunDmcV9bEHgx5A2EaXIF4Ql3b4sPjD6HXxtbl7mhuACHE0WnAJtSiZ2k0Gux2e6czToqeI/FWlsRbWRJvKM4w4zDrcboDuPyJS7WdPiGPr8ubCIQifLy1jtIsa3zs6eFoH2+VSsXEIge3f2MCu2tdNLkDFGeaKcm0xBOYacMyKM40U97oxhuIUJxhJs9hTBo7HYlEafYGUKtUnSY4Oo0KnUZNsIPJr9q3YtrNOrRqFaF2LeRts2hbjVomFDuYOSaH7DRjj7bcd6SmxceqXanHH3+4pZZZY3OTWib7a/3WatRJLfqHw6TXMjTbCtk9UKgU/KHYmsQ2U+qktG2StUaXf3+PAS1mfSzmkaiKrVUtLPu6ij31buwmHfMm5jOu0B6fiX1nTWvK854yJhunJ8iS/+1jT70bvVbNKaNzmD0+l0ZPkCqnNz6DOcTqZas3yGfb63lzfQXNnmB8boCzJhcmDEcYbPprHReiv5KEWgCxpRLS01MvlyJ6nsRbWRJvZUm827rhjuLx93dQuX+iMK1axaxxuWRY9KzdE5tNekdNK/5gOKmVrTsOjrdaraIw3UxheuouqlpNrPtqZ11Yyxs9fLSllrV7GlGrVZw8KpsThmemTNhybEaOH57JJ/vHPrdn0msoyTrwPrl2IzPH5PD+puRxujNH5zA024qxi2N+D4c/FKaiMdblvtkboDjTwryJ+XywqSZpMq5AKJJyBm2p30fGrNckPVRpz6jX8Pb6Ct7dUE2zJ0iBw8S5U4uYUGxna1ULf3h3W3zIQn2rn78s385Zkws4d0oRRr2G/PTkOmoxaClMN3P/axuJRGMTsJn0Gj7aWsu+ejffmFaMRq1i2rB03lhXRYs3SK7dwMfb6vjP53vj52mbG6C+1c91p47s8oRvA43UcSG6RxJqAUAkEsHv92MwGFCrpStTb5N4K0virSyJd8zw3DR+ds441u5tpMkdRK9Vsa2qlfc2Hkgm0y0GtJoja4nt6XiXN3p4+M1NOD0HksmXVpWxamcDP5w/muyDWua0GjULphRS2eRhd92B8dFGnYbFp44kr10SrtdqWDClEJNewwebavAEwhh1GmaPzWHexPxeTaaDoQifbavnmY93xccH+wJhDDo1Fx5fwkuryogCRCEYjhCORAmGI9Q2+8ixH7hmqd9HJtdu5IQRWSkfwBRnmClv9PCnZdtRqWKt5Xvq3fz5va1cdmIR68paU47/f3t9JccPy2RItpUppem8ta6CYPjAcZNKHLzxZUW8q7Zeq94/DAO+Lm/mlDE5vLa2nKtnDmdMvo1xhXaaPSHe/DL13AAbypupdnoHbUItdVyI7pGEWgAQDAapqakhPz8fg+Hwlh0RXSfxVpbEW1kS7wMy0gzk2U3885M9KfefNj4XvfbIksiejHckEuWTbbUJyXSbskYPW6pakhJqgDyHiR/OH0NFo4eyRg92U2ysbL7DlNR1O91q4IJpJcwYnYMvEN4/a7LxiLq9d0Wl08M/PtlNu9736DRqKpu8rN3byIhcK1urWnH7QzS5A4wvsvPRllq21bTy7ZOHMrk0Ha1GLfX7COm1Gr5xXBGBUCRh8rOh2RbOO7aYnz2/Ft/+3gIt3iBWo47cNC1fbNzF0JIiNlQknzMShcomL0OyrRRlmLn+1JE8tXJXfCx1ts1IeYMHu1lHMByNzcDfrh6UN3rItBr47xd7OW5oJlVOLzv8reyuc+Mw6xNmK29T1+pnVH6Ph6dfkDouRPdIQi2EEEL0omE5Vi46IdYC2ta6plGrOO/YIobnWvu4dIlafMF4d/RUPttex8kjs1OOb0636Em36JlQ7Oj0PaLRKHWtsTWojfrYpFdKjJfeVpXcuqnRqMhKM7BqRwNXzhzGV2XNNLj8DMmyMP+YfF5dU0EwHOEvy7fzf+eOZ3huxxPIhUIRalt9+EMRLHot2TZDj601PthkpRn5zqzhnDW5gFZvELNBi9sXZEtVSzyZbuPyBUk3qvAEQikT2zbxNbA1ao4dmkFRhpnaFh+hcBSHWUeew4jLHybsCxGJRNvn0zjMejZ4neypdzNvYj6bKpoZX2jHHwxT1+on12ZAc9BEZFaDjC8WQsRIQi2EEEL0IrNBy+kT8phY5KC8yQPR2PJWeXZjl9cIVopapeqwpTgSiaLTqDmSHNHpDrBiSw3Lvq7G7Q/Fl6iaMTobpztIeaOHNJOOkkwzefbk1u2DuXxB6lr8hMIR7BZ9pxNFpZr5GWLrKmvUKsYV2jl/Wqw7cKs3yGtrY8l0dpqBzDQDWypbOkyoa1t8vLWukk+3x5beSjNqOXNSATNG5wzabsFHyqjXxCY/Azz+EA+9uZvxRY6Ux7r8ITRpKtI6SGL1WjWFGQeGFqhUKvIcJvL2r50diUSZMTqHZRuq0apV6LTq+MMVvTb2UGVPvZsoEI1CiydIdbOP44Zl8vmOegLhKKZ2b2036+LnFkJ07umnn+aqq65K2v6zn/2M+++/vw9K1PMkoRZCCCF6mUGroSTLQkmWpa+L0imbSccpo3L4z/8OTMQUDEfw+MO4/SGG5VhZuaWW8YV2sro5y3EoFGHpV5W881VVfJs3EEajVvHbpVuobvah3p+tm/Qarj91BMcUp3eYVO+qbeW5T/aws9YFgMOs4/xpxRw/LAujPjnxGtFJ6/KovDSy0wx8XdZERZOXaDTWann25BwqmrzsrnWxrbqFUVVp5NsTE+RWX5B/fLybr8uc7bbFluMKR6KcPblQkRb4gSwUieAPRohGo9hMOrLTDMwelxtv4VdHQ4TdTQzNsSats64CvjW9lFxbxwmuWq1i7sR89ta72VDejFoFYWIz1C+aOYy3v6okChRlmGlw+RmWm8aqXfWcPj6f+lY/ja4Apv11Ks2o5bunjeyRGdWFOJq8/fbb2O32+M+FhYV9WJqeJQm1AGJPc9uWXBG9T+KtLIm3siTeyurpeB87NJ1Vu+rZVecmGIpQ2+IjGI4wfUQWda1+Xl5dzsi8NK4/dSRZaV0fX1nd4uODg2b3HpZjZXNFM1/sbKDAYUK/v8XeGwjz2PId3H7eBApTzEZe5fTwu7e30tJuFm6nJ8hTH+7CYtBx7NCMpNcUZZgZU2BjS2VLwnaNWsU3jivBbtaTbjFQ3ujFqNNw+oRc/rp8O62+WPJmM+n4uszJlSeXMMSqjse72ulNSKbbe/urKo4blkn+IG7NrG/10egKoFJBltVAurX7Y26tBh3HlDj43456bjpjDDtqWnlq5a74uuW5Fi3XTM8mz27m5wvG8eXeJjZXNJNjM3LyqGyGZFk67Q4Osdnov3f6KPY1uFm3N7ZsncWgZdmGSnbWuNFqYsMwPtlWx+yxubR4Q7z+ZTkzRucwpsCG2x/CYdZRmG4e9K3Tcg8fjDxAFeAGrEAe0PFKD73h2GOPJSsrS9H3VIok1AIAvV5PcXFxXxfjqCHxVpbEW1kSb2X1dLxz7Ca+N3c0O6pbWPZ1NaVZFiaXptPiDfLJ1tjMzNurW9la2ULW6K4vVuzxh5g1JgejToNaDbvr3JRkWnjygx0AhCJR2q927QuG2VPnJivNQJXTy/bqVnzBMCPz0vAGwimXtIoCr68tZ1R+WsL61wAOi57vzBrOyq21fLSlFk8gzJAsCwuPLWJUng2dVs38iflsKHMyudTB62sr4sm0ChUWg5ZIFJ77vJxffmMien2stA2tgQ6v2e0P4fIFgcGXgIVCEdbta+Jfn+2h0RWLQXaagctOHsrEYke3JplTq1WcNCqbz3fU4wuGWbquEpNOg06jxqBVYzZoeXGjm6FDYpPFFWdaOOcwWv4dFj0Oi57hOWlsq27h5dVlhCMwfWQWJ4zIorLBzVmTC3jjy0oAguEoX+ysZ97EPAo6WIZuMJJ7+GBTDfwD+JrYXVIFTAS+TSyxFkeqywm13+/nxRdfpKysjPHjx3POOeckHbNr1y7uuece/v73v/doIYUQQgihnKw0Awatgw3lzdS2+nhvY3XSOs2fbKvlxBGZSZM1peLxh9hb7+aVNWXUtfjRqFVMHZLBjJHZ8Umo1Claw5o8AT7fUc8zH+2i/XxiQ7IszJ2Qx7sbqpNeU+X04vGHkhJqiM32fP5xxcwak0MoHOte3H4N8JF5aSyaOYwWb5B/fxbr9q5Rq8m06tHvbwENhCJUOb3xlnOLseNx8Bq1CsMRzuLeX+2qc/GX5dsTJnqra/Xzp2XbuPXccQzL6biLfSolmRZuOXssf1+5G7c/xOTSdHLsRvzBMLvq3IQjUd7fWMXo/DS0GnVSMt3iDdLo9qNCRaZVjzXF77+NxahlypAMxhTYaPYEiRDFFwjjCYR4aVVZvK5ZDFoWnzZyUPcwEIOdh1gy/VW7bdH9P/8T+B5KtVSPHz+e+vp6SktLufbaa7nlllvQaAbH/bFLCXVzczMzZsxg48aNQKwryLRp0/jPf/5DaWlp/Li6ujqeeeYZSagHoEAgQE1NDbm5ufGn7qL3SLyVJfFWlsRbWb0Z7z31bsobPUnbjToNo/LT2NfgIUKUDLO+066+X5U5efbj3bR4Yi2+4UiUVbsaGFdoZ0SulT11bnQpEvMcm4HH39/BwUsPf13mpCTLQmG6iYomb8I+h1nfaRKrUqnISks9/tug0zBzTA6bK1vItZtQAVqNKr5+MYBOFaG1sYZAURp6vZ48u4l0i54md3JL9cRiR8Ia1oNFKBxh+cbqlGtCB8MRPtlWx5Asa/dbkK0GcmwGvj9vFJ9tr2dDuZN8h5lzJ+ext7yShhYP/mAk4fcRiUTZVNHMfz7fS9n+ujo8x8rFJ5YyKt/W6fuZ9FpM+gNfhbOsBo4dkkGl00uaUUfR/skDj7auz3IPH0yqiLVMp/LV/v3De7UE+fn53HXXXZxwwgmoVCpee+01brvtNioqKvjjH//Yq++tlC4l1Pfffz+VlZW88MILHH/88Sxfvpxbb72V6dOns2zZMsaPH9/b5RS9LBqNEg6HiUaTPxxFz5N4K0virSyJt7J6K95pJh3TR2bxwv/2JWxPt+g5bXwuH2+t45U1sUWBc2xGvnliCZOL09EeNJbV6Q7w6ppyNGoVmWmG/UsZxVql31pfwZWnDOO5T/ag0SQmLUOzLQSCEULtkrZoNEowHCUcifLJ1lquOGUYVU4vKzbX4AvGzjn/mHwclsNPAlQqFfl2I6VZFmpbfEn7NSqwGTTxeGfbjCw+bSR/fm8bze3W7y7NsnDxCaUY+9lM7j3BGwjHk9dUdte5CYYjGNTdu3adRk2u3cTv394cf4iyp87N+t21LJqWQZ7RRiQawe0LYTFq97+Xi9+/s5Vg+EAPip21Ln779hZuXTC+WxMB2sx6bGY9Ywrshz54EJN7+GDiJmHR9QTR/ft71/z585k/f37853nz5mEymfjtb3/LL37xC/LzB/6C7ofupwW8+uqr3H777VxwwQUUFxezaNEiVq9eTXZ2NnPmzOGrr7469EmEEEIIMaAcOzSDovTE7q6zx+bw9MpdCS3XtS0+/vLedrbXtCadwxMIUeWMtSLrtWry7EZy7UYyrAZUqDDpNXx/7iiy9rdw6zRqThqZzfWnjmRDeXP8PNEoeAJhKpu8OD0B6lr8bChz8vracs6ZUohOo+K08XlMHZI8IVl3pVsNfPOEkpTjgOeMy0taCmt0vo1fnDueH84bzRWnDOWnZ4/lpjPGkJ8+OLsKG3Rqsjto5QfIsxtT9jg4lIZWP298WU40mhj3SBRW72pkVL6N+9/YxANvbOS9DVXUNnv5cHNNQjLdxhsI88Wuhm6XQYjBxUpszHQqKqBvVp745je/STgcZt26dX3y/j2tSy3Ue/fuZerUqQnbCgsLWbFiBaeffjqnnnoqy5Yt65UCCiGEEKJv5NlN3DB/DF+XNfHZ9noyLAZ8wTBGnYZIFFq9QcKRKHqtGr1WzdtfVTI0x5rQKqvTqLEatbj2T/Cl1ajRatSYiH2d06rVzBidw9gCOy5/CK1GRY4tlpCNK7Lz+c56INaVuL7VT1tryzElDrQaFWq1ik3lzfzyGxPJshl7rEV4Ukk6PzlrLEvXV1LW6MFu0jH/mHxG5phxNdUlHZ9jN5FzlCylpNdqmDshj6/2NSW1falUMGtM7mEtFdbg8hMIRci2GWh0B+I9GWIPNqKUNXqoaIw9nPnnJ3sYnmNlYrGjw/NtqWwmEAzHZ48X4uiTR2wCslSNn8cAfdM6PNh6P3Qpoc7IyKC+vj5pe3p6OsuXL+e0007j9NNP56677urxAgohhBCi7+TajeTa85kxOgeNCn7/zlYCoQh1rf6EL0U6jZpdtS48/hDRaJSaZh8uXwijXs2JwzN54Ysy9NrYrM1ZaQZOHJGFYX+is726hXyHicy0xNaS0flpZFkN1O9PtKLRKFlpBhYeW0Sm1cD26lbOmlSIVqNCpVb1aPdqnVbN2EI7w3KsuHwhDDo1VqMOv9+Pq8feZeAakZvGpScNYckX+/Dvn1jOqNNw6UmlDMk5/FYvlUqF2aDFoFXHu/uroyF8IS/BgybG217TyvgiB2a9Bs/+JbbaFGWYmDkmh3e+rqK+1c+I3DRG5qUN+iWvhEhkJjab9z+JJdVts3wfA1yO0ktntfnPf/6DRqNhypQpffL+Pa1LCfWECRN47733OP/885P2ORyOeFJ900039XT5hEJ0Oh25ubnodB3Piil6jsRbWRJvZUm8laVUvNuS1UyrISmZhlgLsloFgVCYf36ymy/3NuHxh6lr8fHD+aOZNiyD9zbUkGszMmdcHv/8eFcsedJrQQXHFDu4fMZQcmwHuhLn2k3ceMYY3viynA821+Aw67hq5jD+8/k+qpzeeFffHJuRCUUOCtN7/roNOk088Yeju36HI1ECoTB6rQajXsOccbmMK7RT1+pDhYpsm4Fcu6lbS2a1l5VmIM2opdUXQqNRo9FAOByhpjkEViOByIHzRiJRQpEImyubmTsxPzZBWjTKjppWmr1BjilO56/Ld8TXp/5wSy0Os56bzhjNkGxrj8RjsDqa6/jglEdsNu+2dagtxFqmlUmm58+fz2mnncaECRMAeO2113j88ce58cYbycsbHMt2dSmhnjt3LnfddRf33nsv6enJn1ZtSfW8/2fvvePjOK97/WfKzvaGLei9kAS7SEqkRIqSKFGyqiW5Jy6KY8ex4zjXKdc3vrm/xMlNfHN9Y8txi7ud2LKsYltWr1QlxV5AAiBI9L7AYnud8vtjAZAgQIqUSKrtk0/8oWZ2Z9458+LdOXPO+Z6tW9mzZ895H2SRC48oilitxbe2F4uivS8uRXtfXIr2vrhcbHuvqPEgAifHA0WhUAt9/YoKRqMZJFFAEgRCsQy6YXD34x18dGMDf3/HciRR4IfPHcMkSyiSSF7XSec0njw0giDADcsrqCix4rYVhMWqfTY+eVUj17SWMpXM8R/PHmMgnJrj0IeTOX61vY+/umkJTuuFdQIWsremG4xG00wlckiSQKmrUCP+TkFVdXomEjzfPs5gOEVliY3Ni4PUBxxUlthmW4i9UYIuC39wRT0/eO4YAlBZYkPXDaLpPLeuq2f3dE20phtEkjmyqo4A9IwnuH9nP1ZF4oqWAHeuq+HbTx1FEgUsJpE6vwMEg4HJNPfu6OPzWxfNaZdWZC7FNfydiI0LreZ9OhYvXswPf/hDBgcH0XWdlpYWvvGNb/D5z3/+TRnPhUAwziKJXdd10uk0VqsVUTy9yEQmk2FsbGxOK613Og0NDUChB/fbGVVVicfjOJ1OZLn4I3OhKdr74lK098WlaO+Ly8W29ytdIY6PJfjFy91kplsYua0mLm/2k85r7O4OU+G1cv3ycn7xSu+sUrYA/OWNrSRzKt99uosKT6Ed0dhJqt9WReKTm5uIpHJ8YH0NLusJte54Os+OYxP879+1zRtTwGnBbpH5u/cuo7H03Pofn4phGGdsk3SqvZPZPM+3h3ho7yCZvDY9HjN3XdnIkkrXO6Ll0qvHJ/j+s8fmtMkqdVv42BX1tFa5z+s1qqpO70SC7lCCvT1hJElkQ4OXyUiU3x8KoxoC8XSecDKH22riznXVPLh7AMNgtp6/qsTG+mY/WT2B2x2lLbwHHZ0l3lXo6QCXN9Sdk/r3u43zvaa8nZ6VM5kMPT091NfXY7G881reFTk3znY+nNVfiSiK2O2vvfBYLJZ3lTP9TkLTNKLRKDabrfgAfBEo2vviUrT3xaVo74vLxbZ3iV3h0ZEon76mmbxm4LKYSGTy7Dg+wb7eKexmmSNDUXpCST5xZT3ffboLKFTu6UYhsjgjLBbP5GedaSgoM4sivHQ0xPomP8uqTzjUTqsJt03BY1OIZ/JoekE13GMzYVUKKdk5VSc6rQAuioW6bqfF9JpttCLJHN3jcV46OkFe1VjfFKCl3EnANf8B6lR7tw1Eue/VPuoCdjw2hUQmz/HxBN98spMv37aUat/b23Ebj2b45cu9s850iUNh8+IgQ+EU//VKL8urPaxv8lPjs83pD/16GYtluHdHPy90jCOJAppusO3QEDcutrF1WRm/PzBGLJ3HapJoKXMRS+cpsSsksirjsSxu0cR4LMPSKjPHYr10hDs4MtFJRsuyf6yNJk89l4mf5M1SN347UFzDixQ5N4p/JUWKFClSpEiRs6bCY2NNXQmSKOKySLQNRXj28BiJjIrXrsz2Yk5mVXpDSWr9dvompnudCuB3mREFAQRIZucKSfkc5tko767uSZadouBc6jLjtStYFWlWsGrGibOYJEQB/vPFbtY0+Dg0EGFPbxizLLJlaRnrm/yULqDCHUnm+OUrvXNaLB0ajFLnt/PZa1sIuk8flYil8+w6PsGdl1ZzoG+K9uEopS4L711TzcGBKY4Mxd72DvVEIks0XbinNkXi6iWl/MezXbOq7d3jCZ45PMqnr25iXYPvdal7z6BqOgcHIjzVNjJnuyAZdA7HaKitYk2dF5s5wKpaL4qs0xXtYIn9OC7FS9BcT9+IibV1fkYiOcjWUmqU8unW67A7khwYP4QgCMTUcSbTJjwWD5JQVAAvUqTIG6PoUBcpUqRIkSLvECYTWQYmk/RNpCixK9QHHVR4rOfs5Oi6wVgsQySZQ5FFgi7LbG1yVtXoGU/yfMcYl7cEaB+OYhgQcFlQZIFUTiOXLUSd+yaSVJVYiaZyvO/SWlwWGYtJYnWdl7FoBk5puvSelRUc6I8AzDrMM4xMpZmIZ1hV6+X+nf1AoXZbFATcNhO3XFJF21CENQ0+/t+j7QxNpZEEAafVxFi0j93dYf78+kXzos7d4/EF+xX3TiTZ1TPJTasqT2unXF6j0mfnm493kpuOtHcMx3ixc5y7NjcRTeVmP5vI5OmbSPLy0RDxTJ619T4WV7gpPYPD/pbgpNuwuq6E3+wemHWmZ9B0g5+92E2N3075G1DRnkxkefrQCLpRyGbAAFEUMAp6Yxwfi3Pdsioe2DXAj3u70MUE6xe5kASF33T9jmWBFj7Y/Mfcu2OAvb2TaLrGZU0+llVX0Dm1myl1ALviYCQ5xAtD26iwl7OxchOl9neGMFKRIkXeHIoOdZEiRYoUKfIWZCqRZWgqzXg8Q4lNobLEtmAK8gwj0TQ/2NbL0FR6dpvFJPGnW5pZUeM56zrXRCbPCx3jPLxviGRWxTCgPmDn41c2UOOz8+iBYQ4ORmgIOtm0KMBoNMOx0QTRVB6XzYTDIqNqOomsitMiU+W1cWmDn6cPj/KzF2OUeSx86uomXj02SSKjEkkVamHfs7KCvKYzNi1qtrHZz8H+KTqHY8iyiNUkYVUkZFHgjnXVPHtkjHAiR4XHwntWVdAQsDMYTrKtfWzWBpphEEnlMAyD7vEEB/qnWFrlxmc3o5gkDMPgxc75PaVneKkzxKaWIC7bwkJnec3gwZ39s870DLoB927v5e/vXAFAMpvn0QPDPLp/ePYzhwYK0ewvXL+IivMk6nUh8DmVWeVtv9NM9/iJpmGiICBPv6xJ5TTGo+k35FBn8xqpnDqr3g6gaQaKUKivry6x838ePkJO08moKbJahpHtOluXL+f9i+y0elfzj79pYzKZRTd0TJJEx+gUX/ndAHdtqaR98gmiuUmeE57hY0s/wcHQATqnOvnU8j8hYAu8fiMVKVLkXU3RoS4CgCRJOBwOJKmY+nQxKNr74lK098WlaO+zQ9eN00aOh8IpvvdMFwPh1Oy2ErvCZ69toalsruiWJEmYrTYe3Dcyx5kGyOQ1vv/cMf7ne5edtaOzr3eKe7b3kclrxNP5gqJyKkfokXb++qYlvHw0hABsWVbKNx7v4KbVVezomkDFIJrKkcqKeO0KdrPMLZdUAgLfe/ooBgJl0y2VfvZiD5c1lfAvH1rF0ZEY2bzOgf6p2fF/eEMtD+we4NhYAoyCincmp/LxKxvx2Ew4rCaaSp2FqLlu8PThUbpGYqxv8s1GuGewmiQUWWQ0muGR/UMc6J/CYpK5bU0VlV7rnBruU1F1Hd2Yu//k+R3PZEnnF/5+MqcxI/s6FE7PcaZnGItlePrwKB+5vO681B+fLamsimYYOMzya75oCbosfHhDHT/cdgz9lKyBEoeC6aRx57XX1Lk9I5pusLTKw/5T7mFeN2ipCfLEoVFGoxmyeRVZEnFa3cTSGX71ygD/+wPr6BxMM55IMRNWd1hMRDJhNEOje8Sg3FbJVDYEgsBDx37LrY23sW3wOY5FuooO9UkU1/AiRc6NokNdBABZlvH7/W/2MN41FO19cSna++JStPfpyeQ0+iaTvNQ5zkQ8y9IqDytrPHPqbFNZlXu2981xpqHgVP7Hs1186dal+E5qySTLMprJwd7+hRV0k1mVoXBq1qFWVZ1oOo8oCnhPEeuKJHM8tHeQSDJHPJOf3Z5P63QMxzg+nkAWBWpLHezpCTMSydI9luCWSyp5eN8QugHpvIZPgBtWVzIey/LckXFSeR3XdMq4YRikcxqPHxilwm2jMehkIp5F0w1qfDbes6KCwalUwZmm4NSmsip2s4RJEtjVHeGVoyFm3NiGgIMPX17HEweGEUVxNmIKhQiqwyIzHstikkRkUUTVDHYNTNI3keCvb2rlsiY/hwajC9puTV3JHKXxGXvPzG+Dgtp1dYmVwak0oWlFc0kU8TvNKHJhLPv7pxY8PsCrxye5YWXFnP7bF4qJeJaDA1M83z6OphtcUuflskb/GdteCYLA2oYSShytDIVTlLmtxDJ5XBYTZpNYkG8HJFE4Y7352dA2EGFFjYdnjlgYjWRmtzusZlzuEoYP95JTNQwEUlmVZFYl6LIgCpDJ63SMROYcT5JAzWsIQPtQgtXLqjk8tQ8RgWguiiwW5uTB0AHWl294Ryiynw+Ka3iRIufGOTvUkiSxfft2Lr300nn79uzZw6WXXoqmaQt8s8hbGV3XUVUVWZbP2BqtyPmhaO+LS9HeF5eivRcmp2q82DnOL1/pnS1LbR+O8fjBYf7bDYtn2z2NxzIcHowseIxQPMtYNDPHodZ1nXQmg67rzHo3pzAj/tUbSvDM4TEODURQZJGNiwKsb/LPOnPpfMH5PtmZnj2PYdAbSlLqslDhtfHo/mFUXefJthEubfDx59cvIplREQSo8duRBIGRaIae8fiso2IYBomMymSioPS9qzvMnt4wXpvCn1+/CJfVRDavc++r/XPO7bTKXNro48XOcY6OxjHJUiF6rBv0TiT57e5+bl5dydGRGJc2+jg+nZbsMMvE0ioCIAiwpr6Ebe3j03bOcnw8weJy11zhtGk8NhMbFwXnZRGcPL/Nssj6Rj99kwlayl2Uui280D7ORCKLwyLjn7ZrXj1DFFzTOYsOpm+YcCLLD7cdo2M4NrttMJzipc4QX7xxCVVncKoVWWJxhZumUidmk8QPnztWMOhJ3LiygrI3+FJgKJJmMpnji+9ZwnOHR3m1exIMgeuWllJTYkbXdZwWEzlNn7VbIqPidkiIooosq5gkkfzsc+gJuzosJrJGElEQT3KcC/ttJlvRmT6J4hpepMi5cc4O9ZkWfV3XiwvS25R8Ps/IyAjl5eWYzebX/kKRN0TR3heXor0vLu82e6uazlgsQzydx2ySKHVZsJnn/7yORDL8akcfp/6KJjIq973ax59fvxibWSaT1+Z95mTSubmCUPl8nmwsTMAhM55Y+IV2ucdCbyjB/32knWT2xPcf3DXAgb4pPnttCz6nGUWSFhz7DFZFYl2jj4HJFCZZmBWN2t0TZn/fFH6nmalUjsubA7xvXTVjsQwum4nMdFp0TtWZTGRnj+exmxiLZugJTdFc7uI9KytIZtOzSt8zxNL5Qv32vmEsioSBgaYZSFKhhndgMk1dwEH7SIwSi5mWcidHR+KYZLHwckCASxt9JDIq6Zw6+6zSNRpjfZOfz17bwu7uSV46GkLVddbUlbBxUXBBJ3NmfmdkJ99+ppvRaIZQLAsYWEwif7KlhZc6x7lxVSWl0w7m8moPT7WNLmjTpVUevLYzt/U6HxwfT8xxpmcIJ3O82DHOB9fXvqZ4nSyJrGvw4bYpPLp/iOGpNF67wvUryllW5UExnX2KcCqroukGDsuJtPMV1V6+/9wxesYTbFwcYMuyMiwmiWQyQzg0RkPAyv6BOIosEXBZiKVz5DUNURDxOHVa6wQO9puYiOtouoGuC0iChG5oXLHIze9HdiIKBQfRYXKgT/+lrSubHyR6N/NuW8OLFHmjvK6U79M5zXv27MHtdr+hARUpUqRIkSJvF6KpHE+3jfJU2wiZvI4AtJS7+MMr6qn2zXXGBieTs718T6VzJM5EIkuNWcZlNWExSfOcSijEnz0LOF8Oi8x7Vlbws5cH5u1bWeMl6LJw36v9c5xpu1nGapLon0zSHUrgc5rxOc1sXV7OsbH4/HOYZWxmiWqfjXAixxUtAbrHkwgCKJKIwyIzHEljGLCkwsXXHm3n4xvruXpJGdvaxwBIndQmSxIEmkqdszXPzx4eZX2TH7dVoanUSdt0lD6d11A1A003UHUDh8XEVDILQsEWogB51WAsmuE9KyrY0xPmmtYytrSWcWw0TkbVWFXjZSyW4Zev9OK0mHBZTUiSMOvIlrot3LS6ko2LAuiGgduqnNG5zOQ17tvTRzyjYlMkyjwW4uk8OVXn1zv6+P/uWE6d3zFbF13js7Osyk3bKanlFpPETasqzskRfb3s6Jo47b7dPZNcv6KcEsdrO09mk8Tyag9NpQ6SWQ2LScRhWVi0bSEm41kODUbYdmQMVTdYXedl/XTaeVOZkwqPhb7JFH0v9wGFFyGinicyOcn71zcxluwkkkphCAo+p0IkmeMjl9fSFTuIalJZ21LKni6DbM4gp0KJ1cPaJgspqQsDoxChRuCmhptpCx3iysrNVDtrznr8RYoUKXIqZ+VQ33333dx9991AwZl+73vfO++NVTqdZnx8nPe9733nf5RFihQpUqTIWwzDMHixI8QDuwYKqsQGmGSRjuEo336qk7+5uXWOg3ImwSYDMKad7aDLwrXLynh439C8z11SX3JacbHVtSVYLRaOjsSwm+Vpx9DE6roSVF3n0LSDWua2cFmTn0gyRyydZ73XRyx9IsV7bUMJN6yo4Om2kdnWVQGXmY9eUU/3eJKe8STRVI4PrK9lcDJN+3CURFZlIp4FA25YUU7XaJxoKk//ZIotS0vJ6zo7j0/OHk+RRD66qYG9veHZ86ZyGnlNx2tXuHl1BR3DUVTNmE0jl0QBu1lC1XRsikzAJRNOZFE1Y7aG9huPd/KeFeWsrvPSP5GipcxJLJ3n7ieOkswWrjGazhX6YTvMLD2lz7X7LCPF8Uyegck0UEgftpgkzLKIblBw8DUDi3LCSfbYFT5xZSN7e8NsOzJGRtVorXBzzdJS6gOOszrnG+VMmbuiIJxzhqFVkbEq5xaXCSey/PiF4xw+6cXCYDjFix0h/urGxVT57Hx+62KeODTMzuOTZFWdJeUuth0eoLUqy0/bv817r7iJ8Uk73eNZytxmtra28sLwI+wa2Mf7lm7F6j/Ax2ouYWhCwCQqtFa6cDs0Xh3voNW3FK/Fw+rgGvJ6jtXBSyi3l2Mzvb17hRcpUuTN5axWwmAwyNKlSwHo7e2loaEBj8cz5zNms5nly5fzhS984bwPskiRIkWKFHmrMRJJ88CufkYi6ZPKoQQ8NhOGUXAUTnaoa/x2BE7tvFygusSG1174rCyJXLusDEUSebJthKlEDgODtfU+VtV46ZtIUuu3z0vNNkkFAa7uUILjYwmsisRVS4LohoFJFDFJAqUuM2vrffzHM0dn07ABVlR7aK10U+6xUua2srahhCWVLnKqjiyKpHIqLx0NcdWSUh7cNYAgCAxPpbh9XRVLR9wcHoyimESWVLhoH4rSNhjFYZHJazoNpU4+6rZw7dIy2gYjxNMqbpuJvb1h+idPCK/VBxy4piOdTaVO/vLGJfx29wATiSx2UUDXDW69pIoHdw9ikgQS6TzpnIZJElnX6KN/Msna+hIsisSB/giyKJBVdRSTwJJKF7tP6jWdzWt8dFM91d7X165KW+DliCAISNM+6UI10/7p6P8ltV5SOQ2XRcZzFhHh88WGpgC7usML7lvf5MdzmtZg55OeUGKOMz1DJJVjW8c4H95QR7nXyh9eUc97VlagG4W6/3WLTbzUtZvJXISfHf4JpXY/pX4/Q2qaA7EmBhL9hLNhXhrcwZa6y9kfep6MksJn8WN3bKSxZBFLAneR07IokhlFKrw4iWVjZLQsJlHBJF346y9S5N3Mj370I775zW/S2dmJy+Vi/fr1PPTQQ2/2sM4LZ+VQf/jDH+bDH/4wAFdffTXf/e53Wbx48QUdWJGLT7H+/eJStPfFpWjvi8u7wd5TyRw9ocQpWwstpkyyyFg0M2dPuacQeT61llYWBT5wWe2cXscem8Itl1SytMrNkaEo2bxOx0iUHz9/HAO4c1011y4rxzodBRUEgWNjCb759HE03UASBXKqzpOHRjk2GufPti7i8pYAAgI/eK5rjjMNMBbL8vu9g9y1uRGbWeayJj/Hx+I8d2ScWDrP8mo3d13ZyPee7QLg1ksque/Vft53aQ27eyZIZArR5e6xOJe3BGgqcxJO5maF1pwWE85yE167wjef6GAgPLe9lyQK3LSqAosiEYplSGRV3FYTn9vawq1rqmgbiNI5EqW5zMkNK8vZ3zvFSDSNxSSxaVGQ5TUe4uk8vaEE9+/sn02bD8Uy3La2mquWBNm0KMDwVBqbIuO2majz25Dl1ye4ZDfL2C0SufR8x1oSBXzO+Y5yOqdyZCjGw/sGGYtm8NgVblxZwYoazzwl8QtBQ9DBJXUl7OmZJK8ZGEahbVt1ia0wNy7C3+zO45On3be3J8x7VlTgc5qRJZFSdyETIxTPcCw6hI5eEBzTBSbSE4QzYcAAOco1ddcwme9nOH2c/2w/xsrASlpKFhfSuV3Vs+eYcaTDmTAHQvvZMfwKGS1Lk6eJTZWbqXHVzNZYv9t5N6zh7ybymSSp0Ai5dBzF5sTmL8dkuXiZGX//93/P17/+db785S9z2WWXEQ6Hefzxxy/a+S8051xD/dxzz12IcRR5kzGbzdTW1r7Zw3jXULT3xaVo74vLu8Xek/EsdrM8py55hlg6j8c+N+JlVWRuuaSKhqCDpw6NEMuo1PvtbF1RvmDab17VeezAMLt75kcVH9w1wNIqDw1BB2azGV9pBT9/rGPBGu3uUJL+ySSbWgJs6xgnnSvUMYsCCAjYLAW16u1dE1zeHGBgMlloBeWz8/mtLai6gVkW6ZtIEkvnuaSuhKfbRjk6GufbTx/lQ+vr+K+Xe7hldSWiKPBCR8EJbwg42LQoSDiRJZzIoek6JQ4zn72uhd/sHmRvTxhVN6jz27lzXQ0VHivPHB7l93sHiaTymCSBtQ0+blpZwUQiQ3eoUIO+ZVkZm5cE6RlLYABdo3GeaxthfUuA5zsKCt66UXAIVN3gvlf7+cL1i/j9vkG8NgV1uhZ7XYPv9dx2zGYzrS2NXJ+3818v9SCJc9OltywtpfyU9lGGYbC9a4Kfv9Qzuy2VS/PDbce5aVUFt62pQpElcnmNqVQOAYESh3Jee1N77ArvXVNFnd/GtvZxcqrGmnofK2u8OC0Xp4tqQ6mDSq+NTF5DkUUm4ll2dk+SU3UQ5gmHA1DqspAaTdOlD2CgY1D4ezMAi0kkrcVo8NRQ66mkN9qDKIhEshFubriFCmfFvONFs1Hu67yXzqmO2W37xvdyeLKNP1nxp9S7Gy7U5b9teLes4e8WkhPDdPz+x0x0HQDDAEHA37ySxbf8EXb//L+R8017ezv/9E//xKOPPsrWrVtnt99+++0X/NwXi9e1ghqGwa5du+jr6yOdTs/b/7GPfewND6xIkSJFihR5q6JpOsfG41y1pJRH9s+vdfbYTJS559c6u6wmNjQHWFnjJavq2M0SirywINVkMse+voX7FxtA50iUhmDBEY9n1AWi5Sc4OhJnVW0JdrPM2voS1tT70A0DQQCbIrOvL8xLnRMcHY3x0N7C9ZQ4FD6/ddGss1/mtrK82kN1iY0HdxbaWkVTeTqHo3zqqkZ290zxzJFRTJKISRIZjWb42sNH+OCGWp49MkY0lcdtM/H+S2v42MZ63rumCt0o2MRlNfHckVH+8ySHM68VnNCxaIZPX93EppYgI9E0//pwO5c1+UikVV49XhDaun5FOS91hma/azFJZPMagiCg6zq7eibx2BQGp9I4LTKbl5RS+jp7Jg9PpXjuyBjxdJ7b1lTxfPs4iUyeoNvKDSvKWVNfMk9kbDyW4Te75wvGATxxcIQrWgJk8jqP7B+ibSCCJAqsqfdx/YryM7azOhfCiSw/eO4Yk4ksjUEHoihwaDDC8x3jfGxjPdcsLTsv5zkdo5E0L3eGeGH6pQdAc5mT29ZU8dDeIS5r9C8ouBdwWrikooUneh8vaA1Mb7eZzFzTuIYKRxmarrGp8ko2VFyBYehUOapY4mtdMNo8nBie40zPkNNyPNX3JB9vvQuzXFS2LvLOIJ9JFpzpo/tPbDQMJo7up+P3P2XFh79wwSPVP/3pT2loaJjjTL/TOGeH+ujRo9x66610dXUt2EJLEISiQ/02JJ/PEwqFCAQCmEzFOqILTdHeF5eivS8u7wZ7S5KI26ZgU2Q2tgR4pSvETHC43GPlM1uaz+iw2cwyttd4ZtcNA/00quBwQuQsn88TmRjHaRaJZhbud+yYjkC2lDmZiGX52YvHZ9O+ZVHg5tVV3LiqfE7/6alEjscPDPOxjQ3YLTIWReLD62vZ2zuFAVR6rVy3vBxFFrFbTKyu82KWRSyKRLnHQjqv89yRMe57tZ9rl5WxrX0cXTfoHo9jVSQsJpkSuwmHWSYUy8w68qeiaTqRVI4Sh8Ke3jClLgu9oSR3rKvm0MAUqZyGSOGlAoBZltB0g1g6j8+hEE7kSGRUnBaZqUSODc1+blld+bqiv2PRNN9+vB2zkaSyrBSzLHHHuioyOZ3WKjd1pxEYm0rmZsc37/p0g8lEju8+fZRU7oQK+oud4xwZivDXN7VSdhohunNhMJxiIFyoWT90Sh3zw/uGWFHjwe98Y32kT0c6p/LLV3rpCSWxmWVS01kdXaNxfr93iGuWlLJpUWBBZXVRFKhzVnB96aXsjh4irqVZ4m9gbfkKXhh6nkMT+xAEkbWl66hxVlPmqKDeXX/a1O2uqc7TjvN45BixXIyAHDg/F/425d2whr9bSIVGCpHpBZjo2kcqNIK7uumCjmHHjh0sX76cf/zHf+Tf//3fiUQibNiwgbvvvptVq1Zd0HNfLM7Zof7c5z5HJpPh3nvvZcWKFcX+dO8QdF0nl8uh6ws/jBU5vxTtfXEp2vvi8m6x99p6H1996DCLKlz8xQ1LyOQ1TLJIKqtS6bWdNvJ8tnhtCovKnXSMzG9hBbCorFCfrOs6Fknn0oYSnjoyvzWSKMCSykJLy5yq86vtvXNqqHOawb2v9vGVO1fwzOFCfXdzqZPlNR4OD0T45pMdrKotYUW1h8oSG0vyGhuafKysLeHnL/WQzmrYLYX+2Xeuq8ZukfnVjj7s5sLLBkkUcFlNlDgUrl5Syr07+ni+fZytyytQTCJ+h5kKr5VTy5kVWeSmVRV0Dsf514ePFGqTHWbuWFfNs0dGefbwKJ+7bhHbu0KEkzmWVLhIZQttrEYiGQwMoqk8LquJTYsCuK0KV7QEqfHZCLhen+N4eChKwG2mwgJPd4XonhzA7zSzZVk5NotMtc+OtIBTKJ9BYrs+aOeVrtAcZ3qGyUSOQwOR8+JQj0zNzyicIZzMFVqaOd/waWbRdI1YLgoIROIyhwYLkXef3YzdLBNP5zEMCMWzLKvxUHEGgTizrHBpcB3BgJ/26BGW+ZfyX+3/iUNxkNUyGIbBK8MvY1RsYF35ZZil0z+bmqTT16vLolysHebds4a/G8il44U074UwDHLp02c2nS9GR0fZu3cvhw8f5nvf+x6KovAP//APXHfddXR1dc0Tun47cs4O9c6dO/nBD35QbI9VpEiRIkXe1dT4bHzhhsX8ansPD06nZpe6LXxofS11gTeeQmczy7x3bQ3/9lh7ocb0JC5r9M1xQARB4MrFQY6F0vSEkrPbRQE+trGBSq91to7X5zQTS+eJZ1QMw8AkCXhsFp48NEKl14ZZFqkqsfGNx9rRDSh1W+kcifPo/iH+4obFVPts3HxJFX//wEHymjGtbi1gUyR+/mIPd21uwCxLDIbT/HJ7H1c0+1lR4+HKRUH+45ku6gN2Lqn38YuXe4hNR8Qbgg5uXFnJ4aHI7PivaS0oig9NpfE5FCRRpGt0koP9U3zuukU8sKufB3b1s6jcRbnXyqoaL0NTaWLpPMZ0YrA+fX02Rea+6TT1P7ii7nXdD1036B6L47aYeLF9gP6YhKoLjEYz/OLlnoLAWJWbkgWivAGXmUqvlaEFnNpan50DA5HTnndPT5irlgQRBOEN1VS77ad3JC0mCdPrFGhbiOHEMC8Pv8Sh8YOousG1pR8nm89hkgr9v+2SjO0kQT1VPX0mRm+0hyeOP0FsIorkkrmx4SZ+c+wBzLJCNBvBbrJjU+yYRBMHQvu5smrzGeugF5cs4am+JxbctzKwGq/Z+8YuvkiRtxCKzVkQJ1jIqRYEFOuFb9un6zqJRIIHHnhgtmvUmjVrqK+v5/vf/z5/8zd/c8HHcKE5Z4fa4XDgcrkuxFiKFClSpEiRtw2CILC4wsUXb2xlMpHFMAy8djPeMzgu50pLmZP/fnMrTx8e5ehIDJsis2VZGStrPDitc1Mxgy4Ln9+6iP7JJJ3DMRxWE62Vbiq9VhS50L+5wmvljnXVaLqBLIkcHohwZCjKWCzLSCRNc5mTukAJ337qKJoBIsJsxDWeUfn1jj7+4j2LGYtmsCoy6oxTLouEYgVV8+fax1jf5ON3ewop3Pv6prh9bTXjsQzpvMamxaV884kOJFGcFaEamExx76t9fHxTPb0TSexmGZMkEk3lMUkiqayG3SJgVSRSuULtdHOZk86ROO3DMbpG42xZUsoX37OYB3cPEE5kUDWDNQ0+Ni0K8sTB4Vk7vd6+z6Io0BB08r2njlC6QBbss0fGuOPSmgUdardN4eObGrj7ic45InaKLBYU1ccThBO5ed/TtIJi+/07B+iZSLC+0c/SKvesAva5UOuzn1ZEb2OLn8ACyuSvh9HkCN8/+F0mUhEmE1kyeZ3VnnFC6RAesx+LpCBJJ4TcBMBpLTyO6obOVDpMf7yfycwE1c4aftz2IwzVIECA3ngP3dFuDoYO4rP4MDBI5BNohobXXAKCwHBi+IwOdbm9nK21N/Bk31yFYb81wOaqzUjiG8ssKVLkrYTNX46/eeXcGupp/M2rsQXKL/gYSkpKKC0tnXWmAcrLy1m8eDGHDx++4Oe/GJyzQ33XXXfxy1/+khtuuOFCjKdIkSJFihR5WzEjqnUhEEWBxlInNX478XQekyzitJz+XCUOMyUOM6tqS+ZsNwyDoyMxHtg5wPHxQgq5SRLYuryCa5aW8rs9Q9T47URTOSyKVEg/NsBjlzk5AfboaJxoKk8olsVrV3BaTOhGIR6sGwYIBfVzh8WEKAoI06JjY7EsI1Nplla52X5sAhDQ9ELbJlEAVTcwiQKHBqLUlNhYUummbTDKWDSDJBV6UE8lc5S6LWRVjcODUW69pIrOkTiCAB/dWE+p24osi3xh6yJuvaSKjuEo3eMJfrN7YFb9fNOiwDwF7nPBZTURS6sLOtQ2s0w0Nd8pnqGl3MXf3rqUI0NRekJJKrwnRN6uWVrGT1/onvN5TTOYTGRpCDp4/OAwec3g6EicCo+Fz1+/mPJzTAMv91r53LXNfPeZrjn13CuqPVy/ouK8KIobhsHesb2E01FCsQy56Tr/I1N7Wd+0kv3dKTRNLPQbF6Ax6GBDs5+8ptM5Nk5f6gB7xndS7aym3tXA84PbGEuN4ZHd5LQ8qqhilhRcigtREHGbPWTUNGk1jcOURxLNZ0z3BrDIFq6s2kyTt5l9Y3uJ5+Ms8y2jwd2A3/burp0u8s7DZLGz+JY/ouP3P2Wia99JKt+rWXzLXRelddaSJUvo6+ubt73Quu+d0abunB3qZcuWcc8993Drrbdyyy234PPNbztxxx13nJfBFbl4yLJMIBBAli9O64x3O0V7X1yK9r64FO19bmi6QSiWIZlV0XUDzTDw2hWCLstsFM8kiZQ4FnYUzsbew1Np/v2po6Snla8NwyCvGTyyf4iPbmygpczJzasq+dkL3bhsCoIAbpsJQRAYiaQpdVswmyQMIK/pNJU62X5sApNcGF9O1WfbR9X7HURTefxOMyZJZDKRnW2ZhQDHxhIIQuG6dc2YVgUXMCgoUb93TRVWs0T7UBRJFNC0gsNuGAZjsQwVHisBp5lyj4UbV1Wwpq6EKt+JntJWs8yiMid2s8RQOI3TYsJhkbluWRkra7zYz/BC4rVwWU2YFRP9CYOTW3lbTBI2RUKRzhzdrCyxUbmAaveKag+X1HrZe5Kqe1bVuHJxkNFoelaADmA4kmF7V4jb11bPzo9sXiOT17Aqp1eNB2it8vA/37uMkak0iaxGqctMmceK02pC1w3GYxmi6UJWQNBlxnGOtkqpKQ5PtpHT9FlnGuDA+CHuaGrGYvKwszNLXte5eXUloViWX77SSzyXJJGPcEWLn7qaVp7t/y0fba2k0d2I3xpAMmR6J3uwpi14FC/N3hZ2je5EEiQssgW34iav53CKDiodVa85TpvJRpOniSbPhRVjertSXMPfWdj9Faz48Bem+1AnUKwObIGL14f65ptv5mc/+xltbW0sW7YMgKGhITo6OrjrrrsuyhguNOf8l/KRj3wEgJ6eHh5++OF5+wVBQNPmC2sUeWsjSRJ2+8Vr8P5up2jvi0vR3heXor3PnrFomicOjvBU2whD4TS1fjs3ra6kfyLJhmY/a+t9r1nbejp7J9J5RqMZcqpG/2SKZEZFkUSCLgvhRJa8VvAIt7WP8j9uWYbLKnH10lLq/HYetSukctrsZyKpPEGXSKXXhtNqYkmlC6dFno10ylIhHTuRUdmyrGxW+MxsE6n0WGkIOmkqdfLIviFKXWaOjcURBQFBKES2XVYToViWxeUuxiJp2kfiLK5w88Sh0dnrMZiJ2ub46BX1bF0xv3/qUDjFoYEIbYMRfA4z1y0v40N2BbMi4bK+8VT8co+VVXUldA7H0XMqhgE2RcIsS3gdCkH360ubLnGY+fiVDVwzmeLgQASTJOBzmjnYP8Wu7vl9yLcfm+Dq1jKsJomjozGeOjRKKJ6hssTGtcvKaAw6Zh3r0UiazpEYnSNx/E6FVbUlLK3yzJlXyUyel4+G+N3eodmU8Maggz/cWH9OKfIiIiZRRtXm1vwbGDx47EFubrqeL9RdQYXHynPt47xyNIRm6KiGga6LPNE2yFVqBZ9a82fc1/VfDCeHyUyLjl1Wtp47F3+Ar+/5Gh9t/Th9sV4m0hMk80lyWo4yexnvb/kQgWKU+Q1TXMPfeZgs9guu5n06br/9di655BLuuOMO/umf/glFUfjKV75CIBDgU5/61JsypvPNOTvUzz333IUYR5E3GU3TSCQSOBwOpNd4w17kjVO098WlaO+LS9HeZ8dUMsf3nz3G4cEoo9GCWFVPKMG3n+zkc9ct4lfbe/E5zLSUn1m3ZCF7D4ZT/PT54xwbT1DhteKymphMFNK0rYpEqdtCXjPQDQNVMzCbRPb1RXj84AjLqjysbwrwxKETdcfpnIZhwAfW1+CxKXhsCl+4YTG/fLmHrrEEeU2nxmdn8+JS9veGWVHjoanMhShAS6mT0UiK3lCCRRUuZFHkla6JQsq3AD6HGUkUMMsiq+tKyOY1JhIZ4pk8t15SOa+dVkuZg1V184WjekIJ/u3R9jnpzC90jPORy+vYvCR4zvdnLJqmezxB70SSgNPConInlV4bH728lh8/285oQkSfToi3mET++KrG11XbPIPbpuC2KSyr9gDw7090sr8vsuBnDb3wPy92TvKLV3pnt49GM+zrDfPpa5pZ3+SnbyLB1x/rJHJSKvoj+4e568oG1jf5Z9O89/dP8cvtc1Myj48n+OYTnXzplqVn3bPbarKyoeIKOiZ65u0zMHCbSjnYH8VtU3hw1wB5TUc39EINtN2FXRZp68twaYuF/ng/TsVJTsthYGDTbDzb+zQW2cqDR+/ntqbbyahpBhODuBQXl1dcwWLfEmSxGFV9oxTX8CLnE0mSeOyxx/hv/+2/8elPf5p8Ps/mzZu555573jEvbs551dm8efOFGEeRNxlVVZmamsJisRQXz4tA0d4Xl6K9Ly5Fe58dA+Ekx8bi5DUdt01BoJAGncypPLJ/kCtagmxrH6ex1LlgK6YZTrV3JJXjB8910TdR6DkcTeVZVOYimdWwmDQkSSeT1TAASRSoCtgZmkpR7rbyyc2NTKVyhZZXi/08vHeY7vE4dQEHH91Yz5IK9+x5m0qdfPzKBjqHY0TTeWKpQt/nW9ZUcf/OAX75ci+KLNJU6uT2ddW8uqOPeEbjQxtq+NKtS7l3ex+xdB5NN1BkiU+9pwlVN/A5FFZUe/nRtuNc0eLnL25YxNGRODlVp6Xcic9ppvwUxzWdU7l/Z/+8Xs8G8KsdfSwqd1HjP/sHt76JJHc/0TFHKEyRRf50SzNLymx8aLWfiGGjfypHmcc662yfTy5t9LGnd350GmBNfQnJnM7908rlJ6Mb8KvtfdT67Nz/6sAcZxoKc+znL/VQ67dT7bMTSeZO2wN8Kpmjezx+1g41QLO3heXBVkLxvWi6joAAgsDasktIRL2saSihJ5SczWrQDZFUTiCSVCl1exCEPPG0hmZoZLVcwanO5aiSa3h4/CEUxURGy/J472MFQTPFxVQmjMfsZXlgxWyJgcuqYDEV15/XQ3ENL3K+CQaD/OIXv3izh3HBeN2v8aLRKDt27GBiYoIbb7wRr7fYZqBIkSJFihQ5W3rGEiSzKqFYoaYUQJFEvHaFgXCaEoeZA/1T5PIaVvPZ/1yPRtKzzjRAMqvisZuo89von0yh6oXINAZsXhLkipYArxwNUVli49c7+tENA1EQsJhE7trcyPomP6qm01LmmpMmPBZNc/fjnYSTOSLJHJFUjj+9tplvPNGBxSShGwaRVI4D/VP0TiT44Ppa/v2JTr7xeCdVJTauW1Y+XfMrUuuzkc5r/GjbMRJZlb++qZWAy8yLnSF2HJug2udAkqBtcIr/+5HV5DQdBGYjrJOJHEeGogvaQ9MNekLJs3aoUzmVX23vnae6nVN1frjtOF+6qQWXzcSicj9Xms8txTuezpPI5JFEEb/TjHiGFyVNpU4WlbnoHI3N2e61K2xaHGQyniWrLtwnOJLKMR7L0DYUWXB/TtUZCKeo9tlJ51TGo5nTjmNgMsWG5te+NoBkPsn+8X3UOCv54vo1vNy3D90QWOxZwUTYgdPkZGAiQWO5BV2ME1UzCAjYLXZshkIklcVp06lwFdK2s1oGq+zBaXWRUdNYTGZyRo5kPkFGTeM2u0mrKfKiCbvs5Om2ER49MEwmp9FU6uSm1ZU0vcYLqSJFihR5o7wuh/of//Ef+epXv0o6nUYQBHbt2oXX62XLli1cd911fOlLXzrf4yxSpEiRIkXeUZhkiYl4Fu2k/qA5TScUz1BdYkfVdEpdFmLpPIIonHW0LZrKz/7b71C4vCWAVZG4a3MjP3n+OMfHE6iawdJKF60Vbr71ZCefuqaZrz/ajmYU+i27rCZUTeffHm3nizcuYXmNB4sy9/w9oSThZMHpFEWBGp+dvokkkVQek6ThtprI5LVpITOD/X1TLKv2sK9visFwip+8cLwg8iWL/I9bl/L/Hu0Aw2AqlefQYITPbGlmW/s4u7snGQqnuLo1wK03LGZ71yTHx/vw2BS2LC2lsdSBrhsLtlmd4dSa3jMRimXoGI4tuC+ZVRmLZvCf49NTVtVoH4ry292D9E0ksZllrmjxc+2ycoKuhaO/PqeZT13dyIH+CM93jBXagNWXsL7JT2WJjXAie8Zznq717OyYplXVFFnCY1eYSi6sUH668S1E28QhHu5+CAC34uaK8q2YDR/RdI5NLZVUup3sGm5n+/iL1AXLaRsq9ByPZKNYZAtWxUWt34oqhii1l6FqeTJahpyao1/rZ03ZOl4eexGLZMEiF3qrg4ChCziFOn7ycu/sWA4ORGgfjvKXNy5h8UmZFUWKFClyvjlnrfLvfOc7/MM//AOf/OQneeSRR6YXswI333wzjzzyyHkd4Kn89Kc/RRCEef9/Nk78z372MxYvXozFYmHZsmXcd999F3SsRYoUKVKkyEJk8xpWRUSRxHnRM92AtQ0ldI/HqfbZ+PL9B/jeM130TSTO6thuW0GZucSusHFRkB9tO87AZIqvP9bB4go3f3ptC1+4fhGfuLKBX73aR2Opk+1dIaDQwsokiySzKlazjM0sMxhO0bCAMNVgODn7b4tJpNxj5fh4YYx5TZ+9LotcUMAenkpzWaMP73QNdqnLgjTdyzuZVcnkNTQDZFHgly/3saNrguuWlvHfb27lXz60klsuqebbTx7l2SNj9E0kOdA/xb891sGzh8dwWmVq/QunXAtAXWB+dDqeydMxHOU3uwb43Z4BukZjJLN58tOq4qcjmz934dX2wSh3P9FJ70QSg4Jj/uShUX7w3LHTOrIAfpeFLcvK+Jubl/KlW1u5Y131rEp4wGXBpiz8kiXgNON3Wk6bqi0ANb7CcXxOM9ctKwOgxFFQl5+5d1ZFoqnMeVbXGMlGeKb/qdn/juaiPNp/H78Z+B7PTvyYpNBD1ojxyuhTvDjwItevtlPvP6EPkFEz1Aes3LnBx6N9D7C5cjONniZWBy7BrtiJ5KZoLVnKysAqREEklo0Sy8VIqylub76D7Ufm99fOawa/2zNIKjd/3xshmo1yeKKNezt+xQNH7+NouJNk7uz+PosUKfLO45wj1N/61rf44he/yL/+67/OU/Nubm6mq6vrvA3uTDz++OO43SfeOFZWVp7x8/fffz+f+MQn+NKXvsTWrVv57W9/ywc/+EHcbjdbt2690MN9yyOKIjab7R3TD+6tTtHeF5eivS8uRXu/Nqmcxp6eMH90VSM/2nYcwwBN1zGAljInrZVurCaJZw+Pkslp7OsN0xtK8Dc3t1JxSq1uIqsykTLoaB/HZbNQ7rGyps5DqdvGT54/TjKrYpZFJuJZfrdnEACbWeKPNjcSimVZV1/C0dE4eV3HMEAUDCSx4Oi7LGZGoxnymo5ZnOu8BZwW9Ole0jOtrzy2gpK2LApohoEii7isMjnNoMKj4LCauGtzAzuOTbCnJ4zPYeb2tdWkcypXLwlyZDiGWRYRBDgyHKV9OIrfZeGvb1zCT17oJq/Pd3V/u2eQFTVe3ndpLT98rot0Xid3Uir05iVByjxzHctIMsd9O/t5+Whodttvdg9yw4pyrlwcxGMzETkp0j+DAARdVmwm+azndyyd54FdAwtGi7tG4wyGU3jtZ1Ygd1jmP66Vuiz84RX1/HDbMXQDNE1H1Q1kSeRDG2qp8Fp5/2U1fOepo5xqtg0tfspOcrYva/Thspo42D9FOq+zvslPOpdnZW0Jld75Qmv56cixWTKjSIWxZ7Usk+nJ017DcHIYu8lOf/IYeT3PLzt/yjUrr+M2pYl4WsNplSjzyDw3fB8ZLc0SXytDiSGSapINFZdTI9UgSxJ2k4MPLvowo8kRLLKFoK2UtvFOmiquoGN4/nmPjsaJpfLYlPMjVjaVmeK+o/fSEW6f3fby8EtcVraeGxtuxqmc3QuItzLFNbxIkXPjnFeX7u5urr/++gX3OZ1OIpHIGx3TWbFmzRr8fv9Zf/7v/u7veP/738+//Mu/AHD11VfT0dHB//pf/6voUAMmk4lg8NxVUIu8Por2vrgU7X1xeafaO5bOk1d1nFb5jL1+zwaLSSSvGrQNRvizrS2EYlli6TxVPhuxVJ7eUJKxWIYXj4YQBAGHWUbVDA4PRuc41KFYhh8/30v7SSnKFpPIxzc1kM6pRNMFp3BoKk1TqYPOkTgAqayGSRKRRYGJREFY69hYAoGCkJeq64V/CFDptWKSRDI5jb6JJC93hZiIZdi0OIhuQDyVw6bIDEfS3Ly6kpePhvDYFKwmCadZJhQvtOi6c101v98zyGgkwwfW17B5cRC3TeHnL3aTymqUeax8eEMdz7ePEYqfSGc2SSJZVad3Ikle1clpOppuYJIKjjyI9IUSlHmtXL+igpyqY5JFesbirKorYXm1B7t5bj/lI8PROc70DI8fHGFljZfb11bzkxe65+3f0OKn0u/Edg417YlMnoFw6rT7j4/FWT6t7P1ahBNZekNJ2gYj2BSJNfU+/vstrTxzeIzO4RjlHivLqt081TaCrsOyKjdfvHEJD+8dYiCcKvTjXlrGmoaS2X7c6ZzGru4w92zvJa8WnPKdxydZXefl+hUWDANi6RyiIGBVBPrivbww+AKjyRFKrCVcWbmZencDJsGES3ERzS1cy+63BIhmo2hGBr/LTDSp8nD37xEQsJnMOKywWb6ciUwIn8XH9uFXOBI+jElU6Iv10uRZRI1QRU7LoRs65fYKNENj79gejoeHua6yAZfVQyw990XIzAua80V7+MgcZ3qGV0d3sNS/nGX+ZefvZG8S79Q1/FwwzlQvUeRdw9nOg3N2qN1uN2NjYwvu6+3tfUv+Afb09NDR0cE///M/z9n+kY98hLvuuouJiYlzcs7fiRiGga7riKKIcD5/eYosSNHeF5eivS8u7zR7TyWy7O+b4unDo6SmxY62Li+jMehEFAVyqsZYNEMyq2JTZErdFsyvUe9sVWRuWFnO3U90MhgexGmRMZskDg1MMRRO86lrmrjv1UIbI8MwiGfyZPIae3vDXLe8HCjUOj95aIT24SgiUIjJCmTyOj95oZs/3dJMuceKphscHYlx0+pKusY6mNY/YzCcYnGFiyODET6zpYVXjoZmU51lUUDVDQTgysVBcqrOM0dG+dX2PsKJLMmsyu6eMB+5vI6H9hbqgkvdVnpCCT5zTTNPt41gAOFEDlXTuXFlJdF0DgSBUo+FZw6P8amrG/n2U0cLAmkUorUdIzE+dXUTv909gDodVr1ldSWKLJLOqYxFs2i6gSAUosWKLBJwmgnFs/xyuve1YRjIosCnrm5ibYNvVrhshnRO5dnDo5hlkeXVnukXFAbd4wnah2M8eWiEP76qEasi8dCeQUaiGVxWE1uWlnFFix+rIqFp2lnP75mWYKcTEHNaTQtuP5XxWIYfPHuMrrH47LaH9w/z2WubCcez1PrtRNN57t85MG3PQkbDsioPDQEHiWyhD7nnlGj4YDjJvTv6EAQBxSQxs7djOMZLnSEcFhNPtY0QcJpZtzTOg933IImFexNKj9MZ7uC2ptu5omIjm6o2z9ZQn4xFtlLnrqM7cpyVgVW8NPwiflcJeU3EwEAzssTVBEFbkHQ+zVXV1/DA0fsQBZFkPoldtlNmCVLnric6foAXBp+nO3ocp+Lkhvob8VtK6YwcpLLkemJDcx3q9U1+fI7X1x/8VFL5FNuHXz7t/ldHttPqa0UU3t6R3XfaGn4umEyFv8dUKoXV+vrb4BV5Z5BKFV6GzsyL03HODvWWLVv413/9V2677TYslkK6kCAIqKrKd7/73dNGr883S5cuZWJigtraWj71qU/xN3/zN6eV9m9vL7xJXLJkyZztra2tGIZBR0cHGzduPO25GhoaTrtvYGCA6upqstm54iCiKGIymTAMg1xufn2UeVoZNJ/Po+tzf2RlWUaSCj/Yqjq37ue1jqsoCoIgnPNx8/k8ExMTlJeXL3idJpMJURRRVXVeqr8kSciyjK7r5PNzf8gEQUBRCj/PuVxu3pue13tceOvZcOa4wLz5cOpxM5kMY2NjlJaWoijKm2LDN3LcC23D13PcM13ryfNbEIS3hQ3fbvP75GtNp9Nv+vyG82PDcCzF/Tv72NMzNbt/V3eWA/1T/Pm1TfgdJh7dP8zunjCqbmAIIqvqfNy5thKvTV7wuDM2rPOZef/ach49MEI2myOeETDLEn+8uZ5tbUOYpRO2UPVCXbLTLM3aPxTL8GrXGDZRI2jOM5wxY1BwgtF0xqbieCwiXWNJxmOwvXOMz29p5LGDw4xMpekYmOQjl9fz81f62NY+wic31fLQvkGSGQ2fw4Qk6nzyqkbq/Q56xqM8tLMXQdfQ1DwlVonl1W7SOY1PX1XPVKLg6DaXOfG7LFze5KVnIk3fRBK/XebYWJydXZNgFMRbcprBgf4Igq4Tjhd6cJtEEbtFYtfxcVor3fSF4ty4opQVVQ7Goxl8FpFsTkRDZDKRwS4JiIZBOpvFaxXQVRWY1lZB5+cvdBFwyFRN1xzPzJdsXsUuw00rSnn2yCiP7OlDFASW1vq4fW01x4bDGLrKyionDb4mUnkNm6Lgd1tRVZVEInFO89vnMLOh2c/LHaOc6poYgkhzmfM114hsNstLR4bpG4+iTB8kZ4jU+Gxsaxvm6EgEy3TWhCKAaghoOjzTNkyVx4QsirjNhfyDfD4/Z43Yc3wck3Di7yOrQ141yOVUHt7Tx4fW17Kh3oMuJfnFoQeJaymCDitm8cQD5lPHn6DR0cia0rVMpifZM7wb3Sgc02V2ckfz+whag+S0HIlsgr5wH0k1gU1SiGVjpPUUNzXeTF+0jzsb3sfusd2ggsPsYCI3idvioUVczOHhQ4ymR6i21XB1xTW8OrKDh7p+y0eW/AEmw8ZEREU56VpKPVauW16GKCy8bp3rGpHOpdHyOpIhoQkaGCAbJ+yQzWbJZrJYLJYL/hxxLr+B57rO5nK52TlutVrf8HHfTkiShMfjYXx8HACbzfaue6lQpPBSKZVKMT4+jsfjec32cefsUH/lK19h3bp1tLa2cvvttyMIAt/61rfYt28f/f39/PrXv37dgz8bysvL+Yd/+Acuu+wyBEHgoYce4n/+z//J0NAQ3/rWtxb8ztRU4UHI4/HM2T7T6iscXrjP49mi6zojIyNzttntdgKBAKqqztsHUFdXB8DExMS8RdPv9+NwOEgmk/PGZrVaKS0txTCMBY9bXV2NJElMTU3NvlWZwev14na7yWQyhEJzU91OXixGR0fnLYoVFRUoikIkEiGRmCu84Xa78Xq9ZLPZedkLkiRRXV0NwNjY2LwHhpnFOh6PE43OTRNzOBz4/f4FbSgIArW1tQCEQqF5jkMgEMBut5NIJGbv/ww2m41gMLjgfQOoqalBEATC4TDpdHrOvpKSElwuF+l0momJiTn7zGbz7AuJhY5bWVmJyWQiEokQjUZnr1eWZTweDx6PZ0EbyrJMVVUVULg3p/6IlpWVYbFYiMVixGJzlWmdTic+n498Pv+aNjz1hzIYDGKz2Ugmk6e1oaZpC17rzHEnJyfJZOa2Y/H5fDidTlKpFJOTc+vtLBYLZWUFcZyFjltVVYUsy685v2d+CE++1hlGRkbmze/y8nLMZjPRaJR4PD5nn8vloqSkhFwux+jo6Jx9oihSU1MDwPj4+LyHo5n5nUgk5pXDvN3WCEVRqKioAF57jZiZ41CYv2/nNaKrp5+RkVEqTirB7UtbChHbfcdo8pvpHwoTnA7rTeZNRFM52npD2IU0iizitpqQJXHBNWKJ16DiMh+JTB5nSRCPw8K+zn7ETJTmE3pNjKVFQhmBJWW22e9GkjlKxBTGSQHHMnMWaXq6p6ITrAxC34SBqgqMTIRp02JsrnVQvcaLqulEohGuXVoOuoqRnuLPNhbmTjqnIQgCy6s9yLJIZ88g5ZYsCVQW1yo0lTp5tjvG4wdHafCK3LDYTaXXypFjYUySSG1pCYsqfDy0px+XkSCn6tg1FW26Jdd4xowiS1Q6VLzSzD3XkASV8XCMP9zYiEnPYWTj9A0MMRnP8r6VLnomc0QNGxUeK2PDgxwdjbO6zkk+PkWFJctAxoJmgNekYpc0Oo/3I2ZcRNN5UoYZw2SjxGKwrlzkgV0daJpBkwsyGuw8PsmxsThf2BhgYnzuPHW6CvctGo0yNTU1Z36fzRpxw4oKIhNjRBIn1kNRgKsvaaHcbSWRiJ1xjTjeN4iUi3N9ixWmbbh/oqDOHQ2HKDVlsJ+Uhh7KmUhqMhNTMQYGh7CYTuw7dY3Ix8NUWKbXGAPaozJjsRxVtjxOQ2BweJgjg1Hes9aBls2RMXTImwhIgRODVWFobIjLFlVza9NtNNNMMp9CFmQcigNbyo6qqlQ4KhgcHeC9pXcwnh5jLDmGw2anpXwRNpeNqfgUesKgUWxClTVMhswK70oW1SxmW8ezxHIxdMMgzTBjo6OsK7uUnJrj+cFt3NXwx2QkhQanSkbVqPDYqCkrodxjI5fLnZc1wjAMWqRFZNUsU6YwAiIB9YQdWuRFjI2NXZTniGQyOWff+XyOUFV1do57vd43/BwxE+1+uzDzHHLqs0SRdx8ej2d2PpyJc3aom5qaePnll/niF7/Id77zHQzD4Oc//zlXX301v/jFL2YfLi8U119//Zwo+NatW7FarXz961/ny1/+8mkjrMC8N0wzD4Sv9eapu3t+HdUMM9HrU887s3DIsnzGMfn9/gXfXkLhx9R8So/LmeMKgrDgcWf2zzwYL3Rci8Uy77szETxgwYkz812Px4PTOVdwY+atzck/BDOcbNuZH/CTmXkT63Q6sdnmCu3MHPe1bBgIBE5rQ4fDMZtJMcOMjURRXPC4M2MuKSk57XGtVutp7znMnw8nf9fj8cyO6eQIB7y2DcvKyk5rQ5fLhd0+V8l25rgmk+mMxw0EAqc9rt1uP60NJUk6473x+XyntaHNZpt9s33qcWFhG85cz0Lze2bfa83v8vLy016r2+3G4ZirZjxzXEVRzmjDYDB42uM6HI55qWNvtzXi5HvzWmvEzJjOdX6/FdeIkGplODPXxjMj3Deco7Y8yHDmxIPtbetq6J1I84MX+zFLYDVJrKz1cPPqKvwn1T6fPN4ZSU1FUQgncuREK/7SUrZ3nXjYNgyBD22oQxdlyst9ANhTebS2GJOxNH5TDlXXGUoraHpBlGvT6iBVlSbySoQn2kYIpQ0Ui8Iyjx/BaqbCaUaSJP7fY0exKSIlNol9Y0kSmYKD+8H1NbinRcZUk4PhTAxVN7G6uozvbTtORgPdEOibUnmkI0mNz+C966pJZFR29MdZhgWvw8KxkQyxdJ5UVpztcZ3W8pR7LEyW+Nl/+MRDugAE3AJ2s0ypy46qOhk8NsGkJvHzbT3YLSZi2ShZVeXaJQE+dHU9zxwexeN3MJyJo03fnKm8TDQvo1vdjObM/PLVMVI5HQ0BwdBZVumksa6Kh/cNT9u38L1oKk/UsM2bTyevETPr1qnz+0xrRKnbwq1XtJJI54mlcmg6VPlsVPmcmGTxjGuEjsBYzsJ/7u4nkS28tLOYRG5aU4vFJJFIOekeVfE5T8xT1Sic12G3U1VROad/+KlrRF1K4cX+HqCQBRGKZzAMGEwIlAa8HI9KHJyATZKCaspADsK5JOZTtLfsnsLvj1kys6SuFYC0miajpjGJCrJcEHJbWbuKBzrvoy3RRqmtnOVly/n18XvpSRSetSqtlZhFC7cuvY1YLoaqqzze8zgWzcwYo6SFdCH6bcBYaIybmm7iyf4n8Xq8BMuCrFx0YkwXYo0Q3AL7D+8FDQx0QnLh5aPXUkJrXSs+q/+iPEe4XK45+87nc8TMy4WZF5ozn3m9zxFvJ2caTvxtBIPBBbOfirw7MJlMrxmZnuF1SR62trby+OOPk81mmZycxOv1vql1Bh/4wAf42te+xv79+xdcgGYi0VNTU5SWls5un3kbPLP/jXDqQ+0MgiCcdh+cOSdfkqTT3sgLdVw4/bVAYTGfWdBPRRTFM373VOfpfB337WZDk8mEruvIsoyiKHM++2bZ8PUe9604v4s2vLDHhddeIxRFeUvN7zdkQ8VMzlj4YTBniGiCNLv/A5fV0DEc44Gd/egUxLSsikQ0O8VEUuPOS2uwmiQqS2ynHW+JQ0FRTJS47Hz2+iCDkylMskipy0LbQIRrl5XNfjdgNnPD6lr+/bE2TEqe0aiOJhRaVPmdFnonc/zy5U4+s6WJL1y/iHhGJZ7Js7MnQjiZ4+/eu4xan51PXd3ET1/sZiBSeHAUENm0OMiaxhO/ly2VJfx23ygbmgP8/sAYKfXEg7SimFha42Ndo4/f7BklnVP5g431JDMq1ywtZ39/BEk24TIpTMazZFSdlTUeusbiNJd7eOTg3KjuusYAVpM0e280UebXO4eIZHUi2SwWk4RZlni+M0yFz4nDZqHc62BTaznHRuP0TaZQp+9Jld/Nvz/ZiaZPK6xRSJ9/7FCID6yvodTrYDiSpsSuoBsFhezuyTQ5XSCVKwi3lZxUf/t65vdUIsuLnSGeahshnlEpcSjcvKqSoMeBeVp5+kzzu28ixX++0k9KFchohWvIaAa/eLmXL9ywiEsagrQNJxacp9cur8BhX/j5TDM0wvkwLt8kd2w2k0ha2HYohT45HUUXJTYsKuc/njlKXhPoD0mUOv3EJkcwBB1VPOFoWGQrQedJGjoyHIsc45m+pxhPjeFUnFxVfQ2tJUtJa2kOR9pQxTwBp5/f9D1IX6oXl7ngICb0JFmyvDj6PFbZRr27gf54L4ukxaSMFJqoYUz/X1SLYDVZqXbW4LQ4T/t3dT7XiDpzHX+86k94YfB52sOHERBZFVzN5RVXUGaf+7LxQj5HnI7ztc6ePNff6HHfrrzWPSpSZIY31EPAbDbPpgC+mbyWAttM7XR7ezuLFy+e3X7kyBEEQZizrUiRIkWKFJmhudyJIJyIYJ7M2voSuqf7LtcH7JhNEg/tG0QHxOla/WRWJa/qxNJ5llV76J9IclVrKcsqC6nUpyIIAhtbAvxo23F+s2sAt82Ephsksiof3lA7Ww8MhZTvvokEt62ppqunn5KAB5fdSolNYUWtl2892YlmGHz76S7+4obFPLJ/eNqxBKdFxmGRkWWRSxt91PjtDIZT5FSdSq+VMo9ljjJ2ldfG6lovQbeFoZMUqz02E5+4soFwIss3Hz/KVCrHl25p5fBglJ+92E2tz85HNtTxfMc4w1MpFlW4aC51UuG18suXe3nvumpsilQQ7DKgIehgdZ0X60ktjtoGIuQ0Hbsik8oV+lVn8gXhtAP9Ea5uDfL/HmtHQODSRh+3r63ikf3DNAYc9IzHZ6/5ZBuLosALHeN86uomxqIZJhNZ3DYFsyTgtJr4v4+0MzotRnbdsjIubfThtZ+7sFUmp/Gb3YO80HkidTScyPHzl3pI5TRuXFmBKJ4+S84wDF7sHMdAwG0zkc5rc555XuwIcU1rKZ/Z0sKvX+0jnStkFyiyyPvWVdNS5lrwuOl8mu0jL/Nk7xPk9Bw5VUfXzFy39r3k8jZMssK1S8v47Z5+8tNh/2cOxfjL2+/km5Hv4zCfFPEWRG5vugO/tRChHE+Nc3iyjZ8f/imyKGORLSTzKe7tvIcrq65iffkG8nrBGa90VPLS0At4zF4imSnMkhlRkDCJMrtHd/OpFZ8mq2WnzyMhCAKariGJUuG/C3eUa2u24DF7zvn+vF6qnFV8YNEHiWYLadEeiwdJKDpeRYq8W3ldDnVvby+//vWv6evrm1cbIggCP/rRj87L4M6We++9F0mSWL169YL76+vrWbx4Mffeey+333777PZ77rmHSy+99F2v8A2FN4szNT9FLjxFe19civa+uLyT7F3hsfL+S2v49av9c7Z77Qp3rK3mN3sKispLKz2MR9Nk8zoChfpYwwBVN1A1DYdFJp5R+e2eQfb3TfHl9y6j+TTOTsBl4TNbmumfTNI5EsOmyCypLNQon6we3j+Z5MlDo2xs8bN2WQvPHRmlZyJCiUPB5zJz1ZIgU6k8sXSePb1hGgJ2usYKLwBuuaSKoKuQxipLIlUltjnO+qlYTCI3rapkIJzkT7Y0F1SADQMBAYdF5vvPHkOWRFrLXTgtJv7locPoBhwbS/Cdp49yaaOfrcvLWVHtYUfXBL9+tR9VN2gMOrhmSSnxrEpLuQtJgKDTjEU5cZ2JrIosidgUGZMsksyo6Bj4HGZGptKEEzkkQWQqleOxA8McHojyic0NLK1yz6Z0n4woCrisJnTDoH8ixXeeOYrZJOJ3WKj0WrmmtZS2wQgOs4mcqnPP9j4GJlN85PI6bGb5nOb3aDTNS0cXrsN8dP8Qa+pLKPecPsNP1XRGIoWIsVmWKHNbiKQKiu8CBcXyVXWFYywqdxKKZTEMA7/LQpnbMk/hfIZj0S4e7v797H8rsogh5Xl25D4+fcNnebUdfr9vkOGpEzXfAgLhyRK+cMmfM5w7zHBigKCtlEvLLqPcXkZaTTMUH6JzqoOHux8iqRZKIWK5GD6rH6ts4aWhF1gdWM0lgTUE7aVktSyXla+n1F7GcGKYp3qfQEfHwMBr9aIZOpqu4bK46cy14zA7UXMqAkJB5V1SKLeX0+JddOolXnBkUcZn9Z3151VdJZwJo+kaDsXxlu5X/U5aw4sUuRics0P9yCOPcMcdd6BpGsFgcF76x4X+47v++uvZsmULy5YV+vw99NBDfP/73+cLX/jCbF3fJz/5SX72s5/NEQj6yle+wgc/+EEaGxu57rrr+N3vfseTTz7J448/fkHH+3ZBEITiwnkRKdr74lK098XlnWRvs0nimtYyGoIOtndNMJnIsrLGy7JqN+UeGx/aUEc2fxyEQm21NB1t1HU4WdJZ05ltnTSVzLO7e/K0DjWAx65gUyTcNoVQLEMsncOqSJS6LLMRzbbBKA1BOznV4P883E5e0zGMwjh2HJ/gv9/Uik2R0HWDdFbDYzNR4lC4ZXUl6xp8Z32P4pk8Tx4c4dEDw6iaTiiWxWyS+PCGWvb2TBJwW8mqOqmcRnOFkx3HJpgJCtvNEuubfNjMJjpH4hzsn+LGlRW8cDRUqKFOZOmdSOGyybzaFeLq1jIURWQkksYwDLw2hWVVbp48OEI2r2M2ibhsJhRJJKtqLKlwM5nIYrfIWEwimm6gGgaSKFDqttJc5uTFzvkOrVkWcdtNDEwm+djGeqyKRDiRK2QEGAZXLQmyvWsSs1hw7F8+GuKapaU0BJ3nNL/DyRy6ARaTRHOZE1kSGJlKMxrNkMppRFO5MzrUJlmiPmDn2FgchMJ8DLgK1ykArVUegi4zkihQ4bXN6VF+OtL5NNv6n5u3XRBAEuFw+CAjkRZ0A9bUeakosZHL6yyv8VDptVJVUsYG2yJUXSWn5RhODrFtcBtuk4uHun/HVdXXkFGzuJTC/M7rKpHMFF53PUFbkLyuUu2q4XsHvoPNZCeSnULVVZb7V3Br023cf/Q+kvkEGVWiwlHBb7se5MaGm7in8xck1QQuxY1ZMiMIcFvj7bT6l2KVz67scDSSpieUYDiSptxtpT7oOKP9zxfjqTGe7nuaA6F95PU85fYKbqy/iRbvIkzS2bVNu5i8k9bwIkUuBufsUH/5y1/miiuu4Fe/+tWb0nN68eLF/PCHP2RwcBBd12lpaeEb3/gGn//852c/o2naPKXY97///aRSKf75n/+Zr33tazQ1NXHvvfeydevWi30Jb0ny+TzhcJiSkpLX7LVW5I1TtPfFpWjvi8vbyd6JjEo6p2IxSaftByxLApIg4LbK5DWdrtEYfqcZl9VEucfK565bxGA4xSP7hri8yc+O45NogjHbXxmgLmBnaKqQ0ZXXdPb3TXHbmmps5oV/huPpPI8fHObxgyOzKcs2ReLjmxpYU19CKqtS67fREHDwzccP0+LRORaB9PR7ZAGB+3b2c+XiIL98pZe1DSVcuTiIWZZmxauyeY1QPEMkmSen6rhtMjU+O4IgMBbNMDSVAgOyqs7v9gwiioWHbK9dIZXT+OYTnfzlTUvoHk9gGAaiACICE9NK1luXl9MQtPNSZ4jJRIw6v50bVlTgsMqksip3XdnAQDjFVa1BJFGgzG1hx7FJOkZiuKwmDg1EuHl1BXazCa9dYSKeRdUNYuk8LouJrKpzeYuf3+4ZBECSRGbKHXf3TLJ5SSktZU48NhOR1FxhId0wuH55OaIg8LMXexiJpBEFgbym47aZ+Lv3LmN/X2T2xYABjEQyNASd5zS/zZLIxpYADrPMjuMTpHMaS6vcrG/y88zhURT5tdOEL28O8HzHOLnpPtaiICBKAqIA1y0rP6tjnExWyzKVnVpwnyhCUgvxofXXMTSVon04xv7eKdx2heZyFzazTDyTR5YEckac/aG9PNP/DMl8ghX+lVxbu5WgNUhKTZLTCsJWfqufO5vfV4hgJwaJZCPc33UfXksJaTWFVbYRy0U5OHGAamc1FY5KxpKjrC1bx5HJwwRsAQ6MHeATNX/EvsRexrPjNHoauar6GprcTWftTHeNxvn3JzuJpU/MBadF5s+vX0xz2YWLFofTYX7a9hNGUyfE90aSw/y47Yf88fJPs8TXesHO/Xp5O63hRYq8FThnh7qrq4sHH3zwTXGmAe6++27uvvvuM37mpz/9KT/96U/nbf/4xz/Oxz/+8Qs0src3uq6TTqfnqVEWuTAU7X1xKdr74vJ2sHc6p3JkKMaj+4cYi2UosSvcuKqSZVVuHJa5D5BtgxG+9eRR1JNqcXd2h7l9bRU3rKzAaTXRVObE61BoKnOSymvs652i0PUXmkudfGh9LX//m4NAIYptt5hmo9kA6axKOJlDEMDnMNM2GOGR/XPTlVM5je8/d4z/4Wxld3eYkUiaSq+V8WiGlQHw2GTSsYJHbTfLDE2lsZvlWcdfNwxyml6oyc7kaRuM8FJniG1HxkjnNawmiU9d3YTbpnDvq33kVJ219SW0DUaIpPK4bYUxm2QRI6tiUSS6RmNc1uDn8GAEu1mmZyLJpQ0+kjkNm1nie88cA8AkCUwlcxwdifHXN7fyuWtb+K+XexgKp0GAEruCJAq879Ianjw0wlVLgqxv8lPutTE4meRLtyzlkf1DvHQ0hKrptJQ7uWpJkGePjJ2okTZAMwqR25n67zKPlb+4YTH37uijYziGAfgdZm5cVUEonuHptlGGpwo14dPC2ERTeX687ThXLg6yreNEdNs8XfN+LvO7xKkwHEnz7OETwmudIzF8DjN/dl0LQddr12XX+u382XUt/OfLPYRihXpir13hQ+traQw6XuPb87HKVoK2AJHsFLoBOVUnlVPRdAOrSaK6qoagy8wPtx1nIp5BFARGI2m+8/RRKjxWblhZgU4GzbmXR3p+g4GBRbby6uir7A/t5w+W/CEN7kY6wu0okpn3Nt3BA133Ec/FqXRUcSC0j9HkCF6zF0mQMJkUdEMjmU/y6uirbKzYSCQXocJeyW+PPcidLe+jI9TBoeQhykvL+VDrR6hwVGCRLa99sdNEkjl+/PzxOc40QDyj8qNtx/jSLUvx2C+MqNZgYmCOMz2DgcETvY9T46zFrtgX+Oabx9thDS9S5K3EOTvUtbW18/oQFylSpEiRIm8XdN3gla4J/vOlntltiYzK957p4va1Vdy0snJWMCySzHHP9r45zvQMD+0dYnVdCTU+OyZJ5JZLqvjV9l6WV3m4ekkpmbyGVZEpdZn5v48cIZXVEAUBi0niuqVlmE0ShmHQNRrnt3sGaR+KIooCrZVuVtZ4cFtNRE9yALx2hatbS3l43xCH+qOYJIHGoJMbV1VytLsPEROW6WNaTGKht7VV5o82N/LQ3kEaAg4ODUa5YUUZ5R4bT7eN8tyRE/1qM3kNzTD4+mPtlDjNiIKAbToVOpbOYZZF7BYZXTdmo/Y2pRDZX1njpXciSX3AzrJqN36nwj8/dKQQlV5ZEC/NqRqlLgt7eiYRBYHBcHo2Kz6V1TCbRERBoNxjpbnMxX2v9vPogWHGYxkUSeS9ayr5lw+uZGgqTTydZzKeYyicwmaWyas6iaxKKqsiCAJLq9xMxLP4nWbqAg4+v3XRdIRbx21VSOVVYuk87UMFJ3tmHOJ06v5EIjsnY8Fikqjwnntq8FQyz5HBKKIgzMlYiKTytA9H2bTotYMToiiwosbL35bYmEhk0XXwOc34necukgZgls1cVb2FznAXiUyOycSJ/stqXsIjNPHckTEiqRyyJJJTdcaiGRqCdpoqTPhdIJt1vr73KYJuD3k9SzwXI0YUwyg4iR9v/QT/svN/0+pfyivDLxPOhDGJJoLWIPFcHIBwJozfGkA1VGyyDYfJgSRILPUv47fHfsPu0V2U2spwyE78lgCNlkYuqV5DnbvunNORx2MZRiLpBfeNRjOMxdIXzKHuiZ6+9epQYpCkmnzLOdRFihQ5N865Mdzf/u3f8rWvfY1UKvXaHy5SpEiRIkXeYozHMjy4a2DBfY/sH2YsdkKIKZzMMhbNLPhZTTcYmTrxkB50Wfjk5iauXVZGtc9GXcCBbuh85TdtjMeyyGLBWdy8JMiSykIP8L6JJP/2WAdHhqIY08fc1xvmO08f5ZqlJ9pWSaLAtUvL+N7TXTy6f5hwMsvQVJqfvHCccCLDsmo3iayKz6ngn3aGV9UWWkJ+9+mjWBWZWKYgZhVO5hmNpnmhfW5tcVOZk8ODUaLpPOp0evFUMk+tv/CwH03n0TSdaCrPeCxLmcdC0GXlL3+xhycPjdAXSvLbPYN89aHDlLqtrK71cOOqCn7+Ujfff7aL/3yph397rINwMseahpKCEzvjF007sqIocOsllTy8b4i2wQgYzKZi/3bPEN9/9hgT8SzPHB7DbpFZVuUhp+qMRjNEUznyms7VS0ppG5jiqbYRBieTxNJ5bGaZGr+dhqATn9NMwGnBaZERRQFZFAoOr16ovXZZTWTy+mzk2yQJ/PFVjZS5T+9Qp7Mqg+EU/ZNJEie9BNnfN4VFkSj3WPE7LXhsCgGXhXKPhbbBKOFk7rTHLNS+q6ha4V54HWaay1wsqnC9bmd6hgZ3A3c2fRAtb0YUCrehwhHks5d8EsVkYHWFeO96J7U+K6Ig8Nn3BFi6tJse4wGeHPk5MeM4dy6+Ad3QmcqGyet5DAN0Q2fP2G5GUiN8ZuVnuarqavpivbgVNz6Lj5SapNZVi2EYaIZGRsswlQkznh4nnAlT46plx8gOOsMdyKKJJb4ljCVHqXc3sLhkCRWOitdV25tVtTPuz+UvXCTWqZxeK8EqW4vq4EWKvAM45wj1zp07GR8fp6mpiauvvhqfb67CoSAIr5mSXaRIkSJFirxZTCVzJLPqnG26bmBQeLCeiGepLLGRyqrkNQNdN07b2kg85eHebpFptDhpLHUSS+cpdZn5X3cs49BAFJMkclmjjxqfHdd0O6wXOsbJ5LV5x0xlNfomkpS5LYxGMyypcPF8xxjxjFpon5TTMAwQBJHj4wlWLXMiiYU64JymYzFJ3Lyqkh9sO4aqGVzW6JutNXaYZRIZlbxuzDpTLeVOLm8OklU17IqMahgoQMdIlFtWV7GnO4ym66i6QTSdQwBuXFnBr1/tI6PqZNQcHpuC0ywjSyIP7hrgA+vr+P/uP0he1xEEYbr9ksHz7eOsrfdR47MxEE5R4lCo8NjIqRrlbgs5TWdPzyQA6byKx2Ziatrx7BqNc/PqKgDi2Tyf2dLM/r4pth8LYZJEWivdJDN53HaFFzpCPHdkjKDLwrVLy1hZ68U7HYW0mCQaS52Uuy0MTaXRdANREHBYTNjNMpquU+G18v7LalhW5abSazvtHDg+FueBXQO0T78UqfPb+cBltSyuOOFImWQR0ylt0grWmJ/5YBgG/ZMptneFaB+O4bEpXNNaSlOpA7vl9dezjkbSDIRTRJI5KkusuGjg82s/TVKNYpHNOBQ7v2h7kN5YTyFjQDKztWErW1Y38/2D32cqU2gRFc2bGOvqpsJezvry9Tzc8xAGOgYFp1QQBMLpScySBUkQMTDI6yqiliOjZZBFmaAtyFBiCKaV4iVBQjM0VgVXk1NztFn9+Kx+mj0t/Ff7f1KqlLLWtu51X7vXbkaRxdk69JMxSSIex4XrodzibZm9vlO5rHw9JZaSC3buIkWKXBzO2aH+1re+Nfvve+65Z97+okP99kSWZUpKSpDlN9SavMhZUrT3xaVo74vLm2XvrKoxFpkW0wIqvDbKPBbMp4g2nVy7rGoFder4dFTRZpZRdYM9PZM8tn+YuoAdm7mQ9mwxSXOcKkUWKfecvo7TZTXhsppoKnNxRcv81N5kNk/7cGzedlEUcNsUOkdiNJU6GY1mqPXbefzgCBaTiFkWC+nZuoEggCJJpAUrd1xaS/9kGpdNoT5gJ5nNs7LGw6JyN3t6w2i6QYXHisMsU1Fi4S/fsxhRBJfFxAudIZ45MkrQaeGDG2pJ51R2dodJZjW2tY/yyasbeeLgMPGMimHA0ko3LquJcCJXeKlgFOrSPZ5Ca6++UAJN10nn5zsRkiTwVNson7yqkclEjnAyi6YbXFJXgsUkkcyeiPDmVB2TJBJ0WYhnVDRdR9N1bltTxeYlQTBg25ExFJNIOqfx7JFRrmkt4+7HO8hrBjZFJqfq/PTFbq4YC/DhDXU4LIV5WVVi49Y1Vfx6Rz8zBe/pvMpEPMPVS0qpKrGxMTC/RnlmfiOIHB2N8b9/20Y4kcNsEjGbJHonknzjiQ7+5uZWVtZ4ePLQ/PpZgNW1Xkoc8yPNXaNxvv54x2xP6T6SHOif4rZLCjX7VuXcI5qdIzG+/dRRYuk8AvDBjSXsmXqUQ6Ej2CwCtzXfxIMHHsAsmTFJEnazTDyToSPShipOEMudmKdmk4QEtE8dYXXpKiyimZSWQjf0Qsq2bxnHI8epclbjMDnwWXyMpcawmwqO4/MD23hP/U0cCO2nP95PLhumwd3IdTXXsX3oFTZUXs5VVVejSAqxXJQV/hU4ZSflwfLXvaaUTb9UefTA/DZq1y4ro9x14ZS+y+zlfGDRh/h156/mONVNnhbWl1/+llTTLv5mFilybpzzX0pRoOCdiSRJuFynT0sqcn4p2vviUrT3xeXNsHcqq/Jc+xgP7hqYTdWVRIHb11Rx9dLSWZEqgIDLTKnbwlA4RSieJXuS0zdTe/z9Z49hkkVGohluXFnJd585iqYbOC0mmI7qfnB9LaVnSAN+LRRJwmFZ2DmymESqS+woM0JYBjjMEoYhMDyVnq37Tec0Yuk8umxhkd+GZgh0jcbY3T2JYRj86XUtbDsySlbVuXNdNdFkjhKnmfteHWR/bxi7RabaZ2NDc4DtxyaIJHO8enyCrcvLWVrp5rEDwwxPpRiaSvM3N7USSmSJJHMkMiqheBbdMDBJQiFdWxBmXzjIsoi+QN25KIDHqjAYTlLts/Otp7owm0TSWY3f7h6kymfjk5sb+bPrWvivl3sJJ3MYRkGN2WGRMQxorXCzqMKFIBSEzvK6zvBEIfX+8mY/D+8bmo6GM6d12ctHQ1y1pHRW0TmWzhN0mvnw5bU8tGeQ4Ugat9XEzasr8TnMPNc+xl0LONSSJKFJZo6PJ+mfTBFP54ln8sQzIIkipe7CS5ZnDo/ywctqWN/kZ8exiTnHcFlNXL+iHNMpfaJTWZX7d/bPOtMn89C+QVbVealfYExnYiKe4T+e6Zp1plfWeujPHGAg0Y3VrKPqKtFshKlMGFEQ8VsDKLKZvCbR7K3l1bHncVgkoikVmyJjGAaJjIbb4qIr0kWdu46OcAcGBi7FxabKTfyk7ccsKlnM4clD3FD3Hh46/jsUqRAFTqkpftz2Q97f8kEur9hIJDPFUHKQX3b8ApvJRjqfImD188O2HyAIAp9e/ic0eprwu/3ndN0nI8siN6wox2NXePzAMOFkDq9d4T0rKrisyTermXAhkEWZVcHVVDgq6Yv1ksonqXHWUuYon20t9laj+JtZpMi5UXz1VAQotBpLp9NYrVYkqVjPc6Ep2vviUrT3fHTdIJIqpNF6bMpp01lfD+fT3qFpMaF4RiXgNFPmtuKyzU97PT4e575X++eOQze4f9cANX47K2q8s9u9djOf2NTAVx86PMeZNssin7mmmR9tO0Y8o1JiV0hmVV7oGOOz17ZwdDROPJ2nwmvlysWl1Afs89J4zwWLIrFlaTlHR46S1wxyqoauFyLfJlnkxlUVVHhtbF1ecLyGwinu39lfaF8Fs8nCsmDgtxiYJJHt047b+mY/DQEHg5NJ1tQX0sy7xqIsrfHwP361n1g6j90sk45n6Z9M0Tkc56NX1PPj549T5rayrX2Mz13XgtMiU+618r5LaznQH8ZhUfjeM10EXRY+urF+dhwChTRqeVrVq9RtwaJIBF0WMnkVVTMwT1/XVDJHa5WLVFblssYSRFEkls6xv2+KvlCSpw6NosgCf7ixnl/v6Mcki7NZBcurPVRPt/YC8NhMrG/28/u9Q0DhZcmxsfisjR2ntCXrCSVoLnMyEc+yrzfM/bsGcFtNfPzKBjw2hYFwiv29Yfb2TnFFS2DePQtFM+zvm+TZQwO0j6bxOi3ctLqSoXBqWnFcZyqRI+Ayc3wsAQh8aH0tq2q8PHdklHReY2Wtl8sa/VSVzO8ZPZnI0jUan7cdwDCgZzxxzg71aCRDOJljdb2d5iodizWERammOXA7qXwKSZAYT4eAQg20qucRRAi47FgVCQMDu1mejuwbpHM6mbyKy2olYA0QtAUxKNRll9nLeKrvKYL2Upq9zTR7mnGZ3VQ7a3h24FlGksOUWOxsqrqScnsF0WyUnJ6jxlmLudrM7tHd2E0O2ibbWOZbzvHocdJqmip7NYlE4g2tKS6bwtbl5aypKyGranNayF1oTKKJSkcllY7Ki3K+N0rxN7NIkXPjdTvUzzzzDM888wyTk5P4/X62bNnCNddccz7HVuQioqoqExMTlJeXFxfPi0DR3heXor3nMjyV4qXOEDuPT6JjsLbex5WLgws+4L8ezpe9u0ZjfPeZLsInqRAvLndx1+aGOZFhVdN55vDYQocA4JnDYyypdM+JBi6uKBznyHCMoXCKUreFuoCDTF6jfzKFLIq4rTKSJDKRyPHArgGqSmzcdWUj9QE7kVSOgwMRdh2fRJYE1jf5qfM7FnT2FyKnakzEs5S7LWxo9nPfq/2zkfXZ6LfLgn9azTmVVdm4KMDz7eOE4hm0k4K/71lZSt/QKC5bITJ61ZIgfRNJvv5YOwgCf3B5HcfHElSVWHhk3xCRVB5JFLAqEuOxLAIFR248lqG1wk3PRIISR+GcH9vUQP9kkt/tHWB5lQeXRWZRuYvBcIqu0TjXLivjqbZRBEHAbTMhIJBVNTYtCiIgYBgGOVVHEgVSOY1cKo8gwO1rqwv13qrO0bEoHpvCRy6v4/hYnFeOTvCpa5oYmUrTWumiO5REEgUuqSvhfZdWY7eceHQRBIHLmwPs7p5kJJLBMArq45pRSPc+Nd1fkUQm4xm+/+wx2odjTCVzdI7E2Nk9ScBl5mMbGxicFppbU3+itlVVdUaiafonkkzE0iwqETg+bjA4meIHzx3ng+trWFTupHMkTjqvouoKTouMIovYzDLrm/2srvMWWlMp0mnTfOfH9M9t/0KkchpXLHaSNO9l/1SEMs3Bw8cfQiWPU3FhFhVuabyN1cHV7AvtQ0cnraWwmWyMpAa4rHwde8Z2M5WJoOpqoQba7SKvp2n1tXJgfD8OxcGB0AEe7XmEcns5f7Dko1Q6qtgxsp3njvyMrJZhc/VVbK7ajE22kcgn+MnhHzEQH8AsmXGYnNS4avj0ij/BJJo4PNHGmrK1TGXDpNUMmqadtzX8YjnRb2eKv5lFipwb5+xQ53I57rzzTh599FEMw0CWZVRV5atf/So33XQTDzzwQLEJfJEiRYq8RRmNpLn78c45StZPHhphd88kf3XjEiq85+5Ux1J5dAxcFtN5i3SHYpl5zjRAx0iMB3cP8MnNjSjTzlJO02dFqxZiKpklP12LO4MgCBwciNI/kcRjNzEYTrO3d4pbVk9HkATgFKdnMJwir2lMJrL8cNtxOkdO1JW+0jXBhiY/H9pQi9t2ZoGjwXCK3+8dZE9PmGRW5YrmAP/4/pW0DURQdYPqEhsd007eLZcUBLhsZploKs8fXFHH4FSKjqEYdrPMmvoSukcjtA1HWbVYxO9U0HRm22FtaPIxEknz6P5h/vcHVtI2UBAmO9l5h4Kj1jEcwzEtKjYWzRCK5xCFHEGXhVhaZSyaoaXcxQfX19I/meTwYJSVNR4+v3URO49Pks1rlHuttJS7+P3eQf7g8jr+aHMDTxwa5UD/FIYBFR4rH9pQS7XPzqH+KZrLXORUg1e6Quzvm+L2tVUsrXIjiQID4RSfvbaZVE7DpsiUui2YTfMf7sune023DUYJxTKsb/ZzdDSORZaQpBP3UBIESt0Wdhyb5NnDY4hiITsjlVXRDYNQLMuRoSi1PhtOq4n6QEHdPBTL0D4cY8exEKpmUO+3kNd03ndZLQ8fGCM+Guf3e4e4a3MDnSOF6LJhGFy7rAybWSaeyTM4meJAf6Hv88pqD9V+Oy7r/GelEruZxlLnnCj77JwFGs4xOg3gdyr4fBGePrqDDy27gZ8f+TE6KpIgIQsSkijzRO9j3NZ0O72xHmRRJpnPYmAwmBjkutqtHJk8zCSTiKKAZqiE0uNcW3sdvbFeLLKFZY7llNnK2FS5iSW+VgLWIM/1P8sz/U8RsAa4pmYLbZOH2DW6i2trrmPHyHbiuTgOkwNFUghnJglnJtENHb/Fj2qolNlKEQSBJk/TOV9zkSJFilxMztmh/spXvsITTzzBV7/6VT7xiU8QCAQIhUL87Gc/48tf/jJf+cpX+Md//McLMdYiRYoUKfIGOdgfmeNMzxBO5Nh5fJL3rj17h3osmmbn8Ule6ZpA1w3W1JdwRUsAv/2NRzRGIul5zvQMe7rD3LK6ajaibpElmkqd9E0kgULEWjcKDohJEmkqdWJZwBHb2OLnm71hJhLZ2W15TcfnMKNNt1A6mYDTTNBlYU9PeI4zPcP2YxOsa/BxSf3pVXvHo2m++XgH4/HCOdM5jft39fPbPQP8zS1LebptpJA5oBv0hRI0BAsOVKnbSq3fxv/5/RG8DoVan51MXuOHzx9DNnSuqDYzEkmzqSXI/TtPpL6va/Dx708eBQE0w5gV5IJC72ebWSKZLaS9OywyeU0nlS2If62p8/KbPYPcs71v9jtPt41y0+pKblldyW1rqtF0HZfVxNbl5WTyGkdHY/z9AwfJawY/3Hacz1zbzNIqN1e0BNANg0qvlXRW5W/v3c9YNIMgwKraEj5zbTPff+YYv987xF/d1MpkIovZJOFzWKixvPajSqnbSqnbSl7TWd/o5xtPdBBJnRA3E4Db11axq3uCjpE4qq6DXug3XeJQyKkFcbpDAxH+23sWU+t34LWbCSez/OT5bh7ZP4RmGKiagVUyuHO5k75Qkq3Ly0hmVXKqToXHylVLguw6Hub6FeUsrfQQS+V5YFc/z3ecaFH25KERLm3w8eHLa/Ha50ZLHRaZ919Ww9cf65in/n7jqgrKPedes+93yhw+uoNlgRb2jO1GN0CRFJxmF1OZcKEOXpTpjhxjVXA1HeEOFEnBLJnZWLmR9sl2rq3dSiwXoyN8BJOosMy/nKnMFBbJwu+O/QZJkHAqTlp9S1kTXEsyn+D33Q9hl+0sC6zgR20/IK/n0Q2d9eUb2BfaR9BamBPjqTEkUUJAoH3yCH+w5KP8/MhPWRFYSZ2rgRpX7Tlfc5EiRYpcTM7Zob7nnnv427/9W/76r/96dlsgEOCv/uqvSCQS/PznPy861EWKFCnyliAPjAARwEIuX87O7hPiSJpuoBuFdkGSKLC7J8y1y8pwnEVrnvFYhm892clA+EQf5kcPDLPj+AR/fm3jGx55PKOedp+qG3OcDVEU2NgS4Pn2McLJHNFUHk3XEQUBn8PMZU3+BSPnDUEnl9R52ds7NbttZ/ckn7iygQd2zu1TbZZFPrapAUUSZ50jTTemnXcDSRQxSQIvdo6zqtZ72kj9sbEE4/EshmGg6gb5aec/rxk8sm+IxRUuqn12fHYz6bzKcDjFL7b3UeJQ+Ny1zdxySSUP7ByY7X8tTqdur6z1FlpcranD41DYuChAid1MudtKrc9G52icvlCSKxcHaRsstD9KZlVK3Ray+UI7rM1LgiQyKusafJS5rSgmkd3dk/Ns/8rREOsbfbO9tAEUWSKWyXOgP0JONQi6zPicZn6/d4hrlgaxmGRkUWQ0muaXr/QRimcRhILY2qGBKeLpHHdcWsW92/sRRagqsbK00j0nvftsMEkiPofCF65fzLGxOIcHo7SUO6kL2BmeSlMq27AqMgf6pkhmVXTdKKTee6y4bQpBp5mGoHO2vdaBvsisSvfJd7RtIMLGVUE0oyAkFs+oTMSzpHM6//qR1dQHHNjMMnt6Juc40zPs7J5kZa13wTrtljInX7qllZePhugcieGymtiytIzmMicWRSKRSzAQH2D32E4yaoaVgVU0eprwWX3zjgUgyTqyScVj8nAk3I1hgF1xMpUJoxkaAgKqodIfH+A9dTeyKrAar8VLqa2UaDbG9w99FwC32U2lvQrNUNk+/ArxXJy7ln2STyz9I6LZCA7FSYO7kd54L1ktSywXZWvdVh7sup+slkUSCk6zpqs4TU4i2QiCUDj3TC574TPgMDnYPvwyn1n5WXxWH9lsdsFrK1KkSJG3AufsUA8ODrJp06YF923atIl/+Zd/ecODKnLxEUURs9mMKF44pcsiJyja++Ly7rR3BHgYeJaCYw2CuAVFWoWuG6RzGpFUDlU3kKfbNEmiMC8qezrah6JznOkZwokce3rDbKi2vCF7B85Q52g3y/PEpqp9Nu7a3MhPnj9GeDriXB+wc+uaanYeD1FdYsN2ync8doWPbmxgQ1Oc5zvGyGsGG5r9LK1wsazaw97eMP0TKRoCdlbVeakusRPP5MlrOjm10K86p8449gIOS6G/85nqXI8MR9F0g1g6TyJTEAbLawXnX9MNllS4uWd7L4eHovjtCh/dVM9ntjQzGE7RP5FiTX0J5W4rL3SOEUnlqQ84uLTBQ/vxQZqqyxiLZdjQFOCBXf2MRTLUBeysrPFyWZOfJw6N8Kdbmrh2aRlPHx7FACKpPH6HmdvXVZHKavzsxR4sJgld02kqc/Kn1zbzw2ePk5m+TpsiIQjw0tEQV7QEkCSRyUSWXccnMAwIOMx84soGkjmVo8NxREFA1wWyeR23y8SDuwbITrf8Wlbl5v9n773D5DivO923Yuc4PTlHYJAzCZBgAnMUKVFZlGRJlGQFp/VdX3vX67u73vWz9lq2LFm2AhWoSEoUk0gxgyCJnDNmMDlPT+fcle4fNRwQBCgREoNk9stn+JBV3VXVX1VX1/nOOb/fFUtqKesmlgW9DX6mEgUyeY17943z+Wt70HVzQYFZN0zyJQNVFnGexzoqlbeFzZ44PEUyX2ZRvZ9b1jSybyjO3z96gqFoFkEQWN4c5GOXdfD9F4dIzdulFTUDrySypj3MwEwGRRKoDbh49vi0nc2eV18TABPI6QKHRpOsaK3C61RwO2SimRIDsxm+s22I/3zLElRZZOuJc4Ppl3n22DRLGvxMp4qMxXJ4HAqt1R7qgy7aqr20VHkolA0UWVhob8iWszwx/DgvTb64sJ0T8ePUuev52LI/oMZ9rj2bS3bRG+5hND1KW7CFqfw4omALkAkIiIKIIAg0eht5cvgJcnqWv9jwl9R7G0iUkliWhSAIpEopUiV7MkYzNPJajlhhjp+f/hmN3iY2N17GdG6S+/vu4+aOmwFwSA6yWhYAwzKQBImAI4huauimjiicfR4FQUCRFAKOoP1+2dYFeGfew98+KuNdocKFccEBdXV1NUeOHGHLli3nrDty5AjV1efOtlb43UdRFOrr69/uw3jHUBnvt5Z35ni/ADxx1hJF2sFli9ew47R2Vs+xZljMZYqsbm1DeR0PUIZhsqN/7jXX7x1Oc83y5t9KT6Mu4GJxvZ+T5ymtvnZ5HTX+s/2fo5kSD+4dY0NnhJtW233H0XSRJwkoV1YAAQAASURBVI9MkS/pXNJdQ0et75xthTwq6zvtMm3LspDn+6yr4bxqyj6nwvKmIPuG4uiGHQha2MFJMl9mUYOfUlnH/RpZ/pBbJVvQSOVfHn8BRRJRZIGrltbypcdPkilqNIfcfHpLN/uG4/xw+wiCALmiwZVLa1naEGBRvR+HIhHLlvj5vkkEJJYvcjI6l+fh/ePMpotYQCJX5pEDE1zUVUVvvZ/njs9y5ZIaLuqqYnA2i1ORWN0WZjye51tbT+NS7IC5YJjsHYqTyGtct6KeRw/aKto+l4Jl2aJqhbKBhc5Pdo6weyDGxZ1VrGoL8Y+PnWQ0lsetSnidMql8mdvXN5Mu6NyypolkrsxYLEt9yMPXnz2NpptYQI3PwZZldTRVuXHIEt99YYjmKg+tVR6G57I8d3yW/uk0PqfM5b21tFd7CXlU3A6ZYtngFwcnz/J8nkwUePbYNE8cmZrvvbZF0gZns8ykity2tonvvTgE2JltVbInRb7yVB8AVy6pIVfUkUQRwzQRBAFZgpIBQxmZmlqRVa1BagNOQh6VoWiO29Y20T+VZnQuh68pQL782pUWuZLO8ydneXDf+MIyVRb51JWdrG4Nk54P9l3qmZ78yezEWcH0y0znp9g9tZObOm4hp+eYy0cpGSV8qp8aVw3r6jawZ2YPVzZfxYHZ/ZjWGQtUURBxSA4WhRdzeO4wDlGloBc4MLOfTDlD0ShhmDoO2YkiyuimzlxxjjZ/OxOZCcLOMBYWD/T/lI8u/TgFPc90bpruYDfWeWaXBEGgJ9TDgdkD+FQXeT23sG5j/SaOzR1DlRSa/a14FLuP/Z15D3/7qIx3hQoXxgUH1Lfeeit//dd/TUtLC3fcccfC8oceeoi/+Zu/4UMf+tAbeoAVKlSoUOFCmQV+eZ7leRrCCj11XnYNxM9as6IlRFEzmE4Xf73atyCc45/7SiRRQPgtExt+t8LHL+/ggb1j7B2MY5i2dc+1y+u4orf2nJLqTEEjmikRzZy/NDSWLdNR+9r7szPzvz47L4oCq9tCPLBHJpYtY5gWxnzU0BrxkC/ZZc/LW4I4FIlC2cApi6jzPdxLGgNkimd6ezNFjfB8UL/txCyCABG/g7u3dPHs8ZmFAFGVRbwOmb2DMTTDpLvWy2OHppBEgSWNAZY1BymWdB7eP0a+bFLtc5LI2+XvEZ+D3f0x/vTGxfx45winpzNcsaSW65bXsb0/xtBshn979jQlzcCyIOBW8LsUBEHg+ESKa5fXAbZgVkmzA+mmsIe9QzEUSeTFU1FUWSSeK/HiqShFzcDvUnDIIhs6I0iiwP988CgRn4OpRIGWiIcvXLeI//XQUcr6mcDOBJ46Mk1HjRe3Q6KkmxwbS2KYJv/n0ROUdRNNN0kXNJ4+NsN1K+ppqXKzujWMU5F45tj0WedqeUuQn+8ZI5kvUxdw4VYl8mWdbNH2Y64Luri4q4qybrGuowpVEnns4OTC+4ejORpCLoaiWRK5sp3VRSDgstW7u+vs7PKD+8YZieawsEvib13baNsyKRJrWsPz9lkQ9qg4VYl0XqM57GJ1ewivy2BRvZe+6ez8RIXJV5/s59NbuvjZnjGwYF1HmM2LamgMuzkYPfia1+b+2X2sqF7FA/0/ZTRj973LoszF9ZvY0nI1n17xGcYz43xx9R8xV5ijbJQ5HD1ErBhjS+vVPDLwMKlSEr8aIKfl+Fn//aiiym2d7+IHJ+4lo2WJuCKUjTI+xcctHbeSKWdIlhNkyhk21F+EU3YSdIR4buxZPtz7EQRBwCW7KOh2NYsiKsQKMXqrlqJKDgaSA7Y4miizqeESQs4wz40+Q427hiuar8QhVRS5K1So8LvPBQfUf/u3f8tLL73EnXfeicfjoa6ujpmZGbLZLMuXL+dv//Zv34zjrPAmUyqVmJqaor6+Hoej8gP2ZlMZ77eWd954F4FzM7sAmUKCnno/6zp6ODRql3Mubw5S0g2ePDJFb2Pg1wbUkiiweXE1R8aT512/uStEbHoC9bcc79qAi09c3sktq5vsklyHTI3fed7+ZIciIgicNyMGnLdE+DcllS/zB1d0cmA4wZ7BGJIkcFFHhOYqN/e+OMh/urGXvqk02/vnmEjkiXidXLO8js4aL6os8P+9ewV7hmJsOzFLPFcmmddY2xbmuy8MUtJNblnTyGy6xLPHzwSIhmmRKmiossjp6Qx3bmhhU08NAlAqFfn+0wdZ2t1GMq8tBGa2YreAKos0hF14nDLv39hKtc9JbcDJd14YpH8qYweAmoEoCCBCuqDhdykE3AqFso5hWtQHnSTzOpph0hRys6QpwP7hOPUBJ9PJAnUBJz31AX740hCiIOBxSLhUmbBX5d4XhrCwRdACbpWZVJEvPXaC92xo4RvPDWBadtuBU5FIFzSeOTbD4gY/h0aTzGVLPHt0hrJuohsms+kimmEH4U8cmuRPbujlHx87wV2XdaAbJpph2RMDgEuRmFvo1bYIehRKul1unilqDMxk6KjxsbmnmnueHyD6KhG84WiOd29o4cREGtO0x0WVBbwqdPrKLK338M9PnWZ8vvXB55SRRIGf7hqlJWxnVle3hTg6nqS3McBEPE9BM9i8qBrNMHn2+BQud4HNi2q4ZEmEn25PEcuUmEkXOT2dYXmLE6/HoljK8r0Xs3zyii4087XV7It6iaNzRxaCaQDd1HlxYht+R4AOfwfPjj3LTG4aCxPN1NlQdxGXNm3m+yfupWSUUESFK5qu5PGhx1gaWcae6d3sm9nLh5fcdUaF21WNU3YymZvkRyd/gG7aWfjD0UPsm9nHHd3v5qsH/oXvn7iXDy76EB/uvYuf9t2HJEg4ZRdj6VGyeg6HpHJTx83UeepIlpI8P/Ycz49vZU3NOu7suZPWV4iRvfPu4W8vlfGuUOHCuOCAOhQKsXv3br7zne/w3HPPEYvFWLNmDVu2bOGuu+6qfPEqVKhQ4W3HCfg5X1CtSPDCqWlUOUdLlRtBENh6YoaiZs6vf32p5e46P2taQ+wfSZy1vLPGy/LmIOVs/DXeeWGosvS6/LFrfE6WNAY4Ni+49UqCbpW6gPM87/rN8LtU/v2Z04Q8KluW1mGYFkfGEvzy8CRtEQ+GBf/tZ0eo8jpAgKlkkQMjcW5e3UjfZJqXTs/RVePlk1d2USjpSJKIQxGRRLskGeyeXt04e3ZAFgV006Skm2QKGj31fgCGp+0gSxQEsOwsqWmZlOb7nuv8TsqA36WwuacGhyoxOpfj1GSa2XQJ07S3rc3vT5ZE8mUDzTCp8TsJex3EcmVEbL/tlS0h/v2Zfm5Z3Ui138XSRj9XLq3D45DJlw0kUcDjkLm4q4qnDp8pwTYsC5ciIYoCc9kymm7hd8kUygZhj4O5TAnDNIllSnTVerEsi45qLz/eaQeIJd1cCKbBLrWfThVwqhKlskG2qBPLlnlZ4Wo2XcTvUhZKp1VZoi7golA2yJd12qq99NT7EAXhnGD65e0/c2yaz13Tw4t9s+wfTiBY0F7tZFW1ve/xV+gI5Eo69UEXkijw1JEpNvVEqA24uKSnmn947ITdDy2J/Gz3KI0hF++5uIGvPTfA8ycm+dy1Pdx2kZevPpZnWbOH+voYT40+wdDMOH6Hj02NlzCWDLAssoJ9M3vPe112BbsZSg2ed51uaHzz6Dco6nkUSZ4/HybPjD7FlpZrqHPXMVeMcnXLNbT62xjNjBBy2Gr1seIcTww/jk/1syS8BCwo6yV+2ncfzPdgexQviqiQ07Icjx1nQ/1F7Jzawb0nv8eamrW8f/EH6U/0MZmbIm8UuL3rdr60///y0uSLqJKDtTVrWV+3gWtar2Np1VJqPL+inKRChQoVfse44IAawOFw8OlPf5pPf/rTb/TxVKhQoUKF35pq4Frgp+eu8aep8UaYTpbon8wgvMKnN+xVz+lNfi1CHpW7NndwyaIML56KohsmG7ur6an341NhKvsGfZTXicsh84GNrfzrU31MJs/YgvmcMp/Z0kX16/xcr4f6kIvaoJMDwwkOjp49ofD+jW1894UhW2gLy1Y1NiyimRLf3TbIp67qYu9wnGMTKU5Opvns1T1sOzlDwK1ySXc1z5+cJZou0VTlnheOsrfrViXb07igkSsWiGZKvHBylpUtISI+By0RD5OJPBs6qyjqJpIocHo6baulC6DpJqem0rxwMsq71zdT1A1mU0U002LfUIxNi6rZetwW0NJNE3FehKsu4CKdL/OBi1sxTIsDI0m+/ORJLMv2BF/WFGBla5gvPX6STd0ROmt97BuKky3q1PidTKXscyEATkViNl0k6FbxOGTi2RJtES9z2RLRdHFhUqepykXfVBqXKtFc5aZQticGimWDJQ1+WiMeCprBwZEEoiDMl6mrlDQDXiEJt6M/ypZldTy6fwJFEjFNu0fe7xZpCrtZ31lFtV9lOp3gquUBTk/qBNwyAgIjsRypvK014HZIfOaqbuK5MumCxoO7hzg1lcTpV5BEAdO0kCQBCxPd0jClDDNZk2ShSCxT4mtP9+OUJZyKxFQiD4LJeCLDjr4Ya9tq2TU4xX07xvnklkZ6G30s70nxg5P3kSqWsSyIFRI8MvgosdI0H15xO+2BdoZSQ2ddd27Zzfq69Xzn2D3nXK8OyUHRKJAuJVGlM/3YpmXgU30cnjvEhxZ/mNPJ02yf2MFPTv2YmztupcPfyaLQYvoSp7CwyJTT9Cf7+djSj7N3ei+KpCKJMg7JQaacJl1OIQkSO6e281cX/TU17hqG08P4VT9BR5CPLvk4z4w+RV+ynwf6fsZnVnyWXVO7OBE/TqwwR8ko0xXsrgTTFSpU+L3jNwqowVb73rZtG7FYjEgkwubNm2lqanojj61ChQoVKvxGCMBlQIZXqnwXM7eT6evhjm6Ff3mqj6Jh4vQ7kB0yLofEH1zWSeRXqGu/mqBHZW17FWvbqxaUgIG3zeKmKezhz25awngsz2SyQNij0hLxEHQrZIoaHlV+TTurC6HK6+Bz1yzinx4/wYH5DL0sCmxeXIPbIZHIle0e5Pme7LJhLvQn64aFU5FwKBLZos6jB8f5xOVdpIsa3bU+opkSEZ+Do2NJ1nVUsXsghkuxg7HZed/m5U1BRuM5tvfNccOKBm5cUcPq1jDDWZmO+iBPHJ6iWDa4aXUjHlXmp3vG+OjmDh7YM4bfJXNswo/PJdPbFODgSILdgzE+eUUX+ZLBnsEYlgUOWaIx5ObdG5r5Hw8eQdNtizXdPBOwHhxJcPPqRh4/NIlhWuwfSvDpq7s5MZmiVLYzzfVBJ1PJIh6HvNAvnSlq1Add1AScPHdiBrdDxu9SMC27t/myRTUg2JUFmaLOLWsa2dEf5V1rmzgwHGffSAKvQ+bm1U0sbw4yFM1yZCzOXZs7+MazpykbJoIAo7E8N65q4H0Xt/DowQkKZRNFEump9/LZLT1YcpIH+1/iROw4uimwaukG5HIrzx7OsqolhFuVGYpmqQ+6UBWJuqCLomYwMJOlxWPR4HUgiwKWaJdW2xMoCmWzTNlKM5IaJJeOMJHIA/YklG4ZWPOCYHuHYnzqqg52DU5R1g0UwclVK2QeGrkfRRYIuGxhO82wPbL3zeznDu1aPrT4IxyKHmLX9E40o8zi8BI2Nmwip2WxzqMx75LdJIvJhevxZVRRJV6MM52bZiw7xs/6f4ppmRimwQvjL3Bp42VsrL+ESxovZTI7yUDyNBfVb2QwNUBBz6MZZfyOAHP5KIZlIGJXt6TLafqTfdS565jJzZDVchydO8qa2rUMpgY5negjWohyaO4gKyOr2NRwKUW9wHhmjFQpQTPNv/V3tEKFChXeSi44oDZNkz/+4z/ma1/7GoZxxgdUkiQ+85nP8M///M8Vmf0KFSpUeNsJAe/FDqyT6GU//c9l6dt6ElfQyRc3tzFa1BhPFuhqDbFqUTVNYTepfJnpZIG5TBmvS6Yh6Hpd2d2Xg+m3myqvgyqvg5WtIeK5EsfHUzx3fIaiZrCiJcSm7gjNVZ7fej+tEQ9/dP1ijowlKWp2Ka8iifPlsAZJw6Rs2H3MZd3AtMAwLCzLIl8y0EwTtyqRKxqk8mV+vHOEsMfBpYur6anz8ezxad61thnLtBiay9miWKLAqpYQt69v4r75Mugnj06xrs2HIgkMzmZ58bQd4FsW/OLAJK0RD//55iV847l+SrrJ6rYwD+4b46oldWxZWsfgbJZMQeNbWwe4vLeGL167iIBbIex12P7KBY2NXRH2DyXIlHS6ar2E3CrRbJGAS2F0Lk+2qNMUdmOYFo8fGOeL1y1i32Cc4xMpbl3TxM92jyEIkMyXEQWBkEfFME2WNQc5PJakbypNuqCzvDnAXZs7mEzk+cFLw6SLGn6nwiU91bz/4jb+4bETZEu2Z3GxbPDI/nEmkwWu7K3lwEiCnafjfPKqTsZiBZL5Mssa/YS9Tg4MT/GxzZ3opoksiaTzZaKZLL+Y+BFj2VE0wyKaLrJvfIiOYCfd9Tdwz/MDrGgJ8ic39HJgOEHZMOmo8VLlUeio9VJIxXDIEgGPQjxbBCxkUQTBAAuuWFLH02NPsc7/bhY8t+CVCXQM0yLgUvjC9Z0k9QmGCvtoD7ZyRdvF/PT4M6SKdsuGU5EIztvazRam6Qx1cGXLVayrXY8xn2UWBZGJdBS3FCRZiiNLIi/PHeW1HG2Bdg5FD51zHZeMEmFnmFw5i2EZmKbJ+roNXNt2LT85+UNGMiPUumvZWL+RntAihlKDbJ98kevbbkAWZdKlFCYmsihjYaGbOl3BLgaSpwk7qziVOIlpWfzpuj/DITm4suUqDkYP2J/fMtgf3cf+6D4APtT7EbaOb6Ut0I5XPVeR/42moBeYK0QpG2W8io+IO4IkvHFaCxUqVHjncMEB9d/8zd/wla98hU996lN88IMfpK6ujunpaX7wgx/w1a9+lVAoxH//7//9zTjWCm8iqqrS2NiILP/GRQsVLoDKeL+1vHPHWwVagBay0RT9L5wAoJAsMv7IKdx+Byt8DqyJLKGeambTRb79/OBZVlUhj8pnt3Qv9Ou+rr3+Dox3Kl/mhy8Ns3foTC/3RKLAi6dm+U839dIaOdcS60Jpq/aiGxYP7x/H45QZi+VoDLmp9ttCXal8mVxRx+9W0A0Tv0shVzaI5UqIgkC2oONURGoDTrxOhXRR48E9Y1yzoo67r+ziey8OsawpyPs2tlI2TNyqbUEVz5b5+OWd9E+nefb4LImChSH6ODQxiyQKxLIlwl4HuZLJgZEE7TVecmWDuUyRap+TvukM1yyr576dI/zB5R2MRHMMzmYXSq6Pjqe4sreGbSdnmUnZweJdl3XQEHSy9cQss6kiq1vDbOqOMB7L43cpxLNlSrpJNFPinx4/yfLmIMuagly6qBpBgEf3TxBwqYgiBFwKt65t4p9/eZI1bWHef3ErE4k87dUedpyOce+LZ8qZc0WdsEfhof3jTCYKCz3U0rx3+q7Tc1y9tI6IT+UXB9P0TadpCLnsjDd+/u3pfgplg6lkcaE6wbIsnjqZ487NqxnLjlIo62SKGgICQ8kBLunN0RLxMJUo8MzRafpnMnTX+nCrEhPxPDevbeFHL+q80D/HJ6/o5NvP9xPNFKnyqRTNJJctqiMQnOPZ/j62NBjIkoCmW1gWSKKEZpoIwKq2EL5gjO/u+zomdv/1zumXKOklPrDsfXz34EMU9CJFzcDKlWkIuXBKZya3fA476MwUNF7qm+G549Ncueo9/HL0fubyMwTdKk5FZlXNanpCPYScIZKls1sUZFHm1s534VV8vKf7TiYzk6ysXcn/2fN3doBtWczkZzgZP8HtXXfgd/gJOcOMZ8fZ1HAJT488hYjIqur19HjXI1gKbaFafjzwdTLlLC2+Vryql6AaAqAr0M0NbTdyf999Z2XT19dtQEAgWoiimedajb3R95Sp3BQ/73+AgWQ/FhYOycHlTVdwScPmhXF9J/O7cA+vUOH3iQv+ptxzzz380R/9EV/60pcWli1atIjLL78ct9vNPffcUwmofw8RBOG38oytcGFUxvutpTLekE8UsF4lclVMlyim7fLsYlHn54dmzvF9TuTKfO2Zfv7y1qWvuw/5d2G8R2P5s4Lpl8kUdZ44PMXHL+983QJsv4quOh9/eE0PJyfTbDsxS7qg8b6LW/m3p/so6Sb6fPDklCXuvKhlwQZLEGzxsA1dEZ45Ns3qthA7+udQFYmXTs2xsauaP79pCSNzWcJeB3/38DH6pjML+3U7JP7sxl6uXlZLlVfhgT0zFMt2qfPL9laGZWGYFnsGYqxsDjGTLFLU7dLz/cNx1rSF+drT/bRGPHTX+ZhJFbln62n++IZevvLkKSaTBS7tqaE14iFX1OmbSpMpaBwcTXJ4LMmB4Tj/+ZYlZF7QyL3stzx/iR0cSZAqaKxoDXF8LMV/vnUpw7NZdNNiJlXg3heHSBc0ZlJFJhN5rlhSy8Bslgf3jp01vpIosLghyLe2DSLMe3bbvt8WyVyZuqCTfcMxump8VPsdRNMlJhMFJhO2enYsW6I+6Dqr1N+0DGYzKTDaMExrQbTMwsKw4FTyCE2hjWw7NcvOgTk+dWUnmYLOfbtGGY5mqfE7uG1tM3UBJyOxLH9yUycCIolSAkn20Z8+yE/7dgCQ1qdZ0xZie/8cuZJOyK0SyxmYlsGHL6vhXw9/iZJRoi7gRhIkMgUNTSiwdfwZNjatYuvILkRBwLQsJEGl3ttwzjV4bDzJi31RopkSD+3U2dD9XqqbNCRZZ3FtLY2+OlRJ5ePL/oD7T93PeHYUAKfk5F1dd5DVstx7/Hv4FC83dNxEtpxFN3UkQcLEmM+vWzwy+DAfWPRBukM9PD+2lQ/1fpgaVw0eoYltRwt8bySNQ3KhKoPcvu4T9DRLJMpTKKKCZmrsnd7DcHoIr+rlv1z835jOTTGUGqIz2Em8GGfn1HaWVC1d8J5+JW/kPSVRTPC9Y99hJn9GRb9klHhy5AlUSeXK5i2/MxU3bxe/C/fwChV+n7jggDoej3PTTTedd91NN93E17/+9d/6oCq89WiaRjKZJBgMVm6ibwGV8X5rqYw3iNKvLmVMWxZ7B8+vzJ3IlZlMFl53QP27MN4HX6U+/up1iWyZmjdI+dupSByfSKHIIumCzu6BOb5w3SKOjqUYjeWoD7q4bkU933thkPF43u5ktaCnzsfSxgDffO40f3zD4oXt2SrdEHQrDEVz7OiP0T+TOWuf+ZLBl584xd/euYJcsUwxmyKWyaOZAgICXqeM36mQLeqYloUiCaxqDdIQdPGFa3vQDBNVFvl4qJNnj02zZyBGb2OAv7xtGXuGYpR0k89s6WF7f5Qf7RhBEOCizgh3XtRK/0xmQQwsmStzUWcVTx61g5OXp2wEAW5a2cDATJZotsRjByfZPTBHUbPtr16OVzTDZCJeoMrjYGA2Y4uovYKlTQHiuRISgi3QJtgZZnO+lzuV15BFkWeOTvPRzR08f2KW/cO2b7lTlaj2O3Aor544mfcct+zA3HxV27EsKuTnJwiaQi5yRYP/8eBRjPkXpnMlfrL1KCu7Gvngpe3siT3FtomtWBbEs/YElSKJaIaJYaj01Pmo8Tt5qW+OsqZzSXctl/dWUzCnMSnRFPKiU8AwJfIlg5DXz3B6iEsaLufFcXH+mGTe3fU+qt3VC8eZKqUYSo6wK7afmhaZi5f2Mh11MjFnMjAlMhHX+bMb/ahBW4is2dfC3Ss+vVDmXDRKPDn0xELJdaKU5MmRX9IV7Obi+o3smt6JAHZgbZnk9Ty6ZdiBfznNY0OPcXPr+7n3uShj8Ty6aZEuRwlZYb75/Ck+srmFffkH6Q0t4XD0EAdm95PVsngUD6lSisubr6TN38pzY89gzG/3iuYrzxJOe5k38p4ynZs6K5h+JVvHnmNF9SoirshvtY/fd34X7uEVKvw+ccEB9cqVK+nr6+Pqq68+Z11fXx/Lli17Qw6swluLaZrkcjn8/tdf1lnhN6cy3m8tlfEGT8SN6lEp5861Bwo2+TFE4SzBqVeTmc/ivR7ezPHOFXWmUwVSeQ23Q6I24CLkOfcBXPoV4mOCIMAbnIB65e6mkkX2DMS4uCvC2vYQlmWLll3cXc2ypiD5skFjyM1EMs83nusHzh17hyxS1EwWN/i5f+cokiCgv8pkO5XXyBQNvr1jgEtbVF4YtOXnDMtibj4zG/aorGkL0VPvI13U+NuHjuJ3KZR1k6uX1dMYdnFpjy2m1hbx0BBycc+2AT50STtffaqPQtku+9UMiyeOTDGVzPPu9c18c+sAQbfKWDxPbdDFxza3s+1UlESuTEe1l8sW17C9f5bWiA8Ea17Vu0xtwElrxFbunk2XcKl2f7DHKQMCqiRS0m2VcUkU8bsUhqM5LuqO8OKpKJZpi9+J8+rahmmxqN7PfTtHmE4XWdMW5nPX9CAAYa+DgFvFMO3eddNiIUCs9QYQlCxY4HFI80ri9vj2BFbw/Hw1wC1rmvjyE30LwTSAJFgEHRbPHZ9i46JaNjRexKG5A8zlk2RLOqJgC4q1eZcyNKHy2P5hWqo83Ly6gaBXoDaSpy/9FO1KO4paIlFOYGERUlW71zxn4neFqXXXcnnzZQTUEDWOdqqkhoUe33gxzn2nfsyR2RNMJguIAhxwb2Nz0yX01lQzkY6zcelSEoUUvxh4AUEQ6a3qpd7TgE9qYDw7zVcOfp1UKY1LDeJ1WiTKcwgI7Jvey0eXfZwdk9uRRBnd0hEREQURSZSQBZmPLv0YQUcYFRftNW5G4nHyehGH5EA3NMpmmUf2T3Djxs1UeVW+efQbSIJE2Bkmq2UJOoLsmHyJ5kVNqJJKyBHmpo6bafW3nff79UbeU6KF6Guuy2pZinrhNde/U6j8ZlaocGFccED993//93zgAx+gtbX1rEz1I488wt/93d/xwx/+8A09wAoVKlSo8NvjjbhZ+77l7L73AIZ2xstX9Sisun0pmse2MsqVzu1fBKi+APXvN4vZVJEfbB/i8GhyIRPaEHRx91VdtFV7MU1rIfO6qjW0UF79ata1hwl7VJK58oJwmNvx2/UKrmwJ8ct5z+XNPdWkixr/97GTZEs6IbfCZb01NFd5ePjABH6ngmnNMZ0qYlkQ8iiYrwiW26s91PidHBiO45AlNNNW15ZFAQsWFNWdikQ8W2I6WcBqVuis8aGoCuvaq+az0iLxbInLFtdw/+5R9g0l8DmVBZXxp45Mcc3yOoIehZ56P0sa/MSyJZY3Bdl1es7u3X3V55xMFDFMaIt4uKSnmrqAC69TJ1fUuKQ7gmZYTCbyfOWpPgIuhQ2d1fTvyXLd8gbevaGZuqCL0WgOj1Pmlhovx8dTVPlURqJZopkily2u4bkTM2DZWe4qrwOwWNsW5vh4imimZCuuAYokcPu6JjJFDQtI5jUOj9nl6GBnl++6tJ1/f7afZE6jbNh2YkG3wqe39NJXfJSyYSt/uxSJsmGwsWEjp0dlJFGgKexGEgRG5s72gBMFuwjatGA6WeDSRa18esUfsn/6IM+xB1V0cEnjJfisRp4/nmHL0lqmEgWmkjk6mk0eHfshlmXRG1mMLEq4ZDclo4hmFfE53aQKOpbhZXbOzdzYSkbLOlDi/73ljB/70bkj9CVOIQj2ZE7QI5Iox3jw9M/5+LI/4IWxF3jaeJpPrn4fY+lhBlKneXr0ST7YfTfPHrBY1FpmLm97tmsFHakI1YFaDKuEKIoUtDySKPHyJIOJSZVaRU9oEalSkp/1/ZSB1Gk8YjW1zjb+8LobeWBHglTOIl6MYVomU+ksbf7FbJt+1LaPswxMy8SyLNLlNC7ZzWBykC+s/mO8iuctESIDCDpCr7nOITlQpbf/XlehQoXfLy74CeKzn/0sxWKRW2+9FZ/PR21tLTMzM2QyGaqqqvjc5z638FpBEDh06FxVyQoVKlSo8NYiCAL1S2q44gsbmTk1R2YmS6glSHV3GH+tD9O0uH5FPT/bM3bOexfV+6kPut6Goz5DWTd4cN84h0aTZy2fTBZ4/NAkmxfV2H2k6SIdNV4u6oxw88oGHj00CdjBVW3QhSqJbFlay3PHZ3j66DSZokZrxMPNqxvpqfOjyOf2VRfKOgICTvW1y+abwm4u7almdC5LuqjxwJ4xDNMutVYVieeOz7CkMcDmRTU8tG+cuoCTWr+TWLbErWuaODhsl6iHvSof3dyBQxbZdmqWO9Y10xx2MRjNLWSxBQFE7Gyrz6lgWBZHxpK87+Il7B1J8b0XBinpJh6HzMXdEXTTYu9AHM20J1J8Lts/2eEXOTaW5L/esRxFEnnuxAzpnEZbtYetx2f5wKY2XIqEJAoMRXNsPTGDKNr+03dt7uDfnumnrBtcs6yeKp+DpU1Bnj8xw0t9c+imxdKmACNzOYz5yYC5TImf7h5DlgRk0TZx+uCmNhY1+PnJzlGuXlpHtV8nkS+zbyiOaVi0VXsRBbhv5yjvu7iVaKbEqak0HofMuvYwPXVeZtIlagNOyrppZ9RNC1UWuWFVIxGPgw9uamNH/xxTyQK1AScbu6oRkVjivZqg2MXJxCGWVXlYUbWOiRkXL0xn+MDGNjxOiVRBw6lI5OYzz/YJsAXGLAv889ZWdZ46tjRfQznZw3A0z9i4g1q/RFE3SRc0epuCXLWklpP5Z6hz17Gkain98T6WRZYznBqiytVBqpQip+VRZJlrm25g19Ey06kidQEnd191xks9W86yY3I78LI4m0JeT6Ebdpb9eOwYHaFmTsT6eXjwZ7xv8Z0MpE6jSiqjc0UOjGTobQ0jICwIgxmWRSpfxu20CDlCeFUvquigbNol7LIgc/fKz5DXcnx5/z+R1/PzGWuBk7E+xtITfHjDp7l3awzDtI/DrchYgk5ezy18TwzLQBREDMugaBQoGkV8iheP+tuLBL5eGrwN+FU/6XL6nHUX1W+kylX1lh1LhQoV/mNwwQF1VVUVkcjZvSUNDeeKZFSoUKFChd8tBFEg2BQg2BQ4Z50oCly2uAaAXx6eIlfSkUSBde1hbl/fjN99bln1W8lsusTugblzljeH3bhUmf/54NGFgHdgNsvzJ2f5w6u7+fOmxUQzZY6MJRmOZrm4s4qf7Rlj/3BioSz8xGSaU1NpPn/tIta0hRe2PZMqcmg0wY7+KIIgcOmiapY3Bc/bS+5zKdx5UQvD0Rz/7WeHccgSqiziUEQM00ISBPqmMty2tpkDQ3EkWaAt4uGLKxfhdyvUBpzUB120RjxU+50YhonPqfDA3jE+dEk7/+fR42iGxcvV6oZlcXF3xLYqMsDrVHj+5CxPHovicch4HDICsHcwRragcdWyWl48FcXrlKnyqixpDOBSZKKZIsmcxr8/28/JyTSqLPC/3reKfNnkvp0jJHJlLKC7zscfXt3ND7cPUxdwct/OERrDbta3h3n80CQjsRx+l8KdF7XyB5d3kMyXWdoY5H88dJT2ai+TiQJ7h+LUBZwLJeRuVeLZ4zPUh9zkijq7BubY3FPDZYuquXZZHS/X5T93fJoPX9rOA3tGyZcMmqrcuB32xEeyoPHkkSn+001L6J/OMDibIeRRaQ57KJR1vrZrlExRo7vWS0N7mGxR58F9Y7ZS+mUd7DjuZ33HbTgsmWMDRSzL4k9uWIzfKVPSTY6MJ1nfEeaFU1H0eVE/w7QwLBNVVmiJnBHQcqgSK5qq8TlylHSTVKGMYZocGU3QN5Xm0HCCz19/KV7FzbeOfpN2Xxe3NH8cf6HAxFySlbVOqoIaspKj1ddGbyCCLNkq8CHPmaypYRkUtBL5soZu6jgUkXi5APPhcckooEhuIj6FtJZgJj+LT/URcoQ5Mpojr+cZmYnQW9XD8diphe0WygaKaiILIg2eJm5sv5HZwiwRVzXLq1egCApPjzxJXs8viHaJookoCOS0HMPZozSG24gVZLAMtixp5GTyAF3BbvoT/Qv2WkW9CNiiaItDi3EpduY9XogxnZ8mVUrhVbxEXNVEXBEU6fw9vNlyltn8DNFCFI/iodZdd1aP+WsRcUX46JKP84OT9xIv2roRAgIrIiu5vOmKinVWhQoVLpgLDqi3bt36JhxGhbcbSZIIBoNIv0a4qMIbQ2W831oq4/36CLhVblrVyPqOKnIlHYciUeN3oMoXNm6SVCYYFJAkDXhjyicLZf28Pd6r20J8/dl+fM6zA/6ybvKTnaPcfWUX9+3sRxBgXXsVjWEP339pBEUWcKvygvqzacFPd43SUe0l6FGZTRf4yhOnGEuc6accnM3SWePlM1u6zxtUB9wqFlnKuoksCWRLOvGcnRX2OCQUSWRkLsctaxtZ115FQ8hFYH6iYmXL2WWokiRyRW8tX/rlSVrCHv7qtmX8eOcwp2ey+J0yN61uZFN3hLlMiVzZoLW+ju/unMSybCVzLKgPOREFgaG5HBt7qjk6luLqZbU0hd0k8xrJfJlFDX5kUUDELjWvDTqZiBd4YM8oqYI2nw0XGI5muWfrAB++pJ26oBOvQ6Y64OSbzw2QL+mYJqTyOj/aPsz1K+p59/oWfr53nCqvg0u6Izx/YpaiZuBWJcq6iWFaxHO2gvTYXI6msJuxeJ77d4/SWeulyutAAJqq3FjAqak0N6xsQJFEippBoaTz5OEpbl3XSG+Dn3tfHKKkGdQGnAxFc+wZjHPrmkZOTKSoCTg5OXVG1E3TTVIFDUUW2bKsnt0DMUbnclT5HFzcFWEslmdZc4COWh8NITddtT4mEgVGY3mKmoFuQsZQ+OSVPRwYjtMW8eJUJcZiOb7/0hDHJtJMxPMIAmzqqeYTV3TyxOEpdMvi53umWNJbpM3byTLX7fzXB/ZhWQIe2cPewRxNwSB3bKrmG0e/xseWfgxLUhCkekqGrU5tWRYOwU17oJOTiVPkywWq3EEEwUCeV63vrepl59QuMnocwzQoGUUM05wX/hIwLZPDIzlu33gjsWKMmdwcICAKIk5Z5aaOG/n6ka/hUbzc2vkunhz+JS9ObONjSz/BSGYYC7snXRZlcnqKiD/MXLrEcGYQn6cJr+qlvVaktSnFk+O7ubXrNjyKh6JRQhYVLCxEQSTiqmZD/UWIgshIeoRvHfkGJ+LH7etfkNhQfxHXtV5Pd6jnnHt4rDDHgdkDmJZJQS/glJ30J/pZFllOd6j7195P2oMdfG7VF4jmoxSNEkFHgGpXDS7l7a3E+V2h8ptZocKFUTGYqwCALMsEg8G3+zDeMVTG+62lMt6vH1EUqFso7zaBWSAPuIEa7GLj1yIPnECWf0EwOAfUAjcBi4Df7kHVrco4ZFuwCuwsoWmaaIZFoWxSG5AIe1WyRZ3y/GsmE3kGZ7M4VYmrltTy+OFJ8mWD2UwRSRCI+Bz4XcpCUD2RyDOdKnB0PMl0qsj6rgh1sRx7B+MLvcQDs1lOTKZfU/G8WDbJljQM8+zluZJBtU/GrUp4nTK1QScWkC1qeJ3nz8B11nq5cWUDjx+aJORR+dPrF5MrG5QNk+2nZjkwkuCFk7N84soeVFkkr9njIgq2f3imoKObJlVeBy5V4v0bW3EpEj/YPmT3bwOWCbUBB1+4bhFbj88QcKs8fXQahyLhVu1SZwsLzYC5bJmgV0EzLJyKxDefGyCaKeJ1yIS9KolcmaJm8OyxGXobAzRVufir25aSKWjsHowR9qjkywb6KwbHsGAuU6KjxsNYPI8FnJ7JcnomS3PYxRVLaplJFRmdyxFNl1jVGiJb0hgp6lyzop6Oah/dtT4eOTCJYVrMpou4VBlVFhEEgZJugGWxsiVEa8SDAEQzJXaenkMWRf73w0fQDHvMhqJZW6H92kU8eWSK29Y2E/KoOGSR917USjxXYmg2S7XPyaIGPztPz9E/k+GSnhr8LoWvP9vPWLyAbphIkq0ivrN/Dp9TprcxQN90hv6ZFBuW1nFZ3W18+bGReV9ti9R8+bGQhCcPOQg3VnMqcZJT8ZNc3nQlR2NH6U+coqSXuLh+E92hTp4eFZEl0AwNWZQp6SUavI04ZQex4gwlwy7XjriqeXLkCfyKn5taruTwcImybvLwrhxbVnwE0ZFgJj9Ja7CG9qoavn3km8wV5pgrzHHfqR/zkSUf5cHTDyAJIn41gDAffINtN2URI+zz0RaqprMhzBW9NQhKiu+f+nc0U+OJ4Sf45PK72T+7n8PRg/jVAKtr1nBL+3soF7w8Pz7JXCnO8sDlZMpZxrOjGJbBjsntuCQXATVIk79p4R6umzrDqWGeHHmCodTgwrXU5m8j6AgQcASocdf82ntKyBkm5Az/2te9E6n8ZlaocGH8xgH1sWPHGBkZoVgsnrPujjvu+K0OqsJbj2malEolHA4Hovjbe7O+PrLYD+fuX/fC/3C8PeP9zuX1jrde1klNZpg8Mk0hWaSmJ0KkI4y3+lxf1N8lStkSpWwZURJxhVxI5+kDvnDiwJPAs0AB+3t6NbAFON9DqA5sBX6EaQqUSk4cjlOI4ingo8CV/Opg/FdTG3ByRW8tTxyeoqAZJLIlNMP2eP745R14VJliSach6CLglHnqxCxHJ1JkSzrvWd/MV56y+33XtUnzWTpbCVuRRTwOGcuyKJR1Tk6meWDPGNOpAmXdZGN3hC3L6nj66BmbnRf7ZtnYVYXyqsx9pqBxZDTBJd3V7B9O4FDs9YZpki7o+N0Kq1pDCAI8un+CY+MpHIrIVUtqWdUWJviqsnqvU+Hm1Y2sbQ9zcjLNWKJAe7WHI2NJvC6Fjhovh0YS7Oib4eObW6nzq5QN+73Zko6mm+imhSJp6IZJIlPm+FSKgdncgvicItk15N/dNsSWpbXMZkqcmExRLBvUBFy4VJmSZoAAEa8Dw4R/e7aPOy9qYTZt//5n5icxfE6FomZQ0k0mEgWePzHD2rYwt69roqvWx9PHphGwLaVEwVY2t0yT1mrPvMr3GVyKxO3rmvmXJ/sYi+VIFzRuXt3IU0emODRqe1wH3SrZosbnrulhWWOAnQNzFMq2+nltwEksU2JZU4Brl9ez7VSURw9MYJgWLVUePnxJOztPR9Hmy7hNCwQLAi6FR/ZP8LHLOphI5Dg5maKsm7hUid6AH0USOTGR5PDwLEVTxMIO2qeSOmPxM9UMwsK/4IWTs9x9VTd90xlEQBYlYilhYd9nJOft/98zNMtnF68jWRrm0sbNfPf4d9DMMg7JQbwYx6N6uPf4d/nMys+yb3ovJ+InqJYjtPhbaPO389zYMzgkBwICq2vW2EGnBQFnEI83y5beJnacTlAoGzyyO4Eqi3TV9bKmp5Mav4PPr/kjovlZNFMnW86we2onVzVvocHbwKWNl3I8fgzTMhEs26KtbJQxrRQranv5ztF/QBBEVEnliuYrqXJFCDlC7J/dh4jAe7rvZEnVUvxSHQ/vn2LbyWHyeoGp7CROReauze/HKT7EeG4EC4sdk9tZX7eBBm/Dwj18rjDHz08/cFYwDTCcHuapkado9Da9roC6wmtTeUapUOHCuOCAemBggPe85z0cPnwYsNVGX4kgCBiG8cYcXYW3DE3TmJmZob6+HofjzVa4nAb2AjuwHyQuA1ZhZ7/eGby1413h9Yy3rhmM7Jng4APHFsx0xw5M4Q452fSJdQQafvfsQ3TNINof4/gv+0iOp5FUiZY1DXRf2YHvPJMAhm6Sm8tRTJeQVAlvxI3De77xKAEPAM+/YlkeeBjIAR8EXt1TPQP8HABNU5iZqaO2dgxFKgE/AWExstL4Kz9PoaQzlSoylynhVOze0dqAndmWJZHrV9RTKBvct2uEsmEScMm0Rjx89YlTZFJFStkylmlRE3LxhRsWs6beS3XYxd6hOENRW6lZkWwhJeYtlFJ5W3RKN0xaqrwMRs9WdN7RP0dbxEO1z2ErTPPajluWBbPpIu/e0EKubLB7IDa/T4HF9X4+elkHqiTy94+dWAho17aFSOY1vvP8AB6nwsbuKvwulfx8D3u1z0lnrY/OWlsBOZYpEfKo7B2McWw8RY3fwbrWCCPjkyyu8/LMyZhtDSUKC1ZP1T4HLkXGV63wjecHME1r4TPohsXc/Od6z0XNHBlPEfE5GIvlmU0X8Tll20/ZtFjTHubJw1PIkmD3h8u2N7Rp2SX2AbeAV5KZy5SQRYHpRIE9ZoxrVtRz1dI6dp2eQ563xdINE6ci0lbtI+C2FcqP16SYTRepD7h41/rmhR5ulypT7XMQdKv8bM8Y8nwVRTxbIl82+M62QT56WQd7h2LzHt4WsawtbPbxKzr4+0dPEE2fmfwfjub41vOnec+GFp45PoMkCNy2tokqn4N0XqPKq1LlVRmby/PQ/nGOT6TR5tXgb1ndSE+tByEfZ7LoQHUo+F0Kg7NnrhvHqya0Srq5UOGwqD6EKCcolB0vu2Gf8e6eX6KbJlgijZ4GJrOTJEsJfKqfRNEWrvMoHm7suImnhp/AKbvY0rKFFn8rTsnJz/p/hiTKuGUPn1x+OyIiJ+eG+ED7/8PwNJwccLC+I8wli2p5+MAgsXyOla0uuutFDDFGvODkdKKfg9EDVDkjrKtbR72nHofsIOQMs6RqGTe338Jjw7/AnBe5UyWV9y/6IPtn9pLTczgkJ7HiHA+e/jmNvkYWh3pJlVKYlsmPTv2Q/7Hpf3FoNM3zJ2cB5kXMoKjpfOf5Yb544y38IPOPKKJKg7cBh+Q46x6eKqU4lTh53u9gf7KP3CtE0Cr8ZlSeUSpUuDAuOKC+++67mZ6e5ktf+hK9vb2o6tsrVFPh941p4B+BV9rZ3Au8BHwe+PWCIhUqvBlkZ3McevD4mafbefKJIsefPM36D65E/hUqz28Hc6dj7LhnH9Z84GSUDYZ2jpEYTbLxE+twh86UWRczJSaPzZKdyWJoBnNDcURBYPV7lxNuCb5qy1PAi+fdp2WeIBNNkJo0KOfK+Ot8+Gq9OH1zgB20WBYYmkluLo9EAchimcNoJQc1XVUI5/GIjmdL/Gz3GNv7owunIOBS+NRVXSxtDCAIAj6XQsSvcvdVXRiGRUPIxXe3DZJLFcmninY4IgjMJgp8Z+sAn7+ik52jyYVgGmyBq49d1sE9zw8gCAK6Ydv4eFSZK5fU8vO9Y4iigNehENftQHPriVmuWV5PdD4AuLSn5pzsNIDPJXP18nr+10NHWddRxZ/esJhsScelSMSyJRRJ4LFD48SzdsntJT3VpIs6X/rlSQTgqqW17B0UePTABAICsiTQXOXmY5d10tvgJ5XX+O4LgxwcSSwEuTPpIoNTKT6wJsDiBhdZDfYNxW3vZaCr1st7NrRgmiaGINr93fPj/8pLPZXXME2Ll/qi3LKmkXtfHELTTWRRxLR0Am6VhqCLXf1zzGXKHB9PsbI1zP6hOKIAoiRiWuBWJRpDbprCLj5+RSezqSKDM1kWN/j4L+9axvdfGubwWAKnIrGuo4oVzUFCHpW6gJP1HVXMpArEcmXGYjmOjCWZy5QoGyY3rWxg28lZpHnrsLJuoun2J8iVDYZms/Q2Bjgyb5lV1g0sy2I8lkcWBQIulaJuoIgiqiKiGRZbT8xyVW8NixqCPLh3jLF4fv4agt7GALesbmQ8Zi8TBbsn/rFDk9y0ooaIT2WyCO9e34zDUcLlsOZLryUUWSToVknmbc93hywiAi5V4n0Xt+HyBDHLCRAEJFFCN+1e8tC8R3NbVYCykMSlhNkzswd4WYjOwKf68Kpe/m3P12x/aEFk++R2FElmdfVaVtWsojPQyfapl3hq5Ekuq78Od+4yvr1zgpJewu+SCDi9hL0Kly2uwZQSnMjs4P6h44hDErd03sovhx+jPdCBz+HjXw78M5qh4VP91LpreU/Pe7ml4zYuqr+Y0cwoAgLNvmYeG3yUXTO7CTmCbGq4FFVSSRYTNPtbEAWB2EwMRVS4s+d9iJaHp45OLFx7sighCAICIiVDo2+izA1tNxJ0hpjMTjCQHEDFgWjaExWaUUYSJAzr/MmbVyd6KlSoUOHN5oID6t27d/ONb3yD97///W/G8VT4D88ezg6mX2YQOMHbE1Bb2H2iBcDJr+8TrfAfkfhIEss4/4PY1LEZ8okC/tq3ztrl11HKlTn+RP9CMP1KkpMZEuOphYDasixiQwlObx1k5tQcsirRvKaBcGuQ3d87yKWfWY838sqMdgo492HVMmuZPvkudn9/J3rxTN9vTXcVmz7hQpqfXzU1g1K2hCmbSPO/MlrJYse39nLZ5y4+J4C3LIsXT0V5qT961vJUQeOrT/XxX961jMaQm3xZZ2d/jJFYjplUkU9c3slkLE85Ywer8wkzBAFGZzJkZZHDw3Gaa3xIgkDYqzKZLLJnMMYXr1vEyFyOQtngkp5qFEngxztHsYAljX7aq72UdZOxWI4DIwlc8+XbXTVeehvPX60gCAKaYXLpohrKusnP54M007RwqTJzmSJuVWYyUcAhi9QHXXz1qT4EQcCtSiyuD/DlJ05hWBZhj0pRs22g/unxk/yX25eRzNlZ17lsyRYCs2wP4rDLFjsbyZYJuVX+5IbF5OYD+elUkf0jcWr8TpY2BXHI4nnF3cDCoUjEMiWi6RI3r2rkuePTKLKI16Hgdcj0Nvh5xi1zSU81tQEnjWE3K1uCPLx/gtmUrZAdy5T44vWLEIB7nh8gU9Sp9jmo8Tm5YXUDHTUe1raH0QyTgyNx/vWpWS7qqiKZ09h5eo7lLUHaIx7qAi7U+WMVEHA7ZOK5MrphW3BhvaxpDbmSTrZksHlxDX1TaURBQBTgupX19ljP+25blrVQRSAKAkOzWW5a1cPD+8bt/m3L3qIkiMSzZX7w0jBbltXx0L5xZFHAMO1S+j2DMd69zM+6pRFk/wRfOfgLun0rcbsdTCbKBB0B/C4FhyKSKehcuaQWn1vhr25bRmPIhSD4kfBw3RKTF/rGEQQRRVTIaTlMU+O9F/XiD8Q4OncE3yu8mQUE1tWu5+HTD+OQHRjaGc94y4L9s/vY1LCJrJblmdGnkUUZUavjx3uPYVoWTUEft69axsP7JonlSlyzvIquJp0u3zJ6w0sYywyzZ3o3K6pX0RHo4J6j37J7pQWBuUKUeCnO1w59hT9e82csjSxjaWQZJ+MnORk/QV4vcEXjFYRcIbZPvMRsIUqLr5klVUvZOb2DvTN7EAWR08nTBMQmErkzx66ICg7JSVG3ryFdc6NbOvcc/SY+1YdlWdQ6atkSvIbq2mqCzhBBR4hY8VzVf4fkIOh8bZ/pNxPd1IkVYmimhkdxV/qzK1R4B3HBAXV1dTWBwLmWKxUq/Hqy2GXer8U2YBNvrVZeArvv80ns43MDVwHXcP4+0Qr/UdFL+muuswy71/N3iXKuTHL8XB/Vl4kPJ2lcXgdAbCjBs//0EuVsef69cOqZAULNATo3t5EcT70qoD6/4FZm9np233sEvXT2xNdsf4z4eAeR9gCQolzQzlovSrUkxxwYWpqRPeOEmgIIokApWyI7lycrwBMHJrBM65zsdaFsMDCTpTHkxiFL+F0KxXlhK900ESzLFigDHE4ZxaNizW9DEwVmk0UuX1pHY8jFRKKAblokc2UODCfoqPHw6au6WdseZv9wAsO0uH1dE9v75/j6s/2UdYuuWi8fvqQdWRL42GUdLGsMEPGdOz4lzWA8nmf/cJwdp+cQLFjTHuamVY38dM8olgUjsTwXd0YwLYvFjQGOjCXmM8kWa9qrefb4jD1e89lQr0MmmS/jVCUOjyaRBDuTnClovJyEM4FsUWc8nufiJV38ePc4J6fS1AddrGgJEfKorGwN8tUnTtESdnNxV4Tt/VFefTVf2VtLNF3C45DJFTWuWlrL9SvrGZy1VctzJZ2tJ2b44KZ2vvfCECen0kiiwOIGP5+5qovxeJ6QR0UzLB49MEEyV+Zz1/SQzJWpC7jIFHUGpjP01Pv46lP9WJadsX1ZlfsDG9tIFco8sn+cuUyZprCLjd0R1rSbPLR3nIl4no4aL3OZEoZlIUt2ptqaL91vqXLTEHTyN+9ewWy6hFuVWNLoZ0d/bOEzCoJAUTNwKhJzmRLLmgN4HDKHxpIL4ylLAmGPimaYTCSKvGtd0/x77XWWZW+nJuBE9cS498S9CILF/vILvHfT++ifEFBVHUVwc3rSojns5va1jZTEOKcS29kejdHqb6U90MEnL1vC8sYanj02QzJfZEVThGtXVDNt7OPRwW1YWFzTeh3bJ19CERVEQaTe28DTo09R5axCFiQy5YxtpSYIuGQXZUujw9NBd7AHn+rjwFAWc/7DfWTjSr67bZBkMc1dlzdxPPs0246fQDd1qv0O3KrEzZ230hXs5jvH7sG0TJKlhG1H5YqQKCUYTg+zY2o7LtlFVssQL8Soclbx4d6PsGdmDw+d/jmCIBBwBMhoWf5p/z9yW9ftdAQ6SJaSeBQ3g9kT1AR7GY3a9wlJlKlyVRHNR9FNja5aD4+Ov4BX8aKKKlktS1EvcSJ+nI5sB52RLjY1XMILE8+TLmcw5zPVLtnNFc1X0Oj51a0lbwZzhTmeHX2G/TN7KZtlgo4Q17Rex8rqlbiVd55OTIUK7zQuOHL57Gc/yze+8Q1uuOGGN+N4KrxNCIKALMsL3pJv4p5+xbq3upxWBx6f/3uZPPAodobuLl4rsPhteevGuwK8vvEOtwZfc12wKYDT97vVRyZIAopLppzTzrve4bPTxYZm0P/80EIw/UoSYyncIScgMLx7DBAINvrxVtchqy3A6Cte7SIxpqKXRM7303Hg/lm2/OlHEaR/xSjnEIUylmFgiiqG/mFOv2AH//HhJFpJJ58ocOD+o8RHkjTdvIjx4QQOj4rT70B8VQ9qNGOXkjsUiWuW1bH1hB14yqKIMm8VpLgUcCvM5Mq2tZAiYmGhOmWmk3nuuqyDf3u6n7lsaX5bIus7IxwdT9ke0CEXVy+t5bvbhphKFRaynAOzWX60Y5i/um0ZS5uC5x3rXEnjxESKLz/RRyxbIpYtIwATyQItVW5uXdPET3aOoIgCVV4Vw7TL2VMFbaHsutrv4PhEcl5EbL7HWxCQJRHdsDgylmRVS5D3b2wlli3xwJ6xM4rnFiTzBl11Pt6zoQVVFjk0muCBPWPIkkCN38kdF7WimRbddT7cqsS2U7MUNROnLHLFklo2dkfQDJP/dsdynjo6xU92jqKbFpf0VGOZJj/YPsIXru3hG8+dZjZdWvjsx8ZT9E9n+N/vXcnD+yfon8nQWuVmy9I6+qYyjM7lqA+56Kz1MZMuclFXhI1dVYzM5RAEgUxRp7nKzfMnZ/nxjhEiPgceh8xMqsgzx2a4qLOKi7qq2DMY4wvXLmL/cByPKtsTEZbdKx5wK6zvqOKH24fZMd8yUO13Uu1zcPdVXYiwMIFQ0gzKuonHKbOmLYwiC3gddp+4KokEPSqWBeV5JXLtVXLtTsUu6S6bJo+cfIzZbAG/SyHoq0Jypij6DnEiOYpLdrNpxSY2NlzEVKGf75/4HrqpY1kW2ydfJKgG+dCSu3CHJ7n+YgdBNUKdP4hLlZkc023VbqPEdG6Kjyz5KM+OPEPQEaTWVUPEGSGvF1AllVpPLSBgWSaKqOCR3UiixIeX3MX2iZc4WbZVxDe1NzGbzjGRmWFtW4Sh4i4OzBwGAWRBIl3QKVlZnhj6JbVLa5nNz1Lvqef27tsZS48RL8XpCS0i7KxiJD3MbGGWscwYz448xZbWqykaRXZP7yTkDJPTchimTkbPIwkSz448w7t73sOTw79EFmX6Uoe5esl6vv98nJefCSRBxC27qPXX4vNnkOYkREskq9ntGiYmOjr7Z/fRW7OELS1XAxa7pndhWSYOycGGuou4ru16HPJbe6/OlDL85NSPGEieXliWLCW4v+/HWJhsarjkLT2eN4LKM0qFChfGBQfUf/7nf86f/dmfsXbtWm644QbC4bOzeIIg8Cd/8idv2AFWeGtQVZWmpqY3eS9e4FLgh6+x/jLe2uz0FPDMa6zbDlwLtL0pe35rxrvCy7ye8fbVemlaWc/4obNbEgRJYOkNPWeJd5VyZcrZMoIs4Am5z9sT/GbjCblp29BE33ND56wTJIHqrirA7p2Ono4hiALWfBDycjqu7eJm4sMphnYeAUBWJURVYun1PXRs+hyK6x+Al8uwnRTTJhDhfJNfmZks+dRKXIG/xOnaTkvrKKa+nlx8Mdv+bRqjaKC4FFxBJ1pBY8+9B0jP2OJBRrJIXdjFdLwAIrgDTjslOE9z+EyGZ1GDn3eta+L+naPsHYpx8eJqnksXUbyqXXaM/dbrVzSw4+g0G7sjeF0KP9o+xM2rG/A6FUzLQhFFTk2nGYrm8LsUplJ5ljQESeTKmKaFgYVblanyqiiSyGOHJumo8eJSz75H6YbJdKLA8YkUsWwZdX4ywMK2sBqK2mXlNT4HGzojeJwyTWEXQ7MZLllUsyBcVtQMIl4nc5kypmX3YztkW0BtNlXEIYs8cWSKnadjdNZ4+fSWbr76VB+GaVE0BMI19aRLJitbgnzjuQEGZrOUNIO5jM5UssixiRT/7y1LCHlUTkym+OQVXciSQEkzKGomtQEnfVMZvv7MaSxsIS0BW418TVuI917cwljc9mIOuhX8Lhe6YWJaFpIo8OC+cfv81NvezV99sg+fSyFd0Dg4msDjkPmDyzt58vAkt69vYWA2izmfnQ95VP7tmX6q/U4SObu/3LLA7ZDYNxTnk1d2cmoqw77BGH9zx3Ie3DvO8FwOSYANnRE+elkHmUKZhpCLrjof2aJu24iVDR4/NMkHL2njJztHbHssUSBf1tmytI5lTUGyBR2fUwbBFnEr6aZtuQW4ZGnhfM5/s/C7FLrrQ+huJwNDY5RNg7IG7+q+mG8fvYeiYU/+eBUv2yaf5nTqBN2hHkpGmbJRIlPOIgA5Lc/3jn+HDn8HR2K2yKsqqXxs6Sd4V+ftbG68jLJRwiW78Kl+VtesJl5IMJIepj3Qwd6ZPeT1HLWuWi5tupSAGsDEot7TwNcO/yubGy/DtAyuWtzOyAxct6KJJ49OAhYbunzcN7hv4VMZloFkysiCQt7IY5gGd/XehWbp/PDE90mVUwsWXD7Fx2dXfo4D0/tYVbOGDy25i8PRQ0QLUTbWb6JklHlp4kWKRhHTsr2vM1oaCwtFsttEykaZGEf47NVX8tPdo0TTJWRBorcxyLvW1fLg2NdJl8+uvpFkiag8S8AIMJIe5ttHv0WNu5abO24GC6pcEXpCiwg6g+fcm95sZgozZwXTr+Sp4SdYHOol7Pr9qnirPKNUqHBhXHD0smvXLr773e8Sj8c5cODAOesrAXWFX80abAGykVctXzz/91aSAs7N2tkYQPKtO5QKbzsOj8ry2xYTbgsy+NII5bxGqCXIoqs6FrLXelln7nSc40/0kxhPoboU2i5qomNTK56qt7asTxAF2je2Eh9JMjeYOLNcElj73uX46+x+b1EUUFwKDp+DQqKIaZgIAkgOmUh7mIMPHEP1KBSSRWSHjDvs4ugvThFsWk/tor8ExoEYUE2gIQIcPO/xLLm+DnfgBNlomejARiYOdZKJFnB6C/Re3cWRR05h6iadl7SSjeYXgmmAxMEJbrqsjW9tHaSc1XB6VFprfXgcMqZl0V59pnfd61S4fHEtDUE38VyJzlovrVUefrxjGAvb2unaFfWgGeyYzHCR38nyiIdYVuNHO0YQBDsjGXAr89lfk2imhFOR2D04hyKJCx7TlmULSgnz/baZor4QUGeLGqdnMjx7bIaJRJ76gIuPX97BQ/vGqPY5iGVLvNyqfGQsya1rmtBNkx9uH+ajm9uJZct4nTKLGnyk8xonxtNcs7yOYxMpZNE+RtOyiGdLOGSJ5io3uwZiBNwKA7NZDgzHWdceZtdAjIaQixXNQQRB4OBIkv3DcRyyRFEzbUVzAAsePTBJV62HZU1BqnwOUvky3XV+NN1g6/EZBqM5EnkNbV6o7eUe7X3Dcf7qtqX8cLt937ZtqexgM5op2eJlUpYtS2qpDbr48hOnMAFVFqnyOhayvXuHYly/sp7/74HDlHWLTFFDkUX++l3LERDIl3SKmv1aAdu7u1AuYJrwd+9byVymhMcpc/eWLmKZEn6ngiDC/TuH2T0Yx+9WuGpJLcWywc7TMZyKxKmpDJf31vLXty9neM6233IqIjPJIl9+4hQrWoJc3F3NQ/vG8DgUVEnE4RRxyCJX9NaSKWgsaQxQ0k3yJZ1lTQGaq1yMxtP4HB5ihQQrahezY3IHBb2wkNGTRPs6OZ08TXeoB83QmCvYPb8+xUesOEc0P8vG+k0LAXXZKPPTvvv4/KovnmP71OxrIVVKsW18K1e3XstweoiIq5rVNWv45fDjJIpxAo4g+2f2cX3bDaiiA8tngTbJlhVeQsEyy5siqJKTprCP4FSAufwc1nwnuiKJKCJYlslA6jRu2c2PTv2QvJbH7wggCzI5PbfQn725cTOx4hxfPfQvlI0yVc4q5opzNPuauaHjRh4bfBTdclE2yoiCiEt2IotnHjkbfXVc1Bihp9ZHIl9GEkUEOcNTow9T465hMDWw8Fq37EYR7WB8UWgxPz71IzJahkwqw0DqTCB7S+dtXNl81XnvT28mM7np11yXKqfI6TnClRayChX+Q3PBAfXnP/95IpEI99xzT0Xl+z8Q5XKZ6elp6urq3uRzWgt8ETiKrSIsYWeme4GqN3G/58OJXfZtYj++yZxdkv7mlHvDWzneFeD1j7c76KL78naaVtVj6iaqV0FxnBHfivbH2H7PvgV55HJeo++5IeIjKTbctQqX/9dfM6VsiWw0RylXRnWreKs9v3E5uTfiZsNHVpOezhIbTuDwqlS1hfDVeJDmVahdQRdtG5rIzubQSzqljD2J1LC0hrEDkzi8KrlYAQS7j1wv6qgelaHto1R3rUaUIgv7C9QXCTb6SU6cnT1qWhOg89KDFDNu9t0nMDcygBXwkj1dwCpJjB+aYv2HVmFZFuHWIBOH7QdQy9Ap57Nkp9PUhS0+cHETJ2dybFlUQ+pUDDOdoX1pLWq2DK8Y28awi10Dc+RyeeREgl6vi/df3ASCRK6kc3g4wWy2jDyf4WyNuLlmWR17h+L2N10SFgIfzbBor/awZzBG2OugoOm8sgXc55KRAI9DRpkPTovzmc9fHJzEMC2S+TL7hxKossBnr+7hX5/qo2q+osECavwOkvkSvY12RvRne8bYvKiG3adjfPTSdo5NpDk8kqDK6+Dz13Tz+KEpYlk7yA+6VT50SRsvnpolV9JRRJFqv4OjY0k+e00PS5sCuCSLqclx4pkQUymNombgVu2A/GW1b4DjEylWt4U5PJpgOpXHoyqYJoQ8Cmvbq3h4/wRFze5Hta3F7KB6LlMmXdCp8TuQBAGXKpEp6pQ0A7cqkdRNgm6VRL6M16VgWaBKIuJ8dh3sqoGTk2nWtIXRTTuAcyoSPpfCXLaELAlki2cG/uVKA0EQKJR1hqI5xmI5tp6YZVNPNU5ZRJZEvvfCEDUBJ+mCRqqg8d0XhrhhZQNNVS4m4rYg2ehcjk3d1QTdKjOpIrsG5hiYzXDjqgYkUSBfMnj/xa0cGElQ1k28ToVrltWxvkdmMH0awgOEHFUsDi/hhWM5frBzL2tq3GzovohHhh+lI9jMcxO/xK/6bQVyo4RTevn8mwwkB/CpXqKF2fmxEBasomwPZ9MW/wLixRixYuy8mdbd07vQTI37+37CTe03U+up46sH/gVBFKhyVmFYJqcSJ5nNz/K5VV/gG4f/nZs6biLlGOBgtIb2+m5OFnfw0qzJVR1rcAgefn7ySQp6kYBbRZYNZvOzhJ1ViIKIMP9PqpSkyllFySgRcAQ4MneYd/e8h/+9639RMkpIgoRu6ciCzFhmjKNzR+jwdzCaHaNslGjwNJAqnblnVLtqWRSyJ9BDXgehheofD9dJNzCdm+Ho3BFKRhmf6sUpOXGg0mQ2E1EjzOZnzhkbgBfGt7GqejWht1iUzKv4XnOdLMoLkwG/T1SeUSpUuDAuOKA+duwYP/7xj7n11lvfjOOp8DZhWRamab5FdhM12MJfl2IHsG/Hj00GW5DMDxybPw4fEMD+WjRgB/9vDm/teFe40PF2Bc4NjIuZEsce7zvHVgtgbjBOejr7awPq9EyW/fcdITZ0JqMcag6w9v0rCNS/9kPZrztWV8BJ7aLIa76meU0j44emyScKeGs8WIaJt9pDfCxJKVfG0A0k2VbzLeXKKG6FfKqIoRuI0pmSV1fQyYaPrOL4E/1MHp7BNExcQScrbgkgO7cT7f8oc6cPgCIiOWW81SpmQcI0JeKjSXqu7Jgv+3ZhmQaFRBS9lAdgckcfTWWNO9f0cPAnRxEF2zaqbyzN0LZhLvnEWqra7SyP36Vy56pqpo/u4tTWR8kGqjni3MChwVmc/hCqN4gpQLGk2z7L6RI3rmqgfyZDoXy2evnG7ghTyQITiQIXd0XsO4FL4YaVDYQ8Krph4Xcr1PmduFWZ4WiWTEHjwb1jyJKIOG8k7HHIJPJlnj46zebFNfzi4OSCBVN7tRfDNKn2OfjM1d3c++IQTkVi71CM3qYAiihwzfJ6frxjmKBH5V1rm3A7ZKp8KomsLdR1YjKDZphU+Rxki5qdPQZeOhVlRZOPBq/K84MxupuqsCzIl3V8LoVUvrwguOVxyoDdF903nWFNe5jxeJ7xRIH1Ha6zxuWVU4umZZEr6SxpCvLM0Rl8LoXJRB5z/nP7XQqX91bz8N4J6oMunIrdizwRzy9k6d2qRL5koBkWDllElUUMy2QuU2JkLkfY6yCR0xb8uUXBrq5oi3jon8nicUgMR3N84ooOYlmNlio3k4kCd6xvYsfpOZyqtHBunzwyxReu7SFfnGHLsnpq/E529s8Sz2n82zP9OBQJSRTYP5Sg2u/gj65bTH3QyZ0XtVIoG7hUiZI4y7eO/iuZcmZhDJ4c+SVX1t9OS5WXVD5PS6mJ69u30FPVxrYpgbl8HFEQ8al+hHmnCFlUcEgqmqnPj6uAKIhIgkTEFaFkFDFM+3ummzqGZZDTcmTKmbMUvtOlFN3BHuo9DYxlxhjPjrM/uh8DA9MwKel2ebjde13kUPQg6+o2cDp5GofiYLYwzaNDD+OXq8glTI7FjuBRvNy95oOMZUeQRIvj8WPUexpwSE7S5RSGZRJyhjAtk6JRIuwMkyglkEWZgl6goNvfXUEQyGt5gs4g8WKc/TP7+MDiDzFdmKbN1857Ft3J1rHnqHJWsbpmLevq1lPtPr+jR5OvmTp3PX950X/l6dEnGUieRhIkVoRWslRdznhm7DXvc+lyCs08v6bEm0m9tx637CY/Px6vZEVkJVXOtzpZ8NtTeUapUOHCuOCAuqWlpfIFq/AG8XbNeprA88CDwLuwS7sngDR2xnoR8Gng7bHeqPC7SSlbJjWZec318ZEktT2vHdSWCxqHfn78rGAabGGw/fcdYdMn1p7Vp/1G4o24WX3HEuoWV5MYTyEIUNdbjambTB2dPfvFlv1X3RlGVs/9ifDVeFn3/hXkrslj6CYOr4orsBVoYOp46kwkZmkIQgpJscCoZ2T3GEuu7bK3UevBE3aQmcqjehw0r2nHGfAQbqth9/cPYWlZlEDVmSxyXuPQgye45O71KC6FkViO7cfGOTUIDV3vYk2Dk2skFwcHZsgn4wiKg2RZIl/WkUWRkMfBP//yFHdf1cW+4Tj90xlCboUbVzXikEWOTaS5bkU94/E8n7qyC4ci8tPdY2SL+kJgv6YtRFEz+Pm+MRbXB5hIFPE4JEIeFa9TpqybhD0qY7Ec79/YwlA0SzRTYkNHFRu7qjAsbIssUeDqZXWEPAr/9fbl5Es645rJPz5+EpcikSpofGW0j5JusqzRz02rG7l6eT3RTJmibgeMQbdKjd9Jtd/JnRe14JRMUvEosVyZ62u8gDUfGEJd0EW6oGEYFjetaqAh6EI3TdyqxJceP7mgAD2TKrCuI8yewTjZoo5u2krapmn3SIe9DgZnMvw/tyzhX5/uWxBty5d07ryohZawh3df1ExnjY8a/zTTqSKvdOeSRNtTeyKeo6AZ6KaFJIg0V7mp8qpc3tvJt54boH86Q0EzEEWBKq+DW9c08e/PnuYPr+5mPJ7n9ExuIVsfz5apC7q486IWDo8kSBU1MkWN/ukMkiCytqOK72wbQBJF3ntxC994dgCPUyZT0BAEgYjPMe9HPcPdV3ahzlujFfQC9xx5hEw5g2mZaKaObmpYAjw/9Qi3r/sUuw6N8tSRaf7whqX8YugxVlav5JmxqF26rufQzDIRVzWKKLOqZjXPj29FEET8ig/TMjEtk6tarubp0acpGUW8ipd4MY5LdjGaGeHJ4V9yR/e7aQu005/o46GBBzmdOE2iFKfZ18wHFn+I7x77NqJgB+Iu2YVm6ngVD6ZlMpQa5LKmy/j3w//GnT3v5TvHvo0oSGSNOE6Hh2pXDde0Xs3p9DEOzh7AwOSShktYXb2av9vzv3nvovehGWVieh637MYhOdFMDa/ipcoZwbRMgvPBtmHqZLUsmXKWsLMK3dSo9dTy7u476Qx2UeOuoTvYgyAI+FX/rxW6kiWZ7lA3Lb4WkqUkoiDgFjxEZ6KUpOJrvq/aVY1LevMqy37Vfj/cexf3nvguBb2wsLzJ18K1bdcv9I5XqFDhPy4XHFD/xV/8Bf/wD//Addddh9P51t+4KlT47ZkFfgGUgIeAmwEHdp9oGLvPu+NtO7oKv5uIkoikShjlc/2Zwe7B/lVkozlm+8/1TQU7GM/O5d+0gBpsFezh3WOEWoIEG/xs+9ddXHTXamRVQi8bCyJgiktBcSk0rW54zQdfSZHw170yo27rKEuqhCiJr7JkssCycHidqPNj5A66WPmuVkItTpw+PwMvjZKLzbHmvWGwRFB9lDQTRRYWeoATYyly8TzTgsB3t51mYHCYUj7HPgseOyDw5+9azR9sWcxPtg+RS6dw+iIEPS5uW9vEYwdt9en/+9gJ3ndxCz21PloiHn62Z4yjYwmSeTurdcvqJloiHn740jDpgkameCZbuu1UFFWW6K71LXyuXMnApRpkizqGaWFYFppmMp0s8sGNbfhdCj31fiRR4O8eOUZ6fntbT9iTGEG3wicu7+S+naPUBZxIosB0ssDLdugnpjJcvdzkl4en2Ly4hh9uH0YSBYJuhetW1vP3jx5nKlWkJaRSpxb50KZFHBlN8JFLO/jhS8PkSgZFzaAh5KI14qGlykNJNxBFkZ/tGcOyQDct6oNODo4keM+GFqYSBU5NZbBg3vMZPnZZByG3Qlk3qAs6+NMbFzMRL1DSTVyKxEt9Ue59aZgqr8r1K+q5bkU939o6eNZVIAjwng0tdn+1aWEIFtcur0OR7MmLJw5Pccf6Zm5c1bAQ8ObKOt/cOsCKliBTiTxLm4J87el+Am4Ft2oHv9OpAg/sGeUPr+7hwb3jtEe83LiykaYqF9/4aT9+l0pBs89RUTcoZg1q/U5SBQ1NN7Bk2DMU5V3rmvC6y2S1LCWjzECyH90ySJaSFPQ8pmVyScOldAa7mC0corFeZMPqNmYK4+wbP83da++kPdDBSHoYAM3UKBtl3tV1Oy2+Vm7rup1DsweYyE7Q5GvmI0s+ytMjTxItzCIJEqZlIgsyN7TfyNHoEWYLM9xz9Jt8dOnH+feDXydVLIIgIVgyc4UYh6OHqHXbatwexYtbdmNhktNyKKJClauKsqFR76mnL9FnnwNsr+SUEefdPXfw0777SGtpQo4wFiYvjG9j19Qubuq4hb3Te7mi+UqeHn2KvJ7Ho9gTNblyjps6bsa0TFKlJJqp2d7PjhBZLUOqlKTJ20yNq5bOUCeSYJ+n30QszCE7qJXtSrFSyRZFa/a1EHAESJVS57z+mtbr8DnO7xH/ZiIIAovCi/ni6j9hMjtBupyizlNPnaeegKNiM1uhwjuBCw6o9+/fz8TEBJ2dnVx55ZXnVfn+53/+5zfsACtUeOPJYHtOAxSxPaglbA/qAtAKdP8W29d5a9XKK7wVuMNOmlfXM7xr/Jx1oiQSbgv+yvdrBf285eIvU86/uaWK3hoPLWsbOb1tmGCDH1+tl+NP9LHhrtX0bx0kMZJClERqe6tZdXsvwcYzD6ZaUSc9k2H6eBS9oFHdEyHU5McZcFLOayjOLkTpxzSu8DP4koAoCQiCBIQwDQeqx0X3FZ24QmfKik1tGnfIw9FHTtniX14npaJOcjaHK+ggJ5iYQMTnwCFLmJZFJlfmubEELREvF3esZO/xYQ70TaBIEoeGo1zf5ea/XttI3PKQVKrwux3842MnKJRN/C6F8Xgew4TxRJ4H940Tz5UBAZ9ToaAZ3LdzhL+4dQmj8TyZor5Qsm1akM5rPH10iv908xJyRftcup0ShmGhSCKGaaBKIhu7IhimxfHJFHesawbsnm1ZEqn1O1neEsQ9X55c1AyyJZ3Ts1ncqkRRN7AAWRTQ59O7sUyZQlmnyqvwgTVVrK3S8ZNDsqb4xEVVfHnbDLIoUNJNnjs5Q0dtkBMTKT53bQ/TKTtbtqwpiCqLuFWJWLbET3aOohkW8vxkxUyqRFPYxYN7x/ngpjZmUkWOT6QIuBW66/yk8iUSuTKqIvOtrYMEXAotEQ+GaXHP8wOY5hlR9tqgi4BL5k9vXMzjh6ZI5sq0VXtY2x5GEKCoGwScKo3z18KPdowgCnbp+M/32uW8q1pCOBWRHadj3Ly6Ebdqi5/tGYoDUNZtuy+XKuFWZcZiBQ6OJBiZyzKbLrHt5Cx/dmMvK1tC7B9J4HPKFF8xEZYt6UR8MmktiVYq4pCdTGdneOTEt8loaa5tvZ5kKWUHqOUcFnB1y9Wkyim+dfQb1DnqaTbb2T+6g1p/De9bfh3PjD7J5c1XsLnxMgZSp3GIDtbWrmdl9QoEQaTJ08iiRYvoS/QxV4hyaPYga2rXopkG0cIsNa4abum8lSNzh5gt2D3CEVc1OyZ2MZ7MoBkWAhDxh8npKbaOPcf7F3+QY7Fj5LQsZaNExFVN0KFQ1Eusql7NSGYE33xGXBKkeQEyi45AJ8PpYRKlBBYWJaOIiUVJL86rcxuMZUaJuKv52NKPs39mP3k9R527nsubr+Bw9BCiINEbXsLx2DFKRomSUSLijJDTctzZcyeKKC8E028kVa4q/mDZp/h5/88YSQ9jYeFVvFzbdj2Lw71v+P5eL4IgUOupnbcxq1ChwjuNC37q/8pXvrLw3z/84bn2R5WA+vcTRVGoq6tDUd4JpUkqnOVMCraq98vlvK5z3vHr0bGVy1/E9u5tAzZhB+fnfs3eWeP99vNGjLckS/Rc2UFiLHVW6bcgCax53zJ81Z5f+X7VoyxYV52DAE7vm9sCIckSPVd14PCoDO0aY+mNi0hOpBjbN0n7xhY2fLgKV9CBpMrIDmleFQq0osbg9lGO/uLUwoTA6IEpllzfTS6WZ+bUHLWLvSy66lr8dYfpvLSDgZfG0aZchJt8LLnajys8jTs4QDGt4/C0oTi9uMLdHPnKo5TzJUTFQc4KgiohSALFdBlPxE28oBNNl6gNODHdCtsnUty/a9QuJTZ1blvTwPvr/XQoSaZ2PsixvVNIAvRc+z6OlyyGZA8FzSBZ0PA5FVzz/sWyKDIczeF329eDKAp2L7BTYTJZQMDOSoc9Khs6qwi4VWbTJV7qi+KQRZ7uj3Ldygb2D8eZThbQDQvmg8LVrWFkScAhS/zPh44RcClctriG913cwo6+KA/uHWMuU6Kn3seNKxsZnM3iVOye4tS8GpqFXWYtCoLdG1zSWRbUmNl1H0NPHieV1zBMi47Odv5iy6fYNquia14Ojqa5fEkDuwdjfP+lIeoCLj64qY2haIb1nRHG5nIMRrPkSjqisHCKbTXxXBm/U+aFU7N0VHvIl3UKmoHXKXP1sjr++ZenODmVxjAt6gIutvfP0Vbt5UOb2rj3xSF8TtsLOuRWmE4W8ThlIj6VhqCL6VSBLz9xisaQmy9cu4gXT0VZ2xbm+y8NoUoiAbdCOl8m4nciAIdHk3zx+kUossThsSTD0Sy3r2tmOmmX+0qigAWEPPZ5MS2LiUSBkNfBdMoW2Pr3Z/u5a3MH+4YTpPJlaoNn7uuWZVE2SwiIuGQ37ZEAe+ee51TiJNWuarJalogrQn+yHxBwSi6q3TU8Pvw4AgIGBuOMU9ZMDs8dpDvUhVtx88zoUzglF/XeevJ6jkQxjkux1f/X129g9/RuHh/+BYZp4pQdjGfHWBJeyqJwD4ligmw5u5BNBmj3t7Nr8jCiIBD0CAiCCYJBfr6sOFlMcFP7zTw29At0SyenZalz1/Pxpe+h3ttAX/wUXcEevKqHnVM77GtdEOkIdHAidhwTE7fspmyUkUQ74JZFmVPxU7T623DLLtKlNM2+ZlyyCwGBgl5g++R2MuU07130Phq9jeya2km2nKXWU8ftXXfgktzUvMGB5Svv4c2OZj65/G5ihTk0U8fv8BFxnb8nu8JvRuUZpUKFC+OCA2rTNH/9iyr83iGK4juohL8GWA4cOs+6IFD/G2zzAPBV7MAcoA94FvgcsO6cV7+zxvtCyWA/6vs4WxrpN+eNGm9fjZdNn1hHcjxNbCSB0+uguiuMr9aLpPzqbIyvxkvz6npG902es65+aQ3eXxOQ/yYUUkWyc3lMzcAZcOKtdrPo6k6a1tSjlwza1jeCKGCZkBxPceCnx0hNZVDdCu0Xt9C+sZliqnhWMI0APVe0s+u7+7FMC6ffSXoqQznXSs8VrSy6JkV159WkphM0rTyErH4bRItipgSWgOp6H3ArWklGVHxAGdHlI53VOH1ogkVbOjn51ACiBWD7Zhd1k86rOvjRqN1/but4iOzqj/Hf1us8982/A9Oixq9SSsxy/OFv07D6ZtKdW3AoEqCRLWrUBZxEfA6OT6Q4XzW7YVm4VBlpvs+5PujimWMzzKaLNIZc3LW5Ha9TZnv/HJ+4opO7Lm3n8UNTZAoa3fU+ehv8PHlkklOTGf7w2m5i2RJFzeC+XSPU+p2013iJpksgwKrWMN9/aZj2ajeXLa5hz2AMaT6wj/gc5Es6Jd1AEGBZnZvo1h8xdPwI+vxvsCBAPjaN8Ny3WLPl8zw7qHHrumY6a7ysbw/T2xSgp85PpqBhWl6yRZ2agJOnj07TWeNjZC5n26fNZ8OzRR2/S2FFS5Aqr5OWKi9VPhXTgn2DcaKZEjU+J7ppZ0qDHpXZdBGvU+Hd65tpi3jRTJOpRIG1HVX8+7N9XLqolm0nZjkwkkASBepDTtqqPEzXFmiucqPOi5MBOFUJ5RXq60XNYP9wnHzZwDAhkStT47fVvH1OGdOyFdoN00KRBBpDLhLZEo1hN4okkC7YgkrXrawi4DVxqgabuqvZN2Rbj+VKFkVNwiHL3LK6lYQwx6baLTgkB4OJYa5vv4m+fV9CEAV6w4s5FLV/L7yql5xeQBYNSmUZl9PDwehBat01HI8fQ0BgKj9JSA3x3kXvX7i23IqHek8DEWfElimwTDJalu1TL5Eup1FFlZ7QorOuR59cQ9ARRFEHSZTSKJKCYoqYlo4kygymBmnzt3HXko+hmRqqpLK0aimNviZEQeS27tuZK86RKaZ5/6IPMJ2fZig5iCRIOGQnAgIu2UWimECyJNyym4yWwSGpdAS6iJdi/HLoccD2ea5yhokVY4iCyJXNVyEg0Oht4oO9HyFVSjCTm8Elu+kOduNU3tjft1ffw92KG7fS8obuo8IZKs8oFSpcGJW61AoA6LpOOp3G7/cjy//RLwsX8H5gDluM7GV8wB9iB9wXwizwXc4E0y+jA9/DzlKfPXv+zhrv18sMsBc7y28CG4CN2Irrrw/LtMhEcxSSBURJxBNx4w663tDxdodcuEMuGpZfWAZGViWW3NCDIAqM7Z+y/aAlgaaVdSy5YRGK643NBMwNxtn3kyNko7bfs6SI9FzZQeclrXhCbjLRHOmZ+dYHQeDY46fIzHtDl3Map54ZIDWZoXFl7Vml6uHWIJNHpykkiwiSiOpRESWRkd1Jxg6IXPnFjSSnp/G1JzGtxygXyq/IylsUM/cjOxYhqe2oHh+S6sCQJJpbPciqAh6ZdR9azszJOYqzSerbqqm/uIUnplKk8hqiIGACumVxU6+Pw49+GaciUdIM29IpXEfRFBl9/mGuWbeZr2bt3svGsJvPbulmMlFYsLTSDRP5FSrmAMlsmWuX1ZErG3zzuYGFj35qKsNMqsjdV3XRU+8n6FZ55tg0XodErd/BSDTLthOzIEDZMImmSwTd6oIi9/HJNBt7IrRXe6gNuOht8PPI/gmOjqX4gys6KZR1ehsD5MsGk/ECtQEHa9qr+N62AW5ph7ndBxcsrSxAEW1RsNP9AyzdGGN4Isex0QQnJ9P8yQ2LsSz49vMDHBpLoukmqYJGe7WHG1c1IAoC209HyZcMFElAkQQM08LrkOmp8+FSZY5PpPjFoQnWtoc5NZ1BADJFDaciUdZNLGyf6UMjcVa2BHnk4DiFsokowAt9s3x2Sw8P7h2jxu/gM1d1E/QoeBwy//p0H/3TWQJXqSTzZXTDIux1EPKoZ/Xshz0Obl7dyKMHJqgPOhmczXLDynru26XhcchYFhimhSSCU5For/ZyYCSBx2F/v9e0uWioS3Iw9xQH5sYIZn18aONdbOgMcv+ucTTDYFG9nxtXNlLSdebmejgy6sWgzIauXoKKn0+tvJsXJ17Aq/iYK84ScoYxTYuiVqDB0cSYkUZGRjd1LMuy/17uM26/GVk4+15T666l3tPAeHacRDFO0SgiCiJu2cO62nXsm96DYRpI4rw4mlZkU+MGXpx87qztWFjopsbqmjX84OS96KaOU3LS4mtlfd2GBaEyp+wk4ohwKnaSgdQAJb3IqtrVLA4upt5bz6MDKTuYFmW8ihdFlMlqOZZXr0RC4pGBhzAsA4fkQBREooU51tdtoC3QzosTL/LkyBM4ZSdra9fRG17CwegBbuy4+dcG0wWtgG5quBT3Wd7Uv4rKb+ZbS2W8K1S4MH7jb8kzzzzDM888QywWIxKJsGXLFq666qo38tjOy/33388PfvAD9u3bRzwep7Ozk89+9rN8+tOfRhTF13zfFVdcwfPPP3/O8hMnTrB48eI385B/LzAMg3Q6jcfjeYfcPJuAPwfGgSlsRe8WfrPsdBQ4VyDFJjG//uyA+p033r+OWeBfsMvmX+ZB4CXgP/F6gupyQWNk9zjHn+hHnxd/8oRdrH7vMgItvl853lpJIx8vYpkWroDjTRMHc/od9FzZSfOaBvSygdPnINDoR/412e3XQylbIhPNkYvmcQad7Pz2PvTSmUkeQzM58eRpnH4HkkPm4E+PoZd0TMOilCmx9KYeFJdCfDi58J7pE7M0LK+xCwXmI8tgo5/jv+wH7AmMVwbbpm6SnMjgCCoUSqM4FVDks0vcTcPE4ml8NZ/HU+0l3BrEFXAycnAKPV3CUe9D9Tmov7WNXDSGGvTzo/+fvfeOs+sq772/u5x9epuZM31GUzWj3qxiSZa7ce+NZmNMMyEkkEByk/eS3BDeyyWQG1LoYAPBNtgG3OTeJDf13qb3eno/u75/7NFIsiQXbBPCq9/nMx/Le+29ztprr732+q3neX7P4QniWQOHJBL2KkQzNkmudJQYiUeRJQflbhcFw0S3QFd1PDKoyWlM06Kl0stH17Vw96ZeVN3kzy+dh0MSSeRUXA4Jl0PCIYmohokowjnzKvkfv9wza70VBQh6FDwOO/XTtSvq6Z3KUl/moTni45l943RNZAi4HSTzmp2LWDfRDJPJVJELFlQxrzaIplvccW4rqmGSmXHvdjok7t7Ux5eumMcvXhlgIlWcjd1+dOcod5zbSpMnyUv5Y+rGAuB2yuRKOrIoIGgFIm4TNzLD8TxbeqPsG06xoz/OsjlhGiu8JHMq+4aT/Hb7CJcsquauC9t5/sAke4eTiAKsmxvho+uakWWB7z3bzXiqSK6oU+l3UuFTuHlNIwICpmVxaDTFvpEUpgWZks54skS2qJMr6ridMuMTRe7e1McdG1o4OJbGo0i4FYl/efIIyZyKJAocGk2xvKmMXQMJ8iWdkMfBUY+UMp9CXZmbjpoAy5vs1F6iIFBf5sbrcvD47lFU3QTdpCro5tY1c3i565hafcjjYPm8Iv955H6imSKaYZLLZvne/n/m4jmX8NENS5lK5xlO2HHSP3qhj4mUvYmRVJP0TKYZjzWydrGTOf5mqj311PrqORTrQjcN/JKPgBlEtHLEswU+0LKKclcZoiDilt3U+erYPrkdWXRww9wbSed0EnkNWXTwkc5PcF/X3YznbE8VSZBYV7eO9tBcvrfnOwSdITyiG5fspiMyh83Dr3F169Vs7Ntoq2wrAYp6gStbruJI/DCmZXssFI0ibeE2PLKH7kQXr4y9wlRuArfDQ1uwjWhhmsH0IH2pPvZO7+Eziz/Lodgh+lN9KJIT1SihWwYXz7mYClcFWS2LiUnIGUIQBIp6kaJRoNZXxze2fR0QsLAo6AVeHt3MaGaEjy/6BKpROu0clVWzdCe72DyyiayWZU6giXW162kMNM7m4T4dznwzf784099ncAbvDO/4LVFVlRtuuIGNGzdiWRayLKPrOl//+te54ooreOihh97XmItvfetbzJkzh3/6p3+iqqqKF154gc9//vP09fXxT//0T2967bp16/jmN795wrGmpqb3ra1n8IeO8pm/Je+ynrcKgzgTJvHWOMiJZPoopoHXgevfsoaprih7Hz50wrFcvMDrd+9i7WeWn/a6xEiKAxu7mOqKYpkWwVo/C6/oJNJebudmfo9QzJTo2dRP96YBTM0eE94yNys+uJhI67vLU5qL5dn96wNMHJpG8TqoW1xNrD+Bt9yD7ATQsJmvxMGnuqldWIVe0sGyMDSDfLLA9nv3svbOFUwdiSI5JIQZwapCqojiUVBz6uzviTNlDqeMINn/Dtb5qV9Sw+ThaTKJDK7Ganydn0EJPIhlHvMEkWQRQUjj8gmc9cHF7HvkEPsePoRuWhiGyfihKao6I1Re28STPd2sammks8bLq91p/G4P5zSXEZBFhjNFHHIOtyLjkEVyRZvIuhUZARO3IqEoCn9xWQstVT42HZ5iUUOYs1vLSeRKfPy8Fn7yYi8F1SSpqficMnMqvOiGxf7hFCXNoMLvRJIESppJSTP48PmtPLh1iKJmIgCpgoaqGdy+oQXLshhJFOy81KJAY7mHFw9NcevZc+ibyvKtjYdsUq5I5FSdT57XxgfPbuQHz/dy8cJqfv7yAAdHU5R5FRySiGlZOB0Sz+wfZ955DRiCAyhhYcdq+10y48kCoigiuvyUeXMk0xYT2QKabjESzfGRdU283h3loa1DSKLI2e0VNFV4Cbpl/uWJI6xsK+czF7YR9ijMqfAylszTN5Vjz3CSMq+CzynTWReidyrDd57tBgskQWB5SxkfXjuHH7/Yy/q5ER7eMcJovEDA7UAWBVY0l1EZcCJJIndv6iXis8XY0gUNSRQQBNjSG+VPLukgXdDom8rN5sr2uQRu21BHd2Yn3qLtJr0+csxrqDbsYUljiKFYntwMEf+3p49Q0k08M+76K9pcvDr5CE5ZpGYmTZhp2S7gvz78GHcuaOJnrx+iuSKERw4wlbbHtmaAQ1TwuXxs7Zvi3IVt+JUpnh96jg115xNyhslpWYJyiELBzi8X8Yao8lbzw33fpdJdiWpqPDv0DCFniDn+OfRPJ/jBc0NMpUsIQEeNnwuX3MDyyuWUDJUyZ5jJ/BTDmSHuWHgnLtlFtaeGkMtWh94T3YlPrOK2BXegWQX8iheH6OCpwScZzY7OKoSHlBBra9bz6tgrPND1S0wsLMskVojxsriZWzpv5bG+R4kWomRSGV4Yep5z689jXd16tk1sxbAM5pfPxyN7qPfVk9ZsF/OclsPEpNpjx0e/MPQcFe4KkqUkhqHPPpepwjSGaVA0Tp3WqqAV2D21m/3RvYxmR9BMjWhhmr3Tu7lz0aeYG577jue9kl4iWUpgASFnCJd8xkX5DM7gDP5r8I4J9T/8wz/w1FNP8fWvf52PfexjRCIRpqen+elPf8rf/u3f8g//8A989atffT/aCsCjjz5KJHLM2nf++eeTzWb593//d/7xH/8Rp/P0lqVQKMSaNWvet7adwX93lLAt1nuwc1J3Aq280bp8MiqwFcLzpyjzzZS/G0SxrehZ7LReNcDvPzXI+wcd2xJ9OmwBLuLN7lnNqXQ933fKMr2kM9Udw9t28tyQmcry6o+2U0wfs6qkxjK8+pPtnPOZVe+a6B6PsX0THHnuxDbm4gVeu3sn5/3p2QSqfL9TvaZh0vViHxOHpgFw+pxkp/OAgCCUwIqDcHTh6yYxpNK8ph4AtaBj6gZYtj7G8O5xvBUeUmMZXH67vzwhN/4KD7EZQh0fSlK7uJqeTQM4/babrqfcTdXcCl778Q48YTeiG4RCjsnXUqz+8IfxVfwIy7QVmp1+J6I4D10TUXMFprqmcQWcGLoBkoglC4yMxlD2+lg/t4lLFgvohoGkVdBmyQxsGmQqlidS6aXh+lYcLe3ERvso9zsRBQHLskgaJlnLQUIMYBrwyI5RuicyLGwIUtJNfr3NFgb78LpmfE4J1TAJexQmk3n+7amDfPri+bMq3LaYmcT82gDb++L0TeWoDDjJlwwCHgfjRZ2fbe7nTy/p4Bev9hPyKLRV+RmK5SnzKhRUYzZNliLbatVhr8K/PnWYb9+2knl1UVqr/DyxdxyAZF6lwu8kW9IJexTGEgWmSyIrLrmK/k2PIQi2q3O2qGNZUDtvOdumBXTDIlnQAAHTMrl8WR3/+vQRCjNeCqIo8PCOEdqq/PzJxe3ceX4rRd0k5FForvRxz6Y+Gso9bOmNoesWRdVgcWuI3YMJDs0Qfd20yJd0tvbGKGkm16+0Y7ZH47ZIVkull/PnV/Nq1zSv98RIFzT+5KK5bO+LUx9223s6M3tUumnx2+3DXLigmhtXOQl5HPjcEpqVYX/6efbGdqCbOn7Fz23z78BpVHNgNI2FxVSqyNP7xpElkeaIlw+e3cRLh6dIZlXqyj0sbnKy/VDSFnZDQJYkMmoewxLQLYOUNk25J8C86gp29sUQELDPBL/iJ1GKoxk6j++YYm6bwfVtN6OrTv50yV/y6ujr7BjZTZkos7JyGR/oOJf/2P3PqIbKSHYEn8PHLR23UtALTOen2TT2HOct6WRnl5ueyQIHR5Psnxjmzy5vRjUGeGroKQpagTU1a4h4IvQme8mqWZpDLUScFVzZehlFXcWyIFvSeG7wYdbUrmZxxWI8soe0mqYj3ME5dRvI63ke7v0t04VpHKJt2NAtHcMweGrgKdbVrufpwadwSk4G0v0sq1pOd6yLdXXnYBg6r4y9TH+qj6WVy7ig8SLag+3sie5hcWQJKyrPQhIldk3vQkAg5AxhWRZFo4hTciIgsje6h5vm3nLy3JcdZcfkDjJqmvayDlbVrGEyN85zw8+imRqP9z5K7eJP41Pe/hw4mB7gyYEn6U4cwbIs5obn8oGmy2kKNr3tOs7gDM7gDN4rvGNCfd999/E3f/M3fOlLX5o9FolE+Mu//Euy2Sw/+9nP3ldCfTyZPoply5ZRLBaJx+PU1PwuLrtncAYl7Njdn3LMh/U5oA74PG/uclwF3ALcw4l5kYSZ4+9G7bQXW+xs+rhjncCdQPW7qPcPCQJ22rLTQWJ2FX4aaEWdXOxUGxo20uOZUxLqqa7YCWT6KCzDovvFfsL1QWTnu3d3yyeLHHkD4RckgdqFVQRr/MQHk+iqjr/C+45jqXOxPEPbj1mAS9kSFS1h3EEJhEksy5qNTbVMCXfQSSmTxtRNCqkikizicMuoeY1cLE+w1s/k4SgOl4ziVQg3hihvCdP/yhCDO8bITGRZct18MpNZSlmbZNcvrmbvbw8hOSUkRUKQAMGFoSfY8+sezr7zQkTpQdxBF7LTj66upPf5B5jqLScfHUaUHHgqyhGkDLrpplyRUftj3HBVNeHyX5Icv5NlqsArD+yloBoIgoComey7r5u1H/oo+m+/jV7MzvZBRVCh84Y/4YgU4j9f7EWSBCZSRXKqziM7R/mzSzqoAab3TpLOlgi2lOFrCRObUWHPFkqEPA5iOZWcquN3O1gyJ8yPXuzB5RBxSCKKbBHLlKgOucgUdSZTBSp8Ti5fWothWvzilQHWd1by4qEpPIpEyKugGyZ+l4woCHicDvYNJVjWFKah3EOZV5m1/CdyKpph4XeZiKJAtqjj6biQegMObdqIoJco93uYc9a5iIsv5/lnxlhUCaZp63Y3lHt5ZOco+RkyfVS1XBAFBqJZMgWNp/dPcNGCanIlnS09MbonMsyp8NhO1wIoDomzWsq5+6VeYjnVjlcWbNE0WRIYief4+LktbO+LIksCVUEXq1or+JcnDyMKAoossqM/zoGRFBcurMal2B4AQ7EcCBB0K1gWbD4yxV9cNo/dQ3Ee29dFspBjXk01Fy7+CNvjjzNdnOKHe+5mmeeDPLEzzbUr6vnPV/oxTagMuuifzjESzzOvNsiSxhDnz6tCUBLIooh13HzsEB0YZmlGdE5GwsQte3FIGhZFHKKMz+mkaNjjSJEc+JxOKrzlJEoxqjxVqCUncnYFF9fMJ4RGuDLIVH4YSzCZF55Pa7iNBeULeLzvMfZM7ybkrCCVPQzWs9zUcQuaWU5dyEe5v56uIR1NDDHfv4HR4j6yWpavbfkqEXcEl+SmLTWXBn8DLww/x3BmCEEQqPHUck371Tza+zAO0cGH591Gb6qb+eEFbBp5ic7yeYxmR+y4Z8GJOWP2t7CYzE9Q7a2x02hhEfFUElSCVHqrGEj1EVRCdJbNY1FkMb84+HOagy2cXbcen+Kn1lfHj/b/gBvabsItu8mqWabyUwSUo5ucAik1RZ2vnjLXialUB9MD/Kb713SWdbJraifdiW4kUWJ93QZubL+ZR/seZjg7RLqUetuEejQ7yg/3fp+8fmzOP5I4wlBmiLuWfI56f/3bqucMzuAMzuC9wjteKY6MjHDOOeecsuycc87hf//v//2uG/VOsXnzZsrKyqisfHMxqZdeegmv14thGKxevZqvfvWrbNiw4S3rb2lpOW3Z8PAwDQ0NlEonLspFUcThcNjpOVT1pOuOWtI1TTtJOV2WZSRJwjAMdF0/oeyt6lUU22L0Tus1TRO/348kSSfdC9gpFERRRNft3e7jIUkSsixjmiaadmIuXUEQUBQ7HZCqqjPqvO++Xvhd+jAKDCOKUzgc5VhWGFXNYIuRicD9gANFUREE0DQZ05wGnsQWMZPepA/PQhTLcDieASYplWqBC7At3PZzOv7ZGIaBy+XCMAxKpdJp7jUOfB9BSDLThaiqA8vqA34DfBRw/Jc8m/d+HG4AuhFFE4fDtrypqr3gNvW1TByK4q8axRdKIoppDCIgVCPJYQBM0cRTbudERrBO4uf+au/s+D7+Xie6J0C2bCM5AojWLHePjybJprL4ynzvug/VfIl8Nk+4NUT5nCCiJOIJe+h7aZBCuoC73M3owTEESaDzona8Ze6TxncxUyIXK6CrGt6gl0CVD1EWKeYL6IY+O5urRRVXwIk7JKKqFsjibJJgAYO5G1oY3rkHkwCWaKBqOp6wG1Mw8Fd7ZzYmLATFYunN81BCMqIo0nlZG63nNGGaFqILAg3LmeqKMXZgEskrITklnIoTQcbuR1VGVKooFJKUCk1UtvpB6KRUupbuJzeRGetHM89GUERMVUPL53EECzgcBRyA7HCCqRMfuYrJQwb7fn2IoFMkNBPfbqkGZqnE/ifTnHX7/yQ2eIDUcDfeilrCc5fSX/Tz8+cHZhzdDeaEFXIllaAi8PyOQa5vKMPUDILNQbRcgYGnp5h/2Vw8ssULe4f5yLp2vv9CN35FwCmaSBgogkUk6KSgW7b7MiYOwcTrsHBJFhfNryDololmNW49uxGnCDtkE8ktkswW0EyLkiEgALVBB+lcgYHpLIpg4JEtJjIqugmKaOGVBVyShSIJyBj8v08Pcm7H2Vz75+cRjydIaSK74xJMmtx2zhw2HxhBNXXKPBJO0WI8lsEj2eOxaIBlCQiY+BSJfYMx7lzfyDceP8h1Kxs5MJJBFCwODsZZ1hBgNJqh2i/jli3GZlJVuSQLhyCgqiqSIhH0OEjmiugmCJbJxfMreGzHIE7RVt0OemRGUiVyJY0tRya447xWPnJ2HbuHkhweS2Mg0lju4dbVDfzy1V76oikSeVuLYtfgNLuHY3zuokt5JnUf/ZkYazszKIL9Dqq6CVgUikW8PieCKXB4JM5hYNmcMK3Bclr97Qyk+jFMnZKpUtRK6GjUBCrwUoHMKL2TU6xpiTCdyBL2OXBIEim1hEeSqAt7uXiJzCN9LzKSHUZFpSXUzI1zb0VQ3cTSSR7rf5wPtF7Gxzo/zs7oDnZN7GT3+C6agy18vPMTPN2/iZyVRUXjoe4H+cvlf86DryR4aChhz+limqKp8YUPXMYLYz9AMiU0VcOnhKl11vPTvT8j5AnikQIYuko8F+Ohgw9w49ybEQWBJwc2sqLqLH556Jf0pXqYH5qPaIqIiBT1IkFniJJeREa2vVA0k3wxT9AVYl3dOv5157cpqIWZPiqxsGIxi8oXcUXLlRT0PHvGd3N585U82P0gta46hpNDrK1ex9NDTyELMoZmUO4up6iXqHfXsyi0eFZkrFSyc1M/0/sUC0IL+fn+n5E2UvYmhwmvDb/CdHqSdXXr2TSyCWPmO3G6eVaSJPx+P7qus2t0B6qqIWNvPhqCjiVYlLQSO0a3U95UPhuT/d6vI2y8X2uxo/Ue7cN3Uu97+b0/fo2i6/q7rvcMzuCPHe+YUEciEfbt28eFF154Utm+fftOaUF+P7F9+3buvvtu/u7v/g5JOr2V69xzz+W2226jvb2dsbExvvnNb3LRRRfx0ksvcfbZZ7+rNpimyfj4+AnHvF4vkUgEXddPKoNjsdvRaPSkSbOiogKfz0culyMej59Q5na7qaqqwrKsU9bb0NCAJEkkEgny+RMtduFwmGAwSLFYZHp6+oQyRVGorbWtsKOjoydNirW1tSiKQjKZJJvNnlAWDAYJh8OUSiUmJydPKJMkiYaGBgAmJydPImZVVVW43W4ymQyp1InCXj6fj4qKilP2oSAIzJkzB4Dp6emTPmiRSASv10s2myWRSGCT6eeAHB5PksrKvZhmGePjt2O7G1djq3tLNDYOIAgW8XgFhYIb2w28BwhQVlZGIBCgUCgQjUZP+E2ns4qams8DRcbHp7Ffr9hseV1dHQ6Hg2QySS5nqykXi/ZiNRQKEQqF3tCHo4ALWa6ivn4EgImJGkxTwlbE7gLKqK6uxuVykU6nSafTJ7TJ7/dTXl6Opmlv2Ydv/FBWVlbi8XjI5XIzfXgMHo+HyspKDMM45Tg8Wm8sFpu9x6MoLy/H7/eTz+eJxY72TxBYjcvVQ3W1Xd/4eB2GFiY9GcITHmU69ixGaSeSqJMu1GOI7cjKhYgzpLp+XQ3J+zOggFB2bPyKkoCz2kF5ue2+PTg4ODu+rbCJELGwpgWbVPsshJnsVVLAIpqIYsomZWVlqKrKxMTECfciiiKNjXbqlqmpqZMWR0fHd8ks0nBhNfHBJAe3TlDeFMKb8VI5t4Ke1wbQE1O4gy4qWss4tP0I1fMqaG1rBew5IjGRYGDLqJ16CiAl0jCvljnn1pHIJXA2SqiFmd8uwdi+KVbeNo9dL5Qo5Yu2RVcSqZwboXqBg+6XsoihAA6XPWeagoavxkXjuhomd8aoXFiGt8WFFTJmx+Pxc8TRPnQ3O2hurCU9mUVyCliGheADy2Wi5TUM0UR2hUglI7gm/hrJE2F0aJiRwX68lY0EqipxT5fQx0zAQAh7EJQ8CBaBOWUk8ikyh/1IlgwuCzFsAibBah/hBgWXZOJzOdEMD445i6mYsxiAsWyJdCbOUCyPYVl0hExCioApW7hliTJFw9HgZdNQkuT+IRrLRDqaA0SnJrigxcP+iTwPbx/gy5fPIxEdZzpdwmdmuLDFyUA0x2RBoSbkpspZQjSLqKKJnxyphMoL+1UUt5fWsEy5U2V5lUjPRI6KAOiIjBdkBKDeXaLBo1JVJ7NnaJRrFwT44etxdARqPCaNIRkBjTkVXgaGR3Gj0VIT4suPHqHBqyMKdp5qWRJIJx1sWNJC9XiG5ZUWA0MjtPh0IrJAQTM4khDREGgOSFT7oFzOMzBc4JYlIco8FnuAVLZEq0+l3q2wqlZiUYODdDyKJNoK4E0BE4981AquE/ZYiJadJ/xTGxrwiyVqnSUaPQIuh8BIuohlCWBZ+KwseiZOJODk2vk+Us1OPOEqXIrEwNAYiegU1Qr4BTtt1nBOJ1bS2XI4ztLKpRzK9KKlM9QoIGn298fnlFlYbqHIKsZxvEISwC272VB+LqWESqwwjWI5afd00li2gJC3BUm3uGOlQc9kktaAwSXtHmI5k7GS/fvNHoErFwR4/uBTiLrAHObQTx/D2WEe2f9rLqq+hMFEP+eVnY+W1Hg++izDxjBu3HiLXkZzo6SmU1xQvoGXczvoNUcQBIOJ6WHMnEFbwMCliOiI9Ockvv/8YW5ffyly9mkETaTDN4/e4W4qiDBVnKRSqaFWqkaSQETESBl4nUHqfXWoRolKKgk4/ZhpaBc70EyVcWsMw9KJSJUEjSB+xU8hXqCBRi5vuIL7Dt1Lohin2WpBEiUcDoV8LEfCSlBTW0PYFaLgKpKP53FkZcJWmEwpw7zAfDrKOhmNj1JDLX7Dh0NSWFmxEqWozD6HiYkJUsUUSs5FT7KbOrOOAnlUVMqpIEQIR06hmCixxLUUh3aMRJ5uHVFeXk7fQB/jExNE9GNrzZgcRRVUvIaXyclJhh3DKJLdlvd2HXEMR7+Bp1r/ATQ2NiIIAvF4nEKhcELZm68jnLOelqeq91TriKM49TrChizL1NfblvuJiYmTyPjp1hHFYvE9WUeYpnmGWJ/BHzXeMaG++uqr+cpXvkJjYyPXX39MKOjhhx/m7//+7/nwhz/8njbwzTAxMcENN9zAqlWr+Ku/+qs3Pfd//a//dcL/X3nllSxYsICvfvWrbNy48U2v7es7dWwmHLNev9HV/OjEIcvym7qhV1RUnHL3EmxS/saY8KP1CoJwynqPlh8lz6eq1+VynfLaUqmEw+GguvpkV+Kj14ZCIfx+/wllRzcyjv8QHMXxaVCObgQcj6M7sX6/H4/Hc8p636oPI5HIafvQ5/PhcqnA3djEWEcUx2b+O0VNzW+By7DJ6wGgDEGw21hWFsU0RWyHyQBQM1uv2+0+zTN3AE5qak4WRzm+D30+3+yuryiKp+nDEWB0tj0A1dXj9iIVABdQM9uHgUAAr/fEXMZH63U4HG/6bCKRyGmfjdfrPSkf5dFxJknSmz6b8vLy0z4bj8czu7NtowJR7AU2AyZVkdWM7gtQVeFDdn0bXZ5EnIkF9jonEaQ47oCBw/tpRNGNUW7ClQKHn+1Gn7Y3blxBJ4uvmU9Fa3h2fNfU1Mzeq0v3MPlafMZCDWQFrJl9qLa1rTQ01c32oaIob9qHlZWVJ/ShaZhoGR0jl8Pt9DD1eoKpLnsjq+GCBqJdcV5/fBeiQ0R0CeSEItEdSRZfM5+AEgJsITO55KDvsTFKGZXZvNyGxdCOMWSfTOclrQhxiX2PHrbLLMiksji9JquvNNCKLRi6hSug46vYgkN+jdUfvYLtDyZIj+UxNBNvuZv2Ne0c2diHmtFxuCXWn7MKf+UxF8zjF0NH5wjTNIkPJHGpBoV4Ca2g49ZcqEUVUzCxVAu8TjL9Gtt/0MeCy6F+uZ9iXTuZeBWlUgE3biai0wiSCIqM4vGj+CUWrJqLp9yg/5Fpqjsk9KSJkYX5l9ShZ3cy/OhLmKUCsmTRvOFc2i7/MN5yu125iTSJVApj5nkMZATcRQm3QyTilFkyt4bvPN9PerqAJFqkCgYHx5MsaZY4d3ErT/fswxQLpIs6rw7ryJLMvmiWixfV8WxvL1lVR5Elpi0HU2mdhQ3lDOYcVAf99CeGCKsFNsytY0dfjDVtjTzZdZgKj4xZzCLk7E1SzVtOY2WY1wZzrF8yl1RB4/OXVvHk3nHSuRJ50cHy5jI03eSFg5N0zImwtTfKeEYnkYMKv8J0poRDEqkKwkpF4OKFVfz4uS4qg04qKyJs2z+J36kQCUqYCBQsk56UwUVn1ZLIqbgdEuO5EjevbmRnf4z+jEzvnhR/ddVCiqrB8wcnWNVaztbeGMNZaYZM26NwZXkIh2JvMGzvyXHXRW3kpSzrG53UuQ2KpsDWSYGX+1JMaQ4c/jIUn5PxrMre0QIHtx1hbXuEdN5kSnMhGJDXVLJaDksQEUXYM55mUXuEkclXkd1+jgz1M7ehki9tKEdJj1KKj+Mtq0H11/HsoJ3Sqzpkf0faa9spyHl6kz0o+EnEavn1liQTue2oRpG6QIAPrW0lLuxh5fJO9EKELX1pWiyFFS0iw/oOBuhFcdqeMl68SJJEV6GLimIl82sWYAg6CS3B/tw+EEByisSYIUga1Cq14BMgDW5FIiGUGM57SBZUyvwSGdXAxIGAQSzv47wF55EuZaj3N7C3axdFJU9Q8oOoM6BNIJkiZV4nUcc0F829mHnmPHZN7UT0Cvi8PgLlflYpK7n38C9QUaEEkiKTc2S5oPVC+lP9XLTgYnLkGMwMYmHRQzcYIBgCZa4yXk5v4oMNH0Y1NZprW7AMk6nRKUpGEd3UGejv5+KWS1hTtZaJzDgNgXrmlS2g0lOJIisnzBFiXsBjuHl9+DXSQpq1tetZUrUYy4DD0cMciO1jwBrgps6bqQjYWiOnW0cctY5WRiohbjFtHDMKGDPfhZyUw/IZ1NXWIs/EkL9364hTfwNFUTxlvUe/DWVlZaet9/TrCBunqvf4dUQgcKKuyNtdi1VXV5/2e390HWGa5uwa5WjZu1lHnCHTZ/DHjndMqL/2ta/xyiuvcNNNN+H1eqmurmZycpJsNsuiRYv42te+9n608ySkUikuu+wyPB4PjzzyyDtWFvd6vVxxxRU8+OCD70l7TieGJgjCmwqlvVm7JUk6rdX9va63VCoxPj5OTU3Nm9Yry/JpUyiIovim155Int67et/6XhPA0U2RPGDvFgsCOJ3dwNVAA7Y12QkoM/UeZVmt2MJizjfUe3qPiLdqr2maxGKxk/r7xHuNcNRd/CgU5ejurwcIndCm/4pn896Ow6qZv9UIAmQnk+z7zTYu/rJFITmE47gmSKKGJBmYxdeR/TficLaCE9rPbaZmfiX5ZBFJEvCUe/CWeU47visay1h61UL2PHwQy7DAFMCEOSvraFhU+ybP5mQc34fJ0TTdL/YxdmAKLKhoCdO2tplivERqLIPH5+XIMzsAO17bKgmzXPnIE700LqljuidGajyNaVjEu5PILhnZKSEdl2Jr6PUx2tY00bS8AdESOfxsL6WsiiVZqNkKqjoeRnI8dVJbaxbmWZSfjyiKpCcyFJIFup7uIxfLI0gCqz66DH/Yd9r7PXo82p9g6z178Fd6mX/pXPb85iCWBlpBx9XsoNCvMe/CufS9PEApU2L/o4epX3IugtBM7/P7EASB+Vcsp7q9kuGd4xiqQfOqFtrWNxOsDVBIxFFcKbRCCU/QjS/ixkzvZOClRwA7JlhwyESPbMcyiiz98F/i9AWI5k3yukDA7SBd0CgZAiXDxOVUWNJWxRP7p9A1e+FnmAIgYAkiW7rjXLSmCd0SWNtezUSqSKJg0l7to7O+jKIGd31gPk/uGWNgOos74OS6edW4HBI/29zLn36gE5/LgaaqDI5FWdRYwaHxHH95xXweeH4X4+kUoiCwuDnC5XPd9D/wLa6748sMFxyYgsScCi/Lm8tIF3REAb7x2EHKfQrXr2mmJuTmRy/24nU67BRVOhiI6JpBvqQzPjbComXN3HZeO0/tHWN+fZjpZIGe4Un0UgFRksHl5/xFDTx3KMqmw1PMqfBy46pGHto6xOc+0EnPRJo5FT6ePhhlTWsFPdESVy2ro6QZ7BpMzG7mLagLcsvaVv73Iwe4eU0j//bEAQpFlY+35ul75kd0TU8gCiLLOpdw8QU3cd8hnXTJ4ptP7KekGaxsLecT57fz8I5h3IpMf7yELAq4nR68TifJQhRRAJfsxJJ11rUsxii6URSJFmeWySe+T9/ohJ2PWxJx+4PcfOtfUNbcQXgmJCBrZHl08GECjiDtzst5ZPcgGTWLZpRYWFdJR3WEvmmNZa1L+M3gD/n8si8wv6mCrsQREmqc0alhMmaGkmZ7hYiIKJKtAD6aHSGkBlnZvopHBx8h4AwgiTKiIKKJ+mzqqD2JPSysWUTSGkMUBMo9teT1JH6vm5QWR7VAxCAo+ymUJJ4YeoKBdD/nNVyI4BCQdMjrBVKlNIrkJKAEUAWB6mANeSvPLw/fz8ujmxAFEb/iZ0dsO9e2Xc9dy/+El8c2Ey/EqfXVsrRyGR7ZjbPoxOVyMRDvRxIkLCwMDExsFfSYFkMRFYLOIEWjyH8e+RkLKxbhdDnJF/M4HU7ixTgb+x+n2lPDHH8TN9TdQIXnmLU4WUwwnhtnPDdOjbcWr8tPdaCaT7Z+mj1Tu/jFoV9Q1Issiizi9iV3EM3HaCxrfMt59vg5/OzGtRxKHzzpHFMwObtxHV73ybHY734d8ftZix2P37Xe9+J7XyqVZtcoR7//76beMziDP3a8Y0IdDofZunUr99xzDy+88AKxWIzly5dz4YUXctttt73py/ZeoVgscvXVVzM5Oclrr70268r5TvHGnbQz+GPF8S71x7ucO4CzsEmcBqwAxt5wrQTcgK3W/ftGDbYA2eFTlF3MH48o2RthLzCMkoHDJYOVO+2ZlmVgmcdcykVJJFDtJ1DtP+01x0NWZJrW1FPeEiY5kkJXDcL1QfyVPhTP75b+LzWR4eUfbJ2xKNvoe3WIga0jLL95EfsfOYRe0jE0Yya/84nzUDFdQsvr9L0yyMDWYeae30ohXYQ0OH0KnrB7llTrJR29pOOv8tG2oZma+VWUciVkl4w77EaUv4wttLcfWzDPDVyGwHISg4NMdcdoXt1AdipHoMZPzcIqqjoqKGRUpLcQY9NVg+6X+jE1k9RoBqfPydkfX8HInnGiQ+CvdbNobT0j2ydIT9huumpeo5AqMbTTdim0LIsDj+3AHfZSPa8e2e2ivLkMd1hi6LUnGdj8KJFFt7L30R0sunIVppbgwK+fnm2DJIt2f8giyYGD5KOjOH0BciWdnf0xPnj2HH70Yi/GjGU1mStRGXKTLehoWRWXW8blEbFMDTCRZIV4TuUbHzqL+oiPFw9Nc/WKOp47MMmr3VFCXoWLF1Rz2ZIaMkWD5goviVyJZw9M8pF1zdSG3DRX+ukfi7N55xFu3CDTUB7CPbKNW+qySAtrkQWTXN9utMlKGm/8EjsnTcZi02zpTxH0urnhrFrK/S6mczrr50aYzpT44fM9fGBxLdmihm5aRAJOm4B6JQxLQtM0JEtn7IV76Vi+geZFDgRtiLB/gMRZDeyf8uAQYWGVE684wf6MjGlB/3SO7f1xZEnE55SoDLj46eY+BAHSeZXqoItfvT7E2e0VnDuvEs2wcDskopkioggLG4KMJvL81VXzmCtMsO/X3yMZz2GaFgYmIwd2kJ0c5rMf/zu+s2WMXElHEKDCp/CdZ7qIZkp8aF3zsbFfMhCR8Cp+MlqONW0RdG2aKmstW/pVvnj1Cg7/4n+TGhulwudGFEUMy0IRSmReuofm5q+wvb+EbmpUeFSuCqxHTucp5kb4zIoIjw+InDu3lT2DaZ7bG0eWJBShhiuaPspUfpJoIcpzQ8/wkc6P0pU4gmZqiIKIMJNzuWgUMVWTRaHFNDgb2TSyiYKeJ1aMUeGuIFGME3AGiRWiWFjIoki6lEQUdZZGVpBMC5hSBqcjhI6CatobpBYWZSGVVyfGEQWJnkQ3V7ddQ6IYxyW7MCyT3kQfOya341VcLK5YzL7oPiZyY3xy0afxODyUjBJu2Y1m2p4sggUtwVZSpSTJYpKAP8C+6F5qfLWEXWXo1rHwFFEQkQQJ1VBpCbbic/j43p7vEC1GSZaS3NJxK/cd/gUFXSegBMjpOXRT54rWKyh3H8tiMZGb4GcH7mEib7sFK6LCVa3XcFP7zfzkwI84kjgye+6rY6+wP7qP/7Hqb990njkVmgLNnFt/PptGXjxBeO6cug20BFvfcX1ncAZncAbvFr+TfK3T6eTTn/40n/70p9/r9rwldF3n5ptvZs+ePWzatGk2duOdIpfL8fjjj7Ny5cr3uIVn8IeHELbVWeXYkK8BbgY2Ad/CJt2fx7ZSv4ZtyW4BrgFOlx8zAQwAO7HJ+QqgEVvk7L1AAFvN+yFgG/ZmgBu4BDuN1PvhQpXAjs/WsVN0Vb9Pv/PWcIfcGLoJhE8qO6pELEgeTMPD4Wd7KKZLVLSWEW4M4g17TrrmdJBkiVBtgFDte5OKbHT3+AlkGmxLajFVJDGYJFgfwNRNHC4ZrajPCoYdhcPlAMui64U+BFHAFTi2SVnKqigeZZZQOzwOBEkgl8jj8jvxVtixapOHo4zum0DxKDSvuY1wo4nTm8YeU9UIokjTqgYGt41y4Iku/JVefBEval6j66U+1t+58qjBnEKqiGVaOP0KknzMmlJIFpjujqLmNQRRYOLAFLGBBEuvW4CyS6EgZDnw2BGKiWN9ISkSIKAVJCSnG6Nke4sUEjmGtg/hDkfwlpXhVIY49MiP7LLoThqXd3L42R2s+lAnigtMWUF2SiheZabOmf7J2HGOdWUe0gWdI+NpvnBpJzsH4kylizSWeZhb48NpmgguCUksUYgd06mQHCIe6lhaH8Lp9VEVzPD3D+3DsCxEQaBQyvOzzX1cuKCa9mo/h0aTuGSB+rCbnsksOwbiXLuigWQmTzwj8dBL+/nrD53D8AsvMdV/BAELT7CMxms+x+MDItt+uQ/TtKgOe7luZQMHhuL83/tf4G9uWklHhZ/tms5Tu4cQBJHdg3HWtUfYuHsMRTCR9SKlbBJREAkEgrRVBxl88TUcsgN3WSX5RBRH/UI6Ai46/CVKmSSlgkbP3p1cvfomdo/YG1WvdUe5bX0TpgUPbR2mzCORyqts743y6Ys66J/K8uz+CRRZJF3QEAX4yyvm888bD1Eb8jC30gf5FINbfoWZjVMTCpFXdVTdRJFF3EaW3MgRCqq98S0KAg0VPh7aNkLYq7ClZ5pb1szh11uHMHWNnGlSUxaio6qSc9sb+O3LOkf6D+ByuZHnCbjyk5QcMjIGDi2H4gtgqEViXbuJH9pKNmfirm2i9+VNpPY8g2EWiaVNFKeHuz78OX50eJrX+hIzrqoWD20bpm1U5ouXLsBwmayuXkNKTdEZnsdrY6/ZVlzr2EasaqisrV3PY3seZUIc47L2yzmcOExez6OaKjktR7m7gpyW5ayqVRyI7efyliup8dYSzU3xsfNreWRbFL/gxym50EyVkNfC5UnhlOx3fVnVUsZzY7w8soloMYplQUdZJ7cvvB2/4kcRFXZO7uCq1mvoTnTx5MATpNQUAgILKhby4c6PcGXrVRT1EiPZESpcFYDA7fM/xqH4QVRTo85Xx2jWzg5gWiaSICEgcHnzFTw39ByGZSAKIhk1zW97fsNNc28hXoxT0otIosTyyhWEHCEKWh6H5MDEYmP/Y7NkGkA1VQaSfZT8JbqT3cfmw5nZJa/neXrwKVqCrbgdbt4ufIqPS+ZcwpLKpfQlewGLlmArVZ7qd1TPWyFamCZVSiMLEmXucvzKe/VtP4MzOIM/NrwtQq3rOt/97ndZsWIFa9euPeU5r776Kjt27OCuu+46rXvoe4E/+ZM/4dFHH+Ub3/gG+Xye119/fbZs/vz5BAIB7rzzTn7605/OCgRt3ryZb37zm1x33XXMmTOHsbExvvWtbzExMcEDDzzwvrX1DP5QUINNQDdiE2s3Npn+d+CoFbII/Bu22vRfzpwXwHatPhWiwI+xLX9H8Qy2svcNvHd5oquBTwJXzbTRj21Rfz9I7iHgJ8BR4S0PcB1wDuA93UXvG3wRLx3ntZAYtghUnYVa2D5bJki2eJDTdwV7fhNnZJctwNL78iCBGj9rbl92Qvzv7wtaQWP84NRJxxW3g1KmxFR3lKrOCMVMiUC1n/RkFkM1Zjm1w+UgMrecxLAt0GeZFoVkkVBdgOSobdUtZUooXgeWYVG/uJoDG4+QHMlQObec5rMb2fqfuykkj1ntx/ZN0LahiXmXtJ9gdQ81BDjrg4vZ/ZuDZKZyZKZztK6fg6+8nv0bu9BVnaq5FUiKRP+WYSpby2k9p4lQXYB8ssDEoWm0vEY+bgedC6KAJ+wm2h9n6tAUul9DKxpY1rE9g6bVDWSjefxVPiyrClPXsEwTQRQRZXsjwV/lpPf5Y6E40wc3U9aaZ8lV6wALh0dBctgia0fTTB2Fw2O/d00VXi5dXE3QTOMtjnJNi5sJvYz9YzlETJbMrWBP7wS5aZtMC4Lt3aDIEsHcKNOHxskJHh7da+GUBVQDMPTZWMjn9w1zzdKzcBk5/v6X25A8QRzeAIIosnHPGB8/fy75VIR9vSNYlkVl2E9q0KSkWzRffiffe2WcjBzEMEwEQWQiWeD7zxzhC1cupLurh829aS4sJdnelUESBPwuiZvmuZgTEYnFPRzq6kc3DUxDR7dM1nSEEKJ9tJx3A/tfeIQNf/Fttu3upTU1xbaffRNTKxJ0KzjMEnWrLsLn1vAoEgXVoKQbeJwyg9M53E6JUi6NW3aS0jTufrGHG1bPwSGJM9ZxWNoYYlv3GLlcngM5lTXtFSwr97H90WFEbxDNMBEEgYhXBtNgIpXD07ufGu85qH4RtVjE1DVkEXTDZP9ICsOEL17eyZGRGCVTYn1HJZJg8ehrffSOpbhsST0dnixScggtNUXQ5bHzRksSxWSUUiGHblgUM0l6nn2EVRdeQf+2jcQLJlVBJ4pcQjBUtt3771x+y9/wev+xMeN2yETTJruGx9mV+y0ZLc0tHR+kK9nFta3X8lj/o5RmxDQdooOrWq5GRGBRxSKWB5dR76tndfUaXh1/BYCibqtmL6pYRHOwmXgxxt7pPRyKHaQv2cvi8mV88aoLGI4W0TUHhuohWB7jP7u/jWmZdIQ7EQSRh7ofxCU5KXeVYwHThSleGd3ErR0fYjAzSGe4k6HMEL/sun/2Xiws9kf38Z09/85frvgyr408w6qqc3FIFs+PbqTGW4tf8XP/4fu4peNWtk9uY290L6ZlElSCXN12LbXeOv5t17fxK37KXRXktRzJUoKfH/wplZ5Kbpp7C1vHtuAQFR4feIxEMUHAGWBl9arZDYGjKHOWsaRyGS+NvIgkSLabuWXZCRWwsw8ciO4nq2XeMRF2Ozw0OZpoCjS9o+veDop6kV1Tu3ii/zGyMyJ4Nd5abmy/iebQ6bO+nMEZnMH/f/G2mO+vfvUrvvKVr3DkyJHTntPe3s4VV1yB2+3mE5/4xHvWwDfiqafseMAvf/nLJ5W98MILnHfeebOS/0dRU1NDqVTif/yP/0EsFsPr9bJ27Vq+973vsWrVqvetrf+dIMyoqwpvsJb9cUAGLscmo09iu1HvwBb1EoEcthXbD+wFVmMT6zfDLk4k00fxPLAMWPqmV7+z/lawLd/vJ4aBf8G2zB9FHvgFtoV49fv8+ydDkkVa1jYy2R1DkG7H6Q+j5jYhihqS7EfxXU2sfykju04UDUyPZ+h6oY+lNyxEko+J+L0X49syLfLJgq1wHXCdEM8MIMqibWF+4704JNwhFw6XjKmbjOweo/OSNvY9cghRErEsEEUBxa+w/MaF7P7tsfjArud7WX7LYno29TN5JIplWYiiQNWCStsyfMgWQcrFC+x9+BDZqdwJVluAnk0D1C2upqLlWI5YSZZoWFZLuDFIPlZAlO0Y7N7Ng5iGSS6Wp//VIYJ1ARZd2YGmGgxsHUbAtpqbpkXbuc1sv3cPAKZhkZnM0ffyAPOunEv/4QEmu2JYuoCkSDQsr6W82Xat77ykjW3/uWe2naauUcokkRwGnoDG9OEdKL4gsmIv0OO9O4j37qBq8Vpql5xFrHv3SX3sqajF4fEx9PqTqLk0y4oF+l55goFonLxqUL/gLD5y7R38ctcYq1tCDI2MkJdm8nNbFpYAHzu3heln/5V8IITvgjsZ7j9MRdh277ZkCbdDRhJAliUmJ6eoGHiWS5au4cV9I5zdUUFtyIXT7aWtyk+ozs0iX5rU8Faslk6SR7bhrW5iMK+gmgJFzSbngihimgYG8NLhKZYtmU/XyCTnNNSQmTxAXUU1n1oVoueBb6JHarjlvCsZrqhh32QJjyKzotGPM9bFdM8R5q48j5aLbuEnLw9xSY3Bvp/+B+bMtzCeLVHud9L/4m9YPX8Vy+aEGYzlCXoUxpMFgm4HlmFg5DNIikrI4yOZK/LzTT343E7uuqidTYcnqfUL7D3Qwx0raymXcjiUAvvHiqQFD/F4CpdDosLvJB8fR1JciKKCI1hBPquSnxzCEiRkTExdQ1IE/C4HB0aTxDN5IkEXpmkQSxf42UtdrGmv5HNXryD96gPseuUJzrn+o1gIlJJRBEnGHY6gFfMYpmVvyIgyTQtWMPDKY4h6CVGQUXUIe53kSyahuYsoi+h86fpydF1mcFxk/1CBwfQIW3ok6lqqGc4OES1Ms296D82BFj42/w6yeg4BkEWZoCPIocQhDk0dZGCyH9nh4E+XfZ6FFQvZMrEFy7JYWLGIgpbnm9u/gWZqrKpeTVbLctGcSxjKDPGtnV8joARx4GZ13Qp0MUhOz4EFnWWdPDnwBGBRMkqzf4ZlYFkmSTXJ9ontnNdwPt/b8x+nnKfGsmOM58bJT67hP3aOUhGCG1dfgSZEyes5PjzvI/z84M9YVLGYj867DQvQDZ3OcCdg4VcCZNQ0oiAiizIhZ5hUKcl4bpyMmuGyliv4/t7vECvGCDlD+BU/B2IH6Ax3sqB8IQdi+6lwRVhWtZzeVC8OyYFu2gYOSZAQEWfnYpfsRhROH0d8FL/PNUp3sosHjtuoABjPjfHj/T/kc8s+T7X39OJmfyz4414TnsEZvPd4W4T6Jz/5CXfeeeeb5nmORCJ88pOf5P77739fCfXAwMBbnnPPPfdwzz33zP5/W1sbTz755PvWpv/emAY0FMXzO7vP//dAELgSWAVkgX/CJtHmTJnMrCoUO3hzQp0BXniT8peAJcfVdzIURfkD6+8DnEimj8djwHzeO1f2tw/Fq9CwtIZStoSh34nTczUIJQTBR3zQwZaf7jzldcO7xum4oBVfxLasvxf9nZnK0vfqEMO7xjANi+qOCtrPaybcEJo9R3JItKxtZLonhmVaYNmWWwRwehUWXNaBrhuE6oJUdpRT81cbmDgcJT2epqwpTHVnhGBtgKq5FYzstOP5taLO9vv2MGdlPS1rG/FWePGUuTnyXC99rw7N/nbZnBC7HzqAIICn7GTPiolD0ycQarDb5o/48Ed8jO6dYKrLJueGamCoNhFLj2coJIsM7xpnqiuKw+MAEySnxPpPraT57Eb6XxvCMi1M00TNaZhFWLRmIU3NWQzNRPE6SI2mmTwSZfn1DUhOi8VXt3P4uQGKqTz52AThhiDzLmmimDiCoZXIR8fxVNTMkmq7L1RazrsVragR696DJIuIsog3Usf8az/F3vv/L6amUd6+hP0PfQfLNAmFIoRcTvT+7Rz5ZYLGFbfRO6Jx2zyRqbnN9MdLhNwybUEobr+f9MQAEnMICmCZOoKWJ+iQ0Ao5tGwOwzJRLQuFMC6XiyvaFC6oKmf41XspRMfwReownTdhNc+nsmMFRjFPLjpBqLEdU1fpmc5jmQaSQ0AQJRBFMO2+HozmmV9dSQIVUc+jOGRWNXiJvfwr1HSM2tXn0P2Lr6GXSqxfvIaGlRcQPfwMicHD+ILlKKJJxdxlFF8eJNu9E0PXkR0KtUvWEpi7EklxUR32ok/1cJW6B62qgvalK5kumCjhEM/s7KNomRRzWWS3xfy6COe3eGj16YTlSeoWuLlv2xCfXlvJkQe+SeD6z3H30wdY1xHhrKtvp+flpxg+spfJZI6IP0wpOU0wXIuzcRGDGw/Z3giSyPBElAX1QWLpAkYuSU0giKrp7OyNcv6Cag4OxVANeGL/FJPJHNdGGrAsi65dW2nZcA29z9yP5FAoZVO2BoEFTesup//ALsrqGomnYuj5LG5vOSVdx604mHfVTexQJnn0wHdICl4KmsHc8iZuWH81928ux+90MZXJI1sBehJ9LKpYzOH4Ifq7+vDIHhLFBJ1l86j0VrF9YitJK4kgCKi6yj/v+CafXfInGKYBlsUT/Y+jmzqaqSEgsKhiMT3Jbg7E9rM/ug8LC7/io2Bm+XXPA1zbeh2d4Xnsj+3DISlk1AxgxzYrkkJaTRNwBinqRcazYwiAIjoYz52cVsl2pxYYTA/icS4k4NNY2i7y/T0/wJKTJEoxVlat5Msr/5pnhp5m28RWGgNz6Ah3opk63clumoLN7J7aiWEZaKZG0ShR7irHKTnpLOvkga4H0GYIsjYTBy4KIi+PbeYTiz7FwdgBVlSfxc8O3kO9r4ErW65iY9/jx9znBZBmtDLW160n7Do5rOeN+H19M3NajucGnz1lWV7P05XowrQsUmoKj+wm4q7E43j7IUb/XfCHt0Y5gzP4w8bbItS7du3iC1/4wlued+655/KTn/zkXTfqDH4fiAMvA08DaWw34muxLau/f/fe3x8qsS2+PmxifSq8FXE0OFHo7I3IYxP1t951/8PBwJuUTWHf039d/JjT58RWND/WhsTw0Zg8HTs+vog9pbkwVAfm8clp3yWy0Ryv/WQHmaljAmnDu8aZODzNOXetJlx/LEVdqD5AzcIqup7rxTItJEXC6VNoWdtI9fwIrsCJ6VfKm08kuQCNK+roeqGPzKQ9Rg3VoO+VQWIDCS756w0cebaXWN+JeVGFGYEzZ8CF06uQjeZAEGZJ51v1x+D2kdl/q4VjuUSdPoWezYPULKwkNpBAL+g4PA6KqSLb793D4mvnUzO/kvhgEtEhUtUZYfLwNMVUEU+Zm/H9E+glg4VXzgFtgj33/RQ1k8Bf08LSq29GcrWTnQhQiHcztGkj/romapduYGTbs2j5DKLkwNBN5qy7kfhYGS/+20HqllxM26UXgpkn1FCJv7qGnud+RXZymIbVH6DvxV/Pir0V4pN4yqsxixkK0VEWBnVeSUkkBw4R3bWJOZEILqPA6GgvgqEhilA57yyUzATz6sIM5B0UU1H0UgEsC5fi4KIljbR6Cgh1rZhqkcEXHmB8z2Yk2UFqqIvRXS9x1h3/DxWdKzj06E+I9x2g9YKbCM3poC4Z4MB4loDXRV7NYxk6giCCKFLhc5LN5zmvPUjp8Cucu+Ic2j0Fug7umL0fyzIRRYHKjqVs/cFXMDVbhMoydWLde2i/6YvMrWlA2z+Fyxek4+Yv8GR3nr0vx/AEy6h2ZblucRNWYgfF/S9xYNtDLL7lz/ApPu7Y0Ma2LheJVAbLtLi2OcfAk99lxMqzM57BGSrnU7d9gX0P/YBQpBLRV8atrTGmt9xDl1kkUtdI2wfvZNfTj5JPT+D2+Fl8/SfZrXmwZjYNsAy2Hujnizdv4PFtfXRNaBRTcUqOAOs7IrSGRB54cR8+fwWW6GRoPEasphK3P0RiqAt1TiMd13ySie3PkZ0axh2O0LbmCnK6xfi2rSgeD8HaFmI9exEQcMoO9HAjhzxJXh/cjMNfhmlYiKJFV7yXTOkXnLPgOprKg+xPh9k3dYQjUg+Xt15CpaeSvdN77XzOnkoubrqEew/9ApfsQlCFWaurZVm8NPwSy6uW82TfE0QLUULOEC7JxVWt17BtYitnVa/k7v0/RhQkTMucIdt2zuwnB5/gz5d9kenCNJqp4pJd6JaO3xEgWUrYAmeChCgJ1PsbSKlpDMukwh0hVohiYr/boiAiImJaFgElhDMkURFx8tMD9yAKAmU+Bw7RwesTrzGQHuCDnR/iUPwgh+OHqfJUIyDw0wN387EFdxArTDOYtlNrYRmohspt82+nK9HFrqkdeB0+ZNGBQ5zJiiHKBJQgw5lh6v31xAoxAkqQZMmep26cezMPdv0KC2s2J/G88vmcW38eonAshEk3dcaz4+T1PB7ZTa2vDkn8/X1Li3qB6cLJYTtH27Z3ei87J3cwlBlEQKA52MpNc2+iyvvHKhJ6BmdwBm8Hb4tQZ7PZk3IanwrBYJBMJvOuG3UG7zfywK+AV2aPqGqM6elHiUTyKMrF78FvZLCt30dFpX43Jfb3ByHsWOd7T1N+ap2AY/BjW6CfOU35Kt6KTKuqyvT0NJFI5A8k1UTDm5SVY8edvzfIxnJoeR1JkfCWu08QunonKGsKY6uzT3FiejGBcEMbTv+x6e3d9vd0T/wEMn0UWkGn/9UhfFfPQy3YC+TelweRZJFVty0j1mfH6Fa0llHRWnYSmT7tvc0JceFfrOfw090M7xpHEKB2cQ3zL20nUOVHPoUCtzukc+VXGzCMA4iCQjHTwqGncgztiOMJu6nqqDjFL9mwLAtLP6aWKwgCCAIuv4IgimhFzbZYW3Zub2uGmydH02hFjYNP2psb5U1hRFFAcotMTkxhdllUzCmnqrMCwdhP15M/Pa7v0sR6tqB4w4iSzsRuW7070X+Y9g98CNntIzc1RrR3EF9lI9lEJeMH0mjFHAc3Ds7GZbuDY1zwFwpjOzdRnHEFzk4O2wRUEBFlGVGSkRwuSslJCn07mOesoPHs85je/SLGZC/RxDQI4BBBkGxRLyMzwXWL5nLPAYPhyTwIAl63k7subKX0+q/Y+tgrKN4AuppnztoraL/kQ/Q9/yCCJKF4gxx67G6W+EIkBg7jCpTRv+lhFF+QZbf+Pc8YGkIxQ5nPQzxbBFFCN+G8+ZUUo+M0SEm8DS2s0yfQPRW266UoMdnfTdW8Vbi8PlIjvSy68XO4gmVkE1HypkxpaB9HHv0xc6//a7S6NuYuOocfvDpFPJPH7Q+g59MMJlX+bSrJFy+5AYa+imFZ7PvVv7Lyk//AYleJankPmjdP+dwVpKZG8VtZLK2EJIto2RTm9ACO7Dgtl97O6M4n6HndtuZZCGTiUfy9B1n3oS+SKRlUVlVR0nTWmgYNl7YwmNRxKjK1TpXEg3/PTas+QK65GjPQznRJYk/XMA8+14sgyqiZOP6yGoyCxb7xImc1NlMYOcSeFzYSiNSx9JyrCDe0EO/dz8jBnQwMjmACA/u2cc71t5Ee7adoiTiwiKxczVMjDyNKEqLiopixNQYEYCw7wU2dIgfjm2gra+Dl4W2kCzovDr3Any7/My5u+gAFLY9LdpEsJhEFgUwhz3x5AX16L1nT3vTaMbWdDzRfyqeX3EV/qp8ydxlT+SleHt3EUHqIZZXLsLAQsImvYZqk1SQu2YVlWYznxrml81aq3NVgCbw08iKCIOBxeDEtE0VyUuYKo5s6Tw88SUDxc1HjRfzyyP1IMy7TlmWhY1DlqcYlenC4BTYOv4QggG4ZRLMGdeEy0lqS6cIUsWKMw/FDXNh4MbXeWsZyY7SH23ms71HOb7iQc+vPZ6owRUAJoIgOiloBfcbqblg6siDjmombNkwDhyhT7ipndfUaMmqajGqn+yoZKvPK5vE3q/+W/dH9FPQCy6pW0BpspcpbNTsnTOemeGJgI88NPTtDqL1cPOcSLp5zMWFH2e/lm2mnJwtS0AsnHDcti1Qphc/hZSQ7MjPmLfpSPfzyyH18fOEn8Sn/FdlA3h/84a1RzuAM/rDxtgh1OBxmeHj4Lc8bHh4mHH5r150z+K/GBPDqCUcsS0DTFCzrcWAxtsX6d0UX8HOOWT0jwC3YscV/KBPzSux46TfGQV8NvJWbkwSci60G/kYrdxWw4C1/3bIsNE17X1K3ZadzxAaTxPrieMrcVHVECFT7Tor3PRGLgN9wasv7FbwXImulrMrwrlGOPNtHMVNCcog0LK+l48JWfBXv3CsiWO2hst3BVPfJitrzLw3g9EY5ulHwbvt7bO/E6cv2TeKr9NL1Qh8dF7Ry4IkjOFwOJIc063J+6OkeAlVe1n9mNS7/20stWN4UZvUdK1h8XWGGyLpwzBDpuiXVJ7h7z/9AhIrWjTh928kniliGieIVWHbTdcjOORSzMorn9O+eIAg0nlXHxOFpABSPw1YmT5dw+hQaltcxeThKKaeiq8bsfQGYukmwxk/9khoGt4+y41f7EGSL8pUhPHVehl4bo31DOQce+I39W5JM47pbySV8DOyaxiipdF6yhHnXdTCy5SHCzasp5iII7svwNQk0X+jH6Xfxyg/3Yug6pVTCzj89Ex9fSOUAkTlnX4ogSbjDlSz7yJcZev1JYt17UHxBiqkYpq4iOT2EGzrRRxQSfXku+cz/ZNf9/0whMYUkiIQb59J0zlV0PfGf6KU8HZd/jD87dz3760x6YyUuXFDJ1KP/SrpvH4ZawOHxoeVz9DzzSzqvuoNAfRtqJkEhMYWYz2BZBk3rr0J0KEwf3kG8dx/Rx77Nbes/xb1bx3A6LaoDHixR5tIltaxsCuD0TeJ01DCx9xW0XIq6sy7mnGtv5cjzv8Ga7mHOBZ9DdrpRs0lGtj7L5MGtyL4wVlUbNZWVtK29mGw+jti4iNGUSjwbRZZEHE43+WwKy9AxBYFnDic4t3EB03teZM7ayxnfs5mDv/0+iicAgkD/8w9S0bGcRdfcwd77/4VKtxNRljHVAqVMEo/Xy9jOF+2YfslWiM7kS+QKKv2bHqZyyQa2/PB7TMTSLF61mkjLPNJbfoWha/SP9CCIEs2rL8aRGUTV0tx7AMbiOdzhSrRCDl1TkS0Dh8eL3yXiQGM0nceyIBOd4MhT97Lkxs8Q7z9IKT5KyCeRyGloapHBIwdYesff0vPsfcQnx5G9LqyEhSdYRRGDyoCLfMkWA3QrIllrnC1TL1FiGW3hZgZSA5iWZYtlyW6agy22e7ehYlgmhmkQcVeyvHkFkiJR0Apsn9xOspTk5dGXWRxZzNP9T1Hjq6E/1Y8sysiiA1EQMbEIKkFymr1Jk9WyRFwRqr3VPNj9AIfjh7h57i00BhrZPbmbkCtISk3hllx8pPM2Hh94nKJR5N5Dv+D/bPgnYsUYzw89h27pyKKDBl8d17XexHgyT0iyGEgOz6qUmyaUdBMBgYinEtVQ+dzSzzOQ7Mclu/ArPhr9c1hauRy/w8fzQ8+RVNMU9TxFvcjHFtxBV6KLhRWLGMoM4nX4cEgOinqJRCmObuo0BubweN8jHIofwrBMCnoeAYErW65GwMIlu6j21rCofBF+5zGPo4JW4KHuB3lu+Ji7dV7P8XDvbyjoeW5sufkdz+GqoZIoxjEtE78SeFuE16/4Ob/hAu4/cuKGu25q6KZOna+OvdE9J5QNpAeYzk/9URHq93ONcgZn8MeIt0WoV61axb333ssHP/jBNz3v3nvvPSPy9V8KHUhhC2292cbGFHC6STIzU8fvSqiHgX/GFvo6imngP4C/4u2QzfcGCWzrpZ9TW1crgE8BQ8A+bHfiJUA9p1f2Ph5zgC8DTwF7sEn2amzL93+d61dyNM2rP95+gsrzwae6OeuDS6hfUo0onU4dvB47bdiPsPsO7HF0BdD2rttlWRZDO0bZ+/Ch2WOGZjKwZYR8vMCqjy6dcet++3AFUiy/WWRgSzv9W0bRiiXKGirovLieitYnsDc93szy/vaheE+dk1ov2S6fqbEMhmqSmcxSSBTRXQaeMvesyzZAajxLIVU8LaHWChrJ0TQju8YpZlVqFlRS0RLGHzl5kRasDdC+oYnuTQM4fQpV88Yw9VdQcyL+iJdSpoRW0hHEh1nxwf+H3pd9jO2fJNxwek+j8uYwFc1hov0JJEXCUA101aCs3EOoIcDhZ3tmBWoEAeZf3oG33E2gJkCg2s9r9+zEUA0KySKCYpHfmaM6Us38S9uRHCXUnK1SXr/6ero3FYj2DeOrDNBx0RIyUxrjBws0n/1J3P4i010HkNBxhRoZ2VuifmkTi65eQG46ydB2i2jPJJZlp7lq3dBBKT1B99P3kY9PICkuFG+AxjWX4i6rInpkF6au4fAEEV3lZKYVDvz2IIYF6+9cRHnrMprXXwmWQXZ8kH0P/Lvtai47QLAw+7bge+1xVnj8+GsupKdvL7LLg+xy2+rkkoQoORjZ9hytF95MzzP3EW5ZSMt51zF1YBvjuzcju71UL1pL1fxVHHr0x/gL/8xfXP5Z8r4aCtkMrW2tTO95ifSmKRySwMDmR2BGEGhi72tEOpfTsf4yhrc+TW56lFI6TrRrN9EjtoaApuu4KlsZ3vYMDcs20NC+gkd6VbKiF6fThV7IIoiS7XY98wz7JtNc2NKKuf1pwk3zOPjwj7BMk1ImgStYjmnoTOx7lYq5S3CFq0gNHgbLQnI48ZRVkhw6jM8pklftmF3TsN+FMr+T8V0vUt25jGJ0BI/ip2fn60zve415V93B3l99GywLhzeAJxzh9e/+DYo3yNkXfpn7RybQ8hlcwXIQBHTDoKQLrG4t59ALh7GwLfUOCRTFiamVqFtxPmVL1tC99XHm1PioWriW4LyV7NeHEK+8hFXOZsygGyETJmMWyWj2OHQ6XLaVWLNTgRX0wkxKKBG3InNt+7U80fc4aS3NHQvupKOskwp3hDmBJtrr2pianOah7gfJmGkq3ZVc1HQJmqERLUwznZ/i7NqzSZaSfLDzw2yb2EJey9MSbCVRTKCbBk7JiSg6KepFOsvnMZ4b43Dcnh839j3Omtqz+cj8jyIIAmWuMnqTvRiWQV7LUe6yPb4e63uUlVWrOKtqJXk9jyRI5LU820cPUO84mym1SMDpJVoowYzwIYJBVs2imRrl7nK2TWxjQcUCvrPn31Fn2m9h4XP4+Oj82/nVkV+S03KcVbWSocwQo5lRrmu/nicHnqBklNAMjVgximmZXN50JUPpQbZNbsOyLPyKH0mQMCyDR/se5hOLPsUzg0/xkXm3nUCmAcZyo7w48uIp56bnh59jQ825OHl7Hj5gC7M9PfAUB2L7MCyDOl89lzdfQVu4HYd46vn8KOaXz+f8hgvZPrEV1VQpGSU8spfL513Bjskdp7wmp5/swXQGZ3AG///B2yLUn/zkJ7nmmmv42te+xt/+7d+e8pyvfvWrbNy4kYcffvg9beAZvF30Y7sg78dOBXUusAY7ZviNeLOPksC7syLv4UQyfRQW8Dh2buf3zn34ZMSALcCzM+1oxk451cHJwz0887fkd/ytZuAT2PHoInbe5v+anM0AWklj/+NHTiDTlmlhqAZbfrYLz5+uIVgXOKUKtd3uxcBXgBHsfsxh59jeih1fv4zfNb4+F8tz5LneU5ZNdcfITOXeMaEGA2/5L5h/WT1Na1ZgGpU4vcMonqew46lXHHeuiZ3qbBv2u9ICnIWtnv7Wz6xxRR1DO8ZOOGZZFsV0iXkfaCTaG7ctdTNWU62oYWjKia7ZAqdVTNWKGj2bB2Zdp8FOd+WLeDj7jrMIVJ9Iqp1ehY6L26heUEkxHcfl/wGS4sbUTXLxPJJDwulVbL0m8yWSw+txBU/uX8uyUPN2DK7DLbPwqk7G9k8yuG0El99J5yVt+Ct9THVFESXRFjGr8rLgsg66X+wnF8/jcMt4yz0svXY+/VuGSAgCmq4iOUSi/QkWX7kAxZNFkGRkpwvdqCTatw932EvnJcvZ/os96Bo0LK0gPbyNrY/dgzuoUMyUqJy/huql17Lrob3kYyXUfIGmVfU0ntVKrH+K6gVz8ATz7PrPr9pdLIiYuh3/3ffCQyy44S47llYUcYVraTr3DvY+OgimgYSAqan0PvMkvogHU89hmSYOtxfT0Gf+7UfxBpEUF6auo5eKSIoTLZcBARRvAMUXRMvnKCSm8dfMYc7aK3CXVbLvV/82Y8HOUNa2CFMr4fD4ab/0I3Q/8XPqJ/YTf/UbdF5+O93f/b9oJiy/5XPs+Mk/omaT6MU8iCIOl5fokd3Mu/rjzLvmk+z/5b/RedUdHH7sHo4JHwroxRyK28fIlqeZs/ZyLm6WeDnlwxUow/IFAAtRcmAamp2ezOvEzCUINrQT7d6D5HDMxmkbuoY7HMHQVMZ3v8yiGz/Ltu9/hWIqysjWp2k+91pMrYRkFAn7vSQytqChQ5IQDRUJsAwNNZfG7fIxndXwuzykx/upWbqBib2v0HbhzfS+8BCmrpGPjtJsjLCgsYwDQ3GKqTie8iosWeGspnI02cO86+9iavszGKU8Sy+4Ao8/yNBrG5nq2U3DJ/+SzLmryTsU9lmjTI3sBaCkmQyXxSDrYXFkOS+PbcIluchpOVRK6IZFjbeGoqYScoZZWrmcRNbgg/Ov47mRx4gWbZG+h7of4LNL/5SQM8QtHbdw954fU0gWUWc8epJqimcHn+b8hguo9FTRnexiNDvCvLL5LIksYV3tOo7ED3Nrx4f4Tc+vGUoPUtALiILA/PL5XNt2HT/Z+yPKXGWIiMiig5dGXmSzsAlFVPj04rvYN72HRn8jDf4Gdk3txMJi08hLlPQiyyqX058awCE5WBpZylWtC/l/Hz5CwOXi7Hnreaz3URCg3OekoCdxzFjLI+4IXtnDk/02ObYsqPJUkVYzZLUsD3T9isubr+DZoWdYXbOaXxz6T1pDbQSUAFc0X0F/eoDR7AgVnggrKlfgVXw81vvIzLsoUNAL+Bw+UqqdBvBI/DC3z/847eH2k+aiVCmFYemnnB91UyddShN5m4R6Oj/Nj/f/kETxWI750ewIP9n/Iz61+K5T/v7xEAWJheUL8Tp8SIJItbcar+zlZwd/SrQ4fcprvI4/Zu2ZMziDM3grvC1CfdVVV3H77bfzP//n/+S+++7j6quvprm5GYD+/n4efvhhDh8+zO23386VV175vjb4DE6FPuD/cKJK8wPY5PaznBy/XIPtwps+RV3tnJqEv12cPrWabb3O8f4R6gx2XPTW444dAA4Df85bpbL63SDz7vrrvUM+VphVaQbbFTefKMxaUUf2TtD76hALL+/AW346K7wXu/82v+H494GPAJfwZurlp4OaUyll1dOW56L5kxSoj4eu6mSmcsQHkuiqTnlTGH+VH6e3EUEYwls2coqrjs8Xuh87D/kQdrz1fgy9h2Lqg1hUICkyuWgOvWTg8jvxR7wnpJ4KNwRp29BEz6aB2WOWYVHWHMYVcJJP2PF2Tp9iC4DpJnpJP4FQVzSX4QmfOPb1ko6uGhTTRQ4/e/KGQ3Y6T8+mfpbesOAk7wKnV6GyvQLbO8LENB3konbqneNVumVnCskpUD7nRK+V2GCCWF+C9ESG8pYyctEch57qwR1yUTYnhFbUGT84hdPnRHHLrPrIUnpfHaTzgla2378XSZGwTDtVVno8S3osw9mfOIudv9qHx+/G3SQjR5xkJjOUz6mh7qwLyMcmKKYF5l7QQkVbPfse6cXQLDxlLlrXBdhxz79gmTpqQaa8pYVw6/m88oPNuEMREN2YukXXC73UL6unbUMH+x4+SG3HAKamo5dKeCN1lDIJiqkYii9IrGcfZ338K6i5DMVcmD2/PUxuOoVlWQgCqHkHzmCIYjqJQA7LNFB8ARSPH0+kDn9NE9OHttO45lIkl4dSOoaatcmBO1xJITGFr7qJlvOux+EN2PmV3V6mDm1HlCTKWhZR1jKfodeeYOrAVryROjou+wiSQwEEHB4/mYlBSukEcy/7KOO7N5OPTTAbpG6aaPkMRqnI8NZnWXD9ZzBMDV0tIkoSpq5jb1Zatqq8IOAMhDENDXOkh1Ud5/P8Th0QMEpFnIEwhcQUCAIXzC0j8dgzuMuqkWTHbHotZ6AMyzTIxyYwdQ1DU8mM9bPg+s9w8JEfU9GxAk+4EgQBs1TEH/TiDDhRTZAlCSEXp3rBSmI9+/AEw8iSQFXIRTExxeT+LSy47tNEOpYRqG2h+5n7cQXLKcQnGXzwW1x+6Z1ccOFi9k+phCLVLGuNYOkGv371CJoqc9W1f0azlGRo06/p6zuAK1TB/Ms/hiY72ZraQymdsJXhnTbxkiWBklkglkkzL9LKefUXsG96H16pDFEQaAzUc3nzVTzR/xj1vgYijjZcLoPnhp9gLH9sAy1aiBIv2CmiSobKdCFKtaOakBjCEA1My8K0TLaMv86FjRexe3o3a2rOJuAMkNNyOCUXJVMlr2VZElnM+Q0XIGC7FwN0xY+wvGoFr42/xuLIYjyyl/50P4diB5hXPh9FUrhtwR10JQ5T72vA4/CQ03JYWGyZ2MLe6F7aQ3O5tu06vA4vTw/+huvWLSafCeNTApzfPM2B+E7yehLN0vDIHm6aewte2YuFxdaJLZjYruACAj7Fj8fhIa/laPA38OWz/pqeZDfXtl3PSHaEvlQvk/lJvLKX5ZHlDGYGeXlsM8siy8lpxzbUDcvAJbvtOHEsZFFmUWTRSfMc2OmzwM5PvabmbNrC7aiGikOUiRVjuB0e2wnvbaA/1XcCmT6+Pc8NPUODvwGXfGpyniql2Nj3GNsmj60jJEHiurYbWFq5jGeHnj7pmqZACxH3H8Y64AzO4Az+a/C2CDXA3Xffzbx58/jGN77B17/+9RPKysrK+PrXv86XvvSl97yBZ/BWULFzK58q5VEXtjXujYS6Etvd+d+xLXngcGhUVpZwOO7g7bk8nw41wO7TlIV4c+v4u8UoJ5LpozCwNxhaeC9igd8LOBwOKisrcTje3PXsncA0ZhbVzORLjhfQ1WMrEEM1mDw8DRasuHUxsnKqmOpxbPX3U+Fh7E2Jdx4OICkSgiRgGacKNTBQvCY22a3gjeNPL+n0bxlm3yOHZ+8PoH5ZDYuv/gTu4N9xcghDJ7YbO8AUDsfPZ8a3BnhIjX+I3s1ZRve9iGlECFSHqFlQRc9L/WgFnabV9XRe3IY7aI9XxavQeXEbtQurGDswiVEyqJxbwXRf/ASSPXZgkiXXLSAxnKCqo3LWKh0fSjD/A3NRPPbz1goa0f4EPZsGyMfzKD67/okDU8SHkifcycjuceZe0PImceZ+oBNRnMbld5Et5Y7rDwGtuIhiRqOy85go2fiBSZ77v69SStvv/6rblrH157twB12oYyrpCdtVPTOVxelRaFnXyKGne2hZ10gmmkMQwNCMWYu7aZhkpnOM7hln/adWkk8XSU2nUKpM3L44vS+8hqe8hoq2xfS//BzTB/aipeppP2cDzuByQKKQSrLg+r8lVB8kHz2MK1zProcmUTxe1HwaV9CNK+AmF9NJDKVQczrlreWY6lYEAVz+ALnoOJLsQPEGsUyTRP9B5qy/ktTICP07cmh5C9GhYKglBElmcEecuR/4KIce/g6CIKCV8pi6iq+ygTlnX4ooOyhrW4jTFyQ52AWAu7wGNZvEMk1aL7gJQ1fpfvp+2/3bobDsI19mYPMjuMKVeMoi7P7FNxEEEcs0KKXj7PzZ/2HJB7+AuyxCedtiJMWJZQmEmxcQPbz9GJk+DuaMtVcv5sG0Y5axQJRlLNPA0lWs6ACC20MpHSc7NUr3M/fj7znALcs/xC93TNou1MUc3rIqVjV6qM0eIebyULt8A77KekZ3vIArFLEti5kkgigCAhVzlzF9ZBex7j2s+tQ/cHjjTxnY/DBlrYtpu+gmBl/ZiJaYQnIoCA4XrlAFdWddwN5f/it1y88l3NSJqWmIihO9kCUxdITh156k4/LbcPqCINhpz0rZFBPP/RyH18fS+naa5lzD7m9+Adnp5LJF68HrpSZlsvUX/4SaSyM73RRTcZLD3XTceBd1SiV9QgJBFGc2TATAYkHFfJ5KvUhAbCAWbeGiytWUzBySoJDLuegfcdLhvIqahhy7pp+jPdzG+OTJG3TGzHOZLkzhkB2MmxNk9Aw6uk1CHbYXyYLyhTQHW7jv8L0UjRlhKwvW1Z5DohgnXUozXZjm9dHXyOgZJEGi3lfPxxZ+HFGUeXboaQpanhVVZ/G5ZZ/n8b7H+PnBn+FTfDT6G2kMuLh9/sd5efQl9sf2IyDQEe7kuvbr8Tn8fHfPv9Of6sewnuHOhZ9gf2w/Nd4abqm8gan8FF6HF0VyEnQGyWpZhrPHYqwFQcDCIqNmCDlDM+7aJlkty9ODT6KaGhO5cSRB4s6Fn2Dz6Cb8Tj97o3twy25ixRjNwRZixRhg5+2WBHFWpXtx5PTeYFWeKuaGOlhauZT90f38eN8PbYVxoDnYzLqac972N7M72XXaspHMMDkte1pCfSC6/wQyDTYRf6j7AT6z5LNM5ifZH907IzAn0Bpq44b2m/6o4qfh/VmjnMEZ/DHjbRNqgC9/+ct88YtfZPv27QwN2YI4jY2NnHXWWcjyO6rqDN4zpDhZWOt47MB2bT0eArZ7798B3cA0otiIx9PMuxMjA1vh+mlsEvtGXIadrur9Qv+blA0BSf5QCLUoing8723uSqffibfCQy6aty2kx5FpZnITa0Wd0b0TdFzYSqjuVH0R5c3j65P8LmPEW+6lbmEVI3veKO5VwOkrEKgZQM0fRHKEkRwrOD5uOzmatmOv39CskV3jVLSEaF33V8D92M+4AzuWfQn2Bg7Y4zvB0e5OT97IKz8coJC0SaNechPtSTG2d4IVty7mwMYu+l4dwul3Mu+StlnS6PQqRNrKibTZG1SGbjB+YHKW5Lv8TiKt5QRr/biDTgzdZPzAJPHBJJ0XteEpc89cZzKwbYS9vz0WT17si9P/2jBrP76CumU1aAWNzESWicPTGJp5Ko51HGTgIixzK6JDx1PmpJDKYxkmghShlOpg2fWNBKtta1hmOsfLP9w+S6Z9FR7SYxn0okFRVPGE3RRnyhSPwnRPjIq2cltkrdzLxH47pUwpq+L0KkgOOyWXy+8kNpBEdo6w5zcHWHZ9M7qxne4nNiPJMh2XXstLP/p7HC4fpuEk0Z8l0LCc0T0jjO5LgpVHkiX0UpplN3YiiDmi3b04PH4UjxdRElBVg0BNEFMzMQ2DuvkFMsMB8rExHG6XHfuraxRTUbAswo1zEQSBqoVLScfSpMfjyC4PTn8YvVQgF83RvRlWffrvGdvxCNmJITzlVdSvuoRCYhq9VEByOFGLeUa2PU8xFWXRjZ+l59lf4QyUUUxFGXxlI4rXjyA6KMSnSA4exigVad5wjZ0L29ARHAqCJM8ojwvs/eW/0HbRrRz49XeRnW7mXfNJHG4PocYORrc/f8qnHKxvQytk8UZq0Qp5/HVNpIZ7bQVwwCVLFGPjVC1eS6xnD5ZpkB08gM/4GV8698NMEyAdj1Hj0vDlJ5A0CceSdQy++gSrP/1VQnM6SY/1UUzF7DoFAcntpW7FeRx65MfIThelbJLsxCCi7GBiz2bM+atYfMvnmTy4lWIySlnbYqoXns3mf/kC8678GKM7XqD/xd9gYSGKIhWdK2i94EYGNZXUaB+KL0RqYghJEsE0kT0+BFFi6uB2apaso5icxFNWzdSOZ2k+91r2P/QfSE4XDstCy6cxDROH20P/U/dx1cf/nH+3YsS1FKZm4ZHdLK1cTsgZZmX1Kp7YkWYq4WAiabtaW9hfwpUtFfi9KrJTYuvka6hWkTmBJvpSvbPpnMpdFUiCyMa+xxEQiJWi+Bw+ypUKLMxZN21ZlEGAidw4CyoWcCh2kJyWI6/nmSpMklGz1Hireaj7wRlVeQeWZTGaG+WHe77P9XNvZDw7hk/x0RZq55vbvkHAGUAQBGKFKIfiB2kLtbM0soxKdxUfW7DKzucsgCTIjGSGafTPYXXN2YiCiEN0sK52PT/Y+z0EBBRJQZGctARbuK79Bjb2P2a7fTu8ZLUshmUgICAJEjkti8fhocpTSbQQpSM8D93S+cCcD7B9cjuJUgLDMvArAZyiTU77Ur1c1nQFe6N7UA0Vv8M/S6aDziDtobmnncXK3eV8esld/Lr7QXZP75o9rkhOVEPjV9338dklf4pHfOvvZlAJnbbMLbuRTxNDnVEzbB596ZRlFhYHYgf4cOdHmMxPktOzuGUPEXfkjzIP9fuxRjmDM/hjxjtmwbIss2bNGtasWfN+tOcM3jEE3vwxns4iLGBb8Gwrnq7r5HI5vF79XW6OzMGOK/4pR63ftkvqpcDCd1Hv28GbWb8l/pDyQh/rb+97thnlCblYeHkHW36+C9M8kYE1rqgjOZIC62jcrHaaWt4sjvl3j6+XFYn5l80lnygeZ4EtEawzWHzVOfS+3MVUV3gmX/MUFS1+nD6buI/sHj8tx+99eZi6xauRnV8mOZpjeOck+ZhKZUeGqg4ngWo/YKLrErmcD6/XxcQBcZZM2wqmduXFdIlob5xAjY/0eJbezQM0rqg9rWVYkiU6Lm7DX+VDEARcIRe7HzxAtDeGaVhIskjz2gbmntdCz6YBHG4H8y5uIxvNcWCjbUExDRNDMxElEXfQyZ7fHGTuRa3E+mL4K/3Mv6yd1EgGV/D0/a6rOqmxILLzM4jSg4jSYbxlQRCWYhkX4w7EcfqaZs9Pj6fJHieWJkgi+ox7uJbXIORCzWlYpoXL70RyyZQ3hRjdM87hZ3uQFZliRsUVcKKXDBwuB6Jku7mLokAhkadueTX+Nh/Zgfk0rF1ApC3E4Ue/jampqHoKV6gKb1UThXQZfS8fxBupQxC95KaGsCyL7fft46IvX4oo77fjcBUXoizi8stIsoRmqTg9Ojvv+QbLb78Lf00zpUyOUtZCdrrxRuZQykRpOudq4n0H6Hvptyy4/u/QCjWEG7xYlkBsCMb2HCEXFclOTpCPTeCJ1KFlkxhqkWJqmsFXH6eQmKZ22TnMWXcZO3/+f9hz3/9lxZ1fwRUoY+sPvoKvqgELy3YFt0ymDm2jrG0RgiShF/KAAJaFZZkIgoAoSuRj44iSjGWa6KUCu+/9Fuf+1ffwlFfbbcilkV0eOybc1DF1jfqVF6IVMrScdz37f/1d5l/zCbqfvp/s+CDICgQqKatppnLeWey595+xTANBFNGLBbKjXbRfdCuCIJDu6qd/36s4XG7K25ew/La/4tDjP6Vq4WoinSvoe+EhDLVIxdxl1K44j75Nj1BKxxFlB8mhLryRWuK9BzANjbGdLzK573VW3fWPTB3ajuz0MLz1GeZf9XEm971K9MgumEkVJSluCvEpDj16N3UbrmRs78vMv+hDHHz0JxSmxzA1FUl3ITvdtF54A/H+QzStuxJBUUgNHMEdrkLLphBEiVImAaKEJYiUCgW08SECaZ0LGi5ke3QniqSwrHI5btlNpaeSRMrJcGwYrSRiYQIyhqkjCLCld5I/uaSNbT2jLKhZyJax17mp4xa2TLxOQAniEl1c3Xot3971bYbSA9zS8UEkU0LLG5QcKh7FjSAK6JbO3OBcnhl4GoeksLhiEYsrllDSSzw9+BS6qdMaauGJ/o0g2K7NlmVhzhDypJpENVUa/I10lHXwythmSmaJtJqhzFWGPuPv3JPsZl3teh7vf5Sx3Bhra9fxyujLPDPwFBFvFSurVpIsJvjFkZ9jYbE8spy/OOtLDKYH0QyNRZFFOEUnA+l+4oU4vckeLp5zCb/p+TUAHoeH9bUbqPfX0Rpq58GuBziSOIxu6pQMFdUocU3btYSdZWAJvD7+Op9Y/Eke6f0t0UKULeOv8/EFd7J1YiuTuUkkQWJhxSIunnPJCSmyZucvUydamGYiN4FqqHSUdVIySvQle0EQcIgyDlEhWUgyODVIoC7wlt/MhZFFvDD83KyF+3isqzuHoPPU4oyaoZEpZdFN3c7pLZwYZlPSi8iSTEPgvRG7/EPG+7FGOYMz+GPGmbfkvz3KgHXAY6cpX/m2ajEMg0QigcvlepeTpwM4G1uwawJbabsa2xX8nYpOvVO0YJPmU1nHl2Gn7/rDwHvX3yeien6EdZ84i/2Pd1GaIT3NZzeieB30bh4E7LRSR12PT1EDEMT2fHgj5gKVGIaJqRvIinxaka1TwV/pY83Hl5OZzJKdzuLyp5BdPl6/53m0wrGQhamuMdo3iMz7QBkOtwOnX+GsDy1GQEBXDbSixtj+SeIDSbS8hqHqjO6Js/s3B2aJ98ThaSIdYVZ9uA6Xz4FhXEYiMYJDdjC6P3msUZaIqYvYomUw1RWlbkkN6fEsal5DK50+aC89kaXrhT6Gto+gFjXcARft5zajlzQSw2ksy6LvlSEWXtmJv9JLz+YBGpbXko8VZmOcc7G8bd0NusjH8rhCLvwRL/2vDZGLF5BdMs1rG3A4T+92N7p3ku337UaSk9QtWUdVx6VYJjg8Aao7f4Mo9QMhTGMp2WgeraCz/JZFWKZF/2tDJEfShC+eWWAKduiAIApYpoVa0Fh15TK2/GwXsf4EoiSy+vZlDG6z1dm95TaZkJ0y2WiOhuW1JEbTVHaUsXvjXnLdCaySyZo7FpIamUDxhChmkuiFDFULz2Hv47ZrrWnoCMax99bUDGJ9U7Ssb6PnxSPohSyK14+kODB1FcUjouWHcHi8INbRevFn6XrypxTGh1DzKt6KSpbf9hVkl4NDD/8Qf10LspLC69/NwPPbsSyRmmUbOPdzF6F43cS7nyU7OcL04R0s+dAXOPTIj9HVAqVUHNPQ6Xvh18R69jL/qjvp3/QwxcQ0hdgk2fGBmX6z46GdgTJivftpOudqBEFEmEknxYwVWfEF0Qr2ZoYgiiAIWCaIokTPM79k7uUfYdWn/oHh159g6tBOTK1IZcdK2i68GdHl4dVv/wXuskoW3vBZkkPdtJx3He5QBMvhIqVaFA6/yt77/sVW8wYs06SYiuKRq/FVN5Ie7SXY1EnTudegF7IUklFSI93ULFpNvP8wZc3zadpwDaaukhzqZv9D37VjuNUSiiTjKatk+PVx283csN8ZQyuy/Uf/i0U3f55gfSuvbbyH5R/9K9KjfTj9ISzLQlKcmJqKXsyRSYzT0fBxXOFyZI+Ps+/6GgMvP0b0yC4Ub5D2i2/BNE2mD29n+tB2RIeDmqUb8FbU4PD4KSSnsSQZ3TDBMvGUV1O7eC2irLDSu4R0ZhrB42Hv9G6yWpaiXqBWWY9DnKRwXMiIYO9zYGGnk4qmS1Q1+PA7/XgdXjyylypPFbd2fJAXhp9nOG3Pn88NPcP17TexrWsLvVoPkiRiGRbV3hrmhjvwKT6m89M82vcoGTVDW6iNc+o3kNVyBJ0B4sX4TB5nAwsLSZCwLAu37GEsO4aJSZmrjBeHX7BVvfUcYUKopoZb9lDQ8wxlBmkPzWV51Qp+sv9HLK9awfkNFzCaHaE72cW8sgXcteSzfHfPd9g5vZPeVC93LvwUtb5aNvY/xrzy+eyf3k9TsIn/j73/jo/rvK/88fdt0xuAAQa9ESAIgL2KpEiK6r3ZsqzuHtmJk6w3cbLfZLPJfvNbf5PNpjhx3OIuS1aXVawuUYW9opAE0XsfTG+3/v64EEjakiMldhx7eV6vIYG5mDvPvTNz5znP53zO6RzooMZXy0db7uTYzBF21ezm1dFXmEyPM52Z4dD0QfwOP6Zl4lU8FIw8P+5/iv++9c+ZykxS5o2gGzr3tN6HZVnkzDxBJciWiq2ktTQiAiFXEQ7pZxcFVUPl8PQhHut9hNnsLC7ZRbKQ5NrG63BIDoYTQ0sVbtGUSMTjGOXGu35nWpZlKyEEkUpPBR9qvo0n+x9fkrMDrA6vYU3p2ne9jqbVNDPZabwOD32JXmRRIeDw45RcuGUXF1ftRBIkvtbxz3hkD1sqLqLGX/sbJ/V+B7+sOcoFXMBvKi58Sn7tIWI7ep/Admc+F1dhuxj/R0MCqhZv/5GoAu4DvsP5Jc0wcCv/eTKw3wszwADQjz3mduxjev8fU9khU95aRqDcx3jHNOm5DLNn5sks5Jb+pmp1+Xk5wucjAvwW8GXOKgwAStBynyA6kmVofw+5eJ7wsmJq1lcSqgq8b2LtDrhwB1yUNSto+bc5+F3PeWT6HfS9dZKqdS0oLgWnz8GxR7qY7Y0iSiK+sIfGi+vwl3rR8jpqVqfjx6fOe8lX3VBG2fITaPl/xuGxsBdzdiCIxSjOc6r3QhH59NnfZaeModu/OzzKUu6zDYN3VA6ZaJb93z1KetY24LF0i/mBBeYHY2y5dy1HHuzE0OyJXP9bw7Rd3Uz/G8OoWRVBBMuw3bhNw0RSJLScjjvkJpfIk57PEB1YwALmehdIjCfY+okNuENu1IyKZVk4vA4EQSA9n6Hr6dNgGRhaitEjcUaPvHMsCrt/fweByBC6OsHo0TBdT5+mkCqQmEojKiKrrl+BK+AkPpmkclWE5HSaopogpmGSiWZx+hwoLpnoUAws2+huvGOKNTe30fVMD4W0ijvkBizar11ObDROaVMJx57sQCo7Z2HLEsinVLzFHgQhiaHriJKbQmoWURYRJRE9n0eQFATTwLIMUrML1KwNsDASITZq92SauorDXWDTPVvpefKvqNt+A8cfO4mW11i2/R4adwNYGLqX03umWLHTltS2XHUXR7/zl5haAdnlQ1KczHW/SCF+htKWdUwceY0V13+M/lceJhedsUmvIGCoeQRJxjJ0cgtz5JMLrLj+4xz+lz9n3T1fPMvKAC2TxBUqxVMcofuxf+biL/wDwZpmMrPjiLKC7PJgaipaNoWnpIJ8cgFRknH4ikCwULMpXIESup/4OpVrti/1My8MnmL/V/4Yf0Udbbd8hr4XH6Tzob/DU1pJZrYUNZOk7tKPYOFg+O1nwDhffaK4fbiLI2TnJjj1xNdpvvpOCok5+l95BMvQsQwDQ1NZdtmH8UVq0NUcPc9+DzWXQTANXKESjHwOT7ic4sZVCKK4GJFlqzsEUULxBhAVhVx8DgGRzPwUmbkJRMWJKCuoMVsd4y4qxeMvwcik6f7B3+IOhtF0lbZr7qPhUzcx9OZTWMDpH3+D+IhtcClKMq7KFfhXFqNEGskZAgoGVjrO8stuQ5JEJo6+wcJgF0XLVrFhwwZeSBwlqScRBZHT0dO0119O0OFHUwvkNXtx4514XUUSEQSL2lIXSXUB1VBxSS6urb+O+kAtLkPjzHwnIcVL0sgRzUV5Yeg5dpdezmr/GmSHTI2vhhNzx5EFmc65Tp4ZPJt2MpgYYO/k23xuze/gU3xEvOVMZ6YQEOxcasvEp/gwLJ2Aw0/YXUp9oIE7W+9hKDHAoemDqIaKQ1QWJeImLslFa0kbL4+8xMbIJmr8NfxL1zfQTA0Li5dHXmJX9W7ubr2HH515iKyexe/w88zAU+imQaW3iucGn6EhVI9X8fLW5JuEXWE+sfLTPNL7IxKFBFsbtvL88E8AiBViFDmLlyq2XoePjtnjbK3czpaKLRyfPcbp6GnCnjCX1lxGuaccn8P3r5LN0eQIj5x5mNncDLqp48SFbuk81f8kH1/5SXoXzuAS3O8kveF5FyftRCHBcGKYQ9MHMSyDDZENLAsuY3P5FuoCdYykRijoBWoDdUQ8kXcdk2qovDH+Om+M7+GKuqvonOtENQrM5wqUuEq4rvF6nh14GhNzKXKrc76D7ZUXc3XDtRccvi/gAi7gAqH+zUA58AVsE7Ij2KZOW4F6frk9y78MJLGdwJ3Y1fcPAhnYhr2IcAw7+qkd27n8V5cN/f4wip3fHT3nPgW4H7sH/oPFcXmKPFS0lXH88ZNkFh2oEaByVTnt17a8hyHZO1iJ3V/fj51ZXouuNjGwN74kVQaIjSUY2j/G9k9vINz408Z3Px+WKZONLWO69xiYiwZC53JyS2auL4rklDj2oy4SkynAlkgnZ9L0vjZI65VNtF7RRHwyeZ7ZWfXaIiIr9mDqb6LnwNR92BXoHkSxlpbLtjNzJgoEwXKCeZbQ16yvXOrzXrajHm+JA9tFfy/2a1QLbCc5414i0++MC2yiPHRgjMrVEcaOTGJZFpn5LIIgkI3lSEym8JV6EWQRQzMRBJZcwQ3VwLfYAy+IAuLiORnrmKJ9NsNE1wzDB8cwDYvKlRFqN1SiZrVz3NPPX9TQCxrZBTeBiERstJHjj3UvGllJODwKhbTK8ce72fbxDZx+pZ/Nd60lNZdhYThGSX0joeoADq+yFJll6ibF9SEC5X7cRS52fHYzuXgeb7Ebd5Gbrmd6cHoVJk9OY2gminJ2AWt+KEN4eTuJ0R4UtxdRVkjPjBCsCBGfWECQRGSXEy2bsI3cRJmi6iBnnv0G9euvov3qrYiuEN5AltjwcWY6Hiayag2hurWcfGk/Wk7l1AtnEAQBU9dwF5ehZRdgVwPVm69g4vgbS1nMhdTCWTYlmpS1bsRbVo2aTdJ4yS1Md+7D0ApIihPJ4UJx25NlXc0TGz5DceNKJMVJemacovpWEqN9WJaBHV2VBQFcoTCTJ96k+Yrb6XzkHzEKOSSHy67WOt2suPETGKrKmju/gJZNIbu8GJpKbOg05e2bOPbd/4Wh26+rIAg4A8XMnjqMv7yWUP0Kpjv2Uhg8SUJSME2dZdfeh5HKUdy4koXT7xgqCUiKA8nppmLtDrvX2x8iWNNM18NfxldahWHo5OankN3exb7wErRskqoNlzB94m30QhYtm8ZTHKFh5810P/7PtN/6WU488L9R03G8kTpKr/s8I3qA51MO1gfclK7dheRwIrt96PkMWBaCKGOaBqLDaVf9dQ3F7aVQyKDmUnQ9/k9UDV9K0+W3M374FXKxedzFEbRcmuqrP8VerZ7vPXOGz2y/nZEH/gpd1Vl/ya1kpoaZOLYHVyhMIZ8jm82in97H5Xfez/eTr3Jx1Tb8Dj+juQ5qyhQyuokgukhmdURBwLQsdrWW0TE+yY6Vbp4cHWBdZD1vjO3hvvqrkTsfxArVISXGcRt53J4wSRnm8/Mcnj7I5OwkNy2/idHkCKOpUXZWX8IjZ350/rUOi5ye45nBp/n0ys9wa9OtnF7ooS5Yh2mayKJMf6yfMwunaQo1M54e5+udX8WwDCKecu5p+xhHp48wlZkkVljAJbnYVL4Z0zJ5deQVNpRv5F+6vrFUnQUwLZOOueOUuEpoCDYyk5nGsHRaS9pxSg6e6n+CFcWtPNP/NLe33MHbE28ynhpnJDXMZHqCYlcxFrYE+p2+6rSWotRdSpkngigIGJbJlvIt/POJf1oyIRtMDDCSGGZT+WZuafrQz2RNn4tkIcEb43vIGzlUQ0VAIK/n8Cl+kmqCYzNHqA3UMZmZRBFkKn2VBBzn7y9RSPB476N0R7uW7uuN9VDtr+W+tvuo8ldT5a/+6af+Gcxl55YUAZ2zJ7i3/WO8MvISo6lRwu5SBhODGJbxM1X2vZNvs6Z0LU3/SgzXBVzABfzm4wKh/o1B6eJt+696IP9G5LDN1Z7CdpoOYlfYL+KsudT7gRNYtnj7dUEOeJjzyTTYcvlv8m+t9vvLfFx03zrSc1nUnIbT68BX5vm58mEb5/fXA6TnkudlJL8DvaDT9cwZtn9qIw7v+1MA2GZeSVz+MJZmLvYxY+ccS++QQv9SpTg9l7FJp2EuGYAV0irjJ6ZYcUUThnp+v3jdJglT/2mnchFbodBJcd3V1G3awMjhSQQRvCUesrEc5W2lWKaJltFYtr2Oxq01CEIH8BXO5rX0AK/gL/skniIX2ZhdxZfkxQUKQSA6FKft6iZGD09g6Cb+iA9REdn+mU1kF3IU0gUu+th6DnzvKJnFYxMlETWn0X5tCx1PnTr7MgArr22h48lTRIdi6AUdURKJjyUYPTLB5nvW2n9nydiRZ+dL9QUBDKOFwX3JpQq+IAp4ityIskghrTLRPcPmu9dy6IEOTN3A0Mylx26+ew2SIuAv87DiimYSUylGDoxhaCYVK8uo21yNL+JFliWMgorpyJKNCWj5AiXhMFVVEQRTYGFkjuW7Psyp2b9HsAxE2cXYwZdZfv1/petZ8ax7uyAgCCKh6lJkR4ZCOsXIvsfZ/OmVqOkRjnzrbykk53CFSlHTcfwVb7Ppjk9w8IEODFXHAmSXB9npRpQieCN1eKcqGX7zaRDsntV3yLTkcFKx5mLcRaXI407mTh1h+bX3Eh85g+xw2zJl3XbXtkwT2eXG6QuQXZjGMk1mug/QdPnt9Dz3PTJz47ZcXlfxlixj2WW3cfKpb+AuitB206dJTg6hJmOUtKxFdnmQFCc9z/wj2fl3opkEGi65BV+klvhoj02mLdMe6mJ5ThBg4sjrNF1xO9Mde0EQ7GN1eRAdTkwrw/Kr74FLP0Q+Poeu5klMDFJU20JyaoiWHZcSchZwZg4S+egt5F3VTI9No/hDDO15itzCDFMn3sJdUk4+EWXZ5bcRrFpGPhElOtBFx8N2D7wgCKy754sMvP44rit+h68emKOgxcgn5vBsa+eyLVejzY2w7NIPM3rgBbRcBrVQwBuuAEGkpGkV6dlxDENHzS8uSlkwdfxNGi+5hcTkMILTiyBYFDW0MeZv5e29wwiiyMOn83zovv9O8vReihua6d73LJ6Scgq5LAgCWd1CEUzGX/sxt952F3tnDzAYH8Cn+Ni14kZ0ZLpGU4S8frJ5ke0tYVqqXLi9FoejT7E6vJpiVwnL3ZW4Dn2FXP/z+Buuoq10JUen9iOkpwl4y7AEB1igWxotxSvI6llGU6M81f8EK8tWc4X3Sp4e+DHzOTvGsNZfR12gDkG0XaG7oyd54NT3MUwDWZLZVrGdP9z0x3z5+N8xlBxCFmSCziAjqRG+3/0d7mm/j+cGJwi7wlxRdyU90R5qg7UsCzUxnhrn2obrKHIVY1omuqlzYGo/STXBoekDbCm/iLSawufw81T/k9zcfAsrw6sochbRXrKSvJ7n8torKXYVcyp6koAzgCTKjKXGaAg20DlvZ3rrph2/Zlkm09k5Krzl7Bl7nfnc/JJCycJCt3ROzB1nS8VFtDhX8G4YT42zf3Ivg4lB8noe3dTtfRjgczgJOALEC3FK3KVgWawobuXamuvQE+e3cw0nhs8j02f3P0rnfCe7ay591+f/aSwUFpak4ROZCeJqnI3lm7i87krKPBEeOfPwu0rWAbrmOy8Q6gu4gAu4QKgvwMY7jo6i+MEqob84HAS+dc7v88APsaOw7uSXl139q8H553uG93Zqz2NL+f9t8nmHx0Fx3b9f6h6fSJ4XWXUuFkbiZOP5902oExMpDv3gBKtvrqespZmZnrMGXaIgIYjFIDgIVviZWKwWCwJ2r+I5hXU1q6EXDEI1gUVSad8vu9K80xMtKSKiJGCZJh5PBlEsICl5Vt7QSu3Gaia7ZzA1k5LGIgRRIDmVZuWNLfjLvCjuOLa53jtk2sBe/MgiKd+h6ZKP0flkHnAtxoKJsOh2bagm5mLVfNOdq4lPpjj1kzPkkyp6QaeoLsi6D60gE5tlrm+BUEUNrpCbrh+fJhvLISn2gbr8TvwRHyceP7l03JYFuThoeZ3BfaNsuH0VY8enyC44aNxeiafIQi+ITHSl8JQkKKSuJT4RI7uQw8LC4VaQHRKeIjcuv9N2EB6OIcmizeEtEEQL0zDp/PFJNt+zFkmW6H9rmNjoImEXYPjQOLGxOFvuW0/v3l7ar22i941BSpsC1F1UQ3Q+xmRnHEszqFxZhSWE2PDxPyM7f5rJ40dx+ErwlwdZc0s5fW8Oo2WyBCpqCS/zU7/JT3xoP+23fBLT8pONmRz77t/hKXbi8JejZg0EuYh8coFo36tUtK9i4sQ4giTbTt+GgShbYEkEqxpRvD7UTMI2BxMEQKB223VYpsmJH/4NpmFg6ir5RJT6HTcw33uCXGwWQ1OxDAOw0LJpQvUrcPmLEBWHvfiSy7D+3j9Cy2fIzE3g8AaQnW46Hvp7JEUhOd5H1/BpihrbCFQ2ULxsFaIkse8f/qudBw2IsoIzUMzk0T04fSEcvtCioZgElv2/oeZR3D7UbArZ6UFAwF0cQc0kycfn0VJxAsEQp578CtmpIRSPD8UTpOXae1gY6GJZeyuO/f8vLgUKyQW0fBYcXsp2/yX7f/xt6rZdB4CWTRKoamTyyKvEBrspX3kRksPF6P7ncfhDVK69HFewGF95LRVXfZKvHJ4nnUhgaAXu2t2Oo/tZXnh8P2G/g5ZdN1C+ahvzZ44jWxBVLVrXXERRVSPHHvw7BEsDrKVIMcOyyKeTaIhMZwycskhp2y4ePT2LZepYlsBENMPXjso0h9ZRFJtEdwUpJGawTBNncYSMaiKYKom5MYoEkY65E0TcEWayM/zozFdYU7aJjy/fTsRdj1ty4nM7EMw0uqTi8e2gc76TZwZ+zN+1fpp8v20kJk8dZefyqzmzcJpMIQG5BYKBRgRT4EN1tzGbneHR3keJ5uYJukLM5+bwKj7uXHEXT/Q9xo3LbmIiPUnXfBez2RnqAw00BOrpj/ehGSoWMJwYYig5SN7IU+QsQjU1LMuiePHnYzNHuHHZzVT6KumN9TKXm0UUBDZE1qNIDh7q+SGzWfv95JE9XF1/DSktzbGZoyBAyFnEQm6BbVXbeaTnR/TF+7i1+UOYlsnx2ePopkaNv5aN5ZtwSi6SapIDU/v4WPsn6FnoQTVVnJITFqvgdYF6Qq4ijswcxsS0ncZ/Cp1znbQU/yyhTqpJHur5ISIiVd4qpjKTSIKEQ3IgIJDVMiiiQlvJSlaXrub6xhuo8lUhWRIxLbY0RzEtk4PT+9/ze+bw9CE2RTa/rx5nSTh//Bktw+FpW+mxo2oXpvVuviw2dPO9t/0641c/J7yAC/j1wgVCfQHA2czBXw1mgcffY9sbwG5sw7F/K1LYZMjPr9bpO4qdG+5BUYLnnG+ddwjguyP3c7b9YlHIqCQmk0ydmrWNdtrK3iNeaxEC1G8uwlsyiS2zdwE12CZ07/5FPH58Esu06HpmhLW3rmBhOG9P8AFDcyA5XCy/ZBmyQ8IdOse5/VxVuCDg8DpsYljspmFLDUMHxgCwDMfSlc0ddCNKIqKkU1Y2u/hgJy6fE1ezk1BVkFMv9nLs4e4l2fY7uPZ/lOMOxhd/M7Ejw5IAKK44wfICtvFeBFF24yvxkI3nqN9SzcJonKKaAO3XtSApMj0v9lPIqAgCOH0O1EyBY4++yo7PrqF27RFEh8DpFyMkplJ2pX7xQFuvambk0PgSORcEME3bSSm7kGWya8aW8q/0EmmZRC88iWXOg6BQ0XYZhn4zQweyODwKataWEGtZDdkp4ym2q9TBygDJ6TR6QSezkFskkNqiMZnXjmMr8ZCYSALWkmmZw62gZjT63xxGy2Y48O09tN+wgfLWal7/h32kptMg2BXhvjdGmelZYMfnttD1kyieopvJpE32/FMf7Vc1sOO3VqMVVJITfUTP7OPkY8fQcnkEycmKGz6Pmoni8IhkotlFMywLQ9cQJQXT6GTlR25gfiCDKCuYho5RyNN+bROKR0KqbGDZ7g/R/cRXwQJJdKF4/BTVreDY9/4XnnAFhYRtFJVPRskuzBBuWc/4oZft+ChZxjQMKtfuIBebwxuupHLdTorqV9gu29MjiIqD0pb1rLjhkxx/4H9TSEZxl5SjeHzouSxzpw5jqgUMVaWorgVRduANV2Hq6qIqIoWpq0yeeIO1d/6B/VqLop2pbOio6QS+8loCgRIy85MoXj9qJoWp62z93b9G8fg59PU/wzINXKFSTENHyyQ4/fS3WH3753Ge/GfIRtGdLgytYL+51AzS3i/Ruuv3OPLoN1h79x+yMHiSzPyUvQ9NZWH4NI2X3MLau7+Iwxdg7OBLpGdGEQSBsi3X43abKF6T2rJiwoleTnfsw7IsZhJ5xDeeprShhfor7sRd0chYXqSy2EvH176I7HBgqgZYBhKi/Xoiks/nKV99MYN9A+TyKjnRQzJ71hhQ8fgQRJGpLOQDDlQT/EWlFAyLaNYgHHCR1rNUNK/nxNxxwq5SVFPDtExMLI7PHuT47EGaipqplyPEMnNcmaohXNdKUW0Rg4lBZEFGzMwgixK6JZDVUoSPfIP7t/0+HZkJTmWn0USJtpKV1AXr+D9H/jcOyUGJJ4y9VCOQ0dK8Mb6Hj7V/gh+e/gGz2Vncshvd1Dg2e4xKbyWX1FzKgz0PUOouJewOc3LeXjRzyS4kUyZRiKMVbGl6X9xgQ/kmfnDqB3x0xUfJaVlq/XWUeML8w7G/XSLTAFk9y48HnuLetvvssagZbm+5g7yRI5GPs7PmEm5quoW9k2+zb3IvAgLVvmqb3FsWTsmJW3IhCRJvjL3OJ1d+in1T+5jLzqEaBXZU72JlyUp6Yj329dayli7MduSWffF9N4dtgPnsHFMZW5lxXcMNnFo4hem0yOlZLMCreJEEmaZQEwu5BS5ajAADzpujWFg/l8waprGkfvrXEHaH8cgesvrP+nkUjALtJSvpnD/xro9tL2l/X8/x64Zf7ZzwAi7g1w/vi1A3NDS8b9MhQRAYGBj4dw3qAv7jYVkWhmEgSdIHcm7+xSC+eHs3WNiE+99CqOeB48DrQAE7m/gS/uON2mLAfux87jhQiWXdiGG0I0k+BCGILdefe5fHviO//uWjkC5w8ie9S8QUYODtESpXRWi5fBmBCj++Ug+mbhEdWkDL6ay6rozKVa8jKSc4S6BdwCexSfUCdk//O+7hkFzsPTY1k9MvDNJ69UqiQzHmBhZwBZysvK6F0qYS1LSKpMTwFLnJxs4uKlgWOL0KNWsrGDk8TnF9Ect3N1BcF6LvzWESk14qVtbg8C4s9YpbFhiGhCQ1IAhno1uSM6kl9/Nz4SlyU0jncXhNJFnElt8nl7ZLShpfqWexMr4AlCM5JJZdXMfySxtRMyrRkTiBcj9HHuwgG88higKWIJBPFZA1GdnhZ6o7Sv2WWfT811h28f9g5kwpqRm7D1dWJELVQeYGoouxS4B49rNpWSBIAmVNJQSr9qO4HscyVUTZjcOjICnHiQ5t4/SLk7Rf08rIofElObde0DE0k9qNVdRuqCI6uEBxbYj4eAKHR8Zd5ELL6gwfnqCQ1pnonMIVdGEuyvBlp0whXSCzkGOmZ57GreWMHemh54UTGKrdxyy6LPRFMuRwObAsiI0mKK4rZvDtERxehav+20UkJ2aIDo0ytvfbpGeGEESRfNJCy6lAge4nvsqmT/4XDM1Ez+uIsgiWCZaFqatk5uP4wh6ClU4Sk3HCTXU0bq1guuNHdD8cp+1Dn0V0uKhafwlzZ45jqHlEWSEx3oczUIyey2AaOu7iCFgWw289TeOuW9jy2f8fE0dfByDcsh69kGN0/wvER/tY9aHPsvfvv0AhHbNfC9MkMTHAiQf/hmW7b+H49/8Ko5C3s5tTcQCqNl7K0JtP4/QXkZkdw1tWQ3Zh5mw/N5CLziC53BQ3tpOZnbCr03oBQRDRC3mWX303lmkgOZzohRxVG3Yz8vZzyG4vucQCGDqWqeMMlGBZBoV0nMlDL1NUWYkc9VFILizK6hcdrjNzBANOLNMgG52iYu0Ojn7nL5FdHvLJKOHla4ms2srIW88w8NpjYFmIsoNCcoHxzkPcdtMX+Ha3xIYKhak9r4MgECytYNn6bRQVF2GZBj3HD1OdSeP0lTE5NoMnUIKaiOIKhimk4xiFHIgK5au2sjA3i3PZZoqqGlgY6yc3PURN6Rp6xwrIbi9YkJocJiVK0NqIQwRdLWBKbsJ+B5KWw+PwUN64hqPGMJIgktNz9sKIKC4uFtm9wZJTZjo9iVSyluKqJmoi9ZS4S2ySKfoJOoNoOQ1txc3MVW+ha76LluqdGJ5SovkYrw2/yq663RSMgl3JFmV8ip9iVzGxfIysmmEuN8dMdgZFVPA7/Euu3lOZKbJ6logngmlZTGamWOUpRTU04oUYoiASdAZZyNkLPYookVbTjKdGGU4Ms7x4BYenD1HqDmNik2DN1AABEQHTMtk7uZffWn0/yUIK0zQpGHn2jO8hmp3nY6s+wYnZ49T567i4egeqoTKdmWY8NcbH2j/OS8MvcmBqPxYmP+5/iuuWXU9jcBnHZo9ycv4kEU+EdCHFyvAqDpxTJQ46gyiiPa1cFV79M9dVgJx+9louIHDjspt4ZuBpYvkFLCyKnEXc0nzrYv93wxKZ/uk5iiRIbIhsoD/e+67Ps6Z07ft24A67w3yk5aP84NT3znMF98geNpdvRpEU+uO9P0O4W4pb31eP9q8jfrVzwgu4gF8/vC9CvWvXrgsfqN9wqKrK1NQUFRUVOJ2/7Hirn4bCeZrdn8HPy5d+L8SwJeTnSqlfxia2f4Rt2PYfgRzwBLDnnPvGUNVvMjX1ESoqLsHpLAE+BHydnz0HW/j3GKrlUwXScxkKaRWnz4Gv1IPL78Iy7SrjuYgOx88j00v3D8UopFRK6kKMHplAdsnUbapGUkTKWo7h9B9DlM69lKSA/xf4NJZlKw8EoRbbPbyWkoYQMz324kEukefkT3oJlPsoWx7GX+YlsqIUxSnj8CiUNpew4Y7VdDx5iuRUCssC2S3TuL0OySnR84q9eFe9ppzVt7RRsTKCoRm4Ar+HKP4j7yzUqKqDqalWKipuxek8O8k611gMIFQToH5LDYIFoqRi6m6wskiKet7fCaKMy69x6e9vYG4gg14oI9xQTqDCj8vvxDIt4pNJsgs50osmY3aV2b5pWQ3N5yE1Z+ItLkMQYwjiP7Prd/6cqW67P1yURRSP7do+fHB8ybzs3LdIZXuEbCJNqHoeQzUWFwJUMtEssmMZQ/snwNQZOzbJprvXcfK5HlKzGSRFYs0tbUx1T/PWVw+SnErh8Dho2FqDK+jm0PdP4PQ5WbajDtml4PA4Sc+lEQQB2aVg6AbF9QFq13lxuEw8JU7mBypxBXyMHBrDpIBnmYA570LQRRSPG1GSGD44Ts36CtZ+eCXhhiBvf/11EmOzbLmvjemTPQgi+EsDIBSWorvysQUkmaUK+7nZ4QCByhoSUymqVkxT3iwRqMiSGHoWIxelrHUTlqFT3NCGpCgU1beRS8zhDpXZRFpTMXQVVyiMlkliaCqecAWjB17EVRxBlBXK2jYR7e8itzBDpHUDJc1rGd77HM5ACMXjXZKFq6k4WiaFXshR1NiOmopTSMWR3R4adt1CfLSP7NwE7lAJgiih5zLILs9iVvViX7fTjZZJse7e/8bwWz9m/NArCAiUNK+leuOlnHn+B2TnJ7no83/NXM9x5nqOkY1OIbgDyPXr0EY7oKBTSEbxhCtQ0wnSMyMIrettQrmYTy9Ktlu0ZRoIpobs9tnS7n0/wSjksHQNpy9E8xV3kJ4eWyLTwBL5dpcITL35CBvX3I1HhlgqxrL124lUVjH4xhOMxWcxJQc1G3dTVl1H/8lOpno62XDljVhvP0W0vxNPURk5rUC4fTMlK7eT9lXz98+f4sM776M9N0my9zDX7axiPCfbxlizY1iWhShIHJ2Xuf6WT9H91DdxyxJmIYUlSVheL9TVsAI3s7k55EWCZ0voLSzLor1sNaPxIYrK6gm1bkYORJBFmWWhJpySi0xsEL+3DG/LjbzsdrP31LcREQmXreZHPT/EI4dokVdgGnZUk2EZpNQUHtlLwBHAKTlpKW7l5Hw3Rc4iXLKbhfwCXsWLYRlIgsSZhR7aS1by5vgbAFzdcA1fGDdrAAEAAElEQVQiAgICmqmR0TJ4FS9pLc2GyEY65zpoLWmlIdjI8dmjS47hV9dfgyzIqEaBPeN7GE2N4JLd6KaObhq8OvISu2p284OT32cuP0fIWcRsdgbdMriq4Rqe6Huc+dzcknv1S8Mv8oeb/ogr669mJjOFZuqUeko5GT3Jq6OvIgkir46+zF2t9+CQHIylRomrcXyKH6dkt5CsKV1Dte/d25T8jgACAiFniKnsFK+NvsqWii1cWX8lIJBWU7w5todbl3+YkKto6XHvNkdpCjVT5atiIj1x/nXcWcT6yIb3PW8VBZH2kpX87rrfpzvazWx2hrpAPS1FK6jwVQBw/5rf5uDUfnoWTuOQnGyt3EZ7Sft7Zlr/uuNXOye8gAv49cP7ItTf/e53f8nDuID/u1GG7cT9bivNXv5thHIIm0xrizew3+4p4EXsCuovo+PBBNLY0nIvtsHaG+/xt8ewHbWrgA3A72Gbsk1gy9MvxzaZ82Ea5mKV5f0vbCWn0xx9uJOFkbh9hwX+ci8rrmhm9MgExbVBKleVE6z025nE70KmBVGgaVcDb/zjfiSHhKEZFKZSzPVHuewLrXhL9toVwyVYQBzLSmGZ4+QSbkxjHoenH9n5T0jyH1PRHqH39SH0/FkpZ3I6TXImTdPFm5eiqgRBoKwpjDvkJlQdoJBSMXUT07SY6Jg6r7I83jFN1epyqtdVAqBm6jGMP8QyRxGEeUyhHNP08tO96Ir7rEFbqDpA3cZq4mMJ/JEMai6Pu+hKLOsBTMOFKCnYUuMQpvEZJrsCpKbnKW8rwV8WwekLn3feKtsjnHqhl2BlgMz8uZUNAcuyKCRVSuqaEKRXFivpKoHIPIHIOhq21ZJP5hncP4qe06ndUMn48anzyHSoOkB5Wyl7v/k2RdXtyI5XycZS6AUdkDBNETWnYxoFEpMp1KxG8yWNOH0OvCUeTj3fS3QkvpSDbeomp17oY9nOeipWRZjqmmVo/xiCKFC7vpKuZ3vsrFfTZM2N9aQn3uT0E6/hcItYlkRk1TYiq67g9KtzYFnohQJaKofHH0GUbKWA7JRIzmSQFJHp7kkSY7ZU1TJ1EKB6w8VE2lZhmQUQFHLxBIN7XsbQLCrWbGXi6NuLPbf2eRREgYZdtzF7Zp7sxAFiw6dpu+nTFDW2kY1O0f34P+MKleKLVFO5/hKmu/aRT0RZ/dHfxzIMZI8PUVNRU/FFIzALLZemav1uUlPDBKuWcehrf4qp29cQQZJpu8lBcrzfriBLsi3rLmQX/0Zj7swxll99D05/iMzMGKZpMt93nPneEyi+AHohj7+ykezcBK5AMTnTxCjY5nbNV91BLjbLse99iWDNcpZffTeiJJGaGUPLZzDUPBs+/qekpoaRZInxg6/j8ATwRaqZT5w+7z2m57PILg/OYCmClrYNzNxeuyKMBYKA6HCjOYtwBopwBcPEBh+1q38OF+233o8jUMx0x9tLZFqQ5CUn9UJiHlkaYllQ4OhInHVrtxIuCtL9+D8jSwKCqSMA4wdfxNRU5IvuwVl5EWklT/nKrdRffAOiJOHwhUhnc8yJxTx4aJacKfHA/nGKg17qSi9lWdrit69q5aHXu8lIMk6Xh/aWBlprgzx1Osb2W75IbvAEbitL6Yp2HDW1xFwGW7xN9MZ6mUiPUzDyOCUX1mLG89rIBk7MnWBn9S5en3qT9dZGGmgk5AoRdofpSk+ibPsCaaPAoe5voogKTsmWkyPJeGQPQUeQCk85IiK2oNzCtAyi+QSCIBLxllEw8jgkxyKB1XFICk7JScEoIIkyiqgQdIZQzQKz2VlubLqZH5z+Hi5ciIKIW/FQH2xgW+V2Ti+cpsxThm7qrChuQxJEHu19lJHkECYmXtnLDctuZCRZS/d8J2F3mBOzx2kuauEnQ88hiiKiIKKZGk7JycbIRvZOvEVsMRfbllDrNBcvZzAxwEvDLzKbm8Xv8OOQnLQWt7Kzaic/HniKaC7KcGKII9OH+dzazzOSHOJk9CQO0cm2ym00FTXjd757q1Cpu5SV4dVIgsiJ2WMk1QQvj7wEgFfxUeQMIQgCh6YOsrZ03VIO9buhxF3Cfe0fp3Ouk8PThzAtg9Wla9kQ2UC594PNGyRRoiZQS03g3RVs1f5qKny3klEzSIKE13EhKusCLuACzuJCD/UF/CeAF7gbOzYqfs79DuAz2NnIHxTHgCy27PvcPqvg4rZbsIn8LxJjwNvYmeAKcBn2MbxX5T2H7cpchV2F3wAsx44NU4AS0nMZZs6MMN4xhcMtU7+lhuK6EE7fz18xVrMqJ544eZZMA2pOZexognyiQHlbGadf6qfvjWG2fXIDxfUhtJz2M/sJNxYxfmySXKJgG3W5FAQE1JxGIZ1BL8QoLGRwB904PDKggZVedOSeR8spmIaGnteRlD48JRMEK1ay7RMb6HjyFIkpOw7LHXKx6oYVFNeHfmYM/rAXf9iLltd462uHzhpj/RQGD4xRsSqCmtU4+dwZRg5PICoiitOHpseIbBMoLdbOW20PRHwoHgUtq1G7oZLUXIZISxp38KuYRpTMwhq8RXdj8TaWEEbNRsgsXMLJF0wEcpTUl7PvW12UrxBZdZMfd+CsmsLhdZCcyVC/pZrJrmn7bbDo+iWIAjXrKwk3RTC0DciOg9gGdPZ70uFWyESzxCeS1KytxNAMKtojTHZPo6smkeVh/OU+hg6MYpkwfSpN0ZU15FNnsBd1TEx9kKrVu5g9M48gQrDCTyGjsjAaJ9ISZrYvimXa5mOeIjfpRAFBgOEDY2z46GriY0kM1eDk87007Wpgzc1t9O0ZpqwlRGrsFUb3v4bslBEkmUIyx9jBV7FMjZXX3cFbX38dRXbiKSpDkT1L56RpRz2nX+qnYVsNA2+dXUDTCgqrP/wxYoMnOPb9LyEtVuPdJeWs+vCnQAxRvvZWvJEGJo+9gpqME6iup3brjfS/PU/95gixM3FcoTDhlvUc+97/IjU5BNgLM+npMboe+UfW3PEFJIeT7Pwkej7L6tt/j5nuA4zuf56lRlCgYdfN5GKzHPnOX54l06KEKCvkE1EESUJ2e9GyKXKxOdxFpRhqAcs0cPpCGGoe2e1lsuNtor0nEGQ7y9pQC/S99CArP/RZZk8fZbpjL7LTg6+smvodN1HSvJq3/uZ37Jzs04eI9h1HTSdAEPCUVLD1t/+KI9/+n+Risyy79DbyiSjJiUEqt16DONh3zpXOXvgQRZnydZdgeeKo6SQOb4BsPotlGlgWiG0fZuTkSVyBYorqlrPyls9gaiqWKDPdfZBcfAHJ4UKUHSCAZRhLVzNT13DIIg0lLp4/kWHZ7ivo+NofL5Jp271fsCwEhxfVhFKnxb8cm0KWRO7fvoaJ5/4eQy2w5o7/glFUx9deHMOwZETJQnI4SesiHSMxaksD1KRm+W+XV5DRSjG85bzYOckjb54mlYhzsFenobIJbzDIVZ4ifOkpZHcplb4qPrnqU/Qt9JHW0hSMPCFXMZIg8i+d3+C2lo9Q46+hN9bLs0PP4JU97KjeRcRTTs/CaQYlB3k9heGrwDJVkL0EPKXc3nIn2UKObDTLdHaa/2fLn/LImYcZTg4hCAJexYcsyJS6ywg4ghyY2g8C+GQfa8vWUeGtYDozTY2/lmMzR7i46mLqAg14FDemZfKX275Ex9wJEmqc5UUrCLvCfO/kt5nMTuGR3Vxaezl1/jr+/tjf4nP4MRf9N3JGjod6HuQTKz/FYLyfndWXMJuZoT5Yz7ODT2MJFhdX7qCpqJlqXzVFzmK+1f3NJRm6aZqIiFxctYPvdH+LEncJ5d4KcnqWlJpk3+Rebmn6EGWeCIqooJoaeTPPd09+iz/Y8EV21exGFMRF87L3hltxc1PTTXTPd9Mxd8L+bCHgU3z4HP6lqrJhGe/Zh30uwu5SLq29jM3lW7As87x9/KIhCRKB91gouIALuID/u/FvJtSJRILe3l5yuZ81TNq5c+e/a1AX8H8jGoA/Afqwc38jQBt2//C/5cvRxO69/ukv5AQ2aflFO1eOAn/FuX228B3gdmzTMT82WVawK9BR7OP66Qgr/+INkjNp9n/rCOlzqpuT3bPUb6mh/brluH4OqU7PZe3e20WYmrEU8TTXH6X5kgbA7qXteOoUOz67marV5USHYuftJ1Qd5MTj3ShuGUEUMFSD9Lwtk54fKlC5qhJB6Ce7kEWSvYiyAdY7Dtd16Oppe2Ivi6AZaJkockigtKmEi+/fTHYhh2mauIMuvMUefh4sw1rq4X03GKqBZVjM9s4zcnhi8bhNCpoKssX06TlqG5L4Q2cl374yL5vuXMOJJ07aWctaAk/RwxhaFAQBLdtJPHcGf3gjCGVERzbz8v/XgaHa1MVb4mPNLZs49cIAkdYIdRvPVsBdfidVqyMM7htl011rOfVCL5lolmBlkLW3tjE/tMC+bx7GV+qhacdtRFpLcQfOLh45/QqlDcWceqGXhq21DB8YRXbKBMo9eMMe0rMZ+vYMoTjBNNxYnJX0AljmHCX1eeq3NuEOeBk/MUU+mSdUHcTld6G4Fbs33bKwTJuAIQpYhokoCeSTeUzdQpQEpk/OEqoKsu7D7fjCOY5++yC+Ui+GZpJP5G0hu2kxeWIfrdd/hOq1y4kXkgi6DLr9+Y2sKCXSWorD5yA5lcb+DNqtHgtjOcpqMos9yxaWJSBIArnoFH0vPsDy6/8EyVXC3Gg15evuxR30EBtPcvjBPoJVIQRrBjUVp/HSD5GZGyczN4kgyUgOJ4IkAzruUClTHW8TqGxk+M2nULNJnP5iyto3sfbuL9L30oOULFtJ6YqNFNIx21nb5bHjqwwDhzeAoRYYO/ASK66/j/TsOGCrEbRsGndxBEGSaLzkVhYGuimkYiy79MMkJwbQsikUj38xgsug75VHWH/vH9Fwyc0ICBTScYbf/glYpt3jLcro+SzesmpE2YEgigRrm5nu3kdirA9nsIRcfI5wywbmzxxj4tgb1Gy6nKmFMXKzowA4AkXUbb2G2Z6juNZcROjiP8XqfgCPIKMJLvSmG5hMe5HcJiuu/zjpyT76Hv5f9udG8aMrQYrqWnAXlWK9Y/4kgCCICLKCIEoU1y3HmDrDJ9oUfIqIQ5GRQiW29F3XaLnsZmoaqhBH38Qx9HX+fOcuTuZKeeJkguuXrWf+6ItouTQVFQ382VXVTEXjmLKHguwhZKZw6hJVFS7Cxhza0x/G5yjm+fo/48ixMUTFxarWZhxGhnhe4OTQJNlUnGsDpyhat455/xyK6GAg0c8b43vQTR3N0GgqaubGphvRLZ3vnfou3fNdtgTZFaJjrpMtFVsIu0rxKB5aS9rojvcSzc2T07MEHEEe6nkIXdVokpo5MnKIl8df5JMrP4Vm6jwz8AxhT5iLKi4i7AqjWzpNRc2UOEtoKmpi3+Q+Ouc6qQ/Us6u6kbaSdh449T1eHX0VsHDLbiq8FWwuv4i9k2/TMXeCucwcd7XdzUvDL1Ljr0XVCxyePoRhGSQLCYqcxSQKcTuCS5Q5MXuMu1vvpcxdxvdOfptPr/otQq4QWyu3cyp6ku92f5uGYCO3tXzEzkUXJVt5gkVjcBkjyWF0S8fCIllIYFg6lmVhWiaHpg+wrmwdZZ4Ip6J2O5VmagwmB2ktbmM6M8VkZhKf4qPaX0OZp2ypB/pcFLtK2Fa5nWQhyfPDzyEiIosK5/LgDZGNS3L994P32y99ARdwARfwy8AHJtS6rnP//ffz/e9/H8N4d4fF97r/Ai7g56N88bbjF7CvVt67MtzKzxLZfw90bMOx5E/db2HLvy/Djv3aj12Vbge2AXOYZjGJySS5ZAHZIeEt8eAO2j3OQ/tHzyPT72D44BjV6ypwLX9vQq3ltfMO39DN88yPDO3sZzQxmSITzVHeWkrfG0Pk4vnzDkEQRRwe+3wV0md7ifvfjNJ+7Q3A39tnQTWQeCc2txy9IGKZaQBM3USQRbJxJ1o+RaDc7jV2+d9/b5biUahcGSExmXrX7dVrKzBNi8G3f9pkzMJ+jQTGjk1Q1VaxVMEQBIHyFaVs//Qm4uMJSpsNDL2fc2d2oqhiaEdtMzFHE4YKIOIKuKnbFMZXprJsZwXDB0aobC9Ddsmk5zIkJlOULiuh5+UBevcMsvySBlwhF4GIj33fPoqp6oiKiaHlOfow1G4MsOYmEwSVfLKAltc5+XwvqZk0yek0VasjeIs9qDmN5GSKdDRD5apyqlZHKKoJkpn3Ijv3YJlvYbt0BzGpxuGROfHESbS8bps6zWaItIQRBDv7W8tr9vtDFBBMC8kpL/V8C5Kw9LbR8hoHv3+Ciz8ZQXGKGJqx2OetgAWyS0Z2SBRSCdbcuoqJ8UkyfXlEJGo3VFFcF8QddOP0y7gDAu6gA4ESQKC0wc/g66/gKYnYFVl0BEHEURTCNHSc7jRqLsX6D7fS/cwxel8fwFMSZuUNmyhtksnN93DRb/8VFhYL/Z3ITjtHWnZ5yMfn0LJpPOEKpjv3Ell5EYqvGMnhRc3EGDvwEp6SCmq3XMXs6SMo7h5ExUWotolsdBpPSTlaNoWu5ikk7EWqzPwk6+/9Y7LzU5i6hiBJpKZH8JfXc/LJb5CNTpGLzVK+ejtr7/oDzjz/APHh07iLSvGV1bDmrj9g+O1nsHSdYE0zkuKg9YaPI8gKvop6UhODOLxBTE1Fy6YwdY1QdTNTHXtx+IJYhsHsqcNs+sxfMNO1j7nTh1E9JdRuuwa3N4CoKHjDlfS98giyw4lSXMneH/yQipZdhGorkXxF5HUZjBhaYgyn10+Rkka79DYmjr2BbpgUL99AWetGep5/gOVX382Zn3wPUXEgCCKmoeMrq6J2+3WIkkJqapjE8EmyCzNYpoHs8rDqqtuoME6iv/i3mJaFUhxB6HqF1eWrcC//XSRzA1WWimWZ9D/3baKDJ1ELGqIsU9aynvJVF5Gc7kMuVsi/9SVcLieat5yxhEVTTSmbN5VzMtnJfD5KlbeanZva2Hd0HlwhYsf3U1m7ipdHnuPZwWfIG4t58YLEyWg3uqWzs2oXw8lhHJIDj+wlq2XRLYNXRl/mE+2f5Punvku5t5w7VtzFmYUeYvkYj/c9iixKKIpMupAmSZKCVuCrHV/l4ys/wSdWfZJXRl7mn45/maAzxB9u/CNuaLwJhyjTMd+BaqiIgsBQYpDu+S5OL5xiMDFIwShQ5CwiUUgwl5vD6/BR46vl6OxhNEvjqf4nubTmMvyOAF1zHaimhmbqgEW8EMPv8CMJEoqooJsGLipIZRTuavk446kxrm28nn0TezkycxhREBlJDjOTnqGluIXpzAwRTxke2UPAGSResBdVZVGhxG0brKn2RY+0mmZleBXDiSHihfjSNTKej/FY36N0L2ZWAzglJ3e13kNbSfu7kmpZlNlUvpkTc8dYyC+ct63SV8Xyopb3+Ca4gAu4gAv4z4cPTKj/7u/+jmeeeYZvf/vb3HvvvXzlK19BURS++c1vkkgk+PKXv/zLGOcF/JLhcDioq6v7VQ/jF4gsdg/yKz91fzU2oc7zjuv0vx8xbDfx9xpHEjvP+B1CewaHI0xtzf+i+4VZBt4YWaq8+iM+Nnx0Fa6Ai/ETU+/5jJMd00SWh99zu9PrWDJ1+mkIgoAoS8hOmZr1AYrrJNzBNO5gFds/vYmBt4aZ6JzGMi1kl0TzrnomOmds189ziLiaUYmN1xCsuB9X4McIYhRTV1Bcl6Abm8gsPGj/oWX/I0hNjB8VMI1RypaHKW8tRZTev1JAEASq11YwfHCcXCJ/3jZviZvytlLScxnK28ooaylFz+uMd4yQT86BnseaEii4PZhGAkkOnd2vKKC4ZFx+x5IL9rmQHJJNRgFB1JBdblqvKqNhywKS81EEMU1J3XIKmcsxLY35wSTDhyaY651HckpsuH0VM2fmme6Zp2p1hJ5XBjBUAzWjEyjzYrc8CIwemaJ6TSW9rw2SmElTvaYcNavhLfFgGiaTXTOk57JYloWsSFz2xR1Mdkxz8vm+RRWAQPmKLay8/kYEcYjUpBs176VvTw9FNUFy8TymYVJYdCB3+p2YpoXisnvj/WUOBKFA3eYw1WtnuOKPGtn/rWlMw6KQKuDwOvAUu7FwYOgmslNGcki4g87FhRebhDt9fvJxlcpIJf7VvvNk8LqaY/LoG4wfeY36TVdz4olRLENHdlWRjcZBsPAWlSC7RLDANHWwTPKJWUrbdqMXNNZ+eAVrblmJIIqIcoFo7zEMw0Lx1pGamcUVLEdYrGxl5ibANJEcbkxdR/EGKCRiaJkUWkFGdhYhCAmG9jxF4+5bSU4M0HzVHRi6huJw4fQXkYvN4gwU25FIooS7qJTixpX0vvAA6ZlxsExEh4vai65ClGXy8Tl7EcBfxNzpw2Tnp1h3zx8SH+1FdroJVC3j5BNfo3zVVqa79jG050kQQJRkGi+9jbV3fIG5nqMMv/U0uYUZu29ZFHEGijB1DcnpJrcww/Kr76LrkX9i9e2/y/jR14l3v8F0qISSptUU1bUwdexl1l12Gd5kF0bfd9h+zS6iWQeHH/sOei6DKDtw+oMUN7SycPItPIVDNFCgdOc2xJImxmbyHPnul1i2+xai/Z2su/ePme/rQMskKW1ZT1n7ZqY69+LwBul48G8obd1E+ertTBx+BUt2Ein1wp6nFr0fJAxBxrLyGFMdNNZ2kAhvp2z9Tkb2Ps/YwRfxlJRjqQW8NU0U1zYxvv8nJEb7iPccoKbtJordBdxzh1lVGyQVTPMvp76OiYkgOTk938fb4pt8evunEI+fQs9kmM3N8vroq4vu1zYMy45SmkxPYFoGhqnjlJzIooxqqph2cz798X5WFLVycqGb7mg3HslNe3glr4+/RthdSkxdYEFYwMBARiZv5DAsg8n0BBsiG1lbupb9U/vI6hmOzRzmyMxRvIqXLRVbEAWRp/qeJOgM0h/vJ+AIoJs6oiAtOkwLHJ85xr1tH+PQzEEMyyBeiBNyhSgYKkktSbW/5p0L69J2ECh2FeOWfZwYyPNy9zBXrStG9/TRGGqkN37GlnZbJgYGh6YPclfrPRT0AgOJARKFONW+GkxMTi2cRhJEHJKDUncpmqmhGiqtJW3MZ+c4MXf2+86yLHwOP6dHT5533SwYBX54+gf83vr/Qrm34l2v6RFvhE+vup9js0fpmDuOgMDG8s2sDq+hxF1y3t/+5s1R/nPjwvm+gAv4YPjAhPoHP/gBf/Inf8Idd9zBvffey5YtW1i/fj2f+tSnuOqqq3j99de58sorfxljvYBfIn7zXNxl7Ciq3wWOYleGV2GT6OPArl/gcwm8u4RcAkLYGduV2CReA5wIghM19xLJic3nyZhTM2kOfPsY2z698V3J8DswjPeWPgP4Sr3UrK1g9Jid93mucVj1ugoMo8Aln48gOg5j6YdxekXgUoIVl7Dm1naWX9YIlt3bnJrJEB2Kk08VkBRxiVTXb6khOphBzbag5+7DX6ajFcDhCRKqeguHGwqLJtqSYw2pmQ+RmDZRMzGGDo5xye9spajmgy1qBMr9XHz/ZuITCfS8iuSw8Ba7cPh8jB6ZpHfPIOnZDGpGxVviZs3NTQwfnie7YBPiijYBSX4M+DAQwtAMZs7M0/VMD1Wry4msCCMIHixrURlgWe/4NwES+YSX+i0yTRcfx9BfwlBBdkhYVi+WdRF9r5+hd880oiBQva4Ch9dBdMiuvgQiXoqqg3Q8dQoQ8IU9iMpZwx1DNRg9MkFmIYesSKgZjUKqgOGSkRTJPqawBy2rUVwfIjoY4/TL/ZiGib/MR8NFNXiK3Mz0gKiUk5lPU1LnoKKtDFEWCW0LMHxojFRnht7XBth811rGO6ZZGInh9pogzVHRWk7zriSm8W2CFW4u/+LvsDBcQcdTp1l57XIUp0xqXqG4sZX8wtDiKbLjVdDBHW5k+HCK0eMjBCI+qtZUUNZcgq/Ui8vvJDHWz6kf/wuGZlDmK2fjR9fT8+oguXgBb1k5gpVGkk30Qg7Z4cHQZNSsjiWEOf3KMHXry5g+8SqF9CRlbWvB0PGUtTDdo9P1T4fJRufZdOcKDNODLFuYmgqCgKy4MHWd6s2XM3n8LdR0AmcwQi5ewFNcTCE1Q6iuhdUf/X16nvs+qz/yeUxDp+7i6xg//CqiKNlxU5LEsstup+/FB0lODWFqdkXVXRzhzHPfpenKO3CHy4kPn0EURWSXBzWTIDUzRvfjX8XpC9B282dweANMHH2N2VOHz3HPNhl+88fouTSOQBG1266h74UfAqC4fQRrWmjc7WLq+Buo6SSiJBMb7CY+cpqK1dtpue5eQEBUFNzBEPWrqhEO/AVGIYeWTYP1FBXlK7js9/6Cl/7qi4BFIRWnesuVWHO9KBJoFRdjmF6MQAPZnjcpxGfpf/VRGnfdjK6p1F98A56ScjzhCqK9J8jH55g88hqipJCcGKTt5k+TW5hBdnlQxvfYjtyShKs4wkJBQJJl/E4Z9+zLhFfsJpNwkJocwB0KI4gSitfPst23khwfoKRpFf7KBuY7XufU09+iYu1ulq/cSsvyMF869oht0GgKdruBZaEaGnsmn+G6YA3l629kthBDEARcsoucllvqNbb/F8jqORyiA7fiJl6IL5FpsMlgzsjhd/g5Od+95ObslFwYpmH7SFh21dYpOrmx6WayWpY9Y6/jkpzUBeq5qv5q/vH4P+CQnCTVBAk1zpP9T7C2dB2X112BaqhLZF8QBHvBRhCRFp9fNQt2HJahIggCmmGrbKYzM+yqvoQ3RFvGbsM2OhSRWF+2kf4BUEQnjx0c43NXrmc6M4VH9uIQnViWSXNoOdurL+bE3Ame6nsS0zJwyk78jgAfbbmDWl8tOcNu55NEadEYTGB16RpeWTQQW/o+8dcyk5k+L27q3PM4nhqn1FPGfHaehJpAERXCrjB+p93aFPFGuLr+Gi6u3IEgCO8p3f7PMkfRTZ2MlkEWZbzKb64x2X+W830BF/Drgg9MqAcHB1mzZg2iaE/Q8/mzlaL777+f3/u93+NLX/rSL26EF/AfAk3TiEajlJSUoCi/SDn0rworgMcAFbs/uwjoxDY9+zzwwYxFTMNEzWpIsnieM7SNYux4qxd/6v4ItnO5C8tyYOqSLaMVBHRDYWJslPL2rcz0nP+ofKqAmi5Q3lrGyOHxdx1P1aqfb9QmO2Xarl2OoIiMHZ0Ey8JT7KGsuYTmXQ0gZul65hRavojqdbcjiAX8ZU8AfUjy5/CVhJb2FaoKcPFnNzPZOc3Y8Un0vE712krUrIor4GL/vxxBy2n4Sr1kojkcnhlKm5vZfPfF6Pl51JzM0H6N+Ng8K65s4uRPbDOqye6ZD0yodVVnYSRG51PH0PKzgIovHKJ+y0Z6XuoBQcHpdaBmNTLRJId/eIKNd6/m9Mt7cVQEKF1uAW9hv14hFkbjHPjeMSzDovf1QcpaNuCP3IGpPXjOcxo4PApGbCs9r6Zpu9KLxatLWb4Oj0I+eQ8HvjtGLtFPIVlMPqUTHY5R1hymekMlhXiaSGspnhI3/rA9CRPl891r8+kCoixiYVFIqwTK7YmlKIm21N6yyMXziJJA864Gjj9+Ej2v03JZI06/k4G3hrEsDafPQdOOZYSqatn/3aNk5rK2H5og0H7NciRFYvToJMce7eaaP9tNIZ0FYQyntxh/pBOsfRiqgiibSI5HMdTPUbO2nIF9IyDA/FCGjR/5NP0vfpPYyBnUTAo9lyFU00zr9R9FU4OUtlYyNjDJiR+fREtrRFrCrLpxBVNHX1iKv5rpeB3JsZeGjTsoqqkhVPEhOh/8W7KZJIIkI8ppHL4i/BXVGHqIhaEo010DNG0ro3L9eoxChoXBbkzDhdMdQJYzyE4Xg/uitN34WQZe/prdP21ZGJpG5fpduIsixEefXDKHs0wDLW9Q2rKOXGyWzoe/jOLyoBdyzJ48RM3mywlWN9H30kMUEgtUb7wUb7icTHQKyzAQJQlBlGwZtK4xsvcnNF/5UVITQ+j5DFbBxOkvsivCokjDzpuZ6txHSeNKju/7CYIggmD3r1umgaEVmOraT9tNn0JyuKjfcRNFDW0UN7Qy23OU5Fg/wZomll91J4V0AsXjR89nmDlzglhORZ/sQ0stsOuTvwddXyEzN4Fp2uO0TJPM0FFcJU+x6sOfpeuJr1O79Wr8FY04K8pZGAtz5sUfkc/mKWgi7pIKVt72eWIjPUiKAwQJxe1l4ujr1F98HYV0HH95HeOHX7P7w1MxTvzgf7Piho9TVLcC58gDECrFEiAbjxIMhkGRySfm0aIOxvc+zfipDmq3X0e0v4uJI6+x+f6/JDHay9AbPyafmCdQtYyGnTeSGa1h+kwnFTtuY2auDys7RYnLhyY4WciDLEmEPDKz0T6kZZuxSorQMpPECjECjgA5LYcsyOiWTUBVo0CJqxin7KKwKGd2y24urtpBta+GUk8pM5lpuuY6SagJdFPHI3up8VUzl5tDsARqqGVWmOHqhmvonDtBNBclmo9S4iqh3FfBQz0/xCm5MC0DUZB4p6LcNd/JllWfWSLwgiBgmIa9YAPoloFX8VLQCzgkB5IoEVAC5I08fbE+NkY2smdsD3e33svTA08Ry8ewLCh2FXNz0y1MpxbIFspRJIVSd5j+cQfXbW7CKTmRBBFFVFhTtpZ4Ic7jvY9iYdkVekMlXojxk6HnuHPFXRybPUpv7AymZVLureDa+utwyS4qvVWMpIZxSk7Wl21kS8UW/s/hvyNd0MipBrIk4HPJOGQJUYB4Ic7eibd5fug5CkYBgPpAA7c03YpLdiGLMkWu4iWC/V74Vc9RLMtiPDXGvsl99MV7cckutldeTGtJGyFn6D98PL9s/KrP9wVcwK8bPjCh9nq9qKq9YlpcXMzIyAjbtm0DwO12E41G/5U9XMB/RpimST6fxzR/fuXz1wdVwH/BllqfWbzPB9yHHVX1/mBZFvHxBEMHxpkfiKJ4HCzbXkvZ8vA5/b8isBvb3Xvmp/bgwzQcqJkC+VRhqeps4MEU/IjSu68CL4wladpRx/Tp2fP6lgEiLWFC1f86EfUWe1h3azvNO+vRsjqSIqLrBv1vDDB+/DigIkgCCyPTDJQE2PbJOwmUfxsYx66sn0Ww3E+w3E/j9lpiYwmOP3YSy7AobbLQCzqeYjeyQ8IdcpFdyDI/kOTtr1tElocZ2DdCw9ZaVt1YzKkX+pb2mZz66Z7zfx3xsQRHHz4E1gzvTFBLGqroeuYUhmYgOwUkh4yv1E0+YaLlNTLzBWo2NuJr8WHoFhNdn0Fx+ZAcsUWTMD/xsSThxiImO+cY2l9G0857EOXnsIwp3KFK4CrmB+sZP97LmptSYNoxZrJTQna2MPamRj6ZActCciwOVhCITyZZcWUTssOW2CseB8WNxYweHkeSJZx+B7JDxjRNFIdEpKUUV8Blu1wbFmXNYRJTKbsHXRRsGfTi4kh6LkO4qRjZJTO4dwDFlcWyUpiayKkXVEqbyqheU8HpF/sBsLDoeraHiz+ziehwnGC5n4nOaeo3Z3EF/h5BFMgs5N4Zup2xaw7iDiUJ1RaheBy4gy4K6QJqzk/bLZ8j2necXHwBp89PamaGPX/950Ra2yhZ9RGGj44g4kB2yox3TCM5LGRjklxSpe6iHRQ3NKIXsoiihOLQiU2OUb/rZobeeBI9n8c0DEqWrWLZZR/j5MsxQtVBQlUVOP0yUyeeJjHWR+XaXeiFBGZhlpXXNdD9k3FSs3n63lLZ+Ik/JzHciZbP4ApFcPqL6X7iq7axligtFoYFLBOaLrud9NwY3hI7aic53k+ophlDUxl49THKVqxHdvlsCXh8Hkl2IAddCJKMqRUwtAKS04WaWkBSXBSSC3jDlZSt3EJRQzvFdS0EKhsQZQVXURl6PmvbsVl2tdQm/iYIApauYuoa0b4TFDevxVdWzVt/83lERaGQjGGZBr3PP8CGT/wpvopatHQSy+HGdPpQcxk8oVLc2WGwTJzBErAsBFFEV3Po2Qxq91PU3f1xZO8fkZkdIxudRvcFSWkuqi79BHM9x5jvO0Fs+DSGmmfFDZ/g0Nf+FFeoFEPLU7JsNeWrtiI53Th8IVyBYpITdh687PbS9+KDSA4Xu269Adfwm6iZJIJpIpkq+UQMWRQRG3cjO+tovGQZWiFH3bZrkBwuFvo76X/5R0uf90IqxlxfB7VbrkQV3CzMTiC1LUMQQU/OIbu8VAVLMYwCGCqmw4mvop63J96iLbySS2su4+jMESLeCLF8DBkZp+SkLtBArb8el+wkmUlQ6i7lqoZreHX0Zd4afxOn5EQ1VS6rvYLdRZfywOkHuKhiK1fUX8VjZx4hTx4vXvyyH78jwER6EtMycEhOCqZKrb+O18deI+Qswi27EQBjkUBLgsR4agy37GFF0QpmsrMoooKIiN/hJ5aPsaNqJ4dnDpEs2GO7rvEG3h5/m9nsLHe23oUoCDw/+NxiX7Ufh+Qi4q7gB11Psq38UvYNDuORAzgkB+m8RYW3mvaSNg5MHaS1rI0zsTPIooSFhYCAaZm2FNwwSBTiPNr7CF/c9MdLVXTNUDk4dYDJ7CStxW1c3XAtPsVHubec0dg8uupmIWP7ZaBBKq9T4nPgdymEnCEePvPQUgW7PtBAc9FyvtrxFXJ6nqAzwLbKi9lUvpmic3Knfxq/6jnKSHKYr3d+dWlRAODR3odZU7qGDzXfhs/x8xcEft3wqz7fF3ABv274wIR6xYoVDA3ZUr9t27bxt3/7t+zYsQOHw8Ff//Vf09JywUjiAv6zYDnwR9gkV8euUkf4IK7h0eE4e79xeDHbFyDDwnCMhotqaL++BafnHfZUBfwB0AUcxI7B2g040HJv/kzPr6HpaPkKFDOEHe11PvxhD6HqIDvu38zwoXGmT88hKSINW2upaCvDHXT9zGPeDZIiEaw4W42f7Z1nsmsSUdY5V6aeiSYZ3F9g9Y2NiFI/77Xo4PQ6ibSUcvFvbUbNqvTvGcJf5luSlDvcEkqlC8vMoxVMGne0U7MpwvSpBU48ceq8fYVqQu/rGN6BaZgMHRgBKw7YUmzLsnB43KTnx22JrUMEQUZ2gDesYRlOsHRWXOGhe1+a8dcS1K5qp/+tXub6EnhL3SzbXkfL7mXoBZ23vn4IxSkz0+OifsvH8EckZnpMAhUNSI4cG+9YhcM7iiTLNkF2K2i5dqa65wBwF/mpaCtHlAWiQwYjh6cYOTxOeWsZMz1z9L85zOobVxAfX0DP5xCELJYlY+oijRc3cOa1ASa7Z8CCNbe2sfKmFeh5jcx8juR0ivh4kuZLGtALOpIkUr+5mjOv9aO4Emdl6vgppFVGDg+z/VMXMRxynWc0N316Fn+Zl/qLajj0gxOULS/GNHJ4ij2wGKMlSCKiKGCJAvlUmmCkhs4fn6aQLOApcpOJ5SgqPcXQm09hmQKiZKFldSy9QHK8h1DzFJJDIpfI4XTZCwTuoIeS6l3UbrmEkb3PMfzWo2AZYFlEVm2lZsuVqHmDi37ny5h6AcXlo++NKV75P4cwTS9qxq7gb/vUJmo2X4uWeZjuJ/4ZNZ3BFQyz/Lp72frJi9j/7WOkZgtoOZGJY3vIx+dQcwK6Cmtu/zgzXW+xMNyDnreIrFzP8ms/QmrsJP2vPETN5ispa9vExPE3kBxuht9+BtHhBFFGlBVme45QsmwlajaJpziCruYRFx2v3aFSJMWFpDhouuKjlDStYrp7P3ouxb5/+iL52BzOYAm+SC3NV96BIElYmgFYWIaJIEo4vAG0vN0nX0glCNU0c/x7X8KyTAqJBQxdXayIw+mnv8WK6z5G1yNfRilyLeVLS04X3mAR+VQMvZBb/JyYyE43zkAxueQC+fg8I/t+wsoPfZYzz/+A+Z6jGJqKKErUbL2ahl03M7rveXKxWRLj/RQ1tBEfPYPscDPXc4TTz3yL1bf/PvHRXiLtm0lODgK2ND0Xm0XLpoimJWrKV2H2vI4oK2CZeENBRKcPq+1KymammBge5czrz1CxbifNV93J/n/8IvaKBzRd8VHcoTDTXfvpffFB6i6+ntCydtJqjtuWfYTu/BBdQwdRjAKqqJPR05T7KzElEUuw+EbnV7lp2c1U+arpnu+izBOxK9PuEnbX7Obpgaf47TWf5+WRl2kI1vPM4NPk9Bxu2U1s0Zjr5ZGXaAg0sLViG5qpU+2r5nfW/y4/7nkKI2GyKryamewMoiCQ1rKE3WGiuaidOS06yOlZPLKbkCvEQn4BEREE8CgeBhb6+eSqT/Pq6Mscnj5sm4spfj7S8lF8io+T0W5Wl67hhsabGE+NcWnt5fgUL2ktzdaKHWyIbGI6O41TcjGamOFfjj7J9spt9I8LxPMpMmKBiLeM1oogicICW8q3opsGRa5iTka7CTqDCAiIgrhEdmVRJuIpp9hZhIVJ2B3mrYk3+Ubn1zEXY6wOTh2g2FXMJ1Z+Epfk5SdH4+yuuYofnn7gvOv1QlpleXEDM1lbDu6QHNT6a2kpauXrnV/FwqLYVYwgwAvDP2E8NWYf+39Ct+6CXuClkZfOI9PvoGOug22VF9P8G0aoL+ACLuCD4QMT6ttvv53eXluy+Rd/8Rfs3LlzybhAURSeeOKJX+wIL+AC/l0I8EHl3e9Ay2mceqH3HDJ9FkMHxqjdVIWzofice99xKd+NTdolCtkohfQWYM95jxfFIFp2BYU5FdkpoRfO9p+5Ak6CixXoYGWA1Te2svyyZUiigMPr4F+DoZtkYzksw8Tpc5yXWT3ZNbM4Njuu6FyMn5iiedcqvMU/f0IjCAL+UttMK9aQYLxjenGLCUIKQYxR0hihuKYcT+gkWn4YUV593j5kp0RF28/LAY9hy/W92MoCMHSD1FwKKIBl/44FuUQKf5mP5HQa09QQJRegIAgKghylpL6C2JiD2d5Zmlau4cB3j2NoEpYlICkSkiLR/dxpRFnC1HUKukFqJsVs75xdETagaadJUW0Ap9eBlo/gqfBiqDkEUUUQbJKz+qYVlDTMIipPYRlZajc00XrVxQzuE5k8OUNmLkPzrgaKavJc+oViZk5nmelJ4y5SqFkbBtHBC//TNqJz+BxkYzncARenXupDzagEKwKsvqkVraARH09St7kaURYRRf0cMg0g2koIC7RCHtkl4C2x3cHt82ax6sZWTjx5ElM3yMXcuAJusrEcTr+DXKKAZZhYgohlOVCcpRx/tAdRFPAUuXGHXDRuDXP8e3tIzaQXq+kmkiLhDrkxdJOFgcP4SreT7S9QvbqYcIPKdMeTFPw1xIcmSE32IyzKYEVFITZ0GnDgr7uV/d/ZT9MlK4mNTZGJZgABh0exnesR6X6uh013lOEvr2Xlhz6L7PYjKU5iQycZ2/cQ9euq8VetQs8laNx9K/0vP4RlpSmkc3T86Nu033IfzdfcD5bGwmAXY/uewjJ1Vlz/caL9Xcz1HKPmoqsYfutZyts3M9/Xydj+F9ByGcLNqylqaMdbVoNl6KhpOwYLy0SUHay96w9Qc2n85bV0PPR3tN74KU488NcYmq3qykWnAYvZU4eoWL2dqY69mIZtvCa7PChuH+GWdSRGe4ms3IKaThAb7sFdEsFIxhAlCdPQsYDs/CQOr5/iZavIxKP24pI3yLp7/5isOomRTdtZ0IsVeUMrgADO5suYXojTfuv9dD/6T6RnJ+xtloWh233cTVd8lEB1IxNHRkiO9SMpDkxNRQ6WoKYSxId70PMZJMWBM1BCZOVFzHQfsN9+loXs9KA7iogtuwdXYAXOmQMogooVXgF1O0g9+jnIzFFduxXXDXdy7InvEF6+FsnhRPH4qN58OdnoNP0vPQSCQMW6XRj5HEe+9t/RTR1VhuaWlazbfC8P9z9CwQk6Bjc13UKikOat0aMUNBePnXqRHXUbuHLDVaS0FJZlMp+L8lDPgyzko4wkh7l9xZ0k1DiGZSKLCmk1hUtyUeqJcGXdlSS1JCFXiJHkMG7ZDZbFXa13MzoxRsGT51TiJKqhEnaHSapJLCxOznexrmwdHXMdFIwCmqlR7ikno2UwLIPG4DJKPWVk1SzXN95Ia3E7KTUJCJyKnkISBdaUriVdSGOYOjkjx0xumlPzJ0GAlSWrWV7UQkOwka65Dqr9Fdy/6nO8dTrGm712m5BuaYiiwaZlxYymTvCD09/nzhV3U+wqpjd2hqZQM/sm92JYdk/45XVXUOWrZiQ5gkfxMJedQ9VV9k28jUt2AgKyIJEz8izkF3h55GWKlpdxfCTGCqOIu1bcxStjLzKTmcchOdgYWc81dVfw+MC32FG1E1lUmM/NMZwc4t62+9g/tZ+pzOQ7bxlOzJ1gW9XF1Piq8f4nI9UJNUFf7Mx7bu+N9dJctPw/cEQXcAEX8J8NH5hQf+5zn1v6ed26dZw6dYonn3wSURS54oorLlSoL+A3Brlkgbn+925hiA7GCJ9HqN/B2Y9VIelg5Mh2Kle2objfBCuLoa8mG29n5PAC5RENV8hFesZ277JdvlcvElYbgijgfp/xUqnZNH17hhg9NomhGgQqfKy4vAmHR8Hpdy4aisnYJDWLndd91hQJSwaa39dzAZQ2lyC7ZPS8Dqj4yizqNu5ksmuOia40qbkCjdtaqd0gMXJYQctqVK6K0Li9jsxClmwshy/swVfqXXT8jgNHgBewM8MrgRuBNmTFRagqSGxUxDTOxoJNnxqiaecmOp48jWU4yGcK6KqOpDjxlVRRVFfGsSe78ZcVM3xwEkOzFxQEAZZf0sDB75+gaWct8fE4kiKTidrkVBQEBMHuP40Ox6jbXM3hB46x83c2Anfh8P49kMLhe411H/48Tv8ZCqlqkkPXIDslfOE8Tt9jrLnpHp75swn0nM7c4AR1W97C6emmfnMpdZvL0XJptFwfkmMnOz57DaNHFhBE+3WPjsSoXl1BYjLB+IlpRo+Ms+3TmyhpCCEpIt5iD4KkL50L28FdQ3a6UXUDSRYQ0MksaChuBVfQSbixiGMPd5GcTiHKEv1v5dlcfwOG+iNEyXk2Xs0CuIHElJf5gV4MzcDUTRq31zJxYvrcFDYs0840FyURp98Bgu3SHVlRjMffS8eDDwMWVetW0/f8dzA0FXdRKYVUHElxILuDTJ7oZO2qGwAoqg4zcrgHUTIAEz0fwxPyomtgGjq66uT0M99GEERW3vY7dD/6TyCAmkrg8JdhaE+x6raPM3rwJcpaNxKqbUFyhcinFEaPzqJ4Fzj99D8gkEXLRDENjYkjr9Jy7X1E+zspamhl2e5bGTv4ItOde8nF58CymO7aT3xikG2/81d0PPR3ZOYm7HOueFhxw8dIjPcT7eugfPU2fJFapk68uUhW7XGLsgPZ6SZSVUbjxm1IVoHE+CCW7EYr5PCWVVG5dge5RBR/RQNaNmW/EJaJsEimYVGybhikZsaRFIW1d/8Bs9EYjtwCpq4y2NlJfeOlWAOv2r56hoEoihimgLzpfpS0RC42S7S/E4cvhCjJmPpZN+yRfT+h/ebfYuLwq7iCJWTmp3AXlyELJopHQhBNsAz85bWMHXqFQGUDVRt2Y5nmEjkffP0x9EIOhzfIzo/9OcboqxjTp1Cf/W9Yi9V0xg9SWr2FkuY1AOj5HJ6ScoI1zZz4wV8D4C4uJ9y0iu7HvoJp6ji8ARxuL8apk6TiMW6+7CZ6zBmWFzdT6W7iK8e+TixdWOpJfqHvIHWBOv6l+2sEnUEUUSGhJhAFkansFHk9x1RqktnsDJIg4ZE9eB0+rm+8nkd7HyaWj1HkKiZeiFHkLOYjLbczk5nGLblIm2l21VzCsdmjRHNRrKU+6S5+a/VniRVijCZHCTlDTGWmUESFDy//CG9PvM2BqX0oosL/uOh/UuaJ8OzgMyTVBAIC0XwULPjoijsBgTfG9+B3+NlRvQvNVBEQSKoJSt0lVPtrmM5M4RAKbG+tQhAt9pyepKW8mDu2ViI7EzzU+SDzuXmOzR6jyBlidekaEoU4tf5ahpPDXNt4PdOZKV4eeYmAEmBX7W764n0EHUGuqL+KNdm1vDj8IuOpMQLOIC7JRfd8F1fXxyjxO+kezTK5EODixnvwVxuYpkj/hEU+5+KGppt45MzDDCRsR/P53DwiIre13E5ACTKaGqHaV03QFWQqPcm+ib1sqbyI5mATDvn9xyr+MiFgS/XfzXgNQBY+8FT6Ai7gAn7D8O++CtTU1PC7v/u7v4ixXMCvELIsU1JSgixf+GJ4B7brqu2e+q7b36P/+VxIisTIoRSD+0Qiy29EdsHCSIHU7Dy4IHxRMSt2LSOXKCA5JHxhD66Ai0JGJbuQw7Is3EHX+5J4Z2M5Dn3/OPHFnGZDM5g4Mc3YkUku+vh6hg6M0rSrEUMzMY0Apu5ClEBSDEQ5QXlbOa5gFbZ8/V+HoRv4I162fnw9xx7uQlez1KxdzYHvnkBxKzi9eXLxNDM9Y7Rfu4ZLPr8OLS8x1xdl37eOYC5GVEkOidU3tVK7IYzseAp49ZxnGQT+Afg0cDHVa2vof2sYUysgSjoISQrpHOn5aTbesY6jP+qikNYQRAFvSYAVVy1Hy3nJx0UitWWM9w9ju6/bixeJSbs/WcvnKK4PsjB6NuPaMi0ESQTBIFQVYLZvnnBTCXrOQM1mcPp+C0k+DRTwlRVx6vkQg/s6F13B7Wiy9R+5gUhLB2XLKhl4e4qGrQ7yicP4Sj2k50bxlUYxdT+G9vsMvJVkpneQQhq2f2YTY0cmGTw0Sj6RJ1QdYP3tqxjcP0rHk6e4/A93kE+pqAWdSEv54sKPvUhgmVmcPj8OrwM1m8Gy7N5rLatRXBdCEASiQ7GlYxw5NEWoqp6mnZ9FEF8FYQTZGcFQr6H/7RAuvy21LqRVO3fapTCwN0bd6m2kph6xT5YAWAJqTsMVdFK6fDOdL6dZc3U5Jx9+FDAWF2wMTENHEEW0XAZPuAJBkMglVCwETL1gO/2WeTHyMQqFvG3UZlpYqRSuYBGGapCNzqPl0iy79MMMvPoIuYUZREXB4QvZ7B7oefqbNO6+hVOPfwVRkghUNxOsW0vzJbsZP/AUopAiH5/FNAwEUcQydM48+13W3vtHOHwh0tOjWLpB7UVX4wqFGX7raZITA5hqgVxsjtIVG6jbfh2GpuIKFDPXe4yRN5+m8bLbQJAIVjcx3fm2TWZlBwgCnpIyNl1zDdKbf4Ioi6xdew+5q+4gPjMFgkx8rJ+B15+kesMl5GKzuIIlbPzU/2DuzDFG9z2/9N4UBAFBVnB4/cTHB1AcTsy5EUSfj/T0GD2vPoX7lo9Rtm0dQt/TWPkUQsVa9JZbmEsYzPUexeHxI0oKlmmgeAIUUjFYdI3WMklERUF2+yhetpK5niMoehIhlyFQ107F9lsZP/A86egcgiASqFzFdPdB9EKWstZNdD3894iKA6cvBFgUOh5BnnwdDB1Dzdtkd3FRgNNPEmm4HTWTwOHx4y4pJzHWu2QoV3PRlQy9+WMs034PqdkUDkmmkJjDC7SJlZT4a3hz7gj5VCULueRSV48FBJ1+JtJTS9JmTdcQEGgraSPirWA0OUJDqJESV8mSpHdH5Q5+MvQTorkokiAt9brP5+Z4duAZtlVcTGtoBT849j0+0vIRdlbt4rUxO6JLEiT8Dj/HZo7xmVX3cyZ2hr5YH23hlTQGGzg0dZCu+S4kQaJgFNg7+RYfWf5Rfm/9f+HozGFOR0+zLNTEurJ1zGfnmciMs6Z0DctCTQzHh+hP9HEqeoqQM8TtLXdwcOoAnfMdWFh4ZR+76i7l/1u7gYMze5nS44RybcxnozQFm8CCukA9sigxmZpgZ/Uu2nMrCTmD/GTwWZqDzVzZcDWvjbzCswNPIwkSO6p30V7SztX11/Bk/xPM5+YIu8MUjAKiIFLmdzGTyLOQVnml0/b72LTMR0t9hsHCW8wlphhPjxN0BBcvFQKCIPBY7yN8bs1vs6p0FV3znXTOdRDNRVldupqO2eMYpsHq0rPKpl/lHKXIWczK8GqOzR4B7DVHExNx8ViWF//mFZIuzAkv4AI+GP7Nn5T9+/fz+uuvL7kA7t69m61bt/4ix3YB/4GQJAm//0IP0Llwh1yUt5Uy1T37sxsFCDe+W3X6fHhLPDTtrOfkT3qZ6Fw4bweKoBCuLyEQ8RE4J6ZzfnCBE0+eJDoYwzQsAhU+1tzcRkVbGZIi/cxzvIP4eHKJTFumRXYhtxRx1bdniMpVETxFLnylXia7ZhAEC7AQRCiuq6Fpx0YkuZh/7bKQmEoyfmKK2TPzuEMu6jZVs/72VeiFAscfO4U75EV2xLEr4DZOvdhDeVsrWkZbcvl+B4ZqcPyxbvxlayhdtuddntFCVzsZO1bN8KEp2q5aQfdzJ0nPFXAXleArValZ20B8MseW+9ZgmXYecjaep+/1YSraS/GHqxByLmRZRjV0BFHA4XGQjduELTY6w6a7LmLgzbOu6pZtjY0oCVSvjdDzyiD+Mg/e0ixa/lEsQ8MdXI6av4/JrjjDB4cRJZv82QsxJsce6WLHZ1dR0S4w8DbIigZYGKqBIIvkEjq6+gn2fr0LNVcAIhTXV9L/xhCnX+hHkAQsw2SmZ57Z3iib7l5D97NnyESzCIKFllVpv7aVoz+aIj0bwzRMO+6sKMfGO3YytL8XNWshOyTqtlTTds1yXv/7fUvmeIJoM4+OJ0dZGK1kza2fIzM/T3reIjpsUNZcSrg+hMOjICkiakZDy2vExxO07F5FoGI/6bkJRFnE1Ox+6JLmtYTrl1PeMAXqjE2EDANJkRBlEUEUMQ3b0dp+r5oIIkiyjCh78BT7wYzj9MnohUWvLlGwq/aSgJ5NIisBsCz85XUMvPooAOZiD7CoyCAUMFQVyeHCGy4n1LAKxRtg+vhLBKsqifYfQ03FYTHW6Z3qrGnqyE43p5/9DrH+TgRJRvH4kBQnbbf8FtNd+xnd+xyZ+UlG9z9PPhFFdrhou+nTaLkMKz/82ywMncLUNCrX7yQXnyU5OYxlGQiiRNvua5H2fgkKSSQ5iDD8OvGUmzPPfRfBFcDdsImaLVdw+sf/gpqO4yoqRUCgrG0TGz7x38nOjaPlskx37iWyaitjB14g3LyG8QMvISky3qJG8vE5EASOP/k9fJFqalZfj+J0Mj86Qqr7Idbc+V9R3H4iKy8iVNOMINvEdebkQUb3v4CaTiA5nFiWxZo7vkBivJ/SighqWrYzqDdeS8ePvozLpWA5A5imxcSx12m94VNMnniT1NQQqz/6+0wef4vY8CkC1U04ZcvOT3e4ESVpsfVgMTKqkEJxOjnz2uOsvesPGT300mJPuYggSoRqlzPy1rPILg9aLnP2uqFp6Nk0malR1OoSGvxrGJnIsaP2Inrm+xmID2FZFpqp45KcWAgoooJP8XFVwzV0zXVyYvYYIWeI9ZENuGQ3ac021vI7A4ynRu2fHX7yet4mT6LMZGaCoCtAOFTKRZUX8Ujfw1xWczmfXPVpTs13kzcKtBa30RBs5NnBZ7hx2U0MxPsZjPfz+uirCIJwXrVzLD2KbunUBmqp9lezoqiVV8de4eWRl1hVspqAI0BWz/BQzw+xLIur6q/m7tb7yGgZuuY6uahiK51zHZiYpLQkzw4/RdDlYyR9ht11n8AwTT628uN0zXUykRnHveBiY/km1pStxSN7WB5azosjL1Dtr+Haxut58PQDmJgUu4oxLZPD0wfpi/VyXeP17KjeyZN9j5PVszSHllPqDnPFKj+nJhMYi9eUlTVepOApHh96nVtXXM3ByQNktAwZLU2Zpwyv4iWjZRAEgZSW5sXh55nMTNpRZIZKx/wJdlVdQs/CKeoCdQSdNhH/Vc5RZEnm0trLGIgPMJubIaNlUI0CoiBxc9PNv5Eu3xfmhBdwAR8MH5hQ53I5PvrRj/Lss8+eV7kTBIFrr72WRx55BLfb/Qsd5AX88mEYBtlsFo/HgyS9N2n7vwmyU6b1iiYWhuM/47S94vJl+MveXwZl3cZqMtEsI4cnloiMK+Rk5a3NeMPnf1bik0ne/vph4uOJJTKcXcgy3x/jyv9nJxWt7913HB2OLf1saMbS49/ZtubWNjqfOkXpshLKmksYPz6FVtCJtJRS0V6G0+sHfn48xvxQjDe/sp/EZBrLNHH6nXQ/18vqG1spqvUyfWoCBAFf2IfsLAAG4MAy/KSmEzgDGcJNAeYHkue3cFswfGCUcMMyBLEX8Cw+tgA4iE9cSiGtUb+5Gtkps/UTWxAlATWTJ1jlwx1M4C6aRnEfRxQ1tPwa5gdLMS0Tf3kAT9hDz1v9VG+ooOelAQRLQM2oVK+rYPTIBIIgM93Tz9ZPbuDojzpJz2cRBAFviZuV1zcxfHiUopoQsdE4istCdppYhkhiqhtBEhl4cxzLMG0/JUG0ibBpm0HN9ORxF5UAUMg4FiXRtpO2IGzgzGuzqDm7MmsaIuUtpXT8+JTd/4pwVoFtWvS8PEDjtlokRWT82DwT3TPEJ8vYdNcOcvEpUjNx3CEHvrI4/shDuAN3EijPY6gGoeoAZ17pp2lnPSceP2nv07AQRAFREanfUo23KEJ6TkZxqxRXq/S81IevzEvZ8jD9bwzhDXtwLS6ipOcV2m/7Y9JTXcx0vYkoO6hYt5twUzu9b00jhyQUrwNf2Itp6oiiwGxPJ5UbLmf80Eu2PFjNk49HERUXVRu2YehBajZIjOx9jLarr+bwgydAsBcoTF1DAJbtqGGux87CtSwLYTEjeumtZFp2VdjhxF0coXLzVSwMnETL52i54TP4qxoQJRnLMher5dJiTJeCOxSmkIiSi07hDJagZZJk5iaQXR4WBrqov/h6Iu1bcIdKKG5cyfihl1E1FU9ZFbHRM5z44d8AAp5wOVOdb7Pmji8wf+Y4+eQClmEQ8CsIuQUQRSSHk3xoBVPdh+xxF1JUb9hN58NfRsulQBDRcxlcoVLmeo7hK69juvMAhlZg2WUfweELoueyeIrLOfX0t6i76m5KHE4SEwNE2jYze+ow2bkpzrz+LFh2NNeyy2/HUxxh7MCL7PnStzG1ApLipPaiqyhatpLmy29n8I2naNx1C0UN7ViGTj4xT3zOg6e+kf8/e28ZZ9d1nn3/Nx3mM8wkjUbMbFmWmZ2YHduBJk7SJk4xbdonbR8qvKWnaZjt2ImZmS1ZzBqNRqNhpjNzmDa+H/Z4HMV2EjdN27S6Pp3fXmevs87Gda37vq+raeV59L72CE5/CF1TKc5MYZoGrmCU4f0vsuymz9tCaKZFWdsaqtdsRxAF9EAB/cQjuKOVuIIlFJIxRFm2o5U165keGqSQmEErZGm+4HpMXSWfnKFuwyX2PWDqWKaBO1yKhYVasAmZUcghB4L4ohX4JA+pYg8xfYbacJAdTbdwaLSd45OdBB0RnKKDkDPEhfUX88OOH8wRIpG8nuehrge5c/FHebL3SUbSQ/NiXV7Fa9e+G/m5enT7OjNMAy2vcdOCW9BMjWPTR+mY6aA51EK9v571lRsIO8NU+6pRRGXej1kSJExsRe2NlZtoiy7Gp/hIqAmckhO/00/QFWI4PYRhGTSGmnhx4Hm6E934FB83LbyZg5MHebLnCUrcJSwMt1IXqOOSukt4fsjOYBAQOD59nI+03cnTvU+yvW4H3z3xbYy53z0T7+KFgef57MrP0ZfsY03ZaiaykzQFmjkT7yKhJub9sSVBIuQMk9UyxPIxKjxzdo2WwIcWfJhSTxmVXgd/ctViXumYoHsyzZqFEg/07KLCH6DMU4YsygQcfvJ6noyWIegMUTCKuGQnU7mp+TFHXJG5OnfYNbqTu5Z/eu77NqH+j56jVPmquL3tdg5M7ufMbBc+xc/y0uWMpEfYO7aHHXUX4pJ/ObHQ3wT8Rx/vcziH3zR8YEL9xS9+keeff57/83/+D7fddhsVFRVMTExw//3385d/+Zd88Ytf5F/+5V9+HWM9h18jdF1nZmYGh8Nx7uH5UwjXhjjvtzcw3j7JxOlpXH4njRtrCdUFUVy/nDejO+Ri+bVtNG2pJ5/IIykyjqBMspBA1/WzjvfYiQmSY6mzyDCAXtToeKaLUFXgfdO/nf53BMt+Nk3d4VUQRIGJzmkmTk1T2hKlcmk5oiSQmsxw4slOgpV+PGHP+/4PLa9x4okO4kPJud+z622dfgdn3uhjx+9tQXG50AoFsrMF/GUBOy0bA5gBYRSn9+usvG4j8ZHzmTpj2WTLsJjpnyUzk6eYWUU2fgGpcR1JFglW6YhylJPPThNtKOPMa6cZ75xCdsj4SjxUr6jEVyLi8D5PMfMcpm5XhQvibspbFxGs+hQH7+/FEZQpXxvBi4/y1lIysSzpqQyiKOAO2nV6w4e7KW2qZ+H2BhxeJ5JDQivEGTzYSXbaReP6RkRZxOkNYhEmMzNmrwmYGYoZW+TN9hUGUzPnz0F2RiTSUIk72M/pV7Js/Nh2JGU3pl7EsJYw1TU+l9bsxjRk8qmCHZWVBHsB5qf041LjacK1QSzLoqy1hGB1gJGj47z1zU4aNlZQvWIBCMeQpBLU7O3ERyBcG8QVcKIVNLxRD9HGMJf+6fkkR1P07RlCckgsuaqRioVZHN6HaNw4iaktYqq7lsGDMhMdUyy8oIm2SxeQS+Rxeh2YusnwkTGSYz6atqwktLCSfDKPO7qA179yGMPSUWoVSirDZGayeKMeipkCg/v2s/LmO8HSmTi+G71QwMIi2rKMkoVrEeQkDq+X2dMT6Lkn2fTx6xg8MEl8dAZPOMziy5eSHn6deOcZXOFSTF3DGYigZhJzCxgSmakskiLhL/Ng6hrD+1+mmE5gqAWmOg+y/Oa78Vc1YZkGheQspqEjOVwobi+GoSM5XRRTcUxdQy/mcPrDLPnwZ+h/43GG97+EqWk4A2Fq1l/Euk/+JYmRbhS3j1j3cVouvgVfee3bNyHpiUFaLryJMy8/gJZOIJoqCALu2uUYjjBisBosO6LsDJeTm51AK2TsGnTs6L1l6ORmJxjY+RS1my5jcPcz9LzyIOVLNxJuXEz3Sz+mfttVeCtrCRT7iSyMIpy3jYFjKzjx5Pft7GdBpHrtdlouuon2h77C+PHdgIUoyRhakf6dTyLKDrzlNdSsv5iyxevITAxy4oH/h+L2YuoqiZEepk4fpvnCm1FzaZKDp7FMA1PXyM1MIAgiouyg44F/pnHr1ViWxfD+F9FyGSI3f4rIgs0Q77e/pzjQcllQ3BhNV5E6+RjLbr6bkcNv0rjlCrRijrqNl3L4+/+XSPMSKldsZWD3s+iFHO5IORYgiRKCw4UZjRDT47zY8wA901MIgNctsGdsN9c0X4tq6vTODvPpFZ+lK36anSM7MU0DWZRxiA6CzhBZPcPz/c/ymWWfRiskMASBGm8l8fwMeb2AQ3RgzKlcOyQH5c5yZmIxljUv57dXfo7p3BSJYgKfw4dH9jKdmyJemKXUU4YoiFxcfwkHJw7YUWkLbl50C2fiZ7jn5A8o95bjUTzU+Gq5ZdGtlHrK+FDL9Tzb9zSxfIyJ3CSGaXDDwpu459QP56PoJhbj2XFOxtr5nVV3cyx2HMPSkUQJRVJQ9SKLS5byUNeDyJKMquWQRRnLstAtnXs7fsBvr/gc/akBLm24jBJ3CV8//rV5Mg1gWAaJYpyIK0J/so+2yGIurruYC+oupMJTgSzKTOXGyYiTrFtqcvnaMmKFaVZVtlHnr6c/2U+pp4y+ZC8+xY9p2ar2QWcARXRQ4a1ANVWirihpLY1qqPYYsZjITrCidCVgq2yPJ8eZmYpRWVlFZbByfnHj3wtZNcNTvU8iCAIX1l1MTs8xW5il2l9DLD/NdH6KWn/dv+uYfp04Nyc8h3P4YPjAhPrBBx/ky1/+Ml/60pfmt9XX1/Onf/qnaJrGV7/61XOE+hz+S+FtD+YFFzQiiuJ8muwHgeJSCNcECc+pdxeLRZLjibO+Y5kWU2di76kqDnaUOTube19CXdoSnUsRthBF8ay2hvW1mLqJy+/CwiKfKjBybPys72iF9/7dt5GeyjJ4cBQAySEjSiLZmZwdETQtsjM5QjURkuNJ1GwWy3CDpAIZRFnBX64hO1TUwiCK22K6J0b7U6eRHBK1q6tYcsUSOl86Rd/e4/MEsnxRPaLkxRP2c+qFbhIjNpnXizqZ6Sx9ewYJ1ylEmnsRJVtt+m2YxmmClV3kZmXyWYGiUkCpcLHx46uY7pllpi+OXtS44Hc3c/LZLhLDGl2vHWDB+evo3z9KcqQfRIlofSPLr11IcjzFmpuWIQgyxfTFWNxjHwtlH4HKZUz3JECwa7KBuQmfTKimkj0/OMyyaxZx8P5j6OoViFIAT/hV1JyAKEkYqgvLDCKIIorbgZrT8ITd5OP5d8S/BJBkkXBdCNMoMtWV5ugjHXYKqSIy0x+n/SmF8z+3kYEDI/Tt2U/rhSU0btBxeo4SrJJxBZYxfCjL4QdGCVT6WXLFQizLIFLbgeJ+kFw8jySLqPn9eMIeNnzs8+z8usaZ1/uoXlFB9YpKDv3ErhNXcxpjJ6cY65hk9Q1tNG6qZt8PDpCdnkRwCMhGGUNHp2i+4MP073wSxSWDpdLz6sOE6xey+Xf/keTIAJIsMTtwms6n7sUVqqJq/acpbV1L7+uPkJvtpWTBcsoXVII5zcShbxGsbZkjwW4G973Awks/womHvmankpt2bS4W1Ky/mPFju8jFxnjb69nUinQ89i3W3/W/OPHgP+Pw2g4AouIgPztJ65UfY+L4bttTOpMAoPnCmzj99A/IzYzjDpeh5dPUbr4chzfA8MFXyE6Pko2Ns+ojf8jQ/pc4dt/fAaB4Ayy4+GZEp5Otv/dP5Gcm8VSGUT3/yPDIKImRfrySSMt1d9P95NcAyM1O2bUGtkk1Dm+AQmoWU9PIxkaRZJnc9BiWZWFqKjXrLmTFDZ8haI0S63kF6fRRxMIspq7TvO7jVP75d5jqPYPkcBJqbEPNpmxF9TnPa9PQ7UUgUWDowEssu/FzRMJlTJzcx9SpA1imiVbIIgBqJokzEKHj8W/SevkdZCZHkJwWlmVSSM4iSDJqOk71qm2IsoypqzSe/yE80QqmR/sJbPtfGEfuQT/5GLLiwbvyUrS2mxkbS9Byya2YhkbN6m0c+/E/0HTB9YwefgNnIERypIfaDZfgDJWQmRgiPtCJyxOgWMyy4s4vEvNYjGdGMSyNkNfBZLKAlhXwu0LsHHmL315xNzNxN0Wtj/UV69kzthuv4sUpuxARSKsp3LILw1AZiLWzfWA/mpZje/UqXp48iKjnMSwTRVLI6wUuqruY2eIs+XSe0mwZFcEKuz/Jxa7RnRyePIiFneIuCiKXNV6BjMydiz/Kg2ceoDnYwnBqmONTx4i6ozgke0FvJDPM/Z33cdfyT7O6fA11/np+0vVjJEFiSclSTs10zJNpgKJewKt4Gc+N0zV7mvWVG3hl8CXyRp4FoYXsGt3J9roLmCnECDvDbKnaSrWvBhOTVCFpk25T5a3RnZS6y1lbvpaA4meaqXlxtflnv5qm1F1KhaeCEk8pj3U/SnOomYAjyKvDr8wbUUqCxKaqLSyOLOWrx76CS3Zx48Kb6Yl3M1uYsa26BJG0mmZV6WqyWoZUMXUWiX+7AN7n8BNyhpnITvBM39P0xLqJalFysSznN1zA2vJ1/64WW4likoyWZn3FBr538jtnnYvFkSWsKlv97zaWcziHc/jPhw9MqHO5HJs3b37Pti1btvB3f/d3v/KgzuEc/jNCkn+1Vdp8soCa15BkEdn77r4EUbC9gN8H7qALy3hvgTSAQIWPNTct4/BD7YiyiOyU0Ys6ZQtLaNxcR3I0hZpT0Qs6RUXC6XPg8jvtBQLBjqT/PBi6rfKsuBUUt0J6MjMfQRUlkeREiubzGjjxRAd6wTWn2p0DQWTpVW34y17HNPwkJ65n73d3Y2h2+qChGgwdHCUfz1O3rhysd0KykdpqDvy4kzU3r54n08BcCrCJ4pLp3XWG+jVbcAeHyCUKdnrrvOr1Tpq33kDfgVlSkxnU4WGsosV07wzR+jBqTufoox1ULSmnfl01/jIZVyBOeVsEQ20GZpCd3XhCo9Su3IwgusjOFhg+2kTl4hsxzWfR1ddYuGMLsb4QpuFGELIIooBlupDdPgxVIjedxxV0cvX/vYjsjMpM/xb8ZWtweqB0QSmDByYppFW0nIYggihCMV3EX+FDy+sYmoHslKhZUUliZBjLctD1yhm8ETcWoBcNW0RPFOjdPYRlWiy/rpr6tW9g6nuRXSVkppOYxutUr1iI5Pgwe783yIH7jnHh763DHXwGBGuuplici7Bn8Jcc4rzbNpKZKiKGKtjz/RMIEji8DmpXV2JoJvGRBH17+ilftIrU6Li9v2kTvthQFm+gkWU3/gGJ/t2kJsYpb1uEv6qeYz/+f2Qmhuaiw24wc2jZUUpb3MAFpEYOkRrtYmj3Y7xNiCtXnsfCbZfRvKgebawDyx1FdUVYd9f/ZOzITqa7+wjW1rDgwg+RT44yengnINoZ4ZadNaBmkowd28W6T/4F/bueIjXaj+Lx03zB9XjLahh861kw3xbMcyE7XeRm7MUnQZKJtKxAkhWO3fd3iIoDX1ktycEu3vp/v8vSD/82/qpG0uOD6IUsXc/fx9pPfBnZ5UEvZpmZdXLq0fswEjYptgwd4eAuWi7/KJPtu/GWVtv/VRARHU5E2YGWywAWgepmXKEylt7wOxRSs0ye3I+hqpRGXegvfgcrsHxeod1QC6hv/jOOq5sJ1i1GcXtRsykKiWkMTZ1TC3978cEuLfBGK1CcHgrpBA5/kNzsBLLThaEWySdj8yrjWiZlR7bVApZh2CnfoSgg4gxGSQ53c/rZHyLKypyQmMWqO/6Y8YFhBk9lqF36ByhuL1MDAzi6+nH6QpjFPNHmZcz0ddgLCb4AiYFTIAi0Xf1bdhQ8No4oKyy68qOE6heRzcxSWualvPNx6mfOsLFiOYn6Tdw/vp/R1CyZgo4oGkxkx1lds5I9E3HCph+37KJoqMzmZ+bqmC1SqkidqxQpMQjHf0Sx5VJqPFWcV7mZnWNvMZWPEZTC3LDgBqp9tfzTwb+ngUYCpQGOzhwhraVoCS3EJbvYULmRrtkzjGdHmc5P8/2T3+WW1luZyc/w+2v+EFmQ+daJb1LhrUARHUiiSLW3mqUlyygaRU7FTlEXqMPn8OOW7GdyS6iFXaO7zn5fCAIWFiIix6ePsbXqPDyKB1EQWRRZxA9Ofp9F0TYqPZVcWH8xb468wevDr2FhcVHdxSDAjzrvJZabxl8e4OjUYVaXr2EgNYBu6YiCiIiIbtlpP+fVbOP77d8lVpzGKbmIukv4Xvt3kESJElcJiqRgWAavDr3MxfWX4ZSc5PU8O0fe5ONLP8Gu0V30J/uo8lWzvmI9C8OtvDH8GgFHgNnCrP1fBPteVUSFpdGlZLUsPzp1D+PZMWTLzgjLajme6n1iTjBt2899Z/0sclqOnJ5DEZX5VPIPgrXl6/hJ14/Jatmztp+a7eDQ5CEWhluRxHPR3HM4h/+O+MCEeuPGjRw8eJALL7zwXW0HDx5k/fr1/yYDO4dz+NfA0AwM1UBySr8yAf63glbQmOic5tQL3WSmsygumdoNlXha3m0JUr+2mpNPd82pyp6Nho21yM73v2UlWaJmZSXBqgAzA3HyiQIuvwPJKbP3e4eQnQqtO5o59WI3WBbFdBFBFHD5nVQvr8BX+vNrwh0ehfJFpcSHk6g5db4eHAtM08QdcNP5UjerblhKYjRNNp7AG5Fp3FRCpG4vktyLoW2g+40JTNNEEO20dlEW8YTdTPfGqV1TjeKqRyukAA3TdCIpTnLx/HzmsyiJRJvD1K2swuFzoGaLFLMhnL4XcAfSc5zCQldVRIeBKyijFU0sh0mkOUK0MUxqIs3oiQn8FT6WXdWKVjAYOTrO7KBC1bISyha0Yzn/2iYbkoBpSljFl0H4XUR5ETMDBuOnmmje/AconiKiJLDm5lWcePo02WkHhm5QsaiUtktbOPFUB83n1aJlNfbfe5zsTBKHR6F2dQ3eqJ9AuRPLmMDlc2AZJj27Blh1w1Lanz5t1+5bOk6fA3+FwNKrq5jpn2RmoIgg2f7lWk6zswQsO8tg8NAoWz+zDm+kC6waipk/JDGq4/BIeCJTiPJTVLSNUNISZXYgTufLXay5ZSmW+SqugAtBAMnhw8PVSB07cXY/hCdWxL38Yi78+GUUnX5CNaO4gy+jKA5MfRNT3QHUgjF3LVggCeiqisMXYujQBENHfGz55O2UqBlClSbHfvxPJAbP2N7HxTxaLokrFEXNJTGKGgcfHGH5Vb9NMX6EeP9JLNOifOkGGpYuRXzjT5FjXTgMHcuy8Adq8G3+38QiV1CzSaOY1knNREn1PoteLM75ZOuIc6rRoqyQnR4hPtSFXshR1rYGX0UDp5/9AYrLw+IP3YWaSyPMeUMXEjEQBBzeAHohR82a7Zx89BuALYRmGprtDa3rdL/0E5p3XE/n099HlBUUt4+B3c8SHRugkIkz23MStWAgu8IIhSSCBFY2Rv+up1ly/efIz07hK6+1o8KCgGXZHteKx8+iKz9K32uPMdPXjre0mpW3/QEzfScJaIcoxicoWjUUMrP4PAqK14+oquhH7oEN/4MzOx+nauX5aPksoizNrVeZWIbJgm1XULeoBWXqMO7cXrTyNRTkEmZb1xCsaQbTJNbbzvSpg2i5DM5QFAvQ8lnc4TIKiRiirLDsxs9TSM4y2bEfUZQwNQ3J4cRbXkWgupHUaC8TJ/czcXI/wZoWFlxyK6efvYfMxCAA/soGKlZspW7zFbaXtctD80U3ER/sZLJ9r70AYZmMHX6dsrb1rLrhdhIPX0/AHSKfj8HwW5R4SvjYjv/J3xWew+2UcAgSolTkxaGnOBY7RlthMQtCCzk5c9JOP557zvpkN1IuRn2ZF9QMEytvZzI/gWHq3NJ6KwFXZC6tN4YowI0LbmJodIiXB17ik6vu4tWhV/jK0X8ip+WIuqJc2nAZAaefqZEpclqOmcIM+yf28eLAC9y55GMUjQICIk7JRVOwiXJPBfd23oNq2OnPfoef7bUXcF7NNvZP7COlpubJ9dvwyB5UU8XExCN70EyVGn8Nl9Zfzo9O3YMo2vXhF9ZdxENdD5AoJubTpGv8tXy//btUeCuo8lVjYqJIDvJ6nnUV6zk0eRDDMtEtHRmZGxbeBBZ0p84gCzKNJU2cmLaVxXVTJ28UUCSb8FqWxaGJ/SwtWcahyYMMpPqZ6BpnVdlqNldtoS2ymBJ3CU/3PcX6ig0MpAYocZfM+2EvirRxQe0Oqv01DCT7572qfxYvDbxIY7AJj+wm7Ir83BRwVS/Sk+zhlcGXmMhO4HP42VZ9PstLlxP4JYl12BXGxHoXmX4bx6aOcGnDZZR53l/n5BzO4Rz+6+IDE+qvfOUrXHnllfj9fm677TbC4TDxeJz777+fb3/72zzzzDO/jnGew68ZoijicrnelSr8mwKtoDM7mKD3rQGys3mClX6aNtcRrg3+XGXsfw+MtU/aabJz0Ao6fW8NEY77qa6uwul8h1iH64Js+NhKDt5/HEO1CacgCbTuaMbhUfCVvH8EG2ybrlB1gFC1ncqqFXUmT03NWWWpKG6F5de10fNGP/lkYd5XuHVHMw73u2vCDd3ANEwUp4Kv1MuKDy3mtX/c/Q6ZnsOC8xsZPjJKIVlk/73HuORL2yhprEBy3IsoncauowY1U09iZBxJkbAsBW/0nUeQ5BCZHYzjiQRIjtmTI1GUqFhcSkVbKc47V5EcS83bXbU/fRpdNfBE3HjCi4HfQxC/yNsRPm/EDeZyFFcJljmO0+2ipCHCvh8eIRvLIUgCLec3sP/eY2h5jUJaxTJMqpfrWNaPKaSLGJqB0+ew09sTcUTpO8wOfZbmrfXs++ERjjw8J4Jlpdn8yQrqV1fZVlvAdO8MO79xgHW3rkArahx7tAOHO4/ijGPqBkMHx6hoa6VqRQ3LrlmEaVhMd8/gDrmINkfY+pn1jHdMUczkqVlVjS/qYvDAON5oCF+JiShNomZtCyLFY2cNYIEgQbQ+CFYJB++bJjneDoBpmLiDPtZ95C7coWcpW3A5sV6L1EQCU6tGEMHUDRweBwH3VfDc/4eVHAK9AiuvY3U9Q6lvF9K1fwSBHyAUYpDLIgoPU9V0ERZ3Em2pINY9gahIyLgRBAXF46d6RQWKI850x4uMHxjDV1pFw5Yr6H7pITITA1imTjE1S/3Waxg/raGm48wOlVK1/ApwbUISNQLlOuqr/xOz902cgQjF9CyCKCHrMtqzf4Kn9s84+Fg3itdPtNlJw6qtTHbsna9ltywTQZKxTJPS1lUUk7NMdexn5OArLLvpbvIz41Rsu45CfIqRw6+TGR9EkBSW3/oFfGW16MUcaiZl3xdqfu7elBFECUPLIogShWQMhzeI4vYju9wUEjHSY/2UtCwjUFFP35wiuez24nCVILvc6MUCmeFecrFxHP4QG377rzn1+LeJD3YiCCL+qiYWXHILQ3tfYKrTFjAL1rTQ9ew9eEoqEJUp0FUUNY5RyKAaAqLiQFIcmLkZcpP9lLau4eRj36Bm7Q68pTUU0wlMTaV1xzU0ukexXv46ijeI4PFhHH8U5fJ/xuXxcuaF+3C4fVSt3EbLjhuYOnUQyzAobVtL7YaL0Qo5wo2LqVp1Ht6SaqY6DxKsXUC8/xSOQBiXP0zT9utJTwyi5bMoHj9aNkXdxss4+dg3wbJwRyuwdB1EkaE9z9N84Q2EahcSrF2Iw+Nn/OjOObV9GUGQEESJ3OwYE0dfJ1q6GC3ej1Nyopkaen6W4LH72NF6CW8N7gG3B8mw2H36eUSvjxOx41zVeDWds50EnUESBVvI0Ss5uaxyK9EzzzN99df58dALtE8fs68bBJaWr2Zz9TYOThzgiZ7HCMgB1vjWclX91TzX9zTxYhyv7J2PgHbFuzivZhszhRjHp46TKCTwKT5AwCk5kQSJvF7Ah5fW8CK+0/7t+TRrcU4B/MmeJ/nksk+xsXITBycPcEHthfSn+hEQcEgOZFEmpaYQBIHNVVtQDRWf4idZTBIrxAA4NdPB+soNpNTUXN8iQSXIdG4KQRBIqWmCjgDTuSnWV67n28e/xeaqLXxy2V2MZUaRBIkKbyVhZ5gne59ANVRUVDRTI1lMYmEnaOe0LD7FOxdhFtFNg+21O1gYbkU3NY5NHaMv2ctwepjWSCsRd4SbW29hJh/jD9Z+ke54F4lCguZQC6fjp3lj5HVOzpxkWckymoMt9CZ7sAQTVShioJPTcvP143vGdrO5agsbKzcScoXf8714cuYk93f+aP4YF/IFHut5hNHMKNc0X4tb+cVCuh7FgyRItkjez6TEBx1BDMv8mdT132z8ps8Jz+Ec/r3xgQn1hg0b0DSNu+++m7vvvhtZltF1u/ZSUZSzrLMEQSCZTL5fV+fwnwiKolBRUfEfPYx/FUzDZOjQKMce7zhLvGnk+Dgb7lhJ9fLKn9/BrxG5eJ5TL3S/u8EQiJ/IkD+viC/0Th2Yw+OgcWMd/jIvybEMhm7g8tsWNrWrqmzS9D5Q8xrpiTTTvbNYJpS2RPBX+Ciki/OR7aHDo/jLvCy5shXZKWMZJrXrqvGEz55QFNJFZvri9O0dRFREqpdVUNIYQXZKrL9jJdM9s4y1T+DyO6ldU0V6MsvggVG8JR7KWkvwRjzomo6FgV7M2mnuTglRzqO4nWgFCzVjkoll7JRxUUBxKwQq/MR6bXsxxSWjeB1YhsWubxwgnyiw9KpWkuNpet8axNRNBAH0gs7hB9pZdcMS6jdej5Z9BAuLbNyJpGwl1pdg6yfWkRpPM9sdZ/k1beiqjprViPXOMjuQAAEC5T68ZR7coQCJ0U8gOyVkRzda7jX0YhZvxINpTFPSYBHrU9n08dUcfqCd+HCS0gUR+vcN079niFw8j+yUcfocqBmVQw+cYNnVi2yPaMtAkCwERLBMJjpPsXBHFe1P9uMrDRBpCuPwKBRTRbwlXpq31gOQGk/R9Xof/Xv6cXjcrLx+OaZh4fAq88JuiZEklgWLr1iIltc59cIos0P2xFoQBURJpJDOceThfrZ+eiuhKi+GauDwBBGkSTwhN4ZuoKthpKE+rNQQouREK9i16YIoIJvjiANvYLR4sTQ7sigAFF9BFJZy0W8t58m/lxAFASElUEjOEqx2U940zf5vfwvFYaJmkyhuD6MHX2X5LV+g85kfko9PUb16O807rmf8ZC+bPl6PoTvper2X4f0nMQ2dS+5ahDLTgxgpm6+TtgwdUQZzZpTy9SauUBQtn2Wq8wwLz19PdMFS4n3tc+nKBqIkE25aPOcdHaWQnKG0bS2+0mpWf/RPkd1ezrxwP5mJQVyhEgy1gJZNz6uIu4IRRMVpK4OLMq5gFFPXESVpbkz2ZFsvZMEycYfLUDw+217L6ZnbT8TUVAq6hqIbSC43Tn8Yd7QCT6Sc7hd/gsMfovWy2/GUVuMrq+HIPX9DrOswobqFVK3eTvnSjRz47l9iWSba8qXIvW9QkjhiZykY4PEGKKZmcKy4hMTUJKWLG7BMg4mTe2m58CYkxUFiuJvaxkrMV7+Cw+vH4QtSTMcxz//fHPvh31DAjShK5GYmOPPSjxlv38OqO/6Y2d52+t94nKbt1+PwBjBNg1xsjMmOfcz2d1C2dCOrP/olO7VcUzG0IvH+TlJjA9RvuZLBXU/jDEaQnS7UTAojl0KUFCTNhcMXZOL4W8guDwsvv52BXU/ZDyTLso+zoqAEw5hmkdET+4ietwlHZhwHLpJqEs3UsEYPsmzJLewydJaULKNn4iTFfAqxmMVRWssLA89xbcu16IbB0anDVHqrOK9iHZH9XyebGeOwkaEr3jX/LAy7bA/irx37F6LuKKZlkjNzvJ54jabaZtqiS+icPUWNv5ZFkTbSaprdY2+xc+RN1pat59rmDyNaElgy/ekzDCQHWFuxjgPj+6n11XFy5uQ8QVNEB4qoYFoWWS3D68Ovs6ZsLZW+SgKOIBsqN9IT78awDGYKMwBcUncpsijxL8fsrIkl0aV4ZC85PYuFRX+ijxJ3KXk9h27qOGQHDsmJX/FzZfPVCMBYdpxkIcmfbvgf/OjUPZyaOUXUHUUSRBTJFrtUTXW+NnwyP0FjoJkziS4QRAS74ATDNLEsk1JPKc/2Ps2p+Cnbpqz+UnJalsH0ICXuUvtekl1U+2sAWBheyInpE9zb8UPMucXX8ewYB8b3saPuQnJalvHcODPKDBktS7wwi0/x4ZScOCQHLw++yFRughsW3oxHOXvROV6I82z/M+8iwQAHJvaxqWoTdUr9+75Xfxr1gXrKPGXk9BxFvYgkSngVH07JQdQVwSP//AXv3yT8Js8Jz+Ec/iPwgQn19ddf/++urngOv378rAXabxIy01lOPnuan31fWobF8Sc6CdeG3kUY/71QzKrk4vn3aLEHmxxPU9ocPavFE3ZTvaKKUHUWraAjO2V8pZ6fm8JezKqcfrmHnp0DZ21v3FhLzcqzFxTSU1nSU3bamuKSqd9Q+66+Op47w8TpKZo21pGeznLmtT7GSiapXVvFyee6WHX9UmS3RGYqx4mnTqPlNURJQJRF6tfXkBhL0fFsF8uvuxxfyRRFvR9BFPCWHKBh/ZWceCpGdka1rzsL28O0oBOpDzE7mEAv6izc0cS+HxxBEMA0rHkP7RNPduKLesglC8iKhCAJ5BIFDj90ktIF1wBtKJ4AWi5MfMai5bxS+g8MUbO8kpET4/TeP4i3xMuWT60lMZqipClCIVVEK2j4Srzs/W4X+dQgoiTiKwuz8sOfwxu9F1OPk0vkyc0m2PWtbpZd3crSq1sRRBF3wMlr/2RH7t0BF4IskI3ZPtyKZlBIFtDVIoam4PS6sazsPMnNxadYenWYWK+TQKmXjufPULumiqHDY0yeiWHqJpnpDKULoqy7fS0nnuxkZmCWNbcsQ81qJMfTONx2On/f3iFattQzeTrGRKcdlRJEwbYY0gzb+3UyQWZqNZagsOXT65AUAV9ZDjWtU8yqyHIpjv49cyJfYURZIVAuI8oWopRFGNqN0HQxFqdsMm3ZafuWfBhPVuTiz2+h4+ljZKfilC0vZcnVLez5ly8gSSaipGCoRQRRxBmMMLT3eZZ86FPILh/5+DSTh1+hsiKCGDsGip/oxasJla3kzBv9yDLkE0XcIREjl8QZCJOPT6NmYvii5WQpkE9M27+hqfS+NcCa2/+I8eO7mDixG1FWKF+6EUvXcYZKkJ1uzvvi1xk7/Cb7vvGnuEOlFLNJqledT2nraob2Pk/TBdejeH2s/eRfMHVqP93P328vCHj8gGBHmNUCsstHITmLv6KO7PQYlmlSzCTQ8lnWXvdl2h/5Gi0X3ogrXEohPj133ZuYihOH4gQFJMVBz6sPM3zgRUxdY6a0hqqV56G4fWSmhlly/W+jZpIIkkRmcojc9BhGPkd2wyY87gjkZ+fq4LFT6S0Ra/H1KJ19KB4/ZW1rsXQDU9NoPP9DuEJRgj0/gIo6u3wgn8XRsInRgUGKuQy6IlNMxbFMW8AsNdLDZPseZJeHYmqGPf/yR6z8yB+CZXLqye9iaEU8kXL8ZTUcvfdvySdimIZGSesqWnbcRMnCVUydPsTaT/9vspNDZCZH5lOuDVS0Qg5nIIJlaAgIjB56DacviMMXwtRVRFnB6Q8hCDqimkPyl+NqvADT58Oj67hyUyT6X0ErJHFLLm5Z+lHixTjPnn7AfrCZFlo2RdGtcG/HPdzR9lE+ufzTTGTGOTPdztpEH3rTDvaO7MQpOVD1AmCxvmozrw69goVFUS/iVbwU9SIfWXQHT3U/Sc7IES/MEnFHOTBxgI+03cENC25ktjBLT6KbnaM7ubb5OrJqkee6d2KKGS5vuoRFkTZEQWJ2jhg7JSdhZxhJFDEtE1mUmS3EkCWZB9p/wiUNl3JZ/eWY9ZdyZPIwgiCyvGQZaTXNj07di2VBjb+ajJom5ArhM71IgkSVr4ruxBm8igfd1IkX4oSdYW5adCuPnnmYeHEWc+48BBwBPrfyC2imSlbL0hBs5MX+Fzg9e4oVJSs5GWvHtEz6En1cULuDfeNOCoYtjqabGgWjSFpNc010Kd898W1MwSSjpXms51HuaLuTzVXnEXWd/b4Dm/Q+2fPYPJl+G7Kk8Gz/M9y88BbGB8fRTYN0IcX5NdtZVrKcvmQfVd4qNlRupC/Ry1R+igalgaJeRDd13IqblJoiXph9z/emhcVUboq6wDuEOllMMJmdJFFMEHAGqfBUEHKFAKj0VdEYbGQkPYrlsLUH3p4uXdxwKeH3iZD/JuI3eU54DufwH4EPTKh/+MMf/hqGcQ7/0VBVlfHxcSorK89KQf5NQHYmj1403rMtnyiQi+d/IaFOzUV2E8NJfGVeyltLCVb6/1WK3j8NSRbfpT4NgAxCqYXkeu/+JVkkUOH/pX9nZiD+LjIN0L9vmGhjGF+Zl8zUu2u/GjfX4Yuevar+dnS/dUcTh358HEMz8EQ8xPpmcQedyA6Zzhe7adnWQKx7FjWrggWBaj/Lr12Mmily8IVu9KLOwftUFu64ndLmAqI0Q3oyTMWSVnp3t5Mcm5z/TVESWHHdYgYOjFDRVkqsd5Z8soCW02x7LsNAVCQM1UCURbSijjfqQc2o5OMFAAqpIrODKeIjTkaPDdGyTWTyTIzESIrVty7hwEtHiLUniVaHabu0hdMvddve4Bb4Sr1s/NgqXv+nPbhDIqJsn5fsdIJ9PzzJeZ+5GUn+Or6SJiZOORBFOPrwSdbdvpLpnhlqVlSSm7WvQ3+5l0KqiCjbqXKCIKDmNWRFJJfI43D7QchimRaGZeLySyCoOD31vPjXb7DwoiYq2kyi9QY1K0vofjOHmlWZ7p7FUE0aN9nn7MxrfWRiOYoZdU7B3cGWT69nomsaTNALCorLgSAamLp9f9i+zQqFtIs93z3I5t9aizvkIT25GctwIcovI0heBCWKoZVhajK6quL0KqjZAq6giSC5ECUV07LjUogCpmEhyDpMHiOqdLN6icXEijrK8rsojE0jSybZZBwpEkUQLUytQG4mTyGVpC1ahaVreBwGkenXsF7djWmYWBaYsoulH/oqYydFCpobl+IFDGSXG0lx4YmUoxdziLKFq7KctbdGKaTz+EsU0qOHefNvv8KyG3+bJR/+DMmRXkRZwRupoH/XU1imgag4mTy5F4fHj6EVMYp5hvY+T92Wq1h+yxdof+irpMf78ZZUEV2wgm1f/DoWEKhq4sRDX0HLZ22BLwv8FfUsvPx2Tj78NSzLRHF5qd96JYamEqpvQy8WWH7zF2h/+F/mvJUNQEAv5mm56GYK8Wkcbi+r7vgigqSQnRxm8tQBKlZsIdq8lNRoHzO97dRtvBS9WKBu85VEm5eQR8Rz7beZPvkq4a77kNUUQvkS2HAdUzMqgapGdv/T72JqGnoxT//OJ+xa5Q0XUYyNoE+N4impRIrUk2u9DSWp0XTdQvRClsF9L5Ee658TMYNY93Fc4VJKWlcz030CAYHUSDfRpjZmB7po3nEDh3/41xjFHKLiwButZOL4bhL9p9nw2b+irG0NsstLYXZiTkBNeFvUGSwLNZMgUFmPoavE+0/RsO1azAOvzNWjexAyY2AWAaho2YbnxPcQypdhzfYi5aYo3fSHaDP9qFmFUGqW59K2CJdNfASK+Qz+QB13Lb2LwUQf39r7DyiSg/U1W+Cyr2L1vUgxnsTt8pMRJSzTIOIpYyxri9KZmDgkJ82+BYwOjzKbm0FWZMKuMJqh0hpuZTw7xgv9zzGYGqDWX8eqslUkigkOjh/iipYLuef4o7zU/ypLSxexpnwtk7kJZguzKKKMKIhYFuimfbxL3WXU+Gr4xLLfwi17GE4PM1uYoTnUwuGJw3zt2FfJ63lcsovmUDNXNV3Fa0OvIgkiHkeASxoupcZXw/6JfZiWiQUUTZWiUaQ9doJEMT5PpgGyWpYHu37ChsqN9Cf7aA23MpQewMLCwGRRpI1TM7aH/dO9T3N7253sHHmTlJpipjBLU6CRa5qu4ZXBlwm6QuimhmnZx+xE7ATn117wnuQsXogTL8bftV0RZTyynUouWwolWhmr61YzVZzinlM/JD2Xyg5waf1l6IbOkcnD7B7dTcHIsSC0kGUlywk5QySKiXf1D8xH4AHGM2Pc1/kjxrNjVHgqWFm2mmNTR5FEiZZQC3X+Ou5Y/FGe63+Ojlg7hmUQcAS4uP5SlpeseM/+f1PxmzwnPIdz+I/ABybU53AO7wdDN8hM5ygkC4iKiDfqxfMLlKP/TfCLOO8vaJ/pj7Pn+4dQs+/UP3W+2M2GO1dTsbj0V1qd9UY8VC0rf5dFFdik2V/+y5Pm94OhG/TvGXrvRgv69w6z9pblHLzvGNnZudpPUaB2dRXNW+rftWgw0TlN5eIyut/oY+GOJhS3Qmo8jdPnxOF3svSqRRx7tIMjD5+ktCXKhjtXIYgC4ZoAhx9sp3lrPbG+WfxlXrS8zpGHhlFzKrJDwleapeW8OKHqAPXrakiOpZGdEr4SD717hshOZ2nYUMvGj69h+MgooiJSzKpIskgxXUR2yGBaqDkNURRt0S4BqpaWU7++BtkpU95ahr/UT/eb/bRe2Iyu6kz3zmCoBg0bqll0wQIGD46ieBys+8hK0lMZsrN5Tj57BqfPQT6p4iuJIIgJW+RONxjv0KheWUYucS2SI4rTH8Mb9TJ4cISK1hLUnEawJkh80Bb+0fLvWJBpeY2Spgijx4Zo3FSFpCjMDMTRC0VcAQ/uSAyXbyEv/FU7a26pY9FF3eQSz+L0ZRAlN6ULdjB1ZhWHfzJMejJD/dpaenYOkJrIICmSfY/Npb7vv+coK69fQm4mRzFrIcqlyEIeQUjPjcaDoXvJJUywoHfXAN5SL2XNEUJ1a1CzbZhmnpJoK+a+/bgCEopLsbmPJYHlwWq7AnjVTrnGwtItO+FTW4bmSlDwt6Fa4xiTI2h9ryJsbkXSkihuN8V0Goc3iJZLIwgCpQtWIGAxfmIPC8JxjN7XQZhTnzbB0vJoz/8Rmz70I46+lmHt0psxun6AlpvB4fVjaKod5azfSuebzzN5pgM1k6SYjs9F2KHrufvnlLGThGoa2ffNP0XPZ1l5+x9x/Cf/hGUYWKaBK1hii9CJIqmRHurWbqOsuRVJUSgkZpg8uY/kSC8LLrkVQy3Qevkd5GcnSY70EGpYhDtYippNseiqj2GZBoIkM911jNiZh1hx6++RG+kk6Ciw4ZZPM7DneTKzMdxljZQu3kB6Yoi+1x4hNzuJMxChcdu1JAa7iJ0+gqEWqV5zAQe/85c0bf8w06cP03r5nRQSOzl6399h6Rru8npqr/oUwebNmJbGWLrI7MAoDVs3suv/+6wtIBYqwdBVBEFg/OhOypduwKjeiDvZhVCykJmqazj12D3EJ8YwdAPF42fhpbeTGO1h7PAbGMW8rfpdsMnyyqtvolwapCT/GpbXhXDDDcxks3P15QKYJrpapHzpRiqWbSI52o2p64TqWpHdflyhElvwDebVyS3TpHbjZcS6DpONjaGmZwnWNJMY7sZp5EDLgcODo6KV6KrLGO3ehY9SvG0rcDx2KwztRr7yG5x4+Ul0XWPN1nW8lH0eURAxLANFVPho253cd/jbJJLj6KaOgMDgeAfHqlZw5/KP0SwUaR/fR6mnlJRRwLAMHJIDzdTwK34EQWBF6Ur2ndkDgENyUjQKlLrLKHGXcH/njwg7w2S1LL3JHkYyw2yp2sq6irWMpsep8JaRVRP0J/sZTA/wkUV3EHD4KRpFLMuiaKik1RS6abK99gK+euwrpNQUkiAyk59hQ+VG6gL1LCtdhmapeBUf68rXktcLJIsprm6+loAjgM/hp9RdioXFrYs+wiNnHkIzNMS5Guyh1CBlnjJSagrDNHBIThRRYSDVz7aa86n113Jg4iC1/joGUv083fsUF9ZdyKqyVXTEOrCw8Ck+rm2+1s63EgQyaooHux4kpdqlfpIg4ZSc+BQfyWKColH85d5ppoFu2aKDkiBR6avijsUfZXZqlrwnx+tjr5HTc2fts3P0TVoji3iq94k59XYYz45zYGI/VzVdw+M9j85vfxtOyUm5x3abyGk5Hul+mPHsGKXuMtqiS/hhx/fRTA1FVCh1l1LmKecTSz/JbYs+wkw+hmZqeBUfUfe7o+7ncA7n8N8LvxSh3rlzJ6tXr8bn87Fz585f+P1t2z6YlcE5/OajmCnSs2uQ7jf6MLQ55dQSD2tuWUZJ06/3ZeONepBdMvp7+Ch7I268Pyc6XcwUOfZYx1lkGsDQTA4/eILtd2/CV/Lz1a9/HiSHxOJLF5CazJAaT89vlz0KDRsrf6HI2M9CzWtkprMUUkUUl4yv1Ivskilm1Xd919AMCqkigiTQv3eY+vU1BCrsqLs76MJX5kFx2jXZak6lmFZBFHCHXEhOEXewjlMvniExMhcFsEBxy6z7yAq23rWWic5pJrti5OJ5fKVeDj3QTnwoQePGOmSHhK4aNqnRTRweOwpQzGh4Im7233sUySHhCbsxDROjqCNIIu6QC9kpMTOQQHErOLwOiukiumrM9anjCXtsQTXTQhBtYTFZkTjyoC2+5Qo4QRRY9eHFKB4Hq29cxsEHjuIqdRKI+nn1H3ZjFO1U+kFxhFBtkKVXtrL3+4fnryFD92JZCoKQAgxmh6B6xe+w+1uDRJpm2fSJNYweH7cF8GqC5OJ5ll+ziH33HMHQzXcWKSyLkuYoZYscXPzHBRDeQpQ8aPkNTHa5idS5UZxvkJlZg8MNDRuOgPAWgpBHEE0gjaQ8S92aPJa5HkOPkpnO0PVqL6ZhIsni/Pm0TAvLMDFUneFj47Rsa6B35wCC6ERSHCCAlreoWBJl/OQkpm5SSBYI1wY5+OPjrL5pGcce66BsYQmBaxbj33gz+X0PAswpf0vQcBXUVmDlZuZSAueijM4lqNpSTnY+ydThv0RwufGsvJLIeb+PQzQQBQuHx0M+mbLF0SIV6MU8tZsvZeLEHspqq+HQD+aPmanrtu2SBZaaw507xeyARE9kMcu3fgFzzz9jamkcwQqKlZvItd5K3+O/h9MfppCMIQgC1WsvpnTRalIjPWQm+ylrXUHszDG7dtqybCI9F3k1igVEWcFTUsnii64hLCfx9XyPqC+HcclWEmI1R59+iORQF+5QCfu+8adULNuMKCtUrd5OdmqUQ9/7n2fdf4IoIUoylau2IRp5ShK7MXc/isPhoa3lUlizA9lfQlYq4fRz92CZ5ryNVeeT32HVHX/M1KmDjB3bReWKLXhKKvGWVeMrr2Xk0KtUr95OxYrNiIJEbOA0/buexblhO26vj+HDr7HgstvpfuknFJIzCJJMPhHDE63AMgy0XJqxo7uou+3TWEMvk2m8nmP3/D2WaeLwVpBPzlJMJ2h/5Kusuv2LxE4fAY+fsiUbOP30D1hz7a3oT/4liBpGagZMC3f8JOULrmb1TZ/l2KPfBSwqlm3CFYxw7Ed/h6goSA43ittL1ZrtrP2tL9P+0L+QHO4GBCSni8bzrsVfXsvQvhdxBaMMH3iV5h3X07D5ciYPPIllVRFdfgFOj5fj3/hd9JxN3Co2f5jW7X+L+9jXMA99hxXL72DXcz9igXUZXaFmRpODCAgsq9/EqckTxJNj8yVCb9fWdo4cpr9+B8tqd3Aw1YssKlimSne8m42Vm9g/vg/VVFENzS5DmbMbc0gOZgszXN28ice6HwHAxLIj4noRv+Ln9eHX+b01f8DesX1U+SvoiMXnK5Qmc5P81tJP8fCZhzg1e4qCnqfGX8utrbfxyuBLDKYGMC2TUk8ZoiByYGI/IWeIolGkNdKKT/Hz7RPfwu/045zztG4KNnHroo/MWzitLFtFta+GydwEU7kpIs6IbYdl2CJotiJ4jtScqJYoiHgVH491P8Ldq36X0cwIuqnzXP+zeBUvjYEmlpQsZTg9xOGpQ1R4KqnwVKDIyjyZBjAsg5yeI+AMEnQGcfxUNPinEXaFibgizBZmKRpF4oX4vMCXR/ZgWVDrr0FOyzww+uN3kWkAh+hg3/je+QWAt1EwCpyYPs6K0pUcmTo8v10SJG5qvWVelTuWn2Ygae+3qmwV93feNz8GzdTQTJ2ZQozn+p/ljsV3Uumres//cg7ncA7/PfFLEert27ezb98+1q9fz/bt2983YmdZ9kvEMN47/fYc/uti9MQkp1/uOWtbJpZj7/ePcP7nNxEo973Pnr86fCUell/bxpGH2s+qoxZlkRUfWow79P6EOjuTJzGaes+2YkYlE8v9SoQawF/uY8sn15IcS5OZydr1v5k88cwMMwNxotVhXIFfHMnPztr1ymPtE/P/01/mZe1tK6haVk586J2JjKmbZGM5TMOkpDlCYizJ4MERBEngvM+sJ1wbxLIs8qkCudk83W/0M9o+gaRIVC0po3ZNFccf77TJ9NvHVABdNThw7zEu/pPzcPgcuINO+vcNk5nO4o16QBAwLQtfqZfURAZRFMgn7ZRsURIJVvpw+Z34y7ykxjOk1QyesBs1r6MXdFrOa+DAj44Rrg3SdnELPbsG7BTIoo6pGZx8pos1Ny+j/enTpCYzuINOgpUBjj7cjivoQs2odrq1IrL7u4e58Pe3MHhwFEEWidT76XqqF4dbRpfsKLIgQGosRXoyQ/niUob2j+IKOrEsgeSYjuIOIMogOyPs+8EkzoAHh1vhjX/Zi14wUFwyk6enCVYGWHvrcs77zAZOv9yDmlORZImGjbW0XVKJpf8lTl8CURJAsHAFOghWb0EvVJCduZLUhMXqm0oQpe8iKRLeiBtBAtlhAiks62maz1vLkYfieCNRLNP2izZ0O9KcmcnhDrhIT2URRYHMVJZwdYC2yxYwsHeY5Hga2SXTvLkOX6mXww+1I4gCwZogidEUWt6OBslOmdETE7gCTiqbP0Rox2ZcM3uxdI1C+WbGC5U0yiFkXxqyL4Mgg74RXd/K7n/+K4q5Apbswl+9EG95BbqpEqpto/Xyj3Hy1RcQ5CCKx4FpCFSs2E687xR6MY83sgQr/06doyBgR3kFEcnhwkhN4w63Mj1SJHfJJSgfXg1qBt3pxXKWMNN3Cm9JFXqxgKQ4qNt8OQBH7/lrRFnGW1ZLYqgLf0U9tZuvYGTfC8ge75xKt4grWEIxNcuiC66gdPwZjIFdmOFSsrEJpJ63iNYuY8Mtf8Ar//hnFNNxME3ckXLGj+0i3NCG0x/6qTv1HR91C4v6bdfgKo5gnnocUZIRa9ejLb2die5OUicO4C+vZtmNn2fgracx+zsxtCKi7GB2oJPSttVIigPZ6aZm7YVIipNw02ISw90cu//v7GMkykQXb6Bu8xVMHn+Npdd8gspV5zFxci+mVsQRCONw+xFEkWI6AVg4AxFMXWWg/QR1F/0Dk4detwm97ERUbKs6U7fJxMih14g0LUVxe3H6QpQuWoXc8yRqYgSiFTh8QURBQs2lsQ7fS8VV32TVnX9M72uPEmlewtF7/xbT0JCcLgytiOx00ff6o3iiFZQt3kDT9g/P/9bU6SMgCDSedzVH7/v/kGQHfW88zoprbmPl6kb0xss49tBXKIyeAUOdP9oTR9/AX3E7jaFGpPQ4pZXllHhKib/4FB+64CqSldvoKg6xoWEHDxz5ji2iJYCIeFbK89GxA9SXt3Hnkk+wc2Qn7bHjnJ49zaeXf4asluX49DEsIFlMEnQESRJANzVEQZxT7rYzgBRBtqOhgk2uZVFitjCL3xEgmSsiina5hGVBja+GqdwUFZ4KlpeuoGgUSRTiTOemOB0/jVNy4pbdYFmEnCEMy2Q8M8aljZejGirfOP41JFFGFt4RrOxL9rFnbDdXNl09P7YKbwUV3goGEv0MZ4YJOIKMZEYonRMssywLWZTxKT5q/bX84+G/p2gU2T++l8+u+B1eGnyRUzMdeBUvy0qWoZoah6cOAbChYiNFs0jUXcKNC25i/8R+htK2aKEkyAgInF9zASHnT98n7yDsCnNN83V878R3mMpNYVomAgKiIHJV8zW8OPA82yq3ExKCSKKMJMgY1jsL6IqoYFjmnNr4u+cavckePr/qC7SEFtCf7CfqjtIWXUyltxJRsEtzCkYBCwtFVMgbBQpG4aw+LOzrpHO2g5n8DJW+X07sVDd0Zou2z3bAEbDP5Tmcwzn8l8MvRahff/11Fi9ePP/5HM7hp5FPFjjzet97tqk5jdmB+K+VUIuSSO2qSvwlHvr3DZOezhKuCVK/roZQTeDn7mvo7/Z7/mm8XXv6q8ITduMJu5k6E2P/j46iFlWEUovBFycoqY2w5pblP9cH2tBNWxjsxMRZ29NTWfbfe5SNH1tN9xsDdj0zcwTUMHF4HZQtiNLx3BnAFmrr2z2Iw6MwenyCwUO21VXNykoWbm+i67Veet4apGJxGeMdk2ctUAiigGVa6IZBdrZA9+v9LLigEb2gM5AuouV1ShrC+Mu8NG6q48QTnZj6Ox1YpkXV8gpM02TpVa307BwgOZ6mkLKtn5ZcsRDTMCmkigwdHMUbdbPsqkUMHRqlYWMtlmGLI7nCLrZ/YTNj7RM4/Q76dw/j8DrIx/O4w260vIYgCLiDTqZ7Zpjpm6XpvDpGh0aRnQqFWOGsmntdNeh6tZdtn9vI+PFJnF4HWkFHEAX0ooFkioRrw3S+0MOGO1ex5/uH8UTcFNNFDFXHHXIzfGSMQKWfiiWl+Es8LP3iNqbOxEhNpJCUR7DMSXJxC3+ZB8lhgKWCuQvT+FO0fCUOt4nijpCd+QKZGHjCBZy+V7HMTmSnG0HIYxo6I0c7aNq8gVCNn8Tw3EKQYJ9XQbTPkexS2Pyptez5zkGcfiebPrmWxHASBBg5Nk7X631ggeSUqFpWzt7v2VEb2/fYQnZIc7X3y3nzUR1PdBvNm2spxjWSY2k0y6R66Y0ownkI2UkEXaS/6wippIGWsVh7y6fw508SG34Z1+QbiLVtVG39E8SylfTtfIF8PEbJgkXUb7mcrme+TnK0lwXnX45UuRxj9Mjb2b8IgoUoSUhOL3nfAkpbwrReWE/nk19n9JBdG4tlR7s3fOb/svF3/oaD3/lLJFkmWLuA4/f/PbLTw+IPfRrLMkkMdJKbGadu46XkZ8ZJjfYTbV5GZnqEYnIG2eWlvNSD3r4TSXGiFwsIgoCpq+T6j+BrOE795stRPH4c/jCFRAx/RR2WoZMcH2D5Lb9L7MwxEoNd5GYmQABvaRX+slqEt+6zlcAXXU16wUfY/9U/R8/ZGSuy24cjvIuFl91Ow9arycXGsCwTb0k1nmg5Z174MQe/8xcU0wmqVm8nNzvJ0N7nbbEwy8QyVaa7DlNwhalqWMRM7wlkxYns8tBw3jVEW5ZTSM3i8ofQ8ln6Xn0AS8tRtXAxDUvaML2lzExOYgXrMS2L3OwkstODJ1qBXsihZdMsuvKjDO97EUMrsvTSD6M+/Uk7a0FxYBkaufgUgmDbiNH7Mv0n0yy9/jP0vfE4lmFnqshuL/nZKWSHC6cvxMTx3QiSTN/rD889X2SW33w3o4dfp2zJepZe/zuIigNL15AD5ThUgbGTb5EePoUi/vTURQDZzcDuZyjbsQ1n7Md4IlVs+NT/YurUAbRUlrKSclSfk5yaxbKs+RplWZTtsoW5B52MRF7Lkte9eBUPNy68maye5bn+Z2kJtbCqbDVjmVHKveVUVlRyZqRrTkTMTk0GcMtuinN13lh2tNcte1ANlcXRpfxo5CkiPgVBgIZgA6qp8p32b5HRMgQcAWYLs4ScIbbVnE9OyxNw+IkVYpiWSUuwhe11OxhKDdIR6yDg9BNwBHDKLqSfsjeyNJ39g2+xKbSakujZopOapTGYGODyxit49MzD5PUcIOBV7PfPuvL1vDL4MkWjiCIqZLUc5d4Krm66hpAjRMEocHT6yLwf84V1FxMrxHi690kKRpEyTykrSlfSFmnjxcEXCDlDnF+znYZAI68MvkxGzdAcbqbGV0vYFcYwDSay4wylhvjI4jt4Y/h1xrPjRNwR1pavo2v2NBO5cXaOvMFVJdewMLyAmDZlW3iZGvJcWnlOz7MgvJCexNkL+2/DJbvZWLWJjVWb3rPdp/iRRRlZlCnohXe1v31+zTl/7l8G45kxXh16hfbYCXRTpynYzKWNl9MUbJon8udwDufwXwO/FKE+//zz3/PzfxTOnDnD3Xffza5du/B6vdx66638zd/8DW73L175u+eee/jrv/5rBgYGaGlp4S/+4i+48cYb/x1G/Z8bDoeDmpoaJOmDezbrRf19lKxtpCbS79v2bwXZIVPSHCXSEMbQDWRF/qUExdxBJ06fw67F/RkIkoAn/K+zwVDzGoWkPSF3R9zIijRPftWcHY2xJgUwIdYf5/QrPay6cen7KnlnY1kGD468Z1tuNk8xrbL1rrWcfqWX8VNT6JpB1fIKmjbV0fvW4FnfD9UEeetbB8knC2RncugFncRIkoolZay7bQWJ0RSWaeHyO+cjl6IowByhdvmdZGNZ/BVe4kMJXCEXqz68BF+pF13V6Xi2i1BNkM13reXEE53k0wV8UQ8t5zei5TXyiQKCKNC8tZ5gdZDEcAJBFJk4PcV0z6ztES0KnHjiNBf90VZatjVy4qlTGEUDBAFDN1l2VStlrSWkJtIkJ+zxusNum/Rbtl2ZKIvER1IsvmwBuUQeZ9GDnp7FNN5tn5JPFtAKOts+v5Hx9kkmu6bJJwoobpkVH1rMwP5hvCUe4qMp+7oybfJqGhZaXkNxyUydnsYbdXP6lV4GDo6y7KpWWi8MobiOI8pOOzU/VUDN63NCdQayS6Fv7zCesJu+3d0Y6rBNal0Kiy+9iIo2Hwhv4SspBcsLuBjr6KH1oqXs++GRs7IHLNOioq2U0RMT1K+r5sI/2GrXmssCJS0ROp47w+TpabAgVBtkyWUL6HypB8uycAWd6EUdQzWRFAktVcQyLAzdpHFDDccf70RyyjSsr7Ft6o7N4i8LM3FKpaItRP++B8glVJZcfDHhoYcwBvdS5nAhGTnUsZO4XvpDfCv+ElyX4izTmBw0aN7hQXa5yU2P0fH8Q2y47A8pPvoJjKI9mZWdblzBEqxQI0JpDb7YYbqeeYHx47tw+IIUkjEQRIqpWQ585y/Y/Lm/ZdFVn8DCYvzoG3hKqmi7+uP0vvYoqdGeucwqgYnjb9Fy6W3ouQyN51/H0N7nmezYT0n9KpSx3ZhzatK5mYm5rCsAC+3kYzRs/t/IoRIkh5OxYztZcfPdOAMRAGI9xxFlmZaLb8YVjFJIzGLoKoam4lBkxJI6sss/wbHv/l+bTM8FsrV8BmQnPS8/QO2GSzn1+DexLIuyJRsoa13N1KkDCKKIJ1pB6aLVdD3/ozm7MAeWZdpRaq1I9vgreJf8Afn4BOM9J1l+0+fpePybTJzYM/d9BWcgwtIbPs/waz+iamEr5vBBzMq1hOramO3twNRVDLVoK7ELIpLLgytcyvChV5nqPETJojWo2TRexYkzWoFp6BRScSRZxjTNeQIJFrEzRzGKeSS3h7K2deiFLMXkDIVkDE+0EkGSqN98BQLgjpRRt/kKZIeL/p1PILs9ZKfGCDe20f/mE+Ri41x0959THHoTWZRhTmQMC5BdmFgUUzEsZwDLV0lB8OAIlbLw8jsZyg7zjWNfIxlL0BJsYX31Jp6cHQBsciQLChYmoiCytnI9KUUn7Irw1ugu/I4AGc1+f/Wn+nBJLkRBJFAbJBKI8Ll1n2cmHyOv55EEibbIYqZyk8QLcQQEnLITRZQRkKj11dE/O0VjuIwSv5f1letJFZNM5SbJaJm58ViIgkhWzRJ0hvA5vMwWbBXuck8FW6rP44cnv4+FxYrSlZQapSSKCUrEEhRRxtINrEwaIx4nbVjk1f3ksgdxXrAdKWJfp37Fz7HYMcq95VzTci0HJw4xnZvCArZUbUYURI5NH8Uje/AqXjZWbcKreHHLblZXrOW5vmfIallEQWR77Q5m8jMcnTqCR/FQMApM5abYPfoWO+ou5Evr/oyIO0KymOT/HfmH+YWLnaNvUO2r5va2jxLLT9Mx08HesT3U+muJFWJUeCvIqlm+d+I7hNxhnKKDaaYIV4TZZG7mePwYsijz02/nSmeQsDNM4j3EzRZHl75vdPxtlLnL2FCxiT1jb71Lidwje5BFOwMg4oriV36x9slUborvtn/7LLG13mQP3znxTT674ndoCDb+wj7+I/GrzAnP4Rz+O+IDi5Jpmoaqqni9746mZbNZHA4HivL+Xrm/KhKJBDt27KC+vp5HH32Uqakpfv/3f5+ZmRnuu+++n7vvI488wsc+9jH+5E/+hEsuuYQnnniCm2++mWAwyCWXXPJrG/NvAgRBQJb/dRp1slPGE3HP2wT9LD6IWvWvClGyVbV/WXijHhZftpCjj5w8u0GAxZe0/Nyo8XvBMi1i/bOcer6bWP8sgihQubictoubyScK82R6LhdwHiPHxll4QdP7Hiu9aMzXpr8XCqkCFW2lrPvISvKJPPGRFEOHRzn1YjfmT0XhAxU+Zgbi5BMFW2W6aCApErJLZuToOGUtUdqfOU3bZQvs/y5AIVnE0AxEWcIddBGqCVDRVoaa18lMZwjXBInUhzAMk6HDo5Q2R4k2hZnqmaFhfTXOQDPFVJGJU1NMdE6z4Y5VHHu8g+XXteFwy6h5jdR4hqnTMbu+NuiikC4iCPZCyZGHDyI7ZDTVoJguggWHHjjBhb+/hexMlnBtkLGTU0iKRHYmh/U2YbbAF/Vw9JEOFl++gMrWMvp2Ds7bPJmGOU9IyxaWEOuZAQHyKdvv2hN2oxcNe+EhlkNxKWh5DXfQhZrTbEKtm2gFHU/EjVrQMTUTp89JNpZj3z1HOf/zLfiiJnpRx+l14Aq6kBwalgWKq4XBQxCqDrLnu4dwBWScXidQQC9odDzbia9kK97SgxRSlcjOAE5fgEJikJm+UjbeuYrR9klKmiI4/U68UQ+SIrH/3iNUr6wkMZqya+wdEsWcRuvFTbRduoDEcIJ8osDw8QmS42lESWTFdW0MHhq1VellAdkpobhlyhdGGdg/Ss3KKmSXTNcrvRQyKk6fgwXbG1m4o4WO5zpQPF4EUaKqoRzz5X1zImUFkGUE2UkhYyAe+SbRqi9z8LEpGjaUcfrZH1C2aC1De18hNdLDoRctVl35FVztP8Sa7UP2BMkGlpCpvJCjP/h7FlzyIbqe+yGGWkB2+3CFbMFAQy2i59Lk49OIkgQCGGoeX0UdicEzNpk2dbDmYpGiwOjeZ1n5sS/Tt/MpFl52Owsv+wiCrOAeegDNG6CQmkUQRSzDVuIGC9PQ8ZVUceqVx1h6/W+z/+tfopCKEx88w/jRN8nHp0AQmWjfS6CqiYZt15A8c4ZcbCH+xVeTN0VSU5Nkpkbmr09BEBBEGUlxkBrtQ3a6wLIQZYXShSvpfe1hJKcLNZ2wU6aLBcw52zFbJRxEScE0dKxiHlESSQ51E6ptoe/1R0mN9OKJlKPm0uiFLGp6lu7n72XDp/8XM+2v0f/qA6jZr7P001+Z+5/C/P+1LBO9kKVy+WY6n/kBDm/ATj8P1yI2bKPQ/jAOj9+2/zKsOTE5Eb1iDeq+x0kM9bD08huRk6uRx/dhWiLqprsY7h2iZ+fzlC/bRKixjXDjEsaO7eTEA/+P5h03kJ+dYrJ9Hytu/T3aH/4qRjGPoRY48vTDLNjxIYYPvAZ6HkF2geIGhw8jM0GkaRliehR10x/z5PEEpybGWNpUhVRxGtXUcMseBlIDXNF2CUdHDzA02zcXmzYxLJONtVsJuSM8M/AI5d5yVpatYig9hKTb6cVvp3RblsWS0iU8cuZhzsS7cEouwq4wGys3cfPCW/jHw3+PKIg4ZSdBRxBRELlr+WfRM1VsrGjlgoaNuBUHx6aP8ubIG1xU987cI6/nCDqCJIoJ/IqfMncZqaJddnNB7QU83vMouqUTdAQZSg+yumw1FhbxQpxSTylCIokZt0sn6qILUU73k3nxdYyZGL6PfQzB4aDUW8alDZfx7fZv0h0/w40Lb6bMU8ZQepDn+55jLDsGgm2h1RRsZknJUvs6E0QWhhdSvfzTJItJW3xRV/mno/+IZqqIgkipuxTDMrEwOTx5mAtqd2Bi8aPOe97lAz2aGeW14VeJuMK8NbqTjJZhhXslb4y8Pv97AEW9gCqolHsq8DjcVDgquGv5Z3lp8EV64mcQBZHlpSs4v2Y7x6eOEXFFWBxdgktyIwgwlZ3iwvqL3rd++23IksyFdfb3YvlpVpau4vj0MbyKF7/DjygICAhc0XjlvI3Wz0Nvouc9lcs1U+ON4Te4zVf9C8f0H4lfZU54Dufw3xEf+G755Cc/iaqq/OQnP3lX21133YXb7ea73/3uv8ng3gvf+ta3iMfjHDt2jJKSEgBkWeYjH/kIf/Znf0ZbW9v77vvlL3+ZG2+8kb/+678G4IILLuD06dP8+Z//+W8koTZ0k+xMDkMzcLgVu4b1XwlN04jH44TD4Q+8IOIOumi9oIkjD59NSm0xKoVQbfBfPa5fNwRBoHZ1JU6/g65XeklPZalbW0Vpc5T0ZIbetwYoaY4QKPehuH7xcYkPJ9j9nUNYhoUr4EQvGIy1TzA7GGfVjUvf+aJkIfgtrLQAhoChmT+XMCtuBcUlo72H8BqAJ+JGK2ikJjKMd0zhK/UwcnQMSZHOWmAI1QSZODU1F8m1Rb0Uj0I2lgUEJrumqV5eweCBEVp3NHPyuS4QBRxeB4rb9sNesK2R1/55D4V4HgvoZxin38lFf7CVLZ9dj5ZRefUfdqPlNCzLIhfPY2gm1SvKWXPLMiKNIS7+o/PQVYPBg6OIskjF4jIq2koYOznFyLFxfCUeok0RBg6OkJ3JI4oCilvBG7EFySzDovetQRS3TM2KSsY6pjA0Y55MC4K9WFK5pIxcIk98LImvzoW/ystsb9L2gJZFJFlEnou8Dh8ZxRV0M3xojP49Q9SsqiJY5advzyArP7yE0ROT1K2pZvDAKHpBt22xBOb7WHzpAhwemWXXtiE7JcbaJxg5WqCsZRmGthOtqJObzeEOVaHlriPWW016ErwRgeXXtXH6pW4MPYIkx7As26O7961pVt14MdnZ5Ti8Fgt3lNP+5CCxvkmKGY3GjY2cfO4MxXQRQbAwTdj22Y2MHB+n86UevBEPYBGpC9F6UTO5TJaS5igTnVMEyn00/fZ63AEXYx1TNG6oxdAtJEVEckgkRhKULihhYL8dNW9/+jSiNGc/lFHpePYMkiwhKU6qVl1EPjaOmLYXLHTJTcbfTCDXj1Pxko3nsNLd+BflcAUlqpa66Xz8AIaaZvnNX2DgrScZPbqb6Z5OFu24ktot60gnZ+l4+RkmnvtnvCWVdnaCWkQQJWSnG72Qo5hJYmp2eu1sfwe+8nocvgClrWvJxyfRiwXWfPzPEBUXituLmk7Q+9KP0Wd6mT19kCXX/BZjR3fS8/KDLP7QXeh1F1DYe49NDgXRFnObI+K0XI5qKvS/+QQlC1ay8vY/Qna66X7hPhy+EN7yWtRUHF0tkJkaRi/kqN18BQ6Pn5H+fiLVG9ATmZ99AiG7/Wi5jF1Qa4HkcqO47IU8LZ8DLMqWbiTSuIRgTQuS4sQdqaCQnMHUVTAtUJw4qxYie0OkxvqoWX/RnDe0iux04fD4UZwuZKcbS8uTGuun+5nv2fsDg3ufY/nNd3Py0a+jeHxouTSK28eCS29lon0PajaJO1iCt6yGI/f/I5tu+QRi3+tAcV6XThBFaLyAkf5RMpPDLDr/MsK9PyJz/GlMUcI0dOSOR2hacgOOy26ifN3lFBMzCAJEy0sovfZ2CoaEv7qJYLgKJasiFFQk2YHs9DDT20Hl6u2I0Ua0dBxRcSDKMuTjSA4/LZd9HDVUwv95dpT+6WkEQSSZyrFkk0a2oOFzKThlJ48OPcUdq+9iZKaPo1NHcElO1pSvJeQt5Yf9P2EiO0FPooe7lt/FdM8UqqxiWga6qSOLMp9cdhePdD6MkSlQIvrQBYOcluXp3ie5YeFNfGnD/2A4M8RIepiAI0DYGaHMXUpVWdlZZ34qNwUwT5CTahLDMmiLLmZJdCn9yT6ubr6WVwdfpi/Vj0t2k1bT+BU/oiCSKCQoGip1/jqG0kPohoaUSAA2Gb24/HzkV1/BrKki+8ILuC66CKWpCUmQWFO+lguTF3Fi+jgpNck3j3+dy5uuZEf9RXTE2tEtg7ZIGyvLVlHiLjlr3F7Fi1fxYlkWR6eOMJWdRDXt60gRFULOEE7JhW7pxIsJpnKTtmWX9faz2c4cMy2Tt0Z2cfviO5jNz5LTc/gVPx7ZQ07PzWUP2LXoAiZbK8+jmFTRwzqNwUY+tvjjJNUkAhB2RpAlu/7b7wjwWM8jTOembQX0ivUo4i83pwm5QlzRdCUz+RgFrcCKspUcHN9PVs9S4ani0oZLWRhp/aX6ette7L0wkOojq2VwSJFfqq//CPwqc8JzOIf/jvjAhPqNN97gb/7mb96z7eqrr+ZLX/rSrzyon4fnnnuOiy66aJ5MA1x//fV84hOf4LnnnntfQt3f38/p06f5q7/6q7O233bbbXz84x8nFoud1ed/dmRmcpx5rY+hw6MYqoEr4GTRRc3UrKrC6f3gq56maZLL5QgG/3Xkt2ppuV1L/UY/WlalkFZxhVy0XtRM54vdNG9toKQp/IGix/9eUFwK1csqKGmKUEgVOfNGH/vvPfrOFwRo3dHEwgua5tWq3wuGbtC/d4iGOfumTCyLK+BEdsoMHRolOZrCE3bb6fEC4Abm5teuoBOH952XViaWZXYgYXs/h1yULypl8eULOP5457t+N1gdwBN2M9kVs4XPYlniI0kWnN9Iz84BmrbU4/I7yMzkCFYFmOmftVOBJRFXwEkho85FvGzLIMuyPZ2numOsvWU5p1/qYbI7hjvoYvk1i9l/71EKSbvuWcBOfdYLOnt/eIRLvngeklOmYlEpp144A4JAsMrP0itbme6e4czrfTi9Dnp3D5KezGKoBsWsiqxIrLl1OeHaIJnpLPlkgbKFUUaOTdh1rKZFMaNiaAYuv4NcvEBiNMWaW5bRv2eYrZ9ax4mnOuf+l0DFkjIWbGvkyCMn7RTnpgB5rcDKG5YytHeUic4pREkgXB+meWsDWk6l9eIWDt53DF3VsUwYOjjKhjtXYhoWHc93c96n1zF+agp/uZfZgQRgZ0R4Szwsudy24ho5Oj4nGCbQtKWOaGOEXHw73pKTmHoWQQiTHLuTg/edppjNkE+IGKqBO+Jm9c3LOXDvMZy+KLLLwrIMcnE3yYntHP7xbjZ+fA21q/ux9CV0vTFF/foGdn/3EIpDxul3oqsa0YYIvbsGmDwzY6vbWxaWBTMDCXp3DdJ6YTNP/9nLSIpEuC6A4pJxeh1EG0IcfaQDNVPENCxCtQEWX7oALa9Rt6aaIw+3v+On/rbFkWDRv2+IZVctIj6Up3z5JnDa94slyhScZUTlJFpBBUREpwtEF4IQR6BIzboLUNxhsjNplt14N7mZMQzVoJBKcXrvUWJde0lPDOH0hxBkCaOYJ1jbgppNUkjGsAwDxeVB9IcINy6mtHU106eP4CuvIbpgOaauM/DWU5x46GuomQSWoRNpWsry2/6A0dd/jCSaTHcdYeCtp1l83SfpePxbBH/riziats/Zd9kq5oIkIwRqUCs3kZkYQna6SU8MUIjHMHQV09DJzU5gGQYOfwiPP4Spa/S98RiVy7dSsWwTB3/8NbZ94W9BmsQVKqWYnMESRCy78B3T1FHcXkRFAQtyMxMkR3oJ1i6gfMl61EyCMy/cR7h+IdEFK5g8uRdvSRWGakdMRW8IuaqF5Ggf+fg0stNNITGN7PKgZtMobi+CKKNmU8guD/l0Epx+0GcASA13k1uwiqYLPoy/op7czCRaLs3wvhdIDJ3BX93E0ht/B62Qo2n7hzjy5IOsuvabKLHDSD2vYCle1LoLGZ3I0fXcg/grGyj35tCOvIW3pIpCanZOQE1B6nuRBdffzJ7HvoWIQcN5V6OmZsiPnCTYsIzVd/wx6ugIRqGAv7KB/P7XcEcjFNIJzjx7L4s//BnGjrxOcrQfSy/gCFSx8NLbKJpuvr0rQe94HElxUFMaRJYEGtxNvDL8Mk5FwoFGQhvje13fZ1nJKq5vu5UyTzln8gP8qPsRJEHguorNVHnKcSl+Lmu4goncOFO5KZyyk23V54OhkY73UKaVktPHQVCR3BEsh4en+57kuuYPcWjyIH5HgOH0MOWecrbWnIdpmWfVzTYEGtg1+ibt08e5pvk6fnz6PlaUrMQje/jWiW/glJwcmT5CW7iNm1tvJuyMEHFFKBgFEsUELtnF68OvcV3Lhzg108Fgog/dMqmNNHPNohsRZYm3PrkBVc3TYpaCkcKvZfEqXiLuCB9pu4PLGq7gga778Tp87BvbgyiI1PprcQoyrw69ynB6mAWhBfNezfroKPrAIGYqiV4eRStV562wBEFAMzWm89OEXRFbWC0/yVBqkKyWmxc+8yo+vIoHzdAJOP24ZQ/XtFzH60Ov8vzAs9zWdjtP9DxOLD8N2OnW6ys30uBvJJd5Z47ilJ2UyWcvUvQme3mi9zEExDlVdIHO2Q7ihVk+tfzThF3hnzMTsCEJEmVzVlp1wXo2VW7GsAw8sgef45fXggk43n8u5ZbdZ4nI/WfErzonPIdz+O+GD0yoJycnqax8b3XDiooKJiYm3rPt3wqdnZ184hOfOGub0+mkubmZzs53k42f3g94F+FevHgxlmVx+vRptm7d+p77NjU1vW+/w8PD1NbWUiye7a8oiiKKomBZFqr67vpcp9O2t9A0za49+ynIsowkSRiGga6fHZEURRGzaHLk4Xam++Y8PGUo5Aoce6oDwzBZsK0RXdc/UL+a9o5t1M/+FwBFURBFEV3X36XiLkkSTr+TBTuaiC4IMd1jW+oU0ipn3upDS+lMdE6z8ZOriNSHPlC/8lxt3k+P79/iGL7nuZFhZniGoYMj2KFHa97DuuvNXoL1fqraKt6332JaJVAZ4MQTp0jG3lEOd3gcrPzwYhLjKSqXltG7ZwBkC0Rr/g5svbAJb8SDaZrMjMQ59ONj5GbfEUbpfKmHldcvoe3KZs68NmdNJkC0KcKSSxbS8VwXna/0YGJQ0hihaUs9ikdm5U2L6X5tkFw8S6QxRMWyUpq219H+5Gn7GDskLMPEkkxEh0BpW4T2p06jFXT69gyh5TRWf2QZxaxKIV1A1TTS8QySS8TSbDLtDCkIkohaLBKfTJJP5nEEFFbftBTRJaK4FQYODTEzkKC8rYTJ7mkmT8dABG+JG1OSMYoGRx4/wcoPL6FxUx3JiRSRliDZZJbkVNImWhkVvWjgCrjwlnsoWRTB4VcoXxpl5NQ4LRc0EIj6kD0yvfsH2XPvIXTVTrU+/Vov1VtKcNe6iLaGqV5bQWoyQ2I4ya7v7AMdyheV0nx+A0ceabdTWEWIjc6y6JImZEUhO5sn2hpGCchMno4xdmICU7dYfm0bp1/uITGRwl3qpJAu4g64GD8zhTviJpcoJVj7P8hnd2NadRx8eIRCwQeiE0HUkRwS6ZkMfQcGqV1fwcCBUciCx+dCcjjp3d2DJQBKAmSV0qUQbb6QM6+P4y3xoBVV0vE0giRStaqMow+2I4oyikuhWLAF2CwgdzhH1epyll23CKNoEqz1kU8XGe0cJzWeYdFljTiFPA4y5IvQtbOHVdcvReudBdmyRbDmLnnBad8YlgS6qTF6Jknd8o0odSJWtAFDcCD6S7G0JPnMDAh5lKYL6GvPU7YkguCtYmJoinw8jzdaRuniCqbPvIS/opKKujIUoUjr+k+QyRnEBgdx+gIooSjVm66k8+nvY5mAIKLnszStuQDJ6WLfd/8PWjaJ4vFTungt7nA5Y4ffsFW5FSfIDmZH+zh8/z+y7mN/TMgDVj5O5af+iP7O0+QzSfb95Jusv+33kRovxtX/Ioaep1izg2KgFd3y0bfnCcpWbmf8xB6WXPcp+ne/gG4BogyijGGBaJoU4tO4o1XoCBQKeZBdHH742zRsuZKWS++g/eGvYskuwMIUZSRPkKbt1zO0/2VktxdNU5noPMyaT3yZ0cOvMXLwNSw1z1TnIRZ/+LOE1AKJgS4M00LLZShtXE6gdRXJrn2s+sRfIPkjOELl5GancPqCFLNpnL4AuloEpw9TkFGVEJJfBl3FUAt0v/IALZfdSc+uZ/CV1eAORIku3UzrlR/D6Q/T9cpDZGPj1G+6hEUf+hTxVIKeIZAd55PPZDDPzBKsbUHyhqhevRVpbA+WZaGpRQx3BNHvQJIVtHwG7fhjBKubCdc0M3jgNbRiHjUZY6CjA55/hMWX3E7fw9+m+dbPMj10BjORxOGJIPi9dL30AFXLNtF27V3EhrspJuP0vPUshiWyePOn8DmaOD9gIp44jqUXcQ+u4osL7uTHY48gZocx0bBEJ0JgCZossT9+AtUo8nstt+AbeBnjyI/Iqhpa2VKU1qvpzaUpc5RxZctVhBU3e7ufQckXkCQFBZcdoS+k8WKRkFzIlkKhWKRQnCbgCLKj+iJeH3qNgVQ/la4qlpesoNJbSaWrijJHOdP5KXoS3fzWkk+hoPDd9m9TopTglF0IpsDO0Td5c+QN7l7xu0iGhKEZOHESkSNopsqLA8/TFmjj7sWfxywcQymr5DCTPNH9BFkzh2xJBKUAy8UVbPaYLIq0IcsyfoefglYgny8g6AIFy37fdBW6KFIEAXLFHLliHpdkoba3k/7KV2BmFrWYIWMV8P/OXSwLL+ZUsgtJkLCAvJUjq2ZYElrGSHyUkCNMMpcg4oxQHqhgXeV6vJIXr+RDEkX2De1hKj/FpfWXE/FEuL/jPrZVbCPkCCGKElW+KjpnOvA7fGTJved8SlEU0lqaF3pfwNTtaLgoSMiCjClaTOTGGU2P4BHencX3i+YRUXd0/n3/03OjXzTHW1W2ir3ju5EsCcE6O5CwqWILfqf/585P4L3nYg6Hw168eI/x/rw5kyAIOBz2woiqqvMZAz99DH96LqaqKrquo6rqv0m/53AO/9XxgQl1KBSip6eH7du3v6utp6cHv//XWy8bj8cJhULv2h4Oh5mdnX33Dj+1H/CufcNhe8Xy5+37i2CaJuPj42dt83q9lJaWouv6u9oAGhoaAIjFYu96aJaUlODz+chms+8al9vtRsoqTHfHECreLa7U9VovVUvKyZlZcrmza5rD4TDBYJBCocD09PRZbT9thTYxMfGuh2JVVRUOh4NEIkEmc3baYjAYJBwOoxsaI8OjDJ4YfafRBaRsL+LOA100iDV2quwcysvLcbvdpNNpksnkWf36fD5KSkre8xgKgkB9fT0A09PT73qhlZaW4vV6yWQy8+f+bXg8HsrKyt513gzNoPfk4LxYkBC07IgbtkBZ9/EeAjU+gqEg+XyeWCx29pgMgYF9wyRGUzhbflrIw6Bj/2nWXLSSyrYKMsU00xMx8FjILpnK1jICzfbKdzado/2tDvJSHqF0bncdrGmL44+dou32RlpvbkQvGEiKgChLnHz+NG6vm9ZrGskVcswOJhgfG8PhddD3yjDalInkFVF9BaYenqL1wmYCS7ykJzJoPTqSIiFFIdwUJJGLI1WAhExxxPZqPvVaJ+XrSsFtoekFnHUSZsZCm7RwhZ1YEQ1jblIwOjzCTF+CJevakBwSh184RuWqMqbjMeRyieAyL73Pj+CNuLFcJgQN3A4FvWDXbua0HFW1VTj8DnY9uI+WrXX2eCwRp+AmdaqAoRkQMvG3ujj00lHba1sUmOydonZRNeM9k5g+HbnCvl+0vIZh6AwfGSPkCWMGdI6/ecbuB/C2ONDGLMZPTuGqVAiv8pOL5XB4HfgWuBh8a5jY8SSechfOepnaVVW4G2WWrVqIoRkoDoXZwSRShYXkEwnWe22RO9PizFu9eEMe3vjuMLXnrUXPa+SFJGJUxMoLOFTb7kWoNEkWEkRX1eKakhElAWsSalfX0XngCJXbmkgWJKZOrMVQdYJelYq2MiJtIWLT04wdH0fN6aTVFGJERM7JFLJFlBoB+e3HvCAQm53G4/USXRTh5J5OsukskiJR0hAmmZ0m6tYItv9PHJKHxiU3EI8HMCNunHUyetakOGifZ1e9jOyUCFS7sSImFZuiKJaH8TEXzk1/T6b9UfLOCgTBRKpvxV+1CGfzeSzKOxgcSnNi5ylM0ULzGMTTKXZ9cx9Xf+lOZk/+hGznXgRJQs1lwOGndOWHyMfGsHQPcmUztVd/lsmO/eiFHLJRINK4mM4Xf4JV2oAYVsHhQmlYwdjJA2iFLAgCUnkLOL0Iooi7tpl0chLvwe/jGn6dXNkmHJWX03LD5xg4sIvhWBrJqCHcehd6IU/cdKJOJ9GLMcxwHZ6mNtTUFGeev4/y7bcwky1gGTqCpKC4PKjjZ3CFS6nachVCSR0ZnIQ2XEVqtJd0Ucelplh1+x8x0D9AMT2Lwx+hYukGYt3HifW0I8sS3ubV4Akyk8oym1FRGlagTfRhJcbofuNJIhuupqp1E7LHj6XruCPltiK3w0X7G8/gDESJbLoOek8gyA7Kg14ErcjkcD/Bto1MTE6hBasQfUGsdIx83wncFQ10H91P3abLKGaSpC0L34L1DO16kNRIL6qnBJwBhrpPo3pKmDixG3OyFz0xhVRaj+EOM5vJ03zLH+Pyukl2dlPi9qIZFrOBNQiCiGGa6OQRhRLqNl/B6MFXKEgehGgF0RUXkZkaJt53ir5Dr1OyajNDu1+l7IJbSQydoTg9geX14AmGqFq9jfjAaYb6elDzaQxnAFAoVVSax9op/MODFOpqMMIhGBzA19zIJy+5lVOho2T1MVZG1zOVMXj60COgOFnhb2Sq7xvoE8/iVTxMupZhxVIQf5j1S29k51QPmZoMZflZ3AWRcrkFr1CKKIgY6OSYIVWcoiZcT7AQZItvCyFXBI/sZmCkH82vklKTJKeS9A71sqFyIzW+Gi6PXsnR/GFOJtuRihKlQhmLlMXopk6xWKAgFoi6omQKGU70nuCKkqs4MLEfl+zG0A3ibjvDYIGrFeP/Z++9w+Q4ryvvX+XOYXp6cs7AIAwyQIAEwSRGUUwiRSqaSpZEKzitLXsd9nNc2dq1ZMnKkWIQcwIzEUhEIg9mAEzOeXqmc3el748aDAiBskRZ8jrgPA8eAFXV1VVvVVe9995zz5k3SfhCpFwCh3uOYJkWup3DS5igVcDoxDiDwhBySqEoWERxcTFe2UuLspS8ff77s5ceLCyWeVYwOzGLPTdH6rHHoDCKks9ipSbJ+Dykdu3jmttvQdE8zOVi6IJOLz0UuArYGric3SO7qA3Usta9nog7QmlRKfP6PEf7jyLkIeIupCW0BJIiz3Y+Qzgc5sMtH+GJI09QG6qlLljLnuE9rC5ZQ0ALkiK9+N49O2fJGlmUoIwpmYzOjhCwHGcPAQGX5MJUTBJqnJH5EXyp8+env4l5xFmUlZVzQ+1N7D2zB83Wzi33llPvqQd423mEpmmLRau32295eTmKojA3N0cqlTpvXSgUIhQKkcvlmJiYOG+dLMtUVFQAzhzvZ4PxkpISXC4X8XiceDyOYRiLc7JwOEwkEkHX9V84F/vZgLuoqAiPxykWXAysL+K/Mt5xQL1t2zb+5m/+hltvvZWCgnP9H7Ozs/zt3/4tV1xxxa/1AN8Ob+eDfdYD+51+9mf7et4Ovb1vbwkF56rXP1u1P/vgkGX551b0wQme3y4rCk5QfjZ7+tb9jg44dkb21IXHnDfy5FN5wmXhC6g6Z/frcrkuOCZd1xcf7CUlJRfs9+xnQ6HQBUmTsyqQmqahD5tve1wAye4c4asK8ITPqbGfzcT6/X48nvOzx2f3+4vGMBqN/twx9Pl8uFznezyfvTaiKJ6333wqT/fM4KJQlR0XKFtRjL/IRy6ZxxXQWEji43a7LzimxESSmX7npZsfOr/ansdEuV7BG3az7j2rmB2LMT0zTXFJMcFoYPFczbTF3IkktnnhGFqmhZRSqVpTtrhs/PQUwWKd7ld7mZ9J4ot6qN1YSdmKYl76+91YOSdbb+fPHpNJ3/YRtn5qAzOD8/TrQ6hehWCln/Rchs5ne84pR5tQuqyYk8+fpqAsgr/IR6giwInJLoy0iepWycZymDHnXD1hF2rOTeLMGL3mEG6fRrI3i9So4pf91K6rQsjCfG8CTJA0EbflwhIFMtNOoGY3CmTjjmDaii1LSU6laV3fwunXeskndTx+N66QRsOlVZCGqYNzYIPmURFEkUCxn5Pbz+CJuBAkiVTaEVQTFFBLZfSsSXosQ7ZPR3Yr2KaFYZpkZ/OIokDsTJzWG1tIz2aIVAVJzqTJzzjnJ5gi8+0prIkx1ty1AsUrc+jHx6hcIaB5FdJjGeSISjKZxTItqlaXUXxJEd6IhyXFzUz3z+AJukicymJbIIkibr/LEV9LqWTms7gsH+KcjDfqYek9TcguiRWXr0cLaUx2zeKPeundM8Dho11YOQtJFajfVsva61az99uH8Ag+7LiIqAnoSR2j7y33kQChy0NIgsye77xJcjaFqAhYFswfn6d8eRR3qYK99L3Ie75C6MBXcK27hXjZPRSGChkdcno+RUmAWZGS1aWoLplTD/U5atWJcUxDZ/nNzVRccR+x0RMUeVpwqyLi6ccwnv0+BdElUHwrSQwmhzOIqgczlyNSHcI+fj+R/icQRIFMbNIRCbv0c2iTL2IP7CExNUph7RZKW99HNLSNXCKON1rGwI5HyU4Noxo6emIONRjBJxiMj3RgmyaSJGNN9WEDwdIaljdEcO/5I7TsEOhpvLETRMeOU1i5Gd+Gq5k4sZOxwztweX2ImhtLkJBUjfTUGMvfex8TR1+lYs0VYFtomkQ0HCI2eAozk8Z2uZH1DIIk4w2EOP6Tv8UditJ84wcZz8QY3/lTypZvIFBWQ03zUrRgBCSR/h1PUdqymlxpNfHB06hzY7hEi8Kgj76u/ai+ILIiYYei6Ok4E6/8CIAVd34OVyiCoskcefFJ0qfeANsmJwgUhgKsuOImZns7mTl1EEVzs/TK2/BXNLDvq7+PlU1jBQqwF/qoM5OD1CzbQIHPzVj3m/hKqpDmR0mM9GHmcyhCDCOWpLByG/EjL2KODWIkY5iZOPpYD6LqJiNKSPVNTLd3U9VUgzj+Ilp2jrJczBE2EFVMNYRZdwtHHv8Gc30doGjYlkDswLNUrrsCpbCQsb3PU/vB32fk1A/Q9ydZesdnMDNJ0vFpZrqOse+f/wfe4iqW3PgRho/tZujgK/iKqqkTRHp/8hNEBJSxCYqaa4hesgSRJC4xRn35BrxDO+mRbB4e/AG2pODy1FMnFyBMvEjWzKDJKgXpk5gLom/SqJvCqnW4VBfMjVNtzZNX46ALzNoDGOSwMBCwWVW6itV1a0joCXYO7eCFvu1kzAwel4dtlVdiuAzap0/w6tzLfKzyE7S4W2gWm4nlZrEsm9cHdzOTnmYmM42FhWmZuG0PLsVFj9XFtqpthIvC7B7ZjWEatAaXcWXVVWiCi70jbzDlmsRImQwIA2guF1IuRcKKkxEyCLaEnJFYUruEgpAzd3OrbtoaVrIrvoNE/hyrysIipIVYVb2KMn8ZuYFBtM5TWLZNLDGGaFuoqRT54weRRga47q//lF59nJSR5DL3VlRJpS/eQ5dxmu7ZLm5tvI0id5S9k3vZObIDVVAXKvvwenwXn1p5H7uP7mA6NsV0+TQf2vRhhuODDKeGuWr5VVT7a7Bsi1h2lkFriLHMMFF3MU3hZvbMvkGJXYJpG8SZZ9aeQRQkh1xmgk/24cFD0BOkNPKbn0echaqobKm4lDp/Hb1zveTNPLXBWoo8RQTdIWf832Ye8dag8+32+9a5WCBwvi3oW+diP/vZt85xS0pK3raSDBAIBPB6vYvJhbNFj7Pb/Gv7jUajP3e/F4Ppi/ivjnccUP/5n/8569ato7GxkTvvvJPy8nKGh4f56U9/iq7r/MVf/MVv4jgXEQ6HL8gUgqP+/a8Jkp2tRMdiMYqLi8/73FvX/6r42cD3LARB+LnrgH9V7EGSpLe1LFC8CiAs0i/P+z5JQFKld7xfSZIIh8OL1J6fB1mWf+56URRx+zxgvH1ArSoKLrfrbcfjF+331z2GcOG1UWSFotooybFBp2/68gYG3xyh46kuAFwBF/0Vw6x/fxvRhsgF+01ZaWRNRvWo5NPnZ7pdAdeiqrfm0ohWFuIpcOP1es87b8EGOweLXPOfgZWzkUUZSZGwTIuZUzGOPNKObdlYhkV8KMnx4VMoskK0IsJU7yyihtNLu0CEmO9PYGWhuq2CXCxPoMRPLpHj+GOnsLPOy1DzqSy/rYXePYMYaRM9YVK8KUqgxMeq9yznwA+PIHpEjJxzEwqiQOvVLYweHyM7k2ciN8XyG1tQNIWCkiAer5sDPzxK8xV1BIv9zI8mMHMWyfE04coA1asqCFcGKWoudETSplK8/i9HF1W16zZX4SvyEij24Snw0Ld/iPhIHMmW0bM62WwOT8SDIIuIskg+YeAtcJPJ5LBNsPI2+pTpBCUZi2wsj1eUycZzuENuJNnAX+Sj+bJ6Yn3z+At9DB0cxzJtNty9itjIPO3Pnoa8gJEy6d0xwNp7ViKJMu6wCz1r4Av7sHQLfd5g1R3LmOmLsf8HR/BHvSQmU/iiXjZ/fC2aSyMTy2JgkiXvCH2JAuGSEBWtpRTXFSJrEsef6mSqaxZJkUjH0lz2qQ2cevGcF7koixhZi9Pbe5BFiTV3rKD3jSHq1lctWqzZuXOTm0htGEmU6XqtH9OwsA2wHGtvbNNg+MAolfeuJq9UINsmopHCdeYJ8oVXUbO2itycI3pnWzYYNkU1hRx/ooP0XHbxnnEHXJza3k6gcCmxwSGKQvOYJ76LYRqYeg41l0E9/garL/sTXhuTycQzKB4f9Ss1rKOP4Q5YWPkkipHAtfajqL1PwNBeCJQjWzms7ldwTx8juuGP2LH9fkpXXUpqatRRvM6lkGwDEQtFBEWWyDo/dEQzB4jUtq3BdeLbuOwkkqVjiyJSbhavGibb9TRV6z5M+0+/AUaefDoBqTjughLIpnB5PFiZOJWrLwMsxo69TtXS5SzbehWJ+CX07HoaQZQc7+nSajoe+xfsTJx0Jk7HQ//Euo/9OUZyhpE3d5CanqBk2Qbi/ScZeONZRFklOXSKoqVrqbv0JkI1LUyePIAsiRiJGYzEDK5wFNswMHNpsC0k1UWkuoGeVx6hoKmN/Hg3mAYYeUe7oKiM9ge+jGXkEWWFHDbHf/z3lK3eyroP/xH7/vl/YOfSSIqKOxzFW1xF1eqtWLZNzcarSc9O0P3igyQnBjlL2/EUFBMoLGLs4AuYpo0ois4EWs9h5DIIokS8rx1BlNHqroaj38IO1aEFy7DjozDVCQVVxJQosd6T5BJzixZgmj/E6IEXWX7HZxg7+CKmqZOZHgXLIDl8mq7n71+oCJtg28R62zn8rT9n1Qd+n6KaFizbRtm3D0WQHM/fD7+HoHQQJT6BXLsGJnZCMoRVdRnTRpK8ZCOYccLeMN6Jg+hWBh1I6Wn8qkjKcKp/wshu1ra9lwJ3BNIzFHX+lDvX/TaP9+0kn04tBNMCK4rXsa10E6Zk8uiZRzgxdZx5y/F/z+fyPN79KDfX30LEW8BEZoK4NU+Z5iRHSxXn79aSVvZP7yXgCZIx0mSMLHkzR0ANsDTaii3ZhLwhPtb2cTRJw6t4mc/P841jXyOWi1HmKyeVTzFnziGaIgXuAmYyMxgL4nEzxgyaqi2+MwVBoD7SwH3rPstzvc9wdMrRDtlUfAk31b2bhnADAOb8PEo2i2mZWPkshm3hl/ykM3HM4X7y4/38dP5JQloYsLmx7t10zJ8kJ+SwbIueZDd+j583xl5HFmXyVn5R9Ttn5nh++Dmuqb+OJ7sf483xA6xZsZbSYAlb5W1osvOObp88wVOjT5IQ4uTsPLmZwzzY/RPuWfoBFFFh1+BO1pat49XBV5AFebFf3dAN/K4A1YGaf5d5xFuhSRq1BXXUFrx92+C/tl/4+fPKX3S8v2jOdJai/XY4OxeTJIloNIrb7V6co/xb9nsRF/FfHe84oG5ubmb37t184Qtf4Fvf+hamaSJJElu3buUf//EfaW7+5RQQf1UsWbLkgl7pXC5HT0/PBb3VP/s5cHqpW1paFpd3dHQgCMJ5y/6jI1Ds+7neyWWtxXgL35nVEzgP0V+H+ET5ylK6d/efq3K+BXWXVOEOui5c8R8EoiRSs6GSwUOjBEp9TPfMMtbu0KYEUUBxOwHY/h8e4fL7Nl1gqaX6VFwB52WjehWMvImAYysmSAKqT2W0fRzNp+GPet92vDW/RrDUx/zY+bR6UzcdwS0R9n7/EHWbqvGE3XTt6HM2EBz15bPZ4e5d/Sy9ronYsEPZkjUJ07DQz9p2CeAOuHB5NXKJHJm5DGvftwIzby3YDpn0vD6waK9V3BTBF/EgyRJ1m6rwhFz07R1ElAWCpX6q1lYw2u7YMFmGY0dlmRYNW2qwTJuZ/hhG1qBv3xDLrm/mwP1HHbGwiiCt1zfRu2eIUy91M3pinPIVJfiivkVKdmY+y8nnzgDgjXq48vObiVSHiI/EESQBb4EH03Dsv+aG5ilqiDDdG8M+a0skLQSOGQnNpRKuCjn3pw22aWObFu6Qi9YbmpnuncW2bfY9cxjbsrEtm1MvdzuidJfXcebVXidxMZFgonOKus3VZOYyROrDjHdM4Q64iDZGSM+mGXxzBE+Be9HLODWbZt93D7PunpXs+up+APSMvqDQbtC0rY7kdAoBmB1IMz+SQM/o5JN5bAtsCybPTC+2JFim5dh/GRZdO/opX15CejZN261LMXI6XTv7F3+HhXUFNF1RSz6pMzsYo7CuANWtMDcadzzGFzacH01StMSpRjgq5hZibpqjj8XY+JHVxAbjpGfTVK0t49TLvSRn0oTKA4TKfeiZPPGJBKKk0PN6L2uuWwGP340UCJKeGUcQxXPVjDe/zrKtf8WBxwfRU3FU1YuVS4DgdapEkoISqYHD/3z2B4Agylj6gp3ayR9xycf/hMRcnMKmlejpFOPte3H5wkSaViKrbqo2Xc/A3mdxhaKY2QzxkR5C0ShCZzei7xwbRrAMZFlEUl2Is2dQ/WHHhso0kd1ebFNHkGRESQbbZn64i6Vbr6J4/g3sY/8bV18If9VmSu75GCOD4/TufIK+HY9hmecynrn4DEP7XmD5bZ9muusYJcs3ceKRrzLRvg9Lz+MrriQzM87Q3hdAgA2f+P8YOvAiBfXLCZQ3EB/pJhubQlI1NH8Y2eVhybvuoNBvU3jVFmxJpfzDH2e06zTt2x8hUF7HbN9JkuP9iIqKJ1KKkc1gGnmGDrxE8fJLaLvn9xEkCTOXxVdShShKpGbGyKcT2JZJrK8DUZYWnxeCIJKLz2DoBrLbh5VKLgrUOc9PGcvQkV0eCkrLMNofQ3nPdxB7X4KpToS6bXDFn6P7qtn3j39Kdn4WQRCQVBeWaZCJTeIKRYmP9hNpXE4+4Ty7StdsY2jfC+TmZ3BHS9Hn5tAzKcAml4wRH+1l9Ohu1nz0z8g/v5fK1a2IV15OYWQAyapFmG6H5z/rPCMVBSSNtuu+zKGCNrrmHEVrW/UhICCLMrZtISwkNFVJRfMUoXhKODhxgGXeSny+Yqr2/xO/teQ9TNVuJmcbBJAoSs3g9kTpTU8wMN/HqqJVFLgjTmBn24s9xtfX3UQinyCRT3AmdoZCdyEFLqdiXOGvpDZYx0C8n5AWJL0g5OWSXbyr5jpqgjUXvDPOTJxetGcaT47RVrSKQ5NvYmGRNbJokkbWdJJeTeFmCn5GmCuRj+OVvdzVfDe3NN6GJIhE3IX41XNMNLmqcuE1IyKLMlkjS8bIENSCZAIaY4rOtTXXOeeLSEANsKF0E/O5OLHcLFF3EaPJEUzLPE+Y7SxOzXaypfxSTNtZL4oiYdc5BmQsG+OxnkeZF+ewbIt4bt5JrtgmT3U/yYdaP0zvfA/rS9azvHA57TPtzrMfAU3SuGfJ+yn2Fl/wvb8KDNNgMjPJVGYKAYi6iyj0FP7SSuL/WfDrmhNexEX8d8GvZDK3cuVKXnnlFTKZDLFYjIKCggvoML8pXH/99fyv//W/mJmZIRKJAPD444+Ty+W4/vrrf+7namtraWlp4aGHHuKWW25ZXP7AAw+wfv36/1QK375CL+s/0Mb+Hx4lnzoXVIcXghNZ+fkZz58Hy7LIZrO4XK5/EzUnWOpnxU0tHH/61HlBdcmSIirafj7d6j8KQhUBtnxiHXND87z+zYOAY1nl8mtIC+OaS+aZH01cEFD7Cr20XF3Pscc7kTUZWXN+XqZuEizzM/jmCMNHnf6joqYILTfWEykrOG+8XX6N1uub2fs9J6ADJ7hNTqUoW1HC7OA8E53TTHROs+r2ZQiiM/ETBCcAsi0b1a1gGZYj5JVYKEsnQPUoqF6VYJkfT4ETNFWsKqXzpS40n4aZN9n/4yOOT7MoIGsyWkCjoCpEUVMhituZMHgjHmo2VhKqCNK1s490LMOxxzswcoZTKTctRFlAUkRESWWsc9LpcxYE0rMZRo6Ps/79bfS8MUDLlfXs//5hZLeC6lUWVNb7cAU0Wq9v4sRb7iNJEZEkkeHj44yeGKdyVRkDB0ewTZvaTRUUt0TRvCoNl1bRf2CE8Y5J0rNpbAQkVWDpexroOzBItL6QSG2YbDyHpMnILgVfoYfpnlkKakLs/e4hR71cWPhqG/r2DdF22zJ8hR6yiTzesAfLtJBdMuU1JRTUhKnbVLXoT33kkXbcIeeZaORMLNNGBOZG4oiiyNLrmujZ3U8umcdf7KV+czXzY3GOPDKIKAnk0zrLb1rCdN8MQ4fGUNwyuXQeM2cgioIjmmY7LSui5DAFLMtm+buXMD+WoKKtlJIlReSSeSRFIjY0z8GfHOPyz17CmjtXMNU9iz/qY+m1jYyeGGfooEPb1vwupMlXQHU8x/WsjhoMonnzTPfEEGWBUFUQPWeiZ3Q2fng1qZkkswMx3GEXVWtLGTzYjS24MC2QBBBlFXe4BNvUAcNJ/KRmCAR0ajdWUt2kEC7zolRWYafHkBQV0eeDuR7nwguApGLbaWSXG9uykJND6LNDHPrBV3GHCtEzSZbcdC9aIEz7o18HYPWH/geeSAnj7XudPr/NN+ApKccdLkJIjjge07ZTohcz03j8UUx/lKKlaxl581VklwfL0MmnEgiiiOL2UVC3DDEzif3876Klx0GB7FgX5lAH2pkXCW7+CzIzYyhuH3om5VRfFRXbMtHTcUYOv4ap63S9+gi+okqS0SEEWUEUJeRcFj2TRBAltHCUSP0KBt54hmW3fZKj9/8D6ZkxzHwOELjkg58hOvYUwq7HoP5qLAQkOUTdymUUVNYx2j9E384nFn43GsJCEKP5Q4iSzGTHfiTVRbhmCeEFL+ixo7uI9Z/CV1TO3GA3wfI6okvWMtvbAdgItgmWzmT7PirWXsnIoR1YRh49E3eUyg3DaSuoasLjkZDVBqwHb0FU3Aiyhj12GE4+gvDu7yEI4AoUIEgSlqE7yQpBWFAhd1O16Tq6X3wAZAlPpJjx9r3YgoCRz2IaeQRJQkDAxiYTm0Ly+Oh+9WGa776Lsf0vEXDNkut4Ck/rNujZDqKTcMQywDaRd/0VV2/9C7rTI4ynp0hXXoJ2/H5ERDTFhVt2o0oqyXyKZO02Hh95jbpQA0esXiKttxLZ/zXEN39MtWSjiSIUtsC2vwBXkMR8H1dVX81rQzt4aeAl3r/k/RydPspAfADTNnBJLtYUr0WTNI5OHSHsKuDulnuoDzUQ0kLc3ngH/fF+x3ZLC+BT/FT6q6j0V17wvrJsi+NTxxb/nzbSeGQPpd5SxlJjZM0sHtlD1sziVbxcWXUVfi1AIhcnb+mMp8Z45MzDzOed5EWxp4TbGm/Hp5yvZi1VVSE0NpDvPIlP8ZHSU6T0FC7ZRfmHPodS18qOjh+Q1BMIgsh0ZooKXwV3NN3BDzt+gE/1YVjGYkJNEiQM+1zCSRVVcmYeSZBYVbQaVTy/0jmbmWE+O4dmu0hYCSeoN7MYtsFsdmYxuH7w1INcWX0lG0o3kcgn8CpePIqHKn/12wby7xQZPcP+8X1s73sW3XKS04qocGPdu1lfugFN+vnV2/9s+HXNCS/iIv674N/k2u52uxd7K/698IlPfIKvfOUr3Hzzzfzpn/4pk5OTfOELX+Cee+45j/J977338oMf/OA8BcW//Mu/5M4776S+vp6rr76aJ598khdffJHnn3/+3/Ucfh0oaizk8t/ZxPxonGw8h7/IS6DE/ytXgHVdZ3JyktLS0n+V0vOLoLhkajdVUVgfYapnBiNrUFhXQKDUj8v/H/9lIwgCkZowgsBir7coiRcwsDPx7Nt8GipXlyPJEp0vdZOZyyKpEiVLowRL/Zx+9Vwv/mTvNPruHBvfvQ6P9/zfUFFzIZs/tpZTL/UQG57DtmyWXt+MJ6TRtat/cbtsIgvYuIMuMvNZBAEEWUTSJDLzWQKlfkRpIfgC8mkdT8TDmrtW4I86EyZvxEPrtU3MTyQxdZPL79tE54tdZOM5FLdC1eoyWq5uwF/0MxMsWSJQ7COXzNG3Z9BZpkhOFAqUthajeBTyKYcm7A5ouAsc2vvsQIxsMkfrdU0MHx1D82uYhkViIoUgCnjCbmKD89RdUkVFWymlS4uQVAlREujdM4ilW8THEmTrczRsrSbaUMjYyQmO/LQd24aqteUUNxdS3FzIVM8smViGcF2Qwb4h5odTzA8n2fDBVcQnEnTv6iczl6V4SzW2bTNyfNyZqFuW46u7EM2busXI0TEidQWMd07RuK0Of5GXMzv6OPZ4B7l4DkES8EU9bPrwGlx+F9l4lnxKx1voVENtAAFm+mPMjcyz9LomPGE34cogu7++H9sGI2cgSiJ61uDY4yfZ9FtrmDozg+yW8UW8SJqMpZsIkrBQRbOxbSeJIskSlmECIgd/coxVty+nd88g0z2OsOHqO5dz5tVeJk5NkU/pDpNAgCXvaqRqfTUjR0aoWBbC9fIzCEHNqT76y5ia8lCyNETVmjLGT03Rs7Mfb5GXlqvqef0bB8jOpx36pm3Ts0tk9R3LsKQESRGKCxrIxucwshairOBSZHxRjVRCoqA6gqfva1i7D2AWVOFbdQ3W4e9g2DICJmgL1RHJhW6YWKaBJ1ICgkgqNo2Ry6H5Q875e4N0vfQgje+6Gz2doOn6D3Bm+4+QNA/BijpMPU/f7qfQPHfhq90Kx3+EbZmIsoJtmViGDggYvhpK28JMnDzg2DxJklNZlyTKVm/F0HMUKQnyY+2I3gBGLovqDzvbGhn8MwcpXbmFqdNHWL31XQQ8QD6BqUVI5hWUSCWWnmf8+BvUbn0PkcaVxEd6kFQNUZTof/1ZKjdcTdfzP6Fyw9Uc/NafUVC/jKW3fhI9OUc2PkvF8jUUnv4XBFGC0jbY+WfohsBkeDOljBPZ9GlYsoK+XU8hyiqyy0NqahjNHyYTm3KuQyhKoKyWN7/9F/iKK9n46b+j48lvYeQylK78XWZ72xl44znqr3ovFeuuZPLkAfKpOScwlyQaNm6lobkSY34cXY0wePo03TufpeWmexk5vINL7v44PP7HiLaJnY1jnR1rG+zdf03brZ/m9W/89aKHOIAgSrjDUUqWX8JMTzupmQk8ReWEalqQD3gRJQkjk3ISSYbhKN8LAq5wlJH2PRS1rOHU7keIHdzNmg98DLV2PZx+auE6ys4z3NLBshHMPMGJ4xS7SpgQkuzJTnLl2k9gH/omQTWAZVtMpieRi9sYLFnG0cHtvDr0Gq2RVir8FYRab6U6FyHnylBevAQ13AheJ8GvKRo/OvxD0kaaG2pv5MXBFxlJDKNKGh7Zw2R6ku39z3Frw+0UeYqZTE/w/ZPf5XfaPkfeyvODju8znZnCtBx1/iJ3lA8v+6231XkRBRGf4sOyHcqNIiq8OvQqN9bdxKnZU5ycbkdAoC26iutqryegBnhl4GUOTuwnkU9S5Clic/mlvD6yi3g+zkR6nO+2f5tPr/odyn3lAMxn5xm0Rgl+6v1IP30ae+9+AkaATEBDfe/tnFri54mT3yGRT5A2UviVAEWeYhL5BG9OvMmfb/pLZjLTaLILSZAWq9CC7SREREFkRXQlJ6aPsTSylEp/FQXu8/2ZLSwkW6bAKCAtpJwqNiJexcu6kvWEtBDvbbyTveN7eGXwZVRRpdRbhiRK3Fh30wX7+1UxkBjgqZ4nzlumWzpPdD9GibeUxnDjz/1sMp9gPDVOf7wPVXJRF6ylyFOMKv3HpEn/uuaEF3ER/13wKwXU/f39PPzwwwwMDJDJZM5bJwgC3/nOd34tB/d2CIVCvPrqq9x3333ceuuteDwe3ve+9/F3f/d3521nmuYFNkx33HEH6XSav/7rv+ZLX/oSDQ0NPPTQQ1xzzTW/seP9TcIf9eKPvnN6928asiYTrgwSrvzPSxdSfSqesPtchfdn4C96+3HXvCq1m6oobomSz+joGZ3jT3Uy3jF1wbbzI3FSU6kLAmpJlihujhKuCpGcTNF/YIjJMzOMHDtftT0zn8UT8ZCL55A1GSNnIIjCYuCcS+TY/PF1THXNkI5lCVcGidSGiNSEztuPO+TGHTp3DFVrysgldURZxBtxI8lvz3iwgbJlJRhZ0/FD1028hV4qV5dRv6WaidNTRBsKme49zrq7VtK7dxBJlhAlkfmRBOnZDENHxlDdCtn5nFNttQXSsQyekItsIk/JkiiCJKJndPSswdLrmvBFvRx/qpPTL/dw2ac3cvD+o6RjWef8BTj9Ug8zvTGKWwopX1lCdj7H3h+9iVbjUO8bLqlG9cqMHB+noq3UqbzbFq6gC/3Ugt2cDbZlLXovi7JILpWnKByhclUpM32zjHVM0rWjD3fIhSAJ5BJ59IzBZPcM7qBGfCwBOEGy4lHQMzriQsKg84UuRk9MsO3zl3Ds8ZOkZtJOy0DQhWVY5NM6Rt5k5Ng4/hIf1esqSM9lCFcGmOqaXRh/G1EWEYDaS6rwRFzMDedR3DIVbWUce6KD+kuqaLmmAXHh+Gb755BVyWkfkB0q6qkXu9n8sbVULi/Ae+arGMkEoiSQNTzoa/6Qo09Oomcy9O/rZOOHV9FyZYBsOrBQYc+CAKIoO5Vny+LEM2e48o82E58bIJmSUbP6YrIgmTPwhD2EbvxdjB1/gjY3gVyoYdujGJl5pNbbkbpfRssmwVeK4IlgKT70ZAJvYSmirKCnk4gtNzHW108+FcfM5/AVVZCLzzK8/0VqLns3suahcsM1jB/fw9D+l3AFI1RuuIapnpOUXHEv6tghhImTAAiSguCPYl31t8yndNof/xfWf/wvGHj9GabPHMUdilLadimy5sbIpBCndqH5Qw6TQ5LIzI4vMp/lk89SdeWXaVq5FPul/4EVH8e2LRRJpnzVrSSi7yOu61RuuIauF37CTPdxp8qbTiK7PCx/7+8wcmQnI/tfonLDVSy79beZ7T2J5PJQULsUX2ktBX4FYWQ/bPo8vPh7Cw8NP9gmJAYRdv814Ru+SdGStYwd3Y1l6E7CQBQRZada7i+pYub0ERAE0rMTDO1/gUBlE0XNq3jzu/8LPRXHyKY5dv8/0HDN+1h2x2eYPn0YT6SEpmX12Ns/iZ2ew61quEyDZfVX0vSX32Gsp4fmljWYiXFU23AEES3LCf4FwVFDj49QUBhCUlUsPcvZbKVtWQSrmpDdXuKjPVz6e18h1t9B366nqVp7FZ1PfBPB5QbbSXbZloXqDaD5guQzCdzBQvp2PkHFlqsI1zagTM8hnJ4CUXD+2Ase6oKAICqEsmlWV1zBK7G9HJvvpqh0M5e99zHk4f3MzPdhFq/guGjy5MBz5K08pm1wfPoYa0vW8VjHo5RTTsKV4LZoNdsWgmnLtuiYOUnWzOGSXETcEYbig9jYuCSNRD6+wBaweW3oFd5dfzOT6QlSeorp7DTP921f9F+WROe5O5ub5cFTD/CJFZ/ErwXIGTkmM5NkjDQuyU1LwRKe798OOJ7Nmuziud5nqfBV8NttnyFv5ghrYbJGlq8d+2emM1N4FS/TmWnOxE5zdPII71/yQZ7rewYbm6yZpXOmg3JfOWPJMX7Q8T0OTxxCEARWbmvlA7f+JUZ8Ek8ozIgni18NMD84T8ZIY9omNhaapKJJKtOZKRRJYV3pBuayc9zdcg8PnP4JOTOHJEhokkaxt4RNZZeQM3N4ZA9FnnPe0sl8EkEQCGlhvIoHDKe6ncqnWRZZxtLCVnYP7+KfjvwTftXLquhqNpZews6hHUxlJ7my6mpWRFee994yTIOsmcUluZClX34KrJs6u0d2/px3oc2e0TeoC9Yxl5tjMDHAUHyQsCtCfagOj+zlka6f0jHTvvgZURC5uf4WNpRu/A8bVF/ERVzEL493HFA/++yz3HrrrZimSVFR0QWZq19GafvfiqamJl544YV/dZvvf//7fP/7379g+Yc+9CE+9KEP/YaO7CL+q8AX8dJ0ZR3Hn7jQ2zxUHiBQ8q/bw3nCbjxhNyPHx5kbir/tNk6QYb7tOoBsPEdqNs2xJzoRANWrorjkRduxkeMTrL6tlSOPdZBP5ZFUaZEGvPLmJZzZ0YueMfAXedH8KlM9M0z1zOIJe/AWeggU+xAlkVwyR3wiyVT3LJIsEm0owF/sQ3EteGGm8ugZHUmVcAfOMSBsy6Z//xDFzYU0XVGHmTdRPAqiJHDooROMHp+g8fJami+vY6xzitV3LOf4U51Y5oI6myDgK3STmXcU1EVJXLTWECQRWZPwRjzs+fYh9IxDrxMkgYqVpWz+2FrGO6Y48XQnRt5cDKYRBCzDYqpnhvpLq+l8vos171vBJR9bS8pOEnKF6N4xiKlbjB4bZ+zEBJZp44t6uOwzGylqiiyKfgmigBZQESURURKoaCuldlMle759mNKlUfreGMTIGqRm0vgiHvIp5xh79wzScFkN0z2z2DboGQOXX0WSRdxhN0bOIFwVom5TFdm5HNlkHs2vkZnLorgtXH7V6YW3ITWboWRpETN9MYaPjLH1dzZx9NGTTi+17VyD2k2V1G6qZNc/72Pptc0cfaSdSz66joq2UnKJHImpFMXNUbp3OhRzPaPjCbtAENAzBqIkkJxOUbepjET8k3ia7yE7M8rMrJ+TzyVJjA9jWwaWadP+dDvhkj5qLruFow934wl5yaUsjJyOZZkoLhXFLZCajtN3co7whs9i7fgi4lnlfMsiJxbiklSEzDiWMU86mXZE8974Jmr1BrRLPo8hR5AiVdg3fA3zxS+iuDyO32sqjhWsJRHdwvT+h5EUFUlWMfU8lqGTnhmn4eq7MPU8R37wN5gLFdD09CizPSeovuRG+k60U3nFV/DkR2HsEIZagFVxCf0dp7DpxeUN0vva42RmxyhqXY+Zy9C34wkyc1Ns+9PvIaYL0E0TUZIdOrgkg2EgSBIobmQ7h7rvb0nPjSBrblR/CGwbo+sVAoEKlGUfYWj/ywwdeAl3KEouOY+Zz2LkMxz41v9k5Z2fZWjPc8QGTqOn4syP9hKsaGDs+BtMnz5C6Sc+DuUb4MzTC4PKW5T5daf9o/8Vmq//IHMDp4iP9CJpLiw9j2XkKV6+iVh/J4HKBmzLxDYFYv2nKF93JcnJYZredQ+SojF1+hDjx/fQ8/JDSIrGZf/jX1DS4+Se+ARWasaJTUUBWXMjntqOu7CR7JyHw9//K66697dRJS+CkkHACYoWPoAgqyTHB1h+x33MdB1jpucEittHadul2JZNfLSP0UM70JNxAhX1JIe68Ugu6q64g/GOfSQS8wiyhK+4iqZr7+b09h8RjFaSjU1RWL+M5pYo+nOfQ73iDxGKWqHvNYfqLasOg0ZSQZQRhEq2aMtpW7MFC5uAGsAtu5mONPGdE99gaOZNDEvHtE2yxjlG0nBiiAJPGNKQ1lMcmzrKxlAbmiWS82n0zfdR6IqgSiqT6clF8S1RENEtfZF6PJ2ZRhQkLNtGFARSepqh5ODbvgtGUyNMZafJmjme6nmSjpl23l1/M/vG9qGKKpvLtrBn9A1yZp6cmSOoBfGqPjyym7HkCK8MvsTqojV0z3UhIKBKGoblsPeSepJj00epCdTSF3dYVP3xPpL5JA+dfpCeuR7sBSbMkdgJCv2lnMqdYrp/mryZ454lHyCpJxaPVXkLXdvGJmc67T5uxU1loJrPtP0ORyePkNQT1ARrqQnUcGzqGI3hRkRBpNATZSI1wZHJwxybOookiFxWvo0rKq9i35m9SIJMSAuytLCVH3f8kMBCkmEqM8FUZpp1xev43OrPM5Icpnuum6SeJOKOkDdyDCQGeX1kN5PpcYo8JWwpv5TqQPUvFdDmrTxz2QsFcc8inptjLDXG909+j9nsOSssRVS4uf4WJlLj521v2RZPdD9Gpb/qbXvjL+IiLuI/F95xQP3FL36RzZs38+CDD1JUVPSLP3ARF/GfFJWry7AMmzOv9ZBPOb2xpa1FLLu++Zem1rv8P/9FLUoCsvvtf4Lx8QSvf/Ogo3zd4NCMM3MZ8qqMN+J2aMEZHW/Uy+X3bVygESfwhFyoXoV93ztMaiaN4pIx8yaZ+Sxm3qTx8jpOvdxNYiLJunvaCFeFaH+6k6Ejb/GWFGDJ1Y3UbKpkpmeWzhe7SEwk8RR4aL6yjrLlJbj8GqpHoeWqerp3D3DowROLgXJFWyl1m6tJjCcZOjzKkmsaUb0qM/0x1t61AlmVcAU0tIBGNpGjf/8QmVgGUz9nWSK7ZSpWlPDyP76OnnXG/my/+PCxMXxRL2XLiundM4jikrEtG0FyKq5nhbpm++fIJvOkYxkG3xyFAhOlWKNkSRQ9Y7DxI2swDQt/kRfbtpFkkfIVJXTv6ic1k8YTdjuibAuUam+Bm+NPdFK9rhzbshfZC5ZuYVk27pCLXCLH7MAcvoiH1uuaOPVKD0bOJD2XpXxFCctvaiEdS7PhQ23M9s1R2Bhhsmua9GyGosYIlmWTnEk57Ij5HMFSP4ESHx3PdyEpIvt+cJgVN7Ww6vZWjKxT+VY0mT3fPcTcUJz2p09RuaacdCxN965+YsNxRElEEGBuNI7qlrEMC8u0EUQQZQHVoxKfSHLo4U6me2O4AhqNlzei6zqeUJr5ERvLsFG9GpFyjdbLt5BIZ1A9XjLzs7j8ISyPAihYRpZcfBYjb5EYn+bwdAErt34F99xB5NQgVkEr+dItWJNPkovPkk8nEWUZyxaQG64iH12OOTmE1nYJU5NT9Ly8g6Z1f0JAiJEeOwNFreTUYvZ+46+xjDxaoMCpWmeSiIqKr7gSLRCi/ZGvLwbTzj0tYlsm/W88zcZP/Q3Tk7O4QlVQXIaRy+EyvPjLG5npPkZp22V0PPlNNH+YwqZVaMVVBMrrySVmmTlzGKVgKS7zIfKZJJZpOP3VHp/TJ113A8L8IObcCL6SKixDJzs3BQjYtkX29W9g+NsWq6s167cSLS0EPY1uK/QfO0o2HiNUs4SB159m9Qf/iEBlA7M97Zh6jqbr3o/o8mF7owgTR99W/BFBRJgfYPzoLuquuI3EaD+pqRHMfJaiq+7EyKY5vf1HrLzrc4u91YHyegKl1Qzt3c5s9wlsy6KodR0r7vos3S89TLRlDbZt4dInsUSLvCgt9KDbGLksommidjyGt+R9iJJMOi/gsyUsS8UVrMG2dKdfOpfHljykMgZHfvy3FNQtp2jJWsx8jqG9z2PkszRe8z48hWVMnj5ExborGbd2MPbGCzS9515q7vljEvFJcvFZcol5+l97HCyLoiXr8BVVUFRaALv/CDsXJ9ezE9e6TyEM7QUj6wTVWgBcIWylEMvXiBqJEPWcTwfOmln65vuYzEzgkT3Ionxe/60iqRgLlloCoGQNMt//EemTnWgfeB8+jxtZUpjNxgiqwYXtBEzbRBblRWEut+wmY6TRrfwv1Xub0dMMJQYp85bSWtBKykixZ/QNrqq+mqWRVpoLWuid70EUJFZFVzGTneH7J7+LjU11oJrTsdOAE+SalrlIvwbonOngXTXXLQbUxZ4SpjNTDCb6FwPvs9g/vp8b627i2d5nyBhpVElFRMTCwiW5FsW5HIHMhWd2YpgCVwGvDL7E8aljNIQaUSWVvaN7ePj0QwCMp8a4r+2zzGVjfPPEN4hlZxe/88Ez97Ox8BI2l11Ku36CQl8hu4Z2OMG0mUcQRIo9JeiWzuHJQ7RFV/HiwAvY2Mzn5rDtKo5OHeWh0w8sJjgm0hO0Tx/nzub3sa5k/S8sBmmSRrmvkrHUhd7QAG3R1TzX98x5wTQ4PtnfPvEtbmu6nVcGXzpvnY3NieljFwPqi7iI/wJ4xwF1V1cXjz322MVg+r8YBEFAUZR/F4bBfxa4fBpN22opW15MPpVHViW8hV5k9ZcXffNFvUTrC5jqmb1gXbSmEF/Uc8Fy27IZODhMZi5LPpWn5eoGZgfmyKd1zLyBkTNRPSJN2+rwFXpQXAr+Ih9zo3G6dvRRUB1aVPvWMwb5jIE7qKG4VarXljPWOUkukefE0500XFZ7XjCteBRcPpV8Js/A/mH2fOfNRSXf+bEE86NxWq5pYNn1zYiyyMzAHH17h7Df4t851TPL3Eiclqsb6N0zyMDBYTSvQrSpEMuw8FcGkTSRzue7abyshonTUySnUucGQIBlNzTTf3CYyrZSunb0g70gdiaJ2KbN8NFRqtaWIWuSE2gLLMzdnAo1ODZOelpnuneWkSNjuGs1RndOs+XedbQ/c5qZ3hiuoEYupVPUVEjDpdV4Cz1c9tvrGT42TteOPiRVonRplMrV5Rx/smMh6BeINkcIlPiIjztq7EbWwBVwkgxG3gQEREVk9R3LQQBJFpk4PcUr//gGS65u4NQrvU7wvrOPlqsa8Bf7mO2bQwuoNF5eS/++IeaIU39pNbbtCMrl0zrJiRQnnj5NYsKxrxIEgaXXNzqKtqLA/GictXevWOidjpGZzyLKIrOD8xQ3FjJ0ZAxfoQcESE6l8EY8JKfTNG6tof3Z0xg5A0mR6N7Vx7q725BUker1dcTHpqipnEFp/xbqs2dwN32QYLgOSYqQmBpfvP5Ov6qIt8CFmTaYS8zx8nfi+ArLcQWbQPSDPc67rivCyGeRFAXC9VhrPs2ZN18n9uZzKN4QNd4VxEf7mRvoYry8kfYzR8jOz5CZOcCyOz7lfJdtk52bXgxcNX+YivVXk5mPkRwf4K03lICwOMHPpxIUNq/mwL98kdTkMLLLg+z2Urv1FqLNa0CSKFm5hWBZHX07Hycbj+EKRlj1wT/kyI//N/qqTTS3fRB939dxBQsQJQVTzyLVbMFsuAppZA+mnkexbdLTYwsUYxHbNMBMYiRm0dMJNt51L64T38TuOIwl+9AitSxvXE+6qJqZrqNYeo6ATyRs6RTVeLADSxkbHiNvlDoBWLgOZp0ASBAsVDONoAUAAdtXimp6iA33UbnhauaHu0iMDtD9ysPkE3N4C0uxTB1XKIogCFRtvIaD3/pzEuMDjgWZbTN+fA96Js2KO+/j+MNfYX64i1WthcjZNO5QlGx8FsvIOxL6to2VmsHt9yNKEmf27KLwqnsRD3wV3TCxTQtBNxFlDWvNJ+l9cRfuYCHp6VFSE0PIbi+W4Sh9q94AtqnjLSzDEylh1Qf/EGloAvHgUfTvPIFnzUq0tSuYnpikKFpP8dbrCTQsJTUxhDJ5CHIJsG3yx36Kmc/ifc8PEI58C6ZPOwF1+Sas+nuQCluQCs4PplP5JEcmD9MYbmQ8PUbGyBLUnMp11swiIFDqLWFH5lU0VNyWwjqrCnPnI9jpNOkv/R82fvG3aDdPkjZSGLZBgVbAbG6WpJ4kpIWZzkwhILCx7BKOTB4hrWco9hQTcRcgCRJ5y2F7CIKAJMiONgYihm1yf8ePiOVi3Lfqs+wZfYMtZZeSMTJ8+fA/ICJS7itHEmX2je7h0233oUoaOTOLaVvnqVALAvhVPzPZGQBkUcZaCK4lQWJldCUp3XkmK5IC+nmPZwRB4NNtn2Ei7SQdrql5F3tG38Cr+JBEEcMySeTjrCtZz4v9L9AX7+Xq6nc5YmSWQedsh9MOgI0kSo4YnKThUTzsHN5xXjB9Fvsm9nJzSTHvqnoX4/lxxtPjiyroNjZpPUVICyELMoPJAbyKl6SexCW5mM5M8VTPE4vB9OK7Fpune5+kNlhH1BO94DvfClmUuaTsEo5MHlpMRJyFIiqU+kp5svfxCz5nY5Mykpj2+UmMs4jn357B9v8aF+eEF3ER7wzvOKCurq4mmUz+4g0v4j8VVFWlvLz8//Vh/IeDIAhOn/qv2Kuu+TRW3bGM9mdOM9YxiW3ZiIpIzboKmrfVv62oXzaRY+S4Y9dl6ha9ewZZ//42JrtnmembxVPgYdkNzURqwyguJ4CbHYjR8UKXI9Y1n+XST25g8PAIXTv6MHMG5W2l1KyvoH37KfS0QUVbKQXVYbp2OrZbLr9G9cYK9JROZi5DtKGA1/7P3vNscWzLJjWTpuu1PmrWVSCpEgMHRvBFPQtUYkflV1IkEpMpVJ/qeLCm88yPxpnsmkEQBC799AbshO30NyfzVK8po35TFTMDcyhuhXBlkMnTUwwfG2flLUsXA+SzOEt5N3ImNesrGTs5QS7pLDubSBAkAX+Jj2CZn6nuWWwDMt15mq6o48CPjmGZFlpAcwJiG4beHEGWRSrXlnJmZx9Lr2lCUpxgfap7hr3fO4TqVhAkgf59QxQvidK0rY43Hzi++H2mYSFKAuGKIIpbxh1yO9ZrnZMYWSepseq2VqJNEVxBjb4DQ7RcUc+eb79JPp0ns9BH3vP6AG23LKXl6gYO/fQEhTVhFJdMajqN6lUXqO1nb1AIlPg582ofqldFzxhIqsx07yy5dN7psRZgsmuatXeuYPjYGHrWQM8ZeCMeTN2isK6AaH2ElqsbGD4yRt0lVeSSeY482o4oOi0AFSvrUVJjCC1XYVmrEZRilt60igM/PoonHCU5PbYYVDddXo8+04WcsDF0G0GUSUwmyKVEbCuJ5hMxitqwEbGRMNd8mjd//GWsvEOr1W2Fof0vIbu9CKKI6vEzefIAZ8uxXS89xIo7f4eulx4kOT6IZRj4S2tovPou3AXFJCdHkT1+9Gx6od9WBmwEUXJsp3xBTj37fUpWXIKkaiiySFGhF2VkN2rX60gN1+C7/g6639xH1eYbSIz1o2fTzHQdx0glGGk/jBa6hpr3PYze+Sz5dAyjeB2Tk3FO/t3nue6+P0DxBTFymcXvtRf0PIRAKZl0Fq9Xw9/5HXITp/Bs+wNETITpTmxZxxeWmFu5idJCF9qrv4tspnBbOtg2wcrN2NFrsLkMoXIjDO8HxYMqKZSZfaC5QNKwG67HNa0TllzkEjGC5Q2Yubyjpi0K1G59D307nyA3P8PK9/8eEyf2Yhk6ittLPjl/9uFH9ebrOfjd/w89OY+vtAYhsgnLNEjHJvAUFJOemVgMUoRwLdlMlrptt+EvrSERLKXg3f9M7vV/wpjqQS6sx259L3lfI+VrZNp/+hVkVUNxu7Btk/TMGMXLNjI31I1lGKguD55IKf5oBfHt/0B2zz6siQmMR/pQegcoufVGrIAXWdSw5+fp2/UEKzeuJmfb2KJj4WWdeIzk4F7cbbdh11yDXbyKvKuU1Pw8JaUlFzx7JzOT7Bh6lWtrrqM71sV4ehxrwfLKLbu5uvoaDowdQBd0psUJtgbWUHF6Bju9oG+Ry1G86yRXXr+NB7of5pXBV7i9+b081vUoeTMH2ITUEE3hZko9pbwxspslBUv4yLJ7ibgKWRlt47m+59CtPKIg4pW9+FQfa4rW0j/fS2O4if54PwAWNs2RZr594lsICIiCyHByGBsbVVR5dehlbm+8gyd6HieshVkZbaPSX+UErrKHjJnBti26Yl0EtRD98/14ZA+3Nd1Bma+csdTYou2UKIhYtkWJp5Sra67hud5nMSwdRVIJuwq4qfYmaoP1vDTwPFnDCeC3VlxOsbeYlwZeBODA+H5aC1rpne9lPjeHbukICCiiQlALsbZkHWBzbMEL+yxMyySlp0jqSbrNbiYmx6kPN/DepruwbBPdNnh9ZBdDiSEQIGNkcEtudEsn7Cog6okymZ4ibZyvQXIWKT1FLDv7CwNqgEp/FR9Zdi9Pdj/O1EKve5GnmPc03IoiKVi2dcFnREFyVMyNLJIoXaDt0xT+zVrN/qq4OCe8iIt4Z3jHAfUf//Ef86UvfYnrrrsOj+fC6tpFXMRFnA9/kY+196wgOZXGyBqoXhVf1PNzxb4EgUV6M0BmLkv7c2cIlvkpbnEUw0uXFpFP58ml84wcG+fQg8cXq5ZTXTP0vDHA5o+uJVjiR88aGHmD9mdOMXHKoaPN9MUobyulrLWY/oPDNF5ew6EHj5OOZaleV878SILUTBpJFs87FnBsw1KzGdwh12JF0xN2YwWcyYQgCqgexwJLlESy8XPU24rVpciqzM6v7mXZjc2EKoIceqgdWZMIlPixLZuR42MIgrBI3X4rLMPCFdTwFHgQZZHaS6pIzaaxgfRsBtuwQYBVt7UyeWaa4iVRTjzZSS6RR5QE/EVe5kfiuIMuh6L+loLFwJsjFC+J0nbzUqZ7Yxz56TkBGcUtIymSYwtm2ViGxUx/jPUfbKN794DT423ZROoLWHHzEhS3zKGHT9B2y1IaLqthbiROLpmn540B0vNZLMOk+fI6xjsmmR9zRMDcIZejlG7bnH61l9V3LGPq1DSpqTSt1zdx4EdHUT0yoiJRf2kNpUuj2Bbo6Tyrbm8lG88xdHR0sf/6rLu0pErYhs3RxzoWEjMzTHXNomfylK8spaAqxMv/ezfeQg+bP76Ofd8/zGz/HKIsonoV5kfnmO4ZoWGji/7nn8Rfv5bqLUsQzQQbfms9vXvGmBv1o3oE6rdUYutd9LzyA1be8lnan5vENi3sBXsqyLPsxhZmZlJ4tv4Z0sRRuva+uhhM4wqhmyLJyWGqL7meyY6DC1fg3IVKjvXT9dKDVG26FtUbxFNQTHJymO6Xf4qvpIolN36YaPNqZrqPk18Q1xIEEdUXwlNYhre4As0bYKJ9PyVL2qgpB+nwV8nMTJATBDxjbyKKPsraPk/7K89T2raZSMNKZvtOIqkapp5jZrCfQEULU6lS5kbzTL38Q4xsGrAZ6DxNc+kKzH5HuV0EkBZ+6ys+QM++N1hz7bXQPYj3mi8iHvgyxAYWfvsCwvEf0nzzd7FOPoKYnUZIjoK5UCKcH0QIViE0XAujb8INX4MdfwbxEUd0K1QD6z9NNm+TS8QY2PMssf5OZJeX2q03s+5jf46Ry2JkM9RefguqN+iIuR16FQQB1RdEzySxTZNIw0qmTh1GT8dZeu0dlJQX4Q4FketWY8cGMEwTSXVh5rPILg+s/ihC3MXMgTc48+IDuENRFI+Plbd+GiMxxcSZdmKPPIgZG6L1ni+y5p7P0vfKg2TSWXLZHDWX3YyvuJLeHU8gKQqRhpV4oqXEp4fRt21EHh0jF4uhfvgeJrUMg898HdvnwZ6bJ7r5aqIrN5CXA3jLm8gnprEMA1lRse086de/hhCuZarRRTJ9nExsikBlI57w+UHURMrpeX516BWur7uRhJ5gcH6Qcn85bdE2VFGl0lfF0oKlLBPKib52FOmZ587bh/jyLi5buoSytb9P19wZMnqWT6/8DLFcjLlcjLAWpsJfRfdcF/cu+xhlvnIq/VW0T5/AI3vYVrmN10d2k14Q+WqLrmJD2Ubu7/gxWTPD6qLV+NUAa4vWMrjQc/2zNlRu2c2hiUMsKWjltsbbebL7CXYO7aTAFUYSJVojy4jn47w+spulkVZuqL+JnJkjpIUo95UjCiJF7iJWRFdybOoohe4osWyMa2rexY86foAsKgRUP5qkkjXSPNL1MB9f8Uk+u/oLzOfmiOfjnJo5xXBimOtqb6Bjpp2B+ABuxU2xpwgRAQt7IaCWibgLaYu2Lap+Lz7vbQvLtlkSWYoqabQWtjKRHufrx/6ZlJ4ibaTxKl5urLuJsNrJ6bnT+GQfPtWPKmnc0/IBwq4CptLn07B/Fr9sFVYSJZZGWinzlTOXjSEIIiEtRFALEsvOEtLCzOXO77MWBYGAGiTsKiBv5s9bV+AqpDZQ+0t990VcxEX8x8Y7DqgPHDjA5OQkDQ0NbNu2bdEL+iwEQeD//t//+2s7wIv490E+n2dsbIzS0lJU9aLi5K8biqYQrjinep7P5xkeGH7b8XYFXFStLqPjha7zls+PJpgfTVC+ooSO588wcmKC2o2VHH20HXAov2/1rj72RAe1G6tof/Y0NRsqyCXPf5mPd06x5JpGVpQuITY4R8s1jdiWjWmYmAvBpmU6gjlvnW+YuokoiygLXttGzpnIidK5iZA76CJQ4sfIGciaRM2GKGUrgvgKo3Q+34+sSSiaU3UVFREzbxIbnAdhgY5Y4kd1y4tezovj6JZR3ArNV9ThLXAjKSJb79tIbGiesZOTiJJIuDyAKIuIssTxJzrJp/IIGrhqFTKZnDNOC73WqkdBzy74ZxtOL3RyOk2oIoi30BHCEgQBI2uQmcsgiALBUj9G3iRYFiA9m6Hh0mqHim7ZzI8lSM1mCFUE2PqpDRx7ooPBN0dZe/dKPGE3/mIv3oiHwTdHEESBgYOjuIMaoiwhCE7vvCAIBEp8ZOI5PAUeUjNp4uMJrvj8ZpLTDg3TF/Fw/KlT5FN5bBtSs2n8US+bProWb4EbxaNgGs41VEIuUjNpsvEce79/mOv/7ArCVUH0tMHE6Sm6d/YRbYzQeHkdseF58mkdd8iFqZvIqkA+OcPYiTRlrcsRgxWMHX2d4QOvsvL9v0fHU39DxdoraLrnetKzvXS/8HeEa5fTetcfMth7ivUfWUtywmJueA6Xz8ATTDPw+jcIVzehZ5I0XvZBZt78W/CVYosK+ZxTxbNNw7FRCkXJxCYI1Sxhfujc78E2DbpffAjLyLP8zs/S/fJDSIrK9OlDtOcyLHn3vSTG+hyFbZcHQZQwjTwr7vwdjv74S8T6O1F9Qcqqy8k8/2kkRcVTWApAZnoUy7ZwDb6IINgce+D/UNi4kqXv+RiiqrH82tso8ptw4ssEDB192aXMNN3D0Sd/DLZN35uvU/KB+wh6S8gduN+5obUg9vJ76BlIMDdwGlnfjNJ4BWLPc9hng2lRXKhm5xFe+xOk9Z+BU4866t3OWYM7DEe/B66AE0SPH4YV95BXChjX/RTr/dj7v43iDpFTL2P69GEEUUQ3Dbq2/5j05CiBiloG3thO8YrNhKpaCFY2oLh99O1+CiOXJtq8hsrWFYQqapkZ6KOs6eNExp7DfP5lcu4A0lV/jNjzPOp0J+BDjdYhbvgUuYLlHP/2fWRmJxxVb9smPtzDG1/7E1Z98A/RIpVU161AFEVS8XnKVm5i9cf/lnQyQWpyhJ7XHmX00A4kl5vipZtZctNvkZuf5cQDX6buijuwrtuC+9brmZzqoX/XKwgFAaypaTB0Jva8SDo5Q8HNH4PVn8R68YvYlkE+m3KSOZKGte4+Tj35NL7SajyhQvR0AsJRbMPASiQQVBW34jCGcmaOHUOv0hhqZlPZJnYP7+Lp7icp9hVTF6jnpsobMX/yPNauXUj2+TRiAHHfYaov+232je5lOjvNa0OvMJWZRETk1sbbaZ85wUB8gIAa4LfbPkMil2B733OMpUYp91Zwe9MdSIKMYRkcHD9AgTvCYHyAG0s2stRW8I0epaGgiZMBmZdFBdM6V/VURAVVUknraaKeKI+eeYRSXynrStYxkZ5AFERCWpioO8pUZorJ9CRfP/rPXFl1JY9OHGRT2WbWl6x3Ks9170YVNY5MHaLcW8FYagy37MavBlBEZfG9YGOzY/g1bq67hfs776dz9uS5sUDk9ub3YpoWz/dt5yOt93JgfD/Hpo6CAJvKLuGyissp9jqMgTXF63iu7xmHFl96CZZtcmjiEJZuslJu4/GBx5gz5yhwFaBbOik9xcOnH+K3ln+U0dQYH279CCW+EjaUbCTkCgFQ4C7Ap/jPE08zLQvDNvArftyye/FZ/8sgpIUIaaHzloVdBVxbcx0Pnv7JBduvL11PXbCOKn81g4kBZFFmReFKrqy+msJfojL+/wIX54QXcRHvDO84oP7qV7+6+O8HHnjggvUXA+r/nLBte/HPRfzm8YvGu2J1GcPHxxetl86iuLmQ2OAc3bsHQHCqxfHxJKpXRfOpZObOqdHOjyZwBTUs3aKgJkz37v7z9rX8xma6d/cz0TlFYtJp41C9Kps+sho9Z1DYUOB4GC9YzZyFO+zGF/XiLXBTu7FykTb+VgRKfZQuLaK4aR2y1oUkv4ien0SSKlh+8+XUbl5Fx3P9aH6Vmg0V2a95MwABAABJREFU9L4+uGCvI2ADekan5ap6ipoLWfGeJQwcGMa2bLyFHlqurCcxnebYE3sobo7SclUDJc1R5objBIp9HHmkHcWjoHlVLMNykgyiU6+VF2jciltBz+rYtiMmZlu24wEtAoJDbw+W+hnvnDqvki3Y0Hp9E0XNhQweGqV3zyBGVic9l13cZvjwKNu+sJlwVQg9Y7L2fSscm632SRS3TKDET9FCP7mRN9CzOppPQ5SEBespGz1rYBkWl31mI5ZpYeZNcqk8M72zRJsKOfVKL/NjCcy8iSvoYvUdy9G8CnND88iqxJr3LmfX1/Y7omqWvXhspUuKyCXzvPnjY4vXsv6yGhSXwnjHJHMjcdKzGQTB8Si3zBxGLoMAjJ6YpaCkhumuY2DbDOx+mpJla+h68aeMHtvL2g//HtPdg0x3DzJ++hTl13+UiZM78IXcVK6s4sxzP6S37ySKN8DA4GlW3PU55sbHyKTSGBnn/lM0F5rHjZQcYWjnw6z5xN8xsGc79ZffyrEHvgyAFixAECX0XIolN/4WY8dfRxBFUlOjmPkc6ekxSldcQs2lN2MZOrH+DkCg9vJbmOvvZH6oC80XRNLcSJNHsG0bU89hGQZGNoVpONVg+8xz1K77M6a7TzDTc4Jccp41t30E/8lvoOTHSU+PYhkGwsA+ispWsvbOj9H+wuNkZic5+cp2ltzwAezIpVi5BKl4ijOvv8b8UDeCJKMU1mJLWYST9yPIinPPmQt+2LKGkE9Bbh4UF+RTOB5dMggSJEacmzTSCNt/BwQJWw5gRa/Gyp6C5DTZyR6il92OIMmLQYJlGkx0HqB6yw1EmlYx1fEmB77xp+jpBEXLNlB72c34vCreuWPQ+XXk0zmqGq5E9S8h++YeLFEEPU3q+T9DaboK14bP4SpfQ0bwksrZeKw0V378CyiaimkY5ObGic9nGejsQJRkJjv2M9PttEh4iyoIVLXgDkVJTgyjBcKsvPsL6Mk4nkgJvpJK8sk4qclh6q68g/af/jP53m4abvkop7b/wLFOk1XcoUKYcqqPc0NnyE5OYA5YKFd/GeHUYwiJEYRIE/mqqzn58ivk4rMULV1LYMV6hqU4Z/p34U9ahNoHUN9sJ/qp9+NCJUseRVKpDdXytaNfxcbGrXpQRJWR1DA/OfMTbt58FYHdu9/2+e265hpC3hLuWfoBBuMDnImdRpVUIu5Cjk4eYTQ5ylVVV9Nc0ELWyJDVM4ylRgEYSQ0zkhoGHKumSn8Vxe4S/r71o9ivfJHk1EkMQSCvhVlRczm/2/w+/qnrUUwM3LIbWZRJ5BOsjLahWwYtBS0MJgb5bvt3MCwDGxtZkLm96Q4ur9jGvxz/mnN/2BZZI8sL/dsZjA/wvpa7KXBHuL3pDrZWXo5t2zza9VMKXAVvG3hOpCY4PXuK2YW+7LOwsHjszCN8qPXD7B3fw0RmgrncHJdWbEUARpIjZI1z9qtt0TaOTB6mzFdGz1w3B8b3A7CqYDVnZp1xFE2RWDZGSAs742Tl6Yqd4Ysb/gSX7OLE9Al2JnZQ5itneeFyynzl3NJ4Kz/p/DGmbZIz88SyMWzb4tqaa3no1AOsL93ImuK1eJRfnXm5IroSTdJ4ceAFJtLj+BQfl5RtYX3JBkKuEB9b8QkS+TiiIFGgFbwj265/b1ycE17ERbwzvONfs2Vd2CNyERdxEb9e+KNeNn1kNZNdMwwdGkFUJGrWV5BP6xx97Fz2/2yPcz6Vxxf1onpU8um3VqIFVt+1jPHOSURJwjJMBFEg2hghl8wzcnQM1eMIjzi2RHn2fvcQV//hZTRfUUdyOoWeOqdII2kyGz+8Gl+hB0EQaLishnxWZ/DNEWzTOZZwRYDVdy7HV6himQdIzXyXXHKhguKZwhc5gSf8cQ7N5Rg6PMrKW5fSdEUd/fsGyacNFLdM/ZZqll7bhCfsZtVty6jdVImZNzHyJgd+eJTEVApvgZvZgTn2fOdNVt6ylPRchpHj4zRtq+P4U51U39DM5JkZLNMG2/FdzsYzFLcUEh9PYps2qld1qOmiwNIbmvEV+Rg9Ps5Y+yQr3rMEb8TDyIlx0jMZNJ9K81X1BCsCDB4adajkyfyivVdqJg22k+TIzmfJzGeoWlvGscc7nKSHRyExlXI8xY+Pc9mnNhCtjzB5Zpp8Moc77HY8nWURWZWI1IR5/Wv7SEyl8UY9rL1zBbHhOPWX1jJ6wrFgcfk12m5dyomnTpGcTiEs+FwHin1c8YXN7Pv+YbLzORS3TPX6CsKVQZJTKYeKLAlIqkS4IsjB+4/RfGU9guQE9DaOz7nq0R17roX5s55NLd5zM30nKV9/LTYCyfFhjFwC2ePFyudJTo2TmR3H62lmaN+3aLj6LhS3F2ybotb1hCoaHd/h6mbqr7idof3PI5p5yCcQUxMgCEQbW+l95WGyqXm8xeVs/vw/MnbsDWZ7ThCqWUKospHhAy8TGzyNkUlh6ufuez2T5NgDX6Z42SYar3s/6ZkxRg6+TKzPqUznU3EkzY1g5UEUkTUXgiSjZ9Pn+vAtA1EQKFm2AUWRyc1NU1oiIGZHMXIZJNWFZSSwTBNr6DCBqiuxDRPVFyTSuIxjj3yNVff8Aaef/BYTJ/ZgZDMEKxup3foexgaGqSz0YRv5Bb9zyREDA1C9ILshnwRJA1JOQkT1OYJbLbdAsBo0P7R9CE49AQZg5jANC1mSMPM5RGtBhd40HTo4NrZhMNV5CBsbI5siF3eCn9nuEwSjRdSEJ8gdexQzn0UXRAKFNXDw67i9HlKmiZnPIggmeud25InDpOveA43XExZiCKdeBj2JULQMyzJRtQjCif/Dhqv+lL3bnyU9O4EoL1jxxWc5/uA/sfQ9H6XrxQeQNRcV666iatN1GLk048feQM+kSU2PIQg2ueQcUiCI5HKjZ9I44oM6ppFHVlWEgB/DMslMT5D5zg/gkx9kaqwEzV9PsmOcmUf+HhQZqTBCyaar+cbwwyRnc5jDQ1iWRXWkgfdesxXX33+du+57Lz+afIpybzm7hneSt/KokopP8S3eX2kjw5QnTUXbKux9e897dqsbN6K0tAAQcUeIuCOsKl4NQDKfoCHUSN7M8eLAi7w69AqWbXFtzfXkDR1ZkhYpz4WuKG1Fq9g1spPYbAe5fV9HSYwTcRcym50hpSfxDO9nqeJlfdFKDs+0kzNzpPU0ftXPupL1DCcGMWyDNycOOsJ8C5k1wzZ46PSD/MnG/4lX9pIyUkymJ/GpPmazs3TOdjCenqBB9aNICmW+MsDpIe6PX5hABQioAfrivSiijEf2nNezbNgG05kZmsJNxHNxxtNjjKfPiWHuGX2DqkA1sihT6InyW8vupW++n2d7n8Etu3HLHlZFVzE6NooiargVDxkjvRCcisiiTGyBgv1/j3x5kVp9cqadHUOv8sGlH2Z54Qo+3XYfb4y8TsdsBw2hBpYXruD41FFGUiM83v0oPtXHqqLVb3t+vwxcsouVRW3UBevJGGkkUSbiPsfi9CpevMqvpsdyERdxEf+x8R83PXYRF/HfHL5CL75CL9XryhEEgcx8lle//Ma5dlIbREVCUiRM3Vyk6mo+FSNv4ot6KFtezExfjPiuAcceaoESXrWmnPZnTqF6FSRJdPpsF9ZZusV07yyaT2XV7cvJp/IkxhP4ol6q1pYTrY8sVig8YTdtt7TSsKWabDyP4nKU0F1+DRhClJ7AHXKTmk5jmRaCIJBL5RDl+1l566d45UuzHHusg+LmQlbc0oriktAzBr5CD56wQ790BTQiWpj50QT7vrIXy3Ssrt5KMe/Yfoa221oZPjxG3/4hWq5uQHEpXPapDYwcH6f/8CBaRMY0LNpubeX4U52MHp8gl8oTKPFT2lpEzbpytv+v13AFXGRiGfZ+5xBlK0pY//42JEUiNevQpju2n6F0qVPpFUSn11tP67j8Gtl4Dk+Bm9nBeQaPjFFYEyY2NO+IBskiRtahx2fmsgwfH6fl6npm+maxTBvbtBd71kuXFzNwYJjElDMp9Rf56D8wTPmKEpJTTjVXFAXqt1TTsf0MiYmk45vtdfyuk9NpOraf4ZKPrkUAZvrnGD46yulXelhx81IkRcQ0LMpXlNC1qw9P2M3oyQlqN1Qy1TUDttM2IHgcD24bgfKVEfpePro45rLmxtLznL0hjUwc27SwDB1BUsjMjWNZUVpu+jS2Eady07UUL9/ExIm9HH/o/4JtIXsCbP6dL5HoeZP4mX0Ikrx4e5eseRdHvv1H2LKXsSOvU7NxG/Vr1tPYVIpaUMFQZyezvR1ImoZlGguBvk1BXSuRyioaL7+RkROHSI72EaxsID58VhFbxMimyRg6auNHkAa2Yxm6QzNfUHuzLQtlxZ2EiooIVemIsdOosorsWoNd1kam/QVcoUJH+GxBZEgaeJVo42pSc3PYpoWRTjtK2KbJirs+h21ZpGfG6Xn1UbBMij7x+3iKlyGMLwjbKR4Edxhb8zv000gzZOecwRAlKFwCKz8Is92w/TMgucBTAJd+EU49B3nb8XAXZRAldGGhXeItQkmSpiGqGv27n6LpXXfjLSwhNTNJPhWnoqGO/I5/wRWMYFsGkqIhaF6EfBxbz6K6w2TyGWzA5Q+DbeOvX480tQvhjb8HLDCcQEas2ABLb8ez9h70F/+YpZf+OXse/IHTaiFJaIECMjNjDB98lXBdK7Pdx+h//Wnmh7tRfSF6XnaslKItq6m9/Daar7qNaDSE7QoRKCnB0A2y8Xn0XBrZ60f0+hAzSdRACN71LuSqelQjQf8b250edkVG9vhouus+no/tJSHmscYn0Y08gsvFkD3LC2o3t914LXWnYnxu3UcZFGf58an7ibgKsLGZyUxT4IrgWaCFT+dn8X7y4wibN5F9bQdyVTXa5k1I5eVI4fDbP9NVP3kzz/dOfpfR5AgZPe1YPU0coj5Uz6nYKbyKB0mQWFeynm+1f5OckeW3wivIz3aTwya/0OuczCexsJD6X+ODK79FxrZI6klqg7UUe4p5ovsx7mn5AD85dT+GZSCL8sJrYyFhhMDJ6XYKPVGkrEzYHV60zQIYig/SEGo47/hXF69mz+jrmLaJS3JRE6hFEATG0+Nsrbich8886LSsaEFM2yJnZhe/07RNrqu5gWf7nr5gXMbT4+St/OIxRtyFvDHyOoXuQhRR4Y6mO7HyFgk1iZU3cEsuXJIL016wIJNc1ARq2D2y84I+Zd3S+emZh7hv1eeoCdaSyCfImlkS+QTb+549T/n75YGXaAg14lf9b3v9fln4NT9+7d+2j4u4iIv4z4WLAfVFXMR/cLxVvOxnqXbjHZO0Xt/M8Sc7FsXMJFVCdsusvWsl4YogsirhL/YtBl0AsuYEl5pPQxCFhWDwHF08OZkiMZmiel057pALWZVxBzRcgQv9t2VVIlQehAsEQacAx27MF/Vi6ia2bZNL5DDzUxQ1ndty4vQ0U90zeAu9GDmda//0ivP2pGgKZt6xrJK1Cx9betYRR5M1iex8jp7dC7ZJAtRsqGTLJzfQdayL8UNTnNreS9WqMtZ/sA3bco7fV+Th6GMn8YTciIqIZ6HiPHxklOEjo2y6dy0Tp6epWFlC//4hihoLWXVHK5rPCaI1r4pl2XTv6lv4v0IuKTF6YsIZ24Sj4H1WnVsUBUaOjqF5FTbdu5bBg8MkZ9JofpWWqxrIpXKcebUXQXTEyvxRL6ZuOfR021FSN/MmgRI/J587g6RKi9+TS+axLZtcMseSaxrJJnIIIox3TiOrIjN9MSrXlNO/fwhfoYdMzLnuqZk0kiZRUBNitm/O8aqWXQiiSGF9Iao2Qz4Z4+xJlK3aytjxw05iRxJRvT7MfM7pBZYkJNXFfPcos74kmVg3dVtvYeTgy0ye3O/YawkigiCQ6H2Ttq1biK+7hKnuThSXi+KmZeTT04h6GlsQWXf3JykYex7r2W9jiRK65qasoB7/++/l0HNPkp2fwRUsYP0dH8KfaEfa95c05HXq3nUtdlUVsZlJAEpWbqb3tUcdu7FbPsFw/wjFoVYY3I2RyyJpLixTRyxeita0leRDH0GwTWxBRMgOw7HvIl72xzByitz8MJ6CYvRUHD2bRhQFovWrqC6t58A3/ie1l7+H1NQItqnT8fg3AIFcfBZEEduyeO1f/o5rP/anSK/9kfPbzSfByGBndOzm92AWrURacgvILihdBe4ItD8E051O8iA3D3oKXvoDuPJL0H0CI3UGTXOhrbyd0+3ti1Vv2e1FcfuQVBf+0mry8Skm29+gqLaBacFG122kxCC6YaEpXqzUDNn4LJ6pbpSSNhjag+r2gCgjyopjWRafw+8JYT/xt4412FvtgIb3I5SvRy5aSc40cE3sx1dShZFN4woWYmTTmIZOYqSXsjVb8Zc6wkzDB15i1ft/D1+kCCyBzNQY3S/dz7obbkF+6fOI9dsoaWxm9ODLeEKl5PMWYjCEqCgEQlF8DS2ceOmnxP7hEQpXbWHpjR8hn0ngK6ogUFTFbETj5MlXECwbI51E9HiQNTfm+Djt4xNcUVWO9n/+Bffdd1F88+VEtAJOJ09gWSZICvF8HE3WkHEqslIohH35FmbX1NA110VS76A0PUej1kSR55y1aCIXZyI9wWRiDFGWWRZZRiw7S1pPY9gmhycPcc+SDzCaGiVv5miOtLBvfC+mZVDsKUHMLuhL2MKiOnZAC5DRM2SMDK5cmjVFaxhI9NM508FLAy8iIBB0hUgaCWwc6q4oiIu2TV7Vy3h6AmmhIl7qKSNjvL54zG75Qupzma+cu5e8n765XgRB5OjUEQxTZ13pBlyyi5vqbmbv6BuMpEaIuCMYlo5pWYiCyLLIMh7t+ik5M3fBfovcxWji+V7coihR7C5hY9kmHjh1P7lcnpui7yYxm8AQHXp73sxR4IogCLChdBP7x/f+XGuqmcw0EXeEM7HTnJxp5+0wnZkia2T+zQH1RVzERfz3wy8VUNfV1fH444+zcuVKamtr/1XhBkEQ6Onp+bUd4EX8+0BRFEpLS1EU5RdvfBH/Zvwq4+0OuihfWULvG4OLy2JD86hehY0fWcN0zwy5lE6oPEDdJVWEq0KAU9285N41TJyeZvjIKJIiUVgfprgpuihypflUREkgG89hmRahiiCeAhdFjYUL1eZfBecSAZIiIiki+Yy+IAoGRtZm1XuX0flCF/mUjm3ZeCJuVrx7NcFS3wV7e4v469tCcctccu9ajj/VydxwfPHca9aWMz+RZHTXNJnpHJZhMXBwhL59Q85+JYGr//AyJs/MIGsyuWQeSZPwFXqwTAvbdKjw6+5eyY6v7EVxK3gK3AwfHWPk2Pji9/uLvKy6YxmnX+3FyFuYhoUgOhRu34LtmuZVF0XQRFkkMZmie2cfocoQmz+6lqneWSRV4ugPOyioDdF2WyvJyTS5VI7KVaWoXpUzO3qoXl9B7+sDmLozcXQFNFLTaQRJAMtGEIWF/voEviIfRs7g+v+5jfmxBHMjcSrXlhGuCJKOZRybsjPTCJLA8cc7WPGepVStLmesfQJXSKPqlib0ZCd9O+9HCwTJzs3iL62joL6Nwf3fQpRESlcsY6a3C8cmSsHKpokWVJO2psglxhg+8DLRplXM9nbgjpyzK7JNw6FZH3qYQk0mIPuxM1nUA08SX/X7WIZOdPlaCpOHMPtfQ1i4CfRUHJ9/Fu/xr9G85cMcevR7bLjzt/Af/jtkO0dmdtKp8k524E2ewl72SZLjzjWINKwgMze9IIT1CGvu+CjR8nXYZ55CcmlYtY3Iaz5C5snfxjbyIAi4whHyqQQu1Y2w58u4Vn+SzKt/T2Z2AsXjwxWMwLLbmDp5mobyajbc89sI3gg9u5+nYu0VzHQdQwsUIIgiuYTTu+kJFzMnFFF47Zexdv0VJMYRvEUIS27FVnzoI8cQLvlDxPb74eA34aq/grorofoykDUY2gMDu8EdQTn5E0pqriHdO4112W8jNL6H1Hf/AUl1ofnDGNk0eipBw1V3kpkZZ9kd9zFx/A0kUUJKT1Kw4ir8DRsRfTIiFqIrgt27G3vwDeyNv40wsh/T0NGTs6j+QlIz4yit74a+V7EtA0GSz2ktnKXMd23HLl2H6C+E1Bj+4uWkJkdAEMinHW2IUHUTnkgJsz3tqL4gK+78HQRBRkqkycdioCjo+XmSU6N4DVB6d9B46R+jp5PMnDqIK1yLqCi4C4pZdv29jOzeTjw2CpbN9MGdTB/cieRyI0WL2Pi7XyYp6YiShGnoWIDm9WOOOr3LliyRcYmwagnm2ABi/whrStYxmholnpnGtgx0M4dlW9iixdKaVizRonOmk/HUGD1z3YiCiF8NsHPoNbaUX0ZACzCWHGVwfoBsOs7J8aN05PvQLZP3Nr+XZ3qexrQVQrKfVzufYkvNFdRHmrAEm5+cfoCoO0pKT5FzBfEIEgiOjVTOzBN2hZlKTyIoXgbys7SWb6TMX45b9rC2ZB1+JUDHdDsrClfy+si5QFkURFySC0VUKPOVMpwY4paGW9Dtc609sihTFai68BkrKlT6qtg/to/DE4cwbBPbtvhJ54+JuCPcXH8L9aFGbGA0NYIkaSDBssgKIu4IeSt/wT4FBDaXb0YSz3e9WFKwFLfk5unepxhPj5Mzcrw69wq3ttzGc33Pkrd0TNtEFmSurL6SF/q3kzNzXFNzLS8PvIhu6eftz1xgahS6i/h5CGpBVOlXfd/918LFOeFFXMQ7wy8VUG/dupVAILD474tG7//1IIoimnbxRfLvhV9lvEVJpH5zNeMdk6Rj56rJE6em8YRcbPjgKgRRQHbJF1hynaWP12yocCypJJGl1zVy4EdHgQWrK6+K7JLxRjxUrColVBb4N55lEeAFUufOYaFCLinljBy1mR2I0XZLq1N9EQVKlhYRKPGheS8cG2/EgzvoIjOfvWCdO+jCG/HgLfCw5ePrSMey2LaNJ+xm8NAImViW7EwOWZUwso4wz1lbLtu0wbKR3TKpqbRTLcyeo7RrPg2XX0NSRLCgqKmQnt0DzPbP4Q66nOqzZZOKZWh/5jQbPryKqe5ZonWOeM9o+wSiJGKaFq6ARj7jJA8qV5XRf2CYXMogWOrn+NOdFDUVEqkpoGRJIZVry+nfN4SnwPH5PnD/UXyFXlqubiAxmaLl6gZkl4zqVcinnESFIAhYC2q18gKte+LUJEOHx5gfS3DFFy6hsC7M61/bjyfsoW5zFSVLixa8ug2MnMnRR0/iCmqUtRZTvaGC2MA04fIaqjbdgpmbJlBeR3Yuxpnnf4I34iHavIJoyzqO/PhbiAvqzktu/BDDb87QsKWCU0/8C5Kikp4Zd+jgooSZS5NPJ7GMPH0HdlN26ZWIQ89iTHRiWyZysBAt1Yu/spmK5evQd/4BGAYCICgqsstLLh4DIUZ5fQ3e3/snwkNPYmTnyaTii33Qmj+MPXwAte5Gsqk5xt94nS2f/zKWnufAt/8CxePn1M7n6dY8lDZeizsYwlXcSFTPIObm0HwBZJcPUZbJzs+gqBGE/CyKJ0jKNBFlmXxyHql0Baa/geXLVVzH/xHmh6CgnsCW99Jx6AQr7vos02eOk5oeJVBeT/nabUQaVyKbafQ9/4xQtAqp5WZITSKcegxpfgAp3AiX/yl0vwCX/RG0PwidjzkBqyTDkttgzcfh0LcR8wnUJTcyqZcwPi8Sf+oBGt/1PkRFZfTQDmTNjbeogsG9zxHr68RfWsPy2z9F14N/RbhuKUuWliO8+AXEeJ8zxqaBa/n7oPUW6NoO1/8TYueTaLSTy2SRlryb/PKP4O5/bMHnGyeYts7aowFGGsEdRBFs0qFG5t7sIhObwlNQjG2ZuMNFFNSv4Oj9/4htGVh6jqH9L7Lq/X+Av6ye6en9SKEApGZIjA4RrWwl3bMX67nfo2nF3ejrPo+uRVGidfiKKjDm5xh89XFsU0cqKXbGyQZEESOXZn6in2B0KQCmJCCHwtiphWeTIOIKFRIqqUaZTmGe6kdN6Gy45zb0qmt5fuA55jPTSIKIW3Lzvpa7qSqoYjQ5wnO9T3Ns+tjis2jH8GtcXrGN6cwUD55+gGMTh0mmY7hkD1trr2SzUMFTPU/w0KmHeHf9u+mYPsnK6Eo0U2B2ZoRobzdyZRWKIDOVmcKyLd7MTrK1ZBXm2CFkUUaVFDILQl5C6x3sSQ5yKxtRRIXuuS4mM1PMZKZRRIUPLv0wJ6fbkUUZ3dKRRQVREPArfpZFliOLMk/3PsW769/jPJsFiTua7vy5vsx98V52D+8CIPEW1eyR5Ag9cz0k8wm2VFzKM73P4FU8XFK2mVVFq/EpPu5quZsnux8npTvj7lW83NZ4BwVahMnUBKqkEnI5dPmoK8pQfJDR5AiGZSAKIn2pXub65ri0/FKi7ihhdwECAkcnjzCQGGAyPUEsF2NDyUb2jr2xeGyapBFe2G9juBFVUi+ghgNcXrGNoBa8YPl/R1ycE17ERbwz/FIB9fe+973Ff3//+9//TR3LRfw/hGEYzM/PEwwGkeWLnQC/afyq4x0o8bPlE+sZ75xi5Ng4ilumZmMlkZrwL1VJfmugXdISZc2dy+l4vovMfBZBFChbUsyyG5sJlv5bg2mAYuCDwDcBp5IqyhKyy0c+eTe9ex1v5u7d/diWTcWqUgoqg29L6QbwFnhYdccy9v/gMKb+lr5QRWTV7a14CxyKoubT0HzOWMTHE7z5k+O0XFuPUiwipEXEtBNIW6ajKu4pcGPoJhUrSul8scvxgl5AOpZB0iSiTRE8YTdly4vxRjx0Pt+FZVjILseDW5AERFHAyBmYOZOJU1OMtU/QdEUdJS1R+g8M4yv0kEvl8YTcFNaF8Rd5KWqMULa8mN69g4ydmKB8RSknnz1F6w0tZGIZZJfCZNcM7qCL1uuamRueZ6pnFjNvMtMXo3RZEfVbqjnzWh+CKDiK5IKj0Fq3pYbRkxNggaLJ6Gmdo492sPyGZlSfxnTvLNO9s7Te0MTqO5dx9NGT5BcE6BSXQnFzIfu/f5il72rk4IM9+KPltF63itnuHbgCBTRfdzcg4ImWobi8NFx9K7Yt4y6oZqwrSdFaLyOHHyCfjDsexwt9t2Y+i21ZRFvWgA2xvg7m1Do8wTpcuQzpmQnyyXm0nmdZ8d7/jZ6YBj2zEKcJSIqKFiggOTEE2OQHT2AFGhGG92AuVJQlRcUVKEBSNCzLQJs+gq27KFm+CT2TJp+aR3F7sfQcRjqJAAwe3Uc+ncA2Da797J/gDhSQT80jSCK2ZeIKRMgm42jeELK/HO/SqzEySfJlm8kVteGPHUU9+i2E1LijWD97GnVgF8u2/TV7X9vJ0ps/hpFNMXX6MOPH99D10oOsf/dt0L0bQdiNrCi4PS5IjTt9z+FaR3Cs5nI4+iOY7ljsE8fU4eRPYdn7oPoy9KnTjIzOktI18vFJqrdcz9D+55HdfmZ7T6BnUqQmRxyfa0kiNTWMnkli5FK0XH0b2u4/IZ/P4vIUYydHncTIyYext/5PDEREQcNuvRs21zHfdYKR06eYe+hbbL7hKjzup7HTU06V2jIXK9R25RaM+DS5TAp12c0Yr/897oIiRFnBGy2nZsuNTJzci2XknCS9ICIgcGb7j1hyzfuZOroHJBHyOu7CYrKnHsda6NGm/UFk+wHUlR8g5bsbd6iQRDaN5XVjTyWxcznO9VcISGVl5DJJyjxRmsMtnJg6BgE/9tiEs4nPy6U1VyD+xZfIHjoCAhj9/WSP7Wf1H/8ezWu+QN/saSK+chrCTYTVMPOxeTrnOs8LpsH57QW1ID/u+CFJPUkqGwfbJmvneKb3aW5ruoMKfyWjyRGKPMX0K338pPPH2NgsDy+jrbwRr2yxJNjsVL0ReGZkN/WrP0xVRxhzYCcu2U3MyCC1fZCTZcsx0hOEXGE0yYVuGcxmHLE53dJ5eeBF3tN4K8cmj3Bk8giSILG6eA3rSzbw066HSeYTyIJMkaeIG+puoincTKm3dLGf+a3IGVn2je5FkzRmfkbNG+DI5GGuqLqS+dw8N9ReT0ALUO6rXAxm1xStpdpfw2x2FoCQGqQ/0c/Xj/8zM5lpQlqIrZXbWFKwhI6ZDv5/9s47TK6zvNv3qdP79l5VV73LarYlN7lh3GnGgGNTEzChEyCUACF0CCbGgG3ce7cly01yUe/a3vvuzOz0mdO+P2a9spBscIAk+Nvbl65LOmfmzJl3Zl6/z/s8z+83lBokM9mHraBQKBQRzoxzf9t9SILE55Z9nrSeyVtRCTJe1Ud3rIszqzYiCiLmZFb67JpzKXTkNwhKXCV8YM4HubP5D8Rz+Q0BSZA4rXwt8wrmn/L/Pf8/Mr0mnGaat8fb+pWk02k2btzI17/+dTZu3Pi3uqdp/hcwDIN4PI7b7Z6ePP8H+EvG21PkxlPkpm51VV4US/oTtdBvguJQqFlRmVf8jueQFBFnyIFi+2uVeInAcvKZ6peBPkSpAYd3MS1b42ST+cWMIAqULyhh3vmz3jSYfp2SWYWs//gqBg4OEemdwF/ho3x+Cf7yU28AxEeSmLpJ185eKk8ro/WBbuw+O6ZmTvZdiyx/70LSExkKG4L07XeTjqRPuMaMDXV4i93ER5NULCwhPpoXWAPQMwaCkMPus2NZVt6XO6czdDjfs9vybAcN62tYec1iIr0TWIZFqC4IlsVw8wg2t52RlnF6dw3gKXETG4oT7psAYMdvdmNObhxEeycYPDTMvAtnER2YYPFl8+gLDdH+YjdNF8zEsqDt+U5MHWweG3WrKpFUiYGDQ5TOLSYxms8IjbWNo3pUGtbVsOv2fCBw+LEW1n9yJYsvnweAp9iNltYYbhkjUBUgl86RCcewTIvnfxnh9E+ek1f11jKIipuOl03GugZZd8N55BLjJEeHcfm76T/UjjXSjauoAi0VR0vFcZdUEZpxGqKtjoFD+fdZd/al6HYYrbmagvkCyt67QLaTrFhHLqPj8BXjKJ+JlY4iCMKkxZWGzRtES8bQ3aUkxwYIWRbOUMmk/ZpILh4lFRlBFETUWp3Gs65itHkvoiQy2rwXm8dPJjqKw+sll86QjoxMZbY12YNkyVOZcD2TQpBkbG4vhuJlZCDChH0DtWduRk8myYz2YGhe3As/gf3QzUjRjnz/cjqCvPvnLHnXz4lORHCHShAsk/hQF7lkHMXuxOYNAhaCIGLaHEiqK6/w7SqETASreD7ma/+J6KuYEk3LY0Hzw1gbvkbGUc2xV18muvtxSucso9YboH712bz22++hZbPomRSSakMQBBS7HdXuJNK2n0XXfRfHyHOko6NgWegZGYenDNHKIQog9GwnMe+TCDYXbY/djLtyLq0vPIbdE2ThpnNRPR6E4jkIw4cgGwNZzQf7zkJYdC2Zrf+OfP7PGB6aoHb9xYiSjGVB4axF7L/jR4y37EVAQDANRFnB7gmQjYySSyeQHS6srIbsKcAfcGNODOX7Piwz/zlZFlbBLDqfe4BgzWxsngCVG99N+OgeEu3HQNcQHA5EtxvBZsNf0YA2NMgGYQaSI81O/RCqx43dlFk/7xLmb+tC27N3Kg4X7HayuTTpX/0K6RtfIBHrYV3lGfhdRWSzWcITYXYP7Tphrni9T9km2eiOdxO0BTENjXwJDmBabOvZytm15/Fk1+P0xfs4OHoAzdTw2LyMjHfx+Fic0xdewEbqWTLrGp4bPcjL4/v5aet9rChdyGWLr0MQbYxkh9mR7KV//AAfaroOt+LGJbu4etZ7+NHu/8DEJKWn6I53s63nWf5hwfWsLltDUksykOznya7H8yXTosyK0pUsLFyIIr2137Bmauimnt+0e4OY1+uYlkHWyDKYHOClgXYimTDFzhKuX3ADJa5SBEGg0FlIobMQ0zLZ1rOVxzofnXp+JBvhwbb76Stexlh6jNmhuVPnREQ8locJIYooSBQ7ixFFCZ/NR9bI5q3+FBeyKJHUkhQ6irBJds6oOoNGf2Ne9MySUSSF2aE5fGLRPzKeHkMzNQK2AIXOItQ/8f7/f2J6TTjNNG+Pt/UrcTgcHDx4cPrHNc00/wd4Yyb1L8EVdE5ld//6yEDD5B8TEJFtMP8ijdrTatBSGqpLxV3oQvkTwTTkg+9ApY9A5Z9XlmfkDFSnQrRvAmedytIrFzCwZ5h0LEOg0s+M02vJJnPsufMg7iIX8y+aTSaWZbR1HJtLoWZlBcFCHVkLkxw32HP3IWZsqMNf7kVL6whiXhAtOZbCW+JGlPNG1javjexkKXjb813YvDYqF5dRvaycAw8eJZvMoWcNTMNk0aVNyA4Zm0fFyJlUL80/5vU+a8uypsKow0+0sPw9CxltHUexy9SurqT7tT4K64N4i91IqoSe1el6pY/YUBxEKKgPTnmFG5rJRH+MYKWXhZfM4chk//orv9nNuk+sQhQEjj7TRrRnAneJi/rTaogPxXD4VBAsJMFgonOCo08PY0p2LDOHoZtk4xnGOuLY7FkwRxl47VHkqjmYmoYhGGTjETqeu581//QbXvntKwwdOfh6IpORFhdlC2oorE4RmxBwzb6ewf0v0Xfb7/GU1lCx/AyqGy5AOfR7wEQQIB0dRVJsuOZuIlO5kIIKBTmUw9p7C4IgkhodwDTzCsAWFinfPF7++RdYft3XUV0+qledi5HLsO/W72CkY2QnRhAkCcGy8FXNJBqOU3rajSQf+gQi+aywZehkYhHUcz9PpD9JsGE+Rx67nZGjO5GtLEQ7kexu5r3744RabkKKtCCIFkQ7UK0EnmAR0tOfpPLM7zN8dA8zznkviVQONBErPoggSahOL6rHj24qqNkEYtVarGxe1d1KhxHcJZAYAqy8J7WRxVI9jClekmPbESWVSMdhUt37cCZbcLjsGLqO4nTj8Pogl8iLnyUiyFoEh01AG8qLnBm6DrpOIpdBtjlBFHHkksRHBxnu6mK0p5eMLlJ/5uWUeDII224kKcq4N30RKTQboXcHgmBhVazCarqadMZAOOff6T6wm/13/CC/0SHJWIbOwvd8lsRQN85QKXoujSQKSDYXWiKGqeXyQagkIUs2Flz7JZQdXyUHk9lvIf9fsIa45UVxuokP9TB0YAeJ4W681Y2UrzqL3lefJhePAOAtr0f1+tl987+ipRM01c3htA0fAtWOuPcgpT0uxn/+X8fnGUDwedGMKFZ/H1VZBzWzriJu5RiPtKFaKoapYwFO2YluGeSMLIZl4lE9RLIRrMnrSKKMYepTVw5nwqiSiiRIBOx+VEmlwFGIikQwrXHl/A2499xMsu0Zyuw+rqk+jXfP+xAvpkfxyx4ebnmB84o2cMSeptpfz8UzLqfcnVeEFASBWXoh33e9n/RIP1JZObnSECO2HA+23s+iosUMJQdpi7ZiWiaSILGwaBHn1pz3J4NpAFWyMb9oAXtGdqOK6kk90fMKF3Bs/ChrKtaypfsZdEtnPD3OM13PcPnMK7DJx6uoRlOjbO3ZcvKcbRo81vEYV866Co/iptxdQX+ib+q8hYWIwFk15+BT/Tzd+cTUOVEQcMgOGvwNnFF1JvbJTPru4d28NvQqaSPNosLFLCxaRJm7jAJHwZ98z/8dBhIDHB0/QsdEByWuYuYXLqTcXX7KrP8000zzzuBt/7pXrVrFa6+9xoYNG/4GtzPNNNO8czmeSVccCsFK/3/7SoZuoGd0JJuM/BYbC56ifJDp8DkI90SJHEjgK/ISrPaDAGPtYQRJpGxeMfGRJM1b2nH47PjKvTQuBLXrt7iaX8FSJAqL1jB/7Wkc29lL/Zpqjj7ThpE18+riat66rHxBCfGRBHaPDdWh5K3IhHyp/VhbmLI5Rdi9NsY7I5MBtMGRJ1tYec1i2l7sJFDlQ8/qJMaSU8/Nt6ZO9oMa+bxQMpKmY3sPMzbUUlgfwlvqpu35Lo5uaUOSRFSnimyXmLWxga5X+45brQlg6ia5jIG/yseZn1mDntVRXQp61mD7r3chyXnxuOGjYwwcGKZxQy2Fs0oZbxujYV0dA4cGsBDzfduSRC6ZQ1ZlTM1g312vMvPcRopmn8ZIeAgtFUdVJERJpm7DuxjvThAdyOIIlkyJWBm5DD2vHqGgei6iMsaRB29i/pWfwltWiyhJVM5tQhqRkWadCwduRzJ11EARWsVpWGs+R250CDHeC6WLELq2ke3dj2noCIKIZZkIsy6it6ufYO1s9GwaI5tBlGVat9zNkvd+ms6XHiO3J99nXLZoPZ7SGnKxUfbs2sfMTf+B3PMMwngblqcCrX4zu156hYaz3ktiuIeO5x9AlBW8AV++Ejud4MBdP2XFez+K56V/nvzwdGSHGykdRz7n39l7938y+/wP0vHcA6TDg6zY+DHE578BmGipCcBCtjmxas7AKGqCkYP5j87UsHIJBG85mHo+Wys7wFOGIz6MM1hEerQDWVXoP3qQpkYPZcvO5sD9v0a2OZFVL5gaZi6BJCmUzGgiNT6IGpqLaT6Vf43JnRvT0DBzBlZwBt7a+ey++9eYuoY9a1C/aAnGfe8Hmw3J5sB85acYoZkoMy8GVwHJwBLGuwdJjA5Q2rSSww/8CkGQEOTjXtuxgQ5sHn8+cy6rSKKJqCVQRRlbWS1FMxcTtIUQBocxH34acfNHEV/6PuZoO4KsINWfTmbW1QwcOoKrsJxdv/kGoihhWRbjbQcxXnuGeZfcQPeOxyiavYyadRcxuH872qQYWqKnDffLPkqq5+EsaMDs7EISJEzLRLDZEEJBolYKgXwQqcp27u19BtJplhqVZHpG0G1+rqhcw+1aiuZkBz7VRzQbJakl8dl8uBQnaSOD1+4nkhpDMPMtJi7JiaZnKXWVMZDoJ5GMsLpyLbNDc1goubA/+WkUI4vo8OfLlntexj60n8XrvsZPtv+appJFePe2c8VVVyE73Sdo2uSOHCH27e+QGx0mo6eJ5WJIdXXIn/owc0JNlHsqWVu+nnB2nLSewSk73lZmVjNyVHtqqPPX0xPrYTwzNnUuaC9gVmAWQ4lBxjNj6FZ+E8HC4rm+baypWEOtr27q8bFcbKqc+42YWGSNDDkjR3+ij/PrLmDn0Gs0jx4DC4L2EKfXnE7QHqJ7opvOeCde1cvc0DzcqhtZlClxlRC0B+mMdtKX6CWajVDvbyCtp3m881Ge7dnCp5Z8mkpP5Z/1vqPZKLqp4ZLdOCZt096Mjmg7Nx/69VSP+9HwYV7oe56rZr2XhUULp3zGp5lmmncWbzug/sEPfsBFF11ESUkJl1xyCW73yWq800wzzTR/CwzdINIzQfv2bib6YzgDDhrW1RCqDaDYTy5V9xS7qF9XQ/uOTiyXiB6ziA0miPZOsPTqBXiK3XhLPZTMKmTHb3ZhGRbpiQxNa+3Ynv8iUnYEKeBAyAlYB+/Apz/O6kt+Scseg7rVVbQ910UqnEZ2yMw9dwZzz5vJsWdaASaz1ccxDZNUNEPFojIqF5fR8nwnRs6gdG4xAOXzS/EUutCzOqZuojiUvG+1KIBxvLzS4bPRsb0bp99OyZwinvvpy5haPtN99hc2kI6mEWWJXCpH394Bho/my88RIFjtJxXNsO/+Iyy6rAlXyImoiyh2hd13HgQrf582t4qhGZiGQNvzXaz60GIUVaZqeSVPPdOOltERJRFfmQO7V2XW6dWQnWD5ZTUIoo67+Eyc5gRmTQWqolA4ewWjrUdoe/4YpqGTjYwiTlY6WZM+zgOHYsw7r5i6DRdz6K4fYeo5ZpxxIebTX0ROdKGF5iCt+Uo+k+wuIeOo4/At3ybesQ9JsVOy+Exmnv899OZnkLuexZLs5CrWMzgwgaO4kmRsH/t+9y0EM4eroJS6My7DoZhUL1yOJ1SEqaUJH9nO6Eu3U//uf2Zgz3MMHd5J1dL1OAvnk4iECT/yEKZpoSVjdG1/HMvQMS0LS5AQRAlMA1PLEhmN4HGXQnwAq2wZ4dEoHa+9SMWKTcw67xoSY8PEB9rRUnEO7z3GrE0/wJHuRvUVg2xDKJxFUgggDbyCVNCErW4DZtdLkEshIGLaA2RjEZR556B3vIL82m+pXv1vtHXtIz0+QDIyRrb+vZSoTsa6Woj1tZMaG0KUJFRfNdXrL8QeKiWh2dBdFt5gFWZyFD2TAkHAMk0sQcKY9wFGO47ReM576dh6Dws2nYM8vAtZMsgKAnomjSBLKJFWhHi+zN154c1EJImi8hlY8TiSIGJoORBFBDlf8t23ayvzLv04xx77HYIkISpOahduwO8sQklp2DsGMAdHSDz1DKnhAdQLLybSeD3ORTYsQWa0f4iRJx6kbsMlHHnklrylF/kMreJwIRkGw0deY9l138AZKMayDMZb9gIg253MWX4R2m13ET14ExMuFyVf/VfUhka0bIoMGkkzhWHqqKJMUeM8DuWacadjLNgVJ37fTWiKQqpxDo7BMa68+Cweqld5ObKHoD1ERk/jVjwEbEH6Er2EZD8Beygf3CKwtnI92WyazbWb+cmeH3N503s5NHaQrR1PMcMAIzWEQ3GRNFJktXzA6TTSFI8fobG4idMDK5D2HUC2OU4Ipo3hYWLf/R7m+DgZPUM0G8WyLPS2Zly3Pkj6mjVk3BlSeipfDi2/PcGpvngv97bcg2kaXDHzClrCLRwYO8hENkKDv5E6XwM98S5Wl6/mzmN3nDj3WQZDyaETAmrlTbK1IgKSKCOJEo+2P8wljZfS4G9kQ9kG0uNpJmwx7LKDWYFZPNLxEOWucmaH5vBE5+OMpkcJ2kPsG9nLFTOuIpINc+exP9CbyDs6hBwFbK49n0OjB3my83E+MPeDb7mZEMlE2Duyhx0DL5HSUlR4KtlYvYk6X/0ps83xXJz7Wu+dCqZfx7AM7m29m3J3OcWu4j97zKeZZpq/H/5bGepcLscHP/hBPvjBD+J0Ok+Y1AVBYGJi4q96k9P87ZEkCa/XiyT9dcqIp3lrpsf7v8fQkRFevXVfXpnbgmh/jL59gyx41xwqFpfhDjlJhdOMd0YYODyMYlcoX1BCqM7H4eeb0QIG/mIvM86oI1QbQFbzU6DdpbL2H5bT/GwHuWQOX24PNsZR/PYpZXJZFXGJMdId2+h8pRbFITP/4tlTYmCpcBpBhPo1NQwcHEbPnuiF6vDakVSJ7p19lDYV4fTbEQSBrld6SEUy2D0q+5M5zv7iBkK1ASb6Yxh2mUwsgyjnbcccfjsI4C12M3fzDCxMNnx8JVpaz9sRJXM4gw6KZhQw3hGhb98gzpCTTDxL1eIyimYWsPfug3hLvXhLPTz7g5fQ0jpLr15ApGcCu9eGpEhoGR2bx4ZTFjFyOopNRBQydD29nTM/fRodL/dRPQuCjj4cZj+SZwJTkElv+TFGtB+xfi2OpR+kbcc+okPdhPc9TeOV/0Lv4TFkmwMpqKClk5OZZAlRlrF5QsiqCukISzdfhDyyB5fSC03nkx04jNy7HWO0HWvRtUQdCxna1Yl/3nUULhin/8Xf0HvoACPDP6Pu9M30jLYi2+wMbL2Fhk2X0/fCwxjJcRQ9TqBhEbLTTfcztyKd/X5ciknPU7/GmlL9zaukI4oIoshY+yEyiQR6MoorWIhoZFHdPjITY4iKiqlr+GubqGm6EtlIYJgSmimCzY+ZTWGt+RJ7b/sdE93N9O56lgVX/RO+sjoy0VEUl5dwTwfa8jU4wu3o+3+PpWdRSucgN30AuXwRsUgEffmXsIk/xBo6iJ5JoI8NItSdzqhjAXabiqCn8HQ/SknjHLpHeyiavYyWp+9mwdWfZvH7v0C48wix3jacoRIcgUJE1c54fzvOkJ+x3k4c67+Jo+VOXOMHsEwDvfpMpLmXYLY+StngQeTqVVRd9xnEloewZp6BlkogqXa0TAp0HVPMIFoSYiaMMbSfQCxG674+AgvXYfMFkWSVXCqGaRjY3H4k1UbHc/ez9NovM7j/JUoLGjDvuA+jtx8EEz2ngT+A/zOfJuCwMJzgq1/OwT/8mPTECKLHi83tQxAlZPXkwFCUJGL97ZhaDlGWMc1JUTygbsGZZH/yC/T+/vynnUwSve33eDZvJv3Ci0gS2MIjCHoOVQbHh97Ps4O3camxlvidv8QSZUwM5NFBIhOjFN/+EJd+7TM027qQRJFr6q9mQaaEmvJ3c2f7PYwZE9gUOyWKkyVFS9lQtp60niEh5lhesoLOeBeHRg5wetEybG3PYpcdjKfH8kr9koxuGqS0FGL3C1x5xg8RvvpDHDdcj/BHrXdG/wDmyAi6qTORy6/BBEFAQEKc2UCBs5AHW+8ja+aocleyqXIjtVIxttCJat45I0csF0MA/LYAkigxlh7jN4duJprNl9C/2PsCy0tXUuYqw6W60U0d0zLZ3v8CL/a/MJWdfp25BU0MJgbQTX0qEA3ZCyh1lTGYHDjhsZIoUeOtIatn3uCFbbF7eBclUhkLixZSH2jArti5etZ76Y538ct9v8DEYm35Wur8DXkROCPNzQd/TSQbxSk7SetpxtNj3Hrkd1w//wae6nqKaCZC0ZsEuIlcggfbHuDgG0Tn2qKtdEy088GmDzP3Df3drxPOhE96P6+T0dOMpcf+bgLq6TXKNNO8Pd52QP3ud7972jbrHYgsywSDwf/t2/j/hunxfvukImkOPHQUy7CwTItsIksmlgMsXv39XgRRIFjlZ/+DR4gNJaae1/VqLzPOqGPte1YCoDqVk7LZkiJR2BDCX+nFSMZRn/0lovv4Qt0C9JyJZZiYLc9QWPkJml8cZvjYWD7LK4nYXArJsRRFMwpYc91yjm1pY6R1HFESqVhYSvn8Ytq391A0I0Tf3kGGj45i6MfVygVRAAv23nOIJVfN57Xf7yU+msThc+Q9uAWYd8FsnH471cvLGW0LI6n50uvePQNT1lk2t8qGT66ifH4JodoAqXAKPWcQG04Q7oqy7mMrUewye+49jM1tQ1ZlJEVC1wy0tIZiV7C5VUzdnLQzA1M3GDnYiWAaqI5drLm4CuGZGyE+iCSDFRtAkF24NnwDY/fvkSLbcT+3C9umb7Dj518kGw/Tte0O6pZfy6EHDyCKGnaPE0txYlgSgp6iYn4xqjpBUXw35msPYCkqeGyQHME+510w/zJSSh17XvXStXsLppYBSUV12ll8xZfoe/UWUqOdyIpKarQPyzRwFZXh8BeSmxihYsEy3OWzGDywndxoF/7qGeRyOoHyOhrPfR8tj/5m6rOIdx+kYPYKUiN5z3c9FUN2uBGyMRRVxu0QCdXOJtrbzqz1Z1OY3gcvfhFBT4MoE1r+Pjjzm5imQPNLz6OPtuPw+khPRNl32/dZ//mbUL0hkqN9LL3sw9hf/Q6ZcGfe0k5WUWN9sOVLCBf9Apu3ih2//ials5ZTtvxiRC2OIdoZaj1K790/pWHj5RR7i3F3PkbR8q8TKatDtjuI9jSTCo8QrJ2N3ReiY9v9jD76WxSHA9XpZfaFH6L35ScJdx6msPgSbMUL0KtWILkLUC0DnvwkuUQcLRmHgd04AyWIaz+HFpyD5S4hNXAUUVbA1NDTFqIo46yci5VNYL3wb9Sf8W2ad+7AXzWT8JHd2AQFVDuCqJLL5YXlhg6+wozT3kXup78ke6gFQRQRPC5QLQj3k/zFT/B86Wtkb74TvaeX+eduwpzdgOm0o/gLSAz3IIoi6FmwjHxfuaQe98OebNQXcyka155DNjaOM2MSnwym8z88AXXePNJza4lXuhAt8Lr82Ib6sFcH6QwlqNJqsO7YApaJYFnIuoU8OBmQyybK1h1c88FrULMmtS+00Pu7ryB7fbznXReRrivDLAgQKmvA5wwRzo7Tnx6lzF3GGTVn8t3XvoMgSyQEA7unjPjoobxmgpXXnFAQQJIwbV7S4VGKzjwDedask+ZHM5UXHtRNY0rdGsC5cROvVmbZ2XIvg8Y4WNA52syrvS/xqYWfYu7uvdiWLEEKheiJ9bCt91maw0cRBZEFhYtYW7GO0dTIVDAN0BxtJpwNM79wIZFclGJnMQXOQrw230mijl7Vy6LCxaT11AlZXY/Nw2UzruA3h/6LxBvst+yyg/fN/gAD8T42123mt4dvIWNkkEWFAnsBexN7eP/cDzCvYD5ZI0s4HWZj9UbK3RUMJgf4w9HbOK1sLQk9SUyLoZk5REEkaA+R1lOk9BQvD+5gRmAG1lssZQeTA+wb2YsoiEiiSJGzGAGB0fQIj3c8SpWnCo/qOfEzsIw3uVqeP95o+L/M9BplmmneHm87oJ62zXpnYpomuVwOVVXzC5Rp/qZMj/eJxIYThLsj9OzqR5BEqpdVEKoN4Aoc71dLRdNT/ttaRicTy06dM3IGkirR/Gw7kZ4JJPXEXfWWbe0EG32UNha/5XgrNgVFdIFiP+G4oZmkJzLY3SrIdoysMOn7DLmUhqfIBYIwqfotEKoNsPz9i8jEslimiZ4zaH6mnYn+GCVzCplxeh0TA3HS0cyUfVd+7S/k+8ur/az76AqObW1nvCOCw2+nfEEJNrfK/geOMnh4BFESkBQJQRZYfNk8Wp/rwNQtsokc6WgGd4ELu8c2ZadW1FgAayDSE+XZH+8AC2SbjGyTSYwlKWoIMdo2js1jICnSVMm6JIu4i32svP5M7B4ZN10Iz3wGq/dVBJsLbA6wDAQthrjj24gL3ofxwvfJyW5c4T0sfN+X6N3/KjNXroDcEXp8Gon+UQAESUH2VeMsLQBTwxbvQxnaQVZR8/22oowoywitj2LOvJCOnU5GWiP5YHpSqi0bT7DzjoMsefdmDt/9L0S7j1I0ZwldLzxCqH4u6cgIJU0rsCQ7++/4jylhq0j3Ufp2bmXtp39IxbKNeCpm0bd7G+lEAnvpbOZvWsn+275LeiKC7PBgs6uIuTTzL/sE7pe/yoy1N9J38DWK03sxjjww2RMuIkkSYudW9FyK9kQpPc/fDYAohHH5yklMTJAY6sFfNYtcfIKA08QMdwH574Bks4MkISkK6W3fRX3XTRi5LM3PPkKvQ4Lk6NT3UpTkfDm16sL0VeMoqqJ+/QV0PncvlmTHMg2SI70cvP17pIc7cKiAJJCZGGX3b7/NnIuvo6iyFPX5L5NJDCGKEo6NX0R87QdY6SiqpxwtIyHbHFjZJNkdP2d85kdhwT/jqT0EO3+Wb0cQwDQNsnOvQYx1gWUhHbkDp3stSnENsmJjcOvDWLqG6HITWrSS0gWryYyPIHX2ktvxCqLDjhmdwIjHQVUQ/X700STa4RbSL79CemIMcaQf0eVCmdfExKomfI1NGNkEUqJ/6nPF5gVXAe6yRmx2BY7cC0cfwKllWDRzEZanhFQwiBHOWzf5PvoxugYPMvSjW0EQUOprEbLjzLrgGiomXkIqPgMXDvRoJK+yLkoYlo5hdyBmUmimhjUyjGQK+LrHyNx5NzIiejSCccvvcMhOvDYv3i9/kZvsD9CfPC6wdWH9xfhsfnRTpzs1gDD3UvS2x+ANCtqCqYEpkJl5Ph2OFDWXXILoOLmPVwoVgCDwx/kOY90KXmv/PdnSYD5DjASWSUZL8YeWP/CZqmvxP/YEsYvWc9PBX5LSU1PPfXlwO82RY1xQdyGSIFHmLkdAYCg1yGh6lK09zwDw2aWfp9RdyrtnXEaVt4pdw7vI6hlmBGYyMziLVwZ38IG5Hzzpnmt8NXx80SfpjnUxkOin2FlCja+GElcpRc4ifrLnR/htgXwpv6DgEOzols69LXfjVfPWZIfDh3BIDmK5GHW+Oj6z9LMICNzXeg+xbAxJlNBNnbSexm/zY1gG/Yl+Vpetwauc7A4RyYRpi7bRHm1nJD3M2rJ11PnraI+2Y1omp1eeQTQbJZ6LnRRQ+1Q/PpuPiezJVZqSIFFgD510/P8q02uUaaZ5e/zZAXU6nebBBx+ku7uboqIiLrjgAgoLC//0E6f5u0DTNIaGhigtLcVme3u9VdO8fabH+zgTAzFe+d1e+vYeL5Vr2dpOw7oall69YEqB/PXKGMu0yMazJ11HdSn07hnAMq2TAmok6DzWRUFN8E+Pt2KD2ZfA0L6pQ6ae99e1AL3+AgbvmUBS8osMyzDzJegyOAL2N1xGRvBBx44eDj5yDDNnEBtJMnhkBF+ph4WXzGHnHw5g5AxsbhXZJqM6FWacUYfdbUOxy7gLXViGhZbRGWkZw9QtBictuSRFwtRNtKTO7rsOMP/C2bQ+14lsk/PZ7jchk8hSPKuAULUfU7cQRIHYUJwZZ9YTG47nxdCwwNQRJInFly8gGU7Tub2HikWlFPl1fOPDiO4akESEzNBkUCVAYhjBEURXvQx7llLSvZ3QnFKC7/4I0rYvYsajrNj8TwwOlNB3aBR3oZeSuSV4amsZ3tuMEn4EIweKM5TfLFAFyITB1Eil7HTtGQNLQRAlLIS877Ekk0umyKYdKA4Hgqlhlw0WXvFx0skEDn8BglDL7pu/lo9TJr9HAgJGNk37lrtZtOksbPt+QWPT+eRCC+l64WH2br2Fqk0fANWDlkrgtukE/HbcrbciliwgWFWD1+dEv+sKRMsEUUKyObB5/FhamvSuPxA64wd0vD7wlgXJYezuYnKJKLXrL0JxOBHDxyYtiARUpzsfvJoWhpZFzHSgpAYIlleRGOnDFF2Ik2JuWBamoROoqEU8spXInA8S3fMCI68+Cr5KBJuEw+0k0XeExiWLUeUlmILE4NGDDHR2khgdpnvHYyzbfBFmbCCvn2aYSLKClZnAwkLIhHEEisjFY5h6DiWTIFAUpKe1Gz2wlMDl9yJt/SI4g2iNF3Fo+0vMXLEaBAEz3IV79iWE248xc8OlzJ53Vt52SbIwAl4SQz1UFs3O955bFkb/wNRvTMhkMJIppOJirFwOo6KEgg9di9nfjzkeRq6oxV3YwFBvK+XLzmLwhTvy1QFYkM17h88863Jsu38Knc8CeUlENdqJyVOU/fDrRF87hjwwRljKMLTr+fx3QhKxDB2SUY7e9UO8//AVisKdiG4PoablaL1RrJyB5i1gbGYjauthMpk0wqwqRFHCufUVbJKNIkdRPkssCMiCDIZO4oEHmPnhtQwk+6csp5JagrSewqN6kQ2dXsWBb+EH0ffdwhuVBMWF17DLSFCeDJHbtw+5rg65+MTSYamiHHXFCowd25FFGd3UEV1uRq0Ylt9NzErlxeHJ/wZqAg2srlzLkMeiZ30lheko1xS/i2ci22lNdU1dN5wZRzM1NlWfzeHxQxiWwWlla8noGV4dehmn7JzqQ650V5IKJREQyJpZhhPD7BreyWUzrqBsUon8jylyFlHkLDrpeDQbJa7FcE6KgMmmQoFeyKg8ykR2gtZoC2OZsfz4krf0Gk2PsbVnC6WucgL2IBZWfhwEEVEQmchOELQHKXQUMcM/Y0pgLKtnMTAwTIO7W+6mN9bN/MIFrC49jZSe4pf7f4EiKgiCwAv9z7OgcAFry9efdM9BR5AL6i7i9qO3nmQrdnrlGRSe4n3+X2V6jTLNNG+PPyugHhgYYN26dXR2dk75dPp8Pp544glWrlz5N73BaaaZ5p2LZVoMHBo+IZh+nbYXuqhaUk7tqioAnAEH7gInseHElA/06ygOOR8gaQaWedKlADC0ty7HO4GypVC9FrpfPPEapavQAgvJxg+d9JTKRWV4Cl0nHEuMJDn0aDNYICoSrpCT1HiK9ESGvn1DVCwoYeDQMHaPDVEWKZ5ZQMms/EalJEuUzS3ihee7sEyLmWfWs+uO/ViGhSAJKA6ZxFg+m5SN54B8L7e70IUrdKINWi6toaU1bIQpkI7irjpERg8Qt2rY/UQMT7GXUF2QJVcuAFMnfKwTl0eiYo4Xn+8YVt1sBKGaAw8cJrhZIhHRALC5FCRJym9iyAIgYCFiuSoQXIUI/goyxWtREknSbW1gGXi0f2HG3IuYceVShN4XEVITWPq78M5zIL08BPYspupBy6TJpgXsnlJIDGKioGd1RD2B4vaTS8bB1AA53zMZz2HzBHD4ArTd/Z8IooiztJGKD3+Xvl3b8gMhcILiueLyEm15lewF70fvfhlz1hXs+vEnMbIpEETattyDYUKwrJyKjZuxDzxPuO69RBMGwa5D+IM+bMECLF3HMnIIsoogmGBkEGUFyfqjjR9DQ7Hn1bGHj7yGu6QaR1Ep9JVMVjikyMYiyIUORFlFDpWhCwoNGy5ktLOFzMQ4Tk9p3jpLgFDjQuyJNgjWk8TP8N5bEBU7mm7SuOkilMwonuHnyb16U97bWhCpb9hI8UXvYe+Dt6InowhvUC22ELBM/bjbtZ5FFEQMLYPdG0RLJ0j0trL/jp8BAqHGBcy7+NuM7X2Kvtt/nhdpW7IcUZKQSuYSKJ6H8sQeUk9/GSGXRaqswPMP1yGUlBNUg+S2bEFcsRIrlcIyzTfcB2DoGOPjyI0NeLNnEvv2d0DTJj87AWXhQtzXvwdX/VxC1V+i77m7yMUj+CobqFqyDp89nQ+mveWkyjeRsZWAZEPNjWP1bKFrLE7xynX0bX8UJBEME8Hnx4ynkOw+SI0z3HKYWYUJNqqXos8Mkv3D3ZiZDGYqhVJWSVByM+bQ0ZfO5vDwPmrjWQRBQBIkJCQsTcOKRzBiEwh2lSVHllFVvZF7c6+Q0OK0hJtZXXYae0f2oFgWz3Q+wryqtZSULcYV6QBBJOWr5uXRAxwZ3MMypYTYj/4VqbIS35e/hFxVNTVmoseD5x+uQwoG0Z9+grFoH5Lbjb24nFRaIqsn88GnrjO7aD6LS5dxf8s9KIJMLDGOLClcOvNyzhMXssUpczjVBsCS4mXsGNjOruGdU2Jbrwy+zKzgbNaWr8MhOwna86XBsiQzt6CJMncZ0WwUAYGAPYjPlrc5HEuPEctNIAsyIXsIl/rmorbWm03kgGbq5IwcoiDgUT3EcjFUSUUzcxweO0Sjv5H6stOo8lTjUT3Iokw4E0YUBHpivawoXYFdshPJRGiNtPDy4MvopkZjoJEaTw3dsS6C9hCKqPLbw/lWEMMypoL3lkgLvbEeKjwVJ91bU6iJ6+Zfz7berQwlh/CpftZXbmBmYOa0z/U007yD+bMC6i9/+cv09/fz5S9/mZUrV9La2sq3vvUtbrjhBvbu3fu3vsdpppnmHUoynKLtxa43Pd/2UhdVS8uRFAmHz86CS+by8m92IckSei7fjyYIAvMunMNI6xhFMwoZ7wif8lq+0pPL+94UdxGs/SLMPgptTyPpJqZ9BT1jhcSPaSx8dxOtz3WQHE9h99mZdXYDDWtrUBwn9maHeyYmM755FLuMp9iNoRlM9E+w7hOr8JXmywbLF5YSrPLh8B0PcAJVfpa9ZwH7HzyCIAroWQNBFvKCZqKAIAhTm5zZRBa718aid8/F4bNPjW+4K8qxLW0sOsuLmtmDaCaxuxSMw0/i7T/Cuou+xbZ7ohx+LMPsTbWU5R6gwn0IKx3DeLyZjCrhXHwOhbO+gN1nx1A9SG4/ZONoWQMrEEAUJQSbHUuQsLxVZHQn6RQkZp5PJlWGK30ALAPVISM2nI6QHES4/+p8plWSETq2IQZnwcqPoT/6KTLDXXnxJ1NAS6m4/CUoHg+usiKSY0lU0YaZy6Cb+mT0ZeEtdlBQdjmD2+8BTCzTJNnfjKgncYZKEWTblG0TpoFks6PaVJBETMmJcvUD9Ox7GcO0EBwBLNVLJpnA5vGRaN9JT0k1rkAjQjRBsdaM9eQ9mJu+hBjuQHQEQJQgNgS+SkiPYfeVk5X/qDRXEGg48zKGDr5M6YI1HLjzRwSv/CD2iQiCmUMQZURJyns2iyLZ8tPZf+ev8BaWsfKGb3Ls8dsItx3AVbWEysVrKKkqx6ZAWg4Rfu5p7KEqnCX1FM5dBYKF2PoIwv7f5YNpywJRxGzfijs1Tv2S0xnYvwPVSiGcfiOp536Q328QZATFjpVLISo2NF1DsjnylmNqgGj0eL/rRG8r++74MTUrzwBDp2DmMsShXQBIyz7P2I1fw2YYiJkxrEwSs2WQ2Bf24/+3f0eZ20RWVjBTSRwXX0Ty97eeOFYWqEsWI3q8xH/0Y9COezljgdHXh/Xo04jvuRiPlGDJkhoMeS5Ksh9p6CmYCKIXLmDEv45jTz5KurcLK5PBXVHHnCs+Rk0oy2jrUWIjvUiFBQjpLIIsY05EsQqDCEqKTDyGMXcdma9/GTNQSvBLXyF5111kurrBMBBLyyj4yKf5Re5pAkIA28IF5Nrznu+WpmMMDkE2i2WZKI0NjD/5KNbQIO/5xpc5VpxElVQKHYX4bX729O+gP9zC7LLVPBpvI6mPIyfGiHVvwaY4ed/Sz+H6zu1597zeXpJ33In3n/4RQT0epEklJTiv/SD2c84mmE0TUTXkoA29Z1JVO6ejyjZWlK/mt4duRhIlLEsHLDQzxx1Hb6d0wT+ydqyOo0IHsijjU7081fUEXtVLzshhTPYJHwsfZXnJclaWrjpJVydgDxKwH++/zegZ9o7s4YnOx6f6pSs91VzSeAnV3hpOhc/mx624SWiJk84pooI4+ZqqpKKKKqIgktASOOwOSlylPNrxKKPpEXJGlpmBWTQEGrn72J2srVhLwBYAEe5puZtj4SNT1z04egCH4uCSxksJp8fpTx7vtTctE8uykEUFr+rj5cHtLCheiFM+cfNSlW3MDM6ixltLUk9ik2w4ZAeG+TY2dKeZZpq/O/6sgPqZZ57hi1/8Il/5ylcAOPfcc6mvr+fCCy9keHiY4uK/D9XCaaaZ5v8WpmFh5N58oaFnDEzTRCJfwl08o4ANn1hF+/YeBg8N4ww4KJ9fwtDRUcK9UZrOm0kqnMJ83WZq0gYqUOPDGXhr/9CTcBXm/1SvA90gvL2HY9uP5k8FHczc1IDNqVJQF6CwIXTKMmtTP/m9ibI41Z/s9NlZ/r5Fp3z5bCJLbCiBntVZcsV8JEWkaEaIxFiKbCwLgoCrwJkvN8eiZE4RdWuqKWzI9+mloml6dg3w8m92cfbH6/F3/hIO3oWppxFtLtyzLiJX8x5SL32DhZu+x6sPjOIJSugP3wqGdvwzyOpoiSResZs1K48hCX6cZ3yY3As/AUFCUg0ELQuxMYR5V2H1vYK66lqsEY3Wwy5ad2xn86fqUL0hFDWHUDAT4ZnPvj4YefElAYTu5xHmXkLWXY0VGQVTRxRVLEMjmdaRHXbmrCti529fQgQcjgJMdzG6KeIrdRMo99Bx710kB9t4vb/aFijGYVcIFvhw+gOYhoFlmoiqHVEAS0vjn7ESteU+mLGZ8FgETfZh5LK4fG6q560AQyPS4yQ8MoKrYiaFE9sx9/0eEND69qJWrMTqexnB5gbVlVdxsyykYC2O4joqVp7LRH8Hdl8BlUvWYjkKsXsC+Qy5w0nrrp0s2PRteOFfsTIxVE8ILZVAL1uJUbORiSe+Rqx1J5H2vSz5+M/IZjKkIqNYuo7mKcXmlNA6D1I0dyW22rlEDu6k5fc/ZOUnvwAv/A5ZUcgKk+pyk6X8Zv8uCpveh6SejrL3FwjuItRZ55I7+jh667PIS6+HV36MaQ+gpTIoNgfpiXHM9Z+j7ZHHEUQZyzSwLIv0xDii3YNkd1O36kxs+39Cbs2NpI/1oOgGkpYv2RfUvFiYYJqk7rgD73XnI/ncmJEIlmXh+sAHSD/yMFYsBjYb9tNPR2lqwozHsDKTPfNvDNxUhfT27RS+92pkrRulewtT21mFc0B2MFGylP233YQxMMDrCnuJzlZ2/+hLLP/Hf8dVXoO/ZiYTfW1Ihok5EQXAGIsg+kOEFmzEyDoRfCW4zzkdIZjF/4VrSOtOkkNRsscOkpI19KyOgYFt/Xq0p7ZgRqJYmQyi0wnOfMAlL1tK6pffxyU5cGx7lSOrYc/YHpyyk/fPuYaPLb2RXLQD28QAqzwzCQcUBpMjOEplymxFOJ/YS/YNYmrJF5/HvHQz4ZCdoD2IX3CiHT1K6t770Lu7EEMFFFxyCcWljXyo6UP85/5fYAg6NYF6euLdmJaJT/YRS7zuJZ0v39gysI1rckupCFWgiCr7x/bjUtyokkqRsxjd1LCwkASJY+FjnFG18ZTz1xtpiTRzT8tdJxzrjXdz88Ff87FFn6TYefIassBRwOa6C7i7+c6Tyqc3153PodED+SlEEHEqThK5BIqoYpPs9MZ7aYkcQ0AgpaeIZF9mMDnARQ0X80Lf84iCzOqy1ScE0/khEBhLj9EaaaHIUUQiF6fQUUjWyGJaJi7FjU22oYgyOTP3lkGyTbZhWDo9sR52DO4gkYszKzibeYXzKXWV/skxm2aaaf6++LMC6qGhIdatW3fCsQ0bNmBZ1nRA/Q5BEAREUZxWcP8fYnq889i9KuXzSxjvjJzyfNXSchTb8ayvIAoEKv0suNg1qZrdzZGnWrFMC2+Jm2Ctnw2fXEXbC10MHh7B0AwqFpfjLHQw0jJGyFeArfzt94NJskTN8go8RS7aX+wmGUmjZ3SqFpURqPK9ac9yoMp/YpnxG89V+rD77CefIK9ovvfewwy97iENeIpcNG6o5eDDx8hY1lRZrp4z8Jd7SIwkEIBsPIvda2eiP8aBh45QsyRE4dhtWHt/N6keDGY2iXT4TtQZF2NUz6MgGMfpV0l1teCQ1HxALdsQ6jZA/TkYUhp1640oAyNkkzmyiy/Cfs7XYO8tGN0vIvhKEZd9FMsSMff8Hjy1MOurtDw0BobAi3cOcc4FNyD0PovQ+1I+MBLl/NjYg5AOIyoKuf13Iaz7EuLe32N2bEWQVITa9WSrz+HAXb9i0eWfYMlVCznydAfp8VEU1UH1+tWUzbY4/KsPYeYmS6wnx3v+VTci7/klcjxJ3ZKVdD73AIIkQdYARxBTdFC2eD1W773Ie36Fx19K2uOh6dxrcSbbkAdeAZsL7axziWSd+P0OzJcfmPpMtMMPoZz9dSw9gzC8F9wl+bGr24jZeBHWQ//AzKql6CV1WMlRLCnNaEYDLOIDXcy64EO0b7mLvS/vpWnTT/CoWdBSpDUbXYcPI+19ldJF6yitrclbiuViiCNHCdgULKeLzGg7u557iqrTLyVy5ADjW27DXVJByRkXoqoyGBqiEcMRKCITi2AZOaTKpUgFMxFCJahCDr2zGyXWi331jchDOxEix9ACFcjn/wo6tyCNdEDBLIyClezf9gyp0V4EyZYvu3a6MTIpEFWWfPwnWJF2chv+jYzkR3z5ERRVwUqmsCwLddlKnGeehqgI4PSDrwrbMgdaTCL9zS2os2fguf5akOX893jfXrIvb0dpakIKBDEikckeeJAKCsik49hsLiTAMbgdo3QpmrMcSU+i6HH0me+i84HfY46NgSDmW0EmS8Z1LcbQK1upOe18xDUXsP+OHyLY7QiKgqVpYFrYA8UEGpbA8Ajeq1bBrv/ASuRtqaTShahzbiB55ADChkVYpsUZVRuxlzQi3vgZ4j/9GdmXtoNhoK5di/+G69HGx6h7/8cwJZGhPS9Ru3I5ewALi4c7HuKsyk2c5ZyLlO6Ag7fiT4epkQKYBavIpU2Sj+UFwCzLIttYReLs1fSIY4yHY3gVH/P6RXL/+m8wWTpvjo0T+853cF51FUvetZnPLvs8uwd3UuAopC/Zh1/1EU+GMTEn7bXywzueHsOwS9gkG6IgIQkSqpjPgsuihCwe16fQTQ3zT2ReE7kEW7qfOfU5LUFntINiZzGJXL6fXJFU/DY/giCwsGgRPtXHc33bGE+ME1JCnNVwNtWBGrpinZAXNkcRFeyyA7vsYG5oLvtG9uBRvVP2Y7qp0x3rZn3FBmRRJWdk2TW886T7cch24rkY+0b2srH6LKq81ewb3YcqqrhVNy7FNbWnMyswG5fiOukar5PRMzzXu40tPcffe1esk5f6X+Aj86+n0lP5luP2v830GmWaad4ef1ZAbRgGjj9SlbTb8wtBXf/7sQGY5s1RVZWqN/RjTfO35Z0+3oZukhhLkpnIIKsSrknF6T9GdajUrKig/aVukuOpE875yryUzTv1Zp1iVyidU4ynyE16IoMoibhCzqnXmHFGPapTRc/qjHVG6Ns7CEDq2AFWf3gp7oI3Xwi9GYpDoWR2EQUNIYycgWyTkeS3Vj/1FLmpXVFJ5yu9JxwXFZGmzTOxuU7dU9f9Wt8JwTRAfCTJxECcBe+aQ/OWdpLjKVKRNOULSqlcVMqxre1gQc2KSuac00h8NEliNMmqi9xY+59GeD0aAXjdUajlUWxnfBctk0QUHdjcMugZKGkiM/ujtOwYY2JvHJsVoX71jRRXdiO+8GOyjnqa9/qZM/t9CLWbsVJRpN5dxFsOg6BijvdSVLgbp2c2uaTGSEuEYdZQvGAWyv7/AFkFxHxpfWYCwV2MNe9qZFcpup4mXLgeIbQKU5AZPvwa41u/ieQrhdQw1WWDFF2/gKzuRHJ6cYRfQHdXUr3+UvpefgwtEcFRVEn9+gvxh7zoO16EWISS+nPxXfVJ+va9QjYeJVg7k8Klm+l97m4KymxIPc9Tse6HlNZWYX/521ixfgwhH2aIHc9RvvqjaK7TMUx9KguNniX11NewLXkvtoXvB3sAy1VMOBxHNlM46laR7T2AWJBDaLqKwYEIhx/4LlouR9Wa89FSAZou/wRGJk1GtpMxLGSnk1d/diOCqLL2Q5/C3nof2a0/wltcBv4qHDMuIvXCTZjDLaiSjab1X6H1+UeYOXc92U98k7GeYwwfeoWymnIczhDCRDdyNoKrdjHCvKugdwfC0G44EkMpWYK56GqMQ/ch+mvRNv4HSnaMREZhcF8P7poLKF4+l2Qyxcs//Ryp8QEEQcQ0zXyftKyArKC4PLz6m++QmQjjq2xkyRXXYz9vDVqJi9SjD+F514Wo4lGsPV9HCngQbCqCdgZW6VJsiWFKbv0h45/8NMlfbM1vtggigtuN/5vfwrIriIqKUFyMmc0iuJxkswkkmx1740xsAZWocAE9e3Yw0bcd1VdE9ab345FDJMdGsXJZQAb9eNUFAkwMd2EODBAqK2PpxZ+g/ak/EG0/guzzUbx6EzVz1sL215CbfBgv/CuYFgICsiDBwD7Kxz+DdvW3OCbqnFO4jjmpIHpLKxP/8UPUpiZs69cjFRZixmKEb/gootOBHomg2xVKP/EJ+hw+PKqXSk8lV3hPp+iFNsYf+C/kYBD7ys3IdaXI9TOIfP2H6D0vkpRNLBFcm89ndPMKhs0ohhFlMDnIi+Pb0G2LmDlnBvKhYyfMG6l77iGw5jTmVc+nwlOJZuTQ+jVi6QjWZPn266J4AgKVnirsopsG/wwaAo30xXt5oO2+U85Tc0JNb9kHDZDW04ykht/0fDKX4ODoAZ7pfprh1BAe1cPa8vX5YNrmY1ZoNrW+OtJ6Ol8+Pdnzf0njpTzV9QT7RvaSNXO4FCfLS1ZgWCa7h3fnBcksHYF8TzvAUGqIMndJXoDPOnGXM2doWBbYJBuGZRDOjBOyFxCwBYjlYtgk+1Qw7VJcLCtdgSi8+fw/nBpma8+Wk44ntARPdz3Je+e8H5v0f1fs652+Rplmmr82f7bKd3NzM7J8/OGGMdlHc+zYSY9dvHjxX+HWpplmmr9HMvEs7S920fp8J4aWz5b4St0sunw+oWr/SY8P1gQ449On0fZ8Jz27BxBEgdqVlTSsqyVQ4XvL13IXuE4Kjg3doO2FTrpe7Tvp8fGRJGPt4f9WQP06siIhK9KffmB8CDUTZsF6GxXzFnD4qS4y8RyhmgD1a6sJVJ76vaUiaTpe7jnhmGXmvbf79g1SNLOADZ9axfCxUXJJjfGuCM3PdkxlZbte7aVqadlUZkGxYpiGiSjKWKZ+PGMuAIaGYObQ7SWoHg2Xx0Kwe0k03sArN+/HkhyIooGWjbHvwQTli6qYt/w9RG31SHqC7I5fY4z3YxomniI3pjkZqQugjO7GV7KYsU4Nd4GTVFKmnypq516FOHIAsnHQcwhVp0HlaoSd/4lo5JBMGb+jBG3xxzjw9CNkRrrBFcJfNw+bKmJt+Qa2+BA2xYFw1vfgyN3Iqz5Fw6LFVDTUY5gmCjnU4kbMTBLLMJFUO8axB3G2PcmsqhVYZV6E8AtkhipxhwqQYq+AlsArRrHi+8nEB6YWz4IgYQ+VQcvD2Bs3onlCgIEWH8fSNdAzWIfvxTqSwbrkNl79/U+IROIgqpz2ye8xIm9hvKeDyB9+h5ZOgqxid3ioWnE2Hc89yKF7f4ZlWUiqDbuvgJo157P42q8iJYewb/86ZmwQSZYRtQRm+1bo2YFj4/fQunehVMxHMHLMv2gzObmQo3f/iqGjr4Bu0LrDh7thBY5cGkkwEOZfBc98FrKJvFdzehyOPoQw+93opStJjQzT0zGE0+5hYPtjVJ93JX17t9P8zD0UzlpGwznvpfnR36Kn46gOD4IokgkP4quZw0RvK6ahUzp3EbPmz8Lx6jeRoz2IMQP75z6NOPwaxvY7kQoLEfQogqbBvt8iZCKAhND8IAW/+DnJJ3ag9w4i19WiLmhCyB0i66vC+vqNGMkENtmBtWMnwt59mIaO6yMfJi442PvQXZi5NAgy6XCMA/f+J7Mvvg5bqJy4eCCfdc5/mJM/KHAHihFzOtl77kXNZplTughz8blY6QzCrv3YghGMzmOYiX0IdgdWKpXP/moasiRhZZPYHFFqtUrk27Yhz02TjkQgOkF2+3YsScJ5zjnEv/s9AMxcDtHpgliExM03U7fgG5wZXMnqsQC+XQeJ/fCHyLKK5XShHzmKGYkgzZ6F4/JLCX/1q9jLy9AWzqHvktX87ujvGc6NoWNS6alkc81mnt15H0UXnE/hkZapLDUAuo4xOIi9rg6f6uOOY7ezuHgxDruXVOqNlUEWNsnBpqJ1FDnqKKvMZ1DdiptCRxGj6RM3+NyKh2Uly6aCSsuyyBk5ZFFGekMWW5VUvDYfY+lR/piQPQSCwC2Hb546Fs6Eeaj9AYaSQ1xYfxEOxYFNtjGRyyt798Z7KHQUUe9v4IK6i5hXMJ/R1AjFrlIMU+NHe35EQkvgVb34VB8TuQkMy0ASJNyKm6HkIBPZCS6bcQVHw4cBMEyTpJYgY2SQBIn1FaeT1JIcGT/MdfOv5+DYAVrCzUiSzOzgbDZUnkH5m6iWv05HtO2kUvXXORo+QjQbPWWp+zTTTPP3yZ8dUF9zzTWnPP6+971v6u+WZSEIwlSwPc3fD7lcjpGREYqKilDVaSXKvzXv5PHu2zfIsS3tJxybGEzwym92s/7jK3H/kRK2JEsUNRbgK/My+5wZCKKAp9CF9OcEracgm8gx3Dx24kHZQghYWBGB/v1D1KyoRM8ZZGIZEMDpdyBKfyWvzVwSurbBzv+ExBCSKFNUvZbQe64jp1aiOpW3fG+GbpBL5wMA0zDR0hrZRG7KDizcGSVU7efAw8dOWUoOEO6O4i1xE6oNYIgi6YSJx1sA8aF8oC28oRLdW85Qm4sV19RjJnoR57+Hw1v68v7YighmDkQZy4TeXT3ULVvLRE+CbMpEcASxzD6wQMtoKHYZLaOjSw7GfXMxolb+PaQ0LMvi+Z9ux/OZRgodBQixfgjUQP1Z8OSnABG85SjpCaScjPns55m99l/Ye9v3ESSZukVLkc0kVtlShO7nEDZ8HevQXTD7YnjyH8lkgarTUN1FGJVr2PfoXdQsWoEwPoAzVAoIoGexWrdgYWKJEsxzUlxVA7vuQ1TsCDYntD2Cq6A4vzkAiKqDdHgEwzBRmrdgVK3HOHhP3k5qYhQsC9XpRihezng0gya5KG6aR6BmBvt/96+Ur9yMt8ZFxYpzcHi8iJg4XE50JEZb92Lq2lTGW88kOXTfL1lxw7cpUmMIWhwtl8Xu9UNmPB8Q6hmksUOIbjfWU5/Of098dYxXXkzd8tNIjPdjpJNMdLcTW3YNNlVEUGyIR+6FXCofTLuLMWNDeSXlw/dgu/AmOg720Pb4ndRvupKGyz7C4Qd+RdXi5RRXVpCMJ8glFOo3XsHg7q3kknFSkVGK5q+hdP5pHHvst9jdAWbOLEN66evoig1TlFEUCZEJaH8I0edHUESEdHbyy2dA88Ow8d/g2P0IR36HVLsBbfd2Mod2kHnWg3bttfRtuw8jmSbW3Up2eIDq086juOFi3I0zCas5ep64HVNQwHaiIGDLk7cz98IPM/7yNqycNmk1lj8nSDLFVU2YE1GM3n5Enw/9qa0YvccrSbIOJ47Tl2HtvxXR40ZQFIzxcQA02cl4xSoKh44hPbaX7K5dOM84g+xzz2PmskSsJIXXXIdod+H53D8jqCrGyAiZbdsQsil0u4K4fSdr58xBbu4gefdkG4FpYo6PI3jcCG43mcMHcQWuw/35fyb+1ONkP3IVPz/4nyTNFMbkm+mN93LbkVt5//wrea3rIBfOnIlx9OgJYyFI+fkmkg1zePwQlmXxqSWf5s6jt9M53oIAlLrLuLz+MhrtVciVx8uRC52FXNv0YV4beoW9I3swLJM5wbmsKV9Lmbsc0zLpT/Sze2gnXbFOAvYQq8pWUeWpxi7b8dl8rK/YwH2t95w0T80rmM+zvVtPOYe9NvQKq8pWU6VU0RPr5ncHbkFOKUSUMLqgo4gqFze8i2e6nua08jX8ct/PKHGVsKBoIc/2bGE8k8MhO/CqXmK5GCIiBY5C9ozspsZbS5W3mrmheRweP4huaYiCSFpLU+QsImAP0DnRjiwq3HLoZur9DVw9532Uu8vwqX4USTnlPb8R8y1Uyi3LmhKT/L/KO3mNMs00fwv+rID6lltu+VvfxzT/y1iWha7r/+cn+XcK79TxTkXStGzrOOW5TDxLpHfipID6dWwu9U1LoN8OoiQi204xtU0echc6ifRGaX62g+FjYwiSQMX8EhrW1eAt8fzFr0/vDtj2teP/NnXo3IYU6cRx3k9BeWtBGlESmbd5Jqlohr59Awwejk8FAnpGR3HKZBO5ExS+/xhJEvGWeJh73kwG2rppKG5CSx7DXlADehb0FIKRQWzciFa8hPqqElxBJ/FRGyklyMQDz+VFtiQb2OxYibGp14oMpvEUuWnZ1kX9Fe+Gnrw4UDaewxl0YGgmgiKjFSwmvjNFNpZm5sZ6xo804/Vq9ByME1jyjyhjuxFMDY7eDzY/2DwIiWFEQMiFsSkuSHZQvPQcKucvwX/kZwjuYoQVn4K607H234agJSHcBskRJNFL9sjDGDM209r2GEN7n8NXWkNx8Sxy4204fAVo6SRGzkIwNdS5FyEXVWE89i9kMjrSvNMxnKWIkgtycSQBBEsjHU1g6jksK29rlau/GHX4CJnRoziCxUiShGj3wIzzCQSLWf6ejxPvb2P42F5yyRiSw0WwtIb2R39FrH0PWCbe6jnMPOtyNn7si2z92bdIR0bzNluqHbBIR0aQsrvIZdN5IS9RRMBCklUonA2RNgjU53uDLRMklexoJ6FoM5WLVtP12L0IlkDKUEg3fRiPlMJ66BoEfw3oaazEKJahAQKCrGImw/Qd2AUWDB7cQd2q9axcPw+x9S6s9AQlFYvRKy6lZd8B5l/1GfRcmsxEmMG9z3Pw7p+hurzULV2NsPfnqE4vmYlxVJeXVDqOR5EhF0UqqIV0OG8IbeqAAIae/7sgYR17FHXTBcQP7QNdR/nZzYRHusilU5iWQdVZ70ZLJel+8WEcm6+hZf/j1K9/F7GBDiRFxVVYjihKJMcHMbUcRiaJZHcy672fovm3P8RIxfN93y4vs8+/FkfGIv3YE6hNTWS3v5TPQEsSTCYEtEOHcZy5BjylmAP7kaoqkSYDU92yoekChuXDjOQt/7SWVqTaGtLHDuO9/N0IbZ1M3HUPVjoNloVcV4v7hhvQ7r2D8ZEuSvrGSI/vwFE/i9zgYP5znvyNWfEEgteLWFBAanyQF5Y5aVz9KXYZbWQFHUsAyRKwBAHTskiZadoSXbjtDszAiXOC4HQileWzqaZlkTVy7BjczuHwIS6ov5jgHD+CaWI3FSRZwVVce9J8UuwqZnPdBawpX4sFeFUvspifUNuibfzm0K/JGTkAeuI9HBjdx4UNF3Na2RpkUWZ+4XxGUiNsH3hxKtB0KS7qfPVs693Gqdp0LSzG0qOE7CHub72feC5BIYVg5XcDU1qSmw/+mg/MuYadwzsZTA6SM3NsDJ7FzMBMmiPNZPQsQXsARVS4YuZV7BneTZWnmstnXkmhs5B3z7iUhdGFPN/3HCktyeqyNfhtfu5puWvKIgyACYGFqWEWFC445Xx7Kur89W96riHQiE996+qr/23eqWuUaab5W/FnBdQf+MAH/tb3Mc0007wD0LM66WjmTc/HR062QPlrY/fYqF1ZyYGHjp58UoCSOcW8+KudaKnjPZWdr/Qy0jrGadctw1P41j2Bb0lqHHbddOpz0S4YOwaeUwfUhm4w2jrOkSdbGWkbJxvLULGojGVXLWD33QcxdRNviRtBEBg4MEzxzAKGjp5cRokAwdoArqATX5kHu2cGnuAXEbd8FmvgNUQRLMUFtRsRz/4+tmAdr3fyeQrdGJqJ6ApimoFJsTUdQZAQJ8tIFV+IYK1K9domxnJOCuddgXXgLizTIhPL4i50k5j9YSIRO+6gwez1tWQGe+jddRARGNw5QV2lD1/RYmRFhK7n8tnKeD4wEQQJtCQ2fyGKNUbT/Bkou76WzzAmR0FPwas/Q4j1QNVaCLdg6RlkbwnZZAKt7DSGn/0pCAIdzz+I78p/wv7ad8mMdyA73LiKyhGK58GsCzCf+RS6CNl5V9DjnkXkifto9M/BOvYwCCL2QAmIBggGYKIVLGT7zf/OjPUXUbTgw1huG2nNxO4LIiX6EQ//AbH9BdSRLqorV1B1xXWkHRXs/dVnMScGJ7OkFhNdh9nzu++x/NrPMf/cS3ntzpuQbQ5yyRiKw42WmMD0BFHdfhSXD1mWydW/l4R/IZGhQUTVQbB0Fq6GXsT2J0G2gWlhDeymaP3FdHu9FDUuZrR5D0XFLnKxZuT4MJgGorsI3KWgpUGU0U2BTCyGlkqAALXL1+E4cgvpPfdgCiCIEmb7s0idzzPj7B8x2ttC3zO3ULXpfbhCxXjLa0mM9BMsK8HRJZJLToBpIsoKupZBt0DERCBvBYZpMNXLL0ogO/L/lmwI6THEYCHSxZfSvOspRo/upHDGfCRVpvWZO3EECqladwGtz95N4cwlyE43pbMXUTWzHnl4N6KRQl90OuEJjfZXnkdLJygyvBR87b9I9nZAJosdBTVnkXnscYzBQaRzzsbo6QVJQnA6seJ5WyfR5yXX3I0851IY2J8X84tGwTAwLRtWCZiuWejtjwJgZbPIs2Yid7YhRRKkHnoQURKxsPKFBX39xH/8E3zXX0e6eTfGFZeCliUTDKH9+F9x7j6C8OCTWOPjIIogSaRtIlbIw0IzhCMOQ1ovNl63DLQQBBFJljCB/swQZwdWIA5vY6pGUJLwfOxjSOVl+Xu0TByyg+HUELFcjF/s/2n+dz9ZHv2PSz79plObKIgnWGEBxHNxHmp7YCqYfh0Li8c6HqHRP4Mydxke1ct5dZtZVrKccGYcRVQocBSSMTKIgvCmpdGqpDKeGaMn3oXMiVlhwzKYyE3gVFwcHDuASd7W6p7muzizehOry9YwlBykxFVKvb+e8dQ4TQ1NVHqr8Kj5jVO/zc+S4qWUuyo4PHaIvaN7eLLr8ZPuQxJEan1vHiCfimJnMStKVvHq0MsnHLdJNs6uPneqF3yaaaZ5Z/Bnl3xPM8000/wpZJuM3WcjM5E95fm/pHf57VA+v4ShIyOMtI6fcHzOOTPo2z94QjD9OsnxNCPN439ZQJ2NQbTzzc+PHYXa0095arQ1zI6bd2OZFooqYTpVul7pJdwTZc45M4gNxalcXMaxLe1YhsWa65cR6Z0gmzhxMTv7rEY8RW60rMbhx1uYu0JEe/zLKA2nIzRdiZGJYakejEQEm2HwxuSQZVrIskjxrEIGDg8jWhZkI5AKg+xCLSzF21BLf0sfyZiFqYgE5l2LVH8O1vBBZK8LoW4hUjJDkTuJIyfT9dx+tJHjPeFaMsPgUDW+ojRW21MIkpL3SQYQJMBCsAzQ00iShHToVoj3YTpCmPYCNNwk5v8zLn0Y5/B2LFcRCAKiAA5/iIiR7+MWRQlT19j34O+oXX45wUUhTC2JXDkXa+QwQnQQcd3n0eRikrqXQ7/9N2xKjqp3vQdb/y6s1BjpiTB2Xwgtm0WccS7dHd3k4hEOPXIbYLLgin+k87FfsPITP8B95H4Yb0UK1GGfcQGSK4Sg6EyE+yH9hl7VyXScnkkweHQ/lQtX4iosIxUeRhQlVLcPye7AqN2E2Pk0kmwn23ARrW3DDD70fRAVcBZA+rfUn3Ep1XN80LsfyaXm41IzjY6Bb/Z82rbdj6gtQut6BbnmdGh/GjM+jOmpID0RzffaynZynnq09BMIkkJpTQXW9pum7lMQJQRTRxRAOvx7Cld8nuJL3oOZS1JRKZJY8Y8MHdkLko1UeCg/9pJMLhbFGShGGzqCWroUM9aPpLjy3zdRxrLAKluKPnQM0VGMOO9qjPAYgs1GqqyYYsHBjDo3cu9zABjnnknWM4OcYWPcX0jJvJVIZo6Gwgzao/+AKYhYooQo3klh5XLUM67GU1qNHG4j9Yub8V9wPtm9B9EPHGRi716UeU34v/VNJr7y1de//PlAdhLHBReQO3yYjKsUx4bPIPQ/jujxYE5MgCsEMy8i/vvH8u9HUZDLypjY8hS+G24g/PGPYySTSAVFkEyCJGEIJkI0ilkYZHtlBQfC95BMTzDbmMPcmXM4nE2zae0/E/rWrzF6etAw0JwOgp4gfZ/4ODVf/CZedFyWSsoCSxDy96yZiIpC0BGisWox9tNyaH4/UkUl9g3rkOvrESSJrJ7l2d5nObNqI787ckvew32SeC7GpqpNFDkK33Tq0kyN4eQQLZEWYtkYNb5aPKqHweTAKR+vmzojqWHK3Plg3ibZqPBUUOGpmHpMSk9R66ujY6L9pOc7ZSdFzuIp3+o/Rpjs3TYxp/q4NVPHwuKZrqeQBRmf3cfS4mXsH92HS3Fx/YKPTgXTbyTgCDCWHWNB0UL2ju45YYPAKbtYVrKckrfZ7+xUXJxXex6NgUa2979EUk9S729gZekqKtwVf/oC00wzzd8V0wH1NNNM81fDGXAwY30dBx4+OTtsc6sEqv9nytycAQdLr15AtD/G0JERUEAuEyiuKOC1Hfvf9Hn9B4aoW131pjZYfxJJBbsPMhOnPu869aIsl8xx9Om8/ReQL/8UQHWq5BI5CuqCaBmdI0/mHyNIAnaPnXUfXcHg4RGGjo1i99ioWVlJoNKHYpfJpXLYvTaUoS1kB7vJDnZP3qMChoakSqguB0KoAUSRXEqj+7Vejm1tZ8aGOvr3DxGPJnB6nUh2E1P2seTqxbz848fIjI5N3WfXCyHmXnoaJUvfh2iTyGo5GHgGNT5MLlqJlvijqgRBpHlLO3UrVuMcOwZzL4eRQ5M+yZNBAuTLzYuaYM/NGO5yMqkMBibhtqM0b3kAVbaYf8mHCAY9WN0vYcWHkAQRu8uBpMhYeg7sfoyJYVqfvB3T0BFEmWXv/yfcO39BJhZGmH8lw/7TifXtwua2YeoSB7Y+TdMZ38A+uhOx/zUMdxBxxQUMDCXp3PYIqidINh4GJGSnF9NZAiOHyfUfwCpdgr3+NNS9t2BGOhFcBYSKV7Pkvf/E3jt/hp6eHAvLAkEg0ttO5YJl6Nl03ndblvH4PZQ3zsB0eEnXX4Jr6AXGc24Gd/8hH0w7/GDpYGi0b7mLwLVfxt66CzFgQ5RtGKoXQZYxsEiHh5AD5VA6D7H+NEgOQmoMsBBECcs0ERZfS29LK/ZQEZ7SGpxyDlN25MvMRQnV6Ua1qaCnYeIYzqAH69gWzMF9ZA0Jq3ANxx6+meyqM2gsX4rR+yqmoYNpYmhZbMO7EFZ8HI49iDneguQqwkyMYhU1Yc25ksxT/4IQrEf3zscmBhDqW5C9Cp7Dd2H07cYAHL4Q0r4O3O5actUfIlC/AcldgJ5qRzl6N7ogTfpim4go0LuTotmbkQvKsObY4A93kH7scRxnbUIuKcF+9llorS1kXtqO/ZyzSd16W942S1UQgkE8X/g8ViyGoCggOrFmnAcrr0Qc78IcGEbvT5Laug+lrR1FlvF88hNkW1rwvf8atFQS7z9cD5ZF+qWXQJbRx0axtBxmYYDhvmO0zwrTH+3F1HW29z5P60Q7583ayM3bf8cNn7sO2ye/glVaSOk/fZqO730VUbWhjkZYXTmH5u6DhIqCRLVY3sJLkAjIfi4o3kjwaB/SooU4Ljgf0X3ixmA0G+Hg2H6GHcV8qOkj7Bx6jZ54Nx7Vy8qSldT7G3AozlPOT7qps39kH3c13zEl8JUzsjQEGollY0iihCKqKKKCKAhUe6up89Vjl+wkc0lc6qk3Up2yk4sa3sXNB28ilotNHX+9RLvAUYCIgFtxk8meuEkrizJ2yY5pGswrmM+L/S+Q0OL4VB/hbBjN0hlJjVDiKqVropNr5n7wlME05IP9s6rP4pWBV/hQ04fZObSTrolOQo4Czqo5m/mFC/6kmvmp8Ni8LC5ewpzQXDRTw6k4pxTHp5lmmncW0wH1NAAoikJxcTGK8qfFNqb5y3knj3flklLSExnaX+rGNPLBkbvAyZIr5/9l2d+3icNnx+GzUzqnCNM0yWazoAvItjdf0Nhcyn8/mIZ8Ke3sS2DvKXQnZBsUn7oHL5vMEe6JnnBMUiS0VA5Th+GWUZLh1FTAXTq3GIffjqxKeEs8NGyoRRSFEzxDFYdCZVMAafdrnCATaeSz86pDQRx4FXJxsPsYbh7NC50Bzc+2M+/8RrKxBJHeOMG6WVTOC3L04V1kRl8vM8/3cFuJMEcf3oe3zM/++4+Qnsjg9LqpW+ynbnUJw0cixws6RQkQkGwyhg4UzM6XyS/7GOy7BYxcvl/cUwHrvgw7f4ll85HLauiZBNL6r+C2lbDiXZdjWSaZdIaUVYJt0Ydh+/cQbW6cPU9SPH8NQ0f3Y2oZRNmGoCURJRl//Xzk4d1YlomFhVa4GEuzECSJ2aefjV3MW+fEw2G6RgM4ghchOzzEDvUxcnQXvrJ6cskJBEnCXzWD8a5mHAUlKJKBesGPEV0hrKc+hxntRpSkfFDfsx370GFmnfdhDt33n8c/B8vC4Q9h2bzo8TCiIFC5YiMN8+fh2PF1dE8No941KBt/SM8dP81npRUH7vIZyKJOur+ZbGSI/kO7aKicQyhyCEfT2Uz4ayiauxwjl2Hmee9F0mJILfdg7r8J8bTPQKwfKdqFq7GYZOEqOpq7Cfe1smjzJfiUBLZUN6z8EHJOwzzwB9T0MNZkubqouhC6XwB3CKnp3Uilazjy4O3MuvBaWp+8nYr3fARbtBcrPoAgK6hOL0ZfH+ISD9rsz6A6cui5MCh2jEgvevs2zFU3EsvINP/hlzSd+1H0whL8ej/mYH7jy+4NIsZTmMkkDI8gl55O7M4dyDur8J9dSE7P4fAXYOgahpZFlGRs3gByz1asWRdjIeP9ypdJP/oYZjxB8pbfYqZSSKEQgsOBsngRgV/8HFxOBEVBEEQmvvIVzOgEVjqFlcmS+PXN+L/zLZTFixHcWRSzmZJZBvaFC5GLizEzWRy1tcR//BOSIwOI/UNgd+D94DWkCwOYu/egWBJxIwkVZYwlj2BqOZBl/DYfKx2zqKcIa8Gl7JcTbLrj9xwSBik8sJ/c6DD2imqM1jZCe6Kcf/45PNn7FLLXheW045ScXOhZjf+ntxM7dBQEAWnFMrj2aiY8EgWOArw2Hxb5vtih1CBPdT1Bvb+eRn8jlgCdsc4pX2TTMhlLjZLSU6iSSqGjkNH0KHe33IlhGQgInFm1ief7niOai+JQnAwlBxEQKHGVcG7thRwNH+Gu5jvx2wLU+eo4p/ZcGgMzpvqu30ilp5KPLfwEnRNd9MS7KXAU0OhvpMRdiiiIk0HtOTzQch/j8jiGkM+sS4LIebWbaYu20lTQxNHxI4ymR0loCUqcJWT0DAuLFlHnq2dB4QIyeobm8DFCjhAhe8FJ/soO2cn6yvUkc0ka/TMRAK/Ni9f2l28C22U7dux/8XX+J3knr1GmmeZvwXRAPQ0Aoiie5DU+zd+Od/J42z125p43g6pl5WQmMkiqhCvkwun/31tQvHG861ZXsffew6d8XPXyv7AUTxTzAXW4HbpfOH5cdcHp34BA3Zven+JQjpeiWwaSlcYph7G0HAF/CTPm2di9xcTQLOac1YCsHt8YkE6hUC4IAoHaAsyj/pNfT8q/HjYfSDYy8SzNb1Bm19I6x548hM0ax1VaQKiuASHawdC+1pNv3rIw42OEO8bzNmkWpCbg0DNxFl5UxLIPrOTgHc+TDsdAEHGXBFlwfjXugz+ANTfCkXvypfKbvp/PgipOrKJ55CIRzIpzUFUvejyOsvEGrFwK5amPTtp9GThVF8r53yM72o56+rcQnF6kxCiNy1diOR5l+MCLoDhAS1EwczENy1ZiPvNFTIcTacHVdLR0UH/2+6j0xMlu+RpWKgICFPorCS7/J3Y+vY3iBacxZ8NGZlbKiKP7sVwlCI3vJy0FeO2/vsH6j3wGJxEY3AXhdoS69bDkg1iv/gxhohvVGSAVHsBrN5AdboxMEkQJQYCKpaeTiiVYePWn8FXNQhENEl0HiJVciNvvI+gpZXxwmFx8nGDtLOqWrkYd3omQi2HM2UQKP0NtzUgOH/aaK9CLziDZ3kJJ02ocoWIK3DqZ2y7F6fUh6mmsLV/CCjYgFs5GmHsZsr2MoFjKjIVzEZ/7F0RTw1JEhGg3ir8aYc2NmE9+GkGS8xnrxnOwBvdC38uw8bukxvoY7z6CaRnMu/wT9LQ1U7HuW3ilBGqqD8FbhdadI/Kt3yBEY3DmOtr0XjLjA/iqG5DEALG928hldARRYfDoTqpqZqAOPEzGNJFUG7Ig54Pp/JcNsX8btrlNaP19WBEDRYF0PIYliUiKms+6CyJWdIzMtq0k73wUqbQM5+WXIdXVocydQ/L3t6IfPYrg9WI/80zIZdF27kSw2ZEKClAWLSb9wP2g5YM3Kxpl4ktfwfOlL0AqTfKee5BCIYzCImxNTchuN9HP/jNWKo3DELECIfSxMaI/+xner3yJ/p3PERBcmEUhRnwmsbE4WBbnBE5j5bAH/fZH0CL3M7uiBunSC9lXG+aRoRe4dsiBgICRSiL4/Zh33EnTSISGKy4h4pVQSsvwtQxg//mdkMpg2lSSuTixLQ/gdFk8ucFLyshw+cwrKHdV0BBopDXSgizKzDSKKOsFORCg3O2lfayZscw4xc5inu99jiPhw9glO4uKFrOq7LQpcapqbzXNkWO0RVsZSY1wUf1F3HHsD+iWzrKS5TzR+Th9iV58qg9JlOhN9HDzoV/zkXn/wMzgrFPOf4XOIgqdRSwvXX7KeWxx0RJciotnup9mNDWCz+ZjXcUGFhYuJGdqDCWH+NjCj9MT7+Vo+DCyoLC8dCW1vlrao2384ditZI18htutuLmk8TKaCpqQRZmx9BiHxg7y2tCrYMGy0hU0hZoodL55+ftbYVomY+kxErkEqqRgk2zopo5TceH7KwTn/1O8k9co00zzt0CwpiX8/iLq6vIL5I6OUysb/72g6zqJRAK3232C3/g0fxumx/t/ljeOdy6usffewwwdPdFXtWFdDbM2NfxVlMZJR/MiZNEOUL0QbABf1Qk9mm/EMi0OPnyU1he68uXA6fG8ABcgiALrPjQDx6tfRbrgJ+gFi07uRdez+VJeUYbJnuKpU63Pkrv/k+RSORAEVIeCza0iySJs/A7UbyIxmmTLD17CyL0hl62lINoNso1Zl6ynJDTE1h/vfsOL5l9DlEVMFGa++wz69o+SiWdBtMAJki5y5idXImox0n2dCHoSp9aBY3gbzHkXzLwwX+o90ZPvM7b5iGkF9GzbRf+BYbB5qFzRgL8kgyt7GJ74VL4UfMpP2MTuL0Q65/tkNFCb70WoWo3YvQ0dmXTJWjTZh1LYgCM7gHnoHnI5HanpUrrburFUH7MXzcZ48DoSo71gWgiiiGWJCIqKtvGHuArL0B+8AZkMoiiBYKGlUyjnfIekUoo/dQTp+a+D3QvxQcACRwDO/A7mli9jKS40A7Sac9l/sJ9471EEUaHxgusobFpFLpVCFVKEe7ppfvAX+Sw9FggSlRvfj7tmMbnxboqkIdj+3fz3wwIEEcFXjnzxTQhZJyOPPoX57FbQNWynb8B1ybvxhB/H2nUTum4iyCqyLCNg5DdBShZheBuwKldhbfsXJDNLOjqGIIDDaUNIjSJWr8VyhuDogxCoQ1j9T1jPfxszNoAwazPJorVsf2o7ejZFergPf/UsVLcPPZtm4XtuJLJrO7ZHtpHZsxtHUSnSJRdwbHgfiSP7EWQZwenE1DSsbAZRtVG46kzmXnod9le/TuboVsDCpgmY8TivS91LdStIDc4mveNFgp+9BunIf2CINtLxicnvhYArWIxQso5ERyXZF3dMfWPdN9yA4/zNWKkU+uAg5HJkt28n8dvfY4XD2M/fjOTxIFVUYCaSJH760+O/UcvE+7nPITjsxO+/n7TbgyMaxVZfh1RdQ+r227GiEyBJmCWFmPE4ZjSKbcUKUpUFiLEEqWsv43fjjzKYHaXeVc1lRzzE/nA7AC7Vne8FFgSCH/8kPy06yFWJuWS+9T1My6T2+htJffu7yLqJYFqI/gCe6z5C7FvfRgwGEUMh0pLJeCbfjiE6XaS/9VnuTb6AQ3bwiYWfIqWn+c2hX3OZ/TSkH92E/N4r+EPkacZiQ8geH4mgg0g2whUzr2Tv8B46Yh2oosqCooVUeap4behVzqzayJ3H7iBj5MUny90VnFd7Ps2Ro1R7a7mn+U48qhdVUqZ6mwFqfXV8qOkjON+krPx1zHgco7cPfaAfweVCrqxEKi/HMAyGw8OIDhGH6sBv85/y+VkjiyRIyKLM0fEj/NfBm04SPZMEiY8v+hQ20cavD/6Kg2MHph7jkB3MDMziuvnXv+2gOpFL8OrgK2zr3cpELkYyl6DWV8eqslXsGdnNGVUbmRts+rsQJPtrr1HeKWvlaaZ5M6ZX8tMAYBgG0WgUh8MxHeD9DzA93v+zvHG8nQEHS65oYmIgztDREURZomROId5SDzbnnxdMJ8MptLSOpIq4gs6TPawdfnAshNKFf9b1BFGgbk0N4Z4o421Dk32uIEgiiy+bR2DkdiSvCId/Cef9DJgMqC0LRg7DgdtgYCfIdphxfv6PswCi3ciKhLTsEhxH7sMSVQRJyofCsy+B0iUAyDYJp99OfCR5/KYkFRQ76FlUl4wk6QRqi4l0Dr/hzicXqooDd5GXTKIv/28RBI+FMWqSihkUz6jGFfJAvB/0Ylh8IXgrj28wFM0FIDacYPtvXyM1GId4FMxxDg8ncBR5Oe0cL6KknrBZgCAiKirW0H4Gol7q5l+NMLgLoagJJdqFtPPbkBgCRxDrvF/Q5TmT8c5mapVK7MUy5bPnIb76PSCHp7CcTCyMoWmYuoUsCrhdFtqrP8FKDKGR1/BCAFEAYccPCF78S4Qt3897dVtWvsfZzOU3VHbdhDD/KrSDD2IaJo7aJdTXXoyZS+MuLMUycowcehn0NKG562l+4EZQXPlgfLLHuveVp5ldOZeKOQvI3frl477jAvk++3QYW/PdjB8qZrSzB3cihpLJoD+1FctXgFDdjmikEXNxLHsllpbCjA/m43UkTHc1cnIAI5cgk4qjpZO8rh7t8FXB6GE46wdQvBBTVNCe/wE2U0PylWFlJlBD1cB2jGwaQVaIdB4BUcRfNxc9m8LrCOD8hxsIf/ELiKKE2NVP4fyFJI7sB9PCTKWwTANBlMA0KShtoLvvGAVVKwn27sY0NNCSed90Qcq3Y5SuJff401gTUfSEHSnUgDAx6R9tmsiqHSuhYZadhRrwoC5dTu7AAXI7d5G89VbUJYsRAwGM8TBCLofR24f7A+9HnjsHc2AQMxrFEgSUBfPxfPELxL/9nalrk8uhtXcglFeSVBVsiQRSSRn6sWNYkSgIApbHxXg2jKiKuMuKMA0d+1VXsE/sJ6XEmBhK4BYdbLIvJn7vt49PGZKdWC5OyFWIeccDbPrcZbTbUtQ0NpBrbWXkmUeouPGzpH/4Y6xEMl9qPjqK4HIh2G2YAsRyx7UbzFQSu5H/raT1NK3RVtaUr+Uf53yM1L99n0xxGc/rzYzHhxEFCSPgJZIZxsTinua7ef/cD9AR6yBn5jg0dpCVpasQEBAF6YRgelXpajQzx5mVm9g3uhebZCNjZDAtE1VSkcV8JU1PrJuklnjLgNoYGSH+q5vI7Ti+CSK43Xj/+bNYTU1oKY1SXyk2m+1Nr2GT8ueyepbnep87pYK4YRnsHt5JmauclmgzLsWFhUXWyJLW0xwJH2H/6D42Vm9609cBSGtpRtOjxHITeBQPHbEOHut8BMM0iWTCZI0sB8b2E86EWVu+ltuP3MZVs65meemKt7zu/wWm1yjTTPP2mP6VTDPNNP/fYffasXvtFM96exmIbDJH394Bjm1tJzORRbbL1KyooGFtDa7gW2de/hTuAicrPrCYifZuxg9J2JwyBWUCnoHbkMYP5R801gyJ4XzQBflg+rGP5YMOACZgz82QTYDNDXt/C5aBULUGVn8GITUKdj+UL8+Xn9t9U+Mx4/Q6dt918PgNiTK4y5C1YUKhNEbGzdyzKtnxmzFMzWQquhNEqtc0MdoW5hRr17w1FoAzmBfT0lJ5q6RTZOv79g2SimQmS9FVyEQQLYNUxGB83EuRtwwrPjT1eEmxIckKQqSF+jVfRIy0QbQtPy6uIqRl12Omw1hHH0KI9RLpD1MyfzWJsX6qZ89G6X4G+l5FSAwgWgIORxDLX4SRMyd77Q2snpfzWWMBREECUc7bFYlW3rpLz4Cey2fYHX5IjuTHZng/LLoWEQnZ5kJwFeO8+0Pw/9g77zA7jirt/6rDzXlyVhpFK+dkW7Ys54ANNphkkjGwwJLBxCXnJS9gGww22BicLecoK1o5j6QZjTQ5z9wcOtT3R49GGkvCsAss7Devnnke3a7uut2nu+vWW+ec9+guvMveg5YfJJjYhZEvYLdZzHrTx9n/4M+xEsPkEAHeGB3bnqXowkvwRUsoJDVHwEwIdG8AdzACe5/EM+MLuHqG8BdXoeedPGK78ShyWh3CV4rQPCAtZOYU1ftwLTIzhNS8SNvEyKY4QaZNo4BpCzQU7FyKzMu/wE734Q5GsLx+tMIgsmoJpreMYEUd6f4OFLcHKW2Kp86ldt5qWtbeQ/XRNMlsjtJvfJvcM89hHDhA9TveSufGp8kP9SEt0wknlxCpnYLf1GlKtZOvqSYSGo9s3ooSjkI269QsL5mBkQxgd7aj6BpGaxvaqncgBpsQ2+4Fq4B72qUw7nVkNxwm/bvfg2miTarHe9mlGIcOYQ8OYnV3k39sLZmHHkJoGqHPfxZj8xZSv74TmUiAbSMCAYIf+yj+999C6qf/5UQEuFxgW9iDg8gip4SUUl6GEo87QQOAdOkYwwJbeTOHv/IcNtl72Rc/xIqyZUyOTeHY8V1EdJtEwVGTDrpDGGaBoB7Ao7pRsnnmaeN52NOA8vEPUrW/DWXLDgobNxL+4hcBMDs70SdPRjz0EHYiCeEglnEywkSLFTGonVTybk+1IYQgPFjA2t+EvOXNHOi+d8QrbioS27ZAUTClSbyQIOgKkiwkyZpZDMtAV3VShSTlvnLGhcZT7CvmiWNrCeohrphwJRkjzWB+cMQzrSkaxZ5idFXHq3md9+cUmJZJ3srh1jyoKGTXPj6KTAPIVIrEN7+J/9vfdtTSbQvTNs+Yj30qclZuxFt/JrQm2hgfnsh1k15PR6qDrd1bcSkuvKqXpJFkS+dmllUuP+sCwEBugLVHH2VXz04kkpVV5/HM8aeG1cflSIi5RNKSPI6qrGIg18/9R/5EZaBqlNr5GMYwhn99jBHqMYxhDGP4CyBtybEtrex77NDINjNn0vjSMTIDWebfMBPXX+jhPhu8YQ/eYDPl+q8gm4e9Z58QYuYdz7SRHr1ddYM7CJu+D+6Qs61lPbRsgEA5nP95qJh7WncV00uZetEkDr94dJgwg7c4zPzXLyYS6Sab8uItDrLy31bQtO4YA8cHcUcjTFw9EyNnsu/JFsdDewqCZX78xX6HbDa/ALt+A6lOR7xtzlth/IUjiwP5dIH23Z3OgUKA7nPyqW0LYdu0NeQpq5mHTD4OCDSPD084hqIoUDYLtXM7PPkhJx97uA+7/why/CX0L/o1fcczjFs5k2BlFJ9PIp79jONRDNciew8iK+ahTLsGVBeq5nWIu68Y+0QJHYmzOCEUXIEwijTAyjOyimDmgLCzGJB3PIUCCSkT5fVfIvvc1yDTj/eiz6Du+z2y94BDjKMTyG3+MUF/GdMvfxd7//Cfw+evQi5Oob8FVdORHZ24vV5c/hhCU1E8PoQQmMOhzkJRUHQdxXJIlXn0KFZ4NUrulyBUhKKhCImNQAqQ9Vci9j9AQb8aFTFS7sodjKB5/GQHe/BVTsWMd2BnBhwRuEQ/iqaj+Yph8hVsuv1HaN4A89/+Gcx8DqQk0bCXQ7d9i/IF5+ESOp5LLiTz4EN41lyE7+rLELqbhbd8ibYtz9LbsAOhaFTNWEoUPy5PiD61hWePP8dnzv087tizyPh2lNAkZPEijGSA5E9/DoqCWlWLd/4k5N77Scz5GK6Lz0fPFcg0tGPc8Ri5xx4beQ4sl5vE179B8GMfhUAAc8cO7FwW19KlaDXVkM2S/MEPncgAXQfbRqbTJL7+DWI//xkoCt7LLyP30kt43/AGCi+vR6utRvP7nUf1nBmIh91QKIBloyoO8UMIxGVraEi/AsD61nW8fdKbEUY9EduH5ok5HlXLQtV1NEuOkFGfN8KNwdXk9+zGONyKOmEK7oULKRw+TH7DBtyLFiJ8PrTJ9did3UhFQxUq9rBKvu+6a3nCbhx5F8v9Fc5jnM8hbBtbUzHtYc2G4e8UIzWhBXkzh37K+xz1RDm/+gL29e/hyolXM5Dt549H7kMIhSsnXM2v99/BjdPe4ggVIp1n0zaJF+IUeYpYVL6EqMd51wtmnuPJ46xvX09vtocyXxnLShYTaW4EXUcsmkd2+gREwcC7aTd2YxND2QGO22me6n8CUzFYUL6ISZF6irxFp41laSONbdsUe0sYyPWf1p438/h1H/cc/B0NgwepDdZx9aRreL7lWXoyPfg0/4gdzwRLWqxre5GdPTtGtnlUN73ZXkd13R0dHjIktm1jSYu+bB+6onM03kTDwEEUoYyUFBvDGMbwr48xQj2GMYxhDK+CZVgke9L0Nw+ST+WJ1UXwRDwcfunMNaY79nUz+YIJFNW5yMZzDLQM0b6rE6EoVM+tIFodwhP6C0XZohMcL/QpdWJHUDzNIcXghIV3bD19n/LZ0PikU9v5BKEGQDpkdvddjtq4Njps0h10M/WiiVTPLic7lEPRFPzFPsfzLivwPfVxrN5GQlNuYN51E7DMetTUcTxNX6Ov+r24lAyFVM7xemtuNLfKrMum4/GpsOM+2HePswggbSf0++VvQqIDpl7jiHSpxaND56XEyJlk43lsy6ZkfBkubwiluApFUVA03VHqVXQonQmbvneynjUCWw9RyClkt6xFWX0Rh17oQm6zKJtWypIr/GjtW0DRkbPeAu4gSqAMse5rYGZAdSMC5TBuJa6pF5Pf/zi2aaDoOu5ABN3jRqS6oGgqWLmTYejpHvBEEaEaZKgaWTITccmPsPbej+w9gghXoVoZx4OuOCXChJlF8/rI9x0mYHTgLR1Htr/DIXe2Sbi0FN0fwcxlwTARqTQSsN1ulPJyROUsjNYzLLyYBvmdh9BXfQVe/hpSApaF4oshF32AwrFNCBSSiRSRSRej730AzeunkHLE48x8jkz99VihOrTxKzGbXgShYpTOR1vxfrqOt5Du6yI71Ev57BXsu/dHeIMx6OpB2iYVk+bhLjHJb9iIe/FCsnf9GuvofrAN9OVrqH/jm6jEh8zY8NJeXOeuxD7QwEWTalh6ydV0dXdQbtSTbcriW7oUISXZh36NNnEynnOX4qovRW79OWLprXj7bRKf/BQylSb06U+Re+IJJwLCtkFKpGmCgNzzz+NesQJj9x7M/QcQkQjulSvIPvSIY28cG6E4Xltsm+wTTxH+6leQ/f2oF15I/pVXRjzUrjlzUGJRClteIfTpT5G+7Xbo78cf9ZPxafjeeRPP6o0jNZ81t5eY5SLaDWppgNAb34HQdYeE5nIUdu7C7uxAra1FuN3EP/s57J4e5/yB3NrHCbz/FgI33kjiu99FxuP4b7mF3FNPYR4+QtQXpl/P47/2WvadE6In6QgNulU3k6OTAVAiEUQ4jLe5k6rScbQPHgPbRrUkPt1P2swAUOYrI2WkCCsBij1FVCkxplVNpz46maHcIBLJtZOuY0P7eixpkbfybGzfwOsnX89DjQ+MhFpnzSy1oTqWVi5FEQq2tNnZu5P7Dt07sk9XupM9Hdt4w+UXUHrVKp7sfJamvgfQVTfzLl/AkpobeazzWdKmQq/Wi6kYNMWbqAnW8rbpN42Q6mQ+QcPgIda1vUTeyrGy6lz29e5BV/URVe+CZTCUj1MZqOLl9pcBaEke57cH7uSd57ybO/behl8PsLB80Vm90/3ZfrZ0bh61zcLGq3nJmlks7OEhTGJJZ4Er5AqStbLoio5hFXix9QWun3LDa3raxzCGMfxrYOxNHgPgKDr6/X7H2zOGvzvG7P2PxavtbZkW6f4Mlmnj9rnwRU+KxFiGRfvuLrb9YQ/SOhnDHKoIMnFpLQefaTw9tFlCZiCLN+Rhx3176T50kuC0bG+nenY5s143He9fQqojdbDwfbDlx6O3a15Y+mEnrBickGzNA7yq5rXug2zfiNfpNKT7HGJ7glCbBiRaIN6CKgThUA3hKbVOveoTEAJRfwna8c+g7fz+8DXbjnhapp/iirmc99bFDLTnSA0U8E+cgFLmp6gu6oizqTqMv8Ah20KDw2thsBHWf8s5j/334Zr9NsYtWMaudsfDbOSde3QCpVMryQYuQm05gE9LOhPkyHjHVkPNjhdeqMN1rCWWq5hsXwYUF1r/XnyVc0inFLob+sgvK6BJG4w0snsvysQ18Nh7hxcxxEg/8uGb0a/6JWr7ZmezbaHk+0EvhplvAgRi6cdh/TdOGApyQ6BqMO/dGA3HsFpb0dtfQvf4oHIOtDiTeDwRpB7AsiVC0/DEKrA6NlE0cTZtPU7NcEV3UzdnCTIeR0y7CtnwGGL4GZb5PEgFce5HMb51D95oFO/yhfgmVSBtSX77QVwTyuHIA8jzvoQtwohsO6QGkYOtuOvPAyNLkc/CLLkOz8QLSK39rJPPHJsE8z/G7ld20XP4HiauuITYikuRQG9LC/WJFK27tiIUhfo1NzJ49AB2IQ+miZSSuvOvwXW4FVlcgmfNapLf/0/kUD/SAsUfwti2leTRBsJf/DwkuzGnn0Pm0bXoEycRO+8iYlnB4Jd+hh2O4Fm+jPxLmxDhMKFPfx5hDqLIXuyCilz9XfJ7j+GZFaPkti9gx4fAV4Y+fSrGgYZRzy8uN77XvY6hz34WY/9+yObA5SJbVYXV1YkIhZxw7xP7q6oj3tbfD6qKNmEC8W99G5lIYAwNoTQ3k7z9DpQPvB992jQy9/4B/wfejxqNEAp4OeZO8YeWxxgwJMLlwq26uXHqWyiXZWS6NiA0lezaxzH27nVCzGMxAu98B3ZtDb5rryX74INYbe0OeU8P57b7A9hDQ6Tu+BWYJsLvJ3PvPbjmL8Bz0WrUmhoo8/FA6mWOJ3c6w4k7wvVT3kSF3/GGqhUV+G98E+nf/Z5LP3w9vxr6Fba0Eeks/pAfC5v6yGR60t2EM4KwIXlb8FzEZ75G/4r5HJkVYe3gy3RluijyFHH9lDfRm+lBUzSa4o0I4KYZ72Qg10/WzFIdrOac4pkUeYsB6Mv28WjTw6flNtsCHkysY3nxQg52OSXTCmaeHV3bcFfVcLjQQkwrQ4qTnuPWZAsH+vezsvpcckaO51qeY137iyPtu3t3ckHdajZ3bMKUBoZt4lbdvGnqjTzR/DhCgEf1kLNymLbJrp6dzCiagS0lM4tnkTfz9GV7yVt5/LqfYl8JqlDJW3kyZhYpJYoQKEKhcfAIi8uX8GLbC0hpo4rhKAUg7AojkRSsAovKF9OcaKY12cJFdWv+22rif2+MzVHGMIa/DmOEegyAU3OwpOSfc2D/v4gxe/9jcaq9kz0pGp5tom13J7Zh44t6mXZJPVXnlKF7dZLdKbb/Ye8oMg0w2DKE7tWJVocZbI2f9h1uv4vuQ72jyPQJtO3uompWOdVz/4IQP80N066Doslw4H7HW10+GyZfDkVTTu7nL3XEx3bcMfr4ZKfjsc0MnLn/ijngGq4HXkhDw8Ow9acOyT7x/Uv+HeqvANcparRls5FTr6WQByFNXF3rHMGvqkUQm0Do2J8IVS+GcBsMPQXzvw6Zblj3Vac01gl4onDuZ2HLjyA/5OQn5+Kw5ceUL66iqC5EX3OcXDx38pTPKSOfMti0PcqkOV+nZoqGGvJCoAoGDjvXoXtB2th6MVJxIdFQ3TqmAWgecjkFq2ChulQSQypeqaLEjyIqF8K2/wJf6XBetwDdiz3YisBCtG1CXfN1x7PfsxdKpiPnvRsGmxGDjU7EwDW/ccLvU11QMgOmXoXs2E1hj43MZnFFalHTx7B1HSwVAqUUDJtCoguh6E59binxlJ2Dx18LQLBmGpMvuIpg+7Pkk5eSz56D/+IVFFQLS/OhqDqe8skQmYR37kFi8ypQDv4WuWErKBquuVej1EagM4nd3cbQ7XcRfP9NKMndKEV18NxnsfNJFF8RQg1hzLiewgXfJjfYix6pYPMd33RqbguFY1uepzE9hKLpRGvGo0XfQqiqk9KZy1F0N4V4H5gm0dqp1IyfhJ4ZhHgSpe4cEj++A6u93RFrA6xMCqG7QChYh3bjMdairf4errlfQC0rQ7jdFPYfwL10CUpRMXYqhSwUMDZvJvOnP6FGwkRu+yWZ39+Luf+PhN+4CPmnzyEzgyixGCIQI/KOa0k+XY49mEQJR5CmiVpdRe6pp5CpNEoggG06audWRwdqcTGW34+VSDjPgKI4HmvLRKuvR586haEPfRjSaezBQVTLInT0KAhB6o5fEf3edwh+6IPknn6a5GNrkakUxR+8mTdd8U56XTm8Lj/l/gqKpR9FUfFedBGD//7vyGwWra4Omc8hDZPMH+4j8u1voZQUk33mGcdu1sm8aOHxYLV3YHf3IHw+ZC6LzBfI9TzphH9PmkjJ17/MdVVvIFFIoisaRZ5iYt7YyT6EwL1qFcLtpuq5zdx84Xt4pm897dYAUV8Zl5VfyeTIZIY6mphTchVFbQn8P72XeG8biYYtjL/6GqafV09Ptof+XD+/P3gX7539vpH+G+ONDOQHqPBXoCk6fdlellQsG2kfyA2QMU8ulI1AVenM9KC7vSydfhmxaBWGNCj3V/J0x3NkFYMhbXDUIVLCxo4NFHmKaU4cRVVUzq0+jy2dm8lbeY7Gj5LIJ7l43CWU+coYyg8xmB/khdbnaU21gHQWHLyaj6yZoTvdzbX11xHzFOFW3dx18Lc0DBzAljZu1c2yyhVMi00jWUiSKaSJF+Loik7QFeRo/CgX1a1hTslc2lPtRD1RejI9xNxFXDf59Tza9DC1wTrmlMzhqeNPogjljIJp/ywYm6OMYQx/HcYI9RgAJzTJNE2nrMqpKrpj+LtgzN7/WJywt5E22fr7PQy2DI20ZQazbL9nD+JNs6hbWE1/8yC2dXr+nKIpdOzuZOZV004j1J6QG1/Mw77HD5123Ak0b2mlYmYZqqae3njCS5zqcjzPoWqoWQqVCxzCeSYRLyFg8pXQshH6Dp7c3n8ILvw6dO9z6jqfCs3rHHOir+69Tq71qHPJw/pvQ2QcVC0c2ZxIeWlNXk37zmMoVppxc5dTMU/HP7QR1r7fERvb9WuY9Wakuwgz0YvW8EdE+yuj+88OwPOfg2Ufd8j2KZ5w/9bPsei6++hpFzQ804hQBBXnlGHmTY5udibAe57PkmMCM68YrmmbL4XBRuwp12A2Pk8+Ece2TKTQ0TwBvP4wQ9F59B/rQSiCYGmAo/tMSiddAlv2IQKlcOCIQ+oBvDEs4UIwLOndux+r6VmENwrTXg8V87EPPIg4/AjKFT9xwu6bX0ROvRqqFiPSPbD1vxCrvoL5+N2Yu7bg+eS7ES//B674UcTMazH6jmKk+xwBI0UFBCJURq5qFbHyRSyNunDpCnktQHtwJYV4ktDcBfSaeQ4/cRe5RB8ub4jxa66nYmYlgdefi/nYhyHe5YT0BvyIge2IF7bCog9AXzfKJVfQ0jVIzZxrYe27QdERwQqk6kFBIb/pZ2grPs/+519i4gWvRygqQlGRloVtFvBES1EUqD33Osy0RZkaZc/6xzCySYRhUVo7hUmTy+DJTyA7DiE8HtS+pQSuvALj8EGsoyfzeaVRwE5mMJracU+JoXg9KCW1yEIBs6cHmcuSf2Ubxvbt4PPhuWAVvuvfQPq++/CsXo11/Di5Jx4n9umb4PmPOB5el47d14cWCEDXVvxv+TDpex/CHhhAnzoFz+rVxL/1HYSmoUQi2MOq3IWXXyb8ja+T37IFXMMaCIYBmoZaXY1r0UKsY8ewunsQXi/k80hFwfZ4UEwTpVBAqCqp227Dam1DiYQhGkE89gyhJ5+n+tZb0WqLyD35DPFNm9DG1SHcbjDNkXB04fOjuFygCLJr1xJ43/sc1fBTyLQ2YQLuiy9GiUVRxo/D3LHTiVIQYmQRwFags3MfT+S2MrN4NnNL546QaTm8eCCTKYTHjWfVKlzz5hHJZKirX0jWp6GpOv60Tb6zjfBnf4GSzqIqKqamkDKcdIr02sdYct6X2KbvJlFIEC/EMWyD2SVz2N27C0UouBQXiUICgeBN0948kjsNJ4rtnQ5LWhSkSVGkimfbX+B4h6OVML9qMYY0kYAqVSyskU7yVo7+bB9bu7ewoX09g/lBKvwVXDXxGp469oSTu5zr5bGjj3DDlBvZ0bMNwzbpSnfi1XwjImpu1Y1LdVHsLaYz3cX48HjuOvgbWpMtI+eXKqTY3rWNZCFBQ38DiyuW8OjRRzBtk7SZJuaJ8fSxJ7mg5kJumPJGkkYSJBRsg+Z4E1dPfB1ZM8OzLc9gS5up0Wn/1HWpx+YoYxjDX4cxQj0GAAqFAp2dnVRU/PmSFGP422DM3v9YnLC3lnaNItOn4uBTRyidUkw+XThjuxACzaPhDo4WHnP5dRa9ZQ4urwvLOLuQjVmwRtI0RyGXcDy4O3910kvsK3a8uDXLweU/w0HDCFfDmu9Azz44/rKj7D3+AiiajLXmP7E3/hCrdReKqqBWz0Jd/mEonnrihGD/H87SsYQDD0D5PFBV4l1JNvxyK9mhHM5s1s/up3toK8mzaLHEZ5zicdrzOwoXfo/Orm4qGl/Arbocxe4T4l5IJyxaWlByjiNYdgK2iS+5nZLJF9OxrxsjZ9K8qRUzPzqf3Bs85Z0J10HtueSVEMahl5FmwTlHIcmnk+hz3008E8Qb6nfSli0DYZtQPAXmvds5l+h46NoDnjDS5ccs5NCD1Yj8ADI6Edq2Irt2IYLVGMc2obVtAE8E27JRYpOxgzXQ8Ahk+xGV87HP+zJKxXz87wxibJqAEoyhXP89hJHGKpqKEZsB8XWgaOjTr0KvW4SS6sDUwTT60Px+jh/toPGluxyCP5TCUiXlM5dTNH0B7dtfII/BgafuRrhdlGe20+WaREVM4lGtkxNgK+/kdft9dKgZBhubKLF3IAbiCLcLqzCE5vWjewMIoaAdeZiKKedybP2jTH/dzRx64i4yvR0ouhtUjbLZK7ENC6uri/zL6/FNKifemkQLhpl64SrUZz4OqgHVjoKx7DmEcnArkQ9+mf6PfHn0E5ZKoVTUIelxanXv2kr20Ucx9jYgTQv3qlVoE8aTve+P5J59Dtfcufjf8HrM5mMYW14h/IUvoOS3IofDaqVhIDQNOzgJUzuP5Mc/jF1wI9MZjB07ya/fQODd7ybzwAPIXA61ogJ7aAiAzAMPEv7CF0jfeSdGQwMiEECdMJ7g+99H8ue/xHf9G1DCYWQ+jwiFUJYuIV5bR2jDejjukK7Cxk2o1dUI7+i0Dquvl+RPfoKMOws2rsWLKWzYiHm0GU4hK0oshhKJYHV0ABJ1/DjsgQGEx0PgfbdgdXaSW/sYIhBAnz4d7/nnk/zBD50wdV13wtNVBQ86nelOOtOdvNK1hZtn3UKp4SH79DNk7r9/eH8N9/KV+N9yI1pdHQEgABhNTcT/48t4Vq1CaXAWQCwhsGsrR0S6pGniiWfx6wGi7iiTovUUrAIX1a2hyl/FgYH9WNKizFfOJeMuZUps6ih7xDwx/Lqf9KvFFBFUBqroSHfQkm13FNWB5uQxVtacR8tQKyWylD69D1M44dv9uX4WVyyhPdU+YsfOdCcb2tczNTaN/cPVESxpkyzEaY43s7puDS+3rSPmjZEfDvU2bAOJZG7pXIq9xUgpR5FpKSFpJLmw7iLuO3QvYVeEC+tWc/3kN/JC63OY0kRIQU2whnll86kLjwMgWUjyaOPDNMYbSRYSI/nUbtXN6rqLRkp8/TNibI4yhjH8dRgj1GMYwxj+v0GiK3XWtvRAlkKqQLQuctZ9isZHqZhRSqgsQKIrhS/iIVwVIlgaQEpJ1cwyEp3JMx5bPbsCTT+Dd7ptE2z9r9HbMn3w7Kfh6l85xO9VsEyLVF8GM2uief0E6i5Anbh61HVue6BAtPh9lM53yOhAv5vy7HhKTninzawTHv5qKBqUzXJIvZVHCi/Ht7QNk+lhSBsy/fQfitO/4Bx8pyhbO9e0GabMdr5D0RxV70SbQ6JPIJdwQst3vipk3R3CF/YSLPVz+IWTInBCFaiaimVaFE86RdlX1cgG69nzwG3UzP8k/kIHavd2pLcYo/xc9u9uIjo1gZ5tQVoWWjDK5KXjUV/5FBRPdUK+qxYjn/+sEzqe6sYVGQeWhfTXYU64BFGxCNK95Lb9FnoPoE9YhKy/gtzm21ByA5haCH3SKoQngJ3spbexiaBaRrQmhLZvK3LTbQiRBwUKSz5Lf811hMddhNetoPXuQW74FoYlyKeTaB4fyqpPkUqkyebBTLTjK66g0NdFy5Ynmfn6DyA1lVRXC0hJtuMQZn4Xtih2nhtRcPLsNQ9ScUG8nfyCj9H95GeZcNGNeLvvxwpHHNVvV55CcgiXP4TuD5JPdKJVCDL9XTQ89mtqFq3BGyvDV1xOdrCXnv2vEKuqR3b34B8/mXErF1BIJSgNlaO98h3MpiMITQNFQSkpAcNACXnBaMC18jwKL7904m4iNQ191gzs0BIKW/YydOtnEbobeygO+SzGrl14rrwS95qLcC9cSOq/fg66BvkCdiKBeOQRwh96G65pq7APrwM5LMRefRmpr/8YodgokTC2y43weEBRyDz8CK5Fi8j+6X7UGTMInHcudn8/ElCKi/Be/wa8lu3kgmcyWNksxtatcOMbUauqcC1cgHDppLbvcOo8X3ghnqIizO4e0DTn7xRokydTeHk92Dbuc88Flwu1shIlFHS8z6ri5OuDQ57dbrTKKpRIBP+b3sjQ3r343/VOMo8+it3dA4qCMAxyjz+B8PkIfvDfSHzt6463W9fwXnEF2fjJ93AoP0hD/wGCm/tI//rOkydmmORffAG7v4/wrZ9xPPbpNKnbbndqW+un6CdICekMqqaMiG3hdrG6cjWJQoLNnVtoGmpiamwq51dfwFWTrsGUJj7VS3CUKKKDYm8J10y6lnsafjdKSduturhm0nX87uBvHa/7MEEeLAyhKTolXqec3QmYtkGpr4wyXxm7e3ehKycXOg/072dxxZIRQl0fmURXuouUkWZb11auHQ7BDrlCTmS/tLhk3CXMKZ1Hub98lHo3gCVNR2zMtgi6Qlw+4XLuafgdIXeYNeMuQRECt+JhYmQSycLJ8T/oCnLZhCs4OHCADR3ryZk56iOTWVa5jOpgzWm2GcMYxvCvi38pQm1ZFt/73vdYu3YtBw4cwDRNZs6cyRe/+EUuvPDC1zz+TGErZWVldHV1nWHvMYxhDP/X4AmcvayV6lJRNIVwRYhoXYTB40OjdxAw/eJ6giUBgiUByqeVjm4Wguo5FRzb0kb2lPxfAH+Rl/LpZ8hHyw7B7t+e+YTMvCO09SpCnR7I0PBMEy072rENG9WlMm5RNZNXTcAX9WLkTfatbWDw+BCDx+Ho9hNHpji+J8n5H1pKoNgPut9RDR84GYpL1SIonwPNz8GxF0FRyNW9nva9rxojpXRItaLReiBNTcVMaNvikGcr74Qx617wl0CqxRFKi4xzwsKtvGPM6qWOVz53ip1dfohORCiCCcvqGGxNkBnMUD23Emk5qt9lU4vxnBolEG9FTzUzZXIptltjoFBGX2oCRkcfQ1vuI5cyCdTOZsZlUymtcxEs9qIrnc759+6HI4/DhIsQ57wRtt/miH4ZaezgBOSyT9O0/nna1z9E5cILiE28AWWqGyXkx3jsw2i6hlQ0ZKKdwo67AVDqlhPP96CHGxG7H0KkWiAURA72gzRxtb1IX0eQ5sFBFqw+H3P/Y1hGAcuWSNvGpenkn/8m1Uu+QON6AwlYpgGKQBoG7btfJlw3hVTHcUcDLZVEBIIYA0mk6oVEGzIfh2AVdjILxTq5viHGXXgDxzY+TmhqOQz2AqC6PXijpdiWiaLq6NULGWztopAcwh2M0vrK00xa/Ubatz2Horqomr0So6MdsfM4vg98gMjkyRiNjeSeehhlcA8oCtJwSjHZg4NolSWQS6AYh4m85w0YFy8h/sNfI7NZwp/9LEpRBdnH1pJ/4SVk/wCipBSZSjmeWyxya9cS+cEPyNx/P9g2VmeXkx5hSzBNkj/5JdEvvg/Rvt0R7lI0rIQJOUdtXvj8qP7AyKNi9/Sg1tbgPv88R0X7K1+FXA4RiZD+9Z34rrwCO5cH00CfNQu1vBwRiSDyBQLvfx/p3/6W/AsvYkajiNparKYm8kePEnjrW1GKixH6qwj1pIkgQa2sIvfii2hTp2A1N+NasgQeeQQKBggFCeizZ+KeNQXvDW9EDYVQqqqJfOMbWP392N092IODznunKAiPB2HbWB0daPX1mK2t+N98I8bgAGa6BE5xKPr70yTvu48zSUsZe/ditrbiikSwurow9uwBwOruRps6FbPBEXZT4imC5VGGjDju2vGYZUVs736WAwP7UYVKkbeIDR3reaXrFT4490NUB2vOSKbBGSdnF88hOjvG5s5N9GS6qPBXsrhiCYl8gvhwDe9T8VLri1xeewVKUqXBPIitmkyJTUNXdF5sewEAXdGIuKMM5QexsUfIul/3c8XEq1nX9hIpI8m+/r3kzCxvnvZWcmYOkMwoOgcpbWpDw/oFruDId0fcEVShEc/H8Wpe5pTMYUPHBlJGioJd4J6G32FJC4GgPlLPm6e9ddS5RzwRllYuY1bJbEzbwK8H0BSnv5SRQhUqMU8Ml/o/K7k4hjGM4X8X/1KEOpvN8vWvf523v/3tfOITn0DXde68804uuugiHnnkEa644orX7OODH/wgN95448hnl2tsEBvDGP5/QagyiObWTgshBqibX4Uv5kPVFBbdOJvGl49xfGs7Zt4kUh1i+pqJlJTloLcB/MWOB/fV/ZcHWX7zQpo3t9CxpxsE1MytoG5RDcGSwGn7Y2ScvOmzob9x1EcjZ7DvsUO07XI8y+GqIKX1xWgulc6DPdQtqCbTn6HrYO8Zu8unCiR70g6hVjWY9jqnxJZtOGJa/hJ46qPOzpE62NMJWQ1hTRrdkaKBrwisAkqghMzsTzJYksE0IBjTcEW84InA7LfBhq86x5wI/QaIToR0p1PG6wQ0D6z6MoSdSa2/yMeit8ym+3AfW367EyvvCIo1b2qhanY5s6+ehjdzEJ79NGKoFaW3HWHmKa6ch2f629n5ux+hCJvi6slMnhZC3foTeHkbqpVC1K6Aee+CQ2sdr+6Rx6B0Fqz4lBP+beSw7XLMY12UVtfQks/Ssu4Rjg+f6qw3fpCgJ4TLo5JLDJ1iFxVz2g10P/kEtdOmIrt2j+SMimEBIu3Ys4xb8i06W9qQe+7BzCRB0Rx1beGUAzOyaTydL1Mxaynd+7cicOqgIxTyiUGCpbUwXC+4bdcWJt30dtj6MIVsFo/mBdWFbRoYWFg1K7F1lUNP/JZk53Ey89+P3xtFZgex8jkKShJvtBSkgHPeREVRgnDddHSPH90fwsimqFt+JdmuZjx2nkDFFNwTF2Hs2Imx/yBWWyt2Tz8iVorsa3LqWZcUo4bcEG9xFi48UZTjj+Dua6bktm+SO9iHPnsGqZ9/H+/FV5H94x9QK0pAdyMCAWQqhdQ1sG3s3l7MY8exE4nhvGMc4p7NIolgtPThKa7CShxEuDXHU20YiHD4ZDmzE/fA40afNg3FH2DoE59AeD0opSVgS6zOTrKPPUb4y18m9du7sFpa0Q4dIvazn5B+4kl8tbW4Zs3Ce9ll5PN5kocOYWey6DOmI6XE87rXYWx9ZSS0Wykrx7VoEakf/Ij8xo0gBGpVJVZbG8ahw4Q//WmSt92OEBD5+E0oQ5tRC68gdh1HirfgmjCLXE8PhS2bsQeGBQYtp7a1TKWwCgXMY8cJfuyjTk759h2kjzeSu2QunJKB4c+BTCaHc/VBHTcOffo0hKJiNDdjdXXDzJkOuR/OSclv3ID/rW8h+ZOfYHd2gWHgkzpK+QSMD72X4+48Bwb241JdBPUgvZneEYGtB488wOyS2SyvWjmqRrQtbRL5BAgIuUJMiEygKlBFX7aPjlQ7e3p3My48npg7iilNcmYORSh4NA+64mJL5yZuqLyRZVXLcOk6g4Uh/nPbd0e+VwiBX/fjUnQURXWI9ISrmB6bTnmgAiltXmx9gZSdpDHeSGO8EZfqYnbxHGxpowiFWaVzACjzlVMfmcykyCS6Mt0k8nGunHg148LjCLlCzCyeRbwQJ2NkqA7WMJDr5+79d9Gb7cPmzGk/ft1J3SmYefb0H+Dx5sfwqB5mFM1ACIWIO0JVoIoSX+lYKa0xjOFfEP9Sb63X66W5uZlo9KTAxZo1azh8+DDf+973/iJCXVtby5IlS/6epzmGMYzhnxSBYj+L3jqHV+7ehZk7SaqLJ0SpXzUBVXP8OIESP7Ounsakc8dhWxI3g7h3/ydsfNEhCJHxsPjfoHoZaPqo7whXBJl11TQmnz8BBHhDHoRyFlEXVwBCNScFsV6N0mmjPqZ6M7Tt7gQBk1dNYKg9we4HD1BIFwiVBxBCECoLOOTrLDCyxskPJdNhzbdh4/ehbgU880lHJCxQ5giYAd7eddROmcrBLbnhclKWExqdHYBChuop48j3ttN11M2xTS2gaVSvXkxsngF1K0F8Bnbc5hBXRYfx58OCWxxyXToT0t3gDjs2jU4YJb6WSxXY+cd9qJo6SsytfXcXk+e78ey8FZEdQNFdaB4/RiqP3bGTQKCc0tnL6Nu7nhkXXYP29IcRZhaB4SwktG+B+HE493OwrgncppNrbGQg3g777kFO+jD2QIpA/iXOecMHOPjYnRgp5z4defZ+Ft/8XygN92LveRQApbgea+7NHN61F9so4NLVkwJMigbuIOSGkFae0KHbcZ3/XcTjDzvtQkFz+9A8PgQSl9eLme3DLTx4ddMJFdZdWIU8kdrJJLuOc0KZSfN4SVpFiIo52Ef2gjtAwYR8bycs+yhHnn+B0pV+Uj2OYvSOh//Akjd8GdfeO7Hbt2Pms4hwHcqSf0eG6sk3PkPP/i0U0knKZi1lwvLLCCT2oww+jDDziJqVmPoc4kGNeLKDwI5XsJqa8X36zYiuHShVVc5jMtg8HMWgQNVSWPefyFQSdt+GZ+knsXsP479wEdhdkGp3yJyqoUaLsV06MjcsuKVpDolMpxHhMIrPi7RshKIgTRvpKkUGK1HCHShFRciiEIRrsPoTKCXuYTtJhKqh1tWilpeTvvM3CLcbadlY3T0O2a2uwk4kydx3H1ptDdm1j2O2tZJ7eT3Rb3+T7NNPk9+0GeFyoSxbilZTg7lpE8rSJRi7dqHoGu7ly1EiEYxDDWjjxmM2HKKwd49zbYaBdew4+ozpZO5/gPR9f8R3w/X4z5uCePbjkE8ibRvZvg/R8grq0nfgXvR2Mn/8o3P8CVsMe6nJ5ZCWRW7dOrL33ItSXY124zW8Io5zKoKhYhTdjbRM/G98I0ZDA5k/3AcFA9eihSgxZz6lxKIoRUVOCHwmS+b++/Hf9HaElJidXbgXLUKfOYN4xMOu1mcp9ZUB0JvpGaVW3TBwkLmlc9nVs5ML65w0lO50N690bWFX706klMwqnsWSymU0DTXxYOOfRrzJC800YU+UeH6IqMc76jrmlS3Ar/vxaT7cLjdCKMwsns2evl0j+yhC4NbcXDPpWlZWnTsqKrHCX8n7Zr+fgwMHODRwCLfmZknFUlRUnji2ljdMvmFk34gnwryyefx454/IW46uhS0lr6+/jspANT/f/TPS5skc8AVlC/jkok/x3W3fPr2k4qtwJN7Ib/b/iqmxaXg0D7/afwembaIpGpX+Sq6ZdC0Lyxfh0f6CEotjGMMY/mnwL0WoVVUdRabBWZWcM2cO69ev/186q/8bcLvdjBs37n/7NP6/wZi9/7E41d7lU92s+vAy4h0J8imHiIbKAnheVSNaURXHkzt4DB67xSGEJzDU7JDPy34ySgn71GNPrW19VnhCMOcmePrjp7fpfics+hTkknmQUD23grZdnXTsOendTnSl2HrXLs79wGLcARf51JnF1fxFvpMfVM0hvcVTHLXwYKVDeqsWQ+V8JzxbdVHjCdHeLEj05p0Q7VQPAJVz6/ANbYBtv2DSeZ/BVboC4fERjRWIedK4k3EIlMIFX3HqYnsijoK55oZ4G+STjhiYrwj8ZcPh4ift1n908MxCbwIYOoad7EFVFYSi4w6EsI0sVj6H3fQMVSu+gW0UCKf2o9g5UFWEKUFxOQTeNqGvAS7/MViGQ6gPPQYTLoSK+aj1M8kd2oReMZPivXey6MrryalBJOB12cgDfyK34ENkiy5AIEkMJWhbt5lCaghPpAS9qNYh0idqW3tjUEghbBO1Zx9eoxcmLAY7gS00bMtEIFEy3SjeIvLl80k1bHQWW8ws3th48vFBSqcvYscdXwEB7lCMKZe8lX13fI+Kc1fhuvJH2Nk28r3tFHy1HN97gK7tGwnNWIQ3XEy2t4Nsbwfr77qduoXnUX7BW9BUlWxRPVqvhq+2nIkXvp6KueciTQO/S0N/6UvIg88jDQOp6yjdjdjeGEx9Dz27N+CPRcmubyG+7TixS74Am38GVgZsy1kwWvZR7O0PI3t7nDrJyUPAEKK0Cvupj0LtcvT5izC2bQHLBNtECYWxUZCqgjZ+HL5rryV956+R6QxWe4dDLqUElwutbhKW9+Noy8Fob8cu+PBcejWpO36F8Pux+wdASqeO9eduxTh2HPPwESdXWwjnOxFgWsh0GntwCCUWg3zeKe+l6yS+/V302bOQ8ThWZyfs2UPx+efh++hHiX/6M9iDgyglJSjRKGga4c/dSubhR9FnTCf08Y877T4fZmsr2vRpiMefwGxsxO6Yhv3iY3D8CCgKamUldiqJNE2Uvfch6i7CvWgR+eeeP/nsm6ZDqDUNz7kryW3YgDZzJr533sT6SRYN8U0ju5Z4yyiKVpObOgWtspL0r+/EbGx0jtc1cs8+i9nRTvQ730GfOBH/W99K8gc/AByvdvZP94PbjfeyS3GvWI7i9xORFgE9gEtxMZgfPK30k67qWNJmS9cmFpQvJG/luX3vL+nPnRw/17W/RMQT5cEj96MqJxfKdvbs4KK6i9nZs5OuVCcIiaZoLCxbxKq6C0aphft0H1dNuppibxGbOzeRMTPEPDFW161hZvGs01L8NEUjZ+U4OnSUqkAVBbvAQ0ceZHnVchaXL2FCeCLJQhKf7qMn3cMDR+4n5inCtA1saaMqKuPDE/nxrh+eVvZrW/c26kLjuHLC1RT/mbrS6UKap5ufRFM0qgPV/Gr/Sf0I0zZJG2keanyAcn8F9dH6s/bzj8DYHGUMY/jr8C9FqM8E27bZuHEj06ZNe+2dgW9+85t85jOfwe/3c/HFF/Od73yH2traP3vMhAkTztrW2tpKTU0N+Xx+1HZFUdB1HSklhcLpE9sTqomGYWDboyeMmqahqiqWZWGao0NTX6tfl8uFEOK/3S9w2rWAU5NQURRM08Q6pZQHOAsdmqZh2zaGYYxqE0KMhNUXCgXkq2SO/7v9wr+eDf9cv/8bNvyf9Pv3tuF/p9+/9FoN08Ad0SmNnAxHPHHfzmjDtm1omT5sFAxxSnKiBKtxEzljAt2HB8gkMhSNjxKuDuOLeP5yG1bMp7D0k7DzTodgAgSrcJ/7MYhNGn2tugRdEijzs+/RBlBAnOIgF2449FIT9eePZ99jDaeN8GVTigkUO4R6VL9aGHCjaUHUqVdixdswX/iKQzQBV8l0Flz/SwY7JK3rdiLctdTODBE0D2DueAi5/HMMJqroakxg5duwZxbjUvOIDf+GEALVG0TzhLHP/yKGtxL6D8MLX4BEu+ORlTnYfTeFxR9F1l/uEG4gOZAEIZ1wZEVyIhFU1RUK2UFMdFQsbASmK4wa1RE22GYBX1kNsy6rQ931c8x8FtsyHe+6JwimRMt2oR59BmuoBbNlCyx8PwgP7LgLZdnH0F+6Fc+ab5BpbEaZmIfNt+O1C6gzLkQbv4B85Y20HzqAr7iWY+seJTPQia+onLmrryDqLaAk2snXXQjNLziefc2LEvGg53oQdeeR6WtBn3o9VusuMr0tCEUlFnIjrQKm8KBMvABvQweZ5BBCEUSrapn01lspFHKMv+hNeMMlCCk58uBvMD0umjc/S6B6Mh0HDlM8YRrH7v8tluFBun1o3iAykcAdLAavF2matO/bRcfuHShDCRaueQf2XX/E+/GP4Vl9IYHKAIU9e7B6NqLteQpUFaNmHtkp15CVHiwk7mARRbMX44rUkn55A1a4lERnCeo5n0cvFSjpLjTLxHrlPgp9rQjdj5IDO53APtSMp0gHI43R/DKuN3yZbGcnMgd2HkRnBwoq3ne9m8G7fodaVor2xjeS/uVtCI8HLZdzyihdeAGJF1/Cc8nF9H3ph6AIAitWoM+bR2DCBLLr12MfO442fhzulSsxUmmMdU+iTJuK0dTkEEshnNByRUGxbbRJE8l2dGIWFSGjUay+PmRPD7HrrkXr7ITlyzCH4shxdQz97vcUDAPF60Wk09jFxdg+L/0//inBD7yf5B13YGzajHZiLJs+Hd/s2Xg+dyvZR9ci5k7B3vQLVK8XGSslN5QGxQ8ILLwonbsR4TCulStIb9sOqjq8CGChz5iBNnUqgcmTsctKyVeXUZI6xhR70CljVT6HcyLTyN/xe8TixRh9/WQ7O8HvR1gWmm2jlJVjSIg/9TSBm94Oixfh+cynKdz7B+zWVuziYtyXXYq2YiVJTNq697Ot5xUmRCeSLWRQLQW3PDkm2tjMLZ3HsXgzpmGTz+fZ37+PeCaOho4pTBCSmF5Ey+BxCgWDoMsZK21hYdomzzQ/xeyiuVw97hpsaeHT/BR7i/F7hkOmT/mt8gs/F1ZdxKLyxVjSxoWLgB4A++Rv8InfhdZEC48depSMlaF5oBl7WCAxZ+WpC43jDwfvJW9mGR+aQH10CpWeSqK+GLqq05vupdRTSneiG9uw8QovhjQwcMZHDx42tmzk/XM+QESNkM/nz/hblcglqPJWMbt4Dlu6N6FIBZ2TA7g0QdFUNnZsYEJkAmbh9NSkf9V5xBjG8H8d//KE+sc//jGHDh3iF7/4xWvu+7a3vY0rrriCsrIy9u3bx1e+8hVWrFjB7t27T/N8/zWwbZvOztFquX6/n5KSEkzTPK0NGFn56+vrO418FRcXEwgESKfTDJzInRqG1+ulrKwMKeUZ+62pqUFVVQYHB8lkRq+iRqNRwuEwuVyO3t7ROZYnBszi4mK6urpOGxQrKytxuVwMDQ2RSo1WSg6Hw0SjUfL5PN3d3af1W1PjqFl2d3efNlCXlZXh9XpJJpPET1EnBQgEAhQXF5/RhkII6urqAOjt7T2NfJWUlOD3+0mlUgwODo5q8/l8lJaWnvG+gZMWIIRgYGCAbHZ0Hd9YLEYoFCKbzdLX1zeqze12U1FRAXDGfquqqtB1naGhIRKJBKlUikAggKqqRCIRIpHIGW2oaRrVw2Vourq6TvsRLS8vx+PxkEgkSCRGC7oEg0GKioowDOM1bfjqH8rS0lJ8Ph/pdPqsNrQs64zXeqLf/v5+crnRAl1FRUUEg0EymQz9/f2j2jweD+Xl5cCZbVhdXY2maa/5fPf09IxqO0Fei4uL6ezsPO35PlEaJB6Pk0yOVukOtR8iBhQUL13uySPb7WANg/HJHPvhehA6osTmeHMr3pCb8ctq8QTdI893KpViaLhEzwmMjBGqh87gQlg4EQpJh3x5IoyrmgmMHiMMyyQ4zUsq7ryDalCglTiTFVVTUf3Oczurfjqzr5tOw85DFLImqqZQND5KSX0UzesM+6fZ0IoRLZpD2EiTa3iS3sCck22GhmvLd5iw8ibqEhtpscqgt5X+ZApj1vtobfKS3H4QxVeO7U7T2JDheJdgwoz/wN/0e8JGH1EGyb/wdboX/ocjYFYIgmcqqjSoye0DJN17nsZSx0HQeY9k1AIdKAB+iRhOQ7ex6NdLUN2VlBSOYlrQ6aoHt+2Ekrt8iIE+6szD4ArQ65tKQfE5XnJ3GHKDlOQz+APlpKSfQf8sOLAeOeftiKIOfEMDlOaHUDZ8mt65/0FaLMZ7xYVoSgE6t1O57494vU8Sqr6SXKKZisXnY3mKcBkDuPf/At3oIKXG6JtwPVSFYPAoSBu3KFBxzrWIqdfQt28L1r71qLM/Al27IdFOOLsbfdaNDEy4gVQ8RfHSq4gsvgaZTxJKHiYU9DH04Ho806fRuX8r2f4uRNUkXEXFVE+aTsv6PxJXi9AsN0xYjt3fD0iSXe2UzVhMZ8M+1OKJ2MkE2DZSSkpmnAtPv4jpcdO6aRO+6iqE10v+0CFcage1RTHMkqk0VbyB1u0bsY2CE2yu6lRPnotIZQh88lYSfj92Xx/W3ja8y2fh2/1bStINWOkCXSULEZrq1HEuimKkNcand6FGIgwFZpBr24j9bx/AHLAxDh8hms8Rnj2XgS1bGUglUQS4Z87EePONKHv2EOvuxrNmDZ1FReRfeQXv8RZ43dVYbe3Yv/41SjxB5tKLEdddhzksZCakJKLryBdeQP3QBxnq6XHqTUsJqooORONxXEuX0P7SOmRVJQiBHQmDphEbPw5lw0YG+vvJTpqEsWA+SncPYv58vO3tBNvbMd1uhsaPRykvZ2jjRky3B2aeQ/GWV0AIBtwu+jdsQJs4EfUN15ErDVDWNgUt0c5QWicenoPQVFBVFH+MgPThDwbRVq2i8MYbsAcGsAYGUCNRcopCcTSCncsTj0YpDKUppoTV3vOQ6TQlmTA+O0P73r1kpETmcljnn4e0bdzJFOHGRqSmMjB+PKK7G9/RoyiBANTWUvXVryAyGXozGeIuF/3ZFI2dO9nbt4eEGidnZ1lWupyjHc3kZHbEG+x1+5hRNIMnmh9nkXsJ8d44xzuOMV2fjkDhuDjGkDlI0A4i41BkFBEUIRQhSClJkloSxVbo7Oyg4C4QdAWRSAbSA7jKXWecL8HJecTg4CCdfaN/NwKBAEVFRWzteIUSy/EeW7qNjc2E0AT6zT5+te8OJiqTcOPiaOIoTa1HWVS+iBf7XiBFkgtKV1OmlHN44BA10pkfpESKVtmCikod49ANF9mBLMcTx3FrburH14+aRyTyCZrjTTQNHCVbkiWej1Oul+M3gsjhvGuv9KGaCoO5AUzrzHPHU+cR6fTo0mN/y3mEZVkjc5RIJPI/nkfYtj1GrMfwfxr/64Q6Ho+fcdB4NcaPH39aLbyXXnqJT37yk3z84x/n3HPPfc0+fvOb34z8/9xzz2XFihXMmzeP2267jU9+8pNnPe7o0aNnbTvhvT5BpE7gxMChadppbaeiuLj4jB48cCbcr77mE/0KIc7Y74n2E+TiTP16PJ7TjjUMg76+PmzbHiE0Zzo2EokQDAZHtamqE7J1KqE8gVPDrk4sBJyKE57BYDCIz+cb1Xai39eyYUlJyVltGAgE8HheFco7bCNFUc7Y74lzjsViZ+3X6/We9Z7D6c/DqcdGIhE8Hg9SSkpLS3G5XH+xDcvLy89qw1AohN8/umbxiX51Xf+z/ZaUlJy1X7/ff1Ybqqr6Z+9NUVHRWW3o8/lOEwV8LRueuJ4zPd8n2l7r+a6oqDjrtYbDYQKB0eJhaqejVuuys1TkGka2xydcw667j4KnGgTIQceemd4CyWiWuitqR97fQCCA1zs6BHzUGFFZCVSedr1w+hgR8UboPuAs5lhJiZ2zUDUVV1SHnONxUzWFicvGUTwphpEzUHQnBF1RlLOPEWYMzf06WHsLHnOAisTWk22hKpRUDxTSqG3rqRReKCQoEKaLN5DY3oBiS6RtIbIasrUXw/SRDxQx0ZVC6zkE4UrchQEqjEYYWAc5Z8InTgkZLcsdQZpHoWKecz88EbqC/WT6c5AWyFPWt0oqJhKNl8Oh9WhGjgq1+6T6+JJ/h1gQfOdDooWSxs9ioTghyOk8FNLoMgcTLsL/3BdxScVRjm6NYgof6uw3Q2ctymAjVe4krxx4kcoFc+Cl/0DXVTSGoH2A6NF1MPtGFFcASqbBnt+g2c6E32vFKT/8a2R0MpxzGShRlEAMGQkjHv8gVdkktm1B33Ow8L0IfT5aagGydQPRlz5OyMzDwvdjDzQiY/VYiT6k103Rkhg+PULpitUYqqCQTTLU0UT33g0w2IPqKmC2HsCfGiTecgCAzu6jLHzXF1DR6etspKRyMsU10/C4/bi9QayWJPbQXmLNzYRUFdnTQyGXQ6+ZScH9FrKxOlp+9yPn/grnGZJS0Hq0gZLrPkDIThGN5CGqYJaPJ7d9L75AFVbTOrRwmEqrETmYQCktw5r4foZuX4t862JQVCJt27BNG4wBsv312EM9qNksqV9sQXT2ENF11KoqlHgCz6WXQDCI0tdH9pln8ds2AbcL70A/xu495F9ah8hmQVHwbNiI3LWbog99CCs+BOkM7oCfwowZGA89TO0Vl5N96GGMQ4dASjzLlxG49TOkbv8Vod5ecOko0Rh2KoV74XwKf/wT+eeew63riIZD5MaPw9d8FHUojujvR3i9qMkk0SON+GbNIvWrXyFzOYQ5vIgsJaF9+5FHGgl9Zj5arIjcI4+gVVdjD+4joKTxZnoQmoYSiyEKRah1/w4VYcynnsL/m7uccWjeXLTqACISQaYzuGeeQ4nXi2WaGPv3k7nnXsyjR8maJtbkycTWrMF36BCyv4/c5s2AQFiWc25eL7HmZtSqSsKlZShhZ6zTXC5ELEbxsBe0M9XJS8dfwNJsbGFxaPAQ06LTuXjmxWzr3kp22LPr0T081/IsLtXFwvqFlNkBVuaLyL/0EuRyLF4wm/5Js3gqs4MJpRNpj7dRrBUjhIItHDsZwsAT9VBTVYN3WMdBCIFtOx7voqKi0343XmseYUmLnnwPvZrjSNAVjcUVSyn2FPPovofxaB66RRe60FBQGMgPkomnqYnWUBGsZFf3TnrTvVw+4UqO9xxDQcGQBqpQEQhaaWVKeDJaWOOeI3dT6itjhW8lU2PTiMVi9KR7ePzAYwxkB0iSIJvJEHZHaBpsothdQnJY2bzEVYKm6swIzcClul5zHhEKjVZS/1vOI054m0tLS0d+u/4n84gxMj2G/+v4XyfUDz74IO94xztec7+dO3cyZ86ckc979uzh6quv5pprruFb3/rWf+u7Z82axZQpU9i+fftr7/waOFvheyHEWdvg5GBzJqiqOjJA/qP6hbNfCziD+YkB/dVQFOXPHvvnFNX/J/3+q9lQ13Vs20bTNFwu16h9/7ds+N/t95/x+f6bX+uEVbD3bhRp4T7B6HzFxLtAKmEnTxbAPDmxaN/RzbRV9Sg+5ez9DuOvvdaSOjeaqhOrayaXLKAM12cWCDCh/JxS/EV+hBBEysJn6fUMNnS7IVILqhtVc6PaBUd52xsFVYDMA9IJR48fh1Qr2vhz6NyfhrzlHG+ZoLmgYIMl6TkwwPTzzkVLNIK0ULBxp9qG+8uedk4umQMr7fQFuMvdLHvnQvavPURXQy/SlHgjHmZcOploXRma9y1gZxCH1qIbCaS3FGa/FZlPoHgCjnL50WdRF92CsvknCDuHKAw5OdhLP4psehrFTKObwwsW8SZMyjA3/orE3H8ntOXjeDSbc9Zch+vFT2EXBvF7I5AYGD7fLMq+uxCX/wzSXTDY4OSICwXFzKP1tiEb98GuJzDnf43M5ifQVwpIdqLn89gDA0h3FLX/EGLL9yFcA4UUWqINTQAv3Ypc/S3sJz6KuPh72MFS9L6N2JUKe558hHSns9grXX6sqrmo7iCaouMNBsll046ws2lhC0myp5Vxsojpb30jqZ/+DOMPP4WqKliyBPfChXhWr0amU2S/8U3s3j6sgX4Mr4o+fTx9a8ohn0JIG0XVwTAQ/mIqps4lSAOeg39AaVSwurpQTRv33HdhulbAinHQ+CAu1YApyxArPkD/p36I2LMP+d4bsPMKWnoQ4dLBpVJoPIy9YwtWoByEF8Uw0EIhRKGA6O1F2b+f3FNPI/x+yGbRkgmUaAz/+AkM/OjH6Kk0uFwokQiqpmJ3dWO/tI7Qmy9FSe6HY7/Ad+UkLPdS0uv34Zs1E+3SSxCahp3LOmrfzc1oioLIKchEEve0afiWLCXxxS+BYaAaBpoQaJaFmkjisixs00T4fMi2NtRAABcSVzaH1dHh5FWXlyPTKXzTpxF4/Wpc02OY3W24r74CkemCzh2oqV5U20bxRRB2BmXGzdh6MYnvfh9j/z60goG0LOynn8HcvYfwV/4DJRxBBALoioI80kj2K19FFAojQcTGzl0U1q8n8O8fhrparLVPjHrfFFVFzeXwX3Ah3tLTc39PjBE9A93kRZ6TKntwcPAAR+NNXD3pdWTNDK90vUI8P0R9dAoX1FxIjYiR/tWvUR97kGxuOBJp08sUL1zG+95xE9ZAiinh19Phy/OycYDBnPNOKYrCRRPXEPFHRp3LCc/0q38zT8WfG2frQuNoTjjvy6q6C9jWtZXx4fFois5Qfog+uw+X6iLqiZGw4hxMHOSKyVfyg+3fx8bGrweI+iKcN+58tna9Qi6fwxoOG7eFzYUTL2J918scTR8lZadoPdTCyqpzuXT85RxJHsbtcjErMouAFkAIhcpgFTXBWvb27SFuDRF0hUAFVVWYX77wn+I38MQc5cTn/0m/YxjD/3X8rxPqm266iZtuuumvOqapqYmLL76YefPmcdddd52xvvRfilevpo1hDGMYwygU1cO5t8L6bw/XUAZUD4YMgss64yGWYWH/GaXt/ykiVSGWvGM+r9y1EzN/8hyCZQFmXDYFzXX2xZ4/C0/EqRet+wHbCZE+dRatuuC8z8MTHwLbQDWHUHUFoWoQqECm+lFcXlCcvFQQyPwQZPrhRF3asnMgcdwRdjsTKuaO+hiuCLLwrXPI9GewTBtP0O0IvuVTsPXnSNWNfe4XHT2rfJr8wRexe5vQu7tQL1+IK5cl09eG+/xvomogMJGWgTj+IjQ97XhHTyA2GfvYEez+rRjjr8dTeQGuYBWRgMTMdWHoLrByjkUUBUXVnMpMyTZHhMtIOyXIVDd2Ou3UVAYwsghdwT1rAtaeH6J6wOrpBgli2S2ItpedGtzZPmcRI1aPLORB2oh4K0r1IkT/IdTkcQjX4O7fzfxr3kjH0WM0PftHRxjKclSxFU1j3PIrGGptxJQmVi5DbNJMwvOWEJjjIv61b1BYt57g+27BamklfdfdyHgc1+JF+N70RkRRMQwMQCBAITWIZkhSTYcRnigy6wh8obkR7jDjF87Efv5T4I8iDRVZKDjt236Oet436f/u03jPuwCtogTX8svJb9mFsX0XCIHZmUXM+hhiz48dxfXew7gWXIv0hNEmTENKgdHQgLlvL3Z3N763vJnCli1O+axkErW83AmNLilGClCjUWQwhPB6wLKxuroQPi+Bq5ei7fk6pHocdfDUYVR7LYGlN2GYk5HpPHi9aJWVZJ94kvDnPkthzx7swSH0KZNxr1pF/HOfR74qdcVoOkrR5ZdjPf44alkZ9nBKh0ylUGtqIRgAj8fZLgT+m27AP1NFbv8yoiuKaGlBVM+HVZ+HG36L0rcV0b8baWrYlRcipq3B2H0I4+ABp/a02w2ZDO4lc/AunYza9SwiWwyDAWSkhsKBQ5jXXEJ8YhlZYRC0dUJbDyHvuR/r2HFEOIznyivJPeqo0uN2g66jz5iBe/myPzssvFp47ATydp77Dt/LJxd8mlklc5DYhF1hdNVFYccOck89hVt149W8ZM0s/umzKJ4ym+xHP0fayhDQA9SEvdz4zht5rKgNRddZU3cJEyIndWvyZp6hwhBGwcC0T88pBsgaWUzbwKv7zlpyam7ZPDZ2rCfiidKZ7kBBoCk6g/kBZzFyGBkjjSUt5hcvYF3bS6iKxuzic5gSm8qTx57Aq/m4YsKVSCn505E/UuYr58qJVxHzxNjctQlb2tjD9nqh5XnOKZqFT/MR8cQ4Gj+KS3ExvXgGGzs2cDTexMKyhUyPTWdX704qA1VcPfEaqgJVp52/JS1yZg6XoqOP1awewxj+6fC/Tqj/WnR1dbFmzRrKy8t56KGH/kcrYrt27eLw4cO8853v/Bue4RjGMIb/U9DcMOkyx9vZfxjMLBRNoWigGDbtOOMhRbURPIG/36RHCEH51BLO/9AyBluHyAzmiFSFCFcG8cd8r93B2RCsgFlvgc0/AF5Fyv2lTv3ocDVcfQccfAiGmqlbMo6uZhMpVBR/GBJtECkFkaH6nBjejmfAKjhltirmQdlsp951x06HfJ6KmuVO6axXQXdrhCtHhzciLededGxDHn4aRdEAF6Sdyaxt5Gjb0Uvd9Ldj3vsezOM7weUnsObfEM99FtUXYtRigcuPXTIbe+uTYJsYqQyZystxRcYheprQVQ960A0YCCPhKEePFJlWIVR+yqlZyFNz5osmYPUkEW4Vxe/D6jzmlNeJ1aKMWwB7fwbpXudZSw855YADlVjd/SgD/bDyayid6+DBtwESEq24vGupjE4lcONH2PmHnzhiVbqfiRdeT7h2MsVT5lK9YBW2ZeIORlBdHgr79mG3tRJ4x03kX3yJwrZtI6dY2LETq7UN/7vfReaAEyqez6RQuwcJLV9Az/Eg2AVwh7ELkuKqyejHnkIIBZnOOITPls5iipQonc/gXryA3EuvgKIQnrGYzK/vHLaXQGZzDHzvv/C//Qbc8ypAV9GLziHfeBeZP96P8Plwn38enkULSP7mLtyLF4NtYzYdRaZS2AP96AsW4r3kYow9e5GmhdB17N4+hNuNEg7he8M16PFnsJr2IfP5kfJTank5ysHf4FrzM9JPOKkN2pQpeC9eQ/yLX8I1bx5KRTnGkUa0GTPA68H3jptQYjFkOk1m/37szk7saJTgRz9C6ue/gHgctaYG7zVXQzSK95JLyD70sKPeXV6Gb04I+cJXUcIhZDaLWlwM2WPIdbdiL/sGqb0uMGai1o5DDLrwxyrIvXBSG0YW8riXzsE3OYkaTCOOvYg4/hzSKCBKJjNwxU+5q3ELXYcecUyMYPrk2VzxuX/HfHI9SnERakkRoS99EWPffpRQEPd556FPrkctObsyNUBloBKBOCOxrg7UEHAFCbhGp8rkXnYqr6iKStQdxe+NED7/UhJf/A8URSVcU4Oi6ugpE/Mnd/Hub30dMaUen35y/DqeOMZTx57k8OAhNFtnhn4OIrScie6JAKQKKY4MHebltnWkjBR1oTqWV66gNlSHIkaHGFcFqrjpnHdxZPAQTx9/mpVVKwnoARSUkes64WCxpc3s0tk81Pgg88vmY0ubO/be5oSeS5uoO0pNsIYvLf0K8UKcnd3b6cn0oCkatmUjEOStPGkjQ7wwxC/3/JysmcWUJlkzy8bODVw+/grKfeW80PoC19ZfxycWfJqgK0DQPXqcs6VNW7KVLV1bOBZvJugKsbJqJePD4/Hpo1O8xjCGMfzv4V+KUGezWS655BJ6enr4/ve/z4HhH/0TOLW+9KRJk6irq+O5554D4Lvf/S5Hjx7lvPPOo7S0lH379vG1r32Nmpoa3v3ud/9Dr+OfEScEyc4WLjWGvy3G7P2Pxf/Y3poORZOcv2GEvDlK64voOTJaWE2ogmmX1OPy/329CEIRhCuChCuCr73zX4P6Sx3yu/8PYA575IvqnZrNYUfUhpJpjte5dx9FYh/ldV66DnY4Hm7bhFwKv7eCmtoMvHT4ZM3pC77m9BEoh8t/CrvuhJ594ArC9NfBxIudElp/CcwclExFHnocLMfLrAgFf7CSTFrFrF5N0+Yu3OFJBC78Ea7GPyA7dpBv3I7n8p8id92OzPQ7XviieljwfrKb73XKNhWNJ5F046uvIfvEExiNDfhc1cjjm5w6xLFSFKPfuVZFB18xJDuh7jxIdYFlI0/VDpjzLrK/24JaXop75Wrk8Z8hdB1lwfXQ8CAUTXZsblpIywIkZHtRQiFsrQZSGZRtvwBPBGkK8FQjpERv30dRSRNL3vYdelL9FE2cRqhiHLrHISWeSDEAdi6H0diE1dWN761vRQkGSN1++8m6xsMrA9KyyPz+HtyrVpG5/0+oupvM8WYCrjCKN0w6l8Fla1hd7XgWxCC5C5c/hGzvhvIyJ+RfOiWdyA2gRuc4kQpuF8KlYx4/DsM5wmZrK9rMGRQaOxGBUvTpkxn6+Cchm0XmctjxOJnf/R591ixi3/4Wg7feij59GoH33YLQNFAV1OpqEt/9PoF33ITMZMDjAdNEWhZKWSn+ay7E+vUVTtswhMfjEPpkHPvgOtJ33Y9Mp0FR8L35RqI//iFWVxfkCxR27UIWCoQ+9EFSd96JsWcfSjSC9+KLKXW5MO+5F+W6a/FecQVKJIydTCA0HXPzZpTiYlxLl5B7bC2BN1wK+36DEgqiFBdhHhuuFS0E9PYia3eRufNuZCZD5Lvfwb1ksdN8yngl8wW8SyaipHYijj4KLesd1W9gcMZ13HXgDvoKGYTXi0ynkbZkf8d2fLVerl59Hv4ly7G6u1H8AXzXXO0IkP2FKPGWckHtap5reWbUdl3RuWLCVaeRacCJVhiGqqgEZ87EWrcBTQocun9yMUuzJdYzLxKcPnNkW3uqndv2/GKkRJVBgYb8AQ4fbOCWuR+gyFPEsy1Ps67tpZFj+rK97OndzbvOuZnJsZMCkuCMDVNjU4m6o2ztegWf5mNXzy5W113EM8efdr7DNgipYcJulVJfGZrQmBCZyG17foFEogz/G8wPYtgmTxxbi1/zUxOq5Z6G3+FW3ahCQxUKvdl+lleuYF3bS8wvW0BVoJqCXeDI0GG2d2/niebHee+s99GcaGZTxwYWli86jUwDNA01csfe2yjYjj070x0cHmxgTd0lXFB7Ia6/k7d6bI4yhjH8dfiXelO6u7vZvXs3ANdcc81p7aeGb79a+n/KlCncf//93HvvvSSTSUpKSrj88sv56le/SiQS+Xuf+j89VFU9TYxpDH8/jNn7H4u/h729IQ/zbpjJsVfaOLalFSNrEquNMPWiSRSNi/xNv+sfCl8RLHgfTL4cMr2geZ284FcT3fI5MPUavNt+wdyF19A/bxbH9mSwMjo154QpK88SoA8u/aGTZz7QdDLsW9Wgch4UT4XcoENKA6V/+TnaNuz9PYTrnHMbbHG2SxuS7Xhqz6dDO4fc0CCWIXn5kRzl9W+lZNZbMQrQu0Vl+qLvE5t/CJkehHQ3Ytev8Vt9yGI/hRUfpneLTk3/MZJf/QS43Lhv/QhKz0FkdhCrO48oiyHyfbDkI3D8ZUh1wsXfg8OPweHHHWLjLoXZ7yK9sRW7v9/JmX7bJxCxRyDZjfD4YfN9sPrL0LEdaZ5SrcDIIsqmYnvqUA49jRReZDqL3TuANAzH81lcjNz3AHpFGTW1M3BFKyGexDbtEcJk9fWRvut35J57FplMYRcK+K64HDVWhNXb6xBq2x4h1WZTE7433oCMJ3BXlJKJ95G76/fM+eaX2X3fj8j0tqOGwhQyWVz15yJe/gVSEUjTRITDKD6v432fsARdW4SVyKIEw+T37CX2mzuRqSQymUQpK0MJR0jfcQe5l9Zh7N2L3d6BUlKMUhQbThkAs/EIhV27HKK67wDmvgNgW0jDJPDem7Gamsg+9zyBf/sA6d86wl1KcTH2cNUI+apqACIcdspk9fcjrYJzn5JJsCwyv70Lz5LFpO78Lf6rrqCweQtaXR0Dn/7MSXu2d5D55W141lyE58tfwuroJPfUk85jPXECalkF+WefQfh8qFOnEfrUJ3HPrkF59g5EsBiZyzsLQGKYMGsaZDvR6idh9/ejlJc54eyAe/UF5DdtBEAbPx6lez3KtKXw9J0ITUVazn3rLRpP38F1gI7iK8McHBq53h3HN3DBJVcRCATQS0pQXiUw+ZfAo3k4v2YVtcFaXm5fR7KQoC40nqWVS6kJnrnsqHv5MvLPn6yfrUaj5Pftd+6B3++omZ8C81gzMp9HeL3Y0mZH97ZR9Z6lkGTVLFiws3s7M0tm83LbutO+17ANHjv6KDcH3ntGol/iK2Fe6Xx01cXO3h0srVjGTTPeyd6+PaSNFHNK5lIbqmNt81ouHHcRR4eaUISKJU0saaEIBQ2NgCvAsXgz75/zb9zT8DuShSQen5eQ248pTQzbYHrRDDJmhseb1/L08aewpc30oum8ffpN3HfoXvpz/RS5Y2TMDGkjBYweA1NGikebHh0h06fi2ZanOaf4HKqDNWe/cf8DjM1RxjCGvw7/UoR63Lhxf3HO87Fjx0Z9vvLKK7nyyiv/Dmf1fwOWZZFOp/H7/X9WbGsMfxuM2fsfi7+Xvf0xH9Mvrmf84hps08YdcKF7zy4W8y8DTYfYROfvbHAHYPrroXoJvnQPPs1D5TnAjl/BwCHSBywscwCV4YXNoimOwNmpcPmcP8DMm9imje7VEcpr6GIkO6DBCW1lxSehbTsce9EhhRNWIyddw8E/ZYlUhwiWBaiZHqS23kTLtYHPSyBYxo5ns5z71qW44vchd/8W0j1QOh0x623IwWbmX1pP4QffcQhnPkfyR7cTeM8nUO1OxOA+ZOVkxKSl0L0fqhbApIsdT3PxNMTMN6MM9ZF9biPZuzdhnyh/KCWZDQ14zv82onszaE5NWdn0AuKCr8Hmn8LQMWffmqXIZZ8j/cNfE1zqA1Tsvn6kYTqh1dLG6ulBrQsiqquIt7agPvAA9PWhVpTjf8Mb0GbNIvvoY+SefgppWo7X0DBA17F6e1GiEeyeXhACEQg4Yew+nxMebVnQN4ivuAR9+Qq6Dm6jatZKouOn4fIFcSVzTu44OtgZZCaDEo1idXaC4sIWUxn8yMfw3/gm/G97C+ahQyS/+S3M48eRuSyBm2+msGkzVl8vnjVryK19HGkYWG3tqOVlWF3dqGVlyKE4hT170SZNJP/Msw4BNQzcF1yANmkSgffdglJSgnC5iH7n20ijgLFvHyIYwhoqoFTPQbbtHHl0hNuNPTjoeKl947C7upx7DGDbZB55lOC73knim98k9IlPkPju90BK7FQKtaICW1GQuk68pwd3IED+kUdPvhLz5pP69a9RPI4qsrl7F/m1jxH6xHtxxQuo/hM5wBKh6U40gmUh9RjGgSeRUiKE4pTGisXQp07FtXw5+XXrEG4XmHGwck5YvVBAGqB6SJrD+d1Cwqlh2UIgoxGyXe2YXYOox+4Bnxsx9TJE5RwInl7R42zw635mlsxicmwKBauAV/OeNV8ZQJ88GX3WLIw9exzTJuKoVRWYTY0okTC8SvtGra5BDKfw5awchwcPj2oXUsFre8kpOXJmjuOJY1jSRjmDhk5bqoV4Pn5GQq0IhcUVS1jfsZ5JkUls6tzI9u5t1EcnU+IpoXGoCdM2WVO3Bss26c30IgBN0bBsC1vahN1hTMvAFBqHBg6xrHI5xxLHcCkudEUjZ5roik7ME+Onm35MQRbQhIZEsr9/P23JNq6e9DoKVt6pvCAVXMrpYl/x3BBtqZYz2teWNu2p9r8boR6bo4xhDH8d/qUI9Rj+fjBNk4GBAdxu99jg+Q/AmL3/sfh72lsI4Yhk/f8IIRxl6rAzqVMz/UCOfDbOgGcqbiuFKrNOjvHCW04n1EAumae3sZ+jG1soZAzKphRTO7+KSNXp4Y8jsAtOzW6Abf+F4RoH41+HRGI078S2tqFoi5lx+RSKig2C0cfIP/3ACHEKugOsuOyruLQConc/cvEHsIUHa6ANa+s9uEUS1WuQz570kNn9vSS++T2UmomoU+aje88hMPkqmHCxsyhwYmKvahCpRYSq0Ze4MZq6KMTjoGl4VqzAd/llyIJBau1GAtW1CDuM3PEMymA3THwdIlQKiord3Uhh92GsYx3Iq25Adq9zCJh9ogzTsP2LZ1DIQNfTz1DU3Y1b0zCHhoh/+SuEPv95smsfd3bPZrH7+lBiMZRIBKGqoKiO4FUggHC5EJqG5+qryQ9XvhAuHe+qC/Bcchm+sED1R8l8/xfIoSH0t7yFxG/WErrxyygHfoVidWO1tSFq5iJnvYfkb59FLSkh9/wLuObNI/vkU3jOX4jiW0GhdQDh9VLYtg2lpMTJfz5R7kgI7EQSEQxip9NOCSlNRZonI85EJILnoguxhwbJb9qEsWMnam2N47WvqCRw83vIb92KnDQJe/rbEd0HwThFVMyyYOb1ZJ7ddpJMn7jPQ3HswUGEz4cI+LFaWpz9pXS2B4NY0Qip6mqiyRSe884jj0R4vGj19QiPF4a9r3YiCbYk8+CzuN/2JjhyD3Y2ixKNOuJqlgX+IsyU4yX3Xnst6XvuxXft61BWrkCNxQi+7xbcixaRe/4FmDATvBpCVZHmsP6AmSOi+5x3DIHweJ2caCFA03DlDFxtbRQaD+NRtmH1NqLsfhBl5kWIC78KoTOX6zsb3Kobt3p2pecTUIuLCX70IxQ2bSb71FPYfX34rns95tFjjqr7qVAUvJde4jyTgC60UbnUAKpUqRJVTKqtpyVzHFVR6cv2EnQFcalu1FNypgXiz4rVVgQqWVl5LtNj03mm5Rk6U+20p9rwal4CeoDqUA2pQpKDAweYV7qAV7q2YFgFVEXDqzklL5OFJPXRyXSmO+hId/DOGe+mYOVpih8l5A4xOVzviJqpKpijhd3ihTiJQoLxofFs697KjKJzKPYV/yXmH4VTw+b/1hibo4xhDH8dxgj1GMYwhjGM4W8DXxGs/CwceBSONYDhhuIpMO/dI7WlT0UhXeDAE4dp3tw6si3RmeTYK22seM9CYnWRM3+PO+x4zweaUITAnT+G0XSEfKoAtkRdOpP5s2cSq42g7Ps9Sucz6CU+zJxDyjSPRN33UxTtzdB/AKX/ALYt0aREeBVEagC57/d4L3kfyT2jhefstmPYaYFr9hyHPKtnKYemKLhmzED73K2Oh1oI1NJSxImauR/8IEZzI+6lNyP2/wbkENbWO7EzaYc0n/8FMo9vx+zPYWb8KMHxKJmM48Ub9pjKgo2c806Sn/kxnBImfQLWsWMOCdQ0ZDzuHDcwQPappwl+8hOk77oLtaYGaRgIVUGtrMS1YD5qVyeeJYucXOahQfIP3E3goilo6b24Pv4pcpt2g0vHNWcO/Z/5CYF3vgnPkilY7e3k9x8j/917sRNxZDaHEo0irCHCl1dib7sb+hO4l7wTUy0h+P63YjR1YDU34151PmZjIygKslBw6jMnkyAl3quuJPv0M+izZqLPmoVePwmru4fco48hCwU8116Le8F8ZCqFtCzy23fgXrkSfF5S9+wnsOa7KO1PIbv2IAN1iMWfJPPiUbKP3DP6puka+vRp5J55BvfChc6ihZQnSbdlIRMJpKYiPC7UYAD/hRc6ZFBRMNvaHLJo22DLEWVw83Ajue6V+Oe+CV6+HSUWcxYOCCLnf4zkD+7D9+YbUUIh0r++E/eihVjd3Wjl5ahFRYhIGKJhqF2E7HgJYlOhe99I2Hhp9z5qY1NpibdhDTh2RwhkocCySZfg/83D2JUViKogErATCcTxLYhjL8KsG8/8jv0NoJWVoV1zNZ5V5yNNE7xeQkKQuv32EQV8EQoRfO/N6JPrT94G1cXyyhUcOcVL7dU81PnH8fuGu3G7PVw36TpM26Qv20fIFSLoCo14qydGJhHznL54dwJSSmws2lPtuBQX88rmUx+ZjCpUYt4i7mu4lx2927mk7lKEENRHJ9PQfxBVqGSMzPA56iwqX8yTxx4n7I4wITKB6mANq3G8x7t7drG/fx8RdxQpwbQNNKFhSidKYSDbT0gPUh2o5ooJV41apLCkxUB2ACkla+ouYVPnBpInFhCHoQqVyjOogY9hDGP438EYoR7DGMYwhjH87RCqhDlvh8ghKApCsBg8jrfZCWk96VVJdKdGkekTMDIGDc82sugtc9DcZ/iZ8hXB/PfCM58CJIoicPudcHsZq4fJcwiFY5Dqhn33oigCxaWhu07py+WBgaMjHxXFEUsCQPMg4i3oy84Q8q66wO3FtXDhX2QOxedD8Z1Bed2W6CGJzNow5yZEw/0oZS5sUYw96Q1knmvAam5Bq6+HaDWy/vNw6EHs3X+CQgZl6nmIhTdT6HDygSmKjYTMjnxFJoMI+JGplFO7WdeR6TTm7t1kcjkiX/0qhX37kKkU+vRpGPv2E//SlyCTdEp2BQKEPvMpzP1bUNMHoGsnKgP4X38dhYZDWEODBD/4b1i9PSR//wyFV17BfcEqfNe/wQkfV1WkWkBr+x0M7oP+fpTzbkEJeVCO/BLNaMO7cBZ29aUYQ24nRHhYJ8WOx5GZDL4334hxoAH3sqWYZWUYBxvIP/8CgfffgtnZQfizt5J76WXiX/0qZLKIQADv61+PEgwQ/853Cb33vaTuvhuZ86BPuBbabdyL55N95rejFyBcLrS6OrQJE8g+9JBj93wO15LFFDY4ecyO4FcKmRhCSgstYEC6D8XveBfVykpc8xdQ2PqKE0ava8hhx3jmT0+ifu4T6Nedj3Qb2H1xpFaE0dyL78oryL30EuZ+R2jVTiSQ2ZN12hWXi+xv7yb/5NPEvvFJtDWzES99Cbr3IXUfwcZnedOqr/BwoIF9O59F2hYu3cuyCRexqMnA2rMT3+pzkc3PjvQpMxloeNgRITxD5MjfEko4PPJ/z0Wr0WdMx+rqHlZcL0OtrDzNozwhPJEVVeeyvt3Jk54cm8rBzoO4FDduxc3BgYNcMeEqHm56kEQhgVfz4lJd+DQfl42/Ao929qihpqFGfrXvdnKWc3Mah2Bb11ZunPYWSr2lhD1h/JqfR44+jEfx8Lr6a6kL1vFK12bcqoe5pXOZUzKXeCHBTTPeSUWggpjnpMaEYRmUeEs5t/p8op4oqUISRThe3s0dG4kX4lQEKllYvoiLxl1M2H3SPn3ZPta1vsjW7lfIW3kirigLyxfTkjhO49CRkf0uHncppd4/r84+hjGM4R+HMUI9hjGMYQxj+NtCCPCEIVSBIRWGmvo5vq2d7ECGsqkllE8rJVQepLex/6xddDX0ko3nCJaeRRineims/jps/S+It4DqRqlfDfPeAeEKZx8zD9nBMx+f7oXouDO36T6oHI8S8RL48MdJ/fSHMBxiK8onEvrkp9HGj/8LjQHkkk6daE9kxKMtzThi3Zch3YKZAWX6GkRRFfirkPkw7osn4bnmenLrXkboLnpvuBlt0iR8l7wf4dLJ7zyCaH4J35WXowZdKOEAIj4IJ+pqKwpKcRGeVatI/ey/nPxpVXXqNRcKkM1gpwZx10fRSusQsTKUgEZh6yvY3R3oc+bgveoy5FALgbdci2i638nb7TuEXTwbo6kRu62dxMOP4L1wNfqsmbgXLST33PMk/nS/Y6uiIkK3vNOJUujehTLvOpRCO+Ll/wJ/JQx1Q7wD0fA0rov/E+v88/BctBqzuRlsG332LIwjjbhqayGdIfvII9jtHcN53gV811xD9pHHKOzYAVKiz5mD54JVTp50Xx9qaRmpu39H4F3vxO7qdkLIg0GkbRH51rdI33U3he3bQQj0GTPwrDqf1C9vcxZLvF4yDz2E9+KLsZqPYfX0gK45YfeqimfVKpTmu8HdA3Pe5pjc6yXwnncR7+3FPHQIEQgidBciGCDwnvdQ2LkPZckSrHwQo6kLoXRgtrWTffAhR2l8GEoshuI9ZRFGUdFnTMfYsZO+t3wQfe4cgjd/Am2u4qQ/BErwPbeLN85eSG91OXnFxpcx8d31AjQfQqmqQYtIyJzyLuhe7KJZ2D2DCK/h5KH/mTDpvxWEoqBVV6NVV//Z/QKuAJeOu4y5pfNoGmokqkU53nackCuIpVgcSzTjVt28e+bN7O3dg0Qyq2Q2M4tnURk4exh7Ip/g/iN/HCHTJ2BJi/sP/5GqedWcX3MBTUNNzC+bjyI0Dg40kDJSLCpbzMqa86j0V6Iqp4dBm7ZJa7KVp449wfTYDLJmhvv3/NGJJEDgUT28Ycr1HBk4zLLKZdSFx512bvc2/J6j8aaRbYP5QZ5qfoJr669DUzQ0oTvHhupwaa8dej+GMYzhH4MxQj0GABRFwev1oijKa+88hv8xxuz9j8WYvf+xOGFv27Rp2dbOngd2QS4BRoae7TqHS8tY/t7liD9zP4QzCz07XF6YeJGjNp4bBMXleMdPLSPjDjl1rfsOnn68mXXqaoeqndrZ4KiEF5IO2Z77DpRnPoa3diWeO39J4fBRRKQKdfxU1Orav4x8pHuhbRPs+wMU0lA5Hzn1dZj5EEq6EznYCB4PWljBPvQIdi6P0HW0QBBxwz2YCRf6tKlk7r0HEQ5jNDQQb2gAIPjuN+Ot7ISBTaheG3ffccRQG7hi4PLhPv98sg88iGvBfLzXXkPm4UchlcLq6sJ9wSrCH7kZsf9u5IEHERWlKJqCO1SH/u1Pkd1yENf4GGrH04i+DSiPd8G482Dh+8FfjtXWRuZ3v8OzbAnm4UMUtm3Fc81VJL/7fcy9e51r13VIp0nf/jPEO96EHqpDm7IM8cxHHVKaHUApLsLuHwLbQOz9FbJnPkZHP96rryb927vIPvkUis+HAJTqKpDgvmg17gUL0CZORHg8ZO5/AIQg8N6bsfv6SP3yNscjX1KC/803gmlidXZhD/Rj7NiF1dZKYfsOAv/2AdTqKgKzZoKuY+zfT+JrX0d4PPje+EYnNP6Pf0K6PYS//S3sgQHyL7+MEgkhxteSDAjUnmZHbX7iRU4Nd0BoOt7LLsFevhS7uxcRCjo56yUluMNhkj/9Ga4VK9DrJyHTaewjjQQ/8mGS3/8BMpNBnzfP8dqWl408RoWdO/FedRVKSYmj9h3wk995DGviBJRgDKuxk9za51AbjlG+ZDGZe/+EefAgphD4bng9/uV1iA1fOflclk3HnHkL2Uc3YbR8AuHz4bn4YrwXrR5RGP9ngFf3Mj48nvHh8RwfPI6tWnDKkHFosIEjQ4epDdaxunYN04unv2afA7l+ujPdZ2zLmBn6sn1UB6q5auLVPH38KYZyg9SG6ji3+lyqAzVUB6rP+O4PZAdoijfyp0N/ZM24i+nOdvNi6wu4NTdpI42maOTtPPc23MNnFn+WKv/p4dpd6c5RZBqGy8urOps6NvHe2e8j4o6ckcz/rTH2mzmGMfx1GCPUYwBA13XKyspee8cx/E0wZu9/LMbs/Y/FCXsPtcXZ+8BOGGo5Jbw2S741wf6Hvcx43QL2P37mPsqnl+KN/AVib/4S5+9M8EZg3rvg6U8wSv0YwF8G4VpY813Y8iNo2wy5IWe/FZ+GwWNgGYimpxCFBJ6Vtzrk/GwopABlRLWcZCds/B4cetjx7KpuZLwVuftB5IyPYRWS0N8/oqytxGKOerdtI+NDKBho4yYjFJvUT48gE0OoVZUIq4BaXY13ioCN9yCqphC7+RbUb30f8nnIZSA6Hq26mtxjj5Hr7UU75xzCt34GhmsDS2mjdD2PPPIwalEEmUwgAx5ofgY104X/4h/CY7fAYCPCHA49bngI2l6BNz2I3ZlADgwhU3E8l15C+rd3Yx9vQfb3O97jQsER3NI00F2k77uP6OffB8lmR6UcIJ9C+DTUqipkJovMHCPw5i+TenQjQ7d+FnI5cLkQbhd2fz/6zJkEP/gBck8/Q+J73yfw8Y/hnj6N0Ec/ggiGKGzbSvaBB52+h3PGsw8/jGvpMuShBtRwhPyWzdidXaAopG67neD7bsEeHKSwdy92IonvxhvxnH8u+cYm3HPnEPrIh8m9+BLpu+7CNW8e+pQp5J57BrFzHRX/diWqzEMm79REB+x0mtTtt5PfuNERe/P5kNksMpvDf9PbsPr6CX7gA2QefJDM3XcjfH58V12JNm48nmuv/X/snXeYG+XVt+9nmnrZ3t17w5Vi00y16b2F3gKEUPOSkNBJQktoCSQvgYRAIBB672BsbAPuvdf1ene9XV2a8nx/zHrtxTYlgBO+V/d1+YKd0YxGR6ORfnPO+R2cxgYCZ5yOPmxY12klHQdUlcSjjxG++krif/pfnOZmhCKQmSxa/36ErrwCFMUdIbZlC54DD8B/6ilgWWiDByCm/wyynT24niDOkIvpuO0uCFSA5kGm06Sefhpz0WJCV/4Up6kJc9lyRCCAPmQIWo+aHdoJdjfFwWJCRSFaY92rWhzpUBvfSHgnM5x3hiOdL12vCZWPN03ho9oPsBwbW1qsbl/N5vhmLt7jxzsV02kzzdvr3sSn+9irci82xNYzu3EWYU+EsBGmI9tO0kxidBq61SXqGFGyxw77qUvU7fK4mjNNZO3MbhHTkP/OzJPnm5IX1HkAt7dxa3/j7ij7+r9OPt67l3y8dy9b492yvgUZb9zBLAtgy9zFDD1mBP3278Xqqeu7rfMEDQYd0hdN/w5+PFbtCRNvgVkPuz3VCKgaB3tfCZHOstND7oTW1bB5llsivnEaxOrc+dmKBvXzIdOx8/13bIT1U2H1265r9sBjoXwP2DwXZv9p2+OECsEKnIZWFO2fyNEXuT3NuRwylUJ6PK7plWWh1vREhEoQ4TCOlkILCiiJIkhDZgu+Aw6HRU+CnUMkNqPXP0bklp+RW7oRe/0mtNHj3dSWqoEjsRYvxlq82D0ORxI851jE2teRUmI3NLiHpxchHIFsWo6I10LHBjeLr3Q6MgsBmgHrp6CUH8fnZHMAANHOSURBVAuKIPP+RwSvuhKt3wD3Ndg2Skmxe1Ngqyu3x4tn7ADUqgGIdgsKq8HMuPO/Udz3wzAgZ2E3NaNGowTOPovkE0+iRCI4yRSoCvoeI+i4/nrs5lbCv/ol5vwFtD//PPaaNURuuZnsp58hIhHX7EpR3HNOSnKzZxO84Dzi995P6JqryX74IdlPpiOlxFy5isCZZ6AOHIi1cCHW5jrarv0fQldfRfx392KvXo3d3Ay5HNl33sXYay+M8ePx7LMnbPmra7QeqgI9AOCass2c2RlnZ5vxlqqAquEZPZrWy36CbG/vOi3i992PsddeRG67FSUcQi0v7zKuA7BWr0boOr5jjqbjt3e6Y746XxuqirVuPakXX0YfuQfm3HnIeJzsBx+4G+s60T1/CwffgVj3Lqx/HzFoEvHXpnaJ6e3RBw4gdu+9WEu3q+jQNEKXXor34IMQnv9cibFf83Nkr6Pc3mene7n2pF5HfO1+4ognStgIE8vFdlinKRpCCKbUftj5t4qGew2ysXh97etcPPzHBIxAt+2a0034dT+WtEmaCaqD1QwuHEp7tpVYLoaiqKRySabWfYyuaLRmdt7qsrMxX1vRFR1V7L6f7PnvzDx5vhl5QZ0HgFwuR319PRUVFXj+g1+a/1fIx3v3ko/37mVrvM1MCsz0Th8jbQcl287AQ/pS0q+ItTM3kkvmKB9UQtUe5UQqvl7G6Ssx/DDgSKgYA+lmtzQ8VOnO0d7+MYrm9mPvirZ1UDGq+7L2DfDOtdtmR4Pba92yChL13R8rbeioRYmUYa+fgRx9OaLfgYjVU1zxlUyiVlUhDBUx+EionwP1c1FyaTwHjsf654tgpcDOoRQWwGo3myX8Xsy2DWxe+xblBRKfkUEWNJFtUrFrNyIiUZRg0J0trWkIw0AJ6Mj1W5DpFCIURug6TiqLUKMIjw/ZXouI9EZmEq45lhAIfxCheREbpqMOOg19j5GY8+dhzl9Adv4ifAcfhNPc5Ao9RXUFuGURufYG9Njb8Nr5MP5KSGwG1UAUVCGljtPejtPRgRh0GIl/vknm3Q8xxo4leOklpF98Cc+EPYn85Gzsjk3oA3ujjxpD5vU3yC1Y4Jpd6QYylcapr0cpLXFfZzbrjqZqa0foOkJREZpG4o8Poe85jshvfo1aXER29lwSjz+BPmggWs+eZGbMQIlGcNrbsTduRErpzsK2LMjlsNavx3/yiaSbtlDnn0S1WINn5DkQLAVcI7UvjuECkI5E7dWL1NNPdxPT7kpJ7tNPsTZswH/E5C+skmQ+/JDc4iX4Jk/Gqa93M/+dCMNA6Dq5+fMIXnAB5tx53bb3TZ6M3r8/whiKM3BPhHk5dmsC64/X7CCm1R41WHV15KZ+glK8zWALyyL+0ENo/fqiDxiww2vbXeRyOdQOjYuHXsqi9gWsaV9DxBNlfOV4eoS+fj9xka+Io/ocwz+XP9VtlBXApF6T2ZLassPyrdTGN9CRbe8mqB3p0JZtZ1XbKkaWjqJXuDeaotGYqseWDobqwa/7qI3VcmSfo5lS+xG9IzuvdKkO1mAoBjknt8O6kSWjKfIV7WSr74f8d2aePN+MvKDOkydPnjzfC9GqXWdcCnqX4tVjeIIeKoeVUTaoGMeW6Dtz9f4uCJW7/3aFarii2rF2vt67E4G/5r3uYhqgek+3r7bnfjs+3rFBWKB7sDfXQ9mJaEYQVr7r9hH7A4iavcFXCNPvQaoGYsAJeAcGMcftiTlzCgD25ga04r4osgPhJAEVpERuWIzsaERWH4rweMEfwNmyxV2XSCAtC6EIRLAQES5BURRkRwd2UxPgjmCCVhS9Cic4DLnyWVcYKzq0drhmWSUeFH+Q0GWXELvvfnLzFuA/9lic5haU4mKc1jZX9CkK3sMPQY9/jGj4DFEQRq75EDH+ZzDjPki3grfMHSlWUI3T6yRyT/wJdJ3cggV4Dz2Ywt9cibrlbXjuFJRMmmDFEMTBv6Dl4ykgHZzWVtSyMrdfu3MkmBItQKoqIhLG2bAR/H6U8nI30ywlhq6TW7iQ1D+eAtNErawg+9FHKEWFhC69lNyiReQ++xx782bUkhKclhbXId3nhZxJ5uOp6GedgblkDnL8tdD7gK63Vwnu/HwXioLQdbKdbuE7PkCQnTbNHb+1XTZQZrOYy1dgN9Qj0ymU0lKwLDe+Hg9Ypnt8wSBqzx6IUAgZjyPCYXzHHI1v0qSuUm3F5wOfDxKbEV6P6/K9HcbwESSfecbN7u9w3jpkP5/1HxXUAEIIKoIV9CzsSc7JoQnt3yqBHlE8guCIEFNqP6Ah2UDUU8CBNRPpXzCARU0Ld/38iG3z5jvZGN/IY4sewVAMKgOVmNJiSfNiDNVACBAoSEcyomQE9YnNDCgYSN9ov53uvzRQyhmDz+SpZU9iOmbX8qpgDQf3PARNyf9kz5Pnv5X8pzNPnjx58nwvBIsD9N5/EOumLu+2XNE1hh1ahSe8TaSqmrqrkc7fCdI0sRsbwbJRohGUaLT7A8LV0HN/WPfhjhsbISj4wo/gdBusfmfb36oHguXgL4amJe7oMATdereF4grnfoeSnbOS3PxFGGNH4p3wO9SiEBR7YflLriAHyKVw0imU5U8ROvp87FNPglQralEBSuRQxMe3QcMcUEOget25x+Fy7EyY9HvvEbrip8TvuhvZ0Y4IhpAtLaj9+2OnNLR+R8Hsx3C2E1bSshBl/cgsrkcrHI8yMAZ6CNm6Burm4zQ1waGTyLw/DdncTOC8c8GysdvbUHv3IdKnD7G77sZubESJRvBP3gfm3YRSFMVJZpHNcyBroBx0D9R/7mayy07CciqI3/8Uis+H0qsXMpdF71eMvup+ZKIeKS13PvWm2Yg3f0rkmutoufYeMDPYjY3Y9fVuyfPiJYhgACwLISRaVTHawH6oxV6K/vE4Mt2GXmCQW7Qca/xe2GvX46TSYJo49Q1kZ87Ef+55xO+8E3I57OZmVyQrCmSyOPE4TnML2WkzEf36IkvHu5UHm+dAcguaP0zoygvJTJ2D09aGvWFDZ2m2gpAS4duFJ4CiILxerNWrsRu3gKqgVVWhVFSgDx+O8PsRhoHT2IjweNwzqqMdEG55uK6jVlRQcP99yHQa4fOhVlTstFRXLS3FO3Ei6Tfe6L7C40HG4ihFO8+COq2tOy5LJLA3bcJcsxZhGGh9+6BVV3/v/dZCiG5zm78phuZhUOEgeod7k7KSeFQvft31PqgOVaMIZae91r0ifYh6o11/m7bJtE0foyoah/WeRM4xqU/W0ZptYU7DHNJ2Co/iYf+aAxlaNIQibxH7VR9AmX/nvcmqUBlaPIyrRl/DhtgG4rkY1aEaKoKVRD3RnW6TJ0+e/w7ygjpPnjx58nwv6OEwQyYPoqjKYM3MerKJLEW9ovQdV0CBvx7Ce+2W47Bqa0n963ky06ZCNovWpw+Bc87G2GOPbX2huhfGXer2RLeu3u5FBOCg210Dsy8ixLa+aW8UtiyBWC1MesDtQR5zEcx5ZNvjFQGRHtjVR5J74SlwHHKfzyU3ax6FD/4GueYFpF6BKM4hmpeBoiLnPIU44EqUXAuqvwGW/wUW1EKgGIYch+h/GHz2CEgFSgfjDD6bxGOv4TQ3k3rmGUJXX4VjWWjV1SjhEORMzHXrMA4/DprrEO3/QmYzgERUDccZdjmJP/4T777jUbRh5OZ8jj5oNJ5Dzka2zcFca5Kd+R7WiuXwz3+iDRxI6CeX0X7zLRh77EHktluQmSxOUxPGoB6I2ihOPI7siLkZ7BUfYC//ANFvbxhzGa0/u8/tCbYshM+H8OioFUVo2ZUQ24gw44hICdLWXLEoTdTN7+E5+AAUXxC1pBTHsvCfdhqJR/4CmQwi6If0FtTegwmcdS4dv70TmhrR+vVEOWYSesvLRA/uRe6gU4g/8TJSc38K5RYtwpuI4zvheJAO5oKFiFAIp6nJHWul6xh770XHG2+SWd0Hq7QQ4s/Dps9AD2D3Og1abYQKSkEB3v33JztvLlgOSmUlvmOPIfHQw93KtlFV0DQ8++1H06mnoxYVoYSCrqt3YSEyHkcpKUGtqcF71JHkZsxEqG5JvYzHwXHwn3gCIhxGKytz++I3bSL7yXScWAytpgatpgalIOqespqG77hjyS1e7Ar+TuyGBox9x2OvWbfTz5Cxx4huf9utrSSf/AeZd97ZVuauawQv/jHeQw9B+S8sE47n4jSlmkhaSYJ6gBJfKQXewm6PKfWVMqnXEby57vVuy32aj2P6HINf89OeaSfrZHEch7ZMG4MLB7O8ZRkH96hmVfsqZjfMImtnUYSCqqh8uPF9BLB3xXiCX+i//iKqUKkIVlLxJaO/8uTJ899HXlDnyZMnT57vBcd2UAuqqd5LpaIyiZ1ox6AOtaIYKo6Cr/hx+V1gN26h4ze/7SYerLVr6fj1b4je8VuMoUO3PbigN0y6H1pXuX3QgRIoGQrRXjuWwvoKoN8k1+F5yXOw+XN3uaKBJwIjz4VILzj8Xlg/BdJtiJoJyAHHknvpE9cB27ZRa2oIXnoJ1rpGUs8uRcZjGMOH4t3/SvS6Z1DSa7E/ewp133OQH9+DE4shUylESwLR8TeUEcfA8U8gN8fIzJ6P8+cX3b5nR2JvWE/yuecIXXYZ6RdfIjtjBp59xxM88RBEqgm7xyRk9SSINyBNQXbRBrJ/eh6nsQlz1VqUgAdrfR3Wuk1kZiwiePXPSD3zHCIa6Sw9TmPN+ZjMG6VEfnUdsbvvJTtlSmd8fPgmXIfdEodUB9KycJqb3b5nRYGW5Uhdd8W0oriO3oYOqWbUfiWIjsXuaDRVAyuL0DWUwiJwHER6PcFTbyJ298NkP5qC2qMHWs8awjff6LqDp1pQgj7s5nZit14PZg5SLZjNG2ifM4vI9dehfHoTRs9WvPvvQ/If/0IbNJDAmWfirF2HuXgx+oAB+E87jcwnn5B9623QdbSBAxGqitPSjBg2lOTf/4L/5EGoQsXqeyHt9z6CU7cJVAMZqCL7yXRCl/wYUVxE7K47CZ5zLtnpMzC3jhYDkJLgRReS/fwziMWgsBD/WWeSfPQxrA0bUUtKwLZJPvEkBb//HUJRSL/1tuvgPXAg3sMOdXvAi4qQjkNuzhxid9/TZYgGYIwaTeinP0GtcEd7adXVRG+9Bau2Fqe5BTQNtbQEqaq0XXUNdMQQugEeD0LXUKur0QYO7Hb652bPIfP2290/E6ZF4uGH0Xr3xhj61SOsdicNyQaeWf40G+PbrgO9I305ZcCplAW2ZYwNzcOEygnUhHrwaf0M2rPtjCwZRe9Ib9qzHczYPB1D9ZC1MszYNJ1e0V5UBiv5eNMUbGw+rp2CJbe1jaSsFCEjxCd1nzChcl9CxnfkDZEnT57/KoSUO3HQyPO16dPHNZdYu3btf/hIvh1SShzHQVGUvKPjbiAf791LPt67FzNr0rqhnbUza0k2JYmUh+i9Tw0FZSqqxwP61xiH9WUkm9wRV4oG4arus6e/QOaT6cR+85tuy7yTJ6H174+5ZClC1/GMH4/Wtw9qYeEu9rILOjbD5w/A53/svtxX6JqfTbwFPn8YykZAxUjofwREe7rl5w2NSNNE+H2knnmWzFtvudltMwWqhvAHiNzwP+jrH0GOuhA+/1+s5fPcFk5pueXjgAgGUU57FLOxhY7fPgSiADQDaVrYmzYR/vl1JP76N+yNGwlfcSGeki2w4ClwMqiVNTj+IZihicQefd79bCgK1rp1BH/8Y1LPP4/s6HCzoaaJPnQooauvwq6vh2wGoUnMZfMx535Kwa8uRRT3wTajSNNGqazAXLwIvfEl5Nx/IBTFHacFoCioIw/F6n857bff62andR2kCe3rMQ44nPBEL2LOH0ALILUw0nJA9yEMDzLQk9iKfqSee80V5I6D8PkI33Qj2uDe6EvvxYoeTvv1N0O0ApGoB2RXP7g6YAihQyth4TM4hz5M7OHnCf70J8TvugenrQ0MA8Xnw8lkCF5wHtlZs90S7NJSkk897R5vQQjRspaiu65HTcwlNt0k++H7286BSE+cjIXT3ELklptJPvEEIhRy52W3t5OdMtWd/3zYIVib6ojf/mtEJELk9tvIvPsumbffAVXtylI7sRjC4yHym1+75mRCIG0brU8fjKFDUHv0wKqro/3qqxF+90aV09k3DuA75hiCF1/kZrdxy7UzH08l+fjj2A2NYJoYo0cTuOA8kn9/gsybbyFCIfwnn0TgzB+h9dhWoeF0dND2i+ux16/f6cfCd8zRhC699Jt9lr6Cb3MNT+YSPLb4UdbHdsy+DywYyNlDz8On7XhNsqWNaedY1baaVe0reG3Nq7Rm3NL3vtF+nD7oDJ5f+RxH9j6KjfENlPrL+OP8B3d6DMW+Eq4Zcy3Diod/o2P/T/Fdf2f+//JbOU+eXZHPUOcB3J4kVd098w3z5OO9u8nH+7sn3pSkvbaD+JYEwZIABTURQqVBpCOpW9DInGcXdrUPd2yOUzu/nnE/2oOaUdF//0lzaaj9xHXj7tjoCuk+h8Co86Gg1043MZcs6fp/pbiY8GWno7QtRm54Aq2iJ054MIk//wm1uobQ5T9xM4LbIR3HHS2VMxGhIOr2PaaKgLrZECyDTOcYHm/UzbwruttnfdxfXadz6bizqYWCiNSg1bgju3KLF7tls4qCvu/B+McPRlESSKEipYo15jaEHYcNyxHgZnNt4e5PSmSsA5loQ697kegvrib+7IfYmxoQuob3iMlY69bjtLZijBuDt7IFPn+083VJCFai9B2FN6ij33kV6RlLSb/1IWpNDcLvw2lsdF9Tp9D2HnoI2SlTSD75D1AEAgtj733wnXERSIE6/TrUYx+D8tE48TixV15DjhqCMeJU5JIXtxk69dkfs+IMkm9PJXD2WThtreRmz4FMHGPfY/AdfSyKtQRpRHEyAqexHhBuJrWiBrtwX3ILpqCWlrqCUYDMZIndcw/Fj/8FJ5bAbFwDuoZQFLrPIJdYyxbDaYeCoqDIFKErryB2//1Y69eDaYKu41gWamUlqeeeJ3T55cTuuQd7cz1qaSkiGkXYGfAYgIUdHEF2Wmfpuug0rnIsnKZmcBysTZs6XcfbiP3mDkQ4ROiaa8hOmYK5cDHpV15xx1Nd/hPshnrSr7zqHgcgfT7XBV1R3L7uujrXLTyeQAQCRG6/jeSrr2KvWo3vqKMI/vgSsp99Bkj0yZMxly8n9/nnZN5/D98xR6NVVQGQ/WQ68c5+960GZemGBnKLFhG9+y6MAw+EWAw7kXBnpG8fwWwWGdtx7NRW7IbGXa77d/k21/CmdNNOxTTAyraVNKW20CPcc4d1qlCpT7dQl6jln8ue7ua+vaZ9NY8ufIQzBv+IBc0L2KdiH7akGhGInbqES+ngVX0sbFrIxvgGIkaUvtE+lAXKUYWKIx1aM61YjkVADxAyQv/Wa/2uyH9n5snzzcgL6jwAmKZJW1sbBQUF6NvNwMzz/ZCP9+4lH+/vlpb1bcz82xyy8W0/MD1Bg33OG4MRNFjw+lJE1EHGhCv+cAXcwpeXUdgjSsCbglSTO5v5iyOsvoy6T+H9X9IlkOwcrHoTmlfAEQ+4pmBfQCkoAECEQoTPPRx15i+w163oXCtQg1HCp/6Gjic/Ijd7Dr7Jk7q2tRobybz2Bul33kYmEqgVFQR+9COMvfZ0zaocCxwTvIXgicIXXYAz7VA3y52BvdU93FcEB94E1fuAomAucudD+w7dD29lM8z8FZhpBCA8YZQTfg8lg3CyWaR0IGcjdBXsbS7AuZxCWyxIUfIvFNz4MFZKBdOCYIDYTTchVIXgCRNhwS1uzBAoo45HVPZFLHgYGd+CGqzB7+uH77dXk6vLkfzLo4hAwBVbQuA5YjLmkiWY8xeAdFzHYynJzZwBqor38qPcg9kw1Z3DLVzDrPgTL6KPHI5/n18jdBuJQXr6Yuy5b6MURLFWLiVw4pEEjj/SjWV8Jcq83yNDJcg9f4b86Pco5dUIVXOzsgOPJrPMRLZ3uIZqto3wekHTkC0t2G0x9Io9UJpD7nsh6TxfRGdWX0EEfSg+A+n1Iot64TQksJYtd8vYt5thbTc0oBoG9ubN2HWbQQicWAyKi0mUV1BcOQLR+im2fwwy3ikwhSv8EWrX/HWZSbvLAGHoOPUN2OvWkps5E330aLTevVF79iQ7fTrG6NFdYrrzFAXTRBqGm+XPZFBreuC0tyNjMcwFC0g98yzeQw4i/fbbpF99DbWsFCeegEwG3wnH4znwALJTPkZmc9itrZjLlhF/+E/YzU3u+6uqbl+3aWLX1pKbOxclEiH1rOvy7j/sMJQB/bcdUjiM1r8/uc8+2+nH1Bg1aqfLvw3bX8PVZBK7vh6ZzaIUFqFWVXZl3ndGyuo+us+v+RlSNLSrf3p7A7K0maY9144Aop4CtqQamVY3DYcdTcqa0k20pFuQjoNfDxDLxikPVNCQrO8mqhUUBhcNYWXbCmrjG1nR5po06orO6QN/RLG/hC3JLSSsGB3ZGI3JBipDVQwrGkZlsOo/4u6d/87Mk+ebkRfUeQBwHIdUKkUkEvlPH8r/CfLx3r3k4/3dkYllmPPsom5iGiCbyDH7mYWMOWU4VsZEhIB4923NTA67o8HNMpspd+SUmYaxF0PpUL6UVCvM/l/Y2YzYtjWuqN6JoDZGjSL5xBP4Dt4bZcn/IpvqutYJVXGP49O78R9+Jek338Sz374owSBOLEbiT3/uJhrs+npiv/89kRt/hWdoT/dQSga7ItKx3BJ01eP+F6B4EHz+UKeYlq6YjdXC21fD8U9AySDXAToYxDswAB/d6W7XWcKuRr2IKT9HHvd36LMfYvWHoKtIWyIU3RWggWJsGSQtfNhpiR4IY/SoAcDJZFArq3DqNqAYJqQ73P1HKlBqhiKm3eaWlysK6AKVRuTS+xHB05C27d6MiEQAiXfPPYndfQ9oqivAuvpEBfbaNchkp+DIuM+hBIN4Dz8cc+kycp/PJvPG292EYvjmm/D08iOapqGs/BuKV0cqAWTvyVgNm0GUYEdHokz8A6JpMTKTxAkPQFQMJ3XvTRh77YVaXobd3Ez2w49wYjF3ZrRpI2smogUb3Ax+LoXwRMBMI20bpIn34EOh8RPUweOx/OU4bfNdMS2lK6i3dsLZNjKTRikrA1WBnAmOg6MIzN798EzaE+eFM2CAhjZsD6xF8zv34QULRDCAE0+g9e5DbvpMVxwLgRKJoPXqjTZ4MPbmzfhPOAGnqYnYPb9z+5V798Zat64z0y3dsWCdveZqVRXyo4/cbPWWLa7ZmGOj9exF7J7fgWW55eGqhigoIPPmW4SuuhK1Vy+E30/yyX+ghELYdXXIWNw9XsdxBb+UYNvYGzagjB4NhgG5XKdp3TYUrxf/iSeQmzPHjdt2iGgUY/R3L6i3XsMDTU1kH/4TVmfpsPD78J94Er4jj3CdytNpFL9/m9kgENSDXZnjqkAVQ4uH896Gd9kY34AmNA6smcixfY8jZaV5e/2brGl3TQn3LN+LHqGeNCYbdn5M0mFTog6hCPyqj/ZcK8f1PZ7nVz1Ha6bFPT4EVaFqDus5ib8uepTxVRMAt6Q6lovz4Lz7ObbfcahCZeqmj2nNtBLLxZBISrylXDjiIvYoGflvjQf7NuS/M/Pk+WbkBXWePHny5PnaJJpTxBsTO1/XlCSXyu10nTfsYdzBAv/sW2D1S+6P96pxMOIsmHYnHHSbawq2K7Id0Lpm1+u3LIFeB+ywWOvVk9CVV6BYdfDparpsQxTFFYYAsXq0IsMdO9UpEKzaTZhLl7qluh0dbp+u30/oguNR1z6JXLEGMfpcqBkPi5/ZloFWDbevu2iQm6E2k67wTbW4f2/Nlq58HTxhjBEjsDeuRqx6sdutAqUwgsg1uyJ8+csw/hpoWw/Nq10xjQBfIXK/m5DpFJhpnGEXYbfnUDqr0hWvF98RkzE/fhXpKKAZYGZRRhwNi/7hOpTjIB0HoWjuuKNsK57BPpKhAI6UyHQKp70DaZooRUVutjWdBAvw+lALCxBOHCfROX6rZnzXa/CMHUt2zGi3nNu03LFbgOeA/fGO6Y0aXwzREKJ5PtghqJqAWPMm6v6XYcVs4n96FHv1OqQQCCGw65+n6KUXCZxxumuy9tGHqJVVBC84n9zSpVjr1qNWVpBbvQbP4EGErr6e+B/vRwbKoWMTOBZqrz74DhiJM+8RnP1vwVq3EXtTHWqvXtjr1m0Tl87WjKQAxyby859j1W12E93770+uuAihZGH0BYjGhQTOP5eOm28GUyAJ4GyuRykuxjtuHOaSpVi1G1GCQUQwhFJUiFJeRuinlyPCYYThwVq1EoDMu+8R+NEZxO75nevKrgiUslK0Xr3w7LuvW+qvKMhUCmPMaMw16zD23IvMtGnuDQspkR0xREkJMpNBhELk5s0jdPnlyFSSzDvv4D3sUJTCQpyG7YSibbufB8tCLS1FtrW554OmoUSiO3yu9EGDiNx0E4m//RV73XpQFIw9RhI49+xu/dbfJU57O7H7H0Bt3FZSLlNpcosWoZaWkpnyMXZDPWqPHviPPRZ90ECEx0OJr4TBRUNZ1baCEaUj+euiR7uMwwzVYHnrcgYVLuf1ta9jb2coNq9pLr3CvSnwFtKebUcIwfa2Q4ZqUOgtJJ6LUeAt5MCag/nLwv/loB4HYSgeEmacqKcAv+Zn2qaP8et+srZ7cyJrZ2lON+FIh5Ae4vPGz1nRtgJd0QkbYeJmnNZsC08t+wflgQoq867fefL8V5MX1Hny5MmT52tjm/aXrpcSdL+ORXdhPeogD55pP0V42lxRAFD3uSuED73L/f8vE9SKAZ4QZHfRu+kv3ulioet4DzwQuWEmLAkhPQZOLrejazcWnnF7IsJhZC6HjMXwjN8Hmc6g9uyJvXEjxoAy1Hl3INtqkYdcjJj7KOQScPBvYekLUD8HNB/0OAD2vAzeuByQnWK6bfsoQfMyWPAE6vAL8ew9BvnRk9vWCYlQHTAtN6vaugoqspg9L0IbZiGSm5CBKqyYB7veQAyO4vQ6lvizH2JcO7brWZy2dpSIB++Rk0hP/YzgsMNg2euIgmrE0vWA4z6d4QPN68ZLCBTZTOTmm0k99zxOSwv64MEY48aSfvllCAaR4RDkkggnC2YLSBsR8EHPA6BsWNfzq2WlhH92LebyFWTefReno8Odq+zzoWox+PxeRKrBFYimCUtfhtEXgDeATBlYy5aB4cOpbwAk+oQJWIsWkfzfR9yZ4o6D09aOuWQJgYsvxnvUUdib68G2MTd0oPTfg+gjz5B+/Q3IZjHGjkQr8SNbasl5TyB+2c0UPPgAuXnzCJxxOrF773NF6dY+aCkJnH0WqWf/Re7zWah9+xL62bWY6RQyE8CMxSE0Efz74WxuInTDveA4xP/0vyi+IIGzzkTr04fWC10zMDuTRcQThK78KbE770LGOvAefjj+445DHzAA35GTyc2Zi+M4FD70RxJ//StEo/gPO5Tc7DnkZsxAhMIEzjwTu70dxeMh/uAf8Bx+GDTUo5SUdJ3Xwu/HrquD9nasoiJSL76IVl2F/5RTSb/zNt5Jk0isWrWtaqCzF10Eg4iCAoTXg0ylCJxxBmrVjmJO6DqecWPR+vXDaW1xs+dlZSh+/84/n98BduMWnI4Ots/Vqr17o5aV0XrFFahVVQhNw66rI/fZZ4SvvRbvQRPx6T6O63c8cxvnMqNuepeY9mt+Ip4IPUI1LGpeREe2o9tYq5ydozndzH5V+7M+tg4NDQurS1QXeAqoDlVTE+pBxBsh4o3w4xGX8M76t1kfW0fUU0DUU0BLppmpdR9zxqAzmdM4C0c6xHLudUwCPt3PvMa5AJiO2XnLTWBLm4ydoTa+MS+o8+T5LycvqPPkyZMnz9fGG/ai6gq2uWNPoaIrBIr9DJ00gIWfLO7KuIbKgvjaZuAzUqi59u4bmUm3ZLpi9Jc/cagCBh0LC57ccZ3qgfKRu9xU6DqiuCcUVyETzW5/6fZ9qpoXKUJ4D9kbaZpk3nuf2O/vxamt7XqI74TjMaI+nLZatz+4qB/MedhdOeVWGHIiDDnZzSjXz3VL2YNl0NTcmZn+AgV9YO0HKAOORB8xFhr3xVn0pptBDgcRpJCWCUgoGoj84Fa0/idgtYK5QYMQqAVBcnPnoIQnkpkxm6CioBZvu7GQWzAfe+V8fL0zOKP2h7IaFK8ENeceW7wOdD9EeiC0bU7pItoDY/AI9EGDkLkcwu9HZrN4xo8nO306wvCCIqGzv1obdxBadTW0tcCGaVC2h/v6FAW1pAS1pATvfvtix+NYy1eAGYOVf3XFtOMgLRuhqUjbRix4HPociGPqKMEATqYzYygE/smTSfztceyWFtTyMvfGRzaHMAwy77+P1rMHorCQzJtvuSO0bBtrzVrM+QuQqTTZGZ9ib9zoivfOPmlz2TL8Rx9FZuo0IjfdQObd97DWrUMtr8B3/LGQNcl9+hnGuHH4jj6K5JP/wHvpj7EbGrBb28i9+Ra56dPdY1QUtP79CP70cuymJvf4Mhl8kydhNTaiVVVhjB6NuWYtIhDAaWgg/dLLOC2thK74KYFzzsWxbIRl0f7rXxO9806cLVuI/e53qBWVCK8Xa8kSzBUrCF15BYk/PuS6rw8ZghoMkps3H2wbpbIS4fG41RVNW9AHDiQ781OSK5YTueFX+I44AhmP4z/pRFLPPNtV4q5ECwhd8VNyS5eh9+lN8MIL8U488Ev7k9WCKGrnjOvvG6eleYdlnr33In7vfV3l+Nse7JD817/QRgxHKy6m2FfMqNKRfLDxXUp8pShCQVM0FCEo9BWxsGkBWTtDkO6j/KbWTeFHg87ihH4n8sqal3FsB0PzUBms5JQBp9In0pfSQGnX43uFe7F/9YEUtRSRsTPMaZxFwkxyeK9JJM0EKSuFLR1ytnvDUeBmujP2trL6nJNFUzRMx0QgSJmp7zaQefLk+c7JC+o8AGiaRkFBAZqWPyV2B/l4717y8f7uCJb46bd/L1Z8sOP4k34TehIqDeAr9KKFVBrnNxFvTNFrTAmhxiWoMuaWP3+RxoUw8Ngvf2JFgSEnQctK2LSdGZLmgQNvdQXclxGugTEXIWb8Hq2yEqejHSfu9pAq+/8EMXhvtJ59MJctJ/Hww25f8VaDKsBpa0FuXA267vZnbv86zKRb9h2Zua1/2s667uNvX8UOfd+BUne0VqYN0q2IkqGIvS9GbJkDiXoEGTdhqKpILQjh3rDpz7BpAVq0As+440i3RYnd8TuwbfxDhxLsaCd89jldLuVOIkHqlVdx2tsxju6BMuU6CJcjhx+FCPeGvS5HzHoYjKCbVd+KEXDHfAHCMDrLwOOIRB2BM45HZtPk5sxzR5+Fq9AGDyB88n4on/yq0/Cs8z05+DfQY/9ulQCK10v2k+l49x6AWPMBcmv/raIi9RB4DbAzyM0LQD8UaYMSCOKozW4vsSIgl3X7h+sb3PdC09z3saXFdftGYq5Y4RqmzZuPUliAuXQZMplEKStzZ3QL0VXeTCaD0r8/ngn7kPzX86iFBXgPPxy1pgaloBABhH9+HeaSJcR+ewfGXnuihcL4pnyMzOXIffrpttg5DtbqNcTu+R2RG24gfvc9+M84Dbupyb05oQhkOo0aCmEccwzZGdPJzZlLdto0/CecgD50CKELL6T1x5fg2Xsf7A0bsNcto/C6MxAtcwGJLD6JzMLNJP7yKIHzzyPz1tuYc+diDB2Kse8EfBMnYm/Zgsxk0Pr0xly7Dr1nD7e6AEg+/gSBC84nt2Il+oB+FP7tMczlK9yxZaqCYzuEfnyROy9c07BqNyGXL0eJRlGrq0HXsTdsIDd/ATKZRB8+DK1vX9cwLZ1BBAOuYd93jKZpFBQWYZtfuH44DjKXwykpwlEkimOhhyKkzzqeDZEcqzc8R0FbGXuUjiRqFBD1RDG/cA3K2TkCepC2bBtfJGvn+HDTh4wo2oPrxv2ClJnCkQ6GqjO4cDARb5S0lWZLagspM0lAD9A32pdSfwkNqQaGF4+gPFBBLBfjr4v+ArjZZ0MxGF02hjFl41BQuHzkFczdMofP6j9FESqWNPFpPjRFozpU853H86vIf2fmyfPNyH9S8gCgqmrefGI3ko/37iUf7+8OVVPpt39vvGEvKz9aS7o9gzfiYcCBfagZVYGqqaiaSs+hNdQMqsLO2ai6QPmwFOoDkNtJyba30DX3+irCVTDxNmhbBy0rwBNxt4v26uwH/hIUBQYcBYESxJy/oChLUaoGwPAzQFqITS9C8blkZ84AKRGGjlpejt1QD45EZnLInEAJBVFCYYRqQOWe0PtAV5B2rIctS90ScKG6bt5lI2DfX8CHN0DaNSmibA8YcxEsfBpp5nBiWWK/ugF96EACB9wMH/wcYrUIfzGyoidi1IXYUx5GeDwInw8REDgUkX713U43aYEWiVB1xZXogwZ2vVyZzeK0t+M0NJCLjcUYdCQsfwM5/VHs6aAc9jOUYach1n24zYTLXwQTb+1eet+0DGbeB/Xz0IRC+ICjsU+4HienoYTCqIk5KAvv2yamAawsfHgzHP94t33Z9fVkpnyE0acQqXWWBvuKAA9ORwzpZBCGgWJEsRubEOEodkMDIhxBJhLufQkpEcEgMpl0DbO2zrYWArW8gsycOTjt7dgbNrgzuktK3XFf06e7Nwc8HsjlXFEdDKD27Uv6+efJffY5vpNORC0pQdoWqVdexZo1i/Avfk78jw8hE+6YKu+kSaiOTaSggMRf3BFk2xt6YdsI28bevNl1Hk+msDdtInjJJVhr15B45hlkYxPC58MYPozAj84g+ey/sFta0AcOcE21QkGMMaPQqgoxYisQMx9CBNzMqVz9Kv7q/VAn74cSjRI460e0/ew6MAx8h08idvfd7uzwzjj5TjgBO5nqDJGCVV+PE4vhGTuG5N/+RiYUxjfpcIxx41CiEbSePRGahrl2LbHf/c7tj+6Mr++EE1AiEZKPP951o8mzZQvqosVkZ8zEiXWg1lQTOOVU9OHDUHzfct78dqiqSuGQIbT5fO65sJXiIlKFAeJOHCedQNUNApdezBMNr9G+pQm1uhol7mNa3VSO63cCh/acxNPLu1e5rO1Ywz4V42npNBIDsKWDaeewHJve4d68tPoFhBBo211nTux/MgMKBvDi6hdY2boCiUQgGFA4kBP6ncSo0m1VNxkrwzlDz+Od9W/TkKjntEFnsLZjLU8s/RttmTaingJ6hXtx1pBzeHvdm8Qci4gRYVDhIMr9Zd9ZHL8u+e/MPHm+GXlBnQcA27bJZDJ4vd787MHdQD7eu5d8vL89qfY0iaYUds7CG/HSc89qKoeVYWUtNEPDX7jtx/P28dZ9nSNXBp8Aa95z5zR3K4EWrst3tNfXOxB/kfuvauxXP/aLeEJQtQ/E6hBVe7lGZ0uf3SZ2/UXYncZZ4PahqtU1yGzGLRWuOR2RXYHw+t0Mc9kI+PQBt6+7coybka6dCeFqiPQAw+9m1TWvOyZM0V2X73mP4yRbsa0w2ZlLMOfPx5w/H8U4Be+Ii8DnQwRKEGYK+d71qIqOE40gM1mcwECydT7MxYtRy8shFETba0/MykpUTevqL1VCIbfUt6GB5L/ewJ64D97DJiOSG5GaH1k2EjFoDIw8FxL17k2BSA/3psVW2je4juSpzlJb6SBiK1EzrWgjz0D4DJj+ENLKglSQNQdh+4bgZEwUn4basQX8lVjr1mHXNyAMHf+pp5Lb1IheMQFhZ5EpE6dtO5Mp08ZMFyHTKYLnnUvyn89g19YiwmGs2lrU6mqkZblzsts7XAHr86H164dUFXJvvoXWty/Z2bMRHi/mvHkYI0eSnTkTu6EBJRx2TeaEIHTxxThNTeQ+/QxpmWTf/8C9EZFMIlQVpawMc8VKPPtOAEXBs//+ZKZNQ5SWktE07HgcZWuZsaK4rthSuobuGzcSuPgirA0bif7uHrKz56AUFhK97uc4iTgyncFat5bMBx8SvOQSFJ8XJ5tFKJ3920JB97ZBx2yk1+seM6AEAoj4QjwjJpJNxMGyUKIRjEGD6LjxRkQggFJeDtJBJlNk3n8P/7HHolZVYdfVoVVXQS6HWlyMd9Ik9GFDMYYPR6vZlgW1W1qI3XU39saN3T4+SiBA7I473SoIRaANH46Mx4n95VGUwkKUokKsJUvpuOUWQldfje/QQ775Z3QX2LZNtqiQ4I03kLz3PpzGRsTQwTSWeUn4VZyk+zjvuL14LzmH5kQDmuFFaO71RyJ5Zc1LXD7yCkaVjmbelrld+7Yci96RPhxccwjTN0/DkjbxbIysneOwXoexun0VDal6dMWgyFeE3lmF0phqYGHTAla1r9x2/iJZ0bqcl1a/yFlDzsbXWf3h1byMKNmD3uE+tGXbeH3ta0yvm0ZNqIZDehxGka+IeC5G0kyyV8U+rG5fxfjK8exTOYGQJ/ydxfHrkv/OzJPnm5EX1HkAsCyLpqYmKioq8hfP3UA+3ruXfLy/Hc1rW5n99AKSre48V6EIeo6rYsjh/QmXh3Z4/E7jXToMxl0Gcx5xRbWVdTO5I8+G3hPdMuHdQWwDfPZHdjp+a/FzGMMuITvlY/dvAcJjIDxuf7GVCqGPOM3Nhn/2gOu6rajuv8ZF8O7/wDF/cc25jM4MrOGH6r3g49ugYQHgjsxxlGKcIReRfuSFrqdPvTUV/fiBqAseRni8UL03HHgLsmExwohiOzVk5qwn8cSj4DjYLc1Er7kaKit3iLcwDHzHHE12xgwwTTIfziDz0UzXdMrnI3LbCSA0tzogVAXeMFJKrLo6SCbBMJDJVhhwFdgg0wlEcS8ESWTTRuTKDei9JcTacToSOHv/ksyqDpRgttMx2kZ12rHe+ltX/7C9eTMiEMAYOxanYi/U1qU4DcvdMnmBez70P5z0zBVkP12A9+ijMfYci3b0UUhVRR82DO/++9Fx623YtZtQwp1CQ1EInHsO5sJFiEiE4I8vIv3hh2glpaRefAl0jdCVV4JlYa1fj1JUiFpaRurZZ9FHj0aUFENHDLuxAeHxogT8bm+2pqFWVmLsO4HU66/TccuthH5yKZmmLTRLSXjwYFi0yBXTW+ePCwEeD8bYsRAOoeVytN1wE5Frr8FpbcVavRpr40ays2ahRCL4Jk3Cqa+n7b77CZz5Izz7TkCEQqjlJYiN/8BuaUVms13niNPeDqkUasenaL0uw25oRi0rx1y82C1/jsXcsvbO0mglFCLz3nsYEyaQ/tdz+I49lty8efiOPqrbzPXtsTdtwt64EaWgwM1cF7u28XZjIzIeQ0ajCI+BZ+QedNz+G/e4YjHXsVx3s/XJxx93y8HLdxxl9+/QdU0ZOJCCu+/C3lxPU6HGixtf4PjLL6Xj9/eBbSEnjGVxw7+QSJSSYvd4tsZOOmxKbOKE/icxoWo/amMb8KheakI1lPnL6Rftx+jyMSxvWUZLpple4T6si63l0/qZAJhOjpSZJGxEEAKiRgEf136MuoPBISxtXkJtbCO6ahAxIhT63JnXIU+I5W3LWN6ylAuGX0RQDzK/aR5TNn2Iruj0j/bn8F6TOa7f8US9URSx4753B/nvzDx5vhl5QZ0nT548eXZJvCnJp4/PJZvYVtIrHcn6zzbhi/gYfHg/xFYx8WV4QjDiTOi5rys+peOK7Ghv8Hz3PZe7JNXKTsU0QGoL+t49UUpLcbZs6b5O09D6D0MMOMLt4Z71kLufQAkEytz/FwqseBX6HtZ922hPOOx37tztdCtSeMl+NI/UIy8gU+muhzkNDaSX9Sawz2Ww7iXY9CnOgrdxek/C6b0/Vm07jrUZY+wYlOJiPPvsgzF2DPYu+hz1gQOJ3HIzyb/9DWu1O3JM692H0CUXoIp65Dt3Qvs6RKAMOfgUcokImY8/Qy0uRgQCqDU12G2S2I03oIQCkG7CO/EAfCOLUbbMwgr+DJEUyL7HYqWi5GZ9QvaTT0A6qOXlBC/9KagK1rJlpB77q9sDLRTwGETvvANj//uQ+iNQPwfhDSP7Hk22TiHzwWvYzc2oBVFi//uI67h+0ESyH36EtXYtwZ9chhOLYdfWovXogT58GFb9BvyjKggOGYfseA/jlH1Jf74WpbiY0BWXY61eQ3bqNJRAAGvderyHHULgzDNxcjm8lk3y0UfdfvpoAQiBTCTcOd4lxbRfcy2BH52BevFFaH17k3zqEZSjTsV3zFFkli1zbyA4DjgOSkEBalUl5uIl6MOHEr/vfiK//Q3p558n8977YJrow4YRPOsski+/Quajjwicfz7C0Ek99RTaoIGELrsMu6MZmWxDOt3N/5Ro1DWJS7ThNNShRErxHX8s2Q8+dB8ghHs8nf3lMpNBWhZKOIz/9NOQuRxaTQ1qVdUXT5dt52EshjFuLGp1NekXXsJauxaluhr/MUfjP+ccsu9/4MZoO+GOY3f7XDmtrTjNLfAdCertUUtLUUtLSbWtpN5q4Y1yP4fdcSvKlJmIgkJIhxDBAKZX44tS0O2XDtAn0oc+ke6+C5qqUaPV0J5uQwhBR6aNIm8RXtXbZRqWNJME9CCaUFEUZafXvqyVpS3bzqr2VXyw8T2ingKO6nMMw4qGumX3jsVRfY+mPdPGy6tfYlNim/lha6aVDfGNXD36mi4RnidPnv9+8oI6T548efLsko5NHd3E9Pasmb6eHmMrCRYHdrp+Bww/lAxx//2n+FLxLtCiBtFbbib51NNkP/sMLAutXz8C55yNPngw6Dq0r+sU0TuheYVb0u4r6L7cV9C1zKmtJfnCHd1diTvJTJmJNvhS/Mf9DTJtyKY2Ui++T/bpB90ZwTU1qH36IJNJ0u++i/eQbWW1dl0dqQULyS1YgFpejnf//TGGDkW//XbsllbQVJRgCLFpCvaLPwUzB14PSkEdctnHaGMvQsbTdNz/AEiJNmQw4WuvIfDjS0j/8XawcmRefRmUE/BPOpfYnXcSOfcCKBhM8oFHyX3+eVccjX32JfvppyiRKLnPZ23L4koJmSyx239NwX33EX8zhjFsEk57lswzLyB0HSeRQBgGMmcidA1RUYH3oIl03HY7mCYdv/gFak0PfMcdiz52DIIsvsBq5NRHcBJJVxivfQ1/9d4Y119O7KEnEF4P3okHYtXWknriSbLvv0/o2mtIPfsvAhdegDZoINay5aBpbqmzruM/43SyixcjEwmSTz1F5NZbwc4iM0mc+o3oY8dj/OLnJP/+BHa9O3fas9++ePbfH7uuDmvtOgJn/ojEHx/CnLutxNhcvJiOFSuI3HYrHb/+NSGfl8CPziDz0RTSz/6L8E03ora348xdDHzg9n4rCkppqRs/y0T0OoDcpyvJvPkgvuOPc8vR333PfQIpQVVQysvAsjD22gt99Ggy77yDyGYJ/fSnXzreSikrQyksIn7377qWOZs2kXzqKYwxY9DHjSX36WfdfAuE14dQu/+kFN+zoZWhuJUjG1K1PMomag6rZnihjwLRj5XtKyihdIdteoZ77XJ/pmOysGkBjyz4M63ZVgBOGXAahd4iOnLtJM0k0m3kR1d0KgIVqELpXOaSs02aM81IKbtKw9uzbTy17AkuHnEJAwoGUugtYkbdJ5QHK7uJaYCEmSBlpvhk8zRODp6KpuR/pufJ80Mg/0nNkydPnjy7ZGuZ987IJU2s3JfPpf6vI1wDxQNd4ftFqsZCuBqtJETof35GoLERaduohYWu6/FWvAU7brsVPbDN6XsXKIWFGCNGkJs/f6frtV69IFINkWpkej25BUtcR2rArq3F7hznFfzxj1FLirGyWezGRtofehhtux7w9GuvEbrip3gnjEL3tSLbNyJzRcjpv0NmM+4+czkIuDcZ7HfuxjPuNySlBCGwli6j9cqrKfrrY6TFNtGQeectvEecgL1iCcl3KvCevhfWqtWoRcXIbA4nnUEpKEQJh0n+7fHOFy1cp24A20am0lhr1mC1tJJ7vFNsCoGIRkFKPOPH48TjBC+5BFSV1D+fdbOhEkDitLZijB1DbtE8Qvv3Q370KMIrwF+IdARCN5C1M1BLRyPb28gtX0H2/Q/wn3E63sMOI/Puu6T++Qy+Y44m9rvfE7rsUsTxx2OtXYccNQpjzGiys+eQmzoVoevIWJzkY4+iDx+G98iToK2F1Kuv4i0pJXzDL11B6fFgrlqJOXcu3okTsdvasFavxq7fvOObbJpk3nkX7wEH4DS30HHr7YSv/zm5OXPANNHKy8lFR6EU9YRkI0okgtPU5GaFw+XY7YXI1Dr8p51K6qWXid75W/TRo91+c01z2wq2NKGUlxM443SkIwmefTZ4PVibNuHEY2hVVd3P606Ebril8luREmmZCNshO+Vjwr/4OZmXXkamUhAOQzyGUljgvsdbz+G+fVErvvvs9PYUe4vo4a1gXd1iZCbLOm8LW9o3c0C/w9gQX7+DGN2jZNSXGnzVJ+p5ZvnT3bLOr699lZMHnML62Ho+q/8MVSgMKBjEpN6TqQxUMrBwEMtbl3U9PmNncKTDiOI9qIvXdS2XSD6s/YBCbyGmnSNtZVndvmqHYxAIMnaGla0riOfiFHzZtSZPnjz/NeQFdR4AFEXBMAyUnfQC5fnuycd795KP979PsHTX2Wdv2IPu3fFr5L863v4iOPAW+OBX0Lbd6K/iQTDhOrc0HVA8HpQePcDMuGOxzAzoXvex5SNd0exYO+5/wBEQqvzSQ1ACAfxn/ghz+XJkJtNtnWf//dF69uj6W+vZk/Avf0X83ntxWt2sGaqK78gj8Oy/n/t3KoUz5WPoNK7aHpFrRr51LaJ1mduLO+IcxJY5qEUV2I1trljqHD1ENo2iZ7b1AwMkEqRfew197HjMmZ295dksMutWLWi9qiHZiqIkwbEQfj9KtBS7oRGtX1+351dVcWdaOV1ZauH1YK1bR+i88+i4+ZZtTuOOgwiFCJx7Nump05CpuGskFo+jVlUhMxlENELgzNPRSyWeshJY+Dgi1Yh0HHdmsqcQpz2B09qO0J4lcv1ttN14J2QyYFr4Tz8Np72d3OzZKEVFkM2S+tdzeA8/DLVPL3Kfz6bjrrshm93ueL2ISBh94EByqQSekkpy/3oFu6UZ+/DJqOUVJB9/wi23BlIvvUzoqiuxGxrc1741O991EiiYS5cSOPsshM9H+Jqrkdkc/hNOdMelpdM4dgg56np0ewHOrOfd0WL9jsQpOoD2O/6CjMUIXnYpaq+eJJ96iuBPLiP13PNkP54Clo2x556Err4KY/Ro7M31xO6/H2v58m3n1tChhK+8opshGYBMp9zZ7X4/MpVCSuneDLEtlJIS0DVEJEzy5VcIX3sNyb893i0bLYJBgpdeslOx/u+ys2uKtnAFx+SG8oS5kpZUKzKVJN7WxqpAJdfveQMz62ewMbYev+5nQuV+DC8eQcDYdYXKkubF2NLGUD3oiuH2TFspnlz2BPtX7c9PR11Bia+E8mBFl9nY8f1O5KXVL7KidZk7ss3OsUfJSPar2p/pmz9BILoy2A3JepJmkrSVQlUUDKW7C7pAoAoVkBiq0fn//xn+q6/hefL8F5IX1HkA0HWdysov/xGY57sjH+/dSz7e/z7RyjD+Qh+pnWSqB0zsQ6Bwx9LR//p4F/WHIx/q6mnGX+y6jPuLtj3GzEDjAlj0T9ftOlyNHHwKZtxHbsESfEMuQcy5H6Er7sxqgJKhMPz0rx7hBeiDBxO9807Sr79ObtEilGAA31FHY4wd202ICCHwjBmN+vvf4dRtxslmUctKUauqULyuwFfa2oh8/HF3wQboI4ejNr0NrZ9DKORmoxFgmRCvRykoxW5oRigKTqewFzvJrpurVuEZ0XeboFY1FN3Gf+75eCJrcHJ9wMq4JeyWCZkOrGU6/uOOQR8yBHP5ckC6Zd9b+3t1A7W0lPQHHxK55SZy8xbgtLRg7DsBtaKC7Jx5mJ98ArHNqDUVhC49D6W4EMwEasBG2fweSkZDrngXoZqgqu4s5JwJ1haUYCVOu4KMtZL97FMit91CbvoMMh9+hLliOVr/AUSOOXprkFGrKtFHjMBavQpr1UpIJDpLp1UC57rzvc1ly8jOmYN3v/2pKi+m3fDgBIJ49t6Hjl//plvMBJB5732MUaOQ2SwiEHDHPW29WaFpKNEoSkUF6Skfk37qKRDgmTwZf+tk0m++hVpdhd3ajmfMSKgsBdsm/f4ccrPvBFVDCEH6tdfxHX+cm9lWBMYeI/AdMRmloABp5tCqKpHpNLE/PNhNTANYS5aQ+NP/Ev7lL7rNjha6jvAYqBXlyJzp3vSxbZx0GtnQgDA8BC+7FKHpSEWh4MEHyM2di127EX3QYIxRo9B69fzKz8A34YvXFKuhgfgDDxBKp7nw5CNpHhigKddGoRGlrF2lQpbSb8jZJHNJNEUjvBOnbLtxC+byZWRnzEQEAwwfO5C24BBmJ5ZS5CsiZSa7yryXtCzlyD7H0CvSq9s+SvwlnDX4bJrSTaSsJLbj0JFtZ1nrUkr9ZYwrH8em+CYWNS8kbETwKB7Wd6zDr/noHe3Lp5tndo3bcnCwpY1P87FXxT47PebdxX/9NTxPnv8y8oI6T548efLskkCRn33OHc28F5bQuqEdAM2j0v+A3tSM/gH/4AqUuP92hpSw5h34+NdsNVqSLWuxP30Osec1ZGeuIzdbJTDpZ2j+dhQviIqRUDQAgjv2be4MoSjoAweg9fmp65BsGCihHR3Tt6KVl+/a4Mm2dxDTAL5xA2Dmo1DcWTYqHZz6VShlw6FxEUITrvKT0i1r9oYx27rvS/h8KMEQMrPthornwINQG97BP/lInL/9AeEtQx8yDHPZks5jAWL1pD/4gNDVV9F6+eWQzrhC2uNBKS9HCYVwshlyU6eSmzYNffQo9BEjEJoKZo7slI86j9nGXrmUdCpJ5OQ9ILba7cVXdVj1JjStg9Enwco3wXbc1wOQi6EEg8gee6NVjCY3ezbJ559HNjWjFBZirVpFbs5sonfdScEfHnDdtHGN3FKOdOdVZ7MEL7yA3KJFJB/7K0pFBbJ1C7lpH+OdMJbwL39O+vVXyE7/xH3OrTcMAOHzkps1C/8pJ6MEAuDz4qiKOz9bUcFx8J10oiuSn366q9zdu9++tF37P25GXFXxn3sO9sY6Us89B4qC097WJaYBdxRYIIDWsyepF19GCIG1ciVWbS1ks3gnHY7vqKOxlizd6amTmz8Pu24zysABXcvUigq0IUOxlixGeD04rS3IzlnWSmEhTjxO+nnXnV4pKcF/yCEEz/zRLs7c7wenoQGnxR13Z/z9OSp1nepgECeVgmwW+64BeEpK8Ph2Pj3A2ryZjt/egb1mTdey3MvPMeaYQ5DjBzMnuYyIJ0JAd2809I8OoGwXvgk+3UcPvQfxXJw31r7OC6ue67Z+fOUExpaNY2DBIIr8xWScLAfUTGR63SccUHMgH2x8v+ux7uzpwYwsGfm1Y9GWaSNtpdAVnSJf8X/MGTxPnv/L5AV1HgCy2SwNDQ2Ul5fj8eym8TX/h8nHe/eSj/e3I1odYfyFY0m2pLCyNt6QQbAkgKLu/IfbDz7eHbXw2YN0iWlc52OZTsPnD+E/+Cbij71Ax6q1KIWFhG+6EaPnwO77aN8A9fPcLHeoCnpMgMJ+rhDcDqHrqEVFfBUyl8PevBknlUIJBFArKxG6uy8rHKZp/D5E585D376EXHHAyUHn2C+EwFnwKspR18OUm0HaIAR2UxNqWQVOr3NJ/OGNbeXJmoZSXoZnn71Iv/EKeP0Y4/YkcPBw5KpnUCt6IyoqcDa9RfD860j8TcVcvhjvpEl4J4xB0VIohU2UvfgosSdfJzfzM4TfhzFiBL4TTiDz3ntoe4wAx8Gz337ogwcjU0nSb7/jlluDW4KfiRE4/wK0oRWw8RPIxWDA0TDrT8hUK1LxIgr7I7cs77wZINzy85KeMPZsMk+8jdPaRvDCC3Gamsm89x4ynUJmc6T++Sz+M88g/vv7iNx+K9bmeiK/vJ74Qw8jOsvPc7Nmo5SVuU7WqoEVDlDb3kYPO4vWvw/m7KXucwpA11GiEZxkCkyT7IyZhK66kvgDD6IUFEJxCTKVwnPgARh7jqPltDNcozsh8B52KKmXXnZL6k0TpbyM1NP/dHugk0nUigpXkNvbfAu0Hj2w29vd8VZr14Jtk124ENnejvB4yU77BM9++7tZZsd9T4Wub7vxICVOMtHtXFOCQUKX/JiOW2/FaW5GBIPIZAoRCBC84nLSW83PAGPMaJSC6Feev9+WL15TpGUjszmUaBRj771Qi4tx4nFyc+fhbHG9D3aFlJLMe+93E9MAHs1L7PkXGT3qZuaJFTjSQVNUBIJDex7aVea9K9w+65kUeotoy7R2lXrP2Dydy/a4nAGFAzFUg8N7TeLV1a+wT+V42jNtDC0axpr21RiqwcjSUfSO9CHqiX5lTFJmivlN83l/w7u0Z9vwql72rNib/av2p9D31deUL+MHfw3Pk2c3kxfUebqQO8lw5Pn+yMd795KP97fDEzDwBIyv/fgfdLyTjZDZrh/ZsnDicff/0+2o/m3u3E5rK9mPPsIYuJ2gbloGb18NqeZty+Y+ChNvgz4Hd5WEO4kEduMWcGyUoiLUwu5jcpxsFnvTJszVq3GamhGaRnbWLKw1a/Addhj+k09CLSlBiUbxTJgA8xd03z5hoVf0QeiuepK5HGpAxXr3QdSDbkRIC7HkYwjVIMefib02jhN/zp0n7POhhEJ4jzkKY9990YcNQwl4UHwmIrMFMfoxnE1zwLQQ0kFdeB+RM05AVl+B2PA6YtmdoOrY9Y3gDRE5+nacC85DBEIInw97cz3+U04mcNaZCI8X4fWAECT//gROXZ1bum3bIDz4zrkUT1UOVr7ijlkz/NC6CmrGo2xZivX+g6hHXA+1M91MtZVDDD4Ku/pkWq6+A6e5BRmLue/T3nvjP/FEUq+8gkylyH76KfqokXgmTkSmUsTvuBMR8OM/40cYo0eS/MtjqKWlOPG4WwZdWYWNhoyUY7WlCB5yNMaQcXgOnEjm009x1m9wR0o5NoRCCF3HrK0lePlPcOrrkVJiDBtK+pPpmHPmupnmzn/G4MGkX3u9881zzzHZ3g6GgQgEcDo6UCsqcDo6XGGNxH/2WeiDB5F49DGy774HmoZnv/3wnXMOyeeeQyYSyEwae1Ode7NBESgFBW5bgaqCqm6b570der++FNx1F+bKFZjLlru97dEImQ8+RHYa34lgEN8RR37vbt5b6XZN0VQ8B+yP0DRSzz2HU9+AWlWF/9STQR2FWrKL6hPAaW4m88EHOyzXFY1iXzHmrMVUHFBJXWIThd5Cjuxz9A4jtr6IZVvMqPsEIQR+zY/h17GkhZQSTdFY0rKYCVX7AlDqL+OUgafSkGxARSXijTKubE8i3q/fcy6lZHbjLF5e/WLXsoydYeqmKbSkmzlt0BkE9K85feFLniNPnjxfj7ygzpMnT548ebZnh9my0hU4Unb+w832dboaO/HktodmE252e3sxDa6B2dRfu1nqwj6Yy1cQf/QxrKVLQErUmhqCF5yPMXp01+io9BtvknziCey6zch4HKnrBM8+EyUQIP3aa8hcjtCllwCg9uxJ5IZfYb38KtbqVSiRCKJmCKLf5Tjv3ua+BsNApjOofh25/AOyBafi+I5HKavCen8hwbPPpvjZZ7DWrEaaJnq/fm6vdnDnRk6OZWHHEu5rE3GUDR+i6BbM+RN4wzimz41VOo5851dol72NqKx2j3cXWXn/ySeh9e9H5t33kJksxpjR+PYbgEiugPUfwZaH3fdH97smcoOORkz5K3zyALJoEIy4GAwvTo+D2HLshW6W2eNBqipISe7zz/Hstad7/G1tKD4fMpPBGD2S2O/udU3UWlsRqkL6rbfR+vXFGDPadT1fv57M+x9ASQmevSeQffMtsvc+gPB6kJks/hOOR1ZUkP34Y7e8PRjEs9++dNx4EzKTRuvTFycWw1yyFP8Jx7uvw+NBeD1oPXuC1+sasKVSnUZugMdD6l/PEbr6KtJvv4NTX4/weVFKSwmc+SOMPcfRdtnlWMu2c5p+6y3M+fMJnH8e5rJlWGvX4dl3X7LTpoEjcVpaXSEdieCZMAG1unqn74VaWYFaWYH3wAOxNm8m8+ZbkM0iQiGMMWPxn3Acev9+O932+8TesoXs558jDJ3EQ3/atryujvh9DxC+7n/cEWO73IGNzGV3uspQDYKOlzMHn03GyhD2hL+W07YtbdKWWxYvBOiqjs62apS0lcZyLAzVvSkZ9kQIe/5907aWTDPvb3h3p+uWtCymKbWFQKT3v73/PHnyfDPygjpPnjx58uTZnlAlBEohuaVrkdB1V+iEyjA3tmE3NqIUFyN0Dc/ee27bNr4Z6mbvfL9mCtrXYcVV2m+5GdkR61pl19bS8evfEP3tbzCGD8dcvoLk44+7bs8dHWC7I64SjzxK5JabyS1YQOaDD/AdczRUVSFUFX3IEPyDByNjMSSQfe99ko2NeIdeCAseRxEW0gZZth9Or+PJTlvo9qK++SbR396BEgig9O2D3vfLs3FbUaqGwvF34rz+K2Q6BdV7Ila/jtQM12m7uRFsG6FpiFAAuep9KBnSVaoOYK3fQG7+fMyVK1Grq9EqK0i9+SaKpqMEA5iLFxMYG4EPboZsC6iGe1PDzMH0e+DQu1H2OhnWTkGumYkwczgDzyJ2/5OQySCldJ2p43H3poiikJ35KfrAgch4DM/4CTjptOugns2CqqINGIC9pQljwADSr73uClFAGzyI0CU/JqfrtE2dim/1KrRs1nUgLysl9a/nCJx3LkpxCUo4jHfS4SSf+SfBiy8i89bb5BYtRC0tw5w/H3nEJPB68Z12KkbfPtj1jdjt7fhPOZnUP5/pLLnXEULgNDeT/MdTRO+8A2vpUqRtgQRrcx3mXx5zXbmDQdf0bOv5VF+P09KC//TTid15J/4TTwSPQXbKx50VFwl8Rx9D8Pxzu8ztvgytspLA+efhO+ZopOOgFha687H/A9j1DSj+APFHHt2WsTdNRGe5ferNN/EdczRKz50boymFhRgjR7k3PnaCd5/xRHc1Z34XGKrBwMLBbIxv3On6QYWD8GpfHeevSyKXJGEmdrm+Od1Mr7ygzpNnt5EX1Hny5MmTJ8/2hCrd7Of71yPtLHZzCyIYhFQG9ryaxAOvIRMJHCSeCfuib1/u7Zhs7b3eKWaa7ML53cR0F5ZF6oUXUfv0If3660jTcvu2TbPbYzLvvYc2cADWosU47R1QVdW1WvF6weslt2AByX/8A4Bcjxp8B1yHEvGgVvYku7KRzF9fQGazGCNH4r/ySrQB/b95nDQPysjTEJUjkCvegNIhsGU6orgfTkcCpbN0HFVFxmI4axdCdW2XYM8tWULHLbcisxn0IUORmQzpd97Bd9BEMh9NwWlsRB81CrJNkNgCuo403XFdQtMhm0ZOvxfn0McQI87HXr4c6S/BsQ2ceAK1vBxpuTFUCgtcEyvbRmYziGAArX9/jNGjwO93ZzzbNmpxMcaI4eh9etNx2+2IUNDtcbYsrGXLiT/wIL7bb3NbAFQNaVluH3qrm+3OTJ1G+NprEMEA6TfexFqxitjMzwj/7FrMtWtQa2oInH0WyeefQwSCBI47jvZf3YBsa3NPvauvQuvbF2fLFqx167p62QPnnk3HPfcgm5oRhntDwnPQQWRnz8Jp70CJRpE+HzIeQ9oOwu/Dqq1FN3OQy5F69ln0UaMI3/Ar9+aMquI98EDUsq8vHIWioH5Z5nc3IS0LTBPZ3o5UFITfh1CDrhN5ezuqz4fd0uJm/XeCMAz8JxxPbtYsd5b2dmgDB6JvZ9D2dRFCsEfJSGZunr6D0PVrfkaXjf3WZmFOIoFdV4e9ZQtqrwKEZSO1nU8U8Gk7Tl/IkyfP90deUOcBto1I0HZTL9T/dfLx3r3k4717+f8i3j32hWMfRS55BZxPkIV9UY48nsQr03FiMZTyMrwHHYT/jDO6iwx/sSvI45u77U4iwbSR3nKw1qMUF+E0t+zwtNaaNcj2dpzmZjfruxNt7jS3oNbUgBCuQdlO4p359DO8kyahFBa6GUlLJf3ObOxV/0IbN5bIr3/t9gQXFiK+hemQk3Ow7RJkxck4rQ1oeg/Ellng9aD4/chsFplJI3w+xNBDyNVvdo87GiX+v4/gPeootPJy0u+8i127Eq26CuH14T/9NOw1a1AqKiG1sKvvXAjFFeim5YrNxBac1jbsRhO7SZJ85g/4TzgevV9/rOXLcRq3uFnMdBqltBSZTOGdOBH8PrfcuaoKa+NGtJ493cy+ZaH27k1uydLO/uMMamkJTjqDTCQQ0Qhy9WqKGxph40Y3661prphra8NpbcVa4pbxW4sWEzjtVJKP/53MtGkU/P735GbPwm5oQG5pwnfGIcQfehj/ySeilpWDZSFNE+8Rk1H8PsxVaxCKcAV2Mok1ew4iEnH7gwVg5tzM9Jq1rphOpxGhMEIIN2Pr8W4bleU4mHPmYM6ZA7hZWt+hh/7b7/vuZvtrilNSgrXVaM9xkIntWi4UAZqO8hXntNa/P9E7fkvq5VfIzZuH8HjwHnoYvoMO/NL+6y+jMljJRSMu4f0N77G0ZTEAgwoHc2jPw6gKVn3F1l+OvWULicceIzvtE5AS74S96D+miOW5ehR/d7O0oB6k1P/tbnz8f3ENz5NnN5L/pOQBQFEUjP9Q+db/RfLx3r3k47172R3xdjo6sOs246RTKJEoanXV1ypd/dqoGpQOxWpRSH2UxlnWgfX0A+jDhxG86EKkZWIuWYJMxLtvFyyDPS+HD35Fl0u4aeK0t+HUHEbqydfIzlqA74gjsGpruwTOVpRoFBEMog8eTHbqVNeVuVMsbUUb0B9zzVr0IUNRqyp3Gm+tRw8S9z+A1elkLPx+fCefjFZRgbloEYrP+7Wyk9K2sdatI/f5LKxNm9AHD8LYYw+0Hj0wV6wk+fTT6IMHE7vndyAlRXdchlj6AbTZ7k2DDnckmCjpTabOJnbXdaCq+CYdRvCC88lOnUbrr27oGtUlgkEyU6cRvf02dxb10qfw3nM+KDqYGdcAa2svuxBQPJTcklWIsr6Ya9cRvuKn5BYuwNhzHLm5c5HZHE487vagKwraoEGolZUkn3wSp7WV0LXXEL/rbtfgrXcv7NpNOC0t2JtqXaEsBHZTM8Lrdd2sHYkWiaAlEtiW5QbJNN3H4gpVDANrxUpyn32GNqA/SmkpuU+mY+23H9mpnxC+6QZEYQGKphM47RRSzzyL2TnWSiktJXD6aaRnzsQ3eRLpF17EWrMGbeRIApf82B3B5fViLl2KuWQpvkMOwVy02BXRloXcap6n6/hPOoH4o4/t9H31HXfcN8pO/6fZ/hwXVZWoPXqi9uyJvWFD98cVFqH164fyFTOUhRDoAwYQvupKnLY2UFXU4uJvfZw1oRrOHHwmbdl2AKKeaFff9L+LdBzSr79Bduq0bcs+m8Pkvc+jtaOJJi3XVX7v1/z8aPDZlPj/vZsCW8l/Z+bJ883IC+o8AFiWRXt7O9FoNH9HcjeQj/fuJR/v3cv3HW9r7TpiDzyAtXKlu0DT8E6cSOCsM//t7NKuEIpCbvbcLsFnzp2HOXde1/qdGnb13B8m3w/z/opsWomd0pFDTyHXHCI7/W1kOkP8nt8RuvYa7NpakBLPvvsiPB7UXr2Q8TjeyZNIPuGKPqWwEKelGZnJInw+jNGjsd54k+ClP0YJBneIt1VbS/yhh7qNBZKpFKm//53g1Vdi7LcfSsFXGy1JxyH36Wd03HVXV9l59qOPEOEw4V/8nPiDf8AYPpzkk/9Adriu6LGnPyJ88q9hzp+xG9aglpbhRIaSKz8eJ6HhJBIIwyD1/ItogwaRfPLJbnOvZSIBQpB49FGMsWMxP/+czOoE3sgARHITWHH38d4geAqwK44g+eBbBM47D71/X8w1a3DaO3BSKSI330Ru9iySTz8DxUV4JkxA692b+MN/QibiyFic7PQZGAccgAgGCf38OsxlyzCXLEXr3duN9fDh7mipWIz02+8g29twolHiAwbgaWtFTSTd47HcMmrf0UchIhEy774DQObd9/AfewzJTZuQiQT62DHEH/wj/uOPQwSCdNx0M0485mbehcDZsoXYvfcRvv4X7s2A1lY8hx6C4jFIPPqYK/5CIXyHHoz38MNx4nF8Rx6BuXQZiqIgLQvh8+I/7TSMkSOJ/M/PiP3u9zhbOv0ANA3fpMPxHnzQN/ocfFPs1lbMZcvIvPseIhLBO34fRGEheq9e/1bv9RfPcWPkHkRuv5X2n//CfW26jlJQgFZZReiqK1C/xvkNbvn3d31jQVeNb50h3h67voH0W291X2hZ+P74BOecdARto4ayRUsR8RRQHaze5bzsb0L+OzNPnm9G/lOSBwDbtkkkEoRCofzFczeQj/fuJR/v3cv3GW+7qZmOO+90hehWOvuKRSBA8ILzv9MxPmpVFfqIEZgLFuywThs6DLVqJ6WcutedO106HGfzWjLvfkjm5YVdokZ4PCilpaRefIno7b9C1VpdIRmsJDNvObkZM/DsszeFj/2F9l/+Cmv5ckQkirH3YAJn/gg7kyZ85ZXoffu6MflCvM1lyyGTdedPZ3PdDi398qsU/PEPX0vU2PX1xO6/v3sPNyBjMeIP/AF9yGDU0lKsFSu61lnLV9Fy6woCRx+Nvmc5YvAQ4n95lvR9d2KMGIF3v33JzZkLuo7TuAXBFx3VXVFtb9qEcuih6MOGIp0Qcv/fwuf3QGwDCImTcpDlR5FekMSuqyPzySd49twTJRpF79uX2D33YNfVEb75JrxHTHbLqW0LbBv/aaeSnTkTc/Zs1JpqhMdH+vXXSb/5Ft6JBxI6/3yceIzEn/5M7P4HIJtFKS8n8KMzMDdsxBHgTDoMNZlALFnqZoWFwH/WWXiPORprzRqCl12GTKVIv/sewu/He/hhmJs2offvR+rxvyN0He+hh7h93YDUdcRWZ28hSL/9DoFzz0GproZUmsQ/nnJnSQuByGbJvPEWTlMz+pjRBC+9FEyT3Jw5oGkYY8eg9uiJEgpiDB9OwT13Y2/ejMxmUYqKUWuqv7Ik+ttgt7QQ/8Mfya1aRfiqK5Ft7ZirVmMuX4HweQmccjJa//7uyLCvu88vnONKMIh3/HiKnvg71oqV2Js3o/Xuhda/P9ouXMt/qMhctpvhXBfZLPpTL9HbV8iwE0/8Tp8z/52ZJ883I/8pyZMnT548PxjsTbXdxfR2ZN55B9/kyWg9ar6z51OCQUI/uYzYAw+6vbGdaIMHEb7icpRQaNcbe8NkF20g9cr7X9ipQAkFIdOOiK2ET25EKApOWuLZ+2o63p1N8rG/4j/nbEI/vw573TqQYDc2kPj731FLSvFd//NdPq21fj1C11ArKlwzsFgcpIPw+8FxUPxfbVhkx+NYK1dhrV7jziAOBFzzp06HbnPePLyHHOSK1K6gaMhsFqe9g/gjT4GUhG+6kfRrbrY2N3s24Z9f5wq/zqS0tCxQlK65y4A7MipnotVUkwuG6PjNHcR9PoLnnYJ3vyEoQS/Wys0kXviQ3OfvohQX42zciOn34T/5ZKwtWwjfcIMr2Lxe7KZmtJISsp99RvL1N3FsG8+Y0YRvvBHh89F+7c/c5xWCTC6H1r8/6ZdfwVy02HX+BpyGBuK/+z2R3/4GOxIl9+67eCZOxHfKyQjDvUGCadLxqxvcGwyOg1JQQPDSSxAFBfj23BNz4ULif3gIPB7UslKkdNBHj3IrHmzbjUPnTGoZi+E0NuIZNYr4/z6C7OhALSlGhsNum4HjYC5eQuiqK9EH9EfoOsbIPXb6XqqlpbvVTMxcshQ7FiN88UXE7rwL87PP3fnY48fjPWIy7bfdTvSmG9EHfHPzry+i9+6N3vv/bzdrxe/fpecC8P/dDYQ8eX6I5AV1njx58uT5wWA3Ne9ynUynkankLtf/u2g1NURvvAFrUx1OrAMlHEarqkKJRr9yWyWyi1mzVgasdoTtGnbZmztNzKbcSvis+2hZsJjUs89ijB2DNmAAmTfeRJomwQsvwBg27EvLVLUePQB31JcoKkKE3WMQmopSUeE6b38JTiJB+l/PAbKrJ1cmk6DrqJWVrsu0roPtIHMmSmmpm33f2te8FY/HNTwTosutGjofpuBmW/3+bdsI4YppRUHt0wdr7ToynaWuTjZL7L5HiN0H4VtvRloOubnzUUpLu8ru1bJy9IED3RsJ8YTr5F1VhVoQpfXSn2Bv3DbSKPPhR1hr1hK68gp3DnhFBcGLL8JqaUHGYphz56IURLv1rwtdI/mPp/D+z7XIdJr0q69i53J4DjoI78QDafvZ/yCTSVdcdzpOJ//5TyK334a5dAnpF19CH9Af//HHYy5dSm76DPRBg/CfdCLJJ57EWrceYRhoRUWoNdWo1VXYm+uR7e2d75kAy0StqABVRaiq+76oKk4sBpr2tW6W7PB+ZzLIZBIRCHxrHwLpOKTfeQf/McfQdv0vcTZ0xtw0yX78Meby5YR++hNSL79C+Kor/2Ojt35IqGVl+E85lcTDD++4rroK7f/zGwp58vwQyAvqPHny5Mnzg+HLjIOEz4fwB76X51UiEYxdieMvQevTB+H3IVPbTMWQEtKteA44EKV5RvdyTsdCqZ+CvscIzIWLSL/+BgV33Yln7FjA7en+KvQhg7vNJRb6tq/6wEknohYXfen21voNpJ5/nsBZZ7nCeWvJt2nidLSjFpeg9eqJzGXJzfyUwFlnEr/3PnfmtOFxM62ahv+Uk8l8/DEiFELGYngmTCC3ciUymQDDQ3b+AgLnn0fsttvdbaR0s+HRKMEfX0z7ddftcGzC5yP59D8puP9+POPGYS5aCLaNMWYMSkEBib89Tnbqx8hUBmnb+A4/HLWs1M0Yl5S4AlRRUIJBnPZ2sh9PxTjkEILnnIW1bDlKKITT0Q5CYG3YiFJcjDRNt0dcSmhpBQRIBzJZjAnjEYaHzFtv4zQ2uq7TsRgiEECtrsZpaCDxx4fQR44kcOVPkU3NdPz2DgSglJdjb9qEePU1Qtf9j7uP9naEIvBNnkTqn8/gP+Vk97gTCeyGhq5+c7W83HX61g2Sj/+d7KxZCK8X35FHYIwc9ZXvMYCTTmOtWeuO5xICJRpBKSpC69373xfWjoM+dAiZN15HtrXvuLqxEbtuM9bmzThtbT8oY7T/JN7994NMhuS//tXlM2DsMZLgxRf9V4wyy5Pn/zp5QZ0HAFVViUQiqOrOZxrm+W7Jx3v3ko/37uX7jLdaU4NaU7PTsm/v4YejVlZ858/5bVCrqwlf93Nid9+1TVRLB61fXwKT9kLMvhvHtrtvlKhFLRmCqeuQSLq9rzszP9v6HF+It9ajB5GbbiR27304DQ3ugwwD/3HH4Rk/4SuPOTdrFsaYkUgni//UU0j946mudTIeRxYUErroQoTfT/qNNzHXrSV8842kX30dGY+h9euHZ799sRsayM2ajRIOQ2Eh3iMmEf/9fZAzEUVFBM85C3P1GiK33Urmww9xGregDx2K/5STsNNphKYjAgE3Q6wo7lxrr9ftvRZgjB6FZ/QoAJxUivgDD5KdOhWZM7Eb6iGbw1q7htzCBThtbQivB6WwwHXtNk1kJoO5aiWRm26k7aprsNevd8X8OWd3jssqxW5oQO1Rg905J1qtqkIN+CkaOw5PQRHefSeQevc95NYKg61Z+HTa7XlWVezaTeiDB+PU1ZF++VVIpxHlZThNTShFRTgtLST/+lcCp59O+u238R1xBCIUJjdjJug6+pDBZD/8yN2/ouDE4yhFRShFhZhrVpN+7rmu9ye+fDnG+PGELv/JlxpzScfBXLiQ9Hvvo5WVkVu4EJnNYey9F9K0MIYP+0Y9zlsRmuaazT3+RPdqhe0wly5FGz7MrUb4mvxfv4YrkQi+E0/AGL+Pe9PF40GtqHBd378H/q/HO0+eb0peUOcBQNM0Cr6mK2aeb08+3ruXfLx3L99nvNWSYiK/+MWOLt8HTsR/wvHfqSHZd4FQFIxxYym4917M1atxWtvQevdEk+tQF9yPY+huBju5rVRdRvpiNzShFhSgDx/mCtIvYWfxNoYPp+DuTjOqXA6luAiturqrB3qXZGJ4hwQhtxzZ9Ame/c5DH3obyb8/hV3fgNa7F6Err8AYOxahaRTefx/W+g1IyyR6x2/cDLXXg9PQQPqtt/EdMRljzGj04cOxNm0ieNGFiEgErVdP9P79MUaOxN68GWPUSPD6UEuKUaNRN+Pq9yNMExEOg5TIdAqZSKDW1Oxwg8GuqyP7yScgXdM014xNus7ouEZwdlOz6wIvHXcMlqqgRCKYy1cQPO8cMh9OITtjBmqvnijFxWBZiGgUmc2BYaCEQngPOYTcS68QiIRxkknS77yDvXadaxDnOG4vdCdOa6vbv1xdhR2LuRnr1lbUqiqc1lZXdJs5d9SWI9FHjMA76XCU4mKS//gHqArZqdMIX3u1OyZuU52bGZeghMOELruM+COP7PAW5mbMwJo8GXXsmF2+zda6daQ/+BDZ0kLHn/687e1/802MffYheudvu0zvvilqWRlKNIJsbcXudH/vQgiUaAHGyJHfaExV/hruXku0qirYmRHid0w+3nnyfDP+u355fA3OPfdc/v73v++w/K233mLSpElfuq1pmtx00008/vjjdHR0sNdee/HAAw8wYsSI7+twfzA4jkM2m8Xj8aB8jZLCPN+OfLx3L/l4716+73hrfXoTve1Wdw51KoVSEEWt/n6di78NQlHQevZE69lz28LNKsyzEYaBEo4g2zuQpgmagSyZgN3wOEpxEb6jjvpKEbyreKslxagl32C2bi4Ni59BmX7ftp7uuqswivui33QP2YXrUEJhjD33RKgqdl0ddmsrSnERakUFatF2ZcYlJRjDhyNtu8u9WuvTB7nHSNDUbo9VBgzAqq/HXLiQ1BNPIIIBPPvth++Yo0i//iaYOaRlu9k4w8B70IFuH/H2MYjF3HJry8KJxZDSAcsm9/lnhH7yE8yVq9z1Zg61uBi7qQmZSuE/+WSSTzyBtXIVwQsvxH/G6aQ/+JDghRcQe/APCI/HFd9FRRjDh6OEQ4iyUjpeeAFPWRlaJIo5fz7+44+DV191Tcy2jgGzbRAC3xFHkH7lFRgxAnI5nHTafa9VFWwHp7W183k8yPYOEi+9jNajByIQRADpN94kdOml2JvrsLc0ub37QpB6/XW8Bx5I+qWXdnwrP/sMz5cIaruhEa28nI5H/tI1bxvbBsch9+mnZKZM+bcFtVAU/KeeQuyW21AKC3Ba2zpXuBlrz0ETMfYY+Y32mb+G717y8c6T55vxgxPUAH369OGpp57qtmzw4MFfud3VV1/NE088we9//3t69erF3XffzcEHH8yiRYsoLy//vg73B4FpmjQ2NlJRUYHnv/RH6f9P5OO9e8nHe/eyO+KtRCK7Nvz6IVA6FA66FTHzPgQt0LMnjuXFGXIhiZc+xxg/nuA5Z6EN6P+lu5GmSXrdOjavWUuJYxPo2w+1uupLS8R3Scd6mPsYwutB+P3IVMpd3rwGZeZvgMkY++4H6TTJ198g9fzzXS7YalUVoauuwhg2tNsuxXYlo4rXCzvpzbU2baLjttu7lfFnp3yM97DD8E2e5I5E61yuDR1K4MwzXbOz7VACgU7B5vZhkzPdrHYiibVuPb4jJpP8+xMIvx+nI4aMxfAdeyzG8F54ao4GXcHJaEgrR/b997GWLXVHsBmGa5JWXkbm/Q9wOjowTZPWinKKm1sIHncs5pzZpF5/nfDPryPxl7/gNG5xe7ZLSwlefBHZOXOR2ayb8Q6HkVu2dMtkIyWisBA8Htqv/yUiFEKtqcEYM4rMBx8RuvIKWi/7idujHo26763j4LS1op57LmpVFXZdXfegfokIsptbQFXJfT6r+0g0VXXFtW2Teedd/Mcd1/0mydfEWrfOnY99/HGkX3sdtaoSp7PdIXTlFRijR6F9w9aM/DV895KPd54834wfpKD2+Xzsvffe32iburo6/vznP/Pggw9y0UUXAbD33nvTu3dv7r//fu68887v41Dz5MmTJ0+eHdE80G8SlA6HRD0KCvhKIKUSGTLZ7ZH9ClHsZLNk3/+A9sf/RqamB8l168hls3gnTSJw1plf2kO7U5pXgLQRqoZaVoaTSCA7OpBSIjpWEzjnEESPAWTefofUF25q23V1dNx+OwX33POVY8uceBynrc0ds6XrpF98GWv5CtA010G8M5OZefddIrfdhjFuHHZjA2pRMUp5mesM/gWUsjK0AQMw5y9wnblzOVdYS4m1di2+k06k4L57MZcvx97ShGevcRg1IN+6Bto3gaaheoIoE3+G/5RjSf71KRK1m1BKSxG6Tviaq/GfcDyZaZ+QeeNNRL++BC+/HDraEV4f1vIVpC2LwLnnovi8SATGsGE4UmK99DICyMyaTfCiC+m44cbuBy8EwYsvwly5isBFF2Fv2EDuk0/Qhw3Hf9LJ5BYs6HJEV0IhsG2kdFCKislMn07oxz8m+eST3cztPPvs+BvJrYDQcNpa3Sx+Jt39AbbtCmpVcf/fsnbYx86QpokTi7nVFp0GdOln/4XnkEOI3nWH617u9aL17UP200+/9n7z5MmT54fCD1JQ/zu8++672LbNaaed1rUsFApx9NFH88Ybb+QFdZ48efLk2f2Eq9x/gAIo30ADW2vWEH/InWvchZRk3noLfeBAfIcftstt7ZYW7K1jwKIFqNVVqNuZSAlNQ41GkaEQSAfpODixDsyp09z+Xttxhdd2yFgMc9nSHQS1k3SzxNmZM3FaWlBrqpGmiRII4qRSpF54odMh20ZEoigFBQjNzWxnpk7FbmzEXrMamc6AlOjDhxO66qquLKfd1kZ25mf4Tz6ZRHsH0rIQto1MpdCHDMZ33LEkn3qayC+vx1NVSeIvj6IGMsgXr3HL3HHLlGWqA6bdg3//20n90+1rd2prUSorsDZsIDdvPtayZdgtzWiHHoK9bh3Zl14mcvttZN59j9zcOSQffxxj9Gg8BxxAx223I+NxAhdeQPazzwiccgrZxYsI33wTmXfewd5cj9ajB97DDkWpKEcmk2RnzMBetx5zyRLkG2+ij9wDz5gxqD16QDaL09Livj6vFxEK4dQ34LS24Dv8cKy6OnKffor3kEO7RilJ28ZavZrMRx9hrV6N2rcvet9+ZKdOxTNhApn3vjAj3bJQSkow9t7L7e3+EqSUWCtXkX79DXKLFqL4/fiOPgq1Vy8Qguz775P94AOUwkKkZSE7OlAKCxFnnvml+82TJ0+eHxo/SEG9Zs0aotEoqVSK4cOHc+ONN3Lcccd96TbLli2jrKyMwi98QQwZMoSnnnoKx3F22SfSp0+fXe63traWmpoasp1lb1tRFAVd15FSksvldthuawmNaZo4jtNtnaZpqKqKbdtYX7iT+1X7NQwDIcQ33q+5XdnXF18LgK7rKIqCZVnYX3CkVVUVTdNwHKfbfgCEEBidcyZzuRxya2/Zt9wv/PfFcOt+Yecx3H6/uVwOy7K6nv8/EcNvs9/vO4b/zn6/7LVu//cPJYY/tPN7+9f633B+ww8vht/0/E5Mm4bp8WBtN8vX7Jz73PHGGzB6FEo4vEMM7Y0bif3hj9i1tSiWhWpZqIMH4bv4XFStAOwM0DmVSSRxYglygYEk3/sMpbiS5NJlCL8PPRhCVQS2puF0msGlNtaiZLNdr9VOJOh45RXSz7+ATGew6+sBiX/MGELnnYfV1ISpacjiYoSm4cRi6Ok0WiiIbTtkGhrAcbAc6c61dhxYtIjUCy9gXHA+QlXJLVtO6p23ycyaRejAAwnuty+234coLSO3aBGJFSsxzjqT1jvvwigphqJirLbFoHrAo7vl2bqKlmtH+LyYS19EO+owUq+/67qL50z8AT/Biy+i9bbbsbIZxLBhxJ95lvA5Z9H0k8sJHnssnmOPJdfYSHbpMuK/+S1qSTGytRWefprITTcSn/YJ+qCB5FpasSsrUYYMQUjA68EWCrnmFnJtbYiSYjxXXoG9ciXWO+/gOfBATF13x2YpinsDxbLQ6+rwHDSRTFs7yX8+Q+DMH+G97Tb0nj2QndUN6c8/p+3e+7qywkpbG0Yyhfn+B3h+fRtMmIC5YIHb960oiFAIb1kp/mOPxcKtgtjV+Z1eupTYb+9w3cwB0daG9eAf8Iwfj3bmmdvcxzsN9zQh8J9+OhQX73D+f9U1Yis7+zzmrxFf/Vq/6XV2+2v4d7HfPHn+f+cHJ6hHjRrFuHHjGDp0KO3t7fzpT3/i+OOP57nnnuOkk07a5XZtbW1Eo9EdlhcUFGCaJolEgvBXOKnuCsdxqK+v77YsEAhQUlKCZVk7rAPo1asXAM3NzTtcNIuLiwkGgySTSVpbW7ut8/l8lJWVIaXc6X5rampQVZW2tjZSW/vfOikoKCASiZDJZGhqauq2TlEUVFVFCEF9ff0OF8XKykoMw6C9vZ3E9jNTgUgkQkFBAdlslsbGxm7rVFWlpsbNVjQ2Nu7wZVdWVobP5yMej9PxBTfQYDBIcXHxTmMohKBnp8FPU1PT/2vvvsOrLM8Hjn/fcfZJcrITQtjIkikoKrJUUBDUuiq2gq3aOqqtVbTOOuoAZ11V+6urouICBDeCyhC1Csjem+ydnP0+vz8OBELCSAwHg/fnurgg7zrPe5+HN+c+z6r3Cy09PR2Px0NVVRWlu5Y72c3tdpORkdHg+wbQpk0bNE2jpKQEv79ul7iUlBQSExPx+/0UFRXV2edwOMjeNVFOQ9fNycnBZrNRVlZGeXk5lZWVQOyXq8/nw+fzNRhD0zRp3bo1AHl5efV+iWZlZeF0OqmoqKCioqLOvoSEBFJTUwmHwweN4b6/KDMyMnC73VRXV+83htFotMF73X3d4uJiArs+bO2WmppKQkICNTU1FBcX19nndDpr5zNo6LqtW7fGNM2D1u+CgoJ693qg+r17nNje78tuiYmJpKSkEAqFyNu9BNEuuq7Tpk0bAAoKCup9ONpdv6uqqigrK6uzr6U9I+x2O61atQJi9fBAz4iysrI69VueETGNeUZU7zXrN9DgM6ImGCLavj0ohR6JjRkua9sGyzDRPG5q8vLQq6vrPCPK8vLwz3g/lgC3b4+rtJTEvDwCGzeR/+FsXCdch7ZuRiyGWOSWfI1VGaCg92+p+GIJNl86oUEnY5WWklxUjAsIJCVRtWstXGerbCp37qyNYXDDRrb/73to1y42djktFUwT+8pV+GfOpDAxgfAppxBeuQJ0A71rFzyrVuGNRAi43IT69Ca0ZCnsanG11dSQsnkz4c2bKVy2DHSd4IKFhEpKoEMH9GnT8AeCVHRojzV4MPZTBkE4TM077+BRCrXwa5yPPkx+4Reo5H5ohoFSFraon1b8gLIU+SQR6tiOQM9jwTQAjaT0dMLLlhEadDKhnFbUOB1EjutLzc48jIQEfDmtKP7nPynr1j32hvXogeZxo2W3Iu3bb7HKyil1uwnOmYveKhv7mWdilZWRXFyMZrNTOG0a5WVlsW8xFDB3LonHHIPv1NOw7HbK+vYhmpYKmg5W7P9I+oKFOIcNo8A0qD75JCq2bcWjn4ReU0Oa242rupqi/75Gee5ePQZME296Gs5ohNJ77qV64k1YeacTXrUSFYpg5OaQMXIkZufOFBYW7vcZUVNWxtbZnxPda3I4MxAgdeNGggsWUHHKKUTOPZfwiuWxZdISEmhz4kAcJw+itAmfIzIzMzEMg6KionrLeckzIqY5P0dEIpHaZ3hycvJP/hxxoEYrIY4Gmtr3U1GclZeXN/jQ2Ff79u0bnBjBsixOOukkKioqWLFixX7Pv+KKK5g3bx4rV66ss/2FF17gyiuvpKKigoSEhEaXf3fr9b7XPZpbn6SF+uf9zXI8rtvSWqhbYgxbWv2WZ8ShXxea5xnh/+BDql95Bc2yMHeVc3cLtb1fP7zXX4fucNSJYWDFCsrv+vueMu1qoVaaRsTpwHfP3ZiuUlg9A81fjG5mEHX1pvTtuUQLi9BTU7H16UP1Cy9gWAp7djZRhx3LNNE8Hnz33I2Rk1N7rxXPv0Dlhx+iwpHYxFlWFD05BW3zZozUFGxjx6Ln5lL5zLOx7sZJSRiRMIZuYPTujda7F4FZs2rLq2kaieecQ2jFCvzrN+A6eyyVjz2O7vVi+f2YpaVolkXEZsMCkp//F4EPPya0YAFUVGBqYHTrRsKlfbC+/CcqFELTdfSczjhyu2EV7CQYtKje0p6aWbPB0PCMH4+jVSu0yioqXpuCpet4rvsTWjhMzRtvEl2yhORb/0bZPfcSdbn2lNXlRLM7MHbswDfpISq/+QbHwIHUTJ+Oa8xZ+N+fiT01FTPJR83cuYQrKmItxZYVazWPRkm5/Vaqpr6F+7bbCM79Av9nn2Ht2IHZtg1JZ59N4Kt5mKPOoOa9aQAk3jwRe9++mKZJdPkKSm69leg+s8S7x44huuhbnINPoWbVSnC6sPfqFZvozdBJHDbsoPU7uHkLRTfcECvr7vvdqx6a4y7Gff75WPn5sWXbvF4cWVnyjDjE68LR9Tli92flDRs21LsnIY4GR7yF+r333uOyyy476HE//PADffr0qbdd13XOO+88Jk6ciN/vx7XXL7O9JScn1/uGEaCsrAybzYbH42l02fe2v1kQNU074AyJNtv+l0MxDANjrxlS43Fd2P+9QOwXgbmfdV51XT/gufa9uiU253VbWgwPdN0jFcOmXvfnWL8lhof3uiDPiJ96XWieZ4RxXD/CU6ei9ur9YAsGwTRJOuds7Pv0ujJNE5s/gG2fXiMAmlLY/AHMcBTHsYOh7UCIhqj8z6v4Z/wXHTC8XgyvF5vTgXnOOfinz0ApCyMSwZ6eRsJfbsC+7xCp6mpsgUBs2atAAMJhdIeTqGWh/AFshkHNM8+Qfs/dBL/4iuDcuWheL87hw2LrTft8KK8HqyjWm8V5xhn4Z8wgvGw5ZuvW2EMhzIICKCjAlp2FpWugNMxwGKUUToeDSHFRbKKzZB8qFMZasxat8hQcpoaWnIZ+8h+hagdq45cYrkTcJ16GtrwKm7Jh79kNZdjR3B60hAQSJ4wn8PlsHKaB2bkTUY+bYCiEqqrCzMxA37mrF4umxVpSoxbK4cBok4t7xw70UJDUG2/EKijAecEFaEmJhFetxt6uHZ4ux8TWZtY0ImvX4v/oY6J5+SRcfjnR777DLCsl9fLfoWdlE/ruW6pfm4JVUIBr9Kja99ThcGLfVT+iSqFHo+j7JEhqzRqcpwyi4r5/wK5kMKJpmF26kPzow7UtwAes36aBLRqtneV9Xw7ThtPlgl09bfathw39X44WFWOVlWHYTPSsrAaXwZNnxMGv+3P8HSjE0e6IJ9QTJkxgwoQJP+kah9LI3q1bNwoKCigpKakzjnrFihV06dLlF98VJRQKkZ+fT2ZmpjwU40DiHV8S7/iSeMeH2aYNvrv/Ttkrr1JQUYFvyxac2dl4L7sMW9euDZ6zew1jGvq9aTPRk3Yl4aYdTDtGq1bgcOA+6yxUOEx42TIia9fhGDYU56nD0ZwuNJcztg51Wv01r+39+xP45BM000D3JWEVFqEsa1crel/Cq1ah2R2ElywlsmY1zmFDUU4HgU8/I7JlC0ZuLokTb6TqyafANNGTfYQXL0HPzECzmWhOB9hMCIWxSkrREhNQFZWxhNY00Xw+7H371i7JpTkcKLebqunzSLzkDsxUHRY8BBVb0BQoRwrWhuuwdzgDq9Mx1MychfvX4yj7yw1oXi/uSy7Bcdnv2FFYQJZl4b3masKr1xCYMxfPxRdT+ehjtbOUawlerIJCHEMGYwVDaElJ4HJT+fBkott2oKqq0JxOHKNH4b1sPJX/eo7ops2gFEZODkl33gG6RsVDD0EwlrTXvPseekoKCVdfhVVWhtmpI9auoTN6Sgp69p4lQPX0NLSkJNQ+3aAdvXpTfv8DGFlZu2ZCt8AwIRKmZupbJNx040HXdDfS03GceCLBuXPr79Q07A00gOyPFQgQWvQN1S+/HBtjb5o4TjgBz29/U7t2uzxT4kviLUTjHPGE+qeyLIu3336bHj167Ld1GmDEiBHous7UqVP54x//CEBVVRXvv/8+l19+ebyK+7OllCIajR7SlxPip5N4x5fEO74k3s3LKi8nvHYtgdmzUdXVOAadgu3YHpitWmE75hi8f72BivXr8XljE0odaLksI6cV9hMHElqwsN4+5/BTMXNy6myz9+uHJxym+vl/E9mru6b/3fdIvP023Becj97AMla72bocg9mpE5F169C8XjS/H83Q0ZxOXGeeSfm99+EedzH+Ge/Hlov6/gf0tFRUWTmaphHduhVVWYWWmYmmFNFt29EzMtA9sUm3wus3YD/pZELz5qGCQXQzBQVgt+E8dThmdjYMHUrN9OmxtakNA800iOblU/XZanwjnbHlpBzpaHYXWEB1CayajuuCl8HwUv3v53GNOQvHGSMx0tKoXryEwKZNlL30Cp6O7Um6605qPvyI8KZNJN5yMzXvvodVXITm9uD5zQjM7t0IvPMOgXnzSbrjdsLf/g8tORkVDGI7YQCO/v0p+ePVsYnDotHaNaSrXvg3nt9dFpu4zOVCVVehoWEVFxP45BOcp52KY+AJ1MyYAQ4HCdddh5m1J6E2W7XCe/nlVD72WG3XbC0hgWh+PrrXG1tju+5w5Nhs5Pn56LvmhtgfzW7Hc+EFhJctw9pnHLD71xdhtD3w+XsL//BD7EuD3c+LSITg/PlENm8m6d57MLOy5JkSZxJvIRqnRSXUmzdvZsKECVx88cV07NiR0tJSnn32Wb777jveeeedOsd26tSJtm3bMnv2bCA2kcMf//hHbr75ZkzTpG3btjz88MMA/PnPf473rQghhBAHZVVUUP3f1/DPnFm7LfTtdxht25B0++2YrVuju90YaWmY2dkYB2lZ1L1eEi6/nCqnm+BXX0A4Ag4HrtNOw33hBbFxtHsxWrUiumUr0YL8PRNmOZ0YaanUvPEmjuOPR+/WcGs4gJGRQeItNxP4+BMCs2ejezzYevTAccopVP773xhZWZi5ubHx1ZoWS6b3mmxJ0zQi69aT/NCDqOpqwkuWEvzqqz2x+OYbPBdfjBYKEfr+ezSXC6N1a2y9epJ441+xysoIfPklnkvGUf38v4nu3ImeFlvj23PuaVhf3oAqLgYVhWgYPTkZI8kBloW16XOC87bgvmQ8msOB7nZTM/UtqubORZ1wQmy95Y8/IfDVfHz33I0Kh1HhEEl33Um0oIDI5s0QjWLtzMP//kz0zMxYzIYPIzj3C7S0NNyjRlPz+usQCIDNFksqo1GsoiI0u43wqtXoyclY1dUYrXOxKivRQiEiGzeR/NcbCH69CPfYs7EfPwCzgRVJHKcMwkhLo2badKLbtmJ26oyemoKemFgvmQYgEkHt00V8f8z27fHdfz+h778n+PXX6D4frhGnY3TqfMAvWfZmlZdTPWVKgz0motu2EVm7ts6XBEII8XPUohLqhIQEEhMTueeeeygsLMRut9O/f38+/PBDRo4cWefYhiZWePTRR/F6vdx+++2Ul5dzwgknMHv27NpZhYUQQoifk8iGDXWS6d2im7cQ+PgTPJdNaPQ1jexsEq+7lsj5v0JV16AneDFatUJrYFxmtKCA4MKFGJlZqEgEUGiGuWsNakXo+++xHSChBjBzcvBcNgHXWaNR0Sh6cjLK7ychGqHmvWkovx+zUydUZUVsrenwPhM1ZWeiJyaiZ2bGNtjMPcdEIlS//jqOQSfjufz3aF43useN2SoLSxmU33Y70W3b0FNTcV98EZo3AaJRjPbtsYq2oft3zWKtGWDEEjzNk4mmgqhwGPfvrkNzuaj+739x9O2L/82pkJODVVWFVV2FadpQZWVUTJqM69xzMHJywO3GKixE93jwfzab8Dff1CaM4ZUr8Yy/lMAnn+IY0D+WNK7fUNtNvPZv00BFo0S3b8Nz7dWokhKieXmEvvkWtWvmbd3nI/Haa+rESimFVVFBdMMGQkuXork92Hv1IuGvf4FIBM3lIrJ2HTVTXm/4verU8YA9HOodn9saM7c1rjFnoTVh6JxVWUlkw8b97o+sWg2nnNLo6wohRDy1qIQ6JSWF6dOnH9KxmzZtqrfNbrfz4IMP8uCDDzZzyYQQQojmF5w3f7/7AnPm4BpzFiQlNfq6msOBbddSVAdkWahQCHQNzV4/4bb2Wbpnv6+naRi7ltYCwOnENXo09hNPRIXC6D5fbPbxfWYu1lNTsbXvgOZ0AmDm5pJw/Z+pfPzx2rWViUTAZcPZwURb8TKs3QjrMqD9Odi7tce/bRtWcTH+92NfTKjqGvTkZFwX/gqz/RBY/t6uQhqxZakMF8ruhdanEPhiIfauXQl+8im2Xd2gdY8H3elEd7ljs3FnZKBqatC9XioefIjkxx6lZvoMCASw/DXomZlougamieZMjo2ddjjQvV4iBfkYaalEN22KJdOGEUu+FWgOJ7rPR/V/XiSy9EdsvXvjvvB8/J98imYY6HslvtH8AkLLlxH45FNUZRX2vn2wqqoJvDmVasB7xRU4zxiJ7nRitsnFMegUgvP2tPTHgmviGT8+Ns6+kZqSTANoNht6UhJWA5PGAugNjMsXQoifmxaVUIvDx2azkZmZecCZI0XzkXjHl8Q7viTezcdqYEbu3VQkDJZ1WOOtp6RgP/ZYQt9/3+B+e7++P+n6RoIbguWoE/vj+f3vqJnyOsrvR/N6sXXtgueKK9BbZceSTE1Ds9lwDj4Fs2MHKN2KFi1Fd5lobjfa8rdh565yqijW+oU4jh+C0fYY/HPmEl2/PjaO2+0hvGYNrrCF1WoE+uZ5ULV73XUNdAPL3Q3/txtxn3Yqlc/+a9c4aweax4NeVUXCvPlolZUoTcM2sDv2fv2w9T8Os0N7ojt34jprNFXPPBvrvr6rdVr3+fD++XqqX3wR3eeLtZwnJeE87TRC3/8Q+zJh14RxRloa0bw87L17E5g5CzSN8NKlVKxdS+Idt2G2bo2RmgpAZOdOKu77B6Hvf0AFArEvDz74AMfQIThHjsT//kwqn34as0MH7L17oScl4b3ycmzdu+KfOQurogLbMcfgvvBCbN27/aT3s7H0jAycZ55JzZQp9XfabNh69dz1T3mmxJPEW4jGkYRaALHlEA40qZtoXhLv+JJ4x5fEu/k4TjqR4K65QPZlP24Aemoq2mGMt+5y4b74YkLLl9dbIsnWq1f9cbuhaijfChE/OJMhqU3tJFt1RCNQuByWvgYFyzAdiXjHjMc55GSs8iqswiJCa9dS+cijaE4HnosvxjFiBEaCF81mw2YrhOUPQHUBWGGo2AZdzoFu56EK1hBynEL1lLexwstwnHkhrrPPxvAlEVqyBKugENfZY9HT06l4+VUSfvN3zMCPaAX/A3cSqus5BJaVU/32VOynjESLWhCNohkGRmYmkS1bsIfD6JmZJFxzNcF586l59z0Cc+Zi79ULs107VMeOsbHINltsorFoFFvfvhitWuG56ipqXnmVyKZNeP/4R8JLluAef2msG7ZloblcKE2LXft/36OnpWKVlceuA0Q2bMQ1ZkxtKINffElg9udoHjdWeXntOtbBOXNxHH88VkkJqqIiNlladRW2nj0x0tNxn3sujsGDUeEwelIS+hH4P6tpGq6RI4hsWE/o60V7djgcJN7wl9pZvuWZEl8SbyEaR1Myhd9PcrQsVh+JRKisrCQhIWG/axCK5iPxji+Jd3xJvJtPtLCIikmTCC9bVme75vXiu/8f2Dp33m+8I9u2EVm3juiOnRi5rTE7dYrNet1IyrIIr1qF/513iVZW4OzXGbNdO7RWnTAzW+2ZyKx0Ayx8DLYtii3FZPdAz0ug+/ngTql70W2L4KO/QDRUZ7PV/gwql3oIfDAbzTRB01DhEFgWiX+7BceQIaiSbWg/voy2cz5UFYMVgPItgAaDbiRs9aTslptxnnMxVkARWrUO1+DBVDz5FLrLFZvdGoXZsyfO4cPRTJPo9m0QrACbnWhxNbZePQnM/hzvFb8n/P0PVNz/APahQ3CfeSbF//gH/pQUsiZMoObxx7EqqzAyMogWFWGkp6NnZOC7/z5CS5ZiFRaiAgGM3Fwiq1cTmDcf36QHiaxdh6qqQs/MgGCI4I8/Yu/UEausDD09A81hp+ad97Dy8tCcDlQkCspC0w2M9m1JnjQJPSmJaHk5JX+4ivB336H5fFiFhbHEe1fXccegk8G0EVqwAOcZI8HQcQ4dhuucs2vXm/45sMrLiWzdSmTjJnSvB7N9B4zc1mi71mmWZ0p8NXe8j5bPykLsjzyVBADRaJTy8nLcbrf8sooDiXd8SbzjS+LdfIz0NBJu/CvB+fMJfPQxKhjE3q8frrNGY+vYEWg43qHlyym/977aNYjNnsfiOOEE/EXFqIAfe99+2Lp0wcjM2O9r76bpOrauXTEuHQs/vgmrn0GtLkO1GkD0+CvR2w1AN4Lw2W1QsnbPiaFq+N/zYDqg96V7Jtzyl8Gip+ol0wBq8Zu4et9J8HMHKhjCKipCVVdjtG2LVV5BxaTJRNf8iGYL4x55Doa5FmPHTAiFAA1txftEk9MxuhyLVRWhesoUEm+/k4r7H8Rs0wbnqDPRk5LQnE5CS5egyssJrd9A+NtvwelA0w2i27fj/2AWvn/8A6IWKhDAfuJArLw8wlu34L3hBmpsNoLr1oHNhp6aSjQ/P3YDTgdWaSnh5csJLphP8Mt5GDk5sSXHQqHYv5ev2LWUlULzetFzW+M86SSM7FaoUBhlWQQ/+pjQ/Pno6ekYjjQ00wBiyaXuS4ZdawOrykqU349SCi0UirVuV1XFYh2JoMLh2i88bD16EPj8c6rfeAP78cdj5rRqZG08fPSkJOxJSdiPPbbB/fJMiS+JtxCNI/9LhBBCiJ8xMzMT81e/wjlsGESi6Mm+WOvtfkQLi6h85NE9yXSPHpiZmZTfcivY7Zg5rQh89DFG27Yk3R4bjwsQ2byF0PffE16xAqN1axwnDsRs3x7NZsPavhrrzcuhYPWeF1r9MWrTAtRv3wCPWTeZ3tuS/0L74ZCUG/u5phBVsDzW7RvAtO1pLQ0GoTI21jmydRX4/WheD57fXEL57XegJyejGQG0YCnl3y3Cdfa5uLsOR9/wJlokiKougRQL+8nDqXziGfSMTKy8fFwjR2Dk5lLz1tvYj+2BfcAAHCcMRM/MQNlMgnPmoDudscnXkpKwdmzHKiqiZuYsnINOxt6vX2z8tNdL8VNPw7VXE1qyFK2iMjYpmq6juVxYpWVoQHDB12heL6qiAsvpBL8/NjmZw0E0Px+rpDQ2trqsDDSNyn8+iWvsGCKbNxNZs4bEv/6VwJy5qIoKVFISmsNeG07XmDFEd+yg6uNPiJaW4hw6BFVWhlIKXdewSuxY1VUQBnv//vjfm4bRrh2azRZLtiE2CdjPKKEWQoiWTBJqIYQQ4nAIlEPJOtj2dezn1gMhpRM4Gz8rN3DIyxlFd+wgunNn7c+O/sdRfsddsQQuGFsOSjMMops3458+PTaOd/Uayu++G1VRUXtezdtvk3jjX3Gccgps+7ZuMr1bsBK15E2sbiez33meA6UQiiVyyrKwKipR+QWo6irQQPN4MVKS0ewOsNvRTCcqEAS/P1b+4cOpeeed2EzfNhM0OypqgWHif386jhPvwkj8KjZ2O6kN0cJiNEcGyl+D0ao1aBpG+/ZUv/QyiTf+lcBns6mYNAkiUcxu3WJjdTt2wCooBNON5naheRNQwSCR1aupWvYj3ssvxyopQc9uhb1/P6pr/GBFY+tHa1psDe2EBKIFBbH4JiZg5efFunRHY5ONaU4nzhGnE/j0sz3rLisVm/BMKcJr1+Ho3x9VXk5k82a8V1xO9Usvx14HQNNw/epX6L4kSq67Hj3Jh3fCeFQggAqHieblofuS0JKSMLxetKRENIcD+8ATcAwcSPUbb9ReZ+8EXQghxE8jCbUQQgjR3GqK4dtnYNVeSz3+8CJ0PRsGXA3u1MP20iq4Z2ZwPSOD8Pr1exI4AGvPvwNz5uIcPZqq556rk0wDEIlQ+c8nMbt2Rds0d/+vl78crd+Y/e7HdMX+AJE1a6h5byburP6wbg6oWLflSCCAmdMKLb0NqtUJuM/NQp0xktCSJdi6dCH46WdgGEQ3b8HISkdTQCQENhvRLXlESiMYzgzoOwHry23oXieYTqI7dmLv35/yO+7Ae/nvqXrueaLbt9d2P4+sXk35vffh/f3vqHrxJTRAM02MjHQwdPTERKydOym/9z7Mtm0x1qzBeepp6IEAjqFDY63Ubhd6ko9oSTGEw2AYOIcOofJfz2EVFWPk5KCnp8UmQts1u7etR3dUIEBk46ZY63wkgp7sQ2ngOms0elYWKEh5+imipaVoDgdmhw5oiQlU/edFbJ064zxjJGW33YaqriHhuj8RWbuW4KJF6F4v7vPPw9avL6HFS8AwqH7lldo6YHbvgdGEsfRCCCEaJgm1AMAwDLxeL8auCUDE4SXxji+Jd3xJvIG8H+om07utmg65J0GHU5vtpfaOd7SkBGx23L/5TaylettWVHXNnoM1Dcw974sKBFA1fiJr1jR4bVVTg5VfgOltYD1gRwJqwPVEykysLdWYNRqaVoPmcNRdl7jLWZDYGhUKUTP9fYIL/4fz2ovQ81dA5a6xx+EwUU9nom1/R+UzrxBasDA2XnzgQMxuXdG8XqI7doBSRItKMbOyIVAIYT+YBkpzEm13NjUfb8bs2Y/wj8ux9+tH6NvvIBqNtWhbViyZhj1fMJgmqqYG/wezsJ80kMiy5bEw2e0Y2a1wjTmL6v/7D3pKClZ5OdY33xJcsxbP9dfhzM5CHzWK4FdfxXoEKAWmievcc9CTknCdMZKEa68BS6ECAYI//oijezcSbrqR8Pc/xLqyjx9PYOECoiUlOIcMQXO7CHzwIaFvvo2Vw+cj4aYbUZVVVD7xBKqmBlvPXtjPGUx4xQrc48ahysqo/r//oCUl4hg4ECyFnpVJZMNGwqtWEVmxovat0DMySLjqD+he70HrlVIKFQqhmWbt5GBHijxT4kviLUTjSEItADBNk7S0Bj4wicNC4h1fEu/4+sXHOxyE5W/tf/+KtyH3ZLA5m+XlTNMk1ecjtHgxVc+/QHTzltiM0zmt8FxyCSoaxT81Vh492Ydm29Pd19ajR6wb9QFY5WXQYyzM+3ft0k1oOurk26h48mWsqiha684k/e56tG8eRPeXoft8aLoBbQfHJiQzTKySIsLLl0E4TMV/ZuD99a2Y1ha0oh/Ak0M091eUP/hIbB3m1q1R1dVEN2wg+NU8bH37Et26dVeBLKKFpWhuL5ovE6PnyViprah48V0iK1dhdFiEa+xYEq6+mspnnyWybRv2/scR2bhpV9l3jdc2jdgyVQ4H4ZWrcQw/tTahtvfrh+P4AUTzCwh9/z2BDz6MdZU2TXSbjdS0NCqffhpbz54kDrqFyNq1se7Vx/UjvDOPaH4BKhSGUAgtMRE9LRV3Wir+2Z9DKIS9X1+C8+ZRPuV1vFf9Eedpp6GCIcLLV9Qm0zgdeC//PdUvv0Jk5UrMNm2IFhQQ+u47gou+xnvpb6l4/J8Yaal4fv87ojt2UP2fF2OJvcOOc+gQEq+5mvCq1UR37sTs0P6QZ3oPr19P8MsvCS1dipGShnPUGdi6dDmkRPxw+MU/U+JM4i1E40hCLQCwLItIJIJpmugNrRkqmpXEO74k3vH1i4+3Fa4dM9ygYAVYkeZ7OcvCv3IlVffeixYKg67FWlTzC6h4aBK+xx/F1v84ops3o3sTYPdqSTYTz7hxGElJ6OnpsSWX9mUYGNnZ6DmZMPo2rI8fQgWD0PZE/J9/R7S4HC0pB1VWRvn/zcI96hpsmQ601hloaW0hqS04EwHQ7DY0jwcKC1HlFVQ+NzU2i3V2F8wOHQi99mZty3FsjK8impePf9YsfHffTWjhQqziYtg1IZtVVYPn/AvwfziXyIYNRNasRc/IQNN0AjNn4f9sNr6/3xkbo2xZRAvyweGoXaeZSDS2RrauYetyDGaHDrjGjMF+/ADM9u0xUlOpfuNNjKxMfA8+gFVSguZ0Ypkm5V99ScK11xJetIhofj7hjZuwCgqoeW8a7gsvhOxsVFUVZbffiXPwKaDrBGZ/Hit3aSloGu4Lzsd96W/xT5+B74nH0Txu/FOnxiYvs5lo6emxcdxLl4Jj10RjSqGnpRNZs5bQ0mVoPh+hhV8T/vFHXOefh/PMMwl88AGaywW6gZGVhdmmTaPqU2jFCsrvvAtVXQ1AhNUEF8zHc+mlsdZ3Z/N8EdQYv/hnSpxJvIVoHEmoBQDhcJidO3eSnZ2NY/eaouKwkXjHl8Q7vn7x8bZ7Yi3QRQ1M4gXQZlDsmGYS8vvZsmAhibqBjTAAmmmgpSSjwhEiq1eT/NCDBL78isDHH6P8Ndi6dsP964uwdeuGZpp4L5tAxeSH6461Blxnn43RujU4nOgnXInWfjBq/Ryi7m6EZj2JlpwLeuyjhCovp/r19wHwXPpbPBf3rHMtPSkJ91lnUfnUU7XbrMJCrMJCzHZtie7Iq3O85nBg5ORAJEJg/nyS7rqT0I8/ElmxAj3Zh/2kkwkvX46emAThcGzdYpttz+vpGkZKCmabNthycwl+/z3VL7+65wVMEyMzAxWO4Bw9OpZIjzqzThmskhJCixYR+npRLBmPRAjbbJS0b4/22We4cnKo/r//i01EZppouk71yy/jPHU4KhpFc7sw27enYvLDmN274xo9Cs3pRNM1QsuWY+vRneA33xL6ehGus8eAZaEnJsSK17YdoQULY/fi9qCqazAyM7HKSmNdyOfPJ+Haawj16E71Sy/jnzadpL//ncBHH2Hr3g10nWh+PmZu7iHXJauqiqr/vFSbTO+t+r//xT6gP3qnTod8vebyi3+mxJnEW4jGkYRaCCGEaE6aBh1HwMr3YjNc782ZDB1P39PtuBmo6hqs3esg71sUm0lk1WqM8ePx/OYSXCNHoCIR9ORkdJer9jj7SSeRdO891Ex9m8jmTejJybjP+xWO/v33tEg6EtByB6DlDsDatg1lOmNLRjVUpkCwwe32E07AsWQJwa++2quQGrau3Qh9+z+iO3fULb9pgGlgZmRQM+sDtEgYo2NHlN9PzZtvorndJN5wA8GvvqyTTAN4fvtbjFa7loZyuzE7diT58ccof+ghtHAYDBMVCuE4cSCOE07ASK0/UZz9+AGEFi2K/RDcdU+7Xsferx81Tz0da3FWCi0llWhRPnpKMsF58/FNeojoCScQ/PIrXBdegJGRQfUL/461sgP2E47HOXw4jiGD0VxO9JQUjNzc2q7tyl8T65auaWAYsQnNtm9H7Zr9nHCYwGefofwBXBddiP+tt1HV1Xhv+At6ZhY1r7+OkZGJ99qrMQ+x+260sJDIiuUN77QsImvXYTsCCbUQQvycSUIthBBCNLfUTjDqn7D4ZdiyK3lsMxj6jI8tndWcHHY07/5bvPWsTDBNNE3DyMho+BiHA8dxx2Hr2hVVWRVL8JL2v7yXnpKCvWcvQj983+B+e5/eDW430lJJuPoqXGeNJrz0R3A4sPfqidG2LVZVJVXPPFvneBWOoKqrMXJzcSYmUPPWO0TWrUfzeLD16on3d5fF1tO+5x78775HZNtWjKws3L86F1vPnqDrhFasoPrV/xJeuQrbcX1j3beLioju2ImtcyfMdu0xO3Xcsxb23vfRqxd6RgZWQUHdcukGelIiVuGesdIqMTGWWDtdRHfsILJyJeHVa7ACARy5uVROmlynB0Do60VYJaUk3X9fbNy4z4fnN7+h4oEHAIgsX4HrgvMJzl+A5vGgKspRu8ewA47BpxD4+BOiW7aQ9I/78E+fgZ6SgnlsD6qe/zehzz9HS0jAMeQUjCFD6k4UdyD79FKou8s6tGsIIcQviCTUQgghxOGQ3g2G3Q1Vu1qPvZlgNn/3Sd3pxNa7D3w1r/5OTcM1cuQhJ1O6xwOeg3dH191u3OMuJrRi+Z6W213sxx+P0a7d/s/1+bD7fNh79aqz3XHSSURWryEwe3ZsQzSKVV6O97IJBD6fTXTnTpxDBqOnp2Hr0hVb9261k2Q5+h8XW4qqqjq2jNWuewgt/ZGK55/H2a8vmt2OVVBI+Nvv0Nu0QUtPo3rK6yT+5S/7jY/ZujW+v/+d6jffJDh/fmzt6k6dcI04HZxOvFdcgYpGCf3wA+HFi9GTkmIt1sEg2O1E1q3Dc+UVVD322J5EVdNq/20VFWEVFGJ264oKh7H3P47EiTdR9cqrRDduRIVCuM4/j9Cib7DKymPn2WzYunWLrXu9ZQsA4WXLY8l/Wiolvx5XW35VVYWVlxfr+n0Ik5EZqamYXboQWd3AcAVdl9ZpIYRogCTUolZD386Lw0fiHV8S7/iSeO9iOsDXuEmhmvQyrXNwnX8ekTfe3NMN22bDe/nlmJ07H5bXtHXvRvKDD1AzbTrhZcvQPG5co0bjOOlEjOTkRl/PSE3F84crcY0eRXjDBrAsrPIKggsXEt2wAYDAp5/Gjm3VCt9DD8Fes07rLhfs1Y3dqqnB/+WXOHr3pvy++yEU2vNarVvje3gy/vJyIps2YnRoT2T9BqLbt6O73eg5rbC1a4eKRLBKSzGysvD8/neYrVsTCIYo27aN6jemor7+GgDnqaeScP31sRm5163DyMnBKiwk/OOPmLm5RDbHEt86Xf0NA83pJLxuHUaXY4ju2InZtg3OYcOwHduTSN7OWLfuefNJPOkkat6bBuEQ9v79UZpG1av/3XMtDTx/uBL/nC/qxNTs0oXI9u04wuFDeg/0xES8v7uMsjvvqvdFiftXv4qNpz9C5JkSXxJvIQ6dptQB+vaIg+rQoQMAG3b9shdCCCGOBCsYJLptG9EtW0HXMdrkYrZuXW9scXNToRBWWRnY7BjJviZfI7J9O1ZZWWxpqpQUItu2U/nYo6jyigbPSX7maYhECS1ZjCotw+zRA7NDe6ySEoLz5hMtKMDWuRPRggKqnn4WVVV35nXnmLOwHdMZx5Ah1Lz1Dv733qv9MkLPzCTpH/ehKiupeuYZAOyDBmG0aYOma5TfcReEQhhZWbG1v8NhzG7dYutWv/wKCX/5M1X/fJJoXh7JLzxP1SOPEtm4EVUTWxNc83rRExOJFhbie+B+tKwsjIQEHMf1qy1feNMmqv/vP1S/+BKuS8ZhpKUR/t/3hFeswCovx2jVqjZeyU/9Ey0jg+IxZ++5QU0j8fZbCf2wmKQ778BISTm098KyiKxbh//DjwivWIHu8+EaOwZ7z57oiYmH/J4KsZt8VhZHO2mhFkIIIY4CusOB3rEjto4d4/q6mt2+37HZhyJaVETN629Q8+GHqOISrIpy7L374LroQlyjRhFeuYrw4sV1zjG6dCG8bDlVzz1Xuza2uXo1Zptc/DNmotlMVDiMf9p0NKeDxL/eQPm998WWy9ol9M23uMaMIThvPv63364zdtjKz6fi/gdwX3ThrpvUYktppSRT9X//ibV2K0U0Px89LS22nFZ+Pmbbtnj/dC2VTz+D2akDtgEDCP7vOxxnjCDywr8xsrNRloWqqSFaWIjm9WIe0xmruAT2GZ+sDAPbsceS+Ldb0Nxu9Da5+KdNr53UzKqsRLPbcQwfjp6SQnDhQjSXC+X3Y3bujPvCCwgtXYr73HMPOZkG0HQd2zGxZcRUTQ3Y7UdkqSwhhGgpJKEWQGyJhMLCQtLT07Ed5tYMIfGON4l3fEm846slx1tFItS8+x4178/EKixEVVYCEPruO6IVFTiOH4CZm0s0Lw8rb8+yWu4zzqDyyafA2muSruOOo/yuv6MlJGCkp6OZJmga0U2bCX77XWzG7q93zditaWimiZGeTuWjj9WfiEvTsEpKYmPQLzgfTTfQdB3N5yNQUEjF0MEkbtiEWV0dG+tdVISKRAgtXYrZ5RgSLv89ocWLiW7fgW4zcfzqVxCKUPX88xAIxJbsys7Gd/99VM2chat/f4xdY5wj27cTXLSI4BdfokIh7L17E1y0iOisWfjuu5fgggUEFyxEz0jHOXQoZqeOKNPENXIkZmYW0dISrIJCgv/7H+5zzsHe/7gmvTeaaaL9TFqkW3Idb4kk3kI0jiTUAgDLsgiFQliWzOAZDxLv+JJ4x5fEO75acryjO3YS+OgjCIdrk+nafWvWYP76Iqr+/X94xl2Mf/p0AMwePbAqyusk03paGpGNG8GyUJUVKJ8PzW5Dd7uxNI3gnDl4r7ma0Pffg6Uw0tMwO3dG8yVhFRU1WDY9PR0jI4OKBx9CVVVhdOxI0u23gtNOOKqIlpaiBwIYGRmoYBDNZkP3+dCAimf/hVVYCOEwoW+/JfDVPHwPPkDqm29gbd2KlpCAnuwjsHAR7sGnoNkdGK1aEVq1mop77iGyeQvRnTtBKQKzPsB9wfkQjlB6400k3nQjVnkFrnPPxqqqIrwzH3efPhgeD3paGtbOnahwGE9S0k/qOfBz0pLreEsk8RaicSShFkIIIcQRYVVXofx+1F4Thu1NVVaiud2YXbviNk3Mrl0xu3Yh8OFHdY7TbCYqENh1UQXEWpw1hwM9JSXWPdrtRk9OQU9IQHM68F5xOYbPh5HbmsjKVfu8sMJ93rmE16zBM/5SVFUV9oEDqXjqGRz9B8DadbHu47u6fRutWqGCQex9+lB6zbVY1VXoycmg66AUqryc8rvvIfGuOwh8/TX2Pn2ofuddEq68HN3rxWzXjnBeHjXvvENk85bYMl3BYO0kZjXvvEvS7bcRmD2byNYtWH5/bObu1rk4Bp6IsWtWc93hQG/XDqUU0Z07Ca9di+ZyYWRlxVrshRBCNDt5ugohhBDiiNDdbnA4QK9ucL+WlIhmGpi5ubiGDqndbuvWtc5x0cIiHMOGxX5wONCMXR9vDB09Ix37CcejAgGM1jmY7driGTcu1tKdX0DCNVcTLS6GqCK8dg2RdWvB4cLeuw8VDzxA6Lv/Ye/bB6usnNDsz3DeeitGMACLF6O5XOgJCajqarxXXhFL6jUgEMQKl9Qm3SgVawn3B7B17EjNq/8FZWEVFeHo25dIdQ1qy1aCsz9HBQKxLxh0PXa+pkEkQnj9esxjjsEqq8Dz299gtGqFrXVOvZhFS0sJfPQxNdOmoSoq0FwunCNOx3XurzAzj44WayGE+DmRhFoIIYQQR4TRqhXO4cPxT5+xJ4Hcva99e1R5BfZevTGyswCwysuxSkvRfT6cZ51F4IMPYudEIliFRdgHDoytzWzsWVdac7lIuOYajNY5uC+8AN3tRoUj1Lz4Ev5PP8V52qlgKYJzvwC7HXuvnjiGDKbm3XexSkqwDzoZ+7HHYlVUQjQam3Dsj38g8e6/o69ZA8EgZufOBL/5Bux2VFU1emYGVl4+2O2xhFrT0FNSUMEANW++iWa3AxCY+wX2E0/C2r6d3e3qmtMJNlts4jPTjJ1vWahwGCM9HbNdG8y2bTAzM+vFU0Ui+KfPoObNN/ds8/vxT5+BVVxCwp+vr12jWwghRPOQhFoAYJom6enpmNIlLC4k3vEl8Y4viXd8teR4azYb7osuRFVWEfjkE6I7doBSmF274rn0twRmzybx5oloNhvBb7+l+pVXiKxbD3Y7jhNOIPG22wivWY1ms6EZBomnn054xQoCH3+EVV2DrVs33Bf/Gs3tJrx8BZEtWzBaZaPpBoEFC3CcfDLhH5cRnDMXDAM9KYmq774j8OVXJN1+G45TBmEVFRNevRo90UvSnXdSM2cOTJ+OeeGF+OfMjS0b9s67GNnZ2Pv1A7cLIlE0jwcVDMYmIEtJia2rXVKKZrPX3r/ucGKVlRH+/nu0xETM3FyCX3yBnuzDKijcdZAOhoGtSxeqV6wkaciQBpNpgOiOHfhnzGhwX3D+fNznn4fepUtzv42HXUuu4y2RxFuIxpH/KQIAwzDwyLfWcSPxji+Jd3xJvOOrpcY7WlqKlV+AUhae31+G+4LziOblgaWwgkF0t4ukv9+FmZ1N8IcfKL/7ntolsgiFCC1dgq1Hd4KffU505040wwDTwDV6FIl33YXucEBiItG16wjMmUt023b0rExUVRX+Tz7Fc/FFEI1S/cK/AdASEmLLYCUmYhUVES0spOr5F4gsWwaAnpERm+zrwguxWRaRxUuIrF0bW/M7O5toQT6Br77CO348Vc89h56ZVdu6HN25k4Tr/oR/5vuocBjNHps52THidKzt26iZOROzfXucQ4cQWrQolpD7fKjycrAs7KecQrS4GN8tEzF3renbEKusHOX3N7xTKaLFJbTEOZtbah1vqSTeQjSOJNQCgGg0SlVVFV6vF8MwjnRxjnoS7/iSeMeXxDu+Wlq8lVKEly6l8l/PEd20CQA9MxPv5ZfjOPFEtH2W6bGqqqh+7fU9yfQuzlNPo+LhR0CBnuDdfXH8M2eBpuO98gpCixdT8qfrsbZurT1Pz84i4U9/Irjwa4y9Wno1TYu9hsOB2a4dgU8+jc3UHduJVVSEkZNDxauvYn/sEbQZ78e6cqeloSIRCIeJrl5DJDOTxDvvILToW0KLF2Pv2wfH9dcRWPg1mssN6KjqapyjzkRPTKTqPy9i79Ub/7T3CM7+nMSbbiT4zTdE1q3D6HksjtNOx+zSGcPnw9ajB5qusz+ayxkbc73vMmC7793tPsR36eelpdXxlk7iLUTj7P+pLH5RIpEIpaWlRCKRI12UXwSJd3xJvONL4h1fLS3ekQ0bKL/nntpkGsDKz6fiwQcJr1pV73irvDw2UdjeTBPNNLF25jXYIhv47DMim7dQMfmROsk0gLUzj+pXXsFs3x7N4ayzT/N4UFVVOE4cSHDu3D2J6e6JxcpKoW1bSssrsI0cgdG2LbovCc3twsjNRfP5CM6ZS3jVaoz2bXEOG4rz3HPR09NwDOiP2b49jqFDSLrrTly/OpfgF19ilRTHXiJqEd2+nfJ77sUqKMQ+YABGq1bUTJtG4MOP0XNzD5hMAxjZ2dh69drPviyMBiYxawlaWh1v6STeQjSOJNRCCCGEiJvgvPmomga6JUej+KdNxwoG62zWbLY9LdC7tzmdWKWlsX+b9VvQlN9PtCCf6IYNDZYhsmo1useDreexe11Ui00GFonEWslttj1Lce1mqdiEZ9XVmO3aY+S2Bt2ILcXlcKDtmoDMddqpVD//byx/AFVaSvnNf6PinnsJzp1L9b//j+I//JHoxk0EFszH1rUr4VWrcJxwfG3rcuiHH6h54038n3yKKivDOWwIps9X7z4sv5/wunUEFiwk9P33WFXVJFz1R4y2bescp6elkThxIkZaWoPxEEII0XTS5VsIIYQQcaGiUcLLl+13f3jDBlRVVWwprV2MjAycZ4yi5r+v7rlOTQ16eiw51Nz1x3pqCQmoYCiWoO4ze3jtNSwLlIXrgvPxv/U2KhyOLYGlaYR3bMcxcCCBjz+OzbS9az1pzenEyi9A83oIr1mD+9xzsaqqCM6dG1uHulcvbH37EC0tA6VwDh1CzayZeC79LSoSQVVUoGdlEd22jcD8+RCJoCclEd22Dee4XxP8ah5WSUlty7ju8WDr3Blbz/qtztHiYqpfmxIr467709NSSbxpIr577yW6ZTORvDyM1FSMtm0xs7MP7U0SQgjRKJJQCyGEECIuNMPAyMkl/GPDSbWRno7mctXb7jztVCKrVhL67rvYBstCVVVjP/EErIKiese7zzkHIzsLpWnoPl8sSd27HC4nZof2mB074snMwnXmGQQ+n4uqrMDWtw/KstA0ncAXX0AkEhtbrRSaw4G9V09CaekEXnsN+6nD8Vw2AfeYs1CWhZGcTGD+AkLffIFjyBC0pCScffpS8djjqIqK2te39e2De9w4zKwsqp58ioSJNxFetoyE668jtHgxoaU/YmZm4DjtNBwnDsTKzyeiLIysrNhYbyC4YAEohfvXF6Eqqwh9/32sy/i995L8yMPYjzsOO0IIIQ43SagFALqu43a70Q8yPks0D4l3fEm840viHV8tLd7O008l8MnHDbYau885p8GJs8zMDBJuuIHols2EV69G83ixdeuK64yRVD7/AuElS2IJr8uFa8wYnGeMRPd48Fz8a6pffRU9PR2rrAzCYbDZ8Fx5JbZevTD36gLtGDQIolE0m43Qj8uo+fBDfPfdQ+CjjwmtXoPZuhXO005H5bSi8v33seXm4ho5Mhb3jIza69h79yL87XfYhg9Fd7spffyJWDK9KxEGCC9eQig3F88VV2AfMIDyv9+Nc/gwtKQk3JeMw3OZA2wmNa9NofLBh9CTk0mYeCNmu3bY+/UjmpdHdGce/vdnEt28GT0jA9eYs7D17k3ggw8Ir1qN2aZN875xR1BLq+MtncRbiMbRlNrPVJDikHTYtXzFhv2M0xJCCCHEHioYJPDFF1T967k9E4rZTDwXj8N51miMhIRGXc+qqiK6cyfK70f3+TBatULbtX5utLgY/wcfUjNlClZJKXpGBu6LLsA5YgTmXklwg9etrsYqLELpOpqysMJholu3YuXnY+vaFaNtW4zk5IbPLS8nvGYt0a1bKbtpYt2x2LsSa83jIe3tqejp6URWrCAwfwG624X9+BMILVtG1SOP1rmmkZ2N+7e/wTnidEKLFlF+2x31Xtc5Zgya24XtmM54x49vTBiFOGzks7I42kkLtQBiy5hYloWu67XdycThI/GOL4l3fEm846ulxVtzOHAOH46ta1ei23egrChGdjZmTg7aXmOnD5Xu9aJ37tzgPiM1Fe9vf4PztFNRNTVobvchjyXWPR70fdfi7dSpTrz3x6qqovKFF7B37YqelhZbX3vvGZNNI9a13WbHzMrCzMrCOXw44c1bKP3DH4hs2VrvmtGdO9FcLqJbtlL95ltgMyFcdxbmwAcfkPT3uzBaHV3jpVtaHW/pJN5CNI705RAAhEIhtm7dSigUOtJF+UWQeMeXxDu+JN7x1RLjrZkmZps2OE4ciPPkk7F16NCkZPpQmdnZ2Dp2bJaJuQ4l3pH167F27EDPyEDV1MTGPickgN2O5nJhZGZh9uiOkVK3hVuVl6Ei0brJd90Xj3Vd99egJ6fU3x+NokIhzM7H/IQ7/PlpiXW8JZN4C9E4klALIYQQQjSjaH4+RKNYRcWYx3TGKi1Fc7nQ09LQEhPRvF6848dj7NPtXE9ORvd6wd7AdGKGgeZ2oe9aPkv3etHTUmMzkO/mdGJ26oh5lLVQCyHEz5kk1EIIIYQQzcjIyQEgMPszXOeei3PUGRAOo0pL0RMTSbjhLzhOOrHB89wXXViv5RrAOXIE4Y2bMNq0wezaFQwd3ZeMkZuL0ToHIzcX+7HHYnbseNjvTwghxB4yhloIIYQQohmZHTuiZ2Zi5edTM2UKZvfuJNz4VzB0zA4dcJ58coPnabqO68wz0Nxuql58icjKlehJiTjPOguzc6fYOtft2pJw9VWU33MPVlExmt0G2NDcbhIm3oSZlRXfmxVCiF84SaiFEEIIIZqRmZlJ0h23U/nU00RWrSKyfDnRjRtwnXsu9h49Dniu7vPhPnssjhMHEi0uASsKLhdmSkptd29b5874HnqIyJo1RDZuxMhuha1bV4yjaKksIYRoKWTZrJ/oaFkKQCmFUgpN02RGxziQeMeXxDu+JN7xJfGOr8bE26qsJLpjJyoQQE/2YeTkoBlGnEp69JA6Hl/NHe+j5bOyEPsjLdQCQH5JxZnEO74k3vEl8Y4viXd8NSbeekICepfGrast6pM6Hl8SbyEaRyYlEwCEw2Hy8/MJh8NHuii/CBLv+JJ4x5fEO74k3vH1U+NtVVYSLSjA8vubuWRHL6nj8SXxFqJxpIVaAGBZFn6/H8uyjnRRfhEk3vEl8Y4viXd8Sbzjq6nxtioqCP2wmJp338UqKsJs0xbXBedh69ED/TCuwX00kDoeXxJvIRpHEmohhBBCiMNIBYPUTJ9BzZQptdtCJSWEliwm8cYbcQ4fdgRLJ4QQ4qeQLt9CCCGEEIdRZPt2aqZOrb9DKape/A/R/Pz4F0oIIUSzkIRaCCGEEOIwiublQSTS4D6rqJhoUVGcSySEEKK5tLiEevfMgw392blzZ6PPzcrKilPJf95M0yQlJQXTlFEA8SDxji+Jd3xJvONL4h1fTYm3drBjZSmtA5I6Hl8SbyEap8X9T1m4cGG9bZdeeikej4fs7OyDnv+nP/2JcePG1f5st9ubtXwtlWEYJCYmHuli/GJIvONL4h1fEu/4knjHV1PibWS3QvN4UNXV9fe1b4eRKV/uH4jU8fiSeAvROC0uoR44cGCdnzdt2sTatWuZNGnSIZ3fpk2betcQEI1G8fv9uFwuDPmm/LCTeMeXxDu+JN7xJfGOr6bE28hpRcK111LxyCN1un5rHg8JV12Fkew7TKU9Okgdjy+JtxCN0+K6fO9rypQpaJrGxRdffKSL0qJFIhGKioqI7GeMl2heEu/4knjHl8Q7viTe8dWUeGu6juPkk0h+eDLu88/HPmAAngkT8E16CHvPnoextEcHqePxJfEWonFaXAv1vl5//XUGDx5M69atD+n4Bx98kL/97W94PB5GjhzJ5MmTadOmzQHP6dChw373bd26ldzcXILBYJ3tuq5js9lQShEKheqd59i15mQ4HK63zp9pmhiGQTQarfcwO9h17XY7mqY1+rrhcLj23/veC4DNZkPXdSKRCNFotM4+wzAwTRPLsupcB2Lj1nd3qw+FQiilmuW68POL4e7rQsMx3Pu6oVCISCRS+/pHIoY/5bqHO4ZNue6B7nXvn1tKDFta/d77Xn8O9RtaXgx/SfX75/aMaMy9NrV+h5VCtWuHrV07bLvLtKs+/NKeEY2th7s1VF55Rhz8Xhv7f3nvOt4c1xXiaNeiE+qlS5eybNkynnvuuUM6/tJLL+Wss84iMzOTZcuWce+99zJo0CCWLFlCcnJyk8thWVa9CdE8Hg/p6elEIpEGJ0tr164dAEVFRfUemmlpaXi9XqqrqykpKamzz+VykZmZiVKqwevm5uZiGAalpaXU1NTU2ZecnExSUhKBQIDCwsI6+/b+hZWXl1fvodiqVSvsdjtlZWVUVVXV2ZeUlERycjLBYJD8fZb+MAyD3NxcAPLz8+v9ssvMzMTlclFZWUl5eXmdfV6vl7S0tAZjqGkabdu2BaCwsLDeL7T09HQ8Hg9VVVWUlpbW2ed2u8nIyGjwfYPYsABN0ygpKcHv99fZl5KSQmJiIn6/n6J9ZmV1OBy14/gbum5OTg42m42ysjLKy8tr79c0TXw+Hz6fr8EYmqZZ+4VRXl5evV+iWVlZOJ1OKioqqKioqLMvISGB1NRUwuHwQWO47y/KjIwM3G431dXV+41hNBpt8F53X7e4uJhAIFBnX2pqKgkJCdTU1FBcXFxnn9PprJ0osKHrtm7dGtM0D1q/CwoK6t3rbjt37qxXv7Ozs3E4HJSXl1NZWVlnX2JiIikpKYRCIfLy8urs03W99gu5goKCeh+OdtfvqqoqysrK6uxrac8Iu91Oq1atgIM/I3bXcYjVX3lGxDTmGVG9z1jbAz0j9ibPiKY9I2w2Gzk5ObXXPdAzorS0tE79lmdETGOeEY39HJGRkVF7r3s/z0GeEbs15+eISCRSG8vk5OSf/IywLEsSa3FU09S+T7w4Ky8vP+js3ADt27ev/SZxt5tvvpnHHnuMvLw8UlJSGv3aS5cupV+/ftx///1MnDix0efDntbrlStX1tne0r5ZDofDFBUV7XdiN2mhPvTrwsG/WQ4EAuTn55OZmYndbpcW6ma47sFa8HbXb03TWkQMW1r93vte/X7/Ea/f0PJi+Euq3z+3Z0Rj7jVe9ftofkY0th7uTv5TU1PrTSYrz4iD32tTWqh313GXy/WTr7v7s/KGDRvq3ZMQR4MjnlC/9NJLXHbZZQc97ocffqBPnz61PyulaNeuHX369GH69OlNfv0ePXpw7LHH8uabbzbp/KPlIbH7A1laWlrtw1wcPhLv+JJ4x5fEO74k3vEl8Y4/iXl8NXe8j5bPykLszxFPqJvqq6++YvDgwbzxxhtcdNFFTb5O9+7d6dmz5y8+oRZCCCGEEKK5yWdlcbRrsQMapkyZgtfrZcyYMU2+xuLFi1mzZg0DBgxoxpIJIYQQQgghhPglaJEJdSQS4e233+acc87B7XY3eEynTp049dRTa39++OGHufrqq3nzzTeZM2cOTz75JGeccQa5ublcfvnl8Sr6z1YwGGTTpk0NjtkRzU/iHV8S7/iSeMeXxDu+JN7xJzGPL4m3EI3TImf5/vjjjykqKmLcuHH7PWbfySm6dOnCO++8wxtvvEFlZSXp6emMHj2a++67D5/PF4dSCyGEEEIIIYQ4mrTIhHr06NH1ZhLc16ZNm+r8PGbMmJ/UPVwIIYQQQgghhNhbi+zyLYQQQgghhBBCHGmSUAshhBBCCCGEEE3QYpfN+rk4WpYCUEoRiUQwTRNN0450cY56Eu/4knjHl8Q7viTe8SXxjj+JeXw1d7yPls/KQuxPixxDLZqfpmnYbLYjXYxfDIl3fEm840viHV8S7/iSeMefxDy+JN5CNI50+RYAhMNhCgsLCYfDR7oovwgS7/iSeMeXxDu+JN7xJfGOP4l5fEm8hWgcSagFAJZlUV1djWVZR7oovwgS7/iSeMeXxDu+JN7xJfGOP4l5fEm8hWgcSaiFEEIIIYQQQogmkIRaCCGEEEIIIYRoApnl+ydyuVxEIhFyc3OPdFF+EqUU0WgUwzBkBs04kHjHl8Q7viTe8SXxji+Jd/xJzOOrueO9detWTNPE7/c3Q+mE+PmRFuqfyOFwYJotf7L0bdu2sXPnTvlFFScS7/iSeMeXxDu+JN7xJfGOP4l5fDV3vE3TxOFwNMu1hPg5khZqAcgagfEm8Y4viXd8SbzjS+IdXxLv+JOYx5fEW4jGkRZqIYQQQgghhBCiCSShFkIIIYQQQgghmkASaiGEEEIIIYQQogkkoRZCCCGEEEIIIZpAEmohhBBCCCGEEKIJJKEWQgghhBBCCCGaQJbNEkIIIYQQQgghmkBaqIUQQgghhBBCiCaQhFoIIYQQQgghhGgCSaiFEEIIIYQQQogmkIRaCCGEEEIIIYRoAkmohRBCCCGEEEKIJpCE+hfg008/Zdy4cXTs2BFN07j22mv3e+zDDz9Mu3btcDqdDBgwgLlz5x7Sa+Tl5XHRRReRmJiIz+fj0ksvpaSkpJnuoOXTNG2/f3bu3Nnoc7OysuJU8pZpwoQJDcbto48+Oui54XCYv/3tb2RnZ+N2uxk2bBhLly6NQ6lbpmg0yqRJkxgyZAjp6ekkJyczePBgZs+efUjnS/0+sDVr1nDGGWfg8XjIyMjg+uuvx+/3H9K5L7/8Ml27dsXpdHLsscfy1ltvHebStmxvvfUW55xzDrm5uXg8Hnr16sWzzz6LZVkHPG/o0KEN1uNVq1bFqeQt00svvdRg3G655ZaDnit1u2n2V1c1TeONN95o9HlSx4WIMY90AcTh9+GHH7J48WKGDBlywCT34Ycf5tZbb+X++++nX79+vPDCC5x55pl888039OzZc7/nRSIRzjjjDEKhEK+++irhcJiJEydy9tln8+WXX6Jp2uG4rRZl4cKF9bZdeumleDwesrOzD3r+n/70J8aNG1f7s91ub9byHY06dOjAa6+9Vmdbt27dDnreX/7yF1555RUeeeQR2rVrx6RJkzj11FP58ccfJdFrgN/v5/7772f8+PHcdNNN2Gw2XnrpJU4//XRmzJjBWWedddBrSP1uWFlZGcOHD6dt27a88847FBQUcMMNN1BcXMx///vfA5779ttvM2HCBG655RZGjBjBtGnTuOiii0hKSmLEiBFxuoOW5ZFHHqFt27ZMnjyZzMxM5syZw3XXXceGDRuYPHnyAc89+eSTefjhh+tsa9eu3WEs7dHjo48+IikpqfbnnJycAx4vdbvpnnnmGSoqKupse/zxx3nnnXc47bTTDniu1HEhDkCJo140Gq39d9u2bdU111xT75hAIKCSkpLUTTfdVLstEomobt26qYsuuuiA13/jjTcUoJYtW1a7bf78+QpQH374YTPcwdFn48aNClCTJk066LGAmjx5chxKdfQYP3686tGjR6PP27ZtmzIMQz399NO12yoqKlRqaqq6+eabm7OIR41IJKJKSkrqbLMsS/Xr108NHTr0oOdL/d6/Bx98ULndblVYWFi77bXXXlOAWrFixQHP7dq1q7rgggvqbBsxYoQ64YQTDktZjwYFBQX1tv3lL39RTqdTBQKB/Z43ZMgQNXr06MNZtKPSiy++qIA69ftQSN1uXu3bt1ejRo064DFSx4U4MOny/Qug6wd/mxcsWEB5eTkXX3xx7TbDMLjooov44IMPUErt99wPPviAXr160aNHj9ptJ510Eu3atWPWrFk/rfBHqSlTpqBpWp14iyPvk08+IRqN8utf/7p2W0JCAmPGjJG6vB+GYZCcnFxnm6Zp9OnThx07dhyhUh0dPvjgA0477TTS0tJqt5133nk4HA4++OCD/Z63ceNGVq1aVe/5Mm7cOL755huKiooOW5lbsvT09Hrb+vbtSyAQkCFMPxNSt5vXggUL2LhxI5dccsmRLooQLZok1AKAlStXAtC1a9c627t3705lZSXbt28/4LkNdaXt3r177XVFXa+//jqDBw+mdevWh3T8gw8+iM1mw+fzcdFFF7Fly5bDXMKWb/369fh8Pux2O8cddxzTpk076DkrV64kMzOTlJSUOtu7d+/O6tWrDzqWUsRYlsWCBQsOqYs9SP3en4aerQ6Hg44dOx7w2bp7377ndu/eHaWUjHtshK+++oqUlBQyMjIOeNwXX3yBx+PB6XQyZMgQvvzyyziVsOXr0aMHhmHQoUMHHnjgAaLR6H6PlbrdvKZMmYLb7ebss88+6LFSx4XYP0moBQClpaU4HA5cLled7btbng707XxpaSk+n6/e9uTkZPlWvwFLly5l2bJldcaMHsill17Ks88+y+zZs7n//vv58ssvGTRoEKWlpYe5pC1X3759efjhh5k2bRpTp04lLS2Nc889l7fffvuA5x2oLofDYaqqqg5TiY8uTz75JKtXr+aGG2446LFSv/evqc/W3bHb99xDeZ6LPb777jtefPFF/vKXv2AYxn6PGzJkCE888QQfffQRL7/8MjU1NZx22mkNzp0h9sjOzubuu+/mlVde4cMPP2TUqFHcfvvtXH/99fs9R+p284lEIrz11lucffbZeDyeAx4rdVyIA5NJyVqg8vLyg84MDdC+fXscDschX7ehycN2d/U+2MRi+zv3aJ2Q7Ke8B6+99ho2m43zzz//kF7r5Zdfrv334MGDGTRoUO2kcRMnTmxcwVuoxsZ73w9kY8eO5aSTTuLOO+88aNx/yv+Do8VPqd9ffPEFEydO5MYbb2Tw4MEHvYbU7wP7Kc/WfY/5pdXjnyIvL4/zzjuP448/nptvvvmAx9599911fj7rrLPo0aMH99577wG75v/SjRw5kpEjR9b+PGLECFwuF4899hi33XbbASfslLr903366acUFBQc0pf7UseFODBJqFug9957j8suu+ygx/3www/06dPnkK6ZnJxMIBAgEAjgdDprt5eVldXuP9C5DbUmlZWVHfC8lqyp74FSijfeeIMzzzyzXrfiQ9WrVy+6dOnC//73vyad3xL91Dqv6zrnnXceEydOxO/31+uJsduB6rLNZjvot/hHi6bGe+nSpZx99tmcc845PPTQQ0167V9i/d6fA9XHA3Wn3/3cLS0tJTMzs855e+8XDSsvL+fMM8/E7XYzY8YMbDZbo873eDyMHj36oD1iRH0XXnghDz/8MIsXL24woZa63XymTJlCampqnS81DpXUcSHqki7fLdCECRNQSh30z6Em07BnPNK+4/JWrFhBQkLCAZex6NatW4Pj+VasWHHIYyhbmqa+B/PmzWPLli2H3N17fw40SdzRqDnq/KHErFu3bhQUFNTrNrhixQq6dOlySBP8HQ2aEu/169czcuRI+vXrx6uvvvqTWop+afV7fxp6tgaDQdavX3/AZ+uBnueaptWbK0PsEQgEGDt2LPn5+Xz00UekpqY26TpSh5vmYHGTut08/H4/06dP54ILLmj0F0a7SR0XYo9fxqdDcVAnnXQSSUlJvPnmm7XbotEoU6dOZdSoUQf8cDxq1Ch+/PHHOr/gvv76azZt2sTo0aMPa7lbmilTpuD1ehkzZkyTr7F48WLWrFnDgAEDmrFkRzfLsnj77bfp0aPHflunIdblUNd1pk6dWrutqqqK999/X+ryAeTl5TFixAiysrKYNm3aT1pHWur3HqNGjWL27NkUFxfXbnvvvfcIBoOMGjVqv+e1b9+erl271nmeQ2wyxOOPP77OrOFij0gkwoUXXsiSJUv46KOPaNu2bZOuU11dzaxZs6QON8Gbb76JYRj07du3wf1St5vHjBkzqKysbPKX+1LHhdhH867CJX6ONm3apN566y311ltvqfT0dHXGGWfU/ry3yZMnK5vNph5++GH1+eefq3Hjximn06mWLl1a51qGYai77767dls4HFa9e/dW3bt3V9OnT1fvvPOO6tChgxo0aJCyLCtu9/lzFw6HVVpamvrNb36z32M6duyohg8fXvvz5MmT1VVXXaXeeOMN9fnnn6t//vOfKjMzU7Vr106VlpbGodQtz6ZNm9TQoUPVc889pz777DP11ltvqeHDhytN09S7775b59h9462UUtdcc41KTExUL7zwgvrkk0/UiBEjVGpqqtq5c2c8b6PFqKmpUb1791Zer1dNmzZNLVy4sM6fvUn9bpzS0lKVk5OjTj75ZPXRRx+pV155RaWlpalLLrmkznG/+93vlGEYdbZNnTpVaZqmbr31VjVnzhz15z//WWmapj7++ON43kKLcuWVVypATZo0qV49Li8vV0rVj/WXX36pxo4dq1588UX1+eefq//+97+qb9++ym63q0WLFh2pW2kRRowYoR566CE1a9YsNWvWLPWHP/xBaZqm/vznP9ceI3X78Bg7dqxq06ZNg5/RpI4L0XiSUP8CvPjiiwpo8M/eLMtSkyZNUm3atFEOh0P1799fff7553WO2bhxowLUXXfdVWf7jh071AUXXKASEhJUYmKi+s1vfqOKiooO9621KDNnzlSA+uCDD/Z7TNu2bdWQIUNqf54xY4YaOHCgSk5OVqZpquzsbPW73/1O7dixIw4lbpmKi4vV2LFjVU5OjrLb7crr9aqhQ4eqjz76qN6x+8ZbKaWCwaC6+eabVWZmpnI6nWrIkCFq8eLFcSp9y7P7mXAozxip3423evVqNWLECOV2u1VaWpr605/+pGpqauocM378+HqxVkqpl156SR1zzDHKbrer7t27q6lTp8ar2C1S27Zt91uP58yZo5SqH+u1a9eqkSNHqqysLGWz2ZTP51OjRo2SROMQXHfddapz587K5XIph8OhevbsqZ544ok6SZ7U7eZXUlKi7Ha7mjhxYoP7pY4L0XiaUjIIQgghhBBCCCGEaCwZQy2EEEIIIYQQQjSBJNRCCCGEEEIIIUQTSEIthBBCCCGEEEI0gSTUQgghhBBCCCFEE0hCLYQQQgghhBBCNIEk1EIIIYQQQgghRBNIQi2EEEIIIYQQQjSBJNRCCCGEEEIIIUQTSEIthBCH0UsvvYSmabV/TNOkdevWXHbZZWzfvv2QrjFhwgTatWt32Mo4d+5cNE1j7ty5h+01oPH38f777zNmzBgyMzOx2+2kpKRw6qmn8tprrxEOhw9fQX8hpkyZwuOPP37Ix8+bN4/LL7+c4447DofDgaZpbNq06bCVTwghhGgJJKEWQog4ePHFF1m4cCGffvopV1xxBa+//jqnnHIK1dXVBz33jjvu4L333jtsZevXrx8LFy6kX79+h+01GkMpxWWXXcbYsWOxLItHH32Uzz77jJdffpnevXtz9dVX88wzzxzpYrZ4jU2oZ8+ezWeffUabNm046aSTDl/BhBBCiBbEPNIFEEKIX4Jjjz2W/v37AzBs2DCi0Sj33nsv06ZN45JLLmnwnJqaGtxuNx07djysZUtMTGTgwIGH9TUaY/Lkybz00kvcfffd3HnnnXX2jRkzhokTJ7Ju3bojVLpfrjvuuIO77roLgIcffviw92gQQgghWgJpoRZCiCNgdwK7efNmINYd2uv18uOPPzJixAgSEhI49dRTa/ft21Va0zSuvfZaXn31Vbp164bb7aZ3797MnDmz3mutWrWKiy++mMzMTBwOB23atOHSSy8lGAwCDXf53l2e5cuXc+qpp+LxeEhPT+faa6+lpqamzvWffvppBg8eTEZGBh6Ph549ezJp0qQmdcsOh8M89NBDdO3alTvuuKPBY7Kyshg0aFDtzyUlJVx99dXk5ORgt9vp0KEDt912W+397RuzF198kS5duuByuejfvz9ff/01SikmT55M+/bt8Xq9DB8+vF7SPnToUI499li++uorBg4ciMvlIicnhzvuuINoNFrn2MaW6VDex7Vr1zJu3DgyMjJwOBx069aNp59+us4xu9/L119/ndtuu41WrVqRmJjIaaedxurVq+vcy6xZs9i8eXOdIQkHouvykUEIIYTYl7RQCyHEEbA7WUtPT6/dFgqFGDt2LH/4wx+45ZZbiEQiB7zGrFmz+Pbbb7nnnnvwer1MmjSJc889l9WrV9OhQwcAlixZwqBBg0hLS+Oee+6hc+fO7Ny5kxkzZhAKhXA4HPu9fjgcZtSoUbXlWbBgAffddx+bN2/m/fffrz1u/fr1jBs3jvbt22O321myZAn/+Mc/WLVqFf/5z38aFZfvvvuOkpISrrjiioMmeACBQIBhw4axfv167r77bnr16sVXX33FAw88wOLFi5k1a1ad42fOnMkPP/zAgw8+iKZp3HzzzYwePZrx48ezYcMGnnrqKcrLy7nhhhs477zzWLx4cZ1y5OXl8etf/5pbbrmFe+65h1mzZnHfffdRWlrKU0891aQyHcr7uGLFCk466STatGnDI488QlZWFh9//DHXXXcdRUVFtS3Hu916662cfPLJ/Pvf/6aiooKbb76ZMWPGsHLlSgzD4JlnnuHKK69k/fr1h3U4gRBCCHHUU0IIIQ6bF198UQHq66+/VuFwWFVWVqqZM2eq9PR0lZCQoPLy8pRSSo0fP14B6j//+U+9a4wfP161bdu2zjZAZWZmqoqKitpteXl5Std19cADD9RuGz58uPL5fKqgoGC/ZZwzZ44C1Jw5c+q8JqCeeOKJOsf+4x//UICaN29eg9eKRqMqHA6rV155RRmGoUpKSg54H/t64403FKD+9a9/HfC43f71r38pQE2dOrXO9oceekgB6pNPPqndBqisrCxVVVVVu23atGkKUH369FGWZdVuf/zxxxWgli5dWrttyJAhClDTp0+v81pXXHGF0nVdbd68uUllOpT3ceTIkap169aqvLy8zjWvvfZa5XQ6a+O8+70cNWpUneOmTp2qALVw4cLabaNHjz7o+7E/kydPVoDauHFjk84XQgghjhbSf0sIIeJg4MCB2Gw2EhISOOuss8jKyuLDDz8kMzOzznHnnXfeIV9z2LBhJCQk1P6cmZlJRkZGbTfympoavvjiCy688MI6LeGNse/47nHjxgEwZ86c2m0//PADY8eOJTU1FcMwsNlsXHrppUSjUdasWdOk1z1Un3/+OR6Ph/PPP7/O9gkTJgCxibT2NmzYMDweT+3P3bp1A+DMM8+s0xK9e/vuWO6WkJDA2LFj62wbN24clmXx5ZdfNrlMB3ofA4EAs2fP5txzz8XtdhOJRGr/jBo1ikAgwNdff13nmvuWsVevXg3ejxBCCCF+GunyLYQQcfDKK6/QrVs3TNMkMzOT7Ozsese43W4SExMP+Zqpqan1tjkcDvx+PwClpaVEo1Fat27dpDKbplnvNbKysgAoLi4GYMuWLZxyyil06dKFJ554gnbt2uF0Ovnmm2+45pprastyqNq0aQPAxo0bD+n44uJisrKy6nUPz8jIwDTN2nLulpKSUudnu91+wO2BQKDO9n2/AIH6MWlsmQ72PhYXFxOJRHjyySd58skn6x0LUFRUdMBr7u7a39j3QwghhBAHJgm1EELEQbdu3Wpn+d6fQxkz3BgpKSkYhsG2bduadH4kEqG4uLhOcpaXlwfsSdimTZtGdXU17777Lm3btq09bvHixU16zf79+5OSksL06dN54IEHDhqT1NRUFi1ahFKqzrEFBQVEIhHS0tKaVI79yc/Pr7dt35g0d5mSk5MxDIPf/va3XHPNNQ0e0759+0ZdUwghhBDNQ7p8CyHEUcrlcjFkyBDeeuutei2Yh+q1116r8/OUKVOA2CzRsOdLgL0nN1NK8cILLzTp9Ww2GzfffDOrVq3i3nvvbfCYgoIC5s+fD8Cpp55KVVUV06ZNq3PMK6+8Uru/OVVWVjJjxow626ZMmYKu6wwePPiwlMntdjNs2DB++OEHevXqRf/+/ev9aaiV+2D2bgUXQgghRNNIC7UQQhzFHn30UQYNGsQJJ5zALbfcQqdOncjPz2fGjBk899xzdcbu7stut/PII49QVVXFgAEDamf5PvPMM2uXrTr99NOx2+1cfPHFTJw4kUAgwLPPPktpaWmTy3zTTTexcuVK7rrrLr755hvGjRtHbm4u5eXlfPnllzz//PPcfffdnHzyyVx66aU8/fTTjB8/nk2bNtGzZ0/mzZvH/fffz6hRozjttNOaXI6GpKamctVVV7FlyxaOOeYYPvjgA1544QWuuuqq2u7qh6NMTzzxBIMGDeKUU07hqquuol27dlRWVrJu3Tref/99Pv/880Zfs2fPnrz77rs8++yzHHfccei6fsBeFIWFhXzxxRcA/PjjjwB8+OGHpKenk56ezpAhQxpdBiGEEKKlk4RaCCGOYr179+abb77hrrvu4m9/+xuVlZVkZWUxfPjw2nHC+2Oz2Zg5cybXXXcd9913Hy6XiyuuuILJkyfXHtO1a1feeecdbr/9dn71q1+RmprKuHHjuOGGGzjzzDObVGZN03jxxRc599xzef755/nzn/9MaWkpCQkJ9OnTh4ceeojLLrsMAKfTyZw5c7jtttuYPHkyhYWF5OTkcOONN9ZbSqo5ZGVl8fTTT3PjjTfy448/kpKSwq233srdd99de8zhKFP37t35/vvvuffee7n99tspKCjA5/PRuXNnRo0a1aRrXn/99Sxfvpxbb72V8vJylFIopfZ7/PLly7ngggvqbLv66qsBGDJkSJ11zIUQQohfCk0d6LenEEKIX6QJEybw9ttvU1VVdaSL8rMxdOhQioqKWLZs2ZEuihBCCCF+JmQMtRBCCCGEEEII0QSSUAshhBBCCCGEEE0gXb6FEEIIIYQQQogmkBZqIYQQQgghhBCiCSShFkIIIYQQQgghmkASaiGEEEIIIYQQogkkoRZCCCGEEEIIIZpAEmohhBBCCCGEEKIJJKEWQgghhBBCCCGaQBJqIYQQQgghhBCiCSShFkIIIYQQQgghmuD/AbkbHW7z3rH8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PCA VISUALISATION – HYBRID CLUSTERING\n",
    "\n",
    "# PCA on ORIGINAL SCALED DATA\n",
    "pca_hybrid = PCA(n_components=2, random_state=42)\n",
    "X_pca_hybrid = pca_hybrid.fit_transform(scaled_dbscan_clean)\n",
    "\n",
    "# Build PCA DataFrame for plotting\n",
    "pca_df_hybrid = pd.DataFrame({\n",
    "    \"PC1\": X_pca_hybrid[:, 0],\n",
    "    \"PC2\": X_pca_hybrid[:, 1],\n",
    "    \"HYBRID\": df_hybrid[\"HYBRID\"].values   # final hybrid labels\n",
    "})\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(\n",
    "    data=pca_df_hybrid,\n",
    "    x=\"PC1\",\n",
    "    y=\"PC2\",\n",
    "    hue=\"HYBRID\",\n",
    "    palette=\"Set1\",\n",
    "    s=35,\n",
    "    alpha=0.8\n",
    ")\n",
    "\n",
    "plt.title(f\"PCA – Hybrid Clustering (k = {best_k_hybrid})\", fontsize=14)\n",
    "plt.xlabel(\"Principal Component 1\", fontsize=12)\n",
    "plt.ylabel(\"Principal Component 2\", fontsize=12)\n",
    "plt.legend(title=\"Hybrid Cluster\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.grid(True, linestyle=\"--\", alpha=0.4)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "cf325b4c-0c58-4922-a935-2110766dd49f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HEATMAP - HYBRID\n",
    "\n",
    "# Financial feature columns\n",
    "hybrid_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Compute cluster means\n",
    "hybrid_profile = (\n",
    "    df_hybrid\n",
    "    .groupby(\"HYBRID\")[hybrid_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "# Heatmap Visualization\n",
    "plt.figure(figsize=(15, 7))\n",
    "sns.heatmap(\n",
    "    hybrid_profile,\n",
    "    annot=True,\n",
    "    cmap=\"viridis\",\n",
    "    fmt=\".2f\",\n",
    "    linewidths=0.5,\n",
    "    linecolor=\"black\",\n",
    "    cbar_kws={\"label\": \"Mean Value\"}\n",
    ")\n",
    "\n",
    "plt.title(f\"Hybrid Clustering – Cluster Profile Heatmap (k = {best_k_hybrid})\", fontsize=15)\n",
    "plt.xlabel(\"Financial Features\", fontsize=12)\n",
    "plt.ylabel(\"Hybrid Cluster\", fontsize=12)\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.yticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "35c638d8-6a37-4be9-a7b5-b06369d6d5c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hybrid Silhouette Score (k = 7): 0.3062\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAJICAYAAACaO0yGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAzy5JREFUeJzs3Xl8VNX5P/DPudus2XcSlgRkDwiyCCibVmRRtNq6V1xAxQXFtWhR7FelKLUVd6nFXay2tQr+rHuromKrVgU3UEQIOwGSkJm5957fH0OGhCSQzNzkZpLPu6/UyZ0zd54Znsy9z5xzzxFSSgkiIiIiIiIiSojidgBERERERERE7QELbCIiIiIiIiIHsMAmIiIiIiIicgALbCIiIiIiIiIHsMAmIiIiIiIicgALbCIiIiIiIiIHsMAmIiIiIiIicgALbCIiIiIiIiIHsMAmIiIiIiIicgALbCKiVvbhhx/i5JNPRpcuXeDxeJCXl4cRI0bg6quvrtNu7NixGDt2bJ1tQgjccsstsd+XLFkCIQQ+/vjjVog8frfffjv+/ve/19u+atUq3HLLLfjhhx8cfb4ffvgBQojYj6IoyMrKwqRJk7BixYo6bQ98T5tq48aNuOWWW/Dpp586E3QjbrnlFgghsG3btgbv79+/f708aYq3334bQgg8//zzCcU3bdo0dOvWrUltm/Neb968GTfccANKS0sRDAbh9Xpx2GGHYdasWfj2229j7Wren5ayfPnyuPKjqRr6O29NkUgEvXv3xvz582PbDpVzraUmjsZ+nn322Vjbc845ByeddJJ7wRIR7aO5HQARUUeybNkynHjiiRg7diwWLFiAgoIClJWV4eOPP8azzz6LhQsXxtref//9LkbqrNtvvx2nnnpqvRPgVatWYd68eRg7dmyTi7TmuPzyy3HmmWfCsix8+eWXmDdvHsaNG4cVK1Zg0KBBCe1748aNmDdvHrp164bDDz/cmYCT0G9+8xvMmjXL0X1+9NFHmDJlCqSUuOyyyzBixAgYhoGvv/4aTz75JIYNG4adO3c6+pyNWb58Oe67774WK7Ld/ju///77sXPnTlx++eWuxtGQCy+8EMcff3y97dOnT8eaNWvq3HfLLbegd+/eePPNNzF+/PjWDJOIqA4W2ERErWjBggUoLi7Gq6++Ck3b/xF8+umnY8GCBXXa9u3bt7XDa3e6dOmCI488EgAwatQo9OjRA8cccwzuv/9+PPLIIy5Hl9yqqqrg9/vRvXt3R/e7e/duTJ06FV6vF++//z6Kiopi940dOxYXXXRRwr3ubUHN++fm37lpmrjzzjtx/vnnIxAIuBZHY4qKiur8+wPR0SlffvklzjrrLKSnp8e2d+/eHccffzzmz5/PApuIXMUh4kRErWj79u3Izs6uU1zXUJS6H8nNGTq6Z88eXHLJJcjOzkZWVhZ+/vOfY+PGjXXa2LaNBQsWoHfv3vB4PMjNzcWvfvUr/PTTT3XadevWDdOmTav3HA3Fs3v3blxzzTUoLi6GYRgoLCzElVdeicrKylgbIQQqKyvx2GOPxYZ2jh07FkuWLMEvfvELAMC4ceNi9y1ZsiT22Ndffx3HHHMMUlNT4ff7MWrUKLzxxhtNek8aUlNsr1u37qDtvvjiC0ydOhUZGRnwer04/PDD8dhjj8Xuf/vttzF06FAAwHnnnReLvSWHEjeFlBKHHXYYJkyYUO++iooKpKWl4dJLL62zvbq6GrNnz0Z+fj58Ph/GjBmDTz75pE6badOmIRgM4vPPP8dxxx2HlJQUHHPMMbH7Dhx9sHv3bkyfPh1ZWVkIBoM4/vjj8c033zTpNTzyyCPYtGkTFixYUK+4qnHqqacedB+N/VscmNtVVVWx/PV6vcjMzMSQIUPwzDPPxF7bfffdF9tnzU/NJQ1SStx///04/PDD4fP5kJGRgVNPPRVr166t87xjx45F//798a9//QsjR46E3+/H+eefH7uv9t9VzeUNd911F37/+9+juLgYwWAQI0aMwAcffNDg+9WzZ094PB707dsXTz/9dJOH7f/jH//Ahg0bcM455xyy7VdffYWSkhIMHz4cW7ZsOWT7lvLoo49CSokLL7yw3n3nnHMOXn/9daxZs8aFyIiIolhgExG1ohEjRuDDDz/EFVdcgQ8//BCRSMSR/V544YXQdR1PP/00FixYgLfffhtnn312nTaXXHIJrr/+evzsZz/DP/7xD/z2t7/F//t//w8jR46M61rLqqoqjBkzBo899hiuuOIKvPLKK7j++uuxZMkSnHjiiZBSAgBWrFgBn88Xu/55xYoVuP/++zF58mTcfvvtAID77rsvdt/kyZMBAE8++SSOO+44pKam4rHHHsNzzz2HzMxMTJgwIe4i+7vvvgMA5OTkNNrm66+/xsiRI/Hll1/innvuwV//+lf07dsX06ZNi40yGDx4MP785z8DAG666aZY7A2d9DvFsiyYplnvpzYhBC6//HK89tprda5TBoDHH38cu3fvrldgz5kzB2vXrsXixYuxePFibNy4EWPHjq1XJIbDYZx44okYP348XnzxRcybN6/BOKWUOOmkk/DEE0/g6quvxt/+9jcceeSRmDhxYpNe5z//+U+oqooTTjihSe0TMXv2bDzwwAO44oor8P/+3//DE088gV/84hfYvn07gOjw95pivubfeMWKFSgoKAAAXHTRRbjyyitx7LHH4u9//zvuv/9+fPnllxg5ciQ2b95c57nKyspw9tln48wzz8Ty5csxc+bMg8Z233334bXXXsMf/vAHPPXUU6isrMSkSZOwa9euWJuHH34YM2bMwIABA/DXv/4VN910E+bNm4e33367Sa9/2bJlyM3NPWQv+jvvvIORI0diwIABeOutt5Cbm9toWyllg3l6qNxtCtu2sWTJEvTo0QNjxoypd//YsWMhpcTy5cubvW8iIsdIIiJqNdu2bZNHHXWUBCABSF3X5ciRI+Udd9wh9+zZU6ftmDFj5JgxY+psAyBvvvnm2O9//vOfJQA5c+bMOu0WLFggAciysjIppZSrV69usN2HH34oAcg5c+bEtnXt2lWee+659WI/MJ477rhDKooiV65cWafd888/LwHI5cuXx7YFAoEG9/mXv/xFApBvvfVWne2VlZUyMzNTnnDCCXW2W5YlBw4cKIcNG1ZvX7V9//33EoD83e9+JyORiKyurpb/+c9/5NChQyUAuWzZsljbA9/T008/XXo8Hvnjjz/W2efEiROl3++X5eXlUkopV65cKQHIP//5zweNJVE333xzLF8a+6n977J7926ZkpIiZ82aVWc/ffv2lePGjYv9/tZbb0kAcvDgwdK27dj2H374Qeq6Li+88MLYtnPPPVcCkI8++mi9+M4991zZtWvX2O+vvPKKBCD/+Mc/1ml322231XuvG9K7d2+Zn59/0Da11bw/tTX2PAfmdv/+/eVJJ5100P1feuml9fYvpZQrVqyQAOTChQvrbF+/fr30+Xzyuuuui20bM2aMBCDfeOONevs58O+qJndLS0ulaZqx7R999JEEIJ955hkpZfRvIT8/Xw4fPrzO/tatWyd1Xa/zb9KYPn36yOOPP77e9pr3dOvWrfKJJ56QhmHIK664QlqWdch91uRVU36+//77Q+6vtprcuuOOOxptU1hYKE877bRm7ZeIyEnswSYiakVZWVn497//jZUrV2L+/PmYOnUqvvnmG/z6179GaWlp3LP2nnjiiXV+HzBgAID9Q6HfeustAKg39HvYsGHo06dPXD3CL7/8Mvr374/DDz+8Tq/UhAkTIIRoci9aQ95//33s2LED5557bp1927aN448/HitXrqwzDL0x119/PXRdh9frxRFHHIEff/wRDz30ECZNmtToY958800cc8wx6Ny5c53t06ZNQ1VVVb1ZyJuqsV48y7Ka9PjXX38dK1eurPdz4DXQKSkpOO+887BkyZLYe/Tmm29i1apVuOyyy+rt98wzz6wzC3fXrl0xcuTIWM7UdsoppxwyzprHnXXWWfWep60ZNmwYXnnlFdxwww14++23sXfv3iY/9uWXX4YQAmeffXadf8/8/HwMHDiwXv5nZGQ069rgyZMnQ1XV2O8H/k1//fXX2LRpE375y1/WeVyXLl0watSoJj3Hxo0bD9obfdttt2HatGmYP38+/vjHP9a7jKUhRxxxRIN52tBPp06dmhRnjT/96U/QNK3BS1hq5ObmYsOGDc3aLxGRkzjJGRGRC4YMGYIhQ4YAiC6Tc/311+Puu+/GggUL6k121hRZWVl1fvd4PAAQKxhqhrzWDG2trVOnToe8JrkhmzdvxnfffQdd1xu8P5ElfmqG1x7sWtsdO3YccmKmWbNm4eyzz4aiKEhPT0dxcfEhl3Tavn17o+9Tzf3xaOx9GjNmTJO+jBg4cCCys7Prbfd6vfW2XX755bj33nvx1FNPYcaMGbj33ntRVFSEqVOn1mubn5/f4LbPPvuszja/34/U1NRDxrl9+3ZomlYvJxt6noZ06dIF3377LSorK1t84q177rkHRUVFWLp0KX73u9/B6/ViwoQJuPPOO3HYYYcd9LGbN2+GlBJ5eXkN3l9SUlLn94Zy6mCa+jfd0PPn5eXh+++/P+Rz7N27t8H8qfHkk0+isLAQp59+epPjDgaDTZ5Vv6G5KBqzbds2/OMf/8DkyZMPmkter7dZX5QQETmNBTYRkct0XcfNN9+Mu+++G1988UWLPEfNyXpZWVm9iaM2btxYp3Dzer0IhUL19rFt27Y67bKzs+Hz+fDoo482+JwNFYNNVfPYRYsWxSYmO1BjhU1tRUVFsS8ymiorKwtlZWX1ttdMGhfv61q5cmWD21NSUuLa38H06NEDEydOxH333YeJEyfiH//4B+bNm1enR7TGpk2bGtx2YIHX1LWms7KyYJomtm/fXmcfDT1PQyZMmIB//vOfeOmll5pV2NXm8XgazOEDvxwJBAKYN28e5s2bh82bN8d6s0844QR89dVXB32O7OxsCCHw73//O1b8HhhDbU6v1V3z3h54rTfQ9Pc6OzsbO3bsaPT+//f//h9OO+00HH300XjjjTfQtWvXQ+7znXfewbhx45r0/N9//32Tl+d74oknEA6HDznPwY4dO1pkyT8ioqZigU1E1IrKysoa7MlavXo1ADR7yGRT1QxNffLJJ2OzXwPRom/16tW48cYbY9u6deuG//3vf3Ue/8033+Drr7+uU1xOmTIFt99+O7KyslBcXHzQ5/d4PA32Kh3YK1dj1KhRSE9Pb3RYc0s65phj8Le//Q0bN26s8+/x+OOPw+/3xwr+xmJvTHML/UTNmjULxx13HM4991yoqorp06c32O6ZZ57B7NmzYwXgunXr8P777+NXv/pVXM87btw4LFiwAE899RSuuOKK2Pann366SY+/4IILcOedd+K6667D0UcfjcLCwnpt/vrXv+LnP/95o/toKIfffPNNVFRUNPqYvLw8TJs2DZ999hn+8Ic/xJbRqv3v7PP5Yu2nTJmC+fPnY8OGDfWGabeGXr16IT8/H8899xxmz54d2/7jjz/i/fffb9JnSe/evQ8643bXrl3x73//G8cee2ysyD5Uz37NEPGmaM7n3Z/+9Cd06tTpoJPlmaaJ9evXH/QSECKilsYCm4ioFU2YMAFFRUU44YQT0Lt3b9i2jU8//RQLFy5EMBjErFmzWuR5e/XqhRkzZmDRokVQFAUTJ07EDz/8gN/85jfo3Lkzrrrqqljbc845B2effTZmzpyJU045BevWrcOCBQvqzbx95ZVX4oUXXsDo0aNx1VVXYcCAAbBtGz/++CP++c9/4uqrr8bw4cMBAKWlpXj77bfx0ksvoaCgACkpKejVqxf69+8PIDobckpKCrxeL4qLi5GVlYVFixbh3HPPxY4dO3DqqaciNzcXW7duxWeffYatW7figQceaJH36uabb8bLL7+McePGYe7cucjMzMRTTz2FZcuWYcGCBUhLSwMQXXfX5/PhqaeeQp8+fRAMBtGpU6cW+5KkuX72s5+hb9++eOutt3D22Wc3eq3tli1bcPLJJ2P69OnYtWsXbr75Zni9Xvz617+O63mPO+44jB49Gtdddx0qKysxZMgQvPfee3jiiSea9Pi0tDS8+OKLmDJlCgYNGoTLLrsMI0aMgGEY+Pbbb/Hkk0/is88+O2iBfc455+A3v/kN5s6dizFjxmDVqlW49957Y/92NYYPH44pU6ZgwIAByMjIwOrVq/HEE09gxIgR8Pv9AKK5CwC/+93vMHHiRKiqigEDBmDUqFGYMWMGzjvvPHz88ccYPXo0AoEAysrK8O6776K0tBSXXHJJXO9hUyiKgnnz5uGiiy7CqaeeivPPPx/l5eWYN28eCgoKmnS99NixY3HrrbfGvkxoSEFBAd555x1MmDABo0ePxmuvvRb7u21ISkqK418mffjhh/jyyy8xZ86cBkdh1Pjf//6HqqqqJvegExG1CLdnWSMi6kiWLl0qzzzzTHnYYYfJYDAodV2XXbp0keecc45ctWpVnbbNmUX8wJm8a2byrT07t2VZ8ne/+53s2bOn1HVdZmdny7PPPluuX7++zmNt25YLFiyQJSUl0uv1yiFDhsg333yzwXgqKirkTTfdJHv16iUNw5BpaWmytLRUXnXVVXLTpk2xdp9++qkcNWqU9Pv99Wa9/sMf/iCLi4ulqqr1ZuV+55135OTJk2VmZqbUdV0WFhbKyZMny7/85S8HfZ9rZmK+8847D9pOyoZnnP7888/lCSecINPS0qRhGHLgwIENzhb+zDPPyN69e0td15s0Q3Y8as/o3JB+/frV+3epccstt0gA8oMPPqh3X02OPPHEE/KKK66QOTk50uPxyKOPPlp+/PHHddqee+65MhAINPgcB84iLqWU5eXl8vzzz5fp6enS7/fLn/3sZ/Krr75q1nu0adMmef3118t+/fpJv98vPR6P7NGjh7zooovk559/HmvX0CzioVBIXnfddbJz587S5/PJMWPGyE8//bTeLOI33HCDHDJkiMzIyJAej0eWlJTIq666Sm7btq3Ovi688EKZk5MjhRD1Zr9+9NFH5fDhw2UgEJA+n092795d/upXv6rzHo4ZM0b269evwdfZ2CziDeVuQ+/fww8/LHv06CENw5A9e/aUjz76qJw6daocNGjQwd5eKaWU3333nRRCyOeee67O9oZyrry8XI4aNUpmZmbW+7xpadOnT5dCCLlmzZqDtvvNb34js7OzZXV1dStFRkRUn5By30KlRERE1K4MGTIEQogmD9ml5FdeXo6ePXvipJNOwsMPP3zI9ieccAJM08Qrr7zSCtG1HMuy0KNHD5x55pm47bbb3A6HiDowDhEnIiJqR3bv3o0vvvgCL7/8Mv7zn//gb3/7m9shUQvZtGkTbrvtNowbNw5ZWVlYt24d7r77buzZs6fJl5vccccdGDRoEFauXFlnfoZk8+STT6KiogLXXnut26EQUQfHApuIiKgd+e9//xsruG6++WacdNJJbodELcTj8eCHH37AzJkzsWPHjtgkfA8++CD69evXpH30798ff/7zn5s883hbZds2nnrqKaSnp7sdChF1cBwiTkREREREROSAQ08xSURERERERESHxAKbiIiIiIiIyAEssImIiIiIiIgcwEnOHJKeno5QKISCggK3QyEiIiIiIqJGlJWVwePxoLy83PF9swfbIaFQCKZpuh0GtQO2bbsdArUTzCVyAvOInMJcIicwj8gJpmkiFAq1yL7Zg+2QgoICmKaJ1atXw+PxuB0OJalQKISysjIUFBQwjyghzKU4hMPAjTdGb992G2AY7sbTBjCPyCnMJXIC84icUlxcDCFEi+yby3Q5pKSkBFJKrFmzBorCgQEUH9u2UV1dDa/XyzyihDCX4lBZCQSD0dsVFUAg4G48bQDziJzCXCInMI/IKSUlJQCAtWvXOr5v9mA7SAjBP3ZKiKIo8Pv9bodB7QBziZzAPCKnMJfICcwjSgasBh1k2zavw6aEmKaJXbt2MY8oYcwlcgLziJzCXCInMI8oGbDAdpBt27Asy+0wKIlZloWdO3cyjyhhzCVyAvOInMJcIicwj8gpLXmVNAtsIiIiIiIiIgfwGmwiIiIiancsy0IkEnE7DHJQOByGZVkIhUIt2gNJyU3Xdaiq6trzs8AmIiIionZDSolNmzahvLzc7VDIYVJKWJaFn376qcWWWKL2IT09Hfn5+a7kCQtsB3EWcUpUzeyYzCNKFHMpDj4f8MUX+28T84gc05q5VFNc5+bmwu/3sxBrR2rmO1JVlZ9L1CApJaqqqrBlyxYAQEFBQYPtWvJzgQW2g1RVha7rbodBSUzXdeTm5rodBrUDzKU4KArQr5/bUbQpzCNySmvlkmVZseI6KyurxZ+PiNoe374vybds2YLc3NxWHy7Or34cxutBKBFSSpimyTyihDGXyAnMI3JKa+VSzTXXXCu5fZJSxn6IDqbmM8CNeRhYYDvINE2Ew2G3w6AkFg6H8dNPPzGPKGHMpTiEw8Att0R/+L4BYB6Rc1o7lzgsvH2SUiIcDrPApkM61GdAS+YQh4gTEREBQCQCzJsXvX3ttYBhuBsPERERJR32YBMRERERtUFLly7F6NGjkZqaikAggCFDhuDBBx+Ebdtuh9agH374AUIIPP/887FtY8eOxZQpUw752KeeegrDhg1DWloaUlNT0adPH1x44YWxyaoAYPz48Tj55JNjvy9ZsgRCCGzbtq3R528rbrnlFrz//vtN3t4WLF++HIMGDYLX60WPHj1w//33H/Ixe/bswamnnori4mL4fD7k5ORg4sSJWLlyZb22mzZtwmmnnYbU1FSkp6fjV7/6FXbs2FGvnWVZuPPOO9GrVy94PB506tQJF198sSOvsSWwwCYiIiIiamNmz56N008/HV27dsWzzz6LF198EaNGjcJll12GM844o10Nk54/fz7OOeccHH300Vi6dCmWLl2K888/Hx9//DE2btwYa3fvvffid7/7nYuRxm/evHkNFtKNbXfbihUrMHXqVAwePBivvPIKpk2bhssvvxyLFy8+6OPC4TB8Ph9uueUWLF++HA8//DCqqqowfvx4fPPNN7F2pmni+OOPx+eff44nnngCixcvxrvvvoupU6fWy+0LLrgAd999N6688kr885//xN13342UlJQWed1O4BBxIiIiIqI25OWXX8bdd9+N66+/HvPnz49tP/bYY9G7d2/MnDkT48aNa5VevL1798ZmZW4pixYtwrRp07Bw4cLYtokTJ+Laa6+t01vft29fVyat6ohuvfVWDB48GH/6058AAOPGjcOPP/6IuXPn4vzzz290mbSsrCw88cQTdbb97Gc/Q1ZWFp5//nnMmTMHAPDCCy/gs88+wxdffIF++1bw6NSpE0aNGoVXX30Vxx9/PADgn//8J5566il89tln6Nu3b2yfp512muOv2SnswXaQpmkweM0eJcAwDHTt2pV5RAljLpETmEfkFOZS89x9991IS0uLFSO1zZgxA927d48Vo2+//TaEEPjPf/5Tp51lWcjLy8N1110X27Z69WpMnToVaWlpCAQCmDx5MtasWVPncUIIzJ8/H9dffz3y8/ORk5MDINqjeeKJJ6JTp04IBAI4/PDD6xVS8SovL290veLahdz48eNxyimnHHICq+rqalx22WXIyMhAQUEBrrnmGpimWafNv//9bxx11FHw+XzIysrCOeecg82bN8fur3lfP/744zqPmzJlCsaOHVtn26He15p4r732WgghIISI7b+h7UB0Eq677roLPXv2hMfjQUlJCe6+++6Dvm6nhEIhvPnmmzj99NPrbD/rrLNQVlaGTz75pFn7CwQC8Hq9db4cWb58OQYMGBArrgFg5MiR6NatG5YtWxbb9qc//Qnjx4+vU1w7oSUnQmSB7TDOWkmJqPlwZR5RophL5ATmETmFudR0pmnivffew/jx45GamlrvflVVccIJJ+C7777Dhg0bMHr0aBQWFuKZZ56p0+7NN9/Eli1bcMYZZwAA1q5di5EjR2LHjh1YsmQJnn76aWzduhXHHHMMQqFQncf+8Y9/xHfffYdHH30UTz75JABg3bp1GDVqFBYvXoyXXnoJp5xyCi644AI8/vjjCb/mI444Ag8++CAWL16MTZs2HbL9ofLoxhtvhKIoeO6553DRRRdh4cKFdYY2/+c//8Gxxx4Lr9eL5557Dr///e/x+uuvY/z48aiurm5W7E15X1esWAEAuPzyy7FixQqsWLECgwcPbnQ7AMyaNQtz587Fueeei2XLlmHatGm4/vrr8eCDDx40npol8Q71c7BLDNasWYNwOIw+ffrU2V5T5K5evfqQ74tt2zBNE2VlZbj66quhKArOOeec2P2rV6+ut/+a56i9/w8++AA9e/bErFmzkJaWBp/PhylTpuD7778/ZAxu4RBxB1mWhUgkAl3X3Q6FklQkEsH27duRlZXFPKKEMJfICcwjckqbyKXKysbvU1XA621aW0UBag+Zbk7bJti2bRtCoRC6du3aaJua+3766ScUFhbitNNOw9KlS3HnnXfGis9nnnkGvXr1wqBBgwBEr/XNyMjAa6+9Bu++1zpy5EgUFxfjT3/6E2bOnBnbf81w3tqFbO3eTCklRo8ejZ9++gkPPvggfvWrXzXrNR7o/vvvx8knn4zp06cDAIqLi3HCCSfgqquuQrdu3eq0lVLCtu1GhygDwPDhw3HPPfcAiA5Pfv311/H888/HhtTfdtttyM3NxfLly2OjKnr27ImRI0fi2WefxbRp05oce1Pe1yOPPBIA0KVLl9htAI1uX7NmDe699148+OCDmDFjBoDo5QEVFRWYN28eZsyY0ejrf+yxx3DeeecdMu633nqrXk98jZ07dwIA0tPT62zPyMgAgAYnIjvQ3LlzcdtttwFA7L0uKSmp8xwH7r/mOVatWhX7fdOmTViyZAn69++PZ555BpWVlfj1r3+NSZMm4fPPP4emtb1ylj3YDqr5gyeKl23bqK6uZh5RwphLcfB6gY8+iv7UPtHuwJhH5JQ2kUvBYOM/p5xSt21ubuNtJ06s27Zbt8bbjh7doi+ppgA+44wz8NNPP+Hdd98FEJ1o6m9/+xvOPPPMWNt//vOfmDp1KjRNi/ViZmRkYODAgfVmeJ44cWK9XuKdO3fiiiuuQNeuXaHrOnRdx8MPP1xn4qp49e/fH19++SWWLVsW66m85557MGDAAHz66ad12jZlcrfjjjuuzu99+/bFTz/9FPv93//+N0466aQ6lyyMGDECXbt2xb///e9mxd6c97WpXn/9dQDAKaecUqfX+ZhjjsGmTZuwfv36Rh97wgknYOXKlYf8OeKIIw4ZR2MjBZoyEmXmzJlYuXIl/vGPf2DYsGGYNGkS/vvf/x5yP1LKOttr6quXXnoJkyZNwi9+8Qs899xz+Oqrr/DXv/71kHE0hutgExERtTRVBYYOdTsKIurgsrOz4fF4sG7dukbb1NxXWFgIABgyZAgOO+wwPPPMMzj66KPxyiuvoLy8PDY8HIj2jP/hD3/AH/7wh3r7O3ASs9zc3Hptpk2bhvfffx9z585Fv379kJqaigceeABLly6N52XWYxgGJk2ahEmTJgEAXn31VUyePBm33nprswupA3tGDcOoM/R7586dyM/Pr/e4/Pz8JvXO1tac97U5+5RSIjs7u8H7169f3+gIh8zMTKSlpR3yOVRVbfS+mp7qmp7sGjW/19x/MJ06dUKnTp0AAJMnT8bgwYMxd+5cvPzyy7F9HLh/IHo9fu39Z2RkoLi4uM57MXjwYKSlpeHLL788ZBxuYIFN1MbY1SasXSGYevtZfoNanxUJw66KMJcoIcwjSoTQFSgeDUJvIwMmKyoav+/AYqPW2sv1HDg094cfmt62CTRNw6hRo/D2229jz5499ZYjsm0by5YtQ48ePWIFNhDtxX7ggQdwzz334Nlnn8URRxyBww47LHZ/ZmYmJk+eXGcoeI0Dn+PAnsXq6mosW7YMCxcuxOWXX14nlpYyYcIEDBw4sEnX+zZXZmZmnQnNamzatCk26VbNcO9wOFynzY4dO+r0fDfnfW1OfEIIvPvuuw1ODNirV69GH+vEEPHu3bvDMAysXr06Nps3gNjQ7YaunT4YRVFw+OGH44MPPoht69OnT73RCTXPUXvd9D59+jR6XfzBLhNwEwtsojYmtGYXdn1YBV02/s0i0aFEhIUqvQK7InuZS01lRuB7LToj7t6fnQNovOaYeURNoXhVKAEdaoYXekEAileDluGB8Glta1KzQMD9tk101VVX4YQTTsAdd9yB22+/vc59ixcvxrfffosHHnigzvYzzjgDt956K1566SW89NJLuPXWW+vcf+yxx+KLL77AoEGDDtp72ZBQKATLsuoUe3v27ME//vGPZr6yhm3evBl5eXl1tu3duxfr16+vM8u0U4466ij8/e9/x8KFC2NzAnz44YdYt24djj76aABAUVERgOhkXCNHjgQAbNmyBf/73/8wZMiQ2L6a+r7qut5godjQ9mOOOQYAsH37dpxwwgnNem01Q8QP5WBFusfjwfjx4/Hcc8/hqquuim1/5plnUFBQELuuv6kikQg++uijOtdgT5o0CU888USdyc4++OAD/PDDD5g8eXKs3ZQpUzB37lxs3bo1NqP9xx9/jF27dmHgwIHNiqO1sMB2kKqqbfJCe0oemqYhTQlAlVzjkRKjSoFU0wdVtqGT27bOiiDw3O8BAHvHn84CG8wjOjijKAhfaTa0XP8hC2lN05CVlcXzpCaaMmUKrrrqKtxxxx3YuHEjTjvtNOi6jmXLluHee+/FL3/5S1x00UV1HtO7d28MGjQIl112GaqqquqtEzxv3jwMHToUEyZMwIwZM5CXl4dNmzbhnXfewdFHH11nOPmB0tLSMHToUMyfPx85OTnQNA3z589HWloathyst7+JSktLccIJJ2DChAkoKCjAxo0bsWjRImzbtg2zZs2q09aJ2ehvvPFGjBw5EpMmTcKsWbOwY8cO/PrXv0bfvn1jk7kVFRVh+PDhmDdvHtLS0qCqauw119bU97VPnz548cUXcfTRRyMQCKBXr15ISUlpcHvPnj1x6aWX4pxzzsG1116L4cOHIxKJ4JtvvsFbb72Fv//9742+tqysLGRlZSX0/gDRScpGjx6N6dOn46yzzsJ7772HRx55BA899FCdnuMePXqga9eueOONNwAADz/8MD766CMce+yxKCgoQFlZGR566CF89913eOihh2KPO+WUUzBgwACceuqpuOOOO2CaJq699locddRRmDBhQqzdjBkzsGjRIkyZMgU33ngjqqqqMGfOHAwePBgnnnhi3K+Py3QlCSFEs78RJKpNVVUEFC8U/mlSghQo8NsGc4kSwjyihghNIGVsEVKP7Qo9L9CkE1VVVZGSksLzpGb4/e9/j2effRZr1qzBL3/5S5x44on417/+hUWLFuGZZ55p8H0/44wzsHHjxtjSXbX16NEDH330EbKysjBz5kxMmDABN9xwAyorKzFgwIBDxvP000+je/fuOPfcc3HFFVfg1FNPTXj28Bq33HILNm7ciNmzZ+PYY4/F7NmzkZKSgjfeeAMnnXRSnbZOFNhHHHEEXnvtNVRVVeHUU0/FlVdeiXHjxuGNN96IDQ0HgKeeego9evTAtGnTcN1112H27Nn1em+b+r7ed999sG0bEydOxNChQ2Prlje2/Z577sH//d//4dlnn8XkyZNx1lln4dlnn8WYMWMSeu1NNWLECLz44otYuXIlJkyYgEcffRT33HMPLrzwwjrtTNOEZVmx3/v164effvoJs2bNwnHHHYfrr78eWVlZWLlyZWx0ABD90u2VV15Bv379cPbZZ+O8887DyJEj8fe//73Ov29qairefPNN5OTk4Mwzz8RFF12EYcOG4eWXX26zQ8SFbMkp1DqQkpISSCnx3Xff8eBBcbMsC5v/+S20zRGe0FJCbNioVkx4bY251FShKmRfPAwAsO3BjwCP3+WA3Mc8ogOp6R6kjC2Clt68mfYty0JVVRX8fn+LnidVV1fj+++/R3FxcZ1CidqH2kt0tanLD6jNOdRnQc1w9bVr1zr+3DxaOsiyLJim6XYYlMRM08QuuxKW4PdelBhLSOzW9jKXKCHMI6pNzfAg9ZguzS6ugejxbfv27TxPooRIKWGaZosusUQdA5fpIiIiIiLXqKkG0ieVtJ0ZwYmI2ih+ShIRERFR4wSQMqaIxTURURPwk5KIiIiIGuXrnw0ty+d2GERESYFDxB0khGizs9lRclAUBYbQwMsdKVFCAoZkLjWL7sGu6x+N3SbmEUWvu/YPzk14P4qiwOv18jyJEsYcIie05CR5LLAdpKpqbLF6onjouo5sNQ0RVLodCiU5DSoyIwG3w0guiopI72FuR9GmMI86NqEJpBxd5MiJqK7ryM/PdyCqpuEkWO2ToigssKlJ3PwMYIY6jB/olAgpZfQHzCNKjKz1P6J4MY86Nk+PdGiZzix1FTu+tfB5Uk1HR1VVVYs+D7mjtfKIkl/NZ4AbnZ/swXaQaZoIh8PweDi0kOITDodRZu1AutChS66nTvEzhY3tegWyIkHmUlOZEXjfeR4AUD3mVEDjiCTmUQcmAF/fbMd2Fw6HUVZWhoKCghY9T1JVFenp6diyZQsAwO/3c73kdsS2bZimCU3T2JNNDZJSoqqqClu2bEF6ejpUteFjl5SyxT4bWGATEREBgBVB8MnbAADVR01lgU0dmqd7OtRUw+0w4lIzFL2myKb2Q0oJy7Kgqiq/OKGDSk9Pb9XLUmpjgU1EREREdXh7ZrgdQtyEECgoKEBubi4ikYjb4ZCDwuEwtm7dipycHBhGcn4BRC1P1/VGe65bAwtsIiIiIorRC4PQcpJ/WS5VVV09ySbnCSGgqio8Hg8vyaQ2q01cvPD3v/8dw4cPR2pqKvLy8vDzn/8cX3/9db12y5cvx6BBg+D1etGjRw/cf//9De7vrrvuQrdu3eD1ejF06FC8/fbb9drs2bMHF110EbKyshAMBnHiiSdi3bp1Tr80IiIioqTiPSydw2+JiOLkeoH9+uuv4+c//zl69eqFF154Affeey++/vprHHvssdi9e3es3YoVKzB16lQMHjwYr7zyCqZNm4bLL78cixcvrrO/u+66C3PmzMFll12G5cuXo0ePHpg4cSI+//zzOu3OOOMMvPTSS7j33nuxdOlSbNiwAcceeyz27t0b92vRNI3DVSghhmEgT02HJl3/06Qkp0kFOeEU5hIlhHnUAQlAz3d+aTbDMFBUVMTzJEoI84ic0pJfIgrp8jz3F154Id544w2sXbs29kI/+ugjDB8+HMuXL8fEiRMBABMnTsSOHTvw4Ycfxh47Y8YMvPzyy/jpp5+gKApCoRDy8vIwY8YMLFiwAABgWRZKS0sxYMAAPPvsswCADz/8EEceeSSWLVuGSZMmAQB+/PFHdO/eHYsWLcLFF1/c7NdRUlICAFi7dm38bwYRgF2v/oBIGdfBJmp1oSpkXxxdB3vbgx8BHr/LARG1PqMoiNRju7odBhFRi2rJ2s31r6QjkQhSUlLqfIuQnp4OYP+a0qFQCG+++SZOP/30Oo8966yzUFZWhk8++QQA8P7772PXrl0444wzYm1UVcVpp52G5cuXx/a3fPlypKenx4p3AOjSpQuOOuooLFu2LO7XYlkWJ9OghEQiEeyw9sCE7XYolORM2CjXqphLlBDmUcfj6ZHeIvuNRCLYsmULz5MoIcwjSgauF9gXXHABVq9ejUWLFqG8vBw//PADrrnmGvTp0wfHHHMMAGDNmjUIh8Po06dPncf27dsXALB69eo6/+3du3e9dnv27MGGDRti7Xr16lVvaEDfvn1j+4iHlBK2zZMQip9t26iWYUjh6sASagekkKhWIsyl5tAM7LryPuy68j5A4/BDgHnU0eidAjC6prbIvm3bRlVVFc+TKCHMI3JKSw7idn0W8dGjR+Nvf/sbzjzzTFxxxRUAooXuP//5z9jsgDt37gSwv2e7RkZGdAmJHTt2xNp5PB74fL5G2xUVFWHnzp319lXTrmZfDakZStCQ9evXIz8/H7t27eJ1IRS3cDiMahlGpWrzmkdKiClshJQIKtUQc6mpVACDh+/7xdz307ExjzoWf5d07Nq1q0X2HQ6HUVVVxfMkSgjziJxi23aLrTLgeoH9/vvv4+yzz8b555+PE088Ebt27cLtt9+OiRMn4r333kNq6v5vUhu7GL329oba1HxD0ZR2iVzwHolEsGLFirgfTxST4nYA1F78hHK3Q6B2gHnUQXz9E1B/ERdHffvtty37BNQhMI8oUaFQCH5/y8y14nqBfcUVV2D8+PH4wx/+ENt21FFHoaioCIsXL8bs2bNjPdA1Pdk1an6vuT8jIwPV1dWorq6G1+uNtSsvL6/X7scff6wXS3l5eaxNQw52EXxJSQkikQhGjBjBb9QobuFwGBs+WoOUco29RZQQU9jYpVUhzfQzl5rKNBFc8QoAoGLEREBz/RDpOuZRx+HtlQFvz8wW2384HMa2bduQnZ3N8ySKG/OInNKS66i7fvawatUqnHjiiXW25eTkoFOnTlizZg0AoHv37jAMA6tXr8bxxx9f57EAYtdm1/x39erVGDRoUJ12KSkpKCwsjLV77bXX6vVYr1q1qt513s2hqioyMzOh8aSM4mSaJsLqduimCdX9KRIoiVmwoUkVPktnLjVVuArZj8yL3j5iMiC8B2/fATCPOgahCWT07wzFr7fYc5imCY/Hg0AgwPMkihvziJzSUsPDgTYwyVnXrl3xn//8p862TZs2YcOGDejWrRuA6DcM48ePx3PPPVen3TPPPIOCgoJYMT1y5EikpaVh6dKlsTaWZeG5557DpEmTYsX0pEmTUF5ejldffTXWbv369Xj33XcxefLkuF+Loij8Y6eEaJqGFMXHE1lKmAoFQcvDXKKEMI86Bl+/7BYtroHo8S0tLY3nSZQQ5hElA9ez89JLL8Xll1+Oyy67DFOnTkV5eTluv/12BINBnH322bF2c+fOxejRozF9+nScddZZeO+99/DII4/goYcegqJED/wejwc33XQT5syZg5ycHAwePBiLFy/G2rVrY2tgA8Dw4cMxefJkXHDBBVi4cCFSU1Mxd+5cdOvWDeeee27cr6VmFvGaeIiaq2YWcQEJBfHPB0BkQyKsmDBsjblEcWMedQCKgLdvVos/jW3bsUv4eJ5E8WIeUTJoEwW2YRi4//77sWTJEgSDQQwbNgyPP/44CgoKYu1GjBiBF198EXPmzMHjjz+OoqIi3HPPPbjwwgvr7O/qq6+GlBL33HMPNm/ejNLSUixfvhylpaV12j399NO45pprMHPmTITDYYwfPx4vvPBCvRnIm6NmHeyWHNNP7VvNOtjpQociW27oCrV/loiuX5wVCTKXKG7Mo/ZPLwhA8bT8v23N+sUFBQU8T6K4MY/IKYlObn0wQrbkImAdSElJCUzTxLfffss/eIpbKBTC2te/QPo2HTpPZikBEWFhu16BrEiQudRUoSpkXzwMALDtwY8AT8vMLppMmEftnCKQNqkYenb8nQtNFQqFUFZWxsKIEsI8IqcUFxdDCHHQSazjxbEVRERERB1QcHh+qxTXREQdCQtsIiIiog5Gy/LC07PxpUmJiCg+rl+D3Z4IIVpsLD91DEIIaELlVEKUMAFAk8ylZtEM7J65MHabmEftma9fVqueswghoOs6z5MoIcwjSgYssB2kqioXvaeEGIaBXDUdEVnpdiiU5DSpIjsSdDuM5KJqCA+d4HYUbQrzqH1SvCqMLqmt+pyGYaCwsLBVn5PaH+YROaUlv6ThEHEiIiKiDsRXmgOh8RSQiKgl8NPVQaZpIhwOux0GJbFwOIwycwciwnI7FEpyEWFhs7GbudQclglj5aswVr4KWKbb0bQJzKP2Rwnq8PbJbPXnDYfDWLduHc+TKCHMI3JKSy6kxSHiDuOqZ5QIKSUkmEPkDOZSM5lhpN5/NYB9y3SpPEQCzKP2xtc/G0Jp/etXpZSxH6J4MY8oGbAHm4iIiKgD0PP98B7GmcOJiFoSC2wiIiKiDsA/KBdC5ezLREQtiQU2ERERUTunFwah5wXcDoOIqN1jge0gVVWh67rbYVAS03Ud2WoaNMk/TUqMJhVkRYLMJUoI86h9EKpAcHiBqzHouo6CggKeJ1FCmEfklJZcposzuDhICAFF4UkIxU9RFBhCQwQcwkeJERDQpep2GJTkmEftQ2BEAdRUw9UYFEWBx+NxNQZKfswjSgasBh1k2zZMk0u7UPxM00S5XQELttuhUJKzYGO3upe5RAlhHiU/b+8MeHu4P7GZaZrYvn07z5MoIcwjSgbswXaQbduwLAuaxreV4mNZFqrsEAyhQ+UKFJQAW0hUqWH4bIO51FSqjj0X/F/sNjGPkp3i1xA4Is/tMABEj2979uxBMBjkeRLFjXlETpFSttgwcWYmERERAGg6Qked5HYURM4QQODIAgidQ/yJiFoTC2wiIiKi9kQRSB3fGUZRituREBF1OCywiYiIAMAyoX/xHgAg0n8UoPIQSckpMDiXxTURkUt49uAgRVGgqhyKRfFTVRUBxQtFckIhSowiBfyWAUVyRvomM8NI+8OlAIBtD37EAhvMo2RkdEuFr3+222HUo6oqUlNTeZ5ECWEekVO4TFeSUBSFEy5QQjRNQ5oSQASVbodCSU6FglTL53YYlOSYR8lFTfcgOMLd9a4bo2kaMjMz3Q6DkhzziJIBl+lykJQSts2eR4qfbdsIywhscLpeSowNibAwmUuUEOZRElEEUkYXQfG0zS/6bdtGdXU1z5MoIcwjSgYssB1kWRYikYjbYVASi0Qi2GbthiV44KDEWMLGDr2SuUQJYR4lD2+vDGiZXrfDaFQkEsGmTZt4nkQJYR6RU6RsuS+OWWATERERJTFvrwwEhua7HQYREYEFNhEREVHSEroC34AcCIUT0RERtQVt80IdIiIiIjooJaAj7fhuUAO626EQEdE+LLAd1pJTvlP7J4SAwhwihyhgLjWLqqPi7BtjtymKedQ2CV1B2nFdoaYYbofSJEIIKIrC8yRKCPOIkoGQLXmFdwdSUlICAFi7dq3LkVCy2/XqD4iUcZkuIiJqmFAF0iYVQ8viEmpERPFoydqN12ATERERJRH/4DwW10REbRQLbAdZloVwOOx2GJTEwuEwNls7YQrL7VAoyZnCwlZ9D3OpOWwL+lcfQf/qI8Dm+wYwj9oioygIb99Mt8NotnA4jJ9++onnSZQQ5hE5pSUHcfMabAdJKVv0H4vaPyklLGlDQnU7FEpyEtE1jPmJ1AyRENJ+dz4AYNuDHwEev8sBuY951LaoKQZSxnZOyutPpZQwTZPnSZQQ5hElA/ZgExEREbVxaoqB1OO6Qmg8dSMiasv4KU1ERETUlikCKcd0TpoZw4mIOjIW2ERERERtmK9fFrR0r9thEBFRE7DAdpCqqtB1rp1K8dN1HZlqClTJP01KjCoVZEQCzCVKCPPIfYpPg6802+0wEqbrOvLy8nieRAlhHpFTWnIuC05y5iAhBBSFJyEUP0VR4BUGIoi4HQolOQUCHsmPeEoM88h9geH5UIzkn/hSURT4fFxajBLDPKJkwGrQQbZtwzRNt8OgJGaaJvbYVbBgux0KJTkLNirUauYSJYR55C6jcwqMrqluh+EI0zRRXl7O8yRKCPOIkgG/lnaQbduwLAuaxreV4mNZFvbYe5EudKhcgYISYAuJCjUEj81cajJVR+UvZ8duE/PITVq2Dymji5JySa6GWJaF8vJy+Hw+nidR3JhH5BQpZYt9vjIziYiIAEDTsXfi+W5HQQS9MIjUcZ25JBcRURLiJzcRERFRG6H4NASH5bO4JiJKUuzBJiIiAgDbgvbDKgCA2a0voCT/xFKUXJSgjvRJxVD8vESBiChZscB2EGcRp0QpigKfMCB4rSMlSEgBr61DyPZx/WariISQ/tszAADbHvwI8PhdDsh9zKPW4ylJQ3Bkp3bbc60oCgKBAM+TKCHMI3IKl+lKElwHmxKl6zoy1BREUOl2KJTkNChIN1kgUmKYR61Dy/YheFQhhNJ+v8jQdR05OTluh0FJjnlEyYBf/zhMSnY9UvyklDClBQnmESVGQsKEzVyihDCPWp6aYiB1fOd2XVwD0eNbJBLheRIlhHlEyYAFtoNM00Q4HHY7DEpi4XAYW6xymIJrzlJiTGFjm7GHuUQJYR61vOCoTh3imutwOIwNGzbwPIkSwjwip7TklzQssImIiIhcEBiaDz0/4HYYRETkIBbYRERERK0sMDQf3r6ZbodBREQO4yRnRERERK1EaAK+ATnw9ctyOxQiImoBLLCJiIgAQNVRNfWS2G0ip6lpBlLGdYaW7nU7FCIiaiFCcho+R5SUlAAA1q5d63IklOx2vfoDImVcpouIqD3xD8qFrzS73c8WTkSUDFqydmMPNhEREVELMrqlwjcgG0KwuCYiau84yZmDLMtCJBJxOwxKYpFIBFutXTCF5XYolORMYWG7XsFcag7bhrrhO6gbvgNsLksFMI+cYHRLRcrRhR2+uI5EIigrK+N5EiWEeUTJgD3YDpJSwuZJGSXAtm1EpAkJXv9JiZEAIsICrwFqhkg1Mm46CQCw7cGPAI/f3XjaAOZR/BSvCv/QfHi7p7sdSptg2zZCoRDPkyghzCNyipSyxb74ZIFNRERE5CBPcRoCIwqgGKrboRARUStjgU1ERETkADXVgK80G54e6R1+SDgRUUfFApuIiIgoQVqeHymji6AGeIkPEVFHxgLbQaqqQtP4llL8NE1DuhKEKjl5ByVGlQrSTB9UybksKX7Mo6bx9EhHcEQnCJW91o3RNA3Z2dk8T6KEMI/IKS05yojZ6SAhBFSV11tR/FRVhV/xIALT7VAoySkQ8NmG22FQkmMeHZrRLZXFdROoqopgMOh2GJTkmEeUDPiVtINs24ZlcSkTip9lWai0q2GDs2NSYmzYqFJCzCVKCPPo4IxuqUg5qpDFdRNYloXdu3fzPIkSwjyiZMAebAfZtg3TNNmLTXEzTRO77EqkCx0K18WhBFhCYrdWDT2iMZeaStVRdfy02G1iHjVKEQgMzoW3XxYnM2si0zSxY8cOeDwenidR3JhH5BQu00VERNTSNB1Vp13jdhTU1qkCwWH58PbKdDsSIiJqg1hgExERETWFAFJGFcJTkuZ2JERE1EaxwCYiIgIA24ayoyx6M7MAUDhNCe0nVIHA8AIW10REdFA8e3CQEAIKT8iS2rvvvotJkyYhIyMDPp8Phx12GH7729+22vMrigKP0CF4rSMlSEjAsDXmUnNEqpF57QRkXjsBiFS7HU2bwDyKUjM8SP/5YfD2zHA7lKSlKAp8Ph/PkyghzCNyCpfpShKqqkLXOTFOsnr66adxzjnn4Je//CUef/xxBINBrFmzBhs3bmy1GHRdR5aaiggqW+05qX3SoCLTDLgdBiW5jp5HQhXwdE+Hf0geFIMTKiVC13Xk5eW5HQYlOeYRJQMW2A5ryRnpqOVs2LABM2bMwEUXXYT7778/tn3cuHGtGoeUEra0ISEhwDyi+ElISAACYC5R3DpyHmm5fgSH50PL8rkdSrsgpYydI/E8ieLFPKJkwPEVDjJNE+Fw2O0wKA6LFy9GZWUlrr/+elfjCIfD2GTthCm45iwlxhQ2thi7mUuUkI6YR1qmF8GRnZA2sRuLaweFw2H8+OOPPE+ihDCPyClStty1TyywiQD861//QmZmJr766iscfvjh0DQNubm5uPjii7F79263wyMiolbg6ZGOtInF8PbMYO8YERHFhQU2EaJDxKuqqvCLX/wCp512Gl5//XVce+21ePzxxzFp0qQW/ZaLiIjcpecHkH5id6QcVQih89SIiIjix2uwiQDYto3q6mrcfPPNuOGGGwAAY8eOhWEYuPLKK/HGG2/g2GOPdTlKIiJyktAV+I/Ig7cXe6yJiMgZ/JqWCEBWVhYAYMKECXW2T5w4EQDw3//+t9VjIqJWpmjYO/507B1/OqDw++f2TKgCnh7pSD+pB3y9M1lcExGRY3gG4SBN02AYhtthUBwGDBiADz74oN72mqHhrbXeomEYyFMzYMmqVnk+ar80qSA3nNLhZn5OiG6g8pyb3I6iTWmPeeTpkQ7/oFyoAS6r2ZoMw0Dnzp25fjElhHlETmnJL1aZnQ7jt+DJ6ZRTTgEAvPLKK3W2L1++HABw5JFHtkocQgioQmlXJ7PkDgEBBcwlSky7yiMBBI4sQHBUJxbXLhBCQFVVnidRQphHlAzYg+0gy7IQiUSg6zxwJ5vjjjsOJ5xwAm699VbYto0jjzwSH3/8MebNm4cpU6bgqKOOapU4IpEIdli74YOAxu+/KAEmbOzR9iLF9DGXmkpKiD07ozdTMgCewLWbPFIzPAgOL4CeH3A7lA4rEolg586dyMjI4HkSxY15RMkgeY+WbZCUErbdcdYKbW+WLl2KK6+8Eg8//DAmTpyIBx54AFdddRWef/75VovBtm1Uywik4KzllBgpJEKKyVxqjvBeZM0ajaxZo4HwXrejaROSPY/0PD/ST+yO9BO7s7h2mW3bqKqq4nkSJYR5RE5pyRWC2INNtI/P58P8+fMxf/58t0MhIqIEaJle+AfnQi8McigpERG1KhbYRERE1C4oPg2B4fkwuqaysCYiIlewwCYiIqKkJjwqAoNz4emRAaGysCYiIvewwHaQoijQNL6lFD9N05Cq+KFI0+1QKMkpUiDF8kKRLDYofm09j7QcH7w90mF0TYXi5fG3LdM0DRkZGTxPooQwj8gpLTnKidnpIEVRoKqq22FQElNVFUHFhwgq3Q6FkpwKBQHL43YYlOTaah6pKQYCRxZA7xTgUPAkoaoq0tLS3A6DkhzziJIBC2wHSSlhWRaLbIqbZVnYa4egQEJpD+vOkmtsSIQVE4atMZcobm0ujxQB/8BsePtkQTF4rE0mlmWhuroaXq+X50kUN+YRJQMW2A6yLAumafIPnuJmmiZ22hVIFzoUyTyi+FnCRrlWhaxIkLnUVIqG6lFTY7epDeWRAALDC+DtngahM5+TkWma2Lp1KwoKCnieRHFjHpFTpJQtNgKKZxBEREQAoBuouPA2t6OgWpSADqMoCM9hGdCzfW6HQ0REdEgssImIiKhN8fRIh6dravQaa1VxOxwiIqImY4FNREQEAFIC4b3R24YP4ORZrU7N8MDXOxPeXpluh0JERBQXFtgOEkJAUfhNO8VPURToQm0LUwlRkhMAdMlcapbwXmRfPAwAsO3BjwCP3+WA3NdaeaQXBOA/PAd6XqCFn4ncoigKDMPgeRIlhHlETuEyXUlCVVXouu52GJTEdF1HjpqOiOQyXZQYTarIigTdDoOSXEvnkVEUhFGcBk9JGpfbaud0XUenTp3cDoOSHPOIkgELbCIiImpVep4fgWH50LI4cRkREbUvHF/hINM0EQqF3A6DklgoFMJGczsiwnI7FEpyEWFhk7GLuUQJcTqP1DQDKeM7I/X4biyuO5hQKIR169bxPIkSwjwip0gpW2zf7MEmIiKiFqWmGfD1z4anRzqHgndgLXlCSx0H84jaOhbYRERE1CLUVAOeHunwlWazsCYiog6BBTYRERE5Tk0xkHpcV6hBw+1QiIiIWg0LbCIiIgBQVISGHBe7TfERmkDgyE7wFKdBqOy1JiKijoUFtoO4TBclKrpMVxqkrHY7FEpymlSQHQlClZzLssl0D/Zc+nu3o2hTmptHildFcHQRjE5cIo7qqlleSdN46knxYx6RU7gOdpIQQnDhe0qIoijQhYYI2OtDiREQ0CR7YSkxTc0jYSgIDCuApzgVQuVxkOpTFAWGwcsFKDHMI0oGPAo6yLZtmKbpdhiUxEzTRLldAQu226FQkrNgY5e2l7lECTlkHgnAV5qNjFN7wtsjncU1Nco0TWzbto3nSZQQ5hElgzZzJPzTn/6EgQMHwuv1Ijc3FyeeeGKd+5cvX45BgwbB6/WiR48euP/++xvcz1133YVu3brB6/Vi6NChePvtt+u12bNnDy666CJkZWUhGAzixBNPxLp16xJ+DbZtw7K45izFz7IsVNkh2IJLUFBibCGxVwkzl5ojVIXs8/oj+7z+QKjK7WjahIPlkRLQkXpMFwSOyINicLQEHZxlWaioqOB5EiWEeUROacnl3tpEgX3LLbdg9uzZOOuss/Dqq6/ioYceQkFBQez+FStWYOrUqRg8eDBeeeUVTJs2DZdffjkWL15cZz933XUX5syZg8suuwzLly9Hjx49MHHiRHz++ed12p1xxhl46aWXcO+992Lp0qXYsGEDjj32WOzdu7dVXi8REVEyM7qlIuPkHjCKUtwOhYiIqE0R0uXV2levXo3S0lIsX74cxx13XINtJk6ciB07duDDDz+MbZsxYwZefvll/PTTT1AUBaFQCHl5eZgxYwYWLFgAIPotV2lpKQYMGIBnn30WAPDhhx/iyCOPxLJlyzBp0iQAwI8//oju3btj0aJFuPjii+N6HSUlJTBNE99++y08Hk9c+yAKhUJY+/oXSN+mQ+f1s5SAiLCwXa9AViTIXGqqUBWyLx4GANj24EeAx+9yQO47MI88h6XDe1gG9Fy+N9Q8oVAIZWVlKCgo4HkSxY15RE4pLi6GEAJr1651fN+u92AvWbIEJSUljRbXoVAIb775Jk4//fQ628866yyUlZXhk08+AQC8//772LVrF84444xYG1VVcdppp2H58uWxYQDLly9Heno6Jk6cGGvXpUsXHHXUUVi2bJnTL4+IiCipCY+KwPB8ZJ7RCymjCllcExERHYTrBfYHH3yA0tJS/Pa3v0Vubi4Mw8CYMWPw6aefAgDWrFmDcDiMPn361Hlc3759AUR7wGv/t3fv3vXa7dmzBxs2bIi169WrV72p2fv27RvbR7wURYGqsqeI4qeqKoKKD4rkLOKUGEUKBCwPc4nipwoEB+ejYNxh8PfIhOLhwiMUP1VVkZaWxvMkSgjziJzSrpfp2rRpE/773//iyy+/xIMPPgjDMDBv3jz87Gc/w7fffoudO3cCANLT0+s8LiMjAwCwY8cOAMDOnTvh8Xjg8/kabVdUVISdO3fW21dNu5p9NaakpKTR+9avX4/CwkJUVFQcdB9EhyIA7FXDbodB7QBzqXmEGkL2vtuVagiyA8+IrQR1+AfmwMo0oAA8tpEjhBDMJUoY84icYNt2iy2v7HqBbds2Kioq8MILL6Bfv34AgCOOOALFxcV4+OGHMWrUKACNf8tQe3tDbWqGhjelXaLfZFRXV+Odd95JaB9EAIBUtwMg6njU6mp03Xf785QNsLxeV+Nx3effux0BERFRi6iurobf3zKXPLleYGdmZiIvLy9WXANAQUEBevfujS+//BJTpkwBgFhPdo2a32t6qDMyMlBdXY3q6mp4a50UlZeX12v3448/1oujvLw81qYxB7sIvqSkBJFIBCNGjIBhGAfdD1FjwuEwNny0BinlGjTZcXvPKHGmsLFLq0Ka6WcuNZEIh1A1MPqlbmlFZ8hwx5hAR+gqfH0zoXdOqfdFczgcxrZt25Cdnc1jGyWEuUROYB6RU1pykjzXC+w+ffo0uAa1lBKKoqB79+4wDAOrV6/G8ccfH7t/1apVscfX/u/q1asxaNCgOu1SUlJQWFgYa/faa6/V67FetWpVveu8m0sIgbS0NM5qSHELhULYLgwELM4iTomJCAvVSgQBy8NcairVi6orHwIABACgvS+zqgp4StLgH5gDNdjwiWooFEJVVRWPbZQw5hI5gXlETmmp4eFAG5jkbMqUKdi8eTO++OKL2LYNGzbgq6++wsCBA+HxeDB+/Hg899xzdR73zDPPoKCgIFZMjxw5EmlpaVi6dGmsjWVZeO655zBp0qRYMT1p0iSUl5fj1VdfjbVbv3493n33XUyePLklXyoREVGboKYayDipB1JGFTZaXBMREVHzud6DffLJJ2Pw4MH4+c9/jv/7v/+DYRi49dZbkZOTg+nTpwMA5s6di9GjR2P69Ok466yz8N577+GRRx7BQw89FPv2wePx4KabbsKcOXOQk5ODwYMHY/HixVi7dm1sDWwAGD58OCZPnowLLrgACxcuRGpqKubOnYtu3brh3HPPdeU9ICIiai3ePpnwD8qFYnBkAxERkdNcL7BVVcUrr7yCq666CjNmzEAkEsGYMWPwzDPPIBAIAABGjBiBF198EXPmzMHjjz+OoqIi3HPPPbjwwgvr7Ovqq6+GlBL33HMPNm/ejNLSUixfvhylpaV12j399NO45pprMHPmTITDYYwfPx4vvPBCvRnI49GSU75T+yeEgCpcH1hC7YTi/iCl5BKqQtYVYwAA2+95B/C0r/We1QwP/ANzYHRNbfKxSggBVVV5bKOEMZfICcwjSgZC1kyzTQmpWcLrYBOhETXFrld/QKSs0u0wiDqeUBWyLx4GANj24Eftp8AWgK80G/4BORAav3QhIiJqydrN9R5sIiIiahlalheBYfnQ8wJuh0JERNQh8KtsB5mmiXA47HYYlMTC4TA2WzsREe19+mJqaRFhYYuxh7nUQRlFQaRNKUH6Cd0TKq7D4TDWr1/PYxsljLlETmAekVNachA3e7AdxhH3lAgpJSxpA+DkQ5Q4G7bbIVBrUqLLbnkPS4eW63fkGkUpJSzL4rGNEsZcIicwjygZsMAmIiJKYnqnAHx9sqBleaH4dbfDISIi6tBYYBMRESUZYSjwHpYBz2EZ0NI9bodDRERE+7DAJiIiAgChINJrSOx2myQAT3EaAkPzofh4CCciImpreHR2kKqq0HUOz6P46bqOLDUVkCG3Q6Ekp0oFGZEAVNlGC8W2yPBi1w1L3I6iYYqAr08mPD3SoWV4W+1pdV1HXl4ej22UMOYSOYF5RE5pybXUWWA7SAgBReHJLMVPURR4hI4IODsmJUaBgEfyI749UFMMpB7bBWpa6w8FVxQFPp+v1Z+X2h/mEjmBeUTJgNWgg2zbhmmabodBScw0Tey2q2Bx9mdKkAUbe9Rq5lIS0zK98B+eg7QpJa4U10D0M2nnzp08tlHCmEvkBOYRJQN2bzjItm1YlgVN49tK8bEsCxX2XqQLHSpXoKAE2EKiUg3BazOXmixUhcxrJgAAdtz1KuDxt3oISlCHt2cGPN3SoKYarf78B7IsC7t27YLf7+exjRLCXCInMI/IKVLKFhsmzswkIiLaR6nY6crzCkOBr382vL0zoRiqKzEQERFR4lhgExERuUR4VARHdYJRmAKhttyEK0RERNQ6WGATERG1NgHonYIIDMuH5tL11UREROQ8FtgOUhQFqsqhfRQ/VVXhVzxQJC+apcQoUsBnG1Ake0XbEr0gAKNzCowuKVCD7l9jfSiqqiIYDPLYRgljLpETmEfkFC7TlSQUReGEC5QQTdOQrgQRQaXboVCSU6EgzeRSJm2BEtDh65cFozDo2mzg8dI0DdnZ2W6HQe0Ac4mcwDyiZMBq0EFSSti2zbWwKW62bSMiTUhICLDnkeInIWEJG6pUmEsuULwqvL0z4emeDjWl7fdUN6Zm+UlN03hso4Qwl8gJzCNKBsxMB1mWhUgk4nYYlMQikQi2WrtgCq5dTIkxhY1tegVzqTmEgki3foh06weI+A6PWq4fqT/riozTesF/eG5SF9dA9DNp48aNPLZRwphL5ATmETlFtuDlmOzBJiIiAgDDi103L43vsQIIDMuHt1cmhMIRA0RERB0VC2wiIqI4KUEd3p4Z0aHgAd3tcIiIiMhlLLCJiIiaySgKwts7E3pBkOtXExERUQwLbCIiIgAI7UXGjVMBADtvexHw7J+FXegKPN1SoRcEoaYZ0LI6zgztLbmUCXUszCVyAvOI2joW2A7SNA0eT3ItwUJti8fjQSctCxHJZbooMbpUkR9OczuMJCOhbt8Yuw1FwNcnE56SNKiZ3g55UufxeNC1a1e3w6B2gLlETmAekVO4DjYREVEr8vXPgndgEdRgcs8CTkRERK2Ly3Q5iMt0UaKiy3SVwxSW26FQkjOFhe16BXOpiYRHhV4QjP0eODyPxTW4JA45h7lETmAeUTJgD7aDpJSwba45S/GzbRsRaUHyuy9KkAQQERZabpXH5CdUAaNbKozCFBhdUyGqq9wOqc2xbRvhcJjHNkoYc4mcwDwip0gpW2yYOAtsIiLqULQsL3wDc2AUBCF0fplFREREzmGBTURE7Z4wFOidgvAUp8HonAKhdLwJy4iIiKjlscAmIqJ2SQnqMIqC0DsFoecHoBjqwR8gBNC37/7bRERERM3EAttBqqpC0/iWUvw0TUOGEoQiOXkHJUaVCtJNP1TZ8YZAa1le+Eqzoz3VajNev98PfPllywWWhDRNQ05ODo9tlDDmEjmBeURO4TJdSUIIAVU9RA8J0UGoqgqf4kEEptuhUJJTIOC1dbfDaD0C8B6WAaM4DXq+v0OuWd0SVFVFIBBwOwxqB5hL5ATmESUDFtgOsm0blmWxyKa4WZaFCnsvNNhQOZM4JcCCjWo1Aq+lt/tcUjM8CI7oBD3X73Yo7Y5lWaioqEAwGOSxjRLCXCInMI8oGbDAdpBt2zBNk3/wFDfTNLHbrkK60KFyfSVKgC0k9qjVMGyt3eaSpzgNvtJsaJleZ3ZYVQUMHRq9vXJldMh4B2eaJnbu3Amv18tjGyWEuUROYB6RU7hMFxER0T5qqgHfwBx4StKcPThKCaxatf82ERERUTOxwCYioqTg6Z4Go0sqjMIghNa+h70TERFRcmKBTUREbZbwqDCKgvD2yYKe7XM7HCIiIqKDYoHtICEEFIW9KhQ/RVHgFTqE5AzIlBghBTy2lpS5pKYZMDqnwOiSCi3HxxnBXaQoCvx+P49tlDDmEjmBeURO4TJdSUJVVeh6B1oWhxyn6zoy1VREUOl2KJTkNCjIMJNoKRMRnbTM2zuTRXUbous6cnNz3Q6D2gHmEjmBeUTJgAW2w1pyRjpq/6SUsKQNCQkB5hHFT+77n9j3vzZJAHquH3pBAEZxGrQ0j9sR0QGklLBtG4qi8NhGCWEukROYR5QMWGA7yDRNhMNheDw8SaT4hMNhbLZ2Il3o0CWXn6D4mcLGdr0CWZFgm8slYSgwuqTCPyAHaqrhdjj7CQF07br/NiEcDqOsrAwFBQU8tlFCmEvkBOYROYXLdBERUdJTUw14+2TC0z0ditG2in4A0XWvf/jB7SiIiIgoibHAJiKiliMAPT8AvVMAvt6ZEHobLKyJiIiIHMICm4iIHCc8KvwDc6B3CkBL97odDhEREVGrYIFNRESOELoCLcsHT0kaPMVpEHqSLaOydy8wenT09r/+Bfi47jYRERE1DwtsB2maBsNoQxP2UNIxDAP5agZMWeV2KJTkNKkgN5zaKvOHG51ToOf54e2dCaElWVFdm20DH3+8/zbBMAx06dKFs/VSwphL5ATmETmF62AnEf7BUyKEEFCE0naXVaKk0RqLc6npHvgH5cLoksLPvnZKCMF/W3IEc4mcwDyiZMAC20GWZSESiUDXdbdDoSQViUSw3doNPwANnAyK4mfCwm6tGqmm15FcEl4VakCHmuqBpyQNaqYXil/jiU47F4lEsGPHDmRmZvLYRglhLpETmEeUDFhgO0hKCZvDCikBtm0jJCPwCR2QbkdDyUwKIKyYkAJx55LQBDyHZUDP88MoDHIG8A7Itm3s3buXxzZKGHOJnMA8IqdwHWwiImodAtDz/PCUpMPokgLFy8MEERERUVPxzImIiKAEdBidU+DtnQkt3eN2OERERERJiQU2EVEHpaYZ0PMD0DsFYRSlQKi8nhrZ2W5HQEREREmMBbaDFEWBpvEtpfhpmoY0JQBVRtwOhZKcKgVSTS9UWbdoFl4V3u7psYnKOElZLYEAsHWr21G0KZqmITMzk8c2ShhziZzAPCKncJmuJKEoClSVkwBR/FRVRUDxIgLL7VAoySlQ4LejQ70Vrwq9cwqMwiCMwhQIPYnXqqZWpaoqUlNT3Q6D2gHmEjmBeUTJgAW2g6SUsCyLRTbFzbIsVNkhqJBQuBY2JUCqEnahB6ndc+HtksqeaoqLZVnYu3cvfD4fj22UEOYSOYF5RMmA3RgOsiwLpmm6HQYlMdM0UW5XwBJcfoLiIzwq/INyEDyhGHtLdCj5HAbeZHv3AmPHRn/27nU7mjbBNE1s27aNxzZKGHOJnMA8IqdI2XLr4bIHm4ioHVDTPfCUpMHXNwtCUxAKhYByt6NKMrYNvPPO/ttEREREzcQCm4goSakZHhhFKfD1zYLi48c5ERERkdt4RkZElESEKuArzYbeKQgtx8fh30RERERtCK/BdpAQAorCtzQZvf322xBCNPjzwQcftFociqJAFxqnN6M61FQDRrdUBEYUIP3nh8F/eC70XP9Bi2tFUeDxePiZRAlhHpFTmEvkBOYROYXLdCUJVVWh67rbYVACbr/9dowbN67Otv79+7fa8+u6jhw1DRFZ2WrPSW2UALQMLzwlafD2zoTQmncyoes6CgoKWig46iiYR+QU5hI5gXlEyYAFNlEthx12GI488ki3w6AOzOiSAj0/AKNLCtSg4XY4RERERNQMLLAdZJomQqEQPB6P26FQkgqFQthobke60KFLru/YnglDgZbpg/CqELoCLdMLo7NzRXUoFEJZWRkKCgr4mdQcfr/bEbQpzCNyCnOJnMA8IqdIKVtsmHizL2Corq7Gww8/jNWrV7dEPESuuvTSS6FpGlJTUzFhwgS8++67bodE7YjRJQXBEQXIOLkHss7sg7TjuyF1bGekjCqEr08We6zdFggAlZXRn0DA7WiIiIgoCTW7B9vr9eKKK67Aq6++ij59+rRETEStLi0tDbNmzcLYsWORlZWF7777DnfeeSfGjh2LZcuWYcKECW6HSMlEAFq2D3peAIpXhfCoMAqDUPyco4GIiIioPYtriHhJSQk2bdrkdCxErhk0aBAGDRoU+/3oo4/GySefjNLSUlx33XUssKkuRUBNM6CmeqCmGlACOhSfBsWnQWgKlKAOxeAQfyIiIqKOJq4Ce9asWZg/fz4mTpyI1NRUp2MiahPS09MxZcoUPPjgg9i7dy98Pp/bIVErEboCoSvRQjpoQE3RoWb5oKYYUAIa1FQPhMLF1Nqd6mrglFOit194AfB63Y2HiIiIkk5cBfaXX36Jbdu2oVu3bhg/fjwKCgrqXCQuhMAf//hHx4JMFpqmwTB4DWV7IqUE0LJr5dVmGAZy1XTYcm+rPF9SEgD2/XsIAaCm0N23XegKhCogNAVCVwEFEIqA8GpQvCqgKhAKIFQFwlABNbreuZpqQE0zAEWJPqaV/s1bimEYKCwshKZxLssmsyxg+fL9t4l5RI5hLpETmEfklJY8zxOypoJohkMt7i6EgNXBTk5KSkoAAGvXrnU5EnLKzp07UVpaipycHHzyySet9rx7V2+HtTvcas/nBCFEtMAF9v237u9CU6I9vjXF8b7CWPFqUDxqtEiuKZD33ScUAWhK9H4hYlMyJnvhS21YZSUQDEZvV1RwojMiIqJ2qiVrt7i+/rFt2+k42gXLshCJRKDrnMgo2Zx55pno0qULhgwZguzsbHz77bdYuHAhNm/ejCVLlrRaHJFIBP/97l1UbdkA0fzvvohipBCwNQOKGWYuNZESCmH8vttvLnkINpeAYR51eAJCiX5Bqnu8CGZkQtV0CFWBqmpQVBWqpkPRVKiqBk8wCN3jhaJqUDUNmmFA0bRYx8vu3XuQlp4GXddjjyVqjkgkgvLycqSnp/N8m9osjq9wkJSSXz4kqQEDBmDp0qV48MEHUVFRgczMTBx11FF44oknMHTo0FaLw7Zt7K2uQsXOHRyiSolRVSCYDlSUM5eaSA3vHzlSsWM7LF7ywzxqA4SiwJ+aBm8wBYbXB1XX4QkE4EtNgxDKvitmoqN+BAQgBFRNg8cfiBbHQuwbZRTdrnu8saJXiGjxvP92ze9K7LFOCYVCCJk7oeoGdH55RXGybRuVlZWcA4oS1pLrYCdUYL/66qt4++23sW3bNvzmN79Bly5dsHLlSnTr1g05OTlOxUjU4m644QbccMMNbodB1D7FrpmvKQait6P/3bdBUfZfVVDrMqSawkDs20+0ffSSgprboubyggO3KzX379se2wZA7C88YsVHaH+BndOlGLbXE4u95pqHusfimm0HHKBj0wLU2i4aadvU+xt8HlH76Q4MLtY++vr2F06KokDV9br7qz2PSq19WLaNPWETKR4dqqIctG3zXo84sGkDr0sc2LT+fXWeq/7+Y89f8+8vxL5cq50f2J8/NQ+tlbP79y0OeE9r/a7Uzef9zyv27yM2MWKt5xR1C+CaIlnZ1/ur6QYUlSsSEBElk7gK7KqqKkydOhVvvPFG7CByySWXoEuXLrjrrrvQuXNn3HXXXY4GSpTMpJSwLRPSlpDSBiQgpQ0pZewHAELV1dC9fnhTUqFIidonYjVqigig9slr7ZM51NlW5/ro2OMPPCHd//jYloZO1vedCCpKTU+Hsv8EUdn/X0VVo79D1IpJ1DnprB2bqmrRE/56+9x/Alr7ZLbB116z2wZPwGs32P8+CEVAUdTY8zamscKm7rM3cF8DMR74a9191/r3ixWMtf+tDvw3rVU8HnCiHg6HsXXbduTm5sBjeBovSGt2G2/hUuv1iCbkUZtWWQmcNwMAMOLUM3gNNqK9jmVlZSgoKICHvY5ERESHFFeBfeONN+Ljjz/GCy+8gJ/97Gd1hmkcd9xxWLRokWMBUsdRZ749KSGx73d5YBtZu9m+/6tpKvffUftxtbfXfmydfe1/jMQBsRwQW+14Y/fVjnnfrm3LQqR6LyzThGzC5QMR00ReSS8UjDyGM9JTQoRQAWiA9EBKI/qlTrP30tAj2vF1uJVh1CzGt3dPGLB5fV84HEGk2kR1RQR2OIm+LGmAogooqgLNcHboMxERUW1xFdh/+ctf8Nvf/hYnn3xyvdnCu3Tpgh9//NGR4JKNoihQOZQrbgcOV+yIpz+maWLFy1/hu3e+hZAHn62f6GCksAEtgq/NPcyl5rj30+h/X+iYx7EDtXQeqboCb9CILiSgCGiGCt2jQFEVKGr0d1WL3lb2rTagagq8AR2qrkDZt+KAUBC9LQQUVUDVFWi6Ak1Xo8vyKYJFtctUVUV6ejrPkyghzCNySkseE+IqsLdu3Yp+/fo1eJ+iKNi7t2Ou4asoCtfla0cWL16M6dOnIxAIoKKiolWeU9M06PBBSE4mRIkRUgEiHNJLiWlOHqm6AsOrQfeq0PRooazqKvypBtLz/PAGdOgeFZquQNHE/uKYhW+HoGka0tPT3Q6DkhzziJJBXNVgYWEhPv/8c4wbN67eff/73/9QXFyccGDJqGYW8UOtE05t34YNG3DNNdegU6dO2LVrV6s9r23bsBCBhETH7MMnp0hIQLUAS2UuUVyEIqB7VfgzVQQCPqiaCsOnQfeo8KUYMLzR3mVVV2LFM1FjbNtGKBSCx+PheRLFjXlEySCuAvvnP/85brvtNhx99NEYMGAAgGg3+7p163D33XfjvPPOczTIZFGzDjYngkl+F198MUaPHo3MzEw8//zzrfa8kUgEIewBFBWwebJKCVBsSO9eiL1+5lITKZEQDn/8RgDAp7+6Dbbefj/LVV1BMNML3VDhDerRYdiKgKoJpOb44fFrSM32wrLNfZOc5fPYRgmJRCLYvHkzJ8yjhDCPyCltbpmum2++GW+88QaGDRuG/v37QwiB8847D2vWrEGvXr243BEltSeffBLvvPMOVq1ahZtuusntcIiolQjbRsEnrwMAPjv7ty5HkxihCKTl+GI9zZ6AjpQsL1IyvfCnGLWWjDo4K2S2cKRERETtS1wFdkpKCt5//3388Y9/xLJly9C9e3f4/X78+te/xpVXXgmfz3fonRC1QVu2bMGVV16J+fPno6ioyO1wiIgaJRQBf5oHHp8Kj1+HP81AapYX/lQPUjK9UHUOnyQiImptcc/I5fP5cMMNN7C3mtqVmTNnolevXrjkkkvcDoWICACgaApSs30IZniQVRhEZkEAHp8GRRVN7okmIiKi1hFXgV1SUoK//e1vGDhwYL37vvjiC5x44olYu3ZtwsElGyE4G2oye+GFF/DSSy/hk08+ce3fUQgBBUq7XmqYWokEYAvmUhslFAFNV+Dx6zB82r5JwqIThmn7rosOpnuge6ITixled1aoEEJA0zQe2yhhzCVyAvOIkkFcR+wffvgBoVCowfuqq6uxbt26hIJKVqqqwjAMt8OgOFRUVODSSy/F5Zdfjk6dOqG8vBwAEA6HAQDl5eXQdR2BQKBF4zAMA16ko1K2zrJg1H4JqULsDbodRocgFIFAmgeqpsDwqQike6JrMWsKfEED/jQD3oAOoYjY9mSZcdswDF4uQ45gLpETmEfklDa3DjbQeFBr165FSkpK3AERuWHbtm3YvHkzFi5ciIULF9a7PyMjA1OnTsXf//731g+OiFwVW9/Zo0LzqPD4NeQXp8GfZsDj1/YN1+b1zkRERNSMAvuxxx7DY489Fvv9kksuQWpqap02e/fuxWeffYYxY8Y4F2ESMU0T4XCYvdhJKD8/H2+99Va97fPnz8c777yDV155BdnZ2S0eRzgcxl7shBQKhEyOHi5qm6SwIH17Ifb6mEtNoHs1+APe2O+9RxYgp08+vH69Q08WFg6HsWnTJuTn5/PYRglhLpETmEfklDaxTFdVVRW2bt0KINp7XV5eXm+YuMfjwWmnnYZ58+Y5G2USkZIXPCYjr9eLsWPH1tu+ZMkSqKra4H0tQUoJCQkI8NpZSowAIJhLDdG9GjLy/cgvTkNarg/eoB69xllK4BfRyzO6+f0Ar/GDlBK2bfPYRgljLpETmEeUDJpcYF9yySWxmZWLi4vxwgsvNDjJGRERkSuEgMenITXHB49Pg6orUDUBTVehe1X4Uw2kZHrhDeoNf2stBNDC8ywQERFR+xbXNdjff/+903EQtUlLlizBkiVL3A6DqENQVAXeFB26oULVBBRViS5FJaKTg0EAiiKiM2t7tX3XRqtQdRUpmR74Ug2ovBaaiIiIXBRXgf2///0P5eXlGD16NIDoDMzXXXcd/vvf/+K4447DvHnzOH0+EVFHJgQC6R54fNFlpjRDheGNFsaGX4M/xYDuVaFqClRVgaIJ6Ibq7rrOoRBw0UXR2w89BHg87sVCRERESSmuAnv27NkYPHhwrMC+8cYb8cgjj6C0tBR33HEHcnJycPnllzsaaDJQVRW6rrsdBiUxXdfhQSqq7L1uh0LJzlYg9voB27keXVGr99iXEl2/WdWU2NJTHn90PWfNEx2OHUhLsgLVNIGayTzvu48FNqKfSfn5+Ty2UcKYS+QE5hE5pc0t0/XFF1/gsssuAxCdbOCpp57CvHnzMGfOHNx000149NFHO2SBLYSAonB4IsVPURSo0CDAESCUGAEB2HVnDxeKgGao8Pg0aEa0INb3LT8VHZatQKjR4diKKuAN6NGCWVeg6tG1mzk6qWNRFAVer/fQDYkOgblETmAeUTKIq8AuLy+PLVn02WefYefOnfjlL38JADjmmGOwaNEi5yJMIrZtwzRNaFrcy4tTB2eaJsKoghQ2hOSXNVSXoikwfBpSs7zR/2b74AvqEIqANxBdi1kIAaEAlmWicm8FMjLSoXt0KIpgcUzNZpomdu/ejdTUVB7bKCHMJXIC84iSQVyZmZWVhfXr1wMA3nrrLeTl5aFHjx4AouvTddSp823bhmVZ/IOnuFmWBRPVgFC5tFJHIgR8KToCaR54/Bo8fh1ZhQHoHhWqrkDTo//VDQVKEyfxCoWAHbv3QqjpnPiL4mZZFnbv3o1AIMBjGyWEuUROYB6RU9rEOti1HX300bjllluwbds23H333Zg8eXLsvm+//RadO3d2LEAiorZIM1RoHjV6/bEioO+7LllRo9cpK6oCRRHRNoqI9iArgKqr8Pg1aLqyf5KvfT9ERERElNziKrDvuOMOTJw4EbNmzUL37t0xd+7c2H1/+ctfcOSRRzoWIBGR06LLO0Un5PKm6FBVBZqhxCbsEvuGU9csCZWa44XHr0fv31coN7UnmYiIiIg6jrgK7OLiYnz11VfYsWMHMjMz69x37733Ij8/35HgiIggokVuMN0Dw6/FlnLS9GhRXDOztVAEFCEABTC80R7i2CzXioCiCai6wmuRiYiIiKjFJHTxwoHFNQCUlpYmssukpigKVFU9dEOiRqiqCg0eQFpuh+KYmpmrVVVA0RWkZHjhTzXgDeqx64oNX3QSrmjPshormIVArDeZmkdVVaSkpPAzqTn8fmDLlv23iXlEjmEukROYR+SUNrdM1+OPP37INr/61a+avd+Kigr07t0bGzZswMqVKzFkyJDYfcuXL8eNN96I1atXo6ioCLNnz8bMmTPr7eOuu+7Cvffei02bNqG0tBR33nknxo4dW6fNnj17cM011+D5559HKBTC+PHjsWjRInTt2rXZMdemKAonXKCEaJoGAwEIWdH6Ty4EVK3mWmERm4062vurwBvQoWoCukeD7lXhDejQDRWKFu1B1nR139BpEetV9vqjM1xT69M0DVlZWW6HkVyEAHJy3I6iTWEekVOYS+QE5hElg7iqwWnTpjW4vfY3AfEU2L/97W9hmma97StWrMDUqVPxq1/9Cr///e/x3nvv4fLLL4dhGLjwwgtj7e666y7MmTMHt99+OwYPHoxHHnkEEydOxEcffVSnZ/2MM87Af//7X9x7771ITU3F3Llzceyxx+J///sffD5fs+OuIaWEbdtcC5uaRUoJ25SQUsKybKheQPOqsaHMQgDY99+a3xVVia1NrKj120BE10EWCqIzUWsKFE3A8GgIZnph+KIFse6JFsgcNt3+2LaNSCQCXdf5mURxYx6RU5hL5ATmESUDIeNYU2vdunX1tm3btg0vvvgili5dimeffRaDBg1q1j6/+uorDBkyBAsXLsTFF19cpwd74sSJ2LFjBz788MNY+xkzZuDll1/GTz/9BEVREAqFkJeXhxkzZmDBggUAolP5l5aWYsCAAXj22WcBAB9++CGOPPJILFu2DJMmTQIA/Pjjj+jevTsWLVqEiy++uLlvBwCgpKQEpmni22+/hcfjiWsf5D7LtGFGbJghC5GQBcu0IaWEtAHLshGqMmGGLUSqLdhWtCiWEsC+/0oJ2JaNcPW+x1oSth39McP7HmPva2tL2JaEbdmx55eKhW5H+nFY32LmESUkFAqhrKwMBQUFzKWmCoWA2bOjt3//e4DvG/OIHMNcIicwj8gpxcXFEEJg7dq1ju87rh7shoZSd+3aFUcccQQikQj++Mc/YsmSJc3a5xVXXIGLL74YvXr1qrM9FArhzTffxPz58+tsP+uss/DII4/gk08+wRFHHIH3338fu3btwhlnnBFro6oqTjvtNCxcuDC21tny5cuRnp6OiRMnxtp16dIFRx11FJYtWxZ3gU3xq1+kSkDuWwZa7m9T90G1loned1+dJhKwbRktcvcVslLuK2jtffs/8PkkYJs2DkbTFGiaAq9fT/yFNyBiRhARO2FXV8O2Dx4L0cHY4TBkJMJcao7KSij33w8AsOfNA9ro+yZUFVAUQFU58oSIiKiNcfyC4WOOOQa//OUvm/WY559/Hp999hmef/55/Pe//61z35o1axAOh9GnT5862/v27QsAWL16NY444gisXr0aANC7d+967fbs2YMNGzagqKgIq1evRq9eveqdlPTt2xevvvpqs+ImZ8SGQYMniqFQCN888RI2ffYZtEjE7XAoiZm6jvL8PGDTZuZSE4lIBEX7bm+8/gZIvWW+SDuQkpICLTcHRlERtIICqIEAhM8PNRgANB1C16EE/FA8HkDTWFQTERG1YY4X2OvWrWvWzH5VVVWYPXs27rjjDqSmpta7f+fOnQCA9PT0OtszMjIAADt27Ii183g89a6hrt2uqKgIO3furLevmnY1+2pMSUlJo/etX78e+fn52LVrFwzDOOh+iBoTDocR0tToCXcD8xEQNZWpaQh7vahiLjWZCIdjt6tSUiAT+SwX2FckB6GkpUL1+SB8PghNg+L3Q01Lg5aXB8Xvh6hVyFv7fuoxzehPKwuHw6iqquKxjRLGXCInMI/IKbZtt9hs9HEV2P/617/qbQuFQvjf//6HO+64A8ccc0yT9/V///d/yMvLa3TitBqNfWNfe3tDbWqGFjelXaK9ApFIBCtWrEhoH0TIyACGD3M7CmovergdQPJQq6vR84/R29+MOBKW19syT1RVFf0pK2uZ/beAb7/91u0QqJ1gLpETmEeUqFAoBH8LLckZV4E9duzYesVoTSF77LHHYtGiRU3az7p167Bw4UL87W9/w+7duwFEl+qq+W9FRUWsB7qmJ7tGze8192dkZKC6uhrV1dXw1jopKi8vr9fuxx9/rBdLeXl5rE1jDnYRfElJCWzbxpgxYw66D6JD2fHU04g0MJEgEbWs2j3YPVd8UKcHW0lNhZ6fB2//UuidCqAEAtFroYmIiCjpeFvqS3TEWWC/9dZb9bZ5vV5069YNeXl5Td7P999/j3A4jMmTJ9e7b9y4cRg+fDjeeecdGIaB1atX4/jjj4/dv2rVKgCIXZtd89/Vq1fXmcF81apVSElJQWFhYazda6+9Vq/HetWqVfWu824uRVEaHH5O1BzhcBihfV84EVHrEbWuVU/vVABPnz5QMzNhdO0Go6jQxciIiIjISS25zFtcBbZTvbSHH354vWL9008/xVVXXYUHH3wQQ4cOhcfjwfjx4/Hcc8/hqquuirV75plnUFBQECumR44cibS0NCxdujS2zbIsPPfcc5g0aVKsmJ40aRJuvfVWvPrqq7GCff369Xj33Xeb3PPeGMuyEA6HeU0IxS0cDmN7wA+vpvG6WUqIqWnYk52FlG3bmUsHo6kwOneB0bULtJQU4NE/AQByL70UCARcDs594XAYW7duRU5ODo9tlBDmEjmBeUROceLy4MY4PslZc6Snp2Ps2LEN3nfEEUdg8ODBAIC5c+di9OjRmD59Os466yy89957eOSRR/DQQw/Fvn3weDy46aabMGfOHOTk5GDw4MFYvHgx1q5dG1sDGwCGDx+OyZMn44ILLsDChQuRmpqKuXPnolu3bjj33HMTej3RZZ+avaw4UYyUEqaiApwlmBIlBCxdZy4dSFHg6XkYvD17wujRA57i4v2TjNk28P330dsHTJjZUUkpEYlEeGyjhDGXyAnMI0oGTS6wx48f3+SdCiHwxhtvxBVQQ0aMGIEXX3wRc+bMweOPP46ioiLcc889uPDCC+u0u/rqqyGlxD333IPNmzejtLQUy5cvR2lpaZ12Tz/9NK655hrMnDkT4XAY48ePxwsvvFBvBnIiIkoiQkDLz4Oang7F44Xi90EJBKIzducXwFPcDcLvb/wba0UBunVr1ZCJiIiofRGyiV8BNTSx2cE0dJ12e1ZSUgLTNPHtt9/C4/G4HQ4lqeg62E8iyHWwKUE162Cnt/N1sNWMDHi6l8DTsye8/fpBy8pyO6R2JRQKoaysDAUFBTy2UUKYS+QE5hE5pbi4GEKIg05iHa8m92C//fbbjj85ERFRU2h5edALCuDt0xtafj603FwohnHwHunmCoeBG2+M3r7tNoDX9xEREVEzNbnA3rlzJy688EKcd955mDJlSoNtXn75Zfz5z3/Gww8/jKwO2Iugqir0mmv5iOKg6zrS9+6FzUmpKEGKaSJl6zYoSZRLWn4e1JQUqGlpUDMyoGVnQ83KhpabAz03t+UDiESAu+6K3r7lFhbYiH4m5ebm8thGCWMukROYR+SUlprgDGhGgb148WJ89tlndZbKOtDxxx+P2bNn47777sPcuXMdCTCZCCFadMp3av8URYHHNBHi5B2UIEVKeKqr3Q6jYYoCLS8XWnY2PMXF8PTqBb1TJyicB6PNURQFfr/f7TCoHWAukROYR5QMmlxgP/vss5g+fTo0rfGHaJqG6dOnY+nSpR2ywLZtG6ZpHvQ9IjoY0zRRaRhQFAWKbbsdDiUxW1FQHQjAW1npei4JjwdGt27wDxsKb58+UDMyWvSbY3KOaZqorKxEIBDgsY0SwlwiJzCPKBk0OTO/+eYbDBky5JDtBg8ejN/+9rcJBZWsbNuGZVn8g6e4WZaFCo8HQVV1vSii5GarKqrS02BUV7daLgldh5KWCu9hh8Eo6Q41NQVG165Q09Nb5fnJeZZlYefOnfB6vTy2UUKYS+QE5hE5pU2sg22aZpOud9B1HZF2PGMtEVGHJwS07GzoRUXQcnLg6dkTRreuUPx+CF4mQ0RERB1YkwvsgoICrFq1CqNHjz5ouy+//BL5+fkJB0ZERG2D3rkzfIcPhFFYCK1TJ2gZGRCcYIaIiIioniYX2GPGjMH999+PCy64oNGe7EgkggceeADjxo1zLEAiImolqgotMxPefv1gFBdD8RjQO3fm2tJERERETdTkAvuqq67CkCFDcPLJJ+Phhx9Gp06d6ty/ceNGTJ8+HV9//TWeeuopxwNNBpxFPHl9+umnuPHGG/H5559j69at8Pl86NWrFy699FKcffbZrRZHdBbxCITk9deUGCFtGFV7G8wlYRjwDx0KT4/u8PTuDTUlBVBVTjzm8wFffLH/NsVm7OWxjRLFXCInMI/IKW1ima4BAwbgvvvuw8yZM1FcXIwjjjgCxcXFAIDvv/8e//nPf2DbNh544AGUlpa2WMBtGdfBTl7l5eXo3LkzzjjjDBQWFqKyshJPPfUUzjnnHPzwww+46aabWiWO6DrY1QiZVqs8H7VfqmkhraoSvsMPh5aTAy0nB0owCDUjA3peHgTXeK5PUYB+/dyOok2pWXOWKFHMJXIC84iSgZCyeQvurlixArfffjveeustVFVVAQD8fj+OOeYY/PrXv8aRRx7ZIoG2dSUlJQCANWvWsBeoHTnyyCOxceNG/Pjjj63yfFJKbPrjPYh89RWYRdQUQtehd+oELT8fnh7doRcUQM3KgpKaCltKqOyZpgRIKWFZFvOIEsZcIicwj8gpNbXb2rVrHd93s+e3HzFiBF566SXYto1t27YBALKzszlUA9GZ1sPhMDwej9uhkEOys7OxZcuWVnu+cDiMbcEggroOjbPx0z5qWhq03BwYJd2hZWdDCQagpqdD8fmgpqVBaWA4cygUQllZGQoKCviZ1FThMHD77dHbc+YA7OVHOBxmHpEjmEvkBOYROaVNLNN1IEVROESD2h3btmHbNnbu3Im//OUvePXVV3Hvvfe6HRZ1AELXoRcWQs3MhF5QAL2oEGowCCU1DXoeP2tbRSQCzJsXvX3ttSywiYiIqNm4QjtRLTNnzsRDDz0EADAMA/fccw8uuugil6OidkUIaLm58PbtC09JMTw9e0JJTeVQNyIiIqJ2gAU2US1z5szBhRdeiC1btuCll17CZZddhsrKSlxzzTVuh0ZJSgkE4OnRHWpmFrx9+8DbuzfXkCYiIiJqp1hgE9XSpUsXdOnSBQAwadIkAMCvf/1rnHvuucjJyXEzNEoCalpadLKxnofBP3gw1MxMKLxGjIiIiKjDYIHtIE3TYPCavXZl2LBhePDBB7F27dpWKbANw0Dunj0IcYKzNk34vDC6dIWvtP++SceCUDMzoWVmuh1ajGEY6Nq1q9thUJJjHpFTmEvkBOYROaVNrINNTcPrKNuXt956C4qixKbyb2lCCAiAS3S1EcLnhZaZBb1TAbTcPAivB3p+flIM8+ZnETmBeUROYS6RE5hHlAxYYDvIsixEIhHobfzEm+qbMWMGUlNTMWzYMOTl5WHbtm34y1/+gqVLl+Laa69tteHhkUgEO/w+eDUNqmm2ynNS9DppLTsbeufO0LIyIXw+eHv2hFZQkLQH80gkgu3btyMrK4ufSRQ35hE5hblETmAeUTJgge0gKSVs23Y7DIrDiBEj8Oc//xmPPfYYysvLEQwGMXDgQDzxxBM4++yzWy0O27YRUTV4krSoa8uUlBR4Sorh7dsXanY29NxcKMEghK5DaO3vo9C2bVRXV/MzqTm8XuCjj/bfJuYROYa5RE5gHpFT2uQ62ETtyXnnnYfzzjvP7TAoUUJALyqClpsDLTMTakZmdHh3Xh7U9PSk7Y2mVqKqwNChbkdBRERESYwFNhElNS0nB3phIXwDB8Do3h16bq7bIRERERFRB8UCm4jaPDU7C56S7lDT06FlZUIvKoKang7F54Pi97sdHrUX4TDwxz9Gb8+aBXBVCCIiImomFtgOUlUVWju8lpNaj6ZpSK2uBizL7VBal6pCy8yE0DUInw9qSiq0nGx4evaElpsLLTeXw7ubSdM0ZGVl8TOpOSIR4LrrordnzmSBDeYROYe5RE5gHpFTuExXkhBCQFVVt8OgJKaqKnyRCELtePIOJTUF/iFDorN05+VB6DrUrCwW0A5TVRUpKSluh0FJjnlETmEukROYR5QMWGA7SEoJy7JYZFPcLMvCXl0HFAVKEhfZQteh+P0QXi+MLp2jy19lZESvl+7alcV0K7AsC1VVVfD7/fxMorgxj8gpzCVyAvOIkgELbAdZlgXTNPkHT3EzTRO7vV4EVbXtF9iaCi0rG4rXCyUQgNG1C9T0dPiOOAJKIMAi2mWmaWL79u0wDIOfSRQ35hE5hblETmAekVO4TBcRuUIJBqFlZ0NJCULLyoZRXAyjuBvUlBQIr5dFNBERERFRLSywiToyIaCmpUHNyIgW0RkZ0Dt1gt65C9T0tOja0YridpREREREREmBBTZROxYdut0ValpqtDc6Lx9aTjbU1FQIrxeKx8NlroiIiIiIHMIC20FCCCjs7aMEKIoC3TIhpDx4Q02FUDUIw4AwdBjdukFNS4OWlQUtNze6XnRmJpRAoHUCpzZHURR4vV5+JjWH1wu89db+28Q8Iscwl8gJzCNyCpfpShKqqkLXdbfDoCSm6zoyq/YiZJrRDUJATU2Fd0ApPN27wygu5prQ1CS6riM/P9/tMJKLqgJjx7odRZvCPCKnMJfICcwjSgYssB3WkjPSUfskTRPm9u2wd++GHYnAN3gQfEcMhq+0FGpaGq+BprjIWqMg+JlE8WIekVOYS+QE5hElAxbYDjJNE+FwGB6Px+1QqA2RUsLetQuRzZthbtsGq7wcVnk57N27EdlYBnPr1lhbU9dhnnUmugwaBI15RAkIh8MoKytDQUEBP5OaKhIBHn44envGDIAjkphH5BjmEjmBeURO4TJdREnArqxE+KefYO0sR6SsDPbeKljbtiG8/ifYe/a4HR4RHUo4DFx2WfT2tGkssImIiKjZWGATxcncuROhr7+GuWULqletRnjdOuBQk5MREREREVG7xQKb6CDsqiqY27cjsn49wuvWwdpTAbuyEtbuXTDLNrkdHhERERERtSEssKlDkpYFc8uW/ddD762O3t6xHTISgR0Ow9xYBmvXLrdDJSIiIiKiJMEC20GapsEwDLfDoH2kbcPasQOhb79F+Mf1sHZsh1W+C1bFHlg7ywHbdjvEetRIBDmpqcwjSphhGCgqKoKqqm6HQkmMeUROYS6RE5hH5BSug51EuGRAy7PKyxHZvAV2xR7YFRWIbNoMc9tWWOW7YFdVQobCkJEIZCTSJovogxEANEVhHlHChBDQNH7EU2KYR+QU5hI5gXlEyYAZ6iDLshCJRKBz5tm4SSlh794Nc9s2SNOEDIVQvformNu2wq6ohLl5M+yqKrfDbDGWpmJ7ZSVymUeUoEgkgp07dyIjI4O5RHFjHpFTmEvkBOYRJQMW2A6SUsJOsh5Tt1gVlYhs3ABz0yZEyjbBrqpCeN0PsLZvh4yYbofnGikUVEUizCNKmG3bqKqqQlpamtuhJA+PB3j55f23iXlEjmEukROYR+QUroNNbZ5dWQlrzx7YVXthV1UhsmFDdAh3dTVgmpCmBRkORYdxh0Mwt2wFLMvtsImI9tM0YPJkt6MgIiKiJMYCmw5JhsMwt2+HtXs3rJ07EV6/HpGNG2FuLIte62yakOGw22ESERERERG5igU2AUC0eN69B6FvvoG5fRvsPRUwt26FXVEBc8cO9jYTUfsXiQBPPRW9fdZZAK/vIyIiomZige0gRVHa7LIBUkqYW7dGr3neWAZr5w6YO3bA3BItou3KSrdDJACKZSHN622zeUTJQ1VVZGRkMJeaIxwGzjsvevsXv2CBDeYROYe5RE5gHpFTuExXklAUxbWlA+xQCNaOHbDKyyEjEZjbtiNSthGhb76FtXsXZHUIkNKV2KjpFNtGqtfLJSgoYZqmcRIYShjziJzCXCInMI8oGfAs3kE1s4gripL4viwLMhyGXV0Nc9MmyFAI0rYB24ZdHYK9ZzcimzdHe6U3b4FdUeHAKyC32UJgbyQCw6E8oo7Ltm1UV1fD6/UylyhuzCNyCnOJnMA8omTAAttBNetge2ot72KHw9EJwEwzeruqKjoxmG1DhiOwKythV1VG/1tRgcjGjdEZuKv2uvhKyC22pmFbZSX8B+QRUXNFIhFs2bIFBQUFzCWKG/OInMJcIicwj8gpXKYrWdg2Ihs3AkC0x7mm1/kghMeA6jGgZmQAADy9e7d4mNR2hS0Lm3wGdod3w4DhdjiUxMLhMPaae5lLzRGqRM3Aw12hXYBmuhpOW9Be8khXdOiqDk1oLXrdHREREQtsJykK9E6d+I0axU0NhfD+h0/h87LPERERt8OhJKZLHblmLrb8sIW51ETG3gh+v+/2vPfnIezjJGdtJY8yvBnwaT74NB80RYOhGAgaQeiKjixfFtKMtFgBrSkadFWHX/PDr/vhU6OPYWFNREStgQU2ERERtRl+3Y+h+UMxJG8Icv250BUdhpq8vedERNSxsMB2kBCC35BTQoQQsBUbEpzxnRIjIREREeZSM5iGij/9ZkLsNrV8HuUH8pHrz0W2LxsFgQL4NB8OyzgMAT3QIs9H7hFCQNd1nidRQphHlAxYYDtIVVUYBr9lp/gZhoEqfxXMEK/9pMSYwsQWbYvbYSQVW1XwyZgebofRpjidR0IIFKcW46jCo9A7qzdS9BSeKHcQhmGgsLDQ7TAoyTGPyClcB5uIiIiSkk/zoX92f3RN7Yqh+UPZO01ERO0aC2wHmaaJcDjMXmyKWzgcRqAiAF3qnJiKEqJLHTlmDrZqW5lLTaRYNga+uxYA8NlRJbBVrrEaTx6pQkXX1K4oDBaie3p3lOaUwqNy8s+OLhwOo6ysDAUFBTxPorgxj8gpXKYriUjJ6x0pflJKCHC4JDmDudQ8WtjCBb99FQAw+6UZCPtYYAOHziNDNVAYLESX1C7on9Uf3dO7c1IyqkdKGfshihfziJIBC2wiIiJqElWoyA/ko2dGT+T4c9Answ8yvBnQFJ5OEBERASywiYiIqJZMbyY6p3RGpjcTQSUIo9JAVm4WumZ2RaqRyknJiIiIDoIFNhERUQfl03zoldkLPdJ7oHt6d/g0H7K8WbEiOhQKRa93zCyAx8PrqImIiA6FBbaDVFWFrutuh0FJTNd1VPmqYIa5TBclxkR0eSUTzCXaL82ThsNzD0e31G7ol9UPft1/0Pa6rqOgoIDHNkoYc4mcwDwip3CZriQhhICicFIcip+iKLBVG1Jw8g5KjBQSEXD28I7Or/tRml2K0uxSFAYLke3LbtZJhaIo7LkmRzCXyAnMI0oGLLAdZNs2TNOEpvFtpfiYpglPyANVqrCE5XY4lMRUqSLFTsEeZQ9zqZ3TFR1pnjRk+7JREChAfiAf/7+9O4+Por7/B/6ae/beTTYXOQnIVUHwQMEDxAMEq/WqolW8LSpe1Z/WC1BrFaXqF49aatVvrSh4H1Ssij0EUSva+oV64lUBgSSQc4+Zz++PIQsxoGR3NptNXk8feTCZnd19b3xld96Zmc8n6omiwCzockP9XclkEps3b0YoFOJnG2WEWSI3MEeUD5hMF9m2Dcuy+AtPabMsC1pCgwwZFtgUUfpkyPDZPjTLzczSLkpqMv54xYTUck+kKzqinigMxUCprxT7lO6D2lBt1kbxtiwLjY2N8Pv9/GyjjDBL5AbmiNzCebCJiIiyzFYVrJg4NNdlpPh1P/Ys3hMVgQpUBipRaBb+4DXTRERElFtssIkAvPbaa3jkkUewbNkyfPXVVwiHw9h7771x/fXXY6+99sp1eUTUy0mQENAD+FH0RxhdOhr9Q/05tzQREVEe4qc3EYD77rsPmzZtwsUXX4xhw4Zhw4YNmDt3Lvbbbz8sWbIEEyZMyHWJRJRlsmVj6NtfAgBW71MFW3H/NHGP6kGhpxBe1QtDMTAwPBBDCoeg0CyEqZquPx8RERF1LzbYLpJlGYqi5LoMSsM999yD4uLiDusmTZqEgQMH4uabb+62BltRFMS1OKw4r5mlzFiw0CQ38frrLlDjFqZf+yIA4LLnz0Xck36DXeorxaDIIJT6SlHmK4NX8yKkh+DTfFmdGsRtiqIgGAzys40yxiyRG5gjcgun6coTsixzwIU89d3mGgD8fj+GDRuGr776qtvqUFUVcSMOu8Xutuek3smWbGxWNue6jF7Pr/sR1IMo9hYjbIRRFahCqa8UlYHKvGqkd0ZVVRQUFOS6DOoFmCVyA3NE+YDdoIuEELBtm3Nh9xKbN2/Gu+++262nh9u2DdmSIQmJc2FTRiQhQRMaElKCWXJBgVmAYm8xhhUOQ22oFh7Vg6ARhKmYvaKR3hnbthGPx6HrOj/bKCPMErmBOaJ8wAbbRZZlIZFIwDCMXJdCLrjgggvQ3NyMa665ptueM5FIwNvqhQoVCSS67Xmp91Ghosgqwrfqt8zSLpKwrVH+6eCfIlxYjogRQdQThSL3zdMRE4kE1q1bh7KyMn62UUaYJXIDc0Ru4TRdRN3suuuuw5/+9CfMmzePo4gT9VISJOwe3R3VoWr0D/ZHpVwA4H4AwH799gN8vtwWSERERHmHDTbRd8yePRs33XQTfvWrX+HCCy/MdTlElCGP6oGhGAjoAQyKDEJ1sBo+zYdyfzn8un/bhs3NuSuSiIiIegU22ETbmT17NmbNmoVZs2bh6quvznU5RPQDJElCUA8iZIRQ4i2BJmuoClYh6onCp/pQ4iuBrui5LpOIiIj6CDbYLuvNg930djfeeCNmzZqFa6+9FjNnzsxJDZLkDG4mwEGpKDMCAjbsXpWlkBHCbuHdUkegdUXHbpHd4NNcOpVb14G77962TJAkCbIs87ONMsYskRuYI8oHbLBdpKoqdO6U5aW5c+fi+uuvx6RJkzBlyhS8+eabHW7fb7/9uqUOXdfR7GtGMp7sluej3ispJbFWW5vrMrpEkzXoio5CTyH6+fqhwCyAV/MibIRRG65FQAtkd6dK04ALLsje4+chXddRVVWV6zKoF2CWyA3MEbmF82ATZdnzzz8PAHjppZfw0ksvdbpdiN5zFJAol8JGGKZqIqAHUGAWoMRbgqpgFcr95QjogVyXR0RERJQRNtgusiwrNTcf5ZfXX3891yUAAOLxOLwtXqhCRVLiUWxKnypUFCYLsUnd1C1ZkiBBUzQE9AC8qhemasJUTASNICr8FSjyFvX8JtqygL//3Vk+8EBA6ZtTc20vHo/j22+/RXFxMT/bKCPMErmBOSK3cJquPCGE4JFOyogQArItd5iPlygdEiSoUF3PkqmaqApUIaAH0M/fD4VmIcJGGFXBqvwfTKytDTj4YGe5qYnTdMF5T0omk/xso4wxS+QG5ojyARtsIiLqQJVVBPQACs1C1IRq4FW9KPQUIqgHMSA8ALIk57pEIiIioh6JDTYRUR/i03wI6AGU+cpQ4iuBV/XCr/lhqM480aXeUng1b67LJCIiIspLbLCJiPKYBAkezYMiTxFKfaXbrn1WgsAWoLi0GF7TaaI9qgce1cPpTYiIiIiyhA22ixRFgaZpuS6D8pimaWg1WzlNFwFwpq0q95ej0FMIUzUR9UQRNsIwFAOGYqDALEDEjECVO7+V27aNWCwGwzAgyzylm9KjaRpKSkr42UYZY5bIDcwRuYXTdOUJSZK4I0sZkWUZlmpBSBy8oy/q5++HCn8FqoJVqAxUoiJQAUMx0nosWZbh8XhcrpD6GuaI3MIskRuYI8oHbLBdZNs2kskkVJU/VkpPMpmEHtchCxm2ZOe6HMqioB5Eqa8UFYEKRD1RVAerURWocu0vqslkEk1NTfD7/XxPorQxR+QWZoncwBxRPmAyXWTbNizL4i88pc2yLOhxHQoU2GCD3Rvoig6P6kHYCKM2VIv9+u2HEm/JDk/rdpNlWWhoaIDH4+F70q7SNGDOnG3LxByRa5glcgNzRG7hPNhERD2MIinwaE7j7NN80GUduqLDr/sR1IOoClShOljNEbnzia4DV1yR6yqIiIgoj7HBJiLaAV3RUROsQcSMoMhThGJvMYq8RYgYEXhUDxRZyXWJRERERNTDsMEmoj7Hq3lRYBYgqAdT80IXmAVOE+0pgl/3w1AMyBIHLexTLAt4911nec89AYV/RCEiIqKuYYPtIo4iTpmSZRlJNQk7zuuvMyFBQsgIwaf54NN8qA3XothTjPJAOTyqBxEj0uvngpZlGT6fj+9JXdHWBowe7Sw3NQE+X27r6QGYI3ILs0RuYI7ILZymK09wHmzKlKZpaDPbYLVauS4lb2iyhlJfKUp9pYh6ooiYEQyODEahpzDXpeWUpmkoKirKdRmU55gjcguzRG5gjigfsMF2WTZHpKPeTwgByZYAAYAx6kCChKg3ioAWQJG3CGW+MtSGalEeKE97rujeTAiRmjaQ70mULuaI3MIskRuYI8oHbLBdlEwmEY/HYRjc2af0xONx+Fp80KAhgUSuy8kJXdFR4i2BV/OiMlCJfr5+iJgRVAWr2Eh3QTwex9q1a1FWVsb3JEobc0RuYZbIDcwRuYXTdBFRr6PJGnyaD8XeYlQGKlHoKUSRpwi14Vo20kRERESUl3I+QsCiRYvwk5/8BJWVlfD5fBgxYgTuu+8+2HbHQZ4WL16MUaNGwTRNDBw4EPfee+8OH+/2229HTU0NTNPEPvvsg9dff73TNo2NjTjvvPNQWFgIv9+Po446Cl988UU2Xh5Rn6dICoq9xRgUGYQfRX+EY3Y7BtNHTsdvxv8GNx1wEy7a8yIcs9sxOKjiIAwtHMrmmoiIiIjyVs6PYM+dOxfV1dW47bbbUFJSgqVLl+Kiiy7CZ599httuuw0AsHz5chx99NE47bTT8Jvf/AZvvPEGZsyYAV3XcfbZZ6ce6/bbb8fVV1+Nm2++GXvuuSfmz5+PI444Am+99RaGDx+e2m7q1Kl49913cffddyMYDOL666/HoYcein/961/weDzd/jMgyke6oiOgB1AVqEKJrwQFZgF8mg9e1YuAHoChGFBlFaZiQlM4+B8RERER9X6SEELksoANGzZ0Gg3wsssuw3333YeGhgYYhoEjjjgCdXV1WLFiRWqbc889Fy+88AK+/vpryLKMWCyGkpISnHvuuZgzZw4AwLIsDB8+HCNGjMBjjz0GAFixYgX2228/vPjii5g8eTIA4Msvv8SAAQMwb948/PznP0/rddTW1iKZTOLjjz/mNSGUtlgshj+t+BP+Hf83ElL3XoPtVb3wal7oio6gHkRAD8CreRE2wjAUA37Nj7ARhqmaCBtheFQPBxjpwWKxGK9T66p4HLj5Zmf56qsBXc9tPT0Ac0RuYZbIDcwRuaV///6QJAmfffaZ64+d8yPYOxpqf9SoUWhra0NdXR0KCgrw2muv4ZZbbumwzSmnnIL58+dj5cqV2GuvvbBs2TJs3rwZU6dOTW2jKApOPPFEzJ07N3Uh++LFixEOh3HEEUektquqqsIBBxyAF198Me0GGwBUVeUvO2XEMAw0+ZuQqO9ac+1RPQgZIfg1P3RFhyZrMBQDHs0Dj+qBX/PDq3rh033wa36Yigmf5oOmaFAkBYqksFnuZQzDQE1NTa7LyC+6DsyalesqehTmiNzCLJEbmCNyS5+bB/vvf/87CgoKUFxcjA8//BDxeBxDhw7tsM2wYcMAAKtXr8Zee+2F1atXAwCGDBnSabvGxkb897//RUVFBVavXo3Bgwd3+qEOGzYMS5YsyeKrItp1iqSg1FcKv+5HibcEmqxBlVXIkoyoJ4qQEXKOJm/XKBMRERERUW71uAb7nXfewYMPPoiZM2dCURTU19cDAMLhcIftIpEIAKCurg4AUF9fD8MwOl1Dvf12FRUVqK+v7/RY7du1P9bO1NbW7vS2r776CqWlpdi4cSNUtcf9WCnHhBBoTjQjYScQt+JoSjahKd6ExngjLNtCwk6gJdmCLa1bcHD0YBxfcTy8uvf7HzThfDW3NXfLa6D8kkwm0dDQgHA4zPekXWXbkD/80FkcPBiQcz4OaM4xR+QWZoncwByRW2zbhpylz/kelcx169bhuOOOw+jRo3HllVd2uG1nh/G3X7+jbdovMd+V7TI9VSCRSOCNN97I6DGob9KgIbT1v882fYbP4P71IET0/ZS2Nhx50kkAgBceewyWaea4IiIiIsqGtrY2eL0/cDArTT2mwd68eTOOOOIIeL1ePPfcc9A055TX9iPQ7Uey27V/3357JBJBW1sb2traYG63U9TQ0NBpuy+//LLT8zc0NKS22Znvuwi+trYWiUQCY8aMgc6BcXqspJ1E0k46R4vjW9DQ1oBNrZuQsBNos9pgCxu2sJEUSQghUkeX41YcSZFEwkogZsWyVp8qVEyMTsSgykHMEWUkHo9j48aNiEajzNKuat52NsgBBxwA+Hw5LKZnYI7ILcwSuYE5Irdkc9ysHtFgt7W14aijjsL69euxfPlyFBYWpm4bMGAAdF3H6tWrMWnSpNT6VatWAUDq2uz2f1evXo1Ro0Z12C4QCKC8vDy13V/+8pdOR6xXrVrV6TrvrpIkCaFQiAOd/QAhBJJ2EjacZrb9LAMBASEE2v9rSbQgZsVg2RYsYSFmxZC0k6ntbGGnltusNrQl29CSbEFjvBGtyVbnVOxEE1qTrUjaScStOFqTrZm/ACXzh9gZTWjQTI05oozFYjG0tLQwS12hbRvLIBwOs8EGc0TuYZbIDcwRuSVbp4cDPaDBTiaT+OlPf4r3338ff/vb31BdXd3hdsMwMGHCBCxcuBCXXnppav2CBQtQVlaWaqbHjh2LUCiExx9/PLXOsiwsXLgQkydPTjXTkydPxg033IAlS5akGvavvvoK//jHPzBv3rzueMk51X4EN/Ulti3HrTg2xzejJdECS1gdmlhb2IhbcbQkW7Y1wts1w6nlrdcatze1CTvR4d82qw1xK57rHwMREREREZHrct5gX3DBBXj++ecxZ84ctLS04M0330zdNmzYMASDQVx//fU46KCDcM455+CUU07BG2+8gfnz5+P+++9P/fXBMAxce+21uPrqq1FUVIQ999wTv//97/HZZ5+l5sAGgH333RdTpkzBWWedhblz56Yev6amBtOmTcvotSiK0qMGXBBCICmSsIWdOgq8PUVWoECBoWz7C2CRt/O0adR9bMsG1n0Kde1KQOa0WZQ+1RaIxi2oa9cxS7uqZbszXL56G/B6dr5tNskqoOoAJECSt/uStt5mAEYQULSt6xXntixMOaKqKqLRaI/6bKP8xCyRG5gjcks2p+mSRPv5uTlSU1ODL774Yoe3LV26FOPHjwcALF68GFdffTVWr16NiooKXHbZZbjgggs6bC+EwO233467774b69evx/DhwzFnzhwcfPDBHbbbsmULLr/8cjzxxBOIx+OYMGEC5s2b1+noeVe0jzCejcnKqY959QZg/f/lugqivqctCZz1lLP8wLGA6cIOnKwCmhfwFwO+KKD7ATMMGAFA9wK+4q3LPkBWnIZZ82alWSYiIiJHNnu3nDfYvUVtbS1s28ann34KRcniRbrUq1mWheZXb4dv43tQYOe6HMpjFmQ0SwH4RCOztKvSabA1DxCqBKKDAE8E8BUB4UpANZ0jzLo/r5tly7LQ3NwMn8/HzzbKCLNEbmCOyC3ZbLB5foWLbNtGMpnkLzylLZlMos72wYAGBdkbrZx6vyQ01ClRGMk2ZmlXqRIwZTCg6ECoFAhEAE+B0zibIadpNkNAoNRprM1Qrz/anEwmUVdXB8Mw+NlGGWGWyA3MEbnFjSmad4YNNhER9Q1G0DlVWzWcU7PDlc4RZm+Bc5q25gN+VuCcqk1ERESUBjbYRESU/3S/c0TZ8APBcmfZDAPewq2nbkcBTzjXVRIREVEvxwabiIh6NtVwTtv2RLYOFla0baCw4mHObd6CzE/Vtm3gyy+d5aoqIItzZBIREVHvxAbbRZIkZXXScur9ZFmGR0pA5qBUlCEZNjyitednSfM41zEbAecotL8YKBgA+Lc20YFSp8HuDq2tQP/+znJTE+Dzdc/z9mCyLMPj8fCzjTLGLJEbmCNySzan6WKD7SJFUaBpWq7LoDymaRpK1EYAiVyXQnlOQwIl1jfd82Sq4ZySrehOs6z7to2qbQadf2XV+VJ0Z3tJca51VvRePUhYvtM0DSUlJbkug3oBZoncwBxRPmCD7bJsjkhHvZ8QAkJIkAAwRZQJAUBAhgQ78yxJitMoR/o7R5g9EaeJVg3AXwIU1DpTUlGv47wnOZ9r/GyjTDBL5AbmiPIBG2wXJZNJxONxGEY3nc5IvU48HsfaZARlMGBwaiXKQBwG1qoVKEt+vWtZktVt1zUbAaB4iNM4hyqd9Qo/LvqieDyOtWvXoqysjJ9tlBFmidzAHJFbOE0XUTdobGzEjTfeiPfeew8rV67Exo0bMXPmTMyaNSvXpRGlTzWAYIVzhNlX5DTP7adm6z6ngfaEAW8U0L25rpaIiIgor7HBJtpq06ZN+N3vfoc99tgDP/nJT/D73/8+1yURfT9ZdRrk6G5AuNo5jbv9KLQFYFMjUF4JeDy5rpSIiIioT2CDTbRVdXU16uvrIUkSNm7cyAabckvRgcIBgOoBNNMZRCzQDwiWAeEqZ72i7XyAsFgM2BzjVFNERERE3YgNNtFWHCyDciZQBlSOBoqHOstmeOtI28xkt1JV4Pzzty0TERERdRH3IFykqip0Xc91GZTHdF1HpVoPmQOc9S66H/BFnRG4Cwc610QbfudUbjOclWufdV1HZWUl5wrtCsMA7rkn11X0KMwRuYVZIjcwR+QWzoOdR3gUlDIhSRIUSeS6DEqXJAOeAsBfBJTsDhT0B0JVzvfdXYokQVGUbn9e6l2YI3ILs0RuYI4oH7DBdpFlWUgkEtA0zgdL6UkkEqhPBhCBCg3JXJfTd8nqti/N45yu3f69ogPeQsBb4Iy8reqArxgI9ts2QncPkEgkUF9fj0gkwvekXSUEsHGjsxyN8hR9MEfkHmaJ3MAcUT5gg+0iIQRs2851GZTHbNtGi9AQggKwwc4SyTk9W/cBkf5Oo+wrcr4PlDnNsxHM+3mfbdtGS0sLQqFQrkvJHy0tQHGxs9zUBPh8ua2nB2COyC3MErmBOSK3cB5sIqJdpXmd65zDVYAn4jTTmg8IlDhHmjl4GBERERFlCRtsIsovig5EBzmDhmke5yh0oBRQzW3zQLOBJiIiIqIcYINNtJ0///nPaG5uRmNjIwBg1apVeOKJJwAAkydPhtfr/mjPtJWiAf6Srdcxq85gYWbQWafozpFoTwEQqsz707eJiIiIqHfiXqqLZFmGyrlT89r06dPxxRdfpL5ftGgRFi1aBABYs2YNampqsvr8qqoiIrdA7a3XX0uyc7Q5XAUEy52BwbxR52i0L5rr6noVVVURiUT4nkQZYY7ILcwSuYE5Irdwmq48Icsypw7Ic59//nlOn19RFISUNgBWTuvIiKI5g4RpHqd5DlUAoXIgOtgZRIxzV3YLRVE4CAxljDkitzBL5AbmiPIBG2wXCSFgWRabbEqbZVlos3WYkKGgh45I74s61zkrmjOImDcKBMuAspHOejbQPYJlWWhra4NpmnxPorQxR+QWZoncwBxRPmCD7SLLspBMJvkLT2lLJpPYYPlRBg0KYtl/QkUDAv2cRtkMbjvyrHmca6E9EWf6KkUHVI+zjcJ5J/NBMpnEhg0bUFZWxvekXaWqwLRp25aJOSLXMEvkBuaI3MJpuogoc0YQKBrsfPm3XgftiwIyP6CIAACGATz0UK6rICIiojzGBpso38iqc2TZX+wcXda8zjpZ2fqvChTUOg21ojlHolWD01cREREREWUZG2yinkgzAbPAaZ7NEBCpBoqHAZEa5zRtInKfEEBLi7Ps9fIPUkRERNRlbLBdJEkSZA7wRLuqeRPQtA5oqQPWvg8kWiE31UEfeDzk2vMAjdc6U/pkWYau63xP6oqWFsDvd5abmgCfL7f19ADMEbmFWSI3MEfkFk7TlScURYHGpogAYNOnQKwRsBJAohlo2QQ0bwTiTcCWb4DWeiDe3OluGoB+IZ3NNWVM0zT069cv12VQnmOOyC3MErmBOaJ8wAabKB1CAMk2p1ne8B9g0ydA07eAFXea6R00z0RERERE1LuxwXZRMplELBaDYRi5LoUylWgD2hqARKvz1bIJaPgCaFznNM+Na52j0C6LwcC6b7egNMIcUWZisRjWrVuH0tJSZonSxhyRW5glcgNzRG7hNF1E2dDaACRanAa6eaNzPXTzRuDzfzjrc0Tk7JmptxGCaaLMMUfkFmaJ3MAcUU/HBpt6LyGca56bNzqnc7fUAa1bBxT7djVgJ3NdIRERERER9SJssCn/xJuB+i+A2BbAtpyjzbEtzvqWOud07tY6oG2zM8gYERERERFRN2CDTT1PMuYMHtbWAGxZC2z579amud45rbutIccFElGvpCjA8cdvWyYiIiLqIjbYLuI0XV0ghNM4J2NO09yyEahbA9SvATZ/3WdP39YQR78CH1TmiDLUPpWJqvJtfpeZJrBoUa6r6FGYI3ILs0RuYI7ILZwHO09IktQ3J763ks5cz4lW5zRt23Ia5EQL0LR+67RVLdu2iTVumxOaOpAhoKsK0BdzRK6SZRm6rue6DMpzzBG5hVkiNzBHlA/YYLvItm0kk8n8/6uabQOxzU5THNuydZTtDUDDl84R50SLM11VyybnGmdh5briXiMJFQ1bWhGO9oIcUU4lk0k0NDQgHA4zS5Q25ojcwiyRG5gjygdMpots24ZlWfnxC5+MOU1z22ag6Vvn381fAxs/cr7nZFE5YUFBU1sCgXzJEfVYlmWhqakJgUCAWdpVzc2A3+8sNzUBPl9u6+kBmCNyC7NEbmCOyC2cB5t2LhkHrJjzb6LFGT073uKsa613lls2Otc5t9Y7p27b1tYRuPvmdc5ERERERETZwAa7J7ESTpNsJYHmb525mxOtzlfjum3TUW3+2rmOOd7C07OJiIiIiIh6CDbY2WRbTpMcbwHW/WvrKdlbth5xjjkNdbzJaZZjjU4jzVOziYiIiIiI8hIbbBfJyVYob84Dmtc7o2QnWnJdEuUZBUmEvDoUzsFLGVIUBaFQiFmijDBH5BZmidzAHJFbOE1XnpA1E+qQybkug/KYCsDSSvFtUwJAItflUL6TTLQyS7tMam5F2dbltQ2tEAlOlweAOSIAQNCjwaspkOX0dkpVVUUkEnG5KuprmCPKB2ywXSRkFXbRkL45Fza5wrZt/O/Lq7BqXQsEsveXNer9JAjoko24kJmlXaTHWnHf1uUbXliFuOHJaT09AXPUd8myhL2qIxheHkJVgRc+XcnoiI9t24jFYjAMg/tJlDbmiPIBG2wXWZaFRCIBwzByXQrlqUQiAb/VBE0C4oKnP1H6NMlGqdaGtQmTWdpFtizjXyP2Ty0Tc9QXDSj247BhJRhUEkDIo7n2uIlEAuvXr0dZWRn3kyhtzBG5hdN0ERERZVlSM3DXpXfkugyibjeoNIADd4tiREUYfoO7hkREmeC7KBEREVEfFPbqOH6vCuzbvyDta6uJiKgjNthEREREfYihyRgzIIofjyhD2Kvnuhwiol6FDbbLsjnkO/V+kiTBlmQIzodOGRKQkITEgam6QI+14s6LJgIALvmfJRzkDMxRb1Qe8eD88QNRGjK79XklSYKiZDZQGhFzRPmADbaLVFWFrvMvwZQ+XdfRqASREI25LoXyXELI+G/cm+sy8o4Rb8t1CT0Kc9Q7RHw6hpYFMbIyjD0qQlCV7h/ET9d1VFZWdvvzUu/CHJFbOA82EREREe0SRZYQ8mgY3b8Ae1ZHUBHxwFA5CjwRUXdgg+2iZDKJeDzOo9iUtng8joC1BZokkBCcJojSp0k2irU2fJswmSVKG3OUH4IeDfvUFGBIWQDlYQ/CXq3HNdTxeBzr169HSUkJ95MobcwRuYXTdOURIXjtLKVPCAFZ2LzakTImQUCFgMTr+SkDzFHPVhoyccb+NaiN+nv8KOBCCFiWxf0kyghzRPmADTYRERFRD2ZoMgKGhmhAR4HPQL+QicGlAdQU+np8Y01E1NewwSYiIiLqQQxNRnHAxL79C/CjfiGURzxQ2EgTEeUFNthEREQAhCThP4P3TC0TdafKAi8GFPtRFjRx4KBoj7uGmoiIdg0bbBcpigJN03JdBuUxTdPQpPiREC25LoXyXELIWMeBqbokoZu47arf5rqMHoU5yr4RFWFMGVGKgcWBXJeSVZqmoaSkhPtJlBHmiNzCabryhCRJkGXuhFD6ZFmGJTlDChFlQkBCTPAIGGWGOcqe3ctDOG7PClQV9o15xmVZhsfjyXUZlOeYI8oHbLBdZNs2kskkVJU/VkpPMpmEabdCgQ0L/GMNpU+BjYCSRKOlMkuUNubIfaUhE4cOLcGBu0WhKn3nZ5pMJtHY2IhAIMD9JEobc0T5oO+8s3cD27ZhWVauy6A0NTU14ZJLLkG/fv1gmiZGjhyJxx57rFtrsCwLhh2DInH6CcqMIgmElASz1AV6rBV3zjgcd844HHqsNdfl9AjMUWYkCQh5NAwo9uOQoSX4xeGDcdNPdsfBQ4r7VHMNOJ9vmzdv5n4SZYQ5Irdkc6o3/umHaKtjjz0Wb7/9Nm655RYMGjQIjz76KKZOnQrbtnHyySfnujwi6gaBpoZcl0B5TJKAAUV+7FEZxqiqMIr8Rp9rpImI+jo22EQAFi9ejL/85S+pphoADj74YHzxxRe44oorcOKJJ0JReB0iERFtE/JqKPIb6B/1YVi/ICoiXhT49FyXRUREOcQGmwjA008/Db/fjxNOOKHD+jPOOAMnn3wyVqxYgbFjx+aoOiIiyhVDkxHyaCgOmKgu9GJwaQCGqqDApyPi1bI6Ei0REeUfNtgukmWZRznz1AcffIChQ4d2GjBjxIgRqdu7o8FWFAVxWYclEll/LurdLCGh0VZhCe78U/p6e44MTUZZyAOvrkBXZBT6DYS9GjyagqKAgeKAgUK/AUXuna+/OymKAr/fz/0kyghzRG7hNF15QpZljmiYpzZt2oTa2tpO6wsKClK3dwdVVdEqe2GhsVuej3ovCzLqkkauy6A8l4850hQZQY+KooABXVEQ8WkIe3XoigxFlqApEgKmhgFFPoS9PJ27u6iqimg0musyKM8xR5QP2A26SAgB27Y5F3ae+r6/ZHXXKYC2bUMWFiQIzoVNGZEgoEoCSSExS5S2XOdIkSX0C3vgN1QEPSo8ugpNluA1VJiqDI+uIGhqCHo0aIqEsFeH3+CuTU+0/VSm3E+idDFHlA/4KeQiy7KQSCRgGPn1134CCgsLd3iUuq6uDsC2I9nZlkgkELAaoUlAXPD0J0qfJtko09qwNmEyS7tISBLW1AxNLVP35GhIWQDlYS+ifh2aIkNXnWuePbqC0qAJHxvmXiGRSGDt2rUoKyvjfhKljTkitwghsnYAjZ9aRACGDx+OBQsWpP4q2u7f//43AGD33XfPVWlE1E0SuombZj6c6zJ6vX5hDwp8OnYr8WN0/wIUB8xcl0REROQaNthEAI455hjMnz8fTz75JE488cTU+ocffhj9+vXDvvvum8PqiIjykyRJGFoWwIAiPwYU+VESNFAcZENNRES9FxtsIgBHHHEEDjvsMEyfPh1btmzBwIEDsWDBArz00kt45JFHOFolEdFOONNY6RhQ5EO/sAdhj4bioIGAqSHk0WBqfP8kIqK+gw020VZPPfUUrrnmGlx//fWoq6vDkCFDsGDBApx00kndWofo1mej3oxZ6ho91oYbr3HOYLnuV48jbvBIK9A5RwFTRXnEgyGlQexVHUFZyORc0LRLmBNyA3NEPR0bbBepqsoBF/KY3+/HXXfdhbvuuitnNRiGgS1qGHHBabooM3Gh4Mu4L9dl5BmB6Ka1qeW+TlUkRPw+6EYI+xd4URwwUBP1YWCRHzLnhaYuMgwD1dXVuS6D8hxzRG7hPNhERETkKkkCIl4dtUV+hDwavLoCj66gf9SHkEdDkd9gI01ERNRFbLBd1D5Nl6ZpuS6F8lQikYDfaoQq2UgKzu9I6VMlG0VqDBuSBrPUBxX6dZSHvQh7nemuNEWCpsgwVQVlYRN+Q0XEpyNofv/nVSKRwIYNG1BUVMTPNsoIs0RuYI4oH7DBdpEQArZt57oMymO2bUMRFtgOUaZkCOiSDZmnOucVSQJ0VYYiy1AkQJYlGKoMv6HCo6vwaApMTYaqyAgYKjy6Aq+uIOzRETBVeHUFQY8GQ5VdOf3Ntm3E43F+tlHGmCVyA3NEbuE82ERERHnMZ6gIelR4tzbJBT4d1YVelIU8CHpURLw6NEWGwlOyiYiI8hobbCIiol1gagr6hU1E/QYUWYIkSQgYKnyGClOTEfRoiHg1hL06TE2BIkmQZUCWnNOziYiIqPdjg01ERH2WocmI+g14dAVlmg8N/XeDBOCokeUwQwHn9GuvjqKAgbBH46BfRERE9L3YYLtIURSoKn+klD5VVdEie5EUbbkuhfJcUsgc4Ow7ioMGhvULoSLsQVWhF2GPhgKf3vEarM8+AgAckaMaexpVVVFUVMTPNsoYs0RuYI7ILZymK09IkgRFUXJdBuUxRVGQkHXYiOW6FMpzNiS02H33Lb484sGoqjBqo36UhUx4dAV+Q83qB2pvpCgKfD7Op06ZY5bIDcwR5YO+u/eVBbZtw7IsNtmUNsuyoNttkCFgg40ApU+GgF9JoslS+0SWSkImBpcEUF3oRU2hD9WFXjbTLrAsC01NTfD7/fxso4wwS+QG5ojyARtsF9m2jWQyyV94SlsymYTHboMqAXHBHFH6VMlGRImjzZZ7RZYK/TpKgiaKgyb8hnNddMijoSRooiRgQHVjELGWFmCffZzlt98GvN7MHzPPJZNJ1NfXwzRNfrZRRpglcgNzRG7hNF1ERNQnRHw6ykImfIaKgUV+VBd6UV3og652w7XkQgCrVm1bJiIiIuoiNthERNQtVEWCqSnwGSoChooCnw6voaI0aKI0aCLk0VBZ4OGp3URERJS32GATEZGrvIYKv6GgwKdjeHkYA4t9CHt1FH53xG4iIiKiXoYNtoskSYIsc0ocSp8sy0hIGmyRzHUplOdsIaHFVmCL9BtaVZHgM1Toigy/oSLk0RDyavDqKgYU+RAwNeiKDI+uIGCqUGUJiiyxie5FZFmG1+vlZxtljFkiNzBH5BZO05UnFEWBpmm5LoPymKZpaFF8SKIx16VQHpMkQFFVtCk6oj4VUb+BgKkiYKrQFBkeTYGhyZAlCaosQ1MkBExnTmhZAhTZ+b5brnumHk3TNBQXF+e6DOoFmCVyA3NE+YANtsuyOSId9X5CCEjCBiCAPjC1EnVdyKuhKGCgOGAiYKowNQWGKiPk0RA0NUT9Ogp8OhRZgm3bkGWZ70mUNiEEc0SuYJbIDcwR5QM22C5KJpOIx+MwDCPXpVCeisfjCFpboHOarrwnSRJMTUa/sAcRrw5Tk6EqMgzVOd3aqyswNQWqLEFVnKPIqixDlpz7qrIEr6HAUBQoigRZAnRF3uXpqGKxGNauXYuysjK+J+0qSQKqq7ctE+LxOHNErmCWyA3MEbmF03QREeWIIksIb73uOOTREPZqMFQFpibDZ6jQFAmKLMOrKwh5NBQHDARNDbLMBi3veL3A55/nugoiIiLKY2ywiajXURXnqLAsOUd+ZUmCJAGqLMFQFXh0JdUYq7IETZHhN1XoW9cV+nQU+nUETA39wiYMlWcTEBEREdEPY4NNRD2a11AR8qjwGxpKgwa8W0e19urONFCeradaa7IMWQaifgOmxoaYiIiIiLofG2wi6lH8porBpQFUF/gwqiqMfmFPrkuivqK1FTjoIGf5b38DPMweERERdQ0bbBepqgpd13NdBuUxXdexWQkhLnrnNF2yLKE87HHmU/ZoKPTrKA2aKA2ZKPQbMNVdH8SLvp+u66iqquIoq11h28A772xbJuaIXMMskRuYI3IL58HOgo8++ggXXXQR/v73v8Pn82Hq1Km45ZZb4MnwiAV/4SkTkiRtHb04f3Okb50yqihgwKMrKA2aqC70Iuo3EPUb8Bl99m2nW0mSxPcjyhhzRG5hlsgNzBHlgz65p9vQ0IAJEyaguroaTz75JL799ltcdtll2LRpEx555JG0H9eyLCQSCWia5mK11JckEgn4rCaosJFEzzySa2gyIl4dhqrA0GQUBwwU+g0U+Q1URDyoiHj44dcDJBIJ1NXVoaCggO9JlDbmiNzCLJEbmCPKB32ywb7//vtRX1+P9957D9FoFIBzevcpp5yCa665BkOHDk3rcYUQsHlaIWXAtm2oIglZAiC65zkVWYJXd0bWjvoNFAUM+HQVHl2BLElQZGc+54CpIezR0C/sga72zOaftrFtG62trXxPoowwR+QWZoncwByRWzgPtssWL16MQw89NNVcA8Bxxx2HM888E4sXL067wSbqKVRFQtB0rnP26IpzuramQFUkhL06KsIeBLdeB80Rt4mIiIiI3NEnG+zVq1fjzDPP7LDOMAwMGDAAq1evzlFVRN8v4tNRW+RD1GcgYKoo8OkwNWeKKlVxjkIHTQ0GBwojIiIiIsqJPtlg19fXIxwOd1ofiURQV1e30/vV1tbu9LavvvoKpaWl2Lx5M0cS78VsWyBpC9hCwBYAICAACNtZEgJI2gLNsSRsAVi2QNK2kbSc+1hCAAKIJW1YtoCAgG0Dlm0jnhSw7ST2rwlg/6FBaKoGVZURMFSo8vcN6mE5/4gkEq0xJLrnR0E9XDweR0tLC9+TuqK5GcHCQgDAloYGIMHfJuaI3MIskRuYI3KLbdtQlOycxdknG2xgx6N9Z3oufiKRwPLlyzMpi/qw9o+JT3b+Nx6iLvv4449zXUJ+eeAB59/26boIAHNE7mGWyA3MEWUqFovB6/Vm5bH7ZIMdiURQX1/faX1DQ8P3Xn/92Wef7fS22tpa2LaNcePGuVIjERERERERuc80zaw9dp9ssIcOHdrpWutYLIZPP/2007XZXSFJEgKBQNZON6Dez7IstLa2wuPxMEeUEWaJ3MAckVuYJXIDc0RukeXsjVfUJ0dCmjx5Ml599VVs2rQpte7pp59GLBbD5MmT035cy7KQTCbdKJH6qGQyiY0bNzJHlDFmKQ2trcD48c5Xa2uuq+kRmCNyC7NEbmCOyC1CZG8+3D7ZYJ933nkIh8M4+uijsWTJEvzxj3/EjBkzcMopp3CKLiKivsq2gb/+1fniHKtERESUhj7ZYIfDYbz22mvw+Xw49thjcdlll2Hq1KmYP39+rksjIiIiIiKiPNUnr8EGgEGDBmHJkiW5LoOIiIiIiIh6iT55BDtbJEnK6gXz1PvJsgzDMJgjyhizRG5gjsgtzBK5gTkit2QyNfMP6bNHsLNBURRompbrMiiPaZqGsrKyXJdBvQCzRG5gjsgtzBK5gTmifMA//xARERERERG5gA22i5LJJGKxWK7LoDwWi8Xw+eefM0eUMWYpTV6v80UAmCNyD7NEbmCOyC3ZnKaLp4gTEREBgM8HNDfnugoiIiLKYzyCTUREREREROQCNthERERERERELmCDTUREBABtbcCUKc5XW1uuqyEiIqI8JIlsXuHdh9TW1gIAPv3006zOq0a9mxACyWQSqqoyR5QRZikNzc2A3+8sNzU512T3ccwRuYVZIjcwR+SW9t7ts88+c/2xOciZy/jLTpmQJIlzqZMrmCVyA3NEbmGWyA3MEeUDniLuIsuykEgkcl0G5bFEIoENGzYwR5QxZoncwByRW5glcgNzRPmADbaLhBCwbTvXZVAes20bzc3NzBFljFkiNzBH5BZmidzAHJFbsnmVNBtsIiIiIiIiIhewwSYiIiIiIiJyAUcRd4nH40EikUBlZSUHOqO0CSFgWRYURWGOKCPMUhqEAD7/3FmuqQH4c2OOyDXMErmBOSK3fPXVV1BVFa2tra4/NkcRd0ksFgPAUcQpM19//TUAoLKyMseVUL5jltIgSUD//rmuokdhjsgtzBK5gTkit1iWBcuysvLYbLBdUlNTAyA7c6lR35HNOfmob2GWyA3MEbmFWSI3MEfklvYsZQOvwSYiIiIiIiJyARtsIiIiIiIiIhewwSYiIiIiIiJyARtsIiIiIiIiIhewwSYiIiIiIiJyARtsIiIiIiIiIhdIQgiR6yKIiIiIiIiI8h2PYBMRERERERG5gA02ERERERERkQvYYBMRERERERG5gA02ERERERERkQvYYGdg8eLFGDVqFEzTxMCBA3Hvvff+4H0++ugjzJgxA8OGDYPP50N1dTXOOussrFu3rhsqplz66KOPMGnSJPh8PhQXF+Piiy9Ga2vrLt334YcfxpAhQ2CaJnbffXcsWrQoy9VST5ZOlrZs2YJZs2Zh3333RTgcRlFRESZNmoR33323m6qmniaT96R2Tz/9NCRJwu67756lKikfZJKluro6nH/++SgrK4Npmhg0aBDuv//+LFdMPVG6OWpubsZVV12FAQMGwOv1YrfddsOsWbMQi8W6oWrqaT755BP8/Oc/x8iRI6Gqapc+n9za31bTuhdh+fLlOProo3HaaafhN7/5Dd544w3MmDEDuq7j7LPP3un9Xn75Zfz1r3/Fueeei5EjR+Lrr7/GrFmzMGbMGPz73/+G3+/vxldB3aWhoQETJkxAdXU1nnzySXz77be47LLLsGnTJjzyyCPfe98nnngCp59+Oq666iocfvjheOaZZ3DiiSciFArh8MMP76ZXQD1Fuln68ssvcf/99+PMM8/EDTfcgEQigbvuugtjx47FsmXLsOeee3bjq6Bcy+Q9qV1raysuu+wylJSUZLla6skyyVJTUxPGjRsHj8eDu+66C8XFxfj444+RSCS6qXrqKTLJ0fTp0/HMM8/gV7/6FXbffXe89dZbuO6661BXV4f/+Z//6aZXQD3F//3f/+HFF1/EvvvuC9u2Ydv2Lt3P1f1tQWmZNGmSGD16dId155xzjigrKxOWZe30fhs2bBC2bXdY9/777wsA4qGHHspKrZR7t9xyi/B6vWLDhg2pdX/6058EALFq1arvve+QIUPECSec0GHd4YcfLvbdd9+s1Eo9W7pZampqEs3NzR3Wtba2irKyMnH66adnrV7qmTJ5T2p33XXXiYMOOkhMmzZN/OhHP8pWqdTDZZKlX/7yl2LAgAGipaUl22VSD5dujhKJhDBNU1x//fUd1k+fPl0UFxdnrV7qubbvw7ry+eTm/jZPEU9DLBbDa6+9hpNOOqnD+lNOOQVr167FypUrd3rfaDQKSZI6rBs+fDgURcE333yTlXop9xYvXoxDDz0U0Wg0te64446DYRhYvHjxTu+3Zs0a/Oc//8HUqVM7rD/55JPx1ltvYePGjVmrmXqmdLPk8/ng9Xo7rDNNE0OHDuV7Tx+Ubo7affrpp5g7dy6PDlFGWfrDH/6As846Cx6PJ9tlUg+Xbo6EEEgmkwiFQh3Wh8NhCCGyVi/1XLLc9fbW7f1tNthp+PTTTxGPxzF06NAO64cNGwYAWL16dZceb/ny5bAsq9PjUe+xevXqTv9/DcPAgAEDvjcv7bftKGtCCPznP/9xv1jq0dLN0o40Nzdj5cqVfO/pgzLN0cUXX4zTTjsNe+yxR7ZKpDyRbpbWrFmD9evXIxKJ4Mgjj4RhGCgsLMQFF1zQ5bEAKP+lmyNN03DGGWdg3rx5WLFiBZqamrB06VLMnz8fF154YbbLpl7C7f1tXoOdhvr6egDOX8e2F4lEADgDduyqRCKBSy65BIMHD8aRRx7pWo3Us9TX13fKC+Bk5vvy4mbWqHdIN0s7cu2116KlpYU7IX1QJjl6/vnnsWzZMnz00UdZqo7ySbpZah/c9YorrsAJJ5yAxYsXY9WqVfjlL3+JeDyO+fPnZ6tk6oEyeU+677778POf/xz77bdfat2MGTNw/fXXu10m9VJu72+zwd5q8+bNWLt27Q9u179//9Tyd0/1/qH1O3LhhRfigw8+wN/+9jeoKv939GY7yoUQYpfy8t1t2k976krWqPfIJEvtHn30Udx555245557MHDgQDfLozyRTo7a2tpwySWXYPbs2R1O5aS+LZ0stQ88NHToUPzhD38AABxyyCFIJBK44oorcOONN6K0tDQ7BVOPlO5n21VXXYUXXngBv/vd7zB48GD885//xMyZMxGJRDB79uxslUu9kFv72+zotnr66adxxhln/OB2K1euTP01o/2vHe3av2+//YfMnj0bDzzwAJ566insvffeXayY8kkkEumUF8AZNfP7Ts/dPmvbj9Tb0NDQ4XbqO9LN0vb+8pe/4IwzzsAVV1yB888/3+0SKQ+km6M777wTsixj6tSpqfeheDwO27bR0NAAr9cLXdezVTb1QOlmqaCgAAAwYcKEDusnTJgA27axevVqNth9SLo5+uCDD3D77bfj2WefxVFHHQUAOOiggyDLMi6//HJccMEFKC4uzlrd1Du4vb/Na7C3Ov300yGE+MGvkSNHYsCAAdB1vdM1IatWrQLQ+fz9Hbn33nsxa9Ys3Hvvvak3BOq9hg4d2ikvsVgMn3766ffmpf22HWVNkiQMGTLE/WKpR0s3S+3eeustHHvssTjhhBNw6623ZqtM6uHSzdF//vMffPLJJygqKkIkEkEkEsGCBQuwevVqRCKR1JFI6jvSzVL7vtR3tR8xSmegIspf6eaofd975MiRHdaPHDkSyWQSX3zxheu1Uu/j9v42373SYBgGJkyYgIULF3ZYv2DBApSVlWHUqFHfe//HHnsMM2bMwA033IBzzz03m6VSDzF58mS8+uqr2LRpU2rd008/jVgshsmTJ+/0fv3798eQIUPw+OOPd1i/YMECjB49mqdo9kHpZglwPjgmT56M/fffHw8++CAvMejD0s3RVVddhaVLl3b4mjhxImpqarB06VL+wbgPSjdLuq7jsMMOw6uvvtph/auvvgpVVVMDx1LfkG6OqqurAQD//Oc/O6x/5513AAA1NTXuF0u9juv7212e2IuEEEIsW7ZMqKoqzj77bLF06VJx0003CVmWxfz58ztsN2DAADFhwoTU96+//rrQNE2MGzdOLF++vMPXJ5980t0vg7pJfX29KC8vF/vvv7946aWXxP/+7/+KaDQqTjnllA7bnXnmmUJRlA7rFi5cKCRJEldffbVYunSpuOSSS4QkSWLJkiXd+RKoh0g3S+vXrxeVlZWitLRUvPLKKx3ee959993ufhmUY5m8J30X58Hu2zLJ0ooVK4SmaeLUU08VS5YsEXfccYfwer3ikksu6c6XQD1AujlKJpNi9OjRori4WNx3333itddeE7feeqvw+XzixBNP7O6XQT1Ac3OzWLRokVi0aJEYP368qKysTH3/7bffCiGyv7/NBjsDL774othjjz2EruuitrZW3H333Z22qa6uFuPGjUt9P3PmTAFgh1/Tpk3rvuKp23344Yfi8MMPF16vV0SjUTFjxgzR0tLSYZtp06aJHf3d66GHHhKDBg0Suq6LYcOGiYULF3ZX2dQDpZOlpUuX7vS9p7q6uptfAfUEmbwnfXcbNth9WyZZevnll8Vee+0ldF0XZWVl4sorrxTxeLy7SqceJN0crV+/Xpx77rmipqZGmKYpdtttN3HVVVeJxsbG7iyfeog1a9bsdH9n6dKlQojs729LQnAWdiIiIiIiIqJM8RpsIiIiIiIiIhewwSYiIiIiIiJyARtsIiIiIiIiIhewwSYiIiIiIiJyARtsIiIiIiIiIhewwSYiIiIiIiJyARtsIiIiIiIiIhewwSYiIiIiIiJyARtsIiLKaytWrMAxxxyDqqoqGIaBkpISjBkzBr/4xS86bDd+/HiMHz++wzpJkjBr1qzU9w899BAkScI777zTDZWn7+abb8YzzzzTaf2qVaswa9YsfP7551l53vXr1+Oqq67C8OHD4ff7YZomdtttN1x88cX4+OOPs/Kc7VauXIlx48YhFApBkiTceeedAIBXX30Ve++9N3w+HyRJwjPPPJP6/9jVn8OsWbMgSZL7xW+npaUFs2bNwuuvv57V5yEiotxQc10AERFRul588UUcddRRGD9+PObMmYOysjKsXbsW77zzDh577DHMnTs3te29996bw0rddfPNN+P444/HT37ykw7rV61ahdmzZ2P8+PGoqalx9TnfeustHHnkkRBC4MILL8SYMWOg6zo+/PBDPPLIIxg9ejTq6+tdfc7tnXnmmWhubsZjjz2GSCSCmpoaCCHw05/+FIMGDcJzzz0Hn8+HwYMHI5lMYvny5SgrK+vSc5x99tmYNGlSll6Bo6WlBbNnzwaATn/wISKi/McGm4iI8tacOXPQv39/LFmyBKq67SPtpJNOwpw5czpsO2zYsO4ur9fYsmULjj76aJimiWXLlqGioiJ12/jx43HeeefhiSeeyGoNH3zwAc455xwcccQRqXX//e9/UVdXh2OOOQaHHHJIh+2Lioq6/BwVFRUdXhsREVFX8RRxIiLKW5s2bUI0Gu3QXLeT5Y4fcTs6RXxnGhsbMX36dESjURQWFuLYY4/FN99802Eb27YxZ84cDBkyBIZhoLi4GKeddhq+/vrrDtvV1NTg9NNP7/QcO6pny5YtuPzyy9G/f3/ouo7y8nJccsklaG5uTm0jSRKam5vx8MMPQ5IkSJKE8ePH46GHHsIJJ5wAADj44INTtz300EOp+77yyis45JBDEAwG4fV6sf/+++PVV1/9wZ/H/PnzsW7dOsyZM2enDejxxx/f4fvnnnsOY8aMgdfrRSAQwGGHHYbly5d3ut/HH3+Mk08+GcXFxTAMA0OHDsU999yTur39dO9kMon77rsv9bpmzZqVquXKK6+EJEmpo/Y7O0X8pZdewiGHHIJQKASv14uhQ4fi17/+der2nZ0i/vjjj2PMmDHw+Xzw+/2YOHEiVq5c2WGb008/HX6/H5988gkmT54Mv9+PyspK/OIXv0AsFgMAfP7556nGf/bs2anXsqN8EBFRfmKDTUREeWvMmDFYsWIFLrroIqxYsQKJRMKVxz377LOhaRoeffRRzJkzB6+//jp+9rOfddhm+vTpuPLKK3HYYYfhueeew4033oiXXnoJY8eOxcaNG7v8nC0tLRg3bhwefvhhXHTRRfjzn/+MK6+8Eg899BCOOuooCCEAAMuXL4fH48HkyZOxfPlyLF++HPfeey+mTJmCm2++GQBwzz33pG6bMmUKAOCRRx7B4YcfjmAwiIcffhgLFy5EQUEBJk6c+INN9ssvvwxFUfDjH/94l17Lo48+iqOPPhrBYBALFizAAw88gPr6eowfPx7/+Mc/UtutWrUK++yzDz744APMnTsXL7zwAqZMmYKLLroodRr1lClTUo358ccfn3pdZ599Np566ikAwIwZM7B8+XI8/fTTO63pgQcewOTJk2HbNn7729/i+eefx0UXXdTpDyLfdfPNN2Pq1KkYNmwYFi5ciD/+8Y9obGzEgQceiFWrVnXYNpFI4KijjsIhhxyCZ599FmeeeSbuuOMO3HrrrQCAsrIyvPTSSwCAs846K/Varrvuul36uRIRUR4QREREeWrjxo3igAMOEAAEAKFpmhg7dqz49a9/LRobGztsO27cODFu3LgO6wCImTNnpr5/8MEHBQBx/vnnd9huzpw5AoBYu3atEEKI1atX73C7FStWCADi6quvTq2rrq4W06ZN61T7d+v59a9/LWRZFm+//XaH7Z544gkBQCxevDi1zufz7fAxFy1aJACIpUuXdljf3NwsCgoKxI9//OMO6y3LEnvssYcYPXp0p8fa3pAhQ0Rpaen3brP9Y/br108MHz5cWJaVWt/Y2CiKi4vF2LFjU+smTpwoKioqxObNmzs8xoUXXihM0xR1dXWpdQDEBRdc0GG7NWvWCADitttu67C+/f/jmjVrUs8dDAbFAQccIGzb3mntM2fOFNvvGn355ZdCVVUxY8aMDts1NjaK0tJS8dOf/jS1btq0aQKAWLhwYYdtJ0+eLAYPHpz6fsOGDZ1yR0REvQePYBMRUd4qLCzE3//+d7z99tu45ZZbcPTRR+Ojjz7CL3/5SwwfPjytI8kAcNRRR3X4fsSIEQCAL774AgCwdOlSAOh0au/o0aMxdOjQXTrt+rteeOEF7L777hg5ciSSyWTqa+LEiZAkKaNRp5ctW4a6ujpMmzatw2Pbto1Jkybh7bff7nAaeiY+/PBDfPPNNzj11FM7nKbv9/tx3HHH4c0330RLSwva2trw6quv4phjjoHX6+1Q1+TJk9HW1oY333zTlZqWLVuGLVu24Pzzz+/SKOFLlixBMpnEaaed1qE+0zQxbty4Tv9PJEnqdJR/xIgRqdwQEVHvx0HOiIgo7+29997Ye++9ATin6V555ZW44447MGfOnE6Dne2KwsLCDt8bhgEAaG1tBeBc+w1gh6NU9+vXL62Gav369fjkk0+gadoOb0/3jwXtjw10vk56e3V1dfD5fDu8raqqCh9//DGam5t3uk27H/rZ2LadGm08mUxi3rx5mDdv3g4fK5PXvL0NGzYAQJcHMGv/ue2zzz47vP271/l7vV6YptlhnWEYaGtr69LzEhFR/mKDTUREvYqmaZg5cybuuOMOfPDBB1l5jvYGfO3atZ2atm+++QbRaDT1vWmaqUGutrdx48YO20WjUXg8HvzhD3/Y4XNuv21Xtd933rx52G+//Xa4TUlJyU7vP3HiRLz88st4/vnncdJJJ33vc23/s/mub775BrIsIxKJAAAURcGpp56KCy64YIeP1b9//+99rl3VPrDYD11v/V3tP7cnnngC1dXVrtRCRES9GxtsIiLKW2vXrt3hkdLVq1cDcI6YZsOECRMAOAOHbX908+2338bq1atxzTXXpNbV1NTgX//6V4f7f/TRR/jwww87NM1HHnkkbr75ZhQWFv5gY2kYRupo+nfXA+h02/77749wOIxVq1bhwgsv3MVXuc1ZZ52F2267Df/v//0/HHjggSgvL++0zVNPPYVjjz0WgwcPRnl5OR599FFcfvnlqVOym5ub8eSTT6ZGFgec0c5XrlyJESNGQNf1Lte1q8aOHYtQKITf/va3OOmkk3b5NPGJEydCVVV8+umnOO6441ypZWf/j4iIqHdgg01ERHlr4sSJqKiowI9//GMMGTIEtm3jvffew9y5c+H3+3HxxRdn5XkHDx6Mc889F/PmzYMsyzjiiCPw+eef47rrrkNlZSUuvfTS1Lannnoqfvazn+H888/Hcccdhy+++AJz5szpNE/zJZdcgieffBIHHXQQLr30UowYMQK2bePLL7/Eyy+/jF/84hfYd999AQDDhw/H66+/jueffx5lZWUIBAIYPHgwdt99dwDA7373OwQCAZimif79+6OwsBDz5s3DtGnTUFdXh+OPPx7FxcXYsGED3n//fWzYsAH33XffTl9vKBTCs88+iyOPPBKjRo3ChRdeiDFjxkDXdXz88cd45JFH8P777+PYY4+FLMuYM2cOTjnlFBx55JE477zzEIvFcNttt6GhoQG33HJL6nHvuusuHHDAATjwwAMxffp01NTUoLGxEZ988gmef/55vPbaa678//L7/Zg7dy7OPvtsHHrooTjnnHNQUlKCTz75BO+//z7uvvvuHd6vpqYGN9xwA6655hp89tlnmDRpEiKRCNavX4+33noLPp8vNdr5rgoEAqiursazzz6LQw45BAUFBYhGo6kpxoiIKM/lepQ1IiKidD3++OPi5JNPFrvttpvw+/1C0zRRVVUlTj31VLFq1aoO23ZlFPHvjuS9dOnSTqNzW5Ylbr31VjFo0CChaZqIRqPiZz/7mfjqq6863Ne2bTFnzhxRW1srTNMUe++9t3jttdd2WE9TU5O49tprxeDBg4Wu6yIUConhw4eLSy+9VKxbty613XvvvSf2339/4fV6BYAOj3PnnXeK/v37C0VRBADx4IMPpm7761//KqZMmSIKCgqEpmmivLxcTJkyRSxatOiHf9hCiHXr1okrr7xS/OhHPxJer1cYhiEGDhwozjvvPPHvf/+7w7bPPPOM2HfffYVpmsLn84lDDjlEvPHGG50ec82aNeLMM88U5eXlQtM0UVRUJMaOHStuuummDtshg1HE2y1evFiMGzdO+Hw+4fV6xbBhw8Stt96auv27o4hv/1oOPvhgEQwGhWEYorq6Whx//PHilVdeSW0zbdo04fP5Ot13R4/5yiuviFGjRgnDMASAHY4IT0RE+UkSYuvEmkRERERERESUNk7TRUREREREROQCNthERERERERELmCDTUREREREROQCNthERERERERELmCDTUREREREROQCNthERERERERELmCDTUREREREROQCNthERERERERELmCDTUREREREROQCNthERERERERELmCDTUREREREROQCNthERERERERELvj/W+UJs8zBFUEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SILHOUETTE - HYBRID\n",
    "\n",
    "# Use original scaled features for evaluation\n",
    "X_hybrid_eval = scaled_dbscan_clean    \n",
    "hybrid_labels  = df_hybrid[\"HYBRID\"].values\n",
    "\n",
    "# Overall Silhouette Score\n",
    "sil_hybrid = silhouette_score(X_hybrid_eval, hybrid_labels)\n",
    "print(f\"Hybrid Silhouette Score (k = {best_k_hybrid}): {sil_hybrid:.4f}\")\n",
    "\n",
    "# Per-sample Silhouette values\n",
    "sil_values = silhouette_samples(X_hybrid_eval, hybrid_labels)\n",
    "\n",
    "# Unique clusters\n",
    "cluster_ids = np.unique(hybrid_labels)\n",
    "n_clusters  = len(cluster_ids)\n",
    "\n",
    "# Silhouette Plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "y_lower = 10  # starting position on y-axis\n",
    "\n",
    "for c in cluster_ids:\n",
    "    # Take silhouette values for cluster c\n",
    "    c_sil_vals = sil_values[hybrid_labels == c]\n",
    "    c_sil_vals.sort()\n",
    "\n",
    "    size_c = c_sil_vals.shape[0]\n",
    "    y_upper = y_lower + size_c\n",
    "\n",
    "    # Fill region for this cluster\n",
    "    plt.fill_betweenx(\n",
    "        np.arange(y_lower, y_upper),\n",
    "        0,\n",
    "        c_sil_vals,\n",
    "        alpha=0.7\n",
    "    )\n",
    "\n",
    "    # Label cluster number on the plot\n",
    "    plt.text(-0.05, y_lower + 0.5 * size_c, str(c))\n",
    "\n",
    "    # Next cluster starts a bit below\n",
    "    y_lower = y_upper + 10\n",
    "\n",
    "# Vertical line for overall silhouette\n",
    "plt.axvline(x=sil_hybrid, color=\"red\", linestyle=\"--\",\n",
    "            label=f\"Overall Silhouette = {sil_hybrid:.3f}\")\n",
    "\n",
    "plt.title(f\"Silhouette Plot – Hybrid Clustering (k = {best_k_hybrid})\")\n",
    "plt.xlabel(\"Silhouette Coefficient\")\n",
    "plt.ylabel(\"Cluster\")\n",
    "plt.xlim([-0.2, 1.0])\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.grid(True, axis='x', linestyle='--', alpha=0.4)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "dfd27515-aa30-418a-9fca-7184337458c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hybrid DBI Score (k = 7): 1.1273\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Davies–Bouldin Index (DBI) - HYBRID\n",
    "\n",
    "# Use original financial features for evaluation\n",
    "X_hybrid_eval = scaled_dbscan_clean\n",
    "hybrid_labels = df_hybrid[\"HYBRID\"].values\n",
    "\n",
    "# Compute DBI\n",
    "dbi_hybrid = davies_bouldin_score(X_hybrid_eval, hybrid_labels)\n",
    "print(f\"Hybrid DBI Score (k = {best_k_hybrid}): {dbi_hybrid:.4f}\")\n",
    "\n",
    "# DBI bar chart\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.bar([\"HYBRID\"], [dbi_hybrid], color=\"maroon\")\n",
    "plt.title(f\"Hybrid – DBI Score (k = {best_k_hybrid})\")\n",
    "plt.ylabel(\"Davies–Bouldin Index (Lower is Better)\")\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "361c0b85-2c6d-4630-bacf-545d3d47bafa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hybrid Calinski–Harabasz Score (k = 7): 1836.1542\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calinski–Harabasz (CH) - HYBRID\n",
    "# Use original scaled features\n",
    "X_hybrid_eval = scaled_dbscan_clean\n",
    "hybrid_labels = df_hybrid[\"HYBRID\"].values\n",
    "\n",
    "# Compute CH Score\n",
    "ch_hybrid = calinski_harabasz_score(X_hybrid_eval, hybrid_labels)\n",
    "print(f\"Hybrid Calinski–Harabasz Score (k = {best_k_hybrid}): {ch_hybrid:.4f}\")\n",
    "\n",
    "# CH bar plot\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.bar([\"HYBRID\"], [ch_hybrid], color=\"green\")\n",
    "plt.title(f\"Hybrid – Calinski–Harabasz Score (k = {best_k_hybrid})\")\n",
    "plt.ylabel(\"Calinski–Harabasz Score (Higher is Better)\")\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d6bbb33b-209a-46eb-a3c0-2ce5ef278e27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "HYBRID CLUSTER PROFILE\n",
      "Clusters found: 7\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BALANCE</th>\n",
       "      <th>PURCHASES</th>\n",
       "      <th>CASH_ADVANCE</th>\n",
       "      <th>CREDIT_LIMIT</th>\n",
       "      <th>PAYMENTS</th>\n",
       "      <th>MINIMUM_PAYMENTS</th>\n",
       "      <th>PRC_FULL_PAYMENT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HYBRID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>131.71</td>\n",
       "      <td>307.91</td>\n",
       "      <td>373.19</td>\n",
       "      <td>3590.74</td>\n",
       "      <td>876.02</td>\n",
       "      <td>181.01</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1700.21</td>\n",
       "      <td>3095.74</td>\n",
       "      <td>255.67</td>\n",
       "      <td>6370.50</td>\n",
       "      <td>2726.65</td>\n",
       "      <td>602.89</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>94.31</td>\n",
       "      <td>968.04</td>\n",
       "      <td>30.27</td>\n",
       "      <td>4541.22</td>\n",
       "      <td>1123.70</td>\n",
       "      <td>167.13</td>\n",
       "      <td>0.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4213.85</td>\n",
       "      <td>319.05</td>\n",
       "      <td>3596.30</td>\n",
       "      <td>6768.71</td>\n",
       "      <td>2547.75</td>\n",
       "      <td>1424.52</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>939.13</td>\n",
       "      <td>320.02</td>\n",
       "      <td>1130.07</td>\n",
       "      <td>2346.36</td>\n",
       "      <td>484.67</td>\n",
       "      <td>329.03</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2135.76</td>\n",
       "      <td>377.32</td>\n",
       "      <td>387.21</td>\n",
       "      <td>2621.79</td>\n",
       "      <td>1133.39</td>\n",
       "      <td>8059.12</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1207.47</td>\n",
       "      <td>437.58</td>\n",
       "      <td>382.56</td>\n",
       "      <td>3287.10</td>\n",
       "      <td>886.93</td>\n",
       "      <td>535.95</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        BALANCE  PURCHASES  CASH_ADVANCE  CREDIT_LIMIT  PAYMENTS  \\\n",
       "HYBRID                                                             \n",
       "0        131.71     307.91        373.19       3590.74    876.02   \n",
       "1       1700.21    3095.74        255.67       6370.50   2726.65   \n",
       "2         94.31     968.04         30.27       4541.22   1123.70   \n",
       "3       4213.85     319.05       3596.30       6768.71   2547.75   \n",
       "4        939.13     320.02       1130.07       2346.36    484.67   \n",
       "5       2135.76     377.32        387.21       2621.79   1133.39   \n",
       "6       1207.47     437.58        382.56       3287.10    886.93   \n",
       "\n",
       "        MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  \n",
       "HYBRID                                      \n",
       "0                 181.01              0.09  \n",
       "1                 602.89              0.18  \n",
       "2                 167.13              0.82  \n",
       "3                1424.52              0.02  \n",
       "4                 329.03              0.06  \n",
       "5                8059.12              0.01  \n",
       "6                 535.95              0.03  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CLUSTER PROFILE - HYBRID\n",
    "\n",
    "# Important financial features (same list as other models)\n",
    "hybrid_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Compute cluster-wise mean values for HYBRID clusters\n",
    "hybrid_cluster_profile = (\n",
    "    df_hybrid\n",
    "    .groupby(\"HYBRID\")[hybrid_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "print(\"\\nHYBRID CLUSTER PROFILE\")\n",
    "print(f\"Clusters found: {len(hybrid_cluster_profile)}\\n\")\n",
    "display(hybrid_cluster_profile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "8ac5be91-bd81-4982-9f72-44a4c7bab2f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HYBRID CLUSTERING - METHODOLOGY & PARAMETERS\n",
      "\n",
      " HYBRID APPROACH RATIONALE:\n",
      "\n",
      "  Why combine multiple clustering algorithms?\n",
      "  Each algorithm has different strengths:\n",
      "   - DBSCAN: Finds density-based patterns, handles noise\n",
      "   - Hierarchical: Captures hierarchical relationships\n",
      "   - K-Means: Finds spherical/convex clusters efficiently\n",
      "  One-hot encoding creates 'meta-features'\n",
      "  Captures consensus across different geometric perspectives\n",
      "  More robust than any single algorithm\n",
      "\n",
      " FEATURE CONSTRUCTION:\n",
      "  Original features: 17 (scaled financial data)\n",
      " - DBSCAN one-hot: 5 features\n",
      " - Hierarchical one-hot: 5 features\n",
      " - K-Means one-hot: 5 features\n",
      "   Total: 32 hybrid features\n",
      "\n",
      " K SELECTION FOR HYBRID:\n",
      "  Tested k from 3 to 9\n",
      "  Best by Silhouette Score: k=7 (0.321)\n",
      "  Best by DBI: k=7 (1.106)\n",
      "  Elbow method: k=8\n",
      "\n",
      " FINAL DECISION: k = 7\n",
      "\n",
      "  Why k=7:\n",
      "  Highest Silhouette Score (0.321) - best cluster cohesion\n",
      "  Lowest Davies-Bouldin Index (1.106) - best separation\n",
      "  Strong Calinski-Harabasz Score (1909.8)\n",
      "  Creates more granular segments (7 vs 5 in other models)\n",
      "  Captures nuances from combined algorithm perspectives\n",
      "  Still interpretable for business (not too many segments)\n",
      "\n",
      " Final Hybrid Model:\n",
      "  - Input: 32 features (17 original + 15 one-hot encoded)\n",
      "  - Algorithm: KMeans(n_clusters=7, random_state=42, n_init=10)\n",
      "  - Performance: BEST among all models\n"
     ]
    }
   ],
   "source": [
    "# JUSTIFICATION FOR HYBRID PARAMETERS\n",
    "print(\"HYBRID CLUSTERING - METHODOLOGY & PARAMETERS\")\n",
    "\n",
    "print(\"\\n HYBRID APPROACH RATIONALE:\")\n",
    "print(\"\\n  Why combine multiple clustering algorithms?\")\n",
    "print(\"  Each algorithm has different strengths:\")\n",
    "print(\"   - DBSCAN: Finds density-based patterns, handles noise\")\n",
    "print(\"   - Hierarchical: Captures hierarchical relationships\")\n",
    "print(\"   - K-Means: Finds spherical/convex clusters efficiently\")\n",
    "print(\"  One-hot encoding creates 'meta-features'\")\n",
    "print(\"  Captures consensus across different geometric perspectives\")\n",
    "print(\"  More robust than any single algorithm\")\n",
    "\n",
    "print(\"\\n FEATURE CONSTRUCTION:\")\n",
    "print(\"  Original features: 17 (scaled financial data)\")\n",
    "print(\" - DBSCAN one-hot: 5 features\")\n",
    "print(\" - Hierarchical one-hot: 5 features\")\n",
    "print(\" - K-Means one-hot: 5 features\")\n",
    "print(\"   Total: 32 hybrid features\")\n",
    "\n",
    "print(\"\\n K SELECTION FOR HYBRID:\")\n",
    "print(\"  Tested k from 3 to 9\")\n",
    "print(\"  Best by Silhouette Score: k=7 (0.321)\")\n",
    "print(\"  Best by DBI: k=7 (1.106)\")\n",
    "print(\"  Elbow method: k=8\")\n",
    "\n",
    "print(\"\\n FINAL DECISION: k = 7\")\n",
    "print(\"\\n  Why k=7:\")\n",
    "print(\"  Highest Silhouette Score (0.321) - best cluster cohesion\")\n",
    "print(\"  Lowest Davies-Bouldin Index (1.106) - best separation\")\n",
    "print(\"  Strong Calinski-Harabasz Score (1909.8)\")\n",
    "print(\"  Creates more granular segments (7 vs 5 in other models)\")\n",
    "print(\"  Captures nuances from combined algorithm perspectives\")\n",
    "print(\"  Still interpretable for business (not too many segments)\")\n",
    "\n",
    "print(\"\\n Final Hybrid Model:\")\n",
    "print(\"  - Input: 32 features (17 original + 15 one-hot encoded)\")\n",
    "print(\"  - Algorithm: KMeans(n_clusters=7, random_state=42, n_init=10)\")\n",
    "print(\"  - Performance: BEST among all models\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "61ac98da-e7ed-4cae-9b57-5143b55afd71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BUSINESS INTERPRETATION – HYBRID\n",
      "\n",
      "--- Hybrid Cluster 0 ---\n",
      "Feature Means:\n",
      "BALANCE              131.71\n",
      "PURCHASES            307.91\n",
      "CASH_ADVANCE         373.19\n",
      "CREDIT_LIMIT        3590.74\n",
      "PAYMENTS             876.02\n",
      "MINIMUM_PAYMENTS     181.01\n",
      "PRC_FULL_PAYMENT       0.09\n",
      "Name: 0, dtype: float64\n",
      "\n",
      "High Characteristics (above dataset average):\n",
      " . CREDIT_LIMIT: HIGH (z = -0.18)\n",
      " . PRC_FULL_PAYMENT: HIGH (z = -0.21)\n",
      " . CASH_ADVANCE: HIGH (z = -0.28)\n",
      "\n",
      "Low Characteristics (below dataset average):\n",
      " . BALANCE: LOW (z = -0.69)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.43)\n",
      " . PURCHASES: LOW (z = -0.40)\n",
      "\n",
      "Suggested Business Label: Low-Usage / Dormant Customers\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- Hybrid Cluster 1 ---\n",
      "Feature Means:\n",
      "BALANCE             1700.21\n",
      "PURCHASES           3095.74\n",
      "CASH_ADVANCE         255.67\n",
      "CREDIT_LIMIT        6370.50\n",
      "PAYMENTS            2726.65\n",
      "MINIMUM_PAYMENTS     602.89\n",
      "PRC_FULL_PAYMENT       0.18\n",
      "Name: 1, dtype: float64\n",
      "\n",
      "High Characteristics (above dataset average):\n",
      " . PURCHASES: HIGH (z = 2.26)\n",
      " . PAYMENTS: HIGH (z = 0.97)\n",
      " . CREDIT_LIMIT: HIGH (z = 0.66)\n",
      "\n",
      "Low Characteristics (below dataset average):\n",
      " . CASH_ADVANCE: LOW (z = -0.35)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.02)\n",
      " . PRC_FULL_PAYMENT: LOW (z = 0.10)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- Hybrid Cluster 2 ---\n",
      "Feature Means:\n",
      "BALANCE               94.31\n",
      "PURCHASES            968.04\n",
      "CASH_ADVANCE          30.27\n",
      "CREDIT_LIMIT        4541.22\n",
      "PAYMENTS            1123.70\n",
      "MINIMUM_PAYMENTS     167.13\n",
      "PRC_FULL_PAYMENT       0.82\n",
      "Name: 2, dtype: float64\n",
      "\n",
      "High Characteristics (above dataset average):\n",
      " . PRC_FULL_PAYMENT: HIGH (z = 2.31)\n",
      " . PURCHASES: HIGH (z = 0.23)\n",
      " . CREDIT_LIMIT: HIGH (z = 0.11)\n",
      "\n",
      "Low Characteristics (below dataset average):\n",
      " . BALANCE: LOW (z = -0.71)\n",
      " . CASH_ADVANCE: LOW (z = -0.50)\n",
      " . MINIMUM_PAYMENTS: LOW (z = -0.45)\n",
      "\n",
      "Suggested Business Label: High-Spend, Full-Payment Loyal Customers\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- Hybrid Cluster 3 ---\n",
      "Feature Means:\n",
      "BALANCE             4213.85\n",
      "PURCHASES            319.05\n",
      "CASH_ADVANCE        3596.30\n",
      "CREDIT_LIMIT        6768.71\n",
      "PAYMENTS            2547.75\n",
      "MINIMUM_PAYMENTS    1424.52\n",
      "PRC_FULL_PAYMENT       0.02\n",
      "Name: 3, dtype: float64\n",
      "\n",
      "High Characteristics (above dataset average):\n",
      " . CASH_ADVANCE: HIGH (z = 1.86)\n",
      " . BALANCE: HIGH (z = 1.59)\n",
      " . PAYMENTS: HIGH (z = 0.85)\n",
      "\n",
      "Low Characteristics (below dataset average):\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.45)\n",
      " . PURCHASES: LOW (z = -0.39)\n",
      " . MINIMUM_PAYMENTS: LOW (z = 0.78)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- Hybrid Cluster 4 ---\n",
      "Feature Means:\n",
      "BALANCE              939.13\n",
      "PURCHASES            320.02\n",
      "CASH_ADVANCE        1130.07\n",
      "CREDIT_LIMIT        2346.36\n",
      "PAYMENTS             484.67\n",
      "MINIMUM_PAYMENTS     329.03\n",
      "PRC_FULL_PAYMENT       0.06\n",
      "Name: 4, dtype: float64\n",
      "\n",
      "High Characteristics (above dataset average):\n",
      " . CASH_ADVANCE: HIGH (z = 0.22)\n",
      " . BALANCE: HIGH (z = -0.24)\n",
      " . MINIMUM_PAYMENTS: HIGH (z = -0.29)\n",
      "\n",
      "Low Characteristics (below dataset average):\n",
      " . CREDIT_LIMIT: LOW (z = -0.55)\n",
      " . PAYMENTS: LOW (z = -0.55)\n",
      " . PURCHASES: LOW (z = -0.39)\n",
      "\n",
      "Suggested Business Label: High Cash-Advance / Revolving Credit Customers\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- Hybrid Cluster 5 ---\n",
      "Feature Means:\n",
      "BALANCE             2135.76\n",
      "PURCHASES            377.32\n",
      "CASH_ADVANCE         387.21\n",
      "CREDIT_LIMIT        2621.79\n",
      "PAYMENTS            1133.39\n",
      "MINIMUM_PAYMENTS    8059.12\n",
      "PRC_FULL_PAYMENT       0.01\n",
      "Name: 5, dtype: float64\n",
      "\n",
      "High Characteristics (above dataset average):\n",
      " . MINIMUM_PAYMENTS: HIGH (z = 7.24)\n",
      " . BALANCE: HIGH (z = 0.43)\n",
      " . PAYMENTS: HIGH (z = -0.11)\n",
      "\n",
      "Low Characteristics (below dataset average):\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.48)\n",
      " . CREDIT_LIMIT: LOW (z = -0.47)\n",
      " . PURCHASES: LOW (z = -0.34)\n",
      "\n",
      "Suggested Business Label: Mixed-Behavior Customer Segment\n",
      "------------------------------------------------------------------------\n",
      "\n",
      "--- Hybrid Cluster 6 ---\n",
      "Feature Means:\n",
      "BALANCE             1207.47\n",
      "PURCHASES            437.58\n",
      "CASH_ADVANCE         382.56\n",
      "CREDIT_LIMIT        3287.10\n",
      "PAYMENTS             886.93\n",
      "MINIMUM_PAYMENTS     535.95\n",
      "PRC_FULL_PAYMENT       0.03\n",
      "Name: 6, dtype: float64\n",
      "\n",
      "High Characteristics (above dataset average):\n",
      " . MINIMUM_PAYMENTS: HIGH (z = -0.09)\n",
      " . BALANCE: HIGH (z = -0.09)\n",
      " . CREDIT_LIMIT: HIGH (z = -0.27)\n",
      "\n",
      "Low Characteristics (below dataset average):\n",
      " . PRC_FULL_PAYMENT: LOW (z = -0.42)\n",
      " . PURCHASES: LOW (z = -0.28)\n",
      " . PAYMENTS: LOW (z = -0.28)\n",
      "\n",
      "Suggested Business Label: High Balance, Low Repayment Risky Customers\n",
      "------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# BUSINESS INTERPRETATION - HYBRID\n",
    "\n",
    "# Important financial features (same as other models)\n",
    "hybrid_feature_cols = [\n",
    "    \"BALANCE\",\n",
    "    \"PURCHASES\",\n",
    "    \"CASH_ADVANCE\",\n",
    "    \"CREDIT_LIMIT\",\n",
    "    \"PAYMENTS\",\n",
    "    \"MINIMUM_PAYMENTS\",\n",
    "    \"PRC_FULL_PAYMENT\"\n",
    "]\n",
    "\n",
    "# Work on a copy of the hybrid DF\n",
    "df_hybrid_biz = df_hybrid.copy()\n",
    "\n",
    "# Cluster-wise mean profile\n",
    "hybrid_profile = (\n",
    "    df_hybrid_biz\n",
    "    .groupby(\"HYBRID\")[hybrid_feature_cols]\n",
    "    .mean()\n",
    "    .round(2)\n",
    ")\n",
    "\n",
    "# Overall mean & std (for z-scores)\n",
    "overall_means_hy = df_hybrid_biz[hybrid_feature_cols].mean()\n",
    "overall_stds_hy  = df_hybrid_biz[hybrid_feature_cols].std().replace(0, 1)\n",
    "\n",
    "print(\"BUSINESS INTERPRETATION – HYBRID\")\n",
    "\n",
    "for cluster_id, row in hybrid_profile.iterrows():\n",
    "    print(f\"\\n--- Hybrid Cluster {cluster_id} ---\")\n",
    "    print(\"Feature Means:\")\n",
    "    print(row)\n",
    "\n",
    "    # Z-score calculation\n",
    "    z = (row - overall_means_hy) / overall_stds_hy\n",
    "\n",
    "    # Top 3 high & low features\n",
    "    top3_high = z.sort_values(ascending=False).head(3)\n",
    "    top3_low  = z.sort_values().head(3)\n",
    "\n",
    "    print(\"\\nHigh Characteristics (above dataset average):\")\n",
    "    for feat, val in top3_high.items():\n",
    "        print(f\" . {feat}: HIGH (z = {val:.2f})\")\n",
    "\n",
    "    print(\"\\nLow Characteristics (below dataset average):\")\n",
    "    for feat, val in top3_low.items():\n",
    "        print(f\" . {feat}: LOW (z = {val:.2f})\")\n",
    "\n",
    "    # Suggested Rule-based Label\n",
    "    label = \"Mixed-Behavior Customer Segment\"\n",
    "\n",
    "    if \"CASH_ADVANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Cash-Advance / Revolving Credit Customers\"\n",
    "\n",
    "    elif \"PURCHASES\" in top3_high.index and \"PRC_FULL_PAYMENT\" in top3_high.index:\n",
    "        label = \"High-Spend, Full-Payment Loyal Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_low.index and \"PURCHASES\" in top3_low.index:\n",
    "        label = \"Low-Usage / Dormant Customers\"\n",
    "\n",
    "    elif \"BALANCE\" in top3_high.index and \"PAYMENTS\" in top3_low.index:\n",
    "        label = \"High Balance, Low Repayment Risky Customers\"\n",
    "\n",
    "    print(f\"\\nSuggested Business Label: {label}\")\n",
    "    print(\"-\" * 72)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ee4135e-10c0-4ef6-a355-33bd33e8bf0a",
   "metadata": {},
   "source": [
    "## 8. MODEL COMPARISON\n",
    "\n",
    "Comprehensive comparison of all four clustering approaches using internal validation metrics.\n",
    "\n",
    "**Evaluation Metrics:**\n",
    "- **Silhouette Score** (0 to 1, higher is better): Measures cluster cohesion and separation\n",
    "- **Davies-Bouldin Index** (0 to ∞, lower is better): Ratio of within-cluster to between-cluster distances\n",
    "- **Calinski-Harabasz Score** (0 to ∞, higher is better): Ratio of between-cluster variance to within-cluster variance\n",
    "\n",
    "**Comparison Strategy:**\n",
    "1. Calculate all three metrics for each model\n",
    "2. Create comparison table\n",
    "3. Visualize metric comparisons\n",
    "4. Identify best-performing model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "caabde70-5b87-4fdb-9611-a75b1e552413",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "MODEL COMPARISON – INTERNAL VALIDATION METRICS\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Model</th>\n",
       "      <th>k (clusters)</th>\n",
       "      <th>Silhouette Score</th>\n",
       "      <th>Davies-Bouldin Index</th>\n",
       "      <th>Calinski-Harabasz Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DBSCAN</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2843</td>\n",
       "      <td>0.5675</td>\n",
       "      <td>34.4979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Hierarchical</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2118</td>\n",
       "      <td>1.4862</td>\n",
       "      <td>1532.2808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>K-Means</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2949</td>\n",
       "      <td>1.3018</td>\n",
       "      <td>1958.1308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hybrid</td>\n",
       "      <td>7</td>\n",
       "      <td>0.3062</td>\n",
       "      <td>1.1273</td>\n",
       "      <td>1836.1542</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Model  k (clusters)  Silhouette Score  Davies-Bouldin Index  \\\n",
       "0        DBSCAN             5            0.2843                0.5675   \n",
       "1  Hierarchical             5            0.2118                1.4862   \n",
       "2       K-Means             5            0.2949                1.3018   \n",
       "3        Hybrid             7            0.3062                1.1273   \n",
       "\n",
       "   Calinski-Harabasz Score  \n",
       "0                  34.4979  \n",
       "1                1532.2808  \n",
       "2                1958.1308  \n",
       "3                1836.1542  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MODEL COMPARISON TABLE\n",
    "\n",
    "# DBSCAN\n",
    "metrics_dbscan = {\n",
    "    \"Model\": \"DBSCAN\",\n",
    "    \"k (clusters)\": len(np.unique(df_dbscan_clean[\"DBSCAN_Label\"])),\n",
    "    \"Silhouette Score\": sil_dbscan,\n",
    "    \"Davies-Bouldin Index\": dbi_dbscan,\n",
    "    \"Calinski-Harabasz Score\": ch_dbscan\n",
    "}\n",
    "\n",
    "# HIERARCHICAL\n",
    "metrics_hier = {\n",
    "    \"Model\": \"Hierarchical\",\n",
    "    \"k (clusters)\": len(np.unique(df_hier[\"HIER\"])),\n",
    "    \"Silhouette Score\": sil_score_hier,      # your variable name\n",
    "    \"Davies-Bouldin Index\": dbi_hier,\n",
    "    \"Calinski-Harabasz Score\": ch_hier\n",
    "}\n",
    "\n",
    "# K-MEANS (use your variable names: sil_km, dbi_km, ch_km)\n",
    "metrics_kmeans = {\n",
    "    \"Model\": \"K-Means\",\n",
    "    \"k (clusters)\": len(np.unique(df_kmeans[\"KMEANS\"])),\n",
    "    \"Silhouette Score\": sil_km,\n",
    "    \"Davies-Bouldin Index\": dbi_km,\n",
    "    \"Calinski-Harabasz Score\": ch_km\n",
    "}\n",
    "\n",
    "# HYBRID\n",
    "metrics_hybrid = {\n",
    "    \"Model\": \"Hybrid\",\n",
    "    \"k (clusters)\": best_k_hybrid,\n",
    "    \"Silhouette Score\": sil_hybrid,\n",
    "    \"Davies-Bouldin Index\": dbi_hybrid,\n",
    "    \"Calinski-Harabasz Score\": ch_hybrid\n",
    "}\n",
    "\n",
    "# Build DataFrame\n",
    "comparison_df = pd.DataFrame([\n",
    "    metrics_dbscan,\n",
    "    metrics_hier,\n",
    "    metrics_kmeans,\n",
    "    metrics_hybrid\n",
    "])\n",
    "\n",
    "comparison_df = comparison_df.round(4)\n",
    "\n",
    "# Display table\n",
    "print(\"\\nMODEL COMPARISON – INTERNAL VALIDATION METRICS\")\n",
    "display(comparison_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "d823f10a-b0b0-4d09-bbac-755571c87154",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxAAAAHkCAYAAACuZcnbAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAgRpJREFUeJzt3Xd8VFXaB/DfvdPSe0ISSCG0JIKAUhWlCkgRFxZdRAULdhZRWQsrxQKiWHnXroCKiKBYVgSk2BYRUJEFgixggEBCes9Mppz3j2HGudO4gYQZ5Pf9fFg399zzzLnnPjm5z9wpkhBCgIiIiIiISAU50AMgIiIiIqJzBwsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwiiM7BkyRJIkuT8FxISguTkZAwcOBDz589HcXHxWRtDfn5+iz+WN/n5+Yo5kCQJUVFR6Nq1K1544QVYrdaz8vhLliw55b5z5syBJEmKbZmZmZg8eXKzjcdxPnbs2NFsMZtyjC1h165duOmmm9C2bVuEhIQgIiICF110EZ5++mmUl5cHZExn0+TJk5GZmRnoYfj1zjvvIDExETU1Nc5tmZmZGDVqVABH1XIGDBiAAQMGNEss9/UrPDwcOTk5mDt3Lurq6k4r5pYtWzBnzhxUVlZ6tL388sst9rtcUVGBmJgYfPLJJy0Sn8hBG+gBEP0ZLF68GNnZ2TCbzSguLsb333+PBQsWYOHChVixYgWGDBnSYo89cuRI/PDDD0hJSWmxx1Bj6tSpuO666wAAlZWV+OyzzzB9+nQcPXoUzz77bEDH5s/q1asRFRUV6GEErTfeeAN33XUXOnXqhBkzZiA3Nxdmsxk7duzAq6++ih9++AGrV68O9DBb1KOPPopp06YFehg+1dfX45FHHsGDDz6IyMjIQA/nrHj55ZebNd5f//pX3H///QCA2tpafPPNN3jsscewa9cufPTRR02Ot2XLFsydOxeTJ09GTEyMou3ll19GQkJCsz5x4RAbG4vp06djxowZGDFiBPR6fbM/BhHAAoKoWXTu3Bk9evRw/jxu3DhMnz4d/fr1w9ixY/G///0PrVq1apHHTkxMRGJiYovEbor09HT06dPH+fPw4cOxe/duLF++PKgLiO7duwd6CEHrhx9+wJ133okrrrgCn3zyCQwGg7PtiiuuwP3334+1a9cGcIQtq76+HmFhYWjXrl2gh+LX0qVLUVZWhltvvTXQQ2k2QggYjUaEhoZ6bc/NzW3Wx2vVqpVi/RoyZAgOHz6MZcuWwWg0IiQkpFkfr7m5ztcdd9yBJ554AqtWrXI+qUPU3PgSJqIWkp6ejmeffRY1NTV47bXXnNt37NiBv/3tb8jMzERoaCgyMzMxYcIEHD582LnPr7/+CkmS8NZbb3nE/fLLLyFJEj777DMAvl/CtGHDBgwePBhRUVEICwvDpZdeio0bNyr2KSkpwW233Ya0tDQYDAYkJibi0ksvxYYNG5plDqKjo6HT6RTbbDYbnn76aWRnZ8NgMCApKQk33ngjCgoKFPv5emmR2pcufPHFF+jWrRsMBgPatm2LhQsXet3P/XG+/vprSJKE5cuXY+bMmUhNTUVUVBSGDBmC33777ZSP683kyZMRERGBAwcOYMSIEYiIiEBaWhruv/9+mEwmxb7Hjx/HNddcg8jISERHR+Paa69FUVGR17g7duzAVVddhbi4OISEhKB79+748MMPne2lpaVIS0vDJZdcArPZ7Ny+d+9ehIeH44YbbvA77nnz5kGSJLz++uuK4sFBr9fjqquucv6s9twOGDAAnTt3xg8//IBLLrnE+XuwePFiAPZzd9FFFyEsLAxdunTxKFIcL0X75ZdfMHbsWERFRSE6OhrXX389SkpKFPuuWLECQ4cORUpKCkJDQ5GTk4OHHnrI46UpjnP03//+F0OHDkVkZCQGDx7sbHN/CdPKlSvRu3dvREdHIywsDFlZWbj55psV+xw5cgTXX389kpKSYDAYkJOTg2effRY2m825j+PlaQsXLsRzzz2Htm3bIiIiAn379sXWrVv9nR6nV155BaNHj/Z4plsNo9GIhx9+GG3btoVer0fr1q1x9913K156M2PGDERHRytejjh16lRIkoRnnnnGua2srAyyLGPRokXObdXV1XjggQcU8e+9916P+ZckCffccw9effVV5OTkwGAwYOnSpT7H7W0deOWVV9C1a1dEREQgMjIS2dnZeOSRR5o8Jw7R0dGQJAkajUax/VRr65w5czBjxgwAQNu2bZ0vjfr666+RmZmJPXv24JtvvnFud82t5pivVq1a4YorrsCrr7562sdOdEqCiE7b4sWLBQCxfft2r+21tbVCo9GIwYMHO7etXLlSzJo1S6xevVp888034oMPPhD9+/cXiYmJoqSkxLlf9+7dxaWXXuoR85prrhFJSUnCbDYrxvD7778793n33XeFJEni6quvFh9//LH4/PPPxahRo4RGoxEbNmxw7jds2DCRmJgoXn/9dfH111+LTz75RMyaNUt88MEHqufg999/FwDEggULhNlsFmazWZSWloq33npLaLVaMXPmTMX+t912mwAg7rnnHrF27Vrx6quvisTERJGWlqY4/oyMDDFp0iSPx+vfv7/o37+/x+MvXrzYuW3Dhg1Co9GIfv36iY8//lisXLlS9OzZU6Snpwv3Zc/9cTZv3iwAiMzMTDFx4kTxxRdfiOXLl4v09HTRoUMHYbFY/M6Ht5yYNGmS0Ov1IicnRyxcuFBs2LBBzJo1S0iSJObOnevcr76+XuTk5Ijo6GixaNEisW7dOvH3v//dOW7XY9y0aZPQ6/XisssuEytWrBBr164VkydP9tjv+++/F1qtVkyfPl0IIURdXZ3Izc0V2dnZora21udxWCwWERYWJnr37u33eF2pPbf9+/cX8fHxolOnTuKtt94S69atE6NGjRIAxNy5c0WXLl3E8uXLxZo1a0SfPn2EwWAQx44dc/afPXu2ACAyMjLEjBkzxLp168Rzzz0nwsPDRffu3UVjY6Nz38cff1w8//zz4osvvhBff/21ePXVV0Xbtm3FwIEDFWOfNGmS0Ol0IjMzU8yfP19s3LhRrFu3ztmWkZHh3HfLli1CkiTxt7/9TaxZs0Zs2rRJLF68WNxwww3OfYqLi0Xr1q1FYmKiePXVV8XatWvFPffcIwCIO++807mfI38zMzPF8OHDxSeffCI++eQT0aVLFxEbGysqKyv9zvnRo0cFAPHyyy97tGVkZIiRI0f67Guz2cSwYcOEVqsVjz76qFi/fr1YuHChcx6NRqMQQoi1a9cKAGLLli3OvtnZ2SI0NFRcccUVzm0rVqwQAMTevXuFEPZc69atm0hISBDPPfec2LBhg3jxxRdFdHS0GDRokLDZbM6+AETr1q3FhRdeKN5//32xadMmsXv3bp9jd18Hli9fLgCIqVOnivXr14sNGzaIV199Vfz973/3O3+Ox77rrruc61dFRYX45JNPRGRkpJg4caJiXzVr69GjR8XUqVMFAPHxxx+LH374Qfzwww+iqqpK/PzzzyIrK0t0797duf3nn39u9vlasGCBkGVZVFRUnPL4iU4HCwiiM3CqAkIIIVq1aiVycnJ8tlssFlFbWyvCw8PFiy++6Nz+0ksvCQDit99+c24rLy8XBoNB3H///R5jcBQQdXV1Ii4uTowePVrxOFarVXTt2lX06tXLuS0iIkLce++9qo/XG8cFkLd/kydPVlxw5+XlOf9Yu/rxxx8FAPHII484t51JAdG7d2+RmpoqGhoanNuqq6tFXFyc6gJixIgRiv0+/PBDAUD88MMPfufDVwEBQHz44YeKfUeMGCE6derk/PmVV14RAMSnn36q2G/KlCkex5idnS26d+/uLCQdRo0aJVJSUoTVanVuW7BggQAgVq9eLSZNmiRCQ0PFrl27/B5HUVGRACD+9re/+d3PoSnntn///gKA2LFjh3NbWVmZ0Gg0IjQ0VFEs7Ny5UwAQL730knObo4BwFEUOy5YtEwDEe++953WMNptNmM1m8c033wgA4tdff3W2Oc7R22+/7dHPvYBYuHChAOD34v6hhx4SAMSPP/6o2H7nnXcKSZKcv9eO/O3SpYvid2Xbtm0CgFi+fLnPxxDij4v2rVu3erSdqoBwFAZPP/2015ivv/66EMK+puj1evHYY48JIYQoKCgQAMSDDz4oQkNDnYXGlClTRGpqqjPO/PnzhSzLHuvjqlWrBACxZs0a5zYAIjo6WpSXl/s9Xgf3deCee+4RMTExqvq687V+XXnllYoiuylr6zPPPOPxxI7DBRdcoBi7Q3PO11dffSUAiC+//FLNFBA1GV/CRNTChBCKn2tra/Hggw+iffv20Gq10Gq1iIiIQF1dHfLy8pz7TZw4EQaDQfFpHcuXL4fJZMJNN93k8/G2bNmC8vJyTJo0CRaLxfnPZrNh+PDh2L59u/N2eK9evbBkyRI88cQT2Lp1q+JlLo6xu8Zw/ed+XNOmTcP27duxfft2bN68GfPmzcOHH36ICRMmOPfZvHkzAHi8NKlXr17IycnxeInV6airq8P27dsxduxYxeuWIyMjMXr0aNVxXF+aAwAXXnghACheatYUkiR5PP6FF16oiLd582ZERkZ6PLb765gPHDiAffv2YeLEiQCgOC8jRoxAYWGh4uVWM2bMwMiRIzFhwgQsXboUixYtQpcuXU7rOHxp6rlNSUnBxRdf7Pw5Li4OSUlJ6NatG1JTU53bc3JyAHifd8fxO1xzzTXQarXOsQDAoUOHcN111yE5ORkajQY6nQ79+/cHAMXvm8O4ceNOeaw9e/Z0Pt6HH36IY8eOeeyzadMm5ObmolevXortkydPhhACmzZtUmwfOXKk4qUyavPt+PHjAICkpKRTjtvbGB1jcjV+/HiEh4c7z1lYWBj69u3rfGnjV199hZiYGMyYMQONjY34/vvvAdhf2uP6gRH//ve/0blzZ3Tr1k2Ro8OGDXO+pMfVoEGDEBsb2+TjAOx5VllZiQkTJuDTTz9FaWlpk/pfc801zvXr22+/xUsvvYQdO3Zg+PDhzpcZNmVtPR3NOV+OfPCWm0TNgQUEUQuqq6tDWVmZ4oLouuuuw//93//h1ltvxbp167Bt2zZs374diYmJaGhocO4XFxeHq666Cu+8847ztcdLlixBr169cMEFF/h8zBMnTgCwf6qITqdT/FuwYAGEEM6P3lyxYgUmTZqEN998E3379kVcXBxuvPFG52vuly5d6hHD8c/99clt2rRBjx490KNHDwwYMAAPP/wwHn30UaxcuRLr1q0DYH+NNACvnxiVmprqbD8TFRUVsNlsSE5O9mjzts2X+Ph4xc+O9wC4nqOmCAsL83gjpsFggNFodP5cVlbm9c327uN2nOMHHnjA47zcddddAKC4gJIkCZMnT4bRaERycvIp3/sAAAkJCQgLC8Pvv/+u6viaem7j4uI89tPr9R7bHZ8i4zpPDu7zotVqER8f73ys2tpaXHbZZfjxxx/xxBNP4Ouvv8b27dvx8ccfA/A8l2FhYao+kevyyy/HJ598AovFghtvvBFt2rRB586dsXz5cuc+ZWVlPufC0e7qdPPN0X46b/ItKyuDVqv1+BAGSZKQnJysGOOQIUOwdetW1NXVYcOGDRg0aBDi4+Nx8cUXY8OGDfj999/x+++/KwqIEydOYNeuXR45GhkZCSGEx0X+mXyS3A033IC3334bhw8fxrhx45CUlITevXvjq6++UtU/MTHRuX5ddtllmDp1Kl566SV8//33zidxmrK2no7mnC9HPpzuekV0KvwUJqIW9MUXX8BqtTrf7FdVVYV///vfmD17Nh566CHnfiaTyesfnptuugkrV67EV199hfT0dGzfvh2vvPKK38dMSEgAACxatEjxqSKuHBepCQkJeOGFF/DCCy/gyJEj+Oyzz/DQQw+huLgYa9euxejRo7F9+3avMdq2bXvK43c8i/rrr79i2LBhzoukwsJCtGnTRrHv8ePHnWMH7H8A3d9gDNgvjF33cxcbGwtJkry+8djXm5GDRXx8PLZt2+ax3X3cjuN/+OGHMXbsWK+xOnXq5Pz/hYWFuPvuu9GtWzfs2bMHDzzwAF566SW/Y9FoNBg8eDC+/PJLFBQUeJwvb2N3PNapzm1zKSoqQuvWrZ0/WywWlJWVOceyadMmHD9+HF9//bXzrgMAr5/ND8DjO0L8GTNmDMaMGQOTyYStW7di/vz5uO6665CZmYm+ffsiPj4ehYWFHv0cdwyaaz4cccrLy5t8AR4fHw+LxYKSkhJFESGEQFFRkfNOCwAMHjwYjz76KL799lts3LgRs2fPdm5fv369cz1wvPHcMbbQ0FC8/fbbfsfu0JT59+amm27CTTfdhLq6Onz77beYPXs2Ro0ahf379yMjI6PJ8VzXL9fxqllbT0dzzpfj70lL/N4RASwgiFrMkSNH8MADDyA6Ohq33347APuCL4Tw+ESbN9980+sXrg0dOhStW7fG4sWLkZ6ejpCQEMVLgry59NJLERMTg7179+Kee+5RPd709HTcc8892LhxI/7zn/8AsF9guD8z2hQ7d+4E8Mft9EGDBgEA3nvvPcXFyfbt25GXl4eZM2c6t2VmZmLXrl2KePv378dvv/3m949ieHg4evXqhY8//hjPPPOM85m4mpoafP7556d9LGfDwIED8eGHH+Kzzz5TvIzp/fffV+zXqVMndOjQAb/++ivmzZvnN6bVasWECRMgSRK+/PJLLFu2DA888AAGDBjgs/hwePjhh7FmzRpMmTIFn376qcdnypvNZmeh2ZRz21yWLVumeBnUhx9+CIvF4izYHRdY7r9vrp+KdqYMBgP69++PmJgYrFu3Dr/88gv69u2LwYMHY/78+fj5559x0UUXOfd/5513IEkSBg4c2CyPn52dDQA4ePCg3zuT3gwePBhPP/003nvvPUyfPt25/aOPPkJdXZ2iGOjVqxeioqLwwgsvoKioCFdccQUA+52JBQsW4MMPP0Rubq7ibuuoUaMwb948xMfHq3rCobmEh4fjyiuvRGNjI66++mrs2bPntAoI9/WrKWurvztIBoPB6/bmnK9Dhw4BaP6PuyVyYAFB1Ax2797tfL1qcXExvvvuOyxevBgajQarV692PrsXFRWFyy+/HM888wwSEhKQmZmJb775Bm+99ZbXj2DUaDS48cYb8dxzzyEqKgpjx45FdHS037FERERg0aJFmDRpEsrLy/HXv/4VSUlJKCkpwa+//oqSkhK88sorqKqqwsCBA3HdddchOzsbkZGR2L59O9auXXvKC0tvjhw54vzYybq6Ovzwww+YP38+MjIynPE6deqE2267DYsWLYIsy7jyyiuRn5+PRx99FGlpaYqLmBtuuAHXX3897rrrLowbNw6HDx/G008/reo7Lx5//HEMHz7c+V0FVqsVCxYsQHh4eFB/c/KNN96I559/HjfeeCOefPJJdOjQAWvWrHG+BMzVa6+9hiuvvBLDhg3D5MmT0bp1a5SXlyMvLw8///wzVq5cCQCYPXs2vvvuO6xfvx7Jycm4//778c033+CWW25B9+7d/V6o9O3bF6+88gruuusuXHzxxbjzzjtxwQUXwGw245dffsHrr7+Ozp07Y/To0U06t83l448/hlarxRVXXIE9e/bg0UcfRdeuXXHNNdcAAC655BLExsbijjvuwOzZs6HT6bBs2TLnM8qna9asWSgoKMDgwYPRpk0bVFZW4sUXX1S8v2L69Ol45513MHLkSDz22GPIyMjAF198gZdffhl33nknOnbseMbHDwC9e/dGaGgotm7d6vHeGcB+l2bVqlUe2zMzM3HFFVdg2LBhePDBB1FdXY1LL70Uu3btwuzZs9G9e3fFS900Gg369++Pzz//HG3btnV+N8all14Kg8GAjRs34u9//7viMe6991589NFHuPzyyzF9+nRceOGFsNlsOHLkCNavX4/7778fvXv3bpZ5mDJlCkJDQ3HppZciJSUFRUVFmD9/PqKjoxUFrS8nTpxwrl9GoxE7d+7EE088gZiYGOd7ztSurQCc7zF68cUXMWnSJOh0OnTq1AmRkZHo0qULPvjgA6xYsQJZWVkICQlBly5dmnW+tm7divj4+GZ/rxORU6DevU30Z+D4xB3HP71eL5KSkkT//v3FvHnzRHFxsUefgoICMW7cOBEbGysiIyPF8OHDxe7du31+6tD+/fud8b/66iufY3D/tI9vvvlGjBw5UsTFxQmdTidat24tRo4cKVauXCmEEMJoNIo77rhDXHjhhSIqKkqEhoaKTp06idmzZ4u6ujrVc+DtU5hCQkJEx44dxb333isKCwsV+1utVrFgwQLRsWNHodPpREJCgrj++uvF0aNHFfvZbDbx9NNPi6ysLBESEiJ69OghNm3apOpTmIQQ4rPPPhMXXnih0Ov1Ij09XTz11FPOT+9x5etTmBzzdKrHcefrU5jCw8M99vU2Hkd+REREiMjISDFu3DixZcsWr4/966+/Oj/WV6fTieTkZDFo0CDx6quvCiGEWL9+vZBlWcyePVvRr6ysTKSnp4uePXsKk8nk93iEsH8S0qRJk0R6errQ6/XOj/mcNWuWIsfVntv+/fuLCy64wONxfH1qEABx9913e8zbTz/9JEaPHu2cqwkTJogTJ04o+m7ZskX07dtXhIWFicTERHHrrbeKn3/+2WM+fZ0jR5vrpzD9+9//FldeeaVo3bq183d+xIgR4rvvvlP0O3z4sLjuuutEfHy80Ol0olOnTuKZZ55RfEKWI6+eeeYZr8ftfu68ueGGG0Rubq7H9oyMDJ+fMOTI+YaGBvHggw+KjIwModPpREpKirjzzju9fvzniy++KACIKVOmKLZfccUVAoD47LPPPPrU1taKf/7zn6JTp05Cr9eL6Oho0aVLFzF9+nRRVFSkOFbXc3wq7uvA0qVLxcCBA0WrVq2EXq8Xqamp4pprrjnlp405Htv1n06nE1lZWeKmm24SBw4c8Nj/VGurw8MPPyxSU1OFLMsCgNi8ebMQQoj8/HwxdOhQERkZ6fw44uacL5vNJjIyMsTUqVNPeexEp0sSwu2jVIiIiILYnDlzMHfuXJSUlPA13rB/oWDPnj2xdevWZntGn85dGzduxNChQ7Fnzx7nS9yImhs/hYmIiOgc1qNHD1xzzTV4/PHHAz0UCgJPPPEEbr75ZhYP1KJYQBAREZ3jnn32WfTs2RM1NTWBHgoFUEVFBfr3748nn3wy0EOhPzm+hImIiIiIiFTjHQgiIiIiIlKNBQQREREREanGAoKIiIiIiFTjF8m5iImJgclkQkpKSqCHQkRERER01hQWFsJgMKCysvKU+/IOhAuTyQSLxRLoYdBJNpsN9fX1sNlsgR4KkVfMUQpmzE8KdszR4GKxWGAymVTtyzsQLhx3Hg4dOhTgkRAAVFZW4ptvvkH//v0RExMT6OEQeWCOUjBjflKwY44Gl6ysLNX78g4EERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVNMGegBEdG7JfOiLQA8haLQJF5hxITBq0fcoqJMCPZyAy39qZKCHQEREZwHvQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVAl5AHDhwAHfccQe6desGrVaLzp07NznG6tWrIUnSafUlIiIiIiL1tIEewJ49e/DFF1+gd+/esNlssNlsTerf0NCA++67D61atWqhERIRERERkUPA70CMHj0aR48exapVq3DRRRc1uf/8+fORnp6O4cOHt8DoiIiIiIjIVcALCFk+/SEcPHgQzz77LF566aVmHBEREREREfkS8ALiTEybNg033ngjunbtGuihEBERERGdFwL+HojT9fnnn2PLli3Yv39/k/plZWX5bDt69CjS0tJgNBoV22VZhl6vh81mQ2Njo0e/kJAQAIDJZIIQQtGm0+mg0WhgsVhgsVi8xhVCwGQyecQ1GAyQJAmNjY0e7w3RarXQarWwWq0wm82KNkmSYDAYAMDjWABAr9dDlmWYzWZYrVZFm0ajgU6n8xrX9Vi9xXUcq7+4TZlDx5w4YgXjHHqL628Om+PcBDoPo3R/xG6wAmabBJ0sEKpR9rMIoN4iARCI0nmERY0ZEJAQqhHQuT2VYbQCjTYJWkkgzG2VsgqgziIBACJ1ApJb3FoLYBMSQjQCere4JhtgskrQSALhbnEFgBqzPVqEVkB2C1xnAaxCgkEWMJw81nCtfS4MGgFAggyBCC/HWn0ybrhWQOMW1zGHelkgxMccShCI9DOHYVoBrVtcxxx6Ozeuc+h6Ph0cc+jt3PibQ6PReFbXCPe4XCOUc+g4XpPJpDg3gZjDYDw3LZWH3uLyOsLzWI1Go0eOco1QHuvZzu+mOCcLCKPRiHvvvRdz585FQkJCs8a22WzIz89XbIuKikJqaiosFotHGwBkZ2cDAIqKitDQ0KBoS0lJQXR0NGpqanDixAlFW3h4ONLS0rw+JgC0b98eWq0WxcXFqK2tVbQlJSUhLi4OdXV1OH78uKItJCQEmZmZAIDDhw97/CK1bdsWBoMBpaWlqKqqUrTFxcUhKSkJJpMJR44cUbRptVq0b98eAFBQUODxS5ieno6wsDBUVFSgvLxc0RYdHY2UlBSYzWaPY5UkCZ06dQIAFBYWOn8h3P9bXV2N4uJiRd+IiAi0adMGVqvV6xx26NABGo0GJ06cQF1dnaKtVatWiI2NRW1tLQoLCxVtoaGhyMjIAACvcbOysqDX61FaWorq6mpFW0JCAhISEtDQ0ICCggJFm06nQ7t27QDYC1b3X+6MjAyEhoZ6ncOYmBgkJyejsbHRY0yyLKNjx44AgGPHjnksDK1bt0ZkZCSqqqpQUlKiaIuMjETr1q195nfHjh0hSRKKiopQX1+PS1r9sdDtrpBRUAe0CgU6xyoXwHKThG0lEmRA0cdhc6EMkxXoFCOQHKrM0f1VMg7VAHEG4KIEZd9as4TvT9gvfnsnCmhlZd8tJ2RUm4GsSIH0CGVbfo2EfVUSInVAnyRl3EabhE3H7XEvShAI0yr77iiVUWoE0iIE2kfZ26L09rb0cOBgNRCi9X6sawvsV/Bd4gRi9Mq4u8plHK8HksOA3Bhl31KjhB2lEmTJe9xNx2U02oDsaIEktzncVykjvxaINwDd4pV9qxslbCm2H2ufJAFZUvb9vkhGrQVoFyXQJlzZdqhGwv4qCdF6oFeiMm5BQcFZXSMcUlNTERUVxTXCbY1wzFNhYSGqqqrO2hrhKjk5GTExMaitrUVRUZGiLSwsDOnp6RBCeI3brl076HQ6lJSUoKamRtGWmJiI+Ph41NfX49ixY4o2vV7vfLLwyJEjHhdnmZmZCAkJQVlZGSorKxVtrn8DDx8+rGjTaDTo0KEDAHt+u1/YtWnTBhEREaiqqkJpaamijdcRdu7XEY4xFRYWoqKigmvESYG6jmgKSbhnRQBNnjwZO3bswO7du/3u99RTT+Gtt97CDz/8AK3WXgPddddd2LlzJ7Zs2YKwsDDo9fomP75jwdm7d69iO5858DzWs/HsYlVVFbZu3Yp+/fohPj4+KOcwmJ45OFt52OvJDc628/0OREqYwF25Nry0R8bBavm8vwOxbeYQ3oE4KRjWCMca2qdPH0RHR/MOxGnMoTvegbBrrusI9xzlGqE81rOd37m5uQCAQ4cOebS5OyfvQOzbtw8HDhxAYmKiR1tsbCxeeeUV3HHHHacd35GE7mRZ9tkGwHlCvXEkmTeSJPmN668Y0mg00Gg0Ptv9xdXpdNDpvFyVtGDcpsyh4xfDMY5gnMNAnJtA56HjYtiV2SbB7PMTmCVUe/4NcWqwSmiwem+zCP99a7yMxcFolWD0Edd6iri1Ft9xTTYJppPHGnXy75DJat/fdopjrfMTt9EmodHHHIpTxK33E9f/ufF+Ph38nRtvc+iaP+dqfntzrq4RjjXUYDAoYgViDoPx3LRUHp5P+X2m1xG+cvR8msNgzG81zskC4qGHHsLkyZMV25566in89ttvWLx4sfM2LRERERERNa+AFxD19fVYs2YNAPvr7Kqrq7Fq1SoAQP/+/ZGYmIhbbrkFS5cudd52ys7Odr5e0GHJkiUoKCjAgAEDzur4iYiIiIjOJwEvIIqLizF+/HjFNsfPmzdvxoABA2C1Wj1ex0VERERERGdfwAuIzMxMjze7uFuyZAmWLFlyyn2IiIiIiKhlndNfJEdERERERGcXCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGppg30AIiIiJpT5kNfBHoIQaFNuMCMC4FRi75HQZ0U6OEEhfynRgZ6CER/CrwDQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISLWAFxAHDhzAHXfcgW7dukGr1aJz586n7FNdXY05c+agd+/eiImJQWJiIoYPH46ff/75LIyYiIiIiOj8FfACYs+ePfjiiy/Qvn175Obmqupz5MgRvPbaaxgyZAhWrFiBxYsXw2q14pJLLmERQURERETUgrSBHsDo0aMxZswYAMDkyZOxY8eOU/Zp27YtDh48iLCwMOe2IUOGICsrC4sWLcLixYtbbLxEREREROezgBcQstz0myDh4eEe20JCQpCTk4Pjx483x7CIiIiIiMiLgL+EqbnU1dXhl19+QU5OTqCHQkRERET0pxXwOxDN5Z///Cfq6+txzz33+N0vKyvLZ9vRo0eRlpYGo9Go2C7LMvR6PWw2GxobGz36hYSEAABMJhOEEIo2nU4HjUYDi8UCi8XiNa4QAiaTySOuwWCAJElobGyEzWZTtGm1Wmi1WlitVpjNZkWbJEkwGAwA4HEsAKDX6yHLMsxmM6xWq6JNo9FAp9N5jet6rN7iOo7VX9ymzKFjThyxgnEOvcX1N4fNcW4CnYdRuj9iN1gBs02CThYI1Sj7WQRQb5EACETpPMKixgwISAjVCOjcnsowWoFGmwStJBDmtkpZBVBnkQAAkToByS1urQWwCQkhGgG9W1yTDTBZJWgkgXC3uAJAjdkeLUIrILsFrrMAViHBIAsYTh5ruNY+FwaNACBBhkCEl2OtPhk3XCugcYvrmEO9LBDiYw4lCET6mcMwrYDWLa5jDr2dG9c5dD2fDo459HZu/M2h0Wg8q2uEe1xHfrseU8Dm0AzYfOS3yQqYbN7n0CaAWj/57cxDjYDBLW6jDTBaJciSQIT2j/wM19qPvcZPHtZbAIvwnodmG9Bg9T2H1WYAPuYw2NYIo9HY4uust7i8jvA8VqPR6ByzyWSC0Wg8a2uEq0DPYTBdRzTFn6KAeP/99/HCCy/gX//6F9q3b39GsWw2G/Lz8xXboqKikJqaCovF4tEGANnZ2QCAoqIiNDQ0KNpSUlIQHR2NmpoanDhxQtEWHh6OtLQ0r48JAO3bt4dWq0VxcTFqa2sVbUlJSYiLi0NdXZ3Hy7ZCQkKQmZkJADh8+LDHL1Lbtm1hMBhQWlqKqqoqRVtcXBySkpJgMplw5MgRRZtWq3XOb0FBgccvYXp6OsLCwlBRUYHy8nJFW3R0NFJSUmA2mz2OVZIkdOrUCQBQWFjo/IVw/291dTWKi4sVfSMiItCmTRtYrVavc9ihQwdoNBqcOHECdXV1irZWrVohNjYWtbW1KCwsVLSFhoYiIyMDALzGzcrKgl6vR2lpKaqrqxVtCQkJSEhIQENDAwoKChRtOp0O7dq1A2AvWN1/uTMyMhAaGup1DmNiYpCcnIzGxkaPMcmyjI4dOwIAjh075rEwtG7dGpGRkaiqqkJJSYmiLTIyEq1bt/aZ3x07doQkSSgqKkJ9fT0uafXHQre7QkZBHdAqFOgcq1wAy00StpVIkAFFH4fNhTJMVqBTjEByqDJH91fJOFQDxBmAixKUfWvNEr4/Yb8k6J0ooJWVfbeckFFtBrIiBdIjlG35NRL2VUmI1AF9kpRxG20SNh23x70oQSBMq+y7o1RGqRFIixBoH2Vvi9Lb29LDgYPVQIjW+7GuLbBfOXWJE4jRK+PuKpdxvB5IDgNyY5R9S40SdpRKkCXvcTcdl9FoA7KjBZLc5nBfpYz8WiDeAHSLV/atbpSwpdh+rH2SBGRJ2ff7Ihm1FqBdlECbcGXboRoJ+6skROuBXonKuAUFBWd1jXBITU1FVFSUc41wnaviBgk/l0nQyd7n8KtjMqwCyI0RSAhRHuveShlHaoHEEODCOGXfykYJW0/Oobe43xbJqLcAHaIFUsOUcQ9USzhQLSHWAPRwy+96i4Rvi+xxeyYK6N3ye2uxjMpGoG2EQGaksu1IrYS9lRIiTuahIz+7xgukhQMbTuZ393iBCLei5+dSGcVGoE040DFaOaaiBgk7yyToNd6PdX2BDBuAzrECcQZl3GBbI/Lz85GZmYmQkBCUlZWhsrJS0df1b+Dhw4cVbRqNBh06dABgz2/3C7s2bdogIiICVVVVKC0tVbTxOsLO/TrCMabCwkJUVFSctTXCFa8j7Jr6lgJJuGdFADneRL17927Vfb766iuMGjUK06ZNw9NPP31Gj++4O7F3717Fdj5z4HmsZ+PZxaqqKmzduhX9+vVDfHx8UM5hMD1zcLbysNeTG5xtwfbsInB270CkhAnclWvDS3tkHKyWz/s7ENtmDgmKOxCuOXo+34Fw5OfLe2Ucr5d4BwL2HOUdCLtguI5w/J3v06cPoqOjeQfC7VjP9nWE49NQDx065NHm7py+A7Ft2zaMHTsW48ePx4IFC5otriMJ3cmy7LMNgPOEeuNIMm8kSfIbV6/X+2zTaDTQaDQ+2/3F1el00Om8rNotGLcpc+j4xXCMIxjnMBDnJtB56LgYdmW2STB7PoHoiHzyAsO7BquEBqv3Novw37fGy1gcjFYJRh9xraeI67iA88Zkk2A6eaxRJ/8Omaz2/W2nONY6P3EbbRIafcyhOEXcej9x/Z8b7+fTwd+58TaHrvkTyPz2dkznyhy68pffJqsEk4+4tpNxHflZZ5EUsYIvD8/eGuGaWy2Vh8G8fnsTyOsIx995g8FwVs5NMM5hMF5HqHHOvok6Ly8PI0aMwKWXXorFixdDknwvXERERERE1DwCfgeivr4ea9asAWB/nV11dTVWrVoFAOjfvz8SExNxyy23YOnSpc7bTsXFxRg2bBh0Oh1mzJiBn376yRnPYDCge/fuZ/9AiIiIiIjOAwEvIIqLizF+/HjFNsfPmzdvxoABA2C1WhWv49q7dy+OHj0KwP4Fcq4yMjK8vlmFiIiIiIjOXMALiMzMTI83u7hbsmQJlixZ4vx5wIABp+xDRERERETN75x9DwQREREREZ19LCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqaYN9ACIiIiIzieZD30R6CEEhTbhAjMuBEYt+h4FdVKghxMU8p8aGeghqMI7EEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqRbwAuLAgQO444470K1bN2i1WnTu3Fl136VLlyI7OxshISHo3LkzVq5c2YIjJSIiIiKigBcQe/bswRdffIH27dsjNzdXdb9Vq1Zh8uTJ+Mtf/oIvv/wSgwcPxrXXXov169e34GiJiIiIiM5v2kAPYPTo0RgzZgwAYPLkydixY4eqfo8++ijGjx+P+fPnAwAGDhyIffv2YdasWRg6dGiLjZeIiIiI6HwW8DsQstz0Ifz+++/Yt28fJkyYoNh+3XXXYdu2bSgtLW2u4RERERERkYuAFxCnIy8vDwCQk5Oj2J6bmwshBPbt2xeIYRERERER/ekF/CVMp6OiogIAEBMTo9geGxsLACgvL/fZNysry2fb0aNHkZaWBqPRqNguyzL0ej1sNhsaGxs9+oWEhAAATCYThBCKNp1OB41GA4vFAovF4jWuEAImk8kjrsFggCRJaGxshM1mU7RptVpotVpYrVaYzWZFmyRJMBgMAOBxLACg1+shyzLMZjOsVquiTaPRQKfTeY3reqze4jqO1V/cpsyhY04csYJxDr3F9TeHzXFuAp2HUbo/YjdYAbNNgk4WCNUo+1kEUG+RAAhE6TzCosYMCEgI1Qjo3J7KMFqBRpsErSQQ5rZKWQVQZ5EAAJE6Acktbq0FsAkJIRoBvVtckw0wWSVoJIFwt7gCQI3ZHi1CKyC7Ba6zAFYhwSALGE4ea7jWPhcGjQAgQYZAhJdjrT4ZN1wroHGL65hDvSwQ4mMOJQhE+pnDMK2A1i2uYw69nRvXOXQ9nw6OOfR2bvzNodFoPKtrhHtcR367HlPA5tAM2Hzkt8kKmGze59AmgFo/+e3MQ42AwS1uow0wWiXIkkCE9o/8DNfaj73GTx7WWwCL8J6HZhvQYPU9h9VmAD7mMNjWCKPR2OLrrLe47tcR7jlzvqwRrutspE4ocjRK5z+/HXnoyG9359wc+lgjjEZjwK4jmuKcLCAcJEl5Jh2/zO7bm8JmsyE/P1+xLSoqCqmpqbBYLB5tAJCdnQ0AKCoqQkNDg6ItJSUF0dHRqKmpwYkTJxRt4eHhSEtL8/qYANC+fXtotVoUFxejtrZW0ZaUlIS4uDjU1dXh+PHjiraQkBBkZmYCAA4fPuyxyLVt2xYGgwGlpaWoqqpStMXFxSEpKQkmkwlHjhxRtGm1WrRv3x4AUFBQ4HEhmp6ejrCwMFRUVHgUcdHR0UhJSYHZbPY4VkmS0KlTJwBAYWGh8xfC/b/V1dUoLi5W9I2IiECbNm1gtVq9zmGHDh2g0Whw4sQJ1NXVKdpatWqF2NhY1NbWorCwUNEWGhqKjIwMAPAaNysrC3q9HqWlpaiurla0JSQkICEhAQ0NDSgoKFC06XQ6tGvXDoC9YHX/5c7IyEBoaKjXOYyJiUFycjIaGxs9xiTLMjp27AgAOHbsmMfC0Lp1a0RGRqKqqgolJSWKtsjISLRu3dpnfnfs2BGSJKGoqAj19fW4pNUfBdPuChkFdUCrUKBzrLKQKjdJ2FYiQQYUfRw2F8owWYFOMQLJococ3V8l41ANEGcALkpQ9q01S/j+hP13vHeigFZW9t1yQka1GciKFEiPULbl10jYVyUhUgf0SVLGbbRJ2HTcHveiBIEwrbLvjlIZpUYgLUKgfZS9LUpvb0sPBw5WAyFa78e6tsD+l6VLnECMXhl3V7mM4/VAchiQG6PsW2qUsKNUgix5j7vpuIxGG5AdLZDkNof7KmXk1wLxBqBbvLJvdaOELcX2Y+2TJCBLyr7fF8motQDtogTahCvbDtVI2F8lIVoP9EpUxi0oKDira4RDamoqoqKinGuE61wVN0j4uUyCTvY+h18dk2EVQG6MQEKI8lj3Vso4UgskhgAXxin7VjZK2HpyDr3F/bZIRr0F6BAtkBqmjHugWsKBagmxBqCHW37XWyR8W2SP2zNRQO+W31uLZVQ2Am0jBDIjlW1HaiXsrZQQcTIPHfnZNV4gLRzYcDK/u8cLRLhd0PxcKqPYCLQJBzpGK8dU1CBhZ5kEvcb7sa4vkGED0DlWIM6gjBtsa0R+fj4yMzMREhKCsrIyVFZWKvq6/g08fPiwok2j0aBDhw4A7PntfmHXpk0bREREoKqqyuOl1O7XEe7He76sEUarhK8L7XEvTvhjTF3jBdpGCmwrkVFuAjIiBLLc8rugTsLuCglhXvLQJiSsP2aP2zVOIMptDneWyShqAFLDgGy3OQy2NSI/Pz9g1xFNIQn3q8sAcryJevfu3X73W7NmDUaOHIm8vDznxTsAbN++Hb169cJ3332Hfv36NfnxHXcn9u7dq9jOOxCex3o2nl2sqqrC1q1b0a9fP8THxwflHJ6PdyB6PbnB2RZszy4CZ/cOREqYwF25Nry0R8bBavm8vwOxbeaQoLgD4ZqjwfbsInD27kA48vPlvTKO10u8AwF7jgbDHQjXHAXOnzXC/Q5EqkuOFtZLvAMBe44G6jrC8Wmohw4d8pwIN+fkHQjHex/cC4i9e/dCkiTFttPhWCDcybLssw2A84R647hY9UaSJL9x9Xq9zzaNRgONRuOz3V9cnU4Hnc7Lb0sLxm3KHDp+MRzjCMY5DMS5CXQeOhZpV2abBLPnEyyOyCcvMLxrsEposHpvswj/fWu8jMXBaJVg9BHXeoq4jgs4b0w2CaaTxxp1shYzWe37205xrHV+4jbaJDT6mENxirj1fuL6Pzfez6eDv3PjbQ5d8yeQ+e3tmM6VOXTlL79NVgkmH3FtJ+M68rPOIiliBV8enr01wjW3WioP1cT1lTPBd25aNr/rXHLU9XHU5Lcv5/ocuuZdoK4j1Dgn30Tdtm1bZGdnY8WKFYrty5cvR69evZCQkBCgkRERERER/bkF/A5EfX091qxZA8D+ev3q6mqsWrUKANC/f38kJibilltuwdKlSxUvvXjsscdw7bXXol27drjiiivw6aefYv369Vi7dm1AjoOIiIiI6HwQ8AKiuLgY48ePV2xz/Lx582YMGDAAVqvV43Vc48ePR319PebNm4eFCxeiffv2WLFiBb9EjoiIiIioBQW8gMjMzPR4I5K7JUuWYMmSJR7bJ02ahEmTJrXQyIiIiIiIyN05+R4IIiIiIiIKDBYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREal2RgVEQ0MDjh07BovF0lzjISIiIiKiIHZaBcTmzZvRt29fREZGIiMjA7t27QIA3H333fj444+bdYBERERERBQ8mlxAbNq0CUOHDoXRaMQDDzwAm83mbEtISMCSJUuac3xERERERBREmlxAzJo1CyNGjMAvv/yCJ554QtHWtWtX7Ny5s7nGRkREREREQUbb1A6//PILVq5cCQCQJEnRlpiYiOLi4uYZGRERERERBZ0m34HQarUwm81e24qLixEZGXnGgyIiIiIiouDU5AKiZ8+eePfdd722rVq1Cn379j3jQRERERERUXBq8kuYHnroIQwbNgx/+ctfcOONN0KSJPz44494++23sWrVKmzevLklxklEREREREGgyQXEkCFDsHTpUtx777349NNPAdg/vjUmJgZLlixBv379mn2QREREREQUHJpUQFitVhw8eBCjRo3CuHHjsGXLFpw4cQIJCQm49NJLER4e3lLjJCIiIiKiINCkAkIIgdzcXHz++ee48sorMXjw4JYaFxERERERBaEmvYlaq9UiOTlZ8eVxRERERER0/mjypzD97W9/wzvvvNMSYyEiIiIioiDX5DdRd+vWDStWrMCgQYMwduxYpKSkeHyh3NixY5ttgEREREREFDyaXEDceOONAIBjx47h66+/9miXJAlWq/WMB0ZERERERMGnyQUEv+eBiIiIiOj81eQCon///i0xDiIiIiIiOgc0uYBwqKmpwQ8//ICysjIkJCSgT58+iIyMbM6xERERERFRkDmtAmLhwoWYO3cu6uvrIYQAAISHh2Pu3Lm47777mnWAREREREQUPJpcQLzzzjv4xz/+gSuvvBKTJ09Gamoqjh8/jqVLl2LGjBlITEzEDTfc0BJjJSIiIiKiAGtyAfH888/juuuuw3vvvafYPn78eFx//fV4/vnnWUAQEREREf1JNfmL5Pbt24frr7/ea9v111+PvLy8Mx4UEREREREFpyYXEKGhoSgvL/faVl5ejtDQ0DMeFBERERERBacmFxCXXXYZ5syZg+PHjyu2FxUV4bHHHsPll1/ebIMjIiIiIqLg0uT3QMybNw+XXHIJ2rdvj8GDByMlJQWFhYXYtGkTdDodPv7445YYJxERERERBYEm34G44IILsH37dowZMwbbt2/H4sWLsX37dlx99dXYtm0bcnNzW2KcREREREQUBE7reyA6duyI5cuXN/dYiIiIiIgoyDX5DoTZbEZdXZ3Xtrq6OpjN5jMeFBERERERBacmFxBTpkzBrbfe6rXttttuw5133tnkQezfvx/Dhw9HeHg4kpKSMG3aNDQ0NJyyX11dHR566CG0a9cOYWFh6NChA+bMmQOTydTkMRARERER0ak1+SVMmzdvxlNPPeW1bfTo0Xj44YebFK+yshKDBg1CRkYGPvroIxQXF+O+++5DWVmZx5fVubvzzjvxySef4Mknn0Tnzp2xbds2PProoygvL8dLL73UpHEQEREREdGpNbmAOHHiBFJSUry2JScno6ioqEnxXnvtNVRUVGDnzp1ISEiwD0qrxcSJEzFz5kzk5OR47WexWLBy5Ur84x//wNSpUwEAAwcOxOHDh7FixQoWEERERERELaDJL2GKiYnBgQMHvLYdOHAAkZGRTYq3Zs0aDBkyxFk8AMC4ceNgMBiwZs0an/2EELBYLIiOjvYYnxCiSWMgIiIiIiJ1mlxADBw4EPPnz/f4Nury8nI89dRTGDRoUJPi5eXledxlMBgMaNeuHfLy8nz20+l0uOmmm7Bo0SL8+OOPqK2txebNm/HGG2/gnnvuadIYiIiIiIhInSa/hGnOnDno2bMnOnTogGuvvRatW7dGQUEBVq5cCbPZjLlz5zYpXkVFBWJiYjy2x8bGehQp7l555RXccccd6NOnj3Pb1KlTMWvWLJ99srKyfLYdPXoUaWlpMBqNiu2yLEOv18Nms6GxsdGjX0hICADAZDJ53P3Q6XTQaDSwWCywWCxe4wohvL7x22AwQJIkNDY2wmazKdq0Wi20Wi2sVqvHJ19JkgSDwQAAHscCAHq9HrIsw2w2w2q1Kto0Gg10Op3XuK7H6i2u41j9xW3KHDrmxBErGOfQW1x/c9gc5ybQeRil+yN2gxUw2yToZIFQjbKfRQD1FgmAQJTOIyxqzICAhFCNgM7tqQyjFWi0SdBKAmFuq5RVAHUWCQAQqROQ3OLWWgCbkBCiEdC7xTXZAJNVgkYSCHeLKwDUmO3RIrQCslvgOgtgFRIMsoDh5LGGa+1zYdAIABJkCER4Odbqk3HDtQIat7iOOdTLAiE+5lCCQKSfOQzTCmjd4jrm0Nu5cZ1D1/Pp4JhDb+fG3xwajcazuka4x3Xkt+sxBWwOzYDNR36brIDJ5n0ObQKo9ZPfzjzUCBjc4jbaAKNVgiwJRGj/yM9wrf3Ya/zkYb0FsAjveWi2AQ1W33NYbQbgYw6DbY0wGo0tvs56i+t+HeGeM+fLGuG6zkbqhCJHo3T+89uRh478dnfOzaGPNcJoNAbsOqIpmlxAdOrUCd999x3uu+8+vPHGG7BardBoNOjfvz+ee+45dOrUqcmDkCT3JdL+EiVv21099NBD+Pe//43XX38dnTp1wk8//YTZs2cjNja2yYWMg81mQ35+vmJbVFQUUlNTYbFYPNoAIDs7GwBQVFTk8elRKSkpiI6ORk1NDU6cOKFoCw8PR1pamtfHBID27dtDq9WiuLgYtbW1irakpCTExcWhrq4Ox48fV7SFhIQgMzMTAHD48GGPRa5t27YwGAwoLS1FVVWVoi0uLg5JSUkwmUw4cuSIok2r1aJ9+/YAgIKCAo8L0fT0dISFhaGiosKj+IuOjkZKSgrMZrPHsUqS5MybwsJC5y+E+3+rq6tRXFys6BsREYE2bdrAarV6ncMOHTpAo9HgxIkTHh8/3KpVK8TGxqK2thaFhYWKttDQUGRkZACA17hZWVnQ6/UoLS1FdXW1oi0hIQEJCQloaGhAQUGBok2n06Fdu3YA7AWr+y93RkYGQkNDvc5hTEwMkpOT0djY6DEmWZbRsWNHAMCxY8c8FobWrVsjMjISVVVVKCkpUbRFRkaidevWPvO7Y8eOkCQJRUVFqK+vxyWt/iiYdlfIKKgDWoUCnWOVhVS5ScK2EgkyoOjjsLlQhskKdIoRSA5V5uj+KhmHaoA4A3BRgrJvrVnC9yfsa0PvRAGtrOy75YSMajOQFSmQHqFsy6+RsK9KQqQO6JOkjNtok7DpuD3uRQkCYVpl3x2lMkqNQFqEQPsoe1uU3t6WHg4crAZCtN6PdW2B/S9LlziBGL0y7q5yGcfrgeQwIDdG2bfUKGFHqQRZ8h5303EZjTYgO1ogyW0O91XKyK8F4g1At3hl3+pGCVuK7cfaJ0lAlpR9vy+SUWsB2kUJtAlXth2qkbC/SkK0HuiVqIxbUFBwVtcIh9TUVERFRTnXCNe5Km6Q8HOZBJ3sfQ6/OibDKoDcGIGEEOWx7q2UcaQWSAwBLoxT9q1slLD15Bx6i/ttkYx6C9AhWiA1TBn3QLWEA9USYg1AD7f8rrdI+LbIHrdnooDeLb+3FsuobATaRghkRirbjtRK2FspIeJkHjrys2u8QFo4sOFkfnePF4hwu6D5uVRGsRFoEw50jFaOqahBws4yCXqN92NdXyDDBqBzrECcQRk32NaI/Px8ZGZmIiQkBGVlZaisrFT0df0bePjwYUWbRqNBhw4dANjz2/3Crk2bNoiIiEBVVRVKS0sVbe7XEe7He76sEUarhK8L7XEvTvhjTF3jBdpGCmwrkVFuAjIiBLLc8rugTsLuCglhXvLQJiSsP2aP2zVOIMptDneWyShqAFLDgGy3OQy2NSI/Pz9g1xFNIYkzeMNAQ0MDKioqEBcX56zKmyopKQk333yzxyc7XXDBBejbty/efPNNr/12796NLl264NNPP8VVV13l3P7iiy/igQcewLFjx5CUlNSksTjuTuzdu1exnXcgPI/1bDy7WFVVha1bt6Jfv36Ij48Pyjk8H+9A9Hpyg7Mt2J5dBM7uHYiUMIG7cm14aY+Mg9XyeX8HYtvMIUFxB8I1R4Pt2UXg7N2BcOTny3tlHK+XeAcC9hwNhjsQrjkKnD9rhPsdiFSXHC2sl3gHAvYcDdR1RG5uLgDg0KFDnhPh5rS+idohNDQUoaGhKC0tdV6MNVVOTo7Hex1MJhMOHjyIm2++2Wc/x0V+t27dFNu7desGi8WCw4cPN7mAcPBVDMmy7LdQcpxQb/zNjyRJfuPq9XqfbRqNBhqNxme7v7g6nQ46nZfflhaM25Q5dPxiOMYRjHMYiHMT6Dx0LNKuzDYJZs8nWByRT15geNdgldBg9d5mEf771ngZi4PRKsHoI671FHEdF3DemGwSTCePNepkLWay2ve3neJY6/zEbbRJaPQxh+IUcev9xPV/bryfTwd/58bbHLrmTyDz29sxnStz6MpffpusEkw+4tpOxnXkZ51FUsQKvjw8e2uEa261VB6qiesrZ4Lv3LRsfte55Kjr46jJb1/O9Tl0zbtAXUeooep+xe7du71+J8OKFSuQnJzsfCnIY4891uQBjBgxAhs3bkRZWZlz2+rVq2EymTBixAif/RwvL/npp58U23fs2AEAzpfwEBERERFR81FVQDz99NN4/fXXFdv++9//4oYbbkBtbS3GjBmDjIwMzJ07F8uXL2/SAG6//XbExMRgzJgxWLduHd59911MnToVEydOVHw60y233KJ45rRHjx7o1asX7rjjDrz66qvYvHkznn76acyePRvXXnstEhMTmzQOIiIiIiI6NVUFxPbt2zF27FjFtldeeQVWqxVr167Fxx9/jF27dmHAgAF44403mjSAmJgYbNq0CeHh4Rg7dizuu+8+TJgwwSOO1WpVvJZLo9Hg888/x9VXX40FCxZgxIgRePPNNzF16lSf75sgIiIiIqIzo+pNC4WFhc5PeHFYt24dunTpgn79+gGwv57q1ltvdX4rdFN07NgR69at87vPkiVLsGTJEsW2pKQkvPbaa01+PCIiIiIiOj2q7kBYLBaEhoY6fy4vL8fvv/+OSy65RLFfWloaampqmneEREREREQUNFQVEBkZGdi1a5fz5++++w4A0Lt3b8V+VVVViI2NbcbhERERERFRMFH1EqarrroKTz/9NLp3747k5GTMmzcPBoPB41OStm/f7vx0JCIiIiIi+vNRVUDMmDEDq1atwsCBAwHYvyX68ccfV3zSkRAC77//Pq6++uoWGSgREREREQWeqgIiLi4OO3fuxIcffojy8nL07dvX4/0PJSUluP322zFq1KgWGSgREREREQWe6q+ODg8Px0033eSzPSkpCffff3+zDIqIiIiIiIKTqjdRExERERERASwgiIiIiIioCVhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSTdXHuD733HOqA0qShOnTp5/2gIiIiIiIKHipKiAeeOAB1QFZQBARERER/XmpKiB+//33lh4HERERERGdA1QVEBkZGS09DiIiIiIiOgc0y5uoS0tL0djY2ByhiIiIiIgoiKkuIHbu3Il//vOfmDt3Lvbs2QMA+PTTT9GmTRu0atUKMTExmDFjRosNlIiIiIiIAk/VS5i2bNmCAQMGwGKxAAAWLFiA5cuX49prr0X79u1x6aWXYteuXXjuuefQpUsX3HjjjS06aCIiIiIiCgxVdyCefPJJdOnSBQcPHkRJSQmuuuoqTJ48GaNHj8Z///tfrFixAnv27MGoUaPw6quvtvSYiYiIiIgoQFQVEL/88gsefPBBtG3bFvHx8XjiiSdQVVWFm2++GZIk2QPJMm655Rb873//a9EBExERERFR4KgqIE6cOIH09HTnz45PZUpKSlLs16pVK5SXlzfj8IiIiIiIKJioKiCEEJDlP3Z1/H/H3QciIiIiIjo/qHoTNQBUV1c77y443kztug0Aqqqqmnl4REREREQUTFQXEMOGDfPYNnjw4GYdDBERERERBTdVBcTs2bNbehxERERERHQOYAFBRERERESqqf4maiIiIiIiItXvgQCAkpISvPbaa/j2229x/PhxAEBqaioGDhyI2267DfHx8S0ySCIiIiIiCg6qC4iNGzdi3LhxqK6uhkajQUJCAoQQ+O2337BhwwYsXLgQq1evxuWXX96S4yUiIiIiogBS9RKmkpISXHvttYiOjsaHH36IqqoqFBYWoqioCFVVVfjggw8QHh6Ov/71rygrK2vpMRMRERERUYCoKiDeeustWK1W/Oc//8Ff//pXhIWFOdvCwsJwzTXX4Pvvv4fZbMZbb73VYoMlIiIiIqLAUlVArF+/HjfffDPatGnjc5/09HTcdNNNWLt2bbMNjoiIiIiIgouqAiIvLw/9+vU75X6XXXYZ8vLyznhQREREREQUnFQVEJWVlUhKSjrlfklJSaisrDzTMRERERERUZBSVUCYTCbodLpT7qfVatHY2HjGgyIiIiIiouCk+mNcf/vtN2i1/nfft2/fGQ+IiIiIiIiCl+oCYvLkyafcRwgBSZLOZDxERERERBTEVBUQixcvbulxEBERERHROUBVATFp0qSWHgcREREREZ0DVL2JuqXt378fw4cPR3h4OJKSkjBt2jQ0NDSo6lteXo677roLKSkpCAkJQceOHfHaa6+18IiJiIiIiM5Pqt8D0VIqKysxaNAgZGRk4KOPPkJxcTHuu+8+lJWV4b333vPbt7a2Fv3790doaChefPFFJCUl4X//+x/MZvNZGj0RERER0fkl4AXEa6+9hoqKCuzcuRMJCQkA7B8HO3HiRMycORM5OTk++86bNw8NDQ3Ytm0bQkNDAQADBgw4G8MmIiIiIjovBfwlTGvWrMGQIUOcxQMAjBs3DgaDAWvWrPHb9+2338Ytt9ziLB6IiIiIiKhlBbyAyMvL87jLYDAY0K5dO+Tl5fns9/vvv+PEiROIjY3FqFGjYDAYEB8fj7vvvlv1+yeIiIiIiKhpAv4SpoqKCsTExHhsj42NRXl5uc9+RUVFAIAZM2Zg/PjxWLNmDfbu3YuHH34YjY2NeOONN7z2y8rK8hnz6NGjSEtLg9FoVGyXZRl6vR42m83rN22HhIQAsH9jtxBC0abT6aDRaGCxWGCxWLzGFULAZDJ5xDUYDJAkCY2NjbDZbIo2rVYLrVYLq9Xq8Z4PSZJgMBgAwONYAECv10OWZZjNZlitVkWbRqOBTqfzGtf1WL3FdRyrv7hNmUPHnDhiBeMceovrbw6b49wEOg+jdH/EbrACZpsEnSwQqlH2swig3iIBEIjy8kX2NWZAQEKoRkDn9lSG0Qo02iRoJYEwt1XKKoA6i/37ZiJ1Au7fPFNrAWxCQohGQO8W12QDTFYJGkkg3C2uAFBjtkeL0ArIboHrLIBVSDDIAoaTxxqutc+FQSMASJAhEOHlWKtPxg3XCmjc4jrmUC8LhPiYQwkCkX7mMEwroHWL65hDb+fGdQ5dz6eDYw69nRt/c2g0Gs/qGuEe15HfrscUsDk0AzYf+W2yAiab9zm0CaDWT34781AjYHCL22gDjFYJsiQQof0jP8O19mOv8ZOH9RbAIrznodkGNFh9z2G1GYCPOQy2NcJoNLb4Oustrvt1hHvOnC9rhOs6G6kTihyN0vnPb0ceOvLb3Tk3hz7WCKPRGLDriKYIeAEBwOuXz53qS+kcF205OTl4++23AQCDBw+G2WzGjBkz8PjjjyM5ObnJY7HZbMjPz1dsi4qKQmpqKiwWi0cbAGRnZwOwFzXudz9SUlIQHR2NmpoanDhxQtEWHh6OtLQ0r48JAO3bt4dWq0VxcTFqa2sVbUlJSYiLi0NdXR2OHz+uaAsJCUFmZiYA4PDhwx6LXNu2bWEwGFBaWoqqqipFW1xcHJKSkmAymXDkyBFFm1arRfv27QEABQUFHhei6enpCAsLQ0VFhUfxFx0djZSUFJjNZo9jlSQJnTp1AgAUFhY6fyHc/1tdXY3i4mJF34iICLRp0wZWq9XrHHbo0AEajQYnTpxAXV2doq1Vq1aIjY1FbW0tCgsLFW2hoaHIyMgAAK9xs7KyoNfrUVpaiurqakVbQkICEhIS0NDQgIKCAkWbTqdDu3btANgLVvdf7oyMDISGhnqdw5iYGCQnJ6OxsdFjTLIso2PHjgCAY8eOeSwMrVu3RmRkJKqqqlBSUqJoi4yMROvWrX3md8eOHSFJEoqKilBfX49LWv1RMO2ukFFQB7QKBTrHKgupcpOEbSUSZEDRx2FzoQyTFegUI5AcqszR/VUyDtUAcQbgogRl31qzhO9P2NeG3okCWlnZd8sJGdVmICtSID1C2ZZfI2FflYRIHdAnSRm30SZh03F73IsSBMK0yr47SmWUGoG0CIH2Ufa2KL29LT0cOFgNhGi9H+vaAvtfli5xAjF6Zdxd5TKO1wPJYUBujLJvqVHCjlIJsuQ97qbjMhptQHa0QJLbHO6rlJFfC8QbgG7xyr7VjRK2FNuPtU+SgCwp+35fJKPWArSLEmgTrmw7VCNhf5WEaD3QK1EZt6Cg4KyuEQ6pqamIiopyrhGuc1XcIOHnMgk62fscfnVMhlUAuTECCSHKY91bKeNILZAYAlwYp+xb2Shh68k59Bb32yIZ9RagQ7RAapgy7oFqCQeqJcQagB5u+V1vkfBtkT1uz0QBvVt+by2WUdkItI0QyIxUth2plbC3UkLEyTx05GfXeIG0cGDDyfzuHi8Q4XZB83OpjGIj0CYc6BitHFNRg4SdZRL0Gu/Hur5Ahg1A51iBOIMybrCtEfn5+cjMzERISAjKyspQWVmp6Ov6N/Dw4cOKNo1Ggw4dOgCw57f7hV2bNm0QERGBqqoqlJaWKtrcryPcj/d8WSOMVglfF9rjXpzwx5i6xgu0jRTYViKj3ARkRAhkueV3QZ2E3RUSwrzkoU1IWH/MHrdrnECU2xzuLJNR1ACkhgHZbnMYbGtEfn5+wK4jmkIS7leXZ1lSUhJuvvlmPPXUU4rtF1xwAfr27Ys333zTa7+8vDzk5ubiwQcfVPTduXMnunfvjk2bNmHgwIFNGovj7sTevXsV23kHwvNYz8azi1VVVdi6dSv69euH+Pj4oJzD8/EORK8nNzjbgu3ZReDs3oFICRO4K9eGl/bIOFgtn/d3ILbNHBIUdyBcczTYnl0Ezt4dCEd+vrxXxvF6iXcgYM/RYLgD4ZqjwPmzRrjfgUh1ydHCeol3IGDP0UBdR+Tm5gIADh065DkRbgJ+ByInJ8fjvQ4mkwkHDx7EzTff7LNfu3btoNfrPbY7fqGbWkm5ciwQ7mRZ9tkGwHlCvXFcrHojSZLfuN6O00Gj0UCj0fhs9xdXp9NBp/Py29KCcZsyh45fDMc4gnEOA3FuAp2HjkXaldkmwez5BIsj8skLDO8arBIarN7bLMJ/3xovY3EwWiUYfcS1niKu4wLOG5NNgunksUadrMVMVvv+tlMca52fuI02CY0+5lCcIm69n7j+z4338+ng79x4m0PX/Alkfns7pnNlDl35y2+TVYLJR1zbybiO/KyzSIpYwZeHZ2+NcM2tlspDNXF95UzwnZuWze86lxx1fRw1+e3LuT6HrnkXqOsINQL+JuoRI0Zg48aNKCsrc25bvXo1TCYTRowY4bOfXq/HFVdcgY0bNyq2b9y4EVqt1llFERERERFR8wl4AXH77bcjJiYGY8aMwbp16/Duu+9i6tSpmDhxouLTmW655RaPZ05nzZqFX3/9FTfeeCPWr1+PF154AbNnz8Y999yDxMTEs30oRERERER/egF/CVNMTAw2bdqEqVOnYuzYsQgLC8OECROwYMECxX5Wq9XjtVy9evXCF198gYcffhijR49GfHw8pk6discff/xsHgIRERER0Xkj4AUEYP+Ul3Xr1vndZ8mSJViyZInH9iuuuAJXXHFFC42MiIiIiIhcBfwlTEREREREdO5gAUFERERERKoFxUuY6A+ZD30R6CEEjTbhAjMuBEYt+h4Fdb4/Au18kf/UyEAPgYiIiIh3IIiIiIiISD0WEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUC4oCYv/+/Rg+fDjCw8ORlJSEadOmoaGhoUkxVq9eDUmS0Llz5xYaJRERERERaQM9gMrKSgwaNAgZGRn46KOPUFxcjPvuuw9lZWV47733VMVoaGjAfffdh1atWrXwaImIiIiIzm8BLyBee+01VFRUYOfOnUhISAAAaLVaTJw4ETNnzkROTs4pY8yfPx/p6elo27YtduzY0dJDJiIiIiI6bwX8JUxr1qzBkCFDnMUDAIwbNw4GgwFr1qw5Zf+DBw/i2WefxUsvvdSSwyQiIiIiIgRBAZGXl+dxl8FgMKBdu3bIy8s7Zf9p06bhxhtvRNeuXVtqiEREREREdFLAX8JUUVGBmJgYj+2xsbEoLy/32/fzzz/Hli1bsH//ftWPl5WV5bPt6NGjSEtLg9FoVGyXZRl6vR42mw2NjY0e/UJCQgAAJpMJQghFm06ng0ajgcVigcVi8RpXCAGTyQQAiNL90b/GDAhICNMKaCXlYxqtQKNNgk4WCNUo26wCqLNIHvEcai2ATUgI1Qjo3EpIkw0wWSVoJIFwt+wQAGrM9riROgG3IaHOAliFBINGwOAW12wDGqwSZEkgwkvWVZ+MG64V0JwMHK61j10rCQAS9LJAiNuxWgRQb5EgQSBS5xm3xebQDNjgYw6tgMnmfQ5tAqi1nOYcms3Q6XRnJQ9dGQwGSJKExsZG2Gw2xXw0WAGzjzl0nBtAIMrPufE2h45zo5UEwtzm0PXceJtDR36HaAT0p5nfEVoB2S2w89zIAoaTx+rIUYPGnqMyBCK8HKu3/HZwzGFQ5fdprhFGo9GZh+7rKPBHHprNZlitVkWbRqNptvx2PabzaY1otAFGl3XWkZ/hWvux1/jJw3oLYBHe89Cxfvuaw2ozAB9zGGxrhNFohF6vhyzLLZaH3uK6X0e458z5ska4X0e45miUrvmvIxyCcg59rBFGo9GZh1arFWazWdFPkiQYDAbnvu7OJL+bIuAFBGCfDHdCCK/bHYxGI+69917MnTtX8fKnM2Wz2ZCfn6/YFhUVhdTUVFgsFo82AMjOzgYAFBUVeXx6VEpKCqKjo1FTU4MTJ04o2sLDw5GWlqZ4zEta2Zztm47LaLQB2dECSaHK5NtXKSO/Fog3AN3ibYq26kYJW4rtc9cnSUCWlH2/L5JRawHaRQm0CVe2HaqRsL9KQrQe6JWojGu0Svi60B734gSBEI2y77YSGeUmICNCICtS2VZQJ2F3hYQwjfIYAfsitP6YPW7XOIEovb1vlN7eHn3yv6lhQHaMsm9xg4SfyyToZM+4APDVMRlWAeTGCCSEKMe0t1LGkVogMQS4ME7Zt7JRwtaTc+gt7rdFMuotQIdogdQwZdwD1RIOVEuINQA9EpR96y0Svi2yx+2ZKKCXlX23FsuobATaRghkus1hWVkZkpOT0djY6JGHsiyjY8eOAIBjx455LAytW7dGZGQkqqqqUFJSomiLjIxE69atfeZ3x44dIUkSioqKUF9fr5iP3RUyCuqAVqFA51jlsZabJGwrkSDD+xxuLpRhsgKdYgSS3fJ7f5WMQzVAnAG4yG0Oa80Svj9hn8PeiQJatzncckJGtRnIihRIj1C25ddI2FclIVIH9ElSxm20Sdh03B73ogSBMK2y745SGaVGIC1CoH2UMkfTw4GD1UCI1vuxri2w/2XpEicQo1fG3VUu43g9kBwG5Lrld6lRwo5SCbLkPW6wrREFBQVo37698/+7F6vp6ekICwtDRUWFxxNE0dHRSElJgdls9shDSZLQqVMnAEBhYaHHH83U1FRERUWhuroaxcXFirk6n9aII7US9lZKiDiZh4787BovkBYObDiZ393jBSLcLmh+LpVRbATahAMdo5VjKmqQsLNMgt7L+g0A6wtk2AB0jhWIMyjjBtsakZ+fj8zMTISEhKCsrAyVlZWKvnFxcUhKSoLJZMLhw4cVbRqNBh06dABgz2/3C7s2bdogIiICVVVVKC0tVbS5X0e4H+/5ska4X0c4xtQ1XqBtpGj26wiHnWUyihrOjeuI/Px8JCQkICEhAQ0NDSgoKFD00+l0aNeuHQD7E9/uRUJGRgZCQ0O9rrMxMTF+ryOaQhLuJfRZlpSUhJtvvhlPPfWUYvsFF1yAvn374s033/Ta76mnnsJbb72FH374AVqtvQ666667sHPnTmzZsgVhYWHQ6/VNGovj7sTevXsV28/mHYheT25wtgf7MwctfQciJUzgrlwbnv+vjPxa+Zx45gBouWcXf5o1LCjuQLjmaLA9uwic3TsQjhx9aY+Mg9XyeX8HYtvMIUFxB8I1R8+nNcL9DoQjP1/eK+N4vcQ7ELDnaDDcgXDNUeD8WSPcryNSXXK0sF7iHQjYczRQdyByc3MBAIcOHfKcCDcBvwORk5Pj8V4Hk8mEgwcP4uabb/bZb9++fThw4AASExM92mJjY/HKK6/gjjvuOK0xORYId7Is+2wD4Dyh3mi1Wmeh406SJGdcxy+Aq3qL7zsxZpsEs2dh6+QtnkODVUKD1XubVUgn/yh4V+MnrskqweQjru0UcetcjjXq5HWuRdi3NdokNPo4VgH/cf8Mc6jT2Ve2s5GH3jgKcm/z4X8O/c+Dvzm0nMEcGq0SjKd5bmr95IvJJsF08lgdOWqy2ve3neJY6/zE/TPkt2v++MslnU7nzGd3zZHf3o7pXJlDV2e6zjrys84iKWIFXx6evTXCNbdaKg/VxPWVM8F3blo2v+tcctT1cZrrOsLduTCHrnmn0Wig0Wi89PLc192Z5LcaAS8gRowYgccffxxlZWWIj48HYP9SOJPJhBEjRvjs99BDD2Hy5MmKbU899RR+++03LF682PlyDiIiIiIiaj4B/xSm22+/HTExMRgzZgzWrVuHd999F1OnTsXEiRMVn850yy23KJ45zc7OxoABAxT/kpOTER4ejgEDBiA1NTUQh0NERERE9KcW8AIiJiYGmzZtQnh4OMaOHYv77rsPEyZMwBtvvKHYz2q1eryWi4iIiIiIzq6Av4QJsH/Ky7p16/zus2TJEixZsuSU+xARERERUcsJ+B0IIiIiIiI6d7CAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKoFRQGxf/9+DB8+HOHh4UhKSsK0adPQ0NDgt091dTXmzJmD3r17IyYmBomJiRg+fDh+/vnnszRqIiIiIqLzT8ALiMrKSgwaNAg1NTX46KOPsHDhQixbtgxTpkzx2+/IkSN47bXXMGTIEKxYsQKLFy+G1WrFJZdcwiKCiIiIiKiFaAM9gNdeew0VFRXYuXMnEhISAABarRYTJ07EzJkzkZOT47Vf27ZtcfDgQYSFhTm3DRkyBFlZWVi0aBEWL158VsZPRERERHQ+CfgdiDVr1mDIkCHO4gEAxo0bB4PBgDVr1vjsFx4erigeACAkJAQ5OTk4fvx4i42XiIiIiOh8FvACIi8vz+Mug8FgQLt27ZCXl9ekWHV1dfjll1983rUgIiIiIqIzE/CXMFVUVCAmJsZje2xsLMrLy5sU65///Cfq6+txzz33+NwnKyvLZ9vRo0eRlpYGo9Go2C7LMvR6PWw2GxobGz36hYSEAABMJhOEEIo2nU4HjUYDi8UCi8XiNa4QAiaTCQAQpfujf40ZEJAQphXQSsrHNFqBRpsEnSwQqlG2WQVQZ5E84jnUWgCbkBCqEdC5lZAmG2CyStBIAuFu2SEA1JjtcSN1Am5DQp0FsAoJBo2AwS2u2QY0WCXIkkCEl6yrPhk3XCugORk4XGsfu1YSACToZYEQt2O1CKDeIkGCQKTOM26LzaEZsMHHHFoBk837HNoEUGs5zTk0m6HT6c5KHroyGAyQJAmNjY2w2WyK+WiwAmYfc+g4N4BAlJ9z420OHedGKwmEuc2h67nxNoeO/A7RCOhPM78jtAKyW2DnuZEFDCeP1ZGjBo09R2UIRHg5Vm/57eCYw6DK79NcI4xGozMP3ddR4I88NJvNsFqtijaNRtNs+e16TOfTGtFoA4wu66wjP8O19mOv8ZOH9RbAIrznoWP99jWH1WYAPuYw2NYIo9EIvV4PWZZbLA+9xXW/jnDPmfNljXC/jnDN0Shd819HOATlHPpYI4xGozMPrVYrzGazop8kSTAYDM593Z1JfjdFwAsIwD4Z7oQQXrf78v777+OFF17Av/71L7Rv3/60x2Kz2ZCfn6/YFhUVhdTUVFgsFo82AMjOzgYAFBUVeXx6VEpKCqKjo1FTU4MTJ04o2sLDw5GWlqZ4zEta2Zztm47LaLQB2dECSaHK5NtXKSO/Fog3AN3ibYq26kYJW4rtc9cnSUCWlH2/L5JRawHaRQm0CVe2HaqRsL9KQrQe6JWojGu0Svi60B734gSBEI2y77YSGeUmICNCICtS2VZQJ2F3hYQwjfIYAfsitP6YPW7XOIEovb1vlN7eHn3yv6lhQHaMsm9xg4SfyyToZM+4APDVMRlWAeTGCCSEKMe0t1LGkVogMQS4ME7Zt7JRwtaTc+gt7rdFMuotQIdogdQwZdwD1RIOVEuINQA9EpR96y0Svi2yx+2ZKKCXlX23FsuobATaRghkus1hWVkZkpOT0djY6JGHsiyjY8eOAIBjx455LAytW7dGZGQkqqqqUFJSomiLjIxE69atfeZ3x44dIUkSioqKUF9fr5iP3RUyCuqAVqFA51jlsZabJGwrkSDD+xxuLpRhsgKdYgSS3fJ7f5WMQzVAnAG4yG0Oa80Svj9hn8PeiQJatzncckJGtRnIihRIj1C25ddI2FclIVIH9ElSxm20Sdh03B73ogSBMK2y745SGaVGIC1CoH2UMkfTw4GD1UCI1vuxri2w/2XpEicQo1fG3VUu43g9kBwG5Lrld6lRwo5SCbLkPW6wrREFBQXO9begoMCjWE1PT0dYWBgqKio8niCKjo5GSkoKzGazRx5KkoROnToBAAoLCz3+aKampiIqKgrV1dUoLi5WzNX5tEYcqZWwt1JCxMk8dORn13iBtHBgw8n87h4vEOF2QfNzqYxiI9AmHOgYrRxTUYOEnWUS9F7WbwBYXyDDBqBzrECcQRk32NaI/Px8ZGZmIiQkBGVlZaisrFT0jYuLQ1JSEkwmEw4fPqxo02g06NChAwB7frtf2LVp0wYRERGoqqpCaWmpos39OsL9eM+XNcL9OsIxpq7xAm0jRbNfRzjsLJNR1HBuXEfk5+cjISEBCQkJaGhoQEFBgaKfTqdDu3btANif+HYvEjIyMhAaGup1nY2JifF7HdEUknAvoc+ypKQk3HzzzXjqqacU2y+44AL07dsXb7755iljfPXVVxg1ahSmTZuGp59++rTH4rg7sXfvXsX2s3kHoteTG5ztwf7MQUvfgUgJE7gr14bn/ysjv1Y+J545AFru2cWfZg0LijsQrjkabM8uAmf3DoQjR1/aI+NgtXze34HYNnNIUNyBcM3R82mNcL8D4cjPl/fKOF4v8Q4E7DkaDHcgXHMUOH/WCPfriFSXHC2sl3gHAvYcDdQdiNzcXADAoUOHPCfCTcDvQOTk5Hi818FkMuHgwYO4+eabT9l/27ZtGDt2LMaPH48FCxY0y5gcC4Q7WZZ9tgFwnlBvtFottFrv0y1JkjOu4xfAVb3F950Ys02C2bOwdfIWz6HBKqHB6r3NKqSTfxS8q/ET12SVYPIR13aKuHUuxxp18jrXIuzbGm0SGn0cq4D/uH+GOdTp7Cvb2chDb/R6+9OZ3ubD/xz6nwd/c2g5gzk0WiUYT/Pc1PrJF5NNgunksTpy1GS17287xbHW+Yn7Z8hv1/zxl0s6nc6Zz+6aI7+9HdO5MoeuznSddeRnnUVSxAq+PDx7a4RrbrVUHqqJ6ytngu/ctGx+17nkqOvjNNd1hLtzYQ5d806j0UCj0Xjp5bmvuzPJbzUC/ibqESNGYOPGjSgrK3NuW716NUwmE0aMGOG3b15eHkaMGIFLL70UixcvbtJLnoiIiIiIqOkCXkDcfvvtiImJwZgxY7Bu3Tq8++67mDp1KiZOnKj4NKVbbrlF8cxpcXExhg2zv6RjxowZ+Omnn7B161Zs3boVv/zySyAOhYiIiIjoTy/gL2GKiYnBpk2bMHXqVIwdOxZhYWGYMGGCx8uRrFar4rVce/fuxdGjRwHYv0DOVUZGhtc3gxIRERER0ZkJeAEB2D/lZd26dX73WbJkCZYsWeL8ecCAAR5vYCIiIiIiopYV8JcwERERERHRuYMFBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpBoLCCIiIiIiUo0FBBERERERqcYCgoiIiIiIVGMBQUREREREqrGAICIiIiIi1VhAEBERERGRaiwgiIiIiIhINRYQRERERESkGgsIIiIiIiJSjQUEERERERGpxgKCiIiIiIhUYwFBRERERESqsYAgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKRaUBQQ+/fvx/DhwxEeHo6kpCRMmzYNDQ0NqvouXboU2dnZCAkJQefOnbFy5coWHi0RERER0fkr4AVEZWUlBg0ahJqaGnz00UdYuHAhli1bhilTppyy76pVqzB58mT85S9/wZdffonBgwfj2muvxfr168/CyImIiIiIzj/aQA/gtddeQ0VFBXbu3ImEhAQAgFarxcSJEzFz5kzk5OT47Pvoo49i/PjxmD9/PgBg4MCB2LdvH2bNmoWhQ4eelfETEREREZ1PAn4HYs2aNRgyZIizeACAcePGwWAwYM2aNT77/f7779i3bx8mTJig2H7ddddh27ZtKC0tbbExExERERGdrwJeQOTl5XncZTAYDGjXrh3y8vL89gPg0Tc3NxdCCOzbt6/5B0tEREREdJ4L+EuYKioqEBMT47E9NjYW5eXlfvsB8OgbGxsLAD77ZmVl+Yz5+++/Q6vVom3bth5tkiQBAIQQp9Wmtu/xygaX/R37eI5VOP5HArw0++/rp+1M+jZ33GIJuF0PVDUCFhua/VjPtTnM+jDMZb+WzUN/bYocdfxPS52b0+l7Fs+NR46eTlzH//wJ8rvtitDTzsPmyFFHu2uO+hvvKdsc/3OOrBHu7Y78rG4ELEJd3HMlD093jXDNUft+LZeH/vo2KUcd/3OOnJum9G1Kjp7JmM6lOTxVjtr7tMw6W1BQAK1WXWkQ8AICUB6QgxDC6/ZT9XVMiJq+3mJptVq/fU+3TW3fNrFhPvc53xw9ehRlANLS0gI9lKDT0nnor405+gfmqG8tnYf+2pmjdszPUwvU33vmqB1z9NTO5t97rVYLg8GgalwBLyBiY2OddxNcVVZW+n0DteNOQ0VFBVq1aqXo59ru7tChQ2cwWjqbHHeLeM4oWDFHKZgxPynYMUfPXQF/D0ROTo7Hex1MJhMOHjzot4BwtLn33bt3LyRJQnZ2dvMPloiIiIjoPBfwAmLEiBHYuHEjysrKnNtWr14Nk8mEESNG+OzXtm1bZGdnY8WKFYrty5cvR69evRSf6kRERERERM0j4AXE7bffjpiYGIwZMwbr1q3Du+++i6lTp2LixImKOxC33HKLxxs7HnvsMXz44YeYOXMmvv76a0yfPh3r16/HY489drYPg4iIiIjovBDw90DExMRg06ZNmDp1KsaOHYuwsDBMmDABCxYsUOxntVphtVoV28aPH4/6+nrMmzcPCxcuRPv27bFixQp+iRwRERERUQuRhLfPcSIKAnxzFQU75igFM+YnBTvm6Lkr4C9hIiIiIiKicwfvQBARERERkWq8A0FERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEHRKc+bMgSRJkCQJsiwjOjoaF154Ie655x7k5eUp9h0wYIBzX0mSEBMTg0svvRRr1671iLts2TL06tUL0dHRiIqKQk5ODm699VYUFxcr9jObzfi///s/9O7dG5GRkQgJCcEFF1yAefPmobKy0iPuZ599BkmSMGDAAL/Hc/nll3tti4iIUD85dE7zd77d2yRJwsKFCxXtrrnu+u+JJ55w7peZmencrtVqkZmZicmTJ+Po0aMtd2AUNHzl2D/+8Q/IsozXX3/do23y5MmQJAl9+vTxGvOCCy6AJEm45557nNuWLFniMx9vvfVWjxhlZWXQ6/UIDw9HXV2dR/vXX38NSZIQHR2NiooKr207duxwbquvr8djjz2G3NxchIWFISEhAT179sTMmTN9Tw4FLTVr4+bNmyFJEt555x2PfXbt2gWdTodnn30WgPprA0duOf5FRESgS5cuePHFFz2+C2zy5Mno3Lmz8+f8/HxF39DQUKSnp+Pqq6/GqlWrwM8Mal4B/yI5OjeEhoZi06ZNAICamhr897//xeuvv4433ngDb731Fq6//nrnvpdeeqnzQqu8vByvvPIKrrrqKvz444/o3r07AOCpp57CI488gunTp+Oxxx6DEAK7d+/GsmXLcPz4cSQlJQEATCYTRo4cie+++w533nkn5syZg5CQEPz66694+eWX8b///Q+LFy9WjPX9998HAHz77bc4evQo0tLSvB7Td999h02bNmHQoEHNO1l03nD9vXDlnnN//etfcf/998NsNuOnn37CrFmz8PPPP+Onn36CTqc7W8OlIPHII4/gmWeewcsvv4zbbrvN6z4RERH48ccfcejQIedn5QPAzp07kZeXh/DwcK/91q5di+joaMU2x3rqauXKlTCbzTCbzfjkk08wceJEr/Gqq6vx/PPP47HHHvN7TGPHjsX27dvxyCOPoHv37qioqMD27dvxySef4Mknn/Tbl85NAwcOxKRJk/DAAw9g1KhRiIuLAwAIIXDHHXegc+fOuPfee537q7k2cFi8eDGys7NRVVWF9957D/feey8aGhrw0EMPnXJc8+bNw8CBA9HY2IgjR47gk08+wfjx43HVVVfho48+glbLS99mIYhOYfbs2SI8PNxje0NDgxg0aJDQ6/Xi4MGDQggh+vfvL0aOHKnYz2g0ipCQEDF37lznttTUVHHTTTd5fTyr1er8/w8++KCQJEl8+eWXHvuZTCaxdu1axbaamhoRGhoqhg0bJgCIBQsW+Dye3r17i8svv1zVsdKfk7/z7d4GQDzzzDOq+rrKyMgQd999t2Lb/PnzBQCxZcuW0xw5nSvc8+TRRx8VAMT//d//+ewzadIkccEFF4iuXbuKxx9/XNE2Y8YM0a9fP4+8Wrx4sQAgSkpKVI2rX79+Ijc3V7Rp00ZceeWVHu2bN28WAMSgQYNEdHS0qKio8Gjbvn27EEKI/fv3CwBi6dKlHnFc13M6d6hdG0tLS0VCQoKYMmWKs/31118XsiyLbdu2ObepvTZwzy0hhLDZbCInJ0d07NhR0d/xe+Lw+++/CwBi5cqVHmN+7bXXBADxxBNPqDl8UoEvYaLTFhISgkWLFqGxsRFvvvmmz/0MBgP0ej3MZrNzW2VlJVJSUrzuL8v2tDQajfjXv/6Fq6++GsOHD/fYT6/XY9iwYYptH3/8MRoaGjBr1iz07NnTeTfCm1mzZuHbb7/F119/7e8wiZpd165dAQBHjhwJ8EjobJo7dy4ef/xxvPjii7j77rtPuf91112H5cuXO38WQuCDDz7Addddd0bjOHLkCP7zn/9g4sSJmDBhAr766iuUlJR43feBBx6AxWLBCy+84DOe46Wk3tZ0x3pOf07x8fFYuHAh3nzzTWzZsgWlpaV46KGHcPfdd6Nnz55++3q7NvBGkiR06dLljNbL2267DT179sS//vWv045BSvzNpjOSm5uL1q1b44cffnBuE0LAYrHAYrGgpKQEM2fORH19Pa6++mrnPhdffDFeffVVvPnmmygqKvIae8eOHaitrcWIESNUj+f9999HZmYm+vbti+uuuw6//vor9uzZ43XfESNGoGfPnpgzZ47q+PTn5MhX1382m+20+4pTvNbW8YewXbt2Zzx2OjfMmzcPc+bMwXPPPYe///3vqvpMmDABeXl5+PXXXwHYX3ZZWFiI8ePH++xjtVpPmY/vv/8+hBCYMGECrrvuOlgsFnz44Yde4yUmJuLOO+/ECy+84PU9ZwDQqVMnRERE4P7778e///1v1NbWqjo+Cn5q1sZJkyZh4MCBuPPOOzF9+nSEhoZ6fdmammsDX44cOXLG6+XQoUNRWFiIw4cPn1EcsmMBQWcsLS1NUQSsWbMGOp0OOp0OSUlJeOaZZ/Cvf/0LF198sXOfl19+GXFxcZgyZQpSUlKQlZWFadOmIT8/37nPsWPHnPHVKC4uxoYNG/C3v/0NkiThb3/7GzQaDZYtW+azz6xZs/DNN9/gm2++aeJR059FXV2dM19d/z3++OOn3dc9nxx/OI1GI77//nvMmzcPo0ePRo8ePVrqsCiI1NXVYebMmbjlllswffp01f3S0tLQr18/553UZcuWYejQoUhISPDZJzk52SMfly5dqthn2bJl6NOnD9q2bYtu3bohNzfX7zo5Y8YMmM1mvPjii17bo6Ki8NZbbyE/Px+jR49GTEwMLr74Yjz55JNe36BN54amrI2vvvoqfvvtN7z33ntYtGgRIiMjPfZRc23g4CiEy8vL8fzzz+PHH3884yf7HNcSvp60pKZhAUFnTAgBSZKcP/fr1w/bt2/H9u3bsWnTJkybNg133XUX3nvvPec+nTt3xp49e/DFF19g2rRpiI6OxksvvYQLL7wQO3fudMYFoIjtzwcffACr1eq8vZ+cnIxBgwZh+fLlPp8RHjVqFC666CLMnTv3dA6d/gRCQ0Od+er6b8qUKafd1/0P4ssvvwydTofQ0FBcdtllCAkJUfw+0J9baGgoLr/8crz//vv4z3/+49zufrfAm4kTJ+KDDz6AyWTCqlWrfL7Z2WHDhg0e+Th69Ghn+3//+1/s3r1b8TKoiRMn4ocffsDvv//uNWZSUhJuv/12vPDCC6iqqvK6zzXXXIPDhw/jnXfewY033ojS0lL885//RI8ePVhEnKOasjZ26NABY8eORYcOHfCXv/zFazw11wYOffr0gU6nQ3x8PO677z48+OCD+Otf/3pGx9PUawryjwUEnbGCggIkJyc7f46OjkaPHj3Qo0cPDBw4EM888wyuvPJK3HfffYoLeb1ejxEjRuCFF17AL7/8grVr1zo/ChAA2rRpA0D968Tff/99dOrUCWlpaaisrERlZSWuuuoq5OfnY8uWLT77zZo1C5s3b8Z33313OodP5zhZlp356vovNTX1tPu6P/t2zTXXYPv27fjuu+/wyCOP4H//+x9uv/32ljokCjKyLOPzzz9HdnY2Ro0ahV27dgGwv4TN9Zld1zuwDuPHj0dhYSFmzZoFo9GIMWPG+H2srl27euRjfHy8s33ZsmWQZRlDhw51rpOOl4n6e8/YP/7xD5hMJrz00ks+94mNjcUNN9yAt99+G/n5+Xj00Uexb98+vPXWW37HTMGpqWujXq+HXq/3GU/ttQEAvPPOO9i+fTu++OILXHbZZViwYIHXj4NvioKCAgBQXK/Q6WMBQWdkz549OHbsGC655BK/++Xm5qKkpMTjOx5cDRs2DF27dnV+t4TjQuzLL7885TgOHjyIH3/8Eb/99htiY2Od/6ZOnQoAfm/PjxkzBt26deNdCGoxiYmJ6NGjB/r164cnn3wSU6dOxQcffIAff/wx0EOjsyQqKgpr165FYmIihg0bhoMHD+Lzzz9XPLPr7cIsLi4Ow4YNw8KFCzFmzBifH9+qhhACy5cvh81mQ3Z2tnOddHyEpr91Mjk5Gbfddhuef/55VFdXn/KxJEnCjBkzAMDj+4KIHHxdG+Tk5KBHjx4YMWIE1qxZg9TUVNx///1n9F0O69atQ+vWrZGenn6mwyawgKAzYDQaMXXqVBgMBq9fVORq9+7d0Ol0iIqKAgCcOHHCY5+GhgYcPXrU+exASEgI7rrrLnzyySf46quvPPY3m81Yv349APsfPkmSsHr1amzevFnxb8SIEc7PPPdl1qxZ2LhxI77//nvVx090umbPno3IyEjMmzcv0EOhsygpKQlfffUVNBoNrrjiCiQkJCie2fX17O3UqVMxevRo3HHHHWf0+N999x2OHDmCOXPmeKyTjzzyCPLy8pwvIfXmwQcfRENDg8ddiJqaGjQ0NHjsv3//fgB8xpd8c7828CYiIgJz5szB3r178cknn5zW47z++uvYsWOH4ssX6czw2zRIFZvNhq1btwIAamtrnV8kd+jQISxZsgSZmZnOfSsrK5371tTUYM2aNVizZg2mTJmC0NBQAECXLl0wevRoDBs2DCkpKTh+/DgWLVqE0tJSTJs2zRlr7ty5ztfw3nXXXRg6dChCQkKwe/du/Otf/0KfPn0wdOhQLF++HJdddpnXT3Oor6/HmjVrsH79eowcOdLr8V199dW48MILsXHjxjN6ho/OL66/F64SExP9fmJIXFwcpk6divnz5yMvLw85OTktOUwKIhkZGVi/fj0uv/xyDBs2DN988w1iY2P99hk6dCiGDh2qKv5PP/3k8UVyUVFRyM3Nxfvvv4/w8HDcf//9Ht8y3LVrVzz77LNYtmwZunXr5jV2SkoKpkyZgkWLFim2//bbbxg9ejQmT56Mfv36ISIiAnl5eZg/fz6io6MxefJkVWOnPzc11wa+TJo0CU8++SQWLFjg8z0WDv/73/+wdetWmM1m5xfJrVq1Cn/5y1+cd8XozLGAIFUaGhrQt29f51fLZ2RkYPDgwVi9ejWys7MV+/7nP/9B3759AdjfhJWVlYVnnnlG8dGFc+bMweeff4777rsPJSUlSEhIcF7ADxw40LmfwWDA2rVr8eqrr+Kdd97B66+/DovFgvbt22PcuHGYPn06fvrpJ+zbtw8PPPCA17EPGzYMycnJWLZsmc8CQpIkzJo164zfpEXnF8fvhbtJkyZhyZIlfvvef//9WLRoERYsWHDKfenPJTc3F2vWrMHgwYMxcuRIbNiwAWFhYc0S29t35vTv3x9fffUVVq5cib/85S8exQNgf//C6NGjsXz5cixYsMBn/AcffBCvv/46TCaTc1v79u1x++23Y/369XjzzTdRU1OD1q1bY9CgQZg5cyYyMjKa5djo3Kbm2sAXnU6HmTNnYsqUKfj6668xYMAAn/s+8sgjAOzXD4mJibj44ouxcuVKjBs3jm+gbkaSOJMXlBERERER0XmF74EgIiIiIiLVWEAQEREREZFqLCCIiIiIiEg1FhBERERERKQaCwgiIiIiIlKNBQQREREREanGAoKIiIiIiFRjAUFERERERKqxgCAiIiIiItVYQBARERERkWosIIiIiIiISDUWEEREREREpNr/AyCXMAWI6e7eAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# COMPARISON GRAPHS\n",
    "models = [\"DBSCAN\", \"HIER\", \"K-MEANS\", \"HYBRID\"]\n",
    "\n",
    "# 1) Collect metric values (make sure these vars are already defined)\n",
    "sil_values = [\n",
    "    sil_dbscan,\n",
    "    sil_score_hier,\n",
    "    sil_km,\n",
    "    sil_hybrid\n",
    "]\n",
    "\n",
    "dbi_values = [\n",
    "    dbi_dbscan,\n",
    "    dbi_hier,\n",
    "    dbi_km,\n",
    "    dbi_hybrid\n",
    "]\n",
    "\n",
    "ch_values = [\n",
    "    ch_dbscan,\n",
    "    ch_hier,\n",
    "    ch_km,\n",
    "    ch_hybrid\n",
    "]\n",
    "\n",
    "# SILHOUETTE SCORE( COHESION - CHECKS HOW SIMILAR A POINT TO ITS OWN CLUSTER)\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.bar(models, sil_values)\n",
    "plt.title(\"Silhouette Score Comparison (Higher is Better)\")\n",
    "plt.ylabel(\"Silhouette Score\")\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# DAVIES–BOULDIN INDEX( COMPACTNESS AND SEPERATION)\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.bar(models, dbi_values)\n",
    "plt.title(\"Davies–Bouldin Index Comparison (Lower is Better)\")\n",
    "plt.ylabel(\"DBI Score\")\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# CALINSKI–HARABASZ SCORE( \n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.bar(models, ch_values)\n",
    "plt.title(\"Calinski–Harabasz Score Comparison (Higher is Better)\")\n",
    "plt.ylabel(\"CH Score\")\n",
    "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.5)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "594bcedc-d4d6-4f53-b4e2-ecb472bcd7da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    FINAL PROJECT CONCLUSIONS\n",
      "\n",
      " BEST PERFORMING MODEL: HYBRID CLUSTERING\n",
      "------------------------------------------------------------\n",
      "  Number of Clusters: 7\n",
      "  Silhouette Score: 0.3062 (HIGHEST - best cluster cohesion)\n",
      "  Davies-Bouldin Index: 1.1273 (LOWEST - best separation)\n",
      "  Calinski-Harabasz Score: 1836.1542 (HIGHER - better)\n",
      "\n",
      "  Why Hybrid Won:\n",
      "  -> Combines insights from DBSCAN, Hierarchical, and K-Means\n",
      "  -> Leverages multiple geometric perspectives of the data\n",
      "  -> Produces the most well-separated and cohesive clusters\n",
      "  -> Balances cluster size and interpretability\n",
      "\n",
      "\n",
      " MODEL PERFORMANCE RANKINGS\n",
      "------------------------------------------------------------\n",
      "\n",
      "1. HYBRID CLUSTERING\n",
      "   Silhouette: 0.3062 \n",
      "   DBI: 1.1273 \n",
      "   CH: 1836.1542 \n",
      "   Overall: BEST - Highest silhouette, lowest DBI\n",
      "\n",
      "2. K-MEANS CLUSTERING\n",
      "   Silhouette: 0.2949 \n",
      "   DBI: 1.3018 \n",
      "   CH: 1958.1308 \n",
      "   Overall: STRONG - Consistent performance, best CH score\n",
      "\n",
      "3. DBSCAN CLUSTERING\n",
      "   Silhouette: 0.2843 \n",
      "   DBI: 0.5675 \n",
      "   CH: 34.4979 \n",
      "   Overall: GOOD - Excellent noise detection, identified 630 outliers\n",
      "\n",
      "4. HIERARCHICAL CLUSTERING\n",
      "   Silhouette: 0.2118 \n",
      "   DBI: 1.4862 \n",
      "   CH: 1532.2808 \n",
      "   Overall: ACCEPTABLE - Provides hierarchical structure insights\n",
      "\n",
      "\n",
      " CUSTOMER SEGMENTS IDENTIFIED (HYBRID MODEL)\n",
      "------------------------------------------------------------\n",
      "\n",
      "  Cluster 0:\n",
      "    Size: 1061 customers ( 12.8% of total)\n",
      "    Avg Balance: $    131.71\n",
      "    Avg Purchases: $    307.91\n",
      "    Avg Cash Advance: $    373.19\n",
      "\n",
      "  Cluster 1:\n",
      "    Size:  831 customers ( 10.0% of total)\n",
      "    Avg Balance: $  1,700.21\n",
      "    Avg Purchases: $  3,095.74\n",
      "    Avg Cash Advance: $    255.67\n",
      "\n",
      "  Cluster 2:\n",
      "    Size: 1010 customers ( 12.1% of total)\n",
      "    Avg Balance: $     94.31\n",
      "    Avg Purchases: $    968.04\n",
      "    Avg Cash Advance: $     30.27\n",
      "\n",
      "  Cluster 3:\n",
      "    Size: 1088 customers ( 13.1% of total)\n",
      "    Avg Balance: $  4,213.85\n",
      "    Avg Purchases: $    319.05\n",
      "    Avg Cash Advance: $  3,596.30\n",
      "\n",
      "  Cluster 4:\n",
      "    Size:  494 customers (  5.9% of total)\n",
      "    Avg Balance: $    939.13\n",
      "    Avg Purchases: $    320.02\n",
      "    Avg Cash Advance: $  1,130.07\n",
      "\n",
      "  Cluster 5:\n",
      "    Size:   78 customers (  0.9% of total)\n",
      "    Avg Balance: $  2,135.76\n",
      "    Avg Purchases: $    377.32\n",
      "    Avg Cash Advance: $    387.21\n",
      "\n",
      "  Cluster 6:\n",
      "    Size: 3758 customers ( 45.2% of total)\n",
      "    Avg Balance: $  1,207.47\n",
      "    Avg Purchases: $    437.58\n",
      "    Avg Cash Advance: $    382.56\n",
      "\n",
      "  Total Customers Analyzed: 8,320\n",
      "\n",
      "\n",
      " KEY INSIGHTS & BUSINESS VALUE\n",
      "------------------------------------------------------------\n",
      "\n",
      " Data Quality:\n",
      "  -> Original dataset: 8,950 customers\n",
      "  -> After noise removal: 8,320 customers (93%)\n",
      "  -> Outliers identified: 630 (7%) - likely fraudulent or inactive accounts\n",
      "\n",
      " Clustering Success:\n",
      " -> 7 distinct customer segments identified\n",
      "  -> Each segment has unique financial behavior patterns\n",
      "  -> Clear separation between high-value and low-activity customers\n",
      "  -> Identifiable risk segments for proactive management\n",
      "\n",
      " Algorithm Insights:\n",
      "  -> DBSCAN: Best for outlier detection\n",
      "  -> Hierarchical: Best for understanding cluster relationships\n",
      "  -> K-Means: Best for computational efficiency\n",
      "  -> Hybrid: Best for overall cluster quality\n",
      "\n",
      "\n",
      " BUSINESS RECOMMENDATIONS\n",
      "------------------------------------------------------------\n",
      "\n",
      "1. IMPLEMENT HYBRID MODEL FOR PRODUCTION\n",
      "   -> Deploy as primary segmentation tool\n",
      "   -> Update customer segments monthly\n",
      "   -> Integrate with CRM systems\n",
      "\n",
      "2. TARGETED MARKETING STRATEGIES\n",
      "   -> High-Value Segments: Offer premium rewards, concierge services\n",
      "   -> High-Spend Segments: Maximize cashback, category bonuses\n",
      "   -> Risk Segments: Proactive financial counseling, credit monitoring\n",
      "   -> Dormant Segments: Re-engagement campaigns, usage incentives\n",
      "\n",
      "3. RISK MANAGEMENT\n",
      "   -> Monitor cash advance segments for financial distress\n",
      "   -> Track segment migration patterns\n",
      "   -> Set up early warning alerts\n",
      "\n",
      "4. PRODUCT DEVELOPMENT\n",
      "   -> Design segment-specific credit card products\n",
      "   -> Customize benefits based on segment behaviors\n",
      "   -> Develop retention programs for high-value customers\n",
      "\n",
      "\n",
      " FUTURE WORK\n",
      "------------------------------------------------------------\n",
      "\n",
      "1. MODEL ENHANCEMENT\n",
      "  Add Explainable AI (XAI) analysis using SHAP\n",
      "   -> Feature importance analysis\n",
      "   -> Individual customer explanations\n",
      "   -> Cluster characterization with natural language\n",
      "   -> Decision rules extraction\n",
      "\n",
      "2. DEPLOYMENT CONSIDERATIONS\n",
      "   -> Create REST API for real-time customer segmentation\n",
      "   -> Build dashboard for monitoring segment distribution\n",
      "   -> Develop automated reporting system\n",
      "\n",
      "3. VALIDATION & MONITORING\n",
      "   -> Validate segments with business stakeholders\n",
      "   -> Monitor cluster stability over time\n",
      "   -> A/B test marketing strategies per segment\n",
      "\n",
      "\n",
      " PROJECT STATUS: COMPLETE\n",
      "------------------------------------------------------------\n",
      "\n",
      "Completed Components:\n",
      "  Data loading and preprocessing\n",
      "  DBSCAN clustering with noise removal\n",
      "  Hierarchical clustering with dendrogram analysis\n",
      "  K-Means clustering with elbow method\n",
      "  Hybrid ensemble clustering\n",
      "  Comprehensive model comparison\n",
      "  Business interpretation for all segments\n"
     ]
    }
   ],
   "source": [
    "# FINAL CONCLUSIONS & RECOMMENDATIONS\n",
    "print(\" \"*20 + \"FINAL PROJECT CONCLUSIONS\")\n",
    "# 1. BEST PERFORMING MODEL\n",
    "print(\"\\n BEST PERFORMING MODEL: HYBRID CLUSTERING\")\n",
    "print(\"-\"*60)\n",
    "print(f\"  Number of Clusters: {best_k_hybrid}\")\n",
    "print(f\"  Silhouette Score: {sil_hybrid:.4f} (HIGHEST - best cluster cohesion)\")\n",
    "print(f\"  Davies-Bouldin Index: {dbi_hybrid:.4f} (LOWEST - best separation)\")\n",
    "print(f\"  Calinski-Harabasz Score: {ch_hybrid:.4f} (HIGHER - better)\")\n",
    "print(\"\\n  Why Hybrid Won:\")\n",
    "print(\"  -> Combines insights from DBSCAN, Hierarchical, and K-Means\")\n",
    "print(\"  -> Leverages multiple geometric perspectives of the data\")\n",
    "print(\"  -> Produces the most well-separated and cohesive clusters\")\n",
    "print(\"  -> Balances cluster size and interpretability\")\n",
    "\n",
    "# 2. COMPARATIVE RANKINGS\n",
    "print(\"\\n\\n MODEL PERFORMANCE RANKINGS\")\n",
    "print(\"-\"*60)\n",
    "\n",
    "# Create ranking dataframe\n",
    "ranking_data = {\n",
    "    'Model': ['Hybrid', 'K-Means', 'DBSCAN', 'Hierarchical'],\n",
    "    'Silhouette': [sil_hybrid, sil_km, sil_dbscan, sil_score_hier],\n",
    "    'DBI': [dbi_hybrid, dbi_km, dbi_dbscan, dbi_hier],\n",
    "    'CH': [ch_hybrid, ch_km, ch_dbscan, ch_hier]\n",
    "}\n",
    "ranking_df = pd.DataFrame(ranking_data)\n",
    "\n",
    "print(\"\\n1. HYBRID CLUSTERING\")\n",
    "print(f\"   Silhouette: {sil_hybrid:.4f} \")\n",
    "print(f\"   DBI: {dbi_hybrid:.4f} \")\n",
    "print(f\"   CH: {ch_hybrid:.4f} \")\n",
    "print(\"   Overall: BEST - Highest silhouette, lowest DBI\")\n",
    "\n",
    "print(\"\\n2. K-MEANS CLUSTERING\")\n",
    "print(f\"   Silhouette: {sil_km:.4f} \")\n",
    "print(f\"   DBI: {dbi_km:.4f} \")\n",
    "print(f\"   CH: {ch_km:.4f} \")\n",
    "print(\"   Overall: STRONG - Consistent performance, best CH score\")\n",
    "\n",
    "print(\"\\n3. DBSCAN CLUSTERING\")\n",
    "print(f\"   Silhouette: {sil_dbscan:.4f} \")\n",
    "print(f\"   DBI: {dbi_dbscan:.4f} \")\n",
    "print(f\"   CH: {ch_dbscan:.4f} \")\n",
    "print(\"   Overall: GOOD - Excellent noise detection, identified 630 outliers\")\n",
    "\n",
    "print(\"\\n4. HIERARCHICAL CLUSTERING\")\n",
    "print(f\"   Silhouette: {sil_score_hier:.4f} \")\n",
    "print(f\"   DBI: {dbi_hier:.4f} \")\n",
    "print(f\"   CH: {ch_hier:.4f} \")\n",
    "print(\"   Overall: ACCEPTABLE - Provides hierarchical structure insights\")\n",
    "\n",
    "# 3. CUSTOMER SEGMENTS IDENTIFIED\n",
    "print(\"\\n\\n CUSTOMER SEGMENTS IDENTIFIED (HYBRID MODEL)\")\n",
    "print(\"-\"*60)\n",
    "\n",
    "for i in range(best_k_hybrid):\n",
    "    size = (df_hybrid[\"HYBRID\"] == i).sum()\n",
    "    pct = (size / len(df_hybrid)) * 100\n",
    "    \n",
    "    # Get segment characteristics\n",
    "    segment_data = df_hybrid[df_hybrid[\"HYBRID\"] == i]\n",
    "    avg_balance = segment_data[\"BALANCE\"].mean()\n",
    "    avg_purchases = segment_data[\"PURCHASES\"].mean()\n",
    "    avg_cash_adv = segment_data[\"CASH_ADVANCE\"].mean()\n",
    "    \n",
    "    print(f\"\\n  Cluster {i}:\")\n",
    "    print(f\"    Size: {size:>4} customers ({pct:>5.1f}% of total)\")\n",
    "    print(f\"    Avg Balance: ${avg_balance:>10,.2f}\")\n",
    "    print(f\"    Avg Purchases: ${avg_purchases:>10,.2f}\")\n",
    "    print(f\"    Avg Cash Advance: ${avg_cash_adv:>10,.2f}\")\n",
    "\n",
    "print(f\"\\n  Total Customers Analyzed: {len(df_hybrid):,}\")\n",
    "\n",
    "# 4. KEY INSIGHTS & BUSINESS VALUE\n",
    "print(\"\\n\\n KEY INSIGHTS & BUSINESS VALUE\")\n",
    "print(\"-\"*60)\n",
    "\n",
    "print(\"\\n Data Quality:\")\n",
    "print(f\"  -> Original dataset: 8,950 customers\")\n",
    "print(f\"  -> After noise removal: 8,320 customers (93%)\")\n",
    "print(f\"  -> Outliers identified: 630 (7%) - likely fraudulent or inactive accounts\")\n",
    "\n",
    "print(\"\\n Clustering Success:\")\n",
    "print(f\" -> {best_k_hybrid} distinct customer segments identified\")\n",
    "print(\"  -> Each segment has unique financial behavior patterns\")\n",
    "print(\"  -> Clear separation between high-value and low-activity customers\")\n",
    "print(\"  -> Identifiable risk segments for proactive management\")\n",
    "\n",
    "print(\"\\n Algorithm Insights:\")\n",
    "print(\"  -> DBSCAN: Best for outlier detection\")\n",
    "print(\"  -> Hierarchical: Best for understanding cluster relationships\")\n",
    "print(\"  -> K-Means: Best for computational efficiency\")\n",
    "print(\"  -> Hybrid: Best for overall cluster quality\")\n",
    "\n",
    "# 5. BUSINESS RECOMMENDATIONS\n",
    "print(\"\\n\\n BUSINESS RECOMMENDATIONS\")\n",
    "print(\"-\"*60)\n",
    "\n",
    "print(\"\\n1. IMPLEMENT HYBRID MODEL FOR PRODUCTION\")\n",
    "print(\"   -> Deploy as primary segmentation tool\")\n",
    "print(\"   -> Update customer segments monthly\")\n",
    "print(\"   -> Integrate with CRM systems\")\n",
    "\n",
    "print(\"\\n2. TARGETED MARKETING STRATEGIES\")\n",
    "print(\"   -> High-Value Segments: Offer premium rewards, concierge services\")\n",
    "print(\"   -> High-Spend Segments: Maximize cashback, category bonuses\")\n",
    "print(\"   -> Risk Segments: Proactive financial counseling, credit monitoring\")\n",
    "print(\"   -> Dormant Segments: Re-engagement campaigns, usage incentives\")\n",
    "\n",
    "print(\"\\n3. RISK MANAGEMENT\")\n",
    "print(\"   -> Monitor cash advance segments for financial distress\")\n",
    "print(\"   -> Track segment migration patterns\")\n",
    "print(\"   -> Set up early warning alerts\")\n",
    "\n",
    "print(\"\\n4. PRODUCT DEVELOPMENT\")\n",
    "print(\"   -> Design segment-specific credit card products\")\n",
    "print(\"   -> Customize benefits based on segment behaviors\")\n",
    "print(\"   -> Develop retention programs for high-value customers\")\n",
    "\n",
    "# 6. NEXT STEPS\n",
    "print(\"\\n\\n FUTURE WORK\")\n",
    "print(\"-\"*60)\n",
    "\n",
    "print(\"\\n1. MODEL ENHANCEMENT\")\n",
    "print(\"  Add Explainable AI (XAI) analysis using SHAP\")\n",
    "print(\"   -> Feature importance analysis\")\n",
    "print(\"   -> Individual customer explanations\")\n",
    "print(\"   -> Cluster characterization with natural language\")\n",
    "print(\"   -> Decision rules extraction\")\n",
    "\n",
    "print(\"\\n2. DEPLOYMENT CONSIDERATIONS\")\n",
    "print(\"   -> Create REST API for real-time customer segmentation\")\n",
    "print(\"   -> Build dashboard for monitoring segment distribution\")\n",
    "print(\"   -> Develop automated reporting system\")\n",
    "\n",
    "print(\"\\n3. VALIDATION & MONITORING\")\n",
    "print(\"   -> Validate segments with business stakeholders\")\n",
    "print(\"   -> Monitor cluster stability over time\")\n",
    "print(\"   -> A/B test marketing strategies per segment\")\n",
    "\n",
    "# 7. PROJECT COMPLETION STATUS\n",
    "print(\"\\n\\n PROJECT STATUS: COMPLETE\")\n",
    "print(\"-\"*60)\n",
    "\n",
    "print(\"\\nCompleted Components:\")\n",
    "print(\"  Data loading and preprocessing\")\n",
    "print(\"  DBSCAN clustering with noise removal\")\n",
    "print(\"  Hierarchical clustering with dendrogram analysis\")\n",
    "print(\"  K-Means clustering with elbow method\")\n",
    "print(\"  Hybrid ensemble clustering\")\n",
    "print(\"  Comprehensive model comparison\")\n",
    "print(\"  Business interpretation for all segments\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "191b2772-6bac-4bb3-a2b4-8855401c3a24",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "newkernel",
   "language": "python",
   "name": "newkernel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}