DAY5_Car_Prices_Prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 316,
   "id": "7d6e599a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import learning_curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "id": "36dd909c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_numeric(data):\n",
    "    num = re.findall('[0-9]+',data)\n",
    "    if num:\n",
    "        return float(num[0])\n",
    "    else:\n",
    "        return np.nan\n",
    "\n",
    "def data_label(data):\n",
    "    fuel_code = {'Diesel':1, 'Petrol':2, 'LPG':3, 'CNG':4,\n",
    "                 'Individual':1, 'Dealer':2, 'Trustmark Dealer':3,\n",
    "                  'Manual':1, 'Automatic':2, \n",
    "                  'First Owner':1, 'Second Owner':2, 'Third Owner':3, 'Fourth & Above Owner':4, 'Test Drive Car':5,\n",
    "                }\n",
    "    return fuel_code[data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "id": "0e0d9932",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_csv('data/car_price_data_2.csv', converters={'mileage': make_numeric, \n",
    "                                                           'engine': make_numeric, \n",
    "                                                           'max_power' : make_numeric,\n",
    "                                                           'fuel': data_label,\n",
    "                                                           'seller_type':data_label,\n",
    "                                                           'transmission':data_label,\n",
    "                                                           'owner': data_label,\n",
    "                                                          })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "id": "2d74e542",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>year</th>\n",
       "      <th>selling_price</th>\n",
       "      <th>km_driven</th>\n",
       "      <th>fuel</th>\n",
       "      <th>seller_type</th>\n",
       "      <th>transmission</th>\n",
       "      <th>owner</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>max_power</th>\n",
       "      <th>torque</th>\n",
       "      <th>seats</th>\n",
       "      <th>years_old</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maruti Swift Dzire VDI</td>\n",
       "      <td>2014</td>\n",
       "      <td>450000</td>\n",
       "      <td>145500</td>\n",
       "      <td>1</td>\n",
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       "      <td>1248.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>190Nm@ 2000rpm</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Skoda Rapid 1.5 TDI Ambition</td>\n",
       "      <td>2014</td>\n",
       "      <td>370000</td>\n",
       "      <td>120000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>250Nm@ 1500-2500rpm</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Honda City 2017-2020 EXi</td>\n",
       "      <td>2006</td>\n",
       "      <td>158000</td>\n",
       "      <td>140000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1497.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>12.7@ 2,700(kgm@ rpm)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hyundai i20 Sportz Diesel</td>\n",
       "      <td>2010</td>\n",
       "      <td>225000</td>\n",
       "      <td>127000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1396.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>22.4 kgm at 1750-2750rpm</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Maruti Swift VXI BSIII</td>\n",
       "      <td>2007</td>\n",
       "      <td>130000</td>\n",
       "      <td>120000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1298.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>11.5@ 4,500(kgm@ rpm)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>8123</th>\n",
       "      <td>Hyundai i20 Magna</td>\n",
       "      <td>2013</td>\n",
       "      <td>320000</td>\n",
       "      <td>110000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>113.7Nm@ 4000rpm</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8124</th>\n",
       "      <td>Hyundai Verna CRDi SX</td>\n",
       "      <td>2007</td>\n",
       "      <td>135000</td>\n",
       "      <td>119000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1493.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>24@ 1,900-2,750(kgm@ rpm)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8125</th>\n",
       "      <td>Maruti Swift Dzire ZDi</td>\n",
       "      <td>2009</td>\n",
       "      <td>382000</td>\n",
       "      <td>120000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>190Nm@ 2000rpm</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8126</th>\n",
       "      <td>Tata Indigo CR4</td>\n",
       "      <td>2013</td>\n",
       "      <td>290000</td>\n",
       "      <td>25000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1396.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>140Nm@ 1800-3000rpm</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8</td>\n",
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       "    <tr>\n",
       "      <th>8127</th>\n",
       "      <td>Tata Indigo CR4</td>\n",
       "      <td>2013</td>\n",
       "      <td>290000</td>\n",
       "      <td>25000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1396.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>140Nm@ 1800-3000rpm</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8128 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              name  year  selling_price  km_driven  fuel  \\\n",
       "0           Maruti Swift Dzire VDI  2014         450000     145500     1   \n",
       "1     Skoda Rapid 1.5 TDI Ambition  2014         370000     120000     1   \n",
       "2         Honda City 2017-2020 EXi  2006         158000     140000     2   \n",
       "3        Hyundai i20 Sportz Diesel  2010         225000     127000     1   \n",
       "4           Maruti Swift VXI BSIII  2007         130000     120000     2   \n",
       "...                            ...   ...            ...        ...   ...   \n",
       "8123             Hyundai i20 Magna  2013         320000     110000     2   \n",
       "8124         Hyundai Verna CRDi SX  2007         135000     119000     1   \n",
       "8125        Maruti Swift Dzire ZDi  2009         382000     120000     1   \n",
       "8126               Tata Indigo CR4  2013         290000      25000     1   \n",
       "8127               Tata Indigo CR4  2013         290000      25000     1   \n",
       "\n",
       "      seller_type  transmission  owner  mileage  engine  max_power  \\\n",
       "0               1             1      1     23.0  1248.0       74.0   \n",
       "1               1             1      2     21.0  1498.0      103.0   \n",
       "2               1             1      3     17.0  1497.0       78.0   \n",
       "3               1             1      1     23.0  1396.0       90.0   \n",
       "4               1             1      1     16.0  1298.0       88.0   \n",
       "...           ...           ...    ...      ...     ...        ...   \n",
       "8123            1             1      1     18.0  1197.0       82.0   \n",
       "8124            1             1      4     16.0  1493.0      110.0   \n",
       "8125            1             1      1     19.0  1248.0       73.0   \n",
       "8126            1             1      1     23.0  1396.0       70.0   \n",
       "8127            1             1      1     23.0  1396.0       70.0   \n",
       "\n",
       "                         torque  seats  years_old  \n",
       "0                190Nm@ 2000rpm    5.0          7  \n",
       "1           250Nm@ 1500-2500rpm    5.0          7  \n",
       "2         12.7@ 2,700(kgm@ rpm)    5.0         15  \n",
       "3      22.4 kgm at 1750-2750rpm    5.0         11  \n",
       "4         11.5@ 4,500(kgm@ rpm)    5.0         14  \n",
       "...                         ...    ...        ...  \n",
       "8123           113.7Nm@ 4000rpm    5.0          8  \n",
       "8124  24@ 1,900-2,750(kgm@ rpm)    5.0         14  \n",
       "8125             190Nm@ 2000rpm    5.0         12  \n",
       "8126        140Nm@ 1800-3000rpm    5.0          8  \n",
       "8127        140Nm@ 1800-3000rpm    5.0          8  \n",
       "\n",
       "[8128 rows x 14 columns]"
      ]
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['years_old'] = 2021 - df2.year\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "id": "83045528",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.drop(columns = ['name', 'torque', 'year'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "id": "add3a311",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8128 entries, 0 to 8127\n",
      "Data columns (total 11 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   selling_price  8128 non-null   int64  \n",
      " 1   km_driven      8128 non-null   int64  \n",
      " 2   fuel           8128 non-null   int64  \n",
      " 3   seller_type    8128 non-null   int64  \n",
      " 4   transmission   8128 non-null   int64  \n",
      " 5   owner          8128 non-null   int64  \n",
      " 6   mileage        7907 non-null   float64\n",
      " 7   engine         7907 non-null   float64\n",
      " 8   max_power      7912 non-null   float64\n",
      " 9   seats          7907 non-null   float64\n",
      " 10  years_old      8128 non-null   int64  \n",
      "dtypes: float64(4), int64(7)\n",
      "memory usage: 698.6 KB\n"
     ]
    }
   ],
   "source": [
    "df2.info() # mileage, engine, max_power, seats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "id": "fdc5bd1c",
   "metadata": {},
   "outputs": [
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>8103</th>\n",
       "      <td>130000</td>\n",
       "      <td>100000</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>221 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      selling_price  km_driven  fuel  seller_type  transmission  owner  \\\n",
       "13           200000      80000     2            1             1      2   \n",
       "31            70000      50000     2            1             1      2   \n",
       "78            50000      70000     1            1             1      1   \n",
       "87           475000      78000     1            2             1      1   \n",
       "119          300000     120000     1            1             1      2   \n",
       "...             ...        ...   ...          ...           ...    ...   \n",
       "7846         200000     100000     1            1             1      1   \n",
       "7996         140000      50000     2            1             1      2   \n",
       "8009         145000      80000     2            1             1      2   \n",
       "8068         580000     165000     1            1             1      1   \n",
       "8103         130000     100000     2            1             1      2   \n",
       "\n",
       "      mileage  engine  max_power  seats  years_old  \n",
       "13        NaN     NaN        NaN    NaN         14  \n",
       "31        NaN     NaN        NaN    NaN         18  \n",
       "78        NaN     NaN        NaN    NaN         18  \n",
       "87        NaN     NaN        NaN    NaN          6  \n",
       "119       NaN     NaN        NaN    NaN         11  \n",
       "...       ...     ...        ...    ...        ...  \n",
       "7846      NaN     NaN        NaN    NaN         21  \n",
       "7996      NaN     NaN        NaN    NaN         21  \n",
       "8009      NaN     NaN        NaN    NaN         15  \n",
       "8068      NaN     NaN        NaN    NaN          4  \n",
       "8103      NaN     NaN        NaN    NaN         15  \n",
       "\n",
       "[221 rows x 11 columns]"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[~df2.mileage.notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "id": "fc5dbef5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "range(-5, 5)"
      ]
     },
     "execution_count": 331,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "range(-5,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "id": "9132d608",
   "metadata": {},
   "outputs": [],
   "source": [
    "# sns.distplot(np.log(df2.selling_price))\n",
    "# sns.distplot(np.log(df2.km_driven))\n",
    "# sns.distplot(np.log(df2.fuel)) - No effect\n",
    "# sns.distplot(np.log(df2.seller_type))  - No effect\n",
    "# sns.distplot(np.log(df2.years_old))\n",
    "for col in ['selling_price', 'km_driven', 'years_old']:\n",
    "    df2[col] = np.log(df2[col])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "id": "db39ddb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PTOXNjfu4cU5iFbxEuqKnbYSZXU5kroww8Ft3/24Hy30QeBg4w901/EEkieyurKfFvUdD3yAyfDwnPUUTdfdR+s4hIpLYejL87T1EJsobBvyoze3VwH/0YL0iMVdV18Tv39hMOGQ8eNtcxidgQQmi8yoVZ/PWxn20tjqhkOZVkqTV7TbCzMLAL4FLgR3AO2Y2z91XHbNcLnA7MD92sUUkXnYejEzSPbSHRSWA3IxU9VTqu/SdQ0QkgXW7qOTu9wD3mNkH3f2RGGYSianG5lbueWsLh5paeOQzZyVsQemwMSU5LNl+kPVlNUwclNhZRTrSwzZiNrDB3TcBmNmDwLXAqmOW+xbwPeBfe5pXROJvx4E6stPCFGT2/GzwuRnqqdRX6TuHiEhi68nwt5vc/Y/AKDP70rH3u/uP2nnY4cdqWIPEhbvz8OId7Kms55azRnHqsPygI53UmOJsAOZv3qeikiStnrQRRIY5bG9zfQcw55j1zwSGu/tfzUxFJZEktOPAIYYNyMLMenzCjJz0FHYcqI5RMkkkPWxPRESkl/Vkou7s6M8cILedf+1qM6zhCmAycL2ZTW5nOQ1rkB57dV05K3ZW8p4pgxJyDqX2DMhOY2hBJm9rsm5Jbt1qIzrDzEJEhkB8uRPL3mZmC81sYXl5eU82KyIx1NDUQnl1Q0yGvgFkp6dQWddEc0trTNYnCaXb7YmZZZjZAjNbZmYrzey/ezeqiEj/05Phb7+O/uzqh7OGNUhcrN1TzbOr9nLasHzOHV8cdJwumTOmkFfWluPuPTrNskhQetBGAOwEhre5Pix622G5wFTg5ejfxyBgnpldc2yvVne/E7gTYNasWd6NLCLSCzbvq8WBUUXZJ122M7LTI7u0Bw41UZKbHpN1SmLoYXvSAFzk7jVmlgq8bmZ/c/e3YxpSRKQf60lPJQDM7H/NLM/MUs3sBTMrN7ObTvCQ9oY1DD1mnUeGNfQ0n/RP2/cf4k8LtzEoP4MPzBiWdIWZuWOK2FfbyIaymqCjiPRIN9oIgHeA8WY22szSgOuAeYfvdPdKdy9291HuPgp4GziuoCQiiWtjWQ0pIWNkUWxO3pWdFgZgf21jTNYniac77YlHHN6ZSo3+0wEGEZEY6nFRCbjM3auAq4EtwDh60LtIwxqkO+6fv+3Iv3vf2sL1v4kcgLpxzkjSUmLxNo+vuaOLADQETvqCLrcR7t4MfB54BlgNPOTuK83sm2Z2TS/nFZE4WF9Ww6jibFLDsWmjD/dU2lerybr7sG595zCzsJktBcqA59xdU2uIiMRQLFryw0PorgL+7O6VJ1m+K8MatgBziQxrmHXsitz9Tnef5e6zSkpKuptf+pi/rdjDjgN1fHDmMAqz04KO0y3DCzMZkp/B25v2Bx1FpKe62kYA4O5PufsEdx/r7t+J3vY1d5/XzrIXqJeSSPKoqm+irLqBcSU5MVtndlp0+FttU8zWKQmnu+1Ji7tPJ/KdY7aZTW17vw5Si4j0TCyKSk+a2RrgdOAFMysB6k+wvIY1SK9ZsbOStzbu46yxRUwZkvhneuuImTF3TBHzN+/DXb20Jal1tY0QkT5uY3Ro97jSGBaV0g8Pf1NPpT6sR+2Jux8EXgIuP+Z2HaQWEemBHheV3P0rwFnALHdvAmqJTLzd0fIa1iC9Yl9NA48s3sGwAZlcPnVQ0HF6bM6YQipqGtlYrnmVJHl1tY0Qkb5vzZ5qstPCDMrPiNk6s9IOD3/TnEp9VXfaEzMrMbOC6OVM4FJgTS9HFRHpV7p99rdjTAJGmVnb9d3b0cLu/hTw1DG3fa2DZS+IRUDp25paWnngnW2EzLj+jBGkhJJvHqVjzR0TmVfprU37GVfaozOwiwStS22EiPRdDc0trNlTxcwRAwjF8CQa4ZCRl5HCARWV+rqutieDgXvMLEzkYPpD7v5kbwYUEelvelxUMrM/AGOBpUBL9GZHXxgkjp5avptdB+u5ee5IBiTpPErHGlGYxeD8DOZv2sfNc0cGHUekW9RGiEhbq3dX0dTinDasIObrLspJV0+lPqw77Ym7vwvM6PVwIiL9WCx6Ks0CJrsmfpGAPLFsF/M37+fcccWcMjgv6DgxY2bMGV3I6xsi8ypZDI/oisSR2ggROWLZ9kryM1MZWZQV83UPyEplv4pKfZnaExGRBBSLMUIrgOSfwEaS0vb9h/jqo8sZUZjFZVP63ttw7pgiKmoa2FheG3QUke5SGyEiAByobWR9WTWnDcuP6dC3wwqz01VU6tvUnoiIJKBY9FQqBlaZ2QLgyCk33F2Tbkuvaml1vvzQMgA+esZwwqG+15Pn8LxK8zfvi+lZckTiSG2EiADw1IrdtDpM64WhbwBF2Wm8u+Ngr6xbEoLaExGRBBSLotI3YrAOkS77zWubWLBlPz/48DQam1s79Zj752/r5VSxNbIoi4F56by9aT83ztG8SpKUvhF0ABFJDPOW7qIkJ53BMTzrW1uFOWkcONSoIeN91zeCDiAiIsfrcVHJ3V8xs5HAeHd/3syygHDPo4l0bNWuKn747FounzKID84cygMLtgcdKabaFr8G5WXw8poy7SRLUlIbISIAuyvrWLBlPxdNKu21tqwwK42mFqeqvpn8zNRe2YYER+2JiEhi6vGcSmb2aeBh4NfRm4YCj/d0vSIdaWpp5UsPLSU/M43/+cCpfb7QMqY4h+qGZjZXaF4lST5qI0QE4Mllu/FeHPoGUBg9+6vmVeqb1J6IiCSmWEzU/TngbKAKwN3XA6UxWK9Iu75w/xLW7Knm8imDeHrFnqQb0tZVo4uzAXh70/6Ak4h0i9oIEWHesl2cOjSf4pz0XttGYY6KSn2c2hMRkQQUi6JSg7sfab3NLAXQqT6lV+w4cIgX1uzllEG5TB6SF3ScuCjKSSMvI4U3NlYEHUWkO9RGiPRzm8prWL6zkmunD+nV7RRmqajUx6k9ERFJQLEoKr1iZv8BZJrZpcCfgSdisF6R4/z3E6sAuHpa7+6YJhIzY1xpDm9sqKClVftOknTURoj0c/OW7cIMrj6tl4tKR4a/NZxkSUlSak9ERBJQLIpKXwHKgeXAPwBPAf8Zg/WKHOW5VXt5btVeLp40kAHRo5H9xbjSXA4eamLlrsqgo4h0ldoIkX7M3Zm3bBezRxUyqJfO+nZYSW5kaF1FjXoq9VH9rj1Zt7eaS370CvfN38qm8pqg44iItCsWZ39rNbPHgcfdvbznkUSOV9/UwjfmrWTCwBzOHlccdJy4G1eaA8Br6ys4rRcnORWJNbURIv3b8p2VbCqv5VPnjOn1bWWkhslNT6G8Wj2V+qL+1p7sOljHLXctoKG5lcbmVtbuqeaLl07odwdWRSTxdbunkkV8w8wqgLXAWjMrN7OvxS6e9Hf3z9/G/fO3cfsDS9h5sI5zx5cQDvXts721Jyc9hSlD8nh1XZ/fh5I+Qm2EiAA8smgHaSkhrjptcFy2V5KbTnmNikp9SX9tT74+byXV9c388ZNz+OwFYzGDp1fsCTqWiMhxejL87YtEzsBwhrsXunshMAc428y+GJN0IkB1fRMvryvnlMF5jC3JCTpOYM4dX8LibQeoaWgOOopIZ6iNEOnnGptbmbdsF5dOHkh+Zmpctlmcm66eSn1Pv2tPdh6s44XVe7nlrJFMHpJHQVYa544vYfnOSrbtPxR0PBGRo/SkqHQzcL27bz58g7tvAm4CPtbTYCKHvbC6jKaWVq6YMijoKIE6b3wxTS3O/E37go4i0hlqI0T6uW8+sZIDh5oozk470vO4t5XkplOholJf0+/akwfmb8OB62ePOHLbeeNLSAuHWLT1QHDBRETa0ZOiUqq7H3eO8+gY5/gcjpI+b09VPe9s2c/cMUUURyfg7K9OHzWAjNQQr60/7s9OJBGpjRDp5xZvO0hOegrjSnPjts2SHPVU6oP6VXvS1NLKg+9s5+JJpQwbkHXk9rSUEJMG57JyV6XOBiwiCaUnRaUTnVpDp92QHnN3/rZ8NxmpYS6aVBp0nMClp4SZM7qIV9drXiVJCmojRPqx/bWNrN1TzfThBXGdC7EkN53qhmbqGlvitk3pdd1uT8xsuJm9ZGarzGylmd0e42wxt2DzfipqGvjwrOHH3Xfa0HwONbboTHAiklB6UlSaZmZV7fyrBk6NVUDpv15aW8b6shoumlRKVlqPT1TYJ5w7vphN5bXsOKDx9JLw1EaI9GNPLNtFizszRhTEdbsl0V7NFZqsuy/pSXvSDHzZ3ScDc4HPmdnkXk/cAy+vLSMtHOLc8cef7Xj8wFzSU0Is31kZQDIRkfZ1u6jk7mF3z2vnX66797muqBJfjc2tfOvJ1ZTkpDN3TFHQcRLGeRNKAHhdQ+AkwamNEOnfHlm8g8H5GQzOz4zrdkujRaUyDYHrM3rSnrj7bndfHL1cDawGhsYjd3e9vLacOWMK2z2gmhoOccrgPFbtrqLVNQRORBJDT3oqifSae97cwuaKWq48dXBcu80nuvGlOQzOz+DFNWVBRxEREWnX+r3VvLujkhkjBsR924d7KmleJTmWmY0CZgDzA47SoR0HDrG+rIbzowcR2zOuNIdDjS3sraqPYzIRkY5pTJEknIqaBn72wnounFjCxEHxm9wz0R0+a87IoixeWlvG3W9sIS0lxA1zRpzkkSIiIvHzyOKdhEPGtGH5cd/2kaKShr9JG2aWAzwC/LO7Vx1z323AbQAjRgS7T/Xy2si8mRdM7Hgu0THF2QBsLK+Ne0/AZFdR3cAjS3bQ2upMGJTLRRNLMdPBa5GeUk8lSTg/fHYtdU0t/OfVCT3kPTCTB+fT1OJs1CSNIiKSYFpanceW7OD8CSXkZsR/pGtRdjohU08l+TszSyVSULrP3R899n53v9PdZ7n7rJKSjnsIxcMbGyoYWpDJ2JLsDpcpyEqjKDtNk3V30d6qeu56c/ORz4YXVpfx9ub9AacS6RtUVJKEsnDLfh58Zzu3njWKsSU5QcdJSKOLs8lIDbFqV9XJFxYREYmjNzZUsLeqgQ/OHBbI9sMhozA7XUUlAcAi3VB+B6x29x8FnedE3J2FWw8we3ThSXvPjC3JYXNFLS2tmleps77yyLscamzh42eN5h/OH8vEgbn89d1d7DpYF3Q0kaSnopIkjPqmFv79kXcZkp/JFy+dEHSchBUOGZMG5bF6T5V2JkREJKE8ungHeRkpXHxKx8N3eltJropKcsTZwM3ARWa2NPrvyqBDtWfHgTrKqxuYOfLkc5GNLc2hoblVBZFOWrWripfWlnPBhBKGDsgkZMZHZg0nLSXEK+vKg44nkvQ0p5IkjB89t46N5bXc84nZZKfrrXkipwzOY+n2g2zbfyjoKCIiIgBU1zfx9Mo9fGDmMDJSw4HlKMlN15xKAoC7vw4kxaQ5C7dGhmLN6kRRaXR0XqXNFbUML8zq1Vx9wZ2vbiQ7Lcyc0X8/o3RmWphZIwt5c2MFlXVN5GfqxLQi3aWeSpIQXl1Xzp2vbuLGOSNOeMYLiZhQmkM4ZKzaVRl0FBEREQD+tnwP9U2tgQ19O6wkJ51ynRlLksyirQfITU9hwsCTn6QmJz2Fouw0turg4kntqazniXd3c/3sEWSmHV3snjumCHd4e9O+gNKJ9A0qKkngdh2s40sPLWV8aQ7/eZUm5+6M9NQw40pyWL2nGncNgZO+x8wuN7O1ZrbBzL7Szv1fMrNVZvaumb1gZiODyCkif/fI4h2MLs5m5oiCQHMMKchgb3UDTS2tgeYQ6YqFWw4wfUQB4VDnOlaNLMpi275a7QeexF+X76al1ds9W3JhdhqTBuexaOsBWvU6inSbikoSqEONzXz63oU0NLVyx00zjzuCIB2bPDiP/bWNrN1bHXQUkZgyszDwS+AKYDJwvZkdW3FeAsxy99OAh4H/jW9KEWlrc0Ut8zfv54MzhwZ+iu4RhVm0tDo7D2i+GUkO1fVNrN1bzemdGPp22IjCbGobW9hf29iLyZLfX9/dxSmD8xjTwQmApg3Lp6ahma371OtLpLsCKSrpCHT/cf/8bcf9O6yxuZXP3reYVbur+Nn1MxhXevLuvvJ3kwbnYsDTK/YEHUUk1mYDG9x9k7s3Ag8C17ZdwN1fcvfDe4BvA8GOtxHp5+55cwupYeMjZwwPOgojiyLzzWjeQUkWS7YdxB1mjSzs9GNGFEXmUtIQuI7tOljH4m0Hufq0wR0uM3FgLikhY6WmlBDptrgXlXQEWgCaWlr54p+W8vLacv6/95/KhZOCO0tMssrNSGVUcTZPLNulrs/S1wwFtre5viN6W0c+CfytVxOJSIeq65v488LtXH3aEEpzM4KOw4hCfdmW5LJo6wFCBtO7MHS0NDedjNQQ29TDpkNPLd8NwJWndlxUSk8NM740h5W7qrQ/LdJNQfRU0hHofq6+qYV//ONi/rp8N/951SlcN/v4Mc7SOdOGFbCxvJaVu6qCjiISCDO7CZgFfL+D+28zs4VmtrC8XKcNFukNf164g9rGFm49a1TQUYDIl+30lBDb9tUGHUWkUxZtPcCkQXnkdOHsxyEzRhRmqUfeCTy3ai+TBuUeOVteR6YMzaeyrollO9RbSaQ7gigq6Qh0P9bQ3MIn73mH51fv5VvXTuFT544JOlJSmzo0j9Sw8ZelO4OOIhJLO4G2Y2iGRW87ipldAvw/4Bp3b/f84e5+p7vPcvdZJSU6s6RIrDU0t/Cb1zZxxqgBTBteEHQcAEKhyJdtzZEiyaCl1Vmy7UCX5lM6bERhFnur6qmsa+qFZMmtpqGZxdsOcP7Ek7f9kwZFppR4cU1Z7wcT6YMSeqJuHYHuW+oaW/j9G1t4a+M+fvjhadx85qigIyW9rLQUzp9Qyrxlu2hpVZdd6TPeAcab2WgzSwOuA+a1XcDMZgC/JlJQ0l6gSEAeWbST3ZX1fOGi8UFHOYp6cEiyWLOnitrGFmaN6k5RKRsHlm4/GPNcye7tjftoanHOH3/yolJWWgrDC7N4Za12J0S6o/N9LGOnq0egzz/REWjgToBZs2bpG3UCq2lo5u43NrO3qoFf3jCTK44Z29x2Am/pmvfPGMrzq/fy2vpyLpiouakk+bl7s5l9HngGCAN3uftKM/smsNDd5xE52JAD/Dl6pqlt7n5NYKFF+qHmllZ+9fIGpg0v4NzxxUHHOcqIoize2rQPdw/8bHQiJ7J46wEAZo7oelFp+IBMjMjwufMnqDduW6+uLyczNczpnSzWTRiYwwtrythX00BRTnovpxPpW4LoqaQj0P3MoYZm7np9M2XVDdx85sjjCkrSM5dMLqUwO42HFm4/+cIiScLdn3L3Ce4+1t2/E73ta9GCEu5+ibsPdPfp0X8qKInE2dMr97DjQB2fu2BswhVuRhZmcaixhYoanW5dEtvCrQcozU1n2IDMLj82PTXMoPyMI4Up+bvX1lcwd0wh6SnhTi0/YWAu7vD6hopeTibS98S9p5KOQPcvdY0t3PXGZipqGvjYmaMYV5oTdKQ+Jz0lzPtnDOXet7bo6IqIiMTNXa9vZmRRFmXVDQnX4/jw6da37a+lJFftoiSuRVsPMGvUgG4XZkcUZrFk2wFaWp1wKLGKu0HZvv8Qmytq+diZIzv9mCEFmRRmp/Hy2nKunX6i6X5F5FiBzKmkI9D9Q1V9E3e9sZm91Q3cNHekCkq96KNnDKepxXl0sSbsFhGR3rdk2wEWbzvIx88aRSjBeilBZK4ZQJN1S0LbW1XPjgN13Rr6dtjIoixqG1tYu6c6hsmS2yvrInPtnteFIYEhM84bX8yr68pp1TylIl0SxJxK0g80NLdw270L2VNZz41zRjBhYO6R+xLtaGZfMGFgLmeMGsC9b2/hE+eM1pEqERHpVX94ayu56Sl8aNZw5i3dFXSc44wozCItHGKNvmhLAlsUHbY2a1Rht9cxMlpAXbTtAJOH5MUkV7J7bX05QwsyGVOc3aXHnT+xhMeX7mLlripOHZbfS+lE+p6EPvubJCd3598ffpe3N+3ng6cPZdJgNXDx8PGzR7N9fx0vrN4bdBQREenDquqb+Ovy3VwzfQg56YlzfPL++duO/Ht40Q4G5qXz7Eq1iZK4Fm45QHpKiMk92FcuyEqlNDedRVv2xzBZ8mpqaeXNDfs4b0Jxl4cUnje+BDN4WWeBE+kSFZUk5n7w7FoeX7qLf33PRKYP7353XumayyYPZGhBJne9sTnoKCIi0kfdP38b//X4ChqaW8nPTE3o3sfDBmSx62AdLRrKIglq0bYDTBteQFpK97+SmRmnjxzAom2arBtg2faDVDc0c+74rp8NrygnnVOH5h8ZPicinaOiksTU/fO38cuXNnL97OF89oKxQcfpV1LCIT525kje3rSfpdsPBh1HRET6qEVbDzAoL4OhBV0/W1U8DRuQSWNLKxvKaoKOIgExs7vMrMzMVgSd5Vh1jS2s3FnJ6SN7fgD29JED2L6/jrKq+hgkS26vrisnZHD22OJuPf78CSUs3naAykNNMU4m0nepqCQx89KaMv7rLys4f0IJ37p2asKdXrg/uHHuSAqyUvn5C+uDjiIiIn3QroN17DhQx+kju3+2qngZPiByBrhlOtDSn90NXB50iPYs2X6A5lZnVgyKSjOj61is3kq8sr6C6cMLyM9K7dbjL5hYQqvD6xsqYpxMpO9KnIHwkjTa6+q+82Adv39jM5MG5fLLG2eSEla9Mgg56Sl86pzR/ODZdazYWcnUoZpkUEREYufNjftIC4d6dLaqeCnMSSMjNcTSHQf5yBnDg44jAXD3V81sVNA52rNg837MejZJ92FThuSRlhJi0dYDXD51cAzSJaeDhxp5d8dB/umi8d1ex7RhBeRlpPDKujKuOq3/vpYiXaGikvTYgUON3PvmFtLCId47bUhCngWmLzu2yJeVlkJ+Zirfe3oN935idsIfSRYRkeSwr6aBd3cc5PSRA8hMCwcd56RCZgwryFJPJUlICzbvZ/LgPPIzu9ejpq30lDCnDc1n4db+3VPp9Q0VuMN5E7o+n9JhKeEQ544v4ZV15bi79qNFOkHdSaRHahqa+f0bm2lqbeWWs0aRl9HzhlF6JiM1zD9dPJ7X1lfwks5eISIiMfLHt7fR3OrMHVMUdJROG1GUxerdVeyvbQw6iiQoM7vNzBaa2cLy8vhM0NzY3MribQeYPbrnvZQOO2N0Ict3VFLb0ByzdSabV9eVk5eRwrRhPeupf/7EEvZWNbBmT3WMkon0bSoqSbc1NLVwz5tbqKxr4pYzRzEwLyPoSBJ189yRjCnO5ttPrqahuSXoOCIikuQqahr4zWubOGVQblK195MG5dLq8Mo6HWSR9rn7ne4+y91nlZR0v4dLVyzfeZD6plbmjI5dgfassUU0tzrvbNkfs3UmE3fntfUVnD2uuMfTcJwf7emks8CJdI6KStItzS2t/GH+VnZX1nH97BGMLMoOOpK0kZYS4mvvncymilp+pkm7RUSkh376/Hrqmlp4z9RBQUfpkiEFmZTkpvP8ahWVJHG8vSlS+IllT6VZIwtJC4d4a+O+mK0zmawvq2F3ZX2Phr4dNjAvg0mDcnlZPf5FOkVFJemyxuZW/vD2VjaV1/LBmcOYNCgv6EhyjPvnb2PXwXpOHzGAX720ke/9bU3QkUREJEltLK/h/gXbuGH2CEpzk6eXEkTmVbp4Uimvri2nqaU16DgSZ2b2APAWMNHMdpjZJ4POBPDWxn1MHJhLYXZazNaZmRZmxogC3tjYP89a9vzqvQBcOLE0Juu7YGIpC7ccoKYfDycU6SwVlaRLKg81cdcbm9lQVsMHZgxlRhKc/aU/u+q0weRlpvLAgm3sq2kIOk5g7p+/7bh/IiLSOd/92xoyU8Pcfkn3z6gUpIsmlVLd0Mw7m/vnsKD+zN2vd/fB7p7q7sPc/XdBZ6ptaGbB5v2cPzH2Q+3OGlvMyl1VHDzU/+YQe2F1GVOH5jEoPzaF7/MnlNDc6ry5oX8W6US6Qmd/k04rq6rnY3ctYOfByJA3na4+8WWkhrlxzgjufHUTn71vMfd8YjYZqYl/xh4REYmPkxXZN1fU8tyqvVw2eSDPrtwbp1Sxdc74YjJTwzy5fDdnjSsOOo70c29v2kdjS+uReXti6exxRfz4+UhPqCtOHRzz9SeqfTUNLN52gNsvjl3h+/SRA8hOC/PyunIum5Jcw35F4k09laRTFm7Zz1U/f51t+w/xsTNHqqCURIYNyOIDM4cxf/N+PnvfYk3cLSIiR+ytqucPb23h8aU72bav9qj7Wlqdect2kp+Zylljk7cYk5WWwuVTB/Hksl3UN6kNlGC9sq6czNQws0bFvrf/tOEF5GWk8OKa/jUX0ItrynCHS04ZGLN1pqWEOHtcMa+sLcfdY7Zekb5IRSU5oaaWVn703Do+eufbZKeFeeyzZzO+NDfoWNJF04cX8J33T+XFNWXcctcCnVpZRER4esUefvXyBrbsO8TSbQf59aubWLbj4JH7X99Qwd6qBt572hDSUpJ7l/EDM4dSVd/c775sS+J5ZV05Z40tIj0l9j3HU8MhLpxUyotrymhp7T+FkOdW7WVQXgZThsR2ntfzJ5aw82AdG8trYrpekb4mufcQpFe9vLaM9/zkVX72wnqunT6EeV84h4mDVFBKVjfOGcmPPzqNxdsO8t6fv86rOk2qiEi/tWZPFV/801IG5WXwz5eM56tXTGJkUTYPvbOd51fv5a2NFbywei+TB+cxOcZf1OLt/vnb2LrvEHkZKfzshfWaV08Cs6Gshq37DsXkDGUduXTyQPbVNrJk24Fe20Yiqaxr4uW15Vx56mDMLKbrviA66ffTK/bEdL0ifY2KSnKc1bur+MTd73Dr79+htdX53S2z+NFHppOXkRp0NOmh988Yxp//4UzSU0N87K4FfPrehSzbfjDoWCIiEkdV9U185g+LyM1I4aa5I8nNSCU9NcytZ41i6tB8XlxTxhPv7mZ0cTbvmzE06LgxETJj+vABrNtb3S8nMZbE8Nd3d2MG7+nFOXrOm1BCath4blVyzoHWVc+s2ENjSyvXTh8S83UPLchk9qhCHluyU0PgRE5AE3ULAO7Owq0H+NVLG3hpbTk56Sl89YpJ3Hr2qF7pnivx1/bI7C1njuK19RXM37SP51bt5ZTBeVxySimzRxcyc8QAstP10SAi0he1tjpffmgZOw7U8cBtc1m/9+/DOtJSQlw/ewTn7D/E/kONnDo0n1CMj/wHac7oQl5bXx6ZY/DCoNNIf+PuPPHuLmaPKozZGcrak5eRytwxRTyzcg9fuWJSzHvvJJq/LNvJqKIsThvWO/O9vm/GUP7jseWs2FnFqb20DZFkp2+O/Vx1fRN/WbqLBxZsY+WuKgqz0/jypRO4+cyRFGSlqYt4H5UaDnHRpFJ+9NFpPL5kJ48v2ckvX9rAz1+EcMgoyk6jNDed0rwMBuZlUJqbzucvGkdqWJ0bRUSS2U9eWM9zq/by9fdO5oxRhUcVlQ4bXpjF8MKsANL1rgHZaZwyOI93tuynvqlFZ0OVuFq7t5oNZTXc8r6pvb6ta6YN4V8ffpdFWw8wa1Rhr28vKHur6nlr4z4+f+G4XiueXXXqYL4xbyWPLdmpopJIB1RU6ofqm1r49pOreXfnQVbvrqKpxRmcn8E104Ywc8QA0lJCPLVcY4f7gyeX7SYlFOJDpw/nvacNYdv+Q2zZd4g9VfXsrqxn5a4qDnf2/dXLGxhdnM340lzGD8xhxogBbC6vPW7y1hvmjIj/ExERkSM6OiDU2NzCz15Yz4dOH8atZ42Kb6gEcebYIlbtruLRxTvVXklc/WXpLsIh44qpvX96+iujhZA/L9zRp4tK9729FQc+ePqwXttGflYqF00q5fGlO/m3yyeqGC3SDhWV+ony6gZeWVfOS2vLeHVtOdUNzWSlhZkxfACzRg1gaEFmn+8eKyeWnhpm/MBcxg/8+2TsTS2tlFc3sLeqnpLcdNbtrWHFrkqeWrEbdwibMbwwi7Gl2YwtzumTR7ZFRJJNTUMzVXVNhENGSW469Y0tPLd6L/M37+eUwXlMG1bAAwu2Bx0zEGOKsxk+IJNfvLieD8wcqi+IEhf1TS089M52LpxYQnFOeq9vLzs9hatOG8yT7+7ia++d3CenNWhobuG++du4eFIpI4uye3Vbt5w1iqdX7lExWqQDfe8TRoDInAnv7qzkpTVlPLxoBzsP1gGQm57CxEG5TB2az9iSHMIhFZKkY6nhEEMKMhlSkHlUI3qosZmFWw7w29c2sbG8lhdXl/ECZaSFQ/x50XaGFmQytCCTzLQw7rBiZyVO5H3Z6k6LgxmcNaaIopx0BuWnM740l6EFmTz4zvFfdNSAi4h0ziOLdvC9v62hJTqpbDhkR04tfs64Yi6bMrBft/1mxqWTB3HXG5u5f/42PnHO6KAjST8wb+ku9tU2xvX99pFZw3lo4Q4eW7KTm+aOjNt24+XJZbvZV9vIx8/u/dd07phCpg7N43evb+K6M4YT6sefoSLtUVEpSbXXtf2SyaW8saGCV9dV8Oq6cvbVNmIGwwdkcckpA5k0KJdB+Rl9atJNiZ/23nOXTx0MQF1jC5sqathUXktK2Fi7t5qX1pbR0NzK4XebmRGyyBl4Qma0uvPWxn1HrS87LUxRTjoji7IYVZTNyMIssnp4dM3d2VfTwN6qBhqaW44UytxdvfNEpE+5960tfO0vKxlbks2ZY4poaG5ld2U9OekpjC7OVm/SqHGlOZw5poifv7iea6YPiUvPEem/3J273tjMpEG5nDmmKG7bPX3kAKYPL+COlzfykVnDj5uuIJk1tbTyy5c2MHFgLmeN7f3X1Mz41Dlj+Oc/LeW51Xt79ex9IslIRaUk1tTSypZ9tWzYW8P6shr+47HlABRmp3Hu+GIumlTKueNLeHqF5keS3pWZFmbKkHymDMlvt1dRR/N7fPD0oeyvbWTXwTrW7qlh3d5qXlxTxpsb9/Ha+goASnPTWbGrkjmjC5kzuqhTZ0xpbmllwZb9PLtyL8+t2nukp15bjy3ZwQ1zRnLjnBEa/iAiSW/d3mq+/eRqLp5UygUTS4/0RpoRcK5E9d/XTuHqn73Ofz62gjtumqmDDNJrnnx3N2v2VPODD0+L6/vMzPjnS8Zz6+/f4c+LtnPjnL7TW+n++dvYVFHL726ZFbfX9KrTBvPzF9fz/z21mgsmlujs2CJtqKiUJNyd7fvrWLL9AEu2HeT51XvZfbCeFnfCIWNkURb/dvlEzhtfwuTBeeqWKYHpyhkD01PCDM7PZHB+JqePjEwkOWFgLk0trew4UMfWfbVs2VfLI4t2HFlvYXYaIwuzuGTyQEYXZzOkIJOUkHHgUCObK2pZuOUAr6wrp7KuifSUEOeOL2HWqAEMyY8Mx6tvamHHgTp2HDjEt55cxW9e3cRXr5zENdOG6EuFiCSlppZWvvTQUnIzUvjfD53GMyv3Bh0p4U0YmMuXLpvAd/+2hvsXbOtTX7glcdQ2NPOdv65m6tA83j9jaNy3f/6EEmaMKOCnz6/n6lOHkJ+VGvcMsba/tpGfPL+OM8cUcdGk0rhtNzUc4mvvncItdy3g929s4TPnj43btkUSnYpKCaqmoZl3tx9kyfaDLN56gCXbD7K/thGArLQwA/MyOGd8MaOKshhdnHOkS+u7Oyp5d0dlkNFFeiw1HGJ0cTajiyMTL7a6s7uyni0VtWyuqGVjeQ1LnjnY7mNLctO5eFIpl00ZyHkTSshKSzmu0DVsQBY3zJnB25v28T9Preb2B5fy8KIdfPt9U3t9skcRkVj7xYsbWLGzil/ffDpFGsrVaZ8+dwxvbdzHfz2+gpKcdC7TkBaJsR88u5Y9VfX88saZgcxlZmZ885qpvP9Xb/C1eSv46XXJ3XextdX50kNLqW1o4b+unhz3g4HnTyjhklMG8uPn1nH22GJOHZYf1+2LJCoVlRJAa6uzqaKWxdsO8OeFO9i+/xB7q+qPnMp9bEk2F00qZcaIAmYMH8CEgTk8tHBHoJlFYqGzvZpCZkcm/z57XDEA104fwpZ9teyprKel1SnISmPYgEwG52d0eidj7pgiHvvs2dw3fyv/+/RaLvvxq/zTxeP59Llj+tTcAyLSdy3bfpBfvLSBD8wYqnk+uuBw+3PBxBI2ltfwj39czPtmDOGHH5kebDDpMx5auJ3fv7GFW88axekjBwSW49Rh+XzhovH8+Pl1zBpVyM1JOmm3u/Pj59fx8tpyvnntFCYPyQskx/c+eCrv/fnrfOaPi3jsc2dRmnvyaRlE+rpAikpmdjnwUyAM/Nbdv3vM/enAvcDpwD7go+6+Jd45e0tZdT0rdkZ6FC3edpCl2w5QVd8MQEZqiOEDspg8pJQRhVkMH5BFZtrfx+wu3X6QpdsPBpRcJHFkp6ccmcepJ8Ih42NnjuI9Uwbx30+s5PvPrOWxJTv51/dM5LLJAzUkLiD9vZ2Q/mX7/kO8sHovq3ZXkZeRyimD87jklIEnHaqybPtBbvn9AgblZfD1a6bEKW3fkp4S5uNnjeaBd7bxyOKdhEPG/7tycp8YJiQRJ2tPesODC7bxX39ZwTnjivnPq07p7c2d1OcuHMu7Ow7yX4+voLXV+diZI5Nq/6al1fne02u489VNfOj0YYEWxopy0vn1zbP4yK/f4oN3vMndH5/N2JKcwPKIJIK4F5XMLAz8ErgU2AG8Y2bz3H1Vm8U+CRxw93Fmdh3wPeCj8c7aE+5ORU1jdE6YQ2zdV8vq3VUs31nJ3qoGAAwYmJfBxEG5RwpIxbnpOjubSCd01MupvYnCO/v4X914Oi+u2cu3/7qaf/jDIiYMzOGmuSO5fOogHYmKo/7STkj/du9bW1i3p4YFW/axfm8NTuQMmC3u1De1kho2zh0fGWoxfmAOWdEDTO6wu7KeF9eU8ejiHZTmpXPfJ+eSn6kiSHdlpoW55cxRPL96L48s3smzq/Zyy5mj+NDpw3TGvCTXyfYkZrbuq+UHz67jiWW7OHd8Mb+8cSYp4eB7PqeEQ/zqppl89o+L+fq8lby2voKvXDGRcaW5QUc7IXdnweb9fPuvq1m+s5KPnTmSb7x3SuAFsVOH5fPAbXP55N3vcPXPXudzF47lY2eNIi9Dn8PSPwXRU2k2sMHdNwGY2YPAtUDbD/drgW9ELz8M/MLMzN2dXtba6rS60+JOayu0uNPSGvlX29BMbWMztQ3N1DS0UNvQTHV9ExU1jZRXN1Be00B5dQMV1Q3sqarnUGPLkfWGDMaU5HDW2GKmDs1nT2U9Q/IzSNdZp0QSykWTBnLe+BL+snQXd72xma/9ZSVfn7eScSU5TB2az5QheQwtyGRAdhpF2WlkpIYJh4yUkEV/hgiHjZCBYbTd77E2txmRuQ7s8O0qJreV0O2E9J62v77DF72d+4++rc3l6D3tvQtOtpwfWc6Pu+2oZTtYT01DMwcPNXGwrjH6s4nKQ40camyhrqmFuujP6vpmyqrrWb27mpZWJy8jhQsnlTJzxAAGZKVy/ewRLN9ZyZPv7uKv7+7mxTVlxz8ZID0lxPtnDOWLl05gYJ6K3j0VDhnvmTKIf33PRH7y/Hp++kLk36iiLE4ZnMfg/EyKctIozE4jNyOF7PQUctJTyEoLk5MeuZ6dlkJGaqhHn+fujnvkbebu0Z9/f69BZEh45J/ajk7oTHvSY48tiZxQZOHWA6SnhLj94vF84aJxCVFQOiw9JcydH5vF79/YzA+eXcslP9rL6SMHcPa4YsaWRE58Migvg+z0FFLDRlpKiLRwz97PJ9La6jS1ttLU4jS3tNLY0kpVXTO7K+vYfbCeVbureHV9OZvKaynOSedn18/gvacNTpj3/PThBcz7wjl8+8lV/ODZdfz8xQ1cMLGEM0YVMrwwi0F5GZTmpZOVmkJqipEaDpESskDyt/1caT1yOfrTo7cR6RHW3NJKc6vT1NJKc4vT3NpKY3Pk5+Hf1bH3N7X92RL5rEpLCZEaNtJTQqSGQ0feT6nRn2ltfh6+//CyQcw/djIdfTa3+t/3Aw6/pq3uNDS3UtfYQkNzC3WNrZH9gKYW6hqbeX5VGQ0trTQ2t9LY3EJjcysNzZG/gcbmVsyMkYVZhMNG2CJ/i5mpYTLTwmSkhiOXU0NHX0+L/Mxoc/nw7ekpvfd3fFgQRaWhwPY213cAczpaxt2bzawSKAIqYh3m4UU7+I9Hlx8pHnVXbkYKJbnpuENOegozhhdQmJ1GUU46hdlpFGSlkhL6e8NyeAJiEYmtrpx9riMp4RAfPH0YH5g5lDV7qnlu1V6WbT/IWxv38diSnTFI2bHDBafI5TZFJ4zPXDCWL106oVe3nyASqp34+Qvr+flLG2K92r7hSOGnc8Wgtrf3l/Jf2OzIF4q0cGSnOTs9hbPGFDG6OJvxA3OP2oF+8J3IW390cQ6fvXAcB2ob2VfbSHNL65HXLi8jlZLcdDJSw7ywuv2ik3TPuzsquWhSKdOHF7BqdxVbKmpZsHk/1Q3NNDa3dnl97X2mw/FfTHoiZJGimJnxrWun8NEzOtdjt5/oTHvSY6t3V1Nd38ztF4/nhtkjKE3QQm84ZHzq3DG8b8ZQ/vTOdp5ZuYdfvLieE30FCof+/r49mc5+b211Tvq9KyM1xOkjB/CZ88Zy9bTBZKUl3lTAQwsyueOm01m2/SB/XrSdV9aVn/Tsm515PU/2Op5sDYeLRIcLSMkmZJxw5M6JXp8TvjYneV07Khz1JiNSgGtbVANoaW090rGlsfnvRan6pq63Q8CRgxAhg9/dcgbnTSiJ4bNI8om6zew24Lbo1RozWxvD1RfTC19Oepkyx4cyx0fcM9/Y81X0auYv/w98ufsPT86ZOXuol9uJYyXq35lydV2iZkvUXJC42fpVruu+A9d1/+FqJ3rYTjwDfDEmqY5zwvdLDPZfYiWm7+u1wP2xWtnR2s2ZQK/jYYn6+XWsZMkJyZO113Ke/z/dfmiHbUQQRaWdwPA214dFb2tvmR1mlgLkE5mI9SjufidwZ2+ENLOF7j6rN9bdW5Q5PpQ5PpS5X0uKduJYifr7V66uS9RsiZoLEjebcvV7J21P4tlOdFeyvF+UM7aUM/aSJWuy5DwsiIG+7wDjzWy0maUROaAy75hl5gG3RC9/CHhR82SIiPQbaidERCQWOtOeiIhID8S9p1J07ovPE+khGgbucveVZvZNYKG7zwN+B/zBzDYA++lRT14REUkmaidERCQWOmpPAo4lItKnBDKnkrs/BTx1zG1fa3O5HvhwvHMdI6G7wXZAmeNDmeNDmfuxJGknjpWov3/l6rpEzZaouSBxsylXP9dee5KEkuX9opyxpZyxlyxZkyUnAKbRAiIiIiIiIiIi0lVBzKkkIiIiIiIiIiJJTkUlwMzuMrMyM1vR5rZCM3vOzNZHfw4IMuOxOsj8YTNbaWatZpZws8V3kPn7ZrbGzN41s8fMrCDAiMfpIPO3onmXmtmzZjYkyIzHai9zm/u+bGZuZsVBZOtIB6/zN8xsZ/R1XmpmVwaZ8Vgdvc5m9oXoe3qlmf1vUPkkfszscjNba2YbzOwrQec5zMyGm9lLZrYq+n68PehMbZlZ2MyWmNmTQWc5zMwKzOzh6N/wajM7M+hMh5nZF6O/xxVm9oCZZQSUI2H3mRJ1PyMZ22WJvxO9T6L3m5n9LNrWvGtmM+OdMZrjZDkvMLPKNvtvX2tvud7WmTYwEV7TTuYM/DU1swwzW2Bmy6I5/7udZdLN7E/R13O+mY1K0Jy3mll5m9fzU/HO2SZLh/tCifB6dpaKShF3A5cfc9tXgBfcfTzwQvR6Irmb4zOvAD4AvBr3NJ1zN8dnfg6Y6u6nAeuAr8Y71EnczfGZv+/up7n7dOBJIJDG8gTu5vjMmNlw4DJgW7wDdcLdtJMZ+LG7T4/+S7T5EO7mmMxmdiFwLTDN3acAPwggl8SRmYWBXwJXAJOB681scrCpjmgGvuzuk4G5wOcSKBvA7cDqoEMc46fA0+4+CZhGguQzs6HAPwGz3H0qkQmHg5qc/m4Sd5/pbhJzP+Nukq9dlvi7m/b3hQ67Ahgf/XcbcEccMrXnbk6cE+C1Nvtv34xDpvZ0pg1MhNe0s2110K9pA3CRu08DpgOXm9ncY5b5JHDA3ccBPwa+F9+IQOdyAvypzev527gmPNqJ9oUS4fXsFBWVAHd/lcjZg9q6Frgnevke4H3xzHQy7WV299XuvjagSCfVQeZn3b05evVtYFjcg51AB5mr2lzNBhJqYrIO3s8Q+TD6NxIsL5wwc8LqIPM/At9194boMmVxDybxNhvY4O6b3L0ReJBI+xE4d9/t7oujl6uJ7LQMDTZVhJkNA64CgtyRO4qZ5QPnETmzIO7e6O4HAw11tBQg08xSgCxgVxAhEnmfKVH3M5KxXZb468S+0LXAvR7xNlBgZoPjk+7vkmWfrZNtYOCvaSK31W1FX6Oa6NXU6L9jP7vatgUPAxebmcUpItDpnAmhE/tCgb+enaWiUscGuvvu6OU9wMAgw/QTnwD+FnSIzjCz75jZduBGEq+n0nHM7Fpgp7svCzpLF30+2h35rqCGU3TRBODcaBfVV8zsjKADSa8bCmxvc30HCbgzGO0yPQOYH3CUw35C5Mt0a8A52hoNlAO/j3ZF/62ZZQcdCsDddxLp+bgN2A1UuvuzwaY6SrLsMyXMfkYSt8sSnKRob6LOjA4/+puZTQk6zAnawIR6TU/SVgf+mkaHai0FyoDn3L3D1zNazK8EiuIakk7lBPhg9DvGw9Feo0H4CSfeF0qI17MzVFTqBI+cIi8hK5x9hZn9PyLdP+8LOktnuPv/c/fhRPJ+Pug8J2JmWcB/kATFr2PcAYwl0nV1N/DDQNN0TgpQSKT78r8CDyXqEQXpP8wsB3gE+OdjeloGledqoMzdFwWd5RgpwEzgDnefAdSSIEPfo0X1a4kUvoYA2WZ2U7Cp2peo+0yJtJ+RxO2ySGcsBkZGhx/9HHg8yDCJ1gZ25CQ5E+I1dfeW6PQfw4DZZjY1iBwn04mcTwCjosOin+PvvYHiJoH3hbpFRaWO7T3c/TH6U8NYeomZ3QpcDdwY3RlNJvcBHww6xEmMJfJFZJmZbSHyAbvYzAYFmuok3H1vtFFoBX5DZJhRotsBPBrteruAyJEHTb7at+0E2h7hGha9LSGYWSqRndT73P3RoPNEnQ1cE/08ehC4yMz+GGwkIPL3u6PNEc2HiRSZEsElwGZ3L3f3JuBR4KyAM7WV0PtMCbifkZTtsgQuodubw9y96vDwI4/Mh5lqAU1E34k2MCFe05PlTKTXNJrhIPASx8+tdeT1jA7Vzgf2xTVcGx3ldPd9h6eqIDL07PQ4R4PO7Qsl1Ot5IioqdWwecEv08i3AXwLM0meZ2eVEuv1d4+6Hgs7TGWY2vs3Va4E1QWXpDHdf7u6l7j7K3UcR+eI00933BBzthI4Z0/5+IhPRJ7rHgQsBzGwCkAZUBBlIet07wHgzG21maUQmT54XcCYgclYbIvMDrXb3HwWd5zB3/6q7D4t+Hl0HvOjugfe6iX4mbjezidGbLgZWBRiprW3AXDPLiv5eLyZBJhGPSth9pkTcz0jWdlkCNw/4mEXMJTIMdvfJHhRvZjbocC9tM5tN5Ptm3L8Id7INDPw17UzORHhNzazEomfPNLNM4FKO/w7Uti34EJH2Pa6F/M7kPOY7xjUE0J52cl8o8Nezs1KCDpAIzOwB4AKg2Mx2AF8Hvktk6Monga3AR4JLeLwOMu8n0iWyBPirmS119/cEl/JoHWT+KpAOPBf9rHzb3T8TWMhjdJD5yuiXjlYi742EyQvtZ3b33wWb6sQ6eJ0vMLPpRIZRbAH+Iah87ekg813AXRY5zW4jcEuifvhLbLh7s5l9HniGyBm57nL3lQHHOuxs4GZgeXRuAYD/8MQ7k2Ii+QJwX7RAuAn4eMB5AHD3+Wb2MJEhEM3AEuDOILIk8j5Tou5nJGO7LPHXwfs3FcDd/w94CrgS2AAcIqDPp07k/BDwj2bWDNQB1wW0L9RuGwiMaJM1EV7TzuRMhNd0MHCPRc56GwIecvcnzeybwEJ3n0ekOPYHM9tA5HtpEGcp7UzOfzKza4i0p/uBWwPI2a4EfD07xfR9R0REREREREREukrD30REREREREREpMtUVBIRERERERERkS5TUUlERERERERERLpMRSUREREREREREekyFZVERERERERERKTLVFQSERERERERiSMz+yczW21m93XjsVvMrLg3col0lYpKIlFmdreZfSh6+WUzmxW9/JSZFQSUKbBti4j0V2Y2ysxWxHvdZjbEzB7uje2KiEjC+SxwqbvfGHQQkZ5QUUnkJNz9Snc/GM9tWkQoiG2LiEj8mVmKu+9y9w8FnUVERHqXmf0fMAb4m5lVmtm/tLlvhZmNil6+ycwWmNlSM/u1mYUDiizSIRWVpE8zs2wz+6uZLYt+QH/UzE43s1fMbJGZPWNmg0+yji1mVhw9urzazH5jZivN7Fkzy4wuc4aZvRv9wP/+iY5wm9mtZvaXaG+o9Wb29ejto8xsrZndC6wAhrft2mpmH4tuY5mZ/SF6W4mZPWJm70T/nR2r105ERMDMxpjZEjP7VzN73Myei342f97MvhS9720zKzzBOk6PfnYvAz7X5vZbzWyemb0IvNC2F1N0nVPaLPuymc2Ktmt3Rb9kLDGza9us61Ezezratvxv770qIiLSE+7+GWAXcCHw4/aWMbNTgI8CZ7v7dKAFUK8mSTgqKklfdzmwy92nuftU4Gng58CH3P104C7gO11Y33jgl+4+BTgIfDB6+++Bf2jzgX8ys6OPPQ348OGhdtH1/8rdp7j71sMLR79Y/CdwkbtPA26P3vVT4MfufkZ0fb/twnMREZETMLOJwCPArUA5MBX4AHAGkbbjkLvPAN4CPnaCVf0e+EL08/tYM4m0Secfc/ufgI9EcwwGBrv7QuD/AS+6+2wiX0a+b2bZ0cdMJ/IF5FTgo2Y2vEtPWEREEsnFwOnAO2a2NHp9TKCJRNqREnQAkV62HPihmX0PeBI4QORLwXNmBhAGdndhfZvdfWn08iJgVHTOo1x3fyt6+/3A1SdZz3Puvg/AzB4FzgEeB7a6+9vtLH8R8Gd3rwBw9/3R2y8BJkefC0CemeW4e00XnpOIiByvBPgL8AF3X2VmM4CX3L0aqDazSuCJ6LLLiRwkOE60jShw91ejN/0BuKLNIs+1+Uxv6yHgWeDrRIpLh+daugy4ps1QiQxgRPTyC+5eGd3uKmAksL3zT1lERALQzNGdPTKiPw24x92/Gv9IIp2nopL0ae6+zsxmAlcC3wZeBFa6+5ndXGVDm8stQGZ3o3VwvbaL6wkBc929vps5RESkfZXANiJF/1XR29q2Aa1trrfS/X2qdj/33X2nme0zs9OI9D76TPQuAz7o7mvbLm9mczi+jdJ+nohI4ttC9IB09HvL6OjtLwB/MbMfu3tZdJh1btvRDCKJwNyP/W6bnIqLi33UqFFBxxARSUiLFi2qcPeSoHMESe2EiEjH1E6onRAR6ciJ2og+cwRr1KhRLFy4MOgYIiIJycz6/VEttRMiIh1TO6F2QkSkIydqIzRRt4iIiIiIiIiIdJmKSiIiIiIiIiIi0mUqKomIiIiIiIiISJepqCQiIiIiIiIiIl2mopKIiIiIiIiIiHRZnzn7WzK5f/624267Yc6IAJKIiEiyUlsiItI/tPd5D/rMF5HEEHhPJTMbbmYvmdkqM1tpZrdHby80s+fMbH3054Cgs4qIiIiIiIiISETgRSWgGfiyu08G5gKfM7PJwFeAF9x9PPBC9LqIiIiIiIiIiCSAwItK7r7b3RdHL1cDq4GhwLXAPdHF7gHeF0hAERERERERERE5TuBFpbbMbBQwA5gPDHT33dG79gADg8olIiIiIiIiIiJHS5iikpnlAI8A/+zuVW3vc3cHvJ3H3GZmC81sYXl5eZySioiIiIiIiIhIQhSVzCyVSEHpPnd/NHrzXjMbHL1/MFB27OPc/U53n+Xus0pKSuIXWERE4srMwma2xMyejF4fbWbzzWyDmf3JzNKCzigiIiIi0t8EXlQyMwN+B6x29x+1uWsecEv08i3AX+KdTUREEsbtRObcO+x7wI/dfRxwAPhkIKlERERERPqxwItKwNnAzcBFZrY0+u9K4LvApWa2Hrgkel1ERPoZMxsGXAX8NnrdgIuAh6OL6GQOIiIiIiIBSAk6gLu/DlgHd18czywiIpKQfgL8G5AbvV4EHHT35uj1HUTOGioiInIUMysgclBiKpE5Wj/h7m8FGkpEpA9JhJ5KIiIi7TKzq4Eyd1/UzcfrhA4iIv3bT4Gn3X0SMI2jh1KLiEgPBd5TSURE5ATOBq6JDovOAPKIfEEoMLOUaG+lYcDO9h7s7ncCdwLMmjXruLOIiohI32Vm+cB5wK0A7t4INAaZSUSkr1FPJRERSVju/lV3H+buo4DrgBfd/UbgJeBD0cV0MgcREWnPaKAc+H30DKK/NbPsoEOJiPQlKiqJiEgy+nfgS2a2gcgcS78LOI+IiCSeFGAmcIe7zwBqga+0XUDDpEVEekZFJRERSQru/rK7Xx29vMndZ7v7OHf/sLs3BJ1PREQSzg5gh7vPj15/mEiR6Qh3v9PdZ7n7rJKSkrgHFBFJdioqiYiIiIhIn+Pue4DtZjYxetPFwKoAI4mI9DmaqFtERERERPqqLwD3mVkasAn4eMB5RET6FBWVRERERESkT3L3pcCsoHOIiPRVGv4mIiIiIiIiIiJdpqKSiIiIiIiIiIh0mYpKIiIiIiIiIiLSZSoqiYiIiIiIiIhIl6moJCIiIiIiIiIiXaaikoiIiIiIiIiIdJmKSiIiIiIiIiIi0mUqKomIiIiIiIiISJepqCQiIiIiIiIiIl2mopKIiIiIiIiIiHSZikoiIiIiIiIiItJlKiqJiIiIiIiIiEiXqagkIiIiIiIiIiJdpqKSiIiIiIiIiIh0mYpKIiIiIiIiIiLSZYEXlczsLjMrM7MVbW77hpntNLOl0X9XBplRRERERERERESOFnhRCbgbuLyd23/s7tOj/56KcyYRERERERERETmBwItK7v4qsD/oHCIiIiIiIiIi0nmBF5VO4PNm9m50eNyAoMOIiIiIiIiIiMjfJWpR6Q5gLDAd2A38sL2FzOw2M1toZgvLy8vjGE9EROLFzDLMbIGZLTOzlWb239HbR5vZfDPbYGZ/MrO0oLOKiIiIiPQnCVlUcve97t7i7q3Ab4DZHSx3p7vPcvdZJSUl8Q0pIiLx0gBc5O7TiBxsuNzM5gLfIzL/3jjgAPDJ4CKKiIiIiPQ/CVlUMrPBba6+H1jR0bIiItK3eURN9Gpq9J8DFwEPR2+/B3hf/NOJiIiIiPRfKUEHMLMHgAuAYjPbAXwduMDMphP50rAF+Ieg8omISPDMLAwsAsYBvwQ2AgfdvTm6yA5gaEDxRERERET6pcCLSu5+fTs3/y7uQUREJGG5ewsw3cwKgMeASZ15nJndBtwGMGLEiF7LJyIiIiLSHyXk8DcREZH2uPtB4CXgTKDAzA4fHBkG7Gxnec29JyIiIiLSS1RUEhGRhGZmJdEeSphZJnApsJpIcelD0cVuAf4SSEARERERkX4q8OFvIiIiJzEYuCc6r1IIeMjdnzSzVcCDZvZtYAkaOi0iIiIiElcqKomISEJz93eBGe3cvgmYHf9EIiIiIiICMR7+ZmaPmtlVZqZhdSIichy1EyIi0h1qP0REElOsP5R/BdwArDez75rZxBivX0REkpvaCRER6Q61HyIiCSimRSV3f97dbwRmAluA583sTTP7uJmlxnJbIiKSfNROiIhId6j9EBFJTDHvPmpmRcCtwKeITJz6UyIf/s/FelsiIpJ81E6IiEh3dKf9MLOwmS0xsyfjElJEpJ+J6UTdZvYYMBH4A/Bed98dvetPZrYwltsSEZHko3ZCRES6owftx+3AaiCvlyOKiPRLsT7722/c/am2N5hZurs3uPusGG9LRESSj9oJERHpji63H2Y2DLgK+A7wpThkFBHpd2I9/O3b7dz2Voy3ISIiyUvthIiIdEd32o+fAP8GtMY8jYiIADHqqWRmg4ChQKaZzQAselcekBWLbYiISPJSOyEiIt3R3fbDzK4Gytx9kZldcILlbgNuAxgxYkSMUouI9B+xGv72HiKT5g0DftTm9mrgP2K0DRERSV5qJ0REpDu6236cDVxjZlcCGUCemf3R3W9qu5C73wncCTBr1iyPYW4RkX4hJkUld78HuMfMPujuj8RinSIi0neonRARke7obvvh7l8FvgoQ7an0L8cWlEREpOdiNfztJnf/IzDKzI6bBM/df9TOw0REpJ9QOyEiIt2h9kNEJLHFavhbdvRnTozWJyIifYvaCRER6Y4etx/u/jLwcizCiIjI0WI1/O3X0Z//HYv1iYhI36J2QkREukPth4hIYgvFcmVm9r9mlmdmqWb2gpmVm5nGLouICKB2QkREukfth4hIYoppUQm4zN2rgKuBLcA44F9jvA0REUleaidERKQ71H6IiCSgWBeVDg+nuwr4s7tXxnj9IiKS3NROiIhId6j9EBFJQLGaqPuwJ81sDVAH/KOZlQD1Md6GiIgkL7UTIiLSHWo/REQSUEx7Krn7V4CzgFnu3gTUAtfGchsiIpK81E6IiEh3qP0QEUlMse6pBDAJGGVmbdd9by9sR0REkpPaCRER6Q61HyIiCSamRSUz+wMwFlgKtERvdk7wYW9mdxGZcK/M3adGbysE/gSMIjIR30fc/UAss4qISPx1p50QERFR+yEikphi3VNpFjDZ3b0Lj7kb+AVHNwhfAV5w9++a2Vei1/89ZilFRCQo3WknRERE1H6IiCSgWJ/9bQUwqCsPcPdXgf3H3HwtcE/08j3A+3qcTEREEkGX2wkRERHUfoiIJKRY91QqBlaZ2QKg4fCN7n5NF9cz0N13Ry/vAQbGKJ+IiASrS+2EmQ0n0pN1IJFhDne6+081TFpEpN+J1fcMERGJoVgXlb4R4/Xh7m5m7XZzNbPbgNsARowYEetNi4hI7H2ji8s3A19298VmlgssMrPngFvRMGkRkf7kG0EHEBGR48V0+Ju7v0LkiHFq9PI7wOJurGqvmQ0GiP4s62B7d7r7LHefVVJS0s3UIiISL11tJ9x9t7svjl6uBlYDQ9EwaRGRfiWG3zNERCSGYlpUMrNPAw8Dv47eNBR4vBurmgfcEr18C/CXHocTEZHA9aSdMLNRwAxgPhomLSLSr8Twe4aIiMRQrCfq/hxwNlAF4O7rgdITPcDMHgDeAiaa2Q4z+yTwXeBSM1sPXBK9LiIiya/L7QSAmeUAjwD/7O5Vbe+Lngmow2HSZrbQzBaWl5f3NLuIiASnW+2HiIj0rljPqdTg7o1mBoCZpdDBjv5h7n59B3ddHONsIiISvC63E2aWSqSgdJ+7Pxq9ea+ZDXb33ScbJg3cCTBr1iydhlpEJHl1uf0QEZHeF+ueSq+Y2X8AmWZ2KfBn4IkYb0NERJJXl9oJi3x7+B2w2t1/1OYuDZMWEelf9D1DRCQBxbqo9BWgHFgO/APwFPCfMd6GiIgkr662E2cDNwMXmdnS6L8r0TBpEZH+Rt8zREQSUEyHv7l7q5k9Djzu7pq8QkREjtLVdsLdXwesg7s1TFpEpJ/Q9wwRkcQUk55KFvENM6sA1gJrzazczL4Wi/WLiEhyUzshIiLdofZDRCSxxWr42xeJDFE4w90L3b0QmAOcbWZfjNE2REQkeamdEBGR7lD7ISKSwGJVVLoZuN7dNx++wd03ATcBH4vRNkREJHmpnRARke5Q+yEiksBiNadSqrtXHHuju5dHTwUtIiL9m9oJERHpDrUf/dT987e1e/sNc0bEOYmInEiseio1dvM+ERHpH9ROiIhId6j9EBFJYLHqqTTNzKraud2AjBhtQ0REkpfaCRER6Q61HyIiCSwmRSV3D8diPSIi0jepnRARke5Q+yEikthiNfxNRERERERERET6ERWVRERERERERESky1RUEhERERERERGRLlNRSUREREREREREukxFJRERERERERER6TIVlUREREREpM8xs+Fm9pKZrTKzlWZ2e9CZOsvd+cvSnVz8w5d5aOF2yqrrg44kItIuFZVERERERKQvaga+7O6TgbnA58xscsCZOuWHz67j9geXEg4Zq3ZV8X+vbKSqvinoWCIix1FRSURERERE+hx33+3ui6OXq4HVwNBgU53chrJq/u+VjXxgxlD+dvt5fO7CcTS3OE8s2xV0NBGR46ioJCIiIiIifZqZjQJmAPMDjnJS33pyNZmpYf7fVacQDhkluelcfMpAVu6qYu2eqqDjiYgcRUUlERERERHps8wsB3gE+Gd3rzrmvtvMbKGZLSwvLw8mYBtLtx/klXXlfP6icRTlpB+5/ZxxxeRlpPDmxn0BphMROZ6KSiIiIiIi0ieZWSqRgtJ97v7osfe7+53uPsvdZ5WUlMQ/4DEeWridjNQQ188ZcdTt4ZBxxqhC1pfVsL+2MaB0IiLHU1FJRERERET6HDMz4HfAanf/UdB5TqausYUnlu7iyqmDyctIPe7+WaMKCRks2KzeSiKSOFRUEhERERGRvuhs4GbgIjNbGv13ZdChOvL0yt1UNzTz4VnD270/PzOViYPyWLTtIK3ucU4nItK+lKADnIiZbQGqgRag2d1nBZtIRERERESSgbu/DljQOTpr3tJdDBuQydwxhR0uM21YPqt3V7F136E4JhMR6VhCF5WiLnT3iqBDiIiIiIiI9IZDjc28sXEfN84ZQWTUXvsmDswlJWSs3FUZx3QiIh3T8DcREUloZnaXmZWZ2Yo2txWa2XNmtj76c0CQGUVERHrizQ37aGxu5eJJA0+4XHpqmHGlOazcVYVrCJyIJIBELyo58KyZLTKz24IOIyIigbgbuPyY274CvODu44EXotdFRESS0gtryshOCzN7dMdD3w6bMiSfyrom3t2h3koiErxELyqd4+4zgSuAz5nZeW3vNLPbzGyhmS0sLy8PJqGIiPQqd38V2H/MzdcC90Qv3wO8L56ZREREYsXdeWlNGedNKCEt5eRfz04ZnIsBz6/e2/vhREROIqGLSu6+M/qzDHgMmH3M/Xe6+yx3n1VSUhJERBERCcZAd98dvbwHOPF4ARERkQS1ancVe6rquWhSaaeWz0pLYURRFi+uKevlZCIiJ5ewRSUzyzaz3MOXgcuAFSd+lIiI9DcemVSi3Ykl1KNVREQS3YuryzCDCyZ2rqgEMGlgLit3VbGnsr4Xk4mInFzCFpWIHHV+3cyWAQuAv7r70wFniomWVtfEeiIiPbPXzAYDRH+2e7hWPVpFRCTRvbCmjNOGFVCSm97px0wcnAfAS2vVW0lEgpUSdICOuPsmYFrQOWKlrKqen76wnseX7KS2sYWS3HTOHFPE7NGFhE5w2lAREWnXPOAW4LvRn38JNo6IiEjXlVc3sGzHQb54yYQuPW5gbjpDCzJ5cU0Z188e0UvpREROLmGLSn3Jip2V3Py7+VTXN3Pt9KEcONTIur3VzFu2i43lNXz49OFBRxQRSVhm9gBwAVBsZjuArxMpJj1kZp8EtgIfCS6hiIhI97y8tgx3Oj2f0mFmxkWTSnlk8Q4amltITwn3UkIRkRNTUamXrdhZyfW/eZu8jFT+/JmzGFeaw/3zt3HxpFLe3LiPp5bv5r7mrdx85kjCIfVYEhE5lrtf38FdF8c1iIiISIy9tLaMgXnpTBmS1+XHXjSplD+8vZX5m/Zz3gQN8RaRYCTynEpJr7KuiX+8bxE56Sk89JkzGVeac+Q+M+PsccW8b/pQ1pfV8L/PrAkwqYiIiIiIxFNjcyuvrqvgokkDsW5Mh3Hm2CIyUkM6C5yIBEpFpV7i7nzlkXfZfbCeX9wwg6EFme0ud8boQuaMLuTXr2zi1XU6M5GIiIiISH/wzpb91DQ0c3EXh74dlpEa5uyxxby4pkwnARKRwKio1EueXrGHv63Yw5cum8DpIwtPuOyVpw5mbEk2X310OTUNzXFKKCIiIiIiQXlhdRnpKSHOHlfc7XVcOKmUbfsPsbG8NobJREQ6T0WlXlBV38TX561k8uA8bjt3zEmXTw2H+N8PTWNXZR0/eGZtHBJKPNw/f9tR/0REREREIDKq4YU1ezlzbBGZad2fZPvCaC+nF9fsjVU0EZEuUVGpF/zs+fWU1zTw/33gVFLCnXuJTx85gBtmj+APb29lQ1l1LycUEREREZGgbCyvZeu+Q90e+nbY0IJMJg3K1bxKIhIYFZVibEtFLfe8tYWPnD6cacMLuvTYL106gazUMN/56+reCSciIkmtur6JF9fs5Y6XN/Lsyj28tr6cNXuqaGxuDTqaiIh0wXOrIj2LLj5lYI/XddGkUhZuOUBlXVOP1yUi0lUpQQfoa777tzWkhkN8+bIJXX5sUU46X7h4HP/z1BpeXVeuU4OKiAgAG8qquePlTTzx7q4jBSQDDk/Lmho2pg0r4MyxRYwuzg4sp0hfdeww9hvmjAgoifQVz67aw2nD8hnSwcl8uuKiSaX86uWNvLa+nKtPGxKDdCIinaeiUgzN37SPp1fu4UuXTqA0L6Nb67jlrFHcN38b3/7rKp4ae26nh8+JiEjfU9fYwvefWcs9b20hPSXER2YN48qpgzlteAF/WbKT+qZWdh6sY/nOSpZsO8ClP3qF284bwz9dPJ6M1O7P0SEiIr2nrKqeJdsO8i/dOAjdnhkjBlCQlcqLa8r6RFGpuaWVNzbuY96ynaSEQgwpyOTUofmEQxZ0NBFph4pKMdLa6nz7r6sZlJfBpzsxOXdH0lPCfPWKU/jMHxfxwDvbuXnuyBimFBGRZLFqVxWff2AxmytquWH2CL506QSKctKP3G9mZKaFGVeaw7jSHC45pZT1ZTX86uWNvLimjF/cMJNxpTkBPgMREWnPc6sjQ98umzIoJusLh4wLJ5by0poymlpaSU3ig9Lb9x/ic/cv5t0dlaSFQzhOU4vz0toyPjJrOENj0LNLRGIreT9xEsxjS3ayfGcl/3b5xB6dwQHgPVMGMndMIT9+bp3GRouI9ENPvruLD9zxBrUNzdz3yTl85/2nHlVQak9uRio/+PA07v74GZRVN3DtL17n5bWauFVEJNE8tXw3o4qyGB/Dwv9Vpw7mwKEmXt9QEbN1xtvKXZW89xevs7milh99ZBr/edUpfOO9U7hh9ggam1v57Wub2FheE3RMETmGikoxUNPQzHefXsO0Yfm8b/rQHq/PzPivqydz4FAjP3thfQwSiohIsvjta5v4/P1LmDIknye+cA5njSvu0uMvmFjKU/90LiOLsvnkPQt5cMG2kz9IRETiYk9lPW9u3Mc104diFrvhXOdOKCYvI4Unlu6K2Trjaeu+Wm656x2yUsM88flz+MDMYaSEQ5gZU4fm85nzx5Kfmcq9b21hxc7KoOOKSBsqKsXAL17cQHl1A9+4ZgqhGI31nTIkn+vOGM49b25RRV5EpB9wd77/zBq+/dfVXDF1EPd/eg6lud2bn29QfgYPfeZMzhlXzFceXc4PnlmLu5/8gSIi0queWLYLd3jf9NjOfZSeEuaKqYN5ZuUe6ptaYrru3lbX2MKn711Ic2sr935yNqPaOeFEfmYqnzhnNFlpKXz63oWUVdcHkLT33T9/W7v/RBKZiko9tKWilrte38wHZw5jxogBMV33ly6dSEZqmO/8dXVM1ysiIomlpdX5j8dW8MuXNnL97BH84oaZpKf0bCh1TnoKv71lFtfPHs4vXtrAVx5ZTnNLa4wSi4hIdzy2ZCfThhcwpiT2c95dM30ItY0tPLdqb8zX3Zv++4mVrC+r4efXz2BcaW6Hy+VlpHLz3JEcONTIF/+0lJZWHSwRSQQqKvXQt/+6itSw8e+XT4z5ukty0/nCReN4cU2Z5sUQEemjGppb+Pz9i3lgwTY+d+FY/uf9U2N2hpvUcIj/ef+p/NPF4/nTwu189r7FSXcEW0Skr1i5q5JVu6ti3kvpsLljihg2IJP75m/tlfX3hr8s3cmD72znsxeM5dzxJSddfkhBJv99zRTe2LCPO17eEIeEInIyKir1wEtrynh+dRlfuHg8pXndG6JwMreePYrRxdl87S8rqWvUFwERkb6kpqGZT9z9Dn9bsYf/vOoU/vU9k2I6xwZE5un70qUT+MZ7J/Psqr3cctcCqup1EggRkXj7/RtbyEoL84EZw3pl/eGQceOckby9aT/r91b3yjZiaXNFLf/x6HJmjRzAFy+Z0OnHfWTWcK6ZNoQfP7+ed7bs78WEItIZKip1U2VdE199dDnjS3P4+Nmjem076Slh/uf9p7Jt/yF++OzaXtuOiIjEV3l1Azf85m3e3rSfH354Gp86d0yvbu/Ws0fz0+ums2jrAa779duUVzf06vZEROTvKmoamLd0Fx+cOYz8rNRe285HzxhOWkqIP7yd2L2V6pta+Ox9i0lNCfGz62eQEu7811Iz4zvvn8qwAZnc/sASDh5q7MWkInIyKip10zefWEV5TQM//Mi0Hs97cTJnji3ihjkjuOuNzby1cV+vbktERHrf+r3VvO+Xb7B+bw2/vul0Pnh67xy1Pta104fyu1vPYHNFLR/6vzfZtu9QXLYrItLf/eGtrTS2tHJrLx6MBijMTuO9pw3hzwt3JPRk1l//y0pW767ixx+ZzpCCzC4/PjcjlZ9fP4Pymgb+5c/v6mQUIgFSUakbHlq4nUcW7+BzF47jtGEFcdnm/7vyFEYVZXP7g0uoqNHRZRGRZPXGhgo+cMebNLa08qd/mMslkwfGdfvnTyjh/k/PobKuiQ/c8QZvb9LBChGR3lRe3cBvX9vEZZMHMrYXJug+1hcuGkdTSyu/eDEx5xx6aOF2/rRwO5+/cBwXTirt9npOG1bAV644hedX7+XuN7fELqCIdImKSl20bPtB/uvxFZw9rojbLx4ft+1mp6fwixtmcrCuic/et5iGZs2vJCKSTFpanZ+9sJ6P3bWAwfkZPPbZs+J2YOJYM0YM4OHPnEVeZio3/nY+v35lo47yioj0kp88v46G5la+csWkuGxvVHE2HzljOA8s2MbWfbVx2WZnrd5dxX89voKzxhbxxUs7P49SRz5x9iguOaWU7/x1NW9uqIhBQhHpKhWVumBDWTW3/n4BJbnp/Oy6GTE7O09nTR6Sx/c/dBoLNu/nSw8t02k0RUSSxK6Dddzwm7f50XPruOrUwTzyj2cxbEBWoJnGleYw7/PncPmUQfx/f1vDp+9dxJ7KxB0qISKSjBZvO8CD72znprkjGROHXkqH3X7xeNLCIf714XcT5jvDjgOH+MTd75CfmcpPY/Rdysz40UenM7o4m8/8cVFSTFAu0tekBB0gWazYWckn7n6HcCjEHz85h6Kc9EByXDt9KHur6vmfp9bQ2ur85LrpvT6nk3SspdVZuauS1zdUsLm8ll2Vdew+WE9Dcyt1TS3kZ6ZSkJnKgOw0hg7IZOaIAnIzem9yRhFJLA3NLdzz5hZ+/uIGWlqdH3x4Gh+cOTTmZ3jrrpz0FH5xwwxmvjGA7z29hkt+9ApfunQCHztzZJcmTRURkeMdPNTI5+9bzJCCjJj0yumKgXkZ/Pe1U/mXPy/j/17ZyOcuHBfX7R9r18E6bv7dAmobmnnwtjMpyY3dd6m8jFTuuvUMPnDHm1z/m7d54NNzGT8wN2brj4fq+ibe3LiPvy3fTVl1A1X1TbS0OmkpIQqy0qisa2LOmEKmDysgFOeODSInk9BFJTO7HPgpEAZ+6+7fjXcGd2fesl189dHlFGSmcvcnZjOqODveMY5y23ljCYdCfOvJVez+9dv8/PoZDC8M9oh3f7LrYB2vrS/n1fUVvLmhggOHIqfmHpiXzpCCTE4ZnEdmWph1e6uprGti875alm4/yItryggZTBmSz3kTijl/QikzRxToi1uSuH/+tuNuu2HOiACSSFuJ0E60p6mllaeW7+YHz65l+/46LpxYwtfeO4XRAbcf7TEzPnnOaC45pZSv/WUl33xyFQ8t3M5nzh/LVacNJlWfUSJA5EBSXVMLra3Onsp6HCczNUxWWgppKfo7SVRBtRNV9U18+t6FlNc08Mg/nkV+ZvwPKn5w5lBeXlvGD55dS2luOh+eNTzuGQCW76jkU/e+w6GGFu7+xBlMHpIX820ML8zigU/P5frfvM2H/u8tfn79DM6bUBLz7cRSXWMLz67aw+NLdvL6hgqaWpxwyCjNTSc/M5VwyGhobmXXwTq+9/QaAAblZXD51EFcddpgTh8xoM8UmNrbzwbtayeLhC0qmVkY+CVwKbADeMfM5rn7qnhlWLunmu8/s4bnV5dx+sgB3HHjTErzMuK1+RP65DmjGZKfwb898i6X/+RVPnvhOD5x9mgy09RrKdZqG5qZv3kfr66r4LX15Wwsj4xNL81N56JJAzlvQjFnjS0+7ohL2w/HhqYWxg/MZcGW/by1sYL/e2UTv3xpI7kZKZwzrpgLJpZw/oRSBuUnxvtLJBkkQjtxrK37avnTO9t5aOEOKmoamDQolz9+cg7njC8OKlKnjSzK5u6Pn8HfVuzhh8+u5Z//tJTvPb2Gm+aO5Iqpg+I6bEMk3qrqm9i+/xDb99ex48ChyOUDdeyprKeyronymgYam1uPLP/d6Be8w9LCIYpz0hiYn8HA3AwG5Uf+DRuQyfABWQwbkElhdlrC9FLsL4JqJzaV1/BPDy5hze5qfnLd9MDmzzMzfvDhaVTWNfFvj7zL7sp6PnvB2Lgd0KxrbOHOVzfx8xfXU5qbzsP/eBYTB/VeD6JxpTk8/Jkz+Yc/LOKW3y/g1rNG8cVLJ5CXQKMEGppbeH19BX99dzfPrNxDbWMLg/MzuPWsUVx8ykDW7alu9/dz+dRBvLqunKeW7+aBBdu4+80tDMnP4OppQ7hm2hCmDMnT54sEJmGLSsBsYIO7bwIwsweBa4FebQT2VtXz2voK/rI0UjHOTkvhq1dM4lPnjon7HEonc8Wpgzl1WD7ffGIV339mLb9+ZSPvnzGUy6YM4vSRA8hIVYGpqxqbW9myr5Z1e6tZsu0gC7fsZ8WuKlpanYzUELNHF3H97BGcO76ECQNzOv3hnZ4a5pzxxZEvlpdOoLKuiTc3VPDy2nJeWVfO31bsAWDSoFxmjy5k6tB8ThuWz5jiHB39DJi7U9/USnV9Ew1NrTQ0t9IandB42faDmEHIjOz0FLLTw2SnpZCVFlbDHh+BtBOHNbW0snVfLWv2VPP2pn28sWEfmytqCRlcNKmU62eP4IKJpQnXdpyImXHlqYO5fMogXl5Xxm9e3cz3n1nL959Zy9iSbC6YWMppw/KZOjSf0UXZfeYIqfRt7k5VXTO7KuvYcSBSNNp5IHr5YKSQVFnXdNRjctNTGF6YxeD8DE4ZnMeeyjoy08JkpoYJhYy5Y4oAqG9qobahmeqGZsqrGyiramBDeQ1vbKiguqH5qHVmpYWPKjINL8xiWJvLQfRk6Qfi2k5sKq/h/vnbuPftrWSkhPjNx2b16OxmsZCRGubOm2fx74+8y4+eW8ffVuzhH84bw2VTBpKVFvuvgu7OxvIanli2m/vmb6WippFrpg3hv6+ZwoDstJhv71gji7J59LNn8T9PrebuN7fwyKIdXD97BO8NqPDi7mwoq+HtzfuZv2kfr6wrp7q+mfzMVK4+bQjvmzGUOaMLj7Snm8rbn1i9MDuN980YyvtmDKW2oZnnV+9l3tJd3PX6Zu58dRNjirM5b0IJs0cXMnt0IcUBTdXSGe5OdUMzZVX17KlsYG9VPa+sLaOqvpm6phaaW52WVseAhVv2k5UepiAzUrQflBf5NzA/neLsdO2HJIhELioNBba3ub4DmBPrjSzaeoA/L9zOpvJaNpbXsK+2MbLxgkxuv3g8t5w5Ki4fgN01bEAWd35sFou2HuCeN7fwwDvbueetrZjByMIsxg/MZWhBJgVZqQzISiMzNUxK2EgJh0gNGeGQkRoOnfQP8kT3nuyz2U74aHAcd3A4cvYhj/535D7nyO3uHv3ZZg1HHt/xOgGaW5xD0R3AQw3N1DS0sK828mG2t6qB7fsP0RydzDA9JcS04QX84/ljmTumiFmjYleoy89M5YpTB3PFqYNxd9bureaVaIHpkUU7uPetrUDktR2cl8HwwixKol1hD//LyUghNRwiNWykhP7+Mxw+/hVvrwE9fpnjc7b3u4u8+kf/TiLX/ajreAfLe8eP8WMefPw2Opeho2Ubo3Nd1TW1UN/YcuRyXWMrdU3NVNc3U9vQTE1DMzX10Z8NzXQ0v+Udr2xs93YzyEoNk52eQk56CjkZkZ/Z6SnkRn8evi0rLXzk7zElHCIlZJG/0ejvNGQG0cLViMKshBw+FaC4tBMLNu/n9Q0V7K9tYF9NI/tqGqmojXxeNLVE3hzZaWHmjini5rkjuXzqIIYUZMY6RlyFQsZFkwZy0aSB7DxYx/Or9vLcqr384e2tR3prpKeEGJyfwZCCTAbmZZAbfU/nZkQ+n9LDIcLR93M4ZKSEjHAo8h43a/9zqa3ebHfaco7+Az/2JHjH/vm3d5a84245bh0n2UYXt3n8/ScOcPL1H3t/O8+xG69LV7bRndekobmV+qaW6L+/f75XHmpiX20DB2qb2H+okQO1jUfa9sMyUkMMLchk6IAspg8vYPiALIYXZkV/ZpKfmXrUe/TYoRnXzz75kIzq+iZ2HKhj+/5DkZ8HDh25Pn/zfmraKToNyEqLzMeYdfhfGrkZKaSnhElPCZGRGvmZnhIiLSVEyCJ/W6GQETbjlCF5DE3yz58Yi0s7ccfLG7l/wVa2768jJWS8d9oQvnrlJEpzE6MHemZamJ9dP4P3TBnED5+L9ERNC4c4dVg+IwqzGD4gk5LcdNKPvL8iP+HoffG2++HNLR7dh2rmwKEmdh6oY1dlHat3V1NR04AZnDOumC9cNJ7Zowvj+nyz0lL49vtO5bozRnDHyxv57eub+fWrm8jLSGFcaQ7jSnMYNiCL3IxIm5WZGiZkkbYvZHbcZXdodT/ys/XI9cjl5laPFJfrm6iuj+xP7q2qZ3NFLVv3HaKuKXLW7kF5GVw2eRBXnzaYs8cVd/vAcXZ6CtdOH8q104dy8FAjf1uxh6eW7+ZP72zn7je3AFCUncao4mxGFmVRkpNOflbk+0NaOERqOHTUvmY4ZEc+747alz7uwtGf3W0/p5tb//6Z3NDcSkP0Z3V9M/trG9hf2xTZj6ptpKyq4chr0lZGaijyXTUU2X9wnHe2NlHb0EJlXdNxE86nhIyS3HSKctIozkmnKDud4pw0stNTyEwNk5kWJistfOSzMhTd9zjyOzY7cnA4srvdPwpUU4bkxby+YYl6CmEz+xBwubt/Knr9ZmCOu3++zTK3AbdFr04E1sY9aPcUA/3tnJd6zn1ff3u+kFzPeaS7J/bkAl3UC+1EMv0+IfnygjLHizL3vmTLCyfPrHYicb9PJOP7LVb03Puv/vz8E/G5d9hGJHJPpZ1A29nkhkVvO8Ld7wTujGeoWDCzhe4+K+gc8aTn3Pf1t+cL/fM5J5iYthPJ9vtMtrygzPGizL0v2fJCcmaOgT7xfaKf/u4APff++tyhfz//ZHvuiTxZyzvAeDMbbWZpwHXAvIAziYhI4lA7ISIiJ6J2QkSklyVsTyV3bzazzwPPEDkF6F3uvjLgWCIikiDUToiIyImonRAR6X0JW1QCcPengKeCztELErqLbS/Rc+77+tvzhf75nBNKjNuJZPt9JlteUOZ4Uebel2x5ITkz91gf+T7RL393UXru/Vd/fv5J9dwTdqJuERERERERERFJXIk8p5KIiIiIiIiIiCQoFZV6iZndZWZlZraig/vNzH5mZhvM7F0zmxnvjLHWied8gZlVmtnS6L+vxTtjLJnZcDN7ycxWmdlKM7u9nWX61O+5k8+5r/2eM8xsgZktiz7n/25nmXQz+1P09zzfzEYFEFU6wcwuN7O10d/VV9q5f0T0Pb4k+jd7ZRA5j8mUVO1JJ/LeGM253MzeNLNp8c7YTqYTZm6z3Blm1hw9TXmgOpM5+nm8NPrZ9Uo883WQ52TvjXwze6LN5+3H453xmDxJ1853MnPC/Q1K+zr72dQXdea93Fd1Zt+zrzOzcHRf7Mmgs8SbmW2Jfj4vNbOFQefpDBWVes/dwOUnuP8KYHz0323AHXHI1Nvu5sTPGeA1d58e/ffNOGTqTc3Al919MjAX+JyZTT5mmb72e+7Mc4a+9XtuAC5y92nAdOByM5t7zDKfBA64+zjgx8D34htROsPMwsAvifxdTgaub+f9+5/AQ+4+g8hZgn4V35Ttupvkak/u5sR5NwPnu/upwLdIjHkD7uYk7Vf0/fM94Nl4BOqEuzlBZjMrIPL+vcbdpwAfjk+sE7qbE7/OnwNWRT9vLwB+aJEzdgUlGdv5zmROxL9Bad/dnHzfuq/q7D5nX9SZfc++7nZgddAhAnRh9HvUrKCDdIaKSr3E3V8F9p9gkWuBez3ibaDAzAbHJ13v6MRz7lPcfbe7L45eribywTf0mMX61O+5k8+5T4n+7mqiV1Oj/46djO5a4J7o5YeBi83M4hRROm82sMHdN7l7I/Agkd9dWw7kRS/nA7vimK9dydaenCyvu7/p7geiV98GhsUl2Al0sv36AvAIUNb7iU6uE5lvAB51923R5QPP3YnMDuRGPz9zoss2xyNbu2GSsJ3vTOZE/BuU9vW3feu2+uM+52Gd3Pfss8xsGHAV8Nugs0jnqKgUnKHA9jbXd9A/PijPjHbl/JuZTQk6TKxEhzvNAOYfc1ef/T2f4DlDH/s9R7vgLiXyZfI5d+/w9+zuzUAlUBTXkNIZnfl7/AZwk5ntIHK2oC/EJ1qPJPPnzCeBvwUd4mTMbCjwfoLvhdIVE4ABZvaymS0ys48FHagTfgGcQqSYuxy43d1bg40UkYzt/Ena6cOS4m9Q+rdOvpf7lE7se/ZlPwH+DUiIz/8AOPBstO2+LegwnaGiksTTYmBktCvnz4HHg40TG2aWQ+To9T+7e1XQeeLhJM+5z/2e3b3F3acTOZo728ymBhxJes/1wN3uPgy4EviDmamt7AVmdiGRL7T/HnSWTvgJ8O+JUuDopBTgdCJHe98D/JeZTQg20km9B1gKDCEy5OMXZpZ3ogfEQzK2853JnGR/g9JPJePfXyz0131PM7saKHP3RUFnCdA57j6TyPDqz5nZeUEHOhntKAdnJzC8zfVh0dv6LHevOtyV092fAlLNrDjgWD1iZqlEGrr73P3Rdhbpc7/nkz3nvvh7PszdDwIvcfz8Bkd+z2aWQmTY1L64hpPO6Mzf4yeBhwDc/S0gA0j092/Sfc6Y2WlEurVf6+7J8LcyC3jQzLYAHwJ+ZWbvCzTRye0AnnH3WnevAF4FEn1C5o8TGbLn7r6ByNw/k4IMlIztfCcyJ+PfoPRDnXkv93Un2Pfsq84Grom2tw8CF5nZH4ONFF/uvjP6swx4jMj0DQlNRaXgzAM+Fj1ryFyg0t13Bx2qN5nZoMPzzJjZbCLvv6TdkYk+l98Bq939Rx0s1qd+z515zn3w91wSnfAWM8sELgXWHLPYPOCW6OUPAS+6e78Z+55E3gHGm9no6OS/1xH53bW1DbgYwMxOIVJUKo9ryq5Lqs8ZMxsBPArc7O7rgs7TGe4+2t1HufsoIvOmfdbdHw821Un9BTjHzFLMLAuYQ+JPetr2728gMBHYFFSYZGznO9lOJ93foPQ/nfz765M6ue/ZJ7n7V919WLS9vY7IPvVNAceKGzPLNrPcw5eBy4CEP/tjStAB+ioze4DImUuKo3NzfJ3IJGu4+/8RmavjSmADcIjI0bmk1onn/CHgH82sGagDrkvyL95nAzcDy6NjngH+AxgBffb33Jnn3Nd+z4OBeyxy5qcQkTODPWlm3wQWuvs8Ijs9fzCzDUQm1LwuuLjSEXdvNrPPA88AYeAud195zO/yy8BvzOyLRMa03xr0+zfZ2pNO5P0akTnHfhWtPzd7wGc36UTmhHOyzO6+2syeBt4lMi/Fb9090B3TTrzO3wLuNrPlgBEZclgRUFxIzna+M5kT7m9Q2tfe34y7/y7YVHHT7ns52gu+r2t33zPgTBIfA4HHop/NKcD97v50sJFOzpL7u56IiIiIiIiIiARBw99ERERERERERKTLVFQSEREREREREZEuU1FJRERERERERES6TEUlERERERERERHpMhWVRERERERERESky1RUEhERkX7JzArM7LNB5wAws2+a2SVdfMwsM/tZb2USERERORlz96AziCQkM7sbeNLdH/7/2bvvOLuqcv/jn+dML5maSe+dFBKSkNCrUtWgghRRVK7oFa5ey72iv3uRi3qvHVGwIEVA6UUiApFeQ0ghhTTS6yTTM5mZTH9+f5w9YTKZmUw7c6Z836/Xec05a6+993N2JmvNXnsVM3sV+I67L+vkMb8A/NPd93Y+QhER6QwzG0O4nJ/eJD3W3WujE5WIiEjHqQ6T7qaeSiIRYGYxLWz6AjCsG0MREZGW/QQYb2YrzWypmb1hZguBdQBm9jczW25ma83suoadzKzMzH5sZqvM7B0zGxykX2Zm7wfprwdpXwiO84KZbTezG8zsW2b2XrBvVpDvz2Z2afD+J2a2zsxWm9kvWjn2WWb2TPA+KzjP6uC4xwfpN5vZPWb2qpltNbOvd9fFFRERCMr894PXv5vZfzSUxWZ2q5m9HLw/x8z+GrxvqZ7JMbMngjprqZmdGqTfbGYPmNlbwANR+qrST6lRSfoVM0sxs38EBfT7Zna5mc0xs9eCG4dFZjb0GMc4z8wWm9kKM3vMzFKD9O1m9lMzWwFc1sx+lwJzgb8GNzAXm9nfGm3/qJk9FbwvCyqZtWb2kpnlBOnjzez5INY3zGxK110dEZF+50Zgi7vPAv4DmA18w90nBdu/5O5zCJfdXzez7CA9BXjH3WcCrwNfDtJvAs4P0j/R6DzTgU8BJwI/Birc/QRgMfD5xgEF5/gkMM3djwd+dIxjN/gf4L1gn+8D9zfaNgU4H5gH/MDM4tpycUREpHPMbA7wRWA+cBLh+uJN4PQgy1wgNSiXTydcp0DL9cxtwK3ufiLwaeCuRqebCnzE3a+M3DcSOZoalaS/uQDY6+4zg+EOzwO/BS4NbhzuIfwHf7PMbCDwX4QL7NnAMuBbjbIUuvtsd3+46b7u/niQ/7PBDcyzwJSGBiPCFc49wfsUYJm7TwNeA34QpN8J/FsQ63eA37X3AoiISIvedfdtjT5/3cxWAe8AI4GJQXo18EzwfjkwJnj/FvBnM/sy0LjH6ivuftDd84EDwN+D9DWN9m1wAKgE7jazTwEVxzh2g9MInk67+8tAtpmlBdv+4e5V7l4A5AGDW70KIiLSVU4DnnL3cncvA54k3MA/Jyijqwg/YJhLuFHpjWC/luqZjwC3m9lKYCGQ1vCAG1jo7oci+3VEjhYb7QBEutka4Jdm9lPCBXUx4SfIL5gZhP9Qz21l/5MIPwV4K8gfT7giaPBIWwNxdzezB4Crzexe4GQ+fGJd3+hYfwGeDCqMU4DHgnMDJLT1fCIickzlDW/M7CzCf7yf7O4VFp5bLzHYXOMfTkpZR/D3lLt/1czmAxcDy4Mn1BC+aWhQ3+hzPU3+FnP3WjObB5wLXArcAJzTyrHbovH5D8crIiJR4cA2wtNivA2sBs4GJgDrgzzN1jOEO4Wc5O6VjQ8Y3BuUIxIF+qNC+hV3/8DMZgMXER5S8DKw1t1PbuMhDHihlW6l7S3M7yX8xLoSeKyVSfWccCVSEvRyEhGRzjsIDGhhWzpQHDQoTSH8UKFVZjbe3ZcAS8zsQsK9m9oleICQ7O7PBnNjbG3jsd8APgv8MGgQK3D30kYPIUREpPu9QbiX6U8I30d8EvgckEV41MGXCD/0/hWwvFFDUkv+Cfwb8HMAM5vl7isjE7pI22j4m/QrZjaM8FwWfyFcGM8Hcszs5GB7nJlNa+UQ7wCnmtmEIH+KmU1qJX9TR9zABKvA7SU8pO7eRvlChJ9QA1wFvOnupcA2M7ssOLeZ2cx2nFtERBpx90LCPU/fJ/gDvZHngVgzW094Qu932nDIn5vZmuB4bwOrOhDWAOAZM1tNeN6NhiHWxzr2zYSHU6wO4r2mA+cWEZEu5O4rgD8D7wJLgLvc/T3CjU1DgcXuvp/wA+Y3WjpOI18H5lp4UYZ1wFcjErhIO9ixG0N7h4EDB/qYMWOiHYaISI+0fPnyAnfPOXbOvkv1hIhIy1RPqJ4QEWlJa3VEnxn+NmbMGJYtWxbtMEREeiQz2xHtGKJN9YSISMtUT6ieEBFpSWt1hIa/iYiIiIiIiIhIu6lRSURERERERERE2k2NSiIiIiIiIiIi0m5qVBIRERERERERkXbrMxN1i3TUg0t2HpV21fxRUYhERKR3ULkpItK/NFfuby8o56tnjScrJT4KEYlIT6GeSiIiIiIiItJmm/IOcucbW5n/vy/yX39bg7tHOyQRiRI1KomIiIiIiEibuDsvrc8jPSmOT88ewV/e2cm9b22PdlgiEiVqVBIREREREZE22Zxfxs6iCs6anMP/fWoGHzluMP/33HrW7D4Q7dBEJAoi2qhkZheY2UYz22xmNzaz/QwzW2FmtWZ2aaP0WWa22MzWmtlqM7s8knGKiIiIiIjIsS3dXsyAhFjmjMrEzPj5pcczMDWBGx5awcHKmmiHJyLdLGKNSmYWA9wBXAhMBa40s6lNsu0EvgA82CS9Avi8u08DLgB+bWYZkYpVREQ6rw0PEhLM7JFg+xIzG9No2/eC9I1mdn6Qlmhm75rZquAhw/80yj82OMbm4JiaJVRERKQb5JYcYlR2MrEx4VvJzJR4fnPlCewuPsSNT2p+JZH+JpI9leYBm919q7tXAw8DCxpncPft7r4aqG+S/oG7bwre7wXygJwIxioiIp3QxgcJ1wLF7j4BuBX4abDvVOAKoOFBwu+C41UB57j7TGAWcIGZnRQc66fArcGxioNji4iISARV1dRRWF7N0PSkI9JPHJPFf5w/mX+szuUX/9wYpehEJBoi2ag0HNjV6PPuIK1dzGweEA9s6aK4RESk6x3zQULw+b7g/ePAuWZmQfrD7l7l7tuAzcA8DysL8scFLw/2OSc4BsExL4nQ9xIREZHAvtJKAIalJx617StnjOPKeSO545UtPLsmt7tDE5Eo6dETdZvZUOAB4IvuXt/M9uvMbJmZLcvPz+/+AEVEpEFbHiQczuPutcABILu1fc0sxsxWEu6x+oK7Lwn2KQmO0dK5REREpIvlHgg3Kg1pplHJzPjhgulMG5bGD59ZR3lV7VF5RKTviWSj0h5gZKPPI4K0NjGzNOAfwP9z93eay+Pud7r7XHefm5Oj0XEiIn2Nu9e5+yzCdcg8M5venv318EFERKTr5B44RFJcDOlJcc1uj40JccuCaeQeqOT2VzZ3c3QiEg2RbFRaCkwMJlONJzxfxsK27Bjkfwq4390fP1Z+ERGJurY8SDicx8xigXSgsC37unsJ8ArhOZcKgYzgGC2dq2E/PXwQERHpIrkHKhmakUh4JHrz5ozO4uMzh/HA4h1U1x412ERE+piINSoFwxJuABYB64FH3X2tmd1iZp8AMLMTzWw3cBnwRzNbG+z+GeAM4AtmtjJ4zYpUrCIi0mlteZCwELgmeH8p8LKHl4hZCFwRrA43FpgIvGtmOQ0rf5pZEvBRYEOwzyvBMQiO+XTkvpqIiIjU1Tv7DlQyrMkk3c35xMxhlFXV8u62om6ITESiKfbYWTrO3Z8Fnm2SdlOj90sJP2Fuut9fgL9EMjYREek67l5rZg0PEmKAexoeJADL3H0hcDfwgJltBooINzwR5HsUWAfUAte7e10wr959wUpwIcIPJ54JTvld4GEz+xHwXnBsERERiZDi8mpq653BaUfPp9TUaRMGkhAb4sX1+zlt4sBuiE5EoiWijUoivdWDS3Y2m37V/FHdHIlI79GGBwmVhHumNrfvj4EfN0lbDZzQQv6thFecExERkW5QcqgGgMyU5udTaiwpPoZTJwzkpQ37+cHHp7Y6XE5Eejc1KomIiIiIiEirSiqqAchIim81X8PD2QGJsewqOsSvX9zE4LREPZwV6aMiOVG3iIiIiIiI9AEHDtVgQFpS2/olTBo8AICtBeURjEpEok2NSiIiIiIiItKqkkM1pCbGEhtq2y1kRlIciXEh9h+ojHBkIhJNGv4m0g7NzbWkrrwiIiIi0tcdOFRDetKR8ym1NA8pgJkxJC2JfaVqVBLpy9RTSURERERERFpVUlFDRtKxJ+lubEh6AvtLK6l3j1BUIhJtalQSERERERGRFrk7Bw5VH9VT6ViGpCVRVVtPSUVNhCITkWhTo5KIiIiIiIi06FB1HTV1TkZy6yu/NTUkPRGA/RoCJ9JnqVFJREREREREWlRyKNzTqL09lQYPSAAgV5N1i/RZalQSERERERGRFh0IGpUyktvXqJQQF0NWSrwm6xbpw9SoJCIiIiIiIi3qaE8lgMFpiexXTyWRPkuNSiIiIiIiEjVmdoGZbTSzzWZ2YzPbE8zskWD7EjMbE6Rnm9krZlZmZrc32efV4Jgrg9egbvo6fdKBimpiQkZKQmy79x2YGk9RRTX19VoBTqQvimijUhsqiDPMbIWZ1ZrZpU22XWNmm4LXNZGMU0REREREup+ZxQB3ABcCU4ErzWxqk2zXAsXuPgG4FfhpkF4J/DfwnRYO/1l3nxW88ro++v7jwKEa0hJjCZm1e9+slHjq6p39B9VbSaQvilijUhsriJ3AF4AHm+ybBfwAmA/MA35gZpmRilVERDqvo0+ag23fC9I3mtn5QdrI4An0OjNba2bfaJT/ZjPb0+gJ9EXd8iVFRKSrzQM2u/tWd68GHgYWNMmzALgveP84cK6ZmbuXu/ubhBuXJIIOVtUyILH9Q98AsoIV43YWVnRlSCLSQ0Syp9IxKwh33+7uq4H6JvueD7zg7kXuXgy8AFwQwVhFqK6tZ+O+UpZsK+RgZU20wxHpVTrzpDnIdwUwjXBZ/7vgeLXAt919KnAScH2TY97a6An0sxH8eiIiEjnDgV2NPu8O0prN4+61wAEguw3Hvjd48PDfZh3oYiOHlVXWktqBoW8Q7qkEsLNIjUoifVHHSoa2aa6CmN+JfZtWLiJdpriimj++toXSyloAnlmVyynjszlv2hBiQvobRKQNDj9IADCzhgcJ6xrlWQDcHLx/HLg9+CN/AfCwu1cB28xsMzDP3RcDuQDuftDM1hOuCxofU0REpDmfdfc9ZjYAeAL4HHB/00xmdh1wHcCoUaO6N8JepKyqljHZKR3aNz05DgN2qVFJpE+KZKNSxKkSkK5wqLqO+97eTnVdPdecPJr0pHje3lLAG5sL2FVcwedOGkNSfEy0wxTp6dryIOGIJ81m1vCkeTjwTpN9j3iQEAyVOwFY0ij5BjP7PLCMcI+m4s5/DRER6WZ7gJGNPo8I0prLs9vMYoF0oLC1g7r7nuDnQTN7kPDDj6Maldz9TuBOgLlz52om6WbU1tVzqLqO1MSO3TrGhkKkJ8fx+qYChqQnHbHtqvm6hxPp7SI5/K0tFUSn9nX3O919rrvPzcnJ6XCg0r+9uGE/BWVVfHb+aCYPSWNIeiKfmj2Cy+eOZFfxIe5+cyvlVbXRDlOk3zKzVMJPmf/d3UuD5N8D44FZhHsz/bKFfa8zs2Vmtiw/P787whURkfZZCkw0s7FmFk94OPTCJnkWAg0L91wKvOzuLTYAmVmsmQ0M3scBHwPe7/LI+4mi8mocOjz8DcLzKhWVV3ddUCLSY0Syp9LhCoJwg9AVwFVt3HcR8L+NJuc+D/he14co/cmDS3YelVZaWcPSbUWcMDKT8TmpR2ybOTKDpPgY/vLODu56cytfOnVshycoFOkHOvOkucV9g5uBJ4C/uvuTDRncfX/DezP7E/BMc0HpCbSISM8W9Fy9gfDf/zHAPe6+1sxuAZa5+0LgbuCBYHh0EeH7CgDMbDuQBsSb2SWE7xt2AIuCOiQGeBH4U/d9q74lv6wK6GSjUko8G/cd7KqQRKQHiVijUlsqCDM7EXgKyAQ+bmb/4+7T3L3IzH5IuGEK4BZ3L4pUrNJ/vfFBPvXunDW5+Z5ukwYP4PMnj+GBd7Zz1xvb+PIZ4zpVoYr0YW15kNDwpHkxjZ40m9lC4EEz+xUwDJgIvBvMt3Q3sN7df9X4QGY21N1zg4+fRE+gRUR6rWCxhWebpN3U6H0lcFkL+45p4bBzuiq+/q6gLNzDqLONSgeraqmurSc+NpKDZUSku0X07rgNFcRSwk+km9v3HuCeSMYn/VtVTR3vbi9i5ogMslMTWsw3YVAqXzhlLH9+ext/fmsb/3L6OBLjNMeSSGOdedIc5HuU8ATctcD17l5nZqcRnlh1jZmtDE71/aBu+ZmZzQIc2A58pZu+qoiISL9ScDDcU2lAB+dUAsgMVoArrqhmcFpil8QlIj2DulxIv7VmzwFq6pz54469Iu3YgSlcNW80D7yznYfe3cnnTx6jVeFEmujkk+YfAz9ukvYm0Ox/NHf/XGfjFRERkWMr6Irhb8nhRqWicjUqifQ16nso/daKncUMTE1gZGbSsTMDk4cM4JJZw9mUV8Y/1+6LcHQiIiIiItFXUFZFXIx1atha455KItK3qFFJ+qXCsiq2F1YwZ1QG4Wlb2mbumCxOGpfFG5sL2LRfkw2KiIiISN9WUFZNakJsu/5mbiolPoa4GKOkoqYLIxORnkDD36RfWrGzGANmjco8Zt6mLpw+lC155Ty1cg/fOHdiu/ZtbgW6q+aPancMIiIiIiLdoaCsqtML1ZgZGcnx6qkk0gepp5L0O/XurNhZwsTBqaQnxbV7/7iYEJ+aPZwDFTW8vCEvAhGKiIiIiPQM+Qc736gEkJkcp0YlkT5IjUrS72zNL+fAoRpmd6CXUoPR2SmcMCqDxVsK2XegsgujExERERHpOQrKqkjtxMpvDTKS4zX8TaQPUqOS9DsrdhaTGBfiuKFpnTrOOVMG4w6/fXlTF0UmIiIiItJz1NU7ReXVXdNTKSmOiuo6qmrruiAyEekp1Kgk/UplTR1r9x7g+BEZxMV07tc/KyWeuWMyeWTpLnYXV3RRhCIiIiIiPUNReTX1Tpc0KmUEK8Cpt5JI36JGJelX1uw5QE2dM6cTQ98aO3NSDgB3vbGtS44nIiIiItJTFJRVAZCa2P55SJvKDOYy1bxKIn2LVn+TPqm5VdYAVuwoJmdAAiMyk7rkPBnJ8Xxi1jAeWbqLb5w7kczgCUxrMYiIiIiI9AaHG5XUU0lEWqBGJek3Cg5WsaOoggumDcHMuuy4Xz1zPE+u2MN9i7fz7x+Z1GXHFRHpTZprSL9q/qgoRCIiIl2lKxuVUhNiiQmZeiqJ9DEa/ib9xrIdRYQMZo3M6NLjTho8gHOnDOK+t7dTUV3bpccWEREREYmWgoPhBqCuaFQKmZGRFEexeiqJ9CkRbVQyswvMbKOZbTazG5vZnmBmjwTbl5jZmCA9zszuM7M1ZrbezL4XyTil76upq2fZjmKOG5pGWlLnx4Q39dWzxlNcUcOjS3d1+bFFRERERKKhoKyK+JgQiXFdc9uYmRxPiXoqifQpbSodzOxJM7vYzNpcmphZDHAHcCEwFbjSzKY2yXYtUOzuE4BbgZ8G6ZcBCe4+A5gDfKWhwUmkI97fc4CK6jrmj82OyPFPHJPFnNGZ/OmNbVTX1kfkHCLdqYPlfoceJATbvhekbzSz84O0kWb2ipmtM7O1ZvaNRvmzzOwFM9sU/Oya2felx3hwyc6jXiLS83Wk/pCeK7+sioGp8V02dURmShxF5WpUEulL2lrY/w64CthkZj8xs8lt2GcesNndt7p7NfAwsKBJngXAfcH7x4FzLVxiOZBiZrFAElANlLYxVpEjuDvvbC1kYGoC43NSInaeG86ZwJ6SQ/x1yY6InUOkG7Wr3O/Mg4Qg3xXANOAC4HfB8WqBb7v7VOAk4PpGx7wReMndJwIvBZ9FRCT6OnLfID1UQVk1AwckdNnxslMSqKiuo7KmrsuOKSLR1aZGJXd/0d0/C8wGtgMvmtnbZvZFM2tpLNFwoPFYoN1BWrN53L0WOABkE25gKgdygZ3AL9y9qE3fSKSJLfnl7Co+xMnjs7t0gu6mzpqUw6kTsrntpU0c0Fhx6eU6UO535kHCAuBhd69y923AZmCeu+e6+4ognoPAej6sRxof6z7gkk5/aRER6bQO3jdID1VwsIqBqV3XqJQVrABXqN5KIn1Ge4Y1ZANfAP4FeA+4jXBl8UIE4poH1AHDgLHAt81sXDMxXWdmy8xsWX5+fgTCkN7O3Xlp/X7Sk+KYOzqyo2PMjP930VQOHKrhJ89viOi5RLpDO8v9zjxIOOa+wVC5E4AlQdJgd88N3u8DBrf5i4mISER1832DRFBBMPytq2QHxyoMVpUTkd6vrXMqPQW8ASQDH3f3T7j7I+7+b0BqC7vtAUY2+jwiSGs2TzDULR0oJNxl9nl3r3H3POAtYG7TE7j7ne4+193n5uTktOWrSD+zOa+MHUUVnDkph7iYyA/tnzosjetOH8dD7+7kvZ3FET+fSKR0sNyPVCypwBPAv7v7UUOh3d0JD5tubl89fBAR6UY9qf6QzqmvdwrLq7u0p1J2SvhYmldJpO9o6132n9x9qrv/X8OTYTNLAHD3oxp7AkuBiWY21sziCc+XsbBJnoXANcH7S4GXg5uDncA5wXlSCM+loa4f0i7uzovd1Eupsf84fzLzx2bx1Ht7WLmrpNvOK9LF2lvud+ZBQov7BkMlngD+6u5PNsqz38yGBnmGAnnNfQk9fBAR6XYduW+QHqjkUA119d6ljUrxsSEGJMZSWKZGJZG+oq2NSj9qJm1xazsEQxtuABYRngfjUXdfa2a3mNkngmx3A9lmthn4Fh9OtHoHkGpmawk3Tt3r7qvbGKsIAJvyythVfIizJw8itht6KTWIjQnx+6vnMCIziUeX7eLhpTvZV1rZbecX6SLtLfc78yBhIXBFsDrcWGAi8G4w39LdwHp3/1Urx7oGeLqN30tERCKr3fcN0jMVBEPUunKiboDslHgKyzX8TaSviG1to5kNITyvRZKZnQA0zHKcRrhLa6vc/Vng2SZpNzV6Xwlc1sx+Zc2li7RVQy+ljOQ4Zo/O6PbzZ6XE86XTxvLy+jze3lLI6t0HOG5oGudNHczgtMQj8ra0TPZV80d1R6giR+houe/utWbW8CAhBrin4UECsMzdFxJuIHogeJBQRLjhiSDfo8A6wiu+Xe/udWZ2GvA5YI2ZrQxO9f2gbvkJ8KiZXQvsAD7TdVdBRETaq7P3DdLz5B8MGpVS4ymrrO2y42alJLA572CXHU9EoqvVRiXgfMKT7I0AGj8lPgh8P0IxiXTaxv0H2V18iE+eMJzYUPf1UmosNhTivGlDOG3CQN7eWsjiLYX87tXNXDJrOCeM6r7heCLt1OFyv6MPEoJtPwZ+3CTtTT68KWmavxA4t7V4RESkW+m+oY9p6KmUk5rA9oKKLjtudmo8K3bWUl1br4erIn1Aq41K7n4fcJ+Zfdrdn+immEQ6JbziWx6ZyXHM7gGNN8kJsXzkuMHMG5vFI0t38djy3cTFhJg+PD3aoYkcReW+iIh0hOqPvufDnkpdP/wNwpN1D0lPPEZuEenpjjX87Wp3/wswxsy+1XR7M3NciETdi+vz2FNyiE/PHk5MqNlODlGRlhjHF08Zw5/e2Mrjy3eTMyDhqKFwItGmcl9ERDpC9UffU1BWTVyMkZ4U16XHbVgBrqCsSo1KIn3AsYa/pQQ/tfynRF1z3WObdo11d2594QOyUuKZNTL6vZSaio0JcdX80dz+8iaeem8PXzljHOG5iEV6DJX7IiLSEao/+piCsiqyUxIIdfFD2pwBCRiwv7RSPfdF+oBjDX/7Y/Dzf7onHJHOWbR2P+tyS7l0zoge1UupsfSkOM6fNoQn39vDmj0HOH5ERrRDEjlM5b6IiHSE6o++J+9gFTldvPIbQHxsiOzUBPYe0OrIIn1Bm2YwNrOfmVmamcWZ2Utmlm9mV0c6OJH2cHdue2kTYwemMLOHN9TMHp3J0PREnl+7j9r6+miHI3IUlfsiItIRHak/zOwCM9toZpvN7MZmtieY2SPB9iVmNiZIzzazV8yszMxub7LPHDNbE+zzG1PX8HbLK61kcFrXNyoBDMtIJPfAoYgcW0S6V1uXxTrP3UuBjwHbgQnAf0QqKJGOeGVjHutzS7n+7Ak9tpdSg5AZ500dQklFDat3HYh2OCLNUbkvIiId0a76w8xigDuAC4GpwJVmNrVJtmuBYnefANwK/DRIrwT+G/hOM4f+PfBlYGLwuqCD36ffCvdUisycR0PTkyipqKGiujYixxeR7tPWRqWGYXIXA4+5u+6Cpcf5/atbGJ6RxIJZw6IdSptMGpzK4LQE3txcgLtHOxyRplTui4hIR7S3/pgHbHb3re5eDTwMLGiSZwFwX/D+ceBcMzN3L3f3Nwk3Lh1mZkOBNHd/x8N/ZN0PXNLhb9QPVdfWU1ReHbmeSsEE3bkaAifS67W1UekZM9sAzAFeMrMcmhTeItG0bHsRS7cX8+XTxxIX09Zf6+gyM06bMJB9pZVszi+LdjgiTancFxGRjmhv/TEc2NXo8+4grdk87l4LHACyj3HM3cc4prQiv6wKgEGR6qmUkQRAbomGwIn0dm26+3b3G4FTgLnuXgOUc/QTBJGoufet7aQnxfGZE0dGO5R2mTkig5SEWN7ZUhjtUESOoHJfREQ6orfVH2Z2nZktM7Nl+fn50Q6nx8grDbcDRqqnUmpCLGmJseqpJNIHtLr6WxNTgDFm1nif+7s4HpF2219ayaK1+/jiqWNIjm/Pr3T0xcaEmD0qg7c2F3CwsoYBiXHRDkmkMZX7IiLSEe2pP/YAjZ8KjgjSmsuzOzhmOtDaE7k9wXFaOyYA7n4ncCfA3LlzNR9BYH9pZHsqQXhepT3qqSTS67V19bcHgF8ApwEnBq+5EYxLpM0eXLKTOneuPml0tEPpkDmjM6l3WLmrJNqhiBymcl9ERDqiA/XHUmCimY01s3jgCmBhkzwLgWuC95cCL3srE1K6ey5QamYnBau+fR54uiPfp7/KPxjZnkoAY7KTyTtYRWllTcTOISKR19ZuHXOBqa0V3s0xswuA24AY4C53/0mT7QmEn1rMIfy04XJ33x5sOx74I5AG1AMnurv6R8oR6uqdh5fu5MxJOYzOTol2OB0yaEAio7KSWba9mNMmDEQr3koP0aFyX/qf5TuKeW9nMYPSEjh9Qg6ZKfHRDklEoqtd9Ye715rZDcAiwvcM97j7WjO7BVjm7guBu4EHzGwzUES44QkAM9tO+H4h3swuIbz63Drga8CfgSTgueAlbbS/tIqQQXZq5BqVJg4ewKJ1+9m8v4zZozMjdh4Riay2zmj8PjCkPQfuzPKgQbfWvwBfdfdpwFmAmrDlKG9tLmB/aRVX9LK5lJqaMzqT/LIqdQGWnqQj5f4FZrbRzDab2Y3NbE8ws0eC7UvMbEyjbd8L0jea2fmN0u8xszwze7/JsW42sz1mtjJ4XdT+ryidtXRbEU+s2E1xRTXLthdz/zvbqa6tj3ZYIhJd7a4/3P1Zd5/k7uPd/cdB2k1BgxLuXunul7n7BHef5+5bG+07xt2z3D3V3UcEDUq4+zJ3nx4c8wY9JGmfvIOVDExNICYUuYedQ9ITSUmIZVPewYidQ0Qir62NSgOBdWa2yMwWNryOsU+HlwcFzgNWu/sqAHcvdPe6NsYq/ciTK3aTnhTH2VMGRTuUTpk+LJ2YkLF6t1Ztlx6jXeV+Jx8kTCX81HkacAHwu+B4EH7KfEELp73V3WcFr2c79C2lwwrLqvjbyj1MGpzKNz8yiatPGs3+0iqeWb032qGJSHR15L5Bepi8g1UMiuDQN4CQGRMHpbIpr4x6tfmJ9FptHf52cweO3dzyoPNbyhN0fW1YHnQS4Ga2CMgBHnb3n3UgBunDqmrqWLR2P5+cPZyE2Jhj79CDJcXHMGnwAFbvLuGC6UMIaQicRN/N7cx/+EECgJk1PEhY1yjPgkbHfRy4PXiQsIBwOV8FbAuGN8wDFrv76417NEnP8camAmJCxqdmjyA2JsSkwQM4fcJA3thcwKkTBjI4LXKTu4pIj3ZztAOQzttfWsWw9MiX4xMHpbJyVwm5JZUMz0yK+PlEpOu1qaeSu78GbAfigvdLgRURjCuW8OR+nw1+ftLMzm2aSUuA9m/rcks5VFPHp04YHu1QusTMEemUVtayraA82qGIdKTcb+5BQtP/nEc8SAAaHiS0Zd/m3GBmq4MhcpqMoRsdrKxhxc5iZo/KJK3RqpVnTMohNmS8vaUgitGJSDRF4b5BIiD/YGXEeypBeF4lA9blqre+SG/V1tXfvkz4qfIfg6ThwN+OsVt7lgdtmEepYXnQ3cDr7l7g7hXAs8Dspidw9zvdfa67z83JyWnLV5E+ZO3eUoakJTKnj0zsN2VIGvGxIVbvLol2KCIdLfe70++B8cAsIBf4ZXOZ9PAhMt7dVkRdvXP6xIFHpKckxDJ7VCbv7SyhrKo2StGJSDT1gvpDjqGmrp6CsmoGDYh8T6XUhFjG5aSwevcBNO2VSO/U1jmVrgdOBUoB3H0TcKxJbDqzPOgiYIaZJQeNTWdy5BAK6edq6urZlHeQj04d3GdWS4uPDTF1aBrv7ymltl4T3UrUtbfc78yDhLbsewR33+/ude5eD/yJ8HC55vLp4UMErM8tZVR2crOrAp0yIZvaemfZ9qIoRCYiPUBH7hukB8k/WAXQLT2VAI4fnkFheTW5B7TQt0hv1NY5larcvbrh5j24GWi1Kbkzy4O6e7GZ/Ypww5QDz7r7P9r/9aSv2pxXRk2d89Gpg6MdSpeaOSKDlbtK2LS/rNntDy7Z2Wz6VfNHRTIs6Z/aW+4ffpBAuEHoCuCqJnkaHiQsptGDhGAC1weDcn8YMBF4t7XgzGyou+cGHz9JeLUh6Qb7SyvZe6CS81sofwcNSGR0djIrd5Xg7n2m4V9E2qzd9w3SszSsRjw8o3vmOJo2LI2nV+1h9e4DDOumc4pI12lro9JrZvZ9IMnMPgp8Dfj7sXYKVuN5tknaTY3eVwKXtbDvX4C/tDE+6WfW55aSEBvipHHZ0Q6lS00YlEpyfAyrNAROoq9d5X4nHySsNbNHCfdIrQWub1jx08weAs4CBprZbuAH7n438DMzm0X4RmU78JWuvgDSvFc25AEweUhai3lmjshg4aq9bNh3kOOGtpxPRPqkDt03SM+xq6gCgJFZyd1yvuSEWCYMSmXNnhLOn9Z3RiGI9BdtbVS6kfBS0GsI/+H+LHBXpIISaU29O+v3HWTS4AHEx7Z1BGfvEBMyZgxPZ8XOYsqraklJaOt/UZEu1+5yv5MPEn4M/LiZ9CtbyP+51sOXSHl5Qx7pSXEMbmVYxPTh6Tyzei9Pr9yrRiWR/kf3Db3czqBRqbt6KgFMG5rOU/v3sK+0kqHp6q0k0pu0dfW3esIT7H3N3S919z+5ZlKTKNlVVEF5VS1T++iNyvEjMqipc15cvz/aoUg/pnJfmlNVW8ebmwuYPGRAq0+SU4Onzn9ftZf6ev3aiPQnqj96v11FhxiclkBiXEy3nXPK0PAqcOtzS7vtnCLSNVptVLKwm82sANgIbDSzfDO7qbX9RCJpfW4pIYNJgwdEO5SIGJ2dTHpSHE+v3BvtUKQfUrkvrXl3WxEV1XVMaUP5O3NEBntKDrFiZ3E3RCYi0ab6o+/YVVzBqG4a+tZgQGIcI7OSWZ97sFvPKyKdd6yeSt8kvHrDie6e5e5ZwHzgVDP7ZsSjE2nGutyDjBuYSlJ89z096U4hM2aOSOf1D/IpLq+OdjjS/6jclxa9vCGPhNgQ43JSj5l36tA0EmJDaiAX6T9Uf/QRu4sqGJnZvY1KAMcNTWNPySFKKvT3r0hvcqxGpc8BV7r7toYEd98KXA18PpKBiTQn72AlBWVVHDesbw59a3D8iAxq651/rMk9dmaRrqVyX1r0yoY8Th6f3ab57BLiYvjI1ME8uyaXmrr6bohORKJM9UcfUFVbR25pJSO6uacSwHFDwr1gN+5XbyWR3uRYswDHuXtB00R3zzezuAjFJNKihi6xDZVOXzU0PZHjhqZx/+LtXDVvFKGQVsGQbqNyvx94cMnOZtOvmj+qxX22FZSzvbCCL502ts3nWTBzGP9Ynctbmws4a/KgdscpIr2K6o8+YG9JJe4wMrP7J8vOGZBAWmIsW/PLu/3cItJxx3rU2FrfQ/VLlG63PreUYRmJZCTHRzuUiDIzrjtjLB/sL+OVjXnRDkf6F5X70qyXN4TLorPb0Th05uQc0hJjWaghcCL9geqPPmBXsPLbyCj0VDIzxuWksjW/DM3tLtJ7HKun0kwza24KfgMSIxCP9GHNPRlv7al4Uwcra9hVVME5x/WPp90fO34Yv1j0AX94bQvnTBnU6kpLIl1I5b4065UNeUwYlNquG42E2BgunD6UZ1bv5VB1XZ+dC09EANUffcKu4nCjUndP1N1gfE4KK3eV8MH+Mib38ZEJIn1Fq41K7q6//iSi2jMEY8O+gzjhyV/7g8eW7Wb2qAz+vjqXG59cw8wRGdEOSfoBlfvSnLKqWpZsK+SLp7Z96FuDBbOG8ciyXby8IY+Ljx8ageikvTr7kEekOao/+oadRRXExRiD06LTDjhuYHghiMVbCtSoJNJLHHumTZEeYn1uKRnJcQyJUiUXDfPGZjMyM4mFK/dSeqgm2uGISD/15qYCauq8XUPfGswfl82gAQk8vXJPBCITEZGutL2gnJGZycREaT7PzJR4MpPjeHtLYVTOLyLtp0Yl6RUOVNSwOa+MqUPT+tUwsJiQcdmckdTW13Pv29u0xKqIRMUrG/IYkBjL3DGZ7d43JmR8fOYwXtmYR/7BqghEJyIiXWXt3tKor7I8LieVJduKqKvXvEoivYEalaRX+MeaXGrrnRNGtv+GprcbOCCBz588hpKKGn7/2hY25DY3XYGI9GUPLtl51Ku7uDuvbMzjjIk5xMV07M+Gz84fRU2d89clO7o4OhER6SolFdXsLj7EtCg3Ko3PSeHAoRrW629ekV4hoo1KZnaBmW00s81mdmMz2xPM7JFg+xIzG9Nk+ygzKzOz70QyTun5nlyxm0EDEhiW0X+GvjU2PieVr5w5nuT4GO5/Zwd/W7lHT2+kx+lMmW9m3wvSN5rZ+Y3S7zGzPDN7v8mxsszsBTPbFPzsfy3O3WTt3lLyDlZx9pSOL5IwLieVsyfn8Jd3dlJVW9eF0YmISFdZtzfciJNfWhW1BxnQeF4lDYET6Q0i1qhkZjHAHcCFwFTgSjOb2iTbtUCxu08AbgV+2mT7r4DnIhWj9A7bC8pZtqOY2aMy+9XQt6aGpCVy/dkTOH3iQN7dVsSDS3ZQr+VWpYfoTJkf5LsCmAZcAPwuOB7An4O0pm4EXnL3icBLwWeJgJc35GEGZ03O6dRxvnjqWArKqnh65d4uikxERLrS2qBRaWhGUlTjSEuKY1xOCm9vKYhqHCLSNpHsqTQP2OzuW929GngYWNAkzwLgvuD948C5FrQamNklwDZgbQRjlF7g3re2ERMyZo7MiHYoURcbCnHh9KFcPGMo6/cd1CSG0pN0psxfADzs7lXuvg3YHBwPd38dKGrmfI2PdR9wSRd+F2nk5Q15HD8ig4GpCZ06zukTBzJzRDq/WLSRg5VaeEBEpKdZu/cAQ9ISSU1odYHwbnHK+Gze3VZETV19tEMRkWOIZKPScGBXo8+7g7Rm87h7LXAAyDazVOC7wP9EMD7pBXYUlvPguzu5/MSRpCfFRTucHuOU8dlMGTKAF9bto6hck3dLj9DhMr+N+zY12N1zg/f7gMEdC1taU1hWxardJZzTgVXfmjIz/mfBdPLLqvjNS5u6IDoREelKa/eWMn14dOdTanDyuIGUV9exZs+BY+aN5ryDItJzJ+q+GbjV3ctay2Rm15nZMjNblp+f3z2RSZdwd9bsOcAL6/axaO0+NueVHTVHkLvzs+c3EhMyvnHuxChF2jOZGQtmDcfM+Oe6fdEORySq3N2BZseCqp7onFc35uMO53RiPqXGZo3M4IoTR3LXm9t46r3dXXJMERHpvEPVdWzJL2PqsPRohwLASeOyAM2rJNIbRLJv4x5gZKPPI4K05vLsNrNYIB0oBOYDl5rZz4AMoN7MKt399sY7u/udwJ0Ac+fO1eQyvcSBQzU8snQX2wvLMcAMXvsgn/SkOE4el83MkRkcrKzhJ89t4B9rcvnmRyYxOK1/TtDdmvSkOE4cncnirYXsL63UNZJo60yZ35Z9m9pvZkPdPdfMhgJ5zWVSPdE5L6zbz6ABCV26EtCUIWmMHZjCtx5ZxVMr9jJ3dCZXnTSKvSWH2JxXxtb8curc2VVUwbRh6eqlKiLSDd7ZVki9wwmjMsgtqYx2OGSnJjBlyAAWbynk+rMnRDscEWlFJBuVlgITzWws4ZuDK4CrmuRZCFwDLAYuBV4Onjif3pDBzG4Gypo2KEnvVFtfz1+X7CDvYBWfPGE4c0ZnUlvnbM4Lzw/0/Np9PL92Hz99fgMA/3rWeL5+riqSlpw0Lpu3txTy1yU7+dZHJ0U7HOnfOlzmm9lC4EEz+xUwDJgIvHuM8zUc6yfBz6e76otIWEV1La9+kMdn5o4kFOq6RRLiYkJ8/qQxPPnebt7YlM/rm/L51YsfHN4eEzJizKiuq+cfq3OZPy6bi6YPITamp3auFhHp/f65dj8p8TGcMj6bJ5Yf67lO9zh5fDYPLgmvGpoQG3PsHUQkKiLWqOTutWZ2A7AIiAHucfe1ZnYLsMzdFwJ3Aw+Y2WbCE7FeEal4pGf459r97C4+xFXzRjF9eLh7bXysMXVYOlOHpZN/sIp1ueGVJ4ZlJDIyM5mH3t3V2iH7tezUBCYNHsCDS3byb+dMIE43XRIlnSnzg3yPAuuAWuB6d68DMLOHgLOAgWa2G/iBu99NuDHpUTO7FtgBfKYbv26/8OrGfCpr6rlw+tAuP3Z8bIgrThzFR4+rYltBOTNHZjA4LYEJgwYwOjuZuJgQv31pE29tKeSdrYXsKa7gS6eN7fI4RKRnMLMLgNsI1x93uftPmmxPAO4H5hDu4Xq5u28Ptn2P8OqidcDX3X1RkL4dOBik17r73G75Mr1QXb3zwrr9nDVlUI9qvDll/EDufWs7K3eWMH9cdrTDEZEWRHRqf3d/Fni2SdpNjd5XApcd4xg3RyQ46XaFZVW8tbmAeWOyDjcoNZUzIIEzB3Ru2er+5sQxWfxlyQ7e2lzAWV0wma5IR3WmzHf3HwM/bib9yhbyFwLndiZead2za3LJToln3tisiJ0jOzWB7NQErpo/qtltn5g5jLEDU3j43Z08tmw315w8pkt7TYlI9JlZDHAH8FHCCzUsNbOF7r6uUbZrgWJ3n2BmVwA/BS43s6mEH1BMI9zT9UUzm9TwYAI42921Lv0xrNxVTEFZFedN7VlrXswbm0XI4O0thWpUEunB1K1Bus3rmwqICRnnHKeGj640cXAqqQmxPLdGE3aLSNeoqK7llQ15nDdtMDFRbsSZMTydi48fyrrcUn7/2paoxiIiETEP2OzuW929GngYWNAkzwLgvuD948C5ZmZB+sPuXuXu24DNwfGkHZ5bs4+4GOPsLlqUoaukJ8UxfXg6b29Ru6BIT6ZGJekW+0srWbGzmNmjM0lL1KSrXSkuJsS5xw1i0bp91NTVRzscEekDnlmdS3l1HZ88YUS0QwHg5HHZTB+Wxm0vbWJ7QXm0wxGRrjUcaDzXwe4grdk87l4LHACyj7GvA/80s+Vmdl0E4u4TDlTU8PDSXZw3dUiP/Bv97MmDWLajmNwDh6Idioi0QI1K0i0eencn9fXOGRM1tC0SLpoxlJKKGi27KiJd4uF3dzI+J4UTx2RGOxQAzIyPHT+MhJgQ//W39wmv6dE3Pbhk51EvEemQ09x9NnAhcL2ZndFcJjO7zsyWmdmy/Pz87o2wG7VUttz91jbKqmq54ZyeuTDOp2ePwB2eXNEzJg8XkaOpUUkizt3523t7GJuTQlZKfLTD6ZPOnJRDSnwMz67JjXYoItLLfbD/ICt2lnDFiaMIjy7pGdKS4vjWeZN4c3MBb2zSUAiRPmQPMLLR5xFBWrN5zCwWSCc8YXeL+7p7w8884ClaGBbn7ne6+1x3n5uT078efpZUVHPvW9s4f9pgjhuaFu1wmjUqO5l5Y7N4YvnuPv1AQaQ3U6OSRNzKXSVsL6zghJEZ0Q6lz0qMi+Hc4wazaK2GwIlI5/z57e3Ex4T41Oymo0+i76r5oxiekcQv/7lRNxcifcdSYKKZjTWzeMITby9skmchcE3w/lLgZQ8XAguBK8wswczGAhOBd80sxcwGAJhZCnAe8H43fJde5Rf/3EhFdR3f/OikaIfSqkvnjGBrQTnvbC2Kdigi0gw1KknE/e29PSTEhpg2rPkV36RrXDRjKMUVNbyzVUPgRKRj9pQc4rFlu7hs7giyUxOiHc5REmJj+Ma5E1m1+wAvrs8Dmh/SoSFjIr1HMEfSDcAiYD3wqLuvNbNbzOwTQba7gWwz2wx8C7gx2Hct8CiwDngeuD5Y+W0w8KaZrQLeBf7h7s935/fq6fYUH+KvS3by+ZNHM2VIz+yl1ODiGUMZlp7I959aQ3lVbbTDEZEm1KgkEVVX7zyzOpePHDeYxLiYaIfTp501WUPgRKRzfvfKZgC+dnbPnFsD4FOzhzMiM4k7X9dKcCJ9hbs/6+6T3H28u/84SLvJ3RcG7yvd/TJ3n+Du89x9a6N9fxzsN9ndnwvStrr7zOA1reGYEubuPLNmL9kpCT2+lxJASkIsv7p8FtsLy7nhwRUs217E2r0H+GD/Qapr1UNfJNpiox2A9G3LthdRWF7NRTOGcuBQTbTD6dMS42I457jBLFq7nx8uqCc2Rm3GItJ2+0sreXTZLj4zdyTDM5KiHU6LYmNCfOnUsdzyzDpW7iqJdjgiIr3O+tyD7Cis4H8/OaNHrvjWnJPGZfP9C4/jF//cyCsbP5xQPT42xEePG8ypEwZGMTqR/k13nRJRz6/dR3xsiLMm96+JD6PloulDKCqvZsk2jTkXkbard+ep9/aQmhDLt3rBU+vPnDiSAQmx3P3mtmiHIiLSq9TVO4vW7iMnNYHPzB0R7XDa5ctnjGPpf32EO66azR+uns2vL5/FaRMG8o81uSxauy/a4Yn0W+qpJBHj7vxz7X5OnzCQlAT9qnWHsyYPIikuhn+sydUTGxFps7e3FLKzqIJffWZmj5xLqanUhFiunD+Ku9/cxnFDBpCRrJVFRUTaYu3eA+SXVXHVvFG9sld7WmIcFx8/9PDnj88cxuV/XMxrH+QzZcgARmentLhvS/PtXTV/VJfHKdKf9L6SRHqNtXtL2VNyiPOnD4l2KP1GUnwM5xw3iEXv76NWq8CJSBtsLSjj+fdzOW5oGp88oeet+NaSa04ZA8DiLVqcQESkLdydNzYVkJ0Sz9RhPXty7rYuwBATMj52/DDSk+JYuGovdfVaGVSku6n7iETMorX7CBl85LjB0Q6lX7l4xlD+sTqXd7cVcYp6K4lIK/IOVvLQkp1kpSRw2ZwRmFm0Q2qz4RlJXDRjKP9cu49zpgwiQYtBiIi0althOXtKDrFg1jBCZn1mpcz42BAXzxjKg+/uZMXOYk4ckxXtkET6lYj2VDKzC8xso5ltNrMbm9meYGaPBNuXmNmYIP2jZrbczNYEP8+JZJwSGc+/v495Y7PIStGwhO50djAE7umVe6MdivQzHS3zg23fC9I3mtn5xzqmmf3ZzLaZ2crgNSvS36+vKSyr4p43t4EZnz9pdK9cofPLp4+lqraeZTuKox2KiEiP9+amApLjYzhhZGa0Q+ly04alMTwjidc+yFdvJZFuFrFGJTOLAe4ALgSmAlea2dQm2a4Fit19AnAr8NMgvQD4uLvPAK4BHohUnBIZW/PL2JRXxvnTNPStuyXFx/CJmcNYuGovpZVacU+6R2fK/CDfFcA04ALgd2YW04Zj/oe7zwpeKyP37fqekopq7n5rGzV1zrWnjmXggJ4/j1Jzjh+RweisZBZvLaTedRMhItKSvIOVbNh3kJPGZRMf2/dmQDEzzp6cQ1F5Nat3l0Q7HJF+JZIlyjxgs7tvdfdq4GFgQZM8C4D7gvePA+eambn7e+7e0M1iLZBkZr3zL95+atHa/QBqVOomTcecZ6fGc6imjqff2xPt0KT/6HCZH6Q/7O5V7r4N2Bwcry3HlHbaVVTBXW9u41B1HV86dSxD0hOjHVKnnDJhIEXl1WzcdzDaoYiI9FhvbS4kNmScNC472qFEzJShaQwakMBrH+RTr95KIt0mko1Kw4FdjT7vDtKazePutcABoGlJ92lghbtXRShOiYBFa/dx/Ih0hmUkRTuUfmlEZjIzhqfz1yU7cT29l+7RmTK/pX2Pdcwfm9lqM7tVDx7aZn1uKZ/+/dtUVNfyxVPGMDyz95fRU4emkZ4Ux1ubC6IdiohIj1RQVsV7O4s5YVQGqX14ReaQGWdPHkTewSr+uW5ftMMR6Td6dKliZtMID484r4Xt1wHXAYwapaUge4qdhRWs3FXCf14wOdqh9GufO3k0//n4al5an8dHprY+WbqWWJVe6HvAPiAeuBP4LnBL00yqJz707rYirr1vKSnxsXzljPEMTus5PZQ6M1lsTMg4eVw2z6/dR+6BQwxN7/0NZSIiXemBxTuorXdO7QcLuMwYkc6L6/dz+yubOX/akGYXoCipqGZnUQUOTB48oPuDFOljItlTaQ8wstHnEUFas3nMLBZIBwqDzyOAp4DPu/uW5k7g7ne6+1x3n5uTk9PF4UtH/X11eOTiJ2YOi3Ik/dunThjOuIEp/HzRRk1YKN2hM2V+S/u2eEx3z/WwKuBewkPljqJ6IryE9J/f2sbVdy0hZ0ACT3ztlB7VoNQV5o7JJC7GWLylMNqhiIj0KIeq63jgnR1MGTKAQQP6VtnfnJAZZ07K4f09pTz3/pG9lerdeWVjHr964QMeXrqLR5bu4pcvfMDfV2lxG5HOiGRPpaXARDMbS/gm4ArgqiZ5FhKeiHsxcCnwsru7mWUA/wBudPe3IhijdDF352/v7eHEMZmMyEyOdjj9WmxMiG+fN5nrH1zBE8t385kTRx57J5GO60yZvxB40Mx+BQwDJgLvAtbSMc1sqLvnBnMyXQK8H+Hv16Mcqq7jH6tzKSirImQwPieVCYNTyUlNOPxUtr7eWb6zmF8s2siSbUWcM2UQv7xsJpmtrMjZXI+h3tBjMTk+lhNGZrJiZzHnTRsS1eEdvfUaikjf9MSK3RSVV/Op2U1HpPc+be3VOmtUBpvyyrjxidXMGJ7OyKxkSitruH/xdj7YX8b0YWmcNXkQVbX1PP9+Lv/20Hscqq7T38oiHRSxv7rcvdbMbgAWATHAPe6+1sxuAZa5+0LgbuABM9sMFBG+YQC4AZgA3GRmNwVp57l7XqTila6xPvcgm/LK+NEl06MdigAXTh/CiWMy+Z+/r2X26EwmDEqNdkjSR3WmzA/yPQqsA2qB6929DqC5Ywan/KuZ5RBueFoJfLWbvmpUVdXUsWjdfpZuK6KumfnS0hJjGT8oldiQsb2wgvyDVQxMjedHl0zns/NHNTsMoK84eXw2724vYsm2Qs6d0vqQXxGRvqpxw0tdvfOrFzYyIjOJsdkpUYyqe8WGQtxx1Wwu/s0bXP7HxZxz3CCef38fReXVXDJrOPPGZh3O++XTx/Hihjy+++Rq0pPjIr7IkKackL4ooo/y3P1Z4NkmaTc1el8JXNbMfj8CfhTJ2CQyHl22i/iYEBfNGBrtUAQIhYzfXhmuVL/ywDIeuHa+Jk+XiOlomR9s+zHw47YcM0g/p7Px9jYFZVXc+9Y2SipqOHFMFt+9cArjBqZQVVvPlvwyNu0PN+pvyS/DME4Zn80ZE3O4YPoQUvrwxKwNBqclMmXIABZvKeT0Cf1zqKOISGMrd5VQXFHDx44f1qcfKjRnVHYyd10zl1+/uIm/LtnJaRMGMn1YuNdSY7ExIe783Bwu/+NivvPoKib/2wDGDOw/DXAiXaHv/5Up3aasqpYnlu9m6rA0nn9fKy70FEPSE7n9qtn8y31L+fhv3+S7F07h4hlD+8VNpkhfkVdayd1vbqPOnevOGMfo7BTmjM48vH1IemK/mID1WM6clMMfX9/K0u1FfOHUMRE/X2cmGI+2unqnqqaOUMhIjIuJdjgi0sXq6p1XN+YxLD3c4N4fzR+XzUPXZVNbV09sTKjFMjsxLoY7Pjubj/32Tf71ryt46munqFwUaQfdVUqXeeq9PRysquWkcdnRDkWaOHl8Nk/fcBo3PLiC/3x8NTc+sZohaYkMy0hiXE4KiXExTBw0gJhQ/3qKJdIbFJRVcd/i7Tjhbvp9bZLtrjQ6O4WxA1N4Y1M+lTV1uiloxq6iCv62cg8rd5VQXVtPyMLXbXhmEmdOUg8vkb5i9e4SCsurubqPD31ui9iY1temamhsWjBzOPcv3s5n/7SEJ752SneEJtInRHL1N+lH6uud+9/ezvThaYzM1PCqnmjCoFSe+8bpfOWMcZw5aRCD0xIpLK9m4aq93L94B3e+voWSiupohykijVTX1vPVB5ZzsLKWz588Wg1KbXDOlEGUVtbyl3d2RDuUHufplXu48LY3WLGjmGlD0/jY8UM5Y2IOBw7VcM097/Kdx1ZRWVMX7TBFpJPCq5zlMyQtkSlD06IdTq8xecgAzpo8iOU7i3lkae/tiSrS3dRTSbrEM2ty2ZRXxm1XzKK8Sn+Q9lRmxujsFEY3mqyxtr6e1bsPsHDVXu54dQv/euZ4slpZHUpEus/PF21g2Y5iLj9xpFbUbKPxOalMHJTKHa9s5jMnjiQtMS7aITWrpq6enUUV7Cgsp6i8hnp3Bg1IoKK6luT4rv/z7M7Xt/C/z27gxDGZnDV5EJnJH5bz50wZRN7BKm5/ZTO7iir40zVze+x1E5FjW7P7AAVlVVw5bxShft5Lqb3OPW4Qu4oquOnptcwYnsHUYWqUEzkWNSpJp9XW1fPrFz5gypABfPz4YTy8dFe0Q5J2iA2FmD0qk+EZSfzx9S38dckOvnLGeOJj1ZFRJJpeWLefP72xjc+fPJopQ/RHbXucN3UId7y6mTte2cz3Ljwuoueqd2dzXhnv7znAjqIKSiqqqa1zYmOM5PhYUhJieO79XLJS4nGH4opqdhRWsKfkEHX1R6/gZ4Qbxs6cnMO4gSldMmzlD69t4SfPbeDiGUP59RWzeGzZ7iO2x8aE+M75k5kwKJXvPLaKL9zzLg9cO19z74n0QnX1zovr9zM4LYFpahBpt5AZnzlxJHe/uZWv/mU5f7v+1GM+bG0YPldVW8f7ew6wp6SSqpo6ThybxcRBqUwYlMrA1ATKqmpZu/cA+0urqKypIyUhlhnD0/UwV3o9/bUgnfbQ0l1sLSjnzs/NIaQ5eXqtwWmJXHHiKO57ezvPrN7Lp2aPiHZIIv3WrqIKvv3oSqYPT+P7Fx3Hkyv2HJWnuQlHtSRx2PDMJD4zdwR3v7GNT50wgskRmqR2Q24pi9btY39pFQmxIcYOTGHy4AHExhi1dU5FdS3lVXUcrKxlZ1EFITMGJMYyc2QGC2YNOzwHVE5qAmawp+QQf3htC8t3FHP3m9uYOjSNBbOGdSrG3726mZ89v5GPzxzGrZ+Z2ercIpecMJyE2BDXP7iC6x5Yxt3XnKh5qUR6meU7iiksr+ZzJ41WL6UOSk2I5fdXz+GKO9/hqw8s54F/mUdCbMtlYb07i7cU8vKGPA7V1BEfGyI5Loa1uaVU19Y3u09cjFFT5yxau48zJ+VwxYkjdR8lvZYalaRT9pQc4qfPbeDUCdl8dOrgaIcjnTRp8ADOmJTDax/kM2NEerTDEemXKmvq+NpfV+DA766ao5v6DrrxwuN4Yd1+vv/UGh79yslduhBBYVkV/++p93l+7T4GpiZw2ZwRzBie3mKDTVsb+0ZmJbM1v5yzJw/i7S2FvLR+P7e9tIkJg1I597j217G3v7yJX/zzAxbMGsYvL2u9QanBhTOG8vNLZ/Ltx1Zxw4Mr+P3Vc4hrw34iEn2Hqut4acN+RmUl99sV37rK7FGZ/PzS4/nGwyv56gPL+f3VzdfHu4sruPvNbWwrKGfioFTOmTKIUVnJmBn17hSUVVFUVk1ZVS0JcTFkJMUxOC2R+NgQxRXVvLIhj9c+yOeGh1bw2ytna9Ec6ZXUqCQdVlfv3PjEaurd+cmnju/3K0v0FedMGcTavaU89d4evn3eZFI1/EGkW/3oH+tYs+cAd35uDqOyNY9SR2WlxHPTx6fyzUdWcduLH/Ct8yZ3yXFf/yCfbz+2igMVNZw/dTCnThxIbKhrG13iYkKcOSmH44YO4JGlu7j2vmVce9pYvnvBlDYNTXZ3bn1xE795aROfOmE4P79sZrtuVD49ZwQV1bX899Nr+dajq/j15bO6/UZHPfFE2u/Pb2/nYGUtV5yoFd86q6EMumTWcJ5euYfzbn2dT88ewTc+MhEIL6TxyNKd/PT5jdTU1fPp2SOYPSrjiOseMmPQgEQGDWh+kY3M5Hg+ecJwBqYm8OyafQxNX89/f2xq5L+cSBfT3aJ02M8WbeCNTQX87ydnMDJLNz59RVxMiE/PHs6dr2/lZ89v4JYF06Mdkki/8eSK3fzlnZ185YxxnDdtSLTD6fU+ecII3tpcyG9f2czMkRkd6u3ToLKmjl8s2shdb25j4qBU7v/SPN7bWdJ1wTZj0IBEvnrmeLbml3H3m9tYur2I3155whGLLTRVXVvPzX9fy4NLdvKZuSP4v08d36EGoc+dPIayqjp++vwGUuJj+L9PzdBNqkgPdqCiht+/upnJgwcwdmDLZYS0z7yxWSTGhfjbyj385uVNvLu9kIzkeFbsKCb3QCUnj8vmtAkDyezgvEhmxhmTchiSnsjdb25j7MAUrj5pdBd/C5HIUn9m6ZD7F2/nj69t5eqTRunJYR80OjuFk8dnc//iHSzZWhjtcET6hbc2F/DdJ1Zz8rhsvnN+1/SqEfjhgulMG5bG1/66gre3FHToGMu2F3HRbW9w15vb+Oz8USy84TSO66ZluuNiQvzPgun84eo5bC8o52O/eZP7F29vdp6ODftKufQPb/Pgkp3861nj+emnO9ag1OBfzxrPDWdP4OGlu/jhM+txP3picRHpGW5/ZRMHq2o5b5qmo+hqx4/I4JsfmcRJY7MoKq9hze4DzBiezr1fPJEHvzy/ww1Kjf33x6ZyzpRB/GDhWl7/IL8LohbpPuqpJG3S0AXU3Xn9g3wWrdvPcUMG8IOPT4tyZBIp500dwq7iCr77xGqe+8YZJMVrXheRSFm8pZDr7l/GuIGp/OFzmsOmKyXFx3D/l+Zz+R8X88V7l/LDS6bzmbkj27RvUXk1t734Afe/s4Nh6Uk8cO08Tp+YE+GIm3fB9CFMH57Gfzy2mpueXsvvXtnCBdOHMC4nhUPVdSzeWsirG/NJT4rjD1fP5oLpQ7vkvN8+bxJlVbXc89Y2qmrr+MHHp2l1UJEeZs3uA9zz1nYunzuSoelJ0Q6nTxqQGMfFxw+L2MP0mJDxmytP4NLfv831f13BE187hUmDNS+W9A5qVJI2q6yp46n39rBmzwGOH5HOZXNG6sanD4uPDfHTTx3PVXct4dYXP+D7F0V2WW6R/urvq/by7cdWMTormfuvnUd6Uly0QzpCc3Pb9DZZKfE8dN1JfP2h9/jPx1fz3JpcvvnRScwYns5D7+46Iq+7c8KoTB5bvotHl+6ioqaOq+eP5rsXTon6HHMjMpN58MvzefWDfP76zk4efHfn4R5LI7OS+Pq5E/nSqWPISO665anNjJs+NpWEuBB/fG0rG/Yd5GeXHs/4nNQuO4eIdFxVbR3/+cRqslPi+d5Fx/GP1bnRDkk6KDUhlnu+cCIL7niLL/15KY999WQ1EkqvENG/jszsAuA2IAa4y91/0mR7AnA/MAcoBC539+3Btu8B1wJ1wNfdfVEkY5WW1dc7K3eV8Nz7uZRV1nLBtCGcNnGglintB06ZMJCr5o/iT29s5bihA/jkCSOiHZL0YJEo81s6ppmNBR4GsoHlwOfcvTrS37ErFZdX89PnN/Dw0l3MGZ3JXZ+f2yVd6HuSntQgNTA1gQeunc+f3tjK717ZzCduf4tRWcmkJ8WRmhiLu1NSUcPekkOUVtYSHxPigulD+LdzJjCxBz0tNjPOnjyIsycPoqaungOHaogxIzMlngeX7OTZNfuOyN8VT9VDIeN7Fx7HtGHp/NdTa7jwtje4ev5orj19LMMzInPD4+7U1Ts1dU58bEgrIvUD3VmH9BXuzn8+vpr1uaXc9fm5Pe6hhLTfsIwk7r5mLlfe+Q4f/+2b/PIzszhj4sAj5rTTQgbS00SsUcnMYoA7gI8Cu4GlZrbQ3dc1ynYtUOzuE8zsCuCnwOVmNhW4ApgGDANeNLNJ7l4XqXjlaGVVtfx91V7ufWsbH+wvY1hGIp87aTQjMjUpd39y08emsr2gnG8/uoqyqjqunq8VReRokSjzg31aOuZPgVvd/WEz+0Nw7N9H/pt23u7iCh5Zuov73t5OWVUtXz1zPN8+b1LEen72pIadaIsJGV89czxXzhvFs2tyeWn9ft7bWUJZVS0hM9KT4hgzMIWr5o3ivGlDyOrhjXxxMSEGpiZ02/k+MXMYJ43L4mfPb+S+xdu59+1tnDg6i/njsigsq2ZoeiLpyXGHV8Nr7Santq6ewvJqdhZVsL2gnB2FFWwvLGdnUQU7iyooPVRDfaMpnJLiYrjrza2MG5jCcUPTDr9GZyUTUoNTrxeFOqTXq66t55Zn1vL0yr38x/mT+chUzaXUHbqjTj1+RAZP33AqX3lgOdfc8y4zhqdzyvhscgYkUFFdx+sf5FNcUc2BQzXU1DlxMSH+uW4f88ZmceakHKYOTdPf6tKtItlTaR6w2d23ApjZw8ACoHFBvgC4OXj/OHC7hf8HLAAedvcqYJuZbQ6OtziC8R6lvt7JO1jF1oIytuSXsyWvjC35ZewpPkRReTWxMUZKQizZKfFkpyaQnRLP1SeNZuzAFFJ64TLsBypq2JxfxrvbinhjUz7LthdTXVfPlCEDuPzEkcwYnq7eSf1QYlwMd10zl688sJz//tv7PLNqL58/eQynTRyoJ2LSWCTKfJo7ppmtB84Brgry3Bcct0c1Krk7+Qer2FlUwY7CCt7fe4AlW4tYl1uKGZw7ZTDThqUxOC2Rx5btPryfnjZGXnpSHFfOG8WV80Y1e4NwxbzI/xv01sa+QQMS+cVlM/n3j0zkieV7eH7tPn736hbqGrUAJcaFSImP5S/v7CAhLkR8TIh6d6pr66mqraegrJqi8qojGo1iQsbwjCRGZydz8Yyh7Ck+RHxsiNiQUVlbT0V1LZnJ8WzKK+PlDXmH902Ki2HCoFQmDR7ApMHhn8Mzkxg0IIH0pDjdWPUe3VaHNDlmr1NX77yyIY/bXtrEmj0HuO6McXztrPHRDqvH6W1lbHPx/uPrp/P48t08vHQn9761neq68HDnlIRYspLjGJqeRFxMiOraOnJLKvnZ8xv52fMbyRmQwBkTczhtYjYzhmcwMiuJhNgP50atq3cOVtZw4FANpYdqOXAo/L6qto6YkBEyO+JnTAhCZofvA2vr66mudWrr66mrDzdqxceESIgLkRAbQ3xsiISGV1xMo23hfCqX+55ItnwMBxpPVLAbmN9SHnevNbMDhIcyDAfeabLv8EgEuXxHMX97bw+Hauo4VFNHZXUdFdV17D9Yye7iQ0esrpISH8P4QakcNyyN3JJD1NQ5Bytr2ZxXxopgWeGHl4a/cs6ABMZmp5CZEkd8bPg/U3xsiPgYi8p/pLp6p96DVz3UuXOouo7SoEDZHTSUNRiSlsj8sVlMG5bGyKxk/efv55LjY7nvi/N48N2d/PblTVz/4AogPJwkIzmOAYmxpCbEYmaEDIxw5dPwa1Nb79TWOTV14cqnpt6pq6+nts6DbfXU1Pnh39P42Ib/L+HKKKHh/09QQTVsi48NHbN3R9PVipquXdR0MSNvkuPo7a3v3zRHc4sltbSAUvjhfnANDezw+/C1PGNiDmdPGdT8ztEXqTK/uWNmAyXuXttM/i73ysY8Xt2QR219+Hf0yJ/h3+O6eqeqtp6DlTWUVtYGf6jVUNvkRnvmiAy+e8EUPnb8UEZmJfe6P3r7s/74b3Ws75wzIIHPnTSamrp69pdWsu9AJaWVNZRX1VFeXcugAYlU1dZRVVtPXEyIlIRY4mNCzBqZwaABCeSkJTIqK5nRWckMz0w6ojxvbXhHZU0dm/aXsT63lA37DrIp7yBvbMrniRW7j8gfHxtiQEIsyQkxJMfFkhQfQ2JciNhQiFDIiDGICYWICRHcOIWIsfBwv9hQ+GbKzIIyO/z3k+O4h0v68M/wh/BnP5xeH7zHG+3jTff3w/WBBWV9yD68ebPD7xvq1EbbQ83n/9jxQ5kzOquD/+JR1Z11SJd7euUeVuwoDv99U+fUBDfbtXXhuqGypo6K6loO1dRzqLqWQzV11NVDQmyIxOBGPDEuRGJcDIlxMSTFxZAQFyIuFKLOnfp6p6K6jryDlWzYd5CK6jqGpCXy+8/O5sIZXTMpv/Q8T67YQ8iMq+aNDoYD1xMbY4d7gzZ21fxR5JVW8vqmAl7dmMeL6/cfUSYmxoUOl0MNjVPREh8bImQQGwo/OGj4TvGxIUZnJ5McH0NKQiwJsSHAgr+JP7y3MDh8b9rw97K03VXzRzJhUNcO6+993WkaMbPrgOuCj2VmtjHS52z0aGMg0OLaxDuAZZEOJoJ2AEuOnW3gZ1u5Bt3hs9E8eVjUr0FLuuLaHOsYO8I/Wv2/0E/0hmswOtoBREM06gla+X3YCDwKfK2VnTvzf7cD+/aG390G7Spvu/k6NnXEde3s8SL8XQYCBT2gPj2WHlvfNiNq/69ubv8ujWNVPdF99QR08vdkB3DR/+u6YHqI3lQndYc2X49eUIa3yRvHzqLfkSO1+3r8oOPnarGOiGSj0h6g8Zq9I4K05vLsNrNYIJ3wxHtt2Rd3vxO4swtjbjMzW+buc6Nx7p5C10DXAHQNQNcgEKkyv7n0QiDDzGKD3krN1hEQnXqiN/0+KNbIUKxdr7fECYq1g7qzDjlCtO4netC17zF0TY6k63E0XZMj9ZTrEcn14JcCE81srJnFE55Ab2GTPAuBa4L3lwIve3isykLgCjNLCFb4mQi8G8FYRUSkcyJR5jd7zGCfV4JjEBzz6Qh+NxERiaxuq0O64buIiPQrEeupFIx1vgFYRHgZz3vcfa2Z3QIsc/eFwN3AA8GEekWEC3uCfI8SHm1WC1yvld9ERHquSJX5zR0zOOV3gYfN7EfAe8GxRUSkF4pCHSIiIl3Emk5iK21jZtcF3WX7LV0DXQPQNQBdAzlSb/p9UKyRoVi7Xm+JExSrtI2u/dF0TY6k63E0XZMj9ZTroUYlERERERERERFpt0jOqSQiIiIiIiIiIn2UGpU6wMwuMLONZrbZzG6MdjzdwczuMbM8M3u/UVqWmb1gZpuCn5nRjDHSzGykmb1iZuvMbK2ZfSNI7xfXwcwSzexdM1sVfP//CdLHmtmS4P/DI8FkmH2amcWY2Xtm9kzwud9dg/7OzLab2RozW2lmy4K0ZssCC/tN8Pux2sxmRzi2NpfXrcVmZtcE+TeZ2TXNnSsCcd5sZnuC67rSzC5qtO17QZwbzez8RukRr5PbW/5H+bq2FGuPu7btrVcsPBHzI0H6EjMbc6zvEOE4/2xm2xpd01lBetT+/Rudp031VLSuaX/XHeVWT9RCud8j6s5o6Mq6pS/oyjqhL+mK8jzi3F2vdrwIT/S3BRgHxAOrgKnRjqsbvvcZwGzg/UZpPwNuDN7fCPw02nFG+BoMBWYH7wcAHwBT+8t1AAxIDd7HAUuAk4BHgSuC9D8A/xrtWLvhWnwLeBB4Jvjc765Bf38B24GBTdKaLQuAi4Dngv9DJwFLIhxbm8vrlmIDsoCtwc/M4H1mN8R5M/CdZvJODerbBGBsUA/HdFed3N7yP8rXtaVYe9y1pZ31CvA14A/B+yuAR1r7Dt0Q55+BS5vJH7V//0YxtKmeitY17c+v7iq3euKLLqif+tKrlfK6X16TrqoT+tqrs+V5d7zUU6n95gGb3X2ru1cDDwMLohxTxLn764RX2mhsAXBf8P4+4JLujKm7uXuuu68I3h8E1gPD6SfXwcPKgo9xwcuBc4DHg/Q++/0bmNkI4GLgruCz0c+ugbSopbJgAXB/8H/oHSDDzIZGKoh2ltctxXY+8IK7F7l7MfACcEE3xNmSBcDD7l7l7tuAzYTr426pkztQ/kfzurYUa0uidm07UK80vt6PA+cGZXBL3yHScbYkav/+0O56KirXtJ/rl/cS0GX1U5/RhXVLn9CFdUKf0UXlecSpUan9hgO7Gn3eTet/rPVlg909N3i/DxgczWC6U9Cd8ATCLej95joE3S9XAnmE/xjeApS4e22QpT/8f/g18J9AffA5m/53DST8R84/zWy5mV0XpLVUFvSEeqO9sUUz5huCbv332IfDiXtMnG0s/3tEvE1ihR54bdtZrxyOKdh+gHAZHPFYm8bp7g3X9MfBNb3VzBKaxtkknu769/81ba+nonZN+zFd2yP15Lqz23SybukzuqhO6Et+TefL84hTo5J0CXd3Wn9q12eYWSrwBPDv7l7aeFtfvw7uXufus4ARhJ+0TYluRN3LzD4G5Ln78mjHIlF3mrvPBi4ErjezMxpv7MllQU+ODfg9MB6YBeQCv4xqNE30pvK/mVh75LXtLfVK0zjNbDrwPcLxnkh4SNt3oxdhmOop6c16WjnaXXpT3RJpvaVO6A69qTxXo1L77QFGNvo8Ikjrj/Y3dLkMfuZFOZ6IM7M4woX+X939ySC5310Hdy8BXgFOJtz1NjbY1Nf/P5wKfMLMthPurn4OcBv96xoI4O57gp95wFOE//BpqSzoCfVGe2OLSszuvj/4g7Ie+BMfDreJepztLP+jGm9zsfbkaxvEV8Kx65XDMQXb04HC7oy1UZwXBENX3N2rgHvpGde0vfVU1K9pP6Rre6SeXHdGXBfVLX1OJ+uEvqKryvOIU6NS+y0FJgazrscTngRrYZRjipaFwDXB+2uAp6MYS8QFY1LvBta7+68abeoX18HMcswsI3ifBHyU8NjvV4BLg2x99vsDuPv33H2Eu48h/H//ZXf/LP3oGgiYWYqZDWh4D5wHvE/LZcFC4PMWdhJwoFG39u7S3tgWAeeZWWYwTOq8IC2imswN8UnC17UhziuClU3GAhOBd+mmOrkD5X/UrmtLsfbEa9uBeqXx9b6UcBnsrXyHSMa5odFNnxGe06LxNY3Kv38H6qmoXNN+TvcSR+rJdWdEdWHd0id0YZ3QJ3Rhed4twerV/hnYLyI8O/8W4P9FO55u+s4PEe4uX0N47Oa1hMdovgRsAl4EsqIdZ4SvwWmEu5+uBlYGr4v6y3UAjgfeC77/+8BNQfo4wn9obgYeAxKiHWs3XY+z+HAVhn55DfrrK/j3XhW81jbUAy2VBYRXM7kjqDPWAHMjHF+by+vWYgO+FPxObwa+2E1xPhDEsZrwH0dDG+X/f0GcG4ELG6VHvE5ub/kf5evaUqw97trSznoFSAw+bw62jzvWd4hwnC8H1/R94C98uGpR1P79m8R9Fseop6J1Tfv7qzvKrZ74oovqp77yaqW87pfXpCvrhL726mx5HumXBQGIiIiIiIiIiIi0mYa/iYiIiIiIiIhIu6lRSURERERERERE2k2NSiIiIiIiIiIi0m5qVBIRERERERERkXZTo5KIiIiIiIiIiLSbGpVE2sHMPmFmNwbvbzaz70Q7JhER6b3MbJiZPR7tOERERMwsJtoxSO+jRiWRdnD3he7+k2jHISIifYO773X3S6Mdh4iIHJuZjTGzDWb2ZzP7wMz+amYfMbO3zGyTmc0LXovN7D0ze9vMJgf7ftPM7gnezzCz980suYXz3GxmDwTH2WRmXw7Szcx+Huy7xswuD9LvMLNPBO+fanSeL5nZj4P3V5vZu2a20sz+2NCAZGZlZvZLM1sFnBzhSyh9kBqVRAJtrCS+YGa3N7PveDN73syWm9kbZjYlSP+4mS0JKpUXzWxwkJ5jZi+Y2Vozu8vMdpjZwGBbswW+iIj0LM2V18Ef5z82s1Vm9k6jcn988HmNmf3IzMqC9DFm9n7w/gtm9mRQn2wys581Otd5wc3FCjN7zMxSo/OtRUT6vQnAL4Epwesq4DTgO8D3gQ3A6e5+AnAT8L/BfrcBE8zsk8C9wFfcvaKV8xwPnEO4oecmMxsGfAqYBcwEPgL83MyGAm8Apwf7DQemBu9PB143s+OAy4FT3X0WUAd8NsiTAixx95nu/mZHLoj0b2pUEjnSsSqJltwJ/Ju7zwny/i5IfxM4KahUHgb+M0j/AfCyu08DHgdGARyjwBcRkR6ilfI6BXjH3WcCrwNfDna5DbjN3WcAu1s59KzguDOAy81sZPDQ4b+Aj7j7bGAZ8K0u/1IiItIW29x9jbvXA2uBl9zdgTXAGCAdeCx4YHArMA0gyP8F4AHgNXd/6xjnedrdD7l7AfAKMI/wfclD7l7n7vuB14ATCRqVzGwqsA7YHzQ2nQy8DZwLzAGWmtnK4PO44Dx1wBOduyTSn8VGOwCRHmabu68BMLPDlYSZNVQSRwmeFp9CuPJoSE4Ifo4AHgkK9XhgW5B+GvBJAHd/3syKg/TGBT5AEpDXZd9ORES6SkvldTXwTJBnOfDR4P3JwCXB+weBX7Rw3Jfc/QCAma0DRgMZhJ86vxWcKx5Y3GXfRERE2qOq0fv6Rp/rCd9f/xB4xd0/aWZjgFcb5Z8IlAHD2nAeP8bnDze47zGzDOACwg80soDPAGXuftDClcd97v69ZnavdPe6NsQj0iz1VBI50rEqieaEgBJ3n9XodVyw7bfA7cGT6a8Aicc4f0OB33Ccye5+c4e+iYiIRFJL5XVN8MQawk9/2/sAr3E91LC/AS80OtdUd7+2s19AREQiIh3YE7z/QkOimaUDvwHOALLN7Fjz6S0ws0QzywbOApYS7pF0eTDcOic41rtB/neAfyfcqPQG4dETbwTbXgIuNbNBQSxZZja6E99R5DA1Kol0kruXAtvM7DI4PIHezGBz40rlmka7vUX46QFmdh6QGaSrwBcR6R3aW16/A3w6eH9FO8/1DnCqmU0IzpViZpPaG7CIiHSLnwH/Z2bvceSDhVuBO9z9A+Ba4CcNdUgLVhMe9vYO8EN33ws8FaSvAl4G/tPd9wX53wBi3X0zsIJwb6U3ANx9HeFh1P80s9XAC8DQrviyIvbhw7TebeDAgT5mzJhohyEi0iMtX768wN1zoh1HNKmeEBFpmeoJkZ7DzG4mPHStpaHSIj1Gn5lTacyYMSxbtizaYYiI9EhmtiPaMUSb6gkRkZapnhARkY7oM41KIiIiIiIiIr2FmX0R+EaT5Lfc/fpoxCPSEWpUEhEREREREelm7n4vcG+04xDpDE3ULSIiIiIiIiIi7aZGJRERERERERERaTc1KomIiIiIiIiISLtpTiXpsAeX7Dwq7ar5o6IQiYiISPs0V4c1UF0mIiIi0jbqqSQiIiIiIiIiIu2mRiUREREREREREWk3NSqJiIiIiIiIiEi7qVFJRERERERERETaTY1KIiIiIiIiIiLSbmpUEhERERERERGRdlOjkoiIiIiIiIiItFu3NyqZWaKZvWtmq8xsrZn9TzN5EszsETPbbGZLzGxMd8cpIiKRZWb3mFmemb3fwvbPmtlqM1tjZm+b2cxG27YH6SvNbFn3RS0iIiIiIg2i0VOpCjjH3WcCs4ALzOykJnmuBYrdfQJwK/DT7g1RRES6wZ+BC1rZvg04091nAD8E7myy/Wx3n+XucyMUn4iIiIiItKLbG5U8rCz4GBe8vEm2BcB9wfvHgXPNzLopRBER6Qbu/jpQ1Mr2t929OPj4DjCiWwITEREREZE2icqcSmYWY2YrgTzgBXdf0iTLcGAXgLvXAgeA7G4NUkREepJrgecafXbgn2a23Myui1JMIiIiIiL9Wmw0TurudcAsM8sAnjKz6e7e7JwarQluJK4DGDVqVNcGKSIiPYKZnU24Uem0RsmnufseMxsEvGBmG4KeT033VT0hIiIiIhIhUV39zd1LgFc4ek6NPcBIADOLBdKBwmb2v9Pd57r73JycnAhHKyIi3c3MjgfuAha4++F6wN33BD/zgKeAec3tr3pCRERERCRyorH6W07QQwkzSwI+Cmxokm0hcE3w/lLgZXdvOu+SiIj0YWY2CngS+Jy7f9AoPcXMBjS8B84D2t3bVUREREREOicaw9+GAveZWQzhRq1H3f0ZM7sFWObuC4G7gQfMbDPhSVyviEKcIiISQWb2EHAWMNDMdgM/ILx4A+7+B+AmwvPp/S5Yq6E2WOltMOGh0xCuxx509+e7/QuIiIiIiPRz3d6o5O6rgROaSb+p0ftK4LLujEtERLqXu195jO3/AvxLM+lbgZmRiktERERERNomqnMqiYiIiIiIiIhI76RGJRERERERERERaTc1KomIiIiIiIiISLupUUlERERERERERNotGqu/iYiIiPQ6Dy7Z2eK2q+aP6sZIRERERHoG9VQSEREREREREZF2U6OSiIiIiIiIiIi0mxqVRERERERERESk3dSoJCIiIiIiIiIi7aZGJRERERERERERaTc1KomIiIiIiIiISLvFdvcJzWwkcD8wGHDgTne/rUmes4CngW1B0pPufks3hikiIiI9zINLdra47ar5o7oxEhERERGBKDQqAbXAt919hZkNAJab2Qvuvq5Jvjfc/WNRiE9ERERERERERI6h24e/uXuuu68I3h8E1gPDuzsOERERERERERHpuKjOqWRmY4ATgCXNbD7ZzFaZ2XNmNq17IxMRERERERERkdZEY/gbAGaWCjwB/Lu7lzbZvAIY7e5lZnYR8DdgYjPHuA64DmDUKM2lICIiIj1LS/NAaQ4oERER6Qui0lPJzOIINyj91d2fbLrd3UvdvSx4/ywQZ2YDm8l3p7vPdfe5OTk5EY9bRES6jpndY2Z5ZvZ+C9vNzH5jZpvNbLWZzW607Roz2xS8rum+qEVEREREpEG3NyqZmQF3A+vd/Vct5BkS5MPM5hGOs7D7ohQRkW7wZ+CCVrZfSLiX6kTCvVJ/D2BmWcAPgPnAPOAHZpYZ0UhFREREROQo0Rj+dirwOWCNma0M0r4PjAJw9z8AlwL/ama1wCHgCnf3KMQqIiIR4u6vB3PrtWQBcH9Q/r9jZhlmNhQ4C3jB3YsAzOwFwo1TD0U4ZBERERERaaTbG5Xc/U3AjpHnduD27olIRER6qOHArkafdwdpLaWLiIiIiEg3iurqbyIiIpFkZteZ2TIzW5afnx/tcERERERE+hQ1KomISE+1BxjZ6POIIK2l9KNoQQcRERERkchRo5KIiPRUC4HPB6vAnQQccPdcYBFwnpllBhN0nxekiYiIiIhIN4rGRN0iIiKY2UOEJ90eaGa7Ca/oFgeHF214FrgI2AxUAF8MthWZ2Q+BpcGhbmmYtFtERERERLqPGpVERCQq3P3KY2x34PoWtt0D3BOJuEREREREpG00/E1ERERERERERNpNjUoiIiIiIiIiItJualQSEREREREREZF2U6OSiIiIiIiIiIi0mybqFhEREekFHlyys8VtV80f1Y2RiIiIiIR1qqeSmT1pZhebmXo8iYj0Y6oPRERERET6n872VPod8EXgN2b2GHCvu2/sfFgiItLLqD4Q6YHUu0lEREQiqVNPlN39RXf/LDAb2A68aGZvm9kXzSyuuX3MbKSZvWJm68xsrZl9o5k8Zma/MbPNZrbazGZ3Jk4REYmsjtQHIiIiIiLSu3V6mIKZZQNfAP4FeA+4jfBNxQst7FILfNvdpwInAdeb2dQmeS4EJgav64DfdzZOERGJrA7UByIiIiIi0ot1avibmT0FTAYeAD7u7rnBpkfMbFlz+wR5coP3B81sPTAcWNco2wLgfnd34B0zyzCzoY2OLyIiPUhH6gMREREREendOjun0p/c/dnGCWaW4O5V7j73WDub2RjgBGBJk03DgV2NPu8O0tSoJCLSM3WqPhCRD7U2D5KIiIhIT9LZ4W8/aiZtcVt2NLNU4Ang3929tCMnN7PrzGyZmS3Lz8/vyCGkk+rdox2CiPQMHa4PRERERESkd+pQTyUzG0K451CSmZ0AWLApDUhuw/5xhBuU/uruTzaTZQ8wstHnEUHaEdz9TuBOgLlz56p1Iwp+9+pmQmZcOnsEg9ISox2OiHSzztYHIiIiIiLSe3V0+Nv5hCdjHQH8qlH6QeD7re1oZgbcDax391+1kG0hcIOZPQzMBw5oPqWep6aunr0llQD8/rUtfPeCKVGOSESioMP1gYiIiIiI9G4dalRy9/uA+8zs0+7+RDt3PxX4HLDGzFYGad8HRgXH/gPwLHARsBmoAL7YkTglsorLqwGYOjSNdbmlFAWfRaT/6GR9ICJR1NLcTVfNH9XNkYiIiEhv1dHhb1e7+1+AMWb2rabbW+mBhLu/yYfDI1rK48D1HYlNuk9RRbgRaXxOCutySympqIlyRCLS3TpTHwT7XwDcBsQAd7n7T5psvxU4O/iYDAxy94xgWx2wJti2090/0ZnvIsemRggRERERaayjw99Sgp+pXRWI9D4NPZPG5oR/DQ4cUk8lkX6ow/WBmcUAdwAfJbzK51IzW+ju6xryuPs3G+X/N8IrhjY45O6zOhK0iIiIiIh0XkeHv/0x+Pk/XRuO9CbF5dXEx4QYNCCB2JBRckg9lUT6m07WB/OAze6+FSCYR28BsK6F/FcCP+hInCIiIiIi0vVCndnZzH5mZmlmFmdmL5lZvpld3VXBSc9WVF5NVko8ITPSk+I0/E2kH+tgfTAc2NXo8+4grbnjjwbGAi83Sk40s2Vm9o6ZXdKZ+EVEREREpP061agEnOfupcDHgO3ABOA/OhuU9A5FFdVkpsQDkJ4cxwH1VBLpzyJdH1wBPO7udY3SRrv7XOAq4NdmNr7pTmZ2XdDwtCw/P78LwxERERERkc42KjUMn7sYeMzdD3TyeNJLuHu4p1JyHAAZSfGUVGhOJZF+rCP1wR5gZKPPI4K05lwBPNQ4wd33BD+3Aq9y5HxLDXnudPe57j43JyenDSGJiIiIiEhbdbZR6Rkz2wDMAV4ysxygsvNhSU9XUFZNTZ0f7qmUkRzHwcpaaurqoxyZiERJR+qDpcBEMxtrZvGEG44WNs1kZlOATGBxo7RMM0sI3g8ETqXluZhERERERCQCOtWo5O43AqcAc929BignPMmq9HE7iyoAyGpoVEqKw4H9pWpTFOmPOlIfuHstcAOwCFgPPOrua83sFjP7RKOsVwAPu7s3SjsOWGZmq4BXgJ80XjVOREREREQir0OrvzUxBRhjZo2PdX8XHFd6sF0NjUrJwZxKSeFhcHtLKhmRmRy1uEQkqtpdH7j7s8CzTdJuavL55mb2exuY0eFIRfqJA4dqOFhZg2HkDEggPrazndRFREREPtSpRiUzewAYD6wEGiZPddSo1OflHQz3SEoLGpPSkxsalQ5FLSYRiR7VByI9R/7BKh54ZwcLV+5he2HF4XQDJg5O5fSJOYzPSY1egCIiItJndLan0lxgapMhCdIPFJZXExMyEoInnhlJ4R5Le9SoJNJfqT4QibKq2jr+9PpWbn9lM1W19Zw2YSDThqWTlRJPXb2zt+QQy3cUc/eb25g3NouLpg9VzyURERHplM42Kr0PDAFyuyAW6UWKy6tJiY/BzACIjw2RFBdD7gE1Kon0U6oPRKJoR2E5//qXFazLLeWiGUP49nmTGZ+TyoNLdh7OM314OudMGcQL6/fzxqYC8g9Wcc3JY9SwJCIiIh3W2UalgcA6M3sXqGpIdPdPtLwLmNk9wMeAPHef3sz2s4CngW1B0pPufksnY5UuVFReTUrCkb8+qQmxFJVXRykiEYmyDtUHItJ56/Ye4P+eW0/IjLs+P5ePTB3cYt7YmBAXTh/KsPQkHl22i/sWb+eLp44hNqSGJREREWm/zjYq3dzB/f4M3E7rc2284e4f6+DxJcKKyqtJjo85Ii0lIUaNSiL9183RDkCkv3F3Xli/n1c35jNzRDq3XzWbkVltWyxj5sgM6t15bPlunluzj4/PHBbhaEVERKQv6lSjkru/ZmajgYnu/qKZJQMxbdjvdTMb05lzS3QVV9QwIPHIX5/k+FiKy2uiFJGIRFNH6wMR6Zja+nqeXLGHlbtKmDs6k79+eT4Jse37L3fCqEz2lhzirS2FjM5O5vgRGZEJVkRERPqsTvV1NrMvA48DfwyShgN/62RMDU42s1Vm9pyZTeuiY0oXKSyrIjn+yEallIQYCtVTSaRfinB9ICKNVNbUcd/b21m5q4SPTh3MJ08Y3u4GpQYXTB/KyMwkFq7ay8FKPRgSERGR9unsAPrrgVOBUgB33wQM6mxQwApgtLvPBH5LCzcmZnadmS0zs2X5+fldcFppi5q6ekora0lJaDL8LT6W4opqtPiTSL8UqfpARBopLq/mD69tYVtBOZfOHsHZkwcdXjSjI2JCxqdmj6Cqtp6/r9Y8+yIiItI+nW1UqnL3w11TzCwW6HSLgruXuntZ8P5ZIM7MBjaT7053n+vuc3Nycjp7Wmmjkorwk8yUJj2VkhNiqat3SitroxGWiERXROoDEfnQzqIKfvfaFkora/jCKWOZPTqzS447OC2RsycP4v09B9iaX9YlxxQREZH+obONSq+Z2feBJDP7KPAY8PfOBmVmQyx47GZm8wjHWdjZ40rXaJiM+6iJuoPPmqxbpF+KSH0gImHv7Szmrje2khAb4qtnjGfCoNQuPf7pEweSkRTHs+/nUl+v9mARERFpm842Kt0I5ANrgK8AzwL/daydzOwhYDEw2cx2m9m1ZvZVM/tqkOVS4H0zWwX8BrjCNaaqx2hoNEpJaDqnUuwR20WkX+lQfSAirauoquWxZbt4bPluRmQm869njmdQWmKXnycuJsR504awt6SSp97b0+XHFxERkb6ps6u/1ZvZ34C/uXubJzVy9yuPsf124PbOxCaRc7hRqenwN/VUEum3OlofiEjzKmvqWLq9iNc+yKeypo5zpgzi7MmDiAl1fP6kYzl+RDpvbyng54s2ctGMoSTFawFHERERaV2HGpWCoWk/AG4g6O1kZnXAb939lq4LT3qiooqGnkpNhr8FPZWK1agk0m+oPhBpu4rqWvaWVFJQVkVhWRU1dfXExYSIiw0RHxMiNsYoOFjForX72VpQRk2dMz4nhYuPH8aQCPROaipkxkXTh3LnG1v50xtb+fq5EyN+ThEREendOtpT6ZuEV/k50d23AZjZOOD3ZvZNd7+1qwKUnqf48JxKTYa/BZ8bGp1EpF9QfSC9lruzraCcgrJqpg1LO2pYd1vVu7O35BBF5dXU1Tv1Hn5V1zqLtxSwu/gQu0sOkX+w6pjHChlkpcQzZ3QWs0dlMCIzuUMxddSYgSlcMG0If3htC1fNH8XA1IRuPb+IiIj0Lh1tVPoc8FF3L2hIcPetZnY18E9ANxF9WFF5NQMSY4/qgh8XYyTEhjT8TaR/UX0gvVJ1bT1/fns72wvLAfj76r2cP20Ip004arHZFuWVVvLm5gLW7DnAf/3t/RbzpSbEMiIziRNGhhuJcgYkcO1pY4mLMerqneq6empqwz8zkuN4bNnuTn+/zviPCybzz3X7+P2rW/jvj02NaiwiIiLSs3W0USmu8Q1EA3fPN7O4TsYkPVxReTXZKfFHpZsZ2SnxalQS6V86VR+Y2QXAbUAMcJe7/6TJ9i8APwcaZg6+3d3vCrZdw4eTgf/I3e/r8LeQfue593PZUVjOx44fypjsFF7akMeza3Kpqq3jqvmjWt233p3XP8jnpQ15xJgxfXgal84ZycDUeGJjjJCFXzEhY9WuEtKT4ggWtT0sPja8VkpsjBEbE4Kjq9WoGZ+Tyqdnj+CBd3bwL6ePZWh6UrRDEhERkR6qo41KrbUaqEWhjysqryazmUYlgMyUeM2pJNK/dLg+MLMY4A7go8BuYKmZLXT3dU2yPuLuNzTZN4vwXE5zAQeWB/sWt/cLSP/zxqZ8lmwr4rQJAzllfLhn0mfnj+LJFXt4aX0e97y5jS+dNrbZfatr63l02S7W5ZYyfXg6n5g5jNSE2BYbonYUVkTse0TKg0t2MmZgCnV1ztcfWsknTxgOcMzGNhEREel/OtqoNNPMSptJNyDyM0lKVBWVVzMso/l/5qyUeArVqCTSn3SmPpgHbHb3rQBm9jCwAGjaqNSc84EX3L0o2PcF4ALgobYGLv3Xr1/cRFZKPB+dOvhwWsiMT80eTlVtHbc8s46UhBguP/HIRpQDh2p4YPF2cg9UcvGMoZwyPvuoHkh9RWZyPPPGZrFkWyFnTBxItuZWEhERkWaEOrKTu8e4e1ozrwHuruFvfVxxRTWZyc33VMpKiadYE3WL9BudrA+GA7safd4dpDX1aTNbbWaPm9nIdu4rcoTVu0tYvqOYk8dlExdz5J9BITM+M3ckZ0zK4btPrOFnz2+gtLKG+nrnb+/t4Y5XNlNYXs3nTx7DqRMG9tkGpQZnTc4hJmS8uH5/tEMRERGRHqqjPZWkn3J3CsuryWpp+FtyPEVlalQSkS7zd+Ahd68ys68A9wHntHVnM7sOuA5g1CgN3RH489vbSYmPYc7ozGa3x8WEuOvzc/nek2v43atbuPvNbTjhYW/DM5L49JwRDEnrH52yByTGccr4gbz+QT5nTqqMdjgiIiLSA6lRSdqlorqO6tr6FhuVslPiOVhVS3Vt/eFJSEVEWrAHGNno8wg+nJAbAHcvbPTxLuBnjfY9q8m+rzY9gbvfCdwJMHfuXO9swNK7Haio4ZlVuVwxbySJcTEt5ouPDfHLz8zkC6eM4cn3dhMXE2LG8HQOHKoh1Md7JzV1+sSBLNlWyAvr9/Ot8yZFOxwRERHpYXTXL+3SsLJbaxN1A5RoCJyIHNtSYKKZjTWzeOAKYGHjDGY2tNHHTwDrg/eLgPPMLNPMMoHzgjSRFi1at4/qunounTOiTflnjEjnBx+fxvcvOo6PzxzW7xqUAJLjYzltQg7rc0tZsVPz4IuIiMiR1Kgk7dLQqJTdQqNSQw8mTdYtIsfi7rXADYQbg9YDj7r7WjO7xcw+EWT7upmtNbNVwNeBLwT7FgE/JNwwtRS4pWHSbpGW/GN1LiOzkpgxPD3aofQqp07IJjUhllv+vo76enX4ExERkQ9FpVHJzO4xszwze7+F7WZmvzGzzcHkrLO7O0ZpXlFF6z2VGhqVitWoJCJt4O7Puvskdx/v7j8O0m5y94XB+++5+zR3n+nuZ7v7hkb73uPuE4LXvdH6DtI7FJdX89bmAi6eMazPT7Dd1RJiY7hg+hBW7irhiRW7ox2OiIiI9CDR6qn0Z8JLP7fkQmBi8LoO+H03xCRt0DAJd1Yrq7/Bh41PIiIiPcGitfuorXc+dvzQY2eWo8wamcHsURn8NFgRT0RERASi1Kjk7q8DrQ1TWADc72HvABlN5tWQKCkOGouyUlte/Q0+HCYnIiLSE/xjTS5jspOZNiwt2qH0SiEzblkwncLyam57cVO0wxEREZEeoqfOqTQc2NXo8+4gTaKsqLyauBhjQELzCwdmJscdziciItITFJZV8faWQi4+fqiGvnXC9OHpXHHiKP789nY+2H8w2uGIiIhID9BTG5XaxMyuM7NlZrYsPz8/2uH0C0Xl1WQmx7f4R3lsTIj0pDjNqSQiIl1qe0E5z72fy+PLd1FQVtWufRet3U9dvXPxjGERiq7/+I/zJ5OWGMt/PL6a2rr6aIcjIiIiUdZ8d5Po2wOMbPR5RJB2BHe/E7gTYO7cuVqOpBsUlVcfnjepJdkp8Vr9TUREusz63FIuueMtaurqiQ2FWLX7AJfNGcHxIzLatP8zq/cybmAKxw0dENlA+4GslHh+dMkMrn9wBb9/dQv/du7EVvM/uGRni9uumj+qq8MTERGRbtZTeyotBD4frAJ3EnDA3XOjHZR82FOpNZkp8YfnXhIREemMqto6vvnISgYkxvGd8ybz7fMmMTwjiSff29OmHkt5pZW8s1VD37rSxccP5eMzh3HbS5tYvqM42uGIiIhIFEWlUcnMHgIWA5PNbLeZXWtmXzWzrwZZngW2ApuBPwFfi0accrSiiuoWJ+lukJkcT2GZGpVERKTz/vT6VjbsO8jPLp1BRnI8AxLjuOLEkcSY8fDSndTVt95R+W8r91DvcMkJmpqxK/3okukMy0jihgdXaB5FERGRfixaq79d6e5D3T3O3Ue4+93u/gd3/0Ow3d39encf7+4z3H1ZNOKUoxWXV5N1jJ5K2eqpJCIiXaC6tp77Fu/grMk5nDNl8OH0jOR4LjlhOHtLKlmyrbDF/d2dJ5bvYdbIDMbnpHZHyP1GelIcv/vsbArLq/nqX5ZTVVsX7ZBEREQkCnrq8DfpgerqnZJDNWQeY06lzJR4istrcNc0VyIi0nHPvZ9L/sEqrjllzFHbpg9LY8KgVF5Yt5+DlTXN7r92bykb9x/k0jkjIhxp/zR9eDq/vGwm724r4juPrab+GL3GREREpO9Ro5K0WUlFNe7hnkityUqJo7qunrKq2m6KTERE+qL73t7OmOxkzpyYc9Q2M+Pjxw+jts5ZtHZfs/s/sHgH8bEhPn68Vn2LlI/PHMZ3L5jC31ft5ef/3BjtcETk/7d33/FR3We+xz+PZtQrQkI0AaKaYjAd27jELc66Zu2se1xInOwmcXbjvbnJTTbdexN7b+K0zdpxjWscx05sJ7ZxwQ2bYoPBgAHTuyQESEKoIOm5f8xgCxjBCKQ5Gvi+Xy+9mHPO78w8c9DonHnO7/f8REQSTEklidu+IW2H66lUmJ0eaV8X+86xiIjI4azbXseCDbu4euoAUlJiF9guzk1n+rAiFmzYxXvrd+y3be32Op5csImrpwwgPys1ESEft758xmCumjKA3722mgffXhd0OCIiIpJASipJ3PYV346npxJEinqLiIgciZnLIr2PPjOmzyHbfWpEL/IzU/nO00uoa9ND9s6XV5IaMv7lU0O6NE6J9Br78SWjOXdUCd9/Zil/nL8h6JBEREQkQcJBByDJ4+OeSocp1L2vp9KOusNP9SwiIhLLzKXljOqTR2lh1iHbpYVTuPSkfjw8dz1f/MO7/PLK8Tzx7kb++v4W/uXMIfTKzUhQxMe+R+e2nyy6euoAfnP1eG7+w3t866kPSAun8NnxqmUlIiJyrFNSSeJWFZ0yuPBwPZWiSacdGv4mIiJHoLK2kfc27OTrZw+Lq/2I3rncftlYbv3TIibf9jIAl57Ul389Z3hXhikHSA+HuOu6idx4/3xufWIR6eFQ0CGJiIhIF1NSSeJWXtOIGRTlHG72t+jwN/VUEhE5Zrk7DqRY7HpHR+PlD8txh0+P7h33PpdN7M/QXjm8u34n2Wkh/mlSabu1mKTrZKSGuOf6SVx/3zxueWwhV00ZwMg+eUGHJSIiIl1ESSWJW0VNA0U56YRDhy7FlZMeJi2Uop5KIiLHoJZW57nFW5i/bgfuMKWskM9N6k/qYc4NHTFz6TZKCzM5oXduh/YbV1rAuNKCTotDjkx2epj7bpzMdffM5dF5G/j8tIEMK+nY/6WIiIgkByWVJG7bahronXf42hRmRs+cNCpr1VNJRA7NzM4HfgmEgHvc/acHbP8G8AWgGagEbnL39dFtLcAH0aYb3P3ihAV+nGp15+E561lRXsuEAT0wYO7aHdz0wHweuHEKoU7oGbS7sZnZq6q47uSBWBf0gpKuEave0kXj+lJR28hDc9ZzwymDGFycE0BkIiIi0pU0+5vErbymkZK89Lja9s7PoLymoYsjEpFkZmYh4LfAZ4BRwFVmNuqAZguBSe4+FngSuL3Ntnp3Pyn6o4RSAsxZU8WK8louGtuHyyf257KJ/bl4XF/e/Gg7989e2ymv8fqKSppaWjlvVEmnPJ8EJystzI2nllGYncYf3lnP+qq6oEMSERGRTqakksStoqaBXnH0VALok5/B1ur6Lo5IRJLcFGCVu69x9ybgceCStg3cfZa774kuzgE0nVRAtlbXM3NZOcNLcpg2uOfH66eWFXLWCb34fzNXsnHHnkM8Q3xmLttGYXYakwYVHvVzSfBy0sPcNL2M3IwwD7y9jk07j/53RERERLoPJZUkLo3NLVTVNcU1/A2gd14mW6sbcPcujkxEklg/YGOb5U3Rde2ZATzfZjnDzN41szlmdmkXxCdt/OKllbS2OheP67ffsDQz48eXjgHghOudvgAAHPFJREFU5y+tPKrXaGpu5dXlFZwzslenDKWT7iEvI5UZ08vISgtx/+x1uukkIiJyDAkkqWRm55vZCjNbZWbfirH9BjOrNLP3oz9fCCJO+cS++kjxDn/rk5/BnqYWahubuzKsDnl07oaDfkQkOZjZtcAk4I42qwe6+yTgauBOMxsSY7+bo4mndysrKxMU7bFna3U9Ty/czKRBhRRmHzwDaL+CTK6ZOoBnFm1hQ9WR90SZs6aK2oZmzhsV/6xvkhwKstKYMX0waeEU7ntrrYbIi4iIHCMSnlSKs4YGwB/b1Mq4J6FBykH2XfyVxNtTKT/Sblu1LhpFpF2bgdI2y/2j6/ZjZucA3wEudvePZwBw983Rf9cArwHjD9zX3e9290nuPqm4uLhzoz+O3PvmWlodThta1G6bL54+mJAZ//PG6iN+nZnLtpGZGmL6sPZfR5JXYXYaM04tI8WM+2avZd121VgSERFJdkH0VDpsDQ3pfspr9vVUir+mEsCWXeriLiLtmg8MM7MyM0sDrgSeadvAzMYDdxFJKFW0Wd/DzNKjj4uAU4FlCYv8OFLTsJdH523gorF96BGjl9I+JXkZXD6pP0++u+mIZv9sbXVeWlbOGcOLyUgNHU3I0o0V5aZz0/QyWlqdq38/p1PqcImIiEhwgkgqxVtD4zIzW2xmT5pZaYztkkD7eirFW1OpT0EmoJ5KItI+d28Gvgq8CHwIPOHuS83sR2a2bza3O4Ac4E/R4dD7kk4jgXfNbBEwC/ipuyup1AWeem8Te5pamDF98GHbzpheRlNL6xENL168uZrymkbOG61Z3451JXkZ3HRqGbsbm7nmnrmqsSQiIpLEumuh7meBQdEppF8CHozVSLUyEmdbTQNpoRQKslLjat8rNx0z2Kqkkogcgrv/3d2Hu/sQd78tuu577v5M9PE57l7SZjj0xdH1b7v7ie4+LvrvvUG+j2OVu/PQnPWMKy3gxP75h20/pDiHM0cU89Cc9TQ2t3TotV5Yso1QinHWCb2ONFxJIn0LMnloxlR21DVxze/nUlGr6wUREZFkFERS6bA1NNy9qk3djHuAibGeSLUyEqeippFeeen7zfhzKKmhFIpz0tVTSUQkib2zporVlXVcN21g3PvcdGoZ23c38rfFW+Pex915bvEWpg8toiCr/SF2cmwZV1rA/TdOZmt1A9feM5cddU1BhyQiIiIdFERSKZ4aGn3aLF5MZFiEBGhbdUPcQ9/26ZOfwVbN7iIikrQeemc9BVmpXDi2z+EbR502rIihvXK4b/Za3D2ufRZu3MWmnfVcNK7vkYYqSWryoELuvX4S66v2cN29c6neszfokERERKQDEp5UirOGxi1mtjRaK+MW4IZExyn7K69tiLtI9z698zPYpjoJIiJJacuuemYuK+eKyaUdKpxtZtxwyiCWbK7h3fU749rn2UVbSAunqJ7SceqUoUXcdd1EPirfzfX3z6O2QYklERGRZBFITaU4amh8291HR2tlfMrdlwcRp0S0tDqbd9bTr0dmh/brk5/J1l3ds6dSS6uzfXfHZycSETlePDJ3Pe7OtVPjH/q2zz9O6EdeRpj7Z689bNvmllb+tngrnxpRTF5GfHX75Nhz5ohe/Obq8SzZXM1ND8xnT1Nz0CGJiIhIHMJBByDd34Yde2hsbmVYr5wO7dc7P4PaxmZqG/aS242+KOyNzky0oryWxZuq+eElo+lX0LGEmYjIsaxhbwuPzdvI2SNLKC3M6vD+WWlhrp46kLvfWM2ayt0MLm7//DFzWTkVtY1cNqH/0YQsx4DzRvfmzitP4muPLuT8O9/k8ycPJCvtk0vVq6cOCDA6ERERiaW7zv4m3ciKbbUAjOid26H9yoqyAVhVsbvTYzpS7s6jczewsryWCQMKeHv1dv718YVx1/0QETke/G3xVnbUNXHDKYOO+DlmTC8jLZzCr19ddch2989eS2lhJmeP1NA3gQvH9uWqKQPYvKueu99YQ3W9hsKJiIh0Z+qpJIe1sjySVBrawZ5Ko/rkAbBsaw3jB/To9LiOxOrKOlaU1/KZMb05bVgxre589y9LePnDCs4dpS80IiIAf3hnHUN75XDKkJ5H/BzFuel8/uRB3PPmGr561lCGxOit9MGmauav28l3LxhJKCW+2UXl2PHo3A0x14/pl09mWoiH56znrtdXc/0pgzpc11FEREQSQz2V5LBWltdSWpi5Xxf0ePTvkUluRphlW2q6KLKOm7WigryMMCcPjnxRumJyKYOLs/np8x/S0qreSiIiCzfsZNGmaq4/eSBmR5foufn0wWSmhvj+X5ce1CPU3bn9xeXkpIf5p8mlR/U6cuwZUpzDF08bTHOr87vXV7Nkc3XQIYmIiEgMSirJYa0sr2VESceGvkFkBqBRffJYtrV7JJXWba9j7fY6ThtWTDgU+dVPDaVw67kjWF1Zx8sflgccoYhI8O56fQ256WE+2wk1jopy0vk/F4zkrVXbefiAXilPLdjMmx9t55vnj1CBbompb0EmX/nUUEpy03l03gZuf2G5bgCJiIh0Mxr+JofU1NzKmsq6I651MapvHo/P20hLqwc+tGH26u1kpYWYPKhwv/WfHl1C3/wMHnx7HZ8e3Tug6ETkeNPe0J8gixEv2VzNC0u38fWzh5GT3jmXCFdPGcALS7bx42eXkZUa4rKJ/Xl9ZSU/eHYpEwf2OKLZ5eT4kZ+ZyhdPG8yzi7fy36+t5u3VVdx++ViGH8HNLhEREel86qkkh7Suqo7mVj+inkoQqatUv7eFdVV1nRxZx2zauYdlW2qYPKiQtPD+v/bhUArXnjyQt1dXfVw/SkTkePSLl1aSn5nKjNPKOu05zYxfXzWeiQN7cOufFjHhxy9x/X3z6JufyZ1XnESKainJYYRDKXx2fD9+eeVJrK+q44JfvcmdL6+ksbkl6NBERESOe0oqySHtm/ltWEnHinTvM6pvtFh3wHWVHpqzHjOYWlYYc/uVkweQHk7hvrfWJjgyEZHu4bUVFbyyvIKbTx/c6cPRCrLS+MOMKfzHhaP4hxN7c8vZw/jLV06ltDCrU19Hjm2XnNSPl79xBp8Z04c7X/6IM25/jQdmr6Vhr5JLIiIiQVFSSQ5p1vJIYethvY6sp9KwXrmkhizQAps1DXt5bO4GRvbJoyArLWabwuw0PjepP39esImt1fUJjlBEJFh7mpr57l+WMKQ4my90Yi+ltlJDKcyYXsZPLj2Rb5w7nMy0UJe8jhzbeuak86urxvPIF6YyoDCLHzy7jNNun8V/vbiCVRXqbSwiIpJoSipJuxr2tjBzWTmfGdPnoCFj8UoLpzC1rCfPLd5Ka0DFNe95Yw01Dc18akSvQ7b70ulDaHW4+401CYpMRCR47s6Pn1vGpp31/OdnTyQ9rGSPdH+nDi3iiS+fzOM3T2NUnzz++7VVnPPzN7jw12/y85dWMmdNlYbHiYiIJIAKdUu7Zi2vYHdjMxeN63tUz3PF5FK+9thC3lq1ndOHF3dSdPGp2t3IvW+t5YIT+9C3IPOQbUsLs7j0pH48Nm8DN51adtTDMmIV4Q2yAK+IBKthbwvLt9WyvqqO6vq9zFu7g8zUEIXZaZTkZZCRGkwy5/7Z63hs3kb+5cwhTB3cM5AYROLRXnH7T4/uzSlDerJ4UzWLN+3i1698xK9e+YjUkDFtcE+mDe7JhAE9GFeaT1aaLn1FREQ6UyBnVjM7H/glEALucfefHrA9HfgDMBGoAq5w93WJjvN49+ziLRTlpHPykKP7knHe6BJ6ZKXy+PwNCU0qtbY633l6CQ3NrfzbucOYt3bnYff5xnnDmbl0G//2x/f545dO7tCMdRU1Dfx5wWZmrahg154m6ptaGFaSy/jSAnrmpB/NWxE5Zh3N+cDMvg3MAFqAW9z9xQSGfljuztItNby+spLZq7bz7vqdNDW3xmxrQP8emQztlcvwkhxOKi0gHOrazsTuzu9eX83tL6zgvFEl/Pt5I7r09US6Um5GKqcOLeLUoUXUN0UmCFlVuZvymgbueHEFAKEUY0RJLhMGFjBhQA8mDOjBwJ5ZmKlYvIiIyJFKeFLJzELAb4FzgU3AfDN7xt2XtWk2A9jp7kPN7ErgZ8AViY412ZXXNDBnTRXPLtpKw94WMtNCFOekM7BnFl86Y8gh931x6TaeX7KNL0wv61BiJZb0cIh/nNCfB99ex/x1O5g8KHax7M7k7vzi5ZW8sHQb371gJEN75caVVOpXkMkPLxnNN55YxI+eXcp/XDjqsF/s1lfV8T+vr+HP722iqaWV0X3zGFKcw9ItNcxaXsGs5RWM6ZfPGQnupSXS3R3N+cDMRgFXAqOBvsDLZjbc3QMd77KnqZnZq6p4dXk5ry6voLymEYATeudy3bSBTB7UgyHFOfTITuPpBZupb2phe10jG3fUs6qiltdWVDBrRQX5mamcMbyYs07oxRnDi+mRHbse3JFaU7mbn/ztQ15dXsFF4/pyx+VjNQubHDMy00KM7JPHyD6RyUL2NDWzccceNuyoZ+OOPfzp3U08PCfS66kwO43xpQWMKy1geEkkqTuwZ/ZRX/uIiIgcL4LoqTQFWOXuawDM7HHgEqDtl4hLgB9EHz8J/MbMzN2DKcrTzbk7O/fsZcuuelZV7Gbu2irmrNnB2u11H7dJDRl7Wz45fA/PXc/EAT2YMPCTO3UZqSF21jXx4tJt/OfflzOufwG3dtKd638+cwizlldww33z+P7FozlvVAn5mZHZhRqbW9nd2ExFTSNbq+vZsqueLdUNbK9tpKmllay0MEU5aRTlpFOSl0G/gkz6FmRQkJV20EVfXWMz767fye/fWMNbq7Zz2YT+zJjesaKznx3fjw82V3P/7HV8uK2WGdPLmDKokIKsVMyMhr0tbNyxh4Ubd/H8B1t5fWUl4ZQULp/Un5tPG8ygomwg0k2/pmEvb6+qYu7aKj7YXM28tTu4cFwfJg0spLQwk5z08EF3SN2d3Y3N7KhrYuOOetZu383qyjrWbq9jy656Knc3kpqSQnZ6iB5ZaRRmp3HhuD4MKMxmQGEWRTlpHbrr6u7sbXGaW1vZ2+zsbW0lxYzUkJEaSiE1lKKLa+kqR3w+iK5/3N0bgbVmtir6fO90ZcDuTmNzK3WNzVTURv5mbd5Zz7KtNSzaWM3K8lqaW52c9DCnDy/irBNKOHNEMUUxeitmp4fJTg9TlJvOCb3zOHdUCfVNLZTkpzNreSWvrajgmUVbSLHIpAej++Uxum8+Awuz6J2fQUleBrkZYdLDKYf8zO9pivx93VbTwJLN1by6vIJ31lSRnRbmuxeMZMb0MvXUkGNaVlqYEb3zGNE7kmRqdaeippHe+Rks2LCThRt28sryio/bp4VTGFKcQ/8emfTOy/j481aUk0ZuRpjcjFRyop/f9HDkHBlOMX2ORETkuBREUqkfsLHN8iZgantt3L3ZzKqBnsD2zg7m7x9s5WcvLKdtusqJLOxbFyuVtS+/5futi71/23afrPtk4yf77f/csfaL9bpNza00thlSkZsRZmpZIddMHcDUsp4s2LCT1FAKe1ta2VrdwIaqOhx4e3UVf3l/y8FvDhjbP5+7Pz+x02p8FOWk89jN0/j8vfP45pOL+SaQFkqhxZ2WGAW8Uwxy0sOEQyk0NrdS39RMrDrf6eEUstJCpESTPXVNkU4KuelhfnLpGK6eMqDDF3lmxvcvGs3IPnn87PnlfOmh94BIYs4wmlo+OdZ98zP48hlDuP6UQZTkZRz0XHkZqZw/pjdnDC9m3toqVlXu5nt/Xfrx9lCKkZ+ZSjjFaI0ei92NzfslAAGy0kKUFWUzuDibnPQwe1ud3Q17WbO9joUbd+13MZwaMtLDIVJDRlo4hXBKpKdVc2srLa1Oc6vT0hJJHjW3RJYPJ8UgHEohLZRCasg+fhxKMXQNnTjXTRvIF04bHHQYnelozgf9gDkH7NuvK4L8/RtruOuN1expaqF+b0vMc0JeRpix/Qu4+fTBnDq0iMmDCo9ogoPMtBAXju3LhWP70trqLN5czWsrKli0cRdvfbSdpxZsjrlfejiFjNQQqaEUWt1pbmml1WFvy/7nB4CyomxuOWsY10wbQK/cg/9uiRzrUszonR/53d83DK6xuYXK2kbKaxqpqGmgoraRDzZV81b9dur3xtcBcl9yKZxihKI/Zsa+0+Qn50vbb7ntdmt32/4nW7O2bT7Z59bzRnDxUdbCFBER6QhLdOcfM7scON/dvxBdvg6Y6u5fbdNmSbTNpujy6mib7Qc8183AzdHFEcCKBLyFIroguZUAyRo3JG/sijuxFPehDXT3bjUG82jOB0R6L81x94ej6+8Fnnf3Jw94jSDOE/FK1t/ZRNCxiU3HpX06NrF15Lh0u/OEiIh0f0H0VNoMlLZZ7h9dF6vNJjMLA/lECrTux93vBu7uojhjMrN33X1SIl+zMyRr3JC8sSvuxFLcSelozgfx7BvIeSJex/n//SHp2MSm49I+HZvYdFxERKSrde3UMrHNB4aZWZmZpREptPrMAW2eAa6PPr4ceFX1lEREjjlHcz54BrjSzNLNrAwYBsxLUNwiIiIiIkIAPZWiNTG+CrxIZArp+9x9qZn9CHjX3Z8B7gUeihZe3UHki4aIiBxDjuZ8EG33BJGi3s3AV4Ke+U1ERERE5HgTxPA33P3vwN8PWPe9No8bgM8lOq44dcthFHFI1rgheWNX3ImluJPQ0ZwP3P024LYuDbBrHdf/94ehYxObjkv7dGxi03EREZEulfBC3SIiIiIiIiIikvyCqKkkIiIiIiIiIiJJTkmlOJlZqZnNMrNlZrbUzL4edEwdYWYhM1toZs8FHUu8zKzAzJ40s+Vm9qGZnRx0TPEws3+L/o4sMbPHzCwj6JhiMbP7zKwiOmX7vnWFZvaSmX0U/bdHkDHG0k7cd0R/Txab2dNmVhBgiO2KFXubbbeamZtZURCxSWKZ2flmtsLMVpnZt4KOp7s41GfkeJbs1yBdxcwyzGyemS2KHpcfBh1Td5OM138iIpJclFSKXzNwq7uPAqYBXzGzUQHH1BFfBz4MOogO+iXwgrufAIwjCeI3s37ALcAkdx9DpPhwdy00/wBw/gHrvgW84u7DgFeiy93NAxwc90vAGHcfC6wEvp3ooOL0AAfHjpmVAucBGxIdkCSemYWA3wKfAUYBVyXZ+aQrPUCMz4gk/TVIV2kEznL3ccBJwPlmNi3YkLqdZLz+ExGRJKKkUpzcfau7L4g+riVygu4XbFTxMbP+wAXAPUHHEi8zywdOJzLzE+7e5O67Ag0qfmEg08zCQBawJeB4YnL3N4jMptXWJcCD0ccPApcmMqZ4xIrb3We6e3N0cQ7QP+GBxaGdYw7wC+CbgIrcHR+mAKvcfY27NwGPE/nsHfcO8Rk5riXzNUhX8ojd0cXU6I/+jkYl4/WfiIgkHyWVjoCZDQLGA3MDDiVedxL5wtoacBwdUQZUAvdHu23fY2bZQQd1OO6+GfgvIj1OtgLV7j4z2Kg6pMTdt0YfbwNKggzmCN0EPB90EPEys0uAze6+KOhYJGH6ARvbLG9CCQKJUxJeg3Sp6PCu94EK4CV313H5xJ0k3/WfiIgkGSWVOsjMcoA/A//q7jVBx3M4ZnYhUOHu7wUdSweFgQnA79x9PFBH9xyKtZ9oDaJLiCTF+gLZZnZtsFEdGY9MDZlUd3zN7DtEhok8EnQs8TCzLOD/AN8LOhYR6f6S7RokEdy9xd1PItJDdYqZjQk4pG4hia//REQkySip1AFmlkrkYu4Rd38q6HjidCpwsZmtIzLE4iwzezjYkOKyCdjU5o7jk0SSTN3dOcBad690973AU8ApAcfUEeVm1gcg+m9FwPHEzcxuAC4ErokmxJLBECIJyEXRz2h/YIGZ9Q40Kulqm4HSNsv9o+tE2pWk1yAJEx0iPwvV5NonWa//REQkySipFCczMyL1fT50958HHU+83P3b7t7f3QcRKRj9qrt3+54z7r4N2GhmI6KrzgaWBRhSvDYA08wsK/o7czbJVSDzGeD66OPrgb8GGEvczOx8Il38L3b3PUHHEy93/8Dde7n7oOhndBMwIfr7L8eu+cAwMyszszQif5ufCTgm6caS9Rqkq5lZ8b7ZPs0sEzgXWB5oUN1Esl7/iYhI8lFSKX6nAtcRudPzfvTnH4IO6hj3NeARM1tMZFaX/ww2nMOL9qx6ElgAfEDkM3Z3oEG1w8weA94BRpjZJjObAfwUONfMPiLS6+qnQcYYSztx/wbIBV6Kfjb/J9Ag29FO7HKciRaV/yrwIpGk8xPuvjTYqLoHfUbapWuQ2PoAs6LXCfOJ1FR6LuCYREREjiuWPKNERERERERERESku1BPJRERERERERER6TAllUREREREREREpMOUVBIRERERERERkQ5TUklERERERERERDpMSSUREREREREREekwJZVEEsTMLjWzUUHHISIiIiIiItIZlFQSSZxLASWVRETkqJjZD8zs32OsH2RmS4KISURERI5PSiqJxMHMss3sb2a2yMyWmNkVZjbRzF43s/fM7EUz6xNt+0Uzmx9t+2czyzKzU4CLgTvM7H0zG2Jmt5jZMjNbbGaPB/sORUQkEcwsFHQMIiIiIp0lHHQAIknifGCLu18AYGb5wPPAJe5eaWZXALcBNwFPufvvo+1+Asxw91+b2TPAc+7+ZHTbt4Ayd280s4LEvyURETkUM/sRsMPd74wu3wZUAGnAPwHpwNPu/v3o9r8ApUAG8Et3vzu6fjdwF3AO8BUzu5DIjYZmYKa7H9TrKLrfIOA+oAioBG509w0HtJkYbQMwszPet4iIiEi81FNJJD4fAOea2c/M7DQiXxrGAC+Z2fvAd4H+0bZjzOxNM/sAuAYY3c5zLgYeMbNriXyxEBGR7uU+4PMAZpYCXAlsA4YBU4CTgIlmdnq0/U3uPhGYBNxiZj2j67OBue4+DvgQ+Cww2t3HAj85xOv/Gngw2u4R4Fcx2twPfC363CIiIiIJpaSSSBzcfSUwgUhy6SfAZcBSdz8p+nOiu58Xbf4A8FV3PxH4IZE71rFcAPw2+rzzzUw9B0VEuhF3XwdUmdl44DxgITC5zeMFwAlEkkwQSSQtAuYQufmwb30L8Ofo42qgAbjXzP4R2HOIEE4GHo0+fgiY3nZjtJdrgbu/0aaNiIiISMIoqSQSBzPrC+xx94eBO4CpQLGZnRzdnmpm+3ok5QJbzSyVSE+lfWqj2/bd8S5191nA/wbygZyEvBkREemIe4AbgBuJ9Fwy4P+2uakw1N3vNbMziQxvOznaa2ghn9xUaHD3FgB3bybSy+lJ4ELghQS+FxEREZFOpZ4RIvE5kUiR7VZgL/DPRIas/SpaXykM3AksBf4DmEuk/sVcookk4HHg92Z2C5EhFPdG9zXgV+6+K2HvRkRE4vU08CMgFbiayN/+H5vZI+6+28z6ETkv5AM73X2PmZ0ATIv1ZGaWA2S5+9/NbDaw5hCv/TaR88VDRG5SvNl2o7vvMrNdZjbd3d9i/xsZIiIiIl1OSSWROLj7i8CLMTadHqPt74DfxVg/GxjVZtX0A9uIiEj34u5NZjYL2BXtbTTTzEYC75gZwG7gWiI9jr5sZh8CK4gMgYslF/irmWUQuanwjUO8/NeA+83sfxEt1B2jzY3AfWbmqFC3iIiIJJi5e9AxiIiIiHRL0eHKC4DPuftHQccjIiIi0p2oppKIiIhIDGY2ClgFvKKEkoiIiMjB1FNJREREJEBm9h3gcwes/pO73xZEPCIiIiLxUlJJREREREREREQ6TMPfRERERERERESkw5RUEhERERERERGRDlNSSUREREREREREOkxJJRERERERERER6TAllUREREREREREpMP+P+wb4ICOdBn7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.figure(figsize=(20,15))\n",
    "for i, column in enumerate(df2.columns):\n",
    "    plt.subplot(5,3,i+1)\n",
    "    sns.distplot(df2[column])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "id": "90a22d06",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 363,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,15))\n",
    "sns.heatmap(df2.corr(), annot=True)\n",
    "# mileage, engine, max_power, seats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "id": "d520576a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "n_features = len(df2.columns)\n",
    "heat_map_data = (df2.corrwith(df2.selling_price).values * np.ones((n_features,n_features))) * np.identity(n_features)\n",
    "g = sns.heatmap(pd.DataFrame(heat_map_data, columns= df2.columns, index=['selling_price' for _ in range(len(df2.columns))]), annot=True, cmap='coolwarm') \n",
    "g.set_yticklabels(g.get_yticklabels(), rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9d54961",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "id": "d845e9ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '# of cars')"
      ]
     },
     "execution_count": 365,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "sns.histplot(multiple='dodge', x = 'fuel', data=df2, hue='transmission')\n",
    "plt.ylabel('# of cars')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "id": "3753795c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.drop(columns=['seats'], inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb10789f",
   "metadata": {},
   "source": [
    "\n",
    "Correlated columns for those columns which are missing data\n",
    "* max_power - engine, selling_price,  #216\n",
    "* engine - max_power, seats, selling_price #221\n",
    "* seats - engine, #221\n",
    "* mileage - #221"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "id": "5e9eeb00",
   "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>selling_price</th>\n",
       "      <th>km_driven</th>\n",
       "      <th>fuel</th>\n",
       "      <th>seller_type</th>\n",
       "      <th>transmission</th>\n",
       "      <th>owner</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>max_power</th>\n",
       "      <th>years_old</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13.017003</td>\n",
       "      <td>11.887931</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1.945910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.821258</td>\n",
       "      <td>11.695247</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.945910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11.970350</td>\n",
       "      <td>11.849398</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1497.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>2.708050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.323856</td>\n",
       "      <td>11.751942</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1396.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2.397895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11.775290</td>\n",
       "      <td>11.695247</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1298.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>2.639057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8123</th>\n",
       "      <td>12.676076</td>\n",
       "      <td>11.608236</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2.079442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8124</th>\n",
       "      <td>11.813030</td>\n",
       "      <td>11.686879</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1493.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2.639057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8125</th>\n",
       "      <td>12.853176</td>\n",
       "      <td>11.695247</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2.484907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8126</th>\n",
       "      <td>12.577636</td>\n",
       "      <td>10.126631</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1396.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.079442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8127</th>\n",
       "      <td>12.577636</td>\n",
       "      <td>10.126631</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1396.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.079442</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7906 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      selling_price  km_driven  fuel  seller_type  transmission  owner  \\\n",
       "0         13.017003  11.887931     1            1             1      1   \n",
       "1         12.821258  11.695247     1            1             1      2   \n",
       "2         11.970350  11.849398     2            1             1      3   \n",
       "3         12.323856  11.751942     1            1             1      1   \n",
       "4         11.775290  11.695247     2            1             1      1   \n",
       "...             ...        ...   ...          ...           ...    ...   \n",
       "8123      12.676076  11.608236     2            1             1      1   \n",
       "8124      11.813030  11.686879     1            1             1      4   \n",
       "8125      12.853176  11.695247     1            1             1      1   \n",
       "8126      12.577636  10.126631     1            1             1      1   \n",
       "8127      12.577636  10.126631     1            1             1      1   \n",
       "\n",
       "      mileage  engine  max_power  years_old  \n",
       "0        23.0  1248.0       74.0   1.945910  \n",
       "1        21.0  1498.0      103.0   1.945910  \n",
       "2        17.0  1497.0       78.0   2.708050  \n",
       "3        23.0  1396.0       90.0   2.397895  \n",
       "4        16.0  1298.0       88.0   2.639057  \n",
       "...       ...     ...        ...        ...  \n",
       "8123     18.0  1197.0       82.0   2.079442  \n",
       "8124     16.0  1493.0      110.0   2.639057  \n",
       "8125     19.0  1248.0       73.0   2.484907  \n",
       "8126     23.0  1396.0       70.0   2.079442  \n",
       "8127     23.0  1396.0       70.0   2.079442  \n",
       "\n",
       "[7906 rows x 10 columns]"
      ]
     },
     "execution_count": 367,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df2.dropna()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "id": "a35a57a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_X = df.drop(columns=['selling_price'])\n",
    "data_y = df['selling_price']\n",
    "shuffled_X, shuffled_y = shuffle(data_X, data_y)\n",
    "X_train, X_test, y_train, y_test = train_test_split(shuffled_X, shuffled_y, test_size=0.2, random_state=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "id": "533fda57",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_lr = LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "id": "c06736da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 370,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_lr.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "id": "af380886",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8443375351331458"
      ]
     },
     "execution_count": 396,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_lr.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "id": "ef36f084",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8508459367776082"
      ]
     },
     "execution_count": 395,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_lr.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "id": "111de173",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Linear Regression'}>"
      ]
     },
     "execution_count": 397,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pick last 10 test sample and plot actual vs predicted.\n",
    "x_compare = pd.DataFrame({'Actual':y_test.tail(10), 'Predicted':model_lr.predict(X_test.tail(10))})\n",
    "x_compare.plot(kind='bar', title='Linear Regression')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "id": "c3dae2c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "size, train_scores, valid_scores = learning_curve(model_lr, data_X, data_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "id": "062bc2d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 391,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(size, train_scores)\n",
    "plt.xlabel('Training data size')\n",
    "plt.ylabel('Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "id": "59b59251",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 388,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(size, valid_scores)\n",
    "plt.xlabel('Validation data size')\n",
    "plt.ylabel('Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "id": "fb48424d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 387,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(size, train_scores[3], label='Training curve',color='red')\n",
    "plt.plot(size, valid_scores[3],label='Cross validation score', color='green')\n",
    "plt.legend()\n",
    "plt.xlabel('Dataset size')\n",
    "plt.ylabel('Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "id": "05e0b258",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_rfr = RandomForestRegressor(n_estimators=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "id": "20e3d95d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor()"
      ]
     },
     "execution_count": 377,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_rfr.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "id": "194e1ce3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9889715881098039"
      ]
     },
     "execution_count": 384,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_rfr.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "id": "78e320e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "size, train_scores, valid_scores = learning_curve(model_rfr, data_X, data_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "id": "6956141f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 380,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(size, train_scores)\n",
    "plt.xlabel('Training data size')\n",
    "plt.ylabel('Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "id": "11431ea3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 381,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(size, valid_scores)\n",
    "plt.xlabel('Validation data size')\n",
    "plt.ylabel('Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "id": "281563d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 382,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(size, train_scores[0], label='Training curve',color='red')\n",
    "plt.plot(size, valid_scores[0],label='Cross validation score', color='green')\n",
    "plt.legend()\n",
    "plt.xlabel('Dataset size')\n",
    "plt.ylabel('Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "id": "340b6e6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Random Forest Regressor'}>"
      ]
     },
     "execution_count": 383,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pick last 10 test sample and plot actual vs predicted.\n",
    "x_compare = pd.DataFrame({'Actual':y_test.tail(10), 'Predicted':model_rfr.predict(X_test.tail(10))})\n",
    "x_compare.plot(kind='bar', title='Random Forest Regressor')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9799e464",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}