{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 导入必要的库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats.mstats import winsorize\n",
    "import scipy.stats as stats\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "from sklearn.preprocessing import PolynomialFeatures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "# 读入数据\n",
    "le = pd.read_csv('./Life Expectancy Data.csv', delimiter=',')\n",
    "le.dataframeName = 'Life Expectancy Data.csv'"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "       Country  Year      Status  Life expectancy   Adult Mortality  \\\n0  Afghanistan  2015  Developing              65.0            263.0   \n1  Afghanistan  2014  Developing              59.9            271.0   \n2  Afghanistan  2013  Developing              59.9            268.0   \n3  Afghanistan  2012  Developing              59.5            272.0   \n4  Afghanistan  2011  Developing              59.2            275.0   \n\n   infant deaths  Alcohol  percentage expenditure  Hepatitis B  Measles   ...  \\\n0             62     0.01               71.279624         65.0      1154  ...   \n1             64     0.01               73.523582         62.0       492  ...   \n2             66     0.01               73.219243         64.0       430  ...   \n3             69     0.01               78.184215         67.0      2787  ...   \n4             71     0.01                7.097109         68.0      3013  ...   \n\n   Polio  Total expenditure  Diphtheria    HIV/AIDS         GDP  Population  \\\n0    6.0               8.16         65.0        0.1  584.259210  33736494.0   \n1   58.0               8.18         62.0        0.1  612.696514    327582.0   \n2   62.0               8.13         64.0        0.1  631.744976  31731688.0   \n3   67.0               8.52         67.0        0.1  669.959000   3696958.0   \n4   68.0               7.87         68.0        0.1   63.537231   2978599.0   \n\n    thinness  1-19 years   thinness 5-9 years  \\\n0                   17.2                 17.3   \n1                   17.5                 17.5   \n2                   17.7                 17.7   \n3                   17.9                 18.0   \n4                   18.2                 18.2   \n\n   Income composition of resources  Schooling  \n0                            0.479       10.1  \n1                            0.476       10.0  \n2                            0.470        9.9  \n3                            0.463        9.8  \n4                            0.454        9.5  \n\n[5 rows x 22 columns]",
      "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>Country</th>\n      <th>Year</th>\n      <th>Status</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>...</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>0</th>\n      <td>Afghanistan</td>\n      <td>2015</td>\n      <td>Developing</td>\n      <td>65.0</td>\n      <td>263.0</td>\n      <td>62</td>\n      <td>0.01</td>\n      <td>71.279624</td>\n      <td>65.0</td>\n      <td>1154</td>\n      <td>...</td>\n      <td>6.0</td>\n      <td>8.16</td>\n      <td>65.0</td>\n      <td>0.1</td>\n      <td>584.259210</td>\n      <td>33736494.0</td>\n      <td>17.2</td>\n      <td>17.3</td>\n      <td>0.479</td>\n      <td>10.1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Afghanistan</td>\n      <td>2014</td>\n      <td>Developing</td>\n      <td>59.9</td>\n      <td>271.0</td>\n      <td>64</td>\n      <td>0.01</td>\n      <td>73.523582</td>\n      <td>62.0</td>\n      <td>492</td>\n      <td>...</td>\n      <td>58.0</td>\n      <td>8.18</td>\n      <td>62.0</td>\n      <td>0.1</td>\n      <td>612.696514</td>\n      <td>327582.0</td>\n      <td>17.5</td>\n      <td>17.5</td>\n      <td>0.476</td>\n      <td>10.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Afghanistan</td>\n      <td>2013</td>\n      <td>Developing</td>\n      <td>59.9</td>\n      <td>268.0</td>\n      <td>66</td>\n      <td>0.01</td>\n      <td>73.219243</td>\n      <td>64.0</td>\n      <td>430</td>\n      <td>...</td>\n      <td>62.0</td>\n      <td>8.13</td>\n      <td>64.0</td>\n      <td>0.1</td>\n      <td>631.744976</td>\n      <td>31731688.0</td>\n      <td>17.7</td>\n      <td>17.7</td>\n      <td>0.470</td>\n      <td>9.9</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Afghanistan</td>\n      <td>2012</td>\n      <td>Developing</td>\n      <td>59.5</td>\n      <td>272.0</td>\n      <td>69</td>\n      <td>0.01</td>\n      <td>78.184215</td>\n      <td>67.0</td>\n      <td>2787</td>\n      <td>...</td>\n      <td>67.0</td>\n      <td>8.52</td>\n      <td>67.0</td>\n      <td>0.1</td>\n      <td>669.959000</td>\n      <td>3696958.0</td>\n      <td>17.9</td>\n      <td>18.0</td>\n      <td>0.463</td>\n      <td>9.8</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Afghanistan</td>\n      <td>2011</td>\n      <td>Developing</td>\n      <td>59.2</td>\n      <td>275.0</td>\n      <td>71</td>\n      <td>0.01</td>\n      <td>7.097109</td>\n      <td>68.0</td>\n      <td>3013</td>\n      <td>...</td>\n      <td>68.0</td>\n      <td>7.87</td>\n      <td>68.0</td>\n      <td>0.1</td>\n      <td>63.537231</td>\n      <td>2978599.0</td>\n      <td>18.2</td>\n      <td>18.2</td>\n      <td>0.454</td>\n      <td>9.5</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 22 columns</p>\n</div>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 显示数据帧的前5行\n",
    "le.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "# 对列进行归一化重命名\n",
    "le.rename(columns={\"Life expectancy \":\"Life_Expectancy\",\"Adult Mortality\":\"Adult_Mortality\",\n",
    "                   \"infant deaths\":\"Infant_Deaths\",\"percentage expenditure\":\"Percentage_Exp\",\"Hepatitis B\":\"HepatitisB\",\n",
    "                  \"Measles \":\"Measles\",\" BMI \":\"BMI\",\"under-five deaths \":\"Under_Five_Deaths\",\"Diphtheria \":\"Diphtheria\",\n",
    "                  \" HIV/AIDS\":\"HIV/AIDS\",\" thinness  1-19 years\":\"thinness_1to19_years\",\" thinness 5-9 years\":\"thinness_5to9_years\",\"Income composition of resources\":\"Income_Comp_Of_Resources\",\n",
    "                   \"Total expenditure\":\"Tot_Exp\"},inplace=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "              Year  Life_Expectancy  Adult_Mortality  Infant_Deaths  \\\ncount  2938.000000      2928.000000      2928.000000    2938.000000   \nmean   2007.518720        69.224932       164.796448      30.303948   \nstd       4.613841         9.523867       124.292079     117.926501   \nmin    2000.000000        36.300000         1.000000       0.000000   \n25%    2004.000000        63.100000        74.000000       0.000000   \n50%    2008.000000        72.100000       144.000000       3.000000   \n75%    2012.000000        75.700000       228.000000      22.000000   \nmax    2015.000000        89.000000       723.000000    1800.000000   \n\n           Alcohol  Percentage_Exp   HepatitisB        Measles          BMI  \\\ncount  2744.000000     2938.000000  2385.000000    2938.000000  2904.000000   \nmean      4.602861      738.251295    80.940461    2419.592240    38.321247   \nstd       4.052413     1987.914858    25.070016   11467.272489    20.044034   \nmin       0.010000        0.000000     1.000000       0.000000     1.000000   \n25%       0.877500        4.685343    77.000000       0.000000    19.300000   \n50%       3.755000       64.912906    92.000000      17.000000    43.500000   \n75%       7.702500      441.534144    97.000000     360.250000    56.200000   \nmax      17.870000    19479.911610    99.000000  212183.000000    87.300000   \n\n       Under_Five_Deaths        Polio     Tot_Exp   Diphtheria     HIV/AIDS  \\\ncount        2938.000000  2919.000000  2712.00000  2919.000000  2938.000000   \nmean           42.035739    82.550188     5.93819    82.324084     1.742103   \nstd           160.445548    23.428046     2.49832    23.716912     5.077785   \nmin             0.000000     3.000000     0.37000     2.000000     0.100000   \n25%             0.000000    78.000000     4.26000    78.000000     0.100000   \n50%             4.000000    93.000000     5.75500    93.000000     0.100000   \n75%            28.000000    97.000000     7.49250    97.000000     0.800000   \nmax          2500.000000    99.000000    17.60000    99.000000    50.600000   \n\n                 GDP    Population  thinness_1to19_years  thinness_5to9_years  \\\ncount    2490.000000  2.286000e+03           2904.000000          2904.000000   \nmean     7483.158469  1.275338e+07              4.839704             4.870317   \nstd     14270.169342  6.101210e+07              4.420195             4.508882   \nmin         1.681350  3.400000e+01              0.100000             0.100000   \n25%       463.935626  1.957932e+05              1.600000             1.500000   \n50%      1766.947595  1.386542e+06              3.300000             3.300000   \n75%      5910.806335  7.420359e+06              7.200000             7.200000   \nmax    119172.741800  1.293859e+09             27.700000            28.600000   \n\n       Income_Comp_Of_Resources    Schooling  \ncount               2771.000000  2775.000000  \nmean                   0.627551    11.992793  \nstd                    0.210904     3.358920  \nmin                    0.000000     0.000000  \n25%                    0.493000    10.100000  \n50%                    0.677000    12.300000  \n75%                    0.779000    14.300000  \nmax                    0.948000    20.700000  ",
      "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>Year</th>\n      <th>Life_Expectancy</th>\n      <th>Adult_Mortality</th>\n      <th>Infant_Deaths</th>\n      <th>Alcohol</th>\n      <th>Percentage_Exp</th>\n      <th>HepatitisB</th>\n      <th>Measles</th>\n      <th>BMI</th>\n      <th>Under_Five_Deaths</th>\n      <th>Polio</th>\n      <th>Tot_Exp</th>\n      <th>Diphtheria</th>\n      <th>HIV/AIDS</th>\n      <th>GDP</th>\n      <th>Population</th>\n      <th>thinness_1to19_years</th>\n      <th>thinness_5to9_years</th>\n      <th>Income_Comp_Of_Resources</th>\n      <th>Schooling</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>2938.000000</td>\n      <td>2928.000000</td>\n      <td>2928.000000</td>\n      <td>2938.000000</td>\n      <td>2744.000000</td>\n      <td>2938.000000</td>\n      <td>2385.000000</td>\n      <td>2938.000000</td>\n      <td>2904.000000</td>\n      <td>2938.000000</td>\n      <td>2919.000000</td>\n      <td>2712.00000</td>\n      <td>2919.000000</td>\n      <td>2938.000000</td>\n      <td>2490.000000</td>\n      <td>2.286000e+03</td>\n      <td>2904.000000</td>\n      <td>2904.000000</td>\n      <td>2771.000000</td>\n      <td>2775.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2007.518720</td>\n      <td>69.224932</td>\n      <td>164.796448</td>\n      <td>30.303948</td>\n      <td>4.602861</td>\n      <td>738.251295</td>\n      <td>80.940461</td>\n      <td>2419.592240</td>\n      <td>38.321247</td>\n      <td>42.035739</td>\n      <td>82.550188</td>\n      <td>5.93819</td>\n      <td>82.324084</td>\n      <td>1.742103</td>\n      <td>7483.158469</td>\n      <td>1.275338e+07</td>\n      <td>4.839704</td>\n      <td>4.870317</td>\n      <td>0.627551</td>\n      <td>11.992793</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>4.613841</td>\n      <td>9.523867</td>\n      <td>124.292079</td>\n      <td>117.926501</td>\n      <td>4.052413</td>\n      <td>1987.914858</td>\n      <td>25.070016</td>\n      <td>11467.272489</td>\n      <td>20.044034</td>\n      <td>160.445548</td>\n      <td>23.428046</td>\n      <td>2.49832</td>\n      <td>23.716912</td>\n      <td>5.077785</td>\n      <td>14270.169342</td>\n      <td>6.101210e+07</td>\n      <td>4.420195</td>\n      <td>4.508882</td>\n      <td>0.210904</td>\n      <td>3.358920</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>2000.000000</td>\n      <td>36.300000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.010000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>3.000000</td>\n      <td>0.37000</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>0.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2004.000000</td>\n      <td>63.100000</td>\n      <td>74.000000</td>\n      <td>0.000000</td>\n      <td>0.877500</td>\n      <td>4.685343</td>\n      <td>77.000000</td>\n      <td>0.000000</td>\n      <td>19.300000</td>\n      <td>0.000000</td>\n      <td>78.000000</td>\n      <td>4.26000</td>\n      <td>78.000000</td>\n      <td>0.100000</td>\n      <td>463.935626</td>\n      <td>1.957932e+05</td>\n      <td>1.600000</td>\n      <td>1.500000</td>\n      <td>0.493000</td>\n      <td>10.100000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2008.000000</td>\n      <td>72.100000</td>\n      <td>144.000000</td>\n      <td>3.000000</td>\n      <td>3.755000</td>\n      <td>64.912906</td>\n      <td>92.000000</td>\n      <td>17.000000</td>\n      <td>43.500000</td>\n      <td>4.000000</td>\n      <td>93.000000</td>\n      <td>5.75500</td>\n      <td>93.000000</td>\n      <td>0.100000</td>\n      <td>1766.947595</td>\n      <td>1.386542e+06</td>\n      <td>3.300000</td>\n      <td>3.300000</td>\n      <td>0.677000</td>\n      <td>12.300000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2012.000000</td>\n      <td>75.700000</td>\n      <td>228.000000</td>\n      <td>22.000000</td>\n      <td>7.702500</td>\n      <td>441.534144</td>\n      <td>97.000000</td>\n      <td>360.250000</td>\n      <td>56.200000</td>\n      <td>28.000000</td>\n      <td>97.000000</td>\n      <td>7.49250</td>\n      <td>97.000000</td>\n      <td>0.800000</td>\n      <td>5910.806335</td>\n      <td>7.420359e+06</td>\n      <td>7.200000</td>\n      <td>7.200000</td>\n      <td>0.779000</td>\n      <td>14.300000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2015.000000</td>\n      <td>89.000000</td>\n      <td>723.000000</td>\n      <td>1800.000000</td>\n      <td>17.870000</td>\n      <td>19479.911610</td>\n      <td>99.000000</td>\n      <td>212183.000000</td>\n      <td>87.300000</td>\n      <td>2500.000000</td>\n      <td>99.000000</td>\n      <td>17.60000</td>\n      <td>99.000000</td>\n      <td>50.600000</td>\n      <td>119172.741800</td>\n      <td>1.293859e+09</td>\n      <td>27.700000</td>\n      <td>28.600000</td>\n      <td>0.948000</td>\n      <td>20.700000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 显示数据帧的描述性信息\n",
    "le.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2938 entries, 0 to 2937\n",
      "Data columns (total 22 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Country                   2938 non-null   object \n",
      " 1   Year                      2938 non-null   int64  \n",
      " 2   Status                    2938 non-null   object \n",
      " 3   Life_Expectancy           2928 non-null   float64\n",
      " 4   Adult_Mortality           2928 non-null   float64\n",
      " 5   Infant_Deaths             2938 non-null   int64  \n",
      " 6   Alcohol                   2744 non-null   float64\n",
      " 7   Percentage_Exp            2938 non-null   float64\n",
      " 8   HepatitisB                2385 non-null   float64\n",
      " 9   Measles                   2938 non-null   int64  \n",
      " 10  BMI                       2904 non-null   float64\n",
      " 11  Under_Five_Deaths         2938 non-null   int64  \n",
      " 12  Polio                     2919 non-null   float64\n",
      " 13  Tot_Exp                   2712 non-null   float64\n",
      " 14  Diphtheria                2919 non-null   float64\n",
      " 15  HIV/AIDS                  2938 non-null   float64\n",
      " 16  GDP                       2490 non-null   float64\n",
      " 17  Population                2286 non-null   float64\n",
      " 18  thinness_1to19_years      2904 non-null   float64\n",
      " 19  thinness_5to9_years       2904 non-null   float64\n",
      " 20  Income_Comp_Of_Resources  2771 non-null   float64\n",
      " 21  Schooling                 2775 non-null   float64\n",
      "dtypes: float64(16), int64(4), object(2)\n",
      "memory usage: 505.1+ KB\n"
     ]
    }
   ],
   "source": [
    "# 显示数据帧的数据类型\n",
    "le.info()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "Country                      0.000000\nYear                         0.000000\nStatus                       0.000000\nLife_Expectancy              0.340368\nAdult_Mortality              0.340368\nInfant_Deaths                0.000000\nAlcohol                      6.603131\nPercentage_Exp               0.000000\nHepatitisB                  18.822328\nMeasles                      0.000000\nBMI                          1.157250\nUnder_Five_Deaths            0.000000\nPolio                        0.646698\nTot_Exp                      7.692308\nDiphtheria                   0.646698\nHIV/AIDS                     0.000000\nGDP                         15.248468\nPopulation                  22.191967\nthinness_1to19_years         1.157250\nthinness_5to9_years          1.157250\nIncome_Comp_Of_Resources     5.684139\nSchooling                    5.547992\ndtype: float64"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 显示每列数据空缺值百分率\n",
    "le.isnull().sum()*100/le.isnull().count()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "# 建立国家列表与属性列表\n",
    "country_list = le.Country.unique()\n",
    "fill_list = ['Life_Expectancy','Adult_Mortality','Alcohol','HepatitisB','BMI','Polio','Tot_Exp','Diphtheria','GDP','Population','thinness_1to19_years','thinness_5to9_years','Income_Comp_Of_Resources','Schooling']"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "# 使用插值函数填补能够填补的空缺值\n",
    "for country in country_list:\n",
    "    le.loc[le['Country'] == country,fill_list] = le.loc[le['Country'] == country,fill_list].interpolate()\n",
    "# 删除仍包含空缺值的行\n",
    "le.dropna(inplace=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "Country                     0\nYear                        0\nStatus                      0\nLife_Expectancy             0\nAdult_Mortality             0\nInfant_Deaths               0\nAlcohol                     0\nPercentage_Exp              0\nHepatitisB                  0\nMeasles                     0\nBMI                         0\nUnder_Five_Deaths           0\nPolio                       0\nTot_Exp                     0\nDiphtheria                  0\nHIV/AIDS                    0\nGDP                         0\nPopulation                  0\nthinness_1to19_years        0\nthinness_5to9_years         0\nIncome_Comp_Of_Resources    0\nSchooling                   0\ndtype: int64"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检测处理后是否仍存在空缺值\n",
    "le.isnull().sum()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x2160 with 19 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 建立列与整数的词典\n",
    "col_dict = {'Life_Expectancy':1,'Adult_Mortality':2,'Infant_Deaths':3,'Alcohol':4,'Percentage_Exp':5,'HepatitisB':6,'Measles':7,'BMI':8,'Under_Five_Deaths':9,'Polio':10,'Tot_Exp':11,'Diphtheria':12,'HIV/AIDS':13,'GDP':14,'Population':15,'thinness_1to19_years':16,'thinness_5to9_years':17,'Income_Comp_Of_Resources':18,'Schooling':19}\n",
    "\n",
    "# 通过箱形图探测离群值\n",
    "plt.figure(figsize=(20,30))\n",
    "\n",
    "for variable,i in col_dict.items():\n",
    "                     plt.subplot(5,4,i)\n",
    "                     plt.boxplot(le[variable],whis=1.5)\n",
    "                     plt.title(variable)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of outliers and percentage of it in Life_Expectancy : 4 and 0.20130850528434827\n",
      "Number of outliers and percentage of it in Adult_Mortality : 58 and 2.9189733266230498\n",
      "Number of outliers and percentage of it in Infant_Deaths : 198 and 9.96477101157524\n",
      "Number of outliers and percentage of it in Alcohol : 3 and 0.1509813789632612\n",
      "Number of outliers and percentage of it in Percentage_Exp : 232 and 11.675893306492199\n",
      "Number of outliers and percentage of it in HepatitisB : 216 and 10.870659285354806\n",
      "Number of outliers and percentage of it in Measles : 361 and 18.16809260191243\n",
      "Number of outliers and percentage of it in BMI : 0 and 0.0\n",
      "Number of outliers and percentage of it in Under_Five_Deaths : 227 and 11.424257674886764\n",
      "Number of outliers and percentage of it in Polio : 159 and 8.002013085052843\n",
      "Number of outliers and percentage of it in Tot_Exp : 13 and 0.6542526421741318\n",
      "Number of outliers and percentage of it in Diphtheria : 195 and 9.813789632611979\n",
      "Number of outliers and percentage of it in HIV/AIDS : 309 and 15.551082033215904\n",
      "Number of outliers and percentage of it in GDP : 244 and 12.279818822345245\n",
      "Number of outliers and percentage of it in Population : 260 and 13.085052843482638\n",
      "Number of outliers and percentage of it in thinness_1to19_years : 70 and 3.5228988424760947\n",
      "Number of outliers and percentage of it in thinness_5to9_years : 75 and 3.77453447408153\n",
      "Number of outliers and percentage of it in Income_Comp_Of_Resources : 91 and 4.579768495218923\n",
      "Number of outliers and percentage of it in Schooling : 32 and 1.6104680422747861\n"
     ]
    }
   ],
   "source": [
    "# 使用Tukey法计算每列中离群值数量与百分率\n",
    "\n",
    "for variable in col_dict.keys():\n",
    "    q75, q25 = np.percentile(le[variable], [75 ,25])\n",
    "    iqr = q75 - q25\n",
    "\n",
    "    min_val = q25 - (iqr*1.5)\n",
    "    max_val = q75 + (iqr*1.5)\n",
    "    print(\"Number of outliers and percentage of it in {} : {} and {}\".format(variable,\n",
    "                                                                             len((np.where((le[variable] > max_val) |\n",
    "                                                                                           (le[variable] < min_val))[0])),len((np.where((le[variable] > max_val) |\n",
    "                                                                                           (le[variable] < min_val))[0]))*100/1987))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [
    "# 使用缩尾处理去除各列的离群值\n",
    "winsorized_Life_Expectancy = winsorize(le['Life_Expectancy'],(0.01,0))\n",
    "winsorized_Adult_Mortality = winsorize(le['Adult_Mortality'],(0,0.03))\n",
    "winsorized_Infant_Deaths = winsorize(le['Infant_Deaths'],(0,0.10))\n",
    "winsorized_Alcohol = winsorize(le['Alcohol'],(0,0.01))\n",
    "winsorized_Percentage_Exp = winsorize(le['Percentage_Exp'],(0,0.12))\n",
    "winsorized_HepatitisB = winsorize(le['HepatitisB'],(0.11,0))\n",
    "winsorized_Measles = winsorize(le['Measles'],(0,0.19))\n",
    "\n",
    "# \"麻疹\"一列需要调整的数据过多，占到了19%，可能无法提供更好的结果，故删除该列\n",
    "le = le.drop('Measles',axis=1)\n",
    "\n",
    "winsorized_Under_Five_Deaths = winsorize(le['Under_Five_Deaths'],(0,0.12))\n",
    "winsorized_Polio = winsorize(le['Polio'],(0.09,0))\n",
    "winsorized_Tot_Exp = winsorize(le['Tot_Exp'],(0,0.01))\n",
    "winsorized_Diphtheria = winsorize(le['Diphtheria'],(0.10,0))\n",
    "winsorized_HIV = winsorize(le['HIV/AIDS'],(0,0.16))\n",
    "winsorized_GDP = winsorize(le['GDP'],(0,0.13))\n",
    "winsorized_Population = winsorize(le['Population'],(0,0.14))\n",
    "winsorized_thinness_1to19_years = winsorize(le['thinness_1to19_years'],(0,0.04))\n",
    "winsorized_thinness_5to9_years = winsorize(le['thinness_5to9_years'],(0,0.04))\n",
    "winsorized_Income_Comp_Of_Resources = winsorize(le['Income_Comp_Of_Resources'],(0.05,0))\n",
    "winsorized_Schooling = winsorize(le['Schooling'],(0.02,0.01))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n",
      "Number of outliers after winsorization : 0\n"
     ]
    }
   ],
   "source": [
    "# 检测缩尾处理后的变量是否有离群值\n",
    "win_list = [winsorized_Life_Expectancy,winsorized_Adult_Mortality,winsorized_Infant_Deaths,winsorized_Alcohol,\n",
    "            winsorized_Percentage_Exp,winsorized_HepatitisB,winsorized_Under_Five_Deaths,winsorized_Polio,winsorized_Tot_Exp,winsorized_Diphtheria,winsorized_HIV,winsorized_GDP,winsorized_Population,winsorized_thinness_1to19_years,winsorized_thinness_5to9_years,winsorized_Income_Comp_Of_Resources,winsorized_Schooling]\n",
    "\n",
    "for variable in win_list:\n",
    "    q75, q25 = np.percentile(variable, [75 ,25])\n",
    "    iqr = q75 - q25\n",
    "\n",
    "    min_val = q25 - (iqr*1.5)\n",
    "    max_val = q75 + (iqr*1.5)\n",
    "\n",
    "    print(\"Number of outliers after winsorization : {}\".format(len(np.where((variable > max_val) | (variable < min_val))[0])))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [],
   "source": [
    "# 将缩尾处理后的变量加入数据帧中\n",
    "le['winsorized_Life_Expectancy'] = winsorized_Life_Expectancy\n",
    "le['winsorized_Adult_Mortality'] = winsorized_Adult_Mortality\n",
    "le['winsorized_Infant_Deaths'] = winsorized_Infant_Deaths\n",
    "le['winsorized_Alcohol'] = winsorized_Alcohol\n",
    "le['winsorized_Percentage_Exp'] = winsorized_Percentage_Exp\n",
    "le['winsorized_HepatitisB'] = winsorized_HepatitisB\n",
    "le['winsorized_Under_Five_Deaths'] = winsorized_Under_Five_Deaths\n",
    "le['winsorized_Polio'] = winsorized_Polio\n",
    "le['winsorized_Tot_Exp'] = winsorized_Tot_Exp\n",
    "le['winsorized_Diphtheria'] = winsorized_Diphtheria\n",
    "le['winsorized_HIV'] = winsorized_HIV\n",
    "le['winsorized_GDP'] = winsorized_GDP\n",
    "le['winsorized_Population'] = winsorized_Population\n",
    "le['winsorized_thinness_1to19_years'] = winsorized_thinness_1to19_years\n",
    "le['winsorized_thinness_5to9_years'] = winsorized_thinness_5to9_years\n",
    "le['winsorized_Income_Comp_Of_Resources'] = winsorized_Income_Comp_Of_Resources\n",
    "le['winsorized_Schooling'] = winsorized_Schooling"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "              Year  Life_Expectancy  Adult_Mortality  Infant_Deaths  \\\ncount  1987.000000      1987.000000      1987.000000    1987.000000   \nmean   2006.984902        67.981782       175.187217      36.623553   \nstd       4.323147         9.706401       131.616942     138.784913   \nmin    2000.000000        36.300000         1.000000       0.000000   \n25%    2003.000000        61.700000        75.000000       1.000000   \n50%    2007.000000        69.900000       153.000000       4.000000   \n75%    2011.000000        74.700000       243.000000      25.000000   \nmax    2015.000000        89.000000       723.000000    1800.000000   \n\n           Alcohol  Percentage_Exp  HepatitisB          BMI  \\\ncount  1987.000000     1987.000000  1987.00000  1987.000000   \nmean      4.455644      685.492318    73.86160    36.428636   \nstd       3.976733     1761.669050    29.02807    19.736138   \nmin       0.010000        0.000000     2.00000     1.400000   \n25%       0.830000       29.469887    64.00000    18.150000   \n50%       3.770000      104.314473    86.00000    38.700000   \n75%       7.190000      470.870122    95.00000    55.000000   \nmax      17.870000    18961.348600    99.00000    77.100000   \n\n       Under_Five_Deaths        Polio  ...  winsorized_Polio  \\\ncount        1987.000000  1987.000000  ...       1987.000000   \nmean           50.932562    80.371917  ...         82.957725   \nstd           188.933117    24.363376  ...         17.556131   \nmin             0.000000     3.000000  ...         44.000000   \n25%             1.000000    74.000000  ...         74.000000   \n50%             4.000000    91.000000  ...         91.000000   \n75%            36.000000    96.000000  ...         96.000000   \nmax          2500.000000    99.000000  ...         99.000000   \n\n       winsorized_Tot_Exp  winsorized_Diphtheria  winsorized_HIV  \\\ncount         1987.000000            1987.000000     1987.000000   \nmean             5.895471              83.225969        0.874082   \nstd              2.266421              17.239348        1.183198   \nmin              0.370000              45.000000        0.100000   \n25%              4.360000              75.500000        0.100000   \n50%              5.800000              91.000000        0.100000   \n75%              7.385000              96.000000        1.400000   \nmax             11.700000              99.000000        3.200000   \n\n       winsorized_GDP  winsorized_Population  winsorized_thinness_1to19_years  \\\ncount     1987.000000           1.987000e+03                      1987.000000   \nmean      2864.719760           4.799769e+06                         4.955561   \nstd       3186.069874           6.217060e+06                         4.187776   \nmin          1.681350           3.400000e+01                         0.100000   \n25%        384.553107           1.967480e+05                         1.600000   \n50%       1334.651896           1.396861e+06                         3.300000   \n75%       4441.530655           7.625918e+06                         7.600000   \nmax       9291.227619           1.699335e+07                        15.700000   \n\n       winsorized_thinness_5to9_years  winsorized_Income_Comp_Of_Resources  \\\ncount                     1987.000000                          1987.000000   \nmean                         5.024006                             0.616143   \nstd                          4.265385                             0.174584   \nmin                          0.100000                             0.276000   \n25%                          1.600000                             0.473000   \n50%                          3.400000                             0.648000   \n75%                          7.700000                             0.745000   \nmax                         16.300000                             0.936000   \n\n       winsorized_Schooling  \ncount           1987.000000  \nmean              11.658581  \nstd                3.102260  \nmin                4.500000  \n25%                9.700000  \n50%               11.900000  \n75%               13.700000  \nmax               18.600000  \n\n[8 rows x 36 columns]",
      "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>Year</th>\n      <th>Life_Expectancy</th>\n      <th>Adult_Mortality</th>\n      <th>Infant_Deaths</th>\n      <th>Alcohol</th>\n      <th>Percentage_Exp</th>\n      <th>HepatitisB</th>\n      <th>BMI</th>\n      <th>Under_Five_Deaths</th>\n      <th>Polio</th>\n      <th>...</th>\n      <th>winsorized_Polio</th>\n      <th>winsorized_Tot_Exp</th>\n      <th>winsorized_Diphtheria</th>\n      <th>winsorized_HIV</th>\n      <th>winsorized_GDP</th>\n      <th>winsorized_Population</th>\n      <th>winsorized_thinness_1to19_years</th>\n      <th>winsorized_thinness_5to9_years</th>\n      <th>winsorized_Income_Comp_Of_Resources</th>\n      <th>winsorized_Schooling</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.00000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>...</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1.987000e+03</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n      <td>1987.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2006.984902</td>\n      <td>67.981782</td>\n      <td>175.187217</td>\n      <td>36.623553</td>\n      <td>4.455644</td>\n      <td>685.492318</td>\n      <td>73.86160</td>\n      <td>36.428636</td>\n      <td>50.932562</td>\n      <td>80.371917</td>\n      <td>...</td>\n      <td>82.957725</td>\n      <td>5.895471</td>\n      <td>83.225969</td>\n      <td>0.874082</td>\n      <td>2864.719760</td>\n      <td>4.799769e+06</td>\n      <td>4.955561</td>\n      <td>5.024006</td>\n      <td>0.616143</td>\n      <td>11.658581</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>4.323147</td>\n      <td>9.706401</td>\n      <td>131.616942</td>\n      <td>138.784913</td>\n      <td>3.976733</td>\n      <td>1761.669050</td>\n      <td>29.02807</td>\n      <td>19.736138</td>\n      <td>188.933117</td>\n      <td>24.363376</td>\n      <td>...</td>\n      <td>17.556131</td>\n      <td>2.266421</td>\n      <td>17.239348</td>\n      <td>1.183198</td>\n      <td>3186.069874</td>\n      <td>6.217060e+06</td>\n      <td>4.187776</td>\n      <td>4.265385</td>\n      <td>0.174584</td>\n      <td>3.102260</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>2000.000000</td>\n      <td>36.300000</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.010000</td>\n      <td>0.000000</td>\n      <td>2.00000</td>\n      <td>1.400000</td>\n      <td>0.000000</td>\n      <td>3.000000</td>\n      <td>...</td>\n      <td>44.000000</td>\n      <td>0.370000</td>\n      <td>45.000000</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>0.276000</td>\n      <td>4.500000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2003.000000</td>\n      <td>61.700000</td>\n      <td>75.000000</td>\n      <td>1.000000</td>\n      <td>0.830000</td>\n      <td>29.469887</td>\n      <td>64.00000</td>\n      <td>18.150000</td>\n      <td>1.000000</td>\n      <td>74.000000</td>\n      <td>...</td>\n      <td>74.000000</td>\n      <td>4.360000</td>\n      <td>75.500000</td>\n      <td>0.100000</td>\n      <td>384.553107</td>\n      <td>1.967480e+05</td>\n      <td>1.600000</td>\n      <td>1.600000</td>\n      <td>0.473000</td>\n      <td>9.700000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2007.000000</td>\n      <td>69.900000</td>\n      <td>153.000000</td>\n      <td>4.000000</td>\n      <td>3.770000</td>\n      <td>104.314473</td>\n      <td>86.00000</td>\n      <td>38.700000</td>\n      <td>4.000000</td>\n      <td>91.000000</td>\n      <td>...</td>\n      <td>91.000000</td>\n      <td>5.800000</td>\n      <td>91.000000</td>\n      <td>0.100000</td>\n      <td>1334.651896</td>\n      <td>1.396861e+06</td>\n      <td>3.300000</td>\n      <td>3.400000</td>\n      <td>0.648000</td>\n      <td>11.900000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2011.000000</td>\n      <td>74.700000</td>\n      <td>243.000000</td>\n      <td>25.000000</td>\n      <td>7.190000</td>\n      <td>470.870122</td>\n      <td>95.00000</td>\n      <td>55.000000</td>\n      <td>36.000000</td>\n      <td>96.000000</td>\n      <td>...</td>\n      <td>96.000000</td>\n      <td>7.385000</td>\n      <td>96.000000</td>\n      <td>1.400000</td>\n      <td>4441.530655</td>\n      <td>7.625918e+06</td>\n      <td>7.600000</td>\n      <td>7.700000</td>\n      <td>0.745000</td>\n      <td>13.700000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2015.000000</td>\n      <td>89.000000</td>\n      <td>723.000000</td>\n      <td>1800.000000</td>\n      <td>17.870000</td>\n      <td>18961.348600</td>\n      <td>99.00000</td>\n      <td>77.100000</td>\n      <td>2500.000000</td>\n      <td>99.000000</td>\n      <td>...</td>\n      <td>99.000000</td>\n      <td>11.700000</td>\n      <td>99.000000</td>\n      <td>3.200000</td>\n      <td>9291.227619</td>\n      <td>1.699335e+07</td>\n      <td>15.700000</td>\n      <td>16.300000</td>\n      <td>0.936000</td>\n      <td>18.600000</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 36 columns</p>\n</div>"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 显示数据帧的描述性信息\n",
    "le.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x5400 with 34 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制数据帧中所有列的数据直方图\n",
    "all_col = ['Life_Expectancy','winsorized_Life_Expectancy','Adult_Mortality','winsorized_Adult_Mortality','Infant_Deaths',\n",
    "         'winsorized_Infant_Deaths','Alcohol','winsorized_Alcohol','Percentage_Exp','winsorized_Percentage_Exp','HepatitisB',\n",
    "         'winsorized_HepatitisB','Under_Five_Deaths','winsorized_Under_Five_Deaths','Polio','winsorized_Polio','Tot_Exp',\n",
    "         'winsorized_Tot_Exp','Diphtheria','winsorized_Diphtheria','HIV/AIDS','winsorized_HIV','GDP','winsorized_GDP',\n",
    "         'Population','winsorized_Population','thinness_1to19_years','winsorized_thinness_1to19_years','thinness_5to9_years',\n",
    "         'winsorized_thinness_5to9_years','Income_Comp_Of_Resources','winsorized_Income_Comp_Of_Resources',\n",
    "         'Schooling','winsorized_Schooling']\n",
    "\n",
    "plt.figure(figsize=(15,75))\n",
    "\n",
    "for i in range(len(all_col)):\n",
    "    plt.subplot(18,2,i+1)\n",
    "    plt.hist(le[all_col[i]])\n",
    "    plt.title(all_col[i])\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制预期寿命关于发展状态的直方图\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.bar(le.groupby('Status')['Status'].count().index,le.groupby('Status')['winsorized_Life_Expectancy'].mean())\n",
    "plt.xlabel(\"Status\",fontsize=12)\n",
    "plt.ylabel(\"Avg Life_Expectancy\",fontsize=12)\n",
    "plt.title(\"Life_Expectancy w.r.t Status\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 3600x1080 with 1 Axes>",
      "image/png": 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     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制预期寿命关于国名的直方图\n",
    "le_country = le.groupby('Country')['winsorized_Life_Expectancy'].mean()\n",
    "le_country.plot(kind='bar', figsize=(50,15), fontsize=25)\n",
    "plt.title(\"Life_Expectancy w.r.t Country\",fontsize=40)\n",
    "plt.xlabel(\"Country\",fontsize=35)\n",
    "plt.ylabel(\"Avg Life_Expectancy\",fontsize=35)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 504x360 with 1 Axes>",
      "image/png": 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kaWT6DcIv8PAX827XtkuSNGv1G4S7VtWPehva6d0GX5IkSaPTbxDemmTn3oZ2+vbBlyRJ0uj0G4QnA2clOTjJ7kleDJwJfGJ4pUmSNHz9PmLtPTTvHvwXYHvg5zQ32X9gSHVJkjQSfQVh+xb697eDJEnrjH4PjZLkwCQnJflSO70gyf7DK02SpOHrKwiTvAH4KHAdsE/b/Bvg+CHVJUnSSPTbI3wT8Lyqeg/wYNv2E2DXYRQlSdKo9BuEmwFL2/Fqv64P3DfwiiRJGqF+g/DbwHHj2v4GuGCw5UiSNFr93j7xBuBLSV4DbJbkWuAu4OChVSZJ0gj0e/vEsiRPB54O7EhzmPT77W0VkiTNWn3fPtEuu347Ppfff0lvX5LMTfLDJF9up3dKckmS65N8LskGU92mJElro9/bJ/6I5taJM4C/A/4duC7JU6a4vzcC1/RMvxc4oap2Bn4JHDPF7UmStFam8qzRjwDbVdVewLbAh9v2viTZDvgT2ueTJgmwP80zSwEWA4f2uz1Jkgah3yB8AvDBqiqA9uuHgF2msK8PAm/lofsQHwWsrKoH2umbaQJWkqSR6TcIzwVeMq7txcB/9LNykoOBW6vqsinU1rv+sUmWJFmyYsWKNdmEJEkT6vf2ibnA6Ukuo7lidHvgacDZST41tlBVHTnJ+n8MvCTJQcBGwCNpepSbJ1mv7RVuB/xiopWrahGwCGDBggU10TKSJK2JfoPwx+0w5mrga/3upKreDrwdIMl+wFuq6vAk/w78OXA6sBA4u99tSpI0CP3eR/jOIe3/bTQ9zeOBH9K841CSpJHp9/aJv2+v8uxte0SSE6e6w6r6ZlUd3I7fWFV7VdXOVfWyqvrtVLcnSdLa6PdimRcCFyV5HECSZwFX0pzrkyRp1uo3CPehuUL00iSfBr4I/I+qeuWwCpMkaRT6CsL2maJnAStoLm75Jl7YIklaB/R7jvD1wEXAiTS3ORRwRZJnDrE2SZKGrt/bJ44B9qmqq9rplyc5AvgSMG8olUmSNAL9BuFeVXV/b0NVfTrJNwdfkiRJo7PKQ6NJXgYwFoJJdh23yEuHVJckSSOxunOE429wv3jc9D8NsBZJkkZudUE4/uW7q5uWJGlWWV0Qjn/A9eqmJUmaVVZ7sUz7aLWx4WHTkiTNZqsLwk2BB3qm0zMd7BFKkma51QXhTiOpQpKkabLKIKyqm/rdUJIfVdWT174kSZJGp9+Hbvdj/gC3JUnSSAwyCD1fKEmadQYZhJIkzToGoSSp0wYZhN5XKEmadaYUhEnmJNlmktmvHUA9kiSNVL8v5t08yanAvcD1bdtLkhw/tkxVnTqcEiVJGp5+e4QfA+4EdgTua9suBl4+jKIkSRqVfl/MewDw2Kq6P0kBVNWKJI8eXmmSJA1fvz3CO4GtehuS7AAsG3hFkiSNUL9B+AngrCTPBeYk2RtYTHPIVJKkWavfQ6PvBX4DfARYHzgZOBH40JDqkiRpJCbtESZ5f8/kc6vqQ1W1e1VtUlVPrKoPVpWPVZMkzWqrOjR6bM/4F9dmJ0k2SvL9JFckuSrJO9v2nZJckuT6JJ9LssHa7EeSpKla1aHRK5KcCVwNbJjknyZaqKr+Zx/7+S2wf1XdnWR94MIkXwHeDJxQVacn+RhwDPDRqX0LkiStuVX1CP8cuBzYhubxadtPMqxWNe5uJ9dvhwL2B85s2xcDh06pekmS1tKkPcKquhU4HiDJelV19NrsKMlc4DJgZ5qLbm4AVlbVA+0iNwPbrs0+JEmaqlVdLNP7EO1j2ueMPmzod0dV9buq2gPYDtgL2K3fdZMcm2RJkiUrVqzodzVJklZrVUF2Z8/4A8D944axtimpqpXABcDewOZJxnql2wG/mGSdRVW1oKoWzJs3b6q7lCRpUqu6WOYPe8Z3WpudJJkH3F9VK5NsDBxIc2/iBTTnIk8HFgJnr81+JEmaqlWdI1zaM37T+PltT+5k4Mg+9rMNsLg9TzgHOKOqvpzkauD09i0WPwROmmL9kiStlX6fLDORucDh9BGEVXUl8NQJ2m+kOV8oSdK0GOQb6iVJmnUMQklSp63y0GiSv1jF7PUHXIskSSO3unOER6xm/rcHVYgkSdNhlUFYVc8dVSGSJE0HzxFKkjrNIJQkdZpBKEnqNINQktRpfT1ZJsnjJpn1W2BZVT04uJIkSRqdfh+xdj3Ni3SheUlv9cx7MMk5wOuq6pZBFidJ0rD1e2j0NcCpwBOAjYBdgU8DrwOeTBOoHxlGgZIkDVO/PcJ3AjtX1b3t9PVJXgf8tKpOTHIUcN0wCpQkaZj67RHOAeaPa9uB5g0UAPewdm+ykCRpWvQbXh8EvpHkk8BSmrfJH922AxwEXDzo4iRJGra+grCq3pfkSuBlwJ7AMuCYqvpqO/+LwBeHVKMkSUPT7+0TW7Wh99Uh1yNJ0kj1e47w50nOTXJ4kkcMtSJJkkao3yDcAfgy8NfALUlOS/LiJF4gI0ma1foKwqq6rar+T1U9G3gScAXwbppzhZIkzVpr8qzRRwNbA1sBKwdajSRJI9ZXECbZPcm7klzPQ1eHHlpVuwytMkmSRqDfc3wXAWcBrwUuGHvIdpI5PnBbkjSb9RuEW1fVfWMTSZ4MLAReBTx2GIVJkjQK/V4sc1+SeUnemOQHwOXAAuCNwyxOkqRhW2WPMMn6wEuAo4AX0LyO6TRgR+Cwqrp12AVKkjRMq+sR3gKcCFwLPLOqdq+qdwH3rXo1SZJmh9UF4ZXA5sAzgKcn2WJNdpJk+yQXJLk6yVVJ3ti2b5nkvCTXtV/XaPuSJK2pVQZhVe0HPB74OvAWYHmSLwGbAOtPYT8PAH9bVbsDzwT+W5LdgeOA89vbMM5vpyVJGpnVXixTVTdV1bvasDqA5mkyDwJXJHlfPzupqmVV9YN2/C7gGmBb4BBgcbvYYuDQKX8HkiSthSk9WaaqLqyqY4HHAG8AnjzVHSaZDzwVuITmtoyxx7Qtp3lijSRJI7Mmj1ijqu6tqtOq6kVTWS/JpjQ35r+pqn41bpsF1CTrHZtkSZIlK1asWJOSJUma0BoF4Zpob8U4C/hsVX2+bb4lyTbt/G2ACW/HqKpFVbWgqhbMmzdvNAVLkjphJEGYJMBJwDVV9YGeWefQPKGG9uvZo6hHkqQxo3qf4B8DRwA/SnJ52/YO4D3AGUmOAW4CDhtRPZIkASMKwqq6EMgksw8YRQ2SJE1kZOcIJUmaiQxCSVKnGYSSpE4zCCVJnWYQSpI6zSCUJHWaQShJ6jSDUJLUaQahJKnTDEJJUqcZhJKkTjMIJUmdZhBKkjrNIJQkdZpBKEnqNINQktRpBqEkqdMMQklSpxmEkqROMwglSZ1mEEqSOs0glCR1mkEoSeo0g1CS1GkGoSSp0wxCSVKnGYSSpE4zCCVJnTaSIExycpJbk/y4p23LJOclua79usUoapEkqdeoeoSnAC8c13YccH5V7QKc305LkjRSIwnCqvo2cMe45kOAxe34YuDQUdQiSVKv6TxHuHVVLWvHlwNbT2MtkqSOmhEXy1RVATXZ/CTHJlmSZMmKFStGWJkkaV03nUF4S5JtANqvt062YFUtqqoFVbVg3rx5IytQkrTum84gPAdY2I4vBM6exlokSR01qtsnTgMuBnZNcnOSY4D3AAcmuQ54XjstSdJIrTeKnVTVKyeZdcAo9i9J0mRmxMUykiRNF4NQktRpBqEkqdMMQklSpxmEkqROMwglSZ1mEEqSOs0glCR1mkEoSeo0g1CS1GkGoSSp0wxCSVKnGYSSpE4zCCVJnWYQSpI6zSCUJHWaQShJ6jSDUJLUaQahJKnTDEJJUqcZhJKkTjMIJUmdZhBKkjrNIJQkdZpBKEnqNINQktRpBqEkqdOmPQiTvDDJtUmuT3LcdNcjSeqWaQ3CJHOBjwAvAnYHXplk9+msSZLULdPdI9wLuL6qbqyq+4DTgUOmuSZJUodMdxBuCyztmb65bZMkaSTWm+4C+pHkWODYdvLuJNeOaNdbAbeNaF+DMttqnm31gjWPijWPxrpQ845rs7HpDsJfANv3TG/Xtv2eqloELBpVUWOSLKmqBaPe79qYbTXPtnrBmkfFmkfDmqf/0OilwC5JdkqyAfAK4JxprkmS1CHT2iOsqgeSvB74GjAXOLmqrprOmiRJ3TLdh0apqnOBc6e7jkmM/HDsAMy2mmdbvWDNo2LNo9H5mlNVg9yeJEmzynSfI5QkaVp1KgiTbJ/kgiRXJ7kqyRvb9i2TnJfkuvbrFm17kvxb+/i3K5Ps2bOthe3y1yVZONNrTrJHkovbbVyZ5OUzveae7T0yyc1JPjwbak6yQ5KvJ7mm3d78WVDz+9ptXNMukxlQ727tz+xvk7xl3LZG8mjGQdU82XZmcs0925ub5IdJvjwbak6yeZIzk/yk/Xnee7UFVFVnBmAbYM92fDPgpzSPdnsfcFzbfhzw3nb8IOArQIBnApe07VsCN7Zft2jHt5jhNT8B2KUdfyywDNh8Jtfcs70PAacCH57pPxvtvG8CB7bjmwKPmMk1A88CLqK5YG0ucDGw3wyo99HA04F3A2/p2c5c4AbgccAGwBXA7jPkM56s5gm3M5Nr7tnem9vfvy8Po95B1wwsBv6yHd+APv6fG8o3NVsG4GzgQOBaYJuef5Br2/ETgVf2LH9tO/+VwIk97b+33EyseYLtXEEbjDO5ZuBpNI/eO4ohBuEAfzZ2By6cZT/PewOXARsDjwCWAE+c7np7lvtHfj9U9ga+1jP9duDtM+EznqzmybYz02umubf7fGB/hhiEA/zZ+APg/9Je/9Lv0KlDo73aw1VPBS4Btq6qZe2s5cDW7fhkj4CblkfDrWXNvdvZi+YvpRuGWW+7r/msYc1J5gD/CjzscM0wreXn/ARgZZLPt4eT3p/m4fIztuaquhi4gOYowTKakLlmBtQ7mZn8+zfV7QzVAGr+IPBW4MFh1DeRtax5J2AF8Mn29+8TSTZZ3T47GYRJNgXOAt5UVb/qnVfNnxUz7lLaQdWcZBvg08DRVTXUH+4B1Pw64NyqunlIJT7MAGpeD3gOTXg/nebw3VGDr/Qha1tzkp2BJ9L89b8tsH+S5wyp3K7//k26nUEbwM/FwcCtVXXZ8Kp82D4H8fu3J/DRqnoqcA/NIdVV6lwQJlmf5oP+bFV9vm2+pQ2IsaC4tW2f7BFwfT0abobVTJJHAv8B/Peq+t6w6h1gzXsDr0/yM+BfgCOTvGeG13wzcHk1b1R5APgizS/mTK75T4HvVdXdVXU3zXnE1V9gMPx6JzOTf/+mup2hGFDNfwy8pP39O53mD6TPDKnkQdV8M3BzVY31ts+kj9+/TgVhkgAnAddU1Qd6Zp0DjF35uZDm+PRY+5FpPBO4s+2mfw14fpIt2quYnt+2zdia0zzC7gvAp6rqzGHUOuiaq+rwqtqhqubT9LA+VVVDuUJwgD8blwKbJ5nXLrc/cPUMr/nnwL5J1mv/M9oXGPih0TWodzIjezTjoGpexXYGblA1V9Xbq2q79vfvFcA3qurVQyh5kDUvB5Ym2bVtOoB+fv9GdfJzJgzAs2m61lcCl7fDQcCjaE4IXwf8J7Blu3xoXhx8A/AjYEHPtv4CuL4djp7pNQOvBu7v2cblwB4zueZx2zyK4V41OsifjQPb7fwIOAXYYCbXTHMV5ok04Xc18IEZUu9jaP7C/xWwsh1/ZDvvIJorC2+gOcIxU34uJqx5su3M5JrHbXM/hnvV6CB/NvagueDrSpojMqu9ot8ny0iSOq1Th0YlSRrPIJQkdZpBKEnqNINQktRpBqEkqdMMQklSpxmE0gyQ5DNJPjmubd8kt489WUPScBiE0szwRuBFSQ4ESLIR8HHgb+uhhw6vsSTrre02pHWVQSjNAFV1O/AGYFH7tPx/oHlqyk+SfDfJyiRXJNlvbJ0kR6d58ehdSW5M8tqeefuleZnx25IsBz6JpAn5V6I0Q1TVvyd5BXAazQOP9wR+ABwBfJXmuYlnJdmtqlbQPID4YJoXQ+8DfCXJpVX1g3aTj6F5efSO+EevNCkfsSbNIEm2pn1+JrAR8KSqOqJn/teAU6tq8QTrfhG4oKo+1PYcv07z/MV7R1C6NGv5V6I0g1TVLcBtwFU0PbmXtYdFVyZZSfNw4rHX0rwoyfeS3NHOOwjYqmdzKwxBafU8NCrNXEuBT1fVa8bPSLIhzbvbjgTOrqr72x5hehbzcI/UB3uE0sz1GeDFSV6QZG6SjdqLYLYDNgA2BFYADyR5Ec17MSVNkUEozVBVtRQ4BHgHTeAtBf4OmFNVdwF/A5wB/BJ4FUN6Oa20rvNiGUlSp9kjlCR1mkEoSeo0g1CS1GkGoSSp0wxCSVKnGYSSpE4zCCVJnWYQSpI6zSCUJHXa/wOc9z0IjbM7UQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制预期寿命关于年份的直方图\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.bar(le.groupby('Year')['Year'].count().index,le.groupby('Year')['winsorized_Life_Expectancy'].mean(),color='pink',alpha=0.65)\n",
    "plt.xlabel(\"Year\",fontsize=12)\n",
    "plt.ylabel(\"Avg Life_Expectancy\",fontsize=12)\n",
    "plt.title(\"Life_Expectancy w.r.t Year\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [],
   "source": [
    "# 计算缩尾处理后各个数据变量间的相关性\n",
    "le_win = le.iloc[:,21:]\n",
    "le_win['Country'] = le['Country']\n",
    "le_win['Year'] = le['Year']\n",
    "le_win['Status'] = le['Status']\n",
    "le_win_num = le_win.iloc[:,:-3]\n",
    "cormat = le_win_num.corr()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制相关性热力图\n",
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(cormat, square=True, annot=True, linewidths=.5)\n",
    "plt.title(\"Correlation matrix among winsorized variables\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "data": {
      "text/plain": "Ttest_indResult(statistic=22.92439377113489, pvalue=2.2504696584331004e-103)"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用t检验判断发达国家与发展中国家预期寿命差别的显著性\n",
    "stats.ttest_ind(le.loc[le['Status']=='Developed','Life_Expectancy'],le.loc[le['Status']=='Developing','Life_Expectancy'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [],
   "source": [
    "# 建立只包含特征的数据帧\n",
    "feature_df = le[['Status','winsorized_Life_Expectancy','winsorized_Income_Comp_Of_Resources','winsorized_HIV','winsorized_Adult_Mortality']]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "data": {
      "text/plain": "   winsorized_Life_Expectancy  winsorized_Income_Comp_Of_Resources  \\\n0                        65.0                                0.479   \n1                        59.9                                0.476   \n2                        59.9                                0.470   \n3                        59.5                                0.463   \n4                        59.2                                0.454   \n\n   winsorized_HIV  winsorized_Adult_Mortality  Developing  \n0             0.1                       263.0           1  \n1             0.1                       271.0           1  \n2             0.1                       268.0           1  \n3             0.1                       272.0           1  \n4             0.1                       275.0           1  ",
      "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>winsorized_Life_Expectancy</th>\n      <th>winsorized_Income_Comp_Of_Resources</th>\n      <th>winsorized_HIV</th>\n      <th>winsorized_Adult_Mortality</th>\n      <th>Developing</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>65.0</td>\n      <td>0.479</td>\n      <td>0.1</td>\n      <td>263.0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>59.9</td>\n      <td>0.476</td>\n      <td>0.1</td>\n      <td>271.0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>59.9</td>\n      <td>0.470</td>\n      <td>0.1</td>\n      <td>268.0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>59.5</td>\n      <td>0.463</td>\n      <td>0.1</td>\n      <td>272.0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>59.2</td>\n      <td>0.454</td>\n      <td>0.1</td>\n      <td>275.0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用one-hot编码处理\"发展状态\"变量，得到最终的数据帧\n",
    "feature_df = pd.concat([feature_df,pd.get_dummies(feature_df['Status'],drop_first=True)],axis=1)\n",
    "final = feature_df.drop('Status',axis=1)\n",
    "final.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [],
   "source": [
    "# 对预期寿命与相关性最高的资源的收入构成进行一元线性回归\n",
    "linear_reg = LinearRegression()\n",
    "x = final.winsorized_Income_Comp_Of_Resources.values.reshape(-1,1)\n",
    "y = final.winsorized_Life_Expectancy.values.reshape(-1,1)\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.20, random_state= 1)\n",
    "model = linear_reg.fit(x_train,y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w0:  [39.96681679]\n",
      "w1:  [[45.52164558]]\n"
     ]
    }
   ],
   "source": [
    "# 打印参数\n",
    "print(\"w0: \", linear_reg.intercept_)\n",
    "print(\"w1: \", linear_reg.coef_)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "0.6792874702330738"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算朴素R2指标\n",
    "model.score(x_train, y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "0.6756932910947018"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算交叉验证R2指标\n",
    "cross_val_score(model, x_train,  y_train, cv= 10, scoring=\"r2\").mean()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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+nIQfGTdJVeAPPcSSKT38cPpxJWLJ62bIUShhsR0K7LUXu7hpaDRwF/bGOAYBSD4+AHzxi8Bpp+UqAy3Wh4mWiEKxouNRzS0raqE8tJrtYMODag4cvxVVyPBtVibwHlTjiRhk97HdpGRFkMcDvxWss/IOAPfwbc4D8AkAHyGEPARgMYB4MGmHERF4PlIUjU/vA8sVZSU2/uc/gS23RPBQiqL1PNyKA9AwxJ7m9cCNCrzZNBN4igIPeCxwy28/ekAQeNXlFspEEzdu2gsEFGuwPAonjG2nnmskCFMueKuV3HhNFkq9jgfwAvwYJ5nLnqbAL7+chVd+97vJ5QEUBd5o5vSTuQfuWAFaLf5dKNushF7NJvbFXXgI7AnanJ5Zqgjj9f7xj5kyl1Rhiz8obInARX1tl8BJwmAirxkt3zRsyGn0HCLw6YaFf8UleGJjgU7sNpHr7lBKP00p3Y1Suiel9ERKaYNS+gil9ABK6U6U0jdRStvteclfWE7gymstpSxx0IMPxtZPVOBFOjGHh4G1a0EfTJ5bcWSDh4NwK47Dz5gal5CbwE0KvNUqrMB9rsBb7frOiCJnahV2nZsTTXxrNev2uAWHJJZBf9sQA0uSGjUA9nQ9+mjzbwkEnlp2ru5o0/CQEykLHn00dR8KgedV4Px62/DR8th5u1Y+Im5NqAdpm8DT8rF/9avsUzp3ofQVBX7d9QAAf5Jd57bDCLUyyG123UbuvD5HCXzVff34Kf4Vb37mG10/Vk+NxLRNBL5xI0vd+dKXxtYXBK4rcFsfKWiC1nLTPPDmFCOzX+E1wBNPKL/l9VCNCjyBwJMiVoCZK/BGI3rohJ2YUy04Nr/2YjSr4S0g7LDlCNVblr95443m5eIYchx4pgfOfvfqhmskSOWxx9LL04YCF+6RTfxwZKGTk8BHN6plVSyUAgizN5hGZIprKD14Qw9cVuCr7mCrjbFonqKdmHpZBBQC38QfyDJpP4dmPhrsY9f4Vm//rh+rpwg8tFCEqj3vPOCVPCDG0LATLZQiCpwjjcBltdeaVhtjkBEHHq5nImVuoTRRUQg8rYH7/FW+SbMHv5iwbp1E4DV+vMlWGLnjIU4E4bE1Be4JAg8C+D5w0UUF22mzifuxm0oGGZI4mGZPbTFIRYHYtisEzt82giDsf5A7B9MwsqEzBB6WxWR7iLcY6b5FCjy6wJSTqngItW2hpCnwEfZKrDzwn0MKXG7z3T6t3iRwceP/4z9Sc013xELhCDvHDAgaEYE/8JBKnHn9epMCp80WfDhMgYsUpQAa9eR9igbXok5btWftWqkTs48ta0750dBqocC//e0YG+udmC0e2kdogPPPB97+9tRIShXHHYc/XL4Ru+N+/PCPO0TL5Qf15z8f5X7hoGkKXGyblWZgBgTu+wg9cNdKiYQJAlYxv/MdjHRIgYteB9+kwMMnsKTAG8IDj+qTJ8ZqtUngUUk0ApfawbrRamxZV5nusceAX/wivvyKK9iDpujEGxmQ2/wMh75koqcIXHS25PWVQwXu6p1rWgUfH49bAgUUuEzg9SnNRuA38zFsh9uxX+I+TATemmL7bcFVZsZpTCdX9tBC0bbJi7VrIyLu6+NqfqoVvoGHBH7GGaxjTD4Hja+aXkTgIh+VyE+Viauvxj/AYtrvemJhuFh5kJ5xRqyDMKhzBW6ypPKHlESb5CbwKGw0tFBIgPfj2zgf74xvUK8zhXHaaRjZpNbPcOBUQYg+B9/U/2GwUMRxHDuqT03+8IkUeDErLrETsyUR+Fh/bFlXCfyFLwSOOSa+/FOfYp9Pp0dAF41wlEdfdztxak8ReEyBc9yEwzBKh2LrN9eyxl29R50WLdBPe2gIeJ2Ww1obMJKmwGULRSdi8bDZHo9hfyS/LWQRuPwASeMhv00CX7iAXVNG4GxZrZ9dp+a0H7dQgNjEAbqFIlQcgiBS8AUsFPGwkF/x/al0Ehb3qWXoCPSmmvgFXosAJL1VzkCBqwTu41y8H+/G+fGGLN4GHAcjm9T63GzMTIF7JtVs8sB5ZIgtrS6sNxEW2a4HnmqhTHSAwEdG2Bt4nsxSSQpbtI++vtTNi5LwbFr7vUXgYFdGrgyjGMIRuAlvHL0gtn6DE3jlITV5r2hsCn77W21jTYFPJxOH7F+L0W3hb/rbQkJFNUWhCD+9BTeMCgDSLRRFgRdIm7Z4hMVGr18veeADjECb0z5s3v5/gdfhFvABPZo3pZ9ry+Mx6R7aInDxsLClXB2N8fRET+I+mTzwa+/ZDsfgF/gf/Hc6YUiFbHr5moh4cAYBRYvHvYv6CkSTE4UQ5OG6sSnQGo328m0Q/lDyTelZTQpceOCyAuehsLnCCJ94whBTz8oQ68TkdWMLaz3WTbDJImZE4H/5C+sDE3PPtgPRPjIkdtHMBvLoXWNwQgfRkwQuPxFFhbvb2z22vngdtLTA75gCF5BvZKOBz+EMXIR/Yz/JCvzaa9X9SRaKTuCxgTw5h6EDEYE3UYE3GdWi5mRyHHgYRliQwB14YfFCDzwk8CBs/7/AMTgUt7A/tN5h/dTEAJ5Wqz0CDxW41BkoIn6SIAZc6fcBACyP/fa/OCM3gRe3UBCmDpAPEabkFRAK3LbjBJ7zmDpETdOv8dQU4Fn8XskKnBOoa0d1tIGqslqqhbLddmxKNgnJnZhs+VbOeqyb6gCB550MIo2cxUM0Yx+NqWIkLO/uc5/xcM01hTYvhJ4icNtA4JGfHa/0gsB1wjaGWQHA44+HX29fPYT/xufwdlzEtpEV+Otep7TIPBZKiKRRjC2DhSIpcG8qUp4nXP2mxIlrxbk1UWnLAw+CqMzhDF/1ALZtuGYagbe0U2tlEXiG8okUuDQycsLw8JL2k6bAxVtOC5X0RiuPxMw7kIdKHriwU6RDxKIuxb1xHIyMqfWz3oz+vgH/ktp3ooBfBp3ABwaAN9/1qdiPTV6l7TQC71AYodjfisqzWDfN7M45J3DxEM1QFfURs32atGu5zV9wSRVXXmlerxPoKQIXCtw0ENHUedLgDSFG4En3XJp49eJbmbI4FH8CYPDApWiINAWel8CNHjiP09UJ/O8bVuA732Hfmw89gXvfe05Ym/w2LZQwd0sQdcJUKzwOvEFZnmsdmoXieeo6IhY9kcAzGo5Q4AqBTxqun0zg9WQFLndspiapkhV4XguFq27fj85bfvtKJHBKMbJOrVvTzUj1HoUbUvtOzGWJL7t67cHsi8EDdySRXchCMUC0w6QolK2qm7Buegj0lj+rTaFLBK7c5yTGzaiHjdFiBB63j1J3PyP0JoHzG/9nHIxv4NTE9YUw1lVE4gWVFOt0nW0zD6wDJBaFIpOG7IE32lPgaRaKTuAAMO/+24BvfQsfP3kEL/zeB/DY31jCJNHgKCz44+0RuCizbQMummg2gnAgjwJtooWWTuDCzvFIFMWiT8+WgqgTM8NCkXYqLJSWoSOwJUV36B3hSftrNPM1kUDywAsp8PXrMfJHde7GutdeDH8YRihd4xjJyB44f0OVh9LHCLzgNIQk9oXvRxC4ux5NVDF66KtnRYEr7S9p3SwFPmo2wfMo8By7nxF6h8ApjTxw3hgOwZ/xBXwqcRPxKhpoKiIxDFG6waJyrcbOWIlH8dTUolh5wq+yhaIRse6BG4fMI4cCn1YZYP7F5wAf+hBuf3wJAODxJzhpSPaQPkQ7DUIxBUFEbpZNUCEtNBuqCg6hNQh9bkMRB95skWiGF/l6eB4IKI5JyINmtFAMCpxKmbvSFLhM6qkjZBUFno/AfMVC0VIJw5AFV3qDG8EC9aegvXSyokrKnZjyM5KAYtNI1BbCga4kmcCLZiOMOjETFPgIS0m8bmDHzijwDHZUJlRJWjdLgY+Z21FSkUsC1/H61wOHHgobnNC8+Os8MUzjJfIy66+B+oCT6AeJwHmFexg74XGsxCXjWhyprMAl/zpmoWiHSuqEMypwTjgB7Fjs9xBYprMFfaxyjY5wgpRigFvj+aeBMylwyyaoWB4aDTUSJCq0uiymwHlIWssjsG9lqXb9+x8EnnqKdXL98Y8AWMeoAt6yQwsFkm9rCA+UX3FFLhSzhSINGc+rwFsFo1D8KDd56hwc0tveBixRfqoH7U0vKx7e8nH1CIq7HhkCIcCPfhQ9VORomdAD5w8BWpAikhS42N9WdRa1snb7g0MLhxW+Swo8z2jPLAJPiHxK2p0+C1c3Y8F7g8BdFxgeNkahpGGaK/CYhSJvT82VSFfOsQYvratYKC1tO+1pLPdoy4c2K/Bov0n9kfNrjLxEkrlAajltEbhPIwK3gIrlodki5mHhcsX/05/QelBNEjUdMDJoeQR00zDbZHwyiqk791xzYbg6NVkopkFM9U2RVST6I4wKXCKMThO4UKpBALTEd0koFCHw6aCKL3zBELmSASFU5NuiK/8Hnx4AAHzve1GZ5Lc2XYEXR7oCX8GnDVi3YNeZKXBxklkeeJDjIZGxj/q4OeqrtFDyYsECYGQEVooCN0F0BqVaKEGAi/E2/AO7awpc3Vcsp0mbFoqsIOUba8ob3pKGVOt9qMJemF/lCnw0rsDTwg11hBZKywsvg1DgzZaq0owncPjh8DS/dJKyARstn4S/+T6JZGHSZMX1Or6JD+Jr+E+2mhwHbiJwKUpAWCiKuuOQH67dtFCEdSQLhVh5JAtlPdSZqv7a3A+f+hTwr/+a69CxMsgvmLoCV2ydVtx2EwTuy21k3brckxMkjcQU+9vqf97Pdjk9pIqdoiw3mwrcFPmUsjt9eUng8+cDo6Phq7TutSYhtFD0KBSNwE/ExdgT/1BIWSfw2PD7NhW4nOdCVkfGMEKpQ3Qa6mgxoU6FAh8ZESGT7XngoQJveJIHDlRsH82WFRv89FV8JKZyW1C92ylwAvcs+PyB4wdQRiEKfOMb0uWv1/FhfDP8TfbATRaKTOBpceAt6d6kpWOQPfXGaJ2lu82Qw76kwIWFItehlp6bhSvwJlyMYb7yU4MyEi2aRyM6rkTImgKXozKEEJK1ibBQWnL0zfLlwC67FCpLLAqFt9klp78HFnysmx4MbUog443IhLxRKEkeOM3/8BAK/Oc4BjsgGriU10IpCXzBAmBqClbAozJMHrjhyT/dMnvgiUl0FAWeMfhHap201Z6FIjcuswcebZtE4IMVRtJj4/HkQyYVmgTR4GjLkywUwgjcI7HK+lF8FRfcuL2yTBlmD8DjhN7ySGgx+AExEvhpp7FpQwHEE4lJjc2khuQogTPveRNuvDF+HwCglfHADMstkX/zvtVsbj4RtwmwmX3++ldlGyESfJ+GMeEqgWsXkBP4RqjJuIDIfqgXHEDih7lQorqrK3D54dQUBB4YLBRdJGVNC5dVNp/CIR5sG1hkj2JjfV4YjABkvBGZkLMTMzEKRb4wWQqc91vthIfCvicgxUIpFbiG+UyhWE2eaS7nBREWSrwTMweBa8eIEbh0V5ROzBZVvXRtP7ICV+pQSicmEKnZ8DicLMXw6dExQxQKJ/B1f1+H5fazuP3NX4odIzwHQUAbR9C6ig0dIxZBxQ7Q9GxjJaw31GuiK/BwuUfCB45M4NRWCT9MWaGlBpajKmRbaAyDWI2dlCiBy9cejiOPNBO4rPjSRsjK110oUnlSiWDnXeAfrE5sEVoorSC8DrLQaNa1C8gJXLdPAKBB2faNx3JM/SchtFC8qA7GFDiv2IQATe7vU4MCz/uWqyMpDtzzSPgGXSUtND1LecCZ7lcq2okDl9eVsnumMmyrhfoVbOR1FQ1FKOaNQik7MRcsABAReCvn4ApB4HoolHKBEzoxiyhw2ULxW4FK7jktFKMHLhFJkgIXRR4d541XVuB8+7/8ahjrgi3wySv2S7QCxPmd8/NtsOdvvgKAe+C2hyZ1jPljHKLWzEQC961IgUseeIskDMXXCFwRTjyM0IKPI3EDdsFq1MfiUQItkwKXFJ/yyv7444ygv/tdYNMm5b6EBC69LRyBP8KBD/z0p2y7hx6K7kejFarYlkSCsbh0fo56ByYATIANNW/4xeLBw2t83Q3hEHddgctCQZTP2InZJoELftP7jPwgssIqVgtN354RgY9O2DgF52BqOr2cSvuTiVpOcJVG4KtWofE087JqW6lvS6WFkhdcgZMGJ3DDJLkmC2VsmjckbXKDfAo8g8DlwSMSM3gtqjBFzEKZTiBwkwKXLBBdgecicL79UIVdtzuxb2I+15jHD+aBV20PTeoaK6sDtWbqFopA07PC8nqSAm9Z+khO/kVX4NKxRRimAw934EUAgOnROIF7pk5MiTAUAn/gAfb5vvcBixcr6VxDAr/88jCZ+c04jC372c/Y5x13RPej5UmRHCkEzhW4IPCF2BT9xO91HbXYOaQhVOCwETz6GC65JB69JAsFke5X5puwE1MqbpHh9CScdEU7ri8ROPHQCgwKnFL86pVn49mf/CHzOF/45V74Dk7Bd3+7fep6iVEociZNafmttwL33SfvgIZ1oPrnG0AG58k/GVFaKDq4AhcXJo86aLWA6RaPQw5UYlEuqHy1pTuih4qnWihSCKDnQWGKNAulCIELBf7+3W9gx+FkKR4QoxNi0BKBzRNTif2LHOUbsQR0jZnATQm+mAL30aSucXj2b/6xtZKoJ5cCDyIF3iQqgYtrJSfuYsslT5c/AOXIlNG18RhLowcuEaryxqPN8GG0UO68E/jgB9UdivwAU1MRgTf9qCMwTYFrFsoyxN+MZkLgF+FE/Nu/AV/+srqOfF1CBS4/IA0KvGmYrDsR4WAirWw+CcNBXctD03diBF5/dA1e89sP45VvWxSbmlAH4VFR9YyRsoliTT64KOyaNTjoIGCPPZSCYxyDAICBLQbaslBKAucKXJCMSYHrkKOe9PzI8gVO8sgyFbjnMR/tootUC8Wjqr2iWyiSulOiUAwMabJQjtrpSXacUPGx2jEyzqM8qIWaxUPp+IuArPpHHt4YHWByklkAP/uZmcAtgorloxm4xhSlV9+9I449FjjwQDZhRRqB+/JkA8JC0dYXl21iWO2oDAKwh+uPfhQO2hHZEwFgbH082sbkO8oErihwjcBFHnlAInDTjoWtMjEhEbhnjORo6ZM08LeMdVgGggBLsCFW3oZE4J/+tGE0pwbxkPw5jsU1fHDU3/+uriPqBCFA01ff4tgxhQculV2/r74P/OAHxjIIgtPJzfOJZKF4aAaqheK3AgzfwcYRPIDdgNXJk4gDgMsf4LIt9sgj8fNV2rcStxv/PrnXwfEDBQHWYRkG+z309alv+mHbDgKWMex732PHTO5e6Th6g8CFAufFzaPAx6LO4lQPXFG+MoFrs5oYFfj73ge8/e2gf78n2k5T4GKXQjEkWyjaXb/6arSujqaBEhZKdR5rTEKBi/LXm5GfWbP4RBBcwcuzBI09MRId4/77WVn/938TLBTugcNF2tSef/sb8BV8NNFCkV+XFQtFsznEuUw8OawuDwhw++2g73gHng6WA1AJfHS9wUKRrydvUV6SArfV+tF8+Mnwu0zgI5iP5iNPRSsKAh8bk+6Hb1SxsYggrsCfxgoswzpUkR7y+dnPJnJmdE68zq7HFvgZ3ggg7pipClzql+AICdwQmRLi+98H3vMenINT8AV80liWmI0QkHBS8orloeXb8CaiNyevRTH8d3bdXbQyOycrNn/LbEXl3HFHYO+9tXKYFHizqSZ64wR+/4Z4fwR8H+uwDMsWxutYaM+0Wmx/H/4wcOONCG67Xd9F19AbBK4p8CuePRx33qmuonvgigIP1AYqX9CkQH/PzyBwz0Pz6fW4BS9BMDouLzZaKIJwmg3KlO8zz6R3Yl59taJ8hAKvDvH5BDUFLtSlT+24ApcmgJh4RnqyDXOiXLgw20LJeGh+Gx/A9Tja+FvLt8JBLQ3fCQlcnzrMu/0u4He/w8THPqMs9wMCVCr4Nk7Bl/EJAIArdaCODhveXuRO6CAAKFXe3JSGbVkYxVBYg1oPR6/vso2xECN467ukvgiJwM0WijSoSlfgEoFvjaeUdAFJaDzwKD70IeCmm8y/m7xqvRNTiYwR2SKlcorQz1QFzhvXB3EOPoUvmMuiWyhBlDTLtXw0hyfg/fCi6Lgtik33MxvJhp9N4BY7gEzgJhg98G23BQ4/PFZYMYXfVlu0lG3WYRmWLWLLLFmBC+4Q7d22gS9/GcFNf1LKUBL40BBAolC0p5tbYL+MFMmqhaIp8KAzCvyjD78Xh+IW3DMdJbX3PaqMzBRE4YItazYocNhhwIoV6QS+225GAq/xeSpDwuCVSKi9AARVocB5MeoSgY+vkXrfxXySGQTeoBXzLEY50fKtUPk1fTtS4Jov3NwwBtx6axiFIRAEABwHN+PQcJlMeMOj8bLHMt15njJSVH5wP7ymHwswinPxPlaOR9lwbwctPI7tALCQRQC4+uYtov0aFHjQMhN4LCqGX4OnsQIr8LR5pKuG1iWX41vfAo44wvx7ntSvMuGJbJF6XWfLUhS4m5xsK8lC8X1ZgbO3FPmNzfOA4YdZfXTgZRK4a+UblR2LQrnppjAS6xa8hA18831gwwbcBzYpzHZLJpVt1mI5li/2lPML9z08jFBN2jbg+4ZBTKlFnBF6g8AtC5g3L3kmHRnXXw+sXatYKK0UCyX2ivWXvwCPPBL3zQ0EfufEzgCAja3BcLHnqWGFoh4KBd64ZVV4w1MJvFo1EzgXhDJhAJAmobVQs3UFHu12/Fmpw08o8EWLEi0Ux6LwqJ1qoWShFURx5A3fiToxNVU6PVwHFiwIO40EfB9AEGAbRNaGHPo2MhEf7q6MxAwCYP165XqG1/vBB/HIH9l+f4bjWLkeYwS+Z+0hPIwd8WccjCexDQBgYU169RYEPjoa7rvZRDjqVCbGlv4GzhX4U9gaK7a2YC2YHzsHHRv583ZoiC+46SZlEpI8mQMbnMCJ30KTh2R6hoezrMCHsVD9MYXAo5S22ttVYIWdmBXbYxk2ZQJvUWwaZuVw0cpkvYrF32gzQoqV9n3eeeHT7y7sjUNxCz6JL7L68cADGOUjYsVoXrYDrsAXizYt9Z/9/g/MszmMRyVZFhAEMa4oPXAAcN1UAg+r4NFHAwcdFCpwC35cTcv9F7ICpxR4yUuAHXeMbRMjOM8LyyN3WngelJzgogKFFsqf/qqsaywHADSbqQSuK/BoWDQJLRShtmQLZXzEj85VGKQLFhivLbGY0vHgZFooaWhJMb/NwEn0wKdHmjj9yv1wKw5UlvuUAEGA+Yheq+T8NsNT8WgNhcB9H7j5ZuV6hg17113hnMuG7QtCEYpzz76H4cHFIfgzzsPJAIAt+6IyTNMa3oTL8bYb3xNaD/JkDDIx6rMVoV7HFPowgoXYeuEk7Go2+YqQw0WLwJ4URxwBHHVUdJp5FLggvI0b0QhDBg0ELtX/DViiTt6RqsAZjB44TynsWgGaqCj3w2tRDDeYPZVHgUcEnmGhyJ2Y0sSk4l5fgHey+vHUU2F5PCntQbMeYBMWhwROli8LfwtO/g/gyUhUwLaNBO6nzKc7U7SbOX724br5k8s//jjv2KpgETbFyDjNA/8+3o2dsTo+etOgwMPh5xK5ez5RKoA4VmihSK+jbIaYeOpRALjt0SX4GE4P/xadmJUaK8fVeAN2wCMxC4VFoegWSrTfCb+PvUJ+/OPAj3/MFtp2ggK34NgUrYSBPHnRCiyjAtcJ/NlhF9+/5xAAhyjLgwCA7yuDmWS/d9hXFXts30EA3HQTPPtfIJwXcd1GMD8czh6OoOSfe/Y9AvCXlLvBese26hvGfcNbAgB++cQLcSXeBDwTHWqqFZGS6CQEDNkIWy08jRUAgBWDY7By5D0R5Vy0CMCqVWyhNLdeHgJv8PQSmJzEuDUfCJIslGjZeiyNlAOQS4HH4sAlAq/YvlGBDzdZpkQCmkngThiFkmGhyLt58MGoPLzdbcQS1vgojQhcEmDPbmJlXL6UE/iSJQAPkAlg4QK8A+fjXbgFh4YEHrNQnnwGQHq8ert4zihwAIoUHjvr6wCAhRiOd0jK4kzLi3Iyvo8jcWPcN5eOTUAxOUGNuZI9n+Dwk1ZG22kKXI5q8KZkr1ytsGfdcJjytyAvt0Jgwced2A//hksiAhdTelE78sC5OpHfCMfXjLPkRIK8AaDVSvTAHSuAB2dGFgqL+Y174LqFMjVpbrS+zxS4TOByeWOv+NAGsAQBcNttaC2K/Gtx37fEGrwJbNLCmAIfeDRc/x68EACwrBpFyNSpFmIIYMqTCFy2UFrAxRczh08s+DNeAgDYfuEILEM+ex0hgS/wo57Mgw4Kf89lofDBO4QGGKXMiylM4JWUuHARB64rcCoTuIfHsR2zL8TxWhSbuBU5iYFMAhedk62MN0OxHgVw5NS1+D8cy7aT1P/GEUa84QNcqpfPDrNlWyxm5ZHnaqYgeBcuwJ+F4EiwUIrOalQEzxkCJ4QqBD46BlRRRx+mlYYEqJ2YiVEoKQQOABtHHWN56p6NO+6PIhXELo0KXJomTQ8jXFZT03cK8nKqlhJCJ4gotFBAIg+cL6s3SBjGOE7VDkJWEC+RwF07gEftGSpwyQMP3MhC0VTp5JT5/gZUJfCDh+6NEbhI6iUwPqZ1XtXr8OyIhMSDtS49FHQC37K6Cf8PHwUAbOLkaXvRPQuseMOc9KQHtJzat0Vw4onM4QNYCuLP4kzsiztwyDZPhOSWhtBC6W8Ad9zBFvIQWyAfUQgCpxQYo4OxcoZlpxYIAljwGYFrFkrS6MxwJGbMQrHg2DwKxaaYxDyMSA9er0Ux7LG6OY7BTAIX9y+vB+7BwY04Em/A/4V/C9QbRFXghgkxaoYxVbE2Y9tYPblV+LAXKAkcABwzYSqQfIhRzMcQxmAbPHDZz/UTEhzpMc1GC4WoESFAPH90qoUiE7j2yrm8NqL8HRJ4xVYiMIS3GlALQcBeo6uWmrWx0SRYiGFYJIh1ELJCNZM7MW2mTHxDI8+LFrXDGGzZA9dDwCYa5ldzP0BI4NtW1uCgnTcp13wYC7GwXx1+PzYplTcImMKSHsqmdLKiAQu7qn+H5fgovootJY9EnnjDJ3EHcsqPiK4VyBaKeq6NJsEj2BHH40pYFaeQAl9YnYqYRQ5ZzWOhcFtn2nOlzlZDJ3Bgw0ULi7GREbikujfWB3AIbolWvvlm4MUvZmUSCvzinwLvfGe0P2opFkrseB4w7LG62UDNPGjpJz8JB3gIQZFF4EKB6ySq+++yApf5QrRL22XLZAUucwIFANvGLrf/FP8PH1fPrYtOdU8QeBAA793wP/g1Xh0u6+szrCix4BiGMB+jsBDEKqiS/kRqyI2m5GVrF12vANTzo5GhUmVoaBPShqlZec1WLBRpyLhO4EP2pPJ3pMBtRYGvb0TRC77PKlXN1i0UgioaGHSmYyF6bIVGugKfoYXSCuzwlboRuJEHrr11TGr5XgT8wAJ8H1PoR98Wg8xqlMo7hvlY2KcS+KiUY5v6gsCje2NKHibu+SSYFzvwUjYybykigzqTwGlUMQWBEwSxcDfR2dmPKYAQfTCoEUKB283pqMLIeXjyWCg8QdZYM5KUPo0/vH1KYPERouuxVHm7/dGNK3ErIusGd97JPPmNG8MwuwnMQ+OHl0j7s7MJ3I/u2fikhUdveAyEALd85S9siOXb3hY+FMLTz1Lg/A1bb7+6/64QuGS5+nx72+HRO5qFEh4HVmxEb7iP57sCv/JK4HvDb1GWDQwYGEVi5jpq6MM0bPiKEmKrUVx8MYvAkhuyrJ6zFPh9Tw5ifYN5iDIp17UMcqJIQq0rClyaqFgnFD3sTKhCp6oq8LXNRdE2LTWMUKiTetNCjTQw6NZVBb733sCKFZzA45VMhBG2UGlbgS/CRrSCSIG3qAs6LaJQ1HUFcQJRZBbAryFX4H1VyqxG7X7M71N3phC4xzqpvDwKvFoNH3IDr2SFmIcodl5Jm2BQVrJPL5RcFY2YVytyePRhGiBEmRk+CaLPJZiuRwzmecANNwDf+lY4qUQaGg1WjrEJafCOYTuP2rAQYCnWsweHpDAWz9OiKsJhttG1+V/8F3bCQ7zgFD4iBe7a8XP1PYqxIBIX45MWfv59loP8pz+YjEZO8qgPURxTFIopvVGaAm+1kKjARWes5bBlcv+tXAc9OLERveG5Pd8J/Fvfii/r71MbIAFVKlkACxYCZqFor5b1loMTTwQOPVT1wOXEOFkE/upvvBxPTDJFJJOyngI0nLqPb99EBTj7bHaMFAtF94c3gRG1U7EUAl/nRSkuPU9T4FxJNFo2qqSFeW5DJXDHAVxXjXuVwCyUqPNxH/deXHqpcVUAwKu3vhsHLnxQWbYjHmZRLNL5iddjvfHJBH7aadFyPyASgQewrHij6KuoF3AMQ9H2rQDf2/Qm3Lh+z2iZKX0vXGCrrcJyzNtuMXD33RglC5V9hd8NloWcNVIkUauhrgzq8X1grNUX/gZCYBXoYgimGyppHnUU8KEP5coaKN4yRQcmkNyJacPHUqxnClwm8AF9fr84gQPAUzx2nhG4DZsfpuLECdzzgAnajwGH7Xts0saaTUwYbTU4HklfqnrsTcOUd8obdl4FTmmUBlh6oIl6IhT4D38ILB5gPeRK9FlJ4MkIZ2qR0F81BPpLlcwHUxDMQlFPc5KHej31lNqQZQLXL3qa/65YKL7q44Z55/n+GqjyODBVgceSXkme6UB/gA08a51TcxQLZa0fTQjgeZoHzlVfvWWhZsUV+Lkb34xrGy9LJXCXv+42fRs2CRKnsQQA26Kx2et3wkNMgUudoOJ+6L6wIM5vvPq3eHXklrFXfB5G2F8LYFs0dj/Eg0ZAJvDAC/DedWexc7JEmFuChbLrrpjEABzLZ7bvXnthE4nechQCN3TsKgTOiYAp8Ki8xx30DHYbYeMBhAK3cnRihsedaioWynU4CmfjQzElbcOLbdsI+GQRPEWAg1Ys3TIruxNaKBuwRCFnR7vHSQQeImA2nOjENBJ4k/XPbNU3AgAYn7axZpgR+PJ5E5E9wQlcWHKmxHbKzGkBxV9xID6H/1LPL80DNxE498C32w44900slCivAn/ee+Dz5gErKuqUTv0VQ2WR56kEUxBMgasXdrIVWR6KB95KVuBpT1FFgQcJBE4iBU4XLkIAAr8uWSh62llObvfeCyxdEpVRt1BkT7vVYuftWj4s+KE/2Gix0MLBSkNZ//2PfRyvW3NeOBGwDiIp8IbvwAJNDQG2LarkigCArfAMz6USLQujPTT/UpRt/rxAiVQLZAVeC4wWiqPdHtlCkUm36rLviQS+bBkm3vcxDAxG+39r5WoAwK7kn4pfbBrGLb9FeBKBy0rxmlVbhd8jCyU/gQctH/eNbY2/4kDA8/BSXIdTcXbMQqmhHtu2oQ2LX2CPJ1ooNnwsxDBGsECZii02SFIQd6uljJCVN2AKnFsoJgKvexjHILboZ3ZVvWFhzQgPnXURKXDeoEQggimMUBlpHQAH46/hBNnh8bRh/JkE7kTHIUREfGl8UXrgyXA0j7DPVkknyUKxEMTygcuxunLjrreiCx2f3zH5KSoTeF0jcDGkWNzsu7E3/uuyPbEIm3D1X5ZH62lqrukRLLRHsccewNKl0W96J6aMq64CpoI+WBaFa/mRheLZqFkGC4UjWYFbcDmB130HNvEzFbhF1PtUQx2NwFWTI3HFpxOgUK+WzdrrBRew5aqFwjxwPQbfcVQCHMGC8LtskwkCT7RQXBeTDRcDA1HZvtz3aWzEIsyz60pjNBG4OAcbnmqhJPQhtGWh+BR73P5jHIy/qlEo2jUxRRbp6XEX2ONGK8inrP0swAhaqGDaj+p47OEn/D7PUybVjjYIMi2UyfEALVQwv4/5674PPDPKHoa+XTFYKNK4Av1wU9Ik14Y0zRSaAtcJHE54TkKACQ8ckF4GdAtlcyRwQsiuhJC7pH9jhJBTCSGLCCG/J4Ss5p/x0RQdhKMRAzVNSivPRcktFFmB/xgnYimezaXA9Q6qNAJXLBRdgWse+G04AJ+/aFuMYgFufCCNwK1wuPAWy3kPOAJYFScxc90pp7BPm6gEXvdsVO1WGFGiI2jEJwoGooE8AFPgNglyKHD1PlXBOkgb8qjEIJ4FD4hsJouz2TveAexoP8oiYCQFbnpTjSvwBeF3mayrlQwLxXEwOcne+sJ9w8MiDMN21MZoen0Xs+kMWNPhg4oRuLkRt2OhKGWXOktydWIaCDytE3MBRgAAI150QRIVuOcpKQ7kDWQFXnHi5yoSks3v48Tp04jArYgcb5/cDeefHynwe9dtEZu0wpfS1JrCyafRp7QDvROzBTecscekwAVP5+/EdBJn75kpMgmcUvpPSuk+lNJ9ALwIwBSAqwF8EsB1lNKdAVzH/+4aHEutNb6JwBMUuKiggtDlwRaKB95KbgBJkxUAUaNwiI9GoL6iRh64hTfjMmyLx/XNWTk0Am95JEyZKRS4Aw9w3czUoxahYdJ8gJFv1fJgk7h3DAB+EoE7VqhsGz6LVU4ncCjxzF/DaWGe66mWFH3DG3lSDK/cDiwE7NpwD7yvRo1CR1fgMuRJp0MLxYu37BbckMAHBqQfeOuzbZKpwAX6rTpanCSqaMAz+MxAmxaKTOCSAvdyKL04gU9kWigAMNzKSeAJClz2wF3DvRrhUwIuGGB10fcoRurMQvGJGyrw/R/8Cd79bnWk5yc+oR1Oyj1iUuAjWBD3wOWBPHDiBF6JrhGxEiyUBALnl6ArKGqhHA3gYUrp4wCOBXAhX34hgNd3sFwxOFoF95vqFTFZKMIDF0pIELpM4HJjmGqqjcySiDKPheLaPuo0gcApwQKMYDV2xn2/fBSHQssZHFPgdpi0finvp6yhDjhOooUiYFsBV+CsQtU9BzWnpURvtKTz2TBpjr+2LIQWSsN3c3Viijjgz7z4lzgN34gI3IuuS6h0EmZWkgnaRsBCGEMFbn5T1RW4jOv+HIX2CQVuSnbngUXlTExoBM5vou1qBJ4yjLvfqiseeBLatVCiQkgd4fpYBRBswkK8FT8Nl8kE3mfVUbWaxrrtwVEVuJRvprAHLiwUXryKa1DgfEap+QMe30QaYGe5sZuellzNn4wsFBNxjmBBqgdOYSGYYGGL4lqbFHjeKBRW3sSfZoSiBP5WIKwNyyila/j3tQCWmTYghJxMCFlFCFm1fn2OjD0JEK/yr115L16LXxjmkCTJFgrEgAr2ij/pmxW4TuDygIM0BS5+cy2WOxsA5mGc7V9S4BYCVNDCC3Yn4chMggA2vDiB+1Z4fEHge+HvgJNsoQhYwkLhvmvDd1F1fFhS9IYcLfHM1ALzfhwr6sQMclgoNg1H4llVtqIgL/mh2UQFZ+NDGJZsDnU/0nfiaxYKNbYT10AKAm86dUV0TqIvLMNCMSpwx1L6O9IGkQxYdcVCSUJkoSSuEkOSAjdhIUaU+TZlAu+36iBIjwMPCTyQwjKl4/dhCmi1sBbLcP/DlZwWSpxVh8dZfVkwyOp2Q4oICyyD7ZfywqJ44IYVh7Ew1QMHAG9sShQdgNkDz9uJKe+n08hdbQghFQDHALhC/41SSgEYLyml9DxK6f6U0v2XCiZqA+L1y7IJbIcYX4EVBU7sXBaKMvO7TuCW/HqarcDF5AcAcF7fqawckgce+sPVKipgHYcOPFgIYhWy6dtw+UNrnD0LsD9WAa6bQ4GzlJ3Cd20EDmqOp4TfyQS+pm7uvlAInEehpCvwqBJYNXYdQgKXHpq340U4FWfjWrzWfFypVlqEwg8stBoBPLjMQjEMO3ecfBJWxJ6bCJzCSifwiqUQYNrcrDUrSgcs0vua0EkLJQlK6gXpAeSQgF1fg/XiwVEtFF8Ky+S7eyOuZPWp2cSWWIvd//0AMwloClw8bC34+BFOYvufYuWaP8jq/ERdGjVruTEpnabAZQvFdJ+n0J/qgQNAa2yaH4f9nctC2ZwJHMCrANxBKRWP83WEkC0BgH8+m7hlByAquGVRWK5jnMVdJXAnCiOEZqH40TDikTHpJmiVIq8CjyyUIGzglT52wyMLRSLwWi1U4A482PBjIx2bvhMe/y1vAbbAOnwI38ylwG0SwLWjEaj1oIKqE8AikYWiKPDGYuN+LJuEfmUjcJk1k6XAxfcttwBOOAG1rdlDW77mInugPGpRP264HwTwKcF0nS3r62NRKjrSHiwyhO9uikIRO5qYUDsxQwJ3NQJP8MCrpAGbRB3GVSf5foUWShEFLj/tY3lqpWLzV/yk+uJYPixi7tiOWSh0KIrBlvL7+LAxLWWRNCpwTuBCDIhOzD3wD7wKbJDHiCBwHv05Pi0ROHHiBC69sW63nXo4f0oicANNtOCqatsnykAeAPDGOYGndGJSREniesFCOQGQzDTgGoA/PtnnzztVKBOEB25bgN1fjXViPuGvwF6v3Tb827eckLADzUKZCiLi2DSaHFUgN7w8USgKgQ+wZZGFQhQFHidwrRMzsFDhx99jD2AdlmMHPJqLqSyLwrVlBe6i6vqKApfjlTe0hsz7kePAgzweOEB4I7ccC/jJT1DdcWsAqgcuYrTl+SaV/egWypNPY/qk9wIA+vtpGI4mw1SuBdWp2DIRX5/UqUQdN67At2BpaG3XUsrcTFDgNasJmwSh2q05ySq5D9PA4GDBKJTou1HIyDj77GQCJz4sQo1pFCgslcCxQIrBZusIAv/jUztGZTN1YvpMRIVhhLwq2PDDt8nhaXZdBYFPNCQCh21Q4Oxzj8VrWX2Rx4BkhBHGcpFLFoqIURcWShhG6EbXSLZQrJwE3q1ZeXIROCFkAMDLAPxMWvxFAC8jhKwG8FL+d9cQWigWhT2vpiQVErjnwWr4ChcQJ7RMBAShy5AJXI+KyKvAQ9J2gnBmFkHgsoUSzqdnInCt86cZOMZwK9h2ZlZGm1A2GbEYdRe4TIFbZgWuJ+ASILYVKnCP5hjIIylwUclF1EcTVbjcNhIx2kkErlgoYK/40zz3dl8tQYEbyrW030Tg6Qq8ctan4gR+/fXA974Hu+poCjyJwFuKzSOugQnVz50JnHZaSG6m0ZM6ZAUuTyChg4IAJ5wAe7nZunSsIDbwSoYNHy48DGCCvTVx1hTkWUETFBZWj7L921aQ0YnJB/K48v5ZOxjmEScLuJs3XpfGagTEqMAHMIEXL38CrRaUeWgLK3CJwPtqvL7zRHPGgTyShSLa9GatwCmlk5TSxZTSUWnZRkrp0ZTSnSmlL6WUbupOERmEErQIYM/rT2yA4VRjFguDkglbJ3QA2DQmeWHaK3FeBR5aKBLhugNsmajQigdu2+Gs6g482CSIWyiBY+zsSZo9R4ZFKFybokVtNp8vXFQrNFTgT2JrRYHrKXDD/UgKHEC2hSJ74BqBA1xtoqgCZ40/7GeoRnHiMkzl2mJwOrYs9MATesG8wEa9rhH4ypXAySfDdojmgZvvQ81WCdxNeWshZ3wKqFZDBS76RtIgk9JEq5q8IgD094eTCetwSBDm7zZB1NcFGGEPXY3ABfmKDkfHNoepxgbycA/cgRfuY1ODXfD5C9nNH5925c1jTCxytbjEZyOQpdHEco4hUydmbEJlHzECb40zFS/ejGUPXLZQ8irwbhF4z0ypFhK4xQg8SYV6cODADzsxsxT4uJQ3Ws9PLWdNy2WhSARuz+uDBT+8cRQE1vYrgT89Fe3bY5WYkviECc3AMcbLwrKyFbgtLBQntEgrLoVFmBWzLZ7EYbgpOlbC24XciQkg20KR47cFgU+PhMtqqGMM87MVuOyBE59PK8B2bjuWeSCPoRNzi/nx6I/QQsloUIoHLsriENVCSXjw1ZwWbGngmZsygU24b0FupIXpDDdF7sCbbGXsvK8vsYOUeeDJmyYRuD5JSZ2/1ViEpgylr0qdmOxTVuDjXj8ctNA3xH4cb8gKHDECb/qCwD20WkIx8wkqJAJPyjqpZiMk8D02w1Z/P1fUE3Vle5ELBUixUDbzTsw5ReSBU1iD/YnDUwXRymGEAuT974M1T415lmdu0RV4RSLwPJ2YcnyrM1CFDV8ZyGMtW8LStyKyZ4SFolf8JnWN8bKwrJgCJ9pDySIs30SL2mHmP9elis/6JxweftcHd4T7kTox2X5zWChU+g6guv6p8HcRTicI3OS9iuPKx/R5dzTASNQYB+4aCHwwTuCC/LIa1JIl8WW6Atc7vQVqtqcq8Ep2hIwlEXgWFAWeMAkGwC0Uy0okcFPqA+V33nYWkhFmoXAjV7ZQgGgEs23RxE5MD0442ErcX1b3g7D+9mEadl8ldl5iSj0ZTZ+9YbsWI3A5r9AXrtk9ugaGU4954D4J234fpweRaM4URihbKHkJfE498M0BkQcO2EMDmQQuBvIoFsq228Qq88TGyC/TPfCqW9RCiZbZAzXWgSoTuNSOxQAZB6yxKx6456EFjcBFz49BgesDRVgUChtZ1qzzDHAujJ1/QLoSVhW4eRRk+LsNCAYX69XWRSNPBYHLiaaM+7FU1a8qcJI7CmVoIJmlTcpMxm67GcqlR6EkdGJWHV/J712EwF09058Bsv0z0UybYJghUYHzMMLEMgkFbk+kWij1Frv4BDQ9Fwq/b77FyiweEKIj00ULVj+ri+P16M3CpMBbPhNoLjx4nqq6L/xrdPPyKHCVwNmnINwwjNDwdsmiUNj+z8e78PhUcph0qcBDD5zCriXPUB8SOJ9RRLFQ7PiIt4mR6MmtN0i5EzHPQJ5KRVXgbBg4+zuApZCf6O1mHjhVPfBmE01UVAK/7z7giiuMBK77prZF4TqcwKd9XrZkgdCE+TXcsomiuG0rSM3pYLRQNiQr8CQoChxxBW60UCSS3Go5O+flO8V9kP/3CTaYLIvAd901vsx2LCWJVhqBqwo8u5mFg1ysggrcNMNSbN9mlZ2nExMAFjrjRgIX9U6koPADElfgX/wi0GgoHri4l+IBIR4EFTRDBT7ekAg8RYE73AOXCVyGyQMXBF7jfTIygfcLAm+qETemui0r8J/iX/Evt37JWAZ5P51G7xC4iAMnQSwnhYzQQqEWrFoV1vxoCDAhkDqLmGqdGI+21cPC5E5EL4XAhSpzpdd4u6/CLRQWYxoncH5eohOTxglc8U533BE4/nijhaIrcMuiqDgBmqigVecEXjUrMdfyki0US80xYhGKpUuBD3zAfB1sC9FITP6krH4tCk4S5cxU4IZOzJDAXcvYiSl74N/4po077gC230q1UD598O/wplerI+xk3MJniQeAhYaxTbbmszcTElRVXY3Aq9nNLLRQrDxRKNF3ncDPxofwW7wcgBQHntSJaQXKFGGxMgkFXplUolBCD3wHFrYrZqHyAxJX4KefDpx3HiNwXudFG5WVt/gUA8DkN4sgQMwLaQa26oFPmx98pgf1h/FN/ADvCTvVPS8KpxcWivhbnKtcJ00WCgCsay4wlgEoCTz0VG0EsaxwMhQLZeki2INROAFT4Gw/i7ERADA+JYcRqvusVvJloAktFInjhQIXlY9ZKHJkQmSh2JZG4I0GV+CGg+WxUCzmebfgojnJ1U3F7B3Pr9aTFbil5hixCQUhwDe+YVxdJV7+sKi+9Q3hsnYUeG4LRVLgfX3AvvuydLhK+Swa7tsUXnYw/pJaLj2CKUmBV1yqkGYhAid5CFzqxMSA8ttCDLOUCxIcwxRmYnkuC6UyhVHMD6eTE2+V7m4s/rvuiTEPBgUOAOPjPJkV+/NF27OAtY/iK8BppykEbtdEJ6aU7sIQRhh64Px6NSbN1y3tjVEQeMu3wrS0oQJvqYOWlNBWQxQKgChMGGoeJaD0wCMLBT4siyRGYoRhhJSl6JQ77iw7GrI8hDE4aClDdvWwMGMctgEtKcQtLO+8yAOnAevhliuBGKRjgw2wUTxwYaGYhHEOC8UikoUywX6r1KwYgVcdD1U7XYErkTVW1A9hAvOhRUcVP4a0a0HgjQTPXT5udC6BwUIxhRHGR8rpitm2aBhNYFJmBMDn3vJ3XHyxuVw2VVVey5CLGmD1Rq53eTzwMEIjjwKXiq73X9jww/qQpcBZJ2YOC6UyBQoL46PCVmD7FUPihQL3AtvsgXue4oEvXeiBguClB00CX/uaYqFECpwPgsI0I9EkD5wTeH3CfN3SrDJRH5mFwpaJydLzeODK2A4N+vLnvQKPCJzCdnJaKES1DYgVeeA11NGHaUxIYVi6Apc97TyQG6rdLzxwEo4GUywUfj4UhBO4qsBbcFExNfwcFgrzwJnX1xxjlbRSI8pAGwDod1uoOEFiJyYhaueguHZJr922vK6wUAwEngWZeG09CsWNP4gANQpF/G5pRG/bkQJPalBnvGk13va2hHJtoaYc0CdpENEUlYpKjKbIndPxeTz0i/tjZc5noUTnpT98ZQIPlyWGEaYTeKjAa0ypDg+z5aEHzs9LngfWmBiryUal9tU0P4JXJEHCigJvVlAhTVTQzKXApyfMN9TkgQsoBN6KUjUAkgIvYKHI0JeXBC7CCOHDdpI7FRULxaJK5bXsKHF+H6bRjylM+NGwer1BGsP4UiB3VslhhCLxlqkTU0SnKGGEExNMgfcbQivyKHCLRhZKSOB2jPgGKmySh3QLJa7Ak2BbAN1uJdt2OzahbRaBvxB/xyG4Ge/G96PjpsaBkxgxA2yyZ7ncYl21fJICTzqVlDhJe4GacqCpzfQk5oqMWSjSLger7GF7MP6CHXeIj1zNReBStdQJnEVmqG8KyQSe00Lhs+SMjLDlYsyCeGjWpdl6TPNrilGVQ/2anOUEHl43qROz4bvoJ9NRmgmdwIUHzs9VzsciIy0Pt4sWbHjwAikKhdOBUOThUHr5rZDXP91CkYVVqcA1hDGkYJ2YSaTjwQEIYRYKoUrUiWWTsGHVUEc/ppQpxvTpmYwedAoqVYl4RBghjV7jVAJnywJYsG1VgQfDo/Dgwu03FICQsKI40qunDJuYFLgVCyPsr3hK/hYdlqWST1bOatshwCKmUu0h5s06TtR/YSLwAUziZhyGA/C36DhKHDjyRaHkUeAWJA88gbhSRirpx9Vn2REpj1nEj9lC+fTL/oLL8Sa8FtcqFzfMlZ2HwKVmqycEEwr8UPwJV+BNxnKH5bWpMhJTn5A6tFAEgQ/zOhswK1Pstx5kEDiPKBkcSFLg7DguWmEaYgDoJ9NRP1KihcJDGSeLK3AHHoti+ceDaN3E+j/6RRx4CzjiCODMW1+rFBlItlCoaRATRzkSk19ACz5slyQOAlEG8hBVCRELqgJ3mmh4kX2gN8hqUQtF6qxyBvuYheITswKPWShSUq1hNrFrZdD8kBINuIY6JuAaolCAisM6V5vj7LdKX1yB91d8IKCY5gROEChhcoUVuKGSA+w6Tk0TI4ELkpA7CPVkVjELZQYKXAzISExHWoDAPa2+uJaPaZ8R+HSCAq+5Pt6EK2M/hHHgVnZLzyJwAnWgVqICtwPIzwvX8uFLIiZU4P08h81oZD8xIcXWSyPwACSZwKXjwmdWinzP+sk0PPSnKPAGHF5v6lPFFXgACy7x4FEHrUefBKB64DfxwcoEAQiRBvKQaHvVKknmi7ITUyhwGhjDyARkBW5bVHv1ifzTPkyjr6I2lpgCzzEEWka1T1Lg8/rSLRRXInAbigJvbmSxjZV5ZmUsGrDoRTd64C5X4BPsN7fPiUVv9Fc9uE6kwPUoC12BZ+WsTiRwfhp5CVxX4IqF4loJUShxApdHz4nyyZ2YxsadQuD6A7Cl+b2hFVBR83vLClx5+BgIvNIBAteRPhJTGrugPaBDAufTnA2PcAIPCBskx4vRoNKwdI3APTgY4xElIYGLaywUOD/nCvGUa9yPKW6hwEDgTi4LxZSNUKCBKhyeblpYsnonJmBoFzksFL2fqrRQRBgh8WPKSkZI4DzqQ/fAxd811NFfUyu2rsCLEnj/vLgCD6hZgYsIF6bAAR9WGPPUGmHz8VWGzAQuKocgRONAnpDAuc3SZ8ctlKqPikOjOT21THiWpVkTOSwUEbalEHiNl3eHrWLbiAagKHClE1ONQrFscxSKyUIxKnDRiRkkNKo0D1x7cMQ8cGGhVNUBYyqBm48VWih2ulSrkobSga8TuKlTLTFqyE4ncHFPxIjWcfZiCD/gfVFCgVNpdKpG4D7sUIEPzdMUOC+Yy9NKuI46YXUVDUbgPoHfCnAKzgl/CwlcWCjD8cRlQLoCb6ICh5gJXE6roV9T00AeoCTwVEQWSpBN4AB8arPUszKBW1AUeH9VV+DajDwFOzH7BqLax5JZsZGYRg9cUeB8VhTOfs1hTuCD5ugQ2UIBTJ2YLIGSBxfNSR5G2GcbFLifqcBVCyVDgcvEKx1LeIP9h74ovk2GAhdx4OKckywUtxbPFhf3wCMLJfATGlUhD1xdN1SSVZIYhaK8PcoKPAwjTG/pVaulKHA5LTCg3UOucEnCkzdO4Or9DUdK9rHzbDVEbLSqwOUoJiOBNzUFrnvg/MHhOuobs0ubYZ6g21YvwHdwSnScgHvgPLRz+keXGs9RJ3A5PpsRuKcQeOSBq+kcZIjreTyuwpPYNlyeliX0eU/g4UOb5iBwwkaE6bk7iGSh1FBHf0VVO/orcV813fO9HfvhxQP3hX/XJAJ3BoWFQhIInH2yTkxOyvwuN0fYaEFjJybiClxXzrZFQ9U3NcZJpd8xKPAArhMNRMq0UAyJj76Kj+AQ3Mx+tyN/UD7XdXwOp312noxtL46p5KxRBk0YwggzBvKIMsgZ5ET55CiUohZKjMC1+iLIsFLTLBSpb0RRw4qFwgqdZaFUbS+/hXLddewzIe5T78R0be3+6wQuRidSEQ3Go1DkDI1UrbMeHIy12O+D8/ix9CgUPtCo4rCRoSIc0wlaUTqKmIXiqhZKwuxOeiemPL1dA1U4tMXeVHkbCAlc6iNJslDSoJN56YEL2ywPgSPKPaJMMmBHIWh9mEafpsB1RTV/XnpjcuDBkRpc3zyJwIf6oygUbqEQRXxJPppIDSAIfJS9DspRLTJ0BW56xRP7n5zgpDLgxohvoM+HK1soxKDADdaEso6Ub8Y07ZSMQ/aeCCd1EDB2YmbEgZstFIMHHosDh9SJOXMFrpOVCAWtVK3EKJQkDzyyUIoRuK7Aw7pw0UXAkUcCACgxN3PHVm0xRxsnIO6JIHCR2dL3CSxEg5WUBF9GBa4RuHaNRYe+SC8R2mo0mq2KUI3AqWahJIxl0B/ScpRPExW4aGVbKFqoZZIllTbqs4xC4SWllKY+AXULRQkjtCJyYB54vGNERlo2O4AnpCdmApcH8oQKXCq3K3ngrgNMoRLWtqlNjJj71bYZIovAbYuiUmPrTIxxddPvwNI8zv4aRaVCw5GkDvGVjnRCuKrm0SkmC0UncJMHLrB0CYUDT5lYN6+FkplOthq3UHTCVSyUDnjg8YgLtu9KzUr0wJV9mDoxswjc8TMUuCFwOUWB5+nEtPsqsOCjFQ5uIawvyo4rcFMn5niGAhdjIuQ84T4cOGiFBK5nCm1SN8xGqJdBhq7A5ai0JipwaAsX4e3YCBb+Kgh8qhWdh67AkyypufDAe4bAxT0P/OS4VkCzUCyqKHBiW2F+jD5MxwhcfyXOInAbvqrApbbkVFg62+C+B0A/+EUAl6gWSiVS4LWKj2FU2V0+5hhM/oZlzBtQ01yE0C0Uo/XBVdPkOCfweRXYtqp++2uBmgLX1FljsY4aPyeBh/uSLuWVV/IHsG3DRQvT2vb6OShK3pQPPGcYoeVpal9S4IkEXkCB66Gs4r6wDuMcFor0hzgnNyFviUDV8VmHN0ecwL34gRIko22r6lJX4PIk3BU00eTBTmEUCj/9RpYH3qqhgkbYmR0+5QWBi8mOK9Foa3YufkjgU3X1HFpUi0JJsFB0BS4/ywSBA8Cv8BpxqgCAkXq0P906TBKQJYGnIBy+SnMQOKIRjnKnkWUTWE5kofT3qRVWzCEpkDV/MBsIEN1cmcAti1XEABaC3/8hXCYgIlwoLNRcno/E94Ff/AKTOBrAzBS46NSb5LZzZcCNx4H3qRM06BYKIZAIPP4qKY4dEnhCGOEb38i/3G7H/XqTApe2tS0tF4odjy4BzCRpt9SwRdsGiGODIOiIhaJDdNZW+rTEZXIHa0Ljz22huAEm8lgoOQhcV+D6w8OGD+yzD/CSl8BFS/PAA2N+eR9xAh/z+jGIcUmF8eMIAucd+kLU2PxNMJzsJLAwXVevW5OybJ9OwFPa5lTgsuffQgU2VeujaMPCt2flMUehFMHz3gMPM4AF6Q3JB+tJ82GbwwjdiPz6+tRKoauHrM4K5oGbCRxAmIhJEK6xE5NYqLo+q4C8YosMc0kKPHxV536y0QMXCnyKk8q8Suy66QSuD9QhhP0XqmQ7vwI3VnKuwJVFpk5MKX7bJlS1UGzzfTFZKNbu6qwMtkUBywrj82MEXqkACxYYCh4WP35cKXtgECpwRzl/uYPVsgD88Y/AGWco+wktFNM8qBKqbpCvEzOPheKoP8UU+IL5wJ13AkNDTIHzW+cHBBYJcnXmeXAw7vVhCGNSI9YUuKMSuKgLDjwmHijBdCNeodpT4NqDQBvRLdrwaCPan96+8lgoOp73CtzqYx0lQaWW00JhHUmKhWKRkBz6MI2aPPAGHpoagad1lgJxAq9pIsCCGgIndyJGFoqFmhtECnzffTF1J1NVWRaKqLxGAucRLJPTPNZ2oBJrcP392uhR02wwVhTrOlMPHHY+Ba4+CGhMgeclcLuq3U9bnE/LTOBPPGGeS03eXoMYyQdInZiahVLRFfjhh7N/EsQ5ZStwmo/ApcImd2JqWRN1BS6UJ3/wioRPzEJRY7ZrmEbdQKI+bIz7fUyB65VCRKE4UedveFwR6QIfflDBVCN+8eW8L9PWAEx5pajWs2hpdVjPpy7eejc0oxQb+S0Uy/gdKMMIYb2QzXMXHHp46itMZKGwgSuKheJYIYHXUEe1L9qRSzy0tKiCLIXB5uTjCtJSEzeJ3xUCl8oiiJMSgqrLMgJe8ysH297/G5Y8H8kEfiP+Bafha1gIlh7OQoAv42Ph7wGsUIFPNBwQBLD7qzECGhhA2NkJJBC4pMBNwiNJgRtFn0GBmzxwtRMzTuCmB6spWkaPCrDt6Hz8gMQb1bJlhkJr22twZQXOR9OyDmOzhZIkPgThZ3ngtSpVBvIkxoHnVOBKFIoeBy7sBsdRLBTRiSnfp6RMkx4cjPkDqoWiK3De7ESbsCUFLjzwTAXuDMZ+B+KTV+uXQifwoSFgS3cD7hjdKTpOQhx4ETzvCZzwChnYbqYCF0ooFkZoARYfEdSHaVT7ox25xIvNzp7ldclhhITECdyimgI3WCisE5MR+KlnDuLJ+hZ4YMujACQT+H64E1/Dfyr2w8fwFfwLbgDAhuVXBrgCb7qooAlSq8Y98H6NXEyZ6awoYU8RCyWJwHMpcNlLz2uhKKls2afuOwoCT7RQMmAkcKkTW1ydSr+jEqPcwZogCkSZ9UgQALj1838Iv1eriBF4jUTkafLABeHok1/rnZj6wyP8zbZjFoquwPtgHgnJFPiAqsCTLBRO4GKi5YjALUw3Ewh81Z8BAHXbPLVc3ANXf9cJ3HGAveY9gkfq0ajhTnjgrVb2Ou2gdwhc6sDOJHDCh11bmhCxLcUDr/SpBK574PkslGiQTozA4Sd64CLGmxILtQqzUGq8F36DvwBAMoGH5dP8Y/G3T63QQplqMQJHtWq2UGQCNyWrsiwMYJL/bvhZJnDXSp2iS1bgRCtzogee00JRRzuyTyOB82P5SQN50osfP66kwMMolH5HjUJRLBTzvkPf3jBYan5/dIxqjSiplBuood+KCDxNgVeJGpXDFLgUhbKVOilvkoUSFFTg40F/qgce5lHnbcKW6gYbiQlMGywUWYHXLXOPvz6hg7hHb8PFuBd7xCKJHAd44eCjyrJYHHgO7x8AnnwSuOnfzgMQBRN0Gj1D4GH+gYxOTA9ONOzaosqgD8smsNzIAw/DmiAUeNShUSP1Qp2YlhX3wG34+B1egavwxvD44fG42ghgocpjscXQ/TXNJbDt7FwsunoNCRx2SOATfh8j8IqhE3OAwJUeYib1B0KwK/4ZnqOOJAVuLnCkwAfJBC9zloUSxBS40UIxKHBdYcsEHpgslAxkKfDQA9cifpxaVLikRGyCLE2jXRWvuS+eC79fCg81EbjwwOVRiADguFonZk1/A9UUOB/c4vNUzbkVeJBuoYgE5+IhLCtw9rC1cnjgZgLXk1kJAn83foA9cF9sfccB9hp6XFmm5/bOa6FsvTVw8LZPAwDGxnJtUhg9R+DFFLiejZCoFoqkmF3iKxMX9+UgcBYHHo2y1BW4aGgfw1eUcwAkDxwEtarYB6soTzeXoL8/eeab8PhExM1qChw2+gbY/sfAIghA4vHT/QMElT4ntj8FloXd8AA7H0Ou56ROTHOBIwUeErg0UUe4mjaqMlcnpoHAl6qCUppXtYMWCkkncAs+7AIWimmWeCUxWJ8dI/C+RYaICUMYYYzAHbVTT4+gDMsSeuBqJ6Z8iDQCH6ODqoXywheyz3e8A0Bkc4QDeYiqwP2AYLppVuBCENRpwkhMnyrWkRB3egZPAccB9l/4sLoPjSaLWCiOA/RjsiTw8GGdQ4H7hNVE5oFHv1k2gV1hC2qoqwpcS6TfR+qZcb8OvDCPg8lCeQZq9j01tEwQOLNQ2B+cwBtLMu0TICIkncADSqJwKMxHhQ83NivwqNUaJ7+1LLwAbOqv1WPxTj7rkoth83kMZeJN88AraIRlsgwErsSBEzYKVHROJxG4KQZ95Urg4T88Kq0ThaklZiNMgVmBS52YXDjIUSgEFHZFekgmWSjiYWxQ4JZjYfu+Nex4NSuuwJdJERMGBb7jgo0AgEPn36Ns5zha1kRtEKqswF20IgUeWLGsoEkWSgsuJug81ULZemtW19/EJpwQkSLiDVQ8OEIPnCYTeKjAPXNAHfUDddKFKiP6NALfbf4aZVmMwHNaKGxlC0MYw9hoeiK4dtEzBC4r8LQnYANVfNX7EADm2Tr6SExXUuA19VVdRo00ckahJBP409haPQdpf4S/CVBCUNWskim/lo/AQ9XGhyLzyhzACsOhRrAgnOlcP595Q5aSMCvJQtkXd4b71WFZKGShuGhhAJOSZWBQ4PKITr5ckFaShZI0bmWH7eKdoxYos1C8Yo0q00LhwoHNyMOWEVAlnDFrIE+SAr/5kE/iWrwGdtUJH2YC8vgDUxjhQSuexL3YAx9feYWyXcwD1zgwPDduobQ8SYFrceBJBD6K+QCgWig6EhS43ImZaaF46tPnDuzLdu1ThcCF551E4JYVtU0BPb67UBSKIPCxksABZCvwv+EAfLr13+E28sAI5oFLClwKI9Ttgz7SyCQkCzTVQhFYhI38+NK2XJUxC4UfW/If8ilw9ikq6LdxCt6Lc/HqnVdHienhomJxtSs1uG/gw9h+JdU6Mc0WyuG4CRfi7fjiS64x/Rw1ODebwB14GMBkSBz6WwSgdmKK5TKB51Xg+h9iHZtwC6UDBC5nDxSdojKBA9r5OOYmF16PBA98q4FRvAa/guVYsdGOygjgBAtlD9wX1TOx3ywCJxGBu2iFBB5QRuB5PHAREmuMA+cQFoogRkuzUAIKTLcyOjF9bRQ1t1ao1lMt/jQRuIMWe3N0HHx/yzOj8mkEXlSBz8coxkbzb1IEPUPgeS0UMYoRYPVFiU6QLBRdges9zds4axIbmwyh8E0KXGAp1ofrhMsW+TgVX8fvd/tQOHVbvRGVJ5XA+cXQw/q2xFqci/fDddVGLTKwydftnbgAcF0l46EeBywKTQC8HRdhYX+80isK3LVyeeBMgXPC4tdEsVCUkZisxYkOZhYKan4TEFDsGwOBh3HgrWJhKJlhhPzcKxX13uTywEMLxaDAbRIe3LS9nHLBGIXCv+tTBDoOUTsxNQIP38gch3disv2ITsw8CnwECwBkKHDxCsorrW3oxJxuxi0SxULRPHBB4DEFrhH4z38ubSM9sN49eBnOPZdvMwMPHLbNFXiBbQqgZwg8byemnBPBtqmiwGULJabAJfvgczgDFy/7z1w3So5CSUqjYRrIQ1wHX8dHsPf8x0JlNDoenVgRBR4DIUqjDgcbydEdX/sKsN122VOmyS3cYGwzBR4ReFaBBzGOxdgYEZaBwOVXVJGcSSZw05tRLgXOt7MJS/PbCQ/cSSBwxcd3tZGYpn1bKQRuIZXAjRaKqRNTU+CWrWZ21D3w8NxcV1HgfmCxOPAcHrhQ4IoHruNF+wMAyP4vYuUiBg88Q4FPV+Yrv4V2oqeOXNUJ/JhjgOO3YrHkIYE7DuD7YXvWCZyY4mmTEFoo+Tcpgp4j8CwFLucmtiwSDhIAVAulD9MKgcsN5wM4B4vtkWxPF5ECN3XavQWXKmUiph4j140yoBUmcB5LrgcXE6IqcDuebMp+/38AhKjJrAwDdRLNZWlRGAqoKTpDgfE1fAQ/xDvCB2Zoa8gZFaXjyBaKBR+EmEkssZgygQuSFGGEHVHgUoRDDgslTyfmx/El/AQnqNuEBB6/B3kJPDZOwU6eOQiQFPjAAOvEFFEo3EJRolC0TJcCuSwUWyQCZ7/Ho1AsTBkUOIuACkAQYMpTT05W4HKst3jIyhaKOE857h2eJ6Ww1iwU7TRevMVjOGDLJ4znFhL4uPnnmaInCTxNGcu5ISxLjaW2HDaQp4IGLFBlGLmsPm34xrA7E2QFruNSnIAXYVVI4Mo6orU4TvhqKw8XTspEKCMMq7W0yk0IIxHemAcdnrVQjom31GIAORR4EoEXUOAr8Th2wWrJA+c/JRC4IynwcNCPwUIposAtUCVPe16IY1TdqKwmC6VajayhAJYaFpkYRig6cwN8CZ/ECdv+OfrNsZDXQkkLI9QJnM1QldaJGT2RKkQOI7RgW6oC77PNQw0VAk94eulh4cYolJaDF+A+7MpDWoGozrh2EBuUJeqN/pYlIhjlaQhFG9YVeDRrVroH/qrt7sfRK9XQw2hlocAL+OYF0DMEnnckpmqhqJ2YxCI48UTgGzgVAJSh9LISSSMKHSKMLOmh4qIVvf7LN160FkmBy0hJiid54OxPkwInJFJFQ5U4gYttFQI3XdccCjzM35zDAw+/agSuJOSSjiM60uqopUa7FO7EpGhbgVfdaDt9GjKAiYahGrv2Aeyw3wVIs1D474QCzzwD3BOF/LVloRguSIzACdQh/zEPXHpQOQjDCAPKZuRRLBQ3CqfcGk9iFz74S/HAMzzJsI2L+s0V+P2jK3DP2i2wD+7CjfiX2LmaoqcEgXtaR/W11wLXXbIWfZLlI4SL7IErClyPQtHegiwrymkeg6TAU9tGm3jOEbiuwPVOzL32At6H7wJAYhSKUOBZceBAdNOTrAMXrUiBm6bTcpwYgb9667/jox/NPrZoQFRvGPzvfpu9Jg7NV9eXVlHeUNq3UOIKPCkOPNpOdGLGwwjljeUps8IHa5sWijxYxpjMKgNGAjeQR6UCpcNXiULJ6sREAGy5JcuqJJc7hcBlYjZaKHxbudMeYJeZGKqkgNypXXEDtPyoE9O2VAul5kQX8yRciCtxPICIwNM8cJ3YBGGKTkyBo3C92tktwmcN9TYicPWcFy0CjjpMfVsQ4x/yeuDx5kbNbYevPIQx+D7BtDlQZ0boGQLP64HLCtyy1JnldUWtKHDdQjGsb4K46WkKPJXAXVdpgG+vXY5fvuoc7LBD5qHD/empK0Wr7HNYRZ2/yIkfXysGkHBdc1kokQeeXmC5zwFKmZIsFHnKrLT7kssDFxYKmZkHnqXAXRdY1C8lmMrRiRl25hoeCCINLoBwQhIZsgBIs1D062Zpk37HFLg0ytR1ERF4YLEwQqks/W5EihaCkEDzWCg6ZAIXdWuf5WvxbpyvjhcQFoohh7r4zTiRglaOmIXCFXhooegeuHYPLZIgfoCQwIHuDKfPReCEkAWEkCsJIQ8QQu4nhBxMCFlECPk9IWQ1/1zY+eJFWLmSfb7whfkVuG2rExborz4ygcvxtxYCpsDzdGIim8BF3K6yjmgtmgKvoZ67opPovVv7gf3t8umihrZgTwjjTDby9TGdQ0EF/pnPAPPmsYlc4gWOjk81GyjLA2+gmmqhJD5n0qJQCsaBi11VJVEg5+9etQr49KdZWRYOSJ16snWUUKeiDlZDFIrigcfvQaYCD189tGgKqDPy6NVOzk7ougRNn63gU0bg8gNhsCK9cUjpFUawAAQBixPPUODhWzYkC4VvIsSIkcAN5ClCB+XZ5aMCquVwdAulYBSKbVElWEL90Z57AgdwNoDfUEp3A7A3gPsBfBLAdZTSnQFcx//uGg45BLjtNuDjH0+30lQFTtROTO3JWemP5wGx4IeOV65OzBwWivH4sgKXXm1rdDp7Lrewt4ddiFjCfv67x+vj0PKB+PG1Yki7U1GEwC2KI48ExseB+fNjq+onwbbJ9MDjCjxrwJBSTOnGyKMd/cAKCfwz+DQewK5ZBY4UeCVuoVgW8KIXAZ/5DFu+aECKmZffPBLq1LaLJ7EX7sYeC542nw8/uOkBIAuAVAI37Fd589QIXPaWK1WCVmDjz38G7hrfEbaWzGpeVVXgohzTYMnUSEo59tiDfW67LftUFDg/RiqBu4aHnohe8gzXW1fgdroHHlPgBscyTYEfiptxxXnDWenm20LmjDyEkPkADgfw7wBAKW0CaBJCjgXCHoULAdwI4BOdL2KE/Vm4aEYYoWqhKGGE2iskkWb0jeXkICRnJ6aqwK+/XvWVMwlcV+B0Or8Ct9ItlBYfeDG09VD8+BzKA87ELUUsFMMowiSEKovfgmQLJZrzUKwjDz4yIasTk1kogM+jUI7BNdgVD2aWWUQ61CQCl3PhyFAGPcnef0KdWjjQxN3YB5j/b7HfbIdECtxA4LICLzInJlPgyavJBO5WCJrUxSGH8HW1gTyDNbOFIgicnYi5Xn/kI8BBBwGHHsr+zkvgoQduUL+hAs9joYQeeDRwSY5CyRqJmUXg2+JJbPvqKWB+502KPAp8ewDrAfyQEHInIeQHhJABAMsopSLry1oAxucLIeRkQsgqQsiq9evXd6TQOfkNekrWsPFcdx3wpz8pSteYk6NAJ6ao/EceibCSAxqBmywU11WmdmuLwHUFzg/UCtjn/JWs4nTNQhFhhDnvi7I9fx1N7MQ0eOB6Z1takZMtFAK/ZehATYFIyi9bKG4Cgc+rScwhE3jWW50hVEEdiTkDCwXA6fh8mJ2PgKaO05JJqVIl4dRxAPPqbelNaLAvOl9ZgddRi9pAypuAIG9AtVDE9epzmur5Sd9dgwwV5F7IQrHMCjwrCsW2ASfJQpE777qAPATuANgPwLmU0n0BTEKzSyhLJ2Y8A0rpeZTS/Sml+y/V83u2ibxEYdlEIyh+I446itUYicAtA4EnjbhaObgBV7/vtwAij7ZtC8VxlGiYGp0qTuB6wxAWygDzMYa2mhc/vlaMxHPIQ+DbrAAA2APmlJ5G8GNleeBhrgvZQsl4b8xU4KCY8ir42FkD8WOnQKi5ioHA9Vum1J0cFkraCChiyQSebqGEv5riKinF53EGjseV/JBRJ2aYB0SCHOPu1jTSIhTyyGKdwKO+i1qkwDPCCAXEG6WiwB9n8d8mAjfVh1QPPMtCEQqck7JuoejJrLLCCNlO5o7AnwLwFKX0Vv73lWCEvo4QsiUA8M9nu1JCA3ITuKUpcP1sZQVuCGdLIvBDlz2E17/oKbaLHFEo4fETPHDZ060FORS4mMkky0IhTJoNzRd2RRsEnsdC+dc3s/1vsTi93AZkWyhxAic0vTHkUeA3PLsHHn3CiR87BUKB1xI8cAUyqxRR4AYoBG6wYIw5eEwPXq7uhaK0SCRc+q26QYFL51lV66QehTLYr1ob8jXNUuA6ArkTUxD49KZw32EZUt7IQg+8EIEHyu/CQhJznYYgOoHTZFEhzrlLk2JmXlFK6VoATxJCRC/P0QDuA3ANgJP4spMA/LwrJTQgZz1gForkl6Y1spgCJyT5lY9EweiFCNxkoTgOiGOHXm+uTkyORAtFEDg/tAgp7pYCP+TIKo49VgldzoQYnizn6DYdxxSFkqVmsj1wLSeIaTpzA0ILpZJtoSiz2xseIoVA8nvgpmPqhCWiKuQq3m834gQud2L2aQRuUTUKZUCN4ooReN5GC8kDJ0EorES2Q7mIoQfORZrcbCIPPIeFIjxwS1LgiM4/pq1jBE6Sm6y49nOowAHggwAuIYT8HcA+AD4P4IsAXkYIWQ3gpfzvWUERBe4uiJKKxAhKblgiH0KCFyuDGAh8JlEosG3sjNUA2rNQYgfXCFxEhJjIQ+3EbG8o/cEHA//3f0U9cKqUKXkgT9wDb5vApThwGXkV+Dw+/+22y6IOSjHSN3ZpttjCXLYcHePxjSw+Pt82euCmkbz5FHjkgcvzagrIA3nkiT/EtnJ9mjcgBQtIFgrAh60XqBwhgTtRx7gpXW2kwNn6ps7cfBYK/9QUuKh7uoWi32w7YyAPAGD9+q6o8FxSj1J6F4D9DT8d3dHS5EQRD9xZEM06nSYCBBfKCjw5XI2ET2lxk9u2UNi8VtgFD+I+7MGOX+QJhSimWl8ueC63Ak85Rux78qJcEApJEJqdFEZosFCyEsUkppOVLBQZeQn8Va8CLrgAeMt2T+Ccn7HZltwkAl+2DNfgdViHZQB+EBWnHQInBHjXu4C99oL1RPzn3BYKR6jAd9kZ1l1sXsh+K67A5ThwOeRWFEmZ41WaGEQn8HYVuG1Hb5epBF6JCFxMHhwq8KCAhaIrcC7OYhOZ6ArcTulYF+f9kpcA990HvOAFCSu2hzab39yiSBQKma8NSU5a1xBGuHARwU9wAi7E25V1CaHhzpx2CVyKQpEV+OPYrmNhhP/xH+xPwXcm8lDiwBPmxNT3m/RzEYQWilDF8rXJCCPEihWp+87KBz5oTynr5yVwQtg0jn01KQGUmGdTv2XLluF1uBbvxvnK4naiUEAIsM02wHHHGa93JoHLeSiOPx6LD9gJANC/YmHYETlgGzxwOYxQU+ANWlFnTqqpBC5n+6ug2Z6F4gAtrjFNBC5S2LrVZAUuRo8q0BW0UOCW5oELAtcVuMlC4fVgkA/aMR4racKAGaCnCZwgwDffeCN2WzFmXM+yiWLMpqU6Nc3NCEJwAi7F1nhKWZdIOxMjMZP2LSuRRAVu23gPvg9CKF6P/yveiZnggX/nO8DUVFS2rE7Mdi2UmSC8l/I0VgqB85lVYCn3Jmc3gTqQh5//brXH1TLkJPBwl5KN4UoTeiiQPXAJiQr8uOOA448HvvQlw0aW6WsIo4Ui1yH5Hl5xBb7xhz1xzjnAy18udWLahhlqJFtAVtgAMB1U1TS5fZEXJ9K8ilzuLlptWigUTcr2GxK4GO0DYAFG2P4rcQKPolCiMvIpOGOIdWJqb9exZ2rsAUDDSbeXYEPyuiWBMwhrYAWexgePuAdvOSQ+eg3g125wMNc+TQpc3DlZRbOfaETg7UahCPOZJ4/eGQ8hOOdcvBD3dqwT07K06bYyBvIQ3phP2PMerF4tNuqOhSLahIhCSVL6ygNQjkBoJ+acE87u/Y8py4sSuOLRJ3ViJtzDxE7M/n7giivYhL8px5uRAucYHAROOSVHJ6ZsocyLE7iSX15T4ECUc7tdBW7bBA2ZwBcvBi6/PFwvJPAq27dSl/mnsFAu+8it8qYKIgtFU+D33MnLkxWFQjA8zZ6is03geXXMZgVhCZyECwFrIWhC54BtIzM04hX4DdZhWZRcyRCRECNw6XsRAlfiRwcGgB/8AHjFK6LeRmHgFcyFkkTgOjLDCPnndgtGsdNO/I8uEXi0vbjw5uO4NMopoivwhnle2kSI6z9jApfL5yQo8KRN2/XA44cOkUngAgZ7xqOsrpkIXI5trtTUOjkdVNQsi33SRCoSgU9hoP0oFAdoeJVwX7AsZT/zMcrW4+l6TdfhqqcOApAe/RMjcKHATzoBgGHwoSGMcP00U0pL9fVLBR7HllsCT+3+cnwWZwKEgNbNs4FYNolCBxLwG7wKd2K/MAolnBpKGQ2oE3jcAy8chQKwjqmtt44I++MfZ5+FPfD0XvJwcV4PXG7o3bJQ+CHCU00icOn6FR0lGwPf7279ak8gMY9BS4Z0TapO+gM8VoQCceB3YF9cgHcYfXwZmVEosgeuYYoTZL/TTPXA9WPoFgrpk1JYmBR4EQtF9I+4bPh+uC+NwHUFnsaPaYcXoyiVkZiIolNi0G62ZRG8/ZCHcQhuxkfxleQDG2/UzNCTChwAVlTWA5xIad0sxSyb5G5ZwkIxze3n2hSKSCMIG4XwaAtbKEpBtY1ze+Bi+/ROlrTj23bkFrUbBz4ThJP/JszIkETguT1wGXy/8yvT+OrO38Wdu52Ai38xH/2YytjQvB8AWDxQ1xdF+Na3gHXr1E0LKPB9cRf2xV0A+ZDp0CGKWigyBIEPOIYwwvHh8LvOPfWgAiLP4CQVQjwQBYEXV+D8+K6FJhiBV9CMVdL5B74AWLFT6IHLFooOY5N68YvZccSQDKJFofS5wIRhO+162jawxYImbsZheBg7qOvK591WpU1HTypwBYQgSFPgOSE4UCFwPjGle8LxxnWBGXjgMvTalT9OEkC2RxfuNmHKM1HxRcNLiuLoigcurklCUo40C6UwpCyOH9nmClz0xadBQZTZWQrtB8CSeXXYdsIt+8AHgP/5H2XR5mahhArcMKel8+wz4Xc5Xw8ATPvaxJ8SewprY6YeuOMgVOAVNGPzKS541cHAVVeFb5FpCjzW9h5/HLjhBnacMJ2DFgc+OWLeWcxCQViumB2X80HaLnpWgYcXhhDQ7bcHbomvYicF1xsg1lXClfr7gZERVNbNAy6OFpNaVYpCKWChJDXeWB7PznRi6kh6gLgu85PnMgplNi0UWBYjg3ZHx0nXZOm8af3NPhVtj8TkMB3HeC2SolA0hATuxi0U99koOCBmofgVQMqVItfZFWDbKQq8jSgUu2KjEUgeuO8rF0CM/hQEXkiBS9EsoQLX48CpWRjGLBTpTT/WhzbTBpKB3lXgkpqiW29rXMUy5kc1I6bAxf7nz4erdeBgv/3ai0JJutpFLRSOqBMzn4WSpMBFA5hVC4Vq2ydYKHIUSqcsFFgWI4N2CVwq35LBRiECb3skZvxrCGN1yVmgaZ/dfKMHvimyf2r96v6m/apaYaRCbAWm3GeswOfVUhW4qM95FHiuTkyieuCJndspCrwk8KIgJHGy0CIWSqoHro2yIo498zBC5eAFLRThgYu+Kf02JnVipihwIKEzT66sBonTCwr8AeyKq/H66FyqVfbK0e4ss9I1WdhfkMDbSGaVpcCNx85poXzswD/hRPwY79/+N3EClx6ecQ/cTfR3BYGLLIRFPXAxcMae14cmT2EbKnC5kCJapB0LRUKowKEqcLHFvvtqG5gIXOSqKQk8JyQFLoRUtapW0CKvq+I6G6NQdAJXOjFb+uoK2rJQuqTAk44vzk9YKAqRyxXQMF64/fqpjWBMeOV36Mw7MXfFg3g9fi7d5BpQr3dEgVuO1X0FPlMCT7FQFs9r4Mc4SZmQQcC58ILwe1+/uo8v7nsZYFlYjA347+qXlftX5cTddhSKUOBD/Rh0mKXZh+mYAg+jRXhdKNyJyRGzUKSV7zzxa7j+em0D/YJLAfUxAm/L68uP3vXABSQF3tdHlNjgdhS4aciuzFtHHw186lMA7lQ98LmwUI7d9QG87Fe/w+d2vRRYI/3QbidmloXSQQKX812k7YjQAA5a8OB2zgPv65sZgWv9ApZVoN+5CxZK5n0TSBqmz9ePeeCvjFIdyRbK1UtPxutf0ADIK7EBS4GhpYD9vdiu249C4W1rsA8/2etLuPSPy7EH/gEENaPqz2Wh5CFwTYEDwD7bbAQWaBtoFyogdr5OzC6g9xW4QuDqKkWuXV4F/oc/qIPlCmUj7HAn5mC/j9/hFdh+UBv91UYnJpCjE7OTCjwtDlxZj4bXsGNRKLUaMD3dEQUuCDx3J2bCQzQVGQrciJxx4GkELl9jmcBDT1scw3GMN6RtAhd1Y2gAy2sjOBVnM0rXFbhG4KkKPOVtXPwWKnDZLzI9FbQLRVF2YhaHVPG23JJ93VbryyxioRTxwOXjF1LgHfbAsc027HP33c2/64fJ6sQ0eeBds1D49jvvyKJ9PvtZ8woJBN4RBd4BDxy2DdvOfx26YaFkbZMavhYmyolfUJmT5Y58lxoI3LYxD+M4DleF67U/kIfvdv6AesLcA78D++Kf2CUK98uhwJt+8vHDgTyifg1EKaiNg2+0m0CJNWcE/pywUE49FdhqKyaqbr01+qlQHHiKAjeqPb5BIQJParxtWig4+mg2i/KBB6pJkJI6MTM88MxX8Y52YnIPfGiApRBImi81iFKTdiwKpQMK/F9xCfbDHYC1spACJ4nD+9KPZ/iacSDDzUxT4ISkKnC53BXaAKyBaFtO4ONQ01a024mZSOBcge+Lu5QC5iHw8XryRKqOUODEQOA5FHiAyEMrCTwvJAVu28AJJwA//am6ShEC9/nLiMkDNxIbJzNnoJq8DlQC1y2eEG0P5LGAI4+MJ4ov2Impe+CKEu+0hXLZZcD4OOiHuQfuRPfRiE4qcNlCmaEHfgn47PHWOcUIPGGavqzjCczovE0QBTcQuHK7JTZnBJ5toQgya1eB20MDatkpVS90AQtlspGmwPmnicBNCjzFQik98LyQlIOAfq1zWSh77QUsXoymz+6iyUIx4qijgLPOgnvuNwEk3Kd99lEIfMGChH3pLSdvZScJ5Lc5WyhvfjPLAaN74EkkEwSd88BlC8XzoiRi7e6Hfy9C4G016HYslKL7NhC4Ug1tXYHHLRQd4ZRnaBUahSimPHUWDsZP2BCFkkXg78IP8PrDh80/IoPA83jgeSyULkWjPKcJXCjwww5L2c/ddwMbNqAZsAucm8AtCzjzTNjLloR/xnDnnXDfxib8teDnb31Z7KQTNyG5Rt7lDiOUN++2B27pXzTICnz33cLFM/LARUWZKpgDRWAGUShzSuAZFooO5Vi2wQMX2/BJSWK75k/pCprAxo2Fi2nPnxcvV4oCT5oV5wd4TywVgAwx85ZITFfUAw+QQuDhbBHdMTt6n8Cli5lE4Nddl91WhQIPZxLJqRiEEEkUkDzR+x74R/o+5adMwSnVAGiGpfk4Sa/vcxKFIqZUs6P7+Fu8HH/tP0pbTSLwA6NZ/cTpnnEGcPPNOQ8pzkV4WR0k8K4q8CIe+N57x5fl6cTMqu8zsFBctICnzTn7TQiTWS2Yl/52qcWBJ05rBqReuFgYoex15vXAsxR4auHaR+8SuEAOC8V1U/xnjhZX4KLjpQj4tJZGLOxnD4STcV5667vppuh7OwSeMBQ9cX0Jom694QUPAACO2+0+8zZdiAMPbx8heDl+jwPdO7QVIwI3ne4RRwCHHJLzoJ1S4FpBNisL5Y9/ZHMvFt23IYxQgWyhBPVcFopQ4PKIzjxQPPA0CyWnAo9tpyFS4NJkLgIJBP4P7I4jcCMrr2ShJHrgJYFrKKDA8yBG4AU8uzQC323pRjyNrfABfDv/PrukwJMKKbzDvZatAwXBvsulUUHdGkovZJZ+H/Ud/vu/hwQgn6L47hXhBtkDBzqjwF23UBhhkXpl2ibzOPPnxyfOTYsDT+nEVCBd/KQwwtiuuRqN5avPQPhwHxosZKGkuhQpJ+eI7Ykf/zHBQtkd92MbPBmVNysKJa2HdQboXQIXyOGB54HwwPXJG/LAcVLqh21jKzFMMq8PVrQTU993QQJ3XbbJbI7EDJFF4GedBbL3XgCAZcuixeISJUzGlH6sTipw1y2mwNsh8HbCCE3HTPPAkVE0kwKXwwgNdVso8Nis7hk4/T+ZiKotm1+oEzNV5Ka0PYd37tvEEJWUYqEoDyjum8cuYanAE5BHgRcYNCEC/dtR4K6b0rDkH/I+hYt2YgL50ocmLBcEbmzoXSNwqpYpyYslBOs3sIOIcUvADBW4qChiCrui0B6chToxZ3i8rnViZu04zQPP6MQsqsDP+H8LQSk/ZJoHXkSBpxDo1kvqOAOfw2uW3Br/MSWMUHAFsUhyiFmXCbx348AFUhR4kYoTI/ACSLNQsgjQiG5ZKAkIH0Cm7TI6MWdKXOHukxQ4gLVr2adM4G0pcN1C+ctfCmxs2A9QXIG3AwOBi1D2ju07y0KZgQcenHkWcOJHZlY+gXY98JQfLdfG5/DfQPXl8R9NCpyX4Uv4BPoxhbceth2wcIeUgyP/23dB9L4CTyHwIq9urRko8FQLZS4IvCCbVCrtl7/tTkyq3b8UAhckPWMFrlsov/pVgY0N+wHmjMBF+oii2yf+VoDA3aARt1DSPPAlSxHNkl0QnbJQ0n5Mu3kpFsoiDONsnIpKNUWBi7EGpYWiocOdmEKBt+uBJ9YBuWJ30wP/3/81L8+B3BZQNz3wHK/yHVfg7UJ7cHadwKWdi/NdvryN/WR0YqZC7sQ0EXiaB97mgFdjuQyiJQwDbNNCCfdpuj45RmKmemglgSfAoMDlh+X5eCeWb5G/5jQDdvc7HYWi/JC1T7Fu3mRW8r5PPBHYZ598x9GQSuAZUSjt9MkxaB54DiIZHIy+d8QDbxdzqMCffZZ9FiLwTihw6QQJlbICWla2Am8zZ5gRhjjwGStwUXZTQVMslMS/ZZQEngADiYmvb8SVeCd+WKhVvXZ/ZrRujacKF2XLLYEttkj4sUjLLjpqK6mDJ4NVD1qyWvl7q614+XfemS3YZZf4PrVyveUt+YqYhGOHbgQALF/iqccxXC/T2/fLXsY+5USMMsEboVso7UJ7K1m2TI2QMWFf3JG+Qhqke7ByJfs87jj2efDB0Wrbbz+DfRMSn3lGw2vIL9kXOa0rIYkEfgT+CMAwo00R6PLdoMCXL2fFEA+1g6vRtV6JR9mXbipwQ3t7OX7LvuyxB7sxX/lK8vFngOdUJyYAbPzLgxg8+AT2RwHyPPPtj+GUq47EUmww/j4xkawkfvnLlPohKnYeqeo47IndjoUC5FKxw/O2Qd/LXwYgmm3l1FOB97wHwIK3MIY48MDM4110EfDtb+crpgmf+e3B+OCZ78LSI74bLUyQsnffHVfab3878IpXqMS5dm2GpZJkoRx9NJtBPi+0h9pVV2U/c/+Ml6CBKsBnbC8E6Zq8+MXsPJctA1772uhURkdT6uCuu7JP04gn6cF5yCFs30ND5jQxP3PfiomTPwKcA1WBu67xAhyHq7F2YEcsO+LhfOdpgt7oDAS+007AmjXsmgwPA30v+jfgEWAUQ5ElmkeBm5CW4tBUJgCbsBADmATQZOGFjzySvY820bsEnqA2F63oA+AZf0uDNTigkvdb36r8LqdH0DE0lPxbbltEXicvgeuVO4ePvMAeB1xV1VQqwh0hwEEH5Tq06wKLF+crpgnWPnth6TXnqwsJMZa9v9+8D131Jq2n7B+Iq6qvfY0lNcsLzUJJvf8cNTRQE2kaikKrx+K85X6z1DK8+MXAY4/FE+bL++afYt+mboKKS7HI5g+gHBYKACyzzYIoN9IUuHRM5ZpYjLSHMB6tW1SBL1zIngZ5Qn+1OrsQI8Ab35i9XQfQ+wSuN3i5FRexL2SGnpqa+Wu2XoY8pCxUTF4PvJ3fu27YzgByx1i39g/MbOomff0ueZsKOnFNttsufd95jmHbUey8aB8pFkpHkMNCyYW0dU3n/re/sfQWea6LXn+Gh3P4eZ3BZtqSC0C/wJ0g8L6+zhFJNwj8nHOY1NAlZ57GuLkTeDfLJvatq6qix0waAdstdPOaUK0zOQ0ygQtrQSjwbl2HpLdMIPmYpk7GPNdQPtZOOwHvfGe+Mur7rtW6PplxeOhZOUo3kFThZOXcLoF3EkVsEbFOVtzVSSexp7y+z7wEPkuVqzASLJSO7l98yhZZ0Yd1LyrwJIi6lrePRlfgGRZKx8onkGChKNDPJesemUYgF4Eo0zHHpJerC+hdAhdIe0JvDgReRIELU3OmFSmtMeYJmZgrzJYCB9Tpm2aiwHudwNtV4ILAly1jYUx5ybTd8pn2l6TA2yXwdiG2v+wy4MEHZ6dOcPS+B55GdkVuzOZA4L/+NXD55QWH2UnIk9fi5ps75+93GrPlgeddnmc/ea2D174WuPbaYscR2FwIXFbgwkK5/XZmOXbrwZtG4HmVbl5CnalwqtWiUNxZwnObwItUqm6Rmqhkecqy/fbAJz4x82OmNcb582e+/25htiwUHbOhwH/xi2LHkLE5euCivYj61NHROhLS7MS8HvhsWShzgFwETgh5DMA4AB+ARyndnxCyCMBlAFYCeAzAmymlyRPPdRqdJvBu3QSx39no7CoSUbA5YjYtFBnPZw+8XQWuC56k7TttoejlyXPM5zCBFznykZTSfSilYl6rTwK4jlK6M4Dr+N+zh3bCe+YCRSyUTh2rJPDk/RdZnoTSA883wKUTSCPVLN9dPGS67YH3CIHrOBbAhfz7hQBeP+PStINOKfBuYTYJ/LmgwLtZ9k5ZKO3GIreL2bBQ8hzDZKF0G+1YKOI+i3j/bj9ke4DAKYDfEUJuJ4SczJcto5SKubfWAjCGNhBCTiaErCKErFq/fv0Mi6vsuDPrdBtFPPCZotcJvNseeKnA4ygaRjgxwb7PFoG3I9DaJfB2LZQ5bG955cOhlNKnCSFbAPg9IeQB+UdKKSXENKU5QCk9D8B5ALD//vt3vqejVOBxdKtDqdvoFQ9cxmy+Wc31MeRzzWuhdNMDzzpmUQvlueqBU0qf5p/PArgawAEA1hFCtgQA/vlstwppRKc7MbuFubBQSgI3o1MWSp59dhKbiwcuWxabg4WShNkk8Je/vP3JKjqAzJpLCBkghAyK7wBeDuBeANcAOImvdhKAn3erkAkFY5+bO4EXTVA1E4jznVEG/TlEr1gos41ulq+IhSLX4bmwUPImHBPnIt4S8s4x2w5++9uMTGLdRR4LZRmAqwk7SQfATyilvyGE3AbgckLIuwA8DuDN3SumAWkEXqkAzebm0TBLBZ4fsz2QhxB2rTaHepKGzVGBz7aF8pOfAG94Q7Fjipw33fbA5xCZBE4pfQTA3oblGwEc3Y1C5UJaxajVGIEXrTx33QU888yMihXDXBB4r2K2LZRqlc0M3OvXbSYoGoUikKbABwaiaJWZXlvxhrBoUX7VX5TAe1j4bObSIwdMF130PjcK5l/ee2/gVa+aeZlklJ2Y+dFtC0WHUJElgXemE/OVr2Rzsz7wAMsL0gkIAi8SrlmUwJcuZZ/77VesbJsBnptD6X/+c5akP3Ges1nEXHjgnSbwj32MPdy6jdlOdSsaeKGJNZ9jKFJX5NmDTfX517+Ovh922MzKJSAIvEj70T3wrG133hm49dZoTtkeQu8q8DTFcOCBTAFsDmlT58JC6XQn5pe/DLztbZ3dpwnd9sB1vPvd7LNbicx6Ae1YKHmsjE6NCi7yhiCgE3ieh9QBB+SbfWczQ+8SuMDmbheUnZj5MdsWyuc+xwamzJs3e8fc3FB0IA+Qj8A79SAu8oDRjy0IOXWi1N5G7xJ4r/iWc+GB9ypm20KxrOe3+gba88BnKw8KUOwBI6ATeK+G1eZA7xL4AQewz222mdty5EWpwLOxOU/39lxFO2GERWLA59JCKQl8M8YnPwncfTfwohfNdUnSIV7ferkTc7Yw2x54ifYU+GxOCDITC0W8KZQWymYIy8o/Mmsu0U4vervoVifmbGG2PfAS3bNQOiUiSgslFWVr6TbE0382sxH2KkoLZfbRbQtlpuhEFEqpwEu0jdm0UAR62UIpCXx2IdRpp8MIFy0CttsOOPfc9ssGlFEoGejdgTy9AjFIZDYT//cqgS9axP6VmH0UUeCLF2ev67rAY4/NqEgA2rNQvvMdNvjs8MPVfTwHURJ4t1F64Plx+eXdmSDhT39iI+1KxFHkYS+U7G67dacsJrRjoey5JxsVettt7O9SgZdoG7PpgZ90EksjsO++3T9WNyByUnQahx7K/pWIo4hFIRT1rrt2rTgxtGOhCAgx0A1B098fKfw5REng3YYgpV126f6x3vCG3rVPSsTx6U8DP/pRd49RxKJYvZp9zqYCb8dCERBvvd1Q4CLb4hyj7DHqNo46ir3OffrTc12SEr2Gz3ymMz5yGopYFGv4FLizIUYEZqLAe32CkxwoFfhs4JWvnOsSlChhhojUyJPI6brrgF/9Chgc7G6ZZFx+OfDVrwJ77FF8W2GhiPTSz0GUBF6iRDu44II5nQuxY/iv/2IK9eSTs9c94gj2bzax227A97+vLrv0UmDhwuxtd94ZOOss1jf0HAWhs+iZ7r///nTVqlWzdrwSJUqUeC6AEHI7pXR/fXnpgZcoUaJEj6Ik8BIlSpToUZQEXqJEiRI9ipLAS5QoUaJHURJ4iRIlSvQoSgIvUaJEiR5FSeAlSpQo0aMoCbxEiRIlehSzOpCHELIewONtbr4EwIYOFqdT2FzLBWy+ZSvLVRyba9nKchVHO2XbjlIaS9c5qwQ+ExBCVplGIs01NtdyAZtv2cpyFcfmWrayXMXRybKVFkqJEiVK9ChKAi9RokSJHkUvEfh5c12ABGyu5QI237KV5SqOzbVsZbmKo2Nl6xkPvESJEiVKqOglBV6iRIkSJSSUBF6iRIkSPYqeIHBCyCsJIf8khDxECPnkHJflMULIPYSQuwghq/iyRYSQ3xNCVvPPHNOFzLgcFxBCniWE3CstM5aDMHyTX7+/E0L2m4OyfYYQ8jS/bncRQl4t/XY6L9s/CSGv6GK5tiGE3EAIuY8Q8g9CyIf58jm9binlmtNrRgipEUL+Rgi5m5frLL58e0LIrfz4lxFCKnx5lf/9EP99ZTfKlVG2HxFCHpWu2T58+Wy3AZsQcich5Fr+d3euGaV0s/4HwAbwMIAdAFQA3A1g9zksz2MAlmjLvgzgk/z7JwF8aRbKcTiA/QDcm1UOAK8G8GsABMBBAG6dg7J9BsBHDevuzu9pFcD2/F7bXSrXlgD2498HATzIjz+n1y2lXHN6zfh5z+PfXQC38utwOYC38uXfBfA+/v39AL7Lv78VwGVdrGNJZfsRgOMN6892G/gIgJ8AuJb/3ZVr1gsK/AAAD1FKH6GUNgFcCuDYOS6TjmMBXMi/Xwjg9d0+IKX0JgCbcpbjWAA/pgx/BbCAELLlLJctCccCuJRS2qCUPgrgIbB73o1yraGU3sG/jwO4H8AKzPF1SylXEmblmvHznuB/uvwfBXAUgCv5cv16iet4JYCjCckz3X1Hy5aEWWsDhJCtAbwGwA/43wRduma9QOArADwp/f0U0it3t0EB/I4QcjshRMwEu4xSuoZ/Xwtg2dwULbEcm8s1/AB/fb1AspnmpGz8VXVfMOW22Vw3rVzAHF8zbgXcBeBZAL8HU/sjlFLPcOywXPz3UQCLu1EuU9kopeKa/S+/Zl8nhFT1shnK3Wl8A8DHAQT878Xo0jXrBQLf3HAopXQ/AK8CcAoh5HD5R8reheY8NnNzKYeEcwHsCGAfAGsAfHWuCkIImQfgKgCnUkrH5N/m8roZyjXn14xS6lNK9wGwNZjK3222y5AEvWyEkD0BnA5WxhcDWATgE7NZJkLIawE8Sym9fTaO1wsE/jSAbaS/t+bL5gSU0qf557MArgar1OvE6xj/fHaOipdUjjm/hpTSdbzBBQC+j+iVf1bLRghxwUjyEkrpz/jiOb9upnJtLteMl2UEwA0ADgazHxzDscNy8d/nA9jYzXJpZXslt6MopbQB4IeY/Wt2CIBjCCGPgdm9RwE4G126Zr1A4LcB2Jn34lbAjP5r5qIghJABQsig+A7g5QDu5eU5ia92EoCfz0X5UspxDYC38574gwCMSpbBrEDzG98Adt1E2d7Ke+O3B7AzgL91qQwEwPkA7qeUfk36aU6vW1K55vqaEUKWEkIW8O99AF4G5s/fAOB4vpp+vcR1PB7A9fyNpuNIKNsD0oOYgPnM8jXr+r2klJ5OKd2aUroSjKuup5S+Dd26Zt3oge30P7Ae5AfB/Lcz5rAcO4D1/t8N4B+iLGCe1XUAVgP4A4BFs1CWn4K9VrfAPLV3JZUDrOf92/z63QNg/zko20X82H/nlXZLaf0zeNn+CeBVXSzXoWD2yN8B3MX/vXqur1tKueb0mgHYC8Cd/Pj3AjhTagd/A+s8vQJAlS+v8b8f4r/v0MV7mVS26/k1uxfAxYgiVWa1DfBj/guiKJSuXLNyKH2JEiVK9Ch6wUIpUaJEiRIGlAReokSJEj2KksBLlChRokdREniJEiVK9ChKAi9RokSJHkVJ4CVKlCjRoygJvESJEiV6FP8fOH4ikGkInrwAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在一张图表中绘制预测值与真实值\n",
    "y_head = model.predict(x_test)\n",
    "no =np.array(range(0,len(y_test)))\n",
    "plt.plot(no,y_test,color=\"r\")\n",
    "plt.plot(no,y_head,color=\"blue\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [],
   "source": [
    "# 对预期寿命与其余所有变量进行多元线性回归\n",
    "x = final.iloc[:,1:5].values\n",
    "y = final.winsorized_Life_Expectancy.values.reshape(-1,1)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [],
   "source": [
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.20, random_state= 1)\n",
    "multilinear_reg = LinearRegression()\n",
    "model = multilinear_reg.fit(x_train,y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[58.19954593]\n",
      "[[ 2.64435470e+01 -3.20593647e+00 -1.46351941e-02 -1.41425100e+00]]\n"
     ]
    }
   ],
   "source": [
    "print(\"w0: \", multilinear_reg.intercept_)\n",
    "print(\"w: \", multilinear_reg.coef_)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "0.8519775511901202"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.score(x_train, y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "data": {
      "text/plain": "0.8494858032360021"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_val_score(model, x_train,  y_train, cv= 10, scoring=\"r2\").mean()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_head = model.predict(x_test)\n",
    "no =np.array(range(0,len(y_test)))\n",
    "plt.plot(no,y_test,color=\"r\")\n",
    "plt.plot(no,y_head,color=\"blue\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [],
   "source": [
    "# 对预期寿命与其余所有变量进行多项式回归\n",
    "x = final.iloc[:,1:5].values\n",
    "y = final.winsorized_Life_Expectancy.values.reshape(-1,1)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [],
   "source": [
    "# 最高幂次为2\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.20, random_state= 1)\n",
    "poly = PolynomialFeatures(degree=2)\n",
    "poly_reg = LinearRegression()\n",
    "model = poly_reg.fit(poly.fit_transform(x_train),y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[67.91456028]\n",
      "[[ 0.00000000e+00 -2.27207927e+01 -4.41137719e+00  3.87791991e-02\n",
      "   1.39626980e+00  4.29401162e+01  6.72991174e+00 -3.31596818e-02\n",
      "  -2.36035361e+00  1.16684076e-01  1.51591825e-02 -4.27175021e+00\n",
      "  -1.63422387e-04 -1.51784133e-04  1.39626980e+00]]\n"
     ]
    }
   ],
   "source": [
    "print(\"w0: \", poly_reg.intercept_)\n",
    "print(\"w: \", poly_reg.coef_)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9070189584631252"
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.score(poly.fit_transform(x_train), y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9041536766044203"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_val_score(model, poly.fit_transform(x_train),  y_train, cv= 10, scoring=\"r2\").mean()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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Aft2bJiaQQcx2dgOHvKnMo/zHP9qvXIDART6ttQ2C1C68MHN0pPWY1E6tlHBtTrmPX9gWzbhzApdZKHW2/8Z4E8GqvwPgFopDBYct/SZs8Tbk9WRTaLVwJ/YHVfPx2ozCCic4gdtULKXM62qHLggcno9WyI43qBDc/YHzsOU3V2euO7VNJ2iNwOt1YL98A4KSLJS8CpxnofhJ6QRZpiQSFkrBa3cry4fHjTdqH6tpsg8+wgcsPUYJnA4Ny9+3bevtvvJ44P8AC1beCOAWvs65AN4P4D2EkHsALALwvR62E4AaxOwyCyXMoWgEUYQh8Ic/ZBJ4NJrUvJic1L/rxkLRMilyEri4iRtx50WcxM07UOMEPtZCEDJilArccmAmr0sC73A832X374Mn4E78340HJh+2IXBxnawK/Be/YF7XL3+ZvWPVQslppUcxO+8xCEJB4D7F/p89HU8+ee/MdSdH9L6V8sAfeCBXG+QlsT0wJyeBK64w9sOzZbyEwMUDK+rUQhEnzDhx6sN9zUZWa1y7jx9DdgqtJ2nOHdYly41cRiml9GOU0gMopSsppa+llDYopfdRSg+nlC6nlL6cUtrD2U8ZkiDmLGShCAV+/fXAiSciuuEm934U8r3nbr0j5s5CsRB4PK3c2Ep1+lwWStz5iANB4KIfNidDVAL2WQi+XUsAyvSLEwWesbNLLwVuu8361a2blgIA/rU+sZ6Ex+2CJPBGun03XNsEAcWdP74pcxudKHBJ4DHQ4hkpPth21rWJ75sKXFgbRSEI3Kqa3/hG4NnPBu6/P7WfwKOIePZSixNtp2n0Yt9mLnrE4yPLsA4PbmaprtrgtccQgcdK1+t1nLavRmLaPPDW2DSqpInzX5xWVa4slDhPbqvhtUZb2bsQsVQXFJkPADB994P6vnhbn4tLM5WoLW9b3a5K4FlZCjEnkiadAQXO7jM0JkIZxNyAnTGKudY73PxIPEQyCfyEE4CVK61fiRclNZujsS2vB56+cy6842AAwG//uVvmNjpR4NIzjqhU4DTn65dJ4I2pDglc/rSccGEdKXOESgJXLBSRfirqpBR+dxI+vPFxyMl6b9yPh7YyiyFSg947MIEXJWE1G6vXVT/6isBlKRTxOrZlC7b++Z9ooYr//M0zUsu7CDyiOQ670cCteBLuA3v9FcrORsJqVkhrm163Q1zMP+G5mbuzDaUPJxP5RzcnFkqWAhffNFHryFaMIiWIaclC+Sw+gF2wzsps5kdCgXd6c6rlTgUaY9mSWJwzmwfu86zXaEubYk9dpBHGEZWlA+KcN/7UuL5go2AOv4Cwz6wTaohAsMIoTUWBy9o9/Kcg3I7rgRtPbZEHvhQbsWWCvdppBN4jqToT1nrR0jSqwLzxRuDhh7tvgwt9ReBCgUsCP+QQ4MUnO5d3BTHzEviTcSv2BauiJtIIbQQeTic3hUkc3Vgo6mfxlhH5e9YgHfXtIm8KnIqpKcVCGeKqbCrUSHQSQ3YF7ghiRhHFqlXsnr722pwNuekmhA+tA8A8WgGNwNeuTSoecoiHqc2G8GL2XbS1DYGrCjzMR2BRnJROEATelpMuuQTYuBFTY/q5nJ5O9hnBQ5TzNhXX3kq6QsUo163F+1Hg0xTpy/o1RT1wx+eibyzBJmydrmufscb3RoFnEvjoKIuLtEHu6qVin4oCP+UUYPfdi61fBP1N4GuS0Xg2YnUFMfMSuLZORu61SrQmceSuhWLx9TVrZiz5PVOBKwTenCg+mGVqKnno+PUqArTQmIzTY2kWLkyViTXJTlgoYSsZafi73+VsyMEHo7WFvcYHJDk3jXHlmA48EHjOc7TVEg/cRuDsOrXlCtUDzxvEFOo3pgiFH5517VstNn7+uc+1KPDk9wpaeDLylePN8sBHMQ8/x0t1Am9mEHjOB1eqDcIDN/PAudpeEoxgOqxgamp2LBRKAfzHf9h9vFe/GnjZy7S4gA1FFXje8hkzgf4kcH7hJzGADdjZubwooONN6qHgVHW8T34SuPJKfRnFvrgKz0gsFEs/0CwUQ4HnroXStBC4ouxVldZUlPUVV7AsM1FxVd1dc7T4dG6Tk0mbvVoFNTTQmIrtdT2MrIZUFkokXsepUlsjf1tEwLTiOQhcycyR64iRmDYLJWLfxfCyGxIx3QsArVbe0ZRc/UYUIT/uTE4SF2z1akyO6W2dbib7pPBwB56Yqw3iiGILgZ92z4dxCn6O1Q8kT+JmlgKPhaVSEK6RmEKBV0cAsEvXlQKnNNfEl3EM4Etfsn8pgudtOmU3Fkqv0VcELvqECG49E1fiINysfacivuMuAIB/1Z+1z1MK/KMfBZ71LO2jTY8mWzwWV+Gi+w/j+7FYKErGQ1sF7ugsVgJXFLiq0hrKK91ZZwGrVwN33cX3pyrwDghctVC8gRqqaKIxTe2jCo0iU6YH3hQEHqIrAtcslPFsSZxpoRQgcHGdm3kJXAyAiShacQECDwJMTegLTje7q0ZoU+APTC8DoKe1CQVeCdIELouCFfbA7QweRYLAWTLA1q1dKvBrrwWe/GRnBpNsTVZ/E1Uu21Qd68ZC6TX6isDF/JLiyS1rNjsgrADPIN08FsrGR/QOeN8YS2UjBClzs5CF4jBGrRaKosAnx5XAmpKFIvx9WwH+xmjBngemwBMCr6KGBpoNCt9W18MgcPPNRijwKHIT+DoswzbMsbYlIXDl4TVhiRWoaVvCQrH4/77wwOFnE0YUyb6Wl8AjhbRD+XvGjawSuDESc7rZ2SAsqcAtXUycwy0jHmo1ZmmJc+T76cCnfJvK4qKXvQx4hp484CJ8IbqW1BiBb9mij84sTOAim0aUHHYgUw2LQRtt9p1lWdpQErgDksBzpubILBTPIPDYcVMqKVYbN+tPZaEWSByxJ7YiZTQCb+qdwbyYriHzNgWuLqve5CqJmdOEagp8W5cEXgmYhdKg6UACkEwBxuH0wDOu165Yh5Wwvwq3+IzyAVEUuIXA1Vdccc7aKvCcBN7K2dfEeWcKXARvk/OR2l2WAm91SOBCgVtkp7gHbrlvCM0m8IlPJG9MlHgyD1xAXMtMKvrFL4CrjVGmDgsliigIYiweYKp3y5YuFXjOGe1zEXibaHO7zKfUPmcxI7KvCJxkEDixVLxzEbhQSCncdJP8deNWPWonCjVJC0XxX3ULRd+X2YFcVfKsaYTTdgJXg5OCaBICT9ZvjhUfW6UGMT2foEZabF4LT3+g1TCNB0bma5+ZBC6ILGxR+aagcQtv9EOO2t5WD3wyfbOpCkmcs7YEnnXTago83y2iBzGTNw8Bc1Y4jcCnDAUe+hgdLZ4CJ/PALQpQ3ANqVpSsmEx8pwIvaqG4JvMOW2xg04IBJiq2PrhtZgi8Dflq58I8oeLvNtuYHi12H+UdKT4T6CsC71SBm+VMzesVC1pWapVs3FqzriMJXOkMugI3CNxII3QVWWproShD9BuTEXDzzcB118EbYQN8KJ/QVstC6YDAVQVOPIKqH6LZJKkbvIkafvXPPfX2mhaKIHCXhdLmQkoLhaQJPICSoTORfC89cIuFIqpYFrFQ8qYRyhS+KCFwdd3UkGpB4OvXY+qi32pf3T+9C+bPB/77v3PtWsIsRKVClEeRNU6orsDTHninNgB/UBiD5aIICBBh4QA77i2f+Y5++YvmgcvC720UuHr/uZZtp8Adg8dcD9gyiOkAoSILJd/yUoGT2Pq5gI8Yr8X/067II6M6gUtSQ/ouUe2PlIViXEtXHROrAleU/ZSSG9ycCoGDDgKOOAIeNzxFnrp64xR99QMYgYsYg+cBNS9Eo0WsnVUNLgLJEHLZTj4aVE1J07bTZpijIHD1+gkCr5Aw9RmgWCgWAhef5SFwGcS0EPgttwB//KP+mbRQYqBlsY5Ss8IpknwKA9pXD4Ys4PjDH7qbaIO0UHIocHUGHgqbBy7smM7SCU0CD0PAJxHmrLsLPkJs2dDSFHhR1frI1gpehp9hdCy7fdq56JTAHYFzF4HPZl2u/iDw978feNObMhW4dYSk47pEqbrVwAV4jXaBx6d1T5CaF1+5SpqFYipwo2O6aj1bs1BUD1wh8IYyqbM4bqHg1b03x4sT+FlnAU84jQWHPZ+g5odoND1r31etDcCiwGlCZOTe1ezD++5jYf0zznAPUeMXTnjg6rVt8ACuRuDKDZZF4MIyaKJaQIGnb5EDDwSe9zxjFZoELkOqV/YDMhQ4gEkMal+JfRcthJQZxPTZNtW+31RI2hnELAg5GtQSuw9IBLJhPeZjBCOLl2tphHkHvAnccM88/AIvw233DWYup6nhDgl8ehvrOG/BN/VtOzZXBjFNrF4NXHNNtgduIXARgLKpAQlqv8DNZvoVUNuPU4HrbTAnOSiiwCNVgTeSS9VUHgLmJBexYyCPJWXaio0bk989n6AaRGiGdgIPFBLFvfei9aheO7NBWZZKFAHkQVYjhj78MPDjHwPnnYf4P95rb0RDqXwI/YZocL+4ShQLZSQJ1oqHqVWB81UaqBVQ4Hk9cDESU3lwKZe6iAKfonX7Om2QBDHT35kKnFkoyVuDayRmUSpyeuARkW9SFbTQmrdYzx7KOcuWgCBmmxjT2qMKKKeia6PA+X30LnwVh+H6ZNsuC6UMYhqYPx8YGUkUuDkQxwFB1LKCHofm77kI3Egfk7Nt2zxwpfOZxJHXQrEpEFXZTzaTY7h/PKnOJxW4eDWmRD7oBIHffTewaFFxT9XzgVoQoeEicCjHsnw5QqNSYMgVdBglNarjCDKxtkHqsIJ/L66bum8RsNQUuJIuecejSzA6andnxGfTqOdPIyzqgcdUErg6CGh8m7G/DAKfiNnfnSrwX6/aBZdeqn8nCFwlPJlpQt0EzhZsWUluDfbAaiy3tiKOTQFEWSzj5S9HgBAh9bW2mGUY2kFa4G385plQ4I1x1tfqmNaEotNCKYOYBjiBZ3ngdgXOa1IYed+Rur56UTUC17cl0qxsCjzbQjGyUFwWSjsPnCae/Ne3vAa3gFXw87iqEQqcUoI6YQpWpNwJp+J978tfXQ8API+gVonRiAKHAk/a92xcjl/hJdbthCGBlobCFXaT1KzL5yJwNYipZAl84paX4uijk7KoKsQbWR4CF9e5NRUB73xnWzaNpQKn0gNXg5gTo0an5QROAdyF/bWvpjmhm7XlAVa48Xvfc7WB7e9Xq3bHCcakhyILVFXgTSVVMDbSCMXbA6WE5fs//emp/e2FNdgPqzPbkmyPK/CLLoIfEESxfh8XJXBxHO0U+EwEMUWQvAY9mOkk8NJCMTB/PjA+Do9Xk8uvwO0Erq3vJHB9HaFQJIErF11T4AZBmh54oSCmEhAVKu2k4asAABvBamV7UoEnFkrdYz6O8HxVImgz7kGD5xPUKhTNyLd74IoKvgLPdm4njIi8BpTS9gqck5uVwHmpVdVC2bBWP6e33Za2soDkmuaxUGR51ZtuA77+deArX3EvD8iCU3FM0QCzjlQLZXzUuO78GP+Jg/MPlafs2N7wBtf39vvittuAsRbrP4IoKU38/ciSVpvcI7y/56xClnjgliwU/sAPSIww8jTyjVox4phlK7lGvpvbA/TL+OMfA1/8otkey0qAMXiAfX733cBvfpPe1wQvdWAqcFcXKi0UE/PnAwAIZ6SccxonVeFMBe56rVIJPGxD4Ip8UIm21YLWa6hxMV3F+q1phKoC5wT+pLkPsWPgikkocDFpbIw0gU+sT7zpVD4y3EqCeASVgKLpUOBiwoJ2s5SFEZG2Ao0hCbzpJQS+ZImSxcm/F0FMdUSjzEJRFPjDltlYrRYKf6DnUeDi4SHaAErx+9+76x5JD7wVsyAp9ABoc9KuwC8Fi4YejBvd7RHbaBOTdum+lSuBq9Yxq0N9MxFZQ6FlYFvigXdX1CrZnic9cJ/EiGKiK/BmLKcf+4//aL990SdU4fNv/wb8538ay7kU+NhY8jsn8EMPBU4+OU36f//9CPbAGszDaD4LpVTgBjiBU0HgFl8yy0IJqf56GOVR4AaBpywUlwIPoZG7aaG4JmOwvQqqwVGRqVAdYO0YwXxsxXypwMVDhFIkBM492In7H0m283A6mul6g/R8As+jiEGsfBdHFJdfzmYpy0IUJdeAxnYF/uijSm0sw0KhFgUeIDnHD63TYxyAPoJS3GgagasH/fDDTPqdfz4rMaoQuCDj0Kvi+c8HjjlG2ckvfsHWe+CBpJ52s8UUPnSh4SLwMcxBgBaWYFPqGFQQAvzrX5mL5Er5U+cclqUOLApc3CNF0whlJozRX6I4STsNvAhRTFIeeJG3w9iiwK3tUclUveYqgcd61s+GDcoq/1iFP285CM/Bn0B8PxeBlwrcBCfwuFHQQhEKI0OBu+blE4WY5FfmqQpDXHEFMDwMbB5PvNxWi2jyLzeB57RQqgOsHafiJ1iIrbJDiVfjmBLUPLZ/8ZY4Ppa0Yeqh9MTKrg7n+QQeYWrKtkwUUtx5p31d7TgUBd6KPNkwQXQCUmHm8MBVhffQ+gALoD+Y1ACiuG8FYaUsFFEQ6d//nfU1iwJ/6Ed/BWBk8/zoR+znddfJ/hE3w0SBK30oZZ1xAp/EIAYxKYOmWfjtb7O/t/FJKoiuEHgz5EP+LQpctr3DpGazvzAFzrblkxihjcC35t9X7iCmS4FPTGAjdsI38Da5sblz2VfqFKS33VPDKObjWbiCPdznzZPflQo8LziBi+HKtlc+G6W7gpjawBKFwNUTLzq3gM0D/+QnWarXdeuTKbpMBW5eTKeFYstCsRB4ZUBXmzIzR1go1EsrcCUdbWptBwqcugk8z/0dRkQq8FbkJRYK0YthpQh87kJ2TCqBNxIPV+DhRyrYCw9o21ItFHF8zYi1IWWhmDN+tFoyg0aQ8erbWeP23ltZTlSxm5yUb2iNhpp9o+bud0/g7QYr2tSyGfBvNEUsArJqoi1pQt5jeacVMtpgEqumwEmMKPa0tkUhxcg9irhQav3bkDeNUOu36h9hiGPxF7wD38D6R9i123kx6zSqTSbunUVnngIMDZUWSkcQCpw3txXla7ZMI6RGGqH6UFaIc7qh5FDHbQg8DBFQrnSV8p+tkGRbKI7ZdCKTwClFOJYe7FEd1Gu0EMqHh8spsIA6V+A2Ap9cN5L8MTYGEILogh9b2+T5BISwY7cReJiXwGMiCUEl8EacTeCt3fYBwO87SoEvf1mOLlXfiB7aPJgm8NCtwG0E/kO8GhP8HMfrk2T4jViKCB7u4elye++prCcIfGxMtmdiSukLBRS4j/ZE2W6SbtulMH3zRitJHZT12i1vtKKmObUp3FYL+MIXMtt625phTcmGsQffSzzwMCbaAylsUYzcvi45ltX3ZG4/rwJ35oFHEe7CAexX/hDYec0/AAD336cEKvn2/eXsya0FMcW+RfSVn5PSQjEhFDhEbY2cBM6vVzqImfyuXuCxqYTohVqT61g88OAONlNKYxOLvtQxxYjDYqH4EEWWHFkoppL4wQ8Q/uZi+ec2sPe76pBO4GKWmUSBJxaK8IEnlCyUqY3KYJs77mDr/M+3rG3yPFZDgzoVOEDXPGhdV0UYEWlpNFUFbuTat6ZCbN1C8dZzdsYYhqX1RSmA664D3vMejGNYHifAgrYbJuZgD+jt0Aicn1uhOFULZfNm4Kd/3RmvxQ/xTnyNtffu++S6v8ML8W58RRL4kkElnVAQ+Oio7B+T00lfU/tpczrG9dcD9whe6kCBC11gKwwJpBU4pWkCV0vVTkV8oJXljVZ8lhqBDADf+hZa7/2Ao5XsXH/2p/tqbytRRBDwXHThgYcPrZffhy2KkdVJHGDzSHZFRqnA2zz34ojiIeyGP+I5CbNu3YrR+zYn++b3jih2dv/dyshe3nc8XxTzUY40pti6Fbj5Br78Rz4C/OpXoFdcmd2oGUR2JfMdBYYCtykGWzVCZx64WuZTUb7jUz6WEjZMWpRCleuYBB6GCCJGRKL854DXQCv0QJUImlCoPiJECJgCf+QRFjg75BClHXr7wyv+ihtwqPx7BOwcpAmc9eAkPYyg4vOHhVDgk8nxT21SCIgbutH8RbBBC2JahE4UUW4Y7mFdXx5LlLwutyI/8cCNOsvN6/+FK9Y28K3rnobj8FyE/C0ojgEMMnV8H5gqFx54iAAx9TCn2gQUstIIvBUD1JPFtZgCZw+yJUsASlkU9kF+HOEdem7zN/AOvAi/Zm0ZHQP4w1QlcKnAG0m/Ua2+xnSMw3n5ekrRGYHftwbAnm4CN/5uNi0KPEweiltacwAYQX3Z9gyRND2Na/A0exscQc+QenIwke9RhFvHEP3iVwBex9oQUow8MCKXX7epgsXuFmiTSGeBxhRPwU3YgkWgEX8wL1yIB3AgwCcaZ/2DSptyw5oGwK0zWZkzMN7AwcTf05/p4fbba+xT38dH/3MS/3vv6Zltmkn0hwIfHga8pGZxZudSkFgo5iAFB4FPs5vv0kvTBG7zwIWn1+DL1kkDrZAgbqYtFJE10WwAWw84Cnce+ipt+6YC//CaN+C/8T7591YsAABUavaAbNiiuOceoEV9+CRGgJYksfFJT74BTD6qyHFe/zyetwA2EN+DRyi3UCwqLQTyDLaOYiLfBlqRJ8nLnKqqtXUc6+9i2QE34hBlYgRI2SmUsBg4I4KNtUF7PWuA36CtlvSzVQWuDcQVAuHO9Ov7vdiXbWtU8aMEgW/bJvvmRDN5wGoWijkpQCcWyq9YFNNtoejXaHLSZqHwbCAKbA5ZQM6mwMXDx5ZG+Nu798cz8ZdcbZBtj4msxxKQGBF8bYR02Iwxsi7pm4+OZGtLobzzKPAt4AKl2QS+8x22njJwKWxRYMMG9mAH0FCqeMo3aD6hiUbgMdVTaD0Pn7z3VdiAZdmNmkH0B4F7Hj5X+TD+hqMB2IOYEt/4hpwrz5mFonrgyhNcs1BiXenaFLgo5jTNvdy610Qr8rQ5Mk0Cb130Szx166V4AvT0DZPAVz2sdwJB4MYkOJjkhHHP2gGsWAGsGn8CCGGDbASJTUx5Mk1taquSCJ5DgRNCENPEA39d/aKkzVE6z92GUMn5bcVuC6U5OokNDXacjMCTWh2IIoxhGBv5HKixosABoDbHPb1b1IyABx+UGSWuPHApEO5P20K38ZGv4TblAagQuNj2eCtphyo0UrEPlcCXzoW3bGlqn672SQX+7W8D//iH/N6MR0xN2RQ4W3l8NEST16qx5oHztxUbIT88Pi/1WQL7Az2MfUWBxwgR6CQaUoxMJPdf3iHytuXU86AFFD/3OeDNb2brKdQXtihwxx2SwKfHEwFmWiiaB/7FL+s7dr0a9RB9QeCtFnB24xOY4P6nzQOXJ/Yd7wAOPBD33gtcv3YXAOk8V6eFolQgbNL2CrzCFbh49RrwGmhFRBuAo1ooANB8aAPuTdWPSGehqKMc5w82EgKvGSqrxdr50KYkp9oDZQTOj3Ni2sNisAj/1ARv0KOPAn/7G9v3HPsNKSwUCsZ3S8lGnHbxK+T3UZQ3C8WTmT/NyE+CmEbBsNa2KWx4lB3PDThUKtg4Zv8J9T1IJuV+BYFXh42AqPJwCFsU+MtfJMm6RmJKAufbPH74WnxOeQsC9LeGTc15eD8+i2hkTK4zqRB4S4mjpKbl4huaxCAGqy2nqra1z/cBbNsGvOUt2lyuJtlaCZy3adNGJYXPNhLT/Kye9K/F8wrUYxBtpwSBLzxwigi+RuBRCIw0h5S/sztWlgJXP1MJnv49GU2aUuAbNyYKXKkvL+5Lv8LPx777JttTigvFICWBu2BWHW1roVCK5cuBLVODfHljVJjytxrEnJhWFDjVFXhKiYShfCUU+cx1r8UUuDIAJ6XAkWxXtVrMAvoVZaj4gqEmWvz131TgUyHbnqo4CaG6Ap8OpAKfjGvAz3/OaltceCHbt+ONRuSBx/AQU5ayWFFOy8Mjc7B2dMi6roowJrItqgdukktzWwMbtrID3ISdsObBJGMCcYy7sR8AYL/6QzKIKWftmasXhHq0MSx/j1ox4iv+gmmftZXCk7VjVIiHtLi5T1n4Z5yG87VlJpUg4FlXvxSfx/vxuwdWynZMRMqYACWTqWlWR+QXjBF4mJp0xAZhAfk+lQ9f7LRT0n7Df7ZaKFyBT7aSC2m1UMx5YxUCnzvsfu1yeuCxD59v0vdiXIuj8FokBc/DFsVIK+lLbRV4hgeu3gvq9/FdqzEOto8UgcexFGLTygxJpgL/xv8l/UrlhBBBSeAuqOlIAPCT0RPwtrdZFnTN+J6qjGZX4Ko3rhIt4MhC4a+EksB9ZqGoM+mIjiYU+J08dQkAJjcndoapOCrKSMOFc5IemVLgoRi2nXzmSQJnl3d8OsB8jMAnEQtinnJKMo097IOIADONkMAjVHuA/Pc1R+MLVxwm/34hfoPnDl2d2k4Yq0FMkihw00IZb2L96JAclBMbFspf8QwMYgJPHH4w8avFpA9z9LrQD08uTI6vGWHuhd/GHVFSNMqWd28q8MCLsdAYIDSpeNxSdY/HoLw941HyIGlpFoqxM86skxjEUDVMTftng0gl9QgFrrySfXhYcv6tCnxCV8uNKO0tW2uh8M/kNgeUB6RfPPdBVeC2Yw1DYCQcxgBh90ReArcpcPWhpWbR/A7PxxyM41ocYSVwqcCV9eX8sDyIeeCBwDdfzGbzSBF4nteoGUZfEjgAfFOvrc6I1ZGAaSp2lweuErhQOwKC0GW2gKLAp1EHQYyqF6EV+bqFEusK/H/wdvnd+KaEwM0Oq9b6WDA32V61rh+LSAVTRx4KAhejSSeaAYYwgQG/qZUuvRLH4hastNZhAYSFwtMIuQI33wC05XdZxgLOBqLYk3aOlgfe1I+lOdHChsk5eM78VdqkuMJCuQzH41j8BfUBPQsFAIJBvWFrm0nJ3SikmIh1gjeLjAEWAq/oD1JAV+CCkNRiYaIULJD4yEA6YKsp8FokpzzLgiBwn8SsRj6gvZKZ6ndqtIHm7XpAthEZ4wgQO4KYiQd+LY7Aaj8RHub8qGi1ZHtctBtSn705AFL4aN+3KCbiOuYG7GS2I/CsPHBdgSe/fwnvAQCswZ6ZBD4dKm/JIohZSfqqnEhcoc8WKqUCd8FG4CYIqDMknVLgsV2Ba3n+RoZlanYYQ4EHJELFj9CKsy0UFWObkjrWkfF1lSQyYMG8pI2mAp+IWKdTsy4IYbPltCSBVzCMCQwGTW32l2fhShyIW7Q5PVUQj/AsFII4JiBIWzgqfI9a7+Aw9uTDUfXAzXozjQbFxsZ87Dt/Mw5I+AIxJdiwycddOADHPa8Cb/68lAIPqvq2Ruh8mXkTWR5QkaV8aWqbK/ZOLaMqcHG/qgQ+SRmBE8SaDZEqRNVqgaKYhSIJHHGSYqWwlbmFyU9+Cc03vlX7rGFkVy3xt6TtEiQWSgQfR+FaHLw2Gccf+/pDABddxArijI462x5RDwE/XzYFHoUUzTjAgM9OVBSxf587426MbQ3Z68SRR7LxAMjOA1cJXLVIr8KxAIA5GNODmCHjgSZ/k1bPUSoPHElt+9JCyYk8BA4gg8CNofTK3+oTPCslKUXghgL3PYqKH6MV+1YLxSawxh5NZJnpgVepQuBKll+lalgoMSNw1dJlQUydwIf8KU2Bq3uLG/aglBd48LxkJKZH2ihwR29SCbwVK3ngRsneEcxHSAMsmBvhNa9JPqeUYnQbW3/ZU5aC8DadhS9hX7Dc3sDyVi8Ct1aytii3CD4ogC+AlbTzDz04tcxkmCbwbdPJSZngHusQJgwP3NhQixW9ovAwWGkVs1AQJZ01DJl1SGnKQvnd1fPwMvxc+6xhZFct9EftFgpPvb0dLEd+gir+tPnysnkzY82MmukhAnmM4r7Rvm9RNGgVAz7ri3FE8dOP3Iyzz9sPHz7xBuCmm1jGzTvfCSARYbaXbk2B275HJaXAp5W3wekonwIvCTwnpqfbL0MA7WrVkdgTKQtFsUrUJ7RJ4FWlgLsg8IexOz6Bj4KGESr8lbCFKnwSSwKPlJlphIVCSZrCxzYnd7VZcsKnige+KFlXFLOSxybqbigK3CNUU+DTYYC6H2IgaEkCH8Mcufw6RyBS9cBpDgvF5xkrJkLqST++FbsVuGibP1THe98LnHkm+zyO9QEVosDWV3CWXDebwC12ieWzGB7+Pud5OBdvYtt84n7ArrvKGY4AYFIJUor7dVQM7EEyGcMQmdTGH5gpk2gmb0ODlRa8HAQuHg4+DXUFfvLJgOelQkDfpG/FVizUPpsOkxM11xtDhYSyxpAKc+zEEdV/yt/V8r4eIq0t1jxwyrJOEg88vUgYstIK9SCU+3h0Dcu5b41MKKzJ0wczPHCXApf7MlIYozAh8LrXwHScXGMhrLxKsryNwLdiASIy++Mi+4LAf/ITYOVAdm0EANrVFDcvYCFwpcNqFophtQyQNIEDwMfxCTy0qSY7JMACXlKBK7nCMl/VcqrHtqaH7AqoN/z8RUnnqdbsl0ydET6xUNhEDBH1UQ0izULZwPOpAeDGR3ZLbQ9QPHA+EtMMYqaWd5BQGHtJLZTYl3dYwygYJgjKGxpApcLGXFTRQKxUrvN9yLcCFUElTRyLfTZQKVVnBm4Ffs3g8ck26wHw8MMy7rEIj8o3HoANSAGSMgcqhrxpWYHRQ6QFbFst9t8n8REAnMALeOBerCvwzb/9G+7Bvrlqd6vZVXXSgAeaImsgTeBzSVKCQRUbA5jCg5vq+Bg+DtoK7XkEMcv7lh64RYFHIUUTFQxUOIGHFOOT7HiGa63k9Y4zt8xCsQwRLqzAw6QO0rzKJHsz4puNLRaK+F0930/AnXj75k9YDr636AsCB4Cqp/u0ZioTIboHvghJrQNTYWgeuBbE1PcpqvoB0EaNAezCqgTOLBQ2nVY0rgQnRUezErhSU9zYd0NRp3MXJvsW9cBNtEwF7kdoxb7szBWfagpcJfDbRnaxbjMZSs+zUIw0QhM2D3wnbERIffk20IwDqaLMkr1SYQ4mCoiAIqaKAlfeClRYCTxgnmxomeDYRuC340l478ZkRgCh6kUG0WI8qsUQxAQFo9Dz6AO0UPNbkgQHMKW9bUwt3QuPbvXkG8Rg0MylwCWB0zDpMK0WnojbsQL35KrdrZbwDUgEQqgWbBUwy0+0lHER4twdjz/BQ4yX//BknIOP4bY7HHQSRUyBexkKvBmjgRoGqqFYBeOTrF3D9VZKgSd54OljbmpZJHYFrnvgVBL4/NqUto12QUxPGUH7f9tekj6wHqNvCFwMWxeYM2gJvCmP2wXYKn9PDaV3euCGAvcTBR4aaYU0jDTLS3rg1NeqCAoLxUrgI0qw0+hn6g0/Z2Eie82h9ALqsG1pocReQuCBm8C3TGdZKITngZO2gTam1hl2r27A/+CtOBZ/YaVDeftaNCHwRqg/FCVBqWoHMWic3LB+kLwVqLBZKEuqjMDzWigmxDaf6LOUy0X+iEwXFG0D0gQ+gCl4JJncuI5pncC3TsmcdgAYqIRWUjMhzo9IqwQAhCEe4dPr5RhTpc19GRA296dJ1kD6nlFHJsdKZlUMD1N8wm01eK/vVChwvl+bBz7FSh0MVCO5jwleGGy4HjktFKsCn1LLOaebkxoF2gKmGmxf8+s8PsMnDpEVIAO7B67WsFHniJ0ttO02hJD9CSE3Kf+2EULeTQhZSAj5EyFkNf+5oN22uoGZejS3bplfSpGx6pBXWxCTEOAzn3FnoQBA3XePOIuaEShJtht4MSoBu2ntCjytcsa2qW3UCUm1F+YtSQjcTCOUx6RZKElA1STw+7E3CCi+i2RixS1NB4HzIKa0UECxaBFw1lnWxRkJ8UP6xP4X4q34Fp+B3JM50S0aYDqu4oP4FNaHS7T1pYWiHKIHXo88ShR4bgulzoJqtlF9tjxwAFg+d6McsyII/JI5r8TP8VLMrejBGHHDmhbKAJnWrIkBTGnXcwoD2kTG25r1Qgq8FXmaApfHZJyTFyB7BghG4Gm1DeiKG9BHJgsLRRC4iBHQMLLbOHGse+CWl8ioEXIFHst9jE2yfQ7VI31SbKgeeHp/rfF0LRPte5uFwj3w+YOMV6a36vnoGoErWSgqgeepZzPTaEvglNK7KKVPoZQ+BcChACYB/BLA2QAup5SuAHA5/7tnSCnwqp5Ya6YRxvCwP+7EcqxOpUmJKPMHP2gocNMDD9wEHoZATJJO4HtAwAk8HE9u9ITACZ6K67A3klKl2QSe3DBLdk72YxZtku2JVAsFqHiMwMWrYDWIUfUjWWjnT3guAhJiWWUTtjbTudtAupiVR2I56ew8kk4ZU4OY/gB76DAC9+VbT4sG+Gr8DnwGH8TPw5O19aUCVwmcsMluRSaJHxCZhaLCSuCDLAhmVeCOodq1IJJZP4JodsYGvBS/1F6jgcRCMQl8kEzBI7GuwJVh9ZMYlAr8HfgaXrb/rbk8cBmwjj1NgQuoIzHPwpfwPnw+c3s+ofAIlRMy6/sy0mgtFoqPiBM4D9S3QruNw2c4SrJQLKQ6HaGJGuo1KvchSlt4gaf4FlwZGyMx1TfY1kQi7myTK6TrsCQVRecPs3teEnictlDks8QkcJKjMNAMo6iFchyAeymlawCcDMhxxucDePEMtiuFivHaVSfmyAikCHwXrMMcjKUUhpompEapzSH3IiJuQ6tJESsK3PepVYGrFspTcT32UQl8QvHijWvfUG74pUqdo0rdTuDqDEKEgCvwIFHgFaRIYnF1G+YH49gSzoENnk9APAIKD5Fhodg6q6cocOFjmwTeRBV/4BP5mpAK3LBQYqorIZGFoiJQ0itfDlZwa/EQe5A+41W7o8JrzR66P1PlroEiVT8hcGnLcNUXGCmcwv9MWSheg1konHAHMKURuFDgB3h34Wt4F4Zr+dIIBcLYs+aBqymCHmIMYcJcVUPgcQ/cEsQ03xhF4Ssg6atSgfPzYytPIFaI4CMI3B741CT7bqCeeNzj0+x4Ir9isVD0NEJ1dh+VwF1BTDMPXCjweTy21hhh97AYn6ErcL5teJrq7gcCPxXAhfz3pZRSUZF9AwBrOTVCyJmEkFWEkFWbNmVP3JoF0zez+m3K1WIBhhgeYkngR+BaHI2rtY6e6YFX3AR+4FfPwKeve47SPopKwJRKOJF+hRPtUUdYjk8kp99U4E1lyLNS7gLVQXuq0rRC4B5J/HiVwE2SqPstzAsmsDWDwIXaiGIiJ1AG+GASA75PZV12b7DOl4tYEJMHylqo4Eo8y7o/UaxMVeAEVM9CCRxZKEFy/s4P3oBrcQR2mzcmP2uhijNWXIW3vJTNtpNHgcuMCv6LX9VJTXQ3G4H7JJaDwQYwpQ1hn8IA1mJX7OnzIj+EFBqF3Yp8qwJXM2RyEbjhgQdwv3Gq2Svq4LQIvmahWJ14qcD5fi1dWAyGEgQexxTjvLZ6RBQCn5gAHnlEKnBx3zgJ3DZVoUWBSw98Htv/9Mi0dqx6EDOxUPqGwAkhVQAvAvBT8ztKKYUjhkIpPZdSehil9LAlS5bYFskF87UrauonK22h+JLAhcJ4Pz6HPbFGG07cUjIUzIki6pX8F8T3gVolRhNVncDFqx5lBK6OyBybdBO4OhpsSLGozTkx5fKK5eIRikpgUeAGgVe8CPMqk9ogDRWsmBWV7fOI+rqYfoCKYfeArsAj6im1Ndp3OfVB4xFW8VAqcN8D8UiawJWRmAPVCEfgOvh1Y/ILj8q6zi4FXgtiSeBylnRJ4Pq5F4HZUT7ZhiCyAb+pPewGMK3Vl5/CABuB6XGrTSFwdeyBCyG1e+DiDQbIq8BZUV5BZjViiStxtBRLRfTpClqI4YPwSGFWEJMpcPanb7FQJIHzSgRxBIw3+IxBJAl84957gaVLU7PSqwTeHFcsFMtlNj3wKFI88Pnss8a2hvwOcOeB95OFciKAGymlYsLAjYSQZQDAfz4y041TISyU1z/5epxYuxyhLYtAJXBPJXDWcwgoAoSYVhT4g+vtBfgBYKCWPyjh+0CtStFCFaNjyXaoeOUDAQHFN/B2nPqSBghirf64WUmuEVVw8IL78Ze/GPupBVrqUrK82sESBS48cJuFUvEizKtOwQURxAQYWbWzUJjC4mS3jL02CAulZUlVc+43w0JxZqGoHjjPdVTTEQF2/GLbLgVeDWJZH0o+ODlL+DX3xCAAMOSxc1nxY+1cDQRNWTMeYAQ+hQEMiDRVz5MP10qGChZoxXYFrmZK5VPgsWahZBG4WhvIrO8jWLLViOVEGxpSHnh6kfEp9mF9ILFGxnnZgsirpJhYWNuW04DWZLoev4qr8XRcjuPk32GYZH3Nmc/aMT3a0NZXLZR+9cD/DYl9AgC/AXAa//00gM851SOIi+4RwK9XEKXmliQ6gZMgsVD4YXqI4SPSbqb716r1m/XTUUSBB0FScfOeLcnoN6EUxMXeEw/iwh+0sAibMTbtLunZoBU8YcEGHHOMvh+vGlij3arH6hGW992iiQKvVtPKJ/BizKtkE7iIuIdxewL3fEWBzxsGpqcRHLBC88DzQM9CiRGv3YDoyr/yfTiyUNRaKJzAzQJXRCFwpwKvRPjwh4Hf/x44TtzjDgWu5t4DwJDPFHXgUe1c1f1QI1dJ4CJNlRBpL1ThJlGBkPpWBa4irwfOgpicPL02BC4H0egELlL1Wo1YTrShgStwXyrw9CKCwAcGkwfseIs9gCMSpMxsYXdKBa6US1AJnMZUG0kLsHlOfyCpiz2IxTENzec148Xk2TYLhd8TeT1wm+CaKeS6qwghQwCeA+AXysefBfAcQshqAMfzv3sGtRRlMFRD1NT9abMaoVDgREnnEgSuvsZv3aYMdzaGdmd54CZ8H6hxwXf31sQqUgfyyKd1rYYBTGGsoQzZTVkoFVQDC8kEgfbUl8tHpoWiE7hVgfsx5tXcdQqIR6QyND1wW9KEpsB9dpwyMyf/qdQLBxEgHhtH/Ocr2HYD+0AeLUPEpcC9hDzcBE7h+8CJJyof/vjHwJFHIjDsq5YZM/EYIfs+1ewmsx9JAl+5HNhnH+ANb0gsFNJegUfUx/e3nIwP4b/gOrEEFNU2al5YKHJWI8+9fAsV+dBQ0wiB5C3TqcBlGiFfz+ICCjEzMOSJVTDBJ8eIKEkRuHhjFV54OJW0Xc0DjyOqpRTbcO+WBdg8wSdlmcf2Ob2NF9Xi92WePHA3gfdOmecavE8pnQDExHLys82A8h7SY1QCngfsAf7QAML1bSwU4isKPKnlbarX0fHkwpiKqlZIgRPUuX+3enIX1LwmGnFVsVAUAg8CDGIS25pJ8NDMdmrSCmpVy/5936rAI6p7dJWAZUFIAq+SVBCz4sWYV0sUuI9Qq8KoWSjUg6f63hYGV5Wz2FfVZ3EBHxE8RNZ8+KzteIhBQeQ19AKPKf1UFoqyEmeINIHT9haK7Zq/8IXAC18I/2h9GjzVQqlXQnkDBz6FpzwgxOhCgUkMMgJfPAT8/V7eNjZYqEpauUbknL7pcwCAT7W+av0+D2kEXoyWosBrnvsp20SV3V+VSqrCplTgTWpX4BGb0FtcV1OBE8RWAhe17qMoTeAyjVAEMadaEBMRawN5aHsC/+oNT5e/Dy5gfUZMqyYVuBLAduaBOwi83f67Qf+MxBSlKH3AnzNgHXzgtlASBW6WdR0dV6LRhqKyEqgDfkBQ44Ns7m7tjb0GWUhABlvgwZs7B7j2WoAQDJAGJkJFgRvH06BV1KrJhf8MzsYeWMP80jY3p1WBV9OZDhU/xrx6EjQz/VcxEhNIWyi2ARu+aqHw01qjU4gQoIEaajkCdOq6AB/Iw68kAPiVHAN5XARO0D6ImfHQ9o1cc7W/DNQT2yTwoVsoRj+6C/tjGgMYHFAsKeGBkwKvKkhXdBTIS+AECoFnDFxroSLVvppGCEAyeKsRW+9Lkaorrqs5H0QVTYw1+byyQ77ch+hLUYS0ApcDedjPcDKxfzQFHtJCCnhwIZ/UYbylbT9fELN3RO1CHxE4DyZ4FMGcQS2KDPBaKKqFQpI0QvGKSF7wAhlcExBlSoG0B24LtrjgB0Ctzra1Bnthz7lbWTtUC+VJTwCOOIIt78VoKoE9c7RoAzXUFAv3bHwOa7AX4HlWBa7C8ygqFabAZRCz5qU8cEbgScdPEbiiwKPY02wBW2kAzwc0CwVAbRtLHW2hmpvAUwN54CUPYd8DISSVzRKoAUZhoRhpf3kUuPrQNOEH+j7V/qISuB/oBD5gELiYnFud5EZaKBkq2IaHpxZZP89L4B6h8lzWfHe/iuHLLJOUB84PtdWkVgtFrOfJofTs5wG4A5MY4ATOHraDc9iXrAqgMkgnReCGB65YKM0pvURFEQU8uJAr8Enh94O3XQmsK0HMvkkj3N5ICBzw5w6lRoql0gipl1bgxz4D/oCuyrZtSW4Ys7hSVuGmVPsqBPXBZP09528DkHTuGF7KYtDqSyh9jIYRJ3BLx8uhwAnActJRkWmS1ZpFgQexVpLApsB1C6WdAle8a/6aWd2aJCfVkaMuMAwPPKXAvdRxAIYC57lg5qt6HgVerbhvdnPSCFWBDw4RpwIXuc0CN4CluVgJvKACX9Owz2afj8D1q1jLGLgGJMRoeuCCTF0WipwYmF9XcQ0qaGEA06ihgbEWU74DcytyH3KOUguBC2860iwUhta0PiNWEQIfmst4RbzZqNlPAmoQM4+FYhM7M4W+IfCKHMVF4Q9U0wo8lQdOJIHHUr2R1ICgbSPJ362wcwL3Aw81pVb3orlJYXrWHp14Ai9Gg6pZKMrIsMkmKDx99p1Vq9gY9hwjPpgC5wTOO3Ol7luCmBQDteT4TXtJI/DY10jJqsCVkZgCtdGN8vdOCFwM5Y+Ua+hZ3ow0cr3oIuBDH4K33/JU+0Qwyq3A3e3yUwSuKPAhX1JXEOgBY/U6Howbk3WUWd7Ew8amwL+Bt2EOtlnbdC/2tX6ei8D9WA68AtwKXGRxiL6k5oEDifgIWxYFft55csYnqcADvY1VNDHWYk+z+jAfvBMTGdexeeAiiGlT4K1G5wp8YA7bv8gLl0FMdXCZw0IJHA/fksCRjMT0ECMIkCJwAIYCZzOqe7WEJAlPr1OheuCmhVKIwCtE+ncAMDzE9vOFKw7BtX9nr6kpBQ67B94cY1ZDTX1ZOPRQVkUqB4EzBc72KV4FrRZKEGsEnlLgXqI28ilwpQ18vdrLT5aftUtrU/crfwebaUZV4MKXVxHUfPz2t8CFFwLYc0/gv/5Lm3kdYA+DtmmEWRaKUQtFs1AUBe4HetkBtQDZnvsnoyUHBtKv5RUvTaK746GU/TSXE7pa1VBFJwq87si6GiJslI1U4MID34nZN5qFYvaLM85A9IMLAKQVuCDWKpoY45NBCwJV326i2BbE1BV4S1PgybI0josROA+iinr8UoFb+nbKQnGcc4r0ZBszhT4icPbTRww/ICkLBUB6KP1uu4Aok+x6PkE10E/y6JQ7DzwoZKF4WqEpsduHR+bgqKfxp7iaR22ceXUgjwigCE9dQy4Fnjx8Jse4Aq+lrYfAhyweBKQJnJBkdxH19ImGLV4nyw5RVgZQfWFS92QY7im39O2oCtzwwHkWiomg6uEFLwBOPTX5bJedjFRTL0cQs2b9GEC62pxG4AOKhRKwGIeAWgJ44VBiWYmcZ0D1wNOBRJH+qiLk5+MB7GVtqyDwBx4Anjb3VusywgMXqAV2BS4GKDWnjTzwQw8EoGehRLa6KptYbX5TgRNQ4BWvYBZKzEZNCQJXM8KygphS/SvTGLYaCg9ExdL4xD0nsjOFJlT7vrhW1+JIrb56VmzqcU/gwkLxKKvD3dZCoSyHWR0+7vkEVeM1cVszUUTqYBigqAL3dAU+N02+tjQ7AXXSCTGIwEomeQicUFT4c2lyG+uJ1QE/9dCoBLHmz9oUeOKB+4YCT8P3ifxCdHj1GPIq8MwslIDAs5TuC2pp4li8MMZVeIZ+PCKI6bjXsmYcCiJ9oIs6OGlgIHlA+xVdgVcUC2XhYGIjDQwrg6/4rzYFrhK4mCpwkg+bN+uwqOsA7GVkv6GH7cej1K4B3AQ+7LN9mhaKEFVSgbdg9cBFNcgkC4Ur8KFB4Cc/QRVNaXMKD1wdk2FT4HIkpvTA7QROaTELRVx/QeAxZRaSSuBCgb8V38KD2FN+bisvIdvbo/hm3xC4DGIiRlAhTgulhQAxCAtiEt2LJB6RDwKAFe8ZjRKF3opNBZ7/9Gzc7KM2lLwVDM9Nt48ojTHL46oWSrcKnBCgwoN6k6NsW5WBwBLEzFbgqoUSmRaK5Z7Qgoa8x3dC4PpAHsMDr3ggllNgBhjFAajqy+tWge+6s/a3Wr3y8MMhyTAwLRRFCCwcUgh8KFlfjsS0eOA+IkngA9BHztqmcwN01elKbwt8M4jpUOABs2+aDR7PEUFMETgWA3la9jczM4gp3mzFwDD1mGvDFgK3KHBzUmNVgTe3KeWccwzkUREEbOSkKKwYR2llTSwCAshW4I97Avfl057CD9L1ikEBxDGqaOFN+A4LYhpDmk0LZQG2agNLWl0o8FU3GgQ+L03gWQpctVAmN7ObdGCepQGe13buQ4/QxELhCrwyEFg8cKplQqSCmB6SkZg5PHDPB+hee7M/lrMAoqpoO/LACcVFeCVeA+6jBl5uBQ7f1wmctFfg1oem2Nyi+drfYiqyz3wG+NjHEgUeVIgmHCpKGdqFg4mXPaC8sWWlEaoKXBbA4lAnp1ahkpZrsgjfMxW4nWWGA7ZPoWylAufdPa8CF+deELnYtzoCtDZcgYdIs6esClzkgXPRpVkoW8e15dRz4SM708bz2H0gEhqimKQsGEsIhm/bzdIlgcsh0OwmTlsosaxH/F28MVHghoWiKvD5GNG2YRZcqlSziRIA9sL98vf6nIRw5yxMk6/aFpNMVQW+dR0j8IVLLe/zrt6j7Sdp+8RoQuApBV6hsn4L4LJQRBBTz2KxK3AiU/jIHPZm060C9wz1pOama/uuWgjcpsArenqYiSwLxUxLbMUeFnojOPtsfq54s/2K/rBTt6mmKYqAGZDfQhHD9QXaWShAWiwIBD7VrmmtYn+qDfKJTVJBTCuBWxS4kYonlLvYdVU55upQBR5iLaVXJfBLcALOxmekAj//vmfgGc8AQiXzpDWaTCpOY30gjx50tLzt+LwAm7BQ4rSydr0EZz0cSgIXBB6zVzCbhaIFL0BACE1ZKKoCX1jRg2qdEHgFLVyMk7BqVfL6BwDD89NBVk+zUJQb3GtpBL5lA/NaFy6zv8+3eyUkBIkHLoKYQ9WUcq0oBbjEsejtVbNQcqQR+iRF7F0TuJFbqxbYUkEqlqC2qcBVD9yVRpilwI0ux1IrVYWvKHDPTuDqsakeeGKhtCFwX/fh81gortl+0h64nWVEdoq0UCSB87/522MrJNaRmFKB86/EiFapwJURoLU6y+zQPfBkpyfhEnwOZ0sbBwCuvlpX4I+EC+TvcWyeC0XQWRSz57HRsKEslqW/xQNZFkqpwJ2QyfMxU3o2C0V0MIBnoRCkLRRlqPSCQf11VK3ZDNin6TLhIcZJuASHHqor8OFFafLVLBRFgVf9SLNQtmxinXHhroq/oSCfhcIV+Dj3GYcq6VoolaR8J+DKQmHrhAjae+AWDlXJaxCT6QVs7Vdzbs19VOxZKNYSd6YCV9MIHTdUFoGbRZhC6ukFvviqQdXT88BVAleOTWRcAAmxm0F2wCRw/RqN5SFwlwIPDA/cUUZgkBN4ykLhp1xMtxaG1K7AhQcuFDj/KT1w5ZirVdZ21c6MY4LNI74mXMzaQUKB7zQ8gfuxt/zcTCNsN4cls1AiSeBWC8VB4GbVw4cfBs5YcRXbTo8KEvYNgYuOH8esI5hFkQhiNBrJ70kWirKMEcRcMKy/8nSiwNXOUZuT3KlzFqXfxV0eeNWL2BsFZ8Utj7KfC/ewz1XZDp5HZera5ATbVmWwkiK+SgUI6gmJVEj6VdFTg5heewVuOjyaAj/64FztV0e9meqHDS6yXBdbibtOLJSa+5qnLRRDgfPz41d1C0VNI1S3oRG4UOAWAvcRyX42GLQvNwvkDWJCU+D1qp1lRC2XtAJnP5u8VG6rRVJ17SmStx3PyAMX5068FRM+xoMRuK7AV69VRj0hXb0z/NdtAIAVezQ0Ao8jIx7Qpl6J57EBOSKN0RrEdHSRliEAd90VePLCtWw7j3cFrionlzIWdT8ChGyUFDHyNwOiZQQMD+gEbk5+nFeB48tfBgDU5iZsNbzTYHpZdSSmciPXAjY1lbjKW7awSPjc3ezqqh0IIYkHPkngIwSp11JphEEAjfgCz0LgvJ1MgSffuTzwTAvlQPuoQRNZFopf9e0KyKbADQuFeCQZielQRNZgqGMXrThwK3D1Aa08FJwKXAzkcShw8cDMW+LYQwzsvHNqnyqYhZL87VLgA5zYVQIniKUIEZM9tML0TEkxPG06PCDJGBK7FiNAq6TF3voITXngYtYfuV2DwE/581sBACv2bGGLUjjVDGKqa5lvsiJdMCCRzDBiM1Hls1BM/gB04dkL9B2B05imqsIBrHJZY5p7kAhZEFPJogCYmlSDSOqwaYJYm3kbyJeF4g3UgXe/m/+esNXg4mwC1yyUgN+gUYT77weuvGdXLMBWePWMiFpWmwiVBD45RZg1UqtpxAhwn1w5SDOA5nnJ/H8pC8WahULw5S+zlLrDD+fHpmahDKZZ3xb4MYfSa985gpi5FXibNEKSUcEs5YFTz3jAcIVZ0QO+qgLXPPC5ybmXQ+ltBP6kJyImPE+6aifwD+DT+F+8AWLyAG/FcuCaa9i2M4OYyv3gqAMzyGemkhYKZQ8IcSwqgZseeAxPsVCSXH4gUf/C1hz2mMXmI9LGZNhsjIjaSXTF3vr5MYOYWXEcobQ1D5ymvXKrhYf0GzxQEriE9MCpXjRJgEJX4Ekaob4NdVZ3Mwc65YFb5u4zoRGMIjf94bR/rRN48ns14AW3ogj77gtcvXYfLPRHnfts54ETAlmXZWzKZ7O81GopAqpUiE7gJP2qKEdiItAehtah9AHBIYcA//gHMMifX5oCt0y9aZuBJovAmQfemQL3PNpWgXuB+5ZIe+Dm4Cbu8dZ0Ba5acVqKpPKAFsdU8dJ3uveylyAO2ImcU7OXfD0d5+EN+J5Um96xzwD23ju1T/N4NA/cUUZADPZqNhMFrhJ4S1goFgUewVcsFL5fMwuF25rzAkbgpgduI3AXIa54QpBazmWhmH1Y7CMgkaxzE8fpIlW2Ug5A2kIBSgKXUE+EzdqI4UkPnBG4SCNUthF42qzuNS0DI+xMgasXV92ZJR9NfXJbCTyOpQVBXY95BWbQJGkGxfyFrC2PjtcTBZ5KI4TGSqYCV6cgA/RsBtPrBGAlVo3ALQrcNgdkVhDTlYViVeCxPgTd80iiwB03lDUdUXzHvxLKMaS+dnOLqfuCqluB+wHBrXgSvofTtTZnBjE9gHLSmD9o98DNALF6LZwKPNA9cBeBC6HT5PeXGJ4urpNU4FHaA4/hKWmEugIX946wbuZVOYETqs12ZLVQHAp8yVK9k5vVCLNESELgsW6hGFlfpYXSAVQP3Ca2KDUVuGcdSq/O6l5TvMkqaaYJ3Ahi2gjTlaJli3Soy6pv6gOVSE5ZJV6B72/t5thwAtf8iZ4HSeCbJocYSdbr6SBmlWRaKOZhFClmJduoWig5FbgexDQ8cN+hKG07n5pKpxG2UeB5LBQxirZFdQ9cjEL0a8kEvh4izVf3fIIn4Xacju9rJ1daKJbRkCxoz7a9QKmlola/G5xbAZ71LHldst5i5PpmFoqDwAd5iVVRmlhaKPw6iHrirdDL9MClDcp3Iw5f9JF5VZYV5iFGM9QVuEngZv18eQxGFlHKA1fjOEYfljMqeclAojgmqSHyLgIvFXgGEg/cIbZMBS6qERoWiqrAtRQ60l6BW0fJFSjirl54LRuhGkoCXwlWeCjKMdudi8AJAeYvZutPhjWpwFMWSpUYQUzLA0orZN8mC8ViP2gKfDjd8a0KPMsD92C3UGydYnAwbaG0SSNUZ14xIc5fhVfGZBaKUneDCAslsVY8xJqq93zIUarafrMsFC853wvmJH1wTiVJgx16dA1w+eXyb7XcgDloTCDw9Wu6Yucx7IN7MWjk6w/svwcA1UIhmoUi0Iq81FD6CL4ylJ59Jma1lxYK997F7FA+iVO1UMyYhcsDNwk8ywPPtFBiMRLT3gdtaFkKebXrb92i7wiceeDp72PqyRKQiQI3LBSfGBaKm8AJ4vTUT5YJZ9ulJenHkPyubnugGsk5B0Xdif8hb2u7PRv5sTYB85ZU9eVqtfRAnirRGLbi2whc366AywNPtVF5CNpyrAt74L5DAdk6xYoV8D74gWRbHmmbRrjHIYusnwPJM0LERlpUD+xKBV71k0EriLQytJ5HgL//ndV3V+CaL1J8Jwh87nByjYYrrK8EaLHzTNSHrf1383jUb5bNm8S9WI79cZe2nBjs1eKXKuakZr7RtSIibSSBGF4yLRl/wCcKnA/k4V1w7gDrzx5irS5RFJPUG1NoCRgCaXs17YEn35mzOomBOBVP9cDzZ6GYAhAoFbiEt+fuAIB49z3tBA6CyWnuQSKSBK5VEfM9VAYTRlGrBwYk0upzM4Whnx67Ai9wDOpITIXsBqrcQoljNOvzcBIuxlsH/q/t9pwWCqGozq1LJeUKYgYVok0LYyVwjQjaZ6GYUM+/WU8baK/AUx64S4E7ZJH3tCP1dTMslHvuAZY/0V3NSloovn1wk6gDEtSTgK+HGH4tubH9AMDixay+u7ptMcmB5TA8P7FQ1JLFc6qMwNURrlYLJdMDTx+fGTAc5EW3xBuuDGIanT+Msi0UM/4gB/JwrSGCpcwDT7YTxyQ1ctamds85B1iyUzaBZ8X/xdsU88A5gdP0CEtbMTWAvZGltlkSOIO32y4AgHjv5da35QewN57/9RMAMG8w8cCVbXhsRKKAejOYk8l6iFOEZx3mbDydl+ARLMdq+zGor7WGAhcWSgsBI9y//926Da09GRYK6nUswFYAigI3LZSal6SLwG6hqGpDC2Jauo5NgWvfWwi8EwVu5WpHZoBe2VAZyGMO5YNM2nDC9MBj+FYFHiizH/mIdAvF8cSXy1vsDs9LiFmN4cyp8bLDthriWhCT/TRjOEFFD2Kqbw0qROyiIRQ4td8frchLqVo1iCkVuLBQeBNFrEkofVYLRfHAqUWBW8jyIx9J9zEziJk1O460ULzkDYDlgefLQrESuFICpBfoHwJXnmQ2Ba7CaaEEHipDibXgK6MQTXVt8/iqvkWBG+pmA3bGXdg/8xgAPRWyxicgRhShGQeoLp4HHHig+wBFezj5VQwS9DwAAwOyWJfTQql5mgJ3vb4nv6sKfGYIvK0HbpxftT5LHpiT0cq0yCg96KhdnTDpgQfqK3lagfu1pHCYqcCtbw+AsrwlV95PiEftv8M8pVB98IrrYjuHJjH7vl410Vu+j2yziieuYPuZbggFTbSyBAKNKK2s1DRCIVpMC0VM7i2mmPNJrKX0RlYFbo8RmX3MfFDbyt3KdZUgZqLASSqN0HUNRTqltqwYyVwOpWc/8xB4BS1rGiHxCKrDyQ0QVFUFbnRuEqcIyZriZQY42ARK9mNQLrz0U9FCtUKlB96MA+uDwgZB4GaNaKHATQK3BjEVBW7LXHSlEdqQlUMN5FfgWhaKmcJF3DdQuzZ5PtGKoqmqyCzab4O8ZmpVSTWIKS2UimahqLXKnQQugp6WmIrnJ+l5KoHP4WVe2wWfhQK3lSXQFPhzjgNWrYLHhysfOXwLNm8G9t07RoAWGoLAjYE8AjYCt6URCgIX13a6yS5KvapYKIrHHcWeNsUaYFe7gEWBR3p9Flu5WwHx4Kp4sfTYi4zEtD1U/FKBM4ibK3ZkoajwwSYyTo3EDDyNwNVJait5FDi3UE7e/Ua8bj9mcaRuuN/8BvjDH6zt0i0U7lWCohLEiQceB9ZMBBWCKAT5mZMFex6AIMB8jPLvG0AQpEdiGgrc9npPNAWe2awOFXj2SEwbqRYicKcC12+qPNNuJR64Y2SfsFAGKrqFonrgDvEh0w5tBK4EMYNBVYGz6x9YctdN6xBIHyPxiUZnngfg0EOTmYVIjIULWaNraGC6qShwpIOY0w4ClxMD82vxxCew7b9m5T8BAFMttqHBeszbSSUZVtBkFkpOBW6KiDiKdQJ3ZK+I4wXY9RU53SybLWceuCVzrNceePtctR0ERRS4TyKAihtWuYF9olsoysU2VYwHmiIksYxHqNxu6lq+8IVtjwGAVlKzEiDxwGlgVfo2VEgI0LQC9wgFCEHND4EIOCy4CcCxaQXOCXweRjCK+VZidAUxrcdXQIF7iBDDZ3NAGp1bU80WQitkoajb8vR+pFooeQhc1jpRfGqNwPlwdzULJWWhOM6RSpqp73ySeODDSr2d3RcCtwPBssXpdZT9yKnMSKzNhUd83+qBp94GggB1TGO6IeIHgEfSQcxGnLYQtDRCfj/t8dLDQH/w/4CXvhoAMNVi52eAD9n3FAuliqY1CyW3hWIqcM9NeeKNIPCUIGactlBMUfGafa7BaDyMyx5wp4eyt5ACGQ850TcKXKSjBUF7Ahc3o6nAiUdQnZsMv1QvdqoOCIlTilMEmAihmYrJ2S71tZbfYATUYqHkI/AqD7yaClwQ3K30SQCA4+tXp/YPJEHMm3EgLsZJdg9cU8NtFHYBBS5SMk3rytynLc++GwXuslDyELggfKcHPm8+AFEPnH1mKvCOLRThgSsEPmdIrzFiriN/F20xicjT1WWyHCdSwfa+jzqm0RAKnAoF3p7AbWmEIAR47WuT6Cj3qYe4AvdJjCZl26qiifUT83DXhnnadk21u8RjEyebI2mpqcA9vY1373wMnoDbWfukB568ATALRT8mU0AMVZoYCEKHB873G/ZGgvcNgb/0pcB73gN86UvtLRSVwFXS8QIP1TlKvRKVUCwWiklIKmlLtdJGlWrbVPqWegyVSqLAm7RiHY1ng2hz2kJhbTqmfh0A4BmDN7D2mwq87gP1OvbAQzgJl9jTAB0K/LTT0u1pR6zqzVXlwUvrLOzajDztCbyKRmoZuazhgWsWipILnofABRE5FTgvcewrA2Q8xPqbh+Mc+crygD7Tk+8nr/6VwYosADZnkDXIWsfLSuA2Dxyp5cQxye+khWIo8JQHbidw6YE75pg95+Bf4p34Kl595L1y/4IMq2ji/rHFOOuXx2jrqGR5In6P6+Yez9ZNWSh65sm+RkHMFXdfjKcvYXnvmoWiBjHNt3PjuD2PCbrQRuBCgT/eCbxSAb74RWDRoqIKXPncJ/CHFAWuBjFTFkqc6gzJ6Dqq1MXIfwzqK6em/gOKCAFoxJRH1ZKPbYPw7c1AoNjNN3b+LzyMXTE0wM+HaQlV9RNkzUFWz5+y+ve+BzzwgL6s6wY9/3zgJz8xCJwTt234flYQE9AfKuuwDJuV8qGp9hsWiqbAlZsqD4EnExnYB4aodbJF4NBMI3T1XdVy2YCluBkHat9JBV735fUe5gq8HYEnwsP0wD17HjgxlhcWSkvxhUFT/aVBcypwAwsrY/gq3i0HenmEypHINcfDWSXwU/Fj7DV2CzsGo4+bCvzSS4F3v+bRZIE5c+ANMk4Qfa3ixTJIKo5VhanAzWQJ7TvR3xwDx7pF3xC4inYETvi7rkngxCNa0E7NDjDrMNuyUMR1U0ehFRnIow2llyU1k4EMzekYLVqxDqixQShw20w6AMtz3xXrZIJtKo3Q8E5NggfsSg5g12DBAmNZxw36utcBr3iFQeBEKPBsC8Vaf0b5fiG2YDhjqjb1GhIziFmQwIWF4lTgCoFrHngOBZ6o3xhL8QjmYFxbR2a4VD1J4HOGqNyfCf3NSWzb2KeZhdLGA28IBU4dCtzhgQsCd1ps73sfsP/+wMkns/0qhOka66BaKBW0gOOOk8ekwvTAly4FXvY8fSpFX8Yf+BuNTyWBR5Sk3rJN0UY8OAuGiXuuVwq8b4KYKtpZKCF/lVUnJAA4wdQLKHDLqxLQhYWi8Jv28BAzyPPZc6qOuQlN1CSBp2eTB5AcKx+rbN5Aqp8KIDXylH1mJ3Ag/SB1KXDb9/LhYyNwVTW3IfCg3SzjmgInPVDgaQJXBxt5oPCr+fPAbbPnaGmEVSIf2CIDtF3sIhnlaRBR4GVaKJLwBweZhSJHYjLv3OxPTYcCF7nYzv5xwAHAnXcm7VXeFFwErirw6pGHAD9/Czsm4/TSOD3Nm3rvAenjDvxkbgBbHjgx7hNz8nTbtksFrqCdAhdPz5QC9z2N/dUOFfgmgdNUh0u8QSoH4nQcxKykCVzOX5mTwMVbQyoF0kHgqSCmcb/ZzqvLAwfSD9IiHrgIXloHR2XMSp9qUxvi1baleuBGgaQiHrgaxFT9UZoIVrkfQqhWn8P2lgMkpOWaaFdaKDUPh4PFNsTlbe+BE20fAsTT5+4U5Kf2c7EjloUigph2gWPLDInhyQnI8waf1XvKrcCVKpp77QYM26cfNBU4kH6QmAkJmgKPvfSbi5f+2/UmLo759W+uYt06+zLd4DFJ4OLpTDx9/sSUglRf6f32WSiahaIorLzQVVFioUgCn2Sf5Q1iCqvFDMBKFSLsIn6npyd0cLfP9pl5PkziaKvANQ+ctTmwKBfdQmn3fTZ0BZ5ct1574JrdpHng7SwUClx5JXD33cl3qgKvefgxTsUVeCYWzMvwwFXrSPbb9D6JjOskfU4+TASREoK6H+pZKCTtgau1hAQi+JJA2/UP2a4cBK5CnaTFRFxAgSdBzEQExkgHMdMeOHXHNvj1vv1OH5P55vQuhMeohcIWMDuZ6dFqKthQ4MSiwNUndRLwye9tuRS48MAnuJXbToHLnGDesapmHRdTgS9blto/oIUD2Pc2D9wRxDS/Y+sXIHCuvK2jP5XtWEqWdD4S07RQCipw8cCbO6hOEpFtoRBQrURtuzxwj1Dg2GO179QslKDqYQ7G8Uz8BX+iSdZLanvKaz7lo7FSRKSUJGPD7P10WzhqQYRpPuDGNZTeBk2Bt+kfsu0FCbw64CZwcyQmkK5YmGQA8SCmH0sOiWMC87ZIEbjnFnLqOVIGPc8YHpMKXBK4UXrU9K60GdktnTvTAzci9nnQzgMXBF7J+ViVtTlMBS6OWdTp3GMPtrzSEy+4ANh9d6N9Fg/cFgyT3xkdu5gHzkjQskutnbbaFeZ1zIIzjTAmoFExBf6Sl7CCSV9+c1JutV0QE9AniXCR3tJ506iigd0HN6ePQR3Io6hN4Rrss096e9p++IUyA22srgz7XbVXRFxCPbZ6RSFwilQeuG1uU4B74AUVuPqgqTpKJqvIVOARTVXObKvAAyUPnOrT4wEOAndloSifm4JpJpDrjBJC5hNCfkYIuZMQcgch5ChCyEJCyJ8IIav5zwXttzQzyE3gHtEVpHHz6EFMY9YNpDucFpgSHninFgrfNyHQZpAH8nvg4lXeHAwjb7xxHm3nBC72PwdjeNWrstsnPwvcBA4AX/kKcGz1Guf6KlRiNhW4SgAq6drObucKPDmGmBa3UHwfOOccYOFcpa0WC8X3k4fb3t4a7cS5VOiy+VMYxTwcueTe9DGoFopCVkcdPI0LL2TXILWOsh/xwEsNCUcyqbFa6GrYZ+MK1Ad0vRKhESqpdUYWSt2zK+VuFbit0qIJtUKjiTxBzLQHnnBIDJLOn0954NQqRAC9z29PBf5VAH+glB4A4CAAdwA4G8DllNIVAC7nf88K2lkowgO3VSNUoRG4rVCVqcBtaYQ5bny5vuqLahYK6yCSwB2zg5sQgddUKVyx6UceYT8NAnfZPu1exW0E/q53AU+psJFsrlQq2/rCA5fDvNW5K5XzHsfZvnw7qGo9uWYRoqh4ENO2f61CoxLEvHsLy00/wb9MO7FZo1XrjpxnpsCTIKZEEODUU+3EYFXgliHhgqTV74YDVppBFSe1KsV0yO4rm4VSs0x2AvA0QjHAqRMPPEdht+pgtgJvF8RUUzgBpsAFgVsVuJmF4iG1jPxOOUeWaXK7RtszSgiZB+AYAN8DAEppk1I6AuBkAOfzxc4H8OKZb54d+RW4fgLNE5+VRkgIxdAQ8FF8Qn4mLhLRaqF0duMLFUBA2ezwAMYnChK4JwYepCcjBpAi8KSAlr3NbQfyuF4T+fba5ucTyGCZtFAsD0L1PNnORJFaKGqjCf/dR8QUeKcE7ogLqBbKoiGmYl8U/F47MW0fPmaNW2N/ml2QccK1fi/7qr7txXMaigeuErhFgdcopnmetwxiqgrcdytwQaAdeeCWNFMTlQH37OO5FLgv8sD5/RSwsrxxLI5V36ZpHXokY4BWm8Js3SLPGd0bwCYA3yeE/JMQ8l1CyBCApZTS9XyZDQCW2lYmhJxJCFlFCFm1adOmGWl07iCmT6wK/IDdx3HEE0YNBZ6+gYnv4RP4OPbEA2x9RYHLLJIuLRQQIi2UySlB4DktFP7QCUwLRRyWON+GAjdnGJHrWXpDlgcukMpayIAvCTxDgWtBzPROiyhw20hTj1CmwAtaKLb2uYKYn3juNbgFK7HCuzcfgWfc3apqVydIzkvgiQJP2vpbvADPeNIWRYGnLRQxngJg8fCGQeBqu2oOpfwa/BCjmMf2kdsDV4On7RW4OsuWCabA9fOU9sD1B5yccSkUQ+nzKHD7/gv11Q6Q54wGAA4B8C1K6cEAJmDYJZRSCrtYAqX0XErpYZTSw5YsWdJtewHkTyM0Fbj4/Y4Hh3Ht7fPaEri4KuIJfty+DwAAXr7PjZIkaUZ5ShPaSEw1iCk88Cn+mpwziClz1y1DewEA3/8+8KQngdUEVRS4463BqsDbeOAA4O+6M/uplClwwSRwmaPsJHCLhVIgcGwlcMQdeeACav/zHUHMgVqMlbgt1YZ2Bb9s8HyClyy/ma1fzUfgKskQy9viC3Cx1jTNQuGTJU9EyfWs1YEGrYFSMRLTsFAcBH4/9sG5OJPtowMLJXBMyKxCnWXLhBKnxutxHttmTT9vgqCTICb7vNWkMxrE7AXybP5hAA9TSv/B//4ZGKFvJIQsAwD+85HeNDENV799Dv6IU/BTLQtFywYw7h0tC8WSRihWFh7eQbtsAgXBs3e9S8nn7UyBixrOBEC1xi2USba/vF6ZuEfN2XFkDe9/+zfg1lvlgTsV+KWXAu9+t9XH08vx2tvhvfD57Oei9nHsPApcJR+rhWJ+mvVuqhK4OH4SI+5gII+tfS4FLlOLwlBX4O1sBIuFQjyCC194IdZhGduWYJgsBa7ux7MHMYEkD1wlcDFRxGSU5HXXB9g2mk17NcLBwB1slLWJOrBQnJ1OQZYCj/hEEOfgIzgPZwDIMRKTn96wyeqo2LJ3zL9dQcztrsAppRsAPEQIEfOEHQfgdgC/AXAa/+w0AL/uSQstcFkoPiJ4iBMFTowULuNosxS4SuCymL6yX3lhiohBq4WSVuB5PXDZsYhDgZvLuxT4c58LfPnL1iCkbqHYN+zX2flu92YEqATObvh6hf0tZg/iO5K/WhW4SrYjI8DoqHuHFgL3ELORmB0qcOIRWaPF5YFDvG1OT+ttcJFYm4dQrQYswwadwDO8RJv3msqYotQexKzYCJzIw7F54ENVd762eODm6R+Afk6pawZhBWqNfxMhfzFQr69ZctYs4iUJfDpkCtz0wH1TMBG3uMn50OoUeQfyvAPABYSQKoD7ALwejPwvIoScAWANgFf0polpuPqthxg+It0DrycXNytvOW2hEHnjyUJCYr+EyM5bpMKBa3Se9MCn8wUxk/aw5cxO7qy3wTuTM4hpq8NhpOHZIG+AHH1VEjjPnDli6f347G3vxzG4Ck/D31Mbakvg8+a12WH6Ae4TbqEomylC4PA89hCApx2zRuBLrSGhzm5oQljSd73ODqJSYUya0wMX/SOwBATFUurxD1cYGasELiYAn56IEgJXjmW46lbggsDz2gmqkDBzuG3ItlD4Q/uIw4GvsxIEzjxwHlOSL0+NCDH1Uu1OBzHTo1Lld+q9ODU148nguU4ppfQm7mMfSCl9MaV0K6V0M6X0OErpCkrp8ZTSLTPasgzUHVarx2PekZqFMpB0wqxiTFYPnF8pWYdC6SfSy+xSgRMCVOts+xOdWigGgbvEnGohWL93TOdl+922TBEFHnAC9wMP78fnsYxsTBZSDsA6kGeOve5FZuNgKnCv8EAetX3iOGwE7vsAdt7ZumonHjgIAd7yFuDPf2Z/57FQlNGf1jTCww4Dnv1shwfO0hknwuRGqw+x7TVGpqxD6cUEy9bmF1bgPNsLsXWaMhNmUTYVoShlu89ewFOfCsDigftGHjjf5f9828fd8XL5vYDNA89loZj1l2cAPbbYewPXQ0wocPm3T2StXyCbwK1BmCwLRfrP+aF54Kr/zhX4+FT6QZEFEeChxMND2A2H4AatbSbUeTit7XNUwpO/z5AC9xFKH168BWn2jbIh60CeHF67hDqhh+aBd55GKBQ4+9WeB+4icKcnKjr13LnW/WHhQuCoo9jfooNkTLTYNo3w+uuBOXMUCyX5ThK4qsCH2T6nt0zaFXjdnS1SVIGLcxogzEfghoWiliAOI/7WqdzrriwUcQ7EUPtPfp4XgTMVtzlPgJ8RH1Kvt0t5doG+JPB2Clz+7UEj8FQQU+kbtcDMpaYpBa5GxAVpFclCUTM6bBbKxBT7LL8CZ+2JiYfdsFb6yB0rcH6jfeWEP2AzH9FtGwiTWq+gAhf/AOWhovbEdhZKkV5LVCLj64Miop174CAkIXCXB24WSxf7cVkoL34x8PnPs3+W/WlYuZL9zBvEJO4Ht80DnyM88DDpiPVhdrNMj0wzAvd0D3x4wJ2v3akHrtqhWUiVRVaupaggqc3M5RByUoGnqnQaCtwkdA/uImW8fwdoJaUtZhB9Wcwqa0BJlgI3oVkogVtLpxQ4SYq8W5IGnNBm5BlgNwfxiBxdNzFdjMClD8+ZqZ3SEWrXPRKTrb+gPiUyD40sHkcQs7ACjyRhCAL3fUCWvdAI3GKhdBjYV0eidpOF4lLgmoXiOBlOAvc84L3vtX9nHvDPfgZcc00SKLVtTgtiCovAMtbBFsTkAclQKQ8rVG5r2xTzhQ0FLmZ9skEOpc/tgceyTa7Ji7XlB3ViVLOUpAeekY1mZqGYabzt5sQ0S3ZobePXoYZGTwi8LxW4CykF7iM/gduyUDhsBF6gnpLSHsVCGeIXs1pNPPBHWO0SkVbowt7kAQDKW4BxGZ1BzJweuDbRrVYMyt4emQrYCwVuCWJ1mlurWSjGSEz1wd8Wigdu6wdZA8068sDNA16wAHj+87NX0R4UukWgQhK4MhJ5eEHawxMP/6gVJwN5lOs9POgm8AYvM5tbgSu+fAj3Sh/BObgH+4IM6Pe4lcAz0vlk/xXWTdUg6OaUvv0OBvLUMV1aKO2QUuAeAam6DeXCClytA90lgSf7VhT4GC8P20aB/zF4Pn6KUzBcY0qJ8rtQdFyXQs3rgat+dJ40wuOPB97wBrt9m2qDSeBeep/qAdjecDoncJGFQxHF3gwp8PTXWUTVcRZKQWjFrEQaoeXB7RmDWABgcJ+0fy8JvBkhRtoDHxp03z+FCZy3N0CElmWWH4FhjGNf3Je6YTzNA7cIBHN/xuQsgTHgqLXfSn15Y1vMQsnedh3TpQJvB6sHnuPJCzgqAHL2kATu6dtWFsnXPqXDq5MiCw98HXaBhyhTzQDAzmQjTsHPZW0P00JxeuAijbBTBe7oLQcdBPzv/xa0UFIK3B7EnFELRUkX66YWiuaBK80Ttrf87Kab2OQMahsKEPgtWIkLcWpHB2wruWt787IFMb09d08tJ65TosD1e8sxIQ6AhMCLBjHbWSjB0UcCv/hF6vzkUeDH1K7Fd158CduPUODGSEyBscpCffu2kZgOnhH3Zh3T7WuAdIC+9MBdsHrgGZ0mS4ETUBb5P+EExJfXgJZO4HnVhLZNz6bAk4L0Y5iL5VgtLZW22xM3qdmB27zOtbVQHIWlKjkHGGUhQMg9cL2YlRYEapeF0qWFMrMKPNnGddcBV12lXI6DDkqvWoDAV+I2Nhzf+0D+ton9WAglm8CV73jtnJcNXwrgeex7HnRnBB6kFHgtwx0oSuDJJMMxWhkUFSyaB7zkuNTnKoGHFg8cAP4yfaT8XS2xAKSrO46NGds3LZQMnhH1Y2qOSpPd4jFH4Cb5ZL46Kd9ZB/L4PnDJJYj5G1rw1IPZLyecAO8y9mshBa564MqZV0uEHoA78z8d+N0nPHDRcU1PXCAJYtobLfql+r360KnkqEvRDokC1ysYeg4CtxazmhEPvLssFFse+PLl7F8W8tYDMfdXFPmzUPg58XQCD+HDiwcAsLiMtFBCas1CcWVhAIzAPWXGn7Zt500PvFgLpJows0Xk+qqFEos0wow3caNK56HLR7XvUwRum1LN0czpkH1Rx7Rz/93gMWWhsKrJus2RZTup90XW6EeZHnbYU4DJSeBFL2pb+9oGmwdOiF4i9Am4oz2BC8/bs2ehUMcN320Qs9ImuJoHKQvFlsHSJogpPd2CvVerRhjrD9/OFXixc1JkNqFkpe4IXNiDYoi8tpxUu8rJ2GMP+IhBJifkRyI3OmzGPAvFECTVbAIvEiRO0lJppoVSqdj3abdQcuyP3xfz5ur3dlsC94mzH+y3+xQ8RPgEPuZuQBfoWwIXI/kueOOV+PCH2WfeEw6Ar4y8JB7BokX5tpfKQnFUmRMDLhLyyE/kLgJXb+oiClxsz6x3DMfw43YK3Ergyqarte67S9oD5587gphZCryojSVnpvF4mdEZ9sCLtKEQOnjlUAn8pYc8gA/jk/jSERel22PJQsHQEPu5MgneaRYKuAJXYzoZ2TUhKsVmrhIeuA/sVB3RvhtU0hVdlrJuoYhrnkOBk+RGPxSr5PcmgZtqnnju4587hyJCIKs/zjT6lsBrhGVg7LVkQszZC/+ow+Ed/2y5jOcTLF6cb3tWD5xDG2Enti2DmPnVkdrhtc7n+/g63o4X4Ld4Hi7NHew4evcHAQCv2+3P2ueu+hFmtD31/WwqcJEHLtpkqV8NZHvghRW4eAPxKSfwDi0Uz7NaKHnXLYwuFXjgU3wSH8Wi2rhz0yl+W72aGfocMogZxtaRmGbmhgmf5FfgvkLgP3zy5/AOfE1+9/cL1yj7dPRzYlHgOaxUWaXT93EFnoXf4gUAgG3b9OWL5IF3FCwrgD4mcDbqgygnjxD9fHVD4DaovJqMziqiLNT1of3xdvwPfosXYVesy33R9148BgqC5+38LwCqhWK/rOKGa2ehqN+rirFS674zurJQXJaUbSRmxxaKn9zMvxo7Hnfep9TJKajAB8BygwtbaduBwGUtFIuNkRC4cRzLl2ujSRMFzma4MS2UdvntrklErG0XHnhAsLg+jjNxbvKdatvksFDC2E+tl2qbqcArFczBOI7FXwDkCGJmZbt1GrDJib4l8LrHorqep9/QWvGlAgSep4Sr9nAQ/nOHCtwkcOeO8jTIM4OYnVko5uSuyqYBGPMxdogUgS9mJEEOfop1+bQ91LmFIm6yJmVR6TM/vVfyXUEFPohJbZtF1i2MLi2UJIhpywPXFnEiCWLGSRAzp4UCwJm6al02EoXOWMMCdcLrggQeUXsaobY/mYXC1+MW0jAP4JrJRDYP3NkXSwK3Q8yC7flEetRmQr3nJXZeO2Qp8J/8hNURUjt5tx64duOYF7mdhSIa8uIXA896FvDpT7OPRVtcQUypwDu0UOozp8Cr/A2qcsC+wNVXg3z9a9blbQ/Ibgn8oYmF6e8KKnBJ4EXvoI7yTztQ4BbCsm3GqcANSAUeUhnEVJWoWiBqITan1y9C4C0mzvwKU2QagbtsSHV9LQuFV/3M4YHLNxROGgTAte/8Ef70J2P7XvrvUoEXhLBQPA8agZtTqOXt+1ke+CtewUpP2NCpAtfQqQKfN4+VGN1vP/1zV82SDoKY6k0q8tW7gT9QhU9inLLoCnwPp2Ppkhg4+mj71OqY4SwU3jfGWumk5Y4V+I7qgdt2Y5vtR57LNgQuh9JTGcRUd6Iq8JtxIK7EsXp7ikxZF7JsmaBCAM9DBUmpWvXWMKsKChRW4EqNHADaqKQj9h9JJUJY88BLAi+GGp/RBYRoRYRMDzwvTAul7T2z774AALrPPs5FNmMhvoj3yL9zv2YVLhrBVUYbCyUZiWm/WedUmfIZVmZX0QbyzIQCP/oo+AetxCJ/BKfj+20jkrZj6VaBW7+bLQU+SxaK1n8zOnNRBf7F3x+Ae6O9WdBT2a5KpkuwCU8S84GK9Yso8Cbrh/UBkrZQ1DdCR+qi+mlEk8wjF2QmlGij+tpuqV9irQfu6otlENOOGrdQmpEvCZwQaPmeRQg8bw1uAbJgPvtlqb3uMwAsvOta7PzkneTfQ8NJexYuBJ75TODHP7asmHfIrUp+npfbA9dSxhQcust6/BVPxxG7PpzsYoYJPKgQlnlCDbvHQTJZ5WQ7VeACQ0oN68erApdWXpvtib6z6v7FfD1DgStZKAHC1Pn0aIE8cG6h7LpzlLZQfPtDQ1ufpC2UbA/ciBGoBG4ZSFJkKL08R3lLjBZE347EFBbKdBgYHrhuoeRFniwUFeKeyhyJud9+8PfaHbiF/TkwqETtfeCKKxzr5RzIo92lQQA0je8NtFPghABPx98APDu1DgBUBrrvLu94BzA+DuCLBoE7iM0WxOzUQjFffaeaynRrHWahzEoQs1sCz1LgOYOY5iw2nhG7UQncMwbUAYAfuefMNOE1mYWy224AxgwLRX1QuNII1XrgQoHnGompBzEBWBV4ekIHAriCuOIcFVWIOdG3ClwEMRuKArdloQDAr38NnHNO9vayPHAb8t5TappZZh0MdWLegkPpzXXaWSiuIKbtoLSh9DOgwE88EXj5y5FW4C4Cz4gxdGqhfOtVf2XbjpWHfUEFLoZG76gWSmEPvJ2FYuR5ex6cFgqQ1ACXyxc4v2MNRna77u53nYUS5iDwZIQyf0vQpupqr8DZpMYlgRfCzlU2BafnEdkvPU8PpoiT+qIXAR/5SPb2Oi0U1q4WipZelcX6ai3WDhV43jzwdjerbR0AqA7O4AtbTgKnlipJ6gO7CER/ePPz7sdxuEz/rqACF8WJfAeJuBuxgynwgh54sv3EQjly+NbUeZiLbRjgNhNgz0F3YV2DRQ1327vSkYWitkQMxc/2wN1plnk8cHWS8/TG+XkrCVzH1/f9Cr6I9+A5T9kkp01iXlSyTFb9AxNFhzjnvae0jpNXMhb1wPk67Txw4nsgiAtxyExbKBJ5PfCF6UT+yCKU8kDeZAMD0gKR33WowGNS8Jx0Ugt3pjxw66ZJrl34Nf04hYWyFrvg8gPPQmAQfAUhJjGEA8hdbP0iBL7fswAAu+w3DDMLRUsjdAwsUz3wJq8nnvX2KxV4XgI3uIISD37dVVmrVOBWzA0m8R58GcQz88BVBV6EqfRlO7jNrNAUeO7JLgtmoQA66bvuRl5FzxXEtK7izxKBOxjnJxd5eNGLWLD35pvZZ9rUZQUgb+KBgVR1uKIKXKzfiPKdk2/gbXg50rVIcqGHFopa4CsLVgvF87AL1mOwHjurLAryLXJ+14/PAQAs24XIPivbodxPeSyUBi8l6lXcnSU1ElNFDguFEgJvrqMgeo+DmH1L4OqNr1oonWahpAg8p83Q1kIRgyUR5X8Kd0jg7RQ4a0ecrnthQjkoLQtlcAZVRE4CP+ooFsN45SuBJz9ZXzTvKFsBuYt6vWsFLiyU6SjfOXkbvomL8Mr8+1AxUxZKNx64ocChphEGgVMNi6JzvmWSCBde9Sr2c9ddAXieVghLr83TPg98mrYn8KIK3FTzFJ6bwGVjSwVuByFGELOzLJSiKid3EJP3mwFM5X8K57VQ1EYEAU4Em2Fk/90mHCsgW4FbDkrzwIdmn8Bt2Gcf4GtfA375y2K77IUCz0vgXaGTGXmK5oG3G8hjWCTTUTW5ZkHQXoEP2wdq2fCpTwFTU5w7jX6Rz0Jhx0IQYxqMgL2q+57KVOA5PHBKPPhzHUO+W9z+KQncgHLjaxaKJYiZCx2OmGqnwEUbBjCVn5g7CWK+5z04E+diExbjiXukq87J9uRR4OquVAullwq8IEm94x2QVSjzQiXwmfLARcH+nmKmRvNRiptuAh5O0vwlGRVV4FNRJblmlUqK4AUCo+57HhCi8KbRL/IFMdmx1DGdi8CTmZo6tFBA5PaXYZ2+cEngDig3vnMofZEJZAtOOFpUgdcx3X6lokMM1Rv73e8GecpTsBibM/fDCDx/ForaWUmtNz4egJkjqTy7mEkFPhsE3kng07H+QQdxa4IjUavZMBX2VMj7gucxC8VBplKBz9Dl1TzwNgReQwMxT2ckQYYHLga4dRjEhOdhZIT9uhse1r8rCdwBlwJXLmohBW5UvZqxIKZqoeRduJMsFCCXmmUWioPAxXxgK1akt1mkXXmgBi7M/fQI8sabSQ+8Hwg8a9MiiNnGQjEv/VTICYmQTAtFeuCdDiGI9etSxEKpQikJ0akCtxC4eT0oCNZx4b07HtKXfeITgaVLgc9+1rn/btC/BC5gKvB6ohILEbgxrXa7gTwChSyUdhB3SScDedS/MxU4dd+sp54K/O1vwGtfm29/3eCHP2T7U2Z96TUyPfDjnp1/Q2oWSjgLt1C38vWJT2Q/jzkm9ZVII2xnq5lNkATueUCl4iTTCrokcOMGy0PgqoUi18vKQhEK3DbpRI43cwqC17wGOA6X4YP4tP7l8DCwYQNwXHry5ZlA3w6ldypwZUq1bhQ4Fi3Mtft2kAROckxqWpTAzadHjoCgTzIUOCHA056Wb9/dYuVK4MILZ2dfHGoeeIrA996zwIYUD7zVBwr8kEOY8b3LLs5Nt7PVCGGZVMKS0Ag8CNweOFfgHT+DDAWuDaVvQ+DqTPCFFfguuwDr1uVLPOBTN16G5+ARLGm//AzisafAZ4zA8+WotVPgjZh19LrSmZwoaqGYyKHAX1T5A45Ztrqz7fc5ZH+wWShF7oTZVuAFCPzb3wYOPdTyxa672rOM+MM8T9qsmo89FRkE7koj7FaB85v723gTrsAzc6URiodRXgJPUn2Vc/D3vwM//Wmuc08VGi1kxc0A+pfAlTtOV+DJE7PQ6Mq8Mz+Ibee8p6Yi1p5CCrwdm/z858Dxx6fbnMNP/u6cs/DqFde3b8tjEPLmr1ZTCtxmdbo35OFAsFFFZ522dYZal72/vHjTm4BVq9ovJyDUap7MJNVWlEFMQpiF4lDgwkLpOHzCFdKbcC6eib/oFkrdvlGrAs+qhSKmElRHi+6xB3DKKfmaSEoCLw6FpDQFXkuivXkU+Lp1wJo1SAcxZ8juFa+aA14BBR636QTPex7wpz91FMRMVfx6HEHe/IRg4OUvlJ///KsP433vK7AhQrAAI6AgePGJOa5rt+hhEJPKe6e9AlcHiE2FitgIgvRAHw6hwIsOukp2ahSZU540hSyUrFooUoF3SL7i+rz97bljZzOF/r+TKcV73sPiM//+70YeeI40wmXL2MPWDGK2w3OeA7zxjcB3vpO93PKl2wAAJ1Yvb7/RJz2J/ez0fTPPoJiDD06CWjsYnutdhjfO63C4eQ6oD/T6axJ1ddTB01pqXfsNKee3R+lhGnpI4FL85NiFRuDC+z/kEGDlSncQk5d93mkn69f5GyigVkB0KHCrhZJxSyQjMfPXa1Ehz8tXvwpv3dqOttEp+j+ICRZv+Mtf2O+2crK5UNBCqVSAc89tv9xBe45iPXbG0noI4CvZC//sZ8x767i3c2Td8Jde2t22e4hLB18C7LoHgFf0ZPuqpTYwYP8834Y6SK38/OeByy5rv5wNPXxjUidDaQeVwBfNaQGoyRvPb4WOtdg6S5d22EBXoB7uzBKhgrU0woxTOFiPQRBjyM9hc9qamORiFhpxOhPI1TMIIQ8QQm4hhNxECFnFP1tICPkTIWQ1/7mgt011wLjA2pRqXQzkmTHR43nYGRtBKjlu9AULgJNO6mpfAGYlp7on6LG9oxK16nkX6idAZwr8ve/t/OHZSwtFpOPnCGIKAj8Uq3D5p67VvnMNlBmlrEzyjClwFY6HpzgWrYphxiXeaUELV+EYnLL4yk5aqD3YZtudLLK7Z1FKn0IpPYz/fTaAyymlKwBczv+ePbhmnelUgRvbm0kCB9DzufEAdDwsfYeB5/W27UrnUCeqLTyrjtrGfrdQjIoGeXA6zsOee7iVsYotlOm62SRwocADxRLJJFZC8HT8LZlntyBUAp/tW6+b58XJAM7nv58P4MVdt6YIHBXWOp3UGAB8uF4Du4CMkMxiulm/BikJ6W3blbvrgAOSj2dFgXeDXloospZ+fgUeIMydttM1gWfl6TpEkUgHDHzabtH8+8rAbkvzKf1eIO/uKIA/EkJuIIScyT9bSildz3/fAKBTl6szOAi8YwUOYC12xYU4tduW6VAqtvUcjwUF3ss7QNm2uhvHBEZuPIYUuFlTLHNZThfFCHw+gNklcJHTrhJ4Zogro9xuO1yJY/Gco5LicTsqgT+dUnoIgBMBvI0Qoo3JpZRSwJ4/Qwg5kxCyihCyatOmTd211oYsAi+orJbiESzHPTPRqnSDZtNC6VBJbHfMIoEDbHDIACYxNPR4tlDyDaVXscMocEdfEYdSCRL7pVcEfiyu0tqxQ1oolNK1/OcjAH4J4HAAGwkhywCA/3zEse65lNLDKKWHLVkyg8NMHWdK5Ul1Fvi8EK+JM3YhRINKAm+PXhO4cVHfhHMxiSFU613sczYkVw/3QakYyJO/zxQh8LfXvgsAmD+/cNMY2o2JsEDU9VYnKs9F4J1CORc7nAInhAwRQuaI3wE8F8CtAH4D4DS+2GkAft2rRmYiQ4HXBjo/m30dxOxX9NoDd217R48Z9DQPnCvwAqcgQJi7/PJ/D3wUYdjFIXRA4GJXqmuZK0u4E+Hz859r4ypmuyvlMWaXAvglr1oWAPgRpfQPhJDrAVxECDkDwBr0KnnXBXGmHEHMKho7xo25PYKY/azAZykLJdfnOwpmYyBPjiCmQBEFTjzSnXYRffmYY5B3uKzNA89sQzfn96UvnbFNdYK2BE4pvQ/AQZbPNwPoTY3EPGhDViuwGvDS1dcycdJJoH8aBTrLJrJjewQxO1AtOwRm2UJBpcIK7u/oby6z4IEX2UMRAu8aoi9/4APACSfkWkVkoeQZeqGhD4XPDi49csA46Wv5SNb9cDcQFRwae/HFwNVXz1DDOB4DQcxn4gp8DB+f0W1aMdsELmyAHV2B9xCUJ4IXtlAsBP4dnIkr/OOBT38amMsG8HT98BF9ucD9Y1PgbVbQ99VH6N+e6+gYJ5wAPHe32/BF/Ef+SYTzb744HgMWyhV4Nj6+9w9mdJtW9MgD/x5Ox4tsIRrRP/r1jWUGkGShFLFQImv2zZm3vgvPfPiHTC3fccfMNLADAj9ogJVL3nlwW74VDj2UEce3v120ddsd/VsLRcAgq3nzgEvv3x9YfxX7o7vNdY/tYaHM9EFs3AgMzkKNhx4p8NPxfZyO7yOV6brXXsCWLY9vAlcqeeZFUHXEKkQxNnWD3SqhDhr4pT2/ildu+jqai56Zb4VaDbjkkuJt2wHwmFPgABhZ7r57R5vdYw/285Wv7Gj1NB4DFgp22qlwtcaO0OsgpomLLwbOO6+LSkv9D+mBF8kDd0wmrGGmHsTm3Kk5UPUjPANXd/MC3jfoXwXeI7JatgwYH59BwVnmgefHbNcq33ln4PWvn7397YAoUsxKwFU6VsNMPYiLlEs0IPL7WUnbWRhwtR3QvwpcBEl6MBJuaGgGhaDYUEng7dHrPPASKXRkoTimMusJOmkgXzYh8B7UONpB0L8K/GtfA/bfHzjxxO3dkmyITJiSwNvjcTxb0PZCXNyhcE6fpmGm+mCRYi0CfFkxZ2bVm30CP+SQ2dlP/xL4/PnAhz60vVvRHiWB50dJ4LMOMRKzkAfumAlHQyfEO1Pb4ctuLwV+//1dTCFXEP1L4P2C2SRwx+jUvsFsBzFLKDHCGfbABWaKwIs82E0FTmZyZF577LXX7O2rJPBeY3so8H5Niys98FmHtFCKKPA8BC5iVG9+c/FGqbB44Kfje9gVawF81L4Ovw9ohaWhzDaBzyZKAu81ZpPA+x2Dg/pklSV6jo6KWc3NkaI1MACEYfcPZEsWyvfwBv6bg8Df+17gr3/F4GGsyNTRw/8CUGTW6v5BSeC9Rmmh5Md3v9ubAUPf/z7w29/O/HYfQyjkga/YK9+CM9HnO7FQXvhCgFLsfN11uB6HYeUeVQBdzDW7A6N8X+01ZpPAX/hC9lOdL6yfsHIlsM8+M7/df/93VvazRAofPvIyvB7n4U1H3Zx7nWC/fXvYIgNd5IGjUsFhuAF1OjWzbdqBUBJ4ryEq2Yshnr3E6acDo6P9S+AldLzlLT3fxYLqBM7DGRiq5c/UCA5Y3sMWGegmm0WIpn6NCeVASeC9xnOfC/zoR8B//Vfv90VIEjwq0f/45jd7b4d1QJDbhcA78dIFgRetSpoD5567Y5RPKT3wXoMQ4N/+bXu3okQJO0RJ3QKFQ4KFsygSLrgA+MxntFlvckOM0u5BYPyNb5zxTXaEksBLlOgE3/8+sHwWlWiv8KEPMYvhzDNzrzIbhTUlnvxk9gar4ic/ARYsaL/uihXAOecAr3tdb9q2A4DQWcxYOOyww+iqVatmbX8lSpSYOQiXpdHoqtR+iQ5ACLmBUnqY+XnpgZcoUaIQZlWBl8hESeAlSpQohHKw7I6D8lKUKFGiRJ+iJPASJUqU6FOUblaJEiVy4cYbgauv3t6tKKGiJPASJUrkwsEHs38ldhyUFkqJEiVK9ClKAi9RokSJPkVJ4CVKlCjRpygJvESJEiX6FCWBlyhRokSfoiTwEiVKlOhTlAReokSJEn2KksBLlChRok8xq+VkCSGbAKzpcPXFAB6dwebMFHbUdgE7btvKdhXHjtq2sl3F0Unb9qSULjE/nFUC7waEkFW2erjbGztqu4Adt21lu4pjR21b2a7imMm2lRZKiRIlSvQpSgIvUaJEiT5FPxH4udu7AQ7sqO0Cdty2le0qjh21bWW7imPG2tY3HniJEiVKlNDRTwq8RIkSJUooKAm8RIkSJfoUfUHghJATCCF3EULuIYScvZ3b8gAh5BZCyE2EkFX8s4WEkD8RQlbznwtmoR3nEUIeIYTcqnxmbQdh+Bo/fzcTQg7ZDm37OCFkLT9vNxFCTlK++wBv212EkOf1sF27E0KuIITcTgi5jRDyLv75dj1vGe3arueMEFInhFxHCPkXb9cn+Od7E0L+wff/E0JIlX9e43/fw7/fqxftatO2/yOE3K+cs6fwz2f7HvAJIf8khPyO/92bc0Yp3aH/AfAB3AtgHwBVAP8C8MTt2J4HACw2Pvs8gLP572cD+NwstOMYAIcAuLVdOwCcBOASAATAkQD+sR3a9nEA/2lZ9on8mtYA7M2vtd+jdi0DcAj/fQ6Au/n+t+t5y2jXdj1n/LiH+e8VAP/g5+EiAKfyz78N4C3897cC+Db//VQAP+lhH3O17f8AnGJZfrbvgfcA+BGA3/G/e3LO+kGBHw7gHkrpfZTSJoAfAzh5O7fJxMkAzue/nw/gxb3eIaX0KgBbcrbjZAA/oAzXAphPCFk2y21z4WQAP6aUNiil9wO4B+ya96Jd6ymlN/LfxwDcAWBXbOfzltEuF2blnPHjHud/Vvg/CuDZAH7GPzfPlziPPwNwHCGEzHS72rTNhVm7BwghuwF4PoDv8r8JenTO+oHAdwXwkPL3w8ju3L0GBfBHQsgNhJAz+WdLKaXr+e8bACzdPk1ztmNHOYdv56+v5yk203ZpG39VPRhMue0w581oF7Cdzxm3Am4C8AiAP4Gp/RFKaWjZt2wX/34UwKJetMvWNkqpOGef4ufsy4SQmtk2S7tnGl8B8D4AMf97EXp0zvqBwHc0PJ1SegiAEwG8jRByjPolZe9C2z03c0dph4JvAdgXwFMArAfwxe3VEELIMICfA3g3pXSb+t32PG+Wdm33c0YpjSilTwGwG5jKP2C22+CC2TZCyEoAHwBr41MBLATw/tlsEyHkBQAeoZTeMBv76wcCXwtgd+Xv3fhn2wWU0rX85yMAfgnWqTeK1zH+85Ht1DxXO7b7OaSUbuQ3XAzgf5G88s9q2wghFTCSvIBS+gv+8XY/b7Z27SjnjLdlBMAVAI4Csx8Cy75lu/j38wBs7mW7jLadwO0oSiltAPg+Zv+cHQ3gRYSQB8Ds3mcD+Cp6dM76gcCvB7CCR3GrYEb/b7ZHQwghQ4SQOeJ3AM8FcCtvz2l8sdMA/Hp7tC+jHb8B8DoeiT8SwKhiGcwKDL/xJWDnTbTtVB6N3xvACgDX9agNBMD3ANxBKf2S8tV2PW+udm3vc0YIWUIImc9/HwDwHDB//goAp/DFzPMlzuMpAP7M32hmHI623ak8iAmYz6yes55fS0rpByilu1FK9wLjqj9TSl+NXp2zXkRgZ/ofWAT5bjD/7UPbsR37gEX//wXgNtEWMM/qcgCrAVwGYOEstOVCsNfqFpindoarHWCR9//h5+8WAIdth7b9P77vm3mnXaYs/yHetrsAnNjDdj0dzB65GcBN/N9J2/u8ZbRru54zAAcC+Cff/60APqrcB9eBBU9/CqDGP6/zv+/h3+/Tw2vpatuf+Tm7FcAPkWSqzOo9wPf5TCRZKD05Z+VQ+hIlSpToU/SDhVKiRIkSJSwoCbxEiRIl+hQlgZcoUaJEn6Ik8BIlSpToU5QEXqJEiRJ9ipLAS5QoUaJPURJ4iRIlSvQp/j+GRRJwb+Lo1QAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_head = model.predict(poly.fit_transform(x_test))\n",
    "no = np.array(range(0,len(y_test)))\n",
    "plt.plot(no,y_test,color=\"r\")\n",
    "plt.plot(no,y_head,color=\"blue\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "outputs": [],
   "source": [
    "# 最高幂次为3\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.20, random_state= 1)\n",
    "poly = PolynomialFeatures(degree=3)\n",
    "poly_reg = LinearRegression()\n",
    "model = poly_reg.fit(poly.fit_transform(x_train),y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-30.81561369]\n",
      "[[ 7.50100188e-06  1.10313078e+02 -9.10076106e+00  2.54636744e-01\n",
      "   4.26589706e+01  1.16539928e+02  3.04628023e+01 -1.43938634e-01\n",
      "  -1.37899493e+02 -1.98446432e-02  3.65450548e-02 -4.83488521e+00\n",
      "  -4.45678906e-04 -1.02400469e-01  4.26589686e+01 -1.10250594e+02\n",
      "  -1.25438859e+01 -1.47982765e-01  1.46571104e+02 -4.00407683e+00\n",
      "  -2.12890547e-02  5.64120363e+00  8.21943683e-05  2.53981306e-01\n",
      "  -1.37899493e+02  4.56245642e-01 -3.58654309e-03  4.06745033e-01\n",
      "   1.15921684e-06  8.42807893e-04 -4.83488521e+00  3.46496288e-07\n",
      "  -1.72657563e-05 -1.02400366e-01  4.26589686e+01]]\n"
     ]
    }
   ],
   "source": [
    "print(\"w0: \", poly_reg.intercept_)\n",
    "print(\"w: \", poly_reg.coef_)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9166884273479893"
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.score(poly.fit_transform(x_train), y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9121557434063347"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_val_score(model, poly.fit_transform(x_train),  y_train, cv= 10, scoring=\"r2\").mean()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_head = model.predict(poly.fit_transform(x_test))\n",
    "no = np.array(range(0,len(y_test)))\n",
    "plt.plot(no,y_test,color=\"r\")\n",
    "plt.plot(no,y_head,color=\"blue\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [],
   "source": [
    "# 最高幂次为4\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.20, random_state= 1)\n",
    "poly = PolynomialFeatures(degree=4)\n",
    "poly_reg = LinearRegression()\n",
    "model = poly_reg.fit(poly.fit_transform(x_train),y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5571.5012381]\n",
      "[[ 7.26285193e+03 -6.74297293e+03  1.07314308e+01 -1.60308677e+00\n",
      "  -3.59018544e+02  1.01071057e+04 -4.37993491e+02  6.18997329e+00\n",
      "   1.80015058e+03  3.61401439e+00  1.38079910e-02 -2.57335602e+01\n",
      "  -4.18781180e-03  3.95450364e-01 -3.59080323e+02 -6.37132811e+03\n",
      "   4.66611634e+02 -5.71470996e+00 -3.38263553e+03 -4.49183048e+01\n",
      "   4.06270961e-01  3.55775543e+02 -6.21795928e-03 -1.96145956e+00\n",
      "   1.80015098e+03  1.84178749e+00 -4.77851862e-02  2.27819593e-02\n",
      "   2.88372704e-02  2.11520077e-02 -2.57337092e+01  7.19118557e-06\n",
      "  -7.89966750e-05  3.95433791e-01 -3.59080316e+02  1.37239314e+03\n",
      "   2.18173459e+02  1.22144757e+00  2.84032714e+03  1.40602086e+01\n",
      "  -8.07036774e-02 -8.82362270e+02  3.73444259e-03  2.69093840e+00\n",
      "  -3.38263552e+03 -3.40335439e+00  5.61479393e-02  3.44583181e+01\n",
      "  -3.68065145e-04 -4.08966039e-01  3.55775541e+02  3.91796675e-06\n",
      "   7.65185307e-04 -1.96146100e+00  1.80015098e+03 -4.81764323e-01\n",
      "   7.04789724e-03  1.48269651e+00  9.02269960e-05 -4.77656548e-02\n",
      "   2.27818852e-02 -9.91294655e-07 -2.82732356e-02  2.11520160e-02\n",
      "  -2.57337091e+01  3.06590664e-09 -1.00040346e-05  5.56514078e-03\n",
      "   3.95376195e-01 -3.59080316e+02]]\n"
     ]
    }
   ],
   "source": [
    "print(\"w0: \", poly_reg.intercept_)\n",
    "print(\"w: \", poly_reg.coef_)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9197798056312422"
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.score(poly.fit_transform(x_train), y_train)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [
    {
     "data": {
      "text/plain": "0.9091247137787628"
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_val_score(model, poly.fit_transform(x_train),  y_train, cv= 10, scoring=\"r2\").mean()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_head = model.predict(poly.fit_transform(x_test))\n",
    "no = np.array(range(0,len(y_test)))\n",
    "plt.plot(no,y_test,color=\"r\")\n",
    "plt.plot(no,y_head,color=\"blue\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}