Kmeans Clustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "87322b7a",
   "metadata": {},
   "source": [
    "## Kmeans Clustering with PCA: Credit Card Behaviour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "269cec1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "import warnings\n",
    "warnings.filterwarnings(action=\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "04253a9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"C:/Users/rinke/Downloads/CC GENERAL.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "85873a88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e2108717",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MINIMUM_PAYMENTS    313\n",
       "CREDIT_LIMIT          1\n",
       "CUST_ID               0\n",
       "BALANCE               0\n",
       "PRC_FULL_PAYMENT      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a83c70ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.loc[(data['MINIMUM_PAYMENTS'].isnull()==True),'MINIMUM_PAYMENTS']=data['MINIMUM_PAYMENTS'].mean()\n",
    "data.loc[(data['CREDIT_LIMIT'].isnull()==True),'CREDIT_LIMIT']=data['CREDIT_LIMIT'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "330b2de2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CUST_ID             0\n",
       "BALANCE             0\n",
       "PRC_FULL_PAYMENT    0\n",
       "MINIMUM_PAYMENTS    0\n",
       "PAYMENTS            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "70481e14",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns=['BALANCE', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'CREDIT_LIMIT',\n",
    "        'PAYMENTS', 'MINIMUM_PAYMENTS']\n",
    "\n",
    "for c in columns:\n",
    "    \n",
    "    Range=c+'_RANGE'\n",
    "    data[Range]=0        \n",
    "    data.loc[((data[c]>0)&(data[c]<=500)),Range]=1\n",
    "    data.loc[((data[c]>500)&(data[c]<=1000)),Range]=2\n",
    "    data.loc[((data[c]>1000)&(data[c]<=3000)),Range]=3\n",
    "    data.loc[((data[c]>3000)&(data[c]<=5000)),Range]=4\n",
    "    data.loc[((data[c]>5000)&(data[c]<=10000)),Range]=5\n",
    "    data.loc[((data[c]>10000)),Range]=6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "589ca3e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns=['BALANCE_FREQUENCY', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', \n",
    "         'CASH_ADVANCE_FREQUENCY', 'PRC_FULL_PAYMENT']\n",
    "\n",
    "for c in columns:\n",
    "    \n",
    "    Range=c+'_RANGE'\n",
    "    data[Range]=0\n",
    "    data.loc[((data[c]>0)&(data[c]<=0.1)),Range]=1\n",
    "    data.loc[((data[c]>0.1)&(data[c]<=0.2)),Range]=2\n",
    "    data.loc[((data[c]>0.2)&(data[c]<=0.3)),Range]=3\n",
    "    data.loc[((data[c]>0.3)&(data[c]<=0.4)),Range]=4\n",
    "    data.loc[((data[c]>0.4)&(data[c]<=0.5)),Range]=5\n",
    "    data.loc[((data[c]>0.5)&(data[c]<=0.6)),Range]=6\n",
    "    data.loc[((data[c]>0.6)&(data[c]<=0.7)),Range]=7\n",
    "    data.loc[((data[c]>0.7)&(data[c]<=0.8)),Range]=8\n",
    "    data.loc[((data[c]>0.8)&(data[c]<=0.9)),Range]=9\n",
    "    data.loc[((data[c]>0.9)&(data[c]<=1.0)),Range]=10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ab3b36ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns=['PURCHASES_TRX', 'CASH_ADVANCE_TRX']  \n",
    "\n",
    "for c in columns:\n",
    "    \n",
    "    Range=c+'_RANGE'\n",
    "    data[Range]=0\n",
    "    data.loc[((data[c]>0)&(data[c]<=5)),Range]=1\n",
    "    data.loc[((data[c]>5)&(data[c]<=10)),Range]=2\n",
    "    data.loc[((data[c]>10)&(data[c]<=15)),Range]=3\n",
    "    data.loc[((data[c]>15)&(data[c]<=20)),Range]=4\n",
    "    data.loc[((data[c]>20)&(data[c]<=30)),Range]=5\n",
    "    data.loc[((data[c]>30)&(data[c]<=50)),Range]=6\n",
    "    data.loc[((data[c]>50)&(data[c]<=100)),Range]=7\n",
    "    data.loc[((data[c]>100)),Range]=8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6967cb23",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES',\n",
    "       'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE',\n",
    "       'PURCHASES_FREQUENCY',  'ONEOFF_PURCHASES_FREQUENCY',\n",
    "       'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY',\n",
    "       'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS',\n",
    "       'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT' ], axis=1, inplace=True)\n",
    "\n",
    "X= np.asarray(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3216dbd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8950, 17)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scale = StandardScaler()\n",
    "X = scale.fit_transform(X)\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "53e20e36",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_clusters=30\n",
    "cost=[]\n",
    "for i in range(1,n_clusters):\n",
    "    kmean= KMeans(i)\n",
    "    kmean.fit(X)\n",
    "    cost.append(kmean.inertia_)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "44f8e4ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f806768400>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(cost, 'bx-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "82fc129c",
   "metadata": {},
   "outputs": [],
   "source": [
    "kmean= KMeans(6)\n",
    "kmean.fit(X)\n",
    "labels=kmean.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b3158134",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TENURE</th>\n",
       "      <th>BALANCE_RANGE</th>\n",
       "      <th>PURCHASES_RANGE</th>\n",
       "      <th>ONEOFF_PURCHASES_RANGE</th>\n",
       "      <th>INSTALLMENTS_PURCHASES_RANGE</th>\n",
       "      <th>CASH_ADVANCE_RANGE</th>\n",
       "      <th>CREDIT_LIMIT_RANGE</th>\n",
       "      <th>PAYMENTS_RANGE</th>\n",
       "      <th>MINIMUM_PAYMENTS_RANGE</th>\n",
       "      <th>BALANCE_FREQUENCY_RANGE</th>\n",
       "      <th>PURCHASES_FREQUENCY_RANGE</th>\n",
       "      <th>ONEOFF_PURCHASES_FREQUENCY_RANGE</th>\n",
       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY_RANGE</th>\n",
       "      <th>CASH_ADVANCE_FREQUENCY_RANGE</th>\n",
       "      <th>PRC_FULL_PAYMENT_RANGE</th>\n",
       "      <th>PURCHASES_TRX_RANGE</th>\n",
       "      <th>CASH_ADVANCE_TRX_RANGE</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   TENURE  BALANCE_RANGE  PURCHASES_RANGE  ONEOFF_PURCHASES_RANGE  \\\n",
       "0      12              1                1                       0   \n",
       "1      12              4                0                       0   \n",
       "2      12              3                2                       2   \n",
       "3      12              3                3                       3   \n",
       "4      12              2                1                       1   \n",
       "\n",
       "   INSTALLMENTS_PURCHASES_RANGE  CASH_ADVANCE_RANGE  CREDIT_LIMIT_RANGE  \\\n",
       "0                             1                   0                   2   \n",
       "1                             0                   5                   5   \n",
       "2                             0                   0                   5   \n",
       "3                             0                   1                   5   \n",
       "4                             0                   0                   3   \n",
       "\n",
       "   PAYMENTS_RANGE  MINIMUM_PAYMENTS_RANGE  BALANCE_FREQUENCY_RANGE  \\\n",
       "0               1                       1                        9   \n",
       "1               4                       3                       10   \n",
       "2               2                       2                       10   \n",
       "3               0                       2                        7   \n",
       "4               2                       1                       10   \n",
       "\n",
       "   PURCHASES_FREQUENCY_RANGE  ONEOFF_PURCHASES_FREQUENCY_RANGE  \\\n",
       "0                          2                                 0   \n",
       "1                          0                                 0   \n",
       "2                         10                                10   \n",
       "3                          1                                 1   \n",
       "4                          1                                 1   \n",
       "\n",
       "   PURCHASES_INSTALLMENTS_FREQUENCY_RANGE  CASH_ADVANCE_FREQUENCY_RANGE  \\\n",
       "0                                       1                             0   \n",
       "1                                       0                             3   \n",
       "2                                       0                             0   \n",
       "3                                       0                             1   \n",
       "4                                       0                             0   \n",
       "\n",
       "   PRC_FULL_PAYMENT_RANGE  PURCHASES_TRX_RANGE  CASH_ADVANCE_TRX_RANGE  \\\n",
       "0                       0                    1                       0   \n",
       "1                       3                    0                       1   \n",
       "2                       0                    3                       0   \n",
       "3                       0                    1                       1   \n",
       "4                       0                    1                       0   \n",
       "\n",
       "   cluster  \n",
       "0        2  \n",
       "1        5  \n",
       "2        3  \n",
       "3        2  \n",
       "4        2  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters=pd.concat([data, pd.DataFrame({'cluster':labels})], axis=1)\n",
    "clusters.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1acde5e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABv4AAAEiCAYAAAAxqKXyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA68ElEQVR4nO3de5hVdb0/8M/IwHBtYEAYOHE7gmhCalBc1B9wpAECOZkCJhJ20DIvgYgKWYHnqKinwnMgTY0ABcM6qZkmiqV4fJAklLweMwOvjHiBAZQzEKzfHx13bWcYmJk9M3s2r9fzrOdxr/Vd3/VZ38E3l89ee+clSZIEAAAAAAAA0Kgd1tAFAAAAAAAAALWn8QcAAAAAAAA5QOMPAAAAAAAAcoDGHwAAAAAAAOQAjT8AAAAAAADIARp/AAAAAAAAkAM0/gAAAAAAACAHaPwBAAAAAABADtD4AwAAAAAAgByg8UeD2rRpU+Tl5cWGDRsauhTgECaLgGwgi4BsIIuAbCCLgIYmh2jMNP7IKUuWLIm2bds2dBlV2rp1a0yePDkKCwujsLAwJk+eHNu2bWvosoAMagxZdPXVV8eQIUOiZcuWWV8rUDPZnkWbNm2KqVOnRs+ePaNFixZxxBFHxJw5c2L37t0NXRqQQdmeRRER48aNi27dukXz5s2jc+fOMXny5HjrrbcauiwggxpDFn2kvLw8jjvuOA0HyDGNIYd69OgReXl5adusWbMauixqQOMPKrF3797Yt29fncx95plnxoYNG2LlypWxcuXK2LBhQ0yePLlOrgU0bnWZRbt3747x48fHN77xjTqZH8gddZVF//M//xP79u2Lm2++OZ5//vmYP39+/OhHP4pvfetbGb8W0PjV5Z+Lhg8fHj/72c/ipZdeil/84hfxyiuvxOmnn14n1wIat7rMoo9cdtll0aVLlzq9BtB41XUO/eu//mts3rw5tX3729+us2tRdzT+qHP79u2L6667Lnr16hUFBQXRrVu3uPrqqysdW9k7H+65557Iy8tLvf7DH/4Qw4cPjzZt2sQnPvGJ6N+/f/z+97+PRx99NL761a9GWVlZ6h0Jc+fOjYi//gP3ZZddFv/wD/8QrVq1ioEDB8ajjz5a4br33XdffOpTn4qCgoJ49dVXM70U8eKLL8bKlSvjxz/+cQwePDgGDx4ct956a9x3333x0ksvZfx6wN/IonRXXnllXHzxxdGvX786mR+onCz6m1GjRsXixYujpKQk/vEf/zHGjRsXM2fOjLvuuivj1wLSyaJ0F198cQwaNCi6d+8eQ4YMiVmzZsXatWtjz549dXI94K9kUUUPPPBAPPTQQ/G9732vzq4B/I0cqqhNmzZRXFyc2lq3bl1n16Lu5Dd0AeS+2bNnx6233hrz58+PE088MTZv3hz/8z//U+P5Jk2aFMcff3zcdNNN0aRJk9iwYUM0bdo0hgwZEjfccEN897vfTTXRPgqmr371q7Fp06ZYsWJFdOnSJe6+++4YNWpUPPvss9G7d++IiPjwww9j3rx58eMf/zjat28fHTt2rPT6Bwq7k046KR544IFKjz3xxBNRWFgYAwcOTO0bNGhQFBYWxpo1a6JPnz7VXg/g4MgiIBvIoqqVlZVFUVHRQY8HakYW7d/7778fy5cvjyFDhkTTpk0PdgmAGpBF6d5+++0499xz45577omWLVvWZAmAapJDFV133XXxb//2b9G1a9cYP358XHrppdGsWbPqLgUNTOOPOrVjx474j//4j1i4cGFMmTIlIiKOOOKIOPHEE2s852uvvRaXXnppHHXUURERqQCMiCgsLIy8vLwoLi5O7XvllVfipz/9abzxxhupj0qYOXNmrFy5MhYvXhzXXHNNRETs2bMnbrzxxjj22GOrvP6BPl+9RYsW+z1WWlpaaTB37NgxSktLq5wXqDlZBGQDWVS1V155JRYsWBDf//73D/ocoPpkUeUuv/zyWLhwYXz44YcxaNCguO+++w54DlBzsihdkiRx9tlnx3nnnRcDBgyITZs2VTkXUHtyqKJp06bFZz7zmWjXrl08+eSTMXv27Ni4cWP8+Mc/rvI8so/GH3XqxRdfjPLy8jj55JMzNueMGTPinHPOidtvvz1GjBgR48ePjyOOOGK/45966qlIkiSOPPLItP3l5eXRvn371OtmzZrFpz/96QNev1evXjUvPiLt8e+PJElS6X4gM2QRkA1k0f699dZbMWrUqBg/fnycc845GZkTqJwsqtyll14aU6dOjVdffTWuvPLK+MpXvhL33Xefv6dBHZFF6RYsWBDbt2+P2bNn13gOoHrkUEUXX3xx6r8//elPR7t27eL000+P6667Lq0esp/GH3Wquk+cHHbYYZEkSdq+j3+vwty5c+PMM8+M+++/Px544IGYM2dOrFixIk499dRK59y3b180adIk1q9fH02aNEk79vePP7do0eKg/lJXm0emi4uL4+23366w/5133olOnTod8NpAzcgiIBvIosq99dZbMXz48Bg8eHDccsstB7wmUDuyqHIdOnSIDh06xJFHHhlHH310dO3aNdauXRuDBw8+4PWB6pNF6X7729/G2rVro6CgIG3/gAEDYtKkSbF06dIDXh+oHjl0YIMGDYqIiD/96U8af42Mxh91qnfv3tGiRYv4zW9+c1Dv3j788MNjx44d8cEHH0SrVq0iovJHlI888sg48sgj4+KLL44vf/nLsXjx4jj11FOjWbNmsXfv3rSxxx9/fOzduze2bNkSJ510Uq3vqTaPTA8ePDjKysriySefjM997nMREfG73/0uysrKYsiQIbWuDaicLAKygSyq6M0334zhw4dH//79Y/HixXHYYYfVuiagarLowD76R73y8vKalgQcgCxK95//+Z9x1VVXpV6/9dZbMXLkyLjzzjtj4MCBta4NqEgOHdjTTz8dERGdO3euaUk0EI0/6lTz5s3j8ssvj8suuyyaNWsWJ5xwQrzzzjvx/PPPx9SpUyuMHzhwYLRs2TK+9a1vxUUXXRRPPvlkLFmyJHV8165dcemll8bpp58ePXv2jDfeeCPWrVsXp512WkRE9OjRI3bu3Bm/+c1v4thjj42WLVvGkUceGZMmTYqvfOUr8f3vfz+OP/74ePfdd+O3v/1t9OvXL77whS9U655q88j00UcfHaNGjYpzzz03br755oiI+NrXvhZjx46NPn361HheoGqyqKLXXnst3n///Xjttddi7969qT8c9urV64DvEANqRhale+utt2LYsGHRrVu3+N73vhfvvPNO6tjff+8FkFmyKN2TTz4ZTz75ZJx44onRrl27+POf/xzf/e5344gjjvC0H9QhWZSuW7duaa8/+jvZEUccEZ/85CdrPC+wf3Io3RNPPBFr166N4cOHR2FhYaxbty4uvvjiGDduXIWMohFIoI7t3bs3ueqqq5Lu3bsnTZs2Tbp165Zcc801SZIkycaNG5OISJ5++unU+Lvvvjvp1atX0rx582Ts2LHJLbfcknz0S7W8vDw544wzkq5duybNmjVLunTpklx44YXJrl27Uuefd955Sfv27ZOISObMmZMkSZLs3r07+e53v5v06NEjadq0aVJcXJyceuqpyTPPPJMkSZIsXrw4KSwsrJf1eO+995JJkyYlbdq0Sdq0aZNMmjQp2bp1a71cGw5lsijdlClTkoiosD3yyCP1cn04VMmiv1m8eHGlOeSvKFD3ZNHfPPPMM8nw4cOToqKipKCgIOnRo0dy3nnnJW+88UadXxsOdbJo/yq7fyDz5NDfrF+/Phk4cGBSWFiYNG/ePOnTp08yZ86c5IMPPqjza5N5eUnysQ+mBQAAAAAAABodX6IBAAAAAAAAOUDjDwAAAAAAAHKAxh8AAAAAAADkAI0/AAAAAAAAyAEafwAAAAAAAJADNP4AAAAAAAAgB+Rs4y9Jkti+fXskSdLQpQCHMFkEZANZBGQDWQQ0NDkEZANZBNS1nG387dixIwoLC2PHjh0NXQpwCJNFQDaQRUA2kEVAQ5NDQDaQRUBdy9nGHwAAAAAAABxKNP4AAAAAAAAgB2j8AQAAAAAAQA7Q+AMAAAAAAIAcoPEHAAAAAAAAOUDjDwAAAAAAAHKAxh8AAAAAAADkAI0/AAAAAAAAyAEafwAAAAAAAJAD8hu6AAAanx6z7q/2OZuuHVMHlQAAAAAA8BFP/AEAAAAAAEAO0PgDAAAAAACAHKDxBwAAAAAAADlA4w8AAAAAAABygMYfAAAAAAAA5ACNPwAAAAAAAMgBGn8AAAAAAACQAzT+AAAAAAAAIAdo/AEAAAAAAEAO0PgDAAAAAACAHFDtxt9jjz0Wp5xySnTp0iXy8vLinnvuSR3bs2dPXH755dGvX79o1apVdOnSJb7yla/EW2+9lTbHsGHDIi8vL20744wz0sZs3bo1Jk+eHIWFhVFYWBiTJ0+Obdu21egmAQAAAAAAINdVu/H3wQcfxLHHHhsLFy6scOzDDz+Mp556Kr7zne/EU089FXfddVf88Y9/jHHjxlUYe+6558bmzZtT280335x2/Mwzz4wNGzbEypUrY+XKlbFhw4aYPHlydcsFAAAAAACAQ0J+dU8YPXp0jB49utJjhYWFsWrVqrR9CxYsiM997nPx2muvRbdu3VL7W7ZsGcXFxZXO8+KLL8bKlStj7dq1MXDgwIiIuPXWW2Pw4MHx0ksvRZ8+fapbNgAAAAAAAOS0Ov+Ov7KyssjLy4u2bdum7V++fHl06NAhjjnmmJg5c2bs2LEjdeyJJ56IwsLCVNMvImLQoEFRWFgYa9asqeuSAQAAAAAAoNGp9hN/1fG///u/MWvWrDjzzDPjE5/4RGr/pEmTomfPnlFcXBzPPfdczJ49O/7whz+knhYsLS2Njh07VpivY8eOUVpaWum1ysvLo7y8PPV6+/btGb4bgAOTRUA2kEVANpBFQEOTQ0A2kEVAfauzxt+ePXvijDPOiH379sWNN96Yduzcc89N/Xffvn2jd+/eMWDAgHjqqafiM5/5TERE5OXlVZgzSZJK90dEzJs3L6688soM3gFA9ckiIBvIIqqjx6z7az3HpmvHZKASco0sAhqaHAKygSwC6ludfNTnnj17YsKECbFx48ZYtWpV2tN+lfnMZz4TTZs2jZdffjkiIoqLi+Ptt9+uMO6dd96JTp06VTrH7Nmzo6ysLLW9/vrrtb8RgGqSRUA2kEVANpBFQEOTQ0A2kEVAfcv4E38fNf1efvnleOSRR6J9+/YHPOf555+PPXv2ROfOnSMiYvDgwVFWVhZPPvlkfO5zn4uIiN/97ndRVlYWQ4YMqXSOgoKCKCgoyNyNANSALAKygSwCsoEsAhqaHAKygSwC6lu1G387d+6MP/3pT6nXGzdujA0bNkRRUVF06dIlTj/99Hjqqafivvvui71796a+k6+oqCiaNWsWr7zySixfvjy+8IUvRIcOHeKFF16ISy65JI4//vg44YQTIiLi6KOPjlGjRsW5554bN998c0REfO1rX4uxY8dGnz59MnHfAAAAAAAAkFOq3fj7/e9/H8OHD0+9njFjRkRETJkyJebOnRv33ntvREQcd9xxaec98sgjMWzYsGjWrFn85je/if/4j/+InTt3RteuXWPMmDExZ86caNKkSWr88uXL45vf/GaUlJRERMS4ceNi4cKF1b5BAAAAAAAAOBRUu/E3bNiwSJJkv8erOhYR0bVr11i9evUBr1NUVBTLli2rbnkAAAAAAABwSDqsoQsAAAAAAAAAak/jDwAAAAAAAHKAxh8AAAAAAADkAI0/AAAAAAAAyAEafwAAAAAAAJADNP4AAAAAAAAgB2j8AQAAAAAAQA7Q+AMAAAAAAIAcoPEHAAAAAAAAOUDjDwAAAAAAAHKAxh8AAAAAAADkAI0/AAAAAAAAyAEafwAAAAAAAJADNP4AAAAAAAAgB2j8AQAAAAAAQA7Q+AMAAAAAAIAcoPEHAAAAAAAAOUDjDwAAAAAAAHKAxh8AAAAAAADkAI0/AAAAAAAAyAEafwAAAAAAAJADNP4AAAAAAAAgB2j8AQAAAAAAQA7Q+AMAAAAAAIAcoPEHAAAAAAAAOUDjDwAAAAAAAHJAtRt/jz32WJxyyinRpUuXyMvLi3vuuSfteJIkMXfu3OjSpUu0aNEihg0bFs8//3zamPLy8rjooouiQ4cO0apVqxg3bly88cYbaWO2bt0akydPjsLCwigsLIzJkyfHtm3bqn2DAAAAAAAAcCioduPvgw8+iGOPPTYWLlxY6fHrr78+fvCDH8TChQtj3bp1UVxcHJ///Odjx44dqTHTp0+Pu+++O1asWBGPP/547Ny5M8aOHRt79+5NjTnzzDNjw4YNsXLlyli5cmVs2LAhJk+eXINbBAAAAAAAgNyXX90TRo8eHaNHj670WJIkccMNN8QVV1wRX/rSlyIiYunSpdGpU6e444474utf/3qUlZXFokWL4vbbb48RI0ZERMSyZcuia9eu8fDDD8fIkSPjxRdfjJUrV8batWtj4MCBERFx6623xuDBg+Oll16KPn361PR+G50es+6v9jmbrh1TB5UAAAAAAACQzTL6HX8bN26M0tLSKCkpSe0rKCiIoUOHxpo1ayIiYv369bFnz560MV26dIm+ffumxjzxxBNRWFiYavpFRAwaNCgKCwtTYz6uvLw8tm/fnrYB1DdZBGQDWQRkA1kENDQ5BGQDWQTUt4w2/kpLSyMiolOnTmn7O3XqlDpWWloazZo1i3bt2lU5pmPHjhXm79ixY2rMx82bNy/1fYCFhYXRtWvXWt8PQHXJIiAbyCIgG8gioKHJISAbyCKgvmW08feRvLy8tNdJklTY93EfH1PZ+KrmmT17dpSVlaW2119/vQaVA9SOLAKygSwCsoEsAhqaHAKygSwC6lu1v+OvKsXFxRHx1yf2OnfunNq/ZcuW1FOAxcXFsXv37ti6dWvaU39btmyJIUOGpMa8/fbbFeZ/5513KjxN+JGCgoIoKCjI2L0A1IQsArKBLAKygSwCGpocArKBLALqW0af+OvZs2cUFxfHqlWrUvt2794dq1evTjX1+vfvH02bNk0bs3nz5njuuedSYwYPHhxlZWXx5JNPpsb87ne/i7KystQYAAAAAAAA4G+q/cTfzp07409/+lPq9caNG2PDhg1RVFQU3bp1i+nTp8c111wTvXv3jt69e8c111wTLVu2jDPPPDMiIgoLC2Pq1KlxySWXRPv27aOoqChmzpwZ/fr1ixEjRkRExNFHHx2jRo2Kc889N26++eaIiPja174WY8eOjT59+mTivgEAAAAAACCnVLvx9/vf/z6GDx+eej1jxoyIiJgyZUosWbIkLrvssti1a1ecf/75sXXr1hg4cGA89NBD0aZNm9Q58+fPj/z8/JgwYULs2rUrTj755FiyZEk0adIkNWb58uXxzW9+M0pKSiIiYty4cbFw4cIa3ygAAAAAAADksmo3/oYNGxZJkuz3eF5eXsydOzfmzp273zHNmzePBQsWxIIFC/Y7pqioKJYtW1bd8gAAAAAAAOCQlNHv+AMAAAAAAAAahsYfAAAAAAAA5ACNPwAAAAAAAMgBGn8AAAAAAACQAzT+AAAAAAAAIAdo/AEAAAAAAEAO0PgDAAAAAACAHKDxBwAAAAAAADlA4w8AAAAAAABygMYfAAAAAAAA5ACNPwAAAAAAAMgBGn8AAAAAAACQAzT+AAAAAAAAIAdo/AEAAAAAAEAO0PgDAAAAAACAHKDxBwAAAAAAADlA4w8AAAAAAABygMYfAAAAAAAA5ACNPwAAAAAAAMgBGn8AAAAAAACQAzT+AAAAAAAAIAdo/AEAAAAAAEAO0PgDAAAAAACAHKDxBwAAAAAAADlA4w8AAAAAAAByQMYbfz169Ii8vLwK2wUXXBAREWeffXaFY4MGDUqbo7y8PC666KLo0KFDtGrVKsaNGxdvvPFGpksFAAAAAACAnJHxxt+6deti8+bNqW3VqlURETF+/PjUmFGjRqWN+fWvf502x/Tp0+Puu++OFStWxOOPPx47d+6MsWPHxt69ezNdLgAAAAAAAOSE/ExPePjhh6e9vvbaa+OII46IoUOHpvYVFBREcXFxpeeXlZXFokWL4vbbb48RI0ZERMSyZcuia9eu8fDDD8fIkSMzXTIAAAAAAAA0enX6HX+7d++OZcuWxb/8y79EXl5eav+jjz4aHTt2jCOPPDLOPffc2LJlS+rY+vXrY8+ePVFSUpLa16VLl+jbt2+sWbOmLssFAAAAAACARivjT/z9vXvuuSe2bdsWZ599dmrf6NGjY/z48dG9e/fYuHFjfOc734l/+qd/ivXr10dBQUGUlpZGs2bNol27dmlzderUKUpLS/d7rfLy8igvL0+93r59e8bvB+BAZBGQDWQRkA1kEdDQ5BCQDWQRUN/q9Im/RYsWxejRo6NLly6pfRMnTowxY8ZE375945RTTokHHngg/vjHP8b9999f5VxJkqQ9Nfhx8+bNi8LCwtTWtWvXjN0HwMGSRUA2kEVANpBFQEOTQ0A2kEVAfauzxt+rr74aDz/8cJxzzjlVjuvcuXN07949Xn755YiIKC4ujt27d8fWrVvTxm3ZsiU6deq033lmz54dZWVlqe3111+v/U0AVJMsArKBLAKygSwCGpocArKBLALqW5191OfixYujY8eOMWbMmCrHvffee/H6669H586dIyKif//+0bRp01i1alVMmDAhIiI2b94czz33XFx//fX7naegoCAKCgoydwMANSCLgGwgi4BsIIuAhiaHgGwgi4D6VieNv3379sXixYtjypQpkZ//t0vs3Lkz5s6dG6eddlp07tw5Nm3aFN/61reiQ4cOceqpp0ZERGFhYUydOjUuueSSaN++fRQVFcXMmTOjX79+MWLEiLooFwAAAAAAABq9Omn8Pfzww/Haa6/Fv/zLv6Ttb9KkSTz77LNx2223xbZt26Jz584xfPjwuPPOO6NNmzapcfPnz4/8/PyYMGFC7Nq1K04++eRYsmRJNGnSpC7KBQAAAAAAgEavThp/JSUlkSRJhf0tWrSIBx988IDnN2/ePBYsWBALFiyoi/IAAAAAAAAg5xzW0AUAAAAAAAAAtafxBwAAAAAAADlA4w8AAAAAAABygMYfAAAAAAAA5ID8hi4AAAAAGqses+6v1fmbrh2ToUoAAAA88QcAAAAAAAA5QeMPAAAAAAAAcoDGHwAAAAAAAOQAjT8AAAAAAADIARp/AAAAAAAAkAM0/gAAAAAAACAHaPwBAAAAAABADtD4AwAAAAAAgByg8QcAAAAAAAA5QOMPAAAAAAAAcoDGHwAAAAAAAOQAjT8AAAAAAADIARp/AAAAAAAAkAM0/gAAAAAAACAHaPwBAAAAAABADtD4AwAAAAAAgByg8QcAAAAAAAA5QOMPAAAAAAAAcoDGHwAAAAAAAOQAjT8AAAAAAADIARlv/M2dOzfy8vLStuLi4tTxJEli7ty50aVLl2jRokUMGzYsnn/++bQ5ysvL46KLLooOHTpEq1atYty4cfHGG29kulQAAAAAAADIGXXyxN8xxxwTmzdvTm3PPvts6tj1118fP/jBD2LhwoWxbt26KC4ujs9//vOxY8eO1Jjp06fH3XffHStWrIjHH388du7cGWPHjo29e/fWRbkAAAAAAADQ6OXXyaT5+WlP+X0kSZK44YYb4oorrogvfelLERGxdOnS6NSpU9xxxx3x9a9/PcrKymLRokVx++23x4gRIyIiYtmyZdG1a9d4+OGHY+TIkXVRMgAAAAAAADRqdfLE38svvxxdunSJnj17xhlnnBF//vOfIyJi48aNUVpaGiUlJamxBQUFMXTo0FizZk1ERKxfvz727NmTNqZLly7Rt2/f1BgAAAAAAAAgXcaf+Bs4cGDcdtttceSRR8bbb78dV111VQwZMiSef/75KC0tjYiITp06pZ3TqVOnePXVVyMiorS0NJo1axbt2rWrMOaj8ytTXl4e5eXlqdfbt2/P1C0BHDRZBGSDQyWLesy6v9ZzbLp2TAYqASpzqGQRkL3kEJANZBFQ3zL+xN/o0aPjtNNOi379+sWIESPi/vv/+g8yS5cuTY3Jy8tLOydJkgr7Pu5AY+bNmxeFhYWprWvXrrW4C4CakUVANpBFQDaQRUBDk0NANpBFQH2rk+/4+3utWrWKfv36xcsvvxxf/OIXI+KvT/V17tw5NWbLli2ppwCLi4tj9+7dsXXr1rSn/rZs2RJDhgzZ73Vmz54dM2bMSL3evn27EAXqnSwCsoEsqj+1ferQE4fkMlkENDQ5BGQDWQTUtzpv/JWXl8eLL74YJ510UvTs2TOKi4tj1apVcfzxx0dExO7du2P16tVx3XXXRURE//79o2nTprFq1aqYMGFCRERs3rw5nnvuubj++uv3e52CgoIoKCio69sBqJIsArKBLAKygSwCGpocArKBLALqW8YbfzNnzoxTTjklunXrFlu2bImrrroqtm/fHlOmTIm8vLyYPn16XHPNNdG7d+/o3bt3XHPNNdGyZcs488wzIyKisLAwpk6dGpdcckm0b98+ioqKYubMmamPDgUAAAAAAAAqynjj74033ogvf/nL8e6778bhhx8egwYNirVr10b37t0jIuKyyy6LXbt2xfnnnx9bt26NgQMHxkMPPRRt2rRJzTF//vzIz8+PCRMmxK5du+Lkk0+OJUuWRJMmTTJdLgAAAAAAAOSEjDf+VqxYUeXxvLy8mDt3bsydO3e/Y5o3bx4LFiyIBQsWZLg6AAAAAAAAyE2HNXQBAAAAAAAAQO1p/AEAAAAAAEAO0PgDAAAAAACAHKDxBwAAAAAAADlA4w8AAAAAAABygMYfAAAAAAAA5ID8hi4AAAAAAACAiB6z7s/ofJuuHZPR+ch+nvgDAAAAAACAHKDxBwAAAAAAADlA4w8AAAAAAABygO/4AwAAABpUbb/LxnfXAADAX3niDwAAAAAAAHKAxh8AAAAAAADkAI0/AAAAAAAAyAEafwAAAAAAAJADNP4AAAAAAAAgB+Q3dAEAkKt6zLq/2udsunZMHVQCAAAAAIeOmvy7XFUa07/ZeeIPAAAAAAAAcoDGHwAAAAAAAOQAH/UJAAAAAADAQTmUP0azMfDEHwAAAAAAAOQAjT8AAAAAAADIARp/AAAAAAAAkAM0/gAAAAAAACAHaPwBAAAAAABADshv6AIAAAAAABpaj1n3Z3S+TdeOyeh8AHAwMv7E37x58+Kzn/1stGnTJjp27Bhf/OIX46WXXkobc/bZZ0deXl7aNmjQoLQx5eXlcdFFF0WHDh2iVatWMW7cuHjjjTcyXS4AAAAAAADkhIw/8bd69eq44IIL4rOf/Wz85S9/iSuuuCJKSkrihRdeiFatWqXGjRo1KhYvXpx63axZs7R5pk+fHr/61a9ixYoV0b59+7jkkkti7NixsX79+mjSpEmmywYAAIBGqbZPqHgiBQAAckfGG38rV65Me7148eLo2LFjrF+/Pv7f//t/qf0FBQVRXFxc6RxlZWWxaNGiuP3222PEiBEREbFs2bLo2rVrPPzwwzFy5MhMlw0AAAAAAACNWp1/x19ZWVlERBQVFaXtf/TRR6Njx47Rtm3bGDp0aFx99dXRsWPHiIhYv3597NmzJ0pKSlLju3TpEn379o01a9ZU2vgrLy+P8vLy1Ovt27fXxe0AVEkWAdlAFgHZQBYBDU0OAdlAFgH1rU4bf0mSxIwZM+LEE0+Mvn37pvaPHj06xo8fH927d4+NGzfGd77znfinf/qnWL9+fRQUFERpaWk0a9Ys2rVrlzZfp06dorS0tNJrzZs3L6688sq6vB2AA5JFQDaQRUA2kEVAQ5ND5KLafrzzx/m457oni4D6VqeNvwsvvDCeeeaZePzxx9P2T5w4MfXfffv2jQEDBkT37t3j/vvvjy996Uv7nS9JksjLy6v02OzZs2PGjBmp19u3b4+uXbvW8g4AqkcWNZya/OXHX3DIVbIIyAayCGhocgjIBrIIqG911vi76KKL4t57743HHnssPvnJT1Y5tnPnztG9e/d4+eWXIyKiuLg4du/eHVu3bk176m/Lli0xZMiQSucoKCiIgoKCzN0AQA3IIiAbyCIgG8gioKHJIWgYnkpMJ4uA+nZYpidMkiQuvPDCuOuuu+K3v/1t9OzZ84DnvPfee/H6669H586dIyKif//+0bRp01i1alVqzObNm+O5557bb+MPAAAAAAAADmUZf+LvggsuiDvuuCN++ctfRps2bVLfyVdYWBgtWrSInTt3xty5c+O0006Lzp07x6ZNm+Jb3/pWdOjQIU499dTU2KlTp8Yll1wS7du3j6Kiopg5c2b069cvRowYkemSAQAAAAAAoNHLeOPvpptuioiIYcOGpe1fvHhxnH322dGkSZN49tln47bbbott27ZF586dY/jw4XHnnXdGmzZtUuPnz58f+fn5MWHChNi1a1ecfPLJsWTJkmjSpEmmSwYAAAAAAIBGL+ONvyRJqjzeokWLePDBBw84T/PmzWPBggWxYMGCTJUGAAAAAAAAOSvj3/EHAAAAAAAA1D+NPwAAAAAAAMgBGn8AAAAAAACQAzT+AAAAAAAAIAdo/AEAAAAAAEAO0PgDAAAAAACAHKDxBwAAAAAAADlA4w8AAAAAAABygMYfAAAAAAAA5ACNPwAAAAAAAMgBGn8AAAAAAACQAzT+AAAAAAAAIAdo/AEAAAAAAEAO0PgDAAAAAACAHJDf0AUAAACHth6z7q/V+ZuuHZOhSgAAAKBx88QfAAAAAAAA5ACNPwAAAAAAAMgBGn8AAAAAAACQA3zH38dU9/tFfJ8IAAAAAAAA2cATfwAAAAAAAJADPPEHAAAAHPKq+wlAH+cTgQAgu9X29/rK+P2fbOSJPwAAAAAAAMgBGn8AAAAAAACQAzT+AAAAAAAAIAf4jj8AAAAAALKS72UDqJ6sb/zdeOON8e///u+xefPmOOaYY+KGG26Ik046qaHLAgAAAAAAQoMWsklWN/7uvPPOmD59etx4441xwgknxM033xyjR4+OF154Ibp169bQ5QEAAAAAByHTTQENAQDqU2Nqbmd14+8HP/hBTJ06Nc4555yIiLjhhhviwQcfjJtuuinmzZvXwNUdumryC9wfxgCyQ3UzXH4DAAAAQOORtY2/3bt3x/r162PWrFlp+0tKSmLNmjUNVBUAAJCLavvuTW+UADJBFgEAUFtZ2/h79913Y+/evdGpU6e0/Z06dYrS0tIK48vLy6O8vDz1uqysLCIitm/fXq3r7iv/sFrjqzt/dVW3nohDs6a+cx6s9jnPXTmyDiohV7Rp0yby8vKqfV6msijbZWMOqOngZNvvc1RNFlWtJv+PfVxt16S2NWTDz8Q6Zk8N2UoWVS0bfu1kQw21lQ33oIbsJYcOrCb/LlKVuvg3k0z8mePv1cXPUY2Zkeka60JN7lsWVa0ufu6ZXqPGUGPEofn/eWOosS7UWRYlWerNN99MIiJZs2ZN2v6rrroq6dOnT4Xxc+bMSSLCZrPZMrKVlZXVKLtkkc1my+Qmi2w2WzZssshmszX0JodsNls2bLLIZrNlw3YwWZSXJEkSWWj37t3RsmXL+PnPfx6nnnpqav+0adNiw4YNsXr16rTxH3/nxL59++L999+P9u3bH/Q7MbZv3x5du3aN119/PT7xiU9k5kYOQdYxM6xjZtR0HTP1Lq7qZpGfe2ZYx8ywjpkjiw5N1jEzrGNm1GYdZVHjZh0zwzpmRmP7M1FtaiaddcwM65gZjS2L/NwzwzpmjrXMjLrMoqz9qM9mzZpF//79Y9WqVWmNv1WrVsU///M/VxhfUFAQBQUFafvatm1bo2t/4hOf8As2A6xjZljHzKivdcxUFvm5Z4Z1zAzrmDmy6NBkHTPDOmZGfa6jLMou1jEzrGNmNLY/E0X42WeKdcwM65gZjS2L/NwzwzpmjrXMjLpYx6xt/EVEzJgxIyZPnhwDBgyIwYMHxy233BKvvfZanHfeeQ1dGgAAAAAAAGSVrG78TZw4Md57773413/919i8eXP07ds3fv3rX0f37t0bujQAAAAAAADIKlnd+IuIOP/88+P888+vl2sVFBTEnDlzKjx6TfVYx8ywjpnR2NaxsdWbraxjZljHzGlsa9nY6s1W1jEzrGNmNMZ1bIw1ZyPrmBnWMTMa4zo2xpqzkXXMDOuYGY1tHRtbvdnKOmaOtcyMulzHvCRJkozPCgAAAAAAANSrwxq6AAAAAAAAAKD2NP4AAAAAAAAgB2j8AQAAAAAAQA7Q+Ps/N954Y/Ts2TOaN28e/fv3j//+7/9u6JIalXnz5sVnP/vZaNOmTXTs2DG++MUvxksvvdTQZTV68+bNi7y8vJg+fXpDl9LovPnmm3HWWWdF+/bto2XLlnHcccfF+vXrG7qsA5JFtSOL6oYsqjlZdGiSRXVDFtVcY8wiOVR7sijz5FDtyKJDjxyqG7Ko5hpjDkXIotqSRXVDFtVcfWSRxl9E3HnnnTF9+vS44oor4umnn46TTjopRo8eHa+99lpDl9ZorF69Oi644IJYu3ZtrFq1Kv7yl79ESUlJfPDBBw1dWqO1bt26uOWWW+LTn/50Q5fS6GzdujVOOOGEaNq0aTzwwAPxwgsvxPe///1o27ZtQ5dWJVlUe7Io82RRzcmiQ5csyjxZVHONMYvkUGbIosySQ7Ujiw5NcijzZFHNNcYcipBFmSCLMk8W1Vy9ZVFC8rnPfS4577zz0vYdddRRyaxZsxqoosZvy5YtSUQkq1evbuhSGqUdO3YkvXv3TlatWpUMHTo0mTZtWkOX1KhcfvnlyYknntjQZVSbLMo8WVQ7sqh2ZBEfkUW1I4tqpzFmkRyqG7Ko5uRQ7ckikkQO1ZYsqp3GmENJIovqgiyqHVlUO/WVRYf8E3+7d++O9evXR0lJSdr+kpKSWLNmTQNV1fiVlZVFRERRUVEDV9I4XXDBBTFmzJgYMWJEQ5fSKN17770xYMCAGD9+fHTs2DGOP/74uPXWWxu6rCrJorohi2pHFtWOLOIjsqh2ZFHtNLYskkN1RxbVnByqPVlEhByqLVlUO40thyJkUV2RRbUji2qnvrLokG/8vfvuu7F3797o1KlT2v5OnTpFaWlpA1XVuCVJEjNmzIgTTzwx+vbt29DlNDorVqyI9evXx7x58xq6lEbrz3/+c9x0003Ru3fvePDBB+O8886Lb37zm3Hbbbc1dGn7JYsyTxbVjiyqPVlEhCyqLVlUe40ti+RQ3ZBFNSeHMkMWIYdqRxbVXmPLoQhZVBdkUe3IotqrryzKz+hsjVheXl7a6yRJKuzj4Fx44YXxzDPPxOOPP97QpTQ6r7/+ekybNi0eeuihaN68eUOX02jt27cvBgwYENdcc01ERBx//PHx/PPPx0033RRf+cpXGri6qsmizJFFNSeLMkMWESGLakMWZUZjzSI5lFmyqGbkUObIIuRQzcmizGisORQhizJJFtWcLMqM+sqiQ/6Jvw4dOkSTJk0qvEtiy5YtFd5NwYFddNFFce+998YjjzwSn/zkJxu6nEZn/fr1sWXLlujfv3/k5+dHfn5+rF69Ov7zP/8z8vPzY+/evQ1dYqPQuXPn+NSnPpW27+ijj87qLz6WRZkli2pHFmWGLEIW1Y4syozGlkVyKPNkUc3JocyRRYc2OVQ7sigzGlsORciiTJNFtSOLMqO+suiQb/w1a9Ys+vfvH6tWrUrbv2rVqhgyZEgDVdX4JEkSF154Ydx1113x29/+Nnr27NnQJTVKJ598cjz77LOxYcOG1DZgwICYNGlSbNiwIZo0adLQJTYKJ5xwQrz00ktp+/74xz9G9+7dG6iiA5NFmSGLMkMWZYYsOnTJosyQRZnR2LJIDmWOLKo9OZQ5sujQJIcyQxZlRmPLoQhZlCmyKDNkUWbUWxYlJCtWrEiaNm2aLFq0KHnhhReS6dOnJ61atUo2bdrU0KU1Gt/4xjeSwsLC5NFHH002b96c2j788MOGLq3RGzp0aDJt2rSGLqNRefLJJ5P8/Pzk6quvTl5++eVk+fLlScuWLZNly5Y1dGlVkkW1J4vqjiyqPll06JJFdUcWVV9jzCI5lBmyqG7IoZqRRYcmOVR3ZFH1NcYcShJZlAmyqO7IouqrryzS+Ps/P/zhD5Pu3bsnzZo1Sz7zmc8kq1evbuiSGpWIqHRbvHhxQ5fW6AnQmvnVr36V9O3bNykoKEiOOuqo5JZbbmnokg6KLKodWVR3ZFHNyKJDkyyqO7KoZhpjFsmh2pNFdUMO1ZwsOvTIoboji2qmMeZQksii2pJFdUcW1Ux9ZFFekiRJZp8hBAAAAAAAAOrbIf8dfwAAAAAAAJALNP4AAAAAAAAgB2j8AQAAAAAAQA7Q+AMAAAAAAIAcoPEHAAAAAAAAOUDjDwAAAAAAAHKAxh8AAAAAAADkAI0/AAAAAAAAyAEafwAAAAAAAJADNP5IOfvssyMvLy+1tW/fPkaNGhXPPPNMhbFf+9rXokmTJrFixYoKx+bOnRvHHXfcAa+3a9euaNeuXRQVFcWuXbsqHO/Ro0fk5eXF2rVr0/ZPnz49hg0blrZv+/btccUVV8RRRx0VzZs3j+Li4hgxYkTcddddkSRJREQMGzYs7f4+2s4777wD1hoRaee0bt06jj322FiyZEmlY++4445o0qRJpXM/+uijkZeXF3379o29e/emHWvbtm2FOZ9++umYOHFidO7cOQoKCqJ79+4xduzY+NWvfpW6t02bNlV6b5WtH2Q7WVQ1WQT1QxZVTRZB/ZBFVZNFUD9kUdVkEdQ9OVQ1OcTHafyRZtSoUbF58+bYvHlz/OY3v4n8/PwYO3Zs2pgPP/ww7rzzzrj00ktj0aJFNb7WL37xi+jbt2986lOfirvuuqvSMc2bN4/LL7+8ynm2bdsWQ4YMidtuuy1mz54dTz31VDz22GMxceLEuOyyy6KsrCw19txzz03d30fb9ddff9A1L168ODZv3hx/+MMfYuLEifHVr341HnzwwQrjfvKTn8Rll10WK1asiA8//LDSuV555ZW47bbbqrzeL3/5yxg0aFDs3Lkzli5dGi+88EL8/Oc/jy9+8Yvx7W9/O+3eIiIefvjhCvfXv3//g74/yBayqGqyCOqHLKqaLIL6IYuqJougfsiiqskiqHtyqGpyiDQJ/J8pU6Yk//zP/5y277HHHksiItmyZUtq35IlS5JBgwYl27ZtS1q0aJFs3Lgx7Zw5c+Ykxx577AGvN2zYsORHP/pRctNNNyXDhw+vcLx79+7JtGnTkmbNmiX3339/av+0adOSoUOHpl5/4xvfSFq1apW8+eabFebYsWNHsmfPniRJkmTo0KHJtGnTDljX/kREcvfdd6ftKyoqSmbMmJG2b+PGjUmLFi2Sbdu2JQMHDkyWLl2advyRRx5JIiK59NJLk65duya7du1KHSssLEwWL16cJEmS7Ny5M2nfvn1y6qmn7remffv2pa4ZEcnTTz9d4/uDbCGLqiaLoH7IoqrJIqgfsqhqsgjqhyyqmiyCuieHqiaH+DhP/LFfO3fujOXLl0evXr2iffv2qf2LFi2Ks846KwoLC+MLX/hCLF68uNpzv/LKK/HEE0/EhAkTYsKECbFmzZr485//XGFcjx494rzzzovZs2fHvn37Khzft29frFixIiZNmhRdunSpcLx169aRn59f7foOZO/evfGzn/0s3n///WjatGnasZ/85CcxZsyYKCwsjLPOOmu/7y6ZPn16/OUvf4mFCxdWevyhhx6K9957Ly677LL91pGXl1fzm4BGQhbtnyyC+iOL9k8WQf2RRfsni6D+yKL9k0VQP+TQ/skhInzUJx9z3333RevWraN169bRpk2buPfee+POO++Mww776y+Vl19+OdauXRsTJ06MiIizzjorFi9eXGm4VeUnP/lJjB49OvVZyaNGjYqf/OQnlY799re/HRs3bozly5dXOPbuu+/G1q1b46ijjjqo6954442p+/toW7p06UHX/eUvfzlat24dBQUFMXHixCgqKopzzjkndXzfvn2xZMmSOOussyIi4owzzognnngi/vSnP1WYq2XLljFnzpyYN29ehUefIyL++Mc/RkREnz59UvvWrVuXVvt9992Xds6QIUMq3N/HP48ZGgNZVDVZBPVDFlVNFkH9kEVVk0VQP2RR1WQR1D05VDU5xN/T+CPN8OHDY8OGDbFhw4b43e9+FyUlJTF69Oh49dVXI+Kv75oYOXJkdOjQISIivvCFL8QHH3wQDz/88EFfY+/evbF06dJUyET8NYiXLl1a6f/shx9+eMycOTO++93vxu7du9OOJf/3JaEH+w6CSZMmpe7vo+3UU0896Nrnz58fGzZsiFWrVsVxxx0X8+fPj169eqWOP/TQQ/HBBx/E6NGjIyKiQ4cOUVJSst/fHKZOnRodOnSI66677qCu/+lPfzpV9wcffBB/+ctf0o7feeedFe6vSZMmB31/kC1kUdVkEdQPWVQ1WQT1QxZVTRZB/ZBFVZNFUPfkUNXkEH8v88+S0qi1atUqLRD69+8fhYWFceutt8aVV14Zt912W5SWlqY9hrx3795YtGhRlJSUHNQ1HnzwwXjzzTdT7774+3keeuihVPj8vRkzZsQPf/jDuPHGG9P2H3744dGuXbt48cUXD+rahYWFafdXXcXFxdGrV6/o1atX/PznP4/jjz8+BgwYEJ/61Kci4q/vCHn//fejZcuWqXP27dsXTz/9dPzbv/1bhTDLz8+Pq666Ks4+++y48MIL04717t07IiJeeumlGDRoUEREFBQUVFl/165da3V/kC1kUdVkEdQPWVQ1WQT1QxZVTRZB/ZBFVZNFUPfkUNXkEH/PE39UKS8vLw477LDYtWtX/PrXv44dO3bE008/ndaZ//nPfx733HNPvPfeewc156JFi+KMM86o0OGfNGnSfj9XuHXr1vGd73wnrr766ti+fXtq/2GHHRYTJ06M5cuXx1tvvVXhvMreXZApvXr1itNOOy1mz54dERHvvfde/PKXv4wVK1ZUuLedO3fGAw88UOk848ePj2OOOSauvPLKtP0lJSVRVFR00O+qgFwmi/ZPFkH9kUX7J4ug/sii/ZNFUH9k0f7JIqgfcmj/5BCe+CNNeXl5lJaWRkTE1q1bY+HChbFz58445ZRT4oYbbogxY8bEsccem3bOMcccE9OnT49ly5bFtGnTIiJi165dsWHDhrRxrVu3jsLCwvjVr34V9957b/Tt2zft+JQpU2LMmDHxzjvvxOGHH16htq9//etxww03xE9/+tMYOHBgav8111wTjz76aAwcODCuvvrqGDBgQDRt2jT++7//O+bNmxfr1q2Ltm3bRkTEhx9+mLq/jxQUFES7du1qtF6XXHJJHHvssfH73/8+Hn/88Wjfvn2MHz8+9dnSHxk7dmwsWrQoxo4dW+k81157bYwcOTJtX+vWrePHP/5xTJw4McaMGRPf/OY3o3fv3rFz585YuXJlRESFd2K89957Fe6vbdu20bx58xrdHzQUWVQ9sgjqhiyqHlkEdUMWVY8sgrohi6pHFkHmyaHqkUOHuAT+z5QpU5KISG1t2rRJPvvZzyb/9V//lZSWlib5+fnJz372s0rPveiii5J+/folSZIkc+bMSZvno23o0KHJ9773vaRt27bJ7t27K8yxZ8+epKioKPn+97+fJEmSdO/ePZk/f37amDvuuCM119/btm1bMmvWrKR3795Js2bNkk6dOiUjRoxI7r777mTfvn1JkiTJ0KFDK61r5MiRB7U+EZHcfffdFfZ//vOfT0aPHp3069cvOf/88ys99xe/+EWSn5+flJaWJo888kgSEcnWrVvTxpSUlCQRkSxevDht/7p165LTTz896dixY5Kfn5+0b98+GTlyZLJixYrUvW3cuLHSe4uI5Kc//elB3R9kC1lUNVkE9UMWVU0WQf2QRVWTRVA/ZFHVZBHUPTlUNTnEx+Ulyf99yyQAAAAAAADQaPmOPwAAAAAAAMgBGn8Qf/285datW1e6jR49uqHLAw4RsgjIBrIIyAayCMgGsghoaHKImvBRnxAR77//frz//vuVHmvRokX8wz/8Qz1XBByKZBGQDWQRkA1kEZANZBHQ0OQQNaHxBwAAAAAAADnAR30CAAAAAABADtD4AwAAAAAAgByg8QcAAAAAAAA5QOMPAAAAAAAAcoDGHwAAAAAAAOQAjT8AAAAAAADIARp/AAAAAAAAkAM0/gAAAAAAACAH/H8l/j728mp4GQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABv4AAAEiCAYAAAAxqKXyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA+rElEQVR4nO3deZQV9Zk38Kel6W5QbAWkGyJbRFADMQaVRTPCSBAiOnEU3IKSKBniEhBwQZOIiYL6RjHR4EowLhFnYvRNNGJQAeNBo6IkbqNEQVFpcYHGhWkQ6v1jXm68drN09719b18+n3PqHKvqV1VP/Rq+As+tukVJkiQBAAAAAAAANGs75boAAAAAAAAAoPE0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/sip5cuXR1FRUSxZsiTXpQA7MFkE5ANZBOQDWQTkA1kE5JocojnT+KOg3HrrrbHbbrvluoytWr16dYwePTrKy8ujvLw8Ro8eHWvWrMl1WUAGNYcsuuyyy2LgwIHRunXrvK8VaJh8z6Lly5fHaaedFt27d49WrVrFXnvtFRdffHGsX78+16UBGZTvWRQRcfTRR0eXLl2irKwsOnbsGKNHj4533nkn12UBGdQcsmizmpqa+NrXvqbhAAWmOeRQt27doqioKG254IILcl0WDaDxB3XYuHFjbNq0KSvnPumkk2LJkiUxd+7cmDt3bixZsiRGjx6dlWsBzVs2s2j9+vUxcuTI+MEPfpCV8wOFI1tZ9N///d+xadOmuPHGG+PFF1+MGTNmxA033BAXXnhhxq8FNH/Z/HPR4MGD4z//8z/jlVdeiXvuuSdee+21OO6447JyLaB5y2YWbXbeeedFp06dsnoNoPnKdg799Kc/jZUrV6aWH/3oR1m7Ftmj8UfWbdq0Ka644oro0aNHlJaWRpcuXeKyyy6rc2xdn3y47777oqioKLX+t7/9LQYPHhxt2rSJXXfdNfr27RvPPPNMLFiwIL773e9GdXV16hMJU6dOjYj//Qfu8847L770pS/FzjvvHP369YsFCxbUuu79998f++23X5SWlsYbb7yR6amIl19+OebOnRu33HJLDBgwIAYMGBA333xz3H///fHKK69k/HrAP8midJdcckmcc8450adPn6ycH6ibLPqnYcOGxezZs2Po0KHx5S9/OY4++uiYPHly/P73v8/4tYB0sijdOeecE/3794+uXbvGwIED44ILLognn3wyNmzYkJXrAf9LFtX24IMPxp///Of4+c9/nrVrAP8kh2pr06ZNVFZWppZddtkla9cie4pzXQCFb8qUKXHzzTfHjBkz4tBDD42VK1fGf//3fzf4fCeffHIccMABcf3110eLFi1iyZIl0bJlyxg4cGBcc8018ZOf/CTVRNscTN/97ndj+fLlMWfOnOjUqVPce++9MWzYsHj++edj7733joiITz/9NKZPnx633HJLtGvXLjp06FDn9bcVdt/4xjfiwQcfrHPfE088EeXl5dGvX7/Utv79+0d5eXksWrQoevXqVe/5ALaPLALygSzauurq6mjbtu12jwcaRhZt2Ycffhh33nlnDBw4MFq2bLm9UwA0gCxK9+6778bYsWPjvvvui9atWzdkCoB6kkO1XXHFFfGzn/0sOnfuHCNHjoxzzz03SkpK6jsV5JjGH1n10UcfxS9+8Yu47rrr4tRTT42IiL322isOPfTQBp/zzTffjHPPPTf22WefiIhUAEZElJeXR1FRUVRWVqa2vfbaa3HXXXfFW2+9lXpVwuTJk2Pu3Lkxe/bsmDZtWkREbNiwIWbOnBn777//Vq+/rfert2rVaov7qqqq6gzmDh06RFVV1VbPCzScLALygSzautdeey2uvfbauOqqq7b7GKD+ZFHdzj///Ljuuuvi008/jf79+8f999+/zWOAhpNF6ZIkiTFjxsS4cePiwAMPjOXLl2/1XEDjyaHaxo8fH1//+tdj9913j6eeeiqmTJkSy5Yti1tuuWWrx5F/NP7Iqpdffjlqamri8MMPz9g5J06cGKeffnrcfvvtMWTIkBg5cmTstddeWxz/7LPPRpIk0bNnz7TtNTU10a5du9R6SUlJfPWrX93m9Xv06NHw4iPSHv/eLEmSOrcDmSGLgHwgi7bsnXfeiWHDhsXIkSPj9NNPz8g5gbrJorqde+65cdppp8Ubb7wRl1xySZxyyilx//33+3saZIksSnfttdfG2rVrY8qUKQ0+B1A/cqi2c845J/XfX/3qV2P33XeP4447Lq644oq0esh/Gn9kVX2fONlpp50iSZK0bV/8XoWpU6fGSSedFA888EA8+OCDcfHFF8ecOXPimGOOqfOcmzZtihYtWsTixYujRYsWafs+//hzq1attusvdY15ZLqysjLefffdWtvfe++9qKio2Oa1gYaRRUA+kEV1e+edd2Lw4MExYMCAuOmmm7Z5TaBxZFHd2rdvH+3bt4+ePXvGvvvuG507d44nn3wyBgwYsM3rA/Uni9I9+uij8eSTT0ZpaWna9gMPPDBOPvnk+M1vfrPN6wP1I4e2rX///hER8Y9//EPjr5nR+COr9t5772jVqlU88sgj2/Xp7T322CM++uij+OSTT2LnnXeOiLofUe7Zs2f07NkzzjnnnDjxxBNj9uzZccwxx0RJSUls3LgxbewBBxwQGzdujFWrVsU3vvGNRt9TYx6ZHjBgQFRXV8dTTz0VBx98cERE/PWvf43q6uoYOHBgo2sD6iaLgHwgi2p7++23Y/DgwdG3b9+YPXt27LTTTo2uCdg6WbRtm/9Rr6ampqElAdsgi9L98pe/jEsvvTS1/s4778QRRxwRd999d/Tr16/RtQG1yaFte+655yIiomPHjg0tiRzR+COrysrK4vzzz4/zzjsvSkpK4pBDDon33nsvXnzxxTjttNNqje/Xr1+0bt06Lrzwwjj77LPjqaeeiltvvTW1f926dXHuuefGcccdF927d4+33nornn766Tj22GMjIqJbt27x8ccfxyOPPBL7779/tG7dOnr27Bknn3xynHLKKXHVVVfFAQccEO+//348+uij0adPn/jWt75Vr3tqzCPT++67bwwbNizGjh0bN954Y0REfP/7348RI0ZEr169GnxeYOtkUW1vvvlmfPjhh/Hmm2/Gxo0bU3847NGjxzY/IQY0jCxK984778SgQYOiS5cu8fOf/zzee++91L7Pf+8FkFmyKN1TTz0VTz31VBx66KGx++67x+uvvx4/+clPYq+99vK0H2SRLErXpUuXtPXNfyfba6+9Ys8992zweYEtk0PpnnjiiXjyySdj8ODBUV5eHk8//XScc845cfTRR9fKKJqBBLJs48aNyaWXXpp07do1admyZdKlS5dk2rRpSZIkybJly5KISJ577rnU+HvvvTfp0aNHUlZWlowYMSK56aabks2/VGtqapITTjgh6dy5c1JSUpJ06tQpOeuss5J169aljh83blzSrl27JCKSiy++OEmSJFm/fn3yk5/8JOnWrVvSsmXLpLKyMjnmmGOSv//970mSJMns2bOT8vLyJpmPDz74IDn55JOTNm3aJG3atElOPvnkZPXq1U1ybdiRyaJ0p556ahIRtZb58+c3yfVhRyWL/mn27Nl15pC/okD2yaJ/+vvf/54MHjw4adu2bVJaWpp069YtGTduXPLWW29l/dqwo5NFW1bX/QOZJ4f+afHixUm/fv2S8vLypKysLOnVq1dy8cUXJ5988knWr03mFSXJF15MCwAAAAAAADQ7vkQDAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAASjYxl+SJLF27dpIkiTXpQA7MFkE5ANZBOQDWQTkmhwC8oEsArKtYBt/H330UZSXl8dHH32U61KAHZgsAvKBLALygSwCck0OAflAFgHZVrCNPwAAAAAAANiRaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/gAAAAAAAKAAFOe6AADSdbvggXofs/zyI7NQCQAAAAAAzYkn/gAAAAAAAKAAaPwBAAAAAABAAfCqTwAAaqnva4e9chgAAAAg9zzxBwAAAAAAAAVA4w8AAAAAAAAKgMYfAAAAAAAAFACNPwAAAAAAACgAGn8AAAAAAABQADT+AAAAAAAAoABo/AEAAAAAAEAB0PgDAAAAAACAAqDxBwAAAAAAAAWg3o2/xx57LI466qjo1KlTFBUVxX333Zfat2HDhjj//POjT58+sfPOO0enTp3ilFNOiXfeeSftHIMGDYqioqK05YQTTkgbs3r16hg9enSUl5dHeXl5jB49OtasWdOgmwQAAAAAAIBCV+/G3yeffBL7779/XHfddbX2ffrpp/Hss8/Gj3/843j22Wfj97//fbz66qtx9NFH1xo7duzYWLlyZWq58cYb0/afdNJJsWTJkpg7d27MnTs3lixZEqNHj65vuQAAAAAAALBDKK7vAcOHD4/hw4fXua+8vDzmzZuXtu3aa6+Ngw8+ON58883o0qVLanvr1q2jsrKyzvO8/PLLMXfu3HjyySejX79+ERFx8803x4ABA+KVV16JXr161bdsAAAAAAAAKGhZ/46/6urqKCoqit122y1t+5133hnt27ePr3zlKzF58uT46KOPUvueeOKJKC8vTzX9IiL69+8f5eXlsWjRomyXDAAAAAAAAM1OvZ/4q4//+Z//iQsuuCBOOumk2HXXXVPbTz755OjevXtUVlbGCy+8EFOmTIm//e1vqacFq6qqokOHDrXO16FDh6iqqqrzWjU1NVFTU5NaX7t2bYbvBmDbZBGQD2QRkA9kEZBrcgjIB7IIaGpZe+Jvw4YNccIJJ8SmTZti5syZafvGjh0bQ4YMid69e8cJJ5wQv/vd7+Lhhx+OZ599NjWmqKio1jmTJKlze0TE9OnTo7y8PLV07tw5szcEsB1kEZAPZBGQD2QRkGtyCMgHsghoallp/G3YsCFGjRoVy5Yti3nz5qU97VeXr3/969GyZctYunRpRERUVlbGu+++W2vce++9FxUVFXWeY8qUKVFdXZ1aVqxY0fgbAagnWQTkA1kE5ANZBOSaHALygSwCmlrGX/W5uem3dOnSmD9/frRr126bx7z44ouxYcOG6NixY0REDBgwIKqrq+Opp56Kgw8+OCIi/vrXv0Z1dXUMHDiwznOUlpZGaWlp5m4EoAFkEZAPZBGQD2QRkGtyCMgHsghoavVu/H388cfxj3/8I7W+bNmyWLJkSbRt2zY6deoUxx13XDz77LNx//33x8aNG1Pfyde2bdsoKSmJ1157Le6888741re+Fe3bt4+XXnopJk2aFAcccEAccsghERGx7777xrBhw2Ls2LFx4403RkTE97///RgxYkT06tUrE/cNAAAAAAAABaXejb9nnnkmBg8enFqfOHFiRESceuqpMXXq1PjDH/4QERFf+9rX0o6bP39+DBo0KEpKSuKRRx6JX/ziF/Hxxx9H586d48gjj4yLL744WrRokRp/5513xg9/+MMYOnRoREQcffTRcd1119X7BgEAAAAAAGBHUO/G36BBgyJJki3u39q+iIjOnTvHwoULt3mdtm3bxh133FHf8gAAAAAAAGCHtFOuCwAAAAAAAAAaT+MPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFoN6Nv8ceeyyOOuqo6NSpUxQVFcV9992Xtj9Jkpg6dWp06tQpWrVqFYMGDYoXX3wxbUxNTU2cffbZ0b59+9h5553j6KOPjrfeeittzOrVq2P06NFRXl4e5eXlMXr06FizZk29bxAAAAAAAAB2BPVu/H3yySex//77x3XXXVfn/iuvvDKuvvrquO666+Lpp5+OysrK+OY3vxkfffRRasyECRPi3nvvjTlz5sTjjz8eH3/8cYwYMSI2btyYGnPSSSfFkiVLYu7cuTF37txYsmRJjB49ugG3CAAAAAAAAIWvuL4HDB8+PIYPH17nviRJ4pprromLLroo/v3f/z0iIn7zm99ERUVF/Pa3v43/+I//iOrq6pg1a1bcfvvtMWTIkIiIuOOOO6Jz587x8MMPxxFHHBEvv/xyzJ07N5588sno169fRETcfPPNMWDAgHjllVeiV69eDb1fAAAAAAAAKEgZ/Y6/ZcuWRVVVVQwdOjS1rbS0NA477LBYtGhRREQsXrw4NmzYkDamU6dO0bt379SYJ554IsrLy1NNv4iI/v37R3l5eWoMAAAAAAAA8E/1fuJva6qqqiIioqKiIm17RUVFvPHGG6kxJSUlsfvuu9cas/n4qqqq6NChQ63zd+jQITXmi2pqaqKmpia1vnbt2obfCEADySIgH8giIB/IIiDX5BCQD2QR0NQy+sTfZkVFRWnrSZLU2vZFXxxT1/itnWf69OlRXl6eWjp37tyAygEaRxYB+UAWAflAFgG5JoeAfCCLgKaW0cZfZWVlREStp/JWrVqVegqwsrIy1q9fH6tXr97qmHfffbfW+d97771aTxNuNmXKlKiurk4tK1asaPT9ANSXLALygSwC8oEsAnJNDgH5QBYBTS2jjb/u3btHZWVlzJs3L7Vt/fr1sXDhwhg4cGBERPTt2zdatmyZNmblypXxwgsvpMYMGDAgqqur46mnnkqN+etf/xrV1dWpMV9UWloau+66a9oC0NRkEZAPZBGQD2QRkGtyCMgHsghoavX+jr+PP/44/vGPf6TWly1bFkuWLIm2bdtGly5dYsKECTFt2rTYe++9Y++9945p06ZF69at46STToqIiPLy8jjttNNi0qRJ0a5du2jbtm1Mnjw5+vTpE0OGDImIiH333TeGDRsWY8eOjRtvvDEiIr7//e/HiBEjolevXpm4bwAAAAAAACgo9W78PfPMMzF48ODU+sSJEyMi4tRTT41bb701zjvvvFi3bl2cccYZsXr16ujXr1/8+c9/jjZt2qSOmTFjRhQXF8eoUaNi3bp1cfjhh8ett94aLVq0SI25884744c//GEMHTo0IiKOPvrouO666xp8owAAAAAAAFDIipIkSXJdRDasXbs2ysvLo7q62uPTQM40JIu6XfBAva+z/PIj630MsONoiiySQ8C2+DsakGtyCMgHsgjItox+xx8AAAAAAACQGxp/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoAMW5LgAAAAAAAKhbtwseaPQ5ll9+ZAYqAZoDT/wBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAAy3vjr1q1bFBUV1VrOPPPMiIgYM2ZMrX39+/dPO0dNTU2cffbZ0b59+9h5553j6KOPjrfeeivTpQIAAAAAAEDByHjj7+mnn46VK1emlnnz5kVExMiRI1Njhg0bljbmT3/6U9o5JkyYEPfee2/MmTMnHn/88fj4449jxIgRsXHjxkyXCwAAAAAAAAWhONMn3GOPPdLWL7/88thrr73isMMOS20rLS2NysrKOo+vrq6OWbNmxe233x5DhgyJiIg77rgjOnfuHA8//HAcccQRmS4ZAAAAAAAAmr2sfsff+vXr44477ojvfe97UVRUlNq+YMGC6NChQ/Ts2TPGjh0bq1atSu1bvHhxbNiwIYYOHZra1qlTp+jdu3csWrQom+UCAAAAAABAs5XxJ/4+77777os1a9bEmDFjUtuGDx8eI0eOjK5du8ayZcvixz/+cfzrv/5rLF68OEpLS6OqqipKSkpi9913TztXRUVFVFVVbfFaNTU1UVNTk1pfu3Ztxu8HYFtkEZAPCjWLul3wQL3GL7/8yCxVAmyPQs0ioPmQQ0A+kEVAU8vqE3+zZs2K4cOHR6dOnVLbjj/++DjyyCOjd+/ecdRRR8WDDz4Yr776ajzwwNb/ISdJkrSnBr9o+vTpUV5enlo6d+6csfsA2F6yCMgHsgjIB7IIyDU5BOQDWQQ0taw1/t544414+OGH4/TTT9/quI4dO0bXrl1j6dKlERFRWVkZ69evj9WrV6eNW7VqVVRUVGzxPFOmTInq6urUsmLFisbfBEA9ySIgH8giIB/IIiDX5BCQD2QR0NSy9qrP2bNnR4cOHeLII7f+iqUPPvggVqxYER07doyIiL59+0bLli1j3rx5MWrUqIiIWLlyZbzwwgtx5ZVXbvE8paWlUVpamrkbAGgAWQTkA1kE5ANZBOSaHALygSwCmlpWGn+bNm2K2bNnx6mnnhrFxf+8xMcffxxTp06NY489Njp27BjLly+PCy+8MNq3bx/HHHNMRESUl5fHaaedFpMmTYp27dpF27ZtY/LkydGnT58YMmRINsoFAAAAAACAZi8rjb+HH3443nzzzfje976Xtr1Fixbx/PPPx2233RZr1qyJjh07xuDBg+Puu++ONm3apMbNmDEjiouLY9SoUbFu3bo4/PDD49Zbb40WLVpko1wAAAAAAABo9rLS+Bs6dGgkSVJre6tWreKhhx7a5vFlZWVx7bXXxrXXXpuN8gAAAAAAAKDg7JTrAgAAAAAAAIDG0/gDAAAAAACAApCVV30CAAAAbK9uFzyQ9Wssv/zIrF8DAAByzRN/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUACKc11Avul2wQONOn755UdmqBIAAAAAAADYfp74AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABQAjT8AAAAAAAAoABp/AAAAAAAAUAA0/gAAAAAAAKAAaPwBAAAAAABAAdD4AwAAAAAAgAKg8QcAAAAAAAAFQOMPAAAAAAAACoDGHwAAAAAAABSA4kyfcOrUqXHJJZekbauoqIiqqqqIiEiSJC655JK46aabYvXq1dGvX7/41a9+FV/5yldS42tqamLy5Mlx1113xbp16+Lwww+PmTNnxp577pnpcgHYDt0ueKDexyy//MgsVAIAAAAAwJZk5Ym/r3zlK7Fy5crU8vzzz6f2XXnllXH11VfHddddF08//XRUVlbGN7/5zfjoo49SYyZMmBD33ntvzJkzJx5//PH4+OOPY8SIEbFx48ZslAsAAAAAAADNXsaf+IuIKC4ujsrKylrbkySJa665Ji666KL493//94iI+M1vfhMVFRXx29/+Nv7jP/4jqqurY9asWXH77bfHkCFDIiLijjvuiM6dO8fDDz8cRxxxRDZKBgAAAAAAgGYtK0/8LV26NDp16hTdu3ePE044IV5//fWIiFi2bFlUVVXF0KFDU2NLS0vjsMMOi0WLFkVExOLFi2PDhg1pYzp16hS9e/dOjQEAAAAAAADSZfyJv379+sVtt90WPXv2jHfffTcuvfTSGDhwYLz44oup7/mrqKhIO6aioiLeeOONiIioqqqKkpKS2H333WuN2Xx8XWpqaqKmpia1vnbt2kzdEsB2k0VAPpBFQD6QRUCuySEgH8gioKll/Im/4cOHx7HHHht9+vSJIUOGxAMPPBAR//tKz82KiorSjkmSpNa2L9rWmOnTp0d5eXlq6dy5cyPuAqBhZBGQD2QRkA9kEZBrcgjIB7IIaGpZedXn5+28887Rp0+fWLp0aep7/7745N6qVatSTwFWVlbG+vXrY/Xq1VscU5cpU6ZEdXV1almxYkWG7wRg22QRkA9kEZAPZBGQa3IIyAeyCGhqGX/V5xfV1NTEyy+/HN/4xjeie/fuUVlZGfPmzYsDDjggIiLWr18fCxcujCuuuCIiIvr27RstW7aMefPmxahRoyIiYuXKlfHCCy/ElVdeucXrlJaWRmlpabZvB2CrZBGQD2QRkA9kEZBrcgjIB7IIaGoZb/xNnjw5jjrqqOjSpUusWrUqLr300li7dm2ceuqpUVRUFBMmTIhp06bF3nvvHXvvvXdMmzYtWrduHSeddFJERJSXl8dpp50WkyZNinbt2kXbtm1j8uTJqVeHAgAAAAAAALVlvPH31ltvxYknnhjvv/9+7LHHHtG/f/948skno2vXrhERcd5558W6devijDPOiNWrV0e/fv3iz3/+c7Rp0yZ1jhkzZkRxcXGMGjUq1q1bF4cffnjceuut0aJFi0yXCwAAAAAAAAUh442/OXPmbHV/UVFRTJ06NaZOnbrFMWVlZXHttdfGtddem+HqAAAAAAAAoDDtlOsCAAAAAAAAgMbT+AMAAAAAAIACoPEHAAAAAAAABUDjDwAAAAAAAAqAxh8AAAAAAAAUAI0/AAAAAAAAKAAafwAAAAAAAFAANP4AAAAAAACgAGj8AQAAAAAAQAHQ+AMAAAAAAIACoPEHAAAAAAAABUDjDwAAAAAAAAqAxh8AAAAAAAAUAI0/AAAAAAAAKADFuS6AdN0ueKDR51h++ZEZqAQAAAAAAIDmROMPAAAAmrFMfIB0a3y4FAAAmg+v+gQAAAAAAIACoPEHAAAAAAAABUDjDwAAAAAAAAqAxh8AAAAAAAAUAI0/AAAAAAAAKAAafwAAAAAAAFAANP4AAAAAAACgABTnugAAAAAAACB/dbvggUafY/nlR2agEmBbPPEHAAAAAAAABSDjjb/p06fHQQcdFG3atIkOHTrEt7/97XjllVfSxowZMyaKiorSlv79+6eNqampibPPPjvat28fO++8cxx99NHx1ltvZbpcAAAAAAAAKAgZf9XnwoUL48wzz4yDDjooPvvss7joooti6NCh8dJLL8XOO++cGjds2LCYPXt2ar2kpCTtPBMmTIg//vGPMWfOnGjXrl1MmjQpRowYEYsXL44WLVpkumwAAAAAYAeWiVcZbo3XHALQFDLe+Js7d27a+uzZs6NDhw6xePHi+Jd/+ZfU9tLS0qisrKzzHNXV1TFr1qy4/fbbY8iQIRERcccdd0Tnzp3j4YcfjiOOOCLTZQMAAAAAAECzlvXv+Kuuro6IiLZt26ZtX7BgQXTo0CF69uwZY8eOjVWrVqX2LV68ODZs2BBDhw5NbevUqVP07t07Fi1alO2SAQAAAAAAoNnJ+BN/n5ckSUycODEOPfTQ6N27d2r78OHDY+TIkdG1a9dYtmxZ/PjHP45//dd/jcWLF0dpaWlUVVVFSUlJ7L777mnnq6ioiKqqqjqvVVNTEzU1Nan1tWvXZuemALZCFgH5QBYB+UAWAbkmh4B8IIuAppbVJ/7OOuus+Pvf/x533XVX2vbjjz8+jjzyyOjdu3ccddRR8eCDD8arr74aDzyw9fdoJ0kSRUVFde6bPn16lJeXp5bOnTtn7D4AtpcsAvKBLALygSwCck0OAflAFgFNLWuNv7PPPjv+8Ic/xPz582PPPffc6tiOHTtG165dY+nSpRERUVlZGevXr4/Vq1enjVu1alVUVFTUeY4pU6ZEdXV1almxYkVmbgSgHmQRkA9kEZAPZBGQa3IIyAeyCGhqGX/VZ5IkcfbZZ8e9994bCxYsiO7du2/zmA8++CBWrFgRHTt2jIiIvn37RsuWLWPevHkxatSoiIhYuXJlvPDCC3HllVfWeY7S0tIoLS3N3I0ANIAsAvKBLALygSwCck0OAflAFgFNLeONvzPPPDN++9vfxv/9v/832rRpk/pOvvLy8mjVqlV8/PHHMXXq1Dj22GOjY8eOsXz58rjwwgujffv2ccwxx6TGnnbaaTFp0qRo165dtG3bNiZPnhx9+vSJIUOGZLpkAAAAAAAAaPYy3vi7/vrrIyJi0KBBadtnz54dY8aMiRYtWsTzzz8ft912W6xZsyY6duwYgwcPjrvvvjvatGmTGj9jxowoLi6OUaNGxbp16+Lwww+PW2+9NVq0aJHpkgEAAAAAAKDZy8qrPremVatW8dBDD23zPGVlZXHttdfGtddem6nSAAAAAAAAoGDtlOsCAAAAAAAAgMbT+AMAAAAAAIACoPEHAAAAAAAABUDjDwAAAAAAAApAca4LAACA5qrbBQ/Ua/zyy4/MUiUAAAAAGn8AAAAAkDP1/SBRQ/jwEQDsOLzqEwAAAAAAAAqAJ/4AAAAAgEbJ9pOLnloEgO2j8QcAAAAUPE0JAAB2BF71CQAAAAAAAAVA4w8AAAAAAAAKgFd9AgAAsEPK9qsfI7z+EQAAaFqe+AMAAAAAAIAC4Ik/AAAAANiCpng6GAAgUzzxBwAAAAAAAAVA4w8AAAAAAAAKgMYfAAAAAAAAFADf8UdWNPb998svPzJDlQAAAAAAAOwYNP4AAKCA1PcDWD5wBQDQNBr7Qfnt4c92AGj8AQAAADQDmgYAAGyL7/gDAAAAAACAAuCJPwCapYZ82tmnlwEAAAB2TJl4ct6/LdEcaPxRkIQ4AAAAAACwo/GqTwAAAAAAACgAGn8AAAAAAABQAPK+8Tdz5szo3r17lJWVRd++feMvf/lLrksCAAAAAACAvJPX3/F39913x4QJE2LmzJlxyCGHxI033hjDhw+Pl156Kbp06ZLr8gAAAAAKSrcLHsjq+ZdffmRWzw9kn5yAhsvE7x+/R9iWvG78XX311XHaaafF6aefHhER11xzTTz00ENx/fXXx/Tp03NcHQAAAAAAmZTtxmKExglQ2PL2VZ/r16+PxYsXx9ChQ9O2Dx06NBYtWpSjqgAAAAAAACA/5e0Tf++//35s3LgxKioq0rZXVFREVVVVrfE1NTVRU1OTWq+uro6IiLVr19bruptqPm1Atf9U3+tl+vqZqCETzCPNXZs2baKoqKjex2Uiixry6zfbv17VtH16X/xQvca/cMkRWaqEQtGcsqgp/r+ppu2TjzXRvOUyi+r7/9Z8lI+/7+urEO6hKZin7dOQecplDkXsuPNeX7IoP5in7dPcsigf/q0zH2porHy4h3yoIRN/xvZvWrmzXVmU5Km33347iYhk0aJFadsvvfTSpFevXrXGX3zxxUlEWCwWS0aW6urqBmWXLLJYLJlcZJHFYsmHRRZZLJZcL3LIYrHkwyKLLBZLPizbk0VFSZIkkYfWr18frVu3jv/6r/+KY445JrV9/PjxsWTJkli4cGHa+C9+cmLTpk3x4YcfRrt27bb7kxhr166Nzp07x4oVK2LXXXfNzI3sgMxjZpjHzGjoPGbqU1z1zSI/98wwj5lhHjNHFu2YzGNmmMfMaMw8yqLmzTxmhnnMjOb2Z6LG1Ew685gZ5jEzmlsW+blnhnnMHHOZGdnMorx91WdJSUn07ds35s2bl9b4mzdvXvzbv/1brfGlpaVRWlqatm233XZr0LV33XVXv2AzwDxmhnnMjKaax0xlkZ97ZpjHzDCPmSOLdkzmMTPMY2Y05TzKovxiHjPDPGZGc/szUYSffaaYx8wwj5nR3LLIzz0zzGPmmMvMyMY85m3jLyJi4sSJMXr06DjwwANjwIABcdNNN8Wbb74Z48aNy3VpAAAAAAAAkFfyuvF3/PHHxwcffBA//elPY+XKldG7d+/405/+FF27ds11aQAAAAAAAJBX8rrxFxFxxhlnxBlnnNEk1yotLY2LL7641qPX1I95zAzzmBnNbR6bW735yjxmhnnMnOY2l82t3nxlHjPDPGZGc5zH5lhzPjKPmWEeM6M5zmNzrDkfmcfMMI+Z0dzmsbnVm6/MY+aYy8zI5jwWJUmSZPysAAAAAAAAQJPaKdcFAAAAAAAAAI2n8QcAAAAAAAAFQOMPAAAAAAAACoDG3/83c+bM6N69e5SVlUXfvn3jL3/5S65LalamT58eBx10ULRp0yY6dOgQ3/72t+OVV17JdVnN3vTp06OoqCgmTJiQ61Kanbfffju+853vRLt27aJ169bxta99LRYvXpzrsrZJFjWOLMoOWdRwsmjHJIuyQxY1XHPMIjnUeLIo8+RQ48iiHY8cyg5Z1HDNMYciZFFjyaLskEUN1xRZpPEXEXfffXdMmDAhLrroonjuuefiG9/4RgwfPjzefPPNXJfWbCxcuDDOPPPMePLJJ2PevHnx2WefxdChQ+OTTz7JdWnN1tNPPx033XRTfPWrX811Kc3O6tWr45BDDomWLVvGgw8+GC+99FJcddVVsdtuu+W6tK2SRY0nizJPFjWcLNpxyaLMk0UN1xyzSA5lhizKLDnUOLJoxySHMk8WNVxzzKEIWZQJsijzZFHDNVkWJSQHH3xwMm7cuLRt++yzT3LBBRfkqKLmb9WqVUlEJAsXLsx1Kc3SRx99lOy9997JvHnzksMOOywZP358rktqVs4///zk0EMPzXUZ9SaLMk8WNY4sahxZxGayqHFkUeM0xyySQ9khixpODjWeLCJJ5FBjyaLGaY45lCSyKBtkUePIosZpqiza4Z/4W79+fSxevDiGDh2atn3o0KGxaNGiHFXV/FVXV0dERNu2bXNcSfN05plnxpFHHhlDhgzJdSnN0h/+8Ic48MADY+TIkdGhQ4c44IAD4uabb851WVsli7JDFjWOLGocWcRmsqhxZFHjNLcskkPZI4saTg41niwiQg41lixqnOaWQxGyKFtkUePIosZpqiza4Rt/77//fmzcuDEqKirStldUVERVVVWOqmrekiSJiRMnxqGHHhq9e/fOdTnNzpw5c2Lx4sUxffr0XJfSbL3++utx/fXXx9577x0PPfRQjBs3Ln74wx/GbbfdluvStkgWZZ4sahxZ1HiyiAhZ1FiyqPGaWxbJoeyQRQ0nhzJDFiGHGkcWNV5zy6EIWZQNsqhxZFHjNVUWFWf0bM1YUVFR2nqSJLW2sX3OOuus+Pvf/x6PP/54rktpdlasWBHjx4+PP//5z1FWVpbrcpqtTZs2xYEHHhjTpk2LiIgDDjggXnzxxbj++uvjlFNOyXF1WyeLMkcWNZwsygxZRIQsagxZlBnNNYvkUGbJooaRQ5kji5BDDSeLMqO55lCELMokWdRwsigzmiqLdvgn/tq3bx8tWrSo9SmJVatW1fo0Bdt29tlnxx/+8IeYP39+7Lnnnrkup9lZvHhxrFq1Kvr27RvFxcVRXFwcCxcujF/+8pdRXFwcGzduzHWJzULHjh1jv/32S9u277775vUXH8uizJJFjSOLMkMWIYsaRxZlRnPLIjmUebKo4eRQ5siiHZscahxZlBnNLYciZFGmyaLGkUWZ0VRZtMM3/kpKSqJv374xb968tO3z5s2LgQMH5qiq5idJkjjrrLPi97//fTz66KPRvXv3XJfULB1++OHx/PPPx5IlS1LLgQceGCeffHIsWbIkWrRokesSm4VDDjkkXnnllbRtr776anTt2jVHFW2bLMoMWZQZsigzZNGOSxZlhizKjOaWRXIoc2RR48mhzJFFOyY5lBmyKDOaWw5FyKJMkUWZIYsyo8myKCGZM2dO0rJly2TWrFnJSy+9lEyYMCHZeeedk+XLl+e6tGbjBz/4QVJeXp4sWLAgWblyZWr59NNPc11as3fYYYcl48ePz3UZzcpTTz2VFBcXJ5dddlmydOnS5M4770xat26d3HHHHbkubatkUePJouyRRfUni3Zcsih7ZFH9NccskkOZIYuyQw41jCzaMcmh7JFF9dcccyhJZFEmyKLskUX111RZpPH3//3qV79KunbtmpSUlCRf//rXk4ULF+a6pGYlIupcZs+enevSmj0B2jB//OMfk969eyelpaXJPvvsk9x00025Lmm7yKLGkUXZI4saRhbtmGRR9siihmmOWSSHGk8WZYccajhZtOORQ9kjixqmOeZQksiixpJF2SOLGqYpsqgoSZIks88QAgAAAAAAAE1th/+OPwAAAAAAACgEGn8AAAAAAABQADT+AAAAAAAAoABo/AEAAAAAAEAB0PgDAAAAAACAAqDxBwAAAAAAAAVA4w8AAAAAAAAKgMYfAAAAAAAAFACNPwAAAAAAACgAGn9NbMWKFXHaaadFp06doqSkJLp27Rrjx4+PDz74IDVm0KBBUVRUFHPmzEk79pprrolu3bql1m+99dYoKiqqtZSVldX7mp+/7heXzz77bLv2b83njy0tLY2ePXvGtGnTYuPGjal72W233eo8drfddotbb701tf75a++yyy6x//77p+3fbP78+fGtb30r2rVrF61bt4799tsvJk2aFG+//XZERCxYsCCKiopizZo1tY7t1q1bXHPNNbW2T5s2LVq0aBGXX355rX0bN26M6dOnxz777BOtWrWKtm3bRv/+/WP27NmpMWPGjKlzDocNG5Ya89xzz8WIESOiQ4cOUVZWFt26dYvjjz8+3n///Trn5/OWL1+edt7y8vLo379//PGPf6xz/NbuZ/Ovr8/XFhGxZs2aKCoqigULFqRtnz9/fowYMSL22GOPKCsri7322iuOP/74eOyxx1JjNs95XUtVVdU274/MkUWySBbJolyTQ3JIDsmhfCCLZJEskkX5QBbJIlkki/KBLJJFsqhwskjjrwm9/vrrceCBB8arr74ad911V/zjH/+IG264IR555JEYMGBAfPjhh6mxZWVl8aMf/Sg2bNiw1XPuuuuusXLlyrTljTfeaNA1IyLGjh1b63zFxcXbvX9rNh/7yiuvxA9/+MP40Y9+FD//+c+369gvmj17dqxcuTL+9re/xfHHHx/f/e5346GHHkrtv/HGG2PIkCFRWVkZ99xzT7z00ktxww03RHV1dVx11VUNuubm65533nnx61//uta+qVOnxjXXXBM/+9nP4qWXXor58+fH2LFjY/Xq1Wnjhg0bVmsO77rrroiIWLVqVQwZMiTat28fDz30ULz88svx61//Ojp27Biffvrpdtf58MMPx8qVK+Ovf/1rHHzwwXHsscfGCy+8UK/7iYgoLi6ORx55JObPn7/V682cOTMOP/zwaNeuXdx9993x8ssvx+233x4DBw6Mc845p9b4V155pdYcdOjQYbvvj8aRRbIoQhZFyKJckkNyKEIORcihXJNFsihCFkXIolyTRbIoQhZFyKJck0WyKEIWRRRQFiU0mWHDhiV77rln8umnn6ZtX7lyZdK6detk3LhxSZIkyWGHHZZ897vfTdq3b5/86le/So2bMWNG0rVr19T67Nmzk/Ly8oxcc/N1x48fv8VzbWv/1tR17JAhQ5L+/fsnSbL1eykvL09mz56dWo+I5N57700b07Zt22TixIlJkiTJihUrkpKSkmTChAl1nm/16tVJkiTJ/Pnzk4hIrX9e165dkxkzZqRtW7BgQfKlL30pWb9+fdKpU6dk4cKFafv333//ZOrUqXVec7NTTz01+bd/+7ct7r/33nuT4uLiZMOGDVs9z5YsW7YsiYjkueeeS21bu3ZtEhHJL3/5y7Sx27qfzT+TsWPHJgcffHBq++rVq5OISObPn58kSZK88cYbScuWLZNzzjmnzpo2bdqU+u+tzTlNRxalHyuLapNFZJscSj9WDtUmh2gKsij9WFlUmyyiKcii9GNlUW2yiKYgi9KPlUW1yaLmxRN/TeTDDz+Mhx56KM4444xo1apV2r7Kyso4+eST4+67744kSSLifz8RceGFF8ZPf/rT+OSTT5rkmk2tVatW2/xkyLZs3Lgx/vM//zM+/PDDaNmyZURE/Nd//VesX78+zjvvvDqP2dKj2dsya9asOPHEE6Nly5Zx4oknxqxZs9L2V1ZWxqOPPhrvvfdeg86/+RyfffZZ3HvvvRn5uWzYsCFuvvnmiIjU/Gy2rfvZbOrUqfH888/H7373uzr333PPPbFhw4YtzndRUVEj7oBMk0W1yaLaZBHZJIdqk0O1ySGyTRbVJotqk0VkmyyqTRbVJovINllUmyyqTRY1Lxp/TWTp0qWRJEnsu+++de7fd999Y/Xq1Wm/+c4444woKyuLq6++eovnra6ujl122SVtGTp0aIOvOXPmzLRzTZo0Ke2Ybe3fHps2bYq5c+fGQw89FIcffni9j4+IOPHEE2OXXXaJ0tLSOP7446Nt27Zx+umnR8T/3veuu+4aHTt23K5z7bnnnrXm8M0330wbs3bt2rjnnnviO9/5TkREfOc734nf/e53sXbt2tSYq6++Ot57772orKyMr371qzFu3Lh48MEHa13v/vvvr3W9n/3sZxER0b9//7jwwgvjpJNOivbt28fw4cPj//yf/xPvvvtuveZn4MCBscsuu0RZWVlMmjQpunXrFqNGjarX/WzWqVOnGD9+fFx00UV1vhf71VdfjV133TUqKytT2+655560+3v++efTjvninPfq1ate90fDyaJ/kkWySBblhhz6Jzkkh+RQ7siif5JFskgW5Y4s+idZJItkUe7Ion+SRbKoULJo+15yS9Zt7pJ/vstcWloaP/3pT+Oss86KH/zgB3Ue16ZNm3j22WfTtn3xUxL1uebJJ58cF110UWr9i58y2Nb+rZk5c2bccsstsX79+oiIGD16dFx88cXbffznzZgxI4YMGRIrVqyIiRMnxjnnnBM9evSIiP+9r/p06//yl79EmzZt0rYNGjQobf23v/1tfPnLX479998/IiK+9rWvxZe//OWYM2dOfP/734+IiP322y9eeOGFWLx4cTz++OPx2GOPxVFHHRVjxoyJW265JXWuwYMHx/XXX592/rZt26b++7LLLouJEyfGo48+Gk8++WTccMMNMW3atHjssceiT58+23VPd999d+yzzz7x6quvxoQJE+KGG25Iu8b23M/nnX/++XHjjTfGr3/967Qg3uyL833EEUfEkiVL4u23345Bgwalvgx3sy/O+fa+b5vsk0X1I4u2ThbREHKofuTQ1skhGkoW1Y8s2jpZREPJovqRRVsni2goWVQ/smjrZFETyfzbQ6nL+++/nxQVFSWXXXZZnfvHjh2b7L777smmTZvS3iu8cePGpE+fPsn48ePr/a7k+lwzSbL/ruQxY8YkS5cuTd58883ks88+S9t/zz33JC1atKi1/bPPPktatGiR/P73v09tiy+8K3np0qXJLrvskrz44otJkiTJ1VdfnURE8s4772y1pvq8K/mggw5KioqKkhYtWqSWoqKitHcI1+X2229PIiJ5/fXXkyTZ9ruS61JTU5Pst99+ySmnnLLNsXW9K3nBggVJu3btknfffbde9/PFX19XXnll0qlTp+Ttt99Oe1fyVVddlUREsnLlym3WU2jvSm6OZJEsShJZJItySw7JoSSRQ3Io92SRLEoSWSSLck8WyaIkkUWyKPdkkSxKEllUaFnkVZ9NpF27dvHNb34zZs6cGevWrUvbV1VVFXfeeWccf/zxtTrQO+20U0ybNi2uv/76WL58eZNcM1vKy8ujR48e0blz52jRokXavn322Sc2btwYzz33XNr2Z599NjZu3LjVR2p79OgRxx57bEyZMiUiIo477rgoKSmJK6+8ss7xa9asqVfdzz//fDzzzDOxYMGCWLJkSWp57LHH4umnn44XXnhhi8fut99+ERENft91RERJSUnstddeDT7HYYcdFr17947LLrssIhp+P2effXbstNNO8Ytf/CJt+3HHHRctW7aMK664okH10bRkkSxqKFlEpsghOdRQcohMkkWyqKFkEZkki2RRQ8kiMkkWyaKGkkX5q5k+p9g8XXfddTFw4MA44ogj4tJLL43u3bvHiy++GOeee2586UtfSv0C/6IRI0ZEv3794sYbb4yKioq0fUmSRFVVVa1jOnToEDvttFODr9nU9ttvvxg+fHh873vfi6uvvjr22muveO2112LixIkxfPjwVBBtyaRJk2L//fePZ555Jg488MCYMWNGnHXWWbF27do45ZRTolu3bvHWW2/FbbfdFrvssktcddVV213brFmz4uCDD45/+Zd/qbVvwIABMWvWrJgxY0Ycd9xxccghh8TAgQOjsrIyli1bFlOmTImePXvGPvvskzqmpqam1s+suLg42rdvH/fff3/MmTMnTjjhhOjZs2ckSRJ//OMf409/+lPMnj17u2uua35GjhwZ55133nbfzxeVlZXFJZdcEmeeeWba9i5dusRVV10V48ePjw8//DDGjBkT3bt3jw8//DDuuOOOiIha/8NctWpV/M///E/atnbt2tX6IleyQxZtmSySRbKoacihLZNDckgONR1ZtGWySBbJoqYji7ZMFskiWdR0ZNGWySJZ1CyzKDcPGu64li9fnowZMyaprKxMWrZsmXTu3Dk5++yzk/fffz81pq5HkxctWpRERK1HpiOizuXzj69uzzW3dN367N+a7Tm2uro6Oeecc5IePXokZWVlSY8ePZIJEyYka9asSRsXX3hkerNvfvObyfDhw1Pr8+bNS4444ohk9913T8rKypJ99tknmTx5cupR6u15ZLqmpiZp165dcuWVV9ZZ81VXXZW0b98+qampSW666aZk8ODByR577JGUlJQkXbp0ScaMGZMsX748Nf7UU0+t8+fVq1evJEmS5LXXXkvGjh2b9OzZM2nVqlWy2267JQcddFAye/bsrc7dZnU9Mp0kSbJp06akV69eyQ9+8IPtvp+6Hsn/7LPPkv322y/tkenN5s2blwwfPjxp27ZtUlxcnFRUVCTf/va3k7lz56bGbJ7zupYnnnhiu+6RzJBFWyaLZBFNQw5tmRySQzQdWbRlskgW0XRk0ZbJIllE05FFWyaLZFFzU5Qk//+bMgEAAAAAAIBmy3f8AQAAAAAAQAHQ+KPR/vKXv8Quu+yyxYXMGTdu3Bbnedy4cbkuD3JKFjUdWQR1k0NNRw7BlsmipiOLYMtkUdORRbBlsqjpyKL84lWfNNq6devi7bff3uL+Hj16NGE1hW3VqlWxdu3aOvftuuuu0aFDhyauCPKHLGo6sgjqJoeajhyCLZNFTUcWwZbJoqYji2DLZFHTkUX5ReMPAAAAAAAACoBXfQIAAAAAAEAB0PgDAAAAAACAAqDxBwAAAAAAAAVA4w8AAAAAAAAKgMYfAAAAAAAAFACNPwAAAAAAACgAGn8AAAAAAABQADT+AAAAAAAAoAD8P3cyYUSOqWW6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABvkAAAEiCAYAAADTdL6LAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABBCElEQVR4nO3deZQU5bk/8GcEZgDFEVAYUEBUFlf0okFQg0RkiUuixgWVoCEalyC4o8aAiQt645JINC6IJmowN4onV68oiVuM4oKOCypu4Aqu7JpBmff3Bz86jDMsAzN0F3w+59Q5dtVbVc9bdn9nhqeruyillAIAAAAAAADIjI3yXQAAAAAAAABQO5p8AAAAAAAAkDGafAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxmnzkxcyZM6OoqCjKy8vzXQqwAZNFQCGQRUAhkEVAvskhoBDIIrJGk4/1wq233hqbbbZZvstYqTlz5sTgwYOjtLQ0SktLY/DgwTF37tx8lwXUoSxk0SWXXBK9evWKpk2bFnytwJop9CyaOXNmDB06NDp27BhNmjSJbbfdNkaNGhWLFy/Od2lAHSr0LIqIOPjgg6N9+/bRuHHjaNOmTQwePDg++uijfJcF1JEs5NAyFRUVseuuu2oswHooC1m09dZbR1FRUZVl5MiR+S6L1aTJB8tZsmRJVFZW1suxjz766CgvL49JkybFpEmTory8PAYPHlwv5wKyrT6zaPHixXH44YfHySefXC/HB9Yf9ZVFr7/+elRWVsYNN9wQ06ZNi6uvvjr+8Ic/xPnnn1/n5wKyrz5/L+rTp0/85S9/ienTp8fdd98db7/9dvzoRz+ql3MB2VWfObTMOeecE23btq3XcwDZVt9Z9Ktf/SpmzZqVW37xi1/U27moW5p81JvKysq4/PLLY7vttouSkpJo3759XHLJJTWOrekdDffee28UFRXlHr/44ovRp0+faNasWWy66abRvXv3eO655+LRRx+N448/PubNm5d7p8Ho0aMjYuk/Zp9zzjmx5ZZbxsYbbxw9evSIRx99tNp577vvvthhhx2ipKQk3n333bq+FPHaa6/FpEmT4uabb46ePXtGz54946abbor77rsvpk+fXufnA/5DFlV10UUXxemnnx4777xzvRwfqJks+o8BAwbE+PHjo1+/frHNNtvEwQcfHGeddVbcc889dX4uoCpZVNXpp58ee+65Z3To0CF69eoVI0eOjClTpsTXX39dL+cD5FBNHnjggXjooYfiN7/5Tb2dA6hKFlXXrFmzKCsryy2bbLJJvZ2LutUw3wWw/jrvvPPipptuiquvvjr23nvvmDVrVrz++utrfLxjjjkmdtttt7j++uujQYMGUV5eHo0aNYpevXrFNddcE7/85S9zDbNlIXT88cfHzJkzY8KECdG2bduYOHFiDBgwIF5++eXo1KlTRER8+eWXcdlll8XNN98cLVu2jFatWtV4/lUF2z777BMPPPBAjdueeuqpKC0tjR49euTW7bnnnlFaWhpPPvlkdOnSpdbXA1g9sggoBLJo5ebNmxctWrRY7fHAmpFFK/bFF1/EHXfcEb169YpGjRqt7iUAakkOVfXxxx/HCSecEPfee280bdp0TS4BsAZkUXWXX355/PrXv4527drF4YcfHmeffXYUFxfX9lKQB5p81IsFCxbEb3/72xg7dmwMGTIkIiK23Xbb2Hvvvdf4mO+9916cffbZ0bVr14iIXNhFRJSWlkZRUVGUlZXl1r399tvx5z//OT744IPcRx6cddZZMWnSpBg/fnxceumlERHx9ddfx3XXXRfdunVb6flX9ZnoTZo0WeG22bNn1xjCrVq1itmzZ6/0uMCak0VAIZBFK/f222/HtddeG1deeeVq7wPUniyq2bnnnhtjx46NL7/8Mvbcc8+47777VrkPsGbkUFUppTjuuOPipJNOit133z1mzpy50mMBdUMWVTd8+PD4r//6r2jevHk888wzcd5558WMGTPi5ptvXul+FAZNPurFa6+9FhUVFbHffvvV2THPOOOM+OlPfxp/+tOfom/fvnH44YfHtttuu8Lxzz//fKSUonPnzlXWV1RURMuWLXOPi4uLY5dddlnl+bfbbrs1Lz6iyi3cy6SUalwP1A1ZBBQCWbRiH330UQwYMCAOP/zw+OlPf1onxwRqJotqdvbZZ8fQoUPj3XffjYsuuih+/OMfx3333efvNKgHcqiqa6+9NubPnx/nnXfeGh8DqD1ZVN3pp5+e++9ddtklmjdvHj/60Y/i8ssvr1IPhUmTj3pR2ztJNtpoo0gpVVn37e9BGD16dBx99NFx//33xwMPPBCjRo2KCRMmxCGHHFLjMSsrK6NBgwYxderUaNCgQZVty9/C3KRJk9X6A25tbnsuKyuLjz/+uNr6Tz/9NFq3br3KcwNrRhYBhUAW1eyjjz6KPn36RM+ePePGG29c5TmBtSOLarb55pvH5ptvHp07d47tt98+2rVrF1OmTImePXuu8vxA7cihqh5++OGYMmVKlJSUVFm/++67xzHHHBO33XbbKs8P1J4sWrU999wzIiLeeustTb4M0OSjXnTq1CmaNGkS//jHP1brXdlbbLFFLFiwIBYtWhQbb7xxRNR8m3Hnzp2jc+fOcfrpp8egQYNi/Pjxccghh0RxcXEsWbKkytjddtstlixZEp988knss88+az2ntbntuWfPnjFv3rx45pln4jvf+U5ERDz99NMxb9686NWr11rXBtRMFgGFQBZV9+GHH0afPn2ie/fuMX78+Nhoo43WuiZg5WTRqi37B7yKioo1LQlYCTlU1e9+97u4+OKLc48/+uij6N+/f9x1113Ro0ePta4NqJksWrUXXnghIiLatGmzpiWxDmnyUS8aN24c5557bpxzzjlRXFwce+21V3z66acxbdq0GDp0aLXxPXr0iKZNm8b5558fw4YNi2eeeSZuvfXW3Pavvvoqzj777PjRj34UHTt2jA8++CCeffbZOOywwyIiYuutt46FCxfGP/7xj+jWrVs0bdo0OnfuHMccc0z8+Mc/jiuvvDJ22223+Oyzz+Lhhx+OnXfeOb7//e/Xak5rc9vz9ttvHwMGDIgTTjghbrjhhoiIOPHEE+PAAw+MLl26rPFxgZWTRdW999578cUXX8R7770XS5Ysyf0iuN12263ynV/AmpFFVX300Uex7777Rvv27eM3v/lNfPrpp7lty39PBVC3ZFFVzzzzTDzzzDOx9957R/PmzeOdd96JX/7yl7Htttu6iw/qiRyqqn379lUeL/t7bNttt42tttpqjY8LrJwsquqpp56KKVOmRJ8+faK0tDSeffbZOP300+Pggw+ullMUqAT1ZMmSJeniiy9OHTp0SI0aNUrt27dPl156aUoppRkzZqSISC+88EJu/MSJE9N2222XGjdunA488MB04403pmVP0YqKinTUUUeldu3apeLi4tS2bdv085//PH311Ve5/U866aTUsmXLFBFp1KhRKaWUFi9enH75y1+mrbfeOjVq1CiVlZWlQw45JL300ksppZTGjx+fSktL18n1+Pzzz9MxxxyTmjVrlpo1a5aOOeaYNGfOnHVybtiQyaKqhgwZkiKi2vLII4+sk/PDhkoW/cf48eNrzCF/mkD9k0X/8dJLL6U+ffqkFi1apJKSkrT11lunk046KX3wwQf1fm7YkMmhFatp/kD9kEX/MXXq1NSjR49UWlqaGjdunLp06ZJGjRqVFi1aVO/npm4UpfStD5QFAAAAAAAACpovvwAAAAAAAICM0eQDAAAAAACAjNHkAwAAAAAAgIzR5AMAAAAAAICM0eQDAAAAAACAjNHkAwAAAAAAgIxZb5t8KaWYP39+pJTyXQqwAZNFQCGQRUAhkEVAvskhoBDIIqAurbdNvgULFkRpaWksWLAg36UAGzBZBBQCWQQUAlkE5JscAgqBLALq0nrb5AMAAAAAAID1lSYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGRMw3wXAEBVW4+8v06PN3PMAXV6PAAAAAAA8s+dfAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxmnwAAAAAAACQMZp8AAAAAAAAkDGafAAAAAAAAJAxtW7yPf7443HQQQdF27Zto6ioKO69994q24877rgoKiqqsuy5555VxlRUVMSwYcNi8803j4033jgOPvjg+OCDD6qMmTNnTgwePDhKS0ujtLQ0Bg8eHHPnzq31BAEAAAAAAGB9U+sm36JFi6Jbt24xduzYFY4ZMGBAzJo1K7f83//9X5XtI0aMiIkTJ8aECRPiiSeeiIULF8aBBx4YS5YsyY05+uijo7y8PCZNmhSTJk2K8vLyGDx4cG3LBQAAAAAAgPVOw9ruMHDgwBg4cOBKx5SUlERZWVmN2+bNmxfjxo2LP/3pT9G3b9+IiLj99tujXbt28fe//z369+8fr732WkyaNCmmTJkSPXr0iIiIm266KXr27BnTp0+PLl261LZsAAAAAAAAWG/Uusm3Oh599NFo1apVbLbZZtG7d++45JJLolWrVhERMXXq1Pj666+jX79+ufFt27aNnXbaKZ588sno379/PPXUU1FaWppr8EVE7LnnnlFaWhpPPvlkjU2+ioqKqKioyD2eP39+fUwNYKVkEVAIZBFQCGQRkG9yCCgEsgioT7X+uM5VGThwYNxxxx3x8MMPx5VXXhnPPvtsfO9738sF2ezZs6O4uDiaN29eZb/WrVvH7Nmzc2OWNQWX16pVq9yYb7vsssty399XWloa7dq1q+OZAayaLAIKgSwCCoEsAvJNDgGFQBYB9anOm3xHHnlkHHDAAbHTTjvFQQcdFA888EC88cYbcf/99690v5RSFBUV5R4v/98rGrO88847L+bNm5db3n///bWbCMAakEVAIZBFQCGQRUC+ySGgEMgioD7Vy8d1Lq9NmzbRoUOHePPNNyMioqysLBYvXhxz5sypcjffJ598Er169cqN+fjjj6sd69NPP43WrVvXeJ6SkpIoKSmphxkArD5ZBBQCWQQUAlkE5JscAgqBLALqU53fyfdtn3/+ebz//vvRpk2biIjo3r17NGrUKCZPnpwbM2vWrHjllVdyTb6ePXvGvHnz4plnnsmNefrpp2PevHm5MQAAAAAAALChqvWdfAsXLoy33nor93jGjBlRXl4eLVq0iBYtWsTo0aPjsMMOizZt2sTMmTPj/PPPj8033zwOOeSQiIgoLS2NoUOHxplnnhktW7aMFi1axFlnnRU777xz9O3bNyIitt9++xgwYECccMIJccMNN0RExIknnhgHHnhgdOnSpS7mDQAAAAAAAJlV6ybfc889F3369Mk9PuOMMyIiYsiQIXH99dfHyy+/HH/84x9j7ty50aZNm+jTp0/cdddd0axZs9w+V199dTRs2DCOOOKI+Oqrr2K//faLW2+9NRo0aJAbc8cdd8Rpp50W/fr1i4iIgw8+OMaOHbvGEwUAAAAAAID1Ra2bfPvuu2+klFa4/cEHH1zlMRo3bhzXXnttXHvttSsc06JFi7j99ttrWx4AAAAAAACs9+r9O/kAAAAAAACAuqXJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZ0zDfBQAAAEBNth55/xrtN3PMAXVcCQAAQOFxJx8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGRMrZt8jz/+eBx00EHRtm3bKCoqinvvvbfK9pRSjB49Otq2bRtNmjSJfffdN6ZNm1ZlTEVFRQwbNiw233zz2HjjjePggw+ODz74oMqYOXPmxODBg6O0tDRKS0tj8ODBMXfu3FpPEAAAAAAAANY3tW7yLVq0KLp16xZjx46tcfsVV1wRV111VYwdOzaeffbZKCsri/333z8WLFiQGzNixIiYOHFiTJgwIZ544olYuHBhHHjggbFkyZLcmKOPPjrKy8tj0qRJMWnSpCgvL4/BgwevwRQBAAAAAABg/dKwtjsMHDgwBg4cWOO2lFJcc801ccEFF8Shhx4aERG33XZbtG7dOu6888742c9+FvPmzYtx48bFn/70p+jbt29ERNx+++3Rrl27+Pvf/x79+/eP1157LSZNmhRTpkyJHj16RETETTfdFD179ozp06dHly5d1nS+AAAAAAAAkHl1+p18M2bMiNmzZ0e/fv1y60pKSqJ3797x5JNPRkTE1KlT4+uvv64ypm3btrHTTjvlxjz11FNRWlqaa/BFROy5555RWlqaGwMAAAAAAAAbqlrfybcys2fPjoiI1q1bV1nfunXrePfdd3NjiouLo3nz5tXGLNt/9uzZ0apVq2rHb9WqVW7Mt1VUVERFRUXu8fz589d8IgBrSBYBhUAWAYVAFgH5JoeAQiCLgPpUp3fyLVNUVFTlcUqp2rpv+/aYmsav7DiXXXZZlJaW5pZ27dqtQeUAa0cWAYVAFgGFQBYB+SaHgEIgi4D6VKdNvrKysoiIanfbffLJJ7m7+8rKymLx4sUxZ86clY75+OOPqx3/008/rXaX4DLnnXdezJs3L7e8//77az0fgNqSRUAhkEVAIZBFQL7JIaAQyCKgPtVpk69jx45RVlYWkydPzq1bvHhxPPbYY9GrV6+IiOjevXs0atSoyphZs2bFK6+8khvTs2fPmDdvXjzzzDO5MU8//XTMmzcvN+bbSkpKYtNNN62yAKxrsggoBLIIKASyCMg3OQQUAlkE1KdafyffwoUL46233so9njFjRpSXl0eLFi2iffv2MWLEiLj00kujU6dO0alTp7j00kujadOmcfTRR0dERGlpaQwdOjTOPPPMaNmyZbRo0SLOOuus2HnnnaNv374REbH99tvHgAED4oQTTogbbrghIiJOPPHEOPDAA6NLly51MW8AAAAAAADIrFo3+Z577rno06dP7vEZZ5wRERFDhgyJW2+9Nc4555z46quv4pRTTok5c+ZEjx494qGHHopmzZrl9rn66qujYcOGccQRR8RXX30V++23X9x6663RoEGD3Jg77rgjTjvttOjXr19ERBx88MExduzYNZ4oAAAAAAAArC+KUkop30XUh/nz50dpaWnMmzfPLdBA3qxJFm098v46rWHmmAPq9HhA9vi9CCgE6/L3Ir//ADXxOxFQCGQRUJfq9Dv5AAAAAAAAgPqnyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABmjyQcAAAAAAAAZo8kHAAAAAAAAGaPJBwAAAAAAABnTMN8FFJKtR95fq/EzxxxQT5UAAAAAAADAirmTDwAAAAAAADJGkw8AAAAAAAAyRpMPAAAAAAAAMkaTDwAAAAAAADJGkw8AAAAAAAAyRpMPAAAAAAAAMkaTDwAAAAAAADJGkw8AAAAAAAAyRpMPAAAAAAAAMkaTDwAAAAAAADJGkw8AAAAAAAAyRpMPAAAAAAAAMkaTDwAAAAAAADJGkw8AAAAAAAAyRpMPAAAAAAAAMkaTDwAAAAAAADJGkw8AAAAAAAAyRpMPAAAAAAAAMkaTDwAAAAAAADJGkw8AAAAAAAAyRpMPAAAAAAAAMkaTDwAAAAAAADJGkw8AAAAAAAAypmG+CwAAoPBsPfL+ejnuzDEH1MtxAQAAADY07uQDAAAAAACAjNHkAwAAAAAAgIzR5AMAAAAAAICM0eQDAAAAAACAjNHkAwAAAAAAgIzR5AMAAAAAAICM0eQDAAAAAACAjGmY7wIAANhwbD3y/no57swxB9TLcQEAAAAKlTv5AAAAAAAAIGM0+QAAAAAAACBjNPkAAAAAAAAgYzT5AAAAAAAAIGPqvMk3evToKCoqqrKUlZXltqeUYvTo0dG2bdto0qRJ7LvvvjFt2rQqx6ioqIhhw4bF5ptvHhtvvHEcfPDB8cEHH9R1qQAAAAAAAJBJ9XIn34477hizZs3KLS+//HJu2xVXXBFXXXVVjB07Np599tkoKyuL/fffPxYsWJAbM2LEiJg4cWJMmDAhnnjiiVi4cGEceOCBsWTJkvooFwAAAAAAADKlYb0ctGHDKnfvLZNSimuuuSYuuOCCOPTQQyMi4rbbbovWrVvHnXfeGT/72c9i3rx5MW7cuPjTn/4Uffv2jYiI22+/Pdq1axd///vfo3///vVRMgAAAAAAAGRGvdzJ9+abb0bbtm2jY8eOcdRRR8U777wTEREzZsyI2bNnR79+/XJjS0pKonfv3vHkk09GRMTUqVPj66+/rjKmbdu2sdNOO+XGAAAAAAAAwIaszu/k69GjR/zxj3+Mzp07x8cffxwXX3xx9OrVK6ZNmxazZ8+OiIjWrVtX2ad169bx7rvvRkTE7Nmzo7i4OJo3b15tzLL9a1JRUREVFRW5x/Pnz6+rKQGsNlkEFAJZBBQCWQTkmxwCCoEsAupTnd/JN3DgwDjssMNi5513jr59+8b9998fEUs/lnOZoqKiKvuklKqt+7ZVjbnsssuitLQ0t7Rr124tZgGwZmQRUAhkEVAIZBGQb3IIKASyCKhPRSmlVN8n2X///WO77baLs88+O7bddtt4/vnnY7fddstt/8EPfhCbbbZZ3HbbbfHwww/HfvvtF1988UWVu/m6desWP/zhD+Oiiy6q8Rw1vSOiXbt2MW/evNh0001Xq86tR95fq3nNHHNArcYD6798ZNGqyCrY8BRiFmWR/IS1k88s8voFIuomhwDWliwC6lOdf1znt1VUVMRrr70W++yzT3Ts2DHKyspi8uTJuSbf4sWL47HHHovLL788IiK6d+8ejRo1ismTJ8cRRxwRERGzZs2KV155Ja644ooVnqekpCRKSkrqezoAKyWLgEIgi4BCIIuAfJNDQCGQRUB9qvMm31lnnRUHHXRQtG/fPj755JO4+OKLY/78+TFkyJAoKiqKESNGxKWXXhqdOnWKTp06xaWXXhpNmzaNo48+OiIiSktLY+jQoXHmmWdGy5Yto0WLFnHWWWflPv4TAAAAAAAANnR13uT74IMPYtCgQfHZZ5/FFltsEXvuuWdMmTIlOnToEBER55xzTnz11VdxyimnxJw5c6JHjx7x0EMPRbNmzXLHuPrqq6Nhw4ZxxBFHxFdffRX77bdf3HrrrdGgQYO6LhcAAAAAAAAyp86bfBMmTFjp9qKiohg9enSMHj16hWMaN24c1157bVx77bV1XB0AAAAAAABk30b5LgAAAAAAAACoHU0+AAAAAAAAyBhNPgAAAAAAAMgYTT4AAAAAAADIGE0+AAAAAAAAyBhNPgAAAAAAAMgYTT4AAAAAAADIGE0+AAAAAAAAyBhNPgAAAAAAAMgYTT4AAAAAAADIGE0+AAAAAAAAyBhNPgAAAAAAAMgYTT4AAAAAAADIGE0+AAAAAAAAyBhNPgAAAAAAAMiYhvkuAAAACtHWI++vl+POHHNAvRwXAAAA2LC4kw8AAAAAAAAyxp18AAAAAAAAeVJfnySzPJ8qs35yJx8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGSMJh8AAAAAAABkjCYfAAAAAAAAZIwmHwAAAAAAAGRMw3wXAAAAAAAAUKi2Hnl/vkuAGmnyAQAAAAAAmaUJx4ZKkw8AANah+vrjc+aYA+rluACwIVsX/2jsZzgAsKZ8Jx8AAAAAAABkjCYfAAAAAAAAZIyP61zHavsxDz6yAQAAAAAAgG/T5AMAAACA9VR9f6+gN6gDQP74uE4AAAAAAADIGHfyAQAAAECe1PeddgAQ4c7u9ZUmH8B6ri5/gPthDVC46usPNtkPAKzM+vCPxuvDHADyTZbmhyYfAAAA65W1+QcG/3gAUFjc6QjrB69lqB+afOuZ2oalP2ABAAAAAIAN2bpoRNdHP2ajOj8iAAAAAAAAUK/cyQfAavP9fgAAAAAAhcGdfAAAAAAAAJAx7uQDAAAAAIAN1Lr4LjJYW56nNXMnHwAAAAAAAGRMwd/Jd91118V///d/x6xZs2LHHXeMa665JvbZZ598lwUAAAA5a/POYt9VDLB+q++7T/wcAdhwFXST76677ooRI0bEddddF3vttVfccMMNMXDgwHj11Vejffv2+S4PgLVQ13/k+KMGANjQaCwCAMCGraCbfFdddVUMHTo0fvrTn0ZExDXXXBMPPvhgXH/99XHZZZfluboNU23/iPSHIwBAttXXO8/9nggAUDd8T9Wq+d0TWF8VbJNv8eLFMXXq1Bg5cmSV9f369Ysnn3wyT1UBsCEo5D+Q/GECAAAAAEQUcJPvs88+iyVLlkTr1q2rrG/dunXMnj272viKioqoqKjIPZ43b15ERMyfP3+1z1lZ8WWtaqzNsdfVObJ+/J1GPVir8a9c1L9W42FFmjVrFkVFRWt9nHxkEUutSSavSCH/P2h/+v/ku4QVkslrTxaxISnkPPu2DSnf6iqHIrKbRWv6O8Xa1JqPc67Na3BNXxO1/XuvLs5JNvmdCKhra/KztpCyaG1+hgKFo16yKBWoDz/8MEVEevLJJ6usv/jii1OXLl2qjR81alSKCIvFYlmjZd68eXWSXbLIYrGszSKLLBZLvpe6yiFZZLFY1mbxO5HFYimERRZZLJZCWFaVRUUppRQFaPHixdG0adP4n//5nzjkkENy64cPHx7l5eXx2GOPVRn/7XdEVFZWxhdffBEtW7ZcrXdczJ8/P9q1axfvv/9+bLrppnU3kXUo63PIev0R2Z9D1uuPWPM51Ne7s2RR9uaQ9fojsj+HrNcfIYvyLev1R2R/DlmvPyL7c8h3DkXIoqzXH5H9OWS9/ojszyHfWbSh51BE9ueQ9fojsj+HrNcfIYsKQdbnkPX6I7I/h6zXH1F/WVSwH9dZXFwc3bt3j8mTJ1dp8k2ePDl+8IMfVBtfUlISJSUlVdZtttlmtT7vpptumtknyTJZn0PW64/I/hyyXn9E/uYgi/4j63PIev0R2Z9D1uuPkEX5lvX6I7I/h6zXH5H9OeSzflm0VNbrj8j+HLJef0T25+B3ovzL+hyyXn9E9ueQ9fojZFEhyPocsl5/RPbnkPX6I+p+DgXb5IuIOOOMM2Lw4MGx++67R8+ePePGG2+M9957L0466aR8lwYAAAAAAAB5U9BNviOPPDI+//zz+NWvfhWzZs2KnXbaKf7v//4vOnTokO/SAAAAAAAAIG8KuskXEXHKKafEKaecUu/nKSkpiVGjRlW7dTpLsj6HrNcfkf05ZL3+iOzPIev1R2R/DlmvPyL7c8h6/RHZn4P68y/rc8h6/RHZn0PW64/I/hyyXn9E9ueQ9fojsj8H9edf1ueQ9fojsj+HrNcfkf05ZL3+iOzPIev1R2R/DlmvP6L+5lCUUkp1ekQAAAAAAACgXm2U7wIAAAAAAACA2tHkAwAAAAAAgIzR5AMAAAAAAICM0eT7/6677rro2LFjNG7cOLp37x7//Oc/813Sarnssstijz32iGbNmkWrVq3ihz/8YUyfPj3fZa2Vyy67LIqKimLEiBH5LmW1ffjhh3HsscdGy5Yto2nTprHrrrvG1KlT813Wavvmm2/iF7/4RXTs2DGaNGkS22yzTfzqV7+KysrKfJe2Qo8//ngcdNBB0bZt2ygqKop77723yvaUUowePTratm0bTZo0iX333TemTZuWn2JrQRYVhizmUIQsWtfkUOGRRYUhy1mUtRyKkEWFSBYVBlm0bsmiwrK+5VBENrMoyzkUIYsKiSwqDFnMoQhZtK7lI4c0+SLirrvuihEjRsQFF1wQL7zwQuyzzz4xcODAeO+99/Jd2io99thjceqpp8aUKVNi8uTJ8c0330S/fv1i0aJF+S5tjTz77LNx4403xi677JLvUlbbnDlzYq+99opGjRrFAw88EK+++mpceeWVsdlmm+W7tNV2+eWXxx/+8IcYO3ZsvPbaa3HFFVfEf//3f8e1116b79JWaNGiRdGtW7cYO3ZsjduvuOKKuOqqq2Ls2LHx7LPPRllZWey///6xYMGCdVzp6pNFhSGLORQhi/JBDhUeWZR/Wc+irOVQhCwqRLIo/2TRuieLCsv6lEMR2cyirOdQhCwqFLKoMGQxhyJkUT7kJYcS6Tvf+U466aSTqqzr2rVrGjlyZJ4qWnOffPJJioj02GOP5buUWluwYEHq1KlTmjx5curdu3caPnx4vktaLeeee27ae++9813GWjnggAPST37ykyrrDj300HTsscfmqaLaiYg0ceLE3OPKyspUVlaWxowZk1v373//O5WWlqY//OEPeahw9cii/MtqDqUki/JNDhUmWbTuZT2LspxDKcmiQiWL1j1ZlF+yqPBkNYdSym4WZT2HUpJFhUIW5V9WcyglWZRv6yqHNvg7+RYvXhxTp06Nfv36VVnfr1+/ePLJJ/NU1ZqbN29eRES0aNEiz5XU3qmnnhoHHHBA9O3bN9+l1Mrf/va32H333ePwww+PVq1axW677RY33XRTvsuqlb333jv+8Y9/xBtvvBERES+++GI88cQT8f3vfz/Pla2ZGTNmxOzZs6u8rktKSqJ3794F+7qWRYUhqzkUIYsKjRwqDLJo3ct6Fq1PORQhiwqFLFr3ZFFhkUX5l9UcishuFmU9hyJkUSGQRYUhqzkUIYsKTX3lUMO6KC7LPvvss1iyZEm0bt26yvrWrVvH7Nmz81TVmkkpxRlnnBF777137LTTTvkup1YmTJgQU6dOjeeeey7fpdTaO++8E9dff32cccYZcf7558czzzwTp512WpSUlMSPf/zjfJe3Ws4999yYN29edO3aNRo0aBBLliyJSy65JAYNGpTv0tbIstduTa/rd999Nx8lrZIsyr8s51CELCo0cij/ZFF+ZD2L1qccipBFhUAW5YcsKiyyKL+ymkMR2c6irOdQhCwqBLIo/7KcQxGyqNDUVw5t8E2+ZYqKiqo8TilVW1fofv7zn8dLL70UTzzxRL5LqZX3338/hg8fHg899FA0btw43+XUWmVlZey+++5x6aWXRkTEbrvtFtOmTYvrr78+M2F51113xe233x533nln7LjjjlFeXh4jRoyItm3bxpAhQ/Jd3hrL4us6izV/WxazKOs5FCGLClUWX9NZrLkmsig/sp5F62MORWTzdZ3Fmmsii/JDFhWmLL6us1jzt2UxhyKyn0VZz6EIWVRIsljzt2Uxi7KeQxGyqFDV9Wt6g2/ybb755tGgQYNq73745JNPqnVUC9mwYcPib3/7Wzz++OOx1VZb5bucWpk6dWp88skn0b1799y6JUuWxOOPPx5jx46NioqKaNCgQR4rXLk2bdrEDjvsUGXd9ttvH3fffXeeKqq9s88+O0aOHBlHHXVURETsvPPO8e6778Zll12WybAsKyuLiKXvjmjTpk1ufSG/rmVRfmU9hyJkUaGRQ/kli/In61m0PuVQhCzKN1mUP7KosMii/MlqDkVkP4uynkMRsqgQyKL8ynoORciiQlNfObTBfydfcXFxdO/ePSZPnlxl/eTJk6NXr155qmr1pZTi5z//edxzzz3x8MMPR8eOHfNdUq3tt99+8fLLL0d5eXlu2X333eOYY46J8vLygg/LvfbaK6ZPn15l3RtvvBEdOnTIU0W19+WXX8ZGG1WNgwYNGkRlZWWeKlo7HTt2jLKysiqv68WLF8djjz1WsK9rWZRfWc+hCFlUaORQfsii/Mt6Fq1PORQhi/JFFuWfLCossmjdy3oORWQ/i7KeQxGyqBDIovzKeg5FyKJCU285lEgTJkxIjRo1SuPGjUuvvvpqGjFiRNp4443TzJkz813aKp188smptLQ0Pfroo2nWrFm55csvv8x3aWuld+/eafjw4fkuY7U888wzqWHDhumSSy5Jb775ZrrjjjtS06ZN0+23357v0lbbkCFD0pZbbpnuu+++NGPGjHTPPfekzTffPJ1zzjn5Lm2FFixYkF544YX0wgsvpIhIV111VXrhhRfSu+++m1JKacyYMam0tDTdc8896eWXX06DBg1Kbdq0SfPnz89z5SsmiwpLlnIoJVmUD3Ko8Mii/Mt6FmUth1KSRYVIFuWfLFr3ZFFhWR9zKKVsZVHWcyglWVQoZFFhyVIOpSSL8iEfOaTJ9//9/ve/Tx06dEjFxcXpv/7rv9Jjjz2W75JWS0TUuIwfPz7fpa2VrAXm//7v/6addtoplZSUpK5du6Ybb7wx3yXVyvz589Pw4cNT+/btU+PGjdM222yTLrjgglRRUZHv0lbokUceqfG5P2TIkJRSSpWVlWnUqFGprKwslZSUpO9+97vp5Zdfzm/Rq0EWFY6s5VBKsmhdk0OFRxYVhixnUdZyKCVZVIhkUWGQReuWLCos62MOpZS9LMpyDqUkiwqJLCocWcuhlGTRupaPHCpKKaU1vw8QAAAAAAAAWNc2+O/kAwAAAAAAgKzR5AMAAAAAAICM0eQDAAAAAACAjNHkAwAAAAAAgIzR5AMAAAAAAICM0eQDAAAAAACAjNHkAwAAAAAAgIzR5AMAAAAAAICM0eQDAAAAAACAjNlgm3yzZ8+OYcOGxTbbbBMlJSXRrl27OOigg+If//hHlXGXXnppNGjQIMaMGVPtGEuWLInLLrssunbtGk2aNIkWLVrEnnvuGePHj8+NOe644+KHP/xhtX0fffTRKCoqirlz59aq7i5dukRxcXF8+OGH1bbtu+++UVRUFEVFRVFSUhJbbrllHHTQQXHPPffkxtx9993RoEGDeO+992o8fteuXeO0007LPX7yySejQYMGMWDAgGpjZ86cGUVFRdGqVatYsGBBlW277rprjB49usq6t956K44//vjYaqutoqSkJDp27BiDBg2K5557LjdmWf3fXiZMmLDKa7Psmn57+cUvflHj9pYtW8b3vve9+Ne//lXlOKNHj67xOF27dq0ybtq0aXHEEUfEFltsESUlJdGpU6e48MIL48svv6wyrqioKO69995q9Y4YMSL23Xff3OPjjjuuxvMuf+233nrrKCoqiilTpqz0WBER8+fPjwsuuCC6du0ajRs3jrKysujbt2/cc889MX369GjatGnceeedVfaprKyMXr16xSGHHLLSa/3tehs2bBjt27ePk08+OebMmVNt7FdffRXNmzePFi1axFdffVVte23ndeGFF8aOO+4YTZo0iZYtW8Yee+wRV1xxRZVzL/96WH456aSTVjm3dUUOySE5JIcKgSySRbJIFhUCWSSLZJEsKgSySBbJIlmUb3JIDskhOVRbG2STb+bMmdG9e/d4+OGH44orroiXX345Jk2aFH369IlTTz21ytjx48fHOeecE7fccku144wePTquueaa+PWvfx2vvvpqPPLII3HCCSfU+ISpC0888UT8+9//jsMPPzxuvfXWGseccMIJMWvWrHjrrbfi7rvvjh122CGOOuqoOPHEEyMi4uCDD46WLVvGbbfdVm3ff/3rXzF9+vQYOnRobt0tt9wSw4YNiyeeeGKFIbtgwYL4zW9+s9Lan3vuuejevXu88cYbccMNN8Srr74aEydOjK5du8aZZ55ZZez48eNj1qxZVZaafuisyPTp06vsO3LkyBq3P/roo7HFFlvEAQccEJ988kmVMTvuuGO1Gp544onc9ilTpkSPHj1i8eLFcf/998cbb7wRl156adx2222x//77x+LFi1e73uUNGDCg2nn//Oc/VxnTuHHjOPfcc1d6nLlz50avXr3ij3/8Y5x33nnx/PPPx+OPPx5HHnlknHPOOdG6desYM2ZMDBs2LGbNmpXb78orr4y33norbrjhhlrVO3PmzLj55pvjf//3f+OUU06pNu7uu++OnXbaKXbYYYcqP8BrO68vvvgi90vJWWedFU8//XT861//ilGjRkV5eXm1HwDLXg/LL1dcccVqza2+ySE5JIfkUCGQRbJIFsmiQiCLZJEskkWFQBbJIlkki/JNDskhOSSH1kjaAA0cODBtueWWaeHChdW2zZkzJ/ffjz76aNpyyy3T4sWLU9u2bdNjjz1WZWy3bt3S6NGjV3quIUOGpB/84AfV1j/yyCMpIqqcb1WOO+64NHLkyPTAAw+kbbbZJlVWVlbZ3rt37zR8+PBq+91yyy0pItLkyZNTSimdccYZNe7/k5/8JHXv3j33eOHChalZs2bp9ddfT0ceeWS66KKLqoyfMWNGioh09tlnp0022SR9/PHHuW3dunVLo0aNSimlVFlZmXbcccfUvXv3tGTJkmr1LX8NIiJNnDhxdS5HNau6pjVtf+mll1JEpL/97W+5daNGjUrdunVb4XkqKyvTDjvskHbfffdq8ykvL09FRUVpzJgxuXUrmtPw4cNT7969c49X9FxZXocOHdLw4cNTcXFxuv/++1d4rJNPPjltvPHG6cMPP6x2jAULFqSvv/46VVZWpu9973vpgAMOSCml9Nprr6XGjRuv9vWvqd4zzjgjtWjRotrYfffdN/3hD39I119/ferTp88az+tnP/tZ2njjjdMHH3xQY03LP6dX9HooFHJIDi0jh+RQPskiWbSMLJJF+SSLZNEyskgW5ZMskkXLyCJZlC9ySA4tI4fkUG1scHfyffHFFzFp0qQ49dRTY+ONN662fbPNNsv997hx42LQoEHRqFGjGDRoUIwbN67K2LKysnj44Yfj008/re+yY8GCBfE///M/ceyxx8b+++8fixYtikcffXS19h0yZEg0b948140eOnRovPPOO/HYY4/lxixatCj+8pe/VHlHxF133RVdunSJLl26xLHHHhvjx4+PlFK14w8aNCi22267+NWvflXj+cvLy2PatGlx5plnxkYbVX/KLX/N16Uvv/wyd5t6o0aNVnu/8vLyePXVV+OMM86oNp9u3bpF3759q72ToS5tvfXWcdJJJ8V5550XlZWV1bZXVlbGhAkT4phjjom2bdtW277JJptEw4YNo6ioKMaPHx///Oc/46abborjjjsujjzyyFq9A2V577zzTkyaNKnatXz77bfjqaeeiiOOOCKOOOKIePLJJ+Odd95Zo3ndddddceyxx8aWW25ZYw1FRUVrVPu6Jofk0DJySA7lkyySRcvIIlmUT7JIFi0ji2RRPskiWbSMLJJF+SKH5NAyckgO1dYG1+R76623IqVU7bNqv23+/Plx9913x7HHHhsREccee2z89a9/jfnz5+fGXHXVVfHpp59GWVlZ7LLLLnHSSSfFAw88UO1Y9913X2yyySZVloEDB9aq7gkTJkSnTp1ixx13jAYNGsRRRx1VLcBXZKONNorOnTvHzJkzIyJihx12iB49elT5HOa//OUvsWTJkhg0aFBu3bhx43LzHzBgQCxcuLDa5z9HLH2SjhkzJm688cZ4++23q21/8803IyJWec2XGTRoULXrVdMLbEW22mqrKvt+/vnnK9x+9dVXR/fu3WO//farMubll1+uVsNPf/rTiIh44403IiJi++23r/H822+/fW5MbdX0XPn1r39dbdwvfvGLmDFjRtxxxx3Vtn322WcxZ86c1bre7du3j2uuuSZOOumk+Oijj+K3v/3tGtXbpEmT2HbbbePVV1+tdvvyLbfcEgMHDsx9vvGAAQNq/CiBVc3r008/jblz50aXLl2qrO/evXvuWi3//I2IuO6666pdz5pu+1/X5JAckkP/IYfyRxbJIln0H7Iof2SRLJJF/yGL8kcWySJZ9B+yKD/kkBySQ/8hh2png2vyLevqr6p7euedd8Y222wT3bp1i4ilX8q5zTbbVPkyzR122CFeeeWVmDJlShx//PHx8ccfx0EHHZR7YS3Tp0+fKC8vr7LcfPPNtap7+fCKWBrg99xzz2p/CWpKqcqchw4dGn/9619zXz56yy23xKGHHpp7h8L06dPjmWeeiaOOOioiIho2bBhHHnnkCp/o/fv3j7333jsuvPDCGs8dsfod66uvvrra9WrXrt1q7RsR8c9//rPKvs2bN6+2/fnnn48///nP0aFDh7j11lurdfK7dOlSrYZLLrlktc6fUori4uLVrnd5NT1Xvv2Z2xERW2yxRZx11lnxy1/+stpnKdf2eh9//PHRpk2bOO2006K0tHSN6n366adj2LBh0b9//xg2bFhu+5IlS+K2226r9ty97bbbYsmSJbWa1zLfntfEiROjvLw8+vfvX+0LUo855phq13N1vqC1vsmhpeSQHFpGDuWHLFpKFsmiZWRRfsiipWSRLFpGFuWHLFpKFsmiZWTRuieHlpJDcmgZObT6Gq7xnhnVqVOnKCoqitdee22lt3jecsstMW3atGjY8D+XqLKyMsaNG5f7QtCIpe842GOPPWKPPfaI008/PW6//fYYPHhwXHDBBdGxY8eIiNh4441ju+22q3L8Dz74YLVrfvXVV+Ppp5+OZ599tkrHecmSJfHnP/85Tj755JXuv2TJknjzzTdjjz32yK076qij4vTTT4+77ror9t1333jiiSeq3Lo8bty4+Oabb6rcYppSikaNGsWcOXOqhVBExJgxY6Jnz55x9tlnV1nfuXPniIh47bXXYtddd13lfMvKyqpdr9ro2LHjSm+nXra9c+fO8e9//zsOOeSQeOWVV6KkpCQ3pri4eIU1dOrUKSKW/n+paT6vv/56bs4REc2aNYt58+ZVGzd37txqAVXTc2VFzjjjjPj9738f1113XZX1W2yxRTRv3jxee+211TpOxNIfiMs/11fX8vX+7ne/iz59+sRFF12UeyfHgw8+GB9++GEceeSRVfZbsmRJPPTQQzW+O2hl89pss83i9ddfr7K+ffv2EbH0On/7F4jS0tK1ei7VFzm0lBySQ8uTQ+ueLFpKFsmi5cmidU8WLSWLZNHyZNG6J4uWkkWyaHmyaN2SQ0vJITm0PDm0eja4O/latGgR/fv3j9///vexaNGiatvnzp0bL7/8cjz33HPx6KOPVummPv744/Hss8/GK6+8ssLj77DDDhERNR57TY0bNy6++93vxosvvlilnnPOOWe1bn++7bbbYs6cOXHYYYfl1jVr1iwOP/zwGD9+fNxyyy2xzTbbxL777hsREd9880388Y9/jCuvvLLK+V588cXo0KFDjbelRkR85zvfiUMPPTRGjhxZZf2uu+4aO+ywQ1x55ZU1fm7t6r6zoz4MHjw4Kisrq704V2a33XaLrl27xtVXX11tPi+++GL8/e9/j+OOOy63rmvXrvHss89WGZdSiqlTp1a7jbc2Ntlkk7jwwgvjkksuqXJL/kYbbRRHHnlk3HHHHfHRRx9V22/RokXxzTffrPF5V2bUqFHxm9/8JnfecePGxVFHHVXtnQnHHHPMCp+7K5vXEUccEbfffnt8+OGH9VL/uiKHlpJDS8mhuiWHVp8sWkoWLSWL6pYsWn2yaClZtJQsqluyaPXJoqVk0VKyqG7JotUjh5aSQ0vJobq13udQ2gC98847qaysLO2www7pr3/9a3rjjTfSq6++mn7729+mrl27puHDh6cePXrUuG+vXr3SiBEjUkopHXbYYemqq65KU6ZMSTNnzkyPPPJI2nPPPVPnzp3T119/nVJKaciQIekHP/hBteM88sgjKSLSnDlzVlrr4sWL0xZbbJGuv/76atveeOONFBGpvLw8pZRS79690wknnJBmzZqV3n///TRlypR0zjnnpEaNGqWTTz652v7//Oc/U0SkzTbbLF188cW59RMnTkzFxcVp7ty51fY5//zz06677ppSSmnGjBkpItILL7yQ2z59+vTUsGHD1Lhx4zRq1Kjc+qeffjo1a9Ys7bXXXun+++9Pb7/9dnrxxRfTxRdfnL773e/mxkVEGj9+fJo1a1aVZeHChSu9Timt+pquaPvvfve71KpVq7Ro0aKUUkqjRo1KO+64Y7UaZs+endvniSeeSE2bNk0//OEP09NPP53efffd9Je//CW1a9cuDRgwIH3zzTe5sXfddVdq3Lhxuvbaa9P06dNTeXl5OuWUU1KTJk3SzJkzc+OGDBmSBgwYUO28n376aW5Mhw4d0tVXX517vHjx4rTtttumxo0bp969e+fWf/HFF6lr165pq622SrfddluaNm1aeuONN9K4cePSdtttV+0afPu4q2NFz+3u3bunU089NX3yySepUaNG6YEHHqg25qGHHkqNGjVKn3zySa3m9dlnn6XOnTunLbfcMo0bNy69+OKL6a233kr33HNP6ty5czr00ENzY5d/PSy/fPHFF7WaZ32RQ0vJoaXkkBzKF1m0lCxaShbJonyRRUvJoqVkkSzKF1m0lCxaShbJonyQQ0vJoaXkkBxaXRtkky+llD766KN06qmnpg4dOqTi4uK05ZZbpoMPPjg9+OCDqWXLlumKK66ocb8rr7wybb755qmioiLdeOONqU+fPmmLLbZIxcXFqX379um4446r9iJYm8D861//mjbaaKMqL9bl7bzzzmnYsGEppaVPkIhIEZGKi4tTmzZt0oEHHpjuueeeFR6/S5cuaaONNkrvv/9+bt2BBx6Yvv/979c4furUqSki0tSpU2sMzJRSOvHEE1NEVAnMlJaG6Y9//OPUtm3bVFxcnDp06JAGDRqUnn/++dyYZfV/e7nssstWdplSSmsemAsXLkzNmzdPl19+eUppaWDWVENJSUmV/V566aV02GGHpRYtWuTG/PznP8/9sFzehAkT0u6775423XTT1KpVq9S/f//03HPPVRkzZMiQGs/bpUuX3Jiagu3OO+9MEVElWFJKae7cuWnkyJGpU6dOqbi4OLVu3Tr17ds3TZw4MVVWVlYZW5eBeccdd6Ti4uI0evTotNlmm6XFixdXG/P111+nFi1apCuvvHKN5nXeeeelrl27ppKSktSkSZO0yy67pAsvvDB9/vnnuXHLvx6WX/r371+redYnObSUHJJDKzruqsihuiGLlpJFsmhFx10VWVQ3ZNFSskgWrei4qyKL6oYsWkoWyaIVHXdVZNHak0NLySE5tKLjrsqGmENFKf3/bzwE1lhlZWUMHTo0HnzwwXjsscdyn4EMsK7IIaAQyCKgEMgioBDIIiDf5NCGQZMP6khlZWVce+210axZs/jJT36S73KADZAcAgqBLAIKgSwCCoEsAvJNDq3/Nsp3AUQMHDgwNtlkkxqXSy+9NN/lFYxCv04bbbRRDB8+fL0Iy/fee2+F13qTTTaJ9957L98lUscK/fVVKAr9Oskhsq7QX2OFotCvkywi6wr9NVYoCv06ySKyrtBfY4Wi0K+TLCLLCv31VSgK/TrJofWfO/kKwIcffhhfffVVjdtatGgRLVq0WMcVFSbXad355ptvYubMmSvcvvXWW0fDhg3XXUHUO6+v1eM6rTtyaMPkNbZ6XKd1RxZtmLzGVo/rtO7Iog2T19jqcZ3WHVm04fH6Wj2u07ojh2qmyQcAAAAAAAAZ4+M6AQAAAAAAIGM0+QAAAAAAACBjNPkAAAAAAAAgYzT5AAAAAAAAIGM0+QAAAAAAACBjNPkAAAAAAAAgYzT5AAAAAAAAIGM0+QAAAAAAACBj/h9uDpYRmFLS7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABv4AAAEiCAYAAAAxqKXyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABAaElEQVR4nO3de5xVdb0//tdwGy7hKJgzkiCoiCZkhIWgpR4RNcnKwo6aacdM01RURM2OkEchKC8FR/NC6EMlPKe0U/rTxArKgyZypNTMOgleISxx8MIZENbvD79ODRcVmGHv2fN8Ph7r8XCv/dlrvT97hpcz896ftaqKoigCAAAAAAAAtGrtSl0AAAAAAAAAsOU0/gAAAAAAAKACaPwBAAAAAABABdD4AwAAAAAAgAqg8QcAAAAAAAAVQOMPAAAAAAAAKoDGHwAAAAAAAFQAjT8AAAAAAACoABp/AAAAAAAAUAE0/iipxYsXp6qqKgsXLix1KUAbJouAciCLgHIgi4ByIIuAUpNDtGYaf1SUG2+8Mdtuu22py3hby5cvz/HHH5+amprU1NTk+OOPz8svv1zqsoBm1Bqy6LLLLsvw4cPTtWvXsq8V2DzlnkWLFy/OSSedlH79+qVLly7ZddddM378+KxatarUpQHNqNyzKEmOPPLI9OnTJ507d86OO+6Y448/Pi+88EKpywKaUWvIorc0NDTkgx/8oIYDVJjWkEN9+/ZNVVVVk+2CCy4odVlsBo0/2IA1a9Zk7dq1LXLsY489NgsXLsw999yTe+65JwsXLszxxx/fIucCWreWzKJVq1Zl9OjR+cpXvtIixwcqR0tl0R/+8IesXbs21157bR5//PFceeWV+d73vpevfe1rzX4uoPVryZ+LDjrooPzHf/xHnnzyyfzoRz/Kn//853z2s59tkXMBrVtLZtFbxo0bl169erXoOYDWq6Vz6JJLLsmSJUsat69//estdi5ajsYfLW7t2rWZPHlydtttt1RXV6dPnz657LLLNjh2Q598+PGPf5yqqqrGx7/97W9z0EEHpXv37tlmm20yZMiQPPzww5kzZ06++MUvpr6+vvETCRMmTEjy5h+4x40bl/e9733p1q1bhg4dmjlz5qx33jvvvDPvf//7U11dnaeffrq534o88cQTueeee3LDDTdk2LBhGTZsWK6//vrceeedefLJJ5v9fMDfyaKmvvGNb+Tss8/OoEGDWuT4wIbJor877LDDMmPGjIwcOTK77LJLjjzyyIwdOza33357s58LaEoWNXX22Wdn3333zc4775zhw4fnggsuyIMPPpjVq1e3yPmAN8mi9d19992599578+1vf7vFzgH8nRxaX/fu3VNXV9e4vec972mxc9FyOpS6ACrfhRdemOuvvz5XXnll9t9//yxZsiR/+MMfNvt4xx13XAYPHpxrrrkm7du3z8KFC9OxY8cMHz48V111VS6++OLGJtpbwfTFL34xixcvzqxZs9KrV6/ccccdOeyww/Loo4+mf//+SZLXX389kyZNyg033JCePXtmhx122OD53ynsPvrRj+buu+/e4HMPPPBAampqMnTo0MZ9++67b2pqajJv3rwMGDBgk98P4N2RRUA5kEVvr76+Pj169HjX44HNI4s27qWXXsqtt96a4cOHp2PHju/2LQA2gyxq6i9/+UtOPvnk/PjHP07Xrl035y0ANpEcWt/kyZPzb//2b+ndu3dGjx6d8847L506ddrUt4IS0/ijRb3yyiv5zne+k2nTpuWEE05Ikuy6667Zf//9N/uYzzzzTM4777zsscceSdIYgElSU1OTqqqq1NXVNe7785//nB/84Ad57rnnGi+VMHbs2Nxzzz2ZMWNGJk6cmCRZvXp1rr766uy9995ve/53ur56ly5dNvrc0qVLNxjMO+ywQ5YuXfq2xwU2nywCyoEsent//vOfM3Xq1Fx++eXv+jXAppNFG3b++edn2rRpef3117PvvvvmzjvvfMfXAJtPFjVVFEVOPPHEnHrqqdlnn32yePHitz0WsOXk0PrOOuusfOhDH8p2222Xhx56KBdeeGEWLVqUG2644W1fR/nR+KNFPfHEE2loaMjBBx/cbMc855xz8qUvfSk333xzRowYkdGjR2fXXXfd6Pj/+Z//SVEU2X333Zvsb2hoSM+ePRsfd+rUKR/4wAfe8fy77bbb5hefNFn+/ZaiKDa4H2gesggoB7Jo41544YUcdthhGT16dL70pS81yzGBDZNFG3beeeflpJNOytNPP51vfOMb+cIXvpA777zT72nQQmRRU1OnTs2KFSty4YUXbvYxgE0jh9Z39tlnN/73Bz7wgWy33Xb57Gc/m8mTJzeph/Kn8UeL2tQVJ+3atUtRFE32rXtfhQkTJuTYY4/NXXfdlbvvvjvjx4/PrFmz8ulPf3qDx1y7dm3at2+fBQsWpH379k2e+8flz126dHlXv9RtyZLpurq6/OUvf1lv/4svvpja2tp3PDeweWQRUA5k0Ya98MILOeiggzJs2LBcd91173hOYMvIog3bfvvts/3222f33XfPnnvumd69e+fBBx/MsGHD3vH8wKaTRU394he/yIMPPpjq6uom+/fZZ58cd9xxuemmm97x/MCmkUPvbN99902S/O///q/GXyuj8UeL6t+/f7p06ZKf//zn7+rT2+9973vzyiuv5LXXXku3bt2SbHiJ8u67757dd989Z599do455pjMmDEjn/70p9OpU6esWbOmydjBgwdnzZo1WbZsWT760Y9u8Zy2ZMn0sGHDUl9fn4ceeigf+chHkiS/+c1vUl9fn+HDh29xbcCGySKgHMii9T3//PM56KCDMmTIkMyYMSPt2rXb4pqAtyeL3tlbf9RraGjY3JKAdyCLmvrud7+bSy+9tPHxCy+8kEMPPTS33XZbhg4dusW1AeuTQ+/skUceSZLsuOOOm1sSJaLxR4vq3Llzzj///IwbNy6dOnXKfvvtlxdffDGPP/54TjrppPXGDx06NF27ds3Xvva1nHHGGXnooYdy4403Nj6/cuXKnHfeefnsZz+bfv365bnnnsv8+fPzmc98JknSt2/fvPrqq/n5z3+evffeO127ds3uu++e4447Ll/4whdy+eWXZ/DgwfnrX/+aX/ziFxk0aFA+/vGPb9KctmTJ9J577pnDDjssJ598cq699tokyZe//OWMGjUqAwYM2OzjAm9PFq3vmWeeyUsvvZRnnnkma9asafzhcLfddnvHT4gBm0cWNfXCCy/kwAMPTJ8+ffLtb387L774YuNz/3jfC6B5yaKmHnrooTz00EPZf//9s9122+Wpp57KxRdfnF133dVqP2hBsqipPn36NHn81u9ku+66a3baaafNPi6wcXKoqQceeCAPPvhgDjrooNTU1GT+/Pk5++yzc+SRR66XUbQCBbSwNWvWFJdeemmx8847Fx07diz69OlTTJw4sSiKoli0aFGRpHjkkUcax99xxx3FbrvtVnTu3LkYNWpUcd111xVvfas2NDQU//zP/1z07t276NSpU9GrV6/iq1/9arFy5crG15966qlFz549iyTF+PHji6IoilWrVhUXX3xx0bdv36Jjx45FXV1d8elPf7r43e9+VxRFUcyYMaOoqanZKu/H3/72t+K4444runfvXnTv3r047rjjiuXLl2+Vc0NbJouaOuGEE4ok622//OUvt8r5oa2SRX83Y8aMDeaQX1Gg5cmiv/vd735XHHTQQUWPHj2K6urqom/fvsWpp55aPPfccy1+bmjrZNHGbWj+QPOTQ3+3YMGCYujQoUVNTU3RuXPnYsCAAcX48eOL1157rcXPTfOrKop1LkwLAAAAAAAAtDpuogEAAAAAAAAVQOMPAAAAAAAAKoDGHwAAAAAAAFQAjT8AAAAAAACoABp/AAAAAAAAUAE0/gAAAAAAAKACVGzjryiKrFixIkVRlLoUoA2TRUA5kEVAOZBFQKnJIaAcyCKgpVVs4++VV15JTU1NXnnllVKXArRhsggoB7IIKAeyCCg1OQSUA1kEtLSKbfwBAAAAAABAW6LxBwAAAAAAABVA4w8AAAAAAAAqgMYfAAAAAAAAVACNPwAAAAAAAKgAGn8AAAAAAABQATT+AAAAAAAAoAJo/AEAAAAAAEAF0PgDAAAAAACACtCh1AUAAFB++l5wV7Mda/E3j2i2YwEAAACwcVb8AQAAAAAAQAXQ+AMAAAAAAIAKoPEHAAAAAAAAFUDjDwAAAAAAACqAxh8AAAAAAABUAI0/AAAAAAAAqAAafwAAAAAAAFABNP4AAAAAAACgAmj8AQAAAAAAQAXQ+AMAAAAAAIAKoPEHAAAAAAAAFUDjDwAAAAAAACqAxh8AAAAAAABUAI0/AAAAAAAAqAAafwAAAAAAAFABNrnx96tf/Sqf+MQn0qtXr1RVVeXHP/5xk+eLosiECRPSq1evdOnSJQceeGAef/zxJmMaGhpyxhlnZPvtt0+3bt1y5JFH5rnnnmsyZvny5Tn++ONTU1OTmpqaHH/88Xn55Zc3eYIAAAAAAADQFmxy4++1117L3nvvnWnTpm3w+SlTpuSKK67ItGnTMn/+/NTV1eWQQw7JK6+80jhmzJgxueOOOzJr1qzcf//9efXVVzNq1KisWbOmccyxxx6bhQsX5p577sk999yThQsX5vjjj9+MKQIAAAAAAEDl67CpLzj88MNz+OGHb/C5oihy1VVX5aKLLspRRx2VJLnppptSW1ubmTNn5pRTTkl9fX2mT5+em2++OSNGjEiS3HLLLendu3fuu+++HHrooXniiSdyzz335MEHH8zQoUOTJNdff32GDRuWJ598MgMGDNjc+QIAAAAAAEBFatZ7/C1atChLly7NyJEjG/dVV1fngAMOyLx585IkCxYsyOrVq5uM6dWrVwYOHNg45oEHHkhNTU1j0y9J9t1339TU1DSOAQAAAAAAAP5uk1f8vZ2lS5cmSWpra5vsr62tzdNPP904plOnTtluu+3WG/PW65cuXZoddthhvePvsMMOjWPW1dDQkIaGhsbHK1as2PyJAGwmWQSUA1kElANZBJSaHALKgSwCtrZmXfH3lqqqqiaPi6JYb9+61h2zofFvd5xJkyalpqamcevdu/dmVA6wZWQRUA5kEVAOZBFQanIIKAeyCNjamrXxV1dXlyTrrcpbtmxZ4yrAurq6rFq1KsuXL3/bMX/5y1/WO/6LL7643mrCt1x44YWpr69v3J599tktng/AppJFQDmQRUA5kEVAqckhoBzIImBra9bGX79+/VJXV5fZs2c37lu1alXmzp2b4cOHJ0mGDBmSjh07NhmzZMmSPPbYY41jhg0blvr6+jz00EONY37zm9+kvr6+ccy6qqurs8022zTZALY2WQSUA1kElANZBJSaHALKgSwCtrZNvsffq6++mv/93/9tfLxo0aIsXLgwPXr0SJ8+fTJmzJhMnDgx/fv3T//+/TNx4sR07do1xx57bJKkpqYmJ510Us4999z07NkzPXr0yNixYzNo0KCMGDEiSbLnnnvmsMMOy8knn5xrr702SfLlL385o0aNyoABA5pj3gAAAAAAAFBRNrnx9/DDD+eggw5qfHzOOeckSU444YTceOONGTduXFauXJnTTjsty5cvz9ChQ3Pvvfeme/fuja+58sor06FDhxx99NFZuXJlDj744Nx4441p375945hbb701Z555ZkaOHJkkOfLIIzNt2rTNnigAAAAAAABUsqqiKIpSF9ESVqxYkZqamtTX11s+DZSMLALKweZkUd8L7mq28y/+5hHNdiyg9fJzEVBqcggoB7IIaGnNeo8/AAAAAAAAoDQ0/gAAAAAAAKACaPwBAAAAAABABdD4AwAAAAAAgAqg8QcAAAAAAAAVQOMPAAAAAAAAKoDGHwAAAAAAAFQAjT8AAAAAAACoABp/AAAAAAAAUAE0/gAAAAAAAKACaPwBAAAAAABABdD4AwAAAAAAgArQodQFAABQ2fpecFezHGfxN49oluMAAAAAVCor/gAAAAAAAKACaPwBAAAAAABABdD4AwAAAAAAgAqg8QcAAAAAAAAVQOMPAAAAAAAAKoDGHwAAAAAAAFQAjT8AAAAAAACoABp/AAAAAAAAUAE0/gAAAAAAAKACaPwBAAAAAABABdD4AwAAAAAAgAqg8QcAAAAAAAAVoNkbf2+88Ua+/vWvp1+/funSpUt22WWXXHLJJVm7dm3jmKIoMmHChPTq1StdunTJgQcemMcff7zJcRoaGnLGGWdk++23T7du3XLkkUfmueeea+5yAQAAAAAAoCI0e+Nv8uTJ+d73vpdp06bliSeeyJQpU/Ktb30rU6dObRwzZcqUXHHFFZk2bVrmz5+furq6HHLIIXnllVcax4wZMyZ33HFHZs2alfvvvz+vvvpqRo0alTVr1jR3yQAAAAAAANDqdWjuAz7wwAP55Cc/mSOOOCJJ0rdv3/zgBz/Iww8/nOTN1X5XXXVVLrroohx11FFJkptuuim1tbWZOXNmTjnllNTX12f69Om5+eabM2LEiCTJLbfckt69e+e+++7LoYce2txlAwAAAAAAQKvW7Cv+9t9///z85z/PH//4xyTJb3/729x///35+Mc/niRZtGhRli5dmpEjRza+prq6OgcccEDmzZuXJFmwYEFWr17dZEyvXr0ycODAxjHramhoyIoVK5psAFubLALKgSwCyoEsAkpNDgHlQBYBW1uzN/7OP//8HHPMMdljjz3SsWPHDB48OGPGjMkxxxyTJFm6dGmSpLa2tsnramtrG59bunRpOnXqlO22226jY9Y1adKk1NTUNG69e/du7qkBvCNZBJQDWQSUA1kElJocAsqBLAK2tmZv/N1222255ZZbMnPmzPzP//xPbrrppnz729/OTTfd1GRcVVVVk8dFUay3b11vN+bCCy9MfX194/bss89u2UQANoMsAsqBLALKgSwCSk0OAeVAFgFbW7Pf4++8887LBRdckH/+539OkgwaNChPP/10Jk2alBNOOCF1dXVJ3lzVt+OOOza+btmyZY2rAOvq6rJq1aosX768yaq/ZcuWZfjw4Rs8b3V1daqrq5t7OgCbRBYB5UAWAeVAFgGlJoeAciCLgK2t2Vf8vf7662nXrulh27dvn7Vr1yZJ+vXrl7q6usyePbvx+VWrVmXu3LmNTb0hQ4akY8eOTcYsWbIkjz322EYbfwAAAAAAANCWNfuKv0984hO57LLL0qdPn+y111555JFHcsUVV+Rf/uVfkrx5ic8xY8Zk4sSJ6d+/f/r375+JEyema9euOfbYY5MkNTU1Oemkk3LuueemZ8+e6dGjR8aOHZtBgwZlxIgRzV0yAAAAAAAAtHrN3vibOnVq/vVf/zWnnXZali1bll69euWUU07JxRdf3Dhm3LhxWblyZU477bQsX748Q4cOzb333pvu3bs3jrnyyivToUOHHH300Vm5cmUOPvjg3HjjjWnfvn1zlwwAAAAAAACtXlVRFEWpi2gJK1asSE1NTerr67PNNtuUuhygjZJFQDnYnCzqe8FdLVzVplv8zSNKXQKwBfxcBJSaHALKgSwCWlqz3+MPAAAAAAAA2Po0/gAAAAAAAKACaPwBAAAAAABABdD4AwAAAAAAgAqg8QcAAAAAAAAVQOMPAAAAAAAAKkCHUhcAAAAAAABsWN8L7mq2Yy3+5hHNdiygPFnxBwAAAAAAABVA4w8AAAAAAAAqgMYfAAAAAAAAVACNPwAAAAAAAKgAHUpdAABsjua8sfXGuOE1AAAAANCaWPEHAAAAAAAAFUDjDwAAAAAAACqAxh8AAAAAAABUAI0/AAAAAAAAqAAafwAAAAAAAFABNP4AAAAAAACgAmj8AQAAAAAAQAXQ+AMAAAAAAIAKoPEHAAAAAAAAFaBDqQuoVH0vuKtZjrP4m0c0y3EAAAAAAACobFb8AQAAAAAAQAXQ+AMAAAAAAIAK0CKNv+effz6f//zn07Nnz3Tt2jUf/OAHs2DBgsbni6LIhAkT0qtXr3Tp0iUHHnhgHn/88SbHaGhoyBlnnJHtt98+3bp1y5FHHpnnnnuuJcoFAAAAAACAVq/ZG3/Lly/Pfvvtl44dO+buu+/O73//+1x++eXZdtttG8dMmTIlV1xxRaZNm5b58+enrq4uhxxySF555ZXGMWPGjMkdd9yRWbNm5f7778+rr76aUaNGZc2aNc1dMgAAAAAAALR6HZr7gJMnT07v3r0zY8aMxn19+/Zt/O+iKHLVVVfloosuylFHHZUkuemmm1JbW5uZM2fmlFNOSX19faZPn56bb745I0aMSJLccsst6d27d+67774ceuihzV02AM2s7wV3lboEAAAAAIA2pdlX/P3kJz/JPvvsk9GjR2eHHXbI4MGDc/311zc+v2jRoixdujQjR45s3FddXZ0DDjgg8+bNS5IsWLAgq1evbjKmV69eGThwYOMYAAAAAAAA4O+afcXfU089lWuuuSbnnHNOvva1r+Whhx7KmWeemerq6nzhC1/I0qVLkyS1tbVNXldbW5unn346SbJ06dJ06tQp22233Xpj3nr9uhoaGtLQ0ND4eMWKFc05LYB3RRYB5UAWAeVAFgGlJoeAciCLgK2t2Vf8rV27Nh/60IcyceLEDB48OKecckpOPvnkXHPNNU3GVVVVNXlcFMV6+9b1dmMmTZqUmpqaxq13795bNhGAzSCLgHIgi4ByIIuAUpNDQDmQRcDW1uyNvx133DHvf//7m+zbc88988wzzyRJ6urqkmS9lXvLli1rXAVYV1eXVatWZfny5Rsds64LL7ww9fX1jduzzz7bLPMB2BSyCCgHsggoB7IIKDU5BJQDWQRsbc1+qc/99tsvTz75ZJN9f/zjH7PzzjsnSfr165e6urrMnj07gwcPTpKsWrUqc+fOzeTJk5MkQ4YMSceOHTN79uwcffTRSZIlS5bksccey5QpUzZ43urq6lRXVzf3dAA2iSwCyoEsAsqBLAJKTQ4B5UAWAVtbszf+zj777AwfPjwTJ07M0UcfnYceeijXXXddrrvuuiRvXuJzzJgxmThxYvr375/+/ftn4sSJ6dq1a4499tgkSU1NTU466aSce+656dmzZ3r06JGxY8dm0KBBGTFiRHOXDAAAAAAAAK1eszf+PvzhD+eOO+7IhRdemEsuuST9+vXLVVddleOOO65xzLhx47Jy5cqcdtppWb58eYYOHZp777033bt3bxxz5ZVXpkOHDjn66KOzcuXKHHzwwbnxxhvTvn375i4ZAAAAAAAAWr1mb/wlyahRozJq1KiNPl9VVZUJEyZkwoQJGx3TuXPnTJ06NVOnTm2BCgEAAAAAAKCytCt1AQAAAAAAAMCW0/gDAAAAAACACqDxBwAAAAAAABVA4w8AAAAAAAAqgMYfAAAAAAAAVACNPwAAAAAAAKgAGn8AAAAAAABQATT+AAAAAAAAoAJo/AEAAAAAAEAF0PgDAAAAAACACqDxBwAAAAAAABVA4w8AAAAAAAAqgMYfAAAAAAAAVACNPwAAAAAAAKgAGn8AAAAAAABQATT+AAAAAAAAoAJo/AEAAAAAAEAF0PgDAAAAAACACqDxBwAAAAAAABVA4w8AAAAAAAAqgMYfAAAAAAAAVACNPwAAAAAAAKgAGn8AAAAAAABQATT+AAAAAAAAoAK0eONv0qRJqaqqypgxYxr3FUWRCRMmpFevXunSpUsOPPDAPP74401e19DQkDPOOCPbb799unXrliOPPDLPPfdcS5cLAAAAAAAArVKLNv7mz5+f6667Lh/4wAea7J8yZUquuOKKTJs2LfPnz09dXV0OOeSQvPLKK41jxowZkzvuuCOzZs3K/fffn1dffTWjRo3KmjVrWrJkAAAAAAAAaJVarPH36quv5rjjjsv111+f7bbbrnF/URS56qqrctFFF+Woo47KwIEDc9NNN+X111/PzJkzkyT19fWZPn16Lr/88owYMSKDBw/OLbfckkcffTT33XdfS5UMAAAAAAAArVaLNf5OP/30HHHEERkxYkST/YsWLcrSpUszcuTIxn3V1dU54IADMm/evCTJggULsnr16iZjevXqlYEDBzaOAQAAAAAAAP6uQ0scdNasWVmwYEEefvjh9Z5bunRpkqS2trbJ/tra2jz99NONYzp16tRkpeBbY956/boaGhrS0NDQ+HjFihVbNAeAzSGLgHIgi4ByIIuAUpNDQDmQRcDW1uwr/p599tmcddZZufXWW9O5c+eNjquqqmryuCiK9fat6+3GTJo0KTU1NY1b7969N714gC0ki4ByIIuAciCLgFKTQ0A5kEXA1tbsjb8FCxZk2bJlGTJkSDp06JAOHTpk7ty5+e53v5sOHTo0rvRbd+XesmXLGp+rq6vLqlWrsnz58o2OWdeFF16Y+vr6xu3ZZ59t7qkBvCNZBJQDWQSUA1kElJocAsqBLAK2tma/1OfBBx+cRx99tMm+L37xi9ljjz1y/vnnZ5dddkldXV1mz56dwYMHJ0lWrVqVuXPnZvLkyUmSIUOGpGPHjpk9e3aOPvroJMmSJUvy2GOPZcqUKRs8b3V1daqrq5t7OgCbRBYB5UAWAeVAFgGlJoeAciCLgK2t2Rt/3bt3z8CBA5vs69atW3r27Nm4f8yYMZk4cWL69++f/v37Z+LEienatWuOPfbYJElNTU1OOumknHvuuenZs2d69OiRsWPHZtCgQRkxYkRzlwwAAAAAAACtXrM3/t6NcePGZeXKlTnttNOyfPnyDB06NPfee2+6d+/eOObKK69Mhw4dcvTRR2flypU5+OCDc+ONN6Z9+/alKBkAAAAAAADK2lZp/M2ZM6fJ46qqqkyYMCETJkzY6Gs6d+6cqVOnZurUqS1bHAAAAAAAAFSAdqUuAAAAAAAAANhyGn8AAAAAAABQATT+AAAAAAAAoAJo/AEAAAAAAEAF0PgDAAAAAACACqDxBwAAAAAAABVA4w8AAAAAAAAqQIdSFwAAAACwufpecFeLHHfxN49okeMCAEBLsuIPAAAAAAAAKoAVfwAAAABbgdWJAAC0NCv+AAAAAAAAoAJo/AEAAAAAAEAFcKlPAAAAAABoA5rrstMuMw3ly4o/AAAAAAAAqAAafwAAAAAAAFABXOoTAIA2pbkubZO4vA0AAABQXqz4AwAAAAAAgAqg8QcAAAAAAAAVQOMPAAAAAAAAKoDGHwAAAAAAAFQAjT8AAAAAAACoABp/AAAAAAAAUAE0/gAAAAAAAKACaPwBAAAAAABABehQ6gIAgJbT94K7Wvwci795RIufAwAAAAB4Z83e+Js0aVJuv/32/OEPf0iXLl0yfPjwTJ48OQMGDGgcUxRFvvGNb+S6667L8uXLM3To0Pz7v/979tprr8YxDQ0NGTt2bH7wgx9k5cqVOfjgg3P11Vdnp512au6SAQAAoNVqiQ/6+GBP69JSH/byfQAA0Po0e+Nv7ty5Of300/PhD384b7zxRi666KKMHDkyv//979OtW7ckyZQpU3LFFVfkxhtvzO67755LL700hxxySJ588sl07949STJmzJj89Kc/zaxZs9KzZ8+ce+65GTVqVBYsWJD27ds3d9kAsNVtjdV4AAAAAEDb0eyNv3vuuafJ4xkzZmSHHXbIggUL8rGPfSxFUeSqq67KRRddlKOOOipJctNNN6W2tjYzZ87MKaeckvr6+kyfPj0333xzRowYkSS55ZZb0rt379x333059NBDm7tsAAAAAAAAaNVa/B5/9fX1SZIePXokSRYtWpSlS5dm5MiRjWOqq6tzwAEHZN68eTnllFOyYMGCrF69usmYXr16ZeDAgZk3b94GG38NDQ1paGhofLxixYqWmhLARskioBzIIqAcyCKg1OQQUA5kEbC1tWvJgxdFkXPOOSf7779/Bg4cmCRZunRpkqS2trbJ2Nra2sbnli5dmk6dOmW77bbb6Jh1TZo0KTU1NY1b7969m3s6AO9IFgHlQBYB5UAWAaUmh4ByIIuAra1FV/x99atfze9+97vcf//96z1XVVXV5HFRFOvtW9fbjbnwwgtzzjnnND5esWLFZoVoJd9vqbnm5ubesHHNlUUAW0IWAeVAFgGlJoeAciCLgK2txRp/Z5xxRn7yk5/kV7/6VXbaaafG/XV1dUneXNW34447Nu5ftmxZ4yrAurq6rFq1KsuXL2+y6m/ZsmUZPnz4Bs9XXV2d6urqlpgKwLsmi4ByIIuAciCLgFKTQ0A5kEXA1tbsjb+iKHLGGWfkjjvuyJw5c9KvX78mz/fr1y91dXWZPXt2Bg8enCRZtWpV5s6dm8mTJydJhgwZko4dO2b27Nk5+uijkyRLlizJY489lilTpjR3yQAAAAAAbUJLXfHMVcIAykOzN/5OP/30zJw5M//1X/+V7t27N96Tr6amJl26dElVVVXGjBmTiRMnpn///unfv38mTpyYrl275thjj20ce9JJJ+Xcc89Nz54906NHj4wdOzaDBg3KiBEjmrtkAAAAAAAAaPWavfF3zTXXJEkOPPDAJvtnzJiRE088MUkybty4rFy5MqeddlqWL1+eoUOH5t5770337t0bx1955ZXp0KFDjj766KxcuTIHH3xwbrzxxrRv3765SwYAAAAAAIBWr0Uu9flOqqqqMmHChEyYMGGjYzp37pypU6dm6tSpzVgdAAAAAAAAVKZmb/wBAAAAALQl7pvXMu9Ba5o/QLnQ+AMAAAC2ipb6wzgAAPCmdqUuAAAAAAAAANhyGn8AAAAAAABQATT+AAAAAAAAoAJo/AEAAAAAAEAF6FDqAgCA1q3vBXe16PEXf/OIFj0+AAAAUDrN9XcFfz+AN2n8AQAAAABbpCU+EOiP+ACw6VzqEwAAAAAAACqAxh8AAAAAAABUAI0/AAAAAAAAqAAafwAAAAAAAFABOpS6AAAAAGgL+l5wV6lLACDyGIDKZsUfAAAAAAAAVACNPwAAAAAAAKgAGn8AAAAAAABQATT+AAAAAAAAoAJ0KHUBtG3NdTPlxd88olmOAwAAALypuX5n/0d+fwc2RUvkUCKLgMqm8QcAACXWnH/Q8EcMAACALWPBCq2ZS30CAAAAAABABbDiD6ANaqlLZQAAAAAAUDoafwAAAADQRvggKABUNpf6BAAAAAAAgAqg8QcAAAAAAAAVoOwbf1dffXX69euXzp07Z8iQIfn1r39d6pIAAAAAAACg7JT1Pf5uu+22jBkzJldffXX222+/XHvttTn88MPz+9//Pn369Cl1eQDAVrA17kGy+JtHtPg5AAAAAKCllXXj74orrshJJ52UL33pS0mSq666Kj/72c9yzTXXZNKkSSWuDgAAgEq1NT54AgAA0NzKtvG3atWqLFiwIBdccEGT/SNHjsy8efNKVBXlqjl/KbfqAwBozZrr5yI/EwEAAEDrU7aNv7/+9a9Zs2ZNamtrm+yvra3N0qVL1xvf0NCQhoaGxsf19fVJkhUrVmzSedc2vL4Z1bacTa3/7TTX3MqxpubUXPMbOP5nzXKc5vTYNw4tdQmtRvfu3VNVVbXJr2uuLGpp5fhvrxy19NfN16F89Dn7P1v8HJuTwaXMonL8/myuf5PNObdyrKm5NGcGNtfPRX6WKY1K/7loY8rx3+XW1FJfp9b0vrbEe9Ca5t9SNud9bas5VI5/V9jaZJEsaimtLYvK8WtWjn8jLseamvPvDc31+1Bz/v/F72hb37vKoqJMPf/880WSYt68eU32X3rppcWAAQPWGz9+/Pgiic1mszXLVl9fv1nZJYtsNltzbrLIZrOVwyaLbDZbqTc5ZLPZymGTRTabrRy2d5NFVUVRFClDq1atSteuXfOf//mf+fSnP924/6yzzsrChQszd+7cJuPX/eTE2rVr89JLL6Vnz57v+pMYK1asSO/evfPss89mm222aZ6JlLm2OOekbc67Lc452fx5N9enuDY1i3yd2s682+KcE/OWReWtLc67Lc45aZvz3pI5y6Ktpy3OOTHvtjTv1vYz0ZbU3Jq1xTknbXPebXHOSevLIl8n8650bXHOSctmUdle6rNTp04ZMmRIZs+e3aTxN3v27Hzyk59cb3x1dXWqq6ub7Nt2220369zbbLNNm/oGS9rmnJO2Oe+2OOdk6827ubLI16ntaItzTsy7pcmiLdMW590W55y0zXlvzTnLos3XFuecmHdb0tp+Jkp8ndqStjjvtjjnpPVlka9T29IW590W55y0zLzLtvGXJOecc06OP/747LPPPhk2bFiuu+66PPPMMzn11FNLXRoAAAAAAACUlbJu/H3uc5/L3/72t1xyySVZsmRJBg4cmP/v//v/svPOO5e6NAAAAAAAACgrZd34S5LTTjstp5122lY5V3V1dcaPH7/e0utK1hbnnLTNebfFOSetb96trd7m0hbn3RbnnJh3a5l3a6u3ubTFebfFOSdtc96tcc6tseYt1RbnnJh3W5p3a5xza6x5S7XFOSdtc95tcc5J65t3a6u3uZh325l3W5xz0rLzriqKomj2owIAAAAAAABbVbtSFwAAAAAAAABsOY0/AAAAAAAAqAAafwAAAAAAAFABNP7+n6uvvjr9+vVL586dM2TIkPz6178udUktatKkSfnwhz+c7t27Z4cddsinPvWpPPnkk6Uua6uaNGlSqqqqMmbMmFKX0uKef/75fP7zn0/Pnj3TtWvXfPCDH8yCBQtKXVaLeeONN/L1r389/fr1S5cuXbLLLrvkkksuydq1a0td2jtqS1kkh94ki2RROZJFbSuL5FDl5lDSerOoLeVQIosSWSSLypMskkWVrK1lUWvNoUQWyaLKJotaJos0/pLcdtttGTNmTC666KI88sgj+ehHP5rDDz88zzzzTKlLazFz587N6aefngcffDCzZ8/OG2+8kZEjR+a1114rdWlbxfz583PdddflAx/4QKlLaXHLly/Pfvvtl44dO+buu+/O73//+1x++eXZdtttS11ai5k8eXK+973vZdq0aXniiScyZcqUfOtb38rUqVNLXdrbamtZ1NZzKJFFsqg8yaK2lUVyqLJzKGmdWdTWciiRRbJIFpUjWSSLKllbzKLWmEOJLJJFlU0WtWAWFRQf+chHilNPPbXJvj322KO44IILSlTR1rds2bIiSTF37txSl9LiXnnllaJ///7F7NmziwMOOKA466yzSl1Sizr//POL/fffv9RlbFVHHHFE8S//8i9N9h111FHF5z//+RJV9O609SxqSzlUFLKoLZBFrVNbyiI51Da0xixq6zlUFLKoksmiv5NF5U8WVa62mEWtMYeKQhYVhSyqZLLoTS2RRW1+xd+qVauyYMGCjBw5ssn+kSNHZt68eSWqauurr69PkvTo0aPElbS8008/PUcccURGjBhR6lK2ip/85CfZZ599Mnr06Oywww4ZPHhwrr/++lKX1aL233///PznP88f//jHJMlvf/vb3H///fn4xz9e4so2Tha1rRxKZJEsKk+yqG1lkRyq/BxKWl8WyaE3yaLKJYtkUWsiiypXW8yi1pZDiSx6iyyqXLKo5bKoQ7MerRX661//mjVr1qS2trbJ/tra2ixdurREVW1dRVHknHPOyf7775+BAweWupwWNWvWrCxYsCAPP/xwqUvZap566qlcc801Oeecc/K1r30tDz30UM4888xUV1fnC1/4QqnLaxHnn39+6uvrs8cee6R9+/ZZs2ZNLrvsshxzzDGlLm2j2noWtaUcSmSRLJJF5aotZZEcahs5lLS+LGrrOZTIokoni2RRayGLKltbzKLWlkOJLEpkUaWTRS2XRW2+8feWqqqqJo+LolhvX6X66le/mt/97ne5//77S11Ki3r22Wdz1lln5d57703nzp1LXc5Ws3bt2uyzzz6ZOHFikmTw4MF5/PHHc80111RsgN5222255ZZbMnPmzOy1115ZuHBhxowZk169euWEE04odXlvq61mUVvJoUQWySJZVM7aShbJobaTQ0nrzaK2mkOJLKp0skgWtRayqLK1xSxqrTmUyCJZVLlkUQtmUbNeOLQVamhoKNq3b1/cfvvtTfafeeaZxcc+9rESVbX1fPWrXy122mmn4qmnnip1KS3ujjvuKJIU7du3b9ySFFVVVUX79u2LN954o9Qltog+ffoUJ510UpN9V199ddGrV68SVdTydtppp2LatGlN9v3bv/1bMWDAgBJV9M7acha1pRwqCln0j2RR+ZFFbSOL5NDfVXoOFUXry6K2nENFIYtkUeWSRa2LLJJFlai15VBRyCJZJIsq0dbKojZ/j79OnTplyJAhmT17dpP9s2fPzvDhw0tUVcsriiJf/epXc/vtt+cXv/hF+vXrV+qSWtzBBx+cRx99NAsXLmzc9tlnnxx33HFZuHBh2rdvX+oSW8R+++2XJ598ssm+P/7xj9l5551LVFHLe/3119OuXdN4a9++fdauXVuiit5ZW8yitphDiSz6R7Ko/MiitpFFcujvKj2HktaXRW0xhxJZJItkUbmRRbJIFlWe1pZDiSySRbKoEm21LGrWNmIrNWvWrKJjx47F9OnTi9///vfFmDFjim7duhWLFy8udWkt5itf+UpRU1NTzJkzp1iyZEnj9vrrr5e6tK3qgAMOKM4666xSl9GiHnrooaJDhw7FZZddVvzpT38qbr311qJr167FLbfcUurSWswJJ5xQvO997yvuvPPOYtGiRcXtt99ebL/99sW4ceNKXdrbamtZJIf+ThZVJlnUOsiiN8mhytUas6it5VBRyKK3yKLKJYtaB1n0JllUmVpjDhWFLJJFZ5W6jBYli1ouizT+/p9///d/L3beeeeiU6dOxYc+9KFi7ty5pS6pRSXZ4DZjxoxSl7ZVtYUALYqi+OlPf1oMHDiwqK6uLvbYY4/iuuuuK3VJLWrFihXFWWedVfTp06fo3LlzscsuuxQXXXRR0dDQUOrS3lFbyiI59HeyqDLJotZBFr1JDlWu1ppFbSmHikIWvUUWVS5Z1DrIojfJosrUWnOoKGSRLKpssqhlsqiqKIqiedcQAgAAAAAAAFtbm7/HHwAAAAAAAFQCjT8AAAAAAACoABp/AAAAAAAAUAE0/gAAAAAAAKACaPwBAAAAAABABdD4AwAAAAAAgAqg8QcAAAAAAAAVQOMPAAAAAAAAKoDGHwAAAAAAAFQAjb9W4MQTT0xVVVWqqqrSsWPH7LLLLhk7dmxee+21zJkzJ1VVVXn55ZfXe90HP/jBTJgwofFx3759G4/TpUuX7LHHHvnWt76VoiiavO6RRx7J6NGjU1tbm86dO2f33XfPySefnD/+8Y9JksWLF6eqqioLFy5c75wHHnhgxowZs97+mTNnpn379jn11FM3OMdrr702e++9d7p165Ztt902gwcPzuTJkxufnzBhQmPt/7jtsccejWOeeuqpHHPMMenVq1c6d+6cnXbaKZ/85Ccb696YG2+8cYPH/sdtzpw5642rra3NJz7xiTz++OONx1qzZk2GDx+ez3zmM03OUV9fn969e+frX//629aS/P39fWurqanJvvvum5/+9KcbHD9x4sS0b98+3/zmNzc6t8MOO6zJ/pdffrlxXv/ol7/8ZUaNGpX3vve96dy5c3bdddd87nOfy69+9avGMW99z21oW7p06TvOj9ZLFskiWUQ5kEWySBZRanJIDskhyoEskkWyiHIgi2SRLCpPGn+txGGHHZYlS5bkqaeeyqWXXpqrr746Y8eO3eTjXHLJJVmyZEmeeOKJjB07Nl/72tdy3XXXNT5/5513Zt99901DQ0NuvfXWPPHEE7n55ptTU1OTf/3Xf93s+r///e9n3LhxmTVrVl5//fUmz02fPj3nnHNOzjzzzPz2t7/Nf//3f2fcuHF59dVXm4zba6+9smTJkibb/fffnyRZtWpVDjnkkKxYsSK33357nnzyydx2220ZOHBg6uvr37a2z33uc02OOWzYsJx88slN9g0fPjxJss0222TJkiV54YUXctddd+W1117LEUcckVWrViVJ2rdvn5tuuin33HNPbr311sZznHHGGenRo0cuvvjid/2e3XfffVmyZEl+85vf5CMf+Ug+85nP5LHHHltv3IwZMzJu3Lh8//vf3+BxOnTokJ///Of55S9/+bbnu/rqq3PwwQenZ8+eue222xq/9sOHD8/ZZ5+93vgnn3xyva/HDjvs8K7nR+ski2SRLKIcyCJZJIsoNTkkh+QQ5UAWySJZRDmQRbJIFpWhgrJ3wgknFJ/85Ceb7PvSl75U1NXVFb/85S+LJMXy5cvXe93ee+9djB8/vvHxzjvvXFx55ZVNxnzoQx8qjjrqqKIoiuK1114rtt9+++JTn/rUBut46xyLFi0qkhSPPPLIemMOOOCA4qyzzmqyb9GiRUWXLl2Kl19+uRg6dGhx0003NXn+k5/8ZHHiiSdu8JxvGT9+fLH33ntv9PlHHnmkSFIsXrz4bY/zbmxoDkVRFDNmzChqamqa7PvJT35SJCl+97vfNdn/ne98p9huu+2K559/vvjxj39cdOzYcYPv14Zs6P1dsWJFkaT47ne/22TsnDlzive9733FqlWril69ehVz587dYM0nn3xy8ZGPfKRx//Lly4skxS9/+cuiKIri6aefLjp27FicffbZG6xp7dq1jf/9dt9zVDZZJItkEeVAFskiWUSpySE5JIcoB7JIFskiyoEskkWyqDxZ8ddKdenSJatXr97s1xdFkTlz5uSJJ55Ix44dkyQ/+9nP8te//jXjxo3b4Gu23XbbzTrX97///RxxxBGpqanJ5z//+UyfPr3J83V1dXnwwQfz9NNPb9bxk+S9731v2rVrlx/+8IdZs2bNZh9nU7z88suZOXNmkjS+h28544wzsvfee+cLX/hCvvzlL+fiiy/OBz/4wc06z+rVq3P99ddv8DzTp0/PMccck44dO+aYY45Z7719y4QJE/Loo4/mhz/84Qaf/9GPfpTVq1dv9GtfVVW1WbVT+WRRU7JIFlEasqgpWSSL2PrkUFNySA5RGrKoKVkkiygNWdSULJJFJVHKriPvzrqfnPjNb35T9OzZszj66KM3+ZMTnTp1Krp161Z07NixSFJ07ty5+O///u+iKIpi8uTJRZLipZdeett63ursd+nSpejWrVuTrV27dk0+dbBmzZqid+/exY9//OOiKIrixRdfLDp27Fj86U9/ahzzwgsvFPvuu2+RpNh9992LE044objtttuKNWvWNI4ZP3580a5du/XOd9JJJzWOmTZtWtG1a9eie/fuxUEHHVRccsklxZ///Od38xY38XafnEhSdOvWrejatWuRpEhSHHnkkRs8zhNPPFEkKQYNGlSsXr36XZ9/3fe3Xbt2RZKib9++xd/+9rfGcfX19UXXrl2LhQsXFkXx5qdHunbtWtTX1zep+a1Pe1xwwQXF7rvvXqxevXq9T06ceuqpxTbbbNOkjh/+8IdN3uu3Ph3y1vfcul+L3Xff/V3PkdZJFskiWUQ5kEWySBZRanJIDskhyoEskkWyiHIgi2SRLCpPVvy1EnfeeWfe8573pHPnzhk2bFg+9rGPZerUqZt8nPPOOy8LFy7M3Llzc9BBB+Wiiy5qvA5wsc7NUt/JbbfdloULFzbZ9tlnnyZj7r333rz22ms5/PDDkyTbb799Ro4c2eS6vjvuuGMeeOCBPProoznzzDOzevXqnHDCCTnssMOydu3axnEDBgxY73yXXXZZ4/Onn356li5dmltuuSXDhg3Lf/7nf2avvfbK7NmzN/l92pju3btn4cKFWbBgQb73ve9l1113zfe+970Njv3+97+frl27ZtGiRXnuuec2+Vy33XZbHnnkkfzkJz/JbrvtlhtuuCE9evRofH7mzJnZZZddsvfeeyd586a4u+yyS2bNmrXB451//vl58cUXN3pN5XU/HXHooYdm4cKFjdeEXvcTKb/+9a+bfC1+9rOfbfIcaX1kkSySRZQDWSSLZBGlJofkkByiHMgiWSSLKAeySBbJojJUyq4j784JJ5xQjBgxovjTn/5ULF68uFi1alXjcwsWLNjoNYJ33nnn4oorrmjy+B+vlfzSSy8VPXr0KGbPnl0URVHcfvvtRZJi3rx5b1vPplwrefTo0UWSon379o1bVVVV0atXr+KNN97Y6Dl+/etfF0mKX/ziF0VRvPO1kjdk7dq1xSGHHFJ87GMf26TXbcq1kidMmFB89KMfXW/svHnzig4dOhSzZ88uDjnkkOKf/umfmlxv+O1s6P2dM2dO0bNnz+Ivf/lL474Pf/jDRVVV1Xrv7T9eE3ndmqdMmVL06tWreP7555t8cuLyyy8vkhRLlix5x3pcK7ntkkWySBZRDmSRLJJFlJockkNyiHIgi2SRLKIcyCJZJIvKkxV/rUS3bt2y2267Zeedd25yvdz+/funXbt2mT9/fpPxS5YsyfPPP58BAwZs9JjbbbddzjjjjIwdOzZFUWTkyJHZfvvtM2XKlA2Of/nllzep5r/97W/5r//6r8yaNWu9Tzy8+uqrufvuuzf62ve///1Jktdee22TzvmPqqqqsscee2zRMd7J2Wefnd/+9re54447GvetXLkyJ5xwQk455ZSMGDEiN9xwQ+bPn59rr712s89zwAEHZODAgY2fFHn00Ufz8MMPZ86cOU3e11/96leZP39+HnvssQ0e54wzzki7du3yne98p8n+z372s+nYsWMmT5682TXSNsiiTSeL1ieL2FKyaNPJovXJIraEHNp0cmh9cogtJYs2nSxanyxiS8miTSeL1ieLmleHUhfAlunevXtOOeWUnHvuuenQoUP23nvvvPDCC7nooouy5557ZuTIkW/7+tNPPz2TJ0/Oj370o3z2s5/NDTfckNGjR+fII4/MmWeemd122y1//etf8x//8R955plnNrocd0Nuvvnm9OzZM6NHj067dk17zKNGjcr06dMzatSofOUrX0mvXr3yT//0T9lpp52yZMmSXHrppXnve9+bYcOGNb7mjTfeyNKlS5scp6qqKrW1tVm4cGHGjx+f448/Pu9///vTqVOnzJ07N9///vdz/vnnv+uaN9U222yTL33pSxk/fnw+9alPpaqqKhdccEHWrl3bGEZ9+vTJ5ZdfnnPOOSeHHXZY+vbtu1nnOvfcczN69OiMGzcu06dPz0c+8pF87GMfW2/csGHDMn369Fx55ZXrPde5c+d84xvfyOmnn95k/1s1nnXWWXnppZdy4oknpl+/fnnppZdyyy23JEnat2/f5DXLli3L//3f/zXZ17Nnz/Vu5ErbIItk0bpkEaUgi2TRumQRW5sckkPrkkOUgiySReuSRZSCLJJF65JFW1Eplxvy7qx7k9R1/d///V9xySWXFHvuuWfRpUuXYueddy5OPPHE9Za/rrtk+i0nn3xysddeezXelHT+/PnFUUcdVbz3ve8tqquri91226348pe/3Hhj03e7ZHrQoEHFaaedtsGaf/SjHxUdOnQoli5dWvzwhz8sPv7xjxc77rhj0alTp6JXr17FZz7zmcabchbFm0um8/9uSvqPW3V1dVEUb9589cwzzywGDhxYvOc97ym6d+9eDBo0qPj2t7/d5Gar78amLJkuiqJ4+umniw4dOhS33XZbMWfOnKJ9+/bFr3/96/XGjRw58l0tnd7Y+7t27dpiwIABxVe+8pWiZ8+exZQpUzb4+ssvv7zYfvvti4aGhg3W/MYbbxTvf//7myyZfsvs2bOLww8/vOjRo0fRoUOHora2tvjUpz5V3HPPPY1j3loyvaHtgQceeNu50brJIllUFLKI0pNFsqgoZBGlJYfkUFHIIUpPFsmiopBFlJ4skkVFIYvKUVVRbOKdMQEAAAAAAICy4x5/AAAAAAAAUAE0/mgTJk6cmPe85z0b3A4//PCtWsupp5660VpOPfXUrVoLsHXJIqAcyCKg1OQQUA5kEVAOZBEtwaU+aRNeeumlvPTSSxt8rkuXLnnf+9631WpZtmxZVqxYscHnttlmm+ywww5brRZg65JFQDmQRUCpySGgHMgioBzIIlqCxh8AAAAAAABUAJf6BAAAAAAAgAqg8QcAAAAAAAAVQOMPAAAAAAAAKoDGHwAAAAAAAFQAjT8AAAAAAACoABp/AAAAAAAAUAE0/gAAAAAAAKACaPwBAAAAAABABfj/AamEGsjfkyQJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c in clusters:\n",
    "    grid= sns.FacetGrid(clusters, col='cluster')\n",
    "    grid.map(plt.hist, c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c6e0fad3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8950, 2)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist = 1 - cosine_similarity(X)\n",
    "\n",
    "pca = PCA(2)\n",
    "pca.fit(dist)\n",
    "X_PCA = pca.transform(dist)\n",
    "X_PCA.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ac53de90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = X_PCA[:, 0], X_PCA[:, 1]\n",
    "\n",
    "colors = {0: 'red',\n",
    "          1: 'blue',\n",
    "          2: 'green', \n",
    "          3: 'yellow', \n",
    "          4: 'orange',  \n",
    "          5:'purple'}\n",
    "\n",
    "names = {0: 'who make all type of purchases', \n",
    "         1: 'more people with due payments', \n",
    "         2: 'who purchases mostly in installments', \n",
    "         3: 'who take more cash in advance', \n",
    "         4: 'who make expensive purchases',\n",
    "         5:'who don\\'t spend much money'}\n",
    "  \n",
    "df = pd.DataFrame({'x': x, 'y':y, 'label':labels}) \n",
    "groups = df.groupby('label')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20, 13)) \n",
    "\n",
    "for name, group in groups:\n",
    "    ax.plot(group.x, group.y, marker='o', linestyle='', ms=5,\n",
    "            color=colors[name],label=names[name], mec='none')\n",
    "    ax.set_aspect('auto')\n",
    "    ax.tick_params(axis='x',which='both',bottom='off',top='off',labelbottom='off')\n",
    "    ax.tick_params(axis= 'y',which='both',left='off',top='off',labelleft='off')\n",
    "    \n",
    "ax.legend()\n",
    "ax.set_title(\"Customers Segmentation based on their Credit Card usage bhaviour.\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b64d1744",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}