DS_Assessment_Segmentation - Aunalytics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('au_train.csv', na_values = [' ?'])\n",
    "df_test = pd.read_csv('au_test.csv',na_values = [' ?'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Descriptive Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32561, 15)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>workclass</th>\n",
       "      <th>fnlwgt</th>\n",
       "      <th>education</th>\n",
       "      <th>education-num</th>\n",
       "      <th>marital-status</th>\n",
       "      <th>occupation</th>\n",
       "      <th>relationship</th>\n",
       "      <th>race</th>\n",
       "      <th>sex</th>\n",
       "      <th>capital-gain</th>\n",
       "      <th>capital-loss</th>\n",
       "      <th>hours-per-week</th>\n",
       "      <th>native-country</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39</td>\n",
       "      <td>State-gov</td>\n",
       "      <td>77516</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Never-married</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>2174</td>\n",
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       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>Self-emp-not-inc</td>\n",
       "      <td>83311</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Private</td>\n",
       "      <td>215646</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>53</td>\n",
       "      <td>Private</td>\n",
       "      <td>234721</td>\n",
       "      <td>11th</td>\n",
       "      <td>7</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>Husband</td>\n",
       "      <td>Black</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>Private</td>\n",
       "      <td>338409</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>Wife</td>\n",
       "      <td>Black</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "   age          workclass  fnlwgt   education  education-num  \\\n",
       "0   39          State-gov   77516   Bachelors             13   \n",
       "1   50   Self-emp-not-inc   83311   Bachelors             13   \n",
       "2   38            Private  215646     HS-grad              9   \n",
       "3   53            Private  234721        11th              7   \n",
       "4   28            Private  338409   Bachelors             13   \n",
       "\n",
       "        marital-status          occupation    relationship    race      sex  \\\n",
       "0        Never-married        Adm-clerical   Not-in-family   White     Male   \n",
       "1   Married-civ-spouse     Exec-managerial         Husband   White     Male   \n",
       "2             Divorced   Handlers-cleaners   Not-in-family   White     Male   \n",
       "3   Married-civ-spouse   Handlers-cleaners         Husband   Black     Male   \n",
       "4   Married-civ-spouse      Prof-specialty            Wife   Black   Female   \n",
       "\n",
       "   capital-gain  capital-loss  hours-per-week  native-country   class  \n",
       "0          2174             0              40   United-States   <=50K  \n",
       "1             0             0              13   United-States   <=50K  \n",
       "2             0             0              40   United-States   <=50K  \n",
       "3             0             0              40   United-States   <=50K  \n",
       "4             0             0              40            Cuba   <=50K  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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       "      <th>32558</th>\n",
       "      <td>58</td>\n",
       "      <td>Private</td>\n",
       "      <td>151910</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Widowed</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>Unmarried</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
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       "      <td>22</td>\n",
       "      <td>Private</td>\n",
       "      <td>201490</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Never-married</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32560</th>\n",
       "      <td>52</td>\n",
       "      <td>Self-emp-inc</td>\n",
       "      <td>287927</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>Wife</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>15024</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K</td>\n",
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      "text/plain": [
       "       age      workclass  fnlwgt    education  education-num  \\\n",
       "32556   27        Private  257302   Assoc-acdm             12   \n",
       "32557   40        Private  154374      HS-grad              9   \n",
       "32558   58        Private  151910      HS-grad              9   \n",
       "32559   22        Private  201490      HS-grad              9   \n",
       "32560   52   Self-emp-inc  287927      HS-grad              9   \n",
       "\n",
       "            marital-status          occupation relationship    race      sex  \\\n",
       "32556   Married-civ-spouse        Tech-support         Wife   White   Female   \n",
       "32557   Married-civ-spouse   Machine-op-inspct      Husband   White     Male   \n",
       "32558              Widowed        Adm-clerical    Unmarried   White   Female   \n",
       "32559        Never-married        Adm-clerical    Own-child   White     Male   \n",
       "32560   Married-civ-spouse     Exec-managerial         Wife   White   Female   \n",
       "\n",
       "       capital-gain  capital-loss  hours-per-week  native-country   class  \n",
       "32556             0             0              38   United-States   <=50K  \n",
       "32557             0             0              40   United-States    >50K  \n",
       "32558             0             0              40   United-States   <=50K  \n",
       "32559             0             0              20   United-States   <=50K  \n",
       "32560         15024             0              40   United-States    >50K  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
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       "      <td>25</td>\n",
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       "      <td>226802</td>\n",
       "      <td>11th</td>\n",
       "      <td>7</td>\n",
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       "      <td>38</td>\n",
       "      <td>Private</td>\n",
       "      <td>89814</td>\n",
       "      <td>HS-grad</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>Local-gov</td>\n",
       "      <td>336951</td>\n",
       "      <td>Assoc-acdm</td>\n",
       "      <td>12</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Protective-serv</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K.</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44</td>\n",
       "      <td>Private</td>\n",
       "      <td>160323</td>\n",
       "      <td>Some-college</td>\n",
       "      <td>10</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Machine-op-inspct</td>\n",
       "      <td>Husband</td>\n",
       "      <td>Black</td>\n",
       "      <td>Male</td>\n",
       "      <td>7688</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103497</td>\n",
       "      <td>Some-college</td>\n",
       "      <td>10</td>\n",
       "      <td>Never-married</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K.</td>\n",
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      "text/plain": [
       "   age   workclass  fnlwgt      education  education-num       marital-status  \\\n",
       "0   25     Private  226802           11th              7        Never-married   \n",
       "1   38     Private   89814        HS-grad              9   Married-civ-spouse   \n",
       "2   28   Local-gov  336951     Assoc-acdm             12   Married-civ-spouse   \n",
       "3   44     Private  160323   Some-college             10   Married-civ-spouse   \n",
       "4   18         NaN  103497   Some-college             10        Never-married   \n",
       "\n",
       "           occupation relationship    race      sex  capital-gain  \\\n",
       "0   Machine-op-inspct    Own-child   Black     Male             0   \n",
       "1     Farming-fishing      Husband   White     Male             0   \n",
       "2     Protective-serv      Husband   White     Male             0   \n",
       "3   Machine-op-inspct      Husband   Black     Male          7688   \n",
       "4                 NaN    Own-child   White   Female             0   \n",
       "\n",
       "   capital-loss  hours-per-week  native-country    class  \n",
       "0             0              40   United-States   <=50K.  \n",
       "1             0              50   United-States   <=50K.  \n",
       "2             0              40   United-States    >50K.  \n",
       "3             0              40   United-States    >50K.  \n",
       "4             0              30   United-States   <=50K.  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
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       "      <th>fnlwgt</th>\n",
       "      <th>education</th>\n",
       "      <th>education-num</th>\n",
       "      <th>marital-status</th>\n",
       "      <th>occupation</th>\n",
       "      <th>relationship</th>\n",
       "      <th>race</th>\n",
       "      <th>sex</th>\n",
       "      <th>capital-gain</th>\n",
       "      <th>capital-loss</th>\n",
       "      <th>hours-per-week</th>\n",
       "      <th>native-country</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16276</th>\n",
       "      <td>39</td>\n",
       "      <td>Private</td>\n",
       "      <td>215419</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>Not-in-family</td>\n",
       "      <td>White</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16277</th>\n",
       "      <td>64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>321403</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>9</td>\n",
       "      <td>Widowed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other-relative</td>\n",
       "      <td>Black</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16278</th>\n",
       "      <td>38</td>\n",
       "      <td>Private</td>\n",
       "      <td>374983</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16279</th>\n",
       "      <td>44</td>\n",
       "      <td>Private</td>\n",
       "      <td>83891</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>Own-child</td>\n",
       "      <td>Asian-Pac-Islander</td>\n",
       "      <td>Male</td>\n",
       "      <td>5455</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16280</th>\n",
       "      <td>35</td>\n",
       "      <td>Self-emp-inc</td>\n",
       "      <td>182148</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>13</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&gt;50K.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       age      workclass  fnlwgt   education  education-num  \\\n",
       "16276   39        Private  215419   Bachelors             13   \n",
       "16277   64            NaN  321403     HS-grad              9   \n",
       "16278   38        Private  374983   Bachelors             13   \n",
       "16279   44        Private   83891   Bachelors             13   \n",
       "16280   35   Self-emp-inc  182148   Bachelors             13   \n",
       "\n",
       "            marital-status        occupation     relationship  \\\n",
       "16276             Divorced    Prof-specialty    Not-in-family   \n",
       "16277              Widowed               NaN   Other-relative   \n",
       "16278   Married-civ-spouse    Prof-specialty          Husband   \n",
       "16279             Divorced      Adm-clerical        Own-child   \n",
       "16280   Married-civ-spouse   Exec-managerial          Husband   \n",
       "\n",
       "                      race      sex  capital-gain  capital-loss  \\\n",
       "16276                White   Female             0             0   \n",
       "16277                Black     Male             0             0   \n",
       "16278                White     Male             0             0   \n",
       "16279   Asian-Pac-Islander     Male          5455             0   \n",
       "16280                White     Male             0             0   \n",
       "\n",
       "       hours-per-week  native-country    class  \n",
       "16276              36   United-States   <=50K.  \n",
       "16277              40   United-States   <=50K.  \n",
       "16278              50   United-States   <=50K.  \n",
       "16279              40   United-States   <=50K.  \n",
       "16280              60   United-States    >50K.  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>fnlwgt</th>\n",
       "      <th>education-num</th>\n",
       "      <th>capital-gain</th>\n",
       "      <th>capital-loss</th>\n",
       "      <th>hours-per-week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>30162.000000</td>\n",
       "      <td>3.016200e+04</td>\n",
       "      <td>30162.000000</td>\n",
       "      <td>30162.000000</td>\n",
       "      <td>30162.000000</td>\n",
       "      <td>30162.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>38.437902</td>\n",
       "      <td>1.897938e+05</td>\n",
       "      <td>10.121312</td>\n",
       "      <td>1092.007858</td>\n",
       "      <td>88.372489</td>\n",
       "      <td>40.931238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>13.134665</td>\n",
       "      <td>1.056530e+05</td>\n",
       "      <td>2.549995</td>\n",
       "      <td>7406.346497</td>\n",
       "      <td>404.298370</td>\n",
       "      <td>11.979984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>1.376900e+04</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>28.000000</td>\n",
       "      <td>1.176272e+05</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>37.000000</td>\n",
       "      <td>1.784250e+05</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>47.000000</td>\n",
       "      <td>2.376285e+05</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>90.000000</td>\n",
       "      <td>1.484705e+06</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>99999.000000</td>\n",
       "      <td>4356.000000</td>\n",
       "      <td>99.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                age        fnlwgt  education-num  capital-gain  capital-loss  \\\n",
       "count  30162.000000  3.016200e+04   30162.000000  30162.000000  30162.000000   \n",
       "mean      38.437902  1.897938e+05      10.121312   1092.007858     88.372489   \n",
       "std       13.134665  1.056530e+05       2.549995   7406.346497    404.298370   \n",
       "min       17.000000  1.376900e+04       1.000000      0.000000      0.000000   \n",
       "25%       28.000000  1.176272e+05       9.000000      0.000000      0.000000   \n",
       "50%       37.000000  1.784250e+05      10.000000      0.000000      0.000000   \n",
       "75%       47.000000  2.376285e+05      13.000000      0.000000      0.000000   \n",
       "max       90.000000  1.484705e+06      16.000000  99999.000000   4356.000000   \n",
       "\n",
       "       hours-per-week  \n",
       "count    30162.000000  \n",
       "mean        40.931238  \n",
       "std         11.979984  \n",
       "min          1.000000  \n",
       "25%         40.000000  \n",
       "50%         40.000000  \n",
       "75%         45.000000  \n",
       "max         99.000000  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>workclass</th>\n",
       "      <th>education</th>\n",
       "      <th>marital-status</th>\n",
       "      <th>occupation</th>\n",
       "      <th>relationship</th>\n",
       "      <th>race</th>\n",
       "      <th>sex</th>\n",
       "      <th>native-country</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "      <td>30162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>41</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Private</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>Married-civ-spouse</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>Husband</td>\n",
       "      <td>White</td>\n",
       "      <td>Male</td>\n",
       "      <td>United-States</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>22286</td>\n",
       "      <td>9840</td>\n",
       "      <td>14065</td>\n",
       "      <td>4038</td>\n",
       "      <td>12463</td>\n",
       "      <td>25933</td>\n",
       "      <td>20380</td>\n",
       "      <td>27504</td>\n",
       "      <td>22654</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       workclass education       marital-status       occupation relationship  \\\n",
       "count      30162     30162                30162            30162        30162   \n",
       "unique         7        16                    7               14            6   \n",
       "top      Private   HS-grad   Married-civ-spouse   Prof-specialty      Husband   \n",
       "freq       22286      9840                14065             4038        12463   \n",
       "\n",
       "          race    sex  native-country   class  \n",
       "count    30162  30162           30162   30162  \n",
       "unique       5      2              41       2  \n",
       "top      White   Male   United-States   <=50K  \n",
       "freq     25933  20380           27504   22654  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.describe(include = ['O'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Presenting Unique Values in each Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Occupation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adm-clerical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Exec-managerial</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Handlers-cleaners</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Prof-specialty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Other-service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Sales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Craft-repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Transport-moving</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Farming-fishing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Machine-op-inspct</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tech-support</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Protective-serv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Armed-Forces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Priv-house-serv</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Occupation\n",
       "0         Adm-clerical\n",
       "1      Exec-managerial\n",
       "2    Handlers-cleaners\n",
       "3       Prof-specialty\n",
       "4        Other-service\n",
       "5                Sales\n",
       "6         Craft-repair\n",
       "7     Transport-moving\n",
       "8      Farming-fishing\n",
       "9    Machine-op-inspct\n",
       "10        Tech-support\n",
       "11                 NaN\n",
       "12     Protective-serv\n",
       "13        Armed-Forces\n",
       "14     Priv-house-serv"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Occupation\n",
    "s = pd.DataFrame(df_train.occupation.unique(), columns = {'Occupation'})\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Gender\n",
       "0     Male\n",
       "1   Female"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Gender\n",
    "g = pd.DataFrame(df_train.sex.unique(), columns = {'Gender'})\n",
    "g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Native_Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United-States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cuba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jamaica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mexico</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>South</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Puerto-Rico</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Honduras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Canada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Iran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Philippines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Poland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Columbia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Cambodia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Thailand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ecuador</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Laos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Taiwan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Haiti</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Portugal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Dominican-Republic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>El-Salvador</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Guatemala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>China</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Japan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Yugoslavia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Peru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Outlying-US(Guam-USVI-etc)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Scotland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Trinadad&amp;Tobago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Greece</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Nicaragua</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Vietnam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Hong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Ireland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Hungary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Holand-Netherlands</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Native_Country\n",
       "0                 United-States\n",
       "1                          Cuba\n",
       "2                       Jamaica\n",
       "3                         India\n",
       "4                           NaN\n",
       "5                        Mexico\n",
       "6                         South\n",
       "7                   Puerto-Rico\n",
       "8                      Honduras\n",
       "9                       England\n",
       "10                       Canada\n",
       "11                      Germany\n",
       "12                         Iran\n",
       "13                  Philippines\n",
       "14                        Italy\n",
       "15                       Poland\n",
       "16                     Columbia\n",
       "17                     Cambodia\n",
       "18                     Thailand\n",
       "19                      Ecuador\n",
       "20                         Laos\n",
       "21                       Taiwan\n",
       "22                        Haiti\n",
       "23                     Portugal\n",
       "24           Dominican-Republic\n",
       "25                  El-Salvador\n",
       "26                       France\n",
       "27                    Guatemala\n",
       "28                        China\n",
       "29                        Japan\n",
       "30                   Yugoslavia\n",
       "31                         Peru\n",
       "32   Outlying-US(Guam-USVI-etc)\n",
       "33                     Scotland\n",
       "34              Trinadad&Tobago\n",
       "35                       Greece\n",
       "36                    Nicaragua\n",
       "37                      Vietnam\n",
       "38                         Hong\n",
       "39                      Ireland\n",
       "40                      Hungary\n",
       "41           Holand-Netherlands"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Native Country\n",
    "N = pd.DataFrame(df_train['native-country'].unique(), columns = {'Native_Country'})\n",
    "N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Race</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>White</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Asian-Pac-Islander</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amer-Indian-Eskimo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Other</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Race\n",
       "0                White\n",
       "1                Black\n",
       "2   Asian-Pac-Islander\n",
       "3   Amer-Indian-Eskimo\n",
       "4                Other"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Race\n",
    "R = pd.DataFrame(df_train['race'].unique(), columns = {'Race'})\n",
    "R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Marital Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Never-married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Married-civ-spouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Divorced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Married-spouse-absent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Separated</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Married-AF-spouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Widowed</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Marital Status\n",
       "0           Never-married\n",
       "1      Married-civ-spouse\n",
       "2                Divorced\n",
       "3   Married-spouse-absent\n",
       "4               Separated\n",
       "5       Married-AF-spouse\n",
       "6                 Widowed"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Marital Status\n",
    "m = pd.DataFrame(df_train['marital-status'].unique(), columns = {'Marital Status'})\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Education</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bachelors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HS-grad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11th</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Masters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9th</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Some-college</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Assoc-acdm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Assoc-voc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7th-8th</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Doctorate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Prof-school</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5th-6th</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>10th</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1st-4th</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Preschool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12th</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Education\n",
       "0       Bachelors\n",
       "1         HS-grad\n",
       "2            11th\n",
       "3         Masters\n",
       "4             9th\n",
       "5    Some-college\n",
       "6      Assoc-acdm\n",
       "7       Assoc-voc\n",
       "8         7th-8th\n",
       "9       Doctorate\n",
       "10    Prof-school\n",
       "11        5th-6th\n",
       "12           10th\n",
       "13        1st-4th\n",
       "14      Preschool\n",
       "15           12th"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Education\n",
    "e = pd.DataFrame(df_train['education'].unique(), columns = {'Education'})\n",
    "e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Relationship</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Not-in-family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Husband</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Wife</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Own-child</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Unmarried</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Other-relative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Relationship\n",
       "0    Not-in-family\n",
       "1          Husband\n",
       "2             Wife\n",
       "3        Own-child\n",
       "4        Unmarried\n",
       "5   Other-relative"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Relationship\n",
    "re = pd.DataFrame(df_train['relationship'].unique(), columns = {'Relationship'})\n",
    "re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Handling Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                  0\n",
       "workclass         1836\n",
       "fnlwgt               0\n",
       "education            0\n",
       "education-num        0\n",
       "marital-status       0\n",
       "occupation        1843\n",
       "relationship         0\n",
       "race                 0\n",
       "sex                  0\n",
       "capital-gain         0\n",
       "capital-loss         0\n",
       "hours-per-week       0\n",
       "native-country     583\n",
       "class                0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = df_train.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train.to_csv('au_train_clean.csv', sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16281, 15)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                 0\n",
       "workclass         963\n",
       "fnlwgt              0\n",
       "education           0\n",
       "education-num       0\n",
       "marital-status      0\n",
       "occupation        966\n",
       "relationship        0\n",
       "race                0\n",
       "sex                 0\n",
       "capital-gain        0\n",
       "capital-loss        0\n",
       "hours-per-week      0\n",
       "native-country    274\n",
       "class               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = df_test.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15060, 15)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_test.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test.to_csv('au_test_clean.csv', sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " <=50K    22654\n",
       " >50K      7508\n",
       "Name: class, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['class'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Visualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x202a6284860>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 6))\n",
    "\n",
    "sns.heatmap(df_train.corr(), annot = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the heatmap we can see that the numerical features have no relation with each other, hence we can have keep all features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plots for analyzing different features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Workclass vs Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5, 6]), <a list of 7 Text xticklabel objects>)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,6))\n",
    "sns.countplot(df_train['workclass'],hue=df_train['class'])\n",
    "plt.title('Workclass Vs Income Countplot', size = 15)\n",
    "plt.xticks(rotation = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the plot, an interesting analysis is that highest number of people earning above 50k is from Private workclass also people earning <50k are also higher in private workclass.\n",
    "\n",
    "comparitevely, its also seen that Federal-gov and self employed not income people year less than 50k"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Education Vs Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15]),\n",
       " <a list of 16 Text xticklabel objects>)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,6))\n",
    "sns.countplot(df_train['education'],hue=df_train['class'])\n",
    "plt.title('Education Vs Income Countplot', size = 15)\n",
    "plt.xticks(rotation = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another interesting analysis is that we can see higher the education, higher the earning. people with higher education earn more than 50k. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Marital Status Vs Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4, 5, 6]), <a list of 7 Text xticklabel objects>)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,6))\n",
    "sns.countplot(df_train['marital-status'],hue=df_train['class'])\n",
    "plt.title('Marital_status Vs Income Countplot', size = 15)\n",
    "plt.xticks(rotation = 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above graph shows, married people earn more than 50k than people in other marital status."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Age Vs Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ramss\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of age for different Income class')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,5))\n",
    "sns.catplot(x=\"class\",y=\"age\",kind='violin',data=df_train)\n",
    "plt.title(\"Distribution of age for different Income class\", size = 13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the violin plot we can understand the probability and distribution of the data. The age distribution shows that people between age 35-43 earn more than 50k on higher probability, than youngesters. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gender Vs Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Income on Gender and Age')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,6))\n",
    "sns.barplot(x=\"class\",y=\"education-num\",hue = 'sex',data=df_train)\n",
    "plt.title('Distribution of Income on Gender and Age', size = 13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Its interesting to see that number of female who earns greater than 50k is higher than males"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Native country Vs Income"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Native country vs Income')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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o+/HHH58PfehDecITnpDDDz88n//853PYYYct33/nnXfm0EMPzXHHHZeXv/zl6174GDqSAAAAAEbopptuyumnn5699torX/3qV9fpXLfddlvuuuuuHHTQQamqvOxlL8tnP/vZ5fvvueeeHHbYYXnxi1+c448/fl1Lf5CRBUlV9fdV9Z9V9Z0J9ldV/a+qur6qvlVVjx1VLQAAAABT6Te/+U0++clP5tBDD82RRx6Zhz/84fna176WZz/72UmSt7/97cuHrY39OvHEE5ef48Ybb8wBBxyQgw8+OJdffnmS5JZbbsmcOXOWHzNnzpzccssty5+/+tWvzpOf/OScdNJJI7muUQ5t+3CS9yQ5d4L9hyXZc/i1MMn7h38CAAAArNcWLFiQ+++/P+ecc04WLnxw3HHqqafm1FNPnfD1O+ywQ2666aZst912ueqqq/Kc5zwnixcvXj4f0lg1Zhzf0572tFx00UU55ZRT8ohHPGJyLmaMkXUktda+kuSOVRxyZJJz28DXkzy8qnYYVT0AAAAAU+Wss87KQQcdlJe85CU57bTTcu21166wf3UdSQ996EOz3XbbJUke97jHZffdd8/3v//9zJkzJ0uWLFl+niVLlmTHHXdc/vyoo47K8ccfn8MPPzx33333pF/XdE62vVOSm8c8XzLcdtv0lAMAAAAwORYuXJiFCxfmnnvuySc+8Ykcc8wxeeCBB/K+970vj33sY1fbkXT77bdn2223zaabbpobbrgh1113XXbbbbdsu+222WqrrfL1r389CxcuzLnnnpsTTjhhhdf+1V/9VW677bY897nPzSWXXJKHPOQhk3Zd0znZ9njzp487B3pVHVdVi6pq0e233z7isgBYH1RN/AXA6Pk9DNBnyy23zDHHHJN//dd/zTnnnJMtttii63Vf+cpXsv/++2fevHl5wQtekA984APZdtttkyTvf//788pXvjJ77LFHdt999xVWbFvmzDPPzM4775yXvvSleeCBBybtemq8sXWTdvKquUk+11p7zDj7Ppjky621jw+ffy/JIa21VXYkLViwoC1atGgE1QKwPlnVf1RG+FcbAEN+DwMzzbXXXpt99tlnustYL4x3r6rqqtbagtW9djo7ki5O8rLh6m1PSHLn6kIkAAAAAKbPyOZIqqqPJzkkyeyqWpLkDUk2S5LW2geSXJLk8CTXJ/llkpePqhYAAAAA1t3IgqTW2otWs78l+fNRvT8AAAAAk2s6h7YBAAAAsB4RJAEAAADQRZAEAAAAQBdBEgAAAMAUO/3007PTTjtl/vz5mT9/fi655JLl+9761rdmjz32yF577ZVLL710+fYtt9xy+eNLLrkke+65Z2666aYprXtkk20DAAAATJuqyT1fa2t0+M9+9rP8/u///iqPOemkk3LKKaessO273/1uLrjggixevDi33nprnvGMZ+T73/9+Nt100+XH/PM//3NOOOGEfOELX8guu+yyRnWtKx1JAAAAAJPsOc95To444ohcfPHFuf/++7tfd9FFF+Woo47KQx/60Oy6667ZY4898o1vfGP5/ssvvzzHHnts/vEf/zG77777KEpfJUESAAAAwCT78pe/nJNPPjmf/vSns/fee+c1r3lNrr/++hWOec973pP9998/r3jFK/Kzn/0sSXLLLbdk5513Xn7MnDlzcssttyRJfv3rX+fII4/MZz/72ey9995TdzFjCJIAAAAAJllV5eCDD85HPvKRfPOb38wmm2ySvffeO5/+9KeTJMcff3x+8IMf5Oqrr84OO+yQk08+OUnSxhlCV8Nheptttlme+MQn5uyzz566C1mJIAkAAABgBH71q1/l/PPPz/Oe97xceumlede73pVnPvOZSZI/+IM/yKabbppNNtkkxx577PLha3PmzMnNN9+8/BxLlizJjjvumCTZZJNNcuGFF+bKK6/MW97ylqm/oAiSAAAAACbdaaedln333TdXXHFF3v72t2fRokX58z//82y99dZJkttuu235sZ/5zGfymMc8JklyxBFH5IILLsivf/3r3Hjjjbnuuuty4IEHLj/2YQ97WD73uc/lvPPOm5bOJKu2AQAAAEyyQw45JGeccUY233zzcfefdtppufrqq1NVmTt3bj74wQ8mSR796EfnhS98Yfbdd9/MmjUr733ve1dYsS1Jtt1223z+85/PU5/61MyePTtHHnnkyK9nmRpv7N1MtmDBgrZo0aLpLgOAabaq1VzXs7/aANZLfg8DM821116bffbZZ7rLWC+Md6+q6qrW2oLVvdbQNgAAAAC6CJIAAAAA6GKOJDYa2q8BAABg3ehIAgAAADYI69s80NNhXe+RIAkAAABY722++eZZunSpMGkVWmtZunTphCvJ9TC0DQAAAFjvzZkzJ0uWLMntt98+3aXMaJtvvnnmzJmz1q8XJAEAAADrvc022yy77rrrdJexwTO0DQAAAIAuOpJ4kIlWNzPMFAAAADZuOpIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoYtU2gA2clRgBps9Ev4MTv4cBWD/pSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLVdsAAGADYaVOAEZNRxIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQBdBEgAAAABdBEkAAAAAdJk13QUAAACsStXE+1qbujoA0JEEAAAAQCdBEgAAAABdBEkAAAAAdBEkAQAAANBFkAQAAABAF6u2AcBqWC0IAIDV2Vj+zagjCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC5WbYP13MayMgAAAADTT0cSAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXazaBsCksYogAABs2HQkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0MWqbQAAAEwqK7myKj4f6zcdSQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQZdZ0FwAAwMy0oS7PvKFeF6zORJ99n3tgTehIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoMus6S4ANkRVE+9rberqAAAAgMmkIwkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAusya7gIAAABgbVVNvK+1qatjfec+0ktHEgAAAABdBEkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAECXkQZJVfWsqvpeVV1fVX89zv5dqupLVfXvVfWtqjp8lPUAAAAAsPZGFiRV1aZJ3pvksCT7JnlRVe270mGvS3Jha+2AJEcled+o6gEAAABg3YyyI+nAJNe31m5orf0myQVJjlzpmJZk6+HjbZLcOsJ6AAAAAFgHs0Z47p2S3Dzm+ZIkC1c65vQkX6iqE5L8XpJnjHeiqjouyXFJsssuu0x6oQAAAFOtauJ9rU1dHfTzPYPRdiSN9yO28o/Wi5J8uLU2J8nhST5aVQ+qqbX2odbagtbagu23334EpQIAAACwOqMMkpYk2XnM8zl58NC1Y5JcmCStta8l2TzJ7BHWBAAAAMBaGmWQdGWSPatq16p6SAaTaV+80jE3JXl6klTVPhkESbePsCYAAAAA1tLIgqTW2v1J/iLJpUmuzWB1tsVVdUZVHTE87OQkx1bVNUk+nuTo1owsBQAAAJiJRjnZdlprlyS5ZKVtrx/z+LtJnjTKGgAAAACYHKMc2gYAAADABmSkHUkAABs6S0EDABsTHUkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQJdZ010AADB9qsbf3trU1gEAwPpBRxIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQBdBEgAAAABdBEkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0GXWdBcAAAAAMApVE+9rberq2JDoSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgya7oLYONWNfG+1qauDgAAAGD1dCQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQxaptAFPMaoUAAMD6SkcSAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXazath6wwhMAAAAwE+hIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAus6a7AADgd6om3tfa1NUBsLHyexhg1XQkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQBdBEgAAAABdZk13Aeurqon3tTZ1dQCTw880AADA6ulIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoItV24A1MtHqZlY2Axg9K0wCANNNRxIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQBdBEgAAAABdBEkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQBdBEgAAAABdBEkAAAAAdJk13QUAAAAAsGaqxt/e2mjfV0cSAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXTaoVdsmmrE8Gf2s5QAArD3/jgOA9YOOJAAAAAC6CJIAAAAA6DLSIKmqnlVV36uq66vqryc45oVV9d2qWlxV54+yHgAAAADW3sjmSKqqTZO8N8kzkyxJcmVVXdxa++6YY/ZM8pokT2qt/ayqHjGqegAAAABYN6PsSDowyfWttRtaa79JckGSI1c65tgk722t/SxJWmv/OcJ6AAAAAFgHowySdkpy85jnS4bbxvrDJH9YVVdU1der6lkjrAcAAACAdTCyoW1JxlvEdeXFW2cl2TPJIUnmJLm8qh7TWvv5CieqOi7JcUmyyy67TH6lAMDIWd4dAGD9N8qOpCVJdh7zfE6SW8c55qLW2n2ttRuTfC+DYGkFrbUPtdYWtNYWbL/99iMrGAAAAICJjTJIujLJnlW1a1U9JMlRSS5e6ZjPJvmjJKmq2RkMdbthhDUBAAAAsJZGFiS11u5P8hdJLk1ybZILW2uLq+qMqjpieNilSZZW1XeTfCnJqa21paOqCQAAAIC1N8o5ktJauyTJJStte/2Yxy3Jq4dfAAAAAMxgoxzaBgAAAMAGRJAEAAAAQBdBEgAAAABdBEkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQZdZ0FwAAMNmqJt7X2tTVAQCwodGRBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQpWuy7ap6UpLTkzxq+JpK0lpru42uNAAAAABmkt5V285OclKSq5L8dnTlAPyOVZcAAABmlt4g6c7W2j+NtBIAAAAAZrTeIOlLVfX2JP87ya+XbWytfXMkVQEAAABvelTvAAAgAElEQVQw4/QGSQuHfy4Ys60ledrklgMAAADATNUVJLXW/mjUhQAAAAAws23Sc1BVbVNV76yqRcOv/1lV24y6OAAAAABmjq4gKcnfJ7k7yQuHX3clOWdURQEAAAAw8/TOkbR7a+35Y57/TVVdPYqCAAAAgKRq/O2tTW0dMFZvR9KvqurJy55U1ZOS/Go0JQEAAAAwE/V2JB2f5CPDeZEqyR1Jjh5VUQAAAADMPL2rtl2dZF5VbT18ftdIqwIAAABgxlllkFRVL2mtfayqXr3S9iRJa+2dI6wNAAAAgBlkdR1Jvzf8c6tx9pneCwAAAGAjssogqbX2weHDL7bWrhi7bzjhNgAAAAAbid5V297duQ0AAACADdTq5kg6KMkTk2y/0jxJWyfZdJSFAQAAADCzrG6OpIck2XJ43Nh5ku5K8oJRFQUAAADAzLO6OZL+Jcm/VNWHW2s/mqKaAAAAAJiBVteRtMwvq+rtSR6dZPNlG1trTxtJVQAAAADMOL2TbZ+X5D+S7Jrkb5L8MMmVI6oJAAAAgBmoN0jarrV2dpL7Wmv/0lp7RZInjLAuAAAAAGaY3qFt9w3/vK2qnp3k1iRzRlMSAAAAADNRb5D0pqraJsnJSd6dZOskJ42sKgAAAABmnK4gqbX2ueHDO5P80ejKAQAAAGCmWmWQVFXvTtIm2t9aO3HSKwIAAABgRlpdR9KiKakCAAAAgBlvlUFSa+0jU1UIAAAAADNb1xxJVfWljDPErbX2tEmvCAAAAIAZqXfVtlPGPN48yfOT3D/55QAAAAAwU/Wu2nbVSpuuqKp/GUE9AAAAAMxQvUPbth3zdJMkj0vyyJFUBAAAAMCM1Du07aoM5kiqDIa03ZjkmFEVBQAAAMDM0zu0bddRFwIAAADAzNY7tG3zJP8tyZMz6Ez6apL3t9buHWFtAAAAAMwgvUPbzk1yd5J3D5+/KMlHk/yXURQFAAAAwMzTGyTt1VqbN+b5l6rqmlEUBAAAAMDMtEnncf9eVU9Y9qSqFia5YjQlAQAAADAT9XYkLUzysqq6afh8lyTXVtW3k7TW2v4jqQ4AAACAGaM3SHrWSKsAAAAAYMbrCpJaaz+qqnlJnjLcdHlrzRxJAAAAABuRrjmSquovk5yX5BHDr49V1QmjLAwAAACAmaV3aNsxSRa21n6RJFV1ZpKvJXn3qAoDAAAAYGbpXbWtkvx2zPPfDrcBAAAAsJHo7Ug6J8m/VdVnhs+fk+Ts0ZQEAAAAwEzUO9n2O6vqy0menEEn0stba/8+ysIAAAAAmFlWGSRV1eZJXpVkjyTfTvK+1tr9U1EYAAAAADPL6uZI+kiSBRmESIclecfIKwIAAABgRlrd0LZ9W2v7JUlVnZ3kG6MvCQAAAICZaHUdSfcte2BIGwAAAMDGbXUdSfOq6q7h40qyxfB5JWmtta1HWh0AAAAAM8Yqg6TW2qZTVQgAAAAAM9vqhrYBAAAAQBJBEgAAAACdBEkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQBdBEgAAAABdBEkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF1mTXcBAAAAwBqomnhfa1NXBxslHUkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF0ESQAAAAB0sWobsH6aaKUKq1QAAACMjI4kAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAuli1DQDYuEy06mNi5UcAgNXQkQQAAABAF0ESAAAAAF0ESQAAAAB0ESQBAAAA0EWQBAAAAEAXQRIAAAAAXQRJAAAAAHQRJAEAAADQRZAEAAAAQBdBEgAAAABdBEkAAAAAdBEkAQAAANBFkAQAAABAF0ESAAAAAF1GGiRV1bOq6ntVdX1V/fUqjntBVbWqWjDKegAAAABYeyMLkqpq0yTvTXJYkn2TvKiq9h3nuK2SnJjk30ZVCwAAAADrbpQdSQcmub61dkNr7TdJLkhy5DjHvTHJ3ya5d4S1AAAAALCORhkk7ZTk5jHPlwy3LVdVByTZubX2uRHWAQAAAMAkmDXCc9c429rynVWbJPm7JEev9kRVxyU5Lkl22WWXSSoPAJgxarx/NiRpbfztAABMi1F2JC1JsvOY53OS3Drm+VZJHpPky1X1wyRPSHLxeBNut9Y+1Fpb0FpbsP3224+wZAAAAAAmMsog6coke1bVrlX1kCRHJbl42c7W2p2ttdmttbmttblJvp7kiNbaohHWBAAAAMBaGlmQ1Fq7P8lfJLk0ybVJLmytLa6qM6rqiFG9LwAAAACjMco5ktJauyTJJStte/0Exx4yyloAAAAAWDejHNoGAAAAwAZkpB1JM4rVYAAA1k8T/Tsu8W85AJhiOpIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADosvGs2gYAAACwoRvxaqc6kgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgy6zpLgDYQFRNvK+1qasDYGPl9zAAMAV0JAEAAADQRZAEAAAAQBdBEgAAAABdBEkAAAAAdBEkAQAAANDFqm2jYNUU2LD4mQYAAEiiIwkAAACAToIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6DJrugsAADpVTbyvtamrA2Bj5fcwgI4kAAAAAPoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgya7oLYB1VTbyvtamrAwAAANjg6UgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgi1XbAGYSKzECAAAzmI4kAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgya7oLgAlNtAy6JdABAABgWuhIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6zJruAgAAAACmXNXE+1qbujrWMzqSAAAAAOgiSAIAAACgiyAJAAAAgC6CJAAAAAC6CJIAAAAA6CJIAgAAAKCLIAkAAACALoIkAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAus6a7AABgBqqaeF9rU1cHAAAzio4kAAAAALoIkgAAAADoIkgCAAAAoIsgCQAAAIAugiQAAAAAugiSAAAAAOgiSAIAAOD/snfn8bbW4//HX+9TmlTnK0I0GZJvKEORCmWOCilJEaXBmK/pZ4jKFClT368hKUlRIUM00iCpdJoHfSVDEeErRSlx/f64PvfZ915n7XOWzv2519mr9/PxOI+z19p7r2vtve91r/u+7utzXWZmI3EiyczMzMzMzMzMRuJEkpmZmZmZmZmZjcSJJDMzMzMzMzMzG4kTSWZmZmZmZmZmNhInkszMzMzMzMzMbCRLj/sJmJmZmU0saebPRfT3PMzMzMw64ookMzMzMzMzMzMbSdVEkqTnSrpG0rWS3jHk82+WdJWkyyR9X9JaNZ+PmZmZmZmZmZndfdUSSZKWAv4H2BJYD9hR0noDX3YxsGFErA98DTiw1vMxMzMzMzMzM7PFU7Mi6YnAtRFxXUTcCXwVeEH7CyLijIi4rdw8D1i94vMxMzMzMzMzM7PFUDOR9GDg+tbtG8p9M9kNOKni8zEzMzMzMzMzs8VQc2rbsDElQ8eTSNoZ2BB42gyf3wPYA2DNNdfs6vmZmZmZmZktmTz1cfbx38zuIWpWJN0ArNG6vTrw28EvkvRM4N3ANhFxx7AHiohDI2LDiNhw1VVXrfJkzczMzMzMzMxs4Womkn4CrCPpIZKWAV4KfLv9BZIeB3yOTCLdVPG5mJmZmZmZmZnZYqqWSIqIu4DXA6cAVwPHRcSVkt4naZvyZR8FVgSOl3SJpG/P8HBmZmZmZmZmZjZmNXskERHfA743cN97Wx8/s2Z8MzMzMzMzMzPrTs2lbWZmZmZmZmZmNkGcSDIzMzMzMzMzs5E4kWRmZmZmZmZmZiNxIsnMzMzMzMzMzEbiRJKZmZmZmZmZmY3EiSQzMzMzMzMzMxuJE0lmZmZmZmZmZjaSpcf9BMzMzMzMzMyqkGb+XER/z2O2m+n36N/hPZIrkszMzMzMzMzMbCROJJmZmZmZmZmZ2UicSDIzMzMzMzMzs5E4kWRmZmZmZmZmZiNxIsnMzMzMzMzMzEbiRJKZmZmZmZmZmY3EiSQzMzMzMzMzMxuJE0lmZmZmZmZmZjYSJ5LMzMzMzMzMzGwkTiSZmZmZmZmZmdlInEgyMzMzMzMzM7OROJFkZmZmZmZmZmYjcSLJzMzMzMzMzMxG4kSSmZmZmZmZmZmNxIkkMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJE4kmZmZmZmZmZnZSJYe9xMwu8eRZv5cRH/Pw8zMzMzMzOzf5IokMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJE4kmZmZmZmZmZnZSJxIMjMzMzMzMzOzkTiRZGZmZmZmZmZmI3EiyczMzMzMzMzMRuJEkpmZmZmZmZmZjcSJJDMzMzMzMzMzG4kTSWZmZmZmZmZmNhInkszMzMzMzMzMbCROJJmZmZmZmZmZ2UicSDIzMzMzMzMzs5E4kWRmZmZmZmZmZiNxIsnMzMzMzMzMzEbiRJKZmZmZmZmZmY3EiSQzMzMzMzMzMxuJE0lmZmZmZmZmZjaSpcf9BMzMzMxsFpKG3x/R7/Po2kw/F8z+n81sJt7uzezf4IokMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJE4kmZmZmZmZmZnZSJxIMjMzMzMzMzOzkXhqm5mZmZmZmfXHU+JsYbx9LPFckWRmZmZmZmZmZiNxIsnMzMzMzMzMzEbiRJKZmZmZmZmZmY3EiSQzMzMzMzMzMxuJE0lmZmZmZmZmZjYST20zM7N+zDSBw9M3zMzMzMxmDVckmZmZmZmZmZnZSJxIMjMzMzMzMzOzkTiRZGZmZmZmZmZmI3EiyczMzMzMzMzMRuJEkpmZmZmZmZmZjcRT28wm2UxTssCTsszMzMzMzOzf5ookMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJE4kmZmZmZmZmZnZSJxIMjMzMzMzMzOzkTiRZGZmZmZmZmZmI1l63E/AzMxsVpNm/lxEf8/DzMzMzJZcE3TM6IokMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJE4kmZmZmZmZmZnZSJxIMjMzMzMzMzOzkXhqm5mZmZmZzV4TNAnJzGw2cEWSmZmZmZmZmZmNxIkkMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJE4kmZmZmZmZmZnZSDy1zczMzMxs0nmymZmZdcQVSWZmZmZmZmZmNhInkszMzMzMzMzMbCROJJmZmZmZmZmZ2UicSDIzMzMzMzMzs5E4kWRmZmZmZmZmZiPx1DYzs3sqT/AxMxsv74fNzGwWckWSmZmZmZmZmZmNxIkkMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJE4kmZmZmZmZmZnZSDy1zUbnySJmZmZmZmZm92iuSDIzMzMzMzMzs5E4kWRmZmZmZmZmZiNxIsnMzMzMzMzMzEbiRJKZmZmZmZmZmY3EiSQzMzMzMzMzMxuJE0lmZmZmZmZmZjaSpcf9BMyWCNLMn4vo73mYmZmZmZmZLcFckWRmZmZmZmZmZiNxIsnMzMzMzMzMzEbiRJKZmZmZmZmZmY3EiSQzMzMzMzMzMxuJE0lmZmZmZmZmZjYSJ5LMzMzMzMzMzGwkTiSZmZmZmZmZmdlInEgyMzMzMzMzM7OROJFkZmZmZmZmZmYjcSLJzMzMzMzMzMxG4kSSmZmZmZmZmZmNxIkkMzMzMzMzMzMbiRNJZmZmZmZmZmY2EieSzMzMzMzMzMxsJFUTSZKeK+kaSddKeseQzy8r6djy+fMlrV3z+ZiZmZmZmZmZ2d1XLZEkaSngf4AtgfWAHSWtN/BluwF/joiHAx8HPlLr+ZiZmZmZmZmZ2eKpWZH0RODaiLguIu4Evgq8YOBrXgAcWT7+GvAMSar4nMzMzMzMzMzM7G5auuJjPxi4vnX7BuBJM31NRNwl6S/AfYE/tr9I0h7AHuXmXyVd8+8+GcH9Bh+3PPi/+1B3P1aFeJMaa6Hx/De7x8daaDxvH0tkrIXGqxFLC/nZuo41oX+zid4+JvT36L+ZYy0pscpDej/sWEtEPMeqHM/bx6TFWmuUx6+ZSBr27OJufA0RcShw6GI9GenCiNhwcR7DsfqL1Xc8x5pdsfqO51izL55jza5YfcdzrNkXz7FmV6y+4znW7IrVdzzHmn3xHGvJj1VzadsNwBqt26sDv53payQtDcwF/q/iczIzMzMzMzMzs7upZiLpJ8A6kh4iaRngpcC3B77m28Au5ePtgB9ExAIVSWZmZmZmZmZmNn7VlraVnkevB04BlgIOj4grJb0PuDAivg18AThK0rVkJdJLaz0fFnNpnGP1HqvveI41u2L1Hc+xZl88x5pdsfqO51izL55jza5YfcdzrNkVq+94jjX74jnWEh5LLgAyMzMzMzMzM7NR1FzaZmZmZmZmZmZmE8SJJDMzMzMzMzMzG4kTSWYVSVpK0uk9xvpoH7GsW5LWkvTM8vHyklYa93Oyex5Jr5d0n3E/DxudpK0k+VjOzMzMelWt2faSQNLzgUcByzX3RcT7KsW6D7DOQKyzK8RZBzgAWG8g1kO7jlXi9fJzlVi9/WySPgQcGBE3l9v3Ad4SEft0GSci/inpNklzI+IvXT72DLGeIEk1px9KuhWY8fEjYuVKcQXsBDw0It4naU3ggRFxQYVYXwcOB06KiH91/fgDsXYH9gBWAR4GrA58FnhGpXjVX9OSdo6IL0t687DPR8THuoxXYm4KXBIRf5O0M/B44JMR8asKsbYHTo6IWyXtU2J9ICIuqhBr2O/wL8C8iLik43APBH4i6SJy+z+l8r6kz33+I4C3AWvROvaJiKd3GGOVhX0+Iv6vq1gtLwU+WfZZR0TE1RViTNPXsZWkbYGPAPcHVP5FjfcYSQ8DboiIOyRtDqwPfKk5RqgQbxvgqeXmWRHxnRpxSqxHs+Br7EsV4iwHbAU8BXgQcDtwBfDdiLiyQrxfMORYpNL+o/o+v89jq4XEqvYaK3FXBw4BNgP+BZwD7B0RN3QY4xAW/nt8Y1exBuIuBTyA6e8vv64QZ2NgX6bey5q/2SM6jrPtwj4fEd/oMl4r7rOZvm88rVKc3o7jSrz7AGswffuoEqvEW4Xp+/zf1ogzsYkkSZ8FVgC2AA4DtgM6P+EssV4N7E2eAF4CbAz8GOjsALXlCHIH8nHyZ3sVuRPpXM8/F/T4swFbRsS7mhsR8WdJzwM6TSQVfwcul3Qa8LdWzBpvZhcD35J0/ECsznb4EbESQJnA+DvgKPLvtBNQs5Lm0+SBx9OB9wG3Al8HNqoQ6zPk9vep8rv8YkT8tEIcgNcBTwTOB4iIn0m6f41APb6m713+H7Y91EpMfAbYQNIGwNvJqaBfAp5WIdZ7IuJ4SZsBzwEOKvGfVCHWhuVfc6L5fOAnwF6Sjo+IA7sKFBH7SHoP8Gxy+/9vSccBX4iIn3cVp6XPff7xZIL288A/K8WYR27fAtYE/lw+/g/g18BDug4YETtLWhnYEThCUpC/169ExK1dx+vz2Ao4ENi6j+QY+V6yoaSHk/uObwPHAM/rOpCkA8h9/tHlrjdK2iQi3lkh1r7A5mQi6XvAluTJe6eJJEn7AVsDZ5LvZTeRJzGPAD5ckkxviYjLOgy7Yevj5YDtyQsyNVTf5/d5bNXEGoMjyNfV9uX2zuW+Z3UY48Ly/6bkdn9sub09uY/unKQ3kO9lvyePUyHfC9avEO4I8hhnHvXeyyBfz5CJ/E2AH5TbW5Cv884TSWXb3wL4SrlrH0mbRcS+Xceix+M4Se8HXgn8nKlj4KDC+XS50PNx8jj/T2RS/2fAI7uOBUBETOQ/4LKB/1cETq0U63LyTeyScvuRwLGVYs1rYrbu++Fs/7nG8LNdBizbur08cGWlWLsM+1cp1hFD/h1eKdb5o9zXYbyLyv8Xt+67tFa88vhzgb2A64FzyRPde9X4PTY/F5ngv6zSz9P3a3rTUe7rePt4L7Bb+74KsZq/1QHAy9r3VYh1CrBi6/aKwMlln3VVpZgbAJ8AfkoeWF1MVnB2HafPff68Go87Q6zPAs9r3d4SOLhyzPsBbwJ+CZxEHji+oUKcPo+tftTj36zZf7yt+b1VfE1fBsxp3V6q8j5/TvNeSVZMfKdCnOcv4vP3Bzbs4e94TqXH7XOf3+uxVevvs2bzr2KcS0a5r6NYZ7SP14B7AWdUinUtcN+af6O+toUh8U4EVmvdXg34RqVYlw35m9XaN/b5mr4GWKanv9clwKqtn+9ZwGdrxZvYiiSypBbgNkkPIrNynV8NLP4eEX+XhKRlI+KnktatFav0Q/iZpNcDvyHfAKrE6vHngn5/ti8D35d0BJkV3hU4skagiDhS0jLklTmAayLiH5VivarG487gn5J2Ar5K/g53pO7VkX+U0uEAkLQqU1d+OifpvuTVspeTJ9JHk+XYu5BXeLtylqR3ActLehbwWqaqT7rW92v6ELJceFH3deFWSe8k/2ZPLdvKvSrEAfiNpM8BzwQ+ImlZ6vUcXBO4s3X7H8BaEXG7pDu6DCTpjeT2/Uey2uRtEfGPZr9MXgXtUp/7/O9Iei1wAjD/9xZ1lpttFBF7tWKcVK5Idk7S1uT718PICoYnRsRNklYAriZfb13q89jqQknHAt9k+t+sxpKKf0jakdz+myvxtfYfkFVqzbY3t2Kc2yPiX5LuKpVrNwGdL/2KiO8u4vM3ldidkdR+H5lDVijVqrTpc5/f27FVWWJ5MFm1cBO5XOpqculqDX8sS8+bipMdyX1IDQ8it4fmdbZiua+G68kl5334Qalq/AbT94tdVvu1rR0RN7Zu/56p85muiax4bX6XK1CvSrnP1/QV5D6/033gDO6KiD9ImlNanZwm6YO1gk1yIulESf8BfBS4iNwZH1Yp1g0l1jeB0yT9GaiyFpG84rgC8Ebg/WRZ3C6VYvX5c0GPP1tEHCjpcrIPjYD3R8QpNWKVfgtHkleKBawhaZeo00OrWX++KbnNd77+vOVlwCfLvwB+VO6r5VPkSeD9y05xO+osRUTSN8hqnaPIpRXNm+ixki6c+TvvlncAu5FXjvcklx/M6n2VpCeTpdCranqPn5XJq+817EBuf7tFxO+UPbRqNZ9/CfBc4KCIuFnSamQlQw3HAOdJ+la5vTXwFUn3Bq7qONZ9gW1joK9UORHdquNY0O/7WfO47b9TUOGkmjxZ2oe8YBFkcrPWydL2wMcH308i4jZJu1aI1+ex1crAbeRSy0ZQYUkFWW26F/DBiPiFpIeQf78aDgAulnQGeUzwVKDzZW3FheXv9XlyKcxfqbcUkbKEf/uY3n/yqxHxnArhDm59fBfwC3LfXEOf+/w+j63eTy5xPz0iHidpCzK5U8uuwH+TS2+CrPSusZ8C+DBTrzPIZe77dRmgdXxzHXCmpO8yPbnTeT9I8oJm+3/I3+VTh3xtF86UdAqZ/AuyL98ZC/+Wu+0g8m92KrlvfAbZyqKGPl/TzT7/CqZvH9tUiPWXcnx4DvAlSTdR86J7KXuaaCXLuFxUbnZcYj2NvLp0ckTcuaivny36/LnKVbOICv0dxkHSPLJs8ppy+xFk/4onVIh1GnnieVS5a2dgp4jocv352Eh6JFPJv+9Hpd4Zkp4eET9Y9Fd2EuveZKXQP8vtpchll7dVjlvtNV0ee3PyxOyzrU/dSi6r+FmX8cZF2cuq3cyw88aaJc6GZHJY5NKNrpOZlMqgyyLi0V0/9j2Nssnlvkwd2J8N7F+p+mls+jy26kNflcMl1mpkfz+RS1V+VytWK+bawMoVKxeQdHFEPG5R93UQZw6ZsDp2kV/cXczNgHUi4ohSEb1iRPyir/g1SLowIjaUdCnwuHLR4IKIeOK4n1sXJD2QqZ43nb/OlD3IZhJRacBT35SNt59Sbp4dESdUjLUmmdwU8ONax1UlVi+vaUlXAp8jLxjPT+pExFkVYq1EVg4LeAV5nH9URPyh61gwgYmk5gRQM3Sb77IkWmOY0KJ+Js+sHBG3zPTz1ToYLidLRzBVmvwXYNeI6Kw5nqRzImIzLTixouY0mMsiYv1F3ddRrEsi4rGLuq+jWKsCuwNrM31brHJ1STmp4somwVh2lutFxPmV4m3Cgj9bjUk35wHPjIi/lttNz5FNOowxjmlSSFprsLqlQozepwgOWQ6wJvDTiKiyHED9TYM5GnhnzQO3EucTEfEmSd9h+NSlGlfpepte1YeZ3sOo+F5W4r4OOHqg4mTHiPh0hVjLkdWagxPiOn+PGVY5TPYyrFE5/CLgB00CrlQMbR4R36wQa2iVQo2fq8SbB7yo2YdIWlbJqBEAACAASURBVAs4ISI6X84s6eyIqFWFMRhrX3Lp3LoR8Qjlss7jI2LTCrF6O7aSdDrwQrJi4n7k+9lGXR5/DMQ7kqySb+8/Dq543PhgFjxfqvGa3j4ijl/UfR3Gew4L7hc/VCNWnyStN+TuvwC/jY4TFj2/ps+KiKd1/bhLgklMJO0fEfsqe98Mii53VpoaPTp0QktEdN43oFw1+CwD3fo7TracGBFbDfx8rVDdj1YtcS8DXhcRPyy3NwM+XSPh0idJh5O/x6ZKaCdg6ajQz6gcFHyR6evPXxURnY+Sl3Qu8EMW3Ba/3nWsEu9i4PHNm0m5InlhpQPUo8ieI5cw9bNFVJi010fyb4bXcqPz1/Q4EgWaYdJNdDjVrBXrUnIZ1rTlABGxR4VY7Wkw/2QqUVAjEf0DskriAqZPfez07yXpCRExr1SuLaDSVbp9GTK9KiK2qxDrEcBbWfBEsNbE097MsL/qvOKkPO7xZMP3l5HLG3YCro6IvSvE6rNyuM/fYbvf3nLktLh5tbZFSc8FDgWa1/BTgT0j4uQKsd5DXnk/lun7qxoXcS8BHkc2ZX9cua/WBcHejq2aimim3jPnkoniKktx+6pYK4/7EXLJ+5W0JqlVOv64aPBYdNh9HcX6NHme+VTy4vuLgfMqJuO2BT5C9i8UdS+8X0ROuvtpifMIcgn/vYHdI6KzJXU9v6Y/Ri5p+zbTl7Zd1GGMsyLiacqWFcMKJapMtJy4HklRRgTWOEkfEushAMpxuN+OiO+V21uSzbtquCsiPlPpsQGIiK3K/7UaaM7k1iaJVOKfU666dmZMlRmvIUe8v5F8QZ9NjrKvoc/15ytExP+r9NjDqH1FIrIEu9Y+bEOy2qmPTPvfJD2+eUOR9ASmGtp2Ygyv5SZpelCPMZ8TEe2xrZ+RdD45Qrxr/4iIPymbGc6JiDPKQWsNe5NXzGr12Gnbv4cY8y981EgYLcR25DS6iyPiVZIeQL3ePseTF3wOo+4AgvnU0zJLoGng2ST0lwKWqRTr4RGxvaQXRA6tOIacYljDvZokEkBE/K+kWs22hzV0rfJeFhFbt29LWoM6+8Qm3snKJtjN0pT/iog/VgrXHNu8rv0UqNP37M6ICEnNdn/vCjEavR1bRcTfWjerDJwZMEfSfSLizzD/mLzWcdwLyffOTodStJXzvecBD5b0qdanVib7dtWwWUSsL+nSiHiPpAOBKhdwiwPJXqFVWkkMuJrsc3kxgKTHkq/vg8jm810mHPt8TTfPe+PWfUFekOzKFuX/+3X4mIs0cYkkTW/suoCo0/istwkt9Dt5pslEb0Zu8D+MOqXXTcb+AmUH/aah2w7AmR2Hm8dCKjOoM83kDuBj5V9V5eShyrKQIU6U9LwmgdqD65RTpZpE6mvJBoc1XAE8ELhxUV/YgTcBx0tqml6vRm77VZRS8nWYftLZaan3mBIFfU4RvFm5BPFs4GhlM8NaB429TYPp6++lHHSwsOWINapQe5leVVS/4NNQ/1OXTgGOKxfQguyD1nm1SdH0KLpZuSzxd2SVVw0XSvoC0yuHO6v0HhLrY8D/kL/DN1SMNegGoFofNEnfLxXQJw65r1M9XyA5rhyf/oek3ckk1ucrxert2ErDl4b/BbgQeEtEdH2MdTBwrqSvldvbA7UmSl1HTl6slkgih5VcSB53t1/DtwL/VSlmc6Hx78oeUH+i3n4R4Pc9JZEgL+Be3NyIiEskbRgR10jqenrbsNd0lYtLEbHFor9qsWM0VXcHkgMOflI7Jkzm0ram8dm6ZIn+t8vtrckGYa+uEPMUsgy1PaHlqVFhSkVZojKo86UpJdangYcztUxqB+DnEfG6mb/rbsVZWKlizNblAH2eLEk6ZBGxaizJupUsN72DPOCv3Zvj/uTktqeTP+v3gTdFjhXuOtYZwGPJJT61JyxQrnyvS/4OfxqVmrxKejVZ4bI6uWxvY7KZYa1lDuuQvRcG+9LU2F+tTU65aSYW/ojcPn5ZIda9yYO5OVReDlBObtcFqk+DUfYhOwT4T7LKZCngb12/ppV9U2CqkqB98n5bVGhQWt7P3kVOnHkLOb3qkhrVy5L2I5M61S/49LnMssSbQ06XbIYenAocFmVYQMexXk1eaV+fXMKxIvCeiPhchVjLktvjZrQqh2tUM5T9x3vIyvXmd/iBgeqQrmK1jw3mkO9rv4yInTuOsxw5gfEMcglpc9K3MnBSRPxnl/FKzBWANwNrRsQe5f1m3Yg4cRHfenfjPYucICjglIg4rVKc3o6tJO1PJkOOKXFeSl5EuwZ4TURsXiHmeuQ+qxma0vX00SbO18kq1O8zfT9c43h46YiodTFpMNZ+wCeAZ5Hv1/8EjoyId1WK90lym/gm03+PnU/PVE5M/hV5QRDyvPMh5f9zI2LDjuP18pousZ7Pgn2tahzr7Eb+vtYm3z+PjYhLuo4zP96kJZIaytGBL47pjXmPj4jnVog1kRNalF3mH90qYZ8DXB6VGsr2rXa1VZ8nS5Ka0dabkiftzSST7cl+CLWujEwk9du7pTkYXisidq95MFySmxuR6+kfq5yCt39EVKmAknQOuW/8OJnMfxX5vrOwSSdLtLKU55SIqLV8eTDe0N9VRHS+DE3SheSJxPHk8s5XkBNNah2g/igGGlsOu6+DOAJWj4jry+21qTi9qucLPhM9dckWT+vYALJq8pcR8aMKcfYmq2sfRCYmGrcAn4+I/64Q81iyCuQVEfFoScuTF0Y6Hy4yqSSdH9OXhCPpvIjYuCyd2qCjOL0P8RnY9tuxOl/Cp6k+lIOxalW9NnGXB5aveb6pHnoOt2Ldm9yPNAn9c8ik2e3A3C5/TkkfGVxCOuy+jmJ9lky0b0FWPW0HXBARu3UdqxVz1RJnB+CBEfHIGnEmbmlby5pAe6T1nVQq/SsbdufNH9vU4zS6lmvI32MzdWkNoObY2PcOu7/i1el2tdVekp7VZbVVlGlVkjYdODF6h6Qfkc1Du4p1ZIn1SmCLpqKl7LxO7SrOoD6WSbVi9TbJpOclWUeQB8NPLrdvIE/ka1xV/XtE/F0SkpaNiJ9KWrdCnMbyEfF9SSqvh/0k/ZBMLnWqr+0jIv4p6TZJc6OHsedNwqhcDIko0/0qxrtW0lKlwuQIZePXWu4tabOIOAdAOSmx8z4FERGSvgk8odz+ZdcxBuL1ueSml2WWko6LiJfMVGnbZYVtK+Z9gf2YqjL8IfD+SpV/1asnNYYhBDVOmmeI80ngk5LeEBGH9BETeFhE7CBpx/Icbq+w/AWYf+Gxl4bDJV5fx1b/kvQSoFlq1h4+0GWlwTHAVky1l2g00yZrtJXoZdsv2pUyy5EXcas0Ny4V82eT+8Nzaxct1KjaXUisvzHzUseuf85nAYNJoy2H3NeFTSL7Wl0WEftLOhiocd7etgZ5PPxg4NpaQSY5kXQU2XPnhHL7hVRqJFdOYN7OgiVrXS4XeRrwA/Kq/qCgww2ydZAzF7ha0gXl9pPI5s21tMu6lyPfdGqty30a06utjgQurxSrl5Ol4kHASkztcFcs93VupmVSdNs8ru1b5Bvn6VRuYNvXEp+it4Nh4AblqOlvAqcppzv8dhHfszj+XioZfybp9cBvyAPxGnrbPsgpN5dLOo3p04JqlMw/mnw/W6Xc/iN5Bf7KrmMBt0laBrhE2cDzRurtqyBHux8uaW65fTP1hgOcJ2mj6KtvQP7dBpMSX6oQ6gXk1dr/YmqZZY2m6c3Fsq0qPPZMvkqeML243N6JrLatUQ14BFPVk1tQqic7jtH7EIIZEn9ND5wPVEjKHS5pH/pZbnZnqchojuMeRr1+OL01HO752Gonckn4p8nf43nAzuX3+vqugsQYhvj0kRxuPebg6+gTpSJ76AXyxbQnWbGzE/Ap5VLIsyPibRViNctWd2PBc9waFUkPAd7Pgn+z9TqM8Rqyx+pDldPCGyuRLRFqaPpa3SbpQWRfqyqvBUkfJBPC15Pvl0+qmWyc2ERSRHxQ0knAU8id46ui1cCrY0eTf6ytyMaTuwB/6DJA9DiNjn4nLc0XEQe3b0s6iKkeV13rs9qqz5OlDwMXa6rv1NPIK7o17M3UMqktmmVSlWJBv1Pi/pshS3wqxertYDgiXlQ+3K9sI3Op1ygXskR5BXJi4fvJA+Gh5eYd6HP7+G7514dDgTdHGXsraXOyyesmFWK9nEyavp5MTKzB1El85yKbsm+gbH6tyhVeWwB7SvoVmfxrKgpqVNLsS/aJWQ/4HnmV8xygRiLpvWW7/xflYplygmCnr4WIuLH8/6tFfW2HVomI9uCSD0h6YaVY1asny/YOcHUM9ParWBl6EplYP6bcfmn5/xbgiwy/OLk4DierTpr9U80K2/3I9681JB1NVq69skIc6LfhcG/HVpHNtGfaBs6pEbOtbPdvjYjdKzx8H8lhADQ1NAiyF9mGZGKic5ETJW8mX8O3AM+h22lmg44CflrivI9MYNV6LRxJVv59BHgR+TfrumfoMeR+8QDgHa37b62YcDmxXMT9KHARebxfa2rsjWSf5t9XevxpJrZHEoCkDci+RU0PnEsrxZkXEU8oJWvrl/vOioihfVYWM9ay5IH92kxfvtH58q9WzJUHYvXS+6mU9l4QEZ2dwA9UW21ENlOeX20VFfue9HSyhHKKQ7Pm/fyI+F2lOD+JiI0kXUJmvO+QdElU6k8g6QPk36iPSSZN35H2a/rciOj85F3Z7G8f8qTzVMrBcESc2XWsEu8+ZIKg/Zq+qEasPvW5ffRJQ/pUDLtvNurz/UxTPeumqZEYKVUgGwAXR8QGkh5ANqTu+qQdSRdFxOMH7pu/36oQr7dqzXIx6ULguHLXdsCjokKPNeVy86eQS3x+QFZPfjgiOk/wSLqGbBp+XLn9FnLkdWdX3VuxZuxDJunyiHhMx/Ga986LI+Jx5b5q+6uy/HFjMkFwXkT8sVKcPhsO93Zspex/M2yZZacXOyWtT16kfhD5OzyErIJ6EnBwRHy8y3glZnNuNn87l/TDiHhKhVjtoUF3Ab8EDoqIayrEuoa8IH0cWYV9UVRs9N28lpv3FeVwmFM6XnXTxOrtb9aKeX+mVz/9ulasEm9ZYLma54KlcOFhTP+5qqwomtiKJGXjv93JjuUCvizp0Eprt5ts6Y3Kruy/JUtSa/gWWZY8j7ojLZG0B1lFcDt5tbPaWuYSr12CvRSwKh32ESrGUm2lVrf+ZtVSxeTfHWRGejngEZIeUWltfd/LpPYG3iWpjylxvS3xiYjTJF3E1MHw3hUPht9PXrG9jnxNQ77mOj0g0Aw9QBpRZ/pdb9uH+m2seZ2k9zC1LGZnYFgz58U2hmUw1d/PNNXc9dYajz+D2yObXt9VLiDcRMfvm2Mqz4fh1ZoPrxRrT3IQwZfL7TnA3yS9me5f24PVk1uQP1sNmwOHStoeeAB5db9Wc/QVJT0pIs4HkPREcsk7VOilRQ8VtuXE713kdnc5cEBE3NJljCFWBm4jJzw1Om0r0dLnsVW7Umw5sgqkRqzPA58hl+g9l6zKOAbYKSL+XiEe9Li0PnoY795yKLm0bTsyoX+WpLMrVos257g3K5ds/45KPYeBO5QnSdcpl3j+htxHdk7S1sDHyOTmTcBa5L64ykApZVuTtSm5F0lVlrtL2pWcTPtgcv+4EblkdfOuY8EEVySVA6snRxmnquwE/+NKZexbkVnhNcgs+8rkJKTOl2VJuiIiHt31484Q62fk77DKSe2QeO0rxneRpcS9jNOsST1261fP491bcZ9GWSYVEXcu6uuXdGVbvAm4F7nEZy45CrrzhnXlTXMn4KER8T5Ja5ITFi6oEOsa4DG1/0aamnon8gDy1e3PR7/NzDtXroI35jfWjIjO+yGUCrL9mT6WfL+I+HOFWAey4DIYkcmezbquqOnj/ayV9Bu2pCFqJP+UwxzeRf7+3gL8FbgkOlyaXq443od+y/N7rdYcN0kHRcRbKz3264B3kgn9HaPCJLUSZyNyudmK5GvgFnJ/fCXw/KYqqsN41StsJZ1MJp/PJltKrBQRr+zq8ZckfR9blcTL6V0fMw5WVEm6Hlg7cqhDFWXbvxr4DzI5PBc4MCLOqxBrLtOnd58FvK9y1ckKZOuMt5JTSZeqFOfVZFHG+uRywRXJJdWfrRBrEzL5cV/yvW0umSj+YYVYl5IXUU8vFVdbkPviPSrEOoqsELqEqR6eEXX6al5OXpj4ceR05kcB+0TEjl3HgslOJF0ObNRkupXNwn7SdRlv3yQdChwSEbUaQ7djnQxsGxG3VY6zEXC/iDhp4P6tgd/GVF+BLmPeytSV92XIhEGt8vymHLT5f0XgGxHx7EV+878fq/p4d80wvrVR+SSmtylxfZH0GfJk4ukR8Z/lZzw1IjaqEOvrwGtioD9HTWotcegh1ti2D0nnRMRmfcSqRf0vg+nt/WxcJK0NrBwRnfbgG9d+WNLZZLPrw8gr0zeSiYJaS5fG+Zr+dUSsWeFxTyN/b28kL/ocTjbLrZK0KjHnksf8N9eK0YpVdbnZkKTEAss7O4z19og4UNIhDK9C7exEcJzHVq3nsC7w3YjotMpQ0k+BHZlK6B8NvKy5HbN8eX05trqCqaFOLwc2iIihk7YXM9ZHyAtL9yUrTX5Itm/5365jjYty+VfUTJ62LopcCjyuVBFfEBGdV4dKuhpYL3pIumj60tgnRsSdNY/DJ3ZpG5k1PV85tU3kZJMv1AikHsZOt5YcLA28StJ1ZLlwtYah5NWycyWdz/Q14V1nUD/K8AaJV5MlnJ1X00TEtCZ4ygaetUrLe+vWTz/j3ZvxrUOv8FNv6WNvk0xKleH7yVLXpam7jO5JEfF4SReTQf6sXFZXwwFkM/YrmP6arrHUbP7DV3zs+XrePqo31tR4lgf2vQxmM+CVpWqo9vtZdQPbxQKf6/hkqT1Ge3BfXG0/TI8N2ft8Tc/0FCo97v9ExDfLxzeXq/DvrBSr76X1zQSr70raL+pMa1NJMDZ/n6XatztOuDRNhS/s8DFn0vux1cBFVcjkcI2hFTeSy4jacZrbnS6vH9N758Mior0f3L+cyNdwCfCpiPhNpccHQLmEeEYR8bGFff5uxtyAvEixern9a2D3ri/EFDeXC/tnA0dLuok6xzmQScYHkq+D2m5ULo39DnCKpP8DqjXenthEUkR8TNKZ5IEq1J3a1sfY6T5H7jY+RzadvJypfio13Dcifjl4Z0RcO7CEpJqI+Kakdyz6K++WPrv1V19bHz2Obx3Q55S4TwDbApf3cAXhH5KWYqqnxKrUe701EzGqvqYHrqwuNXDQX+vKap/bR3vCZNNY8yUdx2j6uQ1dHljJq8kJk9OWwSiXhh9QId6WFR5znA5eyOc6PVka1344pvpw3E7dKZ3Qw2t6IVUgolIiqRxvrAWsExGnkxXRn6gRSzMsra8Ra4htqDM1di6ZdGn/fZokbacJl4j4Tvm/mYi4ct6MznuujeM1PXhRtWKcPnsIjaMX6u2SNouIcwAkbcrUReROSFonIn5GLku97+D5UYVkSy/bxoAjgbdFxGkAkp5JTjutMcTnBeTf6L/I9hJzqfeedj/gKkkXUPkibusx3yPpGeTPVW3K8MQmklrEVKPoWvoYO31/FrL8i6kx9l26KyIWmpHuyPIL+VyVBseS2uWmTUVBlYRBTI0v/rqkE6nYrT96HO8+w9X3vwC/ijq9rfqotmpcD1zRRxkq8CngBOD+kj5IHujvUynWHyPiU5Ueu23wymq7EqNWtURv20cfB8XR6iMl6a/RQ1+piPgJ8JgZlsF01ktF42mAXV3PJ0tj0XO15rgrbKssq5C0O7AHsArZN2N14LPAMyqE26S1tH5/SQdTp0H0MLUScWvXeNyFkbQhudJhpbypm4Fdo0LrhRJvG6b67ZxZqbILSd+PiGcs6r5KsQ+NCv1omvdKSXtHxCcHYu5N9i/q2l7Al5r3TuD/GL7SYnG8g+yJ9D9DPhdMbS+diIjaFwqGua1JIpXncLqkWu1V3lvO3f9FWZJYlg3WOJ/fr8JjTlOS3IN+Uv5flkoDTSY2kSTpvWQD1GZq2xGSjo+ID1QId6Kk50XdsdO9L/8CzlBObvsO0zOoXVcTnF5OoPdpn7hL2p+siKqh3TS2qSh4QY1AkhaY/KJ63fo/CRwbEef2cOL5aeDxwGXka+wxwKXklZK9IuLUjuP1Ocnk7cD3JJ3F9G2/81LeiDha0jzyJELACyPi6kV82901T9IBwLeZ/nN12p9gTNUS1bePcZR6Nw9d6XGnUfYleDFlmXbFZTBjWR7bF2UT1DcDa0bEHpLWAdatdTLYsz6rNSe1wvZ15FL688tz+JlyElkNzUSsPpbWD3pCT3H6cDjw2ihNfyVtRiaWagzw+TBZiXd0uWtvSZtGRGfLH5V9Y1cA7jdQMbwyOcWqDxtWfvxdgE8O3PfKIfcttoi4FNigOZmPClMEowzoiYindP3Yw6jf/mDrlQ/PK+cxXykxdwC+31WcAc9iwaTRlkPu68LzBgtOStKqy/O0K1n4cVXn/f5gghNJZFO3x8VUs+0Pk1fFaySS+hg7PY7lXy8r/7ffvGoc5L+FLLm+trWmeANyTXqV5RzR4fScEbSbJi9HJgwuIss1u3YRsI+kR5BVLsdGRK21/b8EdouIK2H+G8HbyKvV3yAntnSmz2or4IPkpKXlyGbsVSgnpFwWObnqp7XitDTN9jZu3dfpkptx6Wn7aEq91yVf181kzq3JdfadGdPywG+RVYXzqHT1Csa6PLYvR5C/w2aS2Q3A8UwftT1b9Vat2fM+v093RDZABUDS0tRLFn9nyNL6z3cdZKaTzVYyuvPpRD27NVqToyLiHGV/oRqeBzw2Iv4FIOlI4GK67aO1J/AmMmnUXiZ4C8MrXmqoMvRD0o7k+ctDJLWnZ69EJlK7jLU1eQzXrAp5E/BiSb8C9o6IX3QZrxX3keRkxPYQgmNm/o67pc/+YIM9jNs9awN4T1eBJL0GeC3wUOWEd8jtf0WgyvRMekhaRcQaXT3Wv2OSp7adRI7xu7nc/g/gyxExjl5Di03StTHDFIWFfW42kfRQsiEkwJURcV3lWJ8kT6iDbOD5XzVjtmLPBY6qsTa2FWMVsrLgpeRV8XUqxJg2OaV937DPLWasdsKlOpVpDj3FOhp4Z0T8uo94k2YhPU6AOgkXSacCL276ZEhaCTg+Ip7bYYxxjK2/oq/X2CTT1DSY+ZNSJF0alSab9Uk5ZfX95JXUKtWai3hN3xERf+sq1jhIOhC4GXgF8AbypOaqiHh3x3HmABtHxLnl9rJUWlovaZeFfT5Kj6HZStLHyQqedqXEn8lVD51W9ZaT282b967yejgzOh5CoOzN+K5W+4XelPfMiIi/VnjstciquwPI5WCNW8njyM5aL5S/1cYRcVtZ9vsxSiEDsH1EPKerWK2Y+wDPBh4JnAI8BzgnKkyIm0TlHOw+DNk+uj5ebCetgJ+3PrUScG5E7NRlvBJzY3I7v60kVR9HNme/oetYMIEVSa2rIncAVyrHrAaZDTynYtzaI2p7X/41bEkWUGVJVnnc64DqiZziGPKqS3PF86XkAcKTeoh9G7mt1PRw8k1mbeCqSjGuUY6u/2q5vQPwv+Vg9R9dBoocy3mppDV7SricLunZFZbnDbMaua+6AJh/glQj0SjpAcCHgAdFxJaliuzJEVFlomVPhi2Tam7XWia1JtP7p9xJvtY6M6aqnXMlPSYiLh9D7Elyp6TlmWqg/zAqVnj1rI9qzZmWPgZwr1Ll8o6IOHrwG2eJptfJ5WRlyPeoMICjvG8eDDy53L6Detvh34ATm1UAE6i5MLbvwP2b0H1VbzNd9QzyNfBUKkz1i4h/SnoemRjuhaTHkNX4q5TbfwR2iYgruopRqoN+BTy5HPM0qwKu7jKJNBUumh4+2wJfiOybNU/SazuO1diB3B4vioiXS1qNHI5UhXIAzP9jwQqoGhNxVwTexVS/p7OAAzpOOP4D+E1E7FhirktWAf6K7vvHHQOcRA9Jq5ZDyWWW65O/yy+Sy2SfViPYxFUkjeOqiGYYUdvli0w5NecwstxvgeVflbL6h7Ruzl+SFRHbdR2rb5LOj4gnDdx3XkRsPNP3LEas9ijSOeTO+LiI6HxKXFlzuy2Z+T4O+EZMb5jbZazlyUz7ZuTBzjlk36S/kw3oO90mJf2APCDoI+FyK9noveZy1SbW0J17VOhxVSo1jwDeHREblCUVF0fEY7qO1SflmeUafVV1SXo3OaXtBPK1/SLyNf2hPuLXIukqMgn9C3Lbb7b7zvuATDJJzyIb5q9HLvHdFHhlRJw5zufVhT6rNRfyHFYFzoqI9Rb5xfdw5WLjZeSxQLUDfkknkNv5yeRFuVMjotYU44lXkgMbkfvg8yPid5Xi9LJ9tOKdSx5/nFFubw58KCI2Weg33r1Y25MT3M4kf49PISeCfa3DGJeRycTbyPfNFzftJCRdVWMfJemCiHiisrfm5mRi//Ja1cSlAvtY4K1kU/FdgD9EhSFTko4l22Y05+ovBx4WEZ1NxZV0NtmW42eSHk6eUxxNvl//pMa5WYm7GTmp8whJ9wNWqrH0UdJFEfF4Se8BboyIw5r7uo4FE5hIGgdJlzM1ovaxZe3q/hGxQ4VYvS3/GhK7+pKsvih7Zt1MVtM0ZcrLUtaGd5kpHkgU3EVONatSYihpL+BrEfHHGo8/Tn0lXPpOSvRJ0k8iYqOBJTedLkMcF0nzIqK35q6SnkAmUQHOjoiL+4pdS1kSsICY6v9gi1D2H6uTJxYbkycw503KPrm8d/6gp2rNhT2PraOMZp8tNNWPY6gaCdvWRZG7yIs8NS+KrEwm1V9KXuj8FvCVjqvzx0LZi3Rfcp8f5IWz90VEZz13lA3X30Um8y8nKzE6b9o8ELPZPv5JjkKvOYVx6BLfWst+JV0KPCsiuOMdbAAAIABJREFUbiq3VwVO7zKWpF3Jv9ktwE1RlrdLehxwUFSYfifpc2SF0E7AG0vsqyNi6CqSDuLNi4gnKCc/rl/uOysiOq9wGXY82vUxqqTLm4unkt4PrBIRr5O0DDCvxoVVSfuSzeXXjYhHKAcfHB8Rm1aI9UOyf+fuZBXS74FLa10wnrilbQ1N3ohaoPflX4P6WJLVlybJt+fA/bvS/XKYX5NZ4abx+/KS1o4hzdPvLklNpvkCYE1J07rzR8dTuUrMTcmRls1rrInV6VIiSRtHxHk1KnSGiYgoV1erJiUk7Ua+gX203L6BnJgi4O0R8ZkKYf9WDoibJTcbk82VJ8F5kjaKHGHfh0uAGynbfo/LLmvylaXFVPYf3yxJze+O+/lU8Drg7ao7XGSRZlsSqfgX+Ro7hpyGe3vtgBGx0qK/qrNYt5CVBEeW95ntgEMkrRJjagTboa+SAxVeXG7vRFZpPLPDGF8il3UeAmwFfIruR8hP0+f2UVxXKiWOKrd3Jit5apjTJJGKP5GrAjoTEYdLOgW4Pzm1uPE7oNOhPs0xRkQ05y3/U2KvXOMYv6VpVXGjpOeTkzNXrxTrjvZxnKQN6X45bvs45+nkIAIiByD8q+NYjReRvYouKrF+q+wTVsMO5Otqz4i4sZwP1pooPLmJJCZsRO04zLQka3zPqDvRb/+R45ma3gN55ed4pk9zW1wHL+RztaZyfQH4L/LAp2YJ+6eBxwNI+nFEPLlirEYfSYm9gHZz5j9ExOrKsbynAjUSSW8mr1Q8TNKPgFWB7SvEGYctgL0k/ZJc+lhtWZakN5BXp39PbvtNP6bZvgTsu0z1plmObFh6DVNVsDaavpOavRnDiefEaFWs70gmk64q/58a3fdumU/1e3gOi7cteUKzCqUh9Sy3SkxvSv0BSS/sOMYDY6rh+imSaiYH5pO0DVM9ac6MiJrTJXcF9meqF83Z1EuWnVwSLV8pt3cg+9V0KiJ+A/xm4L4bu45DnmNOW54UEddWiDPoA2VFylvIJOfK5LF/Da8DvpyFvYg8vtq54xiXSTqI/Js9nDJhupzH13JnucjUXMS9d61AJUl1OLChpOcCF0bEEbXiTezSNmWTumdEGZ/ZY9ynUUbURsSdi/r6JVmfS7L6JmkF8qR6zYjYQ9I6ZMlh52+gM5RqzvoJPhrSZ6pSnPYyrPkfV455FTni/ZdUSkoMLsWS9K4oPXaaJWhdxWrFWJZ8Y16X/JmuIa/azfpGwH0uy5J0LfCkLpc1LIlKpeOerSugNoKy/3gE2byzalJzHPpOTEwqSTuQy+k/0lSmVohRvYdnibMS8EIySfZ48oLFV4EzeriYW1058byQqYup2wGPiojB5tuLE+NSsudN02T+jPbtLlsutGJ+mLyo2TSu35Fc3lOrT8z2EXH8ou7rMN62TPXxPDsiTqgRpw99Hf+Og6QXRMS3WrfvT+Yofl8h1vLkPnE14PCIuLTcvwnZj+mohX3/3Yz5VvI981lk4+1dgWMi4pCFfuPdi/Vi4OPAD8ntfhNyKnmVbX+SE0l9jKjdCLhfRJw0cP82ZEf4eV3Fsm4pG7rNA14REY8uO5Yfd7kOtxXrNOCQiPh2uf0C4I011k6Xx380C05X6HzSXjkAWYq8stR+jXV6Fa11cDWHnFC4OVMHWrUOrqonJSRdGxEPH3L/HODarpcIlsdeoOHesPtmK01vZrgqsGLUaWZ4Btl7oVoVwZJikraPvvSZ1OxbX4mJSSXpwWQPoReR4+OPA06ICgNTSrxeengqp2+dQiaPTo6ITie3jpum9xISeTzSDP3oZGlnqab9FywwrbCJUeOY4DLgsc1Fd0lLkQM4qiS9+zwGkfQQBtpKAA+IDttK9EnSTUxNSV5ARLyxUtxVyX47azO9jcWuHcYY63GGpMdXXh6IcgjHs8nX9ykRcVqlOJcCz26ScMrJhafWKl6Y5KVtfYyo/SjDSzKvIsfvzcoDq/KGOSzDOJZeCJU8LCJ2kLQjQETcrlJLWcFewNGS/rvcvgGo1RRvXzLRsh45UnhLsilk54kkoKlGak/wqbGMbi6Z9Gv+Pu2dfZXx7hHxq2FJiY7DnCrpAxGxz8D976OU2nZF0gOBBwPLK5tANr/LlYEVuow1Lmo1MyQn090L+DI5Sahr1wFnSvoulS5UjIOkN7duziErC/4wpqcz60hapXx461ifSF17M5WY2KJJTIz5Oc0Kks4CViKTR68Emosgyyj7CNUYB91XD881Y2oMOpLuBTyavKh608zfNjv0saQzItauHWMG/8HUtji3RgBJW5Ij1h8s6VOtT61MrniooY+2En26nTwW7tu3yOqW06nbxmKcDmNg2WDXSuKoSvJowJyBSq4/0HFvsLZJTiStEhHPrhzjvsMy2xFxrbLR4Kx0D+mBcGe5OtGsV30Y3Td0AyAifg5sLGlFsgqw5knGduS0lIsj4lUlE31YjUARsUWNxx0SZ+0+4rT1lJR4G3BYWSbVNGncgCyff3WHcQCeQ564rM70pnu3khNHJkGfzQx/Xf4tQ70LFePQ/n3dRfZMmoT+Jn2Zx1SPqUFVkt5j0NtwkQm0Frkd7Ans0bq/6bFWY/voq4fnxyQdEhFXln4qPyZPOleR9NaI+Moivn+JJOmRZRsfepJZu4qhBwcAF5cqW5G9kt5ZIc5vyWObbZieDLmVev12lm63GIlspjyb36//FBFHjiHuChHx/yrHeKSG9wRrChhqVytVKSSQdE5EbDakQKNmYcapkr5H9t+DrIA9pUIcYLITSadLenbUHVG7/EI+V62RVp8kbQA8pdw8OyIWOr52FtkXOBlYQ9LRZILglV0GkPSJiHhT+XjviPhk63NfjIhO4xW3R8S/JN2lHMV7Ex0fnI7p5+pb9aRERPwN2FHSQ5lqZnxVSTx2qhx8HCnpxRExqYmBPpsZ7l9irJQ36yxL6Vvzc9ndE/0OcRiXiRwu0odxXBSJiBeVD/cryYK55LFP154SEXuVj18F/G9EvLBUw57EVMPj2eYt5LKeYQNNag0y6U1EfEXSmWSVjoD/FxG/qxDnUklXkEtu+kqG/EHSNgNtJf7YU+waxtV390RJz4uI71WM8QvGO/ilyrFPRGxW/u+zQOOtwEvI81qRkzS/VivYJPdIatYzVxtRK+mz5DjJfaL1i5S0P7BaROwx4zfPApL2Jt9Am+kKLwIOrdEcbBxK1djG5LZxXkR0+gbTXvM7uP634prwT5MVJi8lD4D+ClwSEZ2NIR3Hz9U3SRdExBObn6ckJX5cq29An5TjWx/F9B5a7xvfM+qG+m1m+GhyfHGzlOmPZL+1K7uO1QdNn9C5gIjYpsenY7OEJmi4yKSStDFwZVMJXZLf60XE+R3HaQ/F+C5wfER8cfBztmRQNjN+Fzm16nLggIi4pYe4JwPb9LG/KCsNjgYeRB7nX0++T/cx6WzWa1XRiPrn073tI2aqLmx0WWUo6UQyiX5Ce+nvJJnYRFIfysnlYcATyaaT0FqaMtuvUpcmfE8ulRNM0sn0oFKa/9aI2L3Dx5xx2lgfCRdJawMrd11FNu6fqw99JiX6VJLfKwBbkPuu7YALImK3sT6xjvTYzPBc4N0RcUa5vTnwoYjYZKHfuITS1IROAZ9nYGllRJzV+5OyJUqr/9MwdzTHCbZkkXQx8PjmYqdymMOFXb9Pl2qng8mR2mcAj4yI30laGrgiIh7ZZby+KKd+zSgivrGwzy+pSkJnHnA2sBWwUh/V5JI+x9RUv/n7jKjYX7CnthITR9Ja0dOACEmfiYjX9BTrjPLhcmQLi0vJY5/1gfObKqKOYr2AvLD/THJY0FeA79VMpJYq4cHkzl/I3MTbhrXkWRyTvLQNVR5RO8PSlCsj4rquYoyZmN5YrZlWMWtJWh84iLxC8U3gEODTZOPoYaXLi2NO2QbntD5ufn9LdRlIOSXo5oj4S7m9BTmK91eSftrxTqu3n2tcIuKgkpS4heyT9N5aSYmebRIR60u6LCL2l3QwUxWHs17018zw3k0SqcQ9s+ZSutraiSJJf3XiyIaYqf9TAPdSzqp4R0QcPfiNNlZqV8yXpe81jv33BD4FPBB4U2t51DPIXmuz1dYL+Vwwe98/HxgR7y4fnzJDf5oaflv+zWF6T77OSNoauKyVBHkz8GJJvwL2jgqTXCfUCVRuQN0YTCJJ+iBZ1XiJpIMi4q0dxtqixPgqsEdEXF5uP5pcFtaZiPgW8C1lT95tgF2Az5YeRl+pdF5xCPB7skeSyETWqsC1ZM/XTvvbTmxFkjyidrEpJ/jsQu5MIBMTX4yIT4zvWS0eSecDnyEbQT4XeDv5YntPlBGhHcb6JT2Nci0/14sie/k8lpyucACZYf9HRHTWvLnPn8u6Jen8iHiSpPOAbcmluVdExDpjfmqLrVw5/ghwf3LbrNbMUNIJZP+so8pdOwMbRsQLu47Vt0mpKrR+KSdbnhUR6437udgUSd8AziSPewBeC2wxCfsqu/uUI8I3Z+o47oz27agzQbAd/961qhjLaoqNI+I2SVuRA0Z2JPtebh8Rz6kRd9KMc0mqcqL2tmQxyKURsUuFGJdExGMXdV+FuOuTfYvWj4jOL75LOi8iNh52n6RLI2KDLuNNckWSR9Qupoj4WGnCtxn55vKqiLh4vM9qsS3brNsHrilLmN4REZ2PtIx+G2suHxFNw9OdgcMj4uBSxn7JQr7v39bzz9UrSbuREx8/Wm7fQI6nFfD2iPjMwr5/FjhR2Sj3o2QiJKg01W8MDgS2joire4i1K/l+8g1y2zibbDA7Kw0sW1pqoMqw+kmFzX4R8QdJtSf72L9vL7JSaB9yf/99pk+M64SkQ5i+nCLI3nFnRMQ5Xcfri6SdI+LL5cLqAmouyapsLlll2L4g2FQlVZswKenJwBeAFYE1lQN99oyI13YYJlr9aLYFvhAR84B5krqMM+keLOlTM30yIt7YVSBJu5O99q4vd50A7EAuf7yqqzgDrpZ0GDmROchzpyrHj8oJ2i8hq4NWA46n4jGjpG2bZbflImvzOv9X17EmOZHkEbV3k6SNgPtFxEml6dhF5f5tJM0pO+TZajlJj2PqRfVXYH2Vuvwum6z1rH0w8HTK+NZSxj6eZzQ77UVWqjX+EBGrS1oOOJWpq7qzUkS8v3z49dIEcLlmOeQE+H1PSSQi4s9AZwdRS4DBZUvt/eCkjK23yiLiO+N+DjZdRNxEnrzUduGQ+1YBPirp2Flcyd4sWe5z6lJ1Y7wg+AngOWSPpGaa21M7jqHSF+k2cmnlp1ufW274t9gQt5PHBn14Q0R8HkDSXHL7+C550fN8stq8a68CXkMWnkBeEOz0GL8kyHYkW2R8g7wg/aMuYwyxM3BISZIFcAHwckkrAG/qOtgkJ5I8ovbu+yjwyiH3XwUcyuwed3ojWeba+F3r9mwe5foDSceRP999yKZuSFqN8Y0MnY3mRMSfWrePByhJ6eXH9Jw6I+kVQ+4jIr40jufThVYz1AslHUvu8+9oPt9lM1RN6HSzuGeMrTe7x5D09og4cEilENBtNUF5vKEj3cuAh3PJBMKsExGfK/97RUNHIuL6gQucXa8I+ARZiX8LcHVEXAhQLiLf2HGsSfanmV7XFSxTjrHvR+lfG1NTH6sce5fj+s+Sza+vqRED2AT4MHB6RHReDTRM5FTCLWf4dOf9Lyc2kRQRLyof7lc6tM8FTh7jU5pN7jusq3tEXCvpvmN4Pp1pmqxNoDeRZaCrAZtFxD/K/Q8E3j3jd9mgue0bEfEhmD/pZlZv+8VGrY+XI6/WXQTM2kQS05uh3kZObWt03Qz1oPL/0OlmZmZLiKY6c1ilUG8i4vZJqIouPcB2B9amde4UEbuO6znNUtdL2gQIScuQlb2dVhJHxOGSTiH7JV7a+tTvmMVL0Megz4vQnwB+Sb62rgT+KelBZJ/ea2sElLQNWTixDPCQ0l/2fV1eEIyI3rc3SZ9n+MWDzpc0wwQ2224vyxq4fxvgN7N8WVYvJF0bEQ//dz83W0k6tNYLbJwkbRURJ477ecwmkj4N/F9E7DNw/wfI/cpe43lmdZQS4qNmayVNm6RNB0uGh93XYbyxNaI0M1vSlelwLwe2jYiFTT9b4kk6F/ghudRnfgVNRHx9bE9qFpJ0P+CT5Dh0kS0D9h6oBLd7IEn3Kh8uRfa8fA55oXPvskS363jzyFUoZzbHcsqJxut3HatPknZo3VwOeBFwfUS8oUq8CUwknQm8crCiRtLDgUM9tW3RSqnfn4B9orWBSNofWG3Ski6TOqVoUn+umpQj3A8jK3eaK1kbkFd1Xx0Rfx3Xc6uhvHFfFhH/Oe7nsriGbe81XwN+fZnZkkrSEcy8DDciYreO4906JN7t5FKKN7WGgcxKfUxzMrP+tKYYXzxJiaRBZUXFaRHxjBqPP4lL2yZ2WVaP3kKeTF8rqZn4Nf9kemzPqp7OM91LiNlfT96zyHG0O0p6KPCocvdVEfHzMT6tzgz0+JkDrAccN75ntPjKFJhNgFUHJuusTF7Z6jKWp5uZ2WwwrBp5TXIZfOcjpyNioppRD3GipOdFxPfG/URms5kSnF4ieM8m6eMsvP/k0KmJi+kKSS8jj+XWIZdZnlshzrg9BFir1oNPYiJpYU257r2Qz1kxw8n0lRFx3RifVjUR8dxFf9WstOe4n8BsVbb1SdzeD2p9fBfwq4i4YVxPpiPLkKOEl2b6ZJ1bgO06juXpZma2xGsvuSrHcv+/vTuPlqws7z3+/TWDaAtoi+IMYjDKPMgQo4ZoNCZXUVwGrhMo5EaSXBC96k1UBBIzGNSgRKME1OCQ25AlXohRcEAGI1Mzc53nARyCAyBBoJ/7x96Hrm5Od58+Neyu2t/PWrWq9lt1av9Orz5n1Xn2+z7v64Gn0jR+PW0SGZIcX1XHT+Jc4zIw0yrA65PcAdzZHldVbdVlvik0WOCcW3Yz1bPVNBLXt/f7A7uw6gLnC4DLx3TOo2h6yN4BfAQ4F/jLdX7FFGg3Fxu8YHwz8GdjO98MLm3r1bIsLU6SxwGvpanSDjZOnMqljwM7V81rlDtXSRujJNtV1beTLG2L4ZLUW0meQPOH0p40TWU/VFV3TfD8Lv/VOrXLbj49rZ+9NVpJPgv87tyGQW1D9k+O4/9Hkj+oqjPXNzYtkiypqpVJBmecrqwxF3pmcUZS35ZlaXHOBN5Ds/PSqLce7cK6GlmOeucqTZkkRwDLqurE9vh7NEu/Aryuqv6xy3wj8vAkn6CZnfToJLsDr6iqP+k4lyRNVJIzgSfSzEJ9Fc3nnK3mdlCb0DLcqV9en+QhNLO5fg24FvjbqvpFt6lmyo40Sy4lgEfQrB76WXt8v3ZsHP6c5m/B9Y1NiyuT/HFVfWGSJ525GUlz+rIsS4uTZEVV7d11DmkSklwOPGtuZ5S55oJJtgDOq6qndptweEkupZkGffZA48Trq2qXbpNJ0mQl+RarljfM3c8Vdqqqxr4Md+4K+bjPM05JPkmzpPlC4NnAllX1sk5DTbF5mrLfBPy5u98JIMkfAm8EPt0OPQ14c1W9b4Tn+D3g94GDgeUDT20F7FRV+47qXJOUZD/gZJqNgl5XVT+dxHlncUYSMNM9TjQa5yT5E+AsmvWxwPQ2y01yUlUd0z5+ZVW9Y+C5D/jBp/eWrLG97pkAVfVfSdbVV26qVNV35664t2ZhtqEkbZCq2r6L8yZ5DE3vke2BTQdmQB3YRZ4ReGhVvaF9fG6SK9f5aq1TD5qyawhVdWo7s3z/dui4qvr+iE/zA5pVSgfSFInn3EIze3MqVdWlbTHpSOCK9t9x5cDzR4/jvDNbSJLW47D2/rUDY9PcLHdwRslhwDsGjmdqK0stytaDB1X113BPf4JZ2c3yu0meBFS7rv5o4IsdZ5KkPvkYTTPvcxj4I2aKZY3dOVfbrXNaLz5OmksEtQFuBb5J04x9u7b/5ch2U6uqa4Brknx4kj3jJmQZsA/wY5oi2dh/B8/s0japT+aWKq35uD224WXPJXk3cHNVvXGN8TcD21TVkd0kG50k29AUUH+H5kP+ecAr15iJJUkakySXVtV+XecYlXaJ4Erm7/c0kSWCs8AlglqIJIfT9Dp+BHAdTVHkkqo6YITnOKOqDk5yHasvswSgqqby4nuSI2kmR5wIvHfcTbbvOa+FJPVVkl2AnWiq3gBU1endJVq8JNcAB9Bs9fjZ9vHcB5/zq2r3bpJpY5BkKc0mBPvQrJ+GgU0IqurWrrJJkmZDkhfRNFA+j9XbBrgkrMeSXF1Vewwce4FT99IWd/YFvlBVeyTZmWYX9heO8BwPq6obk2w33/NV9e1RnWuSknwYeFVV/WiS53Vpm3opyXE0xZadgH8Hfg+4GJjKQhLN0qUVrCoeDX5os1rcc1V1G/DCNTYh+H9V9fUOY41Ekjet4+mqqr+cWBhJ6rddgZfSNMmdW1ZR7bH6yyWCWoj/qqrbk5Bk86q6IcnjR3mCqrqxvZ/KgtHaVNWLuzivhST11QtoZmRcVVUvT7ItzYyNqdRVY01NlxndhOC2ecaWAkfQ9H+ykCRJk3EQsENV/arrINqorHmxE1Zd8Jzm/qQarRuTPICmx9q5SW4GfjiOEyV5PvAW4CE0/y9Dc/Fxq3Gcb1a5tE29lOSyqto3yQrgt2m69V9fVTuv50slbaSSbAm8kqaIdAbwtklP85WkvkqyHDjK37uShpHk6TQFyI9X1R3re/0i3v9rwHOqyk1ZhuCMJPXVFW3V+59orpLcClzWbSRJi5FkGfBq4MXAPwN7VdVPu00lSb2zLfClJJezeo+kA7uLJGljlmS+WUCXt/f3YeB3yQj90CLS8JyRpN5Lsj2wVVVd23EUSRsoyYnA84FTgHfZOFySupHkt+Ybr6oLJp1F0nRI8l2aJY4BHk6zSiTA/YHvV9Wjx3DOdwAPBT7G6kXvj476XLPMQpJ6KclBwGer6uft8QOAA6rqY90mk7Qhkqyk+RBwF6say8/1YXC9uyRJ0kYuybuBT1bV2e3xc4CnVtVrx3Cu988zXFV1+KjPNcssJKmX1tyKtB27qqr27CqTJEnStEqyP3Ay8ARgc2AT4DYL+pLWJ8kVVfXE9Y1p42GPJPXVknnG/HmQZkCSP6qqU7rOIUk98w/AfwfOBJ4IHArs2GkiSdPi5iR/BnyIZob5S4CR9rtMcjKrZq/TPv4JcH5VXTzKc/XBfH9MS31wRZK3J3lskh2S/D1N021J0+/IrgNIUh9V1deATarq7qp6P3BAx5EkTYcXAY8CPgF8Eng08MIRn+MKmr/35m5X0my4dGKSY0Z8rpnn0jb1UpKlwLHA79D0UzkPeHNV3dZpMElDc5mqJE1ekgtpPledCtwE3Ai8rKp27zSYJK1DkvsC/+Fnxw1jIUmSNFOSPLKqvtd1DknqkyTbAT8CNgNeBWwNvLudpSRJa5VkG+B/ATsDW8yNV9UzJ3R+L0JuIHvCqFeSnFRVxyQ5h9XXyAJQVQd2EEvSIiV59VrGAaiqt080kCT1VFV9u314O3BCl1kkTZ0PAWcBBwF/ChxGM7NxrJJsCrwU8ALkBrKQpL75YHv/1k5TSBqVLdv7Xwf2Ac5uj58DXNhJIknqoSTfZP6LdDt0EEfSdHlwVb03yZ9W1WeSfBY4f5QnSHIL9/4ddTtwAfCKUZ6rDywkqVeqakV7f0HXWSQNr6pOAEhyHrBXVd3SHh9Ps3OQJGkyBrfp3gL4A2BZR1kkTZc72/ubkvwu8AOa5tsjU1Vbrv9VWih7JKmXkvwmcDywHU1BNUB51UyaTkm+BOxeVXe0x/cBrqmqx3ebTJL6K8nFVfXkrnNI2rglOZBmZtB2wLuArYATquqjnQbTWjkjSX11Gk0jyBXA3R1nkTS8DwKXJTmLZtryQcDp3UaSpP5IstfA4RKaGUrOAJC0XlU115rgWuApXWbRwjgjSb2U5NKq2q/rHJJGJ8newNyV7wur6qou80hSnyQZ7GdyF/At4K1V9eVuEkmaFu2ubYcD2zMw2aWq/qirTFo3C0nqpSR/C2wCfBS4Y268qq7sLJSkoSTZBNiW1T+AfKe7RJIkSVqfJJ8HLmGN1SJVtbyzUFonC0nqpTWums2pqnraxMNIGlqSo4DjgB/SfACZ63u2W6fBJGnGJXkksH1VXdwevxq4f/v0R6rqa52FkzQVklxdVXt0nUMLZyFJkjT1knwN2K+q/rPrLJLUJ0n+BfhwVf1be/xl4BTgfsDjq+rFXeaTtPFL8jfA+VV1XtdZtDAWktQrSV5SVR9qr5bdS1W9fdKZJA2vnWX4jKq6q+ssktQnSa6sqr0Gjq+qqj3bxxdVlY1zJa1Tkp8CWwO/BH7FqpnlyzoNprVy1zb1zdL23l1EpNnyDeBzST7O6n3PLA5L0nhtscbx0wceP2iSQSRNrW26DqANYyFJvVJV723vT+g6i6SR+k5727y9SZIm45Ykj6uqrwBU1c0ASR4P3NppMkkbtSQ7VtVXgZ3X8pJrJ5lHC+fSNvVSkscAR3HvLSYP7CqTJEnStEnyLOCdwF8Bc7vf7g28HnhlVX2iq2ySNm5JTquqI5JcNM/TVVVPnXgoLYiFJPVSkmuA04DrgJVz41V1QWehJC1akgcDr6O5onXPMgt3YpSk8UuyC6t+BwNcD5xYVdd3l0rSNEiyBNi3qi7pOosWzkKSeinJpVW1X9c5JI1GkvOA5cBrgCOBw4AfV9X/7jSYJEmS1inJJVW1f9c5tHBLug4gdeQdSY5L8htJ9pq7dR1K0qI9qKpOA+6sqguq6nDADySSNGZJTkmy61qeW5rk8CQvnnQuSVPlU0me23UILZzNttVXuwIvBZ7GqqVt1R5Lmj53tvc3JvlvwA+AR3aYR5L64t3AsW0x6XrgxzRLjHcEtgLeB3y4u3iSpsD/BLZOcgdwOxCaHknLuo2ltXFpm3opyZdw5GKGAAALVElEQVSA3arqV11nkTS8JM8GLgIeBZxM88fLCVV1dqfBJKknktwfeCLwMJo/BL9YVV/uNpWkjVmSR1fVd5JsMt/zVXX3pDNpYSwkqZeSLAeOqqofdZ1FkiRpViTZDNgF+L6fsyStS5Irq8r2IlPIpW3qq22BLyW5HLhjbrCqDuwukqQNleRkmmWp86qqoycYR5J6J8l7gJOr6oYkWwNfAO4GliV5TVX9S7cJJW3E0nUALY6FJPXVcV0HkDQSV3QdQJJ67ilVdWT7+OXAV6rqeUkeCnwCsJAkaW0ekeSda3vSC4IbLwtJ6qWquiDJtsA+7dBlTr+Wpk9V/fPgcZItm+G6taNIktQ3g/0mnwGcCVBVNyVONpC0TrcDK7oOoQ1nIUm9lORg4ETgczRTKk9O8tqq+tdOg0lalCS7AB8EljWH+TFwaFXd0G0ySZp5P2s3PPg+8JvAEQBJNgXu22UwSRu9/1zzoqCmg4Uk9dUbgH3mZiEleTDwacBCkjSdTgFeXVXnAyQ5APgn4EldhpKkHngF8E7gocAxVXVTO/504OOdpZI0DdxBe0q5a5t6Kcl1VbXrwPES4JrBMUnTI8k1VbX7+sYkSZIkDccZSeqrTyY5l1UNIA8B/r3DPJKG840kx9IsbwN4CfDNDvNIUi/Ms3tmAT8Bzq+qi7tJJUkaJ2ckqbeSPB94Mk2PpAur6qyOI0lapCQPBE5g4GcaOL6qftppMEmacUkOm2d4GXAwsLyqTppwJEnSmFlIUi8leQCwY3v4lar6eZd5JEmSZkmS+wL/UVV7dp1FkjRaLm1TryTZnKYp7/OAbwBLgO2SnAUcWVU2fJOmSJJzWH1JxWqq6sAJxpEktarq9iRdx5AkjYGFJPXNG4HNgEdV1S0ASbYE3gUc294kTY+3tveh2aXtDzvMIkkCkmwKvBT4XtdZJEmj59I29UqS64F9q+qXa4zfH7ikqnbpJpmkYSW5yiUUkjRZSW7h3jNDbwcuAI6pqh9MPpUkaZyckaS+WblmEQmgqm5NYlVVmm7+DEvShFXVll1nkCRNloUk9U21uzvNt2h/5aTDSBpOkmUDh5us+fNdVTdPPpUk9VuS46vq+K5zSJLGw6Vt6pUk36IpGM1XSKqq2mGyiSQNI8k3aWYi+TMtSRuJJFdW1V5d55AkjYczktQrVbV91xkkjU5VPabrDJKke3G7NkmaYc5IkiRJkjQySZZUlS0DJGlGWUiSJEmSNJQk75xn+OfAFVX1fyedR5I0Pku6DiBJkiRp6m0B7AF8tb3tBiwDjkhyUpfBJEmj5YwkSZIkSUNJ8lngmVV1V3u8KXAe8Azguqraqct8kqTRcUaSJEmSpGE9Alg6cLwUeHhV3Q3c0U0kSdI4uGubJEmSpGH9HXB1ks/R7Nr2VOCvkywFPt1lMEnSaLm0TZIkSdLQkjwM2JemkHRZVf2g40iSpDGwkCRJkiRpaEkeAWzHwKqHqrqwu0SSpHFwaZskSZKkoSR5C3AIcAOwsh0uwEKSJM0YZyRJkiRJGkqSLwO7VZWNtSVpxrlrmyRJkqRhfQPYrOsQkqTxc2mbJEmSpGH9kmbXts8A98xKqqqju4skSRoHC0mSJEmShnV2e5MkzTh7JEmSJEmSJGlBnJEkSZIkaVGSnFFVBye5jmaXttVU1W4dxJIkjZEzkiRJkiQtSpKHVdWNSbab7/mq+vakM0mSxssZSZIkSZIWpapubB8+B/hQVf2syzySpPFb0nUASZIkSVPvocAVSc5I8qwk6TqQJGk8XNomSZIkaWht8eiZwMuBJwJnAKdV1dc7DSZJGilnJEmSJEkaWjVXqG9qb3cBDwT+NcnfdRpMkjRSzkiSJEmSNJQkRwOHAT8BTgU+VlV3JlkCfLWqHttpQEnSyNhsW5IkSdKwtgGev+YubVW1MsmzO8okSRoDZyRJkiRJWpQky9b1fFXdPKkskqTJsJAkSZIkaVGSfBMoYL5d2qqqdphwJEnSmFlIkiRJkiRJ0oK4a5skSZKkoST5zELGJEnTz2bbkiRJkhYlyRbAUmCbJA9k1RK3rYCHdxZMkjQ2FpIkSZIkLdYrgGNoikZXDoz/AnhXJ4kkSWNljyRJkiRJQ0lyVFWd3HUOSdL4WUiSJEmSNJQkh843XlWnTzqLJGm8XNomSZIkaVj7DDzeAng6zVI3C0mSNGOckSRJkiRppJJsDXywqg7sOoskabSWdB1AkiRJ0sz5JbBj1yEkSaPn0jZJkiRJQ0lyDjC31GEJsBNwRneJJEnj4tI2SZIkSUNJ8lsDh3cB366q73WVR5I0Pi5tkyRJkjSs7wBbAvcHbrSIJEmzyxlJkiRJkhYlyVbAqcDewDVAgN2BFcARVfWLDuNJksbAQpIkSZKkRUnyAeBbwF9U1cp2LMCxwK9V1aHdpZMkjYOFJEmSJEmLkuSrVTXv7mzrek6SNL3skSRJkiRpsdJ1AEnSZFlIkiRJkrRYn0/ypnY52z2SHAtc0lEmSdIYubRNkiRJ0qK0zbZPA/YCrgYK2BO4iqbZ9s87jCdJGgMLSZIkSZKGkuSxwE40S91uqKqvdxxJkjQmFpIkSZIkSZK0IPZIkiRJkiRJ0oJYSJIkSZIkSdKCWEiSJEmSJEnSglhIkiRJkiRJ0oJYSJIkSZIkSdKCWEiSJEkzI0kledvA8WuSHL+erzkgyZMGjo9McugYY45Ekj2S/H7XOSRJUr9YSJIkSbPkDuD5SbbZgK85ALinkFRV76mq00cdbAz2AOYtJCXZdMJZJElST1hIkiRJs+Qu4BTgVWs+keQ5SS5NclWSTyfZNsn2wJHAq5JcneQpSY5vZzI9IcllA1+/fZJr28d7J7kgyYok5yZ52Dzn2zbJWUmuaW9PasdfneT69nbMwHtfP/C198ykSvK5JG9JclmSr7QZNwf+AjikzX1Im/uUJOcBpye5KMkeA+/5+SS7Df9PLEmS+sxCkiRJmjXvAl6cZOs1xi8G9q+qPYH/A7yuqr4FvAf4+6rao6oumntxVX0R2DzJDu3QIcAZSTYDTgZeUFV7A+8D/mqeHO8ELqiq3YG9gBuS7A28HNgP2B/4H0n2XMD3tGlV7QscAxxXVb8C3gQsb3Mvb1+3N/DcqnoRcCrwMoAkjwPuU1XXLuBckiRJa2UhSZIkzZSq+gVwOnD0Gk89Ejg3yXXAa4GdF/B2ZwAHt48PAZYDvw7sAnwqydXAG9v3XtPTgH9sM91dVT8HngycVVW3VdWtwEeBpywgx0fb+xXA9ut43dlVdXv7+Ezg2W3h63DgAws4jyRJ0jpZSJIkSbPoJOAIYOnA2MnAP1TVrsArgC0W8D7LgYPbGT1VVV8FAtzQzgTao6p2rapnLjBX1jJ+F6t/Llsz2x3t/d3Auvof3Tb3oKp+CXwKeC5NMewjC8woSZK0VhaSJEnSzKmqm2lmEx0xMLw18P328WED47cAW67lfb5OU7w5lqaoBPBl4MFJfgMgyWZJ5pvd9Bngj9vXbJJkK+BC4HlJ7pdkKXAQcBHwQ+AhSR6U5D7Asxfwba4194BTaZbYXd7+m0iSJA3FQpIkSZpVbwMGd287HjgzyUXATwbGzwEOmmu2Pc/7LAdeQlOYou1P9ALgLUmuAa5mYNe3Aa8EfrtdSrcC2LmqrqRZYnYZcClwalVdVVV30jTPvhT4N+BLC/j+zgd2mmu2Pd8LqmoF8Avg/Qt4P0mSpPVKVXWdQZIkSWOQ5OHA54DHV9XKjuNIkqQZ4IwkSZKkGZTkUJoZTm+wiCRJkkbFGUmSJEmSJElaEGckSZIkSZIkaUEsJEmSJEmSJGlBLCRJkiRJkiRpQSwkSZIkSZIkaUEsJEmSJEmSJGlBLCRJkiRJkiRpQf4/uyIFSDPbnJ8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "native_country = round(pd.crosstab(df_train['native-country'], df_train['class']).div(pd.crosstab(df_train['native-country'], df_train['class']).apply(sum,1),0),2)\n",
    "pl = native_country.plot(kind ='bar', figsize = (20,12), color = {'red','blue'})\n",
    "pl.set_xlabel('Native country')\n",
    "pl.set_ylabel('Population')\n",
    "pl.set_title('Distribution of Native country vs Income')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The native country plot shows that people living towards europe, Asia earn more than other countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pairplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x202a705fe80>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1154.88x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df_train, hue = 'class', palette = 'pastel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pairplot to analyze the relation between numerical features with one another, the plot does not show any relation between features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Another distribution plot of age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x202a9a00b38>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tre0yxtwAvA64gL9aa9caY+4Giqy1LwMLgUXGmM14RqLn9WVoERERERGn9WREGmvtq8CrB9z2k/0+bwMuPMI5FniRT0RERETEL2lnQxERERERL6hIi4iIiIh4QUVaRERERMQLPZojLRKsnlpe2uNj50/P78MkIiIiEmg0Ii0iIiIi4gUVaRERERERL6hIi4iIiIh4QUVaRERERMQLKtIiIiIiIl5QkRYRERER8YKKtIiIiIiIF1SkRURERES8oA1ZRHxMm7yIiIiEBhVpUfETERER8YKmdoiIiIiIeEFFWkRERETECyrSIiIiIiJe0BxpkX42pPSf//3ClXroA6dc1fdhRERExGsakRYRERER8YKKtIiIiIiIFzS1Q0TECUWP9vxYTfMREfFLGpEWEREREfGCirSIiIiIiBdUpEVEREREvKAiLSKBrbsTujqcTiEiIiFIFxuKiP/raIHSD6HkXc9/m6ugvQnaG6G7HVxRMOw0iE2HAaPBFel0YhERCQEq0iLif6yFpl2w63P4/DkoWw7dHRAWAblTPR+R8RCV4Plo3gPrXvQ8xhUJA8bC4FmQnH/0WbS6hoiIHIKKtIj4B3cX1G73lOfKz6Blj+f2AWNh+rUweDbkz4DIuIM//sx74Y07YecnULEaKlfDhEshe0J/vQIREQkxKtIicmTubmirg9Y6z1SK8Oi9H1Ge/0bE9O581kJnM9SWQu1WqCmBulJwd4JxQfowT3EecAzMvLln5wzb+7j0YTDybFjxCHzyGLSe4zmXMb3LKCIicgQq0iLyVR3NsOop+PBBaKn2zEXGHuYBBt69F+IyIDYNYlM9UyzCwj0F17igswUaKqBxJ9SVeUozgAmDxBwYdBykDob0ERARfXT5I+Pg2Oth1ZOw/iVorYEx53meS0RExEdUpEXkvxoq4OOHoeivnhHopFzIHAXRyRCT4vkIj4Su9r0fbdDZ6inJiTmeiwBbqmH3Bs9UDXeXZzTb3eUZvU7MhqwJnrnL0UmQmOv5PDzK96/FFQmTroD1L3suUmytg0mX6UJEERHxGRVpEfGU4v/8CD5ZBLbbMzVixg2we13Pz9GbC+16cwHf0TBhMPpczz8A1r4A616CsRf2z3OLiEjQU5EWCXXtjfD0N2HrezD1254CnVroua83RdqfFc7yjEiXLIbM0U6nERGRIKEJgyKhrLkaHp8L296Hcx+Cs3793xIdbEacBQnZsPrv0LTb6TQiIhIEVKRFQlV9OTx6pmfUed6TMOESpxP1LVe4Z450Vxu89D+elUNERESOgoq0SCjaswkWngGNlXDZCzBijtOJ+kdCFoz6Omx6A4oWOp1GREQCnOZIi4Sazjb4x6Wekdkr/w1Z45xO1L8KToS2Bnj9Ds/nGcOdTiQiIgFKI9Iioeadn0HVBvjGn0OvRINnY5Zz/wiRsfD8tz3L84mIiHhBRVoklFRv9myyMuVqGHqq02mckzAQvvYrz1biq55yOo2IiAQoFWmRUNHV5imNKQVw+s+cTuO8Md+A3Knwzs89OzmKiIj0koq0SKhY+yK01sJ5f/ZsoR3qjIHTfwFNlfDBA06nERGRAKSLDUWCzPKtNV+5LbmxmBFlH7Ez/XjerciCilLmT893IJ2fyZ8Oo+bCst/B5CshYYDTiUREJIBoRFokyLm6Winc+QrNUQMoz5jldBz/c+oC6G6Hd+9xOomIiAQYFWmRIJddvYyIriZKcuZiw/Qm1FekDfFsjf7JE7B7g9NpREQkgKhIiwSx8K4mBlSvoDrpGFpispyO479O/CFExsObP3E6iYiIBBAVaZEgll21jDDbxQ5N6Ti8uDSY+QPY9DqUvOd0GhERCRAq0iJBKqKzgQG1RVQlj6ctKs3pOP5v+nWQlAdvLQBrnU4jIiIBQEVaJEjlVL0PWHZknOh0lMAQEQ2zboOdn8DGV51OIyIiAUBFWiQIRXbUkVH3CVXJE+mITHY6TuAYfwmkDoZ3fgFut9NpRETEz6lIiwShnKolgGFnxkynowQWVzjM/jHsXgvrXnA6jYiI+DkVaZEgE9VeTUbdanalTKEjItHpOIHnmPMhczQsvhe6u5xOIyIifkxFWiTI5FYtwW3CqUg/3ukogSksDE76MVRvgjX/cDqNiIj4MRVpkWDSUkNa/efsTp1MZ0S802kC18izIWs8vHcfuDUqLSIiB6ciLRJMti0FoDJtusNBApwxcPKdUFcKZcudTiMiIn5KRVokWHS1Q+mH1CSOpiMiyek0gW/oqZB3LBS/Ad0dTqcRERE/pCItEizKP4auNo1G+4oxcPId0F4PW5c6nUZERPyQirRIMLBu2LoEkgfRFJvrdJrgUTjTs4LH5jeho8npNCIi4mdUpEWCwe710FwFhbOcThJ8Rs31TJspfsPpJCIi4mdUpEWCwdb3IDrJs9KE+FbCQMg/Fra/D01VTqcRERE/oiItEuh2rYM9xVAwE8JcTqcJTsPnQFg4bHjF6SQiIuJHVKRFAt1Hf4SwCMif4XSS4BWdCENOgcrVUFPidBoREfETKtLiOGst9S2dWGudjhJ4mvfAmmcgbypExjmdJrgNng1RSbDuJdDPqoiIAOFOB5DQs726mW3VLVQ1tlPV2Ma9r62nsa2L5NgIJuQlMyk/hYn5yUzISyYhOsLpuP5t5aPQ3Q4FJzqdJPiFR8GIObDmaahYBdkTnU4kIiIOU5GWftPY1sm/P6tgTXk9AAnR4WTER3HuhBxyU2IoqWrm07Ja3iuuwlqIcBm+MTGX62cPoSBdo61f0d0FRY95RkoTBjocJkTkTfNc2Ln+XzBgDLginU4kIiIOUpGWPmetZeX2Wl77vJKObjcnj8zk+CHpxER6LoybPz3/S8c3tHWyuqyON9bu4h9FZfxzZRlfH5/NoLQ4BiZGO/ES/NOm16GhHObc55niIX3PhMEx58OHD8DG12D0OU4nEhERB6lIS5/a09TOC5/uYOueZgrSYjl3Qg6ZRyjDidERzByWwcxhGXzvlKEsXLqVRR9tp6Wjm2OyE/na2CySYzUSyIqFkJDtWVHi00VOpwkdaUM9F3aWvOuZ3pGcf8SHiIhIcNLFhtJnaps7eHhJCRX1rZw3MYdvzxx8xBJ9oMyEaG7/2iiW3XYyJ43IZOOuRn779iY+2LIHdyhf8FVTAlvehslXgkv/Hu53o74OUQme+dLubqfTiIiIQ1SkpU+0dHTx2Afb6HK7ufbEIUwtSCXMGK/PlxIXyWmjB3DTKcMZlBrLK2sqeOi9LVTUt/owdQApehSMCyZd7nSS0BQRC2MvgIadUPKO02lERMQhKtLic22d3fzto+3UtHRw6bGDGODDec2pcZFceVwBF03Jo7a5gwcXb+bNdZV0u0NodLqzDT79G4w8CxKznE4TugaOg4Hjofh1aNrtdBoREXGAirT4lNtt+cE/V7OtuoULJucyOD3e589hjGFCXjI3nzqc8bnJLN5YxcNLtlDT3OHz5/JL616E1hqYerXTSeSY88EVAWv+AdbtdBoREelnKtLiU/f9ZwP/XlPBmWMGMj43uU+fKzYqnAun5DFvah5VTe384Z1NrCqr7dPn9AsrFkLaMCic5XQSiU6EUedAzRbY/oHTaUREpJ/pKiXxmWeKynh4SQmXHTuIkQMT+u15x+Umk5cayzMrynimqJxNu5r4+vis4NzMpWINlH8MZ9wLRzHnvLeWb6054jFbuku/spRhSMibDjs/9ex4WPVDyBjhdCIREeknGpEWn9jT1M7PX1nHtMJUFswdg+nHkgeQEhvJt2cO5pSRmawqq+Os37/PqrK6fs3QL4oWQngMTLjE6STyBWNgwnwIj4Rnr/bMYRcRkZCgIi0+cc+r62nt7Oae847BFda/JfoLrjDDKaMG8J2Zg+l2Wy740wf88d3NuIPlQsS2eljzTxh7PsSkOJ1G9hedBOPnw67P4K0FTqcREZF+0qMibYw50xiz0Riz2Rjzo4PcH2WM+cfe+5cbYwr23j7NGLNq78dqY8x5vo0v/uCjkmqe/2QH35k5mKGZ/Tel41AK0uN49caZnDFmIL/8z0YuXbicyvogGCVc/Q/obIYpusjQLw0YA9OuheV/guI3nE4jIiL94IhzpI0xLuBB4DSgHFhhjHnZWrtuv8OuBmqttUONMfOA+4GLgc+BKdbaLmNMFrDaGPMva22Xz1+JOKKjy80dL35ObkoM3zt5mNNx9kmKjeCB+ROZVZTBT19ey5m/W8Ivzx/H6WMG9vgcQ0r/+eUbXKmHPnjKVV4m7SFrPdM6sidCzqS+fS7x3ml3w7b34cXr4foPIGGA04lERKQP9WREehqw2VpbYq3tAJ4GzjngmHOAx/d+/ixwijHGWGtb9ivN0UCQvMcuX3jk/RI2727irrljiIl0OR3nS4wxXDQ1j1duPIGc5BiuWbSSO178jNaOANyJbvsHULVBo9H+LiIaLvgrdDTBi9eBW0viiYgEs54U6RygbL+vy/fedtBj9hbneiANwBgz3RizFvgMuO5go9HGmGuMMUXGmKKqqqrevwpxRFlNC79/exOnjx7AKaP8d+RtSEY8z3/3OK45cTB/+6iUuQ+8z/qKBqdj9U7RQs883GPOdzqJHEnmSDjjHtjyDnz8Z6fTiIhIH+pJkT7YlWMHjiwf8hhr7XJr7RhgKnC7MeYr29xZax+21k6x1k7JyMjoQSRxmrWWBS+vxWD46dwxTsc5oqhwFz/+2igWXT2NutZOznlwGY8u24rbBsCbJE27Yd3LMOGbEBnrdBrpiSnfguFnwps/hd3rnU4jIiJ9pCdFuhzI2+/rXGDnoY4xxoQDScCXFp611q4HmoFjvA0r/uO94ire3rCb7586jJzkGKfj9NjMYRn856aZzByazl3/Wsejy7ZS1+LnOyJ+8gS4Oz3lTAKDMTD3DxAVD89/B7r8/GdMRES80pMivQIYZowpNMZEAvOAlw845mXgir2fXwC8Y621ex8TDmCMGQSMALb5JLk4xlrLH97ZTHZSNFcdX+h0nF5Li4/ikSumcM95YymrbeV3b2+iaFsN1h9Hp93dsPIxzy6G6f5zMaf0QHymp0xXfgbv3ut0GhER6QNHLNJ75zTfALwOrAeesdauNcbcbYyZu/ewhUCaMWYzcAvwxRJ5J+BZqWMV8ALwXWvtHl+/COlfH2+tYeX2Wq45cTCR4YG5FLkxhvnT87nx5GFkJ8fw/Kc7eOLD7TS0dTod7cs2vQH1ZTBVFxkGpJFnwcTLYNlvYfuHTqcREREf69EW4dbaV4FXD7jtJ/t93gZceJDHLQIWHWVG8TN/fHcLaXGRXDw18LeDTo2L5OoTCvmopJrX11by27eKOWPMQKYWHGapu/60YiHED4QRX3M6iXjrzHth21J44Rq4bhlEJzqdSEREfCQwhxPFMZ/vqOe94iq+dUKh3y13560wYzhuSDrfO2kY2UkxvLRqJ39+bwvbWqKcDVazFTa/BZOvAFeEs1nEe1EJcN6fob4cXr/d6TQiIuJDKtLSK398dzMJUeFcNmOQ01F8Lj0hiqtPKOTCyblUN3dw+/oCFpVn0NbtzJbnrHwUTBhMuuLIx4p/yz8WjrsRPv0blC53Oo2IiPiIirT02O7GNl77vJLLjxtEYnRwjpAaY5iYn8Itpw1ndno9r+xK4/trB/NedSLu/rwWsbsDPlkEI+ZA0oHLtktAOvH/QUI2vPZDz0WkIiIS8Ho0R1oEYEnxHqLCwwJypY7eio0M59pBlcxOq+fxskz+uC2bJXWd3DG+iWMz+uGCxPIiaK2BY7/b98/lkOVba458ELClu5T50wN/Pj5R8XD6z+C5qz0j0yIiEvA0Ii09UtvSwaqyWuZNzSc93uG5w/1oRHwrPx+5nRsKdlLdHsa891K49oNEShr7cH64dcPW9yBrPAw6ru+eR/rfMedD/gx4+y7obHE6jYiIHCUVaemRpZs8qxZec+Jgh5P0vzADM9MaeOeMam4d08TSXZGc+noqP1iRQGlTH/wRqtoATbvg2P/xbOwhwcMYmHM/tNRA8etOpxERkaOkIi1H1NLeRdG2Gibmp5AdQLsY+lpMONwwqoX35lTzrWGtvFIWzcmvp3H7ygR21LX67olK3oOoRBhznu8CLlYMAAAgAElEQVTOKf4jazxMvtKzJF5jpdNpRETkKKhIyxF9WlZHl9ty3JA0p6P4hYxoyx3jm1gyp5pvDm7lue3RzP7VYu588XMq69uO7uQNFbBnIxTMhPBI3wQW/3PynRAeBWufB3/cUVNERHpERVoOy1rLyu215CTHkJUUuqPRBzMgxs1dE5tYfGY1F0zO4+8fl3Lirxbz7zU7afR2h8St70FYhOZGB7u4NBg+B/YUw67PnE4jIiJeUpGWw9pR10plQxtTClKcjuK3cmLd3PuNsSy+dTbnjM/mw5Jq/u+Njfzn8wqa27t6fqL2RthRBHlTITKu7wKLfxh0PMRlQPF/NCotIhKgVKTlsFZuryU8zDAuJ9npKH4vLzWWX104nu+fOpwx2Uks3bSHX72+kdfXVtLSk0K9fRm4u6BwVt+HFeeFuWDoqdCwE6rWO51GRES8oCIth9TZ7WZ1eR3H5CQFzXbg/SE9PoqLpuRx0ynDGJmVwJLiKn75xkbeWFdJS8chCnV3J2x7HzJHQ/yA/g0szsmZAjEpnq3gRUQk4KhIyyGt3VlPW6ebyYM0rcMbmYnRzJuaz42nDGPEgATe3VjFr17fyAsVqbS7D1jWbucn0NGk0ehQE+aCwSdBTQlUb3E6jYiI9JKKtBxS0fZaUuMiKUzXfN2jMSAxmkum5XPjycMYnB7H0zszuenzwbxdlUSXG8/82JJ3ISEL0oc7HVf6W/6xEBkPm990OomIiPSSirQcVE1zByVVzUzKTyFMm4L4xMCkaC6bUcBdI7aTEdnJw6VZnP5mKis3boXGCs9otL7XoccVCYNneTbiqS9zOo2IiPSCirQc1MrttRhgUr4uMvS1kfGt3D2ilFuHlGOAuo1LaTCJlCdPdTqaOGXQCRAeDZvfdjqJiIj0goq0fIXbWj4prWXYgHiSY7UpSF8wBqYmN/GfGes5xfUpT3SdyqlvD+SPG2LpcDudTvpdRIxnE56K1Z7t4UVEJCCoSMtXbN7dRH1rJ5MHpTodJehFbF8CYeGcP2sSswa088vP4/nam6msrA53Opr0t8ITISwctmhUWkQkUKhIy1cUba8lNtLFqIEJTkcJaq6uVihfATmTyUqO58/HNbDwuDpauw0XvZvCA+9sotutjTpCRlQC5M+A8iJorXM6jYiI9ICKtHxJe1c3GyoaGJebTLhLPx59KbN2JXR3fGnJu1OyO3jttBrOym3n/94o5puPfERFfauDKaVfDZ7lWcWl9EOnk4iISA+oKcmXbNrVRJfbckx2otNRgppxdzOwZoVnubvE7C/dlxhh+d20Bv7vwvGsKa9nzu+W8sbaSoeSSr+KTYOMkVD6Ebi7nU4jIiJHoCItX7K+ooGYCBeD0rR2dF9KbVhHZFcjFM4+6P3GwAWTc3nleyeQmxLDNYtW8us3NmKtpnoEvUHHQ3s97F7rdBIRETkCXdEk+3S7LRsqGxmVlYArTOsZ9xlrGVj9Ea2RacRkjjzsoYMz4nn++uO588XP+cM7mymtaeH+88cRHaEt24NW5iiITobtH8DAcb1/fNGjPT92ylW9P7+IiOyjEWnZZ1t1M62d3YzO0rSOvpTQUkp8WwWVadPBHPmPYGR4GPedP5YfnjmCl1bt5LKFy6lp7uiHpOKIMJdnt8OqDdC8x+k0IiJyGCrSss+6nQ2EhxmGZmq1jr40sHo5na4Y9iSP7/FjjDF8d/ZQHpg/kdXl9Xzjj8soqWrqw5TiqLxjPf/I0kWHIiJ+TUVaALDWsq6igWGZ8USG68eir8S1lJHSuIHdKZNxh0X0+vFnj8vm79+ZTkNbF9/40wd8vqO+D1KK42KSYcAxULYcurucTiMiIoegxiQAVNS3Ud/ayWit1tGnRmx7CmvC2JXq/Xbgkwel8sJ3jyMuMpz5f/mIz8pVpoPSoOOgowkq1zidREREDkFFWgBYV9GAAUYMVJHuKxGdjQwpf56axDF0Rhzd9JlBaXE8fc2xJERH8M1HPmJ1ja4bDjrpwz3L4W1f5nQSERE5BBVpATzzowelxREfpULWV4aUP09EdwsVacf65Hx5qbH849pjSYyJ4NKlyaxSmQ4uJgzyj4OaLVC10ek0IiJyECrSQk1zB5UNbZrW0YeMu4sR255kV8pkWmKyfHbe3JRY/nHtDFIiLZctSeaTapXpoJI3DYwLiv7qdBIRETkI/dYV1lU0AGjZuz6Uu+tt4toqWDn6NqLaa3x67pzkGJ6eVcsl7yVzxdJk/ndYPYWx7T59jkCxfGvPvrdbukuZPz2/j9P4QFQCZI2D1U/DaXdDeJTTiUREZD8akRbW7WxgYGI0qXGRTkcJWiO3LaIxJpcdmbP75PzZsW7+PquOxEjLPZvy2Nmm/5dBI3catNVB8X+cTiIiIgdQkQ5xNc0dbK9u1rSOPpRWt4aMutVsLLgUa/puR8LsWDeLZtZhgJ8X57GnQ284BYWMERA/EFb93ekkIiJyABXpEPf2+l1YYJSmdfSZkdsW0RGeQEnueX3+XIMTuvnxsDJa3WH8vDiPuk5tJR7wTBiMvxg2vwlNVU6nERGR/ahIh7i31u8iKSaC7KRop6MEpdjWCvIq32Rz3vl0hcf2y3MWxLZz29ByajojuGdTHs1d+mMe8MbPB3cXfPZPp5OIiMh+9Bs2hLndlo9KahiaGY8xxuk4QWn49qcAKB40v1+fd2R8K7cM3kF5WxT3b86lrVv/fwNa5kjIngirnnI6iYiI7EdFOoStq2igvrWTwelxTkcJSuFdLQwte46yAaf6dMm7npqQ1MyNhTspbo7h1yU5dLpVpgPa+Pmw6zOo/MzpJCIispeKdAj7qKQagMEZ8Q4nCU6Dy18gsquRDQWXOZbh2JRGrh1UyZqGeP6wNQu3dSyKHK2xF0BYhC46FBHxIyrSIeyjkmoK0+NIiolwOkrQMbabEdufZE/yOKpTxjua5aT0ei7P3cXyukQe3j4Qa9WmA1JsKgw/Az57Bro7nU4jIiJoQ5aQ1e22LN9aw9njsp2OEpSyd79HQksZq4ff6HQUAM4aUEtzt4vnKtLp+KyCr43t/6km/mRI6T/Blep0jN6bMB82vAKb34YRZzqdRkQk5GlEOkSt3VlPY1sXxw4OwDIRAEZuW0RzdBZlA051Oso+F2btYU5mDcu2VLN4426n44g3hp4GsWmw6kmnk4iICBqRDlkfbvHMj54xOI231qtU+VJK/XoG1BTxychbsWH+80fMGLg8dze7ogfz1vrdPLZsK1ceX+h0rCMK2NHjvhAeCWMvgqKF0FLjme4hIiKO0Yh0iPqwpJohGXFkJmr9aF8buW0Rna5YtuR+w+koXxFm4LyJuYzOSmTBv9bx3MpypyNJb024BLo74PPnnE4iIhLyVKRDUGe3mxVba5gxJM3pKMGnoYJBFa9RknsenREJTqc5KFeYYd7UPE4Yms4Pn1vD62srnY4kvTFwHGSOhjXPOJ1ERCTk+c/7ztJvPttRT3NHNzMGpzsdJfgU/RVju9k46JtOJzmkIaWe3fHOPyaNS2uS+d6TRTx6fB3HD9BKEAHBGBh3Eby1AKq3QNoQpxOJiIQsFekQ9MX8aF1o6GNdHbDyMXZmzKQpLs/pNEcUF2559IQ65r2Xwnc+SGLh8fXMyPS+TGsucz8aexG8dZdny/DZP3I6jYhIyNLUjhD0UUk1IwYkkBYf5XSU4LLhX9C8m+JB85xO0mPJkZYnZtaRE+fmiveTeWtnpNORpCeScqBwJqx+GrQuuIiIY1SkQ0xHl5uibbWaH90XPn4EUgqoSD/e6SS9khnt5plZtYxK6uLaD5N4Ybv+gRUQxl0MtVuhvMjpJCIiIUtFOsSsKa+jtbNb0zp8bddaKP0AplwNJvD+WKVEWZ48sY5p6Z3cvCKJxzfHOB1JjmTUXAiPhjVPO51ERCRkaY50gHlqeWmPj50/Pf8rt324pRpjYHqhRqR9asUjnlIz8VL4rMnpNF6Jj/DMmf7e8iR+uiqBug7DjaNaMMbpZHJQ0Ykw4mvw+fNwxr2eNaZFRKRfBd7QmRyVD0uqGTkwkZQ4/dL1mc42WP0POOb8gN8gI9oFfzq2nm8MauU36+K5eUUibd1Op5JDGj8PWmtg81tOJxERCUkq0iGkvaubldtrmTFYo9E+tWMFdDbD1KudTuIT4WHw6ymN/GBMEy+WRnPRuynUdOjNK7805GSITYc1/3A6iYhISFKRDiGfltbR3uXWhYa+ZC1sex+yJ0HOZKfT+Iwx8L1RLTx8XB1bGl3cvr6A4ibtgul3XBGed0I2vgatdU6nEREJOSrSIeTjrTUYA9MKA3v6gV+p3gxNu2Dqt51O0idOz+7g+ZNqiQpzc1dxPov3JDkdSQ40/mLobof1LzudREQk5KhIh5DVZXUMzYgnKSbC6SjBY/v7EBELx3zD6SR9ZkRSN78YtY2R8a08tD2LB7Zm0dqtvzr8RvYkSBvmmacvIiL9Sr8NQ4S1ltXldYzLTXY6SvBoa4DKzyBvOkQE93JxCeFu/ndYGRdmVfF+TSK3rS9gS7OmevgFYzxrSm9/H+p6vqqPiIgcPV1BFCJ21LWyp6mDCXn+99Z8b5b08ys7isC6If9Yp5P0izADF2RXMyahhT9szebODYO4JKeKswbUEKYl8pw1/mJY/HPPqHRcutNpRERChkakQ8Sa8noAxudpRNonrIWyjyGlAOIHOJ2mX41KaOWXo7cyKbmJv+3I5J5NeVRrVQ9nJedDwUxY/ZS2DBcR6Ucq0iFidVkdka4wRg5MdDpKcKgvg6ZKyJ3mdBJHxIe7+cHgHXw7v5Li5hhuXVfI0upEdTgnTZgPNSWebcNFRKRfaBgpRKwqq2NUdiKR4fq3k0+ULYewCMie6HQSxxgDp2XUMTahmQe3ZfHAtmxKOtv4xaRGUqJCtFEXPercc4+aC/++1fNOSepg53KIiIQQtaoQ0O22fLajngm5/jc/OiB1d8LOT2DguKC/yLAnBkZ3cteIUi7J2c2bO6M4/c1U3qnQzpn9LioeRp8DFaugu8PpNCIiIUFFOgRsqWqipaNb86N9Zdfn0NkKeaE5reNgwgycO7CGl06pJS3K8q1lydy+MoHmLl2F2K8mXAJdbZ7VZEREpM+pSIeAVWWeHc9UpH2kbDlEJ0P6MKeT+J3RyV28dHIN1w5v5umt0cx5M5UVe7Rueb8ZdALEpED5x04nEREJCSrSIWB1WR0JUeEUpsU5HSXwtdZB1UbPaLTRH5+DiXLB7eOaeWZ2HRa46N1k7l0TR4fb6WQhICwMcqdCVbG2DBcR6Qe62DAErC6vY1xeEmFa7Pfo7SgCrKesyGFNTe/ktVNr+MWaeP5cHMcHVZH8floDhQndTkcLbrlTYdMbnp/Voaf67ry9uZByylW+e14RET+mIbUg19bZzYaKRsZrR8Oj98Xa0amDIS7D6TQBIT7Ccu/kRv48o47SJhdnv53C89u1I2Kfisvw/IyWf6w1pUVE+piKdJBbV9FAl9tqa3BfqNsGzbtDdu3oo3FGTgevnVbDmOQublmRyC0fJ9Darb9++kzuVGjarS3DRUT6mH6TBbnVey80nKALDY9e2cfgioTsCU4nCUjZsW7+PquO749u4sXSaG5fX0Bpa5TTsYJT1gTPOue66FBEpE+pSAe51WV1DEiMYmCS3k4/GsZ2Q8VqGDgWwvW99JbLwPdHt/D3WXW0uQ13bBjEspoEp2MFn4gYyBoHO1ZCV7vTaUREgpaKdJBbU16v+dE+kNhUAp0tIb2ToS9Nz+jkvlHbKIxt4/dbc3isLJMurerhW4OO96wpvfNTp5OIiAQtrdoRxOpbOinZ08z5k3OdjtLvnlru27mhaQ3rPCPR6SN9et5QlhzRzZ3DS3mqPJN/706lpDma7w/eSWpkl9PRgkNKISQMhO0fQP6xTqcREQlKGpEOYmt27N2IRSPSR8W4u0hp2OCZ1uHSvz19KdzA5Xm7ubFwB9tao/nxhkFsbtbUGZ8wBvKPg/pSqCtzOo2ISFBSkQ5iX1xoODY3yeEkgS2peQvh7nZN6+hDx6c28vOR2wg3lgUb8zVv2ldyp3guOiz9wOkkIiJBSUU6iK0ur2dwRhxJMdqi+Wik1a+jyxUN6cOdjhLU8mM6uGfkdobEeeZNP7MzHbeWQT46EbGQM8lz0WFnm9NpRESCTo/epzbGnAn8DnABj1hr7zvg/ijgCWAyUA1cbK3dZow5DbgPiAQ6gP9nrX3Hh/nlEKy1rCqr44Sh6U5HCWjG3UVK40aqE8ewdXvDIY/b0q31en0hMaKbO4eV8pfSgTxXkU55ayTfLahwOlZgG3Q8lC337HRYcILTaUREgsoRR6SNMS7gQWAOMBq4xBgz+oDDrgZqrbVDgd8A9++9fQ/wdWvtWOAKYJGvgsvhNbR1UdXYznhN6zgqyU2bcbk7qE468Ede+kp4GFw3qJJLc3fzcV0CdxXnU9Wm7e29lpQHSbmwfZl2OhQR8bGejEhPAzZba0sAjDFPA+cA6/Y75hxgwd7PnwUeMMYYa+3+6y6tBaKNMVHWWi1s2sd21LYAMFYXGh6V1Pq1dLpiaYgrdDpKSDEGvj6ghuyoDn63NZvz3onksRPqGJrY3e9Zlm+t6fGx0wtT+zCJl7646PCzZzy7c6boZ1lExFd6UqRzgP0v+S4Hph/qGGttlzGmHkjDMyL9hfOBT1Wi+0dFQxvGwKgs31605etl5fxZmLuTlKZi9iSNA6PLCZwwObmJnw4v5f/bms83Fqfwl+PqmZ7R6XSswJMzCda/5FkKT0VaRMRnetIODvae6oHvDx72GGPMGDzTPa496BMYc40xpsgYU1RVVdWDSHIklfVtFKTFERup5dq8ldy4CZe7kxpN63DUkLg2Xji5hoxoN5ctTealUm0r3mvh0ZAzBXaugo5mp9OIiASNnhTpciBvv69zgZ2HOsYYEw4kATV7v84FXgAut9ZuOdgTWGsfttZOsdZOycjI6N0rkIOqqG/z+Wh0qEltWEtHeBwNsYOcjhLy8uLcPHdSLRNSO7np4yT+UhzjdKTAM+h4cHd6LjwUERGf6EmRXgEMM8YUGmMigXnAywcc8zKeiwkBLgDesdZaY0wy8G/gdmvtMl+FlsNr7+qmprmDkQMTnY4SsMK7Wkhu3ERN4mhN6/ATyZGWJ2bWcVZuG79Yk8C9a+J07VxvJGZ7lnAseRe6tXukiIgvHLEhWGu7gBuA14H1wDPW2rXGmLuNMXP3HrYQSDPGbAZuAX609/YbgKHAncaYVXs/Mn3+KuRLdtV71osdlaUi7a3sqiW4bJenSIvfiHbB76c3cOngFv5cHMcPVybQ5XY6VQAZcgq0N3iWwhMRkaPWowm01tpXgVcPuO0n+33eBlx4kMf9HPj5UWaUXqpo+KJIa2qHt3J3vUOnK47G2LwjHyz9ymXgZxObSIuy/G59HLXtYTxwbD3RLqeTBYD04Z6l8La8DXnTnE4jIhLw9J51EKqsbyM6IoycZM0j9UaYu5PsqqXUJgzXtA4/ZQzcPKaZn01s5O2KSC5fmkxDp9aaPiJjPKPSzVVQ+ZnTaUREAp5aQhCqqG9jYGI0xqhYeCOzegWRXU3UJmpLcH932ZBW/jC9gU+rI7h0STJNXfor7YiyxkNsOmx+Wxu0iIgcJf3WCTJua6lsaGNgkkajvZW7+x26XDHUxw12Oor0wNl57fz5uHo21IdzV3E+9Z2a43FYJgyGnAT1pbBtqdNpREQCmop0kKlr6aSjy01WYrTTUQKTteTsfpeK9BnYsAin00gPnZzVwaPH17GrPZIFxfnUdGj99MPKnQZRCfD+b5xOIiIS0PTbJshU1LcCMDBJRdobKQ3riGvbxZphNxDm9p8d9I60o+SQ0p5vYx2sjh/Qye1Dy7h/cy4LivO5c1gpGVFa5u2gXBFQOAs2vAIVqz3TPUREpNc0Ih1kKurbMMAAjUh7JXfXYtyEsTNzltNRxAujElq5Y3gZTV0uFhQPYne73lU4pEHHQWQCLPud00lERAKWinSQqaxvIy0+kshw/a/1Ru7uxexJmUB7ZIrTUcRLQ+PauHN4Ka3dYfysOI89muZxcBGxMPVbsPYF2L3e6TQiIgFJbSvI6EJD78W1lJPSWEz5gJOdjiJHqTC2nf8dVkZjl4ufac70oR3/fc9c6TfucDqJiEhA0m+XINLW6dkafPIgjaZ6I3f3uwCUZ57kbBDxiSFxbfx4WBm/2JTHz4rz+OmIUpIjup2OBcDyrT2f0z69MLXvgsSmwqzb4PUfw6a3YNipffdcIiJBSEU6iOzau6OhVuzwTs6uxdTFD6UpLr/fnvNwhWpL9+EvMJQjGx7fxu3DyrlnUx4/K87np8NLSfSTMu03pn4HVjwCb/wvDJ4NLv1aEBHpKU3tCCIV9Z4irRU7ei+yo57M2pWUD9BodLAZGd/KbUPL2d0ewc835dHSrb/2viQ8Ek67G6o2wCePOZ1GRCSgaOghiHyxNXhSjFYq6K3sqiWE2W52+NG0jiGl/3Q6QtAYk9DCD4bs4Jebc/nV5lxuH1bmdCT/MvJsGHQCLL4Hxl4I0UlOJxIRCQgq0kGksqGNrKSYfVuDH2ntYfmv3F2LaYnKoDppjNNRpI9MSGrmu4UV/GFrNr/fms2Mwla0uM1exsAZv4CHZ8PSX3tGqEVE5Ij0ayRIuK2lsr6NgZof3Wth3R1k7VnGjszZnu2TJWidkNrAlXm7WFGXwB2fJmCt04n8SPYEGH8JfPQnqNnqdBoRkYCg1hAkaps76Oh2k6X50b2WUbuSiO4WT5GWoDcns5bzBu7h6a0x/N/aOKfj+JdT7gTj8qzioX9liIgckYp0kNCFht7LqVpKd1gku9KmOh1F+snF2Xu4pLCVBzfE8ddNWnd9n8RsOOnHsPFVWP13p9OIiPg9FekgUdmgrcG9lV21lF2pU+l2qVCFCmPg55MaOTOnjbtXJ/BiaZTTkfzHjP+B/OPgtdugTtdZiIgcjop0kKiobyM9PooIl/6X9kZ8cymJzdvYmTHT6SjSz1wGfjutgWMzOrh1RSLvVkY6Hck/hLngvD+BdcOL3wW32+lEIiJ+S60rSFTWt2pahxeyq5YCqEiHqGgX/OW4ekYkdXH9h0l8Wq2FjABIKYAz74VtS2H5Q06nERHxWyrSQaCts5valk5daOiF7KqlNMQV9OtuhuJfEiIsj51QR2Z0N1ctS2Zzg8vpSP5h4mUwfA68tQB2b3A6jYiIX1KRDgK7924NrvnRvePqbmVAzQp2ZpzgdBRxWEa0ZdHMOiLCLJctTWZni/5qxBiY+3uIiocXrgW3tlYXETmQ3scMArsa24HQLdK92QFwS/6F+z4fUL0Cl7tD0zoEgPx4N4+fUM/F7yVz2dJk/jm7ltSoEF8CLj4Tzv4tPHMZxKTA6HOcTiQi4lc07BIEdjW0EeEyJMdqa/DeyK5aQpcrht0pU5yOIn5idHIXC4+rp7zZxVXvJ9PUaZyO5LzRc2Hqd6BkMez81Ok0IiJ+RUU6COxuaCczIZowo1/6PWYt2VXvU5k2HbdLqzXIf03L6OTBY+v5vC6c6z5MotOtP1eccQ+kFHrWlm6scDqNiIjf0NSOILCroY1hAxKcjhFQEpu3Et+6g3WDv+WT8/Vmeon4v1OzO7h/ciO3FiXS1ZnFTYU7CQvlPh0eCZOvhKW/hqK/wgm3QITWXRcR0Yh0gGtp76KxvYsBidpQoje07J0cyQUFbfzvuEY+qk3kr6UDtGN2dBJMugJaqmHVk551pkVEQpyKdIAL9QsNvZVdtZTahGG0xGQ5HUX82HeGt3LOwGre3JPCkzsyVKbThnguONz1OWx+y+k0IiKO09SOALdr79J3mQkake6p8M4mMmpWsqHwcqejSAC4JLuKtu4w/rUrjXBjmZezp/9DFD3a/895KAUnQm0pbHwNkvIgc5TTiUREHKMR6QC3q6GNqPAwkmK0YkdPDaxejst2aVqH9IgxcGXeLk5Jr+OFynSeq0hzOpKzjIFxF0FCFny66P9v777D46ru/I+/z1SN+qjZsmzZcm/gCqaZHggkIaQQCKRAIG0DpGdJ2SzZ/YVNtpAlm2QTksAGEhI6mCQUUwyGgMEGbLCMi1xkdVl1pNFo2vn9IeEY4yLbku6M5vN6nnlGM3Nn5iO4vvrOmXO/Z2Cqh4hIhlIhneZaQv2My8/CqGPHkE1oXU3Uk8eewgVOR5E04TJwTWUTZxR3cU9DKQ83FTkdyVkePyz9DGAHTj5MRJ1OJCLiCE3tSGPWWpq7I8ybkO90lPRhLRNaV9NYcjLWldmj+Gt2tDsdIa24DHxhciOxpOGu+jI8xvK+cR1Ox3JOTgks/AS88mvYcA8svGJgtFpEJINoRDqN9fTHCUcTlOXpRMOhKgxtIbu/RdM65Ki4DHypqoFlhd3cUTdOI9Pj5sHM90L9Wtj1vNNpRERGnQrpNNbcrY4dR+rttneNpac5nETSlcfA9VMbOCXYzV31ZdzbUJLZ3TxmnAdlc2Hjg9C+w+k0IiKjSoV0GmsJDXTsUA/poZvQ+hxt+XOJ+EucjiJpzGPguqoGziju5L7GksxujWdcA1M8AkF47Q6IRZxOJCIyalRIp7Hm7n6yfW5y/ZrqPhTueB8lHes1rUOGxcCc6SbOK+3gkeZibt89jmSmFtO+bFj0SejrhI0POJ1GRGTUqAJLY83dEcry1LFjqAp6a3CRVCEtw8Zl4DOTmvG7kjzSXMy31vbxoyUhPJk4RBGcAtPPhW0rYdOfYc77D/+cI+mPvfSqo44mIjJSVEinKWstLaEICyYWOh0lbRSGthHxBmkvnO90lDErEzuBGANXVLTidyW5b1cp3TEXP13WRZbb6WQOmHk+tGyCR66HSSdCbpnTiURERlQmjpuMCd2ROJFYUicaDpW1FPZso7H0VKzJxApHRpIxcMmENv55QYgnGvxc9eA6IRoAACAASURBVHwhPbEM/KbI5YFFV0B/D6y4nsydOC4imUKFdJp6e2lwFdJDk9PXgDcR1rQOGVFXzejjv0/s4uU9Xi5/rpC2/gwspvPK4Zzvw5ZH4bXfO51GRGREqZBOU3sL6Tx17BiKwp6tWAyNJac4HUXGuIsr+7n15C42d3m4ZFWQhnAGHmZP+geYshweuwE6a51OIyIyYjRHOk21dPeT5/eQrY4dQ1LYs42eQAVRn+aUy8g7Z0KUO5Z3cs0LBXz0mSB3LO9ken7C6Vh7vT2XvSZx6CL38mWVR/cGLhdc/Av4+TJ4/Ltw6Z1H9zoiIikuA4dKxobmUIQy9Y8eEk+8h9y+BjrzZjgdRTLIstIYfzqzk2jS8LFVQTa0Z9iH3sJKOO1rsGkFbH/W6TQiIiNChXQaSlpLS3e/5kcPUWFPDQCdudMdTiKZZl5hnHvP7CDgsXz8uUL+1uJ1OtLoOuXagYL6sRsgEXc6jYjIsFMhnYY6wzGiiSTj8lRID0VhaBtRTy7hrPFOR5EMVJWX4P6zOqjITnLl84U8Xu9zOtLo8QbgvB9CSzWsvc3pNCIiw06FdBpq6dbS4ENmkxT01AyMRmvhGnHI+ECSe87sYG5hnC++WMDqtnynI42eOR+AqjPgmR9COPP6jIvI2KZCOg293bGjTFM7DisvvBtPMqL50eK4Qp/lD6d3clJpjJ/vLOeZPQVORxodxsAFP4b+EDz9/5xOIyIyrFRIp6HmUD8FAS9ZXi0scjiFPVtJ4qI7p8rpKCLkeCy/PbWT4/J7+eWucp5szZBiumwOnHANrLsdmt5wOo2IyLBRIZ2GmrsjmtYxRIWhbYRyKkm4NXovqSHggW9Oq2dRfg+/ri3n8ZYMacl41rchqxAevUErHorImKFCOs0kraU11K8TDYfAF+0ku7+FzlxN65DU4nNZvj6tnqUFIW7bPZ6/NAedjjTyAkE46zuw63nY/ozTaUREhoUK6TTT3hMlnrSaHz0EhT1bATQ/WlKS12X56tR6TiwMcUfdOFY0FTkdaeQt/hTkT4RnbtKotIiMCSqk00xzSB07hqowtJWIr4iIr9jpKCIH5HHBl6fWc3Kwmz/Ul/Fg4xjfVz1+OP0bUPcKbHvK6TQiIsdMhXSa2duxQ1M7DsmVjFHQu5OO3BlqeycpzWPguqoGlhd18aeGUu5tKBnbg7ULr4CCyoF2eGP6FxWRTJBha9amv+bufoLZXnwefQY6lPzeHbhsnM48rWYoqc9t4B+mNOIylvsaS0hYuHTCnrT6DLhmx997RNckag+63eXLKuGMb8KK66BiCYybNxrxRERGhArpNDPQsUOj0YdTGNpKwuUllD3Z6SgyDPYt0sYql4EvTG7CY+DBphLi1nBFRavTsUbGgo/D6v+CLY9C2Vx9ayQiaUvDmmkkGk+yp6dfhfThWEthz1a6cqZhXfqsKOnDZeCayibOL+3gkeZi7qgrG5uzH9xeOP1b0FUHzW86nUZE5KipkE4jO9t6SVqdaHg4gf4W/LFudeuQtOQycNWkZi4oa+evLUXc+Hru2Cymj78UsksGRqVt0uk0IiJHRYV0GtnSHAJ0ouHhBEODbe9yNT9a0pMx8OmJLbx/XBu/q8nme6/lkhxrxbTbAzPfC90NWu1QRNKWCuk0sqUphAFK8zQifSiFPVvpySon5s1zOorIUTMGPlHRyhdm9fKH7dl859W8sVdMVyyGnFLYulIdPEQkLamQTiNbmnsozvXhdet/28F44mFyw3Wa1iFjgjHwj/N7uW52L3/aEeAba/OIjaVZEMYF086B7jrYs9npNCIiR0xnYqWRLc0hnWh4GAU9NRislgWXw0qXTiDGwNfn9+JzW/5rYy5dURc/P6mLLLfTyYZJxdKBedLbnoLS2U6nERE5IhraTBORWIKdbb2aH30YhT1biblz6A1McDqKyLC6bk6Yf10U4ulGH598rpCu6BhpGef2wNQzoW0rdOx0OIyIyJFRIZ0malp71LHjcGySwp5tA4uwqC+tjEGfnNbH/yzr5vV2L5c+W0hL3xg5hFeeDN5sqHna6SQiIkdkjByFx76tzT0AmtpxCPnhXXgSETryZjkdRWTEvH9SP7ed1kltj5uPrAqyIzQG5nh4smDKadC0AUJNTqcRERkyFdJpYnNzCK/bUJzrczpKygp2byZpPHTlTnU6isiIWj4uxl1ndNITM3zw6SDPNo2B40LV6eDyalRaRNKKCuk0sbU5RFVJDh6X/pcdkLUEQ5vpyp1K0jUGigqRw1hYFGfFOe1MyE5w1fMF/Gpzdnp3kPPlDkzxqF8LfR1OpxERGRJ17UgTm5tDLJhY6HSMlJUdacYf66Ku9IxDbjet9t5RSiQy8iblJLn/rE6++Uoe//ZGLtWdHn60pJtAuh7Zp54Ju56H7atg3occDiMicnga3kwD4Wic3e19zBynBUYOJhh6C4tR/2jJODkey89P6uYb83pYsdvPJauC7OxJ03nT2UVQsQRqX4Ror9NpREQOS4V0Gnj7REMV0gcXDG0mlD2JuCfH6Sgio84YuHZOmF+f0sWuXjcXrgzyh+1Z6TnVY9rZkIjCjuecTiIiclgqpNPAluYQADPH5TqcJDX5ox3kRJrVrUMy3rkTojz+nnYWFcf57qv5XPVCQfq1yMsrh3HzYedqiPc7nUZE5JDS7AibmbY0h/B5XEwu1mjrgQRDA0sLd+SrkBaZkJ3kzuWd/GBhiJdafZy3sohHdvvTa3R6+jkQCw9M8RARSWHpekpKRtnS3MP00lzcLi0yciDB7s2E/WX0+4qcjiKSElwGPj29j9PGRfnay/lct6aAe3ZE+f7CEDPyEyP+/oc8qdc9hH+nwSoomjZw0uGU08ClP1Uikpo0Ip0GtjSHmDVe86MPxB/tIC9cS7tGo0XeZVpegvvP6uDGhSHWd3h478oibnw9l554Ghz6p58LkU6oX+d0EhGRg0qDo2lm647EaOyKMEPzow9oQsuzGCwdebOdjiKSkjwuuHJ6H6ve28ZlVX3csS3AV96cyuMthcSTSafjHVzpbMifADVPgU3hnCKS0VRIp7itgycazlLHjgOa2Pw0/d58wlnjnY4iktKK/JYfLu7hkXM7mBSIctvu8dz8xBZe2dFOIpmCE6iNgWnnQk8LNL3pdBoRkQMaUiFtjHmvMWazMWabMeaGAzzuN8bcPfj4GmPMlMH7i40xzxhjeowxPxve6Jlhi1rfHZQ70Uf5nhcHunUYzR8XGYp5hXG+P7OWb0/fTV6Whwdfr+fmlZtZuzMFC+ryBZBdDDVPkl5nS4pIpjhsIW2McQM/By4A5gIfN8bM3W+zq4EOa+104CfAjwfvjwD/BHxj2BJnmM1NIbJ9bioKA05HSTnj97yIJxlR2zuRI2QMLCzo5QtnTOPTJ08m2+fhgdcGCuoXt7cRjafIVAqXe6CvdGftQDs8EZEUM5QR6ROBbdba7dbaKPAn4IP7bfNB4HeDP98HnGOMMdbaXmvt8wwU1HIU3mrqZsa4PFzq2PEuk5qfIurJI5Qz2ekoImnJGMOs8fn8w5nT+NRJk8nL8vLI+gb+4/G3eGZzC13hmNMRYeKJ4M+D53/idBIRkXcZSk+hCmD3PrfrgGUH28ZaGzfGdAHFwJ7hCJmprLVUN3Tz/gUTnI6SclyJKBObn2b3uHOwJk2XQxZx2L5t6qYDF06Bt0oCPNxUzMrqBKfc9BiXV0W4emaY8Q58KbZmRzsA5QUnUlnzFI8+8RgdBft/IQqXL6sc7WgiIsDQRqQPNBS6/2S1oWxz8Dcw5nPGmLXGmLWtra1DfdqYV9/ZR3ckztzyfKejpJzyPS/gi/dQW/5ep6OIjBnGwJy8Pm6YUce/z9nBueVRfrs1wPK/FvOPa/OoCTnzobWlaAlRTy5zt//WkfcXETmYoRTSdcCkfW5PBBoOto0xxgMUAO1DDWGtvdVau9Rau7S0tHSoTxvzqhu6AZg7QYX0/iY3Pka/t4Cm4v2/HBGR4TA5u59blnUPtM2b2sdDtVmc+3gRX3wxn/Xto7tASsKdxdbKS6lsWkle765RfW8RkUMZytHwFWCGMaYKqAcuAy7fb5sVwKeBF4GPAk9bq1Osj1V1YzfGwGwtxvIO7kSEipZV7Cq/AOvyOh1HZK+3pyKMJZW5Sf51UQ/Xz+nl/7Zlc0dNgEfrszi1LMoXZ/VyallsVJrmbJ7yCWbvvJM5O27n5fk3jvwbiogMwWFHpK21ceBa4HFgE3CPtXajMeZfjDEXDW72W6DYGLMN+Bqwt0WeMWYncDNwpTGm7gAdP+QgNjZ0M7Ukh2yflsfdV3nr83gTYXaVn+90FJGMUZpl+eb8Xv52YRvfPq6Hrd1uPrE6yEVPB3m0zs9Id86L+EvYXnExVXUrCERaRvbNRESGaEgVmrX2r8Bf97vv+/v8HAEuOchzpxxDvoxW3dDN4slBp2OknMmNjxHxFdFSdILTUUQyTp7X8vlZYa6cHubB2ix+tTmbL75UQFW2n49XtHB8XnjERqirp17JtN33MWvn73l99tdG5k1ERI6AVjZMUV3hGPWdfTrRcD/ueJiK1ufYPe5crEsj9SJO8bvhsqoIT57fzs0ndNMTd3HT1kr+desktvZmjch79mZPorb8fGbU3o031jUi7yEiciRUSKeo6kadaHggFa3P4Un0sUvdOkRSgtvAhydH+Mm8HVw5qZndfX6+99YUbq6ZQGv/8H/YrZ56Nd5EmJm77h721xYROVIqpFPU3kJaI9LvUNn4OH3+ElqLFjsdRUT24XVZLijr4Kfzt3NJeSuvdeXytY1Tub+xmGhy+OZ6dObPoqH0NGbt+gPuRN+wva6IyNFQIZ2iqhu6Kc3zU5rndzpKyvDEe5nQupra8e/RIiwiKSrgTvLRCW38ZP52FhX0cE9DKd+sruK1rpxhe4+NU68mK9rOtN0PDNtriogcDRXSKaq6sVuj0fupaFmFJ9lP7XhN6xBJdSW+OF+b1sB3Z9TiwvKjbZO4uWYCeyLHPjrdGlxCc3AJ82p+jTseHoa0IiJHR4V0CuqPJ9jaHGKe5ke/w+TGxwj7y2gNLnQ6iogM0fH5Yf5j7g4um9DCuq5c3vNEMX/efYzftBnD+llfIRBtY/bO3w9PUBGRo6BCOgVtbe4hnrQ60XAf3liI8tYXqC0/D4x2W5F04nHBh8rb+fGcnVTmJLh2TQH/8GL+MY1O7wkupK7sTObsuB3CY28hHBFJD6pIUpBONHy3SU1P4rYxdmlah0jamhiIcv9ZHXxrfg9PNvo574linmjwHfXrrZ/5ZbzxXnj+5mFMKSIydGrEm4KqG7rJ9rmZXDx8J+eku6r6h+nOmUJb4fFORxGRY+BxwT/MDnNueT9feyWfz/2tkE9PC/Pt43vIOsJziLvyprOj4gNMXXMrLPsCFEwceGDt7UN/kaVXHdmbiojsQyPSKai6sZvZ4/Nwu0ZoebA0kxPezbiOdWyvuIgRWzJNREbVzIIE95/VwWemh/ldTTYfejpITejIu/FsmPElwMKqHw1/SBGRw1AhnWKstWxq6Nb86H1MrX8Ei2HnhA84HUVEhpHfDd9f2MNtp3bS1OfmA08GuXfnka2KGA5MgBOugdf/AK1bRiipiMiBaWpHiqnr6CPUH2fehAKno6QGm6SqfgXNxScSDox3Oo3IqFuzY2gn0i2rKhrhJCPn7PIoj76nna+8nM831+azdo+XHywKDf0Fln8dXr0Dnv5XuPTOkQsqIrIfjUinmI0NXYBONHxbacer5PbVs73ig05HEZERND6Q5A+nd3Lt7F7u3hngY6uCQ19iPKcETrkONq2A2pdGNqiIyD5USKeY6oZuXAZmjc9zOkpKmFr3MDF3NrvHneN0FBEZYW4D35jfy62ndLIj5Obbm6awoTt7aE8+5TrInwh//hokEyMbVERkkArpFFPd2M200lyyvFoC2x0PU9n0BLXjzyPhGeIfUxFJe+dNiPLwOR0UeBPctHUSDzUVYa099JN8OXDBj6FlI+xcPTpBRSTjqZBOMdU60XCvSc1P4U2E2VFxkdNRRGSUTc1L8MPZOzkpGOKP9WXcs3Y3sUTy0E+a/T6YcT5sfhT6OkcnqIhkNBXSKaSjN0pDV0TzowdV1a+gJ1BBS9ESp6OIiAOy3JYvVzVw2YRW1td18ZvV2wlFYgd/gjEDo9I2CdUPjV5QEclY6tqRQja9vaLhGB2RnlZ775C3bSxdzvi2Nbw5/QtaElwkgxkDHypvwzVxCfeu280vVtXwyZMmM6EwcOAnFFXBjPfA5r9C61tQOnt0A4tIRlGFkkLeqFfHjrdNaXgEg2V7hXpHiwjMryjg86dPA+BXz9Xs7XB0QFPPhpxSeOM+SBxiBFtE5BhpRDqFvFrbweTibIpz/U5HcZa1TK1fQUtwMb3Zk5xOIyIpYkJhgC+eOY3fv7SLP6yp5by54zhjZum7N3R7YP5HYc3/Qs1TMPO9ex/avy93TaL2gO91+bLKYc0uImOTRqRThLWWdbs6WDI56HQUx+X37iS/dyc1kz7idBQRSTH5WV4+u3wqx08s4InqZu5dV0ckdoB2d6WzYMIi2LoSunaPflARyQgakU4Rte1h9vREVUgD4zrW0u8tYNf4852OIpI2hroC4ljgdbu4dOkkyvKyeHJTMx//9Uvc+smllObt923e/I9C+3Z49c6B1Q89Gf5tn4gMO41Ip4i1OzsAWDo5fZf5HQ7eWIhg91vUTPwQSbf+6InIgRljOHt2GZefWMmmxm4++LPnqW7ofudGvhxY+AnobVUXDxEZESqkU8S62g7ysjzMKMt1OoqjyjpexWDZNuljTkcRkTQwv6KA+75wCkkLH/3l33iyuvmdG5TMgGlnQe2L0LTBmZAiMmapkE4R63Z2sLgyiMtlnI7iGGMTlHW8SmfuNHpydJKhiAzN/IoCHr72VKaV5vLZO9fymy0B3rEQ4qwLoWASrL8bbyzkWE4RGXs0RzoFdPXF2NIS4n3HlzsdxVGFoS344iF2BC90OoqIkF7zrsflZ3H350/iq3e/zv/bANt7PPxgYQivC3B5YNEnYPV/Ma3+Id6a/ImBBtUiIsdII9Ip4LXaDqyFpRl+ouG49rX0e/PpzJvhdBQRSUPZPg//e8USvjCrl7u2B/jM84V0RQcL5txxMPdDFPTuYMKe1c4GFZExQ4V0Cnh1Vwdul2HBpEKnozgmq38PBb07aAku0UqGInLUXC7DDcf18u9Lunmx1ctHnglS2zN4TKk8iT0FxzGpZRVFXdXOBhWRMUEVSwpYu6uDOeV55Pgzd6ZNWfs6ksZFa+Eip6OIyBjwsaoIdy7vpDXi4uKni1i7xwvGsH3CBwgFJjK1/iFy+uqdjikiaU6FtMPiiSSv7+5kSWXmTutwJWOUdq6nI28OMW9mdy0RkeFzclmMB8/uIN+X5PLnCnmo1o91edhSeSkxTy4za+8mu6/J6ZgiksZUSDvsraYQ4WiCJVMyt390cdebeJIRmouWOh1FRMaYqXkJHjyrg0VFMb7ycgH3NJQQc+ewpfIy3MkoZ6y7Fk887HRMEUlTmTuXIEWs2zWwEEvGrmhoLePbXiLsLyOUXel0GhEZYU50Agn6LXee3sl31uVx364SGiM+vjjFsHXiR5lZ+ydOWf+PrF70E6xLfxJF5MjoqOGwtbs6KC/IoqIw4HQURxT2bCW7v5WaiovVjkpERozPBf+xNIQ3HuKP9WW0Rr18Y5qL0NwbOKH6Jk7e8F1ePP6Hhy6m194+9DdcetWxhxaRlKdC2mGv7upgcaaORgPle/5GvzeftoJ577h/Wu29DiUSkbHKGLh4fDvl/hg/21HO996awseXz8U7s5eFW24B4MUFN2GN2+GkIpIuNEfaQY1dfdR39mVs/+jc8G7yw7U0FZ+kP1wiMmqWBUPcOKuWWNLwq2dreCj3Ul6f+WWmNP6Vk9d/B2MTTkcUkTShQtpBmT4/unzPi8TdWbQULnY6iohkmGk5EX44ZydFOT5+97ed/DLxQV6fcT1TGv/KSRu+C0kV0yJyeCqkHbR2ZwcBr5s55flORxl1Wf17CIbeojl4Akm3z+k4IpKBSnxxPnf6VOZXFPDYxia+134+66ZfS1XDX+CBz0K83+mIIpLiNEfaQa/WdrBgUgFed+Z9ninf8yLWeGgqPtHpKCKSBg553oT76NuH+j1uLjthEhODAR57s4kvdp/FzVUuTnvzpxBqgkt/D9mZ255URA4t8yq4FBGOxtnY0M3SyZl3gPbGQpR0baC1cCFxT47TcUQkwxljWD6jlKtOraKnP87VW09hw0k3Q90r8Nv3QFuN0xFFJEWpkHbI2p0dJJKWJVMyb370+PY1GJukseQkp6OIiOw1vSyXL501neJcHxetGs/t03+KDbcPFNO1a5yOJyIpSIW0Q57a1EyW18VJVcVORxlV7kSEsvZ1tOfPod+XeaPxIpLagtk+Pn/6NK48ZQo/WJ/P5/3/RsybD7/7ANS97HQ8EUkxmiPtAGstK6ubWT6jlIAvs9q+jW97EU+yn4aSU52OIiJyQF63ixsvmscp04r51v0bODP+HR4qu5XS1++C9h0w78Pg9u7d/kCrNdYkat913+XLtHqryFijEWkHbGzopqErwnvmjnM6yqjyxHsob3uJtvy5hAPlTscRETmk8+aN56/XL6diwiROqruelYELofZF+NstEG5zOp6IpACNSDtgZXUzxsA5s8ucjjKqKlpX40rG2V12ltNRRGQMOdCI8HCZUBjgrs8u4+fP1PDFp67gIt8sftzzS7yr/xMWXgHj5o/Ye4tI6tOItANWVjezpDJIca7f6SijJie8m7KOdbQEF9Pvz6x54SKS3jxuF18+dwYrzulgc2AhZ4dvojZZBq/8Bt58AJOMOx1RRByiQnqU1XWEqW7szrhpHcdv/QXgor70dKejiIgclbmFcR46u4OPzc3hgvCN/NGeBzufY/723xCINDsdT0QcoEJ6lD1ZPXCwzaRCurB7M1Ma/kJT8YnEvHlOxxEROWpeF1w3J8z95/Zwd84VXBn9FpH+CPO2/5ZxbWvAWqcjisgoUiE9ylZuamZaaQ5TS3OdjjJqFmz5KTFPrjp1iMiYMbsgwQNndXDh4ql8OH4Tq+LHMaXpcabvvAtfrMvpeCIySlRIj6KuvhhrtrdzbgaNRpe2r6Oi9Tk2Tr2ahDvgdBwRkWHjMvCxKRG+P28P9xV+hn+KXUWgt445W3/F5F33aXRaJAOokB5Fqza3EE9azsuUQtomWbT5ZsL+MrZMudzpNCIiIyLHk+TKylaOnzWdr/i+z+uJKk6t/gGLVl+DP9zodDwRGUEqpEfRyupmSnJ9LJyUGcuCT999HyWdG1g/83qNRovImFcZ6Ofqmf1UT/4kP/F+lsk96znv2YvxvvFHksmk0/FEZASokB4l0XiSZze3cs7scbhdxuk4Iy4QaWHh5p/QVLyMHRUXOR1HRGTUzMuPUHbOdfxyzh1sM5O5pO4mpjzxGR7726vEEyqoRcYSFdKj5KXtbYT64xnTrWNJ9Y9wJWO8PO/7YMb+BwcRkX0ZYxhfNZeN5/2RFeVfZql9g5Mffx///uMbueflWqJxFdQiY4EK6VGysrqZLK+LU6eXOB1lxFU0P01l80renP4FenIqnY4jIuIYl8tNz8JreHz5/SRLZvOd6C0UPfIpPvbv93DrczV0R2JORxSRY6BCehQkk5YnNzWzfEYpAZ/b6TgjyhPr4YSNP6Qzdzqbqj7tdBwRkZTQmzuF4JeexJ73Q87yvcWfYtfT+vh/cvq/PcEP/1JNQ2ef0xFF5Ch4nA6QCZ5+q4XGrgg3XDDb6SgjbsHW/yHQ38rqRTdjXV6n44iIHNK02nsP/IC7aPjfzOXGnHIt7jkfwP3ot/julru40r+G61/4JLc9P4MLKvr59PQ+lhbHeHln+wFfoqbyknfcvnyZvvUTcZJGpEfBr56roaIwwIXHlTsdZUQVd6xn5q4/smXyZbQFFzgdR0QkNQUnw8f/BJf+ngpfH/f5fsB9Rb9kY3OYS1YFufDJIE/tKaA/qfNLRFKdCukRtm5XO6/s7OCa5VV43WP3P7c/2sFpr3+TcNZ41s+43uk4IiKpzRiY8wG49mXM1DNYFH6Bp31f5+HKe/DZKLfuKueLG6ZzW+04dob9TqcVkYPQ1I4R9qtnt1OY7eXSEyY5HWXEGJvglNf/kaxoGytPuoO4N3OWPxeRsWnNjgNPrRh2/jyYezFUnoLZtIIFzQ/xUOBZVk88j1t7TufpPQU83hqkKjvCWcWdVIxPjPlzbUTSiQrpEVTT2sPKTc1cd9Z0sn1j9z/1cVt/Tnnbi7w0/we0F8xzOo6ISPrJLYMTroE9WzHVD3H6nrtZ4l/F9qrTeSC6jGfairht93g89ZuYNT6P4ycWMnt8ntOpRTLe2K3uUsBvVm/H53bxqVOmOB1lxFQ0P838ml+zbeJH2D7pw07HERFJbyUzYPnX2fb6c1S0rua4hnuZ5l/F5RWns86zkIdjJ/JmXRcbG7rxeVy8vruT9x1XzmkzSsjyaqRaZLSpkB4hLaEI96+r52MnTKQkd2zOb8vr3cXJG75LW8E81s79ttNxRERS2l1rag94/7TaA0wjKTyetoL5FHdXU9H6HDPq7meibxXTp32WmnM/wJYuF+t3d/L0Wy08+Fo9WV4Xp00v4dw54zh7dhll+Vkj+8uICKBCesT83ws7iSWTXHPaVKejjAhvrJvlr36FpPGwetHNJN1j88OCiMjROGhbvSNhXLQVzKctfx5F3dWUt73E0k0/YuGWW9gx4X0smX4Z5372XNbsaOPJ6mae3NTCk5taAJg3IZ9Tp5dw6vQSTpgSHNPTC0WcpH9ZI6CnP86dL+3igvnjmVKS43ScYeeNdXP2K58nr3cnq5b+gnBggtORRETGLmNoL5g3eJnLGNCavQAAEhVJREFUzNq7qap/hBm774PtC1k+/8MsP+ND3HjRPDY3h3iyupnVW/dw+ws7uPW57XjdhkWVQU6cUsTiyYUsnBSkKMfn9G8lMiaokB4Bf3q5llAkzudPn+Z0lGHnjXVx9sufozC0hecX/YTmkpOdjiQikjE6Cuax5rh/4bVZX6eq/mGWdD8FK78PK7+PqVjK7HkXM3v+e7j2rJPoiyV5ZWc7L9Ts4W/b2vjfZ2tIJC0AVSU5LKosZHFlkMWVQWaOy8Uz2KL1YFNQDkQLwkimUyE9zBo6+/j5M9s4aWoRCyYVOh1nWPmiXZz9ymcpCG1j9eJbaCg73elIIiIZKeorYHPVp1iy7HvQvgOqH4I3H4AnvjdwySsnMPVMTp96FqefchpcMIdwNM4bdV28WtvJq7UdPLellQderQcg2+dmwcRCFlUW0tUXY2Iwm/wsD8ZoURiRQ1EhPYyi8SRfuutVYgnLTR86zuk4w8oX7eTslz9LQe92nltyC42ly52OJCIiAEVVcNpXBy4du2D7Ktj+DGx5HNb/cWCb3PFkVyxm2YTFLJu4CE5cjA0Eqevo49XaDl7d1cFruzu59bntxAdHrXP9HiYGA1QUBgaug9nk+lU2iOxL/yKG0b89uonXajv5xRWLmVqa3ouS7HuiTCDSzIzd9+OPdbBl0qVk9zXtfbym8hKnIoqIyP6Ck2HJp8EmYcpy6K6H9u3QuRvq1sLmv+7d1GQXM6mwkknzP8IHFyyG9y4g4srmlie3UtcRpr6zj7qOPjY3hbCDzykMeKkIBphYOFBYd/XFKAh4nfldRVKACulh8ucNDdz+wk4+c2oVFx5X7nSc4WEtZR2vMrnpceJuP29NvoJQzhSnU4mIyFAYFxRMGrgwsFqjOxEhp6+RnL4GciMN5LRux//E9/Y+JZo9mcsK5tCeN5uOyXPoOG4O3a58Gjoj7yiuNzZ0A3DbCzuoKsnhuIoCjp9YwPETC5lfka8uIZIxjLX28FuNoqVLl9q1a9c6HeOI1LT2cNH/PM+s8Xn86XMn4/O4Ruy9juQkkGMxc8edVDX8meLuajpzplIz8WLinvQeZRcRkXfzxHvI7WsgO9JETl8T2ZEmsmKdex/v9+YTzhpPb1Y5NZM+Qnv+HNpcxdR3RSjJ9bOhrpM36rpo6IoA4DIwvSyX4ycW7i2uZ4/P04IxkpKMMeustUuP9vn6yHiMwtE4X/z9OvxeNz+/YvGIFtGjwlrG73mR+TW34o91UVt2No0lp4JOOBERGZPinlw682bSmTdz733ueB85kYGiOifSSE6kicLQFia2PgtAxBuko2AO5bNOhEUL4MIFtHjLebMhxPrdXbxR38WqzS3ct64OAK/bMGt8HsdVFDB7fD6zxucxe3wehdmDbfjW3j70wEuvGrbfXeRYqZA+Bo1dfXz17tfZ2tLDHZ85kfKCgNORjklxx3oWbrmFce2vEPEWUl11JT3Zk5yOJSIioyzhCdCdW0V3btXe+1zJKB0F8wh2byLY/RZF3ZtI/O1nuG0cgKA7h/n5s5iYN4MzAhPpmT+BJtd43uovoqbbTX1nhIdea6Avtnvva+ZneSjLy6IKL+X+KOP9Uc6fnk1FdoKswwxgZ3qbvqH+/mPxd08lKqSP0iPrG/jug28QT1r+65IFLJ9R6nSko1YQ2sKCLf/DxJZV9PmKWDvnBpK4sC7tHiIiMiDp8lEQ2krSeAZWXCyYj0kmCPS3/H30uq+Rou5qPInIO54bd/np9xURCQbp9QRpJ5/WZB4NsVzqIjns7vPxeqKQNpvPLTV59OOj0JdkXFaSskCCcVlJxgWSg9dNjMvPojMcJcfvwetO82+CJa2pUjpC3ZEY//zwRh58rZ5FlYX85GML03L1Qn9/G5MbH2NKw18o6XqDqCeP9TOuY/OUTxD3ZA/P8rYiIjKmWZebcKCccOCdJ9m7ExFai5aS21dHTrierGgbWdF2sqLt5PS3UxzdzvxoO55k/8ATPLyjIokaPz2uPDoT+ewJ5dPclU9dvICdtpCXNmykyRbRbIO0EMS4fWT73eT4PGT73OT4B66zfR5y/APXL9a0UZTjI5jtpTDbl/7TMNfezrTa9qFtu+zrI5slw6mQHqKWUITH3mziV89up6k7wlfPncmXzpq2dyWolGeT5PfsoLTzNSY1P8X4PS/isgk68mbx2qyvUTPxw0R9BU6nFBGRMSDhzqKjYA4dBXMOvpG1eBJ9+KPtTKu9F28ijDfey9R8i68/RFG0l6JoiKn9rdC/A2t6MDbxrpfpchWyx1VCS7yIpliQhlCQ+kQhu+OF7LRFNNsi/vjyLuDv5/rk+T0Ec3wEc3wUZXsHrwdv5/gIZg9cF+V4CWb7KMz24Xal7rlC1kLMGiIJF31JF30JF9GkwWUgr6Ebr9vgdbvI8rrJD3gIeN1abGeYDKmQNsa8F7gFcAO/sdb+aL/H/cAdwBKgDbjUWrtz8LFvA1cDCeB6a+3jw5Z+hO3p6efRN5v4y4YG1uxox1qYU57Pzy5fxKLKoNPxDsqV6Cc3XEdeuJaCnhpKO16jpHM9/lgXAL1Z49lUdSU7J7yPrrwZDqcVEZGMZAxxTzZxTza92RP33j21qujAm1sLsTBMOwu6G1mz/g0CkRay+5sJRFqYHWlhUWQLWYlOcAG+vz834c4i6isk4smnx5VPyOTSSR57+nPY05tNY302jdEsNsb9hK2fXrII2yzC+AmTRQwPWd6/j3Dn+NwcN7GAYLaP/ICXLK+bgNdNwOci4PUQ8A3eHrzP73HjdhmMAbNPQR+NJ4kmEvTHk0TjSfpiCXr7E/T2x+kZvLz9c29flESkGxvpwtXeRTTSR1Yygj/Zh8/246efgIkSoJ8AUdyD3b9f3/YkAEkMffjpw0fU+LGebKwvF5tVgDs7iD+viKzcInILi8kvKKIkL4viXD+luX7yA1rl8mAOW0gbY9zAz4H3AHXAK8aYFdba6n02uxrosNZON8ZcBvwYuNQYMxe4DJgHTACeNMbMtPYAHykdFEskWVndzI49vezc08vOtl527Amzp2fgK6dppTlcf/YM3nd8OTPH5R3dm1g7eEkCg9fWvvPnvY9ZiPdDvG/gOtYH8QjE+qho3o07GcGd6Mcb7yEr2o4/2ok/2kFWtI2cvgayI80Y/t7WsCunit3jzmFPcCGtwUWEsierC4eIiIyoo50iuGbHoacs1LjzgDyYNPOAj7sS/QT6W8iOtDClfgW+WAhfPIQ7EcGbCFMQa6YksRNPvA93og8XycEn8o7ie18JXETwE0lkEQ77CfXl0NcVoCvho9f6iOKl33rowksrXqJ4iNrB68HbSd75DbaLJD7i+IjhJ4bPxMimn3wTJp8w5aaXfMLkmzB5JkwufbjYr2Wxa/AyKIkhZnwkjBc7WLC7fVlgLcYmcSUieBJ9AzWCBfoHL11A4z6/rzWEyKbbZlNLDiFyiLjziPnySfrysVmFuAIFJLMKMVkFmEABPn8An9+P3x/A788iKyuLrKwAXp8fl8eH2+vD7fLgcrvAQsJaktaSTFoS1lKU48PvSb8WiYftI22MORm40Vp7/uDtbwNYa/9tn20eH9zmRWOMB2gCSoEb9t123+0O9n5O9JFOJC1z/ukxookkpXl+qopzmFKSzdTSXM6cVcqscXmH/yT2xPfg5V8fuEDef8cfRhZDv7eQfl+QiC9IODCBUPYkQjmV9GRX0p1TScw7MGVD855FRET2YS3uZBRPIow70Yc7GcWdjOJKxgavo/tcx/a7PbCdKxnFJOMYm8BlE7hsfOD67QJ9iJLGQ9Tlp9+dT9SbR8yTS9yXT9ybR8z79/uinnyKut4k7s4i4coavPaTdHmxxv2ugbJll+w3R9paSEQh2gv9IYh0QaQTIl0kwx2Eu9uJhNqI9nSQCHdi+zpxRbvwRLvxx0NkJ3rw03/U/8mTdmCoL4mLJIZLo9/ndTudez5/Mice5NuIkTQafaQrgN373K4Dlh1sG2tt3BjTBRQP3v/Sfs+t2P8NjDGfAz43eLPHGLN5SOlHwC4gvZaDgYGPkruO9UVKgD3HnkUylPYfORbaf+RYjLH9p/HwmxyRbwzz6w23rwCw7MeOBZh1LE8eSiF9oKHY/YdYD7bNUJ6LtfZW4NYhZJERYoxZeyyfyCSzaf+RY6H9R46F9h85FsaYYxo/HUrLiTpg31U5JgINB9tmcGpHAdA+xOeKiIiIiKSdoRTSrwAzjDFVxhgfAycPrthvmxXApwd//ijwtB2YfL0CuMwY4zfGVAEzgJeHJ7qIiIiIiHMOO7VjcM7ztcDjDLS/u81au9EY8y/AWmvtCuC3wJ3GmG0MjERfNvjcjcaYe4BqIA58KdU6dshemlojx0L7jxwL7T9yLLT/yLE4pv3nsF07RERERETk3dJkWT4RERERkdSiQlpERERE5CiokM4wxphJxphnjDGbjDEbjTFfHry/yBiz0hizdfA6dddAF8cZY9zGmNeMMX8evF1ljFkzuP/cPXhissi7GGMKjTH3GWPeGjwOnazjjwyVMearg3+73jTG/NEYk6XjjxyKMeY2Y0yLMebNfe474DHHDPipMWabMWaDMWbx4V5fhXTmiQNft9bOAU4CvjS4lPsNwFPW2hnAU4O3RQ7my8CmfW7/GPjJ4P7TAVztSCpJB7cAj1lrZwMLGNiPdPyRwzLGVADXA0uttfMZaIBwGTr+yKH9H/De/e472DHnAgY6zM1gYKHA/z3ci6uQzjDW2kZr7auDP4cY+CNWAXwQ+N3gZr8DLnYmoaQ6Y8xE4H3AbwZvG+Bs4L7BTbT/yAEZY/KB0xno9IS1Nmqt7UTHHxk6DxAYXLMim4FlAHX8kYOy1j7HQEe5fR3smPNB4A474CWg0BhTfqjXVyGdwYwxU4BFwBpgnLW2EQaKbaDMuWSS4v4b+BaQHLxdDHRaa+ODt+sY+HAmsr+pQCtw++DUoN8YY3LQ8UeGwFpbD/wnUMtAAd0FrEPHHzlyBzvmVAC799nusPuTCukMZYzJBe4HvmKt7XY6j6QHY8z7gRZr7bp97z7ApuqrKQfiARYD/2utXQT0omkcMkSD81g/CFQBE4AcBr6K35+OP3K0jvjvmQrpDGSM8TJQRP/BWvvA4N3Nb399MXjd4lQ+SWmnAhcZY3YCf2LgK9X/ZuDrr7cXeJoINDgTT1JcHVBnrV0zePs+BgprHX9kKM4FdlhrW621MeAB4BR0/JEjd7BjTh0waZ/tDrs/qZDOMIPzWX8LbLLW3rzPQ/su8/5p4OHRziapz1r7bWvtRGvtFAZO8nnaWnsF8Azw0cHNtP/IAVlrm4DdxphZg3edw8DKtzr+yFDUAicZY7IH/5a9vf/o+CNH6mDHnBXApwa7d5wEdL09BeRgtLJhhjHGnAasBt7g73Ncv8PAPOl7gEoGDlaXWGv3n5wvspcx5kzgG9ba9xtjpjIwQl0EvAZ8wlrb72Q+SU3GmIUMnKjqA7YDVzEwqKPjjxyWMeYHwKUMdKB6DbiGgTmsOv7IARlj/gicCZQAzcA/Aw9xgGPO4Ae0nzHQ5SMMXGWtXXvI11chLSIiIiJy5DS1Q0RERETkKKiQFhERERE5CiqkRURERESOggppEREREZGjoEJaREREROQoqJAWERERETkKKqRFRERERI6CCmkRkTRgjHnIGLPOGLPRGPO5wfuuNsZsMcasMsb82hjzs8H7S40x9xtjXhm8nOpsehGRsUkLsoiIpAFjTNHgylsB4BXgfOAFYDEQAp4G1ltrrzXG3AX8wlr7vDGmEnjcWjvHsfAiImOUx+kAIiIyJNcbYz40+PMk4JPAs28vpW2MuReYOfj4ucDcgdVuAcg3xuRZa0OjGVhEZKxTIS0ikuKMMWcyUByfbK0NG2NWAZuBg40yuwa37RudhCIimUlzpEVEUl8B0DFYRM8GTgKygTOMMUFjjAf4yD7bPwFc+/YNY8zCUU0rIpIhVEiLiKS+xwCPMWYD8K/AS0A9cBOwBngSqAa6Bre/HlhqjNlgjKkGvjD6kUVExj6dbCgikqaMMbnW2p7BEekHgdustQ86nUtEJFNoRFpEJH3daIx5HXgT2AE85HAeEZGMohFpEREREZGjoBFpEREREZGjoEJaREREROQoqJAWERERETkKKqRFRERERI6CCmkRERERkaPw/wGgB8U28iQVygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12,8))\n",
    "df_50 = df_train[df_train['class'] == ' <=50K']\n",
    "df_gt50 = df_train[df_train['class'] == ' >50K']\n",
    "sns.distplot(df_50['age'], kde_kws={\"label\": \"<=$50K\"})\n",
    "sns.distplot(df_gt50['age'], kde_kws={\"label\": \">$50K\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot proves the already stated point that people between the age 35-50 approx earns more than 50k than youngsters and olders. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}