{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "16d23135",
   "metadata": {},
   "source": [
    "# DJH126 Assignment 3 - Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e5d9fd5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57e39d60",
   "metadata": {},
   "source": [
    "### Open .CSV into dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "860e35c0",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1649 entries, 0 to 1648\n",
      "Data columns (total 21 columns):\n",
      " #   Column                           Non-Null Count  Dtype  \n",
      "---  ------                           --------------  -----  \n",
      " 0   Unnamed: 0                       1649 non-null   int64  \n",
      " 1   CountryStatus                    1649 non-null   object \n",
      " 2   Life expectancy                  1649 non-null   float64\n",
      " 3   Adult Mortality                  1649 non-null   float64\n",
      " 4   infant deaths                    1649 non-null   int64  \n",
      " 5   Alcohol                          1649 non-null   float64\n",
      " 6   percentage expenditure           1649 non-null   float64\n",
      " 7   Hepatitis B                      1649 non-null   float64\n",
      " 8   Measles                          1649 non-null   int64  \n",
      " 9    BMI                             1649 non-null   float64\n",
      " 10  under-five deaths                1649 non-null   int64  \n",
      " 11  Polio                            1649 non-null   float64\n",
      " 12  Total expenditure                1649 non-null   float64\n",
      " 13  Diphtheria                       1649 non-null   float64\n",
      " 14   HIV/AIDS                        1649 non-null   float64\n",
      " 15  GDP                              1649 non-null   float64\n",
      " 16  Population                       1649 non-null   float64\n",
      " 17   thinness  1-19 years            1649 non-null   float64\n",
      " 18   thinness 5-9 years              1649 non-null   float64\n",
      " 19  Income composition of resources  1649 non-null   float64\n",
      " 20  Schooling                        1649 non-null   float64\n",
      "dtypes: float64(16), int64(4), object(1)\n",
      "memory usage: 270.7+ KB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Life expectancy</th>\n",
       "      <th>Adult Mortality</th>\n",
       "      <th>infant deaths</th>\n",
       "      <th>Alcohol</th>\n",
       "      <th>percentage expenditure</th>\n",
       "      <th>Hepatitis B</th>\n",
       "      <th>Measles</th>\n",
       "      <th>BMI</th>\n",
       "      <th>under-five deaths</th>\n",
       "      <th>Polio</th>\n",
       "      <th>Total expenditure</th>\n",
       "      <th>Diphtheria</th>\n",
       "      <th>HIV/AIDS</th>\n",
       "      <th>GDP</th>\n",
       "      <th>Population</th>\n",
       "      <th>thinness  1-19 years</th>\n",
       "      <th>thinness 5-9 years</th>\n",
       "      <th>Income composition of resources</th>\n",
       "      <th>Schooling</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "      <td>1649.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1423.459673</td>\n",
       "      <td>69.302304</td>\n",
       "      <td>168.215282</td>\n",
       "      <td>32.553062</td>\n",
       "      <td>4.533196</td>\n",
       "      <td>698.973558</td>\n",
       "      <td>79.217708</td>\n",
       "      <td>2224.494239</td>\n",
       "      <td>38.128623</td>\n",
       "      <td>44.220133</td>\n",
       "      <td>83.564585</td>\n",
       "      <td>5.955925</td>\n",
       "      <td>84.155246</td>\n",
       "      <td>1.983869</td>\n",
       "      <td>5566.031887</td>\n",
       "      <td>1.465363e+07</td>\n",
       "      <td>4.850637</td>\n",
       "      <td>4.907762</td>\n",
       "      <td>0.631551</td>\n",
       "      <td>12.119891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>843.967342</td>\n",
       "      <td>8.796834</td>\n",
       "      <td>125.310417</td>\n",
       "      <td>120.847190</td>\n",
       "      <td>4.029189</td>\n",
       "      <td>1759.229336</td>\n",
       "      <td>25.604664</td>\n",
       "      <td>10085.802019</td>\n",
       "      <td>19.754249</td>\n",
       "      <td>162.897999</td>\n",
       "      <td>22.450557</td>\n",
       "      <td>2.299385</td>\n",
       "      <td>21.579193</td>\n",
       "      <td>6.032360</td>\n",
       "      <td>11475.900117</td>\n",
       "      <td>7.046039e+07</td>\n",
       "      <td>4.599228</td>\n",
       "      <td>4.653757</td>\n",
       "      <td>0.183089</td>\n",
       "      <td>2.795388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.740000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.681350</td>\n",
       "      <td>3.400000e+01</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>649.000000</td>\n",
       "      <td>64.400000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.810000</td>\n",
       "      <td>37.438577</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>4.410000</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>462.149650</td>\n",
       "      <td>1.918970e+05</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>1.700000</td>\n",
       "      <td>0.509000</td>\n",
       "      <td>10.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1462.000000</td>\n",
       "      <td>71.700000</td>\n",
       "      <td>148.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.790000</td>\n",
       "      <td>145.102253</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>43.700000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>5.840000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1592.572182</td>\n",
       "      <td>1.419631e+06</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>0.673000</td>\n",
       "      <td>12.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2124.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>227.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>7.340000</td>\n",
       "      <td>509.389994</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>373.000000</td>\n",
       "      <td>55.800000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>7.470000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>4718.512910</td>\n",
       "      <td>7.658972e+06</td>\n",
       "      <td>7.100000</td>\n",
       "      <td>7.100000</td>\n",
       "      <td>0.751000</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2937.000000</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>723.000000</td>\n",
       "      <td>1600.000000</td>\n",
       "      <td>17.870000</td>\n",
       "      <td>18961.348600</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>131441.000000</td>\n",
       "      <td>77.100000</td>\n",
       "      <td>2100.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>14.390000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>50.600000</td>\n",
       "      <td>119172.741800</td>\n",
       "      <td>1.293859e+09</td>\n",
       "      <td>27.200000</td>\n",
       "      <td>28.200000</td>\n",
       "      <td>0.936000</td>\n",
       "      <td>20.700000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0  Life expectancy   Adult Mortality  infant deaths  \\\n",
       "count  1649.000000       1649.000000      1649.000000    1649.000000   \n",
       "mean   1423.459673         69.302304       168.215282      32.553062   \n",
       "std     843.967342          8.796834       125.310417     120.847190   \n",
       "min       0.000000         44.000000         1.000000       0.000000   \n",
       "25%     649.000000         64.400000        77.000000       1.000000   \n",
       "50%    1462.000000         71.700000       148.000000       3.000000   \n",
       "75%    2124.000000         75.000000       227.000000      22.000000   \n",
       "max    2937.000000         89.000000       723.000000    1600.000000   \n",
       "\n",
       "           Alcohol  percentage expenditure  Hepatitis B       Measles   \\\n",
       "count  1649.000000             1649.000000  1649.000000    1649.000000   \n",
       "mean      4.533196              698.973558    79.217708    2224.494239   \n",
       "std       4.029189             1759.229336    25.604664   10085.802019   \n",
       "min       0.010000                0.000000     2.000000       0.000000   \n",
       "25%       0.810000               37.438577    74.000000       0.000000   \n",
       "50%       3.790000              145.102253    89.000000      15.000000   \n",
       "75%       7.340000              509.389994    96.000000     373.000000   \n",
       "max      17.870000            18961.348600    99.000000  131441.000000   \n",
       "\n",
       "              BMI   under-five deaths         Polio  Total expenditure  \\\n",
       "count  1649.000000         1649.000000  1649.000000        1649.000000   \n",
       "mean     38.128623           44.220133    83.564585           5.955925   \n",
       "std      19.754249          162.897999    22.450557           2.299385   \n",
       "min       2.000000            0.000000     3.000000           0.740000   \n",
       "25%      19.500000            1.000000    81.000000           4.410000   \n",
       "50%      43.700000            4.000000    93.000000           5.840000   \n",
       "75%      55.800000           29.000000    97.000000           7.470000   \n",
       "max      77.100000         2100.000000    99.000000          14.390000   \n",
       "\n",
       "       Diphtheria      HIV/AIDS            GDP    Population  \\\n",
       "count  1649.000000  1649.000000    1649.000000  1.649000e+03   \n",
       "mean     84.155246     1.983869    5566.031887  1.465363e+07   \n",
       "std      21.579193     6.032360   11475.900117  7.046039e+07   \n",
       "min       2.000000     0.100000       1.681350  3.400000e+01   \n",
       "25%      82.000000     0.100000     462.149650  1.918970e+05   \n",
       "50%      92.000000     0.100000    1592.572182  1.419631e+06   \n",
       "75%      97.000000     0.700000    4718.512910  7.658972e+06   \n",
       "max      99.000000    50.600000  119172.741800  1.293859e+09   \n",
       "\n",
       "        thinness  1-19 years   thinness 5-9 years  \\\n",
       "count            1649.000000          1649.000000   \n",
       "mean                4.850637             4.907762   \n",
       "std                 4.599228             4.653757   \n",
       "min                 0.100000             0.100000   \n",
       "25%                 1.600000             1.700000   \n",
       "50%                 3.000000             3.200000   \n",
       "75%                 7.100000             7.100000   \n",
       "max                27.200000            28.200000   \n",
       "\n",
       "       Income composition of resources    Schooling  \n",
       "count                      1649.000000  1649.000000  \n",
       "mean                          0.631551    12.119891  \n",
       "std                           0.183089     2.795388  \n",
       "min                           0.000000     4.200000  \n",
       "25%                           0.509000    10.300000  \n",
       "50%                           0.673000    12.300000  \n",
       "75%                           0.751000    14.000000  \n",
       "max                           0.936000    20.700000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('life_expectancy.csv')\n",
    "\n",
    "df.head()\n",
    "\n",
    "df.info()\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d3d5f75",
   "metadata": {},
   "source": [
    "### Check for Outliers. If there are outliers, should we deal with them?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3af1464a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outliers in Life expectancy :\n",
      "      Unnamed: 0 CountryStatus  Life expectancy   Adult Mortality  \\\n",
      "50            56    Developing              48.2            375.0   \n",
      "227          347    Developing              48.1            652.0   \n",
      "228          348    Developing              46.4            693.0   \n",
      "229          349    Developing              46.0            699.0   \n",
      "230          350    Developing              46.7            679.0   \n",
      "231          351    Developing              47.8            647.0   \n",
      "842         1481    Developing              47.8            592.0   \n",
      "843         1482    Developing              46.2            633.0   \n",
      "844         1483    Developing              45.3            654.0   \n",
      "845         1484    Developing              44.5            675.0   \n",
      "846         1485    Developing              44.8            666.0   \n",
      "847         1486    Developing              45.5            648.0   \n",
      "905         1578    Developing              48.5            559.0   \n",
      "906         1579    Developing              47.1            587.0   \n",
      "907         1580    Developing              46.0             66.0   \n",
      "908         1581    Developing              45.1            615.0   \n",
      "909         1582    Developing              44.6            613.0   \n",
      "910         1583    Developing              44.0             67.0   \n",
      "1338        2298    Developing              48.1            463.0   \n",
      "1342        2302    Developing              48.1            424.0   \n",
      "1343        2303    Developing              47.1            433.0   \n",
      "1344        2304    Developing              46.2            441.0   \n",
      "1345        2305    Developing              45.3             45.0   \n",
      "1421        2498    Developing              47.8            564.0   \n",
      "1422        2499    Developing              46.0             63.0   \n",
      "1423        2500    Developing              45.6             69.0   \n",
      "1424        2501    Developing              45.9              6.0   \n",
      "1425        2502    Developing              46.4            587.0   \n",
      "1426        2503    Developing              47.1            568.0   \n",
      "1427        2504    Developing              48.4            536.0   \n",
      "1640        2929    Developing              48.2            632.0   \n",
      "1641        2930    Developing              46.6             67.0   \n",
      "1642        2931    Developing              45.4              7.0   \n",
      "1643        2932    Developing              44.6            717.0   \n",
      "1644        2933    Developing              44.3            723.0   \n",
      "1645        2934    Developing              44.5            715.0   \n",
      "1646        2935    Developing              44.8             73.0   \n",
      "1647        2936    Developing              45.3            686.0   \n",
      "1648        2937    Developing              46.0            665.0   \n",
      "\n",
      "      infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   \\\n",
      "50               87     6.35              184.821345         73.0      1014   \n",
      "227               2     4.90              469.582390         91.0         1   \n",
      "228               2     5.51              299.367125          9.0        59   \n",
      "229               2     6.41                6.330007         88.0         7   \n",
      "230               2     5.48              306.952735         87.0         1   \n",
      "231               2     5.37              250.891648         86.0      2672   \n",
      "842               5     2.75               91.854328         88.0         0   \n",
      "843               4     2.69                9.184327          9.0         2   \n",
      "844               5     2.61               71.155776         91.0         1   \n",
      "845               5     2.67               57.903698         87.0         0   \n",
      "846               5     1.80               67.913618          6.0        31   \n",
      "847               5     1.99                5.300902         17.0         1   \n",
      "905              37     1.18                4.269511         87.0       143   \n",
      "906              38     1.18                6.847034         99.0         1   \n",
      "907              39     1.04                5.670640         93.0       184   \n",
      "908              40     1.11               58.135833         89.0      1116   \n",
      "909              43     1.08                4.375316         84.0       167   \n",
      "910              46     1.10                3.885395         64.0        92   \n",
      "1338             23     0.01                1.443286         83.0      1006   \n",
      "1342             27     3.84                5.347718         86.0      1089   \n",
      "1343             28     3.97               49.837127         84.0        31   \n",
      "1344             29     3.91                5.379606         77.0        44   \n",
      "1345             29     3.86               45.571089         63.0         0   \n",
      "1421              3     5.53              437.080244         93.0         0   \n",
      "1422              3     5.08              372.165147         95.0         0   \n",
      "1423              3     5.78               37.438577         93.0         0   \n",
      "1424              3     5.65                2.819124          9.0       350   \n",
      "1425              3     5.52              131.042127         88.0        37   \n",
      "1426              3     6.72              143.619732         86.0        49   \n",
      "1427              3     7.19               25.216833         83.0        10   \n",
      "1640             30     3.56               20.843429         75.0         0   \n",
      "1641             29     3.88               29.814566         72.0       242   \n",
      "1642             28     4.57               34.262169         68.0       212   \n",
      "1643             28     4.14                8.717409         65.0       420   \n",
      "1644             27     4.36                0.000000         68.0        31   \n",
      "1645             26     4.06                0.000000          7.0       998   \n",
      "1646             25     4.43                0.000000         73.0       304   \n",
      "1647             25     1.72                0.000000         76.0       529   \n",
      "1648             24     1.68                0.000000         79.0      1483   \n",
      "\n",
      "       BMI   ...  Polio  Total expenditure  Diphtheria    HIV/AIDS  \\\n",
      "50     18.8  ...   75.0               3.38         73.0        2.6   \n",
      "227    32.2  ...   96.0               5.56         96.0       28.4   \n",
      "228    31.6  ...   96.0               4.65         96.0       31.9   \n",
      "229    31.1  ...   97.0               6.47         97.0       34.6   \n",
      "230     3.5  ...   97.0               5.73         97.0       37.2   \n",
      "231    29.9  ...   97.0               4.64         97.0       38.8   \n",
      "842    28.8  ...   86.0               8.85         88.0       27.3   \n",
      "843    28.3  ...   87.0               8.47         88.0       30.0   \n",
      "844    27.9  ...   88.0               7.12         89.0       34.1   \n",
      "845    27.4  ...   88.0               6.30         89.0       34.8   \n",
      "846    26.9  ...   89.0               6.96          9.0       34.6   \n",
      "847    26.4  ...    9.0               7.13          9.0       33.8   \n",
      "905    16.6  ...   88.0               9.31         87.0       19.3   \n",
      "906    16.2  ...   99.0               8.99         99.0       21.1   \n",
      "907    15.9  ...   94.0               8.20         93.0       22.4   \n",
      "908    15.5  ...   94.0               7.82         89.0       23.4   \n",
      "909    15.2  ...   85.0               6.35         84.0       24.2   \n",
      "910    14.8  ...   79.0               4.82         64.0       24.7   \n",
      "1338   23.8  ...   83.0              11.90         83.0        0.6   \n",
      "1342   21.7  ...   84.0               1.32         86.0        1.6   \n",
      "1343   21.2  ...   81.0              13.13         84.0        1.7   \n",
      "1344    2.7  ...   75.0               1.29         77.0        1.9   \n",
      "1345    2.2  ...   63.0               1.12         64.0        2.2   \n",
      "1421   28.2  ...   88.0               6.81         87.0       43.7   \n",
      "1422   27.8  ...   88.0               6.80         86.0       49.1   \n",
      "1423   27.4  ...   88.0               5.88         86.0       50.3   \n",
      "1424   27.1  ...   87.0               5.71         85.0       50.6   \n",
      "1425   26.7  ...   87.0               5.16         85.0       49.9   \n",
      "1426   26.3  ...   87.0               5.11         84.0       48.8   \n",
      "1427   25.9  ...   87.0               5.26         84.0       46.4   \n",
      "1640   28.6  ...   75.0               4.96         75.0       20.5   \n",
      "1641   28.2  ...   73.0               4.47         73.0       23.7   \n",
      "1642   27.9  ...   71.0               5.12          7.0       26.8   \n",
      "1643   27.5  ...   69.0               6.44         68.0       30.3   \n",
      "1644   27.1  ...   67.0               7.13         65.0       33.6   \n",
      "1645   26.7  ...    7.0               6.52         68.0       36.7   \n",
      "1646   26.3  ...   73.0               6.53         71.0       39.8   \n",
      "1647   25.9  ...   76.0               6.16         75.0       42.1   \n",
      "1648   25.5  ...   78.0               7.10         78.0       43.5   \n",
      "\n",
      "              GDP  Population   thinness  1-19 years   thinness 5-9 years  \\\n",
      "50    2878.837144   2997687.0                    9.6                  9.6   \n",
      "227   4896.583835    182933.0                    1.5                  1.4   \n",
      "228   4163.659600    184339.0                    1.9                  1.8   \n",
      "229    355.618382   1779953.0                   11.4                 11.3   \n",
      "230   3128.977930   1754935.0                   11.8                 11.8   \n",
      "231   3349.688230    172834.0                   12.3                 12.2   \n",
      "842    934.428563    199993.0                    8.0                  7.8   \n",
      "843    918.432717   1982287.0                    8.4                  8.3   \n",
      "844    915.775754   1965662.0                    8.8                  8.7   \n",
      "845    862.946312   1949543.0                    9.3                  9.2   \n",
      "846    781.514594   1933728.0                    9.7                  9.7   \n",
      "847     63.636279    191897.0                    1.2                  1.1   \n",
      "905     32.222727   1384969.0                    7.1                  7.0   \n",
      "906    297.697121  13429262.0                    7.3                  7.1   \n",
      "907     28.367384   1339711.0                    7.4                  7.2   \n",
      "908    274.225629   1267638.0                    7.5                  7.4   \n",
      "909     26.152517  12336687.0                    7.6                  7.5   \n",
      "910     29.979898   1213711.0                    7.7                  7.6   \n",
      "1338    78.439476    779162.0                    7.5                  7.4   \n",
      "1342    45.128418    645872.0                    8.3                  8.2   \n",
      "1343   394.593244     63126.0                    8.5                  8.4   \n",
      "1344    46.375918   6165372.0                    8.7                  8.7   \n",
      "1345   358.827472    615417.0                    8.9                  8.9   \n",
      "1421  2937.367230    112514.0                    6.9                  7.1   \n",
      "1422  2873.862141    115873.0                    7.3                  7.5   \n",
      "1423  2529.633557     19553.0                    7.7                  7.9   \n",
      "1424    22.994490    187392.0                    8.2                  8.4   \n",
      "1425  1324.996228      1893.0                    8.6                  8.8   \n",
      "1426  1437.634951    172927.0                    9.0                  9.2   \n",
      "1427  1637.456700    161468.0                    9.4                  9.6   \n",
      "1640   325.678573  13558469.0                    7.8                  7.8   \n",
      "1641   396.998217   1332999.0                    8.2                  8.2   \n",
      "1642   414.796232  13124267.0                    8.6                  8.6   \n",
      "1643   444.765750    129432.0                    9.0                  9.0   \n",
      "1644   454.366654  12777511.0                    9.4                  9.4   \n",
      "1645   453.351155  12633897.0                    9.8                  9.9   \n",
      "1646    57.348340    125525.0                    1.2                  1.3   \n",
      "1647   548.587312  12366165.0                    1.6                  1.7   \n",
      "1648   547.358878  12222251.0                   11.0                 11.2   \n",
      "\n",
      "      Income composition of resources  Schooling  \n",
      "50                              0.454        7.7  \n",
      "227                             0.580       11.8  \n",
      "228                             0.567       11.8  \n",
      "229                             0.558       11.9  \n",
      "230                             0.560       11.8  \n",
      "231                             0.559       11.7  \n",
      "842                             0.447       10.7  \n",
      "843                             0.440       10.6  \n",
      "844                             0.437       10.7  \n",
      "845                             0.437       10.7  \n",
      "846                             0.439       10.7  \n",
      "847                             0.440       10.5  \n",
      "905                             0.387        9.7  \n",
      "906                             0.377        9.6  \n",
      "907                             0.371        9.7  \n",
      "908                             0.366       10.0  \n",
      "909                             0.362       10.3  \n",
      "910                             0.388       10.4  \n",
      "1338                            0.426        9.5  \n",
      "1342                            0.384        8.7  \n",
      "1343                            0.375        8.5  \n",
      "1344                            0.367        8.3  \n",
      "1345                            0.357        8.2  \n",
      "1421                            0.502        9.9  \n",
      "1422                            0.495        9.7  \n",
      "1423                            0.492        9.4  \n",
      "1424                            0.493        9.1  \n",
      "1425                            0.502        9.2  \n",
      "1426                            0.506        9.3  \n",
      "1427                            0.516        9.4  \n",
      "1640                            0.421        9.7  \n",
      "1641                            0.414        9.6  \n",
      "1642                            0.408        9.5  \n",
      "1643                            0.406        9.3  \n",
      "1644                            0.407        9.2  \n",
      "1645                            0.418        9.5  \n",
      "1646                            0.427       10.0  \n",
      "1647                            0.427        9.8  \n",
      "1648                            0.434        9.8  \n",
      "\n",
      "[39 rows x 21 columns]\n",
      "Outliers in Adult Mortality:\n",
      "      Unnamed: 0 CountryStatus  Life expectancy   Adult Mortality  \\\n",
      "225          345    Developing              54.8            491.0   \n",
      "226          346    Developing              51.7            566.0   \n",
      "227          347    Developing              48.1            652.0   \n",
      "228          348    Developing              46.4            693.0   \n",
      "229          349    Developing              46.0            699.0   \n",
      "230          350    Developing              46.7            679.0   \n",
      "231          351    Developing              47.8            647.0   \n",
      "331          518    Developing              48.6            453.0   \n",
      "836         1475    Developing              52.1            522.0   \n",
      "837         1476    Developing              52.1            518.0   \n",
      "838         1477    Developing              52.2            513.0   \n",
      "840         1479    Developing              51.1            527.0   \n",
      "841         1480    Developing              49.4            566.0   \n",
      "842         1481    Developing              47.8            592.0   \n",
      "843         1482    Developing              46.2            633.0   \n",
      "844         1483    Developing              45.3            654.0   \n",
      "845         1484    Developing              44.5            675.0   \n",
      "846         1485    Developing              44.8            666.0   \n",
      "847         1486    Developing              45.5            648.0   \n",
      "902         1575    Developing              52.9            462.0   \n",
      "903         1576    Developing              51.5            491.0   \n",
      "904         1577    Developing              50.0            525.0   \n",
      "905         1578    Developing              48.5            559.0   \n",
      "906         1579    Developing              47.1            587.0   \n",
      "908         1581    Developing              45.1            615.0   \n",
      "909         1582    Developing              44.6            613.0   \n",
      "1338        2298    Developing              48.1            463.0   \n",
      "1367        2400    Developing              55.3            473.0   \n",
      "1368        2401    Developing              54.5            486.0   \n",
      "1369        2402    Developing              54.0            496.0   \n",
      "1370        2403    Developing              53.8            498.0   \n",
      "1371        2404    Developing              53.7            497.0   \n",
      "1372        2405    Developing              54.0            485.0   \n",
      "1373        2406    Developing              54.9            459.0   \n",
      "1417        2494    Developing              53.6            459.0   \n",
      "1419        2496    Developing              51.4            477.0   \n",
      "1421        2498    Developing              47.8            564.0   \n",
      "1425        2502    Developing              46.4            587.0   \n",
      "1426        2503    Developing              47.1            568.0   \n",
      "1427        2504    Developing              48.4            536.0   \n",
      "1563        2725    Developing              51.3            485.0   \n",
      "1565        2727    Developing              48.8            523.0   \n",
      "1631        2914    Developing              52.6            487.0   \n",
      "1632        2915    Developing              58.0            526.0   \n",
      "1633        2916    Developing              49.3            554.0   \n",
      "1637        2926    Developing              54.9            464.0   \n",
      "1638        2927    Developing              52.4            527.0   \n",
      "1639        2928    Developing              50.0            587.0   \n",
      "1640        2929    Developing              48.2            632.0   \n",
      "1643        2932    Developing              44.6            717.0   \n",
      "1644        2933    Developing              44.3            723.0   \n",
      "1645        2934    Developing              44.5            715.0   \n",
      "1647        2936    Developing              45.3            686.0   \n",
      "1648        2937    Developing              46.0            665.0   \n",
      "\n",
      "      infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   \\\n",
      "225               2     6.45               76.318679         93.0         6   \n",
      "226               2     6.37              629.842564         92.0         5   \n",
      "227               2     4.90              469.582390         91.0         1   \n",
      "228               2     5.51              299.367125          9.0        59   \n",
      "229               2     6.41                6.330007         88.0         7   \n",
      "230               2     5.48              306.952735         87.0         1   \n",
      "231               2     5.37              250.891648         86.0      2672   \n",
      "331              17     1.56               40.451569         42.0        11   \n",
      "836               4     0.01              162.127812         93.0         0   \n",
      "837               4     0.01              153.344315         93.0       516   \n",
      "838               4     0.01              168.134899         95.0       179   \n",
      "840               4     2.71              154.870600         93.0      2488   \n",
      "841               4     2.75              104.314473         91.0         0   \n",
      "842               5     2.75               91.854328         88.0         0   \n",
      "843               4     2.69                9.184327          9.0         2   \n",
      "844               5     2.61               71.155776         91.0         1   \n",
      "845               5     2.67               57.903698         87.0         0   \n",
      "846               5     1.80               67.913618          6.0        31   \n",
      "847               5     1.99                5.300902         17.0         1   \n",
      "902              35     1.08                9.728005         93.0    118712   \n",
      "903              36     1.16                7.915071         93.0        21   \n",
      "904              36     1.27               74.344830         91.0        20   \n",
      "905              37     1.18                4.269511         87.0       143   \n",
      "906              38     1.18                6.847034         99.0         1   \n",
      "908              40     1.11               58.135833         89.0      1116   \n",
      "909              43     1.08                4.375316         84.0       167   \n",
      "1338             23     0.01                1.443286         83.0      1006   \n",
      "1367             50     8.19              780.033642         76.0        39   \n",
      "1368             51     8.48              805.490079         83.0        31   \n",
      "1369             54     8.50              732.125530         83.0        81   \n",
      "1370             55     8.69              709.317097         79.0       615   \n",
      "1371             55     6.96              622.043809         76.0       830   \n",
      "1372             55     6.93              519.156378         71.0       244   \n",
      "1373             54     7.04              346.531601         72.0      1043   \n",
      "1417              2     4.93               56.936706         89.0       313   \n",
      "1419              3     4.87              413.006303          9.0         1   \n",
      "1421              3     5.53              437.080244         93.0         0   \n",
      "1425              3     5.52              131.042127         88.0        37   \n",
      "1426              3     6.72              143.619732         86.0        49   \n",
      "1427              3     7.19               25.216833         83.0        10   \n",
      "1563            104     9.89               36.606093         62.0       141   \n",
      "1565            112    10.42                2.690898         29.0     49871   \n",
      "1631             32     2.08               10.851482          8.0       535   \n",
      "1632             33     2.25                1.860004         81.0       459   \n",
      "1633             34     2.33              121.879331         82.0        45   \n",
      "1637             28     6.00               63.750530         94.0         0   \n",
      "1638             29     5.21               53.308581          9.0      9696   \n",
      "1639             30     4.64                1.040021         73.0       853   \n",
      "1640             30     3.56               20.843429         75.0         0   \n",
      "1643             28     4.14                8.717409         65.0       420   \n",
      "1644             27     4.36                0.000000         68.0        31   \n",
      "1645             26     4.06                0.000000          7.0       998   \n",
      "1647             25     1.72                0.000000         76.0       529   \n",
      "1648             24     1.68                0.000000         79.0      1483   \n",
      "\n",
      "       BMI   ...  Polio  Total expenditure  Diphtheria    HIV/AIDS  \\\n",
      "225    33.2  ...   96.0               4.93         96.0       14.4   \n",
      "226    32.7  ...   96.0               5.62         96.0       20.6   \n",
      "227    32.2  ...   96.0               5.56         96.0       28.4   \n",
      "228    31.6  ...   96.0               4.65         96.0       31.9   \n",
      "229    31.1  ...   97.0               6.47         97.0       34.6   \n",
      "230     3.5  ...   97.0               5.73         97.0       37.2   \n",
      "231    29.9  ...   97.0               4.64         97.0       38.8   \n",
      "331    19.8  ...   45.0               3.58         42.0        7.3   \n",
      "836    32.0  ...    9.0               1.62         93.0        9.4   \n",
      "837    31.4  ...    9.0              11.70         93.0        9.6   \n",
      "838     3.8  ...   93.0              11.14         95.0        9.0   \n",
      "840    29.7  ...   92.0               1.87         93.0       13.4   \n",
      "841    29.2  ...   89.0               9.80         91.0       18.2   \n",
      "842    28.8  ...   86.0               8.85         88.0       27.3   \n",
      "843    28.3  ...   87.0               8.47         88.0       30.0   \n",
      "844    27.9  ...   88.0               7.12         89.0       34.1   \n",
      "845    27.4  ...   88.0               6.30         89.0       34.8   \n",
      "846    26.9  ...   89.0               6.96          9.0       34.6   \n",
      "847    26.4  ...    9.0               7.13          9.0       33.8   \n",
      "902    17.6  ...   86.0               1.50         93.0       13.7   \n",
      "903    17.3  ...   93.0               1.18         93.0       14.9   \n",
      "904    16.9  ...   92.0               1.70         91.0       16.9   \n",
      "905    16.6  ...   88.0               9.31         87.0       19.3   \n",
      "906    16.2  ...   99.0               8.99         99.0       21.1   \n",
      "908    15.5  ...   94.0               7.82         89.0       23.4   \n",
      "909    15.2  ...   85.0               6.35         84.0       24.2   \n",
      "1338   23.8  ...   83.0              11.90         83.0        0.6   \n",
      "1367   45.7  ...   77.0               7.75         79.0       23.5   \n",
      "1368   45.0  ...   79.0               7.53         82.0       26.4   \n",
      "1369   44.3  ...   79.0               7.57         82.0       28.1   \n",
      "1370   43.6  ...   75.0               7.77         79.0       29.5   \n",
      "1371   42.9  ...   73.0               7.93         74.0       29.7   \n",
      "1372   42.2  ...    7.0               8.26         69.0       28.9   \n",
      "1373   41.6  ...    7.0               8.90          7.0       26.6   \n",
      "1417   29.7  ...   89.0               8.47         89.0       21.6   \n",
      "1419   28.9  ...   89.0               8.19         88.0       40.2   \n",
      "1421   28.2  ...   88.0               6.81         87.0       43.7   \n",
      "1425   26.7  ...   87.0               5.16         85.0       49.9   \n",
      "1426   26.3  ...   87.0               5.11         84.0       48.8   \n",
      "1427   25.9  ...   87.0               5.26         84.0       46.4   \n",
      "1563   14.2  ...   58.0               8.90         62.0        8.9   \n",
      "1565   13.6  ...   57.0               7.78         57.0       10.0   \n",
      "1631   19.2  ...   77.0               4.37          8.0       13.6   \n",
      "1632   18.8  ...   83.0               6.11         81.0       15.9   \n",
      "1633   18.4  ...   84.0               7.56         82.0       17.0   \n",
      "1637   29.9  ...   93.0               6.31         93.0       13.3   \n",
      "1638   29.4  ...   89.0               5.37         89.0       15.7   \n",
      "1639   29.0  ...   69.0               6.26         73.0       18.1   \n",
      "1640   28.6  ...   75.0               4.96         75.0       20.5   \n",
      "1643   27.5  ...   69.0               6.44         68.0       30.3   \n",
      "1644   27.1  ...   67.0               7.13         65.0       33.6   \n",
      "1645   26.7  ...    7.0               6.52         68.0       36.7   \n",
      "1647   25.9  ...   76.0               6.16         75.0       42.1   \n",
      "1648   25.5  ...   78.0               7.10         78.0       43.5   \n",
      "\n",
      "              GDP   Population   thinness  1-19 years   thinness 5-9 years  \\\n",
      "225   5374.554867   1884238.00                    9.6                  9.4   \n",
      "226   5351.253732   1855852.00                    1.0                  9.9   \n",
      "227   4896.583835    182933.00                    1.5                  1.4   \n",
      "228   4163.659600    184339.00                    1.9                  1.8   \n",
      "229    355.618382   1779953.00                   11.4                 11.3   \n",
      "230   3128.977930   1754935.00                   11.8                 11.8   \n",
      "231   3349.688230    172834.00                   12.3                 12.2   \n",
      "331    449.961839     44423.00                    9.1                  9.1   \n",
      "836   1174.839214   2145785.00                    5.8                  5.6   \n",
      "837   1196.133500   2117361.00                    6.1                  5.9   \n",
      "838   1281.516000    289928.00                    6.4                  6.2   \n",
      "840   1173.262120     24551.00                    7.2                  7.0   \n",
      "841    923.136931     21929.00                    7.6                  7.4   \n",
      "842    934.428563    199993.00                    8.0                  7.8   \n",
      "843    918.432717   1982287.00                    8.4                  8.3   \n",
      "844    915.775754   1965662.00                    8.8                  8.7   \n",
      "845    862.946312   1949543.00                    9.3                  9.2   \n",
      "846    781.514594   1933728.00                    9.7                  9.7   \n",
      "847     63.636279    191897.00                    1.2                  1.1   \n",
      "902    458.868174   1516795.00                    6.8                  6.7   \n",
      "903     42.737966   1471462.00                    6.9                  6.8   \n",
      "904    372.842678  14271234.00                    7.0                  6.9   \n",
      "905     32.222727   1384969.00                    7.1                  7.0   \n",
      "906    297.697121  13429262.00                    7.3                  7.1   \n",
      "908    274.225629   1267638.00                    7.5                  7.4   \n",
      "909     26.152517  12336687.00                    7.6                  7.5   \n",
      "1338    78.439476    779162.00                    7.5                  7.4   \n",
      "1367  5786.599720  49557573.30                    8.9                  1.7   \n",
      "1368  6125.399840  48883844.99                    9.7                 11.7   \n",
      "1369  5631.734850   4823384.48                    1.6                 12.8   \n",
      "1370  5414.634326    476667.24                   11.6                 13.9   \n",
      "1371  4863.516880      4717.99                   12.6                 15.0   \n",
      "1372  3775.682750  46418193.90                   13.5                 16.1   \n",
      "1373  2518.398261  45855482.88                   14.5                 17.1   \n",
      "1417   369.239336    122843.00                    5.4                  5.6   \n",
      "1419  2842.438422   1158897.00                    6.1                  6.3   \n",
      "1421  2937.367230    112514.00                    6.9                  7.1   \n",
      "1425  1324.996228      1893.00                    8.6                  8.8   \n",
      "1426  1437.634951    172927.00                    9.0                  9.2   \n",
      "1427  1637.456700    161468.00                    9.4                  9.6   \n",
      "1563   288.236949  27568436.00                    6.6                  6.6   \n",
      "1565    24.242323   2571848.00                    6.8                  6.8   \n",
      "1631   114.587985  12725974.00                    6.9                  6.8   \n",
      "1632    13.154199  12383446.00                    7.0                  6.9   \n",
      "1633   691.317816   1252156.00                    7.1                  7.0   \n",
      "1637   839.927936  14386649.00                    6.8                  6.7   \n",
      "1638   713.635620   1486317.00                    7.1                  7.0   \n",
      "1639    65.824121   1381599.00                    7.5                  7.4   \n",
      "1640   325.678573  13558469.00                    7.8                  7.8   \n",
      "1643   444.765750    129432.00                    9.0                  9.0   \n",
      "1644   454.366654  12777511.00                    9.4                  9.4   \n",
      "1645   453.351155  12633897.00                    9.8                  9.9   \n",
      "1647   548.587312  12366165.00                    1.6                  1.7   \n",
      "1648   547.358878  12222251.00                   11.0                 11.2   \n",
      "\n",
      "      Income composition of resources  Schooling  \n",
      "225                             0.610       11.9  \n",
      "226                             0.593       11.9  \n",
      "227                             0.580       11.8  \n",
      "228                             0.567       11.8  \n",
      "229                             0.558       11.9  \n",
      "230                             0.560       11.8  \n",
      "231                             0.559       11.7  \n",
      "331                             0.345        6.4  \n",
      "836                             0.491       10.8  \n",
      "837                             0.484       11.1  \n",
      "838                             0.479       11.0  \n",
      "840                             0.464       10.9  \n",
      "841                             0.453       10.8  \n",
      "842                             0.447       10.7  \n",
      "843                             0.440       10.6  \n",
      "844                             0.437       10.7  \n",
      "845                             0.437       10.7  \n",
      "846                             0.439       10.7  \n",
      "847                             0.440       10.5  \n",
      "902                             0.430       10.2  \n",
      "903                             0.415        9.9  \n",
      "904                             0.400        9.6  \n",
      "905                             0.387        9.7  \n",
      "906                             0.377        9.6  \n",
      "908                             0.366       10.0  \n",
      "909                             0.362       10.3  \n",
      "1338                            0.426        9.5  \n",
      "1367                            0.616       12.9  \n",
      "1368                            0.612       12.9  \n",
      "1369                            0.609       12.9  \n",
      "1370                            0.609       12.9  \n",
      "1371                            0.611       12.9  \n",
      "1372                            0.613       12.9  \n",
      "1373                            0.620       12.9  \n",
      "1417                            0.523       11.0  \n",
      "1419                            0.514       10.6  \n",
      "1421                            0.502        9.9  \n",
      "1425                            0.502        9.2  \n",
      "1426                            0.506        9.3  \n",
      "1427                            0.516        9.4  \n",
      "1563                            0.427       11.6  \n",
      "1565                            0.404       11.0  \n",
      "1631                            0.492       11.1  \n",
      "1632                            0.479       10.9  \n",
      "1633                            0.467       10.7  \n",
      "1637                            0.452       10.1  \n",
      "1638                            0.436       10.0  \n",
      "1639                            0.419        9.9  \n",
      "1640                            0.421        9.7  \n",
      "1643                            0.406        9.3  \n",
      "1644                            0.407        9.2  \n",
      "1645                            0.418        9.5  \n",
      "1647                            0.427        9.8  \n",
      "1648                            0.434        9.8  \n",
      "\n",
      "[54 rows x 21 columns]\n",
      "Outliers in infant deaths:\n",
      "      Unnamed: 0 CountryStatus  Life expectancy   Adult Mortality  \\\n",
      "0              0    Developing              65.0            263.0   \n",
      "1              1    Developing              59.9            271.0   \n",
      "2              2    Developing              59.9            268.0   \n",
      "3              3    Developing              59.5            272.0   \n",
      "4              4    Developing              59.2            275.0   \n",
      "...          ...           ...               ...              ...   \n",
      "1561        2723    Developing              54.9             41.0   \n",
      "1562        2724    Developing              53.2            446.0   \n",
      "1563        2725    Developing              51.3            485.0   \n",
      "1564        2726    Developing              51.0             53.0   \n",
      "1565        2727    Developing              48.8            523.0   \n",
      "\n",
      "      infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   \\\n",
      "0                62     0.01               71.279624         65.0      1154   \n",
      "1                64     0.01               73.523582         62.0       492   \n",
      "2                66     0.01               73.219243         64.0       430   \n",
      "3                69     0.01               78.184215         67.0      2787   \n",
      "4                71     0.01                7.097109         68.0      3013   \n",
      "...             ...      ...                     ...          ...       ...   \n",
      "1561             93     9.81               50.839014         64.0      5736   \n",
      "1562             99    10.09               44.526140         64.0        22   \n",
      "1563            104     9.89               36.606093         62.0       141   \n",
      "1564            109    10.16                4.426792         44.0     29429   \n",
      "1565            112    10.42                2.690898         29.0     49871   \n",
      "\n",
      "       BMI   ...  Polio  Total expenditure  Diphtheria    HIV/AIDS  \\\n",
      "0      19.1  ...    6.0               8.16         65.0        0.1   \n",
      "1      18.6  ...   58.0               8.18         62.0        0.1   \n",
      "2      18.1  ...   62.0               8.13         64.0        0.1   \n",
      "3      17.6  ...   67.0               8.52         67.0        0.1   \n",
      "4      17.2  ...   68.0               7.87         68.0        0.1   \n",
      "...     ...  ...    ...                ...          ...        ...   \n",
      "1561   14.8  ...   62.0               9.86         64.0        8.6   \n",
      "1562   14.5  ...   59.0               9.36         64.0        8.7   \n",
      "1563   14.2  ...   58.0               8.90         62.0        8.9   \n",
      "1564   13.9  ...   57.0               7.54         59.0        9.4   \n",
      "1565   13.6  ...   57.0               7.78         57.0       10.0   \n",
      "\n",
      "             GDP  Population   thinness  1-19 years   thinness 5-9 years  \\\n",
      "0     584.259210  33736494.0                   17.2                 17.3   \n",
      "1     612.696514    327582.0                   17.5                 17.5   \n",
      "2     631.744976  31731688.0                   17.7                 17.7   \n",
      "3     669.959000   3696958.0                   17.9                 18.0   \n",
      "4      63.537231   2978599.0                   18.2                 18.2   \n",
      "...          ...         ...                    ...                  ...   \n",
      "1561  336.459392   2955662.0                    6.4                  6.4   \n",
      "1562  315.788227   2854394.0                    6.5                  6.5   \n",
      "1563  288.236949  27568436.0                    6.6                  6.6   \n",
      "1564  237.999592   2662482.0                    6.7                  6.7   \n",
      "1565   24.242323   2571848.0                    6.8                  6.8   \n",
      "\n",
      "      Income composition of resources  Schooling  \n",
      "0                               0.479       10.1  \n",
      "1                               0.476       10.0  \n",
      "2                               0.470        9.9  \n",
      "3                               0.463        9.8  \n",
      "4                               0.454        9.5  \n",
      "...                               ...        ...  \n",
      "1561                            0.434       10.6  \n",
      "1562                            0.429       10.9  \n",
      "1563                            0.427       11.6  \n",
      "1564                            0.418       11.5  \n",
      "1565                            0.404       11.0  \n",
      "\n",
      "[199 rows x 21 columns]\n",
      "Outliers in Alcohol:\n",
      "     Unnamed: 0 CountryStatus  Life expectancy   Adult Mortality  \\\n",
      "136         228    Developing              72.0            232.0   \n",
      "499         874    Developing              73.0            189.0   \n",
      "\n",
      "     infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   \\\n",
      "136              0    17.31              846.911307         98.0        50   \n",
      "499              0    17.87             1904.124690         95.0         1   \n",
      "\n",
      "      BMI   ...  Polio  Total expenditure  Diphtheria    HIV/AIDS  \\\n",
      "136   59.9  ...   98.0               4.92         98.0        0.1   \n",
      "499   56.3  ...   95.0               5.16         95.0        0.1   \n",
      "\n",
      "             GDP  Population   thinness  1-19 years   thinness 5-9 years  \\\n",
      "136   6519.71753   9473172.0                    2.0                  2.1   \n",
      "499  16586.45200     13468.0                    2.0                  2.1   \n",
      "\n",
      "     Income composition of resources  Schooling  \n",
      "136                            0.787       15.5  \n",
      "499                            0.829       16.1  \n",
      "\n",
      "[2 rows x 21 columns]\n",
      "Outliers in percentage expenditure:\n",
      "      Unnamed: 0 CountryStatus  Life expectancy   Adult Mortality  \\\n",
      "54            84    Developing              75.7             12.0   \n",
      "56            86    Developing              75.6            126.0   \n",
      "57            87    Developing              75.4            126.0   \n",
      "79           113     Developed              82.7              6.0   \n",
      "80           114     Developed              82.5             61.0   \n",
      "...          ...           ...               ...              ...   \n",
      "1503        2656    Developing              69.9            185.0   \n",
      "1528        2685    Developing              74.5            114.0   \n",
      "1585        2815    Developing              76.3            118.0   \n",
      "1586        2816    Developing              76.6            118.0   \n",
      "1589        2819    Developing              76.2            117.0   \n",
      "\n",
      "      infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   \\\n",
      "54                9     8.11             1504.329462         91.0         3   \n",
      "56               10     8.33             1398.042623         94.0         3   \n",
      "57               10     8.41             1413.735430          9.0         0   \n",
      "79                1     9.71            10769.363050         91.0       340   \n",
      "80                1     9.87            11734.853810         91.0       158   \n",
      "...             ...      ...                     ...          ...       ...   \n",
      "1503              0     6.41             1902.693048          9.0         0   \n",
      "1528             20     1.53             1275.877569         96.0       111   \n",
      "1585              0     6.21             2331.532804         95.0         0   \n",
      "1586              0     6.67             1871.736563         95.0         0   \n",
      "1589              1     6.58             1712.225506         95.0         0   \n",
      "\n",
      "       BMI   ...  Polio  Total expenditure  Diphtheria    HIV/AIDS  \\\n",
      "54      6.4  ...   93.0               5.89         91.0        0.1   \n",
      "56     59.2  ...   97.0               7.63         94.0        0.1   \n",
      "57     58.6  ...   94.0               6.66         93.0        0.1   \n",
      "79     66.1  ...   92.0               9.42         92.0        0.1   \n",
      "80     65.5  ...   91.0               9.36         91.0        0.1   \n",
      "...     ...  ...    ...                ...          ...        ...   \n",
      "1503    4.2  ...   91.0               4.40          9.0        0.3   \n",
      "1528   62.8  ...   97.0               5.29         97.0        0.1   \n",
      "1585   61.2  ...   95.0               8.63         95.0        0.1   \n",
      "1586    6.7  ...   95.0               8.78         95.0        0.1   \n",
      "1589   58.9  ...   95.0              11.17         95.0        0.1   \n",
      "\n",
      "               GDP  Population   thinness  1-19 years   thinness 5-9 years  \\\n",
      "54    12726.983600  41656879.0                    1.0                  0.9   \n",
      "56     8161.369660    479947.0                    1.0                  0.9   \n",
      "57     8953.359275   4382389.0                    1.0                  0.9   \n",
      "79    62214.691200   2346694.0                    0.6                  0.6   \n",
      "80    67792.338600  23117353.0                    0.6                  0.6   \n",
      "...            ...         ...                    ...                  ...   \n",
      "1503  21188.118570   1315372.0                    6.1                  6.4   \n",
      "1528  11341.133950   7349455.0                    4.9                  4.7   \n",
      "1585  11938.212000   3374415.0                    1.5                  1.5   \n",
      "1586   9415.173860   3362755.0                    1.5                  1.5   \n",
      "1589   5877.876780    333143.0                    1.6                  1.6   \n",
      "\n",
      "      Income composition of resources  Schooling  \n",
      "54                              0.816       17.1  \n",
      "56                              0.794       16.5  \n",
      "57                              0.792       16.3  \n",
      "79                              0.936       20.4  \n",
      "80                              0.933       20.3  \n",
      "...                               ...        ...  \n",
      "1503                            0.767       12.4  \n",
      "1528                            0.737       13.8  \n",
      "1585                            0.777       15.6  \n",
      "1586                            0.774       15.5  \n",
      "1589                            0.756       15.2  \n",
      "\n",
      "[187 rows x 21 columns]\n",
      "Outliers in Hepatitis B:\n",
      "      Unnamed: 0 CountryStatus  Life expectancy   Adult Mortality  \\\n",
      "39            40    Developing              73.8            129.0   \n",
      "40            41    Developing              73.4            132.0   \n",
      "57            87    Developing              75.4            126.0   \n",
      "107          143     Developed              78.1             96.0   \n",
      "112          149    Developing              71.1             13.0   \n",
      "...          ...           ...               ...              ...   \n",
      "1616        2850    Developing              73.0            157.0   \n",
      "1623        2857    Developing              69.0             18.0   \n",
      "1631        2914    Developing              52.6            487.0   \n",
      "1638        2927    Developing              52.4            527.0   \n",
      "1645        2934    Developing              44.5            715.0   \n",
      "\n",
      "      infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   \\\n",
      "39               20     0.44              320.323924          9.0         0   \n",
      "40               20     0.36              270.240196          8.0       944   \n",
      "57               10     8.41             1413.735430          9.0         0   \n",
      "107               0    13.20             3557.455507         33.0         0   \n",
      "112               5     1.98              246.568601          8.0         0   \n",
      "...             ...      ...                     ...          ...       ...   \n",
      "1616              0     1.01              342.490856          6.0         0   \n",
      "1623              0     1.21               21.900752          7.0         9   \n",
      "1631             32     2.08               10.851482          8.0       535   \n",
      "1638             29     5.21               53.308581          9.0      9696   \n",
      "1645             26     4.06                0.000000          7.0       998   \n",
      "\n",
      "       BMI   ...  Polio  Total expenditure  Diphtheria    HIV/AIDS  \\\n",
      "39      5.8  ...   95.0               3.82         95.0        0.1   \n",
      "40     49.8  ...   95.0               3.36         95.0        0.1   \n",
      "57     58.6  ...   94.0               6.66         93.0        0.1   \n",
      "107     5.1  ...   71.0               1.60         81.0        0.1   \n",
      "112    48.0  ...   85.0               5.33         81.0        0.1   \n",
      "...     ...  ...    ...                ...          ...        ...   \n",
      "1616   46.6  ...   67.0               3.67         67.0        0.1   \n",
      "1623   41.1  ...   67.0               3.28         71.0        0.1   \n",
      "1631   19.2  ...   77.0               4.37          8.0       13.6   \n",
      "1638   29.4  ...   89.0               5.37         89.0       15.7   \n",
      "1645   26.7  ...    7.0               6.52         68.0       36.7   \n",
      "\n",
      "               GDP  Population   thinness  1-19 years   thinness 5-9 years  \\\n",
      "39     3935.183343     34376.0                    6.0                  5.9   \n",
      "40     3464.617900  33777915.0                    6.1                  6.0   \n",
      "57     8953.359275   4382389.0                    1.0                  0.9   \n",
      "107   24517.267450    811566.0                    1.7                  1.9   \n",
      "112    5842.857840    954332.0                    2.8                  2.9   \n",
      "...            ...         ...                    ...                  ...   \n",
      "1616   2393.367265    219953.0                    1.6                  1.5   \n",
      "1623   1469.849149     18563.0                    1.7                  1.7   \n",
      "1631    114.587985  12725974.0                    6.9                  6.8   \n",
      "1638    713.635620   1486317.0                    7.1                  7.0   \n",
      "1645    453.351155  12633897.0                    9.8                  9.9   \n",
      "\n",
      "      Income composition of resources  Schooling  \n",
      "39                              0.690       12.3  \n",
      "40                              0.686       12.3  \n",
      "57                              0.792       16.3  \n",
      "107                             0.833       15.4  \n",
      "112                             0.737       11.7  \n",
      "...                               ...        ...  \n",
      "1616                            0.579       10.7  \n",
      "1623                            0.000        9.6  \n",
      "1631                            0.492       11.1  \n",
      "1638                            0.436       10.0  \n",
      "1645                            0.418        9.5  \n",
      "\n",
      "[165 rows x 21 columns]\n",
      "Outliers in Measles :\n",
      "      Unnamed: 0 CountryStatus  Life expectancy   Adult Mortality  \\\n",
      "0              0    Developing              65.0            263.0   \n",
      "3              3    Developing              59.5            272.0   \n",
      "4              4    Developing              59.2            275.0   \n",
      "5              5    Developing              58.8            279.0   \n",
      "6              6    Developing              58.6            281.0   \n",
      "...          ...           ...               ...              ...   \n",
      "1627        2910    Developing              58.2            366.0   \n",
      "1628        2911    Developing              58.0            363.0   \n",
      "1638        2927    Developing              52.4            527.0   \n",
      "1645        2934    Developing              44.5            715.0   \n",
      "1648        2937    Developing              46.0            665.0   \n",
      "\n",
      "      infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   \\\n",
      "0                62     0.01               71.279624         65.0      1154   \n",
      "3                69     0.01               78.184215         67.0      2787   \n",
      "4                71     0.01                7.097109         68.0      3013   \n",
      "5                74     0.01               79.679367         66.0      1989   \n",
      "6                77     0.01               56.762217         63.0      2861   \n",
      "...             ...      ...                     ...          ...       ...   \n",
      "1627             29     2.57              183.046169         81.0     13234   \n",
      "1628             30     2.47              184.364910         83.0     15754   \n",
      "1638             29     5.21               53.308581          9.0      9696   \n",
      "1645             26     4.06                0.000000          7.0       998   \n",
      "1648             24     1.68                0.000000         79.0      1483   \n",
      "\n",
      "       BMI   ...  Polio  Total expenditure  Diphtheria    HIV/AIDS  \\\n",
      "0      19.1  ...    6.0               8.16         65.0        0.1   \n",
      "3      17.6  ...   67.0               8.52         67.0        0.1   \n",
      "4      17.2  ...   68.0               7.87         68.0        0.1   \n",
      "5      16.7  ...   66.0               9.20         66.0        0.1   \n",
      "6      16.2  ...   63.0               9.42         63.0        0.1   \n",
      "...     ...  ...    ...                ...          ...        ...   \n",
      "1627   21.2  ...   83.0               4.26         81.0        6.3   \n",
      "1628    2.7  ...    8.0               4.41         83.0        6.8   \n",
      "1638   29.4  ...   89.0               5.37         89.0       15.7   \n",
      "1645   26.7  ...    7.0               6.52         68.0       36.7   \n",
      "1648   25.5  ...   78.0               7.10         78.0       43.5   \n",
      "\n",
      "              GDP  Population   thinness  1-19 years   thinness 5-9 years  \\\n",
      "0      584.259210  33736494.0                   17.2                 17.3   \n",
      "3      669.959000   3696958.0                   17.9                 18.0   \n",
      "4       63.537231   2978599.0                   18.2                 18.2   \n",
      "5      553.328940   2883167.0                   18.4                 18.4   \n",
      "6      445.893298    284331.0                   18.6                 18.7   \n",
      "...           ...         ...                    ...                  ...   \n",
      "1627  1644.619672  14264756.0                    6.6                  6.4   \n",
      "1628  1463.213573    138533.0                    6.7                  6.5   \n",
      "1638   713.635620   1486317.0                    7.1                  7.0   \n",
      "1645   453.351155  12633897.0                    9.8                  9.9   \n",
      "1648   547.358878  12222251.0                   11.0                 11.2   \n",
      "\n",
      "      Income composition of resources  Schooling  \n",
      "0                               0.479       10.1  \n",
      "3                               0.463        9.8  \n",
      "4                               0.454        9.5  \n",
      "5                               0.448        9.2  \n",
      "6                               0.434        8.9  \n",
      "...                               ...        ...  \n",
      "1627                            0.543       12.0  \n",
      "1628                            0.533       11.8  \n",
      "1638                            0.436       10.0  \n",
      "1645                            0.418        9.5  \n",
      "1648                            0.434        9.8  \n",
      "\n",
      "[297 rows x 21 columns]\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'BMI'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3802\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3801\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3802\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m   3803\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\_libs\\index.pyx:138\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\_libs\\index.pyx:165\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5745\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi:5753\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'BMI'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[9], line 4\u001b[0m\n\u001b[0;32m      1\u001b[0m columns_to_check \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLife expectancy \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAdult Mortality\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124minfant deaths\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAlcohol\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpercentage expenditure\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHepatitis B\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMeasles \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBMI\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124munder-five deaths\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPolio\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTotal expenditure\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDiphtheria \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHIV/AIDS\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGDP\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPopulation\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m thinness  1-19 years\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m thinness 5-9 years\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mIncome composition of resources\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSchooling\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m column \u001b[38;5;129;01min\u001b[39;00m columns_to_check:\n\u001b[1;32m----> 4\u001b[0m     Q1 \u001b[38;5;241m=\u001b[39m df[column]\u001b[38;5;241m.\u001b[39mquantile(\u001b[38;5;241m0.25\u001b[39m)\n\u001b[0;32m      5\u001b[0m     Q3 \u001b[38;5;241m=\u001b[39m df[column]\u001b[38;5;241m.\u001b[39mquantile(\u001b[38;5;241m0.75\u001b[39m)\n\u001b[0;32m      6\u001b[0m     IQR \u001b[38;5;241m=\u001b[39m Q3 \u001b[38;5;241m-\u001b[39m Q1\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:3807\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3805\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m   3806\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3807\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m   3808\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m   3809\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m [indexer]\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3804\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3802\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m   3803\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m-> 3804\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m   3805\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m   3806\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m   3807\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m   3808\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n\u001b[0;32m   3809\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
      "\u001b[1;31mKeyError\u001b[0m: 'BMI'"
     ]
    }
   ],
   "source": [
    "columns_to_check = ['Life expectancy ', 'Adult Mortality', 'infant deaths', 'Alcohol', 'percentage expenditure','Hepatitis B', 'Measles ', 'BMI', 'under-five deaths', 'Polio', 'Total expenditure', 'Diphtheria ', 'HIV/AIDS', 'GDP', 'Population', ' thinness  1-19 years', ' thinness 5-9 years', 'Income composition of resources', 'Schooling']\n",
    "\n",
    "for column in columns_to_check:\n",
    "    Q1 = df[column].quantile(0.25)\n",
    "    Q3 = df[column].quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "\n",
    "    outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)]\n",
    "    print(f'Outliers in {column}:\\n{outliers}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2667f0d5",
   "metadata": {},
   "source": [
    "As we can see in the above chart, there are a large number of outliers present in the .csv file. Let's go through the box plots and see which ones we need to remove!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "10c9d5bb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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01OU2oaGhOnDgQIX3m5KSokmTJl213AAAeMqoUaM0f/589erVSzExMbJYLGZHAgDAK1FEBwAAXqlnz57On2NjYxUfH6/mzZtrwYIF6tSpkySVKRYYhlFpAWHChAlKTk52Xs/Pz1dUVNQVTA4AgGcsWbJEf/vb33TXXXeZHQUAAK/mY3YAAACAK6Fu3bqKjY3Vjz/+6OyTXrojvVROTk6Z3ekXslqtCgoKcrkAAOCN6tSpo9/85jdmxwAAwOtRRAcAANeEwsJC7dmzR+Hh4WratKnCwsK0du1a53xRUZE2btyohIQEE1MCAOA5Y8eO1YwZM2QYhtlRAJhs06ZNGjBggDZt2mR2FMAr0c4FAAB4pXHjxqlPnz6y2+3KycnRlClTlJ+fr8GDB8tisWj06NGaOnWqWrRooRYtWmjq1KkKCAhQUlKS2dEBALhq+vfv73L9888/1+rVq9W6dWvVrl3bZW758uWejAbAJAUFBUpNTdXRo0eVmpqqW265RX5+fmbHArwKRXQAAOCVsrKy9OCDD+ro0aNq1KiROnXqpC1btig6OlqSNH78eJ0+fVojRozQsWPHFBcXpzVr1igwMNDk5AAAXD02m83l+j333GNSEgDVxeLFi5WbmytJys3NVVpamoYOHWpyKsC7UEQHAABeacmSJRXOWywWTZw4URMnTvRMIAAAqoF58+aZHQFANZKVlaW0tDRnWyfDMJSWlqbExERFRkaanA7wHtW6J/rZs2f15z//WU2bNpW/v7+aNWumyZMnq6SkxLnGMAxNnDhRERER8vf3V5cuXbR7926X+yksLNTIkSMVHBysunXrqm/fvsrKynJZc+zYMQ0aNEg2m002m02DBg3S8ePHXdY4HA716dNHdevWVXBwsJ566ikVFRVdtecP1BT0ZgMAAACuvDvuuKPM+1pJys/P1x133OH5QAA8yjAMzZgxo9xxzpcAVF21LqK/8sormj17tt58803t2bNH06ZN06uvvqqZM2c610ybNk2pqal68803lZmZqbCwMHXr1k0nTpxwrhk9erRWrFihJUuW6KuvvtLJkyfVu3dvFRcXO9ckJSVpx44dSk9PV3p6unbs2KFBgwY554uLi9WrVy+dOnVKX331lZYsWaJly5Zp7NixnvllANeo0t5sR44cUWpqqgoKCsyOBAAAAFwTNmzY4HbjV0FBgf7xj3+YkAiAJzkcDmVmZrrUv6RzNa7MzEw5HA6TkgHep1q3c9m8ebPuvvtu9erVS5LUpEkTffjhh9q6daukc5+cTZ8+Xc8995zz5CkLFixQaGio0tLSNHz4cOXl5Wnu3LlauHChunbtKklatGiRoqKitG7dOnXv3l179uxRenq6tmzZori4OEnSnDlzFB8fr71796pVq1Zas2aNvv/+ex08eFARERGSpNdff11DhgzRSy+9pKCgIE//eoBrAr3ZAAAAgCvru+++c/78/fffKzs723m9uLhY6enpaty4sRnRAHiQ3W5Xhw4d9M0337gU0n19fdWuXTvZ7XYT0wHepVrvRP/tb3+r9evX64cffpAkffvtt/rqq6901113SZL27dun7OxsJSYmOm9jtVrVuXNnZ1uIbdu26cyZMy5rIiIiFBMT41yzefNm2Ww2ZwFdkjp16iSbzeayJiYmxllAl6Tu3bursLBQ27ZtK/c5FBYWKj8/3+UC4JzyerNd2G4JAAAAQNXdfPPNatu2rSwWi+644w7dfPPNzku7du00ZcoUvfDCC2bHBHCVWSwWjRo1qtxxi8ViQirAO1XrnehPP/208vLydP3118vX11fFxcV66aWX9OCDD0qS89P00NBQl9uFhobqwIEDzjV16tRR/fr1y6wpvX12drZCQkLKPH5ISIjLmgsfp379+qpTp47Lp/oXSklJ0aRJky7maQM1QmW92aZNm8YBHQAAALgE+/btk2EYatasmb7++ms1atTIOVenTh2FhITI19fXxIQAPCUyMlJJSUlatGiRDMOQxWJRUlIS30YBLlK1LqIvXbpUixYtUlpamlq3bq0dO3Zo9OjRioiI0ODBg53rLiy0lf6nUJEL17hbfylrLjRhwgQlJyc7r+fn5ysqKqrCbEBNUNqb7ULn92aLjo42IRkAAADg3UpfR5eUlJicBEB1MHDgQK1evVpHjx5VcHCwkpKSzI4EeJ1qXUT/05/+pGeeeUYPPPCAJCk2NlYHDhxQSkqKBg8erLCwMEnndomHh4c7b5eTk+PcNR4WFqaioiIdO3bMZTd6Tk6OEhISnGuOHDlS5vF//vlnl/vJyMhwmT927JjOnDlTZof6+axWq6xW66U8feCaRm82AAAAwDO+//57ORyOMicZ7du3r0mJAHiSn5+fkpOTNWPGDI0aNer/Y+/+46ou7/+PP9+CgiiQP0Hkh9rM+QPL/E0tcSqlqZXbtFDSas5mS0hN5/ymZAaTiqRM02pJKWlb4ZalScsshyb+KrU+1pZ5pECSEYgCIry/fzhOHgEF+fHmwON+u53bPNd1cXgebF68X+d6X5fc3d2tjgQ4nQa9J/rZs2fVrJljRBcXF/un6V27dpWvr69SUlLs/efOndOOHTvsBfL+/furefPmDmMyMjJ0+PBh+5ihQ4cqNzdXe/bssY/59NNPlZub6zDm8OHDysjIsI/Ztm2b3Nzc1L9//1p+50Djx95sAAAAQN365ptvdP3116tPnz66/fbbdeedd+rOO+/UXXfdpbvuusvqeADqUUhIiDZu3GivcwGongZdRB83bpyefPJJvfvuu/r222+VnJys+Ph4+2RvGIaioqIUExOj5ORkHT58WNOmTZOHh4f91hRvb2898MADmjNnjv75z3/qwIEDmjJlioKDgzVy5EhJUs+ePXXbbbdp+vTp2r17t3bv3q3p06dr7Nix6tGjhyQpLCxMvXr1UkREhA4cOKB//vOfmjt3rqZPny4vLy9rfkCAkyvbm62sYM7ebAAAAEDtiYyMVNeuXXXy5El5eHjoyJEj+vjjjzVgwAB99NFHVscDAMBpNOjtXJ5//nk99thjmjlzprKysuTn56cZM2Y4nCI+b948FRQUaObMmcrJydHgwYO1bds2eXp62sc8++yzcnV11cSJE1VQUKARI0Zo7dq1DgeprF+/XrNmzVJYWJikC7e1rVixwt7v4uKid999VzNnztRNN92kli1bKjw8XE8//XQ9/CSAxou92QAAAIC6sWvXLn344Yfq0KGDmjVrpmbNmunmm29WbGysZs2apQMHDlgdEQAAp2CYpmlaHaIpycvLk7e3t3Jzc1nBDvxPamqqfW82bi0DfsKc0TA01L+HgoICjR49WpJ0+sYIyaW5xYkAoI6VFMtz/+uSpC1btqhly5YWByqvoc0Zbdq00b59+9StWzdde+21evnllzV8+HD95z//UXBwsM6ePWt1xDrR0P4eAAANV1XnjAa9Eh1A0xASEkLxHAAAAKhlffr00eeff65u3bpp8ODBiouLU4sWLbRmzRp169bN6ngAADiNBr0nOgAAAAAAuDr/7//9P5WWlkqSli5dquPHj+sXv/iF3nvvPT333HMWpwNQn1JTUzVp0iSlpqZaHQVwSqxEBwAAAACgEbr11lvtf+7WrZu++OIL/fe//1WbNm1kGIaFyQDUp8LCQsXHx+vUqVOKj4/XjTfeKHd3d6tjAU6FlegAAAAAADRi//73v/X++++roKBAbdu2tToOgHq2fv16ZWdnS5Kys7OVlJRkcSLA+VBEBwAAAACgEcrOztaIESN03XXXacyYMcrIyJAk/fa3v9WcOXMsTgegPqSnpyspKUmmaUqSTNNUUlKS0tPTLU4GOBeK6AAAAAAANEKPPPKImjdvLpvNJg8PD3v7pEmTtHXrVguTAagPpmkqISGh0vaywjqAK6uVPdF//PFHXXPNNbXxUgAAAAAAoBZs27ZN77//vvz9/R3au3fvruPHj1uUCkB9sdlsSktLK9deUlKitLQ02Ww2BQUFWZAMcD7VXom+bNkybdy40f584sSJateunTp37qzPPvusVsMBAAAAAICrc+bMGYcV6GVOnTolNzc3CxIBqE+BgYEaOHCgXFxcHNpdXFw0aNAgBQYGWpQMcD7VLqKvXr1aAQEBkqSUlBSlpKRoy5YtGj16tB599NFaDwgAAAAAAKrvlltu0WuvvWZ/bhiGSktL9dRTT2n48OEWJgNQHwzDUGRkZKXthmFYkApwTtXeziUjI8NeRN+8ebMmTpyosLAwdenSRYMHD671gAAAAAAAoPqeeuophYaGau/evTp37pzmzZunI0eO6L///a/+9a9/WR0PQD3w9/dXeHi41q1bJ9M0ZRiGwsPD1blzZ6ujAU6l2kX0Nm3a6MSJEwoICNDWrVu1dOlSSRcOJSgpKan1gAAav9TUVCUkJCgyMlIhISFWxwEAp+BwEFRJsXVBAKC+XPRvHYfhVU2vXr30+eefa9WqVXJxcdGZM2c0YcIEPfTQQ+rUqZPV8QDUk8mTJ2vLli06deqU2rdvr/DwcKsjAU6n2kX0CRMmKDw8XN27d1d2drZGjx4tSTp48KB+9rOf1XpAAI1bYWGh4uPjderUKcXHx+vGG2+Uu7u71bEAoMErKiqy/9nzsw0WJgGA+ldUVFThXt8oz9fXV48//rjVMQBYyN3dXbNnz7YvXuOaG6i+ahfRn332WXXp0kUnTpxQXFycWrduLenCNi8zZ86s9YAAGrf169fr1KlTki4ccJSUlKT777/f4lQAAACAc/r888+rPLZv3751mARAQxISEsKd30ANVLuI3rx5c82dO7dce1RUVG3kAdCEpKena/369Q5t69evV1hYmPz9/S1KBQDOwc3Nzf7n09ffLbk0tzANANSDkmL7nTcX/xsIRzfccIMMw7DvfVymbAuci9vYkhUAgKqpdhFdkl5//XWtXr1a33zzjXbt2qWgoCAtX75cXbt21R133FHbGQE0QqZpKiEhodx+lqWlpUpISFBcXBwnhQPAZTj8G+nSnCI6gCaF3xMrd+zYMfufDxw4oLlz5+rRRx/V0KFDJUm7du3SM888o7i4OKsiAgDgdKpdRF+1apUWLVqkqKgoPfnkk/ZPrq+55hotX76cIjqAKrHZbEpLSyvXbpqm0tLSZLPZFBQUZEEyAAAAwHld/Dv0b37zGz333HMaM2aMva1v374KCAjQY489pjvvvNOChAAAOJ9m1f2C559/Xi+99JIWLlwoFxcXe/uAAQN06NChWg0HoPEKCAiwn6lwqdatWysgIKCeEwEAAACNy6FDh9S1a9dy7V27dtUXX3xhQSIAAJxTtYvox44dU79+/cq1u7m56cyZM7USCkDjZ7PZlJ+fX2Fffn6+bDZbPScCAAAAGpeePXtq6dKlKiwstLcVFRVp6dKl6tmzp4XJAABwLtXezqVr1646ePBguW0WtmzZol69etVaMAAAAAAAcPVefPFFjRs3TgEBAbr++uslSZ999pkMw9DmzZstTgcAgPOodhH90Ucf1UMPPaTCwkKZpqk9e/bojTfeUGxsrF5++eW6yAigEQoKClJwcHCF20D17duX/dABAACAGho0aJCOHTumdevW6f/+7/9kmqYmTZqk8PBwtWrVyup4AAA4jWoX0e+77z6dP39e8+bN09mzZxUeHq7OnTsrISFBd999d11kBNAIGYah+fPnKyIiQqZplms3DMPCdADqwoQJE6o07u23367jJAAANB0eHh763e9+Z3UMAACcWrWL6JI0ffp0TZ8+XadOnVJpaak6duxY27kANAH+/v66++679cYbb9jb7rnnHnXu3NnCVADqire3t9URAAAAAACotqsqopdp3759beUA0ERNnTpVmzdv1unTp+Xl5aV7773X6kgA6sirr75qdQQAAAAAAKqtSkX0fv36VXlrhf3799coEICmxd3dXQsWLFBCQoIiIyPl7u5udSQAAAAAAADArkpF9DvvvLOOYwBoykJCQhQSEmJ1DAB17P7776/SuL/85S91nAQAAAAAgKqrUhF98eLFdZ0DAAA0cmvXrlVQUJD69evncKBwbYmNjdWf/vQnRUZGavny5ZIk0zT1+OOPa82aNcrJydHgwYP1wgsvqHfv3rX+/QEAaIh+/PFH/e1vf9N//vMfPfroo2rbtq32798vHx8fziICAKCKqr0n+okTJ2QYhvz9/SVJe/bsUVJSknr16sWJ3wAAoFIPPvigNmzYoG+++Ub333+/pkyZorZt29bKa6elpWnNmjXq27evQ3tcXJzi4+O1du1aXXfddVq6dKlGjRqlo0ePytPTs1a+NwAADdXnn3+ukSNHytvbW99++62mT5+utm3bKjk5WcePH9drr71mdUQAAJxCs+p+QXh4uLZv3y5JyszM1MiRI7Vnzx796U9/0pIlS2o9IAAAaBxWrlypjIwMzZ8/X++8844CAgI0ceJEvf/++zVamZ6fn6/JkyfrpZdeUps2beztpmlq+fLlWrhwoSZMmKA+ffooMTFRZ8+eVVJSUm28JQAAGrTZs2dr2rRp+vrrrx3OHho9erQ+/vhjC5MBAOBcql1EP3z4sAYNGiRJevPNNxUcHKzU1FQlJSVp7dq1tZ0PAAA0Im5ubrrnnnuUkpKiL774Qr1799bMmTMVFBSk/Pz8q3rNhx56SLfffrtGjhzp0H7s2DFlZmYqLCzM4fsPGzZMqamplb5eUVGR8vLyHB4AADijtLQ0zZgxo1x7586dlZmZaUEiAACcU7W3cykuLpabm5sk6YMPPtD48eMlST//+c+VkZFRu+kAAECjZRiGDMOQaZoqLS29qtfYsGGD9u/fr7S0tHJ9ZcUBHx8fh3YfHx8dP3680teMjY3V448/flV5AABoSNzd3Sv8MPjo0aPq0KGDBYkAAHBO1V6J3rt3b7344ov65JNPlJKSottuu02S9P3336tdu3a1HhBA45eamqpJkyZddmUogMahqKhIb7zxhkaNGqUePXro0KFDWrFihWw2m1q3bl2t1zpx4oQiIyO1bt06h1vUL2UYhsNz0zTLtV1swYIFys3NtT9OnDhRrVwAADQUd9xxh5YsWaLi4mJJF+ZEm82mP/7xj/rVr35lcToAAJxHtYvoy5Yt0+rVqxUaGqp77rlH119/vSTpH//4h32bFwCoqsLCQsXHx+vkyZOKj49XYWGh1ZEA1JGZM2eqU6dOWrZsmcaOHav09HT99a9/1ZgxY9SsWbV/JdG+ffuUlZWl/v37y9XVVa6urtqxY4eee+45ubq62legX3q7elZWVrnV6Rdzc3OTl5eXwwMAAGf09NNP64cfflDHjh1VUFCgYcOG6Wc/+5k8PT315JNPWh0PAACnUe3tXEJDQ3Xq1Cnl5eU5HN71u9/9Th4eHrUaDkDjt379emVnZ0uSsrOzlZSUpPvvv9/iVADqwosvvqjAwEB17dpVO3bs0I4dOyoc9/bbb1fp9UaMGKFDhw45tN133336+c9/rvnz56tbt27y9fVVSkqK+vXrJ0k6d+6cduzYoWXLltXszQAA4AS8vLy0c+dOffjhh9q/f79KS0t14403ljtHBAAAXF61i+iS5OLi4lBAl6QuXbrURh4ATUh6erqSkpJkmqakC1ssJCUlKSwsTP7+/hanA1Db7r333stuo1Jdnp6e6tOnj0Nbq1at1K5dO3t7VFSUYmJi1L17d3Xv3l0xMTHy8PBQeHh4reUAAKCh+vbbb9WlSxf98pe/1C9/+Uur4wAA4LSuqoj+t7/9TW+++aZsNpvOnTvn0Ld///5aCQagcTNNUwkJCZW2x8XF1WqxDYD11q5dW+/fc968eSooKNDMmTOVk5OjwYMHa9u2bfL09Kz3LAAA1Ldu3bopJCREERER+s1vfqO2bdtaHQkAAKdU7Q1In3vuOd13333q2LGjDhw4oEGDBqldu3b65ptvNHr06LrICKARstlsSktLU0lJiUN7SUmJ0tLSZLPZLEoGwJl99NFHWr58uf25YRiKjo5WRkaGCgsLtWPHjnKr1wEAaKz27t2roUOHaunSpfLz89Mdd9yhv/71ryoqKqr2a3388ccaN26c/Pz8ZBiGNm3a5NBvmqaio6Pl5+enli1bKjQ0VEeOHHEYU1RUpIcffljt27dXq1atNH78eKWnpzuMycnJUUREhLy9veXt7a2IiAj9+OOP1c4LAEBtqnYRfeXKlVqzZo1WrFihFi1aaN68eUpJSdGsWbOUm5tbFxkBNEKBgYEaOHCgXFxcHNpdXFw0aNAgBQYGWpQMQF3avn27nnnmGf3rX/+SJK1evVqBgYHq0KGDpk+froKCAosTAgDQeNx444166qmnZLPZtGXLFnXs2FEzZsxQx44dq30O0ZkzZ3T99ddrxYoVFfbHxcUpPj5eK1asUFpamnx9fTVq1CidPn3aPiYqKkrJycnasGGDdu7cqfz8fI0dO9ZhYU14eLgOHjyorVu3auvWrTp48KAiIiKu7gcAAEAtqXYR3WazKSQkRJLUsmVL+4QYERGhN954o3bTAWi0DMNQZGSkfT/0i0VGRrKVC9AIvfTSSxo1apRWrVqlESNGKDY2VnPmzNHtt9+uiRMn6s0339Tjjz9udUwAABodwzA0fPhwvfTSS/rggw/UrVs3JSYmVus1Ro8eraVLl2rChAnl+kzT1PLly7Vw4UJNmDBBffr0UWJios6ePaukpCRJUm5url555RU988wzGjlypPr166d169bp0KFD+uCDDyRJX375pbZu3aqXX35ZQ4cO1dChQ/XSSy9p8+bNOnr0aM1/EAAAXKVqF9F9fX2VnZ0tSQoKCtLu3bslSceOHauwGAYAlfH391fv3r0d2nr37q3OnTtblAhAXUpISNCzzz6rf//739q0aZMWLVqkF154QatWrdILL7ygl19+WX/729+sjgkAQKNz4sQJxcXF6YYbbtDAgQPVqlWrSleUX41jx44pMzNTYWFh9jY3NzcNGzZMqampkqR9+/apuLjYYYyfn5/69OljH7Nr1y55e3tr8ODB9jFDhgyRt7e3fQwAAFao9sGiv/zlL/XOO+/oxhtv1AMPPKBHHnlEf/vb37R3794KP5EGgMqkp6friy++cGj74osvlJ6eLn9/f4tSAagr33zzjcaPHy9Juu2222QYhgYNGmTvHzx4sE6cOGFVPAAAGp01a9Zo/fr1+te//qUePXpo8uTJ2rRpk7p06VKr3yczM1OS5OPj49Du4+Oj48eP28e0aNFCbdq0KTem7OszMzPVsWPHcq/fsWNH+5iKFBUVOezznpeXd3VvBACASlS7iL5mzRqVlpZKkh588EG1bdtWO3fu1Lhx4/Tggw/WekAAjZNpmkpISKi0PS4uji1dgEamsLBQLVu2tD93c3OTm5ubw/Pz589bEQ0AgEbpiSee0N13362EhATdcMMNdf79Lv393TTNK/5Of+mYisZf6XViY2PZEg4AUKeqXURv1qyZmjX7aReYiRMnauLEibUaCkDjZ7PZlJaWVq69pKREaWlpstlsCgoKsiAZgLpiGIZOnz4td3d3+8Vwfn6+fbUYq8YAAKhdNputXham+Pr6SrqwkrxTp0729qysLPvqdF9fX507d045OTkOq9GzsrLs5675+vrq5MmT5V7/hx9+KLfK/WILFizQ7Nmz7c/z8vIUEBBQszcFAMBFqr0nuiR98sknmjJlioYOHarvvvtOkvT6669r586dtRpOkr777jtNmTJF7dq1k4eHh2644Qbt27fP3m+apqKjo+Xn56eWLVsqNDRUR44ccXiNoqIiPfzww2rfvr1atWql8ePHKz093WFMTk6OIiIi5O3tLW9vb0VEROjHH390GGOz2TRu3Di1atVK7du316xZs3Tu3Llaf89AUxAYGKiBAwfKxcXFod3FxUWDBg1SYGCgRckA1BXTNHXdddepTZs2atu2rfLz89WvXz+1adNGbdq0UY8ePayOCACA0/v888/td48fOnRIn3/+eaWP2tK1a1f5+voqJSXF3nbu3Dnt2LHDXiDv37+/mjdv7jAmIyNDhw8fto8ZOnSocnNztWfPHvuYTz/9VLm5ufYxFXFzc5OXl5fDAwCA2lTtlehvvfWWIiIiNHnyZB04cMC+79jp06cVExOj9957r9bC5eTk6KabbtLw4cO1ZcsWdezYUf/5z390zTXX2MfExcUpPj5ea9eu1XXXXaelS5dq1KhROnr0qDw9PSVJUVFReuedd7Rhwwa1a9dOc+bM0dixY7Vv3z57AS88PFzp6enaunWrJOl3v/udIiIi9M4770i6sDr29ttvV4cOHbRz505lZ2dr6tSpMk1Tzz//fK29Z6CpMAxDkZGRmjp1aoXtbOUCND7bt2+3OgIAAI3eDTfcYN9b/IYbbpBhGDJN095f9twwDJWUlFT5dfPz8/Xvf//b/vzYsWM6ePCg2rZtq8DAQEVFRSkmJkbdu3dX9+7dFRMTIw8PD4WHh0uSvL299cADD2jOnDlq166d2rZtq7lz5yo4OFgjR46UJPXs2VO33Xabpk+frtWrV0u6cG0+duxYPmwHAFiq2kX0pUuX6sUXX9S9996rDRs22NtDQkK0ZMmSWg23bNkyBQQE6NVXX7W3XXwAimmaWr58uRYuXGg/1DQxMVE+Pj5KSkrSjBkzlJubq1deeUWvv/66fWJet26dAgIC9MEHH+jWW2/Vl19+qa1bt2r37t32U8BfeuklDR06VEePHlWPHj20bds2ffHFFzpx4oT8/PwkSc8884ymTZumJ598kk+6gavg7++v8PBwrVu3zv6LfHh4uDp37mx1NAB1YNiwYVZHAACg0Tt27Jg6dOhg/3Nt2bt3r4YPH25/XrZ9ytSpU7V27VrNmzdPBQUFmjlzpnJycjR48GBt27bNvrhNkp599lm5urpq4sSJKigo0IgRI7R27VqHu1PXr1+vWbNmKSwsTJI0fvx4rVixotbeBwAAV6Pa27kcPXpUt9xyS7l2Ly+vctuf1NQ//vEPDRgwQL/5zW/UsWNH9evXTy+99JK9/9ixY8rMzLRPrtKF27iGDRum1NRUSdK+fftUXFzsMMbPz099+vSxj9m1a5e8vb3tBXRJGjJkiLy9vR3G9OnTx15Al6Rbb71VRUVFDtvLAKieyZMnq3Xr1pIkT09P+0oVAAAAANV311132a/NExMT1aFDBwUFBVX4qI7Q0FCZplnusXbtWkkXVrhHR0crIyNDhYWF2rFjh/r06ePwGu7u7nr++eeVnZ2ts2fP6p133im3d3nbtm21bt065eXlKS8vT+vWrXO4Gx0AACtUu4jeqVMnh1u4yuzcuVPdunWrlVBlvvnmG61atUrdu3fX+++/rwcffFCzZs3Sa6+9JunCoSWSyh0w4uPjY+/LzMxUixYtHA4uqWhMx44dy33/jh07Ooy59Pu0adNGLVq0sI+pSFFRkX3yL3sAcHT+/HlJUnFxscVJAAAAAOf25Zdf6syZM5Kkxx9/XPn5+RYnAgDA+VV7O5cZM2YoMjJSf/nLX2QYhr7//nvt2rVLc+fO1aJFi2o1XGlpqQYMGKCYmBhJUr9+/XTkyBGtWrVK9957r33cpXsnl20LcTmXjqlo/NWMuVRsbKwef/zxy2YBmrLExEQVFBRIkgoKCvTaa6/pd7/7ncWpAAAAAOd0ww036L777tPNN98s0zT19NNP2+/8vFRtX8MDANBYVbuIPm/ePOXm5mr48OEqLCzULbfcIjc3N82dO1d/+MMfajVcp06d1KtXL4e2nj176q233pIk+fr6SrqwSrxTp072MVlZWfZV476+vjp37pxycnIcVqNnZWXZT/f29fXVyZMny33/H374weF1Pv30U4f+nJwcFRcXl1uhfrEFCxbY94qTpLy8vHK3qwFNVXp6usPZCpK0YcMGjRkzRv7+/halAgAAAJzX2rVrtXjxYm3evFmGYWjLli1ydS1/6W8YBkV0AACqqNrbuUjSk08+qVOnTmnPnj3avXu3fvjhBz3xxBO1nU033XSTjh496tD21Vdf2fdu69q1q3x9fZWSkmLvP3funHbs2GEvkPfv31/Nmzd3GJORkaHDhw/bxwwdOlS5ubnas2ePfcynn36q3NxchzGHDx9WRkaGfcy2bdvk5uam/v37V/oe3Nzc5OXl5fAAcOEujmXLlsk0TYf20tLSCtsBAAAAXFmPHj20YcMGpaWlyTRN/fOf/9SBAwfKPfbv3291VAAAnEa1V6KX8fDw0IABA2ozSzmPPPKIQkJCFBMTo4kTJ2rPnj1as2aN1qxZI+nCJ+dRUVGKiYlR9+7d1b17d8XExMjDw8N+OKG3t7ceeOABzZkzR+3atVPbtm01d+5cBQcHa+TIkZIurG6/7bbbNH36dK1evVqS9Lvf/U5jx45Vjx49JElhYWHq1auXIiIi9NRTT+m///2v5s6dq+nTp1MYB67C8ePHdejQoQr7Dh06pOPHj6tLly71GwoAAABoREpLS62OAABAo1DlIvr9999fpXF/+ctfrjrMpQYOHKjk5GQtWLBAS5YsUdeuXbV8+XJNnjzZPmbevHkqKCjQzJkzlZOTo8GDB2vbtm3y9PS0j3n22Wfl6uqqiRMnqqCgQCNGjNDatWvl4uJiH7N+/XrNmjVLYWFhkqTx48drxYoV9n4XFxe9++67mjlzpm666Sa1bNlS4eHhevrpp2vt/QIAAAAAUBe8vLx08OBBdevWzeooAAA4HcOs4p4JzZo1U1BQkPr163fZbRaSk5NrLVxjlJeXJ29vb+Xm5rKCHU2aaZqaNWtWhavR+/btq4SEhCseEAw0dswZDUND/XsoKCjQ6NGjJUmnb4yQXJpbnAgA6lhJsTz3vy5J2rJli1q2bGlxoPIa6pwhSZ6envrss8+aRBG9If89AAAalqrOGVVeif7ggw9qw4YN+uabb3T//fdrypQpatu2ba2EBdD0GIah+fPna8qUKRW2U0AHAAAAAKB2pKamKiEhQZGRkfbz/wBUXZUPFl25cqUyMjI0f/58vfPOOwoICNDEiRP1/vvvcwAggKvi7++v3r17O7T17t1bnTt3tigRAAAA0DgUFxfrvvvu0zfffCNJmjJlCquygSaqsLBQ8fHxOnnypOLj41VYWGh1JMDpVLmILklubm665557lJKSoi+++EK9e/fWzJkzFRQUpPz8/LrKCKCRSk9P15dffunQ9uWXXyo9Pd2iRAAAAEDj0Lx5c4ftVletWqX27dtbmAiAVdavX6/s7GxJUnZ2tpKSkixOBDifahXRL2YYhgzDkGmanPgNoNpM01RCQkK5O1lKS0srbAcAAABQPXfddZc2bdpkdQwAFkpPT1dSUpL9Gts0TSUlJbF4DaimKu+JLklFRUV6++239Ze//EU7d+7U2LFjtWLFCt12221q1uyq6/EAmiCbzaa0tLRy7aZpKi0tTTabTUFBQRYkAwAAABqHn/3sZ3riiSeUmpqq/v37q1WrVg79s2bNsigZgPpQtnjt0sWvJSUlSkhIUFxcHOeRAVVU5SL6zJkztWHDBgUGBuq+++7Thg0b1K5du7rMBqARCwgIkJeXl/Ly8sr1eXl5KSAgwIJUAAAAQOPx8ssv65prrtG+ffu0b98+hz7DMCiiA40ci9eA2lPlIvqLL76owMBAde3aVTt27NCOHTsqHPf222/XWjgAjdeJEycqLKBLUl5enk6cOMFkDgAAANTAsWPHrI4AwEIsXgNqT5WL6Pfeey+3eACoNYGBgQoODtahQ4fK9fXt21eBgYEWpAIAAAAan3PnzunYsWO69tpr5eparV1dATgxFq8BtafKs+fatWvrMAYA/IRDRQEAAICaO3v2rB5++GElJiZKkr766it169ZNs2bNkp+fn/74xz9anBBAXWLxGlB7OA0UgCVsNluFE7kkHTp0SDabrZ4TAQAAAI3LggUL9Nlnn+mjjz6Su7u7vX3kyJHauHGjhckAWI3Fa0D1UEQHYInAwEANHDiwwr5BgwbxiTgAAABQQ5s2bdKKFSt08803O2zP2qtXL/3nP/+xMBmA+sDiNaD2UEQHYAnDMDRixIgK+0aMGMEZDAAAAEAN/fDDD+rYsWO59jNnzvD7NtAElB0sWhEOFgWqhyI6AEuUlpZqxYoVFfY9//zzKi0tredEAAAAQOMycOBAvfvuu/bnZYXzl156SUOHDrUqFoB6UpWDRQFUDcdyA7DE7t27lZ+fX2Fffn6+du/erZCQkHpOBQAAADQesbGxuu222/TFF1/o/PnzSkhI0JEjR7Rr1y7t2LHD6ngA6hgHiwK1h5XoACzRqVOnGvUDAAAAuLyQkBD961//0tmzZ3Xttddq27Zt8vHx0a5du9S/f3+r4wGwEAeLAtXDSnQAlujSpYuuu+46ffXVV+X6evTooS5dutR/KAAAAKCRCQ4OVmJiotUxAFigKgeLBgUF1XMqwDlRRAdgCcMwtGjRIk2ZMqVc36JFizjoCAAAALgKle1/XJHKDhwE0DiUHSxa0b8LHCwKVA9FdACW8ff311133aXk5GR724QJE9S5c2cLUwEAAADO65prrqnygpSSkpI6TgPASlU5WJSV6EDVsCc6AEu5u7tf9jkAVGbVqlXq27evvLy85OXlpaFDh2rLli32ftM0FR0dLT8/P7Vs2VKhoaE6cuSIhYkBAKh727dv14cffqgPP/xQf/nLX9SxY0fNmzdPycnJSk5O1rx58+Tj46O//OUvVkcFUMfKDhatCAeLAtXDSnQAlklPT9ebb77p0Pbmm29qzJgx8vf3tygVAGfh7++vP//5z/rZz34mSUpMTNQdd9yhAwcOqHfv3oqLi1N8fLzWrl2r6667TkuXLtWoUaN09OhReXp6WpweAIC6MWzYMPuflyxZovj4eN1zzz32tvHjxys4OFhr1qzR1KlTrYgIoAHgYFGgeliJDsASpmkqISGh0nYmdABXMm7cOI0ZM0bXXXedrrvuOj355JNq3bq1du/eLdM0tXz5ci1cuFATJkxQnz59lJiYqLNnzyopKcnq6AAA1Itdu3ZpwIAB5doHDBigPXv2WJAIQH2qysGiAKqGIjoAS9hsNqWlpZXbh7GkpERpaWlM5gCqpaSkRBs2bNCZM2c0dOhQHTt2TJmZmQoLC7OPcXNz07Bhw5SammphUgAA6k9AQIBefPHFcu2rV6/mQEGgCSg7WLQiHCwKVA/buQCwRGBgoAYOHKj9+/c7FNJdXFzUv39/9mYDUCWHDh3S0KFDVVhYqNatWys5OVm9evWyF8p9fHwcxvv4+Oj48eOXfc2ioiIVFRXZn1d2GBMAAA3ds88+q1/96ld6//33NWTIEEnS7t279Z///EdvvfWWxekA1DUOFgVqDyvRAVjCMAxFRkZW2m4YhgWpADibHj166ODBg9q9e7d+//vfa+rUqfriiy/s/Zf+W2Ka5hX/fYmNjZW3t7f9wQodAICzGjNmjL7++muNHz9e//3vf5Wdna077rhDX331lcaMGWN1PAB1jINFgdrDSnQAlvH391d4eLjWrVtnL2yFh4erc+fOVkcD4CRatGhhP1h0wIABSktLU0JCgubPny9JyszMVKdOnezjs7Kyyq1Ov9SCBQs0e/Zs+/O8vDwK6QAAp+Xv76+YmBirYwBoYDiHDKgeiugALDV58mRt2bJFp06dUvv27RUeHm51JABOzDRNFRUVqWvXrvL19VVKSor69esnSTp37px27NihZcuWXfY13Nzc5ObmVh9xAQCocz/++KP27NmjrKwslZaWOvTde++9FqUCUB+qcrAo27kAVUMRHYCl3N3dNXv2bCUkJCgyMlLu7u5WRwLgJP70pz9p9OjRCggI0OnTp7VhwwZ99NFH2rp1qwzDUFRUlGJiYtS9e3d1795dMTEx8vDw4MM6AECT8c4772jy5Mk6c+aMPD09HbY0MwyDIjrQyJUdLFrRvugcLApUD0V0AJYLCQlRSEiI1TEAOJmTJ08qIiJCGRkZ8vb2Vt++fbV161aNGjVKkjRv3jwVFBRo5syZysnJ0eDBg7Vt2zZ5enpanBwAgPoxZ84c3X///fYPkgE0LRwsCtQeiugAAMApvfLKK5ftNwxD0dHRio6Orp9AAAA0MN99951mzZpFAR1oogIDAzVw4EDt3bvXYQ90wzA0cOBADhYFqqGZ1QEAAAAAAEDtu/XWW7V3716rYwCwiGEYioyMdNjKSZKaNWtWYTuAyrESHQAAAACARuj222/Xo48+qi+++ELBwcFq3ry5Q//48eMtSgagvvj7+2vy5Ml6/fXX7W2TJ09W586dLUwFOB+K6AAsl5qaaj9YlL3RAQAAgNoxffp0SdKSJUvK9RmGoZKSkvqOBMACkydP1pYtW3Tq1Cl16NBB4eHhVkcCnA7buQCwVGFhoeLj43Xy5EnFx8ersLDQ6kgAAABAo1BaWlrpgwI60HS4u7tr9uzZ8vHx0SOPPCJ3d3erIwFOhyI6AEutX79e2dnZkqTs7GwlJSVZnAgAAAAAgMYlJCREGzdu5O5v4CqxnQsAy6SnpyspKcl+SrhpmkpKSlJYWJj8/f0tTgcAAAA4t4q2cbnYokWL6ikJAADOjSI6AEuYpqmEhIRK2+Pi4jgpHAAAAKiB5ORkh+fFxcU6duyYXF1dde2111JEBwCgiiiiA7CEzWZTWlpaufaSkhKlpaXJZrMpKCjIgmQAAABA43DgwIFybXl5eZo2bZruuusuCxIBAOCc2BMdgCUCAwM1cODAcqvNDcPQoEGDFBgYaFEyAAAAoPHy8vLSkiVL9Nhjj1kdBQAAp0ERHYAlDMPQpEmT7PuhlzFNU5MmTWIrFwAAAKCO/Pjjj8rNzbU6BgAAToPtXABYwjRNbdy4UYZhOBTSDcPQhg0bdOONN1JIBwAAAGrgueeec3humqYyMjL0+uuv67bbbrMoFQAAzociOgBLVLYnumma7IkOAAAA1IJnn33W4XmzZs3UoUMHTZ06VQsWLLAoFQAAzociOgBLlO2Jvnfv3nIr0QcOHMie6AAAAEANHTt2zOoIAAA0CuyJDsAS7IkOAAAAAAAAZ+BURfTY2FgZhqGoqCh7m2maio6Olp+fn1q2bKnQ0FAdOXLE4euKior08MMPq3379mrVqpXGjx+v9PR0hzE5OTmKiIiQt7e3vL29FRERoR9//NFhjM1m07hx49SqVSu1b99es2bN0rlz5+rq7QKN2sV7ol+sbE/0S4vrAAAAAAAAgBWcpoielpamNWvWqG/fvg7tcXFxio+P14oVK5SWliZfX1+NGjVKp0+fto+JiopScnKyNmzYoJ07dyo/P19jx45VSUmJfUx4eLgOHjyorVu3auvWrTp48KAiIiLs/SUlJbr99tt15swZ7dy5Uxs2bNBbb72lOXPm1P2bBxqhsj3RK1qJXrYnOgAAAAAAAGA1pyii5+fna/LkyXrppZfUpk0be7tpmlq+fLkWLlyoCRMmqE+fPkpMTNTZs2eVlJQkScrNzdUrr7yiZ555RiNHjlS/fv20bt06HTp0SB988IEk6csvv9TWrVv18ssva+jQoRo6dKheeuklbd68WUePHpUkbdu2TV988YXWrVunfv36aeTIkXrmmWf00ksvKS8vr/5/KICTK9sT3cXFxaHdxcVFgwYNYk90AAAAAAAANAhOUUR/6KGHdPvtt2vkyJEO7ceOHVNmZqbCwsLsbW5ubho2bJhSU1MlSfv27VNxcbHDGD8/P/Xp08c+ZteuXfL29tbgwYPtY4YMGSJvb2+HMX369JGfn599zK233qqioiLt27ev0uxFRUXKy8tzeAC4sG1LZGRkpe3siQ4AAAAAAICGoMEX0Tds2KD9+/crNja2XF9mZqYkycfHx6Hdx8fH3peZmakWLVo4rGCvaEzHjh3LvX7Hjh0dxlz6fdq0aaMWLVrYx1QkNjbWvs+6t7e3AgICrvSWgSbD399f4eHh9oK5YRgKDw9X586dLU4GAAAAAEDjkZqaqkmTJtkXiwKongZdRD9x4oQiIyO1bt06ubu7Vzru0hWrpmlecRXrpWMqGn81Yy61YMEC5ebm2h8nTpy4bC6gqfnVr37lUESfMGGCxYkAAAAAAGg8CgsLFR8fr5MnTyo+Pl6FhYVWRwKcToMuou/bt09ZWVnq37+/XF1d5erqqh07dui5556Tq6urfWX4pSvBs7Ky7H2+vr46d+6ccnJyLjvm5MmT5b7/Dz/84DDm0u+Tk5Oj4uLicivUL+bm5iYvLy+HB4CfvPXWWyotLZUklZaW6u2337Y4EQAAAAAAjcf69euVnZ0tScrOzrafIwig6hp0EX3EiBE6dOiQDh48aH8MGDBAkydP1sGDB9WtWzf5+voqJSXF/jXnzp3Tjh07FBISIknq37+/mjdv7jAmIyNDhw8fto8ZOnSocnNztWfPHvuYTz/9VLm5uQ5jDh8+rIyMDPuYbdu2yc3NTf3796/TnwPQWKWnp5ebvJOSkpSenm5RIgAAAAAAGo+y627TNCVd2FGB626g+hp0Ed3T01N9+vRxeLRq1Urt2rVTnz59ZBiGoqKiFBMTo+TkZB0+fFjTpk2Th4eHwsPDJUne3t564IEHNGfOHP3zn//UgQMHNGXKFAUHB9sPKu3Zs6duu+02TZ8+Xbt379bu3bs1ffp0jR07Vj169JAkhYWFqVevXoqIiNCBAwf0z3/+U3PnztX06dNZXQ5cBdM0lZCQUGl72QQPAAAAAACqj+tuoPa4Wh2gpubNm6eCggLNnDlTOTk5Gjx4sLZt2yZPT0/7mGeffVaurq6aOHGiCgoKNGLECK1du1YuLi72MevXr9esWbMUFhYmSRo/frxWrFhh73dxcdG7776rmTNn6qabblLLli0VHh6up59+uv7eLNCI2Gw2paWllWsvKSlRWlqabDabgoKCLEgGAAAAAIDz47obqD1OV0T/6KOPHJ4bhqHo6GhFR0dX+jXu7u56/vnn9fzzz1c6pm3btlq3bt1lv3dgYKA2b95cnbgAKhEYGKiBAwdq7969Dp9+G4ahgQMHKjAw0MJ0AAAAAAA4t7Lr7v3796ukpMTe7uLiov79+3PdDVRDg97OBUDjZRiGJk2aVO72MdM0NWnSJBmGYVEyAAAAAACcn2EYioyMrLSd626g6iiiA7CEaZrauHFjhX0bNmxgbzYAAAAAAGrI399f4eHh9oK5YRgKDw9X586dLU4GOBeK6AAsUdnebJLse7MBAAAAAICamTx5sv3sQE9PT4WHh1ucCHA+FNEBWCIwMFDBwcEV9vXt25e92QAAAAAAqCVld3tz1zdwdSiiA2hwmNQBAAAAAKgd69evV35+viQpPz9fSUlJFicCnA9FdACWsNlsOnToUIV9hw4dYjsXAAAAAABqKD09XUlJSQ4r0ZOSkpSenm5xMsC5UEQHYInAwEANHDhQzZo5/jPUrFkzDRo0iO1cAAAAAACoAdM0lZCQUGk7d4EDVUcRHYAlDMNQZGRkhZN2ZGSk/eRwAAAAAABQfTabTWlpaSopKXFoLykpUVpaGneAA9VAER1Ag2KaJp+GAwAAAABQQ2V3gLu4uDi0u7i4cAc4UE0U0QFYouz2sUtXnBuGwW1lAAAAAADUUNkd4JW1cwc4UHUU0QFYouy2stLSUof20tJSbisDAAAAAKAW+Pv7a+LEiQ5tEydOVOfOnS1KBDgniugALMFtZQBqKjY2VgMHDpSnp6c6duyoO++8U0ePHnUYY5qmoqOj5efnp5YtWyo0NFRHjhyxKDEAAAAAwBlRRAdgCQ4WBVBTO3bs0EMPPaTdu3crJSVF58+fV1hYmM6cOWMfExcXp/j4eK1YsUJpaWny9fXVqFGjdPr0aQuTAwDQ+ERHR8swDIeHr6+vvb8qH2wXFRXp4YcfVvv27dWqVSuNHz9e6enp9f1WgEYlPT1db775pkPbm2++yf+3gGqiiA7AMv7+/urdu7dDW+/evbmtDECVbN26VdOmTVPv3r11/fXX69VXX5XNZtO+ffskXbhYX758uRYuXKgJEyaoT58+SkxM1NmzZ5WUlGRxegAAGp/evXsrIyPD/jh06JC9ryofbEdFRSk5OVkbNmzQzp07lZ+fr7Fjx6qkpMSKtwM4vbKzyCpr5ywyoOooogOwTHp6ernVJ0eOHOETcQBXJTc3V5LUtm1bSdKxY8eUmZmpsLAw+xg3NzcNGzZMqamplmQEAKAxc3V1la+vr/3RoUMHSVX7YDs3N1evvPKKnnnmGY0cOVL9+vXTunXrdOjQIX3wwQdWvi3AaZWdRXbpB1ElJSWcRQZUE0V0AJYo++T70oNFS0pK+EQcQLWZpqnZs2fr5ptvVp8+fSRJmZmZkiQfHx+HsT4+Pva+ihQVFSkvL8/hAQAAruzrr7+Wn5+funbtqrvvvlvffPONpKp9sL1v3z4VFxc7jPHz81OfPn2u+OE3czdQMc4iA2qPq9UBADRNZZ+IV6TsE/GgoKB6TgXAWf3hD3/Q559/rp07d5bru/SMBdM0L3vuQmxsrB5//PFaz1iXjNLz4qNH1BvTlErPX/hzM1eJc0xQT4yy/+7QIA0ePFivvfaarrvuOp08eVJLly5VSEiIjhw5ctkPto8fPy7pwoffLVq0UJs2bcqNudyH35Jzzt1AfSg7i2zq1KkVtnMWGVB1FNEBWCIgIECtW7dWfn5+ub7WrVsrICDAglQAnNHDDz+sf/zjH/r444/l7+9vby87zCwzM1OdOnWyt2dlZZW7iL/YggULNHv2bPvzvLy8Bv9vUuuDb1gdAQDQxI0ePdr+5+DgYA0dOlTXXnutEhMTNWTIEEnV/2C7qmOcce4G6ou/v7/Cw8P1+uuv29vCw8M5iwyoJrZzAWAJm81WYQFdkvLz89mbDcAVmaapP/zhD3r77bf14YcfqmvXrg79Xbt2la+vr1JSUuxt586d044dOxQSElLp67q5ucnLy8vhAQAAqqdVq1YKDg7W119/7fDB9sUu/mDb19dX586dU05OTqVjKsPcDVze2LFjHZ7ffvvtFiUBnBcr0QEAgFN66KGHlJSUpL///e/y9PS0X5h7e3urZcuWMgxDUVFRiomJUffu3dW9e3fFxMTIw8ND4eHhFqevOXd3d23ZssXqGGiCCgsLddddd0mSkpOT5e7ubnEiNEX8d9fwFRUV6csvv9QvfvELhw+2+/XrJ+mnD7aXLVsmSerfv7+aN2+ulJQUTZw4UZKUkZGhw4cPKy4uzrL3ATQG8+bNK/c8MTHRojSAc6KIDsASgYGB8vDw0NmzZ8v1eXh4cMAJgCtatWqVJCk0NNSh/dVXX9W0adMkXbhAKCgo0MyZM5WTk6PBgwdr27Zt8vT0rOe0tc8wDLVs2dLqGGji3N3d+e8QgCRp7ty5GjdunAIDA5WVlaWlS5cqLy9PU6dOrdIH297e3nrggQc0Z84ctWvXTm3bttXcuXMVHByskSNHWvzuAOe1d+9e+9kDZY4fP669e/dqwIABFqUCnA9FdACWsNlsFRbQJens2bOy2Wzq0qVL/YYC4FRM88pHaRqGoejoaEVHR9d9IAAAmrD09HTdc889OnXqlDp06KAhQ4Zo9+7dCgoKklS1D7afffZZubq6auLEiSooKNCIESO0du1aubi4WPW2AKdWWlqq+fPnV9g3f/58paSkqFkzdnoGqoIiOgBLXKn4VZXiGAAAAICGYcOGDZftr8oH2+7u7nr++ef1/PPP13I6oGn6+OOPVVJSUmFfSUmJPv7443J3dQKoGB83AbCEYRg16gcAAAAAAJX729/+VqN+AD+hiA7AEkFBQQoODq6wr2/fvvbbPgEAAAAAQPX94Q9/qFE/gJ9QRAdgCcMwLrs3GyvRAQAAAAC4em5ubjXqB/ATiugAGhTDMNgPHQAAAACAGmIbVaD2UEQHYAnTNJWQkFDuJHDDMJSQkEAhHQAAAACAGggMDFTr1q0r7GvdurUCAwPrORHgvCiiA7CEzWZTWlqaSktLHdpLS0uVlpYmm81mUTIAAAAAAJzfiRMnlJ+fX2Fffn6+Tpw4Uc+JAOdFER2AJQIDAy97sCifiAMAAAAAcPUCAwM1cODACvsGDRrEdTdQDRTRATQ4bOUCAAAAAEDNGIahyMjIctuouri4KDIykj3RgWqgiA7AEjabTYcOHaqw79ChQ2znAgAAAABADfn7+6t3794Obb1791bnzp0tSgQ4J4roACzBbWUAAAAAANSt9PR0HTlyxKHtyJEjSk9PtygR4JwoogOwhGEYmjRpUoV9kyZN4rYyAAAAAABqwDRNJSQkVHh9nZCQwFaqQDVQRAdgCdM0tXHjxnKTuWEY2rBhA5M5AAAAAAA1YLPZlJaWppKSEof2kpISpaWlsY0qUA0U0QFYomwyv7RYbpomkzkAAAAAADVUto2qi4uLQ7uLiwvbqALVRBEdgCWYzAEAAAAAqDuGYSgyMrLSdrZRBaqOIjoAS1Q2mUtiMgcAAAAAoBb4+/urV69eDm29evVS586dLUoEOCeK6AAs4+/vr7Zt2zq0tWvXjskcAAAAAIBakJ6eriNHjji0HTlyROnp6RYlApwTRXQAltm7d69++OEHh7asrCzt3bvXokQAAAAAADQOpmkqISGhwju9ExISyp1RBqByFNEBWKK0tFRLliypsG/JkiUqLS2t50QAAAAAADQeNptNaWlpKikpcWgvKSlRWlqabDabRckA50MRHYAlPv30U+Xl5VXYl5eXp08//bSeEwEAAAAA0HgEBgZq4MCB5VaiG4ahQYMGKTAw0KJkgPNp0EX02NhYDRw4UJ6enurYsaPuvPNOHT161GGMaZqKjo6Wn5+fWrZsqdDQ0HJ7PRUVFenhhx9W+/bt1apVK40fP77c3k85OTmKiIiQt7e3vL29FRERoR9//NFhjM1m07hx49SqVSu1b99es2bN0rlz5+rkvQON3eDBg9W6desK+1q3bq3BgwfXcyIAAAAAABoPwzA0adKkctu2mKapSZMmVbjNC4CKNegi+o4dO/TQQw9p9+7dSklJ0fnz5xUWFqYzZ87Yx8TFxSk+Pl4rVqxQWlqafH19NWrUKJ0+fdo+JioqSsnJydqwYYN27typ/Px8jR071uF2lvDwcB08eFBbt27V1q1bdfDgQUVERNj7S0pKdPvtt+vMmTPauXOnNmzYoLfeektz5sypnx8G0MgYhqH27dtX2NehQwcmcwAAAAAAasA0TW3cuLHClegbNmxgT3SgGlytDnA5W7dudXj+6quvqmPHjtq3b59uueUWmaap5cuXa+HChZowYYIkKTExUT4+PkpKStKMGTOUm5urV155Ra+//rpGjhwpSVq3bp0CAgL0wQcf6NZbb9WXX36prVu3avfu3fbVry+99JKGDh2qo0ePqkePHtq2bZu++OILnThxQn5+fpKkZ555RtOmTdOTTz4pLy+vevzJAM7v+PHj+vbbbyvsO3bsmI4fP64uXbrUayYAAAAAABqLsj3RL2Wapn1P9KCgIAuSAc6nQa9Ev1Rubq4kqW3btpIuFNoyMzMVFhZmH+Pm5qZhw4YpNTVVkrRv3z4VFxc7jPHz81OfPn3sY3bt2iVvb2+H7SOGDBkib29vhzF9+vSxF9Al6dZbb1VRUZH27dtXaeaioiLl5eU5PAAAAAAAAIC6xJ7oQO1xmiK6aZqaPXu2br75ZvXp00eSlJmZKUny8fFxGOvj42Pvy8zMVIsWLdSmTZvLjunYsWO579mxY0eHMZd+nzZt2qhFixb2MRWJjY2177Pu7e2tgICA6rxtoNEKCgrSddddV2Ffjx49+DQcAAAAAIAaYE90oPY4TRH9D3/4gz7//HO98cYb5fou/T+9aZpX/Ifg0jEVjb+aMZdasGCBcnNz7Y8TJ05cNhcAsS8bAAAAAAA1xJ7oQO1xiiL6ww8/rH/84x/avn27/P397e2+vr6SVG4leFZWln3VuK+vr86dO6ecnJzLjjl58mS57/vDDz84jLn0++Tk5Ki4uLjcCvWLubm5ycvLy+EB4MKe6F999VWFfV999ZWOHz9ez4kAAAAAAGg8yvZEr2gletme6ACqpkEX0U3T1B/+8Ae9/fbb+vDDD9W1a1eH/q5du8rX11cpKSn2tnPnzmnHjh0KCQmRJPXv31/Nmzd3GJORkaHDhw/bxwwdOlS5ubnas2ePfcynn36q3NxchzGHDx9WRkaGfcy2bdvk5uam/v371/6bBxq50tLSGvUDAAAAAIDKle2JXhH2RAeqx9XqAJfz0EMPKSkpSX//+9/l6elpXwnu7e2tli1byjAMRUVFKSYmRt27d1f37t0VExMjDw8PhYeH28c+8MADmjNnjtq1a6e2bdtq7ty5Cg4O1siRIyVJPXv21G233abp06dr9erVkqTf/e53Gjt2rHr06CFJCgsLU69evRQREaGnnnpK//3vfzV37lxNnz6d1eXAVbjcWQJl/d26daunNAAAAAAANC6GYWjEiBFKS0sr1zdixAj2RAeqoUGvRF+1apVyc3MVGhqqTp062R8bN260j5k3b56ioqI0c+ZMDRgwQN999522bdsmT09P+5hnn31Wd955pyZOnKibbrpJHh4eeuedd+Ti4mIfs379egUHByssLExhYWHq27evXn/9dXu/i4uL3n33Xbm7u+umm27SxIkTdeedd+rpp5+unx8G0MgMGTJEHh4eFfZ5eHhoyJAh9ZwIAAAAAIDGo7S0VCtXrqyw74UXXuAOcKAaGvRK9KoccGAYhqKjoxUdHV3pGHd3dz3//PN6/vnnKx3Ttm1brVu37rLfKzAwUJs3b75iJgBXZhiG/P39K9wXPSAggE/EAQAAAACogU8//VR5eXkV9uXl5enTTz/V0KFD6zkV4Jwa9Ep0AI2XzWar9GDRo0ePcsAJAAAAAAA1MHjw4MveAT548OB6TgQ4L4roACwREBCg1q1bV9jXunVrBQQE1HMiAAAAAAAal8q2bGErF6B6KKIDsITNZlN+fn6Fffn5+axEBwAAAACgBnbv3q3CwsIK+wo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      "text/plain": [
       "<Figure size 1500x3000 with 19 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 30))\n",
    "\n",
    "continuous_columns = data.select_dtypes(include=['float64', 'int64']).columns.drop(['Unnamed: 0'])\n",
    "for i, column in enumerate(continuous_columns, 1):\n",
    "    plt.subplot(7, 3, i)\n",
    "    sns.boxplot(y=data[column])\n",
    "    plt.title(column)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdbea67a",
   "metadata": {
    "scrolled": false
   },
   "source": [
    "In the above box plots, we can see that almost every single column category has outliers of some kind (excluding BMI). In looking at the variables as well as the values reported above, on the whole, they don't appear to be in error. Dropping all outliers led to a removal of 76% of the data - as such, I decided to keep them to get a better idea of the true nature of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba7e0334",
   "metadata": {},
   "source": [
    "### Centering and Scaling Data - Generating a Density Plot and Standardization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fad3b1e0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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++adxXF92djYOHz6MLVu2QCaT4YcffqgzM8F//vMfREZGYvTo0Zg2bRq6deuG/Px8JCUl4cSJE8axhM21bt06/Prrr7jvvvvg4+ODyspK4xRUTS14ERQUBABYv3497O3toVKp4O/vbwwWMpkMM2fOxCuvvAJbW9sWTdHVGo6Ojli4cCFeffVVTJkyBY8//jjy8vKwePFiqFQqLFq0yNi2NtgsX74ckZGRkMlkCA4OhkKhaNNx2yogIADW1tb44osvEBgYCDs7O3h5edXpLTUVS5YsQWxsLIYPH45Zs2ahT58+qKysREpKCmJiYrBu3Tp0794dzzzzDKytrTFixAh4enoiKysLy5Ytg1qtNk7DNmzYMNx///0IDg6Gk5MTkpKS8NlnnyEsLKzJsBsdHY2qqiqMGDECHh4eSE9Px0cffYTExETjvz83c+DAARw7dgzBwcEQBAFHjx7F8uXLce+99zZ7CM7N7nU/Pz8sWbIECxYswOXLl3HvvffCyckJ165dw9GjR4093A4ODrj99tvx3nvvwdXVFX5+fjh48CA2bdoER0fHZtVSVFSEkSNHYtKkSejbty/s7e1x7Ngx7N69u9FvhYjMiqiPzBFRq9Q+aV37UigUgru7u3DHHXcIb7/9tpCdnd3gfidPnhQeffRRwd3dXbCyshI8PDyEu+66S1i3bl29Y984Y8D+/fvrzK4QFxcnPPjgg4Kvr6+gVCoFFxcX4Y477hB27dpVZz/c8OS/IAjCqlWrBH9/f0EmkzU4u0BKSooAQIiKimr2Z1I7S0NOTk6T7W6cpaHWxo0bheDgYEGhUAhqtVoYN26cccaAWlqtVpgxY4bg5uYmSCSSBo9zo+Yct62zNAiCIHz11VdC3759BSsrqzqf+dSpUwVbW9t67Ws/r+vd+HfV3HtBEGpmabjvvvvqneeOO+4Q7rjjjjrbcnJyhFmzZgn+/v6ClZWV4OzsLISEhAgLFiwQSktLBUEQhE8++UQYOXKkoNFoBIVCIXh5eQmPPvqocOrUKeNx5s2bJ4SGhgpOTk6CUqkUevToIcyZM0fIzc1t8rPatGmTMHToUMHZ2VmQy+WCk5OTMHr0aOGXX35pcr/r/f7778KwYcMEBwcHQalUCkFBQcKKFSsEnU7X7GMIQvPu9R07dggjR440nsvX11d4+OGHhb179xrbXLlyRZgwYYLg5OQk2NvbC/fee6/w559/Cr6+vsLUqVON7Rr7O62srBSioqKE4OBgwcHBQbC2thb69OkjLFq0SCgrK2vRNRGZIokgXPcoNxGRCfjoo48wa9Ys/Pnnn8aHmYgsEe91os7BwEtEJiMhIQHJycl47rnnMGLECOzYsUPskog6BO91os7FwEtEJsPPzw9ZWVkIDw/HZ599Bg8PD7FLIuoQvNeJOhcDLxERERFZNNEXnlizZg38/f2hUqkQEhKCw4cPN9o2MzMTkyZNQp8+fSCVSjF79uwG2xUWFmLmzJnw9PSESqVCYGAgYmJiOugKiIiIiMiUiRp4t2/fjtmzZ2PBggVISEhAeHg4IiMjkZaW1mB7rVYLNzc3LFiwAAMHDmywjU6nwz333IOUlBR8++23OHfuHDZs2HDTVW+IiIiIyDKJOqRh2LBhGDJkCNauXWvcFhgYiPHjx2PZsmVN7nvnnXdi0KBBWLVqVZ3t69atw3vvvYe//vqrzjKQRERERNQ1ibbwhE6nQ3x8fJ1lEAEgIiICR44cafVxd+3ahbCwMMycORM7d+6Em5sbJk2ahFdeeaXRycS1Wi20Wq3xZ4PBgPz8fLi4uHToCk9ERERE1DqCIKCkpAReXl7GJcEbI1rgzc3NhV6vh0ajqbNdo9EgKyur1ce9fPkyfv31VzzxxBOIiYnBhQsXMHPmTFRXV+P1119vcJ9ly5Zh8eLFrT4nEREREYkjPT0d3bt3b7KN6EsL39iDKghCm3pVDQYD3N3dsX79eshkMoSEhCAjIwPvvfdeo4F3/vz5iI6ONv5cVFQEHx8fpKenw8HBodW1EBEREVHHKC4uhre3N+zt7W/aVrTA6+rqCplMVq83Nzs7u16vb0t4enrCysqqzvCFwMBAZGVlQafTNbjmvVKphFKprLfdwcGBgZeIiIjIhDWno1S0WRoUCgVCQkIQGxtbZ3tsbCyGDx/e6uOOGDECFy9ehMFgMG47f/48PD09Gwy7RERERGTZRJ2WLDo6Ghs3bsTmzZuRlJSEOXPmIC0tDVFRUQBqhhpMmTKlzj6JiYlITExEaWkpcnJykJiYiLNnzxrff/7555GXl4eXXnoJ58+fx08//YS3334bM2fO7NRrIyIiIiLTIOoY3okTJyIvLw9LlixBZmYmgoKCEBMTA19fXwA1C03cOCfv4MGDjX+Oj4/Hl19+CV9fX6SkpAAAvL29sWfPHsyZMwfBwcHo1q0bXnrpJbzyyiuddl1EREREZDq4tHADiouLoVarUVRUxDG8RERERCaoJXlN9KWFiYiIiIg6EgMvEREREVk0Bl4iIiIismgMvERERERk0Rh4iYiIiMiiMfASERERkUVj4CUiIiIii8bAS2ZNEAR8+d80zPjkGHYmXoWu2nDznYiIiKhLYeAls1WmrcbsbYl49YfTOH+tFC9tS0TYO/vwxX9TxS6NiIiITIioSwsTtVZ2SSUeW/8HMgor8I+7emJ4gCuuFJRjR2IGFu74E/08HTDYx0nsMomIiMgEsIeXzNJH+y4ip1iLN8cPwPAAVwBAdycbPH9HAPxdbfHPb09BW60XuUoiIiIyBQy8ZHauFJTjq6NpuC/YE90creu8J5NK8Ex4DyTnlmH1/ksiVUhERESmhIGXzM7q/Rdho5BhdH+PBt/3dbHFuEFeWL3/IpIyizu5OiIiIjI1DLxkVtLyyvH18SsYO9ALKitZo+0eHNQNnmoVlu/+qxOrIyIiIlPEwEtm5cNfz8NeKcc9/TRNtpPLpLi3vwcOnc9BRmFFJ1VHREREpoiBl8xGVlElfjiRgbEDvaCUN967W2t4gCsUcim+jb/SCdURERGRqWLgJbOx52wWIAFu7+3WrPbWChlu9XfBtmNpMBiEDq6OiIiITBUDL5mN3X9mob+nA+yUzZ8++q6+7sgorMRvF3M7sDIiIiIyZQy8ZBYKy3X47+V8hPq1bDGJnu528HayxrZjaR1UGREREZk6Bl4yC/uSsqEXBIT4OrdoP4lEgjv7uGPPmWvIK9V2UHVERERkyhh4ySz8ciYLvTR2cLZVtHjf8F6ukEiAnYkZHVAZERERmToGXjJ55bpqHDqfg1ta2Ltby15lhf5eDtj317V2royIiIjMAQMvmbxD53NQWW3ALX6tC7wAMLC7E/57OR9l2up2rIyIiIjMAQMvmbxfzlyDj7MNPNSqVh9jsI8jqg0CZ2sgIiLqghh4yaQZDAL2JV1DiG/LZme4kcZBhW6O1jhwLrudKiMiIiJzwcBLJu1CdimKK6vR38uhzcca2F2NX//KhiBwEQoiIqKuhIGXTNqxlHzIpBIEuNm1+ViDfJxwrViLpMySdqiMiIiIzAUDL5m04yn58He1hcpK1uZj9fWwh8pKiv0c1kBERNSliB5416xZA39/f6hUKoSEhODw4cONts3MzMSkSZPQp08fSKVSzJ49u8ljb9u2DRKJBOPHj2/foqnTHE3JR2/3tvfuAoCVTIoB3dTY/xcDLxERUVciauDdvn07Zs+ejQULFiAhIQHh4eGIjIxEWlrDy8BqtVq4ublhwYIFGDhwYJPHTk1Nxdy5cxEeHt4RpVMnyCyqQEZhJfp4tH38bq2B3o44kVaAovKqdjsmERERmTZRA+/KlSsxffp0zJgxA4GBgVi1ahW8vb2xdu3aBtv7+fnhgw8+wJQpU6BWqxs9rl6vxxNPPIHFixejR48eHVU+dbDjKQUAgN6a9unhBYBB3R1hEMDpyYiIiLoQ0QKvTqdDfHw8IiIi6myPiIjAkSNH2nTsJUuWwM3NDdOnT29We61Wi+Li4jovEt/xlHx4qlVwtGn5csKNcbFTQuOgxLGU/HY7JhEREZk20QJvbm4u9Ho9NBpNne0ajQZZWVmtPu7vv/+OTZs2YcOGDc3eZ9myZVCr1caXt7d3q89P7edoSj56a+zb/bh9NPb4b3Jeux+XiIiITJPoD61JJJI6PwuCUG9bc5WUlODJJ5/Ehg0b4Orq2uz95s+fj6KiIuMrPT29Veen9lNcWYVzWSXo0wGBt6+HA/7KLEFxJcfxEhERdQVysU7s6uoKmUxWrzc3Ozu7Xq9vc126dAkpKSkYO3ascZvBYAAAyOVynDt3DgEBAfX2UyqVUCqVrTondYyEtEIYBKCPR0cEXnsIAOJTCzCyj3u7H5+IiIhMi2g9vAqFAiEhIYiNja2zPTY2FsOHD2/VMfv27YvTp08jMTHR+HrggQcwcuRIJCYmcqiCGYlPyYeDSg5Ptardj+2hVkFtbYVjyRzHS0RE1BWI1sMLANHR0Zg8eTJCQ0MRFhaG9evXIy0tDVFRUQBqhhpcvXoVn376qXGfxMREAEBpaSlycnKQmJgIhUKBfv36QaVSISgoqM45HB0dAaDedjJtx1IK0Ftj3+rhLU2RSCTo42GPowy8REREXYKogXfixInIy8vDkiVLkJmZiaCgIMTExMDX1xdAzUITN87JO3jwYOOf4+Pj8eWXX8LX1xcpKSmdWTp1IEEQ8GdGEe7t79Fh5wj0sMeXR9NQWaVvl1XciIiIyHSJGngB4IUXXsALL7zQ4Htbt26tt00QhBYdv6FjkGm7WliBkspq+Lnadtg5+ng4oEov4NSVIgz1d+6w8xAREZH4RJ+lgehGZzNq5kH2c+m4wOvrbAMbhYzz8RIREXUBDLxkcs5kFMNBJYeTjVWHnUMqlaC3xo7jeImIiLoABl4yOWczi+HnYtshD6xdr4/GAcdT8qE3tGyYDBEREZkXBl4yOWcyiuDjYtPh5+njYY8ynR7nsko6/FxEREQkHgZeMimF5TpkFFZ26PjdWv6utpBKgFNXCjv8XERERCQeBl4yKWczO/6BtVoqKxm6O9ngJAMvERGRRWPgJZNyNqMYSrm0Q1ZYa0gPV1skphd2yrmIiIhIHAy8ZFLOZhTD29kGUmnHPrBWK8DdDuezSlGh03fK+YiIiKjzMfCSSfkzowi+zh3/wFqtADc76AUBZzOLOu2cRERE1LkYeMlkVFbpcSm7DL6dMH63lrezNRQyKRLTGXiJiIgsFQMvmYwL10qhFwT4dcKUZLXkUin8XG1wkuN4iYiILBYDL5mMs5lFkADw7sQhDQDQw9WOgZeIiMiCMfCSyTibUQwvR2uorGSdet4Adzuk5pejsFzXqeclIiKizsHASybj/LVSdHOy7vTzBrjWjBk+dYXjeImIiCwRAy+ZjAvZJeju2PmBV6NWwVYp47AGIiIiC8XASyahqLwKuaU6eIkQeKUSCXq42iGRK64RERFZJAZeMgkXc0oAAN1FGNIAAAFutuzhJSIislAMvGQSLmaXQgLAUy1O4PV3tUNuqQ7ZxZWinJ+IiIg6DgMvmYQL10qhcVBBIRfnlqyd+/dMRrEo5yciIqKOw8BLJuFCdim8HFWind/NXglbpQx/XuVMDURERJaGgZdMwoXsEnQT4YG1WhKJBH4utjiTwcBLRERkaRh4SXTlumpkFFaKMgfv9XxdbPEnhzQQERFZHAZeEt3lnDIAQDfHzl1S+EZ+Lja4UlCBovIqUesgIiKi9sXAS6K7kF0zJZmYY3gBwP/vFdfOZHJYAxERkSVh4CXRXcwuhYutAjYKuah1eKmtoZRLcZbDGoiIiCwKAy+J7sK1UlEfWKsllUrg42zDqcmIiIgsDAMvia5mSjLxAy/w94NrnJqMiIjIoogeeNesWQN/f3+oVCqEhITg8OHDjbbNzMzEpEmT0KdPH0ilUsyePbtemw0bNiA8PBxOTk5wcnLCqFGjcPTo0Q68AmoLXbUBaXnlos/QUMvP1QaXckpRodOLXQoRERG1E1ED7/bt2zF79mwsWLAACQkJCA8PR2RkJNLS0hpsr9Vq4ebmhgULFmDgwIENtjlw4AAef/xx7N+/H3FxcfDx8UFERASuXr3akZdCrZSSVwa9IJjEkAYA8HOxhUEA/srisAYiIiJLIWrgXblyJaZPn44ZM2YgMDAQq1atgre3N9auXdtgez8/P3zwwQeYMmUK1Gp1g22++OILvPDCCxg0aBD69u2LDRs2wGAwYN++fR15KdRKF7NLAcBkeni9nWwglXCJYSIiIksiWuDV6XSIj49HREREne0RERE4cuRIu52nvLwcVVVVcHZ2brSNVqtFcXFxnRd1jkvZpXBQyeGgshK7FACAQi6FNx9cIyIisiiiBd7c3Fzo9XpoNJo62zUaDbKystrtPPPmzUO3bt0watSoRtssW7YMarXa+PL29m6381PTkvPK4KEWd/7dG/k62+AMH1wjIiKyGKI/tCaRSOr8LAhCvW2t9e677+Krr77C999/D5Wq8VA1f/58FBUVGV/p6entcn66ucs5ZdA4mFjgdbHF+Wsl0BsEsUshIiKidiBa4HV1dYVMJqvXm5udnV2v17c1VqxYgbfffht79uxBcHBwk22VSiUcHBzqvKhzpOSWwcPEAq+Psw0qqw1Izi0TuxQiIiJqB6IFXoVCgZCQEMTGxtbZHhsbi+HDh7fp2O+99x6WLl2K3bt3IzQ0tE3Hoo5TWK5DYUUVPNWm8cBaLV8XGwBAUibH8RIREVkCUddyjY6OxuTJkxEaGoqwsDCsX78eaWlpiIqKAlAz1ODq1av49NNPjfskJiYCAEpLS5GTk4PExEQoFAr069cPQM0whoULF+LLL7+En5+fsQfZzs4OdnZ2nXuB1KTaHlRTG8Nrr7KCi60CSZnFGDvQS+xyiIiIqI1EDbwTJ05EXl4elixZgszMTAQFBSEmJga+vr4AahaauHFO3sGDBxv/HB8fjy+//BK+vr5ISUkBULOQhU6nw8MPP1xnv0WLFuGNN97o0OuhlknJ+zvwmtiQBqBmWMNZ9vASERFZBFEDLwC88MILeOGFFxp8b+vWrfW2CULTDxLVBl8yfcm55XCysYK1QiZ2KfX4uNjgj8t5YpdBRERE7UD0WRqo60rONb0pyWr5OtvgWrEWBWU6sUshIiKiNmLgJdEk55Sa5HAGAPBxsQXAB9eIiIgsAQMviUIQBKTklZts4PV0UEEpl3IcLxERkQVg4CVR5JXpUKqtNrkpyWpJpRJ4O1kjKbNE7FKIiIiojRh4SRSmOiXZ9bydbXE2k0sMExERmTsGXhJFbeA1tWWFr+frYoOL2aWo0hvELoWIiIjagIGXRJGSWwY3OyUUctO9BX2dbVClF3App1TsUoiIiKgNTDdtkEVLzi2DRq0Uu4wm+XCJYSIiIovAwEuiuJxbZrIzNNSyUcjhbq/kg2tERERmjoGXOp3BICA1rwweDqY5Q8P1fJxt2MNLRERk5hh4qdNdK6lEZZUBniY8Q0MtHxcbzsVLRERk5hh4qdOZw5RktXycbZBXqkNOiVbsUoiIiKiVGHip06XllUMCwM3etB9aA2oCLwCcy+I4XiIiInPFwEudLjW/HK52SljJTP/20/y9xDDH8RIREZkv008cZHHS8svh7mD6vbsAIJVIah5cy2LgJSIiMlcMvNTpUnPL4G5v+uN3a3k72+BsBgMvERGRuWLgpU6Xml8OjZn08AI1K65xiWEiIiLzxcBLnaqwXIeSymqz6uH1cbZBtUHA5ZwysUshIiKiVmDgpU6VmlcOAGbVw+vtzCWGiYiIzBkDL3Wq1PzawGs+Pby2yr+XGOaDa0RERGaJgZc6VXp+OexVctgq5WKX0iLeTjZI4oNrREREZomBlzpVal6ZWQ1nqOXtbIMkLj5BRERklhh4qVOl5pXDzYweWKvl62KDnBIt8kq5xDAREZG5YeClTpWaVw6NGSwpfKPaJYb/Yi8vERGR2WHgpU5TWaXHteJKuJvRA2u1PLjEMBERkdli4KVOc6WgAgLMa4aGWlKpBN5O1kjKZA8vERGRuWHgpU6Tll+zcIM5DmkAAG9nW5zNLBK7DCIiImohBl7qNKl55bCSSeBkqxC7lFbxdeESw0REROZI9MC7Zs0a+Pv7Q6VSISQkBIcPH260bWZmJiZNmoQ+ffpAKpVi9uzZDbb77rvv0K9fPyiVSvTr1w8//PBDB1VPLZGaVw6NgwpSiUTsUlrF19kGVXoBl3JKxS6FiIiIWkDUwLt9+3bMnj0bCxYsQEJCAsLDwxEZGYm0tLQG22u1Wri5uWHBggUYOHBgg23i4uIwceJETJ48GSdPnsTkyZPx6KOP4r///W9HXgo1Q1peGdzMdDgDAPi4cIlhIiIicyQRBEEQ6+TDhg3DkCFDsHbtWuO2wMBAjB8/HsuWLWty3zvvvBODBg3CqlWr6myfOHEiiouL8fPPPxu33XvvvXBycsJXX33VrLqKi4uhVqtRVFQEBweH5l8QNemuFQfQW2OPqcP9xC6l1V7aloDxg7vh1TGBYpdCRETUpbUkr4nWw6vT6RAfH4+IiIg62yMiInDkyJFWHzcuLq7eMUePHt3kMbVaLYqLi+u8qH0ZDAKuFFSY5Spr1/NxtsFZLjFMRERkVkQLvLm5udDr9dBoNHW2azQaZGVltfq4WVlZLT7msmXLoFarjS9vb+9Wn58adq2kEjq9Ae5muMra9XxcbHCWQxqIiIjMiugPrUlueIBJEIR62zr6mPPnz0dRUZHxlZ6e3qbzU33p+RUAzHMO3uv5Otsiv0yH7JJKsUshIiKiZpKLdWJXV1fIZLJ6Pa/Z2dn1emhbwsPDo8XHVCqVUCrN+6t2U5eWXw4AZv3QGlAzNRkAJGWWmH1vNRERUVchWg+vQqFASEgIYmNj62yPjY3F8OHDW33csLCwesfcs2dPm45JbZeWXw5nGwUUctG/VGgTN3slrK1knKmBiIjIjIjWwwsA0dHRmDx5MkJDQxEWFob169cjLS0NUVFRAGqGGly9ehWffvqpcZ/ExEQAQGlpKXJycpCYmAiFQoF+/foBAF566SXcfvvtWL58OcaNG4edO3di7969+O233zr9+uh/ruSXw83MH1gDAKlEAh9nGwZeIiIiMyJq4J04cSLy8vKwZMkSZGZmIigoCDExMfD19QVQs9DEjXPyDh482Pjn+Ph4fPnll/D19UVKSgoAYPjw4di2bRtee+01LFy4EAEBAdi+fTuGDRvWaddF9aXml8PNzvwDLwB4c6YGIiIisyLqPLymivPwtr9b3tqL8F6ueCTE/GfA2Jt0DVt/T8GZJaOhspKJXQ4REVGXZBbz8FLXUVmlR06J1mIe8vJ1toFeEHAxm0sMExERmQMGXupwVwpqZmhwN/MZGmp5O9tAAnBYAxERkZlg4KUOVzsHr6UEXpWVDF6O1jiTUSR2KURERNQMDLzU4dLyyyGXSeBkqxC7lHbj42KDP9nDS0REZBYYeKnDpeWXw91eCWkbV9AzJX4utkjKLIbBwGc+iYiITB0DL3W49L8DryXxd7VFuU6PlLwysUshIiKim2DgpQ6XmlcOVzvLmKGhlt/fSwyf4bAGIiIik8fASx1KEASkF5RDYwGrrF3PXmUFVzsF/uSDa0RERCavVYE3OTm5vesgC1VQXoVynd5i5uC9nq+LLc5cZQ8vERGRqWtV4O3ZsydGjhyJzz//HJWVle1dE1mQtPyaOXjdLGwML1AzrOFMRhG4WCEREZFpa1XgPXnyJAYPHoyXX34ZHh4eeO6553D06NH2ro0sQPrfgdfShjQANTM1FJRXIauYv/QRERGZslYF3qCgIKxcuRJXr17Fli1bkJWVhdtuuw39+/fHypUrkZOT0951kplKyy+HvUoOG4Vc7FLanZ+rLQBwWAMREZGJa9NDa3K5HA8++CC+/vprLF++HJcuXcLcuXPRvXt3TJkyBZmZme1VJ5kpS5ySrJaLrQL2KjlnaiAiIjJxbQq8x48fxwsvvABPT0+sXLkSc+fOxaVLl/Drr7/i6tWrGDduXHvVSWYqLb8crnaWGXglEgl8/x7HS0RERKarVd8zr1y5Elu2bMG5c+cwZswYfPrppxgzZgyk0pr87O/vj//85z/o27dvuxZL5ictvxyDvR3FLqPD+LnY4kRagdhlEBERURNa1cO7du1aTJo0CWlpadixYwfuv/9+Y9it5ePjg02bNrVLkWSeqvUGZBZWws0CpySr5edii4zCShSW68QuhYiIiBrRqh7e2NhY+Pj41Au5giAgPT0dPj4+UCgUmDp1arsUSeYps6gSekGwyBkaavn//eDa6atFCO/lJnI1RERE1JBW9fAGBAQgNze33vb8/Hz4+/u3uSiyDLVTklniohO1PNQq2ChkOHWF43iJiIhMVasCb2MT7ZeWlkKlstxwQy2Tll8OCQBXO4XYpXQYqUSCHq62OJleKHYpRERE1IgWDWmIjo4GUPN0+uuvvw4bGxvje3q9Hv/9738xaNCgdi2QzFd6Qc0MDXJZmyYDMXk93Ozw3+Q8scsgIiKiRrQo8CYkJACo6eE9ffo0FIr/9dwpFAoMHDgQc+fObd8KyWyl5VdY5JLCN+rhaotdJzOQXVwJdwd+w0FERGRqWhR49+/fDwB46qmn8MEHH8DBwaFDiiLLkJZf1jUCr5sdAODklSLc04+Bl4iIyNS06rvmLVu2MOzSTaXnWe4qa9dztVNAbW2F01cKxS6FiIiIGtDsHt6HHnoIW7duhYODAx566KEm237//fdtLozMW5m2GvnlVV3iK35J7YNrnKmBiIjIJDU78KrVakgkEuOfiZqSXlA7JZnl9/ACQA83W+xLyoYgCMZ/T4iIiMg0NDvwbtmypcE/EzUkPb8CQFcKvHb47sRVXCmogLezzc13ICIiok7TqjG8FRUVKC8vN/6cmpqKVatWYc+ePe1WGJm3tPxyKOVSqK2txC6lU/T4e8W1kxzHS0REZHJaFXjHjRuHTz/9FABQWFiIoUOH4v3338e4ceOwdu3aFh1rzZo18Pf3h0qlQkhICA4fPtxk+4MHDyIkJAQqlQo9evTAunXr6rVZtWoV+vTpA2tra3h7e2POnDmorKxsUV3UNun5NQ+sdZWv9x1tFHC1U3DFNSIiIhPUqsB74sQJhIeHAwC+/fZbeHh4IDU1FZ9++ik+/PDDZh9n+/btmD17NhYsWICEhASEh4cjMjISaWlpDbZPTk7GmDFjEB4ejoSEBLz66quYNWsWvvvuO2ObL774AvPmzcOiRYuQlJSETZs2Yfv27Zg/f35rLpVaKS2/HK5dZDhDrR6udlxxjYiIyAS1KvCWl5fD3t4eALBnzx489NBDkEqluPXWW5Gamtrs46xcuRLTp0/HjBkzEBgYiFWrVsHb27vRXuJ169bBx8cHq1atQmBgIGbMmIGnn34aK1asMLaJi4vDiBEjMGnSJPj5+SEiIgKPP/44jh8/3ppLpVZKzy+Hm10XC7xutjh9tQh6Q8NLbxMREZE4WhV4e/bsiR07diA9PR2//PILIiIiAADZ2dnNnp9Xp9MhPj7euG+tiIgIHDlypMF94uLi6rUfPXo0jh8/jqqqKgDAbbfdhvj4eBw9ehQAcPnyZcTExOC+++5rtBatVovi4uI6L2o9QRCQXlAOTReYkux6vTT2KNfpcS6rROxSiIiI6DqtCryvv/465s6dCz8/PwwbNgxhYWEAanp7Bw8e3Kxj5ObmQq/XQ6PR1Nmu0WiQlZXV4D5ZWVkNtq+urkZubi4A4LHHHsPSpUtx2223wcrKCgEBARg5ciTmzZvXaC3Lli2DWq02vry9vZt1DdSw3FIdKqsMXWKVtesFuNlCJpUgPjVf7FKIiIjoOq0KvA8//DDS0tJw/Phx7N6927j97rvvxr///e8WHevGh5puNo9pQ+2v337gwAG89dZbWLNmDU6cOIHvv/8eP/74I5YuXdroMefPn4+ioiLjKz09vUXXQHWl5XetOXhrKeUy+Lva4nhqgdilEBER0XWaPQ/vjTw8PODh4VFn29ChQ5u9v6urK2QyWb3e3Ozs7Hq9uNefs6H2crkcLi4uAICFCxdi8uTJmDFjBgBgwIABKCsrw7PPPosFCxZAKq2f8ZVKJZTKrhXOOtIV46ITXWtIAwD0crfD8RQGXiIiIlPSqh7esrIyLFy4EMOHD0fPnj3Ro0ePOq/mUCgUCAkJQWxsbJ3tsbGxGD58eIP7hIWF1Wu/Z88ehIaGwsqqZr7X8vLyeqFWJpNBEARjbzB1rLS8cjio5LBWyMQupdP10djjamEFrhVzGjwiIiJT0aoe3hkzZuDgwYOYPHkyPD09Wz3XanR0NCZPnozQ0FCEhYVh/fr1SEtLQ1RUFICaoQZXr141zvkbFRWFjz/+GNHR0XjmmWcQFxeHTZs24auvvjIec+zYsVi5ciUGDx6MYcOG4eLFi1i4cCEeeOAByGRdL4CJIb2gHO4OXbPHvJemZvaS4ykFuC/YU+RqiIiICGhl4P3555/x008/YcSIEW06+cSJE5GXl4clS5YgMzMTQUFBiImJga+vLwAgMzOzzpy8/v7+iImJwZw5c7B69Wp4eXnhww8/xIQJE4xtXnvtNUgkErz22mu4evUq3NzcMHbsWLz11lttqpWaLy2/Aq5dbEqyWs62CrjbKxGfysBLRERkKiRCK77nrw2egYGBHVGT6IqLi6FWq1FUVNTsadbof8KW7cNQf2c8douP2KWI4uP9F1FSUYVd/7hN7FKIiIgsVkvyWqvG8C5duhSvv/46ysvLW1UgWS5dtQFZRZVd8oG1Wr01djibWYwKnV7sUoiIiAitHNLw/vvv49KlS9BoNPDz8zM+MFbrxIkT7VIcmZ+rhRUQAGi66BheoObBtWqDgJNXCnFrDxexyyEiIuryWhV4x48f385lkKX43xy8XbeH19vJBtZWMsSnFjDwEhERmYBWBd5Fixa1dx1kIdLyyiCTSuBiqxC7FNFIpRL0crfDsRSuuEZERGQKWjWGFwAKCwuxceNGzJ8/H/n5Nf9jP3HiBK5evdpuxZH5Scsvh7u9ElJp66aqsxR9PR1wLDkfVXqD2KUQERF1ea0KvKdOnULv3r2xfPlyrFixAoWFhQCAH374AfPnz2/P+sjM1Aberm5ANweU6fQ4daVQ7FKIiIi6vFYF3ujoaEybNg0XLlyASvW/sZqRkZE4dOhQuxVH5iclrxxuXXj8bi1/VzvYKGT4/WKe2KUQERF1ea0KvMeOHcNzzz1Xb3u3bt2QlZXV5qLIPAmCgPT88i49Q0MtmVSCfp4O+O1CrtilEBERdXmtCrwqlQrFxcX1tp87dw5ubm5tLorMU36ZDuU6fZeeoeF6Qd3UOJFWgHJdtdilEBERdWmtCrzjxo3DkiVLUFVVBQCQSCRIS0vDvHnz6izzS11L7ZRk7OGtEeSlRrVBwNFkztZAREQkplYF3hUrViAnJwfu7u6oqKjAHXfcgZ49e8Le3h5vvfVWe9dIZqI28LrxoTUAgJejCs62Cvx+kcMaiIiIxNSqeXgdHBzw22+/Yf/+/YiPj4fBYMCQIUMwatSo9q6PzEhaXjkcVHLYKFp1W1kciUSC/l4O+I2Bl4iISFQtTiYGgwFbt27F999/j5SUFEgkEvj7+8PDwwOCIEAi6drzr3ZlafnlcHfg+N3rBXmpsfbgJeSVauFix55vIiIiMbQo8AqCgAceeAAxMTEYOHAgBgwYAEEQkJSUhGnTpuH777/Hjh07OqhUMnWpeZyD90ZB3dQAgCOX8jB2oJfI1TSuskqP2LPXsP9cNoorqlBUUQUrmRRD/Z0R1sMFg32coJC3ep0aIiIiUbUo8G7duhWHDh3Cvn37MHLkyDrv/frrrxg/fjw+/fRTTJkypV2LJPOQll+OW3u4iF2GSXG2VaC7kzUOX8gxycCbX6bDqr3n8UPCVZRUVqOHqy0cbRSwUchQUaXHhsOXsWrvBbjbK/FyRG9MGNIdchmDLxERmZcWBd6vvvoKr776ar2wCwB33XUX5s2bhy+++IKBtwuqrNLjWnEl3DlDQz2DvR2xNykbeoMAmQktubz37DW88v0p6KoMuDvQHbf3coOno3WdNgaDgOS8MsSczsQr353GhsPJWDouCGEB/MWGiIjMR4u6ak6dOoV777230fcjIyNx8uTJNhdF5udqYQUEABqO4a1nqL8z8st0OJ5iGtOT6aoNeOW7U5jx6XH4Ottg+cPBmHiLT72wCwBSqQQBbnb4x1298Nb4IFjJJHhi4x/YePgyBEEQoXoiIqKWa1Hgzc/Ph0ajafR9jUaDgoKCNhdF5ict7+85eDmGt54ebnZwsVVg9xnxVyGsrNIj6vN4fH/iCp4N74G5EX3gZKNo1r493Ozw2ph+uD/YC2/+lITZ2xNRWaXv4IqJiIjarkWBV6/XQy5vfBSETCZDdTVXleqK0vLLIZdJmh2euhKpRIIQXyfs/jNL1F7Rcl01pn9yDL9dyMXL9/TByL7uLZ5VRSqV4PGhPvjHXT2x+88sTP/kGEMvERGZvBbP0jBt2jQolQ334mm12nYpisxPWn7NDA1SExqjakpu8XPGnrPXcPpqEYK7O3b6+XXVBjy99ThOphfilci+6Ofp0KbjDQ9whaONAu/u/gtRn8fjP5NDoJTL2qlaIiKi9tWiHt6pU6fC3d0darW6wZe7uzsfWOuiUvLKoLHn+N3GBHo6wF4pxy8iDGsQBAHzvjuF+NR8/OvePm0Ou7X6eTog+p7e+P1iLl78IgFVekO7HJeIiKi9taiHd8uWLR1VB5m5lNwy9HK3F7sMkyWTSjDE1wk//5mFf47u26nn/vjXi/g+4SpeHNkTfT3aJ+zWCu7uiDmjeuP92PNY+uNZLBkX1K7HJyIiag+cUJPaTG8QkJZfzhkabuIWP2dczinDxeySTjvnj6cy8H7seTwS0h0jerp2yDkG+zhh2nA/fBqXiq+OpnXIOYiIiNqCgZfaLKu4ElV6AR5qztDQlAHd1LC2kmFXYkannO/8tRLM/eYkRvR0wYODu3XouUYFajAq0B0Ld/yJYyYy/RoREVEtBl5qs9TcMgCcg/dmFHIpRvR0wVfH0jt8vGupthrPfRYPNzslZtzWo8WzMbTG1DA/9NLYIeqzeGQXV3b4+YiIiJqLgZfaLCWvHFIJ4GbHHt6bGRWoQU6JFnvPXuuwcwiCgFe+PYWsokrMHtUbKqvOmT1BLpPipbt7wyAIiP76JAwGLkxBRESmgYGX2iw1rwxu9irIZbydbsbXxRZ9NPb47I/UDjvHJ0dS8NPpTDx7ew94NbB6WkdSW1sh6o4A/HYxF5t/T+7UcxMRETWGCYXaLCWvDBoH9u42192B7jhyKQ+Xckrb/dgn0wvx5k9JuLe/B27t4dLux2+O4O6OGDPAE8t3/4UzGUWi1EBERHQ90QPvmjVr4O/vD5VKhZCQEBw+fLjJ9gcPHkRISAhUKhV69OiBdevW1WtTWFiImTNnwtPTEyqVCoGBgYiJiemoS+jyknPLOH63BYb5u8BBJccXf7TvjAZFFVV44YsT8HWxwRPDfNr12C312C3e6OZojVlfJXAlNiIiEp2ogXf79u2YPXs2FixYgISEBISHhyMyMhJpaQ0HgeTkZIwZMwbh4eFISEjAq6++ilmzZuG7774zttHpdLjnnnuQkpKCb7/9FufOncOGDRvQrVvHPqXeVRkMAtLyyuHBwNtsCrkUd/R2wzfx6ajQtU8YFAQB//zmJAordHjp7l6iDy+xkknxwp09kZpXjtX7L4paCxERkaj/V1y5ciWmT5+OGTNmIDAwEKtWrYK3tzfWrl3bYPt169bBx8cHq1atQmBgIGbMmIGnn34aK1asMLbZvHkz8vPzsWPHDowYMQK+vr647bbbMHDgwEbr0Gq1KC4urvOi5sku0aKy2sAe3ha6O1CDMm01PvsjpV2O959Dl7Hn7DVE3R4ANxNZ8c7b2QbjBnXDmgOXkJTJf6eIiEg8ogVenU6H+Ph4RERE1NkeERGBI0eONLhPXFxcvfajR4/G8ePHUVVVBQDYtWsXwsLCMHPmTGg0GgQFBeHtt9+GXt94T9qyZcvqLJHs7e3dxqvrOlLyaqYkYw9vy2gcVBgVqMGH+y4ip0TbpmPt/ysby3/+C+MHdUOon3M7Vdg+xg/ygpdahX99ewrVXHqYiIhEIlrgzc3NhV6vh0ajqbNdo9EgKyurwX2ysrIabF9dXY3c3FwAwOXLl/Htt99Cr9cjJiYGr732Gt5//3289dZbjdYyf/58FBUVGV/p6eltvLquIzWvDBIAbvZ8aK2lHgnxhgTAe7/81epjXMopxayvEjDExwmPhHZvv+LaiVwmxbO398CfV4uw5fcUscshIqIuSvSH1m6cEF8QhCYnyW+o/fXbDQYD3N3dsX79eoSEhOCxxx7DggULGh0mAQBKpRIODg51XtQ8KXnlcLNXQiEX/VYyO3YqOR4O7Y5vjl/BqSuFLd4/v0yHGZ8ch4O1FV4YGQBpJywu0Ro93e0xOsgDK2PPI7OoQuxyiIioCxItpbi6ukImk9Xrzc3Ozq7Xi1vLw8OjwfZyuRwuLjVTMHl6eqJ3796Qyf432X5gYCCysrKg0+na+SooNY8zNLTF3X018Ha2wRu7zrRooYaCMh0mbfgD+WU6vHxPb9go5B1YZds9EtIdSrkUb/+UJHYpRETUBYkWeBUKBUJCQhAbG1tne2xsLIYPH97gPmFhYfXa79mzB6GhobCysgIAjBgxAhcvXoTB8L/xgufPn4enpycUCkU7XwUl55bBncMZWk0mlWDqcD8kphdi/g+nmxV6C8t1eGLjf5FZVIkFYwLh2cmLS7SGjUKOx4f64P9OZSLuUp7Y5RARURcj6vfQ0dHR2LhxIzZv3oykpCTMmTMHaWlpiIqKAlAztnbKlCnG9lFRUUhNTUV0dDSSkpKwefNmbNq0CXPnzjW2ef7555GXl4eXXnoJ58+fx08//YS3334bM2fO7PTrs3SCICA1rxweavbwtkU/TwdE3RGAr4+lY9GuM8ZhOg05f60Ej63/A1cKyvHqmEB4O9t0YqVtc1svV/TR2GPRrj9RxQfYiIioE4n6PejEiRORl5eHJUuWIDMzE0FBQYiJiYGvry8AIDMzs86cvP7+/oiJicGcOXOwevVqeHl54cMPP8SECROMbby9vbFnzx7MmTMHwcHB6NatG1566SW88sornX59li63VIdynZ5DGtpBeC83VOsFrD98GdUGA166u3edXySq9AasPXAJH+67AA+1Cq/d18+swi4ASCU1vdkLfjiNz+JS8fRt/mKXREREXYREaKo7qYsqLi6GWq1GUVERH2BrwvGUfDy8Lg7vTgg2u/BlqvYlXcNnf6SiSm9AeC839PW0x1+ZJTh9tQiF5To8MLAbHhrSDVYiLyzRFhsPX8ax1Hwc/uddUNtYiV0OERGZqZbkNdN+0oVMWkpeOQDA3YFjeNvL3YEahAW4IO5SHg5eyMGZjCL4Otvizt5uGOrvDF8XW7FLbLOHQ7rj90u5+Hj/BSy4r5/Y5RARURfAwEutdjmnFK52Cijlsps3pmazUchxd6AGdwc2PFuJuXO0UWBssBe2HknBlDA/fjtAREQdzny/FyXRXc4p4wNr1CpjBnjCTinHu7tbv+gGERFRczHwUqtdyimFp9r0p8Qi06OykuGRUG/836lMJKYXil0OERFZOAZeahW9oWZKMi/28FIr3dHLDd5O1uzlJSKiDsfAS61ytaACOr2BPbzUalKpBI+EeuPIpTwcuZgrdjlERGTBGHipVS7llgIAvBzZw0utF+rrhAA3W7z7y7kmF9wgIiJqCwZeapXLOWVQyKRwseOUZNR6EokEj4Z6IzG9EL/+lS12OUREZKEYeKlVLueUwkOtglQiEbsUMnMDuqnRz9MB7/1yDgYDe3mJiKj9MfBSq1zKKYMnH1ijdlDby/tXVgl2n8kSuxwiIrJADLzUKpc5JRm1oz4e9gjursYHey+wl5eIiNodAy+1WKm2GtklWj6wRu3qwcHdcO5aCfacvSZ2KUREZGEYeKnFknPKAIA9vNSu+no4IMjLAR/sO88ZG4iIqF0x8FKLXeaUZNRBHhzSHUmZJdibxBkbiIio/TDwUotdyimDo40VbBRysUshC9PP0wH9PB2wai97eYmIqP0w8FKL1Tywxt5d6hgPDu6GMxnFOHA+R+xSiIjIQjDwUotdzinj+F3qMP29HNDL3Q5r9l8UuxQiIrIQDLzUIoIgIDmXc/BSx5FIJHhgoBeOpRTgWEq+2OUQEZEFYOClFskqrkRFlR5e7OGlDjTE1wneTtZYzV5eIiJqBwy81CKXsv+ekowzNFAHkkokGDvQCwfO5eBMRpHY5RARkZlj4KUWOX+tBAqZFBp7Bl7qWMMDXOFur8TaA5fELoWIiMwcAy+1yIXsEnRzsoZUKhG7FLJwMqkE9wV7IuZ0JlLzysQuh4iIzBgDL7XIuawSeDly/C51jjt7u8NeZYWNh5PFLoWIiMwYAy81myAIuHCtFN2dGHipcyjkUkT00+Dr4+nIK9WKXQ4REZkpBl5qtqziSpRoqxl4qVPd008DAPgkLlXkSoiIyFwx8FKznb9WCgDwdrIRuRLqSuxVVhjZxx2fHElBua5a7HKIiMgMMfBSs124VgKlXAo3e6XYpVAXM2aAB0oqq/D1sXSxSyEiIjMkeuBds2YN/P39oVKpEBISgsOHDzfZ/uDBgwgJCYFKpUKPHj2wbt26Rttu27YNEokE48ePb+equ6bz10rQ3ckaUglnaKDO5WavQliACzYcTka13iB2OUREZGZEDbzbt2/H7NmzsWDBAiQkJCA8PByRkZFIS0trsH1ycjLGjBmD8PBwJCQk4NVXX8WsWbPw3Xff1WubmpqKuXPnIjw8vKMvo8s4d40zNJB47hvghauFFdh9JkvsUoiIyMyIGnhXrlyJ6dOnY8aMGQgMDMSqVavg7e2NtWvXNth+3bp18PHxwapVqxAYGIgZM2bg6aefxooVK+q00+v1eOKJJ7B48WL06NGjMy7F4v1vhgaO3yVx+LvaYkA3NdYfvAxBEMQuh4iIzIhogVen0yE+Ph4RERF1tkdERODIkSMN7hMXF1ev/ejRo3H8+HFUVVUZty1ZsgRubm6YPn16s2rRarUoLi6u86K6rhZWoFyn5wwNJKoxAzxw6moRjibni10KERGZEdECb25uLvR6PTQaTZ3tGo0GWVkNf2WZlZXVYPvq6mrk5uYCAH7//Xds2rQJGzZsaHYty5Ytg1qtNr68vb1beDWW74JxhgYGXhLPwO6O6O5kjfWHLotdChERmRHRH1qT3PAAlCAI9bbdrH3t9pKSEjz55JPYsGEDXF1dm13D/PnzUVRUZHylp/NJ8Budv1YCaysZXOw4QwOJRyKR4L4Bntj3VzYuZpeKXQ4REZkJuVgndnV1hUwmq9ebm52dXa8Xt5aHh0eD7eVyOVxcXHDmzBmkpKRg7NixxvcNhponuuVyOc6dO4eAgIB6x1UqlVAqGeSacv5aKbpxhgYyASN6uuLr4+nYePgy3pkQLHY5RERkBkTr4VUoFAgJCUFsbGyd7bGxsRg+fHiD+4SFhdVrv2fPHoSGhsLKygp9+/bF6dOnkZiYaHw98MADGDlyJBITEzlUoQ3OXStBN87QQCbASiZFRH8PfH/iKnJKuNwwERHdnKhDGqKjo7Fx40Zs3rwZSUlJmDNnDtLS0hAVFQWgZqjBlClTjO2joqKQmpqK6OhoJCUlYfPmzdi0aRPmzp0LAFCpVAgKCqrzcnR0hL29PYKCgqBQKES5TnNnMAi4mF3CB9bIZIwK1EAqBT6LSxG7FCIiMgOiDWkAgIkTJyIvLw9LlixBZmYmgoKCEBMTA19fXwBAZmZmnTl5/f39ERMTgzlz5mD16tXw8vLChx9+iAkTJoh1CV1CWn45KqsMXFKYTIadUo47+7jjk7hUPH9nT1grZGKXREREJkwicELLeoqLi6FWq1FUVAQHBwexyxHdT6cyMfPLE1j3ZAjU1lZil0MEAMgpqcTs7YlY/EB/TA7zE7scIiLqZC3Ja6LP0kCm70xGEZxtFQy7ZFLc7FUY5l+z3LDewN/biYiocQy8dFNnMorh68LhDGR67gv2RFp+OfZwuWEiImoCAy/d1J8ZRfBzsRW7DKJ6Atzs0N/LAesOXuJyw0RE1CgGXmpSdnEl8kp18GfgJRN1f7AnTl7hcsNERNQ4Bl5q0p8ZRQAAP1cOaSDTNLC7I3ycrbHu4CWxSyEiIhPFwEtNOnO1GHZKOVy5pDCZKIlEgvuDvbD/XA7OZZWIXQ4REZkgBl5q0pmMIvi62EDCJYXJhIUFuMDVToH1h9jLS0RE9THwUpP+zCiGL8fvkomTS6WIDPLEjsQMZBRWiF0OERGZGAZealRRRRWuFFTAj1OSkRkY2ccd1lYybDh8WexSiIjIxDDwUqPOZhQDAKckI7NgrZBhdH8NvvpvGvJKtWKXQ0REJoSBlxp1JqMISrkUXo7WYpdC1Cz39vcEJMDm35PFLoWIiEwIAy816mxGMXycbSCT8oE1Mg92KjlGBWrwyZFUFFdWiV0OERGZCAZeatTpq0VcUpjMzpgBntBW6/FZXKrYpRARkYlg4KUGlWqrcSmnFD1c7cQuhahFnGwUuKO3OzYevoxyXbXY5RARkQlg4KUGnUwvhEEAemkYeMn8PDDQE8WV1ezlJSIiAAy81IgTqQWwVcr4wBqZJTd7Fe7s7YZ1By+hTMteXiKiro6Blxp0PLUAvdztIOUKa2Smxg/uhpLKanwSlyJ2KUREJDIGXqrHYBCQkFaAnu72YpdC1GqudkqM7OuO/xy8jBLO2EBE1KUx8FI9l3PLUFxZjd4aBl4yb+MGeqFcV41PjqSIXQoREYmIgZfqOZFaAAmAADeusEbmzcVOibv6avCfQ5dRWK4TuxwiIhIJAy/VcyKtAD4uNrBRyMUuhajNxg/yQpXegNX7L4pdChERiYSBl+o5nlKAnm6cjowsg6ONAvcHe2HrkRSk55eLXQ4REYmAgZfqKKqowsWcUvTi+F2yIPcN8ISdUo7395wTuxQiIhIBAy/VkZheCADozQUnyIKorGSYMKQ7diRm4M+rRWKXQ0REnYyBl+qITy2Ag0oODweV2KUQtas7+7ijm6M13vwpCYIgiF0OERF1IgZeqiM+NR893e0g4YITZGFkUgkm3+qLPy7n4cdTmWKXQ0REnYiBl4wqq/Q4nlKAfp5qsUsh6hADvR0x1M8ZS388i1IuOUxE1GWIHnjXrFkDf39/qFQqhISE4PDhw022P3jwIEJCQqBSqdCjRw+sW7euzvsbNmxAeHg4nJyc4OTkhFGjRuHo0aMdeQkWIz61ANpqAwZ0Z+AlyzU5zBdFFVX4cN8FsUshIqJOImrg3b59O2bPno0FCxYgISEB4eHhiIyMRFpaWoPtk5OTMWbMGISHhyMhIQGvvvoqZs2ahe+++87Y5sCBA3j88cexf/9+xMXFwcfHBxEREbh69WpnXZbZOnwhF442VvB2sha7FKIO42qnxPhB3bDpt2Scv1YidjlERNQJJIKIT28MGzYMQ4YMwdq1a43bAgMDMX78eCxbtqxe+1deeQW7du1CUlKScVtUVBROnjyJuLi4Bs+h1+vh5OSEjz/+GFOmTGlWXcXFxVCr1SgqKoKDg0MLr8p83ffhYTjaKPDiyJ5il0LUoar0Bsz77hTcHVT47vnhkEk5Zp2IyNy0JK+J1sOr0+kQHx+PiIiIOtsjIiJw5MiRBveJi4ur13706NE4fvw4qqqqGtynvLwcVVVVcHZ2brQWrVaL4uLiOq+uJr9Mh7MZxRjQjcMZyPJZyaR49vYAnEwvxIbDl8Uuh4iIOphogTc3Nxd6vR4ajabOdo1Gg6ysrAb3ycrKarB9dXU1cnNzG9xn3rx56NatG0aNGtVoLcuWLYNarTa+vL29W3g15u/IpVwIAAMvdRl9POxxX7An3t9zjkMbiIgsnOgPrd04/ZUgCE1OidVQ+4a2A8C7776Lr776Ct9//z1UqsbnlZ0/fz6KioqMr/T09JZcgkX47UIuujtZw9lWIXYpRJ3mkRBvaBxUiN6eiCq9QexyiIiog4gWeF1dXSGTyer15mZnZ9frxa3l4eHRYHu5XA4XF5c621esWIG3334be/bsQXBwcJO1KJVKODg41Hl1JYIg4NCFHPT3Yu8udS0KuRRRdwTgbGYxVu09L3Y5RETUQUQLvAqFAiEhIYiNja2zPTY2FsOHD29wn7CwsHrt9+zZg9DQUFhZWRm3vffee1i6dCl2796N0NDQ9i/ewqTmlSOjsJLDGahLCnCzw6Oh3li9/xJ+/eua2OUQEVEHEHVIQ3R0NDZu3IjNmzcjKSkJc+bMQVpaGqKiogDUDDW4fmaFqKgopKamIjo6GklJSdi8eTM2bdqEuXPnGtu8++67eO2117B582b4+fkhKysLWVlZKC0t7fTrMxeHL+ZCKgH6eXatnm2iWmMHeiHExwmztyUiPb9c7HKIiKidiRp4J06ciFWrVmHJkiUYNGgQDh06hJiYGPj6+gIAMjMz68zJ6+/vj5iYGBw4cACDBg3C0qVL8eGHH2LChAnGNmvWrIFOp8PDDz8MT09P42vFihWdfn3m4teka+jjYQ9rhUzsUohEIZVIEHVnAKwVMkR9Ho/KKr3YJRERUTsSdR5eU9WV5uEtrqzCkCWxeGKYD+4N8hS7HCJRJeeWYfH/ncHIvu5YPWkI5+clIjJhZjEPL5mGfUnXUG0QcItf4/MUE3UV/q62ePGunthzJgtL/u8M2B9ARGQZGHi7uJ9OZaK3xg4udkqxSyEyCaG+znh6hD8+iUvF2oOXxC6HiIjagVzsAkg8JZVVOHQ+FxNv6XoLbRA15e5ADfLLdXh39zkoZFLMCO8hdklERNQGDLxd2K9/ZUOnN2CoP4czEN3o4SHdoTcIePOnJFRW6fHiXb3ELomIiFqJgbcL+/l0Jnq628GVwxmI6pFIJHjsFh8oZFKs2HMepVo9/jW6D6R8kI2IyOww8HZRZdpq7D+Xg4dDuotdCpFJe2hId6isZFh38BJSckvx/qODYKvkfzqJiMwJH1rrovb9lQ1ttQFDOTsD0U2NGeCJlyN64+D5XExYe4SLUxARmRkG3i7qy/+moa+HPdwdVGKXQmQWQn2dsfiB/igo12HMB4exI+Eqpy0jIjITDLxd0MXsEvxxOQ+jAjVil0JkVrydbfDW+AEY6O2I2dsT8eKXCSgo04ldFhER3QQDbxf0+R9pUFtbcXYGolawVcoxc2RPzLqrJw6cz8bI9w/gq6Np0BvY20tEZKoYeLuYMm01vo2/gpF93GEl418/UWuFBbhixcMDEdxNjfnfn8b41b8j7lKe2GUREVEDmHi6mJ2JGSjXVePuQHexSyEye442Cjx/Z0+8MbY/ynTVeHzDH5j4nzj89zKDLxGRKWHg7UIEQcAncSkY4uPEuXeJ2lEfD3u8OS4I0ff0xrXiSkxc/wce+Og3/JBwBdpqvdjlERF1eQy8XUjc5Tycyyrhw2pEHUAikeAWP2e89eAA/DOiDyAB5mw/ieHLfsUbu84gMb2QszoQEYmEs6d3EYIgYPnuvxDgZovg7mqxyyGyWFKJBEN8nTDE1wlXCyvwa9I17Ey8iq1HUuDtZI27AzUY2dcdw/ydobKSiV0uEVGXIBHY5VBPcXEx1Go1ioqK4ODgIHY57WL3n1mI+jweC8YEIqgbAy9RZzIYBJzJLMbR5HycTC9ETqkWcqkE/bs5IMTHGUHdHNBbY48ANztYKxiCiYiaoyV5jT28XUC13oB3f/kLwd3UDLtEIpBKJRjQTY0B3dQQBAFXCiqQlFWM89dK8dPpDGz+PdnY1sVOAU8HFTzUKqitFbBXyWGvksNKJoVcJoFMIoFeECAIQJXeAG21AbpqAyqr9KisMkBbrYe22gBtVc0/q/QGVOkFVBsMxnNIIIFcJoGVTAqlXAobhRy2ShnslHI42lhBbW0FZ1slXOwUcLVVQuOghIudEjKpRIyPr0V01QZcK65EVnElsou1yC6pRH6ZDgXlOhRVVKNcW41ynR7aaj1qe3tkEgmsFTLYKGRwUFnB1V4JNzslvByt4edqAx9nG9go+L9LInPGf4O7gO9OXMHlnDK8/eAAsUsh6vIkEgm8nW3g7WyDiH4128p11cgorMTVwnLkleqQX6ZDXpkO6fkVKK+qRmWVAdV6A/QGAXpBgEwigVQigVQqgZVMArlUCoVcCiuZBAqZFFZyKaxkUlhJJVBZWUEmrWkv+TuvCoIAvUFAtUFAld6AvDItMgoNqKjSo0xbjdK/Q+H1ZBIJXO0V8FRbo5uTNbo5WsNLrYKXozW8HK3hoVbBxVYBiaRjQ3HtZ3WloBxXCytwpaDmlZ5f83NuiRbXf22pkEnhYC2HnVIOW6UcSrkMSisp7FVWqK1ULwjQVhtQXFmFyzllKKqoQlFFFbTV//slwdvJGv28HNDPU40hvo4Y5O0Ie5VVh14rEbUfBl4LV6qtxsrY8wjr4QJ/V1uxyyGiBtgo5Ojpboee7nZil2JUpTeguKIKhRVVKCyvQn6Z7u+XFqm5ZTiRWoDcUi2q9P+LlwqZFO4OSrjbK/8OwEo42SrgbGMFe5UV7FRy2CrkxnAul0phEGpCfFW1AeVVelTo9CiprDlnQXkVcku1yC6uxLUSLTILK1BcWW08n1QCuNgq4WavhKudAj16ucL1755pZ1sFnGwUsFHIWhXCBUFAcWU1rhVXIrOoAmn5NaH6yKU8lOythgRAX0973NbTFSN6umKovzN7gYlMGMfwNsCSxvD+85uT+PFUJpY9NAAaB5XY5RCRBREEAUUVVcj7OwznldYMHSgo16GwvAollVUorqxGcUUVqlu4Ep2tQgY7lRxqa6u/Xwq42CngYquAi13NkANnW0WnD7MQBAEZRZU4n1WCpKxinMkoRn6ZDgqZFGEBLrg70B13B2rQzdG6U+si6opaktcYeBtgKYE35nQmXvjiBJ67vQfu7MOFJohIPFX6miETlTo9qv8eTqE3CJBKama2kEslUFrJoJBLYW0lM4vxwsDfAbiwEievFCIxvRBnM4uhNwjo7+WAe/t7YHSQB3q523X4UA+iroiBt40sIfBmFlVg9KpDCPRwwEt39+J/bImIOkG5rhqJ6YU4lpKPk+lFqKjSw9/VFmMGeCAyyBP9vRz432OidsLA20bmHni11XpM2XQUF7NL8c5DwbBTcVwZEVFn01Ub8OfVIhxNyceJtAKUVFajm6M1IoM8ENHfAyG+TmbTk01kihh428icA2+V3oDnP4/HofO5mB/ZF309zat+IiJLVG0wICmzBEeT83A8tQCF5VVwtlXg7r7uuKuvO27r5cpZH4haiIG3jcw18FbrDZi1LQF7zlzDyxF9MMjbUeySiIjoBgZBwMXsUsSnFuBEWgGuFFRALpUgxNcJt/d2w4ierhjQTc3eX6KbYOBtI3MMvKXaasz95iT2nMnC7FG9cYufs9glERFRM2QXVyIxvRCnrhThbGYxKqr0sFPKEeLrhKH+zhji44QB3dWwU3J4GtH1GHjbyNwC75mMIsz84gSuFWvx/B0BuMWfYZeIyBxVGwy4lF2GpMxinLtWjHNZpaio0kMCoKe7HYK6qdHP0wGBng7orbGDm72SD8GZIL1BQEllFSr+nlv6+vmqrWQS2CjksFbIYK+UQ8qe/Fbj0sJdRLmuGlt+T8EHey+gm5M13nowCJ5qzv1IRGSu5FIp+njYo4+HPYBuMBgEXC2swKWcUlzKKcWZjCLEnM40rgLnoKpZtKSHmx38XW3h52ILH2cb+LjYQG3NMcEdQRAE5JRqkZpXjpTcsr9X+atZoCSrqGYp66KKKjSnN1EqARytreBiV7NYi5e6ZuVCX5eav0M/F1s42yo6/Jq6AtF7eNesWYP33nsPmZmZ6N+/P1atWoXw8PBG2x88eBDR0dE4c+YMvLy88K9//QtRUVF12nz33XdYuHAhLl26hICAALz11lt48MEHm12Tqffwluuqse1oOlbvv4iiiipE9PfAxFBvKORSsUsjIqIOZjAIuFZSiasFFbhSWIGrBRW4VlyJjKIKlGn/tyS0vUqO7k7W8HayQXcnG+OS0N2dakKVk40Ve4ebUKU3IDWvHBeza37ZuJhdikvZpbicW4ZS7f9W/HO2sYKrvRJONjUr/DlYW8FBZQVbpQxKuQwquRQyac3S3oIAVBsEaKv1qKwyoFRbjZK/F2fJL9Mhv1yL3BIdCiuqjMd3tLZCDzdb42qMAW41/+zuZNPlx3mbTQ/v9u3bMXv2bKxZswYjRozAf/7zH0RGRuLs2bPw8fGp1z45ORljxozBM888g88//xy///47XnjhBbi5uWHChAkAgLi4OEycOBFLly7Fgw8+iB9++AGPPvoofvvtNwwbNqyzL7HdlGmr8d/kPOxMyMAvZ7Ogqzbg9t5ueGhwN7jZcwU1IqKuQiqVwFNtDU+1NUKv2y4IAkq11cgu0eJacSVySrTIKdEiq7gSZzKKkVOihU5vMLZXyaXQXNer6OWogodaBU+1Cu72NX92tlFY9Ffutb88pOaVIy2vHJdyS5GcU4aL2aVIyy83rhBoq5Shm2PNZz7WywGejtbwcFDB3UEJpVzW7nVVVulxrbgSWUWVyCiqREZhBeJTC7DrZAYqq2r+DpVyKfxcbdHz7959f1db+LnawNvZBm52HOpyI1F7eIcNG4YhQ4Zg7dq1xm2BgYEYP348li1bVq/9K6+8gl27diEpKcm4LSoqCidPnkRcXBwAYOLEiSguLsbPP/9sbHPvvffCyckJX331VbPqErOHV1dtqPmqJLcMl3PLjE/yns0ohl4Q0N3JGiMCXDGipwuDLhERNZsgCCiurEZeqRZ5pTrklGqRV6ZDXqkW+WU1S0Lnl+lw/SrQcqkELnYKuNkp4WavhKudEi52SjjbWhl7NGuXf3awtoKdUg4bhUz0sKWt1qO4ohqF5Trj0te5pTW/CFwr1uJqQQWuFtYMQaj9JUACwM2+ZmiBh4PK2CPu5WgNR2vT6A0XBAH5ZTpcLaxARmHNNWQW1QTjvDKdsZ3KSopujv+r391BBXf7mr9DF1sFnGwVcLJRwF4lh5XMfL8dNoseXp1Oh/j4eMybN6/O9oiICBw5cqTBfeLi4hAREVFn2+jRo7Fp0yZUVVXBysoKcXFxmDNnTr02q1atarQWrVYLrVZr/LmoqAhAzQfZWT7+9SLWHbzU6Puutgr00tjDU62CtqIUv54u7bTaiIjIMikAeNoAnjZWAKxgMNiguLIKReXVKKjQoahch+y8cmTmWObz7WqVHN3VSrjZqeBqr7gu/OlQUKhDQWER/hS1wqbZSYFeTjL0crKFtkqF3FIdsksqkVNagQtXSnHhSsfXIPl7eXAJAIlEgnv7a/Da/f1g2wmzitTmtOb03YoWeHNzc6HX66HRaOps12g0yMrKanCfrKysBttXV1cjNzcXnp6ejbZp7JgAsGzZMixevLjedm9v7+ZeTodLB5AgdhFEREQWJF3sAizQmr9fnamkpARqtbrJNqLP0nDjVwSCIDT5tUFD7W/c3tJjzp8/H9HR0cafDQYD8vPz4eLiYhJfYZiT4uJieHt7Iz093SQf+DMX/Bzbjp9h++Dn2D74ObYPfo7tw1I+R0EQUFJSAi8vr5u2FS3wurq6QiaT1et5zc7OrtdDW8vDw6PB9nK5HC4uLk22aeyYAKBUKqFUKutsc3R0bO6lUAMcHBzM+l8iU8HPse34GbYPfo7tg59j++Dn2D4s4XO8Wc9uLdFGKisUCoSEhCA2NrbO9tjYWAwfPrzBfcLCwuq137NnD0JDQ2FlZdVkm8aOSURERESWTdQhDdHR0Zg8eTJCQ0MRFhaG9evXIy0tzTiv7vz583H16lV8+umnAGpmZPj4448RHR2NZ555BnFxcdi0aVOd2Rdeeukl3H777Vi+fDnGjRuHnTt3Yu/evfjtt99EuUYiIiIiEpeogXfixInIy8vDkiVLkJmZiaCgIMTExMDX1xcAkJmZibS0NGN7f39/xMTEYM6cOVi9ejW8vLzw4YcfGufgBYDhw4dj27ZteO2117Bw4UIEBARg+/btZj0HrzlRKpVYtGhRvSEi1DL8HNuOn2H74OfYPvg5tg9+ju2jK36Ooq+0RkRERETUkcx3tmEiIiIiomZg4CUiIiIii8bAS0REREQWjYGXiIiIiCwaAy+1mzVr1sDf3x8qlQohISE4fPiw2CWZlTfeeAMSiaTOy8PDQ+yyTN6hQ4cwduxYeHl5QSKRYMeOHXXeFwQBb7zxBry8vGBtbY0777wTZ86cEadYE3azz3HatGn17s9bb71VnGJN1LJly3DLLbfA3t4e7u7uGD9+PM6dO1enDe/Hm2vO58j78ebWrl2L4OBg4+ISYWFh+Pnnn43vd7V7kYGX2sX27dsxe/ZsLFiwAAkJCQgPD0dkZGSdaeXo5vr374/MzEzj6/Tp02KXZPLKysowcOBAfPzxxw2+/+6772LlypX4+OOPcezYMXh4eOCee+5BSUlJJ1dq2m72OQLAvffeW+f+jImJ6cQKTd/Bgwcxc+ZM/PHHH4iNjUV1dTUiIiJQVlZmbMP78eaa8zkCvB9vpnv37njnnXdw/PhxHD9+HHfddRfGjRtnDLVd7l4UiNrB0KFDhaioqDrb+vbtK8ybN0+kiszPokWLhIEDB4pdhlkDIPzwww/Gnw0Gg+Dh4SG88847xm2VlZWCWq0W1q1bJ0KF5uHGz1EQBGHq1KnCuHHjRKnHXGVnZwsAhIMHDwqCwPuxtW78HAWB92NrOTk5CRs3buyS9yJ7eKnNdDod4uPjERERUWd7REQEjhw5IlJV5unChQvw8vKCv78/HnvsMVy+fFnsksxacnIysrKy6tybSqUSd9xxB+/NVjhw4ADc3d3Ru3dvPPPMM8jOzha7JJNWVFQEAHB2dgbA+7G1bvwca/F+bD69Xo9t27ahrKwMYWFhXfJeZOClNsvNzYVer4dGo6mzXaPRICsrS6SqzM+wYcPw6aef4pdffsGGDRuQlZWF4cOHIy8vT+zSzFbt/cd7s+0iIyPxxRdf4Ndff8X777+PY8eO4a677oJWqxW7NJMkCAKio6Nx2223ISgoCADvx9Zo6HMEeD821+nTp2FnZwelUomoqCj88MMP6NevX5e8F0VdWpgsi0QiqfOzIAj1tlHjIiMjjX8eMGAAwsLCEBAQgE8++QTR0dEiVmb+eG+23cSJE41/DgoKQmhoKHx9ffHTTz/hoYceErEy0/Tiiy/i1KlT+O233+q9x/ux+Rr7HHk/Nk+fPn2QmJiIwsJCfPfdd5g6dSoOHjxofL8r3Yvs4aU2c3V1hUwmq/dbYXZ2dr3fHqn5bG1tMWDAAFy4cEHsUsxW7SwXvDfbn6enJ3x9fXl/NuAf//gHdu3ahf3796N79+7G7bwfW6axz7EhvB8bplAo0LNnT4SGhmLZsmUYOHAgPvjggy55LzLwUpspFAqEhIQgNja2zvbY2FgMHz5cpKrMn1arRVJSEjw9PcUuxWz5+/vDw8Ojzr2p0+lw8OBB3pttlJeXh/T0dN6f1xEEAS+++CK+//57/Prrr/D396/zPu/H5rnZ59gQ3o/NIwgCtFptl7wXOaSB2kV0dDQmT56M0NBQhIWFYf369UhLS0NUVJTYpZmNuXPnYuzYsfDx8UF2djbefPNNFBcXY+rUqWKXZtJKS0tx8eJF48/JyclITEyEs7MzfHx8MHv2bLz99tvo1asXevXqhbfffhs2NjaYNGmSiFWbnqY+R2dnZ7zxxhuYMGECPD09kZKSgldffRWurq548MEHRazatMycORNffvkldu7cCXt7e2PvmVqthrW1NSQSCe/HZrjZ51haWsr7sRleffVVREZGwtvbGyUlJdi2bRsOHDiA3bt3d817UbT5IcjirF69WvD19RUUCoUwZMiQOlPI0M1NnDhR8PT0FKysrAQvLy/hoYceEs6cOSN2WSZv//79AoB6r6lTpwqCUDMV1KJFiwQPDw9BqVQKt99+u3D69GlxizZBTX2O5eXlQkREhODm5iZYWVkJPj4+wtSpU4W0tDSxyzYpDX1+AIQtW7YY2/B+vLmbfY68H5vn6aefNv4/2c3NTbj77ruFPXv2GN/vaveiRBAEoTMDNhERERFRZ+IYXiIiIiKyaAy8RERERGTRGHiJiIiIyKIx8BIRERGRRWPgJSIiIiKLxsBLRERERBaNgZeIiIiILBoDLxERERFZNAZeIqLr+Pn5YdWqVY2+n5KSAolEgsTExE6riYiI2oaBl4i6pK1bt8LR0bHF+3l7eyMzMxNBQUHtX1Qn2bp1KyQSSb1XZWVlk/tdu3YN06ZNg5eXF2xsbHDvvffiwoULnVQ1EVHrycUugIjInMhkMnh4eIhdRps5ODjg3LlzdbapVKpG2wuCgPHjx8PKygo7d+6Eg4MDVq5ciVGjRuHs2bOwtbXt6JKbTRAE6PV6yOX8XxwR1WAPLxF1OQcOHMBTTz2FoqIiY+/mG2+8YXy/vLwcTz/9NOzt7eHj44P169cb37txSMOBAwcgkUiwb98+hIaGwsbGBsOHD68TJt944w0MGjQIn332Gfz8/KBWq/HYY4+hpKTE2EYQBLz77rvo0aMHrK2tMXDgQHz77bfG9wsKCvDEE0/Azc0N1tbW6NWrF7Zs2QIA0Ol0ePHFF+Hp6QmVSgU/Pz8sW7asyc9AIpHAw8OjzqspFy5cwB9//IG1a9filltuQZ8+fbBmzRqUlpbiq6++anCfQ4cOwcrKCllZWXW2v/zyy7j99tuNPx85cgS33347rK2t4e3tjVmzZqGsrMz4/ueff47Q0FDY29vDw8MDkyZNQnZ2tvH92r+DX375BaGhoVAqlTh8+DBOnjyJkSNHwt7eHg4ODggJCcHx48ebvE4iskwMvETU5QwfPhyrVq2Cg4MDMjMzkZmZiblz5xrff//99xEaGoqEhAS88MILeP755/HXX381ecwFCxbg/fffx/HjxyGXy/H000/Xef/SpUvYsWMHfvzxR/z44484ePAg3nnnHeP7r732GrZs2YK1a9fizJkzmDNnDp588kkcPHgQALBw4UKcPXsWP//8M5KSkrB27Vq4uroCAD788EPs2rULX3/9Nc6dO4fPP/8cfn5+TdZbWloKX19fdO/eHffffz8SEhKabK/VagHU7QWWyWRQKBT47bffGtzn9ttvR48ePfDZZ58Zt1VXV+Pzzz/HU089BQA4ffo0Ro8ejYceeginTp3C9u3b8dtvv+HFF1807qPT6bB06VKcPHkSO3bsQHJyMqZNm1bvfP/617+wbNkyJCUlITg4GE888QS6d++OY8eOIT4+HvPmzYOVlVWT10lEFkogIuqCtmzZIqjV6nrbfX19hSeffNL4s8FgENzd3YW1a9cKgiAIycnJAgAhISFBEARB2L9/vwBA2Lt3r3Gfn376SQAgVFRUCIIgCIsWLRJsbGyE4uJiY5t//vOfwrBhwwRBEITS0lJBpVIJR44cqVPL9OnThccff1wQBEEYO3as8NRTTzV4Lf/4xz+Eu+66SzAYDM269ri4OOGzzz4TEhMThUOHDgkTJkwQrK2thfPnzze6j06nE3x9fYVHHnlEyM/PF7RarbBs2TIBgBAREdHofsuXLxcCAwONP+/YsUOws7MTSktLBUEQhMmTJwvPPvtsnX0OHz4sSKVS4+d3o6NHjwoAhJKSEkEQ/vd3sGPHjjrt7O3tha1btzb9YRBRl8AeXiKiGwQHBxv/XPvV//Vfod9sH09PTwCos4+fnx/s7e3rtKl9/+zZs6isrMQ999wDOzs74+vTTz/FpUuXAADPP/88tm3bhkGDBuFf//oXjhw5YjzWtGnTkJiYiD59+mDWrFnYs2dPk7XeeuutePLJJzFw4ECEh4fj66+/Ru/evfHRRx8BAL744os6dRw+fBhWVlb47rvvcP78eTg7O8PGxgYHDhxAZGQkZDJZo+eaNm0aLl68iD/++AMAsHnzZjz66KPGMb/x8fHYunVrnfONHj0aBoMBycnJAICEhASMGzcOvr6+sLe3x5133gkASEtLq3Ou0NDQOj9HR0djxowZGDVqFN555x3jZ0lEXQ9H9BMR3eDGr70lEgkMBkOz95FIJABQZ5+mjln7z59++gndunWr006pVAIAIiMjkZqaip9++gl79+7F3XffjZkzZ2LFihUYMmQIkpOT8fPPP2Pv3r149NFHMWrUqDpjgJsilUpxyy23GGdceOCBBzBs2DDj+7U1hYSEIDExEUVFRdDpdHBzc8OwYcPqBc3rubu7Y+zYsdiyZQt69OiBmJgYHDhwwPi+wWDAc889h1mzZtXb18fHB2VlZYiIiEBERAQ+//xzuLm5IS0tDaNHj4ZOp6vT/sYH59544w1MmjQJP/30E37++WcsWrQI27Ztw4MPPtisz4WILAcDLxF1SQqFAnq9XuwyAAD9+vWDUqlEWloa7rjjjkbbubm5Ydq0aZg2bRrCw8Pxz3/+EytWrABQM+vCxIkTMXHiRDz88MO49957kZ+fD2dn55ueXxAEJCYmYsCAAQAAe3v7Or3RN1Kr1QBqHmQ7fvw4li5d2uTxZ8yYgcceewzdu3dHQEAARowYYXxvyJAhOHPmDHr27NngvqdPn0Zubi7eeecdeHt7A0CLHjzr3bs3evfujTlz5uDxxx/Hli1bGHiJuiAGXiLqkvz8/FBaWop9+/Zh4MCBsLGxgY2NjSi12NvbY+7cuZgzZw4MBgNuu+02FBcX48iRI7Czs8PUqVPx+uuvIyQkBP3794dWq8WPP/6IwMBAAMC///1veHp6YtCgQZBKpfjmm2/g4eHR6DzDixcvxq233opevXqhuLgYH374IRITE7F69eom6/zmm2/g5uYGHx8fnD59Gi+99BLGjx+PiIiIJvcbPXo01Go13nzzTSxZsqTOe6+88gpuvfVWzJw5E8888wxsbW2RlJSE2NhYfPTRR/Dx8YFCocBHH32EqKgo/PnnnzcN2ABQUVGBf/7zn3j44Yfh7++PK1eu4NixY5gwYcJN9yUiy8MxvETUJQ0fPhxRUVGYOHEi3Nzc8O6774paz9KlS/H6669j2bJlCAwMxOjRo/F///d/8Pf3B1DTIz1//nwEBwfj9ttvh0wmw7Zt2wAAdnZ2WL58OUJDQ3HLLbcgJSUFMTExkEob/k98YWEhnn32WQQGBiIiIgJXr17FoUOHMHTo0CZrzMzMxOTJk9G3b1/MmjULkydPbnRKsutJpVJMmzYNer0eU6ZMqfNecHAwDh48iAsXLiA8PByDBw/GwoULjeOg3dzcsHXrVnzzzTfo168f3nnnHWOvdlNkMhny8vIwZcoU9O7dG48++igiIyOxePHim+5LRJZHIgiCIHYRRERk2Z555hlcu3YNu3btErsUIuqCOKSBiIg6TFFREY4dO4YvvvgCO3fuFLscIuqiGHiJiKjDjBs3DkePHsVzzz2He+65R+xyiKiL4pAGIiIiIrJofGiNiIiIiCwaAy8RERERWTQGXiIiIiKyaAy8RERERGTRGHiJiIiIyKIx8BIRERGRRWPgJSIiIiKLxsBLRERERBbt/wGmoC3NtHhoqgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "continuous_columns = data.select_dtypes(include=['float64', 'int64']).columns.drop(['Unnamed: 0'])\n",
    "\n",
    "for column in continuous_columns:\n",
    "    plt.figure(figsize=(8, 4))\n",
    "    sns.kdeplot(df[column], fill=True)\n",
    "    plt.title(f'Density Plot of {column}')\n",
    "    plt.xlabel(column)\n",
    "    plt.ylabel('Density')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75edb959",
   "metadata": {},
   "source": [
    "As we can see from the above density plots, there is a pretty big difference between the data points - some are skewed right, some are skewed left, some are centered, and some are bimodal. Due to this, I believe it's a good idea to use a standard scaler to standardize the data for our linear regression model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b1999406",
   "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>Life expectancy</th>\n",
       "      <th>Adult Mortality</th>\n",
       "      <th>infant deaths</th>\n",
       "      <th>Alcohol</th>\n",
       "      <th>percentage expenditure</th>\n",
       "      <th>Hepatitis B</th>\n",
       "      <th>Measles</th>\n",
       "      <th>BMI</th>\n",
       "      <th>under-five deaths</th>\n",
       "      <th>Polio</th>\n",
       "      <th>Total expenditure</th>\n",
       "      <th>Diphtheria</th>\n",
       "      <th>HIV/AIDS</th>\n",
       "      <th>GDP</th>\n",
       "      <th>Population</th>\n",
       "      <th>thinness  1-19 years</th>\n",
       "      <th>thinness 5-9 years</th>\n",
       "      <th>Income composition of resources</th>\n",
       "      <th>Schooling</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "      <td>1.649000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.239004e-16</td>\n",
       "      <td>-7.756076e-17</td>\n",
       "      <td>-4.308931e-18</td>\n",
       "      <td>6.894290e-17</td>\n",
       "      <td>2.585359e-17</td>\n",
       "      <td>1.637394e-16</td>\n",
       "      <td>-4.308931e-18</td>\n",
       "      <td>-6.894290e-17</td>\n",
       "      <td>-2.585359e-17</td>\n",
       "      <td>2.574586e-16</td>\n",
       "      <td>1.680483e-16</td>\n",
       "      <td>1.292679e-17</td>\n",
       "      <td>6.032504e-17</td>\n",
       "      <td>8.617862e-17</td>\n",
       "      <td>-3.016252e-17</td>\n",
       "      <td>5.601610e-17</td>\n",
       "      <td>-7.756076e-17</td>\n",
       "      <td>1.723572e-16</td>\n",
       "      <td>7.928433e-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "      <td>1.000303e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.877169e+00</td>\n",
       "      <td>-1.334813e+00</td>\n",
       "      <td>-2.694555e-01</td>\n",
       "      <td>-1.122948e+00</td>\n",
       "      <td>-3.974386e-01</td>\n",
       "      <td>-3.016682e+00</td>\n",
       "      <td>-2.206239e-01</td>\n",
       "      <td>-1.829459e+00</td>\n",
       "      <td>-2.715414e-01</td>\n",
       "      <td>-3.589622e+00</td>\n",
       "      <td>-2.269088e+00</td>\n",
       "      <td>-3.808306e+00</td>\n",
       "      <td>-3.123886e-01</td>\n",
       "      <td>-4.850198e-01</td>\n",
       "      <td>-2.080323e-01</td>\n",
       "      <td>-1.033234e+00</td>\n",
       "      <td>-1.033406e+00</td>\n",
       "      <td>-3.450474e+00</td>\n",
       "      <td>-2.834059e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-5.574496e-01</td>\n",
       "      <td>-7.281354e-01</td>\n",
       "      <td>-2.611781e-01</td>\n",
       "      <td>-9.243362e-01</td>\n",
       "      <td>-3.761509e-01</td>\n",
       "      <td>-2.038414e-01</td>\n",
       "      <td>-2.206239e-01</td>\n",
       "      <td>-9.433046e-01</td>\n",
       "      <td>-2.654007e-01</td>\n",
       "      <td>-1.142672e-01</td>\n",
       "      <td>-6.725248e-01</td>\n",
       "      <td>-9.990640e-02</td>\n",
       "      <td>-3.123886e-01</td>\n",
       "      <td>-4.448828e-01</td>\n",
       "      <td>-2.053085e-01</td>\n",
       "      <td>-7.069931e-01</td>\n",
       "      <td>-6.894936e-01</td>\n",
       "      <td>-6.695574e-01</td>\n",
       "      <td>-6.512310e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.726461e-01</td>\n",
       "      <td>-1.613706e-01</td>\n",
       "      <td>-2.446232e-01</td>\n",
       "      <td>-1.845089e-01</td>\n",
       "      <td>-3.149330e-01</td>\n",
       "      <td>3.821671e-01</td>\n",
       "      <td>-2.191362e-01</td>\n",
       "      <td>2.821199e-01</td>\n",
       "      <td>-2.469787e-01</td>\n",
       "      <td>4.204028e-01</td>\n",
       "      <td>-5.043085e-02</td>\n",
       "      <td>3.636435e-01</td>\n",
       "      <td>-3.123886e-01</td>\n",
       "      <td>-3.463489e-01</td>\n",
       "      <td>-1.878787e-01</td>\n",
       "      <td>-4.025019e-01</td>\n",
       "      <td>-3.670756e-01</td>\n",
       "      <td>2.264549e-01</td>\n",
       "      <td>6.445038e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.478949e-01</td>\n",
       "      <td>4.692551e-01</td>\n",
       "      <td>-8.735217e-02</td>\n",
       "      <td>6.968290e-01</td>\n",
       "      <td>-1.077978e-01</td>\n",
       "      <td>6.556377e-01</td>\n",
       "      <td>-1.836300e-01</td>\n",
       "      <td>8.948321e-01</td>\n",
       "      <td>-9.346186e-02</td>\n",
       "      <td>5.986262e-01</td>\n",
       "      <td>6.586693e-01</td>\n",
       "      <td>5.954185e-01</td>\n",
       "      <td>-2.128949e-01</td>\n",
       "      <td>-7.387447e-02</td>\n",
       "      <td>-9.930083e-02</td>\n",
       "      <td>4.892224e-01</td>\n",
       "      <td>4.712113e-01</td>\n",
       "      <td>6.526070e-01</td>\n",
       "      <td>6.727795e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.239859e+00</td>\n",
       "      <td>4.428626e+00</td>\n",
       "      <td>1.297442e+01</td>\n",
       "      <td>3.311051e+00</td>\n",
       "      <td>1.038404e+01</td>\n",
       "      <td>7.728394e-01</td>\n",
       "      <td>1.281561e+01</td>\n",
       "      <td>1.973408e+00</td>\n",
       "      <td>1.262387e+01</td>\n",
       "      <td>6.877378e-01</td>\n",
       "      <td>3.669082e+00</td>\n",
       "      <td>6.881285e-01</td>\n",
       "      <td>8.061668e+00</td>\n",
       "      <td>9.902593e+00</td>\n",
       "      <td>1.816047e+01</td>\n",
       "      <td>4.860846e+00</td>\n",
       "      <td>5.006558e+00</td>\n",
       "      <td>1.663353e+00</td>\n",
       "      <td>3.070312e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Life expectancy   Adult Mortality  infant deaths       Alcohol  \\\n",
       "count      1.649000e+03     1.649000e+03   1.649000e+03  1.649000e+03   \n",
       "mean       7.239004e-16    -7.756076e-17  -4.308931e-18  6.894290e-17   \n",
       "std        1.000303e+00     1.000303e+00   1.000303e+00  1.000303e+00   \n",
       "min       -2.877169e+00    -1.334813e+00  -2.694555e-01 -1.122948e+00   \n",
       "25%       -5.574496e-01    -7.281354e-01  -2.611781e-01 -9.243362e-01   \n",
       "50%        2.726461e-01    -1.613706e-01  -2.446232e-01 -1.845089e-01   \n",
       "75%        6.478949e-01     4.692551e-01  -8.735217e-02  6.968290e-01   \n",
       "max        2.239859e+00     4.428626e+00   1.297442e+01  3.311051e+00   \n",
       "\n",
       "       percentage expenditure   Hepatitis B      Measles           BMI   \\\n",
       "count            1.649000e+03  1.649000e+03  1.649000e+03  1.649000e+03   \n",
       "mean             2.585359e-17  1.637394e-16 -4.308931e-18 -6.894290e-17   \n",
       "std              1.000303e+00  1.000303e+00  1.000303e+00  1.000303e+00   \n",
       "min             -3.974386e-01 -3.016682e+00 -2.206239e-01 -1.829459e+00   \n",
       "25%             -3.761509e-01 -2.038414e-01 -2.206239e-01 -9.433046e-01   \n",
       "50%             -3.149330e-01  3.821671e-01 -2.191362e-01  2.821199e-01   \n",
       "75%             -1.077978e-01  6.556377e-01 -1.836300e-01  8.948321e-01   \n",
       "max              1.038404e+01  7.728394e-01  1.281561e+01  1.973408e+00   \n",
       "\n",
       "       under-five deaths          Polio  Total expenditure   Diphtheria   \\\n",
       "count        1.649000e+03  1.649000e+03       1.649000e+03  1.649000e+03   \n",
       "mean        -2.585359e-17  2.574586e-16       1.680483e-16  1.292679e-17   \n",
       "std          1.000303e+00  1.000303e+00       1.000303e+00  1.000303e+00   \n",
       "min         -2.715414e-01 -3.589622e+00      -2.269088e+00 -3.808306e+00   \n",
       "25%         -2.654007e-01 -1.142672e-01      -6.725248e-01 -9.990640e-02   \n",
       "50%         -2.469787e-01  4.204028e-01      -5.043085e-02  3.636435e-01   \n",
       "75%         -9.346186e-02  5.986262e-01       6.586693e-01  5.954185e-01   \n",
       "max          1.262387e+01  6.877378e-01       3.669082e+00  6.881285e-01   \n",
       "\n",
       "           HIV/AIDS           GDP    Population   thinness  1-19 years  \\\n",
       "count  1.649000e+03  1.649000e+03  1.649000e+03           1.649000e+03   \n",
       "mean   6.032504e-17  8.617862e-17 -3.016252e-17           5.601610e-17   \n",
       "std    1.000303e+00  1.000303e+00  1.000303e+00           1.000303e+00   \n",
       "min   -3.123886e-01 -4.850198e-01 -2.080323e-01          -1.033234e+00   \n",
       "25%   -3.123886e-01 -4.448828e-01 -2.053085e-01          -7.069931e-01   \n",
       "50%   -3.123886e-01 -3.463489e-01 -1.878787e-01          -4.025019e-01   \n",
       "75%   -2.128949e-01 -7.387447e-02 -9.930083e-02           4.892224e-01   \n",
       "max    8.061668e+00  9.902593e+00  1.816047e+01           4.860846e+00   \n",
       "\n",
       "        thinness 5-9 years  Income composition of resources     Schooling  \n",
       "count         1.649000e+03                     1.649000e+03  1.649000e+03  \n",
       "mean         -7.756076e-17                     1.723572e-16  7.928433e-16  \n",
       "std           1.000303e+00                     1.000303e+00  1.000303e+00  \n",
       "min          -1.033406e+00                    -3.450474e+00 -2.834059e+00  \n",
       "25%          -6.894936e-01                    -6.695574e-01 -6.512310e-01  \n",
       "50%          -3.670756e-01                     2.264549e-01  6.445038e-02  \n",
       "75%           4.712113e-01                     6.526070e-01  6.727795e-01  \n",
       "max           5.006558e+00                     1.663353e+00  3.070312e+00  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler = StandardScaler()\n",
    "\n",
    "data[continuous_columns] = scaler.fit_transform(data[continuous_columns])\n",
    "\n",
    "data[continuous_columns].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9edcf0da",
   "metadata": {},
   "source": [
    "### Transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b2f8611b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "features_to_transform = ['Adult Mortality', 'infant deaths', 'Alcohol', 'percentage expenditure', 'Measles ', 'under-five deaths ', ' HIV/AIDS', 'GDP', 'Population', ' thinness  1-19 years', ' thinness 5-9 years']\n",
    "\n",
    "for feature in features_to_transform:\n",
    "    df[f'sqrt_{feature}'] = np.sqrt(df[feature])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6333d6c5",
   "metadata": {},
   "source": [
    "Additionally, given the number of right-skewed Density Plots above, I believe it's important to transform the graphs using square root transformation, as right-skewed datasets can have negative effects on linear regression models. Doing so helps normalize the data. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "086a8b91",
   "metadata": {},
   "source": [
    "### Checking Linear Regression Assumptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "149a1f7e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "response_variable = 'Life expectancy '\n",
    "\n",
    "for feature in features_to_transform:\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    sns.scatterplot(x=df[feature], y=df[response_variable])\n",
    "    plt.title(f'Scatter Plot of {response_variable} vs {feature}')\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel(response_variable)\n",
    "    plt.grid()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "466cb249",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mDTN37lxjxQGGsV05QavVMs8++yzTrFkzJjAwkOnfvz+TkZHBxMXFWVUMOHToEHPHHXcwISEhTIsWLZjFixczn376qVXVhT/++INJTk5mgoODmdtuu4154oknmGPHjjEAmDVr1nD2JyMjg7n//vuZuLg4Rq1WM02bNmUGDhzIbNmyhffYTpo0iQHApKSkWP3u559/ZkaNGsW0aNGCCQgIYJo1a8aMHj2a+f333x0+blxcHDNmzBjO39uqupCZmcmkpKQwwcHBDACzCgSrVq1iEhISGKVSaTUuv/76KzNmzBgmKiqKUalUTIsWLZgxY8Yw3377rdnjb9myhenWrRsTEBDAtG7dmnn99dc5q2PYc//99zMAmBkzZlj97vLly8z//d//MZGRkUxoaCgzcuRIJisry+r9YavqAsMwzBdffMF07tyZCQwMZBITE5lNmzbZHCudTse8+eabTPfu3ZnAwECmSZMmTKdOnZinnnqKOXv2LMMw0rw/CCH8KBiGYTwUYxNCCCGEEOIylKNLCCGEEEJkiQJdQgghhBAiSxToEkIIIYQQWaJAlxBCCCGEyBIFuoQQQgghRJYo0CWEEEIIIbJEG0ZYMBgMuHr1KkJDQ407IxFCCCGEEO/BMAwqKirQvHlz+Plxz9tSoGvh6tWraNWqlae7QQghhBBCHLh06RJatmzJ+XsKdC2EhoYCaBg4y+0difR0Oh127dqFESNGQKVSebo7jQqNvWfR+HsOjb3n0Nh7jtzGvry8HK1atTLGbVwo0LXApiuEhYVRoOsGOp0OwcHBCAsLk8UHz5fQ2HsWjb/n0Nh7Do2958h17B2lmdJiNEIIIYQQIksU6BJCCCGEEFmiQJcQQgghhMgSBbqEEEIIIUSWKNAlhBBCCCGy5FOB7m+//YaxY8eiefPmUCgU+PHHH81+P3XqVCgUCrN//fv390xnCSGEEEKIR/lUoFtVVYXu3btj9erVnG1GjhyJ/Px847/t27e7sYeEEEIIIcRb+FQd3VGjRmHUqFF226jVamg0Gjf1iBBCCCGEeCufCnT5+OWXX9CsWTNERERg4MCBePXVV9GsWTPO9lqtFlqt1vhzeXk5gIbCyjqdzuX9bezYMaaxdj8ae8+i8fccGnvPobH3HLmNPd+/Q8EwDOPivriEQqHADz/8gPvuu89426ZNm9CkSRPExcUhJycHixYtQn19PY4ePQq1Wm3zcVJTU7FkyRKr29evX4/g4GBXdZ8QQgghhIhUXV2NSZMmoayszO5OtrIKdC3l5+cjLi4OGzduxPjx4222sTWj26pVKxQWFtIWwG6g0+mwe/duDB8+3Ku3JEw/fQ2v7ziDgvJa422asEAsGNUJwzrHeLBn4vnK2MsVjb/n0Nh7Do2958ht7MvLyxEdHe0w0JVd6oKp2NhYxMXF4ezZs5xt1Gq1zdlelUolizeCr/Dm8U7LyseM9SfQcEZ4a0/tiyVazFh/Ah9M7oWRSbGe6p7TvHnsGwMaf8+hsfccGnvPkcvY8/0bfKrqglBFRUW4dOkSYmN9NwghnqU3MFiyNRu2Lnuwty3Zmg29wScvjBBCCCGy5lOBbmVlJTIzM5GZmQkAyMnJQWZmJi5evIjKyko899xzyMjIQG5uLn755ReMHTsW0dHRuP/++z3bceKzDuUUI7+slvP3DID8slocyil2X6cIIYQQwotPpS4cOXIEgwcPNv48b948AMCUKVPwwQcf4OTJk/jyyy9RWlqK2NhYDB48GJs2bUJoaKinukx83PUK7iBXTDtCCCGEuI9PBbqDBg2CvbVzO3fudGNvSGPQLDRQ0naEEEIIcR+fSl0gxN36JkQhNjzQZAmaOQWA2PBA9E2Icme3CCGEEMIDBbqE2KH0U2Dx2EQAsAp22Z8Xj02E0o8rFCaEEEKIp1CgS4gDI5Ni8cHkXtCEm6cnaMIDfb60GCGEECJnPpWjS4injEyKxfBEDQ7lFON6RS2ahTakK9BMLiGEEOK9KNAlhCelnwLJbZt6uhuEEGKT3sDQyTghFijQJYQQQnxcWlY+lmzNNqv7HRseiMVjEym9ijRqlKNLCCGE+LC0rHw8s+6Y1eY2BWW1eGbdMaRl5XuoZ4R4HgW6hBBCiI+ibcoJsY8CXQ/SGxhknC/CT5lXkHG+iA5EhBBCBKFtygmxj3J0PYTyqQghhDiL7/bjO26mL9ACNdLY0IyuB1A+FSGEECnw3X78y4w8TPzkIO5csZe+Y0ijQoGum1E+FSGEEKk42qbcUn5ZLZ5edwzb/7rq0n4R4i0o0HUzyqcihBAiFXvblNszc/1x/JxJwS6RPwp03YxvPhXfdoQQQho3rm3K7WEAzNp4HMu3Z7uuY4R4AVqM5mZ886n4tiOEEEJMtynfkZWPLzPyeN3vo99y0L1lJEZ3o0XQRJ5oRtfNHOVTKdBQfaFvQpQ7u0UIIcTHsduUjxJYuWfRT1m0LoTIFgW6bmYvn4r9efHYRCr/QgghRBR2QoWvoqo6WhdCZIsCXQ/gyqfShAfig8m9qI4uIYQQ0UwnVPiidSFErihH10NM86muV9SiWWggFfImRCC9gaHPkAfR+HuvkUmxeH9ST8xcf9xmOUtLtC6EyBUFuh7E5lMRQoSj3QU9i8bfmrcF/qO7Nce7hobqCvbQuhAiZxToEkJ8Dru7oOVMFbu7IKUAuZbY8fe2QFBK3hr439OjOU5eLcVHv+XY/L0CtC6EyBsFuoQQr2MvIHK0u6ACDbsLDk/U0Je3C4gdf28NBKXAFfizu5C9P6knRndr7pG+AcDC0Yno3jISL/2UheKqOuPtchl/QuyhQJcQ4lUcBURCdhek1CDpiRl/Oc/A2wv8WbM2HMdqKDxaq3Z0t1jcnUTrQkjjQ4EuISbkfGnVF/AJiLT1Bl6PRavIXUPo7o5yn4F3FPgDgIEBZqw/hg/9PBvQ07oQ0hhRoEvITXK+tOoL+AZEbz7Qndfj0Spy1xC6u6PcZ+CFnFD5ckBPiK+iOrqE4NZMouUXMjuTmJaV76GeNR58AyIoQLsLepDQ3R2FzgD7GiEnVGxATwhxHwp0ZUpvYJBxvgg/ZV5Bxvki2t7RDkcziUDDTAyNoWvxDXQKK7W0u6AHCd3dUegMsC8wPb7W6w2IDFbxvq+vBvSE+CpKXZAhugQvjNwvrfoKIQFRctum+GByL6v3uYbe527B7u7IZ/zZGeCCslqbJ5OKm/fzlRl4W8dXIXwpoCdEDijQlRk5r252FblfWvUVQgMi2l3Qs/iOPzsD/My6Y1AAZq+tr83Acx1f+fC1gJ4QuaDUBRmhS/DiyPHSqi8SekmcvU9y26YY16MFkts29YlgSU74jj87A6wJN/8MacIDfebkm08ZMS6+FtATIic0oysjdAleHLldWvVlQi6JE9/i6zPwfMqIcfGm96+jEopUYpHIDQW6MkKX4MWR06VVOfD1gIhw8+U6rmKOm/9KjsOopFivef86Wr9B6zuIHFHqgozQJXjx5HBpVU4oJYF4GzHHzVFJsV7z/nVUQnH59mwqsUhkiWZ0ZcTZS/CN/ZIVzSQSQrg4Or6a8rZ0Jz7rNz75PUe2u9eRxs2nZnR/++03jB07Fs2bN4dCocCPP/5o9nuGYZCamormzZsjKCgIgwYNwqlTpzzTWQ8Qs5iHlZaVjztX7MXETw5i9sZMTPzkIO5csbfRncXTTCIhxBZ7x1dT3pLuZFrrd+2BHF7bFHMxXd9BiK/xqUC3qqoK3bt3x+rVq23+/o033sD//vc/rF69GocPH4ZGo8Hw4cNRUVHh5p56jphL8EJ3BaPNKAghjRHX8dWUN6Q7WU5cLN12WpLHpfUdxBf5VOrCqFGjMGrUKJu/YxgGq1atwosvvojx48cDAL744gvExMRg/fr1eOqpp9zZVY8Scgne0SUty0tWtFiBEOINPJVqZXl8jW6iBhigsErrFelOztT6dYTWdxBf5FOBrj05OTkoKCjAiBEjjLep1WoMHDgQf/zxB2egq9VqodVqjT+Xl5cDAHQ6HXQ6nWs77WJ9WocBCAMAGPT1MOit2xzKKUZxZQ3USu7HKa6swcFz11Feq8PcTZlgALP2JZU1mLPhKFY+3APDOscI6iM7xr4+1r6Ixt6zaPzFSz99Da/vOIOCcpMSdGGBWDCqE69jkBRjb3p8NcV1rHUVvYHB0bwSFFZqERUSgNd+zkKAUniY66cAGAac6ztiwgLRs2Wo0+9Xet97jtzGnu/foWAYxievOysUCvzwww+47777AAB//PEHUlJScOXKFTRv3tzY7sknn0ReXh527txp83FSU1OxZMkSq9vXr1+P4OBgl/SdEEIIIYSIV11djUmTJqGsrAxhYdYnnSzZzOiyFArzS0YMw1jdZmrhwoWYN2+e8efy8nK0atUKI0aMsDtwcnEopxiPf3HYYbv5d3fEip1/O2z3+ZTbBa001ul02L17N4YPHw6VSsX7fsR5NPaeReMvnN7AYOB/96G0xvZMDjvzuHPOALvpA3IY+/TT14xX2JxhOhP+v11nsDYjz2xhmp8CmJoch3kjOjn5TA3kMPa+Sm5jz16Bd0Q2ga5GowEAFBQUIDb2Vq7o9evXERPDfSlLrVZDrVZb3a5SqWTxRnCkf7tmiGoS5LAkWWSTIGj1jvPOCqvrjeMmJIeusYy3N6Kx9ywaf/7eTz+La5X1sFf3IK9Ei+OXK3htTOGrY683MHhl29+o5XFMduS5kYkY1a050rLy8eHvF8FYjK0CwIe/X0T3uGjR6zBMvwuigxvCDl8dezmQy9jz/RtkE+gmJCRAo9Fg9+7d6NmzJwCgrq4Ov/76K1asWOHh3nkvvruChQcF8Ho8drECLVojhEhJb2Dw0W/nebWVe3UAZ7YjtpS65RTu7qIRtChZCMvvArWSwRt9G2akR3Vr6XT/CXHEp8qLVVZWIjMzE5mZmQAaFqBlZmbi4sWLUCgUmDNnDl577TX88MMPyMrKwtSpUxEcHIxJkyZ5tuNejk9JMrZYOtchToGGQLZvQpTgcmWEEOLI6r3nUF3Hb5WX3KsDSBnIF1XV4auMXLuBs9g6ulzfBQAwd1MmfRcQt/CpGd0jR45g8ODBxp/Z3NopU6Zg7dq1eP7551FTU4MZM2agpKQE/fr1w65duxAaGuqpLnslWykFjkqS8Z35BeCymQFCSOOkNzBYcyCHV9uIIJXX7EjmKlIH8nnF1bzaCQmw7ZWuZNF3AXEHnwp0Bw0aBHtFIhQKBVJTU5Gamuq+TvkYRykF9vLa2Jlfy/trTO6fcb6I98wAnxw6Qgg5lFPMuQDN0mMp8bIPnPhs9x4TpkZVnR4VtfUOHy8uil+FISEBtqP0CvouIO7iU4EucQ5XIXE2pYDPbj6OZn75nvHLPYeOECIdvseLkAAlZg1p7+LeeB6fK2yp93aBwcBgxvrjdh8rNjwQjybH49P9OQ4XJQuZKafvAuItfCpHl4jnaAc0oOEyEp/tfJV+CiS3bYpxPVoguW1Ts9kTvmf8cs+hI4RIh+/x4skBbbx2NlfqrdP5rK0Y3a05nhqQwPkYCjSknAX4+xlTzyxHzzQ1TcjY0ncB8RY0o9tISH0Ziat0GJ9LakJnBgghjVtJVR0UN3fu4hIc4Oe1s7muqkLDZ7v3haMT0bV5BBb+eNIsjcHy+dnAOXVLtvmOcyL7yee7IJa+C4gbUKDbSEh5GcnRQZvPojVvnXUhhEhPSE1tS2lZ+Zix/pjDdjU6A3ZmFWB0N+8qXyhFypg97BU2e8//6o7TZkFuVEgAFo3hCl7Neyp281R76RUs+i4g7kCpC42EVJeR+JQO43NJTa6kvjxJiK9Ly8pHyut7MPGTg5i9MRMTPzmIlNf38CotpTcwWLD5JK/nYRhgxnrvKl8oZcqYGFzH65KqOsy0GCu2bUG51qzttXKt6LKQXN8FALDy4R6y/i4g3oNmdBsJKVIKHB20TUuH8bmkJje0SQYh5tKy8vH0OuvZ2IJyLZ5edwwfOjjxXb33HEqr+VVbYC3Zmo1QtQqFVVqz446t3blscWb22ZInKw8IOV4DrisLOTIpFkM6xeCrjFzkFVcjPlINlGRjWGfuHUsJkRIFuo2EFJeRhB60uS6p8f3C8SWuvjxJvIuUwZBc8ZmNnf/9X5zBk5Dauabyy2rxyGd/Gn+ODQ/Evd1jseVEvsPduaQ+WfVk5QEhx2vc/H8+bYUG5LQzGvE0eUQZhBf2MtKCzSetZknCgx3vGS3FQVuOBz0+lydf+OEkanQGaMIoKPJ1UgRDbKAMNAQk/ds1k9174uD5IoezsWU19Xh3z1nMGd7B6ndCaufak19Wi49+sx0wz92UCYWfEiOTYl1ysurJygOuCLJ33Exf4HsM4xpTwHzsCXElytFthGx9+ZRV6xzmYTl70PbW7SCdzavls+98cZUOczc15CfeuWKvV+UREv6k2N46LSsfd67Yi8e/OAwAePyLw7J8T/x+7jqvdqv2nLX5t7urvuqSrdmoqze4JJdWyNbpUhNyvObb9suMPN7HML47o9E6BuJqFOg2IuyBxxY+B3NnDtreetBjgw7ThTJCgw6hX8hCgiLiPaRYWCRFoOwL0rLy8fn+XN7tF2w+aTVu0SFqiXtljb0k/1VGrqDL/HyxKWOAdPVpWY5O0IUcrx21tcTn/So0dYIQV6FAtxFx9sDjzEHbGw96UgUdQi87umO1NZGes+9hT6/Adxf2c1Wn5/93lFbrsHrvObPHePbbE67onk1/8jzuiJlldkUVGj4n6EKO1/ba2sLc/PfCDydRV2+w2YbvWO3IyqcKNcSlKNBtRKTI2RJ70Pa27SClDDqEzoawz0GzGb7F2fewN57sSY3PlRsua/7Igd7AmJS5ct/WsLuyr/FqJzaXdmRSLPbPH4IN0/vj7Qk9sGF6f+yfP0R0kMv3BF3I8dpeKTAuxVU69F9uu1ScK9IhCBGDFqM1IlItjBBTOszbtoOUsuwPn4oWXOwFT55Y2U/VBLg5+x72tpM9V+CTr86ltFqHgxeKeAXKmjA1XhrdGfnlWhzOLUawSolf/rmOspp6UUG2I/bKL/L9zDja2IEPISXD2D4IOV6btt2RlY8vM/Ic9qm4qs7mYj1HJS0tUYUa4ioU6DYiUm7PK/Sg7W3bQUoddLCzIZar8R05e60CGeeLrL54PFGTl+oA2+fs58fbTvZcwdkgPeN8Ea/Pz4TbW+OlLacE19gVw15aVlpWPlK3nDLbZEETpsbL9yQiMkQt+Qmj2BN0Icdr07Z8Al2WZYAtdALA2Xq9hHCh1IVGxJULI5x5bparntvWog1XBB2mlydXPtQdUSEBDtMZVu87b3XZzhMLlhrLIilnOPv58eQKfHdxPkjnNx+7as9ZtwS5AHdaFrsZhuVOYgXlWsxYf9ypBa5c3HlVQEhKFlfajdB0CDmk7xDvQ4FuI+Ou7XltBZee2A6Sa9FGSZXWJUEHOxtyf6+WeO3+JONjOcIGlNv/uur2BUuNZZGUFJz5/HjyRNNd+iZEISokQPD92M9bcpto6TvlhFmD29rMpRWyNTEg3Qkj3xOJwgqt09uQm75f+bIVYJtOAPwrOU704xAiFqUuNEKu3p7X0SVw0+eODvZH4emDLtkO0l4B+Jnrj+PJAQn4+Lccq8tqUgUdQtIZ2Mt2L/2UheIq7pkqV2wZejSvxGPblPoiZz4/pu+J4soa4+0amaSIKP0UWDYuCTPWW2/7y8X089a/bVNBeZ2ultLuNpuvK5/NMExJdVm+b0IUNGFqq1lkU34KYOm208afnUk/Yt+vL/xw0u5xicUViJumQ2w6lCv6cSzRmgLCBwW6jZQUCyNs4bu7EPvcOp0O209bP46z+Cza2HIiH+9N6oWl28wDUSmDDtOg6MC5Qqzed46zLQPw+jIBpJ3xKKzk/tJ01XP6Omc+P+x74uC56yg8fRCfT7ndp3dGsww27k7S4J5usfj5L36zl5afN7ELO6XkKN8640Kh4MeU4oRxd3YBajnKebEsJ3Dzy2rx9LpjeH9ST4zu1lzwc45MisWQTjHov3wPiqvqbLbhu76jIVAPBFDl1OMAtKaA8EeBLpGMmBXBrsJ30UZkSAD2zx/i0lkBNiiSMlCUcsFSdBN+hfl9eZGUt1H6KdA3IQrbT/PfTtXb6A0MVu89hzUHcsy26o0ND8SiMZ3x+9kbKKup57x/RLAK703shf5tm5r9/WIXdkqF3xUd8a+X2OOAve10+Zi14ThWQ4HR3YQHgXvPXIOBsf3MQq6AKf0UWDCqE+pyjjqVvuOK7ZqJfFGOLpGMN9UJFbJogw1Ex/VogWSLL10p8Q0U7S1iE5M77GgHpd5xkbJfJOXtnN2G2t3SsvLRe9lurEz/xyzIBW6lBk24vZXN+ypu/nt9fFektI/mLHP1638G48XRnRGsUrrgL+DGJ9/amathYk4YnalPzDIwwIz1wvOE2aCSK1UjIlglKLBk09RiwsStE6E1BUQomtElkvGmOqHeWMqJb3mqRWMSMXO99aVbMbnD9i7vDe3YsPDHXhkguSyS8mbpp6/hlW1/S34J1lX5i2y1AS6mqUHvi0wNslW2y5VmDW6H9jFNeI9T/zZNERGsEpSnK+SyvCVn6hNbEnJVjU+Arfb3w/BEjeB+7JwzAMcvVwh+f0pZA500DhToEsl4U3ApZc1gqfANKEcmxeIDP+tLt0Jzhx1d3nt/UnfjbVyXi+WySMqbzd2UiVq9+Re8s5dgXZW/yAY+jjiTGuQokHaFlHbRgoIipZ8Cr4/vKrifYk8YpZwcyC+rxcrd/yClXbTD14JPgF1QrhUVVIrNcxeytTDgu6lBRDoU6BJBuGaJ9AYGBoZBRJDK6lImy53BpbfOUvINKJ2tjMEnX/r1HWcwr5N53yyfs3dcJI7mleCnzCu0qlli7KVVqXPaHZ3gzBnWAfHRwaJeT6Ezi6apQXwILdvF6hDTBP9cqxR8P2fSckYmxeKBXi3w3bErDtsGKBWY3D8O4UEB0BsYwZ8hqScHVu87h9X7zjk8+fGmq3QsIVsLf5mRRwvUCAW6hD+uWaJ7u8diy4l8u1+AngguvXWWkm8Q68zKfj6X9wrKrX9v+pxpWfkY+N99tKrZRY7mldj9vZhLsHzyF1em/2O8TejrKTSgERqgCS3bxRIT5LKcOSbd1f42XoFunZ7B5wdy8fmBXFGfIfYKldSL8+xdOdAbGBRW8Esd8aYUMEu0QI1QoEt44Zolyi+rxUe/5Ti8v6eCS1fXDLbkzn3v7XF2hoVWNbueK8q6CZ1xFfp6CgloxMyUiinb5YxnBrYRlV8KNHxGZm/KFHy/fBGfIfYKldQpHVxXDmxNatjiiqt0jo6htLUwEYoCXeKQMyt+uUoIuZOrg0qWN9V1dGaGxZvKxMlZdBM1+IR1Ql5LoSc4Ql9PvrNpCoidKXXv++n9Xy9g49F8wZ9RvrnKXBgI/wyNTIrF+5N6YeZ68SXGuPpieuWAbxkzV1yl43sMFVqCjhaoNW5UXow45MyK39JqHfz8FLIPiNgvB8txkmrrT6Ec7VOvAG4WbrfmTWXi5Kx3XCQA7tBOTP6omBMcIa+nvW2MWSEBSswZ1kHUTKknghB2Q4XtPDe4AKSpgiDmMzS6WyxmD23Hq21UiErQY1+vqBU0qSH1tvFCj6G0tTDhiwJd4pCzBwe5H1zcUddRaJ1VewEJ+/OCUZ1gizcuQJEj05M/Z4rnm2JPcMTg+3qys2kai+dhe1lVp8fK9H9w54q9gk/w2LJdnjBrwzFs/+sqr7ZSvffFPE6725o4bKMAsO/ZwdgwvT9mDW7L63GbhQbyDuAXjemM/fOHSBbkij2GslfrRvHsB2160zhRoEsccvbgwHfnLV/l6hnQtKx83LliLyZ+chCzN2Zi4icHeQURXAEJOxPDFm635E1l4hqDlQ/34HyNhAYSSj8FFo3pLKofQl5P09m0aSnxAKxzJe1dzeA6cWPLdnlCw4YKx3kF59Eh0hzThH6G0rLyMWtjpsN2DIAeS3fhl7+vYe7wjrw3hOEbeEeHqiW9SufsMZTPFSza9Kbxohxd4pDQVa6Wnv0mE6n3djH70jYuOCirMv7smXkc57lyBtTZRWH2FuPpdLZXt0tVg9hVGxbIzbDOMRiR1EKysYoUGYTtyb4muJZs34QozPsm0+bvhSx0Ms3DHJkUiw8n98Kz355AlVYv6m9xxgs/nMSQTjEI8LczDyTB2zhErRS8w6GQvGCGAT76LQcGhsGE21thZfpZqzaWVw48dZLr7DHUW8tJEu9AgS5xSOgqV0vXyrVmQZnpF51ayeCNvsDdq37DwjFdfHIlv6u+HJxZFOZMkCnFl4Y3LczzBVIumBR7Wf3TAzlQ+DF4cUwX3vcRukuVvRO3p9cdw9xh7REfHYJmoYF4tH9rfPir44ouUiuu0qH/8j147f4kzvcq34oZ9ky/M8HuZ8jyM2xgGFF5wZ/8nsv5O8tqOJ7aaEeKY6i3lpMknkeBLuGF6yDC1tH9KTPfZl1WwDwoMxgYzFx/3Oogeq3cd8tWuerLQexWl1IEmc58aVBpMs9yZrbtk99z0a1lJMZ2b86rvZCZOH41fm/NOkaFBPB6bFcorqqz+151dkYzRK3E/xvagfP3tj7DEUHSXvOaO6wDZg1px7t0lytnRqU6hrJXsA5eKELG+SIADJLbRKM/VVpo1CjQJbzZuww+oH0zPPLZn5z3ZYOyl37KcrjgwNfKVrnqy0HM5Twpg0wxNYipNJnn9Y6LhJ+iIedUjH9vPA6lAhjdzTzYtXWVQMhMnNBKBSVVdQ7biLnCJATXe7V3XKRTz/3Wg9053/9cn2GuHSfF2nj4ImYNsa7gMDIpFk8OSMDHNuqjPzkgwSUnqVIeQ3dnF5idJKzed56uJjVytBiNCMJeYh3XowWSTWrjFlbxu5RXXMV9sPblslWOFn6JOcAKvZzniuoPXK83FypN5ll6A4OvMnJFB7lAQ26n5aIsrgWRJVV1ki90MvZDojZi2XuvHs0rEfXcCgXw/qSeNnchyzhfhB+OX8ELP5x06d/Fyi+rxeq9t2bQ2T4s3XoKH/2WY9UHBg05v64qlSjFMdTbyjwS7yCrGd3U1FQsWbLE7LaYmBgUFBR4qEeNh5SLE3y1bJXUu7AJvZwnNtVBSlSazP3Ymdb07AL8kHnF7smkEAu+P4nQQBVKKrU2V/oXlNVi5vpjxtk/WzOcDIDRSQ2fiZwbVZL0y9123AyOTD/LYt+/DGO9WJDvLmSusDL9LDpqQgGAdx8WbD7psisyzhxD6WoS4SKrQBcAunTpgvT0dOPPSqXSg71pPPgEZSFqf1Rq6x0+li+XrZJyUZHQy3neEGRSaTL3cmWQVFqjwyOf2k9HUgDYciIf703qiaXbTpv1g02f+OxALj47kAtfjS2+zMjDlxl5Zpe/nXn/mgbOu7MLeO1C5koLNp9EWbWOdx9Kq3U4eL4IKe2jXdIf9hjKnsD9/NdVXgGvN5zoE+8ku0DX398fGo24vcuJeI6CMgZwGOS6akWvL7HMgxyeqOG9KMwbgkxPrdpujPhu1epKbPAQGaLG/vlDcCinGLuzC/D5Aev0CWfSKbyBaZ778EQNYsMDRZ1gsIGzJiwQtfV6Ua9f3/hInC6oQEWt44kDR0qrhV8ByLhQ6LJAFxC3oNYbTvSJd5JdoHv27Fk0b94carUa/fr1w2uvvYY2bdpwttdqtdBqb+WXlpeXAwB0Oh1nnVFi29CO0Xh/Une8vuOMWQWGmFA1tPUGm4sp1H6M2X9fHtMRBn09DO4vn+lx6aevWY2dJiwQC0Z1wr55d+FoXgkKK7WIbqJG77hIq1q4PVuGIi5SjWvl3PWOI4NV6Na8idn7W+r3+ctjOmLupkwAtmehG/NrbMqZ8dcbGCzfdgoBSu+IHq+XVcGgD0PPlqFY8N1xqL2kX1wsjzt8KQAs33YKIf4KdIsNQXFljeg+lFQ13Fct4qLjiUsNecOaJipUaetR5+azCD/GIPq44eh9n376GuZuygQD87EpqazBnA1HsfLhHjY3u4kO9uf1vosO9m+03+2uOuZ7Ct+/Q8EwjHcfkQTYsWMHqqur0aFDB1y7dg3Lli3DmTNncOrUKTRtavtSha28XgBYv349goODXd1lQgghhBAiUHV1NSZNmoSysjKEhYVxtpNVoGupqqoKbdu2xfPPP4958+bZbGNrRrdVq1YoLCy0O3CEv+0n8/H893/Z/J3aj8HSPgYsOuKHpfd3x+iuja/8i97A4O5Vv3HWIQZgVS6Knem1NbNha2bYFDuz+r8Hu0KXl4nhw4dDpZJ+Xzq9gbE5C00a6HQ67N69W9T42/tMOaIAEBMWiOeGd8Rz358Q9RiWPv1XH/Rv09S5fikaFmu5g+lxR2ug96QQkUEq/PKfwaI/y/be94dyivH4F4cdPsbnU263mf7EzgYDtq8mcc0GNxbOHHO8UXl5OaKjox0GurJLXTAVEhKCrl274uxZ660PWWq1Gmq19ZaZKpVKFm8Eb9AsPARavf2DotagQLPwkEY55kfOFyGvRAsh+4peLNFixvoTxnxB07zeEUktMDSxOfov34NijlqkCgArdp7FvE6ue6+rAKR0aLxfKnyJGX8+nylb2HuwuxCqAvwlWcxWXKOHSqUS1S+29TsTe2LxlizJqkbwoTUoRI1jY5Z6XzcEqgOc3uLb8n2vNzDIyCnl9XoUVtfb/MyM6tYSCj8l7crogFziG75/g6wDXa1Wi9OnT+Ouu+7ydFcaNUcLlICGGcrGukBJzOIIdsX7ws0nkbrlFArKb12ViA0PxITbW3EGuez97c0gE+/G5zNli+UiRuNOUueL8PgXh6GtN4jqD7vAkU+/rK5OmPRJpVTgmXXHALi2Ri4R56mbG0Zw7dz2WEo8Zg1pL3i2V2j1EEdbAUtZ5pH4PlkFus899xzGjh2L1q1b4/r161i2bBnKy8sxZcoUT3etUeNTJmvBqE6N9kAktgoCA6DExorpgrJas61UifyYfqb4mjW4HeYO72D1OVP6KZDSPhpPDWiDd/aeE9yXJmql8SSVz2d99cSeiAxR2wxCuLaeJt5hy4l8dG8ZYXMb99IaHVamn8WaP3Lx+viuvGdPhVQP4Vu1Rcoyj8T3yWpntMuXL2PixIno2LEjxo8fj4CAABw8eBBxcXGe7lqjx7XrTUxYw89S5k2xO/z8lHkFGeeLBO0E5gnsLJhUYb53/7VEKiOTYvHepF5Q8HzjpLSLtrvt7DdHLovqh0pp/jXiaIer0d2a291tb2RSLPbPH4Kvp/VDEzElCYjL2NvGnVVareO9C5m9TR4sObOdOmncZDWju3HjRk93gdhh65JSz5ah2Jm2Q7LnEFN/0dPszYK5igIN6SKAb+5WRRpEhgTwWsAVFaLinAVzth5vSbXOqgi/s5eP2VnmN/6vO2as5z9rTVyPTw41A367kDna5MGUrdrhUnI255h4L1kFusT7WV5SkrKeH9cXtmmhd28Ndrku2VrmM4phL12kLueocw9OPGp3Nr/tze/v0cLml7bewCB1yymnT65s5ZlLcfl4dLdYPHU5AR/9luPU4xD347MLGd/1CbMGt8Xc4R1dFnj64gQJ4U9WqQuk8aqrN+CFH05y7nMONMwweHMaA3vJdsP0/nh7Qg9smN4fqyf2hAJC6jGYmzusA+cl5MZcZkcO0rLy8fmBXF5thyXa3i1y9d5zZgsZxXLlbnsLRyfi/Uk9ERXi+6vEfZkCQNOQAEH3cRTI8n3fpLS7zaVB7jPrjlnNLLMTJHxSMIh3oxld4vPSsvLxwg/2yxL5yj7ntmbBPvBT2JxtqNHpOfeoZxdtzBrSDrOGtLN5SU4uu+M0Juzl1YKyGizddprXfWI5Fu+kZeVjZfo/TvXHHVs66w0MIkPUWHRPFxRXahEVEoD1f17E4bwSlz0nMceGmEvHJWHpNmmqIwCe3zLcXo4wW9mGTwoG8W4U6BKfJjS/0Bf3OefKd9ydXWB3dbvpog1vDu4JN9O8wdzCKmw4dFHwDKytxTvsF7wUXLk4iOuSclyU/HetdFe+Ph+m+bF+fsDTDqp9CKmO4KhKhyvfX45yhH1lgoTYR4Eu8VlCVuyyXHmJ1ZVszfRy5fW6etEGcQ+htUVtmZYSb/N9cPB8kdPlu6JCAvDa/Ukue59xncTml9XKuvSYAsCTAxKw5US+x//OfyXHYVRSrFUJuA8n98KCzSdRaqO8odAA1ZPHMb4TH744QUJuoUCX+CwhK3bdcYnVE7ypODqtWpaOs5UQWLZyc9Oy8jHvG+e3/lUJfG2FvD/EnMTKQRO1Em8+2B1DOsUgukkgDucWI+dGJc7e8Ex1lFFJsTZnMkcmxWJIpxi8sPkktp/MR7VOb/ydmADVU8cxvhMfvjpBQhpQoEt8ltCzbLnWXxS7up1dmLf9ZD6ahYc49cUiZtUyBca2SRXk2crNlSqABoDrFVre1UyEvj+EnMTKSRO1P47mlWDG18ecrrbiiL3UCEcTA9w7oyVg1pB2oj7HntjkwdM5wsQ9KNAlPovvWXZUiAqv3W97px4xwZYcArS0rHws33YK8zoBz3//F7R6hehyOmLKulE5H25SBXn3do81e19KPUvKd7GOmPdHY71UXFCuxSe/u6eU2vieLfD98StWtztKPeB6PctqdFiV/g/aN2uCyJAAnzg+ejpHmLgHBbrEZzk6GwcayuFkLByKAH/rSnpigi05BGjsF1WA0nzUxNQbFrNq2ZfrHbuDVEHex7/loGfrSONYumKWlF2sc/BCEVLaRVv9Xuyq9ugQtaT9JNbu7HAbhneJEZQb6+j1BIBZG8xno739+EhrHeSPAl3is/icjb96fxJnkCtmFtLXAzSpy+kIXbVM5XwckzIf0HQsXTlLOuPrY3g8JQHx0cFms3iiV7U3zpferTRhgUhu21RQbiyfkyXLlIv8slo8ve4Y5g5rj/joEEQHe1/Y4U1rHYj0vO8dR4gAYs7GxQRbcgnQpC6nI3TVMpXzcYzPlQo+LMfSlQtqymp0ZjV52Vk8bb2B1/0t30eFlc5vYtEYsSf8wQFKVNfpOdtpwtQwMAx+yrwiKKhz5mRpZfpZAIBayeCNvkD66WsY1a2l6MeTmidyhIl7UKBLfJ7Qs3ExwZZcAjSpy+kIXbVM5Xwcs3elQgx2LNkA2h2LvNirHHOGtefV3vJ9RKvcxWFP8AHYXXRYUVuPRz790/gz34VkUr4uczdlQuGn9PqrYMT30RbARBbYs/FxPVoguW1TuwdrMcGWXAI0qcvpsMET12grYL76n8r58MNeqbDcvlmMs9cqkXG+CEDDAjV3YAOsDYcuQhPG//3BcvS+ItYWjemM/fOHYHiiBuFBAejSPJSzbZXFbG/pzRn53st2Y/tfV5Fxvgg/ZV5Bxvkis23TpX5dPLUtu97AcP6NRH5oRpc0OmKCLbkEaKaXxW0RWk5H6KrlxlzOx7JaR8+W3IEIcOtKxdoDOby3+7Vl9b5zWL3vHDRhgait576cLTUGDVUE5g7rgFXp/wha1S71rLbcRQSrMDUlAbuzC5C65ZTg3fNYpdU6zFh/3Ow208VkUr4unroKJocFxUQYmtEljY7QWUix9/FG7BcVYL3eR2w5Ha7ZR014oNUCPVc8vy9Iy8rHnSv2YuInBzF7YyYmfnIQd6/6zeH9lH4KRIUESNKHgvJamztZuVp8dDDem9QLkRZ/h633hykpZ7XlrrRah9d3nMbT646JDnK5sGkoaVn5AKR/Xdx5FYxdUGyZvmP5NxJ5oRld0uiIqZ0ott6iN9bcZb+olm87BeDWjkvOlNMRkifd2Mr5cFXruFbe8LfbW5STlpXv1GyuVBQAYsLUABS4Vi5skVxuYRU2Hr6E4qo6421RISosGtPZ4WvNvq8OXijCzK+PobTG/YG6r3BV/V32tTZdbGv5eT+SW4yvDl4U9fi5hdXSddYOuSwoJsJRoEsaJTHBltD7ePMlspFJsRjUvil2pu3AG//Xzemd0QBhq5YbSzkfPnVHX99xBiOSWlj97VLuYuYMtlep93YBAEGXrRWKW6vtTZVU6TBz/XF8cDNoskfpp0BKu2i8/n9d8fS6Y8I6TySTX1aL+d+dwIoHukPppzD7vI9KisXXf14UtZvbxsMXRe+mJoRcFhQT4SjQJY2WmGCL7324ghS2puS0lHgMS9R4NLhjn3d011ioVCqPPL/cv1D41B0tKLf+cpV6FzNnxISpkXpvF2NAautkjwvD8QeImUEbmRSLucM6mJUxI+713bErSD9zHa+PN99pMsDfD9PvSsBHvwmfVXYmuORzxYxts4NnWoK3LygmwlGgSxo1McGWo/vwCVI+O5CLzw7kes0ML3ENMdU69AYGaw/kuKUMGD/mgQN7srdy999Yve+86EcVM4M2a0g7rP0jByUeyDUmDUqrdTY3yFk4uiH3/pPfcwTP7IoJLvlcMbPVxhFvX1BMhKPFaIRITMhWq7QIQt6EVutgF625Ki9XASAyWIVIAbtTFZQ3XIVYtftvYxmmhnSC2yTpE58ghy0H9fNfVzElOV6S5yXiMbBdGmzh6EScWToKL47ujBGJMWjOc8Ga0OCSz6IyrjZcfGVBMRGOZnQJkZiQ2QlaBCFvfHY504Q1fLm6OieXfWctH98VNToD5m7KFHT/VXvOYW1GnvGyde+4SPgprLd8FcpRkLP9r6t46acsFFfdmsVV+/vx3nWNuAbXbPzeM9fwuYArEkKDSz6LylK3nAKg4P1ZknPFF0IzuoRITujshOklXG/mqMg6FWG3xqec2oJRnQDA5Tm54cEqzBnWAcMTNdCEibs8W1qtw9M3Z8yO5pU4FeTymUFb+nMWZqw/bhbkAqAg10ukZxeY/Sx0FhUAUhxs8GOJz6KygnItCsr598FRqTvi22hGlzRalgsZesdF4mheidNVAPjM4tnizYsgHOXDeXOFCU/jqtYRExYIoArDOscISncR4oFeLZB++jpKa3QorW7Y/Wrj4YtYNKazqPcoa8nWbDx/d0en+sbA/gzaE18cRvrp6049B3Gtzw7kIiwoAPHRwYhuokbqllOC30/XKrTIOF/E+/gr5XHyX8lxGJUUK8uKL+QWCnRJo2QrMLO8DCs2UDOtuSuEty6C4LqkzubDPTkgAR//lsP5e5opsV2to2fLUOxM2wFA+pMcBRp2y/ru2BWr3xWU1WLm+uPG103MDlf5ZbU4cK7IqT7OHdae833x6rZsCnJ9hLNVMH4/W4jfzxbyPv5KeZwclRQr+8ovhFIXSCPEdXnN8jKsMwvFRibF4skBCeAzScB1CdcbUgHq6g144Ycsznw4Bg2rrO3VifXUfvbehq3WMa5HCyRbXK6Vsmg++6hcI87evuVEPt6b1AvhweJKy3137DIiglWcuwU6Eh8dYvYz+37//uhlfOqizQ+I9+J7/HW0SyUftPCscaEZXdKoCKlP6sxCsbSsfJuznJa4FkF4QypAWlY+XvjhpFV+pCV7Maxp/nHfhCjZbxAhRvrpa1glYW1YTXggJtze2u5MG/u6hAepEOgvfr5DzGwwyzS4F1MGisgb1/HX3i6VfNDCs8aHAl3SqAjNhRRT61NIMG1rVzVHqQLuSAWQugJAenYB5n2TKescXrHbPb++44wk42yab/jzX1d53SfjQiEKyrWin7OkWocman9UausF35fdEWt3doFX7ABHvA/X8Zcr750PuW41TrhRoEsaFbG5kELuxzeYXjSmM6amJJgFQ1Luxy428HLFrlyfHci1uk1OObzOzMA3rA53fmbJNN+Qbx7j+RtVTj+vmCAXaAhgDl4o8pod4Ij3Ync1Mz2Gmea978jKx5cZeQ4fZ9bgtpg7vCPN5DYyFOiSRkXsQgYh9+MbFEeHqq0OuFLtx+5M4CV1BQCuWqtyqSFsbwb+6XXHMHdYe8RHhziVrhEcoER1nd7m7xRomKUyzTd0VPlDgYZyYzuyCmz81n0yzhdRugJx6MuMPHyZkQeNxXbUprtU8gl0U9rd5rPHGSIeLUYjjYrQhQxiFi0I3Q3LlJgtYwHzhWtvp591uGuQkMd2Ft8cXm8hZBGgoxl4AFiZfhazN2Zi4icHceeKvaIWNz41oK3N9yxXvqGj+r3eMoN64UaFp7tA0PCeUAB4akACNGFqpx8vKkSFF0d3dvpxLBWUa411nE05Oq7T4rPGjQJd0qjYCwAsiV204MxBV0yQzG4bO/GTg5i9MRMr0/+xWyXhxR+yUGen4L4nypx5Sw1hy7F0FJwKnf22dbKhCXP8Xpk1pB0+mNwLsRZbqtordM/mMWps3GfusPYorba/yNCyH1KLCgnAH+cLXfDIRCj2fbRwdCIOLBiKucM6OPV447o3R2JsmOiNSRx57tu/zI5hfDZmocVnjRelLpBGh2shg+UldrGLFuytCnZ00OVzydn0MrWYRWNFVXXovzwdr45LtPl7sRteOMMbagiLWQQoNEA3TdcY1P4uAA07o81Yf8Lhe8VWLV5HqRCW94kOUQMK4OPfzvPq77SUePgrFQ0l5CR+MxRX1Un7gIS3yGAV/pUcjza3mafUsHn98dHBmDusA9b8kSPohIi15o88rPkjDxEiS9c5UqmtR7/XdmP5+G7GzyTXcZ0WnxEKdEmjZCtokGpnNPbxxRx0hQTJziwaK67SYe6mTKzoK6wPUrOVX+oq9hbniV0EKCZAZ9M1juaVAACGdY7h/V4xzUnki71PWlY+nvvuhKAZ6LAgFValn/WaVAcijZJqHd7ZcxYfTO5lfD/ZyuvXhKkxpmsMtp28Jup5ym4GyYEqP9TqpN22uaS6Hk+vO4b3J/XC6G63gl2hJ4NE/ijQJY2WraBByl1yxB50+QbJUi0a0xsYWM67OFO+hy+u2W2x1SLs4Vqct2hMIiJDAnDg3A1RiwCdmf0urLxV1stVX9DsWO7OLsDnNipf2BMbHogNhy5SkCtTDG6dvHGVeCso12LbyWuYdmc8PtufK+o5AEge5JqaueEYpubGYUSXW1v50m5nxBQFuoS4kNiDLp/Ax9m8VvZL6GheCVI6xDjsQ3QTNZ79JtOpuqumuGoIC60W4Sgw5kpJyC+rxYz1wrZpthxzZ2a/o5uoYZqhKvUXtLObMDjadIL4Pr4l3r4/dgX3dI3FzyeFL6R0NYa5lSoht9rcRBqyDHTff/99/Pe//0V+fj66dOmCVatW4a677vJ0twgRxFHgI1Veq+nMoqM+jOvRHB/9Jm57Vj8F8O8h7ZFwm+1SW2JyZB0FxlLXBI4OUSPjfJFZUC109ptN1+gdF4mdp6Xpl2WwX1JVh5nrxW/CMCpJg6IqaU5ovFHL8EAAztcQloMD5wodvm9Lq3Vo26wJIoJUKK0RnrPrLnKqzU2kI7tAd9OmTZgzZw7ef/99pKSk4KOPPsKoUaOQnZ2N1q1be7p7hEhGqkVj0U34lRNitzUWy8AAb1vkBbKE5sjqDQxW7z1nc8bR9MsuPChAstQLBRouk5ouzjENqk1nv3MLq43b+gpZjMjF3qy1rWDfT+FcbrWn6+u62mWq3Wt0tbSGV7svMnLx2v1dBV8FsScqROVwi3Eh5FKbm0hLdoHu//73P0ybNg1PPPEEAGDVqlXYuXMnPvjgAyxfvpz/A1VVAUql9e1KJRAYaN6Oi58fEBQkrm11NTiXOSsUQHCwuLY1NYDBTr5USIi4trW1gN52QXu7bXU6KGtrG8ZGdTNTNDi4od8AoNUC9XZ2XhLSNiioYZwBoK4O0Nk5wAppGxh4670ipK1O19Cei1oN+PtztlUCeGVoPGZvzESdvwr1fg2PqzToEVDP3Qed0h/1yobHVej1qCgqBaqa2G4cEACoVNAbGCz96SQC67gDhHqlEjplw2voZ9BDbaMPCgArvj+K4e2GQxl4M8A2GHDk1GWU3ihFkNU9bj1uflktDp0vRGVJOV7dno1r5XVW7fV+StT5qxq+7LacwsJBcQji6DPbFgDAMAjScc9gGvz8oPUPMAa57GOW3ajFvM//gHJCDwzvokGyJhBoEQIEtkBHTRMs2ZqN0hulxscJD1bh0X5xGB4XCkNVFfy0Fs9p4xix+1QBXttxGlfL66BVNYxZbHggFg+Jx/nrFVi9r6GCgulYMAqgVnXrOBWoq4WC4xBh2Vat08LPTomFmgCRbevr4GfneCKorUpt/NwH1OugNHAfe2y1VSsZKGv1CKpTwk9/KxiqVQWAUTR87lV6HfztHNOEtNX6q2C4+fkU0tZfXw+VnvuYVuevgl5EW9NjRHwgY/UZMT1GsG21dbVoqtBhVt8YfLY/z2Zbrs89q16pBEzapg5NQM6NSnz46wWbbdnjiYIxIFDHfaw0bQvGgNIbpThy6hL6tbFxRczfv+HYCjR8b1ZXcz6uoLZCYgNPxRGm37cBAb4fR9gbC1OMjGi1WkapVDKbN282u/3f//43M2DAAJv3qa2tZcrKyoz/Ll26xABgyhpecqt/+lGjmLq6OuM/Q3CwzXYMwOgHDDBvGx3N3bZ3b/O2cXGcbQ2dO5u37dyZu21cnFlbfe/e3G2jo83bDhjA3TY42LztqFGcbRnAvO348fbblpTcavvoo/bbXrlibFv/9NP22/7zz6228+bZb3v8+K22L71kt63ujz9utV2+3H7b3btvtX37bfttf/zR2Fb36ad227486SWmwwtbmQ4vbGX+ff98u23n3zOb6fDCVqbrS1uYDAd/W/3bbzN1dXXM/r8LmMmPvGa37Yohjxn78H9T37LbNm/Ws7feE8eP2237ab/7jY/77sc77LZd12u0sW2/2evstv2+6xBj2+7PfWu37Y5OKca2HV7Yaret6TGiplbL1KmDONve6NKFqaqq4nWM+Cu2nVkfLoU342z7T3Qrs7b/RLfibHspvJlZ279i23G2LQoKM2t7sHUSZ9sqldqs7b62feyOm2nbHZ1S7Lbt/ty3xrbfdx1it22/2euMbdf1Gm237eAZnxrbftrvfrttR09fbWz7zp0T7bb9v6lvGduuGPKY3baTH3nN2DZ1hP1j2vSHXja2nX/PbLtt/33/fMHHiA4vbGWmP/Sy3bapI542tuVzjOj60hbmxx9/ZCY8bv8Y8c6dE42PO3r6arttTY8Rg2fYP1bWP/30rWPPlSt22+offfRW25IS+23Hjzf7nrPbluKIhrZOxhFlaCgPX1ZWZjc2lNWMbmFhIfR6PWJizBfWxMTEoKDA9qW45cuXY8mSJbyf4/r16/hz+3bjz2P0es5p8eKiIhwwaTuyrg5cF4nLysrwm0nb4dXVCOZoW1FZiX0mbQdXViKMo21NdTV2m7QdUFaGSI62dXV1SDNpm1JUhGiOtnq9HttN2va7fh0ajrYAzNr2KShACzttd+7cCf3Ns92ely/DXsJJeno66sLDAQDd8vKQYKftvn37UHPzvZF44QLa22n7+++/oyKvYdai49mz6GSn7YEDB1B6/ToAoN2ZM+hip+3BgwdRdPMsNOHUKXSz0/bIkSNgi/q0OnECvey0vaeFFr36NpwJN3ewwvmhBAOSb7bFEbtNcerUKeTcfO2e6mTnTBvAmFYGdLz5uBFn7feh+sZl43si9OJFDLHTdkAsg+ibjxt07ardx70jhsEbN9sGlNnvb5/oW22Vtfbbdo261dYRq2ME7I/F7t27jf9v7xjRMgRmfYj6hOF8zJgg87YxX3E/f1SA+d/W8hvutiEq88dt+xN3HwL8zNt22sndFjBv2/UX+22X9dFDH9jQvmeG/baLe+lRF97Qtttx+20XdNejJqahbWK2/bbPdjWgonVD247n7b/G/6+LAaXtG9q2u2K/7VOd9Higa0PbhEL7bR/vYMCYPg1tW1XYbzu5nQFDRBwjYvzst70/3oAeN9s2DeJxjOjT8HhPd7b/uMNbGND65uOGXrTf1vwYYb8PF/Py8NfNz2dAWRlG2Wl7+fJlHL/ZVllbi3vstM0vKMARk8/9ODttKY5o4GwcEWqnrSkFwzD2P80+5OrVq2jRogX++OMPJCcnG29/9dVX8dVXX+HMmTNW99FqtdCaXD4sLy9Hq1atUJiXh7AwGy87pS7YbisydUGn02Hv3r0YMmQIVJS6YM5B6oKttnoDg9Fv7UNJSQVnjiZ7qVHtx2BZTx1e/VOPRfd2xd1dbBxibqYuHMopxhNrDjq8LOkodYH1/pR+uL3jzeczGKCvqsa49/bjernWqt/1SiXqlSpEBgegpKrW/iVMPyV0JukInz/QBVV19Zj//V8NN9lpay91Qe/nhzr/AOPPttIhlt2X1DCGN48RegODu1f9hrLCUpuPqfZj8FJvBop2/XB31+YNN5ocI47kFuOZr2/lQxoUCmPqAiAsHcEbUhcC6uug5Jm64LCtSTqCql4Hf56pC2xbtR+DRb0MWHrMD1qDeeoCFH5Q+/tBr9X6dOpCWKA/7u0ei3V/XrJuezMdYcX/dcPgTs1uvVdvLjSzlbrARWjqgp/KH0v7GLD4EAPUcf9tYlMXFIwBGhWDtNkDbOfoNuLUBbPvWxmkLpSXlCA6Lg5lZWW247WbZDWjGx0dDaVSaTV7e/36datZXpZarYZabX1+pIqIgMrOwBlFRPDvoJC2N2cpJW+rsqyY6uG2Oh30gYEN423rMbytv1K3DeY63xbXVgXg+Xu74Zl1DQESZwhy81jCKJUo9Q9AU81tUNl5f/Zv1wwRYU0cL3zT31wIxfijRml9eGErDvRLbGn2JaRSqzH3/j42+624+bidW0Rg75kbqFXayuS1/tsABZ5Ny0HqvYlYPiXFdlUEk7Za3o8Lm20tx/DI+SLklWgBjsdVKxkY1Ho8//1J+AcENKwSN7n/dVSh1PK+pn3wE9BfQW0dVPMQ21ahbkgsl6KtyfemVhEguK1ayUAfqEepvxJakxxdtm2tngEg4HEdtWVg/PuEtVUBSjvHFDttZw7vjOkD2iCpU+uGXPGyWmPbqPAmWDw2ESNuViZQAVj4UF/zqifG18Mf1TY+y2ZM2tr63JvSBPoDqEUN/KG197eZPa5SwOdeic7tNdh5sZpfPeqAAO7fOdPWVbGBM3GEve9bH4wjVDznaf34P6r3CwgIQO/evc0uBQINlwbvuOMOD/WKEPdiy11pwvmVH9OEOd6ZzHQveXsUAKbflWD8f8vfAdwVB7j6rQkPxJMDErD3zA2Hz2/pWnmtMXjeP38INkzvj7cn9MCiMZ0FP5Y9sTZ2dxNS53jJ1mzoDeYHbSnKxynsfL8TeYsObZjAGZkUa3zvr3y44b3//N0dER4UYPaeYz9/rtq2l/Vgr5YufXygoWrI7I2ZmPjJQdy5Yi/Ssryv/i9xH1nN6ALAvHnz8Oijj6JPnz5ITk7Gxx9/jIsXL+Lpp5/2dNcIcRvTclfp2QX4zMauWGwMtGBUJ15leBzVizUttdWzdaSoPee5tmYe+N99DvtnCwPzckNsWTO9gcGn+3OcLs3Gurd7rNl2wodyinH2WiXv+0u96xrLVxLTRnZphkeTE1BYqcWFG1V4d+9ZGDzc96iQAJRU1fnsznCasFsnSko/Bcpq6vBG2hm7m7EMT9QgdUs2ANfVynX3yRfV1iWyC3QffvhhFBUV4ZVXXkF+fj6SkpKwfft2xMXFebprhLgVu9lDctumuD0hyirwjAlrKJo/rLPttB5bTAPRgvJaFFdqERUSAE14kNklQme2tLXcpCLjfJFTtXAZWAeS9nY0Y38OD/JHWY2dnG8TW07k4/mRnbE7uwCpW7JRUC68v2sOXIDBwKB/26ZQ+img9FNg0ZhESeuWequ0U9dx4nI5Fo9NxNzhHVBdV49Pfs/xSF/Y9JpFYxIx00fHXhOmNrvC4GgzljnDOiA+OhiFFVpR710+2HG9Pb4piv8+55LnsMXyZJdq6zY+sgt0AWDGjBmYMWOGp7tBiNewFXj2bBmKnWk7BD8W361qpdrS1tmtjlk7bl6+ZANurhlqduZ5eKKGc1MKS/lltVi99yxWpp8V3b9d2dexK/s6IoJUeCwlAeU1ddh8/LLox/M1bND13qRe+Pao6/7uqOAAxDTxB1Bu9Ts2BJpwe2voDAbMGdYBGw5ddFnw5yqp93YxBnR19Qa88MNJzs1YAIja6jksUIlyB9VKLJ9r8dhE3J4QhZ1/W6c2uZKtk13SeMgy0CWEWLMMPHX2qkN4Eam2Ov4yIw9fZuSZXa51NPM8e1h7lNfU2Uz9sPTRb9ZF78UordE5DDyGdb4Np65WWO2G5unL/c5gZ95e/PGk2e5zUiuurkOVVgu0tf5dWKA/qnV6s/G3DMjCApUYkaiBWuWHr29WNPAWEcEqvD6+q/ESfVpWPl74IUvS3cdYbzzQHccvlvDeEnxop9swMinWo8cdqU6aAfu7FRLvQoEuIcSr8clVbaj0YKfKhAnLnD1HM8/DEjW8At3qOv6zW85KP30Dqyf0RNNQNa5X1KKwQoul20677fn5mDW4HdrHNEGz0EDsPXONVyoCA6DEhUGuI2W11qkqlu+p8lo9vj92Bf8e2s49neIpQAm8+3BPFNfUIeN8EUqq6jBzvXW6ghSm3xVvPFFU+yvxzl7HqQgHLxRBb2CMC+ASY8Nw7HKFoOf9V3Ic4qKCRb/XpTpptrXttmW+M/Eesqq6QAiRH9OKD7YqOdir9GAL+8Vvq9KBLWygbU8TtfvnDF7ekoW+CVEY16OFcYW9N0lpF41xPVqgd1wkvj8mrxQMBg1XCLxJnR54dM0hY7WBWRtcE+QCwPfHrqCuvqG+ms1tdm2oqjPg3T1ncfeq3wAAp/KtU0ccubuLBlNTEhAbHig49cFWZRQx2Hxny3UD7Ak0VXjwPhToEkJcSm9gkHG+CD9lXkHG+SJewaUle6XHPpjcCwtHJwoqqWaas+eI0k+Be7vbn6W5rYmA+poSKa7WGfsv1UyVVCKDVeibEIW0rHz0X77HJZfOPc2TM898uDKNpbhKh/7L9yAtKx+FldwbrVhateesU/nOf5wrxKGcYiwa47jUoaXE2FAcyikWdfxh6Q0MlmzNtpvvzPcEmrgPpS4QQlwmLSsfqVtOoaD81pehJkyN1Hu7CL7E5yif1vT3O7Lyec248cnZ0xsYbDlhf5Ymp8jOjkkuxPa/b0IUQgOVqBCwOMiVHu0fh93ZBTZX+hN5KK6qM1ZscJf3fjmP9345j9ibtbW/PXoFxVV2dow0sefMDew5c8OpFINDOcV2K8DQojfvRDO6hBCXSMvKx9PrjpkFuQBQUK7F03Yu8dmbAWbzacf1aIHkm2W4TLG/H8XzS4zPTKijLzdPYvuv9FPgATcU4ufL3syXnIQG+ru1eoA32nj4IiJdvMmEpYKyWnz8Ww5eGdsFUSHCntsyxUDIFSe+i9mkXPRGnEczuoQQyekNDBZsPmm3zbxvTiA0UIX+bW4FrLYWeUSFBGDZuCSM7sZ/BsbRAja2piefnD1v/dKyrJU6okss1vzhHXmjV0prvPbkQErje7bAlxl5VrWYGwt2BnPO0PZYtUd8aT0xz6sA8OqO01g2Lgkz1h8XfN8lW7NhMDBYuu20zUVltq4e8U0R8rZUosaOAl1CiOQOni9yWCKquk6PRz790/jFAsDmpe7iqjrMWH8MY7M0WDWhF+9NJ+xtCAFwb0VsyVu/tF6+J9FqB7mIIBVKazyfO9o8IsjTXXCLshqdz9balVLCbSF4akAC71JjUmCD7MgQNeYOay+ohjV7X1sBckFZLZ5edwwRwSqzY1hseCAWjeks2Qk0cR9JUhf0ej0yMzNRUlIixcMRQnxcxoVC3m3ZS4kLNtsuas/a+lcBei3dxXtVs6MFbHxz9NjZYW+5RK0AMDyxGZZuO42Jnxw0rrIf+N99uLN9tKe7h4hgFVLaeb4f7vBj5tWbNXcZr0odcbdmoYFYODoR70/qicgg2/Nnrioxm55dgFlD2ptteewM9hhkeaJeUFaLmeuPGxem2qoAA/A/gSbuIyrQnTNnDj777DMADUHuwIED0atXL7Rq1Qq//PKLlP0jhPgk/gd65uY/PpsElNXU283vtTQyKRb75w/Bhun98faEHtgwvT/2zx8iaCGKvfJmUuL72AyA3dnXbZY32vZXPoIDlJL3TYjXx3dF/zZNHZ4cNFF7tp9SKijX4vtjlxERrPKaEyJ3UMC8bJefnwIMxwi4qhDBZwdyG7bevjfRWG7QFdjj1JYT+XhvkvMn0MR9RAW63333Hbp37w4A2Lp1K3JycnDmzBnMmTMHL774oqQdJIT4HlevOF6w+STvEj6OFrDxwTU7LJWokAC8M7GnU1/S7Gio/T23xvipAQnGTTjYkwMuA9p7z6p0pQTREZv72VhydS1nMNnFp45SZ1wx2blkazaGJ2pc+hll5ZfVIr+sBs/f3RGLxnTGyofFnUAT9xF1RCwsLIRGowEAbN++HQ8++CA6dOiAadOm4eRJ+wtQCCHy179NU0S4cCV2abUOB88XuezxbTGdHf5Xcpykj/3a/UkY27053pvUy6lAgN1ZbO6w9g43uXCFb45cwu//3MBPmVcQHhSAJ25u5GHL9qzrbuyZfU0CVZh+VwKiQpyrh1xSrcMDvVognOPyvZxEhQTgsZR4hAcFoK7egCVbs3ndzxUzu2xJL9PP6LSUeOmf6Kal205j7jcnsHTbabyRdgZlNXWUruDFRH0aY2JikJ2djdjYWKSlpeH9998HAFRXV0OplM/lKEKIOEo/BV4f3xVPrzvmsufIuFCIFDfnpJpuFyzVzlj/6hdnnAkKD1JJEggUVdXhzQe7Awyw58w1/Jh5lXe9UWeUVNfj0c8PGX/2le/+shodry2K+fju2BVJHsdbDeoQjb+ulKGoqg6fH8jF5wdyERWiErwpyMxBbfG/PRck6xdbHYX9jCa3bYqwIJWgRWpiWG4pTryPqBndxx57DA899BCSkpKgUCgwfPhwAMCff/6JTp06SdpBQohvGpkUiw8n9+K1SEQBiKjF6bkoSsoFaoM6NQPQUFpt5nppTgy+zMjDI5/+iee+O4G+CVE4/OIwY57yADeeHNAGUfLzyz+FVkGtmJ3vpt3ZRrIFZACQW2i9aUt8dIhkj8+FdkTzfqIC3dTUVHz66ad48sknceDAAajVDfusK5VKLFiwQNIOEkJ818ikWBxYYP9SIhssLh/fFU8N4L7UbcmTOw/xyUHlq3dcJNKy8vEMj/xGofJvlkpavfcc+iZEYVyPFri/ZwtJn4PYpwAQFuj7qQwKAAoJzy0/23/BuIBMChsPX7QKNMWUBgwRsZhTyJbixP1Ef/oeeOABq9umTJniVGcIIfJjeinx9oQoqw0hNCZbco5MikXX5uH4fxsz7S7qiQxu2GjCk9gFai/8kOV0WoCrdxFbmf4PNhzKQ+q9XaAJbxw1br0FA6C8th4hAUpU1XnHFs1CGRfZSfgmfe+X83h7Ym98MLmX1TFBDFtb7/LdOObNB7rjekUtiqvqUFxVh/d+OS+qD966uUxjxzvQfeedd3g/6L///W9RnSGEyNvIpFibOw6ZLuS4p0cL+Pn5YYady/jLx3f1isUfI5NiMaRTDPovTxd1+RYA1v+Z55ZdxArKtXhm3TG8N6kXYsMDG8XOZd5kQIfbsCOrwCWPHaD0Q53ewLt9ZLA/SqrrebfXhAeirEaHaokD9dQtp3BgwVCzY8KGP/NwMEdcTf7d2QVmgS7fjWMqtDq8sfNvpz8T3rq5TGPHO9BduXIlr3YKhYICXUIIJ9MFXVxGd4vFh369kLol22zHqViT2V9vEeDvh9fu74pnbi684zvpxX7Rrtj5N9yZb7x0WzYWjemMmeuPN5pSWN5gcv84ZFxwvGOgGHV6A+YOa4+iqjpeiyTH92yJzw/kOnz9H0+Jx/BEDQwGBo989qc0nTVRUK41zsImt22KtKx80UEuAHx+IBd9E6LMjg/slReuK0mA7R0ZhaAd0bwb70A3J8d9W/sRQnyL3sDYnaUVg8/sr7dgv0wXbD7JO5DxRJBpum2qVJeMiX1sENS/TVOXViLZcOgi3nqoB69ANywowO7rb3lC+VOm6ypJsJf79QYGCzY7V55UgVs1dU2PE1zHEgC4c8Vep4NcgHZE82a+nyFPCPGotKx8qy9MqWZe+cz+epMyF8zWucL1ilqM69HC7Ms/t7Aa6//Mw7UKrae753JSLqriY8LtrfHzX1fRLDQQ70/qiaXbTkt+glFQrsXhnGJowtQoKLf/Gm48fBH75w8xvv4FZTUorqpDVBM1NGHWJ5SuvCTPPvbqveecnu02XRRmedxQ+inQNyHK+H4/lFMMg4ER/Dr4KcyriWi88CqTlFwxieFuogPdy5cvY8uWLbh48SLq6swXYvzvf/9zumOEEO/HVguwnBFpbLUl9QbG5QvKpMQGF5YnEn3iI/HIp9JfovY2nWNCAZS65blC1EqsTP/H+HNseCAWjUlEeLAK3x25hB8yr0r2XKv2nMU93WLx81/2t8jOL6vFp79fQFLzcBRWaaEJD8K9PVpwBjCOFnWJpQlTo29CFPQGBmsOSHfV2NaiMFsn5BFBwje1YW4OAJvW4YuBH1+unMRwJ1GB7p49e3DvvfciISEBf//9N5KSkpCbmwuGYdCrVy+p+0gI8UL2gjt2O1RblxHl6FBOsc+kAPgpgB6tIpBxvshqlqawUv6zuQBw+loF0BrQhAUir8S1f3Ol1nwBV35ZLWasP4aIYJVL8nX3nyvk1W75jjNmP9sLYOwt6nJG6r1doPRTION8kaSl9SxnoLlOyMU8J3ts25FVgBfHyDddQU6TGKLq6C5cuBDPPvsssrKyEBgYiO+//x6XLl3CwIED8eCDD0rdR0KIE/QGBhnni/BT5hVknC+SrKi5o+CuMdWW9KWyQgYGSFmxFxM/OYjZGzMx8ZODuHPFXqRl5TeaVePsrNzOOQOwYXp/PJ4SjyZq9+7q6Yog15nHZQOYtCzbs8FsHrrGYmvp2PBAPDUgQfCW06se7mEMlHZnS1ONQnGzP6aLwlxxtUXuxzZHkxiAb22QIWpG9/Tp09iwYUPDA/j7o6amBk2aNMErr7yCcePG4ZlnnpG0k4QQcbguPS0ak4jwwIbz3EM5xejfrpngmQm+wZ0vBYFiuTJAVChuBWZSsaz7ywY5703qhSZqpdUspFyZ1nge2inGJZUFfAWfqzD2Fog+P7Iz1h7IwdJtp3k937DOMQAagqofeaZvjEqKQSdNOFbdTAXhKhdm2ndXXm2R67FNyCSGL6yhEDWjGxISAq224XJP8+bNcf78reLKhYX8LpsQQlyLvfRkecBiL50+/sVhAMDjXxw2zugJwTe4awyzhFJuCWxJ6iDX5nPc/LfopyxMvSPe9U/oJUxnpEqc3PRDDvjMVLInB+N6tEBy26bGoFLpp8DUlAS7nwMFYLXt76GcYl4brjRRK7F6Um/MHtbe5syyJjzQ5uV0vsGomHxduR7b5DaJIWpGt3///jhw4AASExMxZswYPPvsszh58iQ2b96M/v37S91HQohAQi/Xicm74rvrkJjaku5e6evs87kqh9Hdiqrq8PWfF6H294O2nv8GBL7q49/O49/DO0NvYPDy1ixPd8dpCgBRIQEocjJoFxvA8NmgYcGoTqjLOSr4uR7u08r4mRRSepBvMPreI73gp1DgekUtokPUePbbE7hWLv2xzRfIbRJDVKD7v//9D5WVlQCA1NRUVFZWYtOmTWjXrh3vjSUIIa4j9HKdmMVjfHcdEhqgunulr1TPx1WYPjJYBQbmuZNNQwLwytjOqM87isjgABRUeE9ZshIfKZEmha8PXsTMoZ1uzir69t/NfsqWjkvC0m3ZTlVIyC2sEt0PRxs0DO0Yje0mBRb4BkvDEjVmP/MtPcj3hLx/m6Zmx6rUe6U/tvkKV05ieIKoQLdNmzbG/w8ODsb7778vWYcIIc4TMyPDXrY8eL4IKe2jed3H0Zea0MDU3St9uZ4vv6wWT687hmkp8RgmoISQvcL0lrftymoowl9SXQd37ozGV0SwCoH+SrOd6eSmtFaHQznFki2Gcpex3TQ4nFtiVi/X9DPn5wfjTn1ibDh0EbOGtBcdyNmbcdXpzE8opAiq7F2REXtCLvWxzZe4ahLDU2jDCEJkyJlLSjPXH8Pr/9eV94Fcqh3M3F2ujE96x2cHcvHZgVxBM7xcM02mt+kNDF7fcQbzOonpuXuUVuvw1WM94e/vhx1Z+bx23PJFBWU1vBdDeZrp+9BecMcVpPFlujWvWHxnXJ0NqvhckREbtPrS7oxSk1OgLyrQ9fPzg8LO1jJ6feNYsUuIt3KmwHtpjU7w7KkUO5i5e6WvkPQOqWeUD+UU+8RM6ayNx/HYHfGokLDGqbcprqrjtRjK06JCVPj1P4MR4N+whtzRZ840SNudXYBvjlxGpbae9/O5c6GR2KDK0RWZD00+r2KDVl/bnVFKcgn0RQW6P/zwg9nPOp0Ox48fxxdffIElS5ZI0jFCiHhSLI5y92YPfL9Y07MLJPniEfJFLvWMsq+sVi6r0WHVnrOe7obLRASpENVE7elu8FJcpcPRvBJB733T8mkvjknEwQtFvHdjc/dCI6FBFZ8rMgs2nzT7vDbmoFUsOYyZqEB33LhxVrc98MAD6NKlCzZt2oRp06Y53TFCiHOcuXzpiTqJfL9Yf8i8ghcE7EjEdYlX6Be5lGPiK6uVpRYRrEJZtc5rqlIoADTzkUAXcO4ESemnQEq7aPRv0xQHc4olXWgkVZUUIUEVnysypdU6rN57DrOHtRfcFyIfkubo9uvXD9OnT5fyIQkhTrA1S1JSpcULP2Shps7x5Vp3zjz2TYhCVEiAw8vIxVU63sGmvfy94YkaUekdUoxJ34Som/VExa9u9yUKBfDexF7GRVLeUoKtpEYHKCA6zcfdpDhBEpITyyeAdXeVFBbfz+GaP3Iwa0g7n7vcTqQjasMIW2pqavDuu++iZcuWUj0kIUQClgXeR3drjvce6cXrvu6ceVT6KXBfj+a82vL5kuPaMIPNt92dXYDFYxMBCKt5IFWwsWBUJ8HP7avCA/1xd5KGcxvZiGAVIoKFF+yXwvUKraj3gSdItakF1+tguulCWlY+7uTYKprl6DMmdBMaIfh+DkurdbLdqpfwI2pGNzIy0mwxGsMwqKioQHBwMNatWydZ54SKj49HXp75yuD58+fj9ddf91CPCPFO/ds0tTuj6Kk6icMTNfj8QK7Ddo6+5PhWcNg/fwg+mNwLqVtOmZVq4hIr4ZgM6xyD7TlATFgg8kocP7cvK62pN87C2yvBNv+7E/ju2BW39q24Uotpd7XhrIHsTXWFl27Lxt1JwnLEuWZl7eXE8inzNzxR49YqKZb6JkQhIkiFUh4LJX0lJ564hqhAd+XKlWaBrp+fH2677Tb069cPkZGRknVOjFdeecUsfaJJkyYe7A0h3omdUazLOWo1i+XJOolstQiu3Du+AbiQCg4jk2IRGqjCI5/+6bB/E25vLVlpM3aWadm4JJy5Xo1Xt58W/XghAUpU1bm/2k2gyg9+CgWqeTy3abDBlYu54oHuSD9z3WxzDVe7UamF3sBwBn47s/Ixa8NxGLwgr0FojrittAJNWCAm9m2N+Ohgm+kIfE8SQ9Uqt1ZJsaT0U+CxlHisTHe8WLKx5sSTBqIC3alTp0rcDemEhoZCo9E4bkhII8c1o+jJOomm+YOA+ELlQvdqL6zkN6MaHx1s9rPpbFl0EzXAAIVVWrsLctjgo7iyBm/0BZ746ggYkVlkbOD/638G44s/cp0KlsWo1fHfJthWsGFrtvH18V1tzia6yoe/XsBPmVeN7/nktk2N/fr5r6toFhqIdx7uiVkbj7upR/ax71lH+bOcs7LltViZ/o/xZ9Oc9UM5xThw7gavADbjQqGg/rrCrCHtseaPXM4TI1/bwYu4Bu9A96+//uL9oN26dRPVGSmsWLECS5cuRatWrfDggw/iP//5DwICAjjba7VaaLW3vuTKy8sBNJRMs9zBhUiPHWMaa/djx3zbrGScuFKJwkotopuo0Tsu0uYORu4ytGM03p/UHa/vOGNWa1YTFogFozphaMdoh32LDvaHWuk4VIoO9odOpxPcHgDST1+z6qMptr/DOscYb0s/fQ1zN2WCAaD2a3g+tR8DrcEAtdLh05thQ5qXx3SEgtGjWRN+f4Mr+CkAhrG9wEyBhpOpni1DzV43W+PHjtn7k7ojdcsph5elIwL9UVrLvzYsy3TsAaCksgZzNhzFyod7AIDNfj1zV2tsO3kN1zx8GTw62B87/rrMOXbDOsdAb2CwfNspBPB4PxRX1mD2hqNmVwX4vBdzb1QI/swA0h/zl9+XaPxMmTL9fBj09TBQeX/Zfd/y/TsUDMPwOjKym0Swzb1xw4iVK1eiV69eiIyMxKFDh7Bw4UKMGzcOn376Ked9UlNTbdb+Xb9+PYKDg23cgxBCCCGEeFJ1dTUmTZqEsrIyhIWFcbbjHeiaLvI6fvw4nnvuOfznP/9BcnIyACAjIwNvvfUW3njjDdx3333O9d4EVyBq6vDhw+jTp4/V7d9//z0eeOABFBYWomlT2zlCtmZ0W7VqhcLCQrsDR6Sh0+mwe/duDB8+HCqVZ1ZdN1ZyH3t29hSwnQKx8uEeNmdbudo/dkcctmddE7SjGTub+fzdHbF022mUVN9aNa/2Y7C0jwGLjvhBa3Cc9zu8Uwza3BYMQAGlnwLfH7uMaxW3jl2eLtn1aL847D59jXOWkaU3MLh71W+c46hAQxUGPovAPp9yO/omRDmcXbckdOzZfoXzXPzkyKqHe+DstQq898t53s8NAFOS4/DlwTy7+cKasEDMGdYBCzbzvworhgING26U1Og4y5RZfsYA1x139AYGR/NKrK5MkVvkdswvLy9HdHS0w0CXd+pCXFyc8f8ffPBBvPPOOxg9erTxtm7duqFVq1ZYtGiRpIHurFmzMGHCBLtt4uPjbd7ev39/AMC5c+c4A121Wg212rpguEqlksUbwVfQeHuOXMd+VLeWUPgpedf4tNf+3u6x+PC3nJtf5sK+PPNKtJi5kQ06rO+rNSig1Tt+zJ9PXbdxq/d8kQ/t0hwL70lyWHf1yPmimznh3H0vqKi3+3tWYXU9VCoVRnVriRFJLYzPnVtYhQ2HLjqspMF37Fm1lfz65cgLP57CS2O6ICRQzWv7YfY9+NFvOQ6fP69Ei+LqekF/l1gFlfWYO6wDNh6+JLiOrtTHHRWAlA4xDtsR+Rzz+f4NohajnTx5EgkJCVa3JyQkIDs7W8xDcoqOjkZ0dLSo+x4/3rB4IDbW/YtqCCGeJ3RbUbb9wQtFyDhfBIBBv4Sm+M93J7x+MwFP0oSpjePqaIW9lIuTTBe4mT633sCgT1wUMi4U4uz1SvxxvggVInJ5bYkIUqGsxrnd3Uqq6/HstycctgsOUOKpAW3wzKB2GPjfffz7GBzgtk0w4qNDsH/+EEl2RiPEFUQFup07d8ayZcvw2WefITCw4UCj1WqxbNkydO7cWdIO8pWRkYGDBw9i8ODBCA8Px+HDhzF37lzce++9aN26tUf6RAjxPKF7te/OLjCb1V29j9/l5cZsYl/+Zdf4lnqKCglASVWd4G1qbZfUUmNaSjzW/pHndOrBYynxWJV+1i2pItV1emP5LCHbeJdW13Hufia1ZqGBgj9jhLiTqJo2H374IdLT09GqVSsMGzYMw4YNQ8uWLbF79258+OGHUveRF7VajU2bNmHQoEFITEzEyy+/jOnTp2PDhg0e6Q8hxPdw7fRE7IuPDuHdlq2VzBUWK9Bw6XvZuCTjz5a/B2yXmeN6/a6Va/H2nnN4+PaWUNh4TL5iwwMxa0h7m7uKxYYHYu6w9iIf2b6PfrsgqH1USADn7mdSYV8nOZfu0hsYZJwvwk+ZV5Bxvgh6byimTAQTNaPbt29f5OTkYN26dThz5gwYhsHDDz+MSZMmISSE/wFPSr169cLBgwc98tyEEN9nr1C+GM7MpD2eEo/gAKXPzCYLKchvWiuZaxETm9/5gZ/1bmVcdZ75bHSw5UQ+3pvUC69vzwJQzbvPrEVjGoLr4YkahAaqjOktyW2i0f/mjObaP3Il302Nz4YcpjThQQBupeKsPZCDpdukr7HsiU1l3MXWlQE+ucfE+4gKdAEgODgYTz75pJR9IYQQj3G0m5pQmvBALBqTiKXbsnk/riZMjdR7u2BkUiwyzhd5JNBtGx2M84X8gkCxBfnZ2UZHQayQHGu+u+FFhgTg1fu7oviM453wLEWGBNgMgL4/dsXY7/E9W+AzHttYC6W4eVbg6OTJcpZV6adAdKj1gmtnzRnWQbYBH58tkOX6t8sR70B3y5YtGDVqFFQqFbZs2WK37b333ut0xwghxJ12Zxc4/RhzhrZHwm0hZgHZicslN1fL2zd3WAfMGtLOGMSxl/jdsaDIVFGVsNlIsbN6fINYvvmfgnbDE7l7wK7sAqw9kGs3ABqWqHFJoMunEKgCtl8PV2yBa7lLoFzw3QJ5eKJGtrPZcsM70L3vvvtQUFCAZs2a2S0fplAoPLZhBCGEiKE3MPgx86pTj6EAsOnIJeyfP8T4BZiWlY+PHQS5mrBALBzTxWqGyN4lflfiu1grKkSF1+7v6tTMlpSLmPgGc81CA2HQ14PfBrbmvjt62WEA9Ot/BrvsBOXxlHjsyCqwOXNt77K6K06aXBE8ewO+VwYO5RTTAjwfwTvQNRgMNv+fEEJ83aGcYl71TO2x/ALkm/O7/d93ISTI9qVl9hJ/6pZsQRtVcOkSG4pT+RUO2zkqodU0JAAZC4ciwF/UemaX4BPMsWXQdDoddp4WvijNXoky9vX/KiMXo5I0+NwFs7rDEzV4cUwiDuUUo6C8FsWVWkSFBEATHmS3pJeQkyYFgPBgFcqqbb/+YtNVfIWgKwPEJ0h2lCotLZXqoQghRHL2VlBL+aXFPhbfnN/MS6V2fz8yKRZvPdhdiq4hr7iGV7vHUhrqpNuqeKAA8Or9SV4V5AK3gjmAO4CtrTdgd3aBWUAo9cXnpdtOSx7kmlY4YGfB7+/ZAtPuaoP7e7VEctumDi+j86nCEBseiA8m98Lr47san9eyHwC/dBVfrVgg5MoA8Q2iFqOtWLEC8fHxePjhhwE07JT2/fffIzY2Ftu3b0f37tIclAkhRAq2a6sGYmLf1oiPDkZhhf0dtIRgvwD5Bs+FlY6fu7BKmv5VausRolaiWqu3O1s3a0g7dNQ04V3xwFuwwdyCzSdRaqPyQVm1Ds+sO4b3JzV8R618uAde2fY3rxOSELUSVVr3p+UJCS4dscyLjg5RA4qG96BljjSfxYJc7FUsGNpR3AZQ7uLoyoDcZ7TlSFSg+9FHH2HdunUAgN27dyM9PR1paWn45ptv8J///Ae7du2StJOEECIW5wrq8lqsTP/H+LOfAnBm0snyC5DvjE90E8cr4qWcPWIXNdkr7aX0UwjeVc5bDE/UIHVLNgDrQJf9e1/fcQbzOgHDOscYtw5Ozy6wu4jM4KEZSalPLvjmRYt9/R1VLGBPMrwV3/J33v45ILeICnTz8/PRqlUrAMDPP/+Mhx56CCNGjEB8fDz69esnaQcJIUQsIbVxnQ1yAfMvQD4zQwDQOy7S4eNLuZiouk6PucM6YOPhiw5n63xxxys2f9Ue9veHcorRv10zJLdtiuS2TXF7QpTNmcjecZH4+a98l/bb1KIxnREdqvb4yYXQ159PxQL2JMOb8S1/Z0pvYHzupLCxEBXoRkZG4tKlS2jVqhXS0tKwbNkyAADDMFRxgRDiNcTUxrWc2Y29WQ83MiQA1ytqkVtYhQ2HLqKg/FY6AVeQ6GhmiG3niOljSSE+Ohj75w+RxRezZYBRUMYvDxkAHv/iMKKaBBlfO1uzmL3jItH31XQX/gW3sFcFpqYkmL0WvhJE8alYIMWiSncQMqNNm0t4N1GB7vjx4zFp0iS0b98eRUVFGDVqFAAgMzMT7dq1k7SDhBAilphFZgbG8YzarCHteX0B2psZenlMR9TlHOXdr+GJGswe2g5v7znn9Kxus9BAn5yttWQrwIgKCRD0GPk3L6nPGdYB8dHBVq9nxvki3iXXnMF1WdyXgii5VSLg8xmhzSW8n6hAd+XKlYiPj8elS5fwxhtvoEmTJgAaUhpmzJghaQcJIUQssbmtJdV1VrNqpoQEiVwzQwZ9PbY73kcCgO1gRww5LaThCjBKRJSJYwCzfG3TQNJdwVt4sAqvjzevS+xrQVQuzx315II2l/ANogJdlUqF5557zur2OXPmONsfQgiRTN+EKGjCAgVfLl2977zZtq7OshUY892ciyvYEUpOC2kcBRjOMg0k3VVGKkilxPBEjfFnXwui0rLyscrkZMEWBRqqnQBVbumTq9HmEr5BdCHEr776CnfeeSeaN2+OvLw8AMCqVavw008/SdY5Qghxxu7sAtTWi1s3wAY7aVnuW4RkSchiOlNzhrZDrEW9VM3NGqneNAMolpjcayHY8V6yNRu94yKtxtIV8stqsXrvWePPQoIoT+P7PmUALBjl5SvRBKDNJXyDqED3gw8+wLx58zBq1CiUlpYaF6BFRERg1apVUvaPEEJEYWdCbdVT5cM02PFUsXuhAR27scD/G9oB++cPwYbp/fH2hB7YML0/9s8fIosgF3BP4MAGkkfzSowbUdjDjv1Xj/dFRJBK1HOuTD9rPLHypSCK7/t07rD2GNY5xg09cg/aXMI3iAp03333XXzyySd48cUXoVQqjbf36dMHJ0+elKxzhBAihtiZUEuenjUTEsRYpiaw6RLjerTgtXOWL3Fn4HC9ohYjk2Lx1IAEu+0YNIy9v9LPqcVr7ImVLwVRfN+n5W5Y1OdObNk/rk+W6Y52xHNEBbo5OTno2bOn1e1qtRpVVfLIvSGE+C6pL217atZMSBAjp9QERxwFGFJqFhoIvYHBlhP2U1giglUYnqhx+r3Cnlj5UhDF93362YFcpJ++5uLeuI+9bafllBPv60QFugkJCcjMzLS6fceOHejcubOzfSKEEKdIHZh6ataMTwWBiGAVvp7WT1apCY7wCTCcZRpI8jlxKq3W4VBOsSTvlQPnbgCAzwRRQk48Xt9xxuX9cSe2hKDGyZx4vYFBxvki/JR5BRnnizyWLiVHoqou/Oc//8HMmTNRW1sLhmFw6NAhbNiwAa+99ho+++wzqftICCGCSBWYeqIcF7s5QEF5LZb+fMph+9fuS0JK+2g39My72KtRPOH21mblwrjc1705Nh3Ld7jVq5B82Xu6NUdEsEp0bjhwq+rHojGJmDOsPdYcyDVLh5B6W2BnsSceT/PY0MRXNowQwtntsn2pVrIvEhXoPvbYY6ivr8fzzz+P6upqTJo0CS1atMC7776Lu+66S+o+EkKIIFJumevOWTMx9XIjQ9Sin89XdtziwhVgAMDGwxcdbr+8ZFwSBifGOtzqVUi+7O7sAqeCXFZ+WS1mrDcPHCOCVHgsJQGzhrTzutdpZFIsHk+Jx+cHcj3dFY8QuwGLr9VK9kWiAl0AmD59OqZPn47CwkIYDAbo9Xq89tprmDlzJmpq+G/BSAghUnO0/S6f4FcTpkbqvV3c9iUjtl6u2DQNucwicQUYfLdf5jMb5+jEiZ357x0XiYH/3SfRX2atrEaHVen/oKOmiVe+RsMTNY020BXD12ol+ypBObqlpaV45JFHcNttt6F58+Z45513EBUVhffeew/t2rXDwYMH8fnnn7uqr4QQwpu93LmnBiRAAe58zrnDOuDAgqFuCyacqRIhJk2DDaotZ47F1g72xvxCe6//yod7mN3mqEIF30VHR/NK3Fbf1xvG2BKfBXQNG0YQwLdqJfsyQTO6L7zwAn777TdMmTIFaWlpmDt3LtLS0lBbW4vt27dj4MCBruonIYQIZm+2rmfrSK+Z0RRTJUJs/rDUs0jePDMsxfbLpo/FlRPM/q0/ZV6R+C+w5s27bTm6kgI0bBhRl3PUA73zPr5UK9mXCQp0t23bhjVr1mDYsGGYMWMG2rVrhw4dOtAmEYQQr8V1advZBSRSEvpF5syqeym3LfWF/EJntl+25Og94+76vt7I0QnB0I7Rgk8y5MqXaiX7MkGB7tWrV5GY2HD5pk2bNggMDMQTTzzhko4RQoiriV1AIjWhX2QxYWpM7Nsa2noDMs4XCQrQpZpFaqz5hfbeM2IWQfopADFZCN4c/Ng7IdDp5LVphDP45n57Q61kXyYoR9dgMEClurW1oVKpREhIiOSdIoSQxoRPbmPTkACsfKg75g7rAECBlelnMXtjJiZ+chB3rtjLO682t7CaVztHgRTlF1qzl8tric0RH9q5meDn8ZaNIuyR8858UqENJ9xD0IwuwzCYOnUq1OqGcja1tbV4+umnrYLdzZs3S9dDQgiROT65ja/enwQAWJX+j+hUAb2BwYZDFx32RxOmdhhIeVt+oRSl0qR4DK5L95Yzt5rwQCwak4il27IFPT4A1Oj02J1d4PG0EOI8PrnfxDmCAt0pU6aY/Tx58mRJO0MIIY2Voy+84Yka3Llir1OpAuxGFI5M7NvaYYDnTfmFUiyIk3JRna1L973jInE0r8QsiBa7VXVZtc5rcqCJ87xpvYAcCQp016xZ46p+EEJIo2dvA4S1B3KcXkTGd3Y1Ppo7Jc1057aoEBWKq2znXLorv1CKBXGuWFRnK5fX8mexs91yzoFurLxlvYAcid4wghBCXMnXd+0Sy/ILT+huafaCJ2dnYfn2xV35hVIsiPPkojpnZru9ucwYId6EAl1CiNfx5tqs7iRmtzR7wZMzq7yF9MVd+YVSlEqTstyaUFJsVe2tZcYI8RaCqi4QQoirSb1rl68SuluaAo5X44td5e2oL6ZVITZM74/984e45YREigVxnlxUJ6RKAxdvLjNGiDegQJcQ4jUcXUYGvHf7U6kJWagkJFXA3ta4XLmofGY9i6rqoAkPcmspKSkWxHl6UR3X6xERpEKIWsl5Pz4nNoQQSl0ghHgRT15G9jZCZhCFpgoIXeXtbaXEWFIU3PeGov1cr8fu7AI8s+4YANsl56jGKiGOUaBLCPEa3hpQeQLfGcRFYzpjakqC4IBHyCpvT896cuFTf9hRMCjFY0jB1utBNVaJJ8llQbDPBLqvvvoqtm3bhszMTAQEBKC0tNSqzcWLFzFz5kzs3bsXQUFBmDRpEt58800EBAS4v8OEEMG8NaDyBL4zjWKCXFf1xRWznpZftpb1aIcnapwOBr05oKQaq8QT5LQg2GcC3bq6Ojz44INITk7GZ599ZvV7vV6PMWPG4LbbbsP+/ftRVFSEKVOmgGEYvPvuux7oMSFEKG+4jOxqxsCtrMr4s8pGO2+ZafRkX2x92Vo+P/vlu3/+EJv1hzPOF/EKEL05oKQaq8SdXFFX2pN8JtBdsmQJAGDt2rU2f79r1y5kZ2fj0qVLaN68OQDgrbfewtSpU/Hqq68iLCzMXV0lhIjkTcGdK5gGbmolgzf6Anev+g0Lx3Sx+cXhTTON7uoLeyKQnl2Azw7kWv2e75evvRmpoR2jbT63qwJKuVwCJvLnybrSruIzga4jGRkZSEpKMga5AHD33XdDq9Xi6NGjGDx4sM37abVaaLVa48/l5eUAAJ1OB53O9o4/RDrsGNNYu5+3jv3QjtF4f1J3vL7jjNl2tZqwQCwY1QlDO0Z7XZ/5SD99DXM3ZYIBoFYCar+Gr5LSyhrM2XAUKx/ugWGdY6zuN7RjNAa1vwtH80pQWKlFdBM1esdFQumncPs4uLov6aevmb3udooOmFEAWL7tFAa1b6j4YDnWrJKbY/2/B7sCcM973/JvAm69l2293nLnrcedxoDP2B/KKUZxZY3dz15xZQ0Onrvu8StrfN9DCoZhfKpOz9q1azFnzhyrHN0nn3wSubm52LVrl9ntarUaa9euxcSJE20+XmpqqnG22NT69esRHBwsWb8JIYQQQog0qqurMWnSJJSVldm9au/RGV2uINPU4cOH0adPH16Pp1BYT6MzDGPzdtbChQsxb94848/l5eVo1aoVRowYQekObqDT6bB7924MHz4cKpWtTEXiKjT27nMopxiPf3HY7Da1H4OlfQxYdMQPWkPDMerzKbd7fJbEE/QGBnev+s1s1lOMN/6vG6KbqK3G2hI79q587zv6mxQAYsICsXPOAJ+5BCwFOu54Dp+xt3WssmXmoLb4/tgVj16pYK/AO+LRQHfWrFmYMGGC3Tbx8fG8Hkuj0eDPP/80u62kpAQ6nQ4xMdyDrlaroVarrW5XqVT0IXQjGm/PobF3nqMczMLqemj1toMZrUFh/F1hdb1sXgshealHzhchr0QL8fuDNTh7owZnb1RzjrUlV773+fxNeSVaHL9c0SgXmtFxx3PsjX3/ds0Q1STI7oLgiGAV/rfngsktDS6WaDFj/Qm3LVbj+/7xaKAbHR2N6GjbiwKESk5Oxquvvor8/HzExjYM8K5du6BWq9G7d29JnoMQQizxKcPT2MqmCS1NJFVd5NX7zknyOFKgmtDEF/FZEMyV7+qti9V8ZgvgixcvIjMzExcvXoRer0dmZiYyMzNRWVkJABgxYgQSExPx6KOP4vjx49izZw+ee+45TJ8+nVIQCCEuwZbhsdzNja0EkJaVD+BW2TSuw76ctnPlOyam3BngK9BwiVVqegODjPNF+CnzCjLOFyG6ifWVQlvkcnJD5MPeNuFzhnVAaTX3IjDT3Su9hc9UXXj55ZfxxRdfGH/u2bMnAGDfvn0YNGgQlEoltm3bhhkzZiAlJcVswwhCCJGa0DI8niib5u6yVmJLEzmqnyy1BaM6oS7nqGSPZ2sGWxOmRkSwCmXVOtnWhCbyxVVX+ue/rvK6vzddqfCZQHft2rWcNXRZrVu3xs8//+yeDhFCGrVDOcVWs5amTGc2kts25axDGxMWyFlHVwjLoLakSoul2067dWcjoWPCsnciwCUkQImqOr3gPoYHS5sXylVc/1q51nibp2pCU/1e4gxbdaV9MQ3LZwJdQgjxJmJyMM1mScqqgEvHsXPOAASqndum3NaMoi2u3tnImbxUrhMBU01DAjCuR3MMT9SgoLwWczdlCu5jWbUOczdlYkVfwXe1wmcGOzxYhUB/pfnqdDds+CGnLVyJ9/DF3Ssp0CWEEBHEzmywsyQ6XRi2Xzru9Awb14yiLa5eLOLsbI/l5dLoJmqAAQqrtFYzkhnni0T1kcGt2VWu7Zf54jODXVqtw9fTesHPT+G2mVW5beFKvIcv7l5JgS4hhIjgDTMb9mYUuXClD0hBijGxtw0vu+CLDYI1YWqzFAGhjuaVoH+7ZqIv7/OdwS6s0mJcjxYieymMlFu4UuoDscWbtibngwJdQggRwRtmNhzNKNrjisUirhoTvYHB6r1nseZALkprbq34jghWGYM3McHul3/k4Lnvs0Rf3vfGfEWxedKWKPWB2MO1WM0bT4R8prwYIYR4G3tleNxxediZYNVVwZfUY5KWlY/ey3ZjZfpZsyAXaMi3BawXmDUN4Zfz/MvZQkFl0Cx5Y9k4Ker3iikRRxof9urLuB4tkNy2qVcGuQDN6BJCiFPEzGywl4SBhhm4/u2aifqSEBOsujqlQm9gEB4UgOdHdkJxpRZRIQHQhAeJmu1xlH/MzuYGqZR4b1ovYy5v77hI9F+ejuIq7nqfXIRc3veGWX1Lzs4yS5n6QIg3oECXEEKcZC+v1BJ7Sbi4sgZv9AUe/+IwopoEmV0S5psbKab+LANpgi9bfdydXcB5uVtMugKf/GP2Uryfn8IsD/b+Hi3w2YFcQc9p+ZhrD+QgOlRt9zXwtnxFZ/OkpUp9IMRbUKBLCCFuYjpDqVbeut10NTwAq6ApIkiFx1ISMGtIO7Ngy3RGka+5w9o7HXzZyt+MCFbZ3DFJ7Ep/ofnHlpfihyVqRAe6rKXbThv/315+qjflKzo7y0xbFxO5oRxdQghxA0eXhAFgweaTNnMjS2t0WJn+D3ov222VH8nOKEYE8SuUFR8dIqL3t3Dlb3JtC8r+bUu2ZuPA2ULjFrl6g/25WqGBlOWleEf5s0I5yk/1pnxFZ/KkvXGBHSHOoBldQghxA741V+0prdbh6XXH8KFFsDIyKRahgSo88umfDvvhTIAippwZcOty9yOf3eqfoxX8Qvppa8EXn5lNIXwtP1XsLLM3lM0jREo0o0sIIW4g5aXeJVuzoTcwxrqyP2VeAQBowtQurQDgTDkzS45mSIXMyE64vbXN27lmNmPCGn5WQFjQa5qf6gvEzDKzJwiA9dh464YAhNhDM7qEEOIGUl7qzS+rxeq9Z7Hx8CWrPFlbdWWlClCkDNYdzZDam5G1tDL9H3yRkYP7e7TAsESN2cylrZnNni1DsTNtB1Y+3AOvbPtbcPAu9/xUb1tgR7ybt28sQoEuIYSIJOQAL6ZCgj0r089a3WZaV9Y0DUKqAEXqvExHK/i5Ai5biqt0+OxALj47kGuVFmFZFUOnaxibYZ1jMCKphfE1LKzQmi1A49IY8lO9aYEd8V6+sLEIBbqEECKCowO8rSDYdIbSFbjqykoVoEgdrLPszZCaBlxXS2uQujULFbV6u48npNKDaRCsNzD4dH8O5afeJKRsHml8uOpci6204iqUo0sIIQI52jlq+fZs3LliLyZ+chCzN2Zi4icHceeKvQBgM2dUSpZ1ZaWsAMAnfzMimF/1B1OOZkiVfgqU1dTh1e2nHQa5gHmlB0fVHSyfh/JTCXGMTxUZoZ8/V6FAlxBCBHB0gGcAfPRbDmcQDAD75w/B/Ls7urSfrsojtVe66sPJvXDohWGICuEf7PopgJKqOrtt2BOLYgftTIldOObpbZ0J8QVCNhbxNEpdIIQ0akIXUoitPGC5+Orh21sjfVe2oMeIDQ/EhNtbY2X6Pw7bujKP1F7+Zsb5IkFb7xoYYOb6Y/jAz3YQWVdvwAs/nBSdKiEm4Kf8VELs86WNRSjQJYQ0WmIWUjhz4GZnOVbvPYvNRy9iXifH92kaEoBxPZpj+M1qAgCw8fBFj+eRcuVvih0fW9UX0rLy8cIPWYICZ0tiA37KTyWEmy9tLEKBLiGkURK7kEKKA/fK9LNQK7nnKC2DW8uZRGe2eHU1MeNjq/pCWlY+nhawtbGlxrZwjBB38qWNRShHlxDS6DizkELqrWUtNQ0JQMbCoXh5bBfOhWTenEfqzPiws8F6A4MFm0+K7oM3BPyEyJkvLdykQJcQ0ug4s5DC3gFeCkVVdTiaV+Kw3cikWOyfPwQbpvfH2xN6YMP0/tg/f4jHF0s5Mz7sbPDBC0UOt0M2pbB4Im8I+AmRO28+4TZFqQuEkEbH2YUUXBsZxIYH4t7usfj4txwA9nfzkqJ/3ppHKmSjB8D6MmfG+SLez6UA8M6EnrheXou84mrERQXj0eR4BPjTPA4hruYLCzcp0CWENDpSLKSwd4Dv2TqSd5DnTP+8meX45BZWY9XNahGO84r5nSKEqJWY3K81Xtt+2mysP92f41U7MxEiZ956ws2iU15CSKPjKI9UgYbZWUcLKdgDvOXGDCOTYvHrfwYLqicr5Hl9hen4zB7WnvdlzuQ20bwe//GUeHxsp2ZxWla+838EIcSn0YwuIaTRYfNIXVm54GheiaCyWN62gMMV+F7m7N+2KSKCVXbzdCOCVfj2yGXOBYWmNYvlOp6EEMdoRpcQ0ii5eiGF0Hqy3raAw1W4ZsEt27w+vqvdx3nsjgQUlGs5fy9mZya9gUHG+SL8lHkFGeeLvGL7UkKIc2hGlxDSaLlyIQXfPNun7kpAcnvb9XLlROgOdCOTYvHh5F5I3XLKLKDVhKmRem8XaOsNvJ6X7wmHmM1DCCHejwJdQkij5qqFFHwKqgPAjMHtEagOkPz5vYnYINLRVsN8HMktxtG8ErvVGMRuHkII8X6UukAIIS7A5gFzXfxmTNrJGRtEil0wxpXqwHdjiq8OXsSXGXlYuu00Oi3ageXbs81+78zmIYQQ70eBLiGEEJdwZRApZmMKAwN89FsO/rfrjPE2ZzYPIYR4Pwp0CSHEBdggj4vCpJ03Ebsgy9b9XB1Eci0odGRtRp7x/53dPIQQ4t0oR5cQQlyAT5AHNJQhS+kQ455OOSA2l5brfqOSNLye15kg0jKP90huMb46eNHufUxjdyk2DyGEeC+a0SWEEBfgG7wVVnKXyHInsbm09u73+YFcXs/tbBBpmserUAjLeZZq8xBCiHeiQJcQQlyAb/AW3UTt4p44JjaX1tH9FADsrbVzRRAZFxXMu+2hnGL8/NdVTLi9lbG/lv0D5L2JByFyR6kLhBDiAnzLi/WOi3Rnt2wSkktrWoqNz/2Ym3+8q3ags/Rocjxe3X4a9lKL2Unfx784DK2+4YeI4Ibtmk13Y9NQHV1CfJ7PzOi++uqruOOOOxAcHIyIiAibbRQKhdW/Dz/80L0dJYQQ2K8KoLBo52liF2Txvd+0lHiX7UBnKcDfD9PvSrDbhrERBJdV61BWrcPcYR3w9oQe2DC9P/bPH0JBLiE+zmdmdOvq6vDggw8iOTkZn332GWe7NWvWYOTIkcafw8PD3dE9QgixwlYFsFyopQkPxMtjOqIu56gHe3eL2AVZfO83LFGDF8YkumQHOlueH9kZV0tr8PNfBWazyH4KIFClhF5fb3UfNnVh4+GL2D9/iFecgBBCnOczge6SJUsAAGvXrrXbLiIiAhoNv5W+hBDialy7exn09die4+neNeCTZqGxkUsr5H5S7EDHZxthWxUgggOUGJ2kwbjuLfDomkNQK20/PleKBiHEd/lMoMvXrFmz8MQTTyAhIQHTpk3Dk08+CT8/7gwNrVYLrfbWqufy8nIAgE6ng06n47obkQg7xjTW7kdj7159WocBCAMAGPT1Xjf+L4/piLmbMgHYzqV9eUxHGPT1MOiluZ9Q6aev4fUdZ1BQbjIzHhaIBaM6YVjnGGObuZsywQBmwaxBX4+fT1xGbZ0OaiUDtV9DT9n/WrpeVgWdLsy5DhObvO1935jIbez5/h0KhrGVreS91q5dizlz5qC0tNTqd8uWLcPQoUMRFBSEPXv24OWXX8bChQvx0ksvcT5eamqqcbbY1Pr16xEczH/1LiGEEEIIcY/q6mpMmjQJZWVlCAvjPjH1aKDLFWSaOnz4MPr06WP82V6ga+mtt97CK6+8grKyMs42tmZ0W7VqhcLCQrsDR6Sh0+mwe/duDB8+HCqVytPdaVRo7D3LW8dfb2BwNK8EhZVaRDdRo3dcJK98VbH34/O4d6/6zWwm15QCQExYIJbdl4QnvjzC6zHVfgyW9jFg0RE/aA23+sg+1s45AyhH10W89X3fGMht7MvLyxEdHe0w0PVo6sKsWbMwYcIEu23i4+NFP37//v1RXl6Oa9euISbG9s5DarUaarV1HUuVSiWLN4KvoPH2HBp7z/K28VcBonZqE3s/R46cL0JeiRbWtStuySvR4s/cMmOpML60BoXxPuw9F47pgkB1gMjeEr687X3fmMhl7Pn+DR4NdKOjoxEdHe2yxz9+/DgCAwM5y5ERQgjxbvy3B3bu4iTVzCVEnnxmMdrFixdRXFyMixcvQq/XIzMzEwDQrl07NGnSBFu3bkVBQQGSk5MRFBSEffv24cUXX8STTz5pc8aWEEKI9+Nbwiy5TTS+P3aFswKEPbMGt8Xc4R0pXYEQGfKZQPfll1/GF198Yfy5Z8+eAIB9+/Zh0KBBUKlUeP/99zFv3jwYDAa0adMGr7zyCmbOnOmpLhNCCHES3xJm/ds2xeKxiXhm3TGrXdgcSWl3GwW5hMiUz+yMtnbtWjAMY/Vv0KBBAICRI0fi+PHjqKioQFVVFU6ePInZs2fD399nYnlCCCEW+Owwx24jzG7QYbkLGxcFgFgb9YEJIfJBUSAhhBCvxrXDXGSICsvGJZnl1Vpu0JFbWIWV6Wc5Z3nZIJkQIk8U6BJCCPF6I5NiYTAAL/2UheKqOgBAcZUOS7edht/N2VyW5S5sHTWhVkEyAKx8uActPiNE5ijQJYQQ4vXSsvIxc/0xq1nZgrJaPLPuGD6Y3IszaLWc5Y0O9kfh6YPGHdUIIfLlMzm6hBBCGie9gcGSrdk2Uw/Y25ZszYbewL0EjZ3lHdejBeXkEtKIUKBLCCHEqx3KKbZKOzDFAMgvq8WhnGL3dYoQ4hMo0CWEEOLV+G4awX9zCUJIY0GBLiGEEK/Gd9MIvu0IIY0HBbqEEEK8GrtpBFcRMKqHSwjhQoEuIYQQryZk0whCCDFFgS4hhBCvx7XrmSY80G5pMUJI40Z1dAkhhPgEy3q4zUIb0hVoJpcQwoUCXUIIIT7DctczQgixh1IXCCGEEEKILFGgSwghhBBCZIkCXUIIIYQQIksU6BJCCCGEEFmiQJcQQgghhMgSBbqEEEIIIUSWKNAlhBBCCCGyRIEuIYQQQgiRJQp0CSGEEEKILFGgSwghhBBCZIkCXUIIIYQQIksU6BJCCCGEEFmiQJcQQgghhMgSBbqEEEIIIUSWKNAlhBBCCCGyRIEuIYQQQgiRJQp0CSGEEEKILFGgSwghhBBCZIkCXUIIIYQQIksU6BJCCCGEEFmiQJcQQgghhMgSBbqEEEIIIUSWfCLQzc3NxbRp05CQkICgoCC0bdsWixcvRl1dnVm7ixcvYuzYsQgJCUF0dDT+/e9/W7UhhBBCCCGNg7+nO8DHmTNnYDAY8NFHH6Fdu3bIysrC9OnTUVVVhTfffBMAoNfrMWbMGNx2223Yv38/ioqKMGXKFDAMg3fffdfDfwEhhBBCCHE3nwh0R44ciZEjRxp/btOmDf7++2988MEHxkB3165dyM7OxqVLl9C8eXMAwFtvvYWpU6fi1VdfRVhYmEf6TgghhBBCPMMnAl1bysrKEBUVZfw5IyMDSUlJxiAXAO6++25otVocPXoUgwcPtvk4Wq0WWq3W+HN5eTkAQKfTQafTuaj3hMWOMY21+9HYexaNv+fQ2HsOjb3nyG3s+f4dPhnonj9/Hu+++y7eeust420FBQWIiYkxaxcZGYmAgAAUFBRwPtby5cuxZMkSq9t37dqF4OBg6TpN7Nq9e7enu9Bo0dh7Fo2/59DYew6NvefIZeyrq6t5tfNooJuammozyDR1+PBh9OnTx/jz1atXMXLkSDz44IN44oknzNoqFAqr+zMMY/N21sKFCzFv3jzjz+Xl5WjVqhVGjBhB6Q5uoNPpsHv3bgwfPhwqlcrT3WlUaOw9i8bfc2jsPYfG3nPkNvbsFXhHPBrozpo1CxMmTLDbJj4+3vj/V69exeDBg5GcnIyPP/7YrJ1Go8Gff/5pdltJSQl0Op3VTK8ptVoNtVptdbtKpZLFG8FX0Hh7Do29Z9H4ew6NvefQ2HuOXMae79/g0UA3Ojoa0dHRvNpeuXIFgwcPRu/evbFmzRr4+ZlXRktOTsarr76K/Px8xMbGAmhIP1Cr1ejdu7fkfSeEEEIIId7NJ3J0r169ikGDBqF169Z48803cePGDePvNBoNAGDEiBFITEzEo48+iv/+978oLi7Gc889h+nTp1MKAiGEEEJII+QTge6uXbtw7tw5nDt3Di1btjT7HcMwAAClUolt27ZhxowZSElJQVBQECZNmmQsP0YIIYQQQhoXnwh0p06diqlTpzps17p1a/z888+u7xAhhBBCCPF6PrEFMCGEEEIIIUJRoEsIIYQQQmSJAl1CCCGEECJLFOgSQgghhBBZokCXEEIIIYTIEgW6hBBCCCFElijQJYQQQgghskSBLiGEEEIIkSUKdAkhhBBCiCxRoEsIIYQQQmSJAl1CCCGEECJLFOgSQgghhBBZokCXEEIIIYTIEgW6hBBCCCFElijQJYQQQgghskSBLiGEEEIIkSUKdAkhhBBCiCxRoEsIIYQQQmSJAl1CCCGEECJLFOgSQgghhBBZokCXEEIIIYTIEgW6hBBCCCFElijQJYQQQgghskSBLiGEEEIIkSUKdAkhhBBCiCxRoEsIIYQQQmTJ39MdIIQQQlxBb2BwKKcY1ytq0Sw0EH0ToqD0U3i6W4QQN6JAlxBCiOykZeVjydZs5JfVGm+LDQ/E4rGJGNox2oM9I4S4E6UuEEIIkZW0rHw8s+6YWZALAAVltXhm3TGkn77moZ4RQtyNAl1CCCGyoTcwWLI1G4yN37G3vb7jjDu7RAjxIAp0CSGEyMahnGKrmVxTDICCcu7fE0LkhQJdQgghsnG9goJYQsgtFOgSQgiRjWahgZ7uAiHEi1CgSwghRDb6JkQhNjwQXEXEFAA0YRQME9JY+ESgm5ubi2nTpiEhIQFBQUFo27YtFi9ejLq6OrN2CoXC6t+HH37ooV4TQghxN6WfAovHJgKAVbDL/rxgVCe39okQ4jk+UUf3zJkzMBgM+Oijj9CuXTtkZWVh+vTpqKqqwptvvmnWds2aNRg5cqTx5/DwcHd3lxBCiAeNTIrFB5N7WdXR1ZjU0d2e48EOEkLcxicC3ZEjR5oFr23atMHff/+NDz74wCrQjYiIgEajcXcXCSGEeJGRSbEYnqixuTOaTqfzdPcIIW7iE4GuLWVlZYiKirK6fdasWXjiiSeQkJCAadOm4cknn4SfH3eGhlarhVarNf5cXl4OANDpdHQwdAN2jGms3Y/G3rNo/N2jT+swAGEAAIO+HgY9jb0n0dh7jtzGnu/foWAYxlZdba92/vx59OrVC2+99RaeeOIJ4+3Lli3D0KFDERQUhD179uDll1/GwoUL8dJLL3E+VmpqKpYsWWJ1+/r16xEcHOyS/hNCCCGEEPGqq6sxadIklJWVISwsjLOdRwNdriDT1OHDh9GnTx/jz1evXsXAgQMxcOBAfPrpp3bv+9Zbb+GVV15BWVkZZxtbM7qtWrVCYWGh3YEj0tDpdNi9ezeGDx8OlUrl6e40KjT2nkXj7zk09p5DY+85chv78vJyREdHOwx0PZq6MGvWLEyYMMFum/j4eOP/X716FYMHD0ZycjI+/vhjh4/fv39/lJeX49q1a4iJibHZRq1WQ61WW92uUqlk8UbwFTTenkNj71k0/p5DY+85NPaeI5ex5/s3eDTQjY6ORnR0NK+2V65cweDBg9G7d2+sWbPGbt4t6/jx4wgMDERERISTPSWEEEIIIb7GJxajXb16FYMGDULr1q3x5ptv4saNG8bfsRUWtm7dioKCAiQnJyMoKAj79u3Diy++iCeffNLmjC0hhBBCCJE3nwh0d+3ahXPnzuHcuXNo2bKl2e/YFGOVSoX3338f8+bNg8FgQJs2bfDKK69g5syZnugyIYQQQgjxMJ8IdKdOnYqpU6fabWNZa5cQQgghhDRuPrEFMCGEEEIIIUJRoEsIIYQQQmSJAl1CCCGEECJLPpGj607s4jZ2K2DiWjqdDtXV1SgvL5dFXT9fQmPvWTT+nkNj7zk09p4jt7Fn4zRH+55RoGuhoqICANCqVSsP94QQQgghhNhTUVGB8PBwzt97dAtgb2QwGHD16lWEhoZCoVB4ujuyx265fOnSJdpy2c1o7D2Lxt9zaOw9h8bec+Q29gzDoKKiAs2bN7e7iRjN6Frw8/OzqtVLXC8sLEwWHzxfRGPvWTT+nkNj7zk09p4jp7G3N5PLosVohBBCCCFElijQJYQQQgghskSBLvEotVqNxYsXQ61We7orjQ6NvWfR+HsOjb3n0Nh7TmMde1qMRgghhBBCZIlmdAkhhBBCiCxRoEsIIYQQQmSJAl1CCCGEECJLFOgSQgghhBBZokCXuN3y5cuhUCgwZ84c420MwyA1NRXNmzdHUFAQBg0ahFOnTnmukzKSmpoKhUJh9k+j0Rh/T2PvWleuXMHkyZPRtGlTBAcHo0ePHjh69Kjx9zT+rhEfH2/1vlcoFJg5cyYAGndXqq+vx0svvYSEhAQEBQWhTZs2eOWVV2AwGIxtaPxdp6KiAnPmzEFcXByCgoJwxx134PDhw8bfN7qxZwhxo0OHDjHx8fFMt27dmNmzZxtvf/3115nQ0FDm+++/Z06ePMk8/PDDTGxsLFNeXu65zsrE4sWLmS5dujD5+fnGf9evXzf+nsbedYqLi5m4uDhm6tSpzJ9//snk5OQw6enpzLlz54xtaPxd4/r162bv+d27dzMAmH379jEMQ+PuSsuWLWOaNm3K/Pzzz0xOTg7z7bffMk2aNGFWrVplbEPj7zoPPfQQk5iYyPz666/M2bNnmcWLFzNhYWHM5cuXGYZpfGNPgS5xm4qKCqZ9+/bM7t27mYEDBxoDXYPBwGg0Gub11183tq2trWXCw8OZDz/80EO9lY/Fixcz3bt3t/k7GnvXmj9/PnPnnXdy/p7G331mz57NtG3bljEYDDTuLjZmzBjm8ccfN7tt/PjxzOTJkxmGofe9K1VXVzNKpZL5+eefzW7v3r078+KLLzbKsafUBeI2M2fOxJgxYzBs2DCz23NyclBQUIARI0YYb1Or1Rg4cCD++OMPd3dTls6ePYvmzZsjISEBEyZMwIULFwDQ2Lvali1b0KdPHzz44INo1qwZevbsiU8++cT4exp/96irq8O6devw+OOPQ6FQ0Li72J133ok9e/bgn3/+AQCcOHEC+/fvx+jRowHQ+96V6uvrodfrERgYaHZ7UFAQ9u/f3yjHngJd4hYbN27EsWPHsHz5cqvfFRQUAABiYmLMbo+JiTH+jojXr18/fPnll9i5cyc++eQTFBQU4I477kBRURGNvYtduHABH3zwAdq3b4+dO3fi6aefxr///W98+eWXAOi97y4//vgjSktLMXXqVAA07q42f/58TJw4EZ06dYJKpULPnj0xZ84cTJw4EQCNvyuFhoYiOTkZS5cuxdWrV6HX67Fu3Tr8+eefyM/Pb5Rj7+/pDhD5u3TpEmbPno1du3ZZnWWaUigUZj8zDGN1GxFu1KhRxv/v2rUrkpOT0bZtW3zxxRfo378/ABp7VzEYDOjTpw9ee+01AEDPnj1x6tQpfPDBB/jXv/5lbEfj71qfffYZRo0ahebNm5vdTuPuGps2bcK6deuwfv16dOnSBZmZmZgzZw6aN2+OKVOmGNvR+LvGV199hccffxwtWrSAUqlEr169MGnSJBw7dszYpjGNPc3oEpc7evQorl+/jt69e8Pf3x/+/v749ddf8c4778Df3994Zml5Nnn9+nWrs07ivJCQEHTt2hVnz541Vl+gsXeN2NhYJCYmmt3WuXNnXLx4EQBo/N0gLy8P6enpeOKJJ4y30bi71n/+8x8sWLAAEyZMQNeuXfHoo49i7ty5xit6NP6u1bZtW/z666+orKzEpUuXcOjQIeh0OiQkJDTKsadAl7jc0KFDcfLkSWRmZhr/9enTB4888ggyMzPRpk0baDQa7N6923ifuro6/Prrr7jjjjs82HN50mq1OH36NGJjY40HPhp710hJScHff/9tdts///yDuLg4AKDxd4M1a9agWbNmGDNmjPE2GnfXqq6uhp+feXihVCqN5cVo/N0jJCQEsbGxKCkpwc6dOzFu3LjGOfaeXAlHGi/TqgsM01DuJDw8nNm8eTNz8uRJZuLEibIud+JOzz77LPPLL78wFy5cYA4ePMjcc889TGhoKJObm8swDI29Kx06dIjx9/dnXn31Vebs2bPM119/zQQHBzPr1q0ztqHxdx29Xs+0bt2amT9/vtXvaNxdZ8qUKUyLFi2M5cU2b97MREdHM88//7yxDY2/66SlpTE7duxgLly4wOzatYvp3r0707dvX6auro5hmMY39hToEo+wDHQNBgOzePFiRqPRMGq1mhkwYABz8uRJz3VQRtgaiSqVimnevDkzfvx45tSpU8bf09i71tatW5mkpCRGrVYznTp1Yj7++GOz39P4u87OnTsZAMzff/9t9Tsad9cpLy9nZs+ezbRu3ZoJDAxk2rRpw7z44ouMVqs1tqHxd51NmzYxbdq0YQICAhiNRsPMnDmTKS0tNf6+sY29gmEYxtOzyoQQQgghhEiNcnQJIYQQQogsUaBLCCGEEEJkiQJdQgghhJD/3879hjS59nEA/247pm5m5pLUnE4ri1BLIzRLUgwaZqbR0EqsOcQyWlnRPyLUrBeKKfXKjLZQyBehghH+SdMoyMIShUTUUikkSSLKDMtdz4t4xlkzT2cnT88zvh+4Xuy67/t3/S7f+PXiduSQGHSJiIiIyCEx6BIRERGRQ2LQJSIiIiKHxKBLRERERA6JQZeIiIiIHBKDLhHRLxYbG4sjR478a+uZTCZ4eHjM6RpDQ0OQSCTo6uqa03WIiH4lBl0iIjvs27cPEonEZgwMDKCmpgbnz5+33KtWq1FWVmb1/L8RTgHgzZs3cHJyQlVV1YzXs7OzERYWNud9EBH9Dgy6RER20mg0GB0dtRqBgYHw9PTE/Pnzf3d7AIDFixdj69atMBqNNtcmJydRXV0NvV7/GzojIpp7DLpERHZydnaGt7e31ZDJZFavLsTGxmJ4eBi5ubmWU9+2tjbodDq8f//eMpeXlwcAmJqawokTJ7BkyRIoFApERkaira3Nal2TyQR/f3/I5XKkpKRgfHx81j71ej3u3buHoaEhq/lbt27h8+fPSE9PR0NDAzZu3AgPDw8olUokJiZicHDwhzVnOpGuq6uDRCKxmquvr8fatWvh4uKCoKAg5Ofn4+vXr5breXl58Pf3h7OzM3x9fWEwGGbdCxHR38GgS0Q0h2pqauDn54eCggLLqW90dDTKysrg7u5umTt+/DgAQKfT4eHDh6iurkZ3dze0Wi00Gg36+/sBAB0dHcjMzEROTg66uroQFxeHwsLCWXtISEiAt7c3TCaT1fz169eRnJwMpVKJiYkJHD16FE+ePEFLSwukUilSUlJgNpvt3ntjYyPS09NhMBjw/PlzlJeXw2Qy4cKFCwC+Be3S0lKUl5ejv78fdXV1CA0NtXs9IiIbgoiI/ra9e/cKmUwmFAqFZezcuVMIIcSmTZvE4cOHLfcGBASI0tJSq+eNRqNYsGCB1dzAwICQSCTi9evXVvPx8fHi9OnTQgghdu3aJTQajdX11NRUm1rfO3nypAgICBBms1kIIcSLFy+ERCIRjY2NM94/NjYmAIienh4hhBAvX74UAMSzZ89+2H9tba3486+VmJgYcfHiRat7KisrhY+PjxBCiJKSEhEcHCympqZm7Z2IyF480SUislNcXBy6uros4/Lly/+o3tOnTyGEQHBwMNzc3Cyjvb3d8hpBb28v1q9fb/Xc959notfrMTw8jNbWVgDfTnP9/PywefNmAMDg4CB2796NoKAguLu7IzAwEAAwMjJi9346OztRUFBgtZesrCyMjo7i06dP0Gq1mJycRFBQELKyslBbW2v1WgMR0T/1x+9ugIjo/5VCocCyZct+WT2z2QyZTIbOzk7IZDKra25ubgAAIYRdtZcvX46YmBgYjUbExcXhxo0b0Ol0kEq/nXds27YNKpUKFRUV8PX1hdlsRkhICKampmasJ5VKbXr58uWLzX7y8/OxY8cOm+ddXFygUqnQ19eH5uZm3L17Fzk5OSguLkZ7ezucnJzs2icR0Z8x6BIRzbF58+Zhenr6L+fCw8MxPT2NsbExxMTEzFhr1apVePTokdXc959/RK/X48CBA9i+fTtevXoFnU4HABgfH0dvby/Ky8st6z548GDWWl5eXvjw4QMmJiagUCgAwOY7diMiItDX1zfrHwOurq5ISkpCUlISDh48iJUrV6KnpwcRERE/tSciotkw6BIRzTG1Wo379+8jLS0Nzs7OWLRoEdRqNT5+/IiWlhasXr0acrkcwcHB2LNnDzIyMlBSUoLw8HC8ffsWra2tCA0NRUJCAgwGA6Kjo1FUVITk5GQ0NTWhoaHhp/rQarUwGAzIzs5GfHw81Go1AGDhwoVQKpW4evUqfHx8MDIyglOnTs1aKzIyEnK5HGfOnMGhQ4fw+PFjm392O3fuHBITE6FSqaDVaiGVStHd3Y2enh4UFhbCZDJhenraUquyshKurq4ICAiw58dMRGSD7+gSEc2xgoICDA0NYenSpfDy8gIAREdHY//+/UhNTYWXlxeKiooAAEajERkZGTh27BhWrFiBpKQkdHR0QKVSAQCioqJw7do1XLlyBWvWrEFTUxPOnj37U33I5XKkpaXh3bt3yMzMtMxLpVJUV1ejs7MTISEhyM3NRXFx8ay1PD09UVVVhTt37iA0NBQ3b960fEXaf23ZsgW3b99Gc3Mz1q1bh6ioKFy6dMkSZD08PFBRUYENGzYgLCwMLS0tqK+vh1Kp/Kn9EBH9FYmw94UvIiIiIqL/YTzRJSIiIiKHxKBLRERERA6JQZeIiIiIHBKDLhERERE5JAZdIiIiInJIDLpERERE5JAYdImIiIjIITHoEhEREZFDYtAlIiIiIofEoEtEREREDolBl4iIiIgc0n8AvSPc+Lwi1NUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = df[features_to_transform]\n",
    "y = df[response_variable]\n",
    "model = sm.OLS(y, sm.add_constant(X)).fit()\n",
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.scatter(model.fittedvalues, model.resid)\n",
    "plt.axhline(0, color='red', linestyle='--')\n",
    "plt.title('Residuals vs Fitted Values')\n",
    "plt.xlabel('Fitted Values')\n",
    "plt.ylabel('Residuals')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "061fac7e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "sns.histplot(model.resid, bins=30, kde=True)\n",
    "plt.title('Histogram of Residuals')\n",
    "plt.xlabel('Residuals')\n",
    "plt.ylabel('Frequency')\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n",
    "sm.qqplot(model.resid, line='s')\n",
    "plt.title('Q-Q Plot of Residuals')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d110b3b",
   "metadata": {},
   "source": [
    "Alcohol is the least linear."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da9bbe43",
   "metadata": {},
   "source": [
    "### Setting Up Dummy Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cef1cbbe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Unnamed: 0  Life expectancy   Adult Mortality  infant deaths  Alcohol  \\\n",
      "0           0              65.0            263.0             62     0.01   \n",
      "1           1              59.9            271.0             64     0.01   \n",
      "2           2              59.9            268.0             66     0.01   \n",
      "3           3              59.5            272.0             69     0.01   \n",
      "4           4              59.2            275.0             71     0.01   \n",
      "\n",
      "   percentage expenditure  Hepatitis B  Measles    BMI   under-five deaths   \\\n",
      "0               71.279624         65.0      1154   19.1                  83   \n",
      "1               73.523582         62.0       492   18.6                  86   \n",
      "2               73.219243         64.0       430   18.1                  89   \n",
      "3               78.184215         67.0      2787   17.6                  93   \n",
      "4                7.097109         68.0      3013   17.2                  97   \n",
      "\n",
      "   ...  sqrt_Alcohol  sqrt_percentage expenditure  sqrt_Measles   \\\n",
      "0  ...           0.1                     8.442726      33.970576   \n",
      "1  ...           0.1                     8.574589      22.181073   \n",
      "2  ...           0.1                     8.556824      20.736441   \n",
      "3  ...           0.1                     8.842184      52.792045   \n",
      "4  ...           0.1                     2.664040      54.890801   \n",
      "\n",
      "   sqrt_under-five deaths   sqrt_ HIV/AIDS   sqrt_GDP  sqrt_Population  \\\n",
      "0                 9.110434        0.316228  24.171454      5808.312492   \n",
      "1                 9.273618        0.316228  24.752707       572.347796   \n",
      "2                 9.433981        0.316228  25.134538      5633.088673   \n",
      "3                 9.643651        0.316228  25.883566      1922.747513   \n",
      "4                 9.848858        0.316228   7.971024      1725.861814   \n",
      "\n",
      "   sqrt_ thinness  1-19 years  sqrt_ thinness 5-9 years  \\\n",
      "0                    4.147288                  4.159327   \n",
      "1                    4.183300                  4.183300   \n",
      "2                    4.207137                  4.207137   \n",
      "3                    4.230839                  4.242641   \n",
      "4                    4.266146                  4.266146   \n",
      "\n",
      "   CountryStatus_Developing  \n",
      "0                         1  \n",
      "1                         1  \n",
      "2                         1  \n",
      "3                         1  \n",
      "4                         1  \n",
      "\n",
      "[5 rows x 32 columns]\n"
     ]
    }
   ],
   "source": [
    "df_with_dummies = pd.get_dummies(df, columns=['CountryStatus'], drop_first=True)\n",
    "\n",
    "print(df_with_dummies.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5620c4b",
   "metadata": {},
   "source": [
    "## Building Linear Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1f28eccc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set size: 1319\n",
      "Testing set size: 330\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "feature_columns = df_with_dummies.columns.drop(['Life expectancy ', 'Unnamed: 0'])\n",
    "\n",
    "target_variable = 'Life expectancy '\n",
    "\n",
    "X = df_with_dummies[feature_columns]\n",
    "y = df_with_dummies[target_variable]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "print(\"Training set size:\", X_train.shape[0])\n",
    "print(\"Testing set size:\", X_test.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "63cfb744",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coefficients: [-3.57129361e-02  1.88055968e-02 -7.31514102e-01 -1.33310825e-03\n",
      " -8.57277534e-03  4.08097772e-05  1.76566667e-03 -1.02570329e-02\n",
      "  1.63247338e-03  3.99839129e-02  1.49970599e-02  1.55566139e-01\n",
      "  1.76009600e-04 -8.09231585e-09 -4.83663875e-01  8.21562782e-01\n",
      "  8.48081075e+00  5.77418124e-01  5.71515332e-01  1.39538381e+00\n",
      "  2.53950883e+00  1.73998159e-01 -6.68989298e-03 -1.44764311e+00\n",
      " -3.38933579e+00 -4.24293184e-02  1.79567690e-04  2.70305649e+00\n",
      " -4.68132274e+00 -1.50810509e+00]\n",
      "Intercept: 59.63720339091555\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "model = LinearRegression()\n",
    "\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "print(\"Coefficients:\", model.coef_)\n",
    "print(\"Intercept:\", model.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "918aba5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "765e57ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 3.0681303007887717\n",
      "R-squared: 0.867458543426297\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "import numpy as np\n",
    "\n",
    "rmse = np.sqrt(mean_squared_error(y_test, y_pred))\n",
    "r_squared = r2_score(y_test, y_pred)\n",
    "\n",
    "print(\"RMSE:\", rmse)\n",
    "print(\"R-squared:\", r_squared)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb037db1",
   "metadata": {},
   "source": [
    "These above scores for RMSE and R-squared are very positive. The RMSE score indicates that on average the model is off by about 2.92 years of life expentency, which, given the data set, makes sense! There's a lot of variance in the data set, and given the range of life expentency, this is a relatively small error. The R-squared, on the other hand, is a decent value. It indicates that the model is representative of 88% of the variance in the data set, which is wanted for a regression model."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "658299f0",
   "metadata": {},
   "source": [
    "### Building Three Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c8d73fb0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model 1 - RMSE: 4.4424642204553555 R-squared: 0.7221233741089848\n",
      "Model 2 - RMSE: 7.529180881258171 R-squared: 0.20182227984816614\n",
      "Model 3 - RMSE: 3.0681303007887717 R-squared: 0.867458543426297\n"
     ]
    }
   ],
   "source": [
    "model1_predictors = ['Adult Mortality',' BMI ', 'GDP', 'Schooling']\n",
    "model2_predictors = ['infant deaths', 'percentage expenditure', 'Hepatitis B', 'Population']\n",
    "model3_predictors = X_train.columns #same as the above linear regression model\n",
    "\n",
    "#function to train and evaluate model\n",
    "def evaluate_model(features):\n",
    "    X_train_subset = X_train[features]\n",
    "    X_test_subset = X_test[features]\n",
    "    \n",
    "    model = LinearRegression()\n",
    "    model.fit(X_train_subset, y_train)\n",
    "\n",
    "    y_pred = model.predict(X_test_subset)\n",
    "\n",
    "    rmse = np.sqrt(mean_squared_error(y_test, y_pred))\n",
    "    r_squared = r2_score(y_test, y_pred)\n",
    "    \n",
    "    return rmse, r_squared\n",
    "\n",
    "#evaluate each model\n",
    "model1_rmse, model1_r2 = evaluate_model(model1_predictors)\n",
    "model2_rmse, model2_r2 = evaluate_model(model2_predictors)\n",
    "model3_rmse, model3_r2 = evaluate_model(model3_predictors)\n",
    "\n",
    "print(\"Model 1 - RMSE:\", model1_rmse, \"R-squared:\", model1_r2)\n",
    "print(\"Model 2 - RMSE:\", model2_rmse, \"R-squared:\", model2_r2)\n",
    "print(\"Model 3 - RMSE:\", model3_rmse, \"R-squared:\", model3_r2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83bc0fe2",
   "metadata": {},
   "source": [
    "### Is the \"best\" model good?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29efd08a",
   "metadata": {},
   "source": [
    "Model 3 is objectively the best model out of the above three models. The RMSE is roughly 3.07 and the R-squared value is roughly 0.87 - meaning that the model is deviating from the actual lifespan values by about 3 years, and it's including about 87% of the variance, which is far and by the best of the generated models. Model 1 and Model 2, on the other hand, were both well of their balance. Model 1 had an okay RMSE of 4.44, which, while a little higher than Model 3, is still believeable, while Model 2 had an RMSE of 7.53, which is a bit less believable. On the other hand, Model 1 had an R-squared of 0.72 which is a bit low, while Model 2 had an R-squared of just 0.2, which means a significant part of the variance was being removed. It's definitely not perfect - but I am willing to say it's good."
   ]
  }
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