{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "004b1f82",
   "metadata": {},
   "source": [
    "Table of Contents:<a id=\"TOC\"></a>\n",
    "\n",
    "* [1. Introduction](#Introduction)\n",
    "\n",
    "    * [1.1 Background](#Background)\n",
    "    * [1.2 Problem Statement](#PS)\n",
    "    * [1.3 Objective](#Objective)\n",
    "    * [1.4 Data Dictionary](#Dict)\n",
    "\n",
    "* [2. Python Libraries](#PL)\n",
    "\n",
    "    * [2.1 Import Libraries & Ignore Warnings](#IL)\n",
    "    \n",
    "* [3. Data Preprocessing(1)](#DP)\n",
    "\n",
    "    * [3.1 Data Reading](#DR)\n",
    "    * [3.2 Data Inspection and Analysis](#DIA)\n",
    "    * [3.3 Feature Transformation ](#FT)\n",
    "  \n",
    "  \n",
    "* [4. Exploratory Data Analysis (EDA)](#EDA)\n",
    "    \n",
    "    * [4.1 Univariate Analysis](#UA)\n",
    "    * [4.2 Multivariate Analysis](#BA)\n",
    "    \n",
    "* [5. Strategy](#S)\n",
    "\n",
    "    * [5.1 Feature Selection](#FS)\n",
    "    * [5.2 Outlier Treatment](#OT)\n",
    "\n",
    "* [6. Data Preprocessing (2)](#DP)\n",
    "\n",
    "    * [6.1 Feature Scaling](#FS)\n",
    "    * [6.2 Hopkins Test](#HT)\n",
    "    \n",
    "* [7. K-Means Clustering Model](#KC)\n",
    "\n",
    "    * [7.1 The Elbow Method](#EM)\n",
    "    * [7.2 K-Means Algorithm](#KA)\n",
    "    * [7.3 Visualization of Clustering Result](#VCR)\n",
    "    \n",
    "* [8. Findings & Conclusion](#F&C)\n",
    "\n",
    "    * [8.1 Results](#RS)\n",
    "    * [8.2 Recommendations](#RM)\n",
    "    \n",
    "\n",
    "    \n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5de15d92",
   "metadata": {},
   "source": [
    "### 1. Introduction <a class=\"anchor\" id=\"Introduction\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df09acb0",
   "metadata": {},
   "source": [
    "### 1.1 Background <a class=\"anchor\" id=\"Background\"></a>\n",
    "\n",
    "   HELP International is an international humanitarian NGO that is committed to fighting poverty and providing the people of backward countries with basic amenities and relief during the time of disasters and natural \n",
    "    calamities. It runs a lot of operational projects from time to time along with advocacy drives to raise awareness as well as for funding purposes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be2cd05a",
   "metadata": {},
   "source": [
    "### 1.2 Problem Statement <a class=\"anchor\" id=\"PS\"></a>\n",
    "\n",
    "   After the recent funding programmes, they have been able to raise around $ 10 million. Now the CEO of the NGO needs to decide how to use this money strategically and effectively. The significant issues that come while making this decision are mostly related to choosing the countries that are in the direst need of aid.\n",
    "   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "544f41a4",
   "metadata": {},
   "source": [
    "### 1.3 Objective <a class=\"anchor\" id=\"Objective\"></a>\n",
    "\n",
    "   To categorize/segment countries using socio-economic and health factors to identify which countries need financial assistance the most.\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf41b20c",
   "metadata": {},
   "source": [
    "### 1.4 Data Dictionary <a class=\"anchor\" id=\"Dict\"></a>\n",
    "\n",
    "  * country : Name of the country\n",
    "  * child_mort : Death of children under 5 years of age per 1000 live births\n",
    "  * exports : Exports of goods and services per capita. Given as %age of the GDP per capita\n",
    "  * health : Total health spending per capita. Given as %age of GDP per capita\n",
    "  * imports : Imports of goods and services per capita. Given as %age of the GDP per capita\n",
    "  * income : Net income per person\n",
    "  * inflation : The measurement of the annual growth rate of the Total GDP\n",
    "  * life_expec : The average number of years a new born child would live if the current mortality patterns are to     remain the same\n",
    "  * total_fer : The number of children that would be born to each woman if the current age-fertility rates remain the same\n",
    "  * gdpp : The GDP per capita. Calculated as the Total GDP divided by the total population\n",
    "  \n",
    "  \n",
    "  \n",
    "  \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0a3a022",
   "metadata": {},
   "source": [
    "   [Back to TOC](#TOC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a0d1f92",
   "metadata": {},
   "source": [
    "### 2. Python Libraries <a class=\"anchor\" id=\"PL\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00d1a345",
   "metadata": {},
   "source": [
    "### 2.1 Import Libraries and Ignore Warnings <a class=\"anchor\" id=\"IL\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e0ee26e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: kneed in /Users/griotinsights/anaconda3/lib/python3.10/site-packages (0.8.3)\n",
      "Requirement already satisfied: scipy>=1.0.0 in /Users/griotinsights/anaconda3/lib/python3.10/site-packages (from kneed) (1.10.0)\n",
      "Requirement already satisfied: numpy>=1.14.2 in /Users/griotinsights/anaconda3/lib/python3.10/site-packages (from kneed) (1.23.5)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install kneed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa567c49",
   "metadata": {},
   "outputs": [],
   "source": [
    "# DATA ANALYSIS AND VISUALIZATION LIBRARIES\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from random import sample\n",
    "from numpy.random import uniform\n",
    "from math import isnan\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# MACHINE lEARNING LIBRARIES\n",
    "import sklearn\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_score\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "from kneed import KneeLocator\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "917f91b9",
   "metadata": {},
   "source": [
    "   [Back to TOC](#TOC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36baf643",
   "metadata": {},
   "source": [
    "### 3. Data Preprocessing<a class=\"anchor\" id=\"DP\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ddc68d8",
   "metadata": {},
   "source": [
    "### 3.1 Data Reading<a class=\"anchor\" id=\"DR\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "47c84fc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# IMPORTING EXCEL FILES\n",
    "country_df = pd.read_excel(\"/Users/griotinsights/Desktop/DATASETS/HELP INTERNATIONAL/Country-data.xls\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "616d645a",
   "metadata": {
    "scrolled": false
   },
   "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>country</th>\n",
       "      <th>child_mort</th>\n",
       "      <th>exports</th>\n",
       "      <th>health</th>\n",
       "      <th>imports</th>\n",
       "      <th>income</th>\n",
       "      <th>inflation</th>\n",
       "      <th>life_expec</th>\n",
       "      <th>total_fer</th>\n",
       "      <th>gdpp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>90.2</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.58</td>\n",
       "      <td>44.9</td>\n",
       "      <td>1610</td>\n",
       "      <td>9.440</td>\n",
       "      <td>56.2</td>\n",
       "      <td>5.82</td>\n",
       "      <td>553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>16.6</td>\n",
       "      <td>28.0</td>\n",
       "      <td>6.55</td>\n",
       "      <td>48.6</td>\n",
       "      <td>9930</td>\n",
       "      <td>4.490</td>\n",
       "      <td>76.3</td>\n",
       "      <td>1.65</td>\n",
       "      <td>4090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>27.3</td>\n",
       "      <td>38.4</td>\n",
       "      <td>4.17</td>\n",
       "      <td>31.4</td>\n",
       "      <td>12900</td>\n",
       "      <td>16.100</td>\n",
       "      <td>76.5</td>\n",
       "      <td>2.89</td>\n",
       "      <td>4460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Angola</td>\n",
       "      <td>119.0</td>\n",
       "      <td>62.3</td>\n",
       "      <td>2.85</td>\n",
       "      <td>42.9</td>\n",
       "      <td>5900</td>\n",
       "      <td>22.400</td>\n",
       "      <td>60.1</td>\n",
       "      <td>6.16</td>\n",
       "      <td>3530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>10.3</td>\n",
       "      <td>45.5</td>\n",
       "      <td>6.03</td>\n",
       "      <td>58.9</td>\n",
       "      <td>19100</td>\n",
       "      <td>1.440</td>\n",
       "      <td>76.8</td>\n",
       "      <td>2.13</td>\n",
       "      <td>12200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>14.5</td>\n",
       "      <td>18.9</td>\n",
       "      <td>8.10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18700</td>\n",
       "      <td>20.900</td>\n",
       "      <td>75.8</td>\n",
       "      <td>2.37</td>\n",
       "      <td>10300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Armenia</td>\n",
       "      <td>18.1</td>\n",
       "      <td>20.8</td>\n",
       "      <td>4.40</td>\n",
       "      <td>45.3</td>\n",
       "      <td>6700</td>\n",
       "      <td>7.770</td>\n",
       "      <td>73.3</td>\n",
       "      <td>1.69</td>\n",
       "      <td>3220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Australia</td>\n",
       "      <td>4.8</td>\n",
       "      <td>19.8</td>\n",
       "      <td>8.73</td>\n",
       "      <td>20.9</td>\n",
       "      <td>41400</td>\n",
       "      <td>1.160</td>\n",
       "      <td>82.0</td>\n",
       "      <td>1.93</td>\n",
       "      <td>51900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Austria</td>\n",
       "      <td>4.3</td>\n",
       "      <td>51.3</td>\n",
       "      <td>11.00</td>\n",
       "      <td>47.8</td>\n",
       "      <td>43200</td>\n",
       "      <td>0.873</td>\n",
       "      <td>80.5</td>\n",
       "      <td>1.44</td>\n",
       "      <td>46900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>39.2</td>\n",
       "      <td>54.3</td>\n",
       "      <td>5.88</td>\n",
       "      <td>20.7</td>\n",
       "      <td>16000</td>\n",
       "      <td>13.800</td>\n",
       "      <td>69.1</td>\n",
       "      <td>1.92</td>\n",
       "      <td>5840</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               country  child_mort  exports  health  imports  income  \\\n",
       "0          Afghanistan        90.2     10.0    7.58     44.9    1610   \n",
       "1              Albania        16.6     28.0    6.55     48.6    9930   \n",
       "2              Algeria        27.3     38.4    4.17     31.4   12900   \n",
       "3               Angola       119.0     62.3    2.85     42.9    5900   \n",
       "4  Antigua and Barbuda        10.3     45.5    6.03     58.9   19100   \n",
       "5            Argentina        14.5     18.9    8.10     16.0   18700   \n",
       "6              Armenia        18.1     20.8    4.40     45.3    6700   \n",
       "7            Australia         4.8     19.8    8.73     20.9   41400   \n",
       "8              Austria         4.3     51.3   11.00     47.8   43200   \n",
       "9           Azerbaijan        39.2     54.3    5.88     20.7   16000   \n",
       "\n",
       "   inflation  life_expec  total_fer   gdpp  \n",
       "0      9.440        56.2       5.82    553  \n",
       "1      4.490        76.3       1.65   4090  \n",
       "2     16.100        76.5       2.89   4460  \n",
       "3     22.400        60.1       6.16   3530  \n",
       "4      1.440        76.8       2.13  12200  \n",
       "5     20.900        75.8       2.37  10300  \n",
       "6      7.770        73.3       1.69   3220  \n",
       "7      1.160        82.0       1.93  51900  \n",
       "8      0.873        80.5       1.44  46900  \n",
       "9     13.800        69.1       1.92   5840  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad579f39",
   "metadata": {},
   "source": [
    "### 3.2 Data Inspection<a class=\"anchor\" id=\"DIA\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e516b45c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(167, 10)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "abd3ca28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country       0\n",
       "child_mort    0\n",
       "exports       0\n",
       "health        0\n",
       "imports       0\n",
       "income        0\n",
       "inflation     0\n",
       "life_expec    0\n",
       "total_fer     0\n",
       "gdpp          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "722fd527",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f0fab498",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 167 entries, 0 to 166\n",
      "Data columns (total 10 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   country     167 non-null    object \n",
      " 1   child_mort  167 non-null    float64\n",
      " 2   exports     167 non-null    float64\n",
      " 3   health      167 non-null    float64\n",
      " 4   imports     167 non-null    float64\n",
      " 5   income      167 non-null    int64  \n",
      " 6   inflation   167 non-null    float64\n",
      " 7   life_expec  167 non-null    float64\n",
      " 8   total_fer   167 non-null    float64\n",
      " 9   gdpp        167 non-null    int64  \n",
      "dtypes: float64(7), int64(2), object(1)\n",
      "memory usage: 13.2+ KB\n"
     ]
    }
   ],
   "source": [
    "country_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8924418",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">Observation: The data has no missing values nor duplicates.</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "022d2e3d",
   "metadata": {},
   "source": [
    "### 3.2 Feature Transformation<a class=\"anchor\" id=\"FT\"></a>\n",
    "\n",
    "   According to the data dictionary, imports, exports and health are represented as percentages of GDP per capita. Using these figures for further analysis can skew results. It can give the impression that certain countries spend similar amounts on health such as Australia and Afghanistan(8.73% and 7.58%). However, this is inaccurate especially when their respective GDP per capita are far apart, hence the need to convert them into their actual values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2a2d972c",
   "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>country</th>\n",
       "      <th>child_mort</th>\n",
       "      <th>exports</th>\n",
       "      <th>health</th>\n",
       "      <th>imports</th>\n",
       "      <th>income</th>\n",
       "      <th>inflation</th>\n",
       "      <th>life_expec</th>\n",
       "      <th>total_fer</th>\n",
       "      <th>gdpp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>90.2</td>\n",
       "      <td>55.30</td>\n",
       "      <td>41.9174</td>\n",
       "      <td>248.297</td>\n",
       "      <td>1610</td>\n",
       "      <td>9.44</td>\n",
       "      <td>56.2</td>\n",
       "      <td>5.82</td>\n",
       "      <td>553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1145.20</td>\n",
       "      <td>267.8950</td>\n",
       "      <td>1987.740</td>\n",
       "      <td>9930</td>\n",
       "      <td>4.49</td>\n",
       "      <td>76.3</td>\n",
       "      <td>1.65</td>\n",
       "      <td>4090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>27.3</td>\n",
       "      <td>1712.64</td>\n",
       "      <td>185.9820</td>\n",
       "      <td>1400.440</td>\n",
       "      <td>12900</td>\n",
       "      <td>16.10</td>\n",
       "      <td>76.5</td>\n",
       "      <td>2.89</td>\n",
       "      <td>4460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Angola</td>\n",
       "      <td>119.0</td>\n",
       "      <td>2199.19</td>\n",
       "      <td>100.6050</td>\n",
       "      <td>1514.370</td>\n",
       "      <td>5900</td>\n",
       "      <td>22.40</td>\n",
       "      <td>60.1</td>\n",
       "      <td>6.16</td>\n",
       "      <td>3530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>10.3</td>\n",
       "      <td>5551.00</td>\n",
       "      <td>735.6600</td>\n",
       "      <td>7185.800</td>\n",
       "      <td>19100</td>\n",
       "      <td>1.44</td>\n",
       "      <td>76.8</td>\n",
       "      <td>2.13</td>\n",
       "      <td>12200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               country  child_mort  exports    health   imports  income  \\\n",
       "0          Afghanistan        90.2    55.30   41.9174   248.297    1610   \n",
       "1              Albania        16.6  1145.20  267.8950  1987.740    9930   \n",
       "2              Algeria        27.3  1712.64  185.9820  1400.440   12900   \n",
       "3               Angola       119.0  2199.19  100.6050  1514.370    5900   \n",
       "4  Antigua and Barbuda        10.3  5551.00  735.6600  7185.800   19100   \n",
       "\n",
       "   inflation  life_expec  total_fer   gdpp  \n",
       "0       9.44        56.2       5.82    553  \n",
       "1       4.49        76.3       1.65   4090  \n",
       "2      16.10        76.5       2.89   4460  \n",
       "3      22.40        60.1       6.16   3530  \n",
       "4       1.44        76.8       2.13  12200  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df['exports'] = (country_df['exports']/100) * country_df['gdpp']\n",
    "country_df['imports'] = (country_df['imports']/100) * country_df['gdpp']\n",
    "country_df['health'] = (country_df['health']/100) * country_df['gdpp']\n",
    "country_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92f0b69c",
   "metadata": {},
   "source": [
    "   [Back to TOC](#TOC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41a63f0e",
   "metadata": {},
   "source": [
    "### 4. Exploratory Data Ananlysis<a class=\"anchor\" id=\"EDA\"></a>\n",
    "\n",
    "   It is the process of performing initial investigation and analyses to undersatnd the data by discovering trends, spotting anomalies and checking assumptions by using statistical summaries and data visualizations."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68e56a35",
   "metadata": {},
   "source": [
    "### 4.1 Univariate Analysis<a class=\"anchor\" id=\"UA\"></a>\n",
    "\n",
    "   In Univariate Analysis, only one variable is analyzed at a time. This analysis is used to describe the data and find patterns that exist within it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "533dd82d",
   "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>child_mort</th>\n",
       "      <th>exports</th>\n",
       "      <th>health</th>\n",
       "      <th>imports</th>\n",
       "      <th>income</th>\n",
       "      <th>inflation</th>\n",
       "      <th>life_expec</th>\n",
       "      <th>total_fer</th>\n",
       "      <th>gdpp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>167.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>38.270060</td>\n",
       "      <td>7420.618847</td>\n",
       "      <td>1056.733204</td>\n",
       "      <td>6588.352108</td>\n",
       "      <td>17144.688623</td>\n",
       "      <td>7.781832</td>\n",
       "      <td>70.555689</td>\n",
       "      <td>2.947964</td>\n",
       "      <td>12964.155689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>40.328931</td>\n",
       "      <td>17973.885795</td>\n",
       "      <td>1801.408906</td>\n",
       "      <td>14710.810418</td>\n",
       "      <td>19278.067698</td>\n",
       "      <td>10.570704</td>\n",
       "      <td>8.893172</td>\n",
       "      <td>1.513848</td>\n",
       "      <td>18328.704809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.600000</td>\n",
       "      <td>1.076920</td>\n",
       "      <td>12.821200</td>\n",
       "      <td>0.651092</td>\n",
       "      <td>609.000000</td>\n",
       "      <td>-4.210000</td>\n",
       "      <td>32.100000</td>\n",
       "      <td>1.150000</td>\n",
       "      <td>231.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8.250000</td>\n",
       "      <td>447.140000</td>\n",
       "      <td>78.535500</td>\n",
       "      <td>640.215000</td>\n",
       "      <td>3355.000000</td>\n",
       "      <td>1.810000</td>\n",
       "      <td>65.300000</td>\n",
       "      <td>1.795000</td>\n",
       "      <td>1330.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>19.300000</td>\n",
       "      <td>1777.440000</td>\n",
       "      <td>321.886000</td>\n",
       "      <td>2045.580000</td>\n",
       "      <td>9960.000000</td>\n",
       "      <td>5.390000</td>\n",
       "      <td>73.100000</td>\n",
       "      <td>2.410000</td>\n",
       "      <td>4660.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>62.100000</td>\n",
       "      <td>7278.000000</td>\n",
       "      <td>976.940000</td>\n",
       "      <td>7719.600000</td>\n",
       "      <td>22800.000000</td>\n",
       "      <td>10.750000</td>\n",
       "      <td>76.800000</td>\n",
       "      <td>3.880000</td>\n",
       "      <td>14050.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>208.000000</td>\n",
       "      <td>183750.000000</td>\n",
       "      <td>8663.600000</td>\n",
       "      <td>149100.000000</td>\n",
       "      <td>125000.000000</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>82.800000</td>\n",
       "      <td>7.490000</td>\n",
       "      <td>105000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       child_mort        exports       health        imports         income  \\\n",
       "count  167.000000     167.000000   167.000000     167.000000     167.000000   \n",
       "mean    38.270060    7420.618847  1056.733204    6588.352108   17144.688623   \n",
       "std     40.328931   17973.885795  1801.408906   14710.810418   19278.067698   \n",
       "min      2.600000       1.076920    12.821200       0.651092     609.000000   \n",
       "25%      8.250000     447.140000    78.535500     640.215000    3355.000000   \n",
       "50%     19.300000    1777.440000   321.886000    2045.580000    9960.000000   \n",
       "75%     62.100000    7278.000000   976.940000    7719.600000   22800.000000   \n",
       "max    208.000000  183750.000000  8663.600000  149100.000000  125000.000000   \n",
       "\n",
       "        inflation  life_expec   total_fer           gdpp  \n",
       "count  167.000000  167.000000  167.000000     167.000000  \n",
       "mean     7.781832   70.555689    2.947964   12964.155689  \n",
       "std     10.570704    8.893172    1.513848   18328.704809  \n",
       "min     -4.210000   32.100000    1.150000     231.000000  \n",
       "25%      1.810000   65.300000    1.795000    1330.000000  \n",
       "50%      5.390000   73.100000    2.410000    4660.000000  \n",
       "75%     10.750000   76.800000    3.880000   14050.000000  \n",
       "max    104.000000   82.800000    7.490000  105000.000000  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afd40e7c",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">Observation:  From the table above, we can already tell that \"child_mort\",\"incmome\"and\"gdpp\" are greatly skewed and have asymmetrical distribution. This is because their mean and median are very far apart.</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "643f8b55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['country', 'child_mort', 'exports', 'health', 'imports', 'income',\n",
       "       'inflation', 'life_expec', 'total_fer', 'gdpp'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3f3f407a",
   "metadata": {},
   "outputs": [],
   "source": [
    "features =['child_mort', 'exports', 'health', 'imports', 'income', 'inflation',\n",
    "       'life_expec', 'total_fer', 'gdpp']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d46ccfa3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1200 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "for i in enumerate(features):\n",
    "    ax = plt.subplot(3, 3, i[0]+1)\n",
    "    sns.distplot(country_df[i[1]])\n",
    "    plt.xticks(rotation=0)\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5c032994",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAASlCAYAAACSitFIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAACQIElEQVR4nOzde5zWZZ0//vc9HGZGGEBgOQxHzTyCJmCKuqlZGmqJ7q9Q8bS17lqhoJbapmF20Nx0ta2sXNYsMWvXw7eTGZZaLeQBREnNrDA8YBaKYDYozPX7w+VuBuZ8uu575vl8PObBzOf+3Nfnuq77+nze9/3ivmcKKaUUAAAAANDDKnJ3AAAAAIC+STAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACCL/p25c319fTz33HNRU1MThUKhq/oEQDdKKcXGjRujtrY2Kip6/v8n1A6A8qJuANBe7akdnQqmnnvuuZgwYUJnmgAgk6effjrGjx/f48dVOwDKk7oBQHu1pXZ0KpiqqakpHmjIkCGdaQqAHrJhw4aYMGFC8Rre09QOgPKibgDQXu2pHZ0Kpra+lXbIkCGKBECZyfVxCLUDoDypGwC0V1tqh19+DgAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGTRP3cHWpNSirq6ui5pZ9OmTRERUVlZGYVCodNt9iZVVVXmBCgLDetCe6/trnUAfVdbX1f09OsGtQno60o+mKqrq4tZs2bl7kavd8cdd0R1dXXubgC0qjN1wbUOoO8q1dcVahPQ1/koHwAAAABZlPw7php65S0nRqroYJe3vB41D98cEREb9zkhot+ALuxZeSrUb47BK7+VuxsAHfbK1PfG4FX/HRHNX9td6wDYVouvK3rgdYPaBPA3ZRVMpYr+XVMY+g0QTEVEyt0BgE5KFf3+9kMz13bXOgC21ebXFd30ukFtAvgbH+UDAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkEX/nAdPKUVdXV1ERFRVVUWhUMjZHeiVnGf0Jg3Xc08fz/kDUJ62Xst7sn70duoj0JWyBlN1dXUxa9asiIi44447orq6Omd3oFdyntGb1NXVxXHHHdejx3P+AJS3htdyuob6CHQlH+UDAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCmiXpUuXxpw5c2LRokUxZ86cWLp0aafa6ej9+yrzlt/SpUtj9uzZMXv27GYfh4bnydFHHx2HHXZYLFq0qNHj19z3TbXTcJ+t515Hz8GW1tC2t1lvHWPeKDXWJD2hLbWsJ9pozaJFi+Ltb397LFq0qM33aU/tbOn2to6jPc+3G7bZ0tiaOnZ7+t4dyr39UtPZ86cja7WrFFJKqaN33rBhQwwdOjRefvnlGDJkSLvv/9e//jVmzZoVERF33HFHVFdXt7jPxmmnRPQb0LHObnk9alZ8s/Pt9CYN5qS5+af8teU8a6u6uro4+eST489//nNUVFREfX19jBw5Mm688caoqqrqUDsduX9f1VXz1tlrd2d15vgN13NExMZ9Toiah29+4/vmru2duNZte/4UCoWYO3durFu3LiIiRowYEYsXL270ODR8nBoqFAqx4447xosvvhgjRoyIiIh169Y1+r7h49qwnYb7bD33OnIOtrSGtr3tP//zP+Of/umfnKft5PpGqemKNVnOdSNi+9oR0crrgZ543VDmz8Obqo9NrbP2rL/m9u3K6+r69evj+OOPL9bRW2+9NYYNG9bifdpTO7ftW3O1vKVxtOf5dsN9hw8fHi+99FKklLYbW1P9jIg297076lm5t19qOnv+dGSttqY9127vmALabPHixcUX5PX19RHxxgXrpptu6nA7Hbl/X2Xe8mv4GEQ0/Thsu89WKaV48cUXi/dr+Fg29bhu+3hve+515BxsaQ1te9vFF19svXWA85RSY03SE5pbZ+1Zf13RRmsuvvjiRnX0E5/4RKv3aU/tbOk5QXP1vqXjtVbrG+774osvxtb3nGw7tqb62d6+d/W1o9zbLzWdPX86sla7Uv9uP0ILGr5Zq66ursl9Gm3v+Ju7aEob5p/y1/Cx7cQbJOOZZ56Jm266abs2Ukpx0003xRFHHBHjx49vdzvtvX9fZd7esN0absuS7sS1ruH+zz77bLNPCrc+Ds2dJ2219XHde++929xOW9dCS2soIra7bdWqVe0+Rl/nPKXUWJNvaPJamvt1RZk/D2+qPm67zratZS2tv+bWanvaaM2DDz7YqLZFRDzyyCPx4IMPxowZM5q8T3trZ8O+tfScoLlxtOf5dmvPObaObcyYMdv1c/HixZFSanPfu/raUe7tl5rOnj8dWatdrV3B1KZNm2LTpk3Fnzds2NCpgzds67jjjmv9DvWbI2Jgp45JA/Wbi9+2af4pe5s2bYoddtih3fdLKcU111zTbOHbevsVV1wRhUKh1XY6ev++qtznrStrR8N2IqLRdaxZXXSt++IXvxhbtmzZbvuWLVvi6quvjiuuuKLJx6m96uvr49JLL233fVpaCy2toauvvrpN66dc1lsu5X6e0vuU85rsztccRblfV/Si5+Ff/OIXt9vWXC1rav01t1bb00ZrWqqtl156adx+++1RUdH4w0StnUPNvYi/5ppr4nOf+1yrzwm2HUdzx2s4hq37R0SbnnN88pOfjN1333277U09n2mt71117ejua1M5X/s6orPnT2vrrqn7dId2fZTvsssui6FDhxa/JkyY0C2dAkrLmjVr4oEHHii+nXhbW7ZsiQceeCDWrFnTpna2LYZtvX9fVe7z1ltqx8qVK5u97cEHH4z77ruvycepverr62PDhg3taqe+vr7FtdDSGnrwwQfb1O9yWW+5lPt5Su9Tzmuyt9SNvmLlypXbrbPmallT66+5tdqeNlpz3333NRtwbtiwIe67777ttrd2Dj344IPN3taW5wTbjqO5423VsNa3tu9WGzdubPNzk9b63lXXju6+NpXzta8jOnv+tGUt9cTctesdUx/72Mfi3HPPLf68YcOGThWKysrK4ve33XZbs7+Eq/i/CBVZP3nY+zSYz+bmn/LX8BxqeM61x8SJE2O//faL5cuXNxlO9evXL6ZPnx4TJ05sUzsrVqxodPFr6/37qnKft66sHdut4bbUhU5c6xqeP9OmTYsVK1Y0ud9+++0X+++/f5OPU3tVVFTE4MGD4y9/+Uub26moqIgZM2Y0uxZaWkPTpk2LiGi13+Wy3nIp9/OU3qec12R3vuYoyv26osyfh29bHx9++OFG66y5WtbU+mturbanjdbsv//+MWTIkCbDqaFDh8b++++/3fbWzqH6+vp46KGHmrytLc8Jth1Hc8drOB8Na31bnnMMGTIkdttttzY9N2mt71117ejua1M5X/s6orPnT2vrrqn7dId2vWOqsrIyhgwZ0uirMxq+Dayqqiqqq6u3+2p0ke5Fb7krCW2Yf1/l/9XwHOroWy8LhULMnz+/2fu3dvu2+3X0/n1Vuc9bV9aO7cbalqF34lrX8Pz58Ic/HP369duu+X79+sWCBQuioqKiycepvSoqKmLhwoXtvk9bztGmti9YsKBN/S6X9ZZLuZ+n9D7lvCa78zVHg42darPTyvx5+Lb1cVvN1bKm1l9za7U9bbSmoqKi2V90vnDhwu0+xtdSv7ZuX7BgQbO3teU5wbbjaO54Dcewdf/W9t3qkksuaXK/fv36bTfm1vreVdeO7r42lfO1ryM6e/60ZS31xNz5q3xAm4wfPz5OOumk7S5IhUIhTjrppBg3blyH2mnv/fsq85ZfbW1tnHTSSdttnzt3bvFxaO48aautj+v06dPb3E5b10JLa6ip26ZOnWq9tZPzlFJjTdITttbHbdfZtrWspfXX3FptTxutmTFjRkydOrXRtr333rv4zuGmtLd2NuxbS88JmhtHe55vt/acY+vYmurn3LlzY+7cuW3ue1dfO8q9/VLT2fOnI2u1qwmmgDabO3dujBgxIiKi+L8sI0eObPLFelvb6cj9+yrzll/DxyCi6ceh4T4NC3xFRUUMHz68eL+Gj2VTj+u2j/e2515HzsGW1tC2t33qU5+y3jrAeUqpsSbpCc2ts/asv65oozWf+tSnGtXRtvyxkfbUzpaeEzRX71s6Xmu1vuG+I0aMKD7v2HZsTfWzvX3v6mtHubdfajp7/nRkrXYlwRTQZlVVVXHuuefG6NGjY+7cuTF69Og455xz2v17ERq205H791XmLb+qqqo477zzYtiwYTFs2LA499xzt3scGj5OJ598cgwaNKj4v5Mf+chHYvTo0XHuuefGeeedt933DR/Xhu003GfrudeRc7ClNbTtbVvHZ721j/OUUmNN0hOaW2ftWX9d0UZrhg0bFnPnzo2KioqYO3duDBs2rMNja0vfmqvlLY2jPc+3G+573nnnxcknn9zk2JrqZ3v63h3XjnJvv9R09vzpyFrtSoXU3N9/b4MNGzbE0KFD4+WXX+7QZ7//+te/xqxZsyIi4o477ojq6uoW99k47ZSIfgM61tktr0fNim92vp3epMGcNDf/lL+2nGf0LZ29duc8fsP1HBGxcZ8Toubhm9/4vrlreyeudc4fgPKuGxHb146IVl4P9MTrhjJ/Hq4+Aq1pz7XbO6YAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZNE/58GrqqrijjvuKH4PdD3nGb1JVVVV3HbbbXHcccf12PGcPwDlbeu1vK6ursfqR2+nPgJdKWswVSgUorq6OmcXoNdzntGbFAqFHn0C7PwBKH+u5V3PnAJdyUf5AAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGTRP3cH2qNQvzlSR++85fWmv+/DCvWbc3cBoFMK9Vv+9kMz13bXOgC21eLrih543aA2AfxNWQVTg1d+q0vaqXn45i5pB4C8Bq/67+L3ru0AtFVbX1eoLQDdz0f5AAAAAMii5N8xVVVVFXfccUen20kpxaZNmyIiorKyMgqFQqfb7E2qqqpydwGgTRrWhfZe213rAPqutr6u6OnXDWoT0NeVfDBVKBSiurq6S9raYYcduqQdAPLZti64tgPQFu15XaG2APQcH+UDAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJBF/87cOaUUEREbNmzoks4A0P22XrO3XsN7mtoBUF7UDQDaqz21o1PB1MaNGyMiYsKECZ1pBoAMNm7cGEOHDs1y3Ai1A6DcqBsAtFdbakchdeK/Purr6+O5556LmpqaKBQKre6/YcOGmDBhQjz99NMxZMiQjh62zzOPnWcOO88cdl6uOUwpxcaNG6O2tjYqKnr+E93trR3bsvZ6jrnuOea6Z5jnjlE3+h5z1jHmrf3MWfuVy5y1p3Z06h1TFRUVMX78+Hbfb8iQISU9geXCPHaeOew8c9h5OeYwx/94b9XR2rEta6/nmOueY657hnluP3WjbzJnHWPe2s+ctV85zFlba4dffg4AAABAFoIpAAAAALLo0WCqsrIyFi5cGJWVlT152F7HPHaeOew8c9h55rBjzFvPMdc9x1z3DPPcN3nc28+cdYx5az9z1n69cc469cvPAQAAAKCjfJQPAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZ9Ggw9eUvfzl22mmnqKqqiunTp8fPf/7znjx8WbnkkkuiUCg0+hozZkzx9pRSXHLJJVFbWxvV1dVx6KGHxqOPPpqxx/n97Gc/i3e/+91RW1sbhUIhbr/99ka3t2XONm3aFGeddVaMHDkyBg0aFO95z3vimWee6cFR5NXaHJ5++unbrcsDDjig0T59fQ4vu+yy2G+//aKmpiZGjRoVs2fPjieeeKLRPtZi56glzeuK2tGWtffSSy/FKaecEkOHDo2hQ4fGKaecEuvXr2+0z5o1a+Ld7353DBo0KEaOHBlnn312vPbaa9029u7WUzWmq+Z21apVccghh0R1dXWMGzcuLr300iiHv3fTU3Wor89zX9NX60ZPPidpyzlVji677LIoFAqxYMGC4jZztr1nn302Tj755BgxYkTssMMO8Za3vCWWL19evN2cNbZ58+a46KKLYqeddorq6urYeeed49JLL436+vriPn1uzlIPufnmm9OAAQPSddddlx577LE0f/78NGjQoPSHP/yhp7pQVhYuXJj22muvtHbt2uLXCy+8ULz98ssvTzU1NemWW25Jq1atSnPmzEljx45NGzZsyNjrvH74wx+mj3/84+mWW25JEZFuu+22Rre3Zc7OPPPMNG7cuLRkyZK0YsWKdNhhh6V99tknbd68uYdHk0drc3jaaaeld73rXY3W5bp16xrt09fn8Mgjj0zXX399+tWvfpVWrlyZjj766DRx4sT0yiuvFPexFjtOLWlZV9SOtqy9d73rXWnKlClp6dKlaenSpWnKlCnpmGOOKd6+efPmNGXKlHTYYYelFStWpCVLlqTa2to0b968npmIbtBTNaYr5vbll19Oo0ePTieccEJatWpVuuWWW1JNTU36/Oc/330T1EV6qg719XnuS/py3ejJ5yStnVPl6P7770+TJ09Oe++9d5o/f35xuzlr7MUXX0yTJk1Kp59+errvvvvS6tWr01133ZV++9vfFvcxZ419+tOfTiNGjEjf//730+rVq9N///d/p8GDB6err766uE9fm7MeC6be+ta3pjPPPLPRtt133z1deOGFPdWFsrJw4cK0zz77NHlbfX19GjNmTLr88suL2+rq6tLQoUPTV77ylR7qYWnb9slsW+Zs/fr1acCAAenmm28u7vPss8+mioqK9KMf/ajH+l4qmntBcOyxxzZ7H3O4vRdeeCFFRLr33ntTStZiZ6klLets7WjL2nvsscdSRKRf/vKXxX2WLVuWIiL9+te/Tim9ES5UVFSkZ599trjPt771rVRZWZlefvnlLhtvLt1VY7pqbr/85S+noUOHprq6uuI+l112WaqtrU319fVdOBPdq7vqkHnuW9SNv+mu5yRtOafKzcaNG9Ob3/zmtGTJknTIIYcUgylztr0LLrggHXzwwc3ebs62d/TRR6f3v//9jbYdf/zx6eSTT04p9c0565GP8r322muxfPnyOOKIIxptP+KII2Lp0qU90YWy9OSTT0ZtbW3stNNOccIJJ8Tvf//7iIhYvXp1PP/8843ms7KyMg455BDz2Yy2zNny5cvj9ddfb7RPbW1tTJkyxbw2cM8998SoUaNi1113jTPOOCNeeOGF4m3mcHsvv/xyREQMHz48IqzFzlBL2qYztaMta2/ZsmUxdOjQ2H///Yv7HHDAATF06NBG+0yZMiVqa2uL+xx55JGxadOmRm/t7y1KbW6XLVsWhxxySFRWVjba57nnnounnnqq6yegh3W2DpnnvkPdaKy7npO05ZwqNx/+8Ifj6KOPjne84x2Ntpuz7X33u9+NGTNmxHvf+94YNWpU7LvvvnHdddcVbzdn2zv44IPjJz/5SfzmN7+JiIiHH344fvGLX8RRRx0VEX1zznokmPrzn/8cW7ZsidGjRzfaPnr06Hj++ed7ogtlZ//9949vfOMbceedd8Z1110Xzz//fBx44IGxbt264pyZz7Zry5w9//zzMXDgwNhxxx2b3aevmzVrVixevDh++tOfxpVXXhkPPPBAvP3tb49NmzZFhDncVkopzj333Dj44INjypQpEWEtdoZa0rrO1o62rL3nn38+Ro0atd2xR40a1WifbY+z4447xsCBA3vlY1Vqc9vUPlt/Lvf574o6ZJ77DnXjb7rzOUlbzqlycvPNN8eKFSvisssu2+42c7a93//+93HttdfGm9/85rjzzjvjzDPPjLPPPju+8Y1vRIQ5a8oFF1wQJ554Yuy+++4xYMCA2HfffWPBggVx4oknRkTfnLP+PXmwQqHQ6OeU0nbbeMOsWbOK30+dOjVmzpwZb3rTm+KGG24o/pJP89l+HZkz8/o3c+bMKX4/ZcqUmDFjRkyaNCl+8IMfxPHHH9/s/frqHM6bNy8eeeSR+MUvfrHdbdZix7n2Na+7ase2+zS1f0f26W1KaW6b6ktz9y0nXVWHzHPfom50/3OS3nLNf/rpp2P+/Pnx4x//OKqqqprdz5z9TX19fcyYMSM++9nPRkTEvvvuG48++mhce+21ceqppxb3M2d/8+1vfztuvPHGuOmmm2KvvfaKlStXxoIFC6K2tjZOO+204n59ac565B1TI0eOjH79+m2Xyr3wwgvbpYA0bdCgQTF16tR48skni39hyXy2XVvmbMyYMfHaa6/FSy+91Ow+NDZ27NiYNGlSPPnkkxFhDhs666yz4rvf/W7cfffdMX78+OJ2a7Hj1JL2a2/taMvaGzNmTPzxj3/c7lh/+tOfGu2z7XFeeumleP3113vlY1Vqc9vUPls/7tbb5r8jdcg89x3qxhu6+zlJW86pcrF8+fJ44YUXYvr06dG/f//o379/3HvvvfGFL3wh+vfv3+y7IvvynI0dOzb23HPPRtv22GOPWLNmTURYZ0356Ec/GhdeeGGccMIJMXXq1DjllFPinHPOKb5Lry/OWY8EUwMHDozp06fHkiVLGm1fsmRJHHjggT3RhbK3adOmePzxx2Ps2LGx0047xZgxYxrN52uvvRb33nuv+WxGW+Zs+vTpMWDAgEb7rF27Nn71q1+Z12asW7cunn766Rg7dmxEmMOIN/4HYt68eXHrrbfGT3/609hpp50a3W4tdpxa0n7trR1tWXszZ86Ml19+Oe6///7iPvfdd1+8/PLLjfb51a9+FWvXri3u8+Mf/zgqKytj+vTp3TrmHEptbmfOnBk/+9nP4rXXXmu0T21tbUyePLnrJyCjjtQh89x39PW60VPPSdpyTpWLww8/PFatWhUrV64sfs2YMSPmzp0bK1eujJ133tmcbeOggw6KJ554otG23/zmNzFp0qSIsM6a8uqrr0ZFReMopl+/flFfXx8RfXTOuvM3qze09U+1Llq0KD322GNpwYIFadCgQempp57qqS6UlfPOOy/dc8896fe//3365S9/mY455phUU1NTnK/LL788DR06NN16661p1apV6cQTT9zuz0f2NRs3bkwPPfRQeuihh1JEpKuuuio99NBDxT8H3JY5O/PMM9P48ePTXXfdlVasWJHe/va3b/cnN3uzluZw48aN6bzzzktLly5Nq1evTnfffXeaOXNmGjdunDls4IMf/GAaOnRouueeexr9OfNXX321uI+12HFqScu6ona0Ze29613vSnvvvXdatmxZWrZsWZo6dWqjPz28efPmNGXKlHT44YenFStWpLvuuiuNHz8+zZs3r+cmo4v1VI3pirldv359Gj16dDrxxBPTqlWr0q233pqGDBmSPv/5z/fATHVOT9Whvj7PfUlfrhs9+ZyktXOqnDX8q3wpmbNt3X///al///7pM5/5THryySfT4sWL0w477JBuvPHG4j7mrLHTTjstjRs3Ln3/+99Pq1evTrfeemsaOXJkOv/884v79LU567FgKqWUvvSlL6VJkyalgQMHpmnTphX/VCnbmzNnTho7dmwaMGBAqq2tTccff3x69NFHi7fX19enhQsXpjFjxqTKysr0tre9La1atSpjj/O7++67U0Rs93XaaaellNo2Z3/961/TvHnz0vDhw1N1dXU65phj0po1azKMJo+W5vDVV19NRxxxRPq7v/u7NGDAgDRx4sR02mmnbTc/fX0Om5q/iEjXX399cR9rsXPUkuZ1Re1oy9pbt25dmjt3bqqpqUk1NTVp7ty56aWXXmq0zx/+8Id09NFHp+rq6jR8+PA0b968VFdX121j7249VWO6am4feeSR9Pd///epsrIyjRkzJl1yySWpvr6+y+elq/VUHerr89zX9NW60ZPPSdpyTpWrbYMpc7a9733ve2nKlCmpsrIy7b777ulrX/tao9vNWWMbNmxI8+fPTxMnTkxVVVVp5513Th//+MfTpk2bivv0tTkrpPR/v6URAAAAAHpQj/yOKQAAAADYlmAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMUTaeeuqpKBQKsXLlymb3+frXvx7Dhg0r/nzJJZfEW97ylhbbPf3002P27Nld0kcAAKD3OvTQQ2PBggXdeozJkyfH1Vdf3eI+bXmdA+VCMEWvMmfOnPjNb36TuxtdplAoxO233567GwB0s7b85wsAfZPXBPR2/XN3ALpSdXV1VFdX5+5Gp7322msxcODA3N0AoAe89tprubsAAJCNd0xRcurr6+Nzn/tc7LLLLlFZWRkTJ06Mz3zmM8Xbf//738dhhx0WO+ywQ+yzzz6xbNmy4m3bfpRvW1u2bIlzzz03hg0bFiNGjIjzzz8/Ukpt7tuhhx4aZ511VixYsCB23HHHGD16dHzta1+Lv/zlL/GP//iPUVNTE29605vijjvuaHS/e++9N9761rdGZWVljB07Ni688MLYvHlzo3bnzZsX5557bowcOTLe+c53xuTJkyMi4rjjjotCoVD8GYCOSynFFVdcETvvvHNUV1fHPvvsE//zP/8TKaV4xzveEe9617uKdWH9+vUxceLE+PjHPx4REffcc08UCoX4wQ9+EPvss09UVVXF/vvvH6tWrWp0jFtuuSX22muvqKysjMmTJ8eVV17Z6PbJkyfHpz/96Tj99NNj6NChccYZZ8ROO+0UERH77rtvFAqFOPTQQ4vHfOtb3xqDBg2KYcOGxUEHHRR/+MMfunmWAGhJfX19nH/++TF8+PAYM2ZMXHLJJcXbXn755fjnf/7nGDVqVAwZMiTe/va3x8MPP1y8/Xe/+10ce+yxMXr06Bg8eHDst99+cddddzV7rNZeE3zzm9+MyZMnx9ChQ+OEE06IjRs3duVQoUcIpig5H/vYx+Jzn/tcXHzxxfHYY4/FTTfdFKNHjy7e/vGPfzw+8pGPxMqVK2PXXXeNE088sVHI05Irr7wy/uu//isWLVoUv/jFL+LFF1+M2267rV39u+GGG2LkyJFx//33x1lnnRUf/OAH473vfW8ceOCBsWLFijjyyCPjlFNOiVdffTUiIp599tk46qijYr/99ouHH344rr322li0aFF8+tOf3q7d/v37x//+7//GV7/61XjggQciIuL666+PtWvXFn8GoOMuuuiiuP766+Paa6+NRx99NM4555w4+eST42c/+1nccMMNcf/998cXvvCFiIg488wzY/To0Y1ecEREfPSjH43Pf/7z8cADD8SoUaPiPe95T7z++usREbF8+fJ43/veFyeccEKsWrUqLrnkkrj44ovj61//eqM2/u3f/i2mTJkSy5cvj4svvjjuv//+iIi46667Yu3atXHrrbfG5s2bY/bs2XHIIYfEI488EsuWLYt//ud/jkKh0O3zBEDzbrjhhhg0aFDcd999ccUVV8Sll14aS5YsiZRSHH300fH888/HD3/4w1i+fHlMmzYtDj/88HjxxRcjIuKVV16Jo446Ku6666546KGH4sgjj4x3v/vdsWbNmiaP1dJrgt/97ndx++23x/e///34/ve/H/fee29cfvnl3T8B0NUSlJANGzakysrKdN1112132+rVq1NEpP/8z/8sbnv00UdTRKTHH388pZTS9ddfn4YOHVq8feHChWmfffYp/jx27Nh0+eWXF39+/fXX0/jx49Oxxx7bpv4dcsgh6eCDDy7+vHnz5jRo0KB0yimnFLetXbs2RURatmxZSimlf/3Xf0277bZbqq+vL+7zpS99KQ0ePDht2bKl2O5b3vKW7Y4XEem2225rU98AaNkrr7ySqqqq0tKlSxtt/8AHPpBOPPHElFJK3/nOd1JlZWX62Mc+lnbYYYf0xBNPFPe7++67U0Skm2++ubht3bp1qbq6On37299OKaV00kknpXe+852N2v/oRz+a9txzz+LPkyZNSrNnz260z9Ya99BDDzVqOyLSPffc07mBA9Bltn09kFJK++23X7rgggvST37ykzRkyJBUV1fX6PY3velN6atf/Wqzbe65557pP/7jP4o/T5o0Kf37v/978eemXhMsXLgw7bDDDmnDhg3FbR/96EfT/vvv34FRQV7eMUVJefzxx2PTpk1x+OGHN7vP3nvvXfx+7NixERHxwgsvtNr2yy+/HGvXro2ZM2cWt/Xv3z9mzJjRrj42PH6/fv1ixIgRMXXq1OK2re/u2tqnxx9/PGbOnNnof7gPOuigeOWVV+KZZ54pbmtvPwBon8ceeyzq6urine98ZwwePLj49Y1vfCN+97vfRUTEe9/73jj++OPjsssuiyuvvDJ23XXX7dppWEeGDx8eu+22Wzz++OMR8cY1/6CDDmq0/0EHHRRPPvlkbNmypbitLdf84cOHx+mnn1783/Rrrrkm1q5d26GxA9B1Gr4eiHjjNckLL7wQy5cvj1deeSVGjBjRqM6sXr26WGf+8pe/xPnnnx977rlnDBs2LAYPHhy//vWvm33HVEsmT54cNTU12/UDyo1ffk5JacsvLh8wYEDx+61hT319fbf1qaXjb+1DS31KKW33sYv0f7+/pOH2QYMGdUt/AXjD1uvyD37wgxg3blyj2yorKyMi4tVXX43ly5dHv3794sknn2xz21uv5y1d8xtq6zX/+uuvj7PPPjt+9KMfxbe//e246KKLYsmSJXHAAQe0uW8AdK2mXg/U19dHfX19jB07Nu65557t7rP19+B+9KMfjTvvvDM+//nPxy677BLV1dXx//1//1+H/hBGc/2AcuMdU5SUN7/5zVFdXR0/+clPurztoUOHxtixY+OXv/xlcdvmzZtj+fLlXX6shvbcc89YunRpoxcmS5cujZqamu1eGG1rwIABjf6HHYCO23PPPaOysjLWrFkTu+yyS6OvCRMmRETEeeedFxUVFXHHHXfEF77whfjpT3+6XTsN68hLL70Uv/nNb2L33XcvHuMXv/hFo/2XLl0au+66a/Tr16/Zvm39S6xNXfP33Xff+NjHPhZLly6NKVOmxE033dT+wQPQ7aZNmxbPP/989O/ff7s6M3LkyIiI+PnPfx6nn356HHfccTF16tQYM2ZMPPXUUy226zUBvZ13TFFSqqqq4oILLojzzz8/Bg4cGAcddFD86U9/ikcffbTFj/e11fz58+Pyyy+PN7/5zbHHHnvEVVddFevXr+98x1vwoQ99KK6++uo466yzYt68efHEE0/EwoUL49xzz42Kipaz4cmTJ8dPfvKTOOigg6KysjJ23HHHbu0rQG9WU1MTH/nIR+Kcc86J+vr6OPjgg2PDhg2xdOnSGDx4cIwcOTL+67/+K5YtWxbTpk2LCy+8ME477bR45JFHGl1/L7300hgxYkSMHj06Pv7xj8fIkSNj9uzZEfFGsLXffvvFpz71qZgzZ04sW7YsvvjFL8aXv/zlFvs2atSoqK6ujh/96Ecxfvz4qKqqihdffDG+9rWvxXve856ora2NJ554In7zm9/Eqaee2p3TBEAHveMd74iZM2fG7Nmz43Of+1zstttu8dxzz8UPf/jDmD17dsyYMSN22WWXuPXWW+Pd7353FAqFuPjii1t9l5PXBPR23jFFybn44ovjvPPOi0984hOxxx57xJw5c7rss9LnnXdenHrqqXH66afHzJkzo6amJo477rguabs548aNix/+8Idx//33xz777BNnnnlmfOADH4iLLrqo1fteeeWVsWTJkpgwYULsu+++3dpPgL7gU5/6VHziE5+Iyy67LPbYY4848sgj43vf+15Mnjw5PvCBD8Qll1wS06ZNi4iIhQsXRm1tbZx55pmN2rj88stj/vz5MX369Fi7dm1897vfLb7jadq0afGd73wnbr755pgyZUp84hOfiEsvvTROP/30FvvVv3//+MIXvhBf/epXo7a2No499tjYYYcd4te//nX8wz/8Q+y6667xz//8zzFv3rz4l3/5l26ZGwA6p1AoxA9/+MN429veFu9///tj1113jRNOOCGeeuqp4u+h/fd///fYcccd48ADD4x3v/vdceSRRxbrTnO8JqC3K6SmfvEBAACN3HPPPXHYYYfFSy+9VPxdIQAAdI53TAEAAACQhWAK/s+aNWsa/VnXbb868idcAQAAgOb5KB/8n82bN7f4FzEmT54c/fv7ewEAAADQVQRTAAAAAGTho3wAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZ9O/Mnevr6+O5556LmpqaKBQKXdUnALpRSik2btwYtbW1UVHR8/8/oXYAlBd1A4D2ak/t6FQw9dxzz8WECRM60wQAmTz99NMxfvz4Hj+u2gFQntQNANqrLbWjU8FUTU1N8UBDhgzpTFMA9JANGzbEhAkTitfwnqZ2AJQXdQOA9mpP7ehUMLX1rbRDhgxRJADKTK6PQ6gdAOVJ3QCgvdpSO/zycwAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACCL/rk7kFKKurq64vebNm2KiIjKysooFArtaquqqqrd9wGg92hYUzrTRmdqUXdR4wDyak+N6epaogYAvVn2YKquri5mzZrVJW3dcccdUV1d3SVtAVB+urKmlBo1DiCvnDVGDQB6Mx/lAwAAACCL7O+YauiVqe+Nwav+OyIiNu5zQkS/Aa3ep1C/OQav/FZ3dw2AMvPKW06MVNGBMrfl9ah5+OaIaHst6i5qHEBparXGdEEtUQOAvqKkgqlU0e9vP/Qb0KYLeOrG/gBQvlJF/86HSm2sRd1FjQMoTe2qMR2sJWoA0Ff4KB8AAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALPrnPHhKKerq6nJ2oUUN+1dVVRWFQiFzjwD6NtdltrIWgLZyvege5hXoKlnfMVVXVxfHHXdczi60qK6uLmbNmhWzZs0q6QANoK9wXWYrawFoK9eL7mFega7io3wAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMdcLSpUtjzpw5sWjRopg9e3bMnj07li5d2mifRYsWxdvf/vZYtGhRh9rf2u6iRYtizpw527Xfnn42vG9T2+ga5pbuZH1B12nufOrIedZT52Zrx+lMP3JcX1zTeoZ5pqeU2+uOru5bKY8V2qOn17JgqoPq6uriqquuij/+8Y9x4403xvr162P9+vVx5ZVXRl1dXURErF+/PhYvXhz19fWxePHiWL9+fbvav/LKK4vt3njjjfHHP/4xrrrqqmL77e3n1vs2tY2uYW7pTtYXdJ3mzqeOnGc9dW62dpzO9CPH9cU1rWeYZ3pKub3u6Oq+lfJYoT1yrGXBVActXrw41q1bFxERKaXi9nXr1sVNN90UEREXX3xx1NfXR0REfX19fOITn+hQ+w2P0bD99raz9b5NbaNrmFu6k/UFXae586kj51lPnZutHacz/chxfXFN6xnmmZ5Sbq87urpvpTxWaI8ca7l/tx+hBQ0DnTc2dKiR4rddneQ1bK9hX5955pm46aabtu///1m8eHHU1tbGqlWrGm1/5JFH4sEHH4wZM2a0eNyt7TclpRQ33XRTHHHEETF+/Pg2tbO1nymlWLx4caSUGm1ra3u0rKn5Nrd0FevrDamVa36jbc1co8tKN9a4ctdcjW6L5s6nvffeu93nWU+dm60dpzP9yHF9cU3rGeb5Da3Vjrbq8RpT4jWgYZ+effbZJl93bP1+67+lsv66+txwrtFb5FrL7QqmNm3aFJs2bSr+vGHDhk4dvGFbERFRv7n9jTS4z3HHHdep/rRk06ZNscMOO0RKKa655poWnwRv2bIlrrjiiiZvu/TSS+P222+Pioqm36y2tf0tW7Y02359fX1cc801ccUVV0ShUGixnab61ty+LbVHy5qbb3NLVyj39dWVtaNhO61e8+s3R8TADh+rJPRQjSt3W2t0WzR3PtXX18ell17a7P5NnWc9dW62dpzPfe5zHe5HjutLuV/TykU5z3N3vubosmtpT9SYMqoBX/ziF7fbVqqvO7r63Cjncw0ayrmW2/VRvssuuyyGDh1a/JowYUK3dKqUrVmzJh544IHiR/Sa09ztGzZsiPvuu6/V9ltr+4EHHog1a9a02k5LAddWW7ZsabU9WtbcfJtbukK5ry+1g1LS3PlUX18fGzZsaNd51lPnZmvHue+++zrcjxzXl3K/ppWLcp5ndaP8rFy5smxed3T1uVHO5xo0lHMtt+sdUx/72Mfi3HPPLf68YcOGThWKysrKxhsqOvDJwgb3ue2226KqqqrD/dlWXV1d8X8ntvZ14sSJsd9++8Xy5ctbDKcqKiqavH3o0KGx//77N3u/re23FE5VVFTEjBkzYuLEia22s2LFilaLRL9+/WL69OkttkfLmptvc0tXKPf11ZW1o2HdaOqa3/C63aGaUmq6scaVu6ZqdFs0dz5VVFTE4MGD4y9/+Uubz7OeOjdbO87+++/f4X7kuL6U+zWtXJTzPHfna47OXEt7vMaUeA1oOB/Tpk2Lhx9+uCxed3T1uVHO5xo0lHMtt+sdU5WVlTFkyJBGX52x3dvAOvKusAZtVFVVRXV1dZd9Nbz4b+1roVCI+fPnt/gWtn79+sUFF1zQ5G0LFy5s9mN8Ddvv169fs/tUVFS02oet7TTVt22P35Yx0bLm5tvc0hXKfX11Ze0otHLNb/SkvcTnpU26scaV+1dTNbptU9r0+VRRURELFy5sdv+mjtFT52Zrx9n6vKAj/chxfSn3a1q5KOd57s7XHJ25lvZ4jSnxGtBwPj784Q9v1/1+/fpt95qmFNZfV58b5XyuQUM517K/ytcB48ePj5NOOqnZB2bu3Llx5JFHxtSpUxtt33vvvWPatGltbr8phUIhTjrppBg3bly7+1koFGLu3Lkxd+7cRtva2h4ta2q+zS1dxfqCrtPc+TR9+vR2n2c9dW62dpzO9CPH9cU1rWeYZ3pKbW1tk687SnX9dfW54Vyjt8i1lgVTHTR37twYMWJERESjdyCNHDmyGCp96lOfKt5WUVHR5C9VbUv7EX/7n56G7be3na33bWobXcPc0p2sL+g6zZ1PHTnPeurcbO04nelHjuuLa1rPMM/0lHJ73dHVfSvlsUJ75FjLgqkOqqqqinPPPTdGjx4dc+fOjWHDhsWwYcPi3HPPLb6tddiwYTF37tyoqKgo7tOe9s8777xiuyeffHKMHj06zjnnnHZ9vrxhP7fet6ltdA1zS3eyvqDrNHc+deQ866lzs7XjdKYfOa4vrmk9wzzTU8rtdUdX962UxwrtkWMtF1JKqaN33rBhQwwdOjRefvnlDn32+69//WvMmjWr+PPGfU6ImodvfuP7aadE9BvQeiNbXo+aFd+MiIg77rgjqqur292PtvSvq9sGyKWz1+6cx2/tutzw9jbXkW01qCsdbqOrdGONK3dqNPSccq4bEV13vWhXjemKWlLiNcB1GGhJe67d3jEFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIIv+OQ9eVVUVt912Wxx33HE5u9GsqqqquOOOO4rfA5CX6zJbWQtAW7ledA/zCnSVrMFUoVAo6YtYoVCI6urq3N0A4P+4LrOVtQC0letF9zCvQFfxUT4AAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWfTP3YGGCvVb/vbDltfbeJ/N3dQbAMpZoX5zpI7csWH9aWMt6i5qHEBparXGdEEtUQOAvqKkgqnBq/67+H3Nwzdn7AkA5W7wym91ug21CICmtKfGqCUALfNRPgAAAACyyP6OqaqqqrjjjjsiIiKlFJs2bYqIiMrKyigUCu1uC4C+q2FN6ajO1qLuosYB5NWeGtPVtUQNAHqz7MFUoVCI6urq4s877LBDxt4AUM62rSkdpRYBsK321hi1BKBtfJQPAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAW/Ttz55RSRERs2LChSzoDQPfbes3eeg3vaWoHQHlRNwBor/bUjk4FUxs3boyIiAkTJnSmGQAy2LhxYwwdOjTLcSPUDoByo24A0F5tqR2F1In/+qivr4/nnnsuampqolAodKiNDRs2xIQJE+Lpp5+OIUOGdLQrJcv4yldvHluE8ZW7zowvpRQbN26M2traqKjo+U90d6Z29MbHtTeOKaJ3jqs3jinCuMpJrjGVc93ojN64hlrTF8ccYdx9adx9ccwRecbdntrRqXdMVVRUxPjx4zvTRNGQIUN69cIwvvLVm8cWYXzlrqPjy/E/3lt1Re3ojY9rbxxTRO8cV28cU4RxlZMcYyr3utEZvXENtaYvjjnCuPuSvjjmiJ4fd1trh19+DgAAAEAWgikAAAAAssgeTFVWVsbChQujsrIyd1e6hfGVr948tgjjK3e9fXzN6Y3j7o1jiuid4+qNY4owrnLSG8dUyvrifPfFMUcYd18ad18cc0Tpj7tTv/wcAAAAADoq+zumAAAAAOibBFMAAAAAZCGYAgAAACALwRQAAAAAWWQNpr785S/HTjvtFFVVVTF9+vT4+c9/nrM7cdlll8V+++0XNTU1MWrUqJg9e3Y88cQTjfY5/fTTo1AoNPo64IADGu2zadOmOOuss2LkyJExaNCgeM973hPPPPNMo31eeumlOOWUU2Lo0KExdOjQOOWUU2L9+vWN9lmzZk28+93vjkGDBsXIkSPj7LPPjtdee63D47vkkku26/uYMWOKt6eU4pJLLona2tqorq6OQw89NB599NGyGFtExOTJk7cbX6FQiA9/+MMRUX6P3c9+9rN497vfHbW1tVEoFOL2229vdHupPV6rVq2KQw45JKqrq2PcuHFx6aWXRkt/W6Gl8b3++utxwQUXxNSpU2PQoEFRW1sbp556ajz33HON2jj00EO3e0xPOOGEkh9fROmtx/aOL4dSqRltqRWldn52ZIyFQiEWLFhQ9mN69tln4+STT44RI0bEDjvsEG95y1ti+fLlZT2uzZs3x0UXXRQ77bRTVFdXx8477xyXXnpp1NfXl9W4emOd64raVmpj6qtKpeZ0l66qZeWso7WuHHVFLSw3XVUrS1lP1dEekTK5+eab04ABA9J1112XHnvssTR//vw0aNCg9Ic//CFXl9KRRx6Zrr/++vSrX/0qrVy5Mh199NFp4sSJ6ZVXXinuc9ppp6V3vetdae3atcWvdevWNWrnzDPPTOPGjUtLlixJK1asSIcddljaZ5990ubNm4v7vOtd70pTpkxJS5cuTUuXLk1TpkxJxxxzTPH2zZs3pylTpqTDDjssrVixIi1ZsiTV1tamefPmdXh8CxcuTHvttVejvr/wwgvF2y+//PJUU1OTbrnllrRq1ao0Z86cNHbs2LRhw4aSH1tKKb3wwguNxrZkyZIUEenuu+9OKZXfY/fDH/4wffzjH0+33HJLioh02223Nbq9lB6vl19+OY0ePTqdcMIJadWqVemWW25JNTU16fOf/3yHxrd+/fr0jne8I337299Ov/71r9OyZcvS/vvvn6ZPn96ojUMOOSSdccYZjR7T9evXN9qnFMeXUmmtx46Mr6eVUs1oS60opfOzve6///40efLktPfee6f58+eX9ZhefPHFNGnSpHT66aen++67L61evTrddddd6be//W1Zj+vTn/50GjFiRPr+97+fVq9enf77v/87DR48OF199dVlNa7eWOe6oraV2pj6olKqOd2lq2pZuepMrSs3XVULy01X1cpS1lN1tCdkC6be+ta3pjPPPLPRtt133z1deOGFmXq0vRdeeCFFRLr33nuL20477bR07LHHNnuf9evXpwEDBqSbb765uO3ZZ59NFRUV6Uc/+lFKKaXHHnssRUT65S9/Wdxn2bJlKSLSr3/965TSG4usoqIiPfvss8V9vvWtb6XKysr08ssvd2g8CxcuTPvss0+Tt9XX16cxY8akyy+/vLitrq4uDR06NH3lK18p+bE1Zf78+elNb3pTqq+vTymV92O37YWm1B6vL3/5y2no0KGprq6uuM9ll12Wamtri/PfnvE15f77708R0ehJ4SGHHNLoycS2Snl8pbQeOzu+nlDKNWPbWlFq52d7bNy4Mb35zW9OS5YsaXR+leuYLrjggnTwwQc3e3u5juvoo49O73//+xttO/7449PJJ59ctuPqjXWuI7Wt1MfUV5RyzekuHall5aozta4cdUUtLEddUSvLSXfV0Z6S5aN8r732WixfvjyOOOKIRtuPOOKIWLp0aY4uNenll1+OiIjhw4c32n7PPffEqFGjYtddd40zzjgjXnjhheJty5cvj9dff73R2Gpra2PKlCnFsS1btiyGDh0a+++/f3GfAw44IIYOHdponylTpkRtbW1xnyOPPDI2bdrU6G2X7fXkk09GbW1t7LTTTnHCCSfE73//+4iIWL16dTz//PON+l1ZWRmHHHJIsU+lPraGXnvttbjxxhvj/e9/fxQKheL2cn7sGiq1x2vZsmVxyCGHRGVlZaN9nnvuuXjqqae6ZMwvv/xyFAqFGDZsWKPtixcvjpEjR8Zee+0VH/nIR2Ljxo3F20p9fKWyHnvi8euMUq8Z29aKUjs/2+PDH/5wHH300fGOd7yj0fZyHdN3v/vdmDFjRrz3ve+NUaNGxb777hvXXXdd2Y/r4IMPjp/85Cfxm9/8JiIiHn744fjFL34RRx11VFmPq6FSG0N3XSe3rW29YUzlrtRrTnfpSC0rV52pdeWoK2phOeqKWlnOuqqO9pQswdSf//zn2LJlS4wePbrR9tGjR8fzzz+fo0vbSSnFueeeGwcffHBMmTKluH3WrFmxePHi+OlPfxpXXnllPPDAA/H2t789Nm3aFBERzz//fAwcODB23HHHRu01HNvzzz8fo0aN2u6Yo0aNarTPtvOz4447xsCBAzs8R/vvv3984xvfiDvvvDOuu+66eP755+PAAw+MdevWFdts6TEp5bFt6/bbb4/169fH6aefXtxWzo/dtkrt8Wpqn60/d8WY6+rq4sILL4yTTjophgwZUtw+d+7c+Na3vhX33HNPXHzxxXHLLbfE8ccfX7y9lMdXSuuxux+/zirlmtFUrSi187Otbr755lixYkVcdtll291WrmP6/e9/H9dee228+c1vjjvvvDPOPPPMOPvss+Mb3/hGWY/rggsuiBNPPDF23333GDBgQOy7776xYMGCOPHEE8t6XA2V2hi64zrZVG0r9zH1BqVcc7pLR2tZOepsrStHXVELy1FX1Mpy1lV1tKf079GjbaPhO1ki3rgobrstl3nz5sUjjzwSv/jFLxptnzNnTvH7KVOmxIwZM2LSpEnxgx/8oNEL4m1tO7amxtmRfdpj1qxZxe+nTp0aM2fOjDe96U1xww03FH/pckcek1IY27YWLVoUs2bNavQ/heX82DWnlB6vpvrS3H3b4/XXX48TTjgh6uvr48tf/nKj284444zi91OmTIk3v/nNMWPGjFixYkVMmzatw31vyz6dHV+prcfuevy6UinWjOZqRURpnZ+tefrpp2P+/Pnx4x//OKqqqprdr5zGFBFRX18fM2bMiM9+9rMREbHvvvvGo48+Gtdee22ceuqpzR6v1Mf17W9/O2688ca46aabYq+99oqVK1fGggULora2Nk477bRmj1fq42pKKY2hK6+TLdW2ppTDmHqbUqw53aWra1mp6s5aV8q6sxaWsu6sleWkK+poT8jyjqmRI0dGv379tkvhXnjhhe0SvRzOOuus+O53vxt33313jB8/vsV9x44dG5MmTYonn3wyIiLGjBkTr732Wrz00kuN9ms4tjFjxsQf//jH7dr605/+1GifbefnpZdeitdff73L5mjQoEExderUePLJJ4t/na+lx6RcxvaHP/wh7rrrrvinf/qnFvcr58eu1B6vpvbZ+rG0zoz59ddfj/e9732xevXqWLJkSaN3SzVl2rRpMWDAgEaPaSmPr6Gc67EnxtcZpVozmqsVpXZ+tsXy5cvjhRdeiOnTp0f//v2jf//+ce+998YXvvCF6N+/f7PvoijlMUW8cV7tueeejbbtsccesWbNmuKxynFcH/3oR+PCCy+ME044IaZOnRqnnHJKnHPOOcV3AJTruBoqtTF05XWypdpWrmPqTUq15nSXztSyctMVta4cdUUtLEddUSvLWVfV0Z6SJZgaOHBgTJ8+PZYsWdJo+5IlS+LAAw/M0aWIeCMZnDdvXtx6663x05/+NHbaaadW77Nu3bp4+umnY+zYsRERMX369BgwYECjsa1duzZ+9atfFcc2c+bMePnll+P+++8v7nPffffFyy+/3GifX/3qV7F27driPj/+8Y+jsrIypk+f3iXj3bRpUzz++OMxduzY2GmnnWLMmDGN+v3aa6/FvffeW+xTuYzt+uuvj1GjRsXRRx/d4n7l/NiV2uM1c+bM+NnPftboz1D/+Mc/jtra2pg8eXKHxrj1ifuTTz4Zd911V4wYMaLV+zz66KPx+uuvFx/TUh7ftnKux54YX2eUWs1orVaU2vnZFocffnisWrUqVq5cWfyaMWNGzJ07N1auXBk777xz2Y0pIuKggw7a7s+f/+Y3v4lJkyZFRHk+VhERr776alRUNH4K169fv+KfwC7XcTVUamPoqutka7WtHMfU25RazekuXVHLyk1X1Lpy1BW1sBx1Ra0sZ11VR3tMV/wG9Y7Y+mdYFy1alB577LG0YMGCNGjQoPTUU0/l6lL64Ac/mIYOHZruueeeRn/C/dVXX00pvfEXHM4777y0dOnStHr16nT33XenmTNnpnHjxm33JxfHjx+f7rrrrrRixYr09re/vck/87v33nunZcuWpWXLlqWpU6c2+Wd+Dz/88LRixYp01113pfHjx3fqT4Cfd9556Z577km///3v0y9/+ct0zDHHpJqamuKcX3755Wno0KHp1ltvTatWrUonnnhik39OshTHttWWLVvSxIkT0wUXXNBoezk+dhs3bkwPPfRQeuihh1JEpKuuuio99NBDxb/cU0qP1/r169Po0aPTiSeemFatWpVuvfXWNGTIkBb/5HRL43v99dfTe97znjR+/Pi0cuXKRufjpk2bUkop/fa3v02f/OQn0wMPPJBWr16dfvCDH6Tdd9897bvvviU/vlJbjx0ZX08rpZrRWq1IqbTOz47a9q9eluOY7r///tS/f//0mc98Jj355JNp8eLFaYcddkg33nhjWY/rtNNOS+PGjSv+Cexbb701jRw5Mp1//vllNa7eWOc6W9tKcUx9USnVnO7SVbWs3HWk1pWbrqqF5aaramUp66k62hOyBVMppfSlL30pTZo0KQ0cODBNmzat+OdJc4mIJr+uv/76lFJKr776ajriiCPS3/3d36UBAwakiRMnptNOOy2tWbOmUTt//etf07x589Lw4cNTdXV1OuaYY7bbZ926dWnu3LmppqYm1dTUpLlz56aXXnqp0T5/+MMf0tFHH52qq6vT8OHD07x58xr9Sd/2mjNnTho7dmwaMGBAqq2tTccff3x69NFHi7fX19enhQsXpjFjxqTKysr0tre9La1ataosxrbVnXfemSIiPfHEE422l+Njd/fddze5Hk877bSUUuk9Xo888kj6+7//+1RZWZnGjBmTLrnkkhb/3HRL41u9enWz5+Pdd9+dUkppzZo16W1ve1saPnx4GjhwYHrTm96Uzj777LRu3bqSH18prsf2ji+HUqkZrdWKlErv/OyIbZ+sl+uYvve976UpU6akysrKtPvuu6evfe1rjW4vx3Ft2LAhzZ8/P02cODFVVVWlnXfeOX384x9vFG6Uw7h6Y53rbG0rxTH1VaVSc7pLV9WycteRWleOuqIWlpuuqpWlrKfqaE8opPR/v+UQAAAAAHpQlt8xBQAAAACCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMEVZOvTQQ2PBggW5uwFAmVE/AGhNe2vFr3/96zjggAOiqqoq3vKWt8RTTz0VhUIhVq5c2al+dFU7UOoKKaWUuxPQXi+++GIMGDAgampqcndlO/fcc08cdthh8dJLL8WwYcNydweABkq5fgBQGtpbK+bMmRN//vOf47/+679i8ODBsXHjxthpp53ioYceire85S1tauP000+P9evXx+23317ctmXLlvjTn/4UI0eOjP79+3dgJFAerG7K0vDhw3N3oUmvv/567i4A0IJSrR8AlI721orf/e53cfTRR8ekSZMiImLjxo1d0o9+/frFmDFjuqQtKGU+ykdZavj22smTJ8enP/3pOPXUU2Pw4MExadKk+H//7//Fn/70pzj22GNj8ODBMXXq1HjwwQeL9//6178ew4YNi9tvvz123XXXqKqqine+853x9NNPNzrOtddeG29605ti4MCBsdtuu8U3v/nNRrcXCoX4yle+Escee2wMGjQo/umf/ikOO+ywiIjYcccdo1AoxOmnnx4REf/zP/8TU6dOjerq6hgxYkS84x3viL/85S/dN0kAbGfb+vHZz3423v/+90dNTU1MnDgxvva1rzXa/5lnnokTTjghhg8fHoMGDYoZM2bEfffdV7y9LXXiq1/9ahxzzDGxww47xB577BHLli2L3/72t3HooYfGoEGDYubMmfG73/2u0f2+973vxfTp06Oqqip23nnn+OQnPxmbN2/unkkBoJH21IpCoRDLly+PSy+9NAqFQlxyySXbtbdly5b4wAc+EDvttFNUV1fHbrvtFtdcc03x9ksuuSRuuOGG+H//7/9FoVCIQqEQ99xzT5Mf5bv33nvjrW99a1RWVsbYsWPjwgsvbFQfDj300Dj77LPj/PPPj+HDh8eYMWOa7BOUEsEUvcK///u/x0EHHRQPPfRQHH300XHKKafEqaeeGieffHKsWLEidtlllzj11FOj4SdXX3311fjMZz4TN9xwQ/zv//5vbNiwIU444YTi7bfddlvMnz8/zjvvvPjVr34V//Iv/xL/+I//GHfffXejYy9cuDCOPfbYWLVqVVx66aVxyy23RETEE088EWvXro1rrrkm1q5dGyeeeGK8//3vj8cffzzuueeeOP7448MnaQHyuvLKK2PGjBnx0EMPxYc+9KH44Ac/GL/+9a8jIuKVV16JQw45JJ577rn47ne/Gw8//HCcf/75UV9fHxFtrxOf+tSn4tRTT42VK1fG7rvvHieddFL8y7/8S3zsYx8r/qfJvHnzivvfeeedcfLJJ8fZZ58djz32WHz1q1+Nr3/96/GZz3ymh2YFgIZaqhVr166NvfbaK84777xYu3ZtfOQjH9nu/vX19TF+/Pj4zne+E4899lh84hOfiH/913+N73znOxER8ZGPfCTe9773xbve9a5Yu3ZtrF27Ng488MDt2nn22WfjqKOOiv322y8efvjhuPbaa2PRokXx6U9/utF+N9xwQwwaNCjuu+++uOKKK+LSSy+NJUuWdMPMQBdJUIYOOeSQNH/+/JRSSpMmTUonn3xy8ba1a9emiEgXX3xxcduyZctSRKS1a9emlFK6/vrrU0SkX/7yl8V9Hn/88RQR6b777ksppXTggQemM844o9Fx3/ve96ajjjqq+HNEpAULFjTa5+67704RkV566aXituXLl6eISE899VTnBg5Ap7RUP+rr69OoUaPStddem1JK6atf/WqqqalJ69ata7KtttaJiy66qPjz1nq0aNGi4rZvfetbqaqqqvjz3//936fPfvazjdr95je/mcaOHdvO0QLQEe2pFSmltM8++6SFCxcWf169enWKiPTQQw81e4wPfehD6R/+4R+KP5922mnp2GOPbbTPtu3867/+a9ptt91SfX19cZ8vfelLafDgwWnLli3Fvh988MGN2tlvv/3SBRdc0JahQxbeMUWvsPfeexe/Hz16dERETJ06dbttL7zwQnFb//79Y8aMGcWfd9999xg2bFg8/vjjERHx+OOPx0EHHdToOAcddFDx9q0attGcffbZJw4//PCYOnVqvPe9743rrrsuXnrppbYOD4Bu0rB+FAqFGDNmTLFWrFy5Mvbdd99mf9dIW+tEW2pUXV1dbNiwISKi+JGQwYMHF7/OOOOMWLt2bbz66qudGC0AHdFSrWirr3zlKzFjxoz4u7/7uxg8eHBcd911sWbNmna18fjjj8fMmTOjUCgUtx100EHxyiuvxDPPPNNkfyMixo4d2+7+Qk8STNErDBgwoPj91gt1U9u2fvxi2+3Nbdv29pTSdtsGDRrUav/69esXS5YsiTvuuCP23HPP+I//+I/YbbfdYvXq1a3eF4Du07BWRLxx3d9aK6qrq1u9f1vqRHtrVH19fXzyk5+MlStXFr9WrVoVTz75ZFRVVbV1aAB0kZZqRVt85zvfiXPOOSfe//73x49//ONYuXJl/OM//mO89tpr7epHUzUm/d+vBmm4vbP9hZ4mmKLP2rx5c6NfiP7EE0/E+vXrY/fdd4+IiD322CN+8YtfNLrP0qVLY4899mix3YEDB0bEG7/ksKFCoRAHHXRQfPKTn4yHHnooBg4cGLfddltXDAWAbrD33nvHypUr48UXX2zy9o7WidZMmzYtnnjiidhll122+6qo8NQNoNz8/Oc/jwMPPDA+9KEPxb777hu77LLLdn/0YuDAgdu9ftjWnnvuGUuXLm30e2qXLl0aNTU1MW7cuG7pO/SE/rk7ALkMGDAgzjrrrPjCF74QAwYMiHnz5sUBBxwQb33rWyMi4qMf/Wi8733vi2nTpsXhhx8e3/ve9+LWW2+Nu+66q8V2J02aFIVCIb7//e/HUUcdFdXV1fHoo4/GT37ykzjiiCNi1KhRcd9998Wf/vSnTr94AaD7nHjiifHZz342Zs+eHZdddlmMHTs2HnrooaitrY2ZM2d2uE605hOf+EQcc8wxMWHChHjve98bFRUV8cgjj8SqVau2+wW3AJS+XXbZJb7xjW/EnXfeGTvttFN885vfjAceeCB22mmn4j6TJ0+OO++8M5544okYMWJEDB06dLt2PvShD8XVV18dZ511VsybNy+eeOKJWLhwYZx77rn+44KyZvXSZ+2www5xwQUXxEknnRQzZ86M6urquPnmm4u3z549O6655pr4t3/7t9hrr73iq1/9alx//fVx6KGHttjuuHHj4pOf/GRceOGFMXr06Jg3b14MGTIkfvazn8VRRx0Vu+66a1x00UVx5ZVXxqxZs7p5lAB01MCBA+PHP/5xjBo1Ko466qiYOnVqXH755dGvX7+I6HidaM2RRx4Z3//+92PJkiWx3377xQEHHBBXXXVVTJo0qQtGBUBPO/PMM+P444+POXPmxP777x/r1q2LD33oQ432OeOMM2K33XYr/h6q//3f/92unXHjxsUPf/jDuP/++2OfffaJM888Mz7wgQ/ERRdd1FNDgW5RSMnfq6fv+frXvx4LFiyI9evX5+4KAAAA9FneMQUAAABAFoIpAAAAALLwUT4AAAAAsvCOKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABk0b8zd66vr4/nnnsuampqolAodFWfAOhGKaXYuHFj1NbWRkVFz///hNoBUF7UDQDaqz21o1PB1HPPPRcTJkzoTBMAZPL000/H+PHje/y4agdAeVI3AGivttSOTgVTNTU1xQMNGTKkM00B0EM2bNgQEyZMKF7De5raAVBe1A0A2qs9taNTwdTWt9IOGTJEkQAoM7k+DqF2AJQndQOA9mpL7fDLzwEAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAs+ufuANC9UkpRV1eXuxtdIqUUmzZtioiIysrKKBQK3Xq8qqqqbj8G5akUzquePh96G+c39E3tuX6XwnXWtQroCwRT0MvV1dXFrFmzcnejLN1xxx1RXV2duxuUIOdV+XN+Q99Ubtdv1yqgL/BRPgAAAACy8I4p6ENeecuJkSrK+LTf8nrUPHxzRERs3OeEiH4DuvwQhfrNMXjlt7q8XXqvbOdVD5wPvY3zG2io1et3puusaxXQ15TxK1SgvVJF/97z4rXfgG4ZS+ryFuntSuK86qbzobdxfgMNtev63YPXWdcqoK/xUT4AAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWfTP3QGIiEgpRV1dXUREVFVVRaFQyNwjKD3OE3MA9DzXnfLX8DFMKWXuTd/kPAJa4h1TlIS6urqYNWtWzJo1q1i0gMacJ+YA6HmuO+Wv4WO4adOm3N3pk5xHQEsEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyEEwBAAAAkIVgCgAAAIAsBFMAAAAAZCGYAgAAACALwRQAAAAAWQimAAAAAMhCMAUAAABAFoIpAAAAALIQTAEAAACQhWAKAAAAgCwEUwAAAABkIZgCAAAAIAvBFAAAAABZCKYAAAAAyEIwBQAAAEAWgikAAAAAshBMAQAAAJCFYAoAAACALARTAAAAAGQhmAIAAAAgC8EUAAAAAFkIpgAAAADIQjAFAAAAQBaCKQAAAACyyB5MLV26NObMmRNLly7N3ZU+paV595gAAPQenttRLppaq0uXLo3Zs2fH0UcfHbNnz25xHW/dd9v9tm23uf3a0k7DvixatKjYbluP3Zbjt1cpn+Md7Vspj6mhculne/X0uLIGU3V1dXHVVVfFH//4x7jqqquirq4uZ3f6jJbm3WMCANB7eG5HuWhqrdbV1cWVV14Z69evj7/85S+xfv36uPLKK5tcxw33bbjftu1uvW3b/drSzrZ9ufHGG+OPf/xjXHnllfH5z3++1WNv205L4+nMvJWKjvatlMfUULn0s71yjCtrMLV48eJYt25dRESsW7cubrrpppzd6TNamnePCQBA7+G5HeWiqbXacNtWza3jbfdtqo1169bFxRdf3OR+7Wlnq5RScZ8XX3yx1WM31U5nz8tSPsc72rdSHlND5dLP9soxrv7dfoRmPPPMM3HTTTcVT+aUUtx0001xxBFHxPjx43N1q9drad4jIttjsvWYEdFrkuZS0Wg+G8wzzSjhtdiwP6mPPpalcq1wXpWpElk/lJdyvvZ6vv2GZmtHqT6evfBa1dp51NRaXbx4cbPn3OLFixut42eeeSYWL17c5H4ppUbtrlq1qtn2tn7f1O319fWtDbORG2+8MQqFwnZjaqqdbcfTVqV8jne0b6U8pobKpZ/tlWtc7QqmNm3aFJs2bSr+vGHDhg4dNKUU11xzTbPbr7jiiigUCh1qm+a1Nu9NXfh76jFpuK6OO+64bjtOn1e/OSIG5u5FaavfXPy2lNfipk2bYocddsjdjTbpqtqxta2tSubxcV6VjzI5vyld5XTtLefn211ZN7a2t9WJJ574txtK9frdy69V255Hza3VLVu2NNvGli1bius4IuLqq69uMvBpqY2m2quvr+9UOw21p52G42nreVnK53hH+1bKY2qqP81tL5V+tlfOcbXro3yXXXZZDB06tPg1YcKEDh10zZo18cADD2x3Ym7ZsiUeeOCBWLNmTYfapWWtzfuDDz7oMQG6XFfVDgDarpyfb6sbfUtza7U1W9fxmjVr4sEHH+x0Px544IFYvnx5p9vpzPHbc16W8jne0b6V8pgaKpd+tlfOcbXrHVMf+9jH4txzzy3+vGHDhg4ViokTJ8Z+++0XK1asaDTofv36xfTp02PixIntbpPWtTbv9fX18dBDD2V5TCorK4vf33bbbVFVVdWtx+tL6urq/va/bRXZPr1bPhrMUamtxYaPZcNzptR1Ve2IKJ1rhfOqTJXw+U3pKtdrbzk/3+7KuhHR+HH71re+9bd3TZXq9bsXXqtaOo+aW6uteetb31pcxzNmzOh0OLXffvtFfX19tnCq4XjaopTP8Y72rZTH1FC59LO9co6rXVfjysrKLinIhUIh5s+fH6eddlqT28vxbW/loLV5Tylle0watl9VVRXV1dXderw+y7nVujJZi+V0neyq2hFRoteKMnos+rxSXD+UlXK69pbz8+2urBsR29eOBjd02TG6VC+/Vm279ppbq/369YuUUpMfievXr1+jdbxgwYI49dRTt9u3pTa23W/BggWRUmq2nfr6+nb9nrmKioooFArbvcBvqp1tx9MWpXyOd7RvpTymhsqln+2Vc1zZ/irf+PHj46STTioOrlAoxEknnRTjxo3L1aU+oaV595gAAPQenttRLppaq3Pnzo25c+c2uf/cuXMbrePx48c3ue/WNhq2O3Xq1Gbba6mdk08+uV1jOvnkk5scU1PtbDuetirlc7yjfSvlMTVULv1sr1zjyhZMRbxxAo4YMSIiIkaOHBknnXRSzu70GS3Nu8cEAKD38NyOctHUWm24bavm1vG2+zbVxsiRI+NTn/pUk/u1p52ttr54HzlyZAwfPrzVYzfVTmfPy1I+xzvat1IeU0Pl0s/2yjGurMFUVVVVnHvuuTF69Og455xzesXnp///9u48yKryzh//p9maBppWVJYWZBGDCIoKLo0kaNSoAZcilVELHChMHFQURY2OOqJGg06My1QpZnE0LhOiER1NNIpGFoMKw6IohhgVcIEwY2RxYe3n94c/7pemgW6axtOX+3pVdVX3Pc855/k83fc857z73nvywfbG3e8EAGD34dyOfLG1v9XmzZvHZZddFnvssUe0bNky9thjjxg7duxW/443b7t5uy23u8cee2y1XW22s2Vfhg0bFu3atYuxY8fG5ZdfXuO+t9zO9urZmXFrKOrat4Zc0+bypZ87Kou6Mv/Ev/79+0f//v2z7kbB2d64+50AAOw+nNuRL7b2t9q/f/948skna73+1tpuud2atrm97Wz5+Lnnnpv7vjb7rs3+d1RDfo7XtW8NuabN5Us/d9TXXVemr5gCAAAAoHAJpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIRJOsOwAREc2bN49nn3029z1QneeJMQC+fo47+W/z32FKKePeFCbPI2B7BFM0CEVFRVFSUpJ1N6BB8zwxBsDXz3En/23+O/zyyy8z7k1h8jwCtsdb+QAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEw0yboDwNenqHJDpKw7sTM2rt/69/WoqHLDLtkuu6/Mnldfw/Nhd+P5DWyuxuN3RsdZxyqg0AimoIC0mvebrLtQb0pfn5h1FyAiGsbzyvMBYMftyPHbcRZg1/FWPgAAAAAy4RVTsJtr3rx5PPvss1l3o16klGLt2rUREVFcXBxFRUW7dH/NmzffpdsnfzWE59XX/XzY3Xh+Q2HakeN3QzjOOlYBhUAwBbu5oqKiKCkpybob9aZFixZZdwEazPPK8wFgx+zo8dtxFmDX81Y+AAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE4IpAAAAADIhmAIAAAAgE012ZuWUUkRErFq1ql46A8Cut+mYvekY/nUzdwDkF/MGADtqR+aOnQqmVq9eHRERnTp12pnNAJCB1atXR1lZWSb7jTB3AOQb8wYAO6o2c0dR2ol/fVRWVsbHH38cpaWlsXr16ujUqVN88MEH0bp167puMu+tWrWq4MfBGHzFOHzFOHylIY1DSilWr14d5eXl0ajR1/+O7s3njqKiomrLG9JY1Rc1NXy7Wz0Ru19Nu1s9EflTU0OfN2qSL+O8qxRy/YVce4T6C7n+hlD7jswdO/WKqUaNGkXHjh0jInKTROvWrQvul741xsEYbGIcvmIcvtJQxiGL/3hvsvncsT0NZazqk5oavt2tnojdr6bdrZ6I/KgpH+aNmuTDOO9KhVx/Idceof5Crj/r2ms7d/jwcwAAAAAyIZgCAAAAIBP1FkwVFxfHuHHjori4uL42mZeMgzHYxDh8xTh8xTjU3u44Vmpq+Ha3eiJ2v5p2t3oids+aGqJCH+dCrr+Qa49QfyHXn2+179SHnwMAAABAXXkrHwAAAACZEEwBAAAAkAnBFAAAAACZEEwBAAAAkIkdCqYmTJgQhxxySLRu3Tpat24dFRUV8eyzz+aWp5Ti+uuvj/Ly8igpKYljjz023nrrrXrvdEMyfvz4KCoqiksuuST3WKGMw/XXXx9FRUVVvtq3b59bXijj8NFHH8WwYcNir732ihYtWsShhx4as2fPzi0vhHHo0qVLtb+FoqKiuPDCCyOiMMYgImLDhg1x7bXXRteuXaOkpCS6desWN954Y1RWVubaFMpY1NW0adPi1FNPjfLy8igqKoonn3wy6y7tlPHjx8cRRxwRpaWl0bZt2zjjjDNi4cKFWXerzmo6D8h3W5vT801Nc3O+qmmuzTc1zZvUr3vuuSe6du0azZs3j759+8b06dOz7tJ21WbuqM35xNq1a+Oiiy6KvffeO1q2bBmnnXZafPjhh1XafPrpp3HOOedEWVlZlJWVxTnnnBMrVqyo0mbJkiVx6qmnRsuWLWPvvfeOiy++ONatW7dLat9SXa+18rn2+ri2yNf66+tcOh/qr+mct6HVOX/+/Bg4cGCUlJTEvvvuGzfeeGPU63300g546qmn0h/+8Ie0cOHCtHDhwnT11Venpk2bpjfffDOllNItt9ySSktL0+OPP57mz5+fzjzzzNShQ4e0atWqHdlN3pg5c2bq0qVLOuSQQ9KYMWNyjxfKOIwbNy716tUrLV26NPe1fPny3PJCGId//OMfqXPnzmnEiBHptddeS++//3564YUX0t/+9rdcm0IYh+XLl1f5O5g8eXKKiPTSSy+llApjDFJK6aabbkp77bVX+v3vf5/ef//99Nhjj6VWrVqlO++8M9emUMairp555pl0zTXXpMcffzxFRHriiSey7tJOOemkk9L999+f3nzzzTRv3rw0aNCgtN9++6XPPvss667VSU3nAflsW3N6vqlpbs5HtZlr801N8yb1Z+LEialp06bpl7/8ZVqwYEEaM2ZMatmyZVq8eHHWXdum2swdtTmfGDVqVNp3333T5MmT05w5c9Jxxx2X+vTpkzZs2JBrc/LJJ6fevXunGTNmpBkzZqTevXunwYMH55Zv2LAh9e7dOx133HFpzpw5afLkyam8vDyNHj16l4/Dzlxr5Wvt9XVtka/119e5dD7UX9M5b0Oqc+XKlaldu3bprLPOSvPnz0+PP/54Ki0tTbfddlu9jEVKKe1QMLU1e+65Z/rVr36VKisrU/v27dMtt9ySW7ZmzZpUVlaW7r333p3dTYOzevXqdMABB6TJkyengQMH5g6WhTQO48aNS3369NnqskIZhyuvvDINGDBgm8sLZRy2NGbMmLT//vunysrKghqDQYMGpZEjR1Z5bMiQIWnYsGEppcL9e6ir3SGY2tLy5ctTRKSpU6dm3ZV6s+k8IJ9ta07PR9ubm/NVTXPt7mDzeZP6deSRR6ZRo0ZVeezAAw9MV111VUY92nFbzh21OZ9YsWJFatq0aZo4cWKuzUcffZQaNWqU/vjHP6aUUlqwYEGKiPTqq6/m2rzyyispItJf/vKXlNJXF8+NGjVKH330Ua7Nb37zm1RcXJxWrly5y2remWutfK69Pq4t8rn++jiXzsf6tzznbWh13nPPPamsrCytWbMm12b8+PGpvLy83uatOn/G1MaNG2PixInx+eefR0VFRbz//vuxbNmy+M53vpNrU1xcHAMHDowZM2bUdTcN1oUXXhiDBg2KE044ocrjhTYO77zzTpSXl0fXrl3jrLPOivfeey8iCmccnnrqqejXr198//vfj7Zt28Zhhx0Wv/zlL3PLC2UcNrdu3bp4+OGHY+TIkVFUVFRQYzBgwIB48cUX469//WtERLz++uvx8ssvx3e/+92IKMy/B6pauXJlRES0adMm457svC3PA/LZtub0fLWtuTlf1TTX5rst503qz7p162L27NlV5t2IiO985zt5Ne9uOXfU5nxi9uzZsX79+iptysvLo3fv3rk2r7zySpSVlcVRRx2Va3P00UdHWVlZlTa9e/eO8vLyXJuTTjop1q5du0vfTrsz11r5XHt9XFvkc/31cS6dz/Vv0tDqfOWVV2LgwIFRXFxcpc3HH38cixYtqpeam+zoCvPnz4+KiopYs2ZNtGrVKp544ok46KCDcoW1a9euSvt27drF4sWL66WzDcXEiRNjzpw5MWvWrGrLli1bFhGFMQ5HHXVUPPjgg/GNb3wj/v73v8dNN90U/fv3j7feeqtgxuG9996LCRMmxNixY+Pqq6+OmTNnxsUXXxzFxcXxz//8zwUzDpt78sknY8WKFTFixIiIKKznxJVXXhkrV66MAw88MBo3bhwbN26Mm2++Oc4+++yIKKyxoLqUUowdOzYGDBgQvXv3zro7dbat84B8tb05PR9tb27ea6+9su5endQ01+a7LedN6s///d//xcaNG7c6726akxu6rc0dtTmfWLZsWTRr1iz23HPPam02rb9s2bJo27ZttX22bdu2Spst97PnnntGs2bNdtkY7uy1Vj7XXh/XFvlcf32cS+dz/Zs0tDqXLVsWXbp0qbafTcu6du1alzKr2OFgqkePHjFv3rxYsWJFPP744zF8+PCYOnVqbvmW/+lJKe1W//354IMPYsyYMfH8889H8+bNt9ludx+HiIhTTjkl9/3BBx8cFRUVsf/++8evf/3rOProoyNi9x+HysrK6NevX/zkJz+JiIjDDjss3nrrrZgwYUKVk+XdfRw2d99998Upp5xSJXWPKIwx+O1vfxsPP/xw/Nd//Vf06tUr5s2bF5dcckmUl5fH8OHDc+0KYSyobvTo0fHGG2/Eyy+/nHVXdsq2zgPyMZyq7ZyeT7Y3N48dOzbDntVdbefafLWteZP6k8/z7vbmjrrUtWWbrbWvS5v6siuvtRp67RG79toiH+rflefS+VD/lhpSnVvry7bWrYsdfitfs2bNonv37tGvX78YP3589OnTJ+66667cHV+2TA+XL19eLYHLZ7Nnz47ly5dH3759o0mTJtGkSZOYOnVq/Md//Ec0adKkSnK4ud1tHLamZcuWcfDBB8c777xTMH8PHTp0qHYx1rNnz1iyZElERMGMwyaLFy+OF154IX7wgx/kHiukMbjiiiviqquuirPOOisOPvjgOOecc+LSSy+N8ePHR0RhjQVVXXTRRfHUU0/FSy+9FB07dsy6OztlW+cB+aimOX3jxo1Zd3GnbT4356ua5tp8trV5k/qz9957R+PGjfN23t3W3FGb84n27dvHunXr4tNPP91um7///e/V9vu///u/VdpsuZ9PP/001q9fv0vGsD6utfK19oj6ubbI5/rr41w6n+vfpKHVubU2y5cvj4jqr+qqqzp/xtQmKaVYu3ZtdO3aNdq3bx+TJ0/OLVu3bl1MnTo1+vfvv7O7aTCOP/74mD9/fsybNy/31a9fvxg6dGjMmzcvunXrVhDjsDVr166Nt99+Ozp06FAwfw/HHHNMtdv3/vWvf43OnTtHRBTMOGxy//33R9u2bWPQoEG5xwppDL744oto1KjqYbVx48a5W9wW0ljwlZRSjB49OiZNmhR/+tOf6uWlzg3NpvOAfFTTnN64ceOsu7jTNp+b81VNc20+29q8Sf1p1qxZ9O3bt8q8GxExefLkBj3v1jR31OZ8om/fvtG0adMqbZYuXRpvvvlmrk1FRUWsXLkyZs6cmWvz2muvxcqVK6u0efPNN2Pp0qW5Ns8//3wUFxdH37596732+rjWytfaI+rn2iKf66+Pc+l8rn+ThlZnRUVFTJs2LdatW1elTXl5ebW3+NXZjnxS+r/+67+madOmpffffz+98cYb6eqrr06NGjVKzz//fErpq1salpWVpUmTJqX58+ens88+uyBug77lHXwKZRwuu+yyNGXKlPTee++lV199NQ0ePDiVlpamRYsWpZQKYxxmzpyZmjRpkm6++eb0zjvvpEceeSS1aNEiPfzww7k2hTAOKaW0cePGtN9++6Urr7yy2rJCGYPhw4enfffdN3eL20mTJqW99947/ehHP8q1KZSxqKvVq1enuXPnprlz56aISLfffnuaO3dug76t9/acf/75qaysLE2ZMqXKreG/+OKLrLtWJzWdB+wO8v2ufDXNzfmoNnNtPtrevEn9mThxYmratGm677770oIFC9Ill1ySWrZs2aCfE7WZO2pzPjFq1KjUsWPH9MILL6Q5c+akb3/721u9lfwhhxySXnnllfTKK6+kgw8+eKu3kj/++OPTnDlz0gsvvJA6duxY5Vbyu1pdrrXytfb6urbI1/rr61w6H+qv6Zy3IdW5YsWK1K5du3T22Wen+fPnp0mTJqXWrVun2267rV7GIqWUdiiYGjlyZOrcuXNq1qxZ2meffdLxxx9f5WS0srIyjRs3LrVv3z4VFxenb33rW2n+/Pn11tmGasuDZaGMw5lnnpk6dOiQmjZtmsrLy9OQIUPSW2+9lVteKOPw9NNPp969e6fi4uJ04IEHpl/84hdVlhfKODz33HMpItLChQurLSuUMVi1alUaM2ZM2m+//VLz5s1Tt27d0jXXXJPWrl2ba1MoY1FXL730UoqIal/Dhw/Pumt1srVaIiLdf//9WXetTmo6D9gd5HswVdPcnK9qmmvz0fbmTerX3XffnTt2HX744Wnq1KlZd2m7ajN31OZ84ssvv0yjR49Obdq0SSUlJWnw4MFpyZIlVdp88sknaejQoam0tDSVlpamoUOHpk8//bRKm8WLF6dBgwalkpKS1KZNmzR69Ogqt43f1epyrZXPtdfHtUW+1l9f59L5UH9N57wNrc433ngjffOb30zFxcWpffv26frrr0+VlZX1MhYppVSU0v//qVUAAAAA8DXa6c+YAgAAAIC6EEwBAAAAkAnBFAAAAACZEEwBAAAAkAnBFAAAAACZEEwBAAAAkAnBFAAAAACZEEwBAAAAkAnBFA3SscceG5dccklERHTp0iXuvPPO3LJly5bFiSeeGC1btow99tgjk/4BwJZGjBgRZ5xxRq3appTivPPOizZt2kRRUVHMmzdvl/YNgIZly2scKGRNsu4A1GTWrFnRsmXL3M933HFHLF26NObNmxdlZWUZ9gyAhu7YY4+NQw89dIdO/uuyzo764x//GA888EBMmTIlunXrFnvvvfcu2xcAQEMmmKLB22effar8/O6770bfvn3jgAMOyKhHALBz3n333ejQoUP079+/zttIKcXGjRujSROncwBA/vJWPhq8zV/m2qVLl3j88cfjwQcfjKKiohgxYkRERKxcuTLOO++8aNu2bbRu3Tq+/e1vx+uvv17rfTz99NPRt2/faN68eXTr1i1uuOGG2LBhQ0RE3HjjjVFeXh6ffPJJrv1pp50W3/rWt6KysjIiIoqKimLChAlxyimnRElJSXTt2jUee+yxKvv46KOP4swzz4w999wz9tprrzj99NNj0aJFVdr853/+Z/Tq1SuKi4ujQ4cOMXr06B0cLQA2GTFiREydOjXuuuuuKCoqiqKioli0aFFMnTo1jjzyyNyx9qqrrsod87e1zsaNG+Pcc8+Nrl27RklJSfTo0SPuuuuuOvfroosuiiVLlkRRUVF06dIlIr4Kmv793/89unXrFiUlJdGnT5/43e9+l1tvypQpUVRUFM8991z069cviouLY/r06Ts9TgDsnNWrV8fQoUOjZcuW0aFDh7jjjjuqfDTJ8uXL49RTT81dJzzyyCPVtlHT9cSiRYuiqKgoJk6cGP3794/mzZtHr169YsqUKV9TlbDrCKbIK7NmzYqTTz45/umf/imWLl0ad911V6SUYtCgQbFs2bJ45plnYvbs2XH44YfH8ccfH//4xz9q3OZzzz0Xw4YNi4svvjgWLFgQP//5z+OBBx6Im2++OSIirrnmmujSpUv84Ac/iIiIe++9N6ZNmxYPPfRQNGr0/55C//Zv/xbf+9734vXXX49hw4bF2WefHW+//XZERHzxxRdx3HHHRatWrWLatGnx8ssvR6tWreLkk0+OdevWRUTEhAkT4sILL4zzzjsv5s+fH0899VR07969vocQoGDcddddUVFRET/84Q9j6dKlsXTp0mjatGl897vfjSOOOCJef/31mDBhQtx3331x0003bXOdTp06RWVlZXTs2DEeffTRWLBgQVx33XVx9dVXx6OPPlqnft14443RsWPHWLp0acyaNSsiIq699tq4//77Y8KECfHWW2/FpZdeGsOGDYupU6dWWf9HP/pRjB8/Pt5+++045JBDdn6gANgpY8eOjT//+c/x1FNPxeTJk2P69OkxZ86c3PIRI0bEokWL4k9/+lP87ne/i3vuuSeWL19ebTvbu57Y5IorrojLLrss5s6dG/3794/TTjutyj/QIS8laIAGDhyYxowZk1JKqXPnzumOO+7ILTv99NPT8OHDcz+/+OKLqXXr1mnNmjVVtrH//vunn//85zXu65vf/Gb6yU9+UuWxhx56KHXo0CH387vvvptKS0vTlVdemVq0aJEefvjhKu0jIo0aNarKY0cddVQ6//zzU0op3XfffalHjx6psrIyt3zt2rWppKQkPffccymllMrLy9M111xTY38BqL3N55OUUrr66qurHY/vvvvu1KpVq7Rx48atrrMtF1xwQfre976X+3n48OHp9NNPr1W/7rjjjtS5c+fcz5999llq3rx5mjFjRpV25557bjr77LNTSim99NJLKSLSk08+Wat9ALDrrVq1KjVt2jQ99thjucdWrFiRWrRokcaMGZMWLlyYIiK9+uqrueVvv/12iogq1zg1XU+8//77KSLSLbfcklu+fv361LFjx3Trrbfuourg6+FDCch7s2fPjs8++yz22muvKo9/+eWX8e6779Zq/VmzZuVeIRURsXHjxlizZk188cUX0aJFi+jWrVvcdttt8S//8i9x5plnxtChQ6ttp6KiotrPm+6yNHv27Pjb3/4WpaWlVdqsWbMm3n333Vi+fHl8/PHHcfzxx9e2bADq4O23346KioooKirKPXbMMcfEZ599Fh9++GHst99+21z33nvvjV/96lexePHi+PLLL2PdunVx6KGH1ku/FixYEGvWrIkTTzyxyuPr1q2Lww47rMpj/fr1q5d9ArDz3nvvvVi/fn0ceeSRucfKysqiR48eEfHVvNOkSZMqx+4DDzxwq3cX3971xNbabNrulq+qgnwjmCLvVVZWRocOHbb6/uqtHfC3tv4NN9wQQ4YMqbasefPmue+nTZsWjRs3jkWLFsWGDRtq9WGzmy58Kisro2/fvlt9P/k+++xT5S2BAOw6KaUqodSmxyKi2uObe/TRR+PSSy+Nn/3sZ1FRURGlpaXx05/+NF577bV66demzyz8wx/+EPvuu2+VZcXFxVV+3vxOtQBka1tzyKbHazPHbE9t1qvrtqGhcDVM3jv88MNj2bJl0aRJk+jevXuVr9rcfvvwww+PhQsXVlu3e/fuucDot7/9bUyaNCmmTJkSH3zwQfz4xz+utp1XX3212s8HHnhgbh/vvPNOtG3btto+ysrKorS0NLp06RIvvvhiPYwIAJs0a9YsNm7cmPv5oIMOihkzZuQuFCIiZsyYEaWlpblAaMt1IiKmT58e/fv3jwsuuCAOO+yw6N69e61elVtbBx10UBQXF8eSJUuqzROdOnWqt/0AUL/233//aNq0acycOTP32KpVq+Kdd96JiIiePXvGhg0b4n/+539yyxcuXBgrVqyotq3tXU9src2GDRti9uzZ1dpAvvGKKfLeCSecEBUVFXHGGWfErbfeGj169IiPP/44nnnmmTjjjDNqfMvDddddF4MHD45OnTrF97///WjUqFG88cYbMX/+/Ljpppviww8/jPPPPz9uvfXWGDBgQDzwwAMxaNCgOOWUU+Loo4/Obeexxx6Lfv36xYABA+KRRx6JmTNnxn333RcREUOHDo2f/vSncfrpp+c+8HbJkiUxadKkuOKKK6Jjx45x/fXXx6hRo6Jt27ZxyimnxOrVq+PPf/5zXHTRRbt0/AB2Z126dInXXnstFi1aFK1atYoLLrgg7rzzzrjoooti9OjRsXDhwhg3blyMHTs298+ILddp06ZNdO/ePR588MF47rnnomvXrvHQQw/FrFmzomvXrvXSz9LS0rj88svj0ksvjcrKyhgwYECsWrUqZsyYEa1atYrhw4fXy34AqF+lpaUxfPjwuOKKK6JNmzbRtm3bGDduXDRq1CiKioqiR48ecfLJJ8cPf/jD+MUvfhFNmjSJSy65JEpKSqpta3vXE5vcfffdccABB0TPnj3jjjvuiE8//TRGjhz5dZULu4RXTJH3ioqK4plnnolvfetbMXLkyPjGN74RZ511VixatCjatWtX4/onnXRS/P73v4/JkyfHEUccEUcffXTcfvvt0blz50gpxYgRI+LII4+M0aNHR0TEiSeeGKNHj45hw4bFZ599ltvODTfcEBMnToxDDjkkfv3rX8cjjzwSBx10UEREtGjRIqZNmxb77bdfDBkyJHr27BkjR46ML7/8Mlq3bh0REcOHD48777wz7rnnnujVq1cMHjw4958WAOrm8ssvj8aNG8dBBx0U++yzT6xfvz6eeeaZmDlzZvTp0ydGjRoV5557blx77bXbXGfJkiUxatSoGDJkSJx55plx1FFHxSeffBIXXHBBvfb1xz/+cVx33XUxfvz46NmzZ5x00knx9NNP11v4BcCucfvtt0dFRUUMHjw4TjjhhDjmmGOiZ8+euY8Fuf/++6NTp04xcODAGDJkSJx33nnRtm3batvZ3vXEJrfcckvceuut0adPn5g+fXr893//d63eJQINWVHa/LXsQJ0UFRXFE088EWeccUbWXQEAADL0+eefx7777hs/+9nP4txzz63VOjVdTyxatCi6du0ac+fOrbcbb0BD4a18AAAAUEdz586Nv/zlL3HkkUfGypUr48Ybb4yIiNNPPz3jnkF+8FY+dnu9evWKVq1abfVra3fJA4CdsWTJkm3OO61atYolS5Zk3UUA6tltt90Wffr0iRNOOCE+//zzmD59urfYQS15Kx+7vcWLF8f69eu3uqxdu3ZRWlr6NfcIgN3Zhg0bYtGiRdtc3qVLl2jSxIvWAQAiBFMAAAAAZMRb+QAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIhGAKAAAAgEwIpgAAAADIxP8HBJBorYR1GG8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x1200 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "for i in enumerate(features):\n",
    "    ax = plt.subplot(3, 3, i[0]+1)\n",
    "    sns.boxplot(x=country_df[i[1]])\n",
    "    plt.xticks(rotation=0)\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ec72093",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">OBSERVATIONS FROM UNIVARIATE ANALYSIS: <br>\n",
    "    <br>\n",
    "    * Child Mortality, Exports, Imports, Income, Inflation and GDP per capita are all highly skewed to the right (positively-skewed) and have several outliers<br>\n",
    "    <br>\n",
    "    * Health and Total fertility are also positively skewed but with only one outlier each.<br>\n",
    "    <br>\n",
    "    * Life expectancy is negatively skewed (left-skewed) with a few outliers</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7fe07f9",
   "metadata": {},
   "source": [
    "### 4.2 Multivavariate Analysis<a class=\"anchor\" id=\"BA\"></a>\n",
    "\n",
    "   In Multivariate Analysis, more than two different variables are analyzed. This analysis deals with causes and relationships and the analysis is done to find out the relationship between the variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ba8f4152",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x900 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2250x2250 with 54 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,9))\n",
    "sns.pairplot(country_df, corner=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fd51836b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1400x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap to determine the correlation between the features.\n",
    "plt.figure(figsize=(14,9))\n",
    "sns.heatmap(country_df.corr(), annot = True, cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3ab912b6",
   "metadata": {
    "scrolled": true
   },
   "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>child_mort</th>\n",
       "      <th>exports</th>\n",
       "      <th>health</th>\n",
       "      <th>imports</th>\n",
       "      <th>income</th>\n",
       "      <th>inflation</th>\n",
       "      <th>life_expec</th>\n",
       "      <th>total_fer</th>\n",
       "      <th>gdpp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>child_mort</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.297230</td>\n",
       "      <td>-0.430438</td>\n",
       "      <td>-0.319138</td>\n",
       "      <td>-0.524315</td>\n",
       "      <td>0.288276</td>\n",
       "      <td>-0.886676</td>\n",
       "      <td>0.848478</td>\n",
       "      <td>-0.483032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exports</th>\n",
       "      <td>-0.297230</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.612919</td>\n",
       "      <td>0.987686</td>\n",
       "      <td>0.725351</td>\n",
       "      <td>-0.141553</td>\n",
       "      <td>0.377694</td>\n",
       "      <td>-0.291096</td>\n",
       "      <td>0.768894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>health</th>\n",
       "      <td>-0.430438</td>\n",
       "      <td>0.612919</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.638581</td>\n",
       "      <td>0.690857</td>\n",
       "      <td>-0.253956</td>\n",
       "      <td>0.545626</td>\n",
       "      <td>-0.407984</td>\n",
       "      <td>0.916593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>imports</th>\n",
       "      <td>-0.319138</td>\n",
       "      <td>0.987686</td>\n",
       "      <td>0.638581</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.672056</td>\n",
       "      <td>-0.179458</td>\n",
       "      <td>0.397515</td>\n",
       "      <td>-0.317061</td>\n",
       "      <td>0.755114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>income</th>\n",
       "      <td>-0.524315</td>\n",
       "      <td>0.725351</td>\n",
       "      <td>0.690857</td>\n",
       "      <td>0.672056</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.147756</td>\n",
       "      <td>0.611962</td>\n",
       "      <td>-0.501840</td>\n",
       "      <td>0.895571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inflation</th>\n",
       "      <td>0.288276</td>\n",
       "      <td>-0.141553</td>\n",
       "      <td>-0.253956</td>\n",
       "      <td>-0.179458</td>\n",
       "      <td>-0.147756</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.239705</td>\n",
       "      <td>0.316921</td>\n",
       "      <td>-0.221631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>life_expec</th>\n",
       "      <td>-0.886676</td>\n",
       "      <td>0.377694</td>\n",
       "      <td>0.545626</td>\n",
       "      <td>0.397515</td>\n",
       "      <td>0.611962</td>\n",
       "      <td>-0.239705</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.760875</td>\n",
       "      <td>0.600089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_fer</th>\n",
       "      <td>0.848478</td>\n",
       "      <td>-0.291096</td>\n",
       "      <td>-0.407984</td>\n",
       "      <td>-0.317061</td>\n",
       "      <td>-0.501840</td>\n",
       "      <td>0.316921</td>\n",
       "      <td>-0.760875</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.454910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gdpp</th>\n",
       "      <td>-0.483032</td>\n",
       "      <td>0.768894</td>\n",
       "      <td>0.916593</td>\n",
       "      <td>0.755114</td>\n",
       "      <td>0.895571</td>\n",
       "      <td>-0.221631</td>\n",
       "      <td>0.600089</td>\n",
       "      <td>-0.454910</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            child_mort   exports    health   imports    income  inflation  \\\n",
       "child_mort    1.000000 -0.297230 -0.430438 -0.319138 -0.524315   0.288276   \n",
       "exports      -0.297230  1.000000  0.612919  0.987686  0.725351  -0.141553   \n",
       "health       -0.430438  0.612919  1.000000  0.638581  0.690857  -0.253956   \n",
       "imports      -0.319138  0.987686  0.638581  1.000000  0.672056  -0.179458   \n",
       "income       -0.524315  0.725351  0.690857  0.672056  1.000000  -0.147756   \n",
       "inflation     0.288276 -0.141553 -0.253956 -0.179458 -0.147756   1.000000   \n",
       "life_expec   -0.886676  0.377694  0.545626  0.397515  0.611962  -0.239705   \n",
       "total_fer     0.848478 -0.291096 -0.407984 -0.317061 -0.501840   0.316921   \n",
       "gdpp         -0.483032  0.768894  0.916593  0.755114  0.895571  -0.221631   \n",
       "\n",
       "            life_expec  total_fer      gdpp  \n",
       "child_mort   -0.886676   0.848478 -0.483032  \n",
       "exports       0.377694  -0.291096  0.768894  \n",
       "health        0.545626  -0.407984  0.916593  \n",
       "imports       0.397515  -0.317061  0.755114  \n",
       "income        0.611962  -0.501840  0.895571  \n",
       "inflation    -0.239705   0.316921 -0.221631  \n",
       "life_expec    1.000000  -0.760875  0.600089  \n",
       "total_fer    -0.760875   1.000000 -0.454910  \n",
       "gdpp          0.600089  -0.454910  1.000000  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##To find the degree of the relationship amongst the variables, a correlation function is used\n",
    "country_df.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21b34492",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">OBSERVATIONS FROM BIVARIATE ANALYSIS: <br>\n",
    "    <br>\n",
    "* Child Mortality, Exports, Imports, Income, Inflation and GDP per capita are all highly skewed to the right (positively-skewed) and have several outliers<br>\n",
    "    <br>\n",
    "    * Health and Total fertility are also positively skewed but with only one outlier each.<br>\n",
    "    <br>\n",
    "    * Life expectancy is negatively skewed (left-skewed) with a few outliers</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "728035cc",
   "metadata": {},
   "source": [
    "   [Back to TOC](#TOC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83be4e27",
   "metadata": {},
   "source": [
    "### 5. Strategy<a class=\"anchor\" id=\"S\"></a>\n",
    "\n",
    "  The above analysis has provided some insight into the relationships of the variables. Hence, the next steps involve selecting the right features to perform clustering analysis then treating the outliers for these features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c978875b",
   "metadata": {},
   "source": [
    "### 5.1 Feature Selection<a class=\"anchor\" id=\"FS\"></a>\n",
    "\n",
    "   Based on the objective, we are to select countries in need based on socio-economic and health factors. Therefore, we need to know what features/variables fall under these factors.\n",
    "   \n",
    "   | Health Factors| Socio-Economic Factors |\n",
    "   | :-------------| ---------------------: |\n",
    "   | Child Mortality | Exports              | \n",
    "   | Health.         | Imports              |\n",
    "   | Total Fertility | Income               |\n",
    "   | Life Expectancy | Inflation            |\n",
    "   |                 | GDP Per Capita       |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c39d7973",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">Approach <br>\n",
    "    <br>\n",
    "    1. Health Factor of choice is Child Mortality:<br>\n",
    "    <br>\n",
    "    The weak correlation between healthcare expenditure and the other health factors (Child Mortality, Total Fertility, and Life Expectancy) suggests that the healthcare funds may not be reaching the areas that have the greatest impact on child mortality and the other health factors.<br>\n",
    "    <br>\n",
    "    Child mortality, influenced by various determinants of health and environmental factors such as sanitation, poverty and nutrition is a better indicator for financial assistance. By targeting child mortality, HELP International can address both healthcare needs and broader social determinants of health, aligning with the goal of fighting poverty. Moreover, child mortality correlates with other health factors such as total fertility and life expectancy, making it a comprehensive measure to improve population health.<br>\n",
    "    <br>\n",
    "    2. Socio-Economic Factor of Choice is Income: <br>\n",
    "    <br>\n",
    "    Inflation has a weak correlation with the other socio-economic factors because its influence is indirect and mediated by various economic and social factors such as monetary policy decisions, fiscal measures, and supply-demand dynamics within an economy. Income, on the other hand, provides a more comprehensive understanding of individuals' economic well-being by considering non-trade-related factors and domestic economic impact. It captures income disparities, poverty rates, and ability to access essential services, making it a more holistic indicator for financial assistance targeting socio-economic conditions.</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dec7ee3e",
   "metadata": {},
   "source": [
    "### 5.2 Outlier Treatment<a class=\"anchor\" id=\"OT\"></a>\n",
    "   \n",
    "   From the box plots in the univariate analysis, both child mortatlity and income have outliers and are skewed to the right. In treating these outliers, we would refrain from the deletion method since this would exclude countries that are in the direst need of aid. Hence, there would be no outlier tratment for Child Mortality.\n",
    "   \n",
    "   For Income, we are more focused on countries with low income per person so we would adopt the winorization method or percentile capping to treat the high values. Hence, we would cap at the 99th percentile which means that values that are greater than the value at 99th percentile are replaced by the value of the 96th percentile. \n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "28f582b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of rows getting capped for income :  7\n"
     ]
    }
   ],
   "source": [
    "### Capping Income based on the 95th persentile\n",
    "max_income = country_df['income'].quantile(0.96)\n",
    "max_income\n",
    "print('Total number of rows getting capped for income : ', len(country_df[country_df['income']>max_income]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "08cb0a1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56255.99999999997"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df['income'][country_df['income']>max_income]=max_income\n",
    "country_df.income.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7151641e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Checking for outliers after capping\n",
    "sns.boxplot(data=country_df, x=\"income\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6b590b2",
   "metadata": {},
   "source": [
    "   [Back to TOC](#TOC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2de93909",
   "metadata": {},
   "source": [
    "### 6. Data Preprocessing (2)<a class=\"anchor\" id=\"DP\"></a>\n",
    "\n",
    "   Now that the features have been selected and outliers treated, we can go ahead and prepare and test the data for clustering."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bf5beff",
   "metadata": {},
   "source": [
    "### 6.1 Feature Scaling<a class=\"anchor\" id=\"FS\"></a>\n",
    "\n",
    "    \n",
    "   The scales for the selected features are different hence the need to adjust the values and put them on a common scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "348c1249",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = country_df[['country','child_mort','income']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b4b349ec",
   "metadata": {
    "scrolled": true
   },
   "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>child_mort</th>\n",
       "      <th>income</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>90.2</td>\n",
       "      <td>1610.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>16.6</td>\n",
       "      <td>9930.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>27.3</td>\n",
       "      <td>12900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>119.0</td>\n",
       "      <td>5900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antigua and Barbuda</th>\n",
       "      <td>10.3</td>\n",
       "      <td>19100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vanuatu</th>\n",
       "      <td>29.2</td>\n",
       "      <td>2950.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezuela</th>\n",
       "      <td>17.1</td>\n",
       "      <td>16500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vietnam</th>\n",
       "      <td>23.3</td>\n",
       "      <td>4490.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>56.3</td>\n",
       "      <td>4480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>83.1</td>\n",
       "      <td>3280.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     child_mort   income\n",
       "country                                 \n",
       "Afghanistan                90.2   1610.0\n",
       "Albania                    16.6   9930.0\n",
       "Algeria                    27.3  12900.0\n",
       "Angola                    119.0   5900.0\n",
       "Antigua and Barbuda        10.3  19100.0\n",
       "...                         ...      ...\n",
       "Vanuatu                    29.2   2950.0\n",
       "Venezuela                  17.1  16500.0\n",
       "Vietnam                    23.3   4490.0\n",
       "Yemen                      56.3   4480.0\n",
       "Zambia                     83.1   3280.0\n",
       "\n",
       "[167 rows x 2 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_df = country_df[['country','child_mort','income']].set_index('country')\n",
    "features = cluster_df.columns \n",
    "cluster_df "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b57a781e",
   "metadata": {
    "scrolled": true
   },
   "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>child_mort</th>\n",
       "      <th>income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.291532</td>\n",
       "      <td>-0.926860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.538949</td>\n",
       "      <td>-0.395492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.272833</td>\n",
       "      <td>-0.205808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.007808</td>\n",
       "      <td>-0.652873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.695634</td>\n",
       "      <td>0.190163</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   child_mort    income\n",
       "0    1.291532 -0.926860\n",
       "1   -0.538949 -0.395492\n",
       "2   -0.272833 -0.205808\n",
       "3    2.007808 -0.652873\n",
       "4   -0.695634  0.190163"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Scale the features in the new dataframe\n",
    "scale=StandardScaler()  # INITIALIZE\n",
    "cluster_df_scaled= pd.DataFrame(scale.fit_transform(cluster_df))    ## fit the data to be studied by the algorithmb\n",
    "cluster_df_scaled.columns=features \n",
    "cluster_df_scaled.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3245a839",
   "metadata": {},
   "source": [
    "### 6.2 Hopkins Test<a class=\"anchor\" id=\"HT\"></a>\n",
    "\n",
    "   The hopkins test is a way to measure the clusterability of a dataset to ascertain if there are any meaningful clusters. \n",
    "   <br>\n",
    "   NB: A uniformly distributed dataset can still be clustered but with no meaningful clusters hence the neccesity of hopkins test\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ea9c6fad",
   "metadata": {},
   "outputs": [],
   "source": [
    "def hopkins(X):\n",
    "    d = X.shape[1] ## Length of colums\n",
    "    n = X.shape[0] ## length of rows\n",
    "    m = int(0.1 * n) # size of the randomly sampled dataset\n",
    "    nbrs = NearestNeighbors(n_neighbors=1).fit(X.values)\n",
    " \n",
    "    rand_X = sample(range(0, n, 1), m)\n",
    " \n",
    "    ujd = []\n",
    "    wjd = []\n",
    "    for j in range(0, m):\n",
    "        \n",
    "        #draw uniformly from the space that is strechted from the least point to the maximum point & Calculate their distance to the nearest neighbor\n",
    "        u_dist, _ = nbrs.kneighbors(uniform(np.amin(X,axis=0),np.amax(X,axis=0),d).reshape(1, -1), 2, return_distance=True)\n",
    "        ujd.append(u_dist[0][1])\n",
    "        \n",
    "        # generate another random sample from the sample itself & Calculate the distance to the nearest neigbor\n",
    "        w_dist, _ = nbrs.kneighbors(X.iloc[rand_X[j]].values.reshape(1, -1), 2, return_distance=True)\n",
    "        wjd.append(w_dist[0][1])\n",
    " \n",
    "    H = sum(ujd) / (sum(ujd) + sum(wjd))\n",
    "    if isnan(H):\n",
    "        print(ujd, wjd)\n",
    "        H = 0\n",
    " \n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "4daf28c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9197042466225239"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hopkins(cluster_df_scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05f1b970",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">RESULTS: <br>\n",
    "    <br>\n",
    "The hopkins statistic value of 0.91 indicates that the data set has a high clustering tendency</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7009407b",
   "metadata": {},
   "source": [
    "   [Back to TOC](#TOC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05504c2a",
   "metadata": {},
   "source": [
    "### 7. The K-Means Clustering Model<a class=\"anchor\" id=\"KC\"></a>\n",
    "\n",
    "K-Means Clustering is an Unsupervised Machine Learning algorithm, which groups the unlabeled dataset into different clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c28ccdb0",
   "metadata": {},
   "source": [
    "### 7.1 The Elbow Method<a class=\"anchor\" id=\"EM\"></a>\n",
    "\n",
    "Used to decide on the optimal number of clusters to use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a08d297f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inertia_scores=[]    ## create an empty list to put all the inertia scores in once calculated\n",
    "for i in range(1,11):   ## For each cluster in a range of 1 to 10,\n",
    "    kmeans=KMeans(n_clusters=i, random_state=42) ### Initialize the algorithm\n",
    "    kmeans.fit(cluster_df_scaled[['child_mort','income']])  ## Fit the data to be studied by the algorithm\n",
    "    inertia_scores.append(kmeans.inertia_)     ### append the calculated WCSS to inertia scores that was created\n",
    "    \n",
    "plt.plot(range(1,11), inertia_scores, marker='o')\n",
    "plt.title('The Elbow Method')\n",
    "plt.ylabel(\"WCSS\")\n",
    "plt.xlabel('Number of Clusters')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f7ab9e41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k=KneeLocator(range(1,11), inertia_scores, curve='convex', direction='decreasing')\n",
    "k.elbow"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb855bde",
   "metadata": {},
   "source": [
    "### 7.2 The K-Means Algorithm<a class=\"anchor\" id=\"KA\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "033a0833",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 2, 1, 2, 2, 2, 0, 0, 2, 2, 0, 2, 2, 2, 0, 2, 1, 2, 2, 2, 2,\n",
       "       2, 0, 2, 1, 1, 2, 1, 0, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 0, 0,\n",
       "       0, 2, 2, 2, 2, 1, 2, 2, 2, 0, 0, 2, 1, 2, 0, 1, 0, 2, 2, 1, 1, 2,\n",
       "       1, 2, 0, 2, 2, 2, 2, 0, 0, 0, 2, 0, 2, 2, 1, 1, 0, 2, 1, 2, 2, 1,\n",
       "       1, 0, 2, 0, 2, 1, 1, 2, 2, 1, 0, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2,\n",
       "       0, 0, 1, 1, 0, 0, 1, 2, 2, 2, 2, 2, 0, 0, 2, 2, 1, 2, 0, 1, 2, 2,\n",
       "       1, 0, 2, 0, 2, 2, 0, 0, 2, 2, 1, 2, 0, 0, 2, 1, 2, 1, 1, 2, 2, 2,\n",
       "       2, 1, 2, 0, 0, 0, 2, 2, 2, 2, 2, 2, 1], dtype=int32)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## With our chosen cluster, we can input it into the KMeans algorithm\n",
    "kmeans=KMeans(n_clusters=3, random_state=50) ## initialize algorithm with optimal clusters\n",
    "kmeans.fit(cluster_df_scaled)\n",
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "122e3b0f",
   "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>child_mort</th>\n",
       "      <th>income</th>\n",
       "      <th>Cluster Label</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>90.2</td>\n",
       "      <td>1610.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>16.6</td>\n",
       "      <td>9930.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>27.3</td>\n",
       "      <td>12900.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>119.0</td>\n",
       "      <td>5900.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antigua and Barbuda</th>\n",
       "      <td>10.3</td>\n",
       "      <td>19100.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vanuatu</th>\n",
       "      <td>29.2</td>\n",
       "      <td>2950.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezuela</th>\n",
       "      <td>17.1</td>\n",
       "      <td>16500.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vietnam</th>\n",
       "      <td>23.3</td>\n",
       "      <td>4490.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>56.3</td>\n",
       "      <td>4480.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>83.1</td>\n",
       "      <td>3280.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     child_mort   income  Cluster Label\n",
       "country                                                \n",
       "Afghanistan                90.2   1610.0              1\n",
       "Albania                    16.6   9930.0              2\n",
       "Algeria                    27.3  12900.0              2\n",
       "Angola                    119.0   5900.0              1\n",
       "Antigua and Barbuda        10.3  19100.0              2\n",
       "...                         ...      ...            ...\n",
       "Vanuatu                    29.2   2950.0              2\n",
       "Venezuela                  17.1  16500.0              2\n",
       "Vietnam                    23.3   4490.0              2\n",
       "Yemen                      56.3   4480.0              2\n",
       "Zambia                     83.1   3280.0              1\n",
       "\n",
       "[167 rows x 3 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Assign clustering result to each country in the data frame\n",
    "cluster_df['Cluster Label']=kmeans.labels_\n",
    "cluster_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "693f5cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    38\n",
       "1    41\n",
       "2    88\n",
       "Name: Cluster Label, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_df['Cluster Label'].value_counts(ascending=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb21a71d",
   "metadata": {},
   "source": [
    "### 7.3 Visualization of Clustering Results<a class=\"anchor\" id=\"VCR\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d0066996",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Visualize to better understand clustering result\n",
    "plt.figure(figsize=(10,8))\n",
    "sns.scatterplot(data=cluster_df, x='child_mort',y='income',hue='Cluster Label', palette=\"Dark2\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a0d7bb0",
   "metadata": {},
   "source": [
    " \n",
    "                             On a development scale, the clusters can be classified into:\n",
    "   \n",
    "   \n",
    "   | Color        | Cluster Label.         | Development scale          | \n",
    "   | :-------------| ---------------------  |-------------------------: |\n",
    "   | Green.        |       0                | Developed Countries       |\n",
    "   | Orange        |       1                | Under Developed Countries |\n",
    "   | Purple.       |       2                | Developing Countries      |\n",
    " \n",
    "   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3974b17",
   "metadata": {},
   "source": [
    "   [Back to TOC](#TOC)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2000bef",
   "metadata": {},
   "source": [
    "### 8. Findings & Conclusions<a class=\"anchor\" id=\"F&C\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c9dfe7",
   "metadata": {},
   "source": [
    "### 8.1 Results<a class=\"anchor\" id=\"RS\"></a>\n",
    "\n",
    "   According to the clusters above, the countries in the most need of financial assistance are those in Cluster 1 (Under-developed Countries). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ad5f78f1",
   "metadata": {
    "scrolled": true
   },
   "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>child_mort</th>\n",
       "      <th>income</th>\n",
       "      <th>Cluster Label</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>90.2</td>\n",
       "      <td>1610.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>119.0</td>\n",
       "      <td>5900.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benin</th>\n",
       "      <td>111.0</td>\n",
       "      <td>1820.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burkina Faso</th>\n",
       "      <td>116.0</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burundi</th>\n",
       "      <td>93.6</td>\n",
       "      <td>764.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              child_mort  income  Cluster Label\n",
       "country                                        \n",
       "Afghanistan         90.2  1610.0              1\n",
       "Angola             119.0  5900.0              1\n",
       "Benin              111.0  1820.0              1\n",
       "Burkina Faso       116.0  1430.0              1\n",
       "Burundi             93.6   764.0              1"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Underdeveloped = cluster_df[cluster_df['Cluster Label'] == 1]\n",
    "Underdeveloped.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "542aa9e6",
   "metadata": {},
   "source": [
    "### 8.1 Recommendations<a class=\"anchor\" id=\"RM\"></a>\n",
    "\n",
    "   Since Cluster 1 has 41 countries, we will narrow the selection down to the top 10 countries that need financial assistance the most. That is, countries with the highest child mortality rates and those with the lowest income levels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "4367e42b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country\n",
       "Central African Republic     1.0\n",
       "Congo, Dem. Rep.             2.0\n",
       "Niger                        3.0\n",
       "Sierra Leone                 4.0\n",
       "Haiti                        5.0\n",
       "Burundi                      7.0\n",
       "Guinea                       7.0\n",
       "Mozambique                   7.0\n",
       "Guinea-Bissau                9.0\n",
       "Burkina Faso                10.0\n",
       "Name: rank, dtype: float64"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rank countries in cluster 1 based on child mortality and income levels combined\n",
    "Underdeveloped['rank'] = (Underdeveloped['income'].rank(ascending=True) + Underdeveloped['child_mort'].rank(ascending=False)).rank()\n",
    "Underdeveloped[\"rank\"].nsmallest(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "6dc4449b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,6))\n",
    "sns.barplot(x = \"country\",\n",
    "            y='child_mort',\n",
    "            palette=\"rocket\",\n",
    "            data=Underdeveloped.reset_index().nlargest(20, 'child_mort'))\n",
    "plt.title(\"TOP 20 COUNTRIES WITH THE HIGHEST CHILD MORTALITY RATES\")\n",
    "plt.xticks(rotation = 45, horizontalalignment = \"right\")\n",
    "plt.show()       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "acd192a3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,6))\n",
    "sns.barplot(x='country', \n",
    "            y='income',\n",
    "            palette=\"rocket\",\n",
    "            data=Underdeveloped.reset_index().nsmallest(20, 'income'))\n",
    "plt.title(\"TOP 10 COUNTRIES WITH THE LOWEST INCOME LEVELS \")\n",
    "plt.xticks(rotation = 45, horizontalalignment = \"right\")\n",
    "plt.show()\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a9a31bb",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">THE TOP 10 COUNTRIES RANKED ACCORDING TO THOSE IN NEED OF THE MOST FINANCIAL ASSISTANCE ARE : <br>\n",
    "    <br>\n",
    "\n",
    "1. CENTRAL AFRICAN REPUBLIC\n",
    "2. CONGO DEM. REPUBLIC\n",
    "3. NIGER\n",
    "4. SIERRA LEONE\n",
    "5. HAITI\n",
    "6. BURUNDI\n",
    "7. GUINEA\n",
    "8. MOZAMBIQUE\n",
    "9. GUINEA-BISSAU\n",
    "10. BURKINA FASO\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bf55867",
   "metadata": {},
   "source": [
    "[Back to TOC](#TOC)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}